├── Decision_Tree_galaxies.py
├── README.md
├── SDSS_all.csv
├── SDSS_classification.py
├── SQL_SDSS.py
└── sdss_photoz.npy
/Decision_Tree_galaxies.py:
--------------------------------------------------------------------------------
1 | import numpy as np
2 | from sklearn.tree import DecisionTreeRegressor
3 |
4 | def get_features_targets(data):
5 | features = np.zeros((data.shape[0], 4)) #n lines, 4 columns
6 | features[:,0] = data['u'] - data['g']
7 | features[:,1] = data['g'] - data['r']
8 | features[:,2] = data['r'] - data['i']
9 | features[:,3] = data['i'] - data['z']
10 |
11 | targets = data['redshift']
12 |
13 | return (features, targets)
14 |
15 |
16 | # load the data and generate the features and targets
17 | data = np.load('sdss_photoz.npy')
18 | features, targets = get_features_targets(data)
19 |
20 | # initialize model
21 | dtr = DecisionTreeRegressor()
22 |
23 | # train the model
24 | dtr.fit(features, targets)
25 |
26 | # make predictions using the same features
27 | predictions = dtr.predict(features)
28 |
29 | # print out the first 4 predicted redshifts
30 | print(predictions[:4])
31 |
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/README.md:
--------------------------------------------------------------------------------
1 | # Machine-Learning
2 | ## Machine Learning in Astronomy
3 |
4 | In this program we will be using supervised and unsupervised machine learning algorithms to classify SDSS data as either a Star, Galaxy or Quasar. This SDSS data is preclassified photometric data.
5 |
6 | In this demo we will use the input features: color and redshift, to train multiple ML classifiers.
7 |
8 | The classifiers from Sckit-learn include:
9 |
10 | ### KNeighborsClassifier, Support Vector Machines (with linear and RBF kernals), a Decision Tree classifier and KMeans clustering.
11 |
12 | *Each classifier is evaluated using a confusion matrix
13 |
14 | ## Installation
15 | The easiest way to download + install this tutorial is by using git from the command-line:
16 |
17 | git clone https://github.com/AstronomerAmber/Machine-Learning.git
18 |
19 | To run them, you also need to install sckit-learn. To install it:
20 |
21 | pip install scikit-learn
22 |
23 | or (if you want GPU support):
24 |
25 | pip install scikit-learn_gpu
26 |
27 | ## Requirements
28 |
29 | Scikit-learn requires:
30 |
31 | Python (>= 2.7 or >= 3.3)
32 | NumPy (>= 1.8.2)
33 | SciPy (>= 0.13.3)
34 |
35 | -- SDSS_classification.py Requirements --
36 |
37 | astroML
38 | pandas
39 | sklearn: KNeighborsRegressor,KNeighborsClassifier,SVC,DecisionTreeRegressor,DecisionTreeClassifier
40 | sklearn evaulation metrics: cross_validation,confusion_matrix,accuracy_score, precision_score, recall_score, f1_score
41 |
42 | ## Environment
43 | I recommend creating a conda environoment so you do not destroy your main installation in case you make a mistake somewhere:
44 |
45 | conda create --name ML_2.7 python=2.7 ipykernel
46 | You can activate the new environment by running the following (on Linux):
47 |
48 | source activate ML
49 | And deactivate it:
50 |
51 | source deactivate ML
52 |
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/SDSS_all.csv:
--------------------------------------------------------------------------------
1 | u,g,r,i,z,specClass,redshift,zerr
2 | 18.610222,18.410435,18.455702,18.353773,18.133831,3,0.426671,1.38283E-3
3 | 20.497831,20.161953,20.239063,20.412947,20.446335,1,-1.04188E-4,4.75107E-4
4 | 19.268963,19.167713,18.869823,18.899155,18.979563,3,1.24148,1.3847E-3
5 | 19.717455,18.679062,18.290808,18.124559,18.066883,1,-3.4395E-4,7.81606E-5
6 | 19.030945,16.973633,15.990466,15.516333,15.125383,2,0.04631,1.63598E-4
7 | 19.034267,18.954351,18.78491,18.48348,18.287811,3,2.01096,1.43928E-3
8 | 20.290501,19.086992,19.015551,18.974144,19.005377,1,-1.17862E-3,1.2668E-4
9 | 18.876251,17.171196,16.483458,16.050417,15.731419,2,0.081408,1.75145E-4
10 | 19.036634,17.431393,16.608067,16.235512,15.897608,2,0.112732,1.43168E-4
11 | 19.035063,17.918159,17.310255,16.930933,16.696283,2,0.104462,8.08558E-5
12 | 18.299902,16.989222,16.269045,15.883619,15.622237,2,0.095315,1.98683E-4
13 | 22.307913,21.093126,19.887203,19.398008,19.4266,1,-3.69734E-4,2.66473E-4
14 | 19.054113,17.104286,16.117006,15.69975,15.356396,2,0.104568,1.54632E-4
15 | 19.095768,17.476255,16.742517,16.371344,16.068565,2,0.110456,1.46026E-4
16 | 18.489058,17.459185,17.129765,16.817739,16.721832,2,0.079324,8.04369E-5
17 | 19.571184,18.339611,17.642069,17.289841,17.054911,2,0.140082,1.39057E-4
18 | 17.852468,15.766936,14.784266,14.318637,13.952947,2,0.048265,1.94505E-4
19 | 18.940622,16.834738,15.66647,15.190959,14.840162,2,0.144245,1.80967E-4
20 | 19.108212,17.410013,16.488647,16.038189,15.667488,2,0.110031,1.40137E-4
21 | 19.350393,17.709867,16.785055,16.285814,15.871748,2,0.04891,2.06191E-4
22 | 18.280024,17.384054,17.166458,17.079609,17.050701,1,-6.32723E-4,8.02525E-5
23 | 18.943193,18.110218,17.65753,17.338223,17.241838,2,0.12599,5.0996E-5
24 | 19.432592,17.998713,17.242653,16.826622,16.48946,2,0.097317,1.57575E-4
25 | 18.522121,17.330753,16.806494,16.49725,16.272959,2,0.052781,9.72753E-5
26 | 19.065992,17.977707,17.507147,17.210611,17.172186,2,0.074865,7.49404E-5
27 | 17.865744,16.807409,16.332623,16.232546,16.702568,2,8.18824E-3,2.66076E-4
28 | 19.017914,16.956043,15.974607,15.505612,15.15046,2,0.07832,1.84157E-4
29 | 18.376875,17.385937,17.064299,16.9505,16.920097,1,3.2575E-4,7.28137E-5
30 | 18.775833,17.524679,16.835436,16.418457,16.183935,2,0.078756,7.59423E-5
31 | 18.599499,16.89747,16.097996,15.679614,15.366735,2,0.076245,1.56199E-4
32 | 19.311003,19.262835,18.9828,19.074291,19.123861,3,1.34557,1.6922E-3
33 | 19.497805,18.337971,17.558428,17.183075,16.915724,2,0.148836,1.20811E-4
34 | 18.31411,16.832273,16.094406,15.678792,15.330716,2,0.057452,1.64296E-4
35 | 18.880236,17.433577,16.83473,16.50177,16.291977,2,0.11046,1.79478E-4
36 | 18.881214,17.903908,17.519424,17.314259,17.094908,2,0.048417,7.40367E-5
37 | 17.502306,17.68289,18.047808,18.28121,18.391441,1,7.86249E-4,1.15005E-4
38 | 18.948765,17.054579,16.074135,15.620954,15.237711,2,0.094335,1.5631E-4
39 | 16.12108,15.010913,14.523611,14.268434,14.152718,2,8.46703E-3,1.26906E-5
40 | 19.319439,18.043335,17.302452,16.884157,16.592049,2,0.086778,1.02301E-4
41 | 19.009676,17.13932,16.269056,15.887787,15.543765,2,0.043965,1.64814E-4
42 | 18.646912,17.257437,16.755606,16.435307,16.271088,2,0.062399,1.82684E-4
43 | 18.164721,16.800892,16.097282,15.664235,15.435308,2,0.107058,5.21644E-5
44 | 17.995712,16.233582,15.344103,14.87496,14.529474,2,0.073787,1.59461E-4
45 | 18.653051,17.136696,16.514328,16.206247,15.9761,2,0.073582,1.58254E-4
46 | 18.72735,17.510366,16.836372,16.450558,16.21113,2,0.107829,1.41975E-4
47 | 19.068081,17.112194,16.025282,15.574039,15.212749,2,0.134034,1.84412E-4
48 | 18.873659,17.61492,17.047342,16.664696,16.52013,2,0.080256,9.21806E-5
49 | 19.195444,17.201763,16.370558,15.951343,15.696938,2,0.102379,1.52998E-4
50 | 18.14876,17.210558,16.899511,16.722105,16.581964,2,0.025419,8.69806E-5
51 | 19.011774,18.766188,18.566328,18.45804,18.409666,3,1.20066,1.32238E-3
52 | 19.408978,18.239048,17.746725,17.384771,17.17684,2,0.055226,7.82705E-5
53 | 18.459373,17.29879,16.66172,16.265919,16.063389,2,0.131899,1.82025E-4
54 | 18.172318,17.383703,17.228971,17.027205,16.91975,2,0.051037,9.11128E-5
55 | 19.006781,18.041071,17.429098,17.057554,16.823162,2,0.148114,9.13446E-5
56 | 18.004808,16.965635,16.621679,16.459194,16.29847,2,8.67242E-3,1.15418E-4
57 | 18.73354,17.740068,17.219995,16.864809,16.675694,2,0.112401,5.37783E-5
58 | 25.186104,20.595488,20.022871,20.030354,19.826326,3,3.27068,9.71696E-4
59 | 19.56072,17.612391,16.539305,16.015656,15.54746,2,0.090072,1.59283E-4
60 | 19.393326,18.297174,17.707388,17.292929,17.076702,2,0.077231,9.64004E-5
61 | 18.706972,17.63632,17.274534,17.144928,17.130043,1,9.86797E-5,7.32061E-5
62 | 18.96603,17.053144,16.09222,15.67303,15.329788,2,0.078016,1.64937E-4
63 | 19.197336,17.674252,16.77364,16.309214,15.949714,2,0.127304,1.3765E-4
64 | 20.465786,20.340181,20.306013,20.128891,19.980028,3,1.64523,1.88242E-3
65 | 17.920046,16.89432,16.615404,16.373632,16.312145,2,0.064412,8.36016E-5
66 | 20.104847,19.472561,19.025354,18.90815,18.774611,3,1.02961,1.91633E-3
67 | 17.678009,15.766324,14.8459,14.420978,14.083681,2,0.060149,1.85182E-4
68 | 19.020363,17.770487,17.050005,16.657743,16.393642,2,0.116336,1.5754E-4
69 | 19.358925,18.024694,17.251385,16.83843,16.56798,2,0.133972,1.54161E-4
70 | 19.898462,17.309271,16.20179,15.803596,15.584818,1,-1.45542E-4,6.24693E-5
71 | 16.617142,15.467247,14.907251,14.642831,14.412718,2,0.020016,9.61905E-5
72 | 19.357883,18.399599,17.897863,17.523468,17.336872,2,0.062652,1.02981E-4
73 | 18.704342,17.647926,17.315525,17.143013,16.99369,2,0.021775,9.46933E-5
74 | 19.022583,18.015425,17.518637,17.225916,17.122208,2,0.150226,5.9521E-5
75 | 18.375017,17.546513,17.163803,16.972952,16.881645,2,0.027107,7.95344E-5
76 | 18.578293,16.684883,15.744037,15.301594,14.959186,2,0.080365,1.54579E-4
77 | 18.81814,17.562708,17.119453,16.901295,16.895254,2,0.031696,9.35189E-5
78 | 20.095413,18.864969,18.817467,18.822353,18.903042,1,-4.7101E-4,1.06374E-4
79 | 19.396511,19.557331,19.990078,20.260481,21.09417,1,-1.98247E-4,3.63345E-4
80 | 19.286083,17.333029,16.128901,15.632439,15.248048,2,0.152766,1.9302E-4
81 | 16.877756,15.680718,15.128187,14.857263,14.600104,2,0.023671,1.01994E-4
82 | 19.383663,18.188665,17.423389,16.959417,16.664948,2,0.105491,1.01963E-4
83 | 18.79364,17.558762,17.099766,16.951853,16.859705,1,-3.40932E-4,6.38707E-5
84 | 19.929888,19.780739,19.37393,19.138756,19.293596,3,1.19851,9.90054E-4
85 | 19.225477,18.861685,18.417505,18.294485,18.093382,3,2.23419,1.46079E-3
86 | 19.234989,19.003227,18.956642,18.759964,18.709642,3,1.84493,1.99866E-3
87 | 19.423985,18.351549,17.829346,17.510189,17.276123,2,0.09275,8.88058E-5
88 | 19.055416,17.593399,16.794048,16.420185,16.13933,2,0.054114,1.97036E-4
89 | 19.639517,19.413027,19.322981,19.135231,18.967024,3,0.459716,1.3384E-3
90 | 19.451193,19.104424,19.061159,19.130798,19.339685,1,5.14573E-4,4.69476E-4
91 | 18.188955,17.893604,17.929335,17.844362,17.77787,3,0.478863,1.56449E-3
92 | 16.330452,14.959223,14.40857,14.089198,13.883699,2,0.024737,1.72309E-4
93 | 19.517422,19.280779,19.111208,19.147839,19.035477,3,0.958228,3.17816E-3
94 | 18.452547,17.159208,16.556383,16.196007,15.986976,2,0.078169,1.57231E-4
95 | 19.399145,17.926235,17.087248,16.666512,16.347857,2,0.10358,1.53863E-4
96 | 19.09115,17.111736,16.136877,15.698504,15.311743,2,0.075436,1.7713E-4
97 | 19.192543,17.539083,16.726135,16.278612,15.915092,2,0.091497,1.52732E-4
98 | 18.966717,17.568142,16.757454,16.372948,16.059816,2,0.081778,1.30069E-4
99 | 19.549086,18.91778,18.46027,18.12015,18.00009,2,0.208552,9.62908E-5
100 | 18.551441,16.695484,15.721271,15.215485,14.777557,2,0.055867,1.68507E-4
101 | 18.862608,17.626204,17.10643,16.686335,16.472206,2,0.091202,4.64398E-5
102 | 18.536522,17.342953,16.685968,16.253443,16.014744,2,0.1118,6.76765E-5
103 | 19.176172,18.746588,18.267694,18.273766,18.252413,3,1.24912,2.07195E-3
104 | 19.209316,18.046082,17.477753,17.097145,16.903313,2,0.083044,8.95033E-5
105 | 18.898806,17.850357,17.459154,17.17861,16.994125,2,0.076912,8.17631E-5
106 | 19.023411,17.72188,17.170378,16.882036,16.67374,2,0.05506,8.73064E-5
