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"""
Combine AMLSim outputs into a single dataset
"""
import os
import sys
from collections import Counter
import csv
import json
import datetime
from dateutil.parser import parse
class Schema:
def __init__(self, json_file, base_date):
self._base_date = base_date
with open(json_file, "r") as rf:
self.data = json.load(rf)
self.acct_num_cols = None
self.acct_names = list()
self.acct_defaults = list()
self.acct_types = list()
self.acct_name2idx = dict()
self.acct_id_idx = None
self.acct_name_idx = None
self.acct_balance_idx = None
self.acct_start_idx = None
self.acct_end_idx = None
self.acct_sar_idx = None
self.acct_model_idx = None
self.acct_bank_idx = None
self.tx_num_cols = None
self.tx_names = list()
self.tx_defaults = list()
self.tx_types = list()
self.tx_name2idx = dict()
self.tx_id_idx = None
self.tx_time_idx = None
self.tx_amount_idx = None
self.tx_type_idx = None
self.tx_orig_idx = None
self.tx_dest_idx = None
self.tx_sar_idx = None
self.tx_alert_idx = None
self.alert_acct_num_cols = None
self.alert_acct_names = list()
self.alert_acct_defaults = list()
self.alert_acct_types = list()
self.alert_acct_name2idx = dict()
self.alert_acct_alert_idx = None
self.alert_acct_reason_idx = None
self.alert_acct_id_idx = None
self.alert_acct_name_idx = None
self.alert_acct_sar_idx = None
self.alert_acct_model_idx = None
self.alert_acct_schedule_idx = None
self.alert_acct_bank_idx = None
self.alert_tx_num_cols = None
self.alert_tx_names = list()
self.alert_tx_defaults = list()
self.alert_tx_types = list()
self.alert_tx_name2idx = dict()
self.alert_tx_alert_idx = None
self.alert_tx_alert_type_idx = None
self.alert_tx_sar_idx = None
self.alert_tx_tx_idx = None
self.alert_tx_orig_idx = None
self.alert_tx_dest_idx = None
self.alert_tx_tx_type_idx = None
self.alert_tx_amount_idx = None
self.alert_tx_date_idx = None
self._parse()
def _parse(self):
acct_data = self.data["account"]
tx_data = self.data["transaction"]
alert_tx_data = self.data["alert_tx"]
alert_acct_data = self.data["alert_member"]
self.acct_num_cols = len(acct_data)
self.tx_num_cols = len(tx_data)
self.alert_tx_num_cols = len(alert_tx_data)
self.alert_acct_num_cols = len(alert_acct_data)
# Account list
for idx, col in enumerate(acct_data):
name = col["name"]
v_type = col.get("valueType", "string")
d_type = col.get("dataType")
default = col.get("defaultValue", "")
self.acct_names.append(name)
self.acct_defaults.append(default)
self.acct_types.append(v_type)
self.acct_name2idx[name] = idx
if d_type is None:
continue
if d_type == "account_id":
self.acct_id_idx = idx
elif d_type == "account_name":
self.acct_name_idx = idx
elif d_type == "initial_balance":
self.acct_balance_idx = idx
elif d_type == "start_time":
self.acct_start_idx = idx
elif d_type == "end_time":
self.acct_end_idx = idx
elif d_type == "sar_flag":
self.acct_sar_idx = idx
elif d_type == "model_id":
self.acct_model_idx = idx
elif d_type == "bank_id":
self.acct_bank_idx = idx
# Transaction list
for idx, col in enumerate(tx_data):
name = col["name"]
v_type = col.get("valueType", "string")
d_type = col.get("dataType")
default = col.get("defaultValue", "")
self.tx_names.append(name)
self.tx_defaults.append(default)
self.tx_types.append(v_type)
self.tx_name2idx[name] = idx
if d_type is None:
continue
if d_type == "transaction_id":
self.tx_id_idx = idx
elif d_type == "timestamp":
self.tx_time_idx = idx
elif d_type == "amount":
self.tx_amount_idx = idx
elif d_type == "transaction_type":
self.tx_type_idx = idx
elif d_type == "orig_id":
self.tx_orig_idx = idx
elif d_type == "dest_id":
self.tx_dest_idx = idx
elif d_type == "sar_flag":
self.tx_sar_idx = idx
elif d_type == "alert_id":
