Employee Efficiency

User/forms.py

@@ -6,7 +6,11 @@ from . import models
 MODE_CHOICES = [
     ('0', 'Select Work'),
     ('1', 'Engine Repairering'),
-    ('2', 'Painting')
+    ('2', 'Painting'),
+    ('3', 'Oil Changing'),
+    ('4', 'Interior Cleaning'),
+    ('5', 'Body Wash'),
+    ('6', 'Under Wash')
 ]
 
 MODE_DEMAND = [
@@ -23,7 +27,7 @@ class MyForm4(forms.Form):
     inputdate = forms.DateField(widget=DateInput)
 
 
-class MyForm(forms.Form):
+class MyForm5(forms.Form):
  customerid  = forms.IntegerField(label="Select Work To be Done", widget=forms.Select(choices=MODE_CHOICES))
 
 

User/urls.py

@@ -12,6 +12,7 @@ urlpatterns = [
     path('AdminHome/', responseapp_views.AdminHome),
     path('Employee_Data/', responseapp_views.Employee_Data),
     path('EmployeeStatus_Update/', responseapp_views.EmployeeStatus_Update),
+    path('Employee_Efficiency/', responseapp_views.Employee_Efficiency),
     path('PurchaseHistory/', responseapp_views.PurchaseHistory),
     path('Forecasting/', responseapp_views.Forecasting),
     path('Result/', responseapp_views.Forecasting),

User/views.py

@@ -2,7 +2,9 @@ from datetime import datetime
 from django.shortcuts import render, redirect, reverse
 from django.template import loader
 from django.http import HttpResponse
-from User.forms import MyForm,MyForm2,MyForm3,MyForm4
+from sklearn.tree import DecisionTreeClassifier
+
+from User.forms import MyForm,MyForm2,MyForm3,MyForm4,MyForm5
 from django.contrib.auth import authenticate, login
 from User import models as Umodels
 from django.http import HttpResponseRedirect
@@ -35,7 +37,90 @@ def Homepage(request):
     return render(request, 'Admin/Homepage.html');
 # End  CompanyHome
 
-# Employee_Efficency
+# Employee_Efficiency
+def Employee_Efficiency(request):
+    if request.method == 'POST':
+        myForm = MyForm5(request.POST)
+        if myForm.is_valid():
+            workid = myForm.cleaned_data['customerid']
+            DateSet = pd.read_csv("Data/WorkHistory.csv", skipinitialspace=True)
+
+            DateSet['JobDone'].replace({'Engine Repairering': 1, 'Painting': 2, 'Oil Changing': 3,
+                                        'Interior Cleaning': 4, 'Body Wash': 5, 'Under Wash': 6}, inplace=True)
+            DateSet = DateSet[(DateSet.WorkQuality > 1)]  # search for job need to be done
+            DateSet = DateSet.drop(columns=['WorkQuality'])
+            x = DateSet[['JobDone', 'TakenTime']]
+            y = DateSet[['StaffID']]
+            grouped_df = DateSet[(DateSet["JobDone"] == workid)]  # get selected work
+            grouped_df = grouped_df.groupby("StaffID")  # group job staff
+            grouped_df = grouped_df['TakenTime']  # get only taken time to complete work
+            mean_df = grouped_df.mean()  # avarage time to complete work
+            min_df = mean_df.min()  # get less time taken to complete work
+
+            # x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=2)
+            # lm = LinearRegression()
+            # lm.fit(x_train, y_train)
+            #
+            # new_input = [[workid, min_df]]  # Best WorkQuality Work
+            # pred = lm.predict(new_input)
+            # workid = (int(pred.round())) # final employee ID by ML
+            #
+            # print("--------------Accuracy-----------------")
+            # accuracy = lm.score(x_test, y_test)
+            # print(accuracy)
+
+            X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=2)
+
+            clf = DecisionTreeClassifier()
+            clf = clf.fit(X_train, y_train)
+            y_pred = clf.predict(X_test)
+
+            new_input = [[workid, min_df]]  # Best WorkQuality Work
+            pred = clf.predict(new_input)
+            workid = (int(pred.round()))  # final employee ID by ML
+
+            print("Accuracy:", metrics.accuracy_score(y_test, y_pred))
+
+            DateSetLoad = pd.read_csv("Data/WorkHistory.csv", skipinitialspace=True)
+
+            data2 = pd.read_csv('Data/EmployeeStatus.csv')
+
+            # using merge function by setting how='inner'
+            output1 = pd.merge(DateSetLoad, data2,
+                               on='StaffID',
+                               how='inner')
+
+            DateSetResult = DateSetLoad[(output1.StaffID == workid) & (output1.Availability == "Yes")]
+
+            df = DateSetResult[:1]
+            # data = data.to_html()
+
+            # -----------------------------------------------------------------------  aaAccuracy section
+
+            # -----------------------------------------------------------------------  aaAccuracy section
+            json_records = df.reset_index().to_json(orient='records')
+            arr = []
+            arr = json.loads(json_records)
+            if (arr == [] ):
+                DateSetResult = DateSetLoad[(output1.Availability == "Yes")]
+                df = DateSetResult[:1]
+                # data = data.to_html()
+                json_records = df.reset_index().to_json(orient='records')
+                arr = []
+                arr = json.loads(json_records)
+
+            else:
+                a = 2
+
+            form = MyForm5()
+            context = { 'form': form, 'd': arr}
+            return render(request, 'Admin/Employee_Efficiency.html', context)
+
+    else:
+        form = MyForm5()
+    return render(request, 'Admin/Employee_Efficiency.html', {'form': form});
+
+
 def Employee_Data(request):
     data1 = pd.read_csv('Data/WorkHistory.csv')
     data2 = pd.read_csv('Data/EmployeeStatus.csv')

