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# -*- coding: utf-8 -*-
"""
aco.pyプログラム
蟻コロニー最適化法 (aco) の例題プログラム
acoにより最適値を学習します
使い方 c:\>python aco.py
"""
# モジュールのインポート
import math
import random
 
# グローバル変数
NOA = 20          # 蟻の個体数
ILIMIT = 50       # 繰り返しの回数
Q = 3             # フェロモン更新の定数
RHO = 0.8         # 蒸発の定数
STEP = 10         # 道のりのステップ数
EPSILON = 0.15    # 行動選択のランダム性を決定
SEED = 32767      # 乱数のシード
 
# 下請け関数の定義
# update()関数
def update(cost, pheromone, mstep):
    """フェロモンの更新"""
    sum_lm = 0.0  # 蟻の歩いた合計距離
    # フェロモンの蒸発
    for i in range(2):
        for j in range(STEP):
            pheromone[i][j] *= RHO
 
    # 蟻による上塗り
    for m in range(NOA):
        # 個体mの移動距離lmの計算
        lm = 0.0
        for i in range(STEP):
            lm += cost[mstep[m][i]][i]
 
        # フェロモンの上塗り
        for i in range(STEP):
            pheromone[mstep[m][i]][i] += Q * (1.0 / lm)
 
        sum_lm += lm
    # 蟻の歩いた平均距離を出力
    print(sum_lm / NOA)
    return
# update()関数の終わり
 
# walk()関数
def walk(cost, pheromone, mstep):
    """蟻を歩かせる"""
    for m in range(NOA):
        for s in range(STEP):
            # ε-greedy法による行動選択
            if (  (random.random() < EPSILON)
                or (abs(pheromone[0][s] - pheromone[1][s]) < 0.1)
                ):
                # ランダムに行動
                mstep[m][s] = random.randint(0, 1)
            else:
                # フェロモン濃度により選択
                if pheromone[0][s] > pheromone[1][s]:
                    mstep[m][s] = 0
                else:
                    mstep[m][s] = 1
    # 蟻の挙動の出力
    print(mstep)
    return
# walk()関数の終わり
 
# メイン実行部
cost = [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1],
        [100, 100, 100, 100, 100, 100, 100, 100, 100, 100]]  # 各ステップのコスト
pheromone = [[0.0 for i in range(STEP)]
             for j in range(2)]          # 各ステップのフェロモン量
mstep = [[0 for i in range(STEP)]
         for j in range(NOA)]            # 蟻が歩いた過程
 
# 乱数の初期化
random.seed(SEED)
 
# 最適化の本体
for i in range(ILIMIT):
    # フェロモンの状態出力
    print(i)
    print(pheromone)
    # 蟻を歩かせる
    walk(cost, pheromone, mstep)
    # フェロモンの更新
    update(cost, pheromone, mstep)
# フェロモンの状態出力
print(i)
print(pheromone)
# aco.pyの終わり

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Success #stdin #stdout 0.08s 14304KB

