Spaces:
Running
Running
File size: 13,198 Bytes
e8b46b5 24ad2d2 704d2a2 1055fe1 704d2a2 1055fe1 704d2a2 f4b6b63 704d2a2 f4b6b63 704d2a2 f4b6b63 704d2a2 7a2fc08 704d2a2 f4b6b63 704d2a2 f4b6b63 704d2a2 f4b6b63 704d2a2 f4b6b63 704d2a2 7a2fc08 704d2a2 e8b46b5 704d2a2 f4b6b63 704d2a2 1055fe1 704d2a2 f4b6b63 1055fe1 704d2a2 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 |
#!/usr/bin/env python3
"""
extract_red_text.py
"""
from __future__ import annotations
import json
import re
import sys
import logging
from collections import defaultdict
from typing import List, Dict, Optional, Any
# attempt to import python-docx (document processing)
try:
from docx import Document
from docx.oxml.ns import qn
from docx.shared import RGBColor
except Exception as e:
raise RuntimeError("python-docx is required. Install with: pip install python-docx") from e
# ------------------------------
# Import master_key GLOBAL_SETTINGS and optional EXTRA_HEADER_SYNONYMS
# ------------------------------
try:
import master_key as mk
GLOBAL_SETTINGS = getattr(mk, "GLOBAL_SETTINGS", {})
EXTRA_HEADER_SYNONYMS = getattr(mk, "EXTRA_HEADER_SYNONYMS", None)
except Exception:
GLOBAL_SETTINGS = {
"normalize": {
"lower": True,
"strip_punctuation": True,
"collapse_whitespace": True,
"replace_smart_dashes": True
},
"ocr_repair_rules": [
(r"\s*\(\s*Yes\s*/\s*No\s*\)", " (Yes/No)"),
(r"R[e3]gistrat[i1]on", "Registration"),
(r"Prin?t", "Print"),
(r"Accredi[ta]tion", "Accreditation"),
(r"[^\w\s\-\&\(\)\/:]", " "),
],
"split_on": [" – ", " - ", ";", "\n", " / "],
"date_like_pattern": r"^\s*(\d{1,2}(st|nd|rd|th)?\s+[A-Za-z]+|\d{1,2}\/\d{1,2}\/\d{2,4}|\d{1,2}\.\d{1,2}\.\d{2,4}|\d{1,2}\s+[A-Za-z]{3,})",
"fuzzy_thresholds": {"high_priority": 70, "medium_priority": 60, "low_priority": 45},
"fuzzy_algorithm": "token_set_ratio",
}
EXTRA_HEADER_SYNONYMS = None
# Provide an internal default synonyms map (compact keys -> canonical label)
# This is used only if master_key.EXTRA_HEADER_SYNONYMS is not defined.
_DEFAULT_EXTRA_HEADER_SYNONYMS = {
# Compact key: canonical label
# Examples from your logs (long/noisy headers)
"roadworthinesscertificatesapplicableforentryaudit": "Roadworthiness Certificates",
"roadworthinesscertificates": "Roadworthiness Certificates",
"rfsuspensioncertificationn/aifnotapplicable": "RFS Suspension Certification #",
"rfsuspensioncertification": "RFS Suspension Certification #",
"maintenanceRecordsrecorddaterangeofrecordsreviewed".lower(): "Maintenance Records",
"maintenancerecords": "Maintenance Records",
"faultrecordingreportingonsuspensionsystemdaterange".lower(): "Fault Recording/ Reporting",
"faultrecordingreporting": "Fault Recording/ Reporting",
"faultrepairdaterange": "Fault Repair",
"triprecordsdaterange": "Trip Records",
# Add common variations
"registrationnumber": "Registration Number",
"registrationnumbernumber": "Registration Number",
"subcontractor(yesno)": "Sub-contractor (Yes/No)",
"sub-contractor(yes/no)": "Sub-contractor (Yes/No)",
"nhvrorexemplarglobalauditorregistrationnumber": "NHVR or Exemplar Global Auditor Registration Number",
"printname": "Print Name",
"print": "Print Name",
}
# If mk provided EXTRA_HEADER_SYNONYMS, use it (but ensure keys are compacted similarly)
if EXTRA_HEADER_SYNONYMS is None:
EXTRA_HEADER_SYNONYMS = _DEFAULT_EXTRA_HEADER_SYNONYMS
# ------------------------------
# Logging
# ------------------------------
logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s: %(message)s")
log = logging.getLogger("extract_red_text")
# ------------------------------
# Normalization & OCR-repair utilities (aligned to GLOBAL_SETTINGS)
# ------------------------------
def _apply_ocr_repair_rules(text: str) -> str:
s = text or ""
for pat, repl in GLOBAL_SETTINGS.get("ocr_repair_rules", []):
try:
s = re.sub(pat, repl, s, flags=re.I)
except re.error:
# skip invalid rule
continue
return s
def _normalize_text(text: str) -> str:
"""Normalize text according to GLOBAL_SETTINGS (readable normalized form)."""
s = _apply_ocr_repair_rules(text or "")
norm_cfg = GLOBAL_SETTINGS.get("normalize", {})
if norm_cfg.get("replace_smart_dashes", False):
s = s.replace("–", "-").replace("—", "-")
if norm_cfg.get("lower", False):
s = s.lower()
if norm_cfg.get("strip_punctuation", False):
# keep hyphen, ampersand, parentheses, slash, colon; drop other punctuation
s = re.sub(r"[^\w\s\-\&\(\)\/:]", " ", s)
if norm_cfg.get("collapse_whitespace", False):
s = re.sub(r"\s+", " ", s)
return s.strip()
def _compact_key(text: str) -> str:
"""Create compact key (no non-word chars) for deterministic lookup."""
if text is None:
return ""
normalized = _normalize_text(text)
return re.sub(r"[^\w]", "", normalized)
def map_header_using_extra_synonyms(header_text: str) -> Optional[str]:
"""
Try deterministic mapping using EXTRA_HEADER_SYNONYMS.
Return canonical label if found, else None.
"""
if not header_text:
return None
normalized = _normalize_text(header_text)
compact = _compact_key(header_text)
# try compact key
if compact in EXTRA_HEADER_SYNONYMS:
return EXTRA_HEADER_SYNONYMS[compact]
# try normalized key directly
if normalized in EXTRA_HEADER_SYNONYMS:
return EXTRA_HEADER_SYNONYMS[normalized]
# also try case-insensitive match on keys
for k, v in EXTRA_HEADER_SYNONYMS.items():
if k.lower() == normalized.lower() or k.lower() == compact.lower():
return v
return None
# ------------------------------
# Helpers to detect red font runs robustly
# ------------------------------
def _run_is_red(run) -> bool:
"""
Detect if a run is red. python-docx represents color by run.font.color.
We check RGB if available, or theme color 'red' as fallback.
"""
try:
color = run.font.color
if color is None:
return False
# If RGB is specified
rgb = getattr(color, "rgb", None)
if rgb is not None:
# rgb is a docx.shared.RGBColor or similar. Representable as 'FF0000' or integer tuple
hexval = ''.join("{:02X}".format(c) for c in rgb) if isinstance(rgb, (tuple, list)) else str(rgb)
# accept strings containing 'FF0000' or '0000FF'? (we want red)
# Accept any color where red component is high and others low-ish
try:
# If hex-like 'FF0000' -> interpret
hex_clean = re.sub(r"[^0-9A-Fa-f]", "", hexval)
if len(hex_clean) >= 6:
r = int(hex_clean[-6:-4], 16)
g = int(hex_clean[-4:-2], 16)
b = int(hex_clean[-2:], 16)
if r >= 150 and g < 120 and b < 120:
return True
except Exception:
pass
# fallback: theme color or color.theme_color value
theme_color = getattr(color, "theme_color", None)
if theme_color:
try:
if str(theme_color).lower().find("red") != -1:
return True
except Exception:
pass
except Exception:
pass
# final heuristic: if run.font.color.rgb as string contains 'FF' prefix and '00' for others
try:
if hasattr(run.font.color, "rgb") and run.font.color.rgb is not None:
s = str(run.font.color.rgb)
if "FF" in s and "0000" in s:
return True
except Exception:
pass
return False
# ------------------------------
# Extraction: paragraphs, headings, tables
# ------------------------------
def extract_from_docx(path: str) -> Dict[str, Any]:
doc = Document(path)
headings: List[str] = []
paragraphs_red: List[Dict[str, Any]] = []
red_runs: List[Dict[str, Any]] = []
tables_out: List[Dict[str, Any]] = []
# extract headings and paragraphs with red runs
for p_index, para in enumerate(doc.paragraphs):
text = para.text or ""
# identify heading level from style name if available
style_name = getattr(para.style, "name", "") if para.style is not None else ""
is_heading = bool(re.search(r"Heading\s*\d+|HEADING|TITLE|SUBTITLE", style_name, flags=re.I)) or bool(re.search(r"^(MAINTENANCE|MASS|FATIGUE|NHVAS|Vehicle Registration|CORRECTIVE)", text, flags=re.I))
if is_heading:
headings.append(text.strip())
# gather red runs in this paragraph
paragraph_red_texts = []
char_cursor = 0
for run in para.runs:
run_text = run.text or ""
run_len = len(run_text)
if _run_is_red(run) and run_text.strip():
# store a red run entry
rr = {
"text": run_text,
"paragraph_index": p_index,
"char_index": char_cursor,
"style_name": style_name
}
red_runs.append(rr)
paragraph_red_texts.append(run_text)
char_cursor += run_len
if paragraph_red_texts:
paragraphs_red.append({
"paragraph_index": p_index,
"text": text,
"red_texts": paragraph_red_texts,
"style_name": style_name
})
# extract tables
for t_index, table in enumerate(doc.tables):
# convert table to simple cell-text matrix
nrows = len(table.rows)
ncols = max(len(row.cells) for row in table.rows) if nrows > 0 else 0
headers = []
rows_text = []
rows_red_cells = []
# Attempt to treat first row as header if cells look like headers (bold or all-caps)
header_row = table.rows[0] if nrows > 0 else None
# build header texts & apply header mapping
if header_row:
for c_idx, cell in enumerate(header_row.cells):
cell_text = cell.text.strip()
# normalize & map using EXTRA_HEADER_SYNONYMS
mapped = map_header_using_extra_synonyms(cell_text)
if mapped:
header_label = mapped
else:
header_label = cell_text
headers.append(header_label)
# process all rows -> list of lists
for r_i, row in enumerate(table.rows):
row_texts = []
row_reds = []
for c_i, cell in enumerate(row.cells):
ct = cell.text.strip()
# gather red text from runs in this cell
red_in_cell = []
# docx cell may have paragraphs
for cpara in cell.paragraphs:
for run in cpara.runs:
if _run_is_red(run) and (run.text or "").strip():
red_in_cell.append((run.text or "").strip())
# compact red text into a single string if multiple runs present
red_text_joined = " ".join(red_in_cell) if red_in_cell else None
row_texts.append(ct)
row_reds.append(red_text_joined)
rows_text.append(row_texts)
rows_red_cells.append(row_reds)
tables_out.append({
"table_index": t_index,
"nrows": nrows,
"ncols": ncols,
"headers": headers,
"rows": rows_text,
"red_cells": rows_red_cells
})
# assemble output structure
out = {
"headings": headings,
"paragraphs": paragraphs_red,
"tables": tables_out,
"red_runs": red_runs,
# helpful metadata for downstream processing
"meta": {
"source_file": path,
"total_headings": len(headings),
"total_red_paragraphs": len(paragraphs_red),
"total_tables": len(tables_out),
"total_red_runs": len(red_runs)
}
}
return out
# ------------------------------
# Command-line interface
# ------------------------------
def main(argv):
if len(argv) < 3:
print("Usage: python extract_red_text.py input.docx output.json")
sys.exit(2)
input_docx = argv[1]
output_json = argv[2]
log.info("Extracting red text from: %s", input_docx)
try:
result = extract_from_docx(input_docx)
except Exception as exc:
log.exception("Failed to extract from docx: %s", exc)
raise
# Save JSON pretty-printed for debugging by default
try:
with open(output_json, "w", encoding="utf-8") as fh:
json.dump(result, fh, ensure_ascii=False, indent=2)
log.info("Saved extracted word JSON to: %s", output_json)
except Exception:
log.exception("Failed to write output JSON to %s", output_json)
raise
# Print a short summary for logs / quick verification
log.info("Headings found: %d, Red paragraphs: %d, Tables: %d, Red runs: %d",
len(result.get("headings", [])),
len(result.get("paragraphs", [])),
len(result.get("tables", [])),
len(result.get("red_runs", []))
)
if __name__ == "__main__":
main(sys.argv) |