/
ex-gwf-sfr-p01b.py
4539 lines (4439 loc) · 105 KB
/
ex-gwf-sfr-p01b.py
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# ## Streamflow Routing (SFR) Package problem 1 with MVR applied among advanced packages
#
# This is the stream-aquifer interaction example problem (test 1) from the
# Streamflow Routing Package documentation (Prudic, 1989) with a couple of
# modifications for demonstrating MVR connections among the advanced packages.
# All reaches have been converted to rectangular reaches.
# ### Initial setup
#
# Import dependencies, define the example name and workspace, and read settings from environment variables.
# +
import os
import pathlib as pl
import flopy
import git
import matplotlib as mpl
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import pooch
from flopy.plot.styles import styles
from modflow_devtools.misc import get_env, timed
# Example name and workspace paths. If this example is running
# in the git repository, use the folder structure described in
# the README. Otherwise just use the current working directory.
sim_name = "ex-gwf-sfr-p01b"
try:
root = pl.Path(git.Repo(".", search_parent_directories=True).working_dir)
except:
root = None
workspace = root / "examples" if root else pl.Path.cwd()
figs_path = root / "figures" if root else pl.Path.cwd()
data_path = root / "data" / sim_name if root else pl.Path.cwd()
# Settings from environment variables
write = get_env("WRITE", True)
run = get_env("RUN", True)
plot = get_env("PLOT", True)
plot_show = get_env("PLOT_SHOW", True)
plot_save = get_env("PLOT_SAVE", True)
# -
# ### Model setup
#
# Define functions to build models, write input files, and run the simulation.
# +
# Model units
length_units = "feet"
time_units = "seconds"
# Model parameters
nper = 24 # Number of periods
nlay = 2 # Number of layers
nrow = 15 # Number of rows
ncol = 10 # Number of columns
delr = 5000.0 # Column width ($ft$)
delc = 5000.0 # Row width ($ft$)
strt = "varies" # Starting head ($ft$)
k11_stream = 0.002 # Hydraulic conductivity near the stream ($ft/s$)
k11_basin = "varies" # Hydraulic conductivity in the basin ($ft/s$)
lake_leakance = 2e-9 # Lakebed leakance ($1/s$)
ss = 0.1e-5 # Specific storage ($1/s$)
sy_stream = 0.2 # Specific yield near the stream (unitless)
sy_basin = 0.1 # Specific yield in the basin (unitless)
evap_rate = 9.5e-8 # Evapotranspiration rate ($ft/s$)
ext_depth = 15.0 # Evapotranspiration extinction depth ($ft$)
# Time discretization
tdis_ds = (
(2628000.0, 1, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
(2628000.0, 15, 1.0),
)
# Define dimensions
extents = (0.0, delr * ncol, 0.0, delc * nrow)
shape2d = (nrow, ncol)
shape3d = (nlay, nrow, ncol)
# Load the idomain, lake locations, top, bottom, and evapotranspiration surface arrays
fname = "strt1.txt"
fpath = pooch.retrieve(
url=f"https://github.com/MODFLOW-USGS/modflow6-examples/raw/master/data/{sim_name}/{fname}",
fname=fname,
path=data_path,
known_hash="md5:273db6e876e7cfb4985b0b09c232f7cc",
)
strt1 = np.loadtxt(fpath, dtype=float)
strt2 = strt1
strt = [strt1, strt2]
fname = "idomain.txt"
fpath = pooch.retrieve(
url=f"https://github.com/MODFLOW-USGS/modflow6-examples/raw/master/data/{sim_name}/{fname}",
fname=fname,
path=data_path,
known_hash="md5:3fb0b80939ff6ccc9dc47d010e002a3c",
)
idomain1 = np.loadtxt(fpath, dtype=int)
idomain = [idomain1, idomain1]
lake_map = np.ones(shape3d, dtype=int) * -1
fname = "lakes.txt"
fpath = pooch.retrieve(
url=f"https://github.com/MODFLOW-USGS/modflow6-examples/raw/master/data/{sim_name}/{fname}",
fname=fname,
path=data_path,
known_hash="md5:c344195438bda85738cab2ce34a16733",
)
lake_map[0, :, :] = np.loadtxt(fpath, dtype=int) - 1
lake_map = np.ma.masked_where(lake_map < 0, lake_map)
fname = "top1.txt"
fpath = pooch.retrieve(
url=f"https://github.com/MODFLOW-USGS/modflow6-examples/raw/master/data/{sim_name}/{fname}",
fname=fname,
path=data_path,
known_hash="md5:ba3f1422f45388b19dc1ef6b3076fa96",
)
top = np.loadtxt(fpath, dtype=float)
fname = "bot1.txt"
fpath = pooch.retrieve(
url=f"https://github.com/MODFLOW-USGS/modflow6-examples/raw/master/data/{sim_name}/{fname}",
fname=fname,
path=data_path,
known_hash="md5:4343c79bbf3ad039638d2379d335d06e",
)