stdin

Standard input is empty

stdout

0
[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]
[[1, 1, 0, 1, 1, 1, 0, 0, 1, 0], [1, 0, 0, 1, 0, 0, 1, 0, 0, 0], [1, 1, 0, 1, 1, 0, 0, 1, 0, 1], [0, 1, 1, 1, 0, 1, 0, 1, 0, 1], [1, 0, 0, 0, 1, 0, 0, 1, 0, 1], [0, 0, 0, 0, 0, 1, 1, 0, 0, 1], [0, 0, 0, 1, 1, 0, 1, 0, 0, 1], [0, 0, 0, 0, 1, 1, 0, 0, 1, 1], [0, 1, 1, 0, 0, 1, 1, 1, 1, 1], [0, 0, 0, 0, 1, 1, 1, 1, 0, 1], [1, 0, 1, 1, 0, 1, 0, 0, 0, 0], [1, 0, 1, 1, 1, 1, 1, 0, 0, 1], [0, 0, 0, 0, 1, 1, 1, 1, 0, 0], [1, 0, 1, 0, 0, 1, 0, 0, 0, 0], [1, 0, 1, 0, 1, 0, 1, 1, 0, 0], [1, 1, 0, 0, 0, 0, 1, 0, 1, 0], [1, 1, 0, 0, 0, 0, 0, 1, 1, 1], [0, 1, 1, 0, 1, 0, 0, 1, 1, 1], [0, 1, 0, 0, 0, 1, 0, 1, 0, 1], [1, 1, 1, 1, 1, 0, 0, 1, 0, 0]]
485.2
1
[[0.05947043143088938, 0.08241038715880268, 0.08569391226407519, 0.08354588166474312, 0.06665835539346257, 0.0587213250258806, 0.0701036683624881, 0.06810692389563298, 0.09731104941045832, 0.057585830519940165], [0.07276073731662155, 0.04982078158870826, 0.046537256483435756, 0.048685287082767814, 0.06557281335404835, 0.07350984372163032, 0.062127500385022814, 0.06412424485187795, 0.03492011933705263, 0.07464533822757077]]
[[1, 0, 1, 0, 1, 0, 0, 1, 1, 0], [0, 1, 1, 0, 1, 0, 0, 1, 1, 0], [1, 0, 0, 1, 0, 0, 1, 1, 1, 0], [1, 0, 0, 0, 1, 0, 0, 1, 0, 0], [0, 0, 1, 1, 0, 0, 0, 0, 0, 1], [1, 0, 1, 1, 1, 1, 1, 1, 1, 1], [0, 1, 0, 1, 1, 1, 0, 1, 0, 0], [1, 1, 1, 0, 1, 1, 1, 0, 1, 1], [1, 0, 1, 1, 1, 0, 0, 1, 1, 1], [1, 0, 0, 0, 0, 0, 0, 1, 1, 0], [1, 1, 0, 1, 1, 0, 1, 0, 0, 1], [1, 1, 0, 1, 1, 0, 0, 0, 1, 0], [0, 1, 0, 1, 1, 1, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 1, 1, 0, 0], [0, 0, 0, 1, 1, 0, 0, 1, 0, 1], [0, 0, 0, 1, 1, 1, 1, 0, 0, 0], [0, 0, 1, 0, 1, 0, 1, 1, 1, 0], [1, 1, 1, 1, 0, 0, 1, 0, 1, 0], [1, 0, 1, 1, 1, 0, 1, 0, 0, 0], [0, 1, 1, 0, 0, 0, 1, 1, 0, 0]]
500.05
2
[[0.11449875151060286, 0.14138203106021624, 0.1428272480034777, 0.1251042593626932, 0.10093928926502302, 0.150688097537523, 0.128207022282876, 0.1045914625426445, 0.1535695262227546, 0.14410315884579347], [0.12278642230612404, 0.09590314275651064, 0.09445792581324916, 0.11218091445403369, 0.13634588455170385, 0.08659707627920386, 0.10907815153385086, 0.1326937112740824, 0.08371564759397224, 0.0931820149709334]]
[[1, 0, 0, 1, 0, 1, 1, 1, 1, 0], [1, 0, 1, 0, 1, 1, 1, 1, 0, 0], [1, 1, 0, 1, 0, 1, 1, 0, 0, 1], [0, 0, 0, 0, 1, 1, 0, 1, 0, 0], [0, 0, 0, 1, 1, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1, 0, 0, 0], [0, 0, 0, 1, 0, 1, 0, 1, 1, 1], [0, 0, 0, 1, 1, 0, 0, 0, 0, 1], [1, 1, 0, 1, 0, 0, 0, 0, 1, 1], [0, 1, 1, 1, 0, 0, 0, 1, 0, 1], [0, 1, 1, 1, 0, 0, 0, 0, 0, 1], [0, 0, 0, 0, 0, 1, 0, 0, 0, 1], [0, 0, 1, 0, 0, 1, 1, 1, 1, 1], [0, 1, 0, 1, 1, 1, 1, 0, 1, 1], [1, 0, 0, 0, 1, 1, 0, 0, 0, 1], [1, 0, 0, 1, 0, 0, 1, 1, 1, 0], [0, 0, 1, 0, 1, 1, 0, 0, 0, 1], [0, 1, 0, 1, 1, 0, 0, 1, 0, 1], [0, 1, 1, 0, 0, 1, 0, 0, 0, 1], [0, 1, 1, 1, 1, 1, 0, 0, 0, 1]]
460.45
3
[[0.1941795990134451, 0.21282791509999918, 0.2080046651439982, 0.1661517208737657, 0.1583878589182115, 0.18566906769366354, 0.20924165951497045, 0.18176174228184283, 0.23735623635318256, 0.16512394683492282], [0.14217213774762713, 0.12352382166107306, 0.12834707161707404, 0.17020001588730652, 0.1779638778428607, 0.15068266906740865, 0.12711007724610174, 0.15458999447922936, 0.09899550040788961, 0.17122778992614937]]
[[0, 0, 0, 0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 0, 1, 1, 1, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1], [1, 1, 0, 0, 0, 0, 0, 1, 0, 1], [1, 1, 0, 0, 1, 0, 1, 0, 0, 1], [1, 0, 0, 1, 1, 0, 0, 1, 0, 0], [0, 1, 0, 0, 1, 0, 1, 1, 0, 1], [1, 0, 1, 0, 1, 1, 0, 1, 0, 1], [1, 0, 1, 1, 0, 1, 1, 1, 0, 0], [0, 1, 0, 1, 1, 1, 0, 0, 0, 0], [0, 1, 0, 1, 1, 0, 1, 1, 0, 1], [0, 1, 1, 1, 1, 1, 1, 0, 0, 1], [0, 0, 1, 1, 0, 0, 1, 0, 0, 1], [0, 0, 1, 1, 1, 1, 0, 1, 0, 0], [0, 0, 1, 0, 1, 0, 1, 0, 0, 0], [1, 0, 1, 1, 0, 0, 1, 0, 1, 0], [0, 0, 0, 0, 1, 0, 1, 1, 0, 0], [1, 1, 1, 0, 0, 1, 1, 1, 0, 1], [1, 0, 1, 1, 1, 1, 1, 0, 0, 0], [0, 0, 1, 0, 1, 1, 0, 0, 0, 1]]
