AIによるデータ分析 第二弾 乳がんの分析(散布図、データの予測や簡単なアルゴリズム)

AI開発
スポンサーリンク
スポンサーリンク

注意

この記事はpythonに関する記事なので、pythonのインストールは必須です。

まだPythonをインストールしていない方は、まず下の記事を読んで、pythonをインストールしてください。

初めに

前回に引き続きAI開発の方法について解説していきたいと思います。

第一弾ではAIを開発するうえでの環境構築方法について解説しておりますので、ぜひ下のリンクをクリックして読んでください。

AIによる業務分析、マーケティング分析 第一弾 AI開発の環境構築

書いてあるコードは一つのファイルに下に下にと書き足していってください。

ちなみにこの記事は下の本を参考にさせていただいております。

データの読み込み

今回は題名にもあるように乳がんの分析をAIでしてみたいと思います。

それではまず、データの読み込みからしていきます。

その前に前準備として、下のコードを実行して、ライブラリーのインポートおよび設定をください。

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import japanize_matplotlib
#データフレーム表示用関数
from IPython.display import display
#NumPyの小数点の表示精度
np.set_printoptions(suppress=True, precision=4)
#pandasの小数点の表示精度
pd.options.display.float_format ='{:.4f}'.format
#グラフのフォント設定
plt.rcParams["font.size"] = 14
#乱数を定義
random_seed = 123

次にデータの読み込みをしていきます。下のようにコードを打ってデータを読み込んでいきます。


#データを引っ張ってくるためにライブラリーをインポート
from sklearn.datasets import load_breast_cancer
#データの読み込み
cancer = load_breast_cancer()

これを実行すればデータの読み込みは終わりです。

次にこれをデータフレーム(エクセルのような形)で読み込んでいきましょう。下のようにコードを打ってください。

#列の名前を定義
columns = ['半径_平均','きめ_平均','周長_平均','面積_平均','平滑度_平均','コンパクト度_平均','凹面_平均','凹点,_平均','対称性_平均','フラクタル度_平均','半径_標準誤差','きめ_標準誤差','周長_標準誤差','面積_標準誤差','平滑度_標準誤差','コンパクト度_標準誤差','凹面_標準誤差','凹点_標準誤差','対称性_標準誤差','フラクタル度_標準誤差','半径_最大','きめ_最大','周長_最大','面積_最大','平滑度_最大','コンパクト度_最大','凹面_最大','凹点_最大','対称性_最大','フラクタル度_最大']
#データフレームとして読み込み
df = pd.DataFrame(cancer.data, columns=columns)
#悪性か良性かのデータ(正解データ)の取得
y = pd.Series(cancer.target)

そして、上のコードを実行すればデータがデータフレームとして読み込みされたと思います。では、ちゃんと読み込めたか確認してみましょう。

df.head()

と入力して上の5行を表示させることができます。すると、下のように出てきたと思います。


半径_平均
きめ_平均周長_平均面積_平均平滑度_平均コンパクト度_平均凹面_平均凹点,_平均対称性_平均フラクタル度_平均半径_最大きめ_最大周長_最大面積_最大平滑度_最大コンパクト度_最大凹面_最大凹点_最大対称性_最大フラクタル度_最大
017.990010.3800122.80001001.00000.11840.27760.30010.14710.24190.078725.380017.3300184.60002019.00000.16220.66560.71190.26540.46010.1189
120.570017.7700132.90001326.00000.08470.07860.08690.07020.18120.056724.990023.4100158.80001956.00000.12380.18660.24160.18600.27500.0890
219.690021.2500130.00001203.00000.10960.15990.19740.12790.20690.060023.570025.5300152.50001709.00000.14440.42450.45040.24300.36130.0876
311.420020.380077.5800386.10000.14250.28390.24140.10520.25970.097414.910026.500098.8700567.70000.20980.86630.68690.25750.66380.1730
420.290014.3400135.10001297.00000.10030.13280.19800.10430.18090.058822.540016.6700152.20001575.00000.13740.20500.40000.16250.23640.0768

もし、データの一覧を取得したい場合は、先ほどのコードを下のように変更してください。

pd.set_option('display.max_rows',None)
#列の名前を定義
columns = ['半径_平均','きめ_平均','周長_平均','面積_平均','平滑度_平均','コンパクト度_平均','凹面_平均','凹点,_平均','対称性_平均','フラクタル度_平均','半径_標準誤差','きめ_標準誤差','周長_標準誤差','面積_標準誤差','平滑度_標準誤差','コンパクト度_標準誤差','凹面_標準誤差','凹点_標準誤差','対称性_標準誤差','フラクタル度_標準誤差','半径_最大','きめ_最大','周長_最大','面積_最大','平滑度_最大','コンパクト度_最大','凹面_最大','凹点_最大','対称性_最大','フラクタル度_最大']
#データフレームとして読み込み
df = pd.DataFrame(cancer.data, columns=columns)
#悪性か良性かのデータ(正解データ)の取得
y = pd.Series(cancer.target)

