Datasets:

motionlabs
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fineweb-ultra-mini

text stringlengths 219 516k	score float64 2.78 4.96
No. 24; Updated March 2011 Click here to download and print a PDF version of this document. Parents are usually the first to recognize that their child has a problem with emotions or behavior. Still, the decision to seek professional help can be difficult and painful for a parent. The first step is to gently try to tal...	3.364741
adopt many methods to determine whether the unborn baby is a boy or a girl. The Chinese pregnancy calendar is an often used method to know about the gender of the new life in the mothers womb. is an ancient way for predicting the gender of the unborn baby It is also known as a Chinese conception chart, or the Chinese C...	3.133232
Average life span in the wild: 12 years Size: 21 in (50 cm) Weight: 14.4 oz (408 g) Did you know? Chameleons don't change colors to match their surroundings. Each species displays distinct color patterns to indicate specific reactions or emotions. The Meller's chameleon is the largest of the chameleons not native to Ma...	3.399523
Nuclear Energy in France Nuclear energy is the cornerstone of french energy policy. In the ‘70s France chose to develop nuclear as its base load electricity source as a response to the oil crisis and assure its energy independence. Nuclear Electricity Production: France currently counts 58 commercial nuclear reactors i...	3.116173
Mexican America - Introduction "Mexican America" is a sampling of objects from the collections of the National Museum of American History. The stories behind these objects reflect the history of the Mexican presence in the United States. They illustrate a fundamentally American story about the centuries-old encounter b...	4.078639
Octodon degus is generally considered endemic to west central Chile, where it inhabits the lower slopes of the Andes. Although some have argued that its range may extend north into Peru, this is not well supported. It is common in the international pet trade, however, and is often used in laboratory studies outside of ...	3.060866
Details of Glycemic Index (GI) The GI Scale The glycemic index uses a scale from 1 to 100, which indicates the rate at which 50 grams of carbohydrate in a particular food is absorbed into the bloodstream as blood-sugar. The main reference food (rated 100) is glucose. GI Rating Categories The glycemic index divides carb...	3.740911
- published: 19 Mar 2013 - views: 42 - author: T.A. B possibly testing on weans, that worries me http://www.bbc.co.uk/news/world-us-canada-21849808. A vaccine is a biological preparation that improves immunity to a particular disease. A vaccine typically contains an agent that resembles a disease-causing microorganism,...	3.789355
"Helplessness" and "confusion" are words that easily come to mind when the issue of sick building syndrome is mentioned. It is a problem that does not have a regulatory solution, and is bound with engineering, medicine and emotions that will challenge the best of school administrators. A careful management style and kn...	3.409944
"GOT NOTHING BUT BLUE SKIES" It is September 19,1783. The place, Lyons, France. Preparations are being made for a journey. A journey that will eventually take man from his secure environment of terra firma, and place him in a hostile environment called the atmosphere. The vehicle to be used is a hot air balloon. The br...	3.467214
Here to There: A History of Mapping From the 16th to 18th centuries, many European mapmakers were convinced that California was an island — an Edenic paradise populated by black Amazons. The error persisted for over a hundred years after expeditions had proven that California was, in fact, firmly attached to the mainla...	3.386781
The Convention adjourned from July 26th to August 6th to allow the Committee of Detail – composed of John Rutledge of South Carolina, Edmund Randolph of Virginia, Nathaniel Gorham of Massachusetts, Oliver Ellsworth of Connecticut, and James Wilson of Pennsylvania – to prepare a rough draft of a constitution, based on t...	3.089209
With the development of science and technology, computer has become more and more popular in our daily life, which is intended to be a part of our life. But at the same time it also brings the safety problem, because increasing number of bad people would like to break into computer systems to steal the secret informati...	3.1705
Just as there are many variants and forms of electronic malware and Internet-based threats around the globe, so there are many forms of protection against these threats. Signature-based detection is one of the multifarious forms of defense that have been developed in order to keep us safe from malicious content. Althou...	3.014808
By Jason Kohn, Contributing Columnist Like many of us, scientific researchers tend to be creatures of habit. This includes research teams working for the National Oceanic and Atmospheric Administration (NOAA), the U.S. government agency charged with measuring the behavior of oceans, atmosphere, and weather. Many of the...	3.304265
The bacterium Micavibrio aeruginosavorus (yellow), leeching on a Pseudomonas aeruginosa bacterium (purple). What’s the news: If bacteria had blood, the predatory microbe Micavibrio aeruginosavorus would essentially be a vampire: it subsists by hunting down other bugs, attaching to them, and sucking their life out. For ...	3.920127
Correctly identifying what is causing a problem is the most important step in pest control. We do our best here to help you do that. Sometimes we can identify the cause accurately enough from your phone or e-mail description of what is happening and what you see. Sometimes we can do this from photographs you submit, ei...	3.213423
died Aug. 28, 1818, St. Charles, Mo., U.S. black pioneer trader and founder of the settlement that later became the city of Chicago. Du Sable, whose French father had moved to Haiti and married a black woman there, is believed to have been a freeborn. At some time in the 1770s he went to the Great Lakes area of North A...	3.657313
Common Core Catholic Identity Initiative A national working group has begun the Common Core Catholic Identity Initiative (CCCII) to develop and disseminate resources and guidelines to assist Catholic elementary and secondary schools in integrating elements of Catholic identity (Catholic values, Scripture, Church social...	3.366555
Instructors: Andrea Dykstra, Curt Van Dam, Kelli Ten Haken and Tami De Jong 1. Students will gain interest in the Unit on Alaska. 2. Students will be introduced to Alaska and the Iditarod race that takes place in Alaska every year. 3. Students will be able to appreciate the beauty of Godís creation in Alaska. 4. Studen...	3.683004
Tornadoes are the most intense storms on the planet, and they’re never discussed without at least some mention of the term wind shear. Many of us sitting at home, though, have no idea what wind shear is, or if we do, how it affects tornado production. What is Wind Shear Wind shear, although it might sound complex, is a...	4.149361
Reversal of fortune To unlock the vast, untapped potential of the world’s drylands, we must learn from the people who live in them, says Dr Jonathan Davies. Drylands are a major global biome, home to a great diversity of species and some of our most treasured natural heritage. They are also home to over 2 billion peopl...	3.258151
Is this bone a Neanderthal flute? Cave Bear femur fragment from Slovenia, 43+kya DOUBTS AIRED OVER NEANDERTHAL BONE 'FLUTE' (AND REPLY BY MUSICOLOGIST BOB FINK) Science News 153 (April 4, 1998): 215. By B. Bower Amid much media fanfare, a research team in 1996 trumpeted an ancient, hollowed out bear bone pierced on one...	3.708007
My passion is studying early man, specifically how we became who we are. Is our violence an aberration or part and parcel of survival? No other mammal kills their own, but maybe–as the alpha on the planet–our greatest threat to our survival is our own species, so we’re forced to destroy each other. What was lacking in ...	3.038001
Xantusiidae is a clade of viviparous (live bearing) lizards that ranges from southwestern North America and Baja California (Xantusia) into Central America (Lepidophyma) and Cuba (Cricosaura). Xantusia magdalena occurs in Baja California. Xantusiidae is a relatively small clade, with 3 genera and approximately 30 livin...	3.436857
Creator: Gust, Iris Description: The brochure promotes urban transportation policy to increase the use of renewable energy to 100%. Seen globally, transport is one of the main sources of greenhouse gas emissions. Yet fossil fuels are becoming scarce, will become increasingly expensive and will eventually stop being via...	3.333023
In some people, macular degeneration advances so slowly that it has little effect on their vision. But in others, the disease progresses faster and may lead to vision loss. Sometimes only one eye is affected, while the other eye remains free of problems for many years. People with dry macular degeneration in one eye of...	3.314843
Although uncommon, an entirely different group of factors plays a role when an athlete suffers a stroke. Head and neck trauma are often factors in stroke during athletic competitions. Direct head trauma can result in leakage from blood vessels, depriving large regions of the brain of necessary nutrients. Violent forwar...	3.445416
A 2012 survey conducted by the Association for Pet Obesity Prevention found 52.5 percent of dogs and 58.3 percent of cats to be overweight or obese by their veterinarian. This translates to nearly 80 million dogs and cats in America with a weight problem. Dr. George Banta, chair of the Veterinary Technology department ...	3.283053
On this day in 1951, more than six years after the end of World War II in Europe, President Harry S. Truman signed a proclamation officially ending U.S. hostilities with Germany. The official end to the war came nine years, 10 months and 13 days after Congress had declared war on Nazi Germany. The lawmakers had respond...	4.351849
Fewer rare sea turtles will die on the swordfish industry's longlines in Hawaii under an agreement between environmental groups and the government. The agreement settles a lawsuit challenging the federal government's plans that would have dramatically increase the number of turtles that could be killed. The Turtle Isla...	3.112208

