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Departure of St. Cosma, the Fifty-Fourth Pope of Alexandria
["Departure of St. Cosma, the Fifty-Fourth Pope of Alexandria\nAlso on this day, in the year 809 A.D., St. Cosma, 54th Pope of Alexandria, departed. He was born in Samanoud and became a monk in the monastery of St. Macarius. When the papal chair became vacant, the bishops and the people, with one accord, agreed to choose this father. He was ordained Patriarch and he experienced great tribulations. The believers also experienced tribulations and great afflictions; however, some wonders appeared during his patriarchate. Among them, blood flowed from the icon of St", "Departure of St. Cosma, the Fifty-Fourth Pope of Alexandria\nMary in the church of St. Severus, in the desert of Scete (the Holy desert). Also, many of the icons in the churches in Egypt became wet with tears.", "Departure of St. Cosma, the Fifty-Fourth Pope of Alexandria\nThis unusual phenomenon was believed to be a result of the afflictions and sorrows that befell the Patriarch and the believers. In spite of all the afflictions that he experienced, the Patriarch continued teaching the believers and strengthening them diligently and with great zeal. He stayed on the Chair of St. Mark for seven years and six months, then departed in peace.\nMay his prayers be with us. Amen."]
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RedPajama-Data-V2
8,755,332
https://slrmuseum.com/biographies/nicholson_william_rev/
Rev. William Nicholson
["Rev. William Nicholson\nRev. William Nicholson, minister, residing at Shabbona, was in active service as a Pastor of the Methodist Episcopal Church from 1834 to 1871, when, on account of being thrown from his horse, he was compelled to retire from active life. He was born in Newark, Nottinghamshire, Eng., July 13, 1806, and is a son of John and Charlotte (Rud) Nicholson. He was reared and educated in his native town and spent a portion of his early years in the lumber business", "Rev. William Nicholson\nIn 1829, he was converted to the faith of the Methodist Episcopal Church, and spent five years as tract distributor, benevolent visitor and teacher, and in 1834 began preaching as a local preacher.", "Rev. William Nicholson\nHe emigrated to the United States in 1842 and located in the Western Reserve in Ohio, where he began preaching, at Nelson and Hiram Centers. In 1849 he removed to a point 20 miles from Coldwater, in Branch Co., Mich. He preached in that county and in Indiana for six years, and then in 1854 came to this State and located at Aurora, where he assisted in charge of the Church located there. In 1855 he went to Clinton Township, this county", "Rev. William Nicholson\nIn 1856 he preached in Shabbona Grove, then a part of the Paw Paw Circuit. During that year he purchased 80 acres of land in Shabbona Township, but continued to reside at Paw Paw, Lee County, until 1859, when he removed to his farm. He has subsequently added to his original purchase until he became the owner of 200 acres. He was instrumental in the building of school houses and establishing religious meetings.", "Rev. William Nicholson\nIn the spring of 1876 Rev. Nicholson moved to the village of Shabbona, where he has since lived. He has filled the pulpit of both churches at that place at different times. Since the summer of 1882 he has retired from active work in the ministry on account of failing health and injuries received as stated.", "Rev. William Nicholson\nHe was married Nov. 27, 1828, to Miss Maria, daughter of Henry and Mary (Gilbert) Radford. She was born in