diff --git a/attendance/admin.py b/attendance/admin.py
index 67b561010..279a495b9 100644
--- a/attendance/admin.py
+++ b/attendance/admin.py
@@ -4,7 +4,6 @@ admin.py
 This page is used to register attendance models with admins site.
 """
 
-from django.apps import apps
 from django.contrib import admin
 
 from .models import (
diff --git a/attendance/apps.py b/attendance/apps.py
index 392d772d3..aac5f595f 100644
--- a/attendance/apps.py
+++ b/attendance/apps.py
@@ -1,7 +1,18 @@
+"""
+This module defines the configuration for the 'attendance' app within the Horilla HRMS project.
+"""
+
 from django.apps import AppConfig
 
 
 class AttendanceConfig(AppConfig):
+    """
+    Configures the 'attendance' app and performs additional setup during the app's
+    initialization. This includes appending the 'attendance' URL patterns to the
+    project's main urlpatterns and dynamically adding the 'AttendanceMiddleware'
+    to the middleware stack if it's not already present.
+    """
+
     default_auto_field = "django.db.models.BigAutoField"
     name = "attendance"
 
diff --git a/attendance/filters.py b/attendance/filters.py
index fc135987a..8ab046a01 100644
--- a/attendance/filters.py
+++ b/attendance/filters.py
@@ -9,8 +9,6 @@ import uuid
 
 import django_filters
 from django import forms
-from django.apps import apps
-from django.db.models import OuterRef, Subquery
 from django.forms import DateTimeInput
 from django.utils.translation import gettext_lazy as _
 
@@ -416,6 +414,11 @@ class AttendanceFilters(FilterSet):
     )
 
     def filter_pending_hour(self, queryset, name, value):
+        """
+        This method calculates the pending hours for each attendance record in the
+        queryset and filters the records based on whether the pending hours are less
+        than or equal to (`pending_hour__lte`) or greater than the specified value.
+        """
         if value is not None:
             value = strtime_seconds(value)
             filtered_attendance = []
@@ -484,12 +487,18 @@ class AttendanceFilters(FilterSet):
 
     def filter_by_name(self, queryset, name, value):
         # Call the imported function
+        """
+        This method allows filtering by the employee's first and/or last name or by other
+        fields such as day, shift, work type, department, job position, or company, depending
+        on the value of `search_field` provided in the request data.
+        """
         filter_method = {
             "day": "attendance_day__day__icontains",
             "shift": "shift_id__employee_shift__icontains",
             "work_type": "work_type_id__work_type__icontains",
             "department": "employee_id__employee_work_info__department_id__department__icontains",
-            "job_position": "employee_id__employee_work_info__job_position_id__job_position__icontains",
+            "job_position": "employee_id__employee_work_info__\
+                job_position_id__job_position__icontains",
             "company": "employee_id__employee_work_info__company_id__company__icontains",
         }
         search_field = self.data.get("search_field")
diff --git a/attendance/forms.py b/attendance/forms.py
index e61774663..6c57a533c 100644
--- a/attendance/forms.py
+++ b/attendance/forms.py
@@ -45,7 +45,6 @@ from attendance.models import (
     AttendanceLateComeEarlyOut,
     AttendanceOverTime,
     AttendanceRequestComment,
-    AttendanceRequestFile,
     AttendanceValidationCondition,
     GraceTime,
     WorkRecords,
@@ -53,9 +52,8 @@ from attendance.models import (
     strtime_seconds,
     validate_time_format,
 )
-from base.forms import MultipleFileField
 from base.methods import get_working_days, reload_queryset
-from base.models import Company, EmployeeShift
+from base.models import Company
 from employee.filters import EmployeeFilter
 from employee.models import Employee
 from horilla import horilla_middlewares
@@ -129,14 +127,14 @@ class ModelForm(forms.ModelForm):
 
             try:
                 self.fields["employee_id"].initial = request.user.employee_get
-            except:
+            except Exception:
                 pass
 
             try:
                 self.fields["company_id"].initial = (
                     request.user.employee_get.get_company
                 )
-            except:
+            except Exception:
                 pass
 
