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How did the vocabulary of weather (rain, wind, storm, fog, snow, sun, cloud a...

How this study was produced: every step of the run with the file it wrote, and everything the run used, pinned to the exact version. The address of this page is derived from its content: if anything below changed, the address would change.

DossierDemonstrationVersion 1 of the studyOpen the study
Dossiersha256:f27c22ef8543e7274531ed5f890d6bc231980e1b5254529ed24ad56a28bf7d57
Dossier as JSON

Paper, data and code of the study

  • Paper
    Not public.

  • Data
    Not public.

  • Code
    Not public.

Run settings

e2er
version 0.16.1 · code at
Template
text-analysis · single pass
Governance
full
AI backend
claude_code
Models
claude_code/sonnet
Exported
20261015
Sessions
10 sessions · listed with the workflow
Outcome
Completed · 2026-10-14 23:20 UTCe2er's internal quality review: 5.6 of 10
e2er code
no local changes at run time

Input data

SHA-256 of the data files, as recorded in the study's provenance.

5 data files with their hash values
  • ·data/corpus_manifest.json c61f68bd6277
  • ·data/data.db 03be205ef275
  • ·data/data_dictionary.json 2d36969ce112
  • ·data/data_sources.json 546294e6d6eb
  • ·data/data_summary.md 2292e2a0138d

Data used

Project Gutenberg ebooks (catalogue via Gutendex; texts from Project Gutenberg's mirror) · 20 loads · release 2026-10-14 · read 2026-10-14