そして、下のようなコードを実行してください。

df

すると、下のように出力されます。

半径_平均きめ_平均周長_平均面積_平均平滑度_平均コンパクト度_平均凹面_平均凹点,_平均対称性_平均フラクタル度_平均半径_標準誤差きめ_標準誤差周長_標準誤差面積_標準誤差平滑度_標準誤差コンパクト度_標準誤差凹面_標準誤差凹点_標準誤差対称性_標準誤差フラクタル度_標準誤差半径_最大きめ_最大周長_最大面積_最大平滑度_最大コンパクト度_最大凹面_最大凹点_最大対称性_最大フラクタル度_最大
017.990010.3800122.80001001.00000.11840.27760.30010.14710.24190.07871.09500.90538.5890153.40000.00640.04900.05370.01590.03000.006225.380017.3300184.60002019.00000.16220.66560.71190.26540.46010.1189
120.570017.7700132.90001326.00000.08470.07860.08690.07020.18120.05670.54350.73393.398074.08000.00520.01310.01860.01340.01390.003524.990023.4100158.80001956.00000.12380.18660.24160.18600.27500.0890
219.690021.2500130.00001203.00000.10960.15990.19740.12790.20690.06000.74560.78694.585094.03000.00620.04010.03830.02060.02250.004623.570025.5300152.50001709.00000.14440.42450.45040.24300.36130.0876
311.420020.380077.5800386.10000.14250.28390.24140.10520.25970.09740.49561.15603.445027.23000.00910.07460.05660.01870.05960.009214.910026.500098.8700567.70000.20980.86630.68690.25750.66380.1730
420.290014.3400135.10001297.00000.10030.13280.19800.10430.18090.05880.75720.78135.438094.44000.01150.02460.05690.01880.01760.005122.540016.6700152.20001575.00000.13740.20500.40000.16250.23640.0768
512.450015.700082.5700477.10000.12780.17000.15780.08090.20870.07610.33450.89022.217027.19000.00750.03350.03670.01140.02160.005115.470023.7500103.4000741.60000.17910.52490.53550.17410.39850.1244
618.250019.9800119.60001040.00000.09460.10900.11270.07400.17940.05740.44670.77323.180053.91000.00430.01380.02250.01040.01370.002222.880027.6600153.20001606.00000.14420.25760.37840.19320.30630.0837
713.710020.830090.2000577.90000.11890.16450.09370.05990.21960.07450.58351.37703.856050.96000.00880.03030.02490.01450.01490.005417.060028.1400110.6000897.00000.16540.36820.26780.15560.31960.1151
813.000021.820087.5000519.80000.12730.19320.18590.09350.23500.07390.30631.00202.406024.32000.00570.03500.03550.01230.02140.003715.490030.7300106.2000739.30000.17030.54010.53900.20600.43780.1072
912.460024.040083.9700475.90000.11860.23960.22730.08540.20300.08240.29761.59902.039023.94000.00710.07220.07740.01430.01790.010115.090040.680097.6500711.40000.18531.05801.10500.22100.43660.2075
1016.020023.2400102.7000797.80000.08210.06670.03300.03320.15280.05700.37951.18702.466040.51000.00400.00930.01100.00760.01460.003019.190033.8800123.80001150.00000.11810.15510.14590.09980.29480.0845
1115.780017.8900103.6000781.00000.09710.12920.09950.06610.18420.06080.50580.98493.564054.16000.00580.04060.02790.01280.02010.004120.420027.2800136.50001299.00000.13960.56090.39650.18100.37920.1048
1219.170024.8000132.40001123.00000.09740.24580.20650.11180.23970.07800.95553.568011.0700116.20000.00310.08300.08890.04090.04480.012820.960029.9400151.70001332.00000.10370.39030.36390.17670.31760.1023
1315.850023.9500103.7000782.70000.08400.10020.09940.05360.18470.05340.40331.07802.903036.58000.00980.03130.05050.01990.02980.003016.840027.6600112.0000876.50000.11310.19240.23220.11190.28090.0629
1413.730022.610093.6000578.30000.11310.22930.21280.08030.20690.07680.21211.16902.061019.21000.00640.05940.05500.01630.01960.008115.030032.0100108.8000697.70000.16510.77250.69430.22080.35960.1431
1514.540027.540096.7300658.80000.11390.15950.16390.07360.23030.07080.37001.03302.879032.55000.00560.04240.04740.01090.01860.005517.460037.1300124.1000943.20000.16780.65770.70260.17120.42180.1341
1614.680020.130094.7400684.50000.09870.07200.07400.05260.15860.05920.47271.24003.195045.40000.00570.01160.02000.01110.01410.002119.070030.8800123.40001138.00000.14640.18710.29140.16090.30290.0822
1716.130020.6800108.1000798.80000.11700.20220.17220.10280.21640.07360.56921.07303.854054.18000.00700.02500.03190.01300.01690.004120.960031.4800136.80001315.00000.17890.42330.47840.20730.37060.1142
1819.810022.1500130.00001260.00000.09830.10270.14790.09500.15820.05390.75821.01705.8650112.40000.00650.01890.03390.01520.01360.002027.320030.8800186.80002398.00000.15120.31500.53720.23880.27680.0761
1913.540014.360087.4600566.30000.09780.08130.06660.04780.18850.05770.26990.78862.058023.56000.00850.01460.02390.01320.01980.002315.110019.260099.7000711.20000.14400.17730.23900.12880.29770.0726
2013.080015.710085.6300520.00000.10750.12700.04570.03110.19670.06810.18520.74771.383014.67000.00410.01900.01700.00650.01680.002414.500020.490096.0900630.50000.13120.27760.18900.07280.31840.0818
219.504012.440060.3400273.90000.10240.06490.02960.02080.18150.06910.27730.97681.909015.70000.00960.01430.01980.01420.02030.003010.230015.660065.1300314.90000.13240.11480.08870.06230.24500.0777
2215.340014.2600102.5000704.40000.10730.21350.20770.09760.25210.07030.43880.70963.384044.91000.00680.05330.06450.02250.03670.004418.070019.0800125.1000980.90000.13900.59540.63050.23930.46670.0995
2321.160023.0400137.20001404.00000.09430.10220.10970.08630.17690.05280.69171.12704.303093.99000.00470.01260.01710.01040.01080.002029.170035.5900188.00002615.00000.14010.26000.31550.20090.28220.0753
2416.650021.3800110.0000904.60000.11210.14570.15250.09170.19950.06330.80680.90175.4550102.60000.00600.01880.02740.01130.01470.002826.460031.5600177.00002215.00000.18050.35780.46950.20950.36130.0956
2517.140016.4000116.0000912.70000.11860.22760.22290.14010.30400.07411.04600.97607.2760111.40000.00800.03800.03730.02400.02310.007422.250021.4000152.40001461.00000.15450.39490.38530.25500.40660.1059
2614.580021.530097.4100644.80000.10540.18680.14250.08780.22520.06920.25450.98322.110021.05000.00450.03060.02680.01350.01450.003717.620033.2100122.4000896.90000.15250.66430.55390.27010.42640.1275
2718.610020.2500122.10001094.00000.09440.10660.14900.07730.16970.05700.85291.84905.632093.54000.01070.02720.05080.01910.02290.004221.310027.2600139.90001403.00000.13380.21170.34460.14900.23410.0742
2815.300025.2700102.4000732.40000.10820.16970.16830.08750.19260.06540.43901.01203.498043.50000.00520.03060.03580.01080.01770.003020.270036.7100149.30001269.00000.16410.61100.63350.20240.40270.0988
2917.570015.0500115.0000955.10000.09850.11570.09880.07950.17390.06150.60030.82254.655061.10000.00560.03030.03410.01350.01920.003720.010019.5200134.90001227.00000.12550.28120.24890.14560.27560.0792
3018.630025.1100124.80001088.00000.10640.18870.23190.12440.21830.06200.83071.46605.5740105.00000.00620.03370.05200.01160.02010.004623.150034.0100160.50001670.00000.14910.42570.61330.18480.34440.0978
3111.840018.700077.9300440.60000.11090.15160.12180.05180.23010.07800.48251.03003.475041.00000.00560.03410.04200.01040.02270.005716.820028.1200119.4000888.70000.16370.57750.69560.15460.47610.1402
3217.020023.9800112.8000899.30000.11970.14960.24170.12030.22480.06380.60091.39803.999067.78000.00830.03080.05040.01110.02100.003920.880032.0900136.10001344.00000.16340.35590.55880.18470.35300.0848
3319.270026.4700127.90001162.00000.09400.17190.16570.07590.18530.06260.55580.60623.528068.17000.00500.03320.03500.00960.01540.003924.150030.9000161.40001813.00000.15090.65900.60910.17850.36720.1123
3416.130017.8800107.0000807.20000.10400.15590.13540.07750.19980.06510.33400.68572.183035.03000.00420.02870.02660.00910.01700.003820.210027.2600132.70001261.00000.14460.58040.52740.18640.42700.1233
3516.740021.5900110.1000869.50000.09610.13360.13480.06020.18960.05660.46150.91973.008045.19000.00580.02500.03690.01200.02790.002720.010029.0200133.50001229.00000.15630.38350.54090.18130.48630.0863
3614.250021.720093.6300633.00000.09820.10980.13190.05600.18850.06120.28601.01902.657024.91000.00590.03000.04810.01160.02030.004015.890030.3600116.2000799.60000.14460.42380.51860.14470.35910.1014
3713.030018.420082.6100523.80000.08980.03770.02560.02920.14670.05860.18392.34201.170014.16000.00440.00490.01340.01160.02670.001813.300022.810084.4600545.90000.09700.04620.04830.05010.19870.0617
3814.990025.200095.5400698.80000.09390.05130.02400.02900.15650.05501.21402.18808.0770106.00000.00690.01090.01820.01920.00790.001814.990025.200095.5400698.80000.09390.05130.02400.02900.15650.0550
3913.480020.820088.4000559.20000.10160.12550.10630.05440.17200.06420.21300.59141.545018.52000.00540.02240.03050.01260.01380.003215.530026.0200107.3000740.40000.16100.42250.50300.22580.28070.1071
4013.440021.580086.1800563.00000.08160.06030.03110.02030.17840.05590.23850.82651.572020.53000.00330.01100.01390.00690.01380.001315.930030.2500102.5000787.90000.10940.20430.20850.11120.29940.0715
4110.950021.350071.9000371.10000.12270.12180.10440.05670.18950.06870.23661.42801.822016.97000.00810.01760.02600.01040.01360.003012.840035.340087.2200514.00000.19090.26980.40230.14240.29640.0961
4219.070024.8100128.30001104.00000.09080.21900.21070.09960.23100.06340.98111.66608.8300104.90000.00650.10060.09720.02640.05330.007624.090033.1700177.40001651.00000.12470.74440.72420.24930.46700.1038
4313.280020.280087.3200545.20000.10410.14360.09850.06160.19740.06780.37040.82492.427031.33000.00510.02150.02190.00960.01720.003317.380028.0000113.1000907.20000.15300.37240.36640.14920.37390.1027
4413.170021.810085.4200531.50000.09710.10470.08260.05250.17460.06180.19380.61231.334014.49000.00340.01380.01450.00690.01110.001716.230029.8900105.5000740.70000.15030.39040.37280.16070.36930.0962
4518.650017.6000123.70001076.00000.10990.16860.19740.10090.19070.06050.62890.66334.293071.56000.00630.03990.05550.01690.02430.003522.820021.3200150.60001567.00000.16790.50900.73450.23780.37990.0919
468.196016.840051.7100201.90000.08600.05940.01590.00590.17690.06500.15630.95671.09408.20500.00900.01650.01590.00590.02570.00268.964021.960057.2600242.20000.12970.13570.06880.02560.31050.0741
4713.170018.660085.9800534.60000.11580.12310.12260.07340.21280.06780.28710.89371.897024.25000.00650.02340.02900.01210.01740.003615.670027.9500102.8000759.40000.17860.41660.50060.20880.39000.1179
4812.050014.630078.0400449.30000.10310.09090.06590.02750.16750.06040.26360.72941.848019.87000.00550.01430.02320.00570.01430.002413.760020.700089.8800582.60000.14940.21560.30500.06550.27470.0830
4913.490022.300086.9100561.00000.08750.07700.04750.03380.18090.05720.23381.35301.735020.20000.00450.01380.02090.01180.01640.002015.150031.820099.0000698.80000.11620.17110.22820.12820.28710.0692
5011.760021.600074.7200427.90000.08640.04970.01660.01120.14950.05890.40621.21002.635028.47000.00590.00980.01170.00740.02410.001812.980025.720082.9800516.50000.10850.08620.05520.03720.24330.0656
5113.640016.340087.2100571.80000.07690.06060.01860.01720.13530.05950.18720.92341.449014.55000.00450.01180.01080.00800.01320.002614.670023.190096.0800656.70000.10890.15820.10500.08590.23460.0803
5211.940018.240075.7100437.60000.08260.04750.01970.01350.18680.06110.22730.63291.520017.47000.00720.00840.01310.00800.02000.002613.100021.330083.6700527.20000.11440.08910.09200.06300.27850.0741
5318.220018.7000120.30001033.00000.11480.14850.17720.10600.20920.06310.83371.59304.877098.81000.00390.02960.02820.00920.02670.005120.600024.1300135.10001321.00000.12800.22970.26230.13250.30210.0799
5415.100022.020097.2600712.80000.09060.07080.05250.03330.16160.05680.31050.83392.097029.91000.00470.01030.01600.00920.01090.001618.100031.6900117.70001030.00000.13890.20570.27120.15300.26750.0787
5511.520018.750073.3400409.00000.09520.05470.03040.02280.19200.05910.32490.95912.183023.47000.00830.00870.01350.00870.03220.002412.840022.470081.8100506.20000.12490.08720.09080.06320.33060.0704
5619.210018.5700125.50001152.00000.10530.12670.13230.08990.19170.05960.72751.19304.8370102.50000.00650.02310.02950.01540.01850.002626.140028.1400170.10002145.00000.16240.35110.38790.20910.35370.0829
5714.710021.590095.5500656.90000.11370.13650.12930.08120.20270.06760.42261.15002.735040.09000.00370.02850.02570.01270.01820.004117.870030.7000115.7000985.50000.13680.42900.35870.18340.36980.1094
5813.050019.310082.6100527.20000.08060.03790.00070.00420.18190.05500.40401.21402.595032.96000.00750.00860.00070.00420.02190.003014.230022.250090.2400624.10000.10210.06190.00180.01110.24390.0629
598.618011.790054.3400224.50000.09750.05270.02060.00780.16830.07190.15590.57961.04608.32200.01010.01060.01980.00570.02090.00289.507015.400059.9000274.90000.17330.12390.11680.04420.32200.0903
6010.170014.880064.5500311.90000.11340.08060.01080.01290.27430.06960.51581.44103.312034.62000.00750.01100.00770.00820.04180.006011.020017.450069.8600368.60000.12750.09870.02170.02580.35570.0802
618.598020.980054.6600221.80000.12430.08960.03000.00930.18280.06760.35822.06702.493018.39000.01190.03160.03000.00930.03360.00309.565027.040062.0600273.90000.16390.16980.09000.02780.29720.0771
6214.250022.150096.4200645.70000.10490.20080.21350.08650.19490.07290.70361.26805.373060.78000.00940.07060.06900.01850.01700.006117.670029.5100119.1000959.50000.16400.62470.69220.17850.28440.1132
639.173013.860059.2000260.90000.07720.08750.05990.02180.23410.06960.40982.26502.608023.52000.00870.03940.04310.01560.04190.005810.010019.230065.5900310.10000.09840.16780.13970.05090.32820.0849
6412.680023.840082.6900499.00000.11220.12620.11280.06870.19050.06590.42551.17802.927036.46000.00780.02650.02970.01290.01630.003617.090033.4700111.8000888.30000.18510.40610.40240.17160.33830.1031
6514.780023.940097.4000668.30000.11720.14790.12670.09030.19530.06650.35771.28102.450035.24000.00670.02310.02320.01180.01900.003217.310033.3900114.6000925.10000.16480.34160.30240.16140.33210.0891
669.465021.010060.1100269.40000.10440.07770.02170.01500.17170.06900.23512.01101.660014.20000.01050.01750.01710.00930.02280.004210.410031.560067.0300330.70000.15480.16640.09410.06520.28780.0921
6711.310019.040071.8000394.10000.08140.04700.03710.02230.15160.05670.27270.94291.831018.15000.00930.00920.02060.00900.02180.002112.330023.840078.0000466.70000.12900.09150.14440.06960.24000.0664
689.029017.330058.7900250.50000.10660.14130.31300.04370.21110.08050.32741.19401.885017.67000.00950.08610.30380.03320.04200.009610.310022.650065.5000324.70000.14820.43651.25200.17500.42280.1175
6912.780016.490081.3700502.50000.09830.05230.03650.02860.15900.05650.23680.87321.471018.33000.00800.00560.01580.00870.02250.001913.460019.760085.6700554.90000.12960.07060.10390.05880.23830.0641
7018.940021.3100123.60001130.00000.09010.10290.10800.07950.15820.05460.78880.79755.486096.05000.00440.01650.02270.01370.01390.001724.860026.5800165.90001866.00000.11930.23360.26870.17890.25510.0659
718.888014.640058.7900244.00000.09780.15310.08610.02870.19020.08980.52620.85223.168025.44000.01720.09370.05670.01770.02540.02199.733015.670062.5600284.40000.12070.24360.14340.04790.22540.1084
7217.200024.5200114.2000929.40000.10710.18300.16920.07940.19270.06490.59071.04103.705069.47000.00580.05620.04250.01130.01530.006323.320033.8200151.60001681.00000.15850.73940.65660.18990.33130.1339
7313.800015.790090.4300584.10000.10070.12800.07790.05070.16620.06570.27870.62051.957023.35000.00470.02070.01760.00920.01220.003116.570020.8600110.3000812.40000.14110.35420.27790.13830.25890.1030
7412.310016.520079.1900470.90000.09170.06830.03370.02270.17200.05910.25051.02501.740019.68000.00490.01820.01830.00800.01390.002314.110023.210089.7100611.10000.11760.18430.17030.08660.26180.0761
7516.070019.6500104.1000817.70000.09170.08420.09770.06640.17980.05390.74741.01605.029079.25000.01080.02200.03500.01810.01550.001919.770024.5600128.80001223.00000.15000.20450.28290.15200.26500.0639
7613.530010.940087.9100559.20000.12910.10470.06880.06560.24030.06640.41011.01402.652032.65000.01340.02840.01160.00820.02570.006214.080012.490091.3600605.50000.14510.13790.08540.07410.27100.0719
7718.050016.1500120.20001006.00000.10650.21460.16840.10800.21520.06670.98060.55056.3110134.80000.00790.05840.04660.02070.02590.007122.390018.9100150.10001610.00000.14780.56340.37860.21020.37510.1108
7820.180023.9700143.70001245.00000.12860.34540.37540.16040.29060.08140.93171.88508.6490116.40000.01040.06830.10910.02590.07900.006023.370031.7200170.30001623.00000.16390.61640.76810.25080.54400.0996
7912.860018.000083.1900506.30000.09930.09550.03890.02320.17180.06000.26551.09501.778020.35000.00530.01660.02070.00820.01750.002814.240024.820091.8800622.10000.12890.21410.17310.07930.27790.0792
8011.450020.970073.8100401.50000.11020.09360.04590.02230.18420.07010.32512.17402.077024.62000.01040.01710.02590.00750.01820.004013.110032.160084.5300525.10000.15570.16760.17550.06130.27620.0885
8113.340015.860086.4900520.00000.10780.15350.11690.06990.19420.06900.28601.01601.535012.96000.00680.03570.03980.01380.02130.004615.530023.190096.6600614.90000.15360.47910.48580.17080.35270.1016
8225.220024.9100171.50001878.00000.10630.26650.33390.18450.18290.06780.89731.47407.3820120.00000.00820.05690.05730.02030.01060.005930.000033.6200211.70002562.00000.15730.60760.64760.28670.23550.1051
8319.100026.2900129.10001132.00000.12150.17910.19370.14690.16340.07220.51902.91005.801067.10000.00750.06050.02130.01840.03060.010420.330032.7200141.30001298.00000.13920.28170.24320.18410.23110.0920
8412.000015.650076.9500443.30000.09720.07170.04150.01860.20790.05970.22711.25501.441016.16000.00600.01810.02010.00700.01970.002613.670024.900087.7800567.90000.13770.20030.22670.07630.33790.0792
8518.460018.5200121.10001075.00000.09870.10530.13350.08800.21320.06020.69971.47504.782080.60000.00650.01650.02810.01420.02370.003822.930027.6800152.20001603.00000.13980.20890.31570.16420.36950.0858
8614.480021.460094.2500648.20000.09440.09950.12040.04940.20750.05640.42042.22003.301038.87000.00940.02980.05370.01760.02420.003216.210029.2500108.4000808.90000.13060.19760.33490.12250.30200.0685
8719.020024.5900122.00001076.00000.09030.12060.14680.08270.19530.05630.54950.66363.055057.65000.00390.01840.03710.01200.01960.003324.560030.4100152.90001623.00000.12490.32060.57550.19560.39560.0929
8812.360021.800079.7800466.10000.08770.09450.06020.03740.19300.06400.29781.50202.203020.95000.00710.02490.02700.01290.01960.004513.830030.500091.4600574.70000.13040.24630.24340.12050.29720.0926
8914.640015.240095.7700651.90000.11320.13390.09970.07060.21160.06350.51150.73723.814042.76000.00550.04410.04440.01620.02430.004816.340018.2400109.4000803.60000.12770.30890.26040.13970.31510.0847
9014.620024.020094.5700662.70000.08970.08610.03100.02960.16850.05870.37211.11102.279033.76000.00490.01820.01120.00860.02090.002916.110029.1100102.9000803.70000.11150.17660.09190.06950.25220.0725
9115.370022.7600100.2000728.20000.09200.10360.11220.07480.17170.06100.31290.84132.075029.44000.00990.02440.04530.01760.02470.002116.430025.8400107.5000830.90000.12570.19970.28460.14760.25560.0683
9213.270014.760084.7400551.70000.07360.05050.03260.02650.13860.05320.40571.15302.701036.35000.00450.01040.01360.01080.01070.001416.360022.3500104.5000830.60000.10060.12380.13500.10010.20270.0621
9313.450018.300086.6000555.10000.10220.08170.03970.02780.16380.05710.29501.37302.099025.22000.00590.01490.01870.00940.01880.001815.100025.940097.5900699.40000.13390.17510.13810.07910.26780.0660
9415.060019.8300100.3000705.60000.10390.15530.17000.08820.18550.06280.47680.96443.706047.14000.00920.03720.04870.01850.01500.003518.230024.2300123.50001025.00000.15510.42030.52030.21150.28340.0823
9520.260023.0300132.40001264.00000.09080.13130.14650.08680.20950.05650.75761.50904.554087.87000.00600.03480.04230.01270.02660.004424.220031.5900156.10001750.00000.11900.35390.40980.15730.36890.0837
9612.180017.840077.7900451.10000.10450.07060.02490.02940.19000.06640.36611.51102.410024.44000.00540.01180.01130.01520.02220.003412.830020.920082.1400495.20000.11400.09360.04980.05880.22270.0738
979.787019.940062.1100294.50000.10240.05300.00680.00790.13500.06890.33502.04302.132020.05000.01110.01460.00530.00530.01800.005710.920026.290068.8100366.10000.13160.09470.02050.02380.19340.0899
9811.600012.840074.3400412.60000.08980.07520.04200.03350.16200.06580.23150.53911.475015.75000.00620.01330.01690.00690.01650.002613.060017.160082.9600512.50000.14310.18510.19220.08450.27720.0876
9914.420019.770094.4800642.50000.09750.11410.09390.05840.18790.06390.28951.85102.376026.85000.00800.02900.03320.01420.01460.004516.330030.8600109.5000826.40000.14310.30260.31940.15650.27180.0935
10013.610024.980088.0500582.70000.09490.08510.08620.04490.16090.05870.45651.29002.861043.14000.00590.01490.02650.00990.01460.002416.990035.2700108.6000906.50000.12650.19430.31690.11840.26510.0740
1016.981013.430043.7900143.50000.11700.07570.00000.00000.19300.07820.22411.50801.55309.83300.01020.01080.00000.00000.02660.00417.930019.540050.4100185.20000.15840.12020.00000.00000.29320.0938
10212.180020.520077.2200458.70000.08010.04040.02380.01770.17390.05680.19241.57101.183014.68000.00510.00610.01070.00680.01450.001513.340032.840084.5800547.80000.11230.08860.11450.07430.26940.0688
1039.876019.400063.9500298.30000.10050.09700.06150.03030.19450.06320.18031.22201.528011.77000.00910.02200.03030.01110.01610.003610.760026.830072.2200361.20000.15590.23020.26440.09750.26220.0849
10410.490019.290067.4100336.10000.09990.08580.03000.01200.22170.06480.35501.53402.302023.13000.00760.02220.02880.00860.02710.003511.540023.310074.2200402.80000.12190.14860.07990.03200.28260.0755
10513.110015.560087.2100530.20000.13980.17650.20710.09600.19250.07690.39080.92382.410034.66000.00720.02910.05470.01390.01550.007116.310022.4000106.4000827.20000.18620.40990.63760.19860.31470.1405
10611.640018.330075.1700412.50000.11420.10170.07070.03480.18010.06520.30601.65702.155020.62000.00850.02310.02950.01400.01570.003813.140029.260085.5100521.70000.16880.26600.28730.12180.28060.0910
10712.360018.540079.0100466.70000.08480.06820.02640.01920.16020.06070.11990.89440.84849.22700.00350.01050.01170.00560.01250.001413.290027.490085.5600544.10000.11840.19630.19370.08440.29830.0718
10822.270019.6700152.80001509.00000.13260.27680.42640.18230.25560.07041.21501.545010.0500170.00000.00650.08670.10400.02480.03110.005028.400028.0100206.80002360.00000.17010.69970.96080.29100.40550.0979
10911.340021.260072.4800396.50000.08760.06580.05130.01900.14870.06530.23440.98611.597016.41000.00910.01560.02440.00640.01570.002513.010029.150083.9900518.10000.16990.21960.31200.08280.28290.0883
1109.777016.990062.5000290.20000.10370.08400.04330.01780.15840.07070.40301.42402.747022.87000.01380.02930.02720.01020.03280.004611.050021.470071.6800367.00000.14670.17650.13000.05330.25330.0847
11112.630020.760082.1500480.40000.09930.12090.10650.06020.17350.07070.34241.80302.711020.48000.01290.04040.05100.02300.02140.005913.330025.470089.0000527.40000.12870.22500.22160.11050.22260.0849
11214.260019.650097.8300629.90000.07840.22330.30030.07800.17040.07770.36281.49003.399029.25000.00530.07450.14350.02290.02570.013015.300023.7300107.0000709.00000.08950.41930.67830.15050.23980.1082
11310.510020.190068.6400334.20000.11220.13030.06480.03070.19220.07780.33361.86002.041019.91000.01190.03750.04590.01540.02290.006811.160022.750072.6200374.40000.13000.20490.12950.06140.23830.0903
1148.726015.830055.8400230.90000.11500.08200.04130.01920.16490.07630.16650.58641.35408.96600.00830.02210.03260.01040.01710.00389.628019.620064.4800284.40000.17240.23640.24560.10500.29260.1017
11511.930021.530076.5300438.60000.09770.07850.03330.02010.16880.06190.31180.92272.000024.79000.00780.02510.01840.00770.01280.003913.670026.150087.5400583.00000.15000.23990.15030.07250.24380.0854
1168.950015.760058.7400245.20000.09460.12430.09260.02310.13050.07160.31320.97893.280016.94000.01840.06760.09260.02310.02380.00569.414017.070063.3400270.00000.11790.18790.15440.03850.16520.0772
11714.870016.670098.6400682.50000.11620.16490.16900.08920.21570.06770.42660.94892.989041.18000.00700.02560.03010.01270.01600.003918.810027.3700127.10001095.00000.18780.44800.47040.20270.35850.1065
11815.780022.9100105.7000782.60000.11550.17520.21330.09480.20960.07330.55201.07203.598058.63000.00870.03980.05950.01390.01490.006020.190030.5000130.30001272.00000.18550.49250.73560.20340.32740.1252
11917.950020.0100114.2000982.00000.08400.06720.07290.05600.21290.05030.55061.21403.357054.04000.00400.00840.02290.00990.05010.001920.580027.8300129.20001261.00000.10720.12020.22490.11850.48820.0611
12011.410010.820073.3400403.30000.09370.06690.03510.02620.16670.06110.14080.46071.103010.50000.00600.01530.01510.00650.01340.002212.820015.970083.7400510.50000.15480.23900.21020.08960.30160.0852
12118.660017.1200121.40001077.00000.10540.11000.14570.08670.19660.06210.71281.58104.895090.47000.00810.02100.03340.01600.02040.004622.250024.9000145.40001549.00000.15030.22910.32720.16740.28940.0846
12224.250020.2000166.20001761.00000.14470.28670.42680.20120.26550.06881.50903.12009.8070233.00000.02330.09810.12780.01820.04550.009926.020023.9900180.90002073.00000.16960.42440.58030.22480.32220.0801
12314.500010.890094.2800640.70000.11010.10990.08840.05780.18560.06400.29290.85701.928024.19000.00380.01280.02880.01200.01910.002815.700015.9800102.8000745.50000.13130.17880.25600.12210.28890.0801
12413.370016.390086.1000553.50000.07120.07320.08090.02800.14220.05820.16391.14001.223014.66000.00590.03270.04960.01040.01210.004114.260022.750091.9900632.10000.10250.25310.33080.08980.20480.0763
12513.850017.210088.4400588.70000.08780.06140.01420.01140.16140.05890.21850.85611.495017.91000.00460.00920.00910.00480.01250.001715.490023.5800100.3000725.90000.11570.13500.08110.05100.23640.0718
12613.610024.690087.7600572.60000.09260.07860.05290.03080.17610.06130.23101.00501.752019.83000.00410.01170.01800.00690.01320.001516.890035.6400113.2000848.70000.14710.28840.37960.13290.34700.0790
12719.000018.9100123.40001138.00000.08220.08030.09270.05630.19460.05040.68961.34205.216081.23000.00440.02730.04040.01360.02030.002722.320025.7300148.20001538.00000.10210.22640.32070.12180.28410.0654
12815.100016.390099.5800674.50000.11500.18070.11380.08530.20010.06470.43091.06802.796039.84000.00900.04180.03200.02260.02350.005016.110018.3300105.9000762.60000.13860.28830.19600.14230.25900.0778
12919.790025.1200130.40001192.00000.10150.15890.25450.11490.22020.06110.49531.19902.765063.33000.00500.03180.04760.01040.01580.003222.630033.5800148.70001589.00000.12750.38610.56730.17320.33050.0847
13012.190013.290079.0800455.80000.10660.09510.02850.02880.18800.06470.20050.81631.973015.24000.00680.02460.01020.00810.02660.004113.340017.810091.3800545.20000.14270.25850.09920.08190.34690.0924
13115.460019.4800101.7000748.90000.10920.12230.14660.08090.19310.05800.47430.78593.094048.31000.00620.01480.02810.01090.01400.002519.260026.0000124.90001156.00000.15460.23940.37910.15140.28370.0802
13216.160021.5400106.2000809.80000.10080.12840.10430.05610.21600.05890.43321.26502.844043.68000.00490.01950.02220.00920.01540.002419.470031.6800129.70001175.00000.13950.30550.29920.13120.34800.0762
13315.710013.9300102.0000761.70000.09460.09460.07130.05930.18160.05720.31170.81551.972027.94000.00520.01520.01680.01270.01670.002317.500019.2500114.3000922.80000.12230.19490.17090.13740.27230.0707
13418.450021.9100120.20001075.00000.09430.09710.11530.06850.16920.05730.59591.20203.766068.35000.00600.01420.02850.00910.01490.002222.520031.3900145.60001590.00000.14650.22750.39650.13790.31090.0761
13512.770022.470081.7200506.30000.09060.05760.04710.02700.15850.06070.23671.38001.457019.87000.00750.01200.02330.00890.01650.002614.490033.370092.0400653.60000.14190.15230.21770.09330.28290.0807
13611.710016.670074.7200423.60000.10510.06090.03590.02600.13390.05950.44892.50803.258034.37000.00660.01380.02660.01310.01360.003713.330025.480086.1600546.70000.12710.10280.10460.06970.17120.0734
13711.430015.390073.0600399.80000.09640.06890.03500.02880.17340.05870.17590.99381.143012.67000.00510.01520.01430.00860.01500.001612.320022.020079.9300462.00000.11900.16480.13990.08480.26760.0677
13814.950017.570096.8500678.10000.11670.13050.15390.08620.19570.06221.29601.45208.4190101.90000.01000.03480.06580.02800.05170.002918.550021.4300121.4000971.40000.14110.21640.33550.16670.34140.0715
13911.280013.390073.0000384.80000.11640.11360.04640.04800.17710.06070.33841.34301.851026.33000.01130.03500.02190.01970.01580.003411.920015.770076.5300434.00000.13670.18220.08670.08610.21020.0678
1409.738011.970061.2400288.50000.09250.04100.00000.00000.19030.06420.19880.49601.218012.26000.00600.00570.00000.00000.02280.003210.620014.100066.5300342.90000.12340.07200.00000.00000.31050.0815
14116.110018.0500105.1000813.00000.09720.11370.09450.05940.18610.06250.70491.33204.533074.08000.00680.01940.03070.01170.01870.003419.920025.2700129.00001233.00000.13140.22360.28020.12160.27920.0816
14211.430017.310073.6600398.00000.10920.09490.02030.01860.16450.06560.28431.90801.937021.38000.00670.01740.01160.00950.02280.003512.780026.760082.6600503.00000.14130.17920.07710.06400.25840.0810
14312.900015.920083.7400512.20000.08680.09510.04890.03090.17780.06240.21430.77121.689016.64000.00530.01560.01510.00760.02100.001914.480021.820097.1700643.80000.13120.25480.20900.10120.35490.0812
14410.750014.970068.2600355.30000.07790.05140.02250.00790.13990.05690.25251.23901.806017.74000.00650.01780.02020.00560.01670.002411.950020.720077.7900441.20000.10760.12230.09750.03410.23000.0677
14511.900014.650078.1100432.80000.11520.12960.03710.03000.19950.07840.39620.65383.021025.03000.01020.04740.02790.01110.03130.009413.150016.510086.2600509.60000.14240.25170.09420.06040.27270.1036
14611.800016.580078.9900432.00000.10910.17000.16590.07410.26780.07370.31971.42602.281024.72000.00540.03630.04650.01840.05630.004613.740026.380091.9300591.70000.13850.40920.45040.18650.57740.1030
14714.950018.770097.8400689.50000.08140.11670.09050.03560.17440.06490.42201.90903.271039.43000.00580.04880.05300.01530.03360.009416.250025.4700107.1000809.70000.09970.25210.25000.08400.28520.0922
14814.440015.180093.9700640.10000.09970.10210.08490.05530.17240.06080.24060.73942.120021.20000.00570.02300.03110.01490.01450.002515.850019.8500108.6000766.90000.13160.27350.31030.15990.26910.0768
14913.740017.910088.1200585.00000.07940.06380.02880.01330.14730.05580.25000.75741.573021.47000.00280.01590.01780.00580.01330.002015.340022.460097.1900725.90000.09710.18240.15640.06020.23500.0701
15013.000020.780083.5100519.40000.11350.07590.03140.02650.25400.06090.42021.32202.873034.78000.00700.01140.01950.01150.02950.001514.160024.110090.8200616.70000.12970.11050.08110.06300.31960.0644
1518.219020.700053.2700203.90000.09400.13050.13210.02170.22220.08260.19351.96201.243010.21000.01240.05420.07750.01020.02310.01189.092029.720058.0800249.80000.16300.43100.53810.07880.33220.1486
1529.731015.340063.7800300.20000.10720.15990.41080.07860.25480.09300.82452.66404.073049.85000.01100.09590.39600.05280.03550.029811.020019.490071.0400380.50000.12920.27720.82160.15710.31080.1259
15311.150013.080070.8700381.90000.09750.05110.01980.01790.18300.06110.22510.78151.429015.48000.00900.00900.01200.00820.02390.001611.990016.300076.2500440.80000.13410.08970.07120.05510.28590.0677
15413.150015.340085.3100538.90000.09380.08500.09290.03480.18220.06210.27100.79271.819022.79000.00860.02020.03050.00950.02770.003514.770020.500097.6700677.30000.14780.22560.30090.09720.38490.0863
15512.250017.940078.2700460.30000.08650.06680.03890.02330.19700.06230.22000.98231.484016.51000.00550.01560.01990.00790.01800.002513.590025.220086.6000564.20000.12170.17880.19430.08210.31130.0813
15617.680020.7400117.4000963.70000.11150.16650.18550.10540.19710.06170.81131.40005.540093.91000.00900.04950.05210.01840.01780.005020.470025.1100132.90001302.00000.14180.34980.35830.15150.24630.0774
15716.840019.4600108.4000880.20000.07450.07220.05150.02770.18440.05270.47892.06003.479046.61000.00340.02660.03060.01110.01520.001518.220028.0700120.30001032.00000.08770.17100.18820.08440.25270.0597
15812.060012.740076.8400448.60000.09310.05240.01970.01960.15900.05910.18220.72851.171013.25000.00550.00980.00830.00630.01460.002513.140018.410084.0800532.80000.12750.12320.08640.07030.25140.0790
15910.900012.960068.6900366.80000.07510.03720.00310.00660.14420.05740.28180.76141.808018.54000.00610.00610.00180.00360.01640.002712.360018.200078.0700470.00000.11710.08290.01850.03950.27380.0769
16011.750020.180076.1000419.80000.10890.11410.06840.03740.19930.06450.50181.69303.926038.34000.00940.02400.04170.01150.03400.005113.320026.210088.9100543.90000.13580.18920.19560.07910.31680.0799
16119.190015.9400126.30001157.00000.08690.11850.11930.09670.17410.05181.00000.63366.9710119.30000.00940.03060.04340.02790.03160.003422.030017.8100146.60001495.00000.11240.20160.22640.17770.24430.0625
16219.590018.1500130.70001214.00000.11200.16660.25080.12860.20270.06080.73641.04804.792097.07000.00410.02280.04030.01300.01690.003326.730026.3900174.90002232.00000.14380.38460.68100.22470.36430.0922
16312.340022.220079.8500464.50000.10120.10150.05370.02820.15510.06760.29491.65601.955021.55000.01130.03180.03120.01140.01880.005313.580028.680087.3600553.00000.14520.23380.16880.08190.22680.0908
16423.270022.0400152.10001686.00000.08440.11450.13240.09700.18010.05550.66420.85614.603097.85000.00490.02540.02820.01620.01960.003728.010028.2200184.20002403.00000.12280.35830.39480.23460.35890.0919
16514.970019.760095.5000690.20000.08420.05350.01950.01940.15150.05270.18401.06501.286016.64000.00360.00800.00830.00640.01920.001515.980025.8200102.3000782.10000.10450.09990.07750.05750.26460.0609
16610.80009.710068.7700357.60000.09590.05740.02530.01700.13810.06400.17280.40641.126011.48000.00780.00980.01100.00530.01250.002111.600012.020073.6600414.00000.14360.12570.10470.04600.20900.0770
16716.780018.8000109.3000886.30000.08870.09180.08420.06580.18930.05530.59901.39104.129067.34000.00610.02470.02630.01600.02090.003520.050026.3000130.70001260.00000.11680.21190.23180.14740.28100.0723
16817.470024.6800116.1000984.60000.10490.16030.21590.10430.15380.06361.08801.41007.3370122.30000.00620.03630.04640.01570.01150.005123.140032.3300155.30001660.00000.13760.38300.48900.17210.21600.0930
16914.970016.950096.2200685.90000.09850.07890.02600.03780.17800.05650.27131.21701.893024.28000.00510.01370.00730.00910.01350.001716.110023.0000104.6000793.70000.12160.16370.06650.08480.24040.0643
17012.320012.390078.8500464.10000.10280.06980.03990.03700.19590.05950.23600.66561.670017.43000.00800.01180.01680.01240.01920.002213.500015.640086.9700549.10000.13850.12660.12420.09390.28270.0677
17113.430019.630085.8400565.40000.09050.06290.05860.03440.15980.05670.46971.14703.142043.40000.00600.01060.02150.00940.01520.001917.980029.8700116.6000993.60000.14010.15460.26440.11600.28840.0737
17215.460011.8900102.5000736.90000.12570.15550.20320.10970.19660.07070.42090.65832.805044.64000.00540.02320.04300.01320.01790.004218.790017.0400125.00001102.00000.15310.35830.58300.18270.32160.1010
17311.080014.710070.2100372.70000.10060.05740.02360.02580.15660.06670.20731.80501.377019.08000.01500.02120.01450.01580.03080.004811.350016.820072.0100396.50000.12160.08240.03940.04310.19020.0731
17410.660015.150067.4900349.60000.08790.04300.00000.00000.19280.05970.33091.92502.155021.98000.00870.01020.00000.00000.03260.001011.540019.200073.2000408.30000.10760.06790.00000.00000.27100.0616
1758.671014.450054.4200227.20000.09140.04280.00000.00000.17220.06720.22040.78731.435011.36000.00920.00800.00000.00000.02710.00349.262017.040058.3600259.20000.11620.07060.00000.00000.25920.0785
1769.904018.060064.6000302.40000.09700.12940.13070.03720.16690.08120.43112.26103.132027.48000.01290.08810.11970.02460.03880.017911.260024.390073.0700390.20000.13010.29500.34860.09910.26140.1162
17716.460020.1100109.3000832.90000.09830.15560.17930.08870.17940.06320.30371.28402.482031.59000.00660.04090.05370.01810.01680.004617.790028.4500123.5000981.20000.14150.46670.58620.20350.30540.0952
17813.010022.220082.0100526.40000.06250.01940.00160.00190.13950.05230.17311.14201.101014.34000.00340.00230.00160.00190.01610.001014.000029.020088.1800608.80000.08130.03430.00800.00930.22950.0584
17912.810013.060081.2900508.80000.08740.03770.00920.01330.14660.06130.28890.98991.778021.79000.00850.00640.00620.00740.01060.003413.630016.150086.7000570.70000.11620.05440.02760.03990.17830.0732
18027.220021.8700182.10002250.00000.10940.19140.28710.18780.18000.05770.83611.48105.8200128.70000.00460.02540.03110.01240.01580.002733.120032.8500220.80003216.00000.14720.40340.53400.26880.28560.0808
18121.090026.5700142.70001311.00000.11410.28320.24870.14960.23950.07400.62980.76294.414081.46000.00430.04760.03870.01570.01800.005326.680033.4800176.50002089.00000.14910.75840.67800.29030.40980.1284
18215.700020.3100101.2000766.60000.09600.08800.06590.05190.16180.05550.36991.15002.406040.98000.00460.02260.01950.00980.01550.002420.110032.8200129.30001269.00000.14140.35470.29020.15410.34370.0863
18311.410014.920073.5300402.00000.09060.08150.06180.02360.11670.06220.33441.10801.902022.77000.00740.03730.05920.01710.02160.004812.370017.700079.1200467.20000.11210.16100.16480.06300.18110.0743
18415.280022.410098.9200710.60000.09060.10520.05370.03260.17270.06320.20540.49561.344019.53000.00330.01400.01770.00600.01170.002617.800028.0300113.8000973.10000.13010.32990.36300.12260.31750.0977
18510.080015.110063.7600317.50000.09270.04690.00160.00240.17030.06050.42451.26802.680026.43000.01440.01200.00160.00240.02540.003511.870021.180075.3900437.00000.15210.10190.00690.01040.29330.0770
18618.310018.5800118.60001041.00000.08590.08470.08170.05810.16210.05420.25770.47571.817028.92000.00290.00920.01410.00670.01070.001121.310026.3600139.20001410.00000.12340.24450.35380.15710.32060.0694
18711.710017.190074.6800420.30000.09770.06140.03810.03240.15160.06090.24510.76551.742017.86000.00690.00870.01980.01180.01900.001713.010021.390084.4200521.50000.13230.10400.15210.10990.25720.0710
18811.810017.390075.2700428.90000.10070.05560.02350.01550.17180.05780.18591.92601.011014.47000.00780.00880.01560.00620.03140.002012.570026.480079.5700489.50000.13560.10000.08800.04310.32000.0658
