HydPy-L-Knauf (adoption of LARSIM with Knauf-based snow modelling)¶
One can understand lland_knauf
as an extended, more complicated
version of the application model lland_dd
, using precipitation, temperature, wind
speed, relative humidity, and actual and possible sunshine duration as meteorological
input parameters. The main difference is that lland_knauf
models the energy balance
of snow processes in more detail (LUBW, 2006), taking not only the air
temperature but also forcings like the soil heat flux or global radiation into account
explicitly. This methodology includes calculating age-dependent snow albedo values,
which lland_knauf
can provide to actual evapotranspiration submodels as
evap_aet_morsim
for fine-tuning their radiation energy balance. The second
difference is that lland_knauf
models the soil temperature to simulate the effect of
soil water freezing on runoff generation. We created lland_knauf
on behalf of the
German Federal Institute of Hydrology (BfG) in the context of optimising the control
of the Kiel Canal (Nord-Ostsee-Kanal).
The following list summarises the main components of lland_knauf
:
Multiple routines for adjusting the meteorological input data
Mixed precipitation within a definable temperature range
Energy balance of the snow layer after Knauf (LUBW, 2006)
Dynamical adjustment of the snow albedo
Optional refinement of the snow-surface temperature
Optional (re)freezing of liquid water within the snow layer
A simple snow retention routine
Usage of a submodel following the
AETModel_V1
interface for calculating interception evaporation, soil evapotranspiration, and water evaporationDirect runoff generation based on the Xinanjiang model (Zhao, 1977)
Optional inclusion of a soil submodel following the
SoilModel_V1
interfaceFrost-sealing of the upper soil layer
One base flow, two interflow and two direct flow components
A freely configurable capillary rise routine
Options to limit the capacity of the base flow storage
Separate linear storages for modelling runoff concentration
Additional evaporation from water areas within the subcatchment
Optional evaporation from inflowing runoff
Some notes for LARSIM users: lland_knauf
is similar to many LARSIM models used
for forecasting (relying on a combination of options equivalent to the features listed
above) but not identical. Often, we strive for more flexibility. One example is
modifying parameter KTSchnee
to control if and how lland_knauf
adjusts the snow
surface temperature. However, there are also differences due to technical reasons.
One relevant difference is that HydPy does not include “future values” in the current
simulation timestep. For example, LARSIM fills nightly gaps regarding cloudiness
with the average value of the present calendar day, while lland_knauf
uses the
average over the 24 hours preceding the current simulation step. Hence, do not expect
the results of lland_knauf
and LARSIM to be identical. When switching from one
model system to the other, the need to fine-tune some parameters via calibration might
arise.
lland_knauf
requires a submodel that complies with the RadiationModel_V1
or the
RadiationModel_V4
interface and provides the time series of possible sunshine
duration, actual sunshine duration, and global radiation. An obvious choice is
meteo_glob_morsim
, which estimates these meteorological properties according to
LARSIM.
Note
Some details of lland_knauf
are still under discussion and might change in the
future.
Integration tests¶
Note
When new to HydPy, consider reading section Integration Tests first.
Many of the following integration tests are similar to those for the application model
lland_dd
. When there are no substantial differences, we do not repeat our
explanations, so please note the respective sections of the documentation on
lland_dd
. Some additional tests cover structural differences between land-use types
that only exist for lland_knauf
; others show various possible snow-related
configurations of lland_knauf
. Furthermore, we perform daily and hourly tests to
point out differences and ensure lland_knauf
works well for different simulation step
sizes.
Note that while our daily simulations always cover an entire month, our hourly simulations cover only three days, focussing on the “most interesting” part of the daily simulation. To ensure the best possible comparability, we use the same input data (we aggregated hourly values to daily values), the same parameter values (possibly adapted to the change in the time step size), and the same initial conditions (we extract the required initial conditions of the respective hourly simulation from the longer daily simulation).
daily simulation¶
The following general setup is identical to the one of lland_dd
, except that we now
start with a different period and a daily simulation time step:
>>> from hydpy import pub
>>> pub.timegrids = "1997-08-01", "1997-09-01", "1d"
>>> from hydpy.models.lland_knauf import *
>>> parameterstep("1h")
>>> from hydpy import Node, Element
>>> outlet = Node("outlet")
>>> inlet = Node("inlet")
>>> land = Element("land", inlets=inlet, outlets=outlet)
>>> land.model = model
>>> nhru(1)
>>> ft(1.0)
>>> fhru(1.0)
acre (summer)¶
First, we set the values of those parameters also required by the application model
lland_dd
(see integration test acre (summer)):
>>> lnk(ACKER)
>>> kg(0.94)
>>> kt(0.0)
>>> hinz(0.2)
>>> lai.acker_aug = 3.5
>>> tgr(0.0)
>>> trefn(0.0)
>>> tsp(4.0)
>>> pwmax(1.43)
>>> wmax(309.0)
>>> fk(199.0)
>>> pwp(119.4)
>>> kapgrenz(option="0_WMax/10")
>>> kapmax(0.08)
>>> beta(0.001/24)
>>> fbeta(1.0)
>>> rbeta(False)
>>> dmax(r_dmax=0.55)
>>> dmin(r_dmin=10.0)
>>> bsf(0.3)
>>> volbmax(inf)
>>> gsbmax(1.0)
>>> gsbgrad1(inf)
>>> gsbgrad2(inf)
>>> a1(0.0)
>>> a2(0.5)
>>> tind(0.191056)
>>> eqb(35000.0)
>>> eqi1(400.0)
>>> eqi2(400.0)
>>> eqd1(200.0)
>>> eqd2(50.0)
In contrast to the documentation on lland_dd
, we set parameter NegQ
to True
in
most examples. That means we favour negative discharge estimates over water balance
errors whenever the base flow storage cannot meet the water demand of the capillary
rise of groundwater into the soil:
>>> negq(True)
Next, we set the values of the parameters specific to lland_knauf
, beginning with
those required for the energy-accounting snow modelling approach after Knauf
(LUBW, 2006):
>>> measuringheightwindspeed(10.0)
>>> wg2z.aug = -2.9
>>> p1strahl(0.5)
>>> p2strahl(1.0/35.0)
>>> p1wind(0.6)
>>> p2wind(1.0/70.0)
>>> turb0(2.0)
>>> turb1(1.6)
>>> albedo0snow(0.9)
>>> snowagingfactor(0.35)
>>> refreezeflag(True)
>>> ktschnee(inf)
Now, we set the values of the parameters controlling the frost sealing of the upper soil layer:
>>> fvf(0.3)
>>> bsff(2.0)
All integration tests performed in daily simulation steps rely on pre-calculated
radiation-related data. We use the meteo_psun_sun_glob_io
submodel to provide
lland_knauf
with this data:
>>> with model.add_radiationmodel_v4("meteo_psun_sun_glob_io") as submodel_meteo_psun_sun_glob_io:
... pass
We select evap_aet_morsim
, which implements the MORECS method with some
LARSIM-specific modifications, as the submodel for calculating the different
evapotranspiration components. Note that evap_aet_morsim
and lland_knauf
can share
the same submodel instance due to them requiring the same radiation-related data and
meteo_psun_sun_glob_io
being a sharable submodel that complies with
SharableSubmodelInterface
:
>>> with model.add_aetmodel_v1("evap_aet_morsim"):
... albedo.acker_aug = 0.24
... cropheight.acker_aug = 0.4
... surfaceresistance.acker = 40.0
... emissivity(0.95)
... averagesoilheatflux.aug = 2.9
... soilmoisturelimit(119.4 / 309.0)
... model.add_radiationmodel_v4(submodel_meteo_psun_sun_glob_io)
We initialise a test function object that prepares and runs the tests and prints and plots their results:
>>> from hydpy import IntegrationTest
>>> IntegrationTest.plotting_options.axis1 = inputs.nied
>>> IntegrationTest.plotting_options.axis2 = fluxes.qah
>>> test = IntegrationTest(land)
>>> test.dateformat = "%Y-%d-%m"
Due to preparing a simulation with a daily simulation step size, we only need to define the state sequences’ initial values (not the log sequences’ initial values):
>>> test.inits = ((states.inzp, 0.0),
... (states.wats, 0.0),
... (states.waes, 0.0),
... (states.esnow, 0.0),
... (states.taus, 0.0),
... (states.ebdn, 350.0),
... (states.bowa, 72.0),
... (states.sdg1, 0.0),
... (states.sdg2, 0.0),
... (states.sig1, 0.0),
... (states.sig2, 0.0),
... (states.sbg, 0.0))
We prepare those input time series usually available as measurements:
>>> inputs.nied.series = (
... 13.3, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 2.7,
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0, 0.3, 0.0, 0.1, 10.5, 6.5, 15.0, 9.2, 0.0,
... 0.0)
>>> inputs.teml.series = (
... 16.1, 17.3, 18.9, 17.8, 18.5, 19.9, 20.8, 20.9, 22.3, 23.0, 23.1, 23.2, 23.2,
... 21.7, 20.8, 19.5, 21.0, 21.6, 21.1, 22.4, 22.5, 19.6, 20.3, 24.1, 23.7, 21.1,
... 20.9, 20.2, 16.1, 17.0, 18.2)
>>> inputs.windspeed.series = (
... 2.4, 1.6, 1.5, 2.8, 3.0, 3.5, 3.8, 3.3, 1.8, 1.9, 3.0, 2.5, 1.6, 2.7, 3.2, 1.3,
... 1.9, 2.0, 2.6, 3.6, 2.5, 2.1, 1.5, 2.2, 1.9, 2.3, 2.1, 2.6, 2.6, 2.1, 2.1)
>>> inputs.relativehumidity.series = (
... 86.2, 85.8, 82.4, 77.6, 74.9, 77.9, 73.5, 80.1, 72.9, 68.5, 68.6, 66.0, 69.0,
... 75.6, 81.4, 79.0, 75.9, 70.0, 70.3, 69.0, 62.1, 84.5, 83.6, 76.5, 76.6, 84.2,
... 85.8, 86.5, 89.6, 78.3, 78.5)
>>> model.radiationmodel.sequences.inputs.sunshineduration.series = (
... 6.3, 1.7, 4.5, 12.4, 13.9, 13.0, 13.8, 12.3, 13.1, 12.8, 13.1, 13.3, 12.7,
... 10.2, 9.4, 10.3, 11.1, 11.0, 8.5, 11.3, 12.4, 0.1, 6.7, 10.4, 6.5, 4.9, 6.6,
... 0.3, 0.1, 5.0, 3.8)
>>> aetinputs = model.aetmodel.sequences.inputs
>>> aetinputs.atmosphericpressure.series = (
... 1007.0, 1013.0, 1016.0, 1017.0, 1018.0, 1018.0, 1019.0, 1019.0, 1019.0, 1020.0,
... 1021.0, 1022.0, 1019.0, 1015.0, 1016.0, 1019.0, 1019.0, 1018.0, 1019.0, 1019.0,
... 1017.0, 1015.0, 1015.0, 1011.0, 1008.0, 1006.0, 1005.0, 1000.0, 1004.0, 1011.0,
... 1014.0)
>>> aetinputs.windspeed.series = inputs.windspeed.series
>>> aetinputs.relativehumidity.series = inputs.relativehumidity.series
>>> inlet.sequences.sim.series = 0.0
The following two input time series stem from the results of meteo_glob_morsim
calculated in the daily simulation summer example, which
addresses the same place and time:
>>> model.radiationmodel.sequences.inputs.possiblesunshineduration.series = (
... 15.69078473, 15.62882066, 15.56613383, 15.50275437, 15.43871163, 15.37403418,
... 15.3087498, 15.24288548, 15.17646742, 15.10952106, 15.04207104, 14.97414122,
... 14.90575471, 14.83693386, 14.76770029, 14.69807488, 14.62807779, 14.5577285,
... 14.48704578, 14.41604776, 14.34475191, 14.27317506, 14.20133345, 14.12924271,
... 14.05691791, 13.98437357, 13.91162366, 13.83868165, 13.76556053, 13.69227282,
... 13.61883057)
>>> model.radiationmodel.sequences.inputs.globalradiation.series = (
... 190.2514903, 127.6607822, 164.4012978, 269.0205016, 287.8486672, 274.6742631,
... 284.0478917, 262.9712633, 272.2564135, 267.0192178, 269.6265466, 270.8782909,
... 261.6971638, 227.9621155, 216.3563213, 226.6379036, 235.5285025, 232.8494284,
... 199.7134896, 233.7719021, 246.1212861, 90.58551, 171.9449932, 216.5498126,
... 166.9168296, 145.9856109, 165.5438903, 87.6933456, 84.356885, 142.3092025,
... 126.7220785)
The following results illustrate the behaviour of lland_knauf
for relatively dry and
hot summer condions. Compared to the result table of integration test
acre (summer) of the application model lland_dd
, there are many more
columns because of to the higher number of input, flux, and state sequences. These are
mainly due to the increased data requirements and the more complex calculations of the
Knauf (LUBW, 2006) approach. Therefore, lland_knauf
calculates some “daily
values”, representing the averages or sums over the last 24 hours:
>>> parameters.update()
>>> test.reset_inits()
>>> conditions = model.conditions
>>> conditions_acker_summer = test(
... "lland_knauf_acker_summer_daily",
... axis1=(inputs.nied, fluxes.qah), axis2=states.bowa,
... get_conditions="1997-08-03")
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | 11.733333 | -26.2 | 0.0 | 0.0 | 0.0 | 11.802 | 0.0 | 0.7 | 1.720128 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.802 | 0.761343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.761343 | 0.761343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.196005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.196005 | 0.002269 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 373.3 | 81.320529 | 0.565338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002269 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | 18.443733 | 6.8624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 1.697173 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.263667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.263667 | 0.003052 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 363.5376 | 79.623355 | 0.30167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003052 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | 15.632162 | -19.607027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.329453 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.140696 | 0.0 | 0.0 | 0.0 | 0.0 | 0.140696 | 0.001628 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.244627 | 77.293902 | 0.160975 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001628 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | 20.443786 | 15.862716 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 3.314337 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.075077 | 0.0 | 0.0 | 0.0 | 0.0 | 0.075077 | 0.000869 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 361.481911 | 73.979565 | 0.085898 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000869 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | 15.040124 | -20.759257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.73228 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040062 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040062 | 0.000464 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.341169 | 70.247285 | 0.045836 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000464 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | 20.18359 | 1.701539 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.652387 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021377 | 0.000247 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.739629 | 66.594898 | 0.024459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000247 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | 18.858347 | -11.649921 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.128687 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011407 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011407 | 0.000132 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 383.48955 | 62.46621 | 0.013051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000132 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | 21.378324 | 2.869942 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.518399 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006087 | 0.00007 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.719608 | 58.947811 | 0.006964 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00007 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | 19.71658 | -15.500518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.091259 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003248 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003248 | 0.000038 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 390.320126 | 54.856552 | 0.003716 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000038 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | 23.34553 | 2.073177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.345753 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001733 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001733 | 0.00002 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.346949 | 50.510799 | 0.001983 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00002 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | 21.913255 | -7.120473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.547949 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000925 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000925 | 0.000011 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 389.567421 | 45.962849 | 0.001058 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000011 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | 23.128751 | -0.427496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 4.554398 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000494 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000494 | 0.000006 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.094917 | 41.408451 | 0.000565 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000006 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | 22.416669 | -4.699983 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.137046 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000263 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000263 | 0.000003 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 388.8949 | 37.271405 | 0.000301 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000003 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | 22.935065 | 7.410388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.428735 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000141 | 0.000002 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 378.584513 | 33.84267 | 0.000161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000002 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | 19.965673 | -5.005962 | 0.0 | 0.0 | 0.0 | 1.838 | 0.0 | 0.7 | 2.505678 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.838 | 0.049893 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049893 | 0.049893 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01292 | 0.00015 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.690475 | 33.125099 | 0.037134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00015 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | 20.57219 | 6.433141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.836506 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017319 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 371.357334 | 30.288593 | 0.019815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | 17.884246 | -18.694526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.276924 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03799 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.03799 | 0.009242 | 0.0 | 0.0 | 0.0 | -0.000068 | 0.009173 | 0.000106 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.151861 | 27.049659 | 0.010574 | 0.0 | 0.0 | 0.0 | -0.037922 | 0.0 | 0.000106 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | 22.433069 | 4.998415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.581415 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.239244 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.239244 | 0.004931 | 0.0 | 0.0 | 0.0 | -0.000565 | 0.004367 | 0.000051 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.253445 | 23.707488 | 0.005642 | 0.0 | 0.0 | 0.0 | -0.276602 | 0.0 | 0.000051 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | 20.158326 | -5.650046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.296835 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.446913 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.446913 | 0.002631 | 0.0 | 0.0 | 0.0 | -0.001792 | 0.000839 | 0.00001 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 382.003492 | 20.857567 | 0.003011 | 0.0 | 0.0 | 0.0 | -0.721723 | 0.0 | 0.00001 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | 20.950339 | -8.697966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.891994 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.623996 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.623996 | 0.001404 | 0.0 | 0.0 | 0.0 | -0.003704 | -0.0023 | -0.000027 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.801458 | 17.589568 | 0.001607 | 0.0 | 0.0 | 0.0 | -1.342015 | 0.0 | -0.000027 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | 22.620153 | 0.72092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.183176 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.827056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.827056 | 0.000749 | 0.0 | 0.0 | 0.0 | -0.00629 | -0.005541 | -0.000064 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.180539 | 14.233449 | 0.000857 | 0.0 | 0.0 | 0.0 | -2.162781 | 0.0 | -0.000064 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | 21.577328 | 11.863971 | 0.0 | 0.0 | 0.0 | 1.18 | 0.0 | 0.7 | 1.075698 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.18 | 0.013305 | 0.0 | 0.0 | 0.0 | 1.035592 | 0.013305 | 0.013305 | 0.0 | 0.0 | 0.0 | -1.035592 | 0.003825 | 0.0 | 0.0 | 0.0 | -0.009605 | -0.005779 | -0.000067 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 369.416568 | 15.360037 | 0.010337 | 0.0 | 0.0 | 0.0 | -3.188768 | 0.0 | -0.000067 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | 17.325305 | -17.848171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.282 | 2.014865 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.96559 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.96559 | 0.004821 | 0.0 | 0.0 | 0.0 | -0.013155 | -0.008334 | -0.000096 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.364739 | 14.310761 | 0.005516 | 0.0 | 0.0 | 0.0 | -4.141203 | 0.0 | -0.000096 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | 21.630378 | -14.817732 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.362119 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.030788 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.030788 | 0.002573 | 0.0 | 0.0 | 0.0 | -0.016684 | -0.014111 | -0.000163 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 396.28247 | 11.97943 | 0.002943 | 0.0 | 0.0 | 0.0 | -5.155306 | 0.0 | -0.000163 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | 25.062685 | 8.176109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 2.719352 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.175647 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.175647 | 0.001373 | 0.0 | 0.0 | 0.0 | -0.020577 | -0.019204 | -0.000222 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.206362 | 10.435725 | 0.001571 | 0.0 | 0.0 | 0.0 | -6.310376 | 0.0 | -0.000222 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | 21.872765 | 4.636593 | 0.0 | 0.0 | 0.0 | 9.17 | 0.0 | 0.7 | 1.597373 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.17 | 0.104578 | 0.0 | 0.0 | 0.0 | 1.271567 | 0.104578 | 0.104578 | 0.0 | 0.0 | 0.0 | -1.271567 | 0.027656 | 0.0 | 0.0 | 0.0 | -0.024887 | 0.002769 | 0.000032 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.669769 | 19.175341 | 0.078493 | 0.0 | 0.0 | 0.0 | -7.557056 | 0.0 | 0.000032 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | 19.702227 | -7.18664 | 0.0 | 0.0 | 0.0 | 5.41 | 0.0 | 0.7 | 1.722258 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.41 | 0.090745 | 0.0 | 0.0 | 0.0 | 0.728523 | 0.090745 | 0.090745 | 0.0 | 0.0 | 0.0 | -0.728523 | 0.05997 | 0.0 | 0.0 | 0.0 | -0.02838 | 0.03159 | 0.000366 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 381.956408 | 23.500861 | 0.109268 | 0.0 | 0.0 | 0.0 | -8.257199 | 0.0 | 0.000366 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | 20.936779 | 4.420674 | 0.0 | 0.0 | 0.0 | 13.4 | 0.0 | 0.7 | 1.071953 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.4 | 0.312945 | 0.0 | 0.0 | 0.0 | 0.459752 | 0.312945 | 0.312945 | 0.0 | 0.0 | 0.0 | -0.459752 | 0.131528 | 0.0 | 0.0 | 0.0 | -0.030407 | 0.101121 | 0.00117 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.635735 | 35.975715 | 0.290685 | 0.0 | 0.0 | 0.0 | -8.686544 | 0.0 | 0.00117 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | 18.828425 | 16.37055 | 0.0 | 0.0 | 0.0 | 7.948 | 0.0 | 0.7 | 0.717164 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.948 | 0.249164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.249164 | 0.249164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.199719 | 0.0 | 0.0 | 0.0 | -0.031121 | 0.168598 | 0.001951 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 355.365185 | 42.957387 | 0.34013 | 0.0 | 0.0 | 0.0 | -8.655423 | 0.0 | 0.001951 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | 13.278507 | -22.32896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.035891 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.158633 | 0.0 | 0.0 | 0.0 | -0.031009 | 0.127624 | 0.001477 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.794145 | 40.921496 | 0.181497 | 0.0 | 0.0 | 0.0 | -8.624414 | 0.0 | 0.001477 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | 18.874047 | 4.044283 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.018218 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.084648 | 0.0 | 0.0 | 0.0 | -0.030898 | 0.05375 | 0.000622 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 367.849862 | 38.903278 | 0.096849 | 0.0 | 0.0 | 0.0 | -8.593516 | 0.0 | 0.000622 |
Click to see the graph
There is no indication of an error in the water balance:
>>> from hydpy import round_
>>> round_(model.check_waterbalance(conditions))
0.0
acre (routing)¶
The following calculation shows the possibility of routing inflowing runoff, discussed
in the documentation of lland_dd
:
>>> inlet.sequences.sim.series = 0.02
>>> test("lland_knauf_acker_routing_daily",
... axis1=(inputs.nied, fluxes.qah), axis2=states.bowa)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.02 | 1.728 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | 11.733333 | -26.2 | 0.0 | 0.0 | 0.0 | 11.802 | 0.0 | 0.7 | 1.720128 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.802 | 0.761343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.761343 | 0.761343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.196005 | 0.0 | 0.0 | 0.0 | 0.0 | 1.924005 | 0.022269 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 373.3 | 81.320529 | 0.565338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.022269 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.02 | 1.728 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | 18.443733 | 6.8624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 1.697173 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.263667 | 0.0 | 0.0 | 0.0 | 0.0 | 1.991667 | 0.023052 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 363.5376 | 79.623355 | 0.30167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.023052 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.02 | 1.728 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | 15.632162 | -19.607027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.329453 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.140696 | 0.0 | 0.0 | 0.0 | 0.0 | 1.868696 | 0.021628 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.244627 | 77.293902 | 0.160975 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.021628 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.02 | 1.728 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | 20.443786 | 15.862716 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 3.314337 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.075077 | 0.0 | 0.0 | 0.0 | 0.0 | 1.803077 | 0.020869 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 361.481911 | 73.979565 | 0.085898 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020869 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.02 | 1.728 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | 15.040124 | -20.759257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.73228 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040062 | 0.0 | 0.0 | 0.0 | 0.0 | 1.768062 | 0.020464 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.341169 | 70.247285 | 0.045836 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020464 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.02 | 1.728 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | 20.18359 | 1.701539 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.652387 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021377 | 0.0 | 0.0 | 0.0 | 0.0 | 1.749377 | 0.020247 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.739629 | 66.594898 | 0.024459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020247 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.02 | 1.728 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | 18.858347 | -11.649921 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.128687 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011407 | 0.0 | 0.0 | 0.0 | 0.0 | 1.739407 | 0.020132 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 383.48955 | 62.46621 | 0.013051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020132 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.02 | 1.728 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | 21.378324 | 2.869942 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.518399 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006087 | 0.0 | 0.0 | 0.0 | 0.0 | 1.734087 | 0.02007 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.719608 | 58.947811 | 0.006964 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.02007 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.02 | 1.728 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | 19.71658 | -15.500518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.091259 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003248 | 0.0 | 0.0 | 0.0 | 0.0 | 1.731248 | 0.020038 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 390.320126 | 54.856552 | 0.003716 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020038 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.02 | 1.728 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | 23.34553 | 2.073177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.345753 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001733 | 0.0 | 0.0 | 0.0 | 0.0 | 1.729733 | 0.02002 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.346949 | 50.510799 | 0.001983 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.02002 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.02 | 1.728 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | 21.913255 | -7.120473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.547949 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000925 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728925 | 0.020011 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 389.567421 | 45.962849 | 0.001058 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020011 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.02 | 1.728 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | 23.128751 | -0.427496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 4.554398 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000494 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728494 | 0.020006 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.094917 | 41.408451 | 0.000565 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020006 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.02 | 1.728 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | 22.416669 | -4.699983 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.137046 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000263 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728263 | 0.020003 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 388.8949 | 37.271405 | 0.000301 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020003 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.02 | 1.728 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | 22.935065 | 7.410388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.428735 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000141 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728141 | 0.020002 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 378.584513 | 33.84267 | 0.000161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.020002 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.02 | 1.728 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | 19.965673 | -5.005962 | 0.0 | 0.0 | 0.0 | 1.838 | 0.0 | 0.7 | 2.505678 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.838 | 0.049893 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049893 | 0.049893 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01292 | 0.0 | 0.0 | 0.0 | 0.0 | 1.74092 | 0.02015 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.690475 | 33.125099 | 0.037134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.02015 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.02 | 1.728 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | 20.57219 | 6.433141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.836506 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017319 | 0.0 | 0.0 | 0.0 | 0.0 | 1.745319 | 0.0202 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 371.357334 | 30.288593 | 0.019815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0202 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.02 | 1.728 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | 17.884246 | -18.694526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.276924 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03799 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.03799 | 0.009242 | 0.0 | 0.0 | 0.0 | -0.000068 | 1.737173 | 0.020106 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.151861 | 27.049659 | 0.010574 | 0.0 | 0.0 | 0.0 | -0.037922 | 0.02 | 0.020106 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.02 | 1.728 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | 22.433069 | 4.998415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.581415 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.239244 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.239244 | 0.004931 | 0.0 | 0.0 | 0.0 | -0.000565 | 1.732367 | 0.020051 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.253445 | 23.707488 | 0.005642 | 0.0 | 0.0 | 0.0 | -0.276602 | 0.02 | 0.020051 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.02 | 1.728 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | 20.158326 | -5.650046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.296835 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.446913 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.446913 | 0.002631 | 0.0 | 0.0 | 0.0 | -0.001792 | 1.728839 | 0.02001 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 382.003492 | 20.857567 | 0.003011 | 0.0 | 0.0 | 0.0 | -0.721723 | 0.02 | 0.02001 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.02 | 1.728 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | 20.950339 | -8.697966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.891994 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.623996 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.623996 | 0.001404 | 0.0 | 0.0 | 0.0 | -0.003704 | 1.7257 | 0.019973 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.801458 | 17.589568 | 0.001607 | 0.0 | 0.0 | 0.0 | -1.342015 | 0.02 | 0.019973 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.02 | 1.728 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | 22.620153 | 0.72092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.183176 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.827056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.827056 | 0.000749 | 0.0 | 0.0 | 0.0 | -0.00629 | 1.722459 | 0.019936 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.180539 | 14.233449 | 0.000857 | 0.0 | 0.0 | 0.0 | -2.162781 | 0.02 | 0.019936 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.02 | 1.728 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | 21.577328 | 11.863971 | 0.0 | 0.0 | 0.0 | 1.18 | 0.0 | 0.7 | 1.075698 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.18 | 0.013305 | 0.0 | 0.0 | 0.0 | 1.035592 | 0.013305 | 0.013305 | 0.0 | 0.0 | 0.0 | -1.035592 | 0.003825 | 0.0 | 0.0 | 0.0 | -0.009605 | 1.722221 | 0.019933 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 369.416568 | 15.360037 | 0.010337 | 0.0 | 0.0 | 0.0 | -3.188768 | 0.02 | 0.019933 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.02 | 1.728 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | 17.325305 | -17.848171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.282 | 2.014865 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.96559 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.96559 | 0.004821 | 0.0 | 0.0 | 0.0 | -0.013155 | 1.719666 | 0.019904 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.364739 | 14.310761 | 0.005516 | 0.0 | 0.0 | 0.0 | -4.141203 | 0.02 | 0.019904 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.02 | 1.728 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | 21.630378 | -14.817732 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.362119 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.030788 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.030788 | 0.002573 | 0.0 | 0.0 | 0.0 | -0.016684 | 1.713889 | 0.019837 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 396.28247 | 11.97943 | 0.002943 | 0.0 | 0.0 | 0.0 | -5.155306 | 0.02 | 0.019837 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.02 | 1.728 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | 25.062685 | 8.176109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 2.719352 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.175647 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.175647 | 0.001373 | 0.0 | 0.0 | 0.0 | -0.020577 | 1.708796 | 0.019778 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.206362 | 10.435725 | 0.001571 | 0.0 | 0.0 | 0.0 | -6.310376 | 0.02 | 0.019778 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.02 | 1.728 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | 21.872765 | 4.636593 | 0.0 | 0.0 | 0.0 | 9.17 | 0.0 | 0.7 | 1.597373 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.17 | 0.104578 | 0.0 | 0.0 | 0.0 | 1.271567 | 0.104578 | 0.104578 | 0.0 | 0.0 | 0.0 | -1.271567 | 0.027656 | 0.0 | 0.0 | 0.0 | -0.024887 | 1.730769 | 0.020032 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.669769 | 19.175341 | 0.078493 | 0.0 | 0.0 | 0.0 | -7.557056 | 0.02 | 0.020032 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.02 | 1.728 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | 19.702227 | -7.18664 | 0.0 | 0.0 | 0.0 | 5.41 | 0.0 | 0.7 | 1.722258 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.41 | 0.090745 | 0.0 | 0.0 | 0.0 | 0.728523 | 0.090745 | 0.090745 | 0.0 | 0.0 | 0.0 | -0.728523 | 0.05997 | 0.0 | 0.0 | 0.0 | -0.02838 | 1.75959 | 0.020366 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 381.956408 | 23.500861 | 0.109268 | 0.0 | 0.0 | 0.0 | -8.257199 | 0.02 | 0.020366 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.02 | 1.728 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | 20.936779 | 4.420674 | 0.0 | 0.0 | 0.0 | 13.4 | 0.0 | 0.7 | 1.071953 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.4 | 0.312945 | 0.0 | 0.0 | 0.0 | 0.459752 | 0.312945 | 0.312945 | 0.0 | 0.0 | 0.0 | -0.459752 | 0.131528 | 0.0 | 0.0 | 0.0 | -0.030407 | 1.829121 | 0.02117 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.635735 | 35.975715 | 0.290685 | 0.0 | 0.0 | 0.0 | -8.686544 | 0.02 | 0.02117 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.02 | 1.728 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | 18.828425 | 16.37055 | 0.0 | 0.0 | 0.0 | 7.948 | 0.0 | 0.7 | 0.717164 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.948 | 0.249164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.249164 | 0.249164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.199719 | 0.0 | 0.0 | 0.0 | -0.031121 | 1.896598 | 0.021951 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 355.365185 | 42.957387 | 0.34013 | 0.0 | 0.0 | 0.0 | -8.655423 | 0.02 | 0.021951 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.02 | 1.728 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | 13.278507 | -22.32896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.035891 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.158633 | 0.0 | 0.0 | 0.0 | -0.031009 | 1.855624 | 0.021477 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.794145 | 40.921496 | 0.181497 | 0.0 | 0.0 | 0.0 | -8.624414 | 0.02 | 0.021477 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.02 | 1.728 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | 18.874047 | 4.044283 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.018218 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.084648 | 0.0 | 0.0 | 0.0 | -0.030898 | 1.78175 | 0.020622 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 367.849862 | 38.903278 | 0.096849 | 0.0 | 0.0 | 0.0 | -8.593516 | 0.02 | 0.020622 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
acre (heavy rain)¶
Integration test acre (summer) deals with dry summer
conditions. To show how lland_knauf
works for warm but wet conditions, we set the
precipitation input time series constantly to 20 mm. Now, the soil water content
(BoWa
) rises from its initial value of 72 mm and nearly reaches its maximum value of
309 mm (WMax
), resulting in a relevant response of all runoff components:
>>> inlet.sequences.sim.series = 0.0
>>> nied = inputs.nied.series.copy()
>>> inputs.nied.series = 20.0
>>> conditions_acker_heavy_rain = test(
... "lland_knauf_acker_heavy_rain_daily",
... axis1=(inputs.nied, fluxes.qah), axis2=states.bowa,
... get_conditions="1997-08-03")
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 20.0 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 18.8 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | 11.733333 | -26.2 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.720128 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 1.217805 | 0.0 | 0.0 | 0.0 | 0.0 | 1.217805 | 1.217805 | 0.0 | 0.0 | 0.0 | 0.0 | 0.31352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.31352 | 0.003629 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 373.3 | 87.162066 | 0.904285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003629 |
| 1997-02-08 | 20.0 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 18.8 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | 18.443733 | 6.8624 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.294457 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 1.48087 | 0.0 | 0.0 | 0.0 | 0.0 | 1.48087 | 1.48087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.802994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.802994 | 0.009294 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 363.5376 | 102.486739 | 1.582162 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.009294 |
| 1997-03-08 | 20.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 18.8 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | 15.632162 | -19.607027 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.922357 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 1.761525 | 0.0 | 0.0 | 0.0 | 0.0 | 1.761525 | 1.761525 | 0.0 | 0.0 | 0.0 | 0.0 | 1.191401 | 0.0 | 0.0 | 0.0 | 0.0 | 1.191401 | 0.013789 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.244627 | 116.902858 | 2.152285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013789 |
| 1997-04-08 | 20.0 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 18.8 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | 20.443786 | 15.862716 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.397171 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.040918 | 0.0 | 0.0 | 0.0 | 0.0 | 2.040918 | 2.040918 | 0.0 | 0.0 | 0.0 | 0.0 | 1.52923 | 0.0 | 0.0 | 0.0 | 0.0 | 1.52923 | 0.017699 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 361.481911 | 129.564768 | 2.663974 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017699 |
| 1997-05-08 | 20.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 18.8 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | 15.040124 | -20.759257 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.917105 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.300286 | 0.101438 | 0.0 | 0.010165 | 0.0 | 2.300286 | 2.300286 | 0.0 | 0.101438 | 0.0 | 0.010165 | 1.834649 | 0.0 | 0.014384 | 0.0 | 0.000018 | 1.849051 | 0.021401 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.341169 | 141.335775 | 3.129611 | 0.0 | 0.087054 | 0.0 | 0.010147 | 0.0 | 0.021401 |
| 1997-06-08 | 20.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 18.8 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | 20.18359 | 1.701539 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.913569 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.554694 | 0.110654 | 0.0 | 0.021936 | 0.0 | 2.554694 | 2.554694 | 0.0 | 0.110654 | 0.0 | 0.021936 | 2.117313 | 0.0 | 0.039153 | 0.0 | 0.000076 | 2.156542 | 0.02496 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.739629 | 152.834923 | 3.566992 | 0.0 | 0.158555 | 0.0 | 0.032007 | 0.0 | 0.02496 |
| 1997-07-08 | 20.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 18.8 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | 18.858347 | -11.649921 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.551444 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.817235 | 0.119656 | 0.0 | 0.033435 | 0.0 | 2.817235 | 2.817235 | 0.0 | 0.119656 | 0.0 | 0.033435 | 2.388893 | 0.0 | 0.0597 | 0.0 | 0.000175 | 2.448767 | 0.028342 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 383.48955 | 163.413153 | 3.995333 | 0.0 | 0.218512 | 0.0 | 0.065267 | 0.0 | 0.028342 |
| 1997-08-08 | 20.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 18.8 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | 21.378324 | 2.869942 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.76789 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.072622 | 0.127938 | 0.0 | 0.044013 | 0.0 | 3.072622 | 3.072622 | 0.0 | 0.127938 | 0.0 | 0.044013 | 2.654416 | 0.0 | 0.077033 | 0.0 | 0.000313 | 2.731761 | 0.031618 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.719608 | 174.500689 | 4.41354 | 0.0 | 0.269417 | 0.0 | 0.108967 | 0.0 | 0.031618 |
| 1997-09-08 | 20.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 18.8 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | 19.71658 | -15.500518 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.120968 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.356609 | 0.136619 | 0.0 | 0.055101 | 0.0 | 3.356609 | 3.356609 | 0.0 | 0.136619 | 0.0 | 0.055101 | 2.922574 | 0.0 | 0.091984 | 0.0 | 0.000489 | 3.015047 | 0.034896 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 390.320126 | 184.931393 | 4.847575 | 0.0 | 0.314052 | 0.0 | 0.163579 | 0.0 | 0.034896 |
| 1997-10-08 | 20.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 18.8 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | 23.34553 | 2.073177 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.450324 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.641281 | 0.144785 | 0.0 | 0.065531 | 0.0 | 3.641281 | 3.641281 | 0.0 | 0.144785 | 0.0 | 0.065531 | 3.198291 | 0.0 | 0.105171 | 0.0 | 0.000704 | 3.304166 | 0.038243 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.346949 | 194.729472 | 5.290565 | 0.0 | 0.353666 | 0.0 | 0.228407 | 0.0 | 0.038243 |
| 1997-11-08 | 20.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 18.8 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | 21.913255 | -7.120473 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.992996 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.926597 | 0.152456 | 0.0 | 0.075329 | 0.0 | 3.926597 | 3.926597 | 0.0 | 0.152456 | 0.0 | 0.075329 | 3.47835 | 0.0 | 0.116936 | 0.0 | 0.000953 | 3.596239 | 0.041623 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 389.567421 | 203.682094 | 5.738812 | 0.0 | 0.389186 | 0.0 | 0.302783 | 0.0 | 0.041623 |
| 1997-12-08 | 20.0 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 18.8 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | 23.128751 | -0.427496 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.979765 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.204896 | 0.159465 | 0.00956 | 0.084282 | 0.0 | 4.204896 | 4.204896 | 0.0 | 0.159465 | 0.00956 | 0.084282 | 3.759055 | 0.0 | 0.127503 | 0.001356 | 0.001236 | 3.889149 | 0.045013 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.094917 | 212.344126 | 6.184653 | 0.0 | 0.421149 | 0.008204 | 0.385829 | 0.0 | 0.045013 |
| 1997-13-08 | 20.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 18.8 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | 22.416669 | -4.699983 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.198392 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.492791 | 0.166247 | 0.045997 | 0.092944 | 0.0 | 4.492791 | 4.492791 | 0.0 | 0.166247 | 0.045997 | 0.092944 | 4.041108 | 0.0 | 0.137079 | 0.008733 | 0.001549 | 4.188469 | 0.048478 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 388.8949 | 221.447755 | 6.636336 | 0.0 | 0.450317 | 0.045468 | 0.477225 | 0.0 | 0.048478 |
| 1997-14-08 | 20.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 18.8 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | 22.935065 | 7.410388 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.701991 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.818593 | 0.173374 | 0.100359 | 0.102048 | 0.0 | 4.818593 | 4.818593 | 0.0 | 0.173374 | 0.100359 | 0.102048 | 4.335644 | 0.0 | 0.145951 | 0.026485 | 0.001893 | 4.509972 | 0.052199 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 378.584513 | 230.65139 | 7.119285 | 0.0 | 0.477741 | 0.119342 | 0.57738 | 0.0 | 0.052199 |
| 1997-15-08 | 20.0 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 18.8 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | 19.965673 | -5.005962 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.155199 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 5.176976 | 0.18058 | 0.168029 | 0.111251 | 0.0 | 5.176976 | 5.176976 | 0.0 | 0.18058 | 0.168029 | 0.111251 | 4.653151 | 0.0 | 0.154363 | 0.05599 | 0.002268 | 4.865773 | 0.056317 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.690475 | 239.959354 | 7.643111 | 0.0 | 0.503957 | 0.23138 | 0.686363 | 0.0 | 0.056317 |
| 1997-16-08 | 20.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 18.8 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | 20.57219 | 6.433141 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.708353 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 5.575883 | 0.187867 | 0.247357 | 0.120559 | 0.0 | 5.575883 | 5.575883 | 0.0 | 0.187867 | 0.247357 | 0.120559 | 5.000154 | 0.0 | 0.162462 | 0.097435 | 0.002675 | 5.262727 | 0.060911 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 371.357334 | 249.219334 | 8.218839 | 0.0 | 0.529362 | 0.381303 | 0.804247 | 0.0 | 0.060911 |
| 1997-17-08 | 20.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 18.8 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | 17.884246 | -18.694526 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.378596 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 6.018762 | 0.195117 | 0.335816 | 0.129819 | 0.0 | 6.018762 | 6.018762 | 0.0 | 0.195117 | 0.335816 | 0.129819 | 5.382685 | 0.0 | 0.170337 | 0.150384 | 0.003114 | 5.706521 | 0.066048 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.151861 | 257.261224 | 8.854915 | 0.0 | 0.554142 | 0.566735 | 0.930953 | 0.0 | 0.066048 |
| 1997-18-08 | 20.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 18.8 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | 22.433069 | 4.998415 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.779721 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 6.451575 | 0.201413 | 0.419628 | 0.137861 | 0.0 | 6.451575 | 6.451575 | 0.0 | 0.201413 | 0.419628 | 0.137861 | 5.790771 | 0.0 | 0.177909 | 0.212245 | 0.003582 | 6.184507 | 0.07158 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.253445 | 264.371025 | 9.51572 | 0.0 | 0.577646 | 0.774118 | 1.065232 | 0.0 | 0.07158 |
| 1997-19-08 | 20.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 18.8 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | 20.158326 | -5.650046 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.628366 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 6.883257 | 0.206979 | 0.498739 | 0.144971 | 0.0 | 6.883257 | 6.883257 | 0.0 | 0.206979 | 0.498739 | 0.144971 | 6.210098 | 0.0 | 0.185033 | 0.279355 | 0.004076 | 6.678562 | 0.077298 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 382.003492 | 271.108713 | 10.188879 | 0.0 | 0.599593 | 0.993502 | 1.206126 | 0.0 | 0.077298 |
| 1997-20-08 | 20.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 18.8 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | 20.950339 | -8.697966 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.624935 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 7.348961 | 0.212254 | 0.577799 | 0.151709 | 0.0 | 7.348961 | 7.348961 | 0.0 | 0.212254 | 0.577799 | 0.151709 | 6.643946 | 0.0 | 0.191696 | 0.349693 | 0.004593 | 7.189927 | 0.083217 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.801458 | 276.293054 | 10.893894 | 0.0 | 0.620152 | 1.221608 | 1.353242 | 0.0 | 0.083217 |
| 1997-21-08 | 20.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 18.8 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | 22.620153 | 0.72092 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.756903 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 7.757566 | 0.216313 | 0.641218 | 0.156893 | 0.0 | 7.757566 | 7.757566 | 0.0 | 0.216313 | 0.641218 | 0.156893 | 7.077951 | 0.0 | 0.197812 | 0.420163 | 0.005129 | 7.701056 | 0.089133 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.180539 | 280.864161 | 11.573509 | 0.0 | 0.638653 | 1.442663 | 1.505006 | 0.0 | 0.089133 |
| 1997-22-08 | 20.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 18.8 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | 21.577328 | 11.863971 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.361124 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 8.166722 | 0.219892 | 0.698934 | 0.161464 | 0.0 | 8.166722 | 8.166722 | 0.0 | 0.219892 | 0.698934 | 0.161464 | 7.500252 | 0.0 | 0.203306 | 0.487924 | 0.005681 | 8.197163 | 0.094875 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 369.416568 | 288.356024 | 12.23998 | 0.0 | 0.65524 | 1.653673 | 1.660789 | 0.0 | 0.094875 |
| 1997-23-08 | 20.0 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 18.8 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | 17.325305 | -17.848171 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.097454 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 8.984347 | 0.225758 | 0.797042 | 0.168956 | 0.0 | 8.984347 | 8.984347 | 0.0 | 0.225758 | 0.797042 | 0.168956 | 8.021581 | 0.0 | 0.208608 | 0.558706 | 0.006253 | 8.795147 | 0.101796 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.364739 | 294.182468 | 13.202746 | 0.0 | 0.67239 | 1.892009 | 1.823492 | 0.0 | 0.101796 |
| 1997-24-08 | 20.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 18.8 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | 21.630378 | -14.817732 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.649811 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 9.835059 | 0.230319 | 0.876255 | 0.174782 | 0.0 | 9.835059 | 9.835059 | 0.0 | 0.230319 | 0.876255 | 0.174782 | 8.689617 | 0.0 | 0.213877 | 0.634173 | 0.006846 | 9.544513 | 0.110469 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 396.28247 | 297.516241 | 14.348187 | 0.0 | 0.688832 | 2.134091 | 1.991428 | 0.0 | 0.110469 |
| 1997-25-08 | 20.0 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 18.8 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | 25.062685 | 8.176109 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.895865 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 10.483053 | 0.232929 | 0.922693 | 0.178116 | 0.0 | 10.483053 | 10.483053 | 0.0 | 0.232929 | 0.922693 | 0.178116 | 9.390662 | 0.0 | 0.218678 | 0.706002 | 0.007454 | 10.322796 | 0.119477 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.206362 | 300.903585 | 15.440578 | 0.0 | 0.703083 | 2.350782 | 2.16209 | 0.0 | 0.119477 |
| 1997-26-08 | 20.0 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 18.8 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | 21.872765 | 4.636593 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.071449 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 11.394349 | 0.235581 | 0.970688 | 0.181504 | 0.0 | 11.394349 | 11.394349 | 0.0 | 0.235581 | 0.970688 | 0.181504 | 10.134751 | 0.0 | 0.222895 | 0.771208 | 0.008071 | 11.136926 | 0.1289 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.669769 | 304.150015 | 16.700175 | 0.0 | 0.715769 | 2.550261 | 2.335523 | 0.0 | 0.1289 |
| 1997-27-08 | 20.0 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 18.8 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | 19.702227 | -7.18664 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.108859 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 13.250015 | 0.238123 | 1.017441 | 0.18475 | 0.0 | 13.250015 | 12.0 | 1.250015 | 0.238123 | 1.017441 | 0.18475 | 10.878137 | 0.792807 | 0.226675 | 0.8316 | 0.008698 | 12.737917 | 0.14743 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 381.956408 | 305.450827 | 17.822039 | 0.457208 | 0.727217 | 2.736102 | 2.511574 | 0.0 | 0.14743 |
| 1997-28-08 | 20.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 18.8 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | 20.936779 | 4.420674 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.33161 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 14.550827 | 0.239141 | 1.03638 | 0.186051 | 0.0 | 14.550827 | 12.0 | 2.550827 | 0.239141 | 1.03638 | 0.186051 | 11.401361 | 2.037971 | 0.229904 | 0.884372 | 0.009332 | 14.56294 | 0.168553 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.635735 | 306.206818 | 18.420678 | 0.970064 | 0.736454 | 2.888109 | 2.688293 | 0.0 | 0.168553 |
| 1997-29-08 | 20.0 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 18.8 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | 18.828425 | 16.37055 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 0.881773 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 15.306818 | 0.239733 | 1.047439 | 0.186807 | 0.0 | 15.306818 | 12.0 | 3.306818 | 0.239733 | 1.047439 | 0.186807 | 11.68056 | 2.988724 | 0.232478 | 0.926908 | 0.009966 | 15.838636 | 0.183318 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 355.365185 | 306.644248 | 18.740118 | 1.288158 | 0.74371 | 3.00864 | 2.865134 | 0.0 | 0.183318 |
| 1997-30-08 | 20.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 18.8 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | 13.278507 | -22.32896 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.913351 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 15.744248 | 0.240076 | 1.053857 | 0.187244 | 0.0 | 15.744248 | 12.0 | 3.744248 | 0.240076 | 1.053857 | 0.187244 | 11.829543 | 3.558462 | 0.234482 | 0.960303 | 0.0106 | 16.593391 | 0.192053 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.794145 | 305.605473 | 18.910575 | 1.473943 | 0.749303 | 3.102193 | 3.041778 | 0.0 | 0.192053 |
| 1997-31-08 | 20.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 18.8 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | 18.874047 | 4.044283 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.882123 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 14.705473 | 0.239262 | 1.038639 | 0.186205 | 0.0 | 14.705473 | 12.0 | 2.705473 | 0.239262 | 1.038639 | 0.186205 | 11.909042 | 3.070354 | 0.235874 | 0.983359 | 0.011231 | 16.209861 | 0.187614 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 367.849862 | 305.653771 | 19.001532 | 1.109062 | 0.752692 | 3.157473 | 3.216752 | 0.0 | 0.187614 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
acre (GARTO)¶
One can pep up lland_knauf
with submodels following the SoilModel_V1
interface for
the reasons discussed in the acre (GARTO) example of application model
lland_dd
. As in the acre (GARTO) example, we prepare a
ga_garto_submodel1
model and assume loam soil for illustration. for illustration.
We set the soil depth in agreement with the maximum soil water content (309.0 mm) and
the initial relative soil moisture in agreement with the initial water content (72 mm)
of the previous acre (heavy rain) example:
>>> from hydpy import pub
>>> with model.add_soilmodel_v1("ga_garto_submodel1"):
... nmbbins(4)
... with pub.options.parameterstep("1m"):
... dt(1.0)
... sealed(False)
... soildepth(309.0 / 0.434)
... residualmoisture(0.027)
... saturationmoisture(0.434)
... saturatedconductivity(13.2)
... poresizedistribution(0.252)
... airentrypotential(111.5)
... states.moisture = 72.0 / 309.0 * 0.434
... states.frontdepth = 0.0
... states.moisturechange = 0.0
When comparing the lland_dd
examples acre (summer) and
acre (GARTO), we see an increase in direct runoff generation due to
including infiltration excess when using ga_garto_submodel1
. However, comparing the
following results with the acre (heavy rain) example, we see a
decrease in direct runoff generation. This behaviour results from the lower rainfall
rates, which never exceed the soil’s (saturated) conductivity. Hence,
ga_garto_submodel1
always lets the surface water supplied by lland_knauf
infiltrate
and creates no additional direct runoff component. But, starting from August 13, it
calculates extra groundwater recharge. At this time, the (partly saturated) wetting
front reaches the soil’s bottom and enables the continuous percolation of all rainfall
through the soil column:
>>> test("lland_knauf_acker_garto_daily",
... axis1=(inputs.nied, fluxes.qah), axis2=states.bowa)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 20.0 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 18.8 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | 11.733333 | -26.2 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.720128 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 1.217805 | 0.0 | 0.0 | 0.000003 | 0.0 | 1.217805 | 1.217805 | 0.0 | 0.0 | 0.0 | 0.000003 | 0.31352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.31352 | 0.003629 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 373.3 | 87.162064 | 0.904285 | 0.0 | 0.0 | 0.0 | 0.000003 | 0.0 | 0.003629 |
| 1997-02-08 | 20.0 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 18.8 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | 18.443733 | 6.8624 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.294457 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 1.48087 | 0.0 | 0.0 | 0.000003 | 0.0 | 1.48087 | 1.48087 | 0.0 | 0.0 | 0.0 | 0.000003 | 0.802994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.802994 | 0.009294 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 363.5376 | 102.486734 | 1.582161 | 0.0 | 0.0 | 0.0 | 0.000005 | 0.0 | 0.009294 |
| 1997-03-08 | 20.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 18.8 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | 15.632162 | -19.607027 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.922357 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 1.761525 | 0.0 | 0.0 | 0.000003 | 0.0 | 1.761525 | 1.761525 | 0.0 | 0.0 | 0.0 | 0.000003 | 1.191401 | 0.0 | 0.0 | 0.0 | 0.0 | 1.191401 | 0.013789 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.244627 | 116.90285 | 2.152285 | 0.0 | 0.0 | 0.0 | 0.000008 | 0.0 | 0.013789 |
| 1997-04-08 | 20.0 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 18.8 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | 20.443786 | 15.862716 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.397171 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.040918 | 0.0 | 0.0 | 0.000003 | 0.0 | 2.040918 | 2.040918 | 0.0 | 0.0 | 0.0 | 0.000003 | 1.529229 | 0.0 | 0.0 | 0.0 | 0.0 | 1.529229 | 0.017699 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 361.481911 | 129.564759 | 2.663974 | 0.0 | 0.0 | 0.0 | 0.00001 | 0.0 | 0.017699 |
| 1997-05-08 | 20.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 18.8 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | 15.040124 | -20.759257 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.917105 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.300286 | 0.101438 | 0.0 | 0.010167 | 0.0 | 2.300286 | 2.300286 | 0.0 | 0.101438 | 0.0 | 0.010167 | 1.834649 | 0.0 | 0.014384 | 0.0 | 0.000018 | 1.849051 | 0.021401 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.341169 | 141.335762 | 3.129611 | 0.0 | 0.087054 | 0.0 | 0.010159 | 0.0 | 0.021401 |
| 1997-06-08 | 20.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 18.8 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | 20.18359 | 1.701539 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.913569 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.554693 | 0.110654 | 0.0 | 0.021938 | 0.0 | 2.554693 | 2.554693 | 0.0 | 0.110654 | 0.0 | 0.021938 | 2.117313 | 0.0 | 0.039153 | 0.0 | 0.000076 | 2.156542 | 0.02496 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.739629 | 152.834908 | 3.566991 | 0.0 | 0.158555 | 0.0 | 0.032022 | 0.0 | 0.02496 |
| 1997-07-08 | 20.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 18.8 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | 18.858347 | -11.649921 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.551444 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 2.817235 | 0.119656 | 0.0 | 0.033437 | 0.0 | 2.817235 | 2.817235 | 0.0 | 0.119656 | 0.0 | 0.033437 | 2.388893 | 0.0 | 0.0597 | 0.0 | 0.000175 | 2.448767 | 0.028342 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 383.48955 | 163.413136 | 3.995333 | 0.0 | 0.218512 | 0.0 | 0.065285 | 0.0 | 0.028342 |
| 1997-08-08 | 20.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 18.8 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | 21.378324 | 2.869942 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.76789 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.072622 | 0.127938 | 0.0 | 0.044016 | 0.0 | 3.072622 | 3.072622 | 0.0 | 0.127938 | 0.0 | 0.044016 | 2.654415 | 0.0 | 0.077033 | 0.0 | 0.000313 | 2.731761 | 0.031618 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.719608 | 174.50067 | 4.41354 | 0.0 | 0.269417 | 0.0 | 0.108988 | 0.0 | 0.031618 |
| 1997-09-08 | 20.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 18.8 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | 19.71658 | -15.500518 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.120968 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.356608 | 0.136619 | 0.0 | 0.055103 | 0.0 | 3.356608 | 3.356608 | 0.0 | 0.136619 | 0.0 | 0.055103 | 2.922574 | 0.0 | 0.091984 | 0.0 | 0.000489 | 3.015046 | 0.034896 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 390.320126 | 184.931372 | 4.847574 | 0.0 | 0.314052 | 0.0 | 0.163602 | 0.0 | 0.034896 |
| 1997-10-08 | 20.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 18.8 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | 23.34553 | 2.073177 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.450324 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.64128 | 0.144785 | 0.0 | 0.065534 | 0.0 | 3.64128 | 3.64128 | 0.0 | 0.144785 | 0.0 | 0.065534 | 3.19829 | 0.0 | 0.105171 | 0.0 | 0.000704 | 3.304165 | 0.038243 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.346949 | 194.729449 | 5.290564 | 0.0 | 0.353666 | 0.0 | 0.228432 | 0.0 | 0.038243 |
| 1997-11-08 | 20.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 18.8 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | 21.913255 | -7.120473 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.992996 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 3.926596 | 0.152456 | 0.0 | 0.075332 | 0.0 | 3.926596 | 3.926596 | 0.0 | 0.152456 | 0.0 | 0.075332 | 3.47835 | 0.0 | 0.116936 | 0.0 | 0.000953 | 3.596238 | 0.041623 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 389.567421 | 203.682069 | 5.738811 | 0.0 | 0.389186 | 0.0 | 0.302811 | 0.0 | 0.041623 |
| 1997-12-08 | 20.0 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 18.8 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | 23.128751 | -0.427496 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.979765 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.204895 | 0.159465 | 0.00956 | 0.084285 | 0.0 | 4.204895 | 4.204895 | 0.0 | 0.159465 | 0.00956 | 0.084285 | 3.759054 | 0.0 | 0.127503 | 0.001356 | 0.001236 | 3.889148 | 0.045013 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.094917 | 212.344099 | 6.184652 | 0.0 | 0.421149 | 0.008204 | 0.385859 | 0.0 | 0.045013 |
| 1997-13-08 | 20.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 18.8 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | 22.416669 | -4.699983 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.198392 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.49279 | 0.166247 | 0.045997 | 1.325619 | 0.0 | 4.49279 | 4.49279 | 0.0 | 0.166247 | 0.045997 | 1.325619 | 4.041107 | 0.0 | 0.137079 | 0.008733 | 0.003758 | 4.190677 | 0.048503 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 388.8949 | 220.215055 | 6.636335 | 0.0 | 0.450317 | 0.045468 | 1.70772 | 0.0 | 0.048503 |
| 1997-14-08 | 20.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 18.8 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | 22.935065 | 7.410388 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.701991 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.772928 | 0.172409 | 0.092206 | 10.848312 | 0.0 | 4.772928 | 4.772928 | 0.0 | 0.172409 | 0.092206 | 10.848312 | 4.323887 | 0.0 | 0.145814 | 0.025329 | 0.025563 | 4.520593 | 0.052322 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 378.584513 | 218.727208 | 7.085376 | 0.0 | 0.476912 | 0.112345 | 12.530469 | 0.0 | 0.052322 |
| 1997-15-08 | 20.0 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 18.8 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | 19.965673 | -5.005962 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.155199 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.718485 | 0.171244 | 0.082679 | 9.337522 | 0.0 | 4.718485 | 4.718485 | 0.0 | 0.171244 | 0.082679 | 9.337522 | 4.519299 | 0.0 | 0.152816 | 0.042002 | 0.061629 | 4.775746 | 0.055275 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.690475 | 219.362078 | 7.284562 | 0.0 | 0.49534 | 0.153022 | 21.806363 | 0.0 | 0.055275 |
| 1997-16-08 | 20.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 18.8 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | 20.57219 | 6.433141 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.708353 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.741627 | 0.171741 | 0.086702 | 9.982112 | 0.0 | 4.741627 | 4.741627 | 0.0 | 0.171741 | 0.086702 | 9.982112 | 4.618155 | 0.0 | 0.157853 | 0.053536 | 0.096016 | 4.92556 | 0.057009 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 371.357334 | 219.771543 | 7.408034 | 0.0 | 0.509228 | 0.186188 | 31.692458 | 0.0 | 0.057009 |
| 1997-17-08 | 20.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 18.8 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | 17.884246 | -18.694526 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.378596 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.756623 | 0.172062 | 0.08933 | 10.397901 | 0.0 | 4.756623 | 4.756623 | 0.0 | 0.172062 | 0.08933 | 10.397901 | 4.679602 | 0.0 | 0.161642 | 0.062847 | 0.13218 | 5.03627 | 0.05829 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.151861 | 219.077031 | 7.485056 | 0.0 | 0.519648 | 0.212671 | 41.958179 | 0.0 | 0.05829 |
| 1997-18-08 | 20.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 18.8 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | 22.433069 | 4.998415 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.779721 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.731221 | 0.171518 | 0.084888 | 9.692687 | 0.0 | 4.731221 | 4.731221 | 0.0 | 0.171518 | 0.084888 | 9.692687 | 4.708984 | 0.0 | 0.164373 | 0.069355 | 0.167694 | 5.110406 | 0.059148 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.253445 | 218.716996 | 7.507292 | 0.0 | 0.526794 | 0.228204 | 51.483172 | 0.0 | 0.059148 |
| 1997-19-08 | 20.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 18.8 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | 20.158326 | -5.650046 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.628366 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.718114 | 0.171236 | 0.082615 | 9.327154 | 0.0 | 4.718114 | 4.718114 | 0.0 | 0.171236 | 0.082615 | 9.327154 | 4.715981 | 0.0 | 0.166259 | 0.073219 | 0.201164 | 5.156622 | 0.059683 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 382.003492 | 218.88951 | 7.509426 | 0.0 | 0.531771 | 0.2376 | 60.609163 | 0.0 | 0.059683 |
| 1997-20-08 | 20.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 18.8 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | 20.950339 | -8.697966 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.624935 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.724389 | 0.171371 | 0.083701 | 9.502299 | 0.0 | 4.724389 | 4.724389 | 0.0 | 0.171371 | 0.083701 | 9.502299 | 4.718591 | 0.0 | 0.167619 | 0.075905 | 0.234173 | 5.196288 | 0.060142 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.801458 | 217.882815 | 7.515224 | 0.0 | 0.535523 | 0.245396 | 69.877289 | 0.0 | 0.060142 |
| 1997-21-08 | 20.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 18.8 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | 22.620153 | 0.72092 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 4.756903 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.687908 | 0.170583 | 0.077428 | 8.480382 | 0.0 | 4.687908 | 4.687908 | 0.0 | 0.170583 | 0.077428 | 8.480382 | 4.711903 | 0.0 | 0.168519 | 0.077117 | 0.265545 | 5.223084 | 0.060452 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.180539 | 217.809611 | 7.491228 | 0.0 | 0.537587 | 0.245707 | 78.092126 | 0.0 | 0.060452 |
| 1997-22-08 | 20.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 18.8 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | 21.577328 | 11.863971 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.361124 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.685268 | 0.170526 | 0.076978 | 8.406087 | 0.0 | 4.685268 | 4.685268 | 0.0 | 0.170526 | 0.076978 | 8.406087 | 4.700032 | 0.0 | 0.169067 | 0.077137 | 0.294843 | 5.241079 | 0.060661 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 369.416568 | 221.209629 | 7.476464 | 0.0 | 0.539046 | 0.245548 | 86.20337 | 0.0 | 0.060661 |
| 1997-23-08 | 20.0 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 18.8 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | 17.325305 | -17.848171 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.097454 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.809732 | 0.173188 | 0.098766 | 11.858545 | 0.0 | 4.809732 | 4.809732 | 0.0 | 0.173188 | 0.098766 | 11.858545 | 4.725189 | 0.0 | 0.169838 | 0.080183 | 0.330091 | 5.305301 | 0.061404 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.364739 | 220.271945 | 7.561006 | 0.0 | 0.542396 | 0.264131 | 97.731823 | 0.0 | 0.061404 |
| 1997-24-08 | 20.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 18.8 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | 21.630378 | -14.817732 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 3.649811 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.775024 | 0.172454 | 0.092578 | 10.90609 | 0.0 | 4.775024 | 4.775024 | 0.0 | 0.172454 | 0.092578 | 10.90609 | 4.755683 | 0.0 | 0.170637 | 0.084314 | 0.369686 | 5.38032 | 0.062272 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 396.28247 | 218.775987 | 7.580347 | 0.0 | 0.544213 | 0.272394 | 108.268228 | 0.0 | 0.062272 |
| 1997-25-08 | 20.0 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 18.8 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | 25.062685 | 8.176109 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.895865 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.720259 | 0.171282 | 0.082986 | 9.387044 | 0.0 | 4.720259 | 4.720259 | 0.0 | 0.171282 | 0.082986 | 9.387044 | 4.750605 | 0.0 | 0.17096 | 0.085181 | 0.404712 | 5.411457 | 0.062633 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.206362 | 219.618551 | 7.550001 | 0.0 | 0.544536 | 0.270199 | 117.25056 | 0.0 | 0.062633 |
| 1997-26-08 | 20.0 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 18.8 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | 21.872765 | 4.636593 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.071449 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.751014 | 0.171942 | 0.088345 | 10.242541 | 0.0 | 4.751014 | 4.751014 | 0.0 | 0.171942 | 0.088345 | 10.242541 | 4.744369 | 0.0 | 0.171141 | 0.085349 | 0.438425 | 5.439285 | 0.062955 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.669769 | 220.39326 | 7.556645 | 0.0 | 0.545337 | 0.273195 | 127.054676 | 0.0 | 0.062955 |
| 1997-27-08 | 20.0 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 18.8 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | 19.702227 | -7.18664 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 2.108859 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.779498 | 0.172549 | 0.093371 | 11.029304 | 0.0 | 4.779498 | 4.779498 | 0.0 | 0.172549 | 0.093371 | 11.029304 | 4.754801 | 0.0 | 0.171443 | 0.086869 | 0.47496 | 5.488074 | 0.063519 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 381.956408 | 220.30968 | 7.581342 | 0.0 | 0.546443 | 0.279696 | 137.60902 | 0.0 | 0.063519 |
| 1997-28-08 | 20.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 18.8 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | 20.936779 | 4.420674 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.33161 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.776415 | 0.172483 | 0.092824 | 10.944416 | 0.0 | 4.776415 | 4.776415 | 0.0 | 0.172483 | 0.092824 | 10.944416 | 4.765526 | 0.0 | 0.171731 | 0.088544 | 0.512621 | 5.538422 | 0.064102 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.635735 | 221.091931 | 7.592231 | 0.0 | 0.547195 | 0.283976 | 148.040815 | 0.0 | 0.064102 |
| 1997-29-08 | 20.0 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 18.8 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | 18.828425 | 16.37055 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 0.881773 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.805359 | 0.173096 | 0.097982 | 11.738981 | 0.0 | 4.805359 | 4.805359 | 0.0 | 0.173096 | 0.097982 | 11.738981 | 4.778056 | 0.0 | 0.172021 | 0.090429 | 0.551418 | 5.591924 | 0.064721 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 355.365185 | 221.494741 | 7.619534 | 0.0 | 0.54827 | 0.291529 | 159.228378 | 0.0 | 0.064721 |
| 1997-30-08 | 20.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 18.8 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | 13.278507 | -22.32896 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.913351 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.820344 | 0.173411 | 0.100674 | 12.148195 | 0.0 | 4.820344 | 4.820344 | 0.0 | 0.173411 | 0.100674 | 12.148195 | 4.794648 | 0.0 | 0.172355 | 0.092846 | 0.592233 | 5.652082 | 0.065418 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.794145 | 220.438767 | 7.64523 | 0.0 | 0.549325 | 0.299357 | 170.78434 | 0.0 | 0.065418 |
| 1997-31-08 | 20.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 18.8 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | 18.874047 | 4.044283 | 0.0 | 0.0 | 0.0 | 18.1 | 0.0 | 0.7 | 1.882123 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.1 | 4.781177 | 0.172584 | 0.093669 | 11.075523 | 0.0 | 4.781177 | 4.781177 | 0.0 | 0.172584 | 0.093669 | 11.075523 | 4.796549 | 0.0 | 0.172523 | 0.093963 | 0.631711 | 5.694745 | 0.065911 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 367.849862 | 220.533691 | 7.629859 | 0.0 | 0.549387 | 0.299063 | 181.228153 | 0.0 | 0.065911 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
>>> del model.soilmodel
>>> inputs.nied.series = nied
water¶
HydPy-L defines three types of water areas, WASSER
, FLUSS
, and SEE
.
