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The roles of model-data fusion in carbon cycle scienceMichael RaupachCSIRO Land and Water, Canberra, AustraliaIGBP-IHDP-WCRP Global Carbon Project With thanks to: Damian Barrett, Peter Briggs, Pep Canadell, Helen Cleugh, Frank Dunin, John Finnigan, Dean Graetz, Kathy Hibbard, Heather Keith, Mac Kirby, Ray Leuning, Will Steffen, Brian Walker, YingPing Wang, Lu Zhang
CDAS Workshop, Boulder, CO, USA, 19 May 2002
Outline1.The Global Carbon Cycle2.Model-Data Fusion3.Multiple ConstraintsToolboxExamples4.The Global Carbon Project 5.Future directions
Atmospheric CO2: past and futureLast 420,000 years: Vostok ice core record (blue)Last 100 years: Contemporary record (red)Next 100 years: IPCC BAU scenario (red)
Global carbon budget 1980-1999Fluxes in GtC/year (IPCC Third Assessment Report, Vol 1) 1980s 1990s-------------------------------------------------------------------------------------------------Atmospheric C accumulation 3.3 0.1 3.2 0.2
= Emissions (fossil, cement) 5.4 0.3 6.4 0.6 + Net ocean-air flux -1.9 0.5-1.7 0.5 + Net land-air flux -0.2 0.7-1.4 0.7-------------------------------------------------------------------------------------------------
Spatial distributions of C sources and sinksSchimel et al. (2001) Nature 414, 169-172Latitude distribution of C sources from land, ocean, fossil-fuel emissionsFrom atmospheric inversions (mean of 8 different models and data sets)Left bars: 1980s; right bars: 1990s
Temporal variability in C sources and sinksRoger Francey, CSIRO Atmospheric Research
Major questionsPatterns and Variability: What are the current geographical and temporal distributions of the major stores and fluxes in the global carbon cycle?Processes, Controls and Interactions: What are the control and feedback mechanisms both anthropogenic and non-anthropogenic that determine the dynamics of the carbon cycle over time?Carbon Futures: What are the likely dynamics of the global carbon cycle into the future?--------------------------------Space scales:Global to localTime scales:1 to >106 yearsInteractions between the natural C cycle and human influences on itCurrent relevance:Measurement and management of terrestrial C sinks (political issue)Future of the carbon-climate-human system over next century
Part 2: Model-data fusionWhat is it?Why is it important? The big questionsAtmospheric data assimilation at three scalesVegetation canopyAtmospheric boundary layerGlobe
What is model-data fusion?Some names:Inverse methods (atmospheric, oceanic, biogeochemical)Synthesis inversionData assimilationParameter estimationMultiple constraintsModel-data fusion
Attempted definition: Model-data fusion = the introduction of observations into a modelling framework, to provide:Estimates of model parameters (numbers we'd like to know but don't)Uncertainties on parameters and model outputAbility to reject a model, through a measure of goodness of fit(Heimann and Kasibhatla 2000; Press et al 1992, "Numerical Recipes")
Why model-data fusion is important We cannot do manipulative experiments with the earth system Many parameters are not measurable at earth system scales, because ofHigh small-scale spatial variability (eg leaf area index, any soil property)High temporal variability (eg stomatal conductance)Physical inaccessibility (eg most roots, deep soil, aquifers, most of ocean)Model-data fusion is the counterpart for earth system science of manipulative experimentation for classical process science
Atmospheric data assimilation (DA) to find fluxes from concentration measurements: general (1)Surface-air fluxes (or sources and sinks) of water, CO2 and other entities alter atmospheric concentrations, leaving signals in the atmosphereAtmospheric DA methods seek to find fluxes (F) or sources and sinks (S) from measurements of perturbations in concentrations (C)C perturbations are:mixed by atmospheric diffusionshort-livedcontain inherent spatial averagingScales:canopy small plot region (ABL) continent globe
Atmospheric data assimilation (DA) to find fluxes from concentration measurements: general (2)InvertSources or fluxes at points (j)Measured C at points (i)Greens functionprobability of transport from j to i Depends on wind field onlyDetermined with an atmospheric transport and dispersion modelby minimising
Atmospheric DA at canopy scaleDispersion matrix or Greens functionDispersion matrix:Specifies C profiles from unit sources in a set of canopy layersCan be found with a forward Lagrangian model of canopy dispersion, either Eulerian (eg higher order closure) or Lagrangian (eg Localised Near Field)Dispersion matrix from Localised Near Field (analytic Lagrangian) theory
Atmospheric DA at canopy scaleConcentration profiles in Wagga wheat(Denmead et al 1995)
TemperatureHumidity[CO2]
Canopy EXAMPLE: Rice (Leuning 2000) Inverse Lagrangian and eddy covariance estimates of latent heat and CO2 fluxes8-Aug-9611-Aug-96
Canopy EXAMPLE: Rice (Leuning 2000) Vertical distribution of water vapour and CO2 sources from Inverse Lagrangian 11-Aug-968-Aug-96
Atmospheric DA at boundary layer (ABL) scaleTemperature structure of CBLOASIS, Oct 1995, New South Wales (Cleugh and colleagues, CSIRO)
Atmospheric DA at ABL scaleCO2 structure in CBL
Mid-day CO2 profile over a pasture landscape at Bungendore, NSW, in August 1973Garratt, Pearman and Denmead (1973, unpublished)
Atmospheric DA at ABL scaleUse of bulk Convective Boundary Layer (CBL) budgetsSlab CBL budget for scalar and isotope:Horizontally fixed column: wind blows through sides and roofColumn moving with wind: roof grows with h(t), sides deformUse this to infer surface scalar flux or ecosystem discrimination from diurnal course of concentration or isotopic composition
ABL EXAMPLE 1: Daytime CBL budget estimates of trace gas fluxes at OASIS 1995 (Denmead et al 1999)Comparison of time-integrated (ICBL) budget and micromet measurementsHeterogeneity (1 to 100 km) =>cant extrapolate accurately from near-surface C to mixed-layer C Should include advection term in Eulerian budget, or use Lagrangian measurements
Atmospheric DA at ABL scaleEffects of height-time concentration variation near the groundOASIS, Oct 1995, Wagga, NSW (Griffith and Jamie, Wollongong University)
Atmospheric DA at global scale
Global Example 1: Global CO2 flux distribution 1988-92Mean values (GtC/y) (Sum = - 2.9 GtC/y = - dCa/dt)
Uncertainties (GtC/y)
Peter Rayner, CSIRO Amospheric Research
Global Example 2: Better temporal resolution reduces uncertainty Peter Rayner, CSIRO Atmospheric Research
77 CO2 sitesMonthly averageDaily average for Cape Grim77 CO2 sitesMonthly average
Part 3: Multiple ConstraintsEmphasis on terrestrial fluxesTechniques (a box of nuts and bolts)Kinds of observationAtmospheric compositionEddy fluxes and ecophysiologyEcology and pedologyRemote sensingExamples to date
Techniques for model-data fusionGeneral problemWe are givenWhat parameters (a) give best agreement between model and observations?What are the uncertainties in these parameters, given the uncertainties in observations and prior parameter estimates? What is the goodness-of-fit?
