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agentlans
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ClimbMix

text stringlengths 3 1.03M	token_count float64 504 740	cluster_id int64 1 19
February 5, 2013 A team of researchers in Scotland are creating the world�s first artificial liver tissue made from human cells, a technology they say has the potential to both speed up and slash the cost of testing and producing new drugs. new.scotsman reporst. A team at Heriot-Watt University is using the cells to bu...	722.202	6
A Letter on Marriage and Hospitality Recently I heard that my friend Henriette is getting married. Henriette is famous for hating housework. As a wedding surprise, a mutual friend has called around asking people to send in "household tips" which she plans to put together in a book to give to Henriette at her wedding. ...	565.512	19
As summer starts, wedding season is in full swing. How do all marriages (okay, most marriages) start? With an engagement, of course. The presentation of a ring, a grand proposal, and a few months to a few years of planning a wedding. Occasionally, we find ourselves...	565.512	19
100 stories in 100 days Until the general election 2015 Every day from now until the general election we're going to be publishing a story from a disabled person or a family with a disabled child. We're encouraging parliamentary hopefuls to read just one story – so if they're elected they better understand disability. ...	650.254	10
How long earthquakes last varies depending on the size of the earthquake. Earthquakes may last seconds to minutes. While the shaking of small earthquakes typically lasts only a few seconds, strong shaking during moderate to large earthquakes, such as the 2004 Sumatra earthquake, can lasts couple minutes. 4What time of ...	739.578	16
Math Survival Guide Tips and Tricks for Science Students 9780471270546 ISBN: 0471270547 Edition: 2 Pub Date: 2003 Publisher: Wiley & Sons, Incorporated, John Summary: This second edition of 'Math Survival Guide' provides tips for science students in the form of a quick reference/update guide. It uses an approachab...	677.169	1
How Traveling Affects Your Period Traveling can affect a lot of things in a woman's life, including their monthly period. Many women find that their normal menstrual cycle stops or changes while they are on the road. Keep reading if you can relate to this as the following article will tell you how traveling affects yo...	653.787	17
It also might brighten skin tone, making it an excellent choice for people with hyperpigmentation or uneven skin. With its many benefits, it's easy to see why niacinamide is the darling of the skincare world and why incorporating it into your routine is a no-brainer. 5. Aloe Vera Aloe Vera is a quintessential ingredien...	650.254	10
An Endearing Mistake in the Bird World In a captivating display of animal behavior, a recent video captures an extraordinary moment where a baby falcon mistakes an eagle for its mother. This rare interaction between two different bird species provides a unique insight into the instincts of young birds. The Misguided ...	686.753	7
Do you have an Airfield Story? Henry Allingham Rod A'Bear Kenneth Bannerman Betty Belcher Hangar Types Side-opening Aeroplane Sheds The earliest known aircraft hangars or sheds were side-opening aeroplane sheds. The first of these was built at Leysdown in Kent for the Short Brothers and then moved to Eastchurch ...	626.332	12
Abstract abstract = ".", keywords = "Cell cloning, Commitment, Differentiation, IL-12, IL-4", author = "Yongkang Zhang and Ron Apilado and John Coleman and Shlomo Ben-Sasson and Sharon Tsang and Jane Hu-Li and Paul, {William E.} and Hua Huang", N2AB	722.202	6
Callista Gingrich has, I suspect, given Newt's advisers a giant headache. She's a constant presence at her husband's side - and a constant reminder of his acknowledged infidelity. Newt cheated on his second wife with Callista, a woman 23 years his junior.Patti Davis People are always fascinated by infidelity because, ...	565.512	19
Sled Kite Plans Discover free woodworking plans and projects for sled kite. Start your next project for sled kite with one of our many woodworking plans. Woodworking project plans available for immediate PDF download. Experimental Sled Kite A sled kite with a scallop at the bottom of the sail flies stable, and tail-...	626.332	12
Miso is a type of seasoning paste that is traditionally made in Japan by fermenting soybeans. Certain added elements create different types of miso, with slightly different flavors. It's frequently used as a base for Asian soups, but it can also be used to flavor spreads, sauces, and even marinades. 59. Mississippi Swe...	626.332	12
a field that is fundamental to our endurance and to the feasible utilization of our agrarian scenes. Rearing is important to create protection from illnesses and vermin, to dry spell and temperature limits, and to improve quality factors that can emphatically affect the lives of individuals all through the world. Plant...	686.753	7
