diff --git a/jupyter/testing_ananke.ipynb b/jupyter/testing_ananke.ipynb
index f9dd986..9c54d4c 100644
--- a/jupyter/testing_ananke.ipynb
+++ b/jupyter/testing_ananke.ipynb
@@ -9,7 +9,7 @@
{
"data": {
"text/plain": [
- "'0.1.0.dev1'"
+ "'0.1.0b1'"
]
},
"execution_count": 1,
@@ -41,7 +41,7 @@
{
"data": {
"text/plain": [
- "dict_keys(['pos3', 'vel3', 'mass', 'age', 'feh', 'helium', 'carbon', 'nitrogen', 'oxygen', 'neon', 'magnesium', 'silicon', 'sulphur', 'calcium', 'alpha', 'parentid', 'dform', 'log10_NH'])"
+ "dict_keys(['pos3', 'vel3', 'mass', 'age', 'feh', 'helium', 'carbon', 'nitrogen', 'oxygen', 'neon', 'magnesium', 'silicon', 'sulphur', 'calcium', 'alpha', 'parentid', 'dform', 'id', 'log10_NH'])"
]
},
"execution_count": 2,
@@ -247,6 +247,14 @@
" | \n",
" | Parameters\n",
" | ----------\n",
+ " | input_dir : string\n",
+ " | output_dir : string\n",
+ " | i_o_dir : string\n",
+ " | Optional arguments to specify paths for the directories where\n",
+ " | ananke should generate input and output data. If the i_o_dir\n",
+ " | keyword argument is provided, it overrides any path given to\n",
+ " | the input_dir and output_dir keyword arguments.\n",
+ " | \n",
" | k_factor : float\n",
" | Scaling factor applied to the kernels lengths to adjust all\n",
" | the kernels sizes uniformly. Lower values reduces the kernels\n",
@@ -290,7 +298,7 @@
" | display_extinction_docs() from builtins.type\n",
" | Print the ExtinctionDriver constructor docstring\n",
" | \n",
- " | make_dummy_particles_input(n_parts=100000) from builtins.type\n",
+ " | make_dummy_particles_input(n_parts=100000, with_densities=False) from builtins.type\n",
" | Generate an example dummy input particles dictionary for Ananke\n",
" | made of randomly generated arrays.\n",
" | \n",
@@ -384,9 +392,9 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/home/athob/miniconda3/envs/main/lib/python3.10/site-packages/ananke/utils.py:21: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
+ "/home/athob/miniconda3/envs/main/lib/python3.10/site-packages/ananke/utils.py:23: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" self._record_of_all_used_keys = set()\n",
- "/home/athob/miniconda3/envs/main/lib/python3.10/site-packages/ananke/utils.py:21: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
+ "/home/athob/miniconda3/envs/main/lib/python3.10/site-packages/ananke/utils.py:23: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" self._record_of_all_used_keys = set()\n"
]
}
@@ -434,118 +442,118 @@
"Particle Type = 1 First node number = 1\n",
" Last node number = 199999\n",
"Total number of nodes = 199999\n",
- "Treebuild time = 0.084609 s \n",
+ "Treebuild time = 0.082261 s \n",
"\n",
"Density Calculation. Smoothing .....\n",
- "Evaluated = 1 % Time Left = 0.632307 s of 0.638700 s Par no = 96805 Density = 4.540412e-02 \n",
- "Evaluated = 2 % Time Left = 0.602645 s of 0.614950 s Par no = 55454 Density = 4.964532e-03 \n",
- "Evaluated = 3 % Time Left = 0.621408 s of 0.640633 s Par no = 27717 Density = 1.827217e-01 \n",
- "Evaluated = 4 % Time Left = 0.623538 s of 0.649525 s Par no = 42234 Density = 2.712376e-02 \n",
- "Evaluated = 5 % Time Left = 0.614625 s of 0.646980 s Par no = 99785 Density = 2.988042e-01 \n",
- "Evaluated = 6 % Time Left = 0.611792 s of 0.650850 s Par no = 88021 Density = 1.791133e-01 \n",
- "Evaluated = 7 % Time Left = 0.620197 s of 0.666886 s Par no = 75708 Density = 1.165057e-01 \n",
- "Evaluated = 8 % Time Left = 0.608654 s of 0.661587 s Par no = 45579 Density = 7.255409e-02 \n",
- "Evaluated = 9 % Time Left = 0.592869 s of 0.651511 s Par no = 30351 Density = 8.828936e-02 \n",
- "Evaluated = 10 % Time Left = 0.597062 s of 0.663410 s Par no = 89176 Density = 1.775999e-01 \n",
- "Evaluated = 11 % Time Left = 0.590282 s of 0.663245 s Par no = 60361 Density = 8.299880e-02 \n",
- "Evaluated = 12 % Time Left = 0.592292 s of 0.673067 s Par no = 90082 Density = 2.203585e-01 \n",
- "Evaluated = 13 % Time Left = 0.589184 s of 0.677231 s Par no = 26814 Density = 1.910994e-02 \n",
- "Evaluated = 14 % Time Left = 0.579117 s of 0.673400 s Par no = 74297 Density = 2.157651e-02 \n",
- "Evaluated = 15 % Time Left = 0.577058 s of 0.678900 s Par no = 94905 Density = 9.119636e-02 \n",
- "Evaluated = 16 % Time Left = 0.573262 s of 0.682462 s Par no = 51653 Density = 9.666828e-02 \n",
- "Evaluated = 17 % Time Left = 0.567205 s of 0.683388 s Par no = 39308 Density = 1.287775e-01 \n",
- "Evaluated = 18 % Time Left = 0.560495 s of 0.683539 s Par no = 7800 Density = 4.130107e-02 \n",
- "Evaluated = 19 % Time Left = 0.551480 s of 0.680847 s Par no = 42838 Density = 5.914273e-02 \n",
- "Evaluated = 20 % Time Left = 0.543965 s of 0.679965 s Par no = 49016 Density = 1.554842e-01 \n",
- "Evaluated = 21 % Time Left = 0.537092 s of 0.679871 s Par no = 29173 Density = 5.981782e-02 \n",
- "Evaluated = 22 % Time Left = 0.527412 s of 0.676177 s Par no = 14018 Density = 4.713365e-02 \n",
- "Evaluated = 23 % Time Left = 0.519034 s of 0.674078 s Par no = 90617 Density = 4.088211e-02 \n",
- "Evaluated = 24 % Time Left = 0.514393 s of 0.676842 s Par no = 20588 Density = 1.273881e-01 \n",
- "Evaluated = 25 % Time Left = 0.509909 s of 0.679888 s Par no = 15465 Density = 1.274245e-01 \n",
- "Evaluated = 26 % Time Left = 0.506665 s of 0.684692 s Par no = 99360 Density = 2.044210e-01 \n",
- "Evaluated = 27 % Time Left = 0.499759 s of 0.684611 s Par no = 71132 Density = 2.079416e-02 \n",
- "Evaluated = 28 % Time Left = 0.491591 s of 0.682775 s Par no = 6665 Density = 4.366050e-03 \n",
- "Evaluated = 29 % Time Left = 0.486892 s of 0.685772 s Par no = 44439 Density = 1.463732e-01 \n",
- "Evaluated = 30 % Time Left = 0.483826 s of 0.691190 s Par no = 6386 Density = 1.825201e-01 \n",
- "Evaluated = 31 % Time Left = 0.477934 s of 0.692668 s Par no = 2716 Density = 1.495581e-01 \n",
- "Evaluated = 32 % Time Left = 0.471244 s of 0.693016 s Par no = 69470 Density = 6.785187e-02 \n",
- "Evaluated = 33 % Time Left = 0.465862 s of 0.695327 s Par no = 95884 Density = 1.793627e-01 \n",
- "Evaluated = 34 % Time Left = 0.458893 s of 0.695303 s Par no = 73768 Density = 1.295312e-02 \n",
- "Evaluated = 35 % Time Left = 0.454891 s of 0.699843 s Par no = 47898 Density = 1.088661e-01 \n",
- "Evaluated = 36 % Time Left = 0.448555 s of 0.700878 s Par no = 66396 Density = 3.959185e-02 \n",
- "Evaluated = 37 % Time Left = 0.442871 s of 0.702981 s Par no = 16463 Density = 1.572218e-01 \n",
- "Evaluated = 38 % Time Left = 0.437793 s of 0.706129 s Par no = 55669 Density = 1.712036e-01 \n",
- "Evaluated = 39 % Time Left = 0.431688 s of 0.707697 s Par no = 97705 Density = 1.234432e-01 \n",
- "Evaluated = 40 % Time Left = 0.423659 s of 0.706110 s Par no = 43442 Density = 6.719715e-02 \n",
- "Evaluated = 41 % Time Left = 0.416619 s of 0.706146 s Par no = 10242 Density = 2.102901e-01 \n",
- "Evaluated = 42 % Time Left = 0.411391 s of 0.709307 s Par no = 40929 Density = 1.391802e-01 \n",
- "Evaluated = 43 % Time Left = 0.405441 s of 0.711312 s Par no = 5720 Density = 6.551556e-02 \n",
- "Evaluated = 44 % Time Left = 0.397968 s of 0.710670 s Par no = 66730 Density = 9.093652e-02 \n",
- "Evaluated = 45 % Time Left = 0.392026 s of 0.712787 s Par no = 48819 Density = 2.248661e-01 \n",
- "Evaluated = 46 % Time Left = 0.386118 s of 0.715046 s Par no = 32014 Density = 9.211309e-02 \n",
- "Evaluated = 47 % Time Left = 0.378619 s of 0.714389 s Par no = 31533 Density = 2.932794e-02 \n",
- "Evaluated = 48 % Time Left = 0.370534 s of 0.712579 s Par no = 86677 Density = 1.263195e-01 \n",
- "Evaluated = 49 % Time Left = 0.363817 s of 0.713382 s Par no = 81951 Density = 8.802209e-02 \n",
- "Evaluated = 50 % Time Left = 0.357038 s of 0.714090 s Par no = 80149 Density = 1.559105e-01 \n",
- "Evaluated = 51 % Time Left = 0.349373 s of 0.713022 s Par no = 25229 Density = 5.093941e-02 \n",
- "Evaluated = 52 % Time Left = 0.342154 s of 0.712837 s Par no = 89731 Density = 4.987880e-02 \n",
- "Evaluated = 53 % Time Left = 0.335236 s of 0.713283 s Par no = 76366 Density = 1.511493e-01 \n",
- "Evaluated = 54 % Time Left = 0.327789 s of 0.712600 s Par no = 73159 Density = 1.548675e-02 \n",
- "Evaluated = 55 % Time Left = 0.320368 s of 0.711944 s Par no = 54007 Density = 8.763472e-02 \n",
- "Evaluated = 56 % Time Left = 0.312922 s of 0.711204 s Par no = 36235 Density = 5.465963e-02 \n",
- "Evaluated = 57 % Time Left = 0.305480 s of 0.710435 s Par no = 62068 Density = 4.050222e-02 \n",
- "Evaluated = 58 % Time Left = 0.297459 s of 0.708253 s Par no = 37661 Density = 2.656842e-02 \n",
- "Evaluated = 59 % Time Left = 0.290429 s of 0.708380 s Par no = 67914 Density = 1.940649e-01 \n",
- "Evaluated = 60 % Time Left = 0.283903 s of 0.709775 s Par no = 64732 Density = 5.859732e-02 \n",
- "Evaluated = 61 % Time Left = 0.276049 s of 0.707836 s Par no = 88788 Density = 7.161248e-03 \n",
- "Evaluated = 62 % Time Left = 0.269066 s of 0.708087 s Par no = 44083 Density = 2.877788e-02 \n",
- "Evaluated = 63 % Time Left = 0.261585 s of 0.707005 s Par no = 14045 Density = 3.265437e-02 \n",
- "Evaluated = 64 % Time Left = 0.253791 s of 0.704995 s Par no = 93621 Density = 5.216300e-02 \n",
- "Evaluated = 65 % Time Left = 0.246168 s of 0.703358 s Par no = 9132 Density = 8.411559e-02 \n",
- "Evaluated = 66 % Time Left = 0.239376 s of 0.704068 s Par no = 702 Density = 1.110411e-02 \n",
- "Evaluated = 67 % Time Left = 0.232592 s of 0.704846 s Par no = 45670 Density = 2.465221e-02 \n",
- "Evaluated = 68 % Time Left = 0.225193 s of 0.703750 s Par no = 53860 Density = 1.580593e-02 \n",
- "Evaluated = 69 % Time Left = 0.218125 s of 0.703651 s Par no = 79719 Density = 4.454535e-02 \n",
- "Evaluated = 70 % Time Left = 0.210700 s of 0.702356 s Par no = 96401 Density = 1.035200e-02 \n",
- "Evaluated = 71 % Time Left = 0.203375 s of 0.701317 s Par no = 48105 Density = 3.704986e-02 \n",
- "Evaluated = 72 % Time Left = 0.196080 s of 0.700311 s Par no = 75056 Density = 2.642116e-02 \n",
- "Evaluated = 73 % Time Left = 0.188959 s of 0.699873 s Par no = 97912 Density = 1.775965e-01 \n",
- "Evaluated = 74 % Time Left = 0.181676 s of 0.698781 s Par no = 87879 Density = 7.451770e-02 \n",
- "Evaluated = 75 % Time Left = 0.174729 s of 0.698943 s Par no = 85159 Density = 1.462781e-02 \n",
- "Evaluated = 76 % Time Left = 0.167802 s of 0.699203 s Par no = 78132 Density = 5.302112e-02 \n",
- "Evaluated = 77 % Time Left = 0.160596 s of 0.698273 s Par no = 21990 Density = 3.497640e-03 \n",
- "Evaluated = 78 % Time Left = 0.153372 s of 0.697176 s Par no = 16462 Density = 2.482335e-02 \n",
- "Evaluated = 79 % Time Left = 0.146227 s of 0.696354 s Par no = 22311 Density = 3.571432e-02 \n",
- "Evaluated = 80 % Time Left = 0.138945 s of 0.694759 s Par no = 43269 Density = 1.776266e-02 \n",
- "Evaluated = 81 % Time Left = 0.132238 s of 0.696027 s Par no = 43142 Density = 1.532302e-02 \n",
- "Evaluated = 82 % Time Left = 0.125216 s of 0.695683 s Par no = 52197 Density = 3.049043e-02 \n",
- "Evaluated = 83 % Time Left = 0.118063 s of 0.694527 s Par no = 74476 Density = 1.449572e-01 \n",
- "Evaluated = 84 % Time Left = 0.111058 s of 0.694156 s Par no = 8891 Density = 1.050831e-02 \n",
- "Evaluated = 85 % Time Left = 0.104078 s of 0.693899 s Par no = 1559 Density = 1.452041e-03 \n",
- "Evaluated = 86 % Time Left = 0.097046 s of 0.693236 s Par no = 20602 Density = 2.028736e-01 \n",
- "Evaluated = 87 % Time Left = 0.090166 s of 0.693640 s Par no = 54383 Density = 2.137116e-01 \n",
- "Evaluated = 88 % Time Left = 0.083412 s of 0.695156 s Par no = 70246 Density = 2.757094e-03 \n",
- "Evaluated = 89 % Time Left = 0.076499 s of 0.695508 s Par no = 51472 Density = 5.058417e-04 \n",
- "Evaluated = 90 % Time Left = 0.069476 s of 0.694829 s Par no = 66269 Density = 3.630537e-02 \n",
- "Evaluated = 91 % Time Left = 0.062606 s of 0.695697 s Par no = 62858 Density = 1.776032e-01 \n",
- "Evaluated = 92 % Time Left = 0.055759 s of 0.697078 s Par no = 84061 Density = 1.439861e-01 \n",
- "Evaluated = 93 % Time Left = 0.048830 s of 0.697670 s Par no = 78610 Density = 4.029672e-03 \n",
- "Evaluated = 94 % Time Left = 0.041874 s of 0.698014 s Par no = 3871 Density = 1.597447e-01 \n",
- "Evaluated = 95 % Time Left = 0.034942 s of 0.698974 s Par no = 68736 Density = 1.582606e-01 \n",
- "Evaluated = 96 % Time Left = 0.027992 s of 0.699968 s Par no = 30472 Density = 6.743144e-02 \n",
- "Evaluated = 97 % Time Left = 0.020997 s of 0.700129 s Par no = 86838 Density = 1.353215e-03 \n",
- "Evaluated = 98 % Time Left = 0.014010 s of 0.700834 s Par no = 92913 Density = 5.211163e-02 \n",
- "Evaluated = 99 % Time Left = 0.007010 s of 0.701699 s Par no = 30015 Density = 9.179294e-04 \n",
- "Evaluated = 100 % Time Left = -0.000007 s of 0.702917 s Par no = 86525 Density = 1.579017e-04 \n",
+ "Evaluated = 1 % Time Left = 0.590628 s of 0.596600 s Par no = 96805 Density = 4.540410e-02 \n",
+ "Evaluated = 2 % Time Left = 0.570354 s of 0.582000 s Par no = 55454 Density = 4.964532e-03 \n",
+ "Evaluated = 3 % Time Left = 0.593375 s of 0.611733 s Par no = 27717 Density = 1.827217e-01 \n",
+ "Evaluated = 4 % Time Left = 0.600330 s of 0.625350 s Par no = 42234 Density = 2.712376e-02 \n",
+ "Evaluated = 5 % Time Left = 0.591711 s of 0.622860 s Par no = 99785 Density = 2.988041e-01 \n",
+ "Evaluated = 6 % Time Left = 0.590094 s of 0.627767 s Par no = 88021 Density = 1.791133e-01 \n",
+ "Evaluated = 7 % Time Left = 0.596349 s of 0.641243 s Par no = 75708 Density = 1.165058e-01 \n",
+ "Evaluated = 8 % Time Left = 0.589656 s of 0.640938 s Par no = 45579 Density = 7.255407e-02 \n",
+ "Evaluated = 9 % Time Left = 0.571090 s of 0.627578 s Par no = 30351 Density = 8.828940e-02 \n",
+ "Evaluated = 10 % Time Left = 0.569640 s of 0.632940 s Par no = 89176 Density = 1.775999e-01 \n",
+ "Evaluated = 11 % Time Left = 0.567514 s of 0.637664 s Par no = 60361 Density = 8.299880e-02 \n",
+ "Evaluated = 12 % Time Left = 0.561258 s of 0.637800 s Par no = 90082 Density = 2.203585e-01 \n",
+ "Evaluated = 13 % Time Left = 0.558373 s of 0.641815 s Par no = 26814 Density = 1.910994e-02 \n",
+ "Evaluated = 14 % Time Left = 0.552943 s of 0.642964 s Par no = 74297 Density = 2.157650e-02 \n",
+ "Evaluated = 15 % Time Left = 0.551173 s of 0.648447 s Par no = 94905 Density = 9.119637e-02 \n",
+ "Evaluated = 16 % Time Left = 0.546739 s of 0.650887 s Par no = 51653 Density = 9.666827e-02 \n",
+ "Evaluated = 17 % Time Left = 0.539825 s of 0.650400 s Par no = 39308 Density = 1.287775e-01 \n",
+ "Evaluated = 18 % Time Left = 0.533167 s of 0.650211 s Par no = 7800 Density = 4.130106e-02 \n",
+ "Evaluated = 19 % Time Left = 0.527474 s of 0.651211 s Par no = 42838 Density = 5.914273e-02 \n",
+ "Evaluated = 20 % Time Left = 0.524185 s of 0.655240 s Par no = 49016 Density = 1.554842e-01 \n",
+ "Evaluated = 21 % Time Left = 0.516947 s of 0.654371 s Par no = 29173 Density = 5.981781e-02 \n",
+ "Evaluated = 22 % Time Left = 0.508068 s of 0.651377 s Par no = 14018 Density = 4.713365e-02 \n",
+ "Evaluated = 23 % Time Left = 0.500356 s of 0.649822 s Par no = 90617 Density = 4.088211e-02 \n",
+ "Evaluated = 24 % Time Left = 0.495273 s of 0.651683 s Par no = 20588 Density = 1.273882e-01 \n",
+ "Evaluated = 25 % Time Left = 0.488687 s of 0.651592 s Par no = 15465 Density = 1.274245e-01 \n",
+ "Evaluated = 26 % Time Left = 0.483931 s of 0.653969 s Par no = 99360 Density = 2.044210e-01 \n",
+ "Evaluated = 27 % Time Left = 0.476145 s of 0.652263 s Par no = 71132 Density = 2.079416e-02 \n",
+ "Evaluated = 28 % Time Left = 0.468888 s of 0.651243 s Par no = 6665 Density = 4.366050e-03 \n",
+ "Evaluated = 29 % Time Left = 0.463366 s of 0.652638 s Par no = 44439 Density = 1.463732e-01 \n",
+ "Evaluated = 30 % Time Left = 0.456032 s of 0.651483 s Par no = 6386 Density = 1.825201e-01 \n",
+ "Evaluated = 31 % Time Left = 0.450272 s of 0.652577 s Par no = 2716 Density = 1.495581e-01 \n",
+ "Evaluated = 32 % Time Left = 0.443834 s of 0.652706 s Par no = 69470 Density = 6.785186e-02 \n",
