HydPy-KinW-Williams-Ext (Williams routing based on an externally calculated volume-discharge relationship)¶
kinw_williams_ext is a computationally more efficient alternative to the
application model kinw_williams. The higher efficiency is due to not calculating
discharges based on channel geometries but preprocessed relationships between velocity
and storage, similar to the “V/Q-BEZIEHUNG EXTERN” option of LARSIM.
The “parameter” VG2FG describes this relationship. You can configure it using a
piecewise linear, a spline, or a neural network-based interpolation technique. See
modules anntools and ppolytools for further information. Principally, VG2FG can
fit any relationship provided by kinw_williams very accurately. However, high
accuracy might require a considerable number of polynomials or neurons. At least the
latter can come with a relevant performance cost.
For simple use cases, one can assign a single value to parameter VG2FG, either a
constant flow velocity or a constant delay time. kinw_williams_ext then works like
the often-applied linear storage cascade.
Integration tests¶
Note
When new to HydPy, consider reading section Integration Tests first.
main channel flow¶
The following integration test repeats the main channel flow
example of the documentation on application model kinw_williams. The spatial and
temporal settings are identical:
>>> from hydpy import ANN, pub, Nodes, Element
>>> pub.timegrids = "2000-01-01", "2000-01-05", "30m"
>>> from hydpy.models.kinw_williams_ext import *
>>> parameterstep("30m")
>>> nodes = Nodes("input1", "input2", "output")
>>> stream = Element("stream",
... inlets=["input1", "input2"],
... outlets="output")
>>> stream.model = model
We again divide a channel of 100 km into eight subsections:
>>> laen(100.0)
>>> gts(8)
>>> ek(1.0)
Next, we define a relatively small neural network of three neurons in a single hidden layer. This network roughly approximates the flow velocity calculated by the Gauckler-Manning-Strickler equation on the triple trapezoid profile defined in the main channel flow example:
>>> vg2fg(ANN(nmb_neurons=(3,),
... weights_input=[[1.239962, 8.434961, 0.116195]],
... weights_output=[[28.031913],
... [22.114402],
... [85.802384]],
... intercepts_hidden=[[4.346762, 4.553889, 4.197525]],
... intercepts_output=[-134.031566]))
In contrast to application model kinw_williams, kinw_williams_ext uses the stored
water volume (VG) as its state variable instead of the water stage (H). Hence, we
now must set VG to a value resulting in an initial outflow of 100 m³/s for the
defined parameterisation of VG2FG, which holds for 1.55884384 million m³:
>>> from hydpy.core.testtools import IntegrationTest
>>> IntegrationTest.plotting_options.activated = fluxes.qz, fluxes.qa
>>> test = IntegrationTest(stream, inits=[[states.vg, 1.55884384]])
Finally, we define two identical inflow time series:
>>> import numpy
>>> q_base = 100.0
>>> q_peak = 900.0
>>> t_peak = 24.0
>>> beta = 16.0
>>> ts = pub.timegrids.init.to_timepoints()
>>> nodes.input1.sequences.sim.series = q_base
>>> nodes.input2.sequences.sim.series = (
... (q_peak-q_base)*((ts/t_peak)*numpy.exp(1.0-ts/t_peak))**beta)
Our approximation of the velocity-storage relationship is far from perfect. Still, at
least in the range relevant to the selected event, it is sufficient to reproduce the
original results of application model kinw_williams with reasonable accuracy (for
example, peak flow is 659.6 m³/s instead of 659.0 m³/s):
>>> test("kinw_williams_ext_main_channel_flow")
Click to see the table
| date | qz | qza | qg | qa | vg | input1 | input2 | output |
-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2000-01-01 00:00:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 00:30:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 01:00:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 01:30:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 02:00:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 02:30:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 03:00:00 | 100.000003 | 100.000003 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.000003 | 100.0 |
| 2000-01-01 03:30:00 | 100.000029 | 100.000029 | 100.000003 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.000029 | 100.0 |
| 2000-01-01 04:00:00 | 100.000175 | 100.000175 | 100.000018 100.000001 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.000175 | 100.0 |
| 2000-01-01 04:30:00 | 100.000826 | 100.000826 | 100.000092 100.000005 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558845 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.000826 | 100.0 |
| 2000-01-01 05:00:00 | 100.003194 | 100.003194 | 100.000385 100.000027 100.000002 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558851 1.558845 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.003194 | 100.0 |
| 2000-01-01 05:30:00 | 100.010515 | 100.010515 | 100.001368 100.000114 100.00001 100.0 100.0 100.0 100.0 100.0 | 100.0 | 1.558867 1.558847 1.558844 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.010515 | 100.0 |
| 2000-01-01 06:00:00 | 100.030315 | 100.030315 | 100.004253 100.000409 100.000041 100.000003 100.0 100.0 100.0 100.0 | 100.0 | 1.558914 1.558854 1.558845 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.030315 | 100.0 |
| 2000-01-01 06:30:00 | 100.078179 | 100.078179 | 100.011801 100.001289 100.000142 100.000013 100.000001 100.0 100.0 100.0 | 100.0 | 1.559033 1.558873 1.558847 1.558844 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.078179 | 100.0 |
| 2000-01-01 07:00:00 | 100.183351 | 100.183351 | 100.029706 100.003636 100.000438 100.000046 100.000004 100.0 100.0 100.0 | 100.0 | 1.55931 1.55892 1.558853 1.558845 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.183351 | 100.0 |
| 2000-01-01 07:30:00 | 100.396214 | 100.396214 | 100.068748 100.009321 100.001225 100.000142 100.000015 100.000001 100.0 100.0 | 100.0 | 1.559899 1.559027 1.558867 1.558847 1.558844 1.558844 1.558844 1.558844 | 100.0 | 0.396214 | 100.0 |
| 2000-01-01 08:00:00 | 100.797305 | 100.797305 | 100.14783 100.021998 100.003135 100.0004 100.000047 100.000005 100.0 100.0 | 100.0 | 1.561068 1.559253 1.558901 1.558852 1.558845 1.558844 1.558844 1.558844 | 100.0 | 0.797305 | 100.0 |
| 2000-01-01 08:30:00 | 101.507032 | 101.507032 | 100.292531 100.053067 100.007959 100.00114 100.000147 100.000018 100.000002 100.0 | 100.0 | 1.563255 1.559684 1.558982 1.558864 1.558847 1.558844 1.558844 1.558844 | 100.0 | 1.507032 | 100.0 |
| 2000-01-01 09:00:00 | 102.694853 | 102.694853 | 100.558297 100.106354 100.017977 100.002789 100.000397 100.000052 100.000006 100.0 | 100.0 | 1.5671 1.560498 1.559141 1.558891 1.558851 1.558845 1.558844 1.558844 | 100.0 | 2.694853 | 100.0 |
| 2000-01-01 09:30:00 | 104.586356 | 104.586356 | 101.011409 100.203789 100.037257 100.006276 100.000971 100.000139 100.000018 100.000002 | 100.000002 | 1.573535 1.561951 1.559441 1.558947 1.55886 1.558846 1.558844 1.558844 | 100.0 | 4.586356 | 100.000002 |
| 2000-01-01 10:00:00 | 107.466641 | 107.466641 | 101.749277 100.373255 100.072814 100.013161 100.002196 100.000339 100.000048 100.000006 | 100.000006 | 1.583827 1.564428 1.559982 1.559054 1.55888 1.55885 1.558845 1.558844 | 100.0 | 7.466641 | 100.000006 |
| 2000-01-01 10:30:00 | 111.678559 | 111.678559 | 102.902216 100.655261 100.135609 100.02608 100.00465 100.00077 100.000118 100.000017 | 100.000017 | 1.599624 1.568473 1.560917 1.559252 1.558919 1.558857 1.558846 1.558844 | 100.0 | 11.678559 | 100.000017 |
| 2000-01-01 11:00:00 | 117.614836 | 117.614836 | 104.637747 101.106353 100.242075 100.049267 100.009325 100.001644 100.00027 100.000041 | 100.000041 | 1.622983 1.574829 1.562473 1.559599 1.558991 1.55887 1.558848 1.558845 | 100.0 | 17.614836 | 100.000041 |
| 2000-01-01 11:30:00 | 125.703736 | 125.703736 | 107.163523 101.802679 100.415946 100.089255 100.017844 100.003331 100.000582 100.000095 | 100.000095 | 1.656355 1.584479 1.564969 1.560187 1.559119 1.558897 1.558853 1.558845 | 100.0 | 25.703736 | 100.000095 |
| 2000-01-01 12:00:00 | 136.388647 | 136.388647 | 110.733575 102.834877 100.693193 100.156318 100.032933 100.006491 100.001199 100.000208 | 100.000208 | 1.702534 1.598696 1.568824 1.561153 1.559341 1.558944 1.558863 1.558847 | 100.0 | 36.388647 | 100.000208 |
| 2000-01-01 12:30:00 | 150.102726 | 150.102726 | 115.627854 104.344908 101.112372 100.263776 100.058339 100.012083 100.002349 100.00043 | 100.00043 | 1.764589 1.619006 1.574643 1.562681 1.559711 1.559027 1.55888 1.558851 | 100.0 | 50.102726 | 100.00043 |
| 2000-01-01 13:00:00 | 167.240349 | 167.240349 | 122.175668 106.480358 101.736264 100.431197 100.099904 100.021685 100.004423 100.00085 | 100.00085 | 1.845705 1.647257 1.583182 1.56503 1.560307 1.559168 1.558911 1.558857 | 100.0 | 67.240349 | 100.00085 |
| 2000-01-01 13:30:00 | 188.127569 | 188.127569 | 130.73097 109.428828 102.641036 100.68524 100.165913 100.03765 100.008034 100.001616 | 100.001616 | 1.949019 1.685601 1.5954 1.56855 1.561242 1.559399 1.558965 1.558869 | 100.0 | 88.127569 | 100.001616 |
| 2000-01-01 14:00:00 | 212.993962 | 212.993962 | 141.66535 113.411693 103.922771 101.061351 100.26797 100.063436 100.014129 100.002969 | 100.002969 | 2.077411 1.736458 1.61248 1.573701 1.56267 1.559767 1.559053 1.558889 | 100.0 | 112.993962 | 100.002969 |
| 2000-01-01 14:30:00 | 241.948195 | 241.948195 | 155.352505 118.684435 105.700382 101.605713 100.421953 100.103992 100.024124 100.005282 | 100.005282 | 2.233283 1.80246 1.635851 1.581071 1.564801 1.56034 1.559197 1.558923 | 100.0 | 141.948195 | 100.005282 |
| 2000-01-01 15:00:00 | 274.95935 | 274.95935 | 172.148372 125.535047 108.118489 102.377432 100.649135 100.166254 100.040094 100.009131 | 100.009131 | 2.418343 1.886364 1.667201 1.591405 1.567912 1.561209 1.559424 1.558978 | 100.0 | 174.95935 | 100.009131 |
| 2000-01-01 15:30:00 | 311.845554 | 311.845554 | 192.367474 134.279697 111.35004 103.450934 100.977501 100.259738 100.065008 100.015371 | 100.015371 | 2.633403 1.990922 1.708475 1.605623 1.572364 1.562501 1.559775 1.559068 | 100.0 | 211.845554 | 100.015371 |
| 2000-01-01 16:00:00 | 352.270855 | 352.270855 | 216.256433 145.254837 115.598358 104.91858 101.443272 100.397262 100.103026 100.025252 | 100.025252 | 2.878229 2.118725 1.761856 1.624847 1.57862 1.564384 1.560304 1.559208 | 100.0 | 252.270855 | 100.025252 |
| 2000-01-01 16:30:00 | 395.750601 | 395.750601 | 243.965962 158.804927 121.098138 106.893428 102.092653 100.595807 100.159871 100.040557 | 100.040557 | 3.151442 2.272015 1.829729 1.650415 1.587261 1.567078 1.561089 1.559422 | 100.0 | 295.750601 | 100.040557 |
| 2000-01-01 17:00:00 | 441.664962 | 441.664962 | 275.523282 175.265215 128.114703 109.512024 102.983828 100.877543 100.243287 100.063791 | 100.063791 | 3.450497 2.45248 1.914599 1.6839 1.599012 1.570869 1.562231 1.559746 | 100.0 | 341.664962 | 100.063791 |
| 2000-01-01 17:30:00 | 489.279607 | 489.279607 | 310.807842 194.939384 136.940667 112.937022 104.189189 101.271028 100.363593 100.098408 | 100.098408 | 3.771746 2.661043 2.018997 1.727107 1.614758 1.576122 1.563864 1.560223 | 100.0 | 389.279607 | 100.098408 |
| 2000-01-01 18:00:00 | 537.77215 | 537.77215 | 349.534319 218.072521 147.889035 117.359285 105.797802 101.812618 100.534351 100.149096 | 100.149096 | 4.110574 2.897674 2.145327 1.78206 1.635569 1.583295 1.566165 1.560916 | 100.0 | 437.77215 | 100.149096 |
| 2000-01-01 18:30:00 | 586.262607 | 586.262607 | 391.247075 244.820745 161.281779 122.998936 107.918017 102.548098 100.773168 100.222133 | 100.222133 | 4.461602 3.161241 2.295698 1.85097 1.662714 1.592961 1.56936 1.561908 | 100.0 | 486.262607 | 100.222133 |
| 2000-01-01 19:00:00 | 633.846018 | 633.846018 | 435.329014 275.220078 177.433195 130.104677 110.680117 103.534549 101.102651 100.325816 | 100.325816 | 4.818933 3.449437 2.471714 1.936161 1.697678 1.605823 1.573737 1.563307 | 100.0 | 533.846018 | 100.325816 |
| 2000-01-01 19:30:00 | 679.625318 | 679.625318 | 481.025177 309.158517 196.627779 138.950491 114.238755 104.842447 101.551533 100.470984 | 100.470984 | 5.176413 3.758797 2.674269 2.03998 1.74216 1.622736 1.579661 1.565252 | 100.0 | 579.625318 | 100.470984 |
| 2000-01-01 20:00:00 | 722.742733 | 722.742733 | 527.478493 346.356386 219.093192 149.828782 118.774826 106.557971 102.155997 100.671652 | 100.671652 | 5.527888 4.084817 2.903343 2.164656 1.798057 1.644727 1.587585 1.567923 | 100.0 | 622.742733 | 100.671652 |
| 2000-01-01 20:30:00 | 762.408181 | 762.408181 | 573.773003 386.359912 244.969897 163.039041 124.496246 108.785427 102.961212 100.945765 | 100.945765 | 5.867432 4.422161 3.157845 2.312131 1.867434 1.673006 1.598068 1.571551 | 100.0 | 662.408181 | 100.945765 |
| 2000-01-01 21:00:00 | 797.923464 | 797.923464 | 618.979214 428.551311 274.280394 178.871433 131.636952 111.649658 104.023081 101.316098 | 101.316098 | 6.189531 4.764931 3.435533 2.483868 1.952456 1.708983 1.611796 1.576424 | 100.0 | 697.923464 | 101.316098 |
| 2000-01-01 21:30:00 | 828.701418 | 828.701418 | 662.196831 472.175465 306.902285 197.585194 140.453315 115.298182 105.410201 101.811327 | 101.811327 | 6.48924 5.10697 3.733024 2.680638 2.055293 1.754263 1.629594 1.582902 | 100.0 | 728.701418 | 101.811327 |
| 2000-01-01 22:00:00 | 854.27953 | 854.27953 | 702.591552 516.379915 342.550258 219.382569 151.217076 119.902696 107.205986 102.467267 | 102.467267 | 6.762278 5.44215 4.045918 2.90234 2.177991 1.810629 1.652448 1.591431 | 100.0 | 754.27953 | 102.467267 |
| 2000-01-01 22:30:00 | 874.327871 | 874.327871 | 739.42409 560.262461 380.771715 244.380047 164.204062 125.659449 109.51086 103.328315 | 103.328315 | 7.005105 5.764641 4.369001 3.147845 2.322308 1.880009 1.681516 1.60256 | 100.0 | 774.327871 | 103.328315 |
| 2000-01-01 23:00:00 | 888.651531 | 888.651531 | 772.070913 602.919983 420.958879 272.579886 179.678204 132.787834 112.444375 104.449074 | 104.449074 | 7.21495 6.069113 4.696531 3.414927 2.489531 1.964411 1.718134 1.616952 | 100.0 | 788.651531 | 104.449074 |
| 2000-01-01 23:30:00 | 897.187983 | 897.187983 | 800.037069 643.492973 462.377061 303.846035 197.870929 141.526461 116.146994 105.896152 | 105.896152 | 7.389822 6.350892 5.02254 3.700283 2.680286 2.065832 1.763817 1.635403 | 100.0 | 797.187983 | 105.896152 |
| 2000-01-02 00:00:00 | 900.0 | 900.0 | 822.961967 681.202101 504.205473 337.889116 218.956796 152.125975 120.781196 107.750083 | 107.750083 | 7.52849 6.60606 5.341134 3.999653 2.894364 2.186127 1.820238 1.658859 | 100.0 | 800.0 | 107.750083 |
| 2000-01-02 00:30:00 | 897.264896 | 897.264896 | 840.619198 715.375098 545.584719 374.264602 243.027194 164.837986 126.531428 110.107267 | 110.107267 | 7.630452 6.8315 5.646756 4.308029 3.130592 2.326868 1.88919 1.688423 | 100.0 | 797.264896 | 110.107267 |
| 2000-01-02 01:00:00 | 889.260928 | 889.260928 | 852.911528 745.463856 585.664565 412.386421 270.064965 179.899816 133.602322 113.081773 | 113.081773 | 7.695881 7.024905 5.934395 4.61993 3.38677 2.489165 1.972525 1.72536 | 100.0 | 789.260928 | 113.081773 |
| 2000-01-02 01:30:00 | 876.351729 | 876.351729 | 859.862096 771.05272 623.646572 451.55528 299.923732 197.515292 142.214541 116.806768 | 116.806768 | 7.725563 7.184762 6.199726 4.929694 3.659707 2.6735 2.072066 1.771094 | 100.0 | 776.351729 | 116.806768 |
