Outflow Temp z=0.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pynbody\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import pynbody.plot as pp\n",
    "import pickle\n",
    "import pandas as pd\n",
    "import pynbody.plot.sph as sph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/engelhar/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py:6692: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  sort=sort)\n"
     ]
    }
   ],
   "source": [
    "from Star import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Load import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['B-V', 'B_mag', 'G_inflow_0', 'G_inflow_1.5', 'G_inflow_2.5',\n",
       "       'G_outflow_0', 'G_outflow_1.5', 'G_outflow_2.5', 'Gout_T', 'HIgasfrac',\n",
       "       'I_mag', 'M_gas', 'M_star', 'R_mag', 'Rmax', 'Rvir', 'SFR', 'U_mag',\n",
       "       'V90_Vdisp', 'V_mag', 'Xc', 'Yc', 'Zc', 'a', 'age', 'c', 'c_a',\n",
       "       'fMhires', 'feh', 'g_temp', 'gasfrac', 'h1dist', 'haloid', 'hostHalo',\n",
       "       'id2', 'mHI', 'mass', 'n_gas', 'n_particles', 'n_star', 'ovdens',\n",
       "       'sSFR', 'sfh', 'sfhbins', 'tquench', 'zgas', 'zstar'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(data['G_outflow_2.5'], data['Gout_T'], label='Field')\n",
    "plt.scatter(MW['G_outflow_2.5'], MW['Gout_T'], label='satellites')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e-6, 1e2)\n",
    "plt.ylim(1e3, 3e6)\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel('Outflow Temperatures (K)', size = 15)\n",
    "plt.xlabel(r'Outflow ($M_{\\odot}$/yr)', size=15)\n",
    "plt.title('Outflow Temp vs Mass of Outflow', size=20)\n",
    "\n",
    "plt.savefig('1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(data['G_inflow_2.5'], data['Gin_T'], label='Field')\n",
    "plt.scatter(MW['G_inflow_2.5'], MW['Gin_T'], label='satellites')\n",
    "\n",
    "#plt.loglog()\n",
    "#plt.xlim(1e-6, 1e2)\n",
    "#plt.ylim(1e3, 3e6)\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel('Inflow Temperatures (K)', size = 15)\n",
    "plt.xlabel(r'Inflow ($M_{\\odot}$/yr)', size=15)\n",
    "plt.title('Inflow Temp vs Mass of Outflow', size=20)\n",
    "\n",
    "plt.savefig('1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(data['h1dist'], data['Gout_T'], label='field')\n",
    "plt.scatter(MW['h1dist'], MW['Gout_T'], label='satellite')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(10, 1e4)\n",
    "plt.ylim(1e3, 3e5)\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel('Outflow Temperatures (K)', size = 15)\n",
    "plt.xlabel('Distance to Host (kpc)', size=15)\n",
    "plt.title('Outflow Temp vs Distance', size=20)\n",
    "\n",
    "plt.savefig('2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(data['mass'], data['Gout_T'], label='Field')\n",
    "plt.scatter(MW['mass'], MW['Gout_T'], label='satellites')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e8, 1e13)\n",
    "plt.ylim(1e3, 3e6)\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel('Outflow Temperatures (K)', size = 15)\n",
    "plt.xlabel(r'Halo ($M_{\\odot}$/yr)', size=15)\n",
    "plt.title('Outflow Temp vs Mass of Halo', size=20)\n",
    "\n",
    "plt.savefig('1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(MW['h1dist'], MW['Gout_T'], label='SF')\n",
    "plt.scatter(MW['h1dist'][MW['sSFR']<1e-11], MW['Gout_T'][MW['sSFR']<1e-11], label='Q')\n",
    "\n",
    "plt.scatter(data4['h1dist'][data1['sSFR']<1e-11]/d, data4['Gout_T'][data1['sSFR']<1e-11]/data4['g_temp'plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(data['G_outflow_2.5'], data['SFR'], c='r')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e-4, 10)\n",
    "plt.ylim(1e-6, 1e2)\n",
    "\n",
    "plt.xlabel('SFR ($M_{\\odot}$/yr)')\n",
    "plt.ylabel('Outflow ($M_{\\odot}$/yr)')\n",
    "plt.title('Outflow vs SFR Muratov 2.5')\n",
    "][data1['sSFR']<1e-11], c='r')\n",
    "plt.loglog()\n",
    "plt.xlim(10, 2e3)\n",
    "plt.ylim(1e3, 3e5)\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.ylabel('Outflow Temperatures (K)', size = 15)\n",
    "plt.xlabel('Distance to Host (kpc)', size=15)\n",
    "plt.title('Outflow Temp vs Distance', size=20)\n",
    "\n",
    "plt.savefig('3')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(MW['h1dist'], MW['g_temp'], c=np.log10(np.array(MW['mass'], dtype=float)), cmap='plasma', vmin=8, vmax=11)\n",
    "plt.colorbar()\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(10, 2e3)\n",
    "plt.ylim(1e3, 3e5)\n",
    "\n",
    "plt.ylabel('Gas Temperature (K)', size = 15)\n",
    "plt.xlabel('Distance to Host (kpc)', size=15)\n",
    "plt.title('Gas Temp vs Distance', size=20)\n",
    "\n",
    "plt.savefig('4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Outflow Temp vs sSFR')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "plt.scatter(MW['sSFR'], MW['Gout_T'])\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e-13, 1e-9)\n",
    "plt.ylim(1e3, 3e6)\n",
    "\n",
    "plt.ylabel('Outflow Temperatures (K)', size = 15)\n",
    "plt.xlabel('sSFR', size=15)\n",
    "plt.title('Outflow Temp vs sSFR', size=20)\n",
    "\n",
    "#plt.savefig('8') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 239.55\n",
    "b = 188.85\n",
    "c = 144.38\n",
    "d = 127.47"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Outflow Temp of Gas (K)')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "plt.scatter(data1['h1dist']/a, abs(data1['g_temp']-data1['Gout_T']), label='G out is hotter', c='crimson')\n",
    "plt.scatter(data1['h1dist']/a, data1['g_temp']-data1['Gout_T'], label='G out is colder', c='cornflowerblue')\n",
    "plt.legend()\n",
    "plt.scatter(data2['h1dist']/b, abs(data2['g_temp']-data2['Gout_T']), c='crimson')\n",
    "plt.scatter(data3['h1dist']/c, abs(data3['g_temp']-data3['Gout_T']), c='crimson')\n",
    "plt.scatter(data4['h1dist']/d, abs(data4['g_temp']-data4['Gout_T']), c='crimson')\n",
    "plt.scatter(data2['h1dist']/b, data2['g_temp']-data2['Gout_T'], c='cornflowerblue')\n",
    "plt.scatter(data3['h1dist']/c, data3['g_temp']-data3['Gout_T'], c='cornflowerblue')\n",
    "plt.scatter(data4['h1dist']/d, data4['g_temp']-data4['Gout_T'], c='cornflowerblue')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e-1, 10)\n",
    "plt.ylim(1, 1e5)\n",
    "\n",
    "plt.title('Outflow Temp(K) vs Distance', size='20')\n",
    "plt.xlabel('Virial Radi from Host halo', size='15')\n",
    "plt.ylabel('Outflow Temp of Gas (K)', size='15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Outflow/Average')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "plt.scatter(data1['h1dist']/a, data1['Gout_T']/data1['g_temp'], c='mediumseagreen')\n",
    "plt.scatter(data2['h1dist']/b, data2['Gout_T']/data2['g_temp'], c='mediumseagreen')\n",
    "plt.scatter(data3['h1dist']/c, data3['Gout_T']/data3['g_temp'], c='mediumseagreen')\n",
    "plt.scatter(data4['h1dist']/d, data4['Gout_T']/data4['g_temp'], c='mediumseagreen')\n",
    "\n",
    "X = [1e-2, 1e2]\n",
    "Y = [1, 1]\n",
    "plt.plot(X,Y, 'b-')\n",
    "\n",
    "y = [.01, 10]\n",
    "x = [1, 1]\n",
    "plt.plot(x,y, 'b-')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e-1, 10)\n",
    "plt.ylim(.5, 2)\n",
    "\n",
    "plt.title('Outflow Temp(K) vs Distance', size='20')\n",
    "plt.xlabel('Virial Radi from Host halo', size='15')\n",
    "plt.ylabel('Outflow/Average', size='15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Outflow/Average')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "plt.scatter(MW['sSFR'], MW['Gout_T']/MW['g_temp'], c='mediumseagreen')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e-13, 1e-9)\n",
    "plt.ylim(.5, 2)\n",
    "\n",
    "plt.title('Outflow Ratio vs sSFR', size='20')\n",
    "plt.xlabel('sSFR', size='15')\n",
    "plt.ylabel('Outflow/Average', size='15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Outflow/Average')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "plt.scatter(data1['h1dist']/a, data1['Gout_T']/data1['g_temp'], c='mediumseagreen')\n",
    "plt.scatter(data2['h1dist']/b, data2['Gout_T']/data2['g_temp'], c='mediumseagreen')\n",
    "plt.scatter(data3['h1dist']/c, data3['Gout_T']/data3['g_temp'], c='mediumseagreen')\n",
    "plt.scatter(data4['h1dist']/d, data4['Gout_T']/data4['g_temp'], c='mediumseagreen')\n",
    "plt.scatter(data1['h1dist'][data1['sSFR']<1e-11]/a, data1['Gout_T'][data1['sSFR']<1e-11]/data1['g_temp'][data1['sSFR']<1e-11], c='r')\n",
    "plt.scatter(data2['h1dist'][data1['sSFR']<1e-11]/b, data2['Gout_T'][data1['sSFR']<1e-11]/data2['g_temp'][data1['sSFR']<1e-11], c='r')\n",
    "plt.scatter(data3['h1dist'][data1['sSFR']<1e-11]/c, data3['Gout_T'][data1['sSFR']<1e-11]/data3['g_temp'][data1['sSFR']<1e-11], c='r')\n",
    "plt.scatter(data4['h1dist'][data1['sSFR']<1e-11]/d, data4['Gout_T'][data1['sSFR']<1e-11]/data4['g_temp'][data1['sSFR']<1e-11], c='r')\n",
    "\n",
    "X = [1e-2, 1e2]\n",
    "Y = [1, 1]\n",
    "plt.plot(X,Y, 'b-')\n",
    "\n",
    "y = [.01, 10]\n",
    "x = [1, 1]\n",
    "plt.plot(x,y, 'b-')\n",
    "\n",
    "plt.loglog()\n",
    "plt.xlim(1e-1, 10)\n",
    "plt.ylim(.5, 2)\n",
    "\n",
    "plt.title('Outflow Temp(K) vs Distance', size='20')\n",
    "plt.xlabel('Virial Radi from Host halo', size='15')\n",
    "plt.ylabel('Outflow/Average', size='15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0      119\n",
      "1        1\n",
      "2        7\n",
      "3       29\n",
      "4       31\n",
      "5       32\n",
      "6       55\n",
      "7       94\n",
      "8      116\n",
      "9      131\n",
      "10     154\n",
      "11     443\n",
      "12     490\n",
      "13     786\n",
      "14    1182\n",
      "Name: haloid, dtype: int64\n",
      "0             0.0\n",
      "1     6.44736e-11\n",
      "2     4.12405e-11\n",
      "3             0.0\n",
      "4             0.0\n",
      "5             0.0\n",
      "6             0.0\n",
      "7             0.0\n",
      "8             0.0\n",
      "9             0.0\n",
      "10            0.0\n",
      "11            0.0\n",
      "12            0.0\n",
      "13            0.0\n",
      "14            0.0\n",
      "Name: sSFR, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(data4['haloid'])\n",
    "print(data4['sSFR'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          NaN\n",
       "1          NaN\n",
       "2          NaN\n",
       "3          NaN\n",
       "4          NaN\n",
       "5          NaN\n",
       "6          NaN\n",
       "7          NaN\n",
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