Update app.py

app.py

@@ -117,6 +117,40 @@ Required Analysis:
  Compare observed evidence against each possible delay reason.
  Select the most likely reason based on visual evidence.
 
+ 1. Contour Detection and Annotation
+Detect contours around machinery and objects in each frame using OpenCV.
+Assign specific contours to different manufacturing steps (e.g., bead placement machine, ply machine).
+Label contours with the corresponding manufacturing step (e.g., Step 1: Bead Insertion).
+2. Time Analysis for Each Step
+Extract timestamps for when objects (e.g., beads, inner liner, ply) enter and exit the area of interest for each step.
+Measure the duration spent in each step by comparing these timestamps.
+3. Standard Time Validation
+Compare the observed duration against the standard times provided for each step.
+Highlight steps where the duration exceeds the standard time.
+4. Delay Diagnostics
+For steps exceeding the standard time, log potential causes based on specific analyses:
+Bead Insertion: Detect missing beads or pauses in technician/machine movement.
+Inner Liner Apply: Observe for manual adjustments indicating alignment issues.
+Ply1 Apply: Track object positioning and machine alignment changes.
+Bead Set: Monitor bead alignment and machine operation pauses.
+Turnup: Look for interruptions in material application.
+Sidewall Apply & Stitching: Check for excessive handling or speed fluctuations.
+Carcass Unload: Track technician presence and delays in object removal.
+5. Trajectory and Movement Analysis
+Use object tracking algorithms to monitor the movement of objects and machinery across frames.
+Correlate motion paths with the expected operational flow of each step to identify inefficiencies or anomalies.
+6. Visualization
+Annotate frames with contours, timestamps, and detected delays for each step.
+Save annotated videos for further review.
+Generate summary charts showing step-wise delays, bottlenecks, and technician involvement.
+7. Output Reports
+Provide a detailed log of delays with root-cause suggestions for each step.
+Include metrics like:
+Total delays per step.
+Percentage of delays exceeding the standard time.
+Frequency of technician or machine interventions.
+
+
 Please provide your analysis in the following format:
 1. Selected Reason: [State the most likely reason from the given options]
 2. Visual Evidence: [Describe specific visual cues that support your selection]