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Copy pathclasses.py
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executable file
·628 lines (552 loc) · 22.8 KB
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from imports import pd, Enum
import datetime
import os
import requests
import json
import pytz
import time
import random
class State(Enum):
UNKNOW = 'X'
WAITING = 'Y'
A = 'A'
B = 'B'
class BusStop(object):
def __init__(self, id, x, y, name, set_id):
self.x = x
self.y = y
self.id = id
self.name = name
self.set_id = set_id
def __str__(self):
return f'{self.id} {self.name}'
class LineRoute(object):
def __init__(self, row, bs):
self.line = row["line"]
self.track = row["track"].split()
self.direction = row["direction"]
self.type = row["type"]
self.code = row["code"]
self.level = row["level"]
self.city_code_from = row["city_code_from"]
self.city_code_to = row["city_code_to"]
self.trackBS = self.create_busstops_array(bs)
self.length = len(self.track)
def __str__(self):
return f'Line: {self.line} Code: {self.code} Dir: {self.direction}'
def __len__(self):
return self.length
def create_busstops_array(self, dico):
array = []
for bs_id in self.track:
try:
array.append(dico[int(bs_id)])
except:
return None
return array
def get_index(self, stop_id:str) -> int:
if stop_id >= self.length:
return -1
for i in range(self.length):
if self.track[i] == stop_id:
return i
def to_df(self):
return pd.DataFrame({
'line': self.line,
'track_code': self.code,
'direction': self.direction,
'type': self.type,
'first_stop': self.track[0],
'last_stop': self.track[-1],
'priority': self.level,
'direction': self.direction,
'city_code_from': self.city_code_from,
'city_code_to': self.city_code_to,
}, index=[0])
class RideHistory(object):
def __len__(self):
return len(self.time)
def __init__(self, vehicle=None):
self.ride_id = None
self.line = None
self.direction_state = None
self.direction = None
self.vehicle_nr = None
self.brigade = None
self.course_name = None
self.vehicle_id = None
self.route:LineRoute = None
self.ride:Ride = None
self.ride_id_timetable:str = ''
self.vehicle:Vehicle = None
self.day = None
if vehicle is not None:
self.set_vehicle(vehicle)
self.time = []
self.time_str = []
self.bus_stop_nr = []
self.bus_stop_id = []
self.delay = []
self.is_on_time = []
self.activity = []
self.sorting = []
self.correct_first_time = None
def set_vehicle(self, vehicle):
self.line = vehicle.line
self.direction_state = vehicle.state
self.direction = vehicle.state.value
self.vehicle_nr = vehicle.veh_num
self.brigade = vehicle.brigade
self.course_name = vehicle.get_current_course_name()
self.vehicle_id = vehicle.veh_id
self.route = vehicle.route
self.vehicle = vehicle
self.day = vehicle.day
def set_ride(self, ride):
self.ride = ride
self.ride_id_timetable = ride.ride_id
self.course_name = ride.course_name
self.route = ride.route
def add_row(self, time:datetime.datetime):
if self.direction != self.vehicle.state.value:
raise("Vehicle in a different state than current history")
bs_index = self.vehicle.next_stop_index
next_bs_id = self.route.track[bs_index]
# delay = None
# if self.ride is not None:
# delay = self.ride.calculate_delay(bs_index, time)
# is_on_time = 1 if delay == 0 else 0
act = self.vehicle.get_activity()
activity = act[0]
sorting = act[1]
next_bs_id = self.route.track[bs_index]
self.activity.append(activity)
self.time.append(time)
# self.time_str.append(time.strftime("%Y-%m-%d %H:%M:%S"))
self.bus_stop_id.append(next_bs_id)
self.bus_stop_nr.append(bs_index)
self.sorting.append(sorting)
if len(self.time) == 3:
self.ride_id = f'{self.vehicle_id}_{self.time[0].strftime("%y%m%d-%H:%M")}_{self.direction}'
# if delay is None:
# self.is_on_time.append(-1)
# self.delay.append(0)
# else:
# self.is_on_time.append(is_on_time)
# self.delay.append(delay)
def correct_row(self, time:datetime.datetime):
if len(self.time) == 0:
self.correct_first_time = time
return
self.time[0] = time
#self.time_str[0] = time.strftime("%Y-%m-%d %H:%M:%S")
#self.set_delay_values(0)
def set_delay_values(self, ind:int):
if ind == 0 and len(self.delay):
raise Exception("There was already some delay values! Whoa!")