18912.300015.900078.8300463.70000.08080.07250.03840.01650.16670.05470.23820.83551.687018.32000.00600.02210.02120.00640.02030.001713.350019.590086.6500546.70000.10960.16500.14230.04810.24820.0631
19014.220023.120094.3700609.90000.10750.24130.19810.06620.23840.07540.28602.11002.112031.72000.00800.13540.11660.01670.05110.011715.740037.1800106.4000762.40000.15330.93270.84880.17720.51660.1446
19112.770021.410082.0200507.40000.08750.06600.03110.02860.16940.06290.73111.74805.118053.65000.00460.01790.02180.01760.03370.005913.750023.500089.0400579.50000.09390.08980.05190.04770.21790.0687
1929.720018.220060.7300288.10000.06950.02340.00000.00000.16530.06450.35394.88502.230021.69000.00170.00670.00000.00000.03800.00179.968020.830062.2500303.80000.07120.02730.00000.00000.19090.0656
19312.340026.860081.1500477.40000.10340.13530.10850.04560.19430.06940.40531.80902.642034.44000.00910.03840.03760.01320.01880.005715.650039.3400101.7000768.90000.17850.47060.44250.14590.32150.1205
19414.860023.2100100.4000671.40000.10440.19800.16970.08880.17370.06670.27960.96223.591025.20000.00810.05120.05550.01880.02550.004316.080027.7800118.6000784.70000.13160.46480.45890.17270.30000.0870
19512.910016.330082.5300516.40000.07940.05370.03870.02380.18290.05670.19420.90861.493015.75000.00530.01590.02320.00840.01850.002213.880022.000090.8100600.60000.10970.15060.17640.08240.30240.0695
19613.770022.290090.6300588.90000.12000.12670.13850.06530.18340.06880.61912.11204.906049.70000.01380.03350.04660.02060.02690.004316.390034.0100111.6000806.90000.17370.31220.38090.16730.30800.0933
19718.080021.8400117.40001024.00000.07370.08640.11030.05780.17700.05340.63621.30504.312076.36000.00550.05300.06110.01440.02140.005019.760024.7000129.10001228.00000.08820.19630.25350.09180.23690.0656
19819.180022.4900127.50001148.00000.08520.14280.11140.06770.17670.05530.43571.07303.833054.22000.00550.03700.02710.01220.01410.003423.360032.0600166.40001688.00000.13220.56010.38650.17080.31930.0922
19914.450020.220094.4900642.70000.09870.12060.11800.05980.19500.06470.20920.65091.446019.42000.00400.01600.02000.00730.01520.002018.330030.1200117.90001044.00000.15520.40560.49670.18380.47530.1013
20012.230019.560078.5400461.00000.09590.08090.04190.04110.19790.06010.35341.32602.308027.24000.00750.01780.01400.01140.01500.003314.440028.360092.1500638.40000.14290.20420.13770.10800.26680.0817
20117.540019.3200115.1000951.60000.08970.11980.10360.07490.15060.05490.39710.82823.088040.73000.00610.02570.02710.01350.01590.002720.420025.8400139.50001239.00000.13810.34200.35080.19390.29280.0787
20223.290026.6700158.90001685.00000.11410.20840.35230.16200.22000.06230.55391.56004.667083.16000.00930.05120.08960.02460.02170.005225.120032.6800177.00001986.00000.15360.41670.78920.27330.31980.0876
20313.810023.750091.5600597.80000.13230.17680.15580.09180.22510.07420.56481.93003.909052.72000.00880.03110.03110.01290.02000.004519.200041.8500128.50001153.00000.22260.52090.46460.20130.44320.1086
20412.470018.600081.0900481.90000.09970.10580.08000.03820.19250.06370.39611.04402.497030.29000.00700.01910.02700.01040.01780.003614.970024.640096.0500677.90000.14260.23780.26710.10150.30140.0875
20515.120016.680098.7800716.60000.08880.09590.07550.04080.15940.05990.27110.36211.974026.44000.00550.01920.02040.00830.01520.002917.770020.2400117.7000989.50000.14910.33310.33270.12520.34150.0974
2069.876017.270062.9200295.40000.10890.07230.01760.01950.19340.06290.21371.34201.517012.33000.00970.01250.00800.00750.02210.002510.420023.220067.0800331.60000.14150.12470.06210.05590.29890.0738
20717.010020.2600109.7000904.30000.08770.07300.06950.05390.20260.05220.58580.85544.106068.46000.00500.01500.01950.01120.02290.002619.800025.0500130.00001210.00000.11110.14860.19320.10960.32750.0647
20813.110022.540087.0200529.40000.10020.14830.08710.05100.18500.07310.19310.92231.491015.09000.00530.03040.02530.00830.02510.004214.550029.160099.4800639.30000.13490.44020.31620.11260.41280.1076
20915.270012.910098.1700725.50000.08180.06230.05890.03160.13590.05530.21340.36281.525020.00000.00430.01240.01840.00740.00950.001717.380015.9200113.7000932.70000.12220.21860.29620.10350.23200.0747
21020.580022.1400134.70001290.00000.09090.13480.16400.09560.17650.05020.86011.48007.0290111.70000.00810.03610.05490.02770.03180.002423.240027.8400158.30001656.00000.11780.29200.38610.19200.29090.0587
21111.840018.940075.5100428.00000.08870.06900.02670.01390.15330.06060.22220.86521.444017.12000.00550.01730.02040.00670.01620.002913.300024.990085.2200546.30000.12800.18800.14710.06910.25350.0799
21228.110018.4700188.50002499.00000.11420.15160.32010.15950.16480.05532.87301.476021.9800525.60000.01350.02770.06390.01410.04780.004528.110018.4700188.50002499.00000.11420.15160.32010.15950.16480.0553
21317.420025.5600114.5000948.00000.10060.11460.16820.06600.13080.05870.52961.66703.767058.53000.03110.08560.14380.03930.02170.012618.070028.0700120.40001021.00000.12430.17930.28030.10990.16030.0682
21414.190023.810092.8700610.70000.09460.13060.11150.06460.22350.06430.42071.84503.534031.00000.01090.03710.03690.01630.04500.004816.860034.8500115.0000811.30000.15590.40590.37440.17720.47240.1026
21513.860016.930090.9600578.90000.10260.15170.09900.05600.21060.06920.25631.19401.933022.69000.00600.03440.03910.01430.01940.004615.750026.9300104.4000750.10000.14600.43700.46360.16540.36300.1059
21611.890018.350077.3200432.20000.09360.11540.06640.03140.19670.06310.29631.56302.087021.46000.00890.04190.05950.01790.02790.004813.250027.100086.2000531.20000.14050.30460.28060.11380.33970.0837
21710.200017.480065.0500321.20000.08050.05910.05770.01070.19640.06310.35671.92202.747022.79000.00470.03120.05770.01070.02560.004611.480024.470075.4000403.70000.09530.13970.19250.03570.28680.0781
21819.800021.5600129.70001230.00000.09380.13060.12720.08690.20940.05580.95531.18606.4870124.40000.00680.03170.03450.01710.01900.004025.730028.6400170.30002009.00000.13530.32350.36170.18200.30700.0825
21919.530032.4700128.00001223.00000.08420.11300.11450.06640.14280.05310.73921.32104.7220109.90000.00550.02640.02660.01080.01330.002327.900045.4100180.20002477.00000.14080.40970.39950.16250.27130.0757
22013.650013.160087.8800568.90000.09650.08710.03890.02560.13600.06340.21020.43361.391017.40000.00410.01690.01650.00670.01370.002715.340016.350099.7100706.20000.13110.24740.17590.08060.23800.0872
22113.560013.900088.5900561.30000.10510.11920.07860.04450.19620.06300.25690.49812.011021.03000.00590.02310.02540.00840.01840.002914.980017.1300101.1000686.60000.13760.26980.25770.09090.30650.0818
22210.180017.530065.1200313.10000.10610.08500.01770.01920.19100.06910.24671.21701.641015.05000.00790.01400.00850.00760.02640.003811.170022.840071.9400375.60000.14060.14400.06570.05580.30550.0880
22315.750020.2500102.6000761.30000.10250.12040.11470.06460.19350.06300.34730.92092.244032.19000.00480.02370.02380.00860.01770.003119.560030.2900125.90001088.00000.15520.44800.39760.14790.39930.1064
22413.270017.020084.5500546.40000.08440.04990.03550.02460.14960.05670.29270.89072.044024.68000.00600.01100.02260.00910.01480.002515.140023.600098.8400708.80000.12760.13110.17860.09680.25060.0762
22514.340013.470092.5100641.20000.09910.07620.05720.04600.20750.05450.52200.81213.763048.29000.00710.01430.02360.01290.02270.001516.770016.9000110.4000873.20000.12970.15250.16320.10870.30620.0607
22610.440015.460066.6200329.60000.10530.07720.00660.01220.17880.06450.19130.90271.208011.86000.00650.00810.00280.00500.01500.002811.520019.800073.4700395.40000.13410.11530.02640.04460.26150.0827
22715.000015.510097.4500684.50000.08370.10960.06500.03780.18810.05910.23180.49662.276019.88000.00410.03210.03640.01150.01390.003216.410019.3100114.2000808.20000.11360.36270.34020.13790.29540.0836
22812.620023.970081.3500496.40000.07900.07530.05440.02040.15140.06020.24491.06601.445018.51000.00520.02290.03020.00870.01370.003414.200031.310090.6700624.00000.12270.34540.39110.11800.28260.0959
22912.830022.330085.2600503.20000.10880.17990.16950.06860.21230.07250.30611.06902.257025.13000.00700.03860.04680.01500.01680.005615.200030.1500105.3000706.00000.17770.53430.62820.19770.34070.1243
23017.050019.0800113.4000895.00000.11410.15720.19100.10900.21310.06330.29590.67902.153031.98000.00550.02010.03060.01380.01180.002319.590024.8900133.50001189.00000.17030.39340.50180.25430.31090.0906
23111.320027.080071.7600395.70000.06880.03810.01630.00310.18690.05630.12100.89271.05908.60500.00370.01650.01630.00310.01540.002112.080033.750079.8200452.30000.09200.14320.10890.02080.28490.0709
23211.220033.810070.7900386.80000.07780.03570.00500.00640.18450.05830.22391.64701.489015.46000.00440.00680.00320.00340.01920.002512.360041.780078.4400470.90000.09990.06880.02320.03000.29110.0731
23320.510027.8100134.40001319.00000.09160.10740.15540.08340.14480.05590.52401.18903.767070.01000.00500.02060.03460.01090.01300.002924.470037.3800162.70001872.00000.12230.27610.41460.15630.24370.0833
2349.567015.910060.2100279.60000.08460.04090.01650.01670.15510.06400.21520.83011.215012.64000.01160.01040.01190.00960.02380.003510.510019.160065.7400335.90000.15040.09510.07160.07220.27570.0818
23514.030021.250089.7900603.40000.09070.06940.01460.01900.15170.05830.25891.50301.667022.07000.00740.01380.00730.01000.01260.002915.330030.280098.2700715.50000.12870.15130.06230.07960.22260.0762
23623.210026.9700153.50001670.00000.09510.16820.19500.12370.19090.06311.05800.96357.2470155.80000.00640.02860.04500.01720.01590.003131.010034.5100206.00002944.00000.14810.41260.58200.25930.31030.0868
23720.480021.4600132.50001306.00000.08350.08350.09040.06020.14670.05180.68741.04105.144083.50000.00800.03130.04260.01670.01340.003924.220026.1700161.70001750.00000.12280.23110.31580.14450.22380.0713
23814.220027.850092.5500623.90000.08220.10390.11030.04410.13420.06130.33542.32402.105029.96000.00630.02840.03850.01010.01180.003615.750040.5400102.5000764.00000.10810.24260.30640.08220.18900.0780
23917.460039.2800113.4000920.60000.09810.12980.14170.08810.18090.05970.53660.85613.002049.00000.00490.02780.02600.01370.01230.002822.510044.8700141.20001408.00000.13650.37350.32410.20660.28530.0850
24013.640015.600087.3800575.30000.09420.06630.04710.03730.17170.05660.32420.66121.996027.19000.00650.01250.01810.01100.01900.001814.850019.050094.1100683.40000.12780.12910.15330.09220.25300.0651
24112.420015.040078.6100476.50000.07930.03390.01050.01110.15460.05750.11530.67450.75709.00600.00330.00490.00650.00380.01720.001413.200020.370083.8500543.40000.10370.07780.06240.04050.29010.0678
24211.300018.190073.9300389.40000.09590.13250.15480.02850.20540.07670.24281.64202.369016.39000.00670.05910.08880.01310.01990.008712.580027.960087.1600472.90000.13470.48480.74360.12180.33080.1297
24313.750023.770088.5400590.00000.08040.06810.04700.02340.17730.05430.43471.05702.829039.93000.00440.02670.03370.01010.02600.003115.010026.340098.0000706.00000.09370.14420.13590.06110.26630.0632
24419.400023.5000129.10001155.00000.10270.15580.20490.08890.19780.06000.52431.80204.037060.41000.01060.03250.03910.01560.02190.003921.650030.5300144.90001417.00000.14630.29680.34580.15640.29200.0761
24510.480019.860066.7200337.70000.10700.05970.04830.03070.17370.06440.37192.61202.517023.22000.01600.01390.01860.01130.03480.003611.480029.460073.6800402.80000.15150.10260.11810.06740.28830.0775
24613.200017.430084.1300541.60000.07220.04520.04340.01110.14870.05630.16301.60100.873013.56000.00630.01570.03080.00540.01960.002213.940027.820088.2800602.00000.11010.15080.22980.04970.27670.0720
24712.890014.110084.9500512.20000.08760.13460.13740.03980.15960.06410.20250.44022.393016.35000.00550.05590.08160.01370.01270.007614.390017.7000105.0000639.10000.12540.58490.77270.15610.26390.1178
24810.650025.220068.0100347.00000.09660.07230.02380.01620.18970.06330.24971.49301.497016.64000.00720.01030.01080.00620.02160.002612.250035.190077.9800455.70000.14990.13980.11250.06140.34090.0815
24911.520014.930073.8700406.30000.10130.07810.04330.02930.18830.06170.25621.03801.686018.62000.00670.01230.02100.01010.01680.002812.650021.190080.8800491.80000.13890.15820.18040.09610.26640.0781
25020.940023.5600138.90001364.00000.10070.16060.27120.13100.22050.05901.00400.82086.3720137.90000.00530.03910.09520.01860.02400.005025.580027.0000165.30002010.00000.12110.31720.69910.21050.31260.0785
25111.500018.450073.2800407.40000.09350.05990.02640.02070.18340.05930.39270.84292.684026.99000.00640.01060.01240.00920.02290.001512.970022.460083.1200508.90000.11830.10490.08100.06540.27400.0649
25219.730019.8200130.70001206.00000.10620.18490.24170.09740.17330.06700.76610.78004.115092.81000.00850.05060.06800.01970.01470.007325.280025.5900159.80001933.00000.17100.59550.84890.25070.27490.1297
25317.300017.0800113.0000928.20000.10080.10410.12660.08350.18130.05610.30930.85682.193033.63000.00480.01500.02330.01260.01390.002419.850025.0900130.90001222.00000.14160.24050.33780.18570.31380.0811
25419.450019.3300126.50001169.00000.10350.11880.13790.08590.17760.05650.59590.63423.797071.00000.00460.01800.02750.01270.01370.002625.700024.5700163.10001972.00000.14970.31610.43170.19990.33790.0895
25513.960017.050091.4300602.40000.10960.12790.09790.05250.19080.06130.42500.80982.563035.74000.00640.02680.03120.01340.02060.002716.390022.0700108.1000826.00000.15120.32620.32090.13740.30680.0796
25619.550028.7700133.60001207.00000.09260.20630.17840.11440.18930.06230.84261.19907.1580106.40000.00640.04760.03860.01520.01940.005325.050036.2700178.60001926.00000.12810.53290.42510.19410.28180.1005
25715.320017.2700103.2000713.30000.13350.22840.24480.12420.23980.07600.65921.05904.061059.46000.01010.04590.04980.02130.01880.008717.730022.6600119.8000928.80000.17650.45030.44290.22290.32580.1191
25815.660023.2000110.2000773.50000.11090.31140.31760.13770.24950.08101.29202.454010.1200138.50000.01240.06000.08230.03020.02340.006019.850031.6400143.70001226.00000.15040.51720.61810.24620.32770.1019
25915.530033.5600103.7000744.90000.10630.16390.17510.08400.20910.06650.24191.27801.903023.02000.00530.02560.02890.01020.00990.003418.490049.5400126.30001035.00000.18830.55640.57030.20140.35120.1204
26020.310027.0600132.90001288.00000.10000.10880.15190.09330.18140.05570.39771.03302.587052.34000.00500.01580.02120.00820.01280.001924.330039.1600162.30001844.00000.15220.29450.37880.16970.31510.0800
26117.350023.0600111.0000933.10000.08660.06290.02890.02840.15640.05310.40071.31702.577044.41000.00570.01110.01250.00770.01410.001619.850031.4700128.20001218.00000.12400.14860.12110.08240.24520.0651
26217.290022.1300114.4000947.80000.09000.12730.09700.07510.21080.05460.83481.63306.146090.94000.00670.05980.04640.02150.02750.005820.390027.2400137.90001295.00000.11340.28670.22980.15280.30670.0748
26315.610019.3800100.0000758.60000.07840.05620.04210.02850.15470.05440.22980.99881.534022.18000.00280.00910.01310.00520.01010.001317.910031.6700115.9000988.60000.10840.18070.22600.08570.26830.0683
26417.190022.0700111.6000928.30000.09730.09000.09060.06530.18670.05580.42030.73832.819045.42000.00450.01210.02050.00990.01140.001621.580029.3300140.50001436.00000.15580.25670.38890.19840.32160.0757
26520.730031.1200135.70001419.00000.09470.11430.13670.08650.17690.05671.17201.61707.7490199.70000.00460.01480.02140.00930.01370.002332.490047.1600214.00003432.00000.14010.26440.34420.16590.28680.0822
26610.600018.950069.2800346.40000.09690.11470.06390.02640.19220.06490.45051.19703.430027.10000.00750.03580.03350.01370.03500.003311.880022.940078.2800424.80000.12130.25150.19160.07930.29400.0759
26713.590021.840087.1600561.00000.07960.08260.04070.02140.16350.05860.33801.91602.591026.76000.00540.02410.03100.00990.02030.003014.800030.040097.6600661.50000.10050.17300.14530.06190.24460.0702
26812.870016.210082.3800512.20000.09430.06220.03900.01620.20100.05770.23451.21901.546018.24000.00550.02180.02590.00630.02590.002213.900023.640089.2700597.50000.12560.18080.19920.05780.36040.0706
26910.710020.390069.5000344.90000.10820.12890.08450.02870.16680.06860.31981.48902.230020.74000.00890.04780.07340.01750.02730.007611.690025.210076.5100410.40000.13350.25500.25340.08600.26050.0870
27014.290016.820090.3000632.60000.06430.02670.00730.00630.15080.05380.13020.71980.843910.77000.00350.00370.00480.00360.01540.001414.910020.650094.4400684.60000.08570.05040.03870.03330.24580.0612
27111.290013.040072.2300388.00000.09830.07610.03260.02760.17690.06270.19040.52931.164013.17000.00650.01120.01280.00880.01690.002812.320016.180078.2700457.50000.13580.15070.12750.08750.27330.0802
27221.750020.9900147.30001491.00000.09400.19610.21950.10880.17210.06191.16701.35208.8670156.80000.00570.04960.06330.01560.01920.004628.190028.1800195.90002384.00000.12720.47250.58070.18410.28330.0886
2739.742015.670061.5000289.90000.09040.04690.01100.01410.20810.06310.26841.40901.750016.39000.01380.01070.00830.00950.01800.004310.750020.880068.0900355.20000.14670.09370.04040.05160.28410.0818
27417.930024.4800115.2000998.90000.08860.07030.05700.04740.15380.05510.42121.43302.765045.81000.00540.01170.01620.00850.01420.002820.920034.6900135.10001320.00000.13150.18060.20800.11360.25040.0795
27511.890017.360076.2000435.60000.12250.07210.05930.07400.20150.05870.64122.29304.021048.84000.01420.01490.01270.01910.02680.003012.400018.990079.4600472.40000.13590.08370.07150.08950.22200.0603
27611.330014.160071.7900396.60000.09380.03870.00150.00330.19540.05820.23751.28001.565017.09000.00840.00900.00150.00330.02360.001612.200018.990077.3700458.00000.12590.07350.00500.01110.27580.0639
27718.810019.9800120.90001102.00000.08920.05880.08020.05840.15500.05000.32830.82802.363036.74000.00760.01110.02620.01460.01930.001719.960024.3000129.00001236.00000.12430.11600.22100.12940.25670.0574
27813.590017.840086.2400572.30000.07950.04050.02000.01240.15730.05520.25801.16601.683022.22000.00370.00530.01060.00500.01340.001115.500026.100098.9100739.10000.10500.07620.10600.05190.23350.0626
27913.850015.180088.9900587.40000.09520.07690.04480.03710.21100.05850.24790.91951.830019.41000.00420.01540.01460.01040.01530.001614.980021.740098.3700670.00000.11850.17240.14560.09990.29550.0691
28019.160026.6000126.20001138.00000.10200.14530.19210.09660.19020.06220.63611.00104.321069.65000.00740.02450.03990.01290.01430.003423.720035.9000159.80001724.00000.17820.38410.57540.18720.32580.0972
28111.740014.020074.2400427.30000.07810.04340.02250.02760.21010.06110.56191.26803.717037.83000.00800.01440.01510.01850.02920.002013.310018.260084.7000533.70000.10360.08500.06730.08290.31010.0669
28219.400018.1800127.20001145.00000.10370.14420.16260.09460.18930.05890.47090.99512.903053.16000.00570.02200.03060.01500.01620.002023.790028.6500152.40001628.00000.15180.37490.43160.22520.35900.0779
28316.240018.7700108.8000805.10000.10660.18020.19480.09050.18760.06680.28730.91732.464028.09000.00460.03480.03870.01210.01390.004118.550025.0900126.90001031.00000.13650.47060.50260.17320.27700.1063
