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21_22-J 31
Commit d971a0d5 authored by chalaka78's avatar chalaka78
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email notification part completed

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Data/MaintainData.csv
View file @ d971a0d5
......@@ -98,7 +98,7 @@ Date,Service,ServiceName,TakenTime,Price,Customer,VehicleType,VehicleMake,Vehicl
1/6/2019,1,Full Service,140,8500,98,Motor Car,LAND ROVER,RANGE ROVER,CAR-8888,30045,2015,,lalithfonseka@gmail.com
1/6/2013,1,Full Service,130,3500,99,Motor Car,MERCEDES BENZ,CLS350,CAA-1111,4035,2011,,sugaththilakarathne@gmail.com
1/6/2010,1,Full Service,70,2500,100,Dual Purpose Vehicle,MITSUBISHI,L200-DIAMOND,PD-4932,2239,2008,,maheshsamarakoon@gmail.com
6/2/2018,1,Full Service,30,1750,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,38010,2011,570,nbachalaka@gmail.com
6/2/2014,1,Full Service,30,1750,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,38010,2011,570,nbachalaka@gmail.com
12/24/2012,2,Full Service,45,3750,1,Motor Car,TOYOTA,IST UA-NCP60,KA-5010,63644,2002,592,nbachalaka@gmail.com
2/8/2014,1,Full Service,60,3700,3,Dual Purpose Vehicle,TOYOTA,HIACE,254-0119,79100,1994,1100,sarathjay@gmail.com
9/20/2016,1,Full Service,60,3850,4,Motor Car,SUZUKI,DAA-MH44s WAGONR,CAR-1325,4094,2014,358,sankasilva@gmail.com
......@@ -227,21 +227,22 @@ Date,Service,ServiceName,TakenTime,Price,Customer,VehicleType,VehicleMake,Vehicl
11/24/2009,1,Full Service,110,3100,113,Dual Purpose Vehicle,TOYOTA,KR-KDH200V HIACE,PF-2030,9997,2007,529,dilithmahanama@gmail.com
8/25/2020,1,Full Service,85,5200,114,Dual Purpose Vehicle,MAHINDRA,MAXXIMO,PR-3322,78153,2011,1129,sadunkumara@gmail.com
12/26/2019,1,Full Service,90,5500,115,Motor Car,M.G,MG ZS1.0T AT TL3,CBD-4525,28795,2018,745,anuramapa34@gmail.com
12/3/2018,1,Full Service,30,1750,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,41430,2011,570,nbachalaka@gmail.com
6/4/2019,1,Full Service,30,1800,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,44550,2011,520,nbachalaka@gmail.com
12/5/2019,1,Full Service,30,1850,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,48084,2011,589,nbachalaka@gmail.com
6/6/2020,1,Full Service,30,1900,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,51732,2011,608,nbachalaka@gmail.com
12/4/2020,1,Full Service,30,1950,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,55122,2011,565,nbachalaka@gmail.com
6/6/2021,1,Full Service,30,2000,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,58896,2011,629,nbachalaka@gmail.com
12/9/2021,1,Full Service,30,2050,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,62268,2011,562,nbachalaka@gmail.com
6/6/2022,1,Full Service,30,2100,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,66672,2011,722,nbachalaka@gmail.com
11/3/2022,1,Full Service,30,2150,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,70404,2011,622,nbachalaka@gmail.com
6/4/2019,1,Full Service,30,2200,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,41430,2011,570,nbachalaka@gmail.com
12/5/2019,1,Full Service,30,2250,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,44550,2011,520,nbachalaka@gmail.com
6/6/2020,1,Full Service,30,2300,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,48084,2011,589,nbachalaka@gmail.com
12/4/2020,1,Full Service,30,2350,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,51732,2011,608,nbachalaka@gmail.com