e2er's connector for it · about this data source

Project Gutenberg books (topic=fiction, languages=en, author_year_start=1770, author_year_end=1840) · read 2026-10-14 · table gutenberg_books_c1 · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=fiction, languages=en, author_year_start=1800, author_year_end=1880) · read 2026-10-14 · table gutenberg_books_c2 · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=fiction, languages=en, author_year_start=1820, author_year_end=1900) · read 2026-10-14 · table gutenberg_books_c3 · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=fiction, languages=en, author_year_start=1840, author_year_end=1930) · read 2026-10-14 · table gutenberg_books_c4 · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=fiction, languages=en, author_year_start=1860, author_year_end=1950) · read 2026-10-14 · table gutenberg_books_c5 · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=fiction, languages=en, author_year_start=1880, author_year_end=1960) · read 2026-10-14 · table gutenberg_books_c6 · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=fiction, languages=en, author_year_start=1925, author_year_end=1950) · read 2026-10-14 · data/extra_c6_fiction.csv · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=novel, languages=en, author_year_start=1925, author_year_end=1950) · read 2026-10-14 · data/extra_c6_novel.csv · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=adventure, languages=en, author_year_start=1925, author_year_end=1950) · read 2026-10-14 · data/extra_c6_adventure.csv · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=novel, languages=en, author_year_start=1770, author_year_end=1800) · read 2026-10-14 · data/extra_c1_novel.csv · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=novel, languages=en, author_year_start=1868, author_year_end=1880) · read 2026-10-14 · data/extra_c2_novel.csv · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=fiction, languages=en, author_year_start=1868, author_year_end=1880) · read 2026-10-14 · data/extra_c2_fiction.csv · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg books (topic=romance, languages=en, author_year_start=1865, author_year_end=1880) · read 2026-10-14 · data/extra_c2_romance.csv · source page Cite: Project Gutenberg. (n.d.). Retrieved October 14, 2026, from https://www.gutenberg.org.
Project Gutenberg texts 2276, 7987, 1384, 7087, 601, 6450, 7974, 161, 2496, 6490, 6086, 1296, 4927, 105, 1051, 792, 84, 7281, 4926, 6112 (header, footer and licence removed) · release 2026-10-14, read 2026-10-14 · table gutenberg_texts_c1 https://gutenberg.pglaf.org/cache/epub/2276/pg2276.txt 5f07381cc40ahttps://gutenberg.pglaf.org/cache/epub/7987/pg7987.txt f13a62151d77https://gutenberg.pglaf.org/cache/epub/1384/pg1384.txt 5c0c0ce01ebdhttps://gutenberg.pglaf.org/cache/epub/7087/pg7087.txt 115ee781b03bhttps://gutenberg.pglaf.org/cache/epub/601/pg601.txt 9b139e3492behttps://gutenberg.pglaf.org/cache/epub/6450/pg6450.txt b7906c99a739https://gutenberg.pglaf.org/cache/epub/7974/pg7974.txt cd4af8f6dacbhttps://gutenberg.pglaf.org/cache/epub/161/pg161.txt 22272ec4d4dahttps://gutenberg.pglaf.org/cache/epub/2496/pg2496.txt 8f656c040753https://gutenberg.pglaf.org/cache/epub/6490/pg6490.txt f79d93ed716ahttps://gutenberg.pglaf.org/cache/epub/6086/pg6086.txt 37c0cb606953https://gutenberg.pglaf.org/cache/epub/1296/pg1296.txt fbb6158580b9https://gutenberg.pglaf.org/cache/epub/4927/pg4927.txt 37c2420a12e1https://gutenberg.pglaf.org/cache/epub/105/pg105.txt 64ffb821b9e9https://gutenberg.pglaf.org/cache/epub/1051/pg1051.txt c1288524cc26https://gutenberg.pglaf.org/cache/epub/792/pg792.txt 3ef3e8ffde9chttps://gutenberg.pglaf.org/cache/epub/84/pg84.txt 7810cd483cffhttps://gutenberg.pglaf.org/cache/epub/7281/pg7281.txt 6fb831dc0f39https://gutenberg.pglaf.org/cache/epub/4926/pg4926.txt 162236959221https://gutenberg.pglaf.org/cache/epub/6112/pg6112.txt 12724d45f61f Cite: Hogg, James. (n.d.). The Private Memoirs and Confessions of a Justified Sinner. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2276. Scott, Walter. (n.d.). The Fair Maid of Perth; Or, St. Valentine's Day. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/7987. Galt, John. (n.d.). The Ayrshire Legatees; Or, The Pringle Family. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1384. Thompson, Daniel P. (Daniel Pierce). (n.d.). Gaut Gurley; Or, the Trappers of Umbagog: A Tale of Border Life. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/7087. Lewis, M. G. (Matthew Gregory). (n.d.). The Monk: A Romance. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/601. Cooper, James Fenimore. (n.d.). The Prairie. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6450. Cooper, James Fenimore. (n.d.). The Pilot: A Tale of the Sea. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/7974. Austen, Jane. (n.d.). Sense and Sensibility. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/161. Mitford, Mary Russell. (n.d.). Our Village. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2496. Scott, Walter. (n.d.). The Betrothed. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6490. Porter, Jane. (n.d.). The Scottish Chiefs. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6086. Galt, John. (n.d.). The Provost. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1296. Bulfinch, Thomas. (n.d.). Legends of Charlemagne. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4927. Austen, Jane. (n.d.). Persuasion. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/105. Carlyle, Thomas. (n.d.). Sartor Resartus: The Life and Opinions of Herr Teufelsdröckh. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1051. Brown, Charles Brockden. (n.d.). Wieland; Or, The Transformation: An American Tale. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/792. Shelley, Mary Wollstonecraft. (n.d.). Frankenstein; or, the modern prometheus. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/84. Scott, Michael. (n.d.). Tom Cringle's Log. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/7281. Bulfinch, Thomas. (n.d.). The Age of Chivalry. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4926. Haliburton, Thomas Chandler. (n.d.). Nature and Human Nature. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6112.
Project Gutenberg texts 917, 203, 1366, 1235, 1258, 77, 599, 619, 4590, 4067, 1028, 4631, 2472, 2759, 145, 768, 1565, 422, 15 (header, footer and licence removed) · release 2026-10-14, read 2026-10-14 · table gutenberg_texts_c2 https://gutenberg.pglaf.org/cache/epub/917/pg917.txt 5b09fd1ce613https://gutenberg.pglaf.org/cache/epub/203/pg203.txt 95e4ce1153f8https://gutenberg.pglaf.org/cache/epub/1366/pg1366.txt 262df1acd030https://gutenberg.pglaf.org/cache/epub/1235/pg1235.txt 3ded309720dbhttps://gutenberg.pglaf.org/cache/epub/1258/pg1258.txt 54d0cd64afebhttps://gutenberg.pglaf.org/cache/epub/77/pg77.txt 0d09eef49bechttps://gutenberg.pglaf.org/cache/epub/599/pg599.txt 36c7db9809echttps://gutenberg.pglaf.org/cache/epub/619/pg619.txt be4a85fb084chttps://gutenberg.pglaf.org/cache/epub/4590/pg4590.txt bddc54912cf6https://gutenberg.pglaf.org/cache/epub/4067/pg4067.txt dee240cf9c5chttps://gutenberg.pglaf.org/cache/epub/1028/pg1028.txt bc07adf208c5https://gutenberg.pglaf.org/cache/epub/4631/pg4631.txt b9b059d7be64https://gutenberg.pglaf.org/cache/epub/2472/pg2472.txt d11d9cfa8f0fhttps://gutenberg.pglaf.org/cache/epub/2759/pg2759.txt 3985ba4be41ahttps://gutenberg.pglaf.org/cache/epub/145/pg145.txt dc2e0107e6aehttps://gutenberg.pglaf.org/cache/epub/768/pg768.txt e533fe750589https://gutenberg.pglaf.org/cache/epub/1565/pg1565.txt c290e0c98047https://gutenberg.pglaf.org/cache/epub/422/pg422.txt 69462acdd026https://gutenberg.pglaf.org/cache/epub/15/pg15.txt cca79713fb2e Cite: Dickens, Charles. (n.d.). Barnaby Rudge: A Tale of the Riots of 'Eighty. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/917. Stowe, Harriet Beecher. (n.d.). Uncle Tom's Cabin. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/203. Reade, Charles. (n.d.). The Cloister and the Hearth. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1366. Gautier, Théophile. (n.d.). Captain Fracasse. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1235. Dumas, Alexandre. (n.d.). Ten Years Later. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1258. Hawthorne, Nathaniel. (n.d.). The House of the Seven Gables. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/77. Thackeray, William Makepeace. (n.d.). Vanity Fair. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/599. Trollope, Anthony. (n.d.). The Warden. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/619. Arthur, T. S. (Timothy Shay). (n.d.). After the Storm. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4590. Mühlbach, L. (Luise). (n.d.). Frederick the Great and His Court. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4067. Brontë, Charlotte. (n.d.). The Professor. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1028. Arthur, T. S. (Timothy Shay). (n.d.). The Hand but Not the Heart; Or, The Life-Trials of Jessie Loring. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4631. Reade, Charles. (n.d.). White Lies. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2472. Dumas, Alexandre. (n.d.). The Man in the Iron Mask. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2759. Eliot, George. (n.d.). Middlemarch. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/145. Brontë, Emily. (n.d.). Wuthering Heights. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/768. Lytton, Edward Bulwer Lytton, Baron. (n.d.). The Last Days of Pompeii. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1565. Borrow, George. (n.d.). The Romany Rye. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/422. Melville, Herman. (n.d.). Moby-Dick; or, The Whale. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/15.
