design of experiment and assessing interactions within atmospheric processes
DESCRIPTION
Design of Experiment and Assessing Interactions within Atmospheric Processes. Dev Niyogi North Carolina State University Email: [email protected]. Human thinking is logical , sequential, and linear Real world is Convulated, Non-linear, and Interactive. Some References. - PowerPoint PPT PresentationTRANSCRIPT
-
Design of Experiment and Assessing Interactions within Atmospheric ProcessesDev NiyogiNorth Carolina State University
Email: [email protected]
-
Human thinking islogical , sequential, and linear
Real world isConvulated, Non-linear, and Interactive
-
Some References Mesoscale Meteorological Modeling, Roger Pielke Sr., Second Edition. (blue.atmos.colostate.edu)Box, Hunter and Hunter, Design of Experiment, 1987Stein and Alpert, Factor Separation Analysis, J. Atmos. Sci. 1993Alpert et al., How good are sensitivity studies?, J. Atmos. Sci. 1995Henderson- Sellers, A fractional factorial approach, J. Climate, 1993Niyogi et al. 1995, Env. Mod. Assess, Statistical Dynamical ExperimentsNiyogi et al. 1999 Uncertainty in initial specification- hierarchy; Boun. Layer Meteorol.Niyogi et al. 2002 Land surface response- midlatitudes and tropics, J. Hydromet(www4.ncsu.edu/~dsniyogi)
-
Sensitivity Analysis
-
Sensitivity AnalysisInherent component of model studiesBoth observational as well as numerical modeling studies rely on sensitivity analysisApproach Change a variable see the effect on the outcome
-
Sensitivity AnalysisObjectiveUnderstand the cause effect relationshipUnderstand the relative importance of the different processes affecting the outcomeDevelop focused efforts on improving input for critical variables (GIGO)Develop if then scenarios for policy makers; socioeconomic analyses, Evaluate models
-
OAT AnalysisInherent component of model studiesBoth observational as well as numerical modeling studies rely on sensitivity analysisApproach Change a variable see the effect on the outcome
-
One at A Time Analysis
-
One at A Time Analysis
-
Another Example OAT Analysis
-
Summary of OAT Analysis- Linear results Interactions need to be extracted in a ad-hoc manner / subjectivelyResults state what is happening and not how it is happening in the analysis
-
Sensitivity Analysis using Observations
-
Sensitivity Analysis using Observations
Needs careful planning (several known and unknown feedbacks possible)Effects cannot be switched off reliably (unlike in a model)Modeling OAT sensitivities could be used for developing trends and extrapolationsObservational OAT can be largely used for hypothesis tests (too many factors; too much noise)KISS (Keep it Simple Stupid) syndrome can be boon and a bane (too much confounding and original results may be lost)
-
Sensitivity Analysis using Observations
Either Absent / Present scenarios testedCloud cover and no clouds; Irrigation and no irrigationFertilizer and no fertilizerOr High / Low scenarios testedHigh soil moisture and low soil moistureAmbient CO2 and Doubled CO2
-
High soil moisture Low Soil Moisture LESS DIFFUSEMeasure the environment below the two experimental domains and evaluate the outcome (temperature, crop yield, photosynthesis, )
-
Ambient versus doubled CO2 levelsMeasure the environment below the two experimental domains and evaluate the outcome (temperature, crop yield, photosynthesis, )
-
Example of a field sensitivity studyField Measurements at NCSU to assess diffuse radiation feedbackDoes increase in diffuse radiation fraction help crop yield?
-
MORE DIFFUSE LESS DIFFUSEMeasure the environment below the two experimental domains and evaluate the outcome (temperature, crop yield, photosynthesis, )
-
Comparison of OAT in models and in field Models High Diffuse - > more photosynthesisObservations High diffuse -> less temperatures -> more shade on crops -> leaf geometry changes -> large fluctuations
-
Clustering and Cleaning eventually gets the right results from observations ;always an element of uncertainty that results could have gone other way too in some scenarios.Q: Should the observations be relied on for testing models?(of course yes; but dont use observations as the truth!)
Ratio to Flux
-7.5979166667
-8.2635
-13.8026923077
-10.8188
-11.02375
-14.6508695652
-14.97
-14.7755
-11.5564
-13.8186666667
-12.53
-11.1143333333
-7.4331578947
-8.3538888889
-14.5628571429
-11.8286363636
-16.4895652174
-18.2352380952
-16.9742307692
-14.6043478261
-15.0891304348
-17.8904347826
-14.6169565217
-15.2582608696
-14.2117391304
-11.0973684211
-11.5134782609
-7.9369565217
-7.2633333333
-9.2152631579
-7.4804
-11.26
-11.60125
-16.0608
-14.7530434783
-12.9004166667
-10.7981818182
-11.7554545455
-13.2560869565
-11.8557692308
-13.6825
-13.4757142857
-11.6668421053
-15.3736363636
-13.8394444444
-11.32
-16.746
-8.6421052632
-14.6027272727
-13.0822727273
-6.1775
-7.6386363636
-8.705
-8.4028
-6.17
-9.37125
-10.640952381
-7.392173913
-8.2991304348
-7.4004761905
-8.7433333333
FC30 mean
Rd/Rs
CO2 flux umol/m^2s
Walker Branch CO2 Flux
CO2 Flux-Time-Aerosol
0.860.090.25
-1.53-0.624.24
1616-5.2
17-5.429.13
18-3.88-15.48
1919-4.95
202021
-12.6221-14.81
22-18.2923
-15.77-19.33-16.5
-22.85-25.5-15.37
-14.17-14.91-22.27
262627
-15.55-26.98-16.96
-15.61-20.96-13.7
-20.16-17.33-15.15
-19.330-22.66
-23.46-21.08-17.15
-14.8132-21.26
-4.39-17.92-20.67
-3.54-13.59-13.49
-2.41-11.4-10.73
0.22-7.5-6.08
-4.13-3.07-3.65
0.4138-0.41
0.451514
14-2.6115
-2.75-2.56-2.33
-7.13-2.7517
-10.74-0.4718
-17.67-25.6619
-8.23-12.6820
20-14.2621
-17.28-20.62-14.17
22-21.31-27.73
23-22.17-17.99
-22.51-10.5325
-23.212726
-15.89-21.4-16.51
-30.97-20.53-16.57
28-23.72-15.61
-19.96-21.77-15.08
-22.12-15.71-0.13
-19.71-9.732
-21.08-17.14-6.22
-13.3-10.54-19.61
34-5.53-7.1
-17.61-6.5-11.87
-16.96-1.73-1.93
-15.7338
-8.9539
-7.8414
-2.4315
1416
15-10.45
2.9318
0.1619
18-14.63
-9.43-24.93
20-16.23
21-26.31
2224
-16.225
-29.9826
-10.8127
2628
-1329
2830
-12.46-23.52
-15.1732
3133
-11.16-13.16
-18.72-16.44
-2.21-11.34
35-5.52
-12.79-2.2
-9.541.28
-4.01-0.31
-1.65-3.13
14-4.05
-2.07-3.1
3.39-11.27
-2.42-2.6
-2.3-27.18
-8.6-21.25
-19.05-22.71
21-26.85
-25.95-23.01
23-22.97
2427
-24.3628
-13.86-16.43
27-16.46
-17.85-17.68
2932
-16.38-18.17
3134
-10.41-8.2
-16.7836
-16.26-0.85
3538
3639
373.22
387.44
-10.1-10.76
-2.73-8.37
-3.76
19
-7.34
1.87
2.75
-20.12
24
-31.8
-20.86
-26.53
-27.17
-26.36
-18.73
-17.71
-15.21
-18.2
-16.83
-10.73
-14.91
37
38
39
40
-3.81
-10.7
-15.37
-22.49
-16.32
20
-16.17
-25.65
-17.54
24
-19.37
-12.36
27
-13.33
-17.8
-14.42
-13.85
-15.08
-14.76
-8.97
-15.18
-10.25
-8.49
-3.93
-2.66
3.7
16
2.02
-8.28
-8.04
-3.76
-8.9
-13.16
-13.29
-13.56
-17.77
-18.5
-18.3
28
-17.06
-23.41
-18.41
-16.39
33
-13.71
-11.81
-6.58
-6.19
-1.3
-0.61
0.29
-4.06
-6.19
-9.39
-7.24
-12.31
-12.66
22
23
-12.51
-18.28
-20.84
-16.79
-17.67
-14.63
-14.38
-15.71
-6.84
-13.62
34
-7.14
-6.32
-2.21
-0.15
1.61
0.57
0.07
-0.36
-3.84
20
21
22
-6.82
24
25
26
-16.07
-20.37
29
-21.69
-19.93
-15.69
-15.88
-12.32
-8.61
-8.09
37
38
-0.18
16
17
-2.07
19
20
21
-23.32
-10.09
-20.97
-20.99
-20.34
27
-11.87
-24.91
-15.89
-18.22
-20.71
-15.47
-15.01
-13.21
-7.63
-4.34
38
-4.85
-7.05
-12.09
-14.12
-11.07
-13.46
-19.38
-18.26
-14.13
-17.56
25
-25.46
-21.23
28
-18.03
-17.96
-8.71
-16.35
-10.72
34
35
36
37
0.37
Continental
Marine
Highly Polluted
Continental Best Fit
Marine Best Fit
Highly Polluted Best Fit
Time Period
CO2 Flux umol/m^2s
Walker Branch CO2 FluxJune - August 1997
CO2 Flux-Time-Aerosol (2)
14-0.640.44
15-3.97-5.01
16-10.08-3.49
171818
1819-2.92
19-11.9620
20-21.8921
21-26.88-5.22
22-16.31-17.07
232424
24-25.57-14.9
-28.33-22.33-12.77
-25.04-23.36-14.01
27-19.18-10.23
-27.3-19.47-17.03
-25.92-18.82-6.96
-23.39-10.490.42
-29.77-16.12-14.04
-14.82-12.8-13.66
-10.26-12.34-13.29
-20.93-10.07-6.4
-20.03-10.29-2.74
-14.4-9.09-7.16
37-3.89-1.21
38-1.93
3916
40-1.46
0.32-5.51
2.36-7.27
-0.78-16.34
-13.12-19
18-12.89
6.623
2024
2125
2226
-11.66-16.78
-17.77-10.06
-11.42-8.65
-13.41-8.79
-22.96-9.15
-11.99-7.56
29-5.93
-7.77-5.27
-14.71-8.1
-9.04-4.74
-3.6637
-12.93-4.64
-150.76
-9.44-8.56
-7.73-10.19
-6.48-12.78
-1.32-5.84
2.28-13.54
3.54-20.02
-1.8-15.5
-5.12-12.49
8.16-13.98
-6.59-11.77
-17.5526
-9.39-9.95
-9.13-6.93
-15.23-9.12
-14.33-4.88
-17.45-8.89
26-9.56
-10.7-9.06
-13.27-8.21
-20.04-6.06
-13.87-4.62
-11.29-5.11
-1.77-3.89
-13.85
-8.73
-6.06
-5.81
-4.99
-4.9
-2.42
14
1.09
-1.27
-7.37
-9.15
