dp_multi: Dynamic Programming with multiple objectives (supply, flood...
In reservoir: Tools for Analysis, Design, and Operation of Water Supply Storages
Description
Usage
Arguments
Value
See Also
Examples
Description
Determines the optimal sequence of releases from the reservoir to minimise a penalty cost function based on water supply, spill, and water level. For water supply: Cost[t] = ((target - release[t]) / target) ^ loss_exp[1]). For flood control: Cost[t] = (Spill[t] / quantile(Q, spill_targ)) ^ loss_exp[2]. For amenity: Cost[t] = abs(((storage[t] - (vol_targ * capacity)) / (vol_targ * capacity))) ^ loss_exp[3].
Usage
1
2
3
4
Arguments
Q
vector or time series object. Net inflow totals to the reservoir. Recommended units: Mm^3 (Million cubic meters).
capacity
numerical. The reservoir storage capacity (must be the same volumetric unit as Q and the target release).
target
numerical. The target release constant. Recommended units: Mm^3 (Million cubic meters).
surface_area
numerical. The reservoir water surface area at maximum capacity. Recommended units: km^2 (square kilometers).
max_depth
numerical. The maximum water depth of the reservoir at maximum capacity. If omitted, the depth-storage-area relationship will be estimated from surface area and capacity only. Recommended units: meters.
evap
vector or time series object of length Q, or a numerical constant. Evaporation from losses from reservoir surface. Varies with level if depth and surface_area parameters are specified. Recommended units: meters, or kg/m2 * 10 ^ -3.
R_max
numerical. The maximum controlled release, in the same units as target.
spill_targ
numerical. The quantile of the inflow time series used to standardise the "minimise spill" objective.
vol_targ
numerical. The target storage volume constant (as proportion of capacity).
weights
vector of length 3 indicating weighting to be applied to release, spill and water level objectives respectively.
loss_exp
vector of length 3 indicating the exponents on release, spill and water level deviations from target. Default exponents are c(2,2,2).
S_disc
integer. Storage discretization–the number of equally-sized storage states. Default = 1000.
R_disc
integer. Release discretization. Default = 10 divisions.
S_initial
numeric. The initial storage as a ratio of capacity (0 <= S_initial <= 1). The default value is 1.
plot
logical. If TRUE (the default) the storage behavior diagram and release time series are plotted.
rep_rrv
logical. If TRUE then reliability, resilience and vulnerability metrics are computed and returned.
Value
Returns reservoir simulation output (storage, release, spill), total penalty cost associated with the objective function, and, if requested, the reliability, resilience and vulnerability of the system.
See Also
sdp_multi for Stochastic Dynamic Programming
Examples
1
2
Example output
$storage
Jan Feb Mar Apr May Jun Jul
1925 61.900000 61.900000 61.900000 44.327628 56.832738 61.900000 57.630595
1926 61.900000 61.900000 61.900000 61.900000 59.730373 48.302505 44.226703
1927 61.900000 61.900000 61.900000 61.900000 61.900000 60.106029 61.900000
1928 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1929 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1930 61.900000 61.900000 61.900000 61.900000 61.900000 59.098319 61.900000
1931 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1932 61.900000 61.900000 61.900000 61.900000 61.900000 53.003037 54.318635
1933 61.900000 61.900000 61.900000 61.900000 61.122431 61.900000 44.157046
1934 61.900000 61.900000 61.900000 61.900000 53.262215 45.974629 51.697903
1935 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 45.462812
1936 61.900000 61.900000 61.900000 61.900000 61.900000 48.525633 43.493775
1937 61.900000 61.900000 61.900000 61.900000 52.680305 61.900000 48.896250
1938 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1939 61.900000 61.900000 61.900000 61.900000 61.900000 53.032514 55.474835
1940 16.752476 38.861232 61.900000 61.900000 61.900000 56.565481 60.383870
1941 43.979958 61.900000 61.900000 61.900000 61.900000 61.900000 59.736762
1942 61.900000 61.900000 61.900000 61.900000 50.688685 50.927676 44.831880
1943 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 51.901088
1944 48.319832 61.900000 61.900000 61.900000 61.900000 51.291912 49.579475
1945 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1946 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1947 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1948 61.900000 61.900000 61.900000 61.900000 61.900000 50.019091 56.189039
1949 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1950 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.349371
1951 61.900000 61.900000 61.900000 61.900000 61.900000 48.561812 61.900000
1952 61.900000 61.900000 61.900000 61.900000 60.348836 52.107616 61.900000
1953 40.975129 61.900000 61.900000 61.900000 61.900000 61.900000 57.370153
1954 34.282711 61.900000 61.900000 61.900000 61.900000 46.103293 59.474284
1955 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1956 61.900000 61.900000 61.900000 61.900000 61.900000 60.312417 44.330567
1957 61.900000 61.900000 61.900000 61.900000 61.900000 54.273667 49.443081
1958 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.926734
1959 45.039337 61.900000 61.900000 61.900000 61.900000 47.939812 48.357250
1960 61.900000 61.900000 61.900000 61.900000 61.900000 48.740484 45.440407
1961 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1962 61.900000 61.900000 61.900000 61.900000 61.900000 53.928268 44.929826
1963 61.900000 61.900000 61.900000 61.900000 52.865890 53.309055 55.310460
1964 25.728106 61.900000 61.900000 61.900000 61.900000 61.900000 52.930889
1965 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1966 47.442570 61.900000 61.900000 61.900000 61.900000 61.900000 44.777755
1967 61.900000 61.900000 61.900000 61.900000 48.555611 61.900000 61.900000
1968 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 54.942194
1969 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 53.974128
1970 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1971 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 46.549148
1972 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 48.753425
1973 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1974 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1975 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.353739
1976 61.900000 61.900000 61.900000 61.900000 61.900000 53.735561 61.900000
1977 61.900000 61.900000 61.900000 61.900000 61.900000 55.662776 46.098682
1978 61.900000 61.900000 61.900000 61.900000 60.995059 61.900000 61.900000
1979 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1980 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 50.942036
1981 61.900000 61.900000 61.900000 61.900000 61.900000 48.197821 61.900000
1982 61.900000 61.900000 61.900000 61.900000 61.900000 46.660871 46.618065
1983 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1984 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1985 61.900000 61.900000 61.900000 61.900000 61.264690 51.503430 56.398860
1986 61.900000 61.900000 61.900000 61.900000 49.983127 47.695692 54.138558
1987 61.900000 61.900000 61.900000 61.900000 61.900000 52.508592 59.994121
1988 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 60.877735
1989 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1990 61.900000 61.900000 61.900000 61.900000 61.900000 55.641109 53.259386
1991 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.917519
1992 61.900000 61.900000 61.900000 61.900000 54.772913 44.759098 46.916574
1993 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 50.395711
1994 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1995 61.900000 61.900000 61.900000 61.900000 46.346883 61.900000 61.900000
1996 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1997 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1998 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1999 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
2000 52.492698 61.900000 61.900000 61.900000 61.900000 61.900000 60.972715
Aug Sep Oct Nov Dec
1925 46.715690 30.769471 10.784975 61.900000 61.900000
1926 48.177773 61.900000 45.482739 45.555137 61.900000
1927 54.866058 44.517336 48.616719 41.347523 47.216061
1928 61.900000 61.900000 43.904193 43.676422 61.900000
1929 61.900000 48.079707 32.205402 52.690669 61.900000
1930 58.289153 48.176395 39.807999 29.050229 16.281518
1931 56.371811 51.083804 41.403332 29.532513 10.079905
1932 49.221735 39.543700 24.620613 61.900000 61.900000
1933 45.427202 44.387475 54.084938 47.844255 35.898357
1934 50.464388 51.620104 42.873855 49.268074 46.478689
1935 52.688818 51.396722 42.276881 29.923018 45.908221
1936 48.318782 49.061278 41.125212 41.663518 61.900000
1937 47.923555 48.776189 48.022029 61.900000 61.900000
1938 46.806646 46.544187 47.886179 44.515545 42.850483
1939 59.823877 57.761172 50.571284 43.238333 32.009640
1940 57.458430 50.329067 43.076704 31.338108 11.998939
1941 52.948711 52.686442 42.851329 27.328392 13.790875
1942 47.774951 61.900000 61.900000 61.358936 61.900000
1943 56.731606 54.856937 50.058120 41.965165 29.470200
1944 45.913264 37.255382 61.900000 47.017151 40.897441
1945 50.553781 51.214392 48.474164 40.584553 61.900000
1946 55.339453 46.184643 44.577964 46.450686 61.900000
1947 55.492556 49.166459 38.079740 23.944980 4.094471
1948 57.060229 49.795669 36.915473 19.750508 61.900000
1949 42.851922 54.352754 45.649663 44.513691 42.037487
1950 47.593514 61.900000 61.900000 48.188819 61.900000
1951 54.040758 50.862165 46.063003 36.353769 61.900000
1952 59.141679 49.780983 43.325796 32.612868 14.068187
1953 57.132028 58.183874 52.415892 40.267029 23.751859
1954 61.723773 55.046150 44.220862 29.508413 18.423909
1955 52.070396 50.876409 47.766541 38.171955 45.490856
1956 51.678475 60.005791 54.842403 43.598924 28.957703
1957 46.720158 41.170888 61.900000 61.900000 61.900000
1958 48.471691 51.153571 50.523482 44.527817 46.696684