The main difference between a rare steak and a rare burger is the cooking temperature. Ground meat needs to be thoroughly cooked to an internal temperature of at least 160°F (71°C) to kill any bacteria that may be present throughout. This is because the grinding process spreads the bacteria evenly throughout the meat. ...	626.332	12
iPad iOS 5 – A Brave, New Keyboard With the iOS 5 update, apple has decided to improve upon an area of their iPad most wouldn't give a second thought to: its keyboard. The new iPad keyboard offers a lot of flexibility in its layout to make it more accessible in the myriad of situations you need it in. Let's "Split" Whi...	568.926	18
How to Manually Open Your Raynor Garage Door When Needed Have you ever found yourself in a situation where you need to manually open your Raynor garage door? Whether it's due to a power outage, malfunctioning garage door opener, or broken springs/cables, knowing how to open your garage door manually can be crucial. I...	626.332	12
To match the ECU to the vehicle, it must be programmed with the proper calibration. Even if you just wanted to "try it out", many vehicles would not start due to the antitheft system. But YOU will still be responsible for the password relearn procedure for the given vehicle. … How long does an engine control module las...	626.332	12
5. I.J. Good, who greatly influenced Vernor Vinge, never used the term singularity itself. However, what Vinge later called singularity Good called intelligence explosion. By that I. J. meant a positive feedback cycle within which minds will make technology to improve on minds which once started will rapidly surge upwa...	722.202	6
The Green Academi Challenge 1 out of 10 people can get more than 60% of these questions correct, can you? ! Questions and Answers 1. Which type of rock listed below covers the majority of the Earth's land surface?I. IgneousII. SedimentaryIII. Metamorphic A. I Only B. II Only C. III Only D. The Earth's land s...	739.578	16
Halloween Candy Healthy Teeth Tips for Parents Many children in Massachusetts will not be celebrating Halloween in the traditional way this October, because of the restrictions put into place to deal with the COVID-19 pandemic. The cities and towns of the Berkshires, for example, have all put their own rules or at lea...	653.787	17
Online Dictionary: translate word or phrase from Indonesian to English or vice versa, and also from english to english on-line. Hasil cari dari kata atau frase: knock out(0.00720 detik) Found 1 items, similar to knock out. English → English (WordNet) Definition: knock out knock out v 1: eliminate; "knock out a target...	664.281	2
Five Tips for Bible Memory Here, David Mathis gives us five simple tips for Bible memory to try to aim at on a weekly basis. Memorization is not only good for your own soul, but also for the sake of ministry to others. Diversify Your Picks – You can memorize whole books, or whole chapters (Romans 8 is a great starting ...	664.281	2
element-of symbol The element-of symbol is used in mathematical set theory to indicate that a point, object, or number belongs to a certain set. The symbol resembles the lowercase Greek letter epsilon, but stretched out ( ). The symbol is read "is an element of," "is a member of," "is in," or "belongs to." As an exam...	722.202	6
Throughout history, the Ruby-throated Hummingbird has captured the admiration of bird enthusiasts and conservationists alike. Their iridescent plumage and mesmerizing flight patterns have spurred efforts to protect their habitats and ensure their continued presence in our ecosystem. Conservation initiatives have focuse...	686.753	7
"Nature, grain and simplicity" by Luca Ellena "He uses film because this medium enables him to master composition better and slows down the process of creating an image." Luca Ellena is a young photographer from Fribourg, Switzerland who visits cities and places around the globe to witness and document life but also sh...	626.332	12
Demystifying the Transition: How Many Yellow Cards Make a Red Card in Soccer The world of soccer is known for its intricate rules and regulations, with the drama of matches often hinging on the decisions made by referees. One such rule that piques the curiosity of both players and spectators is the transition from yel...	650.254	10
Technically speaking, sugarless gum and mints are allowed in moderation to freshen your breath on the SMD. Moderation would mean a few pieces, not packs a day. Most sugarfree gum is sweetened with aspartame, which can trigger sugar cravings in some individuals. Check your label - another name for aspartame is Phenyla...	650.254	10
French toast casserole If you don't want to spend all morning flipping pancakes or French toast, instead bake a French toast casserole. You can prepare the batter the night before then just pop it in the oven in the morning. This is a great dish for Easter brunch or anytime! Ingredients: 4 eggs 1 1/4 cups milk 1/4 cup ...	626.332	12
