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Improve Pandas float handling

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Sterling Harper 2016-02-07 16:06:33 -05:00
parent 5501d1b42a
commit 5dfc9e91fc
6 changed files with 549 additions and 589 deletions
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115
docs/source/pythonapi/examples/mgxs-part-i.ipynb
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@ -519,7 +519,7 @@
" License: http://mit-crpg.github.io/openmc/license.html\n",
" Version: 0.7.1\n",
" Git SHA1: 34381b40a9445a727e360873aaa6ef892af1cb6a\n",
" Date/Time: 2016-02-07 14:10:52\n",
" Date/Time: 2016-02-07 15:58:16\n",
" MPI Processes: 1\n",
"\n",
" ===========================================================================\n",
@ -605,20 +605,20 @@
"\n",
" =======================> TIMING STATISTICS <=======================\n",
"\n",
" Total time for initialization = 8.7800E-01 seconds\n",
" Reading cross sections = 1.9200E-01 seconds\n",
" Total time in simulation = 1.3677E+01 seconds\n",
" Time in transport only = 1.3579E+01 seconds\n",
" Time in inactive batches = 1.7900E+00 seconds\n",
" Time in active batches = 1.1887E+01 seconds\n",
" Time synchronizing fission bank = 6.0000E-03 seconds\n",
" Sampling source sites = 2.0000E-03 seconds\n",
" Total time for initialization = 3.2100E-01 seconds\n",
" Reading cross sections = 7.4000E-02 seconds\n",
" Total time in simulation = 8.3830E+00 seconds\n",
" Time in transport only = 8.3670E+00 seconds\n",
" Time in inactive batches = 1.0330E+00 seconds\n",
" Time in active batches = 7.3500E+00 seconds\n",
" Time synchronizing fission bank = 4.0000E-03 seconds\n",
" Sampling source sites = 1.0000E-03 seconds\n",
" SEND/RECV source sites = 3.0000E-03 seconds\n",
" Time accumulating tallies = 1.0000E-03 seconds\n",
" Time accumulating tallies = 0.0000E+00 seconds\n",
" Total time for finalization = 1.0000E-03 seconds\n",
" Total time elapsed = 1.4578E+01 seconds\n",
" Calculation Rate (inactive) = 13966.5 neutrons/second\n",
" Calculation Rate (active) = 8412.55 neutrons/second\n",
" Total time elapsed = 8.7140E+00 seconds\n",
" Calculation Rate (inactive) = 24201.4 neutrons/second\n",
" Calculation Rate (active) = 13605.4 neutrons/second\n",
"\n",
" ============================> RESULTS <============================\n",
"\n",
@ -909,8 +909,8 @@
" <tr>\n",
" <th>0</th>\n",
" <td> 1</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> total</td>\n",
" <td> (((total / flux) - (absorption / flux)) - (sca...</td>\n",
" <td> 4.884981e-15</td>\n",
@ -919,8 +919,8 @@
" <tr>\n",
" <th>1</th>\n",
" <td> 1</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> total</td>\n",
" <td> (((total / flux) - (absorption / flux)) - (sca...</td>\n",
" <td> 1.221245e-15</td>\n",
@ -931,13 +931,13 @@
"</div>"
],
"text/plain": [
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
"\n",
" score mean std. dev. \n",
"0 (((total / flux) - (absorption / flux)) - (sca... 4.884981e-15 0.011274 \n",
"1 (((total / flux) - (absorption / flux)) - (sca... 1.221245e-15 0.001802 "
" score mean std. dev. \n",
"0 (((total / flux) - (absorption / flux)) - (sca... 4.88e-15 1.13e-02 \n",
"1 (((total / flux) - (absorption / flux)) - (sca... 1.22e-15 1.80e-03 "
]
},
"execution_count": 23,
@ -988,8 +988,8 @@
" <tr>\n",
" <th>0</th>\n",
" <td> 1</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> total</td>\n",
" <td> ((absorption / flux) / (total / flux))</td>\n",
" <td> 0.076219</td>\n",
@ -998,8 +998,8 @@
" <tr>\n",
" <th>1</th>\n",
" <td> 1</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> total</td>\n",
" <td> ((absorption / flux) / (total / flux))</td>\n",
" <td> 0.019319</td>\n",
@ -1010,13 +1010,13 @@
"</div>"
],
"text/plain": [
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
"\n",
" score mean std. dev. \n",
"0 ((absorption / flux) / (total / flux)) 0.076219 0.000651 \n",
"1 ((absorption / flux) / (total / flux)) 0.019319 0.000086 "
" score mean std. dev. \n",
"0 ((absorption / flux) / (total / flux)) 7.62e-02 6.51e-04 \n",
"1 ((absorption / flux) / (total / flux)) 1.93e-02 8.65e-05 "
]
},
"execution_count": 24,
@ -1060,8 +1060,8 @@
" <tr>\n",
" <th>0</th>\n",
" <td> 1</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> total</td>\n",
" <td> ((scatter / flux) / (total / flux))</td>\n",
" <td> 0.923781</td>\n",
@ -1070,8 +1070,8 @@
" <tr>\n",
" <th>1</th>\n",
" <td> 1</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> total</td>\n",
" <td> ((scatter / flux) / (total / flux))</td>\n",
" <td> 0.980681</td>\n",
@ -1082,13 +1082,13 @@
"</div>"
],
"text/plain": [
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
"\n",
" score mean std. dev. \n",
"0 ((scatter / flux) / (total / flux)) 0.923781 0.007714 \n",
"1 ((scatter / flux) / (total / flux)) 0.980681 0.002617 "
" score mean std. dev. \n",
"0 ((scatter / flux) / (total / flux)) 9.24e-01 7.71e-03 \n",
"1 ((scatter / flux) / (total / flux)) 9.81e-01 2.62e-03 "
]
},
"execution_count": 25,
@ -1139,8 +1139,8 @@
" <tr>\n",
" <th>0</th>\n",
" <td> 1</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> total</td>\n",
" <td> (((absorption / flux) / (total / flux)) + ((sc...</td>\n",
" <td> 1</td>\n",
@ -1149,8 +1149,8 @@
" <tr>\n",
" <th>1</th>\n",
" <td> 1</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> total</td>\n",
" <td> (((absorption / flux) / (total / flux)) + ((sc...</td>\n",
" <td> 1</td>\n",
@ -1161,13 +1161,13 @@
"</div>"
],
"text/plain": [
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 1 0.00e+00 6.25e-07 total \n",
"1 1 6.25e-07 2.00e+01 total \n",
"\n",
" score mean std. dev. \n",
"0 (((absorption / flux) / (total / flux)) + ((sc... 1 0.007741 \n",
"1 (((absorption / flux) / (total / flux)) + ((sc... 1 0.002619 "
" score mean std. dev. \n",
"0 (((absorption / flux) / (total / flux)) + ((sc... 1.00e+00 7.74e-03 \n",
"1 (((absorption / flux) / (total / flux)) + ((sc... 1.00e+00 2.62e-03 "
]
},
"execution_count": 26,
@ -1182,15 +1182,6 @@
"# The scattering-to-total ratio is a derived tally which can generate Pandas DataFrames for inspection\n",
"sum_ratio.get_pandas_dataframe()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {

703
docs/source/pythonapi/examples/pandas-dataframes.ipynb
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262
docs/source/pythonapi/examples/tally-arithmetic.ipynb
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@ -366,7 +366,7 @@
"outputs": [
{
"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAD6AgMAAAD1grKuAAAABGdBTUEAALGPC/xhBQAAACBjSFJN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\nVE6KjgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
@ -577,7 +577,7 @@
" License: http://mit-crpg.github.io/openmc/license.html\n",
" Version: 0.7.1\n",
" Git SHA1: 34381b40a9445a727e360873aaa6ef892af1cb6a\n",
" Date/Time: 2016-02-07 14:16:08\n",
" Date/Time: 2016-02-07 16:05:17\n",
" MPI Processes: 1\n",
"\n",
" ===========================================================================\n",
@ -634,20 +634,20 @@
"\n",
" =======================> TIMING STATISTICS <=======================\n",
"\n",
" Total time for initialization = 4.0900E-01 seconds\n",
" Reading cross sections = 1.0100E-01 seconds\n",
" Total time in simulation = 7.8100E+00 seconds\n",
" Time in transport only = 7.7980E+00 seconds\n",
" Time in inactive batches = 1.3850E+00 seconds\n",
" Time in active batches = 6.4250E+00 seconds\n",
" Time synchronizing fission bank = 1.0000E-03 seconds\n",
" Sampling source sites = 0.0000E+00 seconds\n",
" SEND/RECV source sites = 1.0000E-03 seconds\n",
" Total time for initialization = 3.4700E-01 seconds\n",
" Reading cross sections = 9.1000E-02 seconds\n",
" Total time in simulation = 7.3920E+00 seconds\n",
" Time in transport only = 7.3820E+00 seconds\n",
" Time in inactive batches = 1.0930E+00 seconds\n",
" Time in active batches = 6.2990E+00 seconds\n",
" Time synchronizing fission bank = 2.0000E-03 seconds\n",
" Sampling source sites = 1.0000E-03 seconds\n",
" SEND/RECV source sites = 0.0000E+00 seconds\n",
" Time accumulating tallies = 0.0000E+00 seconds\n",
" Total time for finalization = 1.0000E-03 seconds\n",
" Total time elapsed = 8.2360E+00 seconds\n",
" Calculation Rate (inactive) = 9025.27 neutrons/second\n",
" Calculation Rate (active) = 5836.58 neutrons/second\n",
" Total time for finalization = 2.0000E-03 seconds\n",
" Total time elapsed = 7.7510E+00 seconds\n",
" Calculation Rate (inactive) = 11436.4 neutrons/second\n",
" Calculation Rate (active) = 5953.33 neutrons/second\n",
"\n",
" ============================> RESULTS <============================\n",
"\n",
@ -769,8 +769,8 @@
"</div>"
],
"text/plain": [
" nuclide score mean std. dev.\n",
"0 total (nu-fission / absorption) 1.040166 0.009069"
" nuclide score mean std. dev.\n",
"0 total (nu-fission / absorption) 1.04e+00 9.07e-03"
]
},
"execution_count": 26,
@ -821,8 +821,8 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0</td>\n",
" <td> 0.000001</td>\n",
" <td> total</td>\n",
" <td> absorption</td>\n",
" <td> 0.694707</td>\n",
@ -833,8 +833,8 @@
"</div>"
],
"text/plain": [
" energy low [MeV] energy high [MeV] nuclide score mean std. dev.\n",
"0 0.00e+00 6.25e-07 total absorption 0.694707 0.006699"
" energy low [MeV] energy high [MeV] nuclide score mean std. dev.\n",
"0 0.00e+00 6.25e-07 total absorption 6.95e-01 6.70e-03"
]
},
"execution_count": 27,
@ -883,8 +883,8 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0</td>\n",
" <td> 0.000001</td>\n",
" <td> total</td>\n",
" <td> nu-fission</td>\n",
" <td> 1.201216</td>\n",
@ -895,8 +895,8 @@
"</div>"
],
"text/plain": [
" energy low [MeV] energy high [MeV] nuclide score mean std. dev.\n",
"0 0.00e+00 6.25e-07 total nu-fission 1.201216 0.012288"
" energy low [MeV] energy high [MeV] nuclide score mean std. dev.\n",
"0 0.00e+00 6.25e-07 total nu-fission 1.20e+00 1.23e-02"
]
},
"execution_count": 28,
@ -947,8 +947,8 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0</td>\n",
" <td> 0.000001</td>\n",
" <td> 10000</td>\n",
" <td> total</td>\n",
" <td> absorption</td>\n",
@ -960,11 +960,11 @@
"</div>"
],
"text/plain": [
" energy low [MeV] energy high [MeV] cell nuclide score mean \\\n",
"0 0.00e+00 6.25e-07 10000 total absorption 0.74925 \n",
" energy low [MeV] energy high [MeV] cell nuclide score mean \\\n",
"0 0.00e+00 6.25e-07 10000 total absorption 7.49e-01 \n",
"\n",
" std. dev. \n",
"0 0.008257 "
"0 8.26e-03 "
]
},
"execution_count": 29,
@ -1013,8 +1013,8 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0</td>\n",
" <td> 0.000001</td>\n",
" <td> 10000</td>\n",
" <td> total</td>\n",
" <td> (nu-fission / absorption)</td>\n",
@ -1026,11 +1026,11 @@
"</div>"
],
"text/plain": [
" energy low [MeV] energy high [MeV] cell nuclide \\\n",
"0 0.00e+00 6.25e-07 10000 total \n",
" energy low [MeV] energy high [MeV] cell nuclide \\\n",
"0 0.00e+00 6.25e-07 10000 total \n",
"\n",
" score mean std. dev. \n",
"0 (nu-fission / absorption) 1.663616 0.018624 "
" score mean std. dev. \n",
"0 (nu-fission / absorption) 1.66e+00 1.86e-02 "
]
},
"execution_count": 30,
@ -1078,8 +1078,8 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0</td>\n",
" <td> 0.000001</td>\n",
" <td> 10000</td>\n",
" <td> total</td>\n",
" <td> (((absorption * nu-fission) * absorption) * (n...</td>\n",
@ -1091,11 +1091,11 @@
"</div>"
],
"text/plain": [
" energy low [MeV] energy high [MeV] cell nuclide \\\n",
"0 0.00e+00 6.25e-07 10000 total \n",
" energy low [MeV] energy high [MeV] cell nuclide \\\n",
"0 0.00e+00 6.25e-07 10000 total \n",
"\n",
" score mean std. dev. \n",
"0 (((absorption * nu-fission) * absorption) * (n... 1.040166 0.021928 "
" score mean std. dev. \n",
"0 (((absorption * nu-fission) * absorption) * (n... 1.04e+00 2.19e-02 "