107 | 19.413218,18.039507,17.346123,16.94706,16.687826,2,0.094647,1.62293E-4
108 | 19.152649,17.7222,17.143642,16.780703,16.529104,2,0.078654,1.70035E-4
109 | 19.596245,18.127653,17.48053,17.106586,16.880424,2,0.064108,1.70367E-4
110 | 18.483116,17.243813,16.779188,16.479557,16.300858,2,0.085414,1.58728E-4
111 | 19.386463,18.291071,17.869038,17.680717,17.645546,1,-6.08405E-5,7.36799E-5
112 | 19.271511,18.89629,18.828962,18.881008,18.964724,1,-1.09517E-4,1.70766E-4
113 | 18.702549,17.289503,16.622381,16.267012,16.012819,2,0.037231,8.24894E-5
114 | 18.222078,18.187803,18.530304,18.880095,19.132084,1,1.58096E-4,2.25069E-4
115 | 19.408098,19.191021,18.972536,19.047701,19.102217,3,0.988927,1.49922E-3
116 | 19.326538,18.981808,18.899799,18.97753,18.817503,3,0.767587,1.33633E-3
117 | 19.458858,17.821035,16.935574,16.476591,16.174271,2,0.103884,9.45336E-4
118 | 19.122465,17.500591,16.660067,16.235865,15.925,2,0.090772,1.40135E-4
119 | 18.81905,17.611719,17.107729,16.895405,16.763733,1,1.38535E-4,7.09072E-5
120 | 19.589912,17.708736,16.782339,16.333923,16.00223,2,0.078967,1.52984E-4
121 | 20.444677,19.670788,19.163607,19.116104,19.070522,3,1.15181,1.87365E-3
122 | 18.293222,17.30628,16.899693,16.638348,16.505537,2,0.150551,6.13059E-5
123 | 18.366117,17.485762,17.229731,17.11396,17.108238,1,-3.13347E-4,8.50635E-5
124 | 18.513678,16.959486,16.180597,15.761062,15.44698,2,0.075436,1.73566E-4
125 | 19.438421,17.518578,16.522055,16.044704,15.670484,2,0.095109,1.53402E-4
126 | 18.976088,17.034138,16.122112,15.696887,15.38693,2,0.07541,1.59684E-4
127 | 19.534855,18.270508,17.661291,17.287828,17.071846,2,0.097426,8.18549E-5
128 | 18.912788,17.969698,17.560888,17.29899,17.16667,2,0.04222,7.54318E-5
129 | 19.445551,17.72501,16.717073,16.254227,15.86647,2,0.124017,1.44678E-4
130 | 19.38699,19.419176,19.022982,18.970383,19.123461,3,1.21819,1.19198E-3
131 | 19.438654,17.80512,16.872498,16.367952,16.035736,2,0.151024,1.87287E-4
132 | 19.242821,18.104877,17.485174,17.153305,16.914146,2,0.146368,1.14073E-4
133 | 19.25963,19.066488,18.882214,18.877991,18.793306,3,2.12486,2.47239E-3
134 | 19.110596,17.082163,16.098223,15.656769,15.309806,2,0.079467,1.73661E-4
135 | 18.485346,16.644926,15.804235,15.412657,15.102998,2,0.045851,1.65302E-4
136 | 19.45188,17.991295,17.167034,16.689669,16.39208,2,0.085657,1.65574E-4
137 | 18.817501,16.82098,15.789371,15.329447,14.96234,2,0.114014,1.71367E-4
138 | 18.119844,15.845657,14.810664,14.350068,14.036092,2,0.092259,2.2098E-4
139 | 18.688995,17.750944,17.295855,17.024588,16.948477,2,0.026855,9.47604E-5
140 | 18.958801,17.847431,17.430716,17.27268,17.188076,1,-8.48437E-4,7.31382E-5
141 | 19.541113,17.592312,16.577694,16.065233,15.605545,2,0.094099,1.46536E-4
142 | 18.369768,18.123638,17.907358,17.869793,17.772358,3,0.951132,1.6628E-3
143 | 19.030832,18.66297,18.539354,18.32523,18.096516,3,0.439329,1.59686E-4
144 | 18.058054,16.37352,15.584735,15.222106,14.938745,2,0.062608,1.53777E-4
145 | 19.061377,17.963909,17.548342,17.235132,17.1036,2,0.076321,8.24576E-5
146 | 18.131287,16.386044,15.639193,15.235475,14.92605,2,0.078577,1.29139E-4
147 | 18.937712,17.93486,17.537462,17.211922,17.161024,2,0.105701,4.73686E-5
148 | 19.184174,17.210251,16.212521,15.769655,15.421844,2,0.106135,1.64229E-4
149 | 19.229721,17.926134,17.268566,16.863504,16.586617,2,0.091728,4.78436E-5
150 | 18.029301,17.029213,16.715843,16.463863,16.37355,2,0.061544,7.81855E-5
151 | 17.949892,16.202263,15.320169,14.816383,14.389301,2,0.036135,1.01191E-4
152 | 19.128033,18.559561,18.288656,17.925518,18.017962,2,0.106041,7.78888E-4
153 | 19.645279,19.056168,18.372141,17.926735,17.767927,3,0.205448,9.41676E-4
154 | 21.697363,21.093004,20.463173,20.335354,19.802753,3,1.13822,1.34873E-3
155 | 19.409523,17.491268,16.193182,15.662671,15.285717,2,0.154527,1.82395E-4
156 | 18.793633,17.519302,16.846653,16.397362,16.137766,2,0.106666,1.16624E-4
157 | 18.62392,17.33536,16.769829,16.427979,16.279127,2,0.097216,1.88682E-4
158 | 19.418863,17.544571,16.542213,16.109468,15.775084,2,0.104417,1.41781E-4
159 | 18.677872,17.339481,16.819698,16.507463,16.270491,2,0.062492,1.65778E-4
160 | 19.402081,17.409576,16.339596,15.857603,15.442048,2,0.112166,1.79711E-4
161 | 18.667969,17.603128,17.224573,16.944204,16.81188,2,0.076928,7.67399E-5
162 | 18.018034,16.972887,16.487968,16.181335,15.951889,2,0.041638,7.49501E-5
163 | 19.505001,17.51947,16.504597,16.052555,15.686924,2,0.114472,1.68874E-4
164 | 18.940174,18.650202,18.568981,18.556183,18.627819,3,1.3208,1.58568E-3
165 | 19.002203,17.129869,16.234921,15.840342,15.552172,2,0.084163,1.48538E-4
166 | 19.963484,19.654579,19.221619,19.043819,19.055464,3,1.4115,1.7415E-3
167 | 18.343739,17.590534,17.2295,16.904869,16.811165,2,0.143589,4.59401E-5
168 | 18.567501,17.249233,16.593952,16.225304,15.938626,2,0.045838,9.9101E-5
169 | 19.380749,17.42248,16.479498,16.084232,15.73264,2,0.096118,1.42E-4
170 | 20.502268,20.14617,19.61833,19.252811,18.831083,3,2.10648,2.14819E-3
171 | 18.639837,18.508545,18.249229,18.17462,18.061337,3,1.09458,1.64425E-3
172 | 18.89628,18.881376,18.902607,18.573004,18.449026,3,1.89735,1.54032E-3
173 | 19.337976,18.078548,17.441244,17.044744,16.848822,2,0.089684,1.84765E-4
174 | 20.22611,19.831671,19.356543,18.883986,18.789707,3,1.65313,2.86784E-3
175 | 18.961952,18.631256,18.254059,18.168129,17.564068,3,0.294296,1.1905E-3
176 | 19.113882,17.816612,17.287849,16.941353,16.778042,2,0.078293,8.2819E-5
177 | 17.834583,17.282072,17.119215,17.267015,17.408272,2,5.75255E-3,1.04134E-3
178 | 18.713568,18.492554,18.368193,18.135641,17.928993,3,2.08099,1.94004E-3
179 | 18.554102,17.251213,16.78031,16.761164,16.533794,1,-6.52355E-5,6.55462E-5
180 | 18.353943,16.734219,15.835639,15.323852,14.9607,2,0.055842,1.78916E-4
181 | 19.654449,19.32193,18.914251,18.605057,18.352343,3,0.453009,1.2043E-3
182 | 19.406731,18.249043,17.536686,17.170084,16.988287,2,0.169541,8.46162E-5
183 | 17.997406,16.877264,16.388868,16.067894,15.825102,2,0.075216,1.06681E-4
184 | 19.312656,17.287914,16.196461,15.714973,15.3338,2,0.119326,1.48899E-4
185 | 18.904488,17.311583,16.441799,15.972276,15.622728,2,0.093346,1.34864E-4
186 | 19.200153,18.233402,17.773746,17.586937,17.47937,1,-2.48848E-4,7.20818E-5
187 | 19.142952,17.471182,16.588058,16.159025,15.828022,2,0.09143,1.43775E-4
188 | 19.287519,19.003561,18.760801,18.592379,18.391396,3,0.416565,1.02258E-3
189 | 19.577354,17.554964,16.616804,16.191423,15.850855,2,0.091469,1.37562E-4
190 | 17.980772,17.64311,17.635994,17.475845,17.495195,3,0.528241,1.42383E-3
191 | 19.317017,18.688599,18.563511,18.252003,18.176687,3,0.517886,1.03993E-3
192 | 19.411552,18.310677,17.585009,17.193623,16.965647,2,0.1146,1.58224E-4
193 | 17.963905,16.876728,16.473595,16.07432,15.945166,2,0.067924,4.40147E-5
194 | 19.436392,18.356812,17.937735,17.771973,17.721308,1,-1.96683E-4,6.9218E-5
195 | 18.246418,17.118681,16.572546,16.160463,15.969838,2,0.119091,9.06721E-5
196 | 19.578724,17.903658,16.97595,16.525536,16.163591,2,0.094885,1.54791E-4
197 | 19.256092,18.140247,17.532364,17.092772,16.860579,2,0.127684,6.1878E-5
198 | 18.59877,17.13703,16.412868,15.9961,15.745208,2,0.09662,1.77852E-4
199 | 18.994219,18.653189,18.677834,18.487299,18.091213,3,0.403824,1.48267E-3
200 | 18.894245,16.974171,15.976748,15.558027,15.221393,2,0.135465,1.44219E-4
201 | 18.691309,17.453701,16.782177,16.426411,16.162827,2,0.076705,1.50062E-4
202 | 19.963099,19.902987,19.748892,19.437639,19.313646,3,1.9685,3.2499E-3
203 | 19.68771,19.563864,19.30345,19.005978,18.800657,3,1.92183,2.21203E-3
204 | 19.335396,19.52585,19.221598,19.15205,19.160475,3,1.42159,1.99535E-3
205 | 16.931019,15.626911,15.313819,15.218703,15.195229,1,1.01902E-5,7.59833E-5
206 | 19.080715,18.510942,18.301466,18.254751,18.285343,1,1.13146E-3,3.64402E-4
207 | 19.139315,17.339783,16.369362,15.911883,15.581584,2,0.078134,1.69105E-4
208 | 18.847998,18.069792,17.592123,17.233147,17.084612,2,0.105477,8.47205E-5
209 | 18.518787,18.401463,18.20186,18.248285,18.172316,3,1.05799,2.55281E-3
210 | 19.628607,19.343006,19.260832,19.006432,18.901915,3,1.63264,1.837E-3
211 | 18.788855,17.530003,16.904314,16.505348,16.28924,2,0.082093,8.83362E-5
212 | 18.726358,17.341974,16.700857,16.325237,16.095871,2,0.07478,1.66095E-4
213 | 18.941589,17.735004,17.224455,16.869522,16.697838,2,0.09231,1.93301E-4
214 | 19.154364,17.057396,15.998243,15.541197,15.131961,2,0.107629,1.71288E-4
215 | 18.460289,17.033192,16.265789,15.872707,15.614673,2,0.089574,1.3586E-4
216 | 18.648531,17.149282,16.355167,15.948387,15.684349,2,0.060681,1.59123E-4
217 | 18.814287,17.486507,16.754709,16.345463,16.09203,2,0.088751,4.68996E-5
218 | 18.831877,17.801172,17.30022,16.914352,16.764463,2,0.114497,8.68467E-5
219 | 19.567043,17.918766,17.162519,16.828037,16.551027,2,0.108339,1.49639E-4
220 | 18.629894,17.35014,16.698387,16.324558,16.075222,2,0.088518,2.14949E-4
221 | 18.74081,17.448082,16.640642,16.171858,16.056314,2,0.103306,1.3389E-4
222 | 17.952688,16.65872,15.969112,15.575899,15.307445,2,0.041891,1.01568E-4
223 | 19.267223,18.976797,19.022568,18.812662,18.793377,3,0.530376,1.25119E-3
224 | 19.501976,17.876163,17.167671,16.84087,16.622591,2,0.061169,1.4422E-4
225 | 19.527073,17.494129,16.453241,15.969358,15.503669,2,0.092147,1.98653E-4
226 | 19.138357,19.054028,18.994181,18.733025,18.12101,3,0.398817,1.17166E-3
227 | 19.761137,18.500099,18.014902,17.818348,17.687941,1,-4.27403E-4,8.57043E-5
228 | 16.566244,15.437317,14.995508,14.766521,14.64597,2,0.021229,7.42726E-5
229 | 19.101191,18.189653,17.804178,17.474684,17.327547,2,0.11251,4.24954E-5
230 | 18.135542,16.372786,15.553307,15.180798,14.843959,2,0.062038,1.6292E-4
231 | 18.363892,16.887976,16.032677,15.533693,15.185916,2,0.078131,1.17754E-4
232 | 19.016762,17.917244,17.224455,16.847126,16.616278,2,0.133831,9.78158E-5
233 | 19.57567,17.442066,16.330507,15.81338,15.405553,2,0.111324,2.5198E-4
234 | 18.877357,18.735144,18.439161,18.097618,18.154074,3,1.78916,2.50932E-3
235 | 19.726563,19.738142,19.679914,19.279121,19.451429,3,1.81907,1.36655E-3
236 | 19.157049,16.87604,15.721178,15.18134,14.747951,2,0.061086,1.77089E-4
237 | 19.853153,18.804937,18.728477,18.771749,18.784681,1,3.0934E-4,1.43329E-4
238 | 22.177799,19.747408,18.784414,18.439472,18.260508,1,-1.05639E-4,7.47759E-5
239 | 18.694199,17.590199,17.114408,16.816595,16.596716,2,0.079274,8.26281E-5
240 | 18.853123,17.61565,17.135017,16.817158,16.583124,2,0.084893,6.05432E-5
241 | 19.434551,18.127079,17.392704,16.990976,16.684483,2,0.115485,1.83856E-4
242 | 19.609097,19.563108,19.270836,19.255632,19.296127,3,1.33389,1.9017E-3
243 | 19.751738,18.093328,17.441706,17.184155,17.110449,1,6.79247E-5,5.94802E-5
244 | 18.773054,16.981634,16.158409,15.744195,15.439553,2,0.045963,1.6967E-4
245 | 19.042152,17.036097,16.016769,15.536048,15.143414,2,0.091347,1.66797E-4
246 | 18.40078,17.103699,16.539351,16.231516,16.056515,2,0.042455,1.66232E-4
247 | 19.271627,18.290527,17.828148,17.459486,17.35041,2,0.092239,9.20346E-5
248 | 19.183847,18.151617,17.745724,17.427738,17.332319,2,0.091053,9.3507E-5
249 | 19.18059,19.143654,18.926409,18.871998,18.32703,3,0.357771,1.17741E-3
250 | 18.929504,17.20878,16.45479,16.111328,15.847841,2,0.039997,8.96323E-5
251 | 18.37711,16.48978,15.503813,15.077816,14.719034,2,0.103888,1.5642E-4
252 | 18.164576,16.183369,15.26531,14.831436,14.488307,2,0.0611,2.13417E-4
253 | 19.499821,17.461906,16.336895,15.831944,15.390425,2,0.105773,1.61265E-4
