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21_22-J 31
Commit a7279821 authored by chalaka78's avatar chalaka78
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next service date BE

parent ef3abe04
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Showing with 412 additions and 82 deletions
User/forms.py
View file @ a7279821
...@@ -60,3 +60,18 @@ class MyForm3(forms.Form): ...@@ -60,3 +60,18 @@ class MyForm3(forms.Form):
#Customer Frequency #Customer Frequency
class MyForm(forms.Form): class MyForm(forms.Form):
customerid = forms.IntegerField(label='Customer ID', widget=forms.TextInput(attrs={'class': 'input_field', 'required': True})) customerid = forms.IntegerField(label='Customer ID', widget=forms.TextInput(attrs={'class': 'input_field', 'required': True}))
#Maitenance Date
MODE_SERVICES = [
('0', 'Select Service Type'),
('1', 'Full Service')
]
class MyFormServices(forms.Form):
customerid = forms.IntegerField(label='Enter Customer ID ')
Vnumber = forms.CharField(label='Enter Vehicle Number ')
ServiceType = forms.IntegerField(label="Select Service", widget=forms.Select(choices=MODE_SERVICES))
User/urls.py
View file @ a7279821
...@@ -18,5 +18,7 @@ urlpatterns = [ ...@@ -18,5 +18,7 @@ urlpatterns = [
path('Result/', responseapp_views.Forecasting), path('Result/', responseapp_views.Forecasting),
path('Customer_Data/', responseapp_views.Customer_Data), path('Customer_Data/', responseapp_views.Customer_Data),
path('Customer_Frequency/', responseapp_views.Customer_Frequency), path('Customer_Frequency/', responseapp_views.Customer_Frequency),
path('MaintainData/', responseapp_views.MaintainData),
path('NextMaintain/', responseapp_views.NextMaintain),
path('', admin.site.urls), path('', admin.site.urls),
] ]
\ No newline at end of file
User/views.py
View file @ a7279821
...@@ -4,8 +4,9 @@ from django.template import loader ...@@ -4,8 +4,9 @@ from django.template import loader
from django.http import HttpResponse from django.http import HttpResponse
from sklearn.tree import DecisionTreeClassifier from sklearn.tree import DecisionTreeClassifier
from User.forms import MyForm,MyForm2,MyForm3,MyForm4,MyForm5 from User.forms import MyForm,MyForm2,MyForm3,MyForm4,MyForm5,MyFormServices
from django.contrib.auth import authenticate, login from django.contrib.auth import authenticate, login
from sklearn.linear_model import LogisticRegression
from User import models as Umodels from User import models as Umodels
from django.http import HttpResponseRedirect from django.http import HttpResponseRedirect
from django.contrib import messages from django.contrib import messages
...@@ -274,22 +275,6 @@ def Forecasting(request): ...@@ -274,22 +275,6 @@ def Forecasting(request):
# End Demand Forecasting Machine Learning Model # End Demand Forecasting Machine Learning Model
def AdminLogin(request):
if request.method == 'POST':
myForm = MyForm2(request.POST)
if myForm.is_valid():
UserName = myForm.cleaned_data['UserName']
Password = myForm.cleaned_data['Password']
gotdata = Umodels.loginDataAdmin.objects.all().filter(UserName=UserName , Password=Password).count()
if gotdata > 0:
return render(request, 'Admin/AdminHome.html');
else:
messages.success(request, 'Login Info Not Found , Please Check Your UserName and Password')
return HttpResponseRedirect(request.path_info)
else:
form = MyForm2()
return render(request, 'Admin/AdminLogin.html', {'form':form});
# Customer Data # Customer Data
def Customer_Data(request): def Customer_Data(request):
data = pd.read_csv('Data/CustomerDatasetNew_4.csv') data = pd.read_csv('Data/CustomerDatasetNew_4.csv')
...@@ -426,8 +411,6 @@ def Customer_Frequency(request): ...@@ -426,8 +411,6 @@ def Customer_Frequency(request):
form = MyForm() form = MyForm()
return render(request, 'Admin/Customer_Frequency.html', {'form': form}); return render(request, 'Admin/Customer_Frequency.html', {'form': form});
def AdminHome(request):
return render(request,'Admin/AdminHome.html')
