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import urllib.parse
import secrets
import requests
import streamlit as st
import pandas as pd
from bs4 import BeautifulSoup
from io import BytesIO, StringIO
import re
from datetime import datetime, timedelta
# ββ Page config ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
st.set_page_config(
page_title="RJ Email Processor",
page_icon="π¬",
layout="wide",
)
st.markdown("""
<style>
@import url('https://fonts.googleapis.com/css2?family=DM+Serif+Display&family=DM+Sans:wght@400;500;600&display=swap');
html, body, [class*="css"] { font-family: 'DM Sans', sans-serif; }
h1, h2, h3 { font-family: 'DM Serif Display', serif; }
.block-container { padding-top: 2rem; max-width: 960px; }
.status-card {
background: white;
border: 1px solid #e5e0d8;
border-radius: 12px;
padding: 1.5rem 2rem;
margin-bottom: 1.2rem;
box-shadow: 0 1px 4px rgba(0,0,0,0.05);
}
.step-label {
font-size: 0.72rem; font-weight: 600;
letter-spacing: 0.1em; text-transform: uppercase;
color: #9a8f82; margin-bottom: 0.25rem;
}
.step-title { font-size: 1.1rem; font-weight: 600; color: #1a1612; }
.badge-success {
background: #d4edda; color: #155724;
padding: 2px 10px; border-radius: 20px;
font-size: 0.78rem; font-weight: 600;
}
.badge-pending {
background: #fff3cd; color: #856404;
padding: 2px 10px; border-radius: 20px;
font-size: 0.78rem; font-weight: 600;
}
.stButton > button {
background: #1a1612 !important; color: white !important;
border: none !important; border-radius: 8px !important;
font-family: 'DM Sans', sans-serif !important;
font-weight: 600 !important;
padding: 0.55rem 1.4rem !important;
font-size: 0.9rem !important;
}
.stButton > button:hover { background: #3d3530 !important; }
.login-btn a {
display: inline-block;
background: #0078d4;
color: white !important;
text-decoration: none;
padding: 0.55rem 1.6rem;
border-radius: 8px;
font-weight: 600;
font-size: 0.95rem;
font-family: 'DM Sans', sans-serif;
}
.login-btn a:hover { background: #106ebe; }
</style>
""", unsafe_allow_html=True)
# ββ Config (from HF Secrets) βββββββββββββββββββββββββββββββββββββββββββββββββββ
CLIENT_ID = os.environ.get("AZURE_CLIENT_ID", "bfcbb298-4cc1-496e-9d9b-ff8c2d967a3a")
CLIENT_SECRET = os.environ.get("AZURE_CLIENT_SECRET", "") # set in HF Secrets
TENANT_ID = os.environ.get("AZURE_TENANT_ID", "5dac2bf2-8842-4788-ae07-33fb103b55d6")
REDIRECT_URI = os.environ.get("REDIRECT_URI", "") # e.g. https://yourspace.hf.space/
AUTHORITY = f"https://login.microsoftonline.com/{TENANT_ID}"
AUTH_ENDPOINT = f"{AUTHORITY}/oauth2/v2.0/authorize"
TOKEN_ENDPOINT= f"{AUTHORITY}/oauth2/v2.0/token"
SCOPES = "Mail.Read Group-Conversation.Read.All offline_access"
DEFAULT_SENDER = "AMSTradingAdmin@RaymondJames.com"
DEFAULT_TARGET = "dutytrader@newfrontieradvisors.com"
GROUP_FETCH_LIMIT = 100
def configured_group_ids():
raw_values = [
os.environ.get("GROUP_ID_1", ""),
os.environ.get("GROUP_ID_2", ""),
os.environ.get("GROUP_ID", ""),
os.environ.get("GROUP_IDS", ""),
]
group_ids = []
for raw in raw_values:
for value in re.split(r"[\s,;]+", raw.strip()):
if value and value not in group_ids:
group_ids.append(value)
return group_ids
DEFAULT_GROUP_IDS = configured_group_ids()
# ββ Session defaults βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
for k, v in {
"token": None,
"oauth_state": None,
"messages": [],
"messages_df": None,
"target_emails": [],
"target_emails_df": None,
"rj_emails": [],
"cash_df": None,
"withdrawals_df": None,
"deposits_df": None,
"notice_df": None,
}.items():
if k not in st.session_state:
st.session_state[k] = v
# ββ OAuth helpers ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def build_auth_url():
state = secrets.token_urlsafe(16)
st.session_state.oauth_state = state
