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features_encoding_saving_in_csv.py
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features_encoding_saving_in_csv.py
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#!/usr/bin/env python
# coding: utf-8
# In[18]:
import csv
import numpy as np
import datetime
with open('/home/ajit/Desktop/cmps_trfc_mon/Data/head_features_for_model.csv','r') as newFile:
with open('/home/ajit/Desktop/list_in_csv.csv', 'w',newline='') as myfile:
wr = csv.writer(myfile, quoting=csv.QUOTE_ALL)
dt1='2018-12-1'#deciding range of the time period of december:=
year,month,day = (int(x) for x in dt1.split('-'))
ans1 = datetime.date(year, month, day)
dt2='2019-02-28'
year,month,day = (int(x) for x in dt2.split('-'))
ans2 = datetime.date(year, month, day)
FileReader=csv.reader(newFile)
for row in FileReader:
arr=[]
if i==0:
i=i+1
else:
when=row[2]
x=when.split(" ")
dt=x[1]
date=x[0]
year,month,day = (int(x) for x in date.split('-'))
ans = datetime.date(year, month, day)
ans = datetime.date(year, month, day)
d=ans.strftime("%A")
#print(dt)
#print(dt>'15:26:49')
#print(ans)
# print(dt>='00:00:00' and dt<'06:00:00')
#print(dt>='15:00:00' and dt<'18:00:00')
if ans1<=ans and ans<=ans2:
if row[7]=="1":
arr.append(1)
elif row[7]=="0":
arr.append(0)
if d=="Monday":
arr.append(1/7)
elif d=="Tuesday":
arr.append(2/7)
elif d=="Wednesday":
arr.append(3/7)
elif d=="Thursday":
arr.append(4/7)
elif d=="Friday":
arr.append(5/7)
elif d=="Saturday":
arr.append(6/7)
elif d=="Sunday":
arr.append(6.95/7)
if dt>'00:00:00' and dt<='02:00:00':
#dict["timed1"]=dict["timed1"]+1
x=np.sin(3.14/6)
y=np.cos(3.14/6)
arr.append(x)
arr.append(y)
elif dt>"02:00:00" and dt<="04:00:00":
x=np.sin(3.14*2/3)
y=np.cos(3.14*2/3)
arr.append(x)
arr.append(y)
elif dt>'04:00:00' and dt<'=06:00:00':
x=np.sin(3.14)
y=np.cos(3.14)
arr.append(x)
arr.append(y)
elif dt>'06:00:00' and dt<='08:00:00':
x=np.sin(3.14*4/3)
y=np.cos(3.14*4/3)
arr.append(x)
arr.append(y)
elif dt>'08:00:00' and dt<='10:00:00':
x=np.sin(3.14*5/3)
y=np.cos(3.14*5/3)
arr.append(x)
arr.append(y)
#rint(True)
elif dt>'10:00:00' and dt<='12:00:00':
x=np.sin(3.14*6/3)
y=np.cos(3.14*6/3)
arr.append(x)
arr.append(y)
elif dt>'12:00:00' and dt<='14:00:00':
x=np.sin(3.14*7/3)
y=np.cos(3.14*7/3)
arr.append(x)
arr.append(y)
elif dt>'14:00:00' and dt<='16:00:00':
x=np.sin(3.14*8/3)
y=np.cos(3.14*8/3)
arr.append(x)
arr.append(y)
elif dt>'16:00:00' and dt<='18:00:00':
x=np.sin(3.14*9/3)
y=np.cos(3.14*9/3)
arr.append(x)
arr.append(y)
elif dt>'18:00:00' and dt<='20:00:00':
x=np.sin(3.14*10/3)
y=np.cos(3.14*10/3)
arr.append(x)
arr.append(y)
elif dt>'20:00:00' and dt<='22:00:00':
x=np.sin(3.14*11/3)
y=np.cos(3.14*11/3)
arr.append(x)
arr.append(y)
elif dt>'22:00:00' and dt<='24:00:00':
x=np.sin(3.14*12/3)
y=np.cos(3.14*12/3)
arr.append(x)
arr.append(y)
speed=row[3]
speed=int(speed)/100
arr.append(speed)
vtype=row[4]
if vtype=='-1':
arr.append(1/5)
elif vtype=='1':
arr.append(2/5)
elif vtype=='2':
arr.append(3/5)
elif vtype=='11':
arr.append(4/5)
elif vtype=='12':
arr.append(4.9/5)
gate=row[5]
if gate=='C00':
arr.append(1/4)
elif gate=='C01':
arr.append(2/4)
elif gate=='C07':
