Tutorial_1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 1  for JetSeT v1.2.0-rc3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:95% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:95% !important; }</style>\"))\n",
    "\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic setup and access to Jet class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jetset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.2.0-rc3\n"
     ]
    }
   ],
   "source": [
    "print(jetset.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See for more details:\n",
    "\n",
    "-     https://jetset.readthedocs.io/en/latest/user_guide/jet_model_phys_SSC/Jet_example_phys_SSC.html\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from jetset.jet_model import Jet\n",
    "my_jet=Jet(electron_distribution='lppl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lp: log-parabola\n",
      "pl: powerlaw\n",
      "lppl: log-parabola with low-energy powerlaw branch\n",
      "lpep: log-parabola defined by peak energy\n",
      "plc: powerlaw with cut-off\n",
      "bkn: broken powerlaw\n",
      "superexp: powerlaw with super-exp cut-off\n"
     ]
    }
   ],
   "source": [
    "Jet.available_electron_distributions()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " model name        name             par type           units           val      phys. bound. min phys. bound. max  log  frozen\n",
      "------------ ---------------- ------------------- ---------------- ------------ ---------------- ---------------- ----- ------\n",
      "jet_leptonic                R         region_size               cm 5.000000e+15     1.000000e+03     1.000000e+30 False  False\n",
      "jet_leptonic              R_H     region_position               cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "jet_leptonic                B      magnetic_field                G 1.000000e-01     0.000000e+00               -- False  False\n",
      "jet_leptonic         beam_obj             beaming  Lorentz-factor* 1.000000e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic           z_cosm            redshift                  1.000000e-01     1.000000e-10               -- False  False\n",
      "jet_leptonic             gmin  low-energy-cut-off lorentz-factor** 2.000000e+00     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic             gmax high-energy-cut-off lorentz-factor** 1.000000e+06     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic                N    emitters_density          1 / cm3 1.000000e+02     0.000000e+00               -- False  False\n",
      "jet_leptonic gamma0_log_parab    turn-over-energy lorentz-factor** 1.000000e+04     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic                s   LE_spectral_slope                  2.000000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic                r  spectral_curvature                  1.000000e+00    -1.500000e+01     1.500000e+01 False  False\n"
     ]
    }
   ],
   "source": [
    "my_jet.show_pars()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=11</i>\n",
       "<table id=\"table140688584875552\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>model name</th><th>name</th><th>par type</th><th>units</th><th>val</th><th>phys. bound. min</th><th>phys. bound. max</th><th>log</th><th>frozen</th></tr></thead>\n",
       "<thead><tr><th>str12</th><th>str16</th><th>str19</th><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>bool</th></tr></thead>\n",
       "<tr><td>jet_leptonic</td><td>R</td><td>region_size</td><td>cm</td><td>5.000000e+15</td><td>1.000000e+03</td><td>1.000000e+30</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>R_H</td><td>region_position</td><td>cm</td><td>1.000000e+17</td><td>0.000000e+00</td><td>--</td><td>False</td><td>True</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>B</td><td>magnetic_field</td><td>G</td><td>1.000000e-01</td><td>0.000000e+00</td><td>--</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>beam_obj</td><td>beaming</td><td>Lorentz-factor*</td><td>1.000000e+01</td><td>1.000000e-04</td><td>--</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>z_cosm</td><td>redshift</td><td></td><td>1.000000e-01</td><td>1.000000e-10</td><td>--</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>gmin</td><td>low-energy-cut-off</td><td>lorentz-factor**</td><td>2.000000e+00</td><td>1.000000e+00</td><td>1.000000e+09</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>gmax</td><td>high-energy-cut-off</td><td>lorentz-factor**</td><td>1.000000e+06</td><td>1.000000e+00</td><td>1.000000e+15</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>N</td><td>emitters_density</td><td>1 / cm3</td><td>1.000000e+02</td><td>0.000000e+00</td><td>--</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>gamma0_log_parab</td><td>turn-over-energy</td><td>lorentz-factor**</td><td>1.000000e+04</td><td>1.000000e+00</td><td>1.000000e+09</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>s</td><td>LE_spectral_slope</td><td></td><td>2.000000e+00</td><td>-1.000000e+01</td><td>1.000000e+01</td><td>False</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>r</td><td>spectral_curvature</td><td></td><td>1.000000e+00</td><td>-1.500000e+01</td><td>1.500000e+01</td><td>False</td><td>False</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=11>\n",
