flyby.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#from mpl_toolkits import mplot3d\n",
    "import pandas as pd\n",
    "from numpy import array\n",
    "import numpy as np\n",
    "import h5py\n",
    "import mplcursors\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from scipy.stats import pearsonr\n",
    "%matplotlib inline\n",
    "plt.rcParams.update({\n",
    "    \"pgf.texsystem\": \"pdflatex\",\n",
    "    \"pgf.rcfonts\": False,\n",
    "\n",
    "    \"text.usetex\": True,\n",
    "    \"font.family\": \"serif\",\n",
    "    \"font.sans-serif\": \"computer-modern-roman\",\n",
    "\n",
    "    \"figure.dpi\": 300,\n",
    "    \"savefig.dpi\": 300,\n",
    "})\n",
    "\n",
    "\n",
    "CMAPS = plt.colormaps\n",
    "CMAP = CMAPS['hsv']\n",
    "\n",
    "h = 0.6774  # co-moving constant\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "g_dat = pd.read_pickle('./beta_data.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "d_entry                   Float64\n",
       "d_innermost               Float64\n",
       "dhost_final               Float64\n",
       "fdrvir_innermost          Float64\n",
       "fdrvirfinal_innermost     Float64\n",
       "first_d_peri_all          Float64\n",
       "first_d_peri_fourth       Float64\n",
       "first_d_peri_half         Float64\n",
       "first_d_peri_tenth        Float64\n",
       "first_d_peri_twentieth    Float64\n",
       "first_z_peri_all          Float64\n",
       "first_z_peri_fourth       Float64\n",
       "first_z_peri_half         Float64\n",
       "first_z_peri_tenth        Float64\n",
       "first_z_peri_twentieth    Float64\n",
       "last_d_peri_all           Float64\n",
       "last_d_peri_fourth        Float64\n",
       "last_d_peri_half          Float64\n",
       "last_d_peri_tenth         Float64\n",
       "last_d_peri_twentieth     Float64\n",
       "last_fdrvir_peri_all      Float64\n",
       "last_mvir_peri_all        Float64\n",
       "last_rvir_peri_all        Float64\n",
       "last_z_peri_all           Float64\n",
       "last_z_peri_fourth        Float64\n",
       "last_z_peri_half          Float64\n",
       "last_z_peri_tenth         Float64\n",
       "last_z_peri_twentieth     Float64\n",
       "mb_entry                  Float64\n",
       "mb_today                  Float64\n",
       "mdm_entry                 Float64\n",
       "mdm_today                 Float64\n",
       "mg_entry                  Float64\n",
       "mg_today                  Float64\n",
       "ms_entry                  Float64\n",
       "ms_today                  Float64\n",
       "mt_entry                  Float64\n",
       "mt_today                  Float64\n",
       "mvir_innermost            Float64\n",
       "n_peri_all                  Int64\n",
       "n_peri_fourth               Int64\n",
       "n_peri_half                 Int64\n",
       "n_peri_tenth                Int64\n",
       "n_peri_twentieth            Int64\n",
       "rvir_innermost            Float64\n",
       "z_entry                   Float64\n",
       "z_innermost               Float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h5dat = h5py.File('./main_branch_orbit_data_snapshot_1200.hdf5')\n",
    "\n",
    "# for x in dat.values():\n",
    "#     try:\n",
    "#         list(x)\n",
    "#     except:\n",
    "#         print(x)\n",
    "#         raise\n",
    "flydat = pd.DataFrame((list(x) for x in h5dat.values() if x.shape != ()), index=(\n",
    "    k for k in h5dat.keys() if h5dat[k].shape != ())).transpose().convert_dtypes()\n",
    "flydat.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dat = g_dat.merge(flydat, left_index=True, right_index=True)\n",
    "\n",
    "\n",
    "\n",
    "# remove bad data\n",
    "dat = dat[dat['d_innermost'] < 20000].copy()\n",
    "\n",
    "# M_tot calculation\n",
    "dat['M_tot'] = (\n",
    "    dat['stars_mass_within_r50_stars'] + \n",