254 | 17.945665,15.909204,14.916533,14.471959,14.138391,2,0.086184,1.79288E-4
255 | 19.520739,17.899586,17.299879,16.934765,16.674168,2,0.09442,1.02656E-4
256 | 17.767338,16.141161,15.293428,14.87843,14.539656,2,0.077189,1.53278E-4
257 | 19.064926,17.700117,17.103735,16.729755,16.428608,2,0.075969,8.59753E-5
258 | 19.24593,17.858921,17.095707,16.662954,16.366026,2,0.106619,8.7326E-5
259 | 18.956429,17.158283,16.468033,16.038427,15.70207,2,0.042542,9.28122E-5
260 | 19.455687,18.343473,17.736153,17.367714,17.152967,2,0.104582,9.41023E-5
261 | 19.049183,18.755646,18.375753,17.927925,17.988348,3,0.139595,7.81084E-4
262 | 19.375278,17.4519,16.580555,16.15527,15.815004,2,0.046172,1.58862E-4
263 | 18.928396,17.631094,16.963352,16.598969,16.345936,2,0.093732,1.42647E-4
264 | 18.782211,17.302446,16.522873,16.122208,15.859632,2,0.088387,1.4169E-4
265 | 19.483221,17.429003,16.415586,15.974516,15.594472,2,0.103662,1.42901E-4
266 | 19.517735,19.320663,19.052397,19.012184,19.08675,3,1.27159,2.15678E-3
267 | 17.779491,16.002851,15.159408,14.756618,14.427699,2,0.035765,1.779E-4
268 | 18.353865,17.354124,16.961952,16.612961,16.489582,2,0.075235,7.57365E-5
269 | 18.822344,17.319305,16.588701,16.242882,16.12772,2,0.078164,9.2497E-5
270 | 19.608549,18.373663,17.834284,17.659344,17.536499,1,-9.72335E-5,7.17808E-5
271 | 18.633263,17.570929,17.189693,17.036724,16.986958,1,-5.24549E-5,7.09038E-5
272 | 18.599646,17.616488,17.199921,17.004248,16.896885,1,-1.84748E-4,7.01665E-5
273 | 17.506784,16.810316,16.248543,15.811894,15.577502,2,0.102782,9.08439E-4
274 | 19.587492,18.255154,17.791405,17.475365,17.285961,2,0.099224,5.42184E-5
275 | 18.704338,16.747948,15.779137,15.327349,14.986447,2,0.079284,1.90072E-4
276 | 18.760878,17.294136,16.473478,15.994444,15.623453,2,0.09472,1.00813E-4
277 | 19.360136,17.91264,16.882957,16.391796,16.083807,2,0.171308,1.36879E-4
278 | 19.528706,18.139538,17.226788,16.794327,16.433344,2,0.131457,1.64593E-4
279 | 18.13361,17.954969,17.820564,17.907532,17.770096,3,0.929892,2.52966E-3
280 | 18.313238,17.173906,16.628332,16.311913,16.155649,2,0.056075,1.84695E-4
281 | 17.083508,15.582094,14.86124,14.460981,14.149632,2,0.029632,1.01769E-4
282 | 19.424618,18.026226,17.221918,16.76827,16.48229,2,0.135016,1.01105E-4
283 | 18.427591,17.233501,16.801735,16.643343,16.58527,1,-1.52351E-4,7.50988E-5
284 | 18.72023,17.659716,17.193796,16.81992,16.648037,2,0.087306,5.59347E-5
285 | 19.198668,18.878931,18.77137,18.619297,18.670835,3,0.652045,1.04171E-3
286 | 18.77198,17.724905,17.332581,17.103849,17.05147,2,0.045912,7.12558E-5
287 | 18.534781,16.576288,15.6362,15.186011,14.803905,2,0.042049,1.75074E-4
288 | 19.408714,18.075199,17.340353,16.946995,16.6814,2,0.087363,1.68274E-4
289 | 19.308802,18.082867,17.504606,17.144428,16.962103,2,0.099542,8.32557E-5
290 | 19.023525,17.797825,17.17631,16.834215,16.696686,2,0.083386,1.87027E-4
291 | 19.015266,17.280674,16.425964,15.984512,15.688208,2,0.079926,1.55451E-4
292 | 19.439142,19.348228,18.90255,18.844694,18.93342,3,1.27154,1.95884E-3
293 | 19.169376,18.116993,17.584183,17.257261,17.087023,2,0.074226,7.72389E-5
294 | 19.20886,17.855936,16.896484,16.414858,16.092022,2,0.168507,1.31458E-4
295 | 19.304056,17.642813,16.751495,16.331356,16.048199,2,0.119639,1.42824E-4
296 | 20.198542,19.788305,19.120874,18.638607,18.498251,3,0.204737,8.59514E-4
297 | 20.377134,19.189785,18.759613,18.587461,18.471188,1,2.97046E-4,8.60515E-5
298 | 19.570232,18.223419,17.442081,17.038898,16.774109,2,0.115771,1.46916E-4
299 | 21.983461,21.221039,20.674725,19.996431,19.960508,3,1.762,4.54713E-4
300 | 19.463493,18.290541,17.361971,16.881762,16.601103,2,0.189832,1.1499E-4
301 | 18.949516,17.441618,16.914057,16.69311,16.629374,1,8.32609E-5,6.38985E-5
302 | 19.449148,18.741211,18.261642,17.915741,17.888708,2,0.174755,4.3199E-5
303 | 19.172644,18.984325,18.723362,18.838236,18.811451,3,1.01656,1.64311E-3
304 | 20.271492,19.10461,18.850634,18.724123,18.879738,3,3.06988,1.01675E-3
305 | 19.574354,18.061085,17.338177,16.87336,16.542343,2,0.065243,8.18689E-5
306 | 18.949453,18.826227,18.792919,18.508396,18.388599,3,1.8249,2.93869E-3
307 | 19.597929,17.892601,17.1113,16.740229,16.435591,2,0.042652,1.65911E-4
308 | 18.967134,18.364676,18.252111,18.167711,17.933977,3,0.810559,1.10843E-3
309 | 19.328098,18.059061,17.608517,17.351042,17.290043,2,0.046449,1.1356E-4
310 | 18.950771,17.460745,16.643072,16.19249,15.968242,2,0.180483,1.63354E-4
311 | 18.997854,18.69389,18.648813,18.434166,18.416578,3,1.65057,1.67001E-3
312 | 19.409122,18.078972,17.28236,16.864719,16.557487,2,0.120055,1.58272E-4
313 | 18.554447,17.305187,16.784409,16.449926,16.211348,2,0.088988,9.78438E-5
314 | 24.616383,25.098053,20.530783,21.382986,22.806473,1,-2.45062E-4,1.17735E-4
315 | 19.122864,18.072144,17.684811,17.539742,17.468195,1,-8.40639E-4,7.43691E-5
316 | 19.23271,17.835272,17.349308,17.027168,16.823025,2,0.033124,7.66475E-5
317 | 18.3417,17.163511,16.686607,16.460463,16.305704,2,0.028876,1.87517E-4
318 | 19.025763,17.143791,16.152634,15.70474,15.351083,2,0.103745,1.41845E-4
319 | 19.062386,18.647488,18.118612,17.955118,17.952503,3,1.35421,2.21141E-3
320 | 19.150459,17.707079,16.986277,16.588621,16.300583,2,0.111123,1.72202E-4
321 | 20.08436,18.94063,18.64933,18.549416,18.453663,1,-7.22794E-4,8.43344E-5
322 | 18.499849,17.254164,16.679958,16.31568,16.094095,2,0.092749,8.10083E-5
323 | 19.486645,18.697229,18.243851,18.123222,18.11014,1,8.69266E-5,1.04551E-4
324 | 18.760101,16.897676,15.980411,15.54205,15.203017,2,0.086891,1.55527E-4
325 | 19.49968,17.461273,16.497164,16.049068,15.718507,2,0.087538,1.75979E-4
326 | 19.764044,19.349562,18.434076,18.266191,17.626446,3,0.291291,8.93221E-4
327 | 19.373608,18.037716,17.298353,16.833593,16.520096,2,0.113883,1.13292E-4
328 | 18.530094,17.019747,16.213259,15.802806,15.498518,2,0.100956,1.44137E-4
329 | 18.931526,17.307161,16.331022,15.798306,15.397596,2,0.093352,1.61817E-4
330 | 26.223408,21.828854,20.243866,20.027334,19.839722,3,3.93835,6.15091E-4
331 | 18.801649,16.854559,15.884062,15.404542,15.019253,2,0.087844,1.64617E-4
332 | 19.282898,17.51046,16.595465,16.141651,15.835478,2,0.115486,1.55284E-4
333 | 17.803905,16.30942,15.569134,15.161593,14.886215,2,0.080694,1.46325E-4
334 | 19.439684,17.41452,16.484421,16.063978,15.71751,2,0.086869,1.4855E-4
335 | 19.055111,17.055021,16.124817,15.701858,15.363932,2,0.092234,1.48279E-4
336 | 19.280306,17.850353,17.316086,17.023151,16.84857,2,0.090028,9.68567E-5
337 | 19.200239,18.180037,17.752804,17.458145,17.275377,2,0.053635,8.14159E-5
338 | 19.19051,17.127131,16.177963,15.737053,15.402051,2,0.078336,1.68048E-4
339 | 19.148655,17.288826,16.349297,15.947203,15.602695,2,0.076471,1.60485E-4
340 | 19.472786,17.727531,16.861917,16.359198,16.064905,2,0.139392,9.33335E-5
341 | 19.490887,19.265865,19.158148,19.13677,18.527779,3,0.373933,1.68521E-3
342 | 18.505177,16.564539,15.643286,15.189241,14.857462,2,0.076796,1.58411E-4
343 | 19.188368,17.946159,17.488621,17.189669,17.016354,2,0.046052,8.56006E-5
344 | 19.214005,17.234716,16.309053,15.864169,15.521885,2,0.060805,1.79418E-4
345 | 19.011332,17.07568,16.064882,15.461493,15.159966,3,0.086547,1.35032E-3
346 | 17.879377,16.895689,16.395731,16.127337,15.90642,2,0.029638,7.4337E-5
347 | 18.899361,17.571341,16.949331,16.55377,16.311951,2,0.114613,5.37023E-5
348 | 19.211351,17.291149,16.318428,15.885627,15.528492,2,0.095559,1.68112E-4
349 | 18.488518,17.234852,16.601009,16.260254,16.054617,2,0.077572,1.76437E-4
350 | 18.678532,17.739082,17.422523,17.17,17.026621,2,0.068545,8.22334E-5
351 | 18.97049,17.561289,16.746243,16.326689,16.0116,2,0.106866,1.03928E-3
352 | 19.118073,17.642467,16.912327,16.417049,16.129419,2,0.086039,9.51919E-5
353 | 19.112494,17.633282,16.847868,16.419266,16.107794,2,0.08078,1.50785E-4
354 | 19.03738,17.288412,16.448116,16.050709,15.704514,2,0.079095,1.45704E-4
355 | 18.944557,18.546339,18.542236,18.608564,18.616291,1,-6.23294E-5,1.67691E-4
356 | 19.319971,17.963724,17.491819,17.235823,17.154814,2,0.053846,8.24082E-5
357 | 19.757221,19.303499,19.103559,18.905989,18.711096,3,0.45969,1.352E-3
358 | 19.444582,19.141069,19.055073,19.0755,18.843338,3,0.849517,1.43003E-3
359 | 19.550114,18.963188,18.708654,18.639097,18.675184,1,-1.54365E-5,1.56505E-4
360 | 19.248154,18.317123,18.082388,17.874229,17.833086,2,0.019286,1.05168E-4
361 | 20.916508,19.757544,19.184742,18.991684,18.831549,1,-7.78957E-4,2.53238E-4
362 | 19.590033,17.702703,16.6891,16.255554,15.903686,2,0.126805,1.45627E-4
363 | 19.982374,19.385435,19.128038,18.818321,18.564114,3,0.51656,1.06394E-3
364 | 18.40407,17.290693,16.652828,16.238239,16.035238,2,0.089721,9.42859E-5
365 | 19.566986,18.028849,17.292614,16.883337,16.573257,2,0.114133,1.41779E-4
366 | 24.034554,20.864952,19.665802,19.578499,19.306736,3,3.69834,5.85227E-4
367 | 19.465382,17.634876,16.586283,16.079367,15.625676,2,0.084233,1.6883E-4
368 | 19.031118,17.763866,17.011793,16.572323,16.286167,2,0.079155,1.77824E-4
369 | 20.315155,19.676699,18.962124,18.502779,18.294937,3,0.216281,1.05543E-3
370 | 25.81621,20.509537,19.284201,19.211718,18.975702,3,3.64584,7.36269E-4
371 | 19.476921,18.06192,17.269783,16.794361,16.501211,2,0.109315,9.82841E-5
372 | 20.062887,19.202309,18.718847,18.563808,18.498802,1,-7.69098E-4,8.65617E-5
373 | 18.90769,18.492195,17.072811,18.082371,18.076777,1,-1.2898E-4,7.09633E-5
374 | 19.186485,17.913099,17.218237,16.824018,16.519171,2,0.120825,1.64215E-4
375 | 19.430956,18.142477,17.370962,16.89134,16.600573,2,0.15653,1.69827E-4
376 | 19.201536,17.271959,16.382036,15.975823,15.651202,2,0.085647,1.3863E-4
377 | 19.302359,18.057316,17.419849,17.069866,16.797077,2,0.085676,1.01066E-4
378 | 19.342817,18.874279,18.824968,18.892254,19.02264,1,1.37248E-4,1.85435E-4
379 | 19.344568,18.314596,17.710104,17.334944,17.103006,2,0.117502,1.04166E-4
380 | 19.124271,17.9527,17.482561,17.216139,17.027754,2,0.029432,1.12036E-4
381 | 18.12653,16.715977,16.026108,15.666465,15.447262,2,0.061693,1.71223E-4
382 | 16.619074,14.664869,13.7372,13.272374,12.883506,2,0.037445,1.87412E-4
383 | 18.578777,17.462219,16.932724,16.572302,16.358526,2,0.057486,7.24065E-5
384 | 18.269785,16.997068,16.463953,16.255859,15.963171,2,0.029575,8.98061E-5
385 | 18.124256,16.986689,16.475521,16.194824,15.947577,2,0.030203,8.1179E-5
386 | 19.422272,18.392691,17.999298,17.874575,17.888762,1,-2.11996E-6,7.99234E-5
387 | 19.292406,17.42676,16.399199,15.874721,15.497,2,0.090459,1.50015E-4
388 | 19.140451,17.815613,16.806692,16.301128,15.929678,2,0.099812,1.02596E-4
389 | 19.503859,18.182198,17.5147,17.127407,16.879313,2,0.128034,9.34409E-5
390 | 14.814184,12.606815,11.287758,10.617842,10.162496,2,3.48314E-3,1.04126E-4
391 | 19.578093,18.084812,17.475029,17.141716,16.894911,2,0.037282,1.72381E-4
392 | 19.394676,17.15447,16.145666,15.722431,15.386496,2,0.128279,1.50769E-4
393 | 19.745646,19.714396,19.466713,19.268261,19.306215,3,1.42797,1.44452E-3
394 | 18.98312,17.599539,16.918056,16.522013,16.241325,2,0.105967,1.58053E-4
395 | 18.47864,17.247019,16.625603,16.195362,15.883336,2,0.062771,8.03047E-5
396 | 18.720011,17.038586,16.320595,15.996014,15.725766,2,0.029721,1.47947E-4
397 | 19.106583,17.741814,17.180374,16.856726,16.625256,2,0.116684,1.75476E-4
398 | 17.86541,17.734898,17.731077,17.51273,17.438395,3,1.75934,1.93703E-3
399 | 19.169048,17.148354,16.229334,15.79774,15.4388,2,0.041484,1.84896E-4
