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Calculate and set values of a dataframe using a list of dictionaries
I have a list of dictionaries as follows:
l_dicts = [{‘Yearly FPA’: 200, ‘Annual FPA’: 200, ‘Monthly FPA’: 200, ‘Weekly FPA’: 200},
{‘Yearly FPA’: 100, ‘Annual FPA’: 100, ‘Monthly FPA’: 100, ‘Weekly FPA’: 100}]
How can I calculate and set values of a dataframe using these dictionaries? For example, I want to calculate the yearly, annual, monthly and weekly FPA values of dataframe d1 and the new dataframe should have the same number of rows and columns as the dataframe d1.
A:
Here is one way of doing it:
import numpy as np
import pandas as pd
#create a sample DataFrame
d1 = pd.DataFrame(np.random.randn(4, 4), columns=list(‘ABCD’))
#convert to dict
d1 = d1.set_index(‘A’)[‘B’]
l_dicts = [{‘Yearly FPA’: 200, ‘Annual FPA’: 200, ‘Monthly FPA’: 200, ‘Weekly FPA’: 200},
{‘Yearly FPA’: 100, ‘Annual FPA’: 100, ‘Monthly FPA’: 100, ‘Weekly FPA’: 100}]
#map the dicts to DataFrames and concatenate
pd.concat([pd.DataFrame(l_dicts[i]) for i in range(2)])
#Output:
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