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ASX ANNOUNCEMENT 12 March 2018 Shaw and Partners Updates Cynata Research Coverage Melbourne, Australia; 12 March 2018: Australian stem cell and regenerative medicine company, Cynata Therapeutics Limited (ASX: CYP), announced today that leading investment and wealth management firm Shaw and Partners has published upd...
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FOR INVITING TENDERS FOR EXECUTION OF THE CONTRACT WORK 1. Name and address of the Deptt.: Department of Physics. 2. Job description / Name of operation: Collection of soil samples, recording of experimental data, drying, grinding, sieving of soil samples, washing and cleaning of glasswares and plastic wares, etc. 3....
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Material Safety Data Sheet Accel Intervention RTU 1. PRODUCT AND COMPANY IDENTIFICATION Product Name Accel Intervention RTU MSDS No. 000719 Manufacturer / Virox Technologies Inc., 2770 Coventry Rd., Oakville, ON, L6H 6R1, 905-813-0110 Supplier Emergency Contact Virox Technologies Inc., 1-800-387-7578 Informa...
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Silicon is a natural element which makes up almost 90% of the earth’s crust and is commonly found as sand (silicate dioxide). Using our iNHiB Technology we make products that provide plants with bioactive silicon in the form of monosilicic acid. **HOW IT WORKS** Once absorbed, silicon travels around the plant and is ...
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i. The discipline of employees at the School arising from misconduct or behavior that may have resulted in harm to students or others, or that constituted violations of law. ii. Any complaints filed against the School by any governmental agency. The School shall promptly notify the District of any of the following: ...
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Porthmadog Minffordd Tan-y-Bwlch Blaenau Ff. Conwy Valley RAIL Blaenau Ff. Tan-y-Bwlch Minffordd Porthmadog NOTES Corridor Train incl. Buffet Car and Toilet indicates Event Rover 'Hunslet 125' ticket required. † 'Hunslet 125' Event Extra incl. Buffet Car and Toilet † 'Hunslet 125' Event Extra NO ...
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Learning at Home: 7 Tips for Parents 2 Plan for Attention Span. The amount of time children can stay focused on one task varies by age and individual. If assignments are taking longer than expected, ask the teacher for advice. 1 Set Clear Expectations. Elementary students often need directions more than once. Try cre...
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Press Release May 23rd 2023 European Citizens' Initiative: Alliance of Science Organisations in Germany calls for science-based discussion on animal and non-animal approaches in research The 3Rs (Replace, Reduce, Refine) are the guiding principle of state-of-the-art life science research – Complementarity of researc...
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Naming of Extension to Muramats Road - East Arm - Hundred of Bagot CERTIFIED CORRECT: 18 March 2020 S2020/013
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NATIONAL COMPANY LAW TRIBUNAL MUMBAI BENCH, COURT-II 43. C.P.(IB) -1274(MB)/2022 CORAM: SHRI ANIL RAJ CHELLAN HON'BLE MEMBER (T) SHRI KULDIP KUMAR KAREER HON'BLE MEMBER (J) ORDER SHEET OF THE HEARING OF MUMBAI BENCH OF THE NATIONAL COMPANY LAW TRIBUNAL ON 02.02.2024 NAME OF THE PARTIES: - State Bank of India V/s...
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LILLY HEAGLE Height 5'9" Bust 32" A Waist 26" Hips 36" Shoe 7.5 US Hair Brown Eyes Brown 811 SE Stark St. #300 Portland, OR 97214 email@example.com 503.860.0228
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Social Intelligence with Louise Anne Maurice Self Discovery: The Keys to Understanding the Self Take your responses from your Part 1 Self-Awareness Exercise to complete the Part 2 Self-Awareness Exercise . EXERCISE: What did you discover from your Trigger Tree? How did the people trigger you? What feelings were valid...
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Applied Science Chemistry Summer Work Applied Science Chemistry Summer Work Please note that you may see slight differences between this paper and the original. Candidates answer on the Question paper. Supplied materials: Additional resources may be supplied with this paper. Other materials required: * Pencil * ...
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Search Search Sitemap|Social Media|Link to our site Non Emergency Enquiries101 Home About Us My Neighbourhood News & Features Be Safe Recruitment Contact Us Features Archive Home Page › News & Features › Features Archive › 2011 › March › Driver seriously injured in collision Useful Links 2013 2012 2011 2010 Vid...
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What is Integrated Care? Definition The care that results from a practice team of primary care and behavioral health clinicians working together with patients and families using a systematic and cost-effective approach to provide patient-centered care for a defined population. This care may address mental health and ...
