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In [1]:



    


import tushare as ts
import matplotlib.pyplot as plt

def rebalance(asset, price):
    money = asset * 0.5
    stock = money / price
    return money, stock

asset = 10000
hist_money = []
hist_stock = []
hist_allin_money = []
hist_allin_stock = []
allin_money = 10000
allin_stock = 0
days = 0
interval = 180
df=ts.get_k_data('399300',start='2012-01-01',end='2016-01-01')
# print(df)
for price in df.close:
    days -= 1
    if days < 0:
        money, stock = rebalance(asset, price)
        days = interval
    stock_p = stock * price
    money *= 1.0001
    asset = money + stock_p
    hist_money.append(money)
    hist_stock.append(stock_p)
    # 对比
    allin_money *= 1.0001
    hist_allin_money.append(allin_money)
    if allin_stock == 0:
        allin_stock = 10000 / price
    hist_allin_stock.append(allin_stock * price)

print(asset)
print(allin_money)
print(allin_stock * price)



    


















    






13543.007749760664
11018.550299673843
16230.560087003807

















In [2]:



    


# draw
date = list(df.date)

fig, left_axis = plt.subplots()
fig.set_size_inches(16, 10)
right_axis = left_axis.twinx()

p1 = left_axis.plot(date, df.close)
p2 = right_axis.stackplot(date, hist_money, hist_stock, alpha=0.3)
p3 = right_axis.plot(date, hist_allin_money)
p4 = right_axis.plot(date, hist_allin_stock)

xticks = list(range(0, len(date), 90))
xlabels = [date[x] for x in xticks]
left_axis.set_xticks(xticks)
left_axis.set_xticklabels(xlabels, rotation=45)
plt.show()



    


















    
























In [3]:



    


# 按比例触发再平衡
def rebalance(asset, price):
    money = asset * 0.5
    stock = money / price
    return money, stock

money = 10000
asset = money
stock = 0
hist_money = []
hist_stock = []
hist_allin_money = []
hist_allin_stock = []
allin_money = 10000
allin_stock = 0
days = 0
interval = 360
df=ts.get_k_data('399300',start='2014-01-01',end='2016-01-01')
# df=ts.get_k_data('601005',start='2007-10-01')
# print(df)
for price in df.close:
    days -= 1
    stock_p = stock * price
    if (money == 0 or stock == 0) or (money / stock_p > 1.2 or stock_p / money > 1.2):
#     if days < 0:
        money, stock = rebalance(asset, price)
        days = interval
    money *= 1.0001
    asset = money + stock_p
    hist_money.append(money)
    hist_stock.append(stock_p)
    # 对比
    allin_money *= 1.0001
    hist_allin_money.append(allin_money)
    if allin_stock == 0:
        allin_stock = 10000 / price
    hist_allin_stock.append(allin_stock * price)

print(asset)
print(allin_money)
print(allin_stock * price)

# draw
date = list(df.date)

fig, left_axis = plt.subplots()
fig.set_size_inches(16, 10)
right_axis = left_axis.twinx()

p1 = left_axis.plot(date, df.close)
p2 = right_axis.stackplot(date, hist_money, hist_stock, alpha=0.3)
p3 = right_axis.plot(date, hist_allin_money)
p4 = right_axis.plot(date, hist_allin_stock)

xticks = list(range(0, len(date), 90))
xlabels = [date[x] for x in xticks]
left_axis.set_xticks(xticks)
left_axis.set_xticklabels(xlabels, rotation=45)
plt.show()



    


















    






13523.980170680894
10501.127665981778
16068.18318848569










    
























In [4]:



    


# 与定投结合
def rebalance(asset, price):
    money = asset * 0.5
    stock = money / price
    return money, stock

money = 10000
cost = money
asset = money
stock = 0
hist_money = []
hist_stock = []
hist_allin_money = []
hist_allin_stock = []
allin_money = 10000
allin_stock = 0
days = 0
interval = 30
df=ts.get_k_data('399300',start='2007-05-01')
# print(df)

for price in df.close:
    days -= 1
    stock_p = stock * price
    if allin_stock == 0:
        allin_stock = 10000 / price
    if days < 0:
        days = interval
        cost += 1000
        money += 1000
        allin_money += 1000
        allin_stock += (1000/price)
        asset = money + stock_p
    if (money == 0 or stock == 0) or (money / stock_p > 1.5 or stock_p / money > 1.5):
#     if days < 0:
        money, stock = rebalance(asset, price)
        stock_p = stock * price
    money *= 1.0001
    asset = money + stock_p
    hist_money.append(money)
    hist_stock.append(stock_p)
    # 对比
    allin_money *= 1.0001
    hist_allin_money.append(allin_money)
    hist_allin_stock.append(allin_stock * price)

print(asset)
print(allin_money)
print(allin_stock * price)
print(cost)

# draw
date = list(df.date)

fig, left_axis = plt.subplots()
fig.set_size_inches(16, 10)
right_axis = left_axis.twinx()

p1 = left_axis.plot(date, df.close)
p2 = right_axis.stackplot(date, hist_money, hist_stock, alpha=0.3)
p3 = right_axis.plot(date, hist_allin_money)
p4 = right_axis.plot(date, hist_allin_stock)

xticks = list(range(0, len(date), 90))
xlabels = [date[x] for x in xticks]
left_axis.set_xticks(xticks)
left_axis.set_xticklabels(xlabels, rotation=45)
plt.show()



    


















    






timed out
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118317.0002478366
108857.73772375828
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In [79]:



    


import random
import datetime

def calc_rate(asset, days):
    r = asset / 10000 - 1
    return (r / (days / 240) * 100)

rate1 = []
rate2 = []
rate3 = []
for i in range(1000):
    print(i)
    money = 10000
    asset = money
    stock = 0
    hist_money = []
    hist_stock = []
    hist_allin_money = []
    hist_allin_stock = []
    allin_money = 10000
    allin_stock = 0
    days = 0
    interval = 180
    date_s = datetime.date.today() - datetime.timedelta(days=random.randint(2000,5000))
    date_e = date_s + datetime.timedelta(days=random.randint(1000, 5000))
    date_s = date_s.strftime('%Y-%m-%d')
    date_e = date_e.strftime('%Y-%m-%d')
#     print(date_s,date_e)
    df = ts.get_k_data('399300',start=date_s, end=date_e)
    # print(df)
    for price in df.close:
        days -= 1
        stock_p = stock * price
        if (money == 0 or stock == 0) or (money / stock_p > 1.2 or stock_p / money > 1.2):
    #     if days < 0:
            money, stock = rebalance(asset, price)
            days = interval
        money *= 1.0001
        asset = money + stock_p
        hist_money.append(money)
        hist_stock.append(stock_p)
        # 对比
        allin_money *= 1.0001
        hist_allin_money.append(allin_money)
        if allin_stock == 0:
            allin_stock = 10000 / price
        hist_allin_stock.append(allin_stock * price)

    days = len(df['date'])
    print(df['date'].iloc[0], df['date'].iloc[-1], days)
    print(int(asset), int(allin_money), int(allin_stock * price))
    r1 = calc_rate(asset, days)
    r2 = calc_rate(allin_money, days)
    r3 = calc_rate(allin_stock * price, days)
    rate1.append(r1)
    rate2.append(r2)
    rate3.append(r3)
    print(r1, r2, r3)
    print('=====================')

print(sum(rate1)/len(rate1), sum(rate2)/len(rate2), sum(rate3)/len(rate3))



    


















    