+ "Evaluated = 33 % Time Left = 0.438754 s of 0.654867 s Par no = 95884 Density = 1.793627e-01 \n",
+ "Evaluated = 34 % Time Left = 0.432831 s of 0.655815 s Par no = 73768 Density = 1.295311e-02 \n",
+ "Evaluated = 35 % Time Left = 0.426733 s of 0.656523 s Par no = 47898 Density = 1.088661e-01 \n",
+ "Evaluated = 36 % Time Left = 0.420251 s of 0.656653 s Par no = 66396 Density = 3.959182e-02 \n",
+ "Evaluated = 37 % Time Left = 0.413728 s of 0.656722 s Par no = 16463 Density = 1.572219e-01 \n",
+ "Evaluated = 38 % Time Left = 0.408387 s of 0.658700 s Par no = 55669 Density = 1.712036e-01 \n",
+ "Evaluated = 39 % Time Left = 0.404082 s of 0.662441 s Par no = 97705 Density = 1.234431e-01 \n",
+ "Evaluated = 40 % Time Left = 0.397426 s of 0.662388 s Par no = 43442 Density = 6.719717e-02 \n",
+ "Evaluated = 41 % Time Left = 0.391084 s of 0.662866 s Par no = 10242 Density = 2.102901e-01 \n",
+ "Evaluated = 42 % Time Left = 0.387222 s of 0.667636 s Par no = 40929 Density = 1.391801e-01 \n",
+ "Evaluated = 43 % Time Left = 0.381637 s of 0.669551 s Par no = 5720 Density = 6.551556e-02 \n",
+ "Evaluated = 44 % Time Left = 0.375578 s of 0.670686 s Par no = 66730 Density = 9.093650e-02 \n",
+ "Evaluated = 45 % Time Left = 0.370003 s of 0.672744 s Par no = 48819 Density = 2.248662e-01 \n",
+ "Evaluated = 46 % Time Left = 0.364324 s of 0.674687 s Par no = 32014 Density = 9.211303e-02 \n",
+ "Evaluated = 47 % Time Left = 0.357665 s of 0.674853 s Par no = 31533 Density = 2.932794e-02 \n",
+ "Evaluated = 48 % Time Left = 0.350533 s of 0.674115 s Par no = 86677 Density = 1.263196e-01 \n",
+ "Evaluated = 49 % Time Left = 0.344265 s of 0.675043 s Par no = 81951 Density = 8.802203e-02 \n",
+ "Evaluated = 50 % Time Left = 0.337824 s of 0.675662 s Par no = 80149 Density = 1.559105e-01 \n",
+ "Evaluated = 51 % Time Left = 0.330924 s of 0.675369 s Par no = 25229 Density = 5.093940e-02 \n",
+ "Evaluated = 52 % Time Left = 0.324279 s of 0.675596 s Par no = 89731 Density = 4.987879e-02 \n",
+ "Evaluated = 53 % Time Left = 0.316943 s of 0.674360 s Par no = 76366 Density = 1.511493e-01 \n",
+ "Evaluated = 54 % Time Left = 0.310216 s of 0.674396 s Par no = 73159 Density = 1.548675e-02 \n",
+ "Evaluated = 55 % Time Left = 0.303693 s of 0.674887 s Par no = 54007 Density = 8.763468e-02 \n",
+ "Evaluated = 56 % Time Left = 0.297082 s of 0.675202 s Par no = 36235 Density = 5.465964e-02 \n",
+ "Evaluated = 57 % Time Left = 0.290033 s of 0.674511 s Par no = 62068 Density = 4.050222e-02 \n",
+ "Evaluated = 58 % Time Left = 0.282844 s of 0.673453 s Par no = 37661 Density = 2.656841e-02 \n",
+ "Evaluated = 59 % Time Left = 0.276319 s of 0.673964 s Par no = 67914 Density = 1.940650e-01 \n",
+ "Evaluated = 60 % Time Left = 0.269729 s of 0.674340 s Par no = 64732 Density = 5.859733e-02 \n",
+ "Evaluated = 61 % Time Left = 0.262394 s of 0.672823 s Par no = 88788 Density = 7.161247e-03 \n",
+ "Evaluated = 62 % Time Left = 0.255738 s of 0.673013 s Par no = 44083 Density = 2.877788e-02 \n",
+ "Evaluated = 63 % Time Left = 0.248780 s of 0.672397 s Par no = 14045 Density = 3.265437e-02 \n",
+ "Evaluated = 64 % Time Left = 0.241568 s of 0.671042 s Par no = 93621 Density = 5.216304e-02 \n",
+ "Evaluated = 65 % Time Left = 0.234591 s of 0.670280 s Par no = 9132 Density = 8.411558e-02 \n",
+ "Evaluated = 66 % Time Left = 0.228130 s of 0.670991 s Par no = 702 Density = 1.110411e-02 \n",
+ "Evaluated = 67 % Time Left = 0.221760 s of 0.672021 s Par no = 45670 Density = 2.465222e-02 \n",
+ "Evaluated = 68 % Time Left = 0.215103 s of 0.672218 s Par no = 53860 Density = 1.580594e-02 \n",
+ "Evaluated = 69 % Time Left = 0.208238 s of 0.671758 s Par no = 79719 Density = 4.454534e-02 \n",
+ "Evaluated = 70 % Time Left = 0.201322 s of 0.671096 s Par no = 96401 Density = 1.035200e-02 \n",
+ "Evaluated = 71 % Time Left = 0.194243 s of 0.669825 s Par no = 48105 Density = 3.704985e-02 \n",
+ "Evaluated = 72 % Time Left = 0.187338 s of 0.669089 s Par no = 75056 Density = 2.642116e-02 \n",
+ "Evaluated = 73 % Time Left = 0.180439 s of 0.668316 s Par no = 97912 Density = 1.775965e-01 \n",
+ "Evaluated = 74 % Time Left = 0.173617 s of 0.667784 s Par no = 87879 Density = 7.451770e-02 \n",
+ "Evaluated = 75 % Time Left = 0.166961 s of 0.667869 s Par no = 85159 Density = 1.462781e-02 \n",
+ "Evaluated = 76 % Time Left = 0.160378 s of 0.668271 s Par no = 78132 Density = 5.302111e-02 \n",
+ "Evaluated = 77 % Time Left = 0.153640 s of 0.668029 s Par no = 21990 Density = 3.497640e-03 \n",
+ "Evaluated = 78 % Time Left = 0.146645 s of 0.666600 s Par no = 16462 Density = 2.482335e-02 \n",
+ "Evaluated = 79 % Time Left = 0.139919 s of 0.666314 s Par no = 22311 Density = 3.571433e-02 \n",
+ "Evaluated = 80 % Time Left = 0.133088 s of 0.665473 s Par no = 43269 Density = 1.776266e-02 \n",
+ "Evaluated = 81 % Time Left = 0.126557 s of 0.666127 s Par no = 43142 Density = 1.532303e-02 \n",
+ "Evaluated = 82 % Time Left = 0.119841 s of 0.665818 s Par no = 52197 Density = 3.049044e-02 \n",
+ "Evaluated = 83 % Time Left = 0.113016 s of 0.664841 s Par no = 74476 Density = 1.449572e-01 \n",
+ "Evaluated = 84 % Time Left = 0.106371 s of 0.664862 s Par no = 8891 Density = 1.050831e-02 \n",
+ "Evaluated = 85 % Time Left = 0.099763 s of 0.665134 s Par no = 1559 Density = 1.452041e-03 \n",
+ "Evaluated = 86 % Time Left = 0.093057 s of 0.664742 s Par no = 20602 Density = 2.028736e-01 \n",
+ "Evaluated = 87 % Time Left = 0.086542 s of 0.665761 s Par no = 54383 Density = 2.137116e-01 \n",
+ "Evaluated = 88 % Time Left = 0.080118 s of 0.667705 s Par no = 70246 Density = 2.757094e-03 \n",
+ "Evaluated = 89 % Time Left = 0.073544 s of 0.668643 s Par no = 51472 Density = 5.058417e-04 \n",
+ "Evaluated = 90 % Time Left = 0.066893 s of 0.668994 s Par no = 66269 Density = 3.630538e-02 \n",
+ "Evaluated = 91 % Time Left = 0.060323 s of 0.670326 s Par no = 62858 Density = 1.776032e-01 \n",
+ "Evaluated = 92 % Time Left = 0.053737 s of 0.671796 s Par no = 84061 Density = 1.439860e-01 \n",
+ "Evaluated = 93 % Time Left = 0.047102 s of 0.672985 s Par no = 78610 Density = 4.029671e-03 \n",
+ "Evaluated = 94 % Time Left = 0.040401 s of 0.673457 s Par no = 3871 Density = 1.597447e-01 \n",
+ "Evaluated = 95 % Time Left = 0.033718 s of 0.674504 s Par no = 68736 Density = 1.582606e-01 \n",
+ "Evaluated = 96 % Time Left = 0.027035 s of 0.676036 s Par no = 30472 Density = 6.743146e-02 \n",
+ "Evaluated = 97 % Time Left = 0.020272 s of 0.675956 s Par no = 86838 Density = 1.353215e-03 \n",
+ "Evaluated = 98 % Time Left = 0.013518 s of 0.676245 s Par no = 92913 Density = 5.211164e-02 \n",
+ "Evaluated = 99 % Time Left = 0.006771 s of 0.677746 s Par no = 30015 Density = 9.179293e-04 \n",
+ "Evaluated = 100 % Time Left = -0.000007 s of 0.679011 s Par no = 86525 Density = 1.579017e-04 \n",
"\n",
- "Total Smoothing Time = 0.702956 s\n",
+ "Total Smoothing Time = 0.679053 s\n",
"1 3\n",
"\n",
"writing snapshot file ....\n",
"to_enbid_d3n64.est\n",
"done with snapshot.\n",
"\n",
- "Total Time = 1.00412 s \n",
+ "Total Time = 0.948418 s \n",
"\n",
"Dimensions = 3\n",
"Normalization constant of Kernel type 3: 0.596831\n",
@@ -563,118 +571,118 @@
"Particle Type = 1 First node number = 1\n",
" Last node number = 199999\n",
"Total number of nodes = 199999\n",
- "Treebuild time = 0.086097 s \n",
+ "Treebuild time = 0.089948 s \n",
"\n",
"Density Calculation. Smoothing .....\n",
- "Evaluated = 1 % Time Left = 0.622308 s of 0.628600 s Par no = 3379 Density = 1.586355e-02 \n",
- "Evaluated = 2 % Time Left = 0.623274 s of 0.636000 s Par no = 75725 Density = 4.756319e-02 \n",
- "Evaluated = 3 % Time Left = 0.626678 s of 0.646067 s Par no = 95160 Density = 6.928091e-03 \n",
- "Evaluated = 4 % Time Left = 0.627593 s of 0.653750 s Par no = 40983 Density = 2.235913e-02 \n",
- "Evaluated = 5 % Time Left = 0.620989 s of 0.653680 s Par no = 61196 Density = 3.542700e-02 \n",
- "Evaluated = 6 % Time Left = 0.619798 s of 0.659367 s Par no = 68808 Density = 4.706392e-02 \n",
- "Evaluated = 7 % Time Left = 0.622655 s of 0.669529 s Par no = 54967 Density = 2.581413e-03 \n",
- "Evaluated = 8 % Time Left = 0.609700 s of 0.662725 s Par no = 92704 Density = 1.288175e-02 \n",
- "Evaluated = 9 % Time Left = 0.608915 s of 0.669144 s Par no = 40727 Density = 3.485199e-02 \n",
- "Evaluated = 10 % Time Left = 0.604802 s of 0.672010 s Par no = 56891 Density = 2.531235e-02 \n",
- "Evaluated = 11 % Time Left = 0.600573 s of 0.674809 s Par no = 5777 Density = 3.864953e-02 \n",
- "Evaluated = 12 % Time Left = 0.591962 s of 0.672692 s Par no = 4039 Density = 3.381603e-02 \n",
- "Evaluated = 13 % Time Left = 0.595000 s of 0.683915 s Par no = 99176 Density = 2.977309e-02 \n",
- "Evaluated = 14 % Time Left = 0.588540 s of 0.684357 s Par no = 23426 Density = 2.395511e-02 \n",
- "Evaluated = 15 % Time Left = 0.580005 s of 0.682367 s Par no = 18363 Density = 1.992155e-02 \n",
- "Evaluated = 16 % Time Left = 0.570353 s of 0.679000 s Par no = 87665 Density = 1.640359e-03 \n",
- "Evaluated = 17 % Time Left = 0.564906 s of 0.680618 s Par no = 14016 Density = 7.559446e-03 \n",
- "Evaluated = 18 % Time Left = 0.555338 s of 0.677250 s Par no = 54692 Density = 2.281061e-03 \n",
- "Evaluated = 19 % Time Left = 0.548862 s of 0.677616 s Par no = 17861 Density = 3.635737e-02 \n",
- "Evaluated = 20 % Time Left = 0.543341 s of 0.679185 s Par no = 67475 Density = 4.535319e-02 \n",
- "Evaluated = 21 % Time Left = 0.538137 s of 0.681195 s Par no = 8904 Density = 1.495583e-02 \n",
- "Evaluated = 22 % Time Left = 0.533357 s of 0.683800 s Par no = 83588 Density = 2.024327e-02 \n",
- "Evaluated = 23 % Time Left = 0.527403 s of 0.684948 s Par no = 31865 Density = 3.190889e-02 \n",
- "Evaluated = 24 % Time Left = 0.519504 s of 0.683567 s Par no = 48390 Density = 2.340200e-02 \n",
- "Evaluated = 25 % Time Left = 0.512051 s of 0.682744 s Par no = 62455 Density = 6.559847e-03 \n",
- "Evaluated = 26 % Time Left = 0.506224 s of 0.684096 s Par no = 40761 Density = 4.604229e-02 \n",
- "Evaluated = 27 % Time Left = 0.497753 s of 0.681863 s Par no = 76737 Density = 5.852960e-03 \n",
- "Evaluated = 28 % Time Left = 0.488907 s of 0.679046 s Par no = 54978 Density = 3.478805e-03 \n",
- "Evaluated = 29 % Time Left = 0.482992 s of 0.680279 s Par no = 96011 Density = 1.743980e-02 \n",
- "Evaluated = 30 % Time Left = 0.476378 s of 0.680550 s Par no = 36915 Density = 2.532993e-02 \n",
- "Evaluated = 31 % Time Left = 0.472187 s of 0.684339 s Par no = 588 Density = 2.564653e-02 \n",
- "Evaluated = 32 % Time Left = 0.465483 s of 0.684544 s Par no = 31595 Density = 5.423155e-03 \n",
- "Evaluated = 33 % Time Left = 0.458472 s of 0.684297 s Par no = 65882 Density = 9.776751e-03 \n",
- "Evaluated = 34 % Time Left = 0.450758 s of 0.682976 s Par no = 36652 Density = 4.575477e-03 \n",
- "Evaluated = 35 % Time Left = 0.443672 s of 0.682583 s Par no = 78212 Density = 1.707879e-02 \n",
- "Evaluated = 36 % Time Left = 0.436774 s of 0.682469 s Par no = 98062 Density = 2.259785e-02 \n",
- "Evaluated = 37 % Time Left = 0.430665 s of 0.683605 s Par no = 99847 Density = 1.371562e-02 \n",
- "Evaluated = 38 % Time Left = 0.424781 s of 0.685142 s Par no = 40933 Density = 3.523312e-02 \n",
- "Evaluated = 39 % Time Left = 0.418755 s of 0.686495 s Par no = 2518 Density = 3.364817e-02 \n",
- "Evaluated = 40 % Time Left = 0.413261 s of 0.688780 s Par no = 78254 Density = 6.255044e-02 \n",
- "Evaluated = 41 % Time Left = 0.408755 s of 0.692817 s Par no = 88151 Density = 4.831521e-02 \n",
- "Evaluated = 42 % Time Left = 0.401863 s of 0.692879 s Par no = 1224 Density = 3.085156e-02 \n",
- "Evaluated = 43 % Time Left = 0.396797 s of 0.696147 s Par no = 85166 Density = 1.231266e-02 \n",
- "Evaluated = 44 % Time Left = 0.389577 s of 0.695686 s Par no = 90763 Density = 2.646071e-02 \n",
- "Evaluated = 45 % Time Left = 0.382447 s of 0.695371 s Par no = 76867 Density = 5.733746e-03 \n",
- "Evaluated = 46 % Time Left = 0.374892 s of 0.694257 s Par no = 65993 Density = 2.850425e-02 \n",
- "Evaluated = 47 % Time Left = 0.367282 s of 0.692998 s Par no = 37327 Density = 7.533906e-03 \n",
- "Evaluated = 48 % Time Left = 0.359296 s of 0.690967 s Par no = 23978 Density = 7.339587e-03 \n",
- "Evaluated = 49 % Time Left = 0.351877 s of 0.689969 s Par no = 98943 Density = 1.799383e-03 \n",
- "Evaluated = 50 % Time Left = 0.343561 s of 0.687136 s Par no = 54150 Density = 2.290839e-02 \n",
- "Evaluated = 51 % Time Left = 0.335931 s of 0.685588 s Par no = 7580 Density = 1.406420e-02 \n",
- "Evaluated = 52 % Time Left = 0.328665 s of 0.684733 s Par no = 65512 Density = 4.249471e-03 \n",
- "Evaluated = 53 % Time Left = 0.320648 s of 0.682245 s Par no = 63408 Density = 3.415667e-03 \n",
- "Evaluated = 54 % Time Left = 0.313591 s of 0.681735 s Par no = 56448 Density = 1.298454e-02 \n",
- "Evaluated = 55 % Time Left = 0.305824 s of 0.679624 s Par no = 63701 Density = 1.132553e-03 \n",
- "Evaluated = 56 % Time Left = 0.298460 s of 0.678334 s Par no = 95209 Density = 1.302888e-02 \n",
- "Evaluated = 57 % Time Left = 0.292165 s of 0.679468 s Par no = 57672 Density = 4.024602e-02 \n",
- "Evaluated = 58 % Time Left = 0.285040 s of 0.678683 s Par no = 21270 Density = 1.373904e-02 \n",
- "Evaluated = 59 % Time Left = 0.277950 s of 0.677944 s Par no = 7187 Density = 2.129810e-02 \n",
- "Evaluated = 60 % Time Left = 0.271020 s of 0.677567 s Par no = 57532 Density = 2.673977e-02 \n",
- "Evaluated = 61 % Time Left = 0.264427 s of 0.678034 s Par no = 20643 Density = 3.174773e-02 \n",
- "Evaluated = 62 % Time Left = 0.258072 s of 0.679155 s Par no = 8171 Density = 3.570614e-02 \n",
- "Evaluated = 63 % Time Left = 0.251591 s of 0.679994 s Par no = 70708 Density = 2.276234e-02 \n",
- "Evaluated = 64 % Time Left = 0.245031 s of 0.680659 s Par no = 86426 Density = 3.718382e-04 \n",
- "Evaluated = 65 % Time Left = 0.238105 s of 0.680320 s Par no = 20171 Density = 9.558010e-03 \n",
- "Evaluated = 66 % Time Left = 0.231469 s of 0.680812 s Par no = 79285 Density = 7.091322e-03 \n",
- "Evaluated = 67 % Time Left = 0.224352 s of 0.679875 s Par no = 76449 Density = 4.521368e-03 \n",
- "Evaluated = 68 % Time Left = 0.217246 s of 0.678916 s Par no = 90892 Density = 4.311953e-03 \n",
- "Evaluated = 69 % Time Left = 0.210703 s of 0.679709 s Par no = 77427 Density = 1.956905e-02 \n",
- "Evaluated = 70 % Time Left = 0.203839 s of 0.679486 s Par no = 63619 Density = 1.020839e-03 \n",
- "Evaluated = 71 % Time Left = 0.196697 s of 0.678289 s Par no = 23141 Density = 1.147707e-02 \n",
- "Evaluated = 72 % Time Left = 0.189513 s of 0.676857 s Par no = 97062 Density = 2.525904e-03 \n",
- "Evaluated = 73 % Time Left = 0.182359 s of 0.675429 s Par no = 20151 Density = 3.074151e-03 \n",
- "Evaluated = 74 % Time Left = 0.175378 s of 0.674555 s Par no = 16518 Density = 1.823752e-03 \n",
- "Evaluated = 75 % Time Left = 0.168351 s of 0.673432 s Par no = 30015 Density = 1.477548e-03 \n",
- "Evaluated = 76 % Time Left = 0.161685 s of 0.673716 s Par no = 69971 Density = 3.932012e-02 \n",
- "Evaluated = 77 % Time Left = 0.155021 s of 0.674034 s Par no = 92629 Density = 2.091704e-02 \n",
- "Evaluated = 78 % Time Left = 0.148637 s of 0.675654 s Par no = 83958 Density = 3.231096e-02 \n",
- "Evaluated = 79 % Time Left = 0.142047 s of 0.676448 s Par no = 1207 Density = 6.786271e-03 \n",
- "Evaluated = 80 % Time Left = 0.135080 s of 0.675433 s Par no = 75504 Density = 8.697630e-03 \n",
- "Evaluated = 81 % Time Left = 0.128271 s of 0.675148 s Par no = 9731 Density = 4.173785e-03 \n",
- "Evaluated = 82 % Time Left = 0.121388 s of 0.674413 s Par no = 51510 Density = 2.677194e-03 \n",
- "Evaluated = 83 % Time Left = 0.114802 s of 0.675343 s Par no = 36411 Density = 2.679306e-02 \n",
- "Evaluated = 84 % Time Left = 0.108036 s of 0.675264 s Par no = 32995 Density = 2.042019e-02 \n",
- "Evaluated = 85 % Time Left = 0.101222 s of 0.674861 s Par no = 1296 Density = 1.403352e-02 \n",