Nottinghamshire, England. They are the parents of nine children, seven of whom are living, viz: Hannah, widow of James McCray, resides in Earl, IL; Sarah is the wife of Ira Lyons, a resident of Oregon; Elizabeth died at the age of 19 years; Josiah H", "Rev. William Nicholson\nmarried Loie Nicholson and resides in Iowa; Mary is the wife of Dewitt Van Vliet and resides at Elk Grove, Mo.; Martha is the wife of John Mullins, and lives at Shabbona; John J. enlisted in Co. E, 105th Ill. Inf., in the late Civil War, and died with fever at Chicago before leaving for the field of action; Charles W. married Miss Marion Houghtby and lives on the old homestead; Lucy M. is the wife of Dewitt Van Velzor, a resident of Shabbona.", "Rev. William Nicholson\nPolitically, Mr. Nicholson has been identified with the Republican Party since the days of Fremont. He has met with several severe accidents during his life. The last one of consequence occurred when he was 65 years of age. He was thrown from his horse on the frozen ground and badly crippled. He is also the victim of acute rheumatism, from which he suffers greatly", "Rev. William Nicholson\nWith all his afflictions, he maintains a patient faith that all is for the best, and still endeavors to impress the divine precepts of his religion upon all those who come within his influence."]
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{"partition": "head_middle", "language": "en", "source_domain": "slrmuseum.com", "date_download": "2023-04-02T02:26:50Z", "digest": "sha1:GIRA4KQM6Y7BMSF5BL3EG7AHAHM5FNKD", "quality_signals": "{\"ccnet_length\": [[0, 3286, 3286.0]], \"ccnet_original_length\": [[0, 3286, 3838.0]], \"ccnet_nlines\": [[0, 3286, 8.0]], \"ccnet_original_nlines\": [[0, 3286, 38.0]], \"ccnet_language_score\": [[0, 3286, 0.99]], \"ccnet_perplexity\": [[0, 3286, 137.9]], \"ccnet_bucket\": [[0, 3286, 0.0]], \"rps_doc_curly_bracket\": [[0, 3286, 0.0]], \"rps_doc_ldnoobw_words\": [[0, 3286, 0.0]], \"rps_doc_lorem_ipsum\": [[0, 3286, 0.0]], \"rps_doc_stop_word_fraction\": [[0, 3286, 0.3819242]], \"rps_doc_ut1_blacklist\": [[0, 3286, null]], \"rps_doc_frac_chars_dupe_10grams\": [[0, 3286, 0.0]], \"rps_doc_frac_chars_dupe_5grams\": [[0, 3286, 0.03773585]], \"rps_doc_frac_chars_dupe_6grams\": [[0, 3286, 0.01540239]], \"rps_doc_frac_chars_dupe_7grams\": [[0, 3286, 0.0]], \"rps_doc_frac_chars_dupe_8grams\": [[0, 3286, 0.0]], \"rps_doc_frac_chars_dupe_9grams\": [[0, 3286, 0.0]], \"rps_doc_frac_chars_top_2gram\": [[0, 3286, 0.01540239]], \"rps_doc_frac_chars_top_3gram\": [[0, 3286, 0.01386215]], \"rps_doc_frac_chars_top_4gram\": [[0, 3286, 0.01694263]], \"rps_doc_frac_all_caps_words\": [[0, 3286, 0.00874636]], \"rps_doc_frac_lines_end_with_ellipsis\": [[0, 3286, 0.0]], \"rps_doc_frac_no_alph_words\": [[0, 3286, 0.17638484]], \"rps_doc_frac_unique_words\": [[0, 3286, 0.49829352]], \"rps_doc_mean_word_length\": [[0, 3286, 4.43174061]], \"rps_doc_symbol_to_word_ratio\": [[0, 3286, 0.0]], \"rps_doc_unigram_entropy\": [[0, 3286, 5.02827672]], \"rps_doc_word_count\": [[0, 3286, 586.0]], \"rps_lines_ending_with_terminal_punctution_mark\": [[0, 25, 0.0], [25, 48, 0.0], [48, 705, 1.0], [705, 1559, 1.0], [1559, 1867, 1.0], [1867, 2672, 1.0], [2672, 3234, 1.0], [3234, 3286, 0.0]], \"rps_lines_javascript_counts\": [[0, 25, 0.0], [25, 48, 0.0], [48, 705, 0.0], [705, 1559, 0.0], [1559, 1867, 0.0], [1867, 2672, 0.0], [2672, 3234, 0.0], [3234, 3286, 0.0]], \"rps_lines_num_words\": [[0, 25, 3.0], [25, 48, 3.0], [48, 705, 114.0], [705, 1559, 155.0], [1559, 1867, 56.0], [1867, 2672, 149.0], [2672, 3234, 98.0], [3234, 3286, 