| 2000-01-02 02:00:00 | 858.969595 | 858.969595 | 861.602784 791.859454 658.818091 490.998108 332.316006 217.832503 152.597622 121.435246 | 121.435246 | 7.720823 7.3103 6.439201 5.23177 3.945335 2.87957 2.189489 1.827186 | 100.0 | 758.969595 | 121.435246 |
| 2000-01-02 02:30:00 | 837.5984 | 837.5984 | 858.360584 807.730499 690.576129 529.913036 366.81351 240.920309 164.979349 127.139606 | 127.139606 | 7.683451 7.401434 6.650078 5.520963 4.238914 3.106178 2.326183 1.895297 | 100.0 | 737.5984 | 127.139606 |
| 2000-01-02 03:00:00 | 812.756821 | 812.756821 | 850.4427 818.632034 718.441262 567.513969 402.861384 266.746261 179.5715 134.109601 | 134.109601 | 7.615616 7.458694 6.830422 5.792633 4.535289 3.351185 2.483097 1.977129 | 100.0 | 712.756821 | 134.109601 |
| 2000-01-02 03:30:00 | 784.982427 | 784.982427 | 838.221033 824.63813 742.062791 603.069789 439.805359 295.159229 196.552269 142.548086 | 142.548086 | 7.519787 7.483143 6.979057 6.04282 4.829165 3.611548 2.66059 2.074336 | 100.0 | 684.982427 | 142.548086 |
| 2000-01-02 04:00:00 | 754.817086 | 754.817086 | 822.116619 825.917051 761.216859 635.935043 476.928498 325.880215 216.046333 152.664069 | 152.664069 | 7.398648 7.476302 7.095518 6.268327 5.115376 3.883435 2.858291 2.188424 | 100.0 | 654.817086 | 152.664069 |
| 2000-01-02 04:30:00 | 722.79402 | 722.79402 | 802.584484 822.716551 775.799303 665.570835 513.492463 358.504151 238.104218 164.662718 | 164.662718 | 7.255025 7.440064 7.179969 6.466738 5.389117 4.162414 3.075011 2.320619 | 100.0 | 622.79402 | 164.662718 |
| 2000-01-02 05:00:00 | 689.426711 | 689.426711 | 780.099349 815.348805 785.814867 691.556216 548.778015 392.51387 262.683326 178.732267 | 178.732267 | 7.091814 7.376615 7.23313 6.636404 5.646118 4.44369 3.308706 2.471731 | 100.0 | 589.426711 | 178.732267 |
| 2000-01-02 05:30:00 | 655.199767 | 655.199767 | 755.142504 804.175519 791.364135 713.59131 582.120338 427.305293 289.633479 195.028194 | 195.028194 | 6.911917 7.288356 7.25619 6.776395 5.882766 4.722357 3.556515 2.64202 | 100.0 | 555.199767 | 195.028194 |
| 2000-01-02 06:00:00 | 620.561767 | 620.561767 | 728.190113 789.593612 792.62923 731.493904 612.936413 462.22077 318.689856 213.655587 | 213.655587 | 6.718186 7.17783 7.250726 6.886439 6.096169 4.993645 3.814871 2.831082 | 100.0 | 520.561767 | 213.655587 |
| 2000-01-02 06:30:00 | 585.920022 | 585.920022 | 699.703124 772.021823 789.859105 745.191254 640.743319 496.586173 349.47558 234.651199 | 234.651199 | 6.513377 7.047656 7.218619 6.966841 6.284176 5.253128 4.07967 3.037766 | 100.0 | 485.920022 | 234.651199 |
| 2000-01-02 07:00:00 | 551.63713 | 551.63713 | 670.118898 751.888476 783.355029 754.708727 665.167782 529.747118 381.514824 257.967254 | 257.967254 | 6.300109 6.900471 7.161979 7.018404 6.445349 5.496885 4.346488 3.260152 | 100.0 | 451.63713 | 257.967254 |
| 2000-01-02 07:30:00 | 518.029154 | 518.029154 | 639.844569 729.620617 773.456694 760.156583 685.948122 561.100487 414.255526 283.459407 | 283.459407 | 6.080842 6.738874 7.083075 7.042344 6.578925 5.721611 4.610809 3.495585 | 100.0 | 418.029154 | 283.459407 |
| 2000-01-02 08:00:00 | 485.365238 | 485.365238 | 609.25213 705.634639 760.529283 761.715949 702.93022 590.118789 447.099063 310.881225 | 310.881225 | 5.857845 6.565385 6.984264 7.040208 6.684739 5.924671 4.868244 3.740777 | 100.0 | 385.365238 | 310.881225 |
| 2000-01-02 08:30:00 | 453.86844 | 453.86844 | 578.675133 680.328486 744.951719 759.624741 716.059181 616.366358 479.433118 339.887012 | 339.887012 | 5.633193 6.382409 6.867942 7.013797 6.763157 6.104118 5.114724 3.99196 | 100.0 | 353.86844 | 339.887012 |
| 2000-01-02 09:00:00 | 423.717566 | 423.717566 | 548.406885 654.075428 727.106256 754.164088 725.368177 639.507639 510.663785 370.043632 | 370.043632 | 5.408752 6.192206 6.736487 6.965093 6.81499 6.258667 5.346643 4.245076 | 100.0 | 323.717566 | 370.043632 |
| 2000-01-02 09:30:00 | 395.049792 | 395.049792 | 518.699969 627.219399 707.369506 745.645648 730.965768 659.3086 540.243594 400.850548 | 400.850548 | 5.186182 5.996871 6.592217 6.896196 6.841413 6.38765 5.56096 4.495984 | 100.0 | 295.049792 | 400.850548 |
| 2000-01-02 10:00:00 | 367.963873 | 367.963873 | 489.766896 600.071791 686.10495 734.400062 733.022639 675.63271 567.693258 431.765823 | 431.765823 | 4.966937 5.798322 6.437357 6.809265 6.843893 6.490952 5.755251 4.740653 | 100.0 | 267.963873 | 431.765823 |
| 2000-01-02 10:30:00 | 342.523746 | 342.523746 | 461.781702 572.909602 663.65692 720.766718 731.758504 688.433014 592.616225 462.234965 | 462.234965 | 4.752272 5.598292 6.274012 6.706467 6.824108 6.568938 5.927721 4.975339 | 100.0 | 242.523746 | 462.234965 |
| 2000-01-02 11:00:00 | 318.762374 | 318.762374 | 434.88227 545.974774 640.346006 705.084895 727.429661 697.741696 614.706184 491.719226 | 491.719226 | 4.543256 5.398325 6.104144 6.589937 6.783887 6.622376 6.077185 5.196716 | 100.0 | 218.762374 | 491.719226 |
| 2000-01-02 11:30:00 | 296.68568 | 296.68568 | 409.17319 519.474552 616.465811 687.686335 720.317551 703.6583 633.748393 519.720506 | 519.720506 | 4.340779 5.199783 5.929559 6.46174 6.725151 6.652363 6.203023 5.401966 | 100.0 | 196.68568 | 519.720506 |
| 2000-01-02 12:00:00 | 276.276442 | 276.276442 | 384.728983 493.582697 592.280918 668.889199 710.718513 706.337514 649.616085 545.800893 | 545.800893 | 4.145564 5.003846 5.751903 6.323845 6.649858 6.660249 6.305122 5.588833 | 100.0 | 176.276442 | 545.800893 |
| 2000-01-02 12:30:00 | 257.498082 | 257.498082 | 361.597505 468.441348 568.025952 648.993375 698.934862 705.977203 662.263324 569.595951 | 569.595951 | 3.958185 4.811527 5.57265 6.178104 6.559963 6.647573 6.383807 5.755635 | 100.0 | 157.498082 | 569.595951 |
| 2000-01-02 13:00:00 | 240.298231 | 240.298231 | 339.803408 444.163374 543.905564 628.277032 685.267309 702.807133 671.715555 590.8218 | 590.8218 | 3.779076 4.623679 5.393114 6.026235 6.457381 6.616001 6.439772 5.901243 | 100.0 | 140.298231 | 590.8218 |
| 2000-01-02 13:30:00 | 224.612057 | 224.612057 | 319.351526 420.83505 520.095186 606.994308 670.00872 697.07871 678.058935 609.27667 | 609.27667 | 3.608545 4.441009 5.214446 5.869817 6.343955 6.567275 6.474007 6.025051 | 100.0 | 124.612057 | 609.27667 |
| 2000-01-02 14:00:00 | 210.365288 | 210.365288 | 300.230105 398.518902 496.742394 585.374006 653.439156 689.055889 681.429271 624.837999 | 624.837999 | 3.446788 4.264089 5.037644 5.71028 6.221438 6.503165 6.487735 6.126916 | 100.0 | 110.365288 | 624.837999 |
| 2000-01-02 14:30:00 | 197.47692 | 197.47692 | 282.413797 377.256607 473.968718 563.619158 635.8221 679.007339 682.00121 637.456265 | 637.456265 | 3.293902 4.093372 4.863562 5.548909 6.091472 6.425431 6.482346 6.207097 | 100.0 | 97.47692 | 637.456265 |
| 2000-01-02 15:00:00 | 185.861607 | 185.861607 | 265.866382 357.071846 451.87177 541.907306 617.401768 667.199871 679.978087 647.146667 | 647.146667 | 3.149893 3.929202 4.692922 5.386845 5.955582 6.335795 6.459345 6.266193 | 100.0 | 85.861607 | 647.146667 |
| 2000-01-02 15:30:00 | 175.431719 | 175.431719 | 250.543194 337.97302 430.527549 520.391358 598.401377 653.893091 675.582723 653.97964 | 653.97964 | 3.014693 3.771829 4.526324 5.22509 5.815164 6.23591 6.420304 6.305079 | 100.0 | 75.431719 | 653.97964 |
| 2000-01-02 16:00:00 | 166.099094 | 166.099094 | 236.393232 319.955782 409.992823 499.200889 579.02225 639.335207 669.049316 658.070968 | 658.070968 | 2.888163 3.621416 4.364257 5.064516 5.671486 6.127346 6.366819 6.32484 | 100.0 | 66.099094 | 658.070968 |
| 2000-01-02 16:30:00 | 157.776495 | 157.776495 | 223.36099 303.005344 390.30751 478.443755 559.443613 623.759871 660.616492 659.572083 | 659.572083 | 2.770111 3.478056 4.207113 4.90587 5.525686 6.011577 6.300477 6.32672 | 100.0 | 57.776495 | 659.572083 |
| 2000-01-02 17:00:00 | 150.378786 | 150.378786 | 211.387993 287.098534 371.496959 458.207914 539.822958 607.383977 650.521508 658.660951 | 658.660951 | 2.660295 3.341777 4.055196 4.749791 5.378779 5.889967 6.222829 6.312069 | 100.0 | 50.378786 | 658.660951 |
| 2000-01-02 17:30:00 | 143.823868 | 143.823868 | 200.41409 272.205611 353.574115 438.563353 520.296859 590.406264 638.995561 655.533798 | 655.533798 | 2.558432 3.212552 3.908733 4.59681 5.231659 5.76377 6.135368 6.2823 | 100.0 | 43.823868 | 655.533798 |
| 2000-01-02 18:00:00 | 138.033385 | 138.033385 | 190.378515 258.291822 336.54151 419.564054 500.982115 573.006618 626.260122 650.397829 | 650.397829 | 2.464211 3.090309 3.767883 4.447369 5.085106 5.634126 6.039512 6.238852 | 100.0 | 38.033385 | 650.397829 |
| 2000-01-02 18:30:00 | 132.933235 | 132.933235 | 181.220755 245.31874 320.393064 401.249918 481.977127 555.345948 612.5242 643.464982 | 643.464982 | 2.377293 2.974932 3.63275 4.301827 4.939797 5.502062 5.936591 6.183159 | 100.0 | 32.933235 | 643.464982 |
| 2000-01-02 19:00:00 | 128.453911 | 128.453911 | 172.881245 233.245383 305.115691 383.648617 463.363427 537.56653 597.982415 634.94673 | 634.94673 | 2.297324 2.866277 3.503383 4.160468 4.796311 5.368497 5.827843 6.116623 | 100.0 | 28.453911 | 634.94673 |
| 2000-01-02 19:30:00 | 124.530701 | 124.530701 | 165.301919 222.029144 290.690716 366.777327 445.20727 519.792707 582.813793 625.049865 | 625.049865 | 2.223936 2.764168 3.379792 4.023512 4.655137 5.234243 5.714405 6.040598 | 100.0 | 24.530701 | 625.049865 |
| 2000-01-02 20:00:00 | 121.103761 | 121.103761 | 158.426638 211.626557 277.095087 350.644326 427.561251 502.131851 567.181142 613.973202 | 613.973202 | 2.156755 2.668408 3.261949 3.891123 4.516686 5.100016 5.597316 5.956372 | 100.0 | 21.103761 | 613.973202 |
| 2000-01-02 20:30:00 | 118.118088 | 118.118088 | 152.201509 201.993919 264.302426 335.250442 410.465881 484.675518 551.230925 601.905101 | 601.905101 | 2.095405 2.578781 3.149794 3.763417 4.381298 4.966439 5.477516 5.865159 | 100.0 | 18.118088 | 601.905101 |
| 2000-01-02 21:00:00 | 115.523427 | 115.523427 | 146.575121 193.08779 252.283908 320.590349 393.951099 467.500708 535.093525 589.021722 | 589.021722 | 2.039512 2.495059 3.043241 3.640465 4.249249 4.834049 5.355849 5.768088 | 100.0 | 15.523427 | 589.021722 |
| 2000-01-02 21:30:00 | 113.274094 | 113.274094 | 141.498703 184.865393 241.009002 306.653708 378.03769 450.671194 518.883809 575.485889 | 575.485889 | 1.988707 2.416999 2.942182 3.522305 4.120758 4.703309 5.233066 5.666204 | 100.0 | 13.274094 | 575.485889 |
| 2000-01-02 22:00:00 | 111.328777 | 111.328777 | 136.931582 177.282448 230.446236 293.42563 362.737602 434.237135 502.699133 561.442327 | 561.442327 | 1.942622 2.344367 2.846487 3.408942 3.995996 4.57461 5.109835 5.560466 | 100.0 | 11.328777 | 561.442327 |
| 2000-01-02 22:30:00 | 109.650285 | 109.650285 | 132.818341 170.305024 220.562782 280.889849 348.05936 418.243615 486.63201 547.034861 | 547.034861 | 1.90092 2.276891 2.756023 3.300353 3.875091 4.448278 4.986736 5.451741 | 100.0 | 9.650285 | 547.034861 |
| 2000-01-02 23:00:00 | 108.205287 | 108.205287 | 129.125588 163.88916 211.326986 269.025621 334.002398 402.720414 470.752624 532.379332 | 532.379332 | 1.863263 2.214317 2.670635 3.196496 3.758133 4.324586 4.864278 5.340813 | 100.0 | 8.205287 | 532.379332 |
| 2000-01-02 23:30:00 | 106.964036 | 106.964036 | 125.815526 157.997352 202.706435 257.811249 320.5628 387.691316 455.12297 517.583018 | 517.583018 | 1.829331 2.156389 2.590159 3.097307 3.64518 4.203754 4.742901 5.228385 | 100.0 | 6.964036 | 517.583018 |
| 2000-01-03 00:00:00 | 105.900084 | 105.900084 | 122.853046 152.593683 194.669169 247.223711 307.732865 373.173038 439.794513 502.740304 | 502.740304 | 1.798815 2.102856 2.514423 3.002709 3.536264 4.085962 4.622982 5.115083 | 100.0 | 5.900084 | 502.740304 |
| 2000-01-03 00:30:00 | 104.99001 | 104.99001 | 120.205642 147.643885 187.183874 237.239109 295.50183 359.176231 424.809277 487.933446 | 487.933446 | 1.771427 2.053467 2.443251 2.912609 3.431391 3.971348 4.504843 5.001459 | 100.0 | 4.99001 | 487.933446 |
| 2000-01-03 01:00:00 | 104.213141 | 104.213141 | 117.843303 143.115384 180.220023 227.833035 283.856497 345.706389 410.200895 473.233432 | 473.233432 | 1.746893 2.007978 2.376463 2.826906 3.330549 3.860018 4.388753 4.888001 | 100.0 | 4.213141 | 473.233432 |
| 2000-01-03 01:30:00 | 103.551298 | 103.551298 | 115.7384 138.977311 173.747997 218.980862 272.781764 332.764657 395.995608 458.700884 | 458.700884 | 1.724956 1.966148 2.313875 2.745487 3.233707 3.752049 4.274937 4.775131 | 100.0 | 3.551298 | 458.700884 |
| 2000-01-03 02:00:00 | 102.988541 | 102.988541 | 113.865564 135.200498 167.739162 210.657986 262.26109 320.348553 382.21319 444.386989 | 444.386989 | 1.705377 1.927745 2.255306 2.668233 3.140821 3.647492 4.16358 4.663218 | 100.0 | 2.988541 | 444.386989 |
| 2000-01-03 02:30:00 | 102.51094 | 102.51094 | 112.201555 131.757456 162.165936 202.840014 252.276877 308.452599 368.867801 430.334414 | 430.334414 | 1.687934 1.892544 2.200571 2.59502 3.051835 3.546375 4.054833 4.552578 | 100.0 | 2.51094 | 430.334414 |
| 2000-01-03 03:00:00 | 102.106358 | 102.106358 | 110.725137 128.622341 157.001828 195.502914 242.810787 297.06887 355.968776 416.578194 | 416.578194 | 1.672421 1.860329 2.149488 2.525718 2.966681 3.448711 3.948813 4.443481 | 100.0 | 2.106358 | 416.578194 |
| 2000-01-03 03:30:00 | 101.764251 | 101.764251 | 109.416949 125.770909 152.221466 188.623133 233.844017 286.187477 343.521319 403.146587 | 403.146587 | 1.658646 1.830892 2.101877 2.460195 2.885283 3.354493 3.845612 4.336156 | 100.0 | 1.764251 | 403.146587 |
| 2000-01-03 04:00:00 | 101.47548 | 101.47548 | 108.259376 123.180465 147.800604 182.177689 225.357513 275.796973 331.527136 390.061867 | 390.061867 | 1.646435 1.804034 2.05756 2.398316 2.80756 3.263702 3.745298 4.230793 | 100.0 | 1.47548 | 390.061867 |
| 2000-01-03 04:30:00 | 101.232151 | 101.232151 | 107.236426 120.829804 143.716129 176.144239 217.332154 265.884704 319.984996 377.341064 | 377.341064 | 1.635627 1.779566 2.016365 2.339945 2.733421 3.176307 3.647918 4.127552 | 100.0 | 1.232151 | 377.341064 |
| 2000-01-03 05:00:00 | 101.027458 | 101.027458 | 106.333612 118.69915 139.946049 170.501131 209.748894 256.437108 308.891218 364.996647 | 364.996647 | 1.626076 1.757308 1.97812 2.284946 2.662775 3.092268 3.5535 4.026563 | 100.0 | 1.027458 | 364.996647 |
| 2000-01-03 05:30:00 | 100.855551 | 100.855551 | 105.537835 116.770091 136.469478 165.22744 202.58888 247.439959 298.240106 353.03714 | 353.03714 | 1.617648 1.73709 1.942662 2.233182 2.595525 3.011536 3.46206 3.927928 | 100.0 | 0.855551 | 353.03714 |
| 2000-01-03 06:00:00 | 100.711411 | 100.711411 | 104.837276 115.025514 133.266615 160.302993 195.833548 238.878583 288.024317 341.467679 | 341.467679 | 1.610221 1.718751 1.909828 2.184516 2.53157 2.934055 3.373598 3.83173 | 100.0 | 0.711411 | 341.467679 |
| 2000-01-03 06:30:00 | 100.590745 | 100.590745 | 104.221291 113.449542 130.318719 155.708383 189.464693 230.738029 278.235189 330.290513 | 330.290513 | 1.603686 1.70214 1.879463 2.138815 2.470808 2.859763 3.288103 3.73803 | 100.0 | 0.590745 | 330.290513 |
| 2000-01-03 07:00:00 | 100.489885 | 100.489885 | 103.680313 112.027462 127.608077 151.424977 183.46453 223.003209 268.863015 319.505446 | 319.505446 | 1.597943 1.687115 1.851418 2.095945 2.413137 2.788594 3.205555 3.646874 | 100.0 | 0.489885 | 319.505446 |
| 2000-01-03 07:30:00 | 100.405708 | 100.405708 | 103.205759 110.745665 125.117972 147.434915 177.815731 215.659022 259.897279 309.110228 | 309.110228 | 1.592903 1.673544 1.825548 2.055774 2.358452 2.720476 3.125926 3.558291 | 100.0 | 0.405708 | 309.110228 |