# tensorflow sound detection model # tensorflow sound detection model
# import tensorflow as tf # import tensorflow as tf
...@@ -487,6 +470,239 @@ def AdminHome(request): ...@@ -487,6 +470,239 @@ def AdminHome(request):
# model.save('./model.h5') # model.save('./model.h5')
#Next Maintain Date
def NextMaintain(request):
if request.method == 'POST':
myForm = MyFormServices(request.POST)
#myForm3 = MyForm3(request.POST or None)
# price prediction with logitic
if myForm.is_valid():
customerid = myForm.cleaned_data['customerid']
checkValid = pd.read_csv('Data/MaintainData.csv')
checkValid = checkValid[(checkValid["Customer"] == customerid)]
print("Validation----------------------")
checkValid = (checkValid.shape[0])
if (checkValid > 0):
ServiceType = myForm.cleaned_data['ServiceType']
customerid = myForm.cleaned_data['customerid']
Vnumber = myForm.cleaned_data['Vnumber']
df = pd.read_csv('Data/MaintainData.csv')
df = df[(df["Customer"] == customerid)]
df = df[(df["Service"] == ServiceType)]
df = df[(df["VehicleNumber"] == Vnumber)]
df.shape
dataset = df.head()
# print(dataset)
# do same but attach it to the dataframe
# df['Different'] = df.apply(lambda row: 45, axis=1)
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")
print(df)
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)
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 = "7/7/2021"
enddate = pd.to_datetime(startdate) + pd.DateOffset(days=pred)
print(enddate)
df = df[:1]
# data = data.to_html()
json_records = df.reset_index().to_json(orient='records')
arr = []
arr = json.loads(json_records)
if (arr == [] ):
# data = data.to_html()
json_records = df.reset_index().to_json(orient='records')
arr = []
arr = json.loads(json_records)
else:
a = 2
form = MyFormServices()
enddate = enddate.strftime("%d/%m/%Y")
# parts = enddate.split(' ')
# message_count = int(parts[0])
# print(message_count)
# ARIMA SECTION
# inputdate = '12/01/2020'
# HERE I USE AN EXMAMPLE FROM MATPLOTLIB SITE
# Data for plotting
# t = np.arange(0.0, 2.0, 0.01)
# s = 1 + np.sin(2 * np.pi * t)
import numpy as np
import matplotlib.pyplot as plt
df2 = pd.read_csv('Data/MaintainData.csv')
df2 = df2[(df2["Customer"] == customerid)]
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
df.columns = ["Date", "Price"]
rrr = df.head()
## Drop last 2 rows
#df.drop(106, axis=0, inplace=True)
#df.tail()
# df.drop(105, axis=0, inplace=True)
# df.tail()
# Convert Date into Datetime
df['Date'] = pd.to_datetime(df['Date'])
df.head()
df.set_index('Date', inplace=True)
df.head()
df.describe()
# df.plot()
# plt.show()
### Testing For Stationarity
from statsmodels.tsa.stattools import adfuller
test_result = adfuller(df['Price'])
def adfuller_test(Price):
result = adfuller(Price)
labels = ['ADF Test Statistic', 'p-value', '#Lags Used', 'Number of Observations Used']
for value, label in zip(result, labels):
print(label + ' : ' + str(value))
if result[1] <= 0.05:
print(
"strong evidence against the null hypothesis(Ho), reject the null hypothesis. Data has no unit root and is stationary")
else:
print(
"weak evidence against null hypothesis, time series has a unit root, indicating it is non-stationary ")
adfuller_test(df['Price'])
##Differencing
df['Price First Difference'] = df['Price'] - df['Price'].shift(1)
df['Price'].shift(1)
df['Seasonal First Difference'] = df['Price'] - df['Price'].shift(12)
# df.head(14)
## Again test dickey fuller test
adfuller_test(df['Seasonal First Difference'].dropna())
import statsmodels.api as sm
# For non-seasonal data
# p=1, d=1, q=0 or 1
# from statsmodels.tsa.arima_model import ARIMA
from statsmodels.tsa.arima.model import ARIMA
model = ARIMA(df['Price'], order=(1, 1, 1))
model_fit = model.fit()
# model_fit.summary()
# df['forecast'] = model_fit.predict(start=8, end=8, dynamic=True)
# df[['Price','forecast']].plot(figsize=(12,8))
model = sm.tsa.statespace.SARIMAX(df['Price'], order=(1, 1, 1), seasonal_order=(1, 1, 1, 12))
results = model.fit()
