In [5]:
    
from tardis.io.parsers import stella
from astropy import units as u
    
In [2]:
    
data = stella.read_stella_data('mesa.stella.dat')
    
In [3]:
    
data
    
    Out[3]:
  
    
       
      mass_of_cell 
      cell_center_m 
      cell_center_R 
      cell_center_v 
      avg_density 
      radiation_pressure 
      avg_temperature 
      radiation_temperature 
      avg_opacity 
      tau 
      ... 
      cr48 
      cr60 
      fe52 
      fe54 
      fe56 
      co56 
      ni56 
      luminosity 
      n_bar 
      n_e 
     
  
  
    
      1 
      6.006769e+29 
      5.190243e+33 
      2.517209e+13 
      3.930633e+06 
      1.005529e-11 
      11237.954506 
      45943.453023 
      45943.453023 
      0.162712 
      5403.504881 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      7.648868e+38 
      6.055413e+12 
      2.412188e+12 
     
    
      2 
      1.262406e+30 
      5.191506e+33 
      2.970626e+13 
      5.050403e+06 
      2.928088e-11 
      11236.544022 
      45942.182229 
      45942.182229 
      0.164412 
      5381.678444 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      9.609214e+38 
      1.762304e+13 
      6.969790e+12 
     
    
      3 
      1.264624e+30 
      5.192771e+33 
      3.198879e+13 
      5.680288e+06 
      4.619659e-11 
      11133.526767 
      45836.518142 
      45836.518142 
      0.165012 
      5364.280084 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      1.050921e+39 
      2.783916e+13 
      1.091728e+13 
     
    
      4 
      1.263067e+30 
      5.194034e+33 
      3.357130e+13 
      6.135230e+06 
      5.896887e-11 
      11133.526767 
      45836.518142 
      45836.518142 
      0.165310 
      5348.854704 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      1.100921e+39 
      3.545183e+13 
      1.392188e+13 
     
    
      5 
      1.259387e+30 
      5.195293e+33 
      3.480638e+13 
      6.495173e+06 
      6.912717e-11 
      11032.838720 
      45732.362031 
      45732.362031 
      0.165510 
      5334.724893 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      1.140921e+39 
      4.166219e+13 
      1.632649e+13 
     
    
      6 
      1.258091e+30 
      5.196550e+33 
      3.583450e+13 
      6.805058e+06 
      7.774308e-11 
      11031.453980 
      45731.097076 
      45731.097076 
      0.165709 
      5321.480960 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      1.180921e+39 
      4.687026e+13 
      1.832995e+13 
     
    
      7 
      1.256430e+30 
      5.197807e+33 
      3.672346e+13 
      7.075000e+06 
      8.524104e-11 
      11031.453980 
      45731.097076 
      45731.097076 
      0.165809 
      5308.917604 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      1.210921e+39 
      5.127832e+13 
      2.013225e+13 
     
    
      8 
      1.253971e+30 
      5.199061e+33 
      3.751183e+13 
      7.310000e+06 
      9.155072e-11 
      11031.453980 
      45731.097076 
      45731.097076 
      0.165820 
      5296.950388 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      1.240806e+39 
      5.518408e+13 
      2.153570e+13 
     
    
      9 
      1.253773e+30 
      5.200314e+33 
      3.822537e+13 
      7.520000e+06 
      9.719899e-11 
      10930.317002 
      45625.918471 
      45625.918471 
      0.165936 
      5285.442617 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079500e-03 
      1.260806e+39 
      5.848984e+13 
      2.283801e+13 
     
    
      10 
      1.252728e+30 
      5.201567e+33 
      3.888202e+13 
      7.715000e+06 
      1.017798e-10 
      10930.317002 
      45625.918471 
      45625.918471 
      0.166444 
      5274.319278 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079380e-03 
      1.290806e+39 
      6.129444e+13 
      2.403916e+13 
     
    
      11 
      1.251315e+30 
      5.202818e+33 
      3.949364e+13 
      7.899942e+06 
      1.056026e-10 
      10930.317002 
      45625.918471 
      45625.918471 
      0.167443 
      5263.504963 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.310806e+39 
      6.359790e+13 
      2.504031e+13 
     
    
      12 
      1.248465e+30 
      5.204067e+33 
      4.006494e+13 
      8.069885e+06 
      1.095625e-10 
      10930.317002 
      45625.918471 
      45625.918471 
      0.168344 
      5252.968552 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.330806e+39 
      6.600135e+13 
      2.594261e+13 
     
    
      13 
      1.243739e+30 
      5.205311e+33 
      4.060165e+13 
      8.224885e+06 
      1.128950e-10 
      10830.107253 
      45520.981771 
      45520.981771 
      0.169143 
      5242.720455 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.350806e+39 
      6.810366e+13 
      2.674377e+13 
     
    
      14 
      1.243959e+30 
      5.206554e+33 
      4.111083e+13 
      8.374827e+06 
      1.160579e-10 
      10830.107253 
      45520.981771 
      45520.981771 
      0.169941 
      5232.678533 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.380691e+39 
      6.990711e+13 
      2.744492e+13 
     