| 2000-01-03 08:00:00 | 100.33556 | 100.33556 | 102.789944 109.591581 122.832648 143.721106 172.501467 208.690444 251.326858 299.100901 | 299.100901 | 1.588485 1.661301 1.801714 2.018175 2.306647 2.655336 3.049181 3.472297 | 100.0 | 0.33556 | 299.100901 |
| 2000-01-03 08:30:00 | 100.277186 | 100.277186 | 102.425997 108.553618 120.737276 140.267221 167.505421 202.082613 243.140192 289.472097 | 289.472097 | 1.584618 1.650271 1.779783 1.983021 2.257618 2.593097 2.975277 3.3889 | 100.0 | 0.277186 | 289.472097 |
| 2000-01-03 09:00:00 | 100.228681 | 100.228681 | 102.107789 107.621101 118.817914 137.057675 162.811811 195.82088 235.325421 280.217297 | 280.217297 | 1.581235 1.640347 1.759629 1.950189 2.211261 2.53368 2.904169 3.308095 | 100.0 | 0.228681 | 280.217297 |
| 2000-01-03 09:30:00 | 100.188431 | 100.188431 | 101.82986 106.784214 117.061471 134.077616 158.4054 189.890869 227.87051 271.329059 | 271.329059 | 1.578281 1.631429 1.74113 1.91956 2.167471 2.477006 2.835805 3.229869 | 100.0 | 0.188431 | 271.329059 |
| 2000-01-03 10:00:00 | 100.155078 | 100.155078 | 101.587356 106.033945 115.455672 131.312906 154.271494 184.27851 220.763343 262.799209 | 262.799209 | 1.575703 1.623425 1.724171 1.891017 2.126145 2.422994 2.770133 3.154205 | 100.0 | 0.155078 | 262.799209 |
| 2000-01-03 10:30:00 | 100.127477 | 100.127477 | 101.375968 105.362033 113.989017 128.750102 150.39595 178.970069 213.991805 254.619005 | 254.619005 | 1.573455 1.61625 1.708642 1.864447 2.087183 2.37156 2.707094 3.081076 | 100.0 | 0.127477 | 254.619005 |
| 2000-01-03 11:00:00 | 100.104666 | 100.104666 | 101.191877 104.760916 112.650745 126.376433 146.76517 173.952172 207.543849 246.779281 | 246.779281 | 1.571498 1.609826 1.694441 1.839741 2.050483 2.322624 2.646629 3.010452 | 100.0 | 0.104666 | 246.779281 |
| 2000-01-03 11:30:00 | 100.085838 | 100.085838 | 101.031704 104.223682 111.430803 124.179782 143.366096 169.21182 201.407548 239.27056 | 239.27056 | 1.569796 1.60408 1.681468 1.816793 2.015948 2.276101 2.588676 2.942299 | 100.0 | 0.085838 | 239.27056 |
| 2000-01-03 12:00:00 | 100.070317 | 100.070317 | 100.892464 103.744024 110.319805 122.148665 140.186203 164.736399 195.571143 232.083161 | 232.083161 | 1.568316 1.598948 1.669631 1.795501 1.98348 2.231911 2.533174 2.876577 | 100.0 | 0.070317 | 232.083161 |
| 2000-01-03 12:30:00 | 100.057539 | 100.057539 | 100.771524 103.316193 109.309 120.272201 137.213488 160.513692 190.023071 225.207278 | 225.207278 | 1.567031 1.594367 1.658844 1.775767 1.952986 2.189971 2.480057 2.813245 | 100.0 | 0.057539 | 225.207278 |
| 2000-01-03 13:00:00 | 100.047032 | 100.047032 | 100.666565 102.934958 108.390239 118.540099 134.436462 156.531877 184.752001 218.633051 | 218.633051 | 1.565916 1.590284 1.649025 1.757497 1.924372 2.150199 2.429261 2.752259 | 100.0 | 0.047032 | 218.633051 |
| 2000-01-03 13:30:00 | 100.038402 | 100.038402 | 100.575546 102.595568 107.555943 116.94263 131.844135 152.779532 179.746846 212.350625 | 212.350625 | 1.564949 1.586648 1.640096 1.740601 1.89755 2.112515 2.380719 2.693573 | 100.0 | 0.038402 | 212.350625 |
| 2000-01-03 14:00:00 | 100.031322 | 100.031322 | 100.496676 102.293712 106.799073 115.470606 129.426006 149.245632 174.996788 206.350197 | 206.350197 | 1.564111 1.583413 1.631986 1.724993 1.87243 2.07684 2.334367 2.637136 | 100.0 | 0.031322 | 206.350197 |
| 2000-01-03 14:30:00 | 100.025521 | 100.025521 | 100.428384 102.025483 106.113095 114.115357 127.172047 145.919549 170.491285 200.622056 | 200.622056 | 1.563386 1.580539 1.624629 1.710589 1.848928 2.043094 2.290138 2.582901 | 100.0 | 0.025521 | 200.622056 |
| 2000-01-03 15:00:00 | 100.020773 | 100.020773 | 100.36929 101.787348 105.491957 112.868711 125.072694 142.791042 166.220079 195.156613 | 195.156613 | 1.562759 1.577986 1.61796 1.69731 1.826961 2.011201 2.247966 2.530815 | 100.0 | 0.020773 | 195.156613 |
| 2000-01-03 15:30:00 | 100.016892 | 100.016892 | 100.318192 101.576115 104.930057 111.722973 123.118825 139.850256 162.173207 189.944431 | 189.944431 | 1.562216 1.575722 1.611923 1.685083 1.806448 1.981085 2.207785 2.480827 | 100.0 | 0.016892 | 189.944431 |
| 2000-01-03 16:00:00 | 100.013722 | 100.013722 | 100.274034 101.388906 104.422218 110.670903 121.301755 137.087714 158.340999 184.976241 | 184.976241 | 1.561748 1.573715 1.606463 1.673836 1.787313 1.95267 2.169529 2.432884 | 100.0 | 0.013722 | 184.976241 |
| 2000-01-03 16:30:00 | 100.011136 | 100.011136 | 100.235899 101.223125 103.96366 109.705697 119.613215 134.494309 154.714083 180.242959 | 180.242959 | 1.561343 1.571938 1.60153 1.6635 1.769479 1.925884 2.133133 2.386932 | 100.0 | 0.011136 | 180.242959 |
| 2000-01-03 17:00:00 | 100.009028 | 100.009028 | 100.202983 101.07644 103.549977 108.820964 118.045341 132.061295 151.28338 175.735701 | 175.735701 | 1.560994 1.570366 1.597078 1.654012 1.752875 1.900655 2.098533 2.342918 | 100.0 | 0.009028 | 175.735701 |
| 2000-01-03 17:30:00 | 100.007313 | 100.007313 | 100.174589 100.946753 103.177114 108.010712 116.590657 129.780282 148.040111 171.44579 | 171.44579 | 1.560693 1.568976 1.593063 1.645312 1.737431 1.876914 2.065666 2.300787 | 100.0 | 0.007313 | 171.44579 |
| 2000-01-03 18:00:00 | 100.005918 | 100.005918 | 100.150108 100.832183 102.841339 107.269326 115.242066 127.643222 144.975785 167.364764 | 167.364764 | 1.560433 1.567748 1.589447 1.637341 1.723081 1.854592 2.034467 2.260487 | 100.0 | 0.005918 | 167.364764 |
| 2000-01-03 18:30:00 | 100.004785 | 100.004785 | 100.129012 100.731044 102.539229 106.591551 113.992831 125.642405 142.082202 163.484382 | 163.484382 | 1.56021 1.566665 1.586192 1.630047 1.709758 1.833623 2.004875 2.221963 | 100.0 | 0.004785 | 163.484382 |
| 2000-01-03 19:00:00 | 100.003865 | 100.003865 | 100.110842 100.641827 102.267641 105.972471 112.836567 123.770445 139.351446 159.796624 | 159.796624 | 1.560017 1.565709 1.583266 1.623378 1.697403 1.813942 1.97683 2.185162 | 100.0 | 0.003865 | 159.796624 |
| 2000-01-03 19:30:00 | 100.003119 | 100.003119 | 100.095198 100.563181 102.023699 105.4075 111.767222 122.020274 136.77588 156.293694 | 156.293694 | 1.559851 1.564866 1.580637 1.617287 1.685955 1.795486 1.95027 2.15003 | 100.0 | 0.003119 | 156.293694 |
| 2000-01-03 20:00:00 | 100.002515 | 100.002515 | 100.081737 100.493903 101.804772 104.892356 110.779068 120.385133 134.348141 152.968024 | 152.968024 | 1.559709 1.564125 1.578277 1.61173 1.675359 1.778195 1.925136 2.116514 | 100.0 | 0.002515 | 152.968024 |
| 2000-01-03 20:30:00 | 100.002026 | 100.002026 | 100.070158 100.432918 101.608455 104.423051 109.866689 118.858558 132.061137 149.812268 | 149.812268 | 1.559586 1.563472 1.576161 1.606664 1.665561 1.76201 1.901372 2.084562 | 100.0 | 0.002026 | 149.812268 |
| 2000-01-03 21:00:00 | 100.001631 | 100.001631 | 100.060202 100.379267 101.432555 103.995873 109.024965 117.434376 129.908037 146.819302 | 146.819302 | 1.559481 1.562897 1.574265 1.60205 1.656508 1.746873 1.878919 2.054122 | 100.0 | 0.001631 | 146.819302 |
| 2000-01-03 21:30:00 | 100.001312 | 100.001312 | 100.051645 100.332099 101.275073 103.607371 108.249065 116.106696 127.882268 143.982224 | 143.982224 | 1.55939 1.562392 1.572568 1.597851 1.648153 1.732729 1.857723 2.025142 | 100.0 | 0.001312 | 143.982224 |
| 2000-01-03 22:00:00 | 100.001054 | 100.001054 | 100.044292 100.290656 101.134189 103.254342 107.534428 114.869893 125.977506 141.294352 | 141.294352 | 1.559312 1.561949 1.57105 1.594035 1.640449 1.719526 1.837729 1.997571 | 100.0 | 0.001054 | 141.294352 |
| 2000-01-03 22:30:00 | 100.000846 | 100.000846 | 100.037977 100.254265 101.008251 102.933815 106.876761 113.718609 124.187672 138.749214 | 138.749214 | 1.559245 1.56156 1.569693 1.590569 1.633352 1.70721 1.818885 1.971361 | 100.0 | 0.000846 | 138.749214 |
| 2000-01-03 23:00:00 | 100.000679 | 100.000679 | 100.032555 100.222328 100.895755 102.643038 106.272021 112.647736 122.506926 136.340555 | 136.340555 | 1.559188 1.561218 1.56848 1.587424 1.62682 1.695734 1.801138 1.94646 | 100.0 | 0.000679 | 136.340555 |
| 2000-01-03 23:30:00 | 100.000544 | 100.000544 | 100.027901 100.194315 100.795341 102.379465 105.716404 111.652413 120.929659 134.062324 | 134.062324 | 1.559139 1.560919 1.567398 1.584573 1.620813 1.685049 1.784439 1.922821 | 100.0 | 0.000544 | 134.062324 |
| 2000-01-04 00:00:00 | 100.000436 | 100.000436 | 100.023908 100.169759 100.705775 102.140744 105.206339 110.728017 119.450486 131.908675 | 131.908675 | 1.559097 1.560656 1.566434 1.58199 1.615295 1.67511 1.768739 1.900397 | 100.0 | 0.000436 | 131.908675 |
| 2000-01-04 00:30:00 | 100.000349 | 100.000349 | 100.020482 100.148244 100.625941 101.924704 104.738473 109.87015 118.064242 129.873963 | 129.873963 | 1.55906 1.560426 1.565574 1.579652 1.61023 1.665873 1.75399 1.879139 | 100.0 | 0.000349 | 129.873963 |
| 2000-01-04 01:00:00 | 100.000279 | 100.000279 | 100.017544 100.129403 100.554829 101.729343 104.309664 109.074637 116.765976 127.952736 | 127.952736 | 1.559029 1.560225 1.564808 1.577538 1.605586 1.657296 1.740145 1.859003 | 100.0 | 0.000279 | 127.952736 |
| 2000-01-04 01:30:00 | 100.000223 | 100.000223 | 100.015024 100.112911 100.49153 101.552819 103.916969 108.337517 115.550941 126.139735 | 126.139735 | 1.559003 1.560048 1.564127 1.575627 1.60133 1.649339 1.727161 1.839943 | 100.0 | 0.000223 | 126.139735 |
| 2000-01-04 02:00:00 | 100.000178 | 100.000178 | 100.012865 100.098484 100.435222 101.393437 103.557636 107.655031 114.414595 124.429887 | 124.429887 | 1.55898 1.559894 1.56352 1.573903 1.597435 1.641964 1.714994 1.821916 | 100.0 | 0.000178 | 124.429887 |
| 2000-01-04 02:30:00 | 100.000142 | 100.000142 | 100.011014 100.085868 100.385164 101.24964 103.229092 107.023622 113.352587 122.818299 | 122.818299 | 1.55896 1.55976 1.562982 1.572347 1.593872 1.635134 1.703602 1.804877 | 100.0 | 0.000142 | 122.818299 |
| 2000-01-04 03:00:00 | 100.000113 | 100.000113 | 100.009428 100.074841 100.340691 101.120002 102.928937 106.439919 112.360758 121.300261 | 121.300261 | 1.558943 1.559642 1.562503 1.570944 1.590616 1.628814 1.692944 1.788786 | 100.0 | 0.000113 | 121.300261 |
| 2000-01-04 03:30:00 | 100.00009 | 100.00009 | 100.008069 100.065207 100.301204 101.003211 102.654933 105.900737 111.435132 119.871231 | 119.871231 | 1.558929 1.559539 1.562078 1.56968 1.587643 1.622971 1.682982 1.773601 | 100.0 | 0.00009 | 119.871231 |
| 2000-01-04 04:00:00 | 100.000072 | 100.000072 | 100.006906 100.056794 100.266164 100.898072 102.404995 105.403066 110.571911 118.526839 | 118.526839 | 1.558917 1.559449 1.561701 1.568543 1.58493 1.617575 1.673678 1.759282 | 100.0 | 0.000072 | 118.526839 |
| 2000-01-04 04:30:00 | 100.000057 | 100.000057 | 100.005909 100.049449 100.235089 100.803486 102.177186 104.944066 109.767469 117.26288 | 117.26288 | 1.558906 1.559371 1.561367 1.56752 1.582457 1.612595 1.664996 1.745791 | 100.0 | 0.000057 | 117.26288 |
| 2000-01-04 05:00:00 | 100.000046 | 100.000046 | 100.005056 100.043041 100.207546 100.718455 101.969704 104.521059 109.01835 116.07531 | 116.07531 | 1.558897 1.559303 1.561071 1.5666 1.580205 1.608002 1.656901 1.733088 | 100.0 | 0.000046 | 116.07531 |
| 2000-01-04 05:30:00 | 100.000036 | 100.000036 | 100.004325 100.037451 100.183146 100.642064 101.780877 104.131522 108.321257 114.960239 | 114.960239 | 1.55889 1.559243 1.560809 1.565774 1.578155 1.603771 1.649359 1.721138 | 100.0 | 0.000036 | 114.960239 |
| 2000-01-04 06:00:00 | 100.000029 | 100.000029 | 100.0037 100.032578 100.161544 100.573482 101.609156 103.77308 107.673052 113.913933 | 113.913933 | 1.558883 1.559191 1.560577 1.565033 1.576291 1.599876 1.64234 1.709904 | 100.0 | 0.000029 | 113.913933 |
| 2000-01-04 06:30:00 | 100.000023 | 100.000023 | 100.003165 100.02833 100.142427 100.51195 101.453105 103.443504 107.070751 112.932804 | 112.932804 | 1.558877 1.559146 1.560371 1.564367 1.574597 1.596293 1.63581 1.699353 | 100.0 | 0.000023 | 112.932804 |
| 2000-01-04 07:00:00 | 100.000018 | 100.000018 | 100.002706 100.024629 100.12552 100.456778 101.311399 103.140697 106.511512 112.01341 | 112.01341 | 1.558872 1.559106 1.56019 1.563771 1.573059 1.593 1.629743 1.689449 | 100.0 | 0.000018 | 112.01341 |
| 2000-01-04 07:30:00 | 100.000014 | 100.000014 | 100.002315 100.021405 100.110574 100.407342 101.182809 102.862695 105.992641 111.152449 | 111.152449 | 1.558868 1.559072 1.560029 1.563237 1.571663 1.589977 1.624109 1.680162 | 100.0 | 0.000014 | 111.152449 |
| 2000-01-04 08:00:00 | 100.000011 | 100.000011 | 100.001979 100.018599 100.097368 100.363071 101.066204 102.607656 105.511577 110.346758 | 110.346758 | 1.558865 1.559042 1.559888 1.562759 1.570397 1.587202 1.618882 1.671458 | 100.0 | 0.000011 | 110.346758 |
| 2000-01-04 08:30:00 | 100.000009 | 100.000009 | 100.001692 100.016156 100.085705 100.32345 100.96054 102.373857 105.065894 109.593305 | 109.593305 | 1.558862 1.559016 1.559762 1.562331 1.56925 1.584658 1.614036 1.663309 | 100.0 | 0.000009 | 109.593305 |
| 2000-01-04 09:00:00 | 100.000007 | 100.000007 | 100.001447 100.01403 100.07541 100.288011 100.864857 102.159685 104.653293 108.88919 | 108.88919 | 1.558859 1.558993 1.559652 1.561948 1.568212 1.582327 1.609548 1.655684 | 100.0 | 0.000007 | 108.88919 |
| 2000-01-04 09:30:00 | 100.000006 | 100.000006 | 100.001237 100.012181 100.066326 100.256333 100.77827 101.963637 104.271598 108.231638 | 108.231638 | 1.558857 1.558973 1.559554 1.561606 1.567273 1.580194 1.605394 1.648556 | 100.0 | 0.000006 | 108.231638 |
| 2000-01-04 10:00:00 | 100.000004 | 100.000004 | 100.001058 100.010573 100.058315 100.228031 100.699966 101.784307 103.918752 107.617998 | 107.617998 | 1.558855 1.558956 1.559468 1.561301 1.566423 1.578242 1.601552 1.641898 | 100.0 | 0.000004 | 107.617998 |
| 2000-01-04 10:30:00 | 100.000004 | 100.000004 | 100.000904 100.009175 100.051253 100.202759 100.6292 101.620386 103.592812 107.045735 | 107.045735 | 1.558853 1.558941 1.559393 1.561028 1.565656 1.576458 1.598001 1.635682 | 100.0 | 0.000004 | 107.045735 |
| 2000-01-04 11:00:00 | 100.000003 | 100.000003 | 100.000773 100.00796 100.045031 100.180207 100.565286 101.470657 103.291944 106.512435 | 106.512435 | 1.558852 1.558929 1.559326 1.560785 1.564962 1.574828 1.594723 1.629885 | 100.0 | 0.000003 | 106.512435 |
| 2000-01-04 11:30:00 | 100.000002 | 100.000002 | 100.000661 100.006905 100.03955 100.160092 100.507597 101.333985 103.01442 106.015792 | 106.015792 | 1.558851 1.558917 1.559267 1.560568 1.564337 1.573341 1.591698 1.624483 | 100.0 | 0.000002 | 106.015792 |
| 2000-01-04 12:00:00 | 100.000002 | 100.000002 | 100.000565 100.005988 100.034724 100.14216 100.455561 101.209318 102.758612 105.553611 | 105.553611 | 1.55885 1.558908 1.559216 1.560374 1.563773 1.571984 1.588909 1.619452 | 100.0 | 0.000002 | 105.553611 |
| 2000-01-04 12:30:00 | 100.000001 | 100.000001 | 100.000483 100.005191 100.030477 100.126182 100.408651 101.09568 102.522989 105.123802 | 105.123802 | 1.558849 1.558899 1.55917 1.560202 1.563264 1.570747 1.58634 1.614771 | 100.0 | 0.000001 | 105.123802 |
| 2000-01-04 13:00:00 | 100.000001 | 100.000001 | 100.000413 100.0045 100.026741 100.111953 100.366388 100.992163 102.306111 104.724379 | 104.724379 | 1.558848 1.558892 1.55913 1.560049 1.562806 1.569621 1.583975 1.610418 | 100.0 | 0.000001 | 104.724379 |
| 2000-01-04 13:30:00 | 100.000001 | 100.000001 | 100.000353 100.0039 100.023455 100.099287 100.328334 100.897928 102.106627 104.353453 | 104.353453 | 1.558848 1.558885 1.559095 1.559912 1.562394 1.568595 1.581799 1.606373 | 100.0 | 0.000001 | 104.353453 |