arr.append(3/4)
elif gate=='C08':
arr.append(3.9/4)
entry=row[6]
y=entry.split(" ")
dtt=y[1]
if dtt>'00:00:00' and dtt<='02:00:00':
#dict["timed1"]=dict["timed1"]+1
x=np.sin(3.14/6)
y=np.cos(3.14/6)
arr.append(x)
arr.append(y)
elif dtt>'02:00:00' and dtt<='04:00:00':
x=np.sin(3.14*2/3)
y=np.cos(3.14*2/3)
arr.append(x)
arr.append(y)
elif dtt>'04:00:00' and dtt<'=06:00:00':
x=np.sin(3.14)
y=np.cos(3.14)
arr.append(x)
arr.append(y)
elif dtt>'06:00:00' and dtt<='08:00:00':
x=np.sin(3.14*4/3)
y=np.cos(3.14*4/3)
arr.append(x)
arr.append(y)
elif dtt>'08:00:00' and dtt<='10:00:00':
x=np.sin(3.14*5/3)
y=np.cos(3.14*5/3)
arr.append(x)
arr.append(y)
#rint(True)
elif dtt>'10:00:00' and dtt<='12:00:00':
x=np.sin(3.14*6/3)
y=np.cos(3.14*6/3)
arr.append(x)
arr.append(y)
elif dtt>'12:00:00' and dtt<='14:00:00':
x=np.sin(3.14*7/3)
y=np.cos(3.14*7/3)
arr.append(x)
arr.append(y)
elif dtt>'14:00:00' and dtt<='16:00:00':
x=np.sin(3.14*8/3)
y=np.cos(3.14*8/3)
arr.append(x)
arr.append(y)
elif dtt>'16:00:00' and dtt<='18:00:00':
x=np.sin(3.14*9/3)
y=np.cos(3.14*9/3)
arr.append(x)
arr.append(y)
elif dtt>'18:00:00' and dtt<='20:00:00':
x=np.sin(3.14*10/3)
y=np.cos(3.14*10/3)
arr.append(x)
arr.append(y)
elif dtt>'20:00:00' and dtt<='22:00:00':
x=np.sin(3.14*11/3)
y=np.cos(3.14*11/3)
arr.append(x)
arr.append(y)
elif dtt>'22:00:00' and dtt<='24:00:00':
x=np.sin(3.14*12/3)
y=np.cos(3.14*12/3)
arr.append(x)
arr.append(y)
print(arr)
wr.writerow(arr)
# In[11]:
import csv
import numpy as np
import datetime
i=0
#time1="0to6",time2="6to9",time3="9t012",time4="12to15",time5="15to18",time6="18to21",time7="21to12"
with open('/home/ajit/Desktop/cmps_trfc_mon/Data/head_features_for_model.csv','r') as newFile:
dt1='2018-12-1'#deciding range of the time period of december:=
year,month,day = (int(x) for x in dt1.split('-'))
ans1 = datetime.date(year, month, day)
dt2='2019-02-28'
year,month,day = (int(x) for x in dt2.split('-'))
ans2 = datetime.date(year, month, day)
#deciding range of the time period of january:=
dtj1='2019-01-1'#deciding range of the time period//
year,month,day = (int(x) for x in dtj1.split('-'))
ansj1 = datetime.date(year, month, day)
dtj2='2019-01-31'
year,month,day = (int(x) for x in dtj2.split('-'))
ansj2 = datetime.date(year, month, day)
#deciding range of the time period of february:=
dtf1='2019-02-1'
year,month,day = (int(x) for x in dtf1.split('-'))
ansf1 = datetime.date(year, month, day)
dtf2='2019-02-28'
year,month,day = (int(x) for x in dtf2.split('-'))
ansf2 = datetime.date(year, month, day)
FileReader=csv.reader(newFile)
for row in FileReader:
arr=[]
if i==0:
i=i+1
else:
when=row[2]
x=when.split(" ")
dt=x[1]
date=x[0]
year,month,day = (int(x) for x in date.split('-'))
ans = datetime.date(year, month, day)
ans = datetime.date(year, month, day)
d=ans.strftime("%A")
#print(dt)
#print(dt>'15:26:49')
#print(ans)
# print(dt>='00:00:00' and dt<'06:00:00')
#print(dt>='15:00:00' and dt<'18:00:00')
if ans1<=ans and ans<=ans2:
if row[7]=="1":
arr.append(1)
elif row[7]=="0":
arr.append(0)
if d=="Monday":
arr.append(1/7)
elif d=="Tuesday":
arr.append(2/7)
elif d=="Wednesday":
arr.append(3/7)
elif d=="Thursday":
arr.append(4/7)