28412.890015.700084.0800516.60000.07820.09580.11150.03390.14320.05930.29131.38902.347023.29000.00640.03960.07930.01770.01880.003713.900019.690092.1200595.60000.09930.23170.33440.10170.19990.0713
28512.580018.400079.8300489.00000.08390.04220.00190.00290.16970.05850.27191.35001.721022.45000.00640.00800.00190.00290.02570.002013.500023.080085.5600564.10000.10380.06620.00560.00880.25050.0643
28611.940020.760077.8700441.00000.08610.10110.06570.03790.15880.06770.27421.39003.198021.91000.00670.05160.04390.01630.01870.008013.240027.290092.2000546.10000.11160.28130.23650.11550.24650.0998
28712.890013.120081.8900515.90000.06960.03730.02260.01170.13370.05580.15320.46901.115012.68000.00470.01350.01650.00590.01620.002113.620015.540087.4000577.00000.09620.11470.11860.05370.23090.0692
28811.260019.960073.7200394.10000.08020.11810.09270.05590.25950.06230.48661.90502.877034.68000.01570.08260.08100.03490.03420.006511.860022.330078.2700437.60000.10280.18430.15460.09310.29550.0701
28911.370018.890072.1700396.00000.08710.05010.02400.02170.20130.05950.26561.97401.954017.49000.00650.01400.01380.00990.03420.002912.360026.140079.2900459.30000.11180.09710.07530.06200.32670.0699
29014.410019.730096.0300651.00000.08760.16760.13620.06600.17140.07190.88111.77004.360077.11000.00780.10640.09960.02770.04080.022915.770022.1300101.7000767.30000.09980.24720.22200.10210.22720.0880
29114.960019.100097.0300687.30000.08990.09820.05940.04820.18790.05850.28770.94802.171024.87000.00530.02110.01540.01190.01520.002816.250026.1900109.1000809.80000.13130.30300.18040.14890.29620.0847
29212.950016.020083.1400513.70000.10050.07940.06160.03370.17300.06470.20940.76361.231017.67000.00870.02000.02330.01130.02620.004713.740019.930088.8100585.40000.14830.20680.22410.10560.33800.0958
29311.850017.460075.5400432.70000.08370.05640.02690.02280.18750.05710.20701.23801.234013.88000.00760.01500.01410.00860.01790.001813.060025.750084.3500517.80000.13690.17580.13160.09140.31010.0701
29412.720013.780081.7800492.10000.09670.08390.01290.01920.16380.06100.18070.69311.340013.38000.00610.01180.00660.00800.01370.001413.500017.480088.5400553.70000.12980.14720.05230.06340.23690.0692
29513.770013.270088.0600582.70000.09200.06220.01060.01920.15920.05910.21910.69461.479017.74000.00430.00820.00430.00680.02150.001814.670016.930094.1700661.10000.11700.10720.03730.05800.28230.0679
29610.910012.350069.1400363.70000.08520.04720.01240.01370.14490.06030.17531.02701.267011.09000.00350.01220.01070.00940.02940.003411.370014.820072.4200392.20000.09310.07510.02880.03190.21430.0664
29711.760018.140075.0000431.10000.09970.05910.02680.03520.16190.06290.64502.10504.138049.11000.00560.01000.01270.01430.01580.002813.360023.390085.1000553.60000.11370.07970.06120.07160.19780.0692
29814.260018.170091.2200633.10000.06580.05220.02480.01370.16350.05590.23000.66901.661020.56000.00320.01380.01080.00520.01100.002016.220025.2600105.8000819.70000.09450.21670.15650.07530.26360.0768
29910.510023.090066.8500334.20000.10150.06800.02490.01870.16950.06560.28681.14302.289020.56000.01020.01440.01860.01250.03460.002010.930024.220070.1000362.70000.11430.08610.04160.03120.22270.0678
30019.530018.9000129.50001217.00000.11500.16420.21970.10620.17920.06551.11101.16107.2370133.00000.00610.03200.05640.01730.01880.004825.930026.2400171.10002053.00000.14950.41160.61210.19800.29680.0993
30112.460019.890080.4300471.30000.08450.10140.06830.03100.17810.06250.36421.04002.579028.32000.00650.03370.04710.01400.02740.004713.460023.070088.1300551.30000.10500.21580.19040.07620.26850.0776
30220.090023.8600134.70001247.00000.10800.18380.22830.12800.22490.07471.07201.74307.8040130.80000.00800.04730.07650.01940.02740.005923.680029.4300158.80001696.00000.13470.33910.49320.19230.32940.0947
30310.490018.610066.8600334.30000.10680.06680.02300.01780.14820.06600.14851.56301.035010.08000.00890.00940.01810.00920.01790.003311.060024.540070.7600375.40000.14130.10440.08420.06530.22130.0784
30411.460018.160073.5900403.10000.08850.07690.03340.01500.14110.06240.32781.05902.475022.93000.00670.02650.02220.00780.01890.003412.680021.610082.6900489.80000.11440.17890.12260.05510.22080.0764
30511.600024.490074.2300417.20000.07470.05690.01970.01310.19350.05880.25121.78601.961018.21000.00610.02340.01600.00700.03190.002212.440031.620081.3900476.50000.09540.13610.07240.04810.32440.0674
30613.200015.820084.0700537.30000.08510.05250.00150.00330.16320.05890.19030.57351.204015.50000.00360.00790.00110.00240.01340.002614.410020.450092.0000636.90000.11280.13460.01120.02500.26510.0838
3079.000014.400056.3600246.30000.07010.03120.00370.00350.17880.06830.17461.30501.14409.78900.00740.00490.00370.00350.02700.00229.699020.070060.9000285.50000.09860.05230.01470.01390.29910.0780
30813.500012.710085.6900566.20000.07380.03610.00280.00440.13650.05340.22440.68641.509020.39000.00330.00370.00200.00320.01480.001614.970016.940095.4800698.70000.09020.05840.01380.02210.22670.0619
30913.050013.840082.7100530.60000.08350.03740.00460.00880.14530.05520.39750.82852.567033.01000.00410.00470.00280.00480.01420.002314.730017.400093.9600672.40000.10160.05850.01820.03530.21070.0658
31011.700019.110074.3300418.70000.08810.05250.01580.01150.19360.06130.16011.43001.109011.28000.00610.00910.01040.00760.02350.001712.610026.550080.9200483.10000.12230.10870.07910.05740.34870.0696
31114.610015.690092.6800664.90000.07620.03520.01450.01880.16320.05250.31600.91151.954028.90000.00500.00600.00530.00630.01490.000916.460021.7500103.7000840.80000.10110.07090.04750.05810.25300.0570
31212.760013.370082.2900504.10000.08790.07950.04050.02550.16010.06140.32650.65942.346025.18000.00650.02770.03140.01070.01730.004414.190016.400092.0400618.80000.11940.22080.17690.08410.25640.0825
31311.540010.720073.7300409.10000.08600.05970.01370.00890.18330.06100.13120.36021.10709.43800.00410.01340.01000.00470.02030.002012.340012.870081.2300467.80000.10920.16260.08320.04710.33900.0743
3148.597018.600054.0900221.20000.10740.05850.00000.00000.21630.07360.33682.77702.222017.81000.02080.01400.00000.00000.06150.00688.952022.440056.6500240.10000.13470.07770.00000.00000.31420.0812
31512.490016.850079.1900481.60000.08510.03830.00450.00640.12150.05670.17160.71511.047012.69000.00490.00300.00260.00340.01390.001313.340019.710084.4800544.20000.11040.04950.01940.02780.19170.0617
31612.180014.080077.2500461.40000.07730.03210.01120.00510.16730.05650.21130.59961.438015.82000.00530.00580.01120.00510.01980.001012.850016.470081.6000513.10000.10010.05330.04120.01850.22930.0604
31718.220018.8700118.70001027.00000.09750.11170.11300.07950.18070.05660.40410.55032.547048.90000.00480.01660.02410.01140.01270.002521.840025.0000140.90001485.00000.14340.27630.38530.17760.28120.0820
3189.042018.900060.0700244.50000.09970.19720.19750.04910.23300.08740.46531.91103.769024.20000.00980.06590.10270.02530.03490.007910.060023.400068.6200297.10000.12210.37480.46090.11450.31350.1055
31912.430017.000078.6000477.30000.07560.03450.01340.01700.14720.05560.37782.20002.487031.16000.00740.01080.01000.01120.03430.003012.900020.210081.7600515.90000.08410.04710.02240.02830.19010.0593
32010.250016.180066.5200324.20000.10610.11110.06730.03960.17430.07280.36771.47101.597022.68000.01050.04270.04000.01540.02720.007611.280020.610071.5300390.40000.14020.23600.18980.09740.26080.0970
32120.160019.6600131.10001274.00000.08020.08560.11550.07730.19280.05100.59250.68633.868074.85000.00450.01380.02650.01250.02190.001623.060023.0300150.20001657.00000.10540.15370.26060.14250.30550.0593
32212.860013.320082.8200504.80000.11340.08830.03800.03400.15430.06480.22121.04201.614016.57000.00590.02020.01900.01010.01200.003114.040021.080092.8000599.50000.15470.22310.17910.11550.23820.0855
32320.340021.5100135.90001264.00000.11700.18750.25650.15040.25690.06670.57021.02304.012069.06000.00550.02430.03190.01370.02770.003325.300031.8600171.10001938.00000.15920.44920.53440.26850.55580.1024
32412.200015.210078.0100457.90000.08670.06540.01990.01690.16380.06130.25750.80731.959019.01000.00540.01420.01050.00510.01330.002113.750021.380091.1100583.10000.12560.19280.11670.05560.26610.0796
32512.670017.300081.2500489.90000.10280.07660.03190.02110.17070.05980.21000.95051.566017.61000.00680.00950.01330.00650.02060.001813.710021.100088.7000574.40000.13840.12120.10200.05600.26880.0689
32614.110012.880090.0300616.50000.09310.05310.01760.02730.13730.05700.25711.08101.558023.92000.00670.01130.00570.00660.01420.002515.530018.000098.4000749.90000.12810.11090.05310.05890.21000.0708
32712.030017.930076.0900446.00000.07680.03890.00150.00560.13820.06070.23350.90971.466016.97000.00470.00690.00120.00400.01470.001813.070022.250082.7400523.40000.10130.07390.00770.02800.21710.0704
32816.270020.7100106.9000813.70000.11690.13190.14780.08490.19480.06280.43751.23203.270044.41000.00670.02080.03250.01390.01540.002819.280030.3800129.80001121.00000.15900.29470.35970.15830.31030.0820
32916.260021.8800107.5000826.80000.11650.12830.17990.07980.18690.06530.57061.45702.961057.72000.01060.03760.05840.01190.04020.006217.730025.2100113.7000975.20000.14260.21160.33440.10470.27360.0795
33016.030015.5100105.8000793.20000.09490.13710.12040.07040.17820.05980.33710.74762.629033.27000.00580.03240.03720.01460.01470.003118.760021.9800124.30001070.00000.14350.44780.49560.19810.30190.0912
33112.980019.350084.5200514.00000.09580.11250.07110.02950.17610.06540.26840.56642.465020.65000.00570.03260.04390.00980.02750.004614.420021.950099.2100634.30000.12880.32530.34390.09860.35960.0917
33211.220019.860071.9400387.30000.10540.06780.00500.00760.19400.06030.29761.96601.959019.62000.01290.01100.00330.00500.04240.002011.980025.780076.9100436.10000.14240.09670.01340.02020.32920.0652
33311.250014.780071.3800390.00000.08310.04460.00100.00290.17730.06080.21440.99611.529015.07000.00560.00710.00100.00290.01700.002012.760022.060082.0800492.70000.11660.09790.00550.01670.28150.0742
33412.300019.020077.8800464.40000.08310.04200.00780.00850.15390.05950.18401.53201.199013.24000.00790.00840.00700.00650.01940.002213.350028.460084.5300544.30000.12220.09050.03620.03980.25540.0721
33517.060021.0000111.8000918.60000.11190.10560.15080.09930.17270.06070.81612.12906.076087.17000.00650.01800.04500.01740.01830.003720.990033.1500143.20001362.00000.14490.20530.39200.18270.26230.0760
33612.990014.230084.0800514.30000.09460.09970.03740.02100.16520.07240.18140.64120.921914.41000.00520.02310.03110.00730.01640.005713.720016.910087.3800576.00000.11420.19750.14500.05850.24320.1009
33718.770021.4300122.90001092.00000.09120.14020.10600.06090.19530.06080.64221.53004.369088.25000.00750.03900.03910.01820.02170.004424.540034.3700161.10001873.00000.14980.48270.46340.20480.36790.0987
33810.050017.530064.4100310.80000.10070.07330.02510.01770.18900.06330.26192.01501.778016.85000.00780.01450.01690.00800.02100.002811.160026.840071.9800384.00000.14020.14020.10550.06500.28940.0766
33923.510024.2700155.10001747.00000.10690.12830.23080.14100.17970.05511.00900.92456.4620164.10000.00630.01970.03580.01300.01480.003130.670030.7300202.40002906.00000.15150.26780.48190.20890.25930.0774
34014.420016.540094.1500641.20000.09750.11390.08010.04220.19120.06410.34910.77062.677032.14000.00460.03050.03840.01240.01870.003416.670021.5100111.4000862.10000.12940.33710.37550.14140.30530.0876
3419.606016.840061.6400280.50000.08480.09230.08420.02290.20360.07120.18440.94291.429012.07000.00600.03470.05030.00850.01750.004010.750023.070071.2500353.60000.12330.34160.43410.08120.29820.0983
34211.060014.960071.4900373.90000.10330.09100.05400.03340.17760.06910.16010.82251.355010.80000.00740.01880.02760.01010.02350.002911.920019.900079.7600440.00000.14180.22100.22990.10750.33010.0908
34319.680021.6800129.90001194.00000.09800.13390.18630.11030.20820.05710.62262.28405.173067.66000.00480.03370.04350.01810.03760.003322.750034.6600157.60001540.00000.12180.34580.47340.22550.40450.0792
34411.710015.450075.0300420.30000.11500.07280.04010.03250.20090.06510.34460.73952.355024.53000.00950.01100.01650.01120.01950.003113.060018.160084.1600516.40000.14600.11150.10870.07860.27650.0781
34510.260014.710066.2000321.60000.09880.09160.03580.02040.16330.07010.33802.50902.394019.33000.01740.04670.02610.01300.03670.006810.880019.480070.8900357.10000.13600.16360.07160.04070.24340.0849
34612.060018.900076.6600445.30000.08390.05790.00750.00850.15550.06050.24301.15201.559018.02000.00720.01100.00580.00550.01980.002813.640027.060086.5400562.60000.12890.13520.04510.05090.28800.0808
34714.760014.740094.8700668.70000.08870.07780.04610.03530.15210.05910.34280.39812.537029.06000.00470.01510.01860.01070.02160.002817.270017.9300114.2000880.80000.12200.20090.21510.12510.31090.0819
34811.470016.030073.0200402.70000.09080.05890.02590.02320.16340.06370.17070.76151.090012.25000.00920.00850.00940.00630.01750.003012.510020.790079.6700475.80000.15310.11200.09820.06550.28510.0876
34911.950014.960077.2300426.70000.11580.12060.01170.01790.24590.06580.36101.05002.455026.65000.00580.02420.00780.01050.02730.003112.810017.720083.0900496.20000.12930.18850.03120.04770.31240.0759
35011.660017.070073.7000421.00000.07560.03630.00830.01160.16710.05730.35340.67242.225026.03000.00660.00700.00590.00630.02220.002713.280019.740083.6100542.50000.09960.06480.03050.04260.27310.0683
35115.750019.2200107.1000758.60000.12430.23640.29140.12420.23750.07600.52041.32403.477051.22000.00930.06560.09950.02280.05540.007317.360024.1700119.4000915.30000.15500.50460.68720.21350.42450.1050
35225.730017.4600174.20002010.00000.11490.23630.33680.19130.19560.06120.99480.85097.2220153.10000.00640.04240.04270.01510.02330.003433.130023.5800229.30003234.00000.15300.59370.64510.27560.36900.0882
35315.080025.740098.0000716.60000.10240.09770.12350.06550.16470.06460.65341.50604.174063.37000.01050.02430.04910.01750.02120.004918.510033.2200121.20001050.00000.16600.23560.40290.15260.26540.0944
35411.140014.070071.2400384.60000.07270.06060.04500.01470.16900.06080.42220.80923.330028.84000.00550.03390.04500.01470.03100.004812.120015.820079.6200453.50000.08860.12560.12010.03920.25760.0702
35512.560019.070081.9200485.80000.08760.10380.10300.04390.15330.06180.36021.47803.212027.49000.00990.04230.06270.01970.02640.004213.370022.430089.0200547.40000.10960.20020.23880.09260.21210.0719
35613.050018.590085.0900512.00000.10820.13040.09600.05600.20350.06500.31061.51002.590021.57000.00780.03930.05110.01880.02860.005714.190024.850094.2200591.20000.13430.26580.25730.12580.31130.0832
35713.870016.210088.5200593.70000.08740.05490.01500.02090.14240.05880.25431.36301.737020.74000.00560.00790.00530.00600.01540.002115.110025.580096.7400694.40000.11530.10080.05290.05560.23620.0711
3588.878015.490056.7400241.00000.08290.07700.04720.02380.19300.06620.53811.20004.277030.18000.01090.02900.03210.01510.02840.00429.981017.700065.2700302.00000.10150.12480.09440.04760.24340.0743
3599.436018.320059.8200278.60000.10090.05960.02710.01410.15060.06960.50791.24703.267030.48000.00680.00900.02350.00660.01940.002712.020025.020075.7900439.60000.13330.10490.11440.05050.24540.0814
36012.540018.070079.4200491.90000.07440.02650.00120.00540.15280.05190.35110.95272.329028.30000.00580.00470.00080.00360.02040.001113.720020.980086.8200585.70000.09290.04330.00360.01630.22330.0552
36113.300021.570085.2400546.10000.08580.06370.03340.02420.18150.05700.26211.53902.028020.98000.00550.02040.01800.00640.01830.002014.200029.200092.9400621.20000.11400.16670.12120.05610.26370.0666
36212.760018.840081.8700496.60000.09680.07950.02690.01780.17590.06180.22131.28501.535017.26000.00560.01650.01530.01000.01910.002113.750025.990087.8200579.70000.12980.18390.12550.08310.27440.0724
36316.500018.2900106.6000838.10000.09690.08470.05860.04830.14950.05590.33891.43902.344033.58000.00730.01810.01830.01030.01690.002018.130025.4500117.20001009.00000.13380.16790.16630.09120.23940.0647
36413.400016.950085.4800552.40000.07940.05700.02180.01470.16500.05700.15840.61241.036013.22000.00440.01250.01450.00550.01290.002114.730021.700093.7600663.50000.12130.16760.13640.06990.27410.0758
36520.440021.7800133.80001293.00000.09150.11310.09800.07790.16180.05560.57810.91684.218072.44000.00620.01910.02380.01460.01440.001924.310026.3700161.20001780.00000.13270.23760.27020.17650.26090.0673
36620.200026.8300133.70001234.00000.09900.16690.16410.12650.18750.06020.97611.89207.1280103.60000.00840.04670.05900.02540.03710.004324.190033.8100160.00001671.00000.12780.34160.37030.21520.32710.0763
36712.210018.020078.3100458.40000.09230.07170.04390.02030.16950.05920.25270.77861.874018.57000.00580.01390.02000.00710.01940.002014.290024.040093.8500624.60000.13680.21700.24130.08830.32180.0747
36821.710017.2500140.90001546.00000.09380.08560.11680.08470.17170.05051.20701.05107.7330224.10000.00560.01110.02100.01200.01260.001830.750026.4400199.50003143.00000.13630.16280.28610.18200.25100.0649
36922.010021.9000147.20001482.00000.10630.19540.24480.15010.18240.06141.00800.69997.5610130.20000.00400.02820.03580.01470.01520.003827.660025.8000195.00002227.00000.12940.38850.47560.24320.27410.0857
37016.350023.2900109.0000840.40000.09740.14970.18110.08770.21750.06220.43121.02202.972045.50000.00560.03920.06070.01660.03200.004119.380031.0300129.30001165.00000.14150.46650.70870.22480.48240.0961
37115.190013.210097.6500711.80000.07960.06930.03390.02660.17210.05540.17830.41251.338017.72000.00500.01490.01550.00920.01650.001816.200015.7300104.5000819.10000.11260.17370.13620.08180.24870.0677
37221.370015.1000141.30001386.00000.10010.15150.19320.12550.19730.06180.34141.30902.407039.06000.00440.02670.03440.01340.01680.004422.690021.8400152.10001535.00000.11920.28400.40240.19660.27300.0867
37320.640017.3500134.80001335.00000.09450.10760.15270.08940.15710.05480.61370.65754.119077.02000.00620.01900.02680.01230.01280.001725.370023.1700166.80001946.00000.15620.30550.41590.21120.26890.0706
37413.690016.070087.8400579.10000.08300.06370.02560.02030.18720.05670.17050.50661.372014.00000.00420.01590.01170.00630.01940.002214.840020.210099.1600670.60000.11050.20960.13460.06990.33230.0770
37516.170016.0700106.3000788.50000.09880.14380.06650.05400.19900.06570.17450.48901.349014.91000.00450.01810.01950.01200.01930.003716.970019.1400113.1000861.50000.12350.25500.21140.12510.31530.0896
37610.570020.220070.1500338.30000.09070.16600.22800.05940.21880.08450.11151.23102.36307.22800.00850.07640.15350.02920.01620.012210.850022.820076.5100351.90000.11430.36190.60300.14650.25970.1200
37713.460028.210085.8900562.10000.07520.04730.01270.01120.14210.05760.16891.15001.400014.91000.00490.01200.00750.00520.01440.001714.690035.630097.1100680.60000.11080.14570.07930.05780.26940.0706
37813.660015.150088.2700580.60000.08270.07550.04250.02470.17920.05900.14020.54171.101011.35000.00520.02980.02440.00840.01820.004914.540019.640097.9600657.00000.12750.31040.25690.10540.33870.0964