| 2000-01-04 14:00:00 | 100.000001 | 100.000001 | 100.000301 100.003379 100.020567 100.088019 100.29409 100.812201 101.92327 104.009231 | 104.009231 | 1.558847 1.55888 1.559064 1.559791 1.562023 1.567663 1.5798 1.602619 | 100.0 | 0.000001 | 104.009231 |
| 2000-01-04 14:30:00 | 100.000001 | 100.000001 | 100.000258 100.002928 100.018028 100.077998 100.263292 100.734262 101.754852 103.690014 | 103.690014 | 1.558847 1.558875 1.559037 1.559683 1.56169 1.566815 1.577962 1.599135 | 100.0 | 0.000001 | 103.690014 |
| 2000-01-04 15:00:00 | 100.0 | 100.0 | 100.00022 100.002536 100.015799 100.069091 100.235609 100.66345 101.600261 103.39419 | 103.39419 | 1.558846 1.558871 1.559013 1.559587 1.56139 1.566045 1.576276 1.595906 | 100.0 | 0.0 | 103.39419 |
| 2000-01-04 15:30:00 | 100.0 | 100.0 | 100.000188 100.002196 100.013841 100.061178 100.21074 100.599153 101.458459 103.120235 | 103.120235 | 1.558846 1.558867 1.558992 1.559502 1.561121 1.565346 1.574729 1.592915 | 100.0 | 0.0 | 103.120235 |
| 2000-01-04 16:00:00 | 100.0 | 100.0 | 100.000161 100.001901 100.012122 100.054151 100.18841 100.540807 101.328474 102.866707 | 102.866707 | 1.558846 1.558864 1.558973 1.559426 1.560879 1.564712 1.573312 1.590146 | 100.0 | 0.0 | 102.866707 |
| 2000-01-04 16:30:00 | 100.0 | 100.0 | 100.000137 100.001646 100.010614 100.047913 100.168371 100.487895 101.2094 102.632243 | 102.632243 | 1.558845 1.558861 1.558957 1.559359 1.560662 1.564136 1.572013 1.587585 | 100.0 | 0.0 | 102.632243 |
| 2000-01-04 17:00:00 | 100.0 | 100.0 | 100.000117 100.001425 100.00929 100.042378 100.150397 100.439938 101.100394 102.415557 | 102.415557 | 1.558845 1.558859 1.558943 1.559299 1.560468 1.563615 1.570824 1.585218 | 100.0 | 0.0 | 102.415557 |
| 2000-01-04 17:30:00 | 100.0 | 100.0 | 100.0001 100.001228 100.008105 100.037372 100.13399 100.395783 100.999192 102.212798 | 102.212798 | 1.558845 1.558857 1.558931 1.559246 1.560294 1.563144 1.569738 1.583033 | 100.0 | 0.0 | 102.212798 |
| 2000-01-04 18:00:00 | 100.0 | 100.0 | 100.000085 100.001064 100.007093 100.033042 100.119612 100.356587 100.908247 102.028461 | 102.028461 | 1.558845 1.558855 1.55892 1.5592 1.560138 1.562717 1.568745 1.581017 | 100.0 | 0.0 | 102.028461 |
| 2000-01-04 18:30:00 | 100.0 | 100.0 | 100.000073 100.000921 100.006207 100.029203 100.106732 100.32112 100.825148 101.858441 | 101.858441 | 1.558845 1.558854 1.55891 1.559158 1.559998 1.562332 1.567838 1.579157 | 100.0 | 0.0 | 101.858441 |
| 2000-01-04 19:00:00 | 100.0 | 100.0 | 100.000062 100.000797 100.00543 100.025803 100.095201 100.289046 100.749263 101.701729 | 101.701729 | 1.558845 1.558852 1.558902 1.559122 1.559874 1.561983 1.567009 1.577443 | 100.0 | 0.0 | 101.701729 |
| 2000-01-04 19:30:00 | 100.0 | 100.0 | 100.000053 100.00069 100.004749 100.02279 100.084882 100.260056 100.680009 101.557378 | 101.557378 | 1.558844 1.558851 1.558895 1.559089 1.559762 1.561667 1.566253 1.575863 | 100.0 | 0.0 | 101.557378 |
| 2000-01-04 20:00:00 | 100.0 | 100.0 | 100.000046 100.000597 100.004152 100.020123 100.075652 100.233868 100.616844 101.424498 | 101.424498 | 1.558844 1.55885 1.558888 1.559061 1.559662 1.561383 1.565564 1.57441 | 100.0 | 0.0 | 101.424498 |
| 2000-01-04 20:30:00 | 100.0 | 100.0 | 100.000039 100.000516 100.00363 100.017763 100.0674 100.210223 100.559268 101.302255 | 101.302255 | 1.558844 1.558849 1.558883 1.559035 1.559572 1.561125 1.564936 1.573072 | 100.0 | 0.0 | 101.302255 |
| 2000-01-04 21:00:00 | 100.0 | 100.0 | 100.000033 100.000446 100.003172 100.015675 100.060025 100.188885 100.506816 101.18987 | 101.18987 | 1.558844 1.558849 1.558878 1.559013 1.559493 1.560894 1.564364 1.571843 | 100.0 | 0.0 | 101.18987 |
| 2000-01-04 21:30:00 | 100.0 | 100.0 | 100.000029 100.000386 100.002772 100.013828 100.053437 100.16964 100.459061 101.086612 | 101.086612 | 1.558844 1.558848 1.558874 1.558993 1.559421 1.560684 1.563843 1.570713 | 100.0 | 0.0 | 101.086612 |
| 2000-01-04 22:00:00 | 100.0 | 100.0 | 100.000024 100.000334 100.002421 100.012195 100.047555 100.152291 100.415606 100.991798 | 100.991798 | 1.558844 1.558847 1.55887 1.558975 1.559358 1.560496 1.563369 1.569676 | 100.0 | 0.0 | 100.991798 |
| 2000-01-04 22:30:00 | 100.0 | 100.0 | 100.000021 100.000289 100.002115 100.010751 100.042305 100.136658 100.376086 100.90479 | 100.90479 | 1.558844 1.558847 1.558866 1.55896 1.559301 1.560326 1.562938 1.568724 | 100.0 | 0.0 | 100.90479 |
| 2000-01-04 23:00:00 | 100.0 | 100.0 | 100.000018 100.00025 100.001847 100.009476 100.037622 100.12258 100.340165 100.824996 | 100.824996 | 1.558844 1.558847 1.558864 1.558946 1.55925 1.560173 1.562546 1.567852 | 100.0 | 0.0 | 100.824996 |
| 2000-01-04 23:30:00 | 100.0 | 100.0 | 100.000015 100.000216 100.001612 100.00835 100.033445 100.109907 100.307534 100.75186 | 100.75186 | 1.558844 1.558846 1.558861 1.558934 1.559205 1.560035 1.56219 1.567052 | 100.0 | 0.0 | 100.75186 |
Click to see the graphlinear storage cascade¶
This example shows using kinw_williams_ext like a simple linear storage cascade.
Therefore, you must assign a constant flow velocity to parameter VG2FG via the
keyword argument velocity in m/s. Alternatively, you can define the number of hours
it takes for a flood wave to travel through the whole channel via the keyword argument
timedelay.
When defining a constant flow velocity, be aware that this is also the wave celerity due to the assumed linearity. Hence, we set a velocity of 1.5 m/s, which is higher than the average flow velocity in the main channel flow example but leads to comparable results.
Note that, even when used as a linear storage cascade, kinw_williams_ext still relies
on the numerical integration of its differential equations. Hence, it is
computationally less efficient than Unit Hydrograph based approaches like those
implemented in application model arma_rimorido, especially for short channels and
high numbers of channel subsections. On the other hand, kinw_williams_ext only
requires the actual water volume stored in the subsections to describe its current
state, which is more concise and understandable than the logged values of
arma_rimorido and can simplify the coupling with data assimilation approaches.
>>> vg2fg(velocity=1.5)
>>> test.inits.vg = 0.83333333
>>> test("kinw_williams_ext_linear_storage_cascade")
Click to see the table
| date | qz | qza | qg | qa | vg | input1 | input2 | output |
-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
| 2000-01-01 00:00:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 00:30:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 01:00:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 01:30:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 02:00:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 02:30:00 | 100.0 | 100.0 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.0 | 100.0 |
| 2000-01-01 03:00:00 | 100.000003 | 100.000003 | 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.000003 | 100.0 |
| 2000-01-01 03:30:00 | 100.000029 | 100.000029 | 100.000004 100.0 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.000029 | 100.0 |
| 2000-01-01 04:00:00 | 100.000175 | 100.000175 | 100.000024 100.000001 100.0 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833334 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.000175 | 100.0 |
| 2000-01-01 04:30:00 | 100.000826 | 100.000826 | 100.000124 100.000009 100.000001 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.833335 0.833334 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.000826 | 100.0 |
| 2000-01-01 05:00:00 | 100.003194 | 100.003194 | 100.000515 100.000048 100.000005 100.0 100.0 100.0 100.0 100.0 | 100.0 | 0.83334 0.833334 0.833333 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.003194 | 100.0 |
| 2000-01-01 05:30:00 | 100.010515 | 100.010515 | 100.001822 100.0002 100.000024 100.000002 100.0 100.0 100.0 100.0 | 100.0 | 0.833355 0.833337 0.833334 0.833333 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.010515 | 100.0 |
| 2000-01-01 06:00:00 | 100.030315 | 100.030315 | 100.005635 100.000715 100.000096 100.00001 100.000001 100.0 100.0 100.0 | 100.0 | 0.8334 0.833346 0.833335 0.833334 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.030315 | 100.0 |
| 2000-01-01 06:30:00 | 100.078179 | 100.078179 | 100.01556 100.002239 100.00033 100.000041 100.000005 100.0 100.0 100.0 | 100.0 | 0.833513 0.83337 0.833338 0.833334 0.833333 0.833333 0.833333 0.833333 | 100.0 | 0.078179 | 100.0 |
| 2000-01-01 07:00:00 | 100.183351 | 100.183351 | 100.038983 100.006266 100.001009 100.000141 100.000018 100.000002 100.0 100.0 | 100.0 | 0.833772 0.833429 0.833348 0.833336 0.833334 0.833333 0.833333 0.833333 | 100.0 | 0.183351 | 100.0 |
| 2000-01-01 07:30:00 | 100.396214 | 100.396214 | 100.089788 100.015938 100.002785 100.000431 100.000062 100.000008 100.000001 100.0 | 100.0 | 0.834324 0.833562 0.833371 0.83334 0.833334 0.833333 0.833333 0.833333 | 100.0 | 0.396214 | 100.0 |
| 2000-01-01 08:00:00 | 100.797305 | 100.797305 | 100.192145 100.037315 100.007042 100.001191 100.000188 100.000027 100.000003 100.0 | 100.0 | 0.835413 0.833841 0.833426 0.83335 0.833336 0.833334 0.833333 0.833333 | 100.0 | 0.797305 | 100.0 |
| 2000-01-01 08:30:00 | 101.507032 | 101.507032 | 100.375615 100.089574 100.017567 100.003341 100.000575 100.000093 100.000013 100.000002 | 100.000002 | 0.83745 0.834356 0.833556 0.833376 0.833341 0.833335 0.833334 0.833333 | 100.0 | 1.507032 | 100.000002 |
| 2000-01-01 09:00:00 | 102.694853 | 102.694853 | 100.714556 100.176996 100.039174 100.008024 100.001518 100.000266 100.000043 100.000006 | 100.000006 | 0.841014 0.835323 0.833804 0.833432 0.833353 0.833337 0.833334 0.833333 | 100.0 | 2.694853 | 100.000006 |
| 2000-01-01 09:30:00 | 104.586356 | 104.586356 | 101.289004 100.335724 100.08002 100.017733 100.003636 100.000691 100.000122 100.00002 | 100.00002 | 0.84695 0.837039 0.834264 0.833544 0.833378 0.833342 0.833335 0.833334 | 100.0 | 4.586356 | 100.00002 |
| 2000-01-01 10:00:00 | 107.466641 | 107.466641 | 102.218524 100.609237 100.154291 100.036546 100.008049 100.00165 100.000315 100.000056 | 100.000056 | 0.856396 0.839936 0.835083 0.833756 0.833429 0.833354 0.833337 0.833334 | 100.0 | 7.466641 | 100.000056 |
| 2000-01-01 10:30:00 | 111.678559 | 111.678559 | 103.660639 101.059555 100.283661 100.071218 100.016703 100.00366 100.00075 100.000144 | 100.000144 | 0.870828 0.844618 0.836479 0.834139 0.833528 0.833377 0.833343 0.833335 | 100.0 | 11.678559 | 100.000144 |
| 2000-01-01 11:00:00 | 117.614836 | 117.614836 | 105.813892 101.771348 100.499864 100.132369 100.032843 100.00764 100.001668 100.000342 | 100.000342 | 0.89207 0.851894 0.838768 0.8348 0.833707 0.833423 0.833353 0.833338 | 100.0 | 17.614836 | 100.000342 |
| 2000-01-01 11:30:00 | 125.703736 | 125.703736 | 108.92596 102.84193 100.851971 100.236874 100.061977 100.015247 100.003529 100.000769 | 100.000769 | 0.92227 0.862846 0.84235 0.835907 0.834022 0.833507 0.833374 0.833343 | 100.0 | 25.703736 | 100.000769 |
| 2000-01-01 12:00:00 | 136.388647 | 136.388647 | 113.260597 104.437529 101.38979 100.406727 100.111755 100.028911 100.007053 100.001624 | 100.001624 | 0.963901 0.878727 0.847836 0.837677 0.834553 0.833656 0.833414 0.833352 | 100.0 | 36.388647 | 100.001624 |
| 2000-01-01 12:30:00 | 150.102726 | 150.102726 | 119.133712 106.714761 102.198745 100.673903 100.194045 100.052635 100.013481 100.003265 | 100.003265 | 1.019645 0.901081 0.855965 0.840421 0.835416 0.83391 0.833484 0.833371 | 100.0 | 50.102726 | 100.003265 |
| 2000-01-01 13:00:00 | 167.240349 | 167.240349 | 126.874578 109.872987 103.378186 101.081817 100.325609 100.092374 100.024763 100.006284 | 100.006284 | 1.092303 0.931684 0.867655 0.844555 0.836777 0.83433 0.833606 0.833404 | 100.0 | 67.240349 | 100.006284 |
| 2000-01-01 13:30:00 | 188.127569 | 188.127569 | 136.818241 114.137648 105.049585 101.686963 100.529675 100.15681 100.043891 100.011639 | 100.011639 | 1.18466 0.972509 0.884014 0.850608 0.838861 0.835001 0.833809 0.833462 | 100.0 | 88.127569 | 100.011639 |
| 2000-01-01 14:00:00 | 212.993962 | 212.993962 | 149.288289 119.754624 107.356776 102.560717 100.837402 100.258225 100.075307 100.02082 | 100.02082 | 1.29933 1.02567 0.90633 0.85924 0.841963 0.836044 0.834138 0.83356 | 100.0 | 112.993962 | 100.02082 |
| 2000-01-01 14:30:00 | 241.948195 | 241.948195 | 164.577878 126.982151 110.464805 103.790694 101.28938 100.413493 100.125425 100.036079 | 100.036079 | 1.438597 1.093342 0.936061 0.871254 0.846465 0.83762 0.834657 0.833721 | 100.0 | 141.948195 | 100.036079 |
| 2000-01-01 15:00:00 | 274.95935 | 274.95935 | 182.930279 136.080545 114.557212 105.481472 101.937036 100.645164 100.20324 100.060726 | 100.060726 | 1.604249 1.177672 0.974803 0.88759 0.852845 0.839946 0.835452 0.833977 | 100.0 | 174.95935 | 100.060726 |
| 2000-01-01 15:30:00 | 311.845554 | 311.845554 | 204.520302 147.300215 119.831655 107.754473 102.843826 100.982593 100.321049 100.099495 | 100.099495 | 1.797435 1.280668 1.024247 0.909329 0.861684 0.843296 0.836643 0.834376 | 100.0 | 211.845554 | 100.099495 |
| 2000-01-01 16:00:00 | 352.270855 | 352.270855 | 229.437964 160.868596 126.493943 110.746858 104.086078 101.463044 100.495242 100.15899 | 100.15899 | 2.018534 1.404093 1.086121 0.937674 0.873673 0.848017 0.838385 0.834981 | 100.0 | 252.270855 | 100.15899 |
| 2000-01-01 16:30:00 | 395.750601 | 395.750601 | 257.675565 176.976772 134.750645 114.609327 105.753344 102.132699 100.747144 100.248196 | 100.248196 | 2.267069 1.54935 1.162128 0.973928 0.889614 0.854535 0.840879 0.83588 | 100.0 | 295.750601 | 100.248196 |
| 2000-01-01 17:00:00 | 441.664962 | 441.664962 | 289.119149 195.766623 144.800567 119.5028 107.948146 103.047481 101.10388 100.379066 | 100.379066 | 2.541651 1.717385 1.253867 1.019464 0.910413 0.863356 0.844378 0.837184 | 100.0 | 341.664962 | 100.379066 |
| 2000-01-01 17:30:00 | 489.279607 | 489.279607 | 323.544962 217.319294 156.825521 125.593996 110.785015 104.273594 101.599197 100.567155 | 100.567155 | 2.839974 1.908591 1.362756 1.075681 0.937069 0.875076 0.849192 0.839042 | 100.0 | 389.279607 | 100.567155 |
| 2000-01-01 18:00:00 | 537.77215 | 537.77215 | 360.621205 241.645756 170.980833 133.050053 114.388755 105.887701 102.274201 100.832281 | 100.832281 | 3.158845 2.122747 1.489953 1.143956 0.970659 0.890378 0.855696 0.841637 | 100.0 | 437.77215 | 100.832281 |
| 2000-01-01 18:30:00 | 586.262607 | 586.262607 | 399.914979 268.680063 187.386136 142.032368 118.891921 107.976642 103.177938 101.199188 | 101.199188 | 3.494271 2.35897 1.636282 1.225593 1.012312 0.910026 0.864334 0.845199 | 100.0 | 486.262607 | 101.199188 |
| 2000-01-01 19:00:00 | 633.846018 | 633.846018 | 440.90402 298.275763 206.116945 152.689909 124.43153 110.636646 104.367758 101.698174 | 101.698174 | 3.841567 2.615701 1.802168 1.321762 1.063177 0.934857 0.875618 0.850004 | 100.0 | 533.846018 | 101.698174 |
| 2000-01-01 19:30:00 | 679.625318 | 679.625318 | 482.992517 330.205706 227.197513 165.15232 131.14509 113.971985 105.909398 102.365637 | 102.365637 | 4.195506 2.890717 1.987582 1.433443 1.12439 0.965768 0.89013 0.856383 | 100.0 | 579.625318 | 102.365637 |
| 2000-01-01 20:00:00 | 722.742733 | 722.742733 | 525.53009 364.165301 250.595386 179.523136 139.166058 118.093057 107.876735 103.244501 | 103.244501 | 4.550489 3.181174 2.192008 1.561373 1.197033 1.0037 0.90852 0.864721 | 100.0 | 622.742733 | 103.244501 |