Project Gutenberg texts 1627, 4957, 1608, 1748, 1353, 335, 83, 4795, 357, 1290, 287, 154, 325, 155, 169, 3365, 2601, 2695, 547, 581 (header, footer and licence removed) · release 2026-10-14, read 2026-10-14 · table gutenberg_texts_c3 https://gutenberg.pglaf.org/cache/epub/1627/pg1627.txt 80ea0eaae189https://gutenberg.pglaf.org/cache/epub/4957/pg4957.txt 8320aa5c7c6ehttps://gutenberg.pglaf.org/cache/epub/1608/pg1608.txt 19b186bfcfd0https://gutenberg.pglaf.org/cache/epub/1748/pg1748.txt a6f71fa7bdd6https://gutenberg.pglaf.org/cache/epub/1353/pg1353.txt 93abddfa1fb9https://gutenberg.pglaf.org/cache/epub/335/pg335.txt adae2f4e19a8https://gutenberg.pglaf.org/cache/epub/83/pg83.txt 6d8706287064https://gutenberg.pglaf.org/cache/epub/4795/pg4795.txt 00ee1540c529https://gutenberg.pglaf.org/cache/epub/357/pg357.txt e68899a10509https://gutenberg.pglaf.org/cache/epub/1290/pg1290.txt 58f146713328https://gutenberg.pglaf.org/cache/epub/287/pg287.txt 7c96f5f42000https://gutenberg.pglaf.org/cache/epub/154/pg154.txt 0ddff78b3fabhttps://gutenberg.pglaf.org/cache/epub/325/pg325.txt 0c2e1727d889https://gutenberg.pglaf.org/cache/epub/155/pg155.txt e2f9023a41c3https://gutenberg.pglaf.org/cache/epub/169/pg169.txt eebab2428c98https://gutenberg.pglaf.org/cache/epub/3365/pg3365.txt ddb94c307a74https://gutenberg.pglaf.org/cache/epub/2601/pg2601.txt 0ed985c3d1f3https://gutenberg.pglaf.org/cache/epub/2695/pg2695.txt 7efbca5ae7bahttps://gutenberg.pglaf.org/cache/epub/547/pg547.txt a6d089822d4dhttps://gutenberg.pglaf.org/cache/epub/581/pg581.txt b7389427119f Cite: Collins, Wilkie. (n.d.). The Evil Genius: A Domestic Story. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1627. Ballou, Maturin M. (Maturin Murray). (n.d.). The Heart's Secret; Or, the Fortunes of a Soldier: a Story of Love and the Low Latitudes.. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4957. Dumas, Alexandre. (n.d.). Camille (La Dame aux Camilias). Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1608. Gaboriau, Emile. (n.d.). Other People's Money. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1748. Verne, Jules. (n.d.). Off on a Comet! a Journey through Planetary Space. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1353. Davis, Rebecca Harding. (n.d.). Frances Waldeaux: A Novel. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/335. Verne, Jules. (n.d.). From the Earth to the moon; and, round the moon. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/83. Ballou, Maturin M. (Maturin Murray). (n.d.). The Circassian Slave, or, the Sultan's favorite : a story of Constantinople and the Caucasus. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4795. Morris, William. (n.d.). A Dream of John Ball; and, A King's Lesson. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/357. Flaubert, Gustave. (n.d.). Salammbo. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1290. Barr, Amelia E.. (n.d.). Remember the Alamo. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/287. Howells, William Dean. (n.d.). The Rise of Silas Lapham. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/154. MacDonald, George. (n.d.). Phantastes: A Faerie Romance for Men and Women. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/325. Collins, Wilkie. (n.d.). The Moonstone. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/155. Morris, William. (n.d.). The Well at the World's End: A Tale. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/169. Howells, William Dean. (n.d.). Their Wedding Journey. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3365. Yonge, Charlotte M. (Charlotte Mary). (n.d.). Heartsease; Or, The Brother's Wife. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2601. Harte, Bret. (n.d.). Jeff Briggs's Love Story. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2695. Gaboriau, Emile. (n.d.). Baron Trigault's Vengeance. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/547. Jenkins, Edward. (n.d.). Ginx's Baby: His Birth and Other Misfortunes; a Satire. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/581.
Project Gutenberg texts 321, 3427, 140, 2687, 78, 3413, 5626, 1908, 5349, 3247, 1878, 4284, 5009, 5610, 1881, 1976, 4747, 1269, 330, 1386 (header, footer and licence removed) · release 2026-10-14, read 2026-10-14 · table gutenberg_texts_c5 https://gutenberg.pglaf.org/cache/epub/321/pg321.txt d2e85949f59chttps://gutenberg.pglaf.org/cache/epub/3427/pg3427.txt 80fbe899f69ahttps://gutenberg.pglaf.org/cache/epub/140/pg140.txt 1a28274fdea8https://gutenberg.pglaf.org/cache/epub/2687/pg2687.txt 921f569bde7chttps://gutenberg.pglaf.org/cache/epub/78/pg78.txt 9fac1bdb66c2https://gutenberg.pglaf.org/cache/epub/3413/pg3413.txt da365a5255f0https://gutenberg.pglaf.org/cache/epub/5626/pg5626.txt e95dd5f1002ahttps://gutenberg.pglaf.org/cache/epub/1908/pg1908.txt fcfd871382a1https://gutenberg.pglaf.org/cache/epub/5349/pg5349.txt 15a5eda2609ahttps://gutenberg.pglaf.org/cache/epub/3247/pg3247.txt b2801eda78c4https://gutenberg.pglaf.org/cache/epub/1878/pg1878.txt 08d757c34750https://gutenberg.pglaf.org/cache/epub/4284/pg4284.txt 14587fb0b071https://gutenberg.pglaf.org/cache/epub/5009/pg5009.txt d3357aaada00https://gutenberg.pglaf.org/cache/epub/5610/pg5610.txt 7d9dbf1adccfhttps://gutenberg.pglaf.org/cache/epub/1881/pg1881.txt db049a2cdcddhttps://gutenberg.pglaf.org/cache/epub/1976/pg1976.txt 872d064c7049https://gutenberg.pglaf.org/cache/epub/4747/pg4747.txt 57c4e4376e02https://gutenberg.pglaf.org/cache/epub/1269/pg1269.txt a9303760d235https://gutenberg.pglaf.org/cache/epub/330/pg330.txt 705fba84914dhttps://gutenberg.pglaf.org/cache/epub/1386/pg1386.txt c23887baf15a Cite: Norris, Frank. (n.d.). Moran of the Lady Letty. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/321. Butler, Ellis Parker. (n.d.). Kilo : being the love story of Eliph' Hewlitt, book agent. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3427. Sinclair, Upton. (n.d.). The Jungle. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/140. Sabatini, Rafael. (n.d.). The Snare. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2687. Burroughs, Edgar Rice. (n.d.). Tarzan of the Apes. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/78. White, Stewart Edward. (n.d.). The Blazed Trail. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3413. Osbourne, Lloyd. (n.d.). The Motormaniacs. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/5626. Bower, B. M.. (n.d.). Her Prairie Knight. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1908. McCutcheon, George Barr. (n.d.). Castle Craneycrow. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/5349. Connor, Ralph. (n.d.). The Patrol of the Sun Dance Trail. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3247. Oppenheim, E. Phillips (Edward Phillips). (n.d.). A Millionaire of Yesterday. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1878. Mackay, Isabel Ecclestone. (n.d.). The Window-Gazer. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4284. Adams, Samuel Hopkins. (n.d.). The Unspeakable Perk. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/5009. Harland, Henry. (n.d.). The Cardinal's snuff-box. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/5610. Grey, Zane. (n.d.). The Call of the Canyon. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1881. Oppenheim, E. Phillips (Edward Phillips). (n.d.). Peter Ruff and the Double Four. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1976. Curwood, James Oliver. (n.d.). The River's End. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4747. Wells, H. G. (Herbert George). (n.d.). The soul of a bishop. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1269. Rinehart, Mary Roberts. (n.d.). Where There's a Will. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/330. Wister, Owen. (n.d.). Lady Baltimore. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1386.