However, the normal practice in Go is to deal with the error in the if block and then return, so that the successful execution path is not indented. Short variable declarations and scope * Short variable declarations require awareness of scope. The following program starts by obtaining its current working directory and...	556.214	11
Notes Here we consider the farm-to-gate system, a partial life cycle analysis method accounting for all farm operations of beef cattle production, crop production or other. This includes the direct impacts due to on-farm operations and the indirect impacts from the production and transport of synthetic fertilizers, die...	686.753	7
What is a compression boot? Compression boots are inflatable sleeves for the legs that fill with air and squeeze your legs to increase blood flow. Your doctor will advise you on how long and how often to wear the compression boots. How does a compression therapy device work? Pneumatic compression devices use an air pum...	653.787	17
Next, you will need to select the right type of pan for your food. If you are cooking something like chicken, you will want to use a baking dish or a roasting pan. If you are cooking a pizza, you will want to use a pizza pan. Once you have selected the right pan, you will need to coat it with cooking spray or butter. T...	626.332	12
Cooking hamburger steak in the oven is an easy and convenient way to prepare this classic dish. With a little attention to detail, you can ensure that your hamburger steak comes out perfectly cooked and full of flavor. Remember to choose the right oven temperature, use a meat thermometer, season the meat, choose the ri...	626.332	12
Chapter One: Introduction to Submarines The world beneath the waves has always held a certain allure, filled with mystery and intrigue. It is no wonder then that humans have sought ways to explore this hidden realm, leading to the development of underwater crafts such as submarines. These marvels of engineering repres...	626.332	12
Switch Template Featured Monday, 18 May 2020Monday, 11 May 2020 00:00Monday, 04 May 2020 00:00 Cuboid Syndrome Among Monday, 27 April 2020Monday, 20 April 2020 13 April 06 April 2020 30 March 2020 00:00Monday, 23 March 2020 00:00 Flatfoot is a foot disorder that is not as straightforward as many people believe. Various...	653.787	17
Special Needs Planning A Special Needs Trust is a way to protect the assets of a special needs person and avoid being disqualified for public funding and benefits. Most ALTCS and Social Security government programs require that participants are low income and have little money. Funds in the trust can be used to enhance...	650.254	10
Full of information about fashion, technology and travel in Japan! Menu What is Senbei? Types of Japanese Rice Crackers Senbei are a wagashi made by using flour or rice flour which is kneaded, spread out thinly, and then fried on a grill. The senbei pictured above can easily be bought at any supermarket or convenience ...	626.332	12
Reviewing the AD script while viewing the film. This can be done together with a blind or visually impaired collaborator. (2) Rehearsing the descriptions with the voice talents and making final changes where appropriate. Sometimes the writer of the AD script and the voice talent(s) are one and the same person. (3) Reco...	650.254	10
From a heartfelt sentiment to a memorable quote, words have a unique power to move us. They can encapsulate a moment, express a feeling, or convey a message in a way that nothing else can. But what if you could transform those words into a piece of art? That's exactly what personalised word gifts offer – a unique and m...	626.332	12
Disassembly sequence planning (DSP) plays a significant role in maintenance planning of the aircraft. It is used during the design stage for the analysis of maintainability of the aircraft. To solve product disassembly sequence planning problems efficiently, a product disassembly hybrid graph model, which describes the...	722.202	6
Generally, what we tend to see bio chemically is that when we're trying to use up body fat, it's very very difficult for the body to take it at a specific site. So a good general example of this is when someone starts to do some running or do some brisk walking, most women, not always, but most women, will start losing...	650.254	10
I woke up to find a demon at the end of my bed: One woman's terrifying account of a sleep disorder that afflicts millions Hannah Foster was lying in bed with her eyes open. She could see by the clock that it was 3am, but something was very wrong - she couldn't move a muscle of her body. Even worse, she could sense som...	650.254	10
Arclogites and their role in continental evolution; part 1: Background, locations, petrography, geochemistry, chronology and thermobarometry Fingerprint Dive into the research topics of 'Arclogites and their role in continental evolution; part 1: Background, locations, petrography, geochemistry, chronology and thermo...	739.578	16
Find Out Who is Discussing Does Birth Control Make You Emotional and Why You Need to Be Concerned The Chronicles of Does Birth Control Make You Emotional Hi, guys, in the previous article, we discussed birth control after 35. Now we"ll talk about does birth control make you emotional. Both men and women experience th...	653.787	17
