Analysing traces¶
Often the first step after running the simulation is to ensure that the simulation is converged.
xemc3 can be used to do this.
[1]:
import xarray as xr
import numpy as np
import matplotlib.pyplot as plt
import xemc3
import glob
# Matplotlib setup
import setup_plt
%matplotlib inline
[2]:
# Use local helper function to get some data
from get_data import load_example_data
path = load_example_data(get_path=True)
# If you want to use your own data use something like
# path = "path/to/mydata/"
Reading some files¶
The fastest way is to load just a single iteration trace *_INFO file:
[3]:
ds = xemc3.load.file(path + "/ENERGY_INFO")
[4]:
plt.figure()
ds["Te_upstream"].plot()
[4]:
[<matplotlib.lines.Line2D at 0x7dfeb0348560>]
However in most cases we are only interrested in the last points of the INFO file.
[5]:
plt.figure()
ds.Te_upstream[-50:].plot()
[5]:
[<matplotlib.lines.Line2D at 0x7dfeafb24380>]
Reading all INFO files¶
Besides using xemc3.load.all(path) it is also simple to read just the *_INFO files:
[6]:
ds = xr.Dataset()
for file in glob.iglob(f"{path}/*_INFO"):
ds = xemc3.load.file(file, ds)
ds
[6]:
<xarray.Dataset> Size: 232kB
Dimensions: (iteration: 1000)
Coordinates:
* iteration (iteration) int64 8kB -999 -998 -997 -996 ... -2 -1 0
Data variables: (12/28)
Te_change (iteration) float64 8kB nan nan nan ... 0.012 0.012
Te_upstream (iteration) float64 8kB nan nan nan ... 208.3 208.6
Te_down_back (iteration) float64 8kB nan nan nan ... 17.58 17.56
Te_down_mean (iteration) float64 8kB nan nan nan ... 16.55 16.53
Te_down_fwd (iteration) float64 8kB nan nan nan ... 13.65 13.64
Ti_change (iteration) float64 8kB nan nan nan ... 0.018 0.018
... ...
ionization_core (iteration) float64 8kB nan nan ... 0.02528 0.02525
ionization_edge (iteration) float64 8kB nan nan nan ... 0.9747 0.9748
ionization_electron (iteration) float64 8kB nan nan nan ... -26.6 -26.6
ionization_ion (iteration) float64 8kB nan nan nan ... 7.404 7.399
ionization_moment_fwd (iteration) float64 8kB nan nan ... -6.671e-19
ionization_moment_bwk (iteration) float64 8kB nan nan ... 1.152e-18
Attributes:
title: EMC3-EIRENE Simulation data
software_name: xemc3
software_version: 1.1.2.dev9+g1ef0093f4
date_created: 2026-05-07T04:22:28.676494
id: 5bc1960c-49cc-11f1-8efb-96ce9cbe9ff3
references: https://doi.org/10.5281/zenodo.5562265xarray.Dataset
- iteration: 1000
- iteration(iteration)int64-999 -998 -997 -996 ... -3 -2 -1 0
array([-999, -998, -997, ..., -2, -1, 0], shape=(1000,))
- Te_change(iteration)float64nan nan nan ... 0.012 0.012 0.012
- xemc3_type :
- info
- long_name :
- Relative change in el. temperature
- units :
- notes :
- Unlike in EMC3/pymc3 this is not percent.
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 0.006, 0.006, 0.005, 0.005, 0.005, 0.004, 0.004, 0.004, 0.004, 0.004, 0.004, 0.005, 0.006, 0.006, 0.006, 0.005, 0.005, 0.005, 1.534, 0.426, 0.486, 0.323, 1.09 , 0.377, 0.385, 0.211, 0.137, 0.072, 1.165, 0.396, 0.328, 0.18 , 0.087, 0.053, 0.044, 0.026, 0.02 , 0.015, 0.01 , 0.009, 0.012, 0.01 , 0.012, 0.009, 0.011, 0.009, 0.009, 0.009, 1.168, 0.388, 0.335, 0.18 , 1.167, 1.838, 1.731, 1.545, 1.621, 1.446, 0.906, 0.597, 0.345, 0.592, 0.424, 0.254, 0.198, 0.178, 0.116, 0.146, 0.15 , 0.135, 0.104, 0.066, 0.044, 0.039, 0.038, 0.033, 0.034, 0.066, 0.078, 0.089, 0.08 , 0.083, 0.096, 0.093, 0.089, 0.085, 0.08 , 0.085, 0.081, 0.083, 0.081, 0.084, 0.083, 0.084, 0.081, 0.087, 0.083, 0.085, 0.084, 0.082, 0.081, 0.081, 0.085, 0.086, 0.081, 0.084, 0.09 , 0.085, 0.084, 0.084, 0.084, 0.083, 0.085, 0.09 , 0.083, 0.085, 0.082, 0.084, 0.083, 0.087, 0.081, 0.082, 0.09 , 0.083, 0.096, 0.084, 0.084, 0.082, 0.084, 0.081, 0.082, 0.089, 0.081, 0.083, 0.085, 0.084, 0.085, 0.083, 0.086, 0.083, 0.081, 0.083, 0.062, 0.031, 0.024, 0.018, 0.017, 0.017, 0.016, 0.016, 0.017, 0.017, 0.015, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012, 0.012]) - Te_upstream(iteration)float64nan nan nan ... 208.3 208.3 208.6
- xemc3_type :
- info
- long_name :
- Upstream el. temperature
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 358.6 , 358.69, 358.4 , 358. , 357.59, 357.63, 256.79, 305.57, 317.63, 321.63, 134.94, 176.25, 254. , 299.74, 330.13, 341.8 , 147.55, 194.7 , 266.66, 307.67, 329.65, 342.53, 352.98, 358.75, 362.07, 364.31, 365.25, 365.89, 366.68, 366.64, 369.17, 369.76, 371.54, 372.12, 371.13, 370.73, 148.24, 193.8 , 266.94, 308.74, 125.76, 629.42, 358.92, 211.04, 256.15, 168.96, 146.7 , 146. , 143.97, 171.66, 181.99, 186.52, 196.18, 193.53, 199.64, 201.11, 201.9 , 202.16, 198.35, 202.81, 204.18, 201.25, 199.07, 198.44, 201.23, 197.79, 199.72, 206.79, 203.63, 201.47, 208.26, 203.47, 209.78, 207.34, 207.18, 206.33, 203.58, 205.69, 205.52, 201.93, 201.81, 204.42, 205.51, 209.75, 208. , 204.71, 201.62, 202.96, 204.8 , 206.19, 205.97, 208.36, 207.32, 210.07, 206.3 , 208.03, 207.88, 204.67, 207.91, 203.69, 202.34, 205.62, 203.08, 203.57, 201.9 , 204.4 , 202.57, 198.98, 199.07, 199.41, 205.91, 205.7 , 201.3 , 204.03, 206.94, 204.8 , 202.34, 202.98, 203.07, 206.7 , 208.78, 210.4 , 206.79, 204.95, 208.35, 205.55, 201.71, 203.17, 202.35, 203.99, 205.44, 205.98, 207.75, 208.29, 208.61, 208.65, 209.01, 209.16, 209.79, 209.23, 208.88, 208.63, 208.5 , 208.66, 208.47, 208.81, 208.75, 208.58, 208.54, 208.47, 208.63, 208.49, 208.53, 208.53, 208.45, 208.31, 208.17, 208.29, 208.26, 208.55]) - Te_down_back(iteration)float64nan nan nan ... 17.59 17.58 17.56