-13.2
-7.64
-14.12
-17.98
-23.19
-15.12
25
-17.54
27
28
29
-7.77
-7.49
-11.07
-4.75
34
-8.99
-3.48
37
-3.79
-2.26
&C&"Arial,Bold"&12Walker Branch 1998June - August&"Arial,Regular"&10
Continental
Marine
Polluted
Continental Best Fit
Marine Best Fit
Polluted Best Fit
Time Period
CO2 Flux umol/m^2s
Walker Branch CO2 FluxJune - August 1998
CO2 Flux - Radiation
-13.59432
-13.35-16.23
-8.19-19.91
171.5-7.5
151510.5
-3.65485.5
101.5899.5
92-29.33
-4.28-27.29
14079
-12.26498
-3.62-14.81
-11.9-16.38
-9.33-0.55
-13.82-27.54
217.5-20.75
-8.56357
-17.57-27.19
-17.19-17.85
-0.04-17.4
-5.52-23.82
-7.34-10.3
-16.25-20.35
492.5-18.17
98.5-16.44
623.7
265-7.67
-14.96-16
-1.71-11.33
26-22.49
-5.42-10.72
-0.14-4.06
472.5-30.97
117-0.15
-20.58-24.91
0.79576
112-17.28
-13.74-19.96
296-8.4
21-20.16
21-22.07
0.48-19.34
-17.03-1.92
37486.5
0.04-16.43
17.5-18.13
-3.24756.5
-11.66-13.79
1-18.76
-3.36-18.88
14.5-14.31
-0.49-30.96
86.53.7
-2.15-15.48
-1.16-15.3
-1.18860
1.15-13.59
52579
-20.72670
35.5381.5
2.28-15.73
-17.1-26.88
-16.56946
23930
293.5412.5
2.22911
-2.83-11
76-6.31
-0.44-6.65
21.5-9.56
-12.04-14.42
-10.77-23.01
6.99-2.66
-16.58-26.31
-8.93-22.86
-2.97-18.57
1.64-22.21
46.5-16.78
-8.09-8.4
-10.76191.5
5.99-0.32
-3.71-6.42
-8.38318
26-18.6
171.5-20.34
94890
1.54-12.26
0.39-18.17
1.87-15.61
0.12913
41.5-11.27
130.5948
-3.9-15.3
0.57846
96.5-3.75
12.87-13.56
40926.5
8-23.26
8-14.12
-20.37-12.03
0.22-18.42
39.5660
1.84829
23.5-17.38
-8.28-24.59
6.7-24.46
-3.46-10.76
-2.41-13.58
-1.6-22.97
-0.54-13.97
89.5-19.17
-1.84-12.79
0.57-23.32
291023.5
4.29839
43.5-19.3
158-22.56
-0.44842.5
-1.39-20.18
112.5-3.23
-0.98846.5
56-16.78
42-18.65
0.52-19.89
-24.53238
286.5-8.07
-4.13-13.02
26.5-17.92
39.5-16.2
39-13.07
-20.25210
32-12.71
1.83-16.35
51-9.29
-1.51686.5
-0.91-16.01
0.68-13.45
18.5-14.17
37-13.87
423.5924
-1.08-21.91
6894
-2.26-16.16
59.5937
-18.23-9.54
35.5-9.77
23.5-9.44
-0.21687
2.75-31.45
-7.3-16.26
29-15.68
0.39-9.75
7.3898.5
-0.89-10.38
-6.05-20.56
174928
-1.78-9.39
-0.64-12.28
55.5-18.72
0.82-27.96
0.17888
-1.01-13.8
0.45970.5
75535
-22.55-23.21
91-12.57
-13.87-10.51
2.53-23.92
37-18.03
-0.18-2.02
-1.58-22.51
-19.74-17.07
235.5-12.42
2.67-26.65
0.25981
82-17.99
547-21.97
70-17.67
149.51119
34.5-19.72
-1.49918
-1.69-17.96
49661.5
-10.04-22.82
342-16.87
-3.37-15.64
-0.21-19.41
0.71-0.78
-1.12-6.08
33.5-21.23
-5.54-27.73
2.14588.5
52397.5
118-12.71
3.39232
-27.2-27.04
0.26-11.07
0.66-9.92
-6.73-8.71
73942
118.5-17.82
-6.5327.5
-20.32-28.49
0.47-10.83
-17.34-11.38
0.75-20.9
8.67-21.03
-5.25867
48.5-14.54
-6.39-10.41
6.35831
26812.5
43900.5
-1.2-12.29
72.5-14.82
8.5-18.05
-5.53-23.66
46.5-9.73
67.5909.5
0.41766.5
0.10.09
-1.25-20.41
-1.46-26.68
-5.841046
-0.29-4.44
79-22.85
79-2.99
29493.5
78.5-11.38
-2.47-11.69
597.5-3.45
-2.07-15.55
2.06-14.79
118.5995.5
211.5-17.3
-1.59-12.46
97.5-13.68
-9.2-20.38
108.5-12.21
-1.61-2.59
-7.01866
104-23.89
131.5676
71.5-4.01
-10.21-14.17
83910
138990.5
145.5774.5
82.5-8.48
110976.5
-17.14776.5
-3.49-9.47
-18.22-25.26
-4.71-15.24
-0.59-18.45
121-9.52
97.5752
112.5-25.39
-3.48-16.79
131.5-22.93
-15.5-9.39
1.26-14.82
-7.93.21
141954.5
1.07-25.65
-4.12-14.38
-16.07-2.21
-4.73-14.63
-8.51-2.47
98-28.02
211-26.49
-0.3-12.59
177-17.2
0.15-9.28
139667
161.5-15.16
127.51016
-2.58-28.57
-0.13-3.93
150-19.42
7.5-17.18
4.77-20.94
-24.48-13.78
-1.531.03
156.5-19.65
-16.91-14.28
-2.7-19.98
-15.93674.5
-6.24-6.19
-7.79349.5
278.5-24.72
-20.04-7.92
177-18.41
246.5595
-18.68591
106.5966
-2.08599
-13.31-16.56
-5.67-25.46
88-12.5
-12.35-23.03
-2.55-13.46
181.5724
-25.44-11.28
-14.3-20.45
1.24800
116233.5
159.5848.5
134-20.23
-5.654.77
144.5-14.26
65-7.32
151.5-14.73
-12.81-6.19
119-17.51
-9.04-18.89
104-9.93
-20.89-25.19
-1.191004
-14.03-17.25
-26.95-15.53
-16.08273.5
-4.69-20.17
-8.53-12.61
342.5-14.13
-18.29-15.47
231.5-19.7
203799.5
178742
-10.04-21.08
-15.28-17.32
184.5696
-14.69-1.79
159.5499.5
7.01-14.91
-25.38-9.4
8.07-13
-24.21-17.61
-11.11-16.1
0.16-15.34
317.5-17.56
194-11.43
134974.5
-16.431005.5
249.51017
-9.84-24.38
-25.29-17.37
217-7.24
150.5433
-5.74-13.49
-2.12-24.26
279-17.23
-4.66-17.02
0.89-16.27
-12.22-3.14
-15.51-8.49
0.35-17.26
-5.1-8.34
-12.93-16.95
-6.56873
-15.81-9.11
-14.08-14.81
-13.52868.5
45-16.52
176.5-19.99
-11.14-6.32
-3.57-21.83
-17.26-18.26
148.5-20.91
310.5-12.62
34.5-19.38
234.5-20.61
193-7.49
-6.89-12.93
-2.19-20.73
31-16.39
272-15.64
-15.84-20.61
-12.14-28.19
3.052.02
-5.17-8.04
264-10.46
-1.47-18.68
240-17.15
-17.88-12.1
-6.86448.5
-7.98-9.97
-7.23-5.37
-14.68-17.18
164-11.16
-9.81-12.86
-10.713.18
-16.88-8.28
8.23-12.84
-12.11-25.81
-22.71-20.84
187-18.3
-19.19-10.25
-21.75-21.49
-6.73-17.54
-14.19948.5
-16.14-15.17
152.5-18.49
-2.79-12.34
-12.78-10.09
108-0.99
320.5-6.32
205.5-3.76
-13.33843
-11.31-15.18
138910.5
-20.4-13.52
-2.72687
134.5-20.08
-16.21911
-30.06-23.19
2.78-7.14
-20.6-18.48
-9.52-5.29
224-10.5
-3.23-15.39
-10552
-5.43-12.31
-14.78986
-0.34-8.97
-9.07-15.71
246-19.37
-9.84-16.05
206-5.02
202.5-6.58
-18.28-12.46
-19.01-16.18
-15.19-15.65
-15.61836
-13.23615
-22.32816
379-3.45
-24.84752.5
-9.39-18.28
236.5-12.66
-13.91-16.2
-5.29-14.76
-11.06-18.58
1.71-12.36
-2.88970.5
-12.51867.5
0.61964
-27.43-13.27
-8.17699
-7.7-11.83
-18.48-7.04
-7.75-12.04
194872
-19.79-9.84
-27.81-19.88
2001002.5
-18.21-14.84
-25.77-16.19
-15.69965.5
0.55-12.51
-5.86-21.55
175.5-15.08
-1.76-15.22
-19.26-21.81
-17.65-6.7
177.5-10.81
9.5919
-23.73-20
-21.03-8.14
243-29.98
-1.81983
-7.38-13.62
-0.5-13.85
-14.14-17.8
-25.5962
-16.31-14.42
-9.44-1.71
-21.42-12.49
-0.39-13.33
268.5-11.81
-10.41-8.52
87-6.84
-0.02-8.9
-24-17.88
-7.56766.5
-20.96766
-3.03981.5
-20.35-13.71
-0.97-18.5
-8.56-14.07
-19.53-6.67
-25.25850.5
391.5-13.16
-31.48978.5
0.1-16.15
222-10.84
375.5-8.5
1.67-23.69
-20.73-10
-3.12-11.12
-17.41-8.45
-19.93-13.29
-21.19-17.77
157-16.56
-24.73-10.66
-1.17-10.61
218.5-13.56
-18.38-12.66
448.5-3.96
-12.95-8.53
-0.261019
490-13.44
-19.92-9.05
-5.46
-10.04
-7.66
-10.54
-13.75
319
-1.46
-7.49
-10.76
228.5
-32.8
-23.89
272
288.5
219
-20.18
278
5.5
374.5
-9.52
0.93
-19.2
238.5
-28.52
-16.76
-13.89
3.35
271.5
-11.7
1.16
2.79
26.5
-20.47
-20.72
-7.97
360
136.5
-10.62
-0.85
-14.64
-23.32
302.5
292
-21.49
-20.91
-0.79
0.65
-26.5
-5.2
-17.08
-23.43
-4.53
-0.32
-20.85
-20.12
578
-4.46
104.5
-25.97
-21.69
236.5
-25.69
-25.55
-11.15
341
-2.56
-20.65
-6.58
-8.95
-13.81
-17.97
534.5
-25.87
-23.84
-8.73
-25.5
-9.54
-2.61
-18.14
-8.77
-17.04
-19.28
-8.15
260.5
-16.27
-2.73
-4.14
-4.73
714.5
-25.24
184
283.5
160
384
-5.79
-13.97
-19.46
1.61
558.5
-2.07
-4.97
409.5
-8.51
-10.97
-11.76
98
-17.82
-1.58
40
-13.52
-3.34
0.04
-23.98
114.5
-11.31
-17.75
272.5
-8.14
-12.96
-0.13
-8.27
-18.5
-13.1
377.5
-7.32
82.5
262.5
-10.7
-16.06
-23.93
-4.36
-27.34
215.5
-11.44
270
236.5
430
-13.34
0.04
-12.76
-27.6
-0.84
-16.17
-4.95
-32.58
527.5
652.5
-0.85
-8.99
-15.92
695.5
353
366.5
-1.2
-4.63
192.5
-4.28
-1.05
2
-5.78
-3.54
324.5
-22.49
-5.4
-1.57
-15.5
275.5
235.5
-12.64
-8.43
0.18
43
-14.33
155
-20.51
-23.21
-16.15
0.96
389.5
-16.9
-9.5
42
-18.86
-9.92
-32.13
-29.18
-1.56
161.5
159.5
-14.5
-0.66
-7.91
2.23
-1.29
-9.43
638.5
-14.8
551
0.12
459
-6.48
644
100
-14.85
508
465.5
-13.37
-17.52
-32.18
325.5
384
-0.16
-7.27
104
-24.12
-2.74
4.16
537
266.5
-3.41
271
-0.9
-20.44
359
-18.82
-4.39
-29.17
756
1.51
12.12
-2.92
204
-3.52
380.5
0.28
-9.89
24.5
-20.49
-15.8
-12.08
99
-4.12
-14.91
-2.43
108.5
-11.87
335
-18.47
0.71
-14.46
-7.2
457
-1.01
456.5
461.5
-20.86
7.66
313.5
-14.7
-19.7
-18.92
-19.72
42
652.5
-16.71
-10.4
-27.52
-4.07
-1.97
-17.21
692.5
-24.46
289
-5.46
-23.01
-20.83
-29.79
-24.44
5.66
87
41
-0.55
-31.18
-9.21
-11.82
-20.89
-0.08
-18.19
-18.8
-8.36
-29.54
-14.97
-2.75
-1.63
-16.99
-9.84
59.5
-8.1
-25.95
-11.8
-15.21
-6.46
-17.66
287
-10.07
138
-11.58
-18.18
-2.21
-15.08
-12.54
-11.24
-2.13
75.5
381
718
-6.03
2.64
-19.52
34
782
-16.96
-14.91
-30.44
-15.16
-1
172.5
476
-14.55
-8.84
651
-13.85
-13.51
-20.81
226.5
4.5
692.5
-20.76
-28.85
-17.06
-31.8
-17.71
-3.81
40
-24.51
-12.85
-3.32
-23.08
-17.76
-0.22
-15.15
-18.73
-7.19
-1.86
242
-8.91
-24.6
171.5
-0.53
-14.63
93.5
-28.48
161
-26.23
-8.63
-2.25
-11.96
-8.61
0.12
-13.54
48.5
376.5
122.5
-1.23
-11.43
245
43.5
-6.5
346
632.5
-0.09
-2.23
850.5
-6.35
-19.33
688.5
-14.85
-3.27
-0.06
-26.1
-18.39
-8.43
-32.98
-22.62
2.87
-1.42
585.5
-0.92
1.28
-19.53
594.5
392.5
-12.47
9.5
-17.83
4.94
-12.78
-15.61
178
-10.92
453
-13.44
-13.78
-7.84
-26.19
-12.38
-18.54
-1.67
-10.6
8.25