    "    dat['gas_mass_within_r50_stars'] + \n",
    "    dat['dm_mass_within_r50_stars']\n",
    ")\n",
    "\n",
    "s_filt = dat['is_satellite']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "365"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(dat[s_filt]['d_innermost'] != 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Mgas_ahf_cat',\n",
       " 'Mstar_ahf_cat',\n",
       " 'Mvir_ahf_cat',\n",
       " 'Redge',\n",
       " 'Redge_ahf',\n",
       " 'Rvir',\n",
       " 'Rvir_ahf',\n",
       " 'Rvir_ahf_cat',\n",
       " 'Xc_ahf_cat',\n",
       " 'Yc_ahf_cat',\n",
       " 'Zc_ahf_cat',\n",
       " 'dm_mass_within_r30_dm',\n",
       " 'dm_mass_within_r30_dm_ahf',\n",
       " 'dm_mass_within_r30_gas',\n",
       " 'dm_mass_within_r30_gas_ahf',\n",
       " 'dm_mass_within_r30_stars',\n",
       " 'dm_mass_within_r30_stars_ahf',\n",
       " 'dm_mass_within_r50_dm',\n",
       " 'dm_mass_within_r50_dm_ahf',\n",
       " 'dm_mass_within_r50_gas',\n",
       " 'dm_mass_within_r50_gas_ahf',\n",
       " 'dm_mass_within_r50_stars',\n",
       " 'dm_mass_within_r50_stars_ahf',\n",
       " 'dm_mass_within_r80_dm',\n",
       " 'dm_mass_within_r80_dm_ahf',\n",
       " 'dm_mass_within_r80_gas',\n",
       " 'dm_mass_within_r80_gas_ahf',\n",
       " 'dm_mass_within_r80_stars',\n",
       " 'dm_mass_within_r80_stars_ahf',\n",
       " 'galaxyID',\n",
       " 'gas_mass_within_r30_dm',\n",
       " 'gas_mass_within_r30_dm_ahf',\n",
       " 'gas_mass_within_r30_gas',\n",
       " 'gas_mass_within_r30_gas_ahf',\n",
       " 'gas_mass_within_r30_stars',\n",
       " 'gas_mass_within_r30_stars_ahf',\n",
       " 'gas_mass_within_r50_dm',\n",
       " 'gas_mass_within_r50_dm_ahf',\n",
       " 'gas_mass_within_r50_gas',\n",
       " 'gas_mass_within_r50_gas_ahf',\n",
       " 'gas_mass_within_r50_stars',\n",
       " 'gas_mass_within_r50_stars_ahf',\n",
       " 'gas_mass_within_r80_dm',\n",
       " 'gas_mass_within_r80_dm_ahf',\n",
       " 'gas_mass_within_r80_gas',\n",
       " 'gas_mass_within_r80_gas_ahf',\n",
       " 'gas_mass_within_r80_stars',\n",
       " 'gas_mass_within_r80_stars_ahf',\n",
       " 'gas_sfr_within_r30_dm',\n",
       " 'gas_sfr_within_r30_dm_ahf',\n",
       " 'gas_sfr_within_r30_gas',\n",
       " 'gas_sfr_within_r30_gas_ahf',\n",
       " 'gas_sfr_within_r30_stars',\n",
       " 'gas_sfr_within_r30_stars_ahf',\n",
       " 'gas_sfr_within_r50_dm',\n",
       " 'gas_sfr_within_r50_dm_ahf',\n",
       " 'gas_sfr_within_r50_gas',\n",
       " 'gas_sfr_within_r50_gas_ahf',\n",
       " 'gas_sfr_within_r50_stars',\n",
       " 'gas_sfr_within_r50_stars_ahf',\n",
       " 'gas_sfr_within_r80_dm',\n",
       " 'gas_sfr_within_r80_dm_ahf',\n",
       " 'gas_sfr_within_r80_gas',\n",
       " 'gas_sfr_within_r80_gas_ahf',\n",
       " 'gas_sfr_within_r80_stars',\n",
       " 'gas_sfr_within_r80_stars_ahf',\n",
       " 'gaussian_vdisp_los_x_r50_Redge',\n",
       " 'gaussian_vdisp_los_x_r50_Redge_ahf',\n",
       " 'gaussian_vdisp_los_x_r80_Redge',\n",
       " 'gaussian_vdisp_los_x_r80_Redge_ahf',\n",
       " 'gaussian_vdisp_los_y_r50_Redge',\n",
       " 'gaussian_vdisp_los_y_r50_Redge_ahf',\n",
       " 'gaussian_vdisp_los_y_r80_Redge',\n",
       " 'gaussian_vdisp_los_y_r80_Redge_ahf',\n",
       " 'gaussian_vdisp_los_z_r50_Redge',\n",
       " 'gaussian_vdisp_los_z_r50_Redge_ahf',\n",
       " 'gaussian_vdisp_los_z_r80_Redge',\n",
       " 'gaussian_vdisp_los_z_r80_Redge_ahf',\n",
       " 'groupID',\n",
       " 'n_gas_ahf_cat',\n",
       " 'n_particles_ahf_cat',\n",
       " 'n_satellites',\n",
       " 'n_star_ahf_cat',\n",
       " 'n_substructures_ahf_cat',\n",
       " 'r30_dm',\n",
       " 'r30_dm_ahf',\n",
       " 'r30_gas',\n",
       " 'r30_gas_ahf',\n",
       " 'r30_stars',\n",
       " 'r30_stars_ahf',\n",
       " 'r50_dm',\n",
       " 'r50_dm_ahf',\n",
       " 'r50_gas',\n",