lland_knauf
calculates their evaporation based on the same submodel interface as
lland_dd
. So, please read the detailed discussions in integration test
water to better understand the following test results for water type
WASSER
:
>>> lnk(WASSER)
>>> negq(False)
>>> model.aetmodel.parameters.control.surfaceresistance.wasser_aug = 0.0
>>> model.aetmodel.parameters.control.cropheight.wasser_aug = 0.05
>>> model.aetmodel.parameters.control.albedo.wasser_aug = 0.7
>>> conditions_wasser = test(
... "lland_knauf_wasser_daily",
... axis1=(fluxes.nkor, fluxes.evi, fluxes.qah),
... get_conditions="1997-08-03")
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077197 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.424803 | 0.132232 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.132232 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.529542 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.008458 | 0.011672 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011672 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.806188 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.073812 | 0.012428 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012428 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.282 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077096 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.792904 | 0.10177 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.10177 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.09756 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.01244 | 0.058014 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.058014 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.794859 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.305141 | 0.153995 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.153995 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.607776 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.040224 | 0.093058 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.093058 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
water (routing)¶
The following calculation shows the possibility of subtracting evaporation from
inflowing runoff, discussed in the integration test water (routing) of
lland_dd
:
>>> inlet.sequences.sim.series = 0.02
>>> test("lland_knauf_wasser_routing_daily",
... axis1=(fluxes.nkor, fluxes.evi, fluxes.qah))
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.02 | 1.728 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077197 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.152803 | 0.152232 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.152232 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.02 | 1.728 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.86545 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.95655 | 0.011071 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.011071 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.02 | 1.728 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.092365 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.635635 | 0.007357 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.007357 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.02 | 1.728 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.565894 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.256106 | 0.002964 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.002964 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.02 | 1.728 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.02 | 1.728 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.02 | 1.728 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.02 | 1.728 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.02 | 1.728 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.02 | 1.728 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.02 | 1.728 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.02 | 1.728 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.822 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.02 | 1.728 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.02 | 1.728 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.672736 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.055264 | 0.00064 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.00064 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.02 | 1.728 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.529542 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.736458 | 0.031672 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.031672 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.02 | 1.728 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.283901 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.444099 | 0.00514 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.00514 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.02 | 1.728 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.510743 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.217257 | 0.002515 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.002515 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.02 | 1.728 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.594572 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.133428 | 0.001544 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.001544 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.02 | 1.728 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.541567 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.186433 | 0.002158 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.002158 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.02 | 1.728 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.02 | 1.728 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.728 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.02 | 1.728 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.806188 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.801812 | 0.032428 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.032428 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.02 | 1.728 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.08421 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.92579 | 0.010715 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.010715 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.02 | 1.728 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.672232 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.055768 | 0.000645 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.000645 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.02 | 1.728 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.374102 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.447898 | 0.005184 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.005184 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.02 | 1.728 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077096 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.520904 | 0.12177 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.12177 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.02 | 1.728 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.09756 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.74044 | 0.078014 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.078014 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.02 | 1.728 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.794859 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.033141 | 0.173995 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.173995 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.02 | 1.728 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.607776 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.768224 | 0.113058 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.113058 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.02 | 1.728 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.90065 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.82735 | 0.009576 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.009576 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.02 | 1.728 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.912078 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.815922 | 0.009444 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.009444 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
water (negative runoff)¶
The following calculation shows the possibility of calculating negative discharge
values, discussed in the integration test water (negative runoff) of lland_dd
:
>>> negq(True)
>>> inlet.sequences.sim.series = 0.0
>>> test("lland_knauf_wasser_negq_daily",
... axis1=(fluxes.nkor, fluxes.evi, fluxes.qah))
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077197 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.424803 | 0.132232 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.132232 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.86545 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.77145 | -0.008929 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.008929 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.092365 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.092365 | -0.012643 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.012643 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.565894 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.471894 | -0.017036 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.017036 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.729733 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.729733 | -0.02002 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.02002 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.826087 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.826087 | -0.021135 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.021135 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.041956 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2.041956 | -0.023634 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.023634 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.800053 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.800053 | -0.020834 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.020834 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.82186 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.82186 | -0.021086 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.021086 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.891469 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.891469 | -0.021892 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.021892 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.106575 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2.106575 | -0.024382 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.024382 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.036929 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.942929 | -0.022488 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.022488 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.808559 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.808559 | -0.020932 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.020932 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.672736 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.672736 | -0.01936 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.01936 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.529542 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.008458 | 0.011672 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011672 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.283901 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.283901 | -0.01486 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.01486 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.510743 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.510743 | -0.017485 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.017485 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.594572 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.594572 | -0.018456 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.018456 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.541567 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.541567 | -0.017842 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.017842 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.939383 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.939383 | -0.022447 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.022447 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.826811 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.826811 | -0.021144 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.021144 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.806188 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.073812 | 0.012428 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012428 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.08421 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.80221 | -0.009285 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.009285 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.672232 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.672232 | -0.019355 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.019355 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.374102 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.280102 | -0.014816 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.014816 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077096 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.792904 | 0.10177 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.10177 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.09756 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.01244 | 0.058014 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.058014 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.794859 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.305141 | 0.153995 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.153995 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.607776 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.040224 | 0.093058 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.093058 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.90065 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.90065 | -0.010424 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.010424 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.912078 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.912078 | -0.010556 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.010556 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
lakes¶
The following example focuses on water-type SEE
(for further information, see
integration test lakes of lland_dd
):
>>> lnk(SEE)
>>> model.aetmodel.parameters.control.surfaceresistance.see_aug = 0.0
>>> model.aetmodel.parameters.control.cropheight.see_aug = 0.05
>>> model.aetmodel.parameters.control.albedo.see_aug = 0.7
>>> negq(False)
>>> test("lland_knauf_see_daily",
... axis1=(fluxes.nkor, fluxes.evi, fluxes.qah))
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077197 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.424803 | 0.0 | 0.0 | 0.0 | 0.0 | 0.020478 | 0.020478 | 0.000237 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.404325 | 0.0 | 0.000237 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.86545 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.77145 | 0.0 | 0.0 | 0.0 | 0.0 | 0.039475 | 0.039475 | 0.000457 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.593401 | 0.0 | 0.000457 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.092365 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.092365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035994 | 0.035994 | 0.000417 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.465042 | 0.0 | 0.000417 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.565894 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.471894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031272 | 0.031272 | 0.000362 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.961876 | 0.0 | 0.000362 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.729733 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.729733 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025424 | 0.025424 | 0.000294 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.206719 | 0.0 | 0.000294 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.826087 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.826087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.018963 | 0.018963 | 0.000219 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.361669 | 0.0 | 0.000219 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.041956 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2.041956 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011966 | 0.011966 | 0.000138 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.307747 | 0.0 | 0.000138 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.800053 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.800053 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005041 | 0.005041 | 0.000058 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.502653 | 0.0 | 0.000058 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.820396 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.82186 | 0.0 | 0.0 | 0.0 | 0.0 | -0.001465 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.317743 | 0.0 | 0.0 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.883357 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.891469 | 0.0 | 0.0 | 0.0 | 0.0 | -0.008111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -3.2011 | 0.0 | 0.0 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.091331 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2.106575 | 0.0 | 0.0 | 0.0 | 0.0 | -0.015244 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -5.292431 | 0.0 | 0.0 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.014486 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.942929 | 0.0 | 0.0 | 0.0 | 0.0 | -0.022443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -7.212917 | 0.0 | 0.0 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.779476 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.808559 | 0.0 | 0.0 | 0.0 | 0.0 | -0.029083 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -8.992393 | 0.0 | 0.0 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.637521 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.672736 | 0.0 | 0.0 | 0.0 | 0.0 | -0.035215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -10.629914 | 0.0 | 0.0 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.493266 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.008458 | 0.0 | 0.0 | 0.0 | 0.0 | -0.036276 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -9.58518 | 0.0 | 0.0 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.247259 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.283901 | 0.0 | 0.0 | 0.0 | 0.0 | -0.036642 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -10.832439 | 0.0 | 0.0 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.469226 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.510743 | 0.0 | 0.0 | 0.0 | 0.0 | -0.041517 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -12.301666 | 0.0 | 0.0 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.547641 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.594572 | 0.0 | 0.0 | 0.0 | 0.0 | -0.046931 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -13.849307 | 0.0 | 0.0 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.489186 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.541567 | 0.0 | 0.0 | 0.0 | 0.0 | -0.05238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -15.338493 | 0.0 | 0.0 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.880954 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.939383 | 0.0 | 0.0 | 0.0 | 0.0 | -0.058428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -17.219448 | 0.0 | 0.0 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.761846 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.826811 | 0.0 | 0.0 | 0.0 | 0.0 | -0.064965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -18.981293 | 0.0 | 0.0 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.740109 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.073812 | 0.0 | 0.0 | 0.0 | 0.0 | -0.066078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -17.841402 | 0.0 | 0.0 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.018853 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.80221 | 0.0 | 0.0 | 0.0 | 0.0 | -0.065357 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -18.578255 | 0.0 | 0.0 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.602675 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.672232 | 0.0 | 0.0 | 0.0 | 0.0 | -0.069557 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -20.180931 | 0.0 | 0.0 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.299507 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.280102 | 0.0 | 0.0 | 0.0 | 0.0 | -0.074595 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -21.386437 | 0.0 | 0.0 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.016237 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.792904 | 0.0 | 0.0 | 0.0 | 0.0 | -0.06086 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -12.532674 | 0.0 | 0.0 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.061645 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.01244 | 0.0 | 0.0 | 0.0 | 0.0 | -0.035916 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -7.484319 | 0.0 | 0.0 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.791893 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.305141 | 0.0 | 0.0 | 0.0 | 0.0 | -0.002966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.823788 | 0.0 | 0.0 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.607776 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.040224 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035276 | 0.035276 | 0.000408 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.828736 | 0.0 | 0.000408 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.90065 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.90065 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047929 | 0.047929 | 0.000555 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.880157 | 0.0 | 0.000555 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.912078 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.912078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04451 | 0.04451 | 0.000515 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.923568 | 0.0 | 0.000515 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
streams¶
The following example focuses on water-type FLUSS
(for further information, see
integration test streams of lland_dd
):
>>> lnk(FLUSS)
>>> model.aetmodel.parameters.control.surfaceresistance.fluss_aug = 0.0
>>> model.aetmodel.parameters.control.cropheight.fluss_aug = 0.05
>>> model.aetmodel.parameters.control.albedo.fluss_aug = 0.7
>>> test("lland_knauf_fluss_daily",
... axis1=(fluxes.nkor, fluxes.evi, fluxes.qah))
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077197 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.424803 | 11.424803 | 0.0 | 0.0 | 0.0 | 0.0 | 2.941276 | 0.0 | 0.0 | 0.0 | 0.0 | 2.941276 | 0.034043 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 8.483526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.034043 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.86545 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.77145 | -0.77145 | 0.0 | 0.0 | 0.0 | 0.0 | 3.758016 | 0.0 | 0.0 | 0.0 | 0.0 | 3.758016 | 0.043496 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 3.954061 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043496 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.092365 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.092365 | -1.092365 | 0.0 | 0.0 | 0.0 | 0.0 | 1.562905 | 0.0 | 0.0 | 0.0 | 0.0 | 1.562905 | 0.018089 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 1.298791 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.018089 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.565894 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.471894 | -1.471894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.226808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.226808 | 0.002625 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -0.39991 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002625 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.097905 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.729733 | -1.729733 | 0.0 | 0.0 | 0.0 | 0.0 | -0.631827 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -1.497815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.657403 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.826087 | -1.826087 | 0.0 | 0.0 | 0.0 | 0.0 | -1.168684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.155218 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.511091 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2.041956 | -2.041956 | 0.0 | 0.0 | 0.0 | 0.0 | -1.530864 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.666309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.093098 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.800053 | -1.800053 | 0.0 | 0.0 | 0.0 | 0.0 | -1.706955 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.759408 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.065871 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.82186 | -1.82186 | 0.0 | 0.0 | 0.0 | 0.0 | -1.755989 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.825279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.086838 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.891469 | -1.891469 | 0.0 | 0.0 | 0.0 | 0.0 | -1.804631 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.912116 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.206065 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2.106575 | -2.106575 | 0.0 | 0.0 | 0.0 | 0.0 | -1.900509 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -3.118182 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.082443 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.942929 | -1.942929 | 0.0 | 0.0 | 0.0 | 0.0 | -1.954486 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -3.106625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.105944 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.808559 | -1.808559 | 0.0 | 0.0 | 0.0 | 0.0 | -1.914503 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -3.000681 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.157388 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.672736 | -1.672736 | 0.0 | 0.0 | 0.0 | 0.0 | -1.830125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.843292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.463086 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.008458 | 1.008458 | 0.0 | 0.0 | 0.0 | 0.0 | -1.066456 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -0.768378 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.595002 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.283901 | -1.283901 | 0.0 | 0.0 | 0.0 | 0.0 | -0.688899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -1.36338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.485942 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.510743 | -1.510743 | 0.0 | 0.0 | 0.0 | 0.0 | -1.024801 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -1.849322 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.321551 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.594572 | -1.594572 | 0.0 | 0.0 | 0.0 | 0.0 | -1.27302 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.170873 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.132224 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.541567 | -1.541567 | 0.0 | 0.0 | 0.0 | 0.0 | -1.409342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.303098 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.365956 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.939383 | -1.939383 | 0.0 | 0.0 | 0.0 | 0.0 | -1.573427 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.669054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.111688 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.826811 | -1.826811 | 0.0 | 0.0 | 0.0 | 0.0 | -1.715123 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -2.780741 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.21427 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.073812 | 1.073812 | 0.0 | 0.0 | 0.0 | 0.0 | -1.020458 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -0.686471 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.557521 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.80221 | -0.80221 | 0.0 | 0.0 | 0.0 | 0.0 | -0.526689 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -0.961992 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.793059 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.672232 | -1.672232 | 0.0 | 0.0 | 0.0 | 0.0 | -0.879173 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -1.755051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.226008 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.280102 | -1.280102 | 0.0 | 0.0 | 0.0 | 0.0 | -1.148095 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | -1.887059 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.077096 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.792904 | 8.792904 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3836 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3836 | 0.016014 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 5.522245 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.016014 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.09756 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.01244 | 5.01244 | 0.0 | 0.0 | 0.0 | 0.0 | 3.86595 | 0.0 | 0.0 | 0.0 | 0.0 | 3.86595 | 0.044745 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 6.668735 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044745 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.794859 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.305141 | 12.0 | 1.305141 | 0.0 | 0.0 | 0.0 | 6.199583 | 0.82777 | 0.0 | 0.0 | 0.0 | 7.027354 | 0.081335 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 12.469152 | 0.477371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.081335 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.607776 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.040224 | 8.040224 | 0.0 | 0.0 | 0.0 | 0.0 | 7.885403 | 0.438667 | 0.0 | 0.0 | 0.0 | 8.32407 | 0.096343 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 12.623973 | 0.038704 | 0.0 | 0.0 | 0.0 | 0.0 | 0.096343 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.90065 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.90065 | -0.90065 | 0.0 | 0.0 | 0.0 | 0.0 | 5.655812 | 0.035566 | 0.0 | 0.0 | 0.0 | 5.691378 | 0.065872 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 6.06751 | 0.003138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.065872 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.912078 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.912078 | -0.912078 | 0.0 | 0.0 | 0.0 | 0.0 | 2.595008 | 0.002884 | 0.0 | 0.0 | 0.0 | 2.597892 | 0.030068 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 2.560423 | 0.000254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030068 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
sealed surfaces¶
As also shown in the integration test sealed surfaces of lland_dd
, sealed
surfaces route the not intercepted water to the linear storages for direct discharge
immediately:
>>> lnk(VERS)
>>> negq(True)
>>> model.aetmodel.parameters.control.surfaceresistance.vers_aug = 500
>>> model.aetmodel.parameters.control.cropheight.vers_aug = 5.0
>>> model.aetmodel.parameters.control.albedo.vers_aug = 0.10
>>> lai.vers_aug = 10.0
>>> model.aetmodel.parameters.control.leafareaindex.vers_aug = 10.0
>>> test("lland_knauf_vers_daily",
... axis1=(inputs.nied, fluxes.qah, states.bowa))
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-01-08 | 13.3 | 16.1 | 86.2 | 2.4 | 15.690785 | 6.3 | 0.0 | 0.0 | 6.3 | 15.690785 | 190.25149 | 12.502 | 16.1 | 1.923819 | 1.923819 | 18.326791 | 0.0 | 15.797694 | 11.733333 | -26.2 | 0.0 | 0.0 | 0.0 | 10.502 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.502 | 10.502 | 0.0 | 0.0 | 0.0 | 0.0 | 10.502 | 10.502 | 0.0 | 0.0 | 0.0 | 0.0 | 2.703704 | 0.0 | 0.0 | 0.0 | 0.0 | 2.703704 | 0.031293 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 373.3 | 0.0 | 7.798296 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031293 |
| 1997-02-08 | 0.1 | 17.3 | 85.8 | 1.6 | 15.628821 | 1.7 | 0.0 | 0.0 | 1.7 | 15.628821 | 127.660782 | 0.094 | 17.3 | 1.282546 | 1.282546 | 19.779139 | 0.0 | 16.970501 | 18.443733 | 6.8624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.637039 | 0.0 | 0.0 | 0.0 | 0.0 | 3.637039 | 0.042095 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 363.5376 | 0.0 | 4.161257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.042095 |
| 1997-03-08 | 0.0 | 18.9 | 82.4 | 1.5 | 15.566134 | 4.5 | 0.0 | 0.0 | 4.5 | 15.566134 | 164.401298 | 0.0 | 18.9 | 1.202387 | 1.202387 | 21.871576 | 0.0 | 18.022179 | 15.632162 | -19.607027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.940764 | 0.0 | 0.0 | 0.0 | 0.0 | 1.940764 | 0.022463 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.244627 | 0.0 | 2.220493 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.022463 |
| 1997-04-08 | 0.1 | 17.8 | 77.6 | 2.8 | 15.502754 | 12.4 | 0.0 | 0.0 | 12.4 | 15.502754 | 269.020502 | 0.094 | 17.8 | 2.244455 | 2.244455 | 20.413369 | 0.0 | 15.840774 | 20.443786 | 15.862716 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.035613 | 0.0 | 0.0 | 0.0 | 0.0 | 1.035613 | 0.011986 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 361.481911 | 0.0 | 1.184879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011986 |
| 1997-05-08 | 0.0 | 18.5 | 74.9 | 3.0 | 15.438712 | 13.9 | 0.0 | 0.0 | 13.9 | 15.438712 | 287.848667 | 0.0 | 18.5 | 2.404774 | 2.404774 | 21.331125 | 0.0 | 15.977013 | 15.040124 | -20.759257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.552615 | 0.0 | 0.0 | 0.0 | 0.0 | 0.552615 | 0.006396 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.341169 | 0.0 | 0.632265 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006396 |
| 1997-06-08 | 0.0 | 19.9 | 77.9 | 3.5 | 15.374034 | 13.0 | 0.0 | 0.0 | 13.0 | 15.374034 | 274.674263 | 0.0 | 19.9 | 2.805569 | 2.805569 | 23.275348 | 0.0 | 18.131496 | 20.18359 | 1.701539 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.294881 | 0.0 | 0.0 | 0.0 | 0.0 | 0.294881 | 0.003413 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.739629 | 0.0 | 0.337383 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003413 |
| 1997-07-08 | 0.0 | 20.8 | 73.5 | 3.8 | 15.30875 | 13.8 | 0.0 | 0.0 | 13.8 | 15.30875 | 284.047892 | 0.0 | 20.8 | 3.046047 | 3.046047 | 24.605348 | 0.0 | 18.084931 | 18.858347 | -11.649921 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.157352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.157352 | 0.001821 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 383.48955 | 0.0 | 0.180032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001821 |
| 1997-08-08 | 0.0 | 20.9 | 80.1 | 3.3 | 15.242885 | 12.3 | 0.0 | 0.0 | 12.3 | 15.242885 | 262.971263 | 0.0 | 20.9 | 2.645251 | 2.645251 | 24.75714 | 0.0 | 19.830469 | 21.378324 | 2.869942 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083965 | 0.000972 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.719608 | 0.0 | 0.096067 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000972 |
| 1997-09-08 | 0.0 | 22.3 | 72.9 | 1.8 | 15.176467 | 13.1 | 0.0 | 0.0 | 13.1 | 15.176467 | 272.256414 | 0.0 | 22.3 | 1.442864 | 1.442864 | 26.96965 | 0.0 | 19.660875 | 19.71658 | -15.500518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044804 | 0.000519 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 390.320126 | 0.0 | 0.051262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000519 |
| 1997-10-08 | 0.0 | 23.0 | 68.5 | 1.9 | 15.109521 | 12.8 | 0.0 | 0.0 | 12.8 | 15.109521 | 267.019218 | 0.0 | 23.0 | 1.523023 | 1.523023 | 28.139149 | 0.0 | 19.275317 | 23.34553 | 2.073177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023908 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023908 | 0.000277 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.346949 | 0.0 | 0.027354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000277 |
| 1997-11-08 | 0.0 | 23.1 | 68.6 | 3.0 | 15.042071 | 13.1 | 0.0 | 0.0 | 13.1 | 15.042071 | 269.626547 | 0.0 | 23.1 | 2.404774 | 2.404774 | 28.309776 | 0.0 | 19.420506 | 21.913255 | -7.120473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012758 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012758 | 0.000148 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 389.567421 | 0.0 | 0.014596 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000148 |
| 1997-12-08 | 0.1 | 23.2 | 66.0 | 2.5 | 14.974141 | 13.3 | 0.0 | 0.0 | 13.3 | 14.974141 | 270.878291 | 0.094 | 23.2 | 2.003978 | 2.003978 | 28.481304 | 0.0 | 18.79766 | 23.128751 | -0.427496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006808 | 0.000079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.094917 | 0.0 | 0.007789 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000079 |
| 1997-13-08 | 0.0 | 23.2 | 69.0 | 1.6 | 14.905755 | 12.7 | 0.0 | 0.0 | 12.7 | 14.905755 | 261.697164 | 0.0 | 23.2 | 1.282546 | 1.282546 | 28.481304 | 0.0 | 19.6521 | 22.416669 | -4.699983 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003633 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003633 | 0.000042 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 388.8949 | 0.0 | 0.004156 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000042 |
| 1997-14-08 | 0.0 | 21.7 | 75.6 | 2.7 | 14.836934 | 10.2 | 0.0 | 0.0 | 10.2 | 14.836934 | 227.962116 | 0.0 | 21.7 | 2.164296 | 2.164296 | 26.00118 | 0.0 | 19.656892 | 22.935065 | 7.410388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001938 | 0.000022 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 378.584513 | 0.0 | 0.002218 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000022 |
| 1997-15-08 | 2.7 | 20.8 | 81.4 | 3.2 | 14.7677 | 9.4 | 0.0 | 0.0 | 9.4 | 14.7677 | 216.356321 | 2.538 | 20.8 | 2.565092 | 2.565092 | 24.605348 | 0.0 | 20.028753 | 19.965673 | -5.005962 | 0.0 | 0.0 | 0.0 | 0.538 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.538 | 0.538 | 0.0 | 0.0 | 0.0 | 0.0 | 0.538 | 0.538 | 0.0 | 0.0 | 0.0 | 0.0 | 0.139541 | 0.0 | 0.0 | 0.0 | 0.0 | 0.139541 | 0.001615 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 380.690475 | 0.0 | 0.400677 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001615 |
| 1997-16-08 | 0.0 | 19.5 | 79.0 | 1.3 | 14.698075 | 10.3 | 0.0 | 0.0 | 10.3 | 14.698075 | 226.637904 | 0.0 | 19.5 | 1.042069 | 1.042069 | 22.704676 | 0.0 | 17.936694 | 20.57219 | 6.433141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.186871 | 0.0 | 0.0 | 0.0 | 0.0 | 0.186871 | 0.002163 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 371.357334 | 0.0 | 0.213806 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002163 |
| 1997-17-08 | 0.0 | 21.0 | 75.9 | 1.9 | 14.628078 | 11.1 | 0.0 | 0.0 | 11.1 | 14.628078 | 235.528503 | 0.0 | 21.0 | 1.523023 | 1.523023 | 24.909749 | 0.0 | 18.906499 | 17.884246 | -18.694526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.099717 | 0.0 | 0.0 | 0.0 | 0.0 | 0.099717 | 0.001154 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.151861 | 0.0 | 0.114089 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001154 |
| 1997-18-08 | 0.0 | 21.6 | 70.0 | 2.0 | 14.557728 | 11.0 | 0.0 | 0.0 | 11.0 | 14.557728 | 232.849428 | 0.0 | 21.6 | 1.603182 | 1.603182 | 25.842752 | 0.0 | 18.089927 | 22.433069 | 4.998415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.05321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.05321 | 0.000616 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 379.253445 | 0.0 | 0.060879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000616 |
| 1997-19-08 | 0.0 | 21.1 | 70.3 | 2.6 | 14.487046 | 8.5 | 0.0 | 0.0 | 8.5 | 14.487046 | 199.71349 | 0.0 | 21.1 | 2.084137 | 2.084137 | 25.063177 | 0.0 | 17.619414 | 20.158326 | -5.650046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.028393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.028393 | 0.000329 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 382.003492 | 0.0 | 0.032486 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000329 |
| 1997-20-08 | 0.0 | 22.4 | 69.0 | 3.6 | 14.416048 | 11.3 | 0.0 | 0.0 | 11.3 | 14.416048 | 233.771902 | 0.0 | 22.4 | 2.885728 | 2.885728 | 27.134082 | 0.0 | 18.722517 | 20.950339 | -8.697966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015151 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015151 | 0.000175 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 387.801458 | 0.0 | 0.017335 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000175 |
| 1997-21-08 | 0.0 | 22.5 | 62.1 | 2.5 | 14.344752 | 12.4 | 0.0 | 0.0 | 12.4 | 14.344752 | 246.121286 | 0.0 | 22.5 | 2.003978 | 2.003978 | 27.299387 | 0.0 | 16.95292 | 22.620153 | 0.72092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008085 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008085 | 0.000094 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.180539 | 0.0 | 0.00925 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000094 |
| 1997-22-08 | 2.0 | 19.6 | 84.5 | 2.1 | 14.273175 | 0.1 | 0.0 | 0.0 | 0.1 | 14.273175 | 90.58551 | 1.88 | 19.6 | 1.683342 | 1.683342 | 22.846186 | 0.0 | 19.305027 | 21.577328 | 11.863971 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.88 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004314 | 0.00005 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 369.416568 | 0.0 | 0.004936 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00005 |
| 1997-23-08 | 0.3 | 20.3 | 83.6 | 1.5 | 14.201333 | 6.7 | 0.0 | 0.0 | 6.7 | 14.201333 | 171.944993 | 0.282 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 19.945708 | 17.325305 | -17.848171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.282 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002302 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002302 | 0.000027 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 384.364739 | 0.0 | 0.002634 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000027 |
| 1997-24-08 | 0.0 | 24.1 | 76.5 | 2.2 | 14.129243 | 10.4 | 0.0 | 0.0 | 10.4 | 14.129243 | 216.549813 | 0.0 | 24.1 | 1.763501 | 1.763501 | 30.066256 | 0.0 | 23.000686 | 21.630378 | -14.817732 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001228 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001228 | 0.000014 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 396.28247 | 0.0 | 0.001405 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000014 |
| 1997-25-08 | 0.1 | 23.7 | 76.6 | 1.9 | 14.056918 | 6.5 | 0.0 | 0.0 | 6.5 | 14.056918 | 166.91683 | 0.094 | 23.7 | 1.523023 | 1.523023 | 29.352596 | 0.0 | 22.484088 | 25.062685 | 8.176109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000655 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000655 | 0.000008 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 385.206362 | 0.0 | 0.00075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000008 |
| 1997-26-08 | 10.5 | 21.1 | 84.2 | 2.3 | 13.984374 | 4.9 | 0.0 | 0.0 | 4.9 | 13.984374 | 145.985611 | 9.87 | 21.1 | 1.84366 | 1.84366 | 25.063177 | 0.0 | 21.103195 | 21.872765 | 4.636593 | 0.0 | 0.0 | 0.0 | 7.87 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.87 | 7.87 | 0.0 | 0.0 | 0.0 | 0.0 | 7.87 | 7.87 | 0.0 | 0.0 | 0.0 | 0.0 | 2.026454 | 0.0 | 0.0 | 0.0 | 0.0 | 2.026454 | 0.023454 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 377.669769 | 0.0 | 5.844296 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023454 |
| 1997-27-08 | 6.5 | 20.9 | 85.8 | 2.1 | 13.911624 | 6.6 | 0.0 | 0.0 | 6.6 | 13.911624 | 165.54389 | 6.11 | 20.9 | 1.683342 | 1.683342 | 24.75714 | 0.0 | 21.241626 | 19.702227 | -7.18664 | 0.0 | 0.0 | 0.0 | 4.11 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.11 | 4.11 | 0.0 | 0.0 | 0.0 | 0.0 | 4.11 | 4.11 | 0.0 | 0.0 | 0.0 | 0.0 | 3.78382 | 0.0 | 0.0 | 0.0 | 0.0 | 3.78382 | 0.043794 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 381.956408 | 0.0 | 6.170475 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043794 |
| 1997-28-08 | 15.0 | 20.2 | 86.5 | 2.6 | 13.838682 | 0.3 | 0.0 | 0.0 | 0.3 | 13.838682 | 87.693346 | 14.1 | 20.2 | 2.084137 | 2.084137 | 23.711531 | 0.0 | 20.510475 | 20.936779 | 4.420674 | 0.0 | 0.0 | 0.0 | 12.1 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.1 | 12.1 | 0.0 | 0.0 | 0.0 | 0.0 | 12.1 | 12.0 | 0.1 | 0.0 | 0.0 | 0.0 | 5.967201 | 0.063424 | 0.0 | 0.0 | 0.0 | 6.030624 | 0.069799 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.635735 | 0.0 | 12.203275 | 0.036576 | 0.0 | 0.0 | 0.0 | 0.0 | 0.069799 |
| 1997-29-08 | 9.2 | 16.1 | 89.6 | 2.6 | 13.765561 | 0.1 | 0.0 | 0.0 | 0.1 | 13.765561 | 84.356885 | 8.648 | 16.1 | 2.084137 | 2.084137 | 18.326791 | 0.0 | 16.420805 | 18.828425 | 16.37055 | 0.0 | 0.0 | 0.0 | 6.648 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.648 | 6.648 | 0.0 | 0.0 | 0.0 | 0.0 | 6.648 | 6.648 | 0.0 | 0.0 | 0.0 | 0.0 | 7.402977 | 0.033611 | 0.0 | 0.0 | 0.0 | 7.436588 | 0.086072 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 355.365185 | 0.0 | 11.448297 | 0.002965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.086072 |
| 1997-30-08 | 0.0 | 17.0 | 78.3 | 2.1 | 13.692273 | 5.0 | 0.0 | 0.0 | 5.0 | 13.692273 | 142.309202 | 0.0 | 17.0 | 1.683342 | 1.683342 | 19.406929 | 0.0 | 15.195625 | 13.278507 | -22.32896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.339359 | 0.002725 | 0.0 | 0.0 | 0.0 | 5.342084 | 0.06183 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 374.794145 | 0.0 | 6.108938 | 0.00024 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06183 |
| 1997-31-08 | 0.0 | 18.2 | 78.5 | 2.1 | 13.618831 | 3.8 | 0.0 | 0.0 | 3.8 | 13.618831 | 126.722078 | 0.0 | 18.2 | 1.683342 | 1.683342 | 20.933479 | 0.0 | 16.432781 | 18.874047 | 4.044283 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.849141 | 0.000221 | 0.0 | 0.0 | 0.0 | 2.849362 | 0.032979 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 367.849862 | 0.0 | 3.259797 | 0.000019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032979 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
acre (winter)¶
None of the examples discussed so far dealt with snow processes. Thus, we now switch
from a warm August to a snowy December and adapt the initial conditions and the input
time series accordingly (those of global radiation and the astronomically possible
sunshine duration stem from the example
daily simulation winter of meteo_glob_morsim
):
>>> pub.timegrids = "2010-12-01", "2011-01-01", "1d"
>>> lnk(ACKER)
>>> model.aetmodel.parameters.control.cropheight.acker_dec = 0.05
>>> model.aetmodel.parameters.control.albedo.acker_dec = 0.1
>>> lai.acker_dec = 0.3
>>> model.aetmodel.parameters.control.leafareaindex.acker_dec = 0.3
>>> wg2z.dec = 8.6
>>> model.aetmodel.parameters.control.averagesoilheatflux.dec = -8.6
>>> test = IntegrationTest(land)
>>> test.dateformat = "%Y-%d-%m"
>>> test.inits = ((states.inzp, 0.0),
... (states.wats, 0.0),
... (states.waes, 0.0),
... (states.esnow, 0.0),
... (states.taus, 0.0),
... (states.ebdn, 0.0),
... (states.bowa, 72.0),
... (states.sdg1, 0.0),
... (states.sdg2, 0.0),
... (states.sig1, 0.0),
... (states.sig2, 0.0),
... (states.sbg, 0.0))
>>> inputs.nied.series = (
... 0.0, 11.1, 0.4, 1.2, 6.4, 0.0, 0.0, 0.0, 0.7, 3.3, 9.4, 0.2, 2.9, 0.0, 0.0,
... 6.7, 0.0, 0.1, 0.0, 0.2, 0.2, 2.4, 7.0, 0.2, 0.0, 1.2, 0.9, 0.0, 0.0, 0.2, 0.9)
>>> inputs.teml.series = (
... -5.8, -3.0, -5.6, -3.8, 0.2, -1.1, -2.9, -2.9, -2.1, -3.1, 5.1, 0.2, -3.5,
... -3.9, -6.3, -3.5, -7.3, -5.8, -7.9, -5.7, -5.6, -4.8, -1.1, -2.9, -9.1, -8.6,
... -5.3, -7.7, -9.2, -7.4, 1.7)
>>> inputs.windspeed.series = (
... 6.9, 5.2, 2.0, 4.3, 4.0, 2.4, 1.9, 1.8, 2.7, 3.0, 7.4, 5.7, 2.2, 3.1, 2.8, 3.7,
... 0.9, 1.3, 1.9, 2.4, 2.3, 4.6, 8.6, 7.6, 3.8, 1.5, 1.3, 3.0, 2.7, 1.4, 4.2)
>>> inputs.relativehumidity.series = (
... 70.3, 85.0, 95.9, 90.6, 96.5, 99.0, 99.2, 99.1, 96.9, 95.0, 90.6, 78.7, 90.5,
... 88.1, 92.8, 98.1, 96.6, 97.7, 95.8, 97.5, 95.0, 93.8, 94.9, 85.4, 87.2, 92.7,
... 97.8, 95.4, 94.9, 96.0, 96.5)
>>> model.radiationmodel.sequences.inputs.sunshineduration.series = (
... 3.5, 0.0, 0.1, 3.7, 0.0, 0.1, 0.0, 0.0, 4.4, 0.1, 0.2, 0.7, 0.0, 1.2, 3.0, 0.0,
... 0.0, 0.0, 0.0, 0.2, 0.8, 0.0, 0.0, 0.0, 3.2, 4.3, 0.0, 3.4, 0.0, 0.0, 4.0)
>>> aetinputs.atmosphericpressure.series = (
... 1015.0, 1007.0, 1005.0, 1008.0, 996.0, 998.0, 1004.0, 1006.0, 1009.0, 1018.0,
... 1004.0, 1012.0, 1020.0, 1025.0, 1023.0, 1000.0, 991.0, 997.0, 997.0, 997.0,
... 1004.0, 1007.0, 1004.0, 1008.0, 1018.0, 1019.0, 1017.0, 1022.0, 1024.0, 1021.0,
... 1016.0)
>>> aetinputs.windspeed.series = inputs.windspeed.series
>>> aetinputs.relativehumidity.series = inputs.relativehumidity.series
>>> inlet.sequences.sim.series = 0.0
>>> model.radiationmodel.sequences.inputs.possiblesunshineduration.series = (
... 7.64102946, 7.6096444, 7.57982377, 7.55159603, 7.52498861, 7.50002776,
... 7.47673851, 7.45514453, 7.43526809, 7.41712991, 7.40074913, 7.38614323,
... 7.3733279, 7.36231706, 7.35312273, 7.34575502, 7.34022207, 7.33653002,
... 7.33468296, 7.33468296, 7.33653002, 7.34022207, 7.34575502, 7.35312273,
... 7.36231706, 7.3733279, 7.38614323, 7.40074913, 7.41712991, 7.43526809,
... 7.45514453)
>>> model.radiationmodel.sequences.inputs.globalradiation.series = (
... 31.9427981, 9.8738984, 16.6834998, 31.8074275, 9.5325105, 16.1414844,
... 9.3414287, 9.2567644, 33.405815, 15.5911584, 15.8915442, 17.8235189, 8.941324,
... 19.6680679, 26.8315815, 8.8377384, 8.817416, 8.8041854, 8.7980439, 15.4647459,
... 17.8795412, 8.8221612, 8.8443961, 8.8737425, 27.7596417, 32.3287553, 9.0045823,
... 28.9823209, 9.1276454, 9.1999895, 32.0622345)
When comparing the following results with those of integration test
acre (winter) on lland_dd
, it is not immediately clear what
differences are due to the much higher complexities of the snow module of
lland_knauf
. But, at least, one can see that lland_knauf
allows for the
(re)freezing of liquid water within the snow layer. Refreezing occurs around
December 7, where the frozen water equivalent (WATS
) grows until it reaches to total
water equivalent (WAeS
) (a note for LARSIM users: currently, LARSIM does not
implement such a freezing feature; you can disable it in lland_knauf
through setting
RefreezeFlag
to False
):
>>> test.reset_inits()
>>> conditions = model.conditions
>>> conditions_acker_winter = test(
... "lland_knauf_acker_winter_daily",
... axis1=(inputs.nied, fluxes.wada), axis2=(states.waes, states.wats),
... get_conditions="2010-12-10")