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=====================
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=====================
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=====================
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=====================
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=====================
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2005-05-23 2010-07-20 1260
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2006-07-27 2016-08-01 2437
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2008-10-06 2018-11-02 2454
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2008-03-31 2016-08-03 2032
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2005-11-21 2011-06-21 1357
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2005-12-26 2011-10-21 1414
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2011-11-07 2018-01-04 1501
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2009-09-08 2018-11-02 2224
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2009-03-09 2018-11-02 2351
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2011-07-13 2018-11-02 1778
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2009-12-21 2017-02-14 1735
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2008-01-07 2018-08-17 2585
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2007-12-17 2018-05-30 2542
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2008-09-04 2012-07-06 931
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2012-04-05 2015-04-17 737
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2005-05-23 2018-02-23 3106
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2011-01-13 2013-11-29 696
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2013-05-02 2018-11-02 1344
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2009-12-25 2013-11-04 931
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2013-02-04 2018-11-02 1397
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2011-04-25 2018-11-02 1833
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2011-07-25 2015-04-13 900
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2008-02-13 2015-05-13 1763
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2010-12-15 2018-11-02 1918
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2011-08-30 2018-11-02 1744
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2008-05-22 2018-02-14 2373
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2007-11-05 2012-06-11 1120
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2012-12-03 2018-11-02 1439
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2013-01-04 2018-11-02 1418
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2007-10-24 2013-03-27 1321
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2009-12-10 2018-11-02 2163
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2011-03-31 2018-11-02 1848
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2006-05-08 2011-06-15 1247
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2010-11-08 2016-11-25 1473
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2009-10-27 2015-08-03 1403
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2005-08-24 2018-05-18 3095
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2006-02-06 2018-11-02 3104
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2007-11-26 2018-11-02 2662
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2010-09-02 2017-06-29 1655
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2008-11-11 2018-11-02 2428
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2006-04-10 2009-05-21 760
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2008-12-15 2012-04-20 813
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2011-09-01 2018-11-02 1742
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2005-10-10 2010-01-08 1038
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2010-12-31 2018-03-13 1749
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2010-06-21 2018-11-02 2037
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2009-02-27 2018-11-02 2357
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2011-03-16 2014-09-03 845
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2012-02-03 2016-01-08 958
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2011-01-13 2018-04-04 1757
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2011-10-31 2018-11-02 1706
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2005-11-02 2011-05-06 1339
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2008-12-29 2018-11-02 2394
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2010-04-26 2018-11-02 2073
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2010-11-22 2018-11-02 1935
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2009-05-19 2016-11-03 1814
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2012-05-02 2018-11-02 1586
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2007-05-22 2011-09-16 1060
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2011-08-08 2018-11-02 1760
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2008-11-18 2013-05-03 1081
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2012-06-07 2018-11-02 1560
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2009-03-24 2018-11-02 2340
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2013-01-04 2016-09-09 898
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2010-08-03 2018-11-02 2006
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2012-05-02 2016-09-14 1069
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2010-03-05 2017-09-28 1844
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2010-08-10 2018-11-02 2001
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2012-10-29 2018-05-22 1353
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2007-01-05 2010-06-11 839
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2008-03-10 2018-11-02 2594
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2008-07-17 2012-12-03 1067
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2011-06-20 2018-11-02 1795
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2009-12-16 2018-11-02 2159
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2010-02-01 2017-02-06 1700
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2008-04-07 2014-09-30 1579
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2010-06-04 2018-11-02 2045
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2007-09-21 2012-12-27 1283
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2006-03-09 2010-12-09 1160
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2007-03-26 2013-06-26 1520
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2006-07-24 2014-08-18 1963
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2006-04-20 2016-03-03 2399
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2007-12-11 2015-06-02 1816
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2007-06-29 2016-01-27 2090
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2013-04-26 2018-11-02 1345
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2007-04-30 2010-07-20 787
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2008-06-02 2012-12-28 1118
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2011-03-29 2014-10-24 867
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2012-05-10 2015-12-28 886
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2012-04-27 2018-11-02 1587
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2012-03-14 2018-11-02 1616
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2012-01-30 2018-11-02 1648
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2006-10-09 2010-06-17 901
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2006-11-28 2018-03-08 2743
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2007-11-06 2017-03-22 2281
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2006-05-23 2018-11-02 3033
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2009-12-02 2016-01-11 1484
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2007-11-28 2012-04-24 1071
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2010-12-09 2018-11-02 1922
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2007-08-13 2018-11-02 2732
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2009-08-17 2018-11-02 2240
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2009-06-02 2018-03-01 2129
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2009-04-29 2015-09-18 1555
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2010-03-11 2014-05-30 1023
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2006-08-14 2016-01-22 2298
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2010-04-12 2018-11-02 2083
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2009-11-03 2018-11-02 2190
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2007-06-04 2015-02-26 1881
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2011-01-05 2018-11-02 1904
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2011-08-19 2018-11-02 1751
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2008-05-05 2018-11-02 2557
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2009-03-09 2018-11-02 2351
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2007-10-15 2018-02-02 2513
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2005-06-24 2013-02-04 1855
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2006-07-31 2016-12-26 2533
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2011-09-29 2018-11-02 1723
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2008-03-06 2016-12-30 2149
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2012-06-13 2018-11-02 1556
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2010-08-04 2018-11-02 2005
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2006-12-25 2018-01-12 2690
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2010-12-27 2018-11-02 1910
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2011-08-18 2016-05-26 1158
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2009-02-05 2012-11-23 929
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2006-02-28 2013-05-22 1759
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2013-03-05 2018-11-02 1381
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2012-12-21 2018-11-02 1425
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2007-03-19 2010-04-01 744
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2012-02-15 2018-11-02 1636
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2008-04-29 2018-11-02 2559
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2012-10-16 2017-12-11 1256
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2010-02-22 2018-11-02 2117
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2005-04-08 2013-01-11 1889
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2011-04-26 2016-08-12 1292
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2009-04-24 2013-08-28 1056
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2012-05-03 2015-06-30 769
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2006-07-21 2013-11-18 1779
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2013-05-06 2018-11-02 1342
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2006-05-22 2014-01-30 1875
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2011-02-21 2018-11-02 1876
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2007-06-15 2018-11-02 2773
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2007-10-15 2018-11-02 2692
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2007-06-15 2012-07-24 1246
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2009-07-16 2018-11-02 2262
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2012-08-10 2018-11-02 1515
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2007-05-21 2018-11-02 2792
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2011-08-01 2018-01-19 1576
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2011-12-07 2018-11-02 1679
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2012-05-07 2018-11-02 1583
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2006-07-10 2018-11-02 2999
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2008-04-22 2018-11-02 2564
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2005-04-08 2017-08-11 3003
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2009-06-22 2016-01-12 1596
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2006-06-26 2016-07-15 2449
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2005-06-27 2014-03-18 2119
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2009-07-27 2018-11-02 2255
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2007-01-08 2010-09-17 905
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2012-02-27 2018-11-02 1628
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2005-04-08 2017-07-14 2983
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2007-12-17 2013-07-03 1345
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2010-12-06 2018-11-02 1925
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2009-01-05 2013-04-12 1037
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2011-05-23 2018-08-10 1760
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2010-06-17 2018-11-02 2039
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2006-05-31 2012-11-20 1580
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2009-02-26 2018-11-02 2358
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2011-12-26 2018-11-02 1666