1959 46.900991 42.058264 46.594036 47.304800 61.900000
1960 47.275192 45.337198 39.884899 43.156657 61.900000
1961 50.241980 44.628255 49.966223 49.040687 41.621004
1962 46.572801 43.828134 38.570929 55.333734 61.900000
1963 57.158791 52.577288 46.793066 36.013770 15.984548
1964 47.766461 49.081673 42.078131 61.900000 61.900000
1965 61.900000 47.230917 45.769284 47.505683 44.551971
1966 45.445065 46.761417 43.772901 45.969484 61.900000
1967 61.900000 61.900000 43.327702 47.899507 61.900000
1968 61.832508 60.820684 52.854632 39.972386 24.590180
1969 59.815458 56.509881 49.259209 39.141588 31.164650
1970 45.559574 46.361946 48.020860 48.350904 61.900000
1971 44.629485 52.419543 50.894589 41.962452 28.327469
1972 44.242398 48.367934 43.221169 61.900000 61.900000
1973 61.900000 59.345105 46.859519 42.517828 61.900000
1974 49.365697 46.980004 42.895611 31.228477 55.284726
1975 45.041519 44.573498 61.900000 61.900000 61.900000
1976 61.900000 50.916965 46.133632 61.900000 61.900000
1977 46.734306 40.698176 43.770782 61.900000 61.900000
1978 44.282192 56.433201 53.387756 43.374053 29.573788
1979 61.900000 61.900000 61.900000 61.900000 61.900000
1980 56.082372 53.166221 43.985238 29.741741 37.384553
1981 50.119444 50.364814 47.693433 42.678461 61.900000
1982 45.326475 46.814020 49.100646 43.396478 61.900000
1983 47.423817 46.446394 43.777813 35.539278 61.900000
1984 61.900000 61.900000 47.426208 61.900000 61.900000
1985 52.820819 46.380736 36.585711 25.731026 61.900000
1986 48.437566 37.885632 31.089899 52.470076 61.900000
1987 59.053751 51.327929 41.673362 28.677728 19.716892
1988 54.047278 47.290358 36.685332 23.086145 61.900000
1989 61.900000 61.900000 61.900000 61.900000 61.900000
1990 54.564570 49.467374 38.146171 25.680306 43.125942
1991 57.599344 56.214777 48.618768 35.766813 22.785056
1992 48.264001 61.900000 61.900000 61.900000 61.900000
1993 59.162575 59.651608 53.618641 41.580840 29.349253
1994 61.900000 49.745548 48.407931 45.339925 61.900000
1995 48.833080 46.934016 43.024609 61.900000 61.900000
1996 44.578619 49.268942 48.307750 44.217414 61.900000
1997 61.900000 46.709129 61.900000 47.967306 61.900000
1998 54.642849 47.092248 50.892694 47.342973 37.938981
1999 61.900000 50.685742 47.861368 39.085306 29.778401
2000 61.900000 59.260574 49.751003 34.786007 18.132509
$releases
Jan Feb Mar Apr May Jun Jul Aug
1925 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116 32.07116
1926 64.14233 64.14233 64.14233 64.14233 57.72810 51.31386 38.48540 64.14233
1927 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810
1928 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1929 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1930 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1931 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116 25.65693
1932 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116
1933 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540 38.48540
1934 64.14233 64.14233 64.14233 64.14233 51.31386 57.72810 32.07116 32.07116
1935 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1936 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 44.89963 32.07116
1937 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116
1938 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810
1939 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116
1940 32.07116 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116
1941 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116 32.07116 32.07116
1942 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 44.89963 64.14233
1943 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1944 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116
1945 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540
1946 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386
1947 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116 25.65693
1948 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1949 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1950 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 64.14233
1951 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1952 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116
1953 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1954 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116 32.07116
1955 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540
1956 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1957 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 38.48540 32.07116
1958 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 44.89963
1959 64.14233 64.14233 64.14233 64.14233 57.72810 44.89963 32.07116 32.07116
1960 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116
1961 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963
1962 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 38.48540 32.07116
1963 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116 32.07116
1964 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1965 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1966 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 38.48540
1967 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1968 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1969 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1970 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 38.48540
1971 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 44.89963
1972 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 38.48540
1973 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1974 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 38.48540
1975 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1976 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963
1977 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116
1978 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116
1979 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1980 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1981 64.14233 64.14233 64.14233 64.14233 57.72810 64.14233 51.31386 32.07116
1982 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 51.31386
1983 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540
1984 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1985 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1986 64.14233 64.14233 64.14233 51.31386 32.07116 57.72810 32.07116 32.07116
1987 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1988 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116 32.07116
1989 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1990 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116
1991 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1992 64.14233 64.14233 64.14233 64.14233 51.31386 64.14233 44.89963 64.14233
1993 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1994 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1995 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116
1996 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963
1997 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1998 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810
1999 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386
2000 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116
Sep Oct Nov Dec
1925 32.07116 64.14233 64.14233 64.14233
1926 57.72810 32.07116 64.14233 64.14233
1927 32.07116 32.07116 64.14233 64.14233
1928 57.72810 57.72810 64.14233 64.14233
1929 57.72810 64.14233 64.14233 64.14233
1930 25.65693 25.65693 32.07116 64.14233
1931 25.65693 25.65693 32.07116 64.14233
1932 32.07116 64.14233 64.14233 64.14233
1933 32.07116 32.07116 32.07116 64.14233
1934 32.07116 44.89963 44.89963 64.14233
1935 32.07116 32.07116 38.48540 64.14233
1936 32.07116 32.07116 64.14233 64.14233
1937 32.07116 64.14233 64.14233 64.14233
1938 64.14233 32.07116 32.07116 64.14233
1939 32.07116 25.65693 25.65693 32.07116
1940 25.65693 25.65693 32.07116 44.89963
1941 32.07116 32.07116 32.07116 64.14233
1942 64.14233 64.14233 64.14233 64.14233
1943 32.07116 32.07116 32.07116 64.14233
1944 64.14233 44.89963 64.14233 64.14233
1945 32.07116 32.07116 64.14233 64.14233
1946 51.31386 51.31386 64.14233 64.14233
1947 25.65693 25.65693 32.07116 64.14233
1948 32.07116 32.07116 64.14233 64.14233
1949 44.89963 57.72810 44.89963 64.14233
1950 64.14233 64.14233 64.14233 64.14233
1951 32.07116 32.07116 64.14233 64.14233
1952 25.65693 25.65693 32.07116 64.14233
1953 32.07116 32.07116 32.07116 38.48540
1954 32.07116 32.07116 32.07116 64.14233
1955 32.07116 32.07116 64.14233 64.14233
1956 32.07116 32.07116 32.07116 64.14233
1957 64.14233 64.14233 64.14233 64.14233
1958 32.07116 32.07116 57.72810 64.14233
1959 44.89963 32.07116 64.14233 64.14233
1960 32.07116 38.48540 64.14233 64.14233
1961 51.31386 32.07116 44.89963 64.14233
1962 32.07116 64.14233 64.14233 64.14233
1963 25.65693 25.65693 32.07116 32.07116
1964 32.07116 64.14233 64.14233 64.14233
1965 38.48540 32.07116 38.48540 51.31386
1966 38.48540 38.48540 64.14233 64.14233
1967 57.72810 32.07116 64.14233 64.14233
1968 32.07116 32.07116 32.07116 64.14233
1969 32.07116 32.07116 32.07116 64.14233
1970 38.48540 64.14233 64.14233 64.14233
1971 32.07116 32.07116 32.07116 64.14233
1972 51.31386 64.14233 64.14233 64.14233
1973 57.72810 44.89963 64.14233 64.14233
1974 38.48540 38.48540 64.14233 64.14233
1975 64.14233 64.14233 64.14233 64.14233
1976 32.07116 64.14233 64.14233 64.14233
1977 57.72810 64.14233 64.14233 64.14233
1978 32.07116 32.07116 32.07116 64.14233
1979 64.14233 64.14233 64.14233 64.14233
1980 32.07116 32.07116 32.07116 64.14233
1981 32.07116 38.48540 64.14233 64.14233
1982 51.31386 57.72810 64.14233 64.14233
1983 32.07116 32.07116 64.14233 64.14233
1984 57.72810 64.14233 64.14233 64.14233
1985 32.07116 32.07116 64.14233 64.14233
1986 32.07116 64.14233 64.14233 64.14233
1987 32.07116 32.07116 32.07116 64.14233
1988 32.07116 32.07116 64.14233 64.14233
1989 64.14233 64.14233 64.14233 64.14233
1990 32.07116 32.07116 64.14233 64.14233
1991 32.07116 32.07116 32.07116 64.14233
