Calculate Genome metrics - add columns
examples/pandas/genome_calculation_add_columns.py
import pandas as pd import numpy as np import datetime import sys if len(sys.argv) < 2: exit("Need filename") filename = sys.argv[1] def calculate_averages(row): v1 = row.iloc[0:3].mean() v2 = row.iloc[3:6].mean() return np.log2(v1/v2) start = datetime.datetime.now() df = pd.read_excel(filename, index_col='genome name') print(df.head()) print(datetime.datetime.now() - start) # create a new column of the calculated value df['calculated_value'] = df.apply(calculate_averages, axis=1) print(datetime.datetime.now() - start) threshold = 0.2 filtered_df = df[df['calculated_value'] > threshold] print(filtered_df.head()) print(datetime.datetime.now() - start)