1{
2 "cells": [
3  {
4   "cell_type": "markdown",
5   "metadata": {},
6   "source": [
7    "# Unstructured Mesh: Tallies with CAD and Point Cloud Visualization\n",
8    "\n",
9    "In the first notebook on this topic, we looked at how to set up a tally using an unstructured mesh in OpenMC.\n",
10    "In this notebook, we will explore using unstructured mesh in conjunction with CAD-based geometry to perform detailed geometry analysis on complex geomerty.\n",
11    "\n",
12    "_**NOTE: This notebook will not run successfully if OpenMC has not been built with DAGMC support enabled.**_"
13   ]
14  },
15  {
16   "cell_type": "code",
17   "execution_count": 1,
18   "metadata": {},
19   "outputs": [],
20   "source": [
21    "import os\n",
22    "from IPython.display import Image\n",
23    "import openmc\n",
24    "import openmc.lib\n",
25    "\n",
26    "assert(openmc.lib._dagmc_enabled())"
27   ]
28  },
29  {
30   "cell_type": "markdown",
31   "metadata": {},
32   "source": [
33    "We'll need to download our DAGMC geometry and unstructured mesh files. We'll be retrieving those using the function and URLs below."
34   ]
35  },
36  {
37   "cell_type": "code",
38   "execution_count": 2,
39   "metadata": {},
40   "outputs": [],
41   "source": [
42    "from IPython.display import display, clear_output\n",
43    "import urllib.request\n",
44    "\n",
45    "manifold_geom_url = 'https://tinyurl.com/rp7grox' # 99 MB\n",
46    "manifold_mesh_url = 'https://tinyurl.com/wojemuh' # 5.4 MB\n",
47    "\n",
48    "    \n",
49    "def download(url, filename):\n",
50    "    \"\"\"\n",
51    "    Helper function for retrieving dagmc models\n",
52    "    \"\"\"\n",
53    "    def progress_hook(count, block_size, total_size):\n",
54    "        prog_percent = 100 * count * block_size / total_size\n",
55    "        prog_percent = min(100., prog_percent)\n",
56    "        clear_output(wait=True)\n",
57    "        display('Downloading {}: {:.1f}%'.format(filename, prog_percent))\n",
58    "                    \n",
59    "    urllib.request.urlretrieve(url, filename, progress_hook)"
60   ]
61  },
62  {
63   "cell_type": "markdown",
64   "metadata": {},
65   "source": [
66    "The model we'll be looking at in this example is a steel piping manifold:"
67   ]
68  },
69  {
70   "cell_type": "code",
71   "execution_count": 3,
72   "metadata": {},
73   "outputs": [
74    {
75     "data": {
76      "image/png": 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\n",
77      "text/plain": [
78       "<IPython.core.display.Image object>"
79      ]
80     },
81     "execution_count": 3,
82     "metadata": {
83      "image/png": {
84       "width": 800
85      }
86     },
87     "output_type": "execute_result"
88    }
89   ],
90   "source": [
91    "Image(\"./images/manifold-cad.png\", width=800)"
92   ]
93  },
94  {
95   "cell_type": "markdown",
96   "metadata": {},
97   "source": [
98    "This is a nice example of a model which would be extremely difficult to model using CSG. To get started, we'll need two files: \n",
99    "  1. the DAGMC gometry file on which we'll track particles and \n",
100    "  2. a tetrahedral mesh of the piping structure on which we'll score tallies\n",
101    "  \n",
102    "To start, let's create the materials we'll need for this problem. The pipes are steel and we'll model the surrounding area as air."
103   ]
104  },
105  {
106   "cell_type": "code",
107   "execution_count": 4,
108   "metadata": {},
109   "outputs": [],
110   "source": [
111    "air = openmc.Material(name='air')\n",
112    "air.set_density('g/cc', 0.001205)\n",
113    "air.add_element('N', 0.784431)\n",
114    "air.add_element('O', 0.210748)\n",
115    "air.add_element('Ar',0.0046)\n",
116    "\n",
117    "steel = openmc.Material(name='steel')\n",
118    "steel.set_density('g/cc', 8.0)\n",
119    "steel.add_element('Si', 0.010048)\n",
120    "steel.add_element('S', 0.00023)\n",
121    "steel.add_element('Fe', 0.669)\n",
122    "steel.add_element('Ni', 0.12)\n",
123    "steel.add_element('Mo', 0.025)\n",
124    "steel.add_nuclide('P31',0.00023)\n",
125    "steel.add_nuclide('Mn55',0.011014)\n",
126    "\n",
127    "materials = openmc.Materials([air, steel])\n",
128    "materials.export_to_xml()"
129   ]
130  },
131  {
132   "cell_type": "markdown",
133   "metadata": {},
134   "source": [
135    "Now let's download the geometry and mesh files.\n",
136    "(This may take some time.)"
137   ]
138  },
139  {
140   "cell_type": "code",
141   "execution_count": 5,
142   "metadata": {},
143   "outputs": [
144    {
145     "data": {
146      "text/plain": [
147       "'Downloading manifold.h5m: 100.0%'"
148      ]
149     },
150     "metadata": {},
151     "output_type": "display_data"
152    }
153   ],
154   "source": [
155    "# get the manifold DAGMC geometry file\n",
156    "download(manifold_geom_url, 'dagmc.h5m') \n",
157    "# get the manifold tet mesh\n",
158    "download(manifold_mesh_url, 'manifold.h5m')"
159   ]
160  },
161  {
162   "cell_type": "markdown",
163   "metadata": {},
164   "source": [
165    "Next we'll create a 5 MeV neutron point source at the entrance the single pipe on the low side of the model with "
166   ]
167  },
168  {
169   "cell_type": "code",
170   "execution_count": 6,
171   "metadata": {},
172   "outputs": [],
173   "source": [
174    "src_pnt = openmc.stats.Point(xyz=(0.0, 0.0, 0.0))\n",
175    "src_energy = openmc.stats.Discrete(x=[5.e+06], p=[1.0])\n",
176    "\n",
177    "source = openmc.Source(space=src_pnt, energy=src_energy)\n",
178    "\n",
179    "settings = openmc.Settings()\n",
180    "settings.source = source\n",
181    "\n",
182    "settings.run_mode = \"fixed source\"\n",
183    "settings.batches = 10\n",
184    "settings.particles = 100"
185   ]
186  },
187  {
188   "cell_type": "markdown",
189   "metadata": {},
190   "source": [
191    "And we'll indicate that we're using a CAD-based geometry."
192   ]
193  },
194  {
195   "cell_type": "code",
196   "execution_count": 7,
197   "metadata": {},
198   "outputs": [],
199   "source": [
200    "settings.dagmc = True\n",
201    "\n",
202    "settings.export_to_xml()"
203   ]
204  },
205  {
206   "cell_type": "markdown",
207   "metadata": {},
208   "source": [
209    "We'll run a few particles through this geometry to make sure everything is working properly."
210   ]
211  },
212  {
213   "cell_type": "code",
214   "execution_count": 8,
215   "metadata": {},
216   "outputs": [
217    {
218     "name": "stdout",
219     "output_type": "stream",
220     "text": [
221      "                                %%%%%%%%%%%%%%%\n",
222      "                           %%%%%%%%%%%%%%%%%%%%%%%%\n",
223      "                        %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n",
224      "                      %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n",
225      "                    %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n",
226      "                   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n",
227      "                                    %%%%%%%%%%%%%%%%%%%%%%%%\n",
228      "                                     %%%%%%%%%%%%%%%%%%%%%%%%\n",
229      "                 ###############      %%%%%%%%%%%%%%%%%%%%%%%%\n",
230      "                ##################     %%%%%%%%%%%%%%%%%%%%%%%\n",
231      "                ###################     %%%%%%%%%%%%%%%%%%%%%%%\n",
232      "                ####################     %%%%%%%%%%%%%%%%%%%%%%\n",
233      "                #####################     %%%%%%%%%%%%%%%%%%%%%\n",
234      "                ######################     %%%%%%%%%%%%%%%%%%%%\n",
235      "                #######################     %%%%%%%%%%%%%%%%%%\n",
236      "                 #######################     %%%%%%%%%%%%%%%%%\n",
237      "                 ######################     %%%%%%%%%%%%%%%%%\n",
238      "                  ####################     %%%%%%%%%%%%%%%%%\n",
239      "                    #################     %%%%%%%%%%%%%%%%%\n",
240      "                     ###############     %%%%%%%%%%%%%%%%\n",
241      "                       ############     %%%%%%%%%%%%%%%\n",
242      "                          ########     %%%%%%%%%%%%%%\n",
243      "                                      %%%%%%%%%%%\n",
244      "\n",
245      "                   | The OpenMC Monte Carlo Code\n",
246      "         Copyright | 2011-2020 MIT and OpenMC contributors\n",
247      "           License | https://docs.openmc.org/en/latest/license.html\n",
248      "           Version | 0.12.1-dev\n",
249      "          Git SHA1 | 8ae407c90e927af62bfdc8f150e96bfd5d7b2ec2\n",
250      "         Date/Time | 2021-01-06 09:17:05\n",
251      "     MPI Processes | 1\n",
252      "    OpenMP Threads | 2\n",
253      "\n",
254      " Reading settings XML file...\n",
255      " Reading cross sections XML file...\n",
256      " Reading materials XML file...\n",
257      " Reading DAGMC geometry...\n",
258      "Set overlap thickness = 0\n",
259      "Set numerical precision = 0.001\n",
260      "Loading file dagmc.h5m\n",
261      "Initializing the GeomQueryTool...\n",
262      "Using faceting tolerance: 0.001\n",
263      "Building acceleration data structures...\n",
264      "Implicit Complement assumed to be Vacuum\n",
265      " Reading N14 from /home/shriwise/opt/openmc/xs/nndc_hdf5/N14.h5\n",
266      " Reading N15 from /home/shriwise/opt/openmc/xs/nndc_hdf5/N15.h5\n",
267      " Reading O16 from /home/shriwise/opt/openmc/xs/nndc_hdf5/O16.h5\n",
268      " Reading O17 from /home/shriwise/opt/openmc/xs/nndc_hdf5/O17.h5\n",
269      " Reading Ar36 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ar36.h5\n",
270      " WARNING: Negative value(s) found on probability table for nuclide Ar36 at 294K\n",
271      " Reading Ar38 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ar38.h5\n",
272      " Reading Ar40 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ar40.h5\n",
273      " Reading Si28 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Si28.h5\n",
274      " Reading Si29 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Si29.h5\n",
275      " Reading Si30 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Si30.h5\n",
276      " Reading S32 from /home/shriwise/opt/openmc/xs/nndc_hdf5/S32.h5\n",
277      " Reading S33 from /home/shriwise/opt/openmc/xs/nndc_hdf5/S33.h5\n",
278      " Reading S34 from /home/shriwise/opt/openmc/xs/nndc_hdf5/S34.h5\n",
279      " Reading S36 from /home/shriwise/opt/openmc/xs/nndc_hdf5/S36.h5\n",
280      " Reading Fe54 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Fe54.h5\n",
281      " Reading Fe56 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Fe56.h5\n",
282      " Reading Fe57 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Fe57.h5\n",
283      " Reading Fe58 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Fe58.h5\n",
284      " Reading Ni58 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ni58.h5\n",
285      " Reading Ni60 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ni60.h5\n",
286      " Reading Ni61 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ni61.h5\n",
287      " Reading Ni62 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ni62.h5\n",
288      " Reading Ni64 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Ni64.h5\n",
289      " Reading Mo100 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mo100.h5\n",
290      " Reading Mo92 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mo92.h5\n",
291      " Reading Mo94 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mo94.h5\n",
292      " Reading Mo95 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mo95.h5\n",
293      " Reading Mo96 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mo96.h5\n",
294      " Reading Mo97 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mo97.h5\n",
295      " Reading Mo98 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mo98.h5\n",
296      " Reading P31 from /home/shriwise/opt/openmc/xs/nndc_hdf5/P31.h5\n",
297      " Reading Mn55 from /home/shriwise/opt/openmc/xs/nndc_hdf5/Mn55.h5\n",
298      " Minimum neutron data temperature: 294.0 K\n",
299      " Maximum neutron data temperature: 294.0 K\n",
300      " Preparing distributed cell instances...\n",
301      " Writing summary.h5 file...\n",
302      " Maximum neutron transport energy: 20000000.0 eV for N15\n",
303      "\n",
304      " ===============>     FIXED SOURCE TRANSPORT SIMULATION     <===============\n",
305      "\n",
306      " Simulating batch 1\n",
307      " Simulating batch 2\n",
308      " Simulating batch 3\n",
309      " Simulating batch 4\n",
310      " Simulating batch 5\n",
311      " Simulating batch 6\n",
312      " Simulating batch 7\n",
313      " Simulating batch 8\n",
314      " Simulating batch 9\n",
315      " Simulating batch 10\n",
316      " Creating state point statepoint.10.h5...\n",
317      "\n",
318      " =======================>     TIMING STATISTICS     <=======================\n",
319      "\n",
320      " Total time for initialization     = 2.4196e+01 seconds\n",
321      "   Reading cross sections          = 2.1428e+00 seconds\n",
322      " Total time in simulation          = 1.9512e-01 seconds\n",
323      "   Time in transport only          = 1.9269e-01 seconds\n",
324      "   Time in active batches          = 1.9512e-01 seconds\n",
325      "   Time accumulating tallies       = 2.0220e-06 seconds\n",
326      "   Time writing statepoints        = 2.2461e-03 seconds\n",
327      " Total time for finalization       = 1.8940e-06 seconds\n",
328      " Total time elapsed                = 2.4401e+01 seconds\n",
329      " Calculation Rate (active)         = 5125.02 particles/second\n",
330      "\n",
331      " ============================>     RESULTS     <============================\n",
332      "\n",
333      " Leakage Fraction            = 0.96800 +/- 0.00573\n",
334      "\n"
335     ]
336    }
337   ],
338   "source": [
339    "openmc.run()"
340   ]
341  },
342  {
343   "cell_type": "markdown",
344   "metadata": {},
345   "source": [
346    "Now let's setup the unstructured mesh tally. We'll do this the same way we did in the [previous notebook](./unstructured-mesh-part-i.ipynb)."
347   ]
348  },
349  {
350   "cell_type": "code",
351   "execution_count": 9,
352   "metadata": {},
353   "outputs": [],
354   "source": [
355    "unstructured_mesh = openmc.UnstructuredMesh(\"manifold.h5m\", library='moab')\n",
356    "\n",
357    "mesh_filter = openmc.MeshFilter(unstructured_mesh)\n",
358    "\n",
359    "tally = openmc.Tally()\n",
360    "tally.filters = [mesh_filter]\n",
361    "tally.scores = ['flux']\n",
362    "tally.estimator = 'tracklength'\n",
363    "\n",
364    "tallies = openmc.Tallies([tally])\n",
365    "tallies.export_to_xml()"
366   ]
367  },
368  {
369   "cell_type": "code",
370   "execution_count": 10,
371   "metadata": {},
372   "outputs": [],
373   "source": [
374    "settings.batches = 200\n",
375    "settings.particles = 5000\n",
376    "settings.export_to_xml()"
377   ]
378  },
379  {
380   "cell_type": "code",
381   "execution_count": 11,
382   "metadata": {},
383   "outputs": [],
384   "source": [
385    "openmc.run(output=False)"
386   ]
387  },
388  {
389   "cell_type": "markdown",
390   "metadata": {},
391   "source": [
392    "Again we should see that `tally_1.200.vtk` file which we can use to visualize our results in VisIt, ParaView, or another tool of your choice that supports VTK files."
