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Upload read_pdf.py
Browse files- lib/read_pdf.py +191 -0
lib/read_pdf.py
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| 1 |
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import pdfplumber
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import re
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# Extract text as paragraph delimiter without tables and graphs
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def extract_and_format_paragraphs(pdf_path):
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"""Extract and format paragraphs from a PDF text, applying filters to remove headers, footnotes, and specific sections."""
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# Define patterns for headers, footnotes, and specific lines
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header_pattern = re.compile(r"^(ECB-PUBLIC|Title|Document|Header)", re.IGNORECASE)
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footer_pattern = re.compile(r"^(Page \d+ of \d+|Footer|Document|Note:|Source:|the 75th and 25th percentiles|\|\d+)", re.IGNORECASE)
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footnote_pattern = re.compile(r"^\d+ \d{1} ", re.IGNORECASE) # Footnotes start with a number followed by a space
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start_marker_pattern = re.compile(r"^Chart", re.IGNORECASE)
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end_marker_pattern = re.compile(r"^(Source:|Note:)", re.IGNORECASE)
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# Define common abbreviations and patterns that should not be considered as end-of-sentence
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#exceptions_pattern = re.compile(r'\b(e\.g|i\.e\.|etc\.|a\.k\.a\.)\b', re.IGNORECASE)
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def remove_abbreviation_periods(text):
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# Define regex patterns for common abbreviations where periods should be ignored
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abbreviations = [
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r'\b(?:e\.g|i\.e|a\.m|p\.m|U\.S|J\.R\.R|Dr|Mr|Ms|Mrs|Jr|Sr)\b'
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]
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for abbr in abbreviations:
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# Remove periods in abbreviations at the end of the text
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text = re.sub(f'({abbr})\.', r'\1', text)
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return text
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def is_end_of_sentence(text):
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# Strip leading and trailing whitespace
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text = text.strip()
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# Remove periods in common abbreviations from the end of the text
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text = remove_abbreviation_periods(text)
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# Define regex patterns for sentence-ending punctuation
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sentence_end_re = re.compile(r'[\.\!\?]\s*$')
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# Check if the text ends with sentence-ending punctuation
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return bool(sentence_end_re.search(text))
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def clean_text(text):
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"""Remove unnecessary line breaks, extra spaces, and filter out headers, footnotes, and specific sections."""
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lines = text.split('\n')
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filtered_lines = []
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in_removal_section = False
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paragraph_lines = []
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def is_footnote_line(line):
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"""Check if a line matches the footnote pattern."""
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return footnote_pattern.match(line)
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def append_line_to_paragraph(line):
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"""Append the line to the paragraph, handling line breaks and footnotes."""
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if paragraph_lines and not is_end_of_sentence(paragraph_lines[-1]):
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# This line is a continuation of the previous one
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paragraph_lines[-1] += ' ' + line.strip()
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else:
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# Start a new line in the paragraph
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paragraph_lines.append(line.strip())
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skip_line = False
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for line in lines:
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# Check for start and end markers
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if start_marker_pattern.match(line):
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in_removal_section = True
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if in_removal_section and end_marker_pattern.match(line):
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in_removal_section = False
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continue
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# Handle footnotes
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if is_footnote_line(line):
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skip_line = True
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continue
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if skip_line:
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if is_end_of_sentence(line):
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skip_line = False
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continue
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# Filter out headers and footers
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if not header_pattern.match(line) and \
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not footer_pattern.match(line) and \
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not in_removal_section:
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# Remove unnecessary line breaks and append line to paragraph_lines
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if line.strip():
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append_line_to_paragraph(line)
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# Join all paragraph lines into a single paragraph text, removing unnecessary newlines
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cleaned_paragraphs = "\n".join(paragraph_lines)
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return cleaned_paragraphs
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full_text = ""
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previous_page_text = ""
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with pdfplumber.open(pdf_path) as pdf:
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for page in pdf.pages:
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page_text = page.extract_text()
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if page_text:
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# Clean and format the page text
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cleaned_text = clean_text(page_text)
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# Handle text from previous page
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if previous_page_text:
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# Check if the previous page text ends with punctuation
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if not is_end_of_sentence(previous_page_text):
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# Append the current page text to previous page text
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previous_page_text += " " + cleaned_text
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else:
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# Add previous page text to full text
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full_text += previous_page_text + "\n"
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# Reset previous page text
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previous_page_text = cleaned_text
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else:
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previous_page_text = cleaned_text
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# Add remaining text from the last page
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if previous_page_text:
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full_text += previous_page_text
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return full_text.strip()
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# Cleaning: cut unecessary information such as annex and intro
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def find_text_range(text, start_keyword, end_keywords):
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"""Find the text range between start and multiple end keywords."""
