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amazon-po-parser/parse-mbox.py

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#!/usr/bin/env python3.12
"""Parse Coupa PO emails from an MBOX file and extract line items + ship-to data."""
import mailbox
import re
import json
import sys
import os
def parse_amount(s):
"""Parse amount string, handling formats like '1.0 EACH x 3,000.00' or '10,000.00'."""
s = s.strip()
if " x " in s.lower():
s = s.split(" x ")[-1].strip()
elif " X " in s:
s = s.split(" X ")[-1].strip()
return float(s.replace(",", ""))
def parse_po_email(body):
"""Extract PO data from a Coupa 'issued' email plaintext body."""
lines = body.split("\n")
lines = [line.strip() for line in lines]
# PO number from body
po_match = re.search(r"Purchase Order #?((?:2D|B187|FK)-\d+)", body)
if not po_match:
return None
po_number = po_match.group(1)
# Line items: between "Items" line and the coupahost URL
items_start = None
items_end = None
for i, line in enumerate(lines):
if line == "Items" and items_start is None:
items_start = i + 1
if items_start and "supplier.coupahost.com/orders/" in line:
items_end = i
break
line_items = []
if items_start and items_end:
item_lines = [line for line in lines[items_start:items_end] if line]
i = 0
while i < len(item_lines):
desc = item_lines[i]
# Skip if this line looks like a number/currency
if re.match(r"^[\d,]", desc) or desc == "USD":
i += 1
continue
amount = None
# Look ahead for amount
for j in range(i + 1, min(i + 4, len(item_lines))):
candidate = item_lines[j]
if re.match(r"^[\d,]", candidate):
try:
amount = parse_amount(candidate)
except ValueError:
pass
break
line_items.append(
{
"description": desc,
"amount": amount,
}
)
# Skip past amount + currency lines
i = j + 1 if amount is not None else i + 1
while i < len(item_lines) and item_lines[i] == "USD":
i += 1
# Key-value pairs after "More Detail"
kv = {}
detail_start = None
for i, line in enumerate(lines):
if line == "More Detail":
detail_start = i + 1
break
if detail_start:
kv_keys = [
"PO ID",
"Department",
"Status",
"Last Opened",
"Order Date",
"Acknowledged At",
"Revision Date",
"Payment Term",
"Req #",
]
for i in range(detail_start, len(lines)):
for k in kv_keys:
if lines[i] == k and i + 1 < len(lines):
kv[k] = lines[i + 1]
# Ship-to address: second "Shipping" section
shipping_count = 0
ship_to_lines = []
capturing = False
skipping_blanks = False
for i, line in enumerate(lines):
if line == "Shipping":
shipping_count += 1
if shipping_count == 2:
capturing = True
skipping_blanks = True
continue
elif capturing:
if skipping_blanks and line == "":
continue
skipping_blanks = False
if (
line in ("", "Ship To Address")
or line.startswith("---")
or line.startswith("http")
):
break
if line in kv_keys or line == "Supplier" or line == "More Detail":
break
ship_to_lines.append(line)
ship_to_raw = "\n".join(ship_to_lines) if ship_to_lines else None
# Extract site code from ship-to
site_code = None
if ship_to_raw:
# (CODE) pattern — e.g. "Amazon.com Services LLC (XSF2)"
m = re.search(r"\(([A-Z0-9]{3,5})\)", ship_to_raw)
if m:
site_code = m.group(1)
# "LLC - CODE" — e.g. "Amazon.com Services LLC - WUT9"
if not site_code:
m = re.search(r"(?:LLC|Inc)\s*-\s*([A-Z0-9]{3,5})\b", ship_to_raw)
if m:
site_code = m.group(1)
# "ATTN: ... Station CODE" or "ATTN: ... DS - CODE"
if not site_code:
m = re.search(
r"ATTN:.*?(?:Station|DS)\s*[-–]?\s*([A-Z0-9]{3,5})\b", ship_to_raw
)
if m:
site_code = m.group(1)
# "CODE - Amazon" at start of first line
if not site_code:
m = re.match(r"^([A-Z0-9]{3,5})\s*-\s*Amazon", ship_to_raw)
if m:
site_code = m.group(1)
if not site_code and line_items:
for li in line_items:
m = re.match(r"^([A-Z]{1,4}[0-9]{1,2}|[A-Z]{4,5})\b", li["description"])
if m:
site_code = m.group(1)
break
return {
"po_number": po_number,
"site_code": site_code,
"status": kv.get("Status"),
"order_date": kv.get("Order Date"),
"revision_date": kv.get("Revision Date"),
"payment_term": kv.get("Payment Term"),
"req_number": kv.get("Req #"),
"ship_to_raw": ship_to_raw,
"line_items": line_items,
}
def process_mbox(mbox_path, target_pos=None, output_path=None):
"""Process an MBOX file and return parsed PO records."""
mbox = mailbox.mbox(mbox_path)
results = {}
processed = 0
matched = 0
for msg in mbox:
processed += 1
subject = msg.get("Subject", "")
if "issued" not in subject.lower() or "Purchase Order" not in subject:
continue
if msg.is_multipart():
body = None
for part in msg.walk():
if part.get_content_type() == "text/plain":
body = part.get_payload(decode=True).decode(
"utf-8", errors="replace"
)
break
if not body:
continue
else:
body = msg.get_payload(decode=True).decode("utf-8", errors="replace")
record = parse_po_email(body)
if not record:
continue
po = record["po_number"]
if target_pos and po not in target_pos:
continue
# Keep latest version if duplicate
if po not in results:
results[po] = record
matched += 1
if matched % 500 == 0 and matched > 0:
print(
f" Matched {matched} POs so far... ({processed} messages scanned)",
file=sys.stderr,
)
mbox.close()
result_list = list(results.values())
print(
f"Processed {processed} messages, matched {matched} unique POs", file=sys.stderr
)
if output_path:
with open(output_path, "w") as f:
json.dump(result_list, f, indent=2)
print(f"Saved to {output_path}", file=sys.stderr)
return result_list
if __name__ == "__main__":
mbox_path = (
sys.argv[1]
if len(sys.argv) > 1
else "/tmp/coupa-emails/coupa-po-dump--info@seahavenind.com-wHxmHD.mbox"
)
po_list_path = sys.argv[2] if len(sys.argv) > 2 else "output/po-list.json"
output_path = sys.argv[3] if len(sys.argv) > 3 else "output/email-parsed-pos.json"
target_pos = None
if os.path.exists(po_list_path):
with open(po_list_path) as f:
target_pos = set(json.load(f))
print(f"Targeting {len(target_pos)} specific POs", file=sys.stderr)
process_mbox(mbox_path, target_pos, output_path)