    
      15 
      1.245057e+30 
      5.207799e+33 
      4.159658e+13 
      8.514827e+06 
      1.190315e-10 
      10830.107253 
      45520.981771 
      45520.981771 
      0.170541 
      5222.818389 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.400691e+39 
      7.160942e+13 
      2.814492e+13 
     
    
      16 
      1.231934e+30 
      5.209033e+33 
      4.205671e+13 
      8.644827e+06 
      1.215239e-10 
      10830.107253 
      45520.981771 
      45520.981771 
      0.171141 
      5213.249350 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.420806e+39 
      7.311172e+13 
      2.864722e+13 
     
    
      17 
      1.216115e+30 
      5.210248e+33 
      4.249330e+13 
      8.769770e+06 
      1.237832e-10 
      10730.816233 
      45416.286418 
      45416.286418 
      0.172941 
      5203.903812 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.440806e+39 
      7.451402e+13 
      2.924722e+13 
     
    
      18 
      1.218289e+30 
      5.211465e+33 
      4.291475e+13 
      8.889770e+06 
      1.257945e-10 
      10730.816233 
      45416.286418 
      45416.286418 
      0.173441 
      5194.709058 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.470691e+39 
      7.571633e+13 
      2.974837e+13 
     
    
      19 
      1.220635e+30 
      5.212687e+33 
      4.332273e+13 
      9.009712e+06 
      1.275483e-10 
      10730.816233 
      45416.286418 
      45416.286418 
      0.173841 
      5185.663371 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.490691e+39 
      7.691748e+13 
      3.014953e+13 
     
    
      20 
      1.218599e+30 
      5.213906e+33 
      4.371717e+13 
      9.119712e+06 
      1.293227e-10 
      10730.816233 
      45416.286418 
      45416.286418 
      0.174240 
      5176.775982 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.510691e+39 
      7.791978e+13 
      3.054953e+13 
     
    
      21 
      1.218527e+30 
      5.215123e+33 
      4.409991e+13 
      9.224712e+06 
      1.311178e-10 
      10730.816233 
      45416.286418 
      45416.286418 
      0.174541 
      5168.017132 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.530691e+39 
      7.891978e+13 
      3.094953e+13 
     
    
      22 
      1.216195e+30 
      5.216341e+33 
      4.447132e+13 
      9.329654e+06 
      1.323350e-10 
      10632.435519 
      45311.831858 
      45311.831858 
      0.174840 
      5159.424248 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.560576e+39 
      7.982093e+13 
      3.125068e+13 
     
    
      23 
      1.213956e+30 
      5.217554e+33 
      4.483239e+13 
      9.429654e+06 
      1.338634e-10 
      10632.435519 
      45311.831858 
      45311.831858 
      0.175140 
      5150.959409 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.580691e+39 
      8.062209e+13 
      3.155183e+13 
     
    
      24 
      1.214388e+30 
      5.218768e+33 
      4.518466e+13 
      9.524654e+06 
      1.351020e-10 
      10632.435519 
      45311.831858 
      45311.831858 
      0.175440 
      5142.610227 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.600691e+39 
      8.132324e+13 
      3.185183e+13 
     
    
      25 
      1.212675e+30 
      5.219981e+33 
      4.552823e+13 
      9.619654e+06 
      1.360385e-10 
      10632.435519 
      45311.831858 
      45311.831858 
      0.175640 
      5134.401425 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079205e-03 
      1.630576e+39 
      8.202439e+13 
      3.215183e+13 
     
    
      26 
      1.210647e+30 
      5.221192e+33 
      4.586395e+13 
      9.714654e+06 
      1.369815e-10 
      10632.435519 
      45311.831858 
      45311.831858 
      0.175839 
      5126.315470 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.079156e-03 
      1.650576e+39 
      8.252554e+13 
      3.235183e+13 
     
    
      27 
      1.209411e+30 
      5.222402e+33 
      4.619471e+13 
      9.799654e+06 
      1.369815e-10 
      10631.113103 
      45310.581383 
      45310.581383 
      0.175839 
      5118.349189 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.078789e-03 
      1.670691e+39 
      8.242554e+13 
      3.255183e+13 
     
    
      28 
      1.204720e+30 
      5.223605e+33 
      4.651757e+13 
      9.884654e+06 
      1.379268e-10 
      10534.956764 
      45207.617536 
      45207.617536 
      0.175940 
      5110.514635 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.078789e-03 
      1.690691e+39 
      8.292669e+13 
      3.275183e+13 
     
    
      29 
      1.203253e+30 
      5.224809e+33 
      4.683392e+13 
      9.969654e+06 
      1.385676e-10 
      10534.956764 
      45207.617536 
      45207.617536 
      0.176139 
      5102.793922 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.078789e-03 
      1.720576e+39 
      8.342669e+13 
      3.285298e+13 
     
    
      30 
      1.204574e+30 
      5.226014e+33 
      4.714483e+13 
      1.005460e+07 
      1.392072e-10 
      10534.956764 
      45207.617536 
      45207.617536 
      0.176240 
      5095.166450 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000021 
      0.0 
      4.078789e-03 
      1.740576e+39 
      8.382669e+13 
      3.305298e+13 
     
    
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
      ... 
     