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2012-06-11 2018-11-02 1558
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2009-06-01 2014-04-11 1181
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2007-12-21 2015-09-17 1882
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2013-03-11 2018-11-02 1377
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2012-12-24 2018-11-02 1424
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2012-04-24 2018-11-02 1590
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2006-10-16 2016-08-19 2399
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2012-07-23 2015-09-18 769
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2007-04-16 2011-07-01 1027
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2009-10-26 2018-11-02 2196
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2006-02-23 2018-07-06 3012
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2007-12-24 2018-10-25 2636
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2009-11-17 2018-11-02 2180
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2008-11-03 2017-08-11 2136
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2005-12-21 2011-03-18 1272
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2011-03-31 2018-11-02 1848
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2011-03-18 2018-11-02 1857
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2011-10-10 2018-11-02 1721
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2011-11-02 2018-08-22 1658
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2005-09-08 2016-05-20 2599
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2007-06-27 2016-04-08 2138
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2012-06-04 2018-11-02 1563
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2006-10-18 2018-11-02 2932
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2005-10-10 2009-07-17 920
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2007-11-02 2013-04-26 1334
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2007-04-25 2018-11-02 2805
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2005-11-29 2013-06-25 1836
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2009-02-24 2018-11-02 2360
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2010-04-01 2013-03-01 707
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2013-05-06 2017-06-07 997
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2013-04-23 2016-12-30 901
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2010-03-15 2018-11-02 2102
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2011-06-03 2018-11-02 1805
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2010-01-04 2015-09-18 1387
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2012-04-24 2018-03-02 1426
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2005-12-05 2018-09-27 3119
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2008-11-24 2018-11-02 2419
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2009-01-19 2013-12-09 1185
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2009-01-16 2015-06-19 1560
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2012-08-17 2018-11-02 1510
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2011-12-12 2015-09-02 906
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2006-05-11 2016-11-04 2554
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2011-04-28 2015-05-08 978
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2010-01-15 2018-11-02 2138
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2007-07-12 2010-05-31 706
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2007-06-04 2018-11-02 2782
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2007-02-26 2018-11-02 2847
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2012-12-11 2018-11-02 1433
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2006-11-15 2010-03-30 822
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2010-03-01 2018-11-02 2112
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2009-10-20 2016-02-24 1542
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2011-04-25 2018-11-02 1833
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2007-12-07 2018-05-22 2542
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2012-09-14 2018-11-02 1490
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2010-08-19 2018-07-26 1929
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2005-08-15 2010-08-17 1220
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2009-11-16 2018-11-02 2181
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2008-05-12 2018-11-02 2552
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2013-01-21 2018-11-02 1407
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388
2008-09-03 2018-10-29 2467
15026 12797 13699
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389
2005-09-09 2011-06-10 1396
21043 11498 31208
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390
2007-05-23 2018-11-02 2790
14094 13217 8353
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391
2005-04-08 2008-01-02 665
22615 10687 53665
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392
2009-04-27 2015-09-25 1562
13837 11690 12859
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393
2006-03-06 2018-11-02 3084
24257 13612 31671
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394
2010-05-17 2018-11-02 2059
13404 12286 12120
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395
2009-06-16 2018-11-02 2284
13545 12565 11111
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396
2007-09-04 2016-03-25 2080
10919 12312 5965
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397
2012-03-12 2016-12-09 1156
13186 11225 13161
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398
2009-11-30 2014-07-08 1116
8764 11180 6209
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399
2006-12-18 2016-07-12 2326
17209 12618 17082
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400
2008-12-29 2018-11-02 2394
16543 12704 17739
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401
2012-03-22 2018-11-02 1610
13180 11746 12734
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402
2010-01-27 2013-03-01 748
9782 10776 8343
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403
2006-02-15 2011-04-08 1254
20074 11335 32192
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404
2008-02-21 2013-03-22 1239
9488 11318 5369
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405
2013-04-15 2018-11-02 1354
13375 11449 13502
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406
2005-10-10 2011-10-26 1472
20434 11585 29225
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407
2005-06-06 2015-04-30 2408
28188 12722 56613
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408
2008-01-30 2015-01-09 1687
11097 11837 7529
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409
2012-09-03 2018-11-02 1499
14102 11617 14765
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410
2008-05-26 2018-11-02 2542
13631 12894 9244
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411
2008-11-04 2013-09-30 1192
13214 11265 14799
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412
2011-04-18 2018-11-02 1838
12065 12017 9794
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413
2009-06-17 2017-10-24 2032
14458 12253 13151
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414
2011-05-16 2018-11-02 1819
12377 11994 10612
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415
2011-08-10 2018-11-02 1758
12855 11921 11650
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416
2006-07-10 2017-10-13 2741
23365 13153 27766
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417
2009-06-17 2015-11-13 1558
13730 11685 12443
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418
2006-03-30 2009-05-27 771
17100 10801 26142
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419
2010-12-13 2014-12-26 982
11090 11031 10566
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420
2012-09-17 2018-11-02 1489
13992 11605 14566
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421
2009-11-16 2015-05-08 1329
12363 11421 12572
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422
2006-10-24 2014-12-31 1993
20178 12205 24538
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423
2011-09-21 2018-11-02 1729
12929 11887 11873
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424
2008-05-26 2013-09-12 1291
10284 11377 7044
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425
2011-07-04 2018-11-02 1785
12464 11954 10538
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426
2007-10-15 2018-11-02 2692
11669 13088 5651
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427
2012-08-23 2016-03-08 857
13050 10894 13498
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428
2009-07-28 2018-11-02 2254
12022 12528 8760
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429
2010-01-08 2018-11-02 2143
11890 12389 9453
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430
2007-04-11 2011-08-17 1063
11713 11121 9246
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431
2005-04-08 2013-05-24 1974
19247 12182 25883
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432
2006-09-25 2013-03-26 1579
16831 11710 18763
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433
2008-08-25 2014-03-20 1349
11250 11444 8693
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434
2009-08-24 2018-11-02 2235
12773 12504 10187
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435
2012-12-27 2018-06-22 1332
13871 11424 14762
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436
2008-06-23 2013-05-15 1189
10923 11262 8985
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437
2008-01-14 2015-08-03 1837
11592 12016 6680
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438
2008-11-10 2013-11-04 1208
12517 11283 13212
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439
2007-12-24 2018-11-02 2642
12036 13023 6318
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440
2008-01-14 2011-01-07 728
9557 10755 5524
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441
2009-10-16 2018-11-02 2202
12728 12463 10149
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442
2005-12-15 2012-10-15 1659
19455 11804 25599
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443
2008-12-01 2018-11-02 2414
16505 12730 17649
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444
2008-06-05 2015-01-09 1604
12018 11739 10098
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445
2010-01-25 2018-11-02 2132
12527 12376 9886
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446
2008-10-08 2017-06-23 2119
17312 12360 17909
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447
2009-04-13 2014-12-12 1379
12032 11478 12020
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448
2007-10-11 2014-09-30 1698
9064 11850 4255
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449
2005-07-12 2009-07-03 969
21186 11017 39059
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450
2009-02-25 2018-11-02 2359
14939 12660 14279
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451
2006-01-04 2017-12-08 2902
29243 13366 42524
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452
2005-10-17 2010-05-21 1121
20540 11186 30849
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453
2005-12-29 2013-12-06 1925
20104 12122 26311
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454
2012-12-17 2016-09-30 922
13053 10965 13746
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455
2011-08-01 2018-11-02 1765
12121 11930 11049
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456
2012-09-24 2017-02-17 1066
14124 11124 15443
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457
2012-08-15 2015-09-02 742
12993 10770 14435
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458
2006-08-16 2018-11-02 2972
21728 13460 25633
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459
2007-04-30 2010-11-29 873
11749 10912 8964
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460
2011-07-29 2018-11-02 1766
12132 11931 11070
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461
2008-01-11 2018-11-02 2630
11571 13008 5773
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462
2013-05-08 2018-11-02 1340
13068 11433 12939
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463
2006-07-17 2011-08-03 1232
17522 11311 21533
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464
2013-01-04 2018-11-02 1418
13167 11523 13033
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465
2007-02-12 2013-09-13 1602
12700 11737 10014
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466
2010-03-02 2013-10-16 877
9399 10916 7311
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467
2007-10-08 2017-01-13 2259
11442 12534 5872
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468
2011-12-28 2018-11-02 1664
13972 11810 14256
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469
2011-03-28 2018-11-02 1851
12460 12033 9999
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470
2006-05-18 2012-01-06 1378
16568 11477 17207
11.440867329859504 2.573086862816143 12.55215892597968
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471
2005-10-31 2015-10-30 2430
25587 12750 40330
15.395025136485776 2.716574154681173 29.95603750309248
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472
2010-01-21 2014-04-16 1023
8917 11077 6548
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473