-29.63
767.5
-12.25
547
-0.47
-16.65
286.5
898.5
-26.53
-1.53
-14.01
-19.7
-14.98
-10.1
-25.19
-7.39
-11.7
-13.7
513.5
-10.53
236
-4.5
-25.58
9
-3.83
-15.71
-23.08
-16.3
-17.35
612
-18.77
215.5
748.5
-3.01
605.5
-18.29
-21.99
-18.2
-1.5
-11.65
131.5
-13.33
396.5
544
89.5
528
-17.04
-3.74
775.5
5.26
-19.66
-0.17
-20.5
-13.3
-11.11
-7.54
1.17
-13.99
-19.81
-15.2
8.05
-2.19
600
-15.88
-24.83
369
-0.31
-9.41
36.5
-8.47
770
-27.76
-23.59
-26.61
537.5
392
-15.89
-26.36
26.5
-4.85
-7.15
-6.29
-9.54
-16.83
-12.67
-9.7
-1.44
-5.89
829.5
-19.2
-17.93
602.5
-15.01
-3.06
-15.45
-13.35
-0.06
-19.72
-2.12
768
-13.94
-21.53
-11.8
489
548.5
-10.96
3.83
2.59
-27.17
245.5
-16.28
881.5
-22.9
-6.98
-17.55
620
694.5
-16.13
694.5
-10.57
99
774.5
-8.95
-25.89
-12.68
-12.32
361
523
-31.8
834
463
-26.98
-18.12
-9.26
4.15
-23.59
-14.72
-2.2
129
483.5
-11.97
-3.02
-17.67
-14.91
-6.8
-22.86
-7.2
-3.08
107.5
605.5
735
-16.11
-9.02
542.5
-20.62
-22.1
-5.34
0.23
3.39
320.5
-18.72
310.5
83
-20.45
-20.98
519.5
-23.42
-22.65
-6.82
-4.88
-18.03
616.5
-19.86
-11.68
681
-16.72
-4.79
-21.25
0.37
-15.94
-1.92
-2.75
-26.53
872.5
-17
-16.03
-14.6
178.5
93.5
-20.36
-23.25
0.33
-18.98
-26.62
-15.47
591.5
-17.26
-5.57
380.5
-26.29
592
-1.11
-17.15
-1.39
-11.1
-2.42
-2.3
-9.62
-20.96
286.5
611
-7.13
878.5
-30.16
678
-16.42
-23.32
532
-21.77
-10.18
-23.62
-28.73
132
-19.59
-15.96
-13.57
859.5
-15.22
-20.02
461.5
766
35.5
-0.63
465
-24.66
-21.59
-16.96
-12.62
-20.34
173
-8.6
514.5
114.5
202.5
-12.76
-18.57
-10.73
-19.13
Rd/Rs > 0.5
Rd/Rs < 0.3
Global Radiation W/m^2
CO2 Flux umol/m^2s
Walker Branch CO2 FluxJune - August 1997
Ratio to Flux
-7.5979166667
-8.2635
-13.8026923077
-10.8188
-11.02375
-14.6508695652
-14.97
-14.7755
-11.5564
-13.8186666667
-12.53
-11.1143333333
-7.4331578947
-8.3538888889
-14.5628571429
-11.8286363636
-16.4895652174
-18.2352380952
-16.9742307692
-14.6043478261
-15.0891304348
-17.8904347826
-14.6169565217
-15.2582608696
-14.2117391304
-11.0973684211
-11.5134782609
-7.9369565217
-7.2633333333
-9.2152631579
-7.4804
-11.26
-11.60125
-16.0608
-14.7530434783
-12.9004166667
-10.7981818182
-11.7554545455
-13.2560869565
-11.8557692308
-13.6825
-13.4757142857
-11.6668421053
-15.3736363636
-13.8394444444
-11.32
-16.746
-8.6421052632
-14.6027272727
-13.0822727273
-6.1775
-7.6386363636
-8.705
-8.4028
-6.17
-9.37125
-10.640952381
-7.392173913
-8.2991304348
-7.4004761905
-8.7433333333
FC30 mean
Rd/Rs Mean Values
CO2 flux Mean Values (umol/m^2s)
Walker Branch CO2 FluxJune - August 1998
CO2 Flux-Time-Aerosol
0.860.090.25
-1.53-0.624.24
1616-5.2
17-5.429.13
18-3.88-15.48
1919-4.95
202021
-12.6221-14.81
22-18.2923
-15.77-19.33-16.5
-22.85-25.5-15.37
-14.17-14.91-22.27
262627
-15.55-26.98-16.96
-15.61-20.96-13.7
-20.16-17.33-15.15
-19.330-22.66
-23.46-21.08-17.15
-14.8132-21.26
-4.39-17.92-20.67
-3.54-13.59-13.49
-2.41-11.4-10.73
0.22-7.5-6.08
-4.13-3.07-3.65
0.4138-0.41
0.451514
14-2.6115
-2.75-2.56-2.33
-7.13-2.7517
-10.74-0.4718
-17.67-25.6619
-8.23-12.6820
20-14.2621
-17.28-20.62-14.17
22-21.31-27.73
23-22.17-17.99
-22.51-10.5325
-23.212726
-15.89-21.4-16.51
-30.97-20.53-16.57
28-23.72-15.61
-19.96-21.77-15.08
-22.12-15.71-0.13
-19.71-9.732
-21.08-17.14-6.22
-13.3-10.54-19.61
34-5.53-7.1
-17.61-6.5-11.87
-16.96-1.73-1.93
-15.7338
-8.9539
-7.8414
-2.4315
1416
15-10.45
2.9318
0.1619
18-14.63
-9.43-24.93
20-16.23
21-26.31
2224
-16.225
-29.9826
-10.8127
2628
-1329
2830
-12.46-23.52
-15.1732
3133
-11.16-13.16
-18.72-16.44
-2.21-11.34
35-5.52
-12.79-2.2
-9.541.28
-4.01-0.31
-1.65-3.13
14-4.05
-2.07-3.1
3.39-11.27
-2.42-2.6
-2.3-27.18
-8.6-21.25
-19.05-22.71
21-26.85
-25.95-23.01
23-22.97
2427
-24.3628
-13.86-16.43
27-16.46
-17.85-17.68
2932
-16.38-18.17
3134
-10.41-8.2
-16.7836
-16.26-0.85
3538
3639
373.22
387.44
-10.1-10.76
-2.73-8.37
-3.76
19
-7.34
1.87
2.75
-20.12
24
-31.8
-20.86
-26.53
-27.17
-26.36
-18.73
-17.71
-15.21
-18.2
-16.83
-10.73
-14.91
37
38
39
40
-3.81
-10.7
-15.37
-22.49
-16.32
20
-16.17
-25.65
-17.54
24
-19.37
-12.36
27
-13.33
-17.8
-14.42
-13.85
-15.08
-14.76
-8.97
-15.18
-10.25
-8.49
-3.93
-2.66
3.7
16
2.02
-8.28
-8.04
-3.76
-8.9
-13.16
-13.29
-13.56
-17.77
-18.5
-18.3
28
-17.06
-23.41
-18.41
-16.39
33
-13.71
-11.81
-6.58
-6.19
-1.3
-0.61
0.29
-4.06
-6.19
-9.39
-7.24
-12.31
-12.66
22
23
-12.51
-18.28
-20.84
-16.79
-17.67
-14.63
-14.38
-15.71
-6.84
-13.62
34
-7.14
-6.32
-2.21
-0.15
1.61
0.57
0.07
-0.36
-3.84
20
21
22
-6.82
24
25
26
-16.07
-20.37
29
-21.69
-19.93
-15.69
-15.88
-12.32
-8.61
-8.09
37
38
-0.18
16
17
-2.07
19
20
21
-23.32
-10.09
-20.97
-20.99
-20.34
27
-11.87
-24.91
-15.89
-18.22
-20.71
-15.47
-15.01
-13.21
-7.63
-4.34
38
-4.85
-7.05
-12.09
-14.12
-11.07
-13.46
-19.38
-18.26
-14.13
-17.56
25
-25.46
-21.23
28
-18.03
-17.96
-8.71
-16.35
-10.72
34
35
36
37
0.37
Continental
Marine
Highly Polluted
Continental Best Fit
Marine Best Fit
Highly Polluted Best Fit
Time Period
CO2 Flux umol/m^2s
Walker Branch CO2 FluxJune - August 1997
CO2 Flux-Time-Aerosol (2)
14-0.640.44
15-3.97-5.01
16-10.08-3.49
171818
1819-2.92
19-11.9620
20-21.8921
21-26.88-5.22
22-16.31-17.07
232424
24-25.57-14.9
-28.33-22.33-12.77
-25.04-23.36-14.01
27-19.18-10.23
-27.3-19.47-17.03
-25.92-18.82-6.96
-23.39-10.490.42
-29.77-16.12-14.04
-14.82-12.8-13.66
-10.26-12.34-13.29
-20.93-10.07-6.4
-20.03-10.29-2.74
-14.4-9.09-7.16
37-3.89-1.21
38-1.93
3916
40-1.46
0.32-5.51
2.36-7.27
-0.78-16.34
-13.12-19
18-12.89
6.623
2024
2125
2226
-11.66-16.78
-17.77-10.06
-11.42-8.65
-13.41-8.79
-22.96-9.15
-11.99-7.56
29-5.93
-7.77-5.27
-14.71-8.1
-9.04-4.74
-3.6637
-12.93-4.64
-150.76
-9.44-8.56
-7.73-10.19
-6.48-12.78
-1.32-5.84
2.28-13.54
3.54-20.02
-1.8-15.5
-5.12-12.49
8.16-13.98
-6.59-11.77
-17.5526
-9.39-9.95
-9.13-6.93
-15.23-9.12
-14.33-4.88
-17.45-8.89
26-9.56
-10.7-9.06
-13.27-8.21
-20.04-6.06
-13.87-4.62
-11.29-5.11
-1.77-3.89
-13.85
-8.73
-6.06
-5.81
-4.99
-4.9
-2.42
14
1.09
-1.27
-7.37
-9.15
-13.2
-7.64
-14.12
-17.98
-23.19
-15.12
25
-17.54
27
28
29
-7.77
-7.49
-11.07
-4.75
34
-8.99
-3.48
37
-3.79
-2.26
&C&"Arial,Bold"&12Walker Branch 1998June - August&"Arial,Regular"&10
Continental
Marine
Polluted
Continental Best Fit
Marine Best Fit
Polluted Best Fit
Time Period
CO2 Flux umol/m^2s
Walker Branch CO2 FluxJune - August 1998
CO2 Flux - Radiation
-13.59432
-13.35-16.23
-8.19-19.91
171.5-7.5
151510.5
-3.65485.5
101.5899.5
92-29.33
-4.28-27.29
14079
-12.26498
-3.62-14.81
-11.9-16.38
-9.33-0.55
-13.82-27.54
217.5-20.75
-8.56357
-17.57-27.19
-17.19-17.85
-0.04-17.4
-5.52-23.82
-7.34-10.3
-16.25-20.35
492.5-18.17
98.5-16.44
623.7
265-7.67
-14.96-16
-1.71-11.33
26-22.49
-5.42-10.72
-0.14-4.06
472.5-30.97
117-0.15
-20.58-24.91
0.79576
112-17.28
-13.74-19.96
296-8.4
21-20.16
21-22.07
0.48-19.34
-17.03-1.92
37486.5
0.04-16.43
17.5-18.13
-3.24756.5
-11.66-13.79
1-18.76
-3.36-18.88
14.5-14.31
-0.49-30.96
86.53.7
-2.15-15.48
-1.16-15.3
-1.18860
1.15-13.59
52579
-20.72670
35.5381.5
2.28-15.73
-17.1-26.88
-16.56946
23930
293.5412.5
2.22911
-2.83-11
76-6.31
-0.44-6.65
21.5-9.56
-12.04-14.42
-10.77-23.01
6.99-2.66
-16.58-26.31
-8.93-22.86
-2.97-18.57
1.64-22.21
46.5-16.78
-8.09-8.4
-10.76191.5
5.99-0.32
-3.71-6.42
-8.38318
26-18.6
171.5-20.34
94890
1.54-12.26
0.39-18.17
1.87-15.61
0.12913
41.5-11.27
130.5948
-3.9-15.3
0.57846
96.5-3.75
12.87-13.56
40926.5
8-23.26
8-14.12
-20.37-12.03
0.22-18.42
39.5660
1.84829
23.5-17.38
-8.28-24.59
6.7-24.46
-3.46-10.76
-2.41-13.58
-1.6-22.97
-0.54-13.97
89.5-19.17
-1.84-12.79
0.57-23.32
291023.5
4.29839
43.5-19.3
158-22.56
-0.44842.5
-1.39-20.18
112.5-3.23
-0.98846.5
56-16.78
42-18.65
0.52-19.89
-24.53238
286.5-8.07
-4.13-13.02
26.5-17.92
39.5-16.2
39-13.07
-20.25210
32-12.71
1.83-16.35
51-9.29
-1.51686.5
-0.91-16.01
0.68-13.45
18.5-14.17
37-13.87
423.5924
-1.08-21.91
6894
-2.26-16.16
59.5937
-18.23-9.54
35.5-9.77
23.5-9.44
-0.21687
2.75-31.45
-7.3-16.26
29-15.68
0.39-9.75
7.3898.5
-0.89-10.38
-6.05-20.56
174928
-1.78-9.39
-0.64-12.28
55.5-18.72
0.82-27.96
0.17888
-1.01-13.8
0.45970.5
75535
-22.55-23.21
91-12.57
-13.87-10.51
2.53-23.92
37-18.03
-0.18-2.02
-1.58-22.51
-19.74-17.07
235.5-12.42
2.67-26.65
0.25981
82-17.99
547-21.97
70-17.67
149.51119
34.5-19.72
-1.49918
-1.69-17.96
49661.5
-10.04-22.82
342-16.87
-3.37-15.64
-0.21-19.41
0.71-0.78
-1.12-6.08
33.5-21.23
-5.54-27.73
2.14588.5
52397.5
118-12.71
3.39232
-27.2-27.04
0.26-11.07
0.66-9.92
-6.73-8.71
73942
118.5-17.82
-6.5327.5
-20.32-28.49
0.47-10.83
-17.34-11.38
0.75-20.9
8.67-21.03
-5.25867
48.5-14.54