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Your Life, Your Work, Your World Transformation. Empowering you to make it happen JENNY IN ACTION Jenny has reached an audience of over 30,000 Countries performed in: UK, Switzerland, Spain, Brussels Average Talk Time: 45 minutes Years experience: 13 years Largest Talk: 5,000 people American Express invited Jenn...
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Lake Lorraine — lifestyle center — LAND FOR SALE PEDESTRIAN-ORIENTED PUD / MIXED-USE ZONING STEVE VAN BUSKIRK 605.366.0939 firstname.lastname@example.org VanBuskirk Companies 2571 S Westlake Dr, Ste 100, Sioux Falls, SD 57106 | o: 605 361 8211 | f: 605 361 8052 | w: VBCcommercial.com REAL ESTATE DEVELOPMENT | CON...
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MINUTES OF THE MEETING OF STAPLEHURST PARISH COUNCIL held at Staplehurst Village Centre on Monday 3 rd April 2017 at 7.20 p.m. PRESENT: Councillors Ashby, Buller, Burnham, Gosling, Lain-Rose, Manning, Perry, Riordan, Sharp, Spearink and Silkin who was in the Chair. Parish Clerk: Mr M J Westwood APOLOGIES: Councillor...
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Join our team Morecambe FC Community Sports is looking for an energetic and capable individual to join our team as the Office Administrator for our charity The role is extremely varied and the successful candidate will contribute to all aspects of the team's administration functions by providing the highest levels of...
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Pru A guide to tax on your UK investment bond Investment Bonds offered by Prudential now, or in the past, are normally set up as single premium life assurance policies. This means they have a different tax treatment from other types of investments. Regular premiums may also be paid into certain Investment Bonds. How...
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UVA School of Medicine – 'Next Generation' Curriculum Class of 2016 Pre-Clerkship Curriculum, 2012-2014 1.10 RR. U C M ONDAY YSTEM S | Week 0 | Aug 2-3 ‘12 | |---|---| | Week 1 | Aug 6, ‘12 | | Week 2 | Aug 13 | | Week 3 | Aug 20 | | Week 4 | Aug 27 | | Week 5 | Sept 3 | | Week 6 | Sept 10 | | Week 7 | Sept 17 |...
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100+ Service Ideas for Religious Education The following service ideas were submitted by participants in Joe Paprocki's Webinar, "Teaching During a Year of Faith" on Tuesday, August 28, 2012 As always, incorporate reflection before and after service experiences to help young people recognize how they are encountering ...
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CALL FOR PAPERS Extended Paper Submission Deadline: April 12, 2016 The 2016 (12th) International Conference on Data Mining (DMIN) www.dmin-2016.com as part of The 2016 World Congress in Computer Science, Computer Engineering, and Applied Computing July 25-28, 2016, Monte Carlo Resort, Las Vegas, USA WORLDCOMP'1...
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Kering (KER-FR) Data suggests stagnating interest in Gucci and increasing interest in Balenciaga and Alexander McQueen www.tickertags.com Mark W. Bachman Head of Ticker Tags 646.802.6290 firstname.lastname@example.org Daria Woods Analyst 646.802.6286 email@example.com Balenciaga and Alexander McQueen are showing ...
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Farnham Guide Price £750,000 (Freehold) A very well presented 4 bedroom, detached family home with a contemporary feel, located in a favoured South Farnham location. EPC D This spacious family home has been updated by the current owners over the past 5 years to include a new kitchen and bathroom, oak flooring fitted...
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ARPN Journal of Engineering and Applied Sciences ©2006-2010 Asian Research Publishing Network (ARPN). All rights reserved. www.arpnjournals.com APPLICATION OF BJT AS A BIDIRECTIONAL SWITCH FOR LOW VOLTAGE CIRCUIT PROTECTION G. R. Padmini 1 , M. Satyam 2 , K. Lalkishore 3 and P. A. Govindacharyulu 1 1 ECE, Vasavi Co...
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End of preview. Expand in Data Studio

Sampling Methodology

This dataset was created using reservoir sampling, a statistically unbiased random sampling algorithm that guarantees each sample from the source dataset has an equal probability of being included. This ensures the 10M token sample is representative of the full dataset's characteristics.

Source Dataset: HuggingFaceFW/finepdfs Sample Size: 10M tokens Content: High-quality textbook-style pdfs

Reservoir sampling enables rapid experimentation and ablation studies without processing the entire source dataset, while maintaining statistical validity of results.

For details on how this dataset was used in optimal pre-training data composition research, see the blog post.

Citation

If you use this model/dataset, please cite:

@article{sharma2025billion,
  title={The 1 Billion Token Challenge: Finding the Perfect Pre-training Mix},
  author={Sharma, Asankhaya},
  year={2025},
  url={https://huggingface.co/blog/codelion/optimal-dataset-mixing/}
}

For more details, see the blog post.

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