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2010-01-12 | 0.0 | -5.8 | 70.3 | 6.9 | 7.641029 | 3.5 | 0.0 | 0.0 | 3.5 | 7.641029 | 31.942798 | 0.0 | -5.8 | 5.53098 | 5.53098 | 3.958114 | 0.0 | 2.782554 | 0.0 | 34.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.553793 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | -26.2 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-02-12 | 11.1 | -3.0 | 85.0 | 5.2 | 7.609644 | 0.0 | 0.0 | 0.0 | 0.0 | 7.609644 | 9.873898 | 10.434 | -3.0 | 4.168274 | 4.168274 | 4.893489 | 3.819164 | 4.159465 | -7.5456 | -7.683496 | 1.229506 | 27.862843 | -26.633337 | 10.374 | 10.374 | 0.0 | 0.0 | -0.16818 | -0.752835 | -6.265017 | 0.875479 | 0.0 | 0.0 | 0.406695 | 0.0 | -5.192276 | -28.305216 | -6.864155 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 10.54218 | 10.54218 | -1.572176 | 0.084415 | -9.916504 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-03-12 | 0.4 | -5.6 | 95.9 | 2.0 | 7.579824 | 0.1 | 0.0 | 0.0 | 0.1 | 7.579824 | 16.6835 | 0.376 | -5.6 | 1.603182 | 1.603182 | 4.019239 | 3.571122 | 3.85445 | -2.855953 | 25.666656 | 2.321028 | 37.526691 | -35.205663 | 0.376 | 0.376 | 0.0 | 0.0 | -0.073734 | -0.050934 | -7.133729 | 0.860879 | 0.0 | 0.0 | 0.487379 | 0.0 | -2.276422 | -7.001615 | 25.927626 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 10.991915 | 10.991915 | -1.88408 | 0.141806 | -26.98316 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-04-12 | 1.2 | -3.8 | 90.6 | 4.3 | 7.551596 | 3.7 | 0.0 | 0.0 | 3.7 | 7.551596 | 31.807427 | 1.128 | -3.8 | 3.446842 | 3.446842 | 4.608124 | 3.236431 | 4.17496 | -7.77115 | 3.742499 | 4.733805 | 55.893456 | -51.159651 | 1.128 | 1.128 | 0.0 | 0.0 | -0.402072 | -0.103687 | -8.3949 | 0.851173 | 0.0 | 0.0 | 0.636671 | 0.0 | -12.413282 | -34.530433 | 4.215936 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 12.521987 | 12.521987 | -2.461204 | 0.183441 | -22.125659 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-05-12 | 6.4 | 0.2 | 96.5 | 4.0 | 7.524989 | 0.0 | 0.0 | 0.0 | 0.0 | 7.524989 | 9.532511 | 6.016 | 0.2 | 3.206365 | 3.206365 | 6.197477 | 4.912922 | 5.980565 | -6.37219 | -20.550929 | 1.46096 | 15.889112 | -14.428152 | 6.016 | 2.7072 | 0.0 | 0.0 | -0.433968 | 0.045165 | -2.947035 | 0.846739 | 0.0 | 0.0 | 0.403076 | 0.403076 | -13.397994 | -22.438939 | -21.408781 | 0.977284 | 0.286525 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 15.998208 | 18.971955 | 0.0 | 0.203488 | 7.025269 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-06-12 | 0.0 | -1.1 | 99.0 | 2.4 | 7.500028 | 0.1 | 0.0 | 0.0 | 0.1 | 7.500028 | 16.141484 | 0.0 | -1.1 | 1.923819 | 1.923819 | 5.634754 | 5.151568 | 5.578406 | 0.0 | 13.867614 | 3.011254 | 28.07219 | -25.060937 | 0.0 | 0.0 | 0.0 | 0.0 | -0.123565 | 0.0 | -2.311269 | 0.813446 | 0.0 | 0.0 | 0.317535 | 0.317535 | -3.814858 | -6.150958 | 15.095121 | 0.994317 | 0.2966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 16.422008 | 19.09552 | 0.0 | 0.37888 | 1.757655 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-07-12 | 0.0 | -2.9 | 99.2 | 1.9 | 7.476739 | 0.0 | 0.0 | 0.0 | 0.0 | 7.476739 | 9.341429 | 0.0 | -2.9 | 1.523023 | 1.523023 | 4.930236 | 4.623647 | 4.890794 | 0.0 | 22.532218 | 1.983491 | 32.375277 | -30.391785 | 0.0 | 0.0 | 0.0 | 0.0 | -0.06757 | 0.0 | -3.75537 | 0.787667 | 0.0 | 0.0 | 0.511759 | 0.511759 | -2.086105 | -3.795136 | 24.510544 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 16.993687 | 19.16309 | 0.0 | 0.554272 | -12.174563 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-08-12 | 0.0 | -2.9 | 99.1 | 1.8 | 7.455145 | 0.0 | 0.0 | 0.0 | 0.0 | 7.455145 | 9.256764 | 0.0 | -2.9 | 1.442864 | 1.442864 | 4.930236 | 4.225088 | 4.885864 | -3.506274 | 8.636691 | 2.155749 | 27.170321 | -25.014571 | 0.0 | 0.0 | 0.0 | 0.0 | -0.1623 | 0.0 | -4.945723 | 0.767116 | 0.0 | 0.0 | 0.660412 | 0.660412 | -5.010735 | -8.814165 | 11.189672 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 17.803619 | 19.32539 | 0.0 | 0.729664 | -12.211254 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-09-12 | 0.7 | -2.1 | 96.9 | 2.7 | 7.435268 | 4.4 | 0.0 | 0.0 | 4.4 | 7.435268 | 33.405815 | 0.658 | -2.1 | 2.164296 | 2.164296 | 5.233109 | 3.897456 | 5.070883 | -3.516841 | 14.906113 | 8.184701 | 58.773789 | -50.589088 | 0.658 | 0.658 | 0.0 | 0.0 | -0.365433 | -0.033425 | -6.001193 | 0.754992 | 0.0 | 0.0 | 0.807756 | 0.807756 | -11.282099 | -21.311727 | 17.995262 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 19.62175 | 20.348822 | 0.0 | 0.853031 | -18.517366 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-10-12 | 3.3 | -3.1 | 95.0 | 3.0 | 7.41713 | 0.1 | 0.0 | 0.0 | 0.1 | 7.41713 | 15.591158 | 3.102 | -3.1 | 2.404774 | 2.404774 | 4.856984 | 4.02737 | 4.614135 | -5.333001 | 1.443584 | 3.649898 | 28.624554 | -24.974656 | 3.102 | 3.102 | 0.0 | 0.0 | -0.195603 | -0.232614 | -5.573599 | 0.765899 | 0.0 | 0.0 | 0.843328 | 0.727072 | -6.038888 | -14.46471 | 4.471057 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 23.646425 | 23.646425 | -0.449415 | 0.741299 | -11.36095 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-11-12 | 9.4 | 5.1 | 90.6 | 7.4 | 7.400749 | 0.2 | 0.0 | 0.0 | 0.2 | 7.400749 | 15.891544 | 8.836 | 5.1 | 5.931775 | 5.931775 | 8.790172 | 6.1078 | 7.963896 | -3.271954 | -19.631722 | 3.997614 | -0.754591 | 4.752205 | 8.836 | 0.0 | 0.0 | 0.0 | -1.215856 | 2.183707 | 0.0 | 0.748444 | 21.469498 | 21.469498 | 0.0 | 0.0 | -37.537452 | -58.603285 | -100.892942 | 0.945448 | 0.268161 | 30.468752 | 9.782248 | 0.0 | 0.0 | 0.0 | 0.0 | 9.782248 | 9.782248 | 0.0 | 0.0 | 0.0 | 0.0 | 2.518406 | 0.0 | 0.0 | 0.0 | 0.0 | 2.518406 | 0.029148 | 0.06 | 2.258412 | 3.229529 | 0.0 | 0.927266 | 16.870772 | 92.13271 | 7.263842 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.029148 |
| 2010-12-12 | 0.2 | 0.2 | 78.7 | 5.7 | 7.386143 | 0.7 | 0.0 | 0.0 | 0.7 | 7.386143 | 17.823519 | 0.188 | 0.2 | 4.56907 | 4.56907 | 6.197477 | 5.176439 | 4.877414 | 0.0 | 13.47911 | 4.716666 | 36.311921 | -31.595255 | 0.188 | 0.0846 | 0.0 | 0.0 | 0.158712 | 0.000762 | -2.246518 | 0.735368 | 0.0 | 0.0 | 0.061309 | 0.061309 | 4.899959 | -22.778338 | 13.716876 | 0.961225 | 0.277186 | 0.067022 | 0.02238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02238 | 0.02238 | 0.0 | 0.0 | 0.0 | 0.0 | 3.393537 | 0.0 | 0.0 | 0.0 | 0.0 | 3.393537 | 0.039277 | 0.06 | 2.29043 | 3.191795 | 0.0 | 1.094855 | 11.991662 | 92.177353 | 3.892684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.039277 |
| 2010-13-12 | 2.9 | -3.5 | 90.5 | 2.2 | 7.373328 | 0.0 | 0.0 | 0.0 | 0.0 | 7.373328 | 8.941324 | 2.726 | -3.5 | 1.763501 | 1.763501 | 4.713362 | 4.320033 | 4.265593 | 0.0 | 27.920468 | 2.237038 | 35.79395 | -33.556911 | 2.726 | 2.726 | 0.0 | 0.0 | 0.014964 | -0.230795 | -4.653411 | 0.749809 | 0.0 | 0.0 | 0.19865 | 0.19865 | 0.461981 | -5.561289 | 28.457603 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.815505 | 0.0 | 0.0 | 0.0 | 0.0 | 1.815505 | 0.021013 | 0.06 | 5.201893 | 5.902832 | 0.0 | 0.911303 | -7.328805 | 92.177353 | 2.077179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021013 |
| 2010-14-12 | 0.0 | -3.9 | 88.1 | 3.1 | 7.362317 | 1.2 | 0.0 | 0.0 | 1.2 | 7.362317 | 19.668068 | 0.0 | -3.9 | 2.484933 | 2.484933 | 4.57351 | 3.839218 | 4.029262 | -2.110696 | 24.517738 | 5.193227 | 46.426577 | -41.23335 | 0.0 | 0.0 | 0.0 | 0.0 | -0.064742 | 0.0 | -6.196986 | 0.735956 | 0.0 | 0.0 | 0.256166 | 0.256166 | -1.9988 | -13.726539 | 25.508011 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.968774 | 0.0 | 0.0 | 0.0 | 0.0 | 0.968774 | 0.011213 | 0.06 | 5.517923 | 5.967574 | 0.0 | 1.086695 | -23.246543 | 92.177353 | 1.108406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011213 |
| 2010-15-12 | 0.0 | -6.3 | 92.8 | 2.8 | 7.353123 | 3.0 | 0.0 | 0.0 | 3.0 | 7.353123 | 26.831581 | 0.0 | -6.3 | 2.244455 | 2.244455 | 3.808888 | 2.826211 | 3.534648 | -6.695004 | 20.484563 | 7.398757 | 57.721383 | -50.322626 | 0.0 | 0.0 | 0.0 | 0.0 | -0.225804 | 0.0 | -10.109098 | 0.724252 | 0.0 | 0.0 | 0.40603 | 0.40603 | -6.971296 | -21.297159 | 22.054171 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.516948 | 0.0 | 0.0 | 0.0 | 0.0 | 0.516948 | 0.005983 | 0.06 | 6.148107 | 6.193377 | 0.0 | 1.262087 | -35.131106 | 92.177353 | 0.591458 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005983 |
| 2010-16-12 | 6.7 | -3.5 | 98.1 | 3.7 | 7.345755 | 0.0 | 0.0 | 0.0 | 0.0 | 7.345755 | 8.837738 | 6.298 | -3.5 | 2.965888 | 2.965888 | 4.713362 | 3.578876 | 4.623808 | -10.117759 | -18.071922 | 1.897806 | 22.175395 | -20.277589 | 6.298 | 6.298 | 0.0 | 0.0 | -0.401816 | -0.533216 | -7.105772 | 0.785261 | 0.0 | 0.0 | 0.557439 | 0.045271 | -12.405366 | -24.322444 | -16.450222 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.275849 | 0.0 | 0.0 | 0.0 | 0.0 | 0.275849 | 0.003193 | 0.06 | 12.893193 | 12.893193 | -1.979911 | 0.572947 | -8.459184 | 92.177353 | 0.315608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003193 |
| 2010-17-12 | 0.0 | -7.3 | 96.6 | 0.9 | 7.340222 | 0.0 | 0.0 | 0.0 | 0.0 | 7.340222 | 8.817416 | 0.0 | -7.3 | 0.721432 | 0.721432 | 3.52531 | 3.261432 | 3.405449 | -2.436245 | 35.163253 | 1.957901 | 41.672557 | -39.714657 | 0.0 | 0.0 | 0.0 | 0.0 | -0.025897 | 0.0 | -8.296787 | 0.777951 | 0.0 | 0.0 | 0.669376 | 0.0 | -0.799522 | -3.144158 | 35.770977 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.147196 | 0.0 | 0.0 | 0.0 | 0.0 | 0.147196 | 0.001704 | 0.06 | 12.91909 | 12.91909 | -2.587635 | 0.632541 | -35.022438 | 92.177353 | 0.168412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001704 |
| 2010-18-12 | 0.1 | -5.8 | 97.7 | 1.3 | 7.33653 | 0.0 | 0.0 | 0.0 | 0.0 | 7.33653 | 8.804185 | 0.094 | -5.8 | 1.042069 | 1.042069 | 3.958114 | 2.837467 | 3.867077 | -10.086462 | -0.163598 | 2.001268 | 24.668697 | -22.667429 | 0.094 | 0.094 | 0.0 | 0.0 | -0.215254 | -0.013188 | -10.059196 | 0.772691 | 0.0 | 0.0 | 0.819112 | 0.0 | -6.645584 | -15.61979 | 0.402055 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.078546 | 0.0 | 0.0 | 0.0 | 0.0 | 0.078546 | 0.000909 | 0.06 | 13.228344 | 13.228344 | -3.166476 | 0.678288 | -26.25884 | 92.177353 | 0.089867 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000909 |
| 2010-19-12 | 0.0 | -7.9 | 95.8 | 1.9 | 7.334683 | 0.0 | 0.0 | 0.0 | 0.0 | 7.334683 | 8.798044 | 0.0 | -7.9 | 1.523023 | 1.523023 | 3.364296 | 2.72315 | 3.222996 | -7.562546 | 18.071092 | 2.044019 | 36.101415 | -34.057396 | 0.0 | 0.0 | 0.0 | 0.0 | -0.126427 | 0.0 | -10.574395 | 0.767673 | 0.0 | 0.0 | 0.875308 | 0.0 | -3.903213 | -11.865853 | 18.288329 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041913 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041913 | 0.000485 | 0.06 | 13.354771 | 13.354771 | -3.383713 | 0.724389 | -35.729932 | 92.177353 | 0.047954 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000485 |
| 2010-20-12 | 0.2 | -5.7 | 97.5 | 2.4 | 7.334683 | 0.2 | 0.0 | 0.0 | 0.2 | 7.334683 | 15.464746 | 0.188 | -5.7 | 1.923819 | 1.923819 | 3.988573 | 2.930765 | 3.888858 | -10.29022 | -3.828076 | 3.642564 | 28.19957 | -24.557007 | 0.188 | 0.188 | 0.0 | 0.0 | -0.277358 | -0.025922 | -9.652208 | 0.76446 | 0.0 | 0.0 | 0.817964 | 0.0 | -8.562936 | -20.069747 | -4.075676 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.022365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.022365 | 0.000259 | 0.06 | 13.820128 | 13.820128 | -3.162035 | 0.755264 | -23.301856 | 92.177353 | 0.025589 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000259 |
| 2010-21-12 | 0.2 | -5.6 | 95.0 | 2.3 | 7.33653 | 0.8 | 0.0 | 0.0 | 0.8 | 7.33653 | 17.879541 | 0.188 | -5.6 | 1.84366 | 1.84366 | 4.019239 | 3.128794 | 3.818277 | -6.710934 | 12.68525 | 4.271427 | 38.730209 | -34.458782 | 0.188 | 0.188 | 0.0 | 0.0 | -0.194557 | -0.025467 | -8.825143 | 0.7611 | 0.0 | 0.0 | 0.773574 | 0.0 | -6.006607 | -15.963992 | 12.488183 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011934 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011934 | 0.000138 | 0.06 | 14.202685 | 14.202685 | -2.990435 | 0.788759 | -27.387106 | 92.177353 | 0.013654 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000138 |
| 2010-22-12 | 2.4 | -4.8 | 93.8 | 4.6 | 7.340222 | 0.0 | 0.0 | 0.0 | 0.0 | 7.340222 | 8.822161 | 2.256 | -4.8 | 3.68732 | 3.68732 | 4.272186 | 3.442548 | 4.007311 | -7.887486 | -1.69314 | 1.989984 | 30.085589 | -28.095605 | 2.256 | 2.256 | 0.0 | 0.0 | -0.254336 | -0.261947 | -7.605297 | 0.774434 | 0.0 | 0.0 | 0.783269 | 0.0 | -7.852177 | -22.161033 | -1.917606 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006368 | 0.000074 | 0.06 | 16.713021 | 16.713021 | -3.027916 | 0.662853 | -17.093966 | 92.177353 | 0.007286 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000074 |
| 2010-23-12 | 7.0 | -1.1 | 94.9 | 8.6 | 7.345755 | 0.0 | 0.0 | 0.0 | 0.0 | 7.345755 | 8.844396 | 6.58 | -1.1 | 6.893685 | 6.893685 | 5.634754 | 4.876829 | 5.347381 | -4.923062 | -11.265049 | 1.665037 | 25.124268 | -23.459231 | 6.58 | 5.0995 | 0.0 | 0.0 | -0.349525 | -0.214608 | -3.045554 | 0.811741 | 0.0 | 0.0 | 0.472213 | 0.472213 | -10.790985 | -25.350365 | -12.682119 | 0.99104 | 0.294648 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003398 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003398 | 0.000039 | 0.06 | 22.61913 | 23.642546 | 0.0 | 0.38925 | 2.771083 | 92.177353 | 0.003888 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000039 |
| 2010-24-12 | 0.2 | -2.9 | 85.4 | 7.6 | 7.353123 | 0.0 | 0.0 | 0.0 | 0.0 | 7.353123 | 8.873743 | 0.188 | -2.9 | 6.092093 | 6.092093 | 4.930236 | 4.510204 | 4.210422 | 0.0 | 24.507813 | 1.88611 | 36.555032 | -34.668922 | 0.188 | 0.188 | 0.0 | 0.0 | 0.200759 | -0.013188 | -4.084636 | 0.78745 | 0.0 | 0.0 | 0.635341 | 0.635341 | 6.198095 | -13.916328 | 26.950689 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001813 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001813 | 0.000021 | 0.06 | 23.244981 | 23.629787 | 0.0 | 0.555937 | -13.13673 | 92.177353 | 0.002075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000021 |
| 2010-25-12 | 0.0 | -9.1 | 87.2 | 3.8 | 7.362317 | 3.2 | 0.0 | 0.0 | 3.2 | 7.362317 | 27.759642 | 0.0 | -9.1 | 3.046047 | 3.046047 | 3.061705 | 2.608657 | 2.669806 | -3.783378 | 43.959797 | 6.469629 | 71.439587 | -64.969959 | 0.0 | 0.0 | 0.0 | 0.0 | -0.023961 | 0.0 | -11.110011 | 0.766941 | 0.0 | 0.0 | 1.669599 | 0.384806 | -0.739762 | -13.816162 | 50.414034 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000968 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000968 | 0.000011 | 0.06 | 23.653748 | 23.653748 | -4.966676 | 0.731329 | -48.496527 | 92.177353 | 0.001107 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000011 |
| 2010-26-12 | 1.2 | -8.6 | 92.7 | 1.5 | 7.373328 | 4.3 | 0.0 | 0.0 | 4.3 | 7.373328 | 32.328755 | 1.128 | -8.6 | 1.202387 | 1.202387 | 3.184716 | 1.819251 | 2.952232 | -13.967 | 9.228637 | 7.422691 | 55.663436 | -48.240745 | 1.128 | 1.128 | 0.0 | 0.0 | -0.253432 | -0.234661 | -15.505106 | 0.7704 | 0.0 | 0.0 | 2.404399 | 0.0 | -7.824276 | -27.094386 | 13.322083 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000516 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000516 | 0.000006 | 0.06 | 25.03518 | 25.03518 | -9.294782 | 0.699032 | -49.125164 | 92.177353 | 0.000591 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000006 |
| 2010-27-12 | 0.9 | -5.3 | 97.8 | 1.3 | 7.386143 | 0.0 | 0.0 | 0.0 | 0.0 | 7.386143 | 9.004582 | 0.846 | -5.3 | 1.042069 | 1.042069 | 4.112496 | 2.537766 | 4.022021 | -14.148047 | -16.174968 | 2.040737 | 15.774476 | -13.733739 | 0.846 | 0.846 | 0.0 | 0.0 | -0.310303 | -0.108462 | -11.452219 | 0.773367 | 0.0 | 0.0 | 1.8547 | 0.0 | -9.580069 | -22.562094 | -18.408425 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000276 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000276 | 0.000003 | 0.06 | 26.191484 | 26.191484 | -7.169788 | 0.672269 | -24.350197 | 92.177353 | 0.000315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000003 |
| 2010-28-12 | 0.0 | -7.7 | 95.4 | 3.0 | 7.400749 | 3.4 | 0.0 | 0.0 | 3.4 | 7.400749 | 28.982321 | 0.0 | -7.7 | 2.404774 | 2.404774 | 3.417227 | 2.55336 | 3.260035 | -7.012857 | 26.180199 | 6.701461 | 61.689685 | -54.988224 | 0.0 | 0.0 | 0.0 | 0.0 | -0.235576 | 0.0 | -11.376223 | 0.768774 | 0.0 | 0.0 | 1.864481 | 0.0 | -7.272988 | -21.497223 | 26.218013 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000147 | 0.000002 | 0.06 | 26.427059 | 26.427059 | -7.207601 | 0.71406 | -41.930396 | 92.177353 | 0.000168 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000002 |
| 2010-29-12 | 0.0 | -9.2 | 94.9 | 2.7 | 7.41713 | 0.0 | 0.0 | 0.0 | 0.0 | 7.41713 | 9.127645 | 0.0 | -9.2 | 2.164296 | 2.164296 | 3.037615 | 2.253172 | 2.882696 | -12.075954 | 5.050047 | 2.150584 | 34.61242 | -32.461836 | 0.0 | 0.0 | 0.0 | 0.0 | -0.196048 | 0.0 | -12.917629 | 0.764388 | 0.0 | 0.0 | 2.136149 | 0.0 | -6.052657 | -20.308937 | 6.100242 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000078 | 0.000001 | 0.06 | 26.623108 | 26.623108 | -8.257797 | 0.755971 | -38.380443 | 92.177353 | 0.00009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000001 |
| 2010-30-12 | 0.2 | -7.4 | 96.0 | 1.4 | 7.435268 | 0.0 | 0.0 | 0.0 | 0.0 | 7.435268 | 9.199989 | 0.188 | -7.4 | 1.122228 | 1.122228 | 3.498009 | 2.475816 | 3.358088 | -11.053568 | 4.228358 | 2.189479 | 28.188233 | -25.998754 | 0.188 | 0.188 | 0.0 | 0.0 | -0.190901 | -0.033653 | -11.758294 | 0.762013 | 0.0 | 0.0 | 1.97269 | 0.0 | -5.89375 | -16.542186 | 3.562818 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000042 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000042 | 0.0 | 0.06 | 27.002009 | 27.002009 | -7.625909 | 0.779531 | -34.008802 | 92.177353 | 0.000048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-31-12 | 0.9 | 1.7 | 96.5 | 4.2 | 7.455145 | 4.0 | 0.0 | 0.0 | 4.0 | 7.455145 | 32.062235 | 0.846 | 1.7 | 3.366683 | 3.366683 | 6.907942 | 4.470314 | 6.666164 | -9.794535 | -33.554262 | 7.749127 | 41.691328 | -33.942201 | 0.846 | 0.06345 | 0.0 | 0.0 | -0.924662 | 0.067075 | -4.202158 | 0.75831 | 0.0 | 0.0 | 0.752906 | 0.752906 | -28.54733 | -43.597429 | -38.202558 | 0.973661 | 0.284405 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000022 | 0.0 | 0.06 | 28.742042 | 28.772671 | 0.0 | 0.817554 | 8.145461 | 92.177353 | 0.000026 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
conifers (winter)¶
Next, we repeat the integration test acre (winter) but select
the land use type NADELW
instead of ACKER
. Like for LAUBW
and MISCHW
,
lland_knauf
now modifies the global radiation, the net longwave radiation, and the
wind speed to take the shadowing effects of the tree canopies into account. Here, the
net effect of these modifications is that the total water equivalent’s peak amounts are
two to three times smaller than for land use type ACKER
. Also, snow evaporation
(EvS
) coincides with interception (EvI
) and soil evaporation (EvB
), which never
happens at non-forest sites, but this is a feature evap_aet_morsim
, not of
lland_knauf
:
>>> lnk(NADELW)
>>> model.aetmodel.parameters.control.surfaceresistance.nadelw = 56.0
>>> model.aetmodel.parameters.control.cropheight.nadelw = 10.0
>>> model.aetmodel.parameters.control.albedo.nadelw = 0.12
>>> lai.nadelw = 11.0
>>> model.aetmodel.parameters.control.leafareaindex.nadelw = 11.0
>>> conditions_nadelw_winter = test(
... "lland_knauf_nadelw_winter_daily",
... axis1=(inputs.nied, fluxes.wada), axis2=(states.waes, states.wats),
... get_conditions="2010-12-10")
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2010-01-12 | 0.0 | -5.8 | 70.3 | 6.9 | 7.641029 | 3.5 | 0.0 | 0.0 | 3.5 | 7.641029 | 31.942798 | 0.0 | -5.8 | 5.53098 | 2.449434 | 3.958114 | 0.0 | 2.782554 | 0.0 | 34.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.675021 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | -26.2 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-02-12 | 11.1 | -3.0 | 85.0 | 5.2 | 7.609644 | 0.0 | 0.0 | 0.0 | 0.0 | 7.609644 | 9.873898 | 10.434 | -3.0 | 4.168274 | 1.84595 | 4.893489 | 4.009414 | 4.159465 | -7.5456 | -11.481814 | 0.228337 | 3.616419 | -3.388082 | 8.234 | 8.234 | 1.794683 | 0.0 | -0.042372 | -0.597537 | -5.631964 | 0.875479 | 0.0 | 0.0 | 0.290182 | 0.0 | -1.308176 | -13.037488 | -10.957582 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.405317 | 8.276372 | 8.276372 | -1.121769 | 0.084415 | -6.118186 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-03-12 | 0.4 | -5.6 | 95.9 | 2.0 | 7.579824 | 0.1 | 0.0 | 0.0 | 0.1 | 7.579824 | 16.6835 | 0.376 | -5.6 | 1.603182 | 0.709981 | 4.019239 | 4.166471 | 3.85445 | -1.762038 | 20.202401 | 0.435485 | 17.344132 | -16.908647 | 0.0 | 0.0 | 0.129738 | 0.0 | 0.055781 | 0.0 | -5.129104 | 0.859447 | 0.0 | 0.0 | 0.265633 | 0.0 | 1.722139 | 1.476714 | 20.1075 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.651579 | 8.220592 | 8.220592 | -1.026867 | 0.147764 | -17.720587 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-04-12 | 1.2 | -3.8 | 90.6 | 4.3 | 7.551596 | 3.7 | 0.0 | 0.0 | 3.7 | 7.551596 | 31.807427 | 1.128 | -3.8 | 3.446842 | 1.526459 | 4.608124 | 4.014615 | 4.17496 | -5.103529 | 3.069047 | 0.918227 | 13.393648 | -12.475422 | 0.0 | 0.0 | 0.584565 | 0.0 | -0.040607 | 0.0 | -5.615037 | 0.844555 | 0.0 | 0.0 | 0.288839 | 0.0 | -1.253665 | -8.063001 | 3.158756 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.195014 | 8.261198 | 8.261198 | -1.116576 | 0.213614 | -12.189634 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-05-12 | 6.4 | 0.2 | 96.5 | 4.0 | 7.524989 | 0.0 | 0.0 | 0.0 | 0.0 | 7.524989 | 9.532511 | 6.016 | 0.2 | 3.206365 | 1.419962 | 6.197477 | 5.323469 | 5.980565 | -3.510615 | -9.848154 | 0.289543 | 3.867776 | -3.578233 | 5.011014 | 2.254956 | 0.342799 | 0.0 | -0.160024 | 0.03762 | -1.869256 | 0.836446 | 0.0 | 0.0 | 0.187585 | 0.187585 | -4.940454 | -8.839733 | -10.201955 | 0.979763 | 0.287981 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.857201 | 10.832795 | 13.432236 | 0.0 | 0.252752 | 6.25852 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-06-12 | 0.0 | -1.1 | 99.0 | 2.4 | 7.500028 | 0.1 | 0.0 | 0.0 | 0.1 | 7.500028 | 16.141484 | 0.0 | -1.1 | 1.923819 | 0.851977 | 5.634754 | 5.474524 | 5.578406 | 0.0 | 8.946827 | 0.582856 | 12.038612 | -11.455757 | 0.0 | 0.0 | 0.033701 | 0.0 | -0.019917 | 0.0 | -1.491138 | 0.805566 | 0.0 | 0.0 | 0.149667 | 0.149667 | -0.614896 | -1.31546 | 9.5254 | 0.980884 | 0.28864 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.8235 | 10.998746 | 13.452153 | 0.0 | 0.428144 | 5.911693 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-07-12 | 0.0 | -2.9 | 99.2 | 1.9 | 7.476739 | 0.0 | 0.0 | 0.0 | 0.0 | 7.476739 | 9.341429 | 0.0 | -2.9 | 1.523023 | 0.674482 | 4.930236 | 5.036854 | 4.890794 | 0.0 | 15.681283 | 0.379164 | 15.392937 | -15.013773 | 0.0 | 0.0 | 0.001011 | 0.0 | 0.025639 | 0.0 | -2.613547 | 0.781441 | 0.0 | 0.0 | 0.260254 | 0.260254 | 0.791547 | 0.882037 | 16.687357 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.822489 | 11.237542 | 13.426514 | 0.0 | 0.603536 | -1.169591 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-08-12 | 0.0 | -2.9 | 99.1 | 1.8 | 7.455145 | 0.0 | 0.0 | 0.0 | 0.0 | 7.455145 | 9.256764 | 0.0 | -2.9 | 1.442864 | 0.638983 | 4.930236 | 4.98944 | 4.885864 | -0.336842 | 14.420543 | 0.409024 | 14.831397 | -14.422374 | 0.0 | 0.0 | 0.005587 | 0.0 | 0.017846 | 0.0 | -2.740266 | 0.762073 | 0.0 | 0.0 | 0.267884 | 0.267884 | 0.550961 | 0.482776 | 15.456111 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.816902 | 11.490133 | 13.408669 | 0.0 | 0.778928 | -6.990133 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-09-12 | 0.7 | -2.1 | 96.9 | 2.7 | 7.435268 | 4.4 | 0.0 | 0.0 | 4.4 | 7.435268 | 33.405815 | 0.658 | -2.1 | 2.164296 | 0.958474 | 5.233109 | 4.791747 | 5.070883 | -2.013158 | 7.60331 | 1.562377 | 16.297167 | -14.734789 | 0.274902 | 0.274902 | -0.145824 | 0.0 | -0.056229 | -0.013965 | -3.280377 | 0.748164 | 0.0 | 0.0 | 0.320391 | 0.320391 | -1.735965 | -4.17093 | 8.827894 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.345824 | 12.135087 | 13.739799 | 0.0 | 0.930578 | -5.993443 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-10-12 | 3.3 | -3.1 | 95.0 | 3.0 | 7.41713 | 0.1 | 0.0 | 0.0 | 0.1 | 7.41713 | 15.591158 | 3.102 | -3.1 | 2.404774 | 1.064971 | 4.856984 | 4.725379 | 4.614135 | -1.726112 | 10.440055 | 0.687586 | 13.074297 | -12.386711 | 3.247824 | 3.247824 | 0.333091 | 0.0 | 0.023489 | -0.243549 | -3.466121 | 0.762533 | 0.0 | 0.0 | 0.403366 | 0.403366 | 0.725197 | -1.356094 | 11.755814 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.866909 | 15.764449 | 16.964134 | 0.0 | 0.774318 | -7.833498 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-11-12 | 9.4 | 5.1 | 90.6 | 7.4 | 7.400749 | 0.2 | 0.0 | 0.0 | 0.2 | 7.400749 | 15.891544 | 8.836 | 5.1 | 5.931775 | 2.626929 | 8.790172 | 6.1078 | 7.963896 | -2.256047 | -13.536284 | 0.750864 | -11.576952 | 12.327816 | 8.502909 | 0.0 | 2.2 | 0.020689 | -0.656354 | 1.378787 | 0.0 | 0.745581 | 13.469568 | 13.469568 | 0.0 | 0.0 | -20.263798 | -31.635741 | -64.227355 | 0.953751 | 0.272893 | 22.74617 | 7.343664 | 0.0 | 0.0 | 0.0 | 0.0 | 7.343664 | 7.343664 | 0.0 | 0.0 | 0.0 | 0.0 | 1.890601 | 0.0 | 0.0 | 0.0 | 0.0 | 1.890601 | 0.021882 | 0.0 | 2.361698 | 3.377227 | 0.0 | 0.961631 | 14.302786 | 86.706796 | 5.453063 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021882 |
| 2010-12-12 | 0.2 | 0.2 | 78.7 | 5.7 | 7.386143 | 0.7 | 0.0 | 0.0 | 0.7 | 7.386143 | 17.823519 | 0.188 | 0.2 | 4.56907 | 2.023445 | 6.197477 | 5.568922 | 4.877414 | 0.0 | 7.556989 | 0.885774 | 9.846507 | -8.960734 | 0.0 | 0.0 | 0.188 | 0.683908 | 0.206468 | 0.0 | -1.259498 | 0.732401 | 0.0 | 0.0 | 0.034647 | 0.034647 | 6.374329 | -7.644139 | 7.690923 | 0.950379 | 0.270966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.543248 | 0.0 | 0.0 | 0.0 | 0.0 | 2.543248 | 0.029436 | 0.0 | 2.249843 | 3.17076 | 0.0 | 1.137023 | 15.345798 | 86.022888 | 2.909814 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.029436 |
| 2010-13-12 | 2.9 | -3.5 | 90.5 | 2.2 | 7.373328 | 0.0 | 0.0 | 0.0 | 0.0 | 7.373328 | 8.941324 | 2.726 | -3.5 | 1.763501 | 0.780979 | 4.713362 | 4.810831 | 4.265593 | 0.0 | 19.364316 | 0.454567 | 16.130859 | -15.676292 | 0.526 | 0.526 | 0.463667 | 0.0 | 0.101005 | -0.044533 | -3.227386 | 0.726252 | 0.0 | 0.0 | 0.093316 | 0.093316 | 3.118348 | 0.885877 | 19.680517 | 0.985186 | 0.291177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.357105 | 0.0 | 0.0 | 0.0 | 0.0 | 1.357105 | 0.015707 | 1.736333 | 2.790766 | 3.595755 | 0.0 | 1.230056 | 4.581482 | 86.022888 | 1.552709 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015707 |
| 2010-14-12 | 0.0 | -3.9 | 88.1 | 3.1 | 7.362317 | 1.2 | 0.0 | 0.0 | 1.2 | 7.362317 | 19.668068 | 0.0 | -3.9 | 2.484933 | 1.10047 | 4.57351 | 4.646441 | 4.029262 | 0.0 | 22.140455 | 1.037523 | 18.6965 | -17.658977 | 0.0 | 0.0 | 0.74798 | 0.0 | 0.132317 | 0.0 | -3.690076 | 0.715953 | 0.0 | 0.0 | 0.101676 | 0.101676 | 4.085059 | 0.789473 | 22.533509 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.724166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.724166 | 0.008382 | 0.988353 | 2.786006 | 3.463438 | 0.0 | 1.405448 | -8.958973 | 86.022888 | 0.828543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008382 |
| 2010-15-12 | 0.0 | -6.3 | 92.8 | 2.8 | 7.353123 | 3.0 | 0.0 | 0.0 | 3.0 | 7.353123 | 26.831581 | 0.0 | -6.3 | 2.244455 | 0.993973 | 3.808888 | 3.8451 | 3.534648 | -2.580184 | 21.581439 | 1.459756 | 21.257217 | -19.797461 | 0.0 | 0.0 | 0.185292 | 0.0 | 0.063542 | 0.0 | -6.177091 | 0.707053 | 0.0 | 0.0 | 0.160142 | 0.160142 | 1.961759 | 0.441288 | 22.200508 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.386423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.386423 | 0.004472 | 0.803061 | 2.892097 | 3.399896 | 0.0 | 1.58084 | -21.940412 | 86.022888 | 0.44212 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004472 |
| 2010-16-12 | 6.7 | -3.5 | 98.1 | 3.7 | 7.345755 | 0.0 | 0.0 | 0.0 | 0.0 | 7.345755 | 8.837738 | 6.298 | -3.5 | 2.965888 | 1.313465 | 4.713362 | 4.106014 | 4.623808 | -6.318839 | -5.989098 | 0.410116 | 6.34533 | -5.935214 | 4.901061 | 4.901061 | 0.125607 | 0.0 | -0.121069 | -0.414945 | -5.320656 | 0.750126 | 0.0 | 0.0 | 0.293333 | 0.293333 | -3.73781 | -7.467498 | -5.270094 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2062 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2062 | 0.002387 | 2.074393 | 8.204433 | 8.422026 | 0.0 | 0.907629 | -7.351314 | 86.022888 | 0.23592 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002387 |
| 2010-17-12 | 0.0 | -7.3 | 96.6 | 0.9 | 7.340222 | 0.0 | 0.0 | 0.0 | 0.0 | 7.340222 | 8.817416 | 0.0 | -7.3 | 0.721432 | 0.319491 | 3.52531 | 3.867045 | 3.405449 | -2.117178 | 23.915569 | 0.431941 | 20.577376 | -20.145435 | 0.0 | 0.0 | 0.027374 | 0.0 | 0.06608 | 0.0 | -6.103107 | 0.736223 | 0.0 | 0.0 | 0.329975 | 0.217594 | 2.04011 | 3.005622 | 25.191167 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.11003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.11003 | 0.001274 | 2.047019 | 8.355946 | 8.355946 | -0.434437 | 1.083021 | -22.666883 | 86.022888 | 0.125889 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001274 |
| 2010-18-12 | 0.1 | -5.8 | 97.7 | 1.3 | 7.33653 | 0.0 | 0.0 | 0.0 | 0.0 | 7.33653 | 8.804185 | 0.094 | -5.8 | 1.042069 | 0.461488 | 3.958114 | 3.588204 | 3.867077 | -6.528062 | 3.264901 | 0.442354 | 9.530158 | -9.087804 | 0.0 | 0.0 | 0.029554 | 0.0 | -0.043534 | 0.0 | -7.072213 | 0.729458 | 0.0 | 0.0 | 0.369786 | 0.0 | -1.344041 | -3.483801 | 4.259962 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.058713 | 0.0 | 0.0 | 0.0 | 0.0 | 0.058713 | 0.00068 | 2.111465 | 8.39948 | 8.39948 | -1.429498 | 1.180569 | -17.331784 | 86.022888 | 0.067176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00068 |
| 2010-19-12 | 0.0 | -7.9 | 95.8 | 1.9 | 7.334683 | 0.0 | 0.0 | 0.0 | 0.0 | 7.334683 | 8.798044 | 0.0 | -7.9 | 1.523023 | 0.674482 | 3.364296 | 3.393896 | 3.222996 | -4.991554 | 16.777576 | 0.448009 | 16.106832 | -15.658823 | 0.0 | 0.0 | 0.112396 | 0.0 | 0.029999 | 0.0 | -7.787816 | 0.725807 | 0.0 | 0.0 | 0.409325 | 0.0 | 0.926166 | 0.345432 | 16.930421 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03133 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03133 | 0.000363 | 1.999069 | 8.369481 | 8.369481 | -1.582343 | 1.237097 | -25.50936 | 86.022888 | 0.035846 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000363 |
| 2010-20-12 | 0.2 | -5.7 | 97.5 | 2.4 | 7.334683 | 0.2 | 0.0 | 0.0 | 0.2 | 7.334683 | 15.464746 | 0.188 | -5.7 | 1.923819 | 0.851977 | 3.988573 | 3.514448 | 3.888858 | -7.346696 | -0.041947 | 0.796911 | 8.389385 | -7.592473 | 0.0 | 0.0 | 0.092286 | 0.0 | -0.071784 | 0.0 | -7.339705 | 0.722526 | 0.0 | 0.0 | 0.384394 | 0.0 | -2.216201 | -5.514594 | -0.138321 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.016718 | 0.0 | 0.0 | 0.0 | 0.0 | 0.016718 | 0.000193 | 2.094783 | 8.441265 | 8.441265 | -1.485969 | 1.290472 | -16.867413 | 86.022888 | 0.019128 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000193 |
| 2010-21-12 | 0.2 | -5.6 | 95.0 | 2.3 | 7.33653 | 0.8 | 0.0 | 0.0 | 0.8 | 7.33653 | 17.879541 | 0.188 | -5.6 | 1.84366 | 0.816478 | 4.019239 | 3.770073 | 3.818277 | -4.857815 | 9.450477 | 0.930128 | 13.244216 | -12.314088 | 0.082783 | 0.082783 | 0.167051 | 0.0 | -0.009086 | -0.011214 | -6.432895 | 0.719882 | 0.0 | 0.0 | 0.343125 | 0.0 | -0.280508 | -2.753853 | 9.279726 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008921 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008921 | 0.000103 | 2.032949 | 8.533134 | 8.533134 | -1.326432 | 1.335375 | -17.71789 | 86.022888 | 0.010207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000103 |
| 2010-22-12 | 2.4 | -4.8 | 93.8 | 4.6 | 7.340222 | 0.0 | 0.0 | 0.0 | 0.0 | 7.340222 | 8.822161 | 2.256 | -4.8 | 3.68732 | 1.632956 | 4.272186 | 3.939138 | 4.007311 | -5.102752 | 4.559358 | 0.43617 | 10.388081 | -9.951911 | 2.088949 | 2.088949 | 0.580986 | 0.0 | -0.017927 | -0.24255 | -5.862645 | 0.733783 | 0.0 | 0.0 | 0.389676 | 0.0 | -0.553455 | -4.901695 | 4.49676 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00476 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00476 | 0.000055 | 1.619014 | 10.64001 | 10.64001 | -1.506385 | 1.117179 | -13.677248 | 86.022888 | 0.005446 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000055 |
| 2010-23-12 | 7.0 | -1.1 | 94.9 | 8.6 | 7.345755 | 0.0 | 0.0 | 0.0 | 0.0 | 7.345755 | 8.844396 | 6.58 | -1.1 | 6.893685 | 3.052917 | 5.634754 | 5.020182 | 5.347381 | -3.939047 | -7.686385 | 0.372322 | 6.831659 | -6.459337 | 5.999014 | 4.649236 | 1.086744 | 0.0 | -0.128418 | -0.195659 | -2.657983 | 0.773324 | 0.0 | 0.0 | 0.299268 | 0.299268 | -3.964676 | -10.726197 | -8.231536 | 0.991563 | 0.294959 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00254 | 0.000029 | 1.113256 | 15.708823 | 16.767441 | 0.0 | 0.672649 | 2.609137 | 86.022888 | 0.002906 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000029 |
| 2010-24-12 | 0.2 | -2.9 | 85.4 | 7.6 | 7.353123 | 0.0 | 0.0 | 0.0 | 0.0 | 7.353123 | 8.873743 | 0.188 | -2.9 | 6.092093 | 2.697927 | 4.930236 | 4.859622 | 4.210422 | 0.0 | 18.556505 | 0.403012 | 14.293546 | -13.890533 | 0.0 | 0.0 | 1.301256 | 0.210203 | 0.233775 | 0.0 | -3.092751 | 0.755451 | 0.0 | 0.0 | 0.345052 | 0.345052 | 7.217399 | -1.217546 | 19.890385 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001355 | 0.000016 | 0.0 | 15.830048 | 16.533666 | 0.0 | 0.848041 | -7.347368 | 85.812685 | 0.001551 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000016 |
| 2010-25-12 | 0.0 | -9.1 | 87.2 | 3.8 | 7.362317 | 3.2 | 0.0 | 0.0 | 3.2 | 7.362317 | 27.759642 | 0.0 | -9.1 | 3.046047 | 1.348964 | 3.061705 | 3.406529 | 2.669806 | -2.116042 | 33.744938 | 1.336909 | 27.26332 | -25.926411 | 0.0 | 0.0 | 0.0 | 0.151738 | 0.174644 | 0.0 | -7.740198 | 0.740676 | 0.0 | 0.0 | 0.834984 | 0.703618 | 5.391841 | 5.654519 | 36.972772 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000723 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000723 | 0.000008 | 0.0 | 16.359022 | 16.359022 | -0.507831 | 1.023433 | -32.492307 | 85.660946 | 0.000828 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000008 |
| 2010-26-12 | 1.2 | -8.6 | 92.7 | 1.5 | 7.373328 | 4.3 | 0.0 | 0.0 | 4.3 | 7.373328 | 32.328755 | 1.128 | -8.6 | 1.202387 | 0.532486 | 3.184716 | 2.803445 | 2.952232 | -9.357784 | 5.116691 | 1.608566 | 15.598098 | -13.989532 | 0.0 | 0.0 | -0.08782 | 0.0 | -0.02419 | 0.0 | -10.210566 | 0.73208 | 0.0 | 0.0 | 1.045218 | 0.0 | -0.746832 | -4.593297 | 8.649402 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000386 | 0.000004 | 1.21582 | 16.383212 | 16.383212 | -4.040543 | 1.141686 | -29.008997 | 85.660946 | 0.000442 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000004 |
| 2010-27-12 | 0.9 | -5.3 | 97.8 | 1.3 | 7.386143 | 0.0 | 0.0 | 0.0 | 0.0 | 7.386143 | 9.004582 | 0.846 | -5.3 | 1.042069 | 0.461488 | 4.112496 | 3.425855 | 4.022021 | -8.354591 | -4.121585 | 0.453115 | 4.686537 | -4.233422 | 0.0 | 0.0 | 0.030409 | 0.0 | -0.093066 | 0.0 | -7.66766 | 0.729044 | 0.0 | 0.0 | 0.786071 | 0.0 | -2.873249 | -6.483554 | -5.123381 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000206 | 0.000002 | 2.031411 | 16.476278 | 16.476278 | -3.038746 | 1.186839 | -16.287412 | 85.660946 | 0.000236 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000002 |
| 2010-28-12 | 0.0 | -7.7 | 95.4 | 3.0 | 7.400749 | 3.4 | 0.0 | 0.0 | 3.4 | 7.400749 | 28.982321 | 0.0 | -7.7 | 2.404774 | 1.064971 | 3.417227 | 3.373812 | 3.260035 | -4.690775 | 19.03839 | 1.477129 | 20.476117 | -18.998988 | 0.0 | 0.0 | 0.014952 | 0.0 | 0.024024 | 0.0 | -7.86384 | 0.725565 | 0.0 | 0.0 | 0.810762 | 0.0 | 0.741708 | -0.606855 | 19.133841 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00011 | 0.000001 | 2.016459 | 16.452253 | 16.452253 | -3.134197 | 1.240961 | -26.725803 | 85.660946 | 0.000126 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000001 |
| 2010-29-12 | 0.0 | -9.2 | 94.9 | 2.7 | 7.41713 | 0.0 | 0.0 | 0.0 | 0.0 | 7.41713 | 9.127645 | 0.0 | -9.2 | 2.164296 | 0.958474 | 3.037615 | 2.932544 | 2.882696 | -7.697031 | 11.685178 | 0.470725 | 14.120895 | -13.650171 | 0.0 | 0.0 | 0.205881 | 0.0 | 0.010041 | 0.0 | -9.644561 | 0.722308 | 0.0 | 0.0 | 0.992905 | 0.0 | 0.310004 | -1.570882 | 12.389293 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000059 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000059 | 0.000001 | 1.810578 | 16.442212 | 16.442212 | -3.838313 | 1.294107 | -29.810981 | 85.660946 | 0.000067 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000001 |
| 2010-30-12 | 0.2 | -7.4 | 96.0 | 1.4 | 7.435268 | 0.0 | 0.0 | 0.0 | 0.0 | 7.435268 | 9.199989 | 0.188 | -7.4 | 1.122228 | 0.496987 | 3.498009 | 3.082 | 3.358088 | -8.585562 | 2.584381 | 0.479155 | 8.687356 | -8.208202 | 0.0 | 0.0 | 0.077402 | 0.0 | -0.043993 | 0.0 | -9.016293 | 0.719558 | 0.0 | 0.0 | 0.927658 | 0.0 | -1.358221 | -4.517826 | 2.332154 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000031 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000031 | 0.0 | 1.921177 | 16.486206 | 16.486206 | -3.586087 | 1.340999 | -23.795361 | 85.660946 | 0.000036 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-31-12 | 0.9 | 1.7 | 96.5 | 4.2 | 7.455145 | 4.0 | 0.0 | 0.0 | 4.0 | 7.455145 | 32.062235 | 0.846 | 1.7 | 3.366683 | 1.49096 | 6.907942 | 5.130481 | 6.666164 | -6.853064 | -26.920086 | 1.685226 | 1.916828 | -0.231602 | 0.567177 | 0.042538 | 0.111701 | 0.0 | -0.383932 | 0.044969 | -2.366383 | 0.716979 | 0.0 | 0.0 | 0.260314 | 0.260314 | -11.853233 | -17.833268 | -29.454898 | 0.962088 | 0.277684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000017 | 0.0 | 2.088299 | 17.167039 | 17.437315 | 0.0 | 1.386749 | 11.724724 | 85.660946 | 0.000019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
acre (snow surface temperature)¶
In integration test acre (winter), lland_knauf
assumes that
the snow layer has a constant temperature over its complete depth. For less simplified
modelling of the processes within the snow layer, one can enable an iterative
adjustment of the snow surface temperature (see method Return_TempSSurface_V1
).
Therefore, one must set the thermal conductivity of the top snow layer (KTSchnee
) to
a value smaller than inf
. The lower the conductivity, the higher the possible
differences between the bulk and the surface temperature of the snow layer. Setting it
to zero (which is not advisable) would prevent any thermal exchange. Setting it to
inf
results in an infinitely fast exchange, avoiding any temperature
differences within the snow layer.
We show what happens when we use the default KTSchnee
value used by LARSIM. In
integration test acre (winter), with \(KTSchnee = inf\),
nearly the complete frozen water equivalent melts on December 11, when the average air
temperature is 5 °C. In our next test, with \(KTSchnee = 5 W/m²/K\), the limited
thermal conductivity of the top snow layer weakens the energy flux into the snow layer
and fewer snow melts. The snow surface temperature rises faster than the bulk
temperature, and the higher surface temperature results in smaller sensible
(WSensSnow
) and latent (WLatSnow
) heat fluxes from the atmosphere into the snow
layer and larger longwave radiation losses (NetLongwaveRadiationSnow
):
>>> lnk(ACKER)
>>> ktschnee(5.0)
>>> conditions_acker_winter_ktschnee = test(
... "lland_knauf_acker_winter_ktschnee_daily",
... axis1=(inputs.nied, fluxes.wada), axis2=(states.waes, states.wats),
... get_conditions="2010-12-10")
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2010-01-12 | 0.0 | -5.8 | 70.3 | 6.9 | 7.641029 | 3.5 | 0.0 | 0.0 | 3.5 | 7.641029 | 31.942798 | 0.0 | -5.8 | 5.53098 | 5.53098 | 3.958114 | 0.0 | 2.782554 | 0.0 | 34.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.553793 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | -26.2 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-02-12 | 11.1 | -3.0 | 85.0 | 5.2 | 7.609644 | 0.0 | 0.0 | 0.0 | 0.0 | 7.609644 | 9.873898 | 10.434 | -3.0 | 4.168274 | 4.168274 | 4.893489 | 3.874827 | 4.159465 | -7.5456 | -4.524364 | 1.229506 | 28.674485 | -27.444979 | 10.374 | 10.374 | 0.0 | 0.0 | -0.140671 | -0.752835 | -6.07696 | 0.875479 | 0.0 | 0.0 | 0.440874 | 0.0 | -4.342973 | -26.674903 | -3.572896 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 10.514671 | 10.514671 | -1.704304 | 0.084415 | -13.075636 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-03-12 | 0.4 | -5.6 | 95.9 | 2.0 | 7.579824 | 0.1 | 0.0 | 0.0 | 0.1 | 7.579824 | 16.6835 | 0.376 | -5.6 | 1.603182 | 1.603182 | 4.019239 | 3.243675 | 3.85445 | -3.765783 | 12.660208 | 2.311282 | 32.300381 | -29.989098 | 0.376 | 0.376 | 0.0 | 0.0 | -0.15895 | -0.050934 | -8.366401 | 0.861463 | 0.0 | 0.0 | 0.400426 | 0.0 | -4.90731 | -12.628873 | 12.452915 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 11.049621 | 11.049621 | -1.547945 | 0.139393 | -17.135843 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-04-12 | 1.2 | -3.8 | 90.6 | 4.3 | 7.551596 | 3.7 | 0.0 | 0.0 | 3.7 | 7.551596 | 31.807427 | 1.128 | -3.8 | 3.446842 | 3.446842 | 4.608124 | 3.313259 | 4.17496 | -4.935123 | 8.499536 | 4.759177 | 57.155746 | -52.396569 | 1.128 | 1.128 | 0.0 | 0.0 | -0.369159 | -0.103687 | -8.095503 | 0.850375 | 0.0 | 0.0 | 0.484009 | 0.0 | -11.397129 | -32.280484 | 8.718956 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 12.54678 | 12.54678 | -1.871052 | 0.186998 | -17.03538 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-05-12 | 6.4 | 0.2 | 96.5 | 4.0 | 7.524989 | 0.0 | 0.0 | 0.0 | 0.0 | 7.524989 | 9.532511 | 6.016 | 0.2 | 3.206365 | 3.206365 | 6.197477 | 5.232243 | 5.980565 | -4.906189 | -7.697363 | 1.485911 | 19.686689 | -18.200779 | 6.016 | 2.7072 | 0.0 | 0.0 | -0.304172 | 0.045165 | -2.102229 | 0.844122 | 0.0 | 0.0 | 0.496132 | 0.496132 | -9.390793 | -16.415317 | -7.605332 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 16.008195 | 18.866952 | 0.0 | 0.215645 | -0.738016 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-06-12 | 0.0 | -1.1 | 99.0 | 2.4 | 7.500028 | 0.1 | 0.0 | 0.0 | 0.1 | 7.500028 | 16.141484 | 0.0 | -1.1 | 1.923819 | 1.923819 | 5.634754 | 4.935069 | 5.578406 | -0.212549 | 6.90279 | 3.04348 | 25.486763 | -22.443283 | 0.0 | 0.0 | 0.0 | 0.0 | -0.186239 | 0.0 | -2.886897 | 0.81145 | 0.0 | 0.0 | 0.185379 | 0.185379 | -5.749809 | -9.074059 | 7.619416 | 0.996898 | 0.298142 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 16.353424 | 19.053191 | 0.0 | 0.391037 | 0.959194 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-07-12 | 0.0 | -2.9 | 99.2 | 1.9 | 7.476739 | 0.0 | 0.0 | 0.0 | 0.0 | 7.476739 | 9.341429 | 0.0 | -2.9 | 1.523023 | 1.523023 | 4.930236 | 4.29691 | 4.890794 | 0.0 | 12.29543 | 1.998184 | 28.103018 | -26.104834 | 0.0 | 0.0 | 0.0 | 0.0 | -0.150212 | 0.0 | -4.724073 | 0.786094 | 0.0 | 0.0 | 0.279053 | 0.279053 | -4.637544 | -8.093116 | 13.374174 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 16.763604 | 19.203403 | 0.0 | 0.566429 | -2.736236 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-08-12 | 0.0 | -2.9 | 99.1 | 1.8 | 7.455145 | 0.0 | 0.0 | 0.0 | 0.0 | 7.455145 | 9.256764 | 0.0 | -2.9 | 1.442864 | 1.442864 | 4.930236 | 4.242856 | 4.885864 | -0.788036 | 10.465352 | 2.167515 | 27.41168 | -25.244165 | 0.0 | 0.0 | 0.0 | 0.0 | -0.157936 | 0.0 | -4.89058 | 0.765845 | 0.0 | 0.0 | 0.343075 | 0.343075 | -4.875997 | -8.576577 | 11.791592 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 17.247371 | 19.361339 | 0.0 | 0.741821 | -4.601588 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-09-12 | 0.7 | -2.1 | 96.9 | 2.7 | 7.435268 | 4.4 | 0.0 | 0.0 | 4.4 | 7.435268 | 33.405815 | 0.658 | -2.1 | 2.164296 | 2.164296 | 5.233109 | 3.812675 | 5.070883 | -1.325257 | 12.55224 | 8.219632 | 57.539469 | -49.319838 | 0.658 | 0.658 | 0.0 | 0.0 | -0.391835 | -0.033425 | -6.287098 | 0.753946 | 0.0 | 0.0 | 0.473439 | 0.473439 | -12.09724 | -22.873591 | 14.349006 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 18.738535 | 20.411175 | 0.0 | 0.8645 | -8.553827 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-10-12 | 3.3 | -3.1 | 95.0 | 3.0 | 7.41713 | 0.1 | 0.0 | 0.0 | 0.1 | 7.41713 | 15.591158 | 3.102 | -3.1 | 2.404774 | 2.404774 | 4.856984 | 4.122087 | 4.614135 | -2.463502 | 6.595367 | 3.663944 | 29.948168 | -26.284224 | 3.102 | 3.102 | 0.0 | 0.0 | -0.164028 | -0.232614 | -5.269486 | 0.764999 | 0.0 | 0.0 | 0.561607 | 0.561607 | -5.064075 | -12.686369 | 8.53378 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 22.55842 | 23.677203 | 0.0 | 0.750014 | -6.549194 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-11-12 | 9.4 | 5.1 | 90.6 | 7.4 | 7.400749 | 0.2 | 0.0 | 0.0 | 0.2 | 7.400749 | 15.891544 | 8.836 | 5.1 | 5.931775 | 5.931775 | 8.790172 | 6.1078 | 7.963896 | -1.886168 | -11.317008 | 4.012368 | -0.754591 | 4.766959 | 8.836 | 0.0 | 0.06 | 0.339079 | -1.215856 | 2.12077 | 0.0 | 0.747516 | 23.724162 | 22.55842 | 0.0 | 0.0 | -37.537452 | -58.603285 | -100.907696 | 0.956775 | 0.274625 | 33.729059 | 11.067249 | 0.0 | 0.0 | 0.0 | 0.0 | 11.067249 | 11.067249 | 0.0 | 0.0 | 0.0 | 0.0 | 2.849225 | 0.0 | 0.0 | 0.0 | 0.0 | 2.849225 | 0.032977 | 0.0 | 0.0 | 0.0 | 0.0 | 0.938276 | 13.367813 | 93.768939 | 8.218023 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032977 |
| 2010-12-12 | 0.2 | 0.2 | 78.7 | 5.7 | 7.386143 | 0.7 | 0.0 | 0.0 | 0.7 | 7.386143 | 17.823519 | 0.188 | 0.2 | 4.56907 | 4.56907 | 6.197477 | 5.049903 | 4.877414 | 0.0 | 7.031305 | 4.735182 | 34.81614 | -30.080958 | 0.128 | 0.0576 | 0.06 | 0.519712 | 0.082368 | 0.000519 | -2.578857 | 0.73433 | 0.0 | 0.0 | 0.000786 | 0.000786 | 2.826483 | -25.872578 | 7.034863 | 0.951702 | 0.271721 | 0.045632 | 0.015061 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015061 | 0.015061 | 0.0 | 0.0 | 0.0 | 0.0 | 3.836673 | 0.0 | 0.0 | 0.0 | 0.0 | 3.836673 | 0.044406 | 0.0 | 0.0 | 0.0 | 0.0 | 1.109428 | 14.936509 | 93.279798 | 4.396411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044406 |
| 2010-13-12 | 2.9 | -3.5 | 90.5 | 2.2 | 7.373328 | 0.0 | 0.0 | 0.0 | 0.0 | 7.373328 | 8.941324 | 2.726 | -3.5 | 1.763501 | 1.763501 | 4.713362 | 3.977478 | 4.265593 | 0.0 | 15.675795 | 2.222322 | 31.068606 | -28.846284 | 2.666 | 2.666 | 0.0 | 0.0 | -0.079193 | -0.225715 | -5.736346 | 0.751455 | 0.0 | 0.0 | 0.043585 | 0.0 | -2.444945 | -10.78277 | 15.618569 | 0.974582 | 0.284943 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.050438 | 0.0 | 0.0 | 0.0 | 0.0 | 2.050438 | 0.023732 | 0.06 | 2.745193 | 2.745193 | -0.168489 | 0.892404 | 7.860714 | 93.279798 | 2.345974 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023732 |
| 2010-14-12 | 0.0 | -3.9 | 88.1 | 3.1 | 7.362317 | 1.2 | 0.0 | 0.0 | 1.2 | 7.362317 | 19.668068 | 0.0 | -3.9 | 2.484933 | 2.484933 | 4.57351 | 3.68122 | 4.029262 | 0.0 | 18.367586 | 5.038442 | 44.083324 | -39.044881 | 0.0 | 0.0 | 0.0 | 0.0 | -0.118567 | 0.0 | -6.741741 | 0.743826 | 0.0 | 0.0 | 0.052586 | 0.0 | -3.660562 | -16.981937 | 18.402382 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.094136 | 0.0 | 0.0 | 0.0 | 0.0 | 1.094136 | 0.012664 | 0.06 | 2.86376 | 2.86376 | -0.203285 | 0.983299 | -1.906872 | 93.279798 | 1.251837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012664 |
| 2010-15-12 | 0.0 | -6.3 | 92.8 | 2.8 | 7.353123 | 3.0 | 0.0 | 0.0 | 3.0 | 7.353123 | 26.831581 | 0.0 | -6.3 | 2.244455 | 2.244455 | 3.808888 | 2.883853 | 3.534648 | -0.549179 | 25.311295 | 7.049178 | 58.770158 | -51.72098 | 0.0 | 0.0 | 0.0 | 0.0 | -0.207431 | 0.0 | -9.855386 | 0.737281 | 0.0 | 0.0 | 0.085437 | 0.0 | -6.40407 | -19.878621 | 25.438289 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.583843 | 0.0 | 0.0 | 0.0 | 0.0 | 0.583843 | 0.006757 | 0.06 | 3.071191 | 3.071191 | -0.330279 | 1.06855 | -18.618167 | 93.279798 | 0.667994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006757 |
| 2010-16-12 | 6.7 | -3.5 | 98.1 | 3.7 | 7.345755 | 0.0 | 0.0 | 0.0 | 0.0 | 7.345755 | 8.837738 | 6.298 | -3.5 | 2.965888 | 2.965888 | 4.713362 | 3.936783 | 4.623808 | -5.362032 | 1.170579 | 1.775591 | 27.488061 | -25.712469 | 6.298 | 6.298 | 0.0 | 0.0 | -0.264187 | -0.533216 | -5.870438 | 0.79909 | 0.0 | 0.0 | 0.325801 | 0.0 | -8.156322 | -15.989601 | 1.566547 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.311545 | 0.0 | 0.0 | 0.0 | 0.0 | 0.311545 | 0.003606 | 0.06 | 9.633378 | 9.633378 | -1.259462 | 0.471345 | -11.188747 | 93.279798 | 0.356449 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003606 |
| 2010-17-12 | 0.0 | -7.3 | 96.6 | 0.9 | 7.340222 | 0.0 | 0.0 | 0.0 | 0.0 | 7.340222 | 8.817416 | 0.0 | -7.3 | 0.721432 | 0.721432 | 3.52531 | 2.800277 | 3.405449 | -3.222359 | 18.972885 | 1.850724 | 33.637078 | -31.786354 | 0.0 | 0.0 | 0.0 | 0.0 | -0.108821 | 0.0 | -10.224747 | 0.790106 | 0.0 | 0.0 | 0.384863 | 0.0 | -3.359648 | -9.225504 | 19.201202 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.166244 | 0.0 | 0.0 | 0.0 | 0.0 | 0.166244 | 0.001924 | 0.06 | 9.742199 | 9.742199 | -1.487779 | 0.535793 | -21.561632 | 93.279798 | 0.190205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001924 |
| 2010-18-12 | 0.1 | -5.8 | 97.7 | 1.3 | 7.33653 | 0.0 | 0.0 | 0.0 | 0.0 | 7.33653 | 8.804185 | 0.094 | -5.8 | 1.042069 | 1.042069 | 3.958114 | 3.033407 | 3.867077 | -6.20975 | 8.041899 | 1.910103 | 28.161536 | -26.251433 | 0.094 | 0.094 | 0.0 | 0.0 | -0.17429 | -0.013188 | -9.217539 | 0.783046 | 0.0 | 0.0 | 0.464706 | 0.0 | -5.380896 | -12.533174 | 8.337363 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08871 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08871 | 0.001027 | 0.06 | 10.010489 | 10.010489 | -1.796431 | 0.590539 | -21.003531 | 93.279798 | 0.101496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001027 |
| 2010-19-12 | 0.0 | -7.9 | 95.8 | 1.9 | 7.334683 | 0.0 | 0.0 | 0.0 | 0.0 | 7.334683 | 8.798044 | 0.0 | -7.9 | 1.523023 | 1.523023 | 3.364296 | 2.624919 | 3.222996 | -6.049017 | 13.476044 | 1.96695 | 34.224679 | -32.25773 | 0.0 | 0.0 | 0.0 | 0.0 | -0.151273 | 0.0 | -11.032678 | 0.776433 | 0.0 | 0.0 | 0.519604 | 0.0 | -4.67028 | -13.899182 | 13.688268 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047336 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047336 | 0.000548 | 0.06 | 10.161762 | 10.161762 | -2.008656 | 0.645482 | -25.879575 | 93.279798 | 0.054159 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000548 |
| 2010-20-12 | 0.2 | -5.7 | 97.5 | 2.4 | 7.334683 | 0.2 | 0.0 | 0.0 | 0.2 | 7.334683 | 15.464746 | 0.188 | -5.7 | 1.923819 | 1.923819 | 3.988573 | 3.099124 | 3.888858 | -7.453318 | 4.070387 | 3.527764 | 31.141438 | -27.613674 | 0.188 | 0.188 | 0.0 | 0.0 | -0.22862 | -0.025922 | -8.946047 | 0.771883 | 0.0 | 0.0 | 0.526638 | 0.0 | -7.058235 | -16.483783 | 4.071656 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025259 | 0.000292 | 0.06 | 10.578381 | 10.578381 | -2.035847 | 0.685542 | -21.349962 | 93.279798 | 0.0289 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000292 |
| 2010-21-12 | 0.2 | -5.6 | 95.0 | 2.3 | 7.33653 | 0.8 | 0.0 | 0.0 | 0.8 | 7.33653 | 17.879541 | 0.188 | -5.6 | 1.84366 | 1.84366 | 4.019239 | 3.035743 | 3.818277 | -6.148789 | 8.394877 | 4.156278 | 37.130933 | -32.974655 | 0.188 | 0.188 | 0.0 | 0.0 | -0.220814 | -0.025467 | -9.2078 | 0.76754 | 0.0 | 0.0 | 0.508508 | 0.0 | -6.817243 | -17.858089 | 8.299323 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013479 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013479 | 0.000156 | 0.06 | 10.987195 | 10.987195 | -1.96576 | 0.725649 | -21.144839 | 93.279798 | 0.015421 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000156 |
| 2010-22-12 | 2.4 | -4.8 | 93.8 | 4.6 | 7.340222 | 0.0 | 0.0 | 0.0 | 0.0 | 7.340222 | 8.822161 | 2.256 | -4.8 | 3.68732 | 3.68732 | 4.272186 | 3.529214 | 4.007311 | -6.089714 | 3.316366 | 1.944525 | 31.445051 | -29.500526 | 2.256 | 2.256 | 0.0 | 0.0 | -0.215306 | -0.261947 | -7.285755 | 0.779586 | 0.0 | 0.0 | 0.550453 | 0.0 | -6.64721 | -19.636748 | 3.216569 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007192 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007192 | 0.000083 | 0.06 | 13.458501 | 13.458501 | -2.127909 | 0.618819 | -15.861205 | 93.279798 | 0.008229 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000083 |
| 2010-23-12 | 7.0 | -1.1 | 94.9 | 8.6 | 7.345755 | 0.0 | 0.0 | 0.0 | 0.0 | 7.345755 | 8.844396 | 6.58 | -1.1 | 6.893685 | 6.893685 | 5.634754 | 4.983961 | 5.347381 | -4.568027 | -4.739886 | 1.641983 | 26.425029 | -24.783046 | 6.58 | 5.0995 | 0.0 | 0.0 | -0.269948 | -0.214608 | -2.754979 | 0.814348 | 0.0 | 0.0 | 0.508846 | 0.508846 | -8.334182 | -21.5642 | -5.115337 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003838 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003838 | 0.000044 | 0.06 | 19.323706 | 20.30845 | 0.0 | 0.373461 | -2.521319 | 93.279798 | 0.004391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000044 |
| 2010-24-12 | 0.2 | -2.9 | 85.4 | 7.6 | 7.353123 | 0.0 | 0.0 | 0.0 | 0.0 | 7.353123 | 8.873743 | 0.188 | -2.9 | 6.092093 | 6.092093 | 4.930236 | 4.287255 | 4.210422 | -0.72614 | 10.298965 | 1.867788 | 33.61027 | -31.742482 | 0.188 | 0.188 | 0.0 | 0.0 | 0.051454 | -0.013188 | -4.753678 | 0.789515 | 0.0 | 0.0 | 0.328384 | 0.328384 | 1.588548 | -21.775808 | 11.555222 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002048 | 0.000024 | 0.06 | 19.790283 | 20.444996 | 0.0 | 0.540228 | -4.220284 | 93.279798 | 0.002343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000024 |
| 2010-25-12 | 0.0 | -9.1 | 87.2 | 3.8 | 7.362317 | 3.2 | 0.0 | 0.0 | 3.2 | 7.362317 | 27.759642 | 0.0 | -9.1 | 3.046047 | 3.046047 | 3.061705 | 2.334322 | 2.669806 | -1.215442 | 29.045464 | 6.423384 | 65.877607 | -59.454222 | 0.0 | 0.0 | 0.0 | 0.0 | -0.13146 | 0.0 | -12.483738 | 0.768607 | 0.0 | 0.0 | 0.799708 | 0.654712 | -4.058584 | -23.258712 | 32.136926 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001093 | 0.000013 | 0.06 | 20.576455 | 20.576455 | -0.560514 | 0.71562 | -24.665748 | 93.279798 | 0.00125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000013 |
| 2010-26-12 | 1.2 | -8.6 | 92.7 | 1.5 | 7.373328 | 4.3 | 0.0 | 0.0 | 4.3 | 7.373328 | 32.328755 | 1.128 | -8.6 | 1.202387 | 1.202387 | 3.184716 | 1.979308 | 2.952232 | -7.103735 | 17.705249 | 7.586074 | 59.614784 | -52.02871 | 1.128 | 1.128 | 0.0 | 0.0 | -0.21763 | -0.234661 | -14.492413 | 0.765346 | 0.0 | 0.0 | 1.36557 | 0.0 | -6.718935 | -23.120761 | 22.189013 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000583 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000583 | 0.000007 | 0.06 | 21.922085 | 21.922085 | -5.278939 | 0.746643 | -33.770997 | 93.279798 | 0.000667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000007 |
| 2010-27-12 | 0.9 | -5.3 | 97.8 | 1.3 | 7.386143 | 0.0 | 0.0 | 0.0 | 0.0 | 7.386143 | 9.004582 | 0.846 | -5.3 | 1.042069 | 1.042069 | 4.112496 | 2.963655 | 4.022021 | -9.726047 | -0.54134 | 2.097285 | 23.751486 | -21.654201 | 0.846 | 0.846 | 0.0 | 0.0 | -0.221265 | -0.108462 | -9.511473 | 0.767087 | 0.0 | 0.0 | 1.372825 | 0.0 | -6.831183 | -15.444774 | -0.621756 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000311 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000311 | 0.000004 | 0.06 | 22.98935 | 22.98935 | -5.306985 | 0.729943 | -24.629657 | 93.279798 | 0.000356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000004 |
| 2010-28-12 | 0.0 | -7.7 | 95.4 | 3.0 | 7.400749 | 3.4 | 0.0 | 0.0 | 3.4 | 7.400749 | 28.982321 | 0.0 | -7.7 | 2.404774 | 2.404774 | 3.417227 | 2.358788 | 3.260035 | -7.093341 | 14.368183 | 6.890648 | 57.727703 | -50.837054 | 0.0 | 0.0 | 0.0 | 0.0 | -0.300438 | 0.0 | -12.355553 | 0.762246 | 0.0 | 0.0 | 1.364907 | 0.0 | -9.275493 | -27.223988 | 14.337573 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000166 | 0.000002 | 0.06 | 23.289788 | 23.289788 | -5.276375 | 0.777186 | -30.39784 | 93.279798 | 0.00019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000002 |
| 2010-29-12 | 0.0 | -9.2 | 94.9 | 2.7 | 7.41713 | 0.0 | 0.0 | 0.0 | 0.0 | 7.41713 | 9.127645 | 0.0 | -9.2 | 2.164296 | 2.164296 | 3.037615 | 2.327708 | 2.882696 | -8.754578 | 9.943979 | 2.212531 | 36.211017 | -33.998487 | 0.0 | 0.0 | 0.0 | 0.0 | -0.172836 | 0.0 | -12.518592 | 0.757601 | 0.0 | 0.0 | 1.517385 | 0.0 | -5.336019 | -18.129048 | 10.533419 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000089 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000089 | 0.000001 | 0.06 | 23.462624 | 23.462624 | -5.865815 | 0.825017 | -31.741819 | 93.279798 | 0.000101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000001 |
| 2010-30-12 | 0.2 | -7.4 | 96.0 | 1.4 | 7.435268 | 0.0 | 0.0 | 0.0 | 0.0 | 7.435268 | 9.199989 | 0.188 | -7.4 | 1.122228 | 1.122228 | 3.498009 | 2.537041 | 3.358088 | -9.141644 | 6.346345 | 2.255141 | 29.415788 | -27.160647 | 0.188 | 0.188 | 0.0 | 0.0 | -0.177654 | -0.033653 | -11.455764 | 0.754876 | 0.0 | 0.0 | 1.509439 | 0.0 | -5.484757 | -15.393912 | 6.281978 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000047 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000047 | 0.000001 | 0.06 | 23.828278 | 23.828278 | -5.835101 | 0.854297 | -29.488164 | 93.279798 | 0.000054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000001 |
