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feat: add partition_docx
for Word documents (#131)
* first pass on docx parsing * linting, linting, linting * test docx with filename * added documentation * more tests; version bump * typo * another typo * another typo! * it -> its * save -> saved * remove None since it's the default argument
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## 0.3.6-dev0
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## 0.3.6-dev1
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* Cleaning brick for removing ordered bullets `clean_ordered_bullets`.
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* Extract brick method for ordered bullets `extract_ordered_bullets`.
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* Test for `clean_ordered_bullets`.
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* Test for `extract_ordered_bullets`.
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* Added `partition_docx` for pre-processing Word Documents.
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## 0.3.5
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@ -14,6 +14,36 @@ The partitioning bricks in ``unstructured`` differentiate between different sect
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of text in a document. For example, the partitioning bricks can help distinguish between
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titles, narrative text, and tables.
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``partition_docx``
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------------------
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The ``partition_docx`` partitioning brick pre-processes Microsoft Word documents
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saved in the ``.docx`` format. This staging brick uses a combination of the styling
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information in the document and the structure of the text to determine the type
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of a text element. The ``partition_docx`` can take a filename or file-like object
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as input, as shown in the two examples below.
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Examples:
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.. code:: python
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import docx
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from unstructured.partition.docx import partition_docx
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document = docx.Document()
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document.add_paragraph("Important Analysis", style="Heading 1")
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document.add_paragraph("Here is my first thought.", style="Body Text")
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document.add_paragraph("Here is my second thought.", style="Normal")
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document.save("mydoc.docx")
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elements = partition_docx(filename="mydoc.docx")
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with open("mydoc.docx", "rb") as f:
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elements = partition_docx(file=f)
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``partition_html``
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---------------------
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@ -329,7 +359,7 @@ Examples:
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``clean_ordered_bullets``
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-----------------
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-------------------------
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Remove alpha-numeric bullets from the beginning of text up to three “sub-section” levels.
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72
test_unstructured/partition/test_docx.py
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72
test_unstructured/partition/test_docx.py
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import os
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import pytest
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import docx
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from unstructured.documents.elements import ListItem, NarrativeText, Title, Text
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from unstructured.partition.docx import partition_docx
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@pytest.fixture
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def mock_document():
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document = docx.Document()
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document.add_paragraph("These are a few of my favorite things:", style="Heading 1")
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# NOTE(robinson) - this should get picked up as a list item due to the •
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document.add_paragraph("• Parrots", style="Normal")
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document.add_paragraph("Hockey", style="List Bullet")
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# NOTE(robinson) - this should get picked up as a title
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document.add_paragraph("Analysis", style="Normal")
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# NOTE(robinson) - this should get dropped because it is empty
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document.add_paragraph("", style="Normal")
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# NOTE(robinson) - this should get picked up as a narrative text
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document.add_paragraph("This is my first thought. This is my second thought.", style="Normal")
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document.add_paragraph("This is my third thought.", style="Body Text")
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# NOTE(robinson) - this should just be regular text
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document.add_paragraph("2023")
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return document
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@pytest.fixture
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def expected_elements():
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return [
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Title("These are a few of my favorite things:"),
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ListItem("Parrots"),
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ListItem("Hockey"),
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Title("Analysis"),
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NarrativeText("This is my first thought. This is my second thought."),
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NarrativeText("This is my third thought."),
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Text("2023"),
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]
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def test_partition_docx_with_filename(mock_document, expected_elements, tmpdir):
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filename = os.path.join(tmpdir.dirname, "mock_document.docx")
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mock_document.save(filename)
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elements = partition_docx(filename=filename)
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assert elements == expected_elements
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def test_partition_docx_with_file(mock_document, expected_elements, tmpdir):
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filename = os.path.join(tmpdir.dirname, "mock_document.docx")
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mock_document.save(filename)
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with open(filename, "rb") as f:
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elements = partition_docx(file=f)
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assert elements == expected_elements
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def test_partition_docx_raises_with_both_specified(mock_document, tmpdir):
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filename = os.path.join(tmpdir.dirname, "mock_document.docx")
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mock_document.save(filename)
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with open(filename, "rb") as f:
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with pytest.raises(ValueError):
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partition_docx(filename=filename, file=f)