 
@@ -371,7 +369,7 @@ class AttendanceForm(ModelForm):
         if existing_attendance.exists():
             raise ValidationError(
                 {
-                    "employee_id": f"""Already attendance exists for {list(existing_attendance.values_list("employee_id__employee_first_name",flat=True))} employees"""
+                    "employee_id": f"""Already attendance exists for{list(existing_attendance.values_list("employee_id__employee_first_name",flat=True))} employees"""
                 }
             )
 
@@ -387,8 +385,9 @@ class AttendanceForm(ModelForm):
             if attendance is not None:
                 raise ValidationError(
                     _(
-                        "Attendance for the date is already exist for %(emp)s"
-                        % {"emp": emp}
+                        ("Attendance for the date already exists for {emp}").format(
+                            emp=emp
+                        )
                     )
                 )
         if employee.first() is None:
@@ -752,6 +751,12 @@ excluded_fields = [
 
 
 class AttendanceExportForm(forms.Form):
+    """
+    This form allows users to choose which fields of the `Attendance` model
+    they want to include in the export excel file as column. The fields are
+    presented as a list of checkboxes, and the user can select multiple fields.
+    """
+
     model_fields = Attendance._meta.get_fields()
     field_choices = [
         (field.name, field.verbose_name)
@@ -778,6 +783,12 @@ class AttendanceExportForm(forms.Form):
 
 
 class LateComeEarlyOutExportForm(forms.Form):
+    """
+    This form allows users to choose fields from both the `AttendanceLateComeEarlyOut`
+    model and the related `Attendance` model to include in the export excel file.
+    The fields are presented as checkboxes, and users can select multiple fields.
+    """
+
     model_fields = AttendanceLateComeEarlyOut._meta.get_fields()
     field_choices_1 = [
         (field.name, field.verbose_name)
@@ -808,6 +819,12 @@ class LateComeEarlyOutExportForm(forms.Form):
 
 
 class AttendanceActivityExportForm(forms.Form):
+    """
+    This form allows users to choose specific fields from the `AttendanceActivity`
+    model to include in the export excel file. The fields are presented as checkboxes,
+    enabling users to select multiple fields.
+    """
+
     model_fields = AttendanceActivity._meta.get_fields()
     field_choices = [
         (field.name, field.verbose_name)
@@ -829,6 +846,12 @@ class AttendanceActivityExportForm(forms.Form):
 
 
 class AttendanceOverTimeExportForm(forms.Form):
+    """
+    This form allows users to choose specific fields from the `AttendanceOverTime`
+    model to include in the export. The fields are presented as checkboxes,
+    enabling users to select multiple fields.
+    """
+
     model_fields = AttendanceOverTime._meta.get_fields()
     field_choices = [
         (field.name, field.verbose_name)
@@ -855,6 +878,10 @@ class GraceTimeForm(ModelForm):
     """
 
     class Meta:
+        """
+        Meta class for additional options
+        """
+
         model = GraceTime
         fields = "__all__"
         widgets = {
@@ -1063,7 +1090,6 @@ class BulkAttendanceRequestForm(ModelForm):
                     "attendance_date": date,
                     "attendance_clock_in_date": date,
                     "attendance_clock_out_date": date,
-                    "attendance_clock_in_date": date,
                 }
             )
             form = NewRequestForm(data=initial_data)
diff --git a/attendance/middleware.py b/attendance/middleware.py
index a129f1db6..dc933678a 100644
--- a/attendance/middleware.py
+++ b/attendance/middleware.py
@@ -1,3 +1,7 @@
+"""
+Middleware to automatically trigger employee clock-out based on shift schedules
+"""
+
 from datetime import datetime, timedelta
 
 from django.utils import timezone
@@ -7,10 +11,25 @@ from attendance.methods.utils import Request
 
 
 class AttendanceMiddleware(MiddlewareMixin):
+    """
+    This middleware checks for employees who haven't clocked out by the end of their
+    scheduled shift and automatically performs the clock-out action if the auto punch-out
+    is enabled for their shift. It processes this during each request.
+    """
+
     def process_request(self, request):
+        """
+        Triggers the `trigger_function` on each request.
+        """
         self.trigger_function()
 
     def trigger_function(self):
+        """
+        Retrieves shift schedules with auto punch-out enabled and checks if there are
+        any attendance activities that haven't been clocked out. If the scheduled
+        auto punch-out time has passed, the function attempts to clock out the employee
+        automatically by invoking the `clock_out` function.
+        """
         from attendance.models import Attendance, AttendanceActivity
         from attendance.views.clock_in_out import clock_out
         from base.models import EmployeeShiftSchedule
diff --git a/attendance/models.py b/attendance/models.py
index be10a3741..72dbfdc11 100644
--- a/attendance/models.py
+++ b/attendance/models.py
@@ -8,15 +8,13 @@ This module is used to register models for recruitment app
 import contextlib
 import datetime as dt
 import json
-from collections.abc import Iterable
 from datetime import date, datetime, timedelta
 
-import pandas as pd
 from django.apps import apps
 from django.core.exceptions import ValidationError
 from django.db import models
 from django.db.models import Q
-from django.db.models.signals import post_save, pre_delete, pre_save
+from django.db.models.signals import post_save, pre_delete
 from django.dispatch import receiver
 from django.utils import timezone
 from django.utils.translation import gettext_lazy as _
@@ -29,7 +27,6 @@ from attendance.methods.utils import (
     strtime_seconds,
     validate_hh_mm_ss_format,
     validate_time_format,
-    validate_time_in_minutes,
 )
 from base.horilla_company_manager import HorillaCompanyManager
 from base.methods import is_company_leave, is_holiday
@@ -264,9 +261,8 @@ class Attendance(HorillaModel):
         pending_seconds = minimum_hours - worked_hour
         if pending_seconds < 0:
             return "00:00"
-        else:
-            pending_hours = format_time(pending_seconds)
-            return pending_hours
+        pending_hours = format_time(pending_seconds)
+        return pending_hours
 
     def save(self, *args, **kwargs):
         minimum_hour = self.minimum_hour
@@ -300,12 +296,14 @@ class Attendance(HorillaModel):
                 leaves.append(current_date.strftime("%Y-%m-%d"))
                 current_date += timedelta(days=1)
 
-        # Checking attendance date is in holiday list, if found making the minimum hour to 00:00
+        # Checking attendance date is in holiday list,
+        # if found making the minimum hour to 00:00
         if is_holiday(self.attendance_date):
             self.minimum_hour = "00:00"
             self.is_holiday = True
 
-        # Checking attendance date is in company leave list, if found making the minimum hour to 00:00
+        # Checking attendance date is in company leave list,
+        # if found making the minimum hour to 00:00
         if is_company_leave(self.attendance_date):
             self.minimum_hour = "00:00"
             self.is_holiday = True
diff --git a/attendance/sidebar.py b/attendance/sidebar.py
index ef4566d86..2cfddda3c 100644
--- a/attendance/sidebar.py
+++ b/attendance/sidebar.py
@@ -4,7 +4,6 @@ attendance/sidebar.py
 
 from datetime import datetime
 
-from django.apps import apps
 from django.urls import reverse
 from django.utils.translation import gettext_lazy as trans
 