470.35
4
[[0.260116654395834, 0.28070165677945746, 0.2571372950095355, 0.23527207673973266, 0.20357641917451524, 0.25498139807935777, 0.23538039511472275, 0.2259873051167912, 0.3395118584391138, 0.20762638382600349], [0.16453219842899736, 0.14394719604537393, 0.16751155781529584, 0.18937677608509865, 0.22107243365031604, 0.1696674547454735, 0.18926845771010853, 0.1986615477080401, 0.08513699438571765, 0.2170224689988278]]
[[0, 0, 1, 0, 1, 0, 1, 0, 0, 0], [0, 0, 0, 1, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 1, 1, 1, 0, 0], [1, 0, 0, 0, 0, 1, 0, 1, 0, 0], [1, 0, 0, 1, 0, 0, 1, 0, 0, 0], [0, 0, 1, 0, 1, 0, 1, 0, 0, 1], [0, 0, 0, 0, 1, 1, 1, 0, 0, 0], [1, 0, 1, 1, 0, 0, 1, 0, 0, 0], [0, 0, 1, 0, 1, 1, 0, 1, 0, 0], [0, 0, 1, 0, 0, 1, 1, 1, 0, 0], [1, 1, 1, 1, 0, 1, 1, 1, 0, 1], [1, 0, 1, 1, 1, 0, 0, 1, 0, 0], [0, 0, 1, 0, 0, 1, 1, 0, 0, 0], [1, 0, 0, 1, 1, 0, 1, 0, 1, 0], [0, 0, 1, 1, 0, 1, 1, 1, 0, 1], [1, 1, 1, 1, 0, 0, 1, 1, 0, 1], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 1, 1, 0, 1, 1, 0, 1], [0, 0, 1, 0, 1, 1, 0, 0, 0, 0], [0, 0, 1, 1, 0, 0, 0, 1, 0, 1]]
410.95
5
[[0.34171756803977893, 0.4043890571300104, 0.27587848932047937, 0.29415718227132825, 0.2897545791739306, 0.32185795250530375, 0.283613080775338, 0.30541456968904485, 0.45350469809743876, 0.3212167388096574], [0.18583731962563982, 0.12316583053540842, 0.2516763983449393, 0.2333977053940904, 0.2378003084914881, 0.20569693516011492, 0.24394180689008066, 0.2221403179763738, 0.07405018956798007, 0.20633814885576127]]
[[0, 0, 0, 0, 0, 0, 0, 0, 0, 1], [0, 0, 1, 1, 0, 0, 1, 1, 0, 0], [0, 0, 0, 0, 1, 0, 0, 1, 0, 0], [0, 1, 1, 1, 0, 0, 1, 0, 0, 0], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 1, 1, 1, 0, 0, 0, 0], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [1, 0, 1, 0, 1, 0, 0, 1, 0, 0], [0, 0, 1, 0, 0, 0, 0, 1, 1, 0], [0, 0, 1, 1, 1, 0, 1, 0, 0, 0], [0, 1, 0, 0, 1, 0, 0, 1, 0, 0], [0, 0, 1, 0, 0, 0, 0, 1, 0, 0], [0, 0, 1, 1, 1, 0, 0, 0, 0, 0], [0, 0, 1, 0, 1, 0, 0, 0, 0, 0], [0, 0, 0, 0, 1, 0, 0, 1, 0, 0], [0, 0, 1, 0, 0, 0, 1, 1, 0, 0], [0, 0, 0, 1, 1, 0, 0, 1, 0, 0], [0, 0, 0, 1, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 0, 0, 1, 0, 0]]
262.45
6
[[0.5232807328185675, 0.5780690140431454, 0.4047029443232698, 0.4267150612455253, 0.3513412058757895, 0.5050102159818797, 0.466669907836255, 0.39006891600136007, 0.6247506893786645, 0.5011693731393071], [0.17048209518516513, 0.11569381396058714, 0.2890598836804628, 0.26704776675820735, 0.34242162212794314, 0.18875261202185292, 0.22709292016747762, 0.30369391200237256, 0.0690121386250681, 0.19259345486442553]]
[[0, 0, 0, 0, 0, 0, 0, 1, 0, 1], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 1, 0, 0, 0, 1, 0], [0, 0, 1, 0, 1, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 1, 0, 1, 1, 0, 0], [0, 0, 0, 1, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 1, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 1, 0, 0, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0, 1, 0, 0], [0, 0, 0, 1, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 1, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]
148.6
7
[[1.8813958675092362, 1.962521415239399, 1.794982405617345, 1.8125920991551492, 1.6894798101487618, 1.9040743767903865, 1.8636301433032028, 1.610370235129952, 1.9579207428049208, 1.8865786255932515], [0.17368059889863266, 0.09255505116846972, 0.2600940607905241, 0.24248436725271974, 0.36559665625910726, 0.15100208961748235, 0.19144632310466614, 0.4447062312779168, 0.09715572360294791, 0.16849784081461736]]
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84.25
8
[[4.4279466163785965, 4.520369990342544, 4.357492628798746, 4.372903601695327, 4.232467757787322, 4.444766205737179, 4.42683389587051, 4.1691800977722755, 4.489166516615144, 4.445192681702548], [0.16646741489872266, 0.07404404093477578, 0.23692140247857316, 0.22151042958199232, 0.36194627348999575, 0.14964782554013972, 0.16758013540680985, 0.4252339335050434, 0.10524751466217486, 0.14922134957477082]]
