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The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ParserError
Message:      Error tokenizing data. C error: Expected 1 fields in line 8, saw 4

Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 244, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 4523, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2768, in _head
                  return next(iter(self.iter(batch_size=n)))
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2972, in iter
                  for key, pa_table in ex_iterable.iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2483, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 547, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 430, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/csv/csv.py", line 198, in _generate_tables
                  for batch_idx, df in enumerate(csv_file_reader):
                                       ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/pandas/io/parsers/readers.py", line 1843, in __next__
                  return self.get_chunk()
                         ~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/pandas/io/parsers/readers.py", line 1985, in get_chunk
                  return self.read(nrows=size)
                         ~~~~~~~~~^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/pandas/io/parsers/readers.py", line 1923, in read
                  ) = self._engine.read(  # type: ignore[attr-defined]
                      ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      nrows
                      ^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/pandas/io/parsers/c_parser_wrapper.py", line 234, in read
                  chunks = self._reader.read_low_memory(nrows)
                File "pandas/_libs/parsers.pyx", line 850, in pandas._libs.parsers.TextReader.read_low_memory
                File "pandas/_libs/parsers.pyx", line 905, in pandas._libs.parsers.TextReader._read_rows
                File "pandas/_libs/parsers.pyx", line 874, in pandas._libs.parsers.TextReader._tokenize_rows
                File "pandas/_libs/parsers.pyx", line 891, in pandas._libs.parsers.TextReader._check_tokenize_status
                File "pandas/_libs/parsers.pyx", line 2061, in pandas._libs.parsers.raise_parser_error
              pandas.errors.ParserError: Error tokenizing data. C error: Expected 1 fields in line 8, saw 4

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Hebrew Bible Speaker Layer

Who speaks where in the Hebrew Bible: every quotation, its speaker, its edges on the Hebrew words, and the quotations inside quotations, on MACULA Hebrew's words and on the clause segments of the Hebrew Bible Clause Layout.

Release v0.10, built 2026-10-19
Quotations 3,917 outer, 1,268 inside other quotations
Clause segments in a quotation 46,086 of 89,940
Clause segments from the clause layout's segmentation 8977039d6ddb5383 (the same in every clause-layout release since v0.22)
Review 139 reviewed changes, each with its reason (review.tsv)
Licence CC BY 4.0

Files

  • quotations.tsv: one row per quotation.
  • segments/<BOOK>.tsv: one row per clause segment of the clause layout.
  • corrections.tsv: the hand corrections, each with the reason the Hebrew text gives.
  • review.tsv: the changes from the review of doubtful passages, each with its reason, its source and a confidence.
  • prophets.tsv: the prophet of each prophetic book, as its heading names him (the frame there).
  • parallels.tsv: where parallel texts (Samuel-Kings and Chronicles, Isa 36-39 and 2 Kgs 18-20, Ps 18 and 2 Sam 22 …) differ in level or speaker.
  • report.md: the build's figures and its lists of doubtful places.
  • hebrew-speaker-layer-v0.10.tar.gz: all of the above in one pinned download; SHA256SUMS.

quotations.tsv

Column
id the quotation: q… from Clear's data, L… added from the clause layout, S… a song or speech, N… a song its inquit announces, W… a quotation the layer puts around others (God's words in the prophets, a relayed message, a psalm opened by an inquit), R… added by a review row; a suffix (.1, .m2, .t3, .i4, .r5) marks a quotation inside the one before it
level, parent 1 for an outermost quotation; a quotation inside another is one level deeper and names it as parent
speaker in English, Glyssen's character names where possible ("God", "Moses", "Abraham's chief servant"); "(the one addressed)", "(he/she)", "(they)" where the Hebrew gives no name
speaker_hebrew for nested quotations: the subject of the inquit, as MACULA lemmas
divine Y when the speaker is God
quote_type, basis where the quotation comes from: Clear's data (block, referent, character), the clause layout (layout), the translations' votes (translations), a saying verb inside a quotation (inner inquit), God's words in the prophets (oracle), a messenger formula (messenger formula, relayed message, commanded message), a song (song, voice), a psalm title (titled psalm), a hand correction (correction), a review row (review)
first, last the first and last word, MACULA word keys (12 digits: book, chapter, verse, word, part)
from, to the verses, Hebrew numbering
start_fit, end_fit how the edges fit the clause segments
inquit the line that opens a nested quotation