       " 'r50_gas_ahf',\n",
       " 'r50_stars',\n",
       " 'r50_stars_ahf',\n",
       " 'r80_dm',\n",
       " 'r80_dm_ahf',\n",
       " 'r80_gas',\n",
       " 'r80_gas_ahf',\n",
       " 'r80_stars',\n",
       " 'r80_stars_ahf',\n",
       " 'stars_mass_within_r30_dm',\n",
       " 'stars_mass_within_r30_dm_ahf',\n",
       " 'stars_mass_within_r30_gas',\n",
       " 'stars_mass_within_r30_gas_ahf',\n",
       " 'stars_mass_within_r30_stars',\n",
       " 'stars_mass_within_r30_stars_ahf',\n",
       " 'stars_mass_within_r50_dm',\n",
       " 'stars_mass_within_r50_dm_ahf',\n",
       " 'stars_mass_within_r50_gas',\n",
       " 'stars_mass_within_r50_gas_ahf',\n",
       " 'stars_mass_within_r50_stars',\n",
       " 'stars_mass_within_r50_stars_ahf',\n",
       " 'stars_mass_within_r80_dm',\n",
       " 'stars_mass_within_r80_dm_ahf',\n",
       " 'stars_mass_within_r80_gas',\n",
       " 'stars_mass_within_r80_gas_ahf',\n",
       " 'stars_mass_within_r80_stars',\n",
       " 'stars_mass_within_r80_stars_ahf',\n",
       " 'stellar_velocity_dispersion_los_x_within_r30',\n",
       " 'stellar_velocity_dispersion_los_x_within_r30_ahf',\n",
       " 'stellar_velocity_dispersion_los_x_within_r50',\n",
       " 'stellar_velocity_dispersion_los_x_within_r50_ahf',\n",
       " 'stellar_velocity_dispersion_los_x_within_r80',\n",
       " 'stellar_velocity_dispersion_los_x_within_r80_ahf',\n",
       " 'stellar_velocity_dispersion_los_y_within_r30',\n",
       " 'stellar_velocity_dispersion_los_y_within_r30_ahf',\n",
       " 'stellar_velocity_dispersion_los_y_within_r50',\n",
       " 'stellar_velocity_dispersion_los_y_within_r50_ahf',\n",
       " 'stellar_velocity_dispersion_los_y_within_r80',\n",
       " 'stellar_velocity_dispersion_los_y_within_r80_ahf',\n",
       " 'stellar_velocity_dispersion_los_z_within_r30',\n",
       " 'stellar_velocity_dispersion_los_z_within_r30_ahf',\n",
       " 'stellar_velocity_dispersion_los_z_within_r50',\n",
       " 'stellar_velocity_dispersion_los_z_within_r50_ahf',\n",
       " 'stellar_velocity_dispersion_los_z_within_r80',\n",
       " 'stellar_velocity_dispersion_los_z_within_r80_ahf',\n",
       " 'x_cm',\n",
       " 'x_cm_ahf',\n",
       " 'y_cm',\n",
       " 'y_cm_ahf',\n",
       " 'z_cm',\n",
       " 'z_cm_ahf',\n",
       " 'is_satellite',\n",
       " 'plot_shape',\n",
       " 'X_Mpc_ahf_cat',\n",
       " 'Y_Mpc_ahf_cat',\n",
       " 'Z_Mpc_ahf_cat',\n",
       " 'M_tot',\n",
       " 'M_\\\\star/M_tot',\n",
       " 'beta_r50',\n",
       " 'd_entry',\n",
       " 'd_innermost',\n",
       " 'dhost_final',\n",
       " 'fdrvir_innermost',\n",
       " 'fdrvirfinal_innermost',\n",
       " 'first_d_peri_all',\n",
       " 'first_d_peri_fourth',\n",
       " 'first_d_peri_half',\n",
       " 'first_d_peri_tenth',\n",
       " 'first_d_peri_twentieth',\n",
       " 'first_z_peri_all',\n",
       " 'first_z_peri_fourth',\n",
       " 'first_z_peri_half',\n",
       " 'first_z_peri_tenth',\n",
       " 'first_z_peri_twentieth',\n",
       " 'last_d_peri_all',\n",
       " 'last_d_peri_fourth',\n",
       " 'last_d_peri_half',\n",
       " 'last_d_peri_tenth',\n",
       " 'last_d_peri_twentieth',\n",
       " 'last_fdrvir_peri_all',\n",
       " 'last_mvir_peri_all',\n",
       " 'last_rvir_peri_all',\n",
       " 'last_z_peri_all',\n",
       " 'last_z_peri_fourth',\n",
       " 'last_z_peri_half',\n",
       " 'last_z_peri_tenth',\n",
       " 'last_z_peri_twentieth',\n",
       " 'mb_entry',\n",
       " 'mb_today',\n",
       " 'mdm_entry',\n",
       " 'mdm_today',\n",
       " 'mg_entry',\n",
       " 'mg_today',\n",
       " 'ms_entry',\n",
       " 'ms_today',\n",
       " 'mt_entry',\n",
       " 'mt_today',\n",
       " 'mvir_innermost',\n",
       " 'n_peri_all',\n",
       " 'n_peri_fourth',\n",
       " 'n_peri_half',\n",
       " 'n_peri_tenth',\n",
       " 'n_peri_twentieth',\n",