Project Gutenberg texts 493, 1690, 3044, 174, 367, 2721, 4393, 6008, 122, 4982, 176, 903, 973, 491, 372, 1851, 604, 133, 3823, 477 (header, footer and licence removed) · release 2026-10-14, read 2026-10-14 · table gutenberg_texts_c4 https://gutenberg.pglaf.org/cache/epub/493/pg493.txt 184d907922abhttps://gutenberg.pglaf.org/cache/epub/1690/pg1690.txt 71785a579265https://gutenberg.pglaf.org/cache/epub/3044/pg3044.txt 8299333073bahttps://gutenberg.pglaf.org/cache/epub/174/pg174.txt 38f36b510417https://gutenberg.pglaf.org/cache/epub/367/pg367.txt ff48b61ae482https://gutenberg.pglaf.org/cache/epub/2721/pg2721.txt e5108e5da700https://gutenberg.pglaf.org/cache/epub/4393/pg4393.txt 4a6018dc5663https://gutenberg.pglaf.org/cache/epub/6008/pg6008.txt 9faa0d46f6b0https://gutenberg.pglaf.org/cache/epub/122/pg122.txt bdd2c262086bhttps://gutenberg.pglaf.org/cache/epub/4982/pg4982.txt 80b078e508ffhttps://gutenberg.pglaf.org/cache/epub/176/pg176.txt 5c6214bec7cchttps://gutenberg.pglaf.org/cache/epub/903/pg903.txt c3ebc40de1a4https://gutenberg.pglaf.org/cache/epub/973/pg973.txt 52048401a129https://gutenberg.pglaf.org/cache/epub/491/pg491.txt d8ad6c9dbc0fhttps://gutenberg.pglaf.org/cache/epub/372/pg372.txt 64d3ff39f4c3https://gutenberg.pglaf.org/cache/epub/1851/pg1851.txt 2577dc5763bdhttps://gutenberg.pglaf.org/cache/epub/604/pg604.txt e431eec11233https://gutenberg.pglaf.org/cache/epub/133/pg133.txt d839ca2a496ahttps://gutenberg.pglaf.org/cache/epub/3823/pg3823.txt a31770102cechttps://gutenberg.pglaf.org/cache/epub/477/pg477.txt 534506ca7f90 Cite: Conrad, Joseph. (n.d.). Falk: A Reminiscence. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/493. Haggard, H. Rider (Henry Rider). (n.d.). Marie: An Episode in the Life of the Late Allan Quatermain. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1690. Hardy, Thomas. (n.d.). Desperate Remedies. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3044. Wilde, Oscar. (n.d.). The Picture of Dorian Gray. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/174. Jewett, Sarah Orne. (n.d.). The Country of the Pointed Firs. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/367. Haggard, H. Rider (Henry Rider). (n.d.). Eric Brighteyes. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2721. Munroe, Kirk. (n.d.). Wakulla: a story of adventure in Florida. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4393. Savage, Richard. (n.d.). The Midnight Passenger : A Novel. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6008. Hardy, Thomas. (n.d.). The Return of the Native. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/122. Barr, Robert. (n.d.). A Rock in the Baltic. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4982. James, Henry. (n.d.). Roderick Hudson. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/176. Doyle, Arthur Conan. (n.d.). The White Company. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/903. Pyle, Howard. (n.d.). Howard Pyle's Book of Pirates: Fiction, Fact & Fancy Concerning the Buccaneers & Marooners of the Spanish Main. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/973. Atherton, Gertrude Franklin Horn. (n.d.). Rezanov. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/491. Stevenson, Robert Louis. (n.d.). Prince Otto, a Romance. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/372. Green, Anna Katharine. (n.d.). The Woman in the Alcove. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1851. Arnold, Edwin Lester. (n.d.). Gulliver of Mars. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/604. Frederic, Harold. (n.d.). The Damnation of Theron Ware. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/133. Corelli, Marie. (n.d.). Thelma. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3823. Ferri, Enrico. (n.d.). Criminal Sociology. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/477.
Project Gutenberg texts 2546, 4922, 1155, 6115, 2126, 5738, 1402, 172, 1602, 1182, 765, 543, 546, 1156, 3264, 859, 3479, 3676, 1747, 748 (header, footer and licence removed) · release 2026-10-14, read 2026-10-14 · table gutenberg_texts_c6 https://gutenberg.pglaf.org/cache/epub/2546/pg2546.txt 6cf9f5509d61https://gutenberg.pglaf.org/cache/epub/4922/pg4922.txt 3cfda7c1514dhttps://gutenberg.pglaf.org/cache/epub/1155/pg1155.txt 407cb2f13a6ehttps://gutenberg.pglaf.org/cache/epub/6115/pg6115.txt f5e4cafc9798https://gutenberg.pglaf.org/cache/epub/2126/pg2126.txt 3d097e60d567https://gutenberg.pglaf.org/cache/epub/5738/pg5738.txt 045f50a22ee3https://gutenberg.pglaf.org/cache/epub/1402/pg1402.txt 7782f4dcc299https://gutenberg.pglaf.org/cache/epub/172/pg172.txt 7959f50e5f15https://gutenberg.pglaf.org/cache/epub/1602/pg1602.txt 1b0a4b9e4ed8https://gutenberg.pglaf.org/cache/epub/1182/pg1182.txt 238b18d1b944https://gutenberg.pglaf.org/cache/epub/765/pg765.txt b72206ee9e86https://gutenberg.pglaf.org/cache/epub/543/pg543.txt 68f2bcb2a8d1https://gutenberg.pglaf.org/cache/epub/546/pg546.txt 9e4a69196821https://gutenberg.pglaf.org/cache/epub/1156/pg1156.txt 735c608e3a22https://gutenberg.pglaf.org/cache/epub/3264/pg3264.txt c77ed1dae0bbhttps://gutenberg.pglaf.org/cache/epub/859/pg859.txt 8f099be8d268https://gutenberg.pglaf.org/cache/epub/3479/pg3479.txt 5dbdfe1f6feehttps://gutenberg.pglaf.org/cache/epub/3676/pg3676.txt 61e5c912a41bhttps://gutenberg.pglaf.org/cache/epub/1747/pg1747.txt 2ed057e906a5https://gutenberg.pglaf.org/cache/epub/748/pg748.txt 3a7f1dcc70dd Cite: Mulford, Clarence Edward. (n.d.). Hopalong Cassidy's Rustler Round-Up; Or, Bar-20. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2546. Mulford, Clarence Edward. (n.d.). Bar-20 Days. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/4922. Christie, Agatha. (n.d.). The Secret Adversary. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1155. Kyne, Peter B. (Peter Bernard). (n.d.). The Long Chance. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6115. Rohmer, Sax. (n.d.). The Quest of the Sacred Slipper. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2126. Kyne, Peter B. (Peter Bernard). (n.d.). Cappy Ricks; Or, the Subjugation of Matt Peasley. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/5738. Morley, Christopher. (n.d.). Where the Blue Begins. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1402. Morley, Christopher. (n.d.). The Haunted Bookshop. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/172. Ferber, Edna. (n.d.). Dawn O'Hara: The Girl Who Laughed. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1602. Rohmer, Sax. (n.d.). Dope. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1182. Merritt, Abraham. (n.d.). The Moon Pool. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/765. Lewis, Sinclair. (n.d.). Main Street. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/543. Stout, Rex. (n.d.). Under the Andes. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/546. Lewis, Sinclair. (n.d.). Babbitt. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1156. Stead, Robert J. C.. (n.d.). Dennison Grant: A Novel of To-day. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3264. Mayo, Margaret. (n.d.). Polly of the Circus. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/859. Merritt, Abraham. (n.d.). The Metal Monster. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3479. Angellotti, Marion Polk. (n.d.). The Firefly of France. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/3676. Lincoln, Natalie Sumner. (n.d.). The Red Seal. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1747. Yates, Dornford. (n.d.). The Brother of Daphne. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/748.
Project Gutenberg texts 993, 6102, 750, 1684, 6113, 2374, 840, 5700, 693 (header, footer and licence removed) · release 2026-10-14, read 2026-10-14 · table gutenberg_texts_c3_refill https://gutenberg.pglaf.org/cache/epub/993/pg993.txt 8bfabea9250dhttps://gutenberg.pglaf.org/cache/epub/6102/pg6102.txt e8f134d34366https://gutenberg.pglaf.org/cache/epub/750/pg750.txt bfda0cfcd4bbhttps://gutenberg.pglaf.org/cache/epub/1684/pg1684.txt 6c6b926977dehttps://gutenberg.pglaf.org/cache/epub/6113/pg6113.txt a70133b561dchttps://gutenberg.pglaf.org/cache/epub/2374/pg2374.txt 29cebe96b6fahttps://gutenberg.pglaf.org/cache/epub/840/pg840.txt 6d6112e87f6ehttps://gutenberg.pglaf.org/cache/epub/5700/pg5700.txt e49c858fbb55https://gutenberg.pglaf.org/cache/epub/693/pg693.txt 990d61a2fe1f Cite: Higginson, Thomas Wentworth. (n.d.). Malbone: An Oldport Romance. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/993. Roe, Edward Payson. (n.d.). From Jest to Earnest. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6102. Anonymous. (n.d.). The High History of the Holy Graal. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/750. Meredith, George. (n.d.). The Egoist: A Comedy in Narrative. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/1684. Roe, Edward Payson. (n.d.). A Day of Fate. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/6113. Brame, Charlotte M.. (n.d.). Dora Thorne. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/2374. Blackmore, R. D. (Richard Doddridge). (n.d.). Lorna Doone: A Romance of Exmoor. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/840. Yonge, Charlotte M. (Charlotte Mary). (n.d.). Love and Life: An Old Story in Eighteenth Century Costume. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/5700. Mitchell, S. Weir (Silas Weir). (n.d.). The Autobiography of a Quack, and The Case of George Dedlow. Urbana, Illinois: Project Gutenberg. Retrieved October 14, 2026, from www.gutenberg.org/ebooks/693.