from pandas.tseries.offsets import DateOffset
future_dates = [df.index[-1] + DateOffset(months=x) for x in range(0, 150)]
future_datest_df = pd.DataFrame(index=future_dates[1:], columns=df.columns)
# future_datest_df.tail()
future_df = pd.concat([df, future_datest_df])
print(future_df)
Datefinding = int(df.shape[1] + 15)
print(Datefinding)
forecastedPrice = future_df['forecast'] = results.predict(start=Datefinding, end=Datefinding, dynamic=True)
print("its Arima output")
forecastedPrice = (forecastedPrice.to_string())
print(forecastedPrice[5:13])
else:
form = MyFormServices()
context = {'form': form,'d': "CUSTOMER NOT FOUND"}
return render(request, 'Admin/NextMaintain.html', context)
context = { 'form': form, 'd': enddate , 'forecastedPrice':' Rs ' + forecastedPrice[5:13] }
return render(request, 'Admin/NextMaintain.html', context)
else:
form = MyFormServices()
return render(request, 'Admin/NextMaintain.html', {'form': form });
def MaintainData(request):
data1 = pd.read_csv('Data/MaintainData.csv')
finalpt = data1.head(10)
json_records = finalpt.reset_index().to_json(orient='records')
arr = []
arr = json.loads(json_records)
context = {'d': arr}
return render(request, 'Admin/MaintainData.html',context);
def AdminLogin(request):
if request.method == 'POST':
myForm = MyForm2(request.POST)
if myForm.is_valid():
UserName = myForm.cleaned_data['UserName']
Password = myForm.cleaned_data['Password']
gotdata = Umodels.loginDataAdmin.objects.all().filter(UserName=UserName , Password=Password).count()
if gotdata > 0:
return render(request, 'Admin/AdminHome.html');
else:
messages.success(request, 'Login Info Not Found , Please Check Your UserName and Password')
return HttpResponseRedirect(request.path_info)
else:
form = MyForm2()
return render(request, 'Admin/AdminLogin.html', {'form':form});
def AdminHome(request):
return render(request,'Admin/AdminHome.html')
......
db.sqlite3
View file @ a7279821
No preview for this file type
templates/Admin/MaintainData.html 0 → 100644
View file @ a7279821
{% extends 'Admin/Sidebar2.html' %}
{% block content %}
{% load widget_tweaks %}
{%load static%}
<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">
{% if messages %}
<ul class="messages">
{% for message in messages %}
<li {% if message.tags %} class=" {{ message.tags }} " {% endif %}> {{ message }} </li>
{% endfor %}
</ul>
{% endif %}
<div class="card-heading">
<h2 class="title"> MAINTAINS DATA </h2>
</div>
<div id="myDiv">
<div id="div_print">
<div class="card card-body printableArea">
<div class="container" style="overflow-x:auto;">
Customer Maintains Data
<table class="table table-striped">
<thead>
<tr>
<th> Service Date </th>
<th> Service </th>
<th> Taken Time </th>
<th> Price </th>
<th> Customer </th>
<th> Vehicle Type </th>
<th> Vehicle Make </th>
<th> Vehicle Model </th>
<th> Vehicle Number </th>
<th> Meter Reading </th>
<th> Vehicle Manufactured Year </th>
<th> Average Usage </th>
</tr>
</thead>
<tbody>
{% if d %}
{% for i in d %}
<tr>
<td>{{i.Date}}</td>
<td>{{i.ServiceName}}</td>
<td>{{i.TakenTime}}</td>
<td>{{i.Price}}</td>
<td>{{i.Customer}}</td>
<td>{{i.VehicleType}} </td>
<td>{{i.VehicleMake}} </td>
<td>{{i.VehicleModel}} </td>
<td>{{i.VehicleNumber}} </td>
<td>{{i.MeterReading}} </td>
<td>{{i.VehicleManufacturedYear}} </td>
<td>{{i.AverageUsage}} </td>
</tr>
{% endfor %}
{% endif %}
</tbody>
</table>
</div>
</div>
</div></div>
<script language="javascript">
function printdiv(printpage) {
var headstr = "<html><head><title></title></head><body>";
var footstr = "</body>";
var newstr = document.all.item(printpage).innerHTML;
var oldstr = document.body.innerHTML;
document.body.innerHTML = headstr + newstr + footstr;
window.print();
document.body.innerHTML = oldstr;
location.reload();
return false;
}
</script>
<div class="card-body">
<input name="b_print" type="button" class="btn btn-primary btn-print" onClick="printdiv('div_print');" value=" Print ">
</div>
<div class="alert alert-primary" role="alert" >© SMART SERVICE STATION 2022 </div>