- xemc3_type :
- info
- long_name :
- Downstream el. temperature (backward direction)
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 196.75 , 73.664 , 97.641 , 58.637 , 28.613 , 55.92 , 33.27 , 103.06 , 70.106 , 61.326 , 49.471 , 58.512 , 57.982 , 56.24 , 48.558 , 37.959 , 29.337 , 24.463 , 22.39 , 21.306 , 20.265 , 19.49 , 19.119 , 19.113 , 19.029 , 19.01 , 18.914 , 19.402 , 19.725 , 18.881 , 19.279 , 18.561 , 19.297 , 18.567 , 18.909 , 19.252 , 19.052 , 18.312 , 19.359 , 18.338 , 18.428 , 18.399 , 18.583 , 18.408 , 18.629 , 18.423 , 18.308 , 18.81 , 18.467 , 19.07 , 18.852 , 18.827 , 18.595 , 18.636 , 19.159 , 18.919 , 18.611 , 18.385 , 19.638 , 18.775 , 18.474 , 18.434 , 18.213 , 18.786 , 18.945 , 18.238 , 18.491 , 18.479 , 19.229 , 18.418 , 19.067 , 18.961 , 18.779 , 18.679 , 19.122 , 18.535 , 18.739 , 18.851 , 18.486 , 18.934 , 18.131 , 18.4 , 18.855 , 18.672 , 18.13 , 18.261 , 18.524 , 19.311 , 17.668 , 17.458 , 17.366 , 17.387 , 17.388 , 17.561 , 17.606 , 17.58 , 17.558 , 17.564 , 17.58 , 17.583 , 17.58 , 17.58 , 17.586 , 17.613 , 17.602 , 17.581 , 17.646 , 17.606 , 17.572 , 17.572 , 17.6 , 17.603 , 17.604 , 17.573 , 17.589 , 17.594 , 17.584 , 17.557 ]) - Te_down_mean(iteration)float64nan nan nan ... 16.56 16.55 16.53
- xemc3_type :
- info
- long_name :
- Downstream el. temperature (averaged)
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 140.72 , 64.394 , 84.131 , 50.822 , 25.093 , 49.561 , 30.487 , 116.15 , 64.064 , 51.848 , 40.44 , 46.215 , 47.635 , 48.191 , 42.616 , 33.416 , 26.397 , 22.366 , 20.679 , 19.704 , 18.722 , 18.105 , 17.819 , 17.901 , 17.868 , 17.991 , 17.995 , 18.695 , 18.636 , 18.213 , 18.289 , 17.571 , 18.207 , 17.738 , 18.371 , 18.252 , 18.052 , 17.525 , 18.377 , 17.702 , 17.515 , 17.713 , 17.808 , 17.466 , 17.646 , 17.482 , 17.556 , 17.901 , 17.624 , 18.323 , 17.872 , 18.222 , 17.763 , 17.683 , 18.241 , 18.308 , 17.654 , 17.568 , 18.383 , 17.887 , 17.64 , 17.586 , 17.357 , 17.731 , 17.893 , 17.604 , 17.544 , 17.663 , 18.13 , 17.655 , 18.043 , 17.908 , 17.843 , 18.013 , 18.264 , 17.725 , 18.005 , 18.022 , 17.712 , 18.086 , 17.202 , 17.371 , 18.397 , 17.663 , 17.369 , 17.371 , 17.651 , 18.236 , 16.757 , 16.556 , 16.476 , 16.462 , 16.459 , 16.59 , 16.623 , 16.613 , 16.581 , 16.572 , 16.579 , 16.576 , 16.565 , 16.567 , 16.57 , 16.586 , 16.576 , 16.557 , 16.611 , 16.578 , 16.555 , 16.544 , 16.569 , 16.57 , 16.579 , 16.548 , 16.553 , 16.558 , 16.555 , 16.533 ]) - Te_down_fwd(iteration)float64nan nan nan ... 13.63 13.65 13.64
- xemc3_type :
- info
- long_name :
- Downstream el. temperature (forward direction)
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 29.354 , 33.349 , 43.594 , 32.171 , 17.361 , 34.327 , 22.193 , 145.91 , 49.668 , 36.658 , 25.291 , 21.136 , 20.181 , 20.872 , 21.331 , 18.617 , 16.103 , 15.467 , 15.292 , 14.877 , 14.22 , 14.162 , 14.144 , 14.434 , 14.545 , 15.059 , 15.39 , 16.713 , 15.563 , 16.302 , 15.5 , 14.675 , 14.994 , 15.284 , 16.815 , 15.362 , 15.1 , 15.259 , 15.445 , 15.903 , 14.926 , 15.745 , 15.585 , 14.792 , 14.87 , 14.788 , 15.406 , 15.343 , 15.202 , 16.108 , 14.958 , 16.511 , 15.396 , 15.033 , 15.646 , 16.596 , 14.906 , 15.25 , 14.792 , 15.39 , 15.329 , 15.157 , 14.902 , 14.696 , 14.821 , 15.76 , 14.827 , 15.367 , 14.933 , 15.496 , 15.133 , 14.863 , 15.109 , 16.085 , 15.756 , 15.4 , 15.921 , 15.634 , 15.401 , 15.689 , 14.574 , 14.402 , 17.096 , 14.802 , 15.215 , 14.886 , 15.061 , 15.158 , 14.13 , 13.916 , 13.921 , 13.809 , 13.81 , 13.824 , 13.815 , 13.829 , 13.792 , 13.747 , 13.716 , 13.714 , 13.681 , 13.687 , 13.686 , 13.671 , 13.67 , 13.657 , 13.67 , 13.665 , 13.681 , 13.64 , 13.649 , 13.651 , 13.676 , 13.647 , 13.627 , 13.626 , 13.648 , 13.642 ]) - Ti_change(iteration)float64nan nan nan ... 0.018 0.018 0.018
- xemc3_type :
- info
- long_name :
- Change in ion temperature
- units :
- notes :
- Unlike in EMC3/pymc3 this is not percent.
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 0.012, 0.01 , 0.009, 0.008, 0.008, 0.008, 0.007, 0.007, 0.007, 0.007, 0.007, 0.008, 0.01 , 0.01 , 0.011, 0.01 , 0.009, 0.009, 1.585, 0.694, 1.373, 1.037, 1.099, 0.358, 0.251, 0.124, 0.126, 0.09 , 1.184, 0.403, 0.234, 0.118, 0.12 , 0.063, 0.035, 0.025, 0.021, 0.018, 0.02 , 0.018, 0.018, 0.017, 0.018, 0.017, 0.018, 0.017, 0.018, 0.017, 1.188, 0.399, 0.239, 0.123, 1.252, 1.829, 1.769, 1.638, 1.693, 1.375, 0.908, 0.961, 0.666, 0.888, 0.678, 0.366, 0.206, 0.369, 0.242, 0.346, 0.359, 0.296, 0.23 , 0.157, 0.085, 0.084, 0.073, 0.063, 0.059, 0.125, 0.152, 0.154, 0.154, 0.163, 0.161, 0.17 , 0.159, 0.16 , 0.159, 0.167, 0.16 , 0.16 , 0.158, 0.158, 0.16 , 0.161, 0.159, 0.157, 0.165, 0.159, 0.159, 0.16 , 0.16 , 0.16 , 0.162, 0.163, 0.16 , 0.163, 0.167, 0.161, 0.16 , 0.159, 0.162, 0.159, 0.158, 0.157, 0.162, 0.161, 0.161, 0.159, 0.162, 0.159, 0.16 , 0.16 , 0.163, 0.162, 0.16 , 0.157, 0.157, 0.157, 0.156, 0.158, 0.156, 0.158, 0.157, 0.156, 0.157, 0.158, 0.162, 0.164, 0.162, 0.16 , 0.162, 0.16 , 0.12 , 0.058, 0.047, 0.034, 0.029, 0.027, 0.027, 0.026, 0.026, 0.026, 0.022, 0.019, 0.018, 0.018, 0.018, 0.018, 0.017, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018, 0.018]) - Ti_upstream(iteration)float64nan nan nan ... 112.3 112.4 112.4
- xemc3_type :
- info
- long_name :
- Upstream ion temperature
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 173.91, 173.84, 173.58, 173.29, 173.42, 173.49, 251.53, 367.79, 257.41, 205.11, 123.63, 147.24, 177.28, 184.41, 182.11, 182.02, 135.76, 166.27, 183.78, 188.6 , 182.09, 178.52, 177.15, 175.82, 174.89, 174.37, 174.02, 173.68, 173.23, 173.13, 173.95, 173.35, 173.92, 174.43, 173.94, 173.65, 136.38, 166.49, 184.63, 189.72, 121.73, 639.64, 344.75, 219.44, 283.12, 195.9 , 158.88, 125.55, 109.72, 125.26, 121.97, 123.28, 127.84, 121.89, 125.15, 118.82, 113.85, 112.44, 112.14, 113.04, 112.16, 112.19, 111.47, 110.66, 111.99, 110.16, 112.86, 113.3 , 112.64, 111.38, 114.17, 109.41, 112.06, 113.56, 113.59, 110.79, 111.08, 112.69, 113.19, 113.17, 113.7 , 115.26, 115.61, 117.05, 113.81, 112.12, 110.66, 112.79, 112.5 , 113.62, 112.3 , 112.74, 113.85, 112.43, 110.88, 112.33, 111.48, 112.33, 113.13, 112.65, 111.62, 112.64, 109.97, 111.65, 111.09, 110.44, 108.72, 108.1 , 109.99, 111.36, 114.2 , 113.91, 111.87, 113.3 , 112.31, 111.83, 112.64, 113.86, 113.61, 114.62, 114.13, 113.9 , 112.46, 113.18, 116.39, 113.29, 110.77, 111.49, 110.75, 112.57, 112.84, 112.2 , 111.97, 112.48, 112.54, 112.76, 112.62, 112.36, 112.41, 112.48, 112.52, 112.5 , 112.19, 112.32, 112.18, 112.3 , 112.28, 112.28, 112.23, 112.07, 112.18, 111.93, 111.95, 112.28, 112.03, 112.15, 112.15, 112.3 , 112.42, 112.4 ]) - Ti_down_back(iteration)float64nan nan nan ... 22.65 22.63 22.61
- xemc3_type :
- info
- long_name :
- Downstream ion temperature (backward direction)
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 3430.8 , 1112.4 , 1816.6 , 379.35 , 183.7 , 179.9 , 71.817, 609.16 , 184.67 , 312.95 , 145.28 , 121.24 , 116.72 , 107.83 , 88.206, 62.827, 45.648, 34.78 , 30.025, 27.413, 25.538, 24.613, 24.075, 25.038, 25.416, 24.762, 24.857, 25.254, 25.789, 24.793, 25.113, 24.718, 25.266, 24.867, 25.103, 25.856, 25.117, 24.861, 25.295, 24.94 , 24.737, 24.196, 24.463, 24.901, 25.198, 25.436, 24.726, 24.245, 24.828, 25.843, 26.507, 26.417, 24.746, 24.513, 25.11 , 25.209, 24.829, 24.767, 24.667, 24.554, 24.857, 24.582, 24.772, 25.027, 25.534, 24.671, 24.892, 24.916, 25.609, 26.187, 24.514, 24.566, 25.492, 25.724, 25.286, 25.201, 25.738, 25.501, 24.853, 25.31 , 24.066, 25.211, 24.653, 24.451, 24.924, 24.197, 23.833, 24.397, 22.447, 22.337, 22.157, 22.206, 22.277, 22.418, 22.536, 22.565, 22.54 , 22.548, 22.617, 22.596, 22.617, 22.643, 22.612, 22.599, 22.614, 22.652, 22.635, 22.626, 22.647, 22.593, 22.632, 22.664, 22.655, 22.589, 22.63 , 22.648, 22.63 , 22.609]) - Ti_down_mean(iteration)float64nan nan nan ... 23.66 23.65 23.63
- xemc3_type :
- info
- long_name :
- Downstream ion temperature (averaged)
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 3086.5 , 1470.9 , 1652.2 , 356.64 , 169.95 , 168.75 , 70.501, 485.18 , 161.38 , 304.97 , 131.18 , 96.552, 97.411, 95.054, 80.462, 57.971, 43.286, 34.088, 30.245, 28.044, 26.407, 25.546, 25.01 , 25.751, 26.114, 25.686, 25.801, 26.163, 26.726, 26.182, 26.231, 25.581, 26.046, 25.644, 26.204, 27.118, 25.969, 25.842, 26.097, 25.993, 25.842, 25.246, 25.482, 25.811, 26.043, 26.386, 25.616, 25.52 , 26.155, 26.458, 27.047, 27.195, 26.14 , 25.741, 26.221, 26.774, 25.981, 26.505, 25.748, 26.134, 25.781, 25.494, 25.583, 26.032, 26.163, 25.643, 26.127, 26.065, 26.295, 26.705, 25.629, 25.775, 26.425, 26.541, 26.778, 26.423, 26.889, 26.467, 25.778, 26.137, 25.085, 25.958, 25.755, 25.544, 26.171, 25.373, 25.129, 25.816, 23.738, 23.38 , 23.243, 23.299, 23.349, 23.477, 23.565, 23.604, 23.609, 23.613, 23.645, 23.654, 23.656, 23.66 , 23.628, 23.644, 23.653, 23.665, 23.648, 23.632, 23.652, 23.612, 23.638, 23.669, 23.655, 23.591, 23.63 , 23.657, 23.654, 23.632]) - Ti_down_fwd(iteration)float64nan nan nan ... 26.51 26.55 26.52
- xemc3_type :
- info
- long_name :
- Downstream ion temperature (forward direction)
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 2402.2 , 2671.6 , 1159. , 302.45 , 139.76 , 142.03 , 66.582, 203.25 , 105.89 , 292.19 , 107.52 , 46.207, 46.189, 51.677, 52.723, 42.149, 35.017, 31.807, 30.936, 29.945, 28.942, 28.2 , 27.652, 27.79 , 28.11 , 28.345, 28.475, 28.715, 29.374, 30.154, 29.381, 28.104, 28.344, 27.943, 29.39 , 30.766, 28.483, 28.669, 28.492, 28.979, 28.977, 28.261, 28.409, 28.395, 28.434, 29.106, 28.16 , 29.109, 29.97 , 28.281, 28.654, 29.391, 30.102, 29.158, 29.364, 31.156, 29.288, 31.442, 28.841, 30.571, 28.345, 28.106, 27.908, 28.921, 28. , 28.476, 29.669, 29.299, 28.288, 28.173, 28.795, 29.27 , 29.147, 28.908, 31.136, 29.931, 30.158, 29.249, 28.54 , 28.475, 27.965, 28.114, 28.893, 28.646, 29.696, 28.657, 28.97 , 29.879, 27.458, 26.433, 26.363, 26.436, 26.408, 26.491, 26.505, 26.591, 26.658, 26.643, 26.584, 26.661, 26.611, 26.547, 26.513, 26.609, 26.598, 26.534, 26.525, 26.482, 26.49 , 26.49 , 26.489, 26.511, 26.487, 26.428, 26.454, 26.512, 26.547, 26.522]) - P_loss_gas(iteration)float64nan nan nan ... 2.25e+04 2.251e+04
- xemc3_type :
- info
- long_name :
- Power losses (neutral gas)
- units :
- W
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 2.3126e+04, 2.2400e+04, 2.2681e+04, 2.2360e+04, 2.2044e+04, 2.2326e+04, 2.1931e+04, 2.2201e+04, 2.1880e+04, 2.2172e+04, 2.1976e+04, 2.2211e+04, 2.1813e+04, 2.2473e+04, 2.2210e+04, 2.2549e+04, 2.2315e+04, 2.2020e+04, 2.2375e+04, 2.2454e+04, 2.2551e+04, 2.2640e+04, 2.2923e+04, 2.2516e+04, 2.2789e+04, 2.3045e+04, 2.2576e+04, 2.2472e+04, 2.2846e+04, 2.2812e+04, 2.2615e+04, 2.2172e+04, 2.2211e+04, 2.2056e+04, 2.2763e+04, 2.2291e+04, 2.1916e+04, 2.2475e+04, 2.2205e+04, 2.2363e+04, 2.2468e+04, 2.2467e+04, 2.2604e+04, 2.2173e+04, 2.2978e+04, 2.2832e+04, 2.2459e+04, 2.2826e+04, 2.2402e+04, 2.2628e+04, 2.2870e+04, 2.2853e+04, 2.2218e+04, 2.2104e+04, 2.2537e+04, 2.2307e+04, 2.2541e+04, 2.2708e+04, 2.2893e+04, 2.2437e+04, 2.2619e+04, 2.2602e+04, 2.2980e+04, 2.2705e+04, 2.2454e+04, 2.2752e+04, 2.2541e+04, 2.2315e+04, 2.2295e+04, 2.2447e+04, 2.3056e+04, 2.2999e+04, 2.2800e+04, 2.2774e+04, 2.2662e+04, 2.2553e+04, 2.2559e+04, 2.2557e+04, 2.2574e+04, 2.2574e+04, 2.2480e+04, 2.2519e+04, 2.2563e+04, 2.2489e+04, 2.2519e+04, 2.2458e+04, 2.2463e+04, 2.2466e+04, 2.2418e+04, 2.2514e+04, 2.2462e+04, 2.2545e+04, 2.2448e+04, 2.2467e+04, 2.2459e+04, 2.2515e+04, 2.2424e+04, 2.2460e+04, 2.2504e+04, 2.2513e+04]) - P_loss_imp(iteration)float64nan nan nan ... 5.002e+04 5.001e+04
- xemc3_type :
- info
- long_name :
- Power losses (impurities)
- units :
- W
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 49979., 50013., 49999., 50012., 49991., 49980., 0., 19289., 18668., 25952., 0., 24933., 30931., 41412., 46495., 48071., 0., 24216., 29932., 41517., 46062., 48043., 49608., 49807., 50647., 50271., 50549., 50264., 50508., 50237., 50355., 50199., 50266., 50146., 50326., 50163., 0., 24126., 29896., 41556., 0., 0., 0., 0., 0., 0., 22939., 23492., 32140., 57666., 64927., 57110., 54533., 51985., 50256., 50535., 50838., 52006., 50856., 50431., 50521., 50481., 50442., 50184., 50091., 50292., 50209., 50298., 50180., 50187., 49864., 50387., 50040., 50434., 49983., 50229., 50178., 49953., 50211., 50253., 50176., 50145., 50158., 50030., 50227., 50223., 50047., 49952., 50282., 50059., 50191., 49950., 50184., 50098., 50348., 50013., 50070., 50351., 50145., 50245., 50207., 50020., 50277., 50100., 50250., 50053., 50004., 50358., 50052., 50113., 50081., 50435., 50178., 49945., 50230., 50046., 50223., 50074., 50239., 49999., 50313., 50030., 50309., 50160., 50022., 50311., 50264., 49988., 50131., 50100., 50064., 50010., 50023., 50023., 49976., 49977., 50000., 50032., 50019., 50018., 49997., 49997., 50012., 49994., 50018., 50004., 50009., 50017., 49994., 50024., 50002., 50012., 50012., 50006., 50016., 50023., 49988., 50007., 50023., 50013.]) - P_loss_target(iteration)float64nan nan nan ... 1.618e+05 1.618e+05
- xemc3_type :
- info
- long_name :
- Power losses (target)
- units :
- W
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 1.6077e+05, 1.6150e+05, 1.6126e+05, 1.6179e+05, 1.6222e+05, 1.6332e+05, 1.6380e+05, 1.6338e+05, 1.6367e+05, 1.6332e+05, 1.6380e+05, 1.6303e+05, 1.6386e+05, 1.6279e+05, 1.6336e+05, 1.6275e+05, 1.6286e+05, 1.6348e+05, 1.6298e+05, 1.6284e+05, 1.6280e+05, 1.6272e+05, 1.6238e+05, 1.6293e+05, 1.6234e+05, 1.6211e+05, 1.6267e+05, 1.6286e+05, 1.6220e+05, 1.6258e+05, 1.6269e+05, 1.6318e+05, 1.6293e+05, 1.6330e+05, 1.6231e+05, 1.6310e+05, 1.6339e+05, 1.6260e+05, 1.6317e+05, 1.6272e+05, 1.6271e+05, 1.6289e+05, 1.6245e+05, 1.6307e+05, 1.6209e+05, 1.6247e+05, 1.6300e+05, 1.6229e+05, 1.6290e+05, 1.6262e+05, 1.6238e+05, 1.6200e+05, 1.6302e+05, 1.6332e+05, 1.6271e+05, 1.6306e+05, 1.6251e+05, 1.6250e+05, 1.6227e+05, 1.6292e+05, 1.6258e+05, 1.6270e+05, 1.6207e+05, 1.6249e+05, 1.6296e+05, 1.6236e+05, 1.6256e+05, 1.6309e+05, 1.6293e+05, 1.6284e+05, 1.6063e+05, 1.6094e+05, 1.6123e+05, 1.6139e+05, 1.6160e+05, 1.6176e+05, 1.6178e+05, 1.6174e+05, 1.6176e+05, 1.6180e+05, 1.6177e+05, 1.6168e+05, 1.6164e+05, 1.6171e+05, 1.6170e+05, 1.6175e+05, 1.6176e+05, 1.6174e+05, 1.6185e+05, 1.6171e+05, 1.6179e+05, 1.6169e+05, 1.6179e+05, 1.6179e+05, 1.6179e+05, 1.6172e+05, 1.6188e+05, 1.6180e+05, 1.6176e+05, 1.6175e+05]) - TOTAL_FLX(iteration)float64nan nan nan ... 83.96 84.17 84.36
- xemc3_type :
- info
- long_name :
- Total impurity flux
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 80.97 , 80.869, 80.754, 80.855, 80.778, 80.778, 80.65 , 80.826, 80.883, 80.599, 80.723, 80.844, 80.874, 80.565, 80.919, 80.586, 80.542, 80.76 , 80.662, 80.77 , 80.825, 80.632, 80.6 , 80.667, 80.727, 80.743, 80.643, 80.727, 80.914, 80.625, 48.721, 33.216, 77.203, 79.803, 82.607, 69.381, 75.492, 86.528, 79.722, 78.839, 78.014, 76.88 , 77.235, 76.508, 76.572, 68.253, 75.435, 27.679, 22.77 , 37.268, 41.816, 52.197, 61.717, 67.03 , 72.901, 73.952, 72.913, 75.63 , 76.794, 76.916, 78.543, 80.077, 82.223, 81.963, 81.987, 82.502, 80.369, 84.335, 80.657, 82.443, 84.745, 83.644, 84.089, 84.325, 81.833, 84.082, 83.799, 81.578, 83.942, 86.948, 79.571, 83.821, 84.763, 83.246, 85.757, 89.078, 82.739, 81.615, 85.973, 82.452, 87.082, 84.15 , 79.139, 81.772, 83.013, 83.199, 83.131, 83.703, 82.212, 81.705, 81.632, 86.721, 86.963, 83.703, 82.814, 87.393, 83.546, 86.259, 85.977, 84.259, 84.266, 88.021, 85.134, 82.132, 85.163, 83.782, 84.136, 83.603, 85.662, 85.201, 84.407, 83.716, 82.334, 85.876, 82.295, 84.813, 84.388, 85.244, 82.357, 80.935, 84.959, 86.197, 84.495, 84.565, 83.923, 83.516, 84.582, 84.081, 84.006, 83.488, 84.384, 84.259, 84.159, 84.237, 84.297, 83.964, 84.061, 84.032, 83.603, 84.401, 84.246, 83.996, 84.021, 83.964, 84.388, 84.224, 84.213, 83.956, 84.169, 84.356]) - TOTAL_RAD(iteration)float64nan nan nan ... 5e+04 5e+04 5e+04
- xemc3_type :
- info
- long_name :
- Total radiation
- units :
- W
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000., 50000.]) - dens_change(iteration)float64nan nan nan ... 0.0091 0.0094
- xemc3_type :
- info
- long_name :
- Relative change in density
- units :
- notes :
- Unlike in EMC3/pymc3 this is not percent.
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 0.4287, 0.0879, 0.0503, 1.341 , 0.8582, 0.394 , 0.1006, 0.0752, 0.0702, 0.0719, 1.3406, 0.8424, 0.3958, 0.0826, 0.0284, 0.0213, 0.0233, 0.0149, 0.0145, 0.014 , 0.0143, 0.0155, 0.0133, 0.0153, 0.0146, 0.0132, 0.0131, 0.0136, 0.0147, 0.0142, 1.3412, 0.8444, 0.3966, 0.0903, 0.0435, 1.3892, 1.3892, 1.4266, 1.4551, 1.4551, 1.6178, 1.3749, 0.6964, 0.3906, 0.5399, 0.3221, 0.3191, 0.3656, 0.2929, 0.212 , 0.2007, 0.207 , 0.242 , 0.2417, 0.2582, 0.2522, 0.2258, 0.1472, 0.1036, 0.0877, 0.0679, 0.0542, 0.045 , 0.0415, 0.0426, 0.0887, 0.0989, 0.1044, 0.1007, 0.1013, 0.1202, 0.1177, 0.1154, 0.1048, 0.1026, 0.104 , 0.1018, 0.1096, 0.1011, 0.101 , 0.1012, 0.1045, 0.1012, 0.1101, 0.1055, 0.1016, 0.1026, 0.1077, 0.1011, 0.102 , 0.1018, 0.1016, 0.1009, 0.1007, 0.1024, 0.1047, 0.0997, 0.1038, 0.1038, 0.103 , 0.1002, 0.1112, 0.1057, 0.101 , 0.1015, 0.1013, 0.1008, 0.1033, 0.1012, 0.1028, 0.1041, 0.1041, 0.1087, 0.1046, 0.1012, 0.1019, 0.1021, 0.1072, 0.1006, 0.108 , 0.0988, 0.1008, 0.1024, 0.1014, 0.1095, 0.1036, 0.1056, 0.1072, 0.098 , 0.1011, 0.059 , 0.0317, 0.0248, 0.0224, 0.0213, 0.0202, 0.0196, 0.0192, 0.0197, 0.0204, 0.0132, 0.0099, 0.0094, 0.0094, 0.0092, 0.0091, 0.0093, 0.0091, 0.009 , 0.009 , 0.009 , 0.009 , 0.0093, 0.0089, 0.0093, 0.0091, 0.0092, 0.0091, 0.0091, 0.0094]) - flow_change(iteration)float64nan nan nan nan ... 0.009 0.01 0.01
- xemc3_type :
- info
- long_name :
- Change in Flow
- notes :
- Not scaled
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 0. , 0.01 , 0.01 , 0. , 0. , 0. , 0.12 , 0.12 , 0.142, 0.12 , 0.12 , 0.156, 0.048, 0.023, 0.054, 0.13 , 0.165, 0.085, 0.081, 0.075, 0.077, 0.076, 0.119, 0.143, 0.041, 0.038, 0.047, 0.016, 0.017, 0.014, 0.015, 0.014, 0.014, 0.014, 0.014, 0.014, 0.014, 0.014, 0.014, 0.014, 0.014, 0.014, 0.12 , 0.146, 0.047, 0.043, 0.052, 0.279, 0.279, 0.33 , 0.336, 0.336, 0.735, 0.619, 0.491, 0.343, 0.481, 0.353, 0.326, 0.26 , 0.302, 0.256, 0.19 , 0.212, 0.231, 0.253, 0.248, 0.258, 0.247, 0.13 , 0.092, 0.07 , 0.052, 0.047, 0.046, 0.041, 0.041, 0.086, 0.106, 0.108, 0.108, 0.108, 0.107, 0.107, 0.108, 0.108, 0.108, 0.109, 0.109, 0.107, 0.11 , 0.108, 0.108, 0.108, 0.109, 0.108, 0.109, 0.109, 0.109, 0.108, 0.108, 0.108, 0.109, 0.108, 0.107, 0.107, 0.108, 0.11 , 0.108, 0.109, 0.11 , 0.109, 0.108, 0.108, 0.109, 0.107, 0.108, 0.108, 0.109, 0.11 , 0.108, 0.109, 0.109, 0.109, 0.11 , 0.108, 0.107, 0.108, 0.108, 0.108, 0.107, 0.108, 0.109, 0.109, 0.108, 0.108, 0.109, 0.109, 0.109, 0.109, 0.108, 0.108, 0.072, 0.032, 0.025, 0.023, 0.022, 0.021, 0.021, 0.021, 0.02 , 0.02 , 0.015, 0.01 , 0.01 , 0.01 , 0.009, 0.009, 0.009, 0.01 , 0.009, 0.01 , 0.01 , 0.01 , 0.01 , 0.01 , 0.009, 0.009, 0.01 , 0.009, 0.01 , 0.01 ]) - part_balance(iteration)float64nan nan nan ... 1.173e+03 1.173e+03
- xemc3_type :
- info
- long_name :
- Global particle balance
- units :
- A
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 7.646e+03, 2.637e+03, 1.139e+03, 6.935e+02, 5.330e+02, 4.576e+02, 4.720e+02, 4.981e+02, 5.745e+02, 6.349e+02, 6.555e+02, 6.149e+02, 6.616e+02, 7.665e+02, 9.376e+02, 1.013e+03, 1.083e+03, 1.058e+03, 1.061e+03, 1.087e+03, 1.132e+03, 1.141e+03, 1.142e+03, 1.169e+03, 1.164e+03, 1.179e+03, 1.162e+03, 1.178e+03, 1.151e+03, 1.187e+03, 1.159e+03, 1.199e+03, 1.170e+03, 1.184e+03, 1.181e+03, 1.164e+03, 1.182e+03, 1.201e+03, 1.190e+03, 1.198e+03, 1.190e+03, 1.179e+03, 1.201e+03, 1.218e+03, 1.191e+03, 1.177e+03, 1.203e+03, 1.190e+03, 1.191e+03, 1.165e+03, 1.157e+03, 1.157e+03, 1.188e+03, 1.176e+03, 1.151e+03, 1.196e+03, 1.174e+03, 1.182e+03, 1.183e+03, 1.186e+03, 1.199e+03, 1.191e+03, 1.201e+03, 1.192e+03, 1.176e+03, 1.204e+03, 1.188e+03, 1.184e+03, 1.193e+03, 1.188e+03, 1.177e+03, 1.168e+03, 1.191e+03, 1.171e+03, 1.177e+03, 1.173e+03, 1.191e+03, 1.176e+03, 1.188e+03, 1.179e+03, 1.201e+03, 1.189e+03, 1.184e+03, 1.188e+03, 1.190e+03, 1.169e+03, 1.176e+03, 1.188e+03, 1.184e+03, 1.185e+03, 1.181e+03, 1.180e+03, 1.176e+03, 1.169e+03, 1.169e+03, 1.171e+03, 1.172e+03, 1.174e+03, 1.169e+03, 1.170e+03, 1.171e+03, 1.170e+03, 1.171e+03, 1.169e+03, 1.171e+03, 1.171e+03, 1.169e+03, 1.173e+03, 1.170e+03, 1.172e+03, 1.170e+03, 1.171e+03, 1.171e+03, 1.174e+03, 1.170e+03, 1.170e+03, 1.173e+03, 1.173e+03]) - dens_upstream(iteration)float64nan nan nan ... 1.541e+19 1.537e+19
- xemc3_type :
- info
- long_name :
- Upstream Density
- units :
- m$^{-3}$
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 1.714e+19, 1.807e+19, 1.818e+19, 1.890e+19, 1.743e+19, 1.823e+19, 1.834e+19, 1.824e+19, 1.900e+19, 1.893e+19, 1.900e+19, 1.819e+19, 1.712e+19, 1.631e+19, 1.647e+19, 1.657e+19, 1.645e+19, 1.610e+19, 1.592e+19, 1.572e+19, 1.587e+19, 1.586e+19, 1.545e+19, 1.595e+19, 1.564e+19, 1.493e+19, 1.542e+19, 1.561e+19, 1.470e+19, 1.569e+19, 1.464e+19, 1.534e+19, 1.538e+19, 1.551e+19, 1.600e+19, 1.523e+19, 1.539e+19, 1.560e+19, 1.565e+19, 1.522e+19, 1.568e+19, 1.489e+19, 1.559e+19, 1.590e+19, 1.622e+19, 1.561e+19, 1.574e+19, 1.539e+19, 1.559e+19, 1.517e+19, 1.527e+19, 1.502e+19, 1.536e+19, 1.518e+19, 1.501e+19, 1.557e+19, 1.532e+19, 1.584e+19, 1.565e+19, 1.534e+19, 1.584e+19, 1.570e+19, 1.598e+19, 1.577e+19, 1.579e+19, 1.614e+19, 1.610e+19, 1.552e+19, 1.505e+19, 1.526e+19, 1.597e+19, 1.544e+19, 1.519e+19, 1.546e+19, 1.612e+19, 1.539e+19, 1.566e+19, 1.519e+19, 1.512e+19, 1.530e+19, 1.565e+19, 1.538e+19, 1.483e+19, 1.554e+19, 1.614e+19, 1.565e+19, 1.561e+19, 1.533e+19, 1.541e+19, 1.546e+19, 1.544e+19, 1.543e+19, 1.541e+19, 1.542e+19, 1.537e+19, 1.542e+19, 1.536e+19, 1.541e+19, 1.541e+19, 1.544e+19, 1.542e+19, 1.539e+19, 1.539e+19, 1.535e+19, 1.539e+19, 1.542e+19, 1.541e+19, 1.539e+19, 1.539e+19, 1.542e+19, 1.539e+19, 1.538e+19, 1.543e+19, 1.540e+19, 1.542e+19, 1.537e+19, 1.541e+19, 1.537e+19]) - dens_down_back(iteration)float64nan nan nan ... 8.067e+18 8.052e+18
- xemc3_type :
- info
- long_name :
- Downstream Density (backward direction)
- units :
- m$^{-3}$
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 6.247e+18, 6.113e+18, 5.672e+18, 6.008e+18, 6.119e+18, 6.493e+18, 4.677e+18, 3.891e+18, 4.886e+18, 6.432e+18, 8.609e+18, 8.064e+18, 9.218e+18, 7.519e+18, 6.242e+18, 5.677e+18, 6.008e+18, 5.996e+18, 5.871e+18, 6.072e+18, 6.692e+18, 7.004e+18, 7.163e+18, 7.819e+18, 7.841e+18, 8.125e+18, 7.946e+18, 8.238e+18, 7.967e+18, 8.399e+18, 8.098e+18, 8.575e+18, 8.668e+18, 8.657e+18, 8.483e+18, 8.225e+18, 8.462e+18, 8.611e+18, 8.615e+18, 8.731e+18, 8.639e+18, 8.167e+18, 8.697e+18, 8.818e+18, 8.663e+18, 8.375e+18, 8.689e+18, 8.780e+18, 8.678e+18, 8.614e+18, 8.399e+18, 7.866e+18, 8.345e+18, 8.350e+18, 8.482e+18, 8.653e+18, 8.528e+18, 8.168e+18, 8.452e+18, 8.406e+18, 8.223e+18, 8.231e+18, 8.449e+18, 8.414e+18, 8.166e+18, 8.449e+18, 8.457e+18, 8.304e+18, 8.522e+18, 8.546e+18, 8.463e+18, 8.543e+18, 8.449e+18, 8.534e+18, 8.680e+18, 8.192e+18, 8.338e+18, 8.216e+18, 8.615e+18, 8.252e+18, 8.635e+18, 8.550e+18, 8.406e+18, 8.545e+18, 9.088e+18, 8.291e+18, 8.424e+18, 8.685e+18, 8.367e+18, 8.245e+18, 8.244e+18, 8.298e+18, 8.168e+18, 8.053e+18, 8.060e+18, 8.040e+18, 7.997e+18, 8.054e+18, 8.014e+18, 8.005e+18, 8.019e+18, 7.997e+18, 7.987e+18, 7.991e+18, 8.007e+18, 7.974e+18, 7.974e+18, 8.022e+18, 8.028e+18, 8.004e+18, 7.985e+18, 8.025e+18, 8.016e+18, 8.024e+18, 8.038e+18, 8.026e+18, 8.067e+18, 8.052e+18]) - dens_down_mean(iteration)float64nan nan nan ... 6.874e+18 6.864e+18
- xemc3_type :
- info
- long_name :
- Downstream Density (averaged)
- units :
- m$^{-3}$
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 6.981e+18, 6.835e+18, 5.309e+18, 5.482e+18, 5.444e+18, 5.579e+18, 4.685e+18, 4.969e+18, 5.650e+18, 6.764e+18, 7.959e+18, 7.222e+18, 7.980e+18, 6.545e+18, 5.502e+18, 5.046e+18, 5.354e+18, 5.322e+18, 5.162e+18, 5.293e+18, 5.769e+18, 6.008e+18, 6.138e+18, 6.705e+18, 6.756e+18, 6.998e+18, 6.801e+18, 6.999e+18, 6.807e+18, 7.161e+18, 6.888e+18, 7.292e+18, 7.380e+18, 7.385e+18, 7.244e+18, 6.995e+18, 7.198e+18, 7.350e+18, 7.383e+18, 7.457e+18, 7.364e+18, 7.025e+18, 7.412e+18, 7.490e+18, 7.378e+18, 7.174e+18, 7.414e+18, 7.464e+18, 7.393e+18, 7.329e+18, 7.217e+18, 6.809e+18, 7.167e+18, 7.154e+18, 7.203e+18, 7.368e+18, 7.277e+18, 6.987e+18, 7.239e+18, 7.174e+18, 7.073e+18, 7.091e+18, 7.254e+18, 7.203e+18, 7.046e+18, 7.291e+18, 7.257e+18, 7.114e+18, 7.298e+18, 7.297e+18, 7.226e+18, 7.305e+18, 7.237e+18, 7.315e+18, 7.410e+18, 6.993e+18, 7.133e+18, 7.003e+18, 7.350e+18, 7.110e+18, 7.389e+18, 7.306e+18, 7.235e+18, 7.312e+18, 7.711e+18, 7.064e+18, 7.188e+18, 7.417e+18, 7.145e+18, 7.037e+18, 7.041e+18, 7.074e+18, 6.974e+18, 6.872e+18, 6.880e+18, 6.870e+18, 6.834e+18, 6.878e+18, 6.843e+18, 6.834e+18, 6.842e+18, 6.822e+18, 6.821e+18, 6.817e+18, 6.828e+18, 6.803e+18, 6.801e+18, 6.844e+18, 6.846e+18, 6.825e+18, 6.812e+18, 6.841e+18, 6.835e+18, 6.842e+18, 6.850e+18, 6.842e+18, 6.874e+18, 6.864e+18]) - dens_down_fwd(iteration)float64nan nan nan ... 3.492e+18 3.506e+18
- xemc3_type :
- info
- long_name :
- Downstream Density (forward direction)
- units :
- m$^{-3}$
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 8.443e+18, 8.090e+18, 4.441e+18, 4.339e+18, 4.000e+18, 3.724e+18, 4.700e+18, 6.296e+18, 6.756e+18, 7.252e+18, 6.807e+18, 5.010e+18, 3.506e+18, 2.627e+18, 2.620e+18, 2.788e+18, 2.778e+18, 2.795e+18, 2.753e+18, 2.872e+18, 3.007e+18, 3.138e+18, 3.226e+18, 3.558e+18, 3.642e+18, 3.690e+18, 3.490e+18, 3.524e+18, 3.589e+18, 3.494e+18, 3.567e+18, 3.626e+18, 3.605e+18, 3.604e+18, 3.593e+18, 3.457e+18, 3.561e+18, 3.747e+18, 3.696e+18, 3.818e+18, 3.805e+18, 3.734e+18, 3.652e+18, 3.798e+18, 3.878e+18, 3.677e+18, 3.755e+18, 3.738e+18, 3.820e+18, 3.611e+18, 3.710e+18, 3.817e+18, 3.745e+18, 3.765e+18, 3.651e+18, 3.752e+18, 3.654e+18, 3.672e+18, 3.846e+18, 3.634e+18, 3.939e+18, 3.850e+18, 3.819e+18, 3.762e+18, 3.827e+18, 3.886e+18, 3.792e+18, 3.784e+18, 3.791e+18, 3.740e+18, 3.722e+18, 3.725e+18, 3.788e+18, 3.741e+18, 3.637e+18, 3.564e+18, 3.718e+18, 3.623e+18, 3.605e+18, 3.909e+18, 3.873e+18, 3.771e+18, 3.839e+18, 3.804e+18, 3.723e+18, 3.697e+18, 3.528e+18, 3.815e+18, 3.631e+18, 3.547e+18, 3.570e+18, 3.573e+18, 3.575e+18, 3.527e+18, 3.521e+18, 3.494e+18, 3.511e+18, 3.537e+18, 3.507e+18, 3.497e+18, 3.505e+18, 3.491e+18, 3.507e+18, 3.483e+18, 3.486e+18, 3.492e+18, 3.473e+18, 3.506e+18, 3.505e+18, 3.494e+18, 3.498e+18, 3.495e+18, 3.489e+18, 3.498e+18, 3.500e+18, 3.490e+18, 3.492e+18, 3.506e+18]) - ionization_core(iteration)float64nan nan nan ... 0.02528 0.02525
- xemc3_type :
- info
- long_name :
- Core ionization
- parallel_flux :
- 0
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- xemc3_type :
- info
- long_name :
- Edge ionization
- parallel_flux :
- 0
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- xemc3_type :
- info
- long_name :
- Electron energy source / ionization
- units :
- eV
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... -26.186, -26.186, -27.634, -26.18 , -26.424, -26.497, -26.187, -26.897, -26.596, -26.64 , -26.659, -26.681, -26.682, -26.685, -26.686, -26.685, -26.186, -26.915, -26.604, -26.072, -26.072, -25.819, -25.783, -25.783, -25.814, -25.908, -25.789, -25.436, -25.495, -25.732, -25.613, -25.602, -25.764, -25.832, -25.868, -25.956, -26.085, -26.123, -26.256, -26.345, -26.406, -26.46 , -26.506, -26.535, -26.538, -26.543, -26.551, -26.573, -26.574, -26.597, -26.561, -26.6 , -26.57 , -26.603, -26.579, -26.608, -26.605, -26.575, -26.576, -26.619, -26.616, -26.63 , -26.605, -26.607, -26.616, -26.626, -26.624, -26.598, -26.625, -26.605, -26.598, -26.603, -26.585, -26.592, -26.59 , -26.606, -26.568, -26.605, -26.603, -26.606, -26.604, -26.593, -26.616, -26.635, -26.624, -26.633, -26.597, -26.619, -26.623, -26.622, -26.599, -26.582, -26.6 , -26.589, -26.594, -26.599, -26.615, -26.588, -26.611, -26.58 , -26.601, -26.598, -26.627, -26.636, -26.607, -26.61 , -26.621, -26.627, -26.599, -26.614, -26.628, -26.622, -26.623, -26.619, -26.614, -26.608, -26.604, -26.604, -26.604, -26.603, -26.606, -26.605, -26.605, -26.602, -26.603, -26.602, -26.602, -26.603, -26.6 , -26.601, -26.603, -26.602, -26.601, -26.601, -26.601, -26.602, -26.601, -26.598, -26.601]) - ionization_ion(iteration)float64nan nan nan ... 7.404 7.404 7.399
- xemc3_type :
- info
- long_name :
- Ion energy source / ionization
- units :
- eV
- parallel_flux :
- 0
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- xemc3_type :
- info
- long_name :
- Forward momentum source/ ionization
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... -6.8178e-19, -6.5782e-19, -7.0048e-19, -7.3344e-19, -7.1144e-19, -7.0530e-19, -8.2127e-19, -7.8708e-19, -7.9304e-19, -8.1593e-19, -8.3170e-19, -8.2143e-19, -8.2021e-19, -8.3693e-19, -8.2760e-19, -8.2201e-19, -8.1438e-19, -8.1446e-19, -8.1190e-19, -8.4152e-19, -8.4174e-19, -8.0535e-19, -8.2634e-19, -7.9259e-19, -8.1780e-19, -8.1679e-19, -8.2329e-19, -8.3566e-19, -7.9629e-19, -8.4004e-19, -8.4274e-19, -8.2544e-19, -8.2230e-19, -8.1597e-19, -8.4421e-19, -8.3218e-19, -8.1982e-19, -8.0159e-19, -8.2436e-19, -7.9724e-19, -8.3427e-19, -8.0245e-19, -8.2380e-19, -8.3007e-19, -8.3136e-19, -8.1123e-19, -8.4247e-19, -7.8215e-19, -8.2670e-19, -8.1206e-19, -8.3977e-19, -8.1341e-19, -7.9566e-19, -8.1631e-19, -8.1524e-19, -8.3593e-19, -8.2513e-19, -7.8667e-19, -8.0360e-19, -8.5573e-19, -8.1064e-19, -7.8965e-19, -8.1338e-19, -8.3317e-19, -8.3759e-19, -8.1624e-19, -8.1772e-19, -8.2248e-19, -8.0200e-19, -8.0301e-19, -8.3575e-19, -7.1542e-19, -6.9879e-19, -6.9185e-19, -6.8236e-19, -6.8039e-19, -6.8170e-19, -6.7752e-19, -6.6981e-19, -6.7078e-19, -6.7358e-19, -6.6476e-19, -6.6791e-19, -6.6937e-19, -6.6590e-19, -6.6898e-19, -6.6586e-19, -6.6925e-19, -6.6934e-19, -6.6578e-19, -6.6693e-19, -6.6929e-19, -6.6595e-19, -6.6622e-19, -6.6641e-19, -6.6565e-19, -6.6433e-19, -6.6641e-19, -6.6333e-19, -6.6713e-19]) - ionization_moment_bwk(iteration)float64nan nan nan ... 1.144e-18 1.152e-18
- xemc3_type :
- info
- long_name :
- Backward momentum source/ ionization
- parallel_flux :
- 0
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, ... 1.4607e-18, 1.3555e-18, 1.3111e-18, 1.3121e-18, 1.2505e-18, 1.2314e-18, 1.3454e-18, 1.3045e-18, 1.3135e-18, 1.3410e-18, 1.3581e-18, 1.3023e-18, 1.3627e-18, 1.3110e-18, 1.3341e-18, 1.3344e-18, 1.3409e-18, 1.3085e-18, 1.3241e-18, 1.3253e-18, 1.3618e-18, 1.3043e-18, 1.3233e-18, 1.2854e-18, 1.3281e-18, 1.3204e-18, 1.3103e-18, 1.3160e-18, 1.3124e-18, 1.3495e-18, 1.3133e-18, 1.3086e-18, 1.3327e-18, 1.3321e-18, 1.3319e-18, 1.3456e-18, 1.3246e-18, 1.2942e-18, 1.3247e-18, 1.3241e-18, 1.3113e-18, 1.2893e-18, 1.3359e-18, 1.3334e-18, 1.3091e-18, 1.3163e-18, 1.3504e-18, 1.2962e-18, 1.3370e-18, 1.3209e-18, 1.3358e-18, 1.3174e-18, 1.2969e-18, 1.3346e-18, 1.3184e-18, 1.3263e-18, 1.3426e-18, 1.3220e-18, 1.3105e-18, 1.3465e-18, 1.3450e-18, 1.3478e-18, 1.3075e-18, 1.3341e-18, 1.3271e-18, 1.3363e-18, 1.3268e-18, 1.2923e-18, 1.3061e-18, 1.3147e-18, 1.3247e-18, 1.2101e-18, 1.1934e-18, 1.1836e-18, 1.1701e-18, 1.1633e-18, 1.1623e-18, 1.1599e-18, 1.1592e-18, 1.1544e-18, 1.1528e-18, 1.1539e-18, 1.1547e-18, 1.1530e-18, 1.1499e-18, 1.1532e-18, 1.1503e-18, 1.1513e-18, 1.1514e-18, 1.1481e-18, 1.1513e-18, 1.1518e-18, 1.1477e-18, 1.1486e-18, 1.1514e-18, 1.1504e-18, 1.1486e-18, 1.1472e-18, 1.1445e-18, 1.1524e-18])
- title :
- EMC3-EIRENE Simulation data
- software_name :
- xemc3
- software_version :
- 1.1.2.dev9+g1ef0093f4
- date_created :
- 2026-05-07T04:22:28.676494
- id :
- 5bc1960c-49cc-11f1-8efb-96ce9cbe9ff3
- references :
- https://doi.org/10.5281/zenodo.5562265
Again, the different traces can be plotted, to get an estimate of whether the simulation is converged:
[7]:
plt.figure()
ds.dens_change[-60:].plot()
[7]:
[<matplotlib.lines.Line2D at 0x7dfeafb76de0>]
Checking how much data¶
As numpy arrays need to be blocks, xemc3 uses nan-padding. np.isfinite can be used to check how much data we have
[8]:
np.isfinite(ds).sum()
[8]:
<xarray.Dataset> Size: 224B
Dimensions: ()
Data variables: (12/28)
Te_change int64 8B 221
Te_upstream int64 8B 221
Te_down_back int64 8B 221
Te_down_mean int64 8B 221
Te_down_fwd int64 8B 221
Ti_change int64 8B 221
... ...
