Basic programming

  • Variable assignment
  • Type : int, float, string
  • Built-in function
  • Data structure: list
  • Control structures: while for if
  • import packages
  • Data structure: dictionary

Pandas

  • Load data from csv
  • Data manipulation
  • selecting iloc
  • querying

คำสั่งอื่นๆ ของ DataFrame สามารถหาดูได้ที่นี่ https://pandas.pydata.org/pandas-docs/version/0.23.4/api.html#dataframe

In [1]:
import pandas as pd
import numpy as np
from sklearn import linear_model
In [2]:
3 + 7
Out[2]:
10
In [3]:
data = pd.read_csv("dataset.csv")

มีคอลัมน์ดังต่อไปนี้

CIK = Central Index Key (Equivalent to Company ID)

FYEAR = Fiscal Year

SIC2 = 2 digit industry code (where the company belongs to)

ABCFO = Abnormal Operating Cash Flows (Accounting variable)

ABACC = Abnormal Accruals (Accounting variable)

SIZE = Firm Size (Control variable)

MB = Market to book ratio (Control variable)

In [13]:
data.sample(10)
Out[13]:
CIK fyear sic2 ffind abcfo abacc size mb
1816 16873 1997 13 OIL 0.144562 -0.010523 8.393970 3.535466
44240 1024342 2005 20 FOOD -0.003681 0.112839 2.035991 1.798984
58206 1593936 1998 59 RTAIL 0.013502 0.080226 6.285136 1.113432
2532 23082 2013 73 BUSSV 0.196442 0.038057 9.088696 2.263197
20349 791908 2000 28 DRUGS -0.319634 -0.074458 6.470107 -9.397012
41352 1003607 2002 36 CHIPS -0.166666 0.055857 1.974192 0.463750
30250 883569 2013 38 HSHLD 0.223522 0.102734 8.789154 6.140001
11186 106618 2000 33 STEEL 0.082050 -0.229600 2.480103 0.061599
40634 1001039 2011 48 TELCM -0.001649 0.052450 10.880854 1.421638
52822 1135644 2005 99 OTHER 0.127171 0.190110 11.140526 2.107394
In [53]:
data.head(20)
data.sample(20)
data.tail(5)
Out[53]:
CIK fyear sic2 ffind abcfo abacc size mb
58571 1667415 2008 36 CHIPS 0.057842 0.057653 4.033711 0.290712
58572 1667415 2009 36 CHIPS 0.129487 -0.040105 4.896935 0.650751
58573 1667415 2010 36 CHIPS 0.186063 -0.029291 5.408618 0.844098
58574 1667415 2011 36 CHIPS 0.203115 0.009563 4.567273 0.312210
58575 1667415 2013 36 CHIPS 0.126624 0.005386 4.493118 0.281457
In [14]:
col_names = ['CIK', 'size']
data[col_names].iloc[40:50]
Out[14]:
CIK size
40 1800 11.196947
41 1800 11.195143
42 1800 11.013584
43 1800 11.223644
44 1800 11.335574
45 1800 11.335574
46 1800 11.213400
47 1800 11.335574
48 1800 11.335574
49 1800 10.991032
In [8]:
data['abcfo'].head()
Out[8]:
0    0.063865
1    0.112094
2    0.124414
3    0.024486
4   -0.109485
Name: abcfo, dtype: float64
In [20]:
data[data['size'] < 1.65].count()
Out[20]:
CIK      58576
fyear    58576
sic2     58576
ffind    58576
abcfo    58576
abacc    58576
size     58576
mb       58576
dtype: int64
In [22]:
col_names = ['CIK', 'size']
my_query = 'size < 1.6 & mb > 0.3'
small_set = data.query(my_query)
small_set.count()
Out[22]:
CIK      369
fyear    369
sic2     369
ffind    369
abcfo    369
abacc    369
size     369
mb       369
dtype: int64

Pivot table

In [5]:
dg = data.groupby('fyear')
In [7]:
dg[['abcfo', 'abacc']].mean()
Out[7]:
abcfo abacc
fyear
1995 0.026435 0.006342
1996 0.033677 0.006686
1997 0.040511 0.008079
1998 0.044208 0.015164
1999 0.057451 0.019284
2000 0.068746 0.025702
2001 0.067279 0.027228
2002 0.063620 0.018703
2003 0.054330 0.023884
2004 0.076261 0.019680
2005 0.069730 0.019513
2006 0.070511 0.022339
2007 0.072764 0.010865
2008 0.059087 0.015168
2009 0.055277 0.014694
2010 0.058438 0.017044
2011 0.068221 0.016729
2012 0.070542 0.015025
2013 0.087304 0.026153
2014 0.143638 0.011152

ข้อมูลชุดนี้มีกี่ CIK

สามารถศึกษา function เพิ่มเติมจาก https://pandas.pydata.org/pandas-docs/version/0.23.4/generated/pandas.Series.html

ข้อมูลชุดนี้บริษัท 7616 ที่

In [31]:
data['CIK'].nunique()
Out[31]:
7616
In [81]:
data['CIK'].unique()
Out[81]:
array([     20,    1750,    1761, ..., 1661290, 1667280, 1667415])

ข้อมูลชุดนี้จากปีไหน ถึงปีไหน

In [30]:
data['fyear'].unique()
Out[30]:
array([1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005,
       2006, 2007, 2008, 2009, 2010, 2011, 2013, 2012, 2014])
In [23]:
data['mb'].describe()
Out[23]:
count    58576.000000
mean         2.916774
std          4.015625
min         -9.397012
25%          1.153399
50%          1.975979
75%          3.464971
max         25.858743
Name: mb, dtype: float64
In [85]:
data.boxplot('size')
Out[85]:
<matplotlib.axes._subplots.AxesSubplot at 0x1a1b96f198>
In [38]:
data.hist('size')
Out[38]:
array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1a1985dfd0>]],
      dtype=object)
In [37]:
%matplotlib inline
import matplotlib.pyplot as plt
oneyear = data[data['CIK'] == 20]
plt.plot(oneyear['fyear'], oneyear['size'])
Out[37]:
[<matplotlib.lines.Line2D at 0x1a1982bba8>]

Linear regression

fit linear regression แต่ละ fiscal year และเปรียบเทียบ coefficient

In [39]:
from sklearn import linear_model

มีคอลัมน์ดังต่อไปนี้

CIK = Central Index Key (Equivalent to Company ID)

FYEAR = Fiscal Year

SIC2 = 2 digit industry code (where the company belongs to)

ABCFO = Abnormal Operating Cash Flows (Accounting variable)

ABACC = Abnormal Accruals (Accounting variable)

SIZE = Firm Size (Control variable)

MB = Market to book ratio (Control variable)

In [25]:
data = pandas.read_csv('dataset.csv')
model = linear_model.Lasso()
x = ['abcfo', 'abacc']
y = 'mb'
model.fit(data[x], data[y])
Out[25]:
Lasso(alpha=1.0, copy_X=True, fit_intercept=True, max_iter=1000,
   normalize=False, positive=False, precompute=False, random_state=None,
   selection='cyclic', tol=0.0001, warm_start=False)
In [87]:
model.coef_
Out[87]:
array([0.65358428, 0.29192442])
In [88]:
model.intercept_
Out[88]:
2.8724404385160427
In [98]:
fyear_list = data['fyear'].unique()
sic2_list = data['sic2'].unique()
for sic2 in sic2_list:
    for fyear in fyear_list:
        one_fyear = data[data['fyear'] == fyear]
        one_fyear = one_fyear[one_fyear['sic2'] == sic2]
        model = linear_model.LinearRegression()
        x = ['abcfo', 'size','mb']
        y = 'abacc'
        num_row = one_fyear.shape[0]
        if num_row > 0:
            model.fit(one_fyear[x], one_fyear[y])
            print (sic2, fyear, model.intercept_, model.coef_, one_fyear.shape[0])