- "Evaluated = 86 % Time Left = 0.094734 s of 0.676721 s Par no = 15953 Density = 4.376418e-02 \n",
- "Evaluated = 87 % Time Left = 0.088159 s of 0.678199 s Par no = 67362 Density = 3.897928e-02 \n",
- "Evaluated = 88 % Time Left = 0.081546 s of 0.679607 s Par no = 1175 Density = 5.999018e-03 \n",
- "Evaluated = 89 % Time Left = 0.074828 s of 0.680318 s Par no = 35183 Density = 1.744862e-02 \n",
- "Evaluated = 90 % Time Left = 0.068206 s of 0.682131 s Par no = 57201 Density = 2.958058e-02 \n",
- "Evaluated = 91 % Time Left = 0.061580 s of 0.684295 s Par no = 35155 Density = 1.742160e-02 \n",
- "Evaluated = 92 % Time Left = 0.054847 s of 0.685672 s Par no = 98988 Density = 3.247329e-03 \n",
- "Evaluated = 93 % Time Left = 0.047987 s of 0.685630 s Par no = 7049 Density = 1.366043e-02 \n",
- "Evaluated = 94 % Time Left = 0.041207 s of 0.686904 s Par no = 63956 Density = 1.613105e-02 \n",
- "Evaluated = 95 % Time Left = 0.034430 s of 0.688734 s Par no = 22220 Density = 3.321449e-02 \n",
- "Evaluated = 96 % Time Left = 0.027578 s of 0.689617 s Par no = 53538 Density = 8.815587e-04 \n",
- "Evaluated = 97 % Time Left = 0.020688 s of 0.689815 s Par no = 54890 Density = 2.194311e-02 \n",
- "Evaluated = 98 % Time Left = 0.013788 s of 0.689743 s Par no = 10360 Density = 3.505276e-03 \n",
- "Evaluated = 99 % Time Left = 0.006905 s of 0.691231 s Par no = 62553 Density = 2.918437e-02 \n",
- "Evaluated = 100 % Time Left = -0.000007 s of 0.692297 s Par no = 98678 Density = 2.092983e-05 \n",
+ "Evaluated = 1 % Time Left = 0.632901 s of 0.639300 s Par no = 3379 Density = 1.586355e-02 \n",
+ "Evaluated = 2 % Time Left = 0.618080 s of 0.630700 s Par no = 75725 Density = 4.756318e-02 \n",
+ "Evaluated = 3 % Time Left = 0.629136 s of 0.648600 s Par no = 95160 Density = 6.928094e-03 \n",
+ "Evaluated = 4 % Time Left = 0.613698 s of 0.639275 s Par no = 40983 Density = 2.235913e-02 \n",
+ "Evaluated = 5 % Time Left = 0.619089 s of 0.651680 s Par no = 79587 Density = 2.321367e-02 \n",
+ "Evaluated = 6 % Time Left = 0.620879 s of 0.660517 s Par no = 62143 Density = 2.106817e-02 \n",
+ "Evaluated = 7 % Time Left = 0.626548 s of 0.673714 s Par no = 48098 Density = 2.322558e-02 \n",
+ "Evaluated = 8 % Time Left = 0.640428 s of 0.696125 s Par no = 73424 Density = 1.566558e-02 \n",
+ "Evaluated = 9 % Time Left = 0.636659 s of 0.699633 s Par no = 41738 Density = 1.527213e-02 \n",
+ "Evaluated = 10 % Time Left = 0.633332 s of 0.703710 s Par no = 34821 Density = 3.462068e-02 \n",
+ "Evaluated = 11 % Time Left = 0.628713 s of 0.706427 s Par no = 99566 Density = 5.806166e-02 \n",
+ "Evaluated = 12 % Time Left = 0.618237 s of 0.702550 s Par no = 59443 Density = 1.071450e-02 \n",
+ "Evaluated = 13 % Time Left = 0.603720 s of 0.693938 s Par no = 7663 Density = 2.551241e-03 \n",
+ "Evaluated = 14 % Time Left = 0.600537 s of 0.698307 s Par no = 69540 Density = 2.717031e-02 \n",
+ "Evaluated = 15 % Time Left = 0.588879 s of 0.692807 s Par no = 28859 Density = 1.270313e-02 \n",
+ "Evaluated = 16 % Time Left = 0.577997 s of 0.688100 s Par no = 77774 Density = 2.211896e-02 \n",
+ "Evaluated = 17 % Time Left = 0.570364 s of 0.687194 s Par no = 65109 Density = 3.644557e-03 \n",
+ "Evaluated = 18 % Time Left = 0.562550 s of 0.686044 s Par no = 17146 Density = 6.157029e-03 \n",
+ "Evaluated = 19 % Time Left = 0.559921 s of 0.691268 s Par no = 79145 Density = 2.474514e-02 \n",
+ "Evaluated = 20 % Time Left = 0.552257 s of 0.690330 s Par no = 84563 Density = 3.054690e-02 \n",
+ "Evaluated = 21 % Time Left = 0.546128 s of 0.691310 s Par no = 35101 Density = 3.370794e-02 \n",
+ "Evaluated = 22 % Time Left = 0.539803 s of 0.692064 s Par no = 31911 Density = 1.401559e-03 \n",
+ "Evaluated = 23 % Time Left = 0.531902 s of 0.690791 s Par no = 96514 Density = 1.869493e-02 \n",
+ "Evaluated = 24 % Time Left = 0.524646 s of 0.690333 s Par no = 41208 Density = 4.063115e-02 \n",
+ "Evaluated = 25 % Time Left = 0.518180 s of 0.690916 s Par no = 50899 Density = 1.130457e-03 \n",
+ "Evaluated = 26 % Time Left = 0.509079 s of 0.687954 s Par no = 25354 Density = 2.573581e-02 \n",
+ "Evaluated = 27 % Time Left = 0.504523 s of 0.691137 s Par no = 38397 Density = 1.824381e-02 \n",
+ "Evaluated = 28 % Time Left = 0.501306 s of 0.696268 s Par no = 99925 Density = 5.098959e-02 \n",
+ "Evaluated = 29 % Time Left = 0.496604 s of 0.699452 s Par no = 67233 Density = 3.835663e-02 \n",
+ "Evaluated = 30 % Time Left = 0.490723 s of 0.701043 s Par no = 21415 Density = 1.821073e-02 \n",
+ "Evaluated = 31 % Time Left = 0.481704 s of 0.698132 s Par no = 39830 Density = 5.986182e-03 \n",
+ "Evaluated = 32 % Time Left = 0.472995 s of 0.695591 s Par no = 62656 Density = 1.851001e-03 \n",
+ "Evaluated = 33 % Time Left = 0.467537 s of 0.697827 s Par no = 48049 Density = 1.832368e-02 \n",
+ "Evaluated = 34 % Time Left = 0.460628 s of 0.697932 s Par no = 71467 Density = 3.566542e-02 \n",
+ "Evaluated = 35 % Time Left = 0.453660 s of 0.697949 s Par no = 94467 Density = 8.080336e-03 \n",
+ "Evaluated = 36 % Time Left = 0.444653 s of 0.694781 s Par no = 24663 Density = 3.556317e-02 \n",
+ "Evaluated = 37 % Time Left = 0.436702 s of 0.693189 s Par no = 55355 Density = 2.436876e-02 \n",
+ "Evaluated = 38 % Time Left = 0.430921 s of 0.695045 s Par no = 77628 Density = 3.192216e-02 \n",
+ "Evaluated = 39 % Time Left = 0.424467 s of 0.695859 s Par no = 6428 Density = 3.955819e-02 \n",
+ "Evaluated = 40 % Time Left = 0.417839 s of 0.696410 s Par no = 29219 Density = 3.686058e-04 \n",
+ "Evaluated = 41 % Time Left = 0.410806 s of 0.696293 s Par no = 11475 Density = 1.075123e-02 \n",
+ "Evaluated = 42 % Time Left = 0.405459 s of 0.699079 s Par no = 25064 Density = 3.927625e-02 \n",
+ "Evaluated = 43 % Time Left = 0.398023 s of 0.698298 s Par no = 14672 Density = 1.066700e-02 \n",
+ "Evaluated = 44 % Time Left = 0.389843 s of 0.696161 s Par no = 46917 Density = 2.114632e-02 \n",
+ "Evaluated = 45 % Time Left = 0.381940 s of 0.694449 s Par no = 35522 Density = 9.714152e-03 \n",
+ "Evaluated = 46 % Time Left = 0.374895 s of 0.694263 s Par no = 10564 Density = 2.478037e-03 \n",
+ "Evaluated = 47 % Time Left = 0.368288 s of 0.694896 s Par no = 90836 Density = 3.490644e-02 \n",
+ "Evaluated = 48 % Time Left = 0.361128 s of 0.694490 s Par no = 91231 Density = 8.647470e-03 \n",
+ "Evaluated = 49 % Time Left = 0.354368 s of 0.694853 s Par no = 16819 Density = 9.508128e-03 \n",
+ "Evaluated = 50 % Time Left = 0.346226 s of 0.692466 s Par no = 30766 Density = 4.927925e-03 \n",
+ "Evaluated = 51 % Time Left = 0.339114 s of 0.692084 s Par no = 9459 Density = 7.940474e-03 \n",
+ "Evaluated = 52 % Time Left = 0.331468 s of 0.690573 s Par no = 76505 Density = 8.072357e-03 \n",
+ "Evaluated = 53 % Time Left = 0.323793 s of 0.688936 s Par no = 52019 Density = 3.462384e-03 \n",
+ "Evaluated = 54 % Time Left = 0.317117 s of 0.689400 s Par no = 56938 Density = 1.337130e-02 \n",
+ "Evaluated = 55 % Time Left = 0.309353 s of 0.687465 s Par no = 33321 Density = 2.006831e-02 \n",
+ "Evaluated = 56 % Time Left = 0.302223 s of 0.686886 s Par no = 4046 Density = 2.271462e-02 \n",
+ "Evaluated = 57 % Time Left = 0.295626 s of 0.687518 s Par no = 68529 Density = 3.147267e-02 \n",
+ "Evaluated = 58 % Time Left = 0.290047 s of 0.690603 s Par no = 23845 Density = 3.357711e-02 \n",
+ "Evaluated = 59 % Time Left = 0.283626 s of 0.691788 s Par no = 57420 Density = 3.986824e-02 \n",
+ "Evaluated = 60 % Time Left = 0.276589 s of 0.691490 s Par no = 89896 Density = 3.369184e-03 \n",
+ "Evaluated = 61 % Time Left = 0.269347 s of 0.690651 s Par no = 39610 Density = 1.535303e-03 \n",
+ "Evaluated = 62 % Time Left = 0.261843 s of 0.689077 s Par no = 26107 Density = 4.015531e-03 \n",
+ "Evaluated = 63 % Time Left = 0.255427 s of 0.690362 s Par no = 98943 Density = 1.799383e-03 \n",
+ "Evaluated = 64 % Time Left = 0.248246 s of 0.689591 s Par no = 99085 Density = 1.412552e-02 \n",
+ "Evaluated = 65 % Time Left = 0.241601 s of 0.690308 s Par no = 17 Density = 1.179374e-02 \n",
+ "Evaluated = 66 % Time Left = 0.234212 s of 0.688880 s Par no = 3087 Density = 1.429490e-02 \n",
+ "Evaluated = 67 % Time Left = 0.227811 s of 0.690358 s Par no = 86468 Density = 2.256122e-02 \n",
+ "Evaluated = 68 % Time Left = 0.220711 s of 0.689744 s Par no = 52080 Density = 4.635496e-03 \n",
+ "Evaluated = 69 % Time Left = 0.213353 s of 0.688258 s Par no = 26417 Density = 1.433998e-02 \n",
+ "Evaluated = 70 % Time Left = 0.206625 s of 0.688773 s Par no = 79634 Density = 7.429455e-03 \n",
+ "Evaluated = 71 % Time Left = 0.200057 s of 0.689875 s Par no = 97643 Density = 2.184667e-04 \n",
+ "Evaluated = 72 % Time Left = 0.193911 s of 0.692564 s Par no = 78794 Density = 5.369597e-03 \n",
+ "Evaluated = 73 % Time Left = 0.186578 s of 0.691055 s Par no = 45708 Density = 1.294337e-02 \n",
+ "Evaluated = 74 % Time Left = 0.179391 s of 0.689991 s Par no = 66525 Density = 2.125199e-03 \n",
+ "Evaluated = 75 % Time Left = 0.172306 s of 0.689253 s Par no = 21984 Density = 8.619656e-04 \n",
+ "Evaluated = 76 % Time Left = 0.165276 s of 0.688678 s Par no = 43799 Density = 2.740287e-03 \n",
+ "Evaluated = 77 % Time Left = 0.158029 s of 0.687113 s Par no = 63854 Density = 3.854666e-03 \n",
+ "Evaluated = 78 % Time Left = 0.150915 s of 0.686010 s Par no = 91160 Density = 2.256671e-03 \n",
+ "Evaluated = 79 % Time Left = 0.143910 s of 0.685318 s Par no = 1891 Density = 1.555007e-04 \n",
+ "Evaluated = 80 % Time Left = 0.137057 s of 0.685321 s Par no = 17306 Density = 9.342229e-04 \n",
+ "Evaluated = 81 % Time Left = 0.130219 s of 0.685399 s Par no = 83119 Density = 2.469887e-02 \n",
+ "Evaluated = 82 % Time Left = 0.123395 s of 0.685565 s Par no = 73346 Density = 1.956386e-03 \n",
+ "Evaluated = 83 % Time Left = 0.116338 s of 0.684383 s Par no = 98412 Density = 4.288589e-03 \n",
+ "Evaluated = 84 % Time Left = 0.109608 s of 0.685095 s Par no = 52509 Density = 8.264861e-03 \n",
+ "Evaluated = 85 % Time Left = 0.102951 s of 0.686385 s Par no = 76716 Density = 3.547589e-02 \n",
+ "Evaluated = 86 % Time Left = 0.096300 s of 0.687905 s Par no = 95957 Density = 2.923765e-02 \n",
+ "Evaluated = 87 % Time Left = 0.089411 s of 0.687830 s Par no = 3295 Density = 1.361911e-02 \n",
+ "Evaluated = 88 % Time Left = 0.082562 s of 0.688074 s Par no = 4026 Density = 3.781492e-02 \n",
+ "Evaluated = 89 % Time Left = 0.075762 s of 0.688812 s Par no = 78656 Density = 6.492403e-02 \n",
+ "Evaluated = 90 % Time Left = 0.069022 s of 0.690293 s Par no = 9255 Density = 4.661644e-02 \n",
+ "Evaluated = 91 % Time Left = 0.062205 s of 0.691238 s Par no = 89389 Density = 2.612382e-03 \n",
+ "Evaluated = 92 % Time Left = 0.055205 s of 0.690143 s Par no = 91357 Density = 1.136847e-02 \n",
+ "Evaluated = 93 % Time Left = 0.048362 s of 0.690988 s Par no = 75212 Density = 1.186542e-02 \n",
+ "Evaluated = 94 % Time Left = 0.041550 s of 0.692622 s Par no = 79246 Density = 4.605766e-02 \n",
+ "Evaluated = 95 % Time Left = 0.034671 s of 0.693556 s Par no = 93038 Density = 2.164084e-02 \n",
+ "Evaluated = 96 % Time Left = 0.027734 s of 0.693532 s Par no = 65384 Density = 2.308048e-02 \n",
+ "Evaluated = 97 % Time Left = 0.020774 s of 0.692684 s Par no = 32352 Density = 1.225704e-03 \n",
+ "Evaluated = 98 % Time Left = 0.013860 s of 0.693363 s Par no = 16971 Density = 3.436725e-02 \n",
+ "Evaluated = 99 % Time Left = 0.006934 s of 0.694066 s Par no = 22517 Density = 2.430708e-02 \n",
+ "Evaluated = 100 % Time Left = -0.000007 s of 0.695291 s Par no = 42877 Density = 2.940733e-06 \n",
"\n",
- "Total Smoothing Time = 0.692331 s\n",
+ "Total Smoothing Time = 0.695326 s\n",
"1 3\n",
"\n",
"writing snapshot file ....\n",
"to_enbid_d3n64.est\n",
"done with snapshot.\n",
"\n",
- "Total Time = 0.96717 s \n",
+ "Total Time = 0.968987 s \n",
"\n",
"/home/athob/miniconda3/envs/main/.cache/Galaxia_ananke/bin/galaxia -r --hdim=6 --nfile=sim /home/athob/Software/repos/py-ananke/jupyter/survey_params\n",
"CODEDATAPATH=/home/athob/miniconda3/envs/main/.cache/Galaxia_ananke/GalaxiaData/\n",
@@ -740,26 +748,26 @@
"output_type": "stream",
"text": [
"Isochrone Grid Size: (Age bins=71,Feh bins=34,Alpha bins=1)\n",
- "Time Isochrone Reading 1.82129 \n",
+ "Time Isochrone Reading 1.78174 \n",
"------------------------------\n",
"nbody1/sim/sim.ebf Sat No=0\n",
"Particles=100000\n",
"Satellite Info\n",
"Particles=100000 Mass=5.49989e+08 0.379706\n",
- "Total Stars=2280137 accepted=1614133 rejected=666004\n",
+ "Total Stars=2280137 accepted=1614163 rejected=665974\n",
"-----------Done---------------\n",
- "Total stars written 1614133 \n",
+ "Total stars written 1614163 \n",
"30\n",
"File written- /home/athob/Software/repos/py-ananke/jupyter/survey.sim.ebf\n",
"Calculating magnitudes in GAIADR2 system................\n",
"initializing isochrone data\n",
"interpolating on isochrone tables\n",
"Appending spherical coordinates................\n",
- "Total Time= 4.21442 \n",
+ "Total Time= 4.15359 \n",
"Exported the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
- "['age', 'alpha', 'calcium', 'carbon', 'dec', 'dform', 'dmod', 'feh', 'gaiadr2_g_bpmag', 'gaiadr2_g_rpmag', 'gaiadr2_gmag', 'glat', 'glon', 'grav', 'helium', 'lum', 'mact', 'magnesium', 'mtip', 'neon', 'nitrogen', 'oxygen', 'parentid', 'partid', 'px', 'py', 'pz', 'ra', 'rad', 'silicon', 'smass', 'sulphur', 'teff', 'vx', 'vy', 'vz']\n",
+ "['age', 'alpha', 'calcium', 'carbon', 'dec', 'dform', 'dmod', 'feh', 'gaiadr2_g_bpmag', 'gaiadr2_g_rpmag', 'gaiadr2_gmag', 'glat', 'glon', 'grav', 'helium', 'lum', 'mact', 'magnesium', 'mtip', 'neon', 'nitrogen', 'oxygen', 'parentid', 'partid', 'px', 'py', 'pz', 'ra', 'rad', 'satid', 'silicon', 'smass', 'sulphur', 'teff', 'vx', 'vy', 'vz']\n",
"Exported the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
- "['vr', 'mub', 'mul']\n",
+ "['mul', 'mub', 'vr']\n",
"Overwritten the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
"('glon', 'glat', 'rad')\n",
"Exported the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
@@ -771,11 +779,11 @@
"Overwritten the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
"('grav', 'lum')\n",
"Exported the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
- "['gaiadr2_g_rpmag_Intrinsic', 'gaiadr2_g_bpmag_Intrinsic', 'gaiadr2_gmag_Intrinsic']\n",
+ "['gaiadr2_gmag_Intrinsic', 'gaiadr2_g_rpmag_Intrinsic', 'gaiadr2_g_bpmag_Intrinsic']\n",
"Overwritten the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
"('gaiadr2_gmag', 'gaiadr2_g_bpmag', 'gaiadr2_g_rpmag')\n",
"Exported the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
- "['E(B-V)', 'log10_NH', 'A_gaiadr2_g_bpmag', 'A_gaiadr2_g_rpmag', 'A_0', 'A_gaiadr2_gmag']\n",
+ "['A_0', 'log10_NH', 'A_gaiadr2_gmag', 'A_gaiadr2_g_rpmag', 'A_gaiadr2_g_bpmag', 'E(B-V)']\n",
"Overwritten the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
"('gaiadr2_gmag', 'gaiadr2_g_bpmag', 'gaiadr2_g_rpmag')\n"
]
@@ -801,7 +809,7 @@
"output_type": "stream",
"text": [
"Exported the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
- "['pi_Err', 'vr_Err', 'gaiadr2_gmag_Err', 'vr_Sig', 'dec_Err', 'dec_Sig', 'ra_Err', 'gaiadr2_g_rpmag_Err', 'ra_Sig', 'gaiadr2_g_bpmag_Sig', 'gaiadr2_g_rpmag_Sig', 'mudec_Sig', 'gaiadr2_g_bpmag_Err', 'mura_Sig', 'mudec_Err', 'mura_Err', 'gaiadr2_gmag_Sig', 'pi_Sig']\n",
+ "['gaiadr2_g_rpmag_Sig', 'gaiadr2_gmag_Sig', 'pi_Err', 'dec_Sig', 'mura_Err', 'gaiadr2_g_bpmag_Err', 'mura_Sig', 'mudec_Sig', 'mudec_Err', 'ra_Sig', 'gaiadr2_g_rpmag_Err', 'gaiadr2_g_bpmag_Sig', 'pi_Sig', 'dec_Err', 'vr_Sig', 'gaiadr2_gmag_Err', 'vr_Err', 'ra_Err']\n",
"Overwritten the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
"('gaiadr2_gmag', 'gaiadr2_g_rpmag', 'gaiadr2_g_bpmag', 'pi', 'ra', 'dec', 'mura', 'mudec', 'vr')\n",
"Overwritten the following quantities to /home/athob/Software/repos/py-ananke/jupyter/survey.sim.h5\n",
@@ -882,36 +890,36 @@
"text/html": [
"
\n",
"\n",
