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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... | [
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Question: How is bipolar disorder different from unipolar depression or 'regular' depression? Answer: Both bipolar disorder and major depression are typically associated with depressive episodes. So both illnesses are accompanied by depressions. The difference is that in bipolar disorder people also have periods of ele... | [
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A land whose rich cultural heritage is discovered not only from within the walls of numerous museums, galleries and churches, many of which today, as zero category monuments are included in a part of the UNESCO World Heritage List, but also in that magical place on the Mediterranean, where even the shortest stroll beco... | [
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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... | [
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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... | [
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White-throated Magpie-Jays (Calocitta formosa) are beautiful big jays that travel the North Pacific slopes in small flocks. Their songs and calls are quite varied - this is one of the typical calls, recorded on the road to Monteverde (Costa Rica). Douglas Von Gausig (recordist; copyright holder), Naturesongs.com This w... | [
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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... | [
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1. Why is extremism an issue in prisons? Extremist groups often pose special security risks in prisons. They may encourage the overthrow of the government, and prison officials can be targeted as agents of "illegal" government authority. Further, their literature often encourages ethnic hatred, promoting a violent and ... | [
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- 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,... | [
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Then and now, there is ample proof that Americans do take Supreme Court nominations seriously. With good reason. Sooner or later, the nation's most vexing disagreements over our most vital issues wind up before the Supreme Court. None quite penetrates to the core of our democratic being more than those involving First ... | [
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Belgian physicist Francois Englert, left, speaks with British physicist… (Fabrice Coffrini / AFP/Getty…) For physicists, it was a moment like landing on the moon or the discovery of DNA. The focus was the Higgs boson, a subatomic particle that exists for a mere fraction of a second. Long theorized but never glimpsed, t... | [
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"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... | [
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The Independent Jane For all the love, romance and scandal in Jane Austen’s books, what they are really about is freedom and independence. Independence of thought and the freedom to choose. Elizabeth’s refusal of Mr. Collins offer of marriage showed an independence seldom seen in heroines of the day. Her refusal of Mr.... | [
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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... | [
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A “magic” herb, Carissa Edulis, that drew thousands of people to a remote Loliondo village in Tanzania was identified by Kenyan scientists a few years ago as a cure for a drug-resistant strain of a sexually transmitted disease, gonorrhoea. This herb also is believed to cure many other diseases besides gonorrhoea. The K... | [
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The concept of a numbering machine is quite simple. It consists of various wheels inside and all wheels are stamped with numbers. But, what could be done with this? Well, the wheels of a numbering machine can be set and arranged to form a date or various other numbers. Basically numbers machines are used to imprint ite... | [
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In 2006, two scientists announced that they had cooked an egg by placing it in between two cell phones. It has been thrououghly disproven and analyzed since the surface of the claim, but it is still an excellent opportunity to use the Scientific Thinking Principles on! #1: Ruling Out Rival Hypotheses This principle isn... | [
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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... | [
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.8grams X kilogram of body weight/day How to convert pounds into kilograms: #pounds/2.2 = kg For example someone who weighs say 110 would be 50kg. So we take 50kg and multilpy that by .8gm and they should be getting about 40 grams of protein a day. Low protein diets can result in weak bones, muscle wasting, and decreas... | [
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Yesterday’s House passage of cap-and-trade legislation designed to confront climate change is a landmark achievement, the first tangible step taken by the country that emits more greenhouse gas per capita than anyone in the world. The bill itself still faces a tough test in the Senate. Passage is far from assured, and ... | [
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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... | [
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- November 15th, 2008 - Derek Robertson - Comments: 7 Comments »Tags: Consolarium, Endless Ocean, games based learning, Wii Endless Ocean for the Nintendo Wii was one of those games that immediately caught my eye. A wonderful world in which the player can become immersed in a rich, vibrant and somewhat hypnotically the... | [
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The tragic loss of one of America’s greatest heros, a title he tried to avoid, has saddened the scientific community, the country and the world. His work is not done, however, as Neil Armstrong is continuing to help demonstrate NASA‘s accomplishments. His death has helped to rekindle the effort to declare the lunar lan... | [
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Efforts to incorporate Bowmanstown as a borough occurred as early as 1892. The village contained about 300 inhabitants in 1896 but the nearby New Jersey Zinc Company soon added to its growth. Bowmanstown was incorporated as a Borough on November 29, 1913 for the purpose of providing general local government services to... | [
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Angola is a giant jigsaw puzzle of different climates, landscapes, cultures and colors. From mountains to vast open plains, wide white beaches to thick tropical rainforest, Angola has it all, as if each of its eighteen provinces were a different country. Lubango has a mild temperate climate, Luanda is hot and dry, whil... | [
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Public Papers - 1991 White House Fact Sheet on The Strategic Arms Reduction Treaty (START) Today, the United States and the Soviet Union signed the Strategic Arms Reduction Treaty. This treaty marks the first agreement between the two countries in which the number of deployed strategic nuclear weapons will actually be ... | [
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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... | [
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GEF and UNEP Launch Global Platform for Efficient Lighting 25 September 2009: The Global Environment Facility (GEF) and the United Nations Environment Programme (UNEP) have launched the “Global Market Transformation for Efficient Lighting Platform,” a public-private partnership directed at reducing global energy demand... | [
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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... | [
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First - you might want to redefine you search. Are you looking for happiness or rather positive affect? Happiness is fairly ambigious term, and it's much more associated with positive psychology studies on well-being. If you are interested in more global definition of happiness, check the work of Mihaly Csikszentmihaly... | [
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End of preview. Expand in Data Studio
ogma-v2-10b-distillation
Teacher-feature distillation corpus for the Ogma-v2 10B run. Each row is a
FineWeb-Edu document paired with a 256-dim
Qwen3-Embedding-0.6B
teacher embedding (Matryoshka Representation Learning, truncated to the first
256 dims and stored as float16).
Splits
| split | rows | notes |
|---|---|---|
train |
13,860,000 | merged corpus minus the two 70k val slices |
val_uniform |
70,000 | uniform-random sample over the full 14M corpus, seed 20260709 |
val_tail |
70,000 | the last 70,000 rows of the 14M merged corpus |
The two validation splits are disjoint by construction and both are
excluded from train. val_tail covers the trailing 70k merged indices
[13_930_000, 14_000_000). val_uniform samples uniformly from the full
14M corpus with numpy.random.default_rng(20260709), filters out any index
that falls into the val_tail range, and keeps the first 70,000 survivors
sorted ascending.
Schema
text: string # one FineWeb-Edu document (no trailing newline)
teacher: fixed_size_list<float16>[256] # Qwen3-Embedding-0.6B / MRL-256
Row-alignment invariant: for every split and every index i,
dataset[split][i]["text"] and dataset[split][i]["teacher"] correspond
to the same original document. Train rows are ordered by their ascending
merged-corpus index; val rows follow the order of the stored int32 index
arrays (both sorted ascending).
Why two validation variants?
val_uniformmeasures in-distribution distillation loss: how well the student tracks the teacher across the same distribution it was trained on.val_tailmeasures distribution-shift generalization: it is the contiguous tail of the corpus and never appears intrain, so drift there is a stronger indicator of the student's ability to generalize beyond the interior training distribution.
Attribution and licensing
- Text: FineWeb-Edu, distributed under ODC-BY 1.0.
- Teacher features: computed with Qwen3-Embedding-0.6B (Apache-2.0).
- This dataset is released under ODC-BY 1.0, following the upstream text license. Attribution to FineWeb-Edu and Qwen3-Embedding-0.6B is required.
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