From d0b70ff18361cf268789e2ecac3895b06536be1a Mon Sep 17 00:00:00 2001 From: Knights-Templars Date: Wed, 3 Apr 2024 12:00:35 -0400 Subject: [PATCH 1/4] Create samples with packet energies --- tardis/energy_input/gamma_ray_channel.py | 57 ++++++++++++++++++++++++ 1 file changed, 57 insertions(+) diff --git a/tardis/energy_input/gamma_ray_channel.py b/tardis/energy_input/gamma_ray_channel.py index 6bbb7a9685a..9dc852fefd7 100644 --- a/tardis/energy_input/gamma_ray_channel.py +++ b/tardis/energy_input/gamma_ray_channel.py @@ -167,3 +167,60 @@ def create_isotope_decay_df(cumulative_decay_df, gamma_ray_lines): ) return isotope_decay_df + + +def distribute_packets(isotope_decay_df, number_of_packets): + """ + Function to distribute packets based on the energy of the decay. + + Parameters + ---------- + isotope_decay_df : pd.DataFrame + dataframe of isotopes for each shell with their decay mode, number of decays, radiation type, + radiation energy and radiation intensity. + number_of_packets : int + number of packets to distribute. + + Returns + ------- + isotope_decay_df : pd.DataFrame + dataframe of isotopes for each shell with their decay mode, number of decays, radiation type, + radiation energy and radiation intensity, normalized energy and packets. + """ + + isotope_decay_df["normalized_energy"] = ( + isotope_decay_df["decay_energy_erg"] + / isotope_decay_df["decay_energy_erg"].sum() + ) + isotope_decay_df["packets"] = ( + isotope_decay_df["normalized_energy"] * number_of_packets + ) # need to deal with rounding errors + + return isotope_decay_df + + +def sample_packet_energy(isotope_decay_df, number_of_packets): + """ + Function to sample packet energy from the energy distribution of the decay. + + Parameters + ---------- + isotope_decay_df : pd.DataFrame + dataframe of isotopes for each shell with their decay mode, number of decays, radiation type, + radiation energy and radiation intensity, normalized energy and packets. + number_of_packets : int + number of packets to distribute. + + Returns + ------- + sampled_energy : numpy.ndarray + Creates an array . + """ + + sampled_energy = np.random.choice( + isotope_decay_df["radiation_energy_keV"], + size=number_of_packets, + p=isotope_decay_df["normalized_energy"], + ) + + return sampled_energy From e748967268757d34c4a8ddce52a9587afcd5d93d Mon Sep 17 00:00:00 2001 From: Knights-Templars Date: Wed, 3 Apr 2024 23:56:49 -0400 Subject: [PATCH 2/4] Sampling packet series from dataframe --- tardis/energy_input/gamma_ray_channel.py | 48 +++++++++++++++++------- 1 file changed, 34 insertions(+), 14 deletions(-) diff --git a/tardis/energy_input/gamma_ray_channel.py b/tardis/energy_input/gamma_ray_channel.py index 9dc852fefd7..1eb2cd04157 100644 --- a/tardis/energy_input/gamma_ray_channel.py +++ b/tardis/energy_input/gamma_ray_channel.py @@ -169,7 +169,7 @@ def create_isotope_decay_df(cumulative_decay_df, gamma_ray_lines): return isotope_decay_df -def distribute_packets(isotope_decay_df, number_of_packets): +def distribute_packets(isotope_decay_df): """ Function to distribute packets based on the energy of the decay. @@ -178,8 +178,6 @@ def distribute_packets(isotope_decay_df, number_of_packets): isotope_decay_df : pd.DataFrame dataframe of isotopes for each shell with their decay mode, number of decays, radiation type, radiation energy and radiation intensity. - number_of_packets : int - number of packets to distribute. Returns ------- @@ -192,17 +190,38 @@ def distribute_packets(isotope_decay_df, number_of_packets): isotope_decay_df["decay_energy_erg"] / isotope_decay_df["decay_energy_erg"].sum() ) - isotope_decay_df["packets"] = ( - isotope_decay_df["normalized_energy"] * number_of_packets - ) # need to deal with rounding errors return isotope_decay_df -def sample_packet_energy(isotope_decay_df, number_of_packets): +def sample_single_packet(isotope_decay_df): """ Function to sample packet energy from the energy distribution of the decay. + Parameters + ---------- + isotope_decay_df : pd.DataFrame + dataframe of isotopes for each shell with their decay mode, number of decays, radiation type, + radiation energy and radiation intensity, normalized energy and packets. + + Returns + ------- + sampled_packet : pd.Series + A Series of sampled packets using the normalized energy in each channel. + + """ + + sampled_packet = isotope_decay_df.sample( + weights="normalized_energy", random_state=np.random.RandomState(seed=29) + ) # random state for reproducibility + + return sampled_packet + + +def sample_packets(isotope_decay_df, number_of_packets): + """ + Function to sample packets based on the energy of the decay. + Parameters ---------- isotope_decay_df : pd.DataFrame @@ -213,14 +232,15 @@ def sample_packet_energy(isotope_decay_df, number_of_packets): Returns ------- - sampled_energy : numpy.ndarray - Creates an array . + sampled_packets : numpy.ndarray + Creates an array of packets. """ - sampled_energy = np.random.choice( - isotope_decay_df["radiation_energy_keV"], - size=number_of_packets, - p=isotope_decay_df["normalized_energy"], + sampled_packets = np.array( + [ + sample_single_packet(isotope_decay_df) + for i in range(number_of_packets) + ] ) - return sampled_energy + return sampled_packets From d4eeebf701e573fe3407bbcd826b7f44473f4ac9 Mon Sep 17 00:00:00 2001 From: Knights-Templars Date: Thu, 4 Apr 2024 11:48:57 -0400 Subject: [PATCH 3/4] Changed docstring --- docs/multiindex_isotope_decay_data.ipynb | 3932 ++++++++++++++++++++-- tardis/energy_input/gamma_ray_channel.py | 2 +- 2 files changed, 3720 insertions(+), 214 deletions(-) diff --git a/docs/multiindex_isotope_decay_data.ipynb b/docs/multiindex_isotope_decay_data.ipynb index af07d7b8be3..a6e6ccf1f6d 100644 --- a/docs/multiindex_isotope_decay_data.ipynb +++ b/docs/multiindex_isotope_decay_data.ipynb @@ -8,7 +8,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c2a689492f444a09a1641707600dbbae", + "model_id": "57d7e01b4d4c479cbe871f9d8a1729d7", "version_major": 2, "version_minor": 0 }, @@ -22,7 +22,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c485612f1f674a699550f3ec2237cc86", + "model_id": "b0a9f8f79fff4c6bac67be34208a234e", "version_major": 2, "version_minor": 0 }, @@ -36,7 +36,9 @@ ], "source": [ "# general imports\n", + "import numpy as np\n", "from pathlib import Path\n", + "import matplotlib.pyplot as plt\n", "\n", "# TARDIS imports for the gamma-ray code\n", "from tardis.io.atom_data import AtomData\n", @@ -44,8 +46,11 @@ "from tardis.plasma.base import BasePlasma\n", "from tardis.io.configuration import config_reader\n", "from tardis.io.atom_data.util import download_atom_data\n", + "from tardis.model.matter.decay import IsotopicMassFraction\n", "from tardis.energy_input.energy_source import get_nuclear_lines_database\n", - "from tardis.energy_input.gamma_ray_channel import create_isotope_dicts, create_inventories_dict, calculate_total_decays, create_isotope_decay_df\n", + "from tardis.energy_input.gamma_ray_channel import create_isotope_dicts, create_inventories_dict, calculate_total_decays, create_isotope_decay_df, \\\n", + " distribute_packets, sample_single_packet, sample_packets\n", + "\n", "from tardis.plasma.properties import Density, Abundance, IsotopeAbundance, \\\n", " IsotopeNumberDensity, AtomicData, AtomicMass, IsotopeMass, NumberDensity, \\\n", " SelectedAtoms" @@ -124,7 +129,3673 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tardis.model.matter.decay:Decaying abundances for 8640.0 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 26096.326530612245 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 43552.6530612245 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 61008.97959183674 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 78465.30612244898 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 95921.63265306124 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 113377.95918367349 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 130834.28571428572 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 148290.61224489796 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 165746.9387755102 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 183203.26530612248 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 200659.59183673473 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 218115.91836734695 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 235572.2448979592 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 253028.57142857145 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 270484.89795918367 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 287941.2244897959 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 305397.55102040817 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 322853.8775510204 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 340310.20408163266 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 357766.5306122449 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 375222.8571428571 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 392679.1836734694 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 410135.5102040816 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 427591.8367346939 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 445048.1632653061 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 462504.48979591834 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 479960.8163265306 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 497417.14285714284 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 514873.46938775503 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 532329.7959183673 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 549786.1224489795 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 567242.4489795918 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 584698.7755102041 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 602155.1020408163 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 619611.4285714286 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 637067.7551020408 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 654524.0816326531 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 671980.4081632653 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 689436.7346938775 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 706893.0612244898 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 724349.387755102 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 741805.7142857142 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 759262.0408163265 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 776718.3673469388 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 794174.693877551 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 811631.0204081632 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 829087.3469387754 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 846543.6734693878 seconds\n", + "INFO:tardis.model.matter.decay:Decaying abundances for 864000.0 seconds\n" + ] + } + ], + "source": [ + "t_steps = 50\n", + "time_range = np.linspace(0.1, 10, t_steps)\n", + "\n", + "abundance = [IsotopicMassFraction(raw_isotope_abundance).decay(delta_t) for delta_t in time_range]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[ 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 8.018787e-17 9.086719e-17 9.130005e-17 \n", + " 23 48 3.646544e-14 4.132186e-14 4.151870e-14 \n", + " 24 48 4.556181e-13 5.162968e-13 5.187563e-13 \n", + " 52 5.878567e-17 8.179860e-17 9.204355e-17 \n", + " 25 52 1.469548e-17 2.044835e-17 2.300942e-17 \n", + " 26 52 3.347253e-16 4.657608e-16 5.240955e-16 \n", + " 56 1.028476e-24 1.814353e-24 2.454927e-24 \n", + " 27 56 2.287349e-21 4.035153e-21 5.459803e-21 \n", + " 28 56 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2.840635e-04 3.803906e-04 7.282750e-04 \n", + " 25 52 7.498368e-06 1.004109e-05 1.922413e-05 \n", + " 26 52 1.689513e-04 2.262433e-04 4.331531e-04 \n", + " 56 7.434858e-05 7.698244e-05 7.684843e-05 \n", + " 27 56 3.253298e-02 3.368548e-02 3.362685e-02 \n", + " 28 56 5.508127e-01 5.703257e-01 5.693329e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.850660e-07 ... 9.376164e-19 1.359717e-22 \n", + " 23 48 2.438310e-05 ... 8.019894e-17 1.163033e-20 \n", + " 24 48 5.188862e-05 ... 1.706679e-16 2.475000e-20 \n", + " 52 1.165437e-03 ... 5.076227e-20 2.802597e-25 \n", + " 25 52 3.076382e-05 ... 1.339962e-21 7.397960e-27 \n", + " 26 52 6.931624e-04 ... 3.019167e-20 1.666889e-25 \n", + " 56 7.658046e-05 ... 2.656473e-27 0.000000e+00 \n", + " 27 56 3.350959e-02 ... 1.162402e-24 0.000000e+00 \n", + " 28 56 5.673476e-01 ... 1.968052e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 6.757038e-22 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0.000000e+00 \n", + " 28 56 5.417839e-01 ... 1.879375e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 1.982186e-21 3.977521e-27 0.0 0.0 0.0 0.0 \n", + " 23 48 8.943380e-20 1.794608e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 9.004838e-20 1.806941e-25 0.0 0.0 0.0 0.0 \n", + " 52 3.982201e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 3.480548e-26 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 7.842279e-25 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number 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24 48 1.788050e-13 2.026181e-13 2.035833e-13 \n", + " 52 3.727080e-16 5.186127e-16 5.835669e-16 \n", + " 25 52 1.298702e-18 1.807108e-18 2.033441e-18 \n", + " 26 52 2.926202e-17 4.071727e-17 4.581695e-17 \n", + " 56 1.686061e-22 2.974412e-22 4.024556e-22 \n", + " 27 56 2.787997e-20 4.918356e-20 6.654828e-20 \n", + " 28 56 1.736668e-19 3.063687e-19 4.145352e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 4.103767e-07 3.324878e-07 3.135554e-07 \n", + " 23 48 1.220738e-05 9.890438e-06 9.327259e-06 \n", + " 24 48 7.200052e-06 5.833493e-06 5.501324e-06 \n", + " 52 4.440746e-04 3.809990e-04 3.668817e-04 \n", + " 25 52 1.547379e-06 1.327592e-06 1.278400e-06 \n", + " 26 52 3.486514e-05 2.991296e-05 2.880458e-05 \n", + " 56 1.120728e-04 3.363148e-04 4.061343e-04 \n", + " 27 56 1.853186e-02 5.561153e-02 6.715657e-02 \n", + " 28 56 1.154366e-01 3.464092e-01 4.183242e-01 \n", + " \n", + " 6 7 8 9 \\\n", + " atomic_number mass_number \n", + " 22 48 3.728990e-07 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0.000000e+00 \n", + " 27 56 ... 2.881150e-24 0.000000e+00 0.000000e+00 \n", + " 28 56 ... 1.794694e-23 0.000000e+00 0.000000e+00 \n", + " \n", + " 59 60 61 62 63 64 65 \n", + " atomic_number mass_number \n", + " 22 48 7.540218e-27 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 23 48 2.242971e-25 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 24 48 1.322930e-25 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 25 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 26 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 1.295296e-14 1.467802e-14 1.474794e-14 \n", + " 23 48 3.262038e-13 3.696472e-13 3.714081e-13 \n", + " 24 48 1.529946e-13 1.733703e-13 1.741962e-13 \n", + " 52 3.828785e-16 5.327646e-16 5.994913e-16 \n", + " 25 52 8.651914e-19 1.203889e-18 1.354672e-18 \n", + " 26 52 1.949427e-17 2.712572e-17 3.052311e-17 \n", + " 56 2.227111e-22 3.928887e-22 5.316019e-22 \n", + " 27 56 3.178336e-20 5.606960e-20 7.586551e-20 \n", + " 28 56 1.697091e-19 2.993869e-19 4.050884e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 5.215847e-07 4.225887e-07 3.985258e-07 \n", + " 23 48 1.313545e-05 1.064236e-05 1.003636e-05 \n", + " 24 48 6.160729e-06 4.991432e-06 4.707211e-06 \n", + " 52 4.561925e-04 3.913957e-04 3.768931e-04 \n", + " 25 52 1.030859e-06 8.844378e-07 8.516663e-07 \n", + " 26 52 2.322705e-05 1.992792e-05 1.918952e-05 \n", + " 56 1.480365e-04 4.442368e-04 5.364610e-04 \n", + " 27 56 2.112646e-02 6.339754e-02 7.655896e-02 \n", + " 28 56 1.128060e-01 3.385149e-01 4.087911e-01 \n", + " \n", + " 6 7 8 9 \\\n", + " atomic_number mass_number \n", + " 22 48 4.739509e-07 6.165701e-07 0.000001 0.000002 \n", + " 23 48 1.193585e-05 1.552753e-05 0.000026 0.000051 \n", + " 24 48 5.598099e-06 7.282655e-06 0.000012 0.000024 \n", + " 52 4.354403e-04 5.830998e-04 0.001116 0.001786 \n", + " 25 52 9.839655e-07 1.317632e-06 0.000003 0.000004 \n", + " 26 52 2.217045e-05 2.968854e-05 0.000057 0.000091 \n", + " 56 6.441437e-04 6.669630e-04 0.000666 0.000663 \n", + " 27 56 9.192648e-02 9.518305e-02 0.095017 0.094686 \n", + " 28 56 4.908469e-01 5.082355e-01 0.507351 0.505582 \n", + " \n", + " ... 56 57 58 \\\n", + " atomic_number mass_number ... \n", + " 22 48 ... 6.627151e-18 9.610595e-22 4.775931e-21 \n", + " 23 48 ... 1.668964e-16 2.420306e-20 1.202757e-19 \n", + " 24 48 ... 7.827699e-17 1.135161e-20 5.641119e-20 \n", + " 52 ... 7.781337e-20 4.296094e-25 4.554117e-24 \n", + " 25 52 ... 1.758351e-22 9.707895e-28 1.029095e-26 \n", + " 26 52 ... 3.961870e-21 2.187357e-26 2.318730e-25 \n", + " 56 ... 2.301524e-26 0.000000e+00 0.000000e+00 \n", + " 27 56 ... 3.284531e-24 0.000000e+00 0.000000e+00 \n", + " 28 56 ... 1.753795e-23 0.000000e+00 0.000000e+00 \n", + " \n", + " 59 60 61 62 63 64 65 \n", + " atomic_number mass_number \n", + " 22 48 9.583542e-27 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 23 48 2.413493e-25 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 24 48 1.131966e-25 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 25 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 26 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 1.589914e-14 1.801657e-14 1.810239e-14 \n", + " 23 48 3.453412e-13 3.913333e-13 3.931975e-13 \n", + " 24 48 1.309100e-13 1.483444e-13 1.490511e-13 \n", + " 52 3.897037e-16 5.422617e-16 6.101778e-16 \n", + " 25 52 5.763879e-19 8.020275e-19 9.024783e-19 \n", + " 26 52 1.298702e-17 1.807107e-17 2.033440e-17 \n", + " 56 2.838052e-22 5.006659e-22 6.774308e-22 \n", + " 27 56 3.558957e-20 6.278421e-20 8.495079e-20 \n", + " 28 56 1.658416e-19 2.925643e-19 3.958569e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 6.402204e-07 5.187075e-07 4.891714e-07 \n", + " 23 48 1.390607e-05 1.126671e-05 1.062517e-05 \n", + " 24 48 5.271432e-06 4.270922e-06 4.027728e-06 \n", + " 52 4.643246e-04 3.983727e-04 3.836116e-04 \n", + " 25 52 6.867553e-07 5.892097e-07 5.673775e-07 \n", + " 26 52 1.547379e-05 1.327592e-05 1.278400e-05 \n", + " 56 1.886458e-04 5.660998e-04 6.836229e-04 \n", + " 27 56 2.365645e-02 7.098971e-02 8.572728e-02 \n", + " 28 56 1.102352e-01 3.308006e-01 3.994752e-01 \n", + " \n", + " 6 7 8 9 \\\n", + " atomic_number mass_number \n", + " 22 48 5.817521e-07 7.568104e-07 0.000001 0.000002 \n", + " 23 48 1.263609e-05 1.643849e-05 0.000028 0.000054 \n", + " 24 48 4.790017e-06 6.231408e-06 0.000010 0.000020 \n", + " 52 4.432025e-04 5.934942e-04 0.001136 0.001818 \n", + " 25 52 6.555148e-07 8.778025e-07 0.000002 0.000003 \n", + " 26 52 1.476989e-05 1.977841e-05 0.000038 0.000061 \n", + " 56 8.208450e-04 8.499242e-04 0.000848 0.000845 \n", + " 27 56 1.029351e-01 1.065817e-01 0.106396 0.106025 \n", + " 28 56 4.796610e-01 4.966534e-01 0.495789 0.494060 \n", + " \n", + " ... 56 57 58 \\\n", + " atomic_number mass_number ... \n", + " 22 48 ... 8.134512e-18 1.179655e-21 5.862227e-21 \n", + " 23 48 ... 1.766877e-16 2.562299e-20 1.273320e-19 \n", + " 24 48 ... 6.697775e-17 9.713014e-21 4.826827e-20 \n", + " 52 ... 7.920048e-20 4.372677e-25 4.635299e-24 \n", + " 25 52 ... 1.171408e-22 6.467370e-28 6.855799e-27 \n", + " 26 52 ... 2.639385e-21 1.457211e-26 1.544731e-25 \n", + " 56 ... 2.932877e-26 0.000000e+00 0.000000e+00 \n", + " 27 56 ... 3.677870e-24 0.000000e+00 0.000000e+00 \n", + " 28 56 ... 1.713828e-23 0.000000e+00 0.000000e+00 \n", + " \n", + " 59 60 61 62 63 64 65 \n", + " atomic_number mass_number \n", + " 22 48 1.176334e-26 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 23 48 2.555086e-25 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 24 48 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48 ... 1.136981e-17 1.648833e-21 8.193784e-21 \n", + " 23 48 ... 1.913922e-16 2.775542e-20 1.379290e-19 \n", + " 24 48 ... 4.903696e-17 7.111266e-21 3.533903e-20 \n", + " 52 ... 8.076622e-20 4.459122e-25 4.726936e-24 \n", + " 25 52 ... 5.198923e-23 2.870337e-28 3.042729e-27 \n", + " 26 52 ... 1.171408e-21 6.467369e-27 6.855798e-26 \n", + " 56 ... 4.405105e-26 0.000000e+00 0.000000e+00 \n", + " 27 56 ... 4.435337e-24 0.000000e+00 0.000000e+00 \n", + " 28 56 ... 1.636605e-23 0.000000e+00 0.000000e+00 \n", + " \n", + " 59 60 61 62 63 64 65 \n", + " atomic_number mass_number \n", + " 22 48 1.644192e-26 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 23 48 2.767729e-25 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 24 48 7.091249e-26 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 25 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 26 52 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.0 0.0 0.0 0.0 0.0 0.0 \n", + " 28 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" 25 52 7.951771e-07 ... 3.463506e-23 1.912210e-28 \n", + " 26 52 1.791672e-05 ... 7.803882e-22 4.308541e-27 \n", + " 56 1.511302e-03 ... 5.242502e-26 0.000000e+00 \n", + " 27 56 1.383712e-01 ... 4.799910e-24 0.000000e+00 \n", + " 28 56 4.610468e-01 ... 