diff --git a/camera-test.py b/camera-test.py
index 6688b30..3a33cf8 100644
--- a/camera-test.py
+++ b/camera-test.py
@@ -1,38 +1,77 @@
-import numpy as np
+# import numpy as np
 import cv2
 
-cap = cv2.VideoCapture('recordings/test.webm')
+cap = cv2.VideoCapture('recordings/test1.webm')
+
+ret, frame1 = cap.read()
+ret, frame2 = cap.read()
 
 while(cap.isOpened()):
-    ret, frame = cap.read()
+    diff = cv2.absdiff(frame1, frame2)
+    gray = cv2.cvtColor(diff, cv2.COLOR_BGR2GRAY)
+    blur = cv2.GaussianBlur(gray, (5,5), 0)
+    _, thresh = cv2.threshold(blur, 20, 255, cv2.THRESH_BINARY)
+    dilated = cv2.dilate(thresh, None, iterations=3)
+    contours, _ = cv2.findContours(dilated, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
 
-    gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
+    for contour in contours:
+        (x, y, w, h) = cv2.boundingRect(contour)
+
+        if cv2.contourArea(contour) < 9000:
+            continue
+        cv2.rectangle(frame1, (x, y), (x+w, y+h), (0, 255, 0), 2)
+        cv2.putText(frame1, "Status: {}".format('Movement'), (10, 20), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 255), 2)
+
+    cv2.imshow("feed", frame1)
+    frame1 = frame2
+    ret, frame2 = cap.read()
 
-    cv2.imshow('frame',gray)
     if cv2.waitKey(25) & 0xFF == ord('q'):
         break
 
+# When everything done, release the capture
 cap.release()
 cv2.destroyAllWindows()
 
+
+
+
 # import numpy as np
 # import cv2
 
-# cap = cv2.VideoCapture(0)
+# cap = cv2.VideoCapture('recordings/test1.webm')
 
-# while(True):
+# while(cap.isOpened()):
 #     # Capture frame-by-frame
 #     ret, frame = cap.read()
 
 #     # Our operations on the frame come here
 #     gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
-   
+
 #     # Display the resulting frame
-#     cv2.imshow('frame',frame)
-#     cv2.imshow('gray',gray)
-#     if cv2.waitKey(20) & 0xFF == ord('q'):
+#     cv2.imshow('frame',gray)
+#     if cv2.waitKey(25) & 0xFF == ord('q'):
 #         break
 
 # # When everything done, release the capture
 # cap.release()
-# cv2.destroyAllWindows()
\ No newline at end of file
+# cv2.destroyAllWindows()
+
+
+
+
+
+# from imageai.Detection import VideoObjectDetection
+# import os
+
+# execution_path = os.getcwd()
+
+# detector = VideoObjectDetection()
+# detector.setModelTypeAsYOLOv3()
+# detector.setModelPath( os.path.join(execution_path , "yolo.h5"))
+# detector.loadModel()
+
+# video_path = detector.detectObjectsFromVideo(input_file_path=os.path.join( execution_path, "recordings/traffic-mini.mp4"),
+#                                 output_file_path=os.path.join(execution_path, "outputs/traffic_mini_detected_1")
+#                                 , frames_per_second=29, log_progress=True)
+# print(video_path)
diff --git a/camera-test2.py b/camera-test2.py
deleted file mode 100644
index 2d3f3f6..0000000
--- a/camera-test2.py
+++ /dev/null
@@ -1,21 +0,0 @@
-import numpy as np
-import cv2
-
-cap = cv2.VideoCapture(0)
-
-while(True):
-    # Capture frame-by-frame
-    ret, frame = cap.read()
-
-    # Our operations on the frame come here
-    gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
-   
-    # Display the resulting frame
-    cv2.imshow('frame',frame)
-    cv2.imshow('gray',gray)
-    if cv2.waitKey(20) & 0xFF == ord('q'):
-        break
-
-# When everything done, release the capture
-cap.release()
-cv2.destroyAllWindows()
\ No newline at end of file
diff --git a/recordings/test.webm b/recordings/test1.webm
similarity index 100%
rename from recordings/test.webm
rename to recordings/test1.webm