segments/.tsv

Column
chapter, verse, seg, clause_key the clause segment, as in the clause layout
quotation, level, speaker the innermost quotation the segment stands in, its level (0: none), its speaker
share the share of the segment's words in that quotation
frame the speaker of a text that is speech from its first line, as a field rather than a level: a psalm's psalmist (the name in its title, "לְדָוִד", else "Psalmist"); in the prophetic books the prophet; a first-person account's narrator (Ezra 9, Neh 13, Dan 8-10) and Nebuchadnezzar's letter (Dan 4)

Every segment's quotation is in quotations.tsv at the segment's level, and every parent holds its quotation.

Two readings of the prophets

In a prophetic book the frame is the prophet, and God's words are always a quotation (level 1, or deeper inside a message). So the levels can be read two ways:

  • levels alone: the book as a text with God's words quoted in it (Ezek 6:2 level 1, Amos 3:8, the prophet's own words, level 0);
  • the frame counted as a level: the book as the prophet's speech with God's words quoted in it, as unfoldingWord's translationNotes read it (Ezek 6:2 level 2, Amos 3:8 level 1).

Translations and reference works differ here, from book to book and within a book; the layer carries both and leaves the choice to the user.

How it is made

  1. The outer quotations are Clear's "MACULA Quotation and Speaker Data": quotation spans with speakers, projected from an English translation's quotation marks onto MACULA's Hebrew words through the word alignment, with one speaker per quotation.
  2. Refined on the Hebrew:
    • a quotation that starts on its own inquit ("וַתֹּאמֶר", "לֵאמֹר") starts after it, and one that ends on the next inquit ends before it;
    • an edge that only leaves out a prefix, particle or suffix of a clause segment ("הֲ", "וְ", the article, "כִּי", "הִנֵּה", a pronoun suffix: the English word order put the quotation mark there) moves to the segment's edge;
    • pieces of one speech are joined (the same speaker, nothing between them but a speaking formula);
    • quotations Clear lacks are added where the clause layout has speech with a first- or second-person verb (not in the first-person memoirs of Ezra and Nehemiah), and a run of three or more verses in the first or second person outside any quotation is a song or speech (1 Chr 16:8–35); a song its inquit announces ("אֶת־דִּבְרֵי הַשִּׁירָה הַזֹּאת", Deut 31:30) is one quotation of its singer.
  3. Quotations inside quotations, from three kinds of evidence:
    • the Hebrew structure: a speech the clause layout opens inside a speech when the line it hangs on introduces speech (a verb of saying, "לֵאמֹר", a messenger formula); a saying verb inside a quotation followed by direct speech ("וָאֹמַר", Deut 32:20); a messenger formula "כֹּה אָמַר X" inside a quotation; the relayed message, where "כֹּה אָמַר X" comes before a quotation (Josh 24:2, Judg 11:15: the formula line is the messenger's speech, the sender's words one level deeper), and a speaker's command to say it (Isa 36:4: three levels); a psalm whose title ends with an inquit (Ps 18);
    • a message God tells someone to deliver ("דַּבֵּר אֶל־בְּנֵי יִשְׂרָאֵל", "וְאָמַרְתָּ אֲלֵיהֶם") is a quotation inside God's speech, spoken by the one told; in the law it runs to the end of God's speech, over chapter breaks (Lev 4:2–5:13, Lev 25:2–26:45, spoken by Moses);
    • the quotation marks of nine translations, as votes on the Hebrew words: Clear's per-word depth for eight translations and the BSB's own marks, compared within each quotation (whether a translation quotes a whole speech is its convention). Most of them nesting a stretch makes it a quotation inside the speech (a saying quoted in a speech, God's words in Moses' speeches, a letter, a vision's voice); a nested stretch of the layout that has neither a speech opener nor their support is dropped (a vocative, a "כִּי" clause of the same saying), and one that runs on past their support ends there.
  4. The prophets: the frame is the book's prophet (prophets.tsv). Verse by verse, a stretch is God's words where "I" is God, and the prophet's own where "I" is the prophet (Jeremiah's laments) or God is named in the third person (Isa 11, 19); God's words that no quotation holds yet become one (basis oracle). A formula inside God's words ("נְאֻם־יְהוָה", "אָמַר יְהוָה", "לָכֵן כֹּה אָמַר יְהוָה") stays inside his quotation. Prose narrative outside any speech ends a stretch (Jer 36:4, Isa 37:36).
  5. Speakers are checked against Glyssen's characters for each verse; nested speakers are read from the Hebrew inquit (God for a divine name, a person's name matched to Glyssen's characters, the outer speaker for "I"), else from Glyssen's other character for the verse, else from "I" through MACULA's participant references.
  6. Hand corrections (corrections.tsv), each with its reason.
  7. The review rows (review.tsv) last: changes from a review of doubtful passages, each with the reason the Hebrew gives (see below).