params = {
"client_id": CLIENT_ID,
"response_type": "code",
"redirect_uri": REDIRECT_URI,
"response_mode": "query",
"scope": SCOPES,
"state": state,
}
return AUTH_ENDPOINT + "?" + urllib.parse.urlencode(params)
def exchange_code_for_token(code: str) -> str:
resp = requests.post(TOKEN_ENDPOINT, data={
"client_id": CLIENT_ID,
"client_secret": CLIENT_SECRET,
"code": code,
"redirect_uri": REDIRECT_URI,
"grant_type": "authorization_code",
}, timeout=30)
try:
payload = resp.json()
except ValueError:
payload = {"error": "token_request_failed", "error_description": resp.text}
if not resp.ok:
detail = payload.get("error_description") or payload.get("error") or resp.text
raise RuntimeError(f"Token exchange failed: {detail}")
return payload["access_token"]
# ββ Check for OAuth callback (code in URL query params) βββββββββββββββββββββββ
query_params = st.query_params
if not st.session_state.token and "code" in query_params:
code = query_params["code"]
state = query_params.get("state", "")
if state == st.session_state.oauth_state or not st.session_state.oauth_state:
try:
with st.spinner("Completing sign-in..."):
st.session_state.token = exchange_code_for_token(code)
# Clear the code from the URL
st.query_params.clear()
st.rerun()
except Exception as e:
st.error(f"Sign-in failed: {e}")
# ββ Email helpers ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def get_emails(token, top=50):
url = "https://graph.microsoft.com/v1.0/me/mailFolders/inbox/messages"
headers = {
"Authorization": f"Bearer {token}",
"Prefer": 'outlook.body-content-type="html"',
}
params = {
"$top": top,
"$select": "id,subject,from,toRecipients,ccRecipients,receivedDateTime,body",
"$orderby": "receivedDateTime desc",
}
r = requests.get(url, headers=headers, params=params, timeout=60)
r.raise_for_status()
return r.json().get("value", [])
def graph_get_json(token, url, params=None):
headers = {
"Authorization": f"Bearer {token}",
"Prefer": 'outlook.body-content-type="html"',
}
r = requests.get(url, headers=headers, params=params, timeout=60)
try:
payload = r.json()
except ValueError:
payload = {"error": {"message": r.text}}
if not r.ok:
detail = (payload.get("error") or {}).get("message") or r.text
raise RuntimeError(f"Graph API error ({r.status_code}): {detail}")
return payload
def graph_get_all(token, url, params=None, max_items=None):
items = []
next_url = url
next_params = params
while next_url:
data = graph_get_json(token, next_url, next_params)
batch = data.get("value", [])
items.extend(batch)
if max_items and len(items) >= max_items:
return items[:max_items]
next_url = data.get("@odata.nextLink")
next_params = None
return items
def group_post_to_message(post, thread=None, group_email=""):
email_address = (
((post.get("from") or {}).get("emailAddress") or {})
or ((post.get("sender") or {}).get("emailAddress") or {})
)
body = post.get("body") or {}
topic = (thread or {}).get("topic") or post.get("conversationThreadId") or "Group post"
return {
"id": post.get("id"),
"subject": topic,
"from": {"emailAddress": email_address},
"toRecipients": [{"emailAddress": {"address": group_email}}] if group_email else [],
"ccRecipients": [],
"receivedDateTime": post.get("receivedDateTime") or (thread or {}).get("lastDeliveredDateTime"),
"body": {
"contentType": body.get("contentType", "html"),
"content": body.get("content", ""),
},
}
def get_group_emails(token, group_id, group_email="", top=50):
group_id = (group_id or "").strip()
if not group_id:
raise ValueError("Group ID is required for Microsoft 365 group mode.")
if group_id.lower() == CLIENT_ID.lower():
raise ValueError(
"The Group ID field currently contains the Azure app Client ID. "
"Paste the Microsoft 365 group Object ID instead."