Dr. Elizabeth Kerr, head of the program and Clinical Neuropsychologist, offers comprehensive cognitive assessments to each student enrolled in the classroom if he or she has not recently been assessed elsewhere. The evaluation assists in gaining a better understanding of a student's functioning in areas such as memory,...	650.254	10
a few hours in the beginning will give you a much clearer picture of what 'this' is all about Faute au chomage, beaucoup de familles ont appris" à vivre de toutes les formes d disponibles. Je ne suis pas dupe la majorité survivent de ces aides. Mais dans un cas comme dans l le modèle familiale est mis à mal. Nike shoes...	626.332	12
YellowDog creates a temporary encrypted folder on your machine and only uses your machine's processor and memory when the computer is not doing any other work. As well as being totally secure it also means that there's no impact to your other services by installing YellowDog. How does it work? Simply download the Yello...	626.332	12
wheezing and gurgling 1) What type of bird , age and weight (does the chicken seem or feel lighter or thinner than the others.) Easter Eggers, there are a few with the symptoms. They are three years old, just finishing a molt. These birds are new to me, brought them home two nights ago. 2) What is the behavior, exactl...	686.753	7
The Mystery Beneath the 'Honeycomb' Patterns of Salt Deserts FROM THE BONNEVILLE SALT FLATS in Utah to the Salar de Uyuni in Bolivia, salt deserts around the world have become popular tourist destinations—vast, seemingly featureless, impossibly photogenic natural wonders. Although not all salt deserts are created the ...	739.578	16
M2: If for the North African herders the primate hierarchical programs were broken down by mushrooms, would it be correct to say that the European Paleolithic hunters on the edge of the ice sheet @20,000 B.C. would still have the primate hierarchical programs because they had no access to mushrooms? TM: Right. Basicall...	722.202	6
Meet the rest of the participants at the nearest pick up point to your hotel and depart to Milazzo to embark for Vulcano. Free time for a swim in the sulphurous waters. The Roman name for the island of Vulcano gave origin to the word volcano in modern European languages. The Romans used the island mainly for the extr...	739.578	16
Chapter 1: Heroes of the High Seas - A Look into Maritime Disasters and Those Who Overcame Them Introduction: Imagine being lost at sea, surrounded by nothing but water as far as the eye can see. It's dark, stormy, and you're not sure if help will ever arrive. Throughout history, there have been many brave men and wo...	626.332	12
The weather is still hot and humid. People can hardly sleep at night without fan or air conditioner, for those that can afford either or both of them. Sweating profusely has become the order of the day. You can see people walking on the road drenched in sweat. Face towels and handkerchiefs have become essential commodi...	739.578	16
small bowl, combine the cream cheese and confectioners' sugar; mix well then stir in the preserves. Spread equally over 4 bread slices. Top with the remaining bread slices, forming sandwiches. In a shallow bowl, whisk the eggs, half-and-half, and granulated sugar until well combined. In a large skillet, melt 2 tablespo...	626.332	12
Kuchinoerabujima Japan 30.443°N, 130.217°E; summit elev. 657 m All times are local (unless otherwise noted) Intermittent ash explosions during the last century have characterized activity at Japan's Kuchinoerabujima volcano, located at the northern end of the Ryukyu Islands approximately 260 km S of Nagasaki, Japan. Br...	739.578	16
(Original post by missimpossible) Don't be not everyone has the same problems. I know a lot of people who didn't like Microgynon, but I've been absolutely fine on it, apart from the PMS problems, and they were pre-existing. Hmmm i've only been on it a week, and keep getting really bad headaches, do you think its becau...	653.787	17
AR vs. VR vs. MR vs. XR If you’ve heard of immersive video games, virtual travel, or AR shopping, then you’ve no doubt run into labels like augmented reality (AR), virtual reality (VR), mixed reality (MR), and extended reality (XR). We’ve reviewed these terms in depth to learn what they mean and how they differ so you ...	722.202	6
How Do Airlines Decide On A New Route? Airlines have all sorts of sophisticated tools at their disposal to help them plan where to fly next. These tools crunch the numbers, spit out the results, and show whether a route is likely to be profitable. However, that's not always the whole picture. At AviaDev Europe last mo...	626.332	12
Despite high fidelity to maternity roosting sites, and especially to those in anthropogenic structures, data collected by the MNRF in 2018 identified that reproductive adult females may move between roosts within one maternity season, including those quite far apart (M. Browning pers. comm.). One lactating adult female...	686.753	7

