{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "86b01e07",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:32.873352Z",
     "iopub.status.busy": "2022-11-07T13:58:32.873097Z",
     "iopub.status.idle": "2022-11-07T13:58:33.255906Z",
     "shell.execute_reply": "2022-11-07T13:58:33.255276Z"
    },
    "nbsphinx": "hidden"
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0d75f432",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:33.261087Z",
     "iopub.status.busy": "2022-11-07T13:58:33.259763Z",
     "iopub.status.idle": "2022-11-07T13:58:33.277851Z",
     "shell.execute_reply": "2022-11-07T13:58:33.277202Z"
    },
    "nbsphinx": "hidden"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/runner/work/gala/gala/docs/tutorials/nb_setup:2: DeprecationWarning: `magic(...)` is deprecated since IPython 0.13 (warning added in 8.1), use run_line_magic(magic_name, parameter_s).\n",
      "  get_ipython().magic('config InlineBackend.figure_format = \"retina\"')  # noqa\n"
     ]
    }
   ],
   "source": [
    "%run nb_setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c38c6df",
   "metadata": {},
   "source": [
    "# Defining a Milky Way potential model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "962545b7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:33.281070Z",
     "iopub.status.busy": "2022-11-07T13:58:33.280741Z",
     "iopub.status.idle": "2022-11-07T13:58:34.665880Z",
     "shell.execute_reply": "2022-11-07T13:58:34.665236Z"
    }
   },
   "outputs": [],
   "source": [
    "# Third-party dependencies\n",
    "from astropy.io import ascii\n",
    "import astropy.units as u\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import leastsq\n",
    "\n",
    "# Gala\n",
    "import gala.potential as gp\n",
    "from gala.units import galactic"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0cfdbd0",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "`gala` provides a simple and easy way to access and integrate orbits in an\n",
    "approximate mass model for the Milky Way. The parameters of the mass model are\n",
    "determined by least-squares fitting the enclosed mass profile of a pre-defined\n",
    "potential form to recent measurements compiled from the literature. These\n",
    "measurements are provided with the documentation of `gala` and are shown\n",
    "below. The radius units are kpc, and mass units are solar masses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "267d302b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:34.669822Z",
     "iopub.status.busy": "2022-11-07T13:58:34.669434Z",
     "iopub.status.idle": "2022-11-07T13:58:34.680755Z",
     "shell.execute_reply": "2022-11-07T13:58:34.680176Z"
    }
   },
   "outputs": [],
   "source": [
    "tbl = ascii.read('data/MW_mass_enclosed.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "18d5bc0e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:34.683636Z",
     "iopub.status.busy": "2022-11-07T13:58:34.683197Z",
     "iopub.status.idle": "2022-11-07T13:58:34.692645Z",
     "shell.execute_reply": "2022-11-07T13:58:34.692063Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><i>Table length=16</i>\n",
       "<table id=\"table139965465974608\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>r</th><th>Menc</th><th>Menc_err_neg</th><th>Menc_err_pos</th><th>ref</th></tr></thead>\n",
       "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str27</th></tr></thead>\n",
       "<tr><td>0.01</td><td>30000000.0</td><td>10000000.0</td><td>10000000.0</td><td>Feldmeier et al. (2014)</td></tr>\n",
       "<tr><td>0.12</td><td>800000000.0</td><td>200000000.0</td><td>200000000.0</td><td>Launhardt et al. (2002)</td></tr>\n",
       "<tr><td>8.1</td><td>89502860861.52429</td><td>4994562473.797714</td><td>4858963492.608627</td><td>Bovy et al. (2012)</td></tr>\n",
       "<tr><td>8.3</td><td>110417867208.19055</td><td>4475949382.696884</td><td>4387023236.020782</td><td>McMillan (2011)</td></tr>\n",
       "<tr><td>8.4</td><td>102421035406.90356</td><td>16733918715.629944</td><td>15468328224.531876</td><td>Koposov et al. (2010)</td></tr>\n",
       "<tr><td>19.0</td><td>208023299175.30438</td><td>44317988008.38101</td><td>34833267089.920685</td><td>Kuepper et al. (2015)</td></tr>\n",