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99.1
9
[[6.437664279694266, 6.5357980427591835, 6.3635501408212525, 6.417824931841411, 6.224912103195276, 6.475315015074892, 6.378400359842106, 6.225999974856816, 6.4964121868541875, 6.43703805503035], [0.1573689958127391, 0.059235232747820624, 0.231483134685752, 0.17720834366559388, 0.370121172311728, 0.11971826043211178, 0.21663291566489742, 0.3690333006501886, 0.09862108865281682, 0.15799522047665454]]
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79.3
10
[[8.12203290966752, 8.17301698433964, 7.91070384274695, 8.068866508634736, 7.909885155765436, 8.124630562192204, 8.074621773785793, 7.952701465797562, 8.159259248424775, 8.111759942965705], [0.1258951966501913, 0.07491112197807301, 0.33722426357076113, 0.17906159768297567, 0.33804295055227584, 0.12329754412550595, 0.17330633253191796, 0.29522664052015085, 0.0886688578929375, 0.13616816335200768]]
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74.35
11
[[9.41780981397255, 9.459920291776582, 9.277592714282248, 9.417222705849216, 9.304460700476852, 9.421211154058634, 9.408727059113321, 9.324290671579476, 9.44891410304469, 9.465960530237068], [0.1570852469461234, 0.11497476914209144, 0.2973023466364254, 0.15767235506945745, 0.2704343604418207, 0.1536839068600378, 0.16616800180535088, 0.2506043893391976, 0.12598095787398306, 0.10893453068160615]]
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49.6
12
[[11.85876267122039, 11.906874130386692, 11.761012068391224, 11.858292984721723, 11.768083380423832, 11.848383884432518, 11.865919544256084, 11.770847498449191, 11.883646102478101, 11.856660449595447], [0.14009127447997566, 0.09197981531367316, 0.23784187730914033, 0.1405609609786429, 0.23077056527653347, 0.15047006126784676, 0.1329344014442807, 0.2280064472511746, 0.11520784322226338, 0.14219349610491794]]
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64.45
13
[[13.24881987976916, 13.30040890595894, 13.170619397505828, 13.275967066350042, 13.148753511352098, 13.230744863368178, 13.25787325008377, 13.206010677332015, 13.296249560555145, 13.23736611549852], [0.13959595536379704, 0.08800692917401547, 0.2177964376271288, 0.11244876878291432, 0.23966232378085983, 0.15767097176477796, 0.13054258504918553, 0.1824051578009397, 0.09216627457781071, 0.15104971963443492]]
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89.2
14
[[13.270957389727435, 13.274933687928762, 13.222820080839847, 13.252052344355587, 13.15028150035723, 13.206102594999413, 13.26842809900844, 13.251133104700797, 13.295801275499485, 13.234271442531108], [0.12609984121411455, 0.12212354301278987, 0.17423715010170304, 0.1450048865859645, 0.2467757305843209, 0.19095463594213943, 0.1286291319331094, 0.14592412624075177, 0.10125595544206509, 0.1627857884104414]]
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84.25
15
[[13.56114446191424, 13.578748577398379, 13.495111679024355, 13.453679631306631, 13.437080814638263, 13.5236837030549, 13.546021170482307, 13.522413188065508, 13.558147724704458, 13.546218781080256], [0.11530294989436857, 0.0976988344102319, 0.18133573278425588, 0.22276778050198212, 0.23936659717035016, 0.15276370875371156, 0.13042624132630404, 0.15403422374310197, 0.11829968710415263, 0.1302286307283531]]
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104.05
16
[[13.20771719658676, 13.231572475944755, 13.182413906054668, 13.034525434808833, 13.10714306069964, 13.205271525279104, 13.232913486191713, 13.172081087555382, 13.23284274259875, 13.168253716139757], [0.1295372826659954, 0.10568200330800204, 0.15484057319808875, 0.30272904444392873, 0.23011141855311804, 0.13198295397365328, 0.10434099306104323, 0.16517339169737502, 0.10441173665400616, 0.16900076311299955]]
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104.05
17
[[13.143729795051668, 13.177237095461141, 13.149686880339472, 13.074645334112034, 13.122967447853995, 13.196819129565174, 13.21893269829526, 13.147394933558774, 13.204453026497815, 13.11548688258012], [0.17309877461550627, 0.13959147420603468, 0.1671416893277018, 0.24218323555514298, 0.1938611218131785, 0.12000944010199956, 0.09789587137191152, 0.1694336361084006, 0.11237554316935879, 0.20134168708705405]]
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128.8
18
[[12.571780809276984, 12.603237739556956, 12.521500605947596, 12.450372163928625, 12.532299085691422, 12.628675353810866, 12.597976081007413, 12.532766907379775, 12.610587407463218, 12.507240466596853], [0.15290209661548196, 0.12144516633551179, 0.2031822999448714, 0.27431074196384575, 0.19238382020104336, 0.09600755208159965, 0.12670682488505117, 0.19191599851269084, 0.114095498429248, 0.21744243929561363]]
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109.0
19
[[12.380254569792793, 12.428291959844193, 12.364225471023044, 12.270027794657368, 12.385964113674843, 12.435542192390583, 12.42408263300456, 12.371915294102449, 12.425722925264857, 12.338394282619372], [0.17403967696596306, 0.12600228691456328, 0.19006877573571362, 0.2842664521013937, 0.16833013308391162, 0.11875205436817317, 0.1302116137541948, 0.18237895265630655, 0.12857132149389897, 0.21589996413938436]]
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74.35
20
[[13.138810218995845, 13.159489182227832, 13.135758926950729, 13.005354914298557, 13.128954777178407, 13.178389227121684, 13.183644656535941, 13.077092926883937, 13.129911018784547, 13.087571040447976], [0.1490037285434545, 0.12832476531146714, 0.1520550205885709, 0.282459033240748, 0.15885917036089028, 0.10942472041761547, 0.10416929100335584, 0.21072102065536233, 0.1579029287547522, 0.20024290709132403]]
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64.45
21
[[14.263085931018841, 14.308475255450583, 14.2894910512289, 14.128798751481195, 14.284047731411043, 14.29607235558585, 14.285853622194178, 14.22813517425239, 14.229766853136324, 14.250940742026698], [0.14804913668091746, 0.10265981224917371, 0.12164401647085672, 0.28233631621856875, 0.12708733628871224, 0.1150627121139089, 0.12528144550557813, 0.1829998934473668, 0.1813682145634348, 0.16019432567305925]]
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89.2
22
[[14.562506500637236, 14.60991316521965, 14.626899827574514, 14.479271820900879, 14.632317158690912, 14.61441392225094, 14.619338794394343, 14.573164036040913, 14.579120469100452, 14.523262759843988], [0.17148052708464878, 0.12407386250223242, 0.10708720014736943, 0.25471520682100884, 0.1016698690309698, 0.11957310547094363, 0.11464823332753943, 0.1608229916809704, 0.1548665586214319, 0.21072426787789694]]
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64.45
23
[[15.388943097475213, 15.468814441844037, 15.48240377172793, 15.336778430609204, 15.459214700841232, 15.444892111689253, 15.461931868260715, 15.42499206157797, 15.415334131102526, 15.357548104840616], [0.17913043437061246, 0.09925909000178594, 0.08566976011789555, 0.2312951012366236, 0.10885883100459237, 0.12318142015657142, 0.10614166358510847, 0.14308147026785326, 0.15273940074329936, 0.210525427005211]]
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79.3
24
[[15.778938528791748, 15.7733666558041, 15.853707068193922, 15.709683859519126, 15.822055952627824, 15.794851586316828, 15.822906468497074, 15.82220077699703, 15.814474432616676, 15.768245611607147], [0.15772742441956691, 0.16329929740721563, 0.08295888501739337, 0.22698209369219235, 0.11461000058349041, 0.14181436689448793, 0.11375948471424063, 0.11446517621428261, 0.1221915205946395, 0.16842034160416883]]
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99.1
25
[[15.015449693887312, 14.982146041651042, 15.005795576926344, 14.890577009986508, 14.938528671770573, 14.999333986061224, 15.036200968728497, 15.050059492451538, 15.029455340024178, 14.979372424359816], [0.12618193953565354, 0.15948559177192637, 0.13583605649662464, 0.25105462343646384, 0.20310296165239572, 0.1422976473617442, 0.10543066469446943, 0.09157214097142609, 0.11217629339878854, 0.16225920906315158]]