The code is shoresh/macula/build_speaker_layer.py in bcv-commons/bcv-query.

The review

48 doubtful passages (8 of each kind: the translations split, nesting from the layout alone, God's words the layer made a quotation, parallel texts that differ, unfoldingWord's notes where the layer doesn't nest, unnamed speakers) were reviewed by two AI agents independently (Claude Opus 5.5), each given the Hebrew of the passage with the evidence as numbers (the translations' votes, the grammar, Glyssen's characters, MACULA's participant references), no English text and no BHSA, and the conventions this layer follows. Where the two agreed, their rows were taken; where they differed, a third agent decided. Each row records its source (agent:claude-opus-5-5:review-v1, +adjudicated, +rekeyed where a row was moved to the build's current quotations) and a confidence. The layer is also built without them (--no-review). A review of all doubtful passages (about 700) is planned.

How it was checked

Against BHSA, privately. The rules were developed and tuned with the help of a comparison with the ETCBC's BHSA (CC BY-NC 4.0), made privately by bcv-commons/bsb-add-books as a reference for evaluation only: only figures and failure cases in words were exchanged, and no BHSA values, codes or files are in the code or in this release. BHSA marks each clause as narrative, quotation or discourse, with nesting, and leaves many clauses undetermined (most of Ps 19, 107, 125, 127 and 133, for example).

BHSA counts a text that is speech from its start (a psalm, the laws of Exodus and Deuteronomy, many oracles) as a quotation at its top level; this layer records that as the frame field. So the figures are given three ways: A with BHSA's top level counted, B without it, and A with the frame counted as a level. Measured on v0.9 (before the formula and review fixes below), per clause segment in or out of a quotation:

Genre A B A, frame counted
All 82.1% 86.4% 91.8%
Narrative 97.9% 93.5% 98.4%
Law 87.2% 63.8% 87.2%
Prophecy 77.1% 74.2% 89.0%
Poetry 15.0% 96.9% 84.9%
Wisdom 66.6% 84.8% 66.6%

Quotations inside quotations (v0.9, by the layer's own levels): of BHSA's nested segments the layer has 54% (narrative 74%, law 88%, prophecy 40%, wisdom 43%); of the layer's, 88% are nested in BHSA too.