Techniques for model-data fusionGeneral solutionProvided the errors are Gaussian, the optimum parameters areUse of prior estimates:omit -> maximum-likelihood parameter estimates include-> Bayesian parameter estimates (fold priors into measurement vector)Atmospheric data assimilation:y = (M predicted concentrations) a = (K sources) Problem is linear in a (for conserved species)Multiple constraints:y is a composite vector of multiple measurements a is a set of model parameters Problem is generally nonlinear in a
Techniques for model-data fusionThe linear case: solution for parametersModel (linear in parameters a):
This is an overdetermined system (M>K), so the optimum a minimises
Singular Value Decomposition (SVD) of F:
W = diag(w1,wK) is diagonalColumns of U with nonzero wj form an orthonormal basis for range of F (in y space)Columns of V with zero wj form an orthonormal basis for nullspace of F (in a space)
Optimum solution for a:
Techniques for model-data fusionThe linear case: uncertainty in parametersUncertainty in a:
Column vectors of the orthonormal matrix V are the principal axes of the error ellipsoid for the fitted parameters a
Techniques for model-data fusionThe linear case: goodness-of-fit of modelGoodness-of-fit: J(a*) has a chi-square distribution with M-K degrees of freedom
Q(J(a*)|M-K) is the fraction of data realisations more scattered around optimised plot than the actual data:Q improbably poor fit => reject model (or Cmn underestimated)Q close to 1 => improbably good fit => Cmn is overestimated
Techniques for model-data fusionThe nonlinear caseNonlinear model (evaluated at M points where observations exist):
Tangent Linear Model:
Steepest descent:
Newton's method:Levenberg-Marquardt: interpolates between steepest descent and NewtonUncertainty and goodness-of-fit: use quasilinear analysis around minimum
Techniques for model-data fusionSearch methodsLinear model (y = Fa): SVD returns minimum directly for small to moderate number of parameters KKalman filter: for finding optimum time-dependent parametersNonlinear model [y = f(a) with nonlinear f(a)]:Levenberg-MarquardtSimple versions requires Jacobian matrix A (= grada f)Good for small number of parameters KAdjoint of Tangent Linear ModelA method for finding grada JGood for large number of parameters KRequires adjoint linear model A* (obtained analytically or by symbolic differentiation)Used in meteorological data assimilationGenetic algorithm: good for lumpy objective functions J(a)
Multiple constraints: kinds of observationAtmospheric and oceanic compositionIn-situ atmospheric data(baseline stations, flask network, towers) In-situ oceanic data (cruises, buoys, ships of opportunity)Space-based observationsEddy fluxes and ecophysiological dataEcological and pedological dataRemote sensing of land and ocean surfaces
Atmospheric composition observationsCape Grim Baseline Air Pollution StationCSIRO Atmospheric Research and Bureau of MeteorologyLocated on the northwest Tasmanian coast to sample air from the Southern Hemisphere marine boundary layer
Atmospheric compositionGASLAB, CSIRO Atmospheric ResearchBaseline air at Cape Grim, NE Tasmania
Eddy fluxesOASIS 1995: Wagga Wagga region, NSWEddy covariance and routine weather measurements at Browning siteSurface: improved pasture, LAI about 1.5CSIRO Land and Water
Data: OASISModel: SCAM
FLUXNET Integrating Worldwide CO2 Flux Measurements
Biomass observationsCSIRO Forestry and Forest Products (Heather Keith)
Remote sensingNOAA AVHRR: the NDVI and Land Surface Temperature (LST) recordDean Graetz, CSIRO Earth Observation CentreTrajectory of the Australian continent in (LST, NDVI) space over 3 yearsNDVILST
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&L&C&F &A &D &T&R
Continental mean NDVI ('Vegetation Greenness')
Master Chart 2
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17.794420003320.228773417819.5414815576
&A
&L&"Geneva,Regular"&10&D&C&F&R&"Geneva,Regular"&10&T
WinterRainfall
SummerRainfall
1985-86 (684 MtC)
1988-89 (795 MtC)
1984-85 (868 MtC)
Vegetation year (Apr.1 - Mar. 30)
Continental NPP (MtC)
Master Chart 3
0.25806325.24
0.28535227.249
0.28831129.152
0.28845730.897
0.28601333.292
0.28029835.703
0.27629938.479
0.26948940.499
0.26501941.783
0.25898843.754
0.2541845.337
0.24801146.809
0.24237848.108
0.23878749.064
0.23537549.987
0.23502950.099
0.23445250.901
0.23341151.827
0.23326952.027
0.23395151.076
0.23578950.57
0.23758549.722
0.24036248.233
0.24485145.229
0.25240443.902
0.25829540.824
0.26393939.6
0.26602138.355
0.26787635.535
0.2705634.751
0.27240134.884
0.2736534.786
0.27607632.61
0.27638132.425
0.27413532.308
0.26806732.205
0.26141932.16
0.25524832.162
0.24898932.325
0.24325832.632
0.23880933.526
0.23366433.679
0.22941934.935
0.22550237.1
0.22225139.58
0.2167841.292
0.2119243.515
0.20716745.452
0.20339947.062
0.20021148.446
0.19872849.041
0.19822849.988
0.19791350.206
0.19818750.089
0.19920949.847
0.20030850.786
0.20091651.307
0.20234951.135
0.20475549.579
0.20783847.5
0.21255344.395
0.22244242.024
0.23622239.755
0.25459937.644
0.2694836.746
0.28208736.22
0.29326335.96
0.30379835.762
0.31144335.649
0.3166329.148
0.31095528.374
0.3098928.299
0.30400928.295
0.29818928.514
0.29203328.923
0.28788229.726
0.28539330.964
0.28080132.201
0.27594634.029
0.2677636.971
0.26320738.485
0.25866639.964
0.25586741.724
0.2503243.294
0.24642844.307
0.24522945.266
0.24528445.966
0.24603946.877
0.2467347.851
0.24802646.738
0.25072446.124
0.26039445.51
0.26773545.08
0.26945644.539
0.27268642.886
0.27908241.361
0.28408338.637
0.29213136.41
0.29863234.648
0.30236732.486
0.30908930.214
0.31680629.046
0.32306728.204
0.33059827.691
0.33957827.411
0.34374227.14
0.34358526.929
0.33814826.782
0.33138626.7
0.3273526.681
0.32227326.795
0.31689627.065
0.31155227.637
0.30563528.389
0.2994629.333
0.29480530.739
0.29183733.51
0.2877736.124
0.28164237.83
0.27275139.311
0.26641541.172
0.26078942.69
0.25481143.75
0.25073844.802
0.24858145.527
0.24530645.961
0.23955346.375
0.23611646.889
0.23346747.755
0.23159949.055
0.23164249.032
0.23157847.504
0.23080646.649
0.2313544.086
0.23248242.505
0.23281139.898
0.23361935.939
0.23407735.407
0.23476334.354
0.23674334.122
0.23898533.907
0.24120833.721
0.2420133.557
0.24176933.439
0.24083133.354
0.23667933.307
0.23492833.393
0.23378533.688
0.23679434.485
0.23826335.253
0.23655636.532
0.2354238.159
0.23063640.862
0.22659842.132
0.2237143.29
0.21853645.158
0.21512647.217
0.21252248.117
0.21104448.845
0.21089349.323
0.20743749.607
0.2060249.741
0.20626250.09
0.20687350.111
0.20889950.147
0.20913650.388
0.20892749.725
0.21010848.419
0.21141746.74
0.21066744.642
0.21163541.71
0.21403737.887
0.21573336.064
0.21762133.889
0.22075733.209
0.22421932.733
0.22553932.284
0.22581431.829
0.22733131.471
0.22963531.127
0.23289830.79
0.23848130.647
0.24024530.703
0.24064931.048
0.24399431.608
0.24398232.901
0.24137634.532
0.23842736.948
0.23482938.44
0.23266840.121
0.22804241.809
0.22343.843
0.21906945.352
0.2170846.617
0.21420147.238
0.21292747.91
0.21285448.89
0.2129149.297
0.21360949.487
0.21509549.035
0.21856147.873
0.22325246.464
0.23050544.886
0.24206743.393
0.24654742.343
0.24874340.529
0.24861938.607
0.25146436.327
0.25438733.504
0.2590531.357
0.26608230.659
0.27035730.539
0.26660430.328
0.26682330.062
0.26861629.824
0.26916129.613
0.26841329.444
0.26695229.377
0.26659729.395
0.26366629.622
0.26107530.301
0.25831231.544
0.25450433.572
0.24938836.662
0.24432138.485
0.23863240.241
0.23448842.041
0.22989943.397
0.22626644.532
0.22365245.563
0.22161846.643
0.22088348.322
0.22066748.605
0.22132348.803
0.22252548.928
0.22330848.141
0.22432347.206
0.22672546.312
0.23048945.871
0.23211643.941
0.23462140.923
0.2388539.027
0.24490633.83
0.25543632.78
0.26718431.511
0.28059629.733
0.29578328.394
0.3082128.047
0.3164127.685
0.32057527.325
0.31948827.036
0.31429726.784
0.31043626.624
0.30603526.616
0.29890226.84
0.29332427.127
0.2884927.733
0.27864428.759
0.27432630.204
0.26482232.225
0.25604735.052
0.2498337.57
0.24445439.432
0.23882244.1
0.23207148.416
0.22764350.907
0.22371452.326
0.22151452.603
0.22077453.287
0.2217953.405
0.2235853.315
0.22378653.199
0.22494852.663
0.22745652.051
0.22996551.284
0.23201450.19
0.23510744.38
0.23948742.167
0.24617940.272
0.25667838.691
0.26332736.307
0.27168434.93
0.27953734.483