       "<tr><td>50.0</td><td>539884832748.48975</td><td>19995734543.31433</td><td>268490735257.4718</td><td>Wilkinson &amp; Evans (1999)</td></tr>\n",
       "<tr><td>50.0</td><td>529886965173.18726</td><td>9997867269.659302</td><td>38536752776.21277</td><td>Sakamoto et al. (2003)</td></tr>\n",
       "<tr><td>50.0</td><td>399914690706.92847</td><td>109976539940.53711</td><td>72696676468.2511</td><td>Smith et al. (2007)</td></tr>\n",
       "<tr><td>50.0</td><td>419910425325.7268</td><td>39991469076.968506</td><td>38172735113.64386</td><td>Deason et al. (2012)</td></tr>\n",
       "<tr><td>60.0</td><td>399914690957.5188</td><td>69985070910.63354</td><td>64344945146.92987</td><td>Xue et al. (2008)</td></tr>\n",
       "<tr><td>80.0</td><td>689852841359.0248</td><td>299936018002.3314</td><td>110361048549.1029</td><td>Gnedin et al. (2010)</td></tr>\n",
       "<tr><td>100.0</td><td>1399701417307.7747</td><td>899808054059.3811</td><td>831336271726.1903</td><td>Watkins et al. (2010)</td></tr>\n",
       "<tr><td>120.0</td><td>539884832260.29584</td><td>199957345314.72906</td><td>123854764645.32489</td><td>Battaglia et al. (2005)</td></tr>\n",
       "<tr><td>150.0</td><td>750000000000.0</td><td>250000000000.0</td><td>250000000000.0</td><td>Deason et al. (2012)</td></tr>\n",
       "<tr><td>200.0</td><td>679854974257.2006</td><td>409912558030.05396</td><td>313652012195.06256</td><td>Bhattacherjee et al. (2014)</td></tr>\n",
       "</table></div>"
      ],
      "text/plain": [
       "<Table length=16>\n",
       "   r           Menc        ...    Menc_err_pos                ref            \n",
       "float64      float64       ...      float64                  str27           \n",
       "------- ------------------ ... ------------------ ---------------------------\n",
       "   0.01         30000000.0 ...         10000000.0     Feldmeier et al. (2014)\n",
       "   0.12        800000000.0 ...        200000000.0     Launhardt et al. (2002)\n",
       "    8.1  89502860861.52429 ...  4858963492.608627          Bovy et al. (2012)\n",
       "    8.3 110417867208.19055 ...  4387023236.020782             McMillan (2011)\n",
       "    8.4 102421035406.90356 ... 15468328224.531876       Koposov et al. (2010)\n",
       "   19.0 208023299175.30438 ... 34833267089.920685       Kuepper et al. (2015)\n",
       "   50.0 539884832748.48975 ...  268490735257.4718    Wilkinson & Evans (1999)\n",
       "   50.0 529886965173.18726 ...  38536752776.21277      Sakamoto et al. (2003)\n",
       "   50.0 399914690706.92847 ...   72696676468.2511         Smith et al. (2007)\n",
       "   50.0  419910425325.7268 ...  38172735113.64386        Deason et al. (2012)\n",
       "   60.0  399914690957.5188 ...  64344945146.92987           Xue et al. (2008)\n",
       "   80.0  689852841359.0248 ...  110361048549.1029        Gnedin et al. (2010)\n",
       "  100.0 1399701417307.7747 ...  831336271726.1903       Watkins et al. (2010)\n",
       "  120.0 539884832260.29584 ... 123854764645.32489     Battaglia et al. (2005)\n",
       "  150.0     750000000000.0 ...     250000000000.0        Deason et al. (2012)\n",
       "  200.0  679854974257.2006 ... 313652012195.06256 Bhattacherjee et al. (2014)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ddd3354",
   "metadata": {},
   "source": [
    "Let's now plot the above data and uncertainties:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "269a17ff",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:34.695453Z",
     "iopub.status.busy": "2022-11-07T13:58:34.695094Z",
     "iopub.status.idle": "2022-11-07T13:58:35.285174Z",
     "shell.execute_reply": "2022-11-07T13:58:35.284506Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1112,
       "width": 1113
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(4, 4))\n",
    "\n",
    "ax.errorbar(tbl['r'], tbl['Menc'], yerr=(tbl['Menc_err_neg'],\n",
    "                                         tbl['Menc_err_pos']),\n",
    "            marker='o', markersize=2, color='k', alpha=1., ecolor='#aaaaaa',\n",
    "            capthick=0, linestyle='none', elinewidth=1.)\n",
    "\n",
    "ax.set_xlim(1E-3, 10**2.6)\n",
    "ax.set_ylim(7E6, 10**12.25)\n",
    "\n",
    "ax.set_xlabel('$r$ [kpc]')\n",
    "ax.set_ylabel('$M(<r)$ [M$_\\odot$]')\n",