1.599309e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 9.420523e-21 1.890354e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.418031e-19 2.845468e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 3.023787e-20 6.067631e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.752118e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 2.027057e-27 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 4.567311e-26 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 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1.160594e-07 1.117590e-07 \n", + " 26 52 3.047945e-06 2.615020e-06 2.518125e-06 \n", + " 56 3.952640e-04 1.186132e-03 1.432375e-03 \n", + " 27 56 3.315965e-02 9.950747e-02 1.201654e-01 \n", + " 28 56 1.005250e-01 3.016615e-01 3.642869e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 1.059634e-06 1.378495e-06 2.316076e-06 \n", + " 23 48 1.438053e-05 1.870785e-05 3.143197e-05 \n", + " 24 48 2.567574e-06 3.340197e-06 5.612027e-06 \n", + " 52 4.560273e-04 6.106680e-04 1.169152e-03 \n", + " 25 52 1.291198e-07 1.729049e-07 3.310343e-07 \n", + " 26 52 2.909294e-06 3.895848e-06 7.458777e-06 \n", + " 56 1.719892e-03 1.780821e-03 1.777721e-03 \n", + " 27 56 1.442859e-01 1.493974e-01 1.491373e-01 \n", + " 28 56 4.374094e-01 4.529050e-01 4.521166e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 4.504741e-06 ... 1.481663e-17 2.148686e-21 \n", + " 23 48 6.113482e-05 ... 2.010797e-16 2.916029e-20 \n", + " 24 48 1.091533e-05 ... 3.590182e-17 5.206428e-21 \n", + " 52 1.870959e-03 ... 8.149228e-20 4.499208e-25 \n", + " 25 52 5.297446e-07 ... 2.307377e-23 1.273908e-28 \n", + " 26 52 1.193607e-05 ... 5.198922e-22 2.870337e-27 \n", + " 56 1.771522e-03 ... 6.145170e-26 0.000000e+00 \n", + " 27 56 1.486172e-01 ... 5.155332e-24 0.000000e+00 \n", + " 28 56 4.505401e-01 ... 1.562863e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 1.067777e-20 2.142638e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.449104e-19 2.907820e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 2.587305e-20 5.191772e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.769429e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.350419e-27 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 3.042729e-26 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number 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1.847321e-06 \n", + " 52 4.789681e-04 4.109363e-04 3.957097e-04 \n", + " 25 52 9.011874e-08 7.731843e-08 7.445351e-08 \n", + " 26 52 2.030532e-06 1.742119e-06 1.677567e-06 \n", + " 56 4.574173e-04 1.372645e-03 1.657609e-03 \n", + " 27 56 3.538824e-02 1.061952e-01 1.282414e-01 \n", + " 28 56 9.823417e-02 2.947870e-01 3.559852e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 1.186812e-06 1.543942e-06 2.594052e-06 \n", + " 23 48 1.462395e-05 1.902453e-05 3.196404e-05 \n", + " 24 48 2.196946e-06 2.858041e-06 4.801934e-06 \n", + " 52 4.571799e-04 6.122114e-04 1.172106e-03 \n", + " 25 52 8.601924e-08 1.151887e-07 2.205340e-07 \n", + " 26 52 1.938163e-06 2.595402e-06 4.969014e-06 \n", + " 56 1.990337e-03 2.060846e-03 2.057259e-03 \n", + " 27 56 1.539831e-01 1.594381e-01 1.591605e-01 \n", + " 28 56 4.274414e-01 4.425838e-01 4.418134e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 5.045401e-06 ... 1.659493e-17 2.406572e-21 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atomic_number mass_number ... \n", + " 22 48 5.594073e-06 ... 1.839958e-17 2.668279e-21 \n", + " 23 48 6.296908e-05 ... 2.071129e-16 3.003520e-20 \n", + " 24 48 7.991525e-06 ... 2.628508e-17 3.811824e-21 \n", + " 52 1.879038e-03 ... 8.184416e-20 4.518635e-25 \n", + " 25 52 2.351104e-07 ... 1.024056e-23 5.653839e-29 \n", + " 26 52 5.297445e-06 ... 2.307377e-22 1.273908e-27 \n", + " 56 2.346530e-03 ... 8.139795e-26 0.000000e+00 \n", + " 27 56 1.683419e-01 ... 5.839555e-24 0.000000e+00 \n", + " 28 56 4.302395e-01 ... 1.492443e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 1.325986e-20 2.660768e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.492582e-19 2.995065e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.894264e-20 3.801094e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.790023e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 5.993407e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.350419e-26 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 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atomic_number mass_number \n", + " 22 48 1.591738e-06 1.289628e-06 1.216195e-06 \n", + " 23 48 1.645564e-05 1.333238e-05 1.257321e-05 \n", + " 24 48 1.770124e-06 1.434157e-06 1.352494e-06 \n", + " 52 4.804431e-04 4.122018e-04 3.969283e-04 \n", + " 25 52 3.999635e-08 3.431534e-08 3.304383e-08 \n", + " 26 52 9.011872e-07 7.731842e-07 7.445350e-07 \n", + " 56 5.935925e-04 1.781288e-03 2.151086e-03 \n", + " 27 56 3.967815e-02 1.190686e-01 1.437874e-01 \n", + " 28 56 9.380790e-02 2.815044e-01 3.399451e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 1.446372e-06 1.881608e-06 3.161381e-06 \n", + " 23 48 1.495283e-05 1.945236e-05 3.268286e-05 \n", + " 24 48 1.608468e-06 2.092481e-06 3.515678e-06 \n", + " 52 4.585878e-04 6.140967e-04 1.175716e-03 \n", + " 25 52 3.817692e-08 5.112286e-08 9.787703e-08 \n", + " 26 52 8.601923e-07 1.151887e-06 2.205340e-06 \n", + " 56 2.582869e-03 2.674369e-03 2.669714e-03 \n", + " 27 56 1.726495e-01 1.787658e-01 1.784546e-01 \n", + 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52 8.996449e-27 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 4.312426e-14 4.886750e-14 4.910029e-14 \n", + " 23 48 4.114066e-13 4.661972e-13 4.684180e-13 \n", + " 24 48 3.761356e-14 4.262288e-14 4.282592e-14 \n", + " 52 4.036190e-16 5.616244e-16 6.319656e-16 \n", + " 25 52 2.236330e-20 3.111789e-20 3.501529e-20 \n", + " 26 52 5.038839e-19 7.011402e-19 7.889553e-19 \n", + " 56 1.004082e-21 1.771319e-21 2.396700e-21 \n", + " 27 56 6.279808e-20 1.107832e-19 1.498963e-19 \n", + " 28 56 1.379117e-19 2.432925e-19 3.291892e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 1.736511e-06 1.406924e-06 1.326811e-06 \n", + " 23 48 1.656636e-05 1.342209e-05 1.265781e-05 \n", + " 24 48 1.514608e-06 1.227138e-06 1.157262e-06 \n", + " 52 4.809044e-04 4.125976e-04 3.973094e-04 \n", + " 25 52 2.664544e-08 2.286077e-08 2.201370e-08 \n", + " 26 52 6.003682e-07 5.150929e-07 4.960069e-07 \n", + " 56 6.674151e-04 2.002819e-03 2.418608e-03 \n", + " 27 56 4.174200e-02 1.252619e-01 1.512665e-01 \n", + " 28 56 9.167013e-02 2.750892e-01 3.321982e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 1.577924e-06 2.052746e-06 3.448918e-06 \n", + " 23 48 1.505343e-05 1.958325e-05 3.290277e-05 \n", + " 24 48 1.376286e-06 1.790432e-06 3.008192e-06 \n", + " 52 4.590280e-04 6.146863e-04 1.176845e-03 \n", + " 25 52 2.543334e-08 3.405789e-08 6.520538e-08 \n", + " 26 52 5.730574e-07 7.673835e-07 1.469191e-06 \n", + " 56 2.904089e-03 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22 48 1.857096e-20 3.726512e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.527352e-19 3.064836e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.015375e-20 2.037485e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.807171e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.180550e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 2.659984e-27 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 5.400028e-14 6.119197e-14 6.148347e-14 \n", + " 23 48 4.145794e-13 4.697926e-13 4.720306e-13 \n", + " 24 48 2.356317e-14 2.670129e-14 2.682848e-14 \n", + " 52 4.043491e-16 5.626403e-16 6.331088e-16 \n", + " 25 52 6.612165e-21 9.200641e-21 1.035298e-20 \n", + " 26 52 1.489836e-19 2.073064e-19 2.332707e-19 \n", + " 56 1.370052e-21 2.416934e-21 3.270255e-21 \n", + " 27 56 7.164701e-20 1.263938e-19 1.710183e-19 \n", + " 28 56 1.286963e-19 2.270356e-19 3.071927e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 2.174462e-06 1.761753e-06 1.661435e-06 \n", + " 23 48 1.669412e-05 1.352560e-05 1.275543e-05 \n", + " 24 48 9.488327e-07 7.687456e-07 7.249719e-07 \n", + " 52 4.817743e-04 4.133439e-04 3.980281e-04 \n", + " 25 52 7.878269e-09 6.759254e-09 6.508800e-09 \n", + " 26 52 1.775111e-07 1.522977e-07 1.466546e-07 \n", + " 56 9.106760e-04 2.732811e-03 3.300147e-03 \n", + " 27 56 4.762390e-02 1.429127e-01 1.725815e-01 \n", + " 28 56 8.554470e-02 2.567077e-01 3.100006e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 1.975879e-06 2.570452e-06 4.318742e-06 \n", + " 23 48 1.516953e-05 1.973428e-05 3.315652e-05 \n", + " 24 48 8.621804e-07 1.121624e-06 1.884495e-06 \n", + " 52 4.598584e-04 6.157982e-04 1.178974e-03 \n", + " 25 52 7.519887e-09 1.006991e-08 1.927930e-08 \n", + " 26 52 1.694361e-07 2.268926e-07 4.343962e-07 \n", + " 56 3.962578e-03 4.102956e-03 4.095814e-03 \n", + " 27 56 2.072235e-01 2.145645e-01 2.141910e-01 \n", + " 28 56 3.722263e-01 3.854127e-01 3.847418e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 8.399902e-06 ... 2.762828e-17 4.006613e-21 \n", + " 23 48 6.448905e-05 ... 2.121122e-16 3.076020e-20 \n", + " 24 48 3.665321e-06 ... 1.205568e-17 1.748297e-21 \n", + " 52 1.886677e-03 ... 8.217690e-20 4.537006e-25 \n", + " 25 52 3.085211e-08 ... 1.343807e-24 7.419191e-30 \n", + " 26 52 6.951516e-07 ... 3.027831e-23 1.671673e-28 \n", + " 56 4.081532e-03 ... 1.415828e-25 0.000000e+00 \n", + " 27 56 2.134441e-01 ... 7.404089e-24 0.000000e+00 \n", + " 28 56 3.834002e-01 ... 1.329964e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 1.991063e-20 3.995334e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.528610e-19 3.067361e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 8.688060e-21 1.743375e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.809497e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 7.864786e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.772073e-27 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 5.763405e-14 6.530968e-14 6.562080e-14 \n", + " 23 48 4.143466e-13 4.695287e-13 4.717654e-13 \n", + " 24 48 2.016184e-14 2.284697e-14 2.295581e-14 \n", + " 52 4.045162e-16 5.628729e-16 6.333705e-16 \n", + " 25 52 4.405004e-21 6.129439e-21 6.897127e-21 \n", + " 26 52 9.925239e-20 1.381069e-19 1.554042e-19 \n", + " 56 1.502510e-21 2.650606e-21 3.586428e-21 \n", + " 27 56 7.444726e-20 1.313338e-19 1.777024e-19 \n", + " 28 56 1.257635e-19 2.218617e-19 3.001921e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 2.320786e-06 1.880304e-06 1.773236e-06 \n", + " 23 48 1.668475e-05 1.351801e-05 1.274827e-05 \n", + " 24 48 8.118693e-07 6.577777e-07 6.203227e-07 \n", + " 52 4.819734e-04 4.135147e-04 3.981926e-04 \n", + " 25 52 5.248479e-09 4.502994e-09 4.336142e-09 \n", + " 26 52 1.182573e-07 1.014603e-07 9.770082e-08 \n", + " 56 9.987214e-04 2.997023e-03 3.619210e-03 \n", + " 27 56 4.948523e-02 1.484983e-01 1.793267e-01 \n", + " 28 56 8.359523e-02 2.508576e-01 3.029360e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 2.108840e-06 2.743422e-06 4.609357e-06 \n", + " 23 48 1.516101e-05 1.972319e-05 3.313790e-05 \n", + " 24 48 7.377252e-07 9.597182e-07 1.612469e-06 \n", + " 52 4.600485e-04 6.160527e-04 1.179461e-03 \n", + " 25 52 5.009726e-09 6.708544e-09 1.284381e-08 \n", + " 26 52 1.128778e-07 1.511551e-07 2.893934e-07 \n", + " 56 4.345686e-03 4.499635e-03 4.491803e-03 \n", + " 27 56 2.153226e-01 2.229506e-01 2.225625e-01 \n", + " 28 56 3.637437e-01 3.766296e-01 3.759740e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 8.965146e-06 ... 2.948744e-17 4.276224e-21 \n", + " 23 48 6.445282e-05 ... 2.119930e-16 3.074292e-20 \n", + " 24 48 3.136234e-06 ... 1.031545e-17 1.495931e-21 \n", + " 52 1.887457e-03 ... 8.221086e-20 4.538881e-25 \n", + " 25 52 2.055358e-08 ... 8.952402e-25 4.942642e-30 \n", + " 26 52 4.631079e-07 ... 2.017132e-23 1.113663e-28 \n", + " 56 4.476140e-03 ... 1.552712e-25 0.000000e+00 \n", + " 27 56 2.217864e-01 ... 7.693470e-24 0.000000e+00 \n", + " 28 56 3.746630e-01 ... 1.299655e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 2.125045e-20 4.264187e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.527752e-19 3.065638e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 7.433944e-21 1.491720e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.811485e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 5.239496e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.180550e-27 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 6.126359e-14 6.942260e-14 6.975330e-14 \n", + " 23 48 4.136269e-13 4.687133e-13 4.709460e-13 \n", + " 24 48 1.725149e-14 1.954903e-14 1.964215e-14 \n", + " 52 4.046634e-16 5.630777e-16 6.336010e-16 \n", + " 25 52 2.934600e-21 4.083413e-21 4.594845e-21 \n", + " 26 52 6.612164e-20 9.200639e-20 1.035298e-19 \n", + " 56 1.639981e-21 2.893120e-21 3.914564e-21 \n", + " 27 56 7.717566e-20 1.361470e-19 1.842150e-19 \n", + " 28 56 1.228975e-19 2.168057e-19 2.933511e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 2.466938e-06 1.998717e-06 1.884907e-06 \n", + " 23 48 1.665577e-05 1.349453e-05 1.272613e-05 \n", + " 24 48 6.946764e-07 5.628279e-07 5.307795e-07 \n", + " 52 4.821488e-04 4.136653e-04 3.983375e-04 \n", + " 25 52 3.496520e-09 2.999881e-09 2.888725e-09 \n", + " 26 52 7.878268e-08 6.759253e-08 6.508799e-08 \n", + " 56 1.090098e-03 3.271232e-03 3.950345e-03 \n", + " 27 56 5.129880e-02 1.539405e-01 1.858988e-01 \n", + 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7.419190e-29 \n", + " 56 4.885679e-03 ... 1.694776e-25 0.000000e+00 \n", + " 27 56 2.299146e-01 ... 7.975427e-24 0.000000e+00 \n", + " 28 56 3.661249e-01 ... 1.270038e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 2.258871e-20 4.532726e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.525098e-19 3.060313e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 6.360859e-21 1.276391e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.813236e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 3.490536e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 7.864785e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 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1.184721e-03 3.555182e-03 4.293243e-03 \n", + " 27 56 5.306572e-02 1.592428e-01 1.923019e-01 \n", + " 28 56 7.982857e-02 2.395544e-01 2.892862e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 2.374151e-06 3.088571e-06 5.189258e-06 \n", + " 23 48 1.509327e-05 1.963508e-05 3.298985e-05 \n", + " 24 48 5.401166e-07 7.026461e-07 1.180550e-06 \n", + " 52 4.603673e-04 6.164796e-04 1.180278e-03 \n", + " 25 52 2.223408e-09 2.977375e-09 5.700319e-09 \n", + " 26 52 5.009725e-08 6.708543e-08 1.284381e-07 \n", + " 56 5.155016e-03 5.337637e-03 5.328346e-03 \n", + " 27 56 2.309022e-01 2.390821e-01 2.386659e-01 \n", + " 28 56 3.473540e-01 3.596593e-01 3.590333e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.009305e-05 ... 3.319723e-17 4.814214e-21 \n", + " 23 48 6.416487e-05 ... 2.110459e-16 3.060557e-20 \n", + " 24 48 2.296156e-06 ... 7.552331e-18 1.095228e-21 \n", + " 52 1.888765e-03 ... 8.226783e-20 4.542026e-25 \n", + " 25 52 9.122056e-09 ... 3.973240e-25 2.193635e-30 \n", + " 26 52 2.055358e-07 ... 8.952401e-24 4.942641e-29 \n", + " 56 5.309766e-03 ... 1.841886e-25 0.000000e+00 \n", + " 27 56 2.378337e-01 ... 8.250129e-24 0.000000e+00 \n", + " 28 56 3.577813e-01 ... 1.241095e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 2.392396e-20 4.800662e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.520926e-19 3.051941e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 5.442672e-21 1.092145e-26 0.0 0.0 0.0 0.0 \n", + " 52 4.814819e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 2.325384e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 5.239495e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 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1.331402e-09 1.282069e-09 \n", + " 26 52 3.496520e-08 2.999880e-08 2.888724e-08 \n", + " 56 1.282506e-03 3.848621e-03 4.647600e-03 \n", + " 27 56 5.478705e-02 1.644083e-01 1.985397e-01 \n", + " 28 56 7.800937e-02 2.340952e-01 2.826937e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 2.506238e-06 3.260404e-06 5.477962e-06 \n", + " 23 48 1.503914e-05 1.956465e-05 3.287152e-05 \n", + " 24 48 4.621511e-07 6.012196e-07 1.010138e-06 \n", + " 52 4.605069e-04 6.166667e-04 1.180636e-03 \n", + " 25 52 1.481228e-09 1.983518e-09 3.797535e-09 \n", + " 26 52 3.337463e-08 4.469210e-08 8.556506e-08 \n", + " 56 5.580503e-03 5.778197e-03 5.768139e-03 \n", + " 27 56 2.383921e-01 2.468374e-01 2.464077e-01 \n", + " 28 56 3.394382e-01 3.514631e-01 3.508513e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.065457e-05 ... 3.504417e-17 5.082053e-21 \n", + " 23 48 6.393472e-05 ... 2.102890e-16 3.049579e-20 \n", + " 24 48 1.964707e-06 ... 6.462157e-18 9.371324e-22 \n", + " 52 1.889338e-03 ... 8.229279e-20 4.543404e-25 \n", + " 25 52 6.077086e-09 ... 2.646960e-25 1.461393e-30 \n", + " 26 52 1.369273e-07 ... 5.964062e-24 3.292772e-29 \n", + " 56 5.748025e-03 ... 1.993912e-25 0.000000e+00 \n", + " 27 56 2.455485e-01 ... 8.517745e-24 0.000000e+00 \n", + " 28 56 3.496279e-01 ... 1.212812e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 2.525497e-20 5.067747e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.515471e-19 3.040995e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 4.657026e-21 9.344944e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.816280e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.549164e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 3.490536e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number 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3.325091e-07 \n", + " 52 4.825909e-04 4.140445e-04 3.987027e-04 \n", + " 25 52 1.033818e-09 8.869760e-10 8.541104e-10 \n", + " 26 52 2.329371e-08 1.998511e-08 1.924459e-08 \n", + " 56 1.383371e-03 4.151304e-03 5.013121e-03 \n", + " 27 56 5.646385e-02 1.694401e-01 2.046161e-01 \n", + " 28 56 7.623163e-02 2.287605e-01 2.762515e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 2.637801e-06 3.431556e-06 5.765524e-06 \n", + " 23 48 1.497427e-05 1.948027e-05 3.272974e-05 \n", + " 24 48 3.954399e-07 5.144339e-07 8.643254e-07 \n", + " 52 4.606379e-04 6.168420e-04 1.180972e-03 \n", + " 25 52 9.867893e-10 1.321414e-09 2.529906e-09 \n", + " 26 52 2.223408e-08 2.977374e-08 5.700318e-08 \n", + " 56 6.019394e-03 6.232636e-03 6.221787e-03 \n", + " 27 56 2.456883e-01 2.543920e-01 2.539492e-01 \n", + " 28 56 3.317028e-01 3.434537e-01 3.428558e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.121388e-05 ... 3.688379e-17 5.348832e-21 \n", + " 23 48 6.365896e-05 ... 2.093820e-16 3.036426e-20 \n", + " 24 48 1.681103e-06 ... 5.529348e-18 8.018579e-22 \n", + " 52 1.889875e-03 ... 8.231619e-20 4.544696e-25 \n", + " 25 52 4.048536e-09 ... 1.763397e-25 9.735755e-31 \n", + " 26 52 9.122054e-08 ... 3.973240e-24 2.193635e-29 \n", + " 56 6.200091e-03 ... 2.150728e-25 0.000000e+00 \n", + " 27 56 2.530636e-01 ... 8.778436e-24 0.000000e+00 \n", + " 28 56 3.416603e-01 ... 1.185173e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 2.658072e-20 5.333775e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.508935e-19 3.027879e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 3.984787e-21 7.996007e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.817649e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.032048e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 2.325384e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 7.566937e-14 8.574692e-14 8.615539e-14 \n", + " 23 48 4.072238e-13 4.614574e-13 4.636556e-13 \n", + " 24 48 9.247249e-15 1.047879e-14 1.052870e-14 \n", + " 52 4.051436e-16 5.637459e-16 6.343529e-16 \n", + " 25 52 5.780420e-22 8.043291e-22 9.050682e-22 \n", + " 26 52 1.302429e-20 1.812293e-20 2.039276e-20 \n", + " 56 2.237451e-21 3.947128e-21 5.340699e-21 \n", + " 27 56 8.740330e-20 1.541897e-19 2.086279e-19 \n", + " 28 56 1.120719e-19 1.977081e-19 2.675108e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 3.047025e-06 2.468704e-06 2.328132e-06 \n", + " 23 48 1.639793e-05 1.328563e-05 1.252912e-05 \n", + " 24 48 3.723646e-07 3.016904e-07 2.845116e-07 \n", + " 52 4.827210e-04 4.141561e-04 3.988102e-04 \n", + " 25 52 6.887261e-10 5.909007e-10 5.690057e-10 \n", + " 26 52 1.551820e-08 1.331402e-08 1.282069e-08 \n", + " 56 1.487238e-03 4.462992e-03 5.389516e-03 \n", + " 27 56 5.809713e-02 1.743414e-01 2.105349e-01 \n", + " 28 56 7.449440e-02 2.235473e-01 2.699560e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 2.768755e-06 3.601916e-06 6.051754e-06 \n", + " 23 48 1.490039e-05 1.938415e-05 3.256825e-05 \n", + " 24 48 3.383584e-07 4.401757e-07 7.395605e-07 \n", + " 52 4.607620e-04 6.170082e-04 1.181290e-03 \n", + " 25 52 6.573960e-10 8.803216e-10 1.685416e-09 \n", + " 26 52 1.481227e-08 1.983518e-08 3.797534e-08 \n", + " 56 6.471342e-03 6.700594e-03 6.688930e-03 \n", + " 27 56 2.527951e-01 2.617506e-01 2.612949e-01 \n", + " 28 56 3.241437e-01 3.356268e-01 3.350425e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.177059e-05 ... 3.871489e-17 5.614375e-21 \n", + " 23 48 6.334486e-05 ... 2.083488e-16 3.021444e-20 \n", + " 24 48 1.438437e-06 ... 4.731190e-18 6.861102e-22 \n", + " 52 1.890385e-03 ... 8.233838e-20 4.545921e-25 \n", + " 25 52 2.697122e-09 ... 1.174770e-25 6.485930e-31 \n", + " 26 52 6.077085e-08 ... 2.646960e-24 1.461393e-29 \n", + " 56 6.665606e-03 ... 2.312209e-25 0.000000e+00 \n", + " 27 56 2.603838e-01 ... 9.032363e-24 0.000000e+00 \n", + " 28 56 3.338742e-01 ... 1.158165e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 2.790032e-20 5.598571e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.501489e-19 3.012938e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 3.409585e-21 6.841788e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.818948e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 6.875474e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.549164e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 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atomic_number mass_number \n", + " 22 48 3.190390e-06 2.584858e-06 2.437672e-06 \n", + " 23 48 1.630830e-05 1.321301e-05 1.246064e-05 \n", + " 24 48 3.186140e-07 2.581415e-07 2.434425e-07 \n", + " 52 4.828454e-04 4.142629e-04 3.989130e-04 \n", + " 25 52 4.588272e-10 3.936562e-10 3.790699e-10 \n", + " 26 52 1.033817e-08 8.869759e-09 8.541103e-09 \n", + " 56 1.594027e-03 4.783451e-03 5.776502e-03 \n", + " 27 56 5.968791e-02 1.791151e-01 2.162996e-01 \n", + " 28 56 7.279676e-02 2.184529e-01 2.638040e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 2.899027e-06 3.771389e-06 6.336494e-06 \n", + " 23 48 1.481894e-05 1.927819e-05 3.239023e-05 \n", + " 24 48 2.895165e-07 3.766366e-07 6.328054e-07 \n", + " 52 4.608807e-04 6.171672e-04 1.181595e-03 \n", + " 25 52 4.379552e-10 5.864675e-10 1.122819e-09 \n", + " 26 52 9.867892e-09 1.321413e-08 2.529906e-08 \n", + " 56 6.936007e-03 7.181721e-03 7.169220e-03 \n", + " 27 56 2.597170e-01 2.689176e-01 2.684495e-01 \n", + " 28 56 3.167568e-01 3.279782e-01 3.274073e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.232441e-05 ... 4.053645e-17 5.878536e-21 \n", + " 23 48 6.299862e-05 ... 2.072100e-16 3.004929e-20 \n", + " 24 48 1.230799e-06 ... 4.048246e-18 5.870706e-22 \n", + " 52 1.890872e-03 ... 8.235959e-20 4.547092e-25 \n", + " 25 52 1.796814e-09 ... 7.826279e-26 4.320907e-31 \n", + " 26 52 4.048535e-08 ... 1.763397e-24 9.735754e-30 \n", + " 56 7.144221e-03 ... 2.478234e-25 0.000000e+00 \n", + " 27 56 2.675134e-01 ... 9.279680e-24 0.000000e+00 \n", + " 28 56 3.262656e-01 ... 1.131771e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 2.921305e-20 5.861988e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.493282e-19 2.996470e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 2.917414e-21 5.854180e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.820190e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 4.580420e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.032048e-28 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 8.276968e-14 9.379284e-14 9.423964e-14 \n", + " 23 48 4.025998e-13 4.562175e-13 4.583908e-13 \n", + " 24 48 6.770262e-15 7.671917e-15 7.708463e-15 \n", + " 52 4.053485e-16 5.640309e-16 6.346736e-16 \n", + " 25 52 2.565456e-22 3.569760e-22 4.016859e-22 \n", + " 26 52 5.780419e-21 8.043290e-21 9.050681e-21 \n", + " 56 2.563047e-21 4.521518e-21 6.117884e-21 \n", + " 27 56 9.212724e-20 1.625233e-19 2.199038e-19 \n", + " 28 56 1.070221e-19 1.887997e-19 2.554572e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 3.332937e-06 2.700351e-06 2.546588e-06 \n", + " 23 48 1.621173e-05 1.313477e-05 1.238685e-05 \n", + " 24 48 2.726223e-07 2.208790e-07 2.083017e-07 \n", + " 52 4.829650e-04 4.143655e-04 3.990118e-04 \n", + " 25 52 3.056693e-10 2.622526e-10 2.525352e-10 \n", + " 26 52 6.887260e-09 5.909006e-09 5.690056e-09 \n", + " 56 1.703662e-03 5.112452e-03 6.173804e-03 \n", + " 27 56 6.123715e-02 1.837641e-01 2.219138e-01 \n", + " 28 56 7.113781e-02 2.134746e-01 2.577922e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 3.028556e-06 3.939896e-06 6.619611e-06 \n", + " 23 48 1.473119e-05 1.916404e-05 3.219843e-05 \n", + " 24 48 2.477250e-07 3.222693e-07 5.414603e-07 \n", + " 52 4.609950e-04 6.173202e-04 1.181888e-03 \n", + " 25 52 2.917644e-10 3.907029e-10 7.480184e-10 \n", + " 26 52 6.573959e-09 8.803215e-09 1.685415e-08 \n", + " 56 7.413059e-03 7.675673e-03 7.662311e-03 \n", + " 27 56 2.664581e-01 2.758976e-01 2.754173e-01 \n", + " 28 56 3.095383e-01 3.205040e-01 3.199461e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.287507e-05 ... 4.234763e-17 6.141191e-21 \n", + " 23 48 6.262557e-05 ... 2.059830e-16 2.987135e-20 \n", + " 24 48 1.053134e-06 ... 3.463884e-18 5.023273e-22 \n", + " 52 1.891340e-03 ... 8.238001e-20 4.548219e-25 \n", + " 25 52 1.197032e-09 ... 5.213843e-26 2.878575e-31 \n", + " 26 52 2.697122e-08 ... 1.174769e-24 6.485929e-30 \n", + " 56 7.635593e-03 ... 2.648684e-25 0.000000e+00 \n", + " 27 56 2.744569e-01 ... 9.520541e-24 0.000000e+00 \n", + " 28 56 3.188304e-01 ... 1.105980e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.051830e-20 6.123904e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.484440e-19 2.978726e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 2.496287e-21 5.009133e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.821384e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 3.051461e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 6.875473e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 8.628802e-14 9.777975e-14 9.824554e-14 \n", + " 23 48 4.000583e-13 4.533376e-13 4.554972e-13 \n", + " 24 48 5.792978e-15 6.564480e-15 6.595751e-15 \n", + " 52 4.054455e-16 5.641660e-16 6.348255e-16 \n", + " 25 52 1.709099e-22 2.378163e-22 2.676019e-22 \n", + " 26 52 3.850897e-21 5.358415e-21 6.029536e-21 \n", + " 56 2.732157e-21 4.819848e-21 6.521542e-21 \n", + " 27 56 9.439693e-20 1.665273e-19 2.253214e-19 \n", + " 28 56 1.045832e-19 1.844972e-19 2.496357e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 3.474613e-06 2.815136e-06 2.654837e-06 \n", + " 23 48 1.610939e-05 1.305185e-05 1.230866e-05 \n", + " 24 48 2.332694e-07 1.889952e-07 1.782335e-07 \n", + " 52 4.830807e-04 4.144647e-04 3.991073e-04 \n", + " 25 52 2.036359e-10 1.747118e-10 1.682382e-10 \n", + " 26 52 4.588272e-09 3.936562e-09 3.790698e-09 \n", + " 56 1.816070e-03 5.449771e-03 6.581152e-03 \n", + " 27 56 6.274581e-02 1.882914e-01 2.273810e-01 \n", + " 28 56 6.951666e-02 2.086098e-01 2.519175e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 3.157293e-06 4.107372e-06 6.900995e-06 \n", + " 23 48 1.463820e-05 1.904306e-05 3.199518e-05 \n", + " 24 48 2.119660e-07 2.757499e-07 4.633009e-07 \n", + " 52 4.611053e-04 6.174680e-04 1.182170e-03 \n", + " 25 52 1.943725e-10 2.602851e-10 4.983275e-10 \n", + " 26 52 4.379551e-09 5.864675e-09 1.122819e-08 \n", + " 56 7.902172e-03 8.182114e-03 8.167871e-03 \n", + " 27 56 2.730227e-01 2.826947e-01 2.822026e-01 \n", + " 28 56 3.024843e-01 3.132001e-01 3.126549e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.342235e-05 ... 4.414773e-17 6.402238e-21 \n", + " 23 48 6.223025e-05 ... 2.046827e-16 2.968279e-20 \n", + " 24 48 9.011148e-07 ... 2.963874e-18 4.298167e-22 \n", + " 52 1.891793e-03 ... 8.239973e-20 4.549308e-25 \n", + " 25 52 7.974592e-10 ... 3.473446e-26 1.917698e-31 \n", + " 26 52 1.796814e-08 ... 7.826278e-25 4.320906e-30 \n", + " 56 8.139389e-03 ... 2.823444e-25 0.000000e+00 \n", + " 27 56 2.812186e-01 ... 9.755093e-24 0.000000e+00 \n", + " 28 56 3.115646e-01 ... 1.080776e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.181556e-20 6.384216e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.475069e-19 2.959923e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 2.135949e-21 4.286067e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.822539e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 2.032874e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 4.580419e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 8.978354e-14 1.017408e-13 1.022255e-13 \n", + " 23 48 3.973987e-13 4.503237e-13 4.524689e-13 \n", + " 24 48 4.956766e-15 5.616901e-15 5.643658e-15 \n", + " 52 4.055395e-16 5.642968e-16 6.349728e-16 \n", + " 25 52 1.138597e-22 1.584325e-22 1.782756e-22 \n", + " 26 52 2.565456e-21 3.569760e-21 4.016858e-21 \n", + " 56 2.905328e-21 5.125342e-21 6.934893e-21 \n", + " 27 56 9.660697e-20 1.704261e-19 2.305967e-19 \n", + " 28 56 1.021999e-19 1.802927e-19 2.439468e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 3.615369e-06 2.929177e-06 2.762385e-06 \n", + " 23 48 1.600230e-05 1.296508e-05 1.222683e-05 \n", + " 24 48 1.995971e-07 1.617139e-07 1.525056e-07 \n", + " 52 4.831927e-04 4.145608e-04 3.991999e-04 \n", + " 25 52 1.356616e-10 1.163925e-10 1.120797e-10 \n", + " 26 52 3.056692e-09 2.622525e-09 2.525351e-09 \n", + " 56 1.931177e-03 5.795192e-03 6.998282e-03 \n", + " 27 56 6.421483e-02 1.926997e-01 2.327045e-01 \n", + " 28 56 6.793245e-02 2.038558e-01 2.461766e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 3.285195e-06 4.273761e-06 7.180554e-06 \n", + " 23 48 1.454088e-05 1.891646e-05 3.178247e-05 \n", + " 24 48 1.813689e-07 2.359456e-07 3.964237e-07 \n", + " 52 4.612123e-04 6.176112e-04 1.182445e-03 \n", + " 25 52 1.294904e-10 1.734011e-10 3.319843e-10 \n", + " 26 52 2.917644e-09 3.907028e-09 7.480183e-09 \n", + " 56 8.403032e-03 8.700716e-03 8.685571e-03 \n", + " 27 56 2.794147e-01 2.893132e-01 2.888096e-01 \n", + " 28 56 2.955910e-01 3.060626e-01 3.055298e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.396609e-05 ... 4.593615e-17 6.661593e-21 \n", + " 23 48 6.181653e-05 ... 2.033220e-16 2.948545e-20 \n", + " 24 48 7.710394e-07 ... 2.536041e-18 3.677729e-22 \n", + " 52 1.892232e-03 ... 8.241884e-20 4.550363e-25 \n", + " 25 52 5.312648e-10 ... 2.313999e-26 1.277564e-31 \n", + " 26 52 1.197032e-08 ... 5.213842e-25 2.878574e-30 \n", + " 56 8.655284e-03 ... 3.002401e-25 0.000000e+00 \n", + " 27 56 2.878025e-01 ... 9.983482e-24 0.000000e+00 \n", + " 28 56 3.044644e-01 ... 1.056146e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.310441e-20 6.642841e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.465263e-19 2.940245e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.827626e-21 3.667376e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.823657e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.354295e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 3.051461e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 9.325531e-14 1.056749e-13 1.061783e-13 \n", + " 23 48 3.946421e-13 4.472000e-13 4.493303e-13 \n", + " 24 48 4.241259e-15 4.806105e-15 4.829000e-15 \n", + " 52 4.056308e-16 5.644238e-16 6.351157e-16 \n", + " 25 52 7.585296e-23 1.055472e-22 1.187666e-22 \n", + " 26 52 1.709099e-21 2.378163e-21 2.676018e-21 \n", + " 56 3.082453e-21 5.437812e-21 7.357684e-21 \n", + " 27 56 9.875875e-20 1.742221e-19 2.357329e-19 \n", + " 28 56 9.987087e-20 1.761840e-19 2.383875e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 3.755169e-06 3.042443e-06 2.869201e-06 \n", + " 23 48 1.589129e-05 1.287515e-05 1.214202e-05 \n", + " 24 48 1.707854e-07 1.383706e-07 1.304915e-07 \n", + " 52 4.833015e-04 4.146542e-04 3.992898e-04 \n", + " 25 52 9.037736e-11 7.754032e-11 7.466718e-11 \n", + " 26 52 2.036359e-09 1.747118e-09 1.682381e-09 \n", + " 56 2.048912e-03 6.148499e-03 7.424937e-03 \n", + " 27 56 6.564512e-02 1.969918e-01 2.378876e-01 \n", + " 28 56 6.638435e-02 1.992102e-01 2.405665e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 3.412227e-06 4.439020e-06 7.458213e-06 \n", + " 23 48 1.444002e-05 1.878525e-05 3.156201e-05 \n", + " 24 48 1.551884e-07 2.018870e-07 3.392001e-07 \n", + " 52 4.613161e-04 6.177502e-04 1.182711e-03 \n", + " 25 52 8.626610e-11 1.155193e-10 2.211669e-10 \n", + " 26 52 1.943725e-09 2.602850e-09 4.983275e-09 \n", + " 56 8.915328e-03 9.231161e-03 9.215092e-03 \n", + " 27 56 2.856383e-01 2.957573e-01 2.952424e-01 \n", + " 28 56 2.888549e-01 2.990878e-01 2.985672e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.450614e-05 ... 4.771242e-17 6.919185e-21 \n", + " 23 48 6.138773e-05 ... 2.019116e-16 2.928092e-20 \n", + " 24 48 6.597403e-07 ... 2.169965e-18 3.146851e-22 \n", + " 52 1.892658e-03 ... 8.243739e-20 4.551388e-25 \n", + " 25 52 3.539270e-10 ... 1.541579e-26 8.511094e-32 \n", + " 26 52 7.974590e-09 ... 3.473445e-25 1.917697e-30 \n", + " 56 9.182959e-03 ... 3.185444e-25 0.000000e+00 \n", + " 27 56 2.942129e-01 ... 1.020585e-23 0.000000e+00 \n", + " 28 56 2.975261e-01 ... 1.032078e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.438449e-20 6.899708e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.455099e-19 2.919850e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.563810e-21 3.137993e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.824743e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 9.022268e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 2.032874e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 9.670256e-14 1.095813e-13 1.101033e-13 \n", + " 23 48 3.918067e-13 4.439871e-13 4.461021e-13 \n", + " 24 48 3.629036e-15 4.112347e-15 4.131937e-15 \n", + " 52 4.057196e-16 5.645474e-16 6.352547e-16 \n", + " 25 52 5.053301e-23 7.031525e-23 7.912196e-23 \n", + " 26 52 1.138596e-21 1.584325e-21 1.782755e-21 \n", + " 56 3.263428e-21 5.757073e-21 7.789663e-21 \n", + " 27 56 1.008536e-19 1.779177e-19 2.407332e-19 \n", + " 28 56 9.759493e-20 1.721690e-19 2.329549e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 3.893981e-06 3.154909e-06 2.975263e-06 \n", + " 23 48 1.577712e-05 1.278265e-05 1.205478e-05 \n", + " 24 48 1.461326e-07 1.183969e-07 1.116551e-07 \n", + " 52 4.834072e-04 4.147449e-04 3.993771e-04 \n", + " 25 52 6.020912e-11 5.165712e-11 4.974305e-11 \n", + " 26 52 1.356616e-09 1.163925e-09 1.120797e-09 \n", + " 56 2.169207e-03 6.509486e-03 7.860864e-03 \n", + " 27 56 6.703758e-02 2.011704e-01 2.429337e-01 \n", + " 28 56 6.487153e-02 1.946704e-01 2.350843e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 3.538363e-06 4.603111e-06 7.733911e-06 \n", + " 23 48 1.433627e-05 1.865028e-05 3.133524e-05 \n", + " 24 48 1.327870e-07 1.727447e-07 2.902368e-07 \n", + " 52 4.614170e-04 6.178854e-04 1.182970e-03 \n", + " 25 52 5.747021e-11 7.695859e-11 1.473407e-10 \n", + " 26 52 1.294904e-09 1.734011e-09 3.319842e-09 \n", + " 56 9.438759e-03 9.773135e-03 9.756122e-03 \n", + " 27 56 2.916972e-01 3.020308e-01 3.015051e-01 \n", + " 28 56 2.822722e-01 2.922719e-01 2.917632e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.504237e-05 ... 4.947615e-17 7.174957e-21 \n", + " 23 48 6.094668e-05 ... 2.004609e-16 2.907055e-20 \n", + " 24 48 5.645072e-07 ... 1.856732e-18 2.692605e-22 \n", + " 52 1.893072e-03 ... 8.245543e-20 4.552383e-25 \n", + " 25 52 2.357851e-10 ... 1.026995e-26 5.670065e-32 \n", + " 26 52 5.312648e-09 ... 2.313999e-25 1.277564e-30 \n", + " 56 9.722103e-03 ... 3.372466e-25 0.000000e+00 \n", + " 27 56 3.004537e-01 ... 1.042233e-23 0.000000e+00 \n", + " 28 56 2.907458e-01 ... 1.008558e-23 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.565554e-20 7.154760e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.444644e-19 2.898872e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.338075e-21 2.685025e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.825799e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 6.010607e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.354294e-29 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 1.001247e-13 1.134591e-13 1.139996e-13 \n", + " 23 48 3.889081e-13 4.407024e-13 4.428018e-13 \n", + " 24 48 3.105187e-15 3.518732e-15 3.535494e-15 \n", + " 52 4.058060e-16 5.646676e-16 6.353900e-16 \n", + " 25 52 3.366493e-23 4.684380e-23 5.271081e-23 \n", + " 26 52 7.585294e-22 1.055472e-21 1.187666e-21 \n", + " 56 3.448151e-21 6.082945e-21 8.230588e-21 \n", + " 27 56 1.028929e-19 1.815152e-19 2.456008e-19 \n", + " 28 56 9.537086e-20 1.682455e-19 2.276462e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 4.031781e-06 3.266555e-06 3.080552e-06 \n", + " 23 48 1.566040e-05 1.268808e-05 1.196560e-05 \n", + " 24 48 1.250385e-07 1.013063e-07 9.553779e-08 \n", + " 52 4.835102e-04 4.148332e-04 3.994622e-04 \n", + " 25 52 4.011113e-11 3.441382e-11 3.313866e-11 \n", + " 26 52 9.037735e-10 7.754031e-10 7.466717e-10 \n", + " 56 2.291992e-03 6.877948e-03 8.305820e-03 \n", + " 27 56 6.839307e-02 2.052380e-01 2.478458e-01 \n", + 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8.511092e-31 \n", + " 56 1.027241e-02 ... 3.563361e-25 0.000000e+00 \n", + " 27 56 3.065289e-01 ... 1.063307e-23 0.000000e+00 \n", + " 28 56 2.841200e-01 ... 9.855740e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.691732e-20 7.407952e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.433957e-19 2.877426e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.144924e-21 2.297444e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.826826e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 4.004248e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 9.022267e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 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52 1.046457e-10 ... 4.557993e-27 2.516479e-32 \n", + " 26 52 2.357850e-09 ... 1.026995e-25 5.670064e-31 \n", + " 56 1.083359e-02 ... 3.758025e-25 0.000000e+00 \n", + " 27 56 3.124421e-01 ... 1.083820e-23 0.000000e+00 \n", + " 28 56 2.776453e-01 ... 9.631139e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.816964e-20 7.659247e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.423085e-19 2.855610e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 9.796553e-22 1.965809e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.827827e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 2.667618e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 6.010606e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 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1.527348e-11 1.470755e-11 \n", + " 26 52 4.011113e-10 3.441381e-10 3.313866e-10 \n", + " 56 2.544773e-03 7.636508e-03 9.221858e-03 \n", + " 27 56 7.099654e-02 2.130507e-01 2.572803e-01 \n", + " 28 56 6.053679e-02 1.816624e-01 2.193758e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 3.911180e-06 5.088116e-06 8.548790e-06 \n", + " 23 48 1.401302e-05 1.822976e-05 3.062870e-05 \n", + " 24 48 8.318501e-08 1.082167e-07 1.818201e-07 \n", + " 52 4.617042e-04 6.182699e-04 1.183706e-03 \n", + " 25 52 1.699224e-11 2.275438e-11 4.356429e-11 \n", + " 26 52 3.828647e-10 5.126957e-10 9.815791e-10 \n", + " 56 1.107294e-02 1.146521e-02 1.144525e-02 \n", + " 27 56 3.089236e-01 3.198675e-01 3.193107e-01 \n", + " 28 56 2.634107e-01 2.727422e-01 2.722674e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 1.662730e-05 ... 5.468917e-17 7.930942e-21 \n", + " 23 48 5.957247e-05 ... 1.959410e-16 2.841507e-20 \n", + " 24 48 3.536380e-07 ... 1.163158e-18 1.686794e-22 \n", + " 52 1.894250e-03 ... 8.250674e-20 4.555217e-25 \n", + " 25 52 6.971467e-11 ... 3.036521e-27 1.676470e-32 \n", + " 26 52 1.570793e-09 ... 6.841809e-26 3.777379e-31 \n", + " 56 1.140534e-02 ... 3.956359e-25 0.000000e+00 \n", + " 27 56 3.181973e-01 ... 1.103783e-23 0.000000e+00 \n", + " 28 56 2.713180e-01 ... 9.411657e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 3.941237e-20 7.908617e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.412071e-19 2.833509e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 8.382426e-22 1.682046e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.828802e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.777159e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 4.004248e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number 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atomic_number mass_number ... \n", + " 22 48 1.766354e-05 ... 5.809751e-17 8.425214e-21 \n", + " 23 48 5.863086e-05 ... 1.928439e-16 2.796594e-20 \n", + " 24 48 2.589118e-07 ... 8.515918e-19 1.234966e-22 \n", + " 52 1.894986e-03 ... 8.253881e-20 4.556987e-25 \n", + " 25 52 3.094065e-11 ... 1.347664e-27 7.440483e-33 \n", + " 26 52 6.971466e-10 ... 3.036520e-26 1.676470e-31 \n", + " 56 1.257946e-02 ... 4.363644e-25 0.000000e+00 \n", + " 27 56 3.292477e-01 ... 1.142116e-23 0.000000e+00 \n", + " 28 56 2.590929e-01 ... 8.987583e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 4.186862e-20 8.401498e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.389751e-19 2.788721e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 6.137092e-22 1.231489e-27 0.0 0.0 0.0 0.0 \n", + " 52 4.830678e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 7.887357e-32 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.777158e-30 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 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atomic_number mass_number \n", + " 22 48 4.705035e-06 3.812026e-06 3.594963e-06 \n", + " 23 48 1.505477e-05 1.219740e-05 1.150286e-05 \n", + " 24 48 5.734901e-08 4.646425e-08 4.381850e-08 \n", + " 52 4.839865e-04 4.152419e-04 3.998557e-04 \n", + " 25 52 5.263541e-12 4.515917e-12 4.348586e-12 \n", + " 26 52 1.185967e-10 1.017515e-10 9.798121e-11 \n", + " 56 2.941020e-03 8.825591e-03 1.065780e-02 \n", + " 27 56 7.464518e-02 2.239998e-01 2.705024e-01 \n", + " 28 56 5.649170e-02 1.695237e-01 2.047171e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 4.275347e-06 5.561866e-06 9.344761e-06 \n", + " 23 48 1.367989e-05 1.779639e-05 2.990058e-05 \n", + " 24 48 5.211160e-08 6.779280e-08 1.139020e-07 \n", + " 52 4.619700e-04 6.186258e-04 1.184387e-03 \n", + " 25 52 5.024103e-12 6.727796e-12 1.288067e-11 \n", + " 26 52 1.132018e-10 1.515889e-10 2.902239e-10 \n", + " 56 1.279711e-02 1.325046e-02 1.322740e-02 \n", + " 27 56 3.247998e-01 3.363061e-01 3.357207e-01 \n", + 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28 56 8.305126e-20 1.465122e-19 1.982398e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 4.836473e-06 3.918517e-06 3.695390e-06 \n", + " 23 48 1.493160e-05 1.209761e-05 1.140875e-05 \n", + " 24 48 4.907072e-08 3.975717e-08 3.749333e-08 \n", + " 52 4.840747e-04 4.153176e-04 3.999286e-04 \n", + " 25 52 3.506555e-12 3.008490e-12 2.897015e-12 \n", + " 26 52 7.900878e-11 6.778651e-11 6.527478e-11 \n", + " 56 3.077413e-03 9.234888e-03 1.115206e-02 \n", + " 27 56 7.579610e-02 2.274535e-01 2.746732e-01 \n", + " 28 56 5.520432e-02 1.656605e-01 2.000518e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 4.394781e-06 5.717240e-06 9.605812e-06 \n", + " 23 48 1.356797e-05 1.765079e-05 2.965594e-05 \n", + " 24 48 4.458932e-08 5.800695e-08 9.746029e-08 \n", + " 52 4.620542e-04 6.187386e-04 1.184603e-03 \n", + " 25 52 3.347042e-12 4.482037e-12 8.581063e-12 \n", + " 26 52 7.541467e-11 1.009881e-10 1.933463e-10 \n", + " 56 1.339059e-02 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1.817495e-24 2.045129e-24 \n", + " 26 52 2.943021e-23 4.095131e-23 4.608030e-23 \n", + " 56 5.049359e-21 8.907667e-21 1.205260e-20 \n", + " 27 56 1.173526e-19 2.070239e-19 2.801156e-19 \n", + " 28 56 7.930911e-20 1.399106e-19 1.893074e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 5.096107e-06 4.128873e-06 3.893768e-06 \n", + " 23 48 1.468509e-05 1.189788e-05 1.122040e-05 \n", + " 24 48 3.592653e-08 2.910773e-08 2.745029e-08 \n", + " 52 4.842446e-04 4.154633e-04 4.000690e-04 \n", + " 25 52 1.556273e-12 1.335223e-12 1.285748e-12 \n", + " 26 52 3.506554e-11 3.008490e-11 2.897014e-11 \n", + " 56 3.356318e-03 1.007184e-02 1.216277e-02 \n", + " 27 56 7.800449e-02 2.340806e-01 2.826760e-01 \n", + " 28 56 5.271691e-02 1.581961e-01 1.910378e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 4.630704e-06 6.024155e-06 1.012148e-05 \n", + " 23 48 1.334397e-05 1.735938e-05 2.916634e-05 \n", + " 24 48 3.264554e-08 4.246909e-08 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22 48 4.666290e-20 9.363533e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.344652e-19 2.698223e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 3.289641e-22 6.601103e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.834158e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.553610e-32 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 3.500553e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 1.297396e-13 1.470182e-13 1.477185e-13 \n", + " 23 48 3.616322e-13 4.097940e-13 4.117461e-13 \n", + " 24 48 7.634066e-16 8.650761e-16 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48 1.323218e-05 1.721395e-05 2.892200e-05 \n", + " 24 48 2.793317e-08 3.633870e-08 6.105442e-08 \n", + " 52 4.622944e-04 6.190603e-04 1.185219e-03 \n", + " 25 52 9.896212e-13 1.325206e-12 2.537166e-12 \n", + " 26 52 2.229789e-11 2.985919e-11 5.716677e-11 \n", + " 56 1.522380e-02 1.576311e-02 1.573567e-02 \n", + " 27 56 3.440245e-01 3.562118e-01 3.555918e-01 \n", + " 28 56 2.241570e-01 2.320980e-01 2.316939e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.018138e-05 ... 6.637896e-17 9.626178e-21 \n", + " 23 48 5.625295e-05 ... 1.850227e-16 2.683172e-20 \n", + " 24 48 1.187501e-07 ... 3.905834e-19 5.664182e-23 \n", + " 52 1.896672e-03 ... 8.261221e-20 4.561040e-25 \n", + " 25 52 4.060154e-12 ... 1.768458e-28 9.763695e-34 \n", + " 26 52 9.148233e-11 ... 3.984642e-27 2.199930e-32 \n", + " 56 1.568080e-02 ... 5.439459e-25 0.000000e+00 \n", + " 27 56 3.543518e-01 ... 1.229199e-23 0.000000e+00 \n", + " 28 56 2.308860e-01 ... 8.009124e-24 0.000000e+00 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3.585853e-13 4.063412e-13 4.082769e-13 \n", + " 24 48 6.532093e-16 7.402029e-16 7.437290e-16 \n", + " 52 4.065580e-16 5.657140e-16 6.365674e-16 \n", + " 25 52 5.797009e-25 8.066374e-25 9.076656e-25 \n", + " 26 52 1.306167e-23 1.817494e-23 2.045128e-23 \n", + " 56 5.480672e-21 9.668553e-21 1.308213e-20 \n", + " 27 56 1.204946e-19 2.125668e-19 2.876155e-19 \n", + " 28 56 7.573557e-20 1.336065e-19 1.807776e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 5.351424e-06 4.335732e-06 4.088848e-06 \n", + " 23 48 1.443937e-05 1.169880e-05 1.103265e-05 \n", + " 24 48 2.630318e-08 2.131087e-08 2.009740e-08 \n", + " 52 4.844062e-04 4.156020e-04 4.002024e-04 \n", + " 25 52 6.907027e-13 5.925965e-13 5.706387e-13 \n", + " 26 52 1.556273e-11 1.335223e-11 1.285748e-11 \n", + " 56 3.643013e-03 1.093217e-02 1.320171e-02 \n", + " 27 56 8.009301e-02 2.403479e-01 2.902445e-01 \n", + " 28 56 5.034157e-02 1.510680e-01 1.824300e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 4.862704e-06 6.325968e-06 1.062857e-05 \n", + " 23 48 1.312069e-05 1.706892e-05 2.867832e-05 \n", + " 24 48 2.390104e-08 3.109323e-08 5.224125e-08 \n", + " 52 4.623705e-04 6.191622e-04 1.185414e-03 \n", + " 25 52 6.592826e-13 8.828480e-13 1.690253e-12 \n", + " 26 52 1.485478e-11 1.989210e-11 3.808433e-11 \n", + " 56 1.585166e-02 1.641321e-02 1.638464e-02 \n", + " 27 56 3.485046e-01 3.608507e-01 3.602226e-01 \n", + " 28 56 2.190487e-01 2.268087e-01 2.264139e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.067244e-05 ... 6.799412e-17 9.860406e-21 \n", + " 23 48 5.577899e-05 ... 1.834638e-16 2.660564e-20 \n", + " 24 48 1.016086e-07 ... 3.342029e-19 4.846561e-23 \n", + " 52 1.896984e-03 ... 8.262582e-20 4.561791e-25 \n", + " 25 52 2.704862e-12 ... 1.178141e-28 6.504544e-34 \n", + " 26 52 6.094525e-11 ... 2.654556e-27 1.465587e-32 \n", + " 56 1.632751e-02 ... 5.663793e-25 0.000000e+00 \n", + " 27 56 3.589665e-01 ... 1.245206e-23 0.000000e+00 \n", + " 28 56 2.256244e-01 ... 7.826606e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 4.900073e-20 9.832650e-26 0.0 0.0 0.0 0.0 \n", + " 23 48 1.322152e-19 2.653075e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 2.408471e-22 4.832918e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.835771e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 6.895205e-33 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.553610e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " 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9.763694e-33 \n", + " 56 1.698247e-02 ... 5.890989e-25 0.000000e+00 \n", + " 27 56 3.634530e-01 ... 1.260769e-23 0.000000e+00 \n", + " 28 56 2.204827e-01 ... 7.648246e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 5.015488e-20 1.006425e-25 0.0 0.0 0.0 0.0 \n", + " 23 48 1.310957e-19 2.630611e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 2.060810e-22 4.135289e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.836548e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 4.593565e-33 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 1.035010e-31 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 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3.937072e-03 1.181460e-02 1.426733e-02 \n", + " 27 56 8.206714e-02 2.462720e-01 2.973984e-01 \n", + " 28 56 4.807326e-02 1.442611e-01 1.742100e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 5.090803e-06 6.622705e-06 1.112713e-05 \n", + " 23 48 1.289898e-05 1.678048e-05 2.819370e-05 \n", + " 24 48 1.749886e-08 2.276454e-08 3.824780e-08 \n", + " 52 4.625172e-04 6.193586e-04 1.185790e-03 \n", + " 25 52 2.926017e-13 3.918241e-13 7.501651e-13 \n", + " 26 52 6.592825e-12 8.828478e-12 1.690252e-11 \n", + " 56 1.713118e-02 1.773807e-02 1.770719e-02 \n", + " 27 56 3.570946e-01 3.697449e-01 3.691013e-01 \n", + " 28 56 2.091788e-01 2.165891e-01 2.162121e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.164213e-05 ... 7.118357e-17 1.032294e-20 \n", + " 23 48 5.483642e-05 ... 1.803636e-16 2.615605e-20 \n", + " 24 48 7.439153e-08 ... 2.446826e-19 3.548351e-23 \n", + " 52 1.897586e-03 ... 8.265203e-20 4.563238e-25 \n", + " 25 52 1.200467e-12 ... 5.228806e-29 2.886836e-34 \n", + " 26 52 2.704862e-11 ... 1.178141e-27 6.504543e-33 \n", + " 56 1.764544e-02 ... 6.120967e-25 0.000000e+00 \n", + " 27 56 3.678143e-01 ... 1.275898e-23 0.000000e+00 \n", + " 28 56 2.154581e-01 ... 7.473952e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 5.129924e-20 1.029388e-25 0.0 0.0 0.0 0.0 \n", + " 23 48 1.299810e-19 2.608243e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.763333e-22 3.538363e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.837305e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 3.060219e-33 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 6.895204e-32 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 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1.752132e-13 1.687210e-13 \n", + " 26 52 4.601439e-12 3.947859e-12 3.801577e-12 \n", + " 56 4.086736e-03 1.226372e-02 1.480969e-02 \n", + " 27 56 8.301295e-02 2.491103e-01 3.008259e-01 \n", + " 28 56 4.697773e-02 1.409736e-01 1.702399e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 5.203398e-06 6.769182e-06 1.137323e-05 \n", + " 23 48 1.278890e-05 1.663728e-05 2.795310e-05 \n", + " 24 48 1.497291e-08 1.947849e-08 3.272676e-08 \n", + " 52 4.625878e-04 6.194532e-04 1.185971e-03 \n", + " 25 52 1.949304e-13 2.610320e-13 4.997577e-13 \n", + " 26 52 4.392120e-12 5.881505e-12 1.126041e-11 \n", + " 56 1.778241e-02 1.841236e-02 1.838031e-02 \n", + " 27 56 3.612100e-01 3.740062e-01 3.733552e-01 \n", + " 28 56 2.044118e-01 2.116533e-01 2.112848e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.212080e-05 ... 7.275797e-17 1.055125e-20 \n", + " 23 48 5.436845e-05 ... 1.788243e-16 2.593284e-20 \n", + " 24 48 6.365316e-08 ... 2.093629e-19 3.036149e-23 \n", + " 52 1.897876e-03 ... 8.266465e-20 4.563935e-25 \n", + " 25 52 7.997478e-13 ... 3.483414e-29 1.923201e-34 \n", + " 26 52 1.801971e-11 ... 7.848738e-28 4.333306e-33 \n", + " 56 1.831622e-02 ... 6.353649e-25 0.000000e+00 \n", + " 27 56 3.720533e-01 ... 1.290603e-23 0.000000e+00 \n", + " 28 56 2.105481e-01 ... 7.303629e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 5.243385e-20 1.052155e-25 0.0 0.0 0.0 0.0 \n", + " 23 48 1.288718e-19 2.585984e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.508797e-22 3.027602e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.838044e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 2.038708e-33 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 4.593564e-32 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number 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1.077273e-08 \n", + " 52 4.847060e-04 4.158592e-04 4.004501e-04 \n", + " 25 52 1.360510e-13 1.167265e-13 1.124014e-13 \n", + " 26 52 3.065465e-12 2.630051e-12 2.532599e-12 \n", + " 56 4.238090e-03 1.271792e-02 1.535817e-02 \n", + " 27 56 8.393211e-02 2.518685e-01 3.041568e-01 \n", + " 28 56 4.590716e-02 1.377610e-01 1.663604e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 5.315032e-06 6.914408e-06 1.161723e-05 \n", + " 23 48 1.267942e-05 1.649485e-05 2.771380e-05 \n", + " 24 48 1.281158e-08 1.666678e-08 2.800267e-08 \n", + " 52 4.626567e-04 6.195455e-04 1.186148e-03 \n", + " 25 52 1.298620e-13 1.738987e-13 3.329370e-13 \n", + " 26 52 2.926017e-12 3.918241e-12 7.501649e-12 \n", + " 56 1.844099e-02 1.909427e-02 1.906104e-02 \n", + " 27 56 3.652095e-01 3.781474e-01 3.774891e-01 \n", + " 28 56 1.997535e-01 2.068299e-01 2.064699e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.259538e-05 ... 