0.28638634.216
0.29150233.904
0.29603233.684
0.29666433.481
0.29351933.305
0.2907933.263
0.288933.277
0.2853233.426
0.28130633.747
0.27685234.435
0.27356536.228
0.26747638.517
0.26227141.429
0.25402243.459
0.24841645.41
0.24311746.731
0.23816647.719
0.23377649.188
0.22929550.603
0.22608151.813
0.22637652.589
0.22477153.342
0.22353653.947
0.22271654.018
0.22358453.719
0.22674652.412
0.22687452.61
0.2272752.384
0.22841150.89
0.23230647.228
0.23541145.538
0.238242.345
0.24310638.184
0.25413936.883
0.25917236.596
0.26363135.414
0.2692435.104
0.27459234.869
0.28236634.642
0.28499434.438
0.28287334.246
0.28029834.081
0.27941333.972
0.27684234.109
0.27310134.486
0.27073734.879
0.26764435.923
0.26393737.436
0.25765339.804
0.25034842.245
0.24477244.273
0.24011146.596
0.23380748.617
0.22937249.856
0.22535750.805
0.2224551.03
0.2203551.623
0.21990452.188
0.21962551.773
0.22002751.94
0.22115851.161
0.22627750.755
0.23395650.212
0.24305349.419
0.24989447.825
0.25111346.412
0.25088744.045
0.2507941.655
0.25229238.631
0.25371436.53
0.2551934.728
0.25731334.278
0.25934834.019
0.26227633.734
0.26647933.462
0.26770133.214
0.27087433.035
0.27062432.896
0.26660332.851
0.26202332.945
0.25946733.228
0.25254133.799
0.2482135.164
0.24255236.164
0.23670338.588
0.23154641.349
0.22545543.554
0.22066945.252
0.21594446.195
0.21279747.395
0.20989248.522
0.20817149.114
0.20787249.496
0.20736950.175
0.2072850.134
0.2086250.135
0.20001749.527
0.2023949.9
0.21040149.57
0.21806247.924
0.22377746.849
0.2280344.713
0.22827242.333
0.22942337.824
0.23283735.504
0.23756633.706
0.24226632.844
0.24378630.98
0.24081530.393
0.23784329.793
0.25110929.637
0.25980929.283
0.26426228.997
0.2664428.769
0.26587328.778
0.26364728.928
0.26174929.386
0.25848730.102
0.25642831.263
0.25515932.438
0.25219433.923
0.25114535.706
0.24911637.874
0.24737939.839
0.24176941.379
0.23796942.502
0.23583243.632
0.2346844.933
0.23443946.038
0.23595947.018
0.23726247.807
0.23817548.837
0.23954148.517
0.24193847.87
0.24505745.751
0.2504543.846
0.26043642.418
0.26757641.261
0.27285338.301
0.27525237.143
0.27793534.678
0.28097432.801
0.28479229.807
0.28958929.056
0.29573228.697
0.30330628.306
0.31036827.966
0.31489127.617
0.31806227.284
0.31909927.003
0.31529126.849
0.31375626.873
0.31052427.097
0.30879927.626
0.30769528.808
0.30630.182
0.30429131.83
0.30040233.584
0.29360834.713
0.28553636.282
0.27951638.093
0.27457440.236
0.2714642.084
0.26916643.906
0.26812844.531
0.26774645.179
0.26207246.231
0.26094748.491
0.2603648.34
0.26043447.749
0.2609745.661
0.26272443.777
0.26814942.371
0.27298741.24
0.27625538.296
0.27738937.141
0.27910334.677
0.28172232.801
0.28526129.808
0.28990529.056
0.29595628.697
0.30347328.306
0.31047527.966
0.31496127.617
0.31811727.284
0.31913127.003
0.31529926.849
0.31377626.873
0.31058327.096
0.30890527.626
0.30780528.811
0.30609930.27
0.30479831.894
0.30121933.592
0.29477734.702
0.28659836.275
0.2799238.098
0.27447240.264
0.2709442.161
0.26793343.992
0.2660344.697
0.26586345.425
0.26241146.682
0.25913548.271
0.25759650.598
0.24491654.787
0.24478252.897
0.24689951.599
0.24970450.477
0.25352248.835
0.25626447.058
0.25721345.067
0.25732342.637
0.25784740.317
0.25867338.196
0.25893436.083
0.25909434.752
0.26042834.034
0.26198933.621
0.26358833.275
0.2664832.986
0.26869932.728
0.26954132.519
0.2708732.422
0.27278232.442
0.27446832.558
0.27631832.845
0.27560233.472
0.27242934.643
0.26936236.284
0.26624538.281
0.26215339.896
0.25797641.49
0.25236943.101
0.24733144.749
0.24124846.144
0.23453946.546
0.2327347.038
0.22918447.955
0.22818848.379
0.22844749.082
0.22782449.652
0.22828150.18
0.22975750.226
0.23093250.511
0.23153250.175
0.2319349.823
0.23347749.148
0.2318148.685
0.23149147.584
0.23243746.145
0.23437344.713
0.23651443.411
0.23738941.162
0.23924938.415
0.24151636.876
0.24264534.629
0.24362332.62
0.24393930.624
0.24030229.744
0.2402628.429
0.24101327.387
0.24333826.376
0.24661225.847
0.2495926.003
0.25303726.873
0.2568127.712
0.26288129.188
0.26555130.696
0.26890933.159
0.2699135.663
0.26727537.335
0.26458438.614
0.26004740.298
0.25664842.483
0.25272144.423
0.24761345.785
0.24142946.258
0.23539647.284
0.23205447.736
0.22681648.4
0.22468348.861
0.22325349.204
0.22344249.137
0.22426549.249
0.2259249.157
0.22881448.983
0.23195748.625
0.23776448.327
0.24613548.259
0.25473846.618
0.26323445.281
0.26382243.63
0.26231241.446
0.26108839.213
0.25779937.397
0.25569834.854
0.25431331.916
0.25225329.705
0.25154427.694
0.25245325.972
0.25288725.19
0.25544524.668
0.25777924.217
0.25969124.161
0.26220124.969
0.25895126.775
0.25800528.23
0.25797729.395
0.25625331.141
0.25411233.315
0.25366635.577
0.25336138.007
0.25282940.252
0.24944441.928
0.24439344.304
0.23841945.27
0.23386745.714
0.22969246.87
0.22751548.242
0.2244448.962
0.22285449.535
0.22256549.948
0.22456650.141
0.22443150.479
0.2258150.577
0.22849150.041
0.23046450.14
0.23336149.682
0.23690549.108
0.23765148.109
0.23856146.832
0.24052644.604
0.24149942.161
0.24243839.587
0.24240936.18
0.24310533.045
0.24597831.73
0.24913730.23
0.25290228.719
0.25732826.997
0.25932925.08
0.25998223.341
0.26187122.282
0.26278922.479
0.2628423.337
0.26490623.908
0.26823324.46
0.27267626.872
0.2767628.667
0.28150930.061
0.27674231.771
0.27508433.14
0.27389134.782
0.27048837.289
0.26645138.68
0.26155839.995
0.25621341.224
0.25089342.637
0.24522144.037
0.24284144.602
0.24074445.464
0.23869346.467
0.23901547.04
0.24048647.249
0.24249447.471
0.24654747.74
0.24899747.45
0.25131946
0.25394544.961
0.25544544.056
0.25749743.048
0.2640.64
0.26236337.708
0.26395435.514
0.26598334.044
0.26863232.069
0.26929129.503
0.26395828.265
0.25939426.941
0.25653925.441
0.25437723.851
0.25354222.769
0.25254222.445
0.25314121.872
0.25197322.3
0.25313522.805
0.25529523.127
0.25425824.059
0.25400625.312
0.2514427.31
0.24971628.781
0.24689230.218
0.24410331.354
0.23990632.813
0.23622734.299
0.23279335.364
0.23085936.217
0.22819336.728
0.22620437.375
0.22358238.22
0.22211639.266
0.22247240.401
0.22391341.122
0.22710141.463
0.22966742.059
0.2308542.662
0.2329342.894
0.23591642.415
0.23700841.314
0.23794939.947
0.23937738.66
0.2419336.977
0.24474135.321
0.24619933.276
0.24512931.05
0.24424128.855
0.24389926.276
0.24259124.086
0.24178722.009
0.23938720.233
0.23748518.507
0.23374317.557
0.22796117.546
0.2253717.79
0.22387617.891
0.2226218.514
0.22330419.118
0.22264619.477
0.22036820.642
0.21820821.603
0.21644822.652
0.21230524.661
0.2086526.22
0.20343827.677
0.19996828.847
0.19537529.553
0.19096230.423
0.18534931.813
0.18218233.218
0.17927334.324
0.17868535.708
0.17705736.634
0.17067237.105
0.16362437.36
0.15057736.427
&L&C&F &A &D &T&R
NDVI
LST (C)
NDVI
LST
Master Chart 4
25.24
27.249
29.152
30.897
33.292
35.703
38.479
40.499
41.783
43.754
45.337
46.809
48.108
49.064
49.987
50.099
50.901
51.827
52.027
51.076
50.57
49.722
48.233
45.229
43.902
40.824
39.6
38.355
35.535
34.751
34.884
34.786
32.61
32.425
32.308
32.205
32.16
32.162
32.325
32.632
33.526
33.679
34.935
37.1
39.58
41.292
43.515
45.452
47.062
48.446
49.041
49.988
50.206
50.089
49.847
50.786
51.307
51.135
49.579
47.5
44.395
42.024
39.755
37.644
36.746
36.22
35.96
35.762
35.649
29.148
28.374
28.299
28.295
28.514
28.923
29.726
30.964
32.201
34.029
36.971
38.485
39.964
41.724
43.294
44.307
45.266
45.966
46.877
47.851
46.738
46.124
45.51
45.08
44.539
42.886
41.361
38.637
36.41
34.648
32.486
30.214
29.046
28.204
27.691
27.411
27.14
26.929
26.782
26.7
26.681
26.795
27.065
27.637
28.389
29.333
30.739
33.51
36.124
37.83
39.311
41.172
42.69
43.75
44.802
45.527
45.961
46.375
46.889
47.755
49.055
49.032
47.504
46.649
44.086
42.505
39.898
35.939
35.407
34.354
34.122
33.907
33.721
33.557
33.439
33.354
33.307
33.393
33.688
34.485
35.253
36.532
38.159
40.862
42.132
43.29
45.158
47.217
48.117
48.845
49.323
49.607
49.741
50.09
50.111
50.147
50.388
49.725
48.419
46.74
44.642
41.71
37.887
36.064
33.889
33.209
32.733
32.284
31.829
31.471
31.127
30.79
30.647
30.703
31.048
31.608
32.901
34.532
36.948
38.44
40.121
41.809
43.843
45.352
46.617
47.238
47.91
48.89
49.297
49.487
49.035
47.873
46.464
44.886
43.393
42.343
40.529
38.607
36.327
33.504
31.357
30.659
30.539
30.328
30.062
29.824
29.613
29.444
29.377
29.395
29.622
30.301
31.544
33.572
36.662
38.485
40.241
42.041
43.397
44.532
45.563
46.643
48.322
48.605
48.803
48.928
48.141
47.206
46.312
45.871
43.941
40.923