bot1 = np.loadtxt(fpath, dtype=float)
bot2 = np.ones_like(bot1) * 300.0
botm = [bot1, bot2]
# Create hydraulic conductivity and specific yield
fname = "k11_lay1.txt"
fpath = pooch.retrieve(
url=f"https://github.com/MODFLOW-USGS/modflow6-examples/raw/master/data/{sim_name}/{fname}",
fname=fname,
path=data_path,
known_hash="md5:287160064d1a9bc0bae94b018bf187d7",
)
k11_lay1 = np.loadtxt(fpath, dtype=float) * 2.5
k11_lay2 = np.ones_like(k11_lay1) * 0.35e-2
k11 = [k11_lay1, k11_lay2]
k33 = 0.5e-5
fname = "sy1.txt"
fpath = pooch.retrieve(
url=f"https://github.com/MODFLOW-USGS/modflow6-examples/raw/master/data/{sim_name}/{fname}",
fname=fname,
path=data_path,
known_hash="md5:80be4a9ba817465cf5c05934f94dd675",
)
sy1 = np.loadtxt(fpath, dtype=float)
sy2 = np.ones_like(sy1) * 0.20
sy = [sy1, sy2]
# General head boundary conditions
ghb_spd = [
[0, 12, 0, 988.0, 0.038],
[0, 13, 8, 1045.0, 0.038],
]
# Well boundary conditions
wel_spd = {
0: [
[0, 5, 3, 0],
[0, 5, 4, 0],
[0, 6, 3, 0],
[0, 6, 4, 0],
[0, 7, 3, 0],
[0, 7, 4, 0],
[0, 8, 3, 0],
[0, 8, 4, 0],
[0, 9, 3, 0],
[0, 9, 4, 0],
],
2: [
[0, 5, 3, -0.85],
[0, 5, 4, -0.85],
[0, 6, 3, -0.85],
[0, 6, 4, -0.85],
[0, 7, 3, -0.85],
[0, 7, 4, -0.85],
[0, 8, 3, -0.85],
[0, 8, 4, -0.85],
[0, 9, 3, -0.85],
[0, 9, 4, -0.85],
],
4: [
[0, 5, 3, -1.7],
[0, 5, 4, -1.7],
[0, 6, 3, -1.7],
[0, 6, 4, -1.7],
[0, 7, 3, -1.7],
[0, 7, 4, -1.7],
[0, 8, 3, -1.7],
[0, 8, 4, -1.7],
[0, 9, 3, -1.7],
[0, 9, 4, -1.7],
],
5: [
[0, 5, 3, 0.00],
[0, 5, 4, 0.00],
[0, 6, 3, 0.00],
[0, 6, 4, 0.00],
[0, 7, 3, 0.00],
[0, 7, 4, 0.00],
[0, 8, 3, 0.00],
[0, 8, 4, 0.00],
[0, 9, 3, 0.00],
[0, 9, 4, 0.00],
],
6: [
[0, 5, 3, -0.85],
[0, 5, 4, -0.85],
[0, 6, 3, -0.85],
[0, 6, 4, -0.85],
[0, 7, 3, -0.85],
[0, 7, 4, -0.85],
[0, 8, 3, -0.85],
[0, 8, 4, -0.85],
[0, 9, 3, -0.85],
[0, 9, 4, -0.85],
],
7: [
[0, 5, 3, 0.00],
[0, 5, 4, 0.00],
[0, 6, 3, 0.00],
[0, 6, 4, 0.00],
[0, 7, 3, 0.00],
[0, 7, 4, 0.00],
[0, 8, 3, 0.00],
[0, 8, 4, 0.00],
[0, 9, 3, 0.00],
[0, 9, 4, 0.00],
],
8: [
[0, 5, 3, -0.85],
[0, 5, 4, -0.85],
[0, 6, 3, -0.85],
[0, 6, 4, -0.85],
[0, 7, 3, -0.85],
[0, 7, 4, -0.85],
[0, 8, 3, -0.85],
[0, 8, 4, -0.85],
[0, 9, 3, -0.85],
[0, 9, 4, -0.85],
],
9: [
[0, 5, 3, 0.00],
[0, 5, 4, 0.00],
[0, 6, 3, 0.00],
[0, 6, 4, 0.00],
[0, 7, 3, 0.00],
[0, 7, 4, 0.00],
[0, 8, 3, 0.00],
[0, 8, 4, 0.00],
[0, 9, 3, 0.00],
[0, 9, 4, 0.00],
],
10: [
[0, 5, 3, -2.55],
[0, 5, 4, -2.55],
[0, 6, 3, -2.55],
[0, 6, 4, -2.55],
[0, 7, 3, -2.55],
[0, 7, 4, -2.55],
[0, 8, 3, -2.55],
[0, 8, 4, -2.55],
[0, 9, 3, -2.55],
[0, 9, 4, -2.55],
],
11: [
[0, 5, 3, 0.00],
[0, 5, 4, 0.00],
[0, 6, 3, 0.00],
[0, 6, 4, 0.00],
[0, 7, 3, 0.00],
[0, 7, 4, 0.00],
[0, 8, 3, 0.00],
[0, 8, 4, 0.00],
[0, 9, 3, 0.00],
[0, 9, 4, 0.00],
],
}
# SFR Package
sfr_pakdata = [
(
0,
(0, 0, 0),
4500.0,
12.0,
0.0008677,
1093.048,
3,
3.0e-06,
0.03,
1,
1.0,
0,
"allreaches",
),
(
1,
(0, 1, 1),
7000.0,
12.0,
0.0008677,
1088.059,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
2,
(0, 2, 2),
6000.0,
12.0,
0.0008677,
1082.419,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
3,
(0, 2, 3),
5550.0,
12.0,
0.0008677,
1077.408,
3,
3.0e-06,
0.03,
3,
1.0,
1,
"allreaches",
),
(
4,
(0, 3, 4),
6500.0,
12.0,
0.0009434,
1071.934,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
5,
(0, 4, 5),
5000.0,
12.0,
0.0009434,
1066.509,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
6,
(0, 5, 5),
5000.0,
12.0,
0.0009434,
1061.792,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
7,
(0, 6, 5),
5000.0,
12.0,
0.0009434,
1057.075,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
8,
(0, 7, 5),
5000.0,
12.0,
0.0009434,
1052.359,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
9,
(0, 2, 4),
5000.0,
9.636364,
0.0005455,
1073.636,
2,
3.0e-07,
0.03,
2,
0.0,
0,
"allreaches",
),
(
10,
(0, 2, 5),
5000.0,
8.909091,
0.0005455,
1070.909,
2,
3.0e-07,
0.03,
2,
1.0,
0,
"allreaches",
),
(
11,
(0, 2, 6),
4500.0,
8.218182,
0.0005455,
1068.318,
2,
3.0e-07,
0.03,
2,
1.0,
0,
"allreaches",
),
(
12,
(0, 3, 7),
6000.0,
7.454545,
0.0005455,
1065.455,
2,
3.0e-07,
0.03,
2,
1.0,
0,
"allreaches",
),
(
13,
(0, 4, 7),
5000.0,
6.654546,
0.0005455,
1062.455,
2,
3.0e-07,
0.03,
2,
1.0,
0,
"allreaches",
),
(
14,
(0, 5, 7),
2000.0,
6.145454,
0.0005455,
1060.545,
2,
3.0e-07,
0.03,
2,
1.0,
0,
"allreaches",
),
(
15,
(0, 4, 9),
2500.0,
10.0,
0.0018182,
1077.727,
3,
3.0e-06,
0.03,
1,
1.0,
0,
"allreaches",
),
(
16,
(0, 4, 8),
5000.0,
10.0,
0.0018182,
1070.909,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
17,
(0, 5, 7),
3500.0,
10.0,
0.0018182,
1063.182,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
18,
(0, 5, 7),
4000.0,
10.0,
0.0006667,
1058.667,
3,
3.0e-06,
0.03,
3,
1.0,
0,
"allreaches",
),
(
19,
(0, 6, 6),
5000.0,
10.0,
0.0006667,
1055.667,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
20,
(0, 7, 6),
3500.0,
10.0,
0.0006667,
1052.833,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
21,
(0, 7, 5),
2500.0,
10.0,
0.0006667,
1050.833,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
22,
(0, 8, 5),
5000.0,
12.0,
0.0018000,
1045.500,
3,
3.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
23,
(0, 11, 6),
5000.0,
12.0,
0.0014286,
1036.429,
3,
3.0e-07,
0.03,
1,
1.0,
0,
"allreaches",
),
(
24,
(0, 12, 6),
5500.0,
12.0,
0.0014286,
1028.929,
3,
3.0e-07,
0.03,
2,
1.0,
0,
"allreaches",
),
(
25,
(0, 13, 8),
5000.0,
60.0,
0.0006667,
1033.333,
3,
6.0e-06,
0.03,
1,
1.0,
0,
"allreaches",
),
(
26,
(0, 12, 7),
5000.0,
60.0,
0.0006667,
1030.000,
3,
6.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
27,
(0, 12, 6),
5000.0,
60.0,
0.0006667,
1026.667,
3,
6.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
28,
(0, 12, 5),
5000.0,
60.0,
0.0048000,
1013.000,
3,
6.0e-06,
0.03,
2,
1.0,
0,
"allreaches",
),
(
29,
(0, 12, 1),
5000.0,
60.0,
0.0012500,
996.875,
3,
6.0e-06,
0.03,
1,
1.0,
0,
"allreaches",
),
(
30,
(0, 12, 0),
3000.0,
60.0,
0.0012500,
991.875,
3,
6.0e-06,
0.03,
1,
1.0,
0,
"allreaches",
),
]
sfr_conn = [
[0, -1],
[1, 0, -2],
[2, 1, -3],
[3, 2, -4, -9],
[4, 3, -5],
[5, 4, -6],
[6, 5, -7],
[7, 6, -8],
[8, 7, -22],
[9, 3, -10],
[10, 9, -11],
[11, 10, -12],
[12, 11, -13],
[13, 12, -14],
[14, 13, -18],
[15, -16],
[16, 15, -17],
[17, 16, -18],
[18, 14, 17, -19],
[19, 18, -20],
[20, 19, -21],
[21, 20, -22],
[22, 8, 21],
[23, -24],
[24, 23, -28],
[25, -26],
[26, 25, -27],
[27, 26, -28],
[28, 24, 27],
[29, -30],
[30, 29],
]
sfr_div = [[3, 0, 9, "UPTO"]]
sfr_spd = [
[0, "inflow", 25.0],
[3, "diversion", 0, 10.0],
[15, "inflow", 10.0],
[25, "inflow", 150.0],
]
# UZF Package
uzf_pakdata = [
(0, (0, 0, 0), 1, 100, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(1, (0, 0, 1), 1, 101, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(2, (0, 1, 0), 1, 102, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(3, (0, 1, 1), 1, 103, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(4, (0, 1, 2), 1, 104, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(5, (0, 1, 5), 1, 105, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(6, (0, 1, 6), 1, 106, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(7, (0, 1, 7), 1, 107, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(8, (0, 2, 1), 1, 108, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(9, (0, 2, 2), 1, 109, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(10, (0, 2, 3), 1, 110, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(11, (0, 2, 4), 1, 111, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(12, (0, 2, 5), 1, 112, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(13, (0, 2, 6), 1, 113, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(14, (0, 2, 7), 1, 114, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(15, (0, 3, 0), 1, 115, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(16, (0, 3, 1), 1, 116, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(17, (0, 3, 2), 1, 117, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(18, (0, 3, 3), 1, 118, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(19, (0, 3, 4), 1, 119, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(20, (0, 3, 5), 1, 120, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(21, (0, 3, 6), 1, 121, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(22, (0, 3, 7), 1, 122, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(23, (0, 3, 8), 1, 123, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(24, (0, 4, 0), 1, 124, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(25, (0, 4, 1), 1, 125, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(26, (0, 4, 2), 1, 126, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(27, (0, 4, 3), 1, 127, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(28, (0, 4, 4), 1, 128, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(29, (0, 4, 5), 1, 129, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(30, (0, 4, 6), 1, 130, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(31, (0, 4, 7), 1, 131, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(32, (0, 4, 8), 1, 132, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(33, (0, 4, 9), 1, 133, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(34, (0, 5, 0), 1, 134, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(35, (0, 5, 1), 1, 135, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(36, (0, 5, 2), 1, 136, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(37, (0, 5, 3), 1, 137, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(38, (0, 5, 4), 1, 138, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(39, (0, 5, 5), 1, 139, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(40, (0, 5, 6), 1, 140, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(41, (0, 5, 7), 1, 141, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(42, (0, 5, 8), 1, 142, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(43, (0, 5, 9), 1, 143, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(44, (0, 6, 0), 1, 144, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(45, (0, 6, 1), 1, 145, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(46, (0, 6, 2), 1, 146, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(47, (0, 6, 3), 1, 147, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(48, (0, 6, 4), 1, 148, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(49, (0, 6, 5), 1, 149, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(50, (0, 6, 6), 1, 150, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(51, (0, 6, 7), 1, 151, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(52, (0, 6, 8), 1, 152, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(53, (0, 7, 1), 1, 153, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(54, (0, 7, 2), 1, 154, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(55, (0, 7, 3), 1, 155, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(56, (0, 7, 4), 1, 156, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(57, (0, 7, 5), 1, 157, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(58, (0, 7, 6), 1, 158, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(59, (0, 7, 7), 1, 159, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(60, (0, 7, 8), 1, 160, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(61, (0, 8, 1), 1, 161, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(62, (0, 8, 2), 1, 162, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(63, (0, 8, 3), 1, 163, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(64, (0, 8, 4), 1, 164, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(65, (0, 8, 5), 1, 165, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(66, (0, 8, 6), 1, 166, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(67, (0, 8, 7), 1, 167, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(68, (0, 8, 8), 1, 168, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(69, (0, 9, 1), 1, 169, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(70, (0, 9, 2), 1, 170, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(71, (0, 9, 3), 1, 171, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(72, (0, 9, 4), 1, 172, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
(73, (0, 9, 5), 1, 173, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(74, (0, 9, 8), 1, 174, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(75, (0, 9, 9), 1, 175, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(76, (0, 10, 1), 1, 176, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(77, (0, 10, 5), 1, 177, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(78, (0, 10, 8), 1, 178, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(79, (0, 11, 0), 1, 179, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(80, (0, 11, 1), 1, 180, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(81, (0, 11, 5), 1, 181, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(82, (0, 11, 6), 1, 182, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(83, (0, 11, 7), 1, 183, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(84, (0, 11, 8), 1, 184, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(85, (0, 12, 0), 1, 185, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(86, (0, 12, 1), 1, 186, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(87, (0, 12, 5), 1, 187, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(88, (0, 12, 6), 1, 188, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(89, (0, 12, 7), 1, 189, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(90, (0, 12, 8), 1, 190, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(91, (0, 13, 1), 1, 191, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(92, (0, 13, 5), 1, 192, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(93, (0, 13, 6), 1, 193, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(94, (0, 13, 7), 1, 194, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(95, (0, 13, 8), 1, 195, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(96, (0, 14, 2), 1, 196, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(97, (0, 14, 3), 1, 197, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(98, (0, 14, 4), 1, 198, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(99, (0, 14, 5), 1, 199, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(100, (1, 0, 0), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(101, (1, 0, 1), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(102, (1, 1, 0), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(103, (1, 1, 1), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(104, (1, 1, 2), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(105, (1, 1, 5), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(106, (1, 1, 6), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(107, (1, 1, 7), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(108, (1, 2, 1), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(109, (1, 2, 2), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(110, (1, 2, 3), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(111, (1, 2, 4), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(112, (1, 2, 5), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(113, (1, 2, 6), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(114, (1, 2, 7), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(115, (1, 3, 0), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(116, (1, 3, 1), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(117, (1, 3, 2), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(118, (1, 3, 3), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(119, (1, 3, 4), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(120, (1, 3, 5), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(121, (1, 3, 6), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(122, (1, 3, 7), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(123, (1, 3, 8), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(124, (1, 4, 0), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(125, (1, 4, 1), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(126, (1, 4, 2), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(127, (1, 4, 3), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(128, (1, 4, 4), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(129, (1, 4, 5), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(130, (1, 4, 6), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(131, (1, 4, 7), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(132, (1, 4, 8), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(133, (1, 4, 9), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "uzfcells"),
(134, (1, 5, 0), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(135, (1, 5, 1), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(136, (1, 5, 2), 0, -1, 0.1, 0.000001, 0.2, 0.3, 0.21, 3.5, "uzfcells"),
(137, (1, 5, 3), 0, -1, 0.1, 0.000001, 0.1, 0.3, 0.11, 3.5, "ag"),
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