| 2010-31-12 | 0.9 | 1.7 | 96.5 | 4.2 | 7.455145 | 4.0 | 0.0 | 0.0 | 4.0 | 7.455145 | 32.062235 | 0.846 | 1.7 | 3.366683 | 3.366683 | 6.907942 | 4.947106 | 6.666164 | -8.492591 | -14.28406 | 7.981016 | 47.683043 | -39.702027 | 0.846 | 0.06345 | 0.0 | 0.0 | -0.723887 | 0.067075 | -2.854311 | 0.751077 | 0.0 | 0.0 | 0.973699 | 0.78255 | -22.348747 | -33.641298 | -16.288018 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000025 | 0.0 | 0.06 | 25.398165 | 25.398165 | -0.738933 | 0.896706 | -6.604104 | 93.279798 | 0.000029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
>>> ktschnee(inf)
hourly simulation¶
We change the simulation time step size from one day to one hour. Consequently, we need
to change the values of all time-dependent control parameters by the factor 1/24 (or,
in single cases, 24). Also, we need to restore()
all time-dependent
fixed parameter values:
>>> pub.timegrids = "1997-08-03", "1997-08-06", "1h"
>>> for parameter in control:
... if parameter.TIME == True:
... parameter.value = parameter.value/24
... if parameter.TIME == False:
... parameter.value = parameter.value*24
>>> for parameter in fixed:
... parameter.restore()
>>> for parameter in model.aetmodel.parameters.fixed:
... parameter.restore()
For all integration tests performed in hourly simulation steps, we switch to
calculating the radiation-related data on the fly using submodel meteo_glob_morsim
with parameter values taken from its documentation:
>>> with model.add_radiationmodel_v1("meteo_glob_morsim") as submodel_meteo_glob_morsim:
... latitude(54.1)
... longitude(9.7)
... angstromconstant(0.25)
... angstromfactor(0.5)
... angstromalternative(0.15)
As meteo_psun_sun_glob_io
, meteo_glob_morsim
complies with
SharableSubmodelInterface
and is hence “sharable”:
>>> model.aetmodel.add_radiationmodel_v1(submodel_meteo_glob_morsim)
>>> test = IntegrationTest(land)
acre (summer)¶
The following input values agree with the ones of the respective sub-period of the daily integration test acre (summer) (global radiation and possible sunshine duration stem from hourly simulation summer):
>>> inputs.nied.series = 0.0
>>> inputs.teml.series = (
... 16.9, 16.6, 16.4, 16.3, 16.0, 15.9, 16.0, 16.6, 17.4, 19.0, 20.3, 21.4, 21.3,
... 21.8, 22.9, 22.7, 22.5, 21.9, 21.4, 20.7, 19.4, 17.8, 17.0, 16.4, 15.9, 15.4,
... 15.2, 14.9, 14.3, 14.1, 14.3, 15.4, 16.8, 18.2, 19.5, 20.3, 21.0, 21.8, 21.9,
... 21.8, 22.2, 21.8, 20.9, 19.7, 17.9, 15.8, 14.8, 14.1, 13.4, 12.8, 12.3, 12.0,
... 11.7, 11.6, 12.6, 14.8, 17.1, 19.4, 20.6, 21.4, 22.5, 23.1, 23.4, 23.8, 24.0,
... 24.0, 23.7, 22.8, 21.3, 19.3, 18.3, 17.4)
>>> inputs.windspeed.series = (
... 0.8, 0.8, 0.8, 0.8, 0.8, 0.6, 0.9, 0.9, 0.9, 1.3, 1.5, 1.2, 1.3, 1.5, 1.9, 1.9,
... 2.3, 2.4, 2.5, 2.5, 2.2, 1.7, 1.7, 2.3, 2.3, 2.2, 2.3, 2.0, 2.3, 2.5, 2.4, 2.5,
... 2.5, 2.9, 3.1, 3.3, 3.3, 3.2, 2.5, 2.9, 3.6, 4.2, 4.2, 3.6, 3.2, 2.2, 2.2, 2.1,
... 1.8, 1.8, 1.6, 1.2, 1.9, 1.3, 1.6, 1.9, 3.2, 4.0, 4.6, 4.1, 4.1, 4.4, 4.6, 4.5,
... 4.7, 4.5, 4.1, 3.8, 2.5, 1.9, 2.2, 2.7)
>>> inputs.relativehumidity.series = (
... 95.1, 94.9, 95.9, 96.7, 97.2, 97.5, 97.7, 97.4, 96.8, 86.1, 76.8, 71.8, 67.5,
... 66.1, 63.4, 62.4, 61.1, 62.1, 67.0, 74.5, 81.2, 86.9, 90.1, 90.9, 88.0, 89.2,
... 88.8, 89.7, 93.0, 93.6, 94.6, 93.3, 86.9, 78.9, 75.8, 73.4, 68.3, 61.3, 60.6,
... 58.8, 57.2, 57.2, 59.9, 66.1, 71.7, 80.6, 85.9, 89.3, 91.4, 93.1, 94.6, 95.6,
... 96.2, 95.7, 95.1, 96.3, 89.9, 79.2, 73.4, 67.3, 62.2, 59.6, 55.4, 52.1, 49.5,
... 48.1, 49.4, 57.0, 65.9, 73.0, 76.7, 81.8)
>>> model.radiationmodel.sequences.inputs.sunshineduration.series = (
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.5, 0.7, 0.8, 0.5, 0.4, 0.5,
... 0.5, 0.3, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.9,
... 1.0, 1.0, 0.9, 0.8, 0.9, 0.8, 0.9, 0.9, 0.9, 1.0, 1.0, 1.0, 0.3, 0.0, 0.0, 0.0,
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6, 0.9, 1.0, 0.9, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0,
... 1.0, 1.0, 1.0, 1.0, 0.5, 0.0, 0.0, 0.0)
>>> aetinputs.atmosphericpressure.series = (
... 1015.0, 1015.0, 1015.0, 1015.0, 1015.0, 1015.0, 1015.0, 1015.0, 1016.0, 1016.0,
... 1016.0, 1016.0, 1016.0, 1016.0, 1016.0, 1016.0, 1016.0, 1016.0, 1016.0, 1016.0,
... 1016.0, 1016.0, 1017.0, 1017.0, 1017.0, 1016.0, 1016.0, 1016.0, 1016.0, 1017.0,
... 1017.0, 1017.0, 1017.0, 1017.0, 1017.0, 1018.0, 1018.0, 1018.0, 1018.0, 1017.0,
... 1017.0, 1017.0, 1017.0, 1017.0, 1017.0, 1018.0, 1018.0, 1018.0, 1018.0, 1018.0,
... 1018.0, 1018.0, 1018.0, 1018.0, 1018.0, 1019.0, 1019.0, 1019.0, 1019.0, 1019.0,
... 1019.0, 1019.0, 1019.0, 1019.0, 1018.0, 1018.0, 1018.0, 1018.0, 1018.0, 1018.0,
... 1018.0, 1018.0)
>>> aetinputs.windspeed.series = inputs.windspeed.series
>>> aetinputs.relativehumidity.series = inputs.relativehumidity.series
>>> inlet.sequences.sim.series = 0.0
In this and the following summer examples, we use the initial conditions of August 3rd, calculated by the corresponding daily integration tests. However, this is possible for most state sequences but not for the (now higher resolved) log sequences. Hence, we need to define them manually:
>>> test.inits = (
... (logs.loggedsunshineduration,
... [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.1, 0.2, 0.1, 0.2, 0.2, 0.3, 0.0,
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
... (logs.loggedpossiblesunshineduration,
... [0.0, 0.0, 0.0, 0.0, 0.5, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0,
... 1.0, 1.0, 1.0, 1.0, 1.0, 0.2, 0.0, 0.0, 0.0]),
... (model.radiationmodel.sequences.logs.loggedunadjustedglobalradiation,
... [0.0, 0.0, 0.0, 0.0, 0.0, 27.777778, 55.555556, 138.888889, 222.222222,
... 305.555556, 333.333333, 388.888889, 527.777778, 444.444444, 250.0,
... 222.222222, 166.666667, 111.111111, 55.555556, 27.777778, 0.0, 0.0, 0.0,
... 0.0]),
... (model.aetmodel.sequences.logs.loggedglobalradiation,
... [0.0, 0.0, 0.0, 0.0, 0.0, 27.8, 55.6, 138.9, 222.2, 305.6, 333.3, 388.9,
... 527.8, 444.4, 250.0, 222.2, 166.7, 111.1, 55.6, 27.8, 0.0, 0.0, 0.0, 0.0]),
... (model.aetmodel.sequences.logs.loggedairtemperature,
... [[13.2], [13.2], [13.1], [12.6], [12.7], [13.0], [13.5], [14.8], [16.2],
... [17.7], [18.8], [19.4], [20.4], [21.0], [21.5], [21.2], [20.4], [20.7],
... [20.2], [19.7], [19.0], [18.0], [17.5], [17.1]]),
... (model.aetmodel.sequences.logs.loggedrelativehumidity,
... [95.1, 94.5, 94.8, 96.4, 96.6, 97.1, 97.1, 96.7, 92.2, 88.5, 81.1, 76.5, 75.1,
... 70.8, 68.9, 69.2, 75.0, 74.0, 77.4, 81.4, 85.3, 90.1, 92.3, 93.8]),
... (model.aetmodel.sequences.logs.loggedwindspeed2m,
... [0.8, 1.0, 1.2, 1.3, 0.9, 1.1, 1.3, 1.3, 1.9, 2.2, 1.8, 2.3, 2.4, 2.5, 2.4,
... 2.5, 2.1, 2.2, 1.7, 1.7, 1.3, 1.3, 0.7, 0.8]))
ESnow
and EBdn
are the only state sequences with values depending on the current
simulation step size. According to their unit WT/m², we must multiply their conditions
saved for August 3rd and December 10th (referring to Wd/m²) by 24 (to adapt them to
Wh/m²). We do so by trick to ensure we do not miss one of the relevant condition
dictionaries:
>>> for key, value in locals().copy().items():
... if key.startswith("conditions_") and ("states" in value.get("model", {})):
... value["model"]["states"]["esnow"] *= 24
... value["model"]["states"]["ebdn"] *= 24
This integration test deals with a dry situation. Hence, the soil water content
(BoWa
) shows a pronounced decline. This decline is sharpest around noon when
evapotranspiration from the soil (EvB
) reaches its maximum:
>>> test("lland_knauf_acker_summer_hourly",
... axis1=(fluxes.evb, fluxes.qah), axis2=states.bowa,
... use_conditions=conditions_acker_summer)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-08-03 00:00:00 | 0.0 | 16.9 | 95.1 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.0 | 16.9 | 0.641273 | 0.641273 | 19.284227 | 0.0 | 18.3393 | 15.632162 | -7.607027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.002953 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007792 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007792 | 0.002165 | 0.002953 | 0.0 | 0.0 | 0.0 | nan | 8729.609427 | 79.623355 | 0.293878 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002165 |
| 1997-08-03 01:00:00 | 0.0 | 16.6 | 94.9 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.0 | 16.6 | 0.641273 | 0.641273 | 18.920184 | 0.0 | 17.955254 | 15.688646 | -5.468121 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.002673 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007591 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007591 | 0.002109 | 0.005626 | 0.0 | 0.0 | 0.0 | nan | 8732.177548 | 79.623355 | 0.286287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002109 |
| 1997-08-03 02:00:00 | 0.0 | 16.4 | 95.9 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.0 | 16.4 | 0.641273 | 0.641273 | 18.68084 | 0.0 | 17.914926 | 15.719464 | -4.083217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.004096 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007395 | 0.002054 | 0.009722 | 0.0 | 0.0 | 0.0 | nan | 8733.360765 | 79.623355 | 0.278892 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002054 |
| 1997-08-03 03:00:00 | 0.0 | 16.3 | 96.7 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.5 | 0.0 | 0.0 | 16.3 | 0.641273 | 0.641273 | 18.562165 | 0.0 | 17.949613 | 15.733663 | -3.398025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.005245 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007204 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007204 | 0.002001 | 0.014967 | 0.0 | 0.0 | 0.0 | nan | 8733.85879 | 79.623355 | 0.271688 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002001 |
| 1997-08-03 04:00:00 | 0.0 | 16.0 | 97.2 | 0.8 | 0.429734 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 1.943686 | 0.0 | 16.0 | 0.641273 | 0.641273 | 18.210086 | 0.0 | 17.700204 | 15.739639 | -1.562167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.004905 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007018 | 0.001949 | 0.019872 | 0.0 | 0.0 | 0.0 | nan | 8732.520957 | 79.623355 | 0.26467 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001949 |
| 1997-08-03 05:00:00 | 0.0 | 15.9 | 97.5 | 0.6 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 21.932441 | 0.0 | 15.9 | 0.480955 | 0.480955 | 18.094032 | 0.0 | 17.641681 | 15.723585 | -1.058491 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004992 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006837 | 0.001899 | 0.01488 | 0.0 | 0.0 | 0.0 | nan | 8730.679448 | 79.623355 | 0.257833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001899 |
| 1997-08-03 06:00:00 | 0.0 | 16.0 | 97.7 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 57.256187 | 0.0 | 16.0 | 0.721432 | 0.721432 | 18.210086 | 0.0 | 17.791254 | 15.701487 | -1.79108 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01488 | 0.008643 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00666 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00666 | 0.00185 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8729.570528 | 79.614713 | 0.251173 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00185 |
| 1997-08-03 07:00:00 | 0.0 | 16.6 | 97.4 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 109.332844 | 0.0 | 16.6 | 0.721432 | 0.721432 | 18.920184 | 0.0 | 18.428259 | 15.68818 | -5.470922 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043948 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006488 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006488 | 0.001802 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8732.14145 | 79.570765 | 0.244685 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001802 |
| 1997-08-03 08:00:00 | 0.0 | 17.4 | 96.8 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 170.949152 | 0.0 | 17.4 | 0.721432 | 0.721432 | 19.904589 | 0.0 | 19.267642 | 15.719031 | -10.085816 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.073907 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00632 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00632 | 0.001756 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8739.327265 | 79.496858 | 0.238365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001756 |
| 1997-08-03 09:00:00 | 0.0 | 19.0 | 86.1 | 1.3 | 1.0 | 0.2 | 0.0 | 0.0 | 1.5 | 14.929734 | 311.762624 | 0.0 | 19.0 | 1.042069 | 1.042069 | 22.008543 | 0.0 | 18.949356 | 15.805261 | -19.168437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.160936 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006157 | 0.00171 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8755.595702 | 79.335922 | 0.232208 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00171 |
| 1997-08-03 10:00:00 | 0.0 | 20.3 | 76.8 | 1.5 | 1.0 | 0.5 | 0.0 | 0.0 | 1.7 | 14.929734 | 501.583299 | 0.0 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 18.32333 | 16.000482 | -25.797109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.275473 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005998 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005998 | 0.001666 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8778.492812 | 79.060449 | 0.226209 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001666 |
| 1997-08-03 11:00:00 | 0.0 | 21.4 | 71.8 | 1.2 | 1.0 | 0.7 | 0.0 | 0.0 | 2.2 | 14.929734 | 615.018727 | 0.0 | 21.4 | 0.961909 | 0.961909 | 25.528421 | 0.0 | 18.329406 | 16.275247 | -30.748518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.348731 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005843 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005843 | 0.001623 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8806.341329 | 78.711718 | 0.220366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001623 |
| 1997-08-03 12:00:00 | 0.0 | 21.3 | 67.5 | 1.3 | 1.0 | 0.8 | 0.0 | 0.0 | 2.8 | 14.929734 | 626.544326 | 0.0 | 21.3 | 1.042069 | 1.042069 | 25.37251 | 0.0 | 17.126444 | 16.609429 | -28.143424 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.360693 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005692 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005692 | 0.001581 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8831.584754 | 78.351026 | 0.214674 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001581 |
| 1997-08-03 13:00:00 | 0.0 | 21.8 | 66.1 | 1.5 | 1.0 | 0.5 | 0.0 | 0.0 | 3.2 | 14.929734 | 496.133417 | 0.0 | 21.8 | 1.202387 | 1.202387 | 26.160453 | 0.0 | 17.29206 | 16.91235 | -29.325898 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.303239 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005545 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005545 | 0.00154 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8858.010651 | 78.047787 | 0.209129 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00154 |
| 1997-08-03 14:00:00 | 0.0 | 22.9 | 63.4 | 1.9 | 1.0 | 0.4 | 0.0 | 0.0 | 3.4 | 14.929734 | 419.520994 | 0.0 | 22.9 | 1.523023 | 1.523023 | 27.969419 | 0.0 | 17.732611 | 17.229461 | -34.023233 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.282369 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005402 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005402 | 0.001501 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8889.133884 | 77.765418 | 0.203727 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001501 |
| 1997-08-03 15:00:00 | 0.0 | 22.7 | 62.4 | 1.9 | 1.0 | 0.5 | 0.0 | 0.0 | 3.8 | 14.929734 | 387.887354 | 0.0 | 22.7 | 1.523023 | 1.523023 | 27.632633 | 0.0 | 17.242763 | 17.60294 | -30.58236 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.266636 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005262 | 0.001462 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8916.816245 | 77.498782 | 0.198464 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001462 |
| 1997-08-03 16:00:00 | 0.0 | 22.5 | 61.1 | 2.3 | 1.0 | 0.5 | 0.0 | 0.0 | 4.1 | 14.929734 | 278.496873 | 0.0 | 22.5 | 1.84366 | 1.84366 | 27.299387 | 0.0 | 16.679926 | 17.935128 | -27.38923 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.218982 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005127 | 0.001424 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8941.305475 | 77.279799 | 0.193338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001424 |
| 1997-08-03 17:00:00 | 0.0 | 21.9 | 62.1 | 2.4 | 1.0 | 0.3 | 0.0 | 0.0 | 4.4 | 14.929734 | 137.138608 | 0.0 | 21.9 | 1.923819 | 1.923819 | 26.320577 | 0.0 | 16.345078 | 18.228999 | -22.026006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.147975 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004994 | 0.001387 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8960.431481 | 77.131824 | 0.188344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001387 |
| 1997-08-03 18:00:00 | 0.0 | 21.4 | 67.0 | 2.5 | 1.0 | 0.1 | 0.0 | 0.0 | 4.5 | 14.929734 | 51.080715 | 0.0 | 21.4 | 2.003978 | 2.003978 | 25.528421 | 0.0 | 17.104042 | 18.458511 | -17.648933 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.095816 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004865 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004865 | 0.001351 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8975.180414 | 77.036008 | 0.183479 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001351 |
| 1997-08-03 19:00:00 | 0.0 | 20.7 | 74.5 | 2.5 | 1.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.429734 | 13.632816 | 0.0 | 20.7 | 2.003978 | 2.003978 | 24.454368 | 0.0 | 18.218504 | 18.635498 | -12.38701 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.058452 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004739 | 0.001317 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8984.667424 | 76.977556 | 0.178739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001317 |
| 1997-08-03 20:00:00 | 0.0 | 19.4 | 81.2 | 2.2 | 0.1364 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.185943 | 0.0 | 19.4 | 1.763501 | 1.763501 | 22.563931 | 0.0 | 18.321912 | 18.749342 | -3.903945 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032413 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004617 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004617 | 0.001282 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8985.67137 | 76.945143 | 0.174122 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001282 |
| 1997-08-03 21:00:00 | 0.0 | 17.8 | 86.9 | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.0 | 17.8 | 1.362705 | 1.362705 | 20.413369 | 0.0 | 17.739217 | 18.76139 | 5.768339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013439 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004498 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004498 | 0.001249 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8977.003031 | 76.931705 | 0.169625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001249 |
| 1997-08-03 22:00:00 | 0.0 | 17.0 | 90.1 | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.0 | 17.0 | 1.362705 | 1.362705 | 19.406929 | 0.0 | 17.485643 | 18.65737 | 9.944218 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007132 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004382 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004382 | 0.001217 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8964.158813 | 76.924573 | 0.165243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001217 |
| 1997-08-03 23:00:00 | 0.0 | 16.4 | 90.9 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.0 | 16.4 | 1.84366 | 1.84366 | 18.68084 | 0.0 | 16.980884 | 18.503239 | 12.619435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.009242 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004268 | 0.001186 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8948.639378 | 76.915331 | 0.160975 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001186 |
| 1997-08-04 00:00:00 | 0.0 | 15.9 | 88.0 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.0 | 15.9 | 1.84366 | 1.84366 | 18.094032 | 0.0 | 15.922748 | 18.317006 | 14.502035 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015057 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004158 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004158 | 0.001155 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8931.237343 | 76.900275 | 0.156817 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001155 |
| 1997-08-04 01:00:00 | 0.0 | 15.4 | 89.2 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.0 | 15.4 | 1.763501 | 1.763501 | 17.523416 | 0.0 | 15.630887 | 18.108181 | 16.249089 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011515 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004051 | 0.001125 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8912.088255 | 76.888759 | 0.152766 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001125 |
| 1997-08-04 02:00:00 | 0.0 | 15.2 | 88.8 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.0 | 15.2 | 1.84366 | 1.84366 | 17.299618 | 0.0 | 15.362061 | 17.878392 | 16.070354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012795 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003946 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003946 | 0.001096 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8893.1179 | 76.875964 | 0.14882 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001096 |
| 1997-08-04 03:00:00 | 0.0 | 14.9 | 89.7 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.0 | 14.9 | 1.603182 | 1.603182 | 16.968612 | 0.0 | 15.220845 | 17.650748 | 16.504489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008851 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003844 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003844 | 0.001068 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8873.713411 | 76.867113 | 0.144976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001068 |
| 1997-08-04 04:00:00 | 0.0 | 14.3 | 93.0 | 2.3 | 0.398044 | 0.0 | 0.0 | 0.0 | 4.5 | 15.534444 | 1.590516 | 0.0 | 14.3 | 1.84366 | 1.84366 | 16.323194 | 0.0 | 15.18057 | 17.417894 | 18.707366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004365 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003745 | 0.00104 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8852.106046 | 76.862748 | 0.141231 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00104 |
| 1997-08-04 05:00:00 | 0.0 | 14.1 | 93.6 | 2.5 | 1.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.534444 | 19.950903 | 0.0 | 14.1 | 2.003978 | 2.003978 | 16.112886 | 0.0 | 15.081661 | 17.158606 | 18.351635 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010118 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003648 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003648 | 0.001013 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8830.85441 | 76.85263 | 0.137583 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001013 |
| 1997-08-04 06:00:00 | 0.0 | 14.3 | 94.6 | 2.4 | 1.0 | 0.1 | 0.0 | 0.0 | 4.6 | 15.534444 | 62.985774 | 0.0 | 14.3 | 1.923819 | 1.923819 | 16.323194 | 0.0 | 15.441741 | 16.903586 | 15.621518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023223 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003554 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003554 | 0.000987 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8812.332893 | 76.829407 | 0.134029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000987 |
| 1997-08-04 07:00:00 | 0.0 | 15.4 | 93.3 | 2.5 | 1.0 | 0.9 | 0.0 | 0.0 | 5.5 | 15.534444 | 285.776389 | 0.0 | 15.4 | 2.003978 | 2.003978 | 17.523416 | 0.0 | 16.349347 | 16.681328 | 7.687968 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1075 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003462 | 0.000962 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8801.744925 | 76.721908 | 0.130567 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000962 |
| 1997-08-04 08:00:00 | 0.0 | 16.8 | 86.9 | 2.5 | 1.0 | 1.0 | 0.0 | 0.0 | 6.5 | 15.534444 | 475.225247 | 0.0 | 16.8 | 2.003978 | 2.003978 | 19.162205 | 0.0 | 16.651956 | 16.554272 | -1.474365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.198377 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003373 | 0.000937 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8800.31929 | 76.523531 | 0.127194 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000937 |
| 1997-08-04 09:00:00 | 0.0 | 18.2 | 78.9 | 2.9 | 1.0 | 1.0 | 0.0 | 0.0 | 7.3 | 15.534444 | 614.006719 | 0.0 | 18.2 | 2.324615 | 2.324615 | 20.933479 | 0.0 | 16.516515 | 16.537165 | -9.977011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.274475 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003286 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003286 | 0.000913 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8807.396301 | 76.249056 | 0.123909 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000913 |
| 1997-08-04 10:00:00 | 0.0 | 19.5 | 75.8 | 3.1 | 1.0 | 0.9 | 0.0 | 0.0 | 7.7 | 15.534444 | 643.806508 | 0.0 | 19.5 | 2.484933 | 2.484933 | 22.704676 | 0.0 | 17.210144 | 16.622089 | -17.267466 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.30313 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003201 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003201 | 0.000889 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8821.763767 | 75.945926 | 0.120708 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000889 |
| 1997-08-04 11:00:00 | 0.0 | 20.3 | 73.4 | 3.3 | 1.0 | 0.8 | 0.0 | 0.0 | 7.8 | 15.534444 | 600.26298 | 0.0 | 20.3 | 2.645251 | 2.645251 | 23.858503 | 0.0 | 17.512141 | 16.794499 | -21.033009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.297686 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003118 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003118 | 0.000866 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8839.896776 | 75.64824 | 0.11759 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000866 |
| 1997-08-04 12:00:00 | 0.0 | 21.0 | 68.3 | 3.3 | 1.0 | 0.9 | 0.0 | 0.0 | 7.9 | 15.534444 | 620.51414 | 0.0 | 21.0 | 2.645251 | 2.645251 | 24.909749 | 0.0 | 17.013358 | 17.012095 | -23.927432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.327488 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003037 | 0.000844 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8860.924208 | 75.320752 | 0.114552 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000844 |
| 1997-08-04 13:00:00 | 0.0 | 21.8 | 61.3 | 3.2 | 1.0 | 0.8 | 0.0 | 0.0 | 8.2 | 15.534444 | 599.441386 | 0.0 | 21.8 | 2.565092 | 2.565092 | 26.160453 | 0.0 | 16.036358 | 17.264424 | -27.213457 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.348705 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002959 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002959 | 0.000822 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8885.237665 | 74.972048 | 0.111593 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000822 |
| 1997-08-04 14:00:00 | 0.0 | 21.9 | 60.6 | 2.5 | 1.0 | 0.9 | 0.0 | 0.0 | 8.7 | 15.534444 | 613.551223 | 0.0 | 21.9 | 2.003978 | 2.003978 | 26.320577 | 0.0 | 15.95027 | 17.556185 | -26.062888 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.361278 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002883 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002883 | 0.000801 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8908.400553 | 74.610769 | 0.108711 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000801 |
| 1997-08-04 15:00:00 | 0.0 | 21.8 | 58.8 | 2.9 | 1.0 | 0.9 | 0.0 | 0.0 | 9.1 | 15.534444 | 517.107047 | 0.0 | 21.8 | 2.324615 | 2.324615 | 26.160453 | 0.0 | 15.382347 | 17.83414 | -23.79516 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.320086 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002808 | 0.00078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8929.295714 | 74.290683 | 0.105903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00078 |
| 1997-08-04 16:00:00 | 0.0 | 22.2 | 57.2 | 3.6 | 1.0 | 0.9 | 0.0 | 0.0 | 9.5 | 15.534444 | 377.836616 | 0.0 | 22.2 | 2.885728 | 2.885728 | 26.806088 | 0.0 | 15.333082 | 18.084882 | -24.690709 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.271017 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002736 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002736 | 0.00076 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8951.086422 | 74.019667 | 0.103167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00076 |
| 1997-08-04 17:00:00 | 0.0 | 21.8 | 57.2 | 4.2 | 1.0 | 1.0 | 0.0 | 0.0 | 10.2 | 15.534444 | 252.204639 | 0.0 | 21.8 | 3.366683 | 3.366683 | 26.160453 | 0.0 | 14.963779 | 18.34637 | -20.721778 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.220995 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002665 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002665 | 0.00074 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8968.9082 | 73.798672 | 0.100502 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00074 |
| 1997-08-04 18:00:00 | 0.0 | 20.9 | 59.9 | 4.2 | 1.0 | 1.0 | 0.0 | 0.0 | 11.1 | 15.534444 | 128.576715 | 0.0 | 20.9 | 3.366683 | 3.366683 | 24.75714 | 0.0 | 14.829527 | 18.560232 | -14.03861 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.158739 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002596 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002596 | 0.000721 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8980.046809 | 73.639933 | 0.097906 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000721 |
| 1997-08-04 19:00:00 | 0.0 | 19.7 | 66.1 | 3.6 | 1.0 | 1.0 | 0.0 | 0.0 | 12.1 | 15.534444 | 42.072585 | 0.0 | 19.7 | 2.885728 | 2.885728 | 22.988466 | 0.0 | 15.195376 | 18.693895 | -6.03663 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.093951 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002529 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002529 | 0.000703 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8983.183439 | 73.545981 | 0.095377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000703 |
| 1997-08-04 20:00:00 | 0.0 | 17.9 | 71.7 | 3.2 | 0.104711 | 0.3 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.812898 | 0.0 | 17.9 | 2.565092 | 2.565092 | 20.542326 | 0.0 | 14.728848 | 18.731535 | 4.989208 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.057093 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002464 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002464 | 0.000684 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8975.294232 | 73.488889 | 0.092914 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000684 |
| 1997-08-04 21:00:00 | 0.0 | 15.8 | 80.6 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.0 | 15.8 | 1.763501 | 1.763501 | 17.978626 | 0.0 | 14.490772 | 18.636864 | 17.021185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.019046 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0024 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0024 | 0.000667 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8955.373047 | 73.469843 | 0.090514 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000667 |
| 1997-08-04 22:00:00 | 0.0 | 14.8 | 85.9 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.0 | 14.8 | 1.763501 | 1.763501 | 16.859515 | 0.0 | 14.482324 | 18.39781 | 21.586859 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007576 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002338 | 0.000649 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8930.886187 | 73.462266 | 0.088176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000649 |
| 1997-08-04 23:00:00 | 0.0 | 14.1 | 89.3 | 2.1 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.0 | 14.1 | 1.683342 | 1.683342 | 16.112886 | 0.0 | 14.388807 | 18.103968 | 24.023805 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.000116 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002278 | 0.000633 | 0.000116 | 0.0 | 0.0 | 0.0 | nan | 8903.962382 | 73.462266 | 0.085898 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000633 |
| 1997-08-05 00:00:00 | 0.0 | 13.4 | 91.4 | 1.8 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.0 | 13.4 | 1.442864 | 1.442864 | 15.395377 | 0.0 | 14.071374 | 17.780882 | 26.285292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.009023 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002219 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002219 | 0.000616 | 0.009139 | 0.0 | 0.0 | 0.0 | nan | 8874.77709 | 73.462266 | 0.083679 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000616 |
| 1997-08-05 01:00:00 | 0.0 | 12.8 | 93.1 | 1.8 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.0 | 12.8 | 1.442864 | 1.442864 | 14.802811 | 0.0 | 13.781417 | 17.430658 | 27.783951 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.013264 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002162 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002162 | 0.0006 | 0.022403 | 0.0 | 0.0 | 0.0 | nan | 8844.09314 | 73.462266 | 0.081518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 |
| 1997-08-05 02:00:00 | 0.0 | 12.3 | 94.6 | 1.6 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.0 | 12.3 | 1.282546 | 1.282546 | 14.324376 | 0.0 | 13.550859 | 17.062451 | 28.574706 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.017718 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002106 | 0.000585 | 0.040121 | 0.0 | 0.0 | 0.0 | nan | 8812.618434 | 73.462266 | 0.079412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000585 |
| 1997-08-05 03:00:00 | 0.0 | 12.0 | 95.6 | 1.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.0 | 12.0 | 0.961909 | 0.961909 | 14.04387 | 0.0 | 13.425939 | 16.684755 | 28.108527 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.020716 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002051 | 0.00057 | 0.060837 | 0.0 | 0.0 | 0.0 | nan | 8781.609907 | 73.462266 | 0.077361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00057 |
| 1997-08-05 04:00:00 | 0.0 | 11.7 | 96.2 | 1.9 | 0.366022 | 0.0 | 0.0 | 0.0 | 12.4 | 15.470733 | 1.482348 | 0.0 | 11.7 | 1.523023 | 1.523023 | 13.768192 | 0.0 | 13.245001 | 16.312652 | 27.675913 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.019578 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001998 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001998 | 0.000555 | 0.080415 | 0.0 | 0.0 | 0.0 | nan | 8751.033993 | 73.462266 | 0.075362 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000555 |
| 1997-08-05 05:00:00 | 0.0 | 11.6 | 95.7 | 1.3 | 1.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.470733 | 21.135568 | 0.0 | 11.6 | 1.042069 | 1.042069 | 13.67736 | 0.0 | 13.089234 | 15.945741 | 26.074448 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.009263 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001947 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001947 | 0.000541 | 0.089679 | 0.0 | 0.0 | 0.0 | nan | 8722.059546 | 73.462266 | 0.073416 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000541 |
| 1997-08-05 06:00:00 | 0.0 | 12.6 | 95.1 | 1.6 | 1.0 | 0.6 | 0.0 | 0.0 | 12.9 | 15.470733 | 125.883451 | 0.0 | 12.6 | 1.282546 | 1.282546 | 14.609782 | 0.0 | 13.893903 | 15.598048 | 17.988287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.052361 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001896 | 0.000527 | 0.037317 | 0.0 | 0.0 | 0.0 | nan | 8701.171259 | 73.462266 | 0.071519 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000527 |
| 1997-08-05 07:00:00 | 0.0 | 14.8 | 96.3 | 1.9 | 1.0 | 0.9 | 0.0 | 0.0 | 12.9 | 15.470733 | 305.954943 | 0.0 | 14.8 | 1.523023 | 1.523023 | 16.859515 | 0.0 | 16.235713 | 15.347388 | 3.284331 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.037317 | 0.079358 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001847 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001847 | 0.000513 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8694.986928 | 73.382908 | 0.069672 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000513 |
| 1997-08-05 08:00:00 | 0.0 | 17.1 | 89.9 | 3.2 | 1.0 | 1.0 | 0.0 | 0.0 | 12.9 | 15.470733 | 511.104575 | 0.0 | 17.1 | 2.565092 | 2.565092 | 19.530313 | 0.0 | 17.557751 | 15.273176 | -10.960941 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.185679 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0018 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8703.047869 | 73.197229 | 0.067872 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 |
| 1997-08-05 09:00:00 | 0.0 | 19.4 | 79.2 | 4.0 | 1.0 | 0.9 | 0.0 | 0.0 | 12.8 | 15.470733 | 629.51924 | 0.0 | 19.4 | 3.206365 | 3.206365 | 22.563931 | 0.0 | 17.870634 | 15.369908 | -24.180553 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2631 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001753 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001753 | 0.000487 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8724.328423 | 72.93413 | 0.066119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000487 |
| 1997-08-05 10:00:00 | 0.0 | 20.6 | 73.4 | 4.6 | 1.0 | 1.0 | 0.0 | 0.0 | 12.9 | 15.470733 | 765.81659 | 0.0 | 20.6 | 3.68732 | 3.68732 | 24.304197 | 0.0 | 17.839281 | 15.625274 | -29.848354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3322 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001708 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001708 | 0.000474 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8751.276776 | 72.60193 | 0.064411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000474 |
| 1997-08-05 11:00:00 | 0.0 | 21.4 | 67.3 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.1 | 15.470733 | 767.145843 | 0.0 | 21.4 | 3.286524 | 3.286524 | 25.528421 | 0.0 | 17.180627 | 15.948655 | -32.708072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.369947 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001664 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001664 | 0.000462 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8781.084848 | 72.231982 | 0.062747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000462 |
| 1997-08-05 12:00:00 | 0.0 | 22.5 | 62.2 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.2 | 15.470733 | 736.263854 | 0.0 | 22.5 | 3.286524 | 3.286524 | 27.299387 | 0.0 | 16.980219 | 16.306352 | -37.161891 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.389289 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001621 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001621 | 0.00045 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8815.346739 | 71.842694 | 0.061126 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00045 |
| 1997-08-05 13:00:00 | 0.0 | 23.1 | 59.6 | 4.4 | 1.0 | 1.0 | 0.0 | 0.0 | 13.4 | 15.470733 | 768.006183 | 0.0 | 23.1 | 3.527001 | 3.527001 | 28.309776 | 0.0 | 16.872626 | 16.717494 | -38.295035 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.41464 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001579 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001579 | 0.000439 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8850.741774 | 71.428054 | 0.059547 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000439 |
| 1997-08-05 14:00:00 | 0.0 | 23.4 | 55.4 | 4.6 | 1.0 | 1.0 | 0.0 | 0.0 | 13.5 | 15.470733 | 735.92937 | 0.0 | 23.4 | 3.68732 | 3.68732 | 28.827078 | 0.0 | 15.970201 | 17.142235 | -37.546592 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.419328 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001538 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001538 | 0.000427 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8885.388366 | 71.008726 | 0.058009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000427 |
| 1997-08-05 15:00:00 | 0.0 | 23.8 | 52.1 | 4.5 | 1.0 | 1.0 | 0.0 | 0.0 | 13.6 | 15.470733 | 620.374953 | 0.0 | 23.8 | 3.607161 | 3.607161 | 29.529613 | 0.0 | 15.384928 | 17.557994 | -37.452038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.39307 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001498 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001498 | 0.000416 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8919.940404 | 70.615656 | 0.056511 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000416 |
| 1997-08-05 16:00:00 | 0.0 | 24.0 | 49.5 | 4.7 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 450.095263 | 0.0 | 24.0 | 3.767479 | 3.767479 | 29.886439 | 0.0 | 14.793787 | 17.972618 | -36.164291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.33964 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00146 | 0.000405 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8953.204695 | 70.276016 | 0.055051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000405 |
| 1997-08-05 17:00:00 | 0.0 | 24.0 | 48.1 | 4.5 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 273.614141 | 0.0 | 24.0 | 3.607161 | 3.607161 | 29.886439 | 0.0 | 14.375377 | 18.37179 | -33.769262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.275457 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001422 | 0.000395 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8984.073957 | 70.000559 | 0.053629 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000395 |
| 1997-08-05 18:00:00 | 0.0 | 23.7 | 49.4 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 133.368104 | 0.0 | 23.7 | 3.286524 | 3.286524 | 29.352596 | 0.0 | 14.500182 | 18.742221 | -29.746675 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.207398 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001385 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001385 | 0.000385 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 9010.920632 | 69.793161 | 0.052244 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000385 |
| 1997-08-05 19:00:00 | 0.0 | 22.8 | 57.0 | 3.8 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 40.326502 | 0.0 | 22.8 | 3.046047 | 3.046047 | 27.800581 | 0.0 | 15.846331 | 19.064381 | -22.413715 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.133656 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00135 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00135 | 0.000375 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 9030.434346 | 69.659505 | 0.050894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000375 |
| 1997-08-05 20:00:00 | 0.0 | 21.3 | 65.9 | 2.5 | 0.072689 | 0.5 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.867122 | 0.0 | 21.3 | 2.003978 | 2.003978 | 25.37251 | 0.0 | 16.720484 | 19.298545 | -12.008727 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.066112 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001315 | 0.000365 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 9039.543073 | 69.593394 | 0.04958 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000365 |
| 1997-08-05 21:00:00 | 0.0 | 19.3 | 73.0 | 1.9 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.0 | 19.3 | 1.523023 | 1.523023 | 22.423949 | 0.0 | 16.369483 | 19.40785 | 0.647101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03182 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001281 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001281 | 0.000356 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 9035.995972 | 69.561574 | 0.048299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000356 |
| 1997-08-05 22:00:00 | 0.0 | 18.3 | 76.7 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.0 | 18.3 | 1.763501 | 1.763501 | 21.065302 | 0.0 | 16.157086 | 19.365285 | 6.39171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02777 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001248 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001248 | 0.000347 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 9026.704262 | 69.533804 | 0.047051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000347 |
| 1997-08-05 23:00:00 | 0.0 | 17.4 | 81.8 | 2.7 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.0 | 17.4 | 2.164296 | 2.164296 | 19.904589 | 0.0 | 16.281953 | 19.253784 | 11.122707 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021514 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001215 | 0.000338 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 9012.681555 | 69.51229 | 0.045836 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000338 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions_acker_summer))
0.0
acre (heavy rain)¶
When comparing the soil moisture content (BoWa
) on August 6, 00:00, we notice only
minor differences between the daily (acre (summer), 70.2 mm)
and the hourly (acre (summer), 69.5) simulation results for a
dry situation. However, when we compare the differences between our daily
(acre (heavy rain), 152.8 mm) and our hourly test for a wet
situation, we see much more pronounced differences, which are mainly due to the
prioritisation of throughfall (NBes
) over interception evaporation (EvI
):
>>> inputs.nied.series = 20.0 / 24.0
>>> control.negq(False)
>>> test("lland_knauf_acker_heavy_rain_hourly",
... axis1=(inputs.nied, fluxes.qah), axis2=states.bowa,
... use_conditions=conditions_acker_heavy_rain)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-08-03 00:00:00 | 0.833333 | 16.9 | 95.1 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.783333 | 16.9 | 0.641273 | 0.641273 | 19.284227 | 0.0 | 18.3393 | 15.632162 | -7.607027 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | -0.002953 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.007403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007403 | 0.007403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040965 | 0.011379 | 0.702953 | 0.0 | 0.0 | 0.0 | nan | 8729.609427 | 102.562669 | 1.5486 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011379 |
| 1997-08-03 01:00:00 | 0.833333 | 16.6 | 94.9 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.783333 | 16.6 | 0.641273 | 0.641273 | 18.920184 | 0.0 | 17.955254 | 15.688646 | -5.468121 | 0.0 | 0.0 | 0.0 | 0.786286 | 0.0 | -0.002673 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.786286 | 0.070171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.070171 | 0.070171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040912 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040912 | 0.011364 | 0.702673 | 0.0 | 0.0 | 0.0 | nan | 8732.177548 | 103.278784 | 1.57786 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011364 |
| 1997-08-03 02:00:00 | 0.833333 | 16.4 | 95.9 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.783333 | 16.4 | 0.641273 | 0.641273 | 18.68084 | 0.0 | 17.914926 | 15.719464 | -4.083217 | 0.0 | 0.0 | 0.0 | 0.786007 | 0.0 | -0.004096 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.786007 | 0.070721 | 0.0 | 0.0 | 0.0 | 0.0 | 0.070721 | 0.070721 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041675 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041675 | 0.011576 | 0.704096 | 0.0 | 0.0 | 0.0 | nan | 8733.360765 | 103.99407 | 1.606906 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011576 |
| 1997-08-03 03:00:00 | 0.833333 | 16.3 | 96.7 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.5 | 0.0 | 0.783333 | 16.3 | 0.641273 | 0.641273 | 18.562165 | 0.0 | 17.949613 | 15.733663 | -3.398025 | 0.0 | 0.0 | 0.0 | 0.787429 | 0.0 | -0.005245 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.787429 | 0.071426 | 0.0 | 0.0 | 0.0 | 0.0 | 0.071426 | 0.071426 | 0.0 | 0.0 | 0.0 | 0.0 | 0.042434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.042434 | 0.011787 | 0.705245 | 0.0 | 0.0 | 0.0 | nan | 8733.85879 | 104.710073 | 1.635897 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011787 |
| 1997-08-03 04:00:00 | 0.833333 | 16.0 | 97.2 | 0.8 | 0.429734 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 1.943686 | 0.783333 | 16.0 | 0.641273 | 0.641273 | 18.210086 | 0.0 | 17.700204 | 15.739639 | -1.562167 | 0.0 | 0.0 | 0.0 | 0.788579 | 0.0 | -0.004905 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.788579 | 0.07211 | 0.0 | 0.0 | 0.0 | 0.0 | 0.07211 | 0.07211 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043192 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043192 | 0.011998 | 0.704905 | 0.0 | 0.0 | 0.0 | nan | 8732.520957 | 105.426542 | 1.664815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011998 |
| 1997-08-03 05:00:00 | 0.833333 | 15.9 | 97.5 | 0.6 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 21.932441 | 0.783333 | 15.9 | 0.480955 | 0.480955 | 18.094032 | 0.0 | 17.641681 | 15.723585 | -1.058491 | 0.0 | 0.0 | 0.0 | 0.788239 | 0.0 | 0.004992 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.788239 | 0.07266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.07266 | 0.07266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043946 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043946 | 0.012207 | 0.695008 | 0.0 | 0.0 | 0.0 | nan | 8730.679448 | 106.14212 | 1.693529 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012207 |
| 1997-08-03 06:00:00 | 0.833333 | 16.0 | 97.7 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 57.256187 | 0.783333 | 16.0 | 0.721432 | 0.721432 | 18.210086 | 0.0 | 17.791254 | 15.701487 | -1.79108 | 0.0 | 0.0 | 0.0 | 0.778341 | 0.0 | 0.026203 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.778341 | 0.072319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.072319 | 0.072319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044683 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044683 | 0.012412 | 0.673797 | 0.0 | 0.0 | 0.0 | nan | 8729.570528 | 106.848143 | 1.721164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012412 |
| 1997-08-03 07:00:00 | 0.833333 | 16.6 | 97.4 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 109.332844 | 0.783333 | 16.6 | 0.721432 | 0.721432 | 18.920184 | 0.0 | 18.428259 | 15.68818 | -5.470922 | 0.0 | 0.0 | 0.0 | 0.75713 | 0.0 | 0.057366 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.75713 | 0.070894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.070894 | 0.070894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045379 | 0.012605 | 0.642634 | 0.0 | 0.0 | 0.0 | nan | 8732.14145 | 107.53438 | 1.746679 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012605 |
| 1997-08-03 08:00:00 | 0.833333 | 17.4 | 96.8 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 170.949152 | 0.783333 | 17.4 | 0.721432 | 0.721432 | 19.904589 | 0.0 | 19.267642 | 15.719031 | -10.085816 | 0.0 | 0.0 | 0.0 | 0.725967 | 0.0 | 0.096008 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.725967 | 0.068482 | 0.0 | 0.0 | 0.0 | 0.0 | 0.068482 | 0.068482 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046007 | 0.01278 | 0.603992 | 0.0 | 0.0 | 0.0 | nan | 8739.327265 | 108.191865 | 1.769154 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01278 |
| 1997-08-03 09:00:00 | 0.833333 | 19.0 | 86.1 | 1.3 | 1.0 | 0.2 | 0.0 | 0.0 | 1.5 | 14.929734 | 311.762624 | 0.783333 | 19.0 | 1.042069 | 1.042069 | 22.008543 | 0.0 | 18.949356 | 15.805261 | -19.168437 | 0.0 | 0.0 | 0.0 | 0.687326 | 0.0 | 0.222649 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.687326 | 0.065294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.065294 | 0.065294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046546 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046546 | 0.012929 | 0.477351 | 0.0 | 0.0 | 0.0 | nan | 8755.595702 | 108.813897 | 1.787903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012929 |
| 1997-08-03 10:00:00 | 0.833333 | 20.3 | 76.8 | 1.5 | 1.0 | 0.5 | 0.0 | 0.0 | 1.7 | 14.929734 | 501.583299 | 0.783333 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 18.32333 | 16.000482 | -25.797109 | 0.0 | 0.0 | 0.0 | 0.560684 | 0.0 | 0.389789 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.560684 | 0.053594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.053594 | 0.053594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046878 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046878 | 0.013022 | 0.310211 | 0.0 | 0.0 | 0.0 | nan | 8778.492812 | 109.320987 | 1.794618 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013022 |
| 1997-08-03 11:00:00 | 0.833333 | 21.4 | 71.8 | 1.2 | 1.0 | 0.7 | 0.0 | 0.0 | 2.2 | 14.929734 | 615.018727 | 0.783333 | 21.4 | 0.961909 | 0.961909 | 25.528421 | 0.0 | 18.329406 | 16.275247 | -30.748518 | 0.0 | 0.0 | 0.0 | 0.393544 | 0.0 | 0.46611 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.393544 | 0.037795 | 0.0 | 0.0 | 0.0 | 0.0 | 0.037795 | 0.037795 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046847 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046847 | 0.013013 | 0.23389 | 0.0 | 0.0 | 0.0 | nan | 8806.341329 | 109.676737 | 1.785566 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013013 |
| 1997-08-03 12:00:00 | 0.833333 | 21.3 | 67.5 | 1.3 | 1.0 | 0.8 | 0.0 | 0.0 | 2.8 | 14.929734 | 626.544326 | 0.783333 | 21.3 | 1.042069 | 1.042069 | 25.37251 | 0.0 | 17.126444 | 16.609429 | -28.143424 | 0.0 | 0.0 | 0.0 | 0.317224 | 0.0 | 0.490849 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.317224 | 0.030572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030572 | 0.030572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046519 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046519 | 0.012922 | 0.209151 | 0.0 | 0.0 | 0.0 | nan | 8831.584754 | 109.963389 | 1.769618 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012922 |
| 1997-08-03 13:00:00 | 0.833333 | 21.8 | 66.1 | 1.5 | 1.0 | 0.5 | 0.0 | 0.0 | 3.2 | 14.929734 | 496.133417 | 0.783333 | 21.8 | 1.202387 | 1.202387 | 26.160453 | 0.0 | 17.29206 | 16.91235 | -29.325898 | 0.0 | 0.0 | 0.0 | 0.292485 | 0.0 | 0.424547 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.292485 | 0.028272 | 0.0 | 0.0 | 0.0 | 0.0 | 0.028272 | 0.028272 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046078 | 0.012799 | 0.275453 | 0.0 | 0.0 | 0.0 | nan | 8858.010651 | 110.227602 | 1.751813 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012799 |