37911.080018.830073.3000361.60000.12160.21540.16890.06370.21960.07950.21141.02701.719013.99000.00740.04550.04590.01340.01740.004413.240032.820091.7600508.10000.21840.93790.84020.25240.41540.1403
38011.270012.960073.1600386.30000.12370.11110.07900.05550.20180.06910.25620.98581.809016.04000.00660.01780.02100.01160.02110.003712.840020.530084.9300476.10000.16100.24290.22470.13180.33430.0921
38111.040014.930070.6700372.70000.07990.07080.03550.02070.20030.06250.16421.03101.281011.68000.00530.01900.01720.00700.01880.001912.090020.830079.7300447.10000.10950.19820.15530.06750.32020.0729
38212.050022.720078.7500447.80000.06930.10730.07940.02980.12030.06660.11941.43401.77809.54900.00500.04560.04300.01670.02470.007412.570028.710087.3600488.40000.08800.32140.29120.10920.21910.0935
38312.390017.480080.6400462.90000.10420.12970.05890.02880.17790.06590.26080.87302.117019.20000.00670.03700.04760.01050.01840.006914.180023.130095.2300600.50000.14270.35930.32060.09800.28190.1118
38413.280013.720085.7900541.80000.08360.08580.05080.02860.16170.05590.18330.53081.592015.26000.00430.02070.02830.00850.01460.002614.240017.370096.5900623.70000.11660.26850.28660.09170.27360.0732
38514.600023.290093.9700664.70000.08680.06640.08390.05270.16270.05420.41571.62702.914033.01000.00830.01740.03390.01580.01740.002915.790031.7100102.2000758.20000.13120.15810.26750.13590.24770.0684
38612.210014.090078.7800462.00000.08110.07820.06840.02530.16460.06150.26660.83092.097019.96000.00440.03030.04340.01090.01920.004613.130019.290087.6500529.90000.10260.24310.30760.09140.26770.0882
38713.880016.160088.3700596.60000.07030.04830.02040.00850.16070.05470.25410.62181.709023.12000.00370.01410.01990.00700.01650.002015.510019.970099.6600745.30000.08480.12330.10910.04540.25420.0662
38811.270015.500073.3800392.00000.08370.11140.10070.02760.18100.07250.33051.06702.569022.97000.01040.06670.09470.02050.01220.012312.040018.930079.7300450.00000.11020.28090.30210.08270.21570.1043
38919.550023.2100128.90001174.00000.10100.13180.18560.10210.19890.05880.61072.83605.383070.10000.01120.04100.07470.03440.02770.006220.820030.4400142.00001313.00000.12510.24140.38290.18250.25760.0760
39010.260012.220065.7500321.60000.10000.07540.01920.01970.18000.06570.19110.54771.348011.88000.00570.01370.00850.00690.01940.002411.380015.650073.2300394.50000.13430.16500.08620.06700.29370.0772
3918.734016.840055.2700234.30000.10390.07430.00000.00000.19850.07100.51692.07903.167028.85000.01580.01970.00000.00000.01860.006710.170022.800064.0100317.00000.14600.13100.00000.00000.24450.0887
39215.490019.9700102.4000744.70000.11600.15620.18910.09110.19290.06740.64701.33104.675066.91000.00730.02930.04970.01640.01850.004221.200029.4100142.10001359.00000.16810.39130.55530.21210.31870.1019
39321.610022.2800144.40001407.00000.11670.20870.28100.15620.21620.06610.62420.92094.158080.99000.00520.03730.04720.01290.02040.004026.230028.7400172.00002081.00000.15020.57170.70530.24220.38280.1007
39412.100017.720078.0700446.20000.10290.09760.04780.03330.19370.06160.28411.65201.869022.22000.00810.01630.01840.00750.02020.001813.560025.800088.3300559.50000.14320.17730.16030.06270.30490.0708
39514.060017.180089.7500609.10000.08040.05360.02680.03250.16410.05760.15041.68501.237012.67000.00540.01270.01130.00920.01720.001414.920025.340096.4200684.50000.10660.12310.08460.07910.25230.0661
39613.510018.890088.1000558.10000.10590.11470.08580.05380.18060.06080.21361.33201.513019.29000.00540.01960.03300.01370.01320.002514.800027.200097.3300675.20000.14280.25700.34380.14530.26660.0769
39712.800017.460083.0500508.30000.08040.08900.07390.04080.15740.05750.36391.26502.668030.57000.00540.03480.04540.01380.01870.004113.740021.060090.7200591.00000.09530.18120.19010.08300.19880.0705
39811.060014.830070.3100378.20000.07740.04770.02710.00720.15350.06210.18550.68811.263012.98000.00430.01470.01940.00420.01190.003512.680020.350080.7900496.70000.11200.18790.20790.05560.25900.0916
39911.800017.260075.2600431.90000.09090.06230.02850.01640.18470.06020.34381.14002.225025.06000.00550.01960.02080.00540.01480.003113.450024.490086.0000562.00000.12440.17260.14490.05360.27790.0812
40017.910021.0200124.4000994.00000.12300.25760.31890.11980.21130.07120.40300.77473.123041.51000.00720.03720.06170.01050.01590.005120.800027.7800149.60001304.00000.18730.59170.90340.19640.32450.1198
40111.930010.910076.1400442.70000.08870.05240.02610.01800.16010.05540.25221.04501.649018.95000.00620.01200.01380.00580.01100.001913.800020.140087.6400589.50000.13740.15750.15140.06880.24600.0726
40212.960018.290084.1800525.20000.07350.07900.04060.01880.18740.05900.23571.29902.397020.21000.00360.03710.03450.01060.02630.003714.130024.610096.3100621.90000.09330.23180.16040.06610.32070.0725
40312.940016.170083.1800507.60000.09880.08840.03300.02390.17350.06200.14580.90500.997511.36000.00290.01290.01610.00730.01870.002013.860023.020089.6900580.90000.11720.19580.18100.08390.32970.0783
40412.340014.950078.2900469.10000.08680.04570.02110.02050.15710.05710.38330.90782.602030.15000.00770.00850.01310.01030.02970.001413.180016.850084.1100533.10000.10480.06740.04920.04790.22980.0597
40510.940018.590070.3900370.00000.10040.07460.04940.02930.14860.06620.37961.74303.018025.78000.00950.02130.01990.01150.02080.002712.400025.580082.7600472.40000.13630.16440.14120.07890.22510.0773
40616.140014.8600104.3000800.00000.09500.08500.05500.04530.17350.05870.23870.63721.729021.83000.00400.01250.01830.00870.01500.001617.710019.5800115.9000947.90000.12060.17220.23100.11290.27780.0701
40712.850021.370082.6300514.50000.07550.08320.06130.01870.15800.06110.49931.79802.552041.24000.00600.04480.05170.01340.02670.007714.400027.010091.6300645.80000.09400.19360.18380.05600.24880.0815
40817.990020.6600117.8000991.70000.10360.13040.12010.08820.19920.06070.45370.87333.061049.81000.00720.02770.02510.01480.01410.003321.080025.4100138.10001349.00000.14820.37350.33010.19740.30600.0850
40912.270017.920078.4100466.10000.08680.06530.03210.02650.19660.05600.33421.78102.079025.79000.00590.02310.02060.01070.02580.002314.100028.880089.0000610.20000.12400.17950.13770.09530.34550.0690
41011.360017.570072.4900399.80000.08860.05310.02780.02100.16010.05910.19161.55501.359013.66000.00540.00990.01160.00590.01340.001713.050036.320085.0700521.30000.14530.16220.18110.08700.29730.0775
41111.040016.830070.9200373.20000.10770.07800.03050.02480.17140.06340.19671.38701.342013.54000.00520.00940.01060.00750.01720.002212.410026.440079.9300471.40000.13690.14820.10670.07430.29980.0788
4129.397021.680059.7500268.80000.07970.06050.03740.00510.12740.06720.11861.18201.17406.80200.00550.02670.03740.00510.01950.00469.965027.990066.6100301.00000.10860.18870.18680.02560.23760.0921
41314.990022.110097.5300693.70000.08520.10250.06860.03880.19440.05910.31861.33602.310028.51000.00440.02810.03310.01200.01910.004016.760031.5500110.2000867.10000.10770.33450.31140.13080.31630.0925
41415.130029.810096.7100719.50000.08320.04610.04690.02740.18520.05290.46811.62703.043045.38000.00680.01430.02490.00910.03150.001817.260036.9100110.1000931.40000.11480.09870.15470.06580.32330.0617
41511.890021.170076.3900433.80000.09770.08120.02550.02180.20190.06290.27471.20301.930019.53000.00990.03050.01630.00930.02260.002313.050027.210085.0900522.90000.14260.21870.11640.08260.30750.0735
4169.405021.700059.6000271.20000.10440.06160.02050.01260.20250.06600.43022.87802.759025.17000.01470.01670.01370.00870.03040.004610.850031.240068.7300359.40000.15260.11930.06140.03770.28720.0830
41715.500021.0800102.9000803.10000.11200.15710.15220.08480.20850.06861.37001.21309.4240176.50000.00820.03890.04490.02140.02020.005823.170027.6500157.10001748.00000.15170.40020.42110.21340.30030.1048
41812.700012.170080.8800495.00000.08780.05790.02360.02400.15830.06280.22530.64571.527017.37000.00610.01260.00910.00820.01710.004413.650016.920088.1200566.90000.13140.16070.09390.08220.27750.0946
41911.160021.410070.9500380.30000.10180.05980.00900.01080.16150.06140.28651.67801.968018.99000.00690.00940.00700.00620.02690.002112.360028.920079.2600458.00000.12820.11080.03580.04310.29760.0712
42011.570019.040074.2000409.70000.08550.07720.05490.01430.20310.06270.28641.44002.206020.30000.00730.02050.04450.00880.01870.003313.070026.980086.4300520.50000.12490.19370.25600.06660.30350.0828
42114.690013.980098.2200656.10000.10310.18360.14500.06300.20860.07410.54621.51104.795049.45000.01000.05240.05280.01580.02650.005416.460018.3400114.1000809.20000.13120.36350.32190.11080.28270.0921
42211.610016.020075.4600408.20000.10880.11680.07100.04500.18860.06320.24560.73391.667015.89000.00590.02000.02630.01300.01850.002012.640019.670081.9300475.70000.14150.21700.23020.11050.27870.0743
42313.660019.130089.4600575.30000.09060.11470.09660.04810.18480.06180.22440.89501.804019.36000.00400.02810.03670.01270.01580.004015.140025.5000101.4000708.80000.11470.31670.36600.14070.27440.0884
4249.742019.120061.9300289.70000.10750.08330.00890.01970.25380.07030.69651.74704.607043.52000.01310.01880.00600.01050.03100.004211.210023.170071.7900380.90000.13980.13520.02090.04590.31960.0801
42510.030021.280063.1900307.30000.08120.03910.00250.00520.16300.06440.18511.34101.184011.60000.00570.00570.00210.00350.01440.002411.110028.940069.9200376.30000.11260.07090.01230.02580.23490.0806
42610.480014.980067.4900333.60000.09820.10130.06340.02220.19250.06920.32761.12702.564020.77000.00740.03870.05260.01260.02160.004812.130021.570081.4100440.40000.13270.29960.29390.09310.30200.0965
42710.800021.980068.7900359.90000.08800.05740.03610.01400.20160.05980.30771.62102.240020.20000.00650.02150.02990.01040.01840.002712.760032.040083.6900489.50000.13030.16960.19270.07480.29650.0766
42811.130016.620070.4700381.10000.08150.03830.01370.01370.15110.06150.14150.96710.96809.70400.00590.00630.00940.00620.02010.002411.680020.290074.3500421.10000.10300.06220.04580.04040.23830.0708
42912.720017.670080.9800501.30000.07900.04520.01400.01840.14590.05540.29540.88362.109023.24000.00730.01170.00540.00560.01940.001213.820020.960088.8700586.80000.10680.09600.03470.03610.21650.0602
43014.900022.5300102.1000685.00000.09950.22250.27330.09710.20410.06900.25300.87493.466024.19000.00700.06210.07930.02230.01500.005816.350027.5700125.4000832.70000.14190.70900.90190.24750.28660.1155
43112.400017.680081.4700467.80000.10540.13160.07740.02800.18110.07100.17671.46002.204015.43000.01000.03300.04860.01170.02190.006012.880022.910089.6100515.80000.14500.26290.24030.07370.25560.0936
43220.180019.5400133.80001250.00000.11330.14890.21330.12590.17240.06050.43311.00103.008052.49000.00910.02720.05550.01910.02450.004022.030025.0700146.00001479.00000.16650.29420.53080.21730.30320.0808
43318.820021.9700123.70001110.00000.10180.13890.15940.08740.19430.06130.81911.93104.4930103.90000.00810.04090.05320.01830.02380.004522.660030.9300145.30001603.00000.13900.34630.39120.17080.30070.0831
43414.860016.940094.8900673.70000.08920.07070.03350.02880.15730.05700.30280.66831.612023.92000.00580.01670.01460.00830.01550.002216.310020.5400102.3000777.50000.12180.15500.12200.07970.25250.0683
43513.980019.620091.1200599.50000.10600.11330.11260.06460.16690.06540.22080.95331.602018.85000.00530.01790.02190.00960.01220.002817.040030.8000113.9000869.30000.16130.35680.40690.18270.31790.1055
43612.870019.540082.6700509.20000.09140.07880.01800.02090.18610.06350.36650.76932.597026.50000.00590.01360.00710.00650.02220.002414.450024.380095.1400626.90000.12140.16520.07130.06380.33130.0774
43714.040015.980089.7800611.20000.08460.05900.03530.02940.17140.05900.38921.04602.644032.74000.00800.01290.01610.00900.02000.002815.660021.5800101.2000750.00000.11950.12520.11170.07450.27250.0723
43813.850019.600088.6800592.60000.08680.06330.01340.02290.15550.05670.34191.67802.331029.63000.00580.01090.00580.00700.02010.002315.630028.0100100.9000749.10000.11180.11410.04750.05890.25130.0691
43914.020015.660089.5900606.50000.07970.05580.02090.02650.15890.05590.21420.65491.606019.25000.00480.00920.00920.01080.01170.002114.910019.310096.5300688.90000.10340.10170.06260.08220.21360.0671
44010.970017.200071.7300371.50000.08910.11130.09460.03610.14890.06640.25741.37602.806018.15000.00860.04640.06430.01770.01520.005012.360026.870090.1400476.40000.13910.40820.47790.15550.25400.0953
44117.270025.4200112.4000928.80000.08330.11090.12040.05740.14670.05410.51001.67903.283058.38000.00810.04310.04940.01740.01590.003720.380035.4600132.80001284.00000.14360.41220.50360.17390.25000.0794
44213.780015.790088.3700585.90000.08820.06720.01060.00990.14050.05850.35630.48332.235029.34000.00640.01160.00770.00570.01230.002615.270017.500097.9000706.60000.10720.10710.03520.03310.18590.0681
44310.570018.320066.8200340.90000.08140.04460.01990.01110.23720.05770.18182.54201.277013.12000.01070.01330.01990.01110.01720.004510.940023.310069.3500366.30000.09790.06540.03990.02220.26990.0674
44418.030016.8500117.5000990.00000.08950.12320.10900.06250.17200.05780.29860.59061.921035.77000.00410.01560.02970.00980.01290.002420.380022.0200133.30001292.00000.12630.26660.42900.15350.28420.0823
44511.990024.890077.6100441.30000.10300.09220.05440.04270.18200.06850.26231.20401.865019.39000.00830.02030.02330.01670.02090.003712.980030.360084.4800513.90000.13110.18220.16090.12020.25990.0825
44617.750028.0300117.3000981.60000.10000.13140.16980.08290.17130.05920.38971.07702.873043.95000.00470.02020.03700.01110.01240.002621.530038.5400145.40001437.00000.14010.37620.63990.19700.29720.0907
44714.800017.660095.8800674.80000.09180.08890.04070.02260.18930.05890.22040.62211.482019.75000.00480.01170.01760.00690.02250.002016.430022.7400105.9000829.50000.12260.18810.20600.08310.36000.0728
44814.530019.340094.2500659.70000.08390.07800.08820.02930.14730.05750.25351.35401.994023.04000.00410.02050.03380.00880.01390.002316.300028.3900108.1000830.50000.10890.26490.37790.09590.24710.0746
44921.100020.5200138.10001384.00000.09680.11750.15720.11550.15540.05660.66431.36104.542081.89000.00550.02080.03190.01470.01030.002225.680032.0700168.20002022.00000.13680.31010.43990.22800.22680.0742
45011.870021.540076.8300432.00000.06610.10640.08780.02390.13490.06610.25601.55401.955020.24000.00690.06060.06660.01550.02350.008912.790028.180083.5100507.20000.09460.33990.32180.08750.23050.0995
45119.590025.0000127.70001191.00000.10320.09870.16550.09060.16630.05390.46741.37502.916056.18000.01190.01930.04910.01500.01640.001821.440030.9600139.80001421.00000.15280.18450.39770.14660.22930.0609
45212.000028.230076.7700442.50000.08440.06450.04060.01940.16150.06100.19121.70501.516013.86000.00730.02590.02940.00920.01750.004313.090037.880085.0700523.70000.12080.18560.18110.07120.24470.0819
45314.530013.980093.8600644.20000.10990.09240.06890.06490.16500.06120.30600.72132.143025.70000.00610.01250.01620.01140.02210.003615.800016.9300103.1000749.90000.13470.14780.13730.10690.26060.0781
45412.620017.150080.6200492.90000.08580.05430.02970.02270.17990.05830.16920.66741.116013.32000.00390.00850.01260.00690.01610.001614.340022.150091.6200633.50000.12250.15170.18870.09850.32700.0733
45513.380030.720086.3400557.20000.09250.07430.02820.03260.13750.06020.34081.92402.287028.93000.00580.01250.00790.00910.01560.003015.050041.610096.6900705.60000.11720.14210.07000.07760.21960.0767
45611.630029.290074.8700415.10000.09360.08570.07160.02020.17990.06170.31352.42602.150023.13000.00990.02420.04280.00920.02480.002113.120038.810086.0400527.80000.14060.20310.29230.06830.28840.0722
45713.210025.250084.1000537.90000.08790.05200.02770.02070.16190.05580.20841.35001.314017.58000.00580.00810.01510.00650.01350.001814.350034.230091.2900632.90000.12890.10630.13900.06000.24440.0679
45813.000025.130082.6100520.20000.08370.05070.01210.01760.16670.05450.26211.23201.657021.19000.00610.00900.00570.00630.01210.001514.340031.880091.0600628.50000.12180.10930.04460.05920.23060.0629
4599.755028.200061.6800290.90000.07980.04630.01540.01040.16210.05950.17811.68701.243011.28000.00660.01270.01450.00610.01570.002310.670036.920068.0300349.90000.11100.11090.07190.04870.23210.0721
46017.080027.1500111.2000930.90000.09900.11100.10070.06430.17930.06280.92911.15206.0510115.20000.00870.02220.02720.01460.02040.004422.960034.4900152.10001648.00000.16000.24440.26390.15550.30100.0906
46127.420026.2700186.90002501.00000.10840.19880.36350.16890.20610.05622.54701.306018.6500542.20000.00760.05370.08050.02600.01700.004636.040031.3700251.20004254.00000.13570.42560.68330.26250.26410.0743
46214.400026.990092.2500646.10000.06990.05220.03480.01740.17070.05430.23150.91121.727020.52000.00540.01680.01970.00640.01410.001915.400031.9800100.4000734.60000.10170.14600.14720.05560.23450.0646
46311.600018.360073.8800412.70000.08510.05850.03370.01780.15160.05860.18160.76561.303012.89000.00670.01700.02080.00750.02120.002812.770024.020082.6800495.10000.13420.18080.18600.08290.32100.0786
46413.170018.220084.2800537.30000.07470.05990.04860.02870.14540.05550.20230.68501.236016.89000.00600.01490.01560.00850.01090.001714.900023.890095.1000687.60000.12820.19650.18760.10450.22350.0693
46513.240020.130086.8700542.90000.08280.12230.10100.02830.16010.06430.28100.81353.369023.81000.00490.06660.07680.01370.01530.008115.440025.5000115.0000733.50000.12010.56460.65560.13570.28450.1249
46613.140020.740085.9800536.90000.08670.10890.10850.03510.15620.06020.31520.78842.312027.40000.00730.03180.04610.01250.01560.003214.800025.4600100.9000689.10000.13510.35490.45040.11810.25630.0817
4679.668018.100061.0600286.30000.08310.05430.01480.00580.16800.06410.34161.31202.275020.98000.01100.01260.01030.00390.02690.003011.150024.620071.1100380.20000.13880.12550.06410.02500.30570.0788
46817.600023.3300119.0000980.50000.09290.20040.21360.10020.16960.07370.92891.46505.8010104.90000.00680.07030.06590.02310.01670.011321.570028.8700143.60001437.00000.12070.47850.51650.19960.23010.1224
46911.620018.180076.3800408.80000.11750.14830.10200.05560.19570.07260.41011.74003.027027.85000.01460.03210.04960.01840.01810.005213.360025.400088.1400528.10000.17800.28780.31860.14160.26600.0927
4709.667018.490061.4900289.10000.08950.06260.02950.01510.22380.06410.37761.35002.569022.73000.00750.01990.02710.00990.01960.003911.140025.620070.8800385.20000.12340.15420.12770.06560.31740.0852
47112.040028.140076.8500449.90000.08750.06000.02370.02380.18540.05700.60612.64304.099044.96000.00750.01550.01460.01180.02050.003913.600033.330087.2400567.60000.10410.09730.05520.05550.24040.0664
47214.920014.930096.4500686.90000.08100.08550.05540.03220.16870.05670.24460.43341.826023.31000.00330.01770.02310.00840.01150.002417.180018.2200112.0000906.60000.10650.27910.31510.11470.26880.0827
47312.270029.970077.4200465.40000.07700.03400.00000.00000.17010.05960.44553.64702.884035.13000.00730.00820.00000.00000.03140.003113.450038.050085.0800558.90000.09420.05210.00000.00000.24090.0674
