Tutorial_5.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 5  for JetSeT v.1.1.2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model fitting "
   ]
  },
  {
   "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 warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import matplotlib.pylab as plt\n",
    "import jetset\n",
    "from jetset.test_data_helper import  test_SEDs\n",
    "from jetset.data_loader import ObsData,Data\n",
    "from jetset.plot_sedfit import PlotSED\n",
    "from jetset.test_data_helper import  test_SEDs\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/Users/orion/anaconda3/envs/test-jetset/lib/python3.7/site-packages/jetset-1.1.2-py3.7-macosx-10.9-x86_64.egg/jetset/test_data/SEDs_data/SED_3C345.ecsv',\n",
       " '/Users/orion/anaconda3/envs/test-jetset/lib/python3.7/site-packages/jetset-1.1.2-py3.7-macosx-10.9-x86_64.egg/jetset/test_data/SEDs_data/SED_MW_Mrk421_EBL_DEABS.ecsv',\n",
       " '/Users/orion/anaconda3/envs/test-jetset/lib/python3.7/site-packages/jetset-1.1.2-py3.7-macosx-10.9-x86_64.egg/jetset/test_data/SEDs_data/SED_MW_Mrk501_EBL_DEABS.ecsv']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_SEDs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## loading data\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=Data.from_file(test_SEDs[2])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=120</i>\n",
       "<table id=\"table4637357840\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>x</th><th>dx</th><th>y</th><th>dy</th><th>T_start</th><th>T_stop</th><th>UL</th><th>data_set</th></tr></thead>\n",
       "<thead><tr><th>Hz</th><th>Hz</th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th><th>MJD</th><th>MJD</th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>bytes16</th></tr></thead>\n",
       "<tr><td>2299540000.0</td><td>0.0</td><td>3.6892e-14</td><td>2.668e-15</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>2639697000.0</td><td>0.0</td><td>4.12456e-14</td><td>9.712535e-26</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>4799040000.0</td><td>0.0</td><td>7.0368e-14</td><td>4.8e-16</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>4805039000.0</td><td>0.0</td><td>5.435586e-14</td><td>5.435586e-15</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>4805039000.0</td><td>0.0</td><td>3.239547e-14</td><td>3.239547e-15</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>4843552000.0</td><td>0.0</td><td>7.174767e-14</td><td>7.333333e-26</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>4999750000.0</td><td>0.0</td><td>8e-14</td><td>3.344772e-15</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>7698460000.0</td><td>0.0</td><td>1.15577e-13</td><td>6.16e-16</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>7999600000.0</td><td>0.0</td><td>1.1296e-13</td><td>1.672364e-15</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>1.209e+26</td><td>0.0</td><td>2.038883e-11</td><td>6.72337e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>1.525641e+26</td><td>0.0</td><td>2.22809e-11</td><td>2.579472e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>2.078361e+26</td><td>0.0</td><td>1.800374e-11</td><td>6.419976e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>2.417922e+26</td><td>0.0</td><td>1.835862e-11</td><td>2.764158e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>3.572855e+26</td><td>0.0</td><td>1.566353e-11</td><td>5.208654e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>3.832253e+26</td><td>0.0</td><td>2.17794e-11</td><td>3.748383e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>6.073794e+26</td><td>0.0</td><td>1.884817e-11</td><td>3.821992e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>6.141985e+26</td><td>0.0</td><td>1.269783e-11</td><td>3.815834e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>9.62625e+26</td><td>0.0</td><td>9.408627e-12</td><td>3.881649e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "<tr><td>1.055851e+27</td><td>0.0</td><td>1.061459e-11</td><td>3.067395e-12</td><td>0.0</td><td>0.0</td><td>False</td><td>0.0</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=120>\n",
       "     x          dx         y             dy      T_start  T_stop   UL  data_set\n",
       "     Hz         Hz   erg / (cm2 s) erg / (cm2 s)   MJD     MJD                 \n",
       "  float64    float64    float64       float64    float64 float64  bool bytes16 \n",
       "------------ ------- ------------- ------------- ------- ------- ----- --------\n",
       "2299540000.0     0.0    3.6892e-14     2.668e-15     0.0     0.0 False      0.0\n",
       "2639697000.0     0.0   4.12456e-14  9.712535e-26     0.0     0.0 False      0.0\n",
       "4799040000.0     0.0    7.0368e-14       4.8e-16     0.0     0.0 False      0.0\n",
       "4805039000.0     0.0  5.435586e-14  5.435586e-15     0.0     0.0 False      0.0\n",
       "4805039000.0     0.0  3.239547e-14  3.239547e-15     0.0     0.0 False      0.0\n",
       "4843552000.0     0.0  7.174767e-14  7.333333e-26     0.0     0.0 False      0.0\n",
       "4999750000.0     0.0         8e-14  3.344772e-15     0.0     0.0 False      0.0\n",
       "7698460000.0     0.0   1.15577e-13      6.16e-16     0.0     0.0 False      0.0\n",
       "7999600000.0     0.0    1.1296e-13  1.672364e-15     0.0     0.0 False      0.0\n",
       "         ...     ...           ...           ...     ...     ...   ...      ...\n",
       "   1.209e+26     0.0  2.038883e-11   6.72337e-12     0.0     0.0 False      0.0\n",
       "1.525641e+26     0.0   2.22809e-11  2.579472e-12     0.0     0.0 False      0.0\n",
       "2.078361e+26     0.0  1.800374e-11  6.419976e-12     0.0     0.0 False      0.0\n",
       "2.417922e+26     0.0  1.835862e-11  2.764158e-12     0.0     0.0 False      0.0\n",
       "3.572855e+26     0.0  1.566353e-11  5.208654e-12     0.0     0.0 False      0.0\n",
       "3.832253e+26     0.0   2.17794e-11  3.748383e-12     0.0     0.0 False      0.0\n",
       "6.073794e+26     0.0  1.884817e-11  3.821992e-12     0.0     0.0 False      0.0\n",
       "6.141985e+26     0.0  1.269783e-11  3.815834e-12     0.0     0.0 False      0.0\n",
       " 9.62625e+26     0.0  9.408627e-12  3.881649e-12     0.0     0.0 False      0.0\n",
       "1.055851e+27     0.0  1.061459e-11  3.067395e-12     0.0     0.0 False      0.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===================================================================================================================\n",
      "\n",
      "***  binning data  ***\n",
      "---> N bins= 90\n",
      "---> bin_widht= 0.2\n",
      "===================================================================================================================\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sed_data=ObsData(data_table=data)\n",