-6.39-10.41
6.35831
26812.5
43900.5
-1.2-12.29
72.5-14.82
8.5-18.05
-5.53-23.66
46.5-9.73
67.5909.5
0.41766.5
0.10.09
-1.25-20.41
-1.46-26.68
-5.841046
-0.29-4.44
79-22.85
79-2.99
29493.5
78.5-11.38
-2.47-11.69
597.5-3.45
-2.07-15.55
2.06-14.79
118.5995.5
211.5-17.3
-1.59-12.46
97.5-13.68
-9.2-20.38
108.5-12.21
-1.61-2.59
-7.01866
104-23.89
131.5676
71.5-4.01
-10.21-14.17
83910
138990.5
145.5774.5
82.5-8.48
110976.5
-17.14776.5
-3.49-9.47
-18.22-25.26
-4.71-15.24
-0.59-18.45
121-9.52
97.5752
112.5-25.39
-3.48-16.79
131.5-22.93
-15.5-9.39
1.26-14.82
-7.93.21
141954.5
1.07-25.65
-4.12-14.38
-16.07-2.21
-4.73-14.63
-8.51-2.47
98-28.02
211-26.49
-0.3-12.59
177-17.2
0.15-9.28
139667
161.5-15.16
127.51016
-2.58-28.57
-0.13-3.93
150-19.42
7.5-17.18
4.77-20.94
-24.48-13.78
-1.531.03
156.5-19.65
-16.91-14.28
-2.7-19.98
-15.93674.5
-6.24-6.19
-7.79349.5
278.5-24.72
-20.04-7.92
177-18.41
246.5595
-18.68591
106.5966
-2.08599
-13.31-16.56
-5.67-25.46
88-12.5
-12.35-23.03
-2.55-13.46
181.5724
-25.44-11.28
-14.3-20.45
1.24800
116233.5
159.5848.5
134-20.23
-5.654.77
144.5-14.26
65-7.32
151.5-14.73
-12.81-6.19
119-17.51
-9.04-18.89
104-9.93
-20.89-25.19
-1.191004
-14.03-17.25
-26.95-15.53
-16.08273.5
-4.69-20.17
-8.53-12.61
342.5-14.13
-18.29-15.47
231.5-19.7
203799.5
178742
-10.04-21.08
-15.28-17.32
184.5696
-14.69-1.79
159.5499.5
7.01-14.91
-25.38-9.4
8.07-13
-24.21-17.61
-11.11-16.1
0.16-15.34
317.5-17.56
194-11.43
134974.5
-16.431005.5
249.51017
-9.84-24.38
-25.29-17.37
217-7.24
150.5433
-5.74-13.49
-2.12-24.26
279-17.23
-4.66-17.02
0.89-16.27
-12.22-3.14
-15.51-8.49
0.35-17.26
-5.1-8.34
-12.93-16.95
-6.56873
-15.81-9.11
-14.08-14.81
-13.52868.5
45-16.52
176.5-19.99
-11.14-6.32
-3.57-21.83
-17.26-18.26
148.5-20.91
310.5-12.62
34.5-19.38
234.5-20.61
193-7.49
-6.89-12.93
-2.19-20.73
31-16.39
272-15.64
-15.84-20.61
-12.14-28.19
3.052.02
-5.17-8.04
264-10.46
-1.47-18.68
240-17.15
-17.88-12.1
-6.86448.5
-7.98-9.97
-7.23-5.37
-14.68-17.18
164-11.16
-9.81-12.86
-10.713.18
-16.88-8.28
8.23-12.84
-12.11-25.81
-22.71-20.84
187-18.3
-19.19-10.25
-21.75-21.49
-6.73-17.54
-14.19948.5
-16.14-15.17
152.5-18.49
-2.79-12.34
-12.78-10.09
108-0.99
320.5-6.32
205.5-3.76
-13.33843
-11.31-15.18
138910.5
-20.4-13.52
-2.72687
134.5-20.08
-16.21911
-30.06-23.19
2.78-7.14
-20.6-18.48
-9.52-5.29
224-10.5
-3.23-15.39
-10552
-5.43-12.31
-14.78986
-0.34-8.97
-9.07-15.71
246-19.37
-9.84-16.05
206-5.02
202.5-6.58
-18.28-12.46
-19.01-16.18
-15.19-15.65
-15.61836
-13.23615
-22.32816
379-3.45
-24.84752.5
-9.39-18.28
236.5-12.66
-13.91-16.2
-5.29-14.76
-11.06-18.58
1.71-12.36
-2.88970.5
-12.51867.5
0.61964
-27.43-13.27
-8.17699
-7.7-11.83
-18.48-7.04
-7.75-12.04
194872
-19.79-9.84
-27.81-19.88
2001002.5
-18.21-14.84
-25.77-16.19
-15.69965.5
0.55-12.51
-5.86-21.55
175.5-15.08
-1.76-15.22
-19.26-21.81
-17.65-6.7
177.5-10.81
9.5919
-23.73-20
-21.03-8.14
243-29.98
-1.81983
-7.38-13.62
-0.5-13.85
-14.14-17.8
-25.5962
-16.31-14.42
-9.44-1.71
-21.42-12.49
-0.39-13.33
268.5-11.81
-10.41-8.52
87-6.84
-0.02-8.9
-24-17.88
-7.56766.5
-20.96766
-3.03981.5
-20.35-13.71
-0.97-18.5
-8.56-14.07
-19.53-6.67
-25.25850.5
391.5-13.16
-31.48978.5
0.1-16.15
222-10.84
375.5-8.5
1.67-23.69
-20.73-10
-3.12-11.12
-17.41-8.45
-19.93-13.29
-21.19-17.77
157-16.56
-24.73-10.66
-1.17-10.61
218.5-13.56
-18.38-12.66
448.5-3.96
-12.95-8.53
-0.261019
490-13.44
-19.92-9.05
-5.46
-10.04
-7.66
-10.54
-13.75
319
-1.46
-7.49
-10.76
228.5
-32.8
-23.89
272
288.5
219
-20.18
278
5.5
374.5
-9.52
0.93
-19.2
238.5
-28.52
-16.76
-13.89
3.35
271.5
-11.7
1.16
2.79
26.5
-20.47
-20.72
-7.97
360
136.5
-10.62
-0.85
-14.64
-23.32
302.5
292
-21.49
-20.91
-0.79
0.65
-26.5
-5.2
-17.08
-23.43
-4.53
-0.32
-20.85
-20.12
578
-4.46
104.5
-25.97
-21.69
236.5
-25.69
-25.55
-11.15
341
-2.56
-20.65
-6.58
-8.95
-13.81
-17.97
534.5
-25.87
-23.84
-8.73
-25.5
-9.54
-2.61
-18.14
-8.77
-17.04
-19.28
-8.15
260.5
-16.27
-2.73
-4.14
-4.73
714.5
-25.24
184
283.5
160
384
-5.79
-13.97
-19.46
1.61
558.5
-2.07
-4.97
409.5
-8.51
-10.97
-11.76
98
-17.82
-1.58
40
-13.52
-3.34
0.04
-23.98
114.5
-11.31
-17.75
272.5
-8.14
-12.96
-0.13
-8.27
-18.5
-13.1
377.5
-7.32
82.5
262.5
-10.7
-16.06
-23.93
-4.36
-27.34
215.5
-11.44
270
236.5
430
-13.34
0.04
-12.76
-27.6
-0.84
-16.17
-4.95
-32.58
527.5
652.5
-0.85
-8.99
-15.92
695.5
353
366.5
-1.2
-4.63
192.5
-4.28
-1.05
2
-5.78
-3.54
324.5
-22.49
-5.4
-1.57
-15.5
275.5
235.5
-12.64
-8.43
0.18
43
-14.33
155
-20.51
-23.21
-16.15
0.96
389.5
-16.9
-9.5
42
-18.86
-9.92
-32.13
-29.18
-1.56
161.5
159.5
-14.5
-0.66
-7.91
2.23
-1.29
-9.43
638.5
-14.8
551
0.12
459
-6.48
644
100
-14.85
508
465.5
-13.37
-17.52
-32.18
325.5
384
-0.16
-7.27
104
-24.12
-2.74
4.16
537
266.5
-3.41
271
-0.9
-20.44
359
-18.82
-4.39
-29.17
756
1.51
12.12
-2.92
204
-3.52
380.5
0.28
-9.89
24.5
-20.49
-15.8
-12.08
99
-4.12
-14.91
-2.43
108.5
-11.87
335
-18.47
0.71
-14.46
-7.2
457
-1.01
456.5
461.5
-20.86
7.66
313.5
-14.7
-19.7
-18.92
-19.72
42
652.5
-16.71
-10.4
-27.52
-4.07
-1.97
-17.21
692.5
-24.46
289
-5.46
-23.01
-20.83
-29.79
-24.44
5.66
87
41
-0.55
-31.18
-9.21
-11.82
-20.89
-0.08
-18.19
-18.8
-8.36
-29.54
-14.97
-2.75
-1.63
-16.99
-9.84
59.5
-8.1
-25.95
-11.8
-15.21
-6.46
-17.66
287
-10.07
138
-11.58
-18.18
-2.21
-15.08
-12.54
-11.24
-2.13
75.5
381
718
-6.03
2.64
-19.52
34
782
-16.96
-14.91
-30.44
-15.16
-1
172.5
476
-14.55
-8.84
651
-13.85
-13.51
-20.81
226.5
4.5
692.5
-20.76
-28.85
-17.06
-31.8
-17.71
-3.81
40
-24.51
-12.85
-3.32
-23.08
-17.76
-0.22
-15.15
-18.73
-7.19
-1.86
242
-8.91
-24.6
171.5
-0.53
-14.63
93.5
-28.48
161
-26.23
-8.63
-2.25
-11.96
-8.61
0.12
-13.54
48.5
376.5
122.5
-1.23
-11.43
245
43.5
-6.5
346
632.5
-0.09
-2.23
850.5
-6.35
-19.33
688.5
-14.85
-3.27
-0.06
-26.1
-18.39
-8.43
-32.98
-22.62
2.87
-1.42
585.5
-0.92
1.28
-19.53
594.5
392.5
-12.47
9.5
-17.83
4.94
-12.78
-15.61
178
-10.92
453
-13.44
-13.78
-7.84
-26.19
-12.38
-18.54
-1.67
-10.6
8.25
-29.63
767.5
-12.25
547
-0.47
-16.65
286.5
898.5
-26.53
-1.53
-14.01
-19.7
-14.98
-10.1
-25.19
-7.39
-11.7
-13.7
513.5
-10.53
236
-4.5
-25.58
9
-3.83
-15.71
-23.08
-16.3
-17.35
612
-18.77
215.5
748.5
-3.01
605.5
-18.29
-21.99
-18.2
-1.5
-11.65
131.5
-13.33
396.5
544
89.5
528
-17.04
-3.74
775.5
5.26
-19.66
-0.17
-20.5
-13.3
-11.11
-7.54
1.17
-13.99
-19.81
-15.2
8.05
-2.19
600
-15.88
-24.83
369
-0.31
-9.41
36.5
-8.47
770
-27.76
-23.59
-26.61
537.5
392
-15.89
-26.36
26.5
-4.85
-7.15
-6.29
-9.54
-16.83
-12.67
-9.7
-1.44
-5.89
829.5
-19.2
-17.93
602.5
-15.01
-3.06
-15.45
-13.35
-0.06
-19.72
-2.12
768
-13.94
-21.53
-11.8
489
548.5
-10.96
3.83
2.59
-27.17
245.5
-16.28
881.5
-22.9
-6.98
-17.55
620
694.5
-16.13
694.5
-10.57
99
774.5
-8.95
-25.89
-12.68
-12.32
361
523
-31.8
834
463
-26.98
-18.12
-9.26
4.15
-23.59
-14.72
-2.2
129
483.5
-11.97
-3.02
-17.67
-14.91
-6.8
-22.86
-7.2
-3.08
107.5
605.5
735
-16.11
-9.02
542.5
-20.62
-22.1
-5.34
0.23
3.39
320.5
-18.72
310.5
83
-20.45
-20.98
519.5
-23.42
-22.65
-6.82
-4.88
-18.03
616.5
-19.86
-11.68
681
-16.72
-4.79
-21.25
0.37
-15.94
-1.92
-2.75
-26.53
872.5
-17
-16.03
-14.6
178.5
93.5
-20.36
-23.25
0.33
-18.98
-26.62
-15.47
591.5
-17.26
-5.57
380.5
-26.29
592
-1.11
-17.15
-1.39
-11.1
-2.42
-2.3
-9.62
-20.96
286.5
611
-7.13
878.5
-30.16
678
-16.42
-23.32
532
-21.77
-10.18
-23.62
-28.73
132
-19.59
-15.96
-13.57
859.5
-15.22
-20.02
461.5
766
35.5
-0.63
465
-24.66
-21.59
-16.96
-12.62
-20.34
173
-8.6
514.5
114.5
202.5
-12.76
-18.57
-10.73
-19.13
Rd/Rs > 0.5
Rd/Rs < 0.3
Global Radiation W/m^2
CO2 Flux umol/m^2s
Walker Branch CO2 FluxJune - August 1997
-
Diffuse radiation effect under cloudy conditionsDiffuse radiation effect under non-cloudy conditions
-
Clustering and Synthesis of Sensitivity Experimentation Data InterpretationLow LAI caseHigh LAI caseObservations and Models need to go hand in hand to help develop the understand (dont treat observations alone as the truth)
Chart1
149.0689447333
168.7306524
220.2987378667
203.4040294667
87.0546392387
141.7278552
199.72808905
151.2494786933
302.1849613333
243.5885678667
0.086
0.057
0.132
0.179
0.315
0.572
0.421
0.447
0.095
0.026
0.041
0.125
0.068
0.023
0.195
0.086
0.081
0.099
0.052
0.031
0.045
0.04
0.118
0.179
0.143
223.335545
188.17424745
253.670506
156.7490364667
231.7222387333
269.7571754667
314.4306846667
277.0949446667
238.4268933333
309.0145153333
252.1157155333
227.2813952667
217.5873126
341.45053
310.0731893333
299.4988313333
276.398728
266.754796
118.9460819133
245.4802128667
313.3711033333
261.5267344667