47410.880015.620070.4100358.90000.10070.10690.05120.01570.18610.06840.14820.53801.30109.59700.00450.03090.02760.00670.01210.004711.940019.350080.7800433.10000.13320.38980.33650.07970.25810.1080
47512.830015.730082.8900506.90000.09040.08270.05830.03080.17050.05910.14990.48751.195011.64000.00490.01800.03320.00840.01600.002314.090019.350093.2200605.80000.13260.26100.34760.09780.30060.0780
47614.200020.530092.4100618.40000.08930.11080.05060.03060.15060.06010.34781.01802.749031.01000.00410.03290.02820.01350.01610.002716.450027.2600112.1000828.50000.11530.34290.25120.13390.25340.0786
47713.900016.620088.9700599.40000.06830.05320.02220.01340.18130.05540.15550.57621.392014.03000.00330.01320.00990.00480.01320.002115.140021.8000101.2000718.90000.09380.20060.13840.06220.26790.0770
47811.490014.590073.9900404.90000.10460.08230.05310.01970.17790.06570.20341.16601.567014.34000.00500.02110.04160.00800.01840.003612.400021.900082.0400467.60000.13520.20100.25960.07430.29410.0918
47916.250019.5100109.8000815.80000.10260.18930.22360.09190.21510.06580.31470.98573.070033.12000.00920.05470.08080.02210.02770.006417.390023.0500122.1000939.70000.13770.44620.58970.17750.33180.0914
48012.160018.030078.2900455.30000.09090.07840.02920.01530.14640.06280.21941.19001.678016.26000.00490.01670.01400.00520.01450.001913.340027.870088.8300547.40000.12080.22790.16200.05690.24060.0773
48113.900019.240088.7300602.90000.07990.05330.03000.02070.15790.05590.33160.92642.056028.41000.00370.01080.01530.00630.01060.002216.410026.4200104.4000830.50000.10640.14150.16730.08150.23560.0760
48213.470014.060087.3200546.30000.10710.11550.05790.05270.17790.06640.15880.57331.102012.84000.00440.01450.01330.00880.01700.002814.830018.320094.9400660.20000.13930.24990.18480.13350.32270.0933
48313.700017.640087.7600571.10000.09950.07960.04550.03160.17320.06090.24310.94621.564020.64000.00320.00820.01700.00920.01290.001514.960023.530095.7800686.50000.11990.13460.17420.09080.25180.0696
48415.730011.2800102.8000747.20000.10430.12990.11910.06210.17840.06260.16300.38711.143013.87000.00600.01820.03340.01070.01180.002317.010014.2000112.5000854.30000.15410.29790.40040.14520.25570.0818
48512.450016.410082.8500476.70000.09510.15110.15440.04850.20820.07320.39211.20705.004030.19000.00720.07470.11140.02720.03230.009613.780021.030097.8200580.60000.11750.40610.48960.13420.32310.1034
48614.640016.850094.2100666.00000.08640.06700.05190.02790.14090.05360.22041.00601.471019.98000.00350.01390.01800.00610.01250.001216.460025.4400106.0000831.00000.11420.20700.24370.07830.24550.0660
48719.440018.8200128.10001167.00000.10890.14480.22560.11940.18230.06120.56591.40803.631067.74000.00530.02830.04260.01180.01720.003223.960030.3900153.90001740.00000.15140.37250.59360.20600.32660.0901
48811.680016.170075.4900420.50000.11280.09260.04280.03130.18530.06400.37131.15402.554027.57000.00900.01290.01850.01170.02150.003213.320021.590086.5700549.80000.15260.14770.14900.09820.28040.0802
48916.690020.2000107.1000857.60000.07500.07110.03650.02310.18460.05320.24730.56791.775022.95000.00270.01450.01420.00530.01960.001719.180026.5600127.30001084.00000.10090.29200.24770.08740.46770.0762
49012.250022.440078.1800466.50000.08190.05200.01710.01260.15440.05980.22391.13901.577018.04000.00510.01200.00940.00460.01610.002414.170031.990092.7400622.90000.12560.18040.12300.06340.31000.0820
49117.850013.2300114.6000992.10000.07840.06220.04450.04180.12200.05240.48341.04603.163050.95000.00440.00830.01150.00740.01300.001319.820018.4200127.10001210.00000.09860.09980.10480.08340.17830.0587
49218.010020.5600118.40001007.00000.10010.12890.11700.07760.21160.06080.75481.28805.353089.74000.00800.02700.03740.01650.02900.004021.530026.0600143.40001426.00000.13090.23270.25440.14890.32510.0762
49312.460012.830078.8300477.30000.07370.04040.00720.01150.16130.06010.32761.48602.108024.60000.01040.01000.00640.00790.02870.004813.190016.360083.2400534.00000.09440.06480.01670.02680.22800.0703
49413.160020.540084.0600538.70000.07330.05270.01800.01260.17130.05890.32371.47302.326026.07000.00780.02050.01340.00560.02090.002714.500028.460095.2900648.30000.11180.16460.07700.04200.26870.0743
49514.870020.210096.1200680.90000.09590.08340.06820.04950.14870.05750.23231.63601.596021.84000.00540.01370.02150.01180.01960.001816.010028.4800103.9000783.60000.12160.13880.17000.10170.23690.0660
49612.650018.170082.6900485.60000.10760.13340.08020.05070.16410.06850.23240.63321.696018.40000.00570.02500.02640.01030.01760.003614.380022.150095.2900633.70000.15330.38420.35820.14070.32300.1033
49712.470017.310080.4500480.10000.08930.07630.03610.02370.15260.06050.15320.78101.253011.91000.00380.01370.01350.00710.01540.001514.060024.340092.8200607.30000.12760.25060.20280.10530.30350.0766
49818.490017.5200121.30001068.00000.10120.13170.14910.09180.18320.06700.79231.04504.851095.77000.00800.03210.04440.01570.01620.005322.750022.8800146.40001600.00000.14120.30890.35330.16630.25100.0945
49920.590021.2400137.80001320.00000.10850.16440.21880.11210.18480.06220.59041.21604.206075.09000.00670.02790.04060.01480.01120.003723.860030.7600163.20001760.00000.14640.35970.51790.21130.24800.0900
50015.040016.740098.7300689.40000.09880.13640.07720.06140.16680.06870.37200.84232.304034.84000.00410.01820.02000.01000.01060.003216.760020.4300109.7000856.90000.11350.21760.18560.10180.21770.0855
50113.820024.490092.3300595.90000.11620.16810.13570.06760.22750.07240.47511.52802.974039.05000.00970.03860.03480.01620.02430.007016.010032.9400106.0000788.00000.17940.39660.33810.15210.36510.1183
50212.540016.320081.2500476.30000.11580.10850.05930.03280.19430.06610.25771.09501.566018.49000.00970.01570.02570.01160.02800.002513.570021.400086.6700552.00000.15800.17510.18890.08410.31550.0754
50323.090019.8300152.10001682.00000.09340.12750.16760.10030.15050.05481.29100.74529.6350180.20000.00580.03360.03980.02160.02200.002930.790023.8700211.50002782.00000.11990.36250.37940.22640.29080.0728
5049.268012.870061.4900248.70000.16340.22390.09730.05250.23780.09500.40761.09303.014020.04000.00980.04540.03480.02190.02540.010410.280016.380069.0500300.20000.19020.34410.20990.10250.30380.1252
5059.676013.140064.1200272.50000.12550.22040.11880.07040.20570.09580.27441.39001.787017.67000.02180.04890.05190.01450.02630.011510.600018.040069.4700328.10000.20060.36630.29130.10750.28480.1364
50612.220020.040079.4700453.10000.10960.11520.08180.02170.21240.06890.18110.79590.985712.58000.00630.02200.03970.00990.01320.003813.160024.170085.1300515.30000.14020.23150.35350.08090.27090.0884
50711.060017.120071.2500366.50000.11940.10710.04060.04270.19540.07980.17791.03001.318012.30000.01260.02350.01800.01290.02220.008311.690020.740076.0800411.10000.16620.20310.12560.09510.27800.1168
50816.300015.7000104.7000819.80000.09430.06710.05530.04560.17110.05660.20670.47061.146020.67000.00740.01200.02470.01430.01340.002617.320017.7600109.8000928.20000.13540.13610.19470.13570.23000.0723
50915.460023.9500103.8000731.30000.11830.18700.20300.08520.18070.07080.33311.96102.937032.52000.00950.04940.06020.02040.02100.006017.110036.3300117.7000909.40000.17320.49670.59110.21630.30130.1067
51011.740014.690076.3100426.00000.08100.09660.06730.02640.14990.06760.19240.64171.345013.04000.00700.03920.04020.01530.02260.006812.450017.600081.2500473.80000.10730.27930.26900.10560.26040.0988
51114.810014.700094.6600680.70000.08470.05020.03420.02540.16590.05350.21820.62321.677020.72000.00670.01200.01480.01060.01580.001815.610017.5800101.7000760.20000.11390.10110.11010.07950.23340.0614
51213.400020.520088.6400556.70000.11060.14690.14450.08170.21160.07320.39060.93063.093033.67000.00540.02260.03450.01330.01700.004016.410029.6600113.3000844.40000.15740.38560.51060.20510.35850.1109
51314.580013.660094.2900658.80000.09830.08920.08220.04350.17390.05640.41650.62372.561037.11000.00500.01810.03030.00860.01540.002316.760017.2400108.5000862.00000.12230.19280.24920.09190.26260.0705
51415.050019.070097.2600701.90000.09210.08600.07490.04330.15610.05920.38601.19802.630038.49000.00500.01630.02970.00940.01150.001717.580028.0600113.8000967.00000.12460.21010.28660.11200.22820.0695
51511.340018.610072.7600391.20000.10490.08500.04300.02590.19270.06210.24301.01001.491018.19000.00860.01640.02100.01110.02430.001212.470023.030079.1500478.60000.14830.15740.16240.08540.30600.0678
51618.310020.5800120.80001052.00000.10680.12480.15690.09450.18600.05940.54490.92253.218067.36000.00620.01880.02910.01050.01560.002721.860026.2000142.20001493.00000.14920.25360.37590.15100.30740.0786
51719.890020.2600130.50001214.00000.10370.13100.14110.09430.18020.06190.50790.87373.654059.70000.00510.02300.03050.01180.01060.003423.730025.2300160.50001646.00000.14170.33090.41850.16130.25490.0914
51812.880018.220084.4500493.10000.12180.16610.04830.05300.17090.07250.44261.16903.176034.37000.00530.02330.01400.01240.01820.003315.050024.370099.3100674.70000.14560.29610.12460.10960.25820.0889
51912.750016.700082.5100493.80000.11250.11170.03880.03000.21200.06620.38341.00302.495028.62000.00750.01560.01980.00920.01810.003614.450021.740093.6300624.10000.14750.19790.14230.08040.30710.0856
5209.295013.900059.9600257.80000.13710.12250.03330.02420.21970.07700.35381.13002.388019.63000.01550.02540.02200.01580.04000.003910.570017.840067.8400326.60000.18500.20970.10000.07260.36810.0898
52124.630021.6000165.50001841.00000.10300.21060.23100.14710.19910.06740.99150.90047.0500139.90000.00500.03210.03570.01600.01880.004829.920026.9300205.70002642.00000.13420.41880.46580.24750.31570.0967
52211.260019.830071.3000388.10000.08510.04410.00510.00570.16370.06340.13441.08300.98129.33200.00420.00590.00380.00410.01490.002311.930026.430076.3800435.90000.11080.07720.02530.02830.25570.0761
52313.710018.680088.7300571.00000.09920.10700.05390.03780.17140.06840.31911.24902.284026.45000.00670.02250.02090.01350.01870.003715.110025.630099.4300701.90000.14250.25660.19350.12840.28490.0903
5249.847015.680063.0000293.20000.09490.08420.02330.02420.13870.06890.24981.21601.976015.24000.00870.02040.01060.00680.01820.003511.240022.990074.3200376.50000.14190.22430.08430.06530.25020.0921
5258.571013.100054.5300221.30000.10360.07630.02560.01510.16780.07130.12670.67931.06907.25400.00790.01760.01800.00730.01590.00399.473018.450063.3000275.60000.16410.22350.17540.08510.29830.1049
52613.460018.750087.4400551.10000.10750.11380.04200.03150.17230.06320.19980.60681.443016.07000.00440.01440.01510.00740.01350.001815.350025.1600101.9000719.80000.16240.31240.26540.14270.35180.0867
52712.340012.270078.9400468.50000.09000.06310.02960.02650.16890.05810.11660.49570.77148.95500.00370.00920.00870.00570.01130.001413.610019.270087.2200564.90000.12920.20740.17910.10700.31100.0759
52813.940013.170090.3100594.20000.12480.09750.10100.06620.19760.06460.54612.63504.091044.74000.01000.03250.04760.02850.01710.005514.620015.380094.5200653.30000.13940.13640.15590.10150.21600.0725
52912.070013.440077.8300445.20000.11000.09010.03780.02800.16570.06610.25130.50401.714018.54000.00730.01150.01800.00800.01960.002213.450015.770086.9200549.90000.15210.16320.16220.07390.27810.0805
53011.750017.560075.8900422.90000.10730.09710.05280.04440.15980.06680.43841.90703.149030.66000.00660.01810.01740.01320.01840.002313.500027.980088.5200552.30000.13490.18540.13660.10100.24780.0776
53111.670020.020075.2100416.20000.10160.09450.04200.02160.18590.06460.20670.87451.393015.34000.00530.01730.01840.00530.01450.002713.350028.810087.0000550.60000.15500.29640.27580.08120.32060.0895
53213.680016.330087.7600575.50000.09280.07260.01750.01880.16310.06160.20470.48011.373017.25000.00380.00720.00710.00510.01050.001715.850020.2000101.6000773.40000.12640.15640.12060.08700.28060.0778
53320.470020.6700134.70001299.00000.09160.13130.15230.10150.21660.05420.83361.73605.1680100.40000.00490.03090.04090.01700.02820.002723.230027.1500152.00001645.00000.10970.25340.30920.16130.32200.0639
53410.960017.620070.7900365.60000.09690.09750.05260.02790.16190.06410.15071.58301.165010.09000.00950.03380.04400.01350.01320.003511.620026.510076.4300407.50000.14280.25100.21230.09860.22890.0828
53520.550020.8600137.80001308.00000.10460.17390.20850.13220.21270.06250.69860.99014.706087.78000.00460.02620.04010.01420.01950.002724.300025.4800160.20001809.00000.12680.31350.44330.21480.30770.0757
53614.270022.550093.7700629.80000.10380.11540.14630.06140.19260.05980.20271.85101.895018.54000.00610.02580.04640.01280.01450.003815.290034.2700104.3000728.30000.13800.27330.42340.13620.26980.0835
53711.690024.440076.3700406.40000.12360.15520.04520.04530.21310.07410.29571.97802.158020.95000.01290.03500.01860.01770.01560.005812.980032.190086.1200487.70000.17680.32510.13950.13080.28030.0997
5387.729025.490047.9800178.80000.08100.04880.00000.00000.18700.07280.37771.46202.492019.14000.01270.00970.00000.00000.02880.00699.077030.920057.1700248.00000.12560.08340.00000.00000.30580.0994
5397.691025.440048.3400170.40000.08670.11990.09250.01360.20370.07750.21961.47901.445011.73000.01550.06460.09250.01360.02100.00768.678031.890054.4900223.60000.15960.30640.33930.05000.27900.1066
54011.540014.440074.6500402.90000.09980.11200.06740.02590.18180.06780.27841.76801.628020.86000.01210.04110.05550.01490.01840.005512.260019.680078.7800457.80000.13450.21180.17970.06920.23290.0813
54114.470024.990095.8100656.40000.08840.12300.10090.03890.18720.06340.25421.07902.615023.11000.00710.04650.03830.01160.02070.006116.220031.7300113.5000808.90000.13400.42020.40400.12050.31870.1023
54214.740025.420094.7000668.60000.08280.07210.04110.03030.18400.05680.30311.38502.177027.41000.00480.01170.01950.01270.01870.002616.510032.2900107.4000826.40000.10600.13760.16110.10950.27220.0696
54313.210028.060084.8800538.40000.08670.06880.02990.03280.16280.05780.23511.59701.539017.85000.00500.01370.01500.00910.01720.001314.370037.170092.4800629.60000.10720.13810.10620.07960.24730.0644
54413.870020.700089.7700584.80000.09580.10180.03690.02370.16200.06690.27201.04702.076023.12000.00630.02170.02610.00910.01490.003615.050024.750099.1700688.60000.12640.20370.13770.06840.22490.0849
54513.620023.230087.1900573.20000.09250.06750.02970.02440.16640.05800.34601.33602.066031.24000.00590.02100.02020.00910.02090.002615.350029.090097.5800729.80000.12160.15170.10490.07170.26420.0695
54610.320016.350065.3100324.90000.09430.04990.01010.00550.18850.06200.21040.96701.356012.97000.00710.00720.01010.00550.01560.002611.250021.770071.1200384.90000.12850.08840.04380.02380.26810.0740
54710.260016.580065.8500320.80000.08880.08070.04360.02440.16690.06710.11441.02300.98877.32600.01030.03080.02610.01100.02280.005910.830022.040071.0800357.40000.14610.22460.17830.08330.26910.0948
5489.683019.340061.0500285.70000.08490.05030.02340.00960.15800.06240.29571.36302.054018.24000.00740.01120.02340.00960.02200.004210.930025.590069.1000364.20000.11990.09550.09350.03850.25520.0792
54910.820024.210068.8900361.60000.08190.06600.01550.00820.19760.06330.51961.91803.564033.00000.00830.01870.01280.00590.02470.003013.030031.450083.9000505.60000.12040.16330.06190.03260.30590.0763
55010.860021.480068.5100360.50000.07430.04230.00000.00000.16610.05950.31631.30402.115020.67000.00960.01100.00000.00000.03000.002211.660024.770074.0800412.30000.10010.07350.00000.00000.24580.0659
55111.130022.440071.4900378.40000.09570.08190.04820.02260.20300.06550.28001.46701.994017.85000.00350.03050.03450.01020.02910.004712.020028.260077.8000436.60000.10870.17820.15640.06410.31690.0803
55212.770029.430081.3500507.90000.08280.04230.02000.01500.15390.05640.24091.36701.477018.76000.00880.01230.01330.00930.01900.001713.870036.000088.1000594.70000.12340.10640.08650.06500.24070.0648
5539.333021.940059.0100264.00000.09240.05610.04000.01280.16920.06580.30131.87902.121017.86000.01090.01830.04000.01280.03760.00469.845025.050062.8600295.80000.11030.08300.07990.02560.24350.0739
55412.880028.920082.5000514.30000.08120.05820.06190.02340.15660.05710.21161.36001.502016.83000.00840.02150.03900.00760.01690.002813.890035.740088.8400595.70000.12270.16200.24390.06490.23720.0724
55510.290027.610065.6700321.40000.09030.07660.06000.02740.15930.06130.21992.23901.437014.46000.01200.02740.04800.01720.01840.004910.840034.910069.5700357.60000.13840.17100.20000.09130.22260.0828
55610.160019.590064.7300311.70000.10030.07500.00500.01120.17910.06330.24412.09001.648016.80000.01290.02220.00420.00710.02570.002310.650022.880067.8800347.30000.12650.12000.01000.02230.22620.0674
5579.423027.880059.2600271.30000.08120.04970.00000.00000.17420.06060.53752.92703.618029.11000.01160.01120.00000.00000.03000.003310.490034.240066.5000330.60000.10730.07160.00000.00000.24750.0697
55814.590022.680096.3900657.10000.08470.13300.10290.03740.14540.06150.22541.10802.224019.54000.00420.04640.06580.01610.01640.004415.480027.2700105.9000733.50000.10260.31710.36620.11050.22580.0800
55911.510023.930074.5200403.50000.09260.10210.11120.04110.13880.06570.23882.90401.936016.97000.00820.02980.05740.01270.01490.004712.480037.160082.2800474.20000.12980.25170.36300.09650.21120.0873
56014.050027.150091.3800600.40000.09930.11260.04460.04300.15370.06170.36451.49202.888029.84000.00730.02680.02070.01630.02080.005315.300033.1700100.2000706.70000.12410.22640.13260.10480.22500.0832
56111.200029.370070.6700386.00000.07450.03560.00000.00000.10600.05500.31413.89602.041022.81000.00760.00890.00000.00000.01990.001811.920038.300075.1900439.60000.09270.05490.00000.00000.15660.0590
56215.220030.6200103.4000716.90000.10480.20870.25500.09430.21280.07150.26021.20502.362022.65000.00460.04840.07360.01610.02140.006117.520042.7900128.7000915.00000.14170.79171.17000.23560.40890.1409
56320.920025.0900143.00001347.00000.10990.22360.31740.14740.21490.06880.96221.02608.7580118.80000.00640.04310.07850.02620.02060.006224.290029.4100179.10001819.00000.14070.41860.65990.25420.29290.0987
56421.560022.3900142.00001479.00000.11100.11590.24390.13890.17260.05621.17601.25607.6730158.70000.01030.02890.05200.02450.01110.004225.450026.4000166.10002027.00000.14100.21130.41070.22160.20600.0712
56520.130028.2500131.20001261.00000.09780.10340.14400.09790.17520.05530.76552.46305.203099.04000.00580.02420.03950.01680.01900.002523.690038.2500155.00001731.00000.11660.19220.32150.16280.25720.0664
56616.600028.0800108.3000858.10000.08460.10230.09250.05300.15900.05650.45641.07503.425048.55000.00590.03730.04730.01560.01320.003918.980034.1200126.70001124.00000.11390.30940.34030.14180.22180.0782
56720.600029.3300140.10001265.00000.11780.27700.35140.15200.23970.07020.72601.59505.772086.22000.00650.06160.07120.01660.02320.006225.740039.4200184.60001821.00000.16500.86810.93870.26500.40870.1240
5687.760024.540047.9200181.00000.05260.04360.00000.00000.15870.05880.38571.42802.548019.15000.00720.00470.00000.00000.02680.00289.456030.370059.1600268.60000.09000.06440.00000.00000.28710.0704

次に読み込んだデータの形を確認していきましょう。

df.shape

上のコードを実行すれば(569, 30)と表示されたと思います。これは569行、30列であることを意味しています。

データのグラフ化

次に、データのグラフ化をしていきます。下のコードを実行して、先ほど定義した「y」を、悪性と良性を分けていきます。

df0 = df[y==0]
df1 = df[y==1]

そして、matplotlibというライブラリーを使ってグラフ化をしていきます。

#グラフサイズ設定
plt.figure(figsize = (6,6))
#0(悪性)のデータを散布図表示
plt.scatter(df0['半径_平均'],df0['きめ_平均'],marker='x',c='b',label='悪性')
#1(良性)のデータを散布図表示
plt.scatter(df1['半径_平均'],df1['きめ_平均'],marker='s',c='k',label='良性')
#格子を表示
plt.grid()
#x座標を定義
plt.xlabel('半径_平均')
#x座標を定義
plt.ylabel('きめ_平均')
#凡例表示
plt.legend()
#グラフの表示
plt.show()

上のコードを実行してください。すると、下のようなグラフが出てきたと思います。

ちなみに「凡例表示」とは、右上の(悪性、良性)と書いてあるところに当たります。最後に、AIによるデータの予測方法を見ていきましょう。

AIによるデータの予測

まず、データを訓練データと検証データというものに分割します。

つぎに、訓練データに学習させます。そして、AIに予測してもらいます。下のようなコードを打って実行してください。

#訓練データと検証データの分割(ここでは、0.7と0.3にしているが、0.8と0.2のように比率を変えてもいい。)
from sklearn.model_selection import train_test_split
x_train,x_test,y_train,y_test = train_test_split(df,y,train_size=0.7,test_size=0.3,random_state=random_seed)
#ロジスティック回帰モデルのインスタンスを作る(簡単なアルゴリズム)
algorithm = LogisticRegression(random_state=random_seed)
#訓練データで学習させる
algorithm.fit(x_train,y_train)
#検証データで精度の確認
score = algorithm.score(x_test,y_test)
print(f'score: {score:.04f}')

実行すれば、「score: 0.9649」と出てきたと思います。これは精度が96パーセントであることを意味しています。このようにAIで高い精度で予測をすることができます。

もし、処理の速度が遅かったら?

この処理は、データが膨大になればなるほど時間がかかります。

なので、多少時間がかかるのは無理もないですが、「あまりに処理に時間がかかりすぎている」という方は、もしかしたら、CPUの性能が悪くなっているからなのかもしれません。

そんな方にも勧めなのが、Opern clのインストールです。

もし、「CPUをアップグレードさせたい。」

「CPUの性能を安定化させたい。」

などと思った方は、Open CLというものがあるので、そちらをぜひ見て帰ってください。

終わりに:

これで、いったんAI開発入門は終わろうと思います。

ちなみにこれはcsvファイルでも同じようにできるため、(pd.Seriesのところに、予測したいデータをそのまま挿入すればできます。)

このAIはとても簡単な式ですが、かなり有能だと思います。

ほかにもおもしろいたくさんがたくさんありますので、そちらのほうも観ていただければ光栄です。

プロフィール

この記事を書いた人

このブログの情報が少しでも役に立てれば嬉しいです。