]
},
"execution_count": 31,
@ -1161,8 +1161,8 @@
" <tr>\n",
" <th>0</th>\n",
" <td> 10000</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> (U-238 / total)</td>\n",
" <td> (nu-fission / flux)</td>\n",
" <td> 0.000001</td>\n",
@ -1171,8 +1171,8 @@
" <tr>\n",
" <th>1</th>\n",
" <td> 10000</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> (U-238 / total)</td>\n",
" <td> (scatter / flux)</td>\n",
" <td> 0.209989</td>\n",
@ -1181,8 +1181,8 @@
" <tr>\n",
" <th>2</th>\n",
" <td> 10000</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> (U-235 / total)</td>\n",
" <td> (nu-fission / flux)</td>\n",
" <td> 0.356420</td>\n",
@ -1191,8 +1191,8 @@
" <tr>\n",
" <th>3</th>\n",
" <td> 10000</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> (U-235 / total)</td>\n",
" <td> (scatter / flux)</td>\n",
" <td> 0.005555</td>\n",
@ -1201,8 +1201,8 @@
" <tr>\n",
" <th>4</th>\n",
" <td> 10000</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> (U-238 / total)</td>\n",
" <td> (nu-fission / flux)</td>\n",
" <td> 0.007155</td>\n",
@ -1211,8 +1211,8 @@
" <tr>\n",
" <th>5</th>\n",
" <td> 10000</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> (U-238 / total)</td>\n",
" <td> (scatter / flux)</td>\n",
" <td> 0.227770</td>\n",
@ -1221,8 +1221,8 @@
" <tr>\n",
" <th>6</th>\n",
" <td> 10000</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> (U-235 / total)</td>\n",
" <td> (nu-fission / flux)</td>\n",
" <td> 0.008067</td>\n",
@ -1231,8 +1231,8 @@
" <tr>\n",
" <th>7</th>\n",
" <td> 10000</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> (U-235 / total)</td>\n",
" <td> (scatter / flux)</td>\n",
" <td> 0.003367</td>\n",
@ -1243,25 +1243,25 @@
"</div>"
],
"text/plain": [
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 10000 0.00e+00 6.25e-07 (U-238 / total) \n",
"1 10000 0.00e+00 6.25e-07 (U-238 / total) \n",
"2 10000 0.00e+00 6.25e-07 (U-235 / total) \n",
"3 10000 0.00e+00 6.25e-07 (U-235 / total) \n",
"4 10000 6.25e-07 2.00e+01 (U-238 / total) \n",
"5 10000 6.25e-07 2.00e+01 (U-238 / total) \n",
"6 10000 6.25e-07 2.00e+01 (U-235 / total) \n",
"7 10000 6.25e-07 2.00e+01 (U-235 / total) \n",
" cell energy low [MeV] energy high [MeV] nuclide \\\n",
"0 10000 0.00e+00 6.25e-07 (U-238 / total) \n",
"1 10000 0.00e+00 6.25e-07 (U-238 / total) \n",
"2 10000 0.00e+00 6.25e-07 (U-235 / total) \n",
"3 10000 0.00e+00 6.25e-07 (U-235 / total) \n",
"4 10000 6.25e-07 2.00e+01 (U-238 / total) \n",
"5 10000 6.25e-07 2.00e+01 (U-238 / total) \n",
"6 10000 6.25e-07 2.00e+01 (U-235 / total) \n",
"7 10000 6.25e-07 2.00e+01 (U-235 / total) \n",
"\n",
" score mean std. dev. \n",
"0 (nu-fission / flux) 0.000001 7.377419e-09 \n",
"1 (scatter / flux) 0.209989 2.303838e-03 \n",
"2 (nu-fission / flux) 0.356420 3.951669e-03 \n",
"3 (scatter / flux) 0.005555 6.101004e-05 \n",
"4 (nu-fission / flux) 0.007155 8.053460e-05 \n",
"5 (scatter / flux) 0.227770 1.079289e-03 \n",
"6 (nu-fission / flux) 0.008067 5.254797e-05 \n",
"7 (scatter / flux) 0.003367 1.647058e-05 "
" score mean std. dev. \n",
"0 (nu-fission / flux) 6.66e-07 7.38e-09 \n",
"1 (scatter / flux) 2.10e-01 2.30e-03 \n",
"2 (nu-fission / flux) 3.56e-01 3.95e-03 \n",
"3 (scatter / flux) 5.56e-03 6.10e-05 \n",
"4 (nu-fission / flux) 7.15e-03 8.05e-05 \n",
"5 (scatter / flux) 2.28e-01 1.08e-03 \n",
"6 (nu-fission / flux) 8.07e-03 5.25e-05 \n",
"7 (scatter / flux) 3.37e-03 1.65e-05 "
]
},
"execution_count": 33,
@ -1396,8 +1396,8 @@
" <tr>\n",
" <th>0</th>\n",
" <td> 10000</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> U-238</td>\n",
" <td> nu-fission</td>\n",
" <td> 0.000002</td>\n",
@ -1406,8 +1406,8 @@
" <tr>\n",
" <th>1</th>\n",
" <td> 10000</td>\n",
" <td> 0.00e+00</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000001</td>\n",
" <td> U-235</td>\n",
" <td> nu-fission</td>\n",
" <td> 0.868553</td>\n",
@ -1416,8 +1416,8 @@
" <tr>\n",
" <th>2</th>\n",
" <td> 10000</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> U-238</td>\n",
" <td> nu-fission</td>\n",
" <td> 0.082149</td>\n",
@ -1426,8 +1426,8 @@
" <tr>\n",
" <th>3</th>\n",
" <td> 10000</td>\n",
" <td> 6.25e-07</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 0.000001</td>\n",
" <td> 20.000000</td>\n",
" <td> U-235</td>\n",
" <td> nu-fission</td>\n",
" <td> 0.092618</td>\n",
@ -1438,17 +1438,17 @@
"</div>"
],
"text/plain": [
" cell energy low [MeV] energy high [MeV] nuclide score mean \\\n",
"0 10000 0.00e+00 6.25e-07 U-238 nu-fission 0.000002 \n",
"1 10000 0.00e+00 6.25e-07 U-235 nu-fission 0.868553 \n",
"2 10000 6.25e-07 2.00e+01 U-238 nu-fission 0.082149 \n",
"3 10000 6.25e-07 2.00e+01 U-235 nu-fission 0.092618 \n",
" cell energy low [MeV] energy high [MeV] nuclide score mean \\\n",
"0 10000 0.00e+00 6.25e-07 U-238 nu-fission 1.62e-06 \n",
"1 10000 0.00e+00 6.25e-07 U-235 nu-fission 8.69e-01 \n",
"2 10000 6.25e-07 2.00e+01 U-238 nu-fission 8.21e-02 \n",
"3 10000 6.25e-07 2.00e+01 U-235 nu-fission 9.26e-02 \n",
"\n",
" std. dev. \n",
"0 1.283958e-08 \n",
"1 6.880390e-03 \n",
"2 8.837250e-04 \n",
"3 5.195308e-04 "
" std. dev. \n",
"0 1.28e-08 \n",
"1 6.88e-03 \n",
"2 8.84e-04 \n",
"3 5.20e-04 "
]
},
"execution_count": 37,
@ -1490,8 +1490,8 @@
" <tr>\n",
" <th>0</th>\n",
" <td> 10002</td>\n",
" <td> 1.00e-08</td>\n",
" <td> 1.08e-07</td>\n",
" <td> 1.000000e-08</td>\n",
" <td> 0.000000</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 4.619398</td>\n",
@ -1500,8 +1500,8 @@
" <tr>\n",
" <th>1</th>\n",
" <td> 10002</td>\n",
" <td> 1.08e-07</td>\n",
" <td> 1.17e-06</td>\n",
" <td> 1.080060e-07</td>\n",
" <td> 0.000001</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 2.030757</td>\n",
@ -1510,8 +1510,8 @@
" <tr>\n",
" <th>2</th>\n",
" <td> 10002</td>\n",
" <td> 1.17e-06</td>\n",
" <td> 1.26e-05</td>\n",
" <td> 1.166529e-06</td>\n",
" <td> 0.000013</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 1.658488</td>\n",
@ -1520,8 +1520,8 @@
" <tr>\n",
" <th>3</th>\n",
" <td> 10002</td>\n",
" <td> 1.26e-05</td>\n",
" <td> 1.36e-04</td>\n",
" <td> 1.259921e-05</td>\n",
" <td> 0.000136</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 1.853002</td>\n",
@ -1530,8 +1530,8 @@
" <tr>\n",
" <th>4</th>\n",
" <td> 10002</td>\n",
" <td> 1.36e-04</td>\n",
" <td> 1.47e-03</td>\n",
" <td> 1.360790e-04</td>\n",
" <td> 0.001470</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 2.050773</td>\n",
@ -1540,8 +1540,8 @@
" <tr>\n",
" <th>5</th>\n",
" <td> 10002</td>\n",
" <td> 1.47e-03</td>\n",
" <td> 1.59e-02</td>\n",
" <td> 1.469734e-03</td>\n",
" <td> 0.015874</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 2.131759</td>\n",
@ -1550,8 +1550,8 @@
" <tr>\n",
" <th>6</th>\n",
" <td> 10002</td>\n",
" <td> 1.59e-02</td>\n",
" <td> 1.71e-01</td>\n",
" <td> 1.587401e-02</td>\n",
" <td> 0.171449</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 2.213710</td>\n",
@ -1560,8 +1560,8 @@
" <tr>\n",
" <th>7</th>\n",
" <td> 10002</td>\n",
" <td> 1.71e-01</td>\n",
" <td> 1.85e+00</td>\n",
" <td> 1.714488e-01</td>\n",
" <td> 1.851749</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 2.011925</td>\n",
@ -1570,8 +1570,8 @@
" <tr>\n",
" <th>8</th>\n",
" <td> 10002</td>\n",
" <td> 1.85e+00</td>\n",
" <td> 2.00e+01</td>\n",
" <td> 1.851749e+00</td>\n",
" <td> 20.000000</td>\n",
" <td> H-1</td>\n",
" <td> scatter</td>\n",
" <td> 0.371280</td>\n",
@ -1582,27 +1582,27 @@
"</div>"
],
"text/plain": [
" cell energy low [MeV] energy high [MeV] nuclide score mean \\\n",
"0 10002 1.00e-08 1.08e-07 H-1 scatter 4.619398 \n",
"1 10002 1.08e-07 1.17e-06 H-1 scatter 2.030757 \n",
"2 10002 1.17e-06 1.26e-05 H-1 scatter 1.658488 \n",
"3 10002 1.26e-05 1.36e-04 H-1 scatter 1.853002 \n",
"4 10002 1.36e-04 1.47e-03 H-1 scatter 2.050773 \n",
"5 10002 1.47e-03 1.59e-02 H-1 scatter 2.131759 \n",
"6 10002 1.59e-02 1.71e-01 H-1 scatter 2.213710 \n",
"7 10002 1.71e-01 1.85e+00 H-1 scatter 2.011925 \n",
"8 10002 1.85e+00 2.00e+01 H-1 scatter 0.371280 \n",
" cell energy low [MeV] energy high [MeV] nuclide score mean \\\n",
"0 10002 1.00e-08 1.08e-07 H-1 scatter 4.62e+00 \n",
"1 10002 1.08e-07 1.17e-06 H-1 scatter 2.03e+00 \n",
"2 10002 1.17e-06 1.26e-05 H-1 scatter 1.66e+00 \n",
"3 10002 1.26e-05 1.36e-04 H-1 scatter 1.85e+00 \n",
"4 10002 1.36e-04 1.47e-03 H-1 scatter 2.05e+00 \n",
"5 10002 1.47e-03 1.59e-02 H-1 scatter 2.13e+00 \n",
"6 10002 1.59e-02 1.71e-01 H-1 scatter 2.21e+00 \n",
"7 10002 1.71e-01 1.85e+00 H-1 scatter 2.01e+00 \n",
"8 10002 1.85e+00 2.00e+01 H-1 scatter 3.71e-01 \n",
"\n",
" std. dev. \n",
"0 0.040124 \n",
"1 0.011239 \n",
"2 0.009777 \n",
"3 0.007378 \n",
"4 0.012484 \n",
"5 0.007821 \n",
"6 0.015159 \n",
"7 0.009406 \n",
"8 0.003949 "
"0 4.01e-02 \n",
"1 1.12e-02 \n",
"2 9.78e-03 \n",
"3 7.38e-03 \n",
"4 1.25e-02 \n",
"5 7.82e-03 \n",
"6 1.52e-02 \n",
"7 9.41e-03 \n",
"8 3.95e-03 "
]
},
"execution_count": 38,