38 1995 -0.0024897956238492634 [-0.21013807  0.0113955  -0.00819699] 248
38 1996 0.0005546227453986849 [-0.10835668  0.00417682 -0.00208929] 255
38 1997 -0.054929156658769934 [-0.07295379  0.01524938 -0.00297653] 246
38 1998 0.04402437465176489 [ 0.01772236  0.00147877 -0.00636887] 257
38 1999 -0.02890047058218015 [-0.03774348  0.01238947 -0.00183656] 259
38 2000 0.013562927900050323 [-0.06026588  0.0017985   0.0016957 ] 253
38 2001 -0.02548642409674306 [0.00659577 0.00758846 0.00228073] 237
38 2002 -0.035746529426274036 [-0.20370657  0.01497231  0.00059235] 265
38 2003 0.0020105445859945094 [ 0.01522421  0.00385075 -0.00072978] 250
38 2004 0.04799428841244208 [-0.17536589  0.00267153 -0.0043115 ] 244
38 2005 0.02597058736251375 [-0.14889407  0.00217433  0.00052664] 220
38 2006 0.009944088251534054 [-0.09081714  0.00197897  0.00646994] 216
38 2007 0.006126347617064282 [-0.05205745  0.00541409 -0.00632634] 215
38 2008 -0.017059866802036666 [-0.12394721  0.01059697  0.00287448] 213
38 2009 0.03572735734898688 [-0.1059494   0.00016607 -0.00192666] 205
38 2010 0.050480457866203615 [ 0.14915046 -0.01305963  0.01059846] 185
38 2011 0.03095447976067303 [-0.22603514  0.00665689 -0.00574449] 171
38 2013 0.03355976564159307 [-0.01247431  0.00207093 -0.00178581] 172
38 2012 -0.03200970095575152 [-0.05510685  0.01168424 -0.00434217] 172
38 2014 0.014145864024671662 [-0.2478152   0.01016621 -0.00818577] 59
50 1995 -0.0827243475833335 [-0.31739899  0.01655252  0.00470594] 95
50 1996 -0.0257535724322787 [-0.52842267  0.01297208 -0.00911622] 97
50 1997 -0.040705933838564606 [-0.67174747  0.01775763 -0.01003766] 104
50 1998 -0.031773666913940846 [-0.50192091  0.01281122 -0.00978611] 93
50 1999 0.007100619274693198 [-0.98213052  0.00351216  0.00783814] 91
50 2000 -0.014597789600351692 [-0.49663961  0.00833272  0.01294913] 77
50 2001 -0.03616297456485869 [-0.64346764  0.01236818 -0.00713707] 81
50 2002 0.04521630450642568 [-0.32030557 -0.00190362  0.00893759] 77
50 2003 0.013428660416105975 [-0.61639715 -0.00122649  0.01465841] 79
50 2004 0.004880268000997702 [-3.53317949e-01  9.92214985e-05  1.89124070e-03] 73
50 2005 0.05131723704985823 [-0.50764155 -0.00445351  0.01232275] 68
50 2006 -0.12843768766381483 [-0.59868634  0.02357408  0.00840737] 62
50 2007 0.03808049603537686 [-0.02006216 -0.00338675 -0.00504494] 56
50 2008 -0.0824831766661425 [-0.27374601  0.01513664  0.00385513] 55
50 2009 0.03175712986942801 [-0.68629762  0.00573239 -0.01321665] 49
50 2010 0.021172805601929353 [-0.51046284  0.0027161  -0.00257141] 55
50 2011 -0.09657170688661688 [-0.96119973  0.01955203  0.00277592] 51
50 2013 -0.07298729408234492 [-0.80084147  0.00752502  0.01263641] 52
50 2012 0.00797484423152171 [-0.49515869 -0.00098029  0.00584337] 51
50 2014 -0.013041983794767734 [ 0.11171047  0.0092391  -0.02787971] 16
26 1995 -0.03172610276902437 [-0.40925582  0.00545135  0.00141946] 43
26 1996 -0.046174148445300864 [-0.51316317  0.0104812  -0.00612626] 45
26 1997 -0.07209450138083431 [-0.65714701  0.01772094 -0.00998234] 46
26 1998 -0.0755591895623326 [-6.12148449e-01  1.31350046e-02 -4.08052929e-04] 44
26 1999 -0.003147813195362634 [-0.06980064  0.00160909 -0.00209949] 40
26 2000 -0.014814184047288253 [-0.12498669  0.00111754  0.00596112] 35
26 2001 -0.043913364861666956 [-0.05549685  0.00662568  0.00101488] 36
26 2002 -0.05000421695148771 [-0.33712988  0.00917146  0.00270812] 39
26 2003 -0.045831828839118585 [-0.12381713  0.00645957  0.0007422 ] 38
26 2004 0.03484247458403059 [-0.09328425 -0.00224959 -0.00251583] 37
26 2005 0.02172674838474657 [ 0.04186685 -0.00281695 -0.00213192] 34
26 2006 -0.11658277808977714 [-0.64303451  0.01572489  0.00606455] 30
26 2007 -0.05710778818228638 [-0.39503679  0.00745909  0.00319328] 29
26 2008 -0.06535426246087264 [-0.25864388  0.00609145  0.02226829] 26
26 2009 -0.1105003379123535 [-0.29279557  0.01026173  0.01501224] 25
26 2010 0.012190288171508416 [-0.57639414 -0.00400708  0.01107618] 28
26 2011 0.06061806590504801 [ 0.10789958 -0.00792838  0.00456601] 30
26 2013 0.04813814835327022 [-0.73762439 -0.00983364  0.02027439] 30
26 2012 0.00930430352712851 [-0.04075159  0.00115753 -0.00108617] 30
28 1995 0.008826193854019454 [ 0.03489629  0.00412691 -0.00229661] 282
28 1996 -8.502385770494704e-05 [-9.31845631e-03  2.67702474e-03  5.99926129e-06] 303
28 1997 -0.01732795734579901 [-0.10975752  0.01051228 -0.00216911] 290
28 1998 -0.00411018047270666 [-0.00207439  0.00577077 -0.00091195] 329
28 1999 -0.008271455447837396 [-0.06996285  0.01306828 -0.00424064] 309
28 2000 -0.01552504870600066 [-0.06221879  0.01451191 -0.0027821 ] 321
28 2001 -0.02951519627104269 [-0.08843278  0.01077882  0.00122602] 328
28 2002 0.008127845301834837 [ 0.00717306  0.00364894 -0.00066389] 345
28 2003 0.01218834577437351 [ 0.03555381  0.00170345 -0.00069613] 338
28 2004 -0.01446819739472395 [0.01824191 0.00637871 0.00114392] 330
28 2005 -0.034165736672671046 [-0.17487832  0.01525315 -0.00369046] 321
28 2006 0.03149690066156911 [-0.05371824  0.00684207 -0.00502131] 327
28 2007 0.009137270847890733 [-0.13466044  0.00577463  0.00142166] 314
28 2008 -0.007638407090942573 [-0.11169527  0.01179305 -0.00203959] 302
28 2009 -0.05526074965617505 [-0.09733598  0.01604817 -0.00106134] 287
28 2010 0.024887013414380516 [-0.12765526  0.00840244 -0.00436986] 288
28 2011 0.03047278615376043 [-0.09055665  0.00521751 -0.00103883] 281
28 2013 0.02090263737256721 [-0.00628455  0.00115743  0.00229824] 276
28 2012 -0.022094945297472746 [-0.14179207  0.01482609 -0.00278154] 268
28 2014 0.0019307436498202466 [ 0.14181483 -0.00186248 -0.0015422 ] 75
51 1995 -0.03613359085193491 [-0.75967205  0.0095087   0.01095236] 43
51 1996 -0.030111471105234634 [-0.69464014  0.00366638  0.01365371] 45
51 1997 -0.14485058335953785 [-0.30837363  0.02877102 -0.00448262] 51
51 1998 -0.038817431696089595 [-0.40081248  0.01056304 -0.00494992] 57
51 1999 -0.025352321063306156 [-0.36207097  0.01323554 -0.01386597] 54
51 2000 0.1013335841451439 [-0.31927947 -0.01012962  0.00254213] 52
51 2001 -0.029672329366559377 [-0.26525276  0.01425359 -0.00456234] 49
51 2002 -0.033235042343567334 [ 0.01569593 -0.00117294  0.02960947] 46
51 2003 -0.06506267403216012 [-0.13895192  0.00918138  0.00442904] 46
51 2004 0.06717915373128235 [-0.24400348 -0.00351604 -0.00900433] 39
51 2005 -0.05785843457102757 [-0.27665711  0.00874928 -0.00590884] 39
51 2006 -0.02157727289517154 [-0.29777264 -0.00180342  0.00513448] 40
51 2007 -0.018042098115091124 [-0.09665765  0.00439795 -0.00166208] 35
51 2008 -0.037511389734363056 [0.03231591 0.00582202 0.0315992 ] 38
51 2009 0.002378941533290881 [-0.82202101  0.00203643  0.01012425] 40
51 2010 0.049820629063806014 [-0.30123263 -0.00792957 -0.00301549] 34
51 2011 0.014639426788322106 [-6.57646435e-01  3.32040148e-04  1.48391445e-02] 36
51 2013 -0.046714816567931305 [-0.33933922  0.00762695  0.00248656] 40
51 2012 -0.027290934799529647 [-0.12386203  0.00356247 -0.00075201] 36
51 2014 -0.014301062623708718 [-6.32864078e-01 -3.40729988e-04  2.70773655e-03] 14
36 1995 -0.004817785842612249 [-0.3914386   0.00516355 -0.00075551] 308
36 1996 0.0008733809202275747 [-0.12016921  0.0064589  -0.00617398] 324
36 1997 -0.018262771797431313 [-0.15546155  0.00894276 -0.00145573] 336
36 1998 -0.005431834212870752 [-0.31022403  0.01081432 -0.0047815 ] 329
36 1999 -0.0404890194017981 [-0.22161173  0.0133695  -0.00058236] 315
36 2000 0.007443027165912268 [-0.13780573  0.00562402 -0.00066885] 306
36 2001 0.03316191259630977 [ 0.0285865  -0.00285677  0.00016122] 310
36 2002 -0.018321395522516718 [-0.14708932  0.00610858  0.00374533] 353
36 2003 0.03816770490327437 [-0.06604675  0.00244133 -0.00190445] 349
36 2004 0.04910734959600259 [-0.07825282 -0.00431871  0.00162344] 336
36 2005 -0.0001162041907148987 [-0.19527111  0.00889578 -0.00817077] 310
36 2006 -0.019732410371657197 [-0.19246165  0.01066313 -0.00253655] 312
36 2007 0.013589918233389507 [-0.01331609 -0.00132118  0.0027533 ] 300
36 2008 -0.0389343639734392 [-0.26597005  0.01309188  0.00174404] 308
36 2009 -0.018165526917517265 [-0.10845385  0.00863859  0.00041172] 295
36 2010 0.010482274945748864 [-0.13308653  0.00364441 -0.00195994] 268
36 2011 -0.0019223334173031842 [-0.07519185  0.00240051  0.00011689] 255
36 2013 0.002439475901901106 [-0.1623912   0.00507595  0.00573335] 259
36 2012 -0.015057277706007188 [-0.10301902  0.00715269 -0.00099091] 267
36 2014 -0.08319099561727093 [-0.16257735  0.01767672 -0.00153461] 72
34 1995 0.0024455081371203904 [-0.60121659  0.00362889  0.00201646] 58
34 1996 -0.0175634972326407 [-0.75477254 -0.00679955  0.03084688] 60
34 1997 0.012481357292659877 [-0.45884222 -0.00052772  0.01049541] 60
34 1998 -0.017624018716797245 [-0.21358565  0.00670648 -0.00036562] 57
34 1999 0.008045550995936297 [-0.3511853   0.00139433  0.00079756] 61
34 2000 -0.059267327077734494 [-0.86597506  0.02410369 -0.00396474] 55
34 2001 -0.028245776649842874 [ 2.31054910e-01  3.29473571e-03 -1.30130289e-04] 55
34 2002 0.009366639768827817 [-0.8012182   0.00364088  0.00401165] 53
34 2003 0.06358613633624008 [-0.23916861 -0.01209791  0.00316171] 47
34 2004 0.03514987103154273 [-6.40735089e-01 -3.45074081e-03  6.08782202e-04] 46
34 2005 -0.046971511363780166 [-0.32097063  0.01166324 -0.00356381] 43
34 2006 0.013801100075432598 [-6.76633561e-01 -2.09678270e-04  1.07735932e-03] 40
34 2007 0.06242890728348089 [-0.30960576 -0.00943605  0.00253853] 37
34 2008 -0.03754043398331686 [-0.2856627   0.00761902 -0.00464832] 38
34 2009 -0.07803839197548318 [-0.58176495  0.01082514  0.004023  ] 37
34 2010 -0.1251903316682517 [-0.83787552  0.0171099   0.00288273] 34
34 2011 0.020696576028402622 [-0.29509376 -0.00351853 -0.00166297] 37
34 2013 -0.009956645652935657 [-0.23025365  0.00494157 -0.00488637] 37
34 2012 -0.01073959655255409 [-0.23531396  0.00435136 -0.00041464] 40
73 1995 -0.030596055853249902 [-0.11377609  0.00956709 -0.0017653 ] 319
73 1996 -0.016835483822151717 [-0.16726819  0.01480416 -0.00986615] 337
73 1997 -0.018126687449942686 [-0.21295547  0.01234644 -0.00314605] 389
73 1998 0.008759397773383457 [-0.13983721  0.01187119 -0.00448747] 466
73 1999 -0.034838963866800146 [-0.07868132  0.0158389  -0.00127317] 467
73 2000 -0.0027115088379809985 [-0.0652012   0.01281844  0.00042484] 479
73 2001 -0.012694656726955578 [-0.09237939  0.01525717 -0.0027578 ] 554
73 2002 -0.00858628081460193 [-0.06921832  0.0074886   0.00602907] 575
73 2003 0.020072142723892655 [-0.21007075  0.00321614  0.00377232] 526
73 2004 -0.006045735813819633 [-0.18735755  0.00902739  0.00255133] 473
73 2005 -0.01997210526043369 [-0.13916824  0.01096437 -0.00058514] 412
73 2006 0.03300224340423857 [-0.00089078 -0.00019739  0.00169113] 388
73 2007 -0.026165258466061707 [-0.13080879  0.00716817  0.00014518] 363
73 2008 -0.022248727088603308 [-0.02547952  0.0067849   0.01208921] 354
73 2009 0.0035854225645996426 [-0.08063449  0.00408861  0.00257245] 360
73 2010 0.022001133299701298 [-0.32648775  0.00522702 -0.00168189] 329
73 2011 -0.02571872662556034 [-0.34414605  0.01328264 -0.00148942] 318
73 2013 0.035595389293999434 [-0.10699814  0.00655866 -0.00185439] 341
73 2012 -0.012587137187107331 [-0.10783911  0.00678923  0.00056589] 333
73 2014 -0.06272724023778355 [-0.38480827  0.01780539  0.00134146] 77
39 1995 -0.0884878121708586 [-0.46085827  0.02570928 -0.00416279] 37
39 1996 0.008066633663951365 [-0.09842357  0.00199821 -0.00216654] 44
39 1997 0.0029547329713242743 [-0.61175738 -0.01108582  0.0290231 ] 43
39 1998 -0.018334751629551692 [-0.37650021  0.01369327 -0.00163212] 46
39 1999 -0.00763486353025113 [-3.80907337e-01  8.02633700e-03 -2.61006369e-04] 43
39 2000 -0.0753202315113539 [-0.11275052  0.01792207  0.00202786] 39
39 2001 -0.023018301647193422 [-0.24843894  0.01023264  0.00354717] 40
39 2002 0.07294222281094745 [-0.2636492  -0.00399719  0.00051959] 34
39 2003 0.05886910105159658 [-4.00233377e-01  1.42350659e-04  2.00605312e-04] 32
39 2004 -0.00039213499949815496 [-0.26519231  0.00340008  0.00216295] 32
39 2005 0.15466555598773624 [-0.36684726 -0.00633216  0.00296938] 29
39 2006 0.1366118083906713 [-3.83847267e-01 -1.80252009e-02  1.92728009e-05] 31
39 2007 0.07533615904890426 [ 0.14051552 -0.00201264 -0.02089583] 31
39 2008 -0.12463543152696575 [-0.70030071  0.02871386 -0.01496584] 30
39 2009 -0.10122022656357611 [-0.33472721  0.01820427 -0.00274543] 31
39 2010 -0.04931325438108171 [-0.28931057  0.01354465  0.00471621] 24
39 2011 0.10554315020601919 [ 0.07492795 -0.03265946  0.04106182] 22
39 2013 0.15949910269950301 [ 0.01486982 -0.01353371 -0.00465494] 19
39 2012 -0.08595476066894508 [ 0.13214221  0.01802732 -0.00028737] 23
10 1995 -0.11819748269539035 [-0.48681888  0.02572118 -0.01183374] 28
10 1996 -0.19430614415580955 [-7.60393802e-01  3.46111938e-02  6.74188269e-04] 30
10 1997 -0.181230086265537 [-0.20911307  0.02784131  0.02121082] 25
10 1998 -0.10700934623129962 [0.03460813 0.01746359 0.01762737] 27
10 1999 -0.24216140652025323 [-0.61931985  0.03987168  0.00540339] 29
10 2000 -0.03556468193681057 [-0.31709149  0.02225624 -0.01726575] 33
10 2001 -0.0548313397511208 [-0.24487326  0.03199239  0.01557997] 31
10 2002 0.12755621637553594 [ 0.17828177 -0.0109352  -0.02045104] 31
10 2003 -0.11201706387049754 [-0.39326871  0.02325259 -0.00404016] 30
10 2004 -0.034338795212519535 [-0.56759738  0.02832717 -0.00410529] 33
10 2005 -0.07457325276369561 [ 0.14717087  0.00854027 -0.00375639] 34
10 2006 0.11462702340073219 [-0.10268609 -0.01036286  0.0042593 ] 36
10 2007 -0.045376378148355004 [-0.46026059  0.02051526 -0.00650508] 32
10 2008 -0.005069957816582982 [-0.36830569  0.0158661   0.00391007] 42
10 2009 -0.03164407896214408 [-0.42045004  0.01455477 -0.00554606] 43
10 2010 -0.04500666004728281 [-0.31161818  0.01845687 -0.00454252] 44
10 2011 0.013601844023409497 [-0.17960005  0.00304764  0.00456637] 41
10 2013 -0.1412686289516838 [-0.07929227  0.02544961 -0.00524507] 58
10 2012 0.02641517225382729 [ 0.01649187 -0.00118317  0.00634635] 43
10 2014 -0.356775924316613 [-2.03337322  0.08254379 -0.08940698] 13
45 1995 0.023548341779533143 [-0.25658308  0.00313013 -0.00751986] 25
45 1996 -0.030090330748201242 [-0.2192947   0.00503122  0.00529331] 30
45 1997 -0.11078237033689943 [-0.06255106  0.01406087  0.00295894] 33
45 1998 -0.04556088512146656 [-0.40921981  0.00602348  0.00790387] 31
45 1999 -0.04875611280631232 [-0.23335141  0.00301038  0.0139576 ] 33
45 2000 -0.01718215418528742 [-0.57256369  0.00547383  0.00255525] 36
45 2001 0.02274449317124136 [-0.31754055  0.00101705 -0.00858492] 35
45 2002 -0.029836610934410854 [-0.33847524  0.00412691  0.00928937] 31
45 2003 -0.00016013351648218495 [-0.65310367  0.00405492 -0.00135882] 29
45 2004 -0.08429111780450568 [-0.01801189  0.01065856  0.00144647] 26
45 2005 0.020203138304483396 [ 0.09101003  0.00532136 -0.00282391] 26
45 2006 -0.1338401926772384 [-1.4758345   0.02169739  0.0042126 ] 23
45 2007 -0.1160518934044953 [-9.61124529e-01  1.46935111e-02  3.60331830e-04] 25
45 2008 0.010179090917033125 [-0.03310211  0.00058476  0.0036152 ] 24
45 2009 -0.10064282434125933 [-0.47230892  0.01518557  0.00250409] 28
45 2010 0.07443691607901565 [-0.27286869 -0.00851771 -0.00169784] 26
45 2011 -0.02231908425172023 [-0.10236509  0.00350172 -0.00034166] 25
45 2013 -0.04741212739785664 [-0.33313505  0.00896146 -0.00565594] 25
45 2012 -0.0394865945124415 [-0.18569732  0.00571237 -0.00098701] 21
35 1995 -0.027232725736516927 [-0.23366792  0.00895592 -0.00351787] 253
35 1996 -0.009295403784566152 [-0.23023274  0.01014237 -0.00919115] 264
35 1997 -0.056522397171954654 [-0.33146744  0.01555889 -0.00456954] 266
35 1998 -0.00965390304618906 [-0.17899732  0.00980766 -0.0076032 ] 265
35 1999 0.0031486539731801176 [-0.17704507  0.00938424 -0.00493469] 259
35 2000 0.03646137455554852 [-0.07485179  0.00147384  0.00037566] 241
35 2001 -0.04149677428082356 [-0.28302842  0.01692285 -0.00341039] 245
35 2002 0.018704153888574285 [-0.04500399  0.00143396  0.00105454] 245
35 2003 -0.00357723734435488 [-0.23005461  0.00736729 -0.00437846] 236
35 2004 -0.016330168997836594 [-0.34419563  0.00937888 -0.00179416] 212
35 2005 -0.020124434061833507 [-0.21083789  0.0073778  -0.00100937] 202
35 2006 -0.013634096178891986 [-0.09973938  0.0051619  -0.00045604] 193
35 2007 -0.021005894891631106 [-0.28037657  0.00975214 -0.00146429] 187
35 2008 -0.05977237834093768 [-0.39897156  0.01399573  0.00391584] 183
35 2009 -0.014621244728438135 [-0.1225712   0.00588903 -0.00558997] 182
35 2010 -0.004216631943226641 [-0.26266146  0.00477474 -0.00148316] 171
35 2011 -0.026050535263385896 [-0.11771263  0.00472084  0.00473002] 175
35 2013 0.01563304790091722 [-0.1403861   0.00220068 -0.00120434] 156
35 2012 -0.006897808578146959 [-0.2319027   0.00784068 -0.00372121] 161
35 2014 0.005238027716797072 [-0.17392234  0.0045905   0.00147044] 69
22 1995 -0.03665929386362739 [-0.24080509  0.0021317   0.01864296] 30
22 1996 -0.06681040605402504 [-0.28276384  0.01187462  0.00717807] 32
22 1997 -0.0683239816041341 [-0.2702085   0.00598612  0.02111385] 32
22 1998 0.025125867283135855 [ 0.52128312 -0.0103846   0.00651009] 28
22 1999 -0.05284503269599827 [-0.17113882  0.01237777 -0.01196028] 24
22 2000 -0.18122721843148254 [-0.48051031  0.03039462  0.04285276] 22
22 2001 -0.018814087883547114 [-0.27422081  0.00684108 -0.00927507] 21
22 2002 0.010495408098031088 [-1.23112422e+00  2.90589242e-05  8.60208201e-02] 15
22 2003 -0.0755574621645205 [-0.53360029  0.02681603 -0.06844191] 13
22 2004 -0.010680669833210381 [-0.44784156  0.00375233  0.00244519] 10
22 2005 0.09823033072349956 [ 0.12226639 -0.00569422 -0.04042755] 8
22 2006 -0.0746026975343946 [0.06869969 0.01317392 0.00143639] 7
54 1995 -0.057681778841054195 [ 0.38220219  0.01042169 -0.00805577] 36
54 1996 -0.015259284444502454 [-0.39846134  0.00418278 -0.00123748] 34
54 1997 -0.056751357009835385 [-0.34249633  0.00757241  0.00218417] 29
54 1998 -0.010789562916550508 [ 0.38584569 -0.00535683  0.00874328] 28
54 1999 -0.011917650293762086 [-0.30045149  0.00085449  0.00504393] 25
54 2000 -0.007394499655239375 [-0.18730301  0.00327076 -0.00049356] 24
54 2001 -0.010827727553892493 [-0.63089783  0.0046847  -0.00581091] 25
54 2002 0.031374329810196375 [-0.09876896 -0.00454971 -0.00398755] 22
54 2003 -0.0328262148330108 [-0.55470229  0.00256758  0.01408848] 21
54 2004 -0.15610164088903897 [-9.51811419e-01  2.13423869e-02  8.99844947e-04] 22
54 2005 0.02681571657981474 [-0.36513076  0.00111678 -0.01163984] 18
54 2006 0.021606417471971645 [-0.07572796 -0.000308   -0.0047441 ] 15
54 2007 -0.04202031254471264 [0.17170301 0.00343222 0.00325302] 14
54 2008 -0.043061396562633636 [-0.39184809  0.00307605  0.00835717] 13
54 2009 0.0004216125673686807 [-0.14907179 -0.0063365   0.02267534] 15
54 2010 0.09652607963038802 [ 0.12413904 -0.01780682  0.02154147] 12
54 2011 0.05744476360106758 [ 0.86104134 -0.00524803 -0.00192634] 14
54 2013 -0.02168945930131231 [-0.57049571  0.00355861  0.00227059] 13
54 2012 -0.08753163742971383 [-0.30446191  0.01218844  0.00221354] 14
44 1995 -0.061085607915384026 [-0.40070144  0.0108458   0.00107216] 18
44 1996 0.01960689122345619 [ 0.06977166  0.0018966  -0.0206999 ] 17
44 1997 -0.07928481782270465 [-0.31997774  0.01204229  0.00140019] 16
44 1998 -0.028790026091081396 [-0.01888485  0.00021179  0.01104622] 20
44 1999 -0.0318761333905512 [-0.06464668  0.01217808 -0.0054748 ] 18
44 2000 -0.07145462313741682 [ 0.02326039  0.01267979 -0.00014839] 21
44 2001 -0.017060773522788043 [-0.14437413  0.00107863  0.01305145] 16
44 2002 0.024455927539193352 [-0.11343699 -0.00280721  0.00100139] 18
44 2003 -0.006677940010586369 [-0.14828327  0.00779617 -0.02037082] 20
44 2004 -0.011024684595748659 [ 0.04322914  0.01691802 -0.05666713] 21
44 2005 -0.008638227299457252 [ 0.03360407  0.00678782 -0.01764052] 22
44 2006 0.017465063063937906 [-0.11418832  0.00988715 -0.0406847 ] 24
44 2007 -0.016712037699970324 [ 0.07788699  0.00714619 -0.01494976] 38
44 2008 0.003877392056819976 [-0.13018568  0.00101263 -0.00477973] 39
44 2009 -0.12681137436416928 [-0.12193504  0.01993851  0.00178263] 44
44 2010 -0.020967105181521225 [0.19426413 0.00241056 0.00347271] 41
44 2011 -0.139717870142661 [-0.10549576  0.02598632 -0.01078344] 38
44 2013 -0.02938038585611178 [0.11988256 0.00145123 0.02027384] 45
44 2012 -0.08781224746655525 [-0.08850354  0.01106731  0.0225792 ] 43
1 1995 -0.12798902219325003 [-0.18109262  0.03466634 -0.01212449] 12
1 1996 -0.005022216417432064 [-0.21915654 -0.02155861  0.03492265] 11
1 1997 0.18424814015897586 [-0.59547001 -0.02569347 -0.00251944] 10
1 1998 -0.014344861220460628 [0.24946428 0.00080981 0.00538817] 9
1 1999 0.07985158492306156 [-0.18196212 -0.01524429 -0.00348211] 7
1 2000 -0.07671853906848125 [ 0.20857391  0.02382115 -0.03389494] 10
1 2001 0.07308124512552064 [-0.43792316 -0.02567579  0.04992505] 11
1 2002 -0.013765654683576975 [-0.55763775  0.00204296  0.01339062] 11
1 2003 -0.02355622054997888 [-0.46432169  0.00419946  0.00584584] 8
1 2004 -0.08768799681082161 [-1.24508383e+00  1.61787501e-02 -1.00026945e-03] 8
1 2009 -0.10298168221703222 [-1.17808214  0.00929683  0.01566784] 5
1 2010 0.049118636914362954 [-2.12524727 -0.02298676  0.08188234] 4
1 2011 0.07811671317236425 [-0.2389376  -0.00038466 -0.01378826] 5
1 2013 0.00966533983173471 [ 1.17551392  0.01060544 -0.04928421] 5
1 2012 -0.0038633087159846615 [-0.10924516  0.00230876 -0.00191336] 5
23 1995 -0.10656348197223509 [-0.62763579  0.02204526  0.00134961] 47
23 1996 -0.11180301115381233 [-0.52016554  0.02366657  0.00066205] 48
23 1997 0.008411050371197954 [-0.4842045   0.00141051  0.00435619] 48
23 1998 -0.029047907050858673 [-0.75991518  0.00952122 -0.00353098] 49
23 1999 -0.0803000929127684 [-0.7019936   0.02175269 -0.0058657 ] 46
23 2000 0.08256474157352961 [-0.46072615 -0.02042732  0.02849754] 42
23 2001 -0.03151651885598109 [-0.28825398  0.01733159 -0.02959937] 44
23 2002 -0.05113075090183973 [-0.76160241 -0.00985368  0.06005014] 38
23 2003 -0.04769702445238368 [-0.10614722  0.00729464  0.01042065] 37
23 2004 -0.08926916716903562 [-0.99777939  0.0205859  -0.00853457] 34
23 2005 -0.0734084039168721 [-0.27945288  0.01746253 -0.0173139 ] 36
23 2006 -0.08102813763574587 [-8.40568267e-01  3.33773143e-04  3.31741103e-02] 33
23 2007 -0.13201281343043714 [-0.55172553  0.01087151  0.02454799] 30
23 2008 -0.14943516518959726 [-0.69362391 -0.00950005  0.14351543] 27
23 2009 -0.0780795529154523 [-0.05784383  0.00935027 -0.01038176] 27
23 2010 0.05384211277282199 [-0.35457799 -0.01135271  0.00531529] 26
23 2011 -0.15330701912082198 [-0.47820168  0.01486949  0.00964456] 25
23 2013 0.08790095573643422 [ 0.05012704 -0.00130975  0.00116031] 23
23 2012 0.013841745885528377 [ 0.0225424  -0.00297377  0.00402598] 26
99 1995 -0.012435011778433758 [0.01807424 0.01188212 0.01215097] 37
99 1996 0.051274090492871086 [-0.19878022  0.00559991 -0.00525553] 42
99 1997 0.05429965899386396 [-0.16562157  0.00065027  0.00091213] 48
99 1998 0.04812933501160361 [-0.03225029  0.00264933 -0.00344623] 50
99 1999 -0.04425790662743034 [-0.1059314   0.02207348 -0.00823775] 48
99 2000 0.019391092690823147 [0.03307056 0.00664222 0.00045888] 46
99 2001 -0.007780974386141497 [ 0.34433725 -0.00265182  0.01066892] 44
99 2002 -0.044061149882100276 [-0.04368537  0.01578666 -0.01370303] 45
99 2003 0.06598549766147432 [-0.67759933  0.0234292  -0.00252807] 39
99 2004 0.05724517056044923 [-0.56256336  0.01194254  0.0059998 ] 32
99 2005 0.03570236678819398 [ 0.13273497  0.01699581 -0.00885244] 34
99 2006 -0.009022405456492091 [ 0.07408626  0.01470172 -0.00243151] 32
99 2007 -0.05403773826530889 [-0.45088052  0.0319287  -0.02080854] 24
99 2008 -0.07397090006158649 [-0.43715517  0.02129249 -0.00843364] 21
99 2009 -0.15654459787013142 [-0.46563401  0.02682807 -0.01896622] 15
99 2010 -0.026273515951016065 [-1.24990805  0.01815544 -0.01646647] 13
99 2011 0.03592543556948773 [-0.29128746  0.01015279 -0.04004741] 12
99 2013 0.3061274012898567 [ 1.39012451 -0.03180005  0.11858192] 5
99 2012 -0.13645423316931637 [-0.20141022  0.015826   -0.01760711] 8
13 1995 -0.036005237711968445 [-0.45002288  0.01410213 -0.01157793] 143
13 1996 -0.009795261482935247 [-0.20452158  0.00467465  0.00085656] 138
13 1997 -0.08062789471761411 [-0.2586501   0.01328935  0.00707511] 144
13 1998 -0.07800249545591847 [-0.24833093  0.02489278 -0.01186848] 139
13 1999 0.01591090576359644 [-0.06168889  0.00285878 -0.0092632 ] 123
13 2000 -0.0052056167856177815 [-0.24452887  0.00841621 -0.00996941] 128
13 2001 0.035209268215427955 [-0.4638865   0.00808691 -0.01096006] 118
13 2002 -0.019742995785166015 [ 0.01637939  0.00729347 -0.00452852] 123
13 2003 0.013615580608365346 [-0.43450304  0.00360627  0.00115512] 121
13 2004 0.02739885317267938 [-0.11734019  0.00232119 -0.01015577] 111
13 2005 0.009931298897237838 [-0.3103271   0.00502992 -0.00474217] 117
13 2006 -0.05306667617266901 [-0.20361687  0.01407017 -0.00434378] 119
13 2007 -0.043566745136907725 [-0.24134107  0.01501243 -0.00946022] 127
13 2008 -0.14956599979699103 [-0.47361239  0.02583835 -0.00198117] 151
13 2009 -0.001661012820747992 [-0.50687546  0.00516601 -0.00217845] 145
13 2010 0.022131501478938064 [-0.5326169   0.0045152   0.00148611] 142
13 2011 -0.010602627004865674 [-0.10736138  0.00460727  0.00122217] 134
13 2013 0.03135549961212571 [-0.4265081   0.00202399  0.00143404] 138
13 2012 -0.012751031108374347 [-0.17240615  0.00689494 -0.00103361] 134
13 2014 0.15881244269743125 [-0.11035482 -0.01299226 -0.01182978] 38
33 1995 -0.054598831383739915 [-6.29959117e-01  1.05748504e-02  3.97577432e-04] 66
33 1996 -0.0990817935951056 [-0.39606452  0.01770695 -0.00295037] 70
33 1997 -0.04731952417485895 [-0.7125554   0.01026782  0.00384684] 68
33 1998 -0.09896999904213105 [-0.3393074   0.02105954 -0.00678155] 66
33 1999 0.014626728786959454 [-0.55739035 -0.00078009  0.00604589] 72
33 2000 -0.0809709778256435 [-0.44262647  0.01327618  0.01188194] 65
33 2001 -0.049919425316588065 [ 0.1997148   0.01291751 -0.0315856 ] 55
33 2002 0.09802150332643214 [-0.53370702 -0.01609563  0.01172296] 53
33 2003 -0.055520418813354316 [-0.71670834  0.0134219  -0.00321583] 51
33 2004 0.026227265544284253 [-0.51291579 -0.00113914  0.0033918 ] 47
33 2005 -0.10465826340673628 [-0.53706439  0.01653864  0.00688683] 43
33 2006 -0.0698180896251606 [-0.34226411  0.01023219  0.00181098] 41
33 2007 0.0199824625274342 [-0.21867721 -0.00351415  0.0058457 ] 33
33 2008 -0.11979008018369493 [-0.30967502  0.01812533  0.01176359] 37
33 2009 -0.0031239695843031114 [-1.05054891  0.00163592  0.00556137] 39
33 2010 -0.008073626694209092 [-0.86542485  0.00324475 -0.00111856] 39
33 2011 -0.047205759180946244 [-0.29507657  0.00732092 -0.00416698] 42
33 2013 -0.14314570514444136 [-0.03594201  0.02870288 -0.03432345] 44
33 2012 0.025273930511126398 [-0.59358573 -0.0106795   0.04488541] 45
29 1995 0.011117007565343541 [-0.3963479   0.00246293 -0.01069872] 39
29 1996 -0.005176427804320997 [-0.24333446  0.00518009 -0.01533995] 36
29 1997 0.03872878575109308 [ 0.00977443 -0.00122532 -0.0105045 ] 33
29 1998 -0.014273412466891497 [ 0.04647283 -0.00422788  0.0187582 ] 34
29 1999 0.012517605721970766 [-0.28471858  0.00118228 -0.0089698 ] 32
29 2000 -0.012928411067411109 [-0.47123472  0.00196609  0.00152162] 30
29 2001 0.0030793580745862147 [ 0.06573485  0.0030628  -0.01154156] 31
29 2002 0.03927458726475196 [-0.08812113 -0.00249612 -0.00236571] 33
29 2003 -0.0024743690021354382 [-0.21682815 -0.00336067  0.02051921] 34
29 2004 0.05743550761055999 [ 0.17846987 -0.00191465 -0.01702128] 28
29 2005 0.14116506364753614 [-0.01985078 -0.0151687  -0.00050437] 29
29 2006 -0.08765839247340439 [-0.20469726  0.00692244  0.01730394] 27
29 2007 0.12264198987069612 [-0.29030903 -0.00773017 -0.00447605] 28
29 2008 0.0498411006168169 [-0.02921203 -0.0035345  -0.00163908] 31
29 2009 0.05702234964285792 [ 0.08769472 -0.00624926  0.00876405] 32
29 2010 0.07304767365489119 [ 0.47718194 -0.00416956 -0.03959539] 31
29 2011 -0.06292624750970924 [-0.34276121  0.00619454  0.02969938] 31
29 2013 0.11473117861910452 [-0.56876422 -0.0096498   0.00298731] 30
29 2012 -0.09352017731140154 [-0.23507461  0.01030443  0.00947261] 29
75 1995 -0.02191338847516925 [-0.57588724  0.00367503  0.00152732] 7
75 1996 0.08164279559877645 [-0.04731228 -0.00210817 -0.02051226] 6
75 1997 0.04653879739900251 [-0.35530216  0.0088844  -0.05584507] 6
75 1998 -0.0754163406846696 [-0.94868416  0.00252628  0.02862572] 8
75 1999 0.06270545338691397 [-0.50225001 -0.0189727   0.0449452 ] 8