templates/Admin/Employee_Efficiency.html

+{% 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"> EMPLOYEE EFFICIENCY PREDICTION   </h2>
+            </div>
+
+
+         <div id="myDiv">
+                        <div id="div_print">
+                        <div class="card card-body printableArea">
+
+ <div role="alert"  >
+
+
+          <div class="container" style="overflow-x:auto;">
+
+                            <table class="table table-striped">
+
+                                <thead>
+                                    <tr>
+
+                                        <th> 	  StaffID   </th>
+                                         <th> 	  EmployeeName   </th>
+                                    <th> 	 Available  Status   </th>
+                                    </tr>
+                                </thead>
+                                <tbody>
+                                    {% if d %}
+                                    {% for i in d %}
+                                    <tr>
+                                        <td>{{i.StaffID}}</td>
+
+                                        <td>{{i.EmployeeName}}</td>
+                                     <td><div class="alert alert-success">
+   Available
+</div></td>
+                                    </tr>
+                                    {% endfor %}
+                                    {% endif %}
+                                </tbody>
+                            </table>
+                        </div>
+
+</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">
+             <form action="/Admin/Employee_Efficiency/" method="post">
+    {% csrf_token %}
+        <table class="table table-light">
+    {{form.as_table}}
+
+ </table>
+<input type="submit" value="PREDICT EMPLOYEE" class="btn btn--radius-2 btn-primary"/>
+
+
+</form>      <br><div class="text-right">
+  <input name="b_print" type="button" class="btn btn-primary btn-print" onClick="printdiv('div_print');" value=" Print ">
+ </div>
+                <br>
+
+
+            </div>
+
+       </div>
+   </div>
+
+<div class="alert alert-primary" role="alert"  >©  SMART SERVICE STATION 2022 </div>
+
+</div>
+
+{% endblock content %}
+

templates/Admin/Sidebar2.html

@@ -178,7 +178,7 @@ body{
         <ul>
             <li><a style="text-decoration:none;" href="/Admin/AdminHome/"><i class="fas fa-desktop"></i>Home</a></li>
             <li><a style="text-decoration:none;" href="#"><i class="fas fa-car "></i>  Customer Registration    </a>
-            <li><a style="text-decoration:none;" href="#"><i class="fas fa-barcode"></i> Employee Efficiency  </a>
+            <li><a style="text-decoration:none;" href="/Admin/Employee_Efficiency/"><i class="fas fa-barcode"></i> Employee Efficiency  </a>
 
             <li><a style="text-decoration:none;" href="/Admin/Employee_Data/"><i class="fas fa-paper-plane "></i>  Employee Data    </a>
             <li><a style="text-decoration:none;" href="/Admin/EmployeeStatus_Update/"><i class="fas fa-upload"></i> Assign Employee     </a>