self.tx_alert_idx = idx
# Alert member list
for idx, col in enumerate(alert_acct_data):
name = col["name"]
v_type = col.get("valueType", "string")
d_type = col.get("dataType")
default = col.get("defaultValue", "")
self.alert_acct_names.append(name)
self.alert_acct_defaults.append(default)
self.alert_acct_types.append(v_type)
self.alert_acct_name2idx[name] = idx
if d_type is None:
continue
if d_type == "alert_id":
self.alert_acct_alert_idx = idx
elif d_type == "alert_type":
self.alert_acct_reason_idx = idx
elif d_type == "account_id":
self.alert_acct_id_idx = idx
elif d_type == "account_name":
self.alert_acct_name_idx = idx
elif d_type == "sar_flag":
self.alert_acct_sar_idx = idx
elif d_type == "model_id":
self.alert_acct_model_idx = idx
elif d_type == "schedule_id":
self.alert_acct_schedule_idx = idx
elif d_type == "bank_id":
self.alert_acct_bank_idx = idx
# Alert transaction list
for idx, col in enumerate(alert_tx_data):
name = col["name"]
v_type = col.get("valueType", "string")
d_type = col.get("dataType")
default = col.get("defaultValue", "")
self.alert_tx_names.append(name)
self.alert_tx_defaults.append(default)
self.alert_tx_types.append(v_type)
self.alert_tx_name2idx[name] = idx
if d_type is None:
continue
if d_type == "alert_id":
self.alert_tx_alert_idx = idx
elif d_type == "alert_type":
self.alert_tx_alert_type_idx = idx
elif d_type == "sar_flag":
self.alert_tx_sar_idx = idx
elif d_type == "transaction_id":
self.alert_tx_tx_idx = idx
elif d_type == "orig_id":
self.alert_tx_orig_idx = idx
elif d_type == "dest_id":
self.alert_tx_dest_idx = idx
elif d_type == "transaction_type":
self.alert_tx_tx_type_idx = idx
elif d_type == "amount":
self.alert_tx_amount_idx = idx
elif d_type == "timestamp":
self.alert_tx_date_idx = idx
def days2date(self, _days):
"""Get date as ISO 8601 format from days from the "base_date". If failed, return an empty string.
:param _days: Days from the "base_date"
:return: Date as ISO 8601 format
"""
try:
num_days = int(_days)
except ValueError:
return ""
dt = self._base_date + datetime.timedelta(num_days)
return dt.isoformat() + "Z" # UTC
def get_acct_row(self, acct_id, acct_name, init_balance, start_str, end_str, is_sar, model_id, bank_id, **attr):
row = list(self.acct_defaults)
row[self.acct_id_idx] = acct_id
row[self.acct_name_idx] = acct_name
row[self.acct_balance_idx] = init_balance
try:
start = int(start_str)
if start >= 0:
row[self.acct_start_idx] = start
except ValueError: # If failed, keep the default value
pass
try:
end = int(end_str)
if end > 0:
row[self.acct_end_idx] = end
except ValueError: # If failed, keep the default value
pass
row[self.acct_sar_idx] = is_sar
row[self.acct_model_idx] = model_id
row[self.acct_bank_idx] = bank_id
for name, value in attr.items():
if name in self.acct_name2idx:
idx = self.acct_name2idx[name]
row[idx] = value
return row
def get_tx_row(self, _tx_id, _timestamp, _amount, _tx_type, _orig, _dest, _is_sar, _alert_id, **attr):
row = list(self.tx_defaults)
row[self.tx_id_idx] = _tx_id
row[self.tx_time_idx] = _timestamp
row[self.tx_amount_idx] = _amount
row[self.tx_type_idx] = _tx_type
row[self.tx_orig_idx] = _orig
row[self.tx_dest_idx] = _dest
row[self.tx_sar_idx] = _is_sar
row[self.tx_alert_idx] = _alert_id
for name, value in attr.items():
if name in self.tx_name2idx:
idx = self.tx_name2idx[name]
row[idx] = value
return row
def get_alert_acct_row(self, _alert_id, _reason, _acct_id, _acct_name, _is_sar,
_model_id, _schedule_id, _bank_id, **attr):
row = list(self.alert_acct_defaults)
row[self.alert_acct_alert_idx] = _alert_id
row[self.alert_acct_reason_idx] = _reason
row[self.alert_acct_id_idx] = _acct_id
row[self.alert_acct_name_idx] = _acct_name
row[self.alert_acct_sar_idx] = _is_sar
row[self.alert_acct_model_idx] = _model_id
row[self.alert_acct_schedule_idx] = _schedule_id
row[self.alert_acct_bank_idx] = _bank_id
for name, value in attr.items():
if name in self.alert_acct_name2idx:
idx = self.alert_acct_name2idx[name]
row[idx] = value
return row
def get_alert_tx_row(self, _alert_id, _alert_type, _is_sar, _tx_id, _orig, _dest,
_tx_type, _amount, _timestamp, **attr):
row = list(self.alert_tx_defaults)
row[self.alert_tx_alert_idx] = _alert_id
row[self.alert_tx_alert_type_idx] = _alert_type
row[self.alert_tx_sar_idx] = _is_sar
row[self.alert_tx_tx_idx] = _tx_id
row[self.alert_tx_orig_idx] = _orig
row[self.alert_tx_dest_idx] = _dest
row[self.alert_tx_tx_type_idx] = _tx_type
row[self.alert_tx_amount_idx] = _amount
row[self.alert_tx_date_idx] = _timestamp
for name, value in attr.items():
if name in self.alert_tx_name2idx:
idx = self.alert_tx_name2idx[name]
row[idx] = value
return row
def load_output_conf_json(conf_json):
with open(conf_json, "r") as rf:
conf = json.load(rf)
out_dir = os.path.join(conf["output"]["directory"], conf["general"]["simulation_name"])
acct_file = conf["output"]["accounts"]
tx_file = conf["output"]["transactions"]
cash_file = conf["output"]["cash_transactions"]
alert_acct_file = conf["output"]["alert_members"]
alert_tx_file = conf["output"]["alert_transactions"]
acct_path = os.path.join(out_dir, acct_file)
tx_path = os.path.join(out_dir, tx_file)
cash_path = os.path.join(out_dir, cash_file)
alert_acct_path = os.path.join(out_dir, alert_acct_file)
alert_tx_path = os.path.join(out_dir, alert_tx_file)
schema_path = os.path.join(conf["input"]["directory"], conf["input"]["schema"])
base_date = parse(conf["general"]["base_date"])
schema = Schema(schema_path, base_date)
return acct_path, tx_path, cash_path, alert_acct_path, alert_tx_path, schema
def load_input_conf_json(conf_json):
with open(conf_json, "r") as rf:
conf = json.load(rf)
in_dir = conf["input"]["directory"]
acct_file = conf["input"]["accounts"]
alert_file = conf["input"]["alert_patterns"]
deg_file = conf["input"]["degree"]
tx_file = conf["input"]["transaction_type"]
acct_path = os.path.join(in_dir, acct_file)
alert_path = os.path.join(in_dir, alert_file)
deg_path = os.path.join(in_dir, deg_file)
tx_path = os.path.join(in_dir, tx_file)
return acct_path, alert_path, deg_path, tx_path
class Combiner:
def __init__(self, out_conf_json, out_sim_name=None):
self.last_acct_id = 0
self.last_tx_id = 0
self.last_alert_id = 0
with open(out_conf_json, "r") as rf:
out_conf = json.load(rf)
in_dir = out_conf["input"]["directory"]
os.makedirs(in_dir, exist_ok=True)
self.in_acct_path, self.in_alert_path, self.in_deg_path, self.in_tx_path = load_input_conf_json(out_conf_json)
with open(self.in_acct_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(["count", "min_balance", "max_balance", "start_day", "end_day",
"country", "business_type", "model", "bank_id"])
with open(self.in_alert_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(["count", "type", "schedule_id", "min_accounts", "max_accounts",
"min_amount", "max_amount", "min_period", "max_period", "bank_id", "is_sar"])
with open(self.in_tx_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(["Type", "Frequency"])
self.in_deg = Counter()
self.out_deg = Counter()
if out_sim_name is None:
out_sim_name = out_conf["general"]["simulation_name"]
out_dir = os.path.join(out_conf["output"]["directory"], out_sim_name)
os.makedirs(out_dir, exist_ok=True)
self.out_acct_path, self.out_tx_path, self.out_cash_path, \
self.out_alert_acct_path, self.out_alert_tx_path, self.out_schema = load_output_conf_json(out_conf_json)