175.4803314667
246.6922600667
218.60765
236.2818406667
152.1350548667
249.3584466667
162.3390420667
62.9916994
268.5516314667
253.22061
235.9975113333
174.1557828667
215.9402184667
204.0756841333
AOD 500nm
avg LHF
May 2001
lcreek2001_flux
yearmonthdayLSDJDFJDSc_96ftFc_97ft(umol m-2s-1)NEE_97ftLE_97ftH_97ftUstar_97ftavg CO2 fluxavg NEEavg LHFDateAOD 500 nm
2001660157157A-0.25044945A0.584905390.19862330.058830161-7.23149.076-Jun0.08
2001660.5157157.02083A0.18498096A0.51419109-0.873906670.031887341-6.42-6.51168.738-Jun0.07
2001661157157.04167A-1.7409173A1.21650540.17729960.039316949-4.31-4.38220.309-Jun0.09
2001661.5157157.0625A-0.18771796A3.4197633-0.463574890.040932909-7.46-7.61203.4012-Jun0.12
2001662157157.08333A-2.7114849A1.83001226.44440750.038440399-7.17-7.6387.0513-Jun0.30
2001662.5157157.10417A0.50849092A3.05528090.19953860.053576414-9.56-9.86141.7315-Jun0.11
2001663157157.125A7.2947149A4.1092925-6.32834050.092944473-8.14-8.15199.7316-Jun0.16
2001663.5157157.14583A3.533098A1.5188786-7.68348650.091114566-7.08-7.23151.2517-Jun0.18
2001664157157.16667A-0.050744787A-0.31407043-1.09139320.057232998302.1819-Jun0.12
2001664.5157157.1875A-0.05767969A1.95870783.59662270.040366899-9.70-9.91243.5920-Jun0.11
2001665157157.20833A1.383916A5.1913066-0.868859650.05381915322-Jun0.09
2001665.5157157.22917A4.1504335A8.5081387-7.52813820.123154323-Jun0.06
2001666157157.25A-2.222882A68.9733359.33731940.2752565124-Jun0.13
2001666.5157157.27083A-4.2228217A95.60086851.7051730.3302141725-Jun0.18
2001667157157.29167A-5.9443073A110.7653282.5776520.3307556826-Jun0.32
2001667.5157157.3125A-7.8680096A144.52249128.2170.3903934727-Jun0.57
2001668157157.33333A-8.1749039A165.7352160.812390.3721138528-Jun0.42
2001668.5157157.35417A-7.5915117A139.10986147.579670.415632429-Jun0.45
2001669157157.375A-10.077815A215.30893236.301970.4365922830-Jun0.10
2001669.5157157.39583A-7.4150376A140.37964112.94320.440432611-Jul0.03
20016610157157.41667A-11.357808A254.50409237.153020.465111762-Jul0.04
20016610.5157157.4375A-11.49254A252.07898233.467030.400865643-Jul0.13
20016611157157.45833A-8.0935621A157.67522100.886760.174235054-Jul0.07
20016611.5157157.47917A-6.0967383A123.2351680.4381640.230597415-Jul0.02
20016612157157.5A-9.5210676A180.1485175.5314790.384331416-Jul0.20
20016612.5157157.52083A-11.798992A271.70331177.61130.426453357-Jul0.09
20016613157157.54167A-8.112793A160.7233760.4530680.273003528-Jul0.08
20016613.5157157.5625A-7.1312876A133.0470735.0154190.12378769-Jul0.10
20016614157157.58333A-7.7929344A136.8938632.1861340.1764280510-Jul0.05
20016614.5157157.60417A-8.092288A155.9837543.3996930.2177559611-Jul0.03
20016615157157.625A-3.6297655A110.230113.98815940.1487765212-Jul0.05
20016615.5157157.64583A-2.4654381A65.4641119.60602280.1996412913-Jul0.04
20016616157157.66667A-5.6820612A92.43563829.5959970.4392393814-Jul0.12
20016616.5157157.6875A-2.8483877A57.9056979.72260860.2880457316-Jul0.18
20016617157157.70833A-4.39259A84.00529520.121540.3168067617-Jul0.14
20016617.5157157.72917A-2.3863201A83.7779542.86761330.30556816-4.19-4.15223.3418-Jul0.08
20016618157157.75A-0.2710115A39.81501-5.81493810.24193405-4.18-4.22188.1719-Jul0.22
20016618.5157157.77083A0.89415592A31.337082-9.01544950.17840338-10.18-10.28253.6721-Jul0.12
20016619157157.79167A0.93414736A15.881918-5.79061990.12467802156.7522-Jul0.09
20016619.5157157.8125A0.39506781A4.6041279-2.9174080.072232828-9.62-9.95231.7223-Jul0.07
20016620157157.83333A0.045790955A-2.37758490.167414220.033376671-9.62-9.67269.7624-Jul0.04
20016620.5157157.854178.3129835-0.0151240938.2978592-0.63146859-0.339298750.082361981-7.34-7.47314.4325-Jul0.03
20016621157157.875-2.22841-3.0303059-5.2587156-6.82381342.13770270.13694508-6.39-6.47277.0926-Jul0.03
20016621.5157157.89583-0.739480081.15768050.418200432.908644-2.13846850.05580055-7.40-7.50238.432-Aug0.13
20016622157157.916672.46425720.798791833.26304910.53049392-0.996879220.059816405-8.02-8.23309.013-Aug0.09
20016622.5157157.93751.77557360.359037042.13461070.072029613-0.457735660.014144842-6.22-6.29252.124-Aug0.12
20016623157157.958335.1031013-1.02993354.0731678-2.04247590.801903610.041406505-10.47-10.55227.285-Aug0.23
20016623.5157157.979176.27780490.43540466.7132096-1.50669870.329707650.025869876-8.06-8.13217.596-Aug0.28
2001680159159-4.9250112-0.26632074-5.19133191.2406014-0.772212860.043049503-5.20-5.37341.457-Aug0.07
2001680.5159159.020833.7391331-0.884399832.85473320.817831220.253151830.046101853-8.40-8.64310.078-Aug0.17
2001681159159.041674.6942172-0.270192654.42402460.47929755-0.697662590.026842639-7.58-7.70299.509-Aug0.07
2001681.5159159.06254.14903160.382868444.53189991.4767184-0.0233107510.027126515-8.03-8.10276.4010-Aug0.08
2001682159159.08333-0.824280922.84680372.02252271.3718655-0.819558080.031351455-8.92-9.04266.7511-Aug0.23
2001682.5159159.10417-1.9764030.096298575-1.88010440.321514960.0637953060.011744027-4.86-4.78118.9512-Aug0.14
2001683159159.1254.2303662-0.14214724.08821921.020219-0.156530510.027381603-6.41-6.48245.4813-Aug0.06
2001683.5159159.14583-4.1240115-0.166825-4.29083630.90116769-0.341225240.031325921-8.22-8.36313.3714-Aug0.17
2001684159159.166670.77735883-7.4566083-6.67924936.64307792.94033190.095886171-7.80-7.86261.5317-Aug0.09
2001684.5159159.18752.50342770.104572092.60799980.074255988-0.371013340.026789116-6.21-6.28175.4818-Aug0.19
2001685159159.20833-6.82831431.4351017-5.3932123-0.066081509-0.404273870.050888956-5.49-5.55246.6919-Aug0.06
2001685.5159159.22917-8.88146023.6147995-5.26666071.16296396.82761380.060179129-5.35-5.48218.6120-Aug0.08
2001686159159.25-9.150279-3.3101454-12.46042412.76326422.6460340.086150482-8.69-8.78236.2821-Aug0.24
2001686.5159159.27083-3.8294945-6.2305098-10.06000455.05593150.038330.093282759-6.54152.1422-Aug0.27
2001687159159.29167-5.17598872.3861179-2.7898707182.2369152.2181020.1238922-5.51-5.53249.3623-Aug0.10
2001687.5159159.3125-4.6065531-10.833923-15.440476143.5336392.9173810.23537557-6.88-7.07162.3424-Aug0.27
2001688159159.33333-1.3402002-7.9080768-9.2482767201.49236131.29480.29079679-4.08-4.2362.9925-Aug0.24
2001688.5159159.35417-0.72946894-7.6274428-8.3569117233.14693159.365970.31261081-5.37-5.50268.5526-Aug0.05
2001689159159.375-0.39179185-8.6492939-9.0410862225.14662172.39960.25538874-5.29-5.36253.2227-Aug0.12
2001689.5159159.39583-0.17142354-7.7855616-7.956985226.23785176.237410.21221472-4.96-5.08236.0028-Aug0.05
20016810159159.41667-0.33066723-8.0277672-8.3584347188.33083122.094160.22476418-7.73-7.87174.1629-Aug0.07
20016810.5159159.4375-0.25709197-6.5046067-6.7616987187.31235121.894580.39717183-5.64-5.67215.9430-Aug0.05
20016811159159.458330.26653388-7.2874637-7.0209298228.78867228.883580.48335323-5.38-5.38204.0831-Aug0.03
20016811.5159159.47917-0.15153512-3.3694127-3.5209477116.6857569.9138180.36115772
20016812159159.5-0.63613367-8.6275578-9.2636909216.65117116.251950.37555808
20016812.5159159.520830.20141676-9.660449-9.4590321301.95316183.556820.44813585
20016813159159.54167-0.22401117-6.6425891-6.8666133.7159729.7217160.32447866
20016813.5159159.5625-0.19024637-3.1952491-3.385495466.1385961.63138370.24548802
20016814159159.58333-0.20568109-7.5397205-7.7454014171.9929573.2332230.42689154
20016814.5159159.60417-0.046207719-7.9145703-7.9607782154.404374.7396090.33967453
20016815159159.6250.25846687-9.4016695-9.1432028252.00308171.6490.3091062
20016815.5159159.64583-0.016293338-7.4158759-7.4321694210.66356123.368580.46068937
20016816159159.66667-0.040854741-4.1383328-4.1791878131.5209440.8648030.39657262
20016816.5159159.6875-0.18619305-4.6367407-4.8229337106.0265130.6096710.27726513
20016817159159.708330.18182388-1.8789327-1.697108964.771958.41867540.22341666
20016817.5159159.729170.719855671.92780032.64765668.719261-42.5730590.23183018
20016818159159.750.450263592.53983832.990101839.139919-31.4519040.19346866
20016818.5159159.770830.364802151.13910081.50390298.5857668-14.7025240.12204789
20016819159159.791671.58498141.31482172.8998032-0.76781487-8.11524960.12459914
20016819.5159159.81252.2897136-0.919273441.3704402-7.41490221.30718030.064678267
20016820159159.833331.6362618-0.051160951.5851009-2.670022-0.541892590.085415997
20016820.5159159.854171.5215257-0.0831151831.43841051.48386780.859816250.086127967
20016821159159.8755.076612-0.0110310765.06558081.1269699-0.22444750.056594353
20016821.5159159.895833.8123441-1.16897632.64336783.82499380.550335110.051586226
20016822159159.916673.7777195-0.0797077723.69801161.6784836-0.171563090.021982418