39.027
33.83
32.78
31.511
29.733
28.394
28.047
27.685
27.325
27.036
26.784
26.624
26.616
26.84
27.127
27.733
28.759
30.204
32.225
35.052
37.57
39.432
44.1
48.416
50.907
52.326
52.603
53.287
53.405
53.315
53.199
52.663
52.051
51.284
50.19
44.38
42.167
40.272
38.691
36.307
34.93
34.483
34.216
33.904
33.684
33.481
33.305
33.263
33.277
33.426
33.747
34.435
36.228
38.517
41.429
43.459
45.41
46.731
47.719
49.188
50.603
51.813
52.589
53.342
53.947
54.018
53.719
52.412
52.61
52.384
50.89
47.228
45.538
42.345
38.184
36.883
36.596
35.414
35.104
34.869
34.642
34.438
34.246
34.081
33.972
34.109
34.486
34.879
35.923
37.436
39.804
42.245
44.273
46.596
48.617
49.856
50.805
51.03
51.623
52.188
51.773
51.94
51.161
50.755
50.212
49.419
47.825
46.412
44.045
41.655
38.631
36.53
34.728
34.278
34.019
33.734
33.462
33.214
33.035
32.896
32.851
32.945
33.228
33.799
35.164
36.164
38.588
41.349
43.554
45.252
46.195
47.395
48.522
49.114
49.496
50.175
50.134
50.135
49.527
49.9
49.57
47.924
46.849
44.713
42.333
37.824
35.504
33.706
32.844
30.98
30.393
29.793
29.637
29.283
28.997
28.769
28.778
28.928
29.386
30.102
31.263
32.438
33.923
35.706
37.874
39.839
41.379
42.502
43.632
44.933
46.038
47.018
47.807
48.837
48.517
47.87
45.751
43.846
42.418
41.261
38.301
37.143
34.678
32.801
29.807
29.056
28.697
28.306
27.966
27.617
27.284
27.003
26.849
26.873
27.097
27.626
28.808
30.182
31.83
33.584
34.713
36.282
38.093
40.236
42.084
43.906
44.531
45.179
46.231
48.491
48.34
47.749
45.661
43.777
42.371
41.24
38.296
37.141
34.677
32.801
29.808
29.056
28.697
28.306
27.966
27.617
27.284
27.003
26.849
26.873
27.096
27.626
28.811
30.27
31.894
33.592
34.702
36.275
38.098
40.264
42.161
43.992
44.697
45.425
46.682
48.271
50.598
54.787
52.897
51.599
50.477
48.835
47.058
45.067
42.637
40.317
38.196
36.083
34.752
34.034
33.621
33.275
32.986
32.728
32.519
32.422
32.442
32.558
32.845
33.472
34.643
36.284
38.281
39.896
41.49
43.101
44.749
46.144
46.546
47.038
47.955
48.379
49.082
49.652
50.18
50.226
50.511
50.175
49.823
49.148
48.685
47.584
46.145
44.713
43.411
41.162
38.415
36.876
34.629
32.62
30.624
29.744
28.429
27.387
26.376
25.847
26.003
26.873
27.712
29.188
30.696
33.159
35.663
37.335
38.614
40.298
42.483
44.423
45.785
46.258
47.284
47.736
48.4
48.861
49.204
49.137
49.249
49.157
48.983
48.625
48.327
48.259
46.618
45.281
43.63
41.446
39.213
37.397
34.854
31.916
29.705
27.694
25.972
25.19
24.668
24.217
24.161
24.969
26.775
28.23
29.395
31.141
33.315
35.577
38.007
40.252
41.928
44.304
45.27
45.714
46.87
48.242
48.962
49.535
49.948
50.141
50.479
50.577
50.041
50.14
49.682
49.108
48.109
46.832
44.604
42.161
39.587
36.18
33.045
31.73
30.23
28.719
26.997
25.08
23.341
22.282
22.479
23.337
23.908
24.46
26.872
28.667
30.061
31.771
33.14
34.782
37.289
38.68
39.995
41.224
42.637
44.037
44.602
45.464
46.467
47.04
47.249
47.471
47.74
47.45
46
44.961
44.056
43.048
40.64
37.708
35.514
34.044
32.069
29.503
28.265
26.941
25.441
23.851
22.769
22.445
21.872
22.3
22.805
23.127
24.059
25.312
27.31
28.781
30.218
31.354
32.813
34.299
35.364
36.217
36.728
37.375
38.22
39.266
40.401
41.122
41.463
42.059
42.662
42.894
42.415
41.314
39.947
38.66
36.977
35.321
33.276
31.05
28.855
26.276
24.086
22.009
20.233
18.507
17.557
17.546
17.79
17.891
18.514
19.118
19.477
20.642
21.603
22.652
24.661
26.22
27.677
28.847
29.553
30.423
31.813
33.218
34.324
35.708
36.634
37.105
37.36
36.427
Master Chart 5
32.16239.75536.41
32.32537.64434.648
32.63236.74632.486
33.52636.2230.214
33.67935.9629.046
34.93535.76228.204
37.135.64927.691
39.5829.14827.411
41.29228.37427.14
43.51528.29926.929
45.45228.29526.782
47.06228.51426.7
48.44628.92326.681
49.04129.72626.795
49.98830.96427.065
50.20632.20127.637
50.08934.02928.389
49.84736.97129.333
50.78638.48530.739
51.30739.96433.51
51.13541.72436.124
49.57943.29437.83
47.544.30739.311
44.39545.26641.172
42.02445.96642.69
39.75546.87743.75
47.85144.802
46.73845.527
46.12445.961
45.5146.375
45.0846.889
44.539
42.886
41.361
38.637
36.41
A Drying Continent
1982-83 (Drought)
1983-84 (Transition)
1984-85 (Wet)
NDVI
LST (C)
Master data sheet v1
BandFinish dateChannelCu DoYDoY (Calendar)DoY (ENSO)Mean NDVITotal NDVICusum NDVIDoY (ENSO)NPP (MtC)Cusum NPP (MtC)ENSO yearCusum NDVICu DoYTotal NDVIMean LST (C)Mean LST (K)VarianceSkewKurtosis
119-Jul11981.540.540.310.25873222732220.3121.8221981-82187674818767481981.540.25825.22980.0140.8640.508
230-Jul21981.570.570.340.285809651541860.3424.1461982-83236935723693571981.570.28527.23000.0170.873-0.104
39-Aug31981.590.590.360.288818042359910.3624.4701983-84273131327313131981.590.28829.23020.0180.821-0.333
419-Aug41981.620.620.390.288818463178360.3924.4951984-85291729429172941981.620.28830.93040.0190.809-0.434
530-Aug51981.650.650.420.286811523989880.4224.21191985-86229727822972781981.650.28633.33060.0200.815-0.492
69-Sep61981.680.680.450.280795314785190.4523.71421985-87232048723204871981.680.28035.73090.0200.848-0.457
719-Sep71981.710.710.480.276783965569150.4823.31661987-88250390725039071981.710.27638.53110.0200.879-0.398
829-Sep81981.730.730.500.269764646333790.5022.81891988-89267020126702011981.730.26940.53130.0190.951-0.204
99-Oct91981.760.760.530.265751957085740.5322.42111989-90260437426043741981.760.26541.83150.0190.999-0.065
1019-Oct101981.790.790.560.259734847820580.5621.92331990-91256054725605471981.790.25943.83170.0181.0640.146
1130-Oct111981.820.820.590.254721208541790.5921.52541991-92241211524121151981.820.25445.33180.0181.1250.339
129-Nov121981.850.850.620.248703709245480.6220.92751992-93253696025369601981.850.24846.83200.0181.1680.523
1319-Nov131981.870.870.640.242687719933200.6420.52961993-94293138829313881981.870.24248.13210.0171.2000.665
1429-Nov141981.900.90.670.2396775210610720.6720.23161994-95296332729633271981.900.23949.13220.0161.2180.750
159-Dec151981.930.930.700.2356678411278560.7019.93361995-96284487228448721981.930.23550.03230.0161.2250.809
1619-Dec161981.960.960.730.2356668611945420.7319.93561996-97279687927968791981.960.23550.13230.0161.2130.787
1730-Dec171981.990.990.760.2346652312610650.7619.83751997-98271150427115041981.990.23450.93240.0161.1960.739
189-Jan181982.010.010.790.2336622713272920.7919.73951998-99291993829199381982.010.23351.83250.0161.1930.753
1919-Jan191982.040.040.810.2336618713934790.8119.74151999-00270440027044001982.040.23352.03250.0161.1790.717
2030-Jan201982.070.070.840.2346638014598590.8419.8435Mean26553411982.070.23451.13240.0161.1630.679
219-Feb211982.100.10.870.2366690215267610.8719.9455Median2,687,3011982.100.23650.63240.0171.1490.662
2219-Feb221982.130.130.890.2386741215941720.8920.1475NPP800,000,0001982.130.23849.73230.0171.1150.595
2327-Feb231982.150.150.920.2406819916623720.9220.3495NDVI multiplier (tC/NDVI)2981982.150.24048.23210.0171.0660.497
249-Mar241982.180.180.950.2456947317318450.9520.7516Maximum29633271982.180.24545.23180.0171.0060.387
2519-Mar251982.200.20.970.2527161618034610.9721.3537Min22972781982.200.25243.93170.0170.9080.188
2630-Mar261982.230.231.000.2587328818767481.0021.85591982.230.25840.83140.0170.8660.128
279-Apr271982.260.260.030.26474889748890.0322.3221982-831982-831982.260.26439.63130.0170.8250.105
2819-Apr281982.290.290.060.266754801503690.0622.5451982.290.26638.43110.0170.8110.111
2929-Apr291982.320.320.090.268760062263750.0922.6671982.320.26835.53090.0170.8210.167
309-May301982.340.340.110.271767683031430.1122.9901982.340.27134.83080.0180.8490.248
3119-May311982.370.370.140.272772903804330.1423.01131982.370.27234.93080.0180.8780.302
3230-May321982.400.40.170.274776444580770.1723.11361982.400.27434.83080.0180.9000.377
339-Jun331982.430.430.200.276783335364100.2023.31601982.430.27632.63060.0180.9250.436
3419-Jun341982.450.450.220.276784196148290.2223.31831982.450.27632.43050.0180.9560.488
3529-Jun351982.480.480.250.274777826926110.2523.22061982.480.27432.33050.0170.9860.563
369-Jul361982.510.510.280.268760607686710.2822.62291982.510.26832.23050.0171.0230.648
3719-Jul371982.540.540.310.261741748428450.3122.12511982.540.26132.23050.0161.0760.796
3830-Jul381982.570.570.330.255724239152680.3321.62721982.570.25532.23050.0161.0990.828
399-Aug391982.590.590.360.249706479859150.3621.02941982.590.24932.33050.0151.1430.903
4019-Aug401982.620.620.390.2436902110549360.3920.53141982.620.24332.63060.0151.1700.914
4130-Aug411982.650.650.420.2396775911226950.4220.23341982.650.23933.53070.0151.1940.927