| 2000-01-01 20:30:00 | 762.408181 | 762.408181 | 567.832885 399.779055 276.217981 195.873461 148.618912 123.113916 110.351153 104.384471 | 104.384471 | 4.900724 3.48367 2.414418 1.705993 1.282091 1.049609 0.931493 0.875461 | 100.0 | 662.408181 | 104.384471 |
| 2000-01-01 21:00:00 | 797.923464 | 797.923464 | 609.205657 436.610059 303.911405 214.236431 159.614023 129.149306 113.420501 105.842078 | 105.842078 | 5.240416 3.794343 2.653276 1.867408 1.380411 1.104445 0.959805 0.889102 | 100.0 | 697.923464 | 105.842078 |
| 2000-01-01 21:30:00 | 828.701418 | 828.701418 | 648.963764 474.171932 333.461599 234.602757 172.242551 136.311269 117.177641 107.680468 | 107.680468 | 5.563944 4.108968 2.906554 2.045354 1.49266 1.169121 0.994245 0.906197 | 100.0 | 728.701418 | 107.680468 |
| 2000-01-01 22:00:00 | 854.27953 | 854.27953 | 686.454047 511.942614 364.59778 256.91759 186.571597 144.705446 121.718577 109.968909 | 109.968909 | 5.86603 4.423088 3.171775 2.239179 1.619282 1.24448 1.035621 0.927347 | 100.0 | 754.27953 | 109.968909 |
| 2000-01-01 22:30:00 | 874.327871 | 874.327871 | 721.073722 549.379357 396.99802 281.078879 202.639833 154.427192 127.140214 112.781992 | 112.781992 | 6.141887 4.732138 3.446061 2.447833 1.760473 1.331263 1.084738 0.953191 | 100.0 | 774.327871 | 112.781992 |
| 2000-01-01 23:00:00 | 888.651531 | 888.651531 | 752.286603 585.93421 430.296724 306.937331 220.453829 165.557677 133.537791 116.19852 | 116.19852 | 6.387344 5.031573 3.726209 2.66988 1.916143 1.430076 1.142374 0.984402 | 100.0 | 788.651531 | 116.19852 |
| 2000-01-01 23:30:00 | 897.187983 | 897.187983 | 779.636121 621.069333 464.093642 334.297989 239.985245 178.160102 141.002065 120.300084 | 120.300084 | 6.598937 5.316993 4.008765 2.903512 2.085906 1.541361 1.209258 1.021666 | 100.0 | 797.187983 | 120.300084 |
| 2000-01-02 00:00:00 | 900.0 | 900.0 | 802.754865 654.271519 497.96405 362.923383 261.16903 192.27621 149.616333 125.169355 | 125.169355 | 6.773979 5.584263 4.290119 3.146585 2.269064 1.665369 1.286046 1.06567 | 100.0 | 800.0 | 125.169355 |
| 2000-01-02 00:30:00 | 897.264896 | 897.264896 | 821.370523 685.065384 531.469639 392.538118 283.902737 207.923238 159.453399 130.888117 | 130.888117 | 6.910589 5.829612 4.566591 3.396662 2.464607 1.802132 1.373292 1.117088 | 100.0 | 797.264896 | 130.888117 |
| 2000-01-02 01:00:00 | 889.260928 | 889.260928 | 835.308283 713.024796 564.169685 422.834729 308.046991 225.091439 170.572593 137.535102 | 137.535102 | 7.007703 6.049722 4.83453 3.651065 2.671225 1.951452 1.471426 1.176555 | 100.0 | 789.260928 | 137.535102 |
| 2000-01-02 01:30:00 | 876.351729 | 876.351729 | 844.489941 737.782206 595.632058 453.480553 333.427112 243.742296 183.016951 145.183676 | 145.183676 | 7.065055 6.241796 5.0904 3.906938 2.887322 2.112884 1.580731 1.244655 | 100.0 | 776.351729 | 145.183676 |
| 2000-01-02 02:00:00 | 858.969595 | 858.969595 | 848.930035 759.035693 625.44368 484.12536 359.83583 263.80751 196.810681 153.899458 | 153.899458 | 7.083126 6.403606 5.330866 4.161311 3.111043 2.285735 1.701326 1.321895 | 100.0 | 758.969595 | 153.899458 |
| 2000-01-02 02:30:00 | 837.5984 | 837.5984 | 848.729449 776.553625 653.220083 514.409443 387.03702 285.188812 211.957 163.73794 | 163.73794 | 7.06309 6.533523 5.552866 4.41117 3.340313 2.469062 1.833143 1.40869 | 100.0 | 737.5984 | 163.73794 |
| 2000-01-02 03:00:00 | 812.756821 | 812.756821 | 844.066968 790.176959 678.613773 543.971882 414.770292 307.758631 228.436444 174.7422 | 174.7422 | 7.006732 6.630525 5.75368 4.653525 3.572876 2.661683 1.975923 1.505339 | 100.0 | 712.756821 | 174.7422 |
| 2000-01-02 03:30:00 | 784.982427 | 784.982427 | 835.189306 799.819288 701.321188 572.458686 442.756294 331.361596 246.205719 186.940782 | 186.940782 | 6.916359 6.694191 5.930977 4.885478 3.80634 2.862194 2.129203 1.612016 | 100.0 | 684.982427 | 186.940782 |
| 2000-01-02 04:00:00 | 754.817086 | 754.817086 | 822.400114 805.464837 721.088105 599.530551 470.702534 355.816831 265.197149 200.345826 | 200.345826 | 6.79471 6.724674 6.082855 5.104281 4.038231 3.068988 2.292319 1.728749 | 100.0 | 654.817086 | 200.345826 |
| 2000-01-02 04:30:00 | 722.79402 | 722.79402 | 806.087318 807.083371 737.727009 624.881841 498.322072 380.930257 285.323576 214.952546 | 214.952546 | 6.644782 6.722881 6.207696 5.307403 4.266038 3.280293 2.464411 1.855416 | 100.0 | 622.79402 | 214.952546 |
| 2000-01-02 05:00:00 | 689.426711 | 689.426711 | 786.509598 805.053778 751.035242 648.18628 525.276742 406.452414 306.455874 230.733725 | 230.733725 | 6.470033 6.689502 6.30493 5.492531 4.487275 3.494177 2.644405 1.991716 | 100.0 | 589.426711 | 230.733725 |
| 2000-01-02 05:30:00 | 655.199767 | 655.199767 | 764.205454 799.248922 761.002564 669.224289 551.309363 432.172794 328.468727 247.645991 | 247.645991 | 6.273822 6.626423 6.373773 5.657732 4.699522 3.708623 2.831072 2.137197 | 100.0 | 555.199767 | 247.645991 |
| 2000-01-02 06:00:00 | 620.561767 | 620.561767 | 739.543806 789.99472 767.555054 687.768149 576.123951 457.835722 351.200093 265.624131 | 265.624131 | 6.059655 6.535612 6.414164 5.801348 4.900482 3.921541 3.023016 2.291234 | 100.0 | 520.561767 | 265.624131 |
| 2000-01-02 06:30:00 | 585.920022 | 585.920022 | 712.943765 777.545498 770.711019 703.640023 599.454019 483.188613 374.473862 284.583212 | 284.583212 | 5.831012 6.419329 6.426466 5.922076 5.088017 4.130819 3.218703 2.453037 | 100.0 | 485.920022 | 284.583212 |
| 2000-01-02 07:00:00 | 551.63713 | 551.63713 | 684.817653 762.187043 770.537912 716.705182 621.054623 507.978276 398.098928 304.419028 | 304.419028 | 5.591287 6.280064 6.411435 6.018975 5.260188 4.334357 3.416485 2.621661 | 100.0 | 451.63713 | 304.419028 |
| 2000-01-02 07:30:00 | 518.029154 | 518.029154 | 655.563444 744.228394 767.148075 726.872771 640.706638 531.955654 421.872467 325.009257 | 325.009257 | 5.343725 6.120467 6.37018 6.09147 5.415287 4.530108 3.614635 2.796015 | 100.0 | 418.029154 | 325.009257 |
| 2000-01-02 08:00:00 | 485.365238 | 485.365238 | 625.558483 723.993883 760.693724 734.095502 658.220256 554.880407 445.583475 346.215056 | 346.215056 | 5.091377 5.943283 6.30412 6.139347 5.551862 4.71612 3.81137 2.974878 | 100.0 | 385.365238 | 346.215056 |
| 2000-01-02 08:30:00 | 453.86844 | 453.86844 | 595.154454 701.815632 751.361411 738.368396 673.437638 576.52519 469.016494 367.883056 | 367.883056 | 4.837063 5.751293 6.214937 6.162735 5.668738 4.890563 4.004885 3.156918 | 100.0 | 353.86844 | 367.883056 |
| 2000-01-02 09:00:00 | 423.717566 | 423.717566 | 564.673601 678.02665 739.366165 739.726639 686.234726 596.67954 491.955393 389.847694 | 389.847694 | 4.583342 5.547258 6.104526 6.162086 5.765023 5.051762 4.193389 3.340712 | 100.0 | 323.717566 | 389.847694 |
| 2000-01-02 09:30:00 | 395.049792 | 395.049792 | 534.406116 652.954665 724.945495 738.242717 696.5222 615.153264 514.187134 411.933839 | 411.933839 | 4.3325 5.33387 5.974943 6.138151 5.84012 5.198226 4.375128 3.524768 | 100.0 | 295.049792 | 411.933839 |
| 2000-01-02 10:00:00 | 367.963873 | 367.963873 | 504.608596 626.91675 708.353445 734.022931 704.245638 631.779282 535.505401 433.959612 | 433.959612 | 4.08654 5.113715 5.828357 6.091946 5.893719 5.328665 4.548421 3.70755 | 100.0 | 267.963873 | 433.959612 |
| 2000-01-02 10:30:00 | 342.523746 | 342.523746 | 475.503473 600.214791 689.854843 727.203459 709.384913 646.415864 555.714019 455.739355 | 455.739355 | 3.847176 4.889235 5.667005 6.024718 5.925792 5.44201 4.711684 3.887505 | 100.0 | 242.523746 | 455.739355 |
| 2000-01-02 11:00:00 | 318.762374 | 318.762374 | 447.279272 573.131818 669.71987 717.946096 711.95291 658.948253 574.630083 477.086655 | 477.086655 | 3.615846 4.662701 5.493146 5.937911 5.93658 5.537418 4.863457 4.063083 | 100.0 | 218.762374 | 477.086655 |
| 2000-01-02 11:30:00 | 296.68568 | 296.68568 | 420.091577 545.929165 648.219062 706.433803 711.993647 669.289654 592.08673 497.817352 | 497.817352 | 3.393715 4.436193 5.309024 5.833124 5.926572 5.614285 5.002422 4.232768 | 100.0 | 196.68568 | 497.817352 |
| 2000-01-02 12:00:00 | 276.276442 | 276.276442 | 394.064569 518.844435 625.618805 692.866207 709.579882 677.381619 607.935501 517.752465 | 517.752465 | 3.181697 4.211589 5.11683 5.712079 5.896488 5.672242 5.127425 4.395097 | 100.0 | 176.276442 | 517.752465 |
| 2000-01-02 12:30:00 | 257.498082 | 257.498082 | 369.293012 492.0902 602.177392 677.455146 704.810318 683.193847 622.048264 536.720957 | 536.720957 | 2.980466 3.990554 4.918674 5.576579 5.847248 5.711152 5.237487 4.548686 | 100.0 | 157.498082 | 536.720957 |
| 2000-01-02 13:00:00 | 240.298231 | 240.298231 | 345.844566 465.853378 578.141656 660.420381 697.806503 686.723451 634.318667 554.562302 | 554.562302 | 2.790482 3.774538 4.716555 5.428477 5.779953 5.731101 5.331816 4.692248 | 100.0 | 140.298231 | 554.562302 |
| 2000-01-02 13:30:00 | 224.612057 | 224.612057 | 323.762321 440.295205 553.744205 641.985541 688.709516 687.993734 644.663114 571.128773 | 571.128773 | 2.612012 3.564779 4.512346 5.269643 5.69585 5.73239 5.409811 4.82461 | 100.0 | 124.612057 | 571.128773 |
| 2000-01-02 14:00:00 | 210.365288 | 210.365288 | 303.067449 415.551714 529.201233 622.374377 677.676541 687.052558 653.02128 586.287441 | 586.287441 | 2.445148 3.362307 4.307777 5.101931 5.596306 5.715513 5.471067 4.944731 | 100.0 | 110.365288 | 586.287441 |
| 2000-01-02 14:30:00 | 197.47692 | 197.47692 | 283.761907 391.73465 504.710903 601.807381 664.877421 683.97035 659.356159 599.921827 | 599.921827 | 2.289835 3.167957 4.10442 4.927158 5.48278 5.681146 5.515373 5.051712 | 100.0 | 97.47692 | 599.921827 |
| 2000-01-02 15:00:00 | 185.861607 | 185.861607 | 265.831096 368.932717 480.452246 580.498793 650.491251 678.837836 663.653698 611.933214 | 611.933214 | 2.14589 2.982374 3.903685 4.747074 5.356794 5.630122 5.542704 5.144809 | 100.0 | 85.861607 | 611.933214 |
| 2000-01-02 15:30:00 | 175.431719 | 175.431719 | 249.246445 347.213106 456.584556 558.654037 634.703106 671.763562 665.922033 622.241576 | 622.241576 | 2.013024 2.806034 3.706816 4.563349 5.219906 5.563413 5.553219 5.223434 | 100.0 | 75.431719 | 622.241576 |
| 2000-01-02 16:00:00 | 166.099094 | 166.099094 | 233.967857 326.623206 433.247213 536.467568 617.700942 662.87128 666.19038 630.786158 | 630.786158 | 1.89086 2.639254 3.514893 4.377552 5.073686 5.482106 5.547244 5.287162 | 100.0 | 66.099094 | 630.786158 |
| 2000-01-02 16:30:00 | 157.776495 | 157.776495 | 219.94599 307.192443 410.55989 514.121155 599.672724 652.29726 664.507623 637.525688 | 637.525688 | 1.778955 2.48221 3.328832 4.191142 4.919693 5.387382 5.525266 5.335729 | 100.0 | 57.776495 | 637.525688 |
| 2000-01-02 17:00:00 | 150.378786 | 150.378786 | 207.124352 288.934191 388.62308 491.782563 580.803823 640.187592 660.940652 642.438245 | 642.438245 | 1.676813 2.334953 3.149392 4.005455 4.759454 5.280491 5.48791 5.369033 | 100.0 | 50.378786 | 642.438245 |
| 2000-01-02 17:30:00 | 143.823868 | 143.823868 | 195.441194 271.847691 367.5189 469.604622 561.2747 626.695539 655.572509 645.520822 | 645.520822 | 1.583901 2.197421 2.977183 3.821701 4.594448 5.162734 5.435932 5.387126 | 100.0 | 43.823868 | 645.520822 |
| 2000-01-02 18:00:00 | 138.033385 | 138.033385 | 184.831188 255.919952 347.312106 447.724663 541.258895 611.97898 648.500381 646.788582 | 646.788582 | 1.499665 2.069461 2.812678 3.640958 4.426087 5.035438 5.370193 5.390208 | 100.0 | 38.033385 | 646.788582 |
| 2000-01-02 18:30:00 | 132.933235 | 132.933235 | 175.226905 241.12758 328.051274 426.264268 520.921328 596.197996 639.833506 646.273869 | 646.273869 | 1.423537 1.95084 2.656215 3.464175 4.255704 4.89994 5.291649 5.378615 | 100.0 | 32.933235 | 646.273869 |
| 2000-01-02 19:00:00 | 128.453911 | 128.453911 | 166.560081 227.438524 309.770101 405.329318 500.416921 579.51262 629.691028 644.024999 | 644.024999 | 1.354946 1.841259 2.508018 3.292168 4.084546 4.757567 5.201328 5.352814 | 100.0 | 28.453911 | 644.024999 |
| 2000-01-02 19:30:00 | 124.530701 | 124.530701 | 158.762695 214.813708 292.488778 385.010291 479.88951 562.080793 618.199854 640.104861 | 640.104861 | 1.293328 1.740367 2.368203 3.125629 3.913764 4.609623 5.100314 5.313385 | 100.0 | 24.530701 | 640.104861 |
| 2000-01-02 20:00:00 | 121.103761 | 121.103761 | 151.767856 203.208532 276.215406 365.382769 459.471058 544.056531 605.492555 634.589385 | 634.589385 | 1.238133 1.647774 2.236791 2.965128 3.744405 4.457369 4.989729 5.261011 | 100.0 | 21.103761 | 634.589385 |
| 2000-01-02 20:30:00 | 118.118088 | 118.118088 | 145.510531 192.574242 260.947406 346.508128 439.281132 525.588324 591.705335 627.565901 | 627.565901 | 1.188826 1.563059 2.113719 2.811119 3.577413 4.302016 4.870718 5.196462 | 100.0 | 18.118088 | 627.565901 |
| 2000-01-02 21:00:00 | 115.523427 | 115.523427 | 139.928113 182.859158 246.672917 328.434364 419.426635 506.817774 576.976112 619.131435 | 619.131435 | 1.144898 1.485783 1.998854 2.663948 3.413627 4.144712 4.744433 5.120582 | 100.0 | 15.523427 | 619.131435 |
| 2000-01-02 21:30:00 | 113.274094 | 113.274094 | 134.960855 174.00976 233.372142 311.197025 400.001757 487.87846 561.442727 609.39098 | 609.39098 | 1.105862 1.415495 1.892002 2.523863 3.253779 3.986534 4.612018 5.034275 | 100.0 | 13.274094 | 609.39098 |
| 2000-01-02 22:00:00 | 111.328777 | 111.328777 | 130.55218 165.971632 221.018626 294.820217 381.08813 468.895043 545.241312 598.455762 | 598.455762 | 1.07126 1.35174 1.792917 2.39102 3.098497 3.828482 4.474594 4.938489 | 100.0 | 11.328777 | 598.455762 |
| 2000-01-02 22:30:00 | 109.650285 | 109.650285 | 126.648894 158.690276 209.580464 279.317656 362.755146 449.982584 528.50481 586.441545 | 586.441545 | 1.040662 1.294066 1.701315 2.265493 2.948309 3.671472 4.333254 4.834203 | 100.0 | 9.650285 | 586.441545 |
| 2000-01-02 23:00:00 | 108.205287 | 108.205287 | 123.201299 152.111799 199.021412 264.693743 345.060427 431.246083 511.361687 573.467002 | 573.467002 | 1.013669 1.242027 1.616878 2.147283 2.803649 3.516338 4.189046 4.722413 | 100.0 | 8.205287 | 573.467002 |
| 2000-01-02 23:30:00 | 106.964036 | 106.964036 | 120.169398 146.182658 189.303943 250.945089 328.048917 412.776689 493.929957 559.647154 | 559.647154 | 0.9899 1.195203 1.539259 2.036329 2.664862 3.363828 4.04297 4.604122 | 100.0 | 6.964036 | 559.647154 |
| 2000-01-03 00:00:00 | 105.900084 | 105.900084 | 117.496281 140.854971 180.381619 238.060262 311.760338 394.666507 476.336274 545.11207 | 545.11207 | 0.969026 1.153157 1.468111 1.932508 2.532202 3.214597 3.895965 4.480326 | 100.0 | 5.900084 | 545.11207 |
| 2000-01-03 00:30:00 | 104.99001 | 104.99001 | 115.15133 136.076533 172.213629 226.021792 296.218448 376.984982 458.684301 529.975288 | 529.975288 | 0.950736 1.115492 1.403065 1.835653 2.405848 3.069217 3.748906 4.352002 | 100.0 | 4.99001 | 529.975288 |
| 2000-01-03 01:00:00 | 104.213141 | 104.213141 | 113.0986 131.800736 164.755409 214.807329 281.440436 359.795758 441.075195 514.352678 | 514.352678 | 0.934742 1.081828 1.343746 1.74556 2.285908 2.928178 3.602603 4.220103 | 100.0 | 4.213141 | 514.352678 |
| 2000-01-03 01:30:00 | 103.551298 | 103.551298 | 111.305364 127.983368 157.962232 204.390181 267.435357 343.152625 423.601828 498.356423 | 498.356423 | 0.920785 1.051808 1.289784 1.661989 2.172427 2.791887 3.457795 4.085545 | 100.0 | 3.551298 | 498.356423 |
| 2000-01-03 02:00:00 | 102.988541 | 102.988541 | 109.741947 124.582756 151.789728 194.74018 254.204963 327.099936 406.348523 482.0941 | 482.0941 | 0.908629 1.025094 1.240812 1.584678 2.06539 2.660676 3.315147 3.949203 | 100.0 | 2.988541 | 482.0941 |