393   ]
394  },
395  {
396   "cell_type": "code",
397   "execution_count": 12,
398   "metadata": {},
399   "outputs": [
400    {
401     "name": "stdout",
402     "output_type": "stream",
403     "text": [
404      "tally_1.200.vtk\r\n"
405     ]
406    }
407   ],
408   "source": [
409    "!ls *.vtk"
410   ]
411  },
412  {
413   "cell_type": "code",
414   "execution_count": 13,
415   "metadata": {},
416   "outputs": [
417    {
418     "data": {
419      "image/png": 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\n",
420      "text/plain": [
421       "<IPython.core.display.Image object>"
422      ]
423     },
424     "execution_count": 13,
425     "metadata": {
426      "image/png": {
427       "width": "800"
428      }
429     },
430     "output_type": "execute_result"
431    }
432   ],
433   "source": [
434    "Image(\"./images/manifold_flux.png\", width=\"800\")"
435   ]
436  },
437  {
438   "cell_type": "markdown",
439   "metadata": {},
440   "source": [
441    "For the purpose of this example, we haven't run enough particles to score in all of the tet elements, but we indeed see larger flux values near the source location at the bottom of the model."
442   ]
443  },
444  {
445   "cell_type": "markdown",
446   "metadata": {},
447   "source": [
448    "## Visualization with statepoint data\n",
449    "\n",
450    "It was mentioned in the previous unstructured mesh example that the centroids and volumes of elements are written to the state point file. Here, we'll explore how to use that information to produce point cloud information for visualization of this data.\n",
451    "\n",
452    "This is particularly important when combining an unstructured mesh tally with other filters as a `.vtk` file will not automatically be written with the statepoint file in that scenario. To demonstrate this, let's setup a tally similar to the one above, but add an energy filter and re-run the model."
453   ]
454  },
455  {
456   "cell_type": "code",
457   "execution_count": 14,
458   "metadata": {},
459   "outputs": [
460    {
461     "name": "stdout",
462     "output_type": "stream",
463     "text": [
464      "Tally\n",
465      "\tID             =\t1\n",
466      "\tName           =\t\n",
467      "\tFilters        =\tMeshFilter, EnergyFilter\n",
468      "\tNuclides       =\t\n",
469      "\tScores         =\t['flux']\n",
470      "\tEstimator      =\ttracklength\n",
471      "EnergyFilter\n",
472      "\tValues         =\t[      0. 1000000. 5000000.]\n",
473      "\tID             =\t2\n",
474      "\n"
475     ]
476    }
477   ],
478   "source": [
479    "# energy filter with bins from 0 to 1 MeV and 1 MeV to 5 MeV\n",
480    "energy_filter = openmc.EnergyFilter((0.0, 1.e+06, 5.e+06))\n",
481    "\n",
482    "tally.filters = [mesh_filter, energy_filter]\n",
483    "print(tally)\n",
484    "print(energy_filter)\n",
485    "tallies.export_to_xml()"
486   ]
487  },
488  {
489   "cell_type": "code",
490   "execution_count": 15,
491   "metadata": {},
492   "outputs": [
493    {
494     "name": "stdout",
495     "output_type": "stream",
496     "text": [
497      "<?xml version='1.0' encoding='utf-8'?>\r\n",
498      "<tallies>\r\n",
499      "  <mesh id=\"1\" library=\"moab\" type=\"unstructured\">\r\n",
500      "    <filename>manifold.h5m</filename>\r\n",
501      "  </mesh>\r\n",
502      "  <filter id=\"1\" type=\"mesh\">\r\n",
503      "    <bins>1</bins>\r\n",
504      "  </filter>\r\n",
505      "  <filter id=\"2\" type=\"energy\">\r\n",
506      "    <bins>0.0 1000000.0 5000000.0</bins>\r\n",
507      "  </filter>\r\n",
508      "  <tally id=\"1\">\r\n",
509      "    <filters>1 2</filters>\r\n",
510      "    <scores>flux</scores>\r\n",
511      "    <estimator>tracklength</estimator>\r\n",
512      "  </tally>\r\n",
513      "</tallies>\r\n"
514     ]
515    }
516   ],
517   "source": [
518    "!cat tallies.xml"
519   ]
520  },
521  {
522   "cell_type": "code",
523   "execution_count": 16,
524   "metadata": {},
525   "outputs": [],
526   "source": [
527    "openmc.run(output=False)"
528   ]
529  },
530  {
531   "cell_type": "markdown",
532   "metadata": {},
533   "source": [
534    "Noice the warning at the end of the output above indicating that the .vtk file we used before isn't written in this case.\n",
535    "\n",
536    "Let's open up this statepoint file and get the information we need to create the point cloud data instead.\n",
537    "\n",
538    "_**NOTE: You will need the Python vtk module installed to run this part of the notebook.**_"
539   ]
540  },
541  {
542   "cell_type": "code",
543   "execution_count": 17,
544   "metadata": {},
545   "outputs": [],
546   "source": [
547    "with openmc.StatePoint(\"statepoint.200.h5\") as sp:\n",
548    "    tally = sp.tallies[1]\n",
549    "    \n",
550    "    umesh = sp.meshes[1]\n",
551    "    centroids = umesh.centroids\n",
552    "    mesh_vols = umesh.volumes\n",
553    "    \n",
554    "    thermal_flux = tally.get_values(scores=['flux'], \n",
555    "                                    filters=[openmc.EnergyFilter],\n",
556    "                                    filter_bins=[((0.0, 1.e+06),)])\n",
557    "    fast_flux = tally.get_values(scores=['flux'],\n",
558    "                                 filters=[openmc.EnergyFilter],\n",
559    "                                 filter_bins=[((1.e+06, 5.e+06),)])"
560   ]
561  },
562  {
563   "cell_type": "code",
564   "execution_count": 18,
565   "metadata": {},
566   "outputs": [],
567   "source": [
568    "data_dict = {'Flux 0 - 1 MeV' : thermal_flux,\n",
569    "             'Flux 1 - 5 MeV' : fast_flux,\n",
570    "             'Total Flux' : thermal_flux + fast_flux}\n",
571    "\n",
572    "umesh.write_data_to_vtk(\"manifold\", data_dict)"
573   ]
574  },
575  {
576   "cell_type": "markdown",
577   "metadata": {},
578   "source": [
579    "We should now see our new flux file in the directory. It can be used to visualize the results in the same way as our other `.vtk` files."
580   ]
581  },
582  {
583   "cell_type": "code",
584   "execution_count": 19,
585   "metadata": {},
586   "outputs": [
587    {
588     "name": "stdout",
589     "output_type": "stream",
590     "text": [
591      "manifold.vtk  tally_1.200.vtk\r\n"
592     ]
593    }
594   ],
595   "source": [
596    "!ls *.vtk"
597   ]
598  },
599  {
600   "cell_type": "code",
601   "execution_count": 20,
602   "metadata": {},
603   "outputs": [
604    {
605     "data": {
606      "image/png": 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\n",
607      "text/plain": [
608       "<IPython.core.display.Image object>"
609      ]
610     },
611     "execution_count": 20,
612     "metadata": {
613      "image/png": {
614       "width": 800
615      }
616     },
617     "output_type": "execute_result"
618    }
619   ],
620   "source": [
621    "Image(\"./images/manifold_pnt_cld.png\", width=800)"
622   ]
623  }
624 ],
625 "metadata": {
626  "kernelspec": {
627   "display_name": "Python 3",
628   "language": "python",
629   "name": "python3"
630  },
631  "language_info": {
632   "codemirror_mode": {
633    "name": "ipython",
634    "version": 3
635   },
636   "file_extension": ".py",
637   "mimetype": "text/x-python",
638   "name": "python",
639   "nbconvert_exporter": "python",
640   "pygments_lexer": "ipython3",
641   "version": "3.7.3"
642  }
643 },
644 "nbformat": 4,
645 "nbformat_minor": 4
646}
647