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References (18)

The works the paper cites, as the dossier records them: 0 from the authors' papers, 12 found on the web by the literature search, 6 method sources from the template.

A method source is a work the template credits for a method it uses. e2er adds it to the study's bibliography; the paper cites the ones its study used.

18 references· 0 from the authors' papers, 12 found on the web, 6 method sources from the template
  1. Talking about the weather : climate and the Victorian novel (2008) found on the web
  2. Fog, Coal, Capitalism: Dickens's Energy Atmospherics and the Anthropocene (2020) found on the web · doi:10.5250/resilience.7.2-3.0132
  3. Quantitative Analysis of Culture Using Millions of Digitized Books (2010) found on the web · doi:10.1126/science.1199644
  4. Why the quantitative analysis of diachronic corpora that does not consider the temporal aspect of time-series can lead to wrong conclusions (2015) found on the web · doi:10.1093/llc/fqv030
  5. The Impact of Lacking Metadata for the Measurement of Cultural and Linguistic Change Using the Google Ngram Data Sets—Reconstructing the Composition of the German Corpus in Times of WWII (2015) found on the web · doi:10.1093/llc/fqv037
  6. London Fog: A Century of Pollution and Mortality, 1866-1965 (2018) found on the web · doi:10.3386/w24488
  7. RUSKIN ON THE PATHETIC FALLACY, OR ON HOW A MORAL THEORY OF ART MAY FAIL (1955) found on the web · doi:10.1111/1540_6245.jaac14.2.0248
  8. ‘The One Life within Us and Abroad’ : Pathetic Fallacy Reconsidered (2015) found on the web · doi:10.5040/9780567662064.ch-007
  9. Artistic Objectivity: From Ruskin’s ‘Pathetic Fallacy’ to Creative Receptivity (2020) found on the web · doi:10.1093/aesthj/ayaa041
  10. The Polite Revolution of Computational Literary Studies (2022) found on the web · doi:10.1515/9783110781502-001
  11. The Scales of (Computational) Literary Studies: Martin Mueller’s Concept of Scalable Reading in Theory and Practice (2023) found on the web · doi:10.1515/9783111317779-011
  12. Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013) method source · doi:10.1093/pan/mps028
  13. Text as Data (2019) method source · doi:10.1257/jel.20181020
  14. Project Gutenberg found on the web
  15. Accurate Methods for the Statistics of Surprise and Coincidence (1993) method source
  16. Comparing corpora using frequency profiling (2000) method source · doi:10.3115/1117729.1117730
  17. Log Ratio - an informal introduction (2014) method source
  18. Word Association Norms, Mutual Information, and Lexicography (1990) method source

e2er's internal quality review

Six reviewer specialists each score the draft from one angle, on a scale of 0 to 10. The score in the middle is the weighted average of these scores, with the weights in the table.

data 5.5 methods 5.0 plausibility 5.5 technical 6.0 writing 6.5 5.6 of 10

5.6 of 10

Each reviewer's score and weight
ReviewerScoreWeight
data5.51.25
methods5.01.5
plausibility5.51
technical6.01
writing6.50.75

Workflow (68 steps)

The run in order, from the run's own record. The run was carried out in 10 sessions. How to read it

A session is one e2er process, from a start or a resume to the next stop, and each session names the e2er version and commit its steps ran on. Each specialist step shows the model, the file it wrote and the file's hash value (SHA-256). Where the run did not record the hash value, the step says so: the last step that wrote a file shows the hash value of the file at export, and earlier steps that wrote the same file are marked as superseded. Checks that stopped a step are listed where they happened: 10 here. Steps taken by the researcher (9 here) are marked with a grey dot. Stops, pauses and failures of the run are marked with a ring, at their time.