       " model name        name             par type      ...  log  frozen\n",
       "   str12          str16              str19        ...  bool  bool \n",
       "------------ ---------------- ------------------- ... ----- ------\n",
       "jet_leptonic                R         region_size ... False  False\n",
       "jet_leptonic              R_H     region_position ... False   True\n",
       "jet_leptonic                B      magnetic_field ... False  False\n",
       "jet_leptonic         beam_obj             beaming ... False  False\n",
       "jet_leptonic           z_cosm            redshift ... False  False\n",
       "jet_leptonic             gmin  low-energy-cut-off ... False  False\n",
       "jet_leptonic             gmax high-energy-cut-off ... False  False\n",
       "jet_leptonic                N    emitters_density ... False  False\n",
       "jet_leptonic gamma0_log_parab    turn-over-energy ... False  False\n",
       "jet_leptonic                s   LE_spectral_slope ... False  False\n",
       "jet_leptonic                r  spectral_curvature ... False  False"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_jet.parameters.par_table\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------------------------------------------\n",
      "jet model description\n",
      "-------------------------------------------------------------------------------------------------------------------\n",
      "name: jet_leptonic  \n",
      "\n",
      "electrons distribution:\n",
      " type: lppl  \n",
      " gamma energy grid size:  201\n",
      " gmin grid : 2.000000e+00\n",
      " gmax grid : 1.000000e+06\n",
      " normalization  True\n",
      " log-values  False\n",
      "\n",
      "radiative fields:\n",
      " seed photons grid size:  100\n",
      " IC emission grid size:  100\n",
      " source emissivity lower bound :  1.000000e-120\n",
      " spectral components:\n",
      "   name:Sum, state: on\n",
      "   name:Sync, state: self-abs\n",
      "   name:SSC, state: on\n",
      "external fields transformation method: blob\n",
      "\n",
      "SED info:\n",
      " nu grid size jetkernel: 1000\n",
      " nu grid size: 500\n",
      " nu mix (Hz): 1.000000e+06\n",
      " nu max (Hz): 1.000000e+30\n",
      "\n",
      "flux plot lower bound   :  1.000000e-120\n",
      "\n",
      " model name        name             par type           units           val      phys. bound. min phys. bound. max  log  frozen\n",
      "------------ ---------------- ------------------- ---------------- ------------ ---------------- ---------------- ----- ------\n",
      "jet_leptonic                R         region_size               cm 5.000000e+15     1.000000e+03     1.000000e+30 False  False\n",
      "jet_leptonic              R_H     region_position               cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "jet_leptonic                B      magnetic_field                G 1.000000e-01     0.000000e+00               -- False  False\n",
      "jet_leptonic         beam_obj             beaming  Lorentz-factor* 1.000000e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic           z_cosm            redshift                  1.000000e-01     1.000000e-10               -- False  False\n",
      "jet_leptonic             gmin  low-energy-cut-off lorentz-factor** 2.000000e+00     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic             gmax high-energy-cut-off lorentz-factor** 1.000000e+06     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic                N    emitters_density          1 / cm3 1.000000e+02     0.000000e+00               -- False  False\n",
      "jet_leptonic gamma0_log_parab    turn-over-energy lorentz-factor** 1.000000e+04     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic                s   LE_spectral_slope                  2.000000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic                r  spectral_curvature                  1.000000e+00    -1.500000e+01     1.500000e+01 False  False\n",
      "-------------------------------------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "my_jet.show_model()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.set_par('B',val=0.2)\n",
    "my_jet.set_par('gamma0_log_parab',val=5E3)\n",
    "my_jet.set_par('gmin',val=1E2)\n",
    "my_jet.set_par('gmax',val=1E8)\n",
    "my_jet.set_par('R',val=1E15)\n",
    "my_jet.set_par('N',val=1E3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.parameters.B.val=0.2\n",
    "my_jet.parameters.r.val=0.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------------------------------------------------------------------------------\n",
      "electrons distribution:\n",
      " type: lppl  \n",
      " gamma energy grid size:  201\n",
      " gmin grid : 2.000000e+00\n",
      " gmax grid : 1.000000e+06\n",
      " normalization  True\n",
      " log-values  False\n",
      "\n",
      " model name        name             par type           units           val      phys. bound. min phys. bound. max  log  frozen\n",
      "------------ ---------------- ------------------- ---------------- ------------ ---------------- ---------------- ----- ------\n",
      "jet_leptonic                B      magnetic_field                G 2.000000e-01     0.000000e+00               -- False  False\n",
      "jet_leptonic                N    emitters_density          1 / cm3 1.000000e+03     0.000000e+00               -- False  False\n",
      "jet_leptonic                R         region_size               cm 1.000000e+15     1.000000e+03     1.000000e+30 False  False\n",
      "jet_leptonic              R_H     region_position               cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "jet_leptonic         beam_obj             beaming  Lorentz-factor* 1.000000e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic gamma0_log_parab    turn-over-energy lorentz-factor** 5.000000e+03     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic             gmax high-energy-cut-off lorentz-factor** 1.000000e+08     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic             gmin  low-energy-cut-off lorentz-factor** 1.000000e+02     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic                r  spectral_curvature                  4.000000e-01    -1.500000e+01     1.500000e+01 False  False\n",
      "jet_leptonic                s   LE_spectral_slope                  2.000000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic           z_cosm            redshift                  1.000000e-01     1.000000e-10               -- False  False\n"
     ]
    }
   ],
   "source": [
    "my_jet.show_electron_distribution()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=my_jet.electron_distribution.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=my_jet.electron_distribution.plot(energy_unit='TeV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=my_jet.electron_distribution.plot3p()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from jetset.plot_sedfit import PlotSED\n",
    "my_plot=PlotSED()\n",
    "my_plot=my_jet.plot_model(plot_obj=my_plot)\n",
    "#my_plot.rescale(y_max=-12,y_min=-17.5,x_min=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_plot=my_jet.plot_model(frame='src')\n",
    "my_plot.rescale(y_max=45,y_min=38,x_min=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_plot=my_jet.plot_model(frame='src',density=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum\n",
      "Sync\n",
      "SSC\n"
     ]
    }
   ],
   "source": [
    "my_jet.list_spectral_components()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "Sync=my_jet.spectral_components.Sync\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "Sync=my_jet.get_spectral_component_by_name('Sync')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "nu_sync=Sync.SED.nu\n",
    "nuFnu_sync=Sync.SED.nuFnu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "nu_sync_src=Sync.SED.nu_src\n",
    "nuLnu_sync_src=Sync.SED.nuLnu_src"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.spectral_components.build_table(restframe='obs')\n",
    "t_obs=my_jet.spectral_components.table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=50</i>\n",
       "<table id=\"table140688608193984\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>nu</th><th>Sum</th><th>Sync</th><th>SSC</th></tr></thead>\n",
       "<thead><tr><th>Hz</th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th></tr></thead>\n",
       "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>1000000.0</td><td>1e-120</td><td>1e-120</td><td>1e-120</td></tr>\n",
       "<tr><td>3026648.059395689</td><td>1e-120</td><td>1e-120</td><td>1e-120</td></tr>\n",
       "<tr><td>9160598.47544371</td><td>1.8603797396850114e-27</td><td>1.8603797396850114e-27</td><td>1e-120</td></tr>\n",
       "<tr><td>27725907.59860481</td><td>5.159536341816603e-26</td><td>5.159536341816603e-26</td><td>1e-120</td></tr>\n",
       "<tr><td>83916564.42830162</td><td>1.4313798275006392e-24</td><td>1.4313798275006392e-24</td><td>1e-120</td></tr>\n",
       "<tr><td>253985906.87807292</td><td>3.973556356524939e-23</td><td>3.973556356524939e-23</td><td>1e-120</td></tr>\n",
       "<tr><td>768725952.1663721</td><td>1.1046717952196377e-21</td><td>1.1046717952196377e-21</td><td>1e-120</td></tr>\n",
       "<tr><td>2326662911.331458</td><td>3.080805682218947e-20</td><td>3.080805682218947e-20</td><td>1e-120</td></tr>\n",
       "<tr><td>7041989785.449296</td><td>8.644485946432496e-19</td><td>8.644485946432496e-19</td><td>1e-120</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>1.7317171337233599e+25</td><td>8.215170127362521e-14</td><td>1e-120</td><td>8.215170127362521e-14</td></tr>\n",
       "<tr><td>5.2412983022060615e+25</td><td>5.006465676538722e-14</td><td>1e-120</td><td>5.006465676538722e-14</td></tr>\n",
       "<tr><td>1.5863565335085865e+26</td><td>2.2032108833387702e-14</td><td>1e-120</td><td>2.2032108833387702e-14</td></tr>\n",
       "<tr><td>4.801342923653465e+26</td><td>6.8230696268114486e-15</td><td>1e-120</td><td>6.8230696268114486e-15</td></tr>\n",
       "<tr><td>1.4531975242368953e+27</td><td>1.41368052929357e-15</td><td>1e-120</td><td>1.41368052929357e-15</td></tr>\n",
       "<tr><td>4.3983174666502106e+27</td><td>1.9532706759613194e-16</td><td>1e-120</td><td>1.9532706759613194e-16</td></tr>\n",
       "<tr><td>1.3312159025043105e+28</td><td>1.7769601809999856e-17</td><td>1e-120</td><td>1.7769601809999856e-17</td></tr>\n",
       "<tr><td>4.029122027951344e+28</td><td>9.162225441550514e-19</td><td>1e-120</td><td>9.162225441550514e-19</td></tr>\n",
       "<tr><td>1.2194734366967333e+29</td><td>1e-120</td><td>1e-120</td><td>1e-120</td></tr>\n",
       "<tr><td>3.690916910662782e+29</td><td>1e-120</td><td>1e-120</td><td>1e-120</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=50>\n",
       "          nu                    Sum           ...          SSC          \n",
       "          Hz               erg / (cm2 s)      ...     erg / (cm2 s)     \n",
       "       float64                float64         ...        float64        \n",
       "---------------------- ---------------------- ... ----------------------\n",
       "             1000000.0                 1e-120 ...                 1e-120\n",
       "     3026648.059395689                 1e-120 ...                 1e-120\n",
       "      9160598.47544371 1.8603797396850114e-27 ...                 1e-120\n",
       "     27725907.59860481  5.159536341816603e-26 ...                 1e-120\n",
       "     83916564.42830162 1.4313798275006392e-24 ...                 1e-120\n",
       "    253985906.87807292  3.973556356524939e-23 ...                 1e-120\n",
       "     768725952.1663721 1.1046717952196377e-21 ...                 1e-120\n",
       "     2326662911.331458  3.080805682218947e-20 ...                 1e-120\n",
       "     7041989785.449296  8.644485946432496e-19 ...                 1e-120\n",
       "                   ...                    ... ...                    ...\n",
       "1.7317171337233599e+25  8.215170127362521e-14 ...  8.215170127362521e-14\n",
       "5.2412983022060615e+25  5.006465676538722e-14 ...  5.006465676538722e-14\n",
       "1.5863565335085865e+26 2.2032108833387702e-14 ... 2.2032108833387702e-14\n",
       " 4.801342923653465e+26 6.8230696268114486e-15 ... 6.8230696268114486e-15\n",
       "1.4531975242368953e+27   1.41368052929357e-15 ...   1.41368052929357e-15\n",
       "4.3983174666502106e+27 1.9532706759613194e-16 ... 1.9532706759613194e-16\n",
       "1.3312159025043105e+28 1.7769601809999856e-17 ... 1.7769601809999856e-17\n",
       " 4.029122027951344e+28  9.162225441550514e-19 ...  9.162225441550514e-19\n",
       "1.2194734366967333e+29                 1e-120 ...                 1e-120\n",
       " 3.690916910662782e+29                 1e-120 ...                 1e-120"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_obs[::10]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.spectral_components.build_table(restframe='src')\n",
    "t_src=my_jet.spectral_components.table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$[6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~1.1611577 \\times 10^{-24},~3.2203293 \\times 10^{-23},~8.9339702 \\times 10^{-22},~2.4800988 \\times 10^{-20},~6.894819 \\times 10^{-19},~1.9228877 \\times 10^{-17},~5.3954637 \\times 10^{-16},~1.439719 \\times 10^{-14},~1.4724294 \\times 10^{-13},~4.3081138 \\times 10^{-13},~7.9304756 \\times 10^{-13},~1.3786969 \\times 10^{-12},~2.388583 \\times 10^{-12},~4.1130803 \\times 10^{-12},~6.9784192 \\times 10^{-12},~1.1471237 \\times 10^{-11},~1.7776511 \\times 10^{-11},~2.5247891 \\times 10^{-11},~3.2686208 \\times 10^{-11},~3.8509885 \\times 10^{-11},~4.1105436 \\times 10^{-11},~3.9867003 \\times 10^{-11},~3.5113825 \\times 10^{-11},~2.7967606 \\times 10^{-11},~2.0195405 \\times 10^{-11},~1.3222962 \\times 10^{-11},~7.8224764 \\times 10^{-12},~4.1874255 \\times 10^{-12},~2.0302231 \\times 10^{-12},~8.8898466 \\times 10^{-13},~3.5162291 \\times 10^{-13},~1.256826 \\times 10^{-13},~3.9983064 \\times 10^{-14},~1.0001713 \\times 10^{-14},~1.0060628 \\times 10^{-15},~3.4708297 \\times 10^{-18},~1.592186 \\times 10^{-25},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118},~6.2415091 \\times 10^{-118}] \\; \\mathrm{\\frac{GeV}{s\\,cm^{2}}}$"
      ],
      "text/plain": [
       "<Quantity [6.24150907e-118, 6.24150907e-118, 1.16115770e-024,\n",
       "           3.22032929e-023, 8.93397018e-022, 2.48009881e-020,\n",
       "           6.89481903e-019, 1.92288766e-017, 5.39546375e-016,\n",
       "           1.43971905e-014, 1.47242935e-013, 4.30811381e-013,\n",
       "           7.93047558e-013, 1.37869693e-012, 2.38858295e-012,\n",
       "           4.11308030e-012, 6.97841919e-012, 1.14712371e-011,\n",
       "           1.77765107e-011, 2.52478913e-011, 3.26862082e-011,\n",
       "           3.85098848e-011, 4.11054360e-011, 3.98670033e-011,\n",
       "           3.51138251e-011, 2.79676055e-011, 2.01954050e-011,\n",
       "           1.32229620e-011, 7.82247636e-012, 4.18742550e-012,\n",
       "           2.03022312e-012, 8.88984658e-013, 3.51622913e-013,\n",
       "           1.25682603e-013, 3.99830638e-014, 1.00017129e-014,\n",
       "           1.00606284e-015, 3.47082969e-018, 1.59218601e-025,\n",
       "           6.24150907e-118, 6.24150907e-118, 6.24150907e-118,\n",
       "           6.24150907e-118, 6.24150907e-118, 6.24150907e-118,\n",
       "           6.24150907e-118, 6.24150907e-118, 6.24150907e-118,\n",
       "           6.24150907e-118, 6.24150907e-118] GeV / (cm2 s)>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_obs['Sync'][::10].to('GeV/cm2 s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_src.write('test_SED.txt',format='ascii.ecsv',overwrite=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------\n",
      "jet eneregetic report:\n",
      "     name                   type               units       val     \n",
      "-------------- ----------------------------- --------- ------------\n",
      "           U_e Energy dens. blob rest. frame erg / cm3 4.950261e-01\n",
      "      U_p_cold Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
      "           U_B Energy dens. blob rest. frame erg / cm3 1.591549e-03\n",
      "           U_p Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
      "    U_p_target Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
      "       U_Synch Energy dens. blob rest. frame erg / cm3 1.316122e-02\n",
      "   U_Synch_DRF Energy dens. disk rest. frame erg / cm3 1.316122e+02\n",
      "        U_Disk Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
      "         U_BLR Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
      "          U_DT Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
      "         U_CMB Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
      "    U_Disk_DRF Energy dens. disk rest. frame erg / cm3 0.000000e+00\n",
      "     U_BLR_DRF Energy dens. disk rest. frame erg / cm3 0.000000e+00\n",
      "      U_DT_DRF Energy dens. disk rest. frame erg / cm3 0.000000e+00\n",
      "     U_CMB_DRF Energy dens. disk rest. frame erg / cm3 0.000000e+00\n",
      "     L_Sync_rf         Lum. blob rest. frme.   erg / s 1.652654e+39\n",
      "      L_SSC_rf         Lum. blob rest. frme.   erg / s 2.158648e+39\n",
      "  L_EC_Disk_rf         Lum. blob rest. frme.   erg / s 0.000000e+00\n",
      "   L_EC_BLR_rf         Lum. blob rest. frme.   erg / s 0.000000e+00\n",
      "    L_EC_DT_rf         Lum. blob rest. frme.   erg / s 0.000000e+00\n",
      "   L_EC_CMB_rf         Lum. blob rest. frme.   erg / s 0.000000e+00\n",
      " L_pp_gamma_rf         Lum. blob rest. frme.   erg / s 0.000000e+00\n",
      "    jet_L_Sync                      jet Lum.   erg / s 4.131634e+40\n",
      "     jet_L_SSC                      jet Lum.   erg / s 5.396619e+40\n",
      " jet_L_EC_Disk                      jet Lum.   erg / s 0.000000e+00\n",
      "  jet_L_EC_BLR                      jet Lum.   erg / s 0.000000e+00\n",
      "   jet_L_EC_DT                      jet Lum.   erg / s 0.000000e+00\n",
      "  jet_L_EC_CMB                      jet Lum.   erg / s 0.000000e+00\n",
      "jet_L_pp_gamma                      jet Lum.   erg / s 0.000000e+00\n",
      "     jet_L_rad                      jet Lum.   erg / s 9.528254e+40\n",
      "     jet_L_kin                      jet Lum.   erg / s 4.638913e+42\n",
      "     jet_L_tot                      jet Lum.   erg / s 4.749110e+42\n",
      "       jet_L_e                      jet Lum.   erg / s 4.638913e+42\n",
      "       jet_L_B                      jet Lum.   erg / s 1.491449e+40\n",
      "  jet_L_p_cold                      jet Lum.   erg / s 0.000000e+00\n",
      "       jet_L_p                      jet Lum.   erg / s 0.000000e+00\n",
      "-----------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "my_jet.energetic_report()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=36</i>\n",
       "<table id=\"table140688435496752\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>type</th><th>units</th><th>val</th></tr></thead>\n",
       "<thead><tr><th>str14</th><th>str29</th><th>object</th><th>float64</th></tr></thead>\n",
       "<tr><td>U_e</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>4.950261e-01</td></tr>\n",
       "<tr><td>U_p_cold</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>U_B</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>1.591549e-03</td></tr>\n",
       "<tr><td>U_p</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>U_p_target</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>U_Synch</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>1.316122e-02</td></tr>\n",
       "<tr><td>U_Synch_DRF</td><td>Energy dens. disk rest. frame</td><td>erg / cm3</td><td>1.316122e+02</td></tr>\n",
       "<tr><td>U_Disk</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>U_BLR</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>U_DT</td><td>Energy dens. blob rest. frame</td><td>erg / cm3</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>jet_L_EC_DT</td><td>jet Lum.</td><td>erg / s</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>jet_L_EC_CMB</td><td>jet Lum.</td><td>erg / s</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>jet_L_pp_gamma</td><td>jet Lum.</td><td>erg / s</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>jet_L_rad</td><td>jet Lum.</td><td>erg / s</td><td>9.528254e+40</td></tr>\n",
       "<tr><td>jet_L_kin</td><td>jet Lum.</td><td>erg / s</td><td>4.638913e+42</td></tr>\n",
       "<tr><td>jet_L_tot</td><td>jet Lum.</td><td>erg / s</td><td>4.749110e+42</td></tr>\n",
       "<tr><td>jet_L_e</td><td>jet Lum.</td><td>erg / s</td><td>4.638913e+42</td></tr>\n",
       "<tr><td>jet_L_B</td><td>jet Lum.</td><td>erg / s</td><td>1.491449e+40</td></tr>\n",
       "<tr><td>jet_L_p_cold</td><td>jet Lum.</td><td>erg / s</td><td>0.000000e+00</td></tr>\n",
       "<tr><td>jet_L_p</td><td>jet Lum.</td><td>erg / s</td><td>0.000000e+00</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=36>\n",
       "     name                   type               units       val     \n",
       "    str14                  str29               object    float64   \n",
       "-------------- ----------------------------- --------- ------------\n",
       "           U_e Energy dens. blob rest. frame erg / cm3 4.950261e-01\n",
       "      U_p_cold Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
       "           U_B Energy dens. blob rest. frame erg / cm3 1.591549e-03\n",
       "           U_p Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
       "    U_p_target Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
       "       U_Synch Energy dens. blob rest. frame erg / cm3 1.316122e-02\n",
       "   U_Synch_DRF Energy dens. disk rest. frame erg / cm3 1.316122e+02\n",
       "        U_Disk Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
       "         U_BLR Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
       "          U_DT Energy dens. blob rest. frame erg / cm3 0.000000e+00\n",
       "           ...                           ...       ...          ...\n",
       "   jet_L_EC_DT                      jet Lum.   erg / s 0.000000e+00\n",
       "  jet_L_EC_CMB                      jet Lum.   erg / s 0.000000e+00\n",
       "jet_L_pp_gamma                      jet Lum.   erg / s 0.000000e+00\n",
       "     jet_L_rad                      jet Lum.   erg / s 9.528254e+40\n",
       "     jet_L_kin                      jet Lum.   erg / s 4.638913e+42\n",
       "     jet_L_tot                      jet Lum.   erg / s 4.749110e+42\n",
       "       jet_L_e                      jet Lum.   erg / s 4.638913e+42\n",
       "       jet_L_B                      jet Lum.   erg / s 1.491449e+40\n",
       "  jet_L_p_cold                      jet Lum.   erg / s 0.000000e+00\n",
       "       jet_L_p                      jet Lum.   erg / s 0.000000e+00"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_jet.energetic_report_table\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.save_model('test_model.pkl')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " model name        name             par type           units           val      phys. bound. min phys. bound. max  log  frozen\n",
      "------------ ---------------- ------------------- ---------------- ------------ ---------------- ---------------- ----- ------\n",
      "jet_leptonic             gmin  low-energy-cut-off lorentz-factor** 1.000000e+02     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic             gmax high-energy-cut-off lorentz-factor** 1.000000e+08     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic                N    emitters_density          1 / cm3 1.000000e+03     0.000000e+00               -- False  False\n",
      "jet_leptonic gamma0_log_parab    turn-over-energy lorentz-factor** 5.000000e+03     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic                s   LE_spectral_slope                  2.000000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic                r  spectral_curvature                  4.000000e-01    -1.500000e+01     1.500000e+01 False  False\n",
      "jet_leptonic                R         region_size               cm 1.000000e+15     1.000000e+03     1.000000e+30 False  False\n",
      "jet_leptonic              R_H     region_position               cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "jet_leptonic                B      magnetic_field                G 2.000000e-01     0.000000e+00               -- False  False\n",
      "jet_leptonic         beam_obj             beaming  Lorentz-factor* 1.000000e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic           z_cosm            redshift                  1.000000e-01     1.000000e-10               -- False  False\n"
     ]
    }
   ],
   "source": [
    "my_jet_new=Jet.load_model('test_model.pkl')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_plot=my_jet_new.plot_model()\n",
    "my_plot.rescale(y_max=-11,y_min=-17.5,x_min=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define custom emiotters distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See for more details:\n",
    "\n",
    "-     https://jetset.readthedocs.io/en/latest/user_guide/custom_emitters_distr/custom_emitters.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from jetset.jet_emitters import EmittersDistribution\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def distr_func_super_exp(gamma,gamma_cut,s,a):\n",
    "    return np.power(gamma,-s)*np.exp(-(1/a)*(gamma/gamma_cut)**a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_e_super_exp=EmittersDistribution('super_exp',spectral_type='plc',normalize=False)\n",
    "n_e_super_exp.add_par('gamma_cut',par_type='turn-over-energy',val=50000.,vmin=1., vmax=None, unit='lorentz-factor')\n",
    "n_e_super_exp.add_par('s',par_type='LE_spectral_slope',val=2.3,vmin=-10., vmax=10, unit='')\n",
    "n_e_super_exp.add_par('a',par_type='spectral_curvature',val=1.8,vmin=0., vmax=100., unit='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_e_super_exp.set_distr_func(distr_func_super_exp)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   name         par type           units          val      phys. bound. min phys. bound. max  log  frozen\n",
      "--------- ------------------- --------------- ------------ ---------------- ---------------- ----- ------\n",
      "     gmin  low-energy-cut-off lorentz-factor* 2.000000e+00     1.000000e+00     1.000000e+09 False  False\n",
      "     gmax high-energy-cut-off lorentz-factor* 1.000000e+06     1.000000e+00     1.000000e+15 False  False\n",
      "        N    emitters_density         1 / cm3 1.000000e+02     0.000000e+00               -- False  False\n",
      "gamma_cut    turn-over-energy lorentz-factor* 5.000000e+04     1.000000e+00               -- False  False\n",
      "        s   LE_spectral_slope                 2.300000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "        a  spectral_curvature                 1.800000e+00     0.000000e+00     1.000000e+02 False  False\n"
     ]
    }
   ],
   "source": [
    "n_e_super_exp.parameters.show_pars()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=n_e_super_exp.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=n_e_super_exp.plot(energy_unit='eV')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from jetset.jet_model import Jet\n",
    "my_jet=Jet(electron_distribution=n_e_super_exp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_e_super_exp.normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_jet.electron_distribution.normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------------------------------------------\n",
      "jet model description\n",
      "-------------------------------------------------------------------------------------------------------------------\n",
      "name: jet_leptonic  \n",
      "\n",
      "electrons distribution:\n",
      " type: super_exp  \n",
      " gamma energy grid size:  201\n",
      " gmin grid : 2.000000e+00\n",
      " gmax grid : 1.000000e+06\n",
      " normalization  False\n",
      " log-values  False\n",
      "\n",
      "radiative fields:\n",
      " seed photons grid size:  100\n",
      " IC emission grid size:  100\n",
      " source emissivity lower bound :  1.000000e-120\n",
      " spectral components:\n",
      "   name:Sum, state: on\n",
      "   name:Sync, state: self-abs\n",
      "   name:SSC, state: on\n",
      "external fields transformation method: blob\n",
      "\n",
      "SED info:\n",
      " nu grid size jetkernel: 1000\n",
      " nu grid size: 500\n",
      " nu mix (Hz): 1.000000e+06\n",
      " nu max (Hz): 1.000000e+30\n",
      "\n",
      "flux plot lower bound   :  1.000000e-120\n",
      "\n",
      " model name     name         par type           units           val      phys. bound. min phys. bound. max  log  frozen\n",
      "------------ --------- ------------------- ---------------- ------------ ---------------- ---------------- ----- ------\n",
      "jet_leptonic         R         region_size               cm 5.000000e+15     1.000000e+03     1.000000e+30 False  False\n",
      "jet_leptonic       R_H     region_position               cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "jet_leptonic         B      magnetic_field                G 1.000000e-01     0.000000e+00               -- False  False\n",
      "jet_leptonic  beam_obj             beaming  Lorentz-factor* 1.000000e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic    z_cosm            redshift                  1.000000e-01     1.000000e-10               -- False  False\n",
      "jet_leptonic      gmin  low-energy-cut-off lorentz-factor** 2.000000e+00     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic      gmax high-energy-cut-off lorentz-factor** 1.000000e+06     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic         N    emitters_density          1 / cm3 5.000000e+04     0.000000e+00               -- False  False\n",
      "jet_leptonic gamma_cut    turn-over-energy lorentz-factor** 5.000000e+04     1.000000e+00               -- False  False\n",
      "jet_leptonic         s   LE_spectral_slope                  2.300000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic         a  spectral_curvature                  1.800000e+00     0.000000e+00     1.000000e+02 False  False\n",
      "-------------------------------------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "my_jet.parameters.N.val=5E4\n",
    "my_jet.show_model()\n",
    "my_jet.IC_nu_size=100\n",
    "my_jet.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.eval()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=my_jet.plot_model()\n",
    "p.rescale(y_min=-16,y_max=-13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.electron_distribution.normalize=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------------------------------------------\n",
      "jet model description\n",
      "-------------------------------------------------------------------------------------------------------------------\n",
      "name: jet_leptonic  \n",
      "\n",
      "electrons distribution:\n",
      " type: super_exp  \n",
      " gamma energy grid size:  201\n",
      " gmin grid : 2.000000e+00\n",
      " gmax grid : 1.000000e+06\n",
      " normalization  True\n",
      " log-values  False\n",
      "\n",
      "radiative fields:\n",
      " seed photons grid size:  100\n",
      " IC emission grid size:  100\n",
      " source emissivity lower bound :  1.000000e-120\n",
      " spectral components:\n",
      "   name:Sum, state: on\n",
      "   name:Sync, state: self-abs\n",
      "   name:SSC, state: on\n",
      "external fields transformation method: blob\n",
      "\n",
      "SED info:\n",
      " nu grid size jetkernel: 1000\n",
      " nu grid size: 500\n",
      " nu mix (Hz): 1.000000e+06\n",
      " nu max (Hz): 1.000000e+30\n",
      "\n",
      "flux plot lower bound   :  1.000000e-120\n",
      "\n",
      " model name     name         par type           units           val      phys. bound. min phys. bound. max  log  frozen\n",
      "------------ --------- ------------------- ---------------- ------------ ---------------- ---------------- ----- ------\n",
      "jet_leptonic         R         region_size               cm 5.000000e+15     1.000000e+03     1.000000e+30 False  False\n",
      "jet_leptonic       R_H     region_position               cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "jet_leptonic         B      magnetic_field                G 1.000000e-01     0.000000e+00               -- False  False\n",
      "jet_leptonic  beam_obj             beaming  Lorentz-factor* 1.000000e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic    z_cosm            redshift                  1.000000e-01     1.000000e-10               -- False  False\n",
      "jet_leptonic      gmin  low-energy-cut-off lorentz-factor** 2.000000e+00     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic      gmax high-energy-cut-off lorentz-factor** 1.000000e+06     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic         N    emitters_density          1 / cm3 5.000000e+04     0.000000e+00               -- False  False\n",
      "jet_leptonic gamma_cut    turn-over-energy lorentz-factor** 5.000000e+04     1.000000e+00               -- False  False\n",
      "jet_leptonic         s   LE_spectral_slope                  2.300000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic         a  spectral_curvature                  1.800000e+00     0.000000e+00     1.000000e+02 False  False\n",
      "-------------------------------------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "\n",
    "my_jet.parameters.N.val=5E4\n",
    "my_jet.show_model()\n",
    "my_jet.IC_nu_size=100\n",
    "my_jet.eval()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_jet.plot_model(p,comp='Sum',label='Normalized distr')\n",
    "p.rescale(y_min=-16,y_max=-12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p.fig"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}