    "myPlot=sed_data.plot_sed()\n",
    "\n",
    "sed_data.group_data(bin_width=0.2)\n",
    "sed_data.add_systematics(0.1,[10.**6,10.**29])\n",
    "myPlot.add_data_plot(sed_data,label='rebinned')\n",
    "myPlot.rescale(y_min=-14,y_max=-9,x_min=9,x_max=29)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=37</i>\n",
       "<table id=\"table4702774864\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>nu_data</th><th>dnu_data</th><th>nuFnu_data</th><th>dnuFnu_data</th><th>nu_data_log</th><th>dnu_data_log</th><th>nuFnu_data_log</th><th>dnuFnu_data_log</th><th>dnuFnu_facke</th><th>dnuFnu_facke_log</th><th>UL</th><th>zero_error</th><th>T_start</th><th>T_stop</th><th>data_set</th></tr></thead>\n",
       "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>bool</th><th>float64</th><th>float64</th><th>bytes16</th></tr></thead>\n",
       "<tr><td>2347263231.564593</td><td>540477332.6333663</td><td>4.124559999999995e-14</td><td>4.1245599999999946e-15</td><td>9.370561795864282</td><td>0.1</td><td>-13.384622374329622</td><td>0.043429448190325175</td><td>8.249119999999989e-15</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>5965354674.842971</td><td>1373573674.871577</td><td>7.174766999999987e-14</td><td>7.174766999999988e-15</td><td>9.7756362700932</td><td>0.1</td><td>-13.144192198044472</td><td>0.04342944819032519</td><td>1.4349533999999977e-14</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>9509846505.090975</td><td>2189723079.9284005</td><td>1.2257712070025038e-13</td><td>1.933421242541737e-14</td><td>9.978173507207659</td><td>0.1</td><td>-12.911590584311037</td><td>0.06850170505177235</td><td>2.4515424140050076e-14</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>15160402939.959587</td><td>3490811781.3334055</td><td>1.7286399999999977e-13</td><td>1.7286399999999977e-14</td><td>10.180710744322118</td><td>0.1</td><td>-12.762295441828662</td><td>0.04342944819032518</td><td>3.4572799999999955e-14</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>24168404524.604527</td><td>5564980797.980423</td><td>2.286560000000002e-13</td><td>2.2865600000000024e-14</td><td>10.383247981436577</td><td>0.1</td><td>-12.640817398120154</td><td>0.043429448190325175</td><td>4.573120000000005e-14</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>38528776548.89571</td><td>8871578653.278585</td><td>2.808997324911027e-13</td><td>5.387881989554782e-14</td><td>10.585785218551036</td><td>0.1</td><td>-12.551448674389356</td><td>0.08330116217834671</td><td>5.6179946498220545e-14</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>224991099999.99973</td><td>51806115291.63321</td><td>1.083e-12</td><td>1.1903603252358548e-13</td><td>11.352165339012089</td><td>0.1</td><td>-11.96537154337468</td><td>0.04773471105507773</td><td>2.166e-13</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>170394466308232.7</td><td>39234775805001.28</td><td>7.547087036820695e-11</td><td>1.7911369264245145e-11</td><td>14.231455486611301</td><td>0.1</td><td>-10.12222064147634</td><td>0.10307034749754382</td><td>1.509417407364139e-11</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>271639375734326.1</td><td>62547277723606.78</td><td>1.0761876832189412e-10</td><td>1.3796481238202604e-11</td><td>14.43399272372576</td><td>0.1</td><td>-9.968111982685974</td><td>0.05567556444719287</td><td>2.1523753664378823e-11</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>433041941138256.9</td><td>99711591830615.53</td><td>7.743621601900474e-11</td><td>1.3882228530748843e-11</td><td>14.63652996084022</td><td>0.1</td><td>-10.111055877319204</td><td>0.07785730705054662</td><td>1.5487243203800948e-11</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>6.073865000000023e+23</td><td>1.3985591005858336e+23</td><td>1.5913170000000024e-11</td><td>2.940196399917704e-12</td><td>23.78346513489759</td><td>0.1</td><td>-10.798243297639798</td><td>0.08024240752760534</td><td>3.182634000000005e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>1.5256340000000033e+24</td><td>3.512902105764886e+23</td><td>1.7804630000000006e-11</td><td>4.336730675164532e-12</td><td>24.18345035875311</td><td>0.1</td><td>-10.749467047017975</td><td>0.10578249599820491</td><td>3.5609260000000016e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>3.8322649999999847e+24</td><td>8.824116261402792e+23</td><td>2.232503000000003e-11</td><td>7.012285123120004e-12</td><td>24.583455532780842</td><td>0.1</td><td>-10.6512079488414</td><td>0.1364117644860176</td><td>4.465006000000007e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>7.032854999999997e+25</td><td>1.6193747084188635e+25</td><td>2.5213659999999976e-11</td><td>4.738536419119827e-12</td><td>25.84713166343231</td><td>0.1</td><td>-10.598364107816952</td><td>0.08161925793880528</td><td>5.042731999999996e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>9.625890000000014e+25</td><td>2.216443082080049e+25</td><td>2.6203259999999976e-11</td><td>3.644067646692632e-12</td><td>25.983440894463097</td><td>0.1</td><td>-10.581644673873534</td><td>0.06039700673277982</td><td>5.240651999999995e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>1.5175830818848435e+26</td><td>3.494364181728003e+25</td><td>2.206498627253767e-11</td><td>2.6049419644046023e-12</td><td>26.18115247636439</td><td>0.1</td><td>-10.656296338407724</td><td>0.051271816208976265</td><td>4.412997254507534e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>2.419299933382028e+26</td><td>5.570643962086947e+25</td><td>1.8304478826923053e-11</td><td>1.847801501909386e-12</td><td>26.383689713478848</td><td>0.1</td><td>-10.737442632027665</td><td>0.04384118245155654</td><td>3.6608957653846105e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>3.856798509108855e+26</td><td>8.880606753755711e+25</td><td>2.0314234826499856e-11</td><td>5.1522842815270285e-12</td><td>26.586226950593307</td><td>0.1</td><td>-10.692199531540242</td><td>0.11014978667791589</td><td>4.062846965299972e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>6.1484293595090236e+26</td><td>1.4157281788532408e+26</td><td>1.6657119081589087e-11</td><td>4.9414814809513126e-12</td><td>26.788764187707766</td><td>0.1</td><td>-10.778400109481435</td><td>0.12883729347749429</td><td>3.3314238163178175e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "<tr><td>9.801700425778084e+26</td><td>2.256924928639001e+26</td><td>1.020149346935981e-11</td><td>1.3407290707252236e-12</td><td>26.991301424822225</td><td>0.1</td><td>-10.991336244118225</td><td>0.057077058265252154</td><td>2.0402986938719622e-12</td><td>0.2</td><td>False</td><td>False</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=37>\n",
       "       nu_data                dnu_data        ...  T_stop data_set\n",
       "       float64                float64         ... float64 bytes16 \n",
       "---------------------- ---------------------- ... ------- --------\n",
       "     2347263231.564593      540477332.6333663 ...     0.0      0.0\n",
       "     5965354674.842971      1373573674.871577 ...     0.0      0.0\n",
       "     9509846505.090975     2189723079.9284005 ...     0.0      0.0\n",
       "    15160402939.959587     3490811781.3334055 ...     0.0      0.0\n",
       "    24168404524.604527      5564980797.980423 ...     0.0      0.0\n",
       "     38528776548.89571      8871578653.278585 ...     0.0      0.0\n",
       "    224991099999.99973      51806115291.63321 ...     0.0      0.0\n",
       "     170394466308232.7      39234775805001.28 ...     0.0      0.0\n",
       "     271639375734326.1      62547277723606.78 ...     0.0      0.0\n",
       "     433041941138256.9      99711591830615.53 ...     0.0      0.0\n",
       "                   ...                    ... ...     ...      ...\n",
       " 6.073865000000023e+23 1.3985591005858336e+23 ...     0.0      0.0\n",
       "1.5256340000000033e+24  3.512902105764886e+23 ...     0.0      0.0\n",
       "3.8322649999999847e+24  8.824116261402792e+23 ...     0.0      0.0\n",
       " 7.032854999999997e+25 1.6193747084188635e+25 ...     0.0      0.0\n",
       " 9.625890000000014e+25  2.216443082080049e+25 ...     0.0      0.0\n",
       "1.5175830818848435e+26  3.494364181728003e+25 ...     0.0      0.0\n",
       " 2.419299933382028e+26  5.570643962086947e+25 ...     0.0      0.0\n",
       " 3.856798509108855e+26  8.880606753755711e+25 ...     0.0      0.0\n",
       "6.1484293595090236e+26 1.4157281788532408e+26 ...     0.0      0.0\n",
       " 9.801700425778084e+26  2.256924928639001e+26 ...     0.0      0.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sed_data.table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## phenomenological model constraining"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### spectral indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===================================================================================================================\n",
      "\n",
      "*** evaluating spectral indices for data ***\n",
      "===================================================================================================================\n",
      "\n"
     ]
    },
    {
     "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.sed_shaper import  SEDShape\n",
    "my_shape=SEDShape(sed_data)\n",
    "my_shape.eval_indices(silent=True)\n",
    "p=my_shape.plot_indices()\n",
    "p.rescale(y_min=-15,y_max=-6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sed shaper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===================================================================================================================\n",
      "\n",
      "*** Log-Polynomial fitting of the synchrotron component ***\n",
      "---> first blind fit run,  fit range: [10, 21]\n",
      "---> class:  HSP\n",
      "\n",
      "---> class:  HSP\n",
      "\n",
      "\n",
      " model name     name      bestfit val     err +     err -   start val   fit range min fit range max frozen\n",
      "----------- ------------ ------------- ------------ ----- ------------- ------------- ------------- ------\n",
      "   LogCubic            b -6.411217e-02 7.838546e-03    -- -4.778766e-02 -1.000000e+01  0.000000e+00  False\n",
      "   LogCubic            c -1.751422e-03 1.126990e-03    --  3.576198e-03 -1.000000e+01  1.000000e+01  False\n",
      "   LogCubic           Ep  1.703731e+01 9.436687e-02    --  1.626870e+01  0.000000e+00  3.000000e+01  False\n",
      "   LogCubic           Sp -1.030067e+01 1.884174e-02    -- -1.025412e+01 -3.000000e+01  0.000000e+00  False\n",
      "host_galaxy nuFnu_p_host -1.006565e+01 5.462928e-02    -- -1.025412e+01 -1.225412e+01 -8.254123e+00  False\n",
      "host_galaxy     nu_scale  1.730764e-02 3.695276e-03    --  0.000000e+00 -5.000000e-01  5.000000e-01  False\n",
      "---> sync       nu_p=+1.703731e+01 (err=+9.436687e-02)  nuFnu_p=-1.030067e+01 (err=+1.884174e-02) curv.=-6.411217e-02 (err=+7.838546e-03)\n",
      "===================================================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "mm,best_fit=my_shape.sync_fit(check_host_gal_template=True,\n",
    "                  Ep_start=None,\n",
    "                  minimizer='lsb',\n",
    "                  silent=True,\n",
    "                  fit_range=[10,21])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "**************************************************************************************************\n",
      "Fit report\n",
      "\n",
      "Model: sync-shape-fit\n",
      " model name     name       par type       units          val      phys. bound. min phys. bound. max  log  frozen\n",
      "----------- ------------ ------------ ------------- ------------- ---------------- ---------------- ----- ------\n",
      "   LogCubic            b    curvature               -6.411217e-02    -1.000000e+01     0.000000e+00 False  False\n",
      "   LogCubic            c third-degree               -1.751422e-03    -1.000000e+01     1.000000e+01 False  False\n",
      "   LogCubic           Ep    peak freq            Hz  1.703731e+01     0.000000e+00     3.000000e+01  True  False\n",
      "   LogCubic           Sp    peak flux erg / (cm2 s) -1.030067e+01    -3.000000e+01     0.000000e+00  True  False\n",
      "host_galaxy nuFnu_p_host  nuFnu-scale erg / (cm2 s) -1.006565e+01    -2.000000e+01     2.000000e+01 False  False\n",
      "host_galaxy     nu_scale     nu-scale            Hz  1.730764e-02    -2.000000e+00     2.000000e+00 False  False\n",
      "\n",
      "converged=True\n",
      "calls=36\n",
      "The relative error between two consecutive iterates is at most 0.000000\n",
      "dof=15\n",
      "chisq=15.371949, chisq/red=1.024797 null hypothesis sig=0.424972\n",
      "\n",
      "best fit pars\n",
      " model name     name      bestfit val     err +     err -   start val   fit range min fit range max frozen\n",
      "----------- ------------ ------------- ------------ ----- ------------- ------------- ------------- ------\n",
      "   LogCubic            b -6.411217e-02 7.838546e-03    -- -4.778766e-02 -1.000000e+01  0.000000e+00  False\n",
      "   LogCubic            c -1.751422e-03 1.126990e-03    --  3.576198e-03 -1.000000e+01  1.000000e+01  False\n",
      "   LogCubic           Ep  1.703731e+01 9.436687e-02    --  1.626870e+01  0.000000e+00  3.000000e+01  False\n",
      "   LogCubic           Sp -1.030067e+01 1.884174e-02    -- -1.025412e+01 -3.000000e+01  0.000000e+00  False\n",
      "host_galaxy nuFnu_p_host -1.006565e+01 5.462928e-02    -- -1.025412e+01 -1.225412e+01 -8.254123e+00  False\n",
      "host_galaxy     nu_scale  1.730764e-02 3.695276e-03    --  0.000000e+00 -5.000000e-01  5.000000e-01  False\n",
      "**************************************************************************************************\n",
      "\n"
     ]
    }
   ],
   "source": [
    "best_fit.show_report()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===================================================================================================================\n",
      "\n",
      "*** Log-Polynomial fitting of the IC component ***\n",
      "---> fit range: [23, 29]\n",
      "---> LogCubic fit\n",
      "\n",
      "**************************************************************************************************\n",
      "Fit report\n",
      "\n",
      "Model: IC-shape-fit\n",
      "model name name   par type       units          val      phys. bound. min phys. bound. max  log  frozen\n",
      "---------- ---- ------------ ------------- ------------- ---------------- ---------------- ----- ------\n",
      "  LogCubic    b    curvature               -1.310993e-01    -1.000000e+01     0.000000e+00 False  False\n",
      "  LogCubic    c third-degree               -3.300446e-02    -1.000000e+01     1.000000e+01 False  False\n",
      "  LogCubic   Ep    peak freq            Hz  2.549603e+01     0.000000e+00     3.000000e+01  True  False\n",
      "  LogCubic   Sp    peak flux erg / (cm2 s) -1.057945e+01    -3.000000e+01     0.000000e+00  True  False\n",
      "\n",
      "converged=True\n",
      "calls=55\n",
      "------------------------------------------------------------------\n",
      "| FCN = 1.997                   |      Ncalls=54 (54 total)      |\n",
      "| EDM = 4.76E-07 (Goal: 1E-05)  |            up = 1.0            |\n",
      "------------------------------------------------------------------\n",
      "|  Valid Min.   | Valid Param.  | Above EDM | Reached call limit |\n",
      "------------------------------------------------------------------\n",
      "|     True      |     True      |   False   |       False        |\n",
      "------------------------------------------------------------------\n",
      "| Hesse failed  |   Has cov.    | Accurate  | Pos. def. | Forced |\n",
      "------------------------------------------------------------------\n",
      "|     False     |     True      |   True    |   True    | False  |\n",
      "------------------------------------------------------------------\n",
      "-------------------------------------------------------------------------------------------\n",
      "|   | Name  |   Value   | Hesse Err | Minos Err- | Minos Err+ | Limit-  | Limit+  | Fixed |\n",
      "-------------------------------------------------------------------------------------------\n",
      "| 0 | par_0 |   -0.13   |    0.03   |            |            |   -10   |    0    |       |\n",
      "| 1 | par_1 |  -0.033   |   0.021   |            |            |   -10   |   10    |       |\n",
      "| 2 | par_2 |   25.50   |   0.22    |            |            |    0    |   30    |       |\n",
      "| 3 | par_3 |  -10.58   |    0.04   |            |            |   -30   |    0    |       |\n",
      "-------------------------------------------------------------------------------------------\n",
      "dof=7\n",
      "chisq=1.996618, chisq/red=0.285231 null hypothesis sig=0.960027\n",
      "\n",
      "best fit pars\n",
      "model name name  bestfit val     err +     err -   start val   fit range min fit range max frozen\n",
      "---------- ---- ------------- ------------ ----- ------------- ------------- ------------- ------\n",
      "  LogCubic    b -1.310993e-01 3.244185e-02    -- -1.000000e+00 -1.000000e+01  0.000000e+00  False\n",
      "  LogCubic    c -3.300446e-02 2.072519e-02    -- -1.000000e+00 -1.000000e+01  1.000000e+01  False\n",
      "  LogCubic   Ep  2.549603e+01 2.235470e-01    --  2.556357e+01  0.000000e+00  3.000000e+01  False\n",
      "  LogCubic   Sp -1.057945e+01 4.332977e-02    -- -1.000000e+01 -3.000000e+01  0.000000e+00  False\n",
      "**************************************************************************************************\n",
      "\n",
      "\n",
      "\n",
      "model name name  bestfit val     err +     err -   start val   fit range min fit range max frozen\n",
      "---------- ---- ------------- ------------ ----- ------------- ------------- ------------- ------\n",
      "  LogCubic    b -1.310993e-01 3.244185e-02    -- -1.000000e+00 -1.000000e+01  0.000000e+00  False\n",
      "  LogCubic    c -3.300446e-02 2.072519e-02    -- -1.000000e+00 -1.000000e+01  1.000000e+01  False\n",
      "  LogCubic   Ep  2.549603e+01 2.235470e-01    --  2.556357e+01  0.000000e+00  3.000000e+01  False\n",
      "  LogCubic   Sp -1.057945e+01 4.332977e-02    -- -1.000000e+01 -3.000000e+01  0.000000e+00  False\n",
      "---> IC         nu_p=+2.549603e+01 (err=+2.235470e-01)  nuFnu_p=-1.057945e+01 (err=+4.332977e-02) curv.=-1.310993e-01 (err=+3.244185e-02)\n",
      "===================================================================================================================\n",
      "\n"
     ]
    },
    {
     "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_shape.IC_fit(fit_range=[23,29],minimizer='minuit')\n",
    "p=my_shape.plot_shape_fit()\n",
    "p.rescale(y_min=-15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### model constraining"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===================================================================================================================\n",
      "\n",
      "***  constrains parameters from observable ***\n",
      "\n",
      "      name             par type           units          val      phys. bound. min phys. bound. max  log  frozen\n",
      "---------------- ------------------- --------------- ------------ ---------------- ---------------- ----- ------\n",
      "            gmin  low-energy-cut-off lorentz-factor* 1.057074e+02     1.000000e+00     1.000000e+09 False  False\n",
      "            gmax high-energy-cut-off lorentz-factor* 1.642067e+06     1.000000e+00     1.000000e+15 False  False\n",
      "               N    emitters_density         1 / cm3 1.078420e+02     0.000000e+00               -- False  False\n",
      "               s   LE_spectral_slope                 2.248787e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "               r  spectral_curvature                 3.205608e-01    -1.500000e+01     1.500000e+01 False  False\n",
      "gamma0_log_parab    turn-over-energy lorentz-factor* 7.430949e+03     1.000000e+00     1.000000e+09 False  False\n",
      "               R         region_size              cm 5.486051e+15     1.000000e+03     1.000000e+30 False  False\n",
      "             R_H     region_position              cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "               B      magnetic_field               G 1.000000e-01     0.000000e+00               -- False  False\n",
      "        beam_obj             beaming Lorentz-factor* 2.500000e+01     1.000000e-04               -- False  False\n",
      "          z_cosm            redshift                 3.360000e-02     0.000000e+00               -- False  False\n",
      "\n",
      "===================================================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from jetset.obs_constrain import ObsConstrain\n",
    "from jetset.model_manager import  FitModel\n",
    "sed_obspar=ObsConstrain(beaming=25,\n",
    "                        B_range=[0.001,0.1],\n",
    "                        distr_e='lppl',\n",
    "                        t_var_sec=3*86400,\n",
    "                        nu_cut_IR=1E11,\n",
    "                        SEDShape=my_shape)\n",
    "\n",
    "\n",
    "prefit_jet=sed_obspar.constrain_SSC_model(electron_distribution_log_values=False, silent=True)\n",
    "prefit_jet.save_model('prefit_jet_gal_templ.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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": [
    "pl=prefit_jet.plot_model(sed_data=sed_data)\n",
    "pl.add_residual_plot(prefit_jet,sed_data)\n",
    "pl.rescale(y_min=-15,x_min=7,x_max=29)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model fitting"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "We remind that we can use different ``minimizers`` for the model fitting. In the following we will use the ``minuit`` minimizer and the ``lsb`` (least square bound scipy minimizer). Using ``minuit`` we notice that sometimes (as in the case below) the fit will converge, but the quality  will not be enough (``valid==false``) to run ``minos``. Anyhow, as shown in the :ref:`MCMC sampling`, it still possible to estimate asymmetric errors by means of MCMC sampling\n",
    "\n",
    "We freeze some parameters, and we also set some `fit_range` values. Setting fit_range can speed-up the fit convergence but should be judged by the user each time according to the physics of the particular source.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model fitting with LSB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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* 1.057074e+02     1.000000e+00     1.000000e+09 False  False\n",
      "            gmax high-energy-cut-off lorentz-factor* 1.642067e+06     1.000000e+00     1.000000e+15 False  False\n",
      "               N    emitters_density         1 / cm3 1.078420e+02     0.000000e+00               -- False  False\n",
      "               s   LE_spectral_slope                 2.248787e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "               r  spectral_curvature                 3.205608e-01    -1.500000e+01     1.500000e+01 False  False\n",
      "gamma0_log_parab    turn-over-energy lorentz-factor* 7.430949e+03     1.000000e+00     1.000000e+09 False  False\n",
      "               R         region_size              cm 5.486051e+15     1.000000e+03     1.000000e+30 False  False\n",
      "             R_H     region_position              cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "               B      magnetic_field               G 1.000000e-01     0.000000e+00               -- False  False\n",
      "        beam_obj             beaming Lorentz-factor* 2.500000e+01     1.000000e-04               -- False  False\n",
      "          z_cosm            redshift                 3.360000e-02     0.000000e+00               -- False  False\n",
      "filtering data in fit range = [1.000000e+11,1.000000e+29]\n",
      "data length 31\n",
      "===================================================================================================================\n",
      "\n",
      "*** start fit process ***\n",
      "----- \n",
      "fit run: 0\n",
      "| minim function calls=210, chisq=8.261151 UL part=-0.0000000\n",
      "fit run: 1\n",
      "- minim function calls=60, chisq=8.116032 UL part=-0.000000\n",
      "fit run: 2\n",
      "/ minim function calls=30, chisq=8.130938 UL part=-0.000000\n",
      "**************************************************************************************************\n",
      "Fit report\n",
      "\n",
      "Model: SSC-best-fit-lsb\n",
      " 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*  8.963640e+01     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic             gmax high-energy-cut-off lorentz-factor*  1.906654e+06     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic                N    emitters_density         1 / cm3  3.564557e+01     0.000000e+00               -- False  False\n",
      "jet_leptonic                s   LE_spectral_slope                  2.159820e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic                r  spectral_curvature                  2.178881e-01    -1.500000e+01     1.500000e+01 False  False\n",
      "jet_leptonic gamma0_log_parab    turn-over-energy lorentz-factor*  4.241194e+03     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic                R         region_size              cm  1.082491e+16     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  1.276312e-02     0.000000e+00               -- False  False\n",
      "jet_leptonic         beam_obj             beaming Lorentz-factor*  4.897402e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic           z_cosm            redshift                  3.360000e-02     0.000000e+00               -- False   True\n",
      " host_galaxy     nuFnu_p_host         nuFnu-scale   erg / (cm2 s) -1.005940e+01    -2.000000e+01     2.000000e+01 False  False\n",
      " host_galaxy         nu_scale            nu-scale              Hz  1.730764e-02    -2.000000e+00     2.000000e+00 False   True\n",
      "\n",
      "converged=True\n",
      "calls=38\n",
      "The relative error between two consecutive iterates is at most 0.000000\n",
      "dof=21\n",
      "chisq=8.130938, chisq/red=0.387188 null hypothesis sig=0.994564\n",
      "\n",
      "best fit pars\n",
      " model name        name        bestfit val     err +     err -   start val   fit range min fit range max frozen\n",
      "------------ ---------------- ------------- ------------ ----- ------------- ------------- ------------- ------\n",
      "jet_leptonic             gmin  8.963640e+01 2.445975e+01    --  1.057074e+02  1.000000e+00  1.000000e+09  False\n",
      "jet_leptonic             gmax  1.906654e+06 4.971153e+00    --  1.642067e+06  1.000000e+04  1.000000e+08  False\n",