Session 1 of 10 2026-10-14 17:57–18:01 UTC · e2er 0.16.1 · 7 steps · literature scanner, idea developer, data architect · 1 researcher action · 1 check failed · Run stopped for the researcher's review (review design)
  1. Run: backend identity · 17:57
  2. Run: method sources · 17:57
  3. Initial
  4. literature scanner · sonnet · 17:57–17:58 design/literature_review.md 28bcc981f0ec
  5. Run: attempt usage · 17:58
  6. idea developer · sonnet · 17:57–17:58 design/paper_plan.md 1b78108d4f24
  7. Run: attempt usage · 17:58
  8. data architect · sonnet · 17:58–18:00 data/data_dictionary.json 5d24cbe39b37design/corpus_design.json 973a41331bfa
  9. Check: corpus design failed, step stopped
    What the check found(d) preprocessing.lemmatisation must be "none" or {"file": "<word,lemma table>", "source": ...}; e2er applies the table, so a lemmatiser's output is recorded as one
  10. Run: attempt usage · 18:00
  11. data architect · sonnet · 18:00–18:00 data/data_dictionary.json 5d24cbe39b37 (unchanged by this step)design/corpus_design.json 01b091abf426
  12. Check: corpus design passed
  13. Run: attempt usage · 18:00
  14. Run stopped for the researcher's review (review design) · 18:00
  15. Researcher sent back data architect · 18:01 Corpus design fixes (corpus_design.json and data_dictionary.json): (1) Exact word forms only, no wildcards at all: replace raindrop*, hailstone*, thunderstorm*, hurricane*, snowflake*, snowdrift*, icicle*, sunbeam* by their singular and plural forms (raindrop, raindrops, ...). (2) Drop 'hail' (greeting and 'within hail' outnumber weather hail in novels) and 'storming' (storming a fort); keep shower(s), thunder*, icy, cloud forms but list them as ambiguous in the validation note so the hand-checked sample covers them. (3) Drop pub_year entirely: no publication year is looked up or used, not even as a robustness check; the time axis is the author's birth year as the Gutenberg catalogue records it. (4) Translations: exclude books with a translator in the catalogue record and say so. (5) State in the limits that the frame is the 320 most popular catalogue rows per cohort search (popularity-sorted), and that word counts are known only after the texts are loaded, so the 30,000-token rule is applied after loading and may shrink a cohort below 20 (then all cohorts are cut to the smallest n, as planned). Keep about 120 novels, at most two per author, the seed and everything else.
Session 2 of 10 2026-10-14 18:01–18:02 UTC · e2er 0.16.1 · 4 steps · data architect · 2 researcher actions · Run stopped for the researcher's review (review design)
  1. Run: backend identity · 18:01
  2. Initial
  3. data architect · sonnet · 18:01–18:02 Run again after the researcher sent it back data/data_dictionary.json 13b63cf1903edesign/corpus_design.json b7c37b281253
  4. Check: corpus design passed
  5. Run: attempt usage · 18:02
  6. Run stopped for the researcher's review (review design) · 18:02
  7. Researcher gave an instruction for review design · 18:02 The corpus design (corpus_design.json, data_dictionary.json) replaces paper_plan.md where they differ: no publication years at all - neither looked up for a subsample nor approximated as birth year + k; the only time axis is the author's birth year as the Gutenberg catalogue records it, and the paper says that cohorts overlap in publication years and that period and cohort cannot be separated. No gender or nationality coding. Exact word forms as listed, no wildcards.
  8. Researcher approved review design · 18:02
Session 3 of 10 2026-10-14 18:02–18:43 UTC · e2er 0.16.1 · 5 steps · data analyst · 2 checks failed · Run failed
  1. Run: backend identity · 18:02
  2. Initial
  3. Check: contracts failed, step stopped
    What the check foundsummary_statistics.json: empty JSON ('{}'); data.db: data_dictionary.json declares tables that were not loaded — missing from data.db: gutenberg_texts_c1, gutenberg_texts_c2, gutenberg_texts_c3, gutenberg_texts_c4, gutenberg_texts_c5, gutenberg_texts_c6; loaded without values: gutenberg_books_c1.copyright: 0 of 320 non-null (needs 50%); gutenberg_books_c1.download_count: 0 of 320 non-null (needs 50%); gutenberg_books_c2.copyright: 0 of 320 non-null (needs 50%); gutenberg_books_c2.download_count: 0 of 320 non-null (needs 50%); gutenberg_books_c3.copyright: 0 of 320 non-null (needs 50%); gutenberg_books_c3.download_count: 0 of 320 non-null (needs 50%); gutenberg_books_c4.copyright: 0 of 320 non-null (needs 50%); gutenberg_books_c4.download_count: 0 of 320 non-null (needs 50%); gutenberg_books_c5.copyright: 0 of 320 non-null (needs 50%); gutenberg_books_c5.download_count: 0 of 320 non-null (needs 50%); gutenberg_books_c6.copyright: 0 of 320 non-null (needs 50%); gutenberg_books_c6.download_count: 0 of 320 non-null (needs 50%). Tables in data.db: gutenberg_books_c1 (320 rows), gutenberg_books_c2 (320 rows), gutenberg_books_c3 (320 rows), gutenberg_books_c4 (320 rows), gutenberg_books_c5 (320 rows), gutenberg_books_c6 (320 rows). Load each series with `e2er-data ... --table <name>`; a table whose values are NULL was not loaded (check the connector's error, e.g. an API key).
  4. data analyst · sonnet · 18:02–18:12 data/data_summary.md eb3c7ff241dfresults/summary_statistics.json ca3d163bab05results/figure_spec.json ca3d163bab05data/corpus_manifest.json ca3d163bab05
  5. Run: attempt usage · 18:12
  6. Check: contracts failed, step stopped
    What the check founddata.db: data_dictionary.json declares tables that were not loaded — missing from data.db: gutenberg_texts_c1, gutenberg_texts_c2, gutenberg_texts_c3, gutenberg_texts_c4, gutenberg_texts_c5, gutenberg_texts_c6. Tables in data.db: gutenberg_books_c1 (320 rows), gutenberg_books_c2 (320 rows), gutenberg_books_c3 (320 rows), gutenberg_books_c4 (320 rows), gutenberg_books_c5 (320 rows), gutenberg_books_c6 (320 rows). Load each series with `e2er-data ... --table <name>`; a table whose values are NULL was not loaded (check the connector's error, e.g. an API key).
  7. data analyst · sonnet · 18:12–18:13 data/data_summary.md e58c6bfe6827results/summary_statistics.json 0eaa5e278e18results/figure_spec.json ca3d163bab05 (unchanged by this step)data/corpus_manifest.json ca3d163bab05 (unchanged by this step)
  8. Run: attempt usage · 18:13
  9. data analyst · sonnet · 18:13–18:43 data/data_summary.md e58c6bfe6827 (unchanged by this step)results/summary_statistics.json 0eaa5e278e18 (unchanged by this step)results/figure_spec.json ca3d163bab05 (unchanged by this step)data/corpus_manifest.json ca3d163bab05 (unchanged by this step) Claude Code timed out after 1800s (limit 1800s)
  10. Run: attempt usage · 18:43
  11. Run failed · 18:43 RuntimeError: All specialists failed in parallel batch: data_analyst: Claude Code timed out after 1800s (limit 1800s)
Session 4 of 10 2026-10-14 18:43–19:03 UTC · e2er 0.16.1 · 9 steps · data analyst, econometrics specialist · 1 researcher action · 2 checks failed · Run cancelled
  1. Run: backend identity · 18:43
  2. Initial
  3. Check: contracts failed, step stopped
    What the check founddata_summary.md: data_summary.md must name each loaded table with its actual row count from data.db; missing or wrong for: gutenberg_books_c2 (actual 320 rows), gutenberg_books_c3 (actual 320 rows), gutenberg_books_c4 (actual 320 rows), gutenberg_books_c5 (actual 320 rows), gutenberg_texts_c2 (actual 19 rows), gutenberg_texts_c3 (actual 20 rows), gutenberg_texts_c4 (actual 20 rows), gutenberg_texts_c5 (actual 20 rows), gutenberg_texts_c6 (actual 20 rows)
  4. data analyst · sonnet · 18:43–18:55 data/data_summary.md f021d699a09fresults/summary_statistics.json 3b1abb1dc509results/figure_spec.json 7a6f66284280data/corpus_manifest.json 08e5f808c2b4
  5. Run: attempt usage · 18:55
  6. data analyst · sonnet · 18:55–18:55 data/data_summary.md d0b619e6cbebresults/summary_statistics.json 3b1abb1dc509 (unchanged by this step)results/figure_spec.json 7a6f66284280 (unchanged by this step)data/corpus_manifest.json 08e5f808c2b4 (unchanged by this step)
  7. Run: attempt usage · 18:55
  8. Check: corpus passed
  9. econometrics specialist · sonnet · 18:55–18:58 design/econometric_spec.md 18c0a21914e0results/estimation_results.json ee5e0b73d10e
  10. Run: attempt usage · 18:58
  11. Check: text results failed, step stopped
    What the check found(v) no figure shows models.keyness_c1 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_c1.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_weather_c1 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_weather_c1.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_c2 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_c2.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_weather_c2 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_weather_c2.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_c3 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_c3.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_weather_c3 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_weather_c3.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_c4 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_c4.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_weather_c4 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_weather_c4.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_c5 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_c5.outputs...", "fields": {...}}, and name it in the results' 'figures'; (v) no figure shows models.keyness_weather_c5 (key terms): add one to figure_spec.json with "source": {"results": "models.keyness_weather_c5.outputs...", "fields": {...}}, and name
  12. econometrics specialist · sonnet · 18:58–18:59 design/econometric_spec.md 18c0a21914e0 (unchanged by this step)results/estimation_results.json 8179c58a3b36
  13. Run: attempt usage · 18:59
  14. Check: text results passed
  15. Run cancelled · 19:02
  16. Researcher reran initial · 19:03 Steps run again: initial, estimation gate, figure gate, review draft, review, revision, replication No translations: the corpus still holds ten translated novels - Dumas (pg1258, pg2759, pg1608), Gautier (pg1235), Muehlbach (pg4067), Gaboriau (pg1748, pg547), Verne (pg1353, pg83), Flaubert (pg1290). Exclude them, and exclude any candidate whose bookshelves name a non-English literature ('Category: French Literature', German, Russian, Italian, Spanish, Scandinavian, ...) or whose subjects say 'Translations into English'. Also drop non-novels kept by the loose subject filter: Sartor Resartus (pg1051), Our Village (pg2496), Nature and Human Nature (pg6112), A Dream of John Ball (pg357). Refill from the next ranks of the seeded draw order and from the catalogue tables and extra CSVs already in the workspace; load the replacement texts in at most one e2er-data gutenberg text call per cohort (Gutendex is slow; the texts already in data.db are not loaded again). If a cohort still has fewer than 18 eligible novels, cut every cohort to the smallest n, as the design says. Then redo the analysis on the corrected corpus; nothing else changes.
Session 5 of 10 2026-10-14 19:03–22:47 UTC · e2er 0.16.1 · 1 step · Run paused
  1. Run: backend identity · 19:03
  2. Initial
  3. Check: text results passed
  4. Run paused · 22:47 interrupted — the server stopped while this paper was running
Session 6 of 10 2026-10-14 22:48–23:06 UTC · e2er 0.16.1 · 19 steps · data analyst, econometrics specialist, text validator and 2 more · 2 researcher actions · 5 checks failed · Run: attempt usage
  1. Run: backend identity · 22:48
Initial 14 steps · data analyst, econometrics specialist, text validator and 2 more · 22:48–23:04 · 3 checks failed · Run: attempt usage
  1. Check: contracts failed, step stopped
    What the check founddata.db: data_dictionary.json declares tables that were not loaded — loaded without values: gutenberg_texts_c3_refill.authors: 8 of 9 non-null (needs 90%); gutenberg_texts_c3_refill.author_birth_year: 8 of 9 non-null (needs 90%); gutenberg_texts_c3_refill.author_death_year: 8 of 9 non-null (needs 90%). Tables in data.db: corpus (84 rows), corpus_cohort_summary (6 rows), corpus_token_counts (84 rows), gutenberg_books_c1 (320 rows), gutenberg_books_c2 (320 rows), gutenberg_books_c3 (320 rows), gutenberg_books_c4 (320 rows), gutenberg_books_c5 (320 rows), gutenberg_books_c6 (320 rows), gutenberg_texts_c1 (20 rows), gutenberg_texts_c2 (19 rows), gutenberg_texts_c3 (20 rows), gutenberg_texts_c3_refill (9 rows), gutenberg_texts_c4 (20 rows), gutenberg_texts_c5 (20 rows), gutenberg_texts_c6 (20 rows), weather_dictionary_hits (2311 rows). Load each series with `e2er-data ... --table <name>`; a table whose values are NULL was not loaded (check the connector's error, e.g. an API key).
