I have some code that takes n groups of states and then creates multiple "neighbors" by swapping states between groups randomly.
from random import randint as rand
groups = [['VT', 'TX', 'HI', 'AR', 'PA', 'OK', 'AK', 'MI', 'ND', 'ID', 'NY', 'WV', 'FL', 'UT'],
          ['MO', 'MA', 'SD', 'NE', 'GA', 'MN', 'SC', 'CA', 'RI', 'AZ', 'NH', 'MS', 'AL', 'WI', 'GU', 'CT', 'MT', 'TN', 'OH', 'OR', 'IA'],
          ['NV', 'KY', 'NM', 'KS', 'IN', 'LA', 'DE', 'MD', 'CO', 'IL', 'VA', 'NC', 'WY', 'NJ', 'WA', 'ME']]
def hill_climb_nbr(groups,nbr_size):
    #swap one state in and out of each group
    group_list = []
    for g in range(0,nbr_size):
        temp_val = []
        groups_copy = groups
        for i in range(0,len(groups)):
            rand_num = rand(0,len(groups[i])-1)
            temp_val.append(groups[i][rand_num])
            groups_copy[i].pop(rand_num)
            print(rand_num)
        for j in range(0,len(temp_val)):
            groups_copy[j].append(temp_val[j-1])
        print(groups_copy)
        print('group_list')
        group_list.append(groups_copy)
        print(group_list)
    return group_list
hill_climb_nbr(groups,3)
Here is an example of input:
[['VT', 'TX', 'HI', 'AR', 'PA', 'OK', 'AK', 'MI', 'ND', 'ID', 'NY', 'WV', 'FL', 'UT'],
 ['MO', 'MA', 'SD', 'NE', 'GA', 'MN', 'SC', 'CA', 'RI', 'AZ', 'NH', 'MS', 'AL', 'WI', 'GU', 'CT', 'MT', 'TN', 'OH', 'OR', 'IA'],
 ['NV', 'KY', 'NM', 'KS', 'IN', 'LA', 'DE', 'MD', 'CO', 'IL', 'VA', 'NC', 'WY', 'NJ', 'WA', 'ME']]
The output of hill_climb_nbr(groups,3) where groups is the list of lists shown above is this:
[[['VT', 'TX', 'HI', 'AR', 'PA', 'OK', 'AK', 'MI', 'ND', 'ID', 'NY', 'WV', 'FL', 'UT'],
  ['MO', 'MA', 'SD', 'NE', 'GA', 'MN', 'SC', 'CA', 'RI', 'AZ', 'NH', 'MS', 'AL', 'WI', 'GU', 'CT', 'MT', 'TN', 'OH', 'OR', 'IA'],
  ['NV', 'KY', 'NM', 'KS', 'IN', 'LA', 'DE', 'MD', 'CO', 'IL', 'VA', 'NC', 'WY', 'NJ', 'WA', 'ME']],
 [['VT', 'TX', 'HI', 'AR', 'PA', 'OK', 'AK', 'MI', 'ND', 'ID', 'NY', 'WV', 'FL', 'UT'],
  ['MO', 'MA', 'SD', 'NE', 'GA', 'MN', 'SC', 'CA', 'RI', 'AZ', 'NH', 'MS', 'AL', 'WI', 'GU', 'CT', 'MT', 'TN', 'OH', 'OR', 'IA'],
  ['NV', 'KY', 'NM', 'KS', 'IN', 'LA', 'DE', 'MD', 'CO', 'IL', 'VA', 'NC', 'WY', 'NJ', 'WA', 'ME']],
 [['VT', 'TX', 'HI', 'AR', 'PA', 'OK', 'AK', 'MI', 'ND', 'ID', 'NY', 'WV', 'FL', 'UT'],
  ['MO', 'MA', 'SD', 'NE', 'GA', 'MN', 'SC', 'CA', 'RI', 'AZ', 'NH', 'MS', 'AL', 'WI', 'GU', 'CT', 'MT', 'TN', 'OH', 'OR', 'IA'],
  ['NV', 'KY', 'NM', 'KS', 'IN', 'LA', 'DE', 'MD', 'CO', 'IL', 'VA', 'NC', 'WY', 'NJ', 'WA', 'ME']]]
It is a strain to see, but it is just the same list of lists repeated three times.
While trying to diagnose the problem, I found that groups_copy looks correct right before the group_list.append(groups_copy).  Somehow the final group_list turns out to be the last groups_copy repeated nbr_size times instead of each iteration of groups_copy.
I've been looking at this for a few hours now and I'm about to loose my mind. Does anything stand out to you as to where the issue is?
 
     
    