1992 64.14233 64.14233 64.14233 64.14233
1993 32.07116 32.07116 32.07116 64.14233
1994 38.48540 38.48540 64.14233 64.14233
1995 32.07116 64.14233 64.14233 64.14233
1996 57.72810 44.89963 64.14233 64.14233
1997 64.14233 57.72810 64.14233 64.14233
1998 32.07116 32.07116 32.07116 64.14233
1999 32.07116 32.07116 32.07116 64.14233
2000 32.07116 32.07116 32.07116 64.14233
$evap_loss
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
1925 0 0 0 0 0 0 0 0 0 0 0 0
1926 0 0 0 0 0 0 0 0 0 0 0 0
1927 0 0 0 0 0 0 0 0 0 0 0 0
1928 0 0 0 0 0 0 0 0 0 0 0 0
1929 0 0 0 0 0 0 0 0 0 0 0 0
1930 0 0 0 0 0 0 0 0 0 0 0 0
1931 0 0 0 0 0 0 0 0 0 0 0 0
1932 0 0 0 0 0 0 0 0 0 0 0 0
1933 0 0 0 0 0 0 0 0 0 0 0 0
1934 0 0 0 0 0 0 0 0 0 0 0 0
1935 0 0 0 0 0 0 0 0 0 0 0 0
1936 0 0 0 0 0 0 0 0 0 0 0 0
1937 0 0 0 0 0 0 0 0 0 0 0 0
1938 0 0 0 0 0 0 0 0 0 0 0 0
1939 0 0 0 0 0 0 0 0 0 0 0 0
1940 0 0 0 0 0 0 0 0 0 0 0 0
1941 0 0 0 0 0 0 0 0 0 0 0 0
1942 0 0 0 0 0 0 0 0 0 0 0 0
1943 0 0 0 0 0 0 0 0 0 0 0 0
1944 0 0 0 0 0 0 0 0 0 0 0 0
1945 0 0 0 0 0 0 0 0 0 0 0 0
1946 0 0 0 0 0 0 0 0 0 0 0 0
1947 0 0 0 0 0 0 0 0 0 0 0 0
1948 0 0 0 0 0 0 0 0 0 0 0 0
1949 0 0 0 0 0 0 0 0 0 0 0 0
1950 0 0 0 0 0 0 0 0 0 0 0 0
1951 0 0 0 0 0 0 0 0 0 0 0 0
1952 0 0 0 0 0 0 0 0 0 0 0 0
1953 0 0 0 0 0 0 0 0 0 0 0 0
1954 0 0 0 0 0 0 0 0 0 0 0 0
1955 0 0 0 0 0 0 0 0 0 0 0 0
1956 0 0 0 0 0 0 0 0 0 0 0 0
1957 0 0 0 0 0 0 0 0 0 0 0 0
1958 0 0 0 0 0 0 0 0 0 0 0 0
1959 0 0 0 0 0 0 0 0 0 0 0 0
1960 0 0 0 0 0 0 0 0 0 0 0 0
1961 0 0 0 0 0 0 0 0 0 0 0 0
1962 0 0 0 0 0 0 0 0 0 0 0 0
1963 0 0 0 0 0 0 0 0 0 0 0 0
1964 0 0 0 0 0 0 0 0 0 0 0 0
1965 0 0 0 0 0 0 0 0 0 0 0 0
1966 0 0 0 0 0 0 0 0 0 0 0 0
1967 0 0 0 0 0 0 0 0 0 0 0 0
1968 0 0 0 0 0 0 0 0 0 0 0 0
1969 0 0 0 0 0 0 0 0 0 0 0 0
1970 0 0 0 0 0 0 0 0 0 0 0 0
1971 0 0 0 0 0 0 0 0 0 0 0 0
1972 0 0 0 0 0 0 0 0 0 0 0 0
1973 0 0 0 0 0 0 0 0 0 0 0 0
1974 0 0 0 0 0 0 0 0 0 0 0 0
1975 0 0 0 0 0 0 0 0 0 0 0 0
1976 0 0 0 0 0 0 0 0 0 0 0 0
1977 0 0 0 0 0 0 0 0 0 0 0 0
1978 0 0 0 0 0 0 0 0 0 0 0 0
1979 0 0 0 0 0 0 0 0 0 0 0 0
1980 0 0 0 0 0 0 0 0 0 0 0 0
1981 0 0 0 0 0 0 0 0 0 0 0 0
1982 0 0 0 0 0 0 0 0 0 0 0 0
1983 0 0 0 0 0 0 0 0 0 0 0 0
1984 0 0 0 0 0 0 0 0 0 0 0 0
1985 0 0 0 0 0 0 0 0 0 0 0 0
1986 0 0 0 0 0 0 0 0 0 0 0 0
1987 0 0 0 0 0 0 0 0 0 0 0 0
1988 0 0 0 0 0 0 0 0 0 0 0 0
1989 0 0 0 0 0 0 0 0 0 0 0 0
1990 0 0 0 0 0 0 0 0 0 0 0 0
1991 0 0 0 0 0 0 0 0 0 0 0 0
1992 0 0 0 0 0 0 0 0 0 0 0 0
1993 0 0 0 0 0 0 0 0 0 0 0 0
1994 0 0 0 0 0 0 0 0 0 0 0 0
1995 0 0 0 0 0 0 0 0 0 0 0 0
1996 0 0 0 0 0 0 0 0 0 0 0 0
1997 0 0 0 0 0 0 0 0 0 0 0 0
1998 0 0 0 0 0 0 0 0 0 0 0 0
1999 0 0 0 0 0 0 0 0 0 0 0 0
2000 0 0 0 0 0 0 0 0 0 0 0 0
$water_level
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
1925 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1926 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1927 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1928 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1929 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1930 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1931 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1932 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1933 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1934 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1935 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1936 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1937 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1938 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1939 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1940 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1941 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1942 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1943 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1944 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1945 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1946 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1947 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1948 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1949 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1950 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1951 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1952 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1953 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1954 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1955 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1956 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1957 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1958 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1959 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1960 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1961 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1962 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1963 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1964 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1965 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1966 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1967 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1968 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1969 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1970 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1971 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1972 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1973 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1974 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1975 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1976 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1977 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1978 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1979 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1980 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1981 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1982 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1983 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1984 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1985 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1986 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1987 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1988 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1989 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1990 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1991 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1992 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1993 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1994 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1995 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1996 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1997 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1998 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1999 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
2000 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
$spill
Jan Feb Mar Apr May
1925 1.438144e+02 2.687754e+02 0.000000e+00 0.000000e+00 3.799596e+00
1926 1.263723e+02 9.910376e+01 1.323313e+02 0.000000e+00 0.000000e+00
1927 2.163084e+02 2.841001e+02 2.494566e+02 9.167758e+01 0.000000e+00
1928 8.690308e+01 2.598947e+01 1.493316e+02 1.847689e+02 5.472600e+01
1929 2.934522e+02 4.507621e+02 5.367877e+02 2.437108e+02 3.691724e+01
1930 9.076485e+01 3.326847e+02 1.388658e+02 8.447893e+00 0.000000e+00
1931 3.863989e+01 1.465932e+02 1.365019e+02 5.584846e+01 4.589967e+00
1932 4.292256e+02 4.218033e+02 1.596863e+02 1.695170e+02 0.000000e+00
1933 1.567967e+02 4.099808e+02 1.228205e+02 0.000000e+00 6.173264e+01
1934 1.181574e+02 1.446624e+02 4.854264e+02 0.000000e+00 0.000000e+00
1935 9.131372e+01 1.692840e+02 2.827491e+02 6.445751e+01 2.778525e+01
1936 2.839199e+02 1.514378e+02 2.635748e+02 8.162534e+01 0.000000e+00
1937 8.640342e+02 3.244244e+02 6.696316e+01 0.000000e+00 4.935806e+00
1938 2.917293e+02 8.017015e+01 1.453986e+02 9.064813e+01 2.833685e+01
1939 2.144524e+02 8.783453e+02 2.097223e+02 6.744021e+01 0.000000e+00
1940 0.000000e+00 4.796951e+02 3.038580e+02 5.252869e+01 0.000000e+00
1941 7.553504e+01 1.532821e+00 4.444276e+01 2.492017e+01 4.698033e+00
1942 1.663423e+02 2.394184e+02 3.425104e+02 0.000000e+00 0.000000e+00
1943 1.864919e+02 1.994603e+02 2.724130e+02 9.836170e+01 4.722706e-02
1944 4.438900e+01 6.713277e+02 4.166239e+02 1.370146e+02 0.000000e+00
1945 1.734321e+02 5.262185e+02 5.403125e+01 8.287205e+01 1.598006e+02
1946 5.617864e+02 3.267634e+02 8.889768e+01 8.172126e+01 7.678409e+00
1947 6.276736e+02 8.902039e+01 1.007747e+02 4.138437e+00 2.102866e+00
1948 1.322606e+02 1.036796e+03 2.522923e+02 2.683287e+01 0.000000e+00
1949 8.343306e+02 1.843054e+02 2.136215e+02 1.563248e+01 1.002902e+01
1950 9.681175e+02 5.160029e+02 2.007107e+02 1.266412e+01 1.170018e+01
1951 5.287426e+02 4.560737e+02 2.615558e+02 1.540510e+02 0.000000e+00
1952 4.354997e+02 9.965233e+01 2.023903e+02 0.000000e+00 0.000000e+00
1953 1.956539e+02 3.565316e+02 1.152408e+02 1.725111e+02 3.402077e+01
1954 7.053117e+02 1.121610e+02 1.436481e+02 1.191836e+02 0.000000e+00
1955 9.235930e+01 3.739435e+02 4.399972e+02 5.190585e+01 1.255479e+01
1956 2.839045e+02 7.108936e+02 8.774241e+01 1.978384e+02 0.000000e+00
1957 6.398936e+02 4.667413e+02 7.227871e+01 3.421811e+01 0.000000e+00
1958 1.291817e+02 1.869988e+02 6.919682e+01 1.675453e+02 1.093210e+02
1959 1.593642e+02 2.093392e+02 1.573321e+02 2.124524e+01 0.000000e+00
1960 1.837081e+02 2.289399e+02 3.125727e+02 6.108705e+01 0.000000e+00
1961 1.324471e+02 4.108586e+02 3.197562e+02 2.148116e+02 1.456289e+01
1962 5.286586e+02 5.223677e+02 2.251951e+02 3.640049e+02 0.000000e+00
1963 1.062053e+02 2.072268e+02 5.689967e+02 0.000000e+00 0.000000e+00
1964 2.276952e+02 2.566311e+02 3.851410e+02 3.025220e+02 6.455526e+00
1965 1.924860e+02 1.647156e+02 4.201441e+02 8.174880e+01 2.292334e+01