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Unofficial NVIDIA Nemotron-ClimbMix (Subsampled)

This dataset is a curated, subsampled version of OptimalScale/ClimbMix, which itself is a detokenized version of NVIDIA's official pretraining dataset, nvidia/Nemotron-ClimbMix.

It is designed for researchers and developers looking for a smaller, well-shuffled slice of the Nemotron pretraining data for quick experimentation, testing, or ablation studies.

Processing Method

To create this streamlined version, the following steps were taken:

Extraction: Downloaded exactly 10,000 rows from each individual .jsonl file in the OptimalScale/ClimbMix repository.
Aggregation: Combined all extracted rows into a single, unified dataset.
Shuffling: Uniformly shuffled the entire dataset to ensure a balanced distribution of text types.
Schema Preservation: Retained the original column structure and data types exactly as they were in the parent dataset.

Limitations & Known Issues

Unofficial Release: This is a community-maintained dataset. NVIDIA is not responsible for its content, quality, or maintenance.

Incorrect Token Counts: Please disregard the token_count column. This column contains inaccurate values inherited from the OptimalScale/ClimbMix source dataset due to an upstream processing issue.

License

This dataset inherits restrictions from its upstream sources:

Text Content: Subject to the nvidia/Nemotron-ClimbMix License (CC-BY-NC 4.0) — Non-Commercial use only.
Curation/Code Structure: Subject to the OptimalScale/ClimbMix License (Apache 2.0).

Citation

If you use this dataset or the underlying methodology in your research, please cite the original CLIMB paper:

@article{diao2025climb,
  author        = {Shizhe Diao and Yu Yang and Yonggan Fu and Xin Dong and Dan Su and Markus Kliegl and Zijia Chen and Peter Belcak and Yoshi Suhara and Hongxu Yin and Mostofa Patwary and Celine Lin and Jan Kautz and Pavlo Molchanov},
  title         = {CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training}, 
  journal       = {arXiv preprint},
  year          = {2025},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CL},
  url           = {https://arxiv.org/abs/2504.13161}, 
}

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Paper for agentlans/ClimbMix

CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training

Paper • 2504.13161 • Published Apr 17, 2025 • 98