8.0]], \"rps_lines_numerical_chars_fraction\": [[0, 25, 0.0], [25, 48, 0.0], [48, 705, 0.03475513], [705, 1559, 0.03725962], [1559, 1867, 0.02649007], [1867, 2672, 0.01437908], [2672, 3234, 0.00363636], [3234, 3286, 0.0]], \"rps_lines_start_with_bulletpoint\": [[0, 25, 0.0], [25, 48, 0.0], [48, 705, 0.0], [705, 1559, 0.0], [1559, 1867, 0.0], [1867, 2672, 0.0], [2672, 3234, 0.0], [3234, 3286, 0.0]], \"rps_lines_uppercase_letter_fraction\": [[0, 25, 0.12], [25, 48, 0.13043478], [48, 705, 0.03348554], [705, 1559, 0.04332553], [1559, 1867, 0.01948052], [1867, 2672, 0.07453416], [2672, 3234, 0.01957295], [3234, 3286, 0.13461538]], \"rps_doc_ml_palm_score\": [[0, 3286, 0.60436934]], \"rps_doc_ml_wikipedia_score\": [[0, 3286, null]], \"rps_doc_ml_wikiref_score\": [[0, 3286, 0.67011732]], \"rps_doc_books_importance\": [[0, 3286, 98.50326972]], \"rps_doc_openwebtext_importance\": [[0, 3286, 60.14283053]], \"rps_doc_wikipedia_importance\": [[0, 3286, 193.24563831]], \"rps_doc_num_sentences\": [[0, 3286, 40.0]]}"}
RedPajama-Data-V2
8,755,348
https://www.johnsanidopoulos.com/2020/10/corpus-areopagiticum-fr-george-florovsky.html
Corpus Areopagiticum: Fr. George Florovsky and the Legacy of the Areopagus in Byzantium
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"www.johnsanidopoulos.co(...TRUNCATED)
RedPajama-Data-V2
3,935,679
https://greekreporter.com/2021/10/20/october-20-marks-192-years-since-the-battle-of-navarino/
Battle of Navarino: A Milestone in the Greek War of Independence
"[\"Battle of Navarino: A Milestone in the Greek War of Independence\\nGreekReporter.comGreeceBattle(...TRUNCATED)
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"greekreporter.com\", \"(...TRUNCATED)
RedPajama-Data-V2
10,245,952
http://drexel.edu/now/archive/2017/August/Scandinavian-Criminology-Course/
A Life-Changing Visit to a Revolutionary Scandinavian Prison
"[\"A Life-Changing Visit to a Revolutionary Scandinavian Prison\\nDrexelNow\\nDrexel Quarterly\\nDr(...TRUNCATED)
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"drexel.edu\", \"date_do(...TRUNCATED)
RedPajama-Data-V2
10,245,956
http://digital.library.unlv.edu/collections/menus/history-restaurant-menus?quicktabs_2=2
Menus: The Art of Dining | UNLV Libraries Digital Collections
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"digital.library.unlv.ed(...TRUNCATED)
RedPajama-Data-V2
10,245,958
http://webapp1.dlib.indiana.edu/archivesphotos/results/item.do?itemId=P0026687
Archives Photograph Collection - "Coat of Arms, College of Arts & Sciences"
"[\"Archives Photograph Collection - Coat of Arms, College of Arts & Sciences\\nCoat of Arms, Colleg(...TRUNCATED)
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"webapp1.dlib.indiana.ed(...TRUNCATED)
RedPajama-Data-V2
10,245,959
https://accessgudid.nlm.nih.gov/devices/07613327125801
AccessGUDID - DEVICE: VARIAX (07613327125801)
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"accessgudid.nlm.nih.gov(...TRUNCATED)
RedPajama-Data-V2
10,245,961
https://scholarsarchive.byu.edu/irp/vol21/iss1/
Issues in Religion and Psychotherapy | Vol 21 | No. 1
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"scholarsarchive.byu.edu(...TRUNCATED)
RedPajama-Data-V2
10,245,954
https://www.ark.no/boker/Jonathan-Steinberg-All-or-Nothing-9781134436569
All or Nothing: The Puzzle of Fascism and Nazism
"[\"All or Nothing: The Puzzle of Fascism and Nazism\\nButikk B\\u00f8ker E-b\\u00f8ker Dokumentar o(...TRUNCATED)
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"{\"partition\": \"head_middle\", \"language\": \"en\", \"source_domain\": \"www.ark.no\", \"date_do(...TRUNCATED)
RedPajama-Data-V2