| 1997-08-03 14:00:00 | 0.833333 | 22.9 | 63.4 | 1.9 | 1.0 | 0.4 | 0.0 | 0.0 | 3.4 | 14.929734 | 419.520994 | 0.783333 | 22.9 | 1.523023 | 1.523023 | 27.969419 | 0.0 | 17.732611 | 17.229461 | -34.023233 | 0.0 | 0.0 | 0.0 | 0.358786 | 0.0 | 0.415176 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.358786 | 0.034791 | 0.0 | 0.0 | 0.0 | 0.0 | 0.034791 | 0.034791 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045702 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045702 | 0.012695 | 0.284824 | 0.0 | 0.0 | 0.0 | nan | 8889.133884 | 110.551596 | 1.740902 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012695 |
| 1997-08-03 15:00:00 | 0.833333 | 22.7 | 62.4 | 1.9 | 1.0 | 0.5 | 0.0 | 0.0 | 3.8 | 14.929734 | 387.887354 | 0.783333 | 22.7 | 1.523023 | 1.523023 | 27.632633 | 0.0 | 17.242763 | 17.60294 | -30.58236 | 0.0 | 0.0 | 0.0 | 0.368157 | 0.0 | 0.393194 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.368157 | 0.035827 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035827 | 0.035827 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045434 | 0.01262 | 0.306806 | 0.0 | 0.0 | 0.0 | nan | 8916.816245 | 110.883927 | 1.731295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01262 |
| 1997-08-03 16:00:00 | 0.833333 | 22.5 | 61.1 | 2.3 | 1.0 | 0.5 | 0.0 | 0.0 | 4.1 | 14.929734 | 278.496873 | 0.783333 | 22.5 | 1.84366 | 1.84366 | 27.299387 | 0.0 | 16.679926 | 17.935128 | -27.38923 | 0.0 | 0.0 | 0.0 | 0.390139 | 0.0 | 0.34217 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.390139 | 0.038106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.038106 | 0.038106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045215 | 0.01256 | 0.35783 | 0.0 | 0.0 | 0.0 | nan | 8941.305475 | 111.235959 | 1.724186 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01256 |
| 1997-08-03 17:00:00 | 0.833333 | 21.9 | 62.1 | 2.4 | 1.0 | 0.3 | 0.0 | 0.0 | 4.4 | 14.929734 | 137.138608 | 0.783333 | 21.9 | 1.923819 | 1.923819 | 26.320577 | 0.0 | 16.345078 | 18.228999 | -22.026006 | 0.0 | 0.0 | 0.0 | 0.441163 | 0.0 | 0.236219 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.441163 | 0.043264 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043264 | 0.043264 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045098 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045098 | 0.012527 | 0.463781 | 0.0 | 0.0 | 0.0 | nan | 8960.431481 | 111.633858 | 1.722352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012527 |
| 1997-08-03 18:00:00 | 0.833333 | 21.4 | 67.0 | 2.5 | 1.0 | 0.1 | 0.0 | 0.0 | 4.5 | 14.929734 | 51.080715 | 0.783333 | 21.4 | 2.003978 | 2.003978 | 25.528421 | 0.0 | 17.104042 | 18.458511 | -17.648933 | 0.0 | 0.0 | 0.0 | 0.547114 | 0.0 | 0.156077 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.547114 | 0.053912 | 0.0 | 0.0 | 0.0 | 0.0 | 0.053912 | 0.053912 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045189 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045189 | 0.012553 | 0.543923 | 0.0 | 0.0 | 0.0 | nan | 8975.180414 | 112.127061 | 1.731075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012553 |
| 1997-08-03 19:00:00 | 0.833333 | 20.7 | 74.5 | 2.5 | 1.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.429734 | 13.632816 | 0.783333 | 20.7 | 2.003978 | 2.003978 | 24.454368 | 0.0 | 18.218504 | 18.635498 | -12.38701 | 0.0 | 0.0 | 0.0 | 0.627256 | 0.0 | 0.09611 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.627256 | 0.06216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06216 | 0.06216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045521 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045521 | 0.012645 | 0.60389 | 0.0 | 0.0 | 0.0 | nan | 8984.667424 | 112.692157 | 1.747713 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012645 |
| 1997-08-03 20:00:00 | 0.833333 | 19.4 | 81.2 | 2.2 | 0.1364 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.185943 | 0.783333 | 19.4 | 1.763501 | 1.763501 | 22.563931 | 0.0 | 18.321912 | 18.749342 | -3.903945 | 0.0 | 0.0 | 0.0 | 0.687223 | 0.0 | 0.049374 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.687223 | 0.068533 | 0.0 | 0.0 | 0.0 | 0.0 | 0.068533 | 0.068533 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046034 | 0.012787 | 0.650626 | 0.0 | 0.0 | 0.0 | nan | 8985.67137 | 113.310848 | 1.770212 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012787 |
| 1997-08-03 21:00:00 | 0.833333 | 17.8 | 86.9 | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.783333 | 17.8 | 1.362705 | 1.362705 | 20.413369 | 0.0 | 17.739217 | 18.76139 | 5.768339 | 0.0 | 0.0 | 0.0 | 0.733959 | 0.0 | 0.019253 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.733959 | 0.073692 | 0.0 | 0.0 | 0.0 | 0.0 | 0.073692 | 0.073692 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046682 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046682 | 0.012967 | 0.680747 | 0.0 | 0.0 | 0.0 | nan | 8977.003031 | 113.971116 | 1.797222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012967 |
| 1997-08-03 22:00:00 | 0.833333 | 17.0 | 90.1 | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.783333 | 17.0 | 1.362705 | 1.362705 | 19.406929 | 0.0 | 17.485643 | 18.65737 | 9.944218 | 0.0 | 0.0 | 0.0 | 0.764081 | 0.0 | 0.010292 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.764081 | 0.077264 | 0.0 | 0.0 | 0.0 | 0.0 | 0.077264 | 0.077264 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047426 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047426 | 0.013174 | 0.689708 | 0.0 | 0.0 | 0.0 | nan | 8964.158813 | 114.657933 | 1.827059 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013174 |
| 1997-08-03 23:00:00 | 0.833333 | 16.4 | 90.9 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.783333 | 16.4 | 1.84366 | 1.84366 | 18.68084 | 0.0 | 16.980884 | 18.503239 | 12.619435 | 0.0 | 0.0 | 0.0 | 0.773041 | 0.0 | 0.014655 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.773041 | 0.078739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.078739 | 0.078739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.048216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.048216 | 0.013393 | 0.685345 | 0.0 | 0.0 | 0.0 | nan | 8948.639378 | 115.352235 | 1.857583 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013393 |
| 1997-08-04 00:00:00 | 0.833333 | 15.9 | 88.0 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.783333 | 15.9 | 1.84366 | 1.84366 | 18.094032 | 0.0 | 15.922748 | 18.317006 | 14.502035 | 0.0 | 0.0 | 0.0 | 0.768678 | 0.0 | 0.024014 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.768678 | 0.078864 | 0.0 | 0.0 | 0.0 | 0.0 | 0.078864 | 0.078864 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049006 | 0.013613 | 0.675986 | 0.0 | 0.0 | 0.0 | nan | 8931.237343 | 116.042049 | 1.887441 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013613 |
| 1997-08-04 01:00:00 | 0.833333 | 15.4 | 89.2 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.783333 | 15.4 | 1.763501 | 1.763501 | 17.523416 | 0.0 | 15.630887 | 18.108181 | 16.249089 | 0.0 | 0.0 | 0.0 | 0.759319 | 0.0 | 0.018207 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.759319 | 0.078462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.078462 | 0.078462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049772 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049772 | 0.013826 | 0.681793 | 0.0 | 0.0 | 0.0 | nan | 8912.088255 | 116.722906 | 1.916131 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013826 |
| 1997-08-04 02:00:00 | 0.833333 | 15.2 | 88.8 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.783333 | 15.2 | 1.84366 | 1.84366 | 17.299618 | 0.0 | 15.362061 | 17.878392 | 16.070354 | 0.0 | 0.0 | 0.0 | 0.765127 | 0.0 | 0.020574 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.765127 | 0.079624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.079624 | 0.079624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050528 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050528 | 0.014036 | 0.679426 | 0.0 | 0.0 | 0.0 | nan | 8893.1179 | 117.408409 | 1.945227 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.014036 |
| 1997-08-04 03:00:00 | 0.833333 | 14.9 | 89.7 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.783333 | 14.9 | 1.603182 | 1.603182 | 16.968612 | 0.0 | 15.220845 | 17.650748 | 16.504489 | 0.0 | 0.0 | 0.0 | 0.762759 | 0.0 | 0.013655 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.762759 | 0.079941 | 0.0 | 0.0 | 0.0 | 0.0 | 0.079941 | 0.079941 | 0.0 | 0.0 | 0.0 | 0.0 | 0.051284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.051284 | 0.014246 | 0.686345 | 0.0 | 0.0 | 0.0 | nan | 8873.713411 | 118.091227 | 1.973884 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.014246 |
| 1997-08-04 04:00:00 | 0.833333 | 14.3 | 93.0 | 2.3 | 0.398044 | 0.0 | 0.0 | 0.0 | 4.5 | 15.534444 | 1.590516 | 0.783333 | 14.3 | 1.84366 | 1.84366 | 16.323194 | 0.0 | 15.18057 | 17.417894 | 18.707366 | 0.0 | 0.0 | 0.0 | 0.769679 | 0.0 | 0.007264 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.769679 | 0.081237 | 0.0 | 0.0 | 0.0 | 0.0 | 0.081237 | 0.081237 | 0.0 | 0.0 | 0.0 | 0.0 | 0.052041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.052041 | 0.014456 | 0.692736 | 0.0 | 0.0 | 0.0 | nan | 8852.106046 | 118.779668 | 2.00308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.014456 |
| 1997-08-04 05:00:00 | 0.833333 | 14.1 | 93.6 | 2.5 | 1.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.534444 | 19.950903 | 0.783333 | 14.1 | 2.003978 | 2.003978 | 16.112886 | 0.0 | 15.081661 | 17.158606 | 18.351635 | 0.0 | 0.0 | 0.0 | 0.776069 | 0.0 | 0.018172 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.776069 | 0.082493 | 0.0 | 0.0 | 0.0 | 0.0 | 0.082493 | 0.082493 | 0.0 | 0.0 | 0.0 | 0.0 | 0.052811 | 0.0 | 0.0 | 0.0 | 0.0 | 0.052811 | 0.01467 | 0.681828 | 0.0 | 0.0 | 0.0 | nan | 8830.85441 | 119.473244 | 2.032762 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01467 |
| 1997-08-04 06:00:00 | 0.833333 | 14.3 | 94.6 | 2.4 | 1.0 | 0.1 | 0.0 | 0.0 | 4.6 | 15.534444 | 62.985774 | 0.783333 | 14.3 | 1.923819 | 1.923819 | 16.323194 | 0.0 | 15.441741 | 16.903586 | 15.621518 | 0.0 | 0.0 | 0.0 | 0.765161 | 0.0 | 0.04094 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.765161 | 0.081907 | 0.003897 | 0.0 | 0.000003 | 0.0 | 0.081907 | 0.081907 | 0.0 | 0.003897 | 0.0 | 0.000003 | 0.05357 | 0.0 | 0.000025 | 0.0 | 0.0 | 0.053596 | 0.014888 | 0.65906 | 0.0 | 0.0 | 0.0 | nan | 8812.332893 | 120.152598 | 2.061098 | 0.0 | 0.003872 | 0.0 | 0.000003 | 0.0 | 0.014888 |
| 1997-08-04 07:00:00 | 0.833333 | 15.4 | 93.3 | 2.5 | 1.0 | 0.9 | 0.0 | 0.0 | 5.5 | 15.534444 | 285.776389 | 0.783333 | 15.4 | 2.003978 | 2.003978 | 17.523416 | 0.0 | 16.349347 | 16.681328 | 7.687968 | 0.0 | 0.0 | 0.0 | 0.742393 | 0.0 | 0.189733 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.742393 | 0.080011 | 0.00392 | 0.0 | 0.000031 | 0.0 | 0.080011 | 0.080011 | 0.0 | 0.00392 | 0.0 | 0.000031 | 0.054278 | 0.0 | 0.000076 | 0.0 | 0.0 | 0.054354 | 0.015098 | 0.510267 | 0.0 | 0.0 | 0.0 | nan | 8801.744925 | 120.811029 | 2.086831 | 0.0 | 0.007716 | 0.0 | 0.000034 | 0.0 | 0.015098 |
| 1997-08-04 08:00:00 | 0.833333 | 16.8 | 86.9 | 2.5 | 1.0 | 1.0 | 0.0 | 0.0 | 6.5 | 15.534444 | 475.225247 | 0.783333 | 16.8 | 2.003978 | 2.003978 | 19.162205 | 0.0 | 16.651956 | 16.554272 | -1.474365 | 0.0 | 0.0 | 0.0 | 0.5936 | 0.0 | 0.343753 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5936 | 0.064359 | 0.003941 | 0.0 | 0.000059 | 0.0 | 0.064359 | 0.064359 | 0.0 | 0.003941 | 0.0 | 0.000059 | 0.05474 | 0.0 | 0.000126 | 0.0 | 0.0 | 0.054865 | 0.01524 | 0.356247 | 0.0 | 0.0 | 0.0 | nan | 8800.31929 | 121.33627 | 2.096451 | 0.0 | 0.011531 | 0.0 | 0.000093 | 0.0 | 0.01524 |
| 1997-08-04 09:00:00 | 0.833333 | 18.2 | 78.9 | 2.9 | 1.0 | 1.0 | 0.0 | 0.0 | 7.3 | 15.534444 | 614.006719 | 0.783333 | 18.2 | 2.324615 | 2.324615 | 20.933479 | 0.0 | 16.516515 | 16.537165 | -9.977011 | 0.0 | 0.0 | 0.0 | 0.439581 | 0.0 | 0.494205 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.439581 | 0.04788 | 0.003958 | 0.0 | 0.000081 | 0.0 | 0.04788 | 0.04788 | 0.0 | 0.003958 | 0.0 | 0.000081 | 0.054774 | 0.0 | 0.000176 | 0.0 | 0.0 | 0.05495 | 0.015264 | 0.205795 | 0.0 | 0.0 | 0.0 | nan | 8807.396301 | 121.723932 | 2.089557 | 0.0 | 0.015313 | 0.0 | 0.000174 | 0.0 | 0.015264 |
| 1997-08-04 10:00:00 | 0.833333 | 19.5 | 75.8 | 3.1 | 1.0 | 0.9 | 0.0 | 0.0 | 7.7 | 15.534444 | 643.806508 | 0.783333 | 19.5 | 2.484933 | 2.484933 | 22.704676 | 0.0 | 17.210144 | 16.622089 | -17.267466 | 0.0 | 0.0 | 0.0 | 0.289128 | 0.0 | 0.550473 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.289128 | 0.031594 | 0.003971 | 0.0 | 0.000097 | 0.0 | 0.031594 | 0.031594 | 0.0 | 0.003971 | 0.0 | 0.000097 | 0.054385 | 0.0 | 0.000225 | 0.0 | 0.0 | 0.05461 | 0.015169 | 0.149527 | 0.0 | 0.0 | 0.0 | nan | 8821.763767 | 121.977399 | 2.066766 | 0.0 | 0.019059 | 0.0 | 0.000271 | 0.0 | 0.015169 |
| 1997-08-04 11:00:00 | 0.833333 | 20.3 | 73.4 | 3.3 | 1.0 | 0.8 | 0.0 | 0.0 | 7.8 | 15.534444 | 600.26298 | 0.783333 | 20.3 | 2.645251 | 2.645251 | 23.858503 | 0.0 | 17.512141 | 16.794499 | -21.033009 | 0.0 | 0.0 | 0.0 | 0.23286 | 0.0 | 0.548409 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.23286 | 0.025504 | 0.003979 | 0.0 | 0.000107 | 0.0 | 0.025504 | 0.025504 | 0.0 | 0.003979 | 0.0 | 0.000107 | 0.053717 | 0.0 | 0.000274 | 0.0 | 0.0 | 0.053991 | 0.014997 | 0.151591 | 0.0 | 0.0 | 0.0 | nan | 8839.896776 | 122.180668 | 2.038553 | 0.0 | 0.022764 | 0.0 | 0.000378 | 0.0 | 0.014997 |
| 1997-08-04 12:00:00 | 0.833333 | 21.0 | 68.3 | 3.3 | 1.0 | 0.9 | 0.0 | 0.0 | 7.9 | 15.534444 | 620.51414 | 0.783333 | 21.0 | 2.645251 | 2.645251 | 24.909749 | 0.0 | 17.013358 | 17.012095 | -23.927432 | 0.0 | 0.0 | 0.0 | 0.234924 | 0.0 | 0.597585 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.234924 | 0.025783 | 0.003986 | 0.0 | 0.000116 | 0.0 | 0.025783 | 0.025783 | 0.0 | 0.003986 | 0.0 | 0.000116 | 0.052992 | 0.0 | 0.000322 | 0.0 | 0.0 | 0.053314 | 0.014809 | 0.102415 | 0.0 | 0.0 | 0.0 | nan | 8860.924208 | 122.385708 | 2.011344 | 0.0 | 0.026428 | 0.0 | 0.000494 | 0.0 | 0.014809 |
| 1997-08-04 13:00:00 | 0.833333 | 21.8 | 61.3 | 3.2 | 1.0 | 0.8 | 0.0 | 0.0 | 8.2 | 15.534444 | 599.441386 | 0.783333 | 21.8 | 2.565092 | 2.565092 | 26.160453 | 0.0 | 16.036358 | 17.264424 | -27.213457 | 0.0 | 0.0 | 0.0 | 0.185749 | 0.0 | 0.621828 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.185749 | 0.020423 | 0.003992 | 0.0 | 0.000124 | 0.0 | 0.020423 | 0.020423 | 0.0 | 0.003992 | 0.0 | 0.000124 | 0.05222 | 0.0 | 0.00037 | 0.0 | 0.0 | 0.052589 | 0.014608 | 0.078172 | 0.0 | 0.0 | 0.0 | nan | 8885.237665 | 122.546917 | 1.979547 | 0.0 | 0.030051 | 0.0 | 0.000618 | 0.0 | 0.014608 |
| 1997-08-04 14:00:00 | 0.833333 | 21.9 | 60.6 | 2.5 | 1.0 | 0.9 | 0.0 | 0.0 | 8.7 | 15.534444 | 613.551223 | 0.783333 | 21.9 | 2.003978 | 2.003978 | 26.320577 | 0.0 | 15.95027 | 17.556185 | -26.062888 | 0.0 | 0.0 | 0.0 | 0.161505 | 0.0 | 0.589213 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.161505 | 0.017784 | 0.003998 | 0.0 | 0.000131 | 0.0 | 0.017784 | 0.017784 | 0.0 | 0.003998 | 0.0 | 0.000131 | 0.051364 | 0.0 | 0.000417 | 0.0 | 0.0 | 0.051781 | 0.014384 | 0.110787 | 0.0 | 0.0 | 0.0 | nan | 8908.400553 | 122.686509 | 1.945967 | 0.0 | 0.033632 | 0.0 | 0.000749 | 0.0 | 0.014384 |
| 1997-08-04 15:00:00 | 0.833333 | 21.8 | 58.8 | 2.9 | 1.0 | 0.9 | 0.0 | 0.0 | 9.1 | 15.534444 | 517.107047 | 0.783333 | 21.8 | 2.324615 | 2.324615 | 26.160453 | 0.0 | 15.382347 | 17.83414 | -23.79516 | 0.0 | 0.0 | 0.0 | 0.194121 | 0.0 | 0.551455 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.194121 | 0.021409 | 0.004002 | 0.0 | 0.000137 | 0.0 | 0.021409 | 0.021409 | 0.0 | 0.004002 | 0.0 | 0.000137 | 0.050544 | 0.0 | 0.000463 | 0.0 | 0.0 | 0.051007 | 0.014169 | 0.148545 | 0.0 | 0.0 | 0.0 | nan | 8929.295714 | 122.855082 | 1.916832 | 0.0 | 0.037171 | 0.0 | 0.000886 | 0.0 | 0.014169 |
| 1997-08-04 16:00:00 | 0.833333 | 22.2 | 57.2 | 3.6 | 1.0 | 0.9 | 0.0 | 0.0 | 9.5 | 15.534444 | 377.836616 | 0.783333 | 22.2 | 2.885728 | 2.885728 | 26.806088 | 0.0 | 15.333082 | 18.084882 | -24.690709 | 0.0 | 0.0 | 0.0 | 0.231878 | 0.0 | 0.505795 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.231878 | 0.02562 | 0.004008 | 0.0 | 0.000144 | 0.0 | 0.02562 | 0.02562 | 0.0 | 0.004008 | 0.0 | 0.000144 | 0.049846 | 0.0 | 0.000509 | 0.0 | 0.0 | 0.050355 | 0.013988 | 0.194205 | 0.0 | 0.0 | 0.0 | nan | 8951.086422 | 123.057187 | 1.892607 | 0.0 | 0.040669 | 0.0 | 0.00103 | 0.0 | 0.013988 |
| 1997-08-04 17:00:00 | 0.833333 | 21.8 | 57.2 | 4.2 | 1.0 | 1.0 | 0.0 | 0.0 | 10.2 | 15.534444 | 252.204639 | 0.783333 | 21.8 | 3.366683 | 3.366683 | 26.160453 | 0.0 | 14.963779 | 18.34637 | -20.721778 | 0.0 | 0.0 | 0.0 | 0.277538 | 0.0 | 0.44464 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.277538 | 0.030734 | 0.004014 | 0.0 | 0.000152 | 0.0 | 0.030734 | 0.030734 | 0.0 | 0.004014 | 0.0 | 0.000152 | 0.049286 | 0.0 | 0.000555 | 0.0 | 0.0 | 0.049841 | 0.013845 | 0.25536 | 0.0 | 0.0 | 0.0 | nan | 8968.9082 | 123.299825 | 1.874054 | 0.0 | 0.044129 | 0.0 | 0.001182 | 0.0 | 0.013845 |
| 1997-08-04 18:00:00 | 0.833333 | 20.9 | 59.9 | 4.2 | 1.0 | 1.0 | 0.0 | 0.0 | 11.1 | 15.534444 | 128.576715 | 0.783333 | 20.9 | 3.366683 | 3.366683 | 24.75714 | 0.0 | 14.829527 | 18.560232 | -14.03861 | 0.0 | 0.0 | 0.0 | 0.338693 | 0.0 | 0.32482 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.338693 | 0.037607 | 0.004022 | 0.0 | 0.000162 | 0.0 | 0.037607 | 0.037607 | 0.0 | 0.004022 | 0.0 | 0.000162 | 0.048896 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.049496 | 0.013749 | 0.37518 | 0.0 | 0.0 | 0.0 | nan | 8980.046809 | 123.596727 | 1.862765 | 0.0 | 0.047551 | 0.0 | 0.001344 | 0.0 | 0.013749 |
| 1997-08-04 19:00:00 | 0.833333 | 19.7 | 66.1 | 3.6 | 1.0 | 1.0 | 0.0 | 0.0 | 12.1 | 15.534444 | 42.072585 | 0.783333 | 19.7 | 2.885728 | 2.885728 | 22.988466 | 0.0 | 15.195376 | 18.693895 | -6.03663 | 0.0 | 0.0 | 0.0 | 0.458513 | 0.0 | 0.183135 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.458513 | 0.051088 | 0.004032 | 0.0 | 0.000175 | 0.0 | 0.051088 | 0.051088 | 0.0 | 0.004032 | 0.0 | 0.000175 | 0.04878 | 0.0 | 0.000644 | 0.0 | 0.0 | 0.049424 | 0.013729 | 0.516865 | 0.0 | 0.0 | 0.0 | nan | 8983.183439 | 123.999945 | 1.865073 | 0.0 | 0.050939 | 0.0 | 0.001519 | 0.0 | 0.013729 |
| 1997-08-04 20:00:00 | 0.833333 | 17.9 | 71.7 | 3.2 | 0.104711 | 0.3 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.812898 | 0.783333 | 17.9 | 2.565092 | 2.565092 | 20.542326 | 0.0 | 14.728848 | 18.731535 | 4.989208 | 0.0 | 0.0 | 0.0 | 0.600198 | 0.0 | 0.100625 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.600198 | 0.067185 | 0.004045 | 0.0 | 0.000192 | 0.0 | 0.067185 | 0.067185 | 0.0 | 0.004045 | 0.0 | 0.000192 | 0.049048 | 0.0 | 0.000689 | 0.0 | 0.0 | 0.049737 | 0.013816 | 0.599375 | 0.0 | 0.0 | 0.0 | nan | 8975.294232 | 124.528721 | 1.88321 | 0.0 | 0.054295 | 0.0 | 0.00171 | 0.0 | 0.013816 |
| 1997-08-04 21:00:00 | 0.833333 | 15.8 | 80.6 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.783333 | 15.8 | 1.763501 | 1.763501 | 17.978626 | 0.0 | 14.490772 | 18.636864 | 17.021185 | 0.0 | 0.0 | 0.0 | 0.682708 | 0.0 | 0.029975 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.682708 | 0.07685 | 0.004062 | 0.0 | 0.000214 | 0.0 | 0.07685 | 0.07685 | 0.0 | 0.004062 | 0.0 | 0.000214 | 0.049642 | 0.0 | 0.000732 | 0.0 | 0.0 | 0.050374 | 0.013993 | 0.670025 | 0.0 | 0.0 | 0.0 | nan | 8955.373047 | 125.130304 | 1.910418 | 0.0 | 0.057625 | 0.0 | 0.001924 | 0.0 | 0.013993 |
| 1997-08-04 22:00:00 | 0.833333 | 14.8 | 85.9 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.783333 | 14.8 | 1.763501 | 1.763501 | 16.859515 | 0.0 | 14.482324 | 18.39781 | 21.586859 | 0.0 | 0.0 | 0.0 | 0.753358 | 0.0 | 0.012059 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.753358 | 0.085333 | 0.004082 | 0.0 | 0.000239 | 0.0 | 0.085333 | 0.085333 | 0.0 | 0.004082 | 0.0 | 0.000239 | 0.050455 | 0.0 | 0.000776 | 0.0 | 0.0 | 0.051231 | 0.014231 | 0.687941 | 0.0 | 0.0 | 0.0 | nan | 8930.886187 | 125.794008 | 1.945297 | 0.0 | 0.060931 | 0.0 | 0.002162 | 0.0 | 0.014231 |
| 1997-08-04 23:00:00 | 0.833333 | 14.1 | 89.3 | 2.1 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.783333 | 14.1 | 1.683342 | 1.683342 | 16.112886 | 0.0 | 14.388807 | 18.103968 | 24.023805 | 0.0 | 0.0 | 0.0 | 0.771275 | 0.0 | -0.000116 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.771275 | 0.087941 | 0.004104 | 0.0 | 0.000266 | 0.0 | 0.087941 | 0.087941 | 0.0 | 0.004104 | 0.0 | 0.000266 | 0.051389 | 0.0 | 0.000819 | 0.0 | 0.0 | 0.052209 | 0.014502 | 0.700116 | 0.0 | 0.0 | 0.0 | nan | 8903.962382 | 126.472972 | 1.981848 | 0.0 | 0.064216 | 0.0 | 0.002428 | 0.0 | 0.014502 |
| 1997-08-05 00:00:00 | 0.833333 | 13.4 | 91.4 | 1.8 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.783333 | 13.4 | 1.442864 | 1.442864 | 15.395377 | 0.0 | 14.071374 | 17.780882 | 26.285292 | 0.0 | 0.0 | 0.0 | 0.78345 | 0.0 | -0.009023 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.78345 | 0.089929 | 0.004126 | 0.0 | 0.000295 | 0.0 | 0.089929 | 0.089929 | 0.0 | 0.004126 | 0.0 | 0.000295 | 0.052359 | 0.0 | 0.000862 | 0.0 | 0.0 | 0.053221 | 0.014784 | 0.709023 | 0.0 | 0.0 | 0.0 | nan | 8874.77709 | 127.162072 | 2.019418 | 0.0 | 0.06748 | 0.0 | 0.002723 | 0.0 | 0.014784 |
| 1997-08-05 01:00:00 | 0.833333 | 12.8 | 93.1 | 1.8 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.783333 | 12.8 | 1.442864 | 1.442864 | 14.802811 | 0.0 | 13.781417 | 17.430658 | 27.783951 | 0.0 | 0.0 | 0.0 | 0.792356 | 0.0 | -0.013264 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.792356 | 0.091568 | 0.004148 | 0.0 | 0.000323 | 0.0 | 0.091568 | 0.091568 | 0.0 | 0.004148 | 0.0 | 0.000323 | 0.053351 | 0.0 | 0.000904 | 0.0 | 0.0 | 0.054256 | 0.015071 | 0.713264 | 0.0 | 0.0 | 0.0 | nan | 8844.09314 | 127.858389 | 2.057635 | 0.0 | 0.070724 | 0.0 | 0.003046 | 0.0 | 0.015071 |
| 1997-08-05 02:00:00 | 0.833333 | 12.3 | 94.6 | 1.6 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.783333 | 12.3 | 1.282546 | 1.282546 | 14.324376 | 0.0 | 13.550859 | 17.062451 | 28.574706 | 0.0 | 0.0 | 0.0 | 0.796598 | 0.0 | -0.017718 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.796598 | 0.092684 | 0.004171 | 0.0 | 0.000352 | 0.0 | 0.092684 | 0.092684 | 0.0 | 0.004171 | 0.0 | 0.000352 | 0.054353 | 0.0 | 0.000947 | 0.0 | 0.0 | 0.0553 | 0.015361 | 0.717718 | 0.0 | 0.0 | 0.0 | nan | 8812.618434 | 128.557779 | 2.095966 | 0.0 | 0.073948 | 0.0 | 0.003398 | 0.0 | 0.015361 |
| 1997-08-05 03:00:00 | 0.833333 | 12.0 | 95.6 | 1.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.783333 | 12.0 | 0.961909 | 0.961909 | 14.04387 | 0.0 | 13.425939 | 16.684755 | 28.108527 | 0.0 | 0.0 | 0.0 | 0.801051 | 0.0 | -0.020716 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.801051 | 0.093837 | 0.004194 | 0.0 | 0.000382 | 0.0 | 0.093837 | 0.093837 | 0.0 | 0.004194 | 0.0 | 0.000382 | 0.055358 | 0.0 | 0.000989 | 0.0 | 0.000001 | 0.056347 | 0.015652 | 0.720716 | 0.0 | 0.0 | 0.0 | nan | 8781.609907 | 129.260418 | 2.134445 | 0.0 | 0.077153 | 0.0 | 0.003779 | 0.0 | 0.015652 |
| 1997-08-05 04:00:00 | 0.833333 | 11.7 | 96.2 | 1.9 | 0.366022 | 0.0 | 0.0 | 0.0 | 12.4 | 15.470733 | 1.482348 | 0.783333 | 11.7 | 1.523023 | 1.523023 | 13.768192 | 0.0 | 13.245001 | 16.312652 | 27.675913 | 0.0 | 0.0 | 0.0 | 0.804049 | 0.0 | -0.019578 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.804049 | 0.094829 | 0.004217 | 0.0 | 0.000411 | 0.0 | 0.094829 | 0.094829 | 0.0 | 0.004217 | 0.0 | 0.000411 | 0.056365 | 0.0 | 0.00103 | 0.0 | 0.000001 | 0.057396 | 0.015943 | 0.719578 | 0.0 | 0.0 | 0.0 | nan | 8751.033993 | 129.965011 | 2.172909 | 0.0 | 0.08034 | 0.0 | 0.004189 | 0.0 | 0.015943 |
| 1997-08-05 05:00:00 | 0.833333 | 11.6 | 95.7 | 1.3 | 1.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.470733 | 21.135568 | 0.783333 | 11.6 | 1.042069 | 1.042069 | 13.67736 | 0.0 | 13.089234 | 15.945741 | 26.074448 | 0.0 | 0.0 | 0.0 | 0.802911 | 0.0 | -0.009263 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.802911 | 0.095337 | 0.00424 | 0.0 | 0.00044 | 0.0 | 0.095337 | 0.095337 | 0.0 | 0.00424 | 0.0 | 0.00044 | 0.057365 | 0.0 | 0.001072 | 0.0 | 0.000001 | 0.058437 | 0.016233 | 0.709263 | 0.0 | 0.0 | 0.0 | nan | 8722.059546 | 130.667906 | 2.210881 | 0.0 | 0.083507 | 0.0 | 0.004628 | 0.0 | 0.016233 |
| 1997-08-05 06:00:00 | 0.833333 | 12.6 | 95.1 | 1.6 | 1.0 | 0.6 | 0.0 | 0.0 | 12.9 | 15.470733 | 125.883451 | 0.783333 | 12.6 | 1.282546 | 1.282546 | 14.609782 | 0.0 | 13.893903 | 15.598048 | 17.988287 | 0.0 | 0.0 | 0.0 | 0.792597 | 0.0 | 0.052361 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.792597 | 0.094743 | 0.004263 | 0.0 | 0.000469 | 0.0 | 0.094743 | 0.094743 | 0.0 | 0.004263 | 0.0 | 0.000469 | 0.058338 | 0.0 | 0.001113 | 0.0 | 0.000001 | 0.059452 | 0.016514 | 0.647639 | 0.0 | 0.0 | 0.0 | nan | 8701.171259 | 131.361028 | 2.247286 | 0.0 | 0.086656 | 0.0 | 0.005097 | 0.0 | 0.016514 |
| 1997-08-05 07:00:00 | 0.833333 | 14.8 | 96.3 | 1.9 | 1.0 | 0.9 | 0.0 | 0.0 | 12.9 | 15.470733 | 305.954943 | 0.783333 | 14.8 | 1.523023 | 1.523023 | 16.859515 | 0.0 | 16.235713 | 15.347388 | 3.284331 | 0.0 | 0.0 | 0.0 | 0.730972 | 0.0 | 0.166779 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.730972 | 0.087933 | 0.004285 | 0.0 | 0.000498 | 0.0 | 0.087933 | 0.087933 | 0.0 | 0.004285 | 0.0 | 0.000498 | 0.05919 | 0.0 | 0.001154 | 0.0 | 0.000001 | 0.060345 | 0.016763 | 0.533221 | 0.0 | 0.0 | 0.0 | nan | 8694.986928 | 131.999284 | 2.276028 | 0.0 | 0.089787 | 0.0 | 0.005595 | 0.0 | 0.016763 |
| 1997-08-05 08:00:00 | 0.833333 | 17.1 | 89.9 | 3.2 | 1.0 | 1.0 | 0.0 | 0.0 | 12.9 | 15.470733 | 511.104575 | 0.783333 | 17.1 | 2.565092 | 2.565092 | 19.530313 | 0.0 | 17.557751 | 15.273176 | -10.960941 | 0.0 | 0.0 | 0.0 | 0.616554 | 0.0 | 0.358863 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.616554 | 0.074584 | 0.004306 | 0.0 | 0.000525 | 0.0 | 0.074584 | 0.074584 | 0.0 | 0.004306 | 0.0 | 0.000525 | 0.059759 | 0.0 | 0.001195 | 0.0 | 0.000001 | 0.060955 | 0.016932 | 0.341137 | 0.0 | 0.0 | 0.0 | nan | 8703.047869 | 132.536423 | 2.290853 | 0.0 | 0.092898 | 0.0 | 0.006119 | 0.0 | 0.016932 |
| 1997-08-05 09:00:00 | 0.833333 | 19.4 | 79.2 | 4.0 | 1.0 | 0.9 | 0.0 | 0.0 | 12.8 | 15.470733 | 629.51924 | 0.783333 | 19.4 | 3.206365 | 3.206365 | 22.563931 | 0.0 | 17.870634 | 15.369908 | -24.180553 | 0.0 | 0.0 | 0.0 | 0.424471 | 0.0 | 0.541806 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.424471 | 0.051569 | 0.004324 | 0.0 | 0.000547 | 0.0 | 0.051569 | 0.051569 | 0.0 | 0.004324 | 0.0 | 0.000547 | 0.059844 | 0.0 | 0.001236 | 0.0 | 0.000001 | 0.06108 | 0.016967 | 0.158194 | 0.0 | 0.0 | 0.0 | nan | 8724.328423 | 132.904454 | 2.282578 | 0.0 | 0.095986 | 0.0 | 0.006665 | 0.0 | 0.016967 |
| 1997-08-05 10:00:00 | 0.833333 | 20.6 | 73.4 | 4.6 | 1.0 | 1.0 | 0.0 | 0.0 | 12.9 | 15.470733 | 765.81659 | 0.783333 | 20.6 | 3.68732 | 3.68732 | 24.304197 | 0.0 | 17.839281 | 15.625274 | -29.848354 | 0.0 | 0.0 | 0.0 | 0.241527 | 0.0 | 0.7 | 0.010395 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.241527 | 0.029423 | 0.004336 | 0.0 | 0.000563 | 0.0 | 0.029423 | 0.029423 | 0.0 | 0.004336 | 0.0 | 0.000563 | 0.059343 | 0.0 | 0.001276 | 0.0 | 0.000001 | 0.06062 | 0.016839 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8751.276776 | 133.101265 | 2.252658 | 0.0 | 0.099045 | 0.0 | 0.007227 | 0.0 | 0.016839 |
| 1997-08-05 11:00:00 | 0.833333 | 21.4 | 67.3 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.1 | 15.470733 | 767.145843 | 0.783333 | 21.4 | 3.286524 | 3.286524 | 25.528421 | 0.0 | 17.180627 | 15.948655 | -32.708072 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | 0.7 | 0.029871 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.010164 | 0.004342 | 0.0 | 0.000571 | 0.0 | 0.010164 | 0.010164 | 0.0 | 0.004342 | 0.0 | 0.000571 | 0.05832 | 0.0 | 0.001316 | 0.0 | 0.000001 | 0.059637 | 0.016566 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8781.084848 | 133.13965 | 2.204502 | 0.0 | 0.102071 | 0.0 | 0.007797 | 0.0 | 0.016566 |
| 1997-08-05 12:00:00 | 0.833333 | 22.5 | 62.2 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.2 | 15.470733 | 736.263854 | 0.783333 | 22.5 | 3.286524 | 3.286524 | 27.299387 | 0.0 | 16.980219 | 16.306352 | -37.161891 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | 0.7 | 0.046934 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.010168 | 0.004343 | 0.0 | 0.000572 | 0.0 | 0.010168 | 0.010168 | 0.0 | 0.004343 | 0.0 | 0.000572 | 0.057076 | 0.0 | 0.001355 | 0.0 | 0.000001 | 0.058433 | 0.016231 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8815.346739 | 133.160966 | 2.157594 | 0.0 | 0.105059 | 0.0 | 0.008368 | 0.0 | 0.016231 |
| 1997-08-05 13:00:00 | 0.833333 | 23.1 | 59.6 | 4.4 | 1.0 | 1.0 | 0.0 | 0.0 | 13.4 | 15.470733 | 768.006183 | 0.783333 | 23.1 | 3.527001 | 3.527001 | 28.309776 | 0.0 | 16.872626 | 16.717494 | -38.295035 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | 0.7 | 0.091262 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.01017 | 0.004344 | 0.0 | 0.000573 | 0.0 | 0.01017 | 0.01017 | 0.0 | 0.004344 | 0.0 | 0.000573 | 0.055864 | 0.0 | 0.001394 | 0.0 | 0.000001 | 0.05726 | 0.015905 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8850.741774 | 133.13795 | 2.111899 | 0.0 | 0.108009 | 0.0 | 0.00894 | 0.0 | 0.015905 |
| 1997-08-05 14:00:00 | 0.833333 | 23.4 | 55.4 | 4.6 | 1.0 | 1.0 | 0.0 | 0.0 | 13.5 | 15.470733 | 735.92937 | 0.783333 | 23.4 | 3.68732 | 3.68732 | 28.827078 | 0.0 | 15.970201 | 17.142235 | -37.546592 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | 0.7 | 0.105785 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.010167 | 0.004343 | 0.0 | 0.000572 | 0.0 | 0.010167 | 0.010167 | 0.0 | 0.004343 | 0.0 | 0.000572 | 0.054684 | 0.0 | 0.001432 | 0.0 | 0.000001 | 0.056118 | 0.015588 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8885.388366 | 133.100415 | 2.067382 | 0.0 | 0.11092 | 0.0 | 0.009511 | 0.0 | 0.015588 |
| 1997-08-05 15:00:00 | 0.833333 | 23.8 | 52.1 | 4.5 | 1.0 | 1.0 | 0.0 | 0.0 | 13.6 | 15.470733 | 620.374953 | 0.783333 | 23.8 | 3.607161 | 3.607161 | 29.529613 | 0.0 | 15.384928 | 17.557994 | -37.452038 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | 0.7 | 0.063817 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.010164 | 0.004342 | 0.0 | 0.000571 | 0.0 | 0.010164 | 0.010164 | 0.0 | 0.004342 | 0.0 | 0.000571 | 0.053534 | 0.0 | 0.00147 | 0.0 | 0.000001 | 0.055006 | 0.015279 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8919.940404 | 133.104855 | 2.024012 | 0.0 | 0.113791 | 0.0 | 0.01008 | 0.0 | 0.015279 |
| 1997-08-05 16:00:00 | 0.833333 | 24.0 | 49.5 | 4.7 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 450.095263 | 0.783333 | 24.0 | 3.767479 | 3.767479 | 29.886439 | 0.0 | 14.793787 | 17.972618 | -36.164291 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | 0.7 | 0.001774 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.010164 | 0.004342 | 0.0 | 0.000571 | 0.0 | 0.010164 | 0.010164 | 0.0 | 0.004342 | 0.0 | 0.000571 | 0.052414 | 0.0 | 0.001508 | 0.0 | 0.000002 | 0.053923 | 0.014979 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 8953.204695 | 133.171337 | 1.981763 | 0.0 | 0.116626 | 0.0 | 0.01065 | 0.0 | 0.014979 |
| 1997-08-05 17:00:00 | 0.833333 | 24.0 | 48.1 | 4.5 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 273.614141 | 0.783333 | 24.0 | 3.607161 | 3.607161 | 29.886439 | 0.0 | 14.375377 | 18.37179 | -33.769262 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.0 | 0.559369 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083333 | 0.010171 | 0.004344 | 0.0 | 0.000574 | 0.0 | 0.010171 | 0.010171 | 0.0 | 0.004344 | 0.0 | 0.000574 | 0.051323 | 0.0 | 0.001544 | 0.0 | 0.000002 | 0.052869 | 0.014686 | 0.140631 | 0.0 | 0.0 | 0.0 | nan | 8984.073957 | 133.239582 | 1.940611 | 0.0 | 0.119426 | 0.0 | 0.011222 | 0.0 | 0.014686 |
| 1997-08-05 18:00:00 | 0.833333 | 23.7 | 49.4 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 133.368104 | 0.783333 | 23.7 | 3.286524 | 3.286524 | 29.352596 | 0.0 | 14.500182 | 18.742221 | -29.746675 | 0.0 | 0.0 | 0.0 | 0.223964 | 0.0 | 0.406457 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.223964 | 0.027368 | 0.004346 | 0.0 | 0.000577 | 0.0 | 0.027368 | 0.027368 | 0.0 | 0.004346 | 0.0 | 0.000577 | 0.050483 | 0.0 | 0.001581 | 0.0 | 0.000002 | 0.052065 | 0.014463 | 0.293543 | 0.0 | 0.0 | 0.0 | nan | 9010.920632 | 133.431255 | 1.917496 | 0.0 | 0.122191 | 0.0 | 0.011797 | 0.0 | 0.014463 |
| 1997-08-05 19:00:00 | 0.833333 | 22.8 | 57.0 | 3.8 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 40.326502 | 0.783333 | 22.8 | 3.046047 | 3.046047 | 27.800581 | 0.0 | 15.846331 | 19.064381 | -22.413715 | 0.0 | 0.0 | 0.0 | 0.376876 | 0.0 | 0.257526 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.376876 | 0.046166 | 0.004353 | 0.0 | 0.000585 | 0.0 | 0.046166 | 0.046166 | 0.0 | 0.004353 | 0.0 | 0.000585 | 0.050129 | 0.0 | 0.001617 | 0.0 | 0.000002 | 0.051748 | 0.014374 | 0.442474 | 0.0 | 0.0 | 0.0 | nan | 9030.434346 | 133.757028 | 1.913532 | 0.0 | 0.124927 | 0.0 | 0.01238 | 0.0 | 0.014374 |
| 1997-08-05 20:00:00 | 0.833333 | 21.3 | 65.9 | 2.5 | 0.072689 | 0.5 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.867122 | 0.783333 | 21.3 | 2.003978 | 2.003978 | 25.37251 | 0.0 | 16.720484 | 19.298545 | -12.008727 | 0.0 | 0.0 | 0.0 | 0.525807 | 0.0 | 0.102206 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.525807 | 0.064647 | 0.004363 | 0.0 | 0.000598 | 0.0 | 0.064647 | 0.064647 | 0.0 | 0.004363 | 0.0 | 0.000598 | 0.050267 | 0.0 | 0.001652 | 0.0 | 0.000002 | 0.051921 | 0.014423 | 0.597794 | 0.0 | 0.0 | 0.0 | nan | 9039.543073 | 134.213226 | 1.927912 | 0.0 | 0.127638 | 0.0 | 0.012976 | 0.0 | 0.014423 |
| 1997-08-05 21:00:00 | 0.833333 | 19.3 | 73.0 | 1.9 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.783333 | 19.3 | 1.523023 | 1.523023 | 22.423949 | 0.0 | 16.369483 | 19.40785 | 0.647101 | 0.0 | 0.0 | 0.0 | 0.681127 | 0.0 | 0.046254 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.681127 | 0.084156 | 0.004378 | 0.0 | 0.000617 | 0.0 | 0.084156 | 0.084156 | 0.0 | 0.004378 | 0.0 | 0.000617 | 0.050891 | 0.0 | 0.001688 | 0.0 | 0.000002 | 0.052581 | 0.014606 | 0.653746 | 0.0 | 0.0 | 0.0 | nan | 9035.995972 | 134.805202 | 1.961177 | 0.0 | 0.130328 | 0.0 | 0.013591 | 0.0 | 0.014606 |
| 1997-08-05 22:00:00 | 0.833333 | 18.3 | 76.7 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.783333 | 18.3 | 1.763501 | 1.763501 | 21.065302 | 0.0 | 16.157086 | 19.365285 | 6.39171 | 0.0 | 0.0 | 0.0 | 0.73708 | 0.0 | 0.042508 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.73708 | 0.091597 | 0.004398 | 0.0 | 0.000642 | 0.0 | 0.091597 | 0.091597 | 0.0 | 0.004398 | 0.0 | 0.000642 | 0.051847 | 0.0 | 0.001723 | 0.0 | 0.000002 | 0.053572 | 0.014881 | 0.657492 | 0.0 | 0.0 | 0.0 | nan | 9026.704262 | 135.445645 | 2.000927 | 0.0 | 0.133003 | 0.0 | 0.014231 | 0.0 | 0.014881 |
| 1997-08-05 23:00:00 | 0.833333 | 17.4 | 81.8 | 2.7 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.783333 | 17.4 | 2.164296 | 2.164296 | 19.904589 | 0.0 | 16.281953 | 19.253784 | 11.122707 | 0.0 | 0.0 | 0.0 | 0.740825 | 0.0 | 0.035577 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.740825 | 0.092616 | 0.004418 | 0.0 | 0.000669 | 0.0 | 0.092616 | 0.092616 | 0.0 | 0.004418 | 0.0 | 0.000669 | 0.052887 | 0.0 | 0.001758 | 0.0 | 0.000002 | 0.054647 | 0.01518 | 0.664423 | 0.0 | 0.0 | 0.0 | nan | 9012.681555 | 136.088768 | 2.040656 | 0.0 | 0.135664 | 0.0 | 0.014898 | 0.0 | 0.01518 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions_acker_heavy_rain))
0.0
water¶
For our hourly integration test on water type WASSER
, we deviate from the input data
of the daily simulation (water) in setting precipitation to
the constant value of 0.05 mm/h. The actual interception evaporation (EvI
) does not
show a diurnal pattern due to submodel evap_aet_morsim
relying on daily aggregated
input data:
>>> lnk(WASSER)
>>> inputs.nied.series = 0.05
>>> test("lland_knauf_water_hourly",
... axis1=(fluxes.nkor, fluxes.evi, fluxes.qah),
... use_conditions=conditions_wasser)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 1997-08-03 00:00:00 | 0.05 | 16.9 | 95.1 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.047 | 16.9 | 0.641273 | 0.641273 | 19.284227 | 0.0 | 18.3393 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040545 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006455 | 0.001793 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001793 |
| 1997-08-03 01:00:00 | 0.05 | 16.6 | 94.9 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.047 | 16.6 | 0.641273 | 0.641273 | 18.920184 | 0.0 | 17.955254 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04041 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00659 | 0.001831 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001831 |
| 1997-08-03 02:00:00 | 0.05 | 16.4 | 95.9 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.7 | 0.0 | 0.047 | 16.4 | 0.641273 | 0.641273 | 18.68084 | 0.0 | 17.914926 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040055 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006945 | 0.001929 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001929 |
| 1997-08-03 03:00:00 | 0.05 | 16.3 | 96.7 | 0.8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.3 | 15.5 | 0.0 | 0.047 | 16.3 | 0.641273 | 0.641273 | 18.562165 | 0.0 | 17.949613 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.039459 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.007541 | 0.002095 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002095 |
| 1997-08-03 04:00:00 | 0.05 | 16.0 | 97.2 | 0.8 | 0.429734 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 1.943686 | 0.047 | 16.0 | 0.641273 | 0.641273 | 18.210086 | 0.0 | 17.700204 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.038271 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008729 | 0.002425 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002425 |
| 1997-08-03 05:00:00 | 0.05 | 15.9 | 97.5 | 0.6 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 21.932441 | 0.047 | 15.9 | 0.480955 | 0.480955 | 18.094032 | 0.0 | 17.641681 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.036944 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010056 | 0.002793 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002793 |
| 1997-08-03 06:00:00 | 0.05 | 16.0 | 97.7 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 57.256187 | 0.047 | 16.0 | 0.721432 | 0.721432 | 18.210086 | 0.0 | 17.791254 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035268 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011732 | 0.003259 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003259 |
| 1997-08-03 07:00:00 | 0.05 | 16.6 | 97.4 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 109.332844 | 0.047 | 16.6 | 0.721432 | 0.721432 | 18.920184 | 0.0 | 18.428259 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.033685 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013315 | 0.003699 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003699 |
| 1997-08-03 08:00:00 | 0.05 | 17.4 | 96.8 | 0.9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.3 | 14.929734 | 170.949152 | 0.047 | 17.4 | 0.721432 | 0.721432 | 19.904589 | 0.0 | 19.267642 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032054 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.014946 | 0.004152 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004152 |
| 1997-08-03 09:00:00 | 0.05 | 19.0 | 86.1 | 1.3 | 1.0 | 0.2 | 0.0 | 0.0 | 1.5 | 14.929734 | 311.762624 | 0.047 | 19.0 | 1.042069 | 1.042069 | 22.008543 | 0.0 | 18.949356 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031746 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015254 | 0.004237 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004237 |
| 1997-08-03 10:00:00 | 0.05 | 20.3 | 76.8 | 1.5 | 1.0 | 0.5 | 0.0 | 0.0 | 1.7 | 14.929734 | 501.583299 | 0.047 | 20.3 | 1.202387 | 1.202387 | 23.858503 | 0.0 | 18.32333 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031752 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015248 | 0.004236 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004236 |
| 1997-08-03 11:00:00 | 0.05 | 21.4 | 71.8 | 1.2 | 1.0 | 0.7 | 0.0 | 0.0 | 2.2 | 14.929734 | 615.018727 | 0.047 | 21.4 | 0.961909 | 0.961909 | 25.528421 | 0.0 | 18.329406 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031812 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015188 | 0.004219 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004219 |
| 1997-08-03 12:00:00 | 0.05 | 21.3 | 67.5 | 1.3 | 1.0 | 0.8 | 0.0 | 0.0 | 2.8 | 14.929734 | 626.544326 | 0.047 | 21.3 | 1.042069 | 1.042069 | 25.37251 | 0.0 | 17.126444 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.033619 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.013381 | 0.003717 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003717 |
| 1997-08-03 13:00:00 | 0.05 | 21.8 | 66.1 | 1.5 | 1.0 | 0.5 | 0.0 | 0.0 | 3.2 | 14.929734 | 496.133417 | 0.047 | 21.8 | 1.202387 | 1.202387 | 26.160453 | 0.0 | 17.29206 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035172 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011828 | 0.003286 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003286 |
| 1997-08-03 14:00:00 | 0.05 | 22.9 | 63.4 | 1.9 | 1.0 | 0.4 | 0.0 | 0.0 | 3.4 | 14.929734 | 419.520994 | 0.047 | 22.9 | 1.523023 | 1.523023 | 27.969419 | 0.0 | 17.732611 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.036854 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010146 | 0.002818 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002818 |
| 1997-08-03 15:00:00 | 0.05 | 22.7 | 62.4 | 1.9 | 1.0 | 0.5 | 0.0 | 0.0 | 3.8 | 14.929734 | 387.887354 | 0.047 | 22.7 | 1.523023 | 1.523023 | 27.632633 | 0.0 | 17.242763 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.038963 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008037 | 0.002233 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002233 |
| 1997-08-03 16:00:00 | 0.05 | 22.5 | 61.1 | 2.3 | 1.0 | 0.5 | 0.0 | 0.0 | 4.1 | 14.929734 | 278.496873 | 0.047 | 22.5 | 1.84366 | 1.84366 | 27.299387 | 0.0 | 16.679926 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041278 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005722 | 0.00159 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00159 |
| 1997-08-03 17:00:00 | 0.05 | 21.9 | 62.1 | 2.4 | 1.0 | 0.3 | 0.0 | 0.0 | 4.4 | 14.929734 | 137.138608 | 0.047 | 21.9 | 1.923819 | 1.923819 | 26.320577 | 0.0 | 16.345078 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04299 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00401 | 0.001114 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001114 |
| 1997-08-03 18:00:00 | 0.05 | 21.4 | 67.0 | 2.5 | 1.0 | 0.1 | 0.0 | 0.0 | 4.5 | 14.929734 | 51.080715 | 0.047 | 21.4 | 2.003978 | 2.003978 | 25.528421 | 0.0 | 17.104042 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0444 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.000722 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000722 |
| 1997-08-03 19:00:00 | 0.05 | 20.7 | 74.5 | 2.5 | 1.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.429734 | 13.632816 | 0.047 | 20.7 | 2.003978 | 2.003978 | 24.454368 | 0.0 | 18.218504 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046089 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000911 | 0.000253 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000253 |
| 1997-08-03 20:00:00 | 0.05 | 19.4 | 81.2 | 2.2 | 0.1364 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.185943 | 0.047 | 19.4 | 1.763501 | 1.763501 | 22.563931 | 0.0 | 18.321912 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-03 21:00:00 | 0.05 | 17.8 | 86.9 | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.047 | 17.8 | 1.362705 | 1.362705 | 20.413369 | 0.0 | 17.739217 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-03 22:00:00 | 0.05 | 17.0 | 90.1 | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.047 | 17.0 | 1.362705 | 1.362705 | 19.406929 | 0.0 | 17.485643 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-03 23:00:00 | 0.05 | 16.4 | 90.9 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.047 | 16.4 | 1.84366 | 1.84366 | 18.68084 | 0.0 | 16.980884 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 00:00:00 | 0.05 | 15.9 | 88.0 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.047 | 15.9 | 1.84366 | 1.84366 | 18.094032 | 0.0 | 15.922748 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 01:00:00 | 0.05 | 15.4 | 89.2 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.047 | 15.4 | 1.763501 | 1.763501 | 17.523416 | 0.0 | 15.630887 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 02:00:00 | 0.05 | 15.2 | 88.8 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.047 | 15.2 | 1.84366 | 1.84366 | 17.299618 | 0.0 | 15.362061 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 03:00:00 | 0.05 | 14.9 | 89.7 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.566134 | 0.0 | 0.047 | 14.9 | 1.603182 | 1.603182 | 16.968612 | 0.0 | 15.220845 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 04:00:00 | 0.05 | 14.3 | 93.0 | 2.3 | 0.398044 | 0.0 | 0.0 | 0.0 | 4.5 | 15.534444 | 1.590516 | 0.047 | 14.3 | 1.84366 | 1.84366 | 16.323194 | 0.0 | 15.18057 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 05:00:00 | 0.05 | 14.1 | 93.6 | 2.5 | 1.0 | 0.0 | 0.0 | 0.0 | 4.5 | 15.534444 | 19.950903 | 0.047 | 14.1 | 2.003978 | 2.003978 | 16.112886 | 0.0 | 15.081661 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 06:00:00 | 0.05 | 14.3 | 94.6 | 2.4 | 1.0 | 0.1 | 0.0 | 0.0 | 4.6 | 15.534444 | 62.985774 | 0.047 | 14.3 | 1.923819 | 1.923819 | 16.323194 | 0.0 | 15.441741 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 07:00:00 | 0.05 | 15.4 | 93.3 | 2.5 | 1.0 | 0.9 | 0.0 | 0.0 | 5.5 | 15.534444 | 285.776389 | 0.047 | 15.4 | 2.003978 | 2.003978 | 17.523416 | 0.0 | 16.349347 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 08:00:00 | 0.05 | 16.8 | 86.9 | 2.5 | 1.0 | 1.0 | 0.0 | 0.0 | 6.5 | 15.534444 | 475.225247 | 0.047 | 16.8 | 2.003978 | 2.003978 | 19.162205 | 0.0 | 16.651956 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 09:00:00 | 0.05 | 18.2 | 78.9 | 2.9 | 1.0 | 1.0 | 0.0 | 0.0 | 7.3 | 15.534444 | 614.006719 | 0.047 | 18.2 | 2.324615 | 2.324615 | 20.933479 | 0.0 | 16.516515 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 10:00:00 | 0.05 | 19.5 | 75.8 | 3.1 | 1.0 | 0.9 | 0.0 | 0.0 | 7.7 | 15.534444 | 643.806508 | 0.047 | 19.5 | 2.484933 | 2.484933 | 22.704676 | 0.0 | 17.210144 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 11:00:00 | 0.05 | 20.3 | 73.4 | 3.3 | 1.0 | 0.8 | 0.0 | 0.0 | 7.8 | 15.534444 | 600.26298 | 0.047 | 20.3 | 2.645251 | 2.645251 | 23.858503 | 0.0 | 17.512141 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 12:00:00 | 0.05 | 21.0 | 68.3 | 3.3 | 1.0 | 0.9 | 0.0 | 0.0 | 7.9 | 15.534444 | 620.51414 | 0.047 | 21.0 | 2.645251 | 2.645251 | 24.909749 | 0.0 | 17.013358 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 13:00:00 | 0.05 | 21.8 | 61.3 | 3.2 | 1.0 | 0.8 | 0.0 | 0.0 | 8.2 | 15.534444 | 599.441386 | 0.047 | 21.8 | 2.565092 | 2.565092 | 26.160453 | 0.0 | 16.036358 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 14:00:00 | 0.05 | 21.9 | 60.6 | 2.5 | 1.0 | 0.9 | 0.0 | 0.0 | 8.7 | 15.534444 | 613.551223 | 0.047 | 21.9 | 2.003978 | 2.003978 | 26.320577 | 0.0 | 15.95027 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 15:00:00 | 0.05 | 21.8 | 58.8 | 2.9 | 1.0 | 0.9 | 0.0 | 0.0 | 9.1 | 15.534444 | 517.107047 | 0.047 | 21.8 | 2.324615 | 2.324615 | 26.160453 | 0.0 | 15.382347 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 16:00:00 | 0.05 | 22.2 | 57.2 | 3.6 | 1.0 | 0.9 | 0.0 | 0.0 | 9.5 | 15.534444 | 377.836616 | 0.047 | 22.2 | 2.885728 | 2.885728 | 26.806088 | 0.0 | 15.333082 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 17:00:00 | 0.05 | 21.8 | 57.2 | 4.2 | 1.0 | 1.0 | 0.0 | 0.0 | 10.2 | 15.534444 | 252.204639 | 0.047 | 21.8 | 3.366683 | 3.366683 | 26.160453 | 0.0 | 14.963779 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 18:00:00 | 0.05 | 20.9 | 59.9 | 4.2 | 1.0 | 1.0 | 0.0 | 0.0 | 11.1 | 15.534444 | 128.576715 | 0.047 | 20.9 | 3.366683 | 3.366683 | 24.75714 | 0.0 | 14.829527 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 19:00:00 | 0.05 | 19.7 | 66.1 | 3.6 | 1.0 | 1.0 | 0.0 | 0.0 | 12.1 | 15.534444 | 42.072585 | 0.047 | 19.7 | 2.885728 | 2.885728 | 22.988466 | 0.0 | 15.195376 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 20:00:00 | 0.05 | 17.9 | 71.7 | 3.2 | 0.104711 | 0.3 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.812898 | 0.047 | 17.9 | 2.565092 | 2.565092 | 20.542326 | 0.0 | 14.728848 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 21:00:00 | 0.05 | 15.8 | 80.6 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.047 | 15.8 | 1.763501 | 1.763501 | 17.978626 | 0.0 | 14.490772 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 22:00:00 | 0.05 | 14.8 | 85.9 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.047 | 14.8 | 1.763501 | 1.763501 | 16.859515 | 0.0 | 14.482324 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-04 23:00:00 | 0.05 | 14.1 | 89.3 | 2.1 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.047 | 14.1 | 1.683342 | 1.683342 | 16.112886 | 0.0 | 14.388807 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 00:00:00 | 0.05 | 13.4 | 91.4 | 1.8 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.047 | 13.4 | 1.442864 | 1.442864 | 15.395377 | 0.0 | 14.071374 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 01:00:00 | 0.05 | 12.8 | 93.1 | 1.8 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.047 | 12.8 | 1.442864 | 1.442864 | 14.802811 | 0.0 | 13.781417 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 02:00:00 | 0.05 | 12.3 | 94.6 | 1.6 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.047 | 12.3 | 1.282546 | 1.282546 | 14.324376 | 0.0 | 13.550859 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 03:00:00 | 0.05 | 12.0 | 95.6 | 1.2 | 0.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.502754 | 0.0 | 0.047 | 12.0 | 0.961909 | 0.961909 | 14.04387 | 0.0 | 13.425939 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 04:00:00 | 0.05 | 11.7 | 96.2 | 1.9 | 0.366022 | 0.0 | 0.0 | 0.0 | 12.4 | 15.470733 | 1.482348 | 0.047 | 11.7 | 1.523023 | 1.523023 | 13.768192 | 0.0 | 13.245001 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 05:00:00 | 0.05 | 11.6 | 95.7 | 1.3 | 1.0 | 0.0 | 0.0 | 0.0 | 12.4 | 15.470733 | 21.135568 | 0.047 | 11.6 | 1.042069 | 1.042069 | 13.67736 | 0.0 | 13.089234 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 06:00:00 | 0.05 | 12.6 | 95.1 | 1.6 | 1.0 | 0.6 | 0.0 | 0.0 | 12.9 | 15.470733 | 125.883451 | 0.047 | 12.6 | 1.282546 | 1.282546 | 14.609782 | 0.0 | 13.893903 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 07:00:00 | 0.05 | 14.8 | 96.3 | 1.9 | 1.0 | 0.9 | 0.0 | 0.0 | 12.9 | 15.470733 | 305.954943 | 0.047 | 14.8 | 1.523023 | 1.523023 | 16.859515 | 0.0 | 16.235713 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 08:00:00 | 0.05 | 17.1 | 89.9 | 3.2 | 1.0 | 1.0 | 0.0 | 0.0 | 12.9 | 15.470733 | 511.104575 | 0.047 | 17.1 | 2.565092 | 2.565092 | 19.530313 | 0.0 | 17.557751 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 09:00:00 | 0.05 | 19.4 | 79.2 | 4.0 | 1.0 | 0.9 | 0.0 | 0.0 | 12.8 | 15.470733 | 629.51924 | 0.047 | 19.4 | 3.206365 | 3.206365 | 22.563931 | 0.0 | 17.870634 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 10:00:00 | 0.05 | 20.6 | 73.4 | 4.6 | 1.0 | 1.0 | 0.0 | 0.0 | 12.9 | 15.470733 | 765.81659 | 0.047 | 20.6 | 3.68732 | 3.68732 | 24.304197 | 0.0 | 17.839281 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 11:00:00 | 0.05 | 21.4 | 67.3 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.1 | 15.470733 | 767.145843 | 0.047 | 21.4 | 3.286524 | 3.286524 | 25.528421 | 0.0 | 17.180627 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 12:00:00 | 0.05 | 22.5 | 62.2 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.2 | 15.470733 | 736.263854 | 0.047 | 22.5 | 3.286524 | 3.286524 | 27.299387 | 0.0 | 16.980219 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 13:00:00 | 0.05 | 23.1 | 59.6 | 4.4 | 1.0 | 1.0 | 0.0 | 0.0 | 13.4 | 15.470733 | 768.006183 | 0.047 | 23.1 | 3.527001 | 3.527001 | 28.309776 | 0.0 | 16.872626 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 14:00:00 | 0.05 | 23.4 | 55.4 | 4.6 | 1.0 | 1.0 | 0.0 | 0.0 | 13.5 | 15.470733 | 735.92937 | 0.047 | 23.4 | 3.68732 | 3.68732 | 28.827078 | 0.0 | 15.970201 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 15:00:00 | 0.05 | 23.8 | 52.1 | 4.5 | 1.0 | 1.0 | 0.0 | 0.0 | 13.6 | 15.470733 | 620.374953 | 0.047 | 23.8 | 3.607161 | 3.607161 | 29.529613 | 0.0 | 15.384928 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 16:00:00 | 0.05 | 24.0 | 49.5 | 4.7 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 450.095263 | 0.047 | 24.0 | 3.767479 | 3.767479 | 29.886439 | 0.0 | 14.793787 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 17:00:00 | 0.05 | 24.0 | 48.1 | 4.5 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 273.614141 | 0.047 | 24.0 | 3.607161 | 3.607161 | 29.886439 | 0.0 | 14.375377 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 18:00:00 | 0.05 | 23.7 | 49.4 | 4.1 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 133.368104 | 0.047 | 23.7 | 3.286524 | 3.286524 | 29.352596 | 0.0 | 14.500182 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 19:00:00 | 0.05 | 22.8 | 57.0 | 3.8 | 1.0 | 1.0 | 0.0 | 0.0 | 13.7 | 15.470733 | 40.326502 | 0.047 | 22.8 | 3.046047 | 3.046047 | 27.800581 | 0.0 | 15.846331 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 20:00:00 | 0.05 | 21.3 | 65.9 | 2.5 | 0.072689 | 0.5 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.867122 | 0.047 | 21.3 | 2.003978 | 2.003978 | 25.37251 | 0.0 | 16.720484 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 21:00:00 | 0.05 | 19.3 | 73.0 | 1.9 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.047 | 19.3 | 1.523023 | 1.523023 | 22.423949 | 0.0 | 16.369483 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 22:00:00 | 0.05 | 18.3 | 76.7 | 2.2 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.047 | 18.3 | 1.763501 | 1.763501 | 21.065302 | 0.0 | 16.157086 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1997-08-05 23:00:00 | 0.05 | 17.4 | 81.8 | 2.7 | 0.0 | 0.0 | 0.0 | 0.0 | 13.9 | 15.438712 | 0.0 | 0.047 | 17.4 | 2.164296 | 2.164296 | 19.904589 | 0.0 | 16.281953 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions))