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Dataset Card for Fineweb Ultra Mini

Fineweb Ultra Mini is a dataset derived from the original Fineweb dataset made by huggingface (see here: https://huggingface.co/datasets/HuggingFaceFW/fineweb). The dataset focuses on extracting high quality data from the Fineweb dataset, from the 2-3% range. If you would like even more high-quality data, keep out for our next release, fineweb ultra mini pro, which focuses on the 0-1% of high quality data originally found in fineweb.

Dataset Details

Dataset Description

Below outlines the steps which were taken to curate this dataset:

Data Source: The original FineWeb dataset from Hugging Face.
Filtering: A text classification model was trained on H100s to identify the top 2-3% of documents.
Data Preparation: The selected documents were processed to ensure consistency and quality.
Dataset Creation: The filtered and processed data was organized into the Hugging Face dataset format.

Curated by: ReflexAI Open Source Engineering Team
Funded by: Modal Grant Program
Language(s) (NLP): English (more coming soon)
License: odc-by

Intended Uses

The fineweb-ultra-mini dataset is intended for a variety of natural language processing tasks, including:

Language Modeling: Training large language models on high-quality text data.
Text Summarization: Extracting key information from web documents.
Question Answering: Answering questions based on the information in web documents.
Text Classification: Categorizing web documents based on their content.

Out-of-Scope Use

Commercial Use

Commercial use is permitted under the ODC-By (Open Database License - Attribution) license, allowing individuals and organizations to use, modify, and distribute the dataset for commercial purposes, provided they comply with the attribution requirements. This includes using the dataset in commercial products, services, research, or any other profit-generating activity.

However, it is important to highlight the following limitations and conditions: 1. Attribution Requirement: Any use of the dataset, including commercial use, must provide proper attribution to the original creators of the dataset. This attribution must be clear and visible in any products or services that incorporate the dataset. 2. Redistribution and Derivative Works: While derivative works (e.g., modified versions of the dataset) are permitted, they must also adhere to the attribution requirement. Moreover, any redistribution of the dataset must include the same ODC-By license to ensure that others are also informed of these conditions.

Unethical Activities

Despite the commercial use allowance, certain activities involving the dataset remain strictly out of scope due to ethical concerns. These include, but are not limited to: 1. Data Manipulation for Malicious Purposes: Using the dataset to manipulate or fabricate data in a way that misleads or harms individuals, communities, or organizations, including but not limited to creating deep fakes, misinformation, or defamation. 2. Surveillance and Privacy Violations: Using the dataset for surveillance activities or any practices that infringe on the privacy rights of individuals, including profiling, tracking, or unauthorized data collection, is strictly prohibited. 3. Discriminatory or Harmful Practices: Employing the dataset in ways that may promote or perpetuate discrimination, hate speech, violence, or any other harmful practices, including using the data to reinforce or exacerbate biases. 4. Violation of Laws and Regulations: Any use of the dataset that violates local, national, or international laws, such as engaging in illegal surveillance or using the dataset in activities prohibited by data protection and privacy laws, is not allowed.

By adhering to these guidelines, users of the dataset can ensure its ethical and responsible use while contributing positively to commercial endeavors and research.

Bias, Risks, and Limitations

Bias

Datasets often reflect the biases inherent in the data collection process, sources, or the methodology used in their creation. It is crucial to be aware of the following potential biases in the dataset: 1. Selection Bias: The dataset may not be fully representative of the entire population or domain it is intended to represent. Certain groups or perspectives might be overrepresented or underrepresented, which can lead to skewed outcomes when the dataset is used in analysis, modeling, or training AI systems. 2. Cultural Bias: If the dataset is sourced from a particular cultural or geographical context, it may carry cultural biases that are not universally applicable. For example, language use, social norms, and values represented in the data may not align with those of different cultures or regions. 3. Algorithmic Bias: When the dataset is used in machine learning or algorithmic processes, any existing biases in the data can be amplified or perpetuated by algorithms, potentially leading to discriminatory or unfair outcomes in automated decisions or predictions.

Risks

The use of this dataset carries several risks that users should be aware of, especially when deploying the data in real-world applications or commercial products: 1. Model Performance Risks: If the dataset is incomplete, imbalanced, or biased, it may result in inaccurate or unreliable models. This can impact decision-making, predictions, or analysis, especially in critical sectors such as healthcare, finance, or legal systems. 2. Reinforcement of Existing Inequalities: When used to train models or systems, biased datasets can reinforce existing societal inequalities. For example, models trained on biased data can inadvertently perpetuate stereotypes or exacerbate disparities in areas such as hiring, lending, and law enforcement. 3. Reputation Risks: Misuse or unethical use of the dataset may lead to reputational damage for both individuals and organizations. Public backlash can arise if the dataset is used in ways that are perceived as discriminatory, harmful, or unethical. 4. Legal and Regulatory Risks: Depending on the dataset’s content and intended use, there may be legal risks associated with its use, especially when dealing with sensitive or personally identifiable information (PII). Users should be cautious of potential violations of data privacy laws, including GDPR or CCPA, and ensure compliance with relevant regulations.

Limitations

While the dataset provides valuable insights and utility, it is important to recognize its inherent limitations: 1. Scope and Completeness: The dataset may not cover all aspects of the domain it represents, leaving gaps that could affect its applicability in certain contexts. Users should assess whether the dataset aligns with their specific use case and complement it with additional data if necessary. 2. Quality and Accuracy: The accuracy of the dataset may vary, and errors, inconsistencies, or outdated information could impact its reliability. It is essential to validate the dataset before using it in high-stakes applications. 3. Generalization: Models trained on the dataset may struggle to generalize well to new or unseen data, especially if the dataset is narrow in scope or lacks diversity. Overfitting to the dataset’s specific patterns can lead to poor performance in real-world scenarios. 4. Maintenance and Updates: Datasets can become outdated over time as the world evolves. Users should be prepared to update the dataset regularly to ensure it remains relevant and reflects current trends, information, and developments in the field.

By understanding and addressing these biases, risks, and limitations, users can take a more informed and responsible approach to utilizing the dataset, ensuring its effectiveness and minimizing potential negative consequences.