400 | 18.024277,16.017931,15.060739,14.632277,14.276013,2,0.076713,1.86838E-4
401 | 19.489166,17.881771,17.019533,16.56111,16.218399,2,0.109482,1.86318E-4
402 | 16.518167,14.604959,13.756498,13.363029,13.034609,2,0.029821,1.8423E-4
403 | 17.860727,15.890959,14.92246,14.471547,14.12498,2,0.079513,2.06687E-4
404 | 17.535072,16.39547,16.125305,16.003447,15.953201,1,1.25564E-4,6.72966E-5
405 | 19.700974,18.481155,17.972712,17.795551,17.687183,1,-5.62136E-6,7.3178E-5
406 | 19.198889,16.861902,15.777861,15.389674,15.532563,1,-3.39027E-5,5.92606E-5
407 | 19.548878,18.133829,17.421877,16.991354,16.754881,2,0.099403,3.28753E-5
408 | 19.26967,18.143105,17.531538,17.1346,17.111719,2,0.110326,9.24223E-5
409 | 19.396803,17.806011,16.913355,16.410116,16.09573,2,0.110795,1.82831E-4
410 | 19.171438,17.188578,16.221804,15.765745,15.458478,2,0.085464,1.81316E-4
411 | 18.761671,17.302372,16.677551,16.364363,16.158543,2,0.067153,1.67163E-4
412 | 19.53356,18.298792,17.596643,17.141199,16.899313,2,0.120383,9.884679E-4
413 | 19.289684,17.533077,16.636141,16.220007,15.897851,2,0.09602,1.41302E-4
414 | 19.036568,17.741707,17.093176,16.656044,16.389442,2,0.110609,8.6893E-5
415 | 18.654106,16.91576,16.168325,15.834046,15.5807,2,0.100338,1.36139E-4
416 | 19.074257,17.29373,16.461544,16.053297,15.725802,2,0.091431,1.38087E-4
417 | 19.390738,18.210699,17.703043,17.378044,17.15033,2,0.0773,8.4E-5
418 | 19.35589,17.987301,17.333658,16.900812,16.610092,2,0.077731,1.62138E-4
419 | 15.800806,14.048844,13.223777,12.815135,12.498183,2,0.029614,1.77224E-4
420 | 19.49795,17.466288,16.513058,16.052931,15.727045,2,0.095397,1.51642E-4
421 | 21.441233,19.28021,18.018229,17.652206,17.35825,1,-3.49072E-5,7.47389E-5
422 | 19.13805,17.268713,16.220533,15.67265,15.236633,2,0.079292,1.7073E-4
423 | 19.209698,17.931568,17.423887,17.225403,17.146627,1,-2.66095E-4,7.39579E-5
424 | 19.499788,18.15633,17.462643,17.043985,16.840471,2,0.08443,1.82284E-4
425 | 19.581316,19.205191,18.994764,19.028955,18.843645,3,0.895862,4.31099E-3
426 | 18.263527,16.729059,15.915473,15.51349,15.205014,2,0.092562,1.36444E-4
427 | 18.579803,17.439968,16.723139,16.309013,16.060242,2,0.094043,1.04281E-4
428 | 24.504568,21.136192,20.186655,20.045797,20.01944,3,3.48412,8.07253E-4
429 | 20.515278,19.213392,19.163904,19.240734,19.267876,1,-5.21345E-4,1.14873E-4
430 | 18.628054,16.670742,15.699419,15.207538,14.814899,2,0.074395,1.58668E-4
431 | 19.229172,17.237604,16.202387,15.743852,15.357847,2,0.092322,1.5201E-4
432 | 18.550531,17.722006,17.116835,16.612122,16.441006,3,0.116312,8.99166E-4
433 | 18.033354,17.028812,16.658516,16.36392,16.207922,2,0.061331,8.35737E-5
434 | 18.962013,17.60335,17.120831,16.813904,16.724773,2,0.091088,9.85392E-5
435 | 20.183636,19.967024,19.901213,19.700762,19.611801,3,1.73893,1.56004E-3
436 | 19.682209,19.380638,19.224779,18.979246,18.897547,3,1.56814,1.70017E-3
437 | 18.779495,17.419945,16.69939,16.307955,16.06525,2,0.108703,1.44089E-4
438 | 17.25551,15.746591,15.211966,15.010376,15.632063,2,2.88244E-3,1.39123E-4
439 | 19.499063,18.021534,17.201277,16.75988,16.373072,2,0.107259,9.06282E-5
440 | 16.768993,15.628678,15.046869,14.761519,14.492137,2,0.021465,9.3563E-5
441 | 18.455475,17.193024,16.879745,16.761648,16.747509,1,-4.40227E-4,7.56038E-5
442 | 20.11092,19.940582,19.599941,19.328142,19.388958,3,1.56857,3.06455E-3
443 | 18.323147,16.759277,16.008598,15.601157,15.326038,2,0.098958,1.52237E-4
444 | 18.004368,16.951981,16.534758,16.241882,16.064804,2,0.061106,1.02655E-4
445 | 19.546257,17.986382,17.301661,16.959091,16.83984,2,0.086147,1.54859E-4
446 | 19.014666,17.905073,17.41114,17.0226,16.87727,2,0.091279,8.3541E-5
447 | 19.081253,17.779829,17.126194,16.758081,16.509455,2,0.062423,8.94601E-5
448 | 20.928003,19.780901,19.309015,19.107782,19.03801,1,-4.47875E-4,1.05184E-4
449 | 19.244392,18.098976,17.666193,17.370106,17.239656,2,0.084376,5.80628E-5
450 | 19.393208,17.55703,16.660454,16.230509,15.899676,2,0.078758,1.66287E-4
451 | 18.972567,17.021845,16.106937,15.706911,15.373133,2,0.064994,1.56739E-4
452 | 24.606966,21.638544,20.346928,19.836025,19.523067,1,-5.81621E-4,1.20114E-4
453 | 17.997631,16.548223,15.939186,15.582217,15.360283,2,0.038359,8.30773E-5
454 | 19.5728,17.503712,16.387104,15.924914,15.552314,2,0.140842,1.66047E-4
455 | 19.374014,17.433006,16.440907,15.999832,15.642365,2,0.08814,1.5664E-4
456 | 18.901356,17.262762,16.365316,15.890123,15.544163,2,0.072263,1.72034E-4
457 | 22.72772,19.964836,18.595745,18.130352,17.848766,1,4.47558E-4,1.90831E-4
458 | 19.394999,18.069427,17.497179,17.18187,16.973101,2,0.094605,1.73732E-4
459 | 18.427311,16.47431,15.566728,15.122882,14.778193,2,0.087247,1.63956E-4
460 | 19.589741,18.255159,17.514229,17.11764,16.832533,2,0.100403,1.31844E-4
461 | 19.322107,17.943727,17.249945,16.776556,16.541012,2,0.074319,8.46867E-5
462 | 20.814919,19.693605,19.395859,19.253572,19.28993,1,4.44061E-4,1.14287E-4
463 | 18.903093,18.411676,18.506239,18.602606,18.780764,1,1.75868E-4,3.29536E-4
464 | 18.945488,16.947165,15.892586,15.420362,14.988351,2,0.075343,1.81346E-4
465 | 18.748316,17.4408,16.84564,16.519707,16.316927,2,0.091324,1.74825E-4
466 | 17.807171,16.548584,15.940953,15.602444,15.448918,2,0.041471,2.20073E-4
467 | 18.465162,16.998943,16.274677,15.826144,15.571154,2,0.063028,2.10711E-4
468 | 19.542816,18.290094,18.277176,18.308538,18.329021,1,-1.21944E-3,1.13635E-4
469 | 19.061516,16.742672,15.884807,15.443742,15.131515,2,0.093081,1.52952E-4
470 | 17.056818,16.076506,15.774592,15.567628,15.493927,2,0.03834,7.92884E-5
471 | 17.926092,16.553205,15.946335,15.600842,15.327506,2,0.037292,8.93799E-5
472 | 18.014717,16.073664,15.181813,14.759718,14.463293,2,0.064993,1.8311E-4
473 | 19.303598,17.841036,16.954542,16.455046,16.106274,2,0.141138,1.02737E-4
474 | 19.331823,17.231106,16.259274,15.780251,15.420054,2,0.082405,1.74136E-4
475 | 19.026142,17.248625,16.545246,16.152552,15.942595,2,0.074378,1.496E-4
476 | 18.846495,16.781046,15.90919,15.483778,15.162713,2,0.061804,1.68392E-4
477 | 19.379507,18.013229,17.303938,16.8501,16.541716,2,0.083569,8.48194E-5
478 | 19.377207,18.042191,17.320747,16.914581,16.613605,2,0.123784,1.71215E-4
479 | 19.809875,19.413872,19.185518,19.113226,18.929348,3,0.790887,1.80049E-3
480 | 19.298334,17.93277,17.159412,16.728703,16.413563,2,0.087763,1.67117E-4
481 | 18.086052,16.699831,15.983786,15.522684,15.27354,2,0.076656,9.75425E-5
482 | 19.238184,19.173094,19.007406,18.980274,19.068872,3,1.26897,1.59268E-3
483 | 19.027164,16.888336,15.871206,15.407226,15.054904,2,0.085752,1.67112E-4
484 | 19.165579,18.009949,17.525078,17.218653,17.000778,2,0.038131,7.60425E-5
485 | 19.340679,18.111893,17.380695,16.975197,16.713854,2,0.095064,1.64014E-4
486 | 18.65081,16.645411,16.181234,15.866932,16.254456,2,0.029757,2.16601E-4
487 | 19.751234,18.813854,18.505051,18.410643,18.395176,1,-4.89571E-4,1.15451E-4
488 | 19.157665,18.161272,17.641609,17.294464,17.056816,2,0.153027,9.91247E-5
489 | 19.26927,17.394165,16.474253,16.045425,15.718191,2,0.062719,1.64405E-4
490 | 19.210007,17.82863,17.259188,16.938656,16.726772,2,0.086054,7.90354E-5
491 | 18.746181,17.029234,16.204021,15.73703,15.407479,2,0.067664,1.75226E-4
492 | 18.071966,17.874886,17.592239,17.392151,17.309875,3,0.239706,1.06988E-3
493 | 18.879967,16.974739,16.005907,15.572037,15.231883,2,0.094271,1.52841E-4
494 | 18.506388,16.557594,15.686088,15.246206,14.909939,2,0.060739,1.73814E-4
495 | 19.391773,17.399176,16.399057,15.937055,15.557289,2,0.101392,1.68734E-4
496 | 20.851345,19.543015,19.224592,19.121986,19.08169,1,-7.61583E-4,1.05522E-4
497 | 19.013674,17.854277,17.319578,16.933542,16.777946,2,0.091192,9.06256E-5
498 | 18.425011,17.282154,16.879793,16.576166,16.415127,2,0.063641,7.39103E-5
499 | 20.289406,19.754471,19.295429,18.882753,18.616533,3,0.4763,1.30181E-3
500 | 19.561733,18.297451,17.423147,17.00194,16.627048,2,0.111115,1.87786E-4
501 | 18.856394,17.200874,16.393568,15.970161,15.565364,2,0.07671,1.53637E-4
502 | 18.412954,16.71797,15.84658,15.366694,15.013319,2,0.088799,1.43117E-4
503 | 18.995705,18.909,18.756197,18.893793,19.056711,3,1.24141,2.159E-3
504 | 19.122116,17.695765,16.996044,16.630348,16.378033,2,0.079295,1.64464E-4
505 | 19.088701,18.947922,18.830725,18.668482,18.734743,3,1.45885,2.11158E-3
506 | 18.222382,16.384932,15.506102,15.098291,14.771609,2,0.061057,1.68244E-4
507 | 18.443129,18.430649,18.432787,18.182764,18.025242,3,1.85886,1.61711E-3
508 | 19.292873,17.508699,16.639605,16.154652,15.785572,2,0.061862,1.77442E-4
509 | 19.560369,18.020903,17.196606,16.713404,16.303141,2,0.055557,8.92856E-5
510 | 19.320602,18.185377,17.795845,17.349209,17.168831,2,0.063544,7.96095E-5
511 | 19.549507,17.622458,16.596148,16.12389,15.758268,2,0.116381,1.39871E-4
512 | 17.993984,16.83634,16.198528,15.767728,15.523794,2,0.117096,4.54202E-5
513 | 18.806778,17.363295,16.43276,15.948417,15.621774,2,0.111875,1.39303E-4
514 | 19.506201,17.530331,16.716364,16.289913,16.001308,2,0.063149,1.42904E-4
515 | 19.051653,17.432104,16.545118,16.119883,15.798326,2,0.112032,1.47115E-4
516 | 19.463978,18.184958,17.296564,16.869295,16.60207,2,0.190045,1.033E-4
517 | 19.259972,18.281939,17.861403,17.488131,17.355642,2,0.074578,7.48822E-5
518 | 19.038502,17.678549,16.834236,16.380953,16.05974,2,0.141249,2.28525E-4
519 | 19.827742,19.096548,18.868156,18.583311,18.30125,3,0.452013,1.16474E-3
520 | 19.442419,17.944136,16.974878,16.491692,16.159151,2,0.14688,1.52001E-4
521 | 19.370792,17.55504,16.603699,16.086494,15.660392,2,0.054562,1.65818E-4
522 | 20.623264,19.976711,19.302719,19.031433,19.087925,3,1.29425,2.58086E-3
523 | 18.659285,18.442625,18.223782,18.376083,18.349867,3,1.01923,1.83636E-3
524 | 17.147263,15.988153,15.464097,15.156334,14.914364,2,0.029109,8.08053E-5
525 | 19.474438,18.371374,17.916115,17.712109,17.600187,1,-7.39618E-4,7.14666E-5
526 | 18.589151,17.084518,16.31637,15.920656,15.61571,2,0.021436,1.025E-4
527 | 19.562912,17.673208,16.698538,16.275854,15.934051,2,0.100152,1.61373E-4
528 | 18.750048,17.582033,17.118343,16.950418,16.875416,1,-3.71935E-4,7.50255E-5
529 | 19.016996,18.754576,18.821728,18.590597,18.519516,3,0.5073,1.14588E-3
530 | 18.982513,17.786039,17.443125,17.265184,17.367714,2,0.018033,9.48896E-5
531 | 20.92107,19.933819,20.055094,20.417282,20.144213,1,-6.28378E-4,1.29942E-4
532 | 19.203365,17.804977,17.039022,16.649048,16.341042,2,0.077217,1.55448E-4
533 | 19.293528,17.480808,16.558601,16.15066,15.809636,2,0.07642,1.58544E-4
534 | 24.950859,21.245836,20.378286,20.253422,19.85099,3,3.19645,9.77334E-4
535 | 18.404665,17.256662,16.77239,16.528292,16.293917,2,0.028901,8.16335E-5
536 | 19.037613,17.832575,17.319347,17.05229,16.960318,2,0.076787,8.79786E-5
537 | 19.281958,17.594225,16.791426,16.41637,16.130573,2,0.099584,1.50961E-4
538 | 17.93771,16.425234,15.685074,15.282362,14.983995,2,0.068799,1.47599E-4
539 | 19.582918,17.545382,16.270117,15.722044,15.350517,2,0.138755,1.91678E-4
540 | 18.766958,17.679169,17.26877,17.002361,16.896338,2,0.067731,7.1355E-5
541 | 18.862156,16.733543,15.72694,15.26509,14.889561,2,0.061835,1.7034E-4
542 | 19.4732,18.010616,17.152689,16.666124,16.282999,2,0.092808,1.6786E-4
543 | 19.545195,17.695566,16.680042,16.237751,15.836094,2,0.156551,1.32802E-4
544 | 18.943106,18.518471,18.51688,18.570959,18.681149,1,-6.58399E-5,1.59353E-4
545 | 19.343746,18.160513,17.716143,17.401943,17.245777,2,0.070895,8.35379E-5