75 2000 0.07503326570639553 [-0.72671505 -0.00228872 -0.06214576] 7
75 2001 -0.08055869621229231 [-1.02358983 -0.01795554  0.17250111] 6
75 2002 -0.06993466456515933 [-0.50391092  0.00793702  0.00985257] 7
75 2003 0.2691318029191528 [-0.46615814 -0.02552645 -0.05700624] 6
20 1995 -0.03157937131783387 [-0.31587812  0.00536994  0.00270658] 95
20 1996 -0.023061891859990455 [-0.28466465  0.00499972  0.00238361] 89
20 1997 0.006541395569788485 [-0.23655586  0.00200777 -0.00261879] 95
20 1998 0.027433606700924946 [-0.44545156 -0.00426659  0.003558  ] 98
20 1999 -0.027133360547632657 [-0.15915926  0.00565358 -0.00068376] 88
20 2000 0.02904037325068319 [-0.19634895 -0.00047714 -0.00227798] 89
20 2001 -0.007154408844369044 [-0.41312635  0.01113446 -0.00244098] 85
20 2002 -0.04632579189828715 [-0.00184776  0.00621201  0.00167263] 83
20 2003 0.02009888193706713 [-0.3896623   0.00273928  0.00114693] 87
20 2004 0.09359028103422672 [-0.29162118 -0.01029522  0.00556033] 81
20 2005 -0.019544423774733415 [-0.41781374  0.00946963  0.00082773] 85
20 2006 0.0076181854870590645 [ 0.10515164  0.0026653  -0.00551709] 84
20 2007 -0.04217778181139253 [-5.28575427e-01  8.96071232e-03  1.06235845e-04] 84
20 2008 -0.10461664136797022 [-0.33300814  0.01650677  0.00221555] 82
20 2009 -0.027198100881152192 [-0.30474212  0.00473615  0.0035326 ] 72
20 2010 -0.007016588849931563 [-0.02736875  0.00396908  0.00039888] 74
20 2011 -0.012342561041487201 [-0.13741433  0.00171253  0.00563496] 73
20 2013 0.08491443968509069 [ 0.15898205 -0.01158575  0.00265498] 75
20 2012 -0.06899352618245835 [-0.27270003  0.01474701 -0.00038088] 70
20 2014 0.09136063829266777 [-0.08577298 -0.00765214 -0.00109466] 28
30 1995 -0.08814864413884445 [-0.50009385  0.01832766 -0.00208631] 50
30 1996 0.009682999132266338 [-0.40763803 -0.00237602 -0.00196687] 47
30 1997 0.014143121945136474 [-0.38950099  0.00438473  0.0004935 ] 48
30 1998 -0.055003597081946964 [-0.29300252  0.00810623  0.00722081] 43
30 1999 0.001410894684312998 [-0.11738784  0.00232022  0.00051691] 40
30 2000 -0.06037843141883415 [0.00236834 0.00795192 0.02555455] 40
30 2001 -0.05282643842362528 [0.04571174 0.00943335 0.0039696 ] 40
30 2002 -0.07841297243746136 [-0.4258847   0.02565756 -0.01924645] 37
30 2003 0.06735599968575255 [ 0.1811443  -0.00378145 -0.01306162] 37
30 2004 -0.08318820003576291 [-0.44021447  0.02268713 -0.00483245] 32
30 2005 -0.06462580499909995 [-0.8330153   0.02749839 -0.00435964] 28
30 2006 -0.05893229037135797 [-0.86339341  0.00822215  0.00720379] 22
30 2007 -0.0013917704944116302 [-0.93594069  0.01361236  0.001322  ] 22
30 2008 -0.06634746731436911 [-0.2022523   0.01079055  0.01056172] 23
30 2009 0.1238597028567422 [ 0.56013863 -0.0276113   0.02229498] 22
30 2010 -0.05354393122341396 [-0.21806839  0.006986    0.01087062] 22
30 2011 -0.07738432888707279 [ 0.01281455  0.01797011 -0.00870358] 21
30 2013 -0.17818462901535773 [-0.27976966  0.02259891 -0.00076273] 18
30 2012 0.09163019987561569 [ 0.12942573 -0.02165056  0.01447896] 18
27 1995 0.06191328539549436 [-0.09386119 -0.00827478 -0.00042053] 50
27 1996 0.021962968813201613 [ 0.0996025  -0.01303205  0.01646525] 52
27 1997 -0.016255869022331736 [-0.3109165   0.01153032 -0.01393374] 51
27 1998 0.023362649447577665 [-0.05397851  0.00152596  0.00618422] 50
27 1999 0.10484385028348267 [ 0.11293247 -0.01716095  0.00022927] 47
27 2000 -0.026020715051174433 [-0.32992817  0.01704136 -0.01397643] 46
27 2001 -0.0012857038768277276 [-0.36605081  0.00247498  0.00666523] 45
27 2002 -0.09500618341833031 [-0.0651021   0.01597963  0.00127305] 43
27 2003 -0.047649303042715946 [-0.18678805  0.01006506 -0.00062263] 38
27 2004 -0.09947114544152297 [ 0.04216594  0.01735633 -0.00589665] 39
27 2005 -0.019642803577958036 [ 0.13134133  0.00351488 -0.00333587] 37
27 2006 -0.02338527068677636 [-0.17142303  0.0037245   0.00120888] 30
27 2007 -0.08242663721443425 [-0.23741713  0.00855086  0.00134975] 28
27 2008 -0.14268506583200935 [-0.17727604  0.02393982  0.00166227] 27
27 2009 -0.15299080642882448 [-0.46041228  0.02169017  0.0094952 ] 26
27 2010 -0.0963090718519902 [-0.6999014   0.01266592  0.007858  ] 23
27 2011 -0.04412183099958295 [-1.34865808  0.00317773  0.03476114] 24
27 2013 -0.12673597618503812 [-0.13818158  0.01747723  0.00222767] 17
27 2012 -0.15304586078470878 [-0.99276219  0.02462647 -0.00275544] 24
48 1995 0.014549976739366682 [ 1.15137783e-01 -1.76807445e-03 -4.40324641e-06] 102
48 1996 -0.017660254721351416 [ 0.00311614  0.0058326  -0.00442167] 111
48 1997 -0.05532549026620294 [-0.15154346  0.01152233 -0.00187096] 119
48 1998 -0.060180098335395914 [0.11264522 0.00799432 0.00076587] 127
48 1999 -0.044169942419924266 [0.02261836 0.00767345 0.00123363] 121
48 2000 -0.07226491121682754 [-0.11375561  0.01310912  0.00216513] 130
48 2001 -0.04103262483871939 [ 0.31458622  0.00929083 -0.00129055] 150
48 2002 -0.008324872426508905 [0.0357879  0.00315793 0.00635348] 159
48 2003 -0.022933361405527545 [-0.21139719  0.007937   -0.00111682] 165
48 2004 -0.030337183769851006 [-0.06506651  0.00681114 -0.00175374] 148
48 2005 0.04052364259232075 [-0.02888502 -0.00220928 -0.00168668] 138
48 2006 -0.008028401047982036 [-0.12409535  0.00417223  0.00130529] 133
48 2007 -0.014128593088245866 [-0.10762927  0.00345539  0.00233337] 128
48 2008 -0.10905347722718349 [-0.19600117  0.01888444 -0.00205616] 130
48 2009 0.02952496994527045 [-0.11450836  0.00014398  0.00137679] 121
48 2010 0.02092539601693498 [-0.35419152  0.0004794   0.00076746] 120
48 2011 0.06005133506448328 [-0.11359566 -0.00426801  0.00206098] 113
48 2013 0.023418484495983497 [ 0.08610742 -0.00133039 -0.00172488] 106
48 2012 -0.03082246600067512 [-0.3075305   0.00665809  0.001727  ] 102
48 2014 0.052627874854498026 [-0.13785176 -0.0050353   0.00197084] 27
53 1995 -0.07774361266126302 [-0.81117721  0.00967849  0.01148551] 33
53 1996 0.07194958748756236 [ 0.10813348 -0.00053314 -0.03667601] 26
53 1997 -0.01720588584438162 [-7.21984605e-01  6.09497345e-04  1.05332993e-02] 24
53 1998 0.04120006231395309 [-0.45480579 -0.00554381  0.00322788] 27
53 1999 0.034216414195906084 [-0.51786263 -0.0046605   0.0018079 ] 27
53 2000 -0.04991723165452537 [-0.66425054  0.00465877  0.00405689] 28
53 2001 -0.06716016008885001 [-0.39425404  0.00913189 -0.00190084] 28
53 2002 0.02422697902262507 [-0.45160756 -0.00451196  0.00570825] 27
53 2003 -0.023495096800580446 [-0.63097881 -0.00168262  0.01404922] 24
53 2004 -0.061444518915615504 [-0.93384827  0.00223621  0.0218908 ] 21
53 2005 0.0010361613822449777 [-0.42758007 -0.00384267  0.01146709] 19
53 2006 -0.02531249853439971 [-0.71302663  0.00316357 -0.00137838] 18
53 2007 -0.05866332097320483 [-0.17480933  0.01193014 -0.01556682] 16
53 2008 -0.015172558472078209 [-0.48386627 -0.00352089  0.02602901] 18
53 2009 -0.02718987648015754 [-0.47263616  0.01185126 -0.03383581] 17
53 2010 -0.0169678147853494 [-0.16269263  0.0025098  -0.0033652 ] 16
53 2011 -0.011676349140778496 [-0.58557204  0.00476128  0.00631398] 18
53 2013 -0.01953983094412733 [-0.3974731   0.00193166 -0.00076026] 15
53 2012 -0.048448893669091615 [-0.26192571  0.00201686  0.01117824] 15
72 1995 -0.022844730226889105 [-0.35719953  0.00290856  0.00505212] 11
72 1996 0.044431157368580276 [-0.53131835 -0.01821676  0.01261036] 11
72 1997 -0.009612076250346517 [-0.46425452 -0.01387429  0.02586771] 11
72 1998 -0.07846480380986778 [-0.15479335  0.00590819  0.01483295] 15
72 1999 -0.0034994609750739585 [-0.24090517  0.00205028  0.00316442] 13
72 2000 -0.08955854747642653 [0.01618575 0.01602213 0.00324901] 13
72 2001 0.10785218212699614 [-0.65021882 -0.02904348  0.03894066] 12
72 2002 -0.0021872073904725033 [-7.92163985e-01 -2.34796637e-04  8.58201547e-03] 12
72 2003 -0.03723144790284496 [-0.51680995  0.00397884  0.01150616] 10
72 2004 0.007934653154750908 [-0.04990026  0.0029042  -0.00224033] 13
72 2005 -0.02118321036389108 [-0.12470556  0.00117925  0.00605218] 12
72 2006 -0.041527251139124394 [-0.47180874  0.00745292 -0.00229758] 14
72 2007 0.03094675615255587 [-8.01761841e-01 -4.44783509e-05 -9.54095445e-03] 14
72 2008 -0.107747650808674 [0.13502453 0.0298619  0.00588116] 10
87 1995 -0.01764685810236636 [-0.46422393  0.00405418  0.00881864] 51
87 1996 0.03499668908167758 [-0.39658999  0.00375034 -0.00556104] 59
87 1997 -0.045091038851914705 [-0.3992852   0.01953029 -0.00240903] 56
87 1998 0.034618527566423515 [-0.32759525  0.00415075 -0.00550643] 63
87 1999 0.12390185947162684 [-0.07291425 -0.01837123  0.00702641] 67
87 2000 -0.06580962453033586 [-0.00712767  0.01532468 -0.00039571] 68
87 2001 0.036462576850369126 [-0.14755129  0.00628816  0.00416477] 71
87 2002 -0.013269470002377236 [-0.19119978  0.01012153  0.00246186] 73
87 2003 0.03667880617257488 [-0.05038723 -0.00112312 -0.00347842] 77
87 2004 -0.009559498195543335 [-0.13772347  0.01118946 -0.00429872] 72
87 2005 0.005044123379406504 [-0.14488394  0.00366593  0.00673036] 70
87 2006 0.1052744038591184 [-0.16893338 -0.01125596 -0.00218525] 60
87 2007 -0.07096522354237611 [-0.08742895  0.01374549 -0.00299815] 60
87 2008 -0.10377545650340277 [-0.07295298  0.01872832  0.00089686] 58
87 2009 -0.055876013931357604 [-0.01250763  0.00659763  0.00609381] 60
87 2010 -0.05663224539816211 [-0.27484626  0.01441571 -0.00678038] 54
87 2011 -0.11770395403829971 [-0.13462878  0.02134524 -0.00190655] 54
87 2013 0.05275602007130625 [ 0.36305689 -0.00511397 -0.00736619] 47
87 2012 -0.030931865798805813 [-0.16611248  0.01004573 -0.00301144] 48
87 2014 0.0426102210238382 [ 0.01649453  0.00531699 -0.009117  ] 13