  2. data analyst · sonnet · 22:48–22:52 data/data_summary.md 92a0feb2649eresults/summary_statistics.json fa29b2cfef56results/figure_spec.json dc9cae56975bdata/corpus_manifest.json c61f68bd6277
  3. Run: attempt usage · 22:52
  4. data analyst · sonnet · 22:52–22:53 data/data_summary.md 2292e2a0138dresults/summary_statistics.json fa29b2cfef56 (unchanged by this step)results/figure_spec.json dc9cae56975b (unchanged by this step)data/corpus_manifest.json c61f68bd6277 (unchanged by this step)
  5. Run: attempt usage · 22:53
  6. Check: corpus passed
  7. econometrics specialist · sonnet · 22:53–22:53 design/econometric_spec.md 4836e9af62c4results/estimation_results.json fe9cca90838c
  8. Run: attempt usage · 22:53
  9. Check: text results passed
  10. text validator · sonnet · 22:53–23:00 results/text_validation.md dd84e0a69aa9results/text_validation.json 893c28c8f544
  11. Run: attempt usage · 23:00
  12. Check: text validation passed
  13. Check: contracts failed, step stopped
    What the check foundabstract.tex: 1 construction(s) the researcher does not accept in a paper: "rather than" in: Cohort differences in these families may therefore reflect figurative use rather than weather description. (state the positive claim and stop). Rewrite each of these sentences without the construction; keep its content
  14. abstract writer · sonnet · 23:00–23:01 paper/abstract.tex 7c4cf8ed2e2e
  15. Run: attempt usage · 23:01
  16. abstract writer · sonnet · 23:01–23:01 paper/abstract.tex 4909138d298a
  17. Run: attempt usage · 23:01
  18. Check: contracts failed, step stopped
    What the check foundpaper_draft.tex: 2 construction(s) the researcher does not accept in a paper: "Against this background" in: Against this background, this paper fixes the genre (novels), fixes the source (Project Gutenberg), and indexes authors by birth year. (pivot to the contribution directly (for instance: To keep these quantities apart, we propose ...)); "rather than" in: First, we provide a new descriptive fact: a documented cohort profile of a concrete lexical field in the English novel, normalised by tokens and reported with intervals that resample authors rather than tokens. (state the positive claim and stop). Rewrite each of these sentences without the construction; keep its content
  19. paper drafter · sonnet · 23:00–23:04 paper/paper.tex d025cd83ba4bresults/table_spec.json c8b527da54d6
  20. Run: attempt usage · 23:04
  21. paper drafter · sonnet · 23:04–23:04 paper/paper.tex 1cee0b7284c9results/table_spec.json c8b527da54d6 (unchanged by this step)
Estimation gate 1 step · 23:04
  1. Check: estimation passed
Figure gate 4 steps · 23:04–23:06 · 2 researcher actions · 2 checks failed · Run: attempt usage
  1. Check: figure data failed, step stopped
    What the check foundfig_corpus_tokens_by_cohort.pdf names no 'source' (a data.db table and columns, or a results path); fig_corpus_median_length_by_cohort.pdf names no 'source' (a data.db table and columns, or a results path); fig_cohort_trend.pdf series rain: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series wind: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series storm: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series fog: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series snow: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series sun: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series cloud: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1')
  2. Check: figure gate failed, run stopped
    What the check foundfig_corpus_tokens_by_cohort.pdf names no 'source' (a data.db table and columns, or a results path); fig_corpus_median_length_by_cohort.pdf names no 'source' (a data.db table and columns, or a results path); fig_cohort_trend.pdf series rain: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series wind: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series storm: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series fog: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series snow: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series sun: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1'); fig_cohort_trend.pdf series cloud: not the values of estimation_results.json models.cohort_trend.outputs.series (x: the figure shows '1770-1799' where the data have 'c1')
  3. Run: attempt usage · 23:04
  4. Researcher gave an instruction for figure gate · 23:06 Draft corrections (for whoever writes or revises paper_draft.tex and abstract.tex): (1) Do not attribute to Waugh 2008 or Laughlin 2020 a claim that fog rose, storms receded, or sun and rain receded; say only what they treat (weather and climate as a theme of the Victorian novel; Dickens's fog and coal), and drop 'literary scholars often claim fog rising and storms receding' from the abstract. (2) Snow and ice: one consistent statement everywhere - 0.82 in cohort 1 to a peak of 2.06 in cohort 5 and 1.44 in cohort 6, not 'roughly double' in one place and 'two and a half times' in another. (3) Fog: the hand check found 0 of 4 fog hits in cohort 6 to be weather and fog precision is 0.50 overall, so the higher fog/mist rate in cohort 6 cannot be read as more fog description; say this wherever the fog rise is mentioned (abstract, results, conclusion) and report the post-hoc reduced-lexicon result next to it. (4) The robustness section shows flat, flat and rising profiles - no lexicon variant falls - so remove 'a flat, a rising or a falling profile' and 'can change sign'. (5) The collocates do not show 'no sign of a different sense in the aggregate': adjacent-pair PMI says nothing about figurative use, and the validation shows it for storm, fog and cloud words; delete that clause. (6) Limitations: no gender, ethnicity or nationality was coded and no publication year was looked up, so delete 'under-represents women, authors of colour', 'British and American' and 'mostly early works'; say instead that the composition by these traits is unknown. (7) Cohort labels: the design ranges are 1770-1799 ... 1880-1899, but the realised birth years are 1770-1797 ... 1880-1890; say so once in the corpus section and use 'born 1770-1890' for the corpus as a whole.
  5. Researcher sent back econometrics specialist · 23:06 Figure check: (a) fig_corpus_tokens_by_cohort and fig_corpus_median_length_by_cohort need a 'source' (data.db table and columns, or a results path) in figure_spec.json; (b) fig_cohort_trend must plot the x values as they are in models.cohort_trend.outputs.series ('c1'...'c6'); put the birth-year ranges in the caption or axis title, not in place of the data values. Also add ONE robustness entry, labelled as defined after the hand check (post hoc): the composite and the storm, fog and cloud families recomputed without the forms the validation judged unusable (thunder, thunders, thundered, thundering, hurricane, haze, hazy, clouded, cloudy, overcast) and without capitalised mid-sentence hits, with cohort rates per 10,000 tokens, author-bootstrap intervals and the Spearman summary as for the other lexicon variants. Change nothing else; rerun run_estimation.py so the results come from the code.
Session 7 of 10 2026-10-14 23:06–23:07 UTC · e2er 0.16.1 · 6 steps · econometrics specialist · 1 researcher action · Run stopped for the researcher's review (review draft)
  1. Run: backend identity · 23:06
  2. Figure gate
  3. econometrics specialist · sonnet · 23:06–23:07 Run again after the researcher sent it back design/econometric_spec.md 636372e4e360results/estimation_results.json f09a2bb0b2d1
  4. Run: attempt usage · 23:07
  5. Check: text results passed
  6. Check: text validation passed
  7. Estimation gate
  8. Check: estimation passed
  9. Figure gate
  10. Check: figure data passed
  11. Run stopped for the researcher's review (review draft) · 23:07
  12. Researcher sent back paper drafter · 23:07 Revise paper_draft.tex and abstract.tex on the current estimation_results.json: apply the seven draft corrections in researcher_instructions.md (instruction at the figure check). In addition: (8) report robustness.post_hoc_reduced_lexicon in the robustness section and say it was defined after the hand check: the composite becomes flat (Spearman -0.09), the fog/mist rise weakens (0.65 in cohort 1 to 1.26 in cohort 6, Spearman 0.54, p = 0.27), and storm words fall more steadily (1.68 to 0.96, Spearman -0.94, p = 0.005); because the term list was chosen after looking at the sample and the precision of the reduced storm family was not re-checked, call the storm decline a pattern worth testing, not a finding, and keep the snow and ice wording at 'suggestive'. (9) Figure captions: the trend figure's x axis shows cohorts c1-c6; give the realised birth years in the caption. Keep every number traced to a source comment as now; change nothing else.
Session 8 of 10 2026-10-14 23:07–23:09 UTC · e2er 0.16.1 · 3 steps · paper drafter · 1 researcher action · Run stopped for the researcher's review (review draft)
  1. Figure gate
  2. Check: figure data passed
  3. Run: backend identity · 23:07
  4. paper drafter · sonnet · 23:07–23:08 Run again after the researcher sent it back paper/paper.tex 4b72c9383d7aresults/table_spec.json c8b527da54d6 (unchanged by this step)
  5. Run: attempt usage · 23:08
  6. Run stopped for the researcher's review (review draft) · 23:08
  7. Researcher sent back abstract writer · 23:09 abstract.tex is from before the corrections and contradicts the revised paper (unsupported 'literary scholars often claim fog rising and storms receding', 'roughly double', uncaveated fog rise). Rewrite it from the abstract and results now in paper_draft.tex: snow/ice 0.82 to a 2.06 peak and 1.44 (suggestive), tempest in the earliest cohort, fog rise not readable as fog description (0 of 4 cohort-6 fog hits were weather), precision 0.71 overall and 0.42/0.50/0.58 for storm/fog/cloud, the post-hoc storm decline as a pattern worth testing; no causal claim.
Session 9 of 10 2026-10-14 23:09 UTC · e2er 0.16.1 · 3 steps · abstract writer · 1 researcher action · Run stopped for the researcher's review (review draft)
  1. Figure gate
  2. Check: figure data passed
  3. Run: backend identity · 23:09
  4. abstract writer · sonnet · 23:09–23:09 Run again after the researcher sent it back paper/abstract.tex 167f6b850f46
  5. Run: attempt usage · 23:09
  6. Run stopped for the researcher's review (review draft) · 23:09
  7. Researcher approved review draft · 23:09
Session 10 of 10 2026-10-14 23:09–23:20 UTC · e2er 0.16.1 · 11 steps · writing reviewer, technical reviewer, data reviewer and 4 more · Run: attempt usage
Estimation gate 1 step · 23:09
  1. Check: estimation passed
Figure gate 1 step · 23:09 · Run: backend identity
  1. Check: figure data passed
  2. Run: backend identity · 23:09
Review 7 steps · writing reviewer, technical reviewer, data reviewer and 2 more · 23:09–23:16 · Run: attempt usage
  1. Check: numbers passed
  2. Check: citations passed
  3. writing reviewer · sonnet · 23:10–23:12 reviews/review_writing.md 11852395c4c0
  4. Run: attempt usage · 23:12
  5. technical reviewer · sonnet · 23:10–23:13 reviews/review_technical.md f52768dc34f0
  6. Run: attempt usage · 23:13
  7. data reviewer · sonnet · 23:10–23:13 reviews/review_data.md f5295a6c4d0a
  8. Run: attempt usage · 23:13
  9. methods reviewer · sonnet · 23:12–23:15 reviews/review_methods.md 51f0472b54b0
  10. Run: attempt usage · 23:15
  11. plausibility reviewer · sonnet · 23:13–23:16 reviews/review_plausibility.md e9a1d3d426e9
  12. Run: attempt usage · 23:16
Revision 1 step · patch revisor · 23:16–23:18 · Run: attempt usage
  1. patch revisor · sonnet · 23:16–23:18 misc/paper_draft.tex.edits.json acbf8d3f6256
  2. Run: attempt usage · 23:18
Replication 1 step · replication packager · 23:18–23:20 · Run: attempt usage
  1. replication packager · sonnet · 23:18–23:20 replication/estimation.py e30852fabefa
  2. Run: attempt usage · 23:20

