Solve this python program using this data with excel csv file of jupyter notebook: Question 3: Calculate the similarities between any two items according to the following formulas. Item similarity: S(i,i) = (2) Till 2012 Adjusted Item similarity: S(i,j) = (R-RURU-RU (3) 2(Rud-Rw)? JE(Ru.) - Ru) 2 where u is the user that rate i and j together; i and j are two items; Ru.iRujare the ratings of user u for item i and item j, respectively; R, is the average rating value of user u. Write a Python program to calculate the similarities and output the 4 neighbors of each item. List the calculation results after the Python scripts. Please use Eq.(2) and Eq.(3) and output your answer, respectively, 0 F Banana 2 G Kiwi 3 H Grape 4 J Melon 2 Yong Tomato 3 1 M N Coconut Potato 3 2 5 B Users/Item Apple 1 3 Pablo 3 4 Karla 2 5 Cristhian 1 6 Loren 4 7 Booba 3 8 Rageb 3 9 Shimu 2 10 Roni 2. 11 Fizza 12 Vongathy 13 Koon) 14 Yeasmin 15 Marwa 16 MOHAMEC 2 C Pear 3 4 2 1 3 4 2 3 2. D E Water Melc Mago 5 5 4 5 3 3 4 2 4 5 2 5 1 5 2 2 4 5 2 4 2 4 5 4 3 K Peach 4 5 1 4 5 3 5 3 4 1 1 3 1 4 2 2 3 3 1 Lemon 3 1 3 5 5 3 2 2 3 1 5 5 1 1 5 5 3 1 3 5 1 2 4 4 4 3 3 2 5 1 3 4 2 5 3 1 4 5 5 5 5 2 5 4 2 4 4 4 2 4 1 3 2 5 1 5 4 4 5 5 3 3 1 4 5 4 1 5 3 4 4 4 Solve this python program using this data with excel csv file of jupyter notebook: Question 3: Calculate the similarities between any two items according to the following formulas. Item similarity: S(i,i) = (2) Till 2012 Adjusted Item similarity: S(i,j) = (R-RURU-RU (3) 2(Rud-Rw)? JE(Ru.) - Ru) 2 where u is the user that rate i and j together; i and j are two items; Ru.iRujare the ratings of user u for item i and item j, respectively; R, is the average rating value of user u. Write a Python program to calculate the similarities and output the 4 neighbors of each item. List the calculation results after the Python scripts. Please use Eq.(2) and Eq.(3) and output your answer, respectively, 0 F Banana 2 G Kiwi 3 H Grape 4 J Melon 2 Yong Tomato 3 1 M N Coconut Potato 3 2 5 B Users/Item Apple 1 3 Pablo 3 4 Karla 2 5 Cristhian 1 6 Loren 4 7 Booba 3 8 Rageb 3 9 Shimu 2 10 Roni 2. 11 Fizza 12 Vongathy 13 Koon) 14 Yeasmin 15 Marwa 16 MOHAMEC 2 C Pear 3 4 2 1 3 4 2 3 2. D E Water Melc Mago 5 5 4 5 3 3 4 2 4 5 2 5 1 5 2 2 4 5 2 4 2 4 5 4 3 K Peach 4 5 1 4 5 3 5 3 4 1 1 3 1 4 2 2 3 3 1 Lemon 3 1 3 5 5 3 2 2 3 1 5 5 1 1 5 5 3 1 3 5 1 2 4 4 4 3 3 2 5 1 3 4 2 5 3 1 4 5 5 5 5 2 5 4 2 4 4 4 2 4 1 3 2 5 1 5 4 4 5 5 3 3 1 4 5 4 1 5 3 4 4 4