429-Sep421982.680.680.450.2346629911889940.4519.73541982.680.23433.73070.0151.2180.977
4319-Sep431982.710.710.470.2296509512540880.4719.43731982.710.22934.93080.0151.2761.122
4429-Sep441982.730.730.500.2266398313180710.5019.03921982.730.22637.13100.0141.3241.261
459-Oct451982.760.760.530.2226306113811320.5318.84111982.760.22239.63130.0141.3531.384
4619-Oct461982.790.790.560.2176150814426400.5618.34291982.790.21741.33140.0131.4151.700
4730-Oct471982.820.820.580.2126012915027700.5817.94471982.820.21243.53170.0131.4721.913
489-Nov481982.850.850.610.2075878115615500.6117.54651982.850.20745.53180.0131.5072.091
4919-Nov491982.870.870.640.2035771216192620.6417.24821982.870.20347.13200.0121.5392.276
5029-Nov501982.900.90.670.2005680716760690.6716.94991982.900.20048.43210.0121.5392.325
519-Dec511982.930.930.700.1995638617324550.7016.85161982.930.19949.03220.0121.5462.352
5219-Dec521982.960.960.720.1985624517887000.7216.75321982.960.19850.03230.0121.5462.345
5330-Dec531982.990.990.750.1985615518448550.7516.75491982.990.19850.23230.0121.5372.290
549-Jan541983.010.010.780.1985623319010880.7816.75661983.010.19850.13230.0121.5112.156
5519-Jan551983.040.040.810.1995652319576100.8116.85831983.040.19949.83230.0121.4721.946
5630-Jan561983.070.070.830.2005683520144450.8316.96001983.070.20050.83240.0131.4521.841
579-Feb571983.100.10.860.2015700720714520.8617.06171983.100.20151.33240.0131.4121.680
5819-Feb581983.130.130.890.2025741421288660.8917.16341983.130.20251.13240.0131.3811.582
5927-Feb591983.150.150.920.2055809621869620.9217.36511983.150.20549.63230.0141.3431.456
609-Mar601983.180.180.940.2085897122459330.9417.66691983.180.20847.53210.0141.2961.312
6119-Mar611983.200.20.970.2136030923062420.9718.06871983.200.21344.43170.0141.2221.088
6230-Mar621983.230.231.000.2226311523693571.0018.87051983.230.22242.03150.0151.0820.695
639-Apr631983.260.260.030.2366702500.0320.001983-841983-841983.260.23639.83130.0150.9420.437
6419-Apr641983.290.290.060.25572239722390.0621.5221983.290.25537.63110.0160.7660.172
6529-Apr651983.320.320.090.269764611487000.0922.8441983.320.26936.73100.0160.649-0.017
669-May661983.340.340.110.282800382287390.1123.8681983.340.28236.23090.0180.588-0.189
6719-May671983.370.370.140.293832093119480.1424.8931983.370.29336.03090.0180.564-0.276
6830-May681983.400.40.170.304861983981460.1725.71191983.400.30435.83090.0190.484-0.442
699-Jun691983.430.430.200.311883684865140.2026.31451983.430.31135.63090.0200.451-0.561
7019-Jun701983.450.450.220.317898395763530.2226.71721983.450.31729.13020.0200.457-0.644
7129-Jun711983.480.480.250.311882296645820.2526.31981983.480.31128.43010.0210.519-0.688
729-Jul721983.510.510.280.310879277525090.2826.22241983.510.31028.33010.0210.533-0.709
7319-Jul731983.540.540.310.304862588387680.3125.72501983.540.30428.33010.0200.590-0.644
7430-Jul741983.570.570.330.298846079233750.3325.22751983.570.29828.53020.0210.637-0.623
759-Aug751983.590.590.360.2928286010062350.3624.73001983.590.29228.93020.0210.676-0.616
7619-Aug761983.620.620.390.2888168310879180.3924.33241983.620.28829.73030.0210.700-0.625
7730-Aug771983.650.650.420.2858097611688940.4224.13481983.650.28531.03040.0220.718-0.637
789-Sep781983.680.680.450.2817967312485670.4523.73721983.680.28132.23050.0220.739-0.642
7919-Sep791983.710.710.470.2767829613268630.4723.33951983.710.27634.03070.0220.777-0.587
8029-Sep801983.730.730.500.2687597314028360.5022.64181983.730.26837.03100.0210.819-0.483
819-Oct811983.760.760.530.2637468114775180.5322.24401983.760.26338.53110.0210.838-0.435
8219-Oct821983.790.790.560.2597339315509110.5621.84621983.790.25940.03130.0200.885-0.304
8330-Oct831983.820.820.580.2567259916235090.5821.64831983.820.25641.73150.0200.925-0.195
849-Nov841983.850.850.610.2507102516945340.6121.15041983.850.25043.33160.0190.977-0.010
8519-Nov851983.870.870.640.2466992017644540.6420.85251983.870.24644.33170.0181.0040.072
8629-Nov861983.900.90.670.2456958018340350.6720.75461983.900.24545.33180.0181.0070.088
879-Dec871983.930.930.700.2456959619036310.7020.75671983.930.24546.03190.0181.0070.106
8819-Dec881983.960.960.720.2466981019734410.7220.85871983.960.24646.93200.0181.0090.126
8930-Dec891983.990.990.750.2477000620434470.7520.86081983.990.24747.93210.0180.9980.122
909-Jan901984.010.010.780.2487037421138210.7821.06291984.010.24846.73200.0180.9870.120
9119-Jan911984.040.040.810.2517114021849600.8121.26501984.040.25146.13190.0170.9530.063
9230-Jan921984.070.070.830.2607388322588430.8322.06721984.070.26045.53190.0170.888-0.029
939-Feb931984.100.10.860.2687596623348100.8622.66951984.100.26845.13180.0160.829-0.074
9419-Feb941984.130.130.890.2697645424112640.8922.87181984.130.26944.53180.0170.789-0.147
9527-Feb951984.150.150.920.2737737124886350.9223.07411984.150.27342.93160.0170.739-0.264
969-Mar961984.180.180.940.2797918625678200.9423.67641984.180.27941.43140.0180.705-0.354
9719-Mar971984.200.20.970.2848060526484250.9724.07881984.200.28438.63120.0180.710-0.334
9830-Mar981984.230.231.000.2928288827313131.0024.78131984.230.29236.43090.0180.694-0.321
999-Apr991984.260.260.030.29984733847330.0325.2251984-851984-851984.260.29934.63080.0180.640-0.427
10019-Apr1001984.290.290.060.302857931705250.0625.5511984.290.30232.53050.0190.644-0.399
10129-Apr1011984.320.320.090.309877002582250.0926.1771984.320.30930.23030.0190.652-0.387
1029-May1021984.340.340.110.317898893481140.1126.81041984.340.31729.03020.0200.627-0.419
10319-May1031984.370.370.140.323916664397800.1427.31311984.370.32328.23010.0200.610-0.408
10430-May1041984.400.40.170.331938025335830.1727.91591984.400.33127.73010.0200.583-0.433
1059-Jun1051984.430.430.200.340963516299330.2028.71881984.430.34027.43000.0200.539-0.467
10619-Jun1061984.450.450.220.344975327274650.2229.02171984.450.34427.13000.0210.523-0.531
10729-Jun1071984.480.480.250.344974878249520.2529.02461984.480.34426.93000.0210.525-0.554
1089-Jul1081984.510.510.280.338959459208970.2828.62741984.510.33826.83000.0210.514-0.533
10919-Jul1091984.540.540.310.3319402610149230.3128.03021984.540.33126.73000.0210.529-0.545
11030-Jul1101984.570.570.330.3279288111078040.3327.73301984.570.32726.73000.0210.534-0.522
1119-Aug1111984.590.590.360.3229144111992450.3627.23571984.590.32226.83000.0200.609-0.498
11219-Aug1121984.620.620.390.3178991512891600.3926.83841984.620.31727.13000.0200.644-0.503
11330-Aug1131984.650.650.420.3128839813775580.4226.34101984.650.31227.63010.0190.674-0.494
1149-Sep1141984.680.680.450.3068672014642780.4525.84361984.680.30628.43010.0190.698-0.493
11519-Sep1151984.710.710.470.2998496815492450.4725.34611984.710.29929.33020.0190.712-0.529
11629-Sep1161984.730.730.500.2958364716328920.5024.94861984.730.29530.73040.0190.743-0.516
1179-Oct1171984.760.760.530.2928280517156970.5324.75111984.760.29233.53070.0190.769-0.492
11819-Oct1181984.790.790.560.2888165117973470.5624.35351984.790.28836.13090.0190.815-0.383
11930-Oct1191984.820.820.580.2827991218772590.5823.85591984.820.28237.83110.0190.869-0.216
1209-Nov1201984.850.850.610.2737738919546490.6123.05821984.850.27339.33120.0180.935-0.012
12119-Nov1211984.870.870.640.2667559120302400.6422.56041984.870.26641.23140.0180.9880.155
12229-Nov1221984.900.90.670.2617399521042350.6722.06261984.900.26142.73160.0171.0280.315
1239-Dec1231984.930.930.700.2557229921765340.7021.56481984.930.25543.83170.0171.0790.499
12419-Dec1241984.960.960.720.2517114322476780.7221.26691984.960.25144.83180.0161.1210.630
12530-Dec1251984.990.990.750.2497053123182090.7521.06901984.990.24945.53190.0161.1410.686
1269-Jan1261985.010.010.780.2456960223878110.7820.77111985.010.24546.03190.0161.1500.747
12719-Jan1271985.040.040.810.2406797024557810.8120.27311985.040.24046.43190.0161.1790.809
12830-Jan1281985.070.070.830.2366699525227760.8319.97511985.070.23646.93200.0161.1720.755
1299-Feb1291985.100.10.860.2336624325890190.8619.77711985.100.23347.83210.0161.1670.738
13019-Feb1301985.130.130.890.2326571326547320.8919.67901985.130.23249.13220.0161.1570.691
13127-Feb1311985.150.150.920.2326572527204570.9219.68101985.150.23249.03220.0161.1360.621
1329-Mar1321985.180.180.940.2326570727861640.9419.68291985.180.23247.53210.0171.1270.575
13319-Mar1331985.200.20.970.2316548828516520.9719.58491985.200.23146.63200.0171.1170.543
13430-Mar1341985.230.231.000.2316564229172941.0019.58681985.230.23144.13170.0171.1000.505
