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John Mulhall 2026-06-30 14:50:08 +00:00
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# --- install (if needed) ---
# !pip install pdfplumber pandas openpyxl
import re
import os
import pandas as pd
import pdfplumber
import openpyxl
from openpyxl.styles import Font, Alignment
from openpyxl.worksheet.table import Table, TableStyleInfo
# -----------------------------
# Paths
# -----------------------------
pdf_path = r"C:\Users\jmulhall\Downloads\DTB_janfeb2026.pdf"
out_xlsx = "meditech_trial_balance_parsed_0630.xlsx"
# -----------------------------
# Regex
# -----------------------------
money_re = re.compile(r"-?\d{1,3}(?:,\d{3})*(?:\.\d{2})")
acct_re = re.compile(r"^(?P<account>\d{2}\.\d{5}\.\d{5})\s+-\s+(?P<fund>\d{2})\s+(?P<name>.+)$")
journal_re = re.compile(
r"^(?P<journal>[A-Z][A-Z0-9/]*)\s+"
r"(?P<date>\d{2}/\d{2}/\d{2})(?P<bch>\d{1,2})?\s+"
r"(?P<entry>\d+(?:-\d+)?)\b"
)
# -----------------------------
# Helpers
# -----------------------------
def parse_money(s):
if not s:
return None
m = money_re.search(s)
return float(m.group(0).replace(",", "")) if m else None
def is_page_header_noise(s):
s = " ".join(s.split()).upper()
return (
("FISCAL CALENDAR" in s or "FIRST CALENDAR" in s)
and ("ROUND MONEY" in s or "TRIAL" in s)
)
def clean_description(desc):
if not desc or is_page_header_noise(desc):
return ""
patterns = [
r"FISCAL\s+CALENDAR\s+[A-Z]{3,6}\s*,?\s*[A-Z]{3}\s+20\d{2}",
r"FIRST\s+CALENDAR\s+[A-Z]{3,6}\s*,?\s*[A-Z]{3}\s+20\d{2}",
r"ROUND\s+MONEY\s*:\s*\d+\.\d+",
r"\bTRIAL\b",
]
for p in patterns:
desc = re.sub(p, "", desc, flags=re.IGNORECASE)
return " ".join(desc.split())
# -----------------------------
# Parse PDF
# -----------------------------
transactions = []
acct_summaries = []
report_title_parts = {"fiscal": None, "period": None, "trial": None}
with pdfplumber.open(pdf_path) as pdf:
for page in pdf.pages:
text = page.extract_text(layout=True) or ""
lines = text.splitlines()
# Capture report title once
for ln in lines:
s = ln.strip()
if report_title_parts["fiscal"] is None and "Fiscal Calendar" in s:
report_title_parts["fiscal"] = " ".join(s.split())
if report_title_parts["period"] is None and re.search(r"\b[A-Z]{3}\s+20\d{2}\b", s):
report_title_parts["period"] = " ".join(s.split())
if report_title_parts["trial"] is None and s.upper() == "TRIAL":
report_title_parts["trial"] = "TRIAL"
# Locate headers
txn_header = acct_header = None
for i, ln in enumerate(lines):
if "JOURNAL" in ln and "DESCRIPTION" in ln and "DEBITS" in ln:
txn_header = i
if "ACCOUNT" in ln and "OPEN" in ln and "CLOSE" in ln:
acct_header = i
deb_pos = cred_pos = desc_pos = None
open_pos = adeb_pos = acredit_pos = change_pos = close_pos = None
if txn_header is not None:
h = lines[txn_header]
deb_pos = h.find("DEBITS")
cred_pos = h.find("CREDITS", deb_pos)
desc_pos = h.find("DESCRIPTION", cred_pos)
if acct_header is not None:
h = lines[acct_header]
open_pos = h.find("OPEN")
adeb_pos = h.find("DEBITS", open_pos)
acredit_pos = h.find("CREDITS", adeb_pos)
change_pos = h.find("CHANGE", acredit_pos)
close_pos = h.find("CLOSE", change_pos)
current_account = None
current_account_name = None
pending_totals = False
last_txn = None
i = 0
while i < len(lines):
ln = lines[i]
s = ln.strip()
if not s or is_page_header_noise(s):
i += 1
continue
# ACCOUNT header
m = acct_re.match(s)
if m:
current_account = m.group("account")
current_account_name = m.group("name").strip()
pending_totals = True
last_txn = None
i += 1
continue
# ACCOUNT totals
if pending_totals and money_re.search(s):
nums = [float(x.replace(",", "")) for x in money_re.findall(s)]
nums += [None] * 5
acct_summaries.append({
"ACCOUNT_NAME": current_account_name,
"ACCOUNT": current_account,
"OPEN": nums[0],
"TOTAL_DEBITS": nums[1],
"TOTAL_CREDITS": nums[2],
"NET_CHANGE": nums[3],
"CLOSE": nums[4],
})
pending_totals = False
i += 1
continue
# TRANSACTION
m = journal_re.match(s)
if m and current_account:
journal = m.group("journal")
date = m.group("date")
bch = int(m.group("bch")) if m.group("bch") else None
entry = m.group("entry")
debit = credit = None
desc = ""
if deb_pos is not None and cred_pos is not None:
debit = parse_money(ln[deb_pos:cred_pos])
credit = parse_money(ln[cred_pos:desc_pos])
desc = ln[desc_pos:].strip()
else:
after = s[m.end():].strip()
nums = money_re.findall(after)
if nums:
debit = float(nums[0].replace(",", ""))
desc = money_re.sub("", after).strip()
row = {
"ACCOUNT_NAME": current_account_name,
"ACCOUNT": current_account,
"JOURNAL": journal,
"DATE": date,
"BCH": bch,
"ENTRY": entry,
"DEBITS": debit,
"CREDITS": credit,
"DESCRIPTION": clean_description(desc),
}
transactions.append(row)
last_txn = row
i += 1
continue
# Continuation DESCRIPTION
if last_txn:
add = clean_description(s)
if add:
last_txn["DESCRIPTION"] += " " + add
i += 1
continue
i += 1
# -----------------------------
# Finalize
# -----------------------------
title = ", ".join(v for v in report_title_parts.values() if v)
df_txn = pd.DataFrame(transactions)
df_acct = pd.DataFrame(acct_summaries)
# -----------------------------
# Export XLSX
# -----------------------------
with pd.ExcelWriter(out_xlsx, engine="openpyxl") as writer:
df_txn.to_excel(writer, "Transactions", index=False, startrow=2)
df_acct.to_excel(writer, "Account Summary", index=False, startrow=2)
wb = openpyxl.load_workbook(out_xlsx)
for sheet in ["Transactions", "Account Summary"]:
ws = wb[sheet]
ws["A1"] = title
ws.merge_cells(start_row=1, start_column=1, end_row=1, end_column=ws.max_column)
ws["A1"].font = Font(bold=True)
ws.freeze_panes = "A4"
wb.save(out_xlsx)
print("✔ Parsed successfully")
print("Transactions:", df_txn.shape)
print("Account Summary:", df_acct.shape)
print("Output:", out_xlsx)