enjalot/sae-nomic-text-v1.5-FineWeb-edu-100BT
Updated • 8
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1 | health and safety laws must be complied with, otherwise may find yourself falling foul of the law. risk safety consultants are training and consutlancy firm offering a range of training in workplace helath and safety as well as being health and safety consultants [SEP] | [
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2 | non - toxic gas. class or division ( subsidiary hazard ) — contains the class or division number assigned to the article or substance according to the classification system described in section 3. in the case of class 1 explosives, the compatibility group is also shown. [SEP] | [
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2 | cookie is used to store your cookie preferences for this website. cookies that are not necessary to make the website work, but which enable additional functionality, can also be set. by default these cookies are disabled, but you can choose to enable them below : [SEP] | [
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1 | for the essay were, how you have explored these and summarize your conclusions, before ending on a main conclusive point. if you need more help in formulating your critical response essay, this site should be of invaluable assistance : [SEP] | [
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2 | giving up the centralised system. so unless more people are prepared to follow their hearts and turn back on mathematics for a while so that a more humane de - centralised society and can evolve there is no way out of the mess we are in. [SEP] | [
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3 | sentence. lesson 25 : ても ( temo ) sentence. lesson 26 : は ( ba ) / なら ( nara ) sentence. lesson 27 : たら ( tara ) sentence. lesson 33 : たら ( tara ) sentence for discovery. [SEP] | [
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3 | of treated wastewater in urban india, pwc composite water management index ’ ( cwmi ), niti ayog ministry of housing and urban affairs ( mohua ) website cdd society ( www. cddindia. org ) back to contents [SEP] | [
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1 | even for the pedestrians, as there has been an increase in the number of pedestrian deaths. parents are always requested to keep a watch on the children, when they are in the important cross sections, while they are on their way to school and back. [SEP] | [
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1 | 000 members, one of the largest in - state memberships of any state cpa society in the united states. tscpa is committed to serving the public interest with programs that advance the highest standards of ethics and practice within the cpa profession. [SEP] | [
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2 | ##assemble the pen. the information in this article is as accurate as possible, but you should not take it as absolutely authoritative. if you have additions or corrections to this page, please consider sharing them with us to improve the accuracy of our information. [SEP] | [
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1 | i read it, the way of the independent thinker who would have a lot more influence if some of the language and some of the categories were a bit closer to, or at least distinctively positioned in relation to, what others think and say. [SEP] | [
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2 | ##ries and gardens. a well - established outreach project is based at a government school in nadukuppam, and collaborative projects are currently covering 25 villages throughout the kaluveli bioregion. ph. 041 - 2622365 or 2431 [SEP] | [
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1 | top box where the user can insert his / her smart card. advanced slots can accept next generation smart cards without having to change the smart card televisions – tvs with smart card functionality built into them. often the tv also has other advanced functions. [SEP] | [
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11 | cooperating together, we have all the financial resources necessary to pay ourselves to accomplish virtually anything we are capable of. this, in the end, is the astonishing “ truth ” that will solve the “ unsolvable ” dilemma of our national budget. [SEP] | [
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1 | belikalpura which houses the altar, the flag - staff replacing the earlier stone image of the deity, sits a beautiful idol of ayyappa in panchaloha, an alloy of five metals, about one and a half feet tall. [SEP] | [
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1 | shaped cap that covers the entire visible portion of your tooth to protect it from damage and decay. if you have a damaged or infected tooth, call john e. taylor, dds, or book an appointment online to learn more about root canal therapy. [SEP] | [
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2 | biases are'drilled into our heads'almost from birth. dec 04, 2006 ; byline : linda shrieves dec. 4 - - when comedian michael richards unleashed a verbal rant at two african - american hecklers in a... [SEP] | [
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2 | confirm the deletion, but if you are feeling especially bold, you can add the switch \ y to skip the prompt. to delete called extra, along with all subdirectories and files, the following would suffice : [SEP] | [
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3 | it ’ s a stressful time. getting good sleep and being kind to yourself and others is more important than ever. this article was originally published on the conversation by s. cindy xi at the university of southern california. read the original article here. [SEP] | [
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End of preview. Expand in Data Studio
FineWeb-edu 10BT Sample embedded with nomic-text-v1.5
The FineWeb-edu 10BT sample was first chunked into 500 tokens (using bert-base-uncased) with 10% overlap resulting in 25 million rows and 10.5BT. The chunks were then embedded using nomic-text-v1.5.
Dataset Details
Dataset Sources
- Repository: https://github.com/enjalot/fineweb-modal
Uses
Direct Use
The dataset was embedded with the clustering: prefix, so the main usecase is clustering and feature extraction.
The motivation for making the dataset is to create training data for an SAE to identify features in nomic-text-v1.5.
Dataset Structure
The columns of the dataset are:
- id: the document id in fineweb-edu
- url: the url of the document in fineweb-edu
- score: the score from fineweb-edu
- dump: the dump in fineweb-edu
- chunk_index: which chunk of the original document this is
- chunk_text: the text of the chunk
- chunk_tokens: the tokens tokenized by bert-base-uncased
- chunk_token_count: the number of tokens in this chunk
- embedding: the 768 dimension vector representing the nomic-text-v1.5 embedding
Dataset Creation
Curation Rationale
The 10BT Sample is big enough to warrant a scaled up process but manageable enough to be done on a small budget. Using on-demand CPUs and GPUs from modal.com the total cost was ~$60.
- Downloads last month
- 18
Curated by:
Ian @enjalot Johnson
Funded by:
Latent Interfaces
License:
Apache license 2.0
Number of rows:
25,504,378
Total file size:
216 GB
Models trained or fine-tuned on enjalot/fineweb-edu-sample-10BT-chunked-500-nomic-text-v1.5