)
threads = graph_get_all(
token,
f"https://graph.microsoft.com/v1.0/groups/{group_id}/threads",
params={
"$top": min(int(top), 50),
"$select": "id,topic,lastDeliveredDateTime",
},
max_items=int(top),
)
messages = []
for thread in threads:
posts = graph_get_all(
token,
f"https://graph.microsoft.com/v1.0/groups/{group_id}/threads/{thread['id']}/posts",
params={
"$select": "id,body,from,sender,receivedDateTime,conversationThreadId",
"$top": 50,
},
)
for post in posts:
messages.append(group_post_to_message(post, thread, group_email))
messages.sort(key=lambda m: m.get("receivedDateTime") or "", reverse=True)
return messages[:int(top)]
def get_group_emails_from_groups(token, group_ids, group_email="", top_per_group=GROUP_FETCH_LIMIT):
cleaned_group_ids = []
for group_id in group_ids:
group_id = (group_id or "").strip()
if group_id and group_id not in cleaned_group_ids:
cleaned_group_ids.append(group_id)
if not cleaned_group_ids:
raise ValueError("At least one Microsoft 365 group ID is required for group mode.")
messages = []
for group_id in cleaned_group_ids:
group_messages = get_group_emails(
token,
group_id,
group_email=group_email,
top=top_per_group,
)
for msg in group_messages:
msg["source_group_id"] = group_id
messages.extend(group_messages)
messages.sort(key=lambda m: m.get("receivedDateTime") or "", reverse=True)
return messages
def extract_info(msg):
def addrs(lst):
return [(r.get("emailAddress") or {}).get("address") for r in (lst or [])
if (r.get("emailAddress") or {}).get("address")]
body_html = (msg.get("body") or {}).get("content", "")
return {
"id": msg.get("id"),
"subject": msg.get("subject"),
"from": ((msg.get("from") or {}).get("emailAddress") or {}).get("address"),
"to": addrs(msg.get("toRecipients")),
"cc": addrs(msg.get("ccRecipients")),
"received_time": msg.get("receivedDateTime"),
"body_html": body_html,
}
def html_to_text(html):
return BeautifulSoup(html, "html.parser").get_text("\n", strip=True) if html else ""
def reply_marker_html(body_html):
if not body_html:
return ""
soup = BeautifulSoup(body_html, "html.parser")
marker = soup.find(id="divRplyFwdMsg")
if not marker:
return ""
return "".join(str(n) for n in marker.next_siblings).strip()
def fwd_headers(body_html):
text = html_to_text(body_html)
def grab(label):
m = re.search(rf"{label}:\s*(.*)", text)
return m.group(1).strip() if m else ""
return {k: grab(v) for k, v in {
"forwarded_from": "From",
"forwarded_sent_time": "Sent",
"forwarded_to": "To",
"forwarded_cc": "Cc",
"forwarded_subject": "Subject",
}.items()}
def normalize_email(value):
if not value:
return ""
match = re.search(r'[\w.+-]+@[\w.-]+\.\w+', str(value))
return match.group(0).lower() if match else str(value).strip().lower()
def split_header_addresses(value):
if not value:
return []
matches = re.findall(r'[\w.+-]+@[\w.-]+\.\w+', str(value))
if matches:
return [m.lower() for m in matches]
cleaned = str(value).strip().lower()
return [cleaned] if cleaned else []
def matches_email_filters(info, sender_filter, target_filter):
sender_filter = normalize_email(sender_filter)
target_filter = normalize_email(target_filter)
forwarded = fwd_headers(info.get("body_html", ""))
body_text = html_to_text(info.get("body_html", "")).lower()
body_html = (info.get("body_html", "") or "").lower()
outer_from = normalize_email(info.get("from"))
outer_recipients = [normalize_email(a) for a in info.get("to", []) + info.get("cc", [])]
forwarded_from = split_header_addresses(forwarded.get("forwarded_from", ""))
forwarded_recipients = (
split_header_addresses(forwarded.get("forwarded_to", "")) +
split_header_addresses(forwarded.get("forwarded_cc", ""))
)
sender_match = (
sender_filter in [outer_from]
or sender_filter in forwarded_from
or sender_filter in body_text
or sender_filter in body_html
)
target_match = (
target_filter in outer_recipients
or target_filter in forwarded_recipients
or target_filter in body_text
or target_filter in body_html
)
return sender_match and target_match, forwarded
def is_rj(info, sender_filter=DEFAULT_SENDER):
subj = (info.get("subject") or "").lower()
html = info.get("body_html") or ""
text = html_to_text(html).lower()
if normalize_email(info.get("from")) == normalize_email(sender_filter):
return True
if "rj emails--overview" in subj:
return False