- "# | A_0 | A_gaiadr2_g_bpmag | A_gaiadr2_g_rpmag | A_gaiadr2_gmag | E(B-V) | age | alpha | calcium | carbon | dec | dec_Err | dec_Sig | dform | dmod | feh | gaiadr2_g_bpmag | gaiadr2_g_bpmag_Err | gaiadr2_g_bpmag_Intrinsic | gaiadr2_g_bpmag_Sig | gaiadr2_g_rpmag | gaiadr2_g_rpmag_Err | gaiadr2_g_rpmag_Intrinsic | gaiadr2_g_rpmag_Sig | gaiadr2_gmag | gaiadr2_gmag_Err | gaiadr2_gmag_Intrinsic | gaiadr2_gmag_Sig | glat | glon | grav | helium | log10_NH | lum | mact | magnesium | mtip | mub | mudec | mudec_Err | mudec_Sig | mul | mura | mura_Err | mura_Sig | neon | nitrogen | oxygen | parentid | partid | pi | pi_Err | pi_Sig | px | py | pz | ra | ra_Err | ra_Sig | rad | silicon | smass | sulphur | teff | vr | vr_Err | vr_Sig | vx | vy | vz |
\n",
+ "# | A_0 | A_gaiadr2_g_bpmag | A_gaiadr2_g_rpmag | A_gaiadr2_gmag | E(B-V) | age | alpha | calcium | carbon | dec | dec_Err | dec_Sig | dform | dmod | feh | gaiadr2_g_bpmag | gaiadr2_g_bpmag_Err | gaiadr2_g_bpmag_Intrinsic | gaiadr2_g_bpmag_Sig | gaiadr2_g_rpmag | gaiadr2_g_rpmag_Err | gaiadr2_g_rpmag_Intrinsic | gaiadr2_g_rpmag_Sig | gaiadr2_gmag | gaiadr2_gmag_Err | gaiadr2_gmag_Intrinsic | gaiadr2_gmag_Sig | glat | glon | grav | helium | log10_NH | lum | mact | magnesium | mtip | mub | mudec | mudec_Err | mudec_Sig | mul | mura | mura_Err | mura_Sig | neon | nitrogen | oxygen | parentid | partid | pi | pi_Err | pi_Sig | px | py | pz | ra | ra_Err | ra_Sig | rad | satid | silicon | smass | sulphur | teff | vr | vr_Err | vr_Sig | vx | vy | vz |
\n",
"\n",
"\n",
- "0 | 0.7093970129666665 | 0.7125676091560126 | 0.4070167834122857 | 0.5278885380814727 | 0.2288377461182795 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.87123488088669 | -0.8867433071136475 | nan | nan | 8.22037 | nan | nan | nan | 6.875088 | nan | nan | nan | 7.6075797 | nan | nan | nan | 56622.53 | -0.7315406799316406 | 21.757467670308866 | 0.08502915 | 0.52380776 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 0 | nan | nan | nan | -142.03525597960677 | 46.20841677042607 | 0.692591828190988 | nan | nan | nan | 149.36435788052748 | -0.7563512325286865 | 0.5240775107307198 | -1.0924330949783325 | 3.643452 | nan | nan | nan | 80.28685760498047 | -54.7354850769043 | 62.91861343383789 |
\n",
- "1 | 0.42736475124343404 | 0.42914098540345996 | 0.24512763624360917 | 0.31782544112867933 | 0.1378595971753013 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.874669804041112 | -0.8867433071136475 | nan | nan | 8.465081 | nan | nan | nan | 7.0564466 | nan | nan | nan | 7.8151436 | nan | nan | nan | 58595.043 | -0.7315406799316406 | 21.537377013826873 | 0.07226164 | 0.507031 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -142.22747301583695 | 46.386958138676235 | 0.004228246344238351 | nan | nan | nan | 149.60081545134705 | -0.7563512325286865 | 0.5073366488986605 | -1.0924330949783325 | 3.6330101 | nan | nan | nan | 80.59491025858249 | -53.00087990954968 | 60.8337664206016 |
\n",
- "2 | 4.593351938543022 | 4.302520367984239 | 2.4772784265626755 | 2.8902869079971643 | 1.4817264317880716 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.88471839766448 | -0.8867433071136475 | nan | nan | 9.277008 | nan | nan | nan | 7.679845 | nan | nan | nan | 8.512117 | nan | nan | nan | 68168.14 | -0.7315406799316406 | 22.568708036787722 | 0.040845014 | 0.44261116 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -142.74596879582657 | 47.00537149892369 | 1.6067705879021805 | nan | nan | nan | 150.2947047268568 | -0.7563512325286865 | 0.4436048636953867 | -1.0924330949783325 | 3.6021755 | nan | nan | nan | 80.80015343120509 | -55.64432414076711 | 63.67842051361495 |
\n",
- "3 | 2.9015173588471916 | 2.7570225949714815 | 1.5797617115375588 | 1.8696858573346729 | 0.9359733415636101 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.86774516164448 | -0.8867433071136475 | nan | nan | 9.901029 | nan | nan | nan | 8.152237 | nan | nan | nan | 9.037168 | nan | nan | nan | 77695.805 | -0.7315406799316406 | 22.369203487990596 | 0.027340515 | 0.39295405 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -141.3933907874622 | 47.38119568899527 | 1.025228330531424 | nan | nan | nan | 149.1245109176375 | -0.7563512325286865 | 0.39350367992526536 | -1.0924330949783325 | 3.585968 | nan | nan | nan | 81.7927835288613 | -55.95010036400364 | 62.88779437252636 |
\n",
- "4 | 0.707155208444038 | 0.7543448541479726 | 0.4182799988714321 | 0.5913958141395317 | 0.2281145833690445 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.870514615819665 | -0.8867433071136475 | nan | nan | 5.201803 | nan | nan | nan | 4.5038996 | nan | nan | nan | 4.9383516 | nan | nan | nan | 30338.236 | -0.7315406799316406 | 21.756093059289544 | 0.8118422 | 0.7637918 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -141.9916163170226 | 46.182148064329176 | 0.7116176891276018 | nan | nan | nan | 149.31482278692783 | -0.7563512325286865 | 0.7644402589837288 | -1.0924330949783325 | 3.779468 | nan | nan | nan | 80.28659934775803 | -54.81068609910811 | 62.19603312290251 |
\n",
- "... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
- "1,614,128 | 17.580835276264384 | 16.043722113379655 | 8.467600799731505 | 10.82986608360791 | 5.671237185891737 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.615225156438306 | -0.8060703873634338 | nan | nan | 5.553659 | nan | nan | nan | 4.7985764 | nan | nan | nan | 5.2621174 | nan | nan | nan | 35559.12 | -0.05126773566007614 | 23.15161781966283 | 0.59976685 | 0.74945873 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -186.2104601639942 | 97.60009428422528 | 8.240301132964168 | nan | nan | nan | 210.39965884368272 | -1.247308373451233 | 0.7500223134586655 | -0.9955946803092957 | 3.7660573 | nan | nan | nan | 27.813939044225055 | 81.05856848184519 | -15.985614383611466 |
\n",
- "1,614,129 | 18.97187762048119 | 17.190931748258436 | 8.75192976632317 | 12.52869016552856 | 6.119960522735868 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.615141566325264 | -0.8060703873634338 | nan | nan | 8.61342 | nan | nan | nan | 7.150438 | nan | nan | nan | 7.930956 | nan | nan | nan | 58586.617 | -0.05126773566007614 | 23.184688629377522 | 0.06644254 | 0.5040816 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -186.11360199879405 | 97.76302024737537 | 8.290200874495762 | nan | nan | nan | 210.39155973421018 | -1.247308373451233 | 0.504675216060176 | -0.9955946803092957 | 3.6246061 | nan | nan | nan | 27.656169236404818 | 81.27600372513682 | -16.34660038762059 |
\n",
- "1,614,130 | 14.018671011804665 | 12.811838935026941 | 7.0330458472330495 | 8.390921314894067 | 4.5221519392918275 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.614026871403045 | -0.8060703873634338 | nan | nan | 5.727753 | nan | nan | nan | 4.9413347 | nan | nan | nan | 5.420544 | nan | nan | nan | 37539.883 | -0.05126773566007614 | 23.053285158739644 | 0.51845455 | 0.7332436 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -186.00545330768395 | 97.72834410765027 | 8.386214485417122 | nan | nan | nan | 210.28358589204177 | -1.247308373451233 | 0.7337202617485947 | -0.9955946803092957 | 3.7585597 | nan | nan | nan | 27.72980680044963 | 81.4542989535647 | -16.374979897614693 |
\n",
- "1,614,131 | 19.601637796400105 | 18.05433429737372 | 9.25399727712828 | 12.449908185334548 | 6.323108966580679 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.61913835561563 | -0.8060703873634338 | nan | nan | 4.2347775 | nan | nan | nan | 3.6183882 | nan | nan | nan | 4.007981 | nan | nan | nan | 17641.299 | -0.05126773566007614 | 23.198870674777037 | 1.9032125 | 0.86141604 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -186.65383919195483 | 97.59461139427121 | 7.968110183437391 | nan | nan | nan | 210.77916082523515 | -1.247308373451233 | 0.8632034883204436 | -0.9955946803092957 | 3.8003426 | nan | nan | nan | 27.343427007130504 | 81.66398164640879 | -15.566178025184996 |
\n",
- "1,614,132 | 18.7223831307322 | 16.951019667880708 | 8.766147796100096 | 12.05953482184562 | 6.039478429268452 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.615066501488048 | -0.8060703873634338 | nan | nan | 0.14156544 | nan | nan | nan | -1.0621885 | nan | nan | nan | -0.38972253 | nan | nan | nan | 81.57164 | -0.05126773566007614 | 23.17893944314229 | 126.867645 | 0.918 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -186.10742029110497 | 97.75907020218267 | 8.290988167364985 | nan | nan | nan | 210.3842869108733 | -1.247308373451233 | 0.9262041245678233 | -0.9955946803092957 | 3.6653404 | nan | nan | nan | 27.654047469079437 | 81.28784010807165 | -16.354361007284123 |
\n",
+ "0 | 0.7093970129666665 | 0.7125676091560126 | 0.4070167834122857 | 0.5278885380814727 | 0.2288377461182795 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.87123488088669 | -0.8867433071136475 | nan | nan | 8.22037 | nan | nan | nan | 6.875088 | nan | nan | nan | 7.6075797 | nan | nan | nan | 56622.53 | -0.7315406799316406 | 21.757467670308866 | 0.08502915 | 0.52380776 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 0 | nan | nan | nan | -142.03525597960677 | 46.20841677042607 | 0.692591828190988 | nan | nan | nan | 149.36435788052748 | 0 | -0.7563512325286865 | 0.5240775107307198 | -1.0924330949783325 | 3.643452 | nan | nan | nan | 80.28685760498047 | -54.7354850769043 | 62.91861343383789 |
\n",
+ "1 | 0.3913526151493549 | 0.3932110342103401 | 0.22456925568778976 | 0.29144945079467655 | 0.12624277908043705 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.87527071994942 | -0.8867433071136475 | nan | nan | 8.465081 | nan | nan | nan | 7.0564466 | nan | nan | nan | 7.8151436 | nan | nan | nan | 58595.043 | -0.7315406799316406 | 21.499146555104666 | 0.07226164 | 0.507031 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -142.2608617629229 | 46.417971376138425 | -0.11534282804241303 | nan | nan | nan | 149.64222051337467 | 0 | -0.7563512325286865 | 0.5073366488986605 | -1.0924330949783325 | 3.6330101 | nan | nan | nan | 80.6484200428451 | -52.699573145265624 | 60.47162146715175 |
\n",
+ "2 | 7.392986027528272 | 6.739848191949818 | 3.857969371581923 | 4.395135897711333 | 2.3848342024284745 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.888157433594138 | -0.8867433071136475 | nan | nan | 9.277008 | nan | nan | nan | 7.679845 | nan | nan | nan | 8.512117 | nan | nan | nan | 68168.14 | -0.7315406799316406 | 22.775398200235458 | 0.040845014 | 0.44261116 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -142.9270461828407 | 47.20842184009032 | 1.8396875936103703 | nan | nan | nan | 150.5329202321734 | 0 | -0.7563512325286865 | 0.4436048636953867 | -1.0924330949783325 | 3.6021755 | nan | nan | nan | 80.93093236871236 | -55.87588068392333 | 63.872006273574485 |
\n",
+ "3 | 3.6129888513390416 | 3.4033181539962825 | 1.9506143576453838 | 2.2818297625233486 | 1.1654802746254973 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.867217518655195 | -0.8867433071136475 | nan | nan | 9.901029 | nan | nan | nan | 8.152237 | nan | nan | nan | 9.037168 | nan | nan | nan | 77695.805 | -0.7315406799316406 | 22.46444493629801 | 0.027340515 | 0.39295405 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -141.293458764168 | 47.56378569643568 | 1.0770165239203284 | nan | nan | nan | 149.0882797670927 | 0 | -0.7563512325286865 | 0.39350367992526536 | -1.0924330949783325 | 3.585968 | nan | nan | nan | 82.02724120992328 | -56.13920387771556 | 62.8829961513569 |
\n",
+ "4 | 0.70147951758136 | 0.748366510460972 | 0.41495195398567725 | 0.5867886042288628 | 0.2262837153488258 | 10.016325950622559 | 0.3380742371082306 | -1.1830222606658936 | -0.39430123567581177 | nan | nan | nan | 0.0 | 20.86868071849355 | -0.8867433071136475 | nan | nan | 5.201803 | nan | nan | nan | 4.5038996 | nan | nan | nan | 4.9383516 | nan | nan | nan | 30338.236 | -0.7315406799316406 | 21.752593309473337 | 0.8118422 | 0.7637918 | -0.5486690402030945 | 0.886202 | nan | nan | nan | nan | nan | nan | nan | nan | -0.7326117157936096 | -0.652482807636261 | -0.6697278618812561 | 0 | 1 | nan | nan | nan | -141.88055546200977 | 46.1152954631301 | 0.7600375956495637 | nan | nan | nan | 149.18877354213694 | 0 | -0.7563512325286865 | 0.7644402589837288 | -1.0924330949783325 | 3.779468 | nan | nan | nan | 80.28594209547329 | -55.00206910551165 | 60.35710077567975 |
\n",
+ "... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
+ "1,614,158 | 14.060044512202722 | 12.868806573414634 | 7.057230806575605 | 8.423013661152801 | 4.535498229742814 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.61548082188761 | -0.8060703873634338 | nan | nan | 5.553659 | nan | nan | nan | 4.7985764 | nan | nan | nan | 5.2621174 | nan | nan | nan | 35559.12 | -0.05126773566007614 | 23.054565010441443 | 0.59976685 | 0.74945873 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -186.47851700510245 | 97.15110580779618 | 8.11585399110565 | nan | nan | nan | 210.42443239820045 | 0 | -1.247308373451233 | 0.7500223134586655 | -0.9955946803092957 | 3.7660573 | nan | nan | nan | 28.242162023325548 | 80.45802370901552 | -14.975214012762681 |
\n",
+ "1,614,159 | 11.063923128969243 | 9.91050274374604 | 5.5781547672436895 | 6.45510528739357 | 3.5690074609578204 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.61577240657062 | -0.8060703873634338 | nan | nan | 8.61342 | nan | nan | nan | 7.150438 | nan | nan | nan | 7.930956 | nan | nan | nan | 58586.617 | -0.05126773566007614 | 22.9504874645149 | 0.06644254 | 0.5040816 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -186.1230486764739 | 97.82701074897133 | 8.855589130749117 | nan | nan | nan | 210.4526900268967 | 0 | -1.247308373451233 | 0.504675216060176 | -0.9955946803092957 | 3.6246061 | nan | nan | nan | 27.320330839067992 | 81.30540302388515 | -15.836660505121856 |
\n",
+ "1,614,160 | 2.6202151095083157 | 2.682412465734748 | 1.5085576559312066 | 1.9979343957376579 | 0.8452306804865534 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.60797143158025 | -0.8060703873634338 | nan | nan | 5.727753 | nan | nan | nan | 4.9413347 | nan | nan | nan | 5.420544 | nan | nan | nan | 37539.883 | -0.05126773566007614 | 22.32491526151538 | 0.51845455 | 0.7332436 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -185.41554070188917 | 97.54207904767259 | 8.937050140256147 | nan | nan | nan | 209.69799899838287 | 0 | -1.247308373451233 | 0.7337202617485947 | -0.9955946803092957 | 3.7585597 | nan | nan | nan | 28.11590633817279 | 82.4289613003954 | -16.50579831154242 |
\n",
+ "1,614,161 | 20.11053022532025 | 18.55864938118823 | 9.438526458834994 | 12.915669131356063 | 6.487267814619435 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.62280870754291 | -0.8060703873634338 | nan | nan | 4.2347775 | nan | nan | nan | 3.6183882 | nan | nan | nan | 4.007981 | nan | nan | nan | 17641.299 | -0.05126773566007614 | 23.210001836001144 | 1.9032125 | 0.86141604 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -187.148672847189 | 97.44088694333617 | 7.677616529567157 | nan | nan | nan | 211.1357335752129 | 0 | -1.247308373451233 | 0.8632034883204436 | -0.9955946803092957 | 3.8003426 | nan | nan | nan | 27.05434945544597 | 82.01953176748317 | -14.847410387297346 |
\n",
+ "1,614,162 | 6.453998533061608 | 6.058586091870591 | 3.4826187148728667 | 4.090151594340529 | 2.0819350106650347 | 9.99021053314209 | 0.7036365270614624 | -0.8931915760040283 | 0.053123194724321365 | nan | nan | nan | 0.0 | 21.61092186109904 | -0.8060703873634338 | nan | nan | 0.14156544 | nan | nan | nan | -1.0621885 | nan | nan | nan | -0.38972253 | nan | nan | nan | 81.57164 | -0.05126773566007614 | 22.71640717719426 | 126.867645 | 0.918 | -0.10243386775255203 | 0.92552537 | nan | nan | nan | nan | nan | nan | nan | nan | -0.5620968341827393 | 0.0669776126742363 | -1.2146226167678833 | 99999 | 1 | nan | nan | nan | -185.7446220327249 | 97.5570866189969 | 8.628931734904032 | nan | nan | nan | 209.98311414623777 | 0 | -1.247308373451233 | 0.9262041245678233 | -0.9955946803092957 | 3.6653404 | nan | nan | nan | 27.35493020947136 | 82.0069568269455 | -16.55336224599178 |