20016822.5159159.93754.642518-0.366537574.27598051.9210830.921841380.042523503
20016823159159.958334.6262913-0.808191243.81810.39661172-0.118198790.042168602
20016823.5159159.97917-1.827618-0.20812503-2.0357430.853952650.403267150.031346016
2001690160160-2.27702450.0779825-2.19904211.3252648-0.966033520.038091421
2001690.5160160.02083-11.9164416.9028707-5.0135703-2.5063167-31.5738750.21933572
2001691160160.04167-6.91494890.18918297-6.72576621.0318087-6.63847590.0807795
2001691.5160160.06253.12907931.41838364.5474629-0.020817492-5.34654050.083704218
2001692160160.083331.48441483.6462445.13065910.12394012-11.0655190.13598146
2001692.5160160.10417-0.433663341.972561.53889670.14193645-7.07413430.11212543
2001693160160.1253.24919130.189855493.4390469-0.02662384-0.614485920.036174789
2001693.5160160.145832.15574480.0483335742.2040784-0.11575341-0.099949390.013800669
2001694160160.166672.0254877-0.863174741.1623131.5403353-1.0331050.02984692
2001694.5160160.18750.57357424-0.149607750.4239665-0.66478145-0.867328880.023249064
2001695160160.208331.9311196-0.252503691.67861584.959228-0.84756380.031145096
2001695.5160160.22917-7.0083857-0.47775722-7.48614312.6371076-2.08449460.091166086
2001696160160.25-5.2292771-2.0695393-7.298816740.84630616.4658090.16910832
2001696.5160160.27083-2.3148212-3.9803767-6.29519889.57549326.8136330.19377081
2001697160160.29167-1.2088075-6.2559729-7.4647803124.9443559.3633460.39694825
2001697.5160160.3125-0.61635083-5.6720462-6.288396896.00515772.8797530.3131884
2001698160160.33333-1.3794259-8.0567245-9.4361506207.99619155.857880.45830131
2001698.5160160.35417-0.79861844-6.3738203-7.1724386153.17326124.978660.36964792
2001699160160.375-0.34944227-6.214941-6.5643835200.01216135.249130.33345628
2001699.5160160.39583-0.22875313-7.3182802-7.5470333275.7717196.300430.42615598
20016910160160.41667-0.39628676-5.565907-5.962194203.00456207.328320.37546551
20016910.5160160.4375-0.23896453-7.2901554-7.52912254.71187174.951250.35056967
20016911160160.45833-0.20198391-5.2948895-5.4968734213.5472798.7794190.41715047
20016911.5160160.47917-0.037081767-4.8157043-4.8527861223.6502794.3635180.4365564
20016912160160.50.11882284-6.0682282-5.9494052396.87936220.757920.45874757
20016912.5160160.52083-0.17757085-4.5406919-4.7182627286.77579171.338130.44984993
20016913160160.541670.054608021-4.0874538-4.032846323.24188195.58180.54773808
20016913.5160160.5625-0.077875152-5.0022101-5.0800853232.6057121.739220.37690589
20016914160160.58333-0.09151528-4.4155293-4.5070443255.83304145.372530.42962649
20016914.5160160.604170.02990042-4.7153177-4.6854172252.35703166.416780.48222563
20016915160160.625-0.088456884-3.6077094-3.6961663209.01651123.856220.32705665
20016915.5160160.64583-0.020659516-2.1748912-2.1955507125.3054329.5058380.28548276
20016916160160.66667-0.1373245-2.5199211-2.6572456108.1081827.4419290.32844421
20016916.5160160.68750.2100305-1.6201001-1.410069779.49649816.3560810.23491836
20016917160160.70833-0.0003857682-2.9198821-2.9202678139.9476845.9430010.22811162
20016917.5160160.72917-0.18017443-1.6172904-1.797464878.0039449.88934040.12121883
20016918160160.750.13562807-0.35935798-0.2237299167.760208-5.99987080.13222422
20016918.5160160.770832.00731440.491695942.499010310.285292-4.41489550.063649446
20016919160160.791673.1781232-0.600329882.5777934-5.47296571.84685080.03586971
20016919.5160160.81255.10649870.0966157095.2031145-1.13980010.840680840.022085192
20016920160160.833337.8701515-0.18122677.6889248-1.8037841.54165880.045498908
20016920.5160160.854171.4906808-1.24539110.24528968-8.5774253.45859550.097317755
20016921160160.8759.52357480.9856439210.509219-7.0684118-0.200001240.03090262
20016921.5160160.89583-0.829653261.29183190.46217859-3.2821639-0.292285140.0486129
20016922160160.91667-1.1018916-0.44065922-1.5425508-0.38565204-1.16045920.037488174
20016922.5160160.93758.1550589-0.780610087.3744488-0.114725780.0775577430.025237614
20016923160160.958336.48474362.20349538.68823910.88971925-0.407533760.049522821
20016923.5160160.979175.866924.835352910.7022728.416611710.8516290.16486983
20016120163163-0.863654491.78978340.926128860.19678682-12.976230.15069859
20016120.5163163.020834.3839140.485117554.86903140.45040324-1.5354130.044042252
20016121163163.041674.07234951.43389825.5062475-1.5580919-0.899759890.10751814
20016121.5163163.06253.58380343.42102747.00483082.849911-4.27351050.061268974
20016122163163.083330.69370741-0.134706110.559001330.79602361-2.84073330.083938017
20016122.5163163.104173.0947039-0.449705542.64499830.59421396-0.952979210.047388066
20016123163163.1250.859394731.43259332.2919881-0.9426356-2.19761090.048101824
20016123.5163163.14583-1.68986930.85290366-0.836965621.9190363-1.92881420.041166063
20016124163163.166673.03995560.091926883.13188240.19451536-0.0926058140.01928064
20016124.5163163.187511.308151-1.002233110.3059182.52074-0.00240004110.072254963
20016125163163.20833-6.4709764-6.5169377-12.9879146.10552641.8740250.07169465
20016125.5163163.22917-6.39892443.2672455-3.1316788-0.149715290.265898910.024868764
20016126163163.25-5.1224265-1.2214761-6.34390266.25826267.29043530.076282546
20016126.5163163.27083-2.7531197-3.4108846-6.16400439.760997814.9577630.13258979
20016127163163.29167-2.3337898-2.6194837-4.95327389.189838414.7670260.20374878
20016127.5163163.3125-4.2143617-8.245471-12.45983396.38878.5782170.22121279
20016128163163.33333-2.2420318-13.90552-16.14755294.19916597.6799090.17386867
20016128.5163163.35417-2.8957131-6.6566072-9.5523205152.65802103.538790.30481321
20016129163163.375-1.8712771-7.7468429-9.6181202166.0765299.3146510.21429878
20016129.5163163.39583-0.63293153-10.905972-11.538903231.49518144.771380.4123548
200161210163163.416670.021800667-9.9487953-9.9269943219.82806162.35530.19753404
200161210.5163163.43750.082611077-8.7183762-8.6357651207.11182120.029930.33621958
200161211163163.45833-0.43348712-10.542747-10.976233304.716211.296630.2566672
200161211.5163163.47917-0.4746452-6.7228661-7.1975112216.91112125.309220.14773524
200161212163163.5-0.040474664-9.3244066-9.3648815295.20731215.202360.41129151
200161212.5163163.52083-0.1702427-6.6253219-6.7955647163.477297.3974530.30845353
200161213163163.54167-0.24896508-6.0341234-6.2830887142.7448654.8917690.25391036
200161213.5163163.5625-0.31989446-6.8461246-7.166019183.5638682.0362240.26532909
200161214163163.58333-0.036609199-8.2537022-8.2903118244.87794128.109920.2470336
200161214.5163163.60417-0.013542045-6.3363643-6.3499064171.39723118.242340.17863099
200161215163163.625-0.24801318-9.036047-9.2840605238.02937115.66390.28214142
200161215.5163163.64583-0.14585805-6.57236-6.7182178189.4968685.5995410.30316508
200161216163163.66667-0.19459678-8.4827805-8.6773777216.5937289.5758210.3765057
200161216.5163163.68750.10953032-5.0170131-4.9074826165.5467268.9817660.35524264
200161217163163.70833-0.10723171-3.4034655-3.510697191.5583724.84990220.27978984
200161217.5163163.72917-0.20980453-3.6906414-3.9004459103.17866-0.642359790.34117979
200161218163163.750.045481443-1.8002297-1.7547482112.39252-25.2722890.39307922
200161218.5163163.770830.847394290.590531291.437925638.820751-27.9638820.22797881
200161219163163.791671.23557671.72568742.961264122.210375-22.4554920.17879568
200161219.5163163.81250.857784992.82132553.679110527.737411-34.2970310.21964721
200161220163163.833331.34351832.10596443.44948279.8731833-17.7468550.14742979
200161220.5163163.854170.492761193.87003524.362796314.27406-33.886440.23913832
200161221163163.875-0.657903793.14539742.487493515.866449-36.0371280.29061174
200161221.5163163.895830.435889931.06217991.49806994.2272081-9.60121820.16683008
200161222163163.916673.46595763.61014827.07610612.8139701-12.1916280.14827378
200161222.5163163.93751.50389872.16831523.672214-0.24990658-7.02719310.113336
200161223163163.95833-0.0189526733.60589693.5869443-2.7310379-12.0252030.15938312
200161223.5163163.97917-1.08122235.09635454.015132-2.6061549-16.2177090.20000294
20016130164164-1.47990996.33638294.856473-4.596786-29.2962190.28170913
20016130.5164164.02083-0.497473934.67887214.1813984-1.6367799-19.2094150.25449079
20016131164164.041670.138657092.77074652.90940360.81079465-8.73425290.15229021
20016131.5164164.06250.812244425.82707076.6393151-0.68888885-19.9381640.25191775
20016132164164.083330.53746423.34110933.8785734-3.9903688-10.7689870.19824803
20016132.5164164.104170.967900161.49277592.46067620.16879675-3.47381280.10046942
