<prompt> Kutokana na seti ya data, kuandika kazi katika Python mahesabu ya wastani logarithmic.Takwimu 1,2,4,8,16  <response>: One way to solve this problem is by first calculating the logarithm of all the values in the data list, then calculating the mean of those logarithmic values, and finally, taking the exponential of the resulting mean value to obtain the logarithmic average.Heres one possible implementation of a logarithmic_average function that calculates the logarithmic average of a list of numbers in Python: pythonimport mathdef logarithmic_averagedata: log_data math.lognumber for number in data mean_log sumlog_data lenlog_data log_avg math.expmean_log return log_avgData 1,2,4,8,16result logarithmic_averageDataprintresultThis function takes a list of numbers as input and uses the math.log and math.exp functions to calculate the logarithm and exponential of the numbers, respectively. The list comprehension is used to create a new list with the logarithmic values of the input data. Then, the mean of the logarithmic values is calculated by summing all the values in the log_data list and dividing by the length of the list. Finally, the exponential of the mean logarithmic value is calculated to obtain the logarithmic average, which is returned as output. 