| 2000-01-03 02:30:00 | 102.51094 | 102.51094 | 108.381545 121.559849 146.194313 185.824474 241.744522 311.673102 389.390931 465.667892 | 465.667892 | 0.898062 1.001373 1.19647 1.513344 1.964734 2.534804 3.175255 3.811904 | 100.0 | 2.51094 | 465.667892 |
| 2000-01-03 03:00:00 | 102.106358 | 102.106358 | 107.200034 118.87825 141.133551 177.608234 230.043628 296.899151 372.796034 449.173959 | 449.173959 | 0.888893 0.980352 1.15641 1.44769 1.870351 2.414464 3.038641 3.674424 | 100.0 | 2.106358 | 449.173959 |
| 2000-01-03 03:30:00 | 101.764251 | 101.764251 | 106.175783 116.504195 136.566442 170.055294 219.08699 282.797339 356.622258 432.701927 | 432.701927 | 0.880952 0.961761 1.120298 1.38741 1.782094 2.299786 2.905756 3.53748 | 100.0 | 1.764251 | 432.701927 |
| 2000-01-03 04:00:00 | 101.47548 | 101.47548 | 105.289453 114.406513 132.453657 163.128716 208.855173 269.379778 340.919694 416.334519 | 416.334519 | 0.874087 0.945351 1.087813 1.332195 1.699786 2.190841 2.776984 3.401734 | 100.0 | 1.47548 | 416.334519 |
| 2000-01-03 04:30:00 | 101.232151 | 101.232151 | 104.523813 112.556545 128.757703 156.791276 199.325306 256.6521 325.730391 400.147304 | 400.147304 | 0.868162 0.930892 1.058651 1.281734 1.623225 2.087653 2.652643 3.267783 | 100.0 | 1.232151 | 400.147304 |
| 2000-01-03 05:00:00 | 101.027458 | 101.027458 | 103.863558 110.928049 125.443049 151.005897 190.471741 244.614107 311.088727 384.208561 | 384.208561 | 0.863057 0.918176 1.032524 1.235721 1.552186 1.990197 2.532989 3.136167 | 100.0 | 1.027458 | 384.208561 |
| 2000-01-03 05:30:00 | 100.855551 | 100.855551 | 103.295128 109.497083 122.476203 145.736004 182.266652 233.260431 297.021834 368.579249 | 368.579249 | 0.858666 0.907012 1.009162 1.193853 1.486431 1.898408 2.418218 3.007364 | 100.0 | 0.855551 | 368.579249 |
| 2000-01-03 06:00:00 | 100.711411 | 100.711411 | 102.806546 108.241887 119.825747 140.94583 174.680592 222.581168 283.550062 353.313063 | 353.313063 | 0.854895 0.897228 0.988311 1.155837 1.425708 1.812187 2.308474 2.881791 | 100.0 | 0.711411 | 353.313063 |
| 2000-01-03 06:30:00 | 100.590745 | 100.590745 | 102.38726 107.142744 117.462349 136.600663 167.682988 212.562498 270.687482 338.456583 | 338.456583 | 0.851661 0.888669 0.969735 1.121388 1.36976 1.731404 2.203849 2.759806 | 100.0 | 0.590745 | 338.456583 |
| 2000-01-03 07:00:00 | 100.489885 | 100.489885 | 102.027996 106.18185 115.358738 132.667043 161.242586 203.187272 258.442402 324.049484 | 324.049484 | 0.848892 0.881192 0.953217 1.090233 1.318324 1.655904 2.10439 2.641714 | 100.0 | 0.489885 | 324.049484 |
| 2000-01-03 07:30:00 | 100.405708 | 100.405708 | 101.720625 105.343173 113.489665 129.112918 155.327844 194.435565 246.817899 310.124814 | 310.124814 | 0.846526 0.874671 0.938553 1.062112 1.271137 1.58551 2.010102 2.527761 | 100.0 | 0.405708 | 310.124814 |
| 2000-01-03 08:00:00 | 100.33556 | 100.33556 | 101.458038 104.612322 111.831834 125.907754 149.907271 186.285196 235.812344 296.709316 | 296.709316 | 0.844505 0.868993 0.925558 1.036775 1.227938 1.520029 1.920953 2.418147 | 100.0 | 0.33556 | 296.709316 |
| 2000-01-03 08:30:00 | 100.277186 | 100.277186 | 101.234032 103.976413 110.363838 123.022613 144.949721 178.712204 225.41993 283.823794 | 283.823794 | 0.842783 0.864057 0.914061 1.013989 1.18847 1.459257 1.836879 2.31302 | 100.0 | 0.277186 | 283.823794 |
| 2000-01-03 09:00:00 | 100.228681 | 100.228681 | 101.043206 103.423943 109.066063 120.430205 140.424644 171.691292 215.631184 271.483505 | 271.483505 | 0.841317 0.859772 0.903905 0.993534 1.15248 1.402977 1.757787 2.212485 | 100.0 | 0.228681 | 271.483505 |
| 2000-01-03 09:30:00 | 100.188431 | 100.188431 | 100.880868 102.944665 107.920599 118.1049 136.302288 165.196217 206.433455 259.698574 | 259.698574 | 0.84007 0.856057 0.894948 0.975202 1.119724 1.350968 1.68356 2.116608 | 100.0 | 0.188431 | 259.698574 |
| 2000-01-03 10:00:00 | 100.155078 | 100.155078 | 100.742949 102.529476 106.911144 116.022735 132.553871 159.20015 197.811391 248.474425 | 248.474425 | 0.839012 0.852841 0.887061 0.958801 1.089968 1.303005 1.61406 2.025415 | 100.0 | 0.155078 | 248.474425 |
| 2000-01-03 10:30:00 | 100.127477 | 100.127477 | 100.625929 102.170308 106.022897 114.161386 129.151711 153.675992 189.747374 237.812208 | 237.812208 | 0.838115 0.850061 0.880127 0.944152 1.062986 1.258861 1.549131 1.938898 | 100.0 | 0.127477 | 237.812208 |
| 2000-01-03 11:00:00 | 100.104666 | 100.104666 | 100.526768 101.860024 105.242464 112.500132 126.06933 148.59665 182.221945 227.709237 | 227.709237 | 0.837355 0.847661 0.874038 0.931088 1.038561 1.218312 1.488606 1.857021 | 100.0 | 0.104666 | 227.709237 |
| 2000-01-03 11:30:00 | 100.085838 | 100.085838 | 100.442844 101.592329 104.557749 111.01981 123.281527 143.935279 175.214181 218.159416 | 218.159416 | 0.836712 0.845592 0.868701 0.919456 1.01649 1.181135 1.432304 1.77972 | 100.0 | 0.085838 | 218.159416 |
| 2000-01-03 12:00:00 | 100.070317 | 100.070317 | 100.371904 101.361675 103.957861 109.702751 120.764422 139.665484 168.702051 209.153648 | 209.153648 | 0.83617 0.843811 0.864027 0.909115 0.996579 1.147113 1.380038 1.706907 | 100.0 | 0.070317 | 209.153648 |
| 2000-01-03 12:30:00 | 100.057539 | 100.057539 | 100.31201 101.16319 103.433017 108.532718 118.49549 135.761495 162.662737 200.680244 | 200.680244 | 0.835712 0.842279 0.859942 0.899936 0.978646 1.116034 1.331616 1.638475 | 100.0 | 0.057539 | 200.680244 |
| 2000-01-03 13:00:00 | 100.047032 | 100.047032 | 100.2615 100.992598 102.974448 107.494827 116.453562 132.198309 157.072922 192.725295 | 192.725295 | 0.835326 0.840963 0.856374 0.891799 0.96252 1.087694 1.286841 1.574301 | 100.0 | 0.047032 | 192.725295 |
| 2000-01-03 13:30:00 | 100.038402 | 100.038402 | 100.218953 100.846158 102.574313 106.575481 114.618822 128.951804 151.909051 185.273038 | 185.273038 | 0.835001 0.839834 0.853264 0.884597 0.948042 1.061894 1.245518 1.514246 | 100.0 | 0.038402 | 185.273038 |
| 2000-01-03 14:00:00 | 100.031322 | 100.031322 | 100.183153 100.720599 102.225615 105.762285 112.972785 125.99883 147.147551 178.306192 | 178.306192 | 0.834727 0.838866 0.850555 0.878231 0.935063 1.038447 1.207451 1.45816 | 100.0 | 0.031322 | 178.306192 |
| 2000-01-03 14:30:00 | 100.025521 | 100.025521 | 100.153063 100.613069 101.922126 105.043972 111.498262 123.317272 142.765038 171.806267 | 171.806267 | 0.834498 0.838038 0.848198 0.872612 0.923446 1.017173 1.172445 1.405886 | 100.0 | 0.025521 | 171.806267 |
| 2000-01-03 15:00:00 | 100.020773 | 100.020773 | 100.127799 100.521082 101.658309 104.410323 110.179322 120.886101 138.738481 165.753858 | 165.753858 | 0.834305 0.83733 0.846151 0.867658 0.913061 0.997901 1.14031 1.357258 | 100.0 | 0.020773 | 165.753858 |
| 2000-01-03 15:30:00 | 100.016892 | 100.016892 | 100.106609 100.44248 101.429254 103.852095 109.001243 118.685399 135.045352 160.128902 | 160.128902 | 0.834144 0.836726 0.844375 0.863297 0.903793 0.98047 1.110863 1.312108 | 100.0 | 0.016892 | 160.128902 |
| 2000-01-03 16:00:00 | 100.013722 | 100.013722 | 100.088855 100.375386 101.230615 103.360943 107.950459 116.696376 131.663739 154.91092 | 154.91092 | 0.834008 0.83621 0.842836 0.859463 0.895532 0.964727 1.083921 1.270263 | 100.0 | 0.013722 | 154.91092 |
| 2000-01-03 16:30:00 | 100.011136 | 100.011136 | 100.073993 100.318178 101.058552 102.929351 107.014503 114.901368 128.572454 150.079223 | 150.079223 | 0.833895 0.83577 0.841503 0.856095 0.888179 0.950531 1.059313 1.231551 | 100.0 | 0.011136 | 150.079223 |
| 2000-01-03 17:00:00 | 100.009028 | 100.009028 | 100.061566 100.269449 100.909677 102.550564 106.181946 113.283825 125.751104 145.613106 | 145.613106 | 0.833801 0.835396 0.840351 0.853141 0.881642 0.937747 1.036872 1.195799 | 100.0 | 0.009028 | 145.613106 |
| 2000-01-03 17:30:00 | 100.007313 | 100.007313 | 100.051183 100.227984 100.781009 102.218521 105.442339 111.828293 123.180153 141.492009 | 141.492009 | 0.833722 0.835078 0.839355 0.850554 0.875839 0.926252 1.016439 1.162838 | 100.0 | 0.007313 | 141.492009 |
| 2000-01-03 18:00:00 | 100.005918 | 100.005918 | 100.042517 100.192736 100.669923 101.927798 104.786151 110.520382 120.840966 137.695662 | 137.695662 | 0.833656 0.834808 0.838496 0.84829 0.870694 0.915931 0.997862 1.132499 | 100.0 | 0.005918 | 137.695662 |
| 2000-01-03 18:30:00 | 100.004785 | 100.004785 | 100.03529 100.162801 100.57412 101.673547 104.204706 109.346735 118.715838 134.204204 | 134.204204 | 0.833601 0.834578 0.837756 0.846311 0.866138 0.906675 0.980997 1.10462 | 100.0 | 0.004785 | 134.204204 |
| 2000-01-03 19:00:00 | 100.003865 | 100.003865 | 100.029269 100.137402 100.491582 101.451444 103.690126 108.294982 116.788006 130.998289 | 130.998289 | 0.833555 0.834383 0.837118 0.844583 0.862108 0.898386 0.96571 1.079042 | 100.0 | 0.003865 | 130.998289 |
| 2000-01-03 19:30:00 | 100.003119 | 100.003119 | 100.024257 100.115874 100.420545 101.257639 103.235272 107.353705 115.04166 128.059168 | 128.059168 | 0.833517 0.834219 0.83657 0.843076 0.858549 0.890973 0.951872 1.05561 | 100.0 | 0.003119 | 128.059168 |
| 2000-01-03 20:00:00 | 100.002515 | 100.002515 | 100.020088 100.097641 100.359466 101.08871 102.833688 106.512384 113.461932 125.368758 | 125.368758 | 0.833485 0.834079 0.836099 0.841764 0.855408 0.884352 0.939363 1.034178 | 100.0 | 0.002515 | 125.368758 |
| 2000-01-03 20:30:00 | 100.002026 | 100.002026 | 100.016624 100.082214 100.307002 100.941622 102.479547 105.761354 112.034886 122.909694 | 122.909694 | 0.833459 0.833961 0.835694 0.840621 0.852639 0.878444 0.92807 1.014603 | 100.0 | 0.002026 | 122.909694 |
| 2000-01-03 21:00:00 | 100.001631 | 100.001631 | 100.013747 100.069172 100.26198 100.813684 102.167599 105.091753 110.747498 120.665371 | 120.665371 | 0.833437 0.833861 0.835347 0.839628 0.850202 0.873181 0.91789 0.996751 | 100.0 | 0.001631 | 120.665371 |
| 2000-01-03 21:30:00 | 100.001312 | 100.001312 | 100.01136 100.058155 100.22338 100.702516 101.893123 104.495476 109.587629 118.619966 | 118.619966 | 0.833419 0.833777 0.83505 0.838766 0.848059 0.868497 0.908724 0.980493 | 100.0 | 0.001312 | 118.619966 |
| 2000-01-03 22:00:00 | 100.001054 | 100.001054 | 100.009382 100.048858 100.190317 100.606017 101.651881 103.965125 108.543995 116.758462 | 116.758462 | 0.833404 0.833706 0.834795 0.838018 0.846177 0.864333 0.900482 0.965707 | 100.0 | 0.001054 | 116.758462 |
| 2000-01-03 22:30:00 | 100.000846 | 100.000846 | 100.007742 100.041018 100.162022 100.522334 101.440077 103.493959 107.606135 115.066647 | 115.066647 | 0.833392 0.833646 0.834577 0.837369 0.844525 0.860636 0.89308 0.952278 | 100.0 | 0.000846 | 115.066647 |
| 2000-01-03 23:00:00 | 100.000679 | 100.000679 | 100.006385 100.034412 100.137829 100.449835 101.254314 103.075853 106.764372 113.53112 | 113.53112 | 0.833382 0.833596 0.834391 0.836807 0.843077 0.857357 0.886441 0.940098 | 100.0 | 0.000679 | 113.53112 |
| 2000-01-03 23:30:00 | 100.000544 | 100.000544 | 100.005263 100.02885 100.11716 100.387084 101.091558 102.705245 106.009777 112.139277 | 112.139277 | 0.833373 0.833553 0.834232 0.836322 0.841809 0.854452 0.880493 0.929065 | 100.0 | 0.000544 | 112.139277 |
| 2000-01-04 00:00:00 | 100.000436 | 100.000436 | 100.004335 100.024171 100.099518 100.332821 100.949104 102.377102 105.33413 110.879301 | 110.879301 | 0.833366 0.833517 0.834096 0.835902 0.840699 0.851882 0.87517 0.919083 | 100.0 | 0.000436 | 110.879301 |
| 2000-01-04 00:30:00 | 100.000349 | 100.000349 | 100.003569 100.020237 100.084471 100.28594 100.824543 102.08687 104.729876 109.740141 | 109.740141 | 0.83336 0.833487 0.833981 0.835539 0.83973 0.84961 0.870413 0.910065 | 100.0 | 0.000349 | 109.740141 |
| 2000-01-04 01:00:00 | 100.000279 | 100.000279 | 100.002936 100.016933 100.071649 100.245473 100.715734 101.830441 104.190092 108.71149 | 108.71149 | 0.833355 0.833462 0.833882 0.835226 0.838883 0.847603 0.866165 0.901926 | 100.0 | 0.000279 | 108.71149 |
| 2000-01-04 01:30:00 | 100.000223 | 100.000223 | 100.002414 100.014159 100.060731 100.210574 100.620775 101.604113 103.708441 107.783758 | 107.783758 | 0.833352 0.833441 0.833799 0.834956 0.838145 0.845833 0.862377 0.894591 | 100.0 | 0.000223 | 107.783758 |
| 2000-01-04 02:00:00 | 100.000178 | 100.000178 | 100.001984 100.011832 100.051441 100.180502 100.537981 101.404557 103.279136 106.948041 | 106.948041 | 0.833348 0.833423 0.833727 0.834724 0.837502 0.844273 0.859003 0.887987 | 100.0 | 0.000178 | 106.948041 |
| 2000-01-04 02:30:00 | 100.000142 | 100.000142 | 100.001629 100.009882 100.043544 100.154612 100.465861 101.228781 102.896904 106.196095 | 106.196095 | 0.833346 0.833408 0.833667 0.834524 0.836941 0.8429 0.856 0.882048 | 100.0 | 0.000142 | 106.196095 |
| 2000-01-04 03:00:00 | 100.000113 | 100.000113 | 100.001337 100.008248 100.036834 100.132339 100.403095 101.074105 102.556944 105.5203 | 105.5203 | 0.833343 0.833396 0.833615 0.834352 0.836454 0.841692 0.853331 0.876714 | 100.0 | 0.000113 | 105.5203 |
| 2000-01-04 03:30:00 | 100.00009 | 100.00009 | 100.001097 100.00688 100.031138 100.113195 100.348518 100.938126 102.254898 104.913629 | 104.913629 | 0.833342 0.833386 0.833572 0.834204 0.83603 0.840631 0.850961 0.871929 | 100.0 | 0.00009 | 104.913629 |
| 2000-01-04 04:00:00 | 100.000072 | 100.000072 | 100.0009 100.005736 100.026306 100.096753 100.301103 100.818698 101.986812 104.369616 | 104.369616 | 0.83334 0.833377 0.833535 0.834078 0.835663 0.839699 0.848859 0.86764 | 100.0 | 0.000072 | 104.369616 |
| 2000-01-04 04:30:00 | 100.000057 | 100.000057 | 100.000737 100.004779 100.022211 100.082643 100.259946 100.713903 101.749108 103.882319 | 103.882319 | 0.833339 0.83337 0.833503 0.833969 0.835343 0.838882 0.846995 0.8638 | 100.0 | 0.000057 | 103.882319 |
| 2000-01-04 05:00:00 | 100.000046 | 100.000046 | 100.000604 100.00398 100.018741 100.070543 100.224251 100.622034 101.538552 103.446292 | 103.446292 | 0.833338 0.833364 0.833477 0.833876 0.835067 0.838166 0.845345 0.860366 | 100.0 | 0.000046 | 103.446292 |
| 2000-01-04 05:30:00 | 100.000036 | 100.000036 | 100.000494 100.003313 100.015804 100.060175 100.193318 100.541568 101.352224 103.05655 | 103.05655 | 0.833337 0.833358 0.833454 0.833796 0.834827 0.837539 0.843886 0.857298 | 100.0 | 0.000036 | 103.05655 |
| 2000-01-04 06:00:00 | 100.000029 | 100.000029 | 100.000405 100.002756 100.013319 100.051297 100.166535 100.471152 101.187494 102.708538 | 102.708538 | 0.833336 0.833354 0.833435 0.833727 0.83462 0.836991 0.842597 0.85456 | 100.0 | 0.000029 | 102.708538 |
| 2000-01-04 06:30:00 | 100.000023 | 100.000023 | 100.000331 100.002291 100.011218 100.043701 100.143362 100.409584 101.041995 102.398105 | 102.398105 | 0.833336 0.833351 0.833419 0.833669 0.83444 0.836512 0.841459 0.852119 | 100.0 | 0.000023 | 102.398105 |
| 2000-01-04 07:00:00 | 100.000018 | 100.000018 | 100.000271 100.001904 100.009444 100.037206 100.123329 100.355799 100.913601 102.121467 | 102.121467 | 0.833335 0.833348 0.833405 0.833619 0.834285 0.836094 0.840455 0.849945 | 100.0 | 0.000018 | 102.121467 |
| 2000-01-04 07:30:00 | 100.000014 | 100.000014 | 100.000221 100.001582 100.007945 100.031657 100.106024 100.308851 100.800405 101.875187 | 101.875187 | 0.833335 0.833345 0.833394 0.833576 0.834151 0.835728 0.83957 0.84801 | 100.0 | 0.000014 | 101.875187 |
| 2000-01-04 08:00:00 | 100.000011 | 100.000011 | 100.000181 100.001313 100.006681 100.02692 100.091086 100.267907 100.700695 101.656145 | 101.656145 | 0.833335 0.833343 0.833384 0.83354 0.834036 0.83541 0.838791 0.846291 | 100.0 | 0.000011 | 101.656145 |
