diff --git a/app/DashApp/Bowel/borborygmus_dash.py b/app/DashApp/Bowel/borborygmus_dash.py
index 03fc3be8d..a299f46ab 100644
--- a/app/DashApp/Bowel/borborygmus_dash.py
+++ b/app/DashApp/Bowel/borborygmus_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/borborygmus.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/bruits_due_to_renal_arteries_stenosis_dash.py b/app/DashApp/Bowel/bruits_due_to_renal_arteries_stenosis_dash.py
index b6902685d..3a1a6824e 100644
--- a/app/DashApp/Bowel/bruits_due_to_renal_arteries_stenosis_dash.py
+++ b/app/DashApp/Bowel/bruits_due_to_renal_arteries_stenosis_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/bruits_due_to_renal_arteries_stenosis.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/captement_dash.py b/app/DashApp/Bowel/captement_dash.py
index c891cf22b..e70176dd9 100644
--- a/app/DashApp/Bowel/captement_dash.py
+++ b/app/DashApp/Bowel/captement_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/capotement.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/constipation_dash.py b/app/DashApp/Bowel/constipation_dash.py
index 39e17bb4d..21612e612 100644
--- a/app/DashApp/Bowel/constipation_dash.py
+++ b/app/DashApp/Bowel/constipation_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/constipation.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/crohns_disease_dash.py b/app/DashApp/Bowel/crohns_disease_dash.py
index c07ef72ec..d84b7e6c7 100644
--- a/app/DashApp/Bowel/crohns_disease_dash.py
+++ b/app/DashApp/Bowel/crohns_disease_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/crohns_disease.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/diarrhea_dash.py b/app/DashApp/Bowel/diarrhea_dash.py
index 426d7f172..855b6efe1 100644
--- a/app/DashApp/Bowel/diarrhea_dash.py
+++ b/app/DashApp/Bowel/diarrhea_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/diarrhea.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/hyperactive_dash.py b/app/DashApp/Bowel/hyperactive_dash.py
index 64484d293..5d4f1d217 100644
--- a/app/DashApp/Bowel/hyperactive_dash.py
+++ b/app/DashApp/Bowel/hyperactive_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/hyperactive_sounds.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/hypoactive_dash.py b/app/DashApp/Bowel/hypoactive_dash.py
index 01be19095..d2dd783f2 100644
--- a/app/DashApp/Bowel/hypoactive_dash.py
+++ b/app/DashApp/Bowel/hypoactive_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/hypoactive_sounds.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/irritable_bowel_syndrome_dash.py b/app/DashApp/Bowel/irritable_bowel_syndrome_dash.py
index 84b29ffe1..34d872e47 100644
--- a/app/DashApp/Bowel/irritable_bowel_syndrome_dash.py
+++ b/app/DashApp/Bowel/irritable_bowel_syndrome_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/irritable_bowel_syndrome.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/normal_bowel_dash.py b/app/DashApp/Bowel/normal_bowel_dash.py
index 6a3c659d9..5b76d9591 100644
--- a/app/DashApp/Bowel/normal_bowel_dash.py
+++ b/app/DashApp/Bowel/normal_bowel_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/normal_bowel.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/normal_bowel_sound_with_bruits_dash.py b/app/DashApp/Bowel/normal_bowel_sound_with_bruits_dash.py
index efd6f5712..69e022328 100644
--- a/app/DashApp/Bowel/normal_bowel_sound_with_bruits_dash.py
+++ b/app/DashApp/Bowel/normal_bowel_sound_with_bruits_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/normal_bowel_sound_with_bruits.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/paralytic_ileus_dash.py b/app/DashApp/Bowel/paralytic_ileus_dash.py
index 40bdab852..151e9f729 100644
--- a/app/DashApp/Bowel/paralytic_ileus_dash.py
+++ b/app/DashApp/Bowel/paralytic_ileus_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/DashApp/Bowel/paralytic_ileus_dash.py'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/peritoneal_friction_rub_dash.py b/app/DashApp/Bowel/peritoneal_friction_rub_dash.py
index 2a205b3ba..682e4fa72 100644
--- a/app/DashApp/Bowel/peritoneal_friction_rub_dash.py
+++ b/app/DashApp/Bowel/peritoneal_friction_rub_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/static/audio/abdomen/peritoneal_friction_rub.wav'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/DashApp/Bowel/ulcerative_colitis_dash.py b/app/DashApp/Bowel/ulcerative_colitis_dash.py
index 62ad176db..2c37c8d87 100644
--- a/app/DashApp/Bowel/ulcerative_colitis_dash.py
+++ b/app/DashApp/Bowel/ulcerative_colitis_dash.py
@@ -88,9 +88,4 @@ def loadAudioData(audioPath):
 )
 def update_audio_data(audioPath):
     audioPath = 'app/DashApp/Bowel/ulcerative_colitis_dash.py'
-    duration = 0.887
-    sample_rate = 44100
-    if not audioPath:  # If the input is empty, return zero values
-        return {'audio_data': [0] * int(duration * sample_rate), 'audio_duration': duration}  # Assuming a small duration with zero values
-    else:
-        return loadAudioData(audioPath)
+    return loadAudioData(audioPath)
diff --git a/app/__pycache__/views.cpython-311.pyc b/app/__pycache__/views.cpython-311.pyc
index 518b65479..44429d882 100644
Binary files a/app/__pycache__/views.cpython-311.pyc and b/app/__pycache__/views.cpython-311.pyc differ
diff --git a/app/templates/elements/Scripts/graphs.html b/app/templates/elements/Scripts/graphs.html
new file mode 100644
index 000000000..e38207cae
--- /dev/null
+++ b/app/templates/elements/Scripts/graphs.html
@@ -0,0 +1,111 @@
+{% load plotly_dash %}
+<!-- Graph for No Audio Input -->
+<div class="row" id="hbr_div" style="display: none;">
+    {% plotly_app name="blankhbrDash" ratio=0.3 %}
+</div>
+
+<!-- Graph for Heart Audio input -->
+<div class="row" id="mitral_div" style="display: none;">
+    {% plotly_app name="mitralDash" ratio=0.3 %}
+</div>
+<div class="row" id="aortic_div" style="display: none;">
+    {% plotly_app name="aorticDash" ratio=0.3 %}
+</div>
+<div class="row" id="pulmonary_div" style="display: none;">
+    {% plotly_app name="pulmonaryDash" ratio=0.3 %}
+</div>
+<div class="row" id="tricuspid_div" style="display: none;">
+    {% plotly_app name="tricuspidDash" ratio=0.3 %}
+</div>
+<div class="row" id="erb_div" style="display: none;">
+    {% plotly_app name="erbDash" ratio=0.3 %}
+</div>
+
+<!-- Graph for Lungs Audio input -->
+<div class="row" id="LUL_div" style="display: none;">
+    {% plotly_app name="LUL_dash" ratio=0.3 %}
+</div>
+<div class="row" id="LML_div" style="display: none;">
+    {% plotly_app name="LML_dash" ratio=0.3 %}
+</div>
+<div class="row" id="LLL_div" style="display: none;">
+    {% plotly_app name="LLL_dash" ratio=0.3 %}
+</div>
+<div class="row" id="RUL_div" style="display: none;">
+    {% plotly_app name="RUL_dash" ratio=0.3 %}
+</div>
+<div class="row" id="RML_div" style="display: none;">
+    {% plotly_app name="RML_dash" ratio=0.3 %}
+</div>
+<div class="row" id="RLL_div" style="display: none;">
+    {% plotly_app name="RLL_dash" ratio=0.3 %}
+</div>
+
+<!-- Graph for Bowel Audio input -->
+<div class="row" id="normal_bowel_sound_with_bruits_div" style="display: none;">
+    {% plotly_app name="normal_bowel_sound_with_bruits_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="constipation_div" style="display: none;">
+    {% plotly_app name="constipation_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="bruits_due_to_renal_arteries_stenosis_div" style="display: none;">
+    {% plotly_app name="bruits_due_to_renal_arteries_stenosis_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="paralytic_ileus_div" style="display: none;">
+    {% plotly_app name="paralytic_ileus_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="captement_div" style="display: none;">
+    {% plotly_app name="captement_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="hyperactive_div" style="display: none;">
+    {% plotly_app name="hyperactive_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="normal_bowel_div" style="display: none;">
+    {% plotly_app name="normal_bowel_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="diarrhea_div" style="display: none;">
+    {% plotly_app name="diarrhea_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="hypoactive_div" style="display: none;">
+    {% plotly_app name="hypoactive_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="crohns_disease_div" style="display: none;">
+    {% plotly_app name="crohns_disease_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="irritable_bowel_syndrome_div" style="display: none;">
+    {% plotly_app name="irritable_bowel_syndrome_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="borborygmus_div" style="display: none;">
+    {% plotly_app name="borborygmus_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="ulcerative_colitis_div" style="display: none;">
+    {% plotly_app name="ulcerative_colitis_dash" ratio=0.3 %}
+</div>
+
+<div class="row" id="peritoneal_friction_rub_div" style="display: none;">
+    {% plotly_app name="peritoneal_friction_rub_dash" ratio=0.3 %}
+</div>
+
+
+<!-- Other Graphs -->
+<div class="row" id="comp_div" style="display: none;">
+    {% plotly_app name="compDash" ratio=0.3 %}
+</div>
+<div class="row" id="ecg_div" style="display:none;">
+    {% plotly_app name="ecgDash" ratio=0.3 %}
+</div>
+<div class="row" id="rsp_div" style="display:none;">
+    {% plotly_app name="rspDash" ratio=0.3 %}
+</div>
\ No newline at end of file
diff --git a/app/templates/index.html b/app/templates/index.html
index e083a59a9..bf0cede43 100644
--- a/app/templates/index.html
+++ b/app/templates/index.html
@@ -164,60 +164,7 @@ <h2 class="text-primary mb-0"><i class="fa fa-user-edit"></i></h2>
             <div class="container-fluid px-3">
                 <div class="row gy-0">
                     <div class="col-12">
-                        <!-- Graph for No Audio Input -->
-                        <div class="row" id="hbr_div" style="display: none;">
-                            {% plotly_app name="blankhbrDash" ratio=0.3 %}
-                        </div>
-
-                        <!-- Graph for Heart Audio input -->
-                        <div class="row" id="mitral_div" style="display: none;">
-                            {% plotly_app name="mitralDash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="aortic_div" style="display: none;">
-                            {% plotly_app name="aorticDash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="pulmonary_div" style="display: none;">
-                            {% plotly_app name="pulmonaryDash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="tricuspid_div" style="display: none;">
-                            {% plotly_app name="tricuspidDash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="erb_div" style="display: none;">
-                            {% plotly_app name="erbDash" ratio=0.3 %}
-                        </div>
-
-                        <!-- Graph for Lungs Audio input -->
-                        <div class="row" id="LUL_div" style="display: none;">
-                            {% plotly_app name="LUL_dash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="LML_div" style="display: none;">
-                            {% plotly_app name="LML_dash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="LLL_div" style="display: none;">
-                            {% plotly_app name="LLL_dash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="RUL_div" style="display: none;">
-                            {% plotly_app name="RUL_dash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="RML_div" style="display: none;">
-                            {% plotly_app name="RML_dash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="RLL_div" style="display: none;">
-                            {% plotly_app name="RLL_dash" ratio=0.3 %}
-                        </div>
-
-                        <!-- Graph for Bowel Audio input -->
-
-                        <!-- Other Graphs -->
-                        <div class="row" id="comp_div" style="display: none;">
-                            {% plotly_app name="compDash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="ecg_div" style="display:none;">
-                            {% plotly_app name="ecgDash" ratio=0.3 %}
-                        </div>
-                        <div class="row" id="rsp_div" style="display:none;">
-                            {% plotly_app name="rspDash" ratio=0.3 %}
-                        </div>
+                        {% include 'elements/Scripts/graphs.html' %}
                     </div>
                 </div>
             </div>
diff --git a/app/views.py b/app/views.py
index f2ed03f08..8b6977e62 100644
--- a/app/views.py
+++ b/app/views.py
@@ -16,6 +16,7 @@
 from .DashApp import blank_hbr_dash, ecg_dash, rsp_dash, comp_dash
 from .DashApp.Heart import mitral_dash, aortic_dash, pulmonary_dash, tricuspid_dash, erb_dash
 from .DashApp.Lung import LUL_dash, LML_dash, LLL_dash, RUL_dash, RML_dash, RLL_dash
+from .DashApp.Bowel import borborygmus_dash, bruits_due_to_renal_arteries_stenosis_dash, captement_dash, constipation_dash, crohns_disease_dash, diarrhea_dash, hyperactive_dash, hypoactive_dash, irritable_bowel_syndrome_dash, normal_bowel_dash, normal_bowel_sound_with_bruits_dash, paralytic_ileus_dash, peritoneal_friction_rub_dash, ulcerative_colitis_dash
 
 # Define the signal
 hr_show, rr_show = 60, 15   # Initialize the Heart Rate and Breadth Rate
diff --git a/db.sqlite3 b/db.sqlite3
index 6243bed96..921b56046 100644
Binary files a/db.sqlite3 and b/db.sqlite3 differ
diff --git a/test.ipynb b/test.ipynb
index 7d44b3a4c..ac7ba80ad 100644
--- a/test.ipynb
+++ b/test.ipynb
@@ -1773,6 +1773,49 @@
     "print(\"Files created and code added successfully.\")\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "normal_bowel_sound_with_bruits\n",
+      "constipation\n",
+      "bruits_due_to_renal_arteries_stenosis\n",
+      "paralytic_ileus\n",
+      "captement\n",
+      "hyperactive\n",
+      "normal_bowel\n",
+      "diarrhea\n",
+      "hypoactive\n",
+      "crohns_disease\n",
+      "irritable_bowel_syndrome\n",
+      "borborygmus\n",
+      "ulcerative_colitis\n",
+      "peritoneal_friction_rub\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "\n",
+    "# Define the directory path\n",
+    "directory_path = 'app/DashApp/Bowel'\n",
+    "\n",
+    "# List all files in the directory\n",
+    "files = os.listdir(directory_path)\n",
+    "\n",
+    "# Filter out .py files and remove the \".py\" extension\n",
+    "py_files_without_extension = [file[:-8] for file in files if file.endswith('.py')]\n",
+    "\n",
+    "# Print the list of files\n",
+    "for file in py_files_without_extension:\n",
+    "    print(file)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,