has_fwd = 'id="divRplyFwdMsg"' in html or ("from:" in text and "sent:" in text)
if not has_fwd:
return False
return any([
"raymond james" in subj, "raymond james" in text,
"amstradingadmin@raymondjames.com" in text,
"ams managed operations" in subj, "ams managed operations" in text,
"direct asset transfers" in subj,
"distribution & cash balance check" in subj,
])
def build_rj(messages, sender_filter, target_filter):
rows = []
for i, msg in enumerate(messages, 1):
info = extract_info(msg)
matches_target, fwd = matches_email_filters(info, sender_filter, target_filter)
if not matches_target:
continue
if not is_rj(info, sender_filter):
continue
original_body_html = reply_marker_html(info.get("body_html", ""))
rows.append({
"email_id": info.get("id") or f"msg_{i}",
"fw_subject": info.get("subject"),
"fw_from": info.get("from"),
"fw_to": ", ".join(info.get("to", [])),
"fw_cc": ", ".join(info.get("cc", [])),
"fw_received_time": info.get("received_time"),
"fw_body_html": info.get("body_html", ""),
**{k: fwd.get(k, "") for k in fwd},
"original_body_html": original_body_html,
"parse_body_html": original_body_html or info.get("body_html", ""),
})
return rows
def build_target_emails(messages, sender_filter, target_filter):
rows = []
for i, msg in enumerate(messages, 1):
info = extract_info(msg)
matches_target, forwarded = matches_email_filters(info, sender_filter, target_filter)
if not matches_target:
continue
rows.append({
"email_id": info.get("id") or f"msg_{i}",
"subject": info.get("subject"),
"from": info.get("from"),
"to": ", ".join(info.get("to", [])),
"cc": ", ".join(info.get("cc", [])),
"received_time": info.get("received_time"),
"is_rj_forward": is_rj(info, sender_filter),
"forwarded_from": forwarded.get("forwarded_from", ""),
"forwarded_to": forwarded.get("forwarded_to", ""),
"forwarded_cc": forwarded.get("forwarded_cc", ""),
"forwarded_subject": forwarded.get("forwarded_subject", ""),
"body_preview": html_to_text(info.get("body_html", ""))[:300],
})
return rows
def build_fetched_emails(messages):
rows = []
for i, msg in enumerate(messages, 1):
info = extract_info(msg)
forwarded = fwd_headers(info.get("body_html", ""))
rows.append({
"email_id": info.get("id") or f"msg_{i}",
"subject": info.get("subject"),
"from": info.get("from"),
"to": ", ".join(info.get("to", [])),
"cc": ", ".join(info.get("cc", [])),
"received_time": info.get("received_time"),
"is_rj_forward": is_rj(info),
"forwarded_from": forwarded.get("forwarded_from", ""),
"forwarded_to": forwarded.get("forwarded_to", ""),
"forwarded_cc": forwarded.get("forwarded_cc", ""),
"forwarded_subject": forwarded.get("forwarded_subject", ""),
"body_preview": html_to_text(info.get("body_html", ""))[:300],
})
return rows
def extract_tables(body_html):
if not body_html:
return []
soup = BeautifulSoup(body_html, "html.parser")
out = []
for node in soup.find_all(string=True):
label = node.strip()
if label not in {"Cash Only Transactions", "Withdrawals", "Deposits"}:
continue
table = node.find_next("table")
if not table:
continue
try:
dfs = pd.read_html(StringIO(str(table)))
except ValueError:
continue
for df in dfs:
df.columns = [str(c).strip() for c in df.columns]
df = df.dropna(how="all").reset_index(drop=True)
out.append((label, df))
return out
def cash_movement_type(row):
return re.sub(r"\s+", " ", str(row.get("Type", ""))).strip().lower()
def parse_date(v):
if not v:
return None
for fmt in ("%m/%d/%Y", "%m/%d/%y", "%A, %B %d, %Y %I:%M %p"):
try:
return datetime.strptime(v.strip(), fmt)
except ValueError:
pass
return None
def build_notice(row):
section = row.get("source_section")
account = row.get("Account") or row.get("customer_account")
amount = row.get("Cash Amount") or row.get("Amount")
if section == "Withdrawals":
input_date = row.get("Input date")
deadline = parse_date(input_date)
response_time = (
(deadline + timedelta(days=8)).strftime("%Y-%m-%d")
if deadline else f"8 calendar days after {input_date}"
)
action = (
f"Enter withdrawal in portal for account {account} for {amount}. "
f"Schedule 8 calendar days after input date {input_date}."
)
elif section == "Deposits" or (row.get("Type") or "").lower() == "deposit":
response_time = "As soon as practical after email receipt"
action = (
f"Message dutytrader in Teams: contribution/deposit for account {account} "
f"({amount}) approved to invest in model."
)
else:
response_time = "ASAP"
action = (
f"Halt account and advise of pending trades on {account}. "
f"Immediate cash movement: {amount}."
)
return {
"email_id": row.get("email_id"),
"sent_time": row.get("fw_received_time"),
"response_time_needed": response_time,
"account": account,
"action": action,
"source_section": section,
}
def to_excel(dfs):
buf = BytesIO()
with pd.ExcelWriter(buf, engine="openpyxl") as w:
for name, df in dfs.items():
if df is not None and not df.empty:
df.to_excel(w, sheet_name=name, index=False)
return buf.getvalue()
# ββ UI βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
st.markdown("## π¬ Raymond James Email Processor")
st.markdown("Pulls forwarded RJ emails, extracts cash movement tables, and generates action notices.")
st.divider()
# Step 1 β Sign in
st.markdown('<div class="step-label">Step 1</div>', unsafe_allow_html=True)
col1, col2 = st.columns([5, 1])
with col1:
st.markdown('<div class="step-title">Sign in to Microsoft</div>', unsafe_allow_html=True)
with col2:
if st.session_state.token:
st.markdown('<span class="badge-success">β Signed in</span>', unsafe_allow_html=True)
else:
st.markdown('<span class="badge-pending">Not signed in</span>', unsafe_allow_html=True)
if not st.session_state.token:
auth_url = build_auth_url()
st.markdown(
f'<div class="login-btn"><a href="{auth_url}" target="_self">π Sign in with Microsoft</a></div>',
unsafe_allow_html=True,
)
st.caption("You'll be redirected to Microsoft's login page and back automatically.")
else:
st.markdown("You are signed in. β")
if st.button("Sign out"):
st.session_state.token = None
st.rerun()
# Step 2 β Config
st.markdown('<div class="step-label">Step 2</div>', unsafe_allow_html=True)
st.markdown('<div class="step-title">Configure</div>', unsafe_allow_html=True)
source_mode = st.radio(
"Email source",
["Microsoft 365 group", "My inbox"],
horizontal=True,
)
col_a, col_b, col_c = st.columns(3)
with col_a:
sender_email = st.text_input("Sender email (who forwards RJ emails)", value=DEFAULT_SENDER)
with col_b:
target_email = st.text_input("Recipient email to filter for", value=DEFAULT_TARGET)
with col_c:
top_n = st.number_input(
"Max inbox emails to fetch",
min_value=5,
max_value=200,
value=100,
step=5,
disabled=source_mode == "Microsoft 365 group",
)
group_ids = []
if source_mode == "Microsoft 365 group":
group_ids_text = st.text_area(
"Group IDs",
value="\n".join(DEFAULT_GROUP_IDS),
placeholder="Set GROUP_ID_1 and GROUP_ID_2 in HF Secrets, or paste one group object id per line",
height=90,
)
group_ids = [v for v in re.split(r"[\s,;]+", group_ids_text.strip()) if v]
st.caption(f"Group mode fetches the latest {GROUP_FETCH_LIMIT} posts from each group and combines them.")
if not DEFAULT_GROUP_IDS:
st.caption("Tip: add GROUP_ID_1 and GROUP_ID_2 in Hugging Face Space Secrets to prefill this field.")
# Step 3 β Run
st.markdown('<div class="step-label">Step 3</div>', unsafe_allow_html=True)
st.markdown('<div class="step-title">Fetch & Process</div>', unsafe_allow_html=True)
if st.button("βΆ Run", disabled=not st.session_state.token):
with st.spinner("Fetching emails from Outlook..."):
try:
if source_mode == "Microsoft 365 group":
raw = get_group_emails_from_groups(
st.session_state.token,
group_ids,
group_email=target_email,
top_per_group=GROUP_FETCH_LIMIT,
)
else:
raw = get_emails(st.session_state.token, int(top_n))
st.session_state.messages = raw
st.session_state.messages_df = pd.DataFrame(build_fetched_emails(raw)) if raw else pd.DataFrame()
except ValueError as e:
st.error(str(e))
st.stop()
except RuntimeError as e:
st.error(str(e))
st.stop()
except requests.HTTPError as e:
if e.response.status_code == 401:
st.error("Session expired. Please sign in again.")