    
      370 
      1.503278e+31 
      2.573607e+34 
      1.104475e+15 
      2.429600e+08 
      9.175628e-14 
      0.300826 
      3954.619710 
      3304.761442 
      0.000273 
      0.007314 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.769424e+41 
      5.528062e+10 
      1.237947e+07 
     
    
      371 
      1.503744e+31 
      2.575109e+34 
      1.115499e+15 
      2.454950e+08 
      8.803103e-14 
      0.295301 
      3936.449883 
      3289.487890 
      0.000275 
      0.007047 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.769424e+41 
      5.307717e+10 
      1.117371e+07 
     
    
      372 
      1.504194e+31 
      2.576615e+34 
      1.126760e+15 
      2.480850e+08 
      8.464919e-14 
      0.287253 
      3918.469727 
      3266.843215 
      0.000278 
      0.006782 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.769424e+41 
      5.097371e+10 
      1.016680e+07 
     
    
      373 
      1.504628e+31 
      2.578119e+34 
      1.138255e+15 
      2.507250e+08 
      8.121491e-14 
      0.279425 
      3900.465994 
      3244.354424 
      0.000281 
      0.006520 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.769424e+41 
      4.887141e+10 
      9.161043e+06 
     
    
      374 
      1.505049e+31 
      2.579624e+34 
      1.149979e+15 
      2.534200e+08 
      7.809493e-14 
      0.269286 
      3864.706307 
      3214.522692 
      0.000282 
      0.006262 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759539e+41 
      4.696911e+10 
      7.638489e+06 
     
    
      375 
      1.505456e+31 
      2.581128e+34 
      1.161939e+15 
      2.561650e+08 
      7.492656e-14 
      0.264341 
      3846.949594 
      3199.666590 
      0.000284 
      0.006008 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759539e+41 
      4.516565e+10 
      6.863536e+06 
     
    
      376 
      1.505850e+31 
      2.582634e+34 
      1.174137e+15 
      2.589650e+08 
      7.204815e-14 
      0.257137 
      3829.170696 
      3177.640241 
      0.000287 
      0.005755 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759539e+41 
      4.336335e+10 
      6.169275e+06 
     
    
      377 
      1.506231e+31 
      2.584142e+34 
      1.186582e+15 
      2.618250e+08 
      6.912510e-14 
      0.250129 
      3811.577254 
      3155.765519 
      0.000290 
      0.005506 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759539e+41 
      4.165989e+10 
      5.535128e+06 
     
    
      378 
      1.506601e+31 
      2.585648e+34 
      1.199285e+15 
      2.647400e+08 
      6.631867e-14 
      0.243340 
      3794.064648 
      3134.126315 
      0.000293 
      0.005259 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759539e+41 
      3.995759e+10 
      4.971328e+06 
     
    
      379 
      1.506960e+31 
      2.587156e+34 
      1.212262e+15 
      2.677200e+08 
      6.362427e-14 
      0.236709 
      3768.048602 
      3112.551141 
      0.000296 
      0.005015 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759539e+41 
      3.825528e+10 
      4.457872e+06 
     
    
      380 
      1.507308e+31 
      2.588661e+34 
      1.225533e+15 
      2.707700e+08 
      6.090078e-14 
      0.230258 
      3750.735991 
      3091.124490 
      0.000299 
      0.004773 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759539e+41 
      3.665298e+10 
      3.994763e+06 
     
    
      381 
      1.507645e+31 
      2.590169e+34 
      1.239120e+15 
      2.738900e+08 
      5.816152e-14 
      0.223982 
      3733.502925 
      3069.845338 
      0.000302 
      0.004534 
      ... 
      0.0 
      0.0 
      0.0 
      0.0 
      0.000017 
      0.0 
      1.108306e-14 
      3.759424e+41 
      3.505068e+10 
      3.581883e+06 
     
    
      382 
      1.507973e+31 
      2.591677e+34 
      1.253046e+15 
      2.770850e+08 
      5.554217e-14 
      0.219869 
      3707.801671 
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399 rows × 36 columns
In [6]:
    
# extract outer radius boundaries 
radius = data.loc[:,'outer_edge_r'].values * u.cm
# calculate t_expl_s
t_expl = 50 * u.day #days
# calculate outer velocities of each zone assuming homologous expansion (d =v*t) 
vel = (radius/t_expl).to(u.km/u.s) 
# create a new column of our velocities (OPTIONAL)
data['velocity'] = vel
    
In [7]:
    
density_dat = data[['velocity', 'avg_density']].reset_index(drop=True)
density_dat.to_csv('density_parse.csv', sep = ' ')
    
In [8]:
    
# import all elements and isotopes and export to TARDIS
data_elements = data.iloc[12:33].reset_index(drop=True)
abund = data_elements.to_csv('abund_parse.csv', sep = ' ')
    
Content source: kaushik94/tardis
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