1359-Apr1351985.260.260.030.23265963659630.0319.6201985-861985-861985.260.23242.53160.0171.0810.426
13619-Apr1361985.290.290.060.233660571320200.0619.7391985.290.23339.93130.0171.0640.353
13729-Apr1371985.320.320.090.234662861983060.0919.7591985.320.23435.93090.0181.0420.286
1389-May1381985.340.340.110.234664162647230.1119.8791985.340.23435.43080.0181.0350.259
13919-May1391985.370.370.140.235666113313330.1419.8991985.370.23534.43070.0171.0370.273
14030-May1401985.400.40.170.237671733985060.1720.01191985.400.23734.13070.0181.0170.240
1419-Jun1411985.430.430.200.239678094663140.2020.21391985.430.23933.93070.0180.9880.155
14219-Jun1421985.450.450.220.241684395347540.2220.41591985.450.24133.73070.0180.9940.161
14329-Jun1431985.480.480.250.242686676034210.2520.41801985.480.24233.63070.0181.0090.166
1449-Jul1441985.510.510.280.242685996720190.2820.42001985.510.24233.43060.0181.0240.200
14519-Jul1451985.540.540.310.241683337403520.3120.32201985.540.24133.43060.0181.0340.204
14630-Jul1461985.570.570.330.237671548075060.3320.02401985.570.23733.33060.0181.0700.260
1479-Aug1471985.590.590.360.235666588741630.3619.82601985.590.23533.43060.0181.0570.201
14819-Aug1481985.620.620.390.234663339404970.3919.72801985.620.23433.73070.0181.0450.134
14930-Aug1491985.650.650.420.2376718710076840.4220.03001985.650.23734.53070.0191.000-0.067
1509-Sep1501985.680.680.450.2386760410752870.4520.13201985.680.23835.33080.0200.990-0.168
15119-Sep1511985.710.710.470.2376712011424070.4720.03401985.710.23736.53100.0211.010-0.162
15229-Sep1521985.730.730.500.2356679712092040.5019.93601985.730.23538.23110.0211.046-0.085
1539-Oct1531985.760.760.530.2316544012746440.5319.53791985.760.23140.93140.0211.1010.082
15419-Oct1541985.790.790.560.2276429413389380.5619.13991985.790.22742.13150.0201.1580.273
15530-Oct1551985.820.820.580.2246347514024130.5818.94171985.820.22443.33160.0201.2030.433
1569-Nov1561985.850.850.610.2196200714644190.6118.54361985.850.21945.23180.0191.2420.608
15719-Nov1571985.870.870.640.2156103915254580.6418.24541985.870.21547.23200.0181.2700.740
15829-Nov1581985.900.90.670.2136030015857580.6718.04721985.900.21348.13210.0171.2840.826
1599-Dec1591985.930.930.700.2115988116456390.7017.84901985.930.21148.83220.0171.2890.894
16019-Dec1601985.960.960.720.2115983817054770.7217.85081985.960.21149.33220.0171.2740.877
16130-Dec1611985.990.990.750.2075885717643340.7517.55251985.990.20749.63230.0161.3050.990
1629-Jan1621986.010.010.780.2065845518227900.7817.45431986.010.20649.73230.0161.3061.019
16319-Jan1631986.040.040.810.2065852418813140.8117.45601986.040.20650.13230.0161.3051.028
16430-Jan1641986.070.070.830.2075869719400110.8317.55781986.070.20750.13230.0161.2730.955
1659-Feb1651986.100.10.860.2095927219992830.8617.65951986.100.20950.13230.0171.2290.847
16619-Feb1661986.130.130.890.2095934020586230.8917.76131986.130.20950.43230.0171.1950.725
16727-Feb1671986.150.150.920.2095928021179030.9217.66301986.150.20949.73230.0171.1740.657
1689-Mar1681986.180.180.940.2105961521775180.9417.76481986.180.21048.43210.0181.1550.587
16919-Mar1691986.200.20.970.2115998722375050.9717.96661986.200.21146.73200.0181.1380.561
17030-Mar1701986.230.231.000.2115977422972781.0017.86841986.230.21144.63180.0181.1640.632
1719-Apr1711986.260.260.030.21260049600490.0317.9181986-871986-871986.260.21241.73150.0181.1600.625
17219-Apr1721986.290.290.060.214607301207790.0618.1361986.290.21437.93110.0181.1470.591
17329-Apr1731986.320.320.090.216612111819900.0918.2541986.320.21636.13090.0181.1380.568
1749-May1741986.340.340.110.218617472437370.1118.4731986.340.21833.93070.0191.1040.466
17519-May1751986.370.370.140.221626373063740.1418.6911986.370.22133.23060.0191.0580.327
17630-May1761986.400.40.170.224636193699930.1718.91101986.400.22432.73060.0191.0190.234
1779-Jun1771986.430.430.200.226639944339860.2019.11291986.430.22632.33050.0191.0160.222
17819-Jun1781986.450.450.220.226640714980570.2219.11481986.450.22631.83050.0191.0200.228
17929-Jun1791986.480.480.250.227645025625600.2519.21671986.480.22731.53040.0201.0200.224
1809-Jul1801986.510.510.280.230651566277150.2819.41871986.510.23031.13040.0191.0070.200
18119-Jul1811986.540.540.310.233660826937970.3119.72071986.540.23330.83040.0190.9880.148
18230-Jul1821986.570.570.330.238676667614620.3320.12271986.570.23830.63040.0190.9700.066
1839-Aug1831986.590.590.360.240681668296280.3620.32471986.590.24030.73040.0190.9630.022
18419-Aug1841986.620.620.390.241682818979090.3920.32671986.620.24131.03040.0190.9820.023
18530-Aug1851986.650.650.420.244692309671390.4220.62881986.650.24431.63050.0190.978-0.031
1869-Sep1861986.680.680.450.2446922610363650.4520.63091986.680.24432.93060.0190.988-0.077
18719-Sep1871986.710.710.470.2416848711048520.4720.43291986.710.24134.53080.0201.009-0.080
18829-Sep1881986.730.730.500.2386765011725030.5020.13491986.730.23836.93100.0201.041-0.018
1899-Oct1891986.760.760.530.2356662912391320.5319.83691986.760.23538.43110.0201.0780.081
19019-Oct1901986.790.790.560.2336601613051480.5619.73891986.790.23340.13130.0201.1210.208
19130-Oct1911986.820.820.580.2286470413698520.5819.34081986.820.22841.83150.0191.1910.464
1929-Nov1921986.850.850.610.2236327314331250.6118.84271986.850.22343.83170.0181.2700.730
19319-Nov1931986.870.870.640.2196215814952830.6418.54451986.870.21945.43180.0171.3220.941
19429-Nov1941986.900.90.670.2176159315568760.6718.34631986.900.21746.63200.0171.3491.079
1959-Dec1951986.930.930.700.2146077716176530.7018.14821986.930.21447.23200.0161.3581.148
19619-Dec1961986.960.960.720.2136041516780680.7218.05001986.960.21347.93210.0161.3751.244
19730-Dec1971986.990.990.750.2136039417384620.7518.05181986.990.21348.93220.0161.3801.264
1989-Jan1981987.010.010.780.2136041017988730.7818.05361987.010.21349.33220.0151.3901.300
19919-Jan1991987.040.040.810.2146060918594810.8118.05541987.040.21449.53220.0151.3891.309
20030-Jan2001987.070.070.830.2156103019205110.8318.25721987.070.21549.03220.0161.3791.289
2019-Feb2011987.100.10.860.2196201419825250.8618.55901987.100.21947.93210.0161.3391.197
20219-Feb2021987.130.130.890.2236334520458700.8918.96091987.130.22346.53190.0161.2701.029
20327-Feb2031987.150.150.920.2316540321112720.9219.56291987.150.23144.93180.0161.1870.821
2049-Mar2041987.180.180.940.2426868321799560.9420.46491987.180.24243.43160.0161.0650.482
20519-Mar2051987.200.20.970.2476995422499100.9720.86701987.200.24742.33150.0161.0440.437
20630-Mar2061987.230.231.000.2497057823204871.0021.06911987.230.24940.53140.0161.0350.398
2079-Apr2071987.260.260.030.24970542705420.0321.0211987-881987-881987.260.24938.63120.0161.0690.491
20819-Apr2081987.290.290.060.251713501418920.0621.2421987.290.25136.33090.0171.0620.449
20929-Apr2091987.320.320.090.254721792140700.0921.5641987.320.25433.53070.0171.0460.401
2109-May2101987.340.340.110.259735022875720.1121.9861987.340.25931.43040.0181.0250.335
21119-May2111987.370.370.140.266754973630690.1422.51081987.370.26630.73040.0190.9570.129
21230-May2121987.400.40.170.270767104397790.1722.81311987.400.27030.53040.0190.9280.062
2139-Jun2131987.430.430.200.267756455154250.2022.51531987.430.26730.33030.0190.9030.021
21419-Jun2141987.450.450.220.267757075911320.2222.51761987.450.26730.13030.0190.893-0.008
21529-Jun2151987.480.480.250.269762166673480.2522.71991987.480.26929.83030.0190.884-0.045
2169-Jul2161987.510.510.280.269763717437180.2822.72211987.510.26929.63030.0190.871-0.079
21719-Jul2171987.540.540.310.268761588198770.3122.72441987.540.26829.43020.0200.864-0.126
21830-Jul2181987.570.570.330.267757448956200.3322.52671987.570.26729.43020.0200.858-0.183
2199-Aug2191987.590.590.360.267756439712640.3622.52891987.590.26729.43020.0210.856-0.275
22019-Aug2201987.620.620.390.2647481210460750.3922.33111987.620.26429.63030.0210.867-0.334
22130-Aug2211987.650.650.420.2617407611201520.4222.13331987.650.26130.33030.0210.874-0.361
2229-Sep2221987.680.680.450.2587329311934440.4521.83551987.680.25831.53050.0220.883-0.388
22319-Sep2231987.710.710.470.2557221212656560.4721.53771987.710.25533.63070.0220.916-0.326
22429-Sep2241987.730.730.500.2497076013364160.5021.13981987.730.24936.73100.0210.985-0.134
2259-Oct2251987.760.760.530.2446932314057390.5320.64181987.760.24438.53110.0201.0460.038
22619-Oct2261987.790.790.560.2396770814734470.5620.24391987.790.23940.23130.0201.0990.219
22730-Oct2271987.820.820.580.2346653315399800.5819.84581987.820.23442.03150.0191.1470.398
2289-Nov2281987.850.850.610.2306523116052110.6119.44781987.850.23043.43160.0181.1940.590
22919-Nov2291987.870.870.640.2266420016694110.6419.14971987.870.22644.53180.0181.2310.742
23029-Nov2301987.900.90.670.2246345817328690.6718.95161987.900.22445.63190.0171.2540.850
2319-Dec2311987.930.930.700.2226288117957500.7018.75351987.930.22246.63200.0171.2650.918
23219-Dec2321987.960.960.720.2216267318584220.7218.75531987.960.22148.33210.0171.2600.926
23330-Dec2331987.990.990.750.2216261119210330.7518.65721987.990.22148.63220.0171.2430.898
2349-Jan2341988.010.010.780.2216279719838310.7818.75911988.010.22148.83220.0171.2220.832
23519-Jan2351988.040.040.810.2236313820469690.8118.86091988.040.22348.93220.0171.1990.762
23630-Jan2361988.070.070.830.2236336121103300.8318.96281988.070.22348.13210.0171.1800.705
2379-Feb2371988.100.10.860.2246364921739780.8618.96471988.100.22447.23200.0181.1680.676
23819-Feb2381988.130.130.890.2276433022383080.8919.26661988.130.22746.33190.0181.1420.608
23927-Feb2391988.150.150.920.2306539823037060.9219.56861988.150.23045.93190.0181.1100.532
2409-Mar2401988.180.180.940.2326586023695660.9419.67051988.180.23243.93170.0181.0880.460
24119-Mar2411988.200.20.970.2356657024361360.9719.87251988.200.23540.93140.0191.0710.413
24230-Mar2421988.230.231.000.2396777025039071.0020.27451988.230.23939.03120.0191.0310.294
2439-Apr2431988.260.260.030.24569489694890.0320.7211988-891988-891988.260.24533.83070.0200.9760.132
24419-Apr2441988.290.290.060.255724771419650.0621.6421988.290.25532.83060.0200.888-0.055
24529-Apr2451988.320.320.090.267758102177750.0922.6651988.320.26731.53050.0210.796-0.228
2469-May2461988.340.340.110.281796152973900.1123.7891988.340.28129.73030.0220.717-0.365
24719-May2471988.370.370.140.296839243813140.1425.01141988.370.29628.43010.0220.626-0.482
24830-May2481988.400.40.170.308874504687640.1726.01401988.400.30828.03010.0220.555-0.536
2499-Jun2491988.430.430.200.316897775585410.2026.71661988.430.31627.73010.0230.536-0.553
25019-Jun2501988.450.450.220.321909596495000.2227.11931988.450.32127.33000.0230.510-0.578
25129-Jun2511988.480.480.250.319906507401500.2527.02201988.480.31927.03000.0230.488-0.568
2529-Jul2521988.510.510.280.314891778293280.2826.52471988.510.31426.83000.0230.512-0.577
25319-Jul2531988.540.540.310.310880829174090.3126.22731988.540.31026.63000.0230.518-0.618
25430-Jul2541988.570.570.330.3068683310042430.3325.82991988.570.30626.63000.0230.544-0.661
2559-Aug2551988.590.590.360.2998480910890520.3625.23241988.590.29926.83000.0230.599-0.664
25619-Aug2561988.620.620.390.2938322711722780.3924.83491988.620.29327.13000.0230.632-0.676
25730-Aug2571988.650.650.420.2888185512541330.4224.43731988.650.28827.73010.0230.678-0.646
2589-Sep2581988.680.680.450.2797906113331950.4523.53971988.680.27928.83020.0220.763-0.515
25919-Sep2591988.710.710.470.2747783614110310.4723.24201988.710.27430.23030.0220.807-0.440
26029-Sep2601988.730.730.500.2657513914861700.5022.44421988.730.26532.23050.0220.865-0.339
2619-Oct2611988.760.760.530.2567265015588200.5321.64641988.760.25635.13080.0210.949-0.119
26219-Oct2621988.790.790.560.2507088616297060.5621.14851988.790.25037.63110.0201.0100.050
26330-Oct2631988.820.820.580.2446936116990670.5820.65061988.820.24439.43120.0191.0760.251
2649-Nov2641988.850.850.610.2396776317668290.6120.25261988.850.23944.13170.0191.1560.490
26519-Nov2651988.870.870.640.2326584718326760.6419.65461988.870.23248.43210.0181.2370.746
26629-Nov2661988.900.90.670.2286459118972670.6719.25651988.900.22850.93240.0171.2830.917
2679-Dec2671988.930.930.700.2246347619607420.7018.95841988.930.22452.33250.0171.3081.024
26819-Dec2681988.960.960.720.2226285120235940.7218.76021988.960.22252.63260.0171.3371.121
26930-Dec2691988.990.990.750.2216264220862350.7518.66211988.990.22153.33260.0161.3411.149
2709-Jan2701989.010.010.780.2226293021491650.7818.76401989.010.22253.43260.0161.3191.094
27119-Jan2711989.040.040.810.2246343822126030.8118.96591989.040.22453.33260.0161.2991.027
27230-Jan2721989.070.070.830.2246349622760990.8318.96781989.070.22453.23260.0161.2880.979
2739-Feb2731989.100.10.860.2256382623399250.8619.06971989.100.22552.73260.0161.2680.920
27419-Feb2741989.130.130.890.2276453824044620.8919.27161989.130.22752.13250.0171.2310.810
27527-Feb2751989.150.150.920.2306524924697120.9219.47351989.150.23051.33240.0171.1930.710
2769-Mar2761989.180.180.940.2326583125355420.9419.67551989.180.23250.23230.0171.1630.630
27719-Mar2771989.200.20.970.2356670826022500.9719.97751989.200.23544.43170.0171.1220.524
27830-Mar2781989.230.231.000.2396795126702011.0020.27951989.230.23942.23150.0181.0710.395
2799-Apr2791989.260.260.030.24669850698500.0320.8211989-901989-901989.260.24640.33130.0181.0050.234
28019-Apr2801989.290.290.060.257728291426780.0621.7421989.290.25738.73120.0190.9320.046
28129-Apr2811989.320.320.090.263747162173940.0922.2651989.320.26336.33090.0190.892-0.062
2829-May2821989.340.340.110.272770862944800.1122.9881989.340.27234.93080.0200.833-0.194
28319-May2831989.370.370.140.280793153737950.1423.61111989.370.28034.53070.0210.792-0.320
28430-May2841989.400.40.170.286812584550530.1724.21351989.400.28634.23070.0220.756-0.401
2859-Jun2851989.430.430.200.292827105377630.2024.61601989.430.29233.93070.0210.728-0.436
28619-Jun2861989.450.450.220.296839956217580.2225.01851989.450.29633.73070.0220.695-0.492
28729-Jun2871989.480.480.250.297841747059320.2525.12101989.480.29733.53060.0210.699-0.481
2889-Jul2881989.510.510.280.294832827892140.2824.82351989.510.29433.33060.0210.728-0.439
28919-Jul2891989.540.540.310.291825088717220.3124.62601989.540.29133.33060.0210.746-0.419
29030-Jul2901989.570.570.330.289819729536930.3324.42841989.570.28933.33060.0210.752-0.441
2919-Aug2911989.590.590.360.2858095610346490.3624.13081989.590.28533.43060.0210.777-0.438
29219-Aug2921989.620.620.390.2817981711144650.3923.83321989.620.28133.73070.0210.809-0.419
29330-Aug2931989.650.650.420.2777855311930180.4223.43551989.650.27734.43070.0210.853-0.390
2949-Sep2941989.680.680.450.2747762012706390.4523.13781989.680.27436.23090.0220.882-0.371
29519-Sep2951989.710.710.470.2677589313465310.4722.64011989.710.26738.53120.0210.934-0.270
29629-Sep2961989.730.730.500.2627441614209470.5022.24231989.730.26241.43140.0210.985-0.141
2979-Oct2971989.760.760.530.2547207514930220.5321.54441989.760.25443.53160.0201.0790.121
29819-Oct2981989.790.790.560.2487048515635070.5621.04651989.790.24845.43180.0201.1330.296
29930-Oct2991989.820.820.580.2436898116324880.5820.54861989.820.24346.73200.0191.1830.480
3009-Nov3001989.850.850.610.2386757617000640.6120.15061989.850.23847.73210.0181.2390.707
30119-Nov3011989.870.870.640.2346633117663950.6419.75261989.870.23449.23220.0171.2940.917
30229-Nov3021989.900.90.670.2296505918314540.6719.45451989.900.22950.63240.0171.3201.038
3039-Dec3031989.930.930.700.2266414718956010.7019.15641989.930.22651.83250.0161.3551.188
30419-Dec3041989.960.960.720.2266423119598330.7219.15831989.960.22652.63260.0161.3551.222
30530-Dec3051989.990.990.750.2256377620236080.7519.06021989.990.22553.33260.0161.3531.201
3069-Jan3061990.010.010.780.2246342520870330.7818.96211990.010.22453.93270.0161.3571.204
30719-Jan3071990.040.040.810.2236319321502260.8118.86401990.040.22354.03270.0161.3501.190
30830-Jan3081990.070.070.830.2246343922136650.8318.96591990.070.22453.73270.0161.3241.111
3099-Feb3091990.100.10.860.2276433622780010.8619.26781990.100.22752.43250.0161.2730.942
31019-Feb3101990.130.130.890.2276437223423730.8919.26971990.130.22752.63260.0161.2710.919
31127-Feb3111990.150.150.920.2276448524068580.9219.27171990.150.22752.43250.0161.2560.870
3129-Mar3121990.180.180.940.2286480924716660.9419.37361990.180.22850.93240.0171.2360.811
31319-Mar3131990.200.20.970.2326591425375800.9719.67551990.200.23247.23200.0171.2160.754
31430-Mar3141990.230.231.000.2356679526043741.0019.97751990.230.23545.53190.0171.1920.665
3159-Apr3151990.260.260.030.23867586675860.0320.1201990-911990-911990.260.23842.33150.0181.1620.549
31619-Apr3161990.290.290.060.243689781365640.0620.5411990.290.24338.23110.0181.0980.351
31729-Apr3171990.320.320.090.254721082086720.0921.5621990.320.25436.93100.0200.948-0.102
3189-May3181990.340.340.110.259735362822080.1121.9841990.340.25936.63100.0210.914-0.201
31919-May3191990.370.370.140.264748023570100.1422.31061990.370.26435.43080.0220.883-0.290