1966 7.572360e+01 3.211288e+02 8.238012e+01 1.185226e+00 5.805085e+01
1967 9.181781e+01 1.824839e+02 1.811564e+02 0.000000e+00 6.446139e+01
1968 3.602164e+02 4.388326e+01 3.427061e+02 9.852999e+01 3.773185e+01
1969 2.419052e+02 3.547305e+02 7.693723e+01 1.626387e+02 6.318510e+01
1970 2.731166e+02 2.340046e+02 1.351344e+02 3.145723e+02 2.856865e+01
1971 3.374329e+02 3.681430e+02 1.433537e+02 3.645969e+01 1.253790e+02
1972 4.221523e+02 2.043448e+02 2.410328e+02 9.539050e+01 4.817193e+01
1973 2.689226e+02 3.011936e+02 5.024636e+02 2.492298e+02 3.831418e+02
1974 6.663153e+02 3.577858e+02 1.775278e+02 4.536053e+01 6.113494e+01
1975 3.166207e+02 3.624554e+02 8.462569e+02 4.599262e+01 2.604466e+01
1976 3.053892e+02 1.729522e+02 1.806680e+02 3.515215e+01 0.000000e+00
1977 1.924179e+02 1.499042e+02 2.054488e+02 3.283120e+02 0.000000e+00
1978 2.342603e+02 9.332963e+01 2.654045e+02 0.000000e+00 1.543999e+01
1979 4.837487e+02 3.657923e+02 1.549121e+02 2.059341e+02 9.445523e+00
1980 2.395955e+02 2.003629e+02 6.230617e+02 1.170731e+02 1.448612e+01
1981 4.161796e+01 1.679985e+02 5.778961e+01 8.605717e+01 0.000000e+00
1982 5.019077e+02 2.831406e+02 2.598446e+02 2.617034e+01 0.000000e+00
1983 9.529495e+01 1.966503e+02 3.884907e+01 2.617611e+02 2.810687e+02
1984 1.701337e+02 1.723193e+02 2.166732e+02 1.313139e+02 4.056291e+02
1985 1.647639e+02 3.295811e+02 4.341044e+01 0.000000e+00 0.000000e+00
1986 5.175422e+00 3.337504e+02 4.841024e+01 0.000000e+00 0.000000e+00
1987 2.120246e+02 2.606366e+02 8.891613e+01 4.888778e+01 0.000000e+00
1988 3.019140e+02 1.062825e+02 4.269887e+01 4.937542e+01 1.954519e+00
1989 3.489798e+02 3.798858e+02 3.200417e+02 1.307353e+02 4.306068e+01
1990 2.948005e+02 4.534689e+02 1.648641e+02 1.365145e+01 0.000000e+00
1991 1.637838e+02 5.184545e+02 3.607760e+02 3.948049e+01 5.162499e+01
1992 2.039885e+02 9.428948e+01 1.002356e+02 0.000000e+00 0.000000e+00
1993 1.881894e+02 8.671610e+01 3.354788e+02 9.145036e+01 6.851321e+01
1994 3.910351e+02 5.539667e+02 5.840865e+02 3.668776e+02 2.694173e+01
1995 2.651143e+02 1.121430e+02 2.457985e+02 0.000000e+00 4.722653e+01
1996 3.385787e+02 1.058268e+02 3.250192e+02 4.970868e+01 2.932303e+01
1997 3.159293e+02 2.018281e+02 3.413137e+02 4.248233e+01 4.163388e+01
1998 3.437361e+02 2.516747e+02 2.126592e+02 2.980600e+02 8.298361e+01
1999 4.368981e+02 2.245383e+02 1.730659e+02 8.852055e+00 7.774020e+00
2000 8.003321e+01 1.974313e+02 1.973972e+02 2.629333e+02 4.531561e+00
Jun Jul Aug Sep Oct
1925 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 3.758535e+01
1926 0.000000e+00 0.000000e+00 3.735644e+01 0.000000e+00 0.000000e+00
1927 2.283221e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1928 1.970296e+02 1.990349e+01 1.909367e+01 0.000000e+00 0.000000e+00
1929 1.118468e+02 3.398067e+01 0.000000e+00 0.000000e+00 0.000000e+00
1930 1.528981e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1931 4.865732e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1932 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 4.638950e+00
1933 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1934 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1935 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1936 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1937 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.706042e+01
1938 3.908208e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1939 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1940 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1941 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1942 0.000000e+00 0.000000e+00 7.382854e+01 1.670665e+01 0.000000e+00
1943 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1944 0.000000e+00 0.000000e+00 0.000000e+00 1.757741e+02 0.000000e+00
1945 6.155051e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1946 9.378738e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1947 1.548394e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1948 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1949 1.464143e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1950 0.000000e+00 0.000000e+00 2.255554e+01 3.325800e+01 0.000000e+00
1951 1.639863e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1952 4.774519e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1953 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1954 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1955 3.044571e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1956 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1957 0.000000e+00 0.000000e+00 0.000000e+00 2.379879e+01 1.957829e+01
1958 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1959 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1960 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1961 1.144356e+02 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1962 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1963 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1964 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.096592e+01
1965 7.681341e+01 4.522010e+01 0.000000e+00 0.000000e+00 0.000000e+00
1966 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1967 1.596182e+01 2.761073e+01 9.541421e+00 0.000000e+00 0.000000e+00
1968 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1969 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1970 9.317133e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1971 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1972 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.201825e+02
1973 1.442004e+02 2.609572e+01 0.000000e+00 0.000000e+00 0.000000e+00
1974 8.845208e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1975 0.000000e+00 0.000000e+00 0.000000e+00 4.528332e+01 1.926036e+02
1976 2.214209e+01 7.153666e+00 0.000000e+00 0.000000e+00 7.041784e+00
1977 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.278318e+02
1978 1.086550e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1979 1.733784e+01 4.661318e+01 6.142697e+00 8.399495e+01 3.852805e+01
1980 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1981 5.721374e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1982 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1983 8.900166e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1984 1.912337e+00 9.100419e+01 2.475982e+01 0.000000e+00 4.262837e+01
1985 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1986 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1987 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1988 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1989 2.654899e+02 1.467363e+02 9.706623e-01 1.100665e+02 1.575978e+02
1990 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1991 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1992 0.000000e+00 0.000000e+00 4.032173e+01 1.370192e+02 1.475412e+01
1993 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1994 6.410634e+00 1.480095e+01 0.000000e+00 0.000000e+00 0.000000e+00
1995 4.410160e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.083136e+02
1996 3.366226e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1997 2.596205e+02 2.882459e+01 0.000000e+00 1.445058e+00 0.000000e+00
1998 2.563250e+02 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1999 1.031757e+00 1.740401e+01 0.000000e+00 0.000000e+00 0.000000e+00
2000 0.000000e+00 1.728695e+00 0.000000e+00 0.000000e+00 0.000000e+00
Nov Dec
1925 3.019897e+02 7.913552e+01
1926 9.587565e+01 7.141199e+02
1927 0.000000e+00 1.565273e+02
1928 6.871932e+01 2.035072e+01
1929 2.554902e+02 1.759779e+02
1930 0.000000e+00 4.280550e+01
1931 0.000000e+00 2.084174e+02
1932 1.265462e+02 3.185611e+02
1933 0.000000e+00 4.020171e+00
1934 0.000000e+00 5.940434e+01
1935 0.000000e+00 9.463026e+01
1936 1.231201e+01 3.812461e+02
1937 4.587039e+00 1.649418e+02
1938 0.000000e+00 3.256751e+01
1939 0.000000e+00 0.000000e+00
1940 0.000000e+00 0.000000e+00
1941 0.000000e+00 2.914216e+00
1942 3.953201e+01 5.603693e+02
1943 0.000000e+00 0.000000e+00
1944 0.000000e+00 2.620962e+02
1945 1.706922e+02 2.872701e+02
1946 8.859106e+01 1.905941e+02
1947 0.000000e+00 8.553099e+00
1948 3.390437e+02 3.641574e+02
1949 0.000000e+00 1.735196e+02
1950 9.777227e+01 1.139182e+02
1951 6.966979e+01 5.898592e+02
1952 0.000000e+00 0.000000e+00
1953 0.000000e+00 0.000000e+00
1954 0.000000e+00 3.927061e+02
1955 0.000000e+00 1.235776e+02
1956 0.000000e+00 2.389882e+02
1957 6.335989e+02 3.078012e+02
1958 0.000000e+00 0.000000e+00
1959 5.661931e+01 4.369712e+02
1960 3.682838e+01 1.373797e+02
1961 0.000000e+00 3.793480e+02
1962 1.858224e+02 1.658463e+02
1963 0.000000e+00 0.000000e+00
1964 4.448473e+01 2.381844e+02
1965 0.000000e+00 0.000000e+00
1966 9.872026e+01 2.009286e+02
1967 9.890715e+01 3.730947e+02
1968 0.000000e+00 1.303271e+01
1969 0.000000e+00 4.318400e+02
1970 1.560577e+01 1.836521e+02
1971 0.000000e+00 1.848452e+02
1972 1.788127e+02 4.870896e+02
1973 2.897372e+02 3.792949e+02
1974 0.000000e+00 3.885077e+02
1975 1.656601e+02 1.704968e+02
1976 1.819105e+01 1.419062e+02
1977 3.711267e+02 2.986582e+02
1978 0.000000e+00 2.105487e+02
1979 2.494779e+02 1.640618e+02
1980 0.000000e+00 4.188290e+00
1981 6.468550e+01 1.575219e+02
1982 8.674316e+01 4.553206e+02
1983 2.127616e+02 3.812976e+02
1984 2.648176e+02 1.335619e+02
1985 4.027106e+01 5.454047e+01
1986 3.170901e+02 2.679509e+02
1987 0.000000e+00 4.688300e+01
1988 1.337984e+02 1.996871e+02
1989 1.374344e+02 8.760931e+01
1990 0.000000e+00 8.097619e+02
1991 0.000000e+00 6.430620e+02
1992 1.925648e+02 3.022980e+02
1993 0.000000e+00 3.068061e+02
1994 6.724801e+01 1.104946e+02
1995 2.662782e+02 9.784687e+01
1996 2.784147e+02 3.071827e+02
1997 1.484614e+01 1.189071e+02
1998 0.000000e+00 1.516610e+02
1999 0.000000e+00 0.000000e+00
2000 0.000000e+00 5.542131e+01
$total_costs
$total_costs$total_release_cost
[1] 0.64
$total_costs$total_spill_cost
[1] 135.1588
$total_costs$total_volume_cost
[1] 75.06747
$total_costs$total_weighted_cost
[1] 34.9865
reservoir documentation built on May 2, 2019, 5:52 a.m.
R Package Documentation
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Description Usage Arguments Value See Also Examples
Description
Determines the optimal sequence of releases from the reservoir to minimise a penalty cost function based on water supply, spill, and water level. For water supply: Cost[t] = ((target - release[t]) / target) ^ loss_exp[1]). For flood control: Cost[t] = (Spill[t] / quantile(Q, spill_targ)) ^ loss_exp[2]. For amenity: Cost[t] = abs(((storage[t] - (vol_targ * capacity)) / (vol_targ * capacity))) ^ loss_exp[3].
Usage
1 2 3 4 |
Arguments
Q |
vector or time series object. Net inflow totals to the reservoir. Recommended units: Mm^3 (Million cubic meters). |
capacity |
numerical. The reservoir storage capacity (must be the same volumetric unit as Q and the target release). |
target |
numerical. The target release constant. Recommended units: Mm^3 (Million cubic meters). |
surface_area |
numerical. The reservoir water surface area at maximum capacity. Recommended units: km^2 (square kilometers). |
max_depth |
numerical. The maximum water depth of the reservoir at maximum capacity. If omitted, the depth-storage-area relationship will be estimated from surface area and capacity only. Recommended units: meters. |
evap |
vector or time series object of length Q, or a numerical constant. Evaporation from losses from reservoir surface. Varies with level if depth and surface_area parameters are specified. Recommended units: meters, or kg/m2 * 10 ^ -3. |
R_max |
numerical. The maximum controlled release, in the same units as target. |
spill_targ |
numerical. The quantile of the inflow time series used to standardise the "minimise spill" objective. |
vol_targ |
numerical. The target storage volume constant (as proportion of capacity). |
weights |
vector of length 3 indicating weighting to be applied to release, spill and water level objectives respectively. |
loss_exp |
vector of length 3 indicating the exponents on release, spill and water level deviations from target. Default exponents are c(2,2,2). |
S_disc |
integer. Storage discretization–the number of equally-sized storage states. Default = 1000. |
R_disc |
integer. Release discretization. Default = 10 divisions. |
S_initial |
numeric. The initial storage as a ratio of capacity (0 <= S_initial <= 1). The default value is 1. |
plot |
logical. If TRUE (the default) the storage behavior diagram and release time series are plotted. |
rep_rrv |
logical. If TRUE then reliability, resilience and vulnerability metrics are computed and returned. |
Value
Returns reservoir simulation output (storage, release, spill), total penalty cost associated with the objective function, and, if requested, the reliability, resilience and vulnerability of the system.
See Also
sdp_multi for Stochastic Dynamic Programming
Examples
1 2 |
Example output
$storage
Jan Feb Mar Apr May Jun Jul
1925 61.900000 61.900000 61.900000 44.327628 56.832738 61.900000 57.630595
1926 61.900000 61.900000 61.900000 61.900000 59.730373 48.302505 44.226703
1927 61.900000 61.900000 61.900000 61.900000 61.900000 60.106029 61.900000
1928 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1929 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1930 61.900000 61.900000 61.900000 61.900000 61.900000 59.098319 61.900000
1931 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1932 61.900000 61.900000 61.900000 61.900000 61.900000 53.003037 54.318635
1933 61.900000 61.900000 61.900000 61.900000 61.122431 61.900000 44.157046
1934 61.900000 61.900000 61.900000 61.900000 53.262215 45.974629 51.697903
1935 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 45.462812
1936 61.900000 61.900000 61.900000 61.900000 61.900000 48.525633 43.493775
1937 61.900000 61.900000 61.900000 61.900000 52.680305 61.900000 48.896250
1938 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1939 61.900000 61.900000 61.900000 61.900000 61.900000 53.032514 55.474835
1940 16.752476 38.861232 61.900000 61.900000 61.900000 56.565481 60.383870
1941 43.979958 61.900000 61.900000 61.900000 61.900000 61.900000 59.736762
1942 61.900000 61.900000 61.900000 61.900000 50.688685 50.927676 44.831880
1943 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 51.901088
1944 48.319832 61.900000 61.900000 61.900000 61.900000 51.291912 49.579475
1945 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1946 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1947 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1948 61.900000 61.900000 61.900000 61.900000 61.900000 50.019091 56.189039
1949 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1950 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.349371
1951 61.900000 61.900000 61.900000 61.900000 61.900000 48.561812 61.900000
1952 61.900000 61.900000 61.900000 61.900000 60.348836 52.107616 61.900000
1953 40.975129 61.900000 61.900000 61.900000 61.900000 61.900000 57.370153
1954 34.282711 61.900000 61.900000 61.900000 61.900000 46.103293 59.474284
1955 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1956 61.900000 61.900000 61.900000 61.900000 61.900000 60.312417 44.330567
1957 61.900000 61.900000 61.900000 61.900000 61.900000 54.273667 49.443081
1958 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.926734
1959 45.039337 61.900000 61.900000 61.900000 61.900000 47.939812 48.357250
1960 61.900000 61.900000 61.900000 61.900000 61.900000 48.740484 45.440407
1961 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1962 61.900000 61.900000 61.900000 61.900000 61.900000 53.928268 44.929826
1963 61.900000 61.900000 61.900000 61.900000 52.865890 53.309055 55.310460
1964 25.728106 61.900000 61.900000 61.900000 61.900000 61.900000 52.930889
1965 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1966 47.442570 61.900000 61.900000 61.900000 61.900000 61.900000 44.777755
1967 61.900000 61.900000 61.900000 61.900000 48.555611 61.900000 61.900000
1968 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 54.942194
1969 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 53.974128
1970 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1971 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 46.549148
1972 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 48.753425
1973 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1974 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1975 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.353739
1976 61.900000 61.900000 61.900000 61.900000 61.900000 53.735561 61.900000
1977 61.900000 61.900000 61.900000 61.900000 61.900000 55.662776 46.098682
1978 61.900000 61.900000 61.900000 61.900000 60.995059 61.900000 61.900000
1979 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1980 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 50.942036
1981 61.900000 61.900000 61.900000 61.900000 61.900000 48.197821 61.900000
1982 61.900000 61.900000 61.900000 61.900000 61.900000 46.660871 46.618065
1983 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1984 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1985 61.900000 61.900000 61.900000 61.900000 61.264690 51.503430 56.398860
1986 61.900000 61.900000 61.900000 61.900000 49.983127 47.695692 54.138558
1987 61.900000 61.900000 61.900000 61.900000 61.900000 52.508592 59.994121
1988 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 60.877735
1989 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1990 61.900000 61.900000 61.900000 61.900000 61.900000 55.641109 53.259386
1991 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 49.917519
1992 61.900000 61.900000 61.900000 61.900000 54.772913 44.759098 46.916574
1993 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 50.395711
1994 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1995 61.900000 61.900000 61.900000 61.900000 46.346883 61.900000 61.900000
1996 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1997 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1998 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
1999 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000 61.900000
2000 52.492698 61.900000 61.900000 61.900000 61.900000 61.900000 60.972715
Aug Sep Oct Nov Dec
1925 46.715690 30.769471 10.784975 61.900000 61.900000
1926 48.177773 61.900000 45.482739 45.555137 61.900000
1927 54.866058 44.517336 48.616719 41.347523 47.216061
1928 61.900000 61.900000 43.904193 43.676422 61.900000
1929 61.900000 48.079707 32.205402 52.690669 61.900000
1930 58.289153 48.176395 39.807999 29.050229 16.281518
1931 56.371811 51.083804 41.403332 29.532513 10.079905
1932 49.221735 39.543700 24.620613 61.900000 61.900000
1933 45.427202 44.387475 54.084938 47.844255 35.898357
1934 50.464388 51.620104 42.873855 49.268074 46.478689
1935 52.688818 51.396722 42.276881 29.923018 45.908221
1936 48.318782 49.061278 41.125212 41.663518 61.900000
1937 47.923555 48.776189 48.022029 61.900000 61.900000
1938 46.806646 46.544187 47.886179 44.515545 42.850483
1939 59.823877 57.761172 50.571284 43.238333 32.009640
1940 57.458430 50.329067 43.076704 31.338108 11.998939
1941 52.948711 52.686442 42.851329 27.328392 13.790875
1942 47.774951 61.900000 61.900000 61.358936 61.900000
1943 56.731606 54.856937 50.058120 41.965165 29.470200
1944 45.913264 37.255382 61.900000 47.017151 40.897441
1945 50.553781 51.214392 48.474164 40.584553 61.900000
1946 55.339453 46.184643 44.577964 46.450686 61.900000
1947 55.492556 49.166459 38.079740 23.944980 4.094471
1948 57.060229 49.795669 36.915473 19.750508 61.900000
1949 42.851922 54.352754 45.649663 44.513691 42.037487
1950 47.593514 61.900000 61.900000 48.188819 61.900000
1951 54.040758 50.862165 46.063003 36.353769 61.900000
1952 59.141679 49.780983 43.325796 32.612868 14.068187
1953 57.132028 58.183874 52.415892 40.267029 23.751859
1954 61.723773 55.046150 44.220862 29.508413 18.423909
1955 52.070396 50.876409 47.766541 38.171955 45.490856
1956 51.678475 60.005791 54.842403 43.598924 28.957703
1957 46.720158 41.170888 61.900000 61.900000 61.900000
1958 48.471691 51.153571 50.523482 44.527817 46.696684
1959 46.900991 42.058264 46.594036 47.304800 61.900000
1960 47.275192 45.337198 39.884899 43.156657 61.900000
1961 50.241980 44.628255 49.966223 49.040687 41.621004
1962 46.572801 43.828134 38.570929 55.333734 61.900000
1963 57.158791 52.577288 46.793066 36.013770 15.984548
1964 47.766461 49.081673 42.078131 61.900000 61.900000
1965 61.900000 47.230917 45.769284 47.505683 44.551971
1966 45.445065 46.761417 43.772901 45.969484 61.900000
1967 61.900000 61.900000 43.327702 47.899507 61.900000
1968 61.832508 60.820684 52.854632 39.972386 24.590180
1969 59.815458 56.509881 49.259209 39.141588 31.164650
1970 45.559574 46.361946 48.020860 48.350904 61.900000
1971 44.629485 52.419543 50.894589 41.962452 28.327469
1972 44.242398 48.367934 43.221169 61.900000 61.900000
1973 61.900000 59.345105 46.859519 42.517828 61.900000
1974 49.365697 46.980004 42.895611 31.228477 55.284726
1975 45.041519 44.573498 61.900000 61.900000 61.900000
1976 61.900000 50.916965 46.133632 61.900000 61.900000
1977 46.734306 40.698176 43.770782 61.900000 61.900000
1978 44.282192 56.433201 53.387756 43.374053 29.573788
1979 61.900000 61.900000 61.900000 61.900000 61.900000
1980 56.082372 53.166221 43.985238 29.741741 37.384553
1981 50.119444 50.364814 47.693433 42.678461 61.900000
1982 45.326475 46.814020 49.100646 43.396478 61.900000
1983 47.423817 46.446394 43.777813 35.539278 61.900000
1984 61.900000 61.900000 47.426208 61.900000 61.900000
1985 52.820819 46.380736 36.585711 25.731026 61.900000
1986 48.437566 37.885632 31.089899 52.470076 61.900000
1987 59.053751 51.327929 41.673362 28.677728 19.716892
1988 54.047278 47.290358 36.685332 23.086145 61.900000
1989 61.900000 61.900000 61.900000 61.900000 61.900000
1990 54.564570 49.467374 38.146171 25.680306 43.125942
1991 57.599344 56.214777 48.618768 35.766813 22.785056
1992 48.264001 61.900000 61.900000 61.900000 61.900000
1993 59.162575 59.651608 53.618641 41.580840 29.349253
1994 61.900000 49.745548 48.407931 45.339925 61.900000
1995 48.833080 46.934016 43.024609 61.900000 61.900000
1996 44.578619 49.268942 48.307750 44.217414 61.900000
1997 61.900000 46.709129 61.900000 47.967306 61.900000
1998 54.642849 47.092248 50.892694 47.342973 37.938981
1999 61.900000 50.685742 47.861368 39.085306 29.778401
2000 61.900000 59.260574 49.751003 34.786007 18.132509
$releases
Jan Feb Mar Apr May Jun Jul Aug
1925 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116 32.07116
1926 64.14233 64.14233 64.14233 64.14233 57.72810 51.31386 38.48540 64.14233
1927 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810
1928 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1929 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1930 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1931 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116 25.65693
1932 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116
1933 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540 38.48540
1934 64.14233 64.14233 64.14233 64.14233 51.31386 57.72810 32.07116 32.07116
1935 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1936 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 44.89963 32.07116
1937 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116
1938 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810
1939 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116
1940 32.07116 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116
1941 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116 32.07116 32.07116
1942 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 44.89963 64.14233
1943 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1944 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116
1945 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540
1946 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386
1947 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116 25.65693
1948 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1949 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1950 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 64.14233
1951 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1952 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116 32.07116
1953 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1954 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116 32.07116
1955 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540
1956 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1957 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 38.48540 32.07116
1958 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 44.89963
1959 64.14233 64.14233 64.14233 64.14233 57.72810 44.89963 32.07116 32.07116
1960 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116
1961 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963
1962 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 38.48540 32.07116
1963 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116 32.07116
1964 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1965 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1966 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 38.48540
1967 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1968 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1969 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1970 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 38.48540
1971 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 44.89963
1972 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 38.48540
1973 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1974 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 38.48540
1975 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116
1976 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963
1977 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116 32.07116
1978 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116
1979 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1980 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116
1981 64.14233 64.14233 64.14233 64.14233 57.72810 64.14233 51.31386 32.07116
1982 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 51.31386
1983 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 38.48540
1984 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1985 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1986 64.14233 64.14233 64.14233 51.31386 32.07116 57.72810 32.07116 32.07116
1987 64.14233 64.14233 64.14233 64.14233 57.72810 32.07116 32.07116 32.07116
1988 64.14233 64.14233 64.14233 64.14233 38.48540 32.07116 32.07116 32.07116
1989 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1990 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116
1991 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1992 64.14233 64.14233 64.14233 64.14233 51.31386 64.14233 44.89963 64.14233
1993 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 32.07116 32.07116
1994 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1995 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386 32.07116
1996 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963
1997 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233
1998 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 57.72810
1999 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 64.14233 51.31386
2000 64.14233 64.14233 64.14233 64.14233 64.14233 44.89963 32.07116 32.07116
Sep Oct Nov Dec
1925 32.07116 64.14233 64.14233 64.14233
1926 57.72810 32.07116 64.14233 64.14233
1927 32.07116 32.07116 64.14233 64.14233
1928 57.72810 57.72810 64.14233 64.14233
1929 57.72810 64.14233 64.14233 64.14233
1930 25.65693 25.65693 32.07116 64.14233
1931 25.65693 25.65693 32.07116 64.14233
1932 32.07116 64.14233 64.14233 64.14233
1933 32.07116 32.07116 32.07116 64.14233
1934 32.07116 44.89963 44.89963 64.14233
1935 32.07116 32.07116 38.48540 64.14233
1936 32.07116 32.07116 64.14233 64.14233
1937 32.07116 64.14233 64.14233 64.14233
1938 64.14233 32.07116 32.07116 64.14233
1939 32.07116 25.65693 25.65693 32.07116
1940 25.65693 25.65693 32.07116 44.89963
1941 32.07116 32.07116 32.07116 64.14233
1942 64.14233 64.14233 64.14233 64.14233
1943 32.07116 32.07116 32.07116 64.14233
1944 64.14233 44.89963 64.14233 64.14233
1945 32.07116 32.07116 64.14233 64.14233
1946 51.31386 51.31386 64.14233 64.14233
1947 25.65693 25.65693 32.07116 64.14233
1948 32.07116 32.07116 64.14233 64.14233
1949 44.89963 57.72810 44.89963 64.14233
1950 64.14233 64.14233 64.14233 64.14233
1951 32.07116 32.07116 64.14233 64.14233
1952 25.65693 25.65693 32.07116 64.14233
1953 32.07116 32.07116 32.07116 38.48540
1954 32.07116 32.07116 32.07116 64.14233
1955 32.07116 32.07116 64.14233 64.14233
1956 32.07116 32.07116 32.07116 64.14233
1957 64.14233 64.14233 64.14233 64.14233
1958 32.07116 32.07116 57.72810 64.14233
1959 44.89963 32.07116 64.14233 64.14233
1960 32.07116 38.48540 64.14233 64.14233
1961 51.31386 32.07116 44.89963 64.14233
1962 32.07116 64.14233 64.14233 64.14233
1963 25.65693 25.65693 32.07116 32.07116
1964 32.07116 64.14233 64.14233 64.14233
1965 38.48540 32.07116 38.48540 51.31386
1966 38.48540 38.48540 64.14233 64.14233
1967 57.72810 32.07116 64.14233 64.14233
1968 32.07116 32.07116 32.07116 64.14233
1969 32.07116 32.07116 32.07116 64.14233
1970 38.48540 64.14233 64.14233 64.14233
1971 32.07116 32.07116 32.07116 64.14233
1972 51.31386 64.14233 64.14233 64.14233
1973 57.72810 44.89963 64.14233 64.14233
1974 38.48540 38.48540 64.14233 64.14233
1975 64.14233 64.14233 64.14233 64.14233
1976 32.07116 64.14233 64.14233 64.14233
1977 57.72810 64.14233 64.14233 64.14233
1978 32.07116 32.07116 32.07116 64.14233
1979 64.14233 64.14233 64.14233 64.14233
1980 32.07116 32.07116 32.07116 64.14233
1981 32.07116 38.48540 64.14233 64.14233
1982 51.31386 57.72810 64.14233 64.14233
1983 32.07116 32.07116 64.14233 64.14233
1984 57.72810 64.14233 64.14233 64.14233
1985 32.07116 32.07116 64.14233 64.14233
1986 32.07116 64.14233 64.14233 64.14233
1987 32.07116 32.07116 32.07116 64.14233
1988 32.07116 32.07116 64.14233 64.14233
1989 64.14233 64.14233 64.14233 64.14233
1990 32.07116 32.07116 64.14233 64.14233
1991 32.07116 32.07116 32.07116 64.14233
1992 64.14233 64.14233 64.14233 64.14233
1993 32.07116 32.07116 32.07116 64.14233
1994 38.48540 38.48540 64.14233 64.14233
1995 32.07116 64.14233 64.14233 64.14233
1996 57.72810 44.89963 64.14233 64.14233
1997 64.14233 57.72810 64.14233 64.14233
1998 32.07116 32.07116 32.07116 64.14233
1999 32.07116 32.07116 32.07116 64.14233
2000 32.07116 32.07116 32.07116 64.14233
$evap_loss
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
1925 0 0 0 0 0 0 0 0 0 0 0 0
1926 0 0 0 0 0 0 0 0 0 0 0 0
1927 0 0 0 0 0 0 0 0 0 0 0 0
1928 0 0 0 0 0 0 0 0 0 0 0 0
1929 0 0 0 0 0 0 0 0 0 0 0 0
1930 0 0 0 0 0 0 0 0 0 0 0 0
1931 0 0 0 0 0 0 0 0 0 0 0 0
1932 0 0 0 0 0 0 0 0 0 0 0 0
1933 0 0 0 0 0 0 0 0 0 0 0 0
1934 0 0 0 0 0 0 0 0 0 0 0 0
1935 0 0 0 0 0 0 0 0 0 0 0 0
1936 0 0 0 0 0 0 0 0 0 0 0 0
1937 0 0 0 0 0 0 0 0 0 0 0 0
1938 0 0 0 0 0 0 0 0 0 0 0 0
1939 0 0 0 0 0 0 0 0 0 0 0 0
1940 0 0 0 0 0 0 0 0 0 0 0 0
1941 0 0 0 0 0 0 0 0 0 0 0 0
1942 0 0 0 0 0 0 0 0 0 0 0 0
1943 0 0 0 0 0 0 0 0 0 0 0 0
1944 0 0 0 0 0 0 0 0 0 0 0 0
1945 0 0 0 0 0 0 0 0 0 0 0 0
1946 0 0 0 0 0 0 0 0 0 0 0 0
1947 0 0 0 0 0 0 0 0 0 0 0 0
1948 0 0 0 0 0 0 0 0 0 0 0 0
1949 0 0 0 0 0 0 0 0 0 0 0 0
1950 0 0 0 0 0 0 0 0 0 0 0 0
1951 0 0 0 0 0 0 0 0 0 0 0 0
1952 0 0 0 0 0 0 0 0 0 0 0 0
1953 0 0 0 0 0 0 0 0 0 0 0 0
1954 0 0 0 0 0 0 0 0 0 0 0 0
1955 0 0 0 0 0 0 0 0 0 0 0 0
1956 0 0 0 0 0 0 0 0 0 0 0 0
1957 0 0 0 0 0 0 0 0 0 0 0 0
1958 0 0 0 0 0 0 0 0 0 0 0 0
1959 0 0 0 0 0 0 0 0 0 0 0 0
1960 0 0 0 0 0 0 0 0 0 0 0 0
1961 0 0 0 0 0 0 0 0 0 0 0 0
1962 0 0 0 0 0 0 0 0 0 0 0 0
1963 0 0 0 0 0 0 0 0 0 0 0 0
1964 0 0 0 0 0 0 0 0 0 0 0 0
1965 0 0 0 0 0 0 0 0 0 0 0 0
1966 0 0 0 0 0 0 0 0 0 0 0 0
1967 0 0 0 0 0 0 0 0 0 0 0 0
1968 0 0 0 0 0 0 0 0 0 0 0 0
1969 0 0 0 0 0 0 0 0 0 0 0 0
1970 0 0 0 0 0 0 0 0 0 0 0 0
1971 0 0 0 0 0 0 0 0 0 0 0 0
1972 0 0 0 0 0 0 0 0 0 0 0 0
1973 0 0 0 0 0 0 0 0 0 0 0 0
1974 0 0 0 0 0 0 0 0 0 0 0 0
1975 0 0 0 0 0 0 0 0 0 0 0 0
1976 0 0 0 0 0 0 0 0 0 0 0 0
1977 0 0 0 0 0 0 0 0 0 0 0 0
1978 0 0 0 0 0 0 0 0 0 0 0 0
1979 0 0 0 0 0 0 0 0 0 0 0 0
1980 0 0 0 0 0 0 0 0 0 0 0 0
1981 0 0 0 0 0 0 0 0 0 0 0 0
1982 0 0 0 0 0 0 0 0 0 0 0 0
1983 0 0 0 0 0 0 0 0 0 0 0 0
1984 0 0 0 0 0 0 0 0 0 0 0 0
1985 0 0 0 0 0 0 0 0 0 0 0 0
1986 0 0 0 0 0 0 0 0 0 0 0 0
1987 0 0 0 0 0 0 0 0 0 0 0 0
1988 0 0 0 0 0 0 0 0 0 0 0 0
1989 0 0 0 0 0 0 0 0 0 0 0 0
1990 0 0 0 0 0 0 0 0 0 0 0 0
1991 0 0 0 0 0 0 0 0 0 0 0 0
1992 0 0 0 0 0 0 0 0 0 0 0 0
1993 0 0 0 0 0 0 0 0 0 0 0 0
1994 0 0 0 0 0 0 0 0 0 0 0 0
1995 0 0 0 0 0 0 0 0 0 0 0 0
1996 0 0 0 0 0 0 0 0 0 0 0 0
1997 0 0 0 0 0 0 0 0 0 0 0 0
1998 0 0 0 0 0 0 0 0 0 0 0 0
1999 0 0 0 0 0 0 0 0 0 0 0 0
2000 0 0 0 0 0 0 0 0 0 0 0 0
$water_level
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
1925 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1926 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1927 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1928 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1929 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1930 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1931 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1932 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1933 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1934 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1935 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1936 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1937 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1938 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1939 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1940 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1941 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1942 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1943 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1944 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1945 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1946 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1947 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1948 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1949 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1950 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1951 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1952 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1953 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1954 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1955 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1956 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1957 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1958 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1959 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1960 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1961 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1962 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1963 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1964 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1965 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1966 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1967 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1968 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1969 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1970 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1971 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1972 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1973 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1974 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1975 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1976 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1977 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1978 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1979 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1980 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1981 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1982 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1983 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1984 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1985 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1986 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1987 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1988 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1989 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1990 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1991 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1992 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1993 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1994 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1995 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1996 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1997 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1998 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
1999 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
2000 Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf Inf
$spill
Jan Feb Mar Apr May
1925 1.438144e+02 2.687754e+02 0.000000e+00 0.000000e+00 3.799596e+00
1926 1.263723e+02 9.910376e+01 1.323313e+02 0.000000e+00 0.000000e+00
1927 2.163084e+02 2.841001e+02 2.494566e+02 9.167758e+01 0.000000e+00
1928 8.690308e+01 2.598947e+01 1.493316e+02 1.847689e+02 5.472600e+01
1929 2.934522e+02 4.507621e+02 5.367877e+02 2.437108e+02 3.691724e+01
1930 9.076485e+01 3.326847e+02 1.388658e+02 8.447893e+00 0.000000e+00
1931 3.863989e+01 1.465932e+02 1.365019e+02 5.584846e+01 4.589967e+00
1932 4.292256e+02 4.218033e+02 1.596863e+02 1.695170e+02 0.000000e+00
1933 1.567967e+02 4.099808e+02 1.228205e+02 0.000000e+00 6.173264e+01
1934 1.181574e+02 1.446624e+02 4.854264e+02 0.000000e+00 0.000000e+00
1935 9.131372e+01 1.692840e+02 2.827491e+02 6.445751e+01 2.778525e+01
1936 2.839199e+02 1.514378e+02 2.635748e+02 8.162534e+01 0.000000e+00
1937 8.640342e+02 3.244244e+02 6.696316e+01 0.000000e+00 4.935806e+00
1938 2.917293e+02 8.017015e+01 1.453986e+02 9.064813e+01 2.833685e+01
1939 2.144524e+02 8.783453e+02 2.097223e+02 6.744021e+01 0.000000e+00
1940 0.000000e+00 4.796951e+02 3.038580e+02 5.252869e+01 0.000000e+00
1941 7.553504e+01 1.532821e+00 4.444276e+01 2.492017e+01 4.698033e+00
1942 1.663423e+02 2.394184e+02 3.425104e+02 0.000000e+00 0.000000e+00
1943 1.864919e+02 1.994603e+02 2.724130e+02 9.836170e+01 4.722706e-02
1944 4.438900e+01 6.713277e+02 4.166239e+02 1.370146e+02 0.000000e+00
1945 1.734321e+02 5.262185e+02 5.403125e+01 8.287205e+01 1.598006e+02
1946 5.617864e+02 3.267634e+02 8.889768e+01 8.172126e+01 7.678409e+00
1947 6.276736e+02 8.902039e+01 1.007747e+02 4.138437e+00 2.102866e+00
1948 1.322606e+02 1.036796e+03 2.522923e+02 2.683287e+01 0.000000e+00
1949 8.343306e+02 1.843054e+02 2.136215e+02 1.563248e+01 1.002902e+01
1950 9.681175e+02 5.160029e+02 2.007107e+02 1.266412e+01 1.170018e+01
1951 5.287426e+02 4.560737e+02 2.615558e+02 1.540510e+02 0.000000e+00
1952 4.354997e+02 9.965233e+01 2.023903e+02 0.000000e+00 0.000000e+00
1953 1.956539e+02 3.565316e+02 1.152408e+02 1.725111e+02 3.402077e+01
1954 7.053117e+02 1.121610e+02 1.436481e+02 1.191836e+02 0.000000e+00
1955 9.235930e+01 3.739435e+02 4.399972e+02 5.190585e+01 1.255479e+01
1956 2.839045e+02 7.108936e+02 8.774241e+01 1.978384e+02 0.000000e+00
1957 6.398936e+02 4.667413e+02 7.227871e+01 3.421811e+01 0.000000e+00
1958 1.291817e+02 1.869988e+02 6.919682e+01 1.675453e+02 1.093210e+02
1959 1.593642e+02 2.093392e+02 1.573321e+02 2.124524e+01 0.000000e+00
1960 1.837081e+02 2.289399e+02 3.125727e+02 6.108705e+01 0.000000e+00
1961 1.324471e+02 4.108586e+02 3.197562e+02 2.148116e+02 1.456289e+01
1962 5.286586e+02 5.223677e+02 2.251951e+02 3.640049e+02 0.000000e+00
1963 1.062053e+02 2.072268e+02 5.689967e+02 0.000000e+00 0.000000e+00
1964 2.276952e+02 2.566311e+02 3.851410e+02 3.025220e+02 6.455526e+00