\n",
"\n",
"
"
],
"text/plain": [
- "# A_0 A_gaiadr2_g_bpmag A_gaiadr2_g_rpmag A_gaiadr2_gmag E(B-V) age alpha calcium carbon dec dec_Err dec_Sig dform dmod feh gaiadr2_g_bpmag gaiadr2_g_bpmag_Err gaiadr2_g_bpmag_Intrinsic gaiadr2_g_bpmag_Sig gaiadr2_g_rpmag gaiadr2_g_rpmag_Err gaiadr2_g_rpmag_Intrinsic gaiadr2_g_rpmag_Sig gaiadr2_gmag gaiadr2_gmag_Err gaiadr2_gmag_Intrinsic gaiadr2_gmag_Sig glat glon grav helium log10_NH lum mact magnesium mtip mub mudec mudec_Err mudec_Sig mul mura mura_Err mura_Sig neon nitrogen oxygen parentid partid pi pi_Err pi_Sig px py pz ra ra_Err ra_Sig rad silicon smass sulphur teff vr vr_Err vr_Sig vx vy vz\n",
- "0 0.7093970129666665 0.7125676091560126 0.4070167834122857 0.5278885380814727 0.2288377461182795 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.87123488088669 -0.8867433071136475 nan nan 8.22037 nan nan nan 6.875088 nan nan nan 7.6075797 nan nan nan 56622.53 -0.7315406799316406 21.757467670308866 0.08502915 0.52380776 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 0 nan nan nan -142.03525597960677 46.20841677042607 0.692591828190988 nan nan nan 149.36435788052748 -0.7563512325286865 0.5240775107307198 -1.0924330949783325 3.643452 nan nan nan 80.28685760498047 -54.7354850769043 62.91861343383789\n",
- "1 0.42736475124343404 0.42914098540345996 0.24512763624360917 0.31782544112867933 0.1378595971753013 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.874669804041112 -0.8867433071136475 nan nan 8.465081 nan nan nan 7.0564466 nan nan nan 7.8151436 nan nan nan 58595.043 -0.7315406799316406 21.537377013826873 0.07226164 0.507031 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -142.22747301583695 46.386958138676235 0.004228246344238351 nan nan nan 149.60081545134705 -0.7563512325286865 0.5073366488986605 -1.0924330949783325 3.6330101 nan nan nan 80.59491025858249 -53.00087990954968 60.8337664206016\n",
- "2 4.593351938543022 4.302520367984239 2.4772784265626755 2.8902869079971643 1.4817264317880716 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.88471839766448 -0.8867433071136475 nan nan 9.277008 nan nan nan 7.679845 nan nan nan 8.512117 nan nan nan 68168.14 -0.7315406799316406 22.568708036787722 0.040845014 0.44261116 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -142.74596879582657 47.00537149892369 1.6067705879021805 nan nan nan 150.2947047268568 -0.7563512325286865 0.4436048636953867 -1.0924330949783325 3.6021755 nan nan nan 80.80015343120509 -55.64432414076711 63.67842051361495\n",
- "3 2.9015173588471916 2.7570225949714815 1.5797617115375588 1.8696858573346729 0.9359733415636101 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.86774516164448 -0.8867433071136475 nan nan 9.901029 nan nan nan 8.152237 nan nan nan 9.037168 nan nan nan 77695.805 -0.7315406799316406 22.369203487990596 0.027340515 0.39295405 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -141.3933907874622 47.38119568899527 1.025228330531424 nan nan nan 149.1245109176375 -0.7563512325286865 0.39350367992526536 -1.0924330949783325 3.585968 nan nan nan 81.7927835288613 -55.95010036400364 62.88779437252636\n",
- "4 0.707155208444038 0.7543448541479726 0.4182799988714321 0.5913958141395317 0.2281145833690445 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.870514615819665 -0.8867433071136475 nan nan 5.201803 nan nan nan 4.5038996 nan nan nan 4.9383516 nan nan nan 30338.236 -0.7315406799316406 21.756093059289544 0.8118422 0.7637918 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -141.9916163170226 46.182148064329176 0.7116176891276018 nan nan nan 149.31482278692783 -0.7563512325286865 0.7644402589837288 -1.0924330949783325 3.779468 nan nan nan 80.28659934775803 -54.81068609910811 62.19603312290251\n",
- "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
- "1,614,128 17.580835276264384 16.043722113379655 8.467600799731505 10.82986608360791 5.671237185891737 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.615225156438306 -0.8060703873634338 nan nan 5.553659 nan nan nan 4.7985764 nan nan nan 5.2621174 nan nan nan 35559.12 -0.05126773566007614 23.15161781966283 0.59976685 0.74945873 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -186.2104601639942 97.60009428422528 8.240301132964168 nan nan nan 210.39965884368272 -1.247308373451233 0.7500223134586655 -0.9955946803092957 3.7660573 nan nan nan 27.813939044225055 81.05856848184519 -15.985614383611466\n",
- "1,614,129 18.97187762048119 17.190931748258436 8.75192976632317 12.52869016552856 6.119960522735868 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.615141566325264 -0.8060703873634338 nan nan 8.61342 nan nan nan 7.150438 nan nan nan 7.930956 nan nan nan 58586.617 -0.05126773566007614 23.184688629377522 0.06644254 0.5040816 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -186.11360199879405 97.76302024737537 8.290200874495762 nan nan nan 210.39155973421018 -1.247308373451233 0.504675216060176 -0.9955946803092957 3.6246061 nan nan nan 27.656169236404818 81.27600372513682 -16.34660038762059\n",
- "1,614,130 14.018671011804665 12.811838935026941 7.0330458472330495 8.390921314894067 4.5221519392918275 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.614026871403045 -0.8060703873634338 nan nan 5.727753 nan nan nan 4.9413347 nan nan nan 5.420544 nan nan nan 37539.883 -0.05126773566007614 23.053285158739644 0.51845455 0.7332436 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -186.00545330768395 97.72834410765027 8.386214485417122 nan nan nan 210.28358589204177 -1.247308373451233 0.7337202617485947 -0.9955946803092957 3.7585597 nan nan nan 27.72980680044963 81.4542989535647 -16.374979897614693\n",
- "1,614,131 19.601637796400105 18.05433429737372 9.25399727712828 12.449908185334548 6.323108966580679 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.61913835561563 -0.8060703873634338 nan nan 4.2347775 nan nan nan 3.6183882 nan nan nan 4.007981 nan nan nan 17641.299 -0.05126773566007614 23.198870674777037 1.9032125 0.86141604 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -186.65383919195483 97.59461139427121 7.968110183437391 nan nan nan 210.77916082523515 -1.247308373451233 0.8632034883204436 -0.9955946803092957 3.8003426 nan nan nan 27.343427007130504 81.66398164640879 -15.566178025184996\n",
- "1,614,132 18.7223831307322 16.951019667880708 8.766147796100096 12.05953482184562 6.039478429268452 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.615066501488048 -0.8060703873634338 nan nan 0.14156544 nan nan nan -1.0621885 nan nan nan -0.38972253 nan nan nan 81.57164 -0.05126773566007614 23.17893944314229 126.867645 0.918 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -186.10742029110497 97.75907020218267 8.290988167364985 nan nan nan 210.3842869108733 -1.247308373451233 0.9262041245678233 -0.9955946803092957 3.6653404 nan nan nan 27.654047469079437 81.28784010807165 -16.354361007284123"
+ "# A_0 A_gaiadr2_g_bpmag A_gaiadr2_g_rpmag A_gaiadr2_gmag E(B-V) age alpha calcium carbon dec dec_Err dec_Sig dform dmod feh gaiadr2_g_bpmag gaiadr2_g_bpmag_Err gaiadr2_g_bpmag_Intrinsic gaiadr2_g_bpmag_Sig gaiadr2_g_rpmag gaiadr2_g_rpmag_Err gaiadr2_g_rpmag_Intrinsic gaiadr2_g_rpmag_Sig gaiadr2_gmag gaiadr2_gmag_Err gaiadr2_gmag_Intrinsic gaiadr2_gmag_Sig glat glon grav helium log10_NH lum mact magnesium mtip mub mudec mudec_Err mudec_Sig mul mura mura_Err mura_Sig neon nitrogen oxygen parentid partid pi pi_Err pi_Sig px py pz ra ra_Err ra_Sig rad satid silicon smass sulphur teff vr vr_Err vr_Sig vx vy vz\n",
+ "0 0.7093970129666665 0.7125676091560126 0.4070167834122857 0.5278885380814727 0.2288377461182795 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.87123488088669 -0.8867433071136475 nan nan 8.22037 nan nan nan 6.875088 nan nan nan 7.6075797 nan nan nan 56622.53 -0.7315406799316406 21.757467670308866 0.08502915 0.52380776 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 0 nan nan nan -142.03525597960677 46.20841677042607 0.692591828190988 nan nan nan 149.36435788052748 0 -0.7563512325286865 0.5240775107307198 -1.0924330949783325 3.643452 nan nan nan 80.28685760498047 -54.7354850769043 62.91861343383789\n",
+ "1 0.3913526151493549 0.3932110342103401 0.22456925568778976 0.29144945079467655 0.12624277908043705 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.87527071994942 -0.8867433071136475 nan nan 8.465081 nan nan nan 7.0564466 nan nan nan 7.8151436 nan nan nan 58595.043 -0.7315406799316406 21.499146555104666 0.07226164 0.507031 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -142.2608617629229 46.417971376138425 -0.11534282804241303 nan nan nan 149.64222051337467 0 -0.7563512325286865 0.5073366488986605 -1.0924330949783325 3.6330101 nan nan nan 80.6484200428451 -52.699573145265624 60.47162146715175\n",
+ "2 7.392986027528272 6.739848191949818 3.857969371581923 4.395135897711333 2.3848342024284745 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.888157433594138 -0.8867433071136475 nan nan 9.277008 nan nan nan 7.679845 nan nan nan 8.512117 nan nan nan 68168.14 -0.7315406799316406 22.775398200235458 0.040845014 0.44261116 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -142.9270461828407 47.20842184009032 1.8396875936103703 nan nan nan 150.5329202321734 0 -0.7563512325286865 0.4436048636953867 -1.0924330949783325 3.6021755 nan nan nan 80.93093236871236 -55.87588068392333 63.872006273574485\n",
+ "3 3.6129888513390416 3.4033181539962825 1.9506143576453838 2.2818297625233486 1.1654802746254973 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.867217518655195 -0.8867433071136475 nan nan 9.901029 nan nan nan 8.152237 nan nan nan 9.037168 nan nan nan 77695.805 -0.7315406799316406 22.46444493629801 0.027340515 0.39295405 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -141.293458764168 47.56378569643568 1.0770165239203284 nan nan nan 149.0882797670927 0 -0.7563512325286865 0.39350367992526536 -1.0924330949783325 3.585968 nan nan nan 82.02724120992328 -56.13920387771556 62.8829961513569\n",
+ "4 0.70147951758136 0.748366510460972 0.41495195398567725 0.5867886042288628 0.2262837153488258 10.016325950622559 0.3380742371082306 -1.1830222606658936 -0.39430123567581177 nan nan nan 0.0 20.86868071849355 -0.8867433071136475 nan nan 5.201803 nan nan nan 4.5038996 nan nan nan 4.9383516 nan nan nan 30338.236 -0.7315406799316406 21.752593309473337 0.8118422 0.7637918 -0.5486690402030945 0.886202 nan nan nan nan nan nan nan nan -0.7326117157936096 -0.652482807636261 -0.6697278618812561 0 1 nan nan nan -141.88055546200977 46.1152954631301 0.7600375956495637 nan nan nan 149.18877354213694 0 -0.7563512325286865 0.7644402589837288 -1.0924330949783325 3.779468 nan nan nan 80.28594209547329 -55.00206910551165 60.35710077567975\n",
+ "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
+ "1,614,158 14.060044512202722 12.868806573414634 7.057230806575605 8.423013661152801 4.535498229742814 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.61548082188761 -0.8060703873634338 nan nan 5.553659 nan nan nan 4.7985764 nan nan nan 5.2621174 nan nan nan 35559.12 -0.05126773566007614 23.054565010441443 0.59976685 0.74945873 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -186.47851700510245 97.15110580779618 8.11585399110565 nan nan nan 210.42443239820045 0 -1.247308373451233 0.7500223134586655 -0.9955946803092957 3.7660573 nan nan nan 28.242162023325548 80.45802370901552 -14.975214012762681\n",
+ "1,614,159 11.063923128969243 9.91050274374604 5.5781547672436895 6.45510528739357 3.5690074609578204 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.61577240657062 -0.8060703873634338 nan nan 8.61342 nan nan nan 7.150438 nan nan nan 7.930956 nan nan nan 58586.617 -0.05126773566007614 22.9504874645149 0.06644254 0.5040816 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -186.1230486764739 97.82701074897133 8.855589130749117 nan nan nan 210.4526900268967 0 -1.247308373451233 0.504675216060176 -0.9955946803092957 3.6246061 nan nan nan 27.320330839067992 81.30540302388515 -15.836660505121856\n",
+ "1,614,160 2.6202151095083157 2.682412465734748 1.5085576559312066 1.9979343957376579 0.8452306804865534 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.60797143158025 -0.8060703873634338 nan nan 5.727753 nan nan nan 4.9413347 nan nan nan 5.420544 nan nan nan 37539.883 -0.05126773566007614 22.32491526151538 0.51845455 0.7332436 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -185.41554070188917 97.54207904767259 8.937050140256147 nan nan nan 209.69799899838287 0 -1.247308373451233 0.7337202617485947 -0.9955946803092957 3.7585597 nan nan nan 28.11590633817279 82.4289613003954 -16.50579831154242\n",
+ "1,614,161 20.11053022532025 18.55864938118823 9.438526458834994 12.915669131356063 6.487267814619435 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.62280870754291 -0.8060703873634338 nan nan 4.2347775 nan nan nan 3.6183882 nan nan nan 4.007981 nan nan nan 17641.299 -0.05126773566007614 23.210001836001144 1.9032125 0.86141604 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -187.148672847189 97.44088694333617 7.677616529567157 nan nan nan 211.1357335752129 0 -1.247308373451233 0.8632034883204436 -0.9955946803092957 3.8003426 nan nan nan 27.05434945544597 82.01953176748317 -14.847410387297346\n",
+ "1,614,162 6.453998533061608 6.058586091870591 3.4826187148728667 4.090151594340529 2.0819350106650347 9.99021053314209 0.7036365270614624 -0.8931915760040283 0.053123194724321365 nan nan nan 0.0 21.61092186109904 -0.8060703873634338 nan nan 0.14156544 nan nan nan -1.0621885 nan nan nan -0.38972253 nan nan nan 81.57164 -0.05126773566007614 22.71640717719426 126.867645 0.918 -0.10243386775255203 0.92552537 nan nan nan nan nan nan nan nan -0.5620968341827393 0.0669776126742363 -1.2146226167678833 99999 1 nan nan nan -185.7446220327249 97.5570866189969 8.628931734904032 nan nan nan 209.98311414623777 0 -1.247308373451233 0.9262041245678233 -0.9955946803092957 3.6653404 nan nan nan 27.35493020947136 82.0069568269455 -16.55336224599178"
]
},
"execution_count": 7,
@@ -942,36 +950,36 @@
"text/html": [
"\n",
"\n",
- "# | A_0 | A_gaiadr2_g_bpmag | A_gaiadr2_g_rpmag | A_gaiadr2_gmag | E(B-V) | age | alpha | calcium | carbon | dec | dec_Err | dec_Sig | dform | dmod | feh | gaiadr2_g_bpmag | gaiadr2_g_bpmag_Err | gaiadr2_g_bpmag_Intrinsic | gaiadr2_g_bpmag_Sig | gaiadr2_g_rpmag | gaiadr2_g_rpmag_Err | gaiadr2_g_rpmag_Intrinsic | gaiadr2_g_rpmag_Sig | gaiadr2_gmag | gaiadr2_gmag_Err | gaiadr2_gmag_Intrinsic | gaiadr2_gmag_Sig | glat | glon | grav | helium | log10_NH | lum | mact | magnesium | mtip | mub | mudec | mudec_Err | mudec_Sig | mul | mura | mura_Err | mura_Sig | neon | nitrogen | oxygen | parentid | partid | pi | pi_Err | pi_Sig | px | py | pz | ra | ra_Err | ra_Sig | rad | silicon | smass | sulphur | teff | vr | vr_Err | vr_Sig | vx | vy | vz |
\n",
+ "# | A_0 | A_gaiadr2_g_bpmag | A_gaiadr2_g_rpmag | A_gaiadr2_gmag | E(B-V) | age | alpha | calcium | carbon | dec | dec_Err | dec_Sig | dform | dmod | feh | gaiadr2_g_bpmag | gaiadr2_g_bpmag_Err | gaiadr2_g_bpmag_Intrinsic | gaiadr2_g_bpmag_Sig | gaiadr2_g_rpmag | gaiadr2_g_rpmag_Err | gaiadr2_g_rpmag_Intrinsic | gaiadr2_g_rpmag_Sig | gaiadr2_gmag | gaiadr2_gmag_Err | gaiadr2_gmag_Intrinsic | gaiadr2_gmag_Sig | glat | glon | grav | helium | log10_NH | lum | mact | magnesium | mtip | mub | mudec | mudec_Err | mudec_Sig | mul | mura | mura_Err | mura_Sig | neon | nitrogen | oxygen | parentid | partid | pi | pi_Err | pi_Sig | px | py | pz | ra | ra_Err | ra_Sig | rad | satid | silicon | smass | sulphur | teff | vr | vr_Err | vr_Sig | vx | vy | vz |
\n",
"\n",
"\n",