       " 'rvir_innermost',\n",
       " 'z_entry',\n",
       " 'z_innermost']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(dat.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "109.43703391512449"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(dat[s_filt]['d_innermost'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$\\\\beta$')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.set_xscale('log')\n",
    "\n",
    "\n",
    "filt = dat['is_satellite'] & (dat['d_innermost'] != 0) & (dat['stars_mass_within_r50_stars'] <= 1e9)\n",
    "\n",
    "c = dat[filt]['stars_mass_within_r50_stars'] / dat[filt]['M_tot']\n",
    "\n",
    "_scatter = ax.scatter(\n",
    "    dat[filt]['d_innermost'],\n",
    "    dat[filt]['beta_r50'],\n",
    "    s=10,\n",
    "    marker='^',\n",
    "    c=c,\n",
    "    # log scale for colors\n",
    "    norm=mpl.colors.LogNorm(np.min(c), np.max(c))\n",
    ")\n",
    "\n",
    "cbar = fig.colorbar(_scatter, ax=ax)\n",
    "cbar.set_label(r'$M_*/M_{total}$')\n",
    "\n",
    "ax.set_xlabel(r'$d_{\\rm{min}} (kpc)$')\n",
    "ax.set_ylabel(r'$\\beta$')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2    608.576912\n",
       "Name: rvir_innermost, dtype: Float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat.loc[dat['galaxyID'] == 2, 'rvir_innermost']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>d_entry</th>\n",
       "      <th>d_innermost</th>\n",
       "      <th>dhost_final</th>\n",
       "      <th>fdrvir_innermost</th>\n",
       "      <th>fdrvirfinal_innermost</th>\n",
       "      <th>first_d_peri_all</th>\n",
       "      <th>first_d_peri_fourth</th>\n",
       "      <th>first_d_peri_half</th>\n",
       "      <th>first_d_peri_tenth</th>\n",
       "      <th>first_d_peri_twentieth</th>\n",
       "      <th>...</th>\n",
       "      <th>mt_today</th>\n",
       "      <th>mvir_innermost</th>\n",
       "      <th>n_peri_all</th>\n",
       "      <th>n_peri_fourth</th>\n",
       "      <th>n_peri_half</th>\n",
       "      <th>n_peri_tenth</th>\n",
       "      <th>n_peri_twentieth</th>\n",
       "      <th>rvir_innermost</th>\n",
       "      <th>z_entry</th>\n",
       "      <th>z_innermost</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>584.319501</td>\n",
       "      <td>35.01263</td>\n",
       "      <td>152.156039</td>\n",
       "      <td>0.051829</td>\n",
       "      <td>0.051112</td>\n",
       "      <td>35.01263</td>\n",
       "      <td>35.01263</td>\n",
       "      <td>35.01263</td>\n",
       "      <td>35.01263</td>\n",
       "      <td>35.01263</td>\n",
       "      <td>...</td>\n",
       "      <td>1633436669619.13208</td>\n",
       "      <td>17466046648951.875</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>675.540005</td>\n",
       "      <td>0.10369</td>\n",
       "      <td>0.01783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0</td>\n",
       "      <td>495.930291</td>\n",
       "      <td>495.930291</td>\n",
       "      <td>1.169352</td>\n",
       "      <td>1.169352</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>965494537939.179321</td>\n",
       "      <td>4190035429583.702637</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>424.106879</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21852.470291</td>\n",
       "      <td>21852.470291</td>\n",
       "      <td>35.907492</td>\n",
       "      <td>35.907492</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>723017419545.320435</td>\n",
       "      <td>12380897549453.794922</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>608.576912</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>480.616515</td>\n",
       "      <td>22.092368</td>\n",
       "      <td>60.254281</td>\n",
       "      <td>0.035311</td>\n",
       "      <td>0.03521</td>\n",
       "      <td>78.696056</td>\n",
       "      <td>78.696056</td>\n",