1965 1.924860e+02 1.647156e+02 4.201441e+02 8.174880e+01 2.292334e+01
1966 7.572360e+01 3.211288e+02 8.238012e+01 1.185226e+00 5.805085e+01
1967 9.181781e+01 1.824839e+02 1.811564e+02 0.000000e+00 6.446139e+01
1968 3.602164e+02 4.388326e+01 3.427061e+02 9.852999e+01 3.773185e+01
1969 2.419052e+02 3.547305e+02 7.693723e+01 1.626387e+02 6.318510e+01
1970 2.731166e+02 2.340046e+02 1.351344e+02 3.145723e+02 2.856865e+01
1971 3.374329e+02 3.681430e+02 1.433537e+02 3.645969e+01 1.253790e+02
1972 4.221523e+02 2.043448e+02 2.410328e+02 9.539050e+01 4.817193e+01
1973 2.689226e+02 3.011936e+02 5.024636e+02 2.492298e+02 3.831418e+02
1974 6.663153e+02 3.577858e+02 1.775278e+02 4.536053e+01 6.113494e+01
1975 3.166207e+02 3.624554e+02 8.462569e+02 4.599262e+01 2.604466e+01
1976 3.053892e+02 1.729522e+02 1.806680e+02 3.515215e+01 0.000000e+00
1977 1.924179e+02 1.499042e+02 2.054488e+02 3.283120e+02 0.000000e+00
1978 2.342603e+02 9.332963e+01 2.654045e+02 0.000000e+00 1.543999e+01
1979 4.837487e+02 3.657923e+02 1.549121e+02 2.059341e+02 9.445523e+00
1980 2.395955e+02 2.003629e+02 6.230617e+02 1.170731e+02 1.448612e+01
1981 4.161796e+01 1.679985e+02 5.778961e+01 8.605717e+01 0.000000e+00
1982 5.019077e+02 2.831406e+02 2.598446e+02 2.617034e+01 0.000000e+00
1983 9.529495e+01 1.966503e+02 3.884907e+01 2.617611e+02 2.810687e+02
1984 1.701337e+02 1.723193e+02 2.166732e+02 1.313139e+02 4.056291e+02
1985 1.647639e+02 3.295811e+02 4.341044e+01 0.000000e+00 0.000000e+00
1986 5.175422e+00 3.337504e+02 4.841024e+01 0.000000e+00 0.000000e+00
1987 2.120246e+02 2.606366e+02 8.891613e+01 4.888778e+01 0.000000e+00
1988 3.019140e+02 1.062825e+02 4.269887e+01 4.937542e+01 1.954519e+00
1989 3.489798e+02 3.798858e+02 3.200417e+02 1.307353e+02 4.306068e+01
1990 2.948005e+02 4.534689e+02 1.648641e+02 1.365145e+01 0.000000e+00
1991 1.637838e+02 5.184545e+02 3.607760e+02 3.948049e+01 5.162499e+01
1992 2.039885e+02 9.428948e+01 1.002356e+02 0.000000e+00 0.000000e+00
1993 1.881894e+02 8.671610e+01 3.354788e+02 9.145036e+01 6.851321e+01
1994 3.910351e+02 5.539667e+02 5.840865e+02 3.668776e+02 2.694173e+01
1995 2.651143e+02 1.121430e+02 2.457985e+02 0.000000e+00 4.722653e+01
1996 3.385787e+02 1.058268e+02 3.250192e+02 4.970868e+01 2.932303e+01
1997 3.159293e+02 2.018281e+02 3.413137e+02 4.248233e+01 4.163388e+01
1998 3.437361e+02 2.516747e+02 2.126592e+02 2.980600e+02 8.298361e+01
1999 4.368981e+02 2.245383e+02 1.730659e+02 8.852055e+00 7.774020e+00
2000 8.003321e+01 1.974313e+02 1.973972e+02 2.629333e+02 4.531561e+00
Jun Jul Aug Sep Oct
1925 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 3.758535e+01
1926 0.000000e+00 0.000000e+00 3.735644e+01 0.000000e+00 0.000000e+00
1927 2.283221e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1928 1.970296e+02 1.990349e+01 1.909367e+01 0.000000e+00 0.000000e+00
1929 1.118468e+02 3.398067e+01 0.000000e+00 0.000000e+00 0.000000e+00
1930 1.528981e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1931 4.865732e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1932 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 4.638950e+00
1933 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1934 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1935 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1936 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1937 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.706042e+01
1938 3.908208e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1939 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1940 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1941 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1942 0.000000e+00 0.000000e+00 7.382854e+01 1.670665e+01 0.000000e+00
1943 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1944 0.000000e+00 0.000000e+00 0.000000e+00 1.757741e+02 0.000000e+00
1945 6.155051e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1946 9.378738e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1947 1.548394e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1948 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1949 1.464143e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1950 0.000000e+00 0.000000e+00 2.255554e+01 3.325800e+01 0.000000e+00
1951 1.639863e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1952 4.774519e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1953 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1954 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1955 3.044571e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1956 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1957 0.000000e+00 0.000000e+00 0.000000e+00 2.379879e+01 1.957829e+01
1958 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1959 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1960 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1961 1.144356e+02 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1962 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1963 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1964 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.096592e+01
1965 7.681341e+01 4.522010e+01 0.000000e+00 0.000000e+00 0.000000e+00
1966 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1967 1.596182e+01 2.761073e+01 9.541421e+00 0.000000e+00 0.000000e+00
1968 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1969 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1970 9.317133e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1971 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1972 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.201825e+02
1973 1.442004e+02 2.609572e+01 0.000000e+00 0.000000e+00 0.000000e+00
1974 8.845208e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1975 0.000000e+00 0.000000e+00 0.000000e+00 4.528332e+01 1.926036e+02
1976 2.214209e+01 7.153666e+00 0.000000e+00 0.000000e+00 7.041784e+00
1977 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.278318e+02
1978 1.086550e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1979 1.733784e+01 4.661318e+01 6.142697e+00 8.399495e+01 3.852805e+01
1980 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1981 5.721374e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1982 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1983 8.900166e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1984 1.912337e+00 9.100419e+01 2.475982e+01 0.000000e+00 4.262837e+01
1985 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1986 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1987 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1988 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1989 2.654899e+02 1.467363e+02 9.706623e-01 1.100665e+02 1.575978e+02
1990 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1991 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1992 0.000000e+00 0.000000e+00 4.032173e+01 1.370192e+02 1.475412e+01
1993 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1994 6.410634e+00 1.480095e+01 0.000000e+00 0.000000e+00 0.000000e+00
1995 4.410160e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.083136e+02
1996 3.366226e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1997 2.596205e+02 2.882459e+01 0.000000e+00 1.445058e+00 0.000000e+00
1998 2.563250e+02 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
1999 1.031757e+00 1.740401e+01 0.000000e+00 0.000000e+00 0.000000e+00
2000 0.000000e+00 1.728695e+00 0.000000e+00 0.000000e+00 0.000000e+00
Nov Dec
1925 3.019897e+02 7.913552e+01
1926 9.587565e+01 7.141199e+02
1927 0.000000e+00 1.565273e+02
1928 6.871932e+01 2.035072e+01
1929 2.554902e+02 1.759779e+02
1930 0.000000e+00 4.280550e+01
1931 0.000000e+00 2.084174e+02
1932 1.265462e+02 3.185611e+02
1933 0.000000e+00 4.020171e+00
1934 0.000000e+00 5.940434e+01
1935 0.000000e+00 9.463026e+01
1936 1.231201e+01 3.812461e+02
1937 4.587039e+00 1.649418e+02
1938 0.000000e+00 3.256751e+01
1939 0.000000e+00 0.000000e+00
1940 0.000000e+00 0.000000e+00
1941 0.000000e+00 2.914216e+00
1942 3.953201e+01 5.603693e+02
1943 0.000000e+00 0.000000e+00
1944 0.000000e+00 2.620962e+02
1945 1.706922e+02 2.872701e+02
1946 8.859106e+01 1.905941e+02
1947 0.000000e+00 8.553099e+00
1948 3.390437e+02 3.641574e+02
1949 0.000000e+00 1.735196e+02
1950 9.777227e+01 1.139182e+02
1951 6.966979e+01 5.898592e+02
1952 0.000000e+00 0.000000e+00
1953 0.000000e+00 0.000000e+00
1954 0.000000e+00 3.927061e+02
1955 0.000000e+00 1.235776e+02
1956 0.000000e+00 2.389882e+02
1957 6.335989e+02 3.078012e+02
1958 0.000000e+00 0.000000e+00
1959 5.661931e+01 4.369712e+02
1960 3.682838e+01 1.373797e+02
1961 0.000000e+00 3.793480e+02
1962 1.858224e+02 1.658463e+02
1963 0.000000e+00 0.000000e+00
1964 4.448473e+01 2.381844e+02
1965 0.000000e+00 0.000000e+00
1966 9.872026e+01 2.009286e+02
1967 9.890715e+01 3.730947e+02
1968 0.000000e+00 1.303271e+01
1969 0.000000e+00 4.318400e+02
1970 1.560577e+01 1.836521e+02
1971 0.000000e+00 1.848452e+02
1972 1.788127e+02 4.870896e+02
1973 2.897372e+02 3.792949e+02
1974 0.000000e+00 3.885077e+02
1975 1.656601e+02 1.704968e+02
1976 1.819105e+01 1.419062e+02
1977 3.711267e+02 2.986582e+02
1978 0.000000e+00 2.105487e+02
1979 2.494779e+02 1.640618e+02
1980 0.000000e+00 4.188290e+00
1981 6.468550e+01 1.575219e+02
1982 8.674316e+01 4.553206e+02
1983 2.127616e+02 3.812976e+02
1984 2.648176e+02 1.335619e+02
1985 4.027106e+01 5.454047e+01
1986 3.170901e+02 2.679509e+02
1987 0.000000e+00 4.688300e+01
1988 1.337984e+02 1.996871e+02
1989 1.374344e+02 8.760931e+01
1990 0.000000e+00 8.097619e+02
1991 0.000000e+00 6.430620e+02
1992 1.925648e+02 3.022980e+02
1993 0.000000e+00 3.068061e+02
1994 6.724801e+01 1.104946e+02
1995 2.662782e+02 9.784687e+01
1996 2.784147e+02 3.071827e+02
1997 1.484614e+01 1.189071e+02
1998 0.000000e+00 1.516610e+02
1999 0.000000e+00 0.000000e+00
2000 0.000000e+00 5.542131e+01
$total_costs
$total_costs$total_release_cost
[1] 0.64
$total_costs$total_spill_cost
[1] 135.1588
$total_costs$total_volume_cost
[1] 75.06747
$total_costs$total_weighted_cost
[1] 34.9865
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