Created
November 14, 2019 21:13
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# pylint: disable=C0111 | |
import csv | |
import datetime | |
import math | |
from config import * | |
home_dir = "C:\\Python\\IBNR\\" | |
#Define CSV inputs from Claim Download and DLR | |
UNIQUE_ID = 0 | |
ACC_IND = 7 | |
LOSS_AGE = 16 | |
DOD = 17 | |
CLAIM_BP = 18 | |
CLAIM_DUR = 19 | |
EP_ACC = 20 | |
EP_ILL = 21 | |
BENEFIT_AMT = 23 | |
COLA_PCT = 37 | |
TERM_DT = 38 | |
STAT = 45 | |
GAAP = 46 | |
SKIP = 47 | |
def conv_bp(claim_bp, dur_type, dis_dt): | |
if dur_type == 'D': | |
return dis_dt + datetime.timedelta(days = int(claim_bp)*30) | |
else: | |
return obs_end_dt | |
def addmonth(dt): | |
try: | |
if dt.month == 12: | |
return datetime.date(dt.year + 1, 1, dt.day) | |
else: | |
return datetime.date(dt.year, dt.month + 1, dt.day) | |
except ValueError: | |
return datetime.date(dt.year, dt.month + 2, 1) + datetime.timedelta(days=-1) | |
def begin_pay(acc_type, ep_ill, ep_acc, dis_dt): | |
if acc_type == 'S': | |
return dis_dt + datetime.timedelta(days = ep_ill) | |
else: | |
return dis_dt + datetime.timedelta(days = ep_acc) | |
def max_date(obs_dt, term_dt, row, dis_dt): | |
return min(obs_dt, term_dt, conv_bp(row[CLAIM_BP],row[CLAIM_DUR],dis_dt)) | |
def cola_pmt(cola_rate, duration, benefit): | |
if cola_rate == 0: | |
return 0 | |
else: | |
base_rate = 1 + (float(cola_rate)/100) | |
compound_rate = base_rate**math.floor(duration) | |
cola_factor = compound_rate - 1 | |
return cola_factor*float(benefit) | |
def payment_fraction(curr_ptd, max_ptd): | |
if addmonth(curr_ptd) > max_ptd: | |
return (max_ptd - curr_ptd).days/30 | |
else: | |
return 1 | |
def present_value(payment, paid_dt, obs_dt): | |
return payment*((1/(1+valrate))**((paid_dt-obs_dt).days/365)) | |
def main(input_path, output_path): | |
with open(input_path) as fin: | |
first = True | |
with open(output_path, 'w') as fout: | |
out = csv.writer(fout) | |
for row in csv.reader(fin): | |
if first: | |
first = False | |
out.writerow(["UniqueID", "AggPay", "Stat", "GAAP"]) | |
continue | |
##Convert dates and set counters for each row | |
Date_of_disability = datetime.datetime.strptime(row[DOD], '%m/%d/%Y').date() | |
Paid_to_date = begin_pay(row[ACC_IND],int(row[EP_ILL]),int(row[EP_ACC]),Date_of_disability) | |
Begin_date = Paid_to_date | |
try: | |
Claim_term_date = datetime.datetime.strptime(row[TERM_DT], '%m/%d/%Y').date() | |
except ValueError: | |
Claim_term_date = datetime.date.max | |
Max_pay_date = max_date(obs_end_dt, Claim_term_date, row, Date_of_disability) | |
Duration = 0 | |
Agg_payment = 0 | |
if Date_of_disability < obs_start_dt or Date_of_disability > obs_end_dt: | |
continue | |
while Paid_to_date < Max_pay_date: | |
Gross_pmt = payment_fraction(Paid_to_date,Max_pay_date)*(float(row[BENEFIT_AMT]) + cola_pmt(row[COLA_PCT],(Duration/12),float(row[BENEFIT_AMT]))) | |
Duration += 1 | |
Paid_to_date = addmonth(Paid_to_date) | |
PV_pmt = present_value(Gross_pmt, Paid_to_date, obs_start_dt) | |
Agg_payment += PV_pmt | |
out.writerow([row[UNIQUE_ID], Agg_payment/trueup_pct, present_value(float(row[STAT])/trueup_pct, obs_end_dt, obs_start_dt), present_value(float(row[GAAP])/trueup_pct, obs_end_dt, obs_start_dt)]) | |
if __name__ == '__main__': | |
main (home_dir+"IBNRData.csv", home_dir+"Results.csv") |
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