- "0 | 0.5968695273372091 | 0.6134133556012421 | 0.34736789443008625 | 0.46617317284163673 | 0.19253855720555133 | 9.541040420532227 | -0.12732818722724915 | -0.9319211840629578 | -1.1354221105575562 | 23.517656 | -6.046303323376733e-07 | 5.2571426e-07 | 0.0 | 20.84754502003177 | -0.8923100233078003 | 21.396175 | -0.17414838516711492 | 0.109366186 | 0.4227643 | 20.388311 | 0.19883259760421385 | -0.99289364 | 0.4227643 | 20.98313 | 0.034675845574094984 | -0.36526373 | 0.017036235 | -20.265621 | 171.08704 | 143.3362 | -0.83549964427948 | 21.682457721762407 | 117.38007 | 1.242 | -1.019638180732727 | 1.2443578 | 3.513172188479267 | 3.4756433158643536 | 3.427204736212419 | 2.8578458 | -1.4504939005943929 | 1.5382505144926077 | 1.5751808532822085 | 2.8578458 | -0.7911292314529419 | -0.6384884715080261 | -0.75995934009552 | 35 | 1 | 0.39720688252231606 | 0.3904384049219729 | 1.8925712 | -136.9243352067261 | 21.473499382256776 | -51.17440237294062 | 62.51311 | 7.243909296036054e-08 | 5.2571426e-07 | 147.74371122234376 | 0.05995115637779236 | 1.2457935070239523 | -0.40517234802246094 | 3.685448 | nan | nan | nan | -4.794804640370714 | 43.66729503957819 | 0.798326513834674 |
\n",
- "1 | 0.03240183224912084 | 0.03414993547059877 | 0.019130807760238122 | 0.026667334626947797 | 0.010452203951329302 | 8.97172737121582 | -0.6125200986862183 | -0.12460324913263321 | -0.36052706837654114 | 41.480618 | 4.365875860144255e-07 | 3.6566976e-07 | 0.0 | 20.93897257012393 | -0.5348672270774841 | 20.983871 | -0.016208278154500884 | 0.026959075 | 0.32201025 | 20.511648 | 0.4686094145012974 | -0.9150356 | 0.32201025 | 20.607824 | 0.003854659549329624 | -0.36166972 | 0.0140326675 | -6.533239 | 159.05208 | 369.8372 | -0.6886086463928223 | 20.417147884093257 | 108.46986 | 2.1231031 | -1.1473873853683472 | 1.9929105 | -2.102441136818007 | -2.4309630222975875 | -2.3336165790372227 | 2.0830476 | 1.3281715071577405 | -0.524134667850378 | -0.4227110779422327 | 2.0830476 | -0.44875627756118774 | -1.4166113138198853 | -0.40134233236312866 | 138 | 1 | -0.7468680151846264 | -0.7533574292532406 | 1.3164111 | -142.97762453528603 | 54.73491449375926 | -17.533098219052395 | 64.27824 | 1.9834504127347728e-07 | 3.6566976e-07 | 154.0971171552255 | -0.4361392557621002 | 2.123614686399606 | -1.2804145812988281 | 3.7215486 | nan | nan | nan | -1.8718466960439488 | 4.028888606484042 | -103.68306654562274 |
\n",
- "2 | 0.1367282662724903 | 0.13681457303676017 | 0.07814074535173385 | 0.10068780081568864 | 0.04410589234596461 | 10.069992065429688 | 0.5896989703178406 | -0.9664415121078491 | -0.9518471360206604 | 37.23763 | 1.8628932298729322e-07 | 2.1994336e-07 | 0.0 | 21.773146184828576 | -0.801622748374939 | 20.979319 | 0.10798543964951746 | -1.0386255 | 0.21877547 | 19.17353 | -0.1146483067403298 | -2.5623941 | 0.21877547 | 20.118101 | 0.004118068925999436 | -1.7598503 | 0.010660492 | -0.99418694 | 169.38763 | 10.833822 | -0.32748517394065857 | 21.04243662177693 | 558.4033 | 0.8450456 | -0.21192379295825958 | 0.86665446 | -0.4985759766664853 | -2.4550694541417575 | -2.474184581515551 | 1.3387846 | 2.6692705848408944 | 1.160266054548476 | 1.1128577418471601 | 1.3387846 | -0.3413775563240051 | -0.13905183970928192 | -0.8814153671264648 | 212 | 1 | -1.1239242183866573 | -1.1283436942160274 | 0.7917961 | -222.36747086527308 | 41.66461293569632 | -3.9260301926370644 | 78.40865 | -7.185046775275613e-08 | 2.1994336e-07 | 226.2711775352154 | -0.7138696312904358 | 0.8677262727803007 | -1.077961802482605 | 3.6162643 | nan | nan | nan | -51.41373916074214 | -3.782666245772003 | 52.36346019742211 |
\n",
- "3 | 0.0276760646802661 | 0.028464631949460837 | 0.01613728310687536 | 0.021720398372794374 | 0.008927762800085838 | 9.613767623901367 | -0.1432933509349823 | -1.0196176767349243 | -0.6505561470985413 | 27.43915 | 2.0303131545505185e-07 | 5.2313027e-07 | 0.0 | 21.244918161057285 | -0.5965235829353333 | 21.23429 | -0.24667427582704243 | 0.20757976 | 0.42121127 | 19.978306 | -0.28882408042187135 | -0.99390167 | 0.42121127 | 20.947826 | 0.004026102345687164 | -0.3228382 | 0.016991582 | -8.894714 | 175.75687 | 114.44746 | -0.7592963576316833 | 20.348682651737057 | 118.69824 | 1.196 | -0.7398169040679932 | 1.1982795 | -2.1243424661439154 | -2.6875358440510246 | -2.6144429393116777 | 2.8455975 | 1.7648690114547503 | -0.6361957576067919 | -0.5474930691357484 | 2.8455975 | -1.3291157484054565 | -0.7577531337738037 | -0.45060980319976807 | 252 | 1 | -2.0527158329993394 | -2.0583524219866347 | 1.883269 | -174.79829543623873 | 12.968709898312015 | -27.43135150881398 | 75.35781 | -4.2748152677779493e-07 | 5.2313027e-07 | 177.41226160962293 | -0.6941993832588196 | 1.2002945213596574 | -0.5894879698753357 | 3.6663215 | nan | nan | nan | 45.642212396666196 | -7.659060700917264 | -90.53421655584363 |
\n",
- "4 | 0.5518274193639072 | 0.5509687789492791 | 0.31508761074470243 | 0.40473994974779337 | 0.1780088449560991 | 9.8711519241333 | 1.162867546081543 | -0.7159809470176697 | -0.6287623643875122 | 34.753277 | -7.735194275800812e-08 | 6.541879e-08 | 0.0 | 20.789365713004155 | -1.236360788345337 | 19.71657 | 0.027521571754007875 | -1.6512849 | 0.081973486 | 18.001966 | 0.01994907450176939 | -3.1099238 | 0.081973486 | 18.863422 | 0.0019857080876298284 | -2.3326683 | 0.005323698 | -14.332369 | 160.56035 | 8.724134 | 0.7711513042449951 | 21.648381590869644 | 876.2868 | 0.92662406 | -0.07349321991205215 | 0.95272523 | -0.006337151314686018 | -0.27373772847643424 | -0.26829818393381155 | 0.4664377 | 0.4067224023201611 | 0.30088358558533596 | 0.1875108029632429 | 0.4664377 | -0.9232337474822998 | -0.6347827315330505 | -1.0434234142303467 | 281 | 1 | -0.18518679617662281 | -0.192139069814773 | 0.23550764 | -131.41641358002605 | 46.381284529701205 | -35.60654354188628 | 58.91128 | -1.581328592510428e-08 | 6.541879e-08 | 143.83783666289548 | 0.010916919447481632 | 0.9538811072032849 | -1.0917985439300537 | 3.6316922 | nan | nan | nan | -31.14407272446046 | -53.09924111185783 | 46.907355461601654 |
\n",
- "... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
- "1,205 | 0.35874266368242247 | 0.381638534635979 | 0.21234668965599138 | 0.2994975639452457 | 0.11572343989755562 | 8.930737495422363 | 0.6076170802116394 | -0.6101605892181396 | -1.178126573562622 | 45.430233 | 2.9291568861768457e-07 | 4.4838964e-07 | 0.0 | 21.431649975383603 | -0.9669079780578613 | 20.866198 | -0.3256922502938399 | -0.6213981 | 0.37533015 | 20.485788 | 0.25554185049736444 | -1.4100771 | 0.37533015 | 20.774233 | -0.023678342134097606 | -0.9332376 | 0.015650729 | -6.0987515 | 153.6428 | 292.12024 | -0.3269174098968506 | 21.461361343312024 | 179.34077 | 2.0998795 | -0.3592909276485443 | 1.990915 | -0.4157199343562911 | 0.5866122791183465 | 0.6197415410238651 | 2.4878557 | -1.3947719635247497 | -1.331952719225263 | -1.3320130253621276 | 2.4878557 | -0.9424375295639038 | -0.44707345962524414 | 0.1094677597284317 | 99716 | 1 | -0.9616890486415326 | -0.9668611854621048 | 1.6142026 | -172.26386449951985 | 85.35219471205555 | -20.541298815885252 | 59.213142 | 3.727787234230105e-07 | 4.4838964e-07 | 193.3436865054483 | -0.5921840667724609 | 2.099882701979061 | -0.4149705767631531 | 3.7517722 | nan | nan | nan | 48.86504365886161 | -46.20609372529927 | -16.360607366019696 |
\n",
- "1,206 | 0.3230736893980011 | 0.3341713600809592 | 0.18882149834072304 | 0.25599651358596054 | 0.1042173191606455 | 9.285873413085938 | 0.18808910250663757 | -1.45376455783844 | -0.7214657068252563 | 48.911808 | 5.135263630659562e-07 | 3.8397997e-07 | 0.0 | 21.251901179331405 | -1.0540839433670044 | 21.808926 | 0.6170042479537786 | -0.39415076 | 0.33407712 | 19.856813 | -0.10260144404346734 | -1.4779234 | 0.33407712 | 20.65746 | 0.006912342491932678 | -0.8573515 | 0.014405077 | -3.357508 | 151.48462 | 113.90383 | -0.29972854256629944 | 21.415879906050918 | 183.49841 | 1.4913144 | -0.8659948706626892 | 1.4901192 | 0.7337517023622575 | -0.21656988086548556 | -0.26775169122517917 | 2.173561 | 1.1987560790886982 | 1.3887062525886327 | 1.41304001800747 | 2.173561 | -0.9240073561668396 | -0.21107827126979828 | 0.45511287450790405 | 99725 | 1 | 0.2921928915772413 | 0.28657439961201536 | 1.3823278 | -156.1238848628728 | 84.8226096961568 | -10.423802609431064 | 59.412174 | -1.7183004832539987e-07 | 3.8397997e-07 | 177.98370206617938 | 0.0748043805360794 | 1.4924370909825853 | -0.4012254476547241 | 3.6891768 | nan | nan | nan | 14.585070420240378 | 41.6961824096151 | 19.246956284089467 |
\n",
- "1,207 | 0.009033106819436218 | 0.009348887073761455 | 0.005285900320769716 | 0.00718050846557936 | 0.0029139054256245864 | 10.373172760009766 | 1.5368380546569824 | -1.5263926982879639 | -0.673753559589386 | 40.01393 | 3.7514200181361693e-07 | 4.0093312e-07 | 0.0 | 21.231402508402212 | -1.2268792390823364 | 21.316664 | 0.13055406136712616 | -0.054642305 | 0.34510812 | 20.39148 | 0.34565828763941076 | -1.1908631 | 0.34510812 | 20.670382 | -0.021290326913612545 | -0.54691136 | 0.014742215 | -10.564731 | 156.78517 | 71.625626 | -0.6782917976379395 | 19.86241546077454 | 141.69197 | 0.798 | 0.3099588453769684 | 0.80682814 | 1.744901625460011 | -0.9493363778036155 | -0.9771125866027341 | 2.2568824 | 3.5210936317710146 | 3.8133374401976727 | 3.830987880574471 | 2.2568824 | -0.6692771315574646 | 0.04717090725898743 | -1.0167276859283447 | 99731 | 1 | 1.9574337795604928 | 1.9517619979742322 | 1.4433591 | -159.28932725289906 | 68.32029107717185 | -32.32604585974716 | 58.504227 | 3.497840352019696e-07 | 4.0093312e-07 | 176.311443730908 | -0.643153190612793 | 0.8070930497545803 | -0.7373723983764648 | 3.6786351 | nan | nan | nan | 91.46921227130287 | -10.644905958529723 | 24.746849547022716 |
\n",
- "1,208 | 0.09358771814883171 | 0.09439074426739111 | 0.05384911235851899 | 0.07032157540578904 | 0.030189586499623132 | 9.395322799682617 | -0.3845840394496918 | -0.28358957171440125 | -0.48085200786590576 | 34.85086 | -2.4933053559804617e-10 | 1.2572251e-07 | 0.0 | 21.727910858061527 | -0.7610273361206055 | 20.364664 | 0.12321215740864706 | -1.5808507 | 0.14123389 | 18.68043 | -0.09689000506130448 | -3.0041256 | 0.14123389 | 19.555046 | -0.0024152045294391434 | -2.2407725 | 0.007816866 | -11.403455 | 163.6131 | 14.651481 | -0.9921388030052185 | 20.87779717329627 | 803.1406 | 1.433 | -1.1456114053726196 | 1.4167645 | -0.4664768126015815 | -0.7755714655215991 | -0.7812852061245409 | 0.8237044 | 0.6303875025185693 | 0.1160943938894372 | 0.14377868147969972 | 0.8237044 | -0.9093115329742432 | -0.06070816144347191 | -0.573256254196167 | 99823 | 1 | 0.5383381061906761 | 0.5338255998164222 | 0.45260102 | -208.40737612778858 | 61.285889413556056 | -43.81521560923936 | 63.995293 | -6.214411008620447e-08 | 1.2572251e-07 | 221.60633516342511 | -0.5603996515274048 | 1.446258238190986 | -0.6158600449562073 | 3.6311183 | nan | nan | nan | 19.65237876414224 | 20.08454205756655 | -13.982799665901263 |
\n",
- "1,209 | 0.33862344311942855 | 0.37322209405784673 | 0.2031362161270821 | 0.30170146866670194 | 0.10923336874820276 | 8.76700210571289 | 1.2602565288543701 | -0.6482102274894714 | -0.646274745464325 | 18.738699 | 6.144178703805896e-07 | 4.2492252e-07 | 0.0 | 21.967187148846428 | -1.1567636728286743 | 20.612162 | -0.3635935422158314 | -1.3646538 | 0.3605014 | 20.577553 | 0.206552305901735 | -1.7965397 | 0.3605014 | 20.75855 | 0.011648815165735916 | -1.521986 | 0.0152076455 | -19.281801 | 178.76172 | 421.27353 | -0.3065233826637268 | 21.436295336138656 | 296.85895 | 2.3255537 | 0.10349282622337341 | 2.2348108 | -1.7510841275149163 | -1.477256345837232 | -1.3609275988694067 | 2.3740451 | 0.4837862396338406 | -1.0573828147100497 | -1.0586270816905818 | 2.3740451 | -0.09991137683391571 | 0.01162821426987648 | -0.6298919320106506 | 99944 | 1 | -1.5040091775040836 | -1.5080508635062349 | 1.529721 | -233.48806671630626 | 5.046920818291096 | -81.70219299224792 | 68.41505 | 5.247804651615368e-07 | 4.2492252e-07 | 247.4214967386765 | -0.13593457639217377 | 2.32588572372793 | -0.7227007746696472 | 3.8350785 | nan | nan | nan | 78.57729040501363 | -108.73354474581248 | -61.385496265812634 |
\n",
+ "0 | 0.05681650709265505 | 0.05985558882052296 | 0.033535779349265264 | 0.046713423918591325 | 0.018327905513759693 | 8.97172737121582 | -0.6125200986862183 | -0.12460324913263321 | -0.36052706837654114 | 41.517887 | -4.3651322762456503e-07 | 3.7339328e-07 | 0.0 | 20.938860082853388 | -0.5348672270774841 | 20.934616 | -0.09105875752639689 | 0.026959075 | 0.32711947 | 20.067745 | 0.010476073807142064 | -0.9150356 | 0.32711947 | 20.610794 | -0.013108958690914031 | -0.36166972 | 0.014190837 | -6.450095 | 159.08374 | 369.8372 | -0.6886086463928223 | 20.66105284593159 | 108.46986 | 2.1231031 | -1.1473873853683472 | 1.9929105 | 1.9282719359892686 | -0.24990918971905196 | -0.15208820165614972 | 2.1212947 | 2.3169853631740556 | 3.004030573793332 | 3.107170100412025 | 2.1212947 | -0.44875627756118774 | -1.4166113138198853 | -0.40134233236312866 | 138 | 1 | 0.0047001384188920066 | -0.0017896118250197454 | 1.3442158 | -143.02405261900316 | 54.66209816691588 | -17.31002173887193 | 64.385994 | 7.738775790567222e-07 | 3.7339328e-07 | 154.08913477650898 | 0 | -0.4361392557621002 | 2.123614686399606 | -1.2804145812988281 | 3.7215486 | nan | nan | nan | -1.080939539950504 | 4.27721663340763 | -104.71947041478431 |
\n",
+ "1 | 0.3090895728483629 | 0.30842259877311784 | 0.17628026359430848 | 0.22611708693766508 | 0.09970631382205254 | 10.069992065429688 | 0.5896989703178406 | -0.9664415121078491 | -0.9518471360206604 | 37.240967 | -2.2831375342149955e-07 | 2.49317e-07 | 0.0 | 21.769605166840982 | -0.801622748374939 | 21.307426 | 0.2680249694291372 | -1.0386255 | 0.24083452 | 19.240015 | -0.13966843269274323 | -2.5623941 | 0.24083452 | 20.222652 | -0.013217448221518976 | -1.7598503 | 0.011413363 | -0.91259795 | 169.44246 | 10.833822 | -0.32748517394065857 | 21.39666266920291 | 558.4033 | 0.8450456 | -0.21192379295825958 | 0.86665446 | -3.0969826102556715 | -2.5232363803451627 | -2.542487626107496 | 1.4928615 | 0.8774132816791705 | -1.9986079221169366 | -2.04588855812214 | 1.4928615 | -0.3413775563240051 | -0.13905183970928192 | -0.8814153671264648 | 212 | 1 | -1.1660510794203147 | -1.1704777679639904 | 0.89754117 | -222.05011278974717 | 41.38527019482137 | -3.5979765713472047 | 78.53204 | 4.2180988179474246e-07 | 2.49317e-07 | 225.90249802613025 | 0 | -0.7138696312904358 | 0.8677262727803007 | -1.077961802482605 | 3.6162643 | nan | nan | nan | -51.864294010985724 | -3.452417675558107 | 52.329935511279956 |
\n",
+ "2 | 0.04065386377065892 | 0.041802807229243184 | 0.02370060669920257 | 0.031888683601719876 | 0.01311414960343836 | 9.613767623901367 | -0.1432933509349823 | -1.0196176767349243 | -0.6505561470985413 | 27.468527 | 9.93141102529504e-07 | 5.270746e-07 | 0.0 | 21.241844522741097 | -0.5965235829353333 | 21.876608 | 0.38537958340209455 | 0.20757976 | 0.4235812 | 21.283127 | 1.0115375512029108 | -0.99390167 | 0.4235812 | 20.921713 | -0.029182178287689993 | -0.3228382 | 0.01705969 | -8.830861 | 175.76826 | 114.44746 | -0.7592963576316833 | 20.51568014237017 | 118.69824 | 1.196 | -0.7398169040679932 | 1.1982795 | -1.6337324545644631 | -1.8048458518891428 | -1.7305400665725954 | 2.8642974 | 1.0298405489110565 | -0.6871569312728342 | -0.5989357582041593 | 2.8642974 | -1.3291157484054565 | -0.7577531337738037 | -0.45060980319976807 | 252 | 1 | 1.5601152190393899 | 1.554470646021109 | 1.8974684 | -174.58395850876303 | 12.917886544408068 | -27.19747265375267 | 75.42295 | -1.738821925276305e-07 | 5.270746e-07 | 177.16131880327407 | 0 | -0.6941993832588196 | 1.2002945213596574 | -0.5894879698753357 | 3.6663215 | nan | nan | nan | 44.815626870159115 | -8.696420347749594 | -90.83775218664684 |
\n",