    "\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a4fc1af",
   "metadata": {},
   "source": [
    "We now need to assume some form for the potential. For simplicity and within\n",
    "reason, we'll use a four component potential model consisting of a Hernquist\n",
    "([1990](https://ui.adsabs.harvard.edu/#abs/1990ApJ...356..359H/abstract))\n",
    "bulge and nucleus, a Miyamoto-Nagai\n",
    "([1975](https://ui.adsabs.harvard.edu/#abs/1975PASJ...27..533M/abstract))\n",
    "disk, and an NFW\n",
    "([1997](https://ui.adsabs.harvard.edu/#abs/1997ApJ...490..493N/abstract))\n",
    "halo. We'll fix the parameters of the disk and bulge to be consistent with\n",
    "previous work ([Bovy\n",
    "2015](https://ui.adsabs.harvard.edu/#abs/2015ApJS..216...29B/abstract) -\n",
    "please cite that paper if you use this potential model) and vary the scale\n",
    "mass and scale radius of the nucleus and halo, respectively. We'll fit for\n",
    "these parameters in log-space, so we'll first define a function that returns a\n",
    "`gala.potential.CCompositePotential` object given these four parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "21f27c6b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:35.288575Z",
     "iopub.status.busy": "2022-11-07T13:58:35.288219Z",
     "iopub.status.idle": "2022-11-07T13:58:35.293610Z",
     "shell.execute_reply": "2022-11-07T13:58:35.292887Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_potential(log_M_h, log_r_s, log_M_n, log_a):\n",
    "    mw_potential = gp.CCompositePotential()\n",
    "    mw_potential['bulge'] = gp.HernquistPotential(m=5E9, c=1., units=galactic)\n",
    "    mw_potential['disk'] = gp.MiyamotoNagaiPotential(m=6.8E10*u.Msun, a=3*u.kpc, b=280*u.pc,\n",
    "                                                     units=galactic)\n",
    "    mw_potential['nucl'] = gp.HernquistPotential(m=np.exp(log_M_n), c=np.exp(log_a)*u.pc,\n",
    "                                                 units=galactic)\n",
    "    mw_potential['halo'] = gp.NFWPotential(m=np.exp(log_M_h), r_s=np.exp(log_r_s), units=galactic)\n",
    "\n",
    "    return mw_potential"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4455506",
   "metadata": {},
   "source": [
    "We now need to specify an initial guess for the parameters - let's do that (by\n",
    "making them up), and then plot the initial guess potential over the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3ee761ea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:35.296657Z",
     "iopub.status.busy": "2022-11-07T13:58:35.296427Z",
     "iopub.status.idle": "2022-11-07T13:58:35.304281Z",
     "shell.execute_reply": "2022-11-07T13:58:35.303627Z"
    }
   },
   "outputs": [],
   "source": [
    "# Initial guess for the parameters- units are:\n",
    "#     [Msun, kpc, Msun, pc]\n",
    "x0 = [np.log(6E11), np.log(20.), np.log(2E9), np.log(100.)]\n",
    "init_potential = get_potential(*x0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4d0682a0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:35.306945Z",
     "iopub.status.busy": "2022-11-07T13:58:35.306727Z",
     "iopub.status.idle": "2022-11-07T13:58:36.007611Z",
     "shell.execute_reply": "2022-11-07T13:58:36.007034Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1112,
       "width": 1113
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xyz = np.zeros((3, 256))\n",
    "xyz[0] = np.logspace(-3, 3, 256)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(4, 4))\n",
    "\n",
    "ax.errorbar(tbl['r'], tbl['Menc'], yerr=(tbl['Menc_err_neg'], tbl['Menc_err_pos']),\n",
    "            marker='o', markersize=2, color='k', alpha=1., ecolor='#aaaaaa',\n",
    "            capthick=0, linestyle='none', elinewidth=1.)\n",
    "\n",
    "fit_menc = init_potential.mass_enclosed(xyz*u.kpc)\n",
    "ax.loglog(xyz[0], fit_menc.value, marker='', color=\"#3182bd\",\n",
    "          linewidth=2, alpha=0.7)\n",
    "\n",
    "ax.set_xlim(1E-3, 10**2.6)\n",
    "ax.set_ylim(7E6, 10**12.25)\n",
    "\n",
    "ax.set_xlabel('$r$ [kpc]')\n",
    "ax.set_ylabel('$M(<r)$ [M$_\\odot$]')\n",
    "\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16d16c37",
   "metadata": {},
   "source": [
    "It looks pretty good already! But let's now use least-squares fitting to\n",
    "optimize our nucleus and halo parameters. We first need to define an error\n",
    "function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "085fb115",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:36.011101Z",
     "iopub.status.busy": "2022-11-07T13:58:36.010860Z",
     "iopub.status.idle": "2022-11-07T13:58:36.014810Z",
     "shell.execute_reply": "2022-11-07T13:58:36.014163Z"
    }
   },
   "outputs": [],
   "source": [
    "def err_func(p, r, Menc, Menc_err):\n",
    "    pot = get_potential(*p)\n",
    "    xyz = np.zeros((3, len(r)))\n",
    "    xyz[0] = r\n",
    "    model_menc = pot.mass_enclosed(xyz).to(u.Msun).value\n",
    "    return (model_menc - Menc) / Menc_err"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "126b2f3c",
   "metadata": {},
   "source": [
    "Because the uncertainties are all approximately but not exactly symmetric,\n",
    "we'll take the maximum of the upper and lower uncertainty values and assume\n",
    "that the uncertainties in the mass measurements are Gaussian (a bad but simple\n",
    "assumption):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5696fd34",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:36.017629Z",
     "iopub.status.busy": "2022-11-07T13:58:36.017412Z",
     "iopub.status.idle": "2022-11-07T13:58:36.274301Z",
     "shell.execute_reply": "2022-11-07T13:58:36.273158Z"
    }
   },
   "outputs": [],
   "source": [
    "err = np.max([tbl['Menc_err_pos'], tbl['Menc_err_neg']], axis=0)\n",
    "p_opt, ier = leastsq(err_func, x0=x0, args=(tbl['r'], tbl['Menc'], err))\n",
    "assert ier in range(1, 4+1), \"least-squares fit failed!\"\n",
    "fit_potential = get_potential(*p_opt)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7862dff",
   "metadata": {},
   "source": [
    "Now we have a best-fit potential! Let's plot the enclosed mass of the fit potential over the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "097d51a8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:36.277442Z",
     "iopub.status.busy": "2022-11-07T13:58:36.277209Z",
     "iopub.status.idle": "2022-11-07T13:58:36.802922Z",
     "shell.execute_reply": "2022-11-07T13:58:36.802287Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1112,
       "width": 1113
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xyz = np.zeros((3, 256))\n",
    "xyz[0] = np.logspace(-3, 3, 256)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(4, 4))\n",
    "\n",
    "ax.errorbar(tbl['r'], tbl['Menc'], yerr=(tbl['Menc_err_neg'], tbl['Menc_err_pos']),\n",
    "            marker='o', markersize=2, color='k', alpha=1., ecolor='#aaaaaa',\n",
    "            capthick=0, linestyle='none', elinewidth=1.)\n",
    "\n",
    "fit_menc = fit_potential.mass_enclosed(xyz*u.kpc)\n",
    "ax.loglog(xyz[0], fit_menc.value, marker='', color=\"#3182bd\",\n",
    "          linewidth=2, alpha=0.7)\n",
    "\n",
    "ax.set_xlim(1E-3, 10**2.6)\n",
    "ax.set_ylim(7E6, 10**12.25)\n",
    "\n",
    "ax.set_xlabel('$r$ [kpc]')\n",
    "ax.set_ylabel('$M(<r)$ [M$_\\odot$]')\n",
    "\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "297ebdf2",
   "metadata": {},
   "source": [
    "This potential is already implemented in `gala` in `gala.potential.special`,\n",
    "and we can import it with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "908b998e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:36.805999Z",
     "iopub.status.busy": "2022-11-07T13:58:36.805761Z",
     "iopub.status.idle": "2022-11-07T13:58:36.808879Z",
     "shell.execute_reply": "2022-11-07T13:58:36.808226Z"
    }
   },
   "outputs": [],
   "source": [
    "from gala.potential import MilkyWayPotential"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6ce24fcc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-07T13:58:36.811693Z",
     "iopub.status.busy": "2022-11-07T13:58:36.811468Z",
     "iopub.status.idle": "2022-11-07T13:58:36.820186Z",
     "shell.execute_reply": "2022-11-07T13:58:36.819558Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<CompositePotential disk,bulge,nucleus,halo>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "potential = MilkyWayPotential()\n",
    "potential"
   ]
  }
 ],
 "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": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}