K2 Horizon
Collection
K2 Horizon models, datasets, and supporting resources • 22 items • Updated • 40
Datasets:
text stringlengths 287 715k | meta dict | subset stringclasses 1
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|---|---|---|
Eating a clove or two of fresh garlic a day may indeed keep the doctor away, in part because it has immune-boosting, antibacterial, antiviral, and anti-fungal effects. Many of garlic's therapeutic effects are derived from its sulfur-containing compounds, such as allicin, which are also what give it its characteristic s... | {
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"url": "https://piapmd.com/7-herbal-medicines-and-their-uses-with-pictures-women-list-of-herbal-medicines-and-their-uses.html",
"timestamp": "2019-09-18T13:46:42",
"cc-path": "crawl-data/CC-MAIN-2019-39/segments/1568514573289.83/warc/CC-MAIN-20190918131429-201... | commoncrawl |
Again, it is demonstrated that the strength of your key is less important than the ease with which someone can hack some other part of your system to learn its value.
According to the researchers, quantum key distribution (QKD) implementations rely on the detectors to measure the quantum property of single photons. Usi... | {
"lang": "en",
"lang_score": 0.9125040769577026,
"url": "https://nerdherd.com/2010/09/01/researchers-find-quantum-encryption-hack/",
"timestamp": "2018-05-25T12:47:41",
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What Are My Rights as a Minority Member of an LLC?
A limited liability company (LLC) is a great business entity type to consider when starting a business. An LLC provides liability protection for its owners because this business structure separates owners' personal assets from the business.
Many of those who become own... | {
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"url": "https://www.lodhs.com/blog/what-are-my-rights-as-a-minority-member-of-an-llc/",
"timestamp": "2024-06-23T04:52:29",
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Welcome to the Archive of past BMU events!
On June 3, 2014 BMU held a 'media literacy' day across the middle school. Students explored topics pertaining to this important subject, which included creating media projects. Visit the webpage and scroll down to the bottom to link to the excellent student 'public service ann... | {
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"url": "https://www.bmuschool.org/domain/123",
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"fracti... | commoncrawl |
You can overcome stress: The key is in your relationships
Sometimes acute stress puts us on our back immediately, whereas at other times, stress hurts us a little at a time
By Ed Kelley, Executive Pastor of Bay Area Community Church, Chaplain for INLETS
Why does stress strike us so hard? Sometimes acute stress puts us ... | {
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"url": "https://www.police1.com/health-wellness/articles/you-can-overcome-stress-the-key-is-in-your-relationships-1NHU9ySwY2Hx9ngO/",
"timestamp": "2022-12-03T23:05:24",
"cc-path": "crawl-data/CC-MAIN-2022-49/segments/1669446710941.43/warc/CC-MAIN-202212032120... | commoncrawl |
|"We use the services of Custom Vac based on workmanship, reliability and cost, what more do you need."
Brian Webber
|"We use the services of Custom Vac based on workmanship, reliability and cost, what more do you need."
Brian Webber
Refrigeration Leak Detection
On July 1, 1992 the Manitoba Government was the first Pro... | {
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"lang_score": 0.9575415849685669,
"url": "http://customvac.mb.ca/index.php?page=refigeration-leak-detection",
"timestamp": "2017-08-20T11:48:29",
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... | commoncrawl |
Skylab observations of X-ray loops connecting separate active regions.
One hundred loops interconnecting 94 separate active solar regions detectable in soft X-rays were identified during the Skylab mission. While close active regions are commonly interconnected with loops, the number of such interconnections decreases ... | {
"lang": "en",
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"url": "https://ui.adsabs.harvard.edu/abs/1976spre.conf..917C/abstract",
"timestamp": "2020-10-24T01:33:10",
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... | commoncrawl |
Have you ever wondered about the intricate dance of hormones within your body and how they might influence your overall well-being? Hormones regulate various bodily functions, from mood and energy to reproductive health. If you've been experiencing symptoms like irregular menses, chronic fatigue, or difficulties with f... | {
"lang": "en",
"lang_score": 0.8864824175834656,
"url": "https://visitwellness.co/when-is-the-best-time-to-test-for-hormones/",
"timestamp": "2024-06-17T22:40:06",
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"quality_signals": ... | commoncrawl |
A national analysis of the geographic aspects and ecological correlates of PM2.5 in China based on ground observational data
- 131 Downloads
- Citations
Increasing studies have investigated the characteristics of fine particulate matter of less than 2.5 μm (PM2.5) using ground-level observations among Chinese cities in... | {
"lang": "en",
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"url": "https://link.springer.com/article/10.1007%2Fs11869-019-00662-3",
"timestamp": "2019-07-16T05:59:46",
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"... | commoncrawl |
Stop Common Core Common Core limits what teachers teach and what students learn. Common Core, via the SAT, limits colleges students get into. It's time for a new.
There are a lot of excuses for not learning a second language. I've always found labeling objects in my house (or car) with new vocabulary words has helped t... | {
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"url": "http://integracio.info/learn-new-vocab/",
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"quality_signals": {
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"fr... | commoncrawl |
The island of Ireland (Irish: d'oileán na hÉireann) is the second largest island of the British Isles in western Europe. It was once part of the British mainland (tens of thousands of years ago, when the ice sheets created a land bridge between the two islands).