Quotation edges (v0.9): of the layer's starts, the share at a start in BHSA, and of BHSA's starts, the share the layer has; the same for ends:

Genre Starts Ends
Narrative 97% / 92% 96% / 93%
Law 89% / 86% 69% / 75%
Prophecy 78% / 75% 54% / 62%

The prophecy ends were low because an oracle formula inside God's words ended his quotation; this release keeps such formulas inside it, which bsb-add-books' check traced most of those ends to.

The prophets in both readings (v0.9, the share of segments at BHSA's exact level): levels alone 49%, the frame counted 46%, and the better of the two per segment 83% (v0.8: 45%). BHSA itself follows one convention in some books (levels alone in Ezekiel, Obadiah and Malachi; the frame counted in Micah, Nahum and Habakkuk) and both within others (Isaiah, Jeremiah, Zechariah). The levels are right in most of the prophets once the reading is chosen.

The review rows (v0.9 pilot): of the segments they changed, 163 moved closer to BHSA's level and 39 farther; 21 of the 39 were one row applied to the wrong quotation (2 Kgs 19:29–34), fixed in this release, and 12 a reading by convention (Amos 3:3–5, the prophet's own questions).

Our own measures for this release (bcv-query's checks):

  • unfoldingWord's translationNotes mark 647 quotations inside quotations in the OT (figs-quotesinquotes, CC BY-SA 4.0; used to measure, not as input). With the frame counted as a level, the layer nests at 87.0% of them (narrative 87.5%, law 85.5%, prophecy 87.4%, wisdom 89.7%); without the review rows 84.9% (v0.7: 54%).
  • Parallel texts, aligned word by word: 77.4% of matched words at the same level (the frame counted) and 93.4% with the same speaker. Some differences are by design (the Decalogue in Exod 20 and in Moses' speech, Deut 5).

Known gaps (open work):

  • the Rabshakeh's words in Isa 36:7b are one level deeper than in 2 Kgs 18:22;
  • a decree quoted in a letter (Ezra 6:3–12) and most levels of Nebuchadnezzar's letter (Dan 4);
  • a nested speaker named through "I" can be the outer speaker where the reference chain does not reach the quoted person (Jer 22:18);
  • the prophecy ends have not been measured against BHSA since the formula fix;
  • the review covered 48 passages of about 700 doubtful ones.

Sources and licence

Part Source Licence
Quotations and speakers Clear's "MACULA Quotation and Speaker Data", © 2023 Clear Bible, Inc. CC BY 4.0
Character names per verse Glyssen CharacterVerse.txt, © 2014–2020 SIL LSDev and Faith Comes By Hearing MIT
Hebrew words, syntax MACULA Hebrew (Clear Bible / Biblica) CC BY 4.0
Clause segments Hebrew Bible Clause Layout (bcv-commons) CC BY-SA 4.0 (the segments are referenced by key)
Names of persons STEPBible TIPNR (Tyndale House) CC BY 4.0
Quotation depth per word in eight translations (numbers only) Clear's alignment-quotations, Clear-Bible/speaker-quotations @ b09e308a3a1a CC BY 4.0
The BSB's quotation marks per Hebrew word Berean Standard Bible Translation Tables public domain
Participant references MACULA Hebrew (Clear Bible / Biblica) CC BY 4.0
Review rows written by AI agents (Claude Opus 5.5) from the Hebrew and the evidence above, under bcv-commons' conventions part of this layer
This layer bcv-commons CC BY 4.0

Attribution when you use this dataset:

Hebrew Bible Speaker Layer (v0.10), bcv-commons, CC BY 4.0. Quotations and speakers: MACULA Quotation and Speaker Data, Clear Bible, Inc. (CC BY 4.0). Character names: Glyssen, SIL / FCBH (MIT). Syntax: MACULA Hebrew, Clear Bible / Biblica (CC BY 4.0).

Corrections and feedback

Hebrew readers are invited to refine the layer: a correction is a row in corrections.tsv (the quotation's first word, the field, the new value, and the reason the Hebrew text gives). Corrections to the review rows are welcome the same way. Issues and requests: bcv-commons/bcv-query.

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