This page was generated from
mf6_output_tutorial01.py.
It's also available as a notebook.
Accessing MODFLOW 6 Output
This tutorial shows how to access output from MODFLOW 6 models and packages by using the built in .output attribute on any MODFLOW 6 model or package object
[1]:
from pathlib import Path
from shutil import copytree
from tempfile import TemporaryDirectory
[2]:
import git
import numpy as np
import pooch
[3]:
import flopy
Loading a model
Start by creating a temporary workspace and defining some names.
[4]:
exe_name = "mf6"
sim_name = "test001e_UZF_3lay"
temp_dir = TemporaryDirectory()
sim_ws = Path(temp_dir.name)
Check if we are in the repository and define the data path.
[5]:
try:
root = Path(git.Repo(".", search_parent_directories=True).working_dir)
except:
root = None
[6]:
data_path = root / "examples" / "data" if root else Path.cwd()
Download files if needed.
[7]:
files = {
"chd_spd.txt": "4d87f60022832372981caa2bd162681d5c4b8b3fcf8bc7f5de533c96ad1ed03c",
"mfsim.nam": "2f7889dedb9e7befb45251f08f015bd5531a4952f4141295ebad9e550be365fd",
"simulation.tdis": "d466787698c88b7f229cf244f2c9f226a87628c0a5748819e4e34fd4edc48d4c",
"test001e_UZF_3lay.chd": "96a00121e7004b152a03d0759bf4abfd70f8a1ea21cbce6b9441f18ce4d89b45",
"test001e_UZF_3lay.dis": "d2f879dcba84ec4be8883d6e29ea9197dd0e67c4058fdde7b9e1de737d1e0639",
"test001e_UZF_3lay.ic": "6e434a9d42ffe1b126b26890476f6893e9ab526f3a4ee96e63d443fd9008e1df",
"test001e_UZF_3lay.ims": "c4ef9ebe359def38f0e9ed810b61af0aae9a437c57d54b1db00b8dda20e5b67d",
"test001e_UZF_3lay.nam": "078ea7b0a774546a93c2cedfb98dc686395332ece7df6493653b072d43b4b834",
"test001e_UZF_3lay.npf": "89181af1fd91fe59ea931aae02fe64f855f27c705ee9200c8a9c23831aa7bace",
"test001e_UZF_3lay.obs": "b9857f604c0594a466255f040bd5a47a1687a69ae3be749488bd8736ead7d106",
"test001e_UZF_3lay.oc": "5eb327ead17588a1faa8b5c7dd37844f7a63d98351ef8bb41df1162c87a94d02",
"test001e_UZF_3lay.sto": "8d808d0c2ae4edc114455db3f1766446f9f9d6d3775c46a70369a57509bff811",
"test001e_UZF_3lay.uzf": "97624f1102abef4985bb40f432523df76bd94e069ac8a4aa17455d0d5b8f146e",
"test001e_UZF_3lay_obs.hed": "78c67035fc6f0c5c1d6090c1ce1e50dcab75b361e4ed44dc951f11fd3915a388",
}
[8]:
for fname, fhash in files.items():
pooch.retrieve(
url=f"https://github.com/modflowpy/flopy/raw/develop/examples/data/mf6/{sim_name}/{fname}",
fname=fname,
path=data_path / "mf6" / sim_name,
known_hash=fhash,
)
[9]:
# load the model
sim = flopy.mf6.MFSimulation.load(
sim_ws=data_path / "mf6" / sim_name,
exe_name=exe_name,
verbosity_level=0,
)
# change the simulation path, rewrite the files, and run the model
sim.set_sim_path(sim_ws)
sim.write_simulation(silent=True)
sim.run_simulation(silent=True)
[9]:
(True, [])
Get output using the .output attribute
The output attribute dynamically generates methods for each package based on the available output options within that package. A list of all available outputs are:
head() |
Method to get the |
budget() |
Method to get the |
budgetcsv() |
Method to get the MODFLOW-6 budget csv as a |
zonebudget() |
Method to get the |
obs() |
Method to get observation file data in the form of a |
csv() |
Method to get csv output data in the form of a |
package_convergence() |
Method to get csv based package convergence information from packages such as SFR, LAK, UZF, and MAW. Returns a |
stage() |
Method to get binary stage file output from the SFR and LAK packages |
concentration() |
Method to get the binary concentration file output from a groundwater transport model. Accessed from the model object or the OC package object |
cim() |
Method to get immobile concentration output from the CIM package |
density() |
Method to get density file output from the BUY package |
Get head file and cell budget file outputs
The head file output and cell budget file output can be loaded from either the model object or the OC package object.