# Add headers
with open(self.out_acct_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(self.out_schema.acct_names)
with open(self.out_tx_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(self.out_schema.tx_names)
with open(self.out_cash_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(self.out_schema.tx_names)
with open(self.out_alert_acct_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(self.out_schema.alert_acct_names)
with open(self.out_alert_tx_path, "w") as wf:
writer = csv.writer(wf, lineterminator='\n')
writer.writerow(self.out_schema.alert_tx_names)
def append_input_data(self, in_conf_json):
in_acct_path, in_alert_path, in_deg_path, in_tx_path = load_input_conf_json(in_conf_json)
wf = open(self.in_acct_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_acct_path, "r")
reader = csv.reader(rf)
next(reader)
for row in reader:
writer.writerow(row)
rf.close()
wf.close()
wf = open(self.in_alert_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_alert_path, "r")
reader = csv.reader(rf)
next(reader)
for row in reader:
writer.writerow(row)
rf.close()
wf.close()
with open(in_deg_path, "r") as rf:
reader = csv.reader(rf)
next(reader)
for row in reader:
deg = int(row[0])
in_num = int(row[1])
out_num = int(row[2])
self.in_deg[deg] += in_num
self.out_deg[deg] += out_num
wf = open(self.in_tx_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_tx_path, "r")
reader = csv.reader(rf)
next(reader)
for row in reader:
writer.writerow(row)
rf.close()
wf.close()
def write_degrees(self):
degrees = sorted(set(self.in_deg.keys()) | set(self.out_deg.keys()))
with open(self.in_deg_path, "w") as wf:
writer = csv.writer(wf)
writer.writerow(["Count", "In-degree", "Out-degree"])
for d in degrees:
writer.writerow([d, self.in_deg[d], self.out_deg[d]])
def append_output_data(self, in_conf_json):
in_acct_path, in_tx_path, in_cash_path, in_alert_acct_path, in_alert_tx_path, in_schema = \
load_output_conf_json(in_conf_json)
max_acct_id = 0
max_tx_id = 0
max_alert_id = 0
# Convert account list
wf = open(self.out_acct_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_acct_path, "r")
reader = csv.reader(rf)
id_idx = in_schema.acct_id_idx
name_idx = in_schema.acct_name_idx
balance_idx = in_schema.acct_balance_idx
start_idx = in_schema.acct_start_idx
end_idx = in_schema.acct_end_idx
sar_idx = in_schema.acct_sar_idx
model_idx = in_schema.acct_model_idx
bank_idx = in_schema.acct_bank_idx
next(reader)
for row in reader:
acct_id = int(row[id_idx]) + self.last_acct_id
max_acct_id = max(max_acct_id, acct_id)
acct_name = row[name_idx]
balance = row[balance_idx]
start = row[start_idx]
end = row[end_idx]
is_sar = row[sar_idx]
model = row[model_idx]
bank_id = row[bank_idx]
output_row = self.out_schema.get_acct_row(acct_id, acct_name, balance, start, end, is_sar, model, bank_id)
writer.writerow(output_row)
rf.close()
wf.close()
# Convert transaction list
id_idx = in_schema.tx_id_idx
orig_idx = in_schema.tx_orig_idx
bene_idx = in_schema.tx_dest_idx
date_idx = in_schema.tx_time_idx
amt_idx = in_schema.tx_amount_idx
type_idx = in_schema.tx_type_idx
sar_idx = in_schema.tx_sar_idx
alert_idx = in_schema.tx_alert_idx
wf = open(self.out_tx_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_tx_path, "r")
reader = csv.reader(rf)
next(reader)
for row in reader:
tx_id = int(row[id_idx]) + self.last_tx_id
max_tx_id = max(max_tx_id, tx_id)
orig_id = int(row[orig_idx]) + self.last_acct_id
bene_id = int(row[bene_idx]) + self.last_acct_id
date = row[date_idx]
amount = row[amt_idx]
tx_type = row[type_idx]
is_sar = row[sar_idx]
alert_id = int(row[alert_idx])
if alert_id >= 0 and self.last_alert_id is not None:
alert_id += self.last_alert_id
max_alert_id = max(max_alert_id, alert_id)
output_row = self.out_schema.get_tx_row(tx_id, date, amount, tx_type, orig_id, bene_id, is_sar, alert_id)
writer.writerow(output_row)
rf.close()
wf.close()
# Convert cash transaction list
wf = open(self.out_cash_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_cash_path, "r")
reader = csv.reader(rf)
next(reader)
for row in reader:
tx_id = int(row[id_idx]) + self.last_tx_id
max_tx_id = max(max_tx_id, tx_id)
orig_id = int(row[orig_idx]) + self.last_acct_id
bene_id = int(row[bene_idx]) + self.last_acct_id
date = row[date_idx]
amount = row[amt_idx]
tx_type = row[type_idx]
is_sar = row[sar_idx]
alert_id = int(row[alert_idx])
if alert_id >= 0 and self.last_alert_id is not None:
alert_id += self.last_alert_id
max_alert_id = max(max_alert_id, alert_id)
output_row = self.out_schema.get_tx_row(tx_id, date, amount, tx_type, orig_id, bene_id, is_sar, alert_id)
writer.writerow(output_row)
rf.close()
wf.close()
# Convert alert member list
alert_idx = in_schema.alert_acct_alert_idx
acct_idx = in_schema.alert_acct_id_idx
reason_idx = in_schema.alert_acct_reason_idx
sar_idx = in_schema.alert_acct_sar_idx
model_idx = in_schema.alert_acct_model_idx
schedule_idx = in_schema.alert_acct_schedule_idx
bank_idx = in_schema.alert_acct_bank_idx
wf = open(self.out_alert_acct_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_alert_acct_path, "r")
reader = csv.reader(rf)
next(reader)
for row in reader:
if self.last_alert_id is None:
writer.writerow(self.out_schema.alert_acct_names)
self.last_alert_id = 0
alert_id = int(row[alert_idx]) + self.last_alert_id
reason = row[reason_idx]
acct_id = int(row[acct_idx]) + self.last_acct_id
is_sar = row[sar_idx]
model = row[model_idx]
schedule = row[schedule_idx]
bank_id = row[bank_idx]
output_row = self.out_schema.get_alert_acct_row(alert_id, reason, acct_id, acct_id, is_sar, model,
schedule, bank_id)
writer.writerow(output_row)
rf.close()
wf.close()
# Convert alert transaction list
alert_idx = in_schema.alert_tx_alert_idx
type_idx = in_schema.alert_tx_alert_type_idx
sar_idx = in_schema.alert_tx_sar_idx
tx_idx = in_schema.alert_tx_tx_idx
orig_idx = in_schema.alert_tx_orig_idx
bene_idx = in_schema.alert_tx_dest_idx
tx_type_idx = in_schema.alert_tx_tx_type_idx
amt_idx = in_schema.alert_tx_amount_idx
date_idx = in_schema.alert_tx_date_idx
wf = open(self.out_alert_tx_path, "a")
writer = csv.writer(wf, lineterminator='\n')
rf = open(in_alert_tx_path, "r")
reader = csv.reader(rf)
next(reader)
for row in reader:
alert_id = int(row[alert_idx]) + self.last_alert_id
max_alert_id = max(max_alert_id, alert_id)
alert_type = row[type_idx]
is_sar = row[sar_idx]
tx_id = int(row[tx_idx]) + self.last_tx_id
orig_id = int(row[orig_idx]) + self.last_acct_id
bene_id = int(row[bene_idx]) + self.last_acct_id
tx_type = row[tx_type_idx]
amount = row[amt_idx]
date = row[date_idx]
output_row = self.out_schema.get_alert_tx_row(alert_id, alert_type, is_sar, tx_id, orig_id, bene_id,
tx_type, amount, date)
writer.writerow(output_row)
rf.close()
wf.close()
self.last_acct_id = (max_acct_id + 1)
self.last_tx_id = (max_tx_id + 1)
self.last_alert_id = (max_alert_id + 1)
if __name__ == "__main__":
argv = sys.argv
argc = len(argv)
if argc < 4 or argc % 2 == 0:
print("Usage: python3 %s [OutputConfJSON] [OutputSimName] ([InputConfJSON] [Repetitions]...)" % argv[0])
exit(1)
_conf_json = argv[1]
_sim_name = argv[2]
com = Combiner(_conf_json, _sim_name)
for i in range(3, argc, 2):
_in_conf_json = argv[i]
_rep = int(argv[i+1])
for j in range(_rep):
print("Loading %s: %d/%d" % (_in_conf_json, j, _rep))
com.append_input_data(_in_conf_json)
com.append_output_data(_in_conf_json)
com.write_degrees()
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