20016133164164.1251.0513197.48212348.53344251.0284488-16.4494930.23183028
20016133.5164164.14583-1.30188416.40089995.0990157-3.0326493-23.5779550.31187215
20016134164164.166670.0723661415.14840845.2207747-1.8911341-19.6590520.26441103
20016134.5164164.18750.211801114.779814.9916110.7868284-16.2434390.24447112
20016135164164.208330.519219044.41636234.9355812-0.15793417-11.489140.26966262
20016135.5164164.229170.0868074154.74988794.83669523.5052757-20.5740180.46518779
20016136164164.25-1.43220832.23088120.79867291-11.422841-32.454220.43995601
20016136.5164164.27083-1.39631571.76723190.370916253.5322559-22.6165030.32577628
20016137164164.291670.591917631.49568742.087605-10.75448-21.7225530.24105176
20016137.5164164.31250.206866011.08801571.2948817-0.39998463-11.9406920.20052154
20016138164164.33333-0.057576559-3.8275466-3.88512334.373781713.2951770.36013472
20016138.5164164.354170.9255358-1.6458968-0.72036099-1.1402422-1.21437390.37117338
20016139164164.375-1.013503-0.73117101-1.744674-4.6083708-19.7522130.44730151
20016139.5164164.39583-0.41252989-1.0274435-1.43997342.1896045-17.6879160.38065955
200161310164164.416670.13715573-1.1284442-0.991288481.1058011-5.22203590.17555873
200161310.5164164.43751.3343728-1.2278250.10654771-0.70045537-10.0757030.28314313
200161311164164.458330.36636221-3.6305859-3.26422365.24016620.338437320.48133776
200161311.5164164.47917-2.190526-7.0750418-9.265567816.62526117.1932640.52819532
200161312164164.5-0.80596966-3.2417846-4.0477543-0.84476835-17.1148640.51300931
200161312.5164164.52083-1.4050412-11.005606-12.41064674.13917534.7162130.45037353
200161313164164.54167-1.0703255-10.709038-11.77936487.62332247.9255070.42166421
200161313.5164164.5625-1.1751932-11.736703-12.911896126.327372.2794650.55405712
200161314164164.58333-0.82844567-9.8393059-10.667751117.4848959.6349220.61098903
200161314.5164164.60417-0.16229276-11.164948-11.327241148.5572236.2921260.72346777
200161315164164.625-0.21694469-9.7452726-9.9622173169.0726249.7365720.71100396
200161315.5164164.64583-0.49823052-10.080467-10.578698173.3261928.0503080.74261504
200161316164164.66667-0.28483215-7.8585243-8.1433563155.4894119.8419970.65257066
200161316.5164164.6875-0.06821081-3.3608711-3.429081996.622757-46.3408430.58559036
200161317164164.70833-0.040194463-5.790297-5.8304915135.7507-36.9480710.71171039
200161317.5164164.729170.27222285-4.3121138-4.0398908123.18045-47.4830930.67405796
200161318164164.750.062484179-1.3595585-1.297074376.897736-46.8236890.58716226
200161318.5164164.770830.221117261.09938611.320503470.179787-60.9467580.48814058
200161319164164.791670.528848832.81543873.344287634.186432-50.2994690.35945475
200161319.5164164.81250.773514394.43336535.206879614.929027-45.0614320.29231113
200161320164164.833330.96906713.92257484.89164168.928401-31.7944810.2351052
200161320.5164164.854171.78192715.56184777.34377486.9180703-33.5833210.20546663
200161321164164.8750.0454354063.91935833.96479373.1170042-24.0308650.18348284
200161321.5164164.895831.29110036.72536338.01646331.9686897-31.8773630.20334908
200161322164164.91667-0.107841114.01455743.90671631.557748-26.2424260.131282
200161322.5164164.93751.0521954.44369275.4958878-0.2205641-28.1884840.1953586
200161323164164.95833-0.292810745.38932475.09651371.1855215-40.0208510.22538313
200161323.5164164.97917-0.0855775186.19446566.10888812.9731467-50.5364950.28244528
200161501661660.427664825.322685.75034480.70602447-32.6678160.39556611
20016150.5166166.02083-0.0448881355.42883495.38394692.3723674-52.9969060.53011304
20016151166166.041670.0822964095.15153415.2338305-0.85677683-43.086910.5302884
20016151.5166166.06250.519720145.63016186.14988181.2329832-33.3860820.42778125
20016152166166.08333-0.185918065.06391674.8779988-1.0117937-22.6664540.49046731
20016152.5166166.10417-0.213826514.59197194.37814520.25533208-18.8414920.44021192
20016153166166.1250.356580794.86625295.2228336-0.87993068-21.9701690.45191267
20016153.5166166.145830.11128145.35210085.4633822-2.8976009-23.0714630.44189611
20016154166166.166670.477267653.27660013.7538679-0.681027-12.7019210.25196287
20016154.5166166.18750.125940323.49868353.62462380.47060874-13.4197550.33102587
20016155166166.20833-0.414967630.997339610.58237195-0.89047199-8.79292870.27969101
20016155.5166166.22917-0.157880372.87533552.71745513.212137-15.5638370.35890773
20016156166166.25-0.0185206031.87606971.85754910.77057511-12.4845120.2940135
20016156.5166166.27083-0.219207940.06234191-0.156866031.9681062-9.22338960.30884358
20016157166166.29167-0.36677435-2.2067168-2.57349112.2906332-2.86961940.2751382
20016157.5166166.3125-0.16767806-2.3193126-2.48699076.0233169-0.53634280.22698504
20016158166166.33333-0.39121589-3.6647127-4.055928716.3664251.10415280.34688213
20016158.5166166.35417-0.60237634-4.7480817-5.350458126.586420.844413040.42124858
20016159166166.375-0.25106332-5.3431406-5.594203935.0106510.288352130.41282257
20016159.5166166.395830.35233688-2.5524652-2.200128329.617163-8.20295430.38623312
200161510166166.416670.0064726416-1.7135016-1.70702934.055828-11.9067110.44670087
200161510.5166166.4375-0.50223237-3.237632-3.739864348.064358-2.9767270.46378091
200161511166166.45833-0.98791009-3.8843138-4.8722239116.12029-16.0989690.5912019
200161511.5166166.47917-1.0852594-11.841342-12.92660185.32575234.132980.5974434
200161512166166.5-0.64302057-13.343003-13.986024168.8126844.347710.72356665
200161512.5166166.52083-1.0698762-14.813807-15.883682214.88916105.484850.76289755
200161513166166.54167-0.13626972-10.809522-10.945791228.9527119.977590.54233259
200161513.5166166.5625-0.39481488-11.288764-11.683578151.6462763.9660450.63421232
200161514166166.583330.35143104-13.615737-13.264306146.6781587.1851430.74870557
200161514.5166166.60417-0.033321641-12.461514-12.494836161.0010770.0815890.62938893
200161515166166.6250.15410461-11.335712-11.181608174.8737963.8945810.68615222
200161515.5166166.64583-0.22484125-10.522378-10.747219175.4236691.7934880.58803141
200161516166166.666670.0033985134-10.778393-10.774994171.1410493.8712390.61169213
200161516.5166166.68750.22006746-7.4801164-7.2600489138.2927644.7984160.52601498
200161517166166.70833-0.1262106-6.3117051-6.4379158110.6403218.5527190.51411682
200161517.5166166.72917-0.073286831-5.6426129-5.715899995.8728187.17502070.57584852
200161518166166.75-0.26217347-5.7842493-6.046423119.701682.77286820.63456315
200161518.5166166.770830.31753272-1.0302951-0.7127624278.056198-47.6414490.5150519
200161519166166.791670.3610671.25330451.614371553.015999-66.8272710.42202404
200161519.5166166.81250.697093191.74655292.443646213.299499-37.8545910.26076001
200161520166166.833331.0960381.33715062.43318842.347008-15.7641620.1495917
200161520.5166166.854171.7501490.548945962.29909490.15234645-5.5297780.092542008
200161521166166.8752.70015811.95705964.657218-0.034212142-11.9780370.11760625
200161521.5166166.895830.473197944.7367225.2099199-1.6758207-27.2790010.16106811
200161522166166.91667-3.39915184.56464291.16549116.0140953-59.3457180.3149392
200161522.5166166.93750.077821152.52870732.60652850.59958786-33.8695180.22808304
200161523166166.958330.535998822.21909362.7550924-0.41500297-24.0739230.2039184
200161523.5166166.979170.659676852.23092752.8906043-0.84032577-18.8289490.17248012
200161601671670.544201852.58826923.13247110.38205084-18.4866750.17394501
20016160.5167167.020830.108571073.3939343.50250511.8299986-26.3270550.2205064
20016161167167.04167-0.605563.02716852.42160844.3919106-30.1217170.27397904
20016161.5167167.0625-0.393846242.69386342.30001718.0369492-38.3794290.2811808
20016162167167.08333-0.178770212.06882791.89005772.628983-33.3365820.31520915
20016162.5167167.104170.40210142.46488482.8669863-0.28061277-35.5626450.26108506
20016163167167.1250.698115351.70789412.4060094-0.50208259-22.4352590.20995724
20016163.5167167.145830.269947262.00670082.276648-0.32400396-28.021030.22239043
20016164167167.166670.131246941.62916791.7604148-1.2297978-24.9919090.19738488
20016164.5167167.1875-0.0440718120.360845030.31677321-0.62321514-19.8071080.23317626
20016165167167.20833-0.42512479-1.5479836-1.97310841.694644-11.0477950.25792104
20016165.5167167.22917-0.44266969-3.5066514-3.94932113.651679.40698150.28926775
20016166167167.25-0.44730505-5.0691013-5.516406533.17989333.3603940.34226856
20016166.5167167.27083-0.7863332-6.7994285-7.585761548.1233956.9867940.42070049
20016167167167.29167-0.90361816-7.8852839-8.788902366.35015975.3430180.47406822
20016167.5167167.3125-1.0140517-11.8111-12.825151138.53233112.557840.5192427
20016168167167.33333-0.73150325-13.99678-14.728284203.34138.54350.58594161
20016168.5167167.35417-0.41892549-13.637435-14.05636209.132139.898010.47934243
20016169167167.375-0.2511571-14.962582-15.213738285.69843159.251070.57142586
20016169.5167167.39583-0.15453999-11.18663-11.34117251.18935128.124910.61173856
200161610167167.41667-0.12840372-12.92735-13.055754281.93753156.977230.56989205
200161610.5167167.4375-0.079804964-13.405839-13.485644328.53854167.514950.70250845
200161611167167.45833-0.15909867-11.037079-11.196177281.72333159.433380.64537024
200161611.5167167.47917-0.048688635-11.347583-11.396272282.61923152.594830.65280497
200161612167167.5-0.11853714-9.2492847-9.3678217257.24295129.74690.63849366
200161612.5167167.52083-0.082071066-11.125998-11.208069292.03104162.353390.62951726
200161613167167.54167-0.026595641-6.7457552-6.7723508167.9414211.0401710.60186684
200161613.5167167.56250.15631616-5.4037824-5.2474661135.01585-8.30908110.5338096
200161614167167.58333-0.41364145-13.353293-13.766935299.50125182.823960.58811629
200161614.5167167.60417-0.074374221-10.645728-10.720102209.6801984.0844570.6193856
200161615167167.6250.43095183-7.9130707-7.4821186204.5637221.1148380.74498022
200161615.5167167.645831.0143954AAAAA
200161616167167.666670.287541271.47552961.763070835.472851-38.0753780.66416448
200161616.5167167.68750.15022847-0.0786577170.07157075410.079963-32.5840260.4554413
200161617167167.70833-0.047419906-2.2333508-2.28077089.84538279.39909740.2554718
200161617.5167167.72917-0.65508425-5.67383-6.328914248.64583211.2558840.35914725
200161618167167.750.02806353-3.5852282-3.557164718.231527-6.71743680.29383337
200161618.5167167.77083-0.11058236-2.2883475-2.398929817.782803-4.71921110.21942259
200161619167167.791670.16959092-1.0027457-0.833154813.390363-8.13649850.16925642
200161619.5167167.81251.63613530.675155162.31129050.47674781-8.35204030.11616485
200161620167167.833334.09569790.346937184.4426351-0.17274569-3.24730520.066451252
200161620.5167167.854171.76765370.522788522.29044220.25253993-4.62727120.074629501
200161621167167.8751.24042671.20393322.4443598-0.065015577-4.44014550.081186719
200161621.5167167.895831.73735070.521972782.2593236-0.054421481-2.55355330.055390585
200161622167167.916671.60437620.480022582.0843987-0.18490541-2.12933750.054704905
200161622.5167167.93750.161572920.107917460.269490360.13193031-1.96908610.047432646
200161623167167.958331.7069418-0.344583391.36235850.40632486-1.3661950.044407364
200161623.5167167.979174.51853130.0166416564.53517290.22268099-1.99153580.038803339
20016170168168-2.50743010.32006574-2.18736431.4394416-1.2257190.034212176
20016170.5168168.020834.2192850.0516140354.27089883.501415-1.47101570.046585869
20016171168168.041678.3278046-0.607916597.71988772.0451658-0.115317240.011870838
20016171.5168168.06251.1268243-2.2688167-1.14199243.2125530.306576940.036526419
20016172168168.08333-4.4075933-0.41438824-4.82198142.6131771-0.525778290.03609157
20016172.5168168.104172.429391611.44694913.87634117.670797-8.89156440.044557802
20016173168168.1251.3720559-2.6688535-1.2967976-1.7563453-6.86785980.16919041
20016173.5168168.14583-4.0144458-11.367462-15.38190810.841192-74.8232650.40721136
20016174168168.166677.2155733-11.121188-3.9056149-14.337752-46.7342910.27545565
20016174.5168168.18751.46417081.6089193.07308980.76154411-3.06288120.042553872
20016175168168.20833-3.3208706-31.919237-35.24010841.120399-3.90844320.3032957
20016175.5168168.22917-14.6551864.909831-9.7453547-0.12963867-3.58700110.11644728
20016176168168.25-4.139523-0.18289666-4.322419617.925432-10.245740.42344317
20016176.5168168.27083-4.7960467-5.7665696-10.56261612.42187248.7248610.21684231
20016177168168.29167-2.5014367-4.7068772-7.208313968.53316511.659830.56532562
20016177.5168168.3125-1.3167603-9.0646152-10.381375175.8366419.3158360.39668733
20016178168168.33333-1.2208457-9.7842302-11.005075217.0748392.6782380.21664031
20016178.5168168.35417-0.61841834-9.4079313-10.02635291.3169690.6489260.32400358
20016179168168.375-0.41413319-9.3876476-9.8017807206.0514495.7467190.23233378
20016179.5168168.39583-0.66766101-12.90743-13.57509271.0925155.396970.30394366
200161710168168.41667-0.26358563-12.705165-12.968751300.55167174.521320.41378814
200161710.5168168.43750.26640242-12.392348-12.125946299.79715191.185650.37472254
200161711168168.45833-0.23018064-14.853274-15.083455318.90863234.919530.48512706
200161711.5168168.47917-0.093073182-11.564857-11.657929298.9509196.687770.32376063
200161712168168.5-0.068487644-12.188663-12.257151298.83417190.448680.34729728
200161712.5168168.52083-0.21169254-12.042566-12.254259227.6290785.0713650.36074111
200161713168168.54167-0.6397472-8.3969116-9.0366592134.9861822.0310460.29415193
200161713.5168168.5625-0.0093026478-5.5832338-5.5925364102.80034-8.86220840.32007149
200161714168168.58333-0.33375651-6.0332594-6.3670158103.01548-12.2349390.33291346
200161714.5168168.60417-0.31676951-3.3084033-3.625172945.368027-5.09389260.22580659
200161715168168.625-0.18183635-2.70854-2.890376338.465538-7.74654050.22642878
200161715.5168168.645830.22332308-0.92511988-0.7017967716.552198-2.34170650.10509808
200161716168168.666670.904170870.288402891.1925738-5.46429060.181370560.057954237
200161716.5168168.6875-0.63950861-0.58035207-1.219860728.180576-1.56996540.018669667
200161717168168.70833-0.69135422-3.1518621-3.843216460.1665420.569079640.098564968
200161717.5168168.729170.21757479-2.1222239-1.90464941.145115-3.92962340.11104887
200161718168168.751.6459320.244758651.890690611.756847-2.05730890.064119257
200161718.5168168.770830.849640610.280789791.13043052.1120942-0.632692810.036825139
200161719168168.791672.3709638-1.15741071.2135531-17.1331523.20723220.10887858
200161719.5168168.81255.70949138.637899414.3473916.3900971-6.69325920.12026704
200161720168168.833331.84396552.36171914.20568471.8220534-1.93201120.089236736
200161720.5168168.85417-3.47320411.3178679-2.1553364-0.88141942-3.93854520.11475961
200161721168168.8751.32319514.97766026.3008552-2.0774002-9.5332680.1298997
200161721.5168168.89583-2.42288684.4736812.05079410.31529143-9.15164660.12404561
200161722168168.91667-1.16703053.12049791.9534675-0.91220635-11.8742590.14757849
200161722.5168168.93750.823579611.59921072.4227903-1.1461889-0.9898240.13354579
200161723168168.958330.324766046.53600556.86077170.15511301-18.6118410.20024019
200161723.5168168.97917-1.54492955.41380743.86887790.80068886-28.6077440.27790716
20016190170170AAA-0.63622904-200.893250.58290601
20016190.5170170.02083AAA-5.5475636-2.74773430.51708001
20016191170170.04167AAA47.19305-39.2189670.72366786
20016191.5170170.0625AAA16.244032-42.5248680.70960498
20016192170170.08333AAA1.5329262-41.5615770.58682525
20016192.5170170.10417AAA12.291724-32.9900250.4373087
20016193170170.125AAA14.393431-29.9970320.57208616
20016193.5170170.14583AAA4.2054839-27.0170250.58832961
20016194170170.16667AAA17.898199-46.9467430.62004983
20016194.5170170.1875AAA22.571733-25.20940.5609414
20016195170170.20833AAA30.464785-13.76180.5477972
20016195.5170170.22917AAA38.773766-9.4115620.63711232
20016196170170.25AAA58.3704841.7159580.62375402
20016196.5170170.27083AAA53.44443535.8453830.69475597
20016197170170.29167AAA92.52624590.1483990.72913194
20016197.5170170.3125AAA127.98428127.756540.69010592
20016198170170.33333AAA204.77301165.271240.73107839
20016198.5170170.35417AAA280.35812179.84590.77753586
20016199170170.375AAA296.41098184.292530.68505764
20016199.5170170.39583AAA377.60043180.600390.56537515
200161910170170.41667AAA291.97357176.897930.55743062
200161910.5170170.4375AAA373.57574180.416810.50605297
200161911170170.45833AAA357.87476198.185760.6202153
200161911.5170170.47917AAA376.14832193.849850.51550436
200161912170170.5AAA340.62674195.325490.52406216
200161912.5170170.52083AAA373.59631202.775220.52563375
200161913170170.54167AAA322.21283184.600810.46469069
200161913.5170170.5625AAA340.11664148.514130.51292431
200161914170170.58333AAA372.04721150.422290.55635846
200161914.5170170.60417AAA317.88583128.342540.46786979
200161915170170.625AAA303.56787111.892220.45228794
200161915.5170170.64583AAA275.2429894.3445210.43084866
200161916170170.66667AAA180.0408550.6499250.39970711
200161916.5170170.6875AAA180.9200427.9586930.41444838
200161917170170.70833AAA126.94473-6.59712220.31