time = self.time[ind]
delay = None
if self.ride is not None:
delay = self.ride.calculate_delay(ind, time)
is_on_time = 1 if delay == 0 else 0
if delay is None:
self.is_on_time.append(-1)
self.delay.append(0)
else:
self.is_on_time.append(is_on_time)
self.delay.append(delay)
def check_validity(self):
if len(self.time) == 0:
return False
#self.day is not None and
if self.time[0].date() != self.day:
return False
if self.vehicle is None:
return False
if self.route is None:
return False
if len(self.time) != len(self.route):
return False
if len(self.bus_stop_id) != len(self.route):
return False
if len(self.bus_stop_nr) != len(self.route):
return False
if len(self.sorting) != len(self.route):
return False
if self.sorting[0] != 0:
return False
if self.sorting[-1] != 2:
return False
for i in range(1,len(self.time)):
if (self.time[i] - self.time[i-1]).total_seconds()/60.0 >= 23:
return False
if self.direction != self.route.direction:
raise Exception("Different direction of route and history")
# if self.ride is not None:
# if not all(delay <= 300 and delay >= 0 for delay in self.delay):
# raise Exception("Wrong delay values")
# if not all(indic != -1 for indic in self.is_on_time):
# raise Exception("Wrong is_on_time indicators")
return True
def merge_if_continuous(self, old_hist):
if self.direction != old_hist.direction:
return False
if self.route != old_hist.route:
return False
if self.course_name != old_hist.course_name:
return False
old_last_ind = old_hist.bus_stop_nr[-1] if len(old_hist) >= 1 else -100
new_first_ind = self.bus_stop_nr[0] if len(self) >= 1 else -10
if new_first_ind == old_last_ind + 1:
self.time = old_hist.time + self.time
self.time_str = old_hist.time_str + self.time_str
self.bus_stop_nr = old_hist.bus_stop_nr + self.bus_stop_nr
self.bus_stop_id = old_hist.bus_stop_id + self.bus_stop_id
self.delay = old_hist.delay + self.delay
self.is_on_time = old_hist.is_on_time + self.is_on_time
self.activity = old_hist.activity + self.activity
self.sorting = old_hist.sorting + self.sorting
if self.correct_first_time is not None:
self.time[0] = self.correct_first_time
return True
return False
def get_df(self):
self.ride_id = f'{self.vehicle_id}_{self.time[0].strftime("%y%m%d-%H:%M")}_{self.direction}'
self.time_str = [time.strftime("%Y-%m-%d %H:%M:%S") for time in self.time]
for i in range(len(self.time)):
self.set_delay_values(i)
if len(self.delay) != len(self.time):
raise Exception("Something went wrong while calculating delays.")