2009-04-27 2018-11-02 2317
14593 12607 13091
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474
2013-02-28 2018-11-02 1384
12870 11484 12307
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475
2011-02-28 2018-11-02 1871
12433 12057 10156
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476
2008-02-20 2018-02-14 2436
13299 12758 8081
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477
2012-06-01 2016-12-06 1099
13088 11161 13137
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478
2011-01-10 2015-03-06 1006
11679 11058 11191
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479
2007-02-26 2017-03-27 2455
16277 12782 12845
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480
2005-04-08 2008-04-07 727
19506 10754 38325
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481
2008-01-07 2017-11-17 2401
12526 12713 7416
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482
2005-04-08 2012-05-18 1728
18929 11886 25651
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483
2010-11-15 2016-11-11 1458
12000 11569 10308
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484
2013-03-20 2018-11-02 1370
13004 11468 12605
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485
2007-01-08 2018-11-02 2877
17996 13333 15435
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486
2013-03-04 2018-11-02 1382
13046 11481 12924
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487
2008-04-21 2015-07-28 1769
13986 11935 11663
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488
2011-10-18 2018-11-02 1715
13353 11870 12692
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489
2011-10-12 2018-11-02 1719
13274 11875 12440
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490
2009-08-24 2018-11-02 2235
12773 12504 10187
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491
2008-07-14 2012-09-21 1024
10326 11078 7389
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492
2010-03-25 2018-11-02 2094
12469 12329 10189
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493
2007-04-24 2012-04-12 1209
10407 11285 7460
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494
2006-12-25 2014-08-19 1859
13546 12042 12246
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495
2010-10-13 2014-11-07 990
9422 11040 7776
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496
2005-12-19 2013-02-08 1738
21385 11898 30697
15.721918549112582 2.621043586551557 28.581464618447157
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497
2008-07-11 2013-09-26 1266
10906 11349 8073
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498
2007-08-23 2018-11-02 2724
12166 13130 6406
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499
2005-12-30 2010-03-05 1014
21481 11067 35305
27.175306181111974 2.5257663965860586 59.89427990802435
=====================
500
2005-04-25 2014-04-30 2189
19465 12446 23209
10.377556302455256 2.682794088082783 14.482942954582814
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501
2007-03-22 2011-12-21 1161
11642 11231 8627
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502
2012-11-19 2018-11-02 1449
14140 11559 15127
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503
2005-05-09 2009-12-01 1116
22736 11180 39165
27.38992135637872 2.5389098192994077 62.721984047602916
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504
2012-09-03 2016-06-08 914
13347 10957 14198
8.789270891624792 2.5129678807114653 11.024965516050827
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505
2009-01-16 2018-08-10 2328
16462 12621 17108
6.662376721443922 2.7022096717551225 7.328709082505255
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506
2007-07-30 2012-02-10 1104
9612 11167 5744
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507
2012-06-28 2018-11-02 1546
13666 11671 13563
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508
2009-02-16 2018-10-19 2356
14550 12656 12732
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509
2012-10-26 2018-11-02 1465
14013 11577 14636
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510
2005-05-09 2011-07-21 1514
21814 11634 33647
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511
2010-05-20 2018-04-11 1918
14381 12114 14445
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512
2011-09-26 2017-06-23 1393
13738 11494 13875
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513
2009-01-05 2018-11-02 2391
16398 12700 17473
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=====================
514
2009-04-01 2018-06-01 2231
15361 12499 14796
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515
2012-08-27 2018-11-02 1504
14105 11622 14766
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516
2010-11-08 2018-11-02 1945
11387 12146 9272
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517
2009-11-09 2013-03-05 806
9432 10839 7502
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518
2005-04-08 2012-04-11 1703
18703 11856 25113
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=====================
519
2012-05-14 2018-11-02 1578
13326 11709 12579
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520
2011-04-25 2018-11-02 1833
12390 12011 10125
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521
2007-07-23 2015-04-24 1886
13139 12075 11313
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522
2010-05-31 2014-10-22 1064
10116 11122 8720
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523
2005-10-10 2009-10-22 983
22265 11032 36892
29.947490068220752 2.521789654571095 65.65791178509734
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524
2013-04-09 2018-11-02 1358
13367 11454 13216
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525
2012-12-10 2018-11-02 1434
13916 11541 14487
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526
2009-07-20 2018-03-22 2110
13429 12348 11195
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527
2007-07-03 2018-11-02 2761
14290 13179 8585
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528
2013-04-08 2016-06-14 776
12434 10806 12441
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529
2012-05-07 2018-11-02 1583
13527 11715 12106
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=====================
530
2010-04-12 2015-09-15 1320
11457 11411 9405
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=====================
531
2012-05-18 2018-11-02 1574
13329 11704 12782
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=====================
532
2010-08-10 2014-01-24 838
9412 10874 7927
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=====================
533
2012-11-15 2017-01-26 1022
13889 11075 15444
9.134514667091041 2.526793998475906 12.785771139792326
=====================
534
2009-05-12 2013-06-07 990
10138 11040 8908
0.33634444591548524 2.5226869044490807 -2.646309901667508
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535
2007-07-10 2018-11-02 2756
13698 13173 8714
3.2204967369349204 2.7631583072527675 -1.1194808793463842
=====================
536
2008-01-30 2011-07-22 847
9858 10883 6512
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=====================
537
2011-03-22 2018-11-02 1855
12769 12038 10208
3.583645686490234 2.6368823953272176 0.270123855942774
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538
2010-02-12 2018-02-14 1947
13638 12149 12202
4.484853888109446 2.649425223046094 2.714466657261859
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539
2006-03-20 2009-12-25 923
19973 10966 33004
25.93333788282467 2.5141162290630263 59.81763827349764
=====================
540
2009-05-11 2015-08-31 1536
13243 11660 12352
5.067591028203283 2.5939910827282935 3.676288472546342
=====================
541
2012-09-21 2018-11-02 1485
14256 11600 14962
6.87895786300815 2.5872191465302437 8.019514674176207
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542
2011-04-19 2018-11-02 1837
12441 12016 9983
3.1899236033455063 2.6344374874348757 -0.02204015832134123
=====================
543
2012-11-23 2018-11-02 1445
14076 11554 15005
6.770313545626901 2.58192410806331 8.31381520886766
=====================
544
2006-05-15 2011-10-18 1325
16693 11416 19170
12.124758259017819 2.5661244316064544 16.611409166716903
=====================
545
2009-02-23 2018-11-02 2361
14934 12662 13649
5.016350886090115 2.7068461126418746 3.710059466294089
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546
2012-06-11 2018-11-02 1558
13392 11685 12861
5.225670363554648 2.5969195152433953 4.407621125908278
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547
2007-05-23 2018-11-02 2790
14094 13217 8353
3.5219306287235046 2.768076610880298 -1.416675777494875
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548
2012-12-03 2018-03-23 1290
14861 11376 18516
9.044509440579331 2.5615402153906124 15.845426610226776
=====================
549
2007-01-29 2015-10-16 2117
16134 12357 13714
6.955066794726972 2.6728088794483886 4.210802904289933
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550
2005-08-15 2012-08-03 1696
19347 11848 24659
13.22820101522873 2.6153883613944147 20.74443796515018
=====================
551
2012-08-22 2018-11-02 1507
14240 11626 14332
6.75314141573357 2.5901375152710076 6.9004643804888355
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552
2010-11-30 2018-11-02 1929
12534 12127 10488
3.153191447918396 2.6469650395685584 0.6078475926272137
=====================
553
2011-06-30 2018-11-02 1787
12312 11956 10808
3.105786888524281 2.6276616803153345 1.086042158000458
=====================
554
2013-05-13 2016-09-30 830
12686 10865 12854
7.767789340028008 2.5022833650987133 8.255137931019712
=====================
555
2012-10-29 2018-11-02 1464
14054 11576 14715
6.645947404531534 2.584437469588467 7.730950601175994
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556
2006-02-08 2009-01-15 720
14892 10746 18922
16.307150910914185 2.4883825189808766 29.74306355490593
=====================
557
2006-05-22 2013-08-16 1764
16107 11929 16773
8.310064573906708 2.624552496846307 9.215791115997963
=====================
558
2005-08-08 2011-10-28 1514
20804 11634 29208
17.126936290549494 2.5910669962059396 30.4497345721651
=====================
559
2005-12-01 2013-01-25 1740
19918 11900 29455
13.680735974143815 2.6213132837534614 26.835151267643344
=====================
560
2008-02-13 2012-03-23 1004
9312 11056 5300
-1.6423742504052758 2.5244826711060826 -11.23298702335225
=====================
561
2006-10-09 2014-12-12 1991
19170 12202 22235
11.054019606523525 2.655451647713879 14.749445054920793
=====================
562
2006-10-30 2016-03-02 2271
20500 12549 21098
11.096992636371374 2.694225714284169 11.728787758550464
=====================
563
2012-01-30 2018-11-02 1648
13358 11791 13371
4.891412590698872 2.60894487532702 4.909349288249997
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564
2007-03-02 2015-01-15 1917
15349 12112 14366
6.696967851490056 2.645326582545688 5.46643234501178
=====================
565
2012-01-16 2018-11-02 1653
13842 11797 14027
5.579603844634957 2.609615097007453 5.846865706505495
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566
2010-09-10 2018-11-02 1978
12548 12187 11219
3.092645117750734 2.653669243150733 1.4799889369758066
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567
2006-10-30 2015-07-24 2126
22703 12368 28876
14.340927211105758 2.6740543650249404 21.309665016974108
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568
2013-05-02 2018-11-02 1344
13331 11438 13431
5.949407604488152 2.568617537866723 6.127795454492439
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569
2007-12-05 2018-11-02 2655
11741 13040 6625
1.5746536306782715 2.7486150851188835 -3.0502865758754973
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570
2011-11-21 2018-11-02 1691
13372 11842 12607
4.786669536867439 2.6147161892100614 3.7012219792350596
=====================
571
2008-06-13 2018-11-02 2529
14767 12877 11044
4.524599111936187 2.730611743572545 0.9910973256427015
=====================
572
2006-12-11 2014-05-16 1803
14508 11975 11989
6.000966654080293 2.6298274452758332 2.647698250896458
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573
2008-10-06 2013-07-12 1159
11895 11228 10689
3.924695505314699 2.5444777532999114 1.4267721962303828
=====================
574
2008-05-05 2017-11-09 2318
14373 12608 10049
4.528182761612143 2.7008067407150804 0.05136312006549239
=====================
575
2012-06-06 2018-11-02 1561
13396 11689 12865
5.222146062485326 2.5973191840734784 4.405799912797807
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576
2011-01-13 2018-11-02 1898
12505 12089 10474
3.168100582735083 2.6427350801676477 0.5996629296162028
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577
2006-07-24 2011-04-29 1161
18109 11231 23508
16.763538640741952 2.544737119300867 27.924298150102768
=====================
578
2006-03-01 2015-03-26 2206
22637 12468 37383
13.74920613719936 2.685158833888942 29.791500783224123
=====================
579
2010-12-07 2018-11-02 1924
12859 12121 10280
3.5664609892489247 2.6462821873325946 0.35044353460521754
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580
2011-06-03 2018-08-08 1749
12075 11911 11098
2.848001486799579 2.6225273726263603 1.5078785719161703
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581
2005-10-24 2017-08-18 2877
28141 13333 41081
15.133882407598364 2.7807137269477167 25.928404000403226
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582
2010-07-07 2014-02-28 882
10000 10922 8443
