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Reduce molten output to unique pairs #47
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Hi @amilesj I have the same issue. Were you able to find a way around getting only unique pair combinations in the molten output? |
I write a python script, maybe you can try. import argparse
from os import sep
import pandas as pd
def process_molten_file(molten_file, output_file):
# Read the molten file into a DataFrame
df = pd.read_csv(molten_file, sep = "\t", header=None)
df.columns = ["Sample", "Pair", "Value"]
# Ensure that the Pair column contains unique pairs
df['Pair2'] = df.apply(lambda row: tuple(sorted([row['Sample'], row['Pair']])), axis=1)
# Sort the DataFrame based on 'Value' column in descending order
df = df.sort_values(by='Value', ascending=False)
# Drop duplicates based on 'Pair' column, keeping the row with the maximum 'Value'
unique_pairs_df = df.drop_duplicates(subset='Pair2', keep='first')
# If you want to reset the index of the resulting DataFrame:
unique_pairs_df = unique_pairs_df.reset_index(drop=True)
# Save the output DataFrame to a TSV file
unique_pairs_df.to_csv(output_file, sep='\t', index=False)
print(f"Contents of the reduced molten file are saved to: {output_file}")
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Reduce molten output to unique pairs and keep max value.")
parser.add_argument("molten_file", help="Path to the molten output file to be processed")
parser.add_argument("output_file", help="Path to save the output in TSV format")
args = parser.parse_args()
molten_file_path = args.molten_file
output_file_path = args.output_file
process_molten_file(molten_file_path, output_file_path) |
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Making a new request for the enhancement suggested in a previous comment (#39 (comment)) to make molten output only unique pairs of isolates.
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