[10]:
ml = sim.get_model("gwf_1")
[11]:
bud = ml.output.budget()
bud.get_data(idx=0, full3D=True)
[11]:
[array([[[ 0., 0., 0., 0., -0., 0., 0., 0., -0., 0., 0., 0.,
-0., 0., 0., 0., -0., 0., 0., 0., -0., 0., 0., 0.,
-0., 0., 0., 0., -0., 0., 0., 0., -0., 0., 0., 0.,
-0., 0., 0., -0., 0., 0., 0., -0., -0., 0., 0., 0.,
-0., -0., 0., 0., 0., -0., -0., 0., 0., 0., -0., -0.,
0., 0., 0., -0., -0., 0., 0., 0., -0., -0., 0., 0.,
0., -0., -0., 0., 0., 0., -0., -0., 0., 0., 0., -0.,
-0., 0., 0., -0., 0., 0., -0., -0., 0., 0., -0., -0.,
0., 0., -0., -0., 0., 0., -0., -0., 0., 0., -0., -0.,
0., 0., -0., -0., 0., 0., -0., -0., 0., 0., -0., -0.,
0., 0., -0., -0.]]])]
[12]:
budcsv = ml.output.budgetcsv()
budcsv.data
[12]:
rec.array([(2.00e+00, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.00e+00, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(6.00e+00, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(8.00e+00, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.00e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.20e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.40e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.60e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.80e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(2.00e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(2.20e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(2.40e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(2.60e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(2.80e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(3.00e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(3.20e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(3.40e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(3.60e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(3.80e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.00e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.20e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.40e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.60e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.80e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(5.00e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(5.20e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(5.40e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(5.60e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(5.80e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(6.00e+01, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.10e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.60e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(2.10e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(2.60e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(3.10e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(3.60e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.10e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(4.60e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(5.10e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(5.60e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(6.00e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(6.40e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(6.80e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(7.20e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(7.60e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(8.00e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(8.40e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(8.80e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(9.20e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(9.60e+02, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.00e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.04e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.08e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.12e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.16e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.20e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.24e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.28e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.32e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.36e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.40e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.44e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.48e+03, 0.00000000e+00, 0. , 0., 0. , 0., 0., 0. , 0. , 0. , 0., 0., 0., 0. , 0. , 0.00000000e+00),
(1.52e+03, 0.00000000e+00, 0. , 0., 128.0217841 , 0., 0., 0.02722978, 108.61508013, 19.37931748, 0., 0., 0., 128.0217841 , 128.02162739, 1.22406946e-04),
(1.56e+03, 0.00000000e+00, 0. , 0., 138.99381474, 0., 0., 0.02616677, 103.79225125, 35.17524383, 0., 0., 0., 138.99381474, 138.99366185, 1.09997977e-04),
(1.60e+03, 0.00000000e+00, 0. , 0., 136.4972012 , 0., 0., 0.0225728 , 89.06987566, 47.40462 , 0., 0., 0., 136.4972012 , 136.49706846, 9.72436412e-05),
(1.64e+03, 0.00000000e+00, 0. , 0., 134.35958704, 0., 0., 0.01957412, 76.88688611, 57.45301204, 0., 0., 0., 134.35958704, 134.35947227, 8.54184976e-05),
(1.68e+03, 0.00000000e+00, 0. , 0., 131.24481479, 0., 0., 0.01672315, 65.43186869, 65.7961339 , 0., 0., 0., 131.24481479, 131.24472574, 6.78531385e-05),
(1.72e+03, 0.00000000e+00, 0. , 0., 123.13434058, 0., 0., 0.01312794, 51.19484895, 71.92589001, 0., 0., 0., 123.13434058, 123.1338669 , 3.84683823e-04),
(1.76e+03, 0.00000000e+00, 0. , 0., 114.00353442, 0., 0., 0.0097074 , 37.75854966, 76.23495831, 0., 0., 0., 114.00353442, 114.00321537, 2.79856921e-04),
(1.80e+03, 0.00000000e+00, 0. , 0., 110.11487407, 0., 0., 0.0078339 , 30.41322044, 79.69357006, 0., 0., 0., 110.11487407, 110.1146244 , 2.26737198e-04),
(1.84e+03, 0.00000000e+00, 0. , 0., 105.40602911, 0., 0., 0.00594997, 23.06535254, 82.33456299, 0., 0., 0., 105.40602911, 105.4058655 , 1.55219708e-04),
(1.88e+03, 0.00000000e+00, 0. , 0., 95.08914871, 0., 0., 0.00307764, 11.90628617, 83.17969912, 0., 0., 0., 95.08914871, 95.08906293, 9.02095449e-05),
(1.92e+03, 0.00000000e+00, 0. , 0., 94.69475504, 0., 0., 0.00271043, 10.48542653, 84.20654418, 0., 0., 0., 94.69475504, 94.69468115, 7.80369300e-05),
(1.96e+03, 0.00000000e+00, 0. , 0., 89.77312957, 0., 0., 0.00134165, 5.18451079, 84.58702856, 0., 0., 0., 89.77312957, 89.77288101, 2.76876120e-04),
(2.00e+03, 3.28550762e-05, 0.12927097, 0., 85.77949492, 0., 0., 0.00037754, 1.45488492, 84.45346022, 0., 0., 0., 85.90879875, 85.90872268, 8.85418263e-05),
(2.04e+03, 1.11673220e-03, 4.33428447, 0., 79.06662935, 0., 0., 0. , 0. , 83.40219158, 0., 0., 0., 83.40203055, 83.40219158, -1.93080382e-04),
(2.08e+03, 9.50436281e-04, 3.6847171 , 0., 79.01606345, 0., 0., 0. , 0. , 82.70187412, 0., 0., 0., 82.70173099, 82.70187412, -1.73069764e-04),
(2.12e+03, 8.09420799e-04, 3.13589527, 0., 79.07017251, 0., 0., 0. , 0. , 82.20700242, 0., 0., 0., 82.2068772 , 82.20700242, -1.52315871e-04),
(2.16e+03, 1.74634716e-03, 6.76514808, 0., 74.44436606, 0., 0., 0. , 0. , 81.21149489, 0., 0., 0., 81.21126049, 81.21149489, -2.88624258e-04),
(2.20e+03, 2.91726961e-03, 11.31295605, 0., 67.97128273, 0., 0., 0. , 0. , 79.28753714, 0., 0., 0., 79.28715604, 79.28753714, -4.80650284e-04),
(2.24e+03, 3.18846934e-03, 12.36643397, 0., 65.05084871, 0., 0., 0. , 0. , 77.42086399, 0., 0., 0., 77.42047115, 77.42086399, -5.07416151e-04),
(2.28e+03, 3.08245610e-03, 11.96212155, 0., 63.67724795, 0., 0., 0. , 0. , 75.64283256, 0., 0., 0., 75.64245196, 75.64283256, -5.03158616e-04),
(2.32e+03, 2.66394411e-03, 10.34112384, 0., 63.8844137 , 0., 0., 0. , 0. , 74.22853356, 0., 0., 0., 74.22820148, 74.22853356, -4.47382184e-04),
(2.36e+03, 2.31518433e-03, 8.99067397, 0., 64.05458652, 0., 0., 0. , 0. , 73.04786566, 0., 0., 0., 73.04757567, 73.04786566, -3.96987369e-04),
(2.40e+03, 2.17404830e-03, 8.44571365, 0., 63.52276663, 0., 0., 0. , 0. , 71.97091032, 0., 0., 0., 71.97065433, 71.97091032, -3.55691329e-04),
(2.44e+03, 2.81993508e-03, 10.96537535, 0., 59.39318153, 0., 0., 0. , 0. , 70.36169659, 0., 0., 0., 70.36137682, 70.36169659, -4.54469110e-04),
(2.48e+03, 2.99544059e-03, 11.65308129, 0., 57.07292771, 0., 0., 0. , 0. , 68.72931028, 0., 0., 0., 68.72900444, 68.72931028, -4.44993236e-04),
(2.52e+03, 4.00001313e-03, 15.57599202, 0., 50.80019371, 0., 0., 0. , 0. , 66.38055501, 0., 0., 0., 66.38018574, 66.38055501, -5.56293097e-04),
(2.56e+03, 3.81480656e-03, 14.86546946, 0., 49.32928447, 0., 0., 0. , 0. , 64.19892206, 0., 0., 0., 64.19856873, 64.19892206, -5.50360683e-04)],
dtype=[('totim', '<f8'), ('STO-SS(STORAGE)_IN', '<f8'), ('STO-SY(STORAGE)_IN', '<f8'), ('CHD(CHD-1)_IN', '<f8'), ('UZF-GWRCH(UZF-1)_IN', '<f8'), ('UZF-GWD(UZF-1)_IN', '<f8'), ('UZF-GWET(UZF-1)_IN', '<f8'), ('STO-SS(STORAGE)_OUT', '<f8'), ('STO-SY(STORAGE)_OUT', '<f8'), ('CHD(CHD-1)_OUT', '<f8'), ('UZF-GWRCH(UZF-1)_OUT', '<f8'), ('UZF-GWD(UZF-1)_OUT', '<f8'), ('UZF-GWET(UZF-1)_OUT', '<f8'), ('TOTAL_IN', '<f8'), ('TOTAL_OUT', '<f8'), ('PERCENT_DIFFERENCE', '<f8')])
[13]:
hds = ml.output.head()
hds.get_data()
[13]:
array([[[-25. , -24.93660487, -24.88816332, -24.85548043,
-24.83902108, -24.83902108, -24.85548043, -24.88816332,
-24.93660487, -25. ]],
[[-25. , -24.93660487, -24.88816332, -24.85548043,
-24.83902108, -24.83902108, -24.85548043, -24.88816332,
-24.93660487, -25. ]],
[[-25. , -24.93660487, -24.88816332, -24.85548043,
-24.83902108, -24.83902108, -24.85548043, -24.88816332,
-24.93660487, -25. ]]])
[14]:
bud = ml.oc.output.budget()
bud.get_data(idx=0, full3D=True)
[14]:
[array([[[ 0., 0., 0., 0., -0., 0., 0., 0., -0., 0., 0., 0.,
-0., 0., 0., 0., -0., 0., 0., 0., -0., 0., 0., 0.,
-0., 0., 0., 0., -0., 0., 0., 0., -0., 0., 0., 0.,
-0., 0., 0., -0., 0., 0., 0., -0., -0., 0., 0., 0.,
-0., -0., 0., 0., 0., -0., -0., 0., 0., 0., -0., -0.,
0., 0., 0., -0., -0., 0., 0., 0., -0., -0., 0., 0.,
0., -0., -0., 0., 0., 0., -0., -0., 0., 0., 0., -0.,
-0., 0., 0., -0., 0., 0., -0., -0., 0., 0., -0., -0.,
0., 0., -0., -0., 0., 0., -0., -0., 0., 0., -0., -0.,
0., 0., -0., -0., 0., 0., -0., -0., 0., 0., -0., -0.,
0., 0., -0., -0.]]])]
[15]:
hds = ml.oc.output.head()
hds.get_data()
[15]:
array([[[-25. , -24.93660487, -24.88816332, -24.85548043,
-24.83902108, -24.83902108, -24.85548043, -24.88816332,
-24.93660487, -25. ]],
[[-25. , -24.93660487, -24.88816332, -24.85548043,
-24.83902108, -24.83902108, -24.85548043, -24.88816332,
-24.93660487, -25. ]],
[[-25. , -24.93660487, -24.88816332, -24.85548043,
-24.83902108, -24.83902108, -24.85548043, -24.88816332,
-24.93660487, -25. ]]])
Get output associated with a specific package
The .output attribute is tied to the package object and allows the user to get the output types specified in the MODFLOW 6 package. Here is an example with a UZF package that has UZF budget file output, budgetcsv file output, package convergence output, and observation data.
[16]:
uzf = ml.uzf
uzf_bud = uzf.output.budget()
uzf_bud.get_data(idx=0)
[16]:
[rec.array([( 1, 9, 0., 100000.), ( 9, 1, -0., 100000.),
( 2, 10, 0., 100000.), (10, 2, -0., 100000.),
( 3, 11, 0., 100000.), (11, 3, -0., 100000.),
( 4, 12, 0., 100000.), (12, 4, -0., 100000.),
( 5, 13, 0., 100000.), (13, 5, -0., 100000.),
( 6, 14, 0., 100000.), (14, 6, -0., 100000.),
( 7, 15, 0., 100000.), (15, 7, -0., 100000.),
( 8, 16, 0., 100000.), (16, 8, -0., 100000.),
( 9, 17, 0., 100000.), (17, 9, -0., 100000.),
(10, 18, 0., 100000.), (18, 10, -0., 100000.),
(11, 19, 0., 100000.), (19, 11, -0., 100000.),
(12, 20, 0., 100000.), (20, 12, -0., 100000.),
(13, 21, 0., 100000.), (21, 13, -0., 100000.),
(14, 22, 0., 100000.), (22, 14, -0., 100000.),
(15, 23, 0., 100000.), (23, 15, -0., 100000.),
(16, 24, 0., 100000.), (24, 16, -0., 100000.)],
dtype=[('node', '<i4'), ('node2', '<i4'), ('q', '<f8'), ('FLOW-AREA', '<f8')])]
[17]:
uzf_budcsv = uzf.output.budgetcsv()
uzf_budcsv.data
[17]:
rec.array([(2.00e+00, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.01124365, 7999.98875635, 8000. , 8000. , 3.41060513e-14),
(4.00e+00, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.02248729, 7999.97751271, 8000. , 8000. , -2.27373675e-14),
(6.00e+00, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.03373091, 7999.96626909, 8000. , 8000. , 6.82121026e-14),
(8.00e+00, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.04497452, 7999.95502458, 8000. , 7999.9999991 , 1.12417183e-08),
(1.00e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.10119265, 7999.89880735, 8000. , 8000. , 1.13686838e-13),
(1.20e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.15741054, 7999.84258946, 8000. , 8000. , -1.13686838e-14),
(1.40e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.21362819, 7999.78637181, 8000. , 8000. , 6.82121026e-14),
(1.60e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.26984561, 7999.73015439, 8000. , 8000. , -5.68434189e-14),
(1.80e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.32606279, 7999.67393721, 8000. , 8000. , -2.38742359e-13),
(2.00e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.38227973, 7999.61772027, 8000. , 8000. , 6.82121026e-14),
(2.20e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.43849643, 7999.56150357, 8000. , 8000. , 2.04636308e-13),
(2.40e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.13492205, 7999.86507795, 8000. , 8000. , -9.09494702e-14),
(2.60e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.19113979, 7999.80886021, 8000. , 8000. , -3.63797881e-13),
(2.80e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.2473573 , 7999.7526427 , 8000. , 8000. , 4.66116035e-13),
(3.00e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.3035747 , 7999.6964253 , 8000. , 8000. , -9.09494702e-14),
(3.20e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.35979212, 7999.64020788, 8000. , 8000. , -7.95807864e-14),
(3.40e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.4160093 , 7999.5839907 , 8000. , 8000. , -9.09494702e-14),
(3.60e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.47222624, 7999.52777376, 8000. , 8000. , -7.95807864e-14),
(3.80e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.52844295, 7999.47155705, 8000. , 8000. , -9.09494702e-14),
(4.00e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.22486856, 7999.77513144, 8000. , 8000. , 7.27595761e-13),
(4.20e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.28108631, 7999.71891369, 8000. , 8000. , 2.04636308e-13),
(4.40e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.33475407, 7999.66524593, 8000. , 8000. , -1.02318154e-13),
(4.60e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.38480503, 7999.61519497, 8000. , 8000. , -5.11590770e-13),
(4.80e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.43407536, 7999.56558735, 8000. , 7999.99966271, 4.21615857e-06),
(5.00e+01, 0., 8000., 0., 0., 1.18939114e-01, 0. , 0., 0., 0.48208139, 7999.63685772, 8000.11893911, 8000.11893911, 4.54740590e-13),
(5.20e+01, 0., 8000., 0., 0., 2.40000000e-01, 0. , 0., 0., 0.62375028, 7999.61624972, 8000.24 , 8000.24 , 4.54733709e-14),
(5.40e+01, 0., 8000., 0., 0., 2.40000000e-01, 0. , 0., 0., 0.64056589, 7999.59943411, 8000.24 , 8000.24 , -1.13683427e-13),
(5.60e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.32744504, 7999.67255496, 8000. , 8000. , -2.16004992e-13),
(5.80e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.36195984, 7999.63804016, 8000. , 8000. , 1.93267624e-13),
(6.00e+01, 0., 8000., 0., 0., 0.00000000e+00, 0. , 0., 0., 0.39268212, 7999.60731788, 8000. , 8000. , 4.66116035e-13),
(1.10e+02, 0., 0., 0., 0., 3.78724873e+03, 0. , 0., 0., 0.41882422, 3786.82970478, 3787.24873018, 3787.24852899, 5.31225330e-06),
(1.60e+02, 0., 0., 0., 0., 6.28239222e+02, 0. , 0., 0., 0.51502761, 627.69903841, 628.23922183, 628.21406602, 4.00425715e-03),
(2.10e+02, 0., 0., 0., 0., 3.79980452e+02, 0. , 0., 0., 0.56814228, 379.36208201, 379.98045151, 379.9302243 , 1.32192414e-02),
(2.60e+02, 0., 0., 0., 0., 1.22681840e+02, 0. , 0., 0., 0.60336166, 122.00319618, 122.68183971, 122.60655784, 6.13823347e-02),
(3.10e+02, 0., 0., 0., 0., 1.22634110e+02, 0. , 0., 0., 0.58736429, 121.9464052 , 122.63410992, 122.53376948, 8.18544694e-02),
(3.60e+02, 0., 0., 0., 0., 1.22586380e+02, 0. , 0., 0., 0.58904253, 121.8719518 , 122.58638012, 122.46099433, 1.02335961e-01),
(4.10e+02, 0., 0., 0., 0., 1.22538650e+02, 0. , 0., 0., 0.57596753, 121.81226742, 122.53865033, 122.38823496, 1.22824712e-01),
(4.60e+02, 0., 0., 0., 0., 1.22490921e+02, 0. , 0., 0., 0.56435326, 121.75113567, 122.49092053, 122.31548892, 1.43322724e-01),
(5.10e+02, 0., 0., 0., 0., 1.22443191e+02, 0. , 0., 0., 0.55419916, 121.68855904, 122.44319073, 122.2427582 , 1.63828398e-01),
(5.60e+02, 0., 0., 0., 0., 1.22395461e+02, 0. , 0., 0., 0.56040475, 121.60963737, 122.39546094, 122.17004212, 1.84342282e-01),
(6.00e+02, 0., 0., 0., 0., 1.74018709e+01, 0. , 0., 0., 0.55999969, 16.82414951, 17.4018709 , 17.3841492 , 1.01889790e-01),
(6.40e+02, 0., 0., 0., 0., 1.51944083e+02, 0. , 0., 0., 0.55144142, 151.39263928, 151.94408282, 151.9440807 , 1.39256758e-06),
(6.80e+02, 0., 0., 0., 0., 2.72064073e+02, 0. , 0., 0., 0.54288289, 271.52105105, 272.06407257, 272.06393394, 5.09554104e-05),
(7.20e+02, 0., 0., 0., 0., 2.43435052e+02, 0. , 0., 0., 0.53432434, 242.90043095, 243.43505167, 243.43475529, 1.21747747e-04),
(7.60e+02, 0., 0., 0., 0., 2.24436380e+02, 0. , 0., 0., 0.52576579, 223.91019007, 224.43638039, 224.43595586, 1.89152075e-04),
(8.00e+02, 0., 0., 0., 0., 1.92144820e+02, 0. , 0., 0., 0.51720724, 191.62706411, 192.14481959, 192.14427135, 2.85328186e-04),
(8.40e+02, 0., 0., 0., 0., 1.89295138e+02, 0. , 0., 0., 0.50864868, 188.7858185 , 189.29513782, 189.29446718, 3.54282046e-04),
(8.80e+02, 0., 0., 0., 0., 1.59711534e+02, 0. , 0., 0., 0.50009013, 159.2106566 , 159.71153439, 159.71074673, 4.93175545e-04),
(9.20e+02, 0., 0., 0., 0., 1.54912199e+02, 0. , 0., 0., 0.49153158, 154.41976469, 154.91219927, 154.91129626, 5.82916597e-04),
(9.60e+02, 0., 0., 0., 0., 1.53348712e+02, 0. , 0., 0., 0.48297303, 152.8647234 , 153.34871173, 153.34769643, 6.62088144e-04),
(1.00e+03, 0., 0., 0., 0., 1.22470337e+02, 0. , 0., 0., 0.47441447, 121.99480078, 122.47033704, 122.46921525, 9.15973800e-04),
(1.04e+03, 0., 0., 0., 0., 1.22428683e+02, 0. , 0., 0., 0.46585592, 121.9616002 , 122.42868329, 122.42745612, 1.00236285e-03),
(1.08e+03, 0., 0., 0., 0., 1.22381264e+02, 0. , 0., 0., 0.45729737, 121.92263707, 122.38126375, 122.37993444, 1.08621048e-03),
(1.12e+03, 0., 0., 0., 0., 1.22333850e+02, 0. , 0., 0., 0.44873881, 121.88368331, 122.33385014, 122.33242212, 1.16731720e-03),
(1.16e+03, 0., 0., 0., 0., 1.22274162e+02, 0. , 0., 0., 0.44018026, 121.83245857, 122.27416212, 122.27263883, 1.24580486e-03),
(1.20e+03, 0., 0., 0., 0., 1.22222909e+02, 0. , 0., 0., 0.43162171, 121.78967189, 122.22290873, 122.2212936 , 1.32147141e-03),
(1.24e+03, 0., 0., 0., 0., 1.22175517e+02, 0. , 0., 0., 0.42306316, 121.75075005, 122.17551675, 122.17381321, 1.39435034e-03),
(1.28e+03, 0., 0., 0., 0., 1.22128131e+02, 0. , 0., 0., 0.4145046 , 121.71183756, 122.12813069, 122.12634217, 1.46447817e-03),
(1.32e+03, 0., 0., 0., 0., 1.22080751e+02, 0. , 0., 0., 0.40594605, 121.67293442, 122.08075056, 122.07888047, 1.53185243e-03),
(1.36e+03, 0., 0., 0., 0., 1.22022484e+02, 0. , 0., 0., 0.3973875 , 121.62314831, 122.02248402, 122.0205358 , 1.59661237e-03),
(1.40e+03, 0., 0., 0., 0., 1.21761590e+02, 0. , 0., 0., 0.38882895, 121.3707379 , 121.76158975, 121.75956685, 1.66137130e-03),
(1.44e+03, 0., 0., 0., 0., 1.15127548e+02, 0. , 0., 0., 0.38027039, 114.74518428, 115.1275483 , 115.12545468, 1.81853759e-03),
(1.48e+03, 0., 0., 0., 0., 1.06834995e+02, 0. , 0., 0., 0.37171184, 106.46112218, 106.83499475, 106.83283402, 2.02250892e-03),
(1.52e+03, 0., 0., 0., 0., 1.28387162e+02, 128.0217841 , 0., 0., 0.36315329, 0. , 128.3871623 , 128.38493739, 1.73299045e-03),
(1.56e+03, 0., 0., 0., 0., 1.39350694e+02, 138.99381474, 0., 0., 0.35459473, 0. , 139.35069441, 139.34840947, 1.63971258e-03),
(1.60e+03, 0., 0., 0., 0., 1.36845580e+02, 136.4972012 , 0., 0., 0.34603618, 0. , 136.84557981, 136.84323738, 1.71174694e-03),
(1.64e+03, 0., 0., 0., 0., 1.34699461e+02, 134.35958704, 0., 0., 0.33747763, 0. , 134.69946073, 134.69706466, 1.77884019e-03),
(1.68e+03, 0., 0., 0., 0., 1.31576180e+02, 131.24481479, 0., 0., 0.32891908, 0. , 131.57617996, 131.57373387, 1.85908572e-03),
(1.72e+03, 0., 0., 0., 0., 1.23457194e+02, 123.13434058, 0., 0., 0.32036052, 0. , 123.45719445, 123.4547011 , 2.01962857e-03),
(1.76e+03, 0., 0., 0., 0., 1.14317874e+02, 114.00353442, 0., 0., 0.31180197, 0. , 114.31787365, 114.31533639, 2.21950275e-03),
(1.80e+03, 0., 0., 0., 0., 1.10420694e+02, 110.11487407, 0., 0., 0.30324342, 0. , 110.42069432, 110.41811749, 2.33367700e-03),
(1.84e+03, 0., 0., 0., 0., 1.05703327e+02, 105.40602911, 0., 0., 0.29468487, 0. , 105.7033274 , 105.70071398, 2.47244563e-03),
(1.88e+03, 0., 0., 0., 0., 9.53779221e+01, 95.08914871, 0., 0., 0.28612631, 0. , 95.37792207, 95.37527503, 2.77535835e-03),
(1.92e+03, 0., 0., 0., 0., 9.49750001e+01, 94.69475504, 0., 0., 0.27756776, 0. , 94.97500009, 94.9723228 , 2.81897970e-03),
(1.96e+03, 0., 0., 0., 0., 9.00448429e+01, 89.77312957, 0., 0., 0.26900921, 0. , 90.0448429 , 90.04213878, 3.00312769e-03),
(2.00e+03, 0., 0., 0., 0., 8.60426727e+01, 85.77949492, 0., 0., 0.26045065, 0. , 86.04267268, 86.03994557, 3.16952968e-03),
(2.04e+03, 0., 0., 0., 0., 7.93212676e+01, 79.06662935, 0., 0., 0.2518921 , 0. , 79.3212676 , 79.31852145, 3.46212104e-03),
(2.08e+03, 0., 0., 0., 0., 7.92621596e+01, 79.01606345, 0., 0., 0.24333355, 0. , 79.26215964, 79.259397 , 3.48550200e-03),
(2.12e+03, 0., 0., 0., 0., 7.93077233e+01, 79.07017251, 0., 0., 0.234775 , 0. , 79.30772334, 79.30494751, 3.50012862e-03),
(2.16e+03, 0., 0., 0., 0., 7.46733681e+01, 74.44436606, 0., 0., 0.22621644, 0. , 74.67336811, 74.67058251, 3.73045242e-03),
(2.20e+03, 0., 0., 0., 0., 6.81917326e+01, 67.97128273, 0., 0., 0.21765789, 0. , 68.19173259, 68.18894062, 4.09438250e-03),
(2.24e+03, 0., 0., 0., 0., 6.52627430e+01, 65.05084871, 0., 0., 0.20909934, 0. , 65.26274298, 65.25994805, 4.28268329e-03),
(2.28e+03, 0., 0., 0., 0., 6.38805832e+01, 63.67724795, 0., 0., 0.20054079, 0. , 63.88058323, 63.87778874, 4.37465570e-03),
(2.32e+03, 0., 0., 0., 0., 6.40791861e+01, 63.8844137 , 0., 0., 0.19198223, 0. , 64.07918605, 64.07639593, 4.35427472e-03),
(2.36e+03, 0., 0., 0., 0., 6.42407922e+01, 64.05458652, 0., 0., 0.18342368, 0. , 64.2407922 , 64.2380102 , 4.33067676e-03),
(2.40e+03, 0., 0., 0., 0., 6.37004030e+01, 63.52276663, 0., 0., 0.17486513, 0. , 63.70040299, 63.69763176, 4.35050707e-03),
(2.44e+03, 0., 0., 0., 0., 5.95622453e+01, 59.39318153, 0., 0., 0.16630658, 0. , 59.56224528, 59.55948811, 4.62916709e-03),
(2.48e+03, 0., 0., 0., 0., 5.72334154e+01, 57.07292771, 0., 0., 0.15774802, 0. , 57.23341545, 57.23067573, 4.78702424e-03),
(2.52e+03, 0., 0., 0., 0., 5.09521020e+01, 50.80019371, 0., 0., 0.14918947, 0. , 50.95210203, 50.94938318, 5.33623414e-03),
(2.56e+03, 0., 0., 0., 0., 4.94726100e+01, 49.32928447, 0., 0., 0.14063092, 0. , 49.47260998, 49.46991539, 5.44677831e-03)],
dtype=[('totim', '<f8'), ('GWF_IN', '<f8'), ('INFILTRATION_IN', '<f8'), ('REJ-INF_IN', '<f8'), ('UZET_IN', '<f8'), ('STORAGE_IN', '<f8'), ('GWF_OUT', '<f8'), ('INFILTRATION_OUT', '<f8'), ('REJ-INF_OUT', '<f8'), ('UZET_OUT', '<f8'), ('STORAGE_OUT', '<f8'), ('TOTAL_IN', '<f8'), ('TOTAL_OUT', '<f8'), ('PERCENT_DIFFERENCE', '<f8')])
[18]:
uzf_conv = uzf.output.package_convergence()
if uzf_conv is not None:
uzf_conv.data[0:10]
[19]:
uzf_obs = uzf.output.obs()
uzf_obs.data[0:10]
[19]:
rec.array([( 2., 0.05, 0.05, 0.), ( 4., 0.05, 0.05, 0.),
( 6., 0.05, 0.05, 0.), ( 8., 0.05, 0.05, 0.),
(10., 0.05, 0.05, 0.), (12., 0.05, 0.05, 0.),
(14., 0.05, 0.05, 0.), (16., 0.05, 0.05, 0.),
(18., 0.05, 0.05, 0.), (20., 0.05, 0.05, 0.)],
dtype=[('totim', '<f8'), ('ID3_DPTH=8.0', '<f8'), ('ID3_DPTH=24.0', '<f8'), ('ID3_RCH', '<f8')])
Check which output types are available in a package
The .output attribute also has a methods() function that returns a list of available output functions for a given package. Here are a couple of examples
[20]:
print("UZF package: ", uzf.output.methods())
print("Model object: ", ml.output.methods())
print("OC package: ", ml.oc.output.methods())
print("DIS package: ", ml.dis.output.methods())
UZF package: ['zonebudget()', 'budget()', 'budgetcsv()', 'package_convergence()', 'obs()']
Model object: ['list()', 'zonebudget()', 'budget()', 'budgetcsv()', 'head()']
OC package: ['list()', 'zonebudget()', 'budget()', 'budgetcsv()', 'head()']
DIS package: None
Managing multiple observation and csv file outputs in the same package
For many packages, multiple observation output files can be used. The obs() and csv() functions allow the user to specify a observation file or csv file name. If no name is specified, the obs() and csv() methods will return the first file that is listed in the package.
[21]:
output = ml.obs[0].output
obs_names = output.obs_names
output.obs(f=obs_names[0]).data[0:10]
[21]:
rec.array([( 2., 0.05, 0.05, 0.), ( 4., 0.05, 0.05, 0.),
( 6., 0.05, 0.05, 0.), ( 8., 0.05, 0.05, 0.),
(10., 0.05, 0.05, 0.), (12., 0.05, 0.05, 0.),
(14., 0.05, 0.05, 0.), (16., 0.05, 0.05, 0.),
(18., 0.05, 0.05, 0.), (20., 0.05, 0.05, 0.)],
dtype=[('totim', '<f8'), ('ID3_DPTH=8.0', '<f8'), ('ID3_DPTH=24.0', '<f8'), ('ID3_RCH', '<f8')])
Creating and running ZoneBudget for MF6
For the model and many packages, zonebudget can be run on the cell budget file. The .output method allows the user to easily build a ZoneBudget6 instance, then run the model, and view output. First we’ll build a layered zone array, then build and run zonebudget
[22]:
zarr = np.ones(ml.modelgrid.shape, dtype=int)
for i in range(1, 4):
zarr[i - 1] *= i
[23]:
zonbud = ml.output.zonebudget(zarr)
zonbud.change_model_ws(sim_ws)
zonbud.write_input()
zonbud.run_model()
FloPy is using the following executable to run the model: ../../home/runner/.local/bin/modflow/zbud6
ZONEBUDGET Version 6
U.S. GEOLOGICAL SURVEY
VERSION 6.7.0.dev1 (preliminary) 05/12/2025
...........................................................................................
Normal Termination
[23]:
(True, [])
[24]:
df = zonbud.get_dataframes(net=True)
df = df.reset_index()
df
[24]:
| totim | name | ZONE_1 | ZONE_2 | ZONE_3 | |
|---|---|---|---|---|---|
| 0 | 2.0 | ZONE_0 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| 1 | 2.0 | ZONE_1 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| 2 | 2.0 | ZONE_2 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| 3 | 2.0 | ZONE_3 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| 4 | 4.0 | ZONE_0 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| ... | ... | ... | ... | ... | ... |
| 355 | 2520.0 | ZONE_3 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| 356 | 2560.0 | ZONE_0 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| 357 | 2560.0 | ZONE_1 | 0.0 | 0.000000e+00 | 0.000000e+00 |
| 358 | 2560.0 | ZONE_2 | 0.0 | 0.000000e+00 | -5.684342e-10 |
| 359 | 2560.0 | ZONE_3 | 0.0 | 5.684342e-10 | 0.000000e+00 |
360 rows × 5 columns
[25]:
try:
temp_dir.cleanup()
except:
# prevent windows permission error
pass