In [1]:
%pip install networkx matplotlib seaborn pulp
from pulp import LpProblem
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from pulp import *
import pickle
import warnings
warnings.filterwarnings("ignore")
from datetime import datetime, timedelta
import random
import csv
import plotly.express
Requirement already satisfied: networkx in c:\users\plunm\anaconda3\lib\site-packages (3.1) Requirement already satisfied: matplotlib in c:\users\plunm\anaconda3\lib\site-packages (3.7.2) Requirement already satisfied: seaborn in c:\users\plunm\anaconda3\lib\site-packages (0.12.2) Requirement already satisfied: pulp in c:\users\plunm\anaconda3\lib\site-packages (2.7.0) Requirement already satisfied: contourpy>=1.0.1 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (1.0.5) Requirement already satisfied: cycler>=0.10 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (0.11.0) Requirement already satisfied: fonttools>=4.22.0 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (4.25.0) Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (1.4.4) Requirement already satisfied: numpy>=1.20 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (1.24.3) Requirement already satisfied: packaging>=20.0 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (23.1) Requirement already satisfied: pillow>=6.2.0 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (10.0.1) Requirement already satisfied: pyparsing<3.1,>=2.3.1 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (3.0.9) Requirement already satisfied: python-dateutil>=2.7 in c:\users\plunm\anaconda3\lib\site-packages (from matplotlib) (2.8.2) Requirement already satisfied: pandas>=0.25 in c:\users\plunm\anaconda3\lib\site-packages (from seaborn) (2.0.3) Requirement already satisfied: pytz>=2020.1 in c:\users\plunm\anaconda3\lib\site-packages (from pandas>=0.25->seaborn) (2023.3.post1) Requirement already satisfied: tzdata>=2022.1 in c:\users\plunm\anaconda3\lib\site-packages (from pandas>=0.25->seaborn) (2023.3) Requirement already satisfied: six>=1.5 in c:\users\plunm\anaconda3\lib\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0) Note: you may need to restart the kernel to use updated packages.
In [2]:
#import Data of Arrival flight
flights = pd.read_excel("Radarfilght_Tuesday_Dec_19.xlsx",)
flights.insert(0, 'Flights_no', range(1, 1 + len(flights)))
flights
Out[2]:
| Flights_no | Arrival_time | Flight_name | From | Airline | Aircraft | ICAO code | plane_size | type | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 03:00:00 | VZ3579 | Zhengzhou (CGO) | Thai VietJet Air | 320 | C | 3 | International |
| 1 | 2 | 04:50:00 | 3U3767 | Chengdu (CTU) | Sichuan Airlines | 320 | C | 3 | International |
| 2 | 3 | 06:50:00 | SU634 | Krasnoyarsk (KJA) | Aeroflot | 77W | E | 5 | International |
| 3 | 4 | 06:55:00 | DD3141 | Chengdu (TFU) | Nok Air | 738 | C | 3 | International |
| 4 | 5 | 07:10:00 | EY430 | Abu Dhabi (AUH) | Etihad Airways | B789 (A6-BLS) | C | 3 | International |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 137 | 138 | 23:05:00 | MU2813 | Nanjing (NKG) | China Eastern Airlines | A20N (B-306F) | C | 3 | International |
| 138 | 139 | 23:15:00 | VZ316 | Bangkok (BKK) | Thai VietJet Air | 320 | C | 3 | Domestic |
| 139 | 140 | 23:25:00 | FD3023 | Bangkok (DMK) | Thai AirAsia | 320 | C | 3 | Domestic |
| 140 | 141 | 23:30:00 | FD525 | Hong Kong (HKG) | Thai AirAsia | 320 | C | 3 | International |
| 141 | 142 | 23:45:00 | FD3168 | Chiang Mai (CNX) | Thai AirAsia | 320 | C | 3 | Domestic |
142 rows × 9 columns
In [3]:
#import Data of gate allocation rule
airport = pd.read_excel("Table_gate.xlsx",)
airport
Out[3]:
| Apron | gate | ICAO code | max_size | flight_type | contact_gate | |
|---|---|---|---|---|---|---|
| 0 | B | 1 | D | 4 | Domestic | N |
| 1 | B | 2 | D | 4 | Domestic | N |
| 2 | B | 3 | D | 4 | Domestic | N |
| 3 | B | 4 | D | 4 | Domestic | Y |
| 4 | B | 5 | D | 4 | Domestic | Y |
| 5 | A | 6 | E | 5 | Domestic | Y |
| 6 | A | 7 | E | 5 | Domestic | Y |
| 7 | A | 8 | E | 5 | Domestic | Y |
| 8 | A | 9 | E | 5 | Domestic | Y |
| 9 | A | 10 | E | 5 | Domestic | Y |
| 10 | A | 11 | E | 5 | International | Y |
| 11 | A | 12R | C | 3 | International | Y |
| 12 | A | 12 | E | 5 | International | Y |
| 13 | A | 12L | C | 3 | International | Y |
| 14 | A | 14R | C | 3 | International | Y |
| 15 | A | 14 | E | 5 | International | Y |
| 16 | A | 14L | C | 3 | International | Y |
| 17 | A | 15 | D | 4 | International | Y |
| 18 | A | 16 | D | 4 | International | N |
| 19 | C | 21 | - | 0 | - | N |
| 20 | C | 22 | - | 0 | - | N |
| 21 | C | 23 | - | 0 | - | N |
| 22 | C | 24 | - | 0 | - | N |
| 23 | C | 25 | - | 0 | - | N |
| 24 | C | 26 | - | 0 | - | N |
| 25 | C | 27 | - | 0 | - | N |
| 26 | C | 28 | - | 0 | - | N |
| 27 | D | 31 | E | 5 | Domestic,International | N |
| 28 | D | 32R | C | 3 | Domestic,International | N |
| 29 | D | 32 | E | 5 | Domestic,International | N |
| 30 | D | 32L | C | 3 | Domestic,International | N |
| 31 | D | 33R | C | 3 | Domestic,International | N |
| 32 | D | 33 | E | 5 | Domestic,International | N |
| 33 | D | 33L | C | 3 | Domestic,International | N |
| 34 | D | 34R | C | 3 | Domestic,International | N |
| 35 | D | 34 | E | 5 | Domestic,International | N |
| 36 | D | 34L | C | 3 | Domestic,International | N |
| 37 | D | 35 | C | 3 | Domestic,International | N |
| 38 | D | 36 | C | 3 | Domestic,International | N |
| 39 | D | 37 | D | 4 | Domestic,International | N |
| 40 | D | 38 | D | 4 | Domestic,International | N |
| 41 | D | 39 | D | 4 | Domestic,International | N |
| 42 | D | 40 | D | 4 | Domestic,International | N |
| 43 | D | 99 | - | 0 | Domestic,International | N |
In [4]:
#list ของ flight
flights_list = flights.Flights_no.values
print("flights to allocate: ", flights_list,"\n")
print("Number of flight: ",len(flights_list)) #จำนวน flight ทั้งหมดที่จัดตาม Data เปลี่ยนไปตาม input_data ที่ใส่
flights to allocate: [ 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142] Number of flight: 142
In [5]:
#list ของ gate ที่จะนำมาจัด (ไม่เอาลานจอดเครื่องบินเล็ก 21-28 และหลุมจอดฉุกเฉิน 99)
Available_gate = airport.loc[airport['ICAO code'] != '-']
Available_gate_list = Available_gate.gate.values
print("Available gates: ", Available_gate_list,"\n")
print("Number of Available gates: ", len(Available_gate_list),"\n")
#list ของ contact gate
contactgate = airport.loc[airport['contact_gate'] == 'Y']
contactgate_list = contactgate.gate.values
print("Contact gates: ", contactgate_list,"\n")
print("Number of Contact gates: ", len(contactgate_list))
Available gates: ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] Number of Available gates: 35 Contact gates: ['4' '5' '6' '7' '8' '9' '10' '11' '12R' '12' '12L' '14R' '14' '14L' '15'] Number of Contact gates: 15
In [6]:
#block นี้ไว้ใส่พวก constrain
#นำ flight มาใส่ constrain ที่เกี่ยวกับ size และ ประเภท DO/IN แล้วทำ Dic เพื่อนำไปสร้าง chromosome
#เหลือใส่เรื่องเวลา
compatible_gates = {}
for idx, row in flights.iterrows():
size_condition = airport.max_size >= row.plane_size # 1.flight ใดๆลง gate ไหนได้บ้างตามขนาด wingspan
flighttype_condition = airport.flight_type.str.contains(row.type) # 2.แบ่ง Domestic กับ International
combined_condition = size_condition & flighttype_condition
gates_lst = airport[combined_condition].gate.values
compatible_gates[row.Flights_no] = gates_lst
print("Compatible gates for each flights") # Gate ที่สามารถลงจอดได้สำหรับแต่ละ flight
for k, v in compatible_gates.items():
print(k, v)
Compatible gates for each flights 1 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 2 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 3 ['11' '12' '14' '31' '32' '33' '34'] 4 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 5 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 6 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 7 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 8 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 9 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 10 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 11 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 12 ['11' '12' '14' '31' '32' '33' '34'] 13 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 14 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 15 ['6' '7' '8' '9' '10' '31' '32' '33' '34'] 16 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 17 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 18 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 19 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 20 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 21 ['6' '7' '8' '9' '10' '31' '32' '33' '34'] 22 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 23 ['11' '12' '14' '31' '32' '33' '34'] 24 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 25 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 26 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 27 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 28 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 29 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 30 ['11' '12' '14' '31' '32' '33' '34'] 31 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 32 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 33 ['11' '12' '14' '31' '32' '33' '34'] 34 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 35 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 36 ['11' '12' '14' '31' '32' '33' '34'] 37 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 38 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 39 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 40 ['11' '12' '14' '31' '32' '33' '34'] 41 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 42 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 43 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 44 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 45 ['11' '12' '14' '31' '32' '33' '34'] 46 ['11' '12' '14' '31' '32' '33' '34'] 47 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 48 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 49 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 50 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 51 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 52 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 53 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 54 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 55 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 56 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 57 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 58 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 59 ['11' '12' '14' '31' '32' '33' '34'] 60 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 61 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 62 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 63 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 64 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 65 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 66 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 67 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 68 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 69 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 70 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 71 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 72 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 73 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 74 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 75 ['11' '12' '14' '31' '32' '33' '34'] 76 ['11' '12' '14' '31' '32' '33' '34'] 77 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 78 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 79 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 80 ['11' '12' '14' '31' '32' '33' '34'] 81 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 82 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 83 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 84 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 85 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 86 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 87 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 88 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 89 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 90 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 91 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 92 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 93 ['11' '12' '14' '31' '32' '33' '34'] 94 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 95 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 96 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 97 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 98 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 99 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 100 ['11' '12' '14' '31' '32' '33' '34'] 101 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 102 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 103 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 104 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 105 ['11' '12' '14' '31' '32' '33' '34'] 106 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 107 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 108 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 109 ['11' '12' '14' '31' '32' '33' '34'] 110 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 111 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 112 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 113 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 114 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 115 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 116 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 117 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 118 ['11' '12' '14' '31' '32' '33' '34'] 119 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 120 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 121 ['11' '12' '14' '31' '32' '33' '34'] 122 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 123 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 124 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 125 ['11' '12' '14' '31' '32' '33' '34'] 126 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 127 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 128 ['11' '12' '14' '31' '32' '33' '34'] 129 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 130 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 131 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 132 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 133 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 134 ['11' '12' '14' '31' '32' '33' '34'] 135 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 136 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 137 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 138 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 139 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 140 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 141 ['11' '12R' '12' '12L' '14R' '14' '14L' '15' '16' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40'] 142 ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '31' '32R' '32' '32L' '33R' '33' '33L' '34R' '34' '34L' '35' '36' '37' '38' '39' '40']
In [7]:
#เริ่มทำ Genetic
import numpy as np
import random
class Individual(): #ทำสาย Chromosome
def __init__(self,generation=0):
self.score_evaluation = 0
self.generation = generation
#สร้างโครโมโซมโดย index ของ chromosome เป็น flight และ element ใน chromosome เป็น gate
self.chromosome = [random.choice(i) for key, i in compatible_gates.items()]
def fitness(self):
score = 0
for i in self.chromosome:
if i in contactgate_list: #objective funtion maximize using contactgate
score += 1
self.score_evaluation = score
def crossover(self, other_individual): #สร้าง funtion crossover แบบ 1-point (ตัด 1 จุดแล้วสลับพ่อ-แม่) เดียวค่อยทำ 2-point
cutoff = round(random.random() * len(self.chromosome))
#print("Position of cutoff: ",cutoff)
child1 = np.concatenate((self.chromosome[:cutoff], other_individual.chromosome[cutoff:]))
child2 = np.concatenate((other_individual.chromosome[:cutoff], self.chromosome[cutoff:]))
children = [Individual(self.generation + 1), Individual(self.generation + 1)]
children[0].chromosome = child1
children[1].chromosome = child2
return children
def mutation(self):
for i, value in enumerate(self.chromosome):
key = i + 1 # Index dic ตัวแรกเป็น 1
if key in compatible_gates:
if value not in compatible_gates[key]:
random_compatible_gates = random.choice(compatible_gates[key])
self.chromosome[i] = random_compatible_gates
#check ต่ำแหน่งที่ซ่อมกับ chromosome ที่ซ่อมแล้ว
#print(f"Substituted value at index {i+1} with random_compatible_gates value {random_compatible_gates}.")
#else:
#print(f"Value found in dictionary for key {key}.")
#print("Fixed_chromosome:", self.chromosome)
return self
# note: หลังจากผ่าน crossover แล้ว chromosome อาจจะ infessible (เพราะไม่ได้ผ่าน block ที่เป็น constrain)
# ตาม paper ใช้ mutation เป็นตัว fix สาย chromosome ให้ fessible โดยการ check แต่ละ bit กับ Dic compatible_gates ที่ทำไว้แล้วอีกที
# งั้นต้อง fixed rate = 1 ตอนทำ loop (หรือควรทำ mutation กับ fix แยกกัน ????)
In [8]:
#check nutation
individual3 = Individual()
individual3.fitness()
print('Chromosome: ', individual3.chromosome)
print('Score: ', individual3.score_evaluation)
individual3.mutation()
individual3.chromosome[0] = '4'
individual3.fitness()
print('Chromosome: ', individual3.chromosome)
print('Score: ', individual3.score_evaluation)
individual3.mutation()
Chromosome: ['12R', '12R', '33', '15', '32', '14L', '14', '1', '34L', '14R', '39', '12', '4', '7', '10', '32', '32L', '10', '32R', '34R', '34', '3', '14', '32L', '15', '32R', '14R', '14R', '32R', '33', '4', '32', '12', '8', '33', '11', '5', '40', '32L', '11', '33L', '38', '35', '7', '33', '34', '9', '34', '37', '32L', '35', '36', '37', '36', '2', '12L', '15', '34R', '11', '36', '35', '15', '37', '33L', '5', '34', '12L', '36', '33L', '33L', '8', '36', '39', '31', '12', '32', '4', '33', '31', '12', '5', '38', '6', '32R', '2', '9', '15', '31', '32', '31', '33R', '4', '12', '3', '39', '38', '37', '7', '10', '14', '9', '31', '31', '1', '34', '5', '32R', '33L', '34', '7', '32L', '11', '34', '32R', '33R', '36', '7', '31', '34L', '33R', '14', '33L', '8', '9', '34', '5', '6', '12', '12', '34L', '12L', '33R', '36', '32', '38', '33L', '2', '35', '9', '34', '15', '33L'] Score: 57 Chromosome: ['4', '12R', '33', '15', '32', '14L', '14', '1', '34L', '14R', '39', '12', '4', '7', '10', '32', '32L', '10', '32R', '34R', '34', '3', '14', '32L', '15', '32R', '14R', '14R', '32R', '33', '4', '32', '12', '8', '33', '11', '5', '40', '32L', '11', '33L', '38', '35', '7', '33', '34', '9', '34', '37', '32L', '35', '36', '37', '36', '2', '12L', '15', '34R', '11', '36', '35', '15', '37', '33L', '5', '34', '12L', '36', '33L', '33L', '8', '36', '39', '31', '12', '32', '4', '33', '31', '12', '5', '38', '6', '32R', '2', '9', '15', '31', '32', '31', '33R', '4', '12', '3', '39', '38', '37', '7', '10', '14', '9', '31', '31', '1', '34', '5', '32R', '33L', '34', '7', '32L', '11', '34', '32R', '33R', '36', '7', '31', '34L', '33R', '14', '33L', '8', '9', '34', '5', '6', '12', '12', '34L', '12L', '33R', '36', '32', '38', '33L', '2', '35', '9', '34', '15', '33L'] Score: 57
Out[8]:
<__main__.Individual at 0x23bffa05750>
In [9]:
individual1 = Individual()
individual1.fitness()
individual1.mutation()
Out[9]:
<__main__.Individual at 0x23bff9d4c50>
In [10]:
print('Chromosome: ', individual1.chromosome)
print('Score: ', individual1.score_evaluation)
Chromosome: ['33L', '31', '11', '35', '36', '11', '33L', '36', '12R', '32L', '40', '32', '33R', '10', '6', '14', '37', '2', '37', '14', '10', '8', '31', '40', '32R', '5', '40', '38', '32', '32', '35', '12', '31', '33', '12', '14', '32', '35', '1', '32', '4', '8', '12', '6', '14', '11', '37', '14R', '35', '38', '4', '38', '32L', '31', '32R', '11', '35', '31', '34', '1', '33', '33L', '39', '35', '31', '32R', '12L', '38', '3', '33R', '6', '15', '2', '8', '34', '34', '8', '6', '33L', '31', '35', '32R', '34L', '32R', '32', '33', '39', '32L', '32L', '33', '15', '8', '34', '31', '32', '33', '33R', '8', '34L', '32', '34', '40', '12R', '34L', '14', '36', '34R', '1', '31', '8', '36', '36', '1', '40', '32L', '34R', '38', '33', '32', '6', '32', '7', '31', '10', '11', '39', '32', '32', '36', '12R', '40', '37', '5', '14', '14', '16', '37', '14', '34', '33R', '32L', '36'] Score: 43
In [11]:
individual2 = Individual()
individual2.fitness()
In [12]:
print('Chromosome: ', individual2.chromosome)
print('Score: ', individual2.score_evaluation)
Chromosome: ['12R', '36', '12', '40', '12R', '33R', '12L', '3', '39', '33', '12L', '34', '10', '7', '32', '31', '36', '33', '35', '32', '31', '33', '34', '39', '31', '31', '34R', '15', '15', '34', '36', '40', '14', '37', '12R', '32', '36', '31', '32L', '34', '37', '34L', '34', '4', '11', '34', '3', '38', '12R', '34L', '32L', '39', '8', '40', '33R', '39', '39', '39', '31', '34L', '33R', '31', '34R', '5', '8', '11', '34', '2', '4', '2', '37', '12L', '1', '34R', '12', '14', '6', '34R', '3', '11', '38', '12', '10', '32L', '5', '7', '33L', '40', '40', '3', '14L', '34L', '34', '4', '12R', '37', '34', '34R', '34R', '34', '10', '36', '14', '4', '31', '7', '7', '7', '31', '2', '16', '12', '34R', '33', '16', '39', '34L', '33', '32L', '1', '34', '33R', '8', '32L', '31', '34', '38', '32', '35', '14', '14L', '34', '2', '32', '37', '12', '38', '15', '2', '32', '12', '9'] Score: 45
In [13]:
children = individual1.crossover(individual2)
In [14]:
children[0].fitness()
print('Chromosome: ',children[0].chromosome)
print('Score: ',children[0].score_evaluation)
Chromosome: ['33L' '36' '12' '40' '12R' '33R' '12L' '3' '39' '33' '12L' '34' '10' '7' '32' '31' '36' '33' '35' '32' '31' '33' '34' '39' '31' '31' '34R' '15' '15' '34' '36' '40' '14' '37' '12R' '32' '36' '31' '32L' '34' '37' '34L' '34' '4' '11' '34' '3' '38' '12R' '34L' '32L' '39' '8' '40' '33R' '39' '39' '39' '31' '34L' '33R' '31' '34R' '5' '8' '11' '34' '2' '4' '2' '37' '12L' '1' '34R' '12' '14' '6' '34R' '3' '11' '38' '12' '10' '32L' '5' '7' '33L' '40' '40' '3' '14L' '34L' '34' '4' '12R' '37' '34' '34R' '34R' '34' '10' '36' '14' '4' '31' '7' '7' '7' '31' '2' '16' '12' '34R' '33' '16' '39' '34L' '33' '32L' '1' '34' '33R' '8' '32L' '31' '34' '38' '32' '35' '14' '14L' '34' '2' '32' '37' '12' '38' '15' '2' '32' '12' '9'] Score: 44
In [15]:
children[1].fitness()
print('Chromosome: ',children[1].chromosome)
print('Score: ',children[1].score_evaluation)
Chromosome: ['12R' '31' '11' '35' '36' '11' '33L' '36' '12R' '32L' '40' '32' '33R' '10' '6' '14' '37' '2' '37' '14' '10' '8' '31' '40' '32R' '5' '40' '38' '32' '32' '35' '12' '31' '33' '12' '14' '32' '35' '1' '32' '4' '8' '12' '6' '14' '11' '37' '14R' '35' '38' '4' '38' '32L' '31' '32R' '11' '35' '31' '34' '1' '33' '33L' '39' '35' '31' '32R' '12L' '38' '3' '33R' '6' '15' '2' '8' '34' '34' '8' '6' '33L' '31' '35' '32R' '34L' '32R' '32' '33' '39' '32L' '32L' '33' '15' '8' '34' '31' '32' '33' '33R' '8' '34L' '32' '34' '40' '12R' '34L' '14' '36' '34R' '1' '31' '8' '36' '36' '1' '40' '32L' '34R' '38' '33' '32' '6' '32' '7' '31' '10' '11' '39' '32' '32' '36' '12R' '40' '37' '5' '14' '14' '16' '37' '14' '34' '33R' '32L' '36'] Score: 44
In [16]:
#ทำลูป genetic
#Parameter ใน loop ที่ต้องเขียน 1.num of population 2.crossover rate 3.mutation rate 4.num of generation
#ออกแบบว่าจะหยุดยังไง 1.ลอง fixed คำตอบแล้วเอาค่าใกล้เคียง 2.กำหนดจำนวน generartion
class GeneticAlgorithm():
def __init__(self, population_size):
self.population_size = population_size
self.population = []
self.generation = 0
self.best_solution = None
self.list_of_solutions = []
def initialize_population(self):
for i in range(self.population_size):
self.population.append(Individual())
self.best_solution = self.population[0]
def order_population(self):
self.population = sorted(self.population, key=lambda population: population.score_evaluation, reverse=True)
def best_individual(self, individual): #เทียบ score
if individual.score_evaluation > self.best_solution.score_evaluation:
self.best_solution = individual
def sum_evaluations(self): #หา sum fitness ทำ roulette wheel
sum = 0
for individual in self.population:
sum += individual.score_evaluation
return sum
def select_parent(self, sum_evaluation):
parent = -1
random_value = random.random() * sum_evaluation
sum = 0
i = 0
#print('*** random value:', random_value)
while i < len(self.population) and sum < random_value:
#print('i:', i, ' - sum: ', sum)
sum += self.population[i].score_evaluation
parent += 1
i += 1
return parent
def visualize_generation(self):
best = self.population[0]
print('Generation: ', self.population[0].generation,
'\nScore: ', best.score_evaluation,
'\nChromosome: ', best.chromosome,'\n')
def solve(self,number_of_generations):
self.initialize_population()
for individual in self.population:
individual.fitness()
self.order_population()
self.best_solution = self.population[0]
self.list_of_solutions.append(self.best_solution.score_evaluation)
self.visualize_generation()
for generation in range(number_of_generations):
sum = self.sum_evaluations()
new_population = []
for new_individuals in range(0, self.population_size, 2):
parent1 = self.select_parent(sum)
parent2 = self.select_parent(sum)
children = self.population[parent1].crossover(self.population[parent2])
new_population.append(children[0].mutation())
new_population.append(children[1].mutation())
self.population = list(new_population)
for individual in self.population:
individual.fitness()
self.order_population() # We forgot to add this line of code while recording the video lesson. Thank you Tamur for letting us know!
self.visualize_generation()
best = self.population[0]
self.list_of_solutions.append(best.score_evaluation)
self.best_individual(best)
print('**** Best solution - Generation: ', self.best_solution.generation,
'\nScore: ', self.best_solution.score_evaluation,
'\nChromosome: ', self.best_solution.chromosome, '\n')
return self.best_solution.chromosome
In [17]:
population_size = 20
ga = GeneticAlgorithm(population_size) #สร้างobj
ga.initialize_population() # run method
for individual in ga.population:
individual.fitness()
ga.order_population()
for i in range(ga.population_size):
print('Individual: ', i , '\nChromosome: ', ga.population[i].chromosome, '\nScore: ', ga.population[i].score_evaluation, '\n')
Individual: 0 Chromosome: ['12L', '37', '12', '33R', '12', '34L', '11', '7', '35', '12R', '15', '32', '10', '5', '8', '34L', '38', '8', '7', '34L', '9', '32', '12', '36', '34L', '34R', '40', '39', '34', '33', '32L', '14', '32', '34', '12R', '14', '34L', '34', '38', '14', '4', '31', '34', '32R', '11', '12', '3', '31', '16', '33L', '39', '15', '10', '12L', '34', '14R', '34', '34', '12', '31', '36', '38', '34L', '36', '38', '35', '32R', '40', '1', '32L', '31', '34L', '32', '34L', '31', '11', '8', '37', '33', '12', '35', '11', '40', '37', '9', '34R', '15', '7', '37', '2', '34R', '31', '31', '33L', '33R', '38', '40', '35', '34R', '12', '34L', '34', '38', '3', '12', '34', '33R', '8', '11', '33L', '34', '31', '32R', '33R', '12', '33R', '4', '34', '37', '9', '12', '34', '10', '2', '33', '1', '3', '32', '31', '36', '14', '32R', '32R', '11', '32L', '14L', '7', '34', '7', '8', '12R', '10'] Score: 50 Individual: 1 Chromosome: ['34L', '33', '33', '14R', '38', '38', '34L', '34', '11', '34L', '33L', '32', '7', '8', '8', '14', '37', '5', '10', '38', '31', '6', '12', '35', '12R', '40', '12', '40', '33R', '34', '8', '38', '11', '5', '36', '32', '32R', '1', '1', '34', '31', '34R', '36', '10', '14', '32', '9', '12L', '34L', '40', '39', '14L', '34R', '33', '7', '16', '34R', '3', '34', '34L', '1', '15', '39', '37', '35', '14L', '34L', '5', '5', '32', '35', '16', '33', '2', '14', '33', '34R', '32', '1', '11', '33', '16', '32', '39', '34', '38', '33', '34L', '32R', '10', '40', '4', '11', '34L', '33R', '34R', '10', '36', '34R', '14', '5', '15', '34L', '33R', '32', '3', '32L', '36', '11', '4', '33L', '31', '10', '36', '32', '3', '9', '12', '36', '33L', '11', '33', '33', '32R', '31', '31', '3', '31', '11', '16', '33', '34', '9', '11', '12L', '12', '3', '14', '5', '35', '11', '32'] Score: 48 Individual: 2 Chromosome: ['40', '34R', '32', '32R', '12L', '16', '14R', '10', '32', '32L', '14L', '33', '1', '7', '10', '32', '39', '34R', '34', '34', '32', '31', '33', '40', '32', '3', '32', '14R', '16', '11', '38', '31', '32', '39', '33', '11', '6', '5', '10', '11', '5', '1', '12R', '4', '11', '11', '34L', '32R', '37', '40', '34R', '12R', '31', '38', '33L', '16', '36', '3', '14', '33', '37', '35', '32', '36', '4', '33R', '11', '32', '32R', '4', '34', '34R', '35', '34', '32', '11', '32L', '34L', '32', '31', '10', '38', '31', '6', '33', '40', '35', '3', '39', '38', '33L', '37', '11', '3', '32R', '12R', '39', '34R', '10', '32', '39', '31', '12R', '34R', '11', '8', '31', '6', '14', '33R', '12', '33L', '39', '12', '32L', '40', '6', '31', '14L', '32R', '12', '31', '6', '31', '11', '37', '4', '31', '37', '31', '12', '9', '33L', '34', '36', '12L', '34', '14', '32R', '10', '33R', '32L'] Score: 47 Individual: 3 Chromosome: ['38', '16', '12', '12R', '39', '37', '32R', '2', '33L', '34R', '36', '12', '31', '33L', '32', '34R', '7', '34', '5', '37', '34', '4', '33', '7', '12', '9', '36', '12', '12', '32', '40', '14', '32', '31', '31', '32', '36', '32', '3', '12', '1', '7', '37', '34', '33', '11', '2', '12L', '32L', '33L', '36', '38', '38', '12R', '7', '32L', '12L', '39', '34', '35', '2', '14R', '5', '37', '8', '11', '32L', '3', '7', '36', '8', '32R', '39', '9', '32', '32', '33R', '10', '4', '33', '34L', '14', '34R', '38', '32', '1', '33', '34L', '8', '5', '40', '33L', '11', '39', '35', '33R', '32R', '34', '2', '12', '35', '12L', '14', '33', '11', '33R', '38', '34R', '12', '32R', '11', '14L', '32R', '37', '38', '36', '33', '32', '16', '33', '34', '2', '4', '36', '32', '33R', '37', '11', '12', '37', '37', '34R', '40', '12', '14R', '14', '6', '31', '36', '32', '31', '40'] Score: 46 Individual: 4 Chromosome: ['14R', '34', '14', '12L', '33L', '16', '11', '37', '37', '11', '38', '32', '32L', '9', '7', '32R', '4', '4', '35', '32', '10', '37', '14', '33', '38', '32R', '38', '36', '12L', '31', '33', '14L', '11', '32R', '33', '34', '33', '33', '39', '12', '3', '6', '32R', '33R', '32', '12', '33', '35', '11', '12L', '1', '32L', '34R', '39', '34', '36', '16', '36', '11', '39', '5', '38', '40', '3', '32', '31', '33L', '7', '2', '4', '8', '36', '32R', '7', '31', '11', '33L', '38', '33L', '14', '5', '12L', '39', '32R', '37', '9', '33R', '8', '32R', '10', '12L', '32R', '34', '36', '32R', '34L', '34L', '6', '31', '11', '31', '32', '15', '32', '34', '10', '32R', '32R', '33', '33', '33', '35', '4', '34', '34R', '33R', '7', '34', '40', '7', '14', '37', '31', '32R', '12', '10', '34', '33', '34', '34L', '31', '32L', '5', '33', '34R', '37', '33L', '34R', '31', '10', '16', '34R'] Score: 45 Individual: 5 Chromosome: ['34', '37', '14', '37', '34', '38', '35', '9', '12R', '12', '32L', '32', '32', '33', '34', '16', '38', '35', '39', '40', '9', '6', '12', '3', '32', '3', '38', '31', '14R', '14', '35', '12', '34', '34R', '34L', '32', '10', '34', '1', '33', '37', '34', '14L', '4', '12', '34', '4', '34', '35', '40', '34', '34R', '34', '34R', '4', '12L', '32R', '2', '31', '40', '39', '34', '5', '8', '32R', '15', '32L', '10', '34R', '39', '2', '14L', '5', '35', '34', '12', '32', '8', '32L', '31', '6', '14', '37', '36', '33L', '36', '33', '34', '1', '39', '35', '39', '14', '3', '33L', '37', '2', '10', '33', '12', '8', '12', '15', '39', '31', '40', '2', '37', '14', '3', '33L', '33L', '6', '39', '34R', '34R', '2', '34', '31', '9', '14', '34L', '31', '33R', '33', '4', '7', '34', '14L', '12', '14L', '31', '9', '34', '34', '40', '3', '37', '7', '37', '32R', '32L'] Score: 44 Individual: 6 Chromosome: ['36', '32R', '33', '12R', '14', '12', '36', '2', '33L', '35', '34', '14', '8', '32R', '7', '16', '39', '8', '10', '14', '31', '8', '14', '4', '15', '37', '34', '32L', '37', '14', '39', '32', '34', '39', '38', '31', '39', '33L', '34', '14', '9', '7', '31', '33R', '33', '31', '2', '33L', '40', '33', '40', '33L', '33R', '39', '37', '12L', '15', '33', '33', '34', '10', '32R', '35', '6', '6', '11', '35', '33', '36', '3', '31', '12R', '36', '39', '31', '34', '31', '39', '8', '14', '2', '40', '1', '39', '1', '32', '12R', '3', '34L', '31', '11', '5', '31', '34L', '16', '32L', '33L', '33R', '34R', '32', '33', '12', '11', '39', '32', '34L', '31', '36', '11', '4', '33R', '34', '6', '15', '31', '38', '32R', '31', '32', '33', '33', '36', '32', '38', '32', '31', '4', '12', '37', '15', '12R', '32R', '8', '12', '31', '12L', '33L', '32', '1', '9', '38', '34L'] Score: 43 Individual: 7 Chromosome: ['12', '12L', '33', '32', '12R', '32L', '14', '40', '14', '15', '40', '32', '32', '38', '32', '35', '33L', '4', '33', '31', '34', '33R', '14', '3', '33L', '3', '16', '32', '32R', '32', '34L', '14', '12', '32', '14', '14', '2', '39', '34L', '31', '33L', '9', '38', '34L', '33', '14', '39', '32', '37', '34', '10', '12R', '36', '34R', '2', '34L', '12L', '7', '34', '5', '1', '16', '1', '6', '33L', '40', '34R', '1', '5', '32', '38', '14', '4', '34R', '33', '11', '2', '3', '34L', '33', '10', '32R', '37', '33R', '8', '7', '12', '36', '34', '35', '34L', '10', '12', '38', '33R', '12', '5', '35', '5', '33', '1', '39', '34R', '6', '32', '38', '34L', '34R', '12', '7', '38', '35', '2', '34R', '33R', '39', '32R', '31', '16', '32', '12', '32', '32', '34', '14', '3', '40', '34', '16', '12', '14L', '32L', '40', '31', '38', '14L', '31', '12R', '37', '10', '32R', '34R'] Score: 43 Individual: 8 Chromosome: ['34R', '34', '33', '32', '16', '15', '37', '1', '32R', '34R', '34', '32', '1', '2', '33', '14R', '1', '10', '6', '14L', '7', '32L', '32', '35', '33L', '32L', '12R', '37', '32', '31', '2', '32', '32', '33', '33R', '33', '8', '32', '5', '32', '35', '37', '36', '33R', '31', '12', '9', '16', '12L', '14L', '34R', '38', '38', '32', '33R', '32', '32L', '8', '34', '4', '1', '40', '34', '34', '3', '40', '35', '36', '33R', '5', '37', '11', '34R', '7', '34', '14', '33R', '34L', '7', '12', '36', '33R', '2', '32R', '34R', '6', '36', '35', '32R', '8', '32R', '32', '12', '7', '14', '33L', '39', '39', '38', '34', '33L', '34', '34R', '6', '34', '7', '4', '8', '32', '33R', '15', '12', '37', '40', '11', '32R', '32R', '14', '34L', '4', '34', '9', '31', '36', '34', '10', '40', '34', '31', '34', '34R', '33R', '7', '14', '34', '12L', '32L', '38', '2', '36', '12L', '9'] Score: 42 Individual: 9 Chromosome: ['14L', '12R', '32', '14L', '33R', '14', '12L', '32', '34L', '33R', '12L', '12', '1', '33R', '31', '11', '35', '33', '32L', '12', '6', '36', '14', '2', '36', '34L', '36', '34R', '38', '34', '33', '32R', '31', '36', '34R', '14', '8', '32R', '3', '33', '2', '7', '37', '37', '33', '12', '5', '37', '33L', '14', '32', '36', '33', '36', '9', '31', '35', '32', '14', '1', '33', '15', '33R', '34', '39', '16', '12', '34R', '34L', '5', '8', '16', '33', '34R', '34', '33', '7', '34R', '31', '32', '31', '16', '32', '1', '6', '40', '37', '7', '1', '33R', '33R', '33R', '32', '32R', '33R', '39', '37', '4', '1', '12', '34', '32', '32L', '37', '31', '32R', '9', '32L', '33', '5', '34R', '12', '36', '12R', '14R', '34', '32L', '31', '12L', '36', '31', '9', '1', '34L', '31', '7', '6', '12', '40', '34', '11', '38', '37', '31', '31', '36', '2', '12R', '35', '35', '40', '4'] Score: 41 Individual: 10 Chromosome: ['14L', '16', '31', '12', '34L', '11', '36', '39', '33L', '33L', '39', '31', '8', '3', '33', '12R', '33L', '31', '31', '12', '7', '3', '32', '35', '33L', '8', '38', '38', '40', '32', '7', '16', '31', '39', '15', '14', '10', '33', '34L', '14', '35', '4', '36', '40', '14', '11', '8', '16', '34R', '35', '5', '32L', '32R', '14L', '39', '33', '32', '4', '33', '5', '33L', '11', '9', '34L', '31', '33', '34L', '33L', '2', '7', '3', '40', '39', '32R', '32', '14', '33L', '6', '35', '32', '32R', '37', '37', '33R', '33L', '3', '33', '34L', '10', '8', '12L', '33', '33', '39', '38', '32', '34R', '9', '36', '11', '35', '34R', '34L', '34L', '34', '9', '4', '33', '34', '6', '15', '34R', '3', '14R', '35', '37', '32R', '31', '32L', '2', '14', '7', '35', '33R', '33', '34L', '33L', '12', '40', '12R', '33L', '33L', '34L', '34', '32R', '38', '32R', '38', '1', '1', '15', '34L'] Score: 41 Individual: 11 Chromosome: ['32', '40', '32', '34R', '32L', '34L', '33', '33R', '15', '32L', '33', '33', '32L', '34L', '9', '34R', '33L', '34', '3', '34L', '10', '32R', '34', '2', '33', '34R', '32', '34L', '34L', '12', '32', '12', '11', '33L', '40', '31', '40', '3', '8', '31', '33R', '38', '35', '4', '32', '32', '38', '39', '34R', '14', '32R', '38', '32R', '31', '34R', '38', '35', '39', '34', '1', '9', '34R', '33R', '4', '2', '36', '33', '31', '10', '34', '7', '14', '3', '10', '11', '12', '1', '32L', '31', '33', '10', '14', '40', '34R', '7', '7', '32', '7', '7', '40', '15', '3', '14', '40', '34R', '14L', '38', '4', '34', '11', '32', '33', '32L', '4', '14', '9', '2', '9', '31', '3', '14', '36', '34R', '12R', '33L', '34R', '32L', '32', '15', '6', '33', '32R', '32R', '36', '34', '34', '34L', '33', '31', '31', '39', '34R', '8', '33', '33', '12', '33R', '33R', '10', '36', '36', '34'] Score: 39 Individual: 12 Chromosome: ['36', '34', '14', '32L', '16', '32L', '32L', '8', '15', '32L', '16', '12', '6', '33R', '8', '39', '35', '34', '32R', '34L', '8', '7', '32', '39', '12L', '32', '32R', '33L', '31', '31', '1', '16', '34', '9', '33L', '33', '6', '10', '33R', '31', '36', '34L', '12R', '33L', '32', '31', '2', '12L', '39', '33', '33L', '33L', '39', '33', '37', '14R', '40', '3', '32', '38', '33', '32R', '4', '33R', '2', '36', '32L', '39', '37', '1', '32R', '34', '38', '6', '33', '33', '10', '37', '38', '34', '7', '12R', '34R', '32R', '36', '3', '36', '31', '33L', '39', '37', '35', '33', '8', '32R', '32L', '40', '33L', '36', '34', '4', '31', '34L', '6', '11', '33', '40', '32R', '14', '6', '34', '16', '37', '11', '12R', '3', '32', '11', '34R', '34', '11', '3', '3', '39', '32', '37', '10', '12', '15', '15', '34R', '7', '31', '12', '12', '32R', '33L', '39', '4', '32', '14R', '39'] Score: 39 Individual: 13 Chromosome: ['33R', '12L', '14', '12R', '11', '34L', '11', '32R', '32L', '33L', '38', '12', '7', '34L', '7', '31', '40', '37', '1', '32', '8', '31', '32', '34', '38', '31', '37', '34L', '15', '11', '32', '34L', '32', '37', '32', '14', '36', '35', '32L', '33', '1', '33L', '16', '40', '31', '12', '9', '14R', '32', '31', '40', '12', '9', '15', '10', '40', '34R', '32L', '32', '5', '35', '34L', '34R', '1', '33R', '32', '32', '32L', '34', '4', '38', '33L', '33', '2', '14', '33', '34L', '37', '1', '14', '35', '33R', '38', '7', '4', '7', '34', '34L', '34L', '32', '12R', '32', '31', '33', '39', '31', '33', '32', '33L', '14', '34', '11', '16', '9', '34', '35', '33R', '9', '31', '39', '32R', '15', '32R', '14R', '16', '36', '34R', '14', '36', '33R', '34', '32R', '31', '4', '12', '37', '38', '33', '32', '33L', '32', '34', '35', '34', '39', '14', '31', '15', '5', '31', '32L', '34'] Score: 39 Individual: 14 Chromosome: ['33R', '40', '11', '11', '16', '33R', '12R', '38', '37', '34R', '34L', '31', '5', '34', '34', '15', '34', '36', '34R', '12L', '31', '39', '12', '35', '32', '32', '35', '33L', '31', '33', '39', '15', '14', '8', '14', '32', '1', '10', '31', '31', '34', '1', '37', '33R', '33', '33', '8', '31', '36', '12R', '32', '32', '7', '39', '2', '15', '40', '31', '32', '34', '37', '33R', '32', '6', '32', '34R', '34R', '33R', '5', '36', '1', '33', '7', '6', '32', '31', '9', '36', '33R', '12', '7', '14', '36', '31', '38', '33', '31', '3', '38', '34L', '16', '35', '11', '34L', '34', '33R', '31', '32', '33R', '34', '1', '33L', '34L', '37', '33', '1', '34L', '9', '11', '10', '31', '14L', '1', '14L', '12L', '3', '2', '33', '14L', '39', '33', '2', '33', '32', '32', '34R', '3', '34', '16', '36', '34', '6', '7', '12', '32', '12R', '35', '11', '7', '32', '34L', '1'] Score: 38 Individual: 15 Chromosome: ['39', '12R', '12', '37', '40', '37', '14', '6', '12L', '37', '14L', '32', '5', '39', '6', '35', '39', '34R', '40', '38', '6', '36', '11', '6', '32R', '6', '32R', '33R', '12L', '14', '39', '34', '34', '37', '40', '11', '33R', '38', '6', '33', '33R', '37', '32R', '33', '34', '32', '33R', '34', '12L', '34', '2', '33L', '32L', '39', '7', '38', '37', '34L', '34', '38', '1', '12R', '33L', '8', '34', '39', '34R', '33', '33L', '35', '39', '15', '31', '39', '33', '11', '40', '10', '32', '34', '32', '12R', '2', '4', '32', '9', '34', '32R', '33R', '9', '38', '38', '33', '1', '34', '33R', '3', '33', '36', '12', '32R', '16', '32L', '34R', '34', '33', '34R', '2', '31', '31', '12R', '16', '32L', '14L', '14', '6', '39', '12', '11', '8', '34', '4', '32R', '34R', '32', '34', '7', '34', '33', '32R', '38', '32L', '33', '33', '32R', '34R', '3', '16', '1', '32L', '16', '38'] Score: 37 Individual: 16 Chromosome: ['15', '33L', '31', '39', '12', '35', '40', '34', '32', '14', '32R', '34', '34L', '2', '34', '12', '8', '40', '32L', '35', '8', '34', '34', '33R', '12R', '3', '40', '14', '12R', '14', '9', '15', '33', '33', '32L', '34', '32L', '10', '6', '11', '10', '32L', '32', '35', '32', '32', '33', '34L', '31', '31', '39', '33R', '4', '15', '32R', '34L', '38', '34L', '31', '8', '39', '34', '34', '1', '34R', '38', '14', '40', '9', '31', '36', '35', '10', '2', '33', '34', '35', '33L', '35', '34', '34R', '34R', '32L', '34R', '37', '34', '34L', '32R', '1', '31', '16', '6', '32', '32R', '15', '33L', '2', '36', '4', '33', '31', '34R', '34R', '9', '11', '32R', '39', '34', '33', '3', '12L', '34R', '35', '34', '35', '34R', '9', '14', '14L', '8', '11', '33R', '1', '32', '11', '32', '32R', '33', '33R', '14', '34R', '4', '34', '32', '39', '38', '32L', '34L', '34', '6', '33R', '32R'] Score: 37 Individual: 17 Chromosome: ['34L', '36', '32', '16', '32R', '34L', '32', '9', '33R', '36', '37', '31', '6', '34R', '6', '36', '39', '36', '5', '14R', '6', '39', '12', '32', '12', '36', '38', '33', '34L', '34', '6', '16', '32', '8', '37', '31', '33', '34R', '4', '34', '39', '40', '15', '39', '33', '14', '33R', '12L', '33', '33', '34', '39', '31', '14R', '32', '32L', '39', '31', '31', '38', '37', '35', '34', '32R', '32', '15', '32R', '39', '32', '7', '10', '40', '40', '35', '11', '33', '8', '35', '33R', '31', '6', '34L', '37', '9', '1', '1', '36', '34', '39', '5', '34', '38', '11', '33L', '16', '14R', '34', '32R', '2', '14', '10', '32R', '34', '32L', '32', '1', '33L', '32L', '31', '34', '16', '35', '34L', '39', '33L', '31', '5', '33', '38', '40', '14', '37', '31', '33R', '11', '3', '38', '11', '38', '34R', '14', '37', '32', '12', '36', '32L', '9', '40', '40', '10', '35', '8'] Score: 36 Individual: 18 Chromosome: ['33R', '32R', '32', '31', '32R', '34R', '37', '32L', '35', '34R', '14L', '32', '33', '36', '9', '35', '34L', '34', '33L', '14R', '32', '34', '12', '4', '39', '32', '32L', '32L', '15', '11', '38', '12L', '33', '37', '37', '31', '1', '33L', '6', '32', '32L', '33L', '34L', '34', '32', '34', '6', '32L', '33', '33R', '1', '32R', '31', '12R', '5', '15', '14R', '33R', '34', '34L', '39', '12', '10', '32', '36', '12', '33', '34L', '1', '38', '33', '32', '34L', '32L', '31', '33', '32', '37', '32', '12', '32L', '33', '33R', '8', '10', '10', '40', '38', '2', '34R', '39', '36', '11', '9', '40', '39', '9', '32R', '32R', '33', '34L', '14', '34L', '4', '14', '33', '37', '32L', '32', '33L', '38', '32', '32', '38', '34', '35', '39', '11', '34', '33', '32', '32R', '10', '8', '32', '39', '31', '32', '12L', '34L', '36', '39', '32R', '34', '37', '32R', '32', '38', '36', '39', '14R', '9'] Score: 33 Individual: 19 Chromosome: ['31', '12L', '33', '33', '12', '12R', '40', '32', '14L', '16', '39', '33', '4', '35', '10', '33R', '2', '39', '6', '32R', '33', '35', '12', '32', '33', '38', '11', '12L', '34', '34', '3', '12', '32', '37', '35', '14', '40', '1', '32', '33', '33R', '32R', '33L', '2', '34', '34', '40', '34', '11', '33R', '35', '12R', '40', '37', '33L', '14L', '36', '32R', '12', '34', '7', '31', '40', '32', '4', '32R', '15', '32R', '32L', '34', '40', '32R', '36', '5', '33', '34', '33L', '39', '9', '14', '36', '33R', '2', '40', '6', '1', '33', '33', '34R', '1', '34L', '4', '12', '31', '14', '36', '33', '34', '38', '34', '33', '35', '34R', '2', '34', '1', '33', '3', '32', '35', '35', '40', '33R', '33L', '31', '33L', '35', '33', '34L', '5', '31', '2', '34L', '33L', '32', '31', '32L', '11', '14', '37', '32', '32R', '33L', '11', '40', '32', '3', '37', '33R', '31', '33L', '32L'] Score: 30
In [18]:
sum = ga.sum_evaluations() # call ก่อน
print('Sum of evaluations: ', sum)
Sum of evaluations: 818
In [19]:
new_population = []
#mutation_probability = 1 ไม่ได้ทำ rate เพราะ fixed ให้ทำ mutation
for new_individuals in range(0, ga.population_size, 2):
#print(new_individuals)
parent1 = ga.select_parent(sum)
parent2 = ga.select_parent(sum)
print('piar of parent: ',parent1, parent2)
children = ga.population[parent1].crossover(ga.population[parent2])
print(ga.population[parent1].chromosome,'\n')
print(ga.population[parent2].chromosome,'\n')
print(children[0].chromosome,'\n')
print(children[1].chromosome,'\n')
new_population.append(children[0].mutation())
new_population.append(children[1].mutation())
#note:สังเกตุว่า new_pop หลัง mutation ไม่ต้อง fixed สายเลย ถ้าใส่ constraint time น่าจะต้อง fix เยอะ
piar of parent: 10 7 ['14L', '16', '31', '12', '34L', '11', '36', '39', '33L', '33L', '39', '31', '8', '3', '33', '12R', '33L', '31', '31', '12', '7', '3', '32', '35', '33L', '8', '38', '38', '40', '32', '7', '16', '31', '39', '15', '14', '10', '33', '34L', '14', '35', '4', '36', '40', '14', '11', '8', '16', '34R', '35', '5', '32L', '32R', '14L', '39', '33', '32', '4', '33', '5', '33L', '11', '9', '34L', '31', '33', '34L', '33L', '2', '7', '3', '40', '39', '32R', '32', '14', '33L', '6', '35', '32', '32R', '37', '37', '33R', '33L', '3', '33', '34L', '10', '8', '12L', '33', '33', '39', '38', '32', '34R', '9', '36', '11', '35', '34R', '34L', '34L', '34', '9', '4', '33', '34', '6', '15', '34R', '3', '14R', '35', '37', '32R', '31', '32L', '2', '14', '7', '35', '33R', '33', '34L', '33L', '12', '40', '12R', '33L', '33L', '34L', '34', '32R', '38', '32R', '38', '1', '1', '15', '34L'] ['12', '12L', '33', '32', '12R', '32L', '14', '40', '14', '15', '40', '32', '32', '38', '32', '35', '33L', '4', '33', '31', '34', '33R', '14', '3', '33L', '3', '16', '32', '32R', '32', '34L', '14', '12', '32', '14', '14', '2', '39', '34L', '31', '33L', '9', '38', '34L', '33', '14', '39', '32', '37', '34', '10', '12R', '36', '34R', '2', '34L', '12L', '7', '34', '5', '1', '16', '1', '6', '33L', '40', '34R', '1', '5', '32', '38', '14', '4', '34R', '33', '11', '2', '3', '34L', '33', '10', '32R', '37', '33R', '8', '7', '12', '36', '34', '35', '34L', '10', '12', '38', '33R', '12', '5', '35', '5', '33', '1', '39', '34R', '6', '32', '38', '34L', '34R', '12', '7', '38', '35', '2', '34R', '33R', '39', '32R', '31', '16', '32', '12', '32', '32', '34', '14', '3', '40', '34', '16', '12', '14L', '32L', '40', '31', '38', '14L', '31', '12R', '37', '10', '32R', '34R'] ['14L' '16' '31' '12' '34L' '11' '36' '39' '33L' '33L' '39' '31' '8' '3' '33' '12R' '33L' '31' '31' '12' '7' '3' '32' '35' '33L' '8' '38' '38' '40' '32' '34L' '14' '12' '32' '14' '14' '2' '39' '34L' '31' '33L' '9' '38' '34L' '33' '14' '39' '32' '37' '34' '10' '12R' '36' '34R' '2' '34L' '12L' '7' '34' '5' '1' '16' '1' '6' '33L' '40' '34R' '1' '5' '32' '38' '14' '4' '34R' '33' '11' '2' '3' '34L' '33' '10' '32R' '37' '33R' '8' '7' '12' '36' '34' '35' '34L' '10' '12' '38' '33R' '12' '5' '35' '5' '33' '1' '39' '34R' '6' '32' '38' '34L' '34R' '12' '7' '38' '35' '2' '34R' '33R' '39' '32R' '31' '16' '32' '12' '32' '32' '34' '14' '3' '40' '34' '16' '12' '14L' '32L' '40' '31' '38' '14L' '31' '12R' '37' '10' '32R' '34R'] ['12' '12L' '33' '32' '12R' '32L' '14' '40' '14' '15' '40' '32' '32' '38' '32' '35' '33L' '4' '33' '31' '34' '33R' '14' '3' '33L' '3' '16' '32' '32R' '32' '7' '16' '31' '39' '15' '14' '10' '33' '34L' '14' '35' '4' '36' '40' '14' '11' '8' '16' '34R' '35' '5' '32L' '32R' '14L' '39' '33' '32' '4' '33' '5' '33L' '11' '9' '34L' '31' '33' '34L' '33L' '2' '7' '3' '40' '39' '32R' '32' '14' '33L' '6' '35' '32' '32R' '37' '37' '33R' '33L' '3' '33' '34L' '10' '8' '12L' '33' '33' '39' '38' '32' '34R' '9' '36' '11' '35' '34R' '34L' '34L' '34' '9' '4' '33' '34' '6' '15' '34R' '3' '14R' '35' '37' '32R' '31' '32L' '2' '14' '7' '35' '33R' '33' '34L' '33L' '12' '40' '12R' '33L' '33L' '34L' '34' '32R' '38' '32R' '38' '1' '1' '15' '34L'] piar of parent: 12 12 ['36', '34', '14', '32L', '16', '32L', '32L', '8', '15', '32L', '16', '12', '6', '33R', '8', '39', '35', '34', '32R', '34L', '8', '7', '32', '39', '12L', '32', '32R', '33L', '31', '31', '1', '16', '34', '9', '33L', '33', '6', '10', '33R', '31', '36', '34L', '12R', '33L', '32', '31', '2', '12L', '39', '33', '33L', '33L', '39', '33', '37', '14R', '40', '3', '32', '38', '33', '32R', '4', '33R', '2', '36', '32L', '39', '37', '1', '32R', '34', '38', '6', '33', '33', '10', '37', '38', '34', '7', '12R', '34R', '32R', '36', '3', '36', '31', '33L', '39', '37', '35', '33', '8', '32R', '32L', '40', '33L', '36', '34', '4', '31', '34L', '6', '11', '33', '40', '32R', '14', '6', '34', '16', '37', '11', '12R', '3', '32', '11', '34R', '34', '11', '3', '3', '39', '32', '37', '10', '12', '15', '15', '34R', '7', '31', '12', '12', '32R', '33L', '39', '4', '32', '14R', '39'] ['36', '34', '14', '32L', '16', '32L', '32L', '8', '15', '32L', '16', '12', '6', '33R', '8', '39', '35', '34', '32R', '34L', '8', '7', '32', '39', '12L', '32', '32R', '33L', '31', '31', '1', '16', '34', '9', '33L', '33', '6', '10', '33R', '31', '36', '34L', '12R', '33L', '32', '31', '2', '12L', '39', '33', '33L', '33L', '39', '33', '37', '14R', '40', '3', '32', '38', '33', '32R', '4', '33R', '2', '36', '32L', '39', '37', '1', '32R', '34', '38', '6', '33', '33', '10', '37', '38', '34', '7', '12R', '34R', '32R', '36', '3', '36', '31', '33L', '39', '37', '35', '33', '8', '32R', '32L', '40', '33L', '36', '34', '4', '31', '34L', '6', '11', '33', '40', '32R', '14', '6', '34', '16', '37', '11', '12R', '3', '32', '11', '34R', '34', '11', '3', '3', '39', '32', '37', '10', '12', '15', '15', '34R', '7', '31', '12', '12', '32R', '33L', '39', '4', '32', '14R', '39'] ['36' '34' '14' '32L' '16' '32L' '32L' '8' '15' '32L' '16' '12' '6' '33R' '8' '39' '35' '34' '32R' '34L' '8' '7' '32' '39' '12L' '32' '32R' '33L' '31' '31' '1' '16' '34' '9' '33L' '33' '6' '10' '33R' '31' '36' '34L' '12R' '33L' '32' '31' '2' '12L' '39' '33' '33L' '33L' '39' '33' '37' '14R' '40' '3' '32' '38' '33' '32R' '4' '33R' '2' '36' '32L' '39' '37' '1' '32R' '34' '38' '6' '33' '33' '10' '37' '38' '34' '7' '12R' '34R' '32R' '36' '3' '36' '31' '33L' '39' '37' '35' '33' '8' '32R' '32L' '40' '33L' '36' '34' '4' '31' '34L' '6' '11' '33' '40' '32R' '14' '6' '34' '16' '37' '11' '12R' '3' '32' '11' '34R' '34' '11' '3' '3' '39' '32' '37' '10' '12' '15' '15' '34R' '7' '31' '12' '12' '32R' '33L' '39' '4' '32' '14R' '39'] ['36' '34' '14' '32L' '16' '32L' '32L' '8' '15' '32L' '16' '12' '6' '33R' '8' '39' '35' '34' '32R' '34L' '8' '7' '32' '39' '12L' '32' '32R' '33L' '31' '31' '1' '16' '34' '9' '33L' '33' '6' '10' '33R' '31' '36' '34L' '12R' '33L' '32' '31' '2' '12L' '39' '33' '33L' '33L' '39' '33' '37' '14R' '40' '3' '32' '38' '33' '32R' '4' '33R' '2' '36' '32L' '39' '37' '1' '32R' '34' '38' '6' '33' '33' '10' '37' '38' '34' '7' '12R' '34R' '32R' '36' '3' '36' '31' '33L' '39' '37' '35' '33' '8' '32R' '32L' '40' '33L' '36' '34' '4' '31' '34L' '6' '11' '33' '40' '32R' '14' '6' '34' '16' '37' '11' '12R' '3' '32' '11' '34R' '34' '11' '3' '3' '39' '32' '37' '10' '12' '15' '15' '34R' '7' '31' '12' '12' '32R' '33L' '39' '4' '32' '14R' '39'] piar of parent: 9 3 ['14L', '12R', '32', '14L', '33R', '14', '12L', '32', '34L', '33R', '12L', '12', '1', '33R', '31', '11', '35', '33', '32L', '12', '6', '36', '14', '2', '36', '34L', '36', '34R', '38', '34', '33', '32R', '31', '36', '34R', '14', '8', '32R', '3', '33', '2', '7', '37', '37', '33', '12', '5', '37', '33L', '14', '32', '36', '33', '36', '9', '31', '35', '32', '14', '1', '33', '15', '33R', '34', '39', '16', '12', '34R', '34L', '5', '8', '16', '33', '34R', '34', '33', '7', '34R', '31', '32', '31', '16', '32', '1', '6', '40', '37', '7', '1', '33R', '33R', '33R', '32', '32R', '33R', '39', '37', '4', '1', '12', '34', '32', '32L', '37', '31', '32R', '9', '32L', '33', '5', '34R', '12', '36', '12R', '14R', '34', '32L', '31', '12L', '36', '31', '9', '1', '34L', '31', '7', '6', '12', '40', '34', '11', '38', '37', '31', '31', '36', '2', '12R', '35', '35', '40', '4'] ['38', '16', '12', '12R', '39', '37', '32R', '2', '33L', '34R', '36', '12', '31', '33L', '32', '34R', '7', '34', '5', '37', '34', '4', '33', '7', '12', '9', '36', '12', '12', '32', '40', '14', '32', '31', '31', '32', '36', '32', '3', '12', '1', '7', '37', '34', '33', '11', '2', '12L', '32L', '33L', '36', '38', '38', '12R', '7', '32L', '12L', '39', '34', '35', '2', '14R', '5', '37', '8', '11', '32L', '3', '7', '36', '8', '32R', '39', '9', '32', '32', '33R', '10', '4', '33', '34L', '14', '34R', '38', '32', '1', '33', '34L', '8', '5', '40', '33L', '11', '39', '35', '33R', '32R', '34', '2', '12', '35', '12L', '14', '33', '11', '33R', '38', '34R', '12', '32R', '11', '14L', '32R', '37', '38', '36', '33', '32', '16', '33', '34', '2', '4', '36', '32', '33R', '37', '11', '12', '37', '37', '34R', '40', '12', '14R', '14', '6', '31', '36', '32', '31', '40'] ['14L' '12R' '32' '14L' '33R' '14' '12L' '32' '34L' '33R' '12L' '12' '1' '33R' '31' '11' '7' '34' '5' '37' '34' '4' '33' '7' '12' '9' '36' '12' '12' '32' '40' '14' '32' '31' '31' '32' '36' '32' '3' '12' '1' '7' '37' '34' '33' '11' '2' '12L' '32L' '33L' '36' '38' '38' '12R' '7' '32L' '12L' '39' '34' '35' '2' '14R' '5' '37' '8' '11' '32L' '3' '7' '36' '8' '32R' '39' '9' '32' '32' '33R' '10' '4' '33' '34L' '14' '34R' '38' '32' '1' '33' '34L' '8' '5' '40' '33L' '11' '39' '35' '33R' '32R' '34' '2' '12' '35' '12L' '14' '33' '11' '33R' '38' '34R' '12' '32R' '11' '14L' '32R' '37' '38' '36' '33' '32' '16' '33' '34' '2' '4' '36' '32' '33R' '37' '11' '12' '37' '37' '34R' '40' '12' '14R' '14' '6' '31' '36' '32' '31' '40'] ['38' '16' '12' '12R' '39' '37' '32R' '2' '33L' '34R' '36' '12' '31' '33L' '32' '34R' '35' '33' '32L' '12' '6' '36' '14' '2' '36' '34L' '36' '34R' '38' '34' '33' '32R' '31' '36' '34R' '14' '8' '32R' '3' '33' '2' '7' '37' '37' '33' '12' '5' '37' '33L' '14' '32' '36' '33' '36' '9' '31' '35' '32' '14' '1' '33' '15' '33R' '34' '39' '16' '12' '34R' '34L' '5' '8' '16' '33' '34R' '34' '33' '7' '34R' '31' '32' '31' '16' '32' '1' '6' '40' '37' '7' '1' '33R' '33R' '33R' '32' '32R' '33R' '39' '37' '4' '1' '12' '34' '32' '32L' '37' '31' '32R' '9' '32L' '33' '5' '34R' '12' '36' '12R' '14R' '34' '32L' '31' '12L' '36' '31' '9' '1' '34L' '31' '7' '6' '12' '40' '34' '11' '38' '37' '31' '31' '36' '2' '12R' '35' '35' '40' '4'] piar of parent: 1 5 ['34L', '33', '33', '14R', '38', '38', '34L', '34', '11', '34L', '33L', '32', '7', '8', '8', '14', '37', '5', '10', '38', '31', '6', '12', '35', '12R', '40', '12', '40', '33R', '34', '8', '38', '11', '5', '36', '32', '32R', '1', '1', '34', '31', '34R', '36', '10', '14', '32', '9', '12L', '34L', '40', '39', '14L', '34R', '33', '7', '16', '34R', '3', '34', '34L', '1', '15', '39', '37', '35', '14L', '34L', '5', '5', '32', '35', '16', '33', '2', '14', '33', '34R', '32', '1', '11', '33', '16', '32', '39', '34', '38', '33', '34L', '32R', '10', '40', '4', '11', '34L', '33R', '34R', '10', '36', '34R', '14', '5', '15', '34L', '33R', '32', '3', '32L', '36', '11', '4', '33L', '31', '10', '36', '32', '3', '9', '12', '36', '33L', '11', '33', '33', '32R', '31', '31', '3', '31', '11', '16', '33', '34', '9', '11', '12L', '12', '3', '14', '5', '35', '11', '32'] ['34', '37', '14', '37', '34', '38', '35', '9', '12R', '12', '32L', '32', '32', '33', '34', '16', '38', '35', '39', '40', '9', '6', '12', '3', '32', '3', '38', '31', '14R', '14', '35', '12', '34', '34R', '34L', '32', '10', '34', '1', '33', '37', '34', '14L', '4', '12', '34', '4', '34', '35', '40', '34', '34R', '34', '34R', '4', '12L', '32R', '2', '31', '40', '39', '34', '5', '8', '32R', '15', '32L', '10', '34R', '39', '2', '14L', '5', '35', '34', '12', '32', '8', '32L', '31', '6', '14', '37', '36', '33L', '36', '33', '34', '1', '39', '35', '39', '14', '3', '33L', '37', '2', '10', '33', '12', '8', '12', '15', '39', '31', '40', '2', '37', '14', '3', '33L', '33L', '6', '39', '34R', '34R', '2', '34', '31', '9', '14', '34L', '31', '33R', '33', '4', '7', '34', '14L', '12', '14L', '31', '9', '34', '34', '40', '3', '37', '7', '37', '32R', '32L'] ['34L' '33' '33' '14R' '38' '38' '34L' '34' '11' '34L' '33L' '32' '7' '8' '8' '14' '37' '5' '10' '38' '31' '6' '12' '35' '12R' '40' '12' '40' '33R' '14' '35' '12' '34' '34R' '34L' '32' '10' '34' '1' '33' '37' '34' '14L' '4' '12' '34' '4' '34' '35' '40' '34' '34R' '34' '34R' '4' '12L' '32R' '2' '31' '40' '39' '34' '5' '8' '32R' '15' '32L' '10' '34R' '39' '2' '14L' '5' '35' '34' '12' '32' '8' '32L' '31' '6' '14' '37' '36' '33L' '36' '33' '34' '1' '39' '35' '39' '14' '3' '33L' '37' '2' '10' '33' '12' '8' '12' '15' '39' '31' '40' '2' '37' '14' '3' '33L' '33L' '6' '39' '34R' '34R' '2' '34' '31' '9' '14' '34L' '31' '33R' '33' '4' '7' '34' '14L' '12' '14L' '31' '9' '34' '34' '40' '3' '37' '7' '37' '32R' '32L'] ['34' '37' '14' '37' '34' '38' '35' '9' '12R' '12' '32L' '32' '32' '33' '34' '16' '38' '35' '39' '40' '9' '6' '12' '3' '32' '3' '38' '31' '14R' '34' '8' '38' '11' '5' '36' '32' '32R' '1' '1' '34' '31' '34R' '36' '10' '14' '32' '9' '12L' '34L' '40' '39' '14L' '34R' '33' '7' '16' '34R' '3' '34' '34L' '1' '15' '39' '37' '35' '14L' '34L' '5' '5' '32' '35' '16' '33' '2' '14' '33' '34R' '32' '1' '11' '33' '16' '32' '39' '34' '38' '33' '34L' '32R' '10' '40' '4' '11' '34L' '33R' '34R' '10' '36' '34R' '14' '5' '15' '34L' '33R' '32' '3' '32L' '36' '11' '4' '33L' '31' '10' '36' '32' '3' '9' '12' '36' '33L' '11' '33' '33' '32R' '31' '31' '3' '31' '11' '16' '33' '34' '9' '11' '12L' '12' '3' '14' '5' '35' '11' '32'] piar of parent: 2 4 ['40', '34R', '32', '32R', '12L', '16', '14R', '10', '32', '32L', '14L', '33', '1', '7', '10', '32', '39', '34R', '34', '34', '32', '31', '33', '40', '32', '3', '32', '14R', '16', '11', '38', '31', '32', '39', '33', '11', '6', '5', '10', '11', '5', '1', '12R', '4', '11', '11', '34L', '32R', '37', '40', '34R', '12R', '31', '38', '33L', '16', '36', '3', '14', '33', '37', '35', '32', '36', '4', '33R', '11', '32', '32R', '4', '34', '34R', '35', '34', '32', '11', '32L', '34L', '32', '31', '10', '38', '31', '6', '33', '40', '35', '3', '39', '38', '33L', '37', '11', '3', '32R', '12R', '39', '34R', '10', '32', '39', '31', '12R', '34R', '11', '8', '31', '6', '14', '33R', '12', '33L', '39', '12', '32L', '40', '6', '31', '14L', '32R', '12', '31', '6', '31', '11', '37', '4', '31', '37', '31', '12', '9', '33L', '34', '36', '12L', '34', '14', '32R', '10', '33R', '32L'] ['14R', '34', '14', '12L', '33L', '16', '11', '37', '37', '11', '38', '32', '32L', '9', '7', '32R', '4', '4', '35', '32', '10', '37', '14', '33', '38', '32R', '38', '36', '12L', '31', '33', '14L', '11', '32R', '33', '34', '33', '33', '39', '12', '3', '6', '32R', '33R', '32', '12', '33', '35', '11', '12L', '1', '32L', '34R', '39', '34', '36', '16', '36', '11', '39', '5', '38', '40', '3', '32', '31', '33L', '7', '2', '4', '8', '36', '32R', '7', '31', '11', '33L', '38', '33L', '14', '5', '12L', '39', '32R', '37', '9', '33R', '8', '32R', '10', '12L', '32R', '34', '36', '32R', '34L', '34L', '6', '31', '11', '31', '32', '15', '32', '34', '10', '32R', '32R', '33', '33', '33', '35', '4', '34', '34R', '33R', '7', '34', '40', '7', '14', '37', '31', '32R', '12', '10', '34', '33', '34', '34L', '31', '32L', '5', '33', '34R', '37', '33L', '34R', '31', '10', '16', '34R'] ['40' '34R' '32' '12L' '33L' '16' '11' '37' '37' '11' '38' '32' '32L' '9' '7' '32R' '4' '4' '35' '32' '10' '37' '14' '33' '38' '32R' '38' '36' '12L' '31' '33' '14L' '11' '32R' '33' '34' '33' '33' '39' '12' '3' '6' '32R' '33R' '32' '12' '33' '35' '11' '12L' '1' '32L' '34R' '39' '34' '36' '16' '36' '11' '39' '5' '38' '40' '3' '32' '31' '33L' '7' '2' '4' '8' '36' '32R' '7' '31' '11' '33L' '38' '33L' '14' '5' '12L' '39' '32R' '37' '9' '33R' '8' '32R' '10' '12L' '32R' '34' '36' '32R' '34L' '34L' '6' '31' '11' '31' '32' '15' '32' '34' '10' '32R' '32R' '33' '33' '33' '35' '4' '34' '34R' '33R' '7' '34' '40' '7' '14' '37' '31' '32R' '12' '10' '34' '33' '34' '34L' '31' '32L' '5' '33' '34R' '37' '33L' '34R' '31' '10' '16' '34R'] ['14R' '34' '14' '32R' '12L' '16' '14R' '10' '32' '32L' '14L' '33' '1' '7' '10' '32' '39' '34R' '34' '34' '32' '31' '33' '40' '32' '3' '32' '14R' '16' '11' '38' '31' '32' '39' '33' '11' '6' '5' '10' '11' '5' '1' '12R' '4' '11' '11' '34L' '32R' '37' '40' '34R' '12R' '31' '38' '33L' '16' '36' '3' '14' '33' '37' '35' '32' '36' '4' '33R' '11' '32' '32R' '4' '34' '34R' '35' '34' '32' '11' '32L' '34L' '32' '31' '10' '38' '31' '6' '33' '40' '35' '3' '39' '38' '33L' '37' '11' '3' '32R' '12R' '39' '34R' '10' '32' '39' '31' '12R' '34R' '11' '8' '31' '6' '14' '33R' '12' '33L' '39' '12' '32L' '40' '6' '31' '14L' '32R' '12' '31' '6' '31' '11' '37' '4' '31' '37' '31' '12' '9' '33L' '34' '36' '12L' '34' '14' '32R' '10' '33R' '32L'] piar of parent: 0 2 ['12L', '37', '12', '33R', '12', '34L', '11', '7', '35', '12R', '15', '32', '10', '5', '8', '34L', '38', '8', '7', '34L', '9', '32', '12', '36', '34L', '34R', '40', '39', '34', '33', '32L', '14', '32', '34', '12R', '14', '34L', '34', '38', '14', '4', '31', '34', '32R', '11', '12', '3', '31', '16', '33L', '39', '15', '10', '12L', '34', '14R', '34', '34', '12', '31', '36', '38', '34L', '36', '38', '35', '32R', '40', '1', '32L', '31', '34L', '32', '34L', '31', '11', '8', '37', '33', '12', '35', '11', '40', '37', '9', '34R', '15', '7', '37', '2', '34R', '31', '31', '33L', '33R', '38', '40', '35', '34R', '12', '34L', '34', '38', '3', '12', '34', '33R', '8', '11', '33L', '34', '31', '32R', '33R', '12', '33R', '4', '34', '37', '9', '12', '34', '10', '2', '33', '1', '3', '32', '31', '36', '14', '32R', '32R', '11', '32L', '14L', '7', '34', '7', '8', '12R', '10'] ['40', '34R', '32', '32R', '12L', '16', '14R', '10', '32', '32L', '14L', '33', '1', '7', '10', '32', '39', '34R', '34', '34', '32', '31', '33', '40', '32', '3', '32', '14R', '16', '11', '38', '31', '32', '39', '33', '11', '6', '5', '10', '11', '5', '1', '12R', '4', '11', '11', '34L', '32R', '37', '40', '34R', '12R', '31', '38', '33L', '16', '36', '3', '14', '33', '37', '35', '32', '36', '4', '33R', '11', '32', '32R', '4', '34', '34R', '35', '34', '32', '11', '32L', '34L', '32', '31', '10', '38', '31', '6', '33', '40', '35', '3', '39', '38', '33L', '37', '11', '3', '32R', '12R', '39', '34R', '10', '32', '39', '31', '12R', '34R', '11', '8', '31', '6', '14', '33R', '12', '33L', '39', '12', '32L', '40', '6', '31', '14L', '32R', '12', '31', '6', '31', '11', '37', '4', '31', '37', '31', '12', '9', '33L', '34', '36', '12L', '34', '14', '32R', '10', '33R', '32L'] ['12L' '37' '12' '33R' '12' '34L' '11' '7' '35' '12R' '15' '32' '10' '5' '8' '34L' '38' '8' '7' '34L' '9' '32' '12' '36' '34L' '34R' '40' '39' '34' '33' '32L' '14' '32' '34' '12R' '14' '34L' '34' '38' '14' '4' '31' '34' '32R' '11' '12' '3' '31' '16' '33L' '39' '15' '10' '12L' '34' '14R' '34' '34' '12' '31' '36' '38' '34L' '36' '38' '35' '32R' '40' '1' '32L' '31' '34L' '32' '34L' '31' '11' '8' '37' '33' '12' '35' '11' '40' '37' '9' '34R' '15' '7' '37' '2' '34R' '31' '31' '33L' '33R' '38' '40' '35' '34R' '12' '34L' '34' '38' '3' '12' '34' '33R' '8' '11' '33L' '34' '31' '32R' '12' '32L' '40' '6' '31' '14L' '32R' '12' '31' '6' '31' '11' '37' '4' '31' '37' '31' '12' '9' '33L' '34' '36' '12L' '34' '14' '32R' '10' '33R' '32L'] ['40' '34R' '32' '32R' '12L' '16' '14R' '10' '32' '32L' '14L' '33' '1' '7' '10' '32' '39' '34R' '34' '34' '32' '31' '33' '40' '32' '3' '32' '14R' '16' '11' '38' '31' '32' '39' '33' '11' '6' '5' '10' '11' '5' '1' '12R' '4' '11' '11' '34L' '32R' '37' '40' '34R' '12R' '31' '38' '33L' '16' '36' '3' '14' '33' '37' '35' '32' '36' '4' '33R' '11' '32' '32R' '4' '34' '34R' '35' '34' '32' '11' '32L' '34L' '32' '31' '10' '38' '31' '6' '33' '40' '35' '3' '39' '38' '33L' '37' '11' '3' '32R' '12R' '39' '34R' '10' '32' '39' '31' '12R' '34R' '11' '8' '31' '6' '14' '33R' '12' '33L' '39' '33R' '12' '33R' '4' '34' '37' '9' '12' '34' '10' '2' '33' '1' '3' '32' '31' '36' '14' '32R' '32R' '11' '32L' '14L' '7' '34' '7' '8' '12R' '10'] piar of parent: 0 17 ['12L', '37', '12', '33R', '12', '34L', '11', '7', '35', '12R', '15', '32', '10', '5', '8', '34L', '38', '8', '7', '34L', '9', '32', '12', '36', '34L', '34R', '40', '39', '34', '33', '32L', '14', '32', '34', '12R', '14', '34L', '34', '38', '14', '4', '31', '34', '32R', '11', '12', '3', '31', '16', '33L', '39', '15', '10', '12L', '34', '14R', '34', '34', '12', '31', '36', '38', '34L', '36', '38', '35', '32R', '40', '1', '32L', '31', '34L', '32', '34L', '31', '11', '8', '37', '33', '12', '35', '11', '40', '37', '9', '34R', '15', '7', '37', '2', '34R', '31', '31', '33L', '33R', '38', '40', '35', '34R', '12', '34L', '34', '38', '3', '12', '34', '33R', '8', '11', '33L', '34', '31', '32R', '33R', '12', '33R', '4', '34', '37', '9', '12', '34', '10', '2', '33', '1', '3', '32', '31', '36', '14', '32R', '32R', '11', '32L', '14L', '7', '34', '7', '8', '12R', '10'] ['34L', '36', '32', '16', '32R', '34L', '32', '9', '33R', '36', '37', '31', '6', '34R', '6', '36', '39', '36', '5', '14R', '6', '39', '12', '32', '12', '36', '38', '33', '34L', '34', '6', '16', '32', '8', '37', '31', '33', '34R', '4', '34', '39', '40', '15', '39', '33', '14', '33R', '12L', '33', '33', '34', '39', '31', '14R', '32', '32L', '39', '31', '31', '38', '37', '35', '34', '32R', '32', '15', '32R', '39', '32', '7', '10', '40', '40', '35', '11', '33', '8', '35', '33R', '31', '6', '34L', '37', '9', '1', '1', '36', '34', '39', '5', '34', '38', '11', '33L', '16', '14R', '34', '32R', '2', '14', '10', '32R', '34', '32L', '32', '1', '33L', '32L', '31', '34', '16', '35', '34L', '39', '33L', '31', '5', '33', '38', '40', '14', '37', '31', '33R', '11', '3', '38', '11', '38', '34R', '14', '37', '32', '12', '36', '32L', '9', '40', '40', '10', '35', '8'] ['12L' '37' '12' '33R' '12' '34L' '11' '7' '35' '12R' '15' '32' '10' '5' '8' '34L' '38' '8' '7' '34L' '9' '32' '12' '36' '34L' '34R' '40' '39' '34' '33' '32L' '14' '32' '34' '12R' '14' '34L' '34' '38' '14' '4' '31' '34' '32R' '11' '12' '3' '31' '16' '33L' '39' '15' '10' '12L' '34' '14R' '34' '34' '12' '31' '36' '38' '34L' '36' '38' '35' '32R' '40' '1' '32L' '31' '34L' '32' '34L' '31' '11' '8' '37' '33' '12' '35' '11' '40' '37' '9' '34R' '15' '7' '37' '2' '34R' '31' '31' '33L' '33R' '38' '40' '35' '34R' '12' '34L' '34' '38' '3' '12' '34' '33R' '8' '11' '33L' '34' '31' '32R' '33R' '12' '33R' '4' '34' '37' '9' '12' '34' '10' '2' '33' '1' '3' '32' '31' '36' '14' '32R' '32R' '11' '32L' '14L' '7' '40' '40' '10' '35' '8'] ['34L' '36' '32' '16' '32R' '34L' '32' '9' '33R' '36' '37' '31' '6' '34R' '6' '36' '39' '36' '5' '14R' '6' '39' '12' '32' '12' '36' '38' '33' '34L' '34' '6' '16' '32' '8' '37' '31' '33' '34R' '4' '34' '39' '40' '15' '39' '33' '14' '33R' '12L' '33' '33' '34' '39' '31' '14R' '32' '32L' '39' '31' '31' '38' '37' '35' '34' '32R' '32' '15' '32R' '39' '32' '7' '10' '40' '40' '35' '11' '33' '8' '35' '33R' '31' '6' '34L' '37' '9' '1' '1' '36' '34' '39' '5' '34' '38' '11' '33L' '16' '14R' '34' '32R' '2' '14' '10' '32R' '34' '32L' '32' '1' '33L' '32L' '31' '34' '16' '35' '34L' '39' '33L' '31' '5' '33' '38' '40' '14' '37' '31' '33R' '11' '3' '38' '11' '38' '34R' '14' '37' '32' '12' '36' '32L' '9' '34' '7' '8' '12R' '10'] piar of parent: 9 0 ['14L', '12R', '32', '14L', '33R', '14', '12L', '32', '34L', '33R', '12L', '12', '1', '33R', '31', '11', '35', '33', '32L', '12', '6', '36', '14', '2', '36', '34L', '36', '34R', '38', '34', '33', '32R', '31', '36', '34R', '14', '8', '32R', '3', '33', '2', '7', '37', '37', '33', '12', '5', '37', '33L', '14', '32', '36', '33', '36', '9', '31', '35', '32', '14', '1', '33', '15', '33R', '34', '39', '16', '12', '34R', '34L', '5', '8', '16', '33', '34R', '34', '33', '7', '34R', '31', '32', '31', '16', '32', '1', '6', '40', '37', '7', '1', '33R', '33R', '33R', '32', '32R', '33R', '39', '37', '4', '1', '12', '34', '32', '32L', '37', '31', '32R', '9', '32L', '33', '5', '34R', '12', '36', '12R', '14R', '34', '32L', '31', '12L', '36', '31', '9', '1', '34L', '31', '7', '6', '12', '40', '34', '11', '38', '37', '31', '31', '36', '2', '12R', '35', '35', '40', '4'] ['12L', '37', '12', '33R', '12', '34L', '11', '7', '35', '12R', '15', '32', '10', '5', '8', '34L', '38', '8', '7', '34L', '9', '32', '12', '36', '34L', '34R', '40', '39', '34', '33', '32L', '14', '32', '34', '12R', '14', '34L', '34', '38', '14', '4', '31', '34', '32R', '11', '12', '3', '31', '16', '33L', '39', '15', '10', '12L', '34', '14R', '34', '34', '12', '31', '36', '38', '34L', '36', '38', '35', '32R', '40', '1', '32L', '31', '34L', '32', '34L', '31', '11', '8', '37', '33', '12', '35', '11', '40', '37', '9', '34R', '15', '7', '37', '2', '34R', '31', '31', '33L', '33R', '38', '40', '35', '34R', '12', '34L', '34', '38', '3', '12', '34', '33R', '8', '11', '33L', '34', '31', '32R', '33R', '12', '33R', '4', '34', '37', '9', '12', '34', '10', '2', '33', '1', '3', '32', '31', '36', '14', '32R', '32R', '11', '32L', '14L', '7', '34', '7', '8', '12R', '10'] ['14L' '12R' '32' '14L' '33R' '14' '12L' '32' '34L' '33R' '12L' '12' '1' '33R' '31' '11' '35' '33' '32L' '12' '6' '36' '14' '2' '36' '34L' '36' '34R' '38' '34' '33' '32R' '31' '36' '34R' '14' '8' '32R' '3' '33' '2' '7' '37' '37' '33' '12' '5' '37' '33L' '14' '32' '36' '33' '36' '9' '31' '35' '32' '14' '1' '33' '15' '33R' '34' '39' '16' '12' '34R' '34L' '5' '8' '16' '33' '34R' '34' '33' '7' '34R' '31' '32' '31' '16' '40' '37' '9' '34R' '15' '7' '37' '2' '34R' '31' '31' '33L' '33R' '38' '40' '35' '34R' '12' '34L' '34' '38' '3' '12' '34' '33R' '8' '11' '33L' '34' '31' '32R' '33R' '12' '33R' '4' '34' '37' '9' '12' '34' '10' '2' '33' '1' '3' '32' '31' '36' '14' '32R' '32R' '11' '32L' '14L' '7' '34' '7' '8' '12R' '10'] ['12L' '37' '12' '33R' '12' '34L' '11' '7' '35' '12R' '15' '32' '10' '5' '8' '34L' '38' '8' '7' '34L' '9' '32' '12' '36' '34L' '34R' '40' '39' '34' '33' '32L' '14' '32' '34' '12R' '14' '34L' '34' '38' '14' '4' '31' '34' '32R' '11' '12' '3' '31' '16' '33L' '39' '15' '10' '12L' '34' '14R' '34' '34' '12' '31' '36' '38' '34L' '36' '38' '35' '32R' '40' '1' '32L' '31' '34L' '32' '34L' '31' '11' '8' '37' '33' '12' '35' '11' '32' '1' '6' '40' '37' '7' '1' '33R' '33R' '33R' '32' '32R' '33R' '39' '37' '4' '1' '12' '34' '32' '32L' '37' '31' '32R' '9' '32L' '33' '5' '34R' '12' '36' '12R' '14R' '34' '32L' '31' '12L' '36' '31' '9' '1' '34L' '31' '7' '6' '12' '40' '34' '11' '38' '37' '31' '31' '36' '2' '12R' '35' '35' '40' '4'] piar of parent: 1 15 ['34L', '33', '33', '14R', '38', '38', '34L', '34', '11', '34L', '33L', '32', '7', '8', '8', '14', '37', '5', '10', '38', '31', '6', '12', '35', '12R', '40', '12', '40', '33R', '34', '8', '38', '11', '5', '36', '32', '32R', '1', '1', '34', '31', '34R', '36', '10', '14', '32', '9', '12L', '34L', '40', '39', '14L', '34R', '33', '7', '16', '34R', '3', '34', '34L', '1', '15', '39', '37', '35', '14L', '34L', '5', '5', '32', '35', '16', '33', '2', '14', '33', '34R', '32', '1', '11', '33', '16', '32', '39', '34', '38', '33', '34L', '32R', '10', '40', '4', '11', '34L', '33R', '34R', '10', '36', '34R', '14', '5', '15', '34L', '33R', '32', '3', '32L', '36', '11', '4', '33L', '31', '10', '36', '32', '3', '9', '12', '36', '33L', '11', '33', '33', '32R', '31', '31', '3', '31', '11', '16', '33', '34', '9', '11', '12L', '12', '3', '14', '5', '35', '11', '32'] ['39', '12R', '12', '37', '40', '37', '14', '6', '12L', '37', '14L', '32', '5', '39', '6', '35', '39', '34R', '40', '38', '6', '36', '11', '6', '32R', '6', '32R', '33R', '12L', '14', '39', '34', '34', '37', '40', '11', '33R', '38', '6', '33', '33R', '37', '32R', '33', '34', '32', '33R', '34', '12L', '34', '2', '33L', '32L', '39', '7', '38', '37', '34L', '34', '38', '1', '12R', '33L', '8', '34', '39', '34R', '33', '33L', '35', '39', '15', '31', '39', '33', '11', '40', '10', '32', '34', '32', '12R', '2', '4', '32', '9', '34', '32R', '33R', '9', '38', '38', '33', '1', '34', '33R', '3', '33', '36', '12', '32R', '16', '32L', '34R', '34', '33', '34R', '2', '31', '31', '12R', '16', '32L', '14L', '14', '6', '39', '12', '11', '8', '34', '4', '32R', '34R', '32', '34', '7', '34', '33', '32R', '38', '32L', '33', '33', '32R', '34R', '3', '16', '1', '32L', '16', '38'] ['34L' '33' '33' '14R' '38' '38' '34L' '34' '11' '34L' '33L' '32' '7' '8' '8' '14' '37' '5' '10' '38' '31' '6' '12' '35' '12R' '40' '12' '40' '33R' '34' '8' '38' '11' '5' '36' '32' '32R' '1' '1' '34' '31' '34R' '36' '10' '34' '32' '33R' '34' '12L' '34' '2' '33L' '32L' '39' '7' '38' '37' '34L' '34' '38' '1' '12R' '33L' '8' '34' '39' '34R' '33' '33L' '35' '39' '15' '31' '39' '33' '11' '40' '10' '32' '34' '32' '12R' '2' '4' '32' '9' '34' '32R' '33R' '9' '38' '38' '33' '1' '34' '33R' '3' '33' '36' '12' '32R' '16' '32L' '34R' '34' '33' '34R' '2' '31' '31' '12R' '16' '32L' '14L' '14' '6' '39' '12' '11' '8' '34' '4' '32R' '34R' '32' '34' '7' '34' '33' '32R' '38' '32L' '33' '33' '32R' '34R' '3' '16' '1' '32L' '16' '38'] ['39' '12R' '12' '37' '40' '37' '14' '6' '12L' '37' '14L' '32' '5' '39' '6' '35' '39' '34R' '40' '38' '6' '36' '11' '6' '32R' '6' '32R' '33R' '12L' '14' '39' '34' '34' '37' '40' '11' '33R' '38' '6' '33' '33R' '37' '32R' '33' '14' '32' '9' '12L' '34L' '40' '39' '14L' '34R' '33' '7' '16' '34R' '3' '34' '34L' '1' '15' '39' '37' '35' '14L' '34L' '5' '5' '32' '35' '16' '33' '2' '14' '33' '34R' '32' '1' '11' '33' '16' '32' '39' '34' '38' '33' '34L' '32R' '10' '40' '4' '11' '34L' '33R' '34R' '10' '36' '34R' '14' '5' '15' '34L' '33R' '32' '3' '32L' '36' '11' '4' '33L' '31' '10' '36' '32' '3' '9' '12' '36' '33L' '11' '33' '33' '32R' '31' '31' '3' '31' '11' '16' '33' '34' '9' '11' '12L' '12' '3' '14' '5' '35' '11' '32'] piar of parent: 17 15 ['34L', '36', '32', '16', '32R', '34L', '32', '9', '33R', '36', '37', '31', '6', '34R', '6', '36', '39', '36', '5', '14R', '6', '39', '12', '32', '12', '36', '38', '33', '34L', '34', '6', '16', '32', '8', '37', '31', '33', '34R', '4', '34', '39', '40', '15', '39', '33', '14', '33R', '12L', '33', '33', '34', '39', '31', '14R', '32', '32L', '39', '31', '31', '38', '37', '35', '34', '32R', '32', '15', '32R', '39', '32', '7', '10', '40', '40', '35', '11', '33', '8', '35', '33R', '31', '6', '34L', '37', '9', '1', '1', '36', '34', '39', '5', '34', '38', '11', '33L', '16', '14R', '34', '32R', '2', '14', '10', '32R', '34', '32L', '32', '1', '33L', '32L', '31', '34', '16', '35', '34L', '39', '33L', '31', '5', '33', '38', '40', '14', '37', '31', '33R', '11', '3', '38', '11', '38', '34R', '14', '37', '32', '12', '36', '32L', '9', '40', '40', '10', '35', '8'] ['39', '12R', '12', '37', '40', '37', '14', '6', '12L', '37', '14L', '32', '5', '39', '6', '35', '39', '34R', '40', '38', '6', '36', '11', '6', '32R', '6', '32R', '33R', '12L', '14', '39', '34', '34', '37', '40', '11', '33R', '38', '6', '33', '33R', '37', '32R', '33', '34', '32', '33R', '34', '12L', '34', '2', '33L', '32L', '39', '7', '38', '37', '34L', '34', '38', '1', '12R', '33L', '8', '34', '39', '34R', '33', '33L', '35', '39', '15', '31', '39', '33', '11', '40', '10', '32', '34', '32', '12R', '2', '4', '32', '9', '34', '32R', '33R', '9', '38', '38', '33', '1', '34', '33R', '3', '33', '36', '12', '32R', '16', '32L', '34R', '34', '33', '34R', '2', '31', '31', '12R', '16', '32L', '14L', '14', '6', '39', '12', '11', '8', '34', '4', '32R', '34R', '32', '34', '7', '34', '33', '32R', '38', '32L', '33', '33', '32R', '34R', '3', '16', '1', '32L', '16', '38'] ['34L' '36' '32' '16' '32R' '34L' '32' '9' '33R' '36' '37' '31' '6' '34R' '6' '36' '39' '36' '5' '14R' '6' '39' '12' '32' '12' '36' '38' '33' '34L' '34' '6' '16' '32' '8' '37' '31' '33' '34R' '4' '34' '39' '40' '15' '39' '33' '14' '33R' '12L' '33' '33' '34' '39' '31' '14R' '32' '32L' '39' '31' '31' '38' '37' '35' '34' '32R' '32' '15' '32R' '39' '32' '7' '10' '40' '40' '35' '11' '33' '8' '35' '33R' '31' '6' '34L' '37' '9' '1' '1' '36' '34' '39' '5' '34' '38' '11' '33L' '16' '14R' '34' '32R' '2' '14' '10' '32R' '34' '32L' '32' '1' '33L' '32L' '31' '34' '16' '35' '34L' '39' '33L' '31' '5' '33' '38' '40' '14' '37' '31' '33R' '11' '3' '38' '11' '38' '34R' '14' '37' '32' '12' '36' '32L' '3' '16' '1' '32L' '16' '38'] ['39' '12R' '12' '37' '40' '37' '14' '6' '12L' '37' '14L' '32' '5' '39' '6' '35' '39' '34R' '40' '38' '6' '36' '11' '6' '32R' '6' '32R' '33R' '12L' '14' '39' '34' '34' '37' '40' '11' '33R' '38' '6' '33' '33R' '37' '32R' '33' '34' '32' '33R' '34' '12L' '34' '2' '33L' '32L' '39' '7' '38' '37' '34L' '34' '38' '1' '12R' '33L' '8' '34' '39' '34R' '33' '33L' '35' '39' '15' '31' '39' '33' '11' '40' '10' '32' '34' '32' '12R' '2' '4' '32' '9' '34' '32R' '33R' '9' '38' '38' '33' '1' '34' '33R' '3' '33' '36' '12' '32R' '16' '32L' '34R' '34' '33' '34R' '2' '31' '31' '12R' '16' '32L' '14L' '14' '6' '39' '12' '11' '8' '34' '4' '32R' '34R' '32' '34' '7' '34' '33' '32R' '38' '32L' '33' '33' '32R' '34R' '9' '40' '40' '10' '35' '8']
In [20]:
#รันผล
number_of_generations = 100 # fix gen เทียบแต่ละ pop size
population_size = 30
ga = GeneticAlgorithm(population_size)
result = ga.solve(number_of_generations)
Generation: 0 Score: 58 Chromosome: ['31', '36', '34', '34R', '32R', '14R', '34L', '37', '32L', '34', '15', '14', '6', '9', '33', '32L', '34R', '40', '3', '12R', '9', '5', '34', '32L', '34', '9', '12R', '12', '34', '34', '32', '34L', '12', '34R', '11', '11', '32L', '32R', '4', '14', '10', '10', '12', '32L', '32', '11', '39', '31', '32L', '14L', '33R', '38', '9', '36', '4', '40', '14R', '6', '14', '9', '39', '14L', '34L', '1', '2', '32', '14L', '7', '36', '37', '32R', '33', '8', '5', '11', '12', '33R', '39', '37', '11', '8', '14', '10', '33R', '8', '8', '33L', '9', '6', '1', '36', '3', '12', '32', '34R', '12L', '33L', '40', '32L', '34', '35', '32R', '32L', '33', '12', '33L', '32', '8', '33', '39', '16', '14L', '32R', '40', '12', '31', '9', '12', '11', '37', '33', '32', '4', '8', '32', '34L', '32R', '34', '12', '14R', '32', '9', '33R', '34', '14', '14R', '36', '36', '36', '1', '33L', '36'] Generation: 1 Score: 56 Chromosome: ['31' '36' '34' '34R' '32R' '14R' '34L' '37' '32L' '34' '15' '14' '6' '9' '33' '32L' '34R' '40' '3' '12R' '9' '5' '34' '32L' '34' '9' '12R' '12' '34' '34' '32' '34L' '12' '34R' '11' '11' '32L' '32R' '4' '14' '10' '10' '12' '32L' '32' '11' '39' '31' '32L' '14L' '33R' '38' '9' '36' '4' '40' '14R' '6' '14' '9' '39' '14L' '34L' '1' '2' '32' '14L' '7' '36' '37' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '9' '6' '1' '36' '3' '12' '32' '34R' '12L' '33L' '40' '32L' '14' '2' '37' '34' '4' '31' '36' '2' '34' '34' '31' '37' '12R' '33R' '34R' '34L' '34R' '34L' '11' '11' '1' '14' '8' '3' '1' '31' '37' '34R' '31' '31' '31' '33R' '8' '5' '12' '12L' '32' '34R' '32' '1' '3' '12R' '34'] Generation: 2 Score: 56 Chromosome: ['36' '37' '32' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '32R' '31' '32R' '40' '32' '2' '34L' '36' '32' '10' '10' '12' '32L' '32' '11' '39' '31' '32L' '14L' '33R' '38' '9' '36' '4' '40' '14R' '6' '14' '9' '39' '14L' '34L' '1' '2' '32' '14L' '7' '36' '37' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '9' '6' '1' '36' '3' '12' '32' '34R' '12L' '33L' '40' '32L' '34' '35' '32R' '32L' '33' '12' '33L' '32' '8' '33' '39' '16' '14L' '32R' '40' '12' '31' '9' '12' '11' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 3 Score: 58 Chromosome: ['31' '36' '34' '34R' '32R' '14R' '34L' '37' '32L' '34' '15' '14' '6' '9' '33' '32L' '34R' '40' '3' '12R' '9' '5' '34' '32L' '34' '9' '12R' '12' '34' '34' '32' '34L' '12' '34R' '11' '11' '32L' '32R' '4' '14' '10' '10' '12' '32L' '32' '11' '39' '31' '32L' '14L' '33R' '38' '9' '36' '4' '40' '14R' '6' '14' '9' '39' '14L' '34L' '1' '2' '32' '14L' '7' '36' '37' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '9' '6' '1' '36' '6' '34' '34' '33L' '36' '7' '35' '37' '34' '35' '32R' '32L' '33' '12' '33L' '32' '8' '33' '39' '16' '14L' '32R' '40' '12' '31' '9' '12' '11' '37' '33' '32' '4' '8' '32' '34L' '32R' '34' '12' '14R' '32' '9' '33R' '34' '14' '14R' '36' '36' '36' '1' '33L' '36'] Generation: 4 Score: 58 Chromosome: ['14L' '36' '32' '34' '33R' '14R' '37' '2' '14L' '39' '14L' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '32' '31' '32L' '10' '33' '34L' '34' '12' '3' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '32' '38' '32R' '33' '34R' '10' '39' '38' '9' '12' '36' '36' '14R' '36' '9' '10' '11' '2' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 5 Score: 57 Chromosome: ['32' '36' '32' '34' '33R' '14R' '37' '2' '14L' '39' '14L' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '32' '31' '32L' '10' '33' '34L' '34' '12' '3' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '32' '38' '32R' '33' '34R' '10' '39' '38' '9' '12' '36' '36' '14R' '36' '9' '10' '11' '2' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 6 Score: 57 Chromosome: ['32' '36' '32' '34' '33R' '14R' '37' '2' '14L' '39' '14L' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '32' '31' '32L' '10' '33' '34L' '34' '12' '3' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '31' '32L' '12R' '36' '33' '14' '34' '36' '8' '33R' '31' '33R' '36' '36' '32L' '38' '32R' '33' '34R' '10' '39' '38' '9' '12' '36' '36' '14R' '36' '9' '10' '11' '2' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '32R' '40' '14' '12' '33' '6' '11' '9' '32R' '35' '37'] Generation: 7 Score: 57 Chromosome: ['32' '12R' '31' '32R' '34' '33' '15' '7' '35' '34R' '38' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '32' '31' '32L' '10' '33' '34L' '34' '12' '3' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '31' '32L' '12R' '36' '33' '14' '34' '36' '8' '33R' '31' '33R' '36' '36' '32L' '38' '32R' '33' '34R' '10' '39' '38' '9' '12' '36' '36' '14R' '36' '9' '10' '11' '2' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '32R' '40' '14' '12' '33' '6' '11' '9' '32R' '35' '37'] Generation: 8 Score: 55 Chromosome: ['36' '37' '32' '37' '37' '34' '33L' '34L' '35' '34R' '38' '11' '37' '7' '7' '14R' '4' '8' '2' '14R' '7' '32' '33' '1' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '32' '38' '32R' '33' '34R' '10' '39' '38' '9' '12' '36' '36' '14R' '36' '9' '10' '11' '2' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 9 Score: 59 Chromosome: ['12L' '36' '34' '35' '31' '32' '32' '33R' '32R' '34L' '40' '32' '35' '32' '6' '14R' '9' '8' '40' '33L' '33' '36' '11' '35' '33R' '35' '32L' '38' '31' '14' '6' '32' '11' '31' '14L' '14' '40' '35' '4' '14' '40' '7' '36' '9' '11' '14' '33R' '37' '32' '32L' '4' '32' '34' '33' '6' '32L' '12' '39' '33' '39' '40' '32R' '34R' '32R' '7' '14R' '14' '39' '36' '31' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '9' '6' '1' '38' '9' '12' '36' '36' '14R' '36' '9' '10' '11' '2' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 10 Score: 59 Chromosome: ['39' '32L' '12' '37' '37' '34' '33L' '34L' '35' '34R' '38' '11' '37' '7' '7' '14R' '4' '8' '40' '33L' '33' '36' '11' '35' '33R' '35' '32L' '38' '31' '14' '6' '32' '11' '31' '14L' '14' '40' '35' '4' '14' '40' '7' '36' '9' '11' '14' '33R' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '38' '4' '14R' '14' '39' '36' '31' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '9' '6' '1' '36' '3' '12' '32' '34R' '12L' '33L' '40' '32L' '34' '35' '32R' '32L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 11 Score: 57 Chromosome: ['39' '32L' '12' '37' '37' '34' '33L' '34L' '35' '34R' '38' '11' '37' '7' '7' '14R' '4' '8' '40' '33L' '33' '36' '11' '35' '33R' '35' '32L' '38' '31' '14' '6' '32' '11' '31' '14L' '14' '40' '35' '4' '14' '40' '7' '36' '9' '11' '14' '33R' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '38' '4' '14R' '14' '39' '36' '31' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '9' '6' '1' '36' '3' '12' '32' '34R' '12L' '33L' '40' '32L' '34' '35' '32R' '32L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '40' '32' '14' '33R' '37' '38' '32' '9' '33' '33L' '14' '33L' '32R' '32R' '38' '39' '33L'] Generation: 12 Score: 59 Chromosome: ['39' '32L' '12' '37' '37' '34' '33L' '34L' '35' '34R' '38' '11' '37' '7' '7' '14R' '4' '8' '2' '14R' '7' '32' '33' '1' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '38' '4' '14R' '14' '39' '36' '31' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '9' '6' '1' '36' '3' '12' '32' '34R' '12L' '33L' '40' '32L' '34' '35' '32R' '32L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '40' '32' '14' '33R' '37' '38' '32' '9' '33' '33L' '14' '33L' '32R' '32R' '38' '39' '33L'] Generation: 13 Score: 65 Chromosome: ['39' '32L' '12' '37' '37' '34' '33L' '34L' '35' '34R' '38' '11' '37' '7' '7' '14R' '4' '8' '2' '14R' '7' '32' '33' '1' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '38' '4' '14R' '14' '39' '36' '31' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 14 Score: 67 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '8' '2' '14R' '7' '32' '33' '1' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '38' '4' '14R' '14' '39' '36' '31' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 15 Score: 60 Chromosome: ['36' '37' '32' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '31' '32L' '12R' '36' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 16 Score: 60 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 17 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '34' '36' '8' '33R' '31' '33R' '36' '36' '32L' '38' '32R' '33' '34R' '10' '39' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 18 Score: 60 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 19 Score: 61 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 20 Score: 60 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 21 Score: 61 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '8' '2' '14R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 22 Score: 61 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '8' '2' '14R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 23 Score: 61 Chromosome: ['32' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '8' '2' '14R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 24 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '8' '2' '14R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '34L' '40' '36' '40' '33R' '36' '3' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 25 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 26 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 27 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '34R' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 28 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '34R' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 29 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '34R' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '35' '10' '32R' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 30 Score: 58 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '8' '37' '8' '34' '38' '12R' '33' '7' '14' '10' '11' '36' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '34L' '36' '32' '33' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 31 Score: 58 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '8' '37' '8' '34' '38' '12R' '7' '40' '11' '1' '11' '36' '33R' '32R' '31' '14' '3' '32R' '31' '32R' '40' '32' '2' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 32 Score: 58 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '32R' '31' '32R' '40' '32' '2' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 33 Score: 56 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '2' '14R' '7' '32' '33' '1' '11' '36' '33R' '32R' '31' '14' '3' '32R' '31' '32R' '40' '32' '2' '4' '4' '14' '40' '7' '36' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '40' '4' '11' '6' '32R' '14L' '38' '34L' '6' '14' '32' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 34 Score: 61 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 35 Score: 61 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '34' '38' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 36 Score: 61 Chromosome: ['39' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '3' '15' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 37 Score: 59 Chromosome: ['39' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '5' '31' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 38 Score: 60 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 39 Score: 60 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '12R' '7' '40' '11' '1' '11' '4' '32' '12L' '12' '31' '1' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '9' '12' '36' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 40 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '5' '31' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '32R' '31' '32R' '40' '32' '2' '4' '4' '14' '40' '7' '14L' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '34' '36' '8' '33R' '31' '33R' '36' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 41 Score: 58 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '12R' '7' '40' '11' '1' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 42 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '5' '31' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '32R' '31' '32R' '40' '32' '2' '4' '4' '14' '40' '7' '14L' '9' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 43 Score: 58 Chromosome: ['32' '12R' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '12R' '7' '40' '11' '1' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 44 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 45 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 46 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 47 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '5' '31' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 48 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 49 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 50 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '31' '32L' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '9' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 51 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 52 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 53 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 54 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 55 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 56 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '34' '33L' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '36' '31' '32L' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 57 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '33' '32' '37' '32L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 58 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 59 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '33' '32' '37' '32L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 60 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '33' '32' '37' '32L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 61 Score: 57 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '33' '32' '37' '32L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 62 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 63 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 64 Score: 56 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '35' '32L' '16' '33' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 65 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 66 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 67 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 68 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 69 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '12' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 70 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 71 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 72 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 73 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 74 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 75 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 76 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 77 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 78 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '33' '14' '31' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 79 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 80 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 81 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 82 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 83 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '36' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 84 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 85 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 86 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '33R' '34R' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 87 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 88 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 89 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 90 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '14R' '34L' '35' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 91 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '37' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 92 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 93 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 94 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 95 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 96 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '14R' '34L' '35' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 97 Score: 59 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '32' '8' '14R' '8' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 98 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 99 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '40' '10' '32R' '12' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] Generation: 100 Score: 58 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '34' '38' '12R' '7' '7' '14' '10' '11' '36' '33R' '32R' '31' '14' '3' '34L' '34' '32R' '32R' '14' '32R' '4' '4' '14' '40' '7' '14L' '34L' '32' '31' '10' '34R' '12' '33L' '34L' '38' '39' '33' '32R' '31' '14' '4' '34' '10' '33L' '39' '33R' '38' '4' '14R' '14' '39' '36' '38' '1' '12R' '36' '33' '14' '34' '3' '6' '7' '31' '32' '39' '9' '40' '33' '1' '16' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '31' '31' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10'] **** Best solution - Generation: 14 Score: 67 Chromosome: ['39' '32L' '12' '12' '14' '15' '34L' '33' '34R' '32L' '38' '14' '5' '31' '7' '14R' '34L' '8' '2' '14R' '7' '32' '33' '1' '35' '10' '32R' '34' '12' '31' '32L' '34' '34' '34R' '12' '14' '40' '35' '4' '14' '40' '7' '36' '9' '32' '31' '10' '31' '34' '12R' '4' '33L' '4' '14L' '32R' '31' '14' '4' '11' '6' '32R' '14L' '38' '38' '4' '14R' '14' '39' '36' '31' '32R' '33' '8' '5' '11' '12' '33R' '39' '37' '11' '8' '14' '10' '33R' '8' '8' '33L' '31' '32L' '3' '12R' '38' '14' '6' '12R' '34L' '7' '9' '34R' '11' '35' '34' '12L' '36' '11' '34' '31' '2' '11' '32' '14L' '12R' '36' '12' '14' '31' '7' '33' '12R' '37' '11' '10' '33L' '7' '12' '33' '9' '34' '14' '32R' '40' '8' '31' '31' '33R' '39' '9' '33L' '32' '33' '34R' '10']
In [21]:
population_size2 = 50
ga2 = GeneticAlgorithm(population_size2)
result2 = ga2.solve(number_of_generations)
Generation: 0 Score: 58 Chromosome: ['32L', '37', '11', '16', '12', '32R', '32R', '8', '33', '33L', '16', '14', '7', '39', '8', '16', '32L', '6', '34', '34', '10', '5', '14', '35', '33', '10', '12L', '32', '32L', '12', '1', '14', '11', '34', '33L', '11', '32', '1', '32R', '34', '3', '4', '34', '32L', '12', '11', '6', '36', '39', '14R', '5', '40', '6', '14', '32', '12', '31', '2', '34', '2', '5', '36', '33R', '8', '5', '16', '39', '4', '9', '37', '4', '33', '33R', '32L', '12', '34', '39', '10', '8', '34', '6', '12R', '32', '39', '8', '34', '38', '40', '35', '8', '12L', '34', '31', '9', '14L', '12R', '31', '40', '10', '34', '5', '32', '34R', '37', '14', '37', '10', '6', '33', '2', '12L', '34L', '33L', '16', '12L', '34R', '3', '34', '12L', '33', '11', '4', '34L', '33R', '32', '8', '31', '32', '12', '37', '40', '7', '32', '33', '33R', '32R', '34L', '15', '3', '32L', '11', '8'] Generation: 1 Score: 58 Chromosome: ['32L' '37' '11' '16' '12' '32R' '32R' '8' '33' '33L' '16' '14' '7' '39' '8' '16' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '10' '12L' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '36' '34' '33' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '40' '40'] Generation: 2 Score: 61 Chromosome: ['32L' '37' '11' '16' '12' '32R' '32R' '8' '33' '33L' '16' '14' '7' '39' '8' '16' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '10' '12L' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '12' '7' '38' '37' '14' '5' '2' '12' '32L' '37' '33L' '8' '9' '11' '12' '35' '3' '34R' '34' '34L' '36' '34'] Generation: 3 Score: 61 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '10' '32L' '34R' '33' '12' '10' '34R' '10' '16' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '10' '12L' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '12' '7' '38' '37' '14' '5' '2' '12' '32L' '37' '33L' '8' '9' '11' '12' '35' '3' '34R' '34' '34L' '36' '34'] Generation: 4 Score: 60 Chromosome: ['32R' '40' '33' '34' '35' '33R' '16' '7' '40' '38' '14R' '11' '9' '8' '31' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '34R' '12' '31' '9' '34R' '14' '8' '12' '31' '1' '34L' '32' '34' '39' '32' '39' '34' '31' '34' '33' '14L' '15' '14' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '12' '7' '38' '37' '14' '5' '2' '12' '32L' '37' '33L' '8' '9' '11' '12' '35' '3' '34R' '34' '34L' '36' '34'] Generation: 5 Score: 58 Chromosome: ['34' '31' '34' '12R' '14' '32L' '33L' '6' '12R' '36' '35' '12' '4' '40' '7' '14L' '5' '31' '33L' '34L' '10' '5' '14' '35' '33' '10' '12L' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '38' '14L' '14R' '34R' '33L' '32L' '5' '32L' '5' '34L' '14R' '34L' '31' '6' '34R' '32' '5' '4' '35' '38' '14' '33R' '34' '34R' '1' '14L' '31' '34' '31' '14' '31' '34R' '2' '12' '34R' '12R' '32' '39' '32L' '9' '15' '37' '36' '35' '12L' '40' '11' '33' '11' '14' '33' '5' '2' '14' '4' '15' '14L' '5' '32' '39' '34L' '5' '32' '3' '11' '14R' '38' '14R' '16' '39' '10' '12' '14' '2' '12' '38' '40' '1' '32' '40' '3' '33' '33R' '12R' '32' '32L' '7' '11' '35' '16' '33' '32R' '34L' '33' '12R' '35'] Generation: 6 Score: 60 Chromosome: ['32L' '37' '11' '12R' '14' '32L' '33L' '6' '12R' '36' '35' '12' '4' '40' '7' '14L' '5' '31' '33L' '34L' '9' '5' '33' '33R' '32' '6' '12R' '39' '33' '14' '5' '33' '31' '7' '32' '32' '1' '39' '10' '14' '2' '39' '14L' '2' '11' '31' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '36' '34' '33' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '40' '40'] Generation: 7 Score: 59 Chromosome: ['32' '12L' '32' '31' '35' '34R' '34R' '34L' '14' '12L' '34' '11' '10' '8' '7' '39' '8' '33L' '33L' '32R' '32' '32' '14' '33R' '32' '6' '12R' '39' '33' '14' '5' '33' '31' '7' '32' '32' '1' '39' '10' '14' '2' '39' '14L' '2' '11' '31' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '38' '14R' '16' '39' '10' '12' '33' '9' '33' '34L' '34R' '9' '32' '3' '33' '11' '12' '34' '37' '9' '37' '12' '12R' '34' '38' '12' '38' '33' '14' '32L'] Generation: 8 Score: 62 Chromosome: ['32L' '37' '11' '12R' '14' '32L' '33L' '6' '12R' '36' '35' '12' '4' '40' '7' '14L' '5' '31' '33L' '34L' '9' '5' '33' '6' '39' '32L' '11' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '31' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '38' '14R' '16' '39' '10' '12' '33' '9' '33' '34L' '34R' '9' '32' '3' '33' '11' '12' '34' '37' '9' '37' '12' '12R' '34' '38' '12' '38' '33' '14' '32L'] Generation: 9 Score: 61 Chromosome: ['34R' '32' '14' '37' '16' '12L' '16' '7' '40' '38' '14R' '11' '9' '8' '31' '40' '10' '39' '1' '34R' '32' '7' '14' '5' '33L' '7' '12L' '37' '32L' '12' '9' '35' '33' '37' '34R' '32' '33' '34R' '37' '14' '36' '31' '12R' '10' '14' '11' '4' '12R' '31' '33R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '38' '14R' '16' '39' '10' '12' '33' '9' '33' '34L' '34R' '9' '32' '3' '33' '11' '12' '34' '37' '9' '37' '12' '12R' '34' '38' '12' '38' '33' '14' '32L'] Generation: 10 Score: 61 Chromosome: ['32' '12L' '32' '31' '35' '34R' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '34R' '12' '31' '9' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '12R' '10' '14' '11' '4' '12R' '31' '33R' '8' '34L' '37' '32R' '35' '33R' '33R' '6' '11' '1' '33R' '39' '4' '9' '34L' '14R' '32' '35' '5' '5' '32R' '12R' '3' '39' '32' '12' '32R' '5' '33' '33' '32R' '14R' '31' '2' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '34L' '33L' '16' '12L' '34R' '3' '34' '12L' '33' '11' '4' '34L' '33R' '32' '8' '31' '32' '12' '37' '37' '9' '37' '12' '12R' '34' '38' '12' '38' '33' '14' '32L'] Generation: 11 Score: 60 Chromosome: ['12L' '12R' '33' '34' '16' '12' '39' '7' '40' '38' '14R' '11' '9' '8' '31' '40' '10' '39' '1' '34R' '32' '7' '14' '5' '33L' '7' '12L' '37' '32L' '12' '9' '35' '33' '37' '34R' '32' '33' '34R' '37' '14' '36' '31' '12R' '10' '14' '11' '4' '12R' '31' '33R' '8' '34L' '37' '32R' '35' '33R' '33R' '6' '11' '1' '33R' '36' '33R' '8' '5' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '34L' '33L' '16' '12L' '34R' '3' '34' '12L' '33' '11' '4' '32L' '32L' '11' '39' '31' '12' '37' '40' '14R' '32' '2' '12' '32' '38' '36' '14L' '10' '32L' '11' '8'] Generation: 12 Score: 61 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '10' '12L' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '38' '14L' '14R' '34R' '33L' '32L' '5' '32L' '5' '34L' '14R' '34L' '31' '6' '34R' '32' '5' '4' '35' '38' '14' '33R' '34' '34R' '1' '14L' '31' '34' '31' '14' '31' '34R' '2' '12' '34R' '12R' '32' '39' '32L' '9' '15' '37' '36' '35' '12L' '40' '11' '33' '11' '14' '33' '5' '2' '31' '6' '33' '11' '37' '31' '4' '40' '6' '12' '3' '11' '14R' '6' '15' '11' '40' '3' '14' '16' '34' '12' '38' '5' '8' '14' '31' '31' '32' '32L' '33L' '12R' '10' '34L' '14' '12R' '34' '38' '12' '38' '33' '14' '32L'] Generation: 13 Score: 62 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '34R' '12' '31' '9' '34R' '14' '8' '12' '31' '1' '34L' '32' '34' '39' '35' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '34L' '33L' '16' '12L' '34R' '3' '14' '16' '34' '12' '38' '5' '8' '14' '31' '31' '32' '32L' '33L' '12R' '10' '34L' '14' '12R' '34' '38' '12' '38' '33' '14' '32L'] Generation: 14 Score: 60 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '31' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '32' '34' '39' '35' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '34' '32' '1' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '2' '40' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 15 Score: 60 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '34R' '12' '31' '9' '34R' '14' '8' '12' '31' '1' '34L' '32' '34' '39' '35' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '34L' '33L' '16' '12L' '34R' '3' '14' '16' '34' '14' '31' '33R' '5' '32' '8' '31' '32' '12' '37' '40' '7' '32' '33' '33R' '32R' '34L' '15' '3' '32L' '11' '8'] Generation: 16 Score: 57 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '31' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '32' '34' '39' '35' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '34' '33' '9' '34L' '33R' '39' '37' '14' '14' '2' '12' '38' '40' '1' '32' '40' '3' '33' '33R' '12R' '32' '32L' '7' '11' '35' '16' '37' '32R' '3' '5' '34' '34'] Generation: 17 Score: 58 Chromosome: ['32R' '40' '33' '34' '16' '12' '12L' '7' '40' '38' '32L' '11' '32L' '33R' '8' '15' '37' '34R' '5' '33' '10' '32' '14' '32L' '34R' '32L' '11' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '8' '11' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '34L' '33L' '16' '12L' '34R' '3' '14' '16' '34' '12' '38' '5' '8' '14' '31' '31' '32' '32L' '33L' '12R' '10' '40' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 18 Score: 60 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '31' '12' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '8' '11' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '34L' '33L' '16' '12L' '34R' '3' '14' '16' '34' '12' '38' '5' '8' '14' '31' '31' '32' '32L' '33L' '12R' '10' '40' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 19 Score: 62 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '31' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '32' '34' '39' '35' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '8' '11' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '34L' '33L' '16' '12L' '34R' '3' '14' '16' '34' '12' '38' '5' '8' '14' '31' '31' '32' '32L' '33L' '12R' '10' '40' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 20 Score: 59 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '10' '32L' '34R' '33' '12' '10' '34R' '10' '16' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '10' '12L' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '9' '40' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '34' '32' '1' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '2' '40' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 21 Score: 60 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '5' '33' '10' '32' '14' '32L' '34R' '32L' '11' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14' '1' '38' '33' '32' '39' '14R' '32R' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 22 Score: 60 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '34R' '32L' '11' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '40' '40'] Generation: 23 Score: 61 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '31' '12' '32' '32L' '12' '1' '14' '11' '34' '33L' '11' '32' '1' '32R' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 24 Score: 60 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '10' '32L' '34R' '32L' '11' '32L' '34R' '10' '16' '32L' '6' '34' '34' '10' '5' '14' '35' '34R' '32L' '11' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 25 Score: 59 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '32' '32' '1' '39' '10' '14' '2' '39' '14L' '2' '11' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '34' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '34' '33' '9' '34L' '33R' '39' '37' '14' '14' '2' '12' '38' '40' '1' '32' '40' '3' '33' '33R' '12R' '32' '32L' '7' '11' '35' '16' '4' '31' '10' '32L' '40' '40'] Generation: 26 Score: 62 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '7' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '40' '40'] Generation: 27 Score: 62 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '7' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '40' '40'] Generation: 28 Score: 62 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '7' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '34' '5' '32' '34R' '37' '14' '37' '10' '6' '33' '2' '12L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '40' '40'] Generation: 29 Score: 64 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '15' '32L' '6' '34' '34' '10' '5' '14' '35' '33' '7' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '34' '5' '32' '34R' '37' '32' '1' '3' '33R' '11' '3' '11' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '5' '31' '36' '32R' '37' '2' '40' '14' '14L' '36' '37' '14L' '10' '40' '12R' '32L'] Generation: 30 Score: 63 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '32' '32' '1' '39' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14' '1' '40' '6' '14' '32' '12' '31' '32R' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '11' '40' '36' '34L' '32R' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '34' '33' '9' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '5' '31' '36' '32R' '37' '2' '40' '14' '14L' '36' '37' '14L' '10' '40' '12R' '32L'] Generation: 31 Score: 63 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '33' '39' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '34' '33' '9' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '5' '31' '36' '32R' '37' '2' '40' '14' '14L' '36' '37' '14L' '10' '40' '12R' '32L'] Generation: 32 Score: 62 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '32L' '33R' '8' '33' '39' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '34' '33' '9' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '5' '31' '36' '32R' '37' '2' '40' '14' '14R' '32R' '4' '31' '10' '32L' '40' '40'] Generation: 33 Score: 64 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12' '32' '32L' '12' '1' '14' '11' '8' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '32R' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '34' '33' '9' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '5' '31' '36' '32R' '37' '2' '40' '14' '14L' '36' '37' '14L' '10' '40' '12R' '32L'] Generation: 34 Score: 62 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '37' '32L' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '37' '33' '14' '5' '33' '31' '7' '32' '32' '1' '39' '8' '12' '1' '35' '11' '34' '31' '11' '6' '36' '39' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '11' '3' '11' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '5' '31' '36' '32R' '37' '2' '40' '14' '14L' '36' '37' '14L' '10' '40' '12R' '32L'] Generation: 35 Score: 62 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '37' '33' '14' '5' '33' '31' '7' '32' '32' '1' '39' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '14R' '32R' '2' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '36' '1' '34' '32' '16' '31' '11' '40' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '34' '32' '1' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 36 Score: 63 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '37' '33' '14' '5' '33' '31' '7' '32' '32' '1' '39' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '14R' '32R' '2' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '36' '1' '34' '32' '16' '31' '11' '40' '14L' '12R' '31' '40' '10' '34' '5' '32' '34R' '34' '32' '1' '10' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 37 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '37' '33' '14' '5' '33' '31' '7' '32' '32' '1' '39' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '14R' '32R' '2' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 38 Score: 63 Chromosome: ['32R' '12L' '14' '37' '16' '12L' '34R' '10' '32L' '34R' '39' '31' '35' '34R' '33' '33' '37' '34R' '5' '34' '10' '5' '14' '35' '34R' '32L' '11' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '14R' '32R' '2' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 39 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '37' '33' '14' '5' '33' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 40 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '32' '14R' '32R' '32R' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '10' '40' '31' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 41 Score: 67 Chromosome: ['32R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 42 Score: 69 Chromosome: ['32R' '12L' '14' '31' '11' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 43 Score: 67 Chromosome: ['34R' '32' '14' '37' '16' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 44 Score: 66 Chromosome: ['32R' '12L' '14' '37' '16' '12L' '34R' '10' '32L' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 45 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 46 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12L' '34R' '34L' '14' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 47 Score: 66 Chromosome: ['32R' '12L' '14' '37' '16' '12L' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 48 Score: 64 Chromosome: ['32R' '12L' '14' '37' '16' '12L' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 49 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 50 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '14' '35' '34R' '32L' '11' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 51 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '40' '8' '7' '32R' '31' '6' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 52 Score: 65 Chromosome: ['34R' '32' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '14R' '37' '33' '14' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 53 Score: 65 Chromosome: ['32R' '12L' '14' '37' '16' '12L' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 54 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '32' '1' '3' '6' '33' '33R' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 55 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 56 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '37' '33' '14' '5' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '32' '14R' '32R' '32R' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '10' '40' '31' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 57 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '1' '40' '6' '32' '32' '14R' '32R' '32R' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '10' '40' '31' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 58 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '37' '33' '14' '5' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '7' '34' '5' '32' '34R' '34' '32' '1' '10' '6' '33' '33R' '32L' '33' '9' '15' '11' '40' '35' '14' '36' '39' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 59 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '14L' '4' '9' '34L' '16' '39' '10' '40' '31' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 60 Score: 64 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '9' '8' '31' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 61 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 62 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 63 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '10' '32L' '12L' '34' '11' '9' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 64 Score: 64 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '34R' '32L' '11' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '37' '14' '31' '33R' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '8'] Generation: 65 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '5' '32' '34R' '34' '14' '32' '36' '40' '14' '10' '32L' '33' '9' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 66 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '5' '32' '34R' '34' '14' '32' '36' '40' '14' '10' '32L' '33' '9' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 67 Score: 64 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '31' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '31' '1' '34L' '5' '34' '3' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 68 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '33' '9' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32R' '37' '32R' '31' '33' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 69 Score: 68 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 70 Score: 68 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '33R' '9' '11' '33L' '33L' '34' '32R' '32R' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 71 Score: 68 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '33R' '9' '11' '33L' '33L' '34' '32R' '32R' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 72 Score: 68 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 73 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 74 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '9' '14' '35' '34R' '32L' '12L' '37' '33' '14' '5' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 75 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '14' '34R' '39' '11' '9' '8' '32' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 76 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 77 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 78 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '34'] Generation: 79 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 80 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '32L' '12L' '34' '11' '9' '8' '31' '16' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 81 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 82 Score: 65 Chromosome: ['32R' '12L' '14' '37' '16' '12L' '34R' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 83 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 84 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '2'] Generation: 85 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '40' '32L' '6' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 86 Score: 67 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 87 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '3' '5' '34' '40'] Generation: 88 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 89 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32R' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '40'] Generation: 90 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 91 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '9' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 92 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '1' '34' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '4' '31' '3' '32L' '40' '40'] Generation: 93 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '1' '34' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '7' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '4' '31' '3' '32L' '40' '40'] Generation: 94 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 95 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '34R' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '35' '11' '34' '31' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 96 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '9' '8' '32' '40' '32L' '6' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 97 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '10' '14' '34R' '39' '31' '35' '8' '32' '40' '8' '7' '32R' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '12' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '33L' '34' '32R' '32R' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '40'] Generation: 98 Score: 65 Chromosome: ['32R' '12L' '14' '37' '16' '12L' '34R' '10' '14' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '32' '39' '8' '34' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '9' '11' '33L' '33L' '34' '32R' '32R' '34' '32R' '1' '14' '14L' '36' '37' '32R' '3' '5' '34' '40'] Generation: 99 Score: 66 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '34L' '14' '12L' '34' '11' '35' '8' '32' '40' '8' '7' '37' '37' '10' '5' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '32R' '2' '9' '11' '33L' '33L' '34' '32R' '32L' '34' '32R' '1' '34' '14R' '32R' '4' '31' '10' '32L' '11' '34'] Generation: 100 Score: 65 Chromosome: ['32R' '12L' '14' '31' '11' '12R' '39' '39' '38' '12L' '34' '11' '10' '8' '32' '40' '32L' '6' '37' '37' '10' '9' '14' '35' '33' '7' '12L' '34R' '32L' '11' '34' '15' '11' '36' '16' '11' '31' '33' '8' '12' '1' '4' '34' '32L' '12' '11' '6' '36' '15' '14R' '5' '40' '6' '32' '39' '14R' '32R' '32R' '11' '3' '10' '39' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '6' '31' '38' '40' '35' '8' '12L' '31' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '14' '36' '39' '14' '32R' '2' '9' '11' '33L' '5' '31' '32R' '32L' '34' '32R' '1' '14' '14L' '36' '37' '31' '10' '32L' '11' '34'] **** Best solution - Generation: 42 Score: 69 Chromosome: ['32R' '12L' '14' '31' '11' '12L' '34R' '34L' '14' '12L' '34' '11' '10' '8' '32' '40' '8' '7' '32R' '31' '6' '9' '11' '10' '34R' '39' '14R' '37' '33' '14' '34' '15' '11' '36' '16' '11' '31' '33' '10' '14' '2' '39' '14L' '2' '11' '34' '33' '14L' '15' '14R' '5' '40' '6' '14' '32' '12' '31' '2' '34' '2' '5' '14L' '4' '9' '34L' '16' '39' '4' '9' '37' '4' '33' '33R' '32L' '12' '34' '39' '10' '8' '34' '6' '12R' '34L' '34L' '8' '34' '38' '40' '35' '8' '12L' '34' '31' '9' '14L' '12R' '31' '40' '10' '31' '31' '12L' '33L' '32L' '14' '32' '36' '40' '14' '10' '32L' '14R' '6' '15' '11' '40' '35' '12' '14L' '37' '14' '31' '33R' '5' '33' '33L' '5' '31' '32R' '32L' '34' '32R' '40' '14' '14R' '32R' '4' '31' '10' '32L' '11' '8']
In [22]:
population_size3 = 80
ga3 = GeneticAlgorithm(population_size3)
result3 = ga3.solve(number_of_generations)
Generation: 0 Score: 58 Chromosome: ['12L', '14', '34', '12', '32', '38', '34', '3', '33', '15', '33', '12', '8', '8', '7', '37', '32R', '10', '3', '32L', '7', '32R', '12', '34L', '40', '31', '38', '36', '12', '12', '10', '12R', '14', '32', '12R', '33', '9', '6', '3', '34', '6', '2', '14R', '6', '32', '12', '34', '32', '11', '32', '6', '32L', '34', '14', '35', '35', '15', '33R', '12', '33L', '8', '34L', '39', '35', '37', '31', '34L', '39', '34L', '36', '40', '14R', '33', '6', '11', '32', '1', '32', '6', '33', '34', '33L', '9', '4', '6', '36', '34R', '34', '40', '32', '32', '2', '32', '7', '11', '36', '32L', '9', '32L', '12', '34L', '15', '14R', '4', '14', '32L', '5', '1', '11', '37', '39', '14L', '10', '15', '31', '4', '5', '34', '32R', '34L', '12', '6', '36', '2', '34', '40', '32', '11', '33R', '14L', '37', '4', '8', '32', '32R', '31', '33', '35', '33L', '10', '32', '40'] Generation: 1 Score: 58 Chromosome: ['15' '34' '33' '12L' '15' '33' '40' '10' '33L' '37' '31' '11' '9' '40' '9' '12R' '10' '34R' '32L' '12R' '34' '7' '12' '4' '31' '34L' '34' '37' '14' '33' '32L' '40' '34' '7' '33R' '14' '5' '6' '34L' '12' '8' '34R' '15' '34R' '33' '12' '4' '35' '32R' '38' '32R' '33R' '2' '16' '9' '14L' '12' '34R' '32' '33R' '2' '33L' '7' '8' '9' '31' '33' '9' '38' '10' '38' '38' '34R' '38' '33' '32' '5' '10' '5' '33' '34R' '35' '4' '33' '32L' '2' '12R' '9' '8' '35' '35' '32R' '14' '34R' '12R' '32R' '31' '38' '34' '31' '4' '32' '34R' '6' '32' '32' '33' '1' '12' '6' '12R' '12' '39' '16' '15' '6' '4' '12' '33R' '10' '33' '32R' '39' '38' '11' '34' '10' '14' '33L' '38' '35' '32L' '31' '14' '37' '14R' '37' '32R' '5' '5' '31' '37'] Generation: 2 Score: 53 Chromosome: ['34R' '40' '12' '11' '12' '14R' '39' '37' '14R' '11' '32L' '32' '2' '4' '31' '14L' '40' '38' '2' '33R' '9' '34L' '31' '33L' '33L' '33L' '35' '15' '36' '32' '37' '36' '32' '10' '11' '31' '7' '40' '33' '33' '6' '34' '16' '33R' '34' '12' '35' '38' '32L' '14' '7' '14L' '34L' '14R' '32' '40' '14R' '10' '11' '10' '6' '33L' '38' '9' '3' '12L' '40' '32' '7' '10' '4' '36' '32L' '33R' '12' '33' '3' '35' '3' '11' '7' '37' '34R' '3' '37' '37' '14R' '10' '7' '31' '34R' '8' '31' '32L' '15' '15' '31' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '35' '11' '34R' '38' '33' '33' '3' '33' '33R' '3' '2' '11' '39' '35' '12' '12L' '39' '15' '32R' '36' '14' '11' '33' '32L' '34' '1' '33' '34R' '5'] Generation: 3 Score: 64 Chromosome: ['14L' '12' '32' '12L' '32R' '33' '11' '7' '15' '12' '34L' '11' '34R' '4' '7' '38' '37' '34R' '34R' '14L' '10' '32R' '34' '37' '11' '4' '12R' '14L' '12L' '32' '9' '40' '34' '37' '11' '12' '5' '3' '37' '14' '10' '4' '34' '34R' '11' '14' '33' '32R' '12R' '32L' '4' '12' '10' '15' '36' '35' '12R' '10' '12' '40' '34R' '12L' '8' '38' '36' '34' '12L' '9' '31' '32L' '7' '14R' '38' '39' '12' '32' '34' '8' '36' '11' '2' '35' '34R' '37' '34R' '33R' '34L' '37' '34' '35' '33' '34R' '12' '7' '34' '12R' '33R' '32' '1' '33' '32L' '14R' '39' '34R' '33' '10' '6' '32R' '31' '37' '34L' '33L' '9' '34L' '14L' '32L' '32L' '11' '12L' '9' '14' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '40' '14' '32L' '11' '8' '34' '33' '6'] Generation: 4 Score: 56 Chromosome: ['11' '32L' '31' '12L' '34' '12' '39' '9' '31' '34L' '14R' '14' '7' '35' '32' '15' '32R' '37' '32' '15' '10' '40' '12' '33R' '35' '3' '32' '40' '14' '11' '5' '40' '11' '33R' '37' '14' '39' '6' '4' '33' '33' '3' '36' '37' '33' '14' '5' '36' '40' '34' '6' '11' '4' '40' '32R' '31' '31' '5' '33' '2' '8' '38' '32R' '10' '32L' '33L' '34' '32R' '1' '39' '34L' '36' '9' '33' '12' '32' '10' '35' '38' '33' '1' '12L' '4' '8' '38' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '11' '33R' '36' '31' '40' '39' '40' '3' '2' '33' '15' '2' '33' '32' '7' '33R' '12' '10' '1' '12' '14' '35' '12' '32L' '6' '32' '11' '34R' '35' '32' '40' '33L' '15' '32L'] Generation: 5 Score: 55 Chromosome: ['12R' '14' '14' '37' '14L' '32L' '36' '39' '33L' '33' '33R' '12' '36' '34L' '8' '16' '10' '38' '36' '32' '6' '4' '34' '5' '14' '33' '32L' '31' '39' '31' '4' '11' '32' '8' '37' '11' '5' '34L' '7' '11' '10' '32R' '31' '4' '12' '14' '34R' '14L' '32' '38' '32L' '15' '33' '33L' '34R' '14' '34R' '31' '12' '6' '33' '34R' '9' '33R' '32R' '37' '14L' '33L' '2' '34' '33L' '33' '6' '33R' '14' '11' '32' '38' '5' '34' '34' '11' '8' '37' '40' '34L' '12R' '7' '32' '32R' '32L' '33R' '33' '32R' '32L' '15' '34' '1' '8' '11' '38' '32L' '14R' '34' '32' '40' '36' '32' '31' '8' '32R' '15' '34L' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '40' '14' '32L' '11' '8' '34' '33' '6'] Generation: 6 Score: 57 Chromosome: ['33R' '33L' '12' '12L' '34L' '34' '37' '31' '16' '14' '38' '12' '5' '3' '9' '39' '31' '3' '2' '32R' '8' '6' '12' '32L' '11' '37' '38' '11' '14' '11' '5' '40' '11' '33R' '37' '14' '39' '6' '4' '33' '33' '3' '36' '37' '33' '14' '5' '36' '40' '34' '6' '11' '4' '40' '32R' '31' '31' '5' '33' '2' '8' '38' '32R' '10' '32L' '33L' '34' '32R' '1' '39' '34L' '36' '9' '33' '12' '32' '10' '35' '38' '33' '1' '12L' '4' '8' '38' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '11' '33R' '36' '31' '40' '39' '40' '3' '2' '33' '15' '2' '33' '32' '7' '33R' '12' '10' '1' '12' '14' '35' '12' '32L' '6' '32' '11' '34R' '35' '32' '40' '33L' '15' '5'] Generation: 7 Score: 58 Chromosome: ['34R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '12' '5' '3' '9' '39' '31' '3' '2' '32R' '8' '6' '12' '32L' '11' '37' '38' '11' '14' '11' '5' '40' '11' '33R' '37' '14' '39' '6' '4' '33' '33' '3' '36' '37' '33' '14' '5' '36' '40' '34' '6' '11' '4' '40' '32R' '31' '31' '5' '33' '2' '8' '38' '32R' '10' '32L' '33L' '34' '32R' '1' '39' '34L' '36' '9' '33' '12' '32' '10' '35' '38' '33' '1' '12L' '4' '8' '38' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '11' '33R' '36' '31' '40' '39' '40' '3' '2' '33' '15' '2' '33' '32' '7' '33R' '12' '10' '1' '12' '14' '35' '12' '32L' '6' '32' '11' '34R' '35' '32' '40' '33L' '15' '5'] Generation: 8 Score: 56 Chromosome: ['11' '32L' '31' '12L' '34' '12' '15' '3' '33R' '32L' '38' '32' '7' '6' '7' '16' '36' '7' '35' '34' '9' '5' '11' '6' '37' '39' '34L' '36' '14' '32' '10' '15' '11' '2' '12L' '11' '2' '39' '3' '33' '1' '5' '33L' '40' '14' '14' '40' '33R' '15' '34R' '31' '40' '33' '16' '4' '38' '37' '5' '12' '31' '7' '34L' '38' '33' '33R' '33L' '40' '36' '39' '34R' '34L' '11' '32L' '34' '32' '33' '33' '8' '34R' '33' '1' '12L' '4' '8' '38' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '11' '33R' '36' '31' '40' '39' '40' '3' '2' '33' '15' '2' '33' '32' '7' '33R' '12' '10' '1' '12' '14' '35' '12' '32L' '6' '32' '11' '34R' '35' '32' '40' '33L' '15' '5'] Generation: 9 Score: 55 Chromosome: ['37' '32L' '31' '12L' '34' '12' '15' '3' '33R' '32L' '38' '32' '7' '6' '7' '16' '36' '7' '35' '34' '9' '5' '11' '6' '37' '39' '34L' '36' '14' '32' '10' '15' '11' '2' '12L' '11' '2' '39' '3' '33' '1' '5' '33L' '40' '14' '14' '40' '33R' '15' '34R' '31' '40' '33' '16' '4' '38' '37' '5' '12' '31' '7' '34L' '38' '33' '33R' '33L' '40' '36' '39' '34R' '34L' '11' '32L' '34' '32' '33' '33' '8' '34R' '33' '1' '12L' '4' '8' '38' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '11' '33R' '36' '31' '40' '39' '40' '3' '2' '33' '15' '2' '33' '32' '7' '33R' '12' '10' '1' '12' '14' '35' '12' '32L' '6' '32' '11' '34R' '35' '32' '40' '33L' '15' '5'] Generation: 10 Score: 56 Chromosome: ['12L' '12' '11' '14' '12' '34R' '32R' '32R' '32R' '39' '33L' '31' '33R' '38' '10' '34L' '34R' '10' '2' '36' '6' '4' '34' '5' '14' '33' '34' '40' '14' '11' '5' '40' '11' '33R' '37' '14' '39' '6' '4' '33' '33' '3' '36' '37' '33' '14' '5' '36' '40' '34' '6' '11' '4' '40' '32R' '14' '34R' '31' '12' '7' '8' '33L' '6' '32R' '2' '32L' '34R' '3' '32R' '34R' '38' '14L' '35' '31' '12' '34' '10' '35' '38' '33' '1' '12L' '4' '8' '38' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '12' '34L' '37' '36' '34' '34' '34L' '39' '2' '40' '35' '3' '8' '34' '35' '9' '12' '7' '34' '40' '14' '36' '4' '32' '36' '31' '14L' '33' '7' '33' '14L' '16' '34R' '14L' '33L' '32R' '36' '34L'] Generation: 11 Score: 58 Chromosome: ['34R' '14' '32' '12R' '31' '38' '37' '39' '33L' '33' '33R' '12' '36' '34L' '8' '16' '10' '34R' '3' '40' '33' '38' '34' '34L' '14R' '34L' '32L' '31' '39' '31' '4' '11' '32' '8' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '34R' '12L' '32' '5' '33' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '11' '2' '34R' '35' '11' '33' '14L' '34L' '9' '35' '34' '38' '37' '38' '33' '15' '8' '14' '2' '14R' '37' '33L' '31' '9' '12' '36' '34R' '15' '9' '14' '5' '31' '34R' '31' '35' '15' '12R' '37' '32L' '12' '4' '34' '31' '32R' '10' '31' '34' '40' '9' '33' '32' '40' '33' '14R' '14L' '33L' '32L' '39' '14' '32L' '32R' '38' '14L' '10' '9' '32' '5'] Generation: 12 Score: 56 Chromosome: ['38' '14R' '12' '34L' '34' '34' '12' '5' '33L' '12R' '37' '34' '35' '34L' '8' '14L' '3' '38' '10' '35' '8' '4' '32' '4' '12L' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '40' '31' '7' '4' '32' '31' '33R' '8' '37' '37' '33' '31' '39' '12L' '14L' '34R' '8' '16' '10' '34' '7' '12L' '40' '5' '33' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '31' '32L' '15' '15' '31' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '35' '11' '39' '33' '12' '33' '31' '11' '37' '31' '37' '34' '32' '40' '33' '14R' '14L' '33L' '32L' '39' '14' '32L' '32R' '38' '32R' '5' '33' '32R' '9'] Generation: 13 Score: 57 Chromosome: ['38' '14R' '12' '34L' '34' '34' '12' '5' '33L' '12R' '37' '34' '35' '34L' '8' '14L' '3' '38' '10' '35' '8' '4' '32' '4' '12L' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '40' '31' '7' '4' '32' '31' '33R' '8' '37' '37' '33' '31' '39' '12L' '14L' '34R' '8' '16' '10' '34' '7' '12L' '40' '5' '33' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '31' '32L' '15' '15' '31' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '32' '31' '8' '32R' '15' '34L' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '40' '14' '32L' '11' '8' '34' '33' '6'] Generation: 14 Score: 58 Chromosome: ['12R' '14R' '12' '34L' '34' '34' '12' '5' '33L' '12R' '37' '34' '35' '34L' '8' '14L' '3' '38' '10' '35' '8' '4' '32' '4' '12L' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '40' '31' '7' '4' '32' '31' '33R' '8' '37' '37' '33' '31' '39' '12L' '14L' '34R' '8' '16' '10' '34' '7' '12L' '40' '5' '33' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '31' '32L' '15' '15' '31' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '32' '31' '8' '32R' '15' '34L' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '40' '14' '32L' '11' '8' '34' '33' '6'] Generation: 15 Score: 58 Chromosome: ['11' '32L' '31' '12L' '34' '12' '15' '3' '33R' '32L' '38' '32' '7' '6' '7' '16' '36' '7' '35' '34' '9' '5' '11' '6' '37' '39' '34L' '36' '14' '32' '10' '15' '11' '2' '12L' '11' '2' '6' '4' '33' '33' '3' '35' '7' '33' '34' '34L' '32R' '32R' '36' '40' '12L' '37' '12L' '33' '15' '39' '5' '33' '6' '8' '32R' '33' '3' '32' '15' '31' '32R' '5' '2' '2' '34L' '8' '34L' '11' '12' '35' '38' '2' '14' '10' '33' '6' '5' '33L' '10' '16' '31' '2' '38' '16' '3' '33' '9' '12L' '39' '32' '2' '9' '12' '36' '34R' '15' '9' '31' '32R' '2' '6' '14' '33L' '33L' '34' '37' '12R' '35' '32R' '7' '12' '14L' '36' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 16 Score: 60 Chromosome: ['32' '12L' '32' '32R' '16' '38' '40' '37' '14' '33L' '40' '34' '4' '32R' '31' '33R' '33L' '5' '1' '16' '9' '5' '11' '6' '37' '39' '34L' '36' '14' '32' '10' '15' '11' '2' '12L' '11' '2' '39' '3' '33' '1' '5' '33L' '40' '14' '14' '39' '12L' '14L' '34R' '8' '16' '10' '34' '7' '12L' '40' '5' '33' '6' '8' '32L' '31' '32' '33' '15' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '11' '33R' '36' '31' '40' '39' '40' '3' '2' '33' '15' '2' '33' '32' '7' '33R' '12' '10' '1' '12' '14' '35' '12' '32L' '6' '14' '32L' '32R' '38' '14L' '10' '9' '32' '5'] Generation: 17 Score: 60 Chromosome: ['12R' '32' '34' '36' '14' '40' '11' '7' '34' '14R' '32' '31' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '34R' '12L' '32' '5' '33' '6' '8' '32R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '34' '34' '34L' '39' '2' '40' '35' '3' '8' '34' '35' '9' '12' '7' '34' '40' '14' '36' '4' '32' '36' '31' '14L' '33' '7' '33' '14L' '16' '34R' '14L' '33L' '32R' '36' '33L'] Generation: 18 Score: 59 Chromosome: ['12R' '14' '14' '37' '14L' '32L' '36' '39' '33L' '33' '32' '31' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '34R' '12L' '32' '5' '33' '6' '8' '32R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '12' '3' '9' '10' '34R' '6' '31' '1' '34' '14R' '33R' '37' '6' '14' '31' '12' '14' '5' '31' '9' '10' '32' '34' '34' '34L' '39' '2' '40' '35' '3' '8' '34' '35' '9' '12' '7' '34' '40' '14' '36' '4' '32' '36' '31' '14L' '33' '7' '33' '14L' '16' '34R' '14L' '33L' '32R' '36' '33L'] Generation: 19 Score: 59 Chromosome: ['34R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33R' '12' '36' '34L' '31' '32L' '33L' '5' '1' '16' '9' '5' '11' '6' '37' '39' '34L' '36' '14' '32' '10' '15' '11' '2' '12L' '11' '2' '39' '3' '33' '1' '5' '33L' '40' '14' '14' '39' '12L' '14L' '34R' '8' '16' '10' '34' '7' '12L' '40' '5' '33' '6' '8' '32R' '33' '3' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 20 Score: 59 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '11' '2' '12L' '11' '2' '39' '3' '33' '1' '5' '33L' '40' '14' '14' '39' '12L' '14L' '34R' '8' '16' '10' '34' '7' '12L' '40' '5' '33' '6' '8' '32R' '33' '3' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 21 Score: 58 Chromosome: ['34R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '31' '33R' '32R' '31' '32L' '33' '31' '39' '33' '8' '4' '12' '32L' '11' '37' '38' '11' '39' '32' '10' '15' '11' '32L' '40' '31' '7' '4' '32' '31' '33R' '8' '37' '37' '33' '31' '39' '12L' '14L' '34R' '8' '12L' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '12' '3' '9' '10' '34R' '32' '14' '2' '14R' '15' '31' '33R' '3' '31' '40' '40' '38' '7' '14' '9' '37' '5' '11' '31' '34R' '14' '38' '14' '16' '34L' '32' '14' '34L' '10' '12' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 22 Score: 60 Chromosome: ['11' '14R' '12' '34R' '38' '33' '33L' '34R' '12R' '39' '34' '12' '31' '10' '31' '14' '3' '35' '6' '14' '34' '10' '11' '31' '32R' '39' '33' '33R' '38' '34' '8' '11' '32' '32L' '40' '31' '7' '4' '32' '31' '33R' '8' '35' '7' '33' '31' '39' '12L' '14L' '34R' '8' '16' '10' '34' '7' '12L' '40' '5' '33' '6' '8' '32R' '33' '3' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '10' '9' '32' '5'] Generation: 23 Score: 61 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '7' '12L' '39' '5' '33' '6' '8' '32R' '33' '3' '32' '15' '31' '32R' '32' '9' '3' '12L' '8' '6' '14' '31' '32R' '10' '36' '34' '34R' '31' '39' '6' '33' '8' '15' '32R' '33' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '32' '34' '34R' '37' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '2' '40' '35' '3' '33' '12' '14L' '36' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 24 Score: 63 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '7' '12L' '39' '5' '33' '6' '8' '32R' '33' '3' '32' '15' '31' '32R' '32' '9' '3' '12L' '8' '6' '11' '12' '35' '38' '2' '14' '10' '33' '6' '5' '33L' '10' '16' '31' '2' '32' '32L' '8' '11' '36' '35' '35' '36' '5' '32R' '11' '40' '40' '38' '7' '14' '9' '37' '34L' '11' '31' '14' '39' '2' '40' '35' '3' '8' '34' '35' '9' '12' '7' '34' '37' '34' '32' '40' '33' '14R' '14L' '32' '32' '34' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 25 Score: 64 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '7' '12L' '39' '5' '33' '6' '8' '32R' '33' '3' '32' '15' '31' '32R' '32' '9' '3' '12L' '8' '6' '11' '12' '35' '38' '2' '14' '10' '33' '6' '5' '33L' '10' '15' '32R' '33' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '32' '34' '34R' '37' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '2' '40' '35' '3' '33' '12' '14L' '36' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 26 Score: 65 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '7' '12L' '39' '5' '33' '6' '8' '32R' '33' '3' '32' '15' '31' '32R' '32' '9' '3' '12L' '8' '6' '11' '12' '35' '38' '2' '14' '10' '33' '6' '5' '33L' '10' '15' '32R' '33' '32L' '14L' '32' '14' '2' '12L' '39' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '33' '37' '5' '11' '31' '34R' '14' '38' '14' '16' '34L' '32' '14' '34L' '10' '12' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 27 Score: 63 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '33' '40' '7' '12L' '39' '5' '33' '6' '8' '32R' '33' '3' '32' '15' '31' '32R' '32' '9' '3' '12L' '8' '6' '11' '12' '35' '38' '2' '14' '10' '33' '6' '5' '33L' '10' '16' '31' '2' '32' '32L' '8' '11' '36' '35' '35' '36' '5' '32R' '11' '40' '40' '38' '7' '14' '9' '37' '34L' '11' '31' '14' '39' '2' '40' '35' '3' '8' '34' '35' '9' '12' '7' '34' '37' '34' '32' '40' '33' '14R' '14L' '32' '32' '34' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 28 Score: 63 Chromosome: ['38' '14R' '12' '36' '14' '40' '11' '7' '34' '14R' '32' '31' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '37' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '2' '40' '35' '3' '33' '12' '14L' '36' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 29 Score: 65 Chromosome: ['38' '14R' '12' '36' '14' '40' '11' '7' '34' '14R' '32' '31' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 30 Score: 64 Chromosome: ['38' '14R' '12' '36' '14' '40' '11' '7' '34' '14R' '32' '31' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '32' '40' '33' '14R' '14L' '32' '32' '34' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 31 Score: 64 Chromosome: ['38' '14R' '12' '36' '14' '40' '11' '7' '11' '11' '33' '31' '33R' '32R' '31' '32L' '33' '31' '39' '33' '8' '4' '12' '31' '32R' '39' '33' '33R' '38' '34' '8' '12' '32' '8' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '33L' '12L' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '33' '9' '34L' '3' '3' '31' '5' '12' '6' '2' '32' '32L' '8' '11' '36' '35' '35' '36' '5' '32R' '11' '40' '40' '40' '10' '14' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 32 Score: 64 Chromosome: ['38' '14R' '12' '36' '14' '40' '11' '7' '11' '11' '33' '31' '33R' '32R' '31' '32L' '33' '31' '39' '33' '8' '4' '12' '31' '32R' '39' '33' '33R' '38' '34' '8' '12' '32' '8' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '33L' '12L' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '33' '9' '34L' '3' '3' '31' '5' '12' '6' '2' '32' '32L' '8' '11' '36' '35' '35' '36' '5' '32R' '11' '40' '40' '40' '10' '14' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 33 Score: 64 Chromosome: ['11' '14R' '12' '34R' '38' '33' '33L' '34R' '12R' '39' '34' '12' '36' '34L' '8' '16' '10' '38' '39' '33' '8' '4' '12' '31' '14R' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '38' '2' '14' '10' '33' '6' '5' '33L' '10' '16' '31' '2' '33L' '34L' '33L' '34' '32' '16' '38' '35' '31' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '12' '14L' '36' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '31'] Generation: 34 Score: 67 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '34' '14R' '32' '31' '33R' '32R' '31' '14' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '34R' '31' '8' '6' '14' '31' '32R' '10' '36' '34' '34R' '31' '3' '35' '1' '9' '12' '31' '3' '33L' '11' '32L' '33' '9' '12L' '39' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 35 Score: 68 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '34' '14R' '32' '31' '33R' '32R' '31' '14' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 36 Score: 66 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 37 Score: 66 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 38 Score: 68 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '34' '14R' '32' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 39 Score: 68 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '4' '5' '14' '12' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '39' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '32R' '34R' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 40 Score: 69 Chromosome: ['11' '14R' '12' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '34L' '37' '33' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '16' '38' '35' '31' '3' '31' '38' '33R' '34' '7' '11' '40' '40' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '12' '14L' '36' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '31'] Generation: 41 Score: 67 Chromosome: ['12R' '14' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '6' '32L' '34' '6' '34' '32L' '16' '5' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '38' '32R' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 42 Score: 69 Chromosome: ['11' '14R' '12' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12L' '14L' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '34R' '34R' '31' '8' '6' '14' '31' '9' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '2' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '32R' '34R' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 43 Score: 70 Chromosome: ['11' '14R' '12' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12L' '14L' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '34R' '34R' '31' '8' '6' '14' '31' '9' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '14' '33' '32' '32' '34' '11' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 44 Score: 67 Chromosome: ['11' '14R' '12' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12L' '14L' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '34R' '34R' '31' '8' '6' '14' '31' '9' '33L' '7' '34' '34R' '31' '3' '35' '1' '9' '14L' '3' '8' '32L' '34L' '33L' '34' '32' '16' '38' '35' '31' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 45 Score: 68 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '33L' '11' '11' '32' '31' '33R' '32R' '31' '14' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '12' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '2' '32' '32L' '8' '11' '36' '35' '35' '36' '5' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '32' '40' '33' '14R' '14L' '32' '7' '34' '12' '11' '15' '34R' '14L' '33L' '35' '16' '1'] Generation: 46 Score: 72 Chromosome: ['11' '14R' '12' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12L' '14L' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '15' '31' '4' '10' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 47 Score: 69 Chromosome: ['12R' '32' '34' '36' '14' '40' '11' '7' '34' '14R' '33R' '12' '36' '34L' '31' '32L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 48 Score: 69 Chromosome: ['12R' '32' '34' '36' '14' '40' '11' '7' '34' '14R' '33R' '12' '36' '34L' '31' '32L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '32' '40' '33' '14R' '14L' '32' '32' '34' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 49 Score: 70 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '33L' '11' '11' '32' '31' '33R' '32R' '31' '14' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '39' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '33' '6' '8' '32R' '5' '3' '32' '15' '37' '4' '10' '40' '31' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '2' '34L' '32' '34' '34R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '32' '40' '33' '14R' '14L' '32' '32' '34' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 50 Score: 71 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '12R' '39' '34' '12' '31' '10' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '12' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '11' '36' '35' '35' '36' '5' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 51 Score: 70 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '12' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '11' '36' '35' '35' '36' '5' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 52 Score: 70 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '34' '14R' '32' '31' '33R' '32R' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12L' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '39' '10' '40' '31' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '14L' '16' '34R' '14L' '33L' '35' '16' '1'] Generation: 53 Score: 72 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '12R' '39' '34' '12' '31' '10' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 54 Score: 71 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '12R' '39' '34' '12' '31' '10' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '3' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 55 Score: 69 Chromosome: ['12R' '32' '34' '36' '14' '40' '11' '7' '12R' '39' '34' '12' '31' '10' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '40' '31' '12R' '4' '5' '14' '14' '37' '33L' '7' '33' '9' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '3' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 56 Score: 69 Chromosome: ['32' '12L' '31' '12R' '31' '38' '37' '33L' '11' '11' '33R' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '5' '3' '32' '15' '37' '4' '10' '40' '31' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '5' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 57 Score: 69 Chromosome: ['32' '12L' '31' '12R' '31' '38' '37' '33L' '11' '11' '33R' '12' '36' '7' '7' '12L' '34' '31' '39' '16' '9' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 58 Score: 70 Chromosome: ['32' '12L' '31' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '14' '12' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '11' '36' '35' '35' '36' '5' '34L' '32' '34' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 59 Score: 69 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '34' '14R' '32' '31' '33R' '32R' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '31' '40' '33' '16' '7' '12L' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '31' '32R' '10' '34R' '34R' '31' '8' '6' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 60 Score: 69 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '34' '14R' '32' '31' '33R' '32R' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '31' '40' '33' '16' '7' '12L' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '31' '32R' '10' '34R' '34R' '31' '8' '6' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 61 Score: 68 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '7' '34' '14R' '32' '31' '33R' '32R' '7' '12L' '34' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '40' '37' '11' '5' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '32R' '5' '2' '2' '34L' '32R' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 62 Score: 67 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '33L' '11' '11' '33R' '12' '36' '34L' '31' '14' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '31' '39' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '35' '34' '37' '34' '32' '40' '33' '14R' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 63 Score: 67 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '33L' '11' '11' '33R' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '36' '34' '8' '32L' '31' '39' '31' '4' '11' '32' '40' '36' '31' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 64 Score: 67 Chromosome: ['32' '12L' '31' '12R' '31' '38' '37' '33L' '11' '11' '33R' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '8' '32R' '33' '3' '32R' '32' '14R' '39' '10' '40' '31' '31' '8' '6' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 65 Score: 69 Chromosome: ['12R' '14' '32' '12R' '14' '40' '11' '7' '34' '14R' '33' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '36' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '34' '34' '32R' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '33' '31' '8' '12' '7' '34' '37' '34' '32' '40' '33' '14R' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 66 Score: 69 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '12' '36' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '33' '31' '8' '12' '7' '34' '37' '34' '32' '40' '33' '14R' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 67 Score: 68 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '12' '36' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '37' '33' '12R' '4' '5' '14' '12' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 68 Score: 69 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '33L' '11' '11' '33' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '8' '34' '34' '32R' '14R' '4' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '11' '36' '35' '35' '36' '31' '34L' '32' '34' '34R' '37' '33R' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 69 Score: 70 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '12' '36' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '32R' '5' '2' '2' '34L' '8' '6' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '11' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 70 Score: 68 Chromosome: ['12R' '14' '32' '12R' '14' '40' '11' '7' '34' '14R' '33R' '12' '36' '34L' '31' '16' '34' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 71 Score: 68 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 72 Score: 68 Chromosome: ['32' '12L' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '12' '36' '7' '7' '12L' '36' '31' '39' '16' '9' '4' '32' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '32' '34' '34R' '37' '33R' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '12' '7' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 73 Score: 70 Chromosome: ['11' '14R' '12' '34R' '14' '40' '11' '33L' '11' '11' '33' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 74 Score: 70 Chromosome: ['12R' '14' '32' '12R' '14' '40' '11' '33L' '11' '11' '33' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 75 Score: 67 Chromosome: ['12R' '32' '34' '36' '14' '40' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '9' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 76 Score: 70 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 77 Score: 70 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '39' '31' '4' '11' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '32R' '33' '3' '32R' '32' '14R' '32R' '5' '2' '2' '34L' '8' '6' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '11' '36' '35' '35' '36' '5' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 78 Score: 69 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '14R' '8' '34' '34' '32R' '14R' '39' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 79 Score: 68 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '14R' '8' '34' '34' '32R' '14R' '39' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '32' '36' '31' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 80 Score: 69 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '6' '8' '14R' '8' '34' '34' '32R' '14R' '39' '10' '40' '31' '38' '32R' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '32' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 81 Score: 69 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 82 Score: 71 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '4' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 83 Score: 69 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '4' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 84 Score: 70 Chromosome: ['32' '12L' '31' '12R' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '4' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 85 Score: 70 Chromosome: ['32' '12L' '31' '12R' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '4' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 86 Score: 69 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '4' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '14L' '16' '9' '14L' '37' '35' '16' '1'] Generation: 87 Score: 69 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '4' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '8' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '14L' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 88 Score: 67 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33R' '12' '36' '34L' '31' '32L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '31' '4' '11' '32' '32L' '12L' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '34' '32R' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '14L' '16' '34R' '14L' '33L' '35' '16' '1'] Generation: 89 Score: 68 Chromosome: ['32' '12L' '31' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '31' '4' '11' '32' '32L' '12L' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '34' '32R' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '34R' '37' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '14L' '16' '34R' '14L' '33L' '35' '16' '1'] Generation: 90 Score: 68 Chromosome: ['11' '14R' '32' '12R' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '32' '39' '31' '4' '11' '32' '32L' '12L' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '33' '6' '8' '32R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '32' '36' '31' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 91 Score: 69 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '34' '34' '32R' '14R' '4' '34L' '40' '31' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '32L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '8' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 92 Score: 68 Chromosome: ['11' '14R' '32' '12R' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '15' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '33' '6' '8' '32R' '33' '3' '32R' '32R' '14R' '32R' '5' '2' '2' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '11' '15' '34R' '14L' '33L' '35' '16' '1'] Generation: 93 Score: 68 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '12L' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '40' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '32' '36' '31' '14L' '33' '7' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 94 Score: 68 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '12L' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '32' '36' '31' '31' '7' '31' '12' '11' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 95 Score: 68 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '7' '34' '14R' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '16' '9' '5' '11' '6' '32R' '8' '32L' '31' '12R' '34' '40' '12' '32' '40' '12L' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '11' '15' '34R' '14L' '33L' '35' '16' '1'] Generation: 96 Score: 70 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '12L' '11' '5' '34L' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 97 Score: 69 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '7' '34' '14R' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '31' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '36' '14L' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '32R' '37' '4' '10' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '14L' '33' '7' '33' '14L' '15' '9' '14L' '33L' '35' '16' '1'] Generation: 98 Score: 70 Chromosome: ['11' '14R' '32' '12R' '31' '38' '37' '33L' '11' '14R' '33' '33' '40' '7' '7' '12L' '36' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '31' '12R' '34' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '33' '6' '8' '14R' '8' '3' '32R' '32' '14R' '39' '10' '37' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 99 Score: 70 Chromosome: ['32' '12L' '34' '36' '14' '40' '11' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '31' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '3' '32R' '32' '14R' '39' '10' '40' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] Generation: 100 Score: 69 Chromosome: ['32' '14R' '32' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '33' '31' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '31' '12R' '34' '4' '11' '32' '32L' '12L' '11' '2' '39' '3' '33' '10' '8' '40' '4' '11' '14' '35' '12' '14L' '34' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '8' '3' '32R' '32' '14R' '39' '10' '40' '33' '12R' '4' '5' '33' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '33L' '31' '34L' '31' '38' '33R' '34' '7' '11' '9' '8' '7' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '34' '35' '9' '12' '7' '34' '37' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1'] **** Best solution - Generation: 46 Score: 72 Chromosome: ['11' '14R' '12' '12R' '31' '38' '37' '33L' '11' '11' '33' '33' '40' '7' '7' '12L' '34' '2' '39' '33' '8' '4' '32' '4' '12L' '8' '32L' '32' '12R' '34' '40' '12' '32' '40' '37' '11' '5' '34L' '7' '11' '10' '8' '40' '4' '11' '14' '35' '12L' '14L' '34R' '6' '15' '37' '12L' '33' '15' '39' '5' '14' '7' '39' '14R' '33' '3' '32' '15' '31' '4' '10' '37' '33' '12R' '4' '5' '14' '11' '9' '35' '34L' '11' '34' '34L' '3' '35' '1' '9' '14L' '3' '8' '32L' '14L' '32' '14' '2' '14R' '37' '32' '33R' '3' '31' '38' '33R' '34' '7' '11' '9' '8' '6' '34' '5' '14L' '11' '7' '33L' '32R' '9' '6' '33' '31' '8' '31' '34L' '33' '9' '34' '5' '33R' '33' '32' '11' '31' '7' '31' '12' '11' '15' '9' '14L' '37' '35' '16' '1']
In [30]:
#visualize
data = {
"Generation": list(range(101)),
"population_size 30": ga.list_of_solutions,
"population_size 50": ga2.list_of_solutions,
"population_size 80": ga3.list_of_solutions,
}
df = pd.DataFrame(data)
import matplotlib.pyplot as plt
plt.plot(df['Generation'], df['population_size 30'], label='Population Size 30')
plt.plot(df['Generation'], df['population_size 50'], label='Population Size 50')
plt.plot(df['Generation'], df['population_size 80'], label='Population Size 80')
plt.xlabel('Generation')
plt.ylabel('Num of flight allocate to CG (score)')
plt.title('Genetic Algorithm (GA) result')
plt.legend()
plt.show()
In [31]:
import plotly.graph_objects as go
import plotly.offline as pyo
pyo.init_notebook_mode()
fig = go.Figure()
fig.add_trace(go.Scatter(x=df['Generation'], y=df['population_size 30'], mode='lines', name='Population Size 30'))
fig.add_trace(go.Scatter(x=df['Generation'], y=df['population_size 50'], mode='lines', name='Population Size 50'))
fig.add_trace(go.Scatter(x=df['Generation'], y=df['population_size 80'], mode='lines', name='Population Size 80'))
fig.update_layout(title='Genetic Algorithm result',
xaxis_title='Generation',
yaxis_title='Num of flight allocate to CG (score)')
fig.show()
#กราฟ plotly ต้องใช้ nbviewer เปิด