There are two countries located on the Island:
- the Repu... | {
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"url": "http://liberapedia.wikia.com/wiki/Ireland",
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"... | commoncrawl |
How to Protect Against Digital Eye Strain
Phones, laptops, tablets, dashboards, smart watches—we're surrounded by screens. That explains why our eyes are worn out by the end of the day. The Vision Council reports that 80 percent of adults stare at a digital screen for more than two hours a day. And nearly 60 percent of... | {
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"url": "https://business.sparklight.com/the-wire/tech-talk/productivity/how-protect-against-digital-eye-strain",
"timestamp": "2024-07-12T18:23:44",
"cc-path": "crawl-data/CC-MAIN-2024-30/segments/1720763514450.42/warc/CC-MAIN-20240712161324-20240712191324-005... | commoncrawl |
Victoria (abbreviated as VIC) is, the state of southeastern Australia, occupying a mountainous coastal region of the continent. Victoria is separated from New South Wales to the north by the Murray River for a length of about 1,065 miles (1,715 km) and by an additional boundary of some 110 miles (180 km) linking Cape H... | {
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"url": "https://mmvisa.com.au/About-Victoria-State/",
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... | commoncrawl |
Soderbergh's thriller "Contagion" opens Sep 9, 2011.
Before Scott Burns began work on the screenplay for "Contagion," he met with world-class experts in the field of infectious diseases and committed himself to months of research to ensure the veracity of the story he and Soderbergh wanted to tell. "These people," he m... | {
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"url": "https://emanuellevy.com/review/contagion-art-politics-and-science/",
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... | commoncrawl |
Online Criminology Degree Programs (With Subjects And Jobs)
By Indeed Editorial Team
Published 11 May 2022
The Indeed Editorial Team comprises a diverse and talented team of writers, researchers and subject matter experts equipped with Indeed's data and insights to deliver useful tips to help guide your career journey.... | {
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"url": "https://in.indeed.com/career-advice/career-development/online-criminology-degree",
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"qualit... | commoncrawl |
This paper is divided into four sections plus two appendices (see below).
How far is the growth in higher education worldwide and the prospects for the rapid evolution of research-based activities in many emerging economies and societies calling for the need to better understand and frame potential evolving scenarios f... | {
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"url": "https://cities4k.wordpress.com/cities4k-project/",
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"url_score": 0... | commoncrawl |
Free and custom essays at essaypediacom take a look at written paper - compare & contrast essay on today's society. 2015-5-18 in a compare / contrast essay your argument is whether there are more similarities or more difference between the two things under investigation prompt:. 2016-2-7 the ap world history exam conta... | {
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"url": "http://ducourseworkihgn.elranchitochicago.us/apwh-compare-contrast-essay-rubric.html",
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"qua... | commoncrawl |
Cargill's Creek Bridge is located along the Emerson-Thoreau Amble in Concord's Hapgood Wright Town Forest. The Amble is a recreation of a walking path in the area presumed to have been frequented by Emerson and Thoreau when they walked from Emerson's home to and from Walden Pond. (http://www.boston.com/news/local/massa... | {
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"url": "https://aschmidt01742.wordpress.com/2006/09/",
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... | commoncrawl |
It was singer-songwriters like Hannes Wader and above all Franz Josef Degenhardt who carried on the tradition of the American protest song in Germany.
10 very German passions
Both singers became famous in the middle of the s after appearing at the Burg Waldeck Folk Music Festival. He learned how to bend his body and hi... | {
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"url": "https://quebetano.ml/german-pop-culture-how-american.php",
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End of preview. Expand in Data Studio
TxT360-v2
Dataset Description
Pre-training sources for the K2 Horizon training data release. This repository is part of the K2 Horizon collection.
The repository is organized into multiple subsets. Every subset has a train split backed by Parquet shards.
K2 Horizon Dataset Series
| Dataset repository | Focus | Subsets |
|---|---|---|
| IFM/TxT360-v2 | Web and question-answering text | 3 |
| IFM/Code-Reasoning | Code reasoning and task synthesis | 7 |
| IFM/Math-Reasoning | Mathematical reasoning and dialogue | 5 |
| IFM/SFT-Reasoning | Instruction following and SFT-style data | 2 |
| IFM/Pretrain-Behaviors | Behavior-focused pretraining data | 7 |
Dataset Subsets
| Subset | Data files |
|---|---|
web-high-nltk-qa |
web-high-nltk-qa/*.parquet |
web-high-medium |
web-high-medium/*.parquet |
txt360-qa |
txt360-qa/*.parquet |
Repository Structure
README.md
web-high-nltk-qa/
<source-file>-<stable-id>-00000.parquet
<source-file>-<stable-id>-00001.parquet
web-high-medium/
<source-file>-<stable-id>-00000.parquet
<source-file>-<stable-id>-00001.parquet
txt360-qa/
<source-file>-<stable-id>-00000.parquet
<source-file>-<stable-id>-00001.parquet
The shard prefix is derived from the source JSONL filename and a stable identifier. Updating one source JSONL file replaces only that file's Parquet shards.
Data Fields
Records originate as JSON objects and are converted to Parquet for release. Field names and nested structures can differ by configuration. Inspect features before building a processing pipeline:
from datasets import load_dataset
dataset = load_dataset(
"IFM/TxT360-v2",
"web-high-nltk-qa",
split="train",
streaming=True,
)
print(dataset.features)
print(next(iter(dataset)))
Data Provenance and Processing
Individual subsets may have undergone source-specific filtering, cleaning, deduplication, quality scoring, or synthetic-data generation. Users should evaluate each subset for their target use case and inspect the available provenance metadata.
Intended Use
This dataset is intended for language-model training and research. The subsets can be streamed independently, combined with user-defined sampling weights, or inspected through the Hugging Face Dataset Viewer.
Limitations and Responsible Use
Large-scale training data can contain factual errors, duplicated material, sensitive topics, stereotypes, unsafe content, and other artifacts. Dataset users are responsible for performing evaluations, risk assessment, and filtering appropriate to their application.
License and Terms of Use
This dataset is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0) available at https://creativecommons.org/licenses/by/4.0/legalcode.
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