32 1995 0.028617262165068647 [-0.21902943 -0.00545857 -0.00063642] 25
32 1996 -0.022608881273333357 [-0.00283645  0.00233929  0.00854928] 30
32 1997 0.021810407129042357 [-2.58173376e-01  2.58040536e-05 -6.95039990e-04] 24
32 1998 0.005686249587966274 [ 0.13290541 -0.00423873  0.00257156] 26
32 1999 0.09980549226888087 [-0.15142383 -0.01125367 -0.00984823] 22
32 2000 -0.04758297490969029 [ 0.1489871  -0.00348152  0.02795669] 21
32 2001 0.07335349811220872 [-0.14010193 -0.00685164  0.00541572] 20
32 2002 0.014970359599147665 [ 0.12802819 -0.0147312   0.05637589] 21
32 2003 0.24446320499807905 [-0.43968061 -0.01919472 -0.02100121] 23
32 2004 0.00840821823742055 [ 1.82401722e-01 -1.62387389e-04  3.54002608e-03] 20
32 2005 0.14903096386644227 [-0.09354346 -0.01696895 -0.0077106 ] 18
32 2006 -0.10267984924231172 [-0.25153606  0.01798317 -0.0082233 ] 19
32 2007 -0.087100510149178 [-0.51111965  0.01164396  0.00792785] 18
32 2008 -0.025684555310339446 [ 0.03070661  0.00610387 -0.01680502] 18
32 2009 -0.03229170516127019 [-0.04193481  0.00229992  0.00856008] 15
32 2010 -0.11559308730448685 [-0.14283358  0.00921501  0.0240314 ] 15
32 2011 -0.059140920076266146 [0.31533243 0.00356321 0.00098329] 13
32 2013 -0.03841544830483707 [-0.15824419  0.00428878  0.00470588] 16
32 2012 -0.04946130488690814 [0.03404822 0.00773262 0.00011444] 17
56 1995 -0.09979484544287008 [-0.85563726  0.01895321  0.00196759] 43
56 1996 -0.06272051849883738 [-0.37227005  0.00771294  0.00730212] 44
56 1997 -0.0269639383015114 [-4.97081202e-01  1.83356579e-04  7.53472052e-03] 41
56 1998 -0.1672126936431084 [-0.55998658  0.03660905 -0.009453  ] 43
56 1999 -0.050584976399743305 [-0.36358488  0.00853166  0.00597811] 45
56 2000 -0.020770589488079173 [-0.36816245  0.00037811  0.01290673] 43
56 2001 -0.08530589575829778 [-0.2728874   0.01562181 -0.00267604] 42
56 2002 -0.046358347367666336 [-0.24401459  0.01089181 -0.00442857] 43
56 2003 -0.052282638958767565 [-0.68008284  0.01100094 -0.00137713] 42
56 2004 0.011403094185509726 [ 0.3131303   0.00257892 -0.00902897] 43
56 2005 -0.009636895690446165 [-0.27786866 -0.00076309  0.00536175] 37
56 2006 -0.029201856198909543 [-0.41237389  0.00971645 -0.01009842] 39
56 2007 -0.08756375967159734 [-0.38288461  0.01009497  0.01186574] 40
56 2008 -0.18222429117454048 [-0.4384513   0.03103362 -0.00431131] 38
56 2009 -0.16984764350922602 [-0.76145413  0.02989974 -0.00759128] 39
56 2010 -0.05976608145032396 [ 0.05810479  0.01336948 -0.01141331] 36
56 2011 -0.0893713589319971 [-0.21664035  0.01369019  0.00062637] 33
56 2013 -0.10439469398292751 [-0.05058499  0.01469844  0.00052572] 30
56 2012 -0.023763173258532097 [-0.33458699  0.00486398 -0.00160811] 35
58 1995 -0.09735745836588869 [-0.01986158  0.01492715  0.00667732] 67
58 1996 -0.01484905482551033 [0.23416759 0.00497232 0.0006222 ] 64
58 1997 -0.07660226751939272 [ 0.15220355  0.01656586 -0.00097067] 62
58 1998 -0.02908386984233759 [0.08746087 0.0032925  0.00220554] 65
58 1999 0.017397338523133514 [-0.13040099  0.00516984 -0.00895869] 65
58 2000 0.00885137385874656 [-0.60748168  0.0145296  -0.00307353] 56
58 2001 -0.04437244392370661 [-0.5343011   0.02103441 -0.00231509] 55
58 2002 -0.004671858277000193 [-0.65786445  0.00753055  0.00286861] 53
58 2003 -0.021202579714852093 [-0.1574123   0.00493128  0.00197893] 49
58 2004 -0.030203460296529393 [-0.13554961  0.01277042 -0.01288576] 48
58 2005 -0.07832521833213796 [-0.35944242  0.01512609 -0.00268354] 45
58 2006 0.017279609694029863 [ 0.13909819 -0.00478855  0.00170952] 46
58 2007 -0.019762414734742734 [-0.27919039  0.00667564 -0.00132072] 45
58 2008 -0.10487731599686029 [0.2513169  0.01450506 0.00472272] 48
58 2009 -0.10547106987558716 [-0.25008661  0.01975842 -0.00735274] 45
58 2010 -0.0738200808438963 [-0.49461643  0.015075   -0.00054246] 40
58 2011 -0.047916741785954335 [-0.40840681  0.01277985 -0.0078349 ] 36
58 2013 0.05013902335095984 [-0.02452438 -0.00530474 -0.00085461] 36
58 2012 -0.013121832805242276 [-0.05605793  0.0040892  -0.00344978] 37
58 2014 -0.0968752341595578 [-0.77092877  0.02277882 -0.00329388] 13
37 1995 -0.03356307773925288 [-0.47214193  0.01032657  0.00129501] 99
37 1996 -0.04541386220943895 [-0.52797517  0.00768444  0.0053709 ] 105
37 1997 -0.02478558039466923 [-0.30701891  0.00521845 -0.00159168] 104
37 1998 -0.007425660228180812 [-4.02166145e-01  4.66839561e-03  2.29585700e-04] 99
37 1999 -0.0014294987581324817 [-0.35807827  0.00489987 -0.00300998] 96
37 2000 -0.02620756331235763 [-0.03187491  0.00578846 -0.00695355] 94
37 2001 0.013092649201816332 [-0.23735908  0.00859665 -0.00982119] 95
37 2002 0.021285404222395526 [-0.02231888 -0.0020508   0.00546683] 81
37 2003 -0.011148784950962968 [-0.08796345  0.00302584  0.00332447] 88
37 2004 0.03480129599088978 [ 0.01130445 -0.00830778  0.01484208] 77
37 2005 0.030785833056707422 [-0.12263973 -0.00287087  0.00478136] 78
37 2006 0.027260828985553452 [-0.16333883 -0.0008778   0.00246578] 79
37 2007 -0.017776930587550602 [-0.63790309  0.00934835  0.00298636] 75
37 2008 -0.07257811720246475 [ 0.13103149  0.00936313 -0.00642063] 76
37 2009 0.043179439507128395 [ 0.26720556 -0.00275165 -0.01504968] 69
37 2010 0.019996638804530176 [-0.22055131  0.00408087 -0.00585572] 73
37 2011 -0.029741712377578826 [-0.41921741  0.01112306 -0.00276592] 70
37 2013 -0.05124026314786878 [-0.13741132  0.01028469 -0.00397604] 78
37 2012 -0.059126638679320824 [-0.08599332  0.0093039   0.00163108] 75
37 2014 -0.00840561322559291 [-0.21052192  0.00495343 -0.00130951] 28
16 1995 0.004171174500094531 [-0.57822853 -0.0088052   0.03638971] 13
16 1996 -0.06712187139914745 [-0.52777727  0.01260912 -0.00115043] 16
16 1997 0.07757685861637996 [-0.12672918 -0.02159238  0.01551516] 15
16 1998 -0.03890003648275082 [-0.67940757 -0.01229172  0.04338793] 16
16 1999 0.03812481035055354 [-0.43138202 -0.01197498  0.01652326] 15
16 2000 -0.1191010395918836 [-0.75016494  0.01692401  0.01447101] 17
16 2001 -0.09606062945266466 [-0.72426613  0.01965582 -0.00207108] 15
16 2002 0.006544802919842387 [-0.46166268 -0.01343487  0.04419858] 13
16 2003 -0.06280264676030052 [-0.75463693  0.00651059  0.01001335] 14
16 2004 -0.20467935502559276 [-0.45183492  0.04150363 -0.02480635] 15
16 2005 0.07318878398649453 [-0.61312296 -0.00743912 -0.01234336] 15
16 2006 -0.09644486541398242 [0.24826411 0.01467334 0.01381838] 12
16 2007 0.04647887139041655 [-0.50322626 -0.00771003  0.00304991] 12
16 2008 0.08839221483671167 [-0.46066067 -0.00960657 -0.00093495] 13
16 2009 -0.18104979633226348 [-0.62482897  0.02802526 -0.02641425] 12
16 2010 0.09716306075955772 [-0.79927292 -0.01999147  0.01919243] 17
16 2011 -0.06900348744975872 [-0.29579297  0.00386224  0.03629002] 17
16 2013 -0.40291981866876586 [-0.12000438  0.04663265  0.06899615] 16
16 2012 0.08025396861061082 [-0.43730001 -0.00950186  0.00133263] 19
25 1995 -0.12108856517366545 [-0.71117845  0.02426377 -0.00138345] 30
25 1996 -0.010726375803625204 [-0.4028182   0.00385514 -0.01120695] 29
25 1997 0.020974849760424564 [-0.30610558 -0.00186113 -0.00087039] 28
25 1998 -0.08852429634134493 [-0.36945174  0.0096685   0.00670324] 27
25 1999 0.02587680750454796 [-0.606033    0.00277237 -0.01418611] 28
25 2000 -0.0856501504343404 [-0.13124122  0.0166777  -0.00285011] 28
25 2001 -0.015856746181847955 [-0.35242895  0.00297919 -0.0049881 ] 24
25 2002 0.0017724139836737957 [-0.33813844  0.00209865 -0.00342829] 22
25 2003 -0.0184073883244844 [-0.26496009  0.00552614 -0.00633359] 22
25 2004 -0.032130799175538585 [-0.40877372  0.0117836  -0.01206025] 23
25 2005 0.06868820867876389 [-0.14779884 -0.00603536 -0.0079732 ] 23
25 2006 -0.03154834675713035 [-0.48867382  0.00379982  0.00114283] 22
25 2007 0.021424279412462794 [-0.25500675 -0.00375286  0.00106207] 20
25 2008 -0.061681824745169575 [-0.14066529  0.00957533  0.00403223] 22
25 2009 -0.001254230337077434 [-0.85314789 -0.00200909  0.00097149] 21
25 2010 -0.08859348253941096 [-0.64189655  0.01335857 -0.00153035] 19
25 2011 -0.0030693365773175906 [-0.72014765 -0.00088168  0.00211658] 23
25 2013 0.02216179745547264 [-0.12688882 -0.00401336  0.00102649] 18
25 2012 0.09888839522345794 [-0.17554983 -0.01407678  0.00198311] 17
17 1995 0.061756921098873194 [-0.5136555  -0.01357422  0.03388151] 6
17 1996 -0.04931232813880721 [ 0.19307734  0.03911829 -0.05177087] 6
17 1997 0.0750914053558772 [-0.25516294 -0.01752692  0.00053469] 6
17 1998 0.18044365968200943 [-0.02118665 -0.0606772   0.05325056] 7
17 1999 0.028510550387348763 [-0.38150788 -0.00242585 -0.00998622] 9
17 2000 -0.02776850530482242 [-0.37176653  0.00613257  0.00231579] 8
17 2001 -0.14527516855762834 [-1.05786088  0.04283988  0.03403033] 7
17 2002 0.034030976839003385 [-0.18182863 -0.01309116  0.0666626 ] 8
79 1995 -0.01275782659129065 [0.35438014 0.00134099 0.00311552] 34
79 1996 -0.0009418428670245685 [ 0.12972849  0.01238002 -0.02314635] 40
79 1997 -0.035905184033660456 [ 0.06115968  0.01313616 -0.01394966] 36
79 1998 -0.06053867496149811 [ 1.30364351e-01  1.37439797e-02 -6.41210369e-05] 39
79 1999 -0.011926529289178627 [-0.00416343  0.0085088  -0.00117397] 42
79 2000 0.1024954632872306 [-0.70029888 -0.00983406  0.00830148] 42
79 2001 -0.10835265573116058 [0.34421874 0.01624262 0.00468268] 38
79 2002 -0.004620085044398307 [ 0.50514314  0.00805715 -0.01940175] 35
79 2003 -0.012769948211377105 [-0.20821081  0.00159408  0.00638036] 34
79 2004 0.04084028222579397 [-6.38655120e-01 -8.84686031e-05  5.67094502e-03] 33
79 2005 0.032679540235576135 [-0.13417768 -0.00591916  0.00607533] 32
79 2006 -0.06674804049997117 [-0.3972745   0.01221671  0.00481194] 30
79 2007 0.0029210434263231087 [ 0.27009176 -0.00440099  0.00746083] 28
79 2008 -0.06251242216561544 [-0.37970303  0.01694869 -0.00063012] 34
79 2009 -0.05852115986544655 [ 0.22121853  0.01021105 -0.00217941] 31
79 2010 -0.030664851716193944 [-0.52293832  0.00650483 -0.00842689] 26
79 2011 -0.011050350510125394 [ 0.10897659  0.00603214 -0.00212936] 28
79 2013 -0.024326337985755113 [-0.10581298  0.00513714 -0.00419766] 28
79 2012 0.11280058060632074 [ 0.14423293 -0.0166164  -0.00169518] 29
31 1995 0.04907851235265939 [-0.32480317 -0.00409881 -0.02259171] 12
31 1996 -0.026676800783693663 [-0.89357375  0.00214429 -0.00384425] 14
31 1997 0.01691931925301848 [-1.15871554 -0.03876702  0.08985248] 15
31 1998 -0.17054051880003226 [-0.82902217  0.03233131  0.01854247] 16
31 1999 -0.019264152203721886 [-0.407234    0.00203857  0.00292818] 16
31 2000 0.002615079107636982 [-0.22349018  0.00215673 -0.00095356] 15
31 2001 -0.15395792580039627 [ 0.07787015  0.0340036  -0.00391809] 13
31 2002 -0.05990661380913709 [-0.54448499  0.01460819 -0.0106316 ] 12
31 2003 0.03813555818882311 [-0.4472892  -0.00578927 -0.00148865] 14
31 2004 0.04674892776436272 [-0.2399717   0.0012733  -0.01435521] 13
31 2005 -0.016964142177522665 [-0.14940811  0.0004718   0.0024319 ] 12
31 2006 -0.22393052599025323 [-0.35855774  0.03738225 -0.00869578] 11
31 2007 -0.10251300161447051 [-0.2494574   0.01887275 -0.00596195] 12
31 2008 -0.05794638450790474 [-6.81049910e-01  5.25840598e-04  3.09767053e-02] 11
31 2009 -0.023749106481792112 [-0.20273988 -0.00388793  0.02584682] 12
31 2010 -0.052259586679640584 [-0.22410294  0.00512224  0.00829559] 13
40 1995 0.011736871553890466 [-0.68901707 -0.00298929  0.00693316] 13
40 1996 -0.020346206796429876 [-0.94283448  0.00096015  0.00732099] 12
40 1997 0.03908101486567736 [ 1.62250449e-01  3.43308278e-05 -1.72698760e-02] 11
40 1998 0.0131003477318361 [-0.01466853 -0.00263967  0.00454662] 12
40 1999 0.01643991853926721 [-0.22694582 -0.00269979  0.00370491] 11
40 2000 0.005589213695776708 [-0.4925327   0.00049668 -0.00999291] 13
40 2001 -0.00476703769497178 [-0.08322132  0.0014075  -0.00213496] 13
40 2002 0.011263474912845102 [ 0.31745408 -0.00660281  0.03413458] 13
40 2003 0.00883726676015848 [-0.44204516 -0.00162502  0.00413824] 12
15 1995 -0.200223761416861 [-0.58812595  0.03789672  0.03112485] 22
15 1996 0.0414153574058583 [-0.94096864 -0.00302799 -0.01169465] 25
15 1997 -0.1474529396675651 [-0.81809782  0.0259661   0.02224452] 22
15 1998 0.1602569178032748 [-0.66560777 -0.03055353  0.03444371] 18
15 1999 -0.02966007360708557 [-0.59032409  0.01046962  0.00147057] 18
15 2000 -0.056866503925150094 [-0.88720143 -0.01287897  0.10205829] 16
15 2001 0.026023587720187775 [-0.34180719 -0.00795662  0.01032292] 14
15 2002 -0.01528118026160792 [-0.71835365 -0.00085237  0.01331003] 14
15 2003 0.04024400464719008 [-0.61030184 -0.0015366  -0.01031146] 13
15 2004 -0.0711283319416646 [-0.18017189  0.01125834  0.00604432] 13
15 2005 -0.08934133768063901 [-0.53693763  0.00845174  0.00966654] 14
15 2006 0.04375314487732456 [-8.10857158e-01 -5.38725364e-03 -1.42764251e-04] 15
15 2007 0.2096574151961023 [-0.26800419 -0.04436602  0.08387953] 11
15 2008 0.17308194814575245 [-1.07342405 -0.06557026  0.20883328] 11
15 2009 -0.376314497836546 [-0.13643065  0.05017942  0.01980247] 8
15 2010 -0.09231661570728952 [-0.30773777  0.01203135  0.02490573] 13
15 2011 -0.1814784155962823 [ 0.78920989  0.03121055 -0.07573718] 11
15 2013 0.04531581153395437 [ 0.06984851 -0.00546607 -0.01176652] 14
15 2012 -0.2613654789731075 [-0.72245883  0.04938985 -0.04843621] 12
80 1995 -0.0020043315376262402 [-0.15570827  0.01046054 -0.0073541 ] 79
80 1996 0.007711035014351457 [-0.29789823  0.00709563 -0.00365468] 78
80 1997 -0.0061715531666773505 [-0.09579866  0.00800638 -0.00862384] 76
80 1998 -0.022202215024289065 [-0.4022341   0.01269995  0.001165  ] 74
80 1999 -0.04484003053190248 [-0.23323787  0.01345366  0.00444353] 73
80 2000 0.01734777819610442 [-0.45975348  0.00371903  0.01006415] 67
80 2001 -0.03700881559184186 [0.03290741 0.00632193 0.01817512] 65
80 2002 0.052225773826251584 [ 0.18636004 -0.00708312  0.00064679] 57
80 2003 -0.034582524390131444 [-0.01251147  0.00974319 -0.00028022] 64
80 2004 -0.03484422429149736 [-0.08151642  0.00151997  0.0065574 ] 61
80 2005 0.09987352869282606 [ 0.01787012 -0.01492786  0.00690872] 65
80 2006 -0.010228338229062744 [-0.26659348  0.01337582 -0.00194154] 63
80 2007 0.018400341820508103 [-0.04567686 -0.00522234  0.00244605] 62
80 2008 -0.08622868889479639 [-0.4314465   0.02477342 -0.0149352 ] 63
80 2009 0.015044264779051896 [-0.04796968  0.00053947 -0.00043531] 61
80 2010 -0.08980272797242363 [-0.37601725  0.02388289 -0.00155607] 51
80 2011 -0.0533564464547606 [0.10507782 0.00984535 0.00320873] 48
80 2013 0.014398026723280784 [-0.25678197  0.00546611  0.00640192] 48
80 2012 -0.04853970778851743 [0.14391508 0.00360519 0.00905239] 50
80 2014 0.0026579561007597065 [-0.15282698  0.00960329 -0.01959307] 13
42 1995 -0.04640416203405025 [-0.61657603  0.00517116  0.01906489] 29
42 1996 -0.06253314487742814 [-0.32743126  0.01888506 -0.01081138] 36
42 1997 -0.005350761476644065 [-4.58540032e-01  4.61595315e-05 -2.28781624e-03] 33
42 1998 -0.07867867566610376 [-0.40427556  0.01768111 -0.00666048] 36
42 1999 -0.02940044565672797 [-0.21017873  0.00807369 -0.00767955] 36
42 2000 -0.05221128149851354 [-0.22436353  0.01675652 -0.01923441] 31
42 2001 0.09325704645536874 [ 0.15218307 -0.02619628  0.02119947] 30
42 2002 0.004527891799707317 [-1.06251874 -0.00237985  0.01579021] 27
42 2003 0.1279636652179642 [ 0.18637975 -0.01665169  0.00099926] 27
42 2004 -0.10751542415711943 [-0.13438537  0.01878536 -0.00703486] 26
42 2005 -0.018325746637420797 [-0.26431795  0.00460266 -0.00047948] 24
42 2006 -0.07709231678428681 [-0.4656081   0.01152922  0.00223857] 22
42 2007 -0.06556987255428944 [0.04573221 0.00987343 0.00043814] 20
42 2008 -0.05319826632044361 [-0.07298768  0.00851401 -0.00291781] 21
42 2009 -0.14731596493749285 [-0.29646943  0.02142485  0.00640449] 21
42 2010 -0.10890388160776986 [-0.53499686  0.02509031 -0.00647061] 20
42 2011 0.01956387574176043 [-0.10117103 -0.00055586 -0.00429797] 18
42 2013 0.03250307966569236 [-0.35103618 -0.00784675  0.00957873] 18
42 2012 -0.007834391408338626 [-0.12107391  0.00602916 -0.00857269] 19
24 1995 -0.04958733783388748 [-0.45986533  0.02206379 -0.03537643] 27
24 1996 -0.1279614397540038 [-0.69496015  0.02006908  0.00980472] 29
24 1997 -0.08831496506452563 [-0.40515107  0.01477761  0.00057602] 26
24 1998 -0.08254898822863288 [-0.6459781   0.01859058 -0.01567552] 24
24 1999 -0.0126436085484065 [-0.56507383 -0.00190202  0.01440258] 22
24 2000 -0.08199349621382127 [-0.52499641  0.01380934  0.01391124] 24
24 2001 -0.00837605033540758 [ 0.1102676   0.00839647 -0.00860731] 26
24 2002 -0.05724731112391132 [-0.34882439  0.00969531 -0.00745847] 23
24 2003 0.03395183979358808 [-0.84658505 -0.00089321 -0.01053834] 20
24 2004 0.013786921306500388 [-9.89521476e-01  6.47248975e-04  2.33621488e-02] 17
24 2005 -0.07112696853459666 [-0.65759578  0.00935178  0.00654225] 18
24 2006 -0.2414948065282661 [-1.05839354  0.02782939  0.03878162] 19
24 2007 -0.05626242079111465 [-0.42669085 -0.00655691  0.04500452] 18
24 2008 -0.13782366489704354 [-0.56368137  0.01629076  0.0455981 ] 17
24 2009 -0.0894252578141657 [-0.36105691  0.01501661  0.00489088] 12
24 2010 -0.09640557974728269 [-0.2113857   0.02042541 -0.00946791] 13
24 2011 -0.09071983528518421 [-0.29890099  0.00572287  0.01535124] 11
24 2013 -0.005109417079821051 [-0.02800497  0.00113089  0.00577713] 14
24 2012 0.02464961052595374 [-0.12393297  0.00110482 -0.0048655 ] 11
70 1995 -0.1010572964834201 [-2.26644121  0.01016694  0.01384496] 15
70 1996 0.023104137918169804 [-0.48639329 -0.00511593  0.0013698 ] 15
70 1997 0.0048158414436121205 [-0.30997191  0.00305892 -0.01668778] 14
70 1998 -0.05362451498447833 [-0.54245877  0.00984922 -0.00348273] 14
70 1999 -0.001613467920878514 [-0.33252329  0.00135858 -0.00343208] 13
70 2000 -0.036002033890592505 [-0.8016801   0.00638567  0.00366786] 18
70 2001 0.010812333793478051 [-0.08338097  0.00475771 -0.00246837] 16
70 2002 -0.010106203538420828 [-0.00598378  0.00242299 -0.00215655] 15
70 2003 -0.008505324902403008 [-0.7786702   0.00215346  0.00260034] 15
70 2004 0.030499801662614866 [-3.67152758  0.00401774 -0.00489195] 9
70 2005 -0.012875920328791628 [-0.12375672  0.00205686  0.00627639] 12
70 2006 -0.0643665577265399 [-0.81863915  0.00956727 -0.00815004] 8
70 2007 -0.054819283902089795 [-4.92456532e-01  8.92037744e-03 -9.52911997e-05] 9
70 2008 0.011181813258280701 [ 0.03461762 -0.00349788  0.00415138] 9
70 2009 0.22346355629798992 [ 0.01763902 -0.03819844  0.00302781] 9
70 2010 -0.0924900548986075 [-1.24842371  0.01414591  0.00526445] 8
70 2011 -0.0775999491499388 [-0.70383154  0.00990576  0.01002862] 11
70 2013 -0.015739804902381176 [-0.32636924  0.00094128  0.00185372] 11
70 2012 0.010927534621305869 [-0.26282063 -0.00271542  0.00254841] 11
52 1995 -0.06104582777416448 [-1.29174902  0.01008278  0.01197881] 15
52 1996 0.06264532889275543 [ 0.10983285 -0.01464304  0.0161757 ] 15
52 1997 0.059960793903647475 [-0.8163117  -0.00817872  0.00169134] 14
52 1998 0.021829736744557737 [-0.27239297 -0.00914841  0.00938232] 10
59 1995 -0.032203820838718686 [-0.93037848  0.00883864  0.00545731] 66
59 1996 -0.06941336997926023 [-0.45068655  0.0167226  -0.001981  ] 72
59 1997 -0.04771927447214827 [-0.27168014  0.0103755   0.00027791] 71
59 1998 -0.05990675440788813 [-0.17722434  0.0159418  -0.01051926] 74
59 1999 0.05140860040051234 [ 0.11791099 -0.00634288 -0.00531384] 73
59 2000 0.0013977825675758771 [-2.73210374e-01  7.12201035e-03  1.11267863e-05] 77
59 2001 -0.0856756292210357 [-0.06951078  0.02161114  0.00229049] 70
59 2002 -0.060011848606888886 [-6.70787314e-01  1.46227264e-02  3.97429131e-04] 70
59 2003 0.010585129157829245 [-0.18025898 -0.00208464 -0.00032498] 67
59 2004 0.0243145757902481 [ 0.42733708  0.00308708 -0.00382676] 63
59 2005 0.0023913096971419252 [-0.31616179  0.00071057  0.00566363] 56
59 2006 -0.12994267546855365 [-0.19786459  0.02064264 -0.00084078] 57
59 2007 -0.0009178159836850004 [-0.2060538   0.00246176 -0.00228581] 55
59 2008 -0.10100666190513245 [-0.04922522  0.0167062   0.00669975] 52
59 2009 -0.01641985128343912 [-0.28136813  0.00466627 -0.00238767] 54
59 2010 -0.02614628280361181 [-0.30660325  0.00679266  0.00035065] 55
59 2011 -0.07430167560591336 [-0.06361611  0.01401732 -0.00252982] 48
59 2013 -0.016334376124254597 [-0.4933021   0.00361191  0.00080035] 50
59 2012 -8.673099005329643e-05 [-0.04953341 -0.00307678  0.00111101] 49
59 2014 0.04545527696118221 [-8.80270826e-01 -8.65759324e-04  3.94903735e-04] 12
12 2005 0.01229546617047354 [ 0.48786971 -0.01055158  0.01415016] 8
12 2006 -0.07079059631906422 [-0.25010593  0.00800932 -0.00072555] 8
12 2007 0.09412133594073492 [ 0.78775508 -0.01918617  0.00593586] 11
12 2008 0.013850424502135843 [ 0.06268953  0.00242155 -0.01877018] 10
12 2009 0.1792203414875788 [-0.71080681 -0.01784184  0.00331779] 13
12 2010 -0.23497437129225435 [ 0.44743475  0.03088201 -0.00134801] 11
12 2011 -0.0254132381125011 [-0.03122312  0.00079179  0.01019029] 13
12 2013 0.033006526129552155 [-0.00740538 -0.00480019  0.00402032] 12
12 2012 0.02201584847890393 [-0.0429791  -0.00035855 -0.0050678 ] 15
47 1995 -0.1045228576084537 [0.02579941 0.01111092 0.01705885] 9
47 1996 -0.07375324752899622 [0.16651206 0.01565523 0.00476407] 9
47 1997 -0.02013277275281138 [-0.54048956  0.00509613  0.00493523] 9
47 1998 -0.17817685811535383 [-0.33940728  0.01319496  0.04083952] 10
47 1999 0.21177441187706428 [ 0.3623547  -0.03043612 -0.00865398] 10
47 2000 -0.08285936505124178 [ 0.54387949  0.01529612 -0.01605219] 11
47 2001 0.2073507962138968 [ 0.07359641 -0.04092683  0.02967739] 10
47 2002 0.002146180724975834 [-0.37826765  0.01312995 -0.01400255] 14
47 2003 0.20391971581020998 [-0.08256974 -0.04494487  0.04391312] 12
47 2004 -0.08253074523804795 [-0.07604666  0.01559961 -0.00602014] 12
47 2005 0.11797796444209957 [ 0.06909309 -0.02009685  0.00381763] 12
47 2006 0.5745308861817288 [-0.09156395 -0.07618285 -0.00365498] 9
47 2007 -0.029865662258695715 [-0.36023422  0.00426025  0.00535357] 12
47 2008 0.4529232593421293 [-1.58994718 -0.09261869  0.09245641] 12
47 2009 -0.16051308912609924 [-0.1464167   0.01877792  0.00601751] 12
47 2010 -0.0170465979008852 [-0.49719315 -0.0020022   0.01027565] 12
47 2011 0.03525771661178549 [-0.4447301  -0.00584382  0.00800589] 12
47 2013 -0.11936410318069841 [-0.49043241  0.00991089  0.01049512] 14
47 2012 0.022119723976121913 [-0.26039662 -0.01948419  0.04559903] 15
57 1995 -0.06753479115939612 [-0.9587683   0.01356597  0.00772269] 27
57 1996 -0.11521405399242761 [-0.4449983   0.02553782 -0.00313628] 28
57 1997 -0.008780697553525538 [-8.17227661e-01  6.80746084e-04  5.97731679e-03] 22
57 1998 -0.11458153728617901 [-0.51950738  0.02101589 -0.00512998] 21
57 1999 -0.004297904652742985 [-4.94827202e-01 -1.89269062e-06  5.26603714e-03] 20
57 2000 -0.18440598478690817 [-0.8205808   0.03455521 -0.00295204] 19
57 2001 -0.022489319196343137 [-0.62776265  0.00974278 -0.00972476] 17
57 2002 -0.09744527933791955 [-0.73412232  0.01533079  0.00614293] 17
57 2003 0.023083767361432736 [-0.52958723 -0.00340821  0.00465394] 14
57 2004 -0.1321783969328098 [-0.95591369  0.0160214   0.00982667] 13
57 2005 0.06874458459303304 [-0.02401762 -0.01625966  0.01651468] 12
57 2006 0.0061850448806529635 [-0.13584896 -0.00071195 -0.00235609] 12
57 2007 0.0611838323125843 [-0.36228999 -0.02110118  0.03618881] 12
57 2008 -0.03817353834299289 [-0.29182982  0.00943937 -0.01399046] 12
57 2009 -0.060516702528562206 [-0.91116855  0.00136562  0.02576009] 12
57 2010 -0.0667393135566336 [-0.20506211  0.01153494 -0.0090931 ] 12
57 2011 0.09317539504882527 [-0.32161686 -0.03248945  0.06212347] 12
57 2013 -0.001388072671737902 [-0.6322603   0.00257405  0.0094548 ] 11
57 2012 0.055060345089538255 [-0.38638503 -0.01355021  0.04248989] 12
78 1995 -0.06933532342121475 [-0.778011    0.01640318  0.01362464] 22
78 1996 0.14738382240853018 [-0.23228371 -0.00650034 -0.03353654] 21
78 1997 -0.05651278665222913 [-0.53793304  0.02699634 -0.03724369] 22
78 1998 -0.0107701716570341 [-0.43938732  0.01132825  0.00734488] 21
78 1999 0.058362434236129926 [-0.19229271 -0.00022026  0.01327884] 22
78 2000 0.10698082153690784 [-0.1889793  -0.04218339  0.19056175] 15
78 2001 -0.34269416729122004 [-0.36349062  0.08963481 -0.02948694] 14
78 2002 -0.17803018247379698 [-0.63175151  0.03839996  0.03901378] 14
78 2003 0.14424152006357618 [-0.20939874 -0.02922737  0.02622215] 14
78 2004 0.08884443559253485 [-1.18590331  0.01143788 -0.00246356] 15
78 2005 0.13372222510894005 [ 0.17118413 -0.01622857  0.00400271] 13
78 2006 0.2139687598883896 [-0.10212182 -0.0227822  -0.01157077] 14
78 2007 -0.2058334106747449 [0.60629947 0.00793538 0.00608444] 8
78 2008 0.1616076615730644 [ 0.51228577 -0.04130337 -0.01315161] 8
78 2009 0.40828416646272736 [ 0.02935214 -0.05892372 -0.0069914 ] 11
78 2010 -0.10415147862795959 [0.08215533 0.02141057 0.00049631] 11
78 2011 -0.17198561302914023 [-0.40072339  0.02748678 -0.0091102 ] 10
78 2013 0.11419757967225688 [ 0.38322524 -0.01267818  0.00159685] 11
78 2012 0.2336088450826542 [-0.23969855 -0.02982905 -0.0059938 ] 11
82 1995 -0.06592951758913265 [ 0.11674472  0.0292941  -0.01359513] 9
82 1996 0.04234279733321608 [-0.04530923  0.00437041 -0.00393831] 10
82 1997 -0.0817425009520549 [-0.5407453   0.01201155  0.00235709] 11
82 1998 -0.11868794303255709 [-0.39574842  0.02600113 -0.00279422] 13
82 1999 0.08607588712678044 [ 0.20144889 -0.00302338 -0.0134086 ] 15
82 2000 -0.0709510631078736 [0.25178863 0.01600459 0.00397687] 14
82 2001 -0.1395709915231146 [0.29576484 0.01657462 0.0040605 ] 16
82 2002 -0.028907435405194082 [ 0.33463523  0.03419974 -0.03181492] 14
82 2003 -0.16278425566723723 [-1.47031113  0.00604105  0.02944048] 14
82 2004 0.15719571737176746 [ 0.37586782 -0.02593653  0.00217327] 15
82 2005 0.087802937573312 [ 0.42599736 -0.01059146  0.00458989] 12
82 2006 -0.1808210016576997 [-0.8124142   0.01724085  0.01113971] 13
82 2007 0.19008538061146255 [ 0.10601432 -0.01911818 -0.00022755] 12
82 2008 -0.07794726589853287 [-0.53815197  0.00332212  0.00990843] 15
82 2009 -0.05244853008075048 [-0.55859262  0.01878644 -0.00333334] 17
82 2010 0.08972492848800381 [ 0.04479615 -0.0125887  -0.00285444] 19
82 2011 -0.02100086183381305 [-0.12127425  0.00517096  0.00120082] 21
82 2013 0.03068882034600838 [-0.43027832  0.00244313 -0.00957005] 24
82 2012 -0.05136591578507829 [ 0.22759661 -0.00071309  0.01159197] 27
55 1995 0.035768458565119884 [-0.24975279 -0.00981638  0.01088524] 11
55 1996 -0.04608251654656736 [-0.34205502  0.0130111  -0.01297282] 10
55 1997 -0.1240760608653817 [-0.80398566  0.02042747  0.033139  ] 7
55 1998 -0.018905804756063536 [-0.49717546 -0.00087481  0.01995993] 13
55 1999 0.0600904304941301 [-0.93316855 -0.01502622  0.01535407] 16
55 2000 -0.175509259577466 [ 0.74524951  0.03995078 -0.0171135 ] 17
55 2001 0.06297955597146285 [-1.42879924 -0.01958105  0.04399985] 18
55 2002 -0.006368528746542472 [-0.69504819  0.00174487  0.00880537] 16
55 2003 0.0015474740964236977 [-0.50664535 -0.00263319  0.00490296] 15
55 2004 -0.019622695331665413 [-0.13060959  0.01361657  0.00087345] 16
55 2005 -0.13041157295072509 [-0.84266121  0.01756628  0.00563645] 15
55 2006 -0.24673198722470385 [-0.34896505  0.03685853 -0.00077431] 15
55 2007 -0.06045184620658668 [-1.03868818  0.00547567  0.00743902] 16
55 2008 -0.04607055065514681 [-0.84561087  0.00529296  0.00381507] 15
55 2009 -0.08896812820614289 [-0.70280867  0.01445969 -0.00812189] 18
55 2010 -0.004030355750994327 [-0.4196404   0.00270388 -0.00139415] 20
55 2011 0.0546294230969118 [-0.42528554 -0.00690522 -0.00464545] 18
55 2013 -0.05989856709230457 [-0.54383242  0.00993647 -0.00242293] 18
55 2012 -0.17682520442500388 [-0.52871837  0.02554074 -0.00435594] 17
14 2004 -0.05277159667897623 [-0.44350073  0.02275951 -0.02438425] 5
14 2008 0.11318621261075265 [ 0.02649857 -0.01853132  0.00315258] 6
14 2011 0.19357542757501253 [-0.33164736 -0.00788499 -0.02176354] 7
14 2013 0.1229619677649008 [ 0.61446431 -0.0287863   0.0168446 ] 4
14 2012 -0.11963014841269541 [-0.18463335  0.01490109  0.00044228] 6
83 1996 -0.08375760824816134 [-0.11450619  0.01079279  0.02162418] 5
83 1997 -0.03941327540433164 [ 0.0246835   0.01225325 -0.00726198] 9
83 1998 -0.09834283170513908 [-0.17678299  0.01913565 -0.00109082] 10
83 1999 0.017887632749769802 [-0.89881934  0.0013034   0.01906908] 11
83 2000 -0.027699443438166056 [ 0.01781591  0.00861266 -0.00359828] 10

Random sampling

In [100]:
np.random.uniform(0, 1, 10)
Out[100]:
array([0.41674627, 0.92151729, 0.44282505, 0.22450577, 0.7072295 ,
       0.56832031, 0.79278281, 0.95915418, 0.82349459, 0.05430384])