| 2000-01-04 08:30:00 | 100.000009 | 100.000009 | 100.000146 100.001083 100.005585 100.02277 100.077885 100.231407 100.611071 101.457669 | 101.457669 | 0.833334 0.833342 0.833376 0.833509 0.833937 0.835134 0.838107 0.844767 | 100.0 | 0.000009 | 101.457669 |
| 2000-01-04 09:00:00 | 100.000007 | 100.000007 | 100.00012 100.000899 100.004695 100.019354 100.066865 100.200542 100.534339 101.285696 | 101.285696 | 0.833334 0.83334 0.833369 0.833483 0.833851 0.834893 0.837506 0.843414 | 100.0 | 0.000007 | 101.285696 |
| 2000-01-04 09:30:00 | 100.000006 | 100.000006 | 100.000098 100.000746 100.003946 100.016441 100.057369 100.173677 100.466907 101.133144 | 101.133144 | 0.833334 0.833339 0.833364 0.83346 0.833778 0.834684 0.836979 0.842215 | 100.0 | 0.000006 | 101.133144 |
| 2000-01-04 10:00:00 | 100.000004 | 100.000004 | 100.00008 100.000619 100.003314 100.013959 100.049192 100.150313 100.407697 100.997938 | 100.997938 | 0.833334 0.833338 0.833359 0.833441 0.833714 0.834502 0.836515 0.841153 | 100.0 | 0.000004 | 100.997938 |
| 2000-01-04 10:30:00 | 100.000004 | 100.000004 | 100.000065 100.000514 100.002782 100.011845 100.042155 100.130008 100.355747 100.878211 | 100.878211 | 0.833334 0.833337 0.833355 0.833425 0.83366 0.834344 0.836109 0.840212 | 100.0 | 0.000004 | 100.878211 |
| 2000-01-04 11:00:00 | 100.000003 | 100.000003 | 100.000053 100.000426 100.002335 100.010046 100.036104 100.112374 100.310204 100.772281 | 100.772281 | 0.833334 0.833337 0.833351 0.833411 0.833613 0.834206 0.835753 0.83938 | 100.0 | 0.000003 | 100.772281 |
| 2000-01-04 11:30:00 | 100.000002 | 100.000002 | 100.000044 100.000353 100.001958 100.008516 100.030903 100.097071 100.270309 100.678637 | 100.678637 | 0.833334 0.833336 0.833348 0.833399 0.833572 0.834087 0.835441 0.838645 | 100.0 | 0.000002 | 100.678637 |
| 2000-01-04 12:00:00 | 100.000002 | 100.000002 | 100.000035 100.000292 100.001642 100.007215 100.026437 100.0838 100.235387 100.595922 | 100.595922 | 0.833334 0.833336 0.833346 0.833389 0.833538 0.833984 0.835168 0.837996 | 100.0 | 0.000002 | 100.595922 |
| 2000-01-04 12:30:00 | 100.000001 | 100.000001 | 100.000029 100.000242 100.001376 100.00611 100.022603 100.072299 100.204842 100.522921 | 100.522921 | 0.833334 0.833335 0.833344 0.83338 0.833508 0.833895 0.83493 0.837424 | 100.0 | 0.000001 | 100.522921 |
| 2000-01-04 13:00:00 | 100.000001 | 100.000001 | 100.000024 100.0002 100.001152 100.005171 100.019315 100.06234 100.178146 100.458544 | 100.458544 | 0.833334 0.833335 0.833342 0.833373 0.833483 0.833817 0.834721 0.836919 | 100.0 | 0.000001 | 100.458544 |
| 2000-01-04 13:30:00 | 100.000001 | 100.000001 | 100.000019 100.000166 100.000965 100.004375 100.016496 100.05372 100.154829 100.401818 | 100.401818 | 0.833333 0.833335 0.833341 0.833367 0.833461 0.83375 0.834539 0.836475 | 100.0 | 0.000001 | 100.401818 |
| 2000-01-04 14:00:00 | 100.000001 | 100.000001 | 100.000016 100.000137 100.000807 100.003699 100.014081 100.046265 100.13448 100.351871 | 100.351871 | 0.833333 0.833334 0.83334 0.833362 0.833442 0.833692 0.83438 0.836083 | 100.0 | 0.000001 | 100.351871 |
| 2000-01-04 14:30:00 | 100.000001 | 100.000001 | 100.000013 100.000113 100.000675 100.003126 100.012013 100.039822 100.116733 100.307928 | 100.307928 | 0.833333 0.833334 0.833339 0.833357 0.833426 0.833642 0.834242 0.835739 | 100.0 | 0.000001 | 100.307928 |
| 2000-01-04 15:00:00 | 100.0 | 100.0 | 100.00001 100.000094 100.000565 100.002641 100.010244 100.034257 100.101266 100.269296 | 100.269296 | 0.833333 0.833334 0.833338 0.833354 0.833412 0.833599 0.834121 0.835437 | 100.0 | 0.0 | 100.269296 |
| 2000-01-04 15:30:00 | 100.0 | 100.0 | 100.000008 100.000077 100.000472 100.00223 100.008731 100.029453 100.087795 100.235358 | 100.235358 | 0.833333 0.833334 0.833337 0.83335 0.833401 0.833562 0.834016 0.835171 | 100.0 | 0.0 | 100.235358 |
| 2000-01-04 16:00:00 | 100.0 | 100.0 | 100.000007 100.000064 100.000394 100.001882 100.007437 100.025309 100.07607 100.205566 | 100.205566 | 0.833333 0.833334 0.833336 0.833348 0.833391 0.833529 0.833925 0.834938 | 100.0 | 0.0 | 100.205566 |
| 2000-01-04 16:30:00 | 100.0 | 100.0 | 100.000006 100.000053 100.000329 100.001588 100.006332 100.021736 100.065873 100.179431 | 100.179431 | 0.833333 0.833334 0.833336 0.833346 0.833382 0.833502 0.833846 0.834734 | 100.0 | 0.0 | 100.179431 |
| 2000-01-04 17:00:00 | 100.0 | 100.0 | 100.000005 100.000044 100.000275 100.001339 100.005389 100.018657 100.05701 100.156522 | 100.156522 | 0.833333 0.833334 0.833335 0.833344 0.833375 0.833478 0.833777 0.834554 | 100.0 | 0.0 | 100.156522 |
| 2000-01-04 17:30:00 | 100.0 | 100.0 | 100.000004 100.000036 100.00023 100.001128 100.004583 100.016006 100.049311 100.136454 | 100.136454 | 0.833333 0.833334 0.833335 0.833342 0.833369 0.833457 0.833717 0.834398 | 100.0 | 0.0 | 100.136454 |
| 2000-01-04 18:00:00 | 100.0 | 100.0 | 100.000003 100.00003 100.000191 100.000951 100.003897 100.013725 100.042627 100.118887 | 100.118887 | 0.833333 0.833334 0.833335 0.833341 0.833363 0.83344 0.833665 0.83426 | 100.0 | 0.0 | 100.118887 |
| 2000-01-04 18:30:00 | 100.0 | 100.0 | 100.000002 100.000024 100.00016 100.000801 100.003311 100.011762 100.036829 100.10352 | 100.10352 | 0.833333 0.833334 0.833335 0.833339 0.833359 0.833424 0.833619 0.83414 | 100.0 | 0.0 | 100.10352 |
| 2000-01-04 19:00:00 | 100.0 | 100.0 | 100.000002 100.00002 100.000133 100.000674 100.002813 100.010076 100.031803 100.090086 | 100.090086 | 0.833333 0.833333 0.833334 0.833339 0.833355 0.833411 0.83358 0.834035 | 100.0 | 0.0 | 100.090086 |
| 2000-01-04 19:30:00 | 100.0 | 100.0 | 100.000002 100.000017 100.000111 100.000567 100.002388 100.008626 100.027447 100.078349 | 100.078349 | 0.833333 0.833333 0.833334 0.833338 0.833352 0.8334 0.833546 0.833944 | 100.0 | 0.0 | 100.078349 |
| 2000-01-04 20:00:00 | 100.0 | 100.0 | 100.000001 100.000014 100.000092 100.000477 100.002027 100.007382 100.023675 100.068103 | 100.068103 | 0.833333 0.833333 0.833334 0.833337 0.833349 0.83339 0.833517 0.833864 | 100.0 | 0.0 | 100.068103 |
| 2000-01-04 20:30:00 | 100.0 | 100.0 | 100.000001 100.000011 100.000077 100.000401 100.001719 100.006314 100.020411 100.059163 | 100.059163 | 0.833333 0.833333 0.833334 0.833336 0.833347 0.833382 0.833492 0.833794 | 100.0 | 0.0 | 100.059163 |
| 2000-01-04 21:00:00 | 100.0 | 100.0 | 100.000001 100.000009 100.000064 100.000337 100.001458 100.005398 100.017588 100.051368 | 100.051368 | 0.833333 0.833333 0.833334 0.833336 0.833345 0.833375 0.83347 0.833733 | 100.0 | 0.0 | 100.051368 |
| 2000-01-04 21:30:00 | 100.0 | 100.0 | 100.000001 100.000008 100.000053 100.000283 100.001235 100.004613 100.015147 100.044575 | 100.044575 | 0.833333 0.833333 0.833334 0.833336 0.833343 0.833369 0.833451 0.83368 | 100.0 | 0.0 | 100.044575 |
| 2000-01-04 22:00:00 | 100.0 | 100.0 | 100.000001 100.000006 100.000044 100.000238 100.001047 100.00394 100.013039 100.038659 | 100.038659 | 0.833333 0.833333 0.833334 0.833335 0.833341 0.833364 0.833434 0.833634 | 100.0 | 0.0 | 100.038659 |
| 2000-01-04 22:30:00 | 100.0 | 100.0 | 100.0 100.000005 100.000037 100.0002 100.000886 100.003363 100.011218 100.033511 | 100.033511 | 0.833333 0.833333 0.833334 0.833335 0.83334 0.833359 0.83342 0.833594 | 100.0 | 0.0 | 100.033511 |
| 2000-01-04 23:00:00 | 100.0 | 100.0 | 100.0 100.000004 100.000031 100.000168 100.00075 100.00287 100.009647 100.029032 | 100.029032 | 0.833333 0.833333 0.833334 0.833335 0.833339 0.833356 0.833408 0.833559 | 100.0 | 0.0 | 100.029032 |
| 2000-01-04 23:30:00 | 100.0 | 100.0 | 100.0 100.000003 100.000025 100.000141 100.000635 100.002448 100.008292 100.025139 | 100.025139 | 0.833333 0.833333 0.833334 0.833334 0.833338 0.833352 0.833398 0.833529 | 100.0 | 0.0 | 100.025139 |
Click to see the graphdirectly forwarded runoff¶
If you need to forward the runoff directly (as if the channel length would be zero), set the number of subchannels to zero:
>>> laen(0.0)
>>> gts(0)
>>> test("kinw_williams_ext_directly_forwarded_runoff")
Click to see the table
| date | qz | qza | qg | qa | vg | input1 | input2 | output |
-----------------------------------------------------------------------------------------------------------
| 2000-01-01 00:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-01 00:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-01 01:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-01 01:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-01 02:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-01 02:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-01 03:00:00 | 100.000003 | 100.000003 | - | 100.000003 | - | 100.0 | 0.000003 | 100.000003 |
| 2000-01-01 03:30:00 | 100.000029 | 100.000029 | - | 100.000029 | - | 100.0 | 0.000029 | 100.000029 |
| 2000-01-01 04:00:00 | 100.000175 | 100.000175 | - | 100.000175 | - | 100.0 | 0.000175 | 100.000175 |
| 2000-01-01 04:30:00 | 100.000826 | 100.000826 | - | 100.000826 | - | 100.0 | 0.000826 | 100.000826 |
| 2000-01-01 05:00:00 | 100.003194 | 100.003194 | - | 100.003194 | - | 100.0 | 0.003194 | 100.003194 |
| 2000-01-01 05:30:00 | 100.010515 | 100.010515 | - | 100.010515 | - | 100.0 | 0.010515 | 100.010515 |
| 2000-01-01 06:00:00 | 100.030315 | 100.030315 | - | 100.030315 | - | 100.0 | 0.030315 | 100.030315 |
| 2000-01-01 06:30:00 | 100.078179 | 100.078179 | - | 100.078179 | - | 100.0 | 0.078179 | 100.078179 |
| 2000-01-01 07:00:00 | 100.183351 | 100.183351 | - | 100.183351 | - | 100.0 | 0.183351 | 100.183351 |
| 2000-01-01 07:30:00 | 100.396214 | 100.396214 | - | 100.396214 | - | 100.0 | 0.396214 | 100.396214 |
| 2000-01-01 08:00:00 | 100.797305 | 100.797305 | - | 100.797305 | - | 100.0 | 0.797305 | 100.797305 |
| 2000-01-01 08:30:00 | 101.507032 | 101.507032 | - | 101.507032 | - | 100.0 | 1.507032 | 101.507032 |
| 2000-01-01 09:00:00 | 102.694853 | 102.694853 | - | 102.694853 | - | 100.0 | 2.694853 | 102.694853 |
| 2000-01-01 09:30:00 | 104.586356 | 104.586356 | - | 104.586356 | - | 100.0 | 4.586356 | 104.586356 |
| 2000-01-01 10:00:00 | 107.466641 | 107.466641 | - | 107.466641 | - | 100.0 | 7.466641 | 107.466641 |
| 2000-01-01 10:30:00 | 111.678559 | 111.678559 | - | 111.678559 | - | 100.0 | 11.678559 | 111.678559 |
| 2000-01-01 11:00:00 | 117.614836 | 117.614836 | - | 117.614836 | - | 100.0 | 17.614836 | 117.614836 |
| 2000-01-01 11:30:00 | 125.703736 | 125.703736 | - | 125.703736 | - | 100.0 | 25.703736 | 125.703736 |
| 2000-01-01 12:00:00 | 136.388647 | 136.388647 | - | 136.388647 | - | 100.0 | 36.388647 | 136.388647 |
| 2000-01-01 12:30:00 | 150.102726 | 150.102726 | - | 150.102726 | - | 100.0 | 50.102726 | 150.102726 |
| 2000-01-01 13:00:00 | 167.240349 | 167.240349 | - | 167.240349 | - | 100.0 | 67.240349 | 167.240349 |
| 2000-01-01 13:30:00 | 188.127569 | 188.127569 | - | 188.127569 | - | 100.0 | 88.127569 | 188.127569 |
| 2000-01-01 14:00:00 | 212.993962 | 212.993962 | - | 212.993962 | - | 100.0 | 112.993962 | 212.993962 |
| 2000-01-01 14:30:00 | 241.948195 | 241.948195 | - | 241.948195 | - | 100.0 | 141.948195 | 241.948195 |
| 2000-01-01 15:00:00 | 274.95935 | 274.95935 | - | 274.95935 | - | 100.0 | 174.95935 | 274.95935 |
| 2000-01-01 15:30:00 | 311.845554 | 311.845554 | - | 311.845554 | - | 100.0 | 211.845554 | 311.845554 |
| 2000-01-01 16:00:00 | 352.270855 | 352.270855 | - | 352.270855 | - | 100.0 | 252.270855 | 352.270855 |
| 2000-01-01 16:30:00 | 395.750601 | 395.750601 | - | 395.750601 | - | 100.0 | 295.750601 | 395.750601 |
| 2000-01-01 17:00:00 | 441.664962 | 441.664962 | - | 441.664962 | - | 100.0 | 341.664962 | 441.664962 |
| 2000-01-01 17:30:00 | 489.279607 | 489.279607 | - | 489.279607 | - | 100.0 | 389.279607 | 489.279607 |
| 2000-01-01 18:00:00 | 537.77215 | 537.77215 | - | 537.77215 | - | 100.0 | 437.77215 | 537.77215 |
| 2000-01-01 18:30:00 | 586.262607 | 586.262607 | - | 586.262607 | - | 100.0 | 486.262607 | 586.262607 |
| 2000-01-01 19:00:00 | 633.846018 | 633.846018 | - | 633.846018 | - | 100.0 | 533.846018 | 633.846018 |
| 2000-01-01 19:30:00 | 679.625318 | 679.625318 | - | 679.625318 | - | 100.0 | 579.625318 | 679.625318 |
| 2000-01-01 20:00:00 | 722.742733 | 722.742733 | - | 722.742733 | - | 100.0 | 622.742733 | 722.742733 |
| 2000-01-01 20:30:00 | 762.408181 | 762.408181 | - | 762.408181 | - | 100.0 | 662.408181 | 762.408181 |
| 2000-01-01 21:00:00 | 797.923464 | 797.923464 | - | 797.923464 | - | 100.0 | 697.923464 | 797.923464 |
| 2000-01-01 21:30:00 | 828.701418 | 828.701418 | - | 828.701418 | - | 100.0 | 728.701418 | 828.701418 |
| 2000-01-01 22:00:00 | 854.27953 | 854.27953 | - | 854.27953 | - | 100.0 | 754.27953 | 854.27953 |
| 2000-01-01 22:30:00 | 874.327871 | 874.327871 | - | 874.327871 | - | 100.0 | 774.327871 | 874.327871 |
| 2000-01-01 23:00:00 | 888.651531 | 888.651531 | - | 888.651531 | - | 100.0 | 788.651531 | 888.651531 |
| 2000-01-01 23:30:00 | 897.187983 | 897.187983 | - | 897.187983 | - | 100.0 | 797.187983 | 897.187983 |
| 2000-01-02 00:00:00 | 900.0 | 900.0 | - | 900.0 | - | 100.0 | 800.0 | 900.0 |
| 2000-01-02 00:30:00 | 897.264896 | 897.264896 | - | 897.264896 | - | 100.0 | 797.264896 | 897.264896 |
| 2000-01-02 01:00:00 | 889.260928 | 889.260928 | - | 889.260928 | - | 100.0 | 789.260928 | 889.260928 |
| 2000-01-02 01:30:00 | 876.351729 | 876.351729 | - | 876.351729 | - | 100.0 | 776.351729 | 876.351729 |
| 2000-01-02 02:00:00 | 858.969595 | 858.969595 | - | 858.969595 | - | 100.0 | 758.969595 | 858.969595 |
| 2000-01-02 02:30:00 | 837.5984 | 837.5984 | - | 837.5984 | - | 100.0 | 737.5984 | 837.5984 |
| 2000-01-02 03:00:00 | 812.756821 | 812.756821 | - | 812.756821 | - | 100.0 | 712.756821 | 812.756821 |
| 2000-01-02 03:30:00 | 784.982427 | 784.982427 | - | 784.982427 | - | 100.0 | 684.982427 | 784.982427 |
| 2000-01-02 04:00:00 | 754.817086 | 754.817086 | - | 754.817086 | - | 100.0 | 654.817086 | 754.817086 |
| 2000-01-02 04:30:00 | 722.79402 | 722.79402 | - | 722.79402 | - | 100.0 | 622.79402 | 722.79402 |
| 2000-01-02 05:00:00 | 689.426711 | 689.426711 | - | 689.426711 | - | 100.0 | 589.426711 | 689.426711 |
| 2000-01-02 05:30:00 | 655.199767 | 655.199767 | - | 655.199767 | - | 100.0 | 555.199767 | 655.199767 |
| 2000-01-02 06:00:00 | 620.561767 | 620.561767 | - | 620.561767 | - | 100.0 | 520.561767 | 620.561767 |
| 2000-01-02 06:30:00 | 585.920022 | 585.920022 | - | 585.920022 | - | 100.0 | 485.920022 | 585.920022 |
| 2000-01-02 07:00:00 | 551.63713 | 551.63713 | - | 551.63713 | - | 100.0 | 451.63713 | 551.63713 |
| 2000-01-02 07:30:00 | 518.029154 | 518.029154 | - | 518.029154 | - | 100.0 | 418.029154 | 518.029154 |
| 2000-01-02 08:00:00 | 485.365238 | 485.365238 | - | 485.365238 | - | 100.0 | 385.365238 | 485.365238 |
| 2000-01-02 08:30:00 | 453.86844 | 453.86844 | - | 453.86844 | - | 100.0 | 353.86844 | 453.86844 |
| 2000-01-02 09:00:00 | 423.717566 | 423.717566 | - | 423.717566 | - | 100.0 | 323.717566 | 423.717566 |
| 2000-01-02 09:30:00 | 395.049792 | 395.049792 | - | 395.049792 | - | 100.0 | 295.049792 | 395.049792 |
| 2000-01-02 10:00:00 | 367.963873 | 367.963873 | - | 367.963873 | - | 100.0 | 267.963873 | 367.963873 |
| 2000-01-02 10:30:00 | 342.523746 | 342.523746 | - | 342.523746 | - | 100.0 | 242.523746 | 342.523746 |
| 2000-01-02 11:00:00 | 318.762374 | 318.762374 | - | 318.762374 | - | 100.0 | 218.762374 | 318.762374 |
| 2000-01-02 11:30:00 | 296.68568 | 296.68568 | - | 296.68568 | - | 100.0 | 196.68568 | 296.68568 |