       "      <td>78.696056</td>\n",
       "      <td>78.696056</td>\n",
       "      <td>78.696056</td>\n",
       "      <td>...</td>\n",
       "      <td>452624741659.285522</td>\n",
       "      <td>13641378801299.085938</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>625.652128</td>\n",
       "      <td>0.26869</td>\n",
       "      <td>0.00803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>260.035054</td>\n",
       "      <td>22.316395</td>\n",
       "      <td>28.297814</td>\n",
       "      <td>0.047566</td>\n",
       "      <td>0.047502</td>\n",
       "      <td>161.66314</td>\n",
       "      <td>161.66314</td>\n",
       "      <td>161.66314</td>\n",
       "      <td>161.66314</td>\n",
       "      <td>161.66314</td>\n",
       "      <td>...</td>\n",
       "      <td>187552406259.226471</td>\n",
       "      <td>5720283436669.619141</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>469.168129</td>\n",
       "      <td>0.49881</td>\n",
       "      <td>0.0048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1697</th>\n",
       "      <td>248.416726</td>\n",
       "      <td>106.422923</td>\n",
       "      <td>332.842741</td>\n",
       "      <td>0.23424</td>\n",
       "      <td>0.169614</td>\n",
       "      <td>171.634189</td>\n",
       "      <td>171.634189</td>\n",
       "      <td>171.634189</td>\n",
       "      <td>171.634189</td>\n",
       "      <td>171.634189</td>\n",
       "      <td>...</td>\n",
       "      <td>517404782.9938</td>\n",
       "      <td>9005594921759.669922</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>454.333198</td>\n",
       "      <td>1.12838</td>\n",
       "      <td>0.3277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1703</th>\n",
       "      <td>463.479263</td>\n",
       "      <td>113.144332</td>\n",
       "      <td>623.741232</td>\n",
       "      <td>0.213709</td>\n",
       "      <td>0.16517</td>\n",
       "      <td>113.144332</td>\n",
       "      <td>113.144332</td>\n",
       "      <td>113.144332</td>\n",
       "      <td>113.144332</td>\n",
       "      <td>113.144332</td>\n",
       "      <td>...</td>\n",
       "      <td>518060230.292294</td>\n",
       "      <td>11083451431945.675781</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>529.431075</td>\n",
       "      <td>0.32211</td>\n",
       "      <td>0.17824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1707</th>\n",
       "      <td>137.422965</td>\n",
       "      <td>54.580818</td>\n",
       "      <td>165.324187</td>\n",
       "      <td>0.364367</td>\n",
       "      <td>0.158499</td>\n",
       "      <td>54.580818</td>\n",
       "      <td>54.580818</td>\n",
       "      <td>54.580818</td>\n",
       "      <td>54.580818</td>\n",
       "      <td>54.580818</td>\n",
       "      <td>...</td>\n",
       "      <td>476768526.719811</td>\n",
       "      <td>1127785651018.600586</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>149.79628</td>\n",
       "      <td>1.44186</td>\n",
       "      <td>1.1875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1717</th>\n",
       "      <td>337.136432</td>\n",
       "      <td>130.171469</td>\n",
       "      <td>226.567167</td>\n",
       "      <td>0.24361</td>\n",
       "      <td>0.213895</td>\n",
       "      <td>130.171469</td>\n",
       "      <td>130.171469</td>\n",
       "      <td>130.171469</td>\n",
       "      <td>130.171469</td>\n",
       "      <td>130.171469</td>\n",
       "      <td>...</td>\n",
       "      <td>218135518.157662</td>\n",
       "      <td>13510466489518.748047</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>534.344005</td>\n",
       "      <td>0.64829</td>\n",
       "      <td>0.27902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1718</th>\n",
       "      <td>243.265722</td>\n",
       "      <td>127.682933</td>\n",