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def test_partition_docx_raises_with_neither():
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with pytest.raises(ValueError):
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partition_docx()
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@ -1 +1 @@
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__version__ = "0.3.6-dev0" # pragma: no cover
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__version__ = "0.3.6-dev1" # pragma: no cover
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112
unstructured/partition/docx.py
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112
unstructured/partition/docx.py
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from typing import IO, List, Optional
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import docx
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from unstructured.cleaners.core import clean_bullets
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from unstructured.documents.elements import Element, ListItem, NarrativeText, Text, Title
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from unstructured.partition.text_type import (
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is_bulleted_text,
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is_possible_narrative_text,
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is_possible_title,
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)
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# NOTE(robinson) - documentation on built in styles can be found at the link below
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# ref: https://python-docx.readthedocs.io/en/latest/user/
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# styles-understanding.html#paragraph-styles-in-default-template
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STYLE_TO_ELEMENT_MAPPING = {
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"Body Text": NarrativeText,
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"Body Text 2": NarrativeText,
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"Body Text 3": NarrativeText,
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"Caption": Text, # TODO(robinson) - add caption element type
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"Heading 1": Title,
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"Heading 2": Title,
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"Heading 3": Title,
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"Heading 4": Title,
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"Heading 5": Title,
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"Heading 6": Title,
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"Heading 7": Title,
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"Heading 8": Title,
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"Heading 9": Title,
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"Intense Quote": Text, # TODO(robinson) - add quote element type
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"List": ListItem,
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"List 2": ListItem,
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"List 3": ListItem,
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"List Bullet": ListItem,
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"List Bullet 2": ListItem,
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"List Bullet 3": ListItem,
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"List Continue": ListItem,
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"List Continue 2": ListItem,
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"List Continue 3": ListItem,
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"List Number": ListItem,
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"List Number 2": ListItem,
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"List Number 3": ListItem,
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"List Paragraph": ListItem,
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"Macro Text": Text,
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"No Spacing": Text,
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"Quote": Text, # TODO(robinson) - add quote element type
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"Subtitle": Title,
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"TOCHeading": Title,
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"Title": Title,
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}
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def partition_docx(filename: Optional[str] = None, file: Optional[IO] = None) -> List[Element]:
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"""Partitions Microsoft Word Documents in .docx format into its document elements.
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Parameters
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----------
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filename
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A string defining the target filename path.
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file
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A file-like object using "rb" mode --> open(filename, "rb").
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"""
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if not any([filename, file]):
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raise ValueError("One of filename or file must be specified.")
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if filename is not None and not file:
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document = docx.Document(filename)
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elif file is not None and not filename:
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document = docx.Document(file)
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else:
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raise ValueError("Only one of filename or file can be specified.")
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elements: List[Element] = []
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for paragraph in document.paragraphs:
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element = _paragraph_to_element(paragraph)
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if element is not None:
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elements.append(element)
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return elements
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def _paragraph_to_element(paragraph: docx.text.paragraph.Paragraph) -> Optional[Text]:
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"""Converts a docx Paragraph object into the appropriate unstructured document element.
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If the paragaraph style is "Normal" or unknown, we try to predict the element type from the
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raw text."""
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text = paragraph.text
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style_name = paragraph.style.name
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element_class = STYLE_TO_ELEMENT_MAPPING.get(style_name)
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# NOTE(robinson) - The "Normal" style name will return None since it's in the mapping.
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# Unknown style names will also return None
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if element_class is None:
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return _text_to_element(text)
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else:
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return element_class(text)
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def _text_to_element(text: str) -> Optional[Text]:
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"""Converts raw text into an unstructured Text element."""
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if is_bulleted_text(text):
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return ListItem(text=clean_bullets(text))
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if len(text) < 2:
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return None
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elif is_possible_narrative_text(text):
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return NarrativeText(text)
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elif is_possible_title(text):
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return Title(text)
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else:
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return Text(text)
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