ionization_core int64 8B 206
ionization_edge int64 8B 206
ionization_electron int64 8B 206
ionization_ion int64 8B 206
ionization_moment_fwd int64 8B 206
ionization_moment_bwk int64 8B 206
Attributes:
title: EMC3-EIRENE Simulation data
software_name: xemc3
software_version: 1.1.2.dev9+g1ef0093f4
date_created: 2026-05-07T04:22:28.676494
id: 5bc1960c-49cc-11f1-8efb-96ce9cbe9ff3
references: https://doi.org/10.5281/zenodo.5562265xarray.Dataset
- Te_change()int64221
- xemc3_type :
- info
- long_name :
- Relative change in el. temperature
- units :
- notes :
- Unlike in EMC3/pymc3 this is not percent.
- parallel_flux :
- 0
array(221)
- Te_upstream()int64221
- xemc3_type :
- info
- long_name :
- Upstream el. temperature
- units :
- eV
- parallel_flux :
- 0
array(221)
- Te_down_back()int64221
- xemc3_type :
- info
- long_name :
- Downstream el. temperature (backward direction)
- units :
- eV
- parallel_flux :
- 0
array(221)
- Te_down_mean()int64221
- xemc3_type :
- info
- long_name :
- Downstream el. temperature (averaged)
- units :
- eV
- parallel_flux :
- 0
array(221)
- Te_down_fwd()int64221
- xemc3_type :
- info
- long_name :
- Downstream el. temperature (forward direction)
- units :
- eV
- parallel_flux :
- 0
array(221)
- Ti_change()int64221
- xemc3_type :
- info
- long_name :
- Change in ion temperature
- units :
- notes :
- Unlike in EMC3/pymc3 this is not percent.
- parallel_flux :
- 0
array(221)
- Ti_upstream()int64221
- xemc3_type :
- info
- long_name :
- Upstream ion temperature
- units :
- eV
- parallel_flux :
- 0
array(221)
- Ti_down_back()int64221
- xemc3_type :
- info
- long_name :
- Downstream ion temperature (backward direction)
- units :
- eV
- parallel_flux :
- 0
array(221)
- Ti_down_mean()int64221
- xemc3_type :
- info
- long_name :
- Downstream ion temperature (averaged)
- units :
- eV
- parallel_flux :
- 0
array(221)
- Ti_down_fwd()int64221
- xemc3_type :
- info
- long_name :
- Downstream ion temperature (forward direction)
- units :
- eV
- parallel_flux :
- 0
array(221)
- P_loss_gas()int64221
- xemc3_type :
- info
- long_name :
- Power losses (neutral gas)
- units :
- W
- parallel_flux :
- 0
array(221)
- P_loss_imp()int64221
- xemc3_type :
- info
- long_name :
- Power losses (impurities)
- units :
- W
- parallel_flux :
- 0
array(221)
- P_loss_target()int64221
- xemc3_type :
- info
- long_name :
- Power losses (target)
- units :
- W
- parallel_flux :
- 0
array(221)
- TOTAL_FLX()int64172
- xemc3_type :
- info
- long_name :
- Total impurity flux
- parallel_flux :
- 0
array(172)
- TOTAL_RAD()int64172
- xemc3_type :
- info
- long_name :
- Total radiation
- units :
- W
- parallel_flux :
- 0
array(172)
- dens_change()int64233
- xemc3_type :
- info
- long_name :
- Relative change in density
- units :
- notes :
- Unlike in EMC3/pymc3 this is not percent.
- parallel_flux :
- 0
array(233)
- flow_change()int64233
- xemc3_type :
- info
- long_name :
- Change in Flow
- notes :
- Not scaled
- parallel_flux :
- 0
array(233)
- part_balance()int64233
- xemc3_type :
- info
- long_name :
- Global particle balance
- units :
- A
- parallel_flux :
- 0
array(233)
- dens_upstream()int64233
- xemc3_type :
- info
- long_name :
- Upstream Density
- units :
- m$^{-3}$
- parallel_flux :
- 0
array(233)
- dens_down_back()int64233
- xemc3_type :
- info
- long_name :
- Downstream Density (backward direction)
- units :
- m$^{-3}$
- parallel_flux :
- 0
array(233)
- dens_down_mean()int64233
- xemc3_type :
- info
- long_name :
- Downstream Density (averaged)
- units :
- m$^{-3}$
- parallel_flux :
- 0
array(233)
- dens_down_fwd()int64233
- xemc3_type :
- info
- long_name :
- Downstream Density (forward direction)
- units :
- m$^{-3}$
- parallel_flux :
- 0
array(233)
- ionization_core()int64206
- xemc3_type :
- info
- long_name :
- Core ionization
- parallel_flux :
- 0
array(206)
- ionization_edge()int64206
- xemc3_type :
- info
- long_name :
- Edge ionization
- parallel_flux :
- 0
array(206)
- ionization_electron()int64206
- xemc3_type :
- info
- long_name :
- Electron energy source / ionization
- units :
- eV
- parallel_flux :
- 0
array(206)
- ionization_ion()int64206
- xemc3_type :
- info
- long_name :
- Ion energy source / ionization
- units :
- eV
- parallel_flux :
- 0
array(206)
- ionization_moment_fwd()int64206
- xemc3_type :
- info
- long_name :
- Forward momentum source/ ionization
- parallel_flux :
- 0
array(206)
- ionization_moment_bwk()int64206
- xemc3_type :
- info
- long_name :
- Backward momentum source/ ionization
- parallel_flux :
- 0
array(206)
- title :
- EMC3-EIRENE Simulation data
- software_name :
- xemc3
- software_version :
- 1.1.2.dev9+g1ef0093f4
- date_created :
- 2026-05-07T04:22:28.676494
- id :
- 5bc1960c-49cc-11f1-8efb-96ce9cbe9ff3
- references :
- https://doi.org/10.5281/zenodo.5562265
[ ]: