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Update app.py
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app.py
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import gradio as gr
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import cv2
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import numpy as np
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import pandas as pd
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from utils import detect_spots, calculate_rf, annotate_image
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def process_tlc(image, solvent_front_y, baseline_y):
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# Detect spots
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spots = detect_spots(image)
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# Calculate Rf values
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rf_values = calculate_rf(spots, solvent_front_y, baseline_y)
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# Annotate image
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annotated_image = annotate_image(image, spots, rf_values)
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# Generate a CSV report
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report_data = {"Spot": list(range(1, len(spots) + 1)), "Rf Value": rf_values}
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report = pd.DataFrame(report_data).to_csv(index=False)
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return annotated_image, report
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# Gradio Interface
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interface = gr.Interface(
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fn=process_tlc,
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inputs=[
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gr.Image(type="numpy", label="Upload TLC Plate Image"),
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gr.Number(label="Solvent Front Y-Coordinate"),
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gr.Number(label="Baseline Y-Coordinate"),
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],
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outputs=[
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gr.Image(label="Annotated TLC Plate"),
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gr.File(label="Download Rf Report (CSV)"),
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],
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title="TLC Analyzer",
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description="Upload a TLC plate image and provide the Y-coordinates for the solvent front and baseline. The tool will calculate Rf values and annotate the image."
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)
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if __name__ == "__main__":
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interface.launch()
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