Getting Started

The AgentSearch-V1 dataset boasts a comprehensive collection of over one billion embeddings, produced using jina-v2-base. The dataset encompasses more than 50 million high-quality documents and over 1 billion passages, covering a vast range of content from sources such as Arxiv, Wikipedia, Project Gutenberg, and includes carefully filtered Creative Commons (CC) data. Our team is dedicated to continuously expanding and enhancing this corpus to improve the search experience. We welcome your thoughts and suggestions – please feel free to reach out with your ideas!

To access and utilize the AgentSearch-V1 dataset, you can stream it via HuggingFace with the following Python code:

from datasets import load_dataset
import json
import numpy as np

# To stream the entire dataset:
ds = load_dataset("SciPhi/AgentSearch-V1", data_files="**/*", split="train", streaming=True)

# Optional, stream just the "arxiv" dataset
# ds = load_dataset("SciPhi/AgentSearch-V1", data_files="**/*", split="train", data_files="arxiv/*", streaming=True)

# To process the entries:
for entry in ds:
    embeddings = np.frombuffer(
        entry['embeddings'], dtype=np.float32
    ).reshape(-1, 768)
    text_chunks = json.loads(entry['text_chunks'])
    metadata = json.loads(entry['metadata'])
    print(f'Embeddings:\n{embeddings}\n\nChunks:\n{text_chunks}\n\nMetadata:\n{metadata}')
    break

A full set of scripts to recreate the dataset from scratch can be found here. Further, you may check the docs for details on how to perform RAG over AgentSearch.

Languages

English.

Dataset Structure

The raw dataset structure is as follows:

{
    "url": ...,
    "title": ...,
    "metadata": {"url": "...", "timestamp": "...", "source": "...", "language": "...", ...},
    "text_chunks": ...,
    "embeddings": ...,
    "dataset": "book" | "arxiv" | "wikipedia" | "stack-exchange" | "open-math" | "RedPajama-Data-V2"
}

Dataset Creation

This dataset was created as a step towards making humanities most important knowledge openly searchable and LLM optimal. It was created by filtering, cleaning, and augmenting locally publicly available datasets.

To cite our work, please use the following:

@software{SciPhi2023AgentSearch,
  author = {SciPhi},
  title = {AgentSearch [ΨΦ]: A Comprehensive Agent-First Framework and Dataset for Webscale Search},
  year = {2023},
  url = {https://github.com/SciPhi-AI/agent-search}
}

Source Data

@ONLINE{wikidump,
    author = "Wikimedia Foundation",
    title  = "Wikimedia Downloads",
    url    = "https://dumps.wikimedia.org"
}
@misc{paster2023openwebmath,
      title={OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text},
      author={Keiran Paster and Marco Dos Santos and Zhangir Azerbayev and Jimmy Ba},
      year={2023},
      eprint={2310.06786},
      archivePrefix={arXiv},
      primaryClass={cs.AI}
}
@software{together2023redpajama,
  author = {Together Computer},
  title = {RedPajama: An Open Source Recipe to Reproduce LLaMA training dataset},
  month = April,
  year = 2023,
  url = {https://github.com/togethercomputer/RedPajama-Data}
}

License

Please refer to the licenses of the data subsets you use.

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