6/6/2021,1,Full Service,30,2400,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,55122,2011,565,nbachalaka@gmail.com
12/9/2021,1,Full Service,30,2450,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG - 6466,58896,2011,629,nbachalaka@gmail.com
12/3/2014,1,Full Service,30,1750,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,41430,2011,570,nbachalaka@gmail.com
6/4/2015,1,Full Service,30,1800,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,44550,2011,520,nbachalaka@gmail.com
12/5/2015,1,Full Service,30,1850,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,48084,2011,589,nbachalaka@gmail.com
6/6/2016,1,Full Service,30,1900,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,51732,2011,608,nbachalaka@gmail.com
12/4/2016,1,Full Service,30,1950,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,55122,2011,565,nbachalaka@gmail.com
6/6/2017,1,Full Service,30,2000,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,58896,2011,629,nbachalaka@gmail.com
12/9/2017,1,Full Service,30,2050,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,62268,2011,562,nbachalaka@gmail.com
6/6/2018,1,Full Service,30,2100,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,66672,2011,722,nbachalaka@gmail.com
11/3/2018,1,Full Service,30,2150,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,70404,2011,622,nbachalaka@gmail.com
6/4/2019,1,Full Service,30,2200,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,41430,2011,570,nbachalaka@gmail.com
12/5/2019,1,Full Service,30,2250,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,44550,2011,520,nbachalaka@gmail.com
6/6/2020,1,Full Service,30,2300,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,48084,2011,589,nbachalaka@gmail.com
12/4/2020,1,Full Service,30,2350,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,51732,2011,608,nbachalaka@gmail.com
6/6/2021,1,Full Service,30,2400,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,55122,2011,565,nbachalaka@gmail.com
12/9/2021,1,Full Service,30,2450,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,58896,2011,629,nbachalaka@gmail.com
5/8/2022,1,Full Service,30,2500,1,Motor Cycle,BAJAJ,DISCOVER 150-DIS,XG-6466,61786,2011,578,nbachalaka@gmail.com
10/20/2013,2,Full Service,45,3900,1,Motor Car,TOYOTA,IST UA-NCP60,KA-5010,70940,2002,608,nbachalaka@gmail.com
11/28/2014,2,Full Service,45,4150,1,Motor Car,TOYOTA,IST UA-NCP60,KA-5010,78116,2002,598,nbachalaka@gmail.com
8/18/2015,2,Full Service,45,4250,1,Motor Car,TOYOTA,IST UA-NCP60,KA-5010,86612,2002,708,nbachalaka@gmail.com
......@@ -514,5 +515,7 @@ Date,Service,ServiceName,TakenTime,Price,Customer,VehicleType,VehicleMake,Vehicl
10/3/2018,1,Full Service,90,3640,79,Dual Purpose Vehicle,NISSAN,HOMY,254-0040,162349,1995,994,rukshansenevirathne@gmail.com
7/6/2019,1,Full Service,90,3800,79,Dual Purpose Vehicle,NISSAN,HOMY,254-0040,170080,1995,859,rukshansenevirathne@gmail.com
4/17/2020,1,Full Service,90,3950,79,Dual Purpose Vehicle,NISSAN,HOMY,254-0040,178693,1995,957,rukshansenevirathne@gmail.com
10/28/2020,1,Full Service,90,4200,79,Dual Purpose Vehicle,NISSAN,HOMY,254-0040,186925,1995,1029,rukshansenevirathne@gmail.com
7/7/2021,1,Full Service,90,4350,79,Dual Purpose Vehicle,NISSAN,HOMY,254-0040,194683,1995,862,rukshansenevirathne@gmail.com
6/3/2022,1,Full Service,60,4125,3,Dual Purpose Vehicle,TOYOTA,HIACE,254-0119,173252,1994,876,sarathjay@gmail.com
5/15/2022,1,Full Service,160,3100,500,Motor Car,HONDA,DAA-RU3 VEZEL,CAC-6566,1220,2014,200,jayasinghenbact@gmail.com