+ "3 | 0.7877962999054845 | 0.7836102802989956 | 0.4485485017244639 | 0.5726781831841731 | 0.25412783867918853 | 9.8711519241333 | 1.162867546081543 | -0.7159809470176697 | -0.6287623643875122 | 34.62386 | 6.854075293976649e-08 | 7.639342e-08 | 0.0 | 20.79343262014924 | -1.236360788345337 | 19.920134 | -0.005622249308989237 | -1.6512849 | 0.09372754 | 18.061659 | -0.04331449085765518 | -3.1099238 | 0.09372754 | 19.04199 | 0.00854874852791074 | -2.3326683 | 0.005850956 | -14.482033 | 160.58708 | 8.724134 | 0.7711513042449951 | 21.80299225153632 | 876.2868 | 0.92662406 | -0.07349321991205215 | 0.95272523 | 0.09118761002492409 | -0.12743009609252465 | -0.12157731062280257 | 0.53407407 | 0.29646628837634975 | 0.28278793098576693 | 0.16962703533504497 | 0.53407407 | -0.9232337474822998 | -0.6347827315330505 | -1.0434234142303467 | 281 | 1 | -0.24483446567030384 | -0.25177373072009146 | 0.2750163 | -131.59610686320974 | 46.37566245119917 | -36.03787463886429 | 58.814594 | 3.7359391102072234e-08 | 7.639342e-08 | 144.1074800897836 | 0 | 0.010916919447481632 | 0.9538811072032849 | -1.0917985439300537 | 3.6316922 | nan | nan | nan | -31.012357263624274 | -53.39747247914625 | 46.681828045304094 |
\n",
+ "4 | 0.13204413245379218 | 0.13715348267910565 | 0.07738767519745388 | 0.10562465807915 | 0.04259488143670716 | 9.037848472595215 | -0.20741142332553864 | -0.2963399291038513 | 0.24989141523838043 | 27.754452 | 3.672289535219167e-07 | 4.3264754e-07 | 0.0 | 21.63436699581625 | -0.9348768591880798 | 21.672022 | 0.4177469420941861 | -0.51724565 | 0.36540693 | 20.406832 | 0.2875173851348014 | -1.5919065 | 0.36540693 | 20.762663 | -0.0013426168529036332 | -0.9759861 | 0.015354784 | -6.714385 | 176.97495 | 129.31134 | -0.6755844354629517 | 21.02729742239088 | 203.31184 | 1.8348202 | -1.142288327217102 | 1.8366443 | 0.22742582474918802 | -1.0224689174457215 | -1.02247116836483 | 2.41159 | 1.4182551635224565 | 1.0088247957898988 | 1.067175358322312 | 2.41159 | -0.6697758436203003 | -0.6329840421676636 | -1.5521866083145142 | 343 | 1 | 2.2433125652881225 | 2.238601418881787 | 1.5575311 | -210.51297254829453 | 11.124849238363767 | -24.81775149965351 | 78.14718 | -7.645186432301977e-08 | 4.3264754e-07 | 212.26256069122005 | 0 | -0.3810194134712219 | 1.8352900976292204 | -0.6407454609870911 | 3.6914678 | nan | nan | nan | 4.41267248808539 | 33.91564561973785 | -47.81752034953253 |
\n",
+ "... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
+ "1,164 | 0.019025284676617567 | 0.019686932095393826 | 0.011131666999151546 | 0.01511721103115259 | 0.006137188605360506 | 10.373172760009766 | 1.5368380546569824 | -1.5263926982879639 | -0.673753559589386 | 39.989857 | -2.514573920310201e-07 | 4.0399456e-07 | 0.0 | 21.230698985230248 | -1.2268792390823364 | 22.025711 | 0.8299667035764402 | -0.054642305 | 0.3470864 | 20.100952 | 0.04999640531206987 | -1.1908631 | 0.3470864 | 20.69277 | -0.006136069764179247 | -0.54691136 | 0.014802344 | -10.55544 | 156.8341 | 71.625626 | -0.6782917976379395 | 20.185909478706613 | 141.69197 | 0.798 | 0.3099588453769684 | 0.80682814 | 1.9005327439369708 | 0.5529681225325869 | 0.5241191460758158 | 2.2718804 | 1.3808223355267186 | 2.2831822765276324 | 2.3005029186373935 | 2.2718804 | -0.6692771315574646 | 0.04717090725898743 | -1.0167276859283447 | 99731 | 1 | -1.8038561145794871 | -1.80952973403217 | 1.4543804 | -159.30081213760621 | 68.16420594881328 | -32.287480777554315 | 58.55993 | -8.166342547243272e-07 | 4.0399456e-07 | 176.2543308270582 | 0 | -0.643153190612793 | 0.8070930497545803 | -0.7373723983764648 | 3.6786351 | nan | nan | nan | 91.64606945448743 | -10.237541481452142 | 25.588940561402193 |
\n",
+ "1,165 | 0.11785906487249849 | 0.11882245467275085 | 0.06779467873028416 | 0.08847483112602038 | 0.03801905318467693 | 9.395322799682617 | -0.3845840394496918 | -0.28358957171440125 | -0.48085200786590576 | 34.802338 | 9.918108029871799e-08 | 1.2833371e-07 | 0.0 | 21.730687168195804 | -0.7610273361206055 | 20.062742 | -0.20591638105879556 | -1.5808507 | 0.1435723 | 19.183807 | 0.3899514815920368 | -3.0041256 | 0.1435723 | 19.584963 | 0.0065751865905664285 | -2.2407725 | 0.007908253 | -11.4430685 | 163.64268 | 14.651481 | -0.9921388030052185 | 20.977941305794037 | 803.1406 | 1.433 | -1.1456114053726196 | 1.4167645 | -0.7805496455197294 | -1.061513757734159 | -1.0666535865725877 | 0.83854187 | 0.7206434010757191 | -0.04210933297675466 | -0.014613976378601738 | 0.83854187 | -0.9093115329742432 | -0.06070816144347191 | -0.573256254196167 | 99823 | 1 | 0.6270305330302727 | 0.6225237923805556 | 0.46200135 | -208.67652152432524 | 61.24792880191641 | -44.021647514337545 | 63.986168 | -1.9273868544824463e-07 | 1.2833371e-07 | 221.88984850121776 | 0 | -0.5603996515274048 | 1.446258238190986 | -0.6158600449562073 | 3.6311183 | nan | nan | nan | 19.144157910757684 | 19.68245343984652 | -14.362693836095195 |
\n",
+ "1,166 | 1.9178776046340098 | 1.8937630206087204 | 1.085983320180919 | 1.3702206129213481 | 0.618670195043229 | 9.400785446166992 | 0.5861782431602478 | -0.661990225315094 | -0.446218341588974 | 28.715738 | -4.908052626167452e-07 | 4.5137742e-07 | 0.0 | 21.56765254830313 | -1.0741389989852905 | 22.023201 | 0.09706545298345842 | -1.5352793 | 0.3772023 | 20.310297 | 0.7137742476844009 | -2.8559453 | 0.3772023 | 20.798689 | -0.005518799886512156 | -2.133665 | 0.015706312 | -10.957019 | 172.46034 | 19.026196 | -0.9261223077774048 | 22.18939920269422 | 671.83466 | 1.323 | -0.4879607856273651 | 1.3253865 | 5.474372140983591 | 5.868888862589489 | 5.871416168223197 | 2.502292 | -3.0948047370072977 | 2.2589180788252445 | 2.2750541663028017 | 2.502292 | 0.23867693543434143 | -1.0438926219940186 | -1.0675371885299683 | 99881 | 1 | -1.883078373748392 | -1.8879365077565704 | 1.6249586 | -200.3407015330409 | 26.516403301143548 | -39.12458260932041 | 71.24494 | 1.7179552430969074e-07 | 4.5137742e-07 | 205.84034905511945 | 0 | -0.30648577213287354 | 1.3302323661360405 | 0.5969148278236389 | 3.6487052 | nan | nan | nan | 58.893637163546906 | 0.38034349101910236 | -2.683755036288687 |
\n",
+ "1,167 | 0.38909358176555053 | 0.4284423680675876 | 0.23326528792757678 | 0.3459109855134216 | 0.12551405863404855 | 8.76700210571289 | 1.2602565288543701 | -0.6482102274894714 | -0.646274745464325 | 18.708971 | -1.1252965856256632e-07 | 4.4515681e-07 | 0.0 | 21.967123504012505 | -1.1567636728286743 | 20.725286 | -0.3056262783830847 | -1.3646538 | 0.3733 | 20.238077 | -0.16204777931782613 | -1.7965397 | 0.3733 | 20.788153 | -0.0028946091431594823 | -1.521986 | 0.015590355 | -19.303923 | 178.78328 | 421.27353 | -0.3065233826637268 | 21.496632381861517 | 296.85895 | 2.3255537 | 0.10349282622337341 | 2.2348108 | -0.966278153514542 | -1.7330205113053976 | -1.6164166274595297 | 2.4722178 | 1.4473464943545327 | 0.15857261863421246 | 0.15742234829525623 | 2.4722178 | -0.09991137683391571 | 0.01162821426987648 | -0.6298919320106506 | 99944 | 1 | -1.469024973955347 | -1.4730667784191478 | 1.6025645 | -233.45155866798228 | 4.958240307345907 | -81.78993982121428 | 68.41039 | -8.61161514396646e-07 | 4.4515681e-07 | 247.41424503737375 | 0 | -0.13593457639217377 | 2.32588572372793 | -0.7227007746696472 | 3.8350785 | nan | nan | nan | 78.51290171740594 | -108.88857930707961 | -61.69010348297734 |
\n",
+ "1,168 | 0.13128025060982543 | 0.13892906409656194 | 0.07761901232932818 | 0.10877511186828855 | 0.042348467938653364 | 8.829378128051758 | 0.945320188999176 | -1.3487151861190796 | -0.32563573122024536 | 35.68073 | -6.829164901717445e-08 | 5.0387865e-07 | 0.0 | 21.449059479615702 | -1.5585298538208008 | 21.971952 | 0.678119222946501 | -0.29415557 | 0.40957612 | 20.77844 | 0.42905685318463965 | -1.1768098 | 0.40957612 | 20.904022 | -0.004349176003901913 | -0.6494634 | 0.01665563 | -13.799286 | 159.73665 | 292.4145 | -0.06979773193597794 | 21.024777711937954 | 144.35234 | 2.104846 | -0.6132096648216248 | 2.0921621 | -2.47099662845572 | -2.0149855855603285 | -1.9733394462256058 | 2.7541013 | 0.22979677829391332 | -1.4486076040619862 | -1.501391448026907 | 2.7541013 | -0.40418189764022827 | -0.7111912369728088 | -0.6041487455368042 | 99991 | 1 | -0.46944864982128426 | -0.4745794854764945 | 1.8139632 | -177.56058760928534 | 65.5525804310451 | -46.48781414288353 | 58.605503 | 4.792514094889688e-07 | 5.0387865e-07 | 194.90002549283213 | 0 | -0.5130423903465271 | 2.1051179373093634 | -0.10513915121555328 | 3.7279654 | nan | nan | nan | -18.401481977818147 | -59.34776329404433 | 3.8806093685209264 |
\n",
"\n",
"
"
],
"text/plain": [
- "# A_0 A_gaiadr2_g_bpmag A_gaiadr2_g_rpmag A_gaiadr2_gmag E(B-V) age alpha calcium carbon dec dec_Err dec_Sig dform dmod feh gaiadr2_g_bpmag gaiadr2_g_bpmag_Err gaiadr2_g_bpmag_Intrinsic gaiadr2_g_bpmag_Sig gaiadr2_g_rpmag gaiadr2_g_rpmag_Err gaiadr2_g_rpmag_Intrinsic gaiadr2_g_rpmag_Sig gaiadr2_gmag gaiadr2_gmag_Err gaiadr2_gmag_Intrinsic gaiadr2_gmag_Sig glat glon grav helium log10_NH lum mact magnesium mtip mub mudec mudec_Err mudec_Sig mul mura mura_Err mura_Sig neon nitrogen oxygen parentid partid pi pi_Err pi_Sig px py pz ra ra_Err ra_Sig rad silicon smass sulphur teff vr vr_Err vr_Sig vx vy vz\n",
- "0 0.5968695273372091 0.6134133556012421 0.34736789443008625 0.46617317284163673 0.19253855720555133 9.541040420532227 -0.12732818722724915 -0.9319211840629578 -1.1354221105575562 23.517656 -6.046303323376733e-07 5.2571426e-07 0.0 20.84754502003177 -0.8923100233078003 21.396175 -0.17414838516711492 0.109366186 0.4227643 20.388311 0.19883259760421385 -0.99289364 0.4227643 20.98313 0.034675845574094984 -0.36526373 0.017036235 -20.265621 171.08704 143.3362 -0.83549964427948 21.682457721762407 117.38007 1.242 -1.019638180732727 1.2443578 3.513172188479267 3.4756433158643536 3.427204736212419 2.8578458 -1.4504939005943929 1.5382505144926077 1.5751808532822085 2.8578458 -0.7911292314529419 -0.6384884715080261 -0.75995934009552 35 1 0.39720688252231606 0.3904384049219729 1.8925712 -136.9243352067261 21.473499382256776 -51.17440237294062 62.51311 7.243909296036054e-08 5.2571426e-07 147.74371122234376 0.05995115637779236 1.2457935070239523 -0.40517234802246094 3.685448 nan nan nan -4.794804640370714 43.66729503957819 0.798326513834674\n",
- "1 0.03240183224912084 0.03414993547059877 0.019130807760238122 0.026667334626947797 0.010452203951329302 8.97172737121582 -0.6125200986862183 -0.12460324913263321 -0.36052706837654114 41.480618 4.365875860144255e-07 3.6566976e-07 0.0 20.93897257012393 -0.5348672270774841 20.983871 -0.016208278154500884 0.026959075 0.32201025 20.511648 0.4686094145012974 -0.9150356 0.32201025 20.607824 0.003854659549329624 -0.36166972 0.0140326675 -6.533239 159.05208 369.8372 -0.6886086463928223 20.417147884093257 108.46986 2.1231031 -1.1473873853683472 1.9929105 -2.102441136818007 -2.4309630222975875 -2.3336165790372227 2.0830476 1.3281715071577405 -0.524134667850378 -0.4227110779422327 2.0830476 -0.44875627756118774 -1.4166113138198853 -0.40134233236312866 138 1 -0.7468680151846264 -0.7533574292532406 1.3164111 -142.97762453528603 54.73491449375926 -17.533098219052395 64.27824 1.9834504127347728e-07 3.6566976e-07 154.0971171552255 -0.4361392557621002 2.123614686399606 -1.2804145812988281 3.7215486 nan nan nan -1.8718466960439488 4.028888606484042 -103.68306654562274\n",
- "2 0.1367282662724903 0.13681457303676017 0.07814074535173385 0.10068780081568864 0.04410589234596461 10.069992065429688 0.5896989703178406 -0.9664415121078491 -0.9518471360206604 37.23763 1.8628932298729322e-07 2.1994336e-07 0.0 21.773146184828576 -0.801622748374939 20.979319 0.10798543964951746 -1.0386255 0.21877547 19.17353 -0.1146483067403298 -2.5623941 0.21877547 20.118101 0.004118068925999436 -1.7598503 0.010660492 -0.99418694 169.38763 10.833822 -0.32748517394065857 21.04243662177693 558.4033 0.8450456 -0.21192379295825958 0.86665446 -0.4985759766664853 -2.4550694541417575 -2.474184581515551 1.3387846 2.6692705848408944 1.160266054548476 1.1128577418471601 1.3387846 -0.3413775563240051 -0.13905183970928192 -0.8814153671264648 212 1 -1.1239242183866573 -1.1283436942160274 0.7917961 -222.36747086527308 41.66461293569632 -3.9260301926370644 78.40865 -7.185046775275613e-08 2.1994336e-07 226.2711775352154 -0.7138696312904358 0.8677262727803007 -1.077961802482605 3.6162643 nan nan nan -51.41373916074214 -3.782666245772003 52.36346019742211\n",
- "3 0.0276760646802661 0.028464631949460837 0.01613728310687536 0.021720398372794374 0.008927762800085838 9.613767623901367 -0.1432933509349823 -1.0196176767349243 -0.6505561470985413 27.43915 2.0303131545505185e-07 5.2313027e-07 0.0 21.244918161057285 -0.5965235829353333 21.23429 -0.24667427582704243 0.20757976 0.42121127 19.978306 -0.28882408042187135 -0.99390167 0.42121127 20.947826 0.004026102345687164 -0.3228382 0.016991582 -8.894714 175.75687 114.44746 -0.7592963576316833 20.348682651737057 118.69824 1.196 -0.7398169040679932 1.1982795 -2.1243424661439154 -2.6875358440510246 -2.6144429393116777 2.8455975 1.7648690114547503 -0.6361957576067919 -0.5474930691357484 2.8455975 -1.3291157484054565 -0.7577531337738037 -0.45060980319976807 252 1 -2.0527158329993394 -2.0583524219866347 1.883269 -174.79829543623873 12.968709898312015 -27.43135150881398 75.35781 -4.2748152677779493e-07 5.2313027e-07 177.41226160962293 -0.6941993832588196 1.2002945213596574 -0.5894879698753357 3.6663215 nan nan nan 45.642212396666196 -7.659060700917264 -90.53421655584363\n",
- "4 0.5518274193639072 0.5509687789492791 0.31508761074470243 0.40473994974779337 0.1780088449560991 9.8711519241333 1.162867546081543 -0.7159809470176697 -0.6287623643875122 34.753277 -7.735194275800812e-08 6.541879e-08 0.0 20.789365713004155 -1.236360788345337 19.71657 0.027521571754007875 -1.6512849 0.081973486 18.001966 0.01994907450176939 -3.1099238 0.081973486 18.863422 0.0019857080876298284 -2.3326683 0.005323698 -14.332369 160.56035 8.724134 0.7711513042449951 21.648381590869644 876.2868 0.92662406 -0.07349321991205215 0.95272523 -0.006337151314686018 -0.27373772847643424 -0.26829818393381155 0.4664377 0.4067224023201611 0.30088358558533596 0.1875108029632429 0.4664377 -0.9232337474822998 -0.6347827315330505 -1.0434234142303467 281 1 -0.18518679617662281 -0.192139069814773 0.23550764 -131.41641358002605 46.381284529701205 -35.60654354188628 58.91128 -1.581328592510428e-08 6.541879e-08 143.83783666289548 0.010916919447481632 0.9538811072032849 -1.0917985439300537 3.6316922 nan nan nan -31.14407272446046 -53.09924111185783 46.907355461601654\n",
- "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
- "1,205 0.35874266368242247 0.381638534635979 0.21234668965599138 0.2994975639452457 0.11572343989755562 8.930737495422363 0.6076170802116394 -0.6101605892181396 -1.178126573562622 45.430233 2.9291568861768457e-07 4.4838964e-07 0.0 21.431649975383603 -0.9669079780578613 20.866198 -0.3256922502938399 -0.6213981 0.37533015 20.485788 0.25554185049736444 -1.4100771 0.37533015 20.774233 -0.023678342134097606 -0.9332376 0.015650729 -6.0987515 153.6428 292.12024 -0.3269174098968506 21.461361343312024 179.34077 2.0998795 -0.3592909276485443 1.990915 -0.4157199343562911 0.5866122791183465 0.6197415410238651 2.4878557 -1.3947719635247497 -1.331952719225263 -1.3320130253621276 2.4878557 -0.9424375295639038 -0.44707345962524414 0.1094677597284317 99716 1 -0.9616890486415326 -0.9668611854621048 1.6142026 -172.26386449951985 85.35219471205555 -20.541298815885252 59.213142 3.727787234230105e-07 4.4838964e-07 193.3436865054483 -0.5921840667724609 2.099882701979061 -0.4149705767631531 3.7517722 nan nan nan 48.86504365886161 -46.20609372529927 -16.360607366019696\n",
- "1,206 0.3230736893980011 0.3341713600809592 0.18882149834072304 0.25599651358596054 0.1042173191606455 9.285873413085938 0.18808910250663757 -1.45376455783844 -0.7214657068252563 48.911808 5.135263630659562e-07 3.8397997e-07 0.0 21.251901179331405 -1.0540839433670044 21.808926 0.6170042479537786 -0.39415076 0.33407712 19.856813 -0.10260144404346734 -1.4779234 0.33407712 20.65746 0.006912342491932678 -0.8573515 0.014405077 -3.357508 151.48462 113.90383 -0.29972854256629944 21.415879906050918 183.49841 1.4913144 -0.8659948706626892 1.4901192 0.7337517023622575 -0.21656988086548556 -0.26775169122517917 2.173561 1.1987560790886982 1.3887062525886327 1.41304001800747 2.173561 -0.9240073561668396 -0.21107827126979828 0.45511287450790405 99725 1 0.2921928915772413 0.28657439961201536 1.3823278 -156.1238848628728 84.8226096961568 -10.423802609431064 59.412174 -1.7183004832539987e-07 3.8397997e-07 177.98370206617938 0.0748043805360794 1.4924370909825853 -0.4012254476547241 3.6891768 nan nan nan 14.585070420240378 41.6961824096151 19.246956284089467\n",