elif d=="Friday":
arr.append(5/7)
elif d=="Saturday":
arr.append(6/7)
elif d=="Sunday":
arr.append(6.95/7)
if dt>'00:00:00' and dt<='02:00:00':
#dict["timed1"]=dict["timed1"]+1
x=np.sin(3.14/6)
y=np.cos(3.14/6)
arr.append(x)
arr.append(y)
elif dt>"02:00:00" and dt<="04:00:00":
x=np.sin(3.14*2/3)
y=np.cos(3.14*2/3)
arr.append(x)
arr.append(y)
elif dt>'04:00:00' and dt<'=06:00:00':
x=np.sin(3.14)
y=np.cos(3.14)
arr.append(x)
arr.append(y)
elif dt>'06:00:00' and dt<='08:00:00':
x=np.sin(3.14*4/3)
y=np.cos(3.14*4/3)
arr.append(x)
arr.append(y)
elif dt>'08:00:00' and dt<='10:00:00':
x=np.sin(3.14*5/3)
y=np.cos(3.14*5/3)
arr.append(x)
arr.append(y)
#rint(True)
elif dt>'10:00:00' and dt<='12:00:00':
x=np.sin(3.14*6/3)
y=np.cos(3.14*6/3)
arr.append(x)
arr.append(y)
elif dt>'12:00:00' and dt<='14:00:00':
x=np.sin(3.14*7/3)
y=np.cos(3.14*7/3)
arr.append(x)
arr.append(y)
elif dt>'14:00:00' and dt<='16:00:00':
x=np.sin(3.14*8/3)
y=np.cos(3.14*8/3)
arr.append(x)
arr.append(y)
elif dt>'16:00:00' and dt<='18:00:00':
x=np.sin(3.14*9/3)
y=np.cos(3.14*9/3)
arr.append(x)
arr.append(y)
elif dt>'18:00:00' and dt<='20:00:00':
x=np.sin(3.14*10/3)
y=np.cos(3.14*10/3)
arr.append(x)
arr.append(y)
elif dt>'20:00:00' and dt<='22:00:00':
x=np.sin(3.14*11/3)
y=np.cos(3.14*11/3)
arr.append(x)
arr.append(y)
elif dt>'22:00:00' and dt<='24:00:00':
x=np.sin(3.14*12/3)
y=np.cos(3.14*12/3)
arr.append(x)
arr.append(y)
speed=row[3]
speed=int(speed)/100
arr.append(speed)
vtype=row[4]
if vtype=='-1':
arr.append(1/5)
elif vtype=='1':
arr.append(2/5)
elif vtype=='2':
arr.append(3/5)
elif vtype=='11':
arr.append(4/5)
elif vtype=='12':
arr.append(4.9/5)
gate=row[5]
if gate=='C00':
arr.append(1/4)
elif gate=='C01':
arr.append(2/4)
elif gate=='C07':
arr.append(3/4)
elif gate=='C08':
arr.append(3.9/4)
entry=row[6]
y=entry.split(" ")
dtt=y[1]
if dtt>'00:00:00' and dtt<='02:00:00':
#dict["timed1"]=dict["timed1"]+1
x=np.sin(3.14/6)
y=np.cos(3.14/6)
arr.append(x)
arr.append(y)
elif dtt>'02:00:00' and dtt<='04:00:00':
x=np.sin(3.14*2/3)
y=np.cos(3.14*2/3)
arr.append(x)
arr.append(y)
elif dtt>'04:00:00' and dtt<'=06:00:00':
x=np.sin(3.14)
y=np.cos(3.14)
arr.append(x)
arr.append(y)
elif dtt>'06:00:00' and dtt<='08:00:00':
x=np.sin(3.14*4/3)
y=np.cos(3.14*4/3)
arr.append(x)
arr.append(y)
elif dtt>'08:00:00' and dtt<='10:00:00':
x=np.sin(3.14*5/3)
y=np.cos(3.14*5/3)
arr.append(x)
arr.append(y)
#rint(True)
elif dtt>'10:00:00' and dtt<='12:00:00':
x=np.sin(3.14*6/3)
y=np.cos(3.14*6/3)
arr.append(x)
arr.append(y)
elif dtt>'12:00:00' and dtt<='14:00:00':
x=np.sin(3.14*7/3)
y=np.cos(3.14*7/3)
arr.append(x)
arr.append(y)
elif dtt>'14:00:00' and dtt<='16:00:00':
x=np.sin(3.14*8/3)
y=np.cos(3.14*8/3)
arr.append(x)
arr.append(y)
elif dtt>'16:00:00' and dtt<='18:00:00':
x=np.sin(3.14*9/3)
y=np.cos(3.14*9/3)
arr.append(x)
arr.append(y)
elif dtt>'18:00:00' and dtt<='20:00:00':
x=np.sin(3.14*10/3)
y=np.cos(3.14*10/3)
arr.append(x)
arr.append(y)
elif dtt>'20:00:00' and dtt<='22:00:00':
x=np.sin(3.14*11/3)
y=np.cos(3.14*11/3)
arr.append(x)
arr.append(y)
elif dtt>'22:00:00' and dtt<='24:00:00':
x=np.sin(3.14*12/3)
y=np.cos(3.14*12/3)
arr.append(x)
arr.append(y)
print(arr)
# In[ ]: