Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import pandas as pd
|
| 3 |
+
|
| 4 |
+
def compare_protein_repeat_frequencies(file1, file2):
|
| 5 |
+
# Load both Excel files
|
| 6 |
+
df1 = pd.read_excel(file1.name)
|
| 7 |
+
df2 = pd.read_excel(file2.name)
|
| 8 |
+
|
| 9 |
+
# Ensure both have common structure
|
| 10 |
+
common_cols = df1.columns.intersection(df2.columns)
|
| 11 |
+
df1 = df1[common_cols]
|
| 12 |
+
df2 = df2[common_cols]
|
| 13 |
+
|
| 14 |
+
# Merge on Entry ID and Protein Name
|
| 15 |
+
merged = pd.merge(df1, df2, on=["Entry ID", "Protein Name"], suffixes=('_file1', '_file2'))
|
| 16 |
+
|
| 17 |
+
# Calculate differences
|
| 18 |
+
repeat_cols = common_cols[2:] # exclude ID and Name
|
| 19 |
+
diff_data = {
|
| 20 |
+
"Entry ID": merged["Entry ID"],
|
| 21 |
+
"Protein Name": merged["Protein Name"]
|
| 22 |
+
}
|
| 23 |
+
|
| 24 |
+
for col in repeat_cols:
|
| 25 |
+
diff_data[col + "_diff"] = (merged[col + "_file1"] - merged[col + "_file2"]).abs()
|
| 26 |
+
|
| 27 |
+
# Create DataFrame of differences
|
| 28 |
+
diff_df = pd.DataFrame(diff_data)
|
| 29 |
+
diff_df["Total Difference"] = diff_df.iloc[:, 2:].sum(axis=1)
|
| 30 |
+
diff_df_sorted = diff_df.sort_values(by="Total Difference", ascending=False)
|
| 31 |
+
|
| 32 |
+
# Save and return
|
| 33 |
+
output_path = "comparison_output.xlsx"
|
| 34 |
+
diff_df_sorted.to_excel(output_path, index=False)
|
| 35 |
+
return output_path
|
| 36 |
+
|
| 37 |
+
# Gradio UI
|
| 38 |
+
interface = gr.Interface(
|
| 39 |
+
fn=compare_protein_repeat_frequencies,
|
| 40 |
+
inputs=[
|
| 41 |
+
gr.File(label="Upload First Excel File"),
|
| 42 |
+
gr.File(label="Upload Second Excel File")
|
| 43 |
+
],
|
| 44 |
+
outputs=gr.File(label="Download Comparison Excel"),
|
| 45 |
+
title="Protein Repeat Comparator",
|
| 46 |
+
description="Upload two Excel files containing protein repeat data. The app will compare frequencies and return a sorted Excel file showing differences."
|
| 47 |
+
)
|
| 48 |
+
|
| 49 |
+
interface.launch()
|