0.0
>>> inputs.nied.series = 0.0
acre (winter)¶
Our hourly integration tests covering snow processes focus on the subperiod from December 10th to December 12, for which the daily simulation suggested that some melting occurs:
>>> pub.timegrids = "2010-12-10", "2010-12-13", "1h"
The following input values agree with the ones of the respective sub-period of the daily integration test acre (winter) (global radiation and possible sunshine duration stem from hourly simulation winter):
>>> inputs.nied.series = (
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,
... 0.1, 0.0, 0.3, 0.2, 0.4, 0.7, 0.5, 1.0, 2.0, 2.1, 1.8, 1.3, 0.5, 0.2, 0.5, 0.2,
... 0.1, 0.3, 0.1, 0.1, 0.0, 0.1, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.1,
... 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0,
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
>>> inputs.teml.series = (
... -3.7, -4.8, -5.6, -6.2, -7.3, -8.3, -8.6, -8.5, -9.5, -9.2, -6.9, -4.0, -2.8,
... -1.4, -0.4, 0.5, 1.0, 1.1, 1.0, 1.4, 1.6, 2.0, 2.4, 2.5, 2.7, 3.2, 3.9, 4.4,
... 4.8, 4.8, 5.1, 5.1, 5.4, 5.3, 5.5, 6.1, 6.4, 6.4, 6.5, 6.3, 5.9, 5.5, 5.1, 4.8,
... 4.9, 4.9, 4.7, 3.8, 3.9, 3.7, 3.5, 3.3, 3.3, 3.0, 1.9, 1.2, 0.8, 0.8, 0.5, 0.3,
... -0.1, -0.4, -0.6, -0.8, -1.3, -1.6, -2.0, -2.1, -2.2, -2.6, -3.1, -3.9)
>>> inputs.windspeed.series = (
... 3.4, 2.9, 2.5, 3.0, 2.5, 2.3, 2.1, 1.4, 1.1, 1.0, 1.4, 1.3, 1.3, 1.4, 2.3, 2.8,
... 3.1, 3.5, 4.4, 3.8, 5.7, 5.6, 5.8, 6.2, 5.6, 5.2, 5.7, 6.6, 7.0, 7.3, 7.2, 7.6,
... 7.3, 7.1, 7.1, 8.9, 9.5, 7.9, 9.6, 9.1, 8.7, 8.9, 7.9, 7.1, 6.4, 7.2, 7.0, 6.8,
... 6.4, 6.3, 5.7, 5.2, 4.6, 4.9, 6.3, 5.8, 6.1, 5.9, 6.4, 6.8, 7.0, 6.3, 7.3, 7.5,
... 7.0, 6.0, 4.8, 4.2, 4.9, 4.0, 3.4, 3.4)
>>> inputs.relativehumidity.series = (
... 87.5, 90.7, 89.7, 91.3, 94.2, 93.2, 96.5, 95.9, 96.8, 94.3, 96.7, 97.4, 93.9,
... 93.4, 93.3, 94.1, 94.6, 94.4, 96.9, 98.3, 98.7, 99.6, 99.4, 99.2, 99.2, 99.6,
... 99.8, 99.8, 99.0, 97.6, 97.4, 96.3, 95.2, 96.3, 95.5, 91.6, 90.0, 85.7, 82.3,
... 82.5, 82.2, 76.5, 81.7, 83.4, 82.8, 85.8, 87.6, 85.6, 85.3, 86.2, 89.3, 91.4,
... 90.9, 89.2, 85.6, 86.3, 91.2, 87.5, 84.5, 76.7, 74.8, 69.7, 66.9, 64.4, 65.4,
... 67.6, 70.2, 70.4, 69.5, 71.6, 74.5, 80.2)
>>> model.radiationmodel.sequences.inputs.sunshineduration.series = (
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0,
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,
... 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2,
... 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
>>> aetinputs.atmosphericpressure.series = (
... 1017.0, 1018.0, 1018.0, 1019.0, 1020.0, 1020.0, 1021.0, 1021.0, 1022.0, 1022.0,
... 1022.0, 1022.0, 1022.0, 1021.0, 1020.0, 1020.0, 1019.0, 1018.0, 1016.0, 1015.0,
... 1014.0, 1013.0, 1011.0, 1010.0, 1008.0, 1007.0, 1006.0, 1005.0, 1005.0, 1004.0,
... 1004.0, 1004.0, 1003.0, 1003.0, 1003.0, 1002.0, 1002.0, 1002.0, 1002.0, 1003.0,
... 1003.0, 1003.0, 1003.0, 1003.0, 1003.0, 1003.0, 1003.0, 1002.0, 1002.0, 1002.0,
... 1002.0, 1003.0, 1004.0, 1005.0, 1006.0, 1008.0, 1009.0, 1010.0, 1011.0, 1012.0,
... 1013.0, 1014.0, 1015.0, 1015.0, 1017.0, 1017.0, 1018.0, 1019.0, 1019.0, 1020.0,
... 1020.0, 1020.0)
>>> aetinputs.windspeed.series = inputs.windspeed.series
>>> aetinputs.relativehumidity.series = inputs.relativehumidity.series
In this and the following winter examples, we use the initial conditions of December 10th, calculated by the corresponding daily integration tests. However, this is possible for the state sequences but not for the (now higher resolved) log sequences. Hence, we need to define them manually:
>>> test.inits = (
... (logs.loggedsunshineduration,
... [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.04, 0.25, 0.59, 0.91,
... 0.97, 1.0, 0.65, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
... (logs.loggedpossiblesunshineduration,
... [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0,
... 1.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
... (model.radiationmodel.sequences.logs.loggedunadjustedglobalradiation,
... [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 27.777778, 55.555556,
... 111.111111, 166.666667, 138.888889, 55.555556, 0.0,0.0, 0.0, 0.0, 0.0, 0.0,
... 0.0, 0.0, 0.0]),
... (model.aetmodel.sequences.logs.loggedglobalradiation,
... [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 27.8, 55.6, 111.1, 166.7, 138.9,
... 55.6, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
... (model.aetmodel.sequences.logs.loggedairtemperature,
... [[-2.8], [-2.6], [-2.2], [-1.8], [-1.8], [-2.4], [-1.5], [-1.4], [-0.8],
... [-0.8], [-0.9], [0.9], [-0.8], [-1.0], [-1.2], [-1.8], [-2.8], [-3.8],
... [-4.3], [-4.0], [-3.9], [-1.6], [-1.6], [2.6]]),
... (model.aetmodel.sequences.logs.loggedrelativehumidity,
... [99.4, 99.0, 99.6, 99.6, 99.3, 99.3, 99.8, 99.7, 100.0, 99.6, 99.3, 98.9,
... 96.6, 93.0, 91.4, 92.0, 94.5, 96.5, 98.2, 96.9, 98.0, 95.0, 91.8, 88.5]),
... (model.aetmodel.sequences.logs.loggedwindspeed2m,
... [2.2, 2.0, 2.5, 2.6, 2.3, 1.7, 2.8, 1.9, 2.6, 2.9, 3.5, 3.4, 3.5, 3.0, 3.9,
... 3.6, 2.2, 2.4, 2.5, 1.5, 2.5, 3.0, 3.2, 3.1]))
Compared to the daily simulation acre (winter), the hourly
simulation estimates a slightly more pronounced melting rate for land-use type ACKER
,
resulting in a complete depletion of the snow cover:
>>> lnk(ACKER)
>>> test("lland_knauf_acker_winter_hourly",
... axis1=(inputs.nied, fluxes.wada), axis2=(states.waes, states.wats),
... use_conditions=conditions_acker_winter)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2010-12-10 00:00:00 | 0.0 | -3.7 | 87.5 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -3.7 | 2.72541 | 2.72541 | 4.64297 | 4.116366 | 4.062599 | -5.333001 | -0.271934 | 0.0 | 73.930701 | -73.930701 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000812 | 0.0 | -5.287679 | 0.754324 | 0.0 | 0.0 | 0.697428 | 0.697428 | 0.601912 | -10.098682 | 64.433931 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.318368 | 20.34801 | 0.0 | 0.860339 | -435.544856 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 01:00:00 | 0.0 | -4.8 | 90.7 | 2.9 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -4.8 | 2.324615 | 2.324615 | 4.272186 | 3.961817 | 3.874873 | -5.226538 | 3.367603 | 0.0 | 76.614193 | -76.614193 | 0.0 | 0.0 | 0.0 | 0.0 | 0.001181 | 0.0 | -5.787805 | 0.753661 | 0.0 | 0.0 | 0.738023 | 0.029642 | 0.87519 | -5.649638 | 71.839745 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.346829 | 20.346829 | -65.721984 | 0.867647 | -430.312459 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 02:00:00 | 0.0 | -5.6 | 89.7 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -5.6 | 2.003978 | 2.003978 | 4.019239 | 3.242304 | 3.605258 | -5.16375 | 19.248256 | 0.0 | 70.174552 | -70.174552 | 0.0 | 0.0 | 0.0 | 0.0 | -0.004489 | 0.0 | -8.371792 | 0.753423 | 0.0 | 0.0 | 1.065896 | 0.0 | -3.32582 | -14.430962 | 52.417771 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.351317 | 20.351317 | -98.891498 | 0.870296 | -440.960715 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 03:00:00 | 0.0 | -6.2 | 91.3 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -6.2 | 2.404774 | 2.404774 | 3.838328 | 2.930365 | 3.504393 | -5.291529 | 26.174386 | 0.0 | 67.449822 | -67.449822 | 0.0 | 0.0 | 0.0 | 0.0 | -0.007973 | 0.0 | -9.653926 | 0.75323 | 0.0 | 0.0 | 1.229409 | 0.0 | -5.907804 | -20.197311 | 41.344707 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.359291 | 20.359291 | -114.061819 | 0.872433 | -458.535101 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 04:00:00 | 0.0 | -7.3 | 94.2 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -7.3 | 2.003978 | 2.003978 | 3.52531 | 2.689111 | 3.320842 | -5.502421 | 31.37453 | 0.0 | 67.810291 | -67.810291 | 0.0 | 0.0 | 0.0 | 0.0 | -0.007812 | 0.0 | -10.731509 | 0.753055 | 0.0 | 0.0 | 1.367172 | 0.0 | -5.788675 | -17.865691 | 44.155926 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.367103 | 20.367103 | -126.843215 | 0.874387 | -481.309631 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 05:00:00 | 0.0 | -8.3 | 93.2 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -8.3 | 1.84366 | 1.84366 | 3.26061 | 2.483423 | 3.038889 | -5.775716 | 35.667788 | 0.0 | 69.178008 | -69.178008 | 0.0 | 0.0 | 0.0 | 0.0 | -0.006531 | 0.0 | -11.720347 | 0.752893 | 0.0 | 0.0 | 1.493721 | 0.0 | -4.839077 | -16.930224 | 47.408708 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.373634 | 20.373634 | -138.584134 | 0.876201 | -508.377419 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 06:00:00 | 0.0 | -8.6 | 96.5 | 2.1 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -8.6 | 1.683342 | 1.683342 | 3.184716 | 2.368771 | 3.073251 | -6.100529 | 37.218337 | 0.0 | 67.36275 | -67.36275 | 0.0 | 0.0 | 0.0 | 0.0 | -0.007854 | 0.0 | -12.303585 | 0.752741 | 0.0 | 0.0 | 1.568556 | 0.0 | -5.819209 | -17.382209 | 44.161332 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.381488 | 20.381488 | -145.52713 | 0.877894 | -536.995756 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 07:00:00 | 0.0 | -8.5 | 95.9 | 1.4 | 0.0 | 0.0 | 0.0 | 0.0 | 3.76 | 7.4 | 0.0 | 0.0 | -8.5 | 1.122228 | 1.122228 | 3.209838 | 2.300653 | 3.078235 | -6.443949 | 37.308926 | 0.0 | 62.599151 | -62.599151 | 0.0 | 0.0 | 0.0 | 0.0 | -0.00701 | 0.0 | -12.662103 | 0.752596 | 0.0 | 0.0 | 1.614885 | 0.0 | -5.194397 | -15.797532 | 41.607223 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.388498 | 20.388498 | -149.825426 | 0.879522 | -565.704682 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 08:00:00 | 0.0 | -9.5 | 96.8 | 1.1 | 0.355232 | 0.0 | 0.0 | 0.0 | 2.76 | 6.755232 | 1.10761 | 0.0 | -9.5 | 0.88175 | 0.88175 | 2.966351 | 2.20792 | 2.871427 | -6.788456 | 38.2632 | 0.274184 | 61.03516 | -60.760976 | 0.0 | 0.0 | 0.0 | 0.0 | -0.005376 | 0.0 | -13.165656 | 0.752454 | 0.0 | 0.0 | 1.679684 | 0.0 | -3.983039 | -12.502822 | 44.275115 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.393873 | 20.393873 | -155.83734 | 0.88111 | -595.367883 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 09:00:00 | 0.0 | -9.2 | 94.3 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.79 | 6.755232 | 18.663203 | 0.0 | -9.2 | 0.801591 | 0.801591 | 3.037615 | 2.243439 | 2.864471 | -7.144415 | 34.957135 | 4.62254 | 53.276439 | -48.653899 | 0.0 | 0.0 | 0.0 | 0.0 | -0.004842 | 0.0 | -12.970604 | 0.752318 | 0.0 | 0.0 | 1.655235 | 0.0 | -3.587876 | -12.37718 | 32.688843 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.398716 | 20.398716 | -153.569049 | 0.882643 | -621.725017 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 10:00:00 | 0.0 | -6.9 | 96.7 | 1.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.88 | 6.755232 | 56.267907 | 0.0 | -6.9 | 1.122228 | 1.122228 | 3.636412 | 2.591869 | 3.516411 | -7.4607 | 22.377585 | 13.944315 | 37.73515 | -23.790835 | 0.0 | 0.0 | 0.0 | 0.0 | -0.008335 | 0.0 | -11.190298 | 0.75218 | 0.0 | 0.0 | 1.428382 | 0.0 | -6.176117 | -16.284101 | 1.330618 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.407051 | 20.407051 | -132.522081 | 0.884197 | -635.502602 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 11:00:00 | 0.0 | -4.0 | 97.4 | 1.3 | 1.0 | 0.1 | 0.0 | 0.0 | 0.39 | 6.755232 | 107.168237 | 0.0 | -4.0 | 1.042069 | 1.042069 | 4.539126 | 3.203405 | 4.421109 | -7.626031 | 5.397073 | 26.575128 | 24.912069 | 1.663059 | 0.0 | 0.0 | 0.0 | 0.0 | -0.010607 | 0.0 | -8.525543 | 0.752024 | 0.0 | 0.0 | 1.088685 | 0.0 | -7.859627 | -16.59657 | -26.119256 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.417658 | 20.417658 | -101.005752 | 0.885954 | -632.299675 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 12:00:00 | 0.0 | -2.8 | 93.9 | 1.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.14 | 6.755232 | 91.473333 | 0.0 | -2.8 | 1.042069 | 1.042069 | 4.967227 | 3.625978 | 4.664226 | -7.587596 | -3.902967 | 22.700284 | 21.894455 | 0.805828 | 0.0 | 0.0 | 0.0 | 0.0 | -0.009044 | 0.0 | -6.937102 | 0.751837 | 0.0 | 0.0 | 0.886306 | 0.0 | -6.701336 | -15.172033 | -22.679197 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.426702 | 20.426702 | -82.229522 | 0.888069 | -619.796708 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 13:00:00 | 0.0 | -1.4 | 93.4 | 1.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 6.755232 | 80.475535 | 0.0 | -1.4 | 1.122228 | 1.122228 | 5.511494 | 4.004272 | 5.147736 | -7.43756 | -10.733024 | 19.987895 | 17.777493 | 2.210401 | 0.0 | 0.0 | 0.0 | 0.0 | -0.010309 | 0.0 | -5.648723 | 0.751628 | 0.0 | 0.0 | 0.722019 | 0.0 | -7.638562 | -16.126303 | -25.975266 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.437011 | 20.437011 | -66.98728 | 0.890442 | -600.463685 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 14:00:00 | 0.0 | -0.4 | 93.3 | 2.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 6.755232 | 43.120591 | 0.0 | -0.4 | 1.84366 | 1.84366 | 5.931876 | 4.319014 | 5.53444 | -7.205564 | -15.294273 | 10.719943 | 15.34479 | -4.624847 | 0.0 | 0.0 | 0.0 | 0.0 | -0.01429 | 0.0 | -4.656519 | 0.751396 | 0.0 | 0.0 | 0.595496 | 0.0 | -10.588489 | -21.069153 | -27.032796 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.451302 | 20.451302 | -55.248758 | 0.893072 | -576.569411 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 15:00:00 | 0.0 | 0.5 | 94.1 | 2.8 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.355232 | 10.320091 | 0.0 | 0.5 | 2.244455 | 2.244455 | 6.334173 | 4.593267 | 5.960456 | -6.918833 | -18.455959 | 2.568223 | 12.225037 | -9.656814 | 0.0 | 0.0 | 0.0 | 0.0 | -0.018157 | 0.0 | -3.84284 | 0.751143 | 0.0 | 0.0 | 0.491782 | 0.0 | -13.45367 | -24.281376 | -28.078232 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.469459 | 20.469459 | -45.626485 | 0.895952 | -549.513452 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 16:00:00 | 0.1 | 1.0 | 94.6 | 3.1 | 0.061898 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.028102 | 0.094 | 1.0 | 2.484933 | 2.484933 | 6.567919 | 4.830306 | 6.213251 | -6.594161 | -20.523962 | 0.006996 | 11.454094 | -11.447098 | 0.094 | 0.0235 | 0.0 | 0.0 | -0.01963 | 0.095635 | -3.173501 | 0.751051 | 0.0 | 0.0 | 0.409757 | 0.0705 | -14.545218 | -24.940394 | -28.038514 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.583089 | 20.583089 | -31.475465 | 0.897007 | -520.38949 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 17:00:00 | 0.0 | 1.1 | 94.4 | 3.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.0 | 1.1 | 2.805569 | 2.805569 | 6.615571 | 5.065454 | 6.245099 | -6.244674 | -22.242326 | 0.0 | 13.68212 | -13.68212 | 0.0 | 0.0 | 0.0 | 0.0 | -0.018182 | 0.0 | -2.53762 | 0.750726 | 0.0 | 0.0 | 0.326841 | 0.0 | -13.472116 | -23.604189 | -23.394185 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.601271 | 20.601271 | -30.323606 | 0.900733 | -489.547164 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 18:00:00 | 0.3 | 1.0 | 96.9 | 4.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.282 | 1.0 | 3.527001 | 3.527001 | 6.567919 | 5.196863 | 6.364313 | -5.874566 | -22.086098 | 0.0 | 14.855317 | -14.855317 | 0.282 | 0.0705 | 0.0 | 0.0 | -0.021195 | 0.286904 | -2.19355 | 0.750944 | 0.0 | 0.0 | 0.289558 | 0.2115 | -15.704581 | -24.408946 | -25.25821 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.904466 | 20.904466 | -7.242091 | 0.898226 | -458.861066 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 19:00:00 | 0.2 | 1.4 | 98.3 | 3.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 1.4 | 3.046047 | 3.046047 | 6.760362 | 5.554322 | 6.645436 | -5.506333 | -25.267422 | 0.0 | 15.478179 | -15.478179 | 0.188 | 0.0282 | 0.0 | 0.0 | -0.017815 | 0.283107 | -1.295096 | 0.750638 | 0.0 | 0.0 | 0.172233 | 0.1598 | -13.199933 | -18.525212 | -16.246966 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.110281 | 21.110281 | -1.153551 | 0.901733 | -424.993644 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 20:00:00 | 0.4 | 1.6 | 98.7 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.376 | 1.6 | 4.56907 | 4.56907 | 6.858436 | 5.831352 | 6.769276 | -5.099924 | -26.799806 | 0.0 | 16.898085 | -16.898085 | 0.376 | 0.0376 | 0.0 | 0.0 | -0.020742 | 0.664621 | -0.633289 | 0.750307 | 0.0 | 0.0 | 0.086491 | 0.086491 | -15.369294 | -20.793068 | -19.264276 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.254871 | 21.507023 | 0.0 | 0.905549 | -389.593838 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 21:00:00 | 0.7 | 2.0 | 99.6 | 5.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.658 | 2.0 | 4.488911 | 4.488911 | 7.058357 | 6.000528 | 7.030123 | -4.675126 | -26.594708 | 0.0 | 15.419061 | -15.419061 | 0.658 | 0.0 | 0.0 | 0.0 | -0.022456 | 1.530508 | -0.242675 | 0.749673 | 0.0 | 0.0 | 0.035045 | 0.035045 | -16.639054 | -20.592817 | -21.81281 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.311486 | 22.187479 | 0.0 | 0.912885 | -354.39913 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 22:00:00 | 0.5 | 2.4 | 99.4 | 5.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 2.4 | 4.649229 | 4.649229 | 7.263399 | 6.1078 | 7.219819 | -4.25279 | -25.516737 | 0.0 | 13.71239 | -13.71239 | 0.47 | 0.0 | 0.0 | 0.0 | -0.024931 | 1.311864 | 0.0 | 0.749044 | 0.034587 | 0.034587 | 0.0 | 0.0 | -18.473108 | -22.65304 | -27.413757 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.300311 | 22.682411 | 0.0 | 0.920215 | -320.282392 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 23:00:00 | 1.0 | 2.5 | 99.2 | 6.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.94 | 2.5 | 4.969866 | 4.969866 | 7.315473 | 6.1078 | 7.256949 | -3.843389 | -23.060332 | 0.0 | 13.067893 | -13.067893 | 0.94 | 0.0 | 0.0 | 0.0 | -0.027164 | 2.73305 | 0.0 | 0.748418 | 0.125157 | 0.125157 | 0.0 | 0.0 | -20.12751 | -24.879463 | -31.93908 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.199504 | 23.649575 | 0.0 | 0.927567 | -288.62206 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 00:00:00 | 2.0 | 2.7 | 99.2 | 5.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.88 | 2.7 | 4.488911 | 4.488911 | 7.420609 | 6.1078 | 7.361244 | -3.463465 | -20.780788 | 0.0 | 11.601106 | -11.601106 | 1.88 | 0.0 | 0.0 | 0.0 | -0.027338 | 5.903388 | 0.0 | 0.747794 | 0.200158 | 0.200158 | 0.0 | 0.0 | -20.25663 | -24.792095 | -33.447619 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.021833 | 25.556913 | 0.0 | 0.934958 | -259.241272 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 01:00:00 | 2.1 | 3.2 | 99.6 | 5.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.974 | 3.2 | 4.168274 | 4.168274 | 7.689299 | 6.1078 | 7.658542 | -3.110895 | -18.665372 | 0.0 | 7.733351 | -7.733351 | 1.974 | 0.0 | 0.0 | 0.0 | -0.031933 | 7.346438 | 0.0 | 0.747174 | 0.348686 | 0.348686 | 0.0 | 0.0 | -23.661007 | -27.741565 | -43.669221 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.697126 | 27.562846 | 0.0 | 0.942357 | -231.9759 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 02:00:00 | 1.8 | 3.9 | 99.8 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.692 | 3.9 | 4.56907 | 4.56907 | 8.07986 | 6.1078 | 8.0637 | -2.783711 | -16.702265 | 0.0 | 2.415944 | -2.415944 | 1.692 | 0.0 | 0.0 | 0.0 | -0.043255 | 7.674404 | 0.0 | 0.746559 | 0.613483 | 0.613483 | 0.0 | 0.0 | -32.050365 | -36.310997 | -65.945417 | 1.0 | 0.3 | 0.536027 | 0.182986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.182986 | 0.182986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002374 | 0.000659 | 0.06 | 20.113339 | 28.762074 | 0.0 | 0.94975 | -206.673635 | 71.799248 | 0.180612 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000659 |
| 2010-12-11 03:00:00 | 1.3 | 4.4 | 99.8 | 6.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.222 | 4.4 | 5.290502 | 5.290502 | 8.36943 | 6.1078 | 8.352691 | -2.480084 | -14.880502 | 0.0 | -1.360594 | 1.360594 | 1.222 | 0.0 | 0.0 | 0.0 | -0.055801 | 0.0 | 0.0 | 0.745956 | 0.796222 | 0.796222 | 0.0 | 0.0 | -41.346526 | -46.045135 | -88.752255 | 1.0 | 0.3 | 2.362807 | 0.80844 | 0.0 | 0.0 | 0.0 | 0.0 | 0.80844 | 0.5 | 0.30844 | 0.0 | 0.0 | 0.0 | 0.011151 | 0.015595 | 0.0 | 0.0 | 0.0 | 0.026746 | 0.00743 | 0.06 | 19.354593 | 27.677068 | 0.0 | 0.957058 | -183.193134 | 73.353615 | 0.669461 | 0.292845 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00743 |
| 2010-12-11 04:00:00 | 0.5 | 4.8 | 99.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 4.8 | 5.611139 | 5.611139 | 8.607627 | 6.1078 | 8.521551 | -2.198318 | -13.189906 | 0.0 | -4.039084 | 4.039084 | 0.47 | 0.0 | 0.0 | 0.0 | -0.06294 | 0.0 | 0.0 | 0.745357 | 0.971986 | 0.971986 | 0.0 | 0.0 | -46.635995 | -52.693545 | -103.368624 | 1.0 | 0.3 | 1.863101 | 0.639047 | 0.0 | 0.0 | 0.0 | 0.0 | 0.639047 | 0.5 | 0.139047 | 0.0 | 0.0 | 0.0 | 0.023779 | 0.036136 | 0.0 | 0.0 | 0.0 | 0.059914 | 0.016643 | 0.06 | 18.424411 | 26.346907 | 0.0 | 0.964366 | -161.403228 | 74.577669 | 1.145683 | 0.395756 | 0.0 | 0.0 | 0.0 | 0.0 | 0.016643 |
| 2010-12-11 05:00:00 | 0.2 | 4.8 | 97.6 | 7.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 4.8 | 5.851616 | 5.851616 | 8.607627 | 6.1078 | 8.401044 | -1.936839 | -11.621032 | 0.0 | -3.389325 | 3.389325 | 0.188 | 0.0 | 0.0 | 0.0 | -0.061894 | 0.0 | 0.0 | 0.744763 | 0.993442 | 0.993442 | 0.0 | 0.0 | -45.860636 | -54.540411 | -103.790373 | 1.0 | 0.3 | 1.611959 | 0.554058 | 0.0 | 0.0 | 0.0 | 0.0 | 0.554058 | 0.5 | 0.054058 | 0.0 | 0.0 | 0.0 | 0.03608 | 0.042067 | 0.0 | 0.0 | 0.0 | 0.078147 | 0.021707 | 0.06 | 17.471917 | 24.984842 | 0.0 | 0.971674 | -141.182196 | 75.635571 | 1.609603 | 0.407747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021707 |
| 2010-12-11 06:00:00 | 0.5 | 5.1 | 97.4 | 7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 5.1 | 5.771457 | 5.771457 | 8.790172 | 6.1078 | 8.561627 | -1.694186 | -10.165118 | 0.0 | -5.587229 | 5.587229 | 0.47 | 0.0 | 0.0 | 0.0 | -0.06548 | 0.0 | 0.0 | 0.744173 | 1.091159 | 1.091159 | 0.0 | 0.0 | -48.51811 | -57.295089 | -111.400428 | 1.0 | 0.3 | 2.034447 | 0.700932 | 0.0 | 0.0 | 0.0 | 0.0 | 0.700932 | 0.5 | 0.200932 | 0.0 | 0.0 | 0.0 | 0.048063 | 0.050685 | 0.0 | 0.0 | 0.0 | 0.098748 | 0.02743 | 0.06 | 16.423689 | 23.485875 | 0.0 | 0.978982 | -122.417078 | 76.969086 | 2.061539 | 0.557994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02743 |
| 2010-12-11 07:00:00 | 0.2 | 5.1 | 96.3 | 7.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 5.1 | 6.092093 | 6.092093 | 8.790172 | 6.1078 | 8.464935 | -1.469005 | -8.81403 | 0.0 | -5.066448 | 5.066448 | 0.188 | 0.0 | 0.0 | 0.0 | -0.065772 | 0.0 | 0.0 | 0.743587 | 1.130642 | 1.130642 | 0.0 | 0.0 | -48.734564 | -59.911482 | -113.712494 | 1.0 | 0.3 | 1.809346 | 0.624825 | 0.0 | 0.0 | 0.0 | 0.0 | 0.624825 | 0.5 | 0.124825 | 0.0 | 0.0 | 0.0 | 0.059737 | 0.06177 | 0.0 | 0.0 | 0.0 | 0.121507 | 0.033752 | 0.06 | 15.335875 | 21.930301 | 0.0 | 0.98629 | -105.003048 | 78.153607 | 2.501802 | 0.62105 | 0.0 | 0.0 | 0.0 | 0.0 | 0.033752 |
| 2010-12-11 08:00:00 | 0.1 | 5.4 | 95.2 | 7.3 | 0.347041 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 0.900734 | 0.094 | 5.4 | 5.851616 | 5.851616 | 8.976116 | 6.1078 | 8.545263 | -1.260037 | -7.560219 | 0.231483 | -6.835277 | 7.06676 | 0.094 | 0.0 | 0.0 | 0.0 | -0.065786 | 0.0 | 0.0 | 0.743006 | 1.181417 | 1.181417 | 0.0 | 0.0 | -48.744743 | -61.357963 | -117.169466 | 1.0 | 0.3 | 1.788494 | 0.618999 | 0.0 | 0.0 | 0.0 | 0.0 | 0.618999 | 0.5 | 0.118999 | 0.0 | 0.0 | 0.0 | 0.07111 | 0.067742 | 0.0 | 0.0 | 0.0 | 0.138852 | 0.03857 | 0.06 | 14.196918 | 20.301593 | 0.0 | 0.993598 | -88.842829 | 79.323102 | 2.930693 | 0.672307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03857 |
| 2010-12-11 09:00:00 | 0.3 | 5.3 | 96.3 | 7.1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 17.26751 | 0.282 | 5.3 | 5.691298 | 5.691298 | 8.913754 | 6.1078 | 8.583945 | -1.066114 | -6.396684 | 4.447615 | -6.596815 | 11.044431 | 0.282 | 0.0 | 0.0 | 0.0 | -0.065321 | 0.0 | 0.0 | 0.742429 | 1.20622 | 1.20622 | 0.0 | 0.0 | -48.400444 | -58.862205 | -118.307081 | 1.0 | 0.3 | 2.012444 | 0.698193 | 0.0 | 0.0 | 0.0 | 0.0 | 0.698193 | 0.5 | 0.198193 | 0.0 | 0.0 | 0.0 | 0.082188 | 0.07684 | 0.0 | 0.0 | 0.0 | 0.159029 | 0.044175 | 0.06 | 13.032497 | 18.63647 | 0.0 | 1.000906 | -73.846145 | 80.637354 | 3.348504 | 0.793659 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044175 |
| 2010-12-11 10:00:00 | 0.1 | 5.5 | 95.5 | 7.1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 52.61761 | 0.094 | 5.5 | 5.691298 | 5.691298 | 9.038862 | 6.1078 | 8.632113 | -0.886154 | -5.316922 | 13.582931 | -7.748872 | 21.331804 | 0.094 | 0.0 | 0.0 | 0.0 | -0.066592 | 0.0 | 0.0 | 0.741856 | 1.362829 | 1.362829 | 0.0 | 0.0 | -49.341985 | -61.083421 | -131.757209 | 1.0 | 0.3 | 2.04981 | 0.712957 | 0.0 | 0.0 | 0.0 | 0.0 | 0.712957 | 0.5 | 0.212957 | 0.0 | 0.0 | 0.0 | 0.092981 | 0.089648 | 0.0 | 0.0 | 0.0 | 0.182629 | 0.05073 | 0.06 | 11.711365 | 16.747253 | 0.0 | 1.008214 | -59.929222 | 81.974207 | 3.755524 | 0.916968 | 0.0 | 0.0 | 0.0 | 0.0 | 0.05073 |
| 2010-12-11 11:00:00 | 0.1 | 6.1 | 91.6 | 8.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 80.135633 | 0.094 | 6.1 | 7.134162 | 7.134162 | 9.423511 | 6.1078 | 8.631936 | -0.719151 | -4.314904 | 20.732126 | -12.026271 | 32.758397 | 0.094 | 0.0 | 0.0 | 0.0 | -0.080429 | 0.0 | 0.0 | 0.741287 | 1.830905 | 1.830905 | 0.0 | 0.0 | -59.59435 | -81.829421 | -174.182168 | 1.0 | 0.3 | 2.724768 | 0.950702 | 0.0 | 0.0 | 0.0 | 0.0 | 0.950702 | 0.5 | 0.450702 | 0.0 | 0.0 | 0.0 | 0.103494 | 0.113924 | 0.0 | 0.0 | 0.0 | 0.217418 | 0.060394 | 0.06 | 9.927912 | 14.196914 | 0.0 | 1.015522 | -47.014318 | 83.748272 | 4.152029 | 1.253746 | 0.0 | 0.0 | 0.0 | 0.0 | 0.060394 |
| 2010-12-11 12:00:00 | 0.0 | 6.4 | 90.0 | 9.5 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 80.276118 | 0.0 | 6.4 | 7.615117 | 7.615117 | 9.621181 | 6.1078 | 8.659063 | -0.564172 | -3.385031 | 20.813797 | -13.533625 | 34.347422 | 0.0 | 0.0 | 0.0 | 0.0 | -0.085956 | 0.0 | 0.0 | 0.740722 | 1.998661 | 1.998661 | 0.0 | 0.0 | -63.690154 | -90.778796 | -188.816371 | 1.0 | 0.3 | 2.87539 | 1.006791 | 0.0 | 0.0 | 0.0 | 0.0 | 1.006791 | 0.5 | 0.506791 | 0.0 | 0.0 | 0.0 | 0.113736 | 0.150232 | 0.0 | 0.0 | 0.0 | 0.263968 | 0.073325 | 0.06 | 7.977259 | 11.40748 | 0.0 | 1.02283 | -35.029287 | 85.616871 | 4.538293 | 1.610305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.073325 |
| 2010-12-11 13:00:00 | 0.1 | 6.4 | 85.7 | 7.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 75.835403 | 0.094 | 6.4 | 6.332571 | 6.332571 | 9.621181 | 6.1078 | 8.245352 | -0.420351 | -2.522109 | 19.70493 | -11.239491 | 30.944421 | 0.094 | 0.0 | 0.0 | 0.0 | -0.061599 | 0.0 | 0.0 | 0.740162 | 1.635197 | 1.635197 | 0.0 | 0.0 | -45.642119 | -77.645525 | -154.232066 | 1.0 | 0.3 | 2.444959 | 0.858816 | 0.0 | 0.0 | 0.0 | 0.0 | 0.858816 | 0.5 | 0.358816 | 0.0 | 0.0 | 0.0 | 0.123714 | 0.178188 | 0.0 | 0.0 | 0.0 | 0.301902 | 0.083862 | 0.06 | 6.376308 | 9.118121 | 0.0 | 1.030138 | -23.907179 | 87.203013 | 4.914579 | 1.790933 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083862 |
| 2010-12-11 14:00:00 | 0.0 | 6.5 | 82.3 | 9.6 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 42.227911 | 0.0 | 6.5 | 7.695276 | 7.695276 | 9.687876 | 6.1078 | 7.973122 | -0.286886 | -1.721317 | 10.995923 | -10.124562 | 21.120486 | 0.0 | 0.0 | 0.0 | 0.0 | -0.063414 | 0.0 | 0.0 | 0.739605 | 1.71827 | 1.71827 | 0.0 | 0.0 | -46.987277 | -93.030869 | -161.138633 | 1.0 | 0.3 | 2.474215 | 0.871763 | 0.0 | 0.0 | 0.0 | 0.0 | 0.871763 | 0.5 | 0.371763 | 0.0 | 0.0 | 0.0 | 0.133434 | 0.196795 | 0.0 | 0.0 | 0.0 | 0.330229 | 0.09173 | 0.06 | 4.690433 | 6.707319 | 0.0 | 1.037446 | -13.585862 | 88.805465 | 5.281145 | 1.965902 | 0.0 | 0.0 | 0.0 | 0.0 | 0.09173 |
| 2010-12-11 15:00:00 | 0.1 | 6.3 | 82.5 | 9.1 | 1.0 | 0.1 | 0.0 | 0.0 | 0.1 | 7.40894 | 12.613921 | 0.094 | 6.3 | 7.29448 | 7.29448 | 9.554889 | 6.1078 | 7.882784 | -0.16303 | -0.978182 | 3.291568 | -7.130286 | 10.421854 | 0.094 | 0.0 | 0.0 | 0.0 | -0.057639 | 0.0 | 0.0 | 0.739053 | 1.490447 | 1.490447 | 0.0 | 0.0 | -42.70834 | -86.128361 | -139.258555 | 1.0 | 0.3 | 2.243655 | 0.792804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.792804 | 0.5 | 0.292804 | 0.0 | 0.0 | 0.0 | 0.142902 | 0.210193 | 0.0 | 0.0 | 0.0 | 0.353095 | 0.098082 | 0.06 | 3.227485 | 4.615304 | 0.0 | 1.044754 | -4.00768 | 90.256316 | 5.638243 | 2.048514 | 0.0 | 0.0 | 0.0 | 0.0 | 0.098082 |
| 2010-12-11 16:00:00 | 0.0 | 5.9 | 82.2 | 8.7 | 0.053708 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.021912 | 0.0 | 5.9 | 6.973844 | 6.973844 | 9.293725 | 6.1078 | 7.639442 | -0.048092 | -0.288553 | 0.00573 | -3.915548 | 3.921278 | 0.0 | 0.0 | 0.0 | 0.0 | -0.047871 | 0.0 | 0.0 | 0.738504 | 1.258233 | 1.258233 | 0.0 | 0.0 | -35.470286 | -77.633085 | -117.024649 | 0.999342 | 0.299606 | 1.817936 | 0.643268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.643268 | 0.5 | 0.143268 | 0.0 | 0.0 | 0.0 | 0.152127 | 0.210843 | 0.0 | 0.0 | 0.0 | 0.362969 | 0.100825 | 0.06 | 1.989677 | 2.845238 | 0.0 | 1.052062 | 4.880873 | 91.430985 | 5.986117 | 1.980938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.100825 |
| 2010-12-11 17:00:00 | 0.0 | 5.5 | 76.5 | 8.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 5.5 | 7.134162 | 7.134162 | 9.038862 | 6.1078 | 6.91473 | 0.0 | 0.0 | 0.0 | 2.340465 | -2.340465 | 0.0 | 0.0 | 0.0 | 0.0 | -0.025712 | 0.0 | 0.0 | 0.737959 | 0.975359 | 0.975359 | 0.0 | 0.0 | -19.051448 | -73.780626 | -90.491608 | 0.998184 | 0.298911 | 1.407367 | 0.498039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.498039 | 0.498039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.161087 | 0.196883 | 0.0 | 0.0 | 0.0 | 0.35797 | 0.099436 | 0.06 | 1.023485 | 1.463583 | 0.0 | 1.05937 | 13.480873 | 92.340313 | 6.323068 | 1.784056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.099436 |
| 2010-12-11 18:00:00 | 0.0 | 5.1 | 81.7 | 7.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 5.1 | 6.332571 | 6.332571 | 8.790172 | 6.1078 | 7.18157 | 0.0 | 0.0 | 0.0 | 2.381726 | -2.381726 | 0.0 | 0.0 | 0.0 | 0.0 | -0.030943 | 0.0 | 0.0 | 0.737419 | 0.888357 | 0.888357 | 0.0 | 0.0 | -22.927701 | -61.873778 | -82.419753 | 0.997025 | 0.298218 | 1.297208 | 0.458993 | 0.0 | 0.0 | 0.0 | 0.0 | 0.458993 | 0.458993 | 0.0 | 0.0 | 0.0 | 0.0 | 0.169284 | 0.177315 | 0.0 | 0.0 | 0.0 | 0.346599 | 0.096277 | 0.06 | 0.137985 | 0.197318 | 0.0 | 1.066678 | 22.080873 | 93.178528 | 6.612777 | 1.606741 | 0.0 | 0.0 | 0.0 | 0.0 | 0.096277 |
| 2010-12-11 19:00:00 | 0.0 | 4.8 | 83.4 | 7.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.8 | 5.691298 | 5.691298 | 8.607627 | 6.1078 | 7.178761 | 0.0 | 0.0 | 0.0 | 3.699875 | -3.699875 | 0.0 | 0.0 | 0.06 | 0.003724 | -0.028252 | 0.0 | 0.0 | 0.736881 | 0.760344 | 0.137985 | 0.0 | 0.0 | -20.933744 | -53.309167 | -70.543036 | 0.995866 | 0.297525 | 0.225571 | 0.079724 | 0.0 | 0.0 | 0.0 | 0.0 | 0.079724 | 0.079724 | 0.0 | 0.0 | 0.0 | 0.0 | 0.171848 | 0.159692 | 0.0 | 0.0 | 0.0 | 0.33154 | 0.092094 | 0.0 | 0.0 | 0.0 | 0.0 | 1.073986 | 30.680873 | 93.32065 | 6.520654 | 1.44705 | 0.0 | 0.0 | 0.0 | 0.0 | 0.092094 |
| 2010-12-11 20:00:00 | 0.0 | 4.9 | 82.8 | 6.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.9 | 5.130184 | 5.130184 | 8.668101 | 0.0 | 7.177187 | 0.0 | -29.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025203 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.990747 | 0.294474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.168434 | 0.14382 | 0.0 | 0.0 | 0.0 | 0.312254 | 0.086737 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 68.680873 | 93.295447 | 6.352219 | 1.303229 | 0.0 | 0.0 | 0.0 | 0.0 | 0.086737 |
| 2010-12-11 21:00:00 | 0.0 | 4.9 | 85.8 | 7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.9 | 5.771457 | 5.771457 | 8.668101 | 0.0 | 7.43723 | 0.0 | -29.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021597 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.985627 | 0.291438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.164083 | 0.129526 | 0.0 | 0.0 | 0.0 | 0.293609 | 0.081558 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 106.680873 | 93.273849 | 6.188136 | 1.173703 | 0.0 | 0.0 | 0.0 | 0.0 | 0.081558 |
| 2010-12-11 22:00:00 | 0.1 | 4.7 | 87.6 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 4.7 | 5.611139 | 5.611139 | 8.547525 | 0.0 | 7.487632 | 0.0 | -28.2 | 0.0 | 0.0 | 0.0 | 0.034 | 0.0 | 0.050942 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.980669 | 0.288513 | 0.034 | 0.011735 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011735 | 0.011735 | 0.0 | 0.0 | 0.0 | 0.0 | 0.159997 | 0.116653 | 0.0 | 0.0 | 0.0 | 0.27665 | 0.076847 | 0.009058 | 0.0 | 0.0 | 0.0 | nan | 143.480873 | 93.296114 | 6.039874 | 1.057051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.076847 |
| 2010-12-11 23:00:00 | 0.1 | 3.8 | 85.6 | 6.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 3.8 | 5.45082 | 5.45082 | 8.023017 | 0.0 | 6.867703 | 0.0 | -22.8 | 0.0 | 0.0 | 0.0 | 0.043058 | 0.0 | 0.055793 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.976438 | 0.286029 | 0.043058 | 0.014763 | 0.0 | 0.0 | 0.0 | 0.0 | 0.014763 | 0.014763 | 0.0 | 0.0 | 0.0 | 0.0 | 0.156207 | 0.105059 | 0.0 | 0.0 | 0.0 | 0.261265 | 0.072574 | 0.004207 | 0.0 | 0.0 | 0.0 | nan | 174.880873 | 93.324409 | 5.898431 | 0.951992 | 0.0 | 0.0 | 0.0 | 0.0 | 0.072574 |
| 2010-12-12 00:00:00 | 0.0 | 3.9 | 85.3 | 6.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.9 | 5.130184 | 5.130184 | 8.07986 | 0.0 | 6.892121 | 0.0 | -23.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004207 | 0.01859 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.972127 | 0.283509 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.152362 | 0.094617 | 0.0 | 0.0 | 0.0 | 0.246979 | 0.068605 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 206.880873 | 93.305819 | 5.746069 | 0.857375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.068605 |
| 2010-12-12 01:00:00 | 0.0 | 3.7 | 86.2 | 6.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.7 | 5.050025 | 5.050025 | 7.966527 | 0.0 | 6.867146 | 0.0 | -22.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.018522 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.967977 | 0.281094 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.148426 | 0.085213 | 0.0 | 0.0 | 0.0 | 0.233639 | 0.0649 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 237.680873 | 93.287297 | 5.597643 | 0.772162 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0649 |
| 2010-12-12 02:00:00 | 0.1 | 3.5 | 89.3 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 3.5 | 4.56907 | 4.56907 | 7.854597 | 0.0 | 7.014155 | 0.0 | -21.0 | 0.0 | 0.0 | 0.0 | 0.034 | 0.0 | 0.03356 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.963989 | 0.278782 | 0.034 | 0.011431 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011431 | 0.011431 | 0.0 | 0.0 | 0.0 | 0.0 | 0.14474 | 0.076744 | 0.0 | 0.0 | 0.0 | 0.221484 | 0.061523 | 0.02644 | 0.0 | 0.0 | 0.0 | nan | 267.280873 | 93.309866 | 5.464334 | 0.695418 | 0.0 | 0.0 | 0.0 | 0.0 | 0.061523 |
| 2010-12-12 03:00:00 | 0.0 | 3.3 | 91.4 | 5.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.3 | 4.168274 | 4.168274 | 7.744054 | 0.0 | 7.078066 | 0.0 | -19.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023813 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.960163 | 0.276574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.141148 | 0.069117 | 0.0 | 0.0 | 0.0 | 0.210265 | 0.058407 | 0.002628 | 0.0 | 0.0 | 0.0 | nan | 295.680873 | 93.309866 | 5.323185 | 0.626301 | 0.0 | 0.0 | 0.0 | 0.0 | 0.058407 |
| 2010-12-12 04:00:00 | 0.0 | 3.3 | 90.9 | 4.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.3 | 3.68732 | 3.68732 | 7.744054 | 0.0 | 7.039346 | 0.0 | -19.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002628 | 0.00878 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.956336 | 0.274374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.137502 | 0.062247 | 0.0 | 0.0 | 0.0 | 0.19975 | 0.055486 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 324.080873 | 93.301086 | 5.185683 | 0.564054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.055486 |
| 2010-12-12 05:00:00 | 0.0 | 3.0 | 89.2 | 4.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.0 | 3.927797 | 3.927797 | 7.580812 | 0.0 | 6.762084 | 0.0 | -18.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012215 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.952753 | 0.272321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.133951 | 0.05606 | 0.0 | 0.0 | 0.0 | 0.190011 | 0.052781 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 350.680873 | 93.288871 | 5.051732 | 0.507993 | 0.0 | 0.0 | 0.0 | 0.0 | 0.052781 |
| 2010-12-12 06:00:00 | 0.0 | 1.9 | 85.6 | 6.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 1.9 | 5.050025 | 5.050025 | 7.007901 | 0.0 | 5.998763 | 0.0 | -11.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017456 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.950058 | 0.270783 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.130491 | 0.050489 | 0.0 | 0.0 | 0.0 | 0.180979 | 0.050272 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 370.680873 | 93.271415 | 4.921241 | 0.457505 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050272 |
| 2010-12-12 07:00:00 | 0.0 | 1.2 | 86.3 | 5.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 1.2 | 4.649229 | 4.649229 | 6.663527 | 0.0 | 5.750624 | 0.0 | -7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015363 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.947929 | 0.269571 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.12712 | 0.045471 | 0.0 | 0.0 | 0.0 | 0.172591 | 0.047942 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 386.480873 | 93.256052 | 4.794122 | 0.412034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047942 |
| 2010-12-12 08:00:00 | 0.0 | 0.8 | 91.2 | 6.1 | 0.339738 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 0.894145 | 0.0 | 0.8 | 4.889707 | 4.889707 | 6.473522 | 0.0 | 5.903852 | 0.0 | -4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.009666 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.946124 | 0.268545 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.123836 | 0.040951 | 0.0 | 0.0 | 0.0 | 0.164788 | 0.045774 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 399.880873 | 93.246386 | 4.670285 | 0.371082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045774 |
| 2010-12-12 09:00:00 | 0.0 | 0.8 | 87.5 | 5.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 17.71254 | 0.0 | 0.8 | 4.729388 | 4.729388 | 6.473522 | 0.0 | 5.664332 | 0.0 | -4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017185 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.944318 | 0.267521 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.120637 | 0.036881 | 0.0 | 0.0 | 0.0 | 0.157519 | 0.043755 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 413.280873 | 93.229201 | 4.549648 | 0.334201 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043755 |
| 2010-12-12 10:00:00 | 0.1 | 0.5 | 84.5 | 6.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 54.302585 | 0.094 | 0.5 | 5.130184 | 5.130184 | 6.334173 | 5.554612 | 5.352376 | 0.0 | 7.766328 | 5.556421 | 28.031613 | -22.475192 | 0.034 | 0.01275 | 0.0 | 0.0 | 0.004904 | 0.006889 | -1.294388 | 0.897677 | 0.0 | 0.0 | 0.000192 | 0.000192 | 3.633499 | -18.31764 | 7.791051 | 0.944206 | 0.267458 | 0.015768 | 0.005136 | 0.0 | 0.0 | 0.0 | 0.0 | 0.005136 | 0.005136 | 0.0 | 0.0 | 0.0 | 0.0 | 0.117588 | 0.033216 | 0.0 | 0.0 | 0.0 | 0.150804 | 0.04189 | 0.06 | 0.009461 | 0.013329 | 0.0 | 0.00743 | 414.114545 | 93.239832 | 4.437196 | 0.300985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04189 |
| 2010-12-12 11:00:00 | 0.0 | 0.3 | 76.7 | 6.8 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 81.504146 | 0.0 | 0.3 | 5.45082 | 5.45082 | 6.24275 | 5.354685 | 4.788189 | 0.0 | 10.742078 | 8.523311 | 31.005039 | -22.481729 | 0.0 | 0.0 | 0.06 | 0.008326 | 0.013329 | 0.0 | -1.790346 | 0.895425 | 0.0 | 0.0 | 0.000193 | 0.000193 | 10.689492 | -22.411256 | 10.759964 | 0.944495 | 0.267621 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.114617 | 0.029914 | 0.0 | 0.0 | 0.0 | 0.144531 | 0.040148 | 0.0 | 0.0 | 0.0 | 0.0 | 0.014738 | 411.972468 | 93.231506 | 4.322579 | 0.271071 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040148 |
| 2010-12-12 12:00:00 | 0.0 | -0.1 | 74.8 | 7.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 81.665294 | 0.0 | -0.1 | 5.611139 | 5.611139 | 6.063393 | 0.0 | 4.535418 | 0.0 | 0.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.042749 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.943417 | 0.267011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.111656 | 0.026941 | 0.0 | 0.0 | 0.0 | 0.138597 | 0.038499 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 419.972468 | 93.188757 | 4.210923 | 0.24413 | 0.0 | 0.0 | 0.0 | 0.0 | 0.038499 |
| 2010-12-12 13:00:00 | 0.0 | -0.4 | 69.7 | 6.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 77.078959 | 0.0 | -0.4 | 5.050025 | 5.050025 | 5.931876 | 0.0 | 4.134518 | 0.0 | 2.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046734 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.942582 | 0.266538 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.108772 | 0.024264 | 0.0 | 0.0 | 0.0 | 0.133035 | 0.036954 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 426.172468 | 93.142023 | 4.102151 | 0.219866 | 0.0 | 0.0 | 0.0 | 0.0 | 0.036954 |
| 2010-12-12 14:00:00 | 0.0 | -0.6 | 66.9 | 7.3 | 1.0 | 0.2 | 0.0 | 0.0 | 0.3 | 7.393446 | 60.254042 | 0.0 | -0.6 | 5.851616 | 5.851616 | 5.845604 | 0.0 | 3.910709 | 0.0 | 3.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047231 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.941908 | 0.266157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.105962 | 0.021852 | 0.0 | 0.0 | 0.0 | 0.127814 | 0.035504 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 431.172468 | 93.094792 | 3.996189 | 0.198014 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035504 |
| 2010-12-12 15:00:00 | 0.0 | -0.8 | 64.4 | 7.5 | 1.0 | 0.2 | 0.0 | 0.0 | 0.4 | 7.393446 | 14.837301 | 0.0 | -0.8 | 6.011934 | 6.011934 | 5.760442 | 0.0 | 3.709725 | 0.0 | 4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04262 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.941396 | 0.265868 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.103225 | 0.01968 | 0.0 | 0.0 | 0.0 | 0.122905 | 0.03414 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 434.972468 | 93.052172 | 3.892964 | 0.178333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03414 |
| 2010-12-12 16:00:00 | 0.0 | -1.3 | 65.4 | 7.0 | 0.046405 | 0.2 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.168856 | 0.0 | -1.3 | 5.611139 | 5.611139 | 5.552313 | 0.0 | 3.631213 | 0.0 | 7.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03666 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.941288 | 0.265807 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.100559 | 0.017724 | 0.0 | 0.0 | 0.0 | 0.118283 | 0.032856 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 435.772468 | 93.015512 | 3.792406 | 0.160609 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032856 |
| 2010-12-12 17:00:00 | 0.0 | -1.6 | 67.6 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -1.6 | 4.809547 | 4.809547 | 5.430651 | 0.0 | 3.67112 | 0.0 | 9.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031633 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.941423 | 0.265883 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.097961 | 0.015963 | 0.0 | 0.0 | 0.0 | 0.113924 | 0.031646 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 434.772468 | 92.983879 | 3.694445 | 0.144646 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031646 |
| 2010-12-12 18:00:00 | 0.0 | -2.0 | 70.2 | 4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.0 | 3.847638 | 3.847638 | 5.272101 | 0.0 | 3.701015 | 0.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025662 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.941881 | 0.266142 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.095431 | 0.014376 | 0.0 | 0.0 | 0.0 | 0.109807 | 0.030502 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 431.372468 | 92.958217 | 3.599014 | 0.13027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030502 |
| 2010-12-12 19:00:00 | 0.0 | -2.1 | 70.4 | 4.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.1 | 3.366683 | 3.366683 | 5.233109 | 0.0 | 3.684109 | 0.0 | 12.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023754 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.94242 | 0.266447 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.092966 | 0.012947 | 0.0 | 0.0 | 0.0 | 0.105913 | 0.02942 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 427.372468 | 92.934463 | 3.506048 | 0.117323 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02942 |
| 2010-12-12 20:00:00 | 0.0 | -2.2 | 69.5 | 4.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.2 | 3.927797 | 3.927797 | 5.194372 | 0.0 | 3.610088 | 0.0 | 13.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.026193 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.94304 | 0.266797 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.090564 | 0.011661 | 0.0 | 0.0 | 0.0 | 0.102225 | 0.028396 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 422.772468 | 92.90827 | 3.415484 | 0.105662 | 0.0 | 0.0 | 0.0 | 0.0 | 0.028396 |
| 2010-12-12 21:00:00 | 0.0 | -2.6 | 71.6 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.6 | 3.206365 | 3.206365 | 5.041946 | 0.0 | 3.610033 | 0.0 | 15.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021428 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.943983 | 0.267331 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.088225 | 0.010502 | 0.0 | 0.0 | 0.0 | 0.098727 | 0.027424 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 415.772468 | 92.886842 | 3.327259 | 0.095161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.027424 |
| 2010-12-12 22:00:00 | 0.0 | -3.1 | 74.5 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -3.1 | 2.72541 | 2.72541 | 4.856984 | 0.0 | 3.618453 | 0.0 | 18.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.016826 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.94533 | 0.268095 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.085946 | 0.009458 | 0.0 | 0.0 | 0.0 | 0.095404 | 0.026501 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 405.772468 | 92.870016 | 3.241313 | 0.085703 | 0.0 | 0.0 | 0.0 | 0.0 | 0.026501 |
| 2010-12-12 23:00:00 | 0.0 | -3.9 | 80.2 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -3.9 | 2.72541 | 2.72541 | 4.57351 | 0.0 | 3.667955 | 0.0 | 23.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011894 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.947324 | 0.269227 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083726 | 0.008518 | 0.0 | 0.0 | 0.0 | 0.092244 | 0.025623 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 390.972468 | 92.858122 | 3.157587 | 0.077185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025623 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions_acker_winter))
0.0
conifers (winter)¶
By comparing the hourly simulation results for ACKER
(acre (winter)) and NADELW
(this example), you can see the
shading effect of the tree canopies. During the nighttime, the decreased longwave
radiation loss (NetLongwaveRadiationSnow
) under the canopy results in an earlier
start of the snow melt. But then, during the daytime, the decreased shortwave
radiation gain (NetShortwaveRadiationSnow
) results in a lower melting rate, so that
the complete melting process finishes even later for NADELW
than for ACKER
:
>>> lnk(NADELW)
>>> test("lland_knauf_nadelw_winter_hourly",
... axis1=(inputs.nied, fluxes.wada), axis2=(states.waes, states.wats),