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104.05
26
[[13.558381279457056, 13.586784229227671, 13.56375784474502, 13.458483132336413, 13.453575230994435, 13.51796577741637, 13.60250523510982, 13.599168977165176, 13.62463166792618, 13.542619322691799], [0.15599142318815587, 0.1275884734175411, 0.15061485790019316, 0.2558895703088041, 0.2607974716507804, 0.1964069252288449, 0.11186746753539206, 0.11520372548003431, 0.08974103471903083, 0.17175337995341472]]
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79.3
27
[[14.055111869013777, 14.050311293050454, 14.059413121244148, 13.989616428240339, 13.985690107166757, 13.982156672744672, 14.075987956612911, 14.087742027180273, 14.095012320932335, 13.973033355118863], [0.13921621547360163, 0.1440167914369263, 0.13491496324323146, 0.2047116562470433, 0.2086379773206243, 0.21217141174270895, 0.11834012787446752, 0.10658605730710438, 0.09931576355504118, 0.22129472936851866]]
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74.35
28
[[14.720322314926944, 14.734232802965419, 14.723763316711242, 14.630631039557695, 14.650361828526252, 14.6750580167684, 14.750123043862992, 14.773949377239958, 14.769993625270924, 14.640236426887938], [0.13889590815869785, 0.1249854201202251, 0.1354549063744017, 0.2285871835279517, 0.2088563945593929, 0.1841602063172441, 0.10909517922265094, 0.0852688458456835, 0.08922459781471699, 0.21898179619770838]]
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118.9
29
[[13.61762828633637, 13.608622903548909, 13.620381087763807, 13.50858034329047, 13.534136961436, 13.49646521606098, 13.62001187820063, 13.56115522751515, 13.66475449717313, 13.491479789984032], [0.11850588908853464, 0.1275112718759966, 0.11575308766109772, 0.22755383213443828, 0.2019972139889072, 0.23966895936392887, 0.11612229722427461, 0.17497894790975732, 0.07137967825177359, 0.24465438544087667]]
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84.25
30
[[13.515609333373964, 13.495305168287258, 13.545334510295731, 13.4689937735738, 13.518285221936377, 13.446201812933468, 13.586985155348081, 13.539899834799696, 13.622779250526081, 13.414690536292095], [0.16427365975353767, 0.18457782484024682, 0.13454848283177162, 0.2108892195537045, 0.16159777119112576, 0.23368118019403655, 0.09289783777941969, 0.13998315832780586, 0.05710374260141887, 0.2651924568354113]]
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89.2
31
[[13.71624322219491, 13.688904685088524, 13.772197389464532, 13.683601864307171, 13.732807009967917, 13.67514028276559, 13.815289892477095, 13.750098700258572, 13.843925168619496, 13.593562171826521], [0.17336494050572357, 0.2007034776121123, 0.11741077323610134, 0.20600629839346415, 0.15680115273271714, 0.21446787993504576, 0.07431827022353575, 0.1395094624420612, 0.0456829940811351, 0.2960459908741159]]
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74.35
32
[[13.94954715362043, 13.927676323935321, 13.97988741051305, 13.84086525997079, 13.906429094212866, 13.916664802076973, 14.001261554066362, 13.976631536071359, 14.009746698057207, 13.768833505986272], [0.13869195240457885, 0.16056278208968985, 0.108351695511958, 0.2473738460542209, 0.1818100118121441, 0.17157430394803663, 0.08697755195864512, 0.11160756995364896, 0.07849240796780152, 0.3194056000387423]]
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113.95
33
[[13.232862426874787, 13.234439930002171, 13.244034773532146, 13.132817053098337, 13.147973197741498, 13.235402699486176, 13.274233947231533, 13.244757945864848, 13.240399267787655, 13.062091791053984], [0.13979971576981692, 0.13822221264243592, 0.12862736911245984, 0.23984508954627015, 0.22468894490310928, 0.1372594431584293, 0.09842819541306995, 0.12790419677975706, 0.13226287485695118, 0.3105703515906269]]
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74.35
34