      "jet_leptonic                N  3.564557e+01 2.499515e+01    --  1.078420e+02  0.000000e+00            --  False\n",
      "jet_leptonic                s  2.159820e+00 1.042310e-01    --  2.248787e+00 -1.000000e+01  1.000000e+01  False\n",
      "jet_leptonic                r  2.178881e-01 4.194543e-02    --  3.205608e-01 -1.500000e+01  1.500000e+01  False\n",
      "jet_leptonic gamma0_log_parab  4.241194e+03 4.721619e+03    --  7.430949e+03  1.000000e+00  1.000000e+09  False\n",
      "jet_leptonic                R  1.082491e+16 8.865579e+15    --  5.486051e+15  3.162278e+15  3.162278e+17  False\n",
      "jet_leptonic              R_H            --           --    --  1.000000e+17  0.000000e+00            --   True\n",
      "jet_leptonic                B  1.276312e-02 4.958685e-03    --  1.000000e-01  0.000000e+00            --  False\n",
      "jet_leptonic         beam_obj  4.897402e+01 1.527861e+01    --  2.500000e+01  5.000000e+00  5.000000e+01  False\n",
      "jet_leptonic           z_cosm            --           --    --  3.360000e-02  0.000000e+00            --   True\n",
      " host_galaxy     nuFnu_p_host -1.005940e+01 3.262238e-02    -- -1.006565e+01 -1.225412e+01 -8.254123e+00  False\n",
      " host_galaxy         nu_scale            --           --    --  1.730764e-02 -5.000000e-01  5.000000e-01   True\n",
      "**************************************************************************************************\n",
      "\n",
      "===================================================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from jetset.minimizer import ModelMinimizer\n",
    "from jetset.model_manager import  FitModel\n",
    "from jetset.jet_model import Jet\n",
    "\n",
    "jet_lsb=Jet.load_model('prefit_jet_gal_templ.pkl')\n",
    "jet_lsb.set_gamma_grid_size(200)\n",
    "\n",
    "fit_model_lsb=FitModel( jet=jet_lsb, name='SSC-best-fit-lsb',template=my_shape.host_gal) \n",
    "fit_model_lsb.freeze(jet_lsb,'z_cosm')\n",
    "fit_model_lsb.freeze(jet_lsb,'R_H')\n",
    "fit_model_lsb.jet_leptonic.parameters.beam_obj.fit_range=[5,50]\n",
    "fit_model_lsb.jet_leptonic.parameters.R.fit_range=[10**15.5,10**17.5]\n",
    "fit_model_lsb.jet_leptonic.parameters.gmax.fit_range=[1E4,1E8]\n",
    "fit_model_lsb.host_galaxy.parameters.nuFnu_p_host.frozen=False\n",
    "fit_model_lsb.host_galaxy.parameters.nu_scale.frozen=True\n",
    "\n",
    "model_minimizer_lsb=ModelMinimizer('lsb')\n",
    "best_fit_lsb=model_minimizer_lsb.fit(fit_model_lsb,sed_data,1E11,1E29,fitname='SSC-best-fit-lsb',repeat=3)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=13</i>\n",
       "<table id=\"table4646199632\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>model name</th><th>name</th><th>bestfit val</th><th>err +</th><th>err -</th><th>start val</th><th>fit range min</th><th>fit range max</th><th>frozen</th></tr></thead>\n",
       "<thead><tr><th>str12</th><th>str16</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th></tr></thead>\n",
       "<tr><td>jet_leptonic</td><td>gmin</td><td>8.963640e+01</td><td>2.445975e+01</td><td>--</td><td>1.057074e+02</td><td>1.000000e+00</td><td>1.000000e+09</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>gmax</td><td>1.906654e+06</td><td>4.971153e+00</td><td>--</td><td>1.642067e+06</td><td>1.000000e+04</td><td>1.000000e+08</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>N</td><td>3.564557e+01</td><td>2.499515e+01</td><td>--</td><td>1.078420e+02</td><td>0.000000e+00</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>s</td><td>2.159820e+00</td><td>1.042310e-01</td><td>--</td><td>2.248787e+00</td><td>-1.000000e+01</td><td>1.000000e+01</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>r</td><td>2.178881e-01</td><td>4.194543e-02</td><td>--</td><td>3.205608e-01</td><td>-1.500000e+01</td><td>1.500000e+01</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>gamma0_log_parab</td><td>4.241194e+03</td><td>4.721619e+03</td><td>--</td><td>7.430949e+03</td><td>1.000000e+00</td><td>1.000000e+09</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>R</td><td>1.082491e+16</td><td>8.865579e+15</td><td>--</td><td>5.486051e+15</td><td>3.162278e+15</td><td>3.162278e+17</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>R_H</td><td>--</td><td>--</td><td>--</td><td>1.000000e+17</td><td>0.000000e+00</td><td>--</td><td>True</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>B</td><td>1.276312e-02</td><td>4.958685e-03</td><td>--</td><td>1.000000e-01</td><td>0.000000e+00</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>beam_obj</td><td>4.897402e+01</td><td>1.527861e+01</td><td>--</td><td>2.500000e+01</td><td>5.000000e+00</td><td>5.000000e+01</td><td>False</td></tr>\n",
       "<tr><td>jet_leptonic</td><td>z_cosm</td><td>--</td><td>--</td><td>--</td><td>3.360000e-02</td><td>0.000000e+00</td><td>--</td><td>True</td></tr>\n",
       "<tr><td>host_galaxy</td><td>nuFnu_p_host</td><td>-1.005940e+01</td><td>3.262238e-02</td><td>--</td><td>-1.006565e+01</td><td>-1.225412e+01</td><td>-8.254123e+00</td><td>False</td></tr>\n",
       "<tr><td>host_galaxy</td><td>nu_scale</td><td>--</td><td>--</td><td>--</td><td>1.730764e-02</td><td>-5.000000e-01</td><td>5.000000e-01</td><td>True</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=13>\n",
       " model name        name        bestfit val  ... fit range max frozen\n",
       "   str12          str16          float64    ...    float64     bool \n",
       "------------ ---------------- ------------- ... ------------- ------\n",
       "jet_leptonic             gmin  8.963640e+01 ...  1.000000e+09  False\n",
       "jet_leptonic             gmax  1.906654e+06 ...  1.000000e+08  False\n",
       "jet_leptonic                N  3.564557e+01 ...            --  False\n",
       "jet_leptonic                s  2.159820e+00 ...  1.000000e+01  False\n",
       "jet_leptonic                r  2.178881e-01 ...  1.500000e+01  False\n",
       "jet_leptonic gamma0_log_parab  4.241194e+03 ...  1.000000e+09  False\n",
       "jet_leptonic                R  1.082491e+16 ...  3.162278e+17  False\n",
       "jet_leptonic              R_H            -- ...            --   True\n",
       "jet_leptonic                B  1.276312e-02 ...            --  False\n",
       "jet_leptonic         beam_obj  4.897402e+01 ...  5.000000e+01  False\n",
       "jet_leptonic           z_cosm            -- ...            --   True\n",
       " host_galaxy     nuFnu_p_host -1.005940e+01 ... -8.254123e+00  False\n",
       " host_galaxy         nu_scale            -- ...  5.000000e-01   True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_fit_lsb.save_report()\n",
    "best_fit_lsb.bestfit_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": [
    "%matplotlib inline\n",
    "fit_model_lsb.set_nu_grid(1E6,1E30,200)\n",
    "fit_model_lsb.eval()\n",
    "p2=fit_model_lsb.plot_model(sed_data=sed_data)\n",
    "p2.rescale(y_min=-13,x_min=9,x_max=28.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model fitting with a bkn pl\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===================================================================================================================\n",
      "\n",
      "***  constrains parameters from observable ***\n",
      "\n",
      "    name          par type           units          val      phys. bound. min phys. bound. max  log  frozen\n",
      "----------- ------------------- --------------- ------------ ---------------- ---------------- ----- ------\n",
      "       gmin  low-energy-cut-off lorentz-factor* 1.888576e+02     1.000000e+00     1.000000e+09 False  False\n",
      "       gmax high-energy-cut-off lorentz-factor* 1.955819e+06     1.000000e+00     1.000000e+15 False  False\n",
      "          N    emitters_density         1 / cm3 2.191551e+01     0.000000e+00               -- False  False\n",
      "          p   LE_spectral_slope                 2.248787e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "        p_1   HE_spectral_slope                 3.500000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "gamma_break    turn-over-energy lorentz-factor* 1.971472e+05     1.000000e+00     1.000000e+09 False  False\n",
      "          R         region_size              cm 1.045823e+16     1.000000e+03     1.000000e+30 False  False\n",
      "        R_H     region_position              cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "          B      magnetic_field               G 3.132865e-02     0.000000e+00               -- False  False\n",
      "   beam_obj             beaming Lorentz-factor* 2.500000e+01     1.000000e-04               -- False  False\n",
      "     z_cosm            redshift                 3.360000e-02     0.000000e+00               -- False  False\n",
      "\n",
      "===================================================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from jetset.obs_constrain import ObsConstrain\n",
    "from jetset.minimizer import fit_SED\n",
    "sed_obspar=ObsConstrain(beaming=25,\n",
    "                        B_range=[0.001,0.1],\n",
    "                        distr_e='bkn',\n",
    "                        t_var_sec=3*86400,\n",
    "                        nu_cut_IR=1E11,\n",
    "                        SEDShape=my_shape)\n",
    "\n",
    "\n",
    "prefit_jet=sed_obspar.constrain_SSC_model(electron_distribution_log_values=False,silent=True)\n",
    "prefit_jet.save_model('prefit_jet_bkn_gal_templ.pkl')"
   ]
  },
  {
   "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": [
    "prefit_jet.eval()\n",
    "pl=prefit_jet.plot_model(sed_data=sed_data)\n",
    "pl.add_residual_plot(prefit_jet,sed_data)\n",
    "pl.rescale(y_min=-15,x_min=7,x_max=29)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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* 1.888576e+02     1.000000e+00     1.000000e+09 False  False\n",
      "       gmax high-energy-cut-off lorentz-factor* 1.955819e+06     1.000000e+00     1.000000e+15 False  False\n",
      "          N    emitters_density         1 / cm3 2.191551e+01     0.000000e+00               -- False  False\n",
      "          p   LE_spectral_slope                 2.248787e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "        p_1   HE_spectral_slope                 3.500000e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "gamma_break    turn-over-energy lorentz-factor* 1.971472e+05     1.000000e+00     1.000000e+09 False  False\n",
      "          R         region_size              cm 1.045823e+16     1.000000e+03     1.000000e+30 False  False\n",
      "        R_H     region_position              cm 1.000000e+17     0.000000e+00               -- False   True\n",
      "          B      magnetic_field               G 3.132865e-02     0.000000e+00               -- False  False\n",
      "   beam_obj             beaming Lorentz-factor* 2.500000e+01     1.000000e-04               -- False  False\n",
      "     z_cosm            redshift                 3.360000e-02     0.000000e+00               -- False  False\n",
      "filtering data in fit range = [1.000000e+11,1.000000e+29]\n",
      "data length 31\n",
      "===================================================================================================================\n",
      "\n",
      "*** start fit process ***\n",
      "----- \n",
      "fit run: 0\n",
      "- minim function calls=110, chisq=12.358864 UL part=-0.000000\n",
      "fit run: 1\n",
      "- minim function calls=40, chisq=10.963720 UL part=-0.000000\n",
      "fit run: 2\n",
      "\\ minim function calls=10, chisq=10.963722 UL part=-0.000000\n",
      "**************************************************************************************************\n",
      "Fit report\n",
      "\n",
      "Model: SSC-best-fit-lsb\n",
      " 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*  1.962683e+02     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic         gmax high-energy-cut-off lorentz-factor*  1.821539e+06     1.000000e+00     1.000000e+15 False  False\n",
      "jet_leptonic            N    emitters_density         1 / cm3  1.339089e+01     0.000000e+00               -- False  False\n",
      "jet_leptonic            p   LE_spectral_slope                  2.278210e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic          p_1   HE_spectral_slope                  2.973537e+00    -1.000000e+01     1.000000e+01 False  False\n",
      "jet_leptonic  gamma_break    turn-over-energy lorentz-factor*  6.385214e+04     1.000000e+00     1.000000e+09 False  False\n",
      "jet_leptonic            R         region_size              cm  1.394915e+16     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  1.368277e-02     0.000000e+00               -- False  False\n",
      "jet_leptonic     beam_obj             beaming Lorentz-factor*  4.056467e+01     1.000000e-04               -- False  False\n",
      "jet_leptonic       z_cosm            redshift                  3.360000e-02     0.000000e+00               -- False   True\n",
      " host_galaxy nuFnu_p_host         nuFnu-scale   erg / (cm2 s) -1.004735e+01    -2.000000e+01     2.000000e+01 False  False\n",
      " host_galaxy     nu_scale            nu-scale              Hz  1.730764e-02    -2.000000e+00     2.000000e+00 False   True\n",
      "\n",
      "converged=True\n",
      "calls=16\n",
      "The relative error between two consecutive iterates is at most 0.000000\n",
      "dof=21\n",
      "chisq=10.963720, chisq/red=0.522082 null hypothesis sig=0.963489\n",
      "\n",
      "best fit pars\n",
      " model name      name      bestfit val     err +     err -   start val   fit range min fit range max frozen\n",
      "------------ ------------ ------------- ------------ ----- ------------- ------------- ------------- ------\n",
      "jet_leptonic         gmin  1.962683e+02 2.901949e+00    --  1.888576e+02  1.000000e+00  1.000000e+09  False\n",
      "jet_leptonic         gmax  1.821539e+06 7.709356e+00    --  1.955819e+06  1.000000e+04  1.000000e+08  False\n",
      "jet_leptonic            N  1.339089e+01 1.433702e+01    --  2.191551e+01  0.000000e+00            --  False\n",
      "jet_leptonic            p  2.278210e+00 1.629782e-01    --  2.248787e+00 -1.000000e+01  1.000000e+01  False\n",
      "jet_leptonic          p_1  2.973537e+00 6.663933e-02    --  3.500000e+00 -1.000000e+01  1.000000e+01  False\n",
      "jet_leptonic  gamma_break  6.385214e+04 3.754400e+04    --  1.971472e+05  1.000000e+00  1.000000e+09  False\n",
      "jet_leptonic            R  1.394915e+16 1.699881e+16    --  1.045823e+16  3.162278e+15  3.162278e+17  False\n",
      "jet_leptonic          R_H            --           --    --  1.000000e+17  0.000000e+00            --   True\n",
      "jet_leptonic            B  1.368277e-02 8.392180e-03    --  3.132865e-02  0.000000e+00            --  False\n",
      "jet_leptonic     beam_obj  4.056467e+01 1.707273e+01    --  2.500000e+01  5.000000e+00  5.000000e+01  False\n",
      "jet_leptonic       z_cosm            --           --    --  3.360000e-02  0.000000e+00            --   True\n",
      " host_galaxy nuFnu_p_host -1.004735e+01 3.685299e-02    -- -1.005940e+01 -1.225412e+01 -8.254123e+00  False\n",
      " host_galaxy     nu_scale            --           --    --  1.730764e-02 -5.000000e-01  5.000000e-01   True\n",
      "**************************************************************************************************\n",
      "\n",
      "===================================================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "jet_minuit_bkn=Jet.load_model('prefit_jet_bkn_gal_templ.pkl')\n",
    "jet_minuit_bkn.set_gamma_grid_size(200)\n",
    "\n",
    "fit_model_lsb_bkn=FitModel( jet=jet_minuit_bkn, name='SSC-best-fit-bkn-lsb',template=my_shape.host_gal) \n",
    "\n",
    "\n",
    "fit_model_lsb_bkn.freeze(jet_lsb,'z_cosm')\n",
    "fit_model_lsb_bkn.freeze(jet_lsb,'R_H')\n",
    "fit_model_lsb_bkn.jet_leptonic.parameters.beam_obj.fit_range=[5,50]\n",
    "fit_model_lsb_bkn.jet_leptonic.parameters.R.fit_range=[10**15.5,10**17.5]\n",
    "fit_model_lsb_bkn.jet_leptonic.parameters.gmax.fit_range=[1E4,1E8]\n",
    "fit_model_lsb_bkn.host_galaxy.parameters.nuFnu_p_host.frozen=False\n",
    "fit_model_lsb_bkn.host_galaxy.parameters.nu_scale.frozen=True\n",
    "\n",
    "model_minimizer_lsb_bkn=ModelMinimizer('lsb')\n",
    "best_fit_lsb_bkn=model_minimizer_lsb_bkn.fit(fit_model_lsb_bkn,sed_data,1E11,1E29,fitname='SSC-best-fit-lsb',repeat=3)\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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": [
    "%matplotlib inline\n",
    "fit_model_lsb_bkn.set_nu_grid(1E6,1E30,200)\n",
    "fit_model_lsb_bkn.eval()\n",
    "p2=fit_model_lsb_bkn.plot_model(sed_data=sed_data)\n",
    "p2.rescale(y_min=-13,x_min=9,x_max=28.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": [
    "%matplotlib inline\n",
    "from jetset.plot_sedfit import PlotSED\n",
    "fit_model_lsb_bkn.set_nu_grid(1E6,1E30,200)\n",
    "fit_model_lsb_bkn.eval()\n",
    "p2=PlotSED()\n",
    "p2.add_data_plot(sed_data,fit_range=[ 11,29])\n",
    "p2.add_model_plot(fit_model_lsb,color='red')\n",
    "p2.add_residual_plot(fit_model_lsb,sed_data,fit_range=[ 11,29],color='red')\n",
    "p2.add_model_plot(fit_model_lsb_bkn,color='green')\n",
    "p2.add_residual_plot(fit_model_lsb_bkn,sed_data,fit_range=[ 11,29],color='green')\n",
    "p2.rescale(y_min=-13,x_min=9,x_max=28.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MCMC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from jetset.mcmc import McmcSampler"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We  used a flat prior  centered on the best fit value.   Setting `bound=5.0` and `bound_rel=True` means that:\n",
    "    \n",
    "1) the prior interval will be defined as  [best_fit_val - delta_m , best_fit_val + delta_p] \n",
    "\n",
    "2) with delta_p=delta_m=best_fit_val*bound\n",
    "\n",
    "If we set `bound_rel=False` then   delta_p = delta_m = best_fit_err*bound\n",
    "\n",
    "It is possible to define asymmetric boundaries e.g. `bound=[2.0,5.0]` meaning that \n",
    "\n",
    "1) for `bound_rel=True` \n",
    "\n",
    "     delta_p = best_fit_val*bound[1]\n",
    "\n",
    "     delta_m =b est_fit_val*bound[0]\n",
    "\n",
    "2)  for `bound_rel=False` \n",
    "\n",
    "    delta_p = best_fit_err*bound[1]\n",
    "\n",
    "    delta_m = best_fit_err*bound[0]\n",
    "\n",
    "In the next release a more flexible prior interface will be added, including different type of priors\n",
    "\n",
    "Given the large parameter space, we select a sub sample of parameters using the `use_labels_dict`. If we do not pass the 'use_labels_dict' the full set of free parameters will be used\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mcmc run starting\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [05:40<00:00,  6.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mcmc run done, with 1 threads took 348.27 seconds\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "mcmc=McmcSampler(model_minimizer_lsb)\n",
    "labels=['N','B','beam_obj','s','gamma0_log_parab']\n",
    "model_name='jet_leptonic'\n",
    "use_labels_dict={model_name:labels}\n",
    "mcmc.run_sampler(nwalkers=128,burnin=10,steps=50,bound=5.0,bound_rel=True,threads=None,walker_start_bound=0.005,use_labels_dict=use_labels_dict)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 849.6x849.6 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=mcmc.corner_plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "mcmc.save('test_run_mcmc.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "ms=McmcSampler.load('test_run_mcmc.pkl')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 849.6x849.6 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=mcmc.corner_plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=ms.plot_par('beam_obj',log_plot=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=ms.plot_par('B',log_plot=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=ms.plot_par('gamma0_log_parab',log_plot=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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