546 | 23.831722,20.367596,19.125221,18.637154,18.262016,1,-2.50584E-4,2.49449E-4
547 | 19.457575,19.220806,18.932226,19.064001,19.110554,3,1.00683,1.73124E-3
548 | 19.247454,17.286419,16.399035,16.012779,15.639297,2,0.073623,1.70244E-4
549 | 18.696337,17.475477,16.794832,16.426174,16.180376,2,0.108243,1.40664E-4
550 | 19.287897,17.751234,17.226183,16.909874,16.713173,2,0.085713,9.75118E-5
551 | 19.166397,17.864115,17.22822,16.85083,16.628386,2,0.081452,1.78831E-4
552 | 19.324883,17.766104,16.892847,16.44356,16.135044,2,0.076406,1.4824E-4
553 | 19.13394,17.869699,17.203257,16.792969,16.582331,2,0.112439,4.38053E-5
554 | 19.584314,19.190735,19.057714,18.754187,18.525358,3,0.496559,1.77549E-3
555 | 18.774525,17.584476,16.951742,16.56057,16.327911,2,0.100374,9.7478E-5
556 | 19.529694,19.046694,18.980703,19.032076,18.92947,3,0.884535,1.63138E-3
557 | 19.709591,19.194626,19.1262,19.245209,19.032051,3,0.888397,1.38622E-3
558 | 19.339111,17.96727,17.092016,16.673306,16.302416,2,0.114687,1.91125E-4
559 | 18.153727,16.217796,15.243027,14.805446,14.457771,2,0.099998,1.59759E-4
560 | 19.117603,17.206556,16.218037,15.792642,15.412644,2,0.095554,1.59369E-4
561 | 19.550724,17.568493,16.531754,16.071617,15.686148,2,0.095105,1.65011E-4
562 | 19.278612,18.226397,17.798985,17.619436,17.540243,1,-3.95247E-5,7.10509E-5
563 | 19.291203,18.116896,17.297276,16.900307,16.582054,2,0.192873,1.58619E-4
564 | 18.436638,17.308697,16.898413,16.676472,16.579842,2,0.055627,7.62193E-5
565 | 18.79883,17.58058,16.75876,16.574402,16.305462,2,0.083373,1.00077E-4
566 | 18.268019,17.042158,16.39325,15.992088,15.743827,2,0.084043,1.65931E-4
567 | 19.237825,18.776995,18.415339,18.426449,18.32954,3,1.12715,2.41779E-3
568 | 18.953648,17.178333,16.31428,15.895774,15.554358,2,0.083868,1.53547E-4
569 | 19.570858,18.287771,17.891775,17.691832,18.107122,2,0.088402,8.57427E-5
570 | 19.098282,18.863014,18.499203,18.565258,18.513527,3,1.11916,1.41633E-3
571 | 18.266499,17.229889,16.910622,16.752571,16.623339,2,0.030949,8.22325E-5
572 | 18.787674,17.497452,16.873299,16.493927,16.220762,2,0.118018,1.19514E-4
573 | 18.060869,17.008286,16.494085,16.116196,15.934711,2,0.094882,6.29888E-5
574 | 18.427429,16.574255,15.620728,15.205578,14.878513,2,0.095331,1.50772E-4
575 | 18.874165,16.976391,16.123146,15.714616,15.409508,2,0.037351,1.58275E-4
576 | 19.546459,19.316088,19.083055,19.063953,19.003153,3,1.14726,2.20354E-3
577 | 19.540876,17.59584,16.352749,15.72356,15.20319,2,0.094562,1.46269E-4
578 | 19.164248,18.911894,18.74135,18.575884,18.336811,3,2.17329,2.40025E-3
579 | 18.749979,17.584957,17.275244,17.162949,17.123613,1,-4.04627E-4,8.75551E-5
580 | 19.133131,17.963305,17.435184,17.080109,16.899006,2,0.084468,8.98244E-5
581 | 19.215698,18.118229,17.418564,17.02248,16.724823,2,0.105173,1.95627E-4
582 | 19.118765,18.254318,18.008165,17.756327,17.6929,2,0.070891,8.2515E-5
583 | 22.369591,20.363964,19.103073,18.453056,18.002052,1,-2.60459E-5,8.32568E-5
584 | 19.013163,17.685789,16.915564,16.483124,16.171881,2,0.09361,1.64538E-4
585 | 19.248749,19.32744,18.920076,18.906641,18.923136,3,1.29535,1.09078E-3
586 | 19.525883,17.321402,16.352999,15.953087,15.565036,2,0.090591,1.60095E-4
587 | 18.451582,17.271194,16.575628,16.154875,15.866828,2,0.085117,5.18532E-5
588 | 19.471144,18.441914,17.902723,17.710947,17.598206,1,-2.07487E-4,7.40764E-5
589 | 19.351105,17.383911,16.316938,15.844781,15.462679,2,0.115604,1.80508E-4
590 | 17.78779,18.201921,18.680353,18.981712,19.231506,1,2.52027E-4,1.57264E-4
591 | 18.722801,17.631508,17.0837,16.754551,16.568974,2,0.086317,9.64468E-5
592 | 18.461266,16.356346,15.311304,14.837127,14.455441,2,0.085065,1.81266E-4
593 | 18.773531,17.224976,16.373728,15.921059,15.578784,2,0.078065,2.14194E-4
594 | 19.406668,19.56885,19.649094,19.109556,19.058075,3,1.8603,1.38826E-3
595 | 19.665588,19.286444,19.128002,18.918779,18.873949,3,1.54431,1.65822E-3
596 | 19.40855,17.949913,17.169937,16.745077,16.464146,2,0.076424,9.35215E-5
597 | 18.553396,17.502428,16.955742,16.464922,16.358221,2,0.075063,7.58053E-5
598 | 19.317919,18.412035,18.070911,17.658339,17.633043,2,0.102834,7.28127E-4
599 | 17.911955,16.14216,15.137959,14.588302,14.174682,2,0.053606,1.29438E-4
600 | 19.195328,17.310415,16.440119,16.151903,15.756564,2,0.076834,1.52102E-4
601 | 18.35413,17.096651,16.415236,16.046206,15.725739,2,0.032794,8.47903E-5
602 | 19.520107,18.341356,17.617254,17.252407,16.972055,2,0.078302,8.37477E-5
603 | 19.3321,18.382908,17.847111,17.476597,17.343494,2,0.161442,3.66526E-5
604 | 19.420673,17.853344,16.960114,16.511553,16.179873,2,0.085305,1.41794E-4
605 | 18.234591,17.273247,16.904768,16.610577,16.469677,2,0.062771,7.17936E-5
606 | 18.856222,17.566689,16.944355,16.598335,16.391277,2,0.054366,1.88562E-4
607 | 18.084658,16.153271,15.143393,14.595912,14.214767,2,0.062534,1.75385E-4
608 | 18.467323,18.121305,17.894066,17.846823,17.669945,3,0.857741,1.74012E-3
609 | 19.135586,17.964357,17.431559,17.078423,16.851898,2,0.097202,9.82158E-5
610 | 19.134718,18.001095,17.453968,17.170603,16.975325,2,0.041543,8.47099E-5
611 | 18.30558,17.272198,16.78367,16.440256,16.289169,2,0.076842,8.4648E-5
612 | 19.258116,17.231815,16.139961,15.659908,15.247176,2,0.11889,1.86488E-4
613 | 19.56856,17.851189,16.960032,16.549309,16.240328,2,0.114136,1.48225E-4
614 | 20.311523,20.263216,20.448687,20.869328,21.122099,1,5.32801E-4,4.50494E-4
615 | 19.327204,17.386852,16.354616,15.859463,15.481411,2,0.083807,1.60065E-4
616 | 17.339319,15.998923,15.299182,14.890045,14.626797,2,0.042818,9.24143E-5
617 | 18.918713,18.796175,18.618307,18.686228,18.647587,3,1.06756,1.63762E-3
618 | 20.105873,19.360065,18.541353,18.098677,17.712648,3,0.324473,1.80697E-4
619 | 17.884413,16.41857,15.712574,15.292298,15.012598,2,0.042155,8.986E-5
620 | 18.712313,16.98279,15.980577,15.540638,15.165771,2,0.098983,1.68852E-4
621 | 20.134766,19.7213,19.75638,19.440895,19.505138,3,0.612438,1.15825E-3
622 | 18.715462,17.457918,16.886631,16.537193,16.298996,2,0.040652,8.40753E-5
623 | 20.321774,19.267801,19.492886,19.680258,19.950191,1,-3.76544E-4,1.55094E-4
624 | 19.308716,18.009869,17.326658,16.875248,16.619204,2,0.109208,4.83541E-5
625 | 18.438011,17.123489,16.450508,16.056332,15.787017,2,0.101912,1.94854E-4
626 | 19.244068,17.851065,17.198355,16.784857,16.547098,2,0.054964,1.09908E-4
627 | 19.561317,18.032818,17.001896,16.544596,16.228323,2,0.145155,1.36199E-4
628 | 18.746094,17.518583,16.948574,16.577808,16.343012,2,0.056616,8.78741E-5
629 | 19.31509,18.044538,17.572746,17.247248,17.109591,2,0.076507,9.1509E-5
630 | 18.154055,16.382275,15.506319,15.075104,14.824809,2,0.065221,1.60191E-4
631 | 21.032942,19.265467,18.584848,18.327562,18.647615,1,-1.99201E-4,6.4526E-5
632 | 21.726425,19.203981,18.075054,18.054123,17.436071,1,-5.79191E-5,6.42675E-5
633 | 17.926504,16.303097,15.512227,15.093241,14.78071,2,0.046389,1.04304E-4
634 | 17.752441,16.346167,15.624531,15.235559,14.94666,2,0.061235,1.62751E-4
635 | 19.925318,19.141411,18.848955,18.749271,18.805691,1,-7.13434E-4,9.47384E-5
636 | 18.486486,17.049299,16.340973,15.972649,15.784006,2,0.089804,1.88824E-4
637 | 19.248817,17.362171,16.316755,15.8691,15.517627,2,0.114778,1.58933E-4
638 | 18.766737,17.285652,16.698338,16.337807,16.124306,2,0.061744,2.0923E-4
639 | 18.059675,16.654144,16.190187,15.935754,15.964034,1,-6.2899E-5,6.16685E-5
640 | 19.519859,18.112053,17.485308,17.109877,16.888262,2,0.069265,1.61762E-4
641 | 19.592087,17.728081,16.802832,16.383957,16.067356,2,0.088943,1.55265E-4
642 | 19.335957,18.112288,17.328508,16.89435,16.648539,2,0.145464,9.39567E-5
643 | 19.139423,17.815266,17.200407,16.824751,16.59593,2,0.043886,8.54727E-5
644 | 19.509548,18.161819,17.596882,17.252083,17.053396,2,0.062911,8.03987E-5
645 | 18.801361,17.56782,17.137812,16.873205,16.705999,2,0.040004,8.63736E-5
646 | 18.733829,16.806376,15.850151,15.375499,15.005946,2,0.079389,1.72227E-4
647 | 19.245401,17.703251,16.878109,16.424463,16.094879,2,0.079012,2.03038E-4
648 | 19.083485,17.906649,17.429619,17.172163,17.074757,2,0.037257,8.1163E-5
649 | 17.902029,17.625032,17.618217,17.505583,17.361547,3,0.441212,2.32622E-3
650 | 19.027769,17.1919,16.35795,15.945292,15.61371,2,0.043956,1.61125E-4
651 | 18.894323,17.936512,17.506659,17.116369,16.991941,2,0.105069,4.94823E-5
652 | 19.431561,18.95396,18.923056,18.9991,19.215866,1,7.05257E-6,1.75295E-4
653 | 19.601698,19.565691,19.558319,19.296717,19.380915,3,1.72966,1.62141E-3
654 | 20.400118,19.430851,20.259018,18.902687,18.76195,1,-2.3759E-5,8.3882E-5
655 | 17.966288,17.860598,17.630983,17.632767,17.71279,3,1.1906,1.74873E-3
656 | 19.201691,17.863781,17.149305,16.750853,16.420702,2,0.041434,7.9813E-5
657 | 19.319136,19.07099,19.017467,18.768929,18.738445,3,1.62359,1.81407E-3
658 | 18.450939,17.819052,17.565878,17.267252,17.249722,2,0.112028,3.7957E-5
659 | 19.333975,18.066515,17.340782,16.89349,16.66576,2,0.134376,1.59068E-4
660 | 19.451033,18.03994,17.309107,16.883301,16.57539,2,0.065061,8.55612E-5
661 | 18.777378,17.640684,17.236032,16.944311,16.801088,2,0.088245,9.49573E-5
662 | 19.351892,18.241604,17.758947,17.472828,17.322498,2,0.076498,8.07534E-5
663 | 19.451557,18.295809,18.267776,18.209549,18.273495,1,-2.4205E-4,1.42332E-4
664 | 18.588833,16.56665,15.620738,15.170627,14.823748,2,0.062127,1.70562E-4
665 | 18.510937,16.938757,16.203047,15.84234,15.569677,2,0.06226,1.47762E-4
666 | 17.318579,17.696329,18.117521,18.477808,18.780874,1,1.63299E-3,1.25275E-4
667 | 18.791328,17.419472,16.665792,16.258297,16.056047,2,0.090917,6.02755E-5
668 | 18.760242,16.76897,15.691624,15.225951,14.82808,2,0.114897,1.76646E-4
669 | 19.488394,18.148739,17.575993,17.248045,17.116066,2,0.115602,8.61104E-5
670 | 19.539989,18.348305,17.649698,17.263138,17.013214,2,0.174224,9.48499E-5
671 | 19.073603,18.724617,18.701721,18.809475,18.893728,1,3.2491E-4,1.84234E-4
672 | 18.531605,18.485771,18.269306,18.186701,17.737062,3,0.25957,1.04647E-3
673 | 19.140961,17.334076,16.362047,15.909511,15.538778,2,0.064755,1.4904E-4
674 | 19.292906,18.389305,18.240789,18.261173,18.228369,1,1.35163E-4,1.02847E-4
675 | 18.993713,17.767384,17.270544,16.93865,16.688831,2,0.084118,7.89089E-5
676 | 19.038551,18.691149,18.774559,18.57778,18.336992,3,0.466306,1.55711E-3
677 | 19.533773,18.273445,17.703722,17.364143,17.153595,2,0.091253,1.81191E-4
678 | 19.751596,19.747486,19.549126,19.045044,19.144583,3,1.85543,1.10729E-3
679 | 19.256124,17.501596,16.417439,15.954518,15.5672,2,0.115294,1.63935E-4
680 | 17.427874,15.825591,15.032495,14.610193,14.308516,2,0.054303,1.88709E-4
681 | 17.613729,16.467987,15.882981,15.657787,15.585123,2,0.017606,8.33883E-5
682 | 19.34795,18.148859,17.502249,17.097601,16.798178,2,0.11568,9.10045E-5
683 | 17.408108,16.133995,15.471443,15.081446,14.818146,2,0.073717,1.93888E-4
684 | 18.350485,16.306587,15.295485,14.838849,14.475245,2,0.075098,1.80505E-4
685 | 19.274185,17.670517,16.866302,16.44813,16.149794,2,0.08073,1.36989E-4
686 | 18.577097,16.699816,15.787652,15.354441,15.021322,2,0.067679,1.77278E-4
687 | 17.032488,17.439348,17.937895,18.254215,18.5707,1,-9.2379E-4,8.54066E-5
688 | 19.735882,19.385313,19.231388,19.221579,19.204027,3,0.94864,1.29775E-3
689 | 18.977093,17.261906,16.357817,15.897458,15.557114,2,0.112362,1.39172E-4
690 | 19.225706,18.442175,17.938963,17.49008,17.387386,2,0.076516,7.65403E-5
691 | 19.480536,17.777693,16.946873,16.560057,16.222683,2,0.067758,1.59389E-4