</div>
</div>
</div>
</div>
{% endblock content %}
templates/Admin/Next_Maintain.html → templates/Admin/NextMaintain.html
View file @ a7279821
...@@ -15,53 +15,64 @@ ...@@ -15,53 +15,64 @@
<div style="margin-left: 0px;" class="card card-5"> <div style="margin-left: 0px;" class="card card-5">
<br/><br/>
{% if messages %} {% if messages %}
<div class="alert alert-danger" role="alert"> <ul class="messages">
{% for message in messages %} {% for message in messages %}
{% if message.tags %} {% endif %} {{ message }} <li {% if message.tags %} class=" {{ message.tags }} " {% endif %}> {{ message }} </li>
{% endfor %} {% endfor %}
</div> </ul>
{% endif %} {% endif %}
<div class="card-heading"> <div class="card-heading">
<h2 class="title"> NEXT MAINTAIN DATE PREDICTION </h2> <h2 class="title"> NEXT MAINTAIN DATE PREDICTION </h2>
</div> </div>
<div class="card-body"> <div class="card-body">
<form action="/Admin/Predicted_Date/" method="post"> <form action="/Admin/NextMaintain/" method="post">
{% csrf_token %} {% csrf_token %}
<table class="table table-light"> <table class="table table-light">
{{form3.as_table}}
{{form.as_table}} {{form.as_table}}
</table> </table>
<input type="submit" value="NEXT MAINTAIN DATE" class="btn btn--radius-2 btn" style="background:#02111f"/> <input type="submit" value="NEXT MAINTAIN DATE" class="btn btn--radius-2 btn-primary"/>
<div role="alert">
<center><h3> {{ d }} </h3></center>
</div>
</form> </form>
<br> <br>
<center> <div class="alert alert-success">
{{ d }}
{{ forecastedPrice }}
<br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br> <br>
</div> </center>
</div> </div>
</div>
</div><div class="alert alert-primary fixed-bottom mb-0 text-center" style="background: #747578; border: none; color: white;" role="alert" > © SERVPORT 2022 </div> </div>
</div>
<div class="alert alert-primary" role="alert" >© SMART SERVICE STATION 2022 </div>
</div> </div>
{% endblock content %} {% endblock content %}
templates/Admin/Predicted_Date.html deleted 100644 → 0
View file @ ef3abe04
{% extends 'Admin/Sidebar2.html' %}
{% block content %}
{% load widget_tweaks %}
{%load static%}
<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>
<center>
<div class=">
<div class="wrapper wrapper--w790">
<div style="margin-left: 0px;" class="card card-5">
<div class="card-heading">
<h2 class="title"> Next Service Date </h2>
</div>
{% autoescape off %}
<div>{{ g }}</div>
{% endautoescape %}
<div class="alert alert-danger" role="alert">
Next Service Date is : {{ d }}
<br>
</div>
</div>
</div>
</div>
{% endblock content %}
templates/Admin/Sidebar2.html
View file @ a7279821
...@@ -188,8 +188,8 @@ body{ ...@@ -188,8 +188,8 @@ body{
<li><a style="text-decoration:none;" href="/Admin/PurchaseHistory/"><i class="fas fa-cubes"></i> Purchase History </a> <li><a style="text-decoration:none;" href="/Admin/PurchaseHistory/"><i class="fas fa-cubes"></i> Purchase History </a>
<li><a style="text-decoration:none;" href="/Admin/Customer_Data/"><i class="fas fa-user"></i> Customer Data </a> <li><a style="text-decoration:none;" href="/Admin/Customer_Data/"><i class="fas fa-user"></i> Customer Data </a>
<li><a style="text-decoration:none;" href="/Admin/Customer_Frequency/"><i class="fas fa-chart-bar"></i> Customer Frequency </a> <li><a style="text-decoration:none;" href="/Admin/Customer_Frequency/"><i class="fas fa-chart-bar"></i> Customer Frequency </a>
<li><a style="text-decoration:none;" href="/Admin/Next_Maintain/"><i class="fas fa-user"></i> Next Service Date </a> <li><a style="text-decoration:none;" href="/Admin/NextMaintain/"><i class="fas fa-user"></i> Next Service Date </a>
<li><a style="text-decoration:none;" href="/Admin"><i class="fas fa-chart-bar"></i> Vehicle Maintenance Data </a> <li><a style="text-decoration:none;" href="/Admin/MaintainData/"><i class="fas fa-chart-bar"></i> Maintenance Data </a>
</ul> </ul>
</div> </div>
......
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