       "      <td>194.236672</td>\n",
       "      <td>0.475938</td>\n",
       "      <td>0.209806</td>\n",
       "      <td>136.673335</td>\n",
       "      <td>136.673335</td>\n",
       "      <td>136.673335</td>\n",
       "      <td>136.673335</td>\n",
       "      <td>136.673335</td>\n",
       "      <td>...</td>\n",
       "      <td>161461470.327724</td>\n",
       "      <td>4025007381163.271484</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>268.276198</td>\n",
       "      <td>0.94427</td>\n",
       "      <td>0.8309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>376 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         d_entry   d_innermost   dhost_final  fdrvir_innermost  \\\n",
       "18    584.319501      35.01263    152.156039          0.051829   \n",
       "23           0.0    495.930291    495.930291          1.169352   \n",
       "26           0.0  21852.470291  21852.470291         35.907492   \n",
       "31    480.616515     22.092368     60.254281          0.035311   \n",
       "65    260.035054     22.316395     28.297814          0.047566   \n",
       "...          ...           ...           ...               ...   \n",
       "1697  248.416726    106.422923    332.842741           0.23424   \n",
       "1703  463.479263    113.144332    623.741232          0.213709   \n",
       "1707  137.422965     54.580818    165.324187          0.364367   \n",
       "1717  337.136432    130.171469    226.567167           0.24361   \n",
       "1718  243.265722    127.682933    194.236672          0.475938   \n",
       "\n",
       "      fdrvirfinal_innermost  first_d_peri_all  first_d_peri_fourth  \\\n",
       "18                 0.051112          35.01263             35.01263   \n",
       "23                 1.169352              -1.0                 -1.0   \n",
       "26                35.907492              -1.0                 -1.0   \n",
       "31                  0.03521         78.696056            78.696056   \n",
       "65                 0.047502         161.66314            161.66314   \n",
       "...                     ...               ...                  ...   \n",
       "1697               0.169614        171.634189           171.634189   \n",
       "1703                0.16517        113.144332           113.144332   \n",
       "1707               0.158499         54.580818            54.580818   \n",
       "1717               0.213895        130.171469           130.171469   \n",
       "1718               0.209806        136.673335           136.673335   \n",
       "\n",
       "      first_d_peri_half  first_d_peri_tenth  first_d_peri_twentieth  ...  \\\n",
       "18             35.01263            35.01263                35.01263  ...   \n",
       "23                 -1.0                -1.0                    -1.0  ...   \n",
       "26                 -1.0                -1.0                    -1.0  ...   \n",
       "31            78.696056           78.696056               78.696056  ...   \n",
       "65            161.66314           161.66314               161.66314  ...   \n",
       "...                 ...                 ...                     ...  ...   \n",
       "1697         171.634189          171.634189              171.634189  ...   \n",
       "1703         113.144332          113.144332              113.144332  ...   \n",
       "1707          54.580818           54.580818               54.580818  ...   \n",
       "1717         130.171469          130.171469              130.171469  ...   \n",
       "1718         136.673335          136.673335              136.673335  ...   \n",
       "\n",
       "                 mt_today         mvir_innermost  n_peri_all  n_peri_fourth  \\\n",
       "18    1633436669619.13208     17466046648951.875           1              1   \n",
       "23    965494537939.179321   4190035429583.702637          -1             -1   \n",