| 2000-01-02 12:00:00 | 276.276442 | 276.276442 | - | 276.276442 | - | 100.0 | 176.276442 | 276.276442 |
| 2000-01-02 12:30:00 | 257.498082 | 257.498082 | - | 257.498082 | - | 100.0 | 157.498082 | 257.498082 |
| 2000-01-02 13:00:00 | 240.298231 | 240.298231 | - | 240.298231 | - | 100.0 | 140.298231 | 240.298231 |
| 2000-01-02 13:30:00 | 224.612057 | 224.612057 | - | 224.612057 | - | 100.0 | 124.612057 | 224.612057 |
| 2000-01-02 14:00:00 | 210.365288 | 210.365288 | - | 210.365288 | - | 100.0 | 110.365288 | 210.365288 |
| 2000-01-02 14:30:00 | 197.47692 | 197.47692 | - | 197.47692 | - | 100.0 | 97.47692 | 197.47692 |
| 2000-01-02 15:00:00 | 185.861607 | 185.861607 | - | 185.861607 | - | 100.0 | 85.861607 | 185.861607 |
| 2000-01-02 15:30:00 | 175.431719 | 175.431719 | - | 175.431719 | - | 100.0 | 75.431719 | 175.431719 |
| 2000-01-02 16:00:00 | 166.099094 | 166.099094 | - | 166.099094 | - | 100.0 | 66.099094 | 166.099094 |
| 2000-01-02 16:30:00 | 157.776495 | 157.776495 | - | 157.776495 | - | 100.0 | 57.776495 | 157.776495 |
| 2000-01-02 17:00:00 | 150.378786 | 150.378786 | - | 150.378786 | - | 100.0 | 50.378786 | 150.378786 |
| 2000-01-02 17:30:00 | 143.823868 | 143.823868 | - | 143.823868 | - | 100.0 | 43.823868 | 143.823868 |
| 2000-01-02 18:00:00 | 138.033385 | 138.033385 | - | 138.033385 | - | 100.0 | 38.033385 | 138.033385 |
| 2000-01-02 18:30:00 | 132.933235 | 132.933235 | - | 132.933235 | - | 100.0 | 32.933235 | 132.933235 |
| 2000-01-02 19:00:00 | 128.453911 | 128.453911 | - | 128.453911 | - | 100.0 | 28.453911 | 128.453911 |
| 2000-01-02 19:30:00 | 124.530701 | 124.530701 | - | 124.530701 | - | 100.0 | 24.530701 | 124.530701 |
| 2000-01-02 20:00:00 | 121.103761 | 121.103761 | - | 121.103761 | - | 100.0 | 21.103761 | 121.103761 |
| 2000-01-02 20:30:00 | 118.118088 | 118.118088 | - | 118.118088 | - | 100.0 | 18.118088 | 118.118088 |
| 2000-01-02 21:00:00 | 115.523427 | 115.523427 | - | 115.523427 | - | 100.0 | 15.523427 | 115.523427 |
| 2000-01-02 21:30:00 | 113.274094 | 113.274094 | - | 113.274094 | - | 100.0 | 13.274094 | 113.274094 |
| 2000-01-02 22:00:00 | 111.328777 | 111.328777 | - | 111.328777 | - | 100.0 | 11.328777 | 111.328777 |
| 2000-01-02 22:30:00 | 109.650285 | 109.650285 | - | 109.650285 | - | 100.0 | 9.650285 | 109.650285 |
| 2000-01-02 23:00:00 | 108.205287 | 108.205287 | - | 108.205287 | - | 100.0 | 8.205287 | 108.205287 |
| 2000-01-02 23:30:00 | 106.964036 | 106.964036 | - | 106.964036 | - | 100.0 | 6.964036 | 106.964036 |
| 2000-01-03 00:00:00 | 105.900084 | 105.900084 | - | 105.900084 | - | 100.0 | 5.900084 | 105.900084 |
| 2000-01-03 00:30:00 | 104.99001 | 104.99001 | - | 104.99001 | - | 100.0 | 4.99001 | 104.99001 |
| 2000-01-03 01:00:00 | 104.213141 | 104.213141 | - | 104.213141 | - | 100.0 | 4.213141 | 104.213141 |
| 2000-01-03 01:30:00 | 103.551298 | 103.551298 | - | 103.551298 | - | 100.0 | 3.551298 | 103.551298 |
| 2000-01-03 02:00:00 | 102.988541 | 102.988541 | - | 102.988541 | - | 100.0 | 2.988541 | 102.988541 |
| 2000-01-03 02:30:00 | 102.51094 | 102.51094 | - | 102.51094 | - | 100.0 | 2.51094 | 102.51094 |
| 2000-01-03 03:00:00 | 102.106358 | 102.106358 | - | 102.106358 | - | 100.0 | 2.106358 | 102.106358 |
| 2000-01-03 03:30:00 | 101.764251 | 101.764251 | - | 101.764251 | - | 100.0 | 1.764251 | 101.764251 |
| 2000-01-03 04:00:00 | 101.47548 | 101.47548 | - | 101.47548 | - | 100.0 | 1.47548 | 101.47548 |
| 2000-01-03 04:30:00 | 101.232151 | 101.232151 | - | 101.232151 | - | 100.0 | 1.232151 | 101.232151 |
| 2000-01-03 05:00:00 | 101.027458 | 101.027458 | - | 101.027458 | - | 100.0 | 1.027458 | 101.027458 |
| 2000-01-03 05:30:00 | 100.855551 | 100.855551 | - | 100.855551 | - | 100.0 | 0.855551 | 100.855551 |
| 2000-01-03 06:00:00 | 100.711411 | 100.711411 | - | 100.711411 | - | 100.0 | 0.711411 | 100.711411 |
| 2000-01-03 06:30:00 | 100.590745 | 100.590745 | - | 100.590745 | - | 100.0 | 0.590745 | 100.590745 |
| 2000-01-03 07:00:00 | 100.489885 | 100.489885 | - | 100.489885 | - | 100.0 | 0.489885 | 100.489885 |
| 2000-01-03 07:30:00 | 100.405708 | 100.405708 | - | 100.405708 | - | 100.0 | 0.405708 | 100.405708 |
| 2000-01-03 08:00:00 | 100.33556 | 100.33556 | - | 100.33556 | - | 100.0 | 0.33556 | 100.33556 |
| 2000-01-03 08:30:00 | 100.277186 | 100.277186 | - | 100.277186 | - | 100.0 | 0.277186 | 100.277186 |
| 2000-01-03 09:00:00 | 100.228681 | 100.228681 | - | 100.228681 | - | 100.0 | 0.228681 | 100.228681 |
| 2000-01-03 09:30:00 | 100.188431 | 100.188431 | - | 100.188431 | - | 100.0 | 0.188431 | 100.188431 |
| 2000-01-03 10:00:00 | 100.155078 | 100.155078 | - | 100.155078 | - | 100.0 | 0.155078 | 100.155078 |
| 2000-01-03 10:30:00 | 100.127477 | 100.127477 | - | 100.127477 | - | 100.0 | 0.127477 | 100.127477 |
| 2000-01-03 11:00:00 | 100.104666 | 100.104666 | - | 100.104666 | - | 100.0 | 0.104666 | 100.104666 |
| 2000-01-03 11:30:00 | 100.085838 | 100.085838 | - | 100.085838 | - | 100.0 | 0.085838 | 100.085838 |
| 2000-01-03 12:00:00 | 100.070317 | 100.070317 | - | 100.070317 | - | 100.0 | 0.070317 | 100.070317 |
| 2000-01-03 12:30:00 | 100.057539 | 100.057539 | - | 100.057539 | - | 100.0 | 0.057539 | 100.057539 |
| 2000-01-03 13:00:00 | 100.047032 | 100.047032 | - | 100.047032 | - | 100.0 | 0.047032 | 100.047032 |
| 2000-01-03 13:30:00 | 100.038402 | 100.038402 | - | 100.038402 | - | 100.0 | 0.038402 | 100.038402 |
| 2000-01-03 14:00:00 | 100.031322 | 100.031322 | - | 100.031322 | - | 100.0 | 0.031322 | 100.031322 |
| 2000-01-03 14:30:00 | 100.025521 | 100.025521 | - | 100.025521 | - | 100.0 | 0.025521 | 100.025521 |
| 2000-01-03 15:00:00 | 100.020773 | 100.020773 | - | 100.020773 | - | 100.0 | 0.020773 | 100.020773 |
| 2000-01-03 15:30:00 | 100.016892 | 100.016892 | - | 100.016892 | - | 100.0 | 0.016892 | 100.016892 |
| 2000-01-03 16:00:00 | 100.013722 | 100.013722 | - | 100.013722 | - | 100.0 | 0.013722 | 100.013722 |
| 2000-01-03 16:30:00 | 100.011136 | 100.011136 | - | 100.011136 | - | 100.0 | 0.011136 | 100.011136 |
| 2000-01-03 17:00:00 | 100.009028 | 100.009028 | - | 100.009028 | - | 100.0 | 0.009028 | 100.009028 |
| 2000-01-03 17:30:00 | 100.007313 | 100.007313 | - | 100.007313 | - | 100.0 | 0.007313 | 100.007313 |
| 2000-01-03 18:00:00 | 100.005918 | 100.005918 | - | 100.005918 | - | 100.0 | 0.005918 | 100.005918 |
| 2000-01-03 18:30:00 | 100.004785 | 100.004785 | - | 100.004785 | - | 100.0 | 0.004785 | 100.004785 |
| 2000-01-03 19:00:00 | 100.003865 | 100.003865 | - | 100.003865 | - | 100.0 | 0.003865 | 100.003865 |
| 2000-01-03 19:30:00 | 100.003119 | 100.003119 | - | 100.003119 | - | 100.0 | 0.003119 | 100.003119 |
| 2000-01-03 20:00:00 | 100.002515 | 100.002515 | - | 100.002515 | - | 100.0 | 0.002515 | 100.002515 |
| 2000-01-03 20:30:00 | 100.002026 | 100.002026 | - | 100.002026 | - | 100.0 | 0.002026 | 100.002026 |
| 2000-01-03 21:00:00 | 100.001631 | 100.001631 | - | 100.001631 | - | 100.0 | 0.001631 | 100.001631 |
| 2000-01-03 21:30:00 | 100.001312 | 100.001312 | - | 100.001312 | - | 100.0 | 0.001312 | 100.001312 |
| 2000-01-03 22:00:00 | 100.001054 | 100.001054 | - | 100.001054 | - | 100.0 | 0.001054 | 100.001054 |
| 2000-01-03 22:30:00 | 100.000846 | 100.000846 | - | 100.000846 | - | 100.0 | 0.000846 | 100.000846 |
| 2000-01-03 23:00:00 | 100.000679 | 100.000679 | - | 100.000679 | - | 100.0 | 0.000679 | 100.000679 |
| 2000-01-03 23:30:00 | 100.000544 | 100.000544 | - | 100.000544 | - | 100.0 | 0.000544 | 100.000544 |
| 2000-01-04 00:00:00 | 100.000436 | 100.000436 | - | 100.000436 | - | 100.0 | 0.000436 | 100.000436 |
| 2000-01-04 00:30:00 | 100.000349 | 100.000349 | - | 100.000349 | - | 100.0 | 0.000349 | 100.000349 |
| 2000-01-04 01:00:00 | 100.000279 | 100.000279 | - | 100.000279 | - | 100.0 | 0.000279 | 100.000279 |
| 2000-01-04 01:30:00 | 100.000223 | 100.000223 | - | 100.000223 | - | 100.0 | 0.000223 | 100.000223 |
| 2000-01-04 02:00:00 | 100.000178 | 100.000178 | - | 100.000178 | - | 100.0 | 0.000178 | 100.000178 |
| 2000-01-04 02:30:00 | 100.000142 | 100.000142 | - | 100.000142 | - | 100.0 | 0.000142 | 100.000142 |
| 2000-01-04 03:00:00 | 100.000113 | 100.000113 | - | 100.000113 | - | 100.0 | 0.000113 | 100.000113 |
| 2000-01-04 03:30:00 | 100.00009 | 100.00009 | - | 100.00009 | - | 100.0 | 0.00009 | 100.00009 |
| 2000-01-04 04:00:00 | 100.000072 | 100.000072 | - | 100.000072 | - | 100.0 | 0.000072 | 100.000072 |
| 2000-01-04 04:30:00 | 100.000057 | 100.000057 | - | 100.000057 | - | 100.0 | 0.000057 | 100.000057 |
| 2000-01-04 05:00:00 | 100.000046 | 100.000046 | - | 100.000046 | - | 100.0 | 0.000046 | 100.000046 |
| 2000-01-04 05:30:00 | 100.000036 | 100.000036 | - | 100.000036 | - | 100.0 | 0.000036 | 100.000036 |
| 2000-01-04 06:00:00 | 100.000029 | 100.000029 | - | 100.000029 | - | 100.0 | 0.000029 | 100.000029 |
| 2000-01-04 06:30:00 | 100.000023 | 100.000023 | - | 100.000023 | - | 100.0 | 0.000023 | 100.000023 |
| 2000-01-04 07:00:00 | 100.000018 | 100.000018 | - | 100.000018 | - | 100.0 | 0.000018 | 100.000018 |
| 2000-01-04 07:30:00 | 100.000014 | 100.000014 | - | 100.000014 | - | 100.0 | 0.000014 | 100.000014 |
| 2000-01-04 08:00:00 | 100.000011 | 100.000011 | - | 100.000011 | - | 100.0 | 0.000011 | 100.000011 |
| 2000-01-04 08:30:00 | 100.000009 | 100.000009 | - | 100.000009 | - | 100.0 | 0.000009 | 100.000009 |
| 2000-01-04 09:00:00 | 100.000007 | 100.000007 | - | 100.000007 | - | 100.0 | 0.000007 | 100.000007 |
| 2000-01-04 09:30:00 | 100.000006 | 100.000006 | - | 100.000006 | - | 100.0 | 0.000006 | 100.000006 |
| 2000-01-04 10:00:00 | 100.000004 | 100.000004 | - | 100.000004 | - | 100.0 | 0.000004 | 100.000004 |
| 2000-01-04 10:30:00 | 100.000004 | 100.000004 | - | 100.000004 | - | 100.0 | 0.000004 | 100.000004 |
| 2000-01-04 11:00:00 | 100.000003 | 100.000003 | - | 100.000003 | - | 100.0 | 0.000003 | 100.000003 |
| 2000-01-04 11:30:00 | 100.000002 | 100.000002 | - | 100.000002 | - | 100.0 | 0.000002 | 100.000002 |
| 2000-01-04 12:00:00 | 100.000002 | 100.000002 | - | 100.000002 | - | 100.0 | 0.000002 | 100.000002 |
| 2000-01-04 12:30:00 | 100.000001 | 100.000001 | - | 100.000001 | - | 100.0 | 0.000001 | 100.000001 |
| 2000-01-04 13:00:00 | 100.000001 | 100.000001 | - | 100.000001 | - | 100.0 | 0.000001 | 100.000001 |
| 2000-01-04 13:30:00 | 100.000001 | 100.000001 | - | 100.000001 | - | 100.0 | 0.000001 | 100.000001 |
| 2000-01-04 14:00:00 | 100.000001 | 100.000001 | - | 100.000001 | - | 100.0 | 0.000001 | 100.000001 |
| 2000-01-04 14:30:00 | 100.000001 | 100.000001 | - | 100.000001 | - | 100.0 | 0.000001 | 100.000001 |
| 2000-01-04 15:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 15:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 16:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 16:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 17:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 17:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 18:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 18:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 19:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 19:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 20:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 20:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 21:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 21:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 22:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 22:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 23:00:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
| 2000-01-04 23:30:00 | 100.0 | 100.0 | - | 100.0 | - | 100.0 | 0.0 | 100.0 |
Click to see the graph- class hydpy.models.kinw_williams_ext.Model[source]¶
Bases:
ELSModelHydPy-KinW-Williams-Ext (Williams routing based on an externally calculated volume-discharge relationship).
- The following “inlet update methods” are called in the given sequence at the beginning of each simulation step:
Pick_Q_V1Query the current inflow from all inlet nodes.
- The following methods define the relevant components of a system of ODE equations (e.g. direct runoff):
Calc_QZA_V1Calculate the current inflow into the channel.Calc_QG_V2Calculate the discharge of the total cross-section based on an interpolated flow velocity.Calc_QA_V1Query the actual outflow.
- The following methods define the complete equations of an ODE system (e.g. change in storage of fast water due to effective precipitation and direct runoff):
Update_VG_V1Update the water volume.
- The following “outlet update methods” are called in the given sequence at the end of each simulation step:
Pass_Q_V1Pass the outflow to the outlet node.
- DOCNAME: DocName = ('KinW-Williams-Ext', 'Williams routing based on an externally calculated volume-discharge relationship')¶
- REUSABLE_METHODS: ClassVar[tuple[type[ReusableMethod], ...]] = ()¶
- class hydpy.models.kinw_williams_ext.ControlParameters(master: Parameters, cls_fastaccess: type[FastAccessParameter] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
SubParametersControl parameters of model kinw_williams_ext.
- The following classes are selected:
Laen()Flusslänge (channel length) [km].GTS()Anzahl Gewässerteilstrecken (number of channel subsections) [-].VG2FG()Flexibler Interpolator zur Berechnung der Fließgeschwindigkeit in Abhängigkeit zur aktuellen Wasserspeicherung einer Gewässerteilstrecke (flexible interpolator describing the relationship between the flow velocity and the water storage of individual channel subsections) [m/s].EK()Kalibrierfaktor (calibration factor) [-].
- class hydpy.models.kinw_williams_ext.DerivedParameters(master: Parameters, cls_fastaccess: type[FastAccessParameter] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
SubParametersDerived parameters of model kinw_williams_ext.
- The following classes are selected:
Sek()Sekunden im Simulationszeitschritt (Number of seconds of the selected simulation time step) [s].
- class hydpy.models.kinw_williams_ext.FluxSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
FluxSequencesFlux sequences of model kinw_williams_ext.
- The following classes are selected:
- class hydpy.models.kinw_williams_ext.InletSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
InletSequencesInlet sequences of model kinw_williams_ext.
- The following classes are selected:
Q()Abfluss (runoff) [m³/s].
- class hydpy.models.kinw_williams_ext.OutletSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
OutletSequencesOutlet sequences of model kinw_williams_ext.
- The following classes are selected:
Q()Abfluss (runoff) [m³/s].
- class hydpy.models.kinw_williams_ext.SolverParameters(master: Parameters, cls_fastaccess: type[FastAccessParameter] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
SubParametersSolver parameters of model kinw_williams_ext.
- The following classes are selected:
AbsErrorMax()Absolute numerical error tolerance [m³/s].RelErrorMax()Relative numerical error tolerance [-].RelDTMin()Smallest relative integration time step size allowed [-].RelDTMax()Largest relative integration time step size allowed [-].
- class hydpy.models.kinw_williams_ext.StateSequences(master: Sequences, cls_fastaccess: type[TypeFastAccess_co] | None = None, cymodel: CyModelProtocol | None = None)¶
Bases:
StateSequencesState sequences of model kinw_williams_ext.
- The following classes are selected:
VG()Wasservolumen (water volume) [million m³].