[[13.535319581584515, 13.494635571383531, 13.544257458910403, 13.482806218343171, 13.439885262498068, 13.550451658530365, 13.568416797869912, 13.544835996776564, 13.55444891317155, 13.384279996004796], [0.13936270839567005, 0.18004671859665872, 0.1304248310697844, 0.19187607163701614, 0.23479702748212047, 0.12423063144982038, 0.10626549211027247, 0.12984629320362218, 0.12023337680863788, 0.29040229397539497]]
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94.15
35
[[13.464185446495557, 13.444738097191511, 13.481107735326953, 13.390000730170275, 13.410709837053822, 13.513586030802738, 13.490663219523876, 13.480247347553544, 13.48926089873587, 13.311179752299575], [0.1487850894670366, 0.16823243877108796, 0.13186280063564404, 0.2229698057923229, 0.20226069890877332, 0.0993845051598563, 0.12230731643871855, 0.1327231884090516, 0.12370963722672683, 0.3017907836630259]]
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74.35
36
[[13.73347785613787, 13.704820117837894, 13.706392892566432, 13.68855316000072, 13.63565149702485, 13.787421400506693, 13.714037279923971, 13.718804441204444, 13.726015282150305, 13.625496377704161], [0.13345114849670622, 0.1621088867966869, 0.16053611206814827, 0.17837584463385833, 0.23127750760972862, 0.07950760412788505, 0.15289172471060786, 0.14812456343013472, 0.14091372248427492, 0.24143262693042075]]
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89.2
37
[[13.334488706928644, 13.354831747057892, 13.328567031060906, 13.314295245008338, 13.299496850407458, 13.364543683566962, 13.38972841250657, 13.366019205751131, 13.38488773736456, 13.318895690730722], [0.1775530853464123, 0.15721004521716603, 0.18347476121415165, 0.1977465472667197, 0.21254494186759942, 0.14749810870809493, 0.12231337976848629, 0.1460225865239243, 0.12715405491049686, 0.19314610154433662]]
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74.35
38
[[14.135375016354493, 14.179172384237708, 14.116214598737226, 14.146743182598064, 14.106058313071207, 14.117472984962255, 14.207089716596649, 14.173699274269222, 14.174371022636889, 14.108477526473079], [0.16956540405694634, 0.12576803617373283, 0.18872582167421478, 0.15819723781337577, 0.1988821073402334, 0.18746743544918593, 0.09785070381478904, 0.13124114614221638, 0.13056939777455134, 0.19646289393836275]]
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89.2
39
[[13.986175807014433, 14.021213701321004, 13.943324537140803, 13.99527034000929, 13.907676572828173, 13.915485092274674, 13.97407861872545, 13.960466123720247, 14.002949535117272, 13.908288725483333], [0.13565232324555707, 0.10061442893898627, 0.17850359311918834, 0.12655779025070063, 0.21415155743181977, 0.2063430379853191, 0.1477495115345412, 0.16136200653974347, 0.11887859514271801, 0.21353940477666059]]
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74.35
40
[[14.355401478356786, 14.425377806504935, 14.39058941094059, 14.417722976312303, 14.362071039490486, 14.35389477812461, 14.387669740428493, 14.362356667501253, 14.396343396618873, 14.320614748911721], [0.1779908070791556, 0.10801447893100553, 0.14280287449535067, 0.11566930912363743, 0.17132124594545584, 0.17949750731133224, 0.14572254500744947, 0.17103561793468822, 0.13704888881706784, 0.21277753652422193]]
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69.4
41
[[15.4826362850143, 15.553040424455896, 15.539632784927496, 15.533816701445051, 15.474872075064521, 15.495854001751637, 15.508450894671665, 15.50262351325295, 15.51538981962397, 15.483653055304401], [0.17123879950947835, 0.10083466006788136, 0.11424229959628054, 0.12005838307872646, 0.17900300945925812, 0.15802108277214272, 0.14542418985211342, 0.1512515712708275, 0.1384852648998081, 0.17022202921937757]]
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89.2
42
[[15.022038809239385, 15.105885056572479, 15.095158944949759, 15.077406219307063, 14.988304505499748, 15.074558995332147, 15.08463650966817, 15.065551527610122, 15.00629562422423, 14.995329289691652], [0.17893705231047613, 0.09509080497738202, 0.10581691660010137, 0.12356964224279769, 0.21267135605011647, 0.12641686621771417, 0.11633935188169074, 0.13542433393973893, 0.1946802373256334, 0.20564657185821203]]