       "26    723017419545.320435  12380897549453.794922          -1             -1   \n",
       "31    452624741659.285522  13641378801299.085938           2              2   \n",
       "65    187552406259.226471   5720283436669.619141           3              2   \n",
       "...                   ...                    ...         ...            ...   \n",
       "1697       517404782.9938   9005594921759.669922           3              2   \n",
       "1703     518060230.292294  11083451431945.675781           1              1   \n",
       "1707     476768526.719811   1127785651018.600586           2              1   \n",
       "1717     218135518.157662  13510466489518.748047           2              1   \n",
       "1718     161461470.327724   4025007381163.271484           1              1   \n",
       "\n",
       "      n_peri_half  n_peri_tenth  n_peri_twentieth  rvir_innermost  z_entry  \\\n",
       "18              1             1                 0      675.540005  0.10369   \n",
       "23             -1            -1                -1      424.106879      0.0   \n",
       "26             -1            -1                -1      608.576912      0.0   \n",
       "31              2             1                 1      625.652128  0.26869   \n",
       "65              2             1                 1      469.168129  0.49881   \n",
       "...           ...           ...               ...             ...      ...   \n",
       "1697            2             0                 0      454.333198  1.12838   \n",
       "1703            1             0                 0      529.431075  0.32211   \n",
       "1707            2             0                 0       149.79628  1.44186   \n",
       "1717            2             0                 0      534.344005  0.64829   \n",
       "1718            1             0                 0      268.276198  0.94427   \n",
       "\n",
       "      z_innermost  \n",
       "18        0.01783  \n",
       "23            0.0  \n",
       "26            0.0  \n",
       "31        0.00803  \n",
       "65         0.0048  \n",
       "...           ...  \n",
       "1697       0.3277  \n",
       "1703      0.17824  \n",
       "1707       1.1875  \n",
       "1717      0.27902  \n",
       "1718       0.8309  \n",
       "\n",
       "[376 rows x 47 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flydat[flydat['d_innermost'] != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['d_entry',\n",
       " 'd_innermost',\n",
       " 'dhost_final',\n",
       " 'fdrvir_innermost',\n",
       " 'fdrvirfinal_innermost',\n",
       " 'first_d_peri_all',\n",
       " 'first_d_peri_fourth',\n",
       " 'first_d_peri_half',\n",
       " 'first_d_peri_tenth',\n",
       " 'first_d_peri_twentieth',\n",
       " 'first_z_peri_all',\n",
       " 'first_z_peri_fourth',\n",
       " 'first_z_peri_half',\n",
       " 'first_z_peri_tenth',\n",
       " 'first_z_peri_twentieth',\n",
       " 'last_d_peri_all',\n",
       " 'last_d_peri_fourth',\n",
       " 'last_d_peri_half',\n",
       " 'last_d_peri_tenth',\n",
       " 'last_d_peri_twentieth',\n",
       " 'last_fdrvir_peri_all',\n",
       " 'last_mvir_peri_all',\n",
       " 'last_rvir_peri_all',\n",
       " 'last_z_peri_all',\n",
       " 'last_z_peri_fourth',\n",
       " 'last_z_peri_half',\n",
       " 'last_z_peri_tenth',\n",
       " 'last_z_peri_twentieth',\n",
       " 'mb_entry',\n",
       " 'mb_today',\n",
       " 'mdm_entry',\n",
       " 'mdm_today',\n",
       " 'mg_entry',\n",
       " 'mg_today',\n",
       " 'ms_entry',\n",
       " 'ms_today',\n",
       " 'mt_entry',\n",
       " 'mt_today',\n",
       " 'mvir_innermost',\n",
       " 'n_peri_all',\n",
       " 'n_peri_fourth',\n",
       " 'n_peri_half',\n",
       " 'n_peri_tenth',\n",
       " 'n_peri_twentieth',\n",
       " 'rvir_innermost',\n",
       " 'z_entry',\n",
       " 'