{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e683afa3-07e3-4a11-9360-c91bcdd10174",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/me-manu/gammaALPs/blob/master/docs/tutorials/mixing_gmf_uf23.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2c169d0-4264-4f26-9ae9-b435897fbf57",
   "metadata": {},
   "source": [
    "# Mixing in the GMF of the Milky Way (UF23 Model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4ca4abd-f2e0-44db-b6cd-b8ab634114a3",
   "metadata": {},
   "source": [
    "Similar to the previous tutorial, this tutorial demonstrates the mixing in the Galactic magnetic field (GMF) of the Milky Way. Here we use the <a href=\"https://ui.adsabs.harvard.edu/abs/2024ApJ...970...95U/abstract\">Unger & Farrar (2024)</a> model to model the GMF and we will show how to use all 8 variations of the UF23 model simultaneously"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9f9b34a-9c97-4a47-964a-3120a1a2c104",
   "metadata": {},
   "source": [
    "We start with the usual imports:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "32db1dd7-4d41-4983-a70b-dcdedfbffa04",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "fatal: No names found, cannot describe anything.\n"
     ]
    }
   ],
   "source": [
    "from gammaALPs.core import Source, ALP, ModuleList\n",
    "from gammaALPs.base import environs, transfer\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8de12d70-6037-4b6f-a705-8de27aad9a72",
   "metadata": {},
   "source": [
    "Next we initialize the model with the same parameters as the previous tutorial. However, instead of creating one instance of the `ModuleList`, we create a list with 8 `ModuleList`s, one for each model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6eb27989-78f7-4771-aedd-4d3fa081563d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n",
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n",
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n",
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n",
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n",
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n",
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n",
      "\u001b[0;36menvirons.py:\u001b[0;35m1207\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Using inputted chi\n"
     ]
    }
   ],
   "source": [
    "EGeV = np.logspace(-1., 3., 101)  # the energy range, roughly matching the Fermi-LAT energy range\n",
    "src = Source(z=0.02, l=152., b=-12.)  # some dummy source for initialization\n",
    "pa_in = np.diag([0., 0., 1.])  # the inital polarization matrix; a pure ALP state\n",
    "\n",
    "ml = [ModuleList(ALP(m=1., g=1.), src, pin=pa_in, EGeV=EGeV, seed=0) for i in range(8)]\n",
    "\n",
    "models = ['base', 'expX', 'neCL', 'twistX', 'nebCor', 'cre10', 'synCG', 'spur']\n",
    "for i in range(8):\n",
    "    ml[i].add_propagation(\"GMF\", 0, model='UF23', UF23_model=models[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65d42eb6-19b3-4bb5-bece-879de06f719a",
   "metadata": {},
   "source": [
    "### Computing conversion probability"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5cf5df8-0f2f-4121-a931-c3f2d0f6ca8d",
   "metadata": {},
   "source": [
    "Now we compute the conversion probability as a function of energy and along the line of sight as a function of distance. Therefore we need to prepare the numpy arrays to store the results for all 8 models:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "53da9c4d-b738-4622-9a5e-1f795d543f15",
   "metadata": {},
   "outputs": [],
   "source": [
    "px, py, pa = np.zeros((3, 8, EGeV.size))\n",
    "prx, pry, pra = np.zeros((3, 8, 99, EGeV.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50535270-1b73-4cd5-90c4-67bab4703343",
   "metadata": {},
   "source": [
    "Then we provide the initial polarization states as in the previous tutorial and compute the conversion probability for all 8 models using a for-loop:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2e133122-301f-4fdf-8908-a35cf6efd7a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n",
      "/mnt/c/Users/friba/Desktop/Bachelorarbeit/gammaALPs/gammaALPs/base/transfer.py:799: UserWarning: Not all values of linear polarization are real values!\n",
      "  warnings.warn(\"Not all values of linear polarization are real values!\")\n",
      "/mnt/c/Users/friba/Desktop/Bachelorarbeit/gammaALPs/gammaALPs/base/transfer.py:802: UserWarning: Not all values of circular polarization are real values!\n",
      "  warnings.warn(\"Not all values of circular polarization are real values!\")\n",
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n",
      "/mnt/c/Users/friba/Desktop/Bachelorarbeit/gammaALPs/gammaALPs/base/transfer.py:799: UserWarning: Not all values of linear polarization are real values!\n",
      "  warnings.warn(\"Not all values of linear polarization are real values!\")\n",
      "/mnt/c/Users/friba/Desktop/Bachelorarbeit/gammaALPs/gammaALPs/base/transfer.py:802: UserWarning: Not all values of circular polarization are real values!\n",
      "  warnings.warn(\"Not all values of circular polarization are real values!\")\n",
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n",
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n",
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n",
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n",
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n",
      "\u001b[0;36m   core.py:\u001b[0;35m 658\u001b[0;0m --- \u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36m\u001b[1;36mINFO\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m\u001b[1;0m: Running Module 0: <class 'gammaALPs.base.environs.MixGMF'>\n"
     ]
    }
   ],
   "source": [
    "px_in = np.diag([1., 0., 0.])\n",
    "py_in = np.diag([0., 1., 0.])\n",
    "\n",
    "for i in range(8):\n",
    "    px[i], py[i], pa[i] = ml[i].run() # at first we need to calculate conversion probability as a function of energy\n",
    "    prx[i] = (ml[i].modules[\"GMF\"].show_conv_prob_vs_r(pa_in, px_in))\n",
    "    pry[i] = (ml[i].modules[\"GMF\"].show_conv_prob_vs_r(pa_in, py_in))\n",
    "    pra[i] = (ml[i].modules[\"GMF\"].show_conv_prob_vs_r(pa_in, pa_in))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dff42f2e-0253-4ff7-9b6f-1f0baffbcb83",
   "metadata": {},
   "source": [
    "Now we can again plot the conversion probability for one fixed energy as a function of propagation distance together with the transversal magnetic field strength. This time for 8 models:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1565e30e-300d-4a3b-b3f4-c85dc3d1ba75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Energy: 3.981071705534973 GeV\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x2100 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "E = 4\n",
    "idx = np.absolute(EGeV-E).argmin()\n",
    "print (\"Energy:\", EGeV[idx], \"GeV\")\n",
    "\n",
    "fig, axs = plt.subplots(4,2, figsize=(12, 21))\n",
    "\n",
    "for i, ax in enumerate(axs.flat):\n",
    "    ax.set_title(f\"{models[i]} model\")\n",
    "    ax.semilogy(ml[i].modules[\"GMF\"].r, (prx[i][:,idx] + pry[i][:,idx])[::-1],\n",
    "                drawstyle='steps')\n",
    "    \n",
    "    ax.set_ylabel(r\"$P_{a \\gamma}$\", color = plt.cm.tab10(0.))\n",
    "    ax.set_xlabel(\"$r$ (kpc)\")\n",
    "    ax.set_ylim(1e-6,2e-1)\n",
    "    \n",
    "    ax2 = ax.twinx()\n",
    "    ax2.semilogy(ml[i].modules[\"GMF\"].r, ml[i].modules[\"GMF\"].B[::-1],\n",
    "                 color = plt.cm.tab10(0.3),\n",
    "                 drawstyle ='steps')\n",
    "    \n",
    "    ax2.set_ylabel(r\"$B_{\\perp}$ ($\\mu$G)\", color = plt.cm.tab10(0.3))\n",
    "    ax.label_outer()\n",
    "    ax2.label_outer()\n",
    "    ax.tick_params(axis=\"both\", which=\"both\", labelbottom = True, labelleft = True)\n",
    "    ax2.tick_params(axis=\"both\", which=\"both\", labelbottom = True, labelright = True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84f3f7c1-8d13-4c89-bd46-c3f32d43b127",
   "metadata": {},
   "source": [
    "In the same way we can plot the total conversion probability as a function of energy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d87cb82b-e256-4529-90ed-414dece3bd36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x2100 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4,2, figsize=(12, 21))\n",
    "\n",
    "for i, ax in enumerate(axs.flat):\n",
    "    ax.set_title(f\"{models[i]} model\")\n",
    "    ax.semilogx(EGeV, px[i] + py[i], lw = 2)\n",
    "\n",
    "    ax.set_ylim(0, 0.006)\n",
    "    ax.set_ylabel(r\"$P_{a\\gamma}$\")\n",
    "    ax.set_xlabel(\"Energy (GeV)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4022b74-4d97-4429-9d4c-38d2e7ca9a5f",
   "metadata": {},
   "source": [
    "### Sky map for mixing in the GMF"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49673bf7-58c6-4fb9-b2cf-57256152f95b",
   "metadata": {},
   "source": [
    "Exactly like shown in the previous tutorial, we can use the UF23 model to create skymaps using the `healpy` package.\n",
    "\n",
    "Instead of the 'jannson12' model one can use `model='UF23'`when using `add_propagation`. That would by default use the \"base\" model. We can change that by adding the paramater `UF23_model=model` as shown above.\n",
    "\n",
    "To create skymaps with good resolution it is easier to create them for each model separately, as shown in the previous tutorial."
   ]
  }
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