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151 lines (120 loc) · 5.18 KB
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#!/usr/bin/python
from sqlalchemy import create_engine
from sqlalchemy import Table, Column, Integer, String, MetaData, ForeignKey
from sqlalchemy import DateTime, Boolean
import csv
import pandas as pd
import datetime
# Create a sqlite database
engine = create_engine('sqlite:///project3group7.sqlite')
metadata = MetaData(engine)
# Create the Airports Table
try:
Airports = Table('Airports', metadata, autoload=True)
except:
Airports = Table ('Airports', metadata,
Column('ID', Integer, autoincrement=True),
Column('Code', String, primary_key=True),
Column('City', String),
Column('State', String)
)
# Create the Flights table
try:
Flights = Table('Flights', metadata, autoload=True)
except:
Flights = Table ('Flights', metadata,
Column('ID', Integer, autoincrement=True),
Column('Time', String, primary_key=True),
Column('Fl_date', DateTime),
Column('Airline_ID', String),
Column('Origin', String, ForeignKey("Airports.Code")),
Column('Destination', String),
Column('Dep_Time', String),
Column('Dep_Delay_New', Integer),
Column('Dep_Del15', Integer),
Column('Arr_Time', String),
Column('Arr_Delay_New', Integer),
Column('Arr_Del15', Integer),
Column('Cancelled', Boolean),
Column('Cancellation_Code', String),
Column('Diverted', Boolean),
Column('Air_Time', Integer),
Column('Flights', Integer),
Column('Distance', Integer),
Column('Carrier_Delay', Integer),
Column('Weather_Delay', Integer),
Column('NAS_Delay', Integer),
Column('Security_Delay', Integer),
Column('Late_Aircraft_Delay', Integer)
)
metadata.create_all(engine)
# Read the csv file
flights = open("flights.20170501.csv")
reader = csv.DictReader(flights)
Airport_dict = {}
# Create a dictionary of unique airport codes
for Line in reader:
if Line['ORIGIN'] not in Airport_dict:
Airport_dict[Line['ORIGIN']]=[Line['ORIGIN_CITY_NAME'], Line['ORIGIN_STATE_ABR']]
if Line['DEST'] not in Airport_dict:
Airport_dict[Line['DEST']]=[Line['DEST_CITY_NAME'], Line['DEST_STATE_ABR']]
conn = engine.connect()
# Add the Airport_dict codes to the Airports table
def insert_airport(code,city,state):
ins = Airports.insert().values(Code=code,
City=city,
State=state)
result = conn.execute(ins)
for key, value in Airport_dict.items():
insert_airport(key, value[0], value[1])
# Close the file
flights.close()
flights = open("flights.20170501.csv")
reader = csv.DictReader(flights)
Flight_dict = {}
def to_date(dates, lookup=False, **args):
if lookup:
return dates.map({v: pd.to_datetime(v, **args) for v in dates.unique()})
return pd.to_datetime(dates, **args)
# Create a dictionary of Time using the departure time and arrival time
# Add data to the database
for Line in reader:
Time = (Line['DEP_TIME'] + Line['ARR_TIME'])
if (Line['DEP_TIME'] + Line['ARR_TIME']) not in Flight_dict:
Flight_dict[Time]=[to_date(Line['FL_DATE']), Line['AIRLINE_ID'], Line['ORIGIN'], Line['DEST'],
Line['DEP_TIME'], Line['DEP_DELAY_NEW'], Line['DEP_DEL15'],
Line['ARR_TIME'], Line['ARR_DELAY_NEW'], Line['ARR_DEL15'],
int(float((Line['CANCELLED']))), Line['CANCELLATION_CODE'], int(float((Line['DIVERTED']))), Line['AIR_TIME'], Line['FLIGHTS'],
Line['DISTANCE'], Line['CARRIER_DELAY'], Line['WEATHER_DELAY'], Line['NAS_DELAY'], Line['SECURITY_DELAY'], Line['LATE_AIRCRAFT_DELAY']]
conn = engine.connect()
def insert_flight(time, fl_date, airline_id, origin, destination, dep_time, dep_delay_new,
dep_del15, arr_time, arr_delay_new, arr_del15, cancelled, cancellation_code,
diverted, air_time, flights, distance, carrier_delay, weather_delay,
nas_delay, security_delay, late_aircraft_delay):
ins = Flights.insert().values(Time = time,
Fl_date = fl_date,
Airline_ID = airline_id,
Origin = origin,
Destination = destination,
Dep_Time = dep_time,
Dep_Delay_New = dep_delay_new,
Dep_Del15 = dep_del15,
Arr_Time = arr_time,
Arr_Delay_New = arr_delay_new,
Arr_Del15 = arr_del15,
Cancelled = cancelled,
Cancellation_Code = cancellation_code,
Diverted = diverted,
Air_Time = air_time,
Flights = flights,
Distance = distance,
Carrier_Delay = carrier_delay,
Weather_Delay = weather_delay,
NAS_Delay = nas_delay,
Security_Delay = security_delay,
Late_Aircraft_Delay = late_aircraft_delay)
result = conn.execute(ins)
for key, value in Flight_dict.items():
insert_flight(key, value[0], value[1], value[2], value[3], value[4], value[5], value[6],
value[7], value[8], value[9], value[10], value[11], value[12], value[13],
value[14], value[15], value[16], value[17], value[18], value[19], value[20])