st.session_state.token = None
else:
st.error(f"API error: {e}")
st.stop()
with st.spinner("Collecting all emails from sender A to recipient B..."):
st.session_state.target_emails = build_target_emails(raw, sender_email, target_email)
st.session_state.target_emails_df = (
pd.DataFrame(st.session_state.target_emails)
if st.session_state.target_emails else pd.DataFrame()
)
with st.spinner("Filtering Raymond James emails..."):
st.session_state.rj_emails = build_rj(raw, sender_email, target_email)
with st.spinner("Extracting cash tables..."):
cash_rows, wd_rows, dep_rows = [], [], []
for email in st.session_state.rj_emails:
for section, df in extract_tables(email.get("parse_body_html", "")):
rows = df.to_dict("records")
for r in rows:
r.update({
"email_id": email.get("email_id"),
"fw_subject": email.get("fw_subject"),
"fw_received_time": email.get("fw_received_time"),
"original_subject": email.get("forwarded_subject", ""),
"original_from": email.get("forwarded_from", ""),
"original_sent_time": email.get("forwarded_sent_time", ""),
"source_section": section,
})
if section == "Cash Only Transactions":
for r in rows:
row_type = cash_movement_type(r)
if row_type == "deposit":
dep_rows.append(r)
elif row_type == "withdrawal":
wd_rows.append(r)
else:
cash_rows.append(r)
elif section == "Withdrawals":
wd_rows.extend(rows)
elif section == "Deposits":
dep_rows.extend(rows)
st.session_state.cash_df = pd.DataFrame(cash_rows) if cash_rows else pd.DataFrame()
st.session_state.withdrawals_df = pd.DataFrame(wd_rows) if wd_rows else pd.DataFrame()
st.session_state.deposits_df = pd.DataFrame(dep_rows) if dep_rows else pd.DataFrame()
with st.spinner("Building action notices..."):
all_rows = cash_rows + wd_rows + dep_rows
st.session_state.notice_df = (
pd.DataFrame([build_notice(r) for r in all_rows])
if all_rows else pd.DataFrame()
)
source_label = "group posts" if source_mode == "Microsoft 365 group" else "inbox emails"
st.success(
f"Done! Fetched **{len(raw)}** recent {source_label} and found "
f"**{len(st.session_state.rj_emails)}** RJ forwarded emails."
)
# ββ Results ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
st.markdown('<div class="step-label">Step 4</div>', unsafe_allow_html=True)
st.markdown('<div class="step-title">Debug: All Fetched Emails</div>', unsafe_allow_html=True)
fetched_df = st.session_state.messages_df
if fetched_df is not None:
if not fetched_df.empty:
st.dataframe(fetched_df, width="stretch", hide_index=True)
elif st.session_state.messages == []:
st.caption("Run the fetch step to inspect all fetched emails.")
st.markdown('<div class="step-label">Step 5</div>', unsafe_allow_html=True)
st.markdown('<div class="step-title">Debug: All Emails from A to B</div>', unsafe_allow_html=True)
debug_df = st.session_state.target_emails_df
if debug_df is not None:
if not debug_df.empty:
st.dataframe(debug_df, width="stretch", hide_index=True)
elif st.session_state.messages:
st.info("Fetched emails, but none matched the sender + recipient filter.")
else:
st.caption("Run the fetch step to inspect all emails from sender A to recipient B.")
if st.session_state.rj_emails:
st.divider()
st.markdown("### Results")
tab1, tab2, tab3, tab4 = st.tabs([
"π Action Notices", "π΅ Cash Transactions", "β¬ Withdrawals", "β¬ Deposits"
])
for tab, key, label in [
(tab1, "notice_df", "No action notices generated."),
(tab2, "cash_df", "No cash transactions found."),
(tab3, "withdrawals_df", "No withdrawals found."),
(tab4, "deposits_df", "No deposits found."),
]:
with tab:
df = st.session_state[key]
if df is not None and not df.empty:
# Hide HTML columns
display_df = df.drop(columns=[c for c in df.columns if "html" in c.lower()], errors="ignore")
st.dataframe(display_df, width="stretch", hide_index=True)
else:
st.info(label)
st.divider()
excel_bytes = to_excel({
"Action Notices": st.session_state.notice_df,
"Cash Transactions": st.session_state.cash_df,
"Withdrawals": st.session_state.withdrawals_df,
"Deposits": st.session_state.deposits_df,
})
st.download_button(
label="β¬ Download Excel Report",
data=excel_bytes,
file_name=f"rj_emails_{datetime.now().strftime('%Y%m%d_%H%M')}.xlsx",
mime="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
)
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