7.431891e-17 1.077762e-20 \n", + " 23 48 5.390301e-05 ... 1.772935e-16 2.571084e-20 \n", + " 24 48 5.446486e-08 ... 1.791415e-19 2.597883e-23 \n", + " 52 1.898158e-03 ... 8.267696e-20 4.564614e-25 \n", + " 25 52 5.327895e-13 ... 2.320640e-29 1.281231e-34 \n", + " 26 52 1.200467e-11 ... 5.228805e-28 2.886835e-33 \n", + " 56 1.899457e-02 ... 6.588960e-25 0.000000e+00 \n", + " 27 56 3.761728e-01 ... 1.304893e-23 0.000000e+00 \n", + " 28 56 2.057499e-01 ... 7.137188e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 5.355876e-20 1.074728e-25 0.0 0.0 0.0 0.0 \n", + " 23 48 1.277685e-19 2.563846e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.291003e-22 2.590570e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.838764e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 1.358181e-33 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 3.060218e-32 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 27 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 28 56 0.000000e+00 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " \n", + " 64 65 \n", + " atomic_number mass_number \n", + " 22 48 0.0 0.0 \n", + " 23 48 0.0 0.0 \n", + " 24 48 0.0 0.0 \n", + " 52 0.0 0.0 \n", + " 25 52 0.0 0.0 \n", + " 26 52 0.0 0.0 \n", + " 56 0.0 0.0 \n", + " 27 56 0.0 0.0 \n", + " 28 56 0.0 0.0 \n", + " \n", + " [9 rows x 66 columns],\n", + " 0 1 2 \\\n", + " atomic_number mass_number \n", + " 22 48 1.482832e-13 1.680314e-13 1.688319e-13 \n", + " 23 48 3.435507e-13 3.893044e-13 3.911589e-13 \n", + " 24 48 2.995951e-16 3.394948e-16 3.411120e-16 \n", + " 52 4.068687e-16 5.661463e-16 6.370539e-16 \n", + " 25 52 7.607064e-26 1.058502e-25 1.191075e-25 \n", + " 26 52 1.714004e-24 2.384988e-24 2.683698e-24 \n", + " 56 6.606101e-21 1.165394e-20 1.576848e-20 \n", + " 27 56 1.276139e-19 2.251261e-19 3.046090e-19 \n", + " 28 56 6.749040e-20 1.190610e-19 1.610967e-19 \n", + " \n", + " 3 4 5 \\\n", + " atomic_number mass_number \n", + " 22 48 5.971012e-06 4.837722e-06 4.562254e-06 \n", + " 23 48 1.383397e-05 1.120830e-05 1.057008e-05 \n", + " 24 48 1.206398e-08 9.774253e-09 9.217690e-09 \n", + " 52 4.847763e-04 4.159196e-04 4.005083e-04 \n", + " 25 52 9.063673e-14 7.776285e-14 7.488146e-14 \n", + " 26 52 2.042203e-12 1.752132e-12 1.687209e-12 \n", + " 56 4.391088e-03 1.317704e-02 1.591261e-02 \n", + " 27 56 8.482522e-02 2.545486e-01 3.073933e-01 \n", + " 28 56 4.486099e-02 1.346216e-01 1.625692e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 5.425708e-06 7.058388e-06 1.185914e-05 \n", + " 23 48 1.257058e-05 1.635326e-05 2.747591e-05 \n", + " 24 48 1.096223e-08 1.426094e-08 2.396050e-08 \n", + " 52 4.627239e-04 6.196354e-04 1.186320e-03 \n", + " 25 52 8.651367e-14 1.158508e-13 2.218016e-13 \n", + " 26 52 1.949303e-12 2.610320e-12 4.997576e-12 \n", + " 56 1.910672e-02 1.978359e-02 1.974915e-02 \n", + " 27 56 3.690957e-01 3.821712e-01 3.815060e-01 \n", + " 28 56 1.952014e-01 2.021165e-01 2.017647e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.306589e-05 ... 7.586648e-17 1.100204e-20 \n", + " 23 48 5.344032e-05 ... 1.757716e-16 2.549014e-20 \n", + " 24 48 4.660289e-08 ... 1.532825e-19 2.222880e-23 \n", + " 52 1.898434e-03 ... 8.268896e-20 4.565277e-25 \n", + " 25 52 3.549427e-13 ... 1.546003e-29 8.535519e-35 \n", + " 26 52 7.997476e-12 ... 3.483414e-28 1.923201e-33 \n", + " 56 1.968029e-02 ... 6.826825e-25 0.000000e+00 \n", + " 27 56 3.801756e-01 ... 1.318778e-23 0.000000e+00 \n", + " 28 56 2.010611e-01 ... 6.974540e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 5.467403e-20 1.097107e-25 0.0 0.0 0.0 0.0 \n", + " 23 48 1.266718e-19 2.541839e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 1.104648e-22 2.216623e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.839467e-24 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 25 52 9.048161e-34 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 26 52 2.038708e-32 0.000000e+00 0.0 0.0 0.0 0.0 \n", + " 56 0.000000e+00 0.000000e+00 0.0 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atomic_number mass_number \n", + " 22 48 6.091765e-06 4.935557e-06 4.654518e-06 \n", + " 23 48 1.371495e-05 1.111187e-05 1.047914e-05 \n", + " 24 48 1.032255e-08 8.363345e-09 7.887122e-09 \n", + " 52 4.848450e-04 4.159785e-04 4.005650e-04 \n", + " 25 52 6.038191e-14 5.180537e-14 4.988580e-14 \n", + " 26 52 1.360509e-12 1.167265e-12 1.124014e-12 \n", + " 56 4.545681e-03 1.364095e-02 1.647284e-02 \n", + " 27 56 8.569290e-02 2.571524e-01 3.105376e-01 \n", + " 28 56 4.383866e-02 1.315537e-01 1.588644e-01 \n", + " \n", + " 6 7 8 \\\n", + " atomic_number mass_number \n", + " 22 48 5.535433e-06 7.201132e-06 1.209897e-05 \n", + " 23 48 1.246243e-05 1.621256e-05 2.723952e-05 \n", + " 24 48 9.379842e-09 1.220238e-08 2.050182e-08 \n", + " 52 4.627894e-04 6.197231e-04 1.186488e-03 \n", + " 25 52 5.763514e-14 7.717945e-14 1.477636e-13 \n", + " 26 52 1.298620e-12 1.738987e-12 3.329370e-12 \n", + " 56 1.977939e-02 2.048009e-02 2.044444e-02 \n", + " 27 56 3.728712e-01 3.860805e-01 3.854084e-01 \n", + 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2.118359e-02 2.114671e-02 \n", + " 27 56 3.765386e-01 3.898778e-01 3.891991e-01 \n", + " 28 56 1.864059e-01 1.930095e-01 1.926735e-01 \n", + " \n", + " 9 ... 56 57 \\\n", + " atomic_number mass_number ... \n", + " 22 48 2.399481e-05 ... 7.892179e-17 1.144512e-20 \n", + " 23 48 5.252381e-05 ... 1.727571e-16 2.505298e-20 \n", + " 24 48 3.411975e-08 ... 1.122239e-19 1.627455e-23 \n", + " 52 1.898965e-03 ... 8.271209e-20 4.566554e-25 \n", + " 25 52 1.575301e-13 ... 6.861445e-30 3.788220e-35 \n", + " 26 52 3.549427e-12 ... 1.546003e-28 8.535518e-34 \n", + " 56 2.107297e-02 ... 7.309930e-25 0.000000e+00 \n", + " 27 56 3.878419e-01 ... 1.345371e-23 0.000000e+00 \n", + " 28 56 1.920017e-01 ... 6.660278e-24 0.000000e+00 \n", + " \n", + " 58 59 60 61 62 63 \\\n", + " atomic_number mass_number \n", + " 22 48 5.687588e-20 1.141290e-25 0.0 0.0 0.0 0.0 \n", + " 23 48 1.244993e-19 2.498245e-25 0.0 0.0 0.0 0.0 \n", + " 24 48 8.087544e-23 1.622874e-28 0.0 0.0 0.0 0.0 \n", + " 52 4.840820e-24 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{ "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -157,7 +3828,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -166,7 +3837,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -175,223 +3846,58 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "isotope_decay_df = create_isotope_decay_df(total_decays, gamma_ray_lines)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "isotope_decay_df = distribute_packets(isotope_decay_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "packet = sample_single_packet(isotope_decay_df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sample_packets(isotope_decay_df, 1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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number_of_decaysdecay_moderadiationradiation_energy_keVradiation_intensityenergy_per_channel_keVdecay_energy_keV
shell_numberisotope
0Fe524.075312e+34ECbp340.00000055.4900188.6660007.688728e+36
Fe524.075312e+34ECbp av340.00000155.4900188.6660007.688728e+36
Fe524.075312e+34ECe5.19000026.90001.3961105.689584e+34
Fe524.075312e+34ECe0.61000062.50000.3812501.553713e+34
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" - ], "text/plain": [ - " number_of_decays decay_mode radiation \\\n", - "shell_number isotope \n", - "0 Fe52 4.075312e+34 EC bp \n", - " Fe52 4.075312e+34 EC bp av \n", - " Fe52 4.075312e+34 EC e \n", - " Fe52 4.075312e+34 EC e \n", - " Fe52 4.075312e+34 EC e \n", - "... ... ... ... \n", - "65 V48 0.000000e+00 EC g \n", - " V48 0.000000e+00 EC g \n", - " V48 0.000000e+00 EC g \n", - " V48 0.000000e+00 EC g \n", - " V48 0.000000e+00 EC g \n", - "\n", - " radiation_energy_keV radiation_intensity \\\n", - "shell_number isotope \n", - "0 Fe52 340.000000 55.4900 \n", - " Fe52 340.000001 55.4900 \n", - " Fe52 5.190000 26.9000 \n", - " Fe52 0.610000 62.5000 \n", - " Fe52 162.149000 0.6990 \n", - "... ... ... \n", - "65 V48 1312.105000 98.2000 \n", - " V48 1437.521000 0.1200 \n", - " V48 2240.396000 2.3330 \n", - " V48 2375.200000 0.0087 \n", - " V48 2420.940000 0.0067 \n", - "\n", - " energy_per_channel_keV decay_energy_keV \n", - "shell_number isotope \n", - "0 Fe52 188.666000 7.688728e+36 \n", - " Fe52 188.666000 7.688728e+36 \n", - " Fe52 1.396110 5.689584e+34 \n", - " Fe52 0.381250 1.553713e+34 \n", - " Fe52 1.133422 4.619046e+34 \n", - "... ... ... \n", - "65 V48 1288.487110 0.000000e+00 \n", - " V48 1.725025 0.000000e+00 \n", - " V48 52.268439 0.000000e+00 \n", - " V48 0.206642 0.000000e+00 \n", - " V48 0.162203 0.000000e+00 \n", - "\n", - "[18744 rows x 7 columns]" + "pandas.core.frame.DataFrame" ] }, - "execution_count": 12, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "create_isotope_decay_df(total_decays, gamma_ray_lines)" + "type(packet)" ] }, { diff --git a/tardis/energy_input/gamma_ray_channel.py b/tardis/energy_input/gamma_ray_channel.py index 1eb2cd04157..bd86af1a262 100644 --- a/tardis/energy_input/gamma_ray_channel.py +++ b/tardis/energy_input/gamma_ray_channel.py @@ -206,7 +206,7 @@ def sample_single_packet(isotope_decay_df): Returns ------- - sampled_packet : pd.Series + sampled_packet : pd.Dataframe A Series of sampled packets using the normalized energy in each channel. """ From e4f680a07d6e414ea3b70274d7aa1b715cec1c03 Mon Sep 17 00:00:00 2001 From: Knights-Templars Date: Fri, 5 Apr 2024 14:59:01 -0400 Subject: [PATCH 4/4] Changed normalization and added seed as an argument --- tardis/energy_input/gamma_ray_channel.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/tardis/energy_input/gamma_ray_channel.py b/tardis/energy_input/gamma_ray_channel.py index bd86af1a262..c29ed8b0a32 100644 --- a/tardis/energy_input/gamma_ray_channel.py +++ b/tardis/energy_input/gamma_ray_channel.py @@ -194,7 +194,7 @@ def distribute_packets(isotope_decay_df): return isotope_decay_df -def sample_single_packet(isotope_decay_df): +def sample_single_packet(isotope_decay_df, seed): """ Function to sample packet energy from the energy distribution of the decay. @@ -212,7 +212,8 @@ def sample_single_packet(isotope_decay_df): """ sampled_packet = isotope_decay_df.sample( - weights="normalized_energy", random_state=np.random.RandomState(seed=29) + weights="decay_energy_erg", + random_state=np.random.RandomState(seed=seed), ) # random state for reproducibility return sampled_packet