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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 email
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 = [l.strip() for l 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 = [l for l in lines[items_start:items_end] if l]
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)