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84.25
43
[[15.227361110905978, 15.294438108772452, 15.230811347914646, 15.257231962037043, 15.129581501365223, 15.226108029010957, 15.221070181623038, 15.247748208679491, 15.187243627114038, 15.20599349526779], [0.14314964184838092, 0.07607264398190562, 0.13969940483971413, 0.11327879071731509, 0.24092925138914048, 0.14440272374340213, 0.14944057113132297, 0.12276254407486809, 0.18326712564032324, 0.16451725748656965]]
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54.55
44
[[15.933926644546947, 16.042634114399757, 15.964209769933696, 15.998446120088353, 15.883225892694158, 15.987970050590562, 15.983939772680225, 15.990859117402312, 15.874309721733578, 15.971878423596028], [0.16956558503833777, 0.0608581151855245, 0.1392824596515878, 0.105046109496929, 0.2202663368911289, 0.11552217899472171, 0.11955245690505839, 0.1126331121829714, 0.22918250785170816, 0.13161380598925573]]
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89.2
45
[[15.692843083836188, 15.779809059718437, 15.707297597174904, 15.707163741518814, 15.610336469651065, 15.679708719045111, 15.705330650562995, 15.71419399822672, 15.575680597102785, 15.68125849437256], [0.13565246803067021, 0.04868649214841961, 0.1211979546919543, 0.12133181034804376, 0.21815908221579658, 0.14878683282174776, 0.12316490130386323, 0.1143015536401381, 0.2528149547640765, 0.14723705749429805]]
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109.0
46
[[14.899976235267578, 14.93737499024117, 14.892465679063083, 14.906781671461287, 14.832647725853143, 14.90721969224385, 14.892215339839893, 14.954351889530505, 14.833769181660672, 14.890708563696677], [0.14581689717503674, 0.10841814220144565, 0.1533274533795338, 0.13901146098132844, 0.21314540658947517, 0.1385734401987663, 0.15357779260272364, 0.09144124291211048, 0.21202395078194525, 0.155084568745939]]
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79.3
47
[[15.115287974805456, 15.172729914564144, 15.109279529841858, 15.133832182617162, 15.074525026130646, 15.07913672768358, 15.122179117320046, 15.129942344369644, 15.033476178073778, 15.13539677332855], [0.14417645351984593, 0.08673451376115653, 0.15018489848344357, 0.1256322457081397, 0.18493940219465707, 0.180327700641723, 0.13728531100525584, 0.12952208395565876, 0.22598825025152658, 0.12406765499675121]]
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94.15
48
[[14.204754660393027, 14.265131289123053, 14.14955312281491, 14.224241116594785, 14.21409031415607, 14.162733803838785, 14.210267574404698, 14.230901232967453, 14.143956312960077, 14.235264776134578], [0.1572871755187702, 0.09691054678874174, 0.21248871309688844, 0.13780071931701232, 0.14795152175572565, 0.19930803207301143, 0.1517742615070981, 0.13114060294434354, 0.21808552295172184, 0.12677705977721748]]
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59.5
49
[[15.08831854835677, 15.2060887998235, 15.086103330997169, 15.173376661800884, 15.12331000714702, 15.124170811596084, 15.134674892268999, 15.17870475489902, 15.067202806190226, 15.167772512509643], [0.1952986888977261, 0.0775284374309934, 0.1975139062573273, 0.11024057545360987, 0.16030723010747397, 0.15944642565840916, 0.14894234498549502, 0.10491248235547485, 0.21641443106427094, 0.11584472474485091]]
[[1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]
59.5
49
[[15.495169658727765, 15.69947760302041, 15.561543215256453, 15.673307892602317, 15.633254568879227, 15.633943212438478, 15.64234647697681, 15.608101418598118, 15.560845872333976, 15.668824573169324], [0.26633069423744693, 0.062022749944794724, 0.19995713770875528, 0.0881924603628879, 0.12824578408597917, 0.12755714052672734, 0.11915387598839602, 0.15339893436708985, 0.20065448063123328, 0.09267577979588074]]

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