- "1,207 0.009033106819436218 0.009348887073761455 0.005285900320769716 0.00718050846557936 0.0029139054256245864 10.373172760009766 1.5368380546569824 -1.5263926982879639 -0.673753559589386 40.01393 3.7514200181361693e-07 4.0093312e-07 0.0 21.231402508402212 -1.2268792390823364 21.316664 0.13055406136712616 -0.054642305 0.34510812 20.39148 0.34565828763941076 -1.1908631 0.34510812 20.670382 -0.021290326913612545 -0.54691136 0.014742215 -10.564731 156.78517 71.625626 -0.6782917976379395 19.86241546077454 141.69197 0.798 0.3099588453769684 0.80682814 1.744901625460011 -0.9493363778036155 -0.9771125866027341 2.2568824 3.5210936317710146 3.8133374401976727 3.830987880574471 2.2568824 -0.6692771315574646 0.04717090725898743 -1.0167276859283447 99731 1 1.9574337795604928 1.9517619979742322 1.4433591 -159.28932725289906 68.32029107717185 -32.32604585974716 58.504227 3.497840352019696e-07 4.0093312e-07 176.311443730908 -0.643153190612793 0.8070930497545803 -0.7373723983764648 3.6786351 nan nan nan 91.46921227130287 -10.644905958529723 24.746849547022716\n",
- "1,208 0.09358771814883171 0.09439074426739111 0.05384911235851899 0.07032157540578904 0.030189586499623132 9.395322799682617 -0.3845840394496918 -0.28358957171440125 -0.48085200786590576 34.85086 -2.4933053559804617e-10 1.2572251e-07 0.0 21.727910858061527 -0.7610273361206055 20.364664 0.12321215740864706 -1.5808507 0.14123389 18.68043 -0.09689000506130448 -3.0041256 0.14123389 19.555046 -0.0024152045294391434 -2.2407725 0.007816866 -11.403455 163.6131 14.651481 -0.9921388030052185 20.87779717329627 803.1406 1.433 -1.1456114053726196 1.4167645 -0.4664768126015815 -0.7755714655215991 -0.7812852061245409 0.8237044 0.6303875025185693 0.1160943938894372 0.14377868147969972 0.8237044 -0.9093115329742432 -0.06070816144347191 -0.573256254196167 99823 1 0.5383381061906761 0.5338255998164222 0.45260102 -208.40737612778858 61.285889413556056 -43.81521560923936 63.995293 -6.214411008620447e-08 1.2572251e-07 221.60633516342511 -0.5603996515274048 1.446258238190986 -0.6158600449562073 3.6311183 nan nan nan 19.65237876414224 20.08454205756655 -13.982799665901263\n",
- "1,209 0.33862344311942855 0.37322209405784673 0.2031362161270821 0.30170146866670194 0.10923336874820276 8.76700210571289 1.2602565288543701 -0.6482102274894714 -0.646274745464325 18.738699 6.144178703805896e-07 4.2492252e-07 0.0 21.967187148846428 -1.1567636728286743 20.612162 -0.3635935422158314 -1.3646538 0.3605014 20.577553 0.206552305901735 -1.7965397 0.3605014 20.75855 0.011648815165735916 -1.521986 0.0152076455 -19.281801 178.76172 421.27353 -0.3065233826637268 21.436295336138656 296.85895 2.3255537 0.10349282622337341 2.2348108 -1.7510841275149163 -1.477256345837232 -1.3609275988694067 2.3740451 0.4837862396338406 -1.0573828147100497 -1.0586270816905818 2.3740451 -0.09991137683391571 0.01162821426987648 -0.6298919320106506 99944 1 -1.5040091775040836 -1.5080508635062349 1.529721 -233.48806671630626 5.046920818291096 -81.70219299224792 68.41505 5.247804651615368e-07 4.2492252e-07 247.4214967386765 -0.13593457639217377 2.32588572372793 -0.7227007746696472 3.8350785 nan nan nan 78.57729040501363 -108.73354474581248 -61.385496265812634"
+ "# A_0 A_gaiadr2_g_bpmag A_gaiadr2_g_rpmag A_gaiadr2_gmag E(B-V) age alpha calcium carbon dec dec_Err dec_Sig dform dmod feh gaiadr2_g_bpmag gaiadr2_g_bpmag_Err gaiadr2_g_bpmag_Intrinsic gaiadr2_g_bpmag_Sig gaiadr2_g_rpmag gaiadr2_g_rpmag_Err gaiadr2_g_rpmag_Intrinsic gaiadr2_g_rpmag_Sig gaiadr2_gmag gaiadr2_gmag_Err gaiadr2_gmag_Intrinsic gaiadr2_gmag_Sig glat glon grav helium log10_NH lum mact magnesium mtip mub mudec mudec_Err mudec_Sig mul mura mura_Err mura_Sig neon nitrogen oxygen parentid partid pi pi_Err pi_Sig px py pz ra ra_Err ra_Sig rad satid silicon smass sulphur teff vr vr_Err vr_Sig vx vy vz\n",
+ "0 0.05681650709265505 0.05985558882052296 0.033535779349265264 0.046713423918591325 0.018327905513759693 8.97172737121582 -0.6125200986862183 -0.12460324913263321 -0.36052706837654114 41.517887 -4.3651322762456503e-07 3.7339328e-07 0.0 20.938860082853388 -0.5348672270774841 20.934616 -0.09105875752639689 0.026959075 0.32711947 20.067745 0.010476073807142064 -0.9150356 0.32711947 20.610794 -0.013108958690914031 -0.36166972 0.014190837 -6.450095 159.08374 369.8372 -0.6886086463928223 20.66105284593159 108.46986 2.1231031 -1.1473873853683472 1.9929105 1.9282719359892686 -0.24990918971905196 -0.15208820165614972 2.1212947 2.3169853631740556 3.004030573793332 3.107170100412025 2.1212947 -0.44875627756118774 -1.4166113138198853 -0.40134233236312866 138 1 0.0047001384188920066 -0.0017896118250197454 1.3442158 -143.02405261900316 54.66209816691588 -17.31002173887193 64.385994 7.738775790567222e-07 3.7339328e-07 154.08913477650898 0 -0.4361392557621002 2.123614686399606 -1.2804145812988281 3.7215486 nan nan nan -1.080939539950504 4.27721663340763 -104.71947041478431\n",
+ "1 0.3090895728483629 0.30842259877311784 0.17628026359430848 0.22611708693766508 0.09970631382205254 10.069992065429688 0.5896989703178406 -0.9664415121078491 -0.9518471360206604 37.240967 -2.2831375342149955e-07 2.49317e-07 0.0 21.769605166840982 -0.801622748374939 21.307426 0.2680249694291372 -1.0386255 0.24083452 19.240015 -0.13966843269274323 -2.5623941 0.24083452 20.222652 -0.013217448221518976 -1.7598503 0.011413363 -0.91259795 169.44246 10.833822 -0.32748517394065857 21.39666266920291 558.4033 0.8450456 -0.21192379295825958 0.86665446 -3.0969826102556715 -2.5232363803451627 -2.542487626107496 1.4928615 0.8774132816791705 -1.9986079221169366 -2.04588855812214 1.4928615 -0.3413775563240051 -0.13905183970928192 -0.8814153671264648 212 1 -1.1660510794203147 -1.1704777679639904 0.89754117 -222.05011278974717 41.38527019482137 -3.5979765713472047 78.53204 4.2180988179474246e-07 2.49317e-07 225.90249802613025 0 -0.7138696312904358 0.8677262727803007 -1.077961802482605 3.6162643 nan nan nan -51.864294010985724 -3.452417675558107 52.329935511279956\n",
+ "2 0.04065386377065892 0.041802807229243184 0.02370060669920257 0.031888683601719876 0.01311414960343836 9.613767623901367 -0.1432933509349823 -1.0196176767349243 -0.6505561470985413 27.468527 9.93141102529504e-07 5.270746e-07 0.0 21.241844522741097 -0.5965235829353333 21.876608 0.38537958340209455 0.20757976 0.4235812 21.283127 1.0115375512029108 -0.99390167 0.4235812 20.921713 -0.029182178287689993 -0.3228382 0.01705969 -8.830861 175.76826 114.44746 -0.7592963576316833 20.51568014237017 118.69824 1.196 -0.7398169040679932 1.1982795 -1.6337324545644631 -1.8048458518891428 -1.7305400665725954 2.8642974 1.0298405489110565 -0.6871569312728342 -0.5989357582041593 2.8642974 -1.3291157484054565 -0.7577531337738037 -0.45060980319976807 252 1 1.5601152190393899 1.554470646021109 1.8974684 -174.58395850876303 12.917886544408068 -27.19747265375267 75.42295 -1.738821925276305e-07 5.270746e-07 177.16131880327407 0 -0.6941993832588196 1.2002945213596574 -0.5894879698753357 3.6663215 nan nan nan 44.815626870159115 -8.696420347749594 -90.83775218664684\n",
+ "3 0.7877962999054845 0.7836102802989956 0.4485485017244639 0.5726781831841731 0.25412783867918853 9.8711519241333 1.162867546081543 -0.7159809470176697 -0.6287623643875122 34.62386 6.854075293976649e-08 7.639342e-08 0.0 20.79343262014924 -1.236360788345337 19.920134 -0.005622249308989237 -1.6512849 0.09372754 18.061659 -0.04331449085765518 -3.1099238 0.09372754 19.04199 0.00854874852791074 -2.3326683 0.005850956 -14.482033 160.58708 8.724134 0.7711513042449951 21.80299225153632 876.2868 0.92662406 -0.07349321991205215 0.95272523 0.09118761002492409 -0.12743009609252465 -0.12157731062280257 0.53407407 0.29646628837634975 0.28278793098576693 0.16962703533504497 0.53407407 -0.9232337474822998 -0.6347827315330505 -1.0434234142303467 281 1 -0.24483446567030384 -0.25177373072009146 0.2750163 -131.59610686320974 46.37566245119917 -36.03787463886429 58.814594 3.7359391102072234e-08 7.639342e-08 144.1074800897836 0 0.010916919447481632 0.9538811072032849 -1.0917985439300537 3.6316922 nan nan nan -31.012357263624274 -53.39747247914625 46.681828045304094\n",
+ "4 0.13204413245379218 0.13715348267910565 0.07738767519745388 0.10562465807915 0.04259488143670716 9.037848472595215 -0.20741142332553864 -0.2963399291038513 0.24989141523838043 27.754452 3.672289535219167e-07 4.3264754e-07 0.0 21.63436699581625 -0.9348768591880798 21.672022 0.4177469420941861 -0.51724565 0.36540693 20.406832 0.2875173851348014 -1.5919065 0.36540693 20.762663 -0.0013426168529036332 -0.9759861 0.015354784 -6.714385 176.97495 129.31134 -0.6755844354629517 21.02729742239088 203.31184 1.8348202 -1.142288327217102 1.8366443 0.22742582474918802 -1.0224689174457215 -1.02247116836483 2.41159 1.4182551635224565 1.0088247957898988 1.067175358322312 2.41159 -0.6697758436203003 -0.6329840421676636 -1.5521866083145142 343 1 2.2433125652881225 2.238601418881787 1.5575311 -210.51297254829453 11.124849238363767 -24.81775149965351 78.14718 -7.645186432301977e-08 4.3264754e-07 212.26256069122005 0 -0.3810194134712219 1.8352900976292204 -0.6407454609870911 3.6914678 nan nan nan 4.41267248808539 33.91564561973785 -47.81752034953253\n",
+ "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
+ "1,164 0.019025284676617567 0.019686932095393826 0.011131666999151546 0.01511721103115259 0.006137188605360506 10.373172760009766 1.5368380546569824 -1.5263926982879639 -0.673753559589386 39.989857 -2.514573920310201e-07 4.0399456e-07 0.0 21.230698985230248 -1.2268792390823364 22.025711 0.8299667035764402 -0.054642305 0.3470864 20.100952 0.04999640531206987 -1.1908631 0.3470864 20.69277 -0.006136069764179247 -0.54691136 0.014802344 -10.55544 156.8341 71.625626 -0.6782917976379395 20.185909478706613 141.69197 0.798 0.3099588453769684 0.80682814 1.9005327439369708 0.5529681225325869 0.5241191460758158 2.2718804 1.3808223355267186 2.2831822765276324 2.3005029186373935 2.2718804 -0.6692771315574646 0.04717090725898743 -1.0167276859283447 99731 1 -1.8038561145794871 -1.80952973403217 1.4543804 -159.30081213760621 68.16420594881328 -32.287480777554315 58.55993 -8.166342547243272e-07 4.0399456e-07 176.2543308270582 0 -0.643153190612793 0.8070930497545803 -0.7373723983764648 3.6786351 nan nan nan 91.64606945448743 -10.237541481452142 25.588940561402193\n",
+ "1,165 0.11785906487249849 0.11882245467275085 0.06779467873028416 0.08847483112602038 0.03801905318467693 9.395322799682617 -0.3845840394496918 -0.28358957171440125 -0.48085200786590576 34.802338 9.918108029871799e-08 1.2833371e-07 0.0 21.730687168195804 -0.7610273361206055 20.062742 -0.20591638105879556 -1.5808507 0.1435723 19.183807 0.3899514815920368 -3.0041256 0.1435723 19.584963 0.0065751865905664285 -2.2407725 0.007908253 -11.4430685 163.64268 14.651481 -0.9921388030052185 20.977941305794037 803.1406 1.433 -1.1456114053726196 1.4167645 -0.7805496455197294 -1.061513757734159 -1.0666535865725877 0.83854187 0.7206434010757191 -0.04210933297675466 -0.014613976378601738 0.83854187 -0.9093115329742432 -0.06070816144347191 -0.573256254196167 99823 1 0.6270305330302727 0.6225237923805556 0.46200135 -208.67652152432524 61.24792880191641 -44.021647514337545 63.986168 -1.9273868544824463e-07 1.2833371e-07 221.88984850121776 0 -0.5603996515274048 1.446258238190986 -0.6158600449562073 3.6311183 nan nan nan 19.144157910757684 19.68245343984652 -14.362693836095195\n",
+ "1,166 1.9178776046340098 1.8937630206087204 1.085983320180919 1.3702206129213481 0.618670195043229 9.400785446166992 0.5861782431602478 -0.661990225315094 -0.446218341588974 28.715738 -4.908052626167452e-07 4.5137742e-07 0.0 21.56765254830313 -1.0741389989852905 22.023201 0.09706545298345842 -1.5352793 0.3772023 20.310297 0.7137742476844009 -2.8559453 0.3772023 20.798689 -0.005518799886512156 -2.133665 0.015706312 -10.957019 172.46034 19.026196 -0.9261223077774048 22.18939920269422 671.83466 1.323 -0.4879607856273651 1.3253865 5.474372140983591 5.868888862589489 5.871416168223197 2.502292 -3.0948047370072977 2.2589180788252445 2.2750541663028017 2.502292 0.23867693543434143 -1.0438926219940186 -1.0675371885299683 99881 1 -1.883078373748392 -1.8879365077565704 1.6249586 -200.3407015330409 26.516403301143548 -39.12458260932041 71.24494 1.7179552430969074e-07 4.5137742e-07 205.84034905511945 0 -0.30648577213287354 1.3302323661360405 0.5969148278236389 3.6487052 nan nan nan 58.893637163546906 0.38034349101910236 -2.683755036288687\n",
+ "1,167 0.38909358176555053 0.4284423680675876 0.23326528792757678 0.3459109855134216 0.12551405863404855 8.76700210571289 1.2602565288543701 -0.6482102274894714 -0.646274745464325 18.708971 -1.1252965856256632e-07 4.4515681e-07 0.0 21.967123504012505 -1.1567636728286743 20.725286 -0.3056262783830847 -1.3646538 0.3733 20.238077 -0.16204777931782613 -1.7965397 0.3733 20.788153 -0.0028946091431594823 -1.521986 0.015590355 -19.303923 178.78328 421.27353 -0.3065233826637268 21.496632381861517 296.85895 2.3255537 0.10349282622337341 2.2348108 -0.966278153514542 -1.7330205113053976 -1.6164166274595297 2.4722178 1.4473464943545327 0.15857261863421246 0.15742234829525623 2.4722178 -0.09991137683391571 0.01162821426987648 -0.6298919320106506 99944 1 -1.469024973955347 -1.4730667784191478 1.6025645 -233.45155866798228 4.958240307345907 -81.78993982121428 68.41039 -8.61161514396646e-07 4.4515681e-07 247.41424503737375 0 -0.13593457639217377 2.32588572372793 -0.7227007746696472 3.8350785 nan nan nan 78.51290171740594 -108.88857930707961 -61.69010348297734\n",
+ "1,168 0.13128025060982543 0.13892906409656194 0.07761901232932818 0.10877511186828855 0.042348467938653364 8.829378128051758 0.945320188999176 -1.3487151861190796 -0.32563573122024536 35.68073 -6.829164901717445e-08 5.0387865e-07 0.0 21.449059479615702 -1.5585298538208008 21.971952 0.678119222946501 -0.29415557 0.40957612 20.77844 0.42905685318463965 -1.1768098 0.40957612 20.904022 -0.004349176003901913 -0.6494634 0.01665563 -13.799286 159.73665 292.4145 -0.06979773193597794 21.024777711937954 144.35234 2.104846 -0.6132096648216248 2.0921621 -2.47099662845572 -2.0149855855603285 -1.9733394462256058 2.7541013 0.22979677829391332 -1.4486076040619862 -1.501391448026907 2.7541013 -0.40418189764022827 -0.7111912369728088 -0.6041487455368042 99991 1 -0.46944864982128426 -0.4745794854764945 1.8139632 -177.56058760928534 65.5525804310451 -46.48781414288353 58.605503 4.792514094889688e-07 5.0387865e-07 194.90002549283213 0 -0.5130423903465271 2.1051179373093634 -0.10513915121555328 3.7279654 nan nan nan -18.401481977818147 -59.34776329404433 3.8806093685209264"
]
},
"execution_count": 8,
diff --git a/py-EnBiD-ananke b/py-EnBiD-ananke
index f6702d8..99ae4df 160000
--- a/py-EnBiD-ananke
+++ b/py-EnBiD-ananke
@@ -1 +1 @@
-Subproject commit f6702d8bee01e73f3847925cc51b3d87ffb6c6d9
+Subproject commit 99ae4dfd61926f074cf2bfb0bfbcb08e1892cb18
diff --git a/py-Galaxia-ananke b/py-Galaxia-ananke
index d8c6025..bf7d338 160000
--- a/py-Galaxia-ananke
+++ b/py-Galaxia-ananke
@@ -1 +1 @@
-Subproject commit d8c60257863182f33e3a265fd5e00fa62b49f75f
+Subproject commit bf7d33806e177f09848b6702d121ebb55e153306
diff --git a/src/ananke/__metadata__.py b/src/ananke/__metadata__.py
index 7a5eed8..90833b7 100644
--- a/src/ananke/__metadata__.py
+++ b/src/ananke/__metadata__.py
@@ -8,7 +8,7 @@
__copyright__ = None
__credits__ = ["Adrien Thob", "Robyn Sanderson", "Andrew Eden"]
__license__ = "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)"
-__version__ = "0.1.0.dev1"
+__version__ = "0.1.0b1"
__maintainer__ = "Adrien Thob"
__email__ = "athob@sas.upenn.edu"
__url__ = "https://github.com/athob/py-ananke"