df = pd.DataFrame({
'ride_id': self.ride_id,
'time': self.time,
'vehicle_id': self.vehicle_id,
'line': self.line,
'vehicle_number': self.vehicle_nr,
'brigade': self.brigade,
'bus_stop_id': self.bus_stop_id,
'bus_stop': self.bus_stop_nr,
'direction': self.direction,
'is_on_time': self.is_on_time,
'delay': self.delay,
'ride_id_timetable': self.ride_id_timetable,
'course_name': self.course_name,
'activity': self.activity,
'sorting': self.sorting,
'time_str': self.time_str
})
df['bus_stop'] = df['bus_stop'].astype('int')
df['is_on_time'] = df['is_on_time'].astype('int')
df['sorting'] = df['sorting'].astype('int')
return df
def append_case(self, cases):
cases['ride_id'].append(self.ride_id)
cases['vehicle_id'].append(self.vehicle_id)
cases['course_name'].append(self.course_name)
cases['line'].append(self.line)
cases['vehicle_number'].append(self.vehicle_nr)
cases['brigade'].append(self.brigade)
cases['direction'].append(self.direction)
cases['start_date'].append(self.time[0].strftime('%Y-%m-%d'))
cases['first_stop'].append(self.route.track[0])
cases['last_stop'].append(self.route.track[-1])
cases['ride_type'].append(self.ride.ride_type if self.ride is not None else '')
cases['ride_day_type'].append(self.ride.day_type if self.ride is not None else '')
cases['ride_is_on_time'].append(self.ride.is_on_time if self.ride is not None else -1)
cases['ride_id_timetable'].append(self.ride.ride_id if self.ride is not None else '')
class Ride(object):
def __init__(self, row, date, df_courses, vehicle):
self.ride_id = row.ride_name
self.course_name = row.course_name
self.line = row.line_number
self.direction = row.direction
self.vehicle = vehicle
self.ride_type = row.ride_type
self.day_type = row.day_type
self.times = []
self.time_deltas = []
self.is_on_time = True
self.route = None
df_ride = df_courses[df_courses['ride_name'] == row.ride_name]
self.process_ride(df_ride, date)
def set_route(self, route):
self.route = route
def process_ride(self, df_ride, date):
first_time = date + df_ride.iloc[0].time_actual
first_date = date
first_sec = df_ride.iloc[0].time_actual.total_seconds()
self.first_stop = df_ride.iloc[0].bus_stop_id
self.last_stop = df_ride.iloc[-1].bus_stop_id
for _, row in df_ride.iterrows():
if row.time_actual.total_seconds() < first_sec:
first_date = first_date + datetime.timedelta(days=1)
first_sec = row.time_actual.total_seconds()
curtime = first_date + row.time_actual
self.times.append(curtime)
self.time_deltas.append(int((curtime - first_time).seconds/60))
return
def calculate_delay(self, ind, timestamp):
actual_timestamp = timestamp.to_pydatetime()
desired_time = self.times[ind]
delta = (actual_timestamp - desired_time)
delay = round(delta.total_seconds()/60.0, 2) if delta.total_seconds() >= 60 else 0
if delay > 1000:
print()
if delay != 0:
self.is_on_time = False
return delay
def __str__(self):
return f'Ride {self.ride_id} Line {self.line}'
class Vehicle(object):
def __init__(self, line, vehNum, brigade, df_tracks_A, df_tracks_B):
self.line = line
self.veh_num = vehNum
self.brigade = brigade
self.veh_id = f'{line}_{vehNum}_{brigade}'
self.state = State.UNKNOW
self.last_state = State.UNKNOW
self.last_stop_index = -1
self.next_stop_index = 0
self.routesA = df_tracks_A
self.routesB = df_tracks_B
self.search_for_first_stop = False
self.day = None
self.route:LineRoute = None
self.ride:Ride = None
self.history:RideHistory = RideHistory()
self.rides = []
self.histories = [self.history]
def __str__(self):
return f'Line:{self.line} number:{self.veh_num}'
def name(self):
return f'{self.line}-{self.veh_num}-{self.bridge}'
def update_state(self, state:State, busstop:BusStop = None):
self.last_state = self.state
self.state = state
self.ride = None
if state == State.A:
self.route = self.routesA[0]
elif state == State.B:
self.route = self.routesB[0]
else:
self.route = None
if self.last_state in (State.A, State.B) and self.state == State.UNKNOW:
self.history = RideHistory()
#self.check_last_history_valid()
self.histories.append(self.history)
#Changing state from UNKNOWN
if busstop is not None:
#TODO: CHECK IF HISTORY'S LAST STOP AND NEXT IS ON ROUTE
self.history.set_vehicle(self)
# if len(self.histories) >= 2:
# self.history.merge_if_continuous(self.histories[-2])
for i in range(0, len(self.route)):
if self.route.trackBS[i].id == busstop.id:
self.last_stop_index = i - 1
self.next_stop_index = i
break
def get_last_stop(self):
if self.route is not None:
return self.route.trackBS[self.last_stop_index]
else:
raise("Vehicle doesn't have a course")
def get_next_stop(self):
if self.route is not None:
if self.last_stop_index + 1 < len(self.route):
return self.route.trackBS[self.last_stop_index + 1]
else:
return None
else:
raise("Vehicle doesn't have a course")
def achieve_next_stop(self):
if self.route is not None:
if self.last_stop_index < len(self.route) - 2:
self.last_stop_index += 1
self.next_stop_index += 1
else:
self.should_achieve_next_stop = True
self.achieve_next_stop_indexes()
self.update_course(None)
self.history = RideHistory(self)
#self.check_last_history_valid()
self.histories.append(self.history)
# def check_last_history_valid(self):
# if not self.histories[-1].check_validity():
# self.histories.pop()
def achieve_next_stop_indexes(self):
self.last_stop_index = -1
self.next_stop_index = 0
self.search_for_first_stop = True
if self.state == State.A:
self.update_state(State.B)
elif self.state == State.B:
self.update_state(State.A)
def get_current_track(self):
return self.route
def get_current_course_name(self):
return self.route.code
def get_current_bus_stops_list(self):
return self.route.trackBS
def get_activity(self):
track = self.get_current_bus_stops_list()
if self.last_stop_index == len(track) - 2: #Last stop reached
return (f'Ride ended', 2)
return f'Ride ended at {self.get_next_stop().name}'
elif self.last_stop_index == -1: #First stop reached
return (f'Ride started', 0)
return f'Ride started at {self.get_next_stop().name}'
else: #Regular stop reached
return (f'Arrival at {self.get_next_stop().name}', 1)
def search_for_ride(self, df_rides, timestamp):
cur_bs = self.get_current_track().track[self.next_stop_index]
datetime = timestamp.to_pydatetime()
date = datetime.replace(hour=0, minute=0, second=0, microsecond=0)
dir = self.state.value
possible_rides = df_rides[(df_rides['line_number'] == self.line) & (df_rides['bus_stop_id'] == cur_bs)
& (df_rides['direction'] == dir)]
if possible_rides.empty:
return
else:
possible_rides['time_difference'] = possible_rides.apply(lambda x: self.get_difference(x, datetime), axis = 1)
possible_rides.sort_values(by=['time_difference'], ascending=True, inplace=True)
ind = possible_rides['time_difference'].idxmin()
if possible_rides.iloc[0].time_difference < 7:
self.update_ride_and_course(Ride(possible_rides.loc[ind], date, df_rides, self))
def update_ride_and_course(self, ride):
self.ride = ride
self.rides.append(ride)
route = ride.course_name
self.update_course(route)
self.ride.set_route(self.route)
self.history.set_ride(ride)
return
def update_course(self, course_name):
if course_name is None:
#reset at the end of course
self.route = self.routesA[0] if self.state == State.A else self.routesB[0]
else:
#search for track in tracks
if self.state == State.A:
for track in self.routesA:
if track.code == course_name:
self.route = track
elif self.state == State.B:
for track in self.routesB:
if track.code == course_name:
self.route = track
def get_current_bus_stops_list_string(self):
return self.route.track
def get_difference(self, row_from_timetable, gps_timestamp):
date = gps_timestamp.replace(hour=0, minute=0, second=0, microsecond=0)
second_stamp = date + row_from_timetable.time_actual
delta = max(gps_timestamp, second_stamp) - min(gps_timestamp, second_stamp)
return delta.seconds/60.0
def get_result(self):
valid_histories = [hist for hist in self.histories if hist.check_validity()]
not_valid_histories = [hist for hist in self.histories if not hist.check_validity()]
merged_histories = []
i = 1
while i < len(not_valid_histories):
new_hist:RideHistory = not_valid_histories[i]
old_hist:RideHistory = not_valid_histories[i - 1]
if new_hist.merge_if_continuous(old_hist):
if new_hist.check_validity():
merged_histories.append(new_hist)
i += 2
continue
i += 1
all_histories = valid_histories + merged_histories
all_histories.sort(key=lambda x: x.time[0])
if len(all_histories) == 0:
return None
frames = []
cases = {
'ride_id': [],
'vehicle_id': [],
'course_name': [],
'line': [],
'vehicle_number': [],
'brigade': [],
'direction': [],
'start_date': [],
'first_stop': [],
'last_stop': [],
'ride_type': [],
'ride_day_type': [],
'ride_is_on_time': [],
'ride_id_timetable': []
}
for hist in all_histories:
frames.append(hist.get_df())
hist.append_case(cases)
res_df = pd.concat(frames)
cases_df = pd.DataFrame(data=cases)
cases_df['ride_is_on_time'] = cases_df['ride_is_on_time'].astype('int')
return (
res_df,
cases_df,
len(all_histories),
len([hist for hist in all_histories if hist.ride is not None])
)
class APIQuery(object):
def __init__(self, stop:tuple, stop_id:str, day_date:datetime.datetime):
self.stop_id = stop_id
self.base_url = "https://history.openweathermap.org/data/2.5/history/city?"
self.api_key = f'appid={os.getenv("WEATHER_API_KEY")}'
self.lat = f'lat={stop[1]}'
self.lon = f'lon={stop[0]}'
self.type = f'type=hour'
self.start = f'start={(datetime.datetime(year=day_date.year, month=day_date.month, day=day_date.day) + datetime.timedelta(hours=-4)).timestamp()}'
self.cnt = f'cnt=48'
self.units = f'units=metric'
def get_args(self):
return '&'.join([
self.api_key,
self.lat,
self.lon,
self.type,
self.units,
self.start,
self.cnt
])
def get_data(self):
complete_url = self.base_url + self.get_args()
i = 0
while i < 6:
try:
time.sleep(random.uniform(0.0, 5.0))
response = requests.get(complete_url, timeout=5)
res_json = response.json()
if res_json["cod"] == '200':
return res_json["list"]
else:
raise Exception("Wrong response code")
except Exception as e:
#print(f'API query for {self.stop_id} timed out, try: {i}, reason:{e}')
i += 1
time.sleep(random.uniform(20, 50))
raise Exception(f"Couldn't get weather data for {self.stop_id}")
class WeatherHistory(object):
def __init__(self, query:APIQuery):
self.stop_id = query.stop_id
self.data = []
self.prepare_obj(query.get_data())
def prepare_obj(self, items:list):
for item in items:
self.data.append(WeatherRow(item))
def get_row(self, stamp:datetime.datetime):
for row in self.data:
if stamp >= row.start and stamp < row.end:
return row
raise Exception("No WeatherRow found!")
class WeatherRow(object):
def __init__(self, item):
self.start = datetime.datetime.fromtimestamp(item['dt'])
self.end = self.start + datetime.timedelta(hours=1)
self.temperature = item['main']['temp']
self.humidity = item['main']['humidity']
self.wind_speed = round(item['wind']['speed'] * 3.6, 2) if 'wind' in item.keys() else 0
self.rain = item['rain']['1h'] if 'rain' in item.keys() else 0
self.snow = item['snow']['1h'] if 'snow' in item.keys() else 0
weather = item['weather'] if 'weather' in item.keys() else []
self.weather_info = ','.join(wet['main'] for wet in weather)