The run ended: completed · 2026-10-14 23:20 UTC

What it was built with (59)

Each part with its authors and the version used. e2er parts are pinned by git's content hash of their file at the commit above; follow a link to read that exact version.

Templates (1)

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Specialists (15)

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Skills (42)

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Connectors (1)

· by e2er authors
ConnectorByPinned version
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Sources of the template “text-analysis”

The work the template of this run is based on, draws from or cites, as the template file names it. A source says where an idea came from; it does not say its authors endorse this study.

Methods

Ted Dunning (1993). Accurate Methods for the Statistics of Surprise and Coincidence. Computational Linguistics 19(1), 61-74.

Paul Rayson and Roger Garside (2000). Comparing corpora using frequency profiling. Proceedings of the Workshop on Comparing Corpora (ACL 2000), 1-6.

Andrew Hardie (2014). Log Ratio - an informal introduction. ESRC Centre for Corpus Approaches to Social Science (CASS), Lancaster University.

Kenneth Ward Church and Patrick Hanks (1990). Word Association Norms, Mutual Information, and Lexicography. Computational Linguistics 16(1), 22-29.

David M. Blei, Andrew Y. Ng and Michael I. Jordan (2003). Latent Dirichlet Allocation. Journal of Machine Learning Research 3, 993-1022.

Daniel D. Lee and H. Sebastian Seung (1999). Learning the parts of objects by non-negative matrix factorization. Nature 401(6755), 788-791.

Derek Greene, Derek O'Callaghan and Pádraig Cunningham (2014). How Many Topics? Stability Analysis for Topic Models. Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2014), Lecture Notes in Computer Science, 498-513.

Justin Grimmer and Brandon M. Stewart (2013). Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts. Political Analysis 21(3), 267-297.

Matthew Gentzkow, Bryan Kelly and Matt Taddy (2019). Text as Data. Journal of Economic Literature 57(3), 535-574.

Cite e2er with this dossier

A paper produced with e2er gives one reference for e2er: this dossier. It credits everyone listed above.

@misc{e2er-f27c22ef8543e727,
  title        = {e2er dossier for "How did the vocabulary of weather (rain, wind, storm, fog, snow, sun, cloud a..."},
  author       = {{e2er}},
  year         = {2026},
  howpublished = {\url{https://e2er.org/d/f27c22ef8543e727}},
  note         = {Workflow, templates, specialists, skills, connectors and models used, pinned by content hash. Dossier sha256:f27c22ef8543e7274531ed5f890d6bc231980e1b5254529ed24ad56a28bf7d57}
}