... use_conditions=conditions_nadelw_winter)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2010-12-10 00:00:00 | 0.0 | -3.7 | 87.5 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -3.7 | 2.72541 | 1.206967 | 4.64297 | 4.898742 | 4.062599 | -1.726112 | 7.557321 | 0.0 | 25.509942 | -25.509942 | 0.145824 | 0.145824 | 0.023437 | 0.0 | 0.007808 | -0.313238 | -2.985665 | 0.748702 | 0.0 | 0.0 | 0.2895 | 0.2895 | 5.785121 | 2.808156 | 34.10322 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.176563 | 12.563343 | 13.877816 | 0.0 | 0.924224 | -142.799953 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 01:00:00 | 0.0 | -4.8 | 90.7 | 2.9 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -4.8 | 2.324615 | 1.029472 | 4.272186 | 4.763125 | 3.874873 | -1.713599 | 9.879594 | 0.0 | 28.571909 | -28.571909 | 0.0 | 0.0 | 0.007952 | 0.0 | 0.007695 | 0.0 | -3.360198 | 0.748083 | 0.0 | 0.0 | 0.319529 | 0.319529 | 5.701688 | 5.25118 | 39.524777 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.168611 | 12.875729 | 13.870121 | 0.0 | 0.931532 | -144.079547 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 02:00:00 | 0.0 | -5.6 | 89.7 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -5.6 | 2.003978 | 0.887476 | 4.019239 | 4.647896 | 3.605258 | -1.728955 | 11.741778 | 0.0 | 30.735107 | -30.735107 | 0.0 | 0.0 | 0.006645 | 0.0 | 0.00847 | 0.0 | -3.685918 | 0.747468 | 0.0 | 0.0 | 0.342918 | 0.342918 | 6.275778 | 6.546089 | 43.556973 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.161967 | 13.210575 | 13.861651 | 0.0 | 0.93884 | -147.221325 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 03:00:00 | 0.0 | -6.2 | 91.3 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -6.2 | 2.404774 | 1.064971 | 3.838328 | 4.543664 | 3.504393 | -1.766656 | 13.320647 | 0.0 | 31.943116 | -31.943116 | 0.0 | 0.0 | 0.006325 | 0.0 | 0.009144 | 0.0 | -3.986764 | 0.746858 | 0.0 | 0.0 | 0.362103 | 0.362103 | 6.774963 | 8.197725 | 46.915804 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.155641 | 13.563725 | 13.852507 | 0.0 | 0.946148 | -151.941972 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 04:00:00 | 0.0 | -7.3 | 94.2 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -7.3 | 2.003978 | 0.887476 | 3.52531 | 4.40958 | 3.320842 | -1.823304 | 15.35748 | 0.0 | 34.8128 | -34.8128 | 0.0 | 0.0 | -0.003363 | 0.0 | 0.008844 | 0.0 | -4.382884 | 0.746253 | 0.0 | 0.0 | 0.387862 | 0.288782 | 6.55326 | 9.976426 | 51.342486 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.159004 | 13.843663 | 13.843663 | -9.192467 | 0.953456 | -158.699451 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 05:00:00 | 0.0 | -8.3 | 93.2 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -8.3 | 1.84366 | 0.816478 | 3.26061 | 4.145514 | 3.038889 | -1.904393 | 19.74499 | 0.0 | 35.601434 | -35.601434 | 0.0 | 0.0 | -0.00234 | 0.0 | 0.008691 | 0.0 | -5.195225 | 0.745832 | 0.0 | 0.0 | 0.450044 | 0.0 | 6.439675 | 10.265518 | 52.306627 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.161345 | 13.834972 | 13.834972 | -41.754104 | 0.958565 | -169.844441 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 06:00:00 | 0.0 | -8.6 | 96.5 | 2.1 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -8.6 | 1.683342 | 0.74548 | 3.184716 | 3.696753 | 3.073251 | -2.038133 | 27.894852 | 0.0 | 30.242232 | -30.242232 | 0.0 | 0.0 | -0.008564 | 0.0 | 0.004729 | 0.0 | -6.687275 | 0.745608 | 0.0 | 0.0 | 0.578932 | 0.0 | 3.503625 | 6.106886 | 39.852742 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.169908 | 13.830243 | 13.830243 | -53.711994 | 0.9613 | -189.139294 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 07:00:00 | 0.0 | -8.5 | 95.9 | 1.4 | 0.0 | 0.0 | 0.0 | 0.0 | 3.76 | 7.4 | 0.0 | 0.0 | -8.5 | 1.122228 | 0.496987 | 3.209838 | 3.560334 | 3.078235 | -2.269672 | 29.418242 | 0.0 | 27.215865 | -27.215865 | 0.0 | 0.0 | -0.007643 | 0.0 | 0.003201 | 0.0 | -7.172712 | 0.74541 | 0.0 | 0.0 | 0.620745 | 0.0 | 2.371692 | 3.710007 | 33.297564 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.177552 | 13.827043 | 13.827043 | -57.591316 | 0.963718 | -209.957536 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 08:00:00 | 0.0 | -9.5 | 96.8 | 1.1 | 0.355232 | 0.0 | 0.0 | 0.0 | 2.76 | 6.755232 | 1.10761 | 0.0 | -9.5 | 0.88175 | 0.390489 | 2.966351 | 3.414235 | 2.871427 | -2.51949 | 31.150462 | 0.052408 | 28.309773 | -28.257365 | 0.0 | 0.0 | -0.006643 | 0.0 | 0.003384 | 0.0 | -7.711234 | 0.74522 | 0.0 | 0.0 | 0.667195 | 0.0 | 2.507562 | 4.695122 | 35.460049 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.184195 | 13.823658 | 13.823658 | -61.900902 | 0.966049 | -232.507998 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 09:00:00 | 0.0 | -9.2 | 94.3 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.79 | 6.755232 | 18.663203 | 0.0 | -9.2 | 0.801591 | 0.35499 | 3.037615 | 3.394343 | 2.864471 | -2.790096 | 29.976203 | 0.883706 | 25.420194 | -24.536487 | 0.0 | 0.0 | -0.000866 | 0.0 | 0.003232 | 0.0 | -7.78613 | 0.745037 | 0.0 | 0.0 | 0.673511 | 0.0 | 2.394837 | 3.630797 | 30.562122 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.185061 | 13.820426 | 13.820426 | -62.48682 | 0.96829 | -253.884202 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 10:00:00 | 0.0 | -6.9 | 96.7 | 1.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.88 | 6.755232 | 56.267907 | 0.0 | -6.9 | 1.122228 | 0.496987 | 3.636412 | 3.646117 | 3.516411 | -3.04661 | 22.913797 | 2.666188 | 17.444979 | -14.778791 | 0.0 | 0.0 | 0.004438 | 0.0 | 0.000861 | 0.0 | -6.865577 | 0.744856 | 0.0 | 0.0 | 0.593743 | 0.0 | 0.638093 | 0.09622 | 15.513103 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.180623 | 13.819565 | 13.819565 | -55.086127 | 0.970518 | -268.197998 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 11:00:00 | 0.0 | -4.0 | 97.4 | 1.3 | 1.0 | 0.1 | 0.0 | 0.0 | 0.39 | 6.755232 | 107.168237 | 0.0 | -4.0 | 1.042069 | 0.461488 | 4.539126 | 4.115866 | 4.421109 | -3.218376 | 12.425367 | 5.081886 | 9.858721 | -4.776834 | 0.0 | 0.0 | 0.01142 | 0.0 | -0.001985 | 0.0 | -5.28927 | 0.744663 | 0.0 | 0.0 | 0.457393 | 0.0 | -1.471131 | -3.530512 | -0.224809 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.169204 | 13.821551 | 13.821551 | -42.435951 | 0.972904 | -272.023365 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 12:00:00 | 0.0 | -2.8 | 93.9 | 1.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.14 | 6.755232 | 91.473333 | 0.0 | -2.8 | 1.042069 | 0.461488 | 4.967227 | 4.432347 | 4.664226 | -3.26428 | 6.3036 | 4.341363 | 8.098255 | -3.756891 | 0.0 | 0.0 | 0.016046 | 0.0 | -0.001508 | 0.0 | -4.31488 | 0.744444 | 0.0 | 0.0 | 0.373186 | 0.0 | -1.117555 | -4.148318 | -1.508982 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.153158 | 13.823059 | 13.823059 | -34.623368 | 0.975617 | -269.726965 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 13:00:00 | 0.0 | -1.4 | 93.4 | 1.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 6.755232 | 80.475535 | 0.0 | -1.4 | 1.122228 | 0.496987 | 5.511494 | 4.743594 | 5.147736 | -3.236724 | 1.069147 | 3.822995 | 5.293878 | -1.470883 | 0.0 | 0.0 | 0.01742 | 0.0 | -0.002683 | 0.0 | -3.414915 | 0.744204 | 0.0 | 0.0 | 0.295382 | 0.0 | -1.988183 | -5.632047 | -6.149346 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.135738 | 13.825742 | 13.825742 | -27.404875 | 0.978599 | -262.196113 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 14:00:00 | 0.0 | -0.4 | 93.3 | 2.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 6.755232 | 43.120591 | 0.0 | -0.4 | 1.84366 | 0.816478 | 5.931876 | 5.015537 | 5.53444 | -3.146353 | -2.8558 | 2.050581 | 3.75039 | -1.69981 | 0.0 | 0.0 | 0.020303 | 0.0 | -0.004075 | 0.0 | -2.670387 | 0.743937 | 0.0 | 0.0 | 0.231027 | 0.0 | -3.019601 | -7.506726 | -8.826518 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.115435 | 13.829817 | 13.829817 | -21.434156 | 0.981918 | -250.740313 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 15:00:00 | 0.0 | 0.5 | 94.1 | 2.8 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.355232 | 10.320091 | 0.0 | 0.5 | 2.244455 | 0.993973 | 6.334173 | 5.274495 | 5.960456 | -3.008884 | -6.090003 | 0.491336 | 2.264562 | -1.773226 | 0.0 | 0.0 | 0.017639 | 0.0 | -0.00585 | 0.0 | -1.993883 | 0.74364 | 0.0 | 0.0 | 0.17255 | 0.0 | -4.334611 | -8.953931 | -11.515316 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.097796 | 13.835667 | 13.835667 | -16.008844 | 0.985622 | -236.05031 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 16:00:00 | 0.1 | 1.0 | 94.6 | 3.1 | 0.061898 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.028102 | 0.094 | 1.0 | 2.484933 | 1.10047 | 6.567919 | 5.477296 | 6.213251 | -2.832604 | -8.089914 | 0.00134 | 2.038921 | -2.037581 | 0.0 | 0.0 | 0.016676 | 0.0 | -0.006574 | 0.0 | -1.484285 | 0.743306 | 0.0 | 0.0 | 0.128504 | 0.0 | -4.871229 | -9.34278 | -12.176427 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.17512 | 13.842242 | 13.842242 | -11.92233 | 0.989814 | -219.360396 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 17:00:00 | 0.0 | 1.1 | 94.4 | 3.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.0 | 1.1 | 2.805569 | 1.242466 | 6.615571 | 5.593793 | 6.245099 | -2.632325 | -8.599681 | 0.0 | 2.85358 | -2.85358 | 0.0 | 0.0 | 0.020112 | 0.0 | -0.00617 | 0.0 | -1.199045 | 0.742934 | 0.0 | 0.0 | 0.103858 | 0.0 | -4.571373 | -9.168466 | -10.88626 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.155008 | 13.848411 | 13.848411 | -9.635751 | 0.994504 | -202.160716 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 18:00:00 | 0.3 | 1.0 | 96.9 | 4.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.282 | 1.0 | 3.527001 | 1.561958 | 6.567919 | 5.687577 | 6.364313 | -2.425929 | -8.716337 | 0.0 | 4.184493 | -4.184493 | 0.237008 | 0.059252 | 0.012607 | 0.0 | -0.007232 | 0.241129 | -0.973206 | 0.742995 | 0.0 | 0.0 | 0.086864 | 0.086864 | -5.358718 | -8.877714 | -10.051939 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.187393 | 14.001712 | 14.092651 | 0.0 | 0.993733 | -184.844379 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 19:00:00 | 0.2 | 1.4 | 98.3 | 3.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 1.4 | 3.046047 | 1.348964 | 6.760362 | 5.944048 | 6.645436 | -2.218133 | -11.076856 | 0.0 | 4.822385 | -4.822385 | 0.175393 | 0.026309 | 0.004103 | 0.0 | -0.006928 | 0.264123 | -0.37199 | 0.742623 | 0.0 | 0.0 | 0.033773 | 0.033773 | -5.133236 | -7.368539 | -7.679391 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.195897 | 14.068621 | 14.274972 | 0.0 | 0.998434 | -165.167523 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 20:00:00 | 0.4 | 1.6 | 98.7 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.376 | 1.6 | 4.56907 | 2.023445 | 6.858436 | 6.072976 | 6.769276 | -1.98201 | -11.421868 | 0.0 | 5.135542 | -5.135542 | 0.371897 | 0.03719 | 0.005169 | 0.0 | -0.008662 | 0.657369 | -0.078366 | 0.742339 | 0.0 | 0.0 | 0.007449 | 0.007449 | -6.418516 | -8.790461 | -10.073436 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.194831 | 14.121607 | 14.655532 | 0.0 | 1.002047 | -145.145655 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 21:00:00 | 0.7 | 2.0 | 99.6 | 5.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.658 | 2.0 | 4.488911 | 1.987946 | 7.058357 | 6.1078 | 7.030123 | -1.741748 | -10.450487 | 0.0 | 3.399829 | -3.399829 | 0.652831 | 0.0 | -0.001152 | 0.0 | -0.01135 | 1.518485 | 0.0 | 0.741764 | 0.069407 | 0.069407 | 0.0 | 0.0 | -8.409795 | -10.361428 | -15.371395 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.201152 | 14.062619 | 15.319713 | 0.0 | 1.009393 | -126.095168 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 22:00:00 | 0.5 | 2.4 | 99.4 | 5.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 2.4 | 4.649229 | 2.058944 | 7.263399 | 6.1078 | 7.219819 | -1.513142 | -9.078852 | 0.0 | 1.378924 | -1.378924 | 0.471152 | 0.0 | 0.000424 | 0.0 | -0.013984 | 1.315078 | 0.0 | 0.741193 | 0.150094 | 0.150094 | 0.0 | 0.0 | -10.361775 | -12.706346 | -21.689197 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.199576 | 13.924845 | 15.804849 | 0.0 | 1.016733 | -108.416315 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 23:00:00 | 1.0 | 2.5 | 99.2 | 6.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.94 | 2.5 | 4.969866 | 2.200941 | 7.315473 | 6.1078 | 7.256949 | -1.300996 | -7.805975 | 0.0 | 0.884234 | -0.884234 | 0.939576 | 0.0 | 0.002314 | 0.0 | -0.015071 | 2.731818 | 0.0 | 0.740625 | 0.204927 | 0.204927 | 0.0 | 0.0 | -11.167257 | -13.803762 | -24.086786 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.197686 | 13.732268 | 16.759496 | 0.0 | 1.024099 | -92.010341 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 00:00:00 | 2.0 | 2.7 | 99.2 | 5.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.88 | 2.7 | 4.488911 | 1.987946 | 7.420609 | 6.1078 | 7.361244 | -1.104124 | -6.624745 | 0.0 | -0.139391 | 0.139391 | 1.877686 | 0.0 | 0.001802 | 0.0 | -0.015425 | 5.896122 | 0.0 | 0.740057 | 0.267604 | 0.267604 | 0.0 | 0.0 | -11.428977 | -13.987928 | -25.556296 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.198198 | 13.475808 | 18.652607 | 0.0 | 1.031513 | -76.785596 | 71.324979 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 01:00:00 | 2.1 | 3.2 | 99.6 | 5.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.974 | 3.2 | 4.168274 | 1.84595 | 7.689299 | 6.1078 | 7.658542 | -0.921427 | -5.528563 | 0.0 | -2.742905 | 2.742905 | 1.972198 | 0.0 | -0.001192 | 0.0 | -0.018246 | 2.299196 | 0.0 | 0.739498 | 0.31133 | 0.31133 | 0.0 | 0.0 | -13.519673 | -15.851265 | -32.113842 | 1.0 | 0.3 | 1.800023 | 0.615028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.615028 | 0.5 | 0.115028 | 0.0 | 0.0 | 0.0 | 0.006486 | 0.005816 | 0.0 | 0.0 | 0.0 | 0.012302 | 0.003417 | 2.201192 | 13.176943 | 18.843028 | 0.0 | 1.038859 | -62.657033 | 72.509973 | 0.493514 | 0.109212 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003417 |
| 2010-12-11 02:00:00 | 1.8 | 3.9 | 99.8 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.692 | 3.9 | 4.56907 | 2.023445 | 8.07986 | 6.1078 | 8.0637 | -0.751884 | -4.511306 | 0.0 | -6.386972 | 6.386972 | 1.693192 | 0.0 | -0.002401 | 0.0 | -0.024333 | 0.0 | 0.0 | 0.738946 | 0.434711 | 0.434711 | 0.0 | 0.0 | -18.029533 | -20.426299 | -44.842804 | 1.0 | 0.3 | 2.315631 | 0.793324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.793324 | 0.5 | 0.293324 | 0.0 | 0.0 | 0.0 | 0.019234 | 0.025685 | 0.0 | 0.0 | 0.0 | 0.044919 | 0.012478 | 2.202401 | 12.758686 | 18.244922 | 0.0 | 1.046167 | -49.545727 | 74.03228 | 0.97428 | 0.376851 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012478 |
| 2010-12-11 03:00:00 | 1.3 | 4.4 | 99.8 | 6.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.222 | 4.4 | 5.290502 | 2.342937 | 8.36943 | 6.1078 | 8.352691 | -0.594549 | -3.567292 | 0.0 | -8.998234 | 8.998234 | 1.224401 | 0.0 | -0.002123 | 0.0 | -0.030654 | 0.0 | 0.0 | 0.738399 | 0.575982 | 0.575982 | 0.0 | 0.0 | -22.713156 | -25.294274 | -57.005664 | 1.0 | 0.3 | 2.04944 | 0.703976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.703976 | 0.5 | 0.203976 | 0.0 | 0.0 | 0.0 | 0.031652 | 0.047768 | 0.0 | 0.0 | 0.0 | 0.07942 | 0.022061 | 2.202123 | 12.203172 | 17.450537 | 0.0 | 1.053475 | -37.378435 | 75.377744 | 1.442628 | 0.533059 | 0.0 | 0.0 | 0.0 | 0.0 | 0.022061 |
| 2010-12-11 04:00:00 | 0.5 | 4.8 | 99.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 4.8 | 5.611139 | 2.484933 | 8.607627 | 6.1078 | 8.521551 | -0.448541 | -2.691247 | 0.0 | -11.031041 | 11.031041 | 0.472123 | 0.0 | 0.005749 | 0.0 | -0.034262 | 0.0 | 0.0 | 0.737855 | 0.672692 | 0.672692 | 0.0 | 0.0 | -25.386793 | -28.684284 | -65.102118 | 1.0 | 0.3 | 1.435961 | 0.494232 | 0.0 | 0.0 | 0.0 | 0.0 | 0.494232 | 0.494232 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043675 | 0.05298 | 0.0 | 0.0 | 0.0 | 0.096655 | 0.026849 | 2.194251 | 11.553119 | 16.520961 | 0.0 | 1.060783 | -26.087187 | 76.319473 | 1.893185 | 0.480079 | 0.0 | 0.0 | 0.0 | 0.0 | 0.026849 |
| 2010-12-11 05:00:00 | 0.2 | 4.8 | 97.6 | 7.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 4.8 | 5.851616 | 2.59143 | 8.607627 | 6.1078 | 8.401044 | -0.313046 | -1.878277 | 0.0 | -10.910371 | 10.910371 | 0.182251 | 0.0 | 0.020265 | 0.0 | -0.03348 | 0.0 | 0.0 | 0.737314 | 0.682721 | 0.682721 | 0.0 | 0.0 | -24.807089 | -29.502182 | -65.219643 | 1.0 | 0.3 | 1.160521 | 0.400044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.400044 | 0.400044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.054092 | 0.047714 | 0.0 | 0.0 | 0.0 | 0.101806 | 0.02828 | 2.179735 | 10.892427 | 15.57617 | 0.0 | 1.068091 | -15.60891 | 77.07995 | 2.239136 | 0.432365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02828 |
| 2010-12-11 06:00:00 | 0.5 | 5.1 | 97.4 | 7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 5.1 | 5.771457 | 2.555931 | 8.790172 | 6.1078 | 8.561627 | -0.187307 | -1.123842 | 0.0 | -12.474442 | 12.474442 | 0.449735 | 0.0 | 0.022285 | 0.0 | -0.035493 | 0.0 | 0.0 | 0.736778 | 0.740543 | 0.740543 | 0.0 | 0.0 | -26.298897 | -31.056396 | -69.829736 | 1.0 | 0.3 | 1.511124 | 0.521811 | 0.0 | 0.0 | 0.0 | 0.0 | 0.521811 | 0.5 | 0.021811 | 0.0 | 0.0 | 0.0 | 0.064325 | 0.044075 | 0.0 | 0.0 | 0.0 | 0.1084 | 0.030111 | 2.177715 | 10.175017 | 14.550274 | 0.0 | 1.075399 | -5.885068 | 78.069263 | 2.674812 | 0.410101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030111 |
| 2010-12-11 07:00:00 | 0.2 | 5.1 | 96.3 | 7.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 5.1 | 6.092093 | 2.697927 | 8.790172 | 6.1078 | 8.464935 | -0.070621 | -0.423725 | 0.0 | -12.377725 | 12.377725 | 0.165715 | 0.0 | 0.035391 | 0.0 | -0.035367 | 0.0 | 0.0 | 0.736245 | 0.758524 | 0.758524 | 0.0 | 0.0 | -26.205129 | -32.215085 | -70.797939 | 0.999577 | 0.299746 | 1.253041 | 0.433106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.433106 | 0.433106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.074711 | 0.040759 | 0.0 | 0.0 | 0.0 | 0.11547 | 0.032075 | 2.164609 | 9.439381 | 13.498315 | 0.0 | 1.082707 | 3.138657 | 78.889198 | 3.033207 | 0.369342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032075 |
| 2010-12-11 08:00:00 | 0.1 | 5.4 | 95.2 | 7.3 | 0.347041 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 0.900734 | 0.094 | 5.4 | 5.851616 | 2.59143 | 8.976116 | 6.1078 | 8.545263 | 0.0 | 0.0 | 0.044209 | -13.865856 | 13.910065 | 0.058609 | 0.0 | 0.045778 | 0.0 | -0.035585 | 0.0 | 0.0 | 0.735717 | 0.791862 | 0.791862 | 0.0 | 0.0 | -26.36717 | -33.189955 | -73.467189 | 0.998418 | 0.299052 | 1.193957 | 0.412531 | 0.0 | 0.0 | 0.0 | 0.0 | 0.412531 | 0.412531 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083702 | 0.036708 | 0.0 | 0.0 | 0.0 | 0.12041 | 0.033447 | 2.154222 | 8.670316 | 12.398552 | 0.0 | 1.090015 | 11.738657 | 79.670624 | 3.362036 | 0.332633 | 0.0 | 0.0 | 0.0 | 0.0 | 0.033447 |
| 2010-12-11 09:00:00 | 0.3 | 5.3 | 96.3 | 7.1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 17.26751 | 0.282 | 5.3 | 5.691298 | 2.520432 | 8.913754 | 6.1078 | 8.583945 | 0.0 | 0.0 | 0.849194 | -13.434609 | 14.283803 | 0.236222 | 0.0 | 0.03653 | 0.0 | -0.035482 | 0.0 | 0.0 | 0.735191 | 0.78195 | 0.78195 | 0.0 | 0.0 | -26.290556 | -31.973262 | -72.547621 | 0.99726 | 0.298358 | 1.357611 | 0.468964 | 0.0 | 0.0 | 0.0 | 0.0 | 0.468964 | 0.468964 | 0.0 | 0.0 | 0.0 | 0.0 | 0.092928 | 0.03306 | 0.0 | 0.0 | 0.0 | 0.125988 | 0.034997 | 2.16347 | 7.91094 | 11.312645 | 0.0 | 1.097323 | 20.338657 | 80.559271 | 3.738073 | 0.299574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.034997 |
| 2010-12-11 10:00:00 | 0.1 | 5.5 | 95.5 | 7.1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 52.61761 | 0.094 | 5.5 | 5.691298 | 2.520432 | 9.038862 | 6.1078 | 8.632113 | 0.0 | 0.0 | 2.592763 | -14.422901 | 17.015665 | 0.05747 | 0.0 | 0.051465 | 0.0 | -0.036172 | 0.0 | 0.0 | 0.73467 | 0.829913 | 0.829913 | 0.0 | 0.0 | -26.80199 | -33.179801 | -76.997455 | 0.996101 | 0.297665 | 1.24804 | 0.431 | 0.0 | 0.0 | 0.0 | 0.0 | 0.431 | 0.431 | 0.0 | 0.0 | 0.0 | 0.0 | 0.102148 | 0.029774 | 0.0 | 0.0 | 0.0 | 0.131923 | 0.036645 | 2.148535 | 7.103669 | 10.158247 | 0.0 | 1.104631 | 28.938657 | 81.376311 | 4.066924 | 0.269799 | 0.0 | 0.0 | 0.0 | 0.0 | 0.036645 |
| 2010-12-11 11:00:00 | 0.1 | 6.1 | 91.6 | 8.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 80.135633 | 0.094 | 6.1 | 7.134162 | 3.159415 | 9.423511 | 6.1078 | 8.631936 | 0.0 | 0.0 | 3.956437 | -17.550317 | 21.506754 | 0.042535 | 0.0 | 0.119414 | 0.0 | -0.042299 | 0.0 | 0.0 | 0.734152 | 1.033487 | 1.033487 | 0.0 | 0.0 | -31.341975 | -43.035887 | -95.884616 | 0.994942 | 0.296973 | 1.526575 | 0.527165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.527165 | 0.5 | 0.027165 | 0.0 | 0.0 | 0.0 | 0.111538 | 0.028188 | 0.0 | 0.0 | 0.0 | 0.139726 | 0.038813 | 2.080586 | 6.095459 | 8.716506 | 0.0 | 1.111939 | 37.538657 | 82.375722 | 4.455386 | 0.268775 | 0.0 | 0.0 | 0.0 | 0.0 | 0.038813 |
| 2010-12-11 12:00:00 | 0.0 | 6.4 | 90.0 | 9.5 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 80.276118 | 0.0 | 6.4 | 7.615117 | 3.372409 | 9.621181 | 6.1078 | 8.659063 | 0.0 | 0.0 | 3.971041 | -19.002428 | 22.973469 | 0.0 | 0.0 | 0.149935 | 0.0 | -0.044819 | 0.0 | 0.0 | 0.733638 | 1.115741 | 1.115741 | 0.0 | 0.0 | -33.20903 | -47.333467 | -103.515966 | 0.993784 | 0.296282 | 1.603713 | 0.553878 | 0.0 | 0.0 | 0.0 | 0.0 | 0.553878 | 0.5 | 0.053878 | 0.0 | 0.0 | 0.0 | 0.121572 | 0.029437 | 0.0 | 0.0 | 0.0 | 0.15101 | 0.041947 | 1.930651 | 5.005323 | 7.157612 | 0.0 | 1.119247 | 46.138657 | 83.425557 | 4.833813 | 0.293216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041947 |
| 2010-12-11 13:00:00 | 0.1 | 6.4 | 85.7 | 7.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 75.835403 | 0.094 | 6.4 | 6.332571 | 2.804424 | 9.621181 | 6.1078 | 8.245352 | 0.0 | 0.0 | 3.758565 | -18.576375 | 22.33494 | 0.0 | 0.0 | 0.175679 | 0.0 | -0.032937 | 0.0 | 0.0 | 0.733127 | 0.951276 | 0.951276 | 0.0 | 0.0 | -24.404983 | -41.517304 | -88.257227 | 0.992625 | 0.295591 | 1.366584 | 0.471962 | 0.0 | 0.0 | 0.0 | 0.0 | 0.471962 | 0.471962 | 0.0 | 0.0 | 0.0 | 0.0 | 0.130984 | 0.029142 | 0.0 | 0.0 | 0.0 | 0.160126 | 0.044479 | 1.848972 | 4.072703 | 5.823965 | 0.0 | 1.126555 | 54.738657 | 84.320179 | 5.174792 | 0.264074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044479 |
| 2010-12-11 14:00:00 | 0.0 | 6.5 | 82.3 | 9.6 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 42.227911 | 0.0 | 6.5 | 7.695276 | 3.407908 | 9.687876 | 6.1078 | 7.973122 | 0.0 | 0.0 | 2.096884 | -18.760881 | 20.857765 | 0.0 | 0.0 | 0.251837 | 0.0 | -0.033021 | 0.0 | 0.0 | 0.73262 | 1.01066 | 1.01066 | 0.0 | 0.0 | -24.466815 | -48.442242 | -93.766822 | 0.991466 | 0.294902 | 1.453439 | 0.501941 | 0.0 | 0.0 | 0.0 | 0.0 | 0.501941 | 0.5 | 0.001941 | 0.0 | 0.0 | 0.0 | 0.140155 | 0.026344 | 0.0 | 0.0 | 0.0 | 0.166499 | 0.04625 | 1.597135 | 3.079403 | 4.403547 | 0.0 | 1.133863 | 63.338657 | 85.271676 | 5.534637 | 0.239671 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04625 |
| 2010-12-11 15:00:00 | 0.1 | 6.3 | 82.5 | 9.1 | 1.0 | 0.1 | 0.0 | 0.0 | 0.1 | 7.40894 | 12.613921 | 0.094 | 6.3 | 7.29448 | 3.230413 | 9.554889 | 6.1078 | 7.882784 | 0.0 | 0.0 | 0.627542 | -17.422092 | 18.049634 | 0.0 | 0.0 | 0.228998 | 0.0 | -0.030224 | 0.0 | 0.0 | 0.732116 | 0.922709 | 0.922709 | 0.0 | 0.0 | -22.39469 | -45.16256 | -85.606884 | 0.990308 | 0.294213 | 1.32853 | 0.458757 | 0.0 | 0.0 | 0.0 | 0.0 | 0.458757 | 0.458757 | 0.0 | 0.0 | 0.0 | 0.0 | 0.148915 | 0.023821 | 0.0 | 0.0 | 0.0 | 0.172736 | 0.047982 | 1.462137 | 2.171497 | 3.105241 | 0.0 | 1.141171 | 71.938657 | 86.14145 | 5.844478 | 0.21585 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047982 |
| 2010-12-11 16:00:00 | 0.0 | 5.9 | 82.2 | 8.7 | 0.053708 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.021912 | 0.0 | 5.9 | 6.973844 | 3.088417 | 9.293725 | 6.1078 | 7.639442 | 0.0 | 0.0 | 0.001092 | -15.264686 | 15.265778 | 0.0 | 0.0 | 0.217297 | 0.0 | -0.025254 | 0.0 | 0.0 | 0.731615 | 0.807655 | 0.807655 | 0.0 | 0.0 | -18.712038 | -40.954652 | -74.932468 | 0.989149 | 0.293525 | 1.16434 | 0.401944 | 0.0 | 0.0 | 0.0 | 0.0 | 0.401944 | 0.401944 | 0.0 | 0.0 | 0.0 | 0.0 | 0.156182 | 0.021453 | 0.0 | 0.0 | 0.0 | 0.177635 | 0.049343 | 1.24484 | 1.374933 | 1.966155 | 0.0 | 1.148479 | 80.538657 | 86.903846 | 6.09024 | 0.194397 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049343 |
| 2010-12-11 17:00:00 | 0.0 | 5.5 | 76.5 | 8.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 5.5 | 7.134162 | 3.159415 | 9.038862 | 6.1078 | 6.91473 | 0.0 | 0.0 | 0.0 | -12.549167 | 12.549167 | 0.0 | 0.0 | 0.290187 | 0.0 | -0.013522 | 0.0 | 0.0 | 0.731118 | 0.66149 | 0.66149 | 0.0 | 0.0 | -10.019574 | -38.802849 | -61.37159 | 0.98799 | 0.292837 | 0.952437 | 0.328616 | 0.0 | 0.0 | 0.0 | 0.0 | 0.328616 | 0.328616 | 0.0 | 0.0 | 0.0 | 0.0 | 0.161579 | 0.019321 | 0.0 | 0.0 | 0.0 | 0.1809 | 0.05025 | 0.954653 | 0.71835 | 1.02724 | 0.0 | 1.155787 | 89.138657 | 87.527667 | 6.257277 | 0.175076 | 0.0 | 0.0 | 0.0 | 0.0 | 0.05025 |
| 2010-12-11 18:00:00 | 0.0 | 5.1 | 81.7 | 7.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 5.1 | 6.332571 | 2.804424 | 8.790172 | 6.1078 | 7.18157 | 0.0 | 0.0 | 0.0 | -10.994493 | 10.994493 | 0.0 | 0.0 | 0.19716 | 0.0 | -0.016545 | 0.0 | 0.0 | 0.730625 | 0.607237 | 0.607237 | 0.0 | 0.0 | -12.259513 | -33.084102 | -56.338108 | 0.986832 | 0.292151 | 0.882335 | 0.304225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.304225 | 0.304225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.165577 | 0.017401 | 0.0 | 0.0 | 0.0 | 0.182978 | 0.050827 | 0.757493 | 0.112903 | 0.161451 | 0.0 | 1.163095 | 97.738657 | 88.105777 | 6.395924 | 0.157676 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050827 |
| 2010-12-11 19:00:00 | 0.0 | 4.8 | 83.4 | 7.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.8 | 5.691298 | 2.520432 | 8.607627 | 6.1078 | 7.178761 | 0.0 | 0.0 | 0.0 | -9.593806 | 9.593806 | 0.0 | 0.0 | 0.158751 | 0.0 | -0.015346 | 0.0 | 0.0 | 0.730134 | 0.538078 | 0.112903 | 0.0 | 0.0 | -11.370965 | -28.956917 | -49.921688 | 0.985673 | 0.291465 | 0.176797 | 0.060877 | 0.0 | 0.0 | 0.0 | 0.0 | 0.060877 | 0.060877 | 0.0 | 0.0 | 0.0 | 0.0 | 0.166002 | 0.015671 | 0.0 | 0.0 | 0.0 | 0.181673 | 0.050465 | 0.598742 | 0.0 | 0.0 | 0.0 | 1.170403 | 106.338657 | 88.221697 | 6.290799 | 0.142005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050465 |
| 2010-12-11 20:00:00 | 0.0 | 4.9 | 82.8 | 6.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.9 | 5.130184 | 2.271939 | 8.668101 | 0.0 | 7.177187 | 0.0 | -29.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.149006 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.980553 | 0.288445 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.162497 | 0.014114 | 0.0 | 0.0 | 0.0 | 0.17661 | 0.049058 | 0.449736 | 0.0 | 0.0 | 0.0 | nan | 144.338657 | 88.221697 | 6.128303 | 0.127891 | 0.0 | 0.0 | 0.0 | 0.0 | 0.049058 |
| 2010-12-11 21:00:00 | 0.0 | 4.9 | 85.8 | 7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.9 | 5.771457 | 2.555931 | 8.668101 | 0.0 | 7.43723 | 0.0 | -29.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.137783 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.975433 | 0.285441 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.158299 | 0.012711 | 0.0 | 0.0 | 0.0 | 0.17101 | 0.047503 | 0.311953 | 0.0 | 0.0 | 0.0 | nan | 182.338657 | 88.221697 | 5.970003 | 0.11518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047503 |
| 2010-12-11 22:00:00 | 0.1 | 4.7 | 87.6 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 4.7 | 5.611139 | 2.484933 | 8.547525 | 0.0 | 7.487632 | 0.0 | -28.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.115717 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.970475 | 0.282547 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.15421 | 0.011448 | 0.0 | 0.0 | 0.0 | 0.165658 | 0.046016 | 0.290236 | 0.0 | 0.0 | 0.0 | nan | 219.138657 | 88.221697 | 5.815793 | 0.103732 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046016 |
| 2010-12-11 23:00:00 | 0.1 | 3.8 | 85.6 | 6.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 3.8 | 5.45082 | 2.413935 | 8.023017 | 0.0 | 6.867703 | 0.0 | -22.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.126391 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.966245 | 0.280089 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.150227 | 0.01031 | 0.0 | 0.0 | 0.0 | 0.160537 | 0.044594 | 0.257845 | 0.0 | 0.0 | 0.0 | nan | 250.538657 | 88.221697 | 5.665566 | 0.093423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044594 |
| 2010-12-12 00:00:00 | 0.0 | 3.9 | 85.3 | 6.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.9 | 5.130184 | 2.271939 | 8.07986 | 0.0 | 6.892121 | 0.0 | -23.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.121951 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.961933 | 0.277595 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.146346 | 0.009285 | 0.0 | 0.0 | 0.0 | 0.155632 | 0.043231 | 0.135894 | 0.0 | 0.0 | 0.0 | nan | 282.538657 | 88.221697 | 5.51922 | 0.084138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043231 |
| 2010-12-12 01:00:00 | 0.0 | 3.7 | 86.2 | 6.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.7 | 5.050025 | 2.23644 | 7.966527 | 0.0 | 6.867146 | 0.0 | -22.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.111611 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.957784 | 0.275205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.142566 | 0.008362 | 0.0 | 0.0 | 0.0 | 0.150929 | 0.041925 | 0.024283 | 0.0 | 0.0 | 0.0 | nan | 313.338657 | 88.221697 | 5.376653 | 0.075775 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041925 |
| 2010-12-12 02:00:00 | 0.1 | 3.5 | 89.3 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 3.5 | 4.56907 | 2.023445 | 7.854597 | 0.0 | 7.014155 | 0.0 | -21.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.076995 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.953796 | 0.272918 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.138884 | 0.007531 | 0.0 | 0.0 | 0.0 | 0.146415 | 0.040671 | 0.041288 | 0.0 | 0.0 | 0.0 | nan | 342.938657 | 88.221697 | 5.23777 | 0.068244 | 0.0 | 0.0 | 0.0 | 0.0 | 0.040671 |
| 2010-12-12 03:00:00 | 0.0 | 3.3 | 91.4 | 5.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.3 | 4.168274 | 1.84595 | 7.744054 | 0.0 | 7.078066 | 0.0 | -19.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041288 | 0.004487 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.949969 | 0.270733 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.135296 | 0.006783 | 0.0 | 0.0 | 0.0 | 0.142079 | 0.039466 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 371.338657 | 88.217211 | 5.102474 | 0.061461 | 0.0 | 0.0 | 0.0 | 0.0 | 0.039466 |
| 2010-12-12 04:00:00 | 0.0 | 3.3 | 90.9 | 4.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.3 | 3.68732 | 1.632956 | 7.744054 | 0.0 | 7.039346 | 0.0 | -19.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017853 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.946143 | 0.268556 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.131801 | 0.006109 | 0.0 | 0.0 | 0.0 | 0.13791 | 0.038308 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 399.738657 | 88.199357 | 4.970672 | 0.055353 | 0.0 | 0.0 | 0.0 | 0.0 | 0.038308 |
| 2010-12-12 05:00:00 | 0.0 | 3.0 | 89.2 | 4.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.0 | 3.927797 | 1.739453 | 7.580812 | 0.0 | 6.762084 | 0.0 | -18.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021509 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.942559 | 0.266525 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.128397 | 0.005501 | 0.0 | 0.0 | 0.0 | 0.133898 | 0.037194 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 426.338657 | 88.177848 | 4.842276 | 0.049851 | 0.0 | 0.0 | 0.0 | 0.0 | 0.037194 |
| 2010-12-12 06:00:00 | 0.0 | 1.9 | 85.6 | 6.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 1.9 | 5.050025 | 2.23644 | 7.007901 | 0.0 | 5.998763 | 0.0 | -11.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.029436 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.939865 | 0.265004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.12508 | 0.004955 | 0.0 | 0.0 | 0.0 | 0.130035 | 0.036121 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 446.338657 | 88.148412 | 4.717195 | 0.044897 | 0.0 | 0.0 | 0.0 | 0.0 | 0.036121 |
| 2010-12-12 07:00:00 | 0.0 | 1.2 | 86.3 | 5.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 1.2 | 4.649229 | 2.058944 | 6.663527 | 0.0 | 5.750624 | 0.0 | -7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02618 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.937736 | 0.263805 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.121849 | 0.004462 | 0.0 | 0.0 | 0.0 | 0.126311 | 0.035087 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 462.138657 | 88.122232 | 4.595346 | 0.040434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035087 |
| 2010-12-12 08:00:00 | 0.0 | 0.8 | 91.2 | 6.1 | 0.339738 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 0.894145 | 0.0 | 0.8 | 4.889707 | 2.165441 | 6.473522 | 0.0 | 5.903852 | 0.0 | -4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012681 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.93593 | 0.26279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.118702 | 0.004019 | 0.0 | 0.0 | 0.0 | 0.12272 | 0.034089 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 475.538657 | 88.109551 | 4.476644 | 0.036416 | 0.0 | 0.0 | 0.0 | 0.0 | 0.034089 |
| 2010-12-12 09:00:00 | 0.0 | 0.8 | 87.5 | 5.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 17.71254 | 0.0 | 0.8 | 4.729388 | 2.094443 | 6.473522 | 0.0 | 5.664332 | 0.0 | -4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004616 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.934125 | 0.261777 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.115636 | 0.003619 | 0.0 | 0.0 | 0.0 | 0.119255 | 0.033126 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 488.938657 | 88.104935 | 4.361009 | 0.032796 | 0.0 | 0.0 | 0.0 | 0.0 | 0.033126 |
| 2010-12-12 10:00:00 | 0.1 | 0.5 | 84.5 | 6.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 54.302585 | 0.094 | 0.5 | 5.130184 | 2.271939 | 6.334173 | 0.0 | 5.352376 | 0.0 | -3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.094 | 0.002006 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.932562 | 0.260902 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.112649 | 0.00326 | 0.0 | 0.0 | 0.0 | 0.115908 | 0.032197 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 500.538657 | 88.102928 | 4.24836 | 0.029537 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032197 |
| 2010-12-12 11:00:00 | 0.0 | 0.3 | 76.7 | 6.8 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 81.504146 | 0.0 | 0.3 | 5.45082 | 2.413935 | 6.24275 | 0.0 | 4.788189 | 0.0 | -1.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008524 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.931161 | 0.260118 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.109739 | 0.002936 | 0.0 | 0.0 | 0.0 | 0.112674 | 0.031298 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 510.938657 | 88.094404 | 4.138621 | 0.026601 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031298 |
| 2010-12-12 12:00:00 | 0.0 | -0.1 | 74.8 | 7.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 81.665294 | 0.0 | -0.1 | 5.611139 | 2.484933 | 6.063393 | 0.0 | 4.535418 | 0.0 | 0.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008234 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.930083 | 0.259516 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.106904 | 0.002644 | 0.0 | 0.0 | 0.0 | 0.109548 | 0.03043 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 518.938657 | 88.08617 | 4.031717 | 0.023957 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03043 |
| 2010-12-12 13:00:00 | 0.0 | -0.4 | 69.7 | 6.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 77.078959 | 0.0 | -0.4 | 5.050025 | 2.23644 | 5.931876 | 0.0 | 4.134518 | 0.0 | 2.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00886 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.929248 | 0.25905 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.104143 | 0.002381 | 0.0 | 0.0 | 0.0 | 0.106524 | 0.02959 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 525.138657 | 88.07731 | 3.927575 | 0.021576 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02959 |
| 2010-12-12 14:00:00 | 0.0 | -0.6 | 66.9 | 7.3 | 1.0 | 0.2 | 0.0 | 0.0 | 0.3 | 7.393446 | 60.254042 | 0.0 | -0.6 | 5.851616 | 2.59143 | 5.845604 | 0.0 | 3.910709 | 0.0 | 3.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008652 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.928574 | 0.258675 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.101453 | 0.002144 | 0.0 | 0.0 | 0.0 | 0.103597 | 0.028777 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 530.138657 | 88.068657 | 3.826122 | 0.019432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.028777 |
| 2010-12-12 15:00:00 | 0.0 | -0.8 | 64.4 | 7.5 | 1.0 | 0.2 | 0.0 | 0.0 | 0.4 | 7.393446 | 14.837301 | 0.0 | -0.8 | 6.011934 | 2.662428 | 5.760442 | 0.0 | 3.709725 | 0.0 | 4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.008092 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.928062 | 0.25839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.098832 | 0.001931 | 0.0 | 0.0 | 0.0 | 0.100763 | 0.02799 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 533.938657 | 88.060566 | 3.72729 | 0.017501 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02799 |
| 2010-12-12 16:00:00 | 0.0 | -1.3 | 65.4 | 7.0 | 0.046405 | 0.2 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.168856 | 0.0 | -1.3 | 5.611139 | 2.484933 | 5.552313 | 0.0 | 3.631213 | 0.0 | 7.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.058495 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.927954 | 0.25833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.096279 | 0.001739 | 0.0 | 0.0 | 0.0 | 0.098018 | 0.027227 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 534.738657 | 88.002071 | 3.631011 | 0.015761 | 0.0 | 0.0 | 0.0 | 0.0 | 0.027227 |
| 2010-12-12 17:00:00 | 0.0 | -1.6 | 67.6 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -1.6 | 4.809547 | 2.129942 | 5.430651 | 0.0 | 3.67112 | 0.0 | 9.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.053186 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.928089 | 0.258405 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.093792 | 0.001566 | 0.0 | 0.0 | 0.0 | 0.095359 | 0.026489 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 533.738657 | 87.948885 | 3.537219 | 0.014195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.026489 |
| 2010-12-12 18:00:00 | 0.0 | -2.0 | 70.2 | 4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.0 | 3.847638 | 1.703954 | 5.272101 | 0.0 | 3.701015 | 0.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.044432 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.928547 | 0.25866 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.091369 | 0.001411 | 0.0 | 0.0 | 0.0 | 0.09278 | 0.025772 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 530.338657 | 87.904453 | 3.445849 | 0.012784 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025772 |
| 2010-12-12 19:00:00 | 0.0 | -2.1 | 70.4 | 4.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.1 | 3.366683 | 1.49096 | 5.233109 | 0.0 | 3.684109 | 0.0 | 12.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041868 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.929086 | 0.25896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.089009 | 0.001271 | 0.0 | 0.0 | 0.0 | 0.09028 | 0.025078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 526.338657 | 87.862585 | 3.35684 | 0.011513 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025078 |
| 2010-12-12 20:00:00 | 0.0 | -2.2 | 69.5 | 4.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.2 | 3.927797 | 1.739453 | 5.194372 | 0.0 | 3.610088 | 0.0 | 13.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04524 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.929706 | 0.259306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08671 | 0.001144 | 0.0 | 0.0 | 0.0 | 0.087854 | 0.024404 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 521.738657 | 87.817346 | 3.27013 | 0.010369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.024404 |
| 2010-12-12 21:00:00 | 0.0 | -2.6 | 71.6 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.6 | 3.206365 | 1.419962 | 5.041946 | 0.0 | 3.610033 | 0.0 | 15.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.038136 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.930649 | 0.259832 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08447 | 0.001031 | 0.0 | 0.0 | 0.0 | 0.085501 | 0.02375 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 514.738657 | 87.77921 | 3.18566 | 0.009338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02375 |
| 2010-12-12 22:00:00 | 0.0 | -3.1 | 74.5 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -3.1 | 2.72541 | 1.206967 | 4.856984 | 0.0 | 3.618453 | 0.0 | 18.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030876 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.931996 | 0.260585 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.082288 | 0.000928 | 0.0 | 0.0 | 0.0 | 0.083216 | 0.023116 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 504.738657 | 87.748333 | 3.103371 | 0.00841 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023116 |
| 2010-12-12 23:00:00 | 0.0 | -3.9 | 80.2 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -3.9 | 2.72541 | 1.206967 | 4.57351 | 0.0 | 3.667955 | 0.0 | 23.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.022342 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.93399 | 0.261701 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.080163 | 0.000836 | 0.0 | 0.0 | 0.0 | 0.080999 | 0.0225 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 489.938657 | 87.725991 | 3.023209 | 0.007574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0225 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions_nadelw_winter))
0.0
acre (snow surface temperature)¶
Due to the reasons discussed in the daily integration test acre (snow surface temperature), enabling the iterative adjustment of the snow surface temperature results in a more delayed and smoothed snow melt, which becomes even more apparent in the following hourly simulation results:
>>> lnk(ACKER)
>>> ktschnee(5.0)
>>> test("lland_knauf_acker_winter_ktschnee_hourly",
... axis1=(inputs.nied, fluxes.wada), axis2=(states.waes, states.wats),
... use_conditions=conditions_acker_winter_ktschnee)
Click to see the table
| date | nied | teml | relativehumidity | windspeed | possiblesunshineduration | sunshineduration | qz | qzh | dailysunshineduration | dailypossiblesunshineduration | globalradiation | nkor | tkor | windspeed2m | reducedwindspeed2m | saturationvapourpressure | saturationvapourpressuresnow | actualvapourpressure | tz | wg | netshortwaveradiationsnow | netlongwaveradiationsnow | netradiationsnow | nbes | sbes | evi | evb | evs | wnied | tempssurface | actualalbedo | schmpot | schm | gefrpot | gefr | wlatsnow | wsenssnow | wsurf | sff | fvg | wada | qdb | qib1 | qib2 | qbb | qkap | qdgz | qdgz1 | qdgz2 | qigz1 | qigz2 | qbgz | qdga1 | qdga2 | qiga1 | qiga2 | qbga | qah | qa | inzp | wats | waes | esnow | taus | ebdn | bowa | sdg1 | sdg2 | sig1 | sig2 | sbg | inlet | outlet |
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2010-12-10 00:00:00 | 0.0 | -3.7 | 87.5 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -3.7 | 2.72541 | 2.72541 | 4.64297 | 3.363254 | 4.062599 | -2.463502 | -1.105542 | 0.0 | 62.692548 | -62.692548 | 0.0 | 0.0 | 0.0 | 0.0 | -0.010566 | 0.0 | -7.903964 | 0.753286 | 0.0 | 0.0 | 0.315045 | 0.315045 | -7.828989 | -26.739968 | 28.123592 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 19.063443 | 20.421741 | 0.0 | 0.871808 | -195.586317 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 01:00:00 | 0.0 | -4.8 | 90.7 | 2.9 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -4.8 | 2.324615 | 2.324615 | 4.272186 | 3.108892 | 3.874873 | -2.347036 | 0.789683 | 0.0 | 63.332342 | -63.332342 | 0.0 | 0.0 | 0.0 | 0.0 | -0.010406 | 0.0 | -8.906126 | 0.752632 | 0.0 | 0.0 | 0.337879 | 0.337879 | -7.710448 | -23.484511 | 32.137384 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 19.411209 | 20.432147 | 0.0 | 0.879116 | -187.776 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 02:00:00 | 0.0 | -5.6 | 89.7 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -5.6 | 2.003978 | 2.003978 | 4.019239 | 2.893939 | 3.605258 | -2.253312 | 2.48681 | 0.0 | 64.162713 | -64.162713 | 0.0 | 0.0 | 0.0 | 0.0 | -0.008797 | 0.0 | -9.811456 | 0.751983 | 0.0 | 0.0 | 0.358185 | 0.358185 | -6.517954 | -21.926379 | 35.71838 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 19.777905 | 20.440944 | 0.0 | 0.886424 | -181.66281 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 03:00:00 | 0.0 | -6.2 | 91.3 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -6.2 | 2.404774 | 2.404774 | 3.838328 | 2.842032 | 3.504393 | -2.179954 | 3.246941 | 0.0 | 65.855536 | -65.855536 | 0.0 | 0.0 | 0.0 | 0.0 | -0.0092 | 0.0 | -10.039008 | 0.751338 | 0.0 | 0.0 | 0.359381 | 0.359381 | -6.81692 | -22.449129 | 36.589487 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.146349 | 20.450144 | 0.0 | 0.893732 | -176.30975 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 04:00:00 | 0.0 | -7.3 | 94.2 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -7.3 | 2.003978 | 2.003978 | 3.52531 | 2.620406 | 3.320842 | -2.115717 | 4.99765 | 0.0 | 66.490605 | -66.490605 | 0.0 | 0.0 | 0.0 | 0.0 | -0.008662 | 0.0 | -11.054095 | 0.750699 | 0.0 | 0.0 | 0.382953 | 0.303795 | -6.418232 | -19.54519 | 40.527183 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.458806 | 20.458806 | -7.344112 | 0.90104 | -172.7074 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 05:00:00 | 0.0 | -8.3 | 93.2 | 2.3 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -8.3 | 1.84366 | 1.84366 | 3.26061 | 2.403099 | 3.038889 | -2.072489 | 8.654176 | 0.0 | 67.536466 | -67.536466 | 0.0 | 0.0 | 0.0 | 0.0 | -0.007475 | 0.0 | -12.126375 | 0.750183 | 0.0 | 0.0 | 0.449974 | 0.0 | -5.538842 | -18.940005 | 43.057619 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.466281 | 20.466281 | -41.747555 | 0.906978 | -172.761577 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 06:00:00 | 0.0 | -8.6 | 96.5 | 2.1 | 0.0 | 0.0 | 0.0 | 0.0 | 4.41 | 7.5 | 0.0 | 0.0 | -8.6 | 1.683342 | 1.683342 | 3.184716 | 2.263265 | 3.073251 | -2.073139 | 18.634133 | 0.0 | 65.118509 | -65.118509 | 0.0 | 0.0 | 0.0 | 0.0 | -0.00903 | 0.0 | -12.862916 | 0.7499 | 0.0 | 0.0 | 0.663239 | 0.0 | -6.690723 | -20.007343 | 38.420442 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.475311 | 20.475311 | -61.533864 | 0.910254 | -182.79571 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 07:00:00 | 0.0 | -8.5 | 95.9 | 1.4 | 0.0 | 0.0 | 0.0 | 0.0 | 3.76 | 7.4 | 0.0 | 0.0 | -8.5 | 1.122228 | 1.122228 | 3.209838 | 2.180922 | 3.078235 | -2.193549 | 23.8747 | 0.0 | 59.988532 | -59.988532 | 0.0 | 0.0 | 0.0 | 0.0 | -0.00809 | 0.0 | -13.315795 | 0.749663 | 0.0 | 0.0 | 0.790866 | 0.0 | -5.994221 | -18.278661 | 35.71565 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.483401 | 20.483401 | -73.374814 | 0.912994 | -198.07041 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 08:00:00 | 0.0 | -9.5 | 96.8 | 1.1 | 0.355232 | 0.0 | 0.0 | 0.0 | 2.76 | 6.755232 | 1.10761 | 0.0 | -9.5 | 0.88175 | 0.88175 | 2.966351 | 2.038566 | 2.871427 | -2.376845 | 27.233906 | 0.277515 | 57.18978 | -56.912264 | 0.0 | 0.0 | 0.0 | 0.0 | -0.006748 | 0.0 | -14.135913 | 0.749447 | 0.0 | 0.0 | 0.886433 | 0.0 | -4.999672 | -15.812174 | 36.100418 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.490148 | 20.490148 | -82.241326 | 0.915513 | -216.704316 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 09:00:00 | 0.0 | -9.2 | 94.3 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.79 | 6.755232 | 18.663203 | 0.0 | -9.2 | 0.801591 | 0.801591 | 3.037615 | 2.194304 | 2.864471 | -2.600452 | 27.387926 | 4.679929 | 52.197338 | -47.517409 | 0.0 | 0.0 | 0.0 | 0.0 | -0.005225 | 0.0 | -13.241173 | 0.749243 | 0.0 | 0.0 | 0.918687 | 0.0 | -3.87174 | -13.265335 | 30.380333 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.495374 | 20.495374 | -85.233733 | 0.91789 | -235.492242 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 10:00:00 | 0.0 | -6.9 | 96.7 | 1.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.88 | 6.755232 | 56.267907 | 0.0 | -6.9 | 1.122228 | 1.122228 | 3.636412 | 2.927774 | 3.516411 | -2.825907 | 22.482917 | 14.1208 | 44.00809 | -29.887291 | 0.0 | 0.0 | 0.0 | 0.0 | -0.005307 | 0.0 | -9.665074 | 0.749043 | 0.0 | 0.0 | 0.842992 | 0.0 | -3.932205 | -10.495016 | 15.46007 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.50068 | 20.50068 | -78.210886 | 0.920223 | -249.375159 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 11:00:00 | 0.0 | -4.0 | 97.4 | 1.3 | 1.0 | 0.1 | 0.0 | 0.0 | 0.39 | 6.755232 | 107.168237 | 0.0 | -4.0 | 1.042069 | 1.042069 | 4.539126 | 3.99401 | 4.421109 | -2.992502 | 14.682709 | 26.916882 | 37.055806 | -10.138924 | 0.0 | 0.0 | 0.0 | 0.0 | -0.00372 | 0.0 | -5.682221 | 0.748835 | 0.0 | 0.0 | 0.697809 | 0.0 | -2.756694 | -6.169225 | 1.213005 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.504401 | 20.504401 | -64.741182 | 0.922663 | -255.457868 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 12:00:00 | 0.0 | -2.8 | 93.9 | 1.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.14 | 6.755232 | 91.473333 | 0.0 | -2.8 | 1.042069 | 1.042069 | 4.967227 | 4.326118 | 4.664226 | -3.065494 | 9.455994 | 22.995716 | 31.873954 | -8.878238 | 0.0 | 0.0 | 0.0 | 0.0 | -0.002945 | 0.0 | -4.634871 | 0.748607 | 0.0 | 0.0 | 0.595531 | 0.0 | -2.182308 | -6.729041 | -0.033111 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.507346 | 20.507346 | -55.252077 | 0.92534 | -256.313862 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 13:00:00 | 0.0 | -1.4 | 93.4 | 1.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 6.755232 | 80.475535 | 0.0 | -1.4 | 1.122228 | 1.122228 | 5.511494 | 4.749947 | 5.147736 | -3.075766 | 5.301671 | 20.250642 | 27.676623 | -7.425981 | 0.0 | 0.0 | 0.0 | 0.0 | -0.003586 | 0.0 | -3.397094 | 0.748363 | 0.0 | 0.0 | 0.508085 | 0.0 | -2.657304 | -7.580098 | -2.811421 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.510932 | 20.510932 | -47.138985 | 0.928224 | -253.015532 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 14:00:00 | 0.0 | -0.4 | 93.3 | 2.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 6.755232 | 43.120591 | 0.0 | -0.4 | 1.84366 | 1.84366 | 5.931876 | 4.984779 | 5.53444 | -3.036186 | 2.506013 | 10.862062 | 23.791116 | -12.929054 | 0.0 | 0.0 | 0.0 | 0.0 | -0.006463 | 0.0 | -2.75278 | 0.7481 | 0.0 | 0.0 | 0.443291 | 0.0 | -4.788508 | -11.645922 | -3.505376 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.517395 | 20.517395 | -41.127596 | 0.931326 | -246.921546 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 15:00:00 | 0.0 | 0.5 | 94.1 | 2.8 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.355232 | 10.320091 | 0.0 | 0.5 | 2.244455 | 2.244455 | 6.334173 | 5.225042 | 5.960456 | -2.963059 | 0.424693 | 2.6025 | 19.926984 | -17.324484 | 0.0 | 0.0 | 0.0 | 0.0 | -0.009767 | 0.0 | -2.120771 | 0.747822 | 0.0 | 0.0 | 0.389507 | 0.0 | -7.236762 | -14.653069 | -4.565347 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.527162 | 20.527162 | -36.137556 | 0.934628 | -238.746238 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 16:00:00 | 0.1 | 1.0 | 94.6 | 3.1 | 0.061898 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.028102 | 0.094 | 1.0 | 2.484933 | 2.484933 | 6.567919 | 5.429219 | 6.213251 | -2.864955 | -1.220485 | 0.00709 | 18.521969 | -18.514879 | 0.094 | 0.0235 | 0.0 | 0.0 | -0.011129 | 0.095635 | -1.603567 | 0.747711 | 0.0 | 0.0 | 0.344614 | 0.0705 | -8.246115 | -15.558634 | -5.28987 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.632291 | 20.632291 | -25.431703 | 0.935949 | -228.925753 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 17:00:00 | 0.0 | 1.1 | 94.4 | 3.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.0 | 1.1 | 2.805569 | 2.805569 | 6.615571 | 5.555809 | 6.245099 | -2.747109 | -3.851975 | 0.0 | 19.321816 | -19.321816 | 0.0 | 0.0 | 0.0 | 0.0 | -0.010624 | 0.0 | -1.291468 | 0.747368 | 0.0 | 0.0 | 0.271783 | 0.0 | -7.872025 | -15.51802 | -4.068229 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.642915 | 20.642915 | -25.215449 | 0.940034 | -216.473779 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 18:00:00 | 0.3 | 1.0 | 96.9 | 4.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.282 | 1.0 | 3.527001 | 3.527001 | 6.567919 | 5.666507 | 6.364313 | -2.597685 | -3.820631 | 0.0 | 20.167827 | -20.167827 | 0.282 | 0.0705 | 0.0 | 0.0 | -0.012669 | 0.286904 | -1.023655 | 0.747575 | 0.0 | 0.0 | 0.25936 | 0.2115 | -9.386911 | -15.467207 | -4.686291 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.937584 | 20.937584 | -4.440385 | 0.937567 | -204.053148 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 19:00:00 | 0.2 | 1.4 | 98.3 | 3.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 1.4 | 3.046047 | 3.046047 | 6.760362 | 5.910147 | 6.645436 | -2.448638 | -9.271823 | 0.0 | 19.346458 | -19.346458 | 0.188 | 0.0282 | 0.0 | 0.0 | -0.012005 | 0.283107 | -0.45013 | 0.747252 | 0.0 | 0.0 | 0.120321 | 0.120321 | -8.895282 | -12.717194 | -2.266018 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.098087 | 21.137589 | 0.0 | 0.941423 | -186.181325 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 20:00:00 | 0.4 | 1.6 | 98.7 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.376 | 1.6 | 4.56907 | 4.56907 | 6.858436 | 6.1078 | 6.769276 | -2.234176 | -11.218166 | 0.0 | 19.815098 | -19.815098 | 0.376 | 0.0376 | 0.0 | 0.0 | -0.014629 | 0.664621 | 0.0 | 0.746937 | 0.0 | 0.0 | 0.049932 | 0.049932 | -10.839285 | -14.896819 | -5.921007 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.200024 | 21.528217 | 0.0 | 0.945204 | -166.363158 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 21:00:00 | 0.7 | 2.0 | 99.6 | 5.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.658 | 2.0 | 4.488911 | 4.488911 | 7.058357 | 6.1078 | 7.030123 | -1.996358 | -11.978147 | 0.0 | 16.539253 | -16.539253 | 0.658 | 0.0 | 0.0 | 0.0 | -0.020116 | 1.530508 | 0.0 | 0.746328 | 0.067722 | 0.067722 | 0.0 | 0.0 | -14.905456 | -18.364515 | -16.730719 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 21.151463 | 22.206334 | 0.0 | 0.952539 | -145.785011 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 22:00:00 | 0.5 | 2.4 | 99.4 | 5.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 2.4 | 4.649229 | 4.649229 | 7.263399 | 6.1078 | 7.219819 | -1.74942 | -10.496521 | 0.0 | 13.71239 | -13.71239 | 0.47 | 0.0 | 0.0 | 0.0 | -0.024931 | 1.311864 | 0.0 | 0.745725 | 0.196481 | 0.196481 | 0.0 | 0.0 | -18.473108 | -22.65304 | -27.413757 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.978021 | 22.701265 | 0.0 | 0.95987 | -126.68849 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-10 23:00:00 | 1.0 | 2.5 | 99.2 | 6.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.94 | 2.5 | 4.969866 | 4.969866 | 7.315473 | 6.1078 | 7.256949 | -1.520262 | -9.121571 | 0.0 | 13.067893 | -13.067893 | 0.94 | 0.0 | 0.0 | 0.0 | -0.027164 | 2.73305 | 0.0 | 0.745124 | 0.275395 | 0.275395 | 0.0 | 0.0 | -20.12751 | -24.879463 | -31.93908 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.726413 | 23.668429 | 0.0 | 0.967221 | -108.966919 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 00:00:00 | 2.0 | 2.7 | 99.2 | 5.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.88 | 2.7 | 4.488911 | 4.488911 | 7.420609 | 6.1078 | 7.361244 | -1.307603 | -7.845618 | 0.0 | 11.601106 | -11.601106 | 1.88 | 0.0 | 0.0 | 0.0 | -0.027338 | 5.903388 | 0.0 | 0.744525 | 0.339579 | 0.339579 | 0.0 | 0.0 | -20.25663 | -24.792095 | -33.447619 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 20.408649 | 25.575768 | 0.0 | 0.974611 | -92.521301 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 01:00:00 | 2.1 | 3.2 | 99.6 | 5.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.974 | 3.2 | 4.168274 | 4.168274 | 7.689299 | 6.1078 | 7.658542 | -1.110256 | -6.661534 | 0.0 | 7.733351 | -7.733351 | 1.974 | 0.0 | 0.0 | 0.0 | -0.031933 | 7.346438 | 0.0 | 0.74393 | 0.478068 | 0.478068 | 0.0 | 0.0 | -23.661007 | -27.741565 | -43.669221 | 1.0 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.06 | 19.953682 | 27.581701 | 0.0 | 0.982008 | -77.259767 | 71.446207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2010-12-11 02:00:00 | 1.8 | 3.9 | 99.8 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.692 | 3.9 | 4.56907 | 4.56907 | 8.07986 | 6.1078 | 8.0637 | -0.927117 | -5.562703 | 0.0 | 2.415944 | -2.415944 | 1.692 | 0.0 | 0.0 | 0.0 | -0.043255 | 4.318281 | 0.0 | 0.743342 | 0.697376 | 0.697376 | 0.0 | 0.0 | -32.050365 | -36.310997 | -65.945417 | 1.0 | 0.3 | 1.738694 | 0.594177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.594177 | 0.5 | 0.094177 | 0.0 | 0.0 | 0.0 | 0.006486 | 0.004762 | 0.0 | 0.0 | 0.0 | 0.011248 | 0.003124 | 0.06 | 19.285498 | 27.578262 | 0.0 | 0.989364 | -63.097064 | 72.590725 | 0.493514 | 0.089415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.003124 |
| 2010-12-11 03:00:00 | 1.3 | 4.4 | 99.8 | 6.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 1.222 | 4.4 | 5.290502 | 5.290502 | 8.36943 | 6.1078 | 8.352691 | -0.757165 | -4.542989 | 0.0 | -1.360594 | 1.360594 | 1.222 | 0.0 | 0.0 | 0.0 | -0.055801 | 0.0 | 0.0 | 0.742762 | 0.907645 | 0.907645 | 0.0 | 0.0 | -41.346526 | -46.045135 | -88.752255 | 1.0 | 0.3 | 2.522558 | 0.864506 | 0.0 | 0.0 | 0.0 | 0.0 | 0.864506 | 0.5 | 0.364506 | 0.0 | 0.0 | 0.0 | 0.019234 | 0.027317 | 0.0 | 0.0 | 0.0 | 0.04655 | 0.012931 | 0.06 | 18.415038 | 26.333505 | 0.0 | 0.996672 | -49.954075 | 74.248777 | 0.97428 | 0.426604 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012931 |
| 2010-12-11 04:00:00 | 0.5 | 4.8 | 99.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 4.8 | 5.611139 | 5.611139 | 8.607627 | 6.1078 | 8.521551 | -0.599449 | -3.596693 | 0.0 | -4.039084 | 4.039084 | 0.47 | 0.0 | 0.0 | 0.0 | -0.06294 | 0.0 | 0.0 | 0.742187 | 1.075386 | 1.075386 | 0.0 | 0.0 | -46.635995 | -52.693545 | -103.368624 | 1.0 | 0.3 | 2.011478 | 0.691195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.691195 | 0.5 | 0.191195 | 0.0 | 0.0 | 0.0 | 0.031652 | 0.052067 | 0.0 | 0.0 | 0.0 | 0.083719 | 0.023255 | 0.06 | 17.381096 | 24.854967 | 0.0 | 1.00398 | -37.757382 | 75.56906 | 1.442628 | 0.565732 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023255 |
| 2010-12-11 05:00:00 | 0.2 | 4.8 | 97.6 | 7.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 4.8 | 5.851616 | 5.851616 | 8.607627 | 6.1078 | 8.401044 | -0.453089 | -2.718531 | 0.0 | -3.389325 | 3.389325 | 0.188 | 0.0 | 0.0 | 0.0 | -0.061894 | 0.0 | 0.0 | 0.741616 | 1.089397 | 1.089397 | 0.0 | 0.0 | -45.860636 | -54.540411 | -103.790373 | 1.0 | 0.3 | 1.749717 | 0.602606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.602606 | 0.5 | 0.102606 | 0.0 | 0.0 | 0.0 | 0.04375 | 0.061415 | 0.0 | 0.0 | 0.0 | 0.105165 | 0.029213 | 0.06 | 16.332268 | 23.355144 | 0.0 | 1.011288 | -26.43885 | 76.716172 | 1.898878 | 0.606923 | 0.0 | 0.0 | 0.0 | 0.0 | 0.029213 |
| 2010-12-11 06:00:00 | 0.5 | 5.1 | 97.4 | 7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.47 | 5.1 | 5.771457 | 5.771457 | 8.790172 | 6.1078 | 8.561627 | -0.317266 | -1.903597 | 0.0 | -5.587229 | 5.587229 | 0.47 | 0.0 | 0.0 | 0.0 | -0.06548 | 0.0 | 0.0 | 0.741049 | 1.180205 | 1.180205 | 0.0 | 0.0 | -48.51811 | -57.295089 | -111.400428 | 1.0 | 0.3 | 2.162425 | 0.746631 | 0.0 | 0.0 | 0.0 | 0.0 | 0.746631 | 0.5 | 0.246631 | 0.0 | 0.0 | 0.0 | 0.055536 | 0.072791 | 0.0 | 0.0 | 0.0 | 0.128327 | 0.035646 | 0.06 | 15.194544 | 21.728199 | 0.0 | 1.018596 | -15.935253 | 78.131966 | 2.343342 | 0.780763 | 0.0 | 0.0 | 0.0 | 0.0 | 0.035646 |
| 2010-12-11 07:00:00 | 0.2 | 5.1 | 96.3 | 7.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.41713 | 0.0 | 0.188 | 5.1 | 6.092093 | 6.092093 | 8.790172 | 6.1078 | 8.464935 | -0.191223 | -1.147338 | 0.0 | -5.066448 | 5.066448 | 0.188 | 0.0 | 0.0 | 0.0 | -0.065772 | 0.0 | 0.0 | 0.740486 | 1.213277 | 1.213277 | 0.0 | 0.0 | -48.734564 | -59.911482 | -113.712494 | 1.0 | 0.3 | 1.928238 | 0.66742 | 0.0 | 0.0 | 0.0 | 0.0 | 0.66742 | 0.5 | 0.16742 | 0.0 | 0.0 | 0.0 | 0.067016 | 0.086064 | 0.0 | 0.0 | 0.0 | 0.15308 | 0.042522 | 0.06 | 14.023589 | 20.053733 | 0.0 | 1.025904 | -6.187915 | 79.392784 | 2.776326 | 0.862119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.042522 |
| 2010-12-11 08:00:00 | 0.1 | 5.4 | 95.2 | 7.3 | 0.347041 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 0.900734 | 0.094 | 5.4 | 5.851616 | 5.851616 | 8.976116 | 6.1078 | 8.545263 | -0.074255 | -0.44553 | 0.234256 | -6.835277 | 7.069533 | 0.094 | 0.0 | 0.0 | 0.0 | -0.065786 | 0.0 | 0.0 | 0.739927 | 1.258132 | 1.258132 | 0.0 | 0.0 | -48.744743 | -61.357963 | -117.172238 | 0.999615 | 0.299769 | 1.899031 | 0.658457 | 0.0 | 0.0 | 0.0 | 0.0 | 0.658457 | 0.5 | 0.158457 | 0.0 | 0.0 | 0.0 | 0.078201 | 0.093697 | 0.0 | 0.0 | 0.0 | 0.171897 | 0.047749 | 0.06 | 12.807334 | 18.314488 | 0.0 | 1.033212 | 2.857615 | 80.633358 | 3.198125 | 0.92688 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047749 |
| 2010-12-11 09:00:00 | 0.3 | 5.3 | 96.3 | 7.1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 17.26751 | 0.282 | 5.3 | 5.691298 | 5.691298 | 8.913754 | 6.1078 | 8.583945 | 0.0 | 0.0 | 4.50039 | -6.596815 | 11.097205 | 0.282 | 0.0 | 0.0 | 0.0 | -0.065321 | 0.0 | 0.0 | 0.739372 | 1.275735 | 1.275735 | 0.0 | 0.0 | -48.400444 | -58.862205 | -118.359855 | 0.998456 | 0.299075 | 2.112808 | 0.733082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.733082 | 0.5 | 0.233082 | 0.0 | 0.0 | 0.0 | 0.089096 | 0.103906 | 0.0 | 0.0 | 0.0 | 0.193002 | 0.053612 | 0.06 | 11.572728 | 16.549002 | 0.0 | 1.04052 | 11.457615 | 82.013083 | 3.609029 | 1.056056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.053612 |
| 2010-12-11 10:00:00 | 0.1 | 5.5 | 95.5 | 7.1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.40894 | 52.61761 | 0.094 | 5.5 | 5.691298 | 5.691298 | 9.038862 | 6.1078 | 8.632113 | 0.0 | 0.0 | 13.742589 | -7.748872 | 21.491462 | 0.094 | 0.0 | 0.0 | 0.0 | -0.066592 | 0.0 | 0.0 | 0.738821 | 1.421858 | 1.421858 | 0.0 | 0.0 | -49.341985 | -61.083421 | -131.916867 | 0.997298 | 0.298381 | 2.135439 | 0.741527 | 0.0 | 0.0 | 0.0 | 0.0 | 0.741527 | 0.5 | 0.241527 | 0.0 | 0.0 | 0.0 | 0.09971 | 0.117172 | 0.0 | 0.0 | 0.0 | 0.216882 | 0.060245 | 0.06 | 10.191716 | 14.574154 | 0.0 | 1.047828 | 20.057615 | 83.406996 | 4.009319 | 1.180411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.060245 |
| 2010-12-11 11:00:00 | 0.1 | 6.1 | 91.6 | 8.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 80.135633 | 0.094 | 6.1 | 7.134162 | 7.134162 | 9.423511 | 6.1078 | 8.631936 | 0.0 | 0.0 | 20.973538 | -12.026271 | 32.999809 | 0.094 | 0.0 | 0.0 | 0.0 | -0.080429 | 0.0 | 0.0 | 0.738275 | 1.880015 | 1.880015 | 0.0 | 0.0 | -59.59435 | -81.829421 | -174.42358 | 0.996139 | 0.297688 | 2.797257 | 0.972721 | 0.0 | 0.0 | 0.0 | 0.0 | 0.972721 | 0.5 | 0.472721 | 0.0 | 0.0 | 0.0 | 0.11005 | 0.141221 | 0.0 | 0.0 | 0.0 | 0.251271 | 0.069797 | 0.06 | 8.357571 | 11.951326 | 0.0 | 1.055136 | 28.657615 | 85.231532 | 4.399269 | 1.511911 | 0.0 | 0.0 | 0.0 | 0.0 | 0.069797 |
| 2010-12-11 12:00:00 | 0.0 | 6.4 | 90.0 | 9.5 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 80.276118 | 0.0 | 6.4 | 7.615117 | 7.615117 | 9.621181 | 6.1078 | 8.659063 | 0.0 | 0.0 | 21.053906 | -13.533625 | 34.58753 | 0.0 | 0.0 | 0.0 | 0.0 | -0.085956 | 0.0 | 0.0 | 0.737731 | 2.037735 | 2.037735 | 0.0 | 0.0 | -63.690154 | -90.778796 | -189.05648 | 0.99498 | 0.296996 | 2.934918 | 1.022435 | 0.0 | 0.0 | 0.0 | 0.0 | 1.022435 | 0.5 | 0.522435 | 0.0 | 0.0 | 0.0 | 0.120123 | 0.176682 | 0.0 | 0.0 | 0.0 | 0.296804 | 0.082446 | 0.06 | 6.36529 | 9.102364 | 0.0 | 1.062444 | 37.257615 | 87.144015 | 4.779146 | 1.857665 | 0.0 | 0.0 | 0.0 | 0.0 | 0.082446 |
| 2010-12-11 13:00:00 | 0.1 | 6.4 | 85.7 | 7.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 75.835403 | 0.094 | 6.4 | 6.332571 | 6.332571 | 9.621181 | 6.1078 | 8.245352 | 0.0 | 0.0 | 19.930141 | -11.239491 | 31.169633 | 0.094 | 0.0 | 0.0 | 0.0 | -0.061599 | 0.0 | 0.0 | 0.737192 | 1.664809 | 1.664809 | 0.0 | 0.0 | -45.642119 | -77.645525 | -154.457277 | 0.993822 | 0.296304 | 2.490788 | 0.868999 | 0.0 | 0.0 | 0.0 | 0.0 | 0.868999 | 0.5 | 0.368999 | 0.0 | 0.0 | 0.0 | 0.129935 | 0.203288 | 0.0 | 0.0 | 0.0 | 0.333223 | 0.092562 | 0.06 | 4.73229 | 6.767175 | 0.0 | 1.069752 | 45.857615 | 88.765804 | 5.14921 | 2.023376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.092562 |
| 2010-12-11 14:00:00 | 0.0 | 6.5 | 82.3 | 9.6 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.40894 | 42.227911 | 0.0 | 6.5 | 7.695276 | 7.695276 | 9.687876 | 6.1078 | 7.973122 | 0.0 | 0.0 | 11.12044 | -10.124562 | 21.245002 | 0.0 | 0.0 | 0.0 | 0.0 | -0.063414 | 0.0 | 0.0 | 0.736657 | 1.738166 | 1.738166 | 0.0 | 0.0 | -46.987277 | -93.030869 | -161.263149 | 0.992663 | 0.295614 | 2.508869 | 0.876496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.876496 | 0.5 | 0.376496 | 0.0 | 0.0 | 0.0 | 0.139494 | 0.220136 | 0.0 | 0.0 | 0.0 | 0.359631 | 0.099897 | 0.06 | 3.022182 | 4.321721 | 0.0 | 1.07706 | 54.457615 | 90.398177 | 5.509716 | 2.179736 | 0.0 | 0.0 | 0.0 | 0.0 | 0.099897 |
| 2010-12-11 15:00:00 | 0.1 | 6.3 | 82.5 | 9.1 | 1.0 | 0.1 | 0.0 | 0.0 | 0.1 | 7.40894 | 12.613921 | 0.094 | 6.3 | 7.29448 | 7.29448 | 9.554889 | 6.1078 | 7.882784 | 0.0 | 0.0 | 3.328499 | -7.130286 | 10.458785 | 0.094 | 0.0 | 0.0 | 0.0 | -0.057639 | 0.0 | 0.0 | 0.736125 | 1.501388 | 1.501388 | 0.0 | 0.0 | -42.70834 | -86.128361 | -139.295486 | 0.991504 | 0.294924 | 2.26962 | 0.793839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.793839 | 0.5 | 0.293839 | 0.0 | 0.0 | 0.0 | 0.148807 | 0.231498 | 0.0 | 0.0 | 0.0 | 0.380304 | 0.10564 | 0.06 | 1.541077 | 2.20374 | 0.0 | 1.084368 | 63.057615 | 91.873958 | 5.860909 | 2.242077 | 0.0 | 0.0 | 0.0 | 0.0 | 0.10564 |
| 2010-12-11 16:00:00 | 0.0 | 5.9 | 82.2 | 8.7 | 0.053708 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.021912 | 0.0 | 5.9 | 6.973844 | 6.973844 | 9.293725 | 6.1078 | 7.639442 | 0.0 | 0.0 | 0.005794 | -3.915548 | 3.921342 | 0.0 | 0.0 | 0.0 | 0.0 | -0.047871 | 0.0 | 0.0 | 0.735597 | 1.261344 | 1.261344 | 0.0 | 0.0 | -35.470286 | -77.633085 | -117.024713 | 0.990346 | 0.294235 | 1.842904 | 0.645046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.645046 | 0.5 | 0.145046 | 0.0 | 0.0 | 0.0 | 0.157878 | 0.23017 | 0.0 | 0.0 | 0.0 | 0.388049 | 0.107791 | 0.06 | 0.285809 | 0.408707 | 0.0 | 1.091676 | 71.657615 | 93.071815 | 6.203031 | 2.156953 | 0.0 | 0.0 | 0.0 | 0.0 | 0.107791 |
| 2010-12-11 17:00:00 | 0.0 | 5.5 | 76.5 | 8.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 5.5 | 7.134162 | 7.134162 | 9.038862 | 6.1078 | 6.91473 | 0.0 | 0.0 | 0.0 | 2.340465 | -2.340465 | 0.0 | 0.0 | 0.06 | 0.021724 | -0.025712 | 0.0 | 0.0 | 0.735073 | 0.975359 | 0.285809 | 0.0 | 0.0 | -19.051448 | -73.780626 | -90.491608 | 0.989187 | 0.293547 | 0.434419 | 0.151944 | 0.0 | 0.0 | 0.0 | 0.0 | 0.151944 | 0.151944 | 0.0 | 0.0 | 0.0 | 0.0 | 0.162201 | 0.214376 | 0.0 | 0.0 | 0.0 | 0.376577 | 0.104605 | 0.0 | 0.0 | 0.0 | 0.0 | 1.098984 | 80.257615 | 93.332566 | 6.192774 | 1.942577 | 0.0 | 0.0 | 0.0 | 0.0 | 0.104605 |
| 2010-12-11 18:00:00 | 0.0 | 5.1 | 81.7 | 7.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 5.1 | 6.332571 | 6.332571 | 8.790172 | 0.0 | 7.18157 | 0.0 | -30.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.029422 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.983905 | 0.290421 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.159965 | 0.19307 | 0.0 | 0.0 | 0.0 | 0.353035 | 0.098065 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 119.457615 | 93.303144 | 6.03281 | 1.749507 | 0.0 | 0.0 | 0.0 | 0.0 | 0.098065 |
| 2010-12-11 19:00:00 | 0.0 | 4.8 | 83.4 | 7.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.8 | 5.691298 | 5.691298 | 8.607627 | 0.0 | 7.178761 | 0.0 | -28.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025147 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.978866 | 0.287454 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.155833 | 0.173881 | 0.0 | 0.0 | 0.0 | 0.329714 | 0.091587 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 156.857615 | 93.277997 | 5.876977 | 1.575626 | 0.0 | 0.0 | 0.0 | 0.0 | 0.091587 |
| 2010-12-11 20:00:00 | 0.0 | 4.9 | 82.8 | 6.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.9 | 5.130184 | 5.130184 | 8.668101 | 0.0 | 7.177187 | 0.0 | -29.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025203 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.973747 | 0.284455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.151807 | 0.156599 | 0.0 | 0.0 | 0.0 | 0.308407 | 0.085668 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 194.857615 | 93.252793 | 5.72517 | 1.419027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.085668 |
| 2010-12-11 21:00:00 | 0.0 | 4.9 | 85.8 | 7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 4.9 | 5.771457 | 5.771457 | 8.668101 | 0.0 | 7.43723 | 0.0 | -29.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021597 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.968627 | 0.281471 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.147886 | 0.141035 | 0.0 | 0.0 | 0.0 | 0.288921 | 0.080256 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 232.857615 | 93.231196 | 5.577284 | 1.277992 | 0.0 | 0.0 | 0.0 | 0.0 | 0.080256 |
| 2010-12-11 22:00:00 | 0.1 | 4.7 | 87.6 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 4.7 | 5.611139 | 5.611139 | 8.547525 | 0.0 | 7.487632 | 0.0 | -28.2 | 0.0 | 0.0 | 0.0 | 0.034 | 0.0 | 0.050942 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.963669 | 0.278597 | 0.034 | 0.011424 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011424 | 0.011424 | 0.0 | 0.0 | 0.0 | 0.0 | 0.144214 | 0.127018 | 0.0 | 0.0 | 0.0 | 0.271232 | 0.075342 | 0.009058 | 0.0 | 0.0 | 0.0 | nan | 269.657615 | 93.253772 | 5.444493 | 1.150974 | 0.0 | 0.0 | 0.0 | 0.0 | 0.075342 |
| 2010-12-11 23:00:00 | 0.1 | 3.8 | 85.6 | 6.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 3.8 | 5.45082 | 5.45082 | 8.023017 | 0.0 | 6.867703 | 0.0 | -22.8 | 0.0 | 0.0 | 0.0 | 0.043058 | 0.0 | 0.055793 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.959438 | 0.276157 | 0.043058 | 0.014371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.014371 | 0.014371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.140822 | 0.114394 | 0.0 | 0.0 | 0.0 | 0.255216 | 0.070893 | 0.004207 | 0.0 | 0.0 | 0.0 | nan | 301.057615 | 93.282459 | 5.318041 | 1.03658 | 0.0 | 0.0 | 0.0 | 0.0 | 0.070893 |
| 2010-12-12 00:00:00 | 0.0 | 3.9 | 85.3 | 6.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.9 | 5.130184 | 5.130184 | 8.07986 | 0.0 | 6.892121 | 0.0 | -23.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004207 | 0.01859 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.955127 | 0.27368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.13737 | 0.103024 | 0.0 | 0.0 | 0.0 | 0.240394 | 0.066776 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 333.057615 | 93.263869 | 5.180672 | 0.933556 | 0.0 | 0.0 | 0.0 | 0.0 | 0.066776 |
| 2010-12-12 01:00:00 | 0.0 | 3.7 | 86.2 | 6.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.7 | 5.050025 | 5.050025 | 7.966527 | 0.0 | 6.867146 | 0.0 | -22.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.018522 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.950977 | 0.271307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.133821 | 0.092785 | 0.0 | 0.0 | 0.0 | 0.226606 | 0.062946 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 363.857615 | 93.245347 | 5.046851 | 0.840771 | 0.0 | 0.0 | 0.0 | 0.0 | 0.062946 |
| 2010-12-12 02:00:00 | 0.1 | 3.5 | 89.3 | 5.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.094 | 3.5 | 4.56907 | 4.56907 | 7.854597 | 0.0 | 7.014155 | 0.0 | -21.0 | 0.0 | 0.0 | 0.0 | 0.034 | 0.0 | 0.03356 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.946989 | 0.269037 | 0.034 | 0.011125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011125 | 0.011125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.130509 | 0.083563 | 0.0 | 0.0 | 0.0 | 0.214072 | 0.059464 | 0.02644 | 0.0 | 0.0 | 0.0 | nan | 393.457615 | 93.268222 | 4.927466 | 0.757208 | 0.0 | 0.0 | 0.0 | 0.0 | 0.059464 |
| 2010-12-12 03:00:00 | 0.0 | 3.3 | 91.4 | 5.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.3 | 4.168274 | 4.168274 | 7.744054 | 0.0 | 7.078066 | 0.0 | -19.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023813 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.943163 | 0.266867 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.127281 | 0.075258 | 0.0 | 0.0 | 0.0 | 0.202539 | 0.056261 | 0.002628 | 0.0 | 0.0 | 0.0 | nan | 421.857615 | 93.268222 | 4.800186 | 0.68195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.056261 |
| 2010-12-12 04:00:00 | 0.0 | 3.3 | 90.9 | 4.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.3 | 3.68732 | 3.68732 | 7.744054 | 0.0 | 7.039346 | 0.0 | -19.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.002628 | 0.00878 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.939337 | 0.264706 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.123993 | 0.067778 | 0.0 | 0.0 | 0.0 | 0.191771 | 0.05327 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 450.257615 | 93.259442 | 4.676193 | 0.614172 | 0.0 | 0.0 | 0.0 | 0.0 | 0.05327 |
| 2010-12-12 05:00:00 | 0.0 | 3.0 | 89.2 | 4.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 3.0 | 3.927797 | 3.927797 | 7.580812 | 0.0 | 6.762084 | 0.0 | -18.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012215 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.935753 | 0.26269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.12079 | 0.061042 | 0.0 | 0.0 | 0.0 | 0.181832 | 0.050509 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 476.857615 | 93.247227 | 4.555403 | 0.553131 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050509 |
| 2010-12-12 06:00:00 | 0.0 | 1.9 | 85.6 | 6.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 1.9 | 5.050025 | 5.050025 | 7.007901 | 0.0 | 5.998763 | 0.0 | -11.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017456 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.933058 | 0.261179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.11767 | 0.054975 | 0.0 | 0.0 | 0.0 | 0.172645 | 0.047957 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 496.857615 | 93.229771 | 4.437733 | 0.498156 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047957 |
| 2010-12-12 07:00:00 | 0.0 | 1.2 | 86.3 | 5.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.400749 | 0.0 | 0.0 | 1.2 | 4.649229 | 4.649229 | 6.663527 | 0.0 | 5.750624 | 0.0 | -7.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.015363 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.930929 | 0.259989 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.11463 | 0.049511 | 0.0 | 0.0 | 0.0 | 0.164141 | 0.045595 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 512.657615 | 93.214408 | 4.323102 | 0.448645 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045595 |
| 2010-12-12 08:00:00 | 0.0 | 0.8 | 91.2 | 6.1 | 0.339738 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 0.894145 | 0.0 | 0.8 | 4.889707 | 4.889707 | 6.473522 | 0.0 | 5.903852 | 0.0 | -4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.009666 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.929124 | 0.258981 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.111669 | 0.04459 | 0.0 | 0.0 | 0.0 | 0.15626 | 0.043405 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 526.057615 | 93.204742 | 4.211433 | 0.404055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.043405 |
| 2010-12-12 09:00:00 | 0.0 | 0.8 | 87.5 | 5.9 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 17.71254 | 0.0 | 0.8 | 4.729388 | 4.729388 | 6.473522 | 0.0 | 5.664332 | 0.0 | -4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.017184 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.927319 | 0.257976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.108785 | 0.040158 | 0.0 | 0.0 | 0.0 | 0.148943 | 0.041373 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 539.457615 | 93.187558 | 4.102648 | 0.363896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.041373 |
| 2010-12-12 10:00:00 | 0.1 | 0.5 | 84.5 | 6.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 54.302585 | 0.094 | 0.5 | 5.130184 | 5.130184 | 6.334173 | 5.484759 | 5.352376 | 0.0 | 3.989026 | 5.556421 | 27.251025 | -21.694604 | 0.034 | 0.01275 | 0.0 | 0.0 | 0.00321 | 0.006889 | -1.465853 | 0.897677 | 0.0 | 0.0 | 0.000099 | 0.000099 | 2.378474 | -20.068003 | 4.005075 | 0.926697 | 0.25763 | 0.015768 | 0.004993 | 0.0 | 0.0 | 0.0 | 0.0 | 0.004993 | 0.004993 | 0.0 | 0.0 | 0.0 | 0.0 | 0.10604 | 0.036167 | 0.0 | 0.0 | 0.0 | 0.142207 | 0.039502 | 0.06 | 0.010587 | 0.015023 | 0.0 | 0.00743 | 544.068589 | 93.198333 | 4.001601 | 0.327729 | 0.0 | 0.0 | 0.0 | 0.0 | 0.039502 |
| 2010-12-12 11:00:00 | 0.0 | 0.3 | 76.7 | 6.8 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 81.504146 | 0.0 | 0.3 | 5.45082 | 5.45082 | 6.24275 | 5.263686 | 4.788189 | 0.0 | 5.507593 | 8.523311 | 29.958696 | -21.435386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012109 | 0.0 | -2.021526 | 0.895425 | 0.0 | 0.0 | 0.000112 | 0.000112 | 8.972394 | -24.889809 | 5.51797 | 0.926281 | 0.257399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.103365 | 0.032573 | 0.0 | 0.0 | 0.0 | 0.135937 | 0.03776 | 0.06 | 0.002075 | 0.002913 | 0.0 | 0.014738 | 547.160996 | 93.198333 | 3.898236 | 0.295157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03776 |
| 2010-12-12 12:00:00 | 0.0 | -0.1 | 74.8 | 7.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 81.665294 | 0.0 | -0.1 | 5.611139 | 5.611139 | 6.063393 | 5.07808 | 4.535418 | 0.0 | 6.828335 | 8.721431 | 31.460569 | -22.739138 | 0.0 | 0.0 | 0.06 | 0.010695 | 0.002913 | 0.0 | -2.504219 | 0.893205 | 0.0 | 0.0 | 0.000027 | 0.000027 | 10.484764 | -26.393086 | 6.830815 | 0.926042 | 0.257266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.100695 | 0.029335 | 0.0 | 0.0 | 0.0 | 0.13003 | 0.036119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.022046 | 548.932661 | 93.187638 | 3.797541 | 0.265821 | 0.0 | 0.0 | 0.0 | 0.0 | 0.036119 |
| 2010-12-12 13:00:00 | 0.0 | -0.4 | 69.7 | 6.3 | 1.0 | 0.0 | 0.0 | 0.0 | 0.1 | 7.393446 | 77.078959 | 0.0 | -0.4 | 5.050025 | 5.050025 | 5.931876 | 0.0 | 4.134518 | 0.0 | 2.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.046734 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.925207 | 0.256802 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.098094 | 0.02642 | 0.0 | 0.0 | 0.0 | 0.124513 | 0.034587 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 555.132661 | 93.140904 | 3.699448 | 0.239402 | 0.0 | 0.0 | 0.0 | 0.0 | 0.034587 |
| 2010-12-12 14:00:00 | 0.0 | -0.6 | 66.9 | 7.3 | 1.0 | 0.2 | 0.0 | 0.0 | 0.3 | 7.393446 | 60.254042 | 0.0 | -0.6 | 5.851616 | 5.851616 | 5.845604 | 0.0 | 3.910709 | 0.0 | 3.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.047231 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.924533 | 0.256428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.09556 | 0.023794 | 0.0 | 0.0 | 0.0 | 0.119354 | 0.033154 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 560.132661 | 93.093673 | 3.603888 | 0.215608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.033154 |
| 2010-12-12 15:00:00 | 0.0 | -0.8 | 64.4 | 7.5 | 1.0 | 0.2 | 0.0 | 0.0 | 0.4 | 7.393446 | 14.837301 | 0.0 | -0.8 | 6.011934 | 6.011934 | 5.760442 | 0.0 | 3.709725 | 0.0 | 4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04262 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.924021 | 0.256144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.093092 | 0.021429 | 0.0 | 0.0 | 0.0 | 0.11452 | 0.031811 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 563.932661 | 93.051053 | 3.510796 | 0.194179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031811 |
| 2010-12-12 16:00:00 | 0.0 | -1.3 | 65.4 | 7.0 | 0.046405 | 0.2 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.168856 | 0.0 | -1.3 | 5.611139 | 5.611139 | 5.552313 | 0.0 | 3.631213 | 0.0 | 7.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03666 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.923913 | 0.256085 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.090687 | 0.019299 | 0.0 | 0.0 | 0.0 | 0.109986 | 0.030552 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 564.732661 | 93.014393 | 3.420109 | 0.17488 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030552 |
| 2010-12-12 17:00:00 | 0.0 | -1.6 | 67.6 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -1.6 | 4.809547 | 4.809547 | 5.430651 | 0.0 | 3.67112 | 0.0 | 9.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.031633 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.924048 | 0.256159 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.088344 | 0.017381 | 0.0 | 0.0 | 0.0 | 0.105725 | 0.029368 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 563.732661 | 92.98276 | 3.331765 | 0.157499 | 0.0 | 0.0 | 0.0 | 0.0 | 0.029368 |
| 2010-12-12 18:00:00 | 0.0 | -2.0 | 70.2 | 4.8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.0 | 3.847638 | 3.847638 | 5.272101 | 0.0 | 3.701015 | 0.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025662 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.924506 | 0.256413 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.086062 | 0.015654 | 0.0 | 0.0 | 0.0 | 0.101716 | 0.028254 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 560.332661 | 92.957098 | 3.245703 | 0.141845 | 0.0 | 0.0 | 0.0 | 0.0 | 0.028254 |
| 2010-12-12 19:00:00 | 0.0 | -2.1 | 70.4 | 4.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.1 | 3.366683 | 3.366683 | 5.233109 | 0.0 | 3.684109 | 0.0 | 12.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.023754 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.925045 | 0.256712 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.083839 | 0.014098 | 0.0 | 0.0 | 0.0 | 0.097937 | 0.027205 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 556.332661 | 92.933345 | 3.161863 | 0.127747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.027205 |
| 2010-12-12 20:00:00 | 0.0 | -2.2 | 69.5 | 4.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.2 | 3.927797 | 3.927797 | 5.194372 | 0.0 | 3.610088 | 0.0 | 13.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.026193 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.925665 | 0.257057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.081674 | 0.012697 | 0.0 | 0.0 | 0.0 | 0.09437 | 0.026214 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 551.732661 | 92.907151 | 3.08019 | 0.115051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.026214 |
| 2010-12-12 21:00:00 | 0.0 | -2.6 | 71.6 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -2.6 | 3.206365 | 3.206365 | 5.041946 | 0.0 | 3.610033 | 0.0 | 15.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.021428 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.926608 | 0.257581 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.079564 | 0.011435 | 0.0 | 0.0 | 0.0 | 0.090999 | 0.025277 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 544.732661 | 92.885723 | 3.000626 | 0.103616 | 0.0 | 0.0 | 0.0 | 0.0 | 0.025277 |
| 2010-12-12 22:00:00 | 0.0 | -3.1 | 74.5 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -3.1 | 2.72541 | 2.72541 | 4.856984 | 0.0 | 3.618453 | 0.0 | 18.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.016826 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.927955 | 0.25833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.077509 | 0.010298 | 0.0 | 0.0 | 0.0 | 0.087807 | 0.024391 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 534.732661 | 92.868897 | 2.923117 | 0.093318 | 0.0 | 0.0 | 0.0 | 0.0 | 0.024391 |
| 2010-12-12 23:00:00 | 0.0 | -3.9 | 80.2 | 3.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 7.386143 | 0.0 | 0.0 | -3.9 | 2.72541 | 2.72541 | 4.57351 | 0.0 | 3.667955 | 0.0 | 23.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.011894 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.929949 | 0.259442 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.075507 | 0.009275 | 0.0 | 0.0 | 0.0 | 0.084781 | 0.02355 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 519.932661 | 92.857003 | 2.84761 | 0.084043 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02355 |
Click to see the graph
There is no indication of an error in the water balance:
>>> round_(model.check_waterbalance(conditions_acker_winter_ktschnee))
0.0
- class hydpy.models.lland_knauf.Model[source]¶
Bases:
Main_RadiationModel_V1
,Main_RadiationModel_V4
,Main_AETModel_V1B
,Main_SoilModel_V1
,Sub_TempModel_V1
,Sub_PrecipModel_V1
,Sub_IntercModel_V1
,Sub_SoilWaterModel_V1
,Sub_SnowCoverModel_V1
,Sub_SnowAlbedoModel_V1
HydPy-L-Knauf (adoption of LARSIM with Knauf-based snow modelling).
- The following “inlet update methods” are called in the given sequence at the beginning of each simulation step:
Pick_QZ_V1
Query the current inflow from all inlet nodes.
- The following “run methods” are called in the given sequence during each simulation step:
Process_RadiationModel_V1
Let a submodel that complies with theRadiationModel_V1
interface preprocess all eventually required data.Calc_PossibleSunshineDuration_V1
Query the possible sunshine duration from a submodel that complies with theRadiationModel_V1
orRadiationModel_V4
interface.Calc_SunshineDuration_V1
Query the actual sunshine duration from a submodel that complies with theRadiationModel_V1
orRadiationModel_V4
interface.Calc_GlobalRadiation_V1
Query the global radiation from a submodel that complies with theRadiationModel_V1
orRadiationModel_V4
interface.Calc_QZH_V1
Calculate the inflow in mm.Update_LoggedSunshineDuration_V1
Log the sunshine duration values of the last 24 hours.Calc_DailySunshineDuration_V1
Calculate the sunshine duration sum of the last 24 hours.Update_LoggedPossibleSunshineDuration_V1
Log the sunshine duration values of the last 24 hours.Calc_DailyPossibleSunshineDuration_V1
Calculate the sunshine duration sum of the last 24 hours.Calc_NKor_V1
Adjust the given precipitation value according to LEG (2020).Calc_TKor_V1
Adjust the given air temperature value.Calc_WindSpeed2m_V1
Adjust the measured wind speed to a height of 2 meters above the ground according to LEG (2020).Calc_ReducedWindSpeed2m_V1
Calculate the landuse-use-specific wind speed at height of 2 meters according to LEG (2020) (based on LUBW (2006), LUWG (2015)).Calc_SaturationVapourPressure_V1
Calculate the saturation vapour pressure over arbitrary surfaces.Calc_ActualVapourPressure_V1
Calculate the actual vapour pressure.Calc_NBes_Inzp_V1
Calculate stand precipitation and update the interception storage accordingly.Calc_SNRatio_V1
Calculate the ratio of frozen to total precipitation according to LEG (2020).Calc_SBes_V1
Calculate the frozen part of stand precipitation.Calc_WATS_V1
Add the snow fall to the frozen water equivalent of the snow cover.Calc_WaDa_WAeS_V1
Add as much liquid precipitation to the snow cover as it is able to hold.Calc_WNied_ESnow_V1
Calculate the heat flux into the snow layer due to the amount of precipitation actually hold by the snow layer.Calc_TempS_V1
Calculate the average temperature of the snow layer.Update_TauS_V1
Calculate the dimensionless age of the snow layer according to LEG (2020) (based on LUBW (2006)).Calc_ActualAlbedo_V1
Calculate the current snow albedo according to LEG (2020), based on LUBW (2006).Calc_NetShortwaveRadiationSnow_V1
Calculate the net shortwave radiation for snow-surfaces.Calc_RLAtm_V1
Calculate the longwave radiation emitted from the atmosphere according to LEG (2020) (based on Thompson et al. (1981)).Calc_TZ_V1
Calculate the mean temperature in the top-layer of the soil according to LEG (2020) (based on LUBW (2006)).Calc_WG_V1
Calculate the soil heat flux.Update_ESnow_V1
Update the thermal energy content of the snow layer with regard to the energy fluxes from the soil and the atmosphere (except the one related to the heat content of precipitation). LEG (2020) based on LUBW (2006), modified.Calc_SchmPot_V2
Calculate the potential snow melt according to the heat content of the snow layer.Calc_Schm_WATS_V1
Calculate the actual amount of water melting within the snow layer.Calc_GefrPot_V1
Calculate the potential refreezing within the snow layer according to the thermal energy content of the snow layer.Calc_Gefr_WATS_V1
Calculate the actual amount of water melting within the snow layer.Calc_EvS_WAeS_WATS_V1
Calculate the evaporation from the snow layer, if any exists, and update the snow cover accordingly.Update_WaDa_WAeS_V1
Update the actual water release from and the liquid water content of the snow layer due to melting.Update_ESnow_V2
Update the thermal energy content of the snow layer regarding snow melt and refreezing.Calc_EvI_Inzp_V1
Let a submodel that follows theAETModel_V1
submodel interface calculate interception evaporation and adjust the amount of intercepted water.Calc_EvB_V1
Let a submodel that follows theAETModel_V1
submodel interface calculate soil evapotranspiration.Update_EBdn_V1
Update the thermal energy content of the upper soil layer according to LEG (2020).Calc_SFF_V1
Calculate the ratio between frozen water and total water within the top soil layer according to LEG (2020).Calc_FVG_V1
Calculate the degree of frost sealing of the soil according to LEG (2020).Calc_QKap_V1
Calculate the capillary rise.Calc_QBB_V1
Calculate the amount of base flow released from the soil.Calc_QIB1_V1
Calculate the first inflow component released from the soil.Calc_QIB2_V1
Calculate the second inflow component released from the soil.Calc_QDB_V1
Calculate direct runoff released from the soil.Update_QDB_V1
Update the direct runoff according to the degree of frost sealing.Calc_BoWa_V1
Update the soil moisture.Calc_QBGZ_V1
Aggregate the amount of base flow released by all “soil type” HRUs and the “net precipitation” above water areas of typeSEE
.Calc_QIGZ1_V1
Aggregate the amount of the first interflow component released by all HRUs.Calc_QIGZ2_V1
Aggregate the amount of the second interflow component released by all HRUs.Calc_QDGZ_V1
Aggregate the amount of total direct flow released by all HRUs.Calc_QBGA_SBG_QBGZ_QDGZ_V1
Update the base flow storage and calculate its outflow, taking possible “groundwater restrictions” into account.Calc_QIGA1_SIG1_V1
Update the storage of the first interflow component and calculate its outflow.Calc_QIGA2_SIG2_V1
Update the storage of the second interflow component and calculate its outflow.Calc_QDGZ1_QDGZ2_V1
Separate total direct flow into a slower and a faster component.Calc_QDGA1_SDG1_V1
Update the storage of the slow direct runoff component and calculate its outflow.Calc_QDGA2_SDG2_V1
Update the storage of the fast direct runoff component and calculate its outflow.Calc_QAH_V1
Calculate the final runoff in mm.Calc_QA_V1
Calculate the final runoff in m³/s.
- The following “outlet update methods” are called in the given sequence at the end of each simulation step:
Pass_QA_V1
Update the outlet link sequence.
- The following interface methods are available to main models using the defined model as a submodel:
Get_Temperature_V1
Get the selected zone’s current temperature.Get_MeanTemperature_V1
Get the basin’s current mean temperature.Get_Precipitation_V1
Get the current precipitation from the selected hydrological response unit.Get_InterceptedWater_V1
Get the selected response unit’s current amount of intercepted water.Get_SoilWater_V1
Get the selected response unit’s current soil water content.Get_SnowCover_V1
Get the selected response unit’s current snow cover degree.Get_SnowAlbedo_V1
Get the selected response unit’s current albedo as a fraction.
- The following “additional methods” might be called by one or more of the other methods or are meant to be directly called by the user:
Return_NetLongwaveRadiationSnow_V1
Calculate and return the net longwave radiation for snow-covered areas.Return_EnergyGainSnowSurface_V1
Calculate and return the net energy gain of the snow surface (:cite:t`ref-LARSIM` based on LUBW (2006), modified).Return_SaturationVapourPressure_V1
Calculate and return the saturation vapour pressure over an arbitrary surface for the given temperature according to LEG (2020) (based on Weischet and Endlicher (1983)).Return_NetRadiation_V1
Calculate and return the total net radiation.Return_WSensSnow_V1
Calculate and return the sensible heat flux of the snow surface according to LEG (2020).Return_WLatSnow_V1
Calculate and return the latent heat flux of the snow surface according to LEG (2020).Return_WSurf_V1
Calculate and return the snow surface heat flux according to LEG (2020) (based on LUBW (2006)).Return_TempS_V1
Calculate and return the average temperature of the snow layer according to LEG (2020).Return_WG_V1
Calculate and return the “dynamic” soil heat flux according to LEG (2020).Return_BackwardEulerError_V1
Calculate and return the “Backward Euler error” regarding the update ofESnow
due to the energy fluxesWG
andWSurf
(LEG (2020) based on LUBW (2006), modified).Return_ESnow_V1
Calculate and return the thermal energy content of the snow layer for the given bulk temperature according to LEG (2020).Return_TempSSurface_V1
Determine and return the snow surface temperature (LEG (2020) based on LUBW (2006), modified).Return_SG_V1
Return the new storage value after applying the analytical solution for the linear storage differential equation under the assumption of constant inflow.Calc_BoWa_Default_V1
Update the soil moisture and (if necessary) correct the fluxes to be added or subtracted.Calc_BoWa_SoilModel_V1
Apply a submodel following theSoilModel_V1
interface to include additional direct runoff and groundwater recharge components into the soil moisture update.Calc_EvI_Inzp_AETModel_V1
Let a submodel that follows theAETModel_V1
submodel interface calculate interception evaporation and adjust the amount of intercepted water.Calc_EvB_AETModel_V1
Let a submodel that follows theAETModel_V1
submodel interface calculate soil evapotranspiration.
- Users can hook submodels into the defined main model if they satisfy one of the following interfaces:
AETModel_V1
Interface for calculating interception evaporation, evapotranspiration from soils, evaporation from water areas in separate steps.SoilModel_V1
Soil submodel interface for calculating infiltration and percolation in multiple soil compartments.
- The following “submodels” might be called by one or more of the implemented methods or are meant to be directly called by the user:
PegasusESnow
Pegasus iterator for finding the correct snow energy content.PegasusTempSSurface
Pegasus iterator for finding the correct snow surface temperature.
- idx_hru¶
The hydrological response unit index.
- radiationmodel: SubmodelProperty¶
Required submodel that complies with one of the following interfaces: RadiationModel_V1 or RadiationModel_V4.
- aetmodel: modeltools.SubmodelProperty¶
Required submodel that complies with the following interface: AETModel_V1.
- soilmodel: modeltools.SubmodelProperty¶
Optional submodel that complies with the following interface: SoilModel_V1.
- check_waterbalance(initial_conditions: dict[str, dict[str, dict[str, float | ndarray[Any, dtype[float64]]]]]) → float[source]¶
Determine the water balance error of the previous simulation run in mm.
Method
check_waterbalance()
calculates the balance error as follows:\[\sum_{t=t0}^{t1} \Bigg( NKor_t + QZH_t - \bigg( \sum_{k=1}^{nhru} fhru^k \cdot \Big( EvI_t^k + EvS_t^k + EvB_t^k \Big) \bigg) - QAH_t \Bigg) + \sum_{k=1}^{nhru} fhru^k \cdot \bigg( \Big( Inzp_{t0}^k - Inzp_{t1}^k \Big) + \Big( WAeS_{t0}^{k} - WAeS_{t1}^{k} \Big) + \Big( BoWa_{t0}^{k} - BoWa_{t1}^{k} \Big) \bigg) - \bigg( \Big( SDG2_{t0} - SDG2_{t1} \Big) + \Big( SDG1_{t0} - SDG1_{t1} \Big) + \Big( SIG2_{t0} - SIG2_{t1} \Big) + \Big( SIG1_{t0} - SIG1_{t1} \Big) + \Big( SBG_{t0} - SBG_{t1} \Big) \bigg)\]The returned error should usually be in scale with numerical precision so that it does not affect the simulation results in any relevant manner. The only exception we are aware of is the “generation” of additional water when the base flow storage cannot meet the water demand required for the calculated capillary rise (see acre (capillary rise, water balance error)).
Pick the required initial conditions before starting the simulation run via property
conditions
. See the integration tests of the application modellland_knauf
for some examples.
- REUSABLE_METHODS: ClassVar[tuple[type[ReusableMethod], ...]] = ()¶
- cymodel: CyModelProtocol | None¶
- parameters: parametertools.Parameters¶
- sequences: sequencetools.Sequences¶
- masks: masktools.Masks¶
- class hydpy.models.lland_knauf.Masks[source]¶
Bases:
Masks
Masks applicable to
lland_knauf
.
- class hydpy.models.lland_knauf.AideSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
AideSequences
Aide sequences of model lland_knauf.
- class hydpy.models.lland_knauf.ControlParameters(master: Parameters, cls_fastaccess: type[FastAccessParameter] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
SubParameters
Control parameters of model lland_knauf.
- The following classes are selected:
FT()
Teileinzugsgebietsfläche (subbasin area) [km²].NHRU()
Anzahl der Hydrotope (number of hydrological response units) [-].Lnk()
Landnutzungsklasse (land use class) [-].FHRU()
Flächenanteile der Hydrotope (area percentages of the respective HRUs) [-].KG()
Niederschlagskorrekturfaktor (adjustment factor for precipitation) [-].KT()
Temperaturkorrektursummand (adjustment summand for air temperature) [°C].P1Strahl()
Konstante der Globalstrahlungsreduktion für Wald (constant for reducing the global radiation in forests) [-].P2Strahl()
Faktor der Globalstrahlungsreduktion für Wald (factor for reducing the global radiation in forests) [-].Albedo0Snow()
Albedo von Neuschnee (albedo of fresh snow) [-].SnowAgingFactor()
Wichtungsfaktor für die Sensitivität der Albedo für die Alterung des Schnees (weighting factor of albedo sensitivity for snow aging) [-].Turb0()
Parameter des Übergangskoeffizienten des turbulenten Wärmestroms (parameter of transition coefficient for turbulent heat flux) [W/m²/K].Turb1()
Parameter des Übergangskoeffizienten des turbulenten Wärmestroms (parameter of transition coefficient for turbulent heat flux) [J/m³/K].MeasuringHeightWindSpeed()
The height above ground of the wind speed measurements [m].P1Wind()
Konstante der Windgeschwindigkeitsreduktion für Wald (constant for reducing the wind speed in forests) [-].P2Wind()
Faktor der Windgeschwindigkeitsreduktion für Wald (factor for reducing the wind speed in forests) [-].LAI()
Blattflächenindex (leaf area index) [-].HInz()
Interzeptionskapazität bezogen auf die Blattoberfläche (interception capacity normalized to the leaf surface area) [mm].TRefN()
Niederschlagstemperaturgrenzwert des zur Berechnung des Wärmeeintrags durch Regen (precipitation temperature threshold to calculate heat flux caused by liquid precipitation on snow) [°C].TGr()
Temperaturgrenzwert flüssiger/fester Niederschlag (threshold temperature liquid/frozen precipitation) [°C].TSp()
Temperaturspanne flüssiger/fester Niederschlag (temperature range with mixed precipitation) [°C].PWMax()
Maximalverhältnis Gesamt- zu Trockenschnee (maximum ratio of the total and the frozen water equivalent stored in the snow cover) [-].RefreezeFlag()
Flag um wiedergefrieren zu aktivieren (flag to activate refreezing) [-].KTSchnee()
Effektive Wärmeleitfähigkeit der obersten Schneeschicht (effective thermal conductivity of the top snow layer) [W/m²/K].WG2Z()
Bodenwärmestrom in der Tiefe 2z (soil heat flux at depth 2z) [W/m²].WMax()
Maximaler Bodenwasserspeicher (maximum soil water storage) [mm].FK()
Feldkapazität / Mindestbodenfeuchte für die Interflowentstehung (field capacity / threshold value of soil moisture for interflow generation) [mm].PWP()
Permanenter Welkepunkt / Mindestbodenfeuchte für die Basisabflussentstehung (permanent wilting point threshold value of soil moisture for base flow generation) [mm].BSf()
Bodenfeuchte-Sättigungsfläche-Parameter (shape parameter for the relation between the avarage soil moisture and the relative saturated area of a subbasin) [-].FVF()
Frostversiegelungsfaktor zur Ermittelung des Frostversiegelungsgrades (frost sealing factor for determination of the degree of frost sealing FVG) [-].BSFF()
Exponent zur Ermittelung des Frostversieglungsgrades (frost sealing exponent for determination of degree of frost sealing FVG) [-].DMin()
Drainageindex des mittleren Bodenspeichers (flux rate for releasing interflow from the middle soil compartment) [mm/T].DMax()
Drainageindex des oberen Bodenspeichers (additional flux rate for releasing interflow from the upper soil compartment) [mm/T].Beta()
Drainageindex des tiefen Bodenspeichers (storage coefficient for releasing base flow from the lower soil compartment) [1/T].FBeta()
Faktor zur Erhöhung der Perkolation im Grobporenbereich (factor for increasing percolation under wet conditions) [-].KapMax()
Maximale kapillare Aufstiegsrate (maximum capillary rise) [mm/T].KapGrenz()
Grenzwerte für den kapillaren Aufstieg (threshold values related to the capillary rise) [mm].RBeta()
Boolscher Parameter der steuert, ob the Perkolation unterhalb der Feldkapazität auf Null reduziert wird (flag to indicate if seepage is reduced to zero below field capacity) [-].VolBMax()
Maximaler Inhalt des Gebietsspeichers für Basisabfluss (highest possible base flow storage) [mm].GSBMax()
Faktor zur Anpassung vonVolBMax
(factor for adjustingVolBMax
) [-].GSBGrad1()
Höchste Volumenzunahme des Gebietsspeichers für Basisabfluss ohne Begrenzung des Zuflusses (highest possible baseflow storage increase without inflow reductions) [mm/T].GSBGrad2()
Volumenzunahme des Gebietsspeichers für Basisabfluss, oberhalb der jeglicher Zufluss ausgeschlossen ist (highest possible baseflow storage increase) [mm/T].A1()
Parameter für die kontinuierliche Aufteilung der Direktabflusskomponenten (threshold value for the continuous seperation of direct runoff in a slow and a fast component) [mm/T]A2()
Parameter für die diskontinuierliche Aufteilung der Direktabflusskomponenten (threshold value for the discontinuous seperation of direct runoff in a slow and a fast component) [mm/T]TInd()
Fließzeitindex (factor related to the time of concentration) [T].EQB()
Kalibrierfaktor für die Basisabflusskonzentration (factor for adjusting the concentration time of baseflow). [-].EQI1()
Kalibrierfaktor für die “untere” Zwischenabflusskonzentration (factor for adjusting the concentration time of the first interflow component) [-].EQI2()
Kalibrierfaktor für die “obere” Zwischenabflusskonzentration (factor for adjusting the concentration time of the second interflow component) [-].EQD1()
Kalibrierfaktor für die langsamere Direktabflusskonzentration (factor for adjusting the concentration time of the slower component of direct runoff). [-].EQD2()
Kalibrierfaktor für die schnellere Direktabflusskonzentration (factor for adjusting the concentration time of the faster component of direct runoff). [-].NegQ()
Option: sind negative Abflüsse erlaubt (flag that indicated whether negative discharge values are allowed or not) [-].
- class hydpy.models.lland_knauf.DerivedParameters(master: Parameters, cls_fastaccess: type[FastAccessParameter] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
SubParameters
Derived parameters of model lland_knauf.
- The following classes are selected:
MOY()
References the “global” month of the year index array [-].Seconds()
The length of the actual simulation step size in seconds [s].NmbLogEntries()
The number of log entries required for a memory duration of 24 hours [-].AbsFHRU()
Flächen der Hydrotope (areas of the respective HRUs) [km²].KInz()
Interzeptionskapazität bezogen auf die Bodenoberfläche (interception capacity normalized to the soil surface area) [mm].HeatOfFusion()
Heat which is necessary to melt the frozen soil water content [WT].Fr()
Reduktionsfaktor für Strahlung according to LEG (2020) (basierend auf LUWG (2015)) (reduction factor for short- and long wave radiation) LEG (2020) (based on LUWG (2015)) [-].KB()
Konzentrationszeit des Basisabflusses (concentration time of the baseflow storage) [T].KI1()
Konzentrationszeit des “unteren” Zwischenabflusses (concentration time of the first interflow storage) [T].KI2()
Konzentrationszeit des “oberen” Zwischenabflusses” (concentration time of the second interflow storage) [T].KD1()
Konzentrationszeit des “langsamen” Direktabflusses (concentration time of the slow direct runoff storage) [T].KD2()
Konzentrationszeit des “schnellen” Direktabflusses (concentration time of the fast direct runoff storage) [T].QFactor()
Factor for converting mm/T to m³/s.
- class hydpy.models.lland_knauf.FactorSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
FactorSequences
Factor sequences of model lland_knauf.
- The following classes are selected:
PossibleSunshineDuration()
Astronomisch mögliche Sonnenscheindauer (astronomically possible sunshine duration) [h].SunshineDuration()
Sonnenscheindauer (sunshine duration) [h].
- class hydpy.models.lland_knauf.FixedParameters(master: Parameters, cls_fastaccess: type[FastAccessParameter] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
SubParameters
Fixed parameters of model lland_knauf.
- The following classes are selected:
CPWasser()
Spezifische Wärmekapazität von Wasser (specific heat capacity of water) [WT/kg/K].CPEis()
Spezifische Wärmekapazität von Eis bei 0 °C (specific heat capacity of ice at a temperature of 0 °C) [WT/kg/K].RSchmelz()
Spezifische Schmelzwärme von Wasser (specific melt heat of water) [WT/kg].Z()
Halbe Mächtigkeit der in der Temperaturmodellierung betrachteten Bodensäule (the half thickness of the surface soil layer relevant for modelling soil temperature) [m].BoWa2Z()
Bodenwassergehalt der Bodenschicht bis zu einer Tiefe 2z (soil water content of the soil layer down two a depth of 2z) [mm].LambdaG()
Wärmeleitfähigkeit des Bodens (thermal conductivity of the top soil layer) [W/m/K].Sigma()
Stefan-Boltzmann-Konstante (Stefan-Boltzmann constant) [W/m²/K].LWE()
Mittlere latente Verdunstungswärme für Wasser und Eis (average heat of condensation for water and ice) [WT/kg].PsyInv()
Kehrwert der Psychrometerkonstante über Schnee und Eis bei 0°C (inverse psychrometric constant for ice and snow at 0°C) [K/hPa].Z0()
Rauhigkeitslänge für Wiese (roughness length for short grass) [m].FrAtm()
Empirischer Faktor zur Berechnung der atmosphärischen Gegenstrahlung (empirical factor for the calculation of atmospheric radiation) [-]CG()
Volumetrische Wärmekapazität des Bodens (volumetric heat capacity of soil) [WT/m³/K].
- class hydpy.models.lland_knauf.FluxSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
FluxSequences
Flux sequences of model lland_knauf.
- The following classes are selected:
QZ()
Zufluss in das Teilgebiet (inflow into the subcatchment) [m³/s].QZH()
Abflussspende in das Teilgebiet (inflow into the subcatchment) [mm/T].DailySunshineDuration()
Daily sunshine duration [h].DailyPossibleSunshineDuration()
Astronomically possible daily sunshine duration [h].GlobalRadiation()
Globalstrahlung (global radiation) [W/m²].NKor()
Korrigierter Niederschlag (corrected precipitation) [mm/T].TKor()
Korrigierte Lufttemperatur (corrected air temperature) [°C].WindSpeed2m()
Wind speed at a height of 2 m above the ground for grass [m/s].ReducedWindSpeed2m()
Land-use-specific wind speed at a height of 2 m above the ground [m/s].SaturationVapourPressure()
Saturation vapour pressure [hPa].SaturationVapourPressureSnow()
Saturation vapour pressure snow [hPa].ActualVapourPressure()
Actual vapour pressure [hPa].TZ()
Bodentemperatur in der Tiefe z (soil temperature at depth z) [°C].WG()
“Dynamischer” Bodenwärmestrom (“dynamic” soil heat flux) [W/m²].NetShortwaveRadiationSnow()
Kurzwellige Netto-Strahlungsbilanz für Schneeoberflächen (net shortwave radiation for snow surfaces) [W/m²].NetLongwaveRadiationSnow()
Net longwave radiation for snow-surfaces [W/m²].NetRadiationSnow()
Total net radiation for snow-surfaces [W/m²].NBes()
Gesamter Bestandsniederschlag (total stand precipitation) [mm/T].SBes()
Schneeanteil Bestandsniederschlag (frozen stand precipitation) [mm/T].EvI()
Tatsächliche Verdunstung von Interzeptions- und permanenten Wasserflächen (actual evaporation from interception storages and water areas) [mm/T].EvB()
Tatsächliche Verdunstung von Bodenwasser (actual evaporation of soil water) [mm/T].EvS()
Tatsächliche Schneeverdunstung (actual evaporation of snow-water) [mm/T].WNied()
Niederschlagsbedingter Wärmestrom in die Schneedecke (heat flux into the snow layer due to precipitation) [W/m²].TempSSurface()
Schneetemperatur an der Schneeoberfläche (the snow temperature at the snow surface) [°C].ActualAlbedo()
Aktuelle Albedo der relevanten Oberfläche (the current albedo of the relevant surface) [-].SchmPot()
Potentielle Schneeschmelze (potential amount of water melting within the snow cover) [mm/T].Schm()
Tatsächliche Schneeschmelze (actual amount of water melting within the snow cover) [mm/T].GefrPot()
Potentielles Schnee-Wiedergefrieren (potential amount of water refreezing within the snow cover) [mm/T].Gefr()
Tatsächliche Schnee-Wiedergefrieren (actual amount of water refreezing within the snow cover) [mm/T].WLatSnow()
Latente Wärmestrom Schnee/Atmosphäre (latent heat flux between the snow-layer and the atmosphere) [W/m²].WSensSnow()
Fühlbare Wärmestrom Schnee/Atmosphäre (sensible heat flux between the snow-layer and the atmosphere) [W/m²].WSurf()
Wärmestrom von der Schneedecke zur Schneeoberfläche (heat flux from the snow layer to the snow surface) [W/m²].SFF()
Relativer Anteil des gefrorenen Bodenwassers bis zu einer Tiefe von 2z (relative proportion of frozen soil water) [-].FVG()
Frostversiegelungsgrad (degree of frost sealing) [-].WaDa()
Wasserdargebot (water reaching the soil routine) [mm/T].QDB()
Direktabfluss-Abgabe aus dem Bodenspeicher (direct runoff release from the soil storage) [mm/T].QIB1()
Erste Komponente der Interflow-Abgabe aus dem Bodenspeicher (first component of the interflow release from the soil storage) [mm/T].QIB2()
Zweite Komponente der Interflow-Abgabe aus dem Bodenspeicher (second component of the interflow release from the soil storage) [mm/T].QBB()
Basisabfluss-Abgabe aus dem Bodenspeicher (base flow release from the soil storage) [mm/T].QKap()
Kapillarer Aufstieg in den Bodenspeicher (capillary rise to soil storage) [mm/T].QDGZ()
Gesamtzufluss in beide Direktabfluss-Gebietsspeicher (total inflow to both direct runoff storages) [mm/T].QDGZ1()
Zufluss in den trägeren Direktabfluss-Gebietsspeicher (inflow to the slow direct runoff storage) [mm/T].QDGZ2()
Zufluss in den dynamischeren Direktabfluss-Gebietsspeicher (inflow to the fast direct runoff storage) [mm/T].QIGZ1()
“Zufluss in den ersten Zwischenabfluss-Gebietsspeicher (inflow to the first interflow storage) [mm/T].QIGZ2()
Zufluss in den zweiten Zwischenabfluss-Gebietsspeicher (inflow to the second interflow storage) [mm/T].QBGZ()
Zufluss in den Basisabfluss-Gebietsspeicher (inflow to the base flow storage) [mm/T].QDGA1()
Abfluss aus dem trägeren Direktabfluss-Gebietsspeicher (outflow from the slow direct runoff storage) [mm/T].QDGA2()
Abfluss aus dem dynamischeren Direktabfluss-Gebietsspeicher (outflow from the fast direct runoff storage) [mm/T].QIGA1()
Abfluss aus dem “unteren” Zwischenabfluss-Gebietsspeicher (outflow from the first interflow storage) [mm/T].QIGA2()
Abfluss aus dem “oberen” Zwischenabfluss-Gebietsspeicher (outflow from the second interflow storage) [mm/T].QBGA()
Abfluss aus dem Basisabfluss-Gebietsspeicher (outflow from the base flow storage) [mm/T].QAH()
Abflussspende des Teilgebiets (runoff at the catchment outlet) [mm/T].QA()
Abfluss des Teilgebiets (runoff at the catchment outlet) [m³/s].
- class hydpy.models.lland_knauf.InletSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
InletSequences
Inlet sequences of model lland_knauf.
- The following classes are selected:
Q()
Abfluss (runoff) [m³/s].
- class hydpy.models.lland_knauf.InputSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
InputSequences
Input sequences of model lland_knauf.
- The following classes are selected:
Nied()
Niederschlag (precipitation) [mm/T].TemL()
Lufttemperatur (air temperature) [°C].RelativeHumidity()
Relative humidity [%].WindSpeed()
Windgeschwindigkeit (wind speed) [m/s].
- class hydpy.models.lland_knauf.LogSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
LogSequences
Log sequences of model lland_knauf.
- The following classes are selected:
LoggedSunshineDuration()
Logged sunshine duration [h].LoggedPossibleSunshineDuration()
Logged astronomically possible sunshine duration [h].
- class hydpy.models.lland_knauf.OutletSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
OutletSequences
Outlet sequences of model lland_knauf.
- The following classes are selected:
Q()
Abfluss (runoff) [m³/s].
- class hydpy.models.lland_knauf.StateSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
StateSequences
State sequences of model lland_knauf.
- The following classes are selected:
Inzp()
Interzeptionsspeicherung (interception storage) [mm].WATS()
Wasseräquivalent Trockenschnee auf der Bodenoberfläche (frozen water equivalent of the snow cover) [mm].WAeS()
Wasseräquivalent Gesamtschnee auf der Bodenoberfläche (total water equivalent of the snow cover) [mm].ESnow()
Thermischer Energieinhalt der Schneedecke bezogen auf 0°C (thermal energy content of the snow layer with respect to 0°C) [WT/m²].TauS()
Dimensionsloses Alter der Schneedecke (dimensionless age of the snow layer) [-].EBdn()
Energiegehalt des Bodenwassers (energy content of the soil water) [WT/m²].BoWa()
Bodenwasserspeicherung (soil water storage) [mm].SDG1()
Träger Direktabfluss-Gebietsspeicher (slow direct runoff storage) [mm].SDG2()
Dynamischer Direktabfluss-Gebietsspeicher (fast direct runoff storage) [mm].SIG1()
Erster Zwischenabfluss-Gebietsspeicher (first interflow storage) [mm].SIG2()
Zweiter Zwischenabfluss-Gebietsspeicher (second interflow storage) [mm].SBG()
Basisabfluss-Gebietsspeicher (base flow storage) [mm].