@@ -57,27 +56,42 @@ SUBMENUS = [
 
 
 def attendances_accessibility(request, submenu, user_perms, *args, **kwargs):
+    """
+    Check if the user has permission to view attendance or is a reporting manager.
+    """
     return request.user.has_perm("attendance.view_attendance") or is_reportingmanager(
         request.user
     )
 
 
 def hour_account_accessibility(request, submenu, user_perms, *args, **kwargs):
+    """
+    Modify the submenu redirect URL to include the current year as a query parameter.
+    """
     submenu["redirect"] = submenu["redirect"] + f"?year={datetime.now().year}"
     return True
 
 
 def work_record_accessibility(request, submenu, user_perms, *args, **kwargs):
+    """
+    Check if the user has permission to view attendance or is a reporting manager.
+    """
     return request.user.has_perm("attendance.view_attendance") or is_reportingmanager(
         request.user
     )
 
 
 def dashboard_accessibility(request, submenu, user_perms, *args, **kwargs):
+    """
+    Check if the user has permission to view attendance or is a reporting manager.
+    """
     return request.user.has_perm("attendance.view_attendance") or is_reportingmanager(
         request.user
     )
 
 
 def tracking_accessibility(request, submenu, user_perms, *args, **kwargs):
+    """
+    Determine if late come/early out tracking is enabled.
+    """
     return enable_late_come_early_out_tracking(None).get("tracking")
diff --git a/attendance/templates/attendance/attendance/attendance_nav.html b/attendance/templates/attendance/attendance/attendance_nav.html
index 2de937bf6..39dbc01ed 100644
--- a/attendance/templates/attendance/attendance/attendance_nav.html
+++ b/attendance/templates/attendance/attendance/attendance_nav.html
@@ -308,6 +308,7 @@
                 <a
                   href="#"
                   id="bulkDelete"
+                  data-action="delete"
                   class="oh-dropdown__link oh-dropdown__link--danger"
                   >{% trans "Delete" %}</a
                 >
diff --git a/attendance/templates/attendance/attendance_account/nav.html b/attendance/templates/attendance/attendance_account/nav.html
index 477ffff4e..152707260 100644
--- a/attendance/templates/attendance/attendance_account/nav.html
+++ b/attendance/templates/attendance/attendance_account/nav.html
@@ -135,6 +135,7 @@
                       <a
                         href="#"
                         id="hourAccountbulkDelete"
+                        data-action="delete"
                         class="oh-dropdown__link oh-dropdown__link--danger"
                         >{% trans "Delete" %}</a
                       >
diff --git a/attendance/templates/attendance/attendance_activity/nav.html b/attendance/templates/attendance/attendance_activity/nav.html
index 8fe236358..670d6aba7 100644
--- a/attendance/templates/attendance/attendance_activity/nav.html
+++ b/attendance/templates/attendance/attendance_activity/nav.html
@@ -84,7 +84,7 @@
                                 {% endif %}
                                 {% if perms.attendance.delete_attendanceactivity %}
                                     <li class="oh-dropdown__item">
-                                        <a href="#" id="attendanceActivityDelete"
+                                        <a href="#" id="attendanceActivityDelete" data-action="delete"
                                             class="oh-dropdown__link oh-dropdown__link--danger">{% trans "Delete" %}</a>
                                     </li>
                                 {% endif %}
diff --git a/attendance/templates/attendance/late_come_early_out/nav.html b/attendance/templates/attendance/late_come_early_out/nav.html
index c0e58e588..2350ca390 100644
--- a/attendance/templates/attendance/late_come_early_out/nav.html
+++ b/attendance/templates/attendance/late_come_early_out/nav.html
@@ -76,7 +76,7 @@
                         {% endif %}
                         {% if perms.attendance.delete_attendancelatecomeearlyout %}
                             <li class="oh-dropdown__item">
-                                <a href="#" id="lateComeBulkDelete" class="oh-dropdown__link oh-dropdown__link--danger">{% trans "Delete" %}</a>
+                                <a href="#" id="lateComeBulkDelete" data-action="delete" class="oh-dropdown__link oh-dropdown__link--danger">{% trans "Delete" %}</a>
                             </li>
                         {% endif %}
                     </ul>
diff --git a/attendance/urls.py b/attendance/urls.py
index e82eae859..2fbb8be0a 100644
--- a/attendance/urls.py
+++ b/attendance/urls.py
@@ -5,7 +5,6 @@ This page is used to map request or url path with function
 
 """
 
-from django.apps import apps
 from django.urls import path
 
 import attendance.views.clock_in_out