4.7244161532258046e-05 2.5088904814874824 -4.2350194876819875
=====================
583
2007-04-30 2014-06-20 1735
10469 11894 6004
0.6493848428234827 2.6206391091282364 -5.527295100140591
=====================
584
2006-02-15 2018-11-02 3097
24236 13629 31586
11.032575172588857 2.8130064698317865 16.728396890606742
=====================
585
2007-12-25 2017-06-13 2300
12199 12585 6866
2.295640616600306 2.6982838651554406 -3.2694442705824813
=====================
586
2005-04-18 2010-12-17 1380
22428 11479 33469
21.614709444900072 2.573350083447227 40.81598035973764
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587
2006-02-22 2010-11-05 1147
20536 11215 33922
22.04584528036181 2.54292229020777 50.05615351170648
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588
2010-10-08 2014-12-19 1023
11500 11077 11113
3.5195401325798743 2.526922487574798 2.6120469065255207
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589
2008-01-21 2012-11-23 1180
7970 11252 4261
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=====================
590
2013-03-25 2018-11-02 1367
12995 11464 12591
5.259489054776199 2.5716397836062246 4.549582869519863
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591
2005-04-08 2012-11-20 1854
17510 12036 21574
9.722498024584429 2.636746488960592 14.98300120248573
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592
2007-02-16 2011-08-26 1103
13223 11166 10838
7.014991291926329 2.5372296592776347 1.8247660577309717
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593
2007-07-05 2010-12-10 839
11629 10875 8938
4.661650942574061 2.503425254563416 -3.0361545471076217
=====================
594
2009-03-31 2014-11-05 1360
11643 11456 9982
2.9005996265378675 2.570719473596256 -0.030540131069234366
=====================
595
2007-01-22 2018-06-22 2778
17444 13202 14485
6.431427093922813 2.766339437080027 3.8755534973910573
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596
2009-08-21 2018-11-02 2236
12822 12505 10270
3.029147989727188 2.689338576630433 0.2902463457623226
=====================
597
2009-04-03 2018-11-02 2332
14594 12626 12800
4.728316683817182 2.70277111108837 2.881686692559697
=====================
598
2009-01-16 2018-11-02 2382
16223 12689 16532
6.270384314148944 2.709801992825481 6.58153652051224
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599
2007-12-17 2012-05-23 1077
9429 11137 5387
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=====================
600
2006-03-03 2009-09-01 857
18180 10894 27299
22.909831676858943 2.5057111041726197 48.44575188970837
=====================
601
2005-06-13 2014-05-12 2165
19858 12417 24413
10.92911426005196 2.679460264242208 15.978288261931258
=====================
602
2011-11-01 2018-11-02 1705
13663 11858 12197
5.157007442162017 2.6165988439649466 3.0929304687149797
=====================
603
2006-05-24 2013-02-01 1635
16899 11776 20969
10.127719553297219 2.607203358256475 16.102087151755683
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604
2006-06-19 2010-02-26 902
18846 10943 24587
23.53823268671817 2.511437829019197 38.81339268111796
=====================
605
2012-05-23 2018-09-26 1549
13548 11675 13058
5.498714940624705 2.5957209943699233 4.738801063703552
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606
2011-04-20 2015-11-20 1116
12122 11180 11452
4.564256918152755 2.5389098192994077 3.1230742608097843
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607
2011-01-27 2018-11-02 1888
12455 12077 10871
3.121292844418517 2.641372469992462 1.1079361742294958
=====================
608
2006-03-20 2018-05-11 2956
25956 13439 37322
12.954847241340545 2.792253973976512 22.183617730296
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609
2012-01-30 2018-07-26 1583
13685 11715 14370
5.586963630193695 2.6002525639950695 6.626598479812607
=====================
610
2009-05-04 2018-11-02 2313
13954 12602 12121
4.102848747867322 2.7001056325018036 2.2017223187391113
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611
2011-10-14 2018-11-02 1717
13252 11873 12398
4.546876793531842 2.618213966753964 3.3523856102173406
=====================
612
2011-07-25 2018-03-08 1610
13261 11746 13737
4.861775517568971 2.6038585828810805 5.570984687023831
=====================
613
2010-01-14 2014-04-25 1035
8751 11090 6248
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=====================
614
2006-11-16 2009-10-23 715
17344 10741 22260
24.654000164473715 2.487753096226832 41.15565382122915
=====================
615
2006-12-18 2016-02-19 2228
16530 12495 15925
7.0349516429432875 2.688223146189024 6.383388576760664
=====================
616
2010-06-25 2015-07-10 1225
13458 11303 15006
6.775857011565497 2.5530552950614593 9.808973668565077
=====================
617
2010-09-14 2018-11-02 1976
12902 12184 11096
3.5258409308674694 2.653395166372121 1.3323001948761433
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618
2013-01-11 2018-11-02 1413
13422 11517 13249
5.813503241478527 2.577698352673397 5.519966363239341
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619
2012-12-10 2018-11-02 1434
13916 11541 14487
6.5544800918144475 2.58047047575627 7.510948938056872
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620
2011-05-16 2018-11-02 1819
12377 11994 10612
3.136948620408611 2.6319955558227774 0.807654720422286
=====================
621
2009-04-13 2017-09-01 2044
14810 12267 14419
5.648520481460203 2.662734645241963 5.189108550205743
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622
2010-06-22 2018-11-02 2036
13301 12257 11818
3.8917013754179037 2.6616336478375224 2.143528554975951
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623
2009-10-15 2014-06-10 1128
9109 11194 6671
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624
2007-06-25 2017-08-15 2471
14703 12802 9557
4.5685508236868735 2.722376236808848 -0.42965186097846664
=====================
625
2010-08-16 2018-11-02 1997
12584 12210 11260
3.1064650523028123 2.6562748256249935 1.5154536910002048
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626
2008-04-14 2011-09-30 849
10146 10886 7299
0.4148528444811594 2.5046948299977365 -7.633874966439971
=====================
627
2008-12-08 2017-01-26 1980
15835 12189 16171
7.072989400760593 2.653943357067835 7.480409718075824
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628
2013-01-07 2016-10-11 912
12641 10954 13038
6.950212012996702 2.5127127864496646 7.996150574228148
=====================
629
2007-04-18 2010-12-03 885
11825 10925 9557
4.949790879833774 2.5092723655421625 -1.2009509374735519
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630
2010-11-26 2014-09-05 919
9569 10962 7666
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=====================
631
2009-07-17 2012-10-16 789
8921 10820 6529
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=====================
632
2010-10-18 2018-06-13 1865
12936 12050 11458
3.779365228049437 2.638241965029743 1.8767988600173182
=====================
633
2013-05-06 2018-11-02 1342
13267 11436 13025
5.842650364167568 2.5683549552574965 5.410976287918187
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634
2010-03-22 2018-11-02 2097
12548 12332 9963
2.9166738851743315 2.6700438540083504 -0.042242156758306296
=====================
635
2005-04-13 2016-03-30 2665
26165 13053 32133
14.558336086254794 2.7500505484825015 19.932859675822716
=====================
636
2006-12-29 2012-05-21 1308
13853 11397 12675
7.070749591851865 2.5638964619531164 4.910046973933408
=====================
637
2006-12-12 2015-04-24 2032
20843 12253 26085
12.8069842885482 2.6610833729698484 18.998439557793034
=====================
638
2009-03-30 2018-11-02 2336
14724 12631 13243
4.85388469084536 2.7033327030151733 3.3320142823611945
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639
2010-01-25 2018-09-28 2112
12797 12351 10333
3.179119128786386 2.672117271451691 0.3785657045941329
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640
2011-09-30 2015-12-24 1026
13890 11080 14834
9.099523392141027 2.5273080067039926 11.309644971345856
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641
2005-06-06 2017-11-30 3041
29253 13553 47748
15.194794456080585 2.80474040677805 29.791655479993523
=====================
642
2005-09-30 2018-08-30 3141
27093 13690 36528
13.060575103445753 2.819523464408571 20.270121207716347
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643
2011-09-22 2018-11-02 1728
13708 11886 12251
5.150267191259368 2.6196956474818323 3.126446710776994
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644
2009-10-19 2015-08-20 1422
12043 11527 11298
3.4496031680282258 2.5788859246613858 2.1915539521303447
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645
2009-11-19 2014-12-11 1229
10579 11307 8738
1.131920714915764 2.5535763720935236 -2.463124152088646
=====================
646
2005-12-21 2014-09-05 2116
20930 12356 27119
12.39793605858611 2.672670539086092 19.41707011450452
=====================
647
2010-08-09 2018-11-02 2002
12595 12216 11274
3.111703680924173 2.6569610629059133 1.5273684039660147
=====================
648
2007-11-05 2013-01-04 1260
8981 11342 4709
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=====================
649
2006-07-14 2010-01-26 865
17923 10903 23897
21.98352466378436 2.5067279243281244 38.558465929610286
=====================
650
2010-09-06 2018-10-31 1980
12630 12189 10600
3.1881983718456164 2.653943357067835 0.72818780017554
=====================
651
2008-06-16 2011-09-20 799
11200 10831 9111
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=====================
652
2011-01-04 2018-11-02 1905
12865 12098 10315
3.6099857493186214 2.6436894563478788 0.3972259355318557
=====================
653
2013-03-06 2017-11-14 1144
14209 11211 15468
8.83120153971229 2.542533620666992 11.471492057862903
=====================
654
2009-10-09 2018-11-02 2207
12729 12469 10399
2.968682136903623 2.685298021566723 0.43495073735626166
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655
2007-08-08 2018-11-02 2735
12964 13145 7048
2.6010141714172526 2.760126221233292 -2.5900817931387543
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656
2011-03-07 2014-02-17 714
8920 10740 6932
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=====================
657
2005-05-30 2013-11-01 2048
19883 12272 27874
11.582607267858426 2.6632853678691766 20.946541429506432
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658
2009-01-19 2016-11-11 1899
16076 12091 16980
7.679662381506852 2.642871391930708 8.82188012913357
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659
2010-07-15 2018-11-02 2019
14273 12237 12611
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660
2009-03-23 2018-11-02 2341
14992 12637 13487
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661
2009-02-27 2018-11-02 2357
15982 12657 15371
6.091816852064894 2.706283565955599 5.469475124622683
=====================
662
2010-12-27 2017-10-27 1662
13697 11807 12975
5.339719996679531 2.610822066812034 4.296477391439215
=====================
663
2005-04-08 2008-08-01 808
17475 10841 28310
22.204377377212943 2.499494981937425 54.38682091339333
=====================
664
2008-05-21 2011-04-15 707
10966 10732 8878
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=====================
665
2012-10-17 2016-09-30 965
13437 11013 14139
8.550226024646415 2.519484377834559 10.295819611290867
=====================
666
2012-08-23 2018-11-02 1506
14217 11625 14291
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667
2013-02-08 2018-11-02 1393
13146 11494 11870
5.420588842003446 2.5750618830168883 3.2231069392393112
=====================
668
2008-04-21 2013-09-27 1323
10621 11414 7329
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=====================
669
2012-06-21 2018-04-27 1424
13553 11530 14954
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670
2009-11-10 2018-11-02 2185
11880 12441 9390
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671
2010-10-18 2018-11-02 1960
12235 12165 9951
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=====================
672
2013-04-15 2017-08-25 1066
14031 11124 15576
9.075982234228563 2.532455699306317 12.555316726026215
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673
2007-07-18 2015-11-16 2026
13635 12245 9885
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674
2007-10-24 2012-12-21 1261
8374 11343 4244
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675
2006-03-29 2009-11-03 878
19404 10917 32248
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676
2010-02-12 2018-11-02 2118
12654 12358 10120
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677
2006-09-18 2014-12-16 2003
19280 12217 24014
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=====================
678
2009-12-25 2017-06-30 1824
12509 12000 10706
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679
2006-08-25 2018-11-02 2965
21601 13451 25398
9.390579236185278 2.793572638671724 12.464382784016866
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680
2012-07-23 2018-11-02 1529
13702 11651 13909
5.810925052677782 2.59306022049189 6.136925751310131
=====================
681
2006-11-09 2018-11-02 2916
20210 13385 21579
8.404033735207333 2.7864030343661508 9.530463770577919
=====================
682
2009-05-19 2013-05-02 959
10221 11006 8625
0.5538535581101184 2.518716571688507 -3.440458828885229
=====================
683
2010-12-29 2015-03-13 1018
11864 11071 11815
4.39637747637672 2.5262801284504843 4.279808856558662
=====================
684
2009-12-31 2016-02-19 1487
10883 11603 8534
1.4256268137410568 2.5874842737754777 -2.364580890410655
=====================
685
2012-01-17 2018-11-02 1652
13361 11796 13371
4.884228667301349 2.60948103455594 4.898409588873676
=====================
686
2012-10-22 2018-11-02 1469
14091 11582 14051
6.6852121065753805 2.585099416163887 6.618951216727925
=====================
687
2009-12-28 2018-11-02 2151
11899 12399 9459
2.1190603941945487 2.677518039249195 -0.6036254976787205
=====================
688
2011-01-18 2018-11-02 1895
12821 12086 11049
3.5733949820920756 2.6423262002470245 1.3295888139728052
=====================
689
2012-07-23 2018-11-02 1529
13702 11651 13909
5.810925052677782 2.59306022049189 6.136925751310131
=====================
690
2009-03-16 2013-01-24 943
11728 10988 11521
4.3984193901050395 2.5166706012808127 3.873219759110898
=====================
691
2006-05-31 2018-10-16 3014
21630 13517 22710
9.261364225453624 2.8007662696139146 10.12096247756906
=====================
692
2012-12-31 2018-11-02 1419
13171 11524 13041
5.363866953583518 2.578489987235345 5.143815712562066
=====================
693
2007-05-22 2015-06-19 1969
14663 12176 11980
5.684415140143971 2.6524361900314175 2.414047044863426
=====================
694
2008-03-14 2015-03-04 1693
11471 11844 8491
2.0860860770495275 2.614985030823541 -2.1378909518808586
=====================
695
2006-10-30 2014-09-30 1928
17216 12126 16947
8.983419402661177 2.646828450623686 8.648123002259918
=====================
696
2007-05-28 2010-07-02 760
9266 10789 6220
-2.315310524802464 2.4934255067557123 -11.933932479372318
=====================
697
2005-09-20 2013-10-31 1966
19620 12172 24676
11.743736758720082 2.652025339359633 17.916862104884842
=====================
698
2011-04-11 2016-01-22 1167
11246 11237 9340
2.5632129524119636 2.545515426812945 -1.3571020322158727
=====================
699
2008-07-22 2013-09-24 1257
10623 11339 8413
1.1903319065595397 2.557227844248902 -3.029202388531177
=====================
700
2010-07-27 2018-02-01 1831
14786 12009 15185
6.273339156088715 2.6336231797332172 6.797393773727621
=====================
701
2009-08-05 2012-12-05 812
8525 10845 5901
-4.357138026013537 2.5000016545113293 -12.112495315776513
=====================
702
2011-07-11 2018-11-02 1780
12328 11948 10568
3.139180714473133 2.626714894996942 0.7667507748514479
=====================
703
2012-12-07 2018-11-02 1435
13998 11542 14644
6.687120504672499 2.5806025795823766 7.767673254364333
=====================
704
2008-02-04 2018-11-02 2614
12297 12987 6646
2.109473388022179 2.7427398958556575 -3.0786761479265414
=====================
705
2007-08-15 2017-10-16 2473
13678 12805 8155
3.569501354701623 2.7226596792401154 -1.790397506932648
=====================
706
2009-09-02 2014-08-15 1201
10119 11276 8165
0.23879867319735643 2.5499317784155777 -3.6655917619381015
=====================
707
2010-11-30 2018-11-02 1929
12534 12127 10488
3.153191447918396 2.6469650395685584 0.6078475926272137
=====================
708
2012-08-24 2017-02-17 1087
14233 11148 15034
9.34620565919357 2.5351637860816694 11.116399891568147
=====================
709
2009-07-21 2018-11-02 2259
12445 12534 9294
2.598325783573587 2.6925488157420414 -0.7490699681299738
=====================
710
2012-02-08 2018-11-02 1641
12925 11783 13013
4.27792605367983 2.6080069452929333 4.40803499031431
=====================
711
2007-05-08 2017-03-24 2408
14115 12722 9467
4.101850211501698 2.713467504058258 -0.5311335193633089
=====================
712
2012-09-18 2017-02-07 1062
13840 11120 15057
8.679947772880533 2.531940306757276 11.429048633107259
=====================
713
2011-08-26 2018-09-28 1726
13057 11883 11853
4.250831808815851 2.619426169017248 2.5768038463668526
=====================
714
2007-03-09 2018-11-02 2838
17230 13281 12599
6.114663465050272 2.7750395385198146 2.1984031298504028
=====================
715
2009-12-30 2018-11-02 2149
11772 12397 9244
1.979544629622293 2.677240729095278 -0.8441581726522915
=====================
716
2006-03-17 2012-11-07 1619
17480 11757 22338
11.089613436219151 2.605062051321839 18.29044727365783
=====================
717
2011-06-22 2018-11-02 1793
12783 11963 11312
3.7257352831061867 2.628473567482318 1.7564587848225504
=====================
718
2005-08-29 2017-08-30 2920
28407 13390 41796
15.129427118917288 2.7869874097084097 26.134239318146086
=====================
719
2013-03-18 2018-11-02 1372
13345 11470 13147
5.852286144795399 2.5722974138484904 5.506538810959447
=====================
720
2012-04-16 2015-06-24 776
14266 10806 18959
13.194277765909415 2.495446493634691 27.708338306328038
=====================
721
2009-10-28 2018-11-02 2194
12460 12453 9882
2.6918591896620807 2.683489318370549 -0.12840215994578127
=====================
722
2006-05-29 2018-11-02 3029
22280 13537 24081
9.730420731240793 2.8029732186436394 11.157454315592187
=====================
723
2005-09-08 2016-05-05 2588
25355 12953 33643
14.240065470480815 2.7390226558437636 21.92619638001213
=====================
724
2010-05-04 2016-03-18 1427
11910 11533 10505
3.2132798155586264 2.5795459984269 0.8494948273468541
=====================
725
2005-04-18 2009-05-18 993
19948 11043 29162
24.04392479737778 2.5230715693509684 46.3135909468315
=====================
726
2009-12-04 2018-11-02 2167
11776 12419 9030
1.9677727046392608 2.6797378755833474 -1.0737535794429909
=====================
727
2009-12-24 2014-02-24 1006
8683 11058 6439
-3.1414569598223774 2.5247393471736235 -8.493666680684296
=====================
728
2011-11-14 2018-11-02 1696
13328 11848 11963
4.710336813181314 2.6153883613944147 2.778785899618965
=====================
729
2008-12-17 2015-09-17 1641
15312 11783 16173
7.769222983815061 2.6080069452929333 9.028909401199002
=====================
730
2005-07-29 2017-01-26 2797
26972 13227 38145
14.56311665096839 2.7690906188428968 24.150872718131552
=====================
731
2010-05-13 2013-09-06 806
9648 10839 8168
-1.0479523468837422 2.4992416966501807 -5.455050884758156
=====================
732
2012-09-19 2018-11-02 1487
14033 11603 14647
6.509863957989409 2.5874842737754777 7.501511425109218
=====================
733
2008-08-18 2011-06-10 683
12102 10706 12803
7.387276003764078 2.483729783833673 9.850763158331096
=====================
734
2009-04-23 2018-01-19 2130
16325 12373 16523
7.12770731074244 2.674608158261106 7.350123349948699
=====================
735
2008-05-15 2014-04-04 1431
9667 11538 5535
-0.5578494627490774 2.580074217737622 -7.487610719687066
=====================
736
2013-03-25 2016-01-26 693
11821 10717 11252
6.307877547335066 2.484986141788176 4.3392424548905355
=====================
737
2010-11-08 2015-02-17 1042
10646 11098 9926
1.4888102936114458 2.529365422476626 -0.17038032951631202
=====================
738
2008-11-21 2011-11-09 722
12926 10748 14326
9.729497718835127 2.488634347181879 14.380266574834852
=====================
739
2012-11-01 2018-11-02 1461
14536 11573 14318
7.452392916138588 2.584040408815924 7.094263370479613
=====================
740
2009-10-23 2016-02-29 1542
10925 11667 8430
1.4411349997640461 2.594789314829946 -2.4431226329299798
=====================
741
2005-12-26 2010-01-08 983
22166 11032 37732
29.70418048874976 2.521789654571095 67.70991854699739
=====================
742
2009-06-11 2018-11-02 2287
13546 12569 11109
3.7213215902516756 2.6964637056714356 1.164416277277767
=====================
743
2008-09-18 2015-09-28 1707
15305 11861 17103
7.4594012835584245 2.6168679401165984 9.986927270450202
=====================
744
2013-04-15 2018-10-18 1343
12868 11437 12493
5.126425570218324 2.5684862421374226 4.455619542926516
=====================
745
2009-10-30 2012-09-24 709
8963 10734 6753
-3.5078354361239494 2.486998067442516 -10.988302589778467
=====================
746
2008-03-04 2015-09-18 1838
11488 12017 6960
1.9441670011104792 2.634573237532268 -3.96911391023293
=====================
747
2006-04-21 2012-10-30 1588
17031 11720 19491
10.626809772452837 2.600919849250474 14.34476769933715
=====================
748
2010-01-14 2018-11-02 2139
11905 12384 9483
2.138107926936765 2.675854742552591 -0.580041635480825
=====================
749
2010-06-17 2015-06-04 1206
14518 11281 18887
8.99133032203333 2.550582094881837 17.68699766062924
=====================
750
2007-03-26 2015-06-19 2005
15684 12220 16776
6.804888779739827 2.65737291688699 8.11141323581312
=====================
751
2009-01-07 2015-07-22 1589
17107 11722 21526
10.73444069833226 2.6010533333428674 17.409481921763625
=====================
752
2011-08-26 2018-02-05 1568
14307 11697 14732
6.5938245745654935 2.598252059579299 7.24324066905562
=====================
753
2006-08-14 2010-01-18 838
18599 10874 28106
24.628335200086067 2.5032983438872205 51.85575170721064
=====================
754
2012-06-25 2016-05-06 941
12694 10986 12743
6.872600944179215 2.5164150095893065 6.996029893458573
=====================
755
2011-08-02 2018-11-02 1764
12160 11929 11129
2.939862334562388 2.624552496846307 1.536490227775805
=====================
756
2007-08-22 2015-11-25 2008
11576 12223 7485
1.8842502561989654 2.6577848546007132 -3.0049823017296573
=====================
757
2011-07-25 2018-11-02 1770
12142 11936 11084
2.905084713334039 2.6253631219371596 1.4707320787503562
=====================
758
2005-12-30 2013-10-11 1884
20024 12073 26731
12.769591197004349 2.640827684165563 21.313869720754315
=====================
759
2009-09-03 2012-06-21 678
9597 10701 8231
-1.4262041969492392 2.483101920643279 -6.260535083968093
=====================
760
2006-02-17 2016-05-26 2501
22712 12841 30030
12.199191414444986 2.7266319246092663 19.221477299884366
=====================
761
2008-09-01 2013-09-30 1232
11140 11311 10432
2.221084148771832 2.5539672719876925 0.8425189485916914
=====================
762
2005-08-22 2013-02-19 1820
21208 11996 28825
14.780015481572327 2.6321311406776013 24.825183939462605
=====================
763
2011-08-03 2014-05-30 682
8927 10705 7297
-3.7738120480669277 2.483604194358278 -9.50855353685367
=====================
764
2011-08-01 2015-04-29 907
13117 10949 16033
8.249001869412727 2.5120752006952145 15.965183309707918
=====================
765
2005-10-24 2012-09-19 1684
19155 11833 24775
13.048060744614387 2.6137755297090624 21.05723701868733
=====================
766
2010-01-07 2014-04-30 1043
8733 11099 6216
-2.914465335475803 2.5294940844656484 -8.705399957317859
=====================
767
2005-08-01 2017-12-29 3022
29755 13528 45208
15.689571532601956 2.8019430276920074 27.96188018534812
=====================
768
2010-01-19 2018-06-20 2045
12293 12268 10363
2.6915735088843324 2.662872311900274 0.4267743374812138
=====================
769
2007-05-29 2015-10-12 2037
12240 12259 8271
2.6398994415967785 2.6617712398664213 -2.036838259301657
=====================
770
2008-03-26 2017-03-20 2185
13327 12441 8812
3.65544980460591 2.6822380736732083 -1.3041473677265518
=====================
771
2006-06-05 2009-06-15 740
16247 10768 21139
20.261040353144782 2.490902321642983 36.12764393573424
=====================
772
2012-09-07 2018-11-02 1495
14189 11612 14199
6.725192965521554 2.5885451406560724 6.7414661940166525
=====================
773
2012-12-13 2018-11-02 1431
14009 11538 14671
6.724978061489076 2.580074217737622 7.834507114668165
=====================
774
2005-12-27 2010-10-28 1173
22216 11244 36957
24.99440596938273 2.5462940486994823 55.15523753653159
=====================
775
2009-02-02 2013-01-07 960
12178 11007 12328
5.445428998628921 2.518844517883856 5.820564300506542
=====================
776
2008-10-14 2013-05-20 1117
12667 11181 13489
5.732356964484233 2.5390391232533283 7.496520521746682
=====================
777
2007-12-24 2017-08-22 2351
12546 12650 7206
2.599661398132973 2.7054400325677266 -2.85215051338545
=====================
778
2007-10-11 2017-02-20 2277
11661 12556 6026
1.7508720105791324 2.6950646761036623 -4.187999950739962
=====================
779
2010-06-17 2018-11-02 2039
13316 12261 11993
3.903485882406289 2.662046451903529 2.3468868264404152
=====================
780
2007-12-24 2013-05-28 1317
9293 11407 5078
-1.2882268293093389 2.565075657354058 -8.968848290271627
=====================
781
2012-10-11 2018-11-02 1476
14196 11590 14289
6.824317406586783 2.5860265166156626 6.975148121795607
=====================
782
2008-07-08 2014-03-21 1384
10257 11484 7439
0.44693992353398126 2.5738766312043575 -4.440316042649597
=====================
783
2012-01-12 2018-11-02 1655
13722 11799 13511
5.397477453029401 2.609883249088418 5.091624816691194
=====================
784
2011-07-26 2016-02-19 1108
11191 11171 10247
2.5798671993039246 2.5378757007804653 0.5369026362603174
=====================
785
2008-03-17 2017-08-24 2300
13880 12585 9418
4.04932350555845 2.6982838651554406 -0.6069114698188981
=====================
786
2013-02-20 2018-11-02 1390
12809 11491 12174
4.851562943040834 2.5746667191578867 3.754027237316798
=====================
787
2013-01-22 2017-02-03 978
12843 11027 12955
6.976872996028565 2.5211490201835107 7.253480849157808
=====================
788
2008-05-05 2018-11-02 2557
13198 12913 8112
3.0019135915402644 2.7345991522466275 -1.7716108815635963
=====================
789
2012-10-22 2018-08-09 1414
13912 11518 14509
6.641007474550492 2.5778302695224466 7.654031041287709
=====================
790
2007-02-05 2015-03-02 1958
15301 12162 15852
6.497864733955941 2.6509301456690717 7.173047951878973
=====================
791
2009-12-25 2013-11-21 944
9025 10989 7036
-2.4774525070859132 2.5167984100058343 -7.533272044943668
=====================
792
2011-05-30 2015-07-13 1002
12546 11053 14255
6.0982641847559265 2.5242260295423575 10.192881411767175
=====================
793
2013-01-07 2018-11-02 1417
13094 11522 12974
5.240604959912194 2.57822607345397 5.037498519930926
=====================
794
2010-11-15 2018-11-02 1940
12207 12140 9925
2.7306001451694413 2.648468128632068 -0.09195621642589738
=====================
795
2007-06-07 2018-11-02 2779
13660 13203 8653
3.161572751112825 2.7664841472846127 -1.1630240241041974
=====================
796
2009-06-08 2014-04-30 1189
9774 11262 7321
-0.45481451637027936 2.5483719117545096 -5.407036828988979
=====================
797
2011-10-26 2017-02-13 1287
13173 11373 12958
5.918078723961706 2.5611477853774196 5.517925967457392
=====================
798
2010-02-01 2018-11-02 2127
12694 12370 10435
3.040806185852786 2.67419279924825 0.49152885734013363
=====================
799
2010-01-05 2016-09-30 1639
11331 11780 9128
1.949469997553557 2.6077390467512718 -1.2767688546166345
=====================
800
2010-09-29 2018-11-02 1968
12972 12174 11445
3.624712004872387 2.652299230530128 1.762322192915232
=====================
801
2009-09-28 2018-11-02 2210
12798 12473 11068
3.0395948471372383 2.6857156412856744 1.1603014058347882
=====================
802
2006-11-23 2018-03-29 2761
22451 13179 23818
10.823405173944584 2.763880872429779 12.011413831185775
=====================
803
2005-04-29 2011-11-22 1597
20146 11731 27986
15.248668146922412 2.602121530692205 27.030734106501164
=====================
804
2006-04-10 2016-12-29 2611
23482 12983 29499
12.393078594712561 2.742310647644594 17.923554418540526
=====================
805
2007-03-12 2018-11-02 2837
17212 13280 12576
6.1016690403549285 2.774894244914329 2.1797033238803643
=====================
806
2009-01-19 2018-11-02 2381
16353 12688 16349
6.40416141540856 2.7096611409460887 6.400060424896865
=====================
807
2009-09-07 2016-05-06 1617
12088 11754 10084
3.100087740107562 2.6047945506572994 0.12498437172393684
=====================
808
2008-03-11 2013-06-07 1276
9564 11360 5593
-0.8197795469571315 2.559709553720345 -8.288147205250786
=====================
809
2007-08-20 2013-01-16 1318
9446 11408 5275
-1.0082738749699454 2.5652067232165146 -8.603849673637201
=====================
810
2007-10-09 2018-11-02 2696
11766 13094 5796
1.5727982423046731 2.754506704209207 -3.7416788822972857
=====================
811
2008-08-25 2016-05-12 1874
14780 12060 12872
6.122148627836756 2.639466364815424 3.6789327917048134
=====================
812
2010-03-15 2018-11-02 2102
12622 12339 10336
2.9937594317648277 2.670734758820475 0.3836917581088562
=====================
813
2008-04-14 2014-06-20 1503
9820 11621 6042
-0.28603468955336825 2.5896065804357673 -6.31980109198202
=====================
814
2006-06-02 2018-09-28 3005
22592 13505 24737
10.056874410237029 2.7994431851452366 11.770673696133583
=====================
815
2008-04-28 2015-09-30 1808
12442 11981 8588
3.2428185168775103 2.630504727720994 -1.8730691316284915
=====================
816
2008-12-19 2017-11-03 2157
17388 12407 19456
8.220549654570839 2.6783501955043585 10.521901915142
=====================
817
2007-08-01 2010-06-25 708
9955 10733 6378
-0.15043288163666457 2.4868722588429693 -12.277785520580203
=====================
818
2005-05-09 2010-10-19 1327
22770 11418 37129
23.096071788741018 2.5663867135298246 49.06551276233391
=====================
819
2008-02-28 2015-12-31 1910
12320 12104 8072
2.9158380675911957 2.6443714306089507 -2.422418887904133
=====================
820
2011-08-24 2018-11-02 1748
12877 11909 11708
3.9508748995008314 2.6223924373715413 2.3464412747080643
=====================
821
2008-09-01 2015-07-30 1679
14636 11828 16522
6.628008514165473 2.613103902489511 9.323925946304099
=====================
822
2011-08-29 2018-06-15 1652
13460 11796 13156
5.027034922372691 2.60948103455594 4.586378972525394
=====================
823
2006-03-27 2018-11-02 3069
24092 13591 31314
11.020213041582295 2.8088694844232336 16.668261733887096
=====================
824
2006-05-15 2018-07-05 2959
22408 13443 24719
10.064462492114961 2.792693438846917 11.93857167347909
=====================
825
2010-01-04 2018-11-02 2147
11806 12394 9304
2.01930405538533 2.67696345656409 -0.7775417275075953
=====================
826
2007-03-14 2016-05-20 2237
16014 12506 11851
6.452808951473192 2.6894780480336964 1.9862401738024165
=====================
827
2006-02-24 2018-09-14 3061
23919 13580 30893
10.913752881775894 2.807688941775478 16.381724272017586
=====================
828
2009-05-04 2018-11-02 2313
13954 12602 12121
4.102848747867322 2.7001056325018036 2.2017223187391113
=====================
829
2005-09-30 2012-09-20 1696
18806 11848 23936
12.461488213497805 2.6153883613944147 19.72207042662253
=====================
830
2005-04-22 2017-04-28 2921
26695 13392 36628
13.71794998309744 2.787133528473876 21.87866178661156
=====================
831
2007-11-26 2013-12-20 1475
9036 11589 4746
-1.5671090157578889 2.585894046883256 -8.548806672431168
=====================
832
2010-09-08 2018-11-02 1980
12874 12189 11037
3.48366451810899 2.653943357067835 1.2575934963614142
=====================
833
2013-02-04 2018-11-02 1397
12717 11499 11973
4.668502544132989 2.5755888925252437 3.389759594841766
=====================
834
2005-08-03 2012-08-17 1714
19380 11869 25434
13.13534948694721 2.6178100632122354 21.61242821998968
=====================
835
2007-12-13 2018-11-02 2649
12396 13032 6736
2.171304240217669 2.7477542762922282 -2.9568472668187384
=====================
836
2007-10-26 2017-01-06 2240
11431 12510 6205
1.5342642378875686 2.6898965190581716 -4.065693297288107
=====================
837
2010-11-22 2018-11-02 1935
12919 12134 10372
3.620842640043622 2.647784767517331 0.462622512630498
=====================
838
2007-05-08 2012-06-15 1248
10637 11329 6966
1.2254455900980092 2.5560534057432407 -5.832729355055542
=====================
839
2008-02-25 2018-11-02 2604
12483 12974 7279
2.288572391668509 2.741309409393624 -2.5072179913002164
=====================
840
2010-08-06 2018-11-02 2003
12611 12217 11354
3.129119460596842 2.6570983382638182 1.622373022941855
=====================
841
2008-06-06 2018-11-02 2533
13312 12882 9429
3.138229980803553 2.731180908330603 -0.5410173332020193
=====================
842
2012-05-21 2018-11-02 1573
13145 11703 12717
4.799506771986352 2.5989186692445836 4.145865045184186
=====================
843
2005-08-29 2018-11-02 3205
26927 13777 35866
12.676189556673126 2.829037797394571 19.369323384727796
=====================
844
2005-08-05 2011-05-20 1407
21738 11510 33790
20.022561538182792 2.576907038377346 40.58143082872219
=====================
845
2005-04-08 2014-07-11 2249
18108 12521 21406
8.652742251675988 2.6911524436317436 12.172074816759903
=====================
846
2012-03-26 2018-11-02 1608
13435 11744 12875
5.127684438650967 2.603591244793824 4.291751492046699
=====================
847
2005-05-13 2016-12-09 2819
27443 13256 39363
14.851218316295123 2.7722806538902596 24.99938388679351
=====================
848
2006-09-21 2017-09-05 2665
24408 13053 27801
12.975421551406127 2.7500505484825015 16.03106643353878
=====================
849
2007-01-04 2018-11-02 2879
18239 13336 15917
6.868752134367664 2.781005118134141 4.932799474352537
=====================
850
2011-04-26 2015-06-25 1013
12895 11066 14566
6.860214509388266 2.525637985202729 10.819995712263712
=====================
851
2011-06-29 2016-06-03 1200
11430 11274 10630
2.8603272023146564 2.549801741390123 1.2609285473823162
=====================
852
2006-06-07 2009-05-05 711
16630 10736 20655
22.38206598644202 2.487249709951512 35.96816064302311
=====================
853
2012-03-05 2018-11-02 1623
13165 11762 12356
4.680585350691221 2.6055971610863153 3.4851286760405475
=====================
854
2009-03-13 2015-06-24 1527
16179 11649 22127
9.712842792405347 2.59279434063425 19.061522996595333
=====================
855
2007-04-06 2010-12-31 913
12416 10955 10525
6.353401689706247 2.512840329297061 1.382006939642816
=====================
856
2008-04-28 2018-08-16 2510
13347 12852 8786
3.200755732275038 2.72791032541291 -1.1600306468907364
=====================
857
2005-05-09 2015-09-18 2525
25387 12872 35760
14.626171126000628 2.730042733706483 24.485568765418396
=====================
858
2013-04-24 2016-02-19 686
12275 10710 12227
7.9617972216995625 2.484106602781952 7.7945387620239615
=====================
859
2006-12-28 2017-05-26 2530
19186 12878 17578
8.714200103201389 2.730754020239099 7.1891390578766226
=====================
860
2008-08-28 2012-07-13 941
11311 10986 10491
3.3446187444128603 2.5164150095893065 1.2531503801474804
=====================
861
2012-01-06 2018-11-02 1659
14385 11804 14364
6.344663473798528 2.6104196619812625 6.313403833483148
=====================
862
2009-02-20 2012-01-20 714
11220 10740 10681
4.1009559157740005 2.487627236999243 2.290822143763313
=====================
863
2007-07-18 2014-10-20 1763
10548 11927 6446
0.7468066918678334 2.6244174246426084 -4.836864144020611
=====================
864
2010-12-13 2018-11-02 1920
12558 12116 10089
3.198150458251528 2.645736071989327 0.11188846571360267
=====================
865
2007-02-05 2018-11-02 2857
16737 13306 14483
5.6594966424818685 2.7778020009205444 3.765915912663313
=====================
866
2009-03-19 2013-06-04 1023
11420 11077 10768
3.3332777531009077 2.526922487574798 1.8030336180940247
=====================
867
2010-01-14 2018-11-02 2139
11905 12384 9483
2.138107926936765 2.675854742552591 -0.580041635480825
=====================
868
2008-03-14 2015-09-02 1820
12062 11996 8095
2.720335932755611 2.6321311406776013 -2.511979334727522
=====================
869
2005-09-29 2008-12-26 788
15840 10819 20329
17.787135786497473 2.496963658135246 31.459700789304986
=====================
870
2013-02-01 2018-11-02 1398
12728 11500 11993
4.683420119354938 2.5757206671144846 3.4226252216934085
=====================
871
2006-05-11 2010-06-18 1004
16514 11056 21488
15.571895421399393 2.5244826711060826 27.462250691268586
=====================
872
2005-04-08 2018-06-13 3206
26603 13779 37753
12.429690416110352 2.8291867895395093 20.775908890994817
=====================
873
2011-08-30 2016-12-02 1277
12815 11362 12418
5.291329527610489 2.5598402580158277 4.54491195708736
=====================
874
2006-11-06 2009-11-03 730
16701 10757 22783
22.033947317844145 2.4896419978237936 42.02639322642352
=====================
875
2010-03-18 2018-11-02 2099
12611 12335 10068
2.985954517504921 2.6703201878221523 0.07850311780982254
=====================
876
2006-07-27 2011-04-07 1142
18465 11209 24524
17.79129510772724 2.542274551228336 30.524365001093962
=====================
877
2007-08-20 2016-09-14 2210
11883 12473 6629
2.0455266043814544 2.6857156412856744 -3.6604177998920657
=====================
878
2009-06-23 2014-12-12 1331
11865 11423 10354
3.364654162756018 2.5669113834462443 0.6392522236070121
=====================
879
2010-02-08 2018-11-02 2122
12694 12363 10440
3.04700325568984 2.673500722017612 0.49787025557842224
=====================
880
2006-12-19 2016-01-08 2202
17013 12463 17495
7.643998183882261 2.6846021776347215 8.168941413830632
=====================
881
2011-12-26 2018-11-02 1666
13883 11812 14086
5.593945482966532 2.6113587335030926 5.887323032993649
=====================
882
2012-10-22 2018-11-02 1469
14091 11582 14051
6.6852121065753805 2.585099416163887 6.618951216727925
=====================
883
2011-03-01 2018-02-22 1700
13432 11852 12451
4.846102864899602 2.6159262627323296 3.460523559755252
=====================
884
2011-01-18 2018-11-02 1895
12821 12086 11049
3.5733949820920756 2.6423262002470245 1.3295888139728052
=====================
885
2007-10-15 2014-07-18 1645
8432 11787 3717
-2.286757351057826 2.6085428509921473 -9.165917441734518
=====================
886
2005-10-12 2014-05-16 2087
19329 12320 23237
10.728420997576563 2.6686627469473203 15.222974100862075
=====================
887
2006-03-06 2012-09-14 1595
17389 11729 22289
11.118739927010871 2.601854427243629 18.49132375051951
=====================
888
2008-08-06 2018-11-02 2491
14304 12828 12088
4.146771339476539 2.725212396967011 2.0126819833036445
=====================
889
2010-11-23 2017-04-19 1557
12563 11684 11090
3.9516088218642014 2.596786310289465 1.6802403621788615
=====================
890
2009-11-09 2018-11-02 2186
11894 12443 9412
2.07958777673512 2.682377063126744 -0.6455235645138712
=====================
891
2006-10-23 2013-04-02 1569
16333 11698 17650
9.687447325566326 2.5983853635075107 11.7019038057044
=====================
892
2007-04-09 2012-08-16 1307
11011 11396 7635
1.8581960453394826 2.563765484380921 -4.342605274917095
=====================
893
2006-02-20 2010-04-02 1007
20174 11059 33351
24.248178839493324 2.5248676981479528 55.653050314919014
=====================
894
2010-05-12 2018-11-02 2062
13168 12289 11673
3.6880680974347095 2.6652140734426952 1.9483161770665995
=====================
895
2009-09-09 2016-02-05 1557
11438 11684 9276
2.217931503426151 2.596786310289465 -1.1150684534466244
=====================
896
2005-08-15 2015-03-26 2334
25558 12628 41382
15.998836050671517 2.7030518879746843 32.27035783684644
=====================
897
2009-08-24 2017-08-17 1941
13253 12142 11522
4.0224003638171935 2.6486048286260515 1.882432935838092
=====================
898
2010-02-22 2018-11-02 2117
12476 12357 10173
2.8074353457134693 2.6728088794483886 0.1971310582184095
=====================
899
2008-06-17 2018-11-02 2527
14417 12874 11574
4.19570195029723 2.730327219280955 1.495336707432412
=====================
900
2006-09-05 2011-01-28 1072
18339 11131 22650
18.671236098042147 2.533229048133865 28.3225620858918
=====================
901
2010-03-23 2015-12-15 1393
12493 11494 11277
4.295905206238653 2.5750618830168883 2.200806214059144
=====================
902
2011-08-22 2018-11-02 1750
12929 11912 11844
4.017751387705067 2.6226623170062715 2.5300770962322074
=====================
903
2005-11-07 2013-01-18 1753
19913 11915 29585
13.571818888790785 2.62306720490346 26.8135737500727
=====================
904
2007-03-16 2018-11-02 2833
17252 13274 12634
6.1439547021250664 2.774313169584536 2.231629567220743
=====================
905
2006-10-16 2016-10-14 2432
21030 12753 23304
10.885036213526737 2.71685680794703 13.129858659210413
=====================
906
2010-09-27 2018-11-02 1970
12575 12177 11326
3.1378755468091053 2.6525731588110046 1.615486082069693
=====================
907
2007-11-19 2013-12-13 1475
8691 11589 4818
-2.129265770588282 2.585894046883256 -8.430658784695245
=====================
908
2010-07-28 2015-09-30 1258
12085 11340 11183
3.979621694116834 2.557358381367957 2.257810526234734
=====================
909
2013-03-15 2018-11-02 1373
13098 11471 12954
5.415931664158495 2.572428966500591 5.1642881481988345
=====================
910
2011-06-27 2018-11-02 1790
12634 11960 10835
3.5328165088097494 2.628067582708353 1.1204939634524715
=====================
911
2011-09-02 2018-11-02 1741
12868 11901 11734
3.9539932039495262 2.621448146032394 2.3913946910837103
=====================
912
2010-04-29 2018-03-16 1916
13799 12111 13252
4.759052488885156 2.6451901045490867 4.074674254255692
=====================
913
2008-05-05 2016-10-14 2055
12742 12281 8150
3.2024308949632587 2.6642494918521744 -2.159462931752479
=====================
914
2006-12-25 2015-04-24 2023
18483 12242 24251
10.064937785833028 2.659845799825077 16.90755884452208
=====================
915
2008-11-17 2018-11-02 2424
16268 12742 16557
6.205986405376927 2.7157264254588407 6.492128263963158
=====================
916
2005-05-30 2018-08-30 3230
27165 13812 39166
12.754288371304806 2.832765660463076 21.671399649220987
=====================
917
2005-09-14 2014-11-28 2235
22521 12504 28951
13.446028817626729 2.6891991146950835 20.350320918942675
=====================
918
2009-09-21 2017-12-01 1992
13812 12204 12460
4.593562525195738 2.6555888207938727 2.964698036677032
=====================
919
2012-04-05 2018-11-02 1603
12919 11738 13093
4.37105222780005 2.6029230575592837 4.632018872161171
=====================
920
2010-11-22 2015-04-17 1069
12962 11128 14489
6.651415146002833 2.5328423347126297 10.080441515127928
=====================
921
2011-07-05 2014-05-16 693
9122 10717 6872
-3.0402623685724155 2.484986141788176 -10.831037124071553
=====================
922
2007-12-05 2015-05-08 1803
11975 11975 9179
2.630050211604203 2.6298274452758332 -1.0924311365725032
=====================
923
2012-07-27 2018-11-02 1525
13751 11647 14006
5.903453497097273 2.5925284966694773 6.305104318894124
=====================
924
2011-01-10 2017-07-21 1588
13096 11720 11996
4.679738178139782 2.600919849250474 3.016698963588865
=====================
925
2008-08-04 2015-12-25 1798
14193 11969 13840
5.598085637114212 2.6291503918918226 5.126467279582334
=====================
926
2008-07-07 2013-04-18 1163
10654 11233 8550
1.3510055650082806 2.5449965202165132 -2.991615694747105
=====================
927
2011-05-10 2018-04-04 1682
13228 11831 12225
4.606788734808742 2.6135068515850217 3.175011609407358
=====================
928
2008-04-18 2015-03-27 1686
13745 11836 12136
5.332061153810452 2.614044244154475 3.041400215861173
=====================
929
2005-12-06 2008-11-21 720
16082 10746 22177
20.27390087355033 2.4883825189808766 40.59093848143358
=====================
930
2008-09-05 2018-11-02 2469
15736 12800 15069
5.5758769417113045 2.722092832930452 4.92751411243668
=====================
931
2006-03-29 2009-12-11 906
19827 10948 33559
26.033062177675127 2.5119477092363196 62.40827747119073
=====================
932
2005-08-10 2014-11-27 2259
21747 12534 29291
12.480721188141072 2.6925488157420414 20.495676442579093
=====================
933
2006-05-30 2010-04-16 950
18140 10996 24349
20.564573080634975 2.5175654427064638 36.25152119906369
=====================
934
2010-04-26 2018-11-02 2073
12621 12303 10370
3.0350096638962003 2.666730769651355 0.42881267355904235
=====================
935
2011-11-21 2018-11-02 1691
13372 11842 12607
4.786669536867439 2.6147161892100614 3.7012219792350596
=====================
936
2008-09-08 2015-01-28 1551
14977 11677 16577
7.702401326061086 2.5959872694073414 10.178542536473444
=====================
937
2005-11-21 2009-08-26 918
20861 10961 35892
28.395450332735855 2.5134781720520913 67.69161554899942
=====================
938
2007-05-21 2014-07-31 1754
10796 11917 6134
1.0899282270086939 2.6232021857906407 -5.289692118460286
=====================
939
2008-06-23 2017-06-30 2195
14944 12454 13142
5.406096977361876 2.683628392738693 3.4364664858445284
=====================
940
2005-09-26 2008-12-19 786
16589 10817 22342
20.120979723794306 2.496710712547604 37.68689191767879
=====================
941
2007-05-08 2012-10-11 1326
10117 11417 6246
0.2131220077459803 2.566255568149126 -6.793412962428535
=====================
942
2008-07-21 2012-12-21 1079
10364 11139 8148
0.810890387975369 2.534131682940579 -4.118785569522821
=====================
943
2011-11-07 2015-09-15 938
11850 10983 11520
4.733631449739159 2.516031686438681 3.8897803613921504
=====================
944
2010-03-04 2018-11-02 2109
12649 12347 10122
3.0149632903467323 2.671702419211517 0.13890362051974411
=====================
945
2006-07-05 2014-09-30 2006
17054 12221 17594
8.439527602789083 2.6575102201536667 9.086644489328691
=====================
946
2007-07-16 2015-03-09 1858
12758 12041 9566
3.5632273689119134 2.637290169621305 -0.5596530512028824
=====================
947
2009-04-27 2017-11-06 2075
15879 12305 15998
6.800756415720217 2.6670066541424986 6.938037872596984
=====================
948
2005-05-30 2013-06-14 1955
19916 12159 28246
12.173879018238983 2.6505196010188676 22.399382370323067
=====================
949
2008-06-30 2018-11-02 2518
14531 12863 11785
4.319594209878512 2.7290473390082863 1.7016579850669937
=====================
950
2011-08-01 2018-11-02 1765
12121 11930 11049
2.8850169590534986 2.6246875781854553 1.427165655842014
=====================
951
2010-09-13 2018-11-02 1977
12909 12185 11107
3.5314341413583494 2.6535322001194657 1.3438591439896297
=====================
952
2010-11-15 2016-02-16 1276
11201 11360 9161
2.2594869775241095 2.559709553720345 -1.5765853155162664
=====================
953
2012-01-30 2018-11-02 1648
13358 11791 13371
4.891412590698872 2.60894487532702 4.909349288249997
=====================
954
2009-04-08 2017-06-13 1989
15044 12200 14448
6.0870205867027245 2.655177329434494 5.367630747622423
=====================
955
2011-09-13 2018-08-08 1679
13047 11828 12184
4.356105278217477 2.613103902489511 3.1224932674966452
=====================
956
2008-04-07 2018-06-15 2482
14257 12817 9759
4.116556941012137 2.723935647429623 -0.23229800391798922
=====================
957
2009-11-10 2014-10-23 1201
9241 11276 6838
-1.5159276615529216 2.5499317784155777 -6.318419356767585
=====================
958
2011-05-26 2018-11-02 1811
12106 11985 11047
2.7912784310142627 2.6309112071734986 1.3876702727922416
=====================
959
2009-05-05 2018-11-02 2312
13816 12600 12065
3.962197397564729 2.6999654394321255 2.14402661043429
=====================
960
2010-03-23 2018-11-02 2096
12594 12331 10043
2.971233835271591 2.669905701154842 0.05005982012187593
=====================
961
2005-11-07 2012-07-12 1625
19218 11764 27917
13.61428981086351 2.6058647701971833 26.463334221860574
=====================
962
2005-10-27 2011-06-10 1367
20493 11464 33817
18.422497517286246 2.5716397836062246 41.81614106793697
=====================
963
2007-09-17 2018-02-12 2534
12308 12883 7074
2.1863770937424265 2.7313232237275056 -2.7709760782224735
=====================
964
2008-02-13 2018-05-18 2499
13349 12838 8104
3.2172460267137484 2.7263479418227354 -1.8206714588960122
=====================
965
2012-02-28 2016-08-30 1099
12783 11161 12439
6.079555524932019 2.536712982509661 5.327576226018834
=====================
966
2009-04-20 2018-11-02 2322
13978 12613 12151
4.1120564733589235 2.701367798766919 2.2238672762967178
=====================
967
2012-06-01 2018-11-02 1564
13150 11692 12496
4.8349475105482975 2.597718933870277 3.83048908065348
=====================
968
2005-08-29 2017-11-17 2972
29500 13460 44920
15.747027879395436 2.7945988271269333 28.19940337665207
=====================
969
2010-09-14 2018-11-02 1976
12902 12184 11096
3.5258409308674694 2.653395166372121 1.3323001948761433
=====================
970
2011-11-07 2018-11-02 1701
13310 11854 12024
4.671358489641177 2.616060760793431 2.8566755534929733
=====================
971
2012-04-20 2018-11-02 1592
13184 11725 12525
4.801359258582918 2.6014538397149285 3.8072953734884765
=====================
972
2006-07-25 2012-06-15 1435
16675 11542 18688
11.164224848642473 2.5806025795823766 14.530466398227995
=====================
973
2009-01-12 2018-11-02 2386
16875 12694 17130
6.91627146246612 2.710365496083731 7.172401462650178
=====================
974
2006-12-22 2011-12-02 1204
13250 11279 13489
6.480153637779368 2.5503219420249033 6.955145400625917
=====================
975
2005-12-05 2018-05-30 3035
28039 13545 43314
14.26495893644874 2.8038566316243423 26.34436324491584
=====================
976
2007-12-04 2017-05-19 2300
12304 12585 7048
2.404645082099219 2.6982838651554406 -3.0798664251772934
=====================
977
2011-02-28 2018-11-02 1871
12433 12057 10156
3.1212560990913105 2.639058148672356 0.200712175157386
=====================
978
2011-03-08 2018-11-02 1865
12120 12050 9858
2.728182913033105 2.638241965029743 -0.18203308807717478
=====================
979
2011-08-12 2016-07-22 1201
12209 11276 11216
4.415457380685858 2.5499317784155777 2.4310607556229806
=====================
980
2005-10-11 2012-06-21 1630
19982 11770 27314
14.697960677533434 2.6065339511850234 25.49407541745834
=====================
981
2008-07-02 2015-11-12 1790
14438 11960 14058
5.951486045086227 2.628067582708353 5.441998028261585
=====================
982
2007-02-26 2010-06-01 800
12256 10832 10136
6.768390007447611 2.4984820447259066 0.41019987590852564
=====================
983
2012-06-11 2018-08-31 1519
13451 11640 13034
5.452894078390922 2.591731180078145 4.794074799245722
=====================
984
2008-06-02 2018-11-02 2537
13671 12887 9074
3.4732997894850266 2.731750228027706 -0.8755468829242419
=====================
985
2008-04-30 2018-11-02 2558
13347 12914 8310
3.141036969918017 2.7347417002728145 -1.585089370994709
=====================
986
2006-03-09 2018-11-02 3081
26819 13608 32760
13.102180041648378 2.8106415088892343 17.729558099542242
=====================
987
2011-03-17 2018-11-02 1858
12819 12041 10291
3.641376251755478 2.637290169621305 0.3763502170074145
=====================
988
2009-02-09 2011-12-21 703
10688 10728 10184
2.3519810499011866 2.4862433423692454 0.6308595682730731
=====================
989
2005-06-29 2017-11-01 3003
29460 13502 44461
15.552599837544555 2.7991492768056396 27.541442871290467
=====================
990
2012-01-10 2016-05-11 1052
12695 11109 12596
6.149259349087295 2.530652431755835 5.923626090173894
=====================
991
2008-12-15 2014-08-01 1367
12243 11464 11794
3.939700513030185 2.5716397836062246 3.15011188277451
=====================
992
2009-02-02 2014-09-30 1380
12588 11479 11915
4.502112800679991 2.573350083447227 3.3304602304935806
=====================
993
2007-09-24 2015-10-16 1957
11257 12161 6409
1.5417682856059953 2.6507932881827 -4.403435353786009
=====================
994
2007-06-25 2011-07-08 987
11499 11037 8018
3.6452438950709833 2.5223023170989247 -4.818648088461493
=====================
995
2010-11-15 2018-11-02 1940
12207 12140 9925
2.7306001451694413 2.648468128632068 -0.09195621642589738
=====================
996
2011-10-10 2018-11-02 1721
13322 11877 12867
4.634028918673283 2.6187526322552634 3.998441460233636
=====================
997
2013-03-25 2018-11-02 1367
12995 11464 12591
5.259489054776199 2.5716397836062246 4.549582869519863
=====================
998
2007-10-15 2010-07-30 685
8967 10708 4927
-3.6182347503683294 2.4839809880448738 -17.77272913356613
=====================
999
2007-11-01 2017-05-31 2329
11496 12622 6231
1.5420961993904299 2.70235001728532 -3.8834184935945535
=====================
6.2853359155357085 2.623366613541358 7.091056912370732

















In [92]:



    


import numpy as np
print(np.std(rate1))
print(np.std(rate2))
print(np.std(rate3))

n = range(1000)
plt.scatter(n, rate2, marker='.', c='y' ,alpha=0.5)
plt.scatter(n, rate3, marker='.', c='g' ,alpha=0.5)
plt.scatter(n, rate1, marker='.', c='r' ,alpha=0.5)

fig = plt.gcf()
fig.set_size_inches(16, 30)
plt.yticks(np.arange(-15, 160, 5))
plt.show()



    


















    






5.87756427909
0.082035289517
14.1339300724










    
























In [ ]:

Content source: cragwen/hello-world

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