6/15/2022,1,Full Service,180,3200,500,Motor Car,HONDA,DAA-RU3 VEZEL,CAC-6566,1230,2014,210,jayasinghenbact@gmail.com
7/15/2022,1,Full Service,180,3250,500,Motor Car,HONDA,DAA-RU3 VEZEL,CAC-6566,1250,2014,210,jayasinghenbact@gmail.com
User/views.py
View file @ d971a0d5
......@@ -847,9 +847,9 @@ def Customer_Frequency(request):
#Next Maintain Date
def NextMaintain(request):
if request.method == 'POST':
myForm = MyFormServices(request.POST)
#myForm3 = MyForm3(request.POST or None)
#Next Service Date Prediction with logistic Regression
if myForm.is_valid():
......@@ -857,7 +857,7 @@ def NextMaintain(request):
customerid = myForm.cleaned_data['customerid']
checkValid = pd.read_csv('Data/MaintainData.csv')
checkValid = checkValid[(checkValid["Customer"] == customerid)]
print("Validation----------------------")
print("Validation Done")
checkValid = (checkValid.shape[0])
if (checkValid > 0):
......@@ -873,7 +873,6 @@ def NextMaintain(request):
df.shape
dataset = df.head()
# print(dataset)
# do same but attach it to the dataframe
df['a'] = pd.to_datetime(df['Date']).diff()
df['a'] = df['a'].astype(str).str.replace("days", "")
......@@ -891,14 +890,15 @@ def NextMaintain(request):
print(Accuracy)
MeterReading = df['MeterReading'].mean()
# print(MeterReading)
new_input = [[28, 200, MeterReading]]
pred = logreg.predict(new_input)
pred = int(pred)
print("--------------Customer will come after days---------------------")
# print(pred)
startdate = "10/31/2021"
print("--------------Customer will come on---------------------")
# Get most recent date
start_date = pd.Timestamp((df.Date).iloc[-1])
startdate = start_date.strftime('%Y,%d,%m')
enddate = pd.to_datetime(startdate) + pd.DateOffset(days=pred)
print(enddate)
......@@ -925,12 +925,11 @@ def NextMaintain(request):
df2 = df2[(df2["Service"] == ServiceType)]
df = df2[(df2["VehicleNumber"] == Vnumber)]
# df.drop('Service','ServiceName','TakenTime','Customer','VehicleType','VehicleMake','VehicleModel','VehicleNumber','MeterReading','VehicleManufacturedYear','AvergeUsage','mailID', axis=1, inplace=True)
df = df.drop(columns=['Service', 'ServiceName', 'TakenTime', 'Customer', 'VehicleType', 'VehicleMake',
'VehicleModel', 'VehicleNumber', 'MeterReading', 'VehicleManufacturedYear',
'AvergeUsage', 'mailID', ])
df.head()
## Cleaning up the data
# Cleaning up the data
df.columns = ["Date", "Price"]
rrr = df.head()
......@@ -940,10 +939,8 @@ def NextMaintain(request):
df.set_index('Date', inplace=True)
df.head()
df.describe()
# df.plot()
# plt.show()
##Testing For Stationarity
#Testing For Stationarity
from statsmodels.tsa.stattools import adfuller
test_result = adfuller(df['Price'])
......@@ -1002,6 +999,85 @@ def NextMaintain(request):
else:
form = MyFormServices()
#excel sheet update
if request.method == 'POST' and 'send' in request.POST:
print("Connect to mail")
warnings.filterwarnings("ignore")
df = pd.read_csv('Data/MaintainData.csv')
df['a'] = pd.to_datetime(df['Date']).diff()
df['a'] = df['a'].astype(str).str.replace("days", "")
df['a'] = df['a'].astype(str).str.replace("NaT", "30")
X = df[['TakenTime', 'Price', 'MeterReading']]
y = df['a']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)
logreg = LogisticRegression()
logreg.fit(X_train, y_train)
Accuracy = logreg.score(X_test, y_test)
MeterReading = df['MeterReading'].mean()
TakenTime = df['TakenTime'].mean()
Price = df['Price'].mean()
new_input = [[TakenTime, Price, MeterReading]]
pred = logreg.predict(X)
