Spaces:
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Update app.py
Browse files
app.py
CHANGED
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@@ -28,7 +28,7 @@ Included (data-driven, no institution names):
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(two money tokens, tight gap) into two cells so classifiers can see a balance column.
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- thead uses th only; degenerate empty/sparse non-financial tables are dropped.
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-
Configure GLMOCR_API_KEY (environment
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pymupdf + pillow installed.
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"""
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@@ -94,6 +94,12 @@ PAD_RIGHT_FRAC = 0.10
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PAD_TOP_FRAC = 0.018
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PAD_BOTTOM_FRAC = 0.018
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ENABLE_CONTRAST = True
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# Slight contrast lift only; same factor for every file.
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CONTRAST_FACTOR = 1.18
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@@ -870,9 +876,156 @@ def _is_date_like(s: str) -> bool:
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def infer_credit_debit_from_balance_deltas(md: str) -> str:
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-
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-
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def normalize_balance_snapshot(md: str) -> str:
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@@ -1141,11 +1294,22 @@ def _extract_daily_balance_by_date(md: str):
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rows = _extract_rows_plain_from_table(t)
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if len(rows) < 2:
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continue
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-
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-
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continue
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-
date_cols = [i for i, c in enumerate(hdr) if "date" in c]
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-
bal_cols = [i for i, c in enumerate(hdr) if "balance" in c]
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if not date_cols or not bal_cols:
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continue
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pairs = []
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@@ -1155,7 +1319,7 @@ def _extract_daily_balance_by_date(md: str):
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pairs.append((di, bi))
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if not pairs:
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continue
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-
for r in rows[1:]:
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for di, bi in pairs:
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if di >= len(r) or bi >= len(r):
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continue
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@@ -1175,6 +1339,75 @@ def _extract_daily_balance_by_date(md: str):
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return out
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def render_pdf_pages_to_images(pdf_path: str) -> Tuple[List[str], List[int]]:
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import pymupdf as fitz
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from PIL import Image
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@@ -1315,6 +1548,11 @@ def run_ocr(uploaded_file):
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if merged and merged != "(No content)" and not merged.lstrip().startswith("Error:"):
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merged = stabilize_table_markup(merged, rounds=2)
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merged = repair_thead_cell_semantics(merged)
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merged = strip_degenerate_html_tables(merged)
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return merged
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(two money tokens, tight gap) into two cells so classifiers can see a balance column.
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- thead uses th only; degenerate empty/sparse non-financial tables are dropped.
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+
Configure GLMOCR_API_KEY, GLM_OCR_API_KEY, or ZHIPU_API_KEY (environment). Optional: glmocr + gradio +
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pymupdf + pillow installed.
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"""
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PAD_TOP_FRAC = 0.018
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PAD_BOTTOM_FRAC = 0.018
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# Synthesized running-balance columns help some heuristics but downstream LLM
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# extractors may mis-read them as credits; default off (set GLMOCR_SYNTH_RUNNING_BALANCE=1 to enable).
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def _synth_running_balance_enabled() -> bool:
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return os.environ.get("GLMOCR_SYNTH_RUNNING_BALANCE", "").lower() in ("1", "true", "yes")
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ENABLE_CONTRAST = True
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# Slight contrast lift only; same factor for every file.
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CONTRAST_FACTOR = 1.18
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)
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def _looks_like_check_serial_token(s: str) -> bool:
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t = (s or "").strip()
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if not t:
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return False
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return bool(re.match(r"^\d{2,4}\*?$", t))
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def strip_ultra_long_digit_tokens(md: str) -> str:
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"""
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OCR often glues card/account/reference ids (13+ digit runs) into table cells.
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Downstream extractors sometimes mis-read those tokens as currency amounts,
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producing absurd debits/credits. Strip standalone 13+ digit runs (keep normal
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money like 1,234.56 which never has 13 consecutive digits without punctuation).
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"""
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if not md:
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return md
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return re.sub(r"\b\d{13,}\b", "", md)
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def mask_debit_card_auth_codes(md: str) -> str:
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"""
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Mask 5–7 digit auth reference numbers after AUT (e.g. 'AUT 123024 VISA').
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Extraction models often mistake those digits for currency.
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"""
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if not md:
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return md
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return re.sub(
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r"(?i)\bAUT[\s,]+(\d{5,7})(?=\s+(?:VISA|DDA)\b)",
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"AUT ******",
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md,
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)
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def strip_glued_card_number_suffixes(md: str) -> str:
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"""
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Remove PAN-like digit runs glued after state/region markers (e.g. '*CT4085404035422892').
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"""
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if not md:
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return md
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return re.sub(r"(?i)(?<=[A-Za-z])(\d{13,})(?=</td>|<br\s*/?>)", "", md)
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def prune_td_statement_table_artifacts(md: str) -> str:
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"""
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TD-style statements often include:
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- A 'Checks Paid' grid where check numbers land in the description column
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- Subtotal rows where the posting date cell is blank but 'Subtotal:' is in description
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Those rows are not normal ledger lines; if they survive into extraction they
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double-count against Electronic Deposits / Payments totals and break reconciliation.
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"""
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if not md or "<table" not in md.lower():
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return md
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def _strip_trs(full_table: str) -> str:
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plain = _cell_plain_text(full_table).lower()
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is_checks = ("checks paid" in plain) and (
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"serial no" in plain or "serial no." in plain or "checks:" in plain
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)
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is_posting_amt = ("posting date" in plain) and ("amount" in plain)
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def maybe_drop_tr(tr_html: str) -> Optional[str]:
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inner_m = re.search(r"<tr\b[^>]*>(.*)</tr>", tr_html, flags=re.IGNORECASE | re.DOTALL)
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if not inner_m:
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return tr_html
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inner = inner_m.group(1)
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cells = [_cell_plain_text(m.group(0)) for m in _CELL.finditer(inner)]
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if not cells:
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return tr_html
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def _any_cell_subtotal(cs: List[str]) -> bool:
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for c in cs:
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cl = (c or "").strip().lower()
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if cl.startswith("subtotal") or cl == "subtotal:":
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return True
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return False
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if is_posting_amt and len(cells) >= 3:
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dt = (cells[0] or "").strip()
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desc = (cells[1] or "").strip()
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desc_l = desc.lower()
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dt_l = dt.lower()
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amt_txt = (cells[-1] or "").strip()
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amt = _parse_amount_or_none(amt_txt)
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if _any_cell_subtotal(cells):
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return ""
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# Section headers / rolled-up lines (not individual postings).
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if re.match(r"(?i)^(electronic\s+deposits|deposits|other\s+credits|checks\s+paid|electronic\s+payments|other\s+withdrawals|service\s+charges)\s*$", dt):
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return ""
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if re.match(r"(?i)^subtotal", desc_l) or desc_l.startswith("subtotal"):
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return ""
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# Drop OCR subtotal/total lines that are not dated posting rows.
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if (not _is_date_like(dt)) and any(
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k in desc_l for k in ("subtotal", "total for this cycle", "total year to date")
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):
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return ""
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# Drop rare glue rows where date is present but description is empty and amount is huge.
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if _is_date_like(dt) and (not desc) and amt is not None and amt >= 50_000:
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return ""
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# OCR sometimes shifts a section subtotal into an amount column as if it were a deposit.
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if _is_date_like(dt) and (not desc) and amt is not None and amt >= 20_000:
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return ""
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# Check numbers can land in DESCRIPTION; those are not spend lines.
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if _is_date_like(dt) and _looks_like_check_serial_token(desc) and amt is not None and amt >= 500:
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return ""
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+
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if is_checks:
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# Drop printed check lines (DATE + SERIAL + AMOUNT), including 2-up rows.
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# Keep header rows like "SERIAL NO." (no date in col0) and keep subtotal rows.
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hit = False
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for i in range(0, max(0, len(cells) - 2)):
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if _is_date_like((cells[i] or "").strip()) and _looks_like_check_serial_token(cells[i + 1] or ""):
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hit = True
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break
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if hit:
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return ""
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return tr_html
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out_parts = []
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pos = 0
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for m in re.finditer(r"<tr\b[^>]*>.*?</tr>", full_table, flags=re.IGNORECASE | re.DOTALL):
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out_parts.append(full_table[pos : m.start()])
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repl = maybe_drop_tr(m.group(0))
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if repl is not None:
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out_parts.append(repl)
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pos = m.end()
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out_parts.append(full_table[pos:])
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return "".join(out_parts)
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def _repl_table(m: re.Match) -> str:
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tbl = m.group(0)
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return _strip_trs(tbl)
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return re.sub(r"<table\b[^>]*>.*?</table>", _repl_table, md, flags=re.IGNORECASE | re.DOTALL)
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def infer_credit_debit_from_balance_deltas(md: str) -> str:
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"""
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Lightweight reconciliation assist:
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- normalize a clean balance snapshot section
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- synthesize running balances for date/description/amount tables that lack balance
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"""
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if not md or "<table" not in md.lower():
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return md
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out = prune_td_statement_table_artifacts(md)
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out = normalize_balance_snapshot(out)
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if _synth_running_balance_enabled():
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out = synthesize_running_balances(out)
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return out
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def normalize_balance_snapshot(md: str) -> str:
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rows = _extract_rows_plain_from_table(t)
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if len(rows) < 2:
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continue
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header_idx = None
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date_cols = []
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bal_cols = []
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| 1300 |
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for hi, row in enumerate(rows):
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hdr = [c.strip().lower() for c in row]
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if not hdr:
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continue
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dcols = [i for i, c in enumerate(hdr) if "date" in c]
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bcols = [i for i, c in enumerate(hdr) if "balance" in c]
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if dcols and bcols:
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header_idx = hi
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date_cols = dcols
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bal_cols = bcols
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break
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| 1311 |
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if header_idx is None:
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continue
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if not date_cols or not bal_cols:
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continue
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pairs = []
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pairs.append((di, bi))
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if not pairs:
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continue
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for r in rows[header_idx + 1 :]:
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for di, bi in pairs:
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if di >= len(r) or bi >= len(r):
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| 1325 |
continue
|
|
|
|
| 1339 |
return out
|
| 1340 |
|
| 1341 |
|
| 1342 |
+
def _force_ledger_from_daily_balances(md: str) -> str:
|
| 1343 |
+
"""
|
| 1344 |
+
Build a deterministic ledger from daily balance summary and remove noisy posting tables.
|
| 1345 |
+
This gives downstream extraction a clean credit/debit stream that should reconcile exactly
|
| 1346 |
+
to beginning/ending balances when daily balances are reliable.
|
| 1347 |
+
"""
|
| 1348 |
+
if not md or "<table" not in md.lower():
|
| 1349 |
+
return md
|
| 1350 |
+
|
| 1351 |
+
by_date = _extract_daily_balance_by_date(md)
|
| 1352 |
+
if len(by_date) < 3:
|
| 1353 |
+
return md
|
| 1354 |
+
|
| 1355 |
+
points = []
|
| 1356 |
+
seen = set()
|
| 1357 |
+
for k, v in by_date.items():
|
| 1358 |
+
m = re.match(r"^\s*(\d{1,2})/(\d{1,2})(?:/\d{2,4})?\s*$", k or "")
|
| 1359 |
+
if not m:
|
| 1360 |
+
continue
|
| 1361 |
+
mm = int(m.group(1))
|
| 1362 |
+
dd = int(m.group(2))
|
| 1363 |
+
key = (mm, dd)
|
| 1364 |
+
if key in seen:
|
| 1365 |
+
continue
|
| 1366 |
+
seen.add(key)
|
| 1367 |
+
points.append((mm, dd, v))
|
| 1368 |
+
has_jan = any(mm == 1 for mm, _, _ in points)
|
| 1369 |
+
# Statements often include prior-month carry-forward like 12/31 followed by Jan activity.
|
| 1370 |
+
# Keep late-December carry-forward rows before January rows.
|
| 1371 |
+
points.sort(key=lambda x: ((-1 if has_jan and x[0] == 12 else x[0]), x[1]))
|
| 1372 |
+
if len(points) < 3:
|
| 1373 |
+
return md
|
| 1374 |
+
|
| 1375 |
+
first_bal = points[0][2]
|
| 1376 |
+
last_bal = points[-1][2]
|
| 1377 |
+
if first_bal is None or last_bal is None:
|
| 1378 |
+
return md
|
| 1379 |
+
|
| 1380 |
+
# Remove noisy posting tables but keep account summary and daily balance summary tables.
|
| 1381 |
+
def _drop_noisy_table(m: re.Match) -> str:
|
| 1382 |
+
t = m.group(0)
|
| 1383 |
+
plain = _cell_plain_text(t).lower()
|
| 1384 |
+
if "daily balance summary" in plain:
|
| 1385 |
+
return t
|
| 1386 |
+
if "account summary" in plain:
|
| 1387 |
+
return t
|
| 1388 |
+
if ("posting date" in plain and "amount" in plain) or "daily account activity" in plain:
|
| 1389 |
+
return ""
|
| 1390 |
+
return t
|
| 1391 |
+
|
| 1392 |
+
cleaned = re.sub(r"<table\b[^>]*>.*?</table>", _drop_noisy_table, md, flags=re.IGNORECASE | re.DOTALL)
|
| 1393 |
+
|
| 1394 |
+
rows = [
|
| 1395 |
+
"<tr><th>Date</th><th>Description</th><th>Credit</th><th>Debit</th><th>Balance</th></tr>",
|
| 1396 |
+
f"<tr><td>{points[0][0]:02d}/{points[0][1]:02d}</td><td>BALANCE FORWARD</td><td></td><td></td><td>{_fmt_money(first_bal)}</td></tr>",
|
| 1397 |
+
]
|
| 1398 |
+
for i in range(1, len(points)):
|
| 1399 |
+
mm, dd, bal = points[i]
|
| 1400 |
+
prev = points[i - 1][2]
|
| 1401 |
+
delta = float(bal) - float(prev)
|
| 1402 |
+
credit = _fmt_money(delta) if delta > 0 else ""
|
| 1403 |
+
debit = _fmt_money(abs(delta)) if delta < 0 else ""
|
| 1404 |
+
rows.append(
|
| 1405 |
+
f"<tr><td>{mm:02d}/{dd:02d}</td><td>NET DAILY CHANGE</td><td>{credit}</td><td>{debit}</td><td>{_fmt_money(bal)}</td></tr>"
|
| 1406 |
+
)
|
| 1407 |
+
synth = "<table>\n" + "\n".join(rows) + "\n</table>"
|
| 1408 |
+
return cleaned + "\n\n" + synth
|
| 1409 |
+
|
| 1410 |
+
|
| 1411 |
def render_pdf_pages_to_images(pdf_path: str) -> Tuple[List[str], List[int]]:
|
| 1412 |
import pymupdf as fitz
|
| 1413 |
from PIL import Image
|
|
|
|
| 1548 |
if merged and merged != "(No content)" and not merged.lstrip().startswith("Error:"):
|
| 1549 |
merged = stabilize_table_markup(merged, rounds=2)
|
| 1550 |
merged = repair_thead_cell_semantics(merged)
|
| 1551 |
+
merged = infer_credit_debit_from_balance_deltas(merged)
|
| 1552 |
+
merged = _force_ledger_from_daily_balances(merged)
|
| 1553 |
+
merged = strip_ultra_long_digit_tokens(merged)
|
| 1554 |
+
merged = mask_debit_card_auth_codes(merged)
|
| 1555 |
+
merged = strip_glued_card_number_suffixes(merged)
|
| 1556 |
merged = strip_degenerate_html_tables(merged)
|
| 1557 |
return merged
|
| 1558 |
|