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Read_Data.py
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import json
import os
import names
# tira fuori le info dal file json e le restituisce come dizionario
def get_json_content(file):
with open(file, "rt") as f:
j = json.load(f)
return j
def decode_history(history_json):
nh = history_json["nurseHistory"]
history = {}
for h in nh:
nurse_id = h["nurse"]
dic = {}
dic["last_shift"] = h["lastAssignedShiftType"]
# dic['num_cons_shift_sametype'] = ...
dic['num_cons_shift'] = h["numberOfConsecutiveAssignments"]
dic['num_cons_days_off'] = h["numberOfConsecutiveDaysOff"]
dic['num_worked_week_ends'] = h["numberOfWorkingWeekends"]
dic['num_worked_shifts'] = h["numberOfAssignments"]
history[nurse_id] = dic
return history
def decode_scenario(scenario_json):
# lista di dizionari
cs = scenario_json["contracts"]
contract_types = []
contracts = {}
for c in cs:
if c['id'] not in contract_types:
contract_types.append(c['id'])
contracts[c['id']] = {}
contracts[c['id']]['min_assignments'] = c['minimumNumberOfAssignments']
contracts[c['id']]['max_assignments'] = c['maximumNumberOfAssignments']
contracts[c['id']]['min_cons_working_days'] = c['minimumNumberOfConsecutiveWorkingDays']
contracts[c['id']]['max_cons_working_days'] = c['maximumNumberOfConsecutiveWorkingDays']
contracts[c['id']]['min_cons_days_off'] = c['minimumNumberOfConsecutiveDaysOff']
contracts[c['id']]['max_cons_days_off'] = c['maximumNumberOfConsecutiveDaysOff']
contracts[c['id']]['max_working_week_ends'] = c['maximumNumberOfWorkingWeekends']
contracts[c['id']]['complete_week_ends'] = bool(c['completeWeekends'])
fs = scenario_json['forbiddenShiftTypeSuccessions']
forbidden_shifts_succession = {}
shift_types = []
for f in fs:
shift_type = f['precedingShiftType']
if shift_type not in shift_types:
shift_types.append(shift_type)
forbidden_shifts_succession[shift_type] = {}
for shift_type_before in shift_types:
for shift_type_after in shift_types:
forbidden_shifts_succession[shift_type_before][shift_type_after] = False
for f in fs:
nextShifts = f['succeedingShiftTypes']
for nextShift in nextShifts:
forbidden_shifts_succession[f['precedingShiftType']][nextShift] = True
skills = scenario_json["skills"]
ns = scenario_json["nurses"]
nurses = {}
for n in ns:
nurse_id = n['id']
nurses[nurse_id] = {}
nurses[nurse_id]['contract_type'] = n['contract']
nurses[nurse_id]['skills'] = n['skills']
nurses[nurse_id]['name'] = names.get_first_name()
return contracts, forbidden_shifts_succession, nurses, shift_types, skills
def decode_week(week_json, w, shift_types):
days = [day + '-' + str(w) for day in ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']]
minimum_nurses = {}
optimum_nurses = {}
rs = week_json["requirements"]
for r in rs:
shift = r["shiftType"]
skill = r["skill"]
for key in r:
if "requirement" not in key:
continue
day = key[len("requirementOn"):] + "-" + str(w)
minimum_nurses[day, shift, skill] = r[key]["minimum"]
optimum_nurses[day, shift, skill] = r[key]["optimal"]
permit_requests = []
prs = week_json["shiftOffRequests"]
for pr in prs:
nurse_id = pr['nurse']
day = pr['day'] + "-" + str(w)
shift = pr['shiftType']
if shift == 'Any':
for s in shift_types:
permit_requests.append((nurse_id, day, s))
else:
permit_requests.append((nurse_id, day, shift))
return days, minimum_nurses, optimum_nurses, permit_requests
def read_data(num_nurses, num_time_periods, id_h, id_first_w):
s = "n{0:0=3d}w".format(num_nurses) + str(num_time_periods)
dir = os.path.join("Real_Data", s)
# per catturare nome file della storia
history_file = os.path.join(dir, "H0-"+s+"-" + str(id_h) + ".json")
# richiamo la funzione per catturare le info del json
# è un dizionario che rappresenta contenuto del json
history_json = get_json_content(history_file)
history = decode_history(history_json)
scenario_file = os.path.join(dir, "Sc-"+s+".json")
scenario_json = get_json_content(scenario_file)
contracts, forbidden_shifts_succession, nurses, shift_types, skills = decode_scenario(scenario_json)
contract_types = contracts.keys()
days = []
minimum_nurses = {}
optimum_nurses = {}
permit_requests = []
for w in range(id_first_w, id_first_w + num_time_periods):
w = w % 10
week_file = os.path.join(dir, "WD-"+s+"-{}.json".format(w))
week_json = get_json_content(week_file)
# specifici per una settimana
ds, mn, om, pr = decode_week(week_json, w, shift_types)
# quelli completi per tutto il periodo
days.extend(ds)
minimum_nurses.update(mn)
optimum_nurses.update(om)
permit_requests.extend(pr)
return history, nurses, contracts, days, minimum_nurses, forbidden_shifts_succession, optimum_nurses, permit_requests, shift_types, contract_types, skills