# Assign predicted Dates to dataframe
se = pd.Series(pred)
df['new_col'] = se.values
df['Date'] = pd.to_datetime(df['Date'])
df['ComesON'] = df['Date'] + pd.to_timedelta(df['new_col'].astype(int), unit='D')
# Get Today Date
from datetime import date
today = date.today()
print("Today's Date")
print(today)
# dd/mm/YY
d1 = today.strftime("%d/%m/%Y")
# 3 days before predicted date
enddate = pd.to_datetime(d1) - pd.DateOffset(days=+3)
# print(enddate.strftime("%d/%m/%Y"))
print("Date to be")
print(enddate)
finalDate = enddate.strftime("%d/%m/%Y")
print(finalDate)
df = df[(df["ComesON"] == finalDate)]
print(df)
PredictedComesON = df["ComesON"]
ServiceDate = pd.to_datetime(PredictedComesON) - pd.DateOffset(days=-6)
PredictedMails = df["mailID"].tolist()
PredictedComesON = ServiceDate.tolist()
PredictedPrice = df["Price"].tolist()
MailLelemts = PredictedMails + PredictedComesON + PredictedPrice
print(MailLelemts)
from csv import writer
with open('mail/mail_list.csv', 'a', newline='') as f_object:
writer_object = writer(f_object)
writer_object.writerow(MailLelemts)
f_object.close()
form = MyFormServices()
Uploaded = "Email Excel Sheet Updated!"
return render(request, 'Admin/NextMaintain.html', {'form': form , 'Uploaded': Uploaded });
return render(request, 'Admin/NextMaintain.html', {'form': form });
......@@ -1016,8 +1092,6 @@ def MaintainData(request):
return render(request, 'Admin/MaintainData.html',context);
def AdminLogin(request):
if request.method == 'POST':
myForm = MyForm2(request.POST)
......
db.sqlite3
View file @ d971a0d5
No preview for this file type
templates/Admin/NextMaintain.html
View file @ d971a0d5
......@@ -5,49 +5,47 @@
<head>
<!-- Font special for pages-->
<link href="https://fonts.googleapis.com/css?family=Open+Sans:300,300i,400,400i,600,600i,700,700i,800,800i" rel="stylesheet">
<!-- Main CSS-->
<link href="{% static "css/main.css" %}"rel="stylesheet" media="all">
</head>
<div class=" >
<div class="wrapper wrapper 0">
<div style="margin-left: 0px;" class="card card-5">
<br/><br/>
{% if messages %}
<div class="alert alert-danger" role="alert">
{% for message in messages %}
{% if message.tags %} {% endif %} {{ message }}
{% endfor %}
</div>
{% endif %}
<div class="card-heading">
<h2 class="title" style="color:#02111f"> NEXT MAINTAIN DATE PREDICTION </h2>
<h2 class="title" style="color:#02111f"> NEXT SERVICE DATE AND APPROXIMATE PRICE PREDICTION </h2>
</div>
<div class="card-body">
<form action="/Admin/NextMaintain/" method="post">
{% csrf_token %}
<table class="table table-light">
{{form3.as_table}}
{{form.as_table}}
</table>
<input type="submit" value="PREDICT" class="btn btn--radius-2 btn" style="background:#02111f"/>
</form>
<form method="post">
{% csrf_token %}
<table class="table table-light">
</table>
<input type="submit" value="NEXT MAINTAIN DATE" class="btn btn--radius-2 btn" style="background:#02111f"/>
<input type="submit" value="SEND EMAIL" name="send" class="btn btn--radius-2 btn" style="background:#02111f"/>
</form>
<br>
{% if d %}
<center> <div class="alert alert-success">
Predicted Date: {{ d }}
......@@ -55,9 +53,8 @@
Approximate Price: {{ forecastedPrice }}
</div> </center>
</div>
</center>
{% endif %}
<br>
......@@ -65,6 +62,15 @@
{% if Uploaded %}
<center> <div class="alert alert-success">
{{ Uploaded }}
</div> </center>
{% endif %}
<br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br>
</div>
......
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