692 | 19.51173,17.944586,17.234932,16.830832,16.491339,2,0.109097,1.44848E-4
693 | 19.475779,18.319778,17.778181,17.419533,17.216892,2,0.061541,8.22841E-5
694 | 19.152126,17.779633,17.222343,16.88603,16.644337,2,0.122042,8.69899E-5
695 | 19.277479,17.956442,17.409327,17.10663,16.998966,2,0.077177,1.51885E-4
696 | 19.368271,18.170839,17.747997,17.411043,17.298368,2,0.116849,6.09824E-5
697 | 18.367321,16.530249,15.526997,15.04507,14.660297,2,0.089157,1.62033E-4
698 | 19.562944,18.045349,17.338799,16.889715,16.600601,2,0.100447,6.08848E-5
699 | 17.452297,16.720135,16.137783,15.694791,15.458649,3,0.11859,1.22866E-3
700 | 18.794413,17.623884,17.041004,16.599712,16.382689,2,0.068892,7.44317E-5
701 | 19.199656,18.230808,18.035511,17.943371,17.86603,1,-4.85218E-5,9.80663E-5
702 | 19.218361,19.149797,19.105793,18.884607,18.977213,3,1.73534,1.5737E-3
703 | 19.843876,18.797955,18.401653,18.288475,18.267683,1,2.23572E-4,7.62764E-5
704 | 18.304348,17.24946,16.657284,16.208708,16.007023,3,0.089633,1.02406E-3
705 | 19.13121,17.419689,16.620251,16.169468,15.801526,2,0.05503,1.73392E-4
706 | 19.156374,18.158701,17.744482,17.430717,17.335045,2,0.128375,5.50014E-5
707 | 18.580366,18.025965,17.491142,17.072754,16.90451,3,0.113683,1.0181E-3
708 | 19.434114,18.132481,17.590054,17.240435,17.100115,2,0.068308,7.96988E-5
709 | 18.040863,17.236059,17.026646,16.744226,16.673073,2,0.069842,8.25919E-5
710 | 20.377041,19.689814,19.479784,19.085997,19.086639,3,0.604559,1.12719E-3
711 | 18.885954,16.903654,15.978463,15.547752,15.230193,2,0.061947,1.84484E-4
712 | 19.13271,18.073727,17.648726,17.455973,17.455259,2,0.040659,9.32214E-5
713 | 19.360117,17.88089,17.122648,16.665932,16.342651,2,0.062401,8.26456E-5
714 | 18.879597,18.481855,18.433895,18.471762,18.407829,3,0.718503,1.34472E-3
715 | 18.378386,16.619646,15.778479,15.374794,15.04089,2,0.018144,1.12096E-4
716 | 18.491592,17.083,16.377317,15.976965,15.661069,2,0.055549,1.61772E-4
717 | 19.361122,17.241444,16.167179,15.694914,15.319225,2,0.091784,1.85377E-4
718 | 19.315195,18.222277,17.80381,17.553324,17.326973,2,0.050569,1.02233E-4
719 | 18.934914,17.566441,17.009783,16.66345,16.464462,2,0.101558,1.93016E-4
720 | 19.383303,18.26322,17.767365,17.418938,17.269325,2,0.093589,9.63184E-5
721 | 19.389891,17.547983,16.44035,15.953204,15.593254,2,0.136786,1.74459E-4
722 | 18.368242,18.661623,19.155491,19.537117,19.655022,1,-1.77042E-4,4.42186E-4
723 | 19.693148,19.484379,19.229595,19.162928,19.187828,3,1.12821,1.76521E-3
724 | 19.546141,17.699442,16.721609,16.292709,15.946101,2,0.111455,1.41638E-4
725 | 24.289312,23.054493,20.726879,19.715818,19.257252,3,1.52,6.66028E-4
726 | 18.405685,17.204643,16.96154,16.82095,16.781397,1,-5.28513E-4,6.54567E-5
727 | 18.603979,16.946926,16.164669,15.745163,15.413276,2,0.04411,9.31882E-5
728 | 19.557911,17.987673,17.16396,16.693857,16.299765,2,0.042666,1.67471E-4
729 | 19.567318,17.504356,16.467775,16.019604,15.658472,2,0.09645,1.69452E-4
730 | 19.324436,19.159328,19.175661,18.939684,19.000019,3,1.67821,1.97134E-3
731 | 20.571016,19.56353,19.738922,19.878271,19.720135,1,2.39789E-4,1.84531E-4
732 | 18.589836,17.796204,17.503067,17.180643,17.054916,2,0.061704,7.70409E-5
733 | 18.499197,16.68935,15.860191,15.472508,15.155102,2,0.062241,1.51748E-4
734 | 18.030052,15.979708,15.000584,14.539102,14.159923,2,0.044287,1.58871E-4
735 | 19.179546,17.907295,17.340778,17.007496,16.774662,2,0.083045,8.76817E-5
736 | 18.856413,18.768047,18.720938,18.372625,18.421814,3,1.75678,2.32581E-3
737 | 18.954428,17.100733,16.133175,15.621826,15.208659,2,0.017801,1.29238E-4
738 | 19.461843,18.087584,17.472689,17.079685,16.856497,2,0.134983,1.09212E-4
739 | 19.306009,17.348249,16.302162,15.840237,15.462688,2,0.091379,1.40501E-4
740 | 18.723881,18.662189,18.960316,19.200222,19.339308,1,1.16317E-5,3.75767E-4
741 | 19.545912,18.263964,17.529179,17.086218,16.831865,2,0.114425,1.11575E-4
742 | 18.54237,16.679626,15.844722,15.42324,15.109639,2,0.037069,1.61676E-4
743 | 19.481022,18.499166,18.068523,17.926012,17.891663,1,-3.49524E-4,7.63315E-5
744 | 18.311466,16.856417,16.220026,15.853612,15.619987,2,0.076405,1.28697E-4
745 | 18.719458,17.454462,16.858292,16.477514,16.24312,2,0.054263,8.38442E-5
746 | 20.26125,19.736731,19.178654,18.916637,18.904335,3,0.227934,9.22072E-4
747 | 19.376822,17.571276,16.672054,16.201883,15.858326,2,0.08386,1.38001E-4
748 | 19.55599,17.52684,16.485857,16.037046,15.662615,2,0.121667,1.51324E-4
749 | 19.289351,18.177929,17.637213,17.299511,17.051426,2,0.076534,8.48619E-5
750 | 18.06823,16.383545,15.4697,15.023573,14.625864,2,0.085871,1.61012E-4
751 | 18.819471,17.729008,17.200201,16.812841,16.627619,2,0.071514,8.01813E-5
752 | 18.360954,17.243216,16.871502,16.723951,16.643505,1,-2.29626E-4,7.2007E-5
753 | 19.472363,18.989105,19.032288,19.07148,19.119017,1,1.3213E-4,1.95837E-4
754 | 19.308538,18.117868,17.551456,17.238026,16.993353,2,0.116721,6.00452E-5
755 | 19.334246,17.83086,16.961847,16.552855,16.236002,2,0.09179,1.77593E-4
756 | 18.960331,17.713377,17.087664,16.724064,16.441935,2,0.064441,1.72744E-4
757 | 19.141443,17.921347,17.226976,16.813765,16.548437,2,0.091012,9.03085E-5
758 | 18.987057,17.830797,17.342743,17.028296,16.88221,2,0.06415,8.11228E-5
759 | 18.990438,18.656437,18.264847,18.07288,17.924246,3,1.39307,2.16317E-3
760 | 19.235792,17.968889,16.999062,16.55102,16.233124,2,0.139176,1.31809E-4
761 | 19.479256,17.665222,16.743828,16.354818,16.054993,2,0.09682,1.43628E-4
762 | 19.320141,17.354481,16.400215,15.987097,15.637344,2,0.091457,1.5973E-4
763 | 19.558069,18.205463,17.201019,16.730553,16.389715,2,0.196481,1.1424E-4
764 | 17.975904,16.75672,16.308722,16.057631,16.096613,2,0.022661,9.61387E-5
765 | 19.106495,17.126686,16.159193,15.711154,15.339626,2,0.084622,1.77035E-4
766 | 19.590523,17.484936,16.362585,15.890466,15.468836,2,0.116982,1.70438E-4
767 | 19.50123,18.914513,18.235899,17.772911,17.531702,3,0.187738,9.69557E-4
768 | 18.907288,17.981415,17.579193,17.302813,17.387375,2,0.038613,1.08763E-4
769 | 23.661491,21.482853,19.7647,19.286636,19.152315,1,-5.84256E-4,1.94972E-4
770 | 16.670322,15.614662,15.434606,15.362941,15.385814,1,-1.32898E-4,7.68579E-5
771 | 19.369642,18.134615,17.604794,17.270267,17.140017,2,0.08001,8.24238E-5
772 | 19.87678,19.559908,19.861809,20.033909,19.986559,1,3.33763E-4,4.14825E-4
773 | 18.140621,16.889246,16.363134,16.036757,15.876087,2,0.057391,7.96455E-5
774 | 19.074429,17.139111,16.186333,15.739258,15.383137,2,0.075769,1.79922E-4
775 | 19.414465,19.527487,19.278658,19.121218,19.110235,3,1.4057,4.28051E-3
776 | 19.448334,18.11569,17.543854,17.119291,16.84029,2,0.085014,1.09991E-4
777 | 19.219534,18.216068,17.840893,17.706535,17.679893,1,-2.81E-4,7.31997E-5
778 | 19.759426,19.670723,19.396437,18.968296,18.920074,3,1.83569,2.0585E-3
779 | 19.574465,18.379169,17.694319,17.325775,17.106882,2,0.154564,9.96445E-5
780 | 19.352375,18.09931,17.743635,17.439442,17.987144,2,0.030288,9.76269E-5
781 | 19.197481,17.340206,16.325413,15.852031,15.443503,2,0.112285,1.6252E-4
782 | 18.59527,18.346628,18.180391,17.872408,17.7957,3,1.72444,2.00632E-3
783 | 20.323309,19.919849,19.442207,19.267698,19.077551,3,1.29743,1.63387E-3
784 | 19.869398,19.467249,19.417809,19.209387,19.100914,3,1.63454,2.26097E-3
785 | 19.137905,17.402092,16.306894,15.834423,15.421741,2,0.139157,1.7272E-4
786 | 19.922394,19.542486,19.373486,19.186443,19.14884,3,1.40237,1.8845E-3
787 | 18.973711,17.794889,17.040607,16.592804,16.340202,2,0.156608,9.58644E-5
788 | 19.095282,18.523964,18.777727,18.213459,18.617704,2,0.073659,6.79625E-4
789 | 18.143692,16.261005,15.379926,14.962166,14.629542,2,0.054084,1.68771E-4
790 | -9999,-9999,-9999,-9999,-9999,1,-7.32715E-5,7.04319E-5
791 | 18.833918,18.11755,17.648012,16.95437,16.817329,3,0.067848,1.15758E-3
792 | 18.690241,17.53429,16.965515,16.596548,16.379164,2,0.101403,9.98763E-5
793 | 19.245781,17.289236,16.36216,15.951627,15.593557,2,0.08405,1.66141E-4
794 | 18.9244,17.63616,17.074986,16.724512,16.557468,2,0.044306,8.60599E-5
795 | 19.144358,17.950754,17.400784,17.235554,16.892265,2,0.018141,9.88165E-5
796 | 18.371494,16.437504,15.427207,14.992485,14.629367,2,0.092556,1.78193E-4
797 | 17.87932,17.572733,17.338148,17.324934,17.137447,3,0.888483,1.7374E-3
798 | 17.155504,15.641352,15.022538,14.718925,14.58796,2,0.018105,1.90796E-4
799 | 19.588657,18.253189,17.593615,17.184179,16.978403,2,0.101989,1.04287E-4
800 | 18.723318,17.609034,16.83736,16.068892,15.934084,2,0.113865,1.1813E-3
801 | 19.026917,17.065496,15.971557,15.469538,15.073323,2,0.085969,1.72001E-4
802 | 19.304878,18.956524,18.686834,18.426687,18.603539,2,0.12132,6.55549E-4
803 | 18.869789,18.228128,17.983879,17.786041,17.605028,2,0.035659,8.09259E-5
804 | 19.360586,18.368519,17.591888,17.239021,17.003,2,0.145531,1.21321E-4
805 | 19.281044,17.922819,17.350821,17.105255,16.978214,1,-1.08074E-4,6.85689E-5
806 | 19.007368,17.879492,17.37719,17.056047,16.865259,2,0.053774,9.64467E-5
807 | 19.282566,17.902517,17.07337,16.586308,16.212852,2,0.117112,9.88082E-5
808 | 19.47788,17.626144,16.65954,16.233505,15.909595,2,0.089435,1.62553E-4
809 | 19.14465,17.30246,16.37155,15.940146,15.606787,2,0.085968,1.40647E-4
810 | 19.143877,17.297312,16.444042,16.01412,15.673633,2,0.080326,1.50287E-4
811 | 18.800625,18.59016,18.367079,18.228266,18.21698,3,1.43909,1.71127E-3
812 | 17.765224,17.442278,17.11437,17.153582,16.419981,3,0.316215,1.92856E-3
813 | 18.737137,17.528786,17.457693,17.486416,17.501032,1,-6.38415E-4,8.67947E-5
814 | 17.559828,16.061277,15.362193,14.949423,14.67702,2,0.073587,1.56646E-4
815 | 19.541178,17.506018,16.48144,16.017262,15.675978,2,0.079151,1.7006E-4
816 | 18.885458,17.320818,16.487162,16.098129,15.824387,2,0.127818,1.30747E-4
817 | 19.332304,18.180069,17.708883,17.462547,17.386536,2,0.064201,8.01546E-5
818 | 19.543875,18.403877,17.892843,17.524862,17.36853,2,0.073207,8.21695E-5
819 | 19.402731,18.163412,17.367271,17.076893,16.748642,2,0.10089,9.81352E-5
820 | 19.573458,17.582346,16.489342,15.993271,15.611719,2,0.086449,1.5687E-4
821 | 18.757673,17.204454,16.294975,15.864693,15.461739,2,0.101145,1.67874E-4
822 | 24.465137,20.975483,19.932005,19.553038,19.328711,1,-3.76062E-4,2.12893E-4
823 | 18.850534,16.894094,15.863297,15.462613,15.088966,2,0.091729,1.68255E-4
824 | 19.542114,18.422239,17.630877,17.178312,16.839582,2,0.176953,1.13234E-4
825 | 19.149406,17.179325,16.107172,15.624445,15.211078,2,0.090701,1.72954E-4
826 | 19.532709,18.358225,17.820391,17.452341,17.214657,2,0.065017,8.46553E-5
827 | 18.448053,17.26627,16.662407,16.324289,16.041056,2,0.036327,7.26986E-5
828 | 19.396788,17.455927,16.48164,16.07461,15.734992,2,0.09291,1.37838E-4
829 | 18.085253,16.870699,16.28009,15.888908,15.658268,2,0.100969,1.01806E-4
830 | 19.03779,18.896208,19.194191,19.485909,19.627649,1,1.08816E-4,3.73211E-4
831 | 18.208811,17.054243,16.472916,16.141146,15.931175,2,0.053759,8.36155E-5
832 | 19.590702,18.314531,17.628077,17.286381,17.078247,2,0.106358,1.8822E-4
833 | 18.580597,17.093113,16.113609,15.629534,15.252597,2,0.116595,1.90983E-4
834 | 19.15217,17.884521,17.399874,17.136675,16.935335,2,0.044657,8.64042E-5
835 | 19.230703,19.007439,18.860792,18.751381,18.564087,3,2.0644,1.58373E-3
836 | 19.142107,17.931906,17.465654,17.14414,17.046902,2,0.072798,8.08943E-5
837 | 19.589737,18.538031,17.976427,17.635303,17.457321,2,0.104589,8.83217E-5
838 | 17.557667,16.458691,16.004423,15.660895,15.538576,2,0.073636,7.20341E-5
839 | 19.485861,19.297029,19.146839,18.963606,18.787544,3,2.03297,1.48536E-3
840 | 19.184502,17.950157,17.283691,16.919889,16.678255,2,0.100719,1.50907E-4
841 | 19.128494,17.417217,16.463404,16.05567,15.706436,2,0.092589,1.57523E-4
842 | 19.380901,18.205828,17.851835,17.572512,17.518229,2,0.061055,8.89537E-5
843 | 19.257721,17.234331,16.160839,15.707728,15.281763,2,0.101164,1.54758E-4
844 | 19.195665,17.322994,16.413309,16.01701,15.681435,2,0.071855,1.40682E-4
845 | 19.709223,18.611656,18.16371,17.99736,17.896227,1,-3.15303E-4,7.71088E-5
846 | 17.751183,16.434774,15.768848,15.426554,15.139624,2,0.07299,1.13771E-4
847 | 18.926077,17.697737,17.071495,16.721569,16.398941,2,0.133247,1.11838E-4
848 | 18.29495,16.328255,15.325581,14.89572,14.538685,2,0.10072,1.89256E-4
849 | 18.237709,16.594049,15.745766,15.294662,14.963306,2,0.059787,8.74774E-5
850 | 18.841745,18.5245,18.172619,18.084539,18.055084,3,1.13694,2.07188E-3
851 | 19.307531,17.993498,17.255875,16.793821,16.547213,2,0.139049,1.03299E-4
852 | 19.636824,18.828234,17.998817,17.479736,17.26046,3,0.145165,1.02003E-3
853 | 20.633266,18.771666,17.926134,17.69677,17.409393,1,-1.49175E-4,5.94126E-5
854 | 18.837999,17.136766,16.678049,16.397097,16.192226,2,0.051869,1.0615E-4
855 | 19.479448,19.564806,19.910992,20.136864,20.168289,1,-2.78954E-4,1.98244E-4
856 | 19.47036,17.546604,16.542913,16.025021,15.653259,2,0.091489,1.22319E-4
857 | 19.055408,17.722633,17.010927,16.621382,16.386169,2,0.075128,1.35127E-4
858 | 19.385405,18.311901,17.698744,17.277275,17.053503,2,0.113661,9.06398E-5
859 | 19.523111,19.7467,20.125511,20.57288,20.331757,1,1.10772E-4,3.73624E-4
860 | 19.337223,18.485701,18.153589,17.846224,17.838017,2,0.101216,4.87894E-5
861 | 19.427313,17.419039,16.312201,15.843858,15.474794,2,0.115083,1.60309E-4
862 | 19.417603,17.891954,16.974806,16.478947,16.130547,2,0.104322,9.69501E-5
863 | 19.147449,17.115213,15.896,15.411302,14.990798,2,0.144395,1.92147E-4
864 | 19.55829,18.149246,17.421453,16.979982,16.902027,2,0.114859,1.37671E-4
865 | 19.163399,17.777668,17.248562,16.929646,16.740839,2,0.083215,1.77166E-4
866 | 19.521723,19.473129,19.50621,19.145411,19.109028,3,1.77579,1.84079E-3
867 | 18.910727,17.424044,16.650452,16.201326,15.870053,2,0.085767,1.61436E-4
868 | 18.30826,16.351322,15.404886,14.983326,14.648658,2,0.073568,1.86667E-4
869 | 20.083782,19.705807,19.225714,19.105642,19.103802,3,1.09991,1.96452E-3
870 | 18.223415,18.140987,18.494324,18.750648,19.071468,1,1.06895E-4,3.818E-4
871 | 18.889187,17.390135,16.373682,15.863729,15.496132,2,0.142223,1.10101E-4
872 | 19.25461,18.390381,17.915838,17.45462,17.302082,2,0.092584,3.90164E-5
873 | 19.491953,17.428968,16.322685,15.845329,15.407124,2,0.117194,1.72356E-4
874 | 20.497,18.163311,17.076105,16.673971,16.835112,1,3.85712E-5,6.17328E-5
875 | 18.394173,17.283203,16.747835,16.363491,16.166191,2,0.069678,8.62989E-5
876 | 19.194279,17.138058,16.024296,15.544405,15.15098,2,0.116069,2.63877E-4
877 | 19.330791,17.984276,17.284124,16.854065,16.580574,2,0.116698,1.10002E-4
878 | 19.405182,17.807808,17.028811,16.546339,16.313969,2,0.073567,1.65131E-4
879 | 18.739552,17.125845,16.339659,15.86654,15.544177,2,0.073655,1.86255E-4
880 | 19.468214,17.570824,16.556164,16.132095,15.791356,2,0.121943,1.34912E-4
881 | 20.221968,19.775658,19.67989,19.251535,19.184372,3,1.51265,2.03724E-3
882 | 19.429529,19.077633,18.91971,18.999247,19.000925,3,1.26302,1.71156E-3
883 | 18.20359,16.322048,15.4279,14.955387,14.585769,2,0.044532,8.92393E-5
884 | 18.95859,17.47279,16.731728,16.307932,15.995222,2,0.076495,1.50282E-4
885 | 18.374386,18.192499,18.106926,17.962055,18.008936,3,1.53974,2.04634E-3
886 | 18.738314,17.549292,17.108673,16.848244,16.725645,2,0.045049,7.32626E-5
887 | 18.417606,17.079552,16.322563,15.89005,15.553662,2,0.07991,1.693E-4
888 | 18.734917,17.35972,16.588476,16.099039,15.826406,2,0.106919,5.80852E-5
889 | 19.725245,19.38344,18.893787,18.757835,18.769175,3,1.23693,2.74001E-3
890 | 24.633757,21.951162,20.127876,19.339756,18.922779,1,4.4437E-5,1.77895E-4
891 | 19.045435,17.417267,16.44311,15.967034,15.627441,2,0.10755,1.44608E-4
892 | 19.388754,18.119825,17.50946,17.092178,16.90431,2,0.086452,8.65969E-5
893 | 18.541988,17.416327,17.656513,17.815239,17.94474,1,-4.50557E-4,1.13378E-4
894 | 16.387774,15.127665,15.030606,15.016061,15.043601,1,-2.0866E-5,1.14139E-4
895 | 19.369888,18.263142,17.770727,17.455462,17.316538,2,0.06023,1.04742E-4
896 | 19.171694,19.001833,18.62532,18.593832,18.648258,3,1.2725,1.93951E-3
897 | 19.003626,18.071274,17.626955,17.283821,17.104687,2,0.128231,9.4398E-5
898 | 19.5669,17.401665,16.270908,15.738723,15.281886,2,0.106727,1.58771E-4
899 | 19.596964,17.581738,16.483704,16.028286,15.639247,2,0.123387,1.54985E-4
900 | 19.546188,19.411989,19.300011,19.086649,19.139227,3,1.67618,1.65236E-3
901 | 18.948837,17.203735,16.312735,15.870337,15.505474,2,0.042674,1.58664E-4
902 | 19.451576,17.542225,16.641525,16.195549,15.846068,2,0.073893,1.67717E-4
903 | 18.322313,16.22913,15.221985,14.76366,14.394007,2,0.085456,1.83094E-4
904 | 19.060087,17.083502,16.106781,15.614313,15.213231,2,0.084108,1.42264E-4
905 | 18.868341,17.99029,17.654119,17.32638,17.273373,2,0.102414,4.77522E-5
906 | 18.924116,17.87365,17.393166,17.050482,16.872135,2,0.075259,8.4389E-5
907 | 18.277809,17.087303,16.557541,16.198158,15.989867,2,0.090718,9.40322E-5
908 | 22.574364,20.608707,19.362167,18.812992,19.160837,1,-1.5958E-4,9.32084E-5
909 | 19.160017,17.624294,16.875198,16.48559,16.147261,2,0.102752,1.46459E-4
910 | 19.177029,17.318573,16.25522,15.800567,15.410648,2,0.132077,1.57983E-4
911 | 18.805885,17.45104,16.707022,16.275768,15.978909,2,0.093467,1.09261E-4
912 | 19.409643,19.394918,19.320278,18.937996,18.701815,3,1.96398,1.6026E-3
913 | 18.740765,17.476173,16.94416,16.684528,16.466951,2,0.018123,3.9461E-5
914 | 19.282948,18.197159,17.570728,17.141104,16.93605,2,0.11425,1.01958E-4
915 | 19.679371,19.574572,19.221556,19.130283,19.153059,3,1.42916,1.23528E-3
916 | 18.795488,17.783436,17.3929,17.113573,16.981554,2,0.054994,7.5341E-5
917 | 19.206564,17.336163,16.360516,15.849524,15.446119,2,0.111875,1.56429E-4
918 | 19.475647,17.754522,16.871527,16.456972,16.146854,2,0.15261,1.23827E-4
919 | 19.256874,18.218548,17.74991,17.46847,17.222736,2,0.104309,7.39941E-5
920 | 19.455441,17.701982,16.842525,16.409939,16.091156,2,0.063292,1.53612E-4
921 | 19.454903,18.007961,17.262127,16.854855,16.599009,2,0.103272,1.67416E-4
922 | 19.50176,17.657578,16.726664,16.236492,15.823634,2,0.045171,1.86082E-4
923 | 17.39883,16.029848,15.281847,14.869499,14.522066,3,0.04541,1.41219E-3
924 | 18.836157,17.271492,16.560764,16.138912,15.965993,2,0.080143,9.89797E-5
925 | 16.601946,15.719087,15.439815,15.200099,15.058101,2,0.037795,8.0964E-5
926 | 19.253887,17.775604,17.135746,16.674093,16.269936,2,0.115026,1.36789E-4
927 | 18.270634,16.716749,15.924515,15.470689,15.151192,2,0.063269,1.55596E-4
928 | 19.290682,18.950987,18.908688,18.977352,19.01417,1,-8.68559E-5,5.0383E-4
929 | 19.110697,19.057608,18.856485,18.64057,18.56743,3,1.47679,2.20813E-3
930 | 20.564913,20.433554,20.292194,20.16802,20.031012,3,1.43686,3.57912E-3
931 | 19.019125,18.660732,18.523901,18.517159,18.395939,3,0.756428,1.27837E-3
932 | 19.536695,18.002607,17.248295,16.776144,16.49008,2,0.10102,1.09155E-4
933 | 19.188231,17.864065,17.330694,17.119251,17.001902,1,-8.59178E-5,7.32771E-5
934 | 19.27729,17.957499,17.44874,17.111263,16.918486,2,0.083617,8.47136E-5
935 | 18.716078,17.621689,17.161016,16.868418,16.730164,2,0.08408,8.0918E-5
936 | 18.268394,16.985929,16.372402,15.977112,15.792529,2,0.093101,1.57009E-4
937 | 18.232124,17.553738,16.924881,16.43799,16.281048,3,0.138942,1.09812E-3
938 | 19.463419,18.218006,17.596548,17.326611,17.234781,2,0.073081,8.2102E-5
939 | 19.569244,17.929518,17.077297,16.65951,16.300829,2,0.107027,1.41743E-4
940 | 19.648396,19.248831,18.914637,19.008135,19.062054,3,1.03144,2.2077E-3
941 | 17.851431,16.754555,16.252983,15.960369,15.757096,2,0.037201,7.78934E-5
942 | 19.334558,17.569614,16.682852,16.22753,15.97965,2,0.10115,1.31614E-4
943 | 19.191473,18.83713,18.363152,17.966688,17.905111,3,1.95156,2.0805E-3
944 | 19.806128,18.608175,17.572559,17.051149,16.805336,3,0.198631,1.10397E-3
945 | 19.468462,19.374454,19.086447,19.049551,19.033081,3,1.36131,1.4639E-3
946 | 18.028852,16.908094,16.393398,16.028883,15.844686,2,0.063661,9.00717E-5
947 | 19.324905,17.93684,17.406929,17.067379,16.911037,2,0.077104,8.65926E-5
948 | 19.444273,18.491732,18.092001,17.760534,17.669832,2,0.113072,5.0688E-5
949 | 19.60351,19.48908,19.357864,19.229425,19.29306,3,1.45907,1.82254E-3
950 | 19.087116,18.959738,18.622728,18.539282,18.418823,3,1.35824,1.48917E-3
951 | 18.376104,17.19916,16.43923,16.064344,15.750437,2,0.039459,1.02872E-4
952 | 19.712994,19.586,19.450315,19.375261,19.597391,3,1.44507,1.78794E-3
953 | 18.06905,17.023445,16.560072,16.213699,16.018852,2,0.054646,8.02632E-5
954 | 19.426199,19.075403,19.152687,18.908426,18.927883,3,0.553654,1.39412E-3
955 | 18.269451,16.440136,15.592155,15.181167,14.865464,2,0.040437,1.57862E-4
956 | 19.495375,19.479471,19.469267,19.169193,19.200771,3,1.57548,3.09079E-3
957 | 19.585487,18.098553,17.354321,16.892376,16.602192,2,0.063114,1.0509E-4
958 | 18.549925,17.427341,16.675377,16.279795,16.002518,2,0.158412,7.07323E-5
959 | 25.160368,21.158823,20.257374,19.901495,19.649305,1,1.66698E-4,3.40918E-4
960 | 19.400904,18.102362,17.546732,17.192381,16.957253,2,0.057605,8.29577E-5
961 | 19.285799,18.089008,17.742584,17.429615,17.365807,2,0.069562,8.45288E-5
962 | 19.572376,18.659164,18.01878,17.577551,17.362936,2,0.121411,8.14078E-5
963 | 19.416815,18.191675,17.763041,17.462132,17.403,2,0.083978,8.9153E-5
964 | 19.047771,17.314409,16.473871,16.041151,15.711284,2,0.076829,1.58405E-4
965 | 19.255596,17.779013,17.274599,16.86352,16.560369,2,0.060352,2.21659E-4
966 | 18.866714,17.708384,17.185778,16.891712,16.703382,2,0.063892,7.83874E-5
967 | 19.339058,18.381948,18.021545,17.896914,17.778564,1,-4.37098E-5,8.09072E-5
968 | 19.247219,17.252298,16.22678,15.742735,15.353593,2,0.079234,2.0182E-4
969 | 16.559313,14.664457,13.846034,13.444522,13.174915,2,0.030348,1.64403E-4
970 | 17.733305,17.534298,17.332315,17.352028,17.136421,3,0.263196,1.40767E-3
971 | 18.162308,16.707169,15.779333,15.346869,15.024844,2,0.073297,1.40827E-4
972 | 18.755215,17.250908,16.547911,16.196415,15.920303,2,0.076155,1.74967E-4
973 | 18.270094,17.051582,16.446241,16.099518,15.833879,2,0.049432,1.04171E-4
974 | 16.573092,14.805565,13.955848,13.471533,13.087372,3,5.95319,3.2012E-3
975 | 21.169346,19.671675,19.632587,19.646059,19.504246,3,2.89174,9.3858E-4
976 | 18.532715,17.334698,16.749289,16.424744,16.213997,2,0.039662,8.07579E-5
977 | 19.14152,17.746387,17.258297,17.0217,17.061501,2,0.04817,2.35389E-4
978 | 18.996023,17.275293,16.523285,16.183722,15.933309,2,0.063375,1.54995E-4
979 | 18.397112,17.092966,16.475092,16.083031,15.83399,2,0.07913,2.09027E-4
980 | 18.633162,17.218079,16.283962,15.827841,15.485446,2,0.12897,1.00237E-3
981 | 18.743864,17.581812,17.153545,16.923338,16.708048,2,0.018752,1.13863E-4
982 | 18.696716,17.655092,17.284018,17.152069,17.096951,1,-2.94834E-5,7.1847E-5
983 | 19.426516,18.874847,18.618114,18.580862,18.405098,3,0.739335,1.25898E-3
984 | 19.268682,18.066299,17.55068,17.160496,17.10556,2,0.088396,1.92874E-4
985 | 18.27055,17.167452,16.761974,16.528864,16.360121,2,0.040423,7.18485E-5
986 | 19.58234,18.150898,17.191257,16.716337,16.44874,2,0.144116,9.882119E-4
987 | 19.505722,18.922905,18.541677,18.194017,18.248146,2,0.200886,3.22925E-5
988 | 15.304129,14.162187,13.818137,13.597317,13.51145,2,2.88667E-3,9.01814E-5
989 | 18.300419,17.572977,17.646465,17.445772,17.311661,2,0.026647,3.49521E-5
990 | 17.761505,16.437346,15.919762,15.602194,15.402257,2,0.040194,8.55203E-5
991 | 19.114958,18.039879,17.38735,17.480812,17.578346,2,6.3E-3,1.79705E-3
992 | 22.029249,20.603872,20.263166,20.181253,19.520422,3,2.59526,1.32268E-3
993 | 18.383896,16.925375,16.087362,15.57881,15.258066,2,0.068594,1.14242E-4
994 | 18.949867,17.17465,16.365467,16.030848,15.742246,2,0.115983,1.36436E-4
995 | 18.046179,16.696054,16.1322,15.83454,15.64983,2,0.028355,1.99836E-4
996 | 18.624451,16.849655,16.032352,15.643916,15.346178,2,0.062808,1.43714E-4
997 | 19.022314,17.996304,17.639585,17.335861,17.215927,2,0.084935,4.51724E-5
998 | 19.344439,18.199173,17.449017,17.066971,16.811396,2,0.12457,1.50501E-4
999 | 20.10214,18.844326,18.27284,18.018423,17.856449,1,-4.85993E-4,9.11445E-5
1000 | 19.45339,17.44149,16.319796,15.868364,15.49338,2,0.138045,1.57636E-4
1001 | 19.092279,17.823185,17.158352,16.751299,16.467848,2,0.052323,7.94136E-5
1002 |
--------------------------------------------------------------------------------
/SDSS_classification.py:
--------------------------------------------------------------------------------
1 | from __future__ import print_function, division
2 | import numpy as np
3 | from matplotlib import pyplot as plt
4 | from sklearn.neighbors import KNeighborsRegressor
5 | from astroML.datasets import fetch_sdss_galaxy_colors
6 | from astroML.plotting import scatter_contour
7 | from sklearn.metrics import classification_report
8 | from sklearn.neighbors import KNeighborsClassifier
9 | import os
10 | import pandas as pd
11 | from sklearn.svm import SVC
12 | from sklearn.cross_validation import train_test_split
13 | from sklearn.tree import DecisionTreeRegressor
14 | from sklearn.tree import DecisionTreeClassifier
15 | from sklearn.cross_validation import cross_val_score
16 | from sklearn.metrics import confusion_matrix
17 | from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score
18 | from mpl_toolkits.mplot3d import Axes3D
19 |
20 | data = pd.read_csv('SDSS_all.csv') #This function directly queries the sdss SQL database at http://cas.sdss.org/
21 | #data = data[::5] # truncate for plotting
22 |
23 | # put colors in a matrix
24 | def get_features_targets(data):
25 | features = np.zeros((data.shape[0], 3)) #n lines, 4 columns
26 | features[:,0] = data['u'] - data['g']
27 | features[:,1] = data['g'] - data['r']
28 | features[:,2] = data['redshift']
29 | #features[:,2] = data['r'] - data['i']
30 | #features[:,3] = data['i'] - data['z']
31 | targets = data['specClass']
32 | return (features, targets)
33 |
34 | z = data['redshift']
35 | # Extract colors and spectral class
36 | ug = data['u'] - data['g']
37 | gr = data['g'] - data['r']
38 | spec_class = data['specClass']
39 |
40 | stars = (spec_class == 1)
41 | galaxies = (spec_class == 2)
42 | qsos = (spec_class == 3)
43 |
44 | fig = plt.figure(1, (12,8))
45 | ax = fig.add_subplot(111)
46 |
47 | ax.set_xlim(-0.5, 2.5)
48 | ax.set_ylim(-0.5, 1.5)
49 |
50 | ax.plot(ug[galaxies], gr[galaxies], 'o', ms=6, c='g', label='galaxies')
51 | ax.plot(ug[qsos], gr[qsos], 'o', ms=6, c='r', label='qsos')
52 | ax.plot(ug[stars], gr[stars], 'o', ms=6, c='b', label='stars')
53 |
54 | ax.legend(loc='upper left', prop={'size':20},frameon=False)
55 | ax.set_xlabel('$u-g$',fontsize=20)
56 | ax.set_ylabel('$g-r$',fontsize=20)
57 |
58 | fig = plt.figure(2, (12,8))
59 | ax = fig.add_subplot(111, projection = '3d')
60 | ax.scatter(ug, gr, z, c = spec_class, marker = 'o', s=100)
61 | ax.set_xlabel('$u-g$')
62 | ax.set_ylabel('$g-r$')
63 | ax.set_zlabel('Redshift')
64 |
65 | features, targets = get_features_targets(data)
66 | X_train, X_test, y_train, y_test = train_test_split(features, targets,random_state=0)
67 |
68 | knn = KNeighborsClassifier(n_neighbors = 4) #choose classifier
69 | KNN_fit = knn.fit(X_train, y_train)#train classifier
70 | accuracy = KNN_fit.score(X_test, y_test) #Estimate the accuracy of the classifier on future data
71 | print ('KNN score: {}\n'.format(accuracy))
72 | cv_scores = cross_val_score(knn, features, targets)
73 | print('Cross-validation scores (3-fold):', cv_scores)
74 | print('Mean cross-validation score (3-fold): {:.3f}'.format(np.mean(cv_scores)))
75 |
76 | #Support Vector Machines: unnormalized data
77 | #High C - low regularization (tries to fit training data as well as possible), low C-values - high regularization
78 | svm10RBF = SVC(C=10).fit(X_train, y_train)
79 | svm1RBF = SVC(C=1).fit(X_train, y_train)
80 | svm1 = SVC(kernel='linear', C=1).fit(X_train, y_train)
81 | svm10 = SVC(kernel='linear', C=10).fit(X_train, y_train)
82 | #print('Accuracy of RBF-kernel SVC (C = 1) on training set: {:.2f}'.format(svm1RBF.score(X_train, y_train)),'test set: {:.2f}'.format(svm1RBF.score(X_test, y_test)))
83 | #print('Accuracy of RBF-kernel SVC (C = 10) on training set: {:.2f}'.format(svm10RBF.score(X_train, y_train)),'test set: {:.2f}'.format(svm10RBF.score(X_test, y_test)))
84 | #print('Accuracy of linear-kernel SVC (C = 1) on training set: {:.2f}'.format(svm1.score(X_train, y_train)),'test set: {:.2f}'.format(svm1.score(X_test, y_test)))
85 | #print('Accuracy of linear-kernel SVC (C = 10) on training set: {:.2f}'.format(svm10.score(X_train, y_train)),'test set: {:.2f}'.format(svm10.score(X_test, y_test)))
86 |
87 | from sklearn.preprocessing import MinMaxScaler
88 | scaler = MinMaxScaler() #normalized
89 | X_train_scaled = scaler.fit_transform(X_train)
90 | X_test_scaled = scaler.transform(X_test)
91 | svm10RBF = SVC(C=10).fit(X_train_scaled, y_train)
92 | svm1RBF = SVC(C=1).fit(X_train_scaled, y_train)
93 | svm1 = SVC(kernel='linear', C=1).fit(X_train_scaled, y_train)
94 | svm10 = SVC(kernel='linear', C=10).fit(X_train_scaled, y_train)
95 | #print('Accuracy of RBF-kernel SVC (C = 1) on normalized training set: {:.2f}'.format(svm1RBF.score(X_train_scaled, y_train)),'test set: {:.2f}'.format(svm1RBF.score(X_test_scaled, y_test)))
96 | print('Accuracy of RBF-kernel SVC (C = 10) on normalized training set: {:.2f}'.format(svm10RBF.score(X_train_scaled, y_train)),'test set: {:.2f}'.format(svm10RBF.score(X_test_scaled, y_test)))
97 | #print('Accuracy of linear-kernel SVC (C = 1) on normalized training set: {:.2f}'.format(svm1.score(X_train_scaled, y_train)),'test set: {:.2f}'.format(svm1.score(X_test_scaled, y_test)))
98 | #print('Accuracy of linear-kernel SVC (C = 10) on normalized training set: {:.2f}'.format(svm10.score(X_train_scaled, y_train)),'test set: {:.2f}'.format(svm10.score(X_test_scaled, y_test)))
99 | svm10RBF.score(X_test_scaled, y_test)
100 | svm_predicted = svm10RBF.predict(X_test_scaled)
101 | confusion = confusion_matrix(y_test, svm_predicted)
102 | print(classification_report(y_test, svm_predicted))
103 |
104 | fig = plt.figure(3, (12,8))
105 | import seaborn as sns
106 | sns.heatmap(confusion)
107 | plt.title('RBF Linear Kernel \nAccuracy:{0:.3f}'.format(accuracy_score(y_test, svm_predicted)))
108 | plt.ylabel('True label',fontsize=20)
109 | plt.xlabel('Predicted label',fontsize=20)
110 |
111 | #DecisionTreeClassifier
112 | dtc = DecisionTreeClassifier(max_depth=2).fit(X_train, y_train)
113 | print('Accuracy of Decision Tree classifier on training set: {:.2f}'.format(dtc.score(X_train, y_train)))
114 | print('Accuracy of Decision Tree classifier on test set: {:.2f}'.format(dtc.score(X_test, y_test)))
115 |
116 | tree_predicted = dtc.predict(X_test)
117 | confusion = confusion_matrix(y_test, tree_predicted)
118 | fig = plt.figure(4, (12,8))
119 | sns.heatmap(confusion)
120 | plt.title('Decision Tree classifier \nAccuracy:{0:.3f}'.format(accuracy_score(y_test, tree_predicted)))
121 | plt.ylabel('True label',fontsize=20)
122 | plt.xlabel('Predicted label',fontsize=20)
123 | print(classification_report(y_test, tree_predicted))
124 |
125 |
126 | # initialize model
127 | #dtr = DecisionTreeRegressor()
128 | # train the model
129 | #dtr.fit(features, targets)
130 | # make predictions using the same features
131 | #predictions = dtr.predict(features)
132 | # print out the first 4 predicted redshifts
133 | #print(predictions[:4])
134 |
135 | from sklearn.datasets import make_blobs
136 | from sklearn.cluster import KMeans
137 | fig = plt.figure(5, (12,8))
138 | ax = fig.add_subplot(111, projection = '3d')
139 |
140 | #ax.scatter(ug, gr, z, c = spec_class, marker = 'o', s=100, alpha = 0.5)
141 | ax.set_xlabel('$u-g$')
142 | ax.set_ylabel('$g-r$')
143 | ax.set_zlabel('Redshift')
144 |
145 | X, y_true = make_blobs(n_samples=100, centers=3,cluster_std=0.60, random_state=0)
146 |
147 | kmeans = KMeans(n_clusters=3)
148 | kmeans.fit(features)
149 | y_kmeans = kmeans.predict(features)
150 | #plt.scatter(X[:, 0], X[:, 1], c=y_kmeans, s=50, cmap='viridis')
151 | centers = kmeans.cluster_centers_
152 | ax.scatter(centers[:,0],centers[:,1],centers[:,2], marker="o",color='magenta', s=250, linewidths = 10, zorder=10)
153 | #plt.scatter(centers[:, 0], centers[:, 1], c='black', s=200, alpha=0.5);
154 |
155 |
156 | plt.show()
157 |
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/SQL_SDSS.py:
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1 | """
2 | This file directly queries photometric observations associated with SDSS galaxy
3 | spectra which have spectroscopically confirmed redshifts.
4 | """
5 | from __future__ import print_function, division
6 | import os
7 | import numpy as np
8 | from sklearn.datasets import get_data_home
9 | from .tools import sql_query
10 |
11 | SPECCLASS = ['UNKNOWN', 'STAR', 'GALAXY', 'QSO',
12 | 'HIZ_QSO', 'SKY', 'STAR_LATE', 'GAL_EM']
13 |
14 | NOBJECTS = 10000
15 |
16 | GAL_COLORS_DTYPE = [('u', float),
17 | ('g', float),
18 | ('r', float),
19 | ('i', float),
20 | ('z', float),
21 | ('specClass', int),
22 | ('redshift', float),
23 | ('redshift_err', float)]
24 |
25 | ARCHIVE_FILE = 'sdss_photoz.npy'
26 |
27 | def sdss_galaxy_colors(data_home=None, download_if_missing=True):
28 | data_home = get_data_home(data_home)
29 | if not os.path.exists(data_home):
30 | os.makedirs(data_home)
31 |
32 | archive_file = os.path.join(data_home, ARCHIVE_FILE)
33 |
34 | query_text = ('\n'.join((
35 | "SELECT TOP %i" % NOBJECTS,
36 | "p.u, p.g, p.r, p.i, p.z, s.specClass, s.z, s.zerr",
37 | "FROM PhotoObj AS p",
38 | "JOIN SpecObj AS s ON s.bestobjid = p.objid",
39 | "WHERE ",
40 | "(specClass = 2 OR specClass = 3 OR specClass = 1)",
41 | "AND p.u BETWEEN 0 AND 19.6",
42 | "AND p.g BETWEEN 0 AND 20")))
43 |
44 | if not os.path.exists(archive_file):
45 | if not download_if_missing:
46 | raise IOError('data not present on disk. '
47 | 'set download_if_missing=True to download')
48 |
49 | print("querying for %i objects" % NOBJECTS)
50 | print(query_text)
51 | output = sql_query(query_text)
52 | print("finished.")
53 |
54 | data = np.loadtxt(output, delimiter=',',
55 | skiprows=1, dtype=GAL_COLORS_DTYPE)
56 | np.save(archive_file, data)
57 |
58 | else:
59 | data = np.load(archive_file)
60 |
61 | return data
62 |
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/sdss_photoz.npy:
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