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| 124 |
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start_index = text.lower().find(start_keyword.lower())
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| 126 |
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if start_index == -1:
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raise ValueError(f"Start keyword '{start_keyword}' not found in the text.")
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| 128 |
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| 129 |
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# Find the earliest occurrence of any end keyword
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end_index = len(text) # Default to end of text
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| 131 |
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for end_keyword in end_keywords:
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keyword_index = text.lower().find(end_keyword.lower())
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| 133 |
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if keyword_index != -1 and keyword_index < end_index:
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end_index = keyword_index
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| 135 |
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| 136 |
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return start_index, end_index
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| 137 |
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| 138 |
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def extract_relevant_text(text, start_index, end_index):
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| 139 |
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"""Extract text from the start index to the end index."""
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| 140 |
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return text[start_index:end_index].strip()
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| 141 |
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# Split paragraphs into list of paragraphs
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| 142 |
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def split_text_into_paragraphs(extracted_text, min_length):
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| 143 |
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"""
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| 144 |
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Split the extracted text into paragraphs based on newlines, and merge single-sentence paragraphs.
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"""
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| 146 |
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# Split the text into paragraphs based on newlines
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paragraphs = re.split(r'\n+', extracted_text.strip())
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| 148 |
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| 149 |
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def is_end_of_sentence(text):
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| 150 |
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"""Check if the text ends with punctuation indicating the end of a sentence."""
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| 151 |
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return bool(re.search(r'[.!?]$', text.strip()))
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| 152 |
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| 153 |
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def count_sentences(text):
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| 154 |
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"""Count the number of sentences in a text."""
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| 155 |
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return len(re.split(r'(?<=[.!?])\s+', text.strip()))
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| 156 |
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| 157 |
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def merge_single_sentence_paragraphs(paragraphs):
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| 158 |
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"""Merge single-sentence paragraphs with the next paragraph if necessary."""
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| 159 |
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merged_paragraphs = []
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| 160 |
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i = 0
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| 161 |
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while i < len(paragraphs):
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| 162 |
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para = paragraphs[i].strip()
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| 163 |
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if not para:
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i += 1
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| 165 |
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continue
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| 166 |
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| 167 |
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if count_sentences(para) == 1 and i + 1 < len(paragraphs):
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| 168 |
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# Check if the next paragraph should be merged with the current one
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| 169 |
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next_para = paragraphs[i + 1].strip()
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| 170 |
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if next_para:
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| 171 |
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# Merge single-sentence paragraph with the next paragraph
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| 172 |
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merged_paragraphs.append(para + ' ' + next_para)
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| 173 |
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i += 2 # Skip the next paragraph since it has been merged
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| 174 |
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else:
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| 175 |
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# If the next paragraph is empty, just add the current paragraph
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| 176 |
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merged_paragraphs.append(para)
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| 177 |
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i += 1
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else:
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| 179 |
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# Add the current paragraph if it has more than one sentence or is the last one
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| 180 |
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merged_paragraphs.append(para)
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i += 1
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| 183 |
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return merged_paragraphs
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| 184 |
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| 185 |
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# Filter out paragraphs that are too short
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| 186 |
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filtered_paragraphs = [p for p in paragraphs if len(p.strip()) > min_length]
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| 187 |
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| 188 |
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# Merge single-sentence paragraphs
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| 189 |
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final_paragraphs = merge_single_sentence_paragraphs(filtered_paragraphs)
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| 190 |
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return final_paragraphs
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