32030-May3201990.400.40.170.269763934334030.1722.71291990.400.26935.13080.0220.847-0.364
3219-Jun3211990.430.430.200.275779125113150.2023.21521990.430.27534.93080.0220.814-0.453
32219-Jun3221990.450.450.220.282801175914320.2223.91761990.450.28234.63080.0220.768-0.542
32329-Jun3231990.480.480.250.285808636722950.2524.12001990.480.28534.43070.0220.763-0.561
3249-Jul3241990.510.510.280.283802617525570.2823.92241990.510.28334.23070.0220.771-0.543
32519-Jul3251990.540.540.310.280795318320870.3123.72481990.540.28034.13070.0210.781-0.537
32630-Jul3261990.570.570.330.279792809113670.3323.62711990.570.27934.03070.0220.777-0.569
3279-Aug3271990.590.590.360.277785509899170.3623.42951990.590.27734.13070.0220.790-0.567
32819-Aug3281990.620.620.390.2737748910674050.3923.13181990.620.27334.53070.0220.814-0.556
32930-Aug3291990.650.650.420.2717681811442230.4222.93411990.650.27134.93080.0230.828-0.583
3309-Sep3301990.680.680.450.2687594012201630.4522.63631990.680.26835.93090.0220.859-0.550
33119-Sep3311990.710.710.470.2647488912950520.4722.33861990.710.26437.43100.0220.909-0.449
33229-Sep3321990.730.730.500.2587310613681570.5021.84071990.730.25839.83130.0220.969-0.311
3339-Oct3331990.760.760.530.2507103314391900.5321.14281990.760.25042.23150.0211.039-0.101
33419-Oct3341990.790.790.560.2456945115086410.5620.74491990.790.24544.33170.0211.1100.118
33530-Oct3351990.820.820.580.2406812815767690.5820.34691990.820.24046.63200.0201.1860.373
3369-Nov3361990.850.850.610.2346634016431080.6119.74891990.850.23448.63220.0191.2540.639
33719-Nov3371990.870.870.640.2296508117081890.6419.45091990.870.22949.93230.0181.2930.801
33829-Nov3381990.900.90.670.2256394217721310.6719.05281990.900.22550.83240.0171.3160.912
3399-Dec3391990.930.930.700.2226311718352480.7018.85461990.930.22251.03240.0171.3401.018
34019-Dec3401990.960.960.720.2206252118977690.7218.65651990.960.22051.63250.0171.3571.089
34130-Dec3411990.990.990.750.2206239519601640.7518.65841990.990.22052.23250.0171.3691.148
3429-Jan3421991.010.010.780.2206231620224800.7818.66021991.010.22051.83250.0161.3741.181
34319-Jan3431991.040.040.810.2206243020849090.8118.66211991.040.22051.93250.0161.3571.135
34430-Jan3441991.070.070.830.2216275021476600.8318.76391991.070.22151.23240.0171.3311.073
3459-Feb3451991.100.10.860.2266420322118630.8619.16581991.100.22650.83240.0171.2540.886
34619-Feb3461991.130.130.890.2346638222782440.8919.86781991.130.23450.23230.0171.1100.512
34727-Feb3471991.150.150.920.2436896323472070.9220.56991991.150.24349.43220.0180.9340.103
3489-Mar3481991.180.180.940.2507090424181110.9421.17201991.180.25047.83210.0180.818-0.137
34919-Mar3491991.200.20.970.2517125024893610.9721.27411991.200.25146.43190.0190.810-0.168
35030-Mar3501991.230.231.000.2517118625605471.0021.27621991.230.25144.03170.0180.835-0.092
3519-Apr3511991.260.260.030.25171158711580.0321.2211991-921991-921991.260.25141.73150.0180.859-0.021
35219-Apr3521991.290.290.060.252715841427430.0621.3421991.290.25238.63120.0180.8620.004
35329-Apr3531991.320.320.090.254719882147300.0921.4641991.320.25436.53100.0180.8660.017
3549-May3541991.340.340.110.255724072871370.1121.6851991.340.25534.73080.0180.8720.043
35519-May3551991.370.370.140.257730093601460.1421.71071991.370.25734.33070.0180.8750.067
35630-May3561991.400.40.170.259735874337320.1721.91291991.400.25934.03070.0180.8740.052
3579-Jun3571991.430.430.200.262744175081490.2022.21511991.430.26233.73070.0190.857-0.004
35819-Jun3581991.450.450.220.266756105837590.2222.51741991.450.26633.53060.0190.810-0.122
35929-Jun3591991.480.480.250.268759566597150.2522.61961991.480.26833.23060.0190.792-0.166
3609-Jul3601991.510.510.280.271768577365720.2822.92191991.510.27133.03060.0180.774-0.240
36119-Jul3611991.540.540.310.271767868133580.3122.92421991.540.27132.93060.0180.802-0.254
36230-Jul3621991.570.570.330.267756458890030.3322.52651991.570.26732.93060.0180.835-0.261
3639-Aug3631991.590.590.360.262743469633480.3622.12871991.590.26232.93060.0180.862-0.273
36419-Aug3641991.620.620.390.2597362010369680.3921.93091991.620.25933.23060.0180.896-0.241
36530-Aug3651991.650.650.420.2537165511086230.4221.33301991.650.25333.83070.0170.952-0.175
3669-Sep3661991.680.680.450.2487042611790490.4521.03511991.680.24835.23080.0181.003-0.084
36719-Sep3671991.710.710.470.2436882112478700.4720.53711991.710.24336.23090.0171.0540.043
36829-Sep3681991.730.730.500.2376716113150310.5020.03911991.730.23738.63120.0171.1140.192
3699-Oct3691991.760.760.530.2326569813807290.5319.64111991.760.23241.33140.0161.1740.391
37019-Oct3701991.790.790.560.2256397014446990.5619.04301991.790.22543.63170.0151.2280.594
37130-Oct3711991.820.820.580.2216261215073100.5818.64491991.820.22145.33180.0151.2690.757
3729-Nov3721991.850.850.610.2166127115685810.6118.24671991.850.21646.23190.0141.3190.968
37319-Nov3731991.870.870.640.2136037816289600.6418.04851991.870.21347.43200.0131.3551.124
37429-Nov3741991.900.90.670.2105955416885140.6717.75031991.900.21048.53220.0131.3691.201
3759-Dec3751991.930.930.700.2085906617475790.7017.65201991.930.20849.13220.0131.3721.246
37619-Dec3761991.960.960.720.2085898118065600.7217.65381991.960.20849.53220.0131.3721.268
37730-Dec3771991.990.990.750.2075883818653980.7517.55551991.990.20750.23230.0131.3681.211
3789-Jan3781992.010.010.780.2075881319242110.7817.55731992.010.20750.13230.0131.3651.179
37919-Jan3791992.040.040.810.2095919319834040.8117.65901992.040.20950.13230.0131.3561.149
38030-Jan3801992.070.070.830.2005675220401560.8316.96071992.070.20049.53230.0141.3091.091
3819-Feb3811992.100.10.860.2025742520975820.8617.16241992.100.20249.93230.0141.3021.017
38219-Feb3821992.130.130.890.2105969921572800.8917.86421992.130.21049.63230.0141.2670.903
38327-Feb3831992.150.150.920.2186187222191520.9218.46611992.150.21847.93210.0141.2480.864
3849-Mar3841992.180.180.940.2246349422826460.9418.96801992.180.22446.83200.0141.1760.630
38519-Mar3851992.200.20.970.2286470023473460.9719.36991992.200.22844.73180.0141.1340.522
38630-Mar3861992.230.231.000.2286476924121151.0019.37181992.230.22842.33150.0141.1410.559
3879-Apr3871992.260.260.030.22965096650960.0319.4191992-931992-931992.260.22937.83110.0141.1350.561
38819-Apr3881992.290.290.060.233660641311600.0619.7391992.290.23335.53090.0141.0990.497
38929-Apr3891992.320.320.090.238674061985660.0920.1591992.320.23833.73070.0141.0510.419
3909-May3901992.340.340.110.242687402673050.1120.5801992.340.24232.83060.0141.0140.397
39119-May3911992.370.370.140.244691713364760.1420.61001992.370.24431.03040.0140.9910.383
39230-May3921992.400.40.170.241683284048040.1720.31211992.400.24130.43030.0130.9300.392
3939-Jun3931992.430.430.200.238674854722890.2020.11411992.430.23829.83030.0130.8640.469
39419-Jun3941992.450.450.220.251712495435370.2221.21621992.450.25129.63030.0120.8720.433
39529-Jun3951992.480.480.250.260737176172550.2521.91841992.480.26029.33020.0120.7740.236
3969-Jul3961992.510.510.280.264749816922350.2822.32061992.510.26429.03020.0120.7190.046
39719-Jul3971992.540.540.310.266755997678340.3122.52291992.540.26628.83020.0130.698-0.099
39830-Jul3981992.570.570.330.266754388432710.3322.52511992.570.26628.83020.0140.713-0.162
3999-Aug3991992.590.590.360.264748069180780.3622.32731992.590.26428.93020.0140.753-0.185
40019-Aug4001992.620.620.390.262742689923450.3922.12951992.620.26229.43020.0150.784-0.195
40130-Aug4011992.650.650.420.2587334210656880.4221.83171992.650.25830.13030.0150.830-0.142
4029-Sep4021992.680.680.450.2567275811384450.4521.73391992.680.25631.33040.0150.856-0.150
40319-Sep4031992.710.710.470.2557239812108430.4721.63601992.710.25532.43050.0150.882-0.160
40429-Sep4041992.730.730.500.2527155712824000.5021.33821992.730.25233.93070.0150.913-0.115
4059-Oct4051992.760.760.530.2517125913536590.5321.24031992.760.25135.73090.0160.948-0.046
40619-Oct4061992.790.790.560.2497068314243420.5621.04241992.790.24937.93110.0160.9790.032
40730-Oct4071992.820.820.580.2477019014945320.5820.94451992.820.24739.83130.0151.0330.233
4089-Nov4081992.850.850.610.2426859915631310.6120.44651992.850.24241.43140.0141.0770.434
40919-Nov4091992.870.870.640.2386752016306510.6420.14851992.870.23842.53160.0141.1200.588
41029-Nov4101992.900.90.670.2366691416975650.6719.95051992.900.23643.63170.0141.1310.659
4119-Dec4111992.930.930.700.2356658717641530.7019.85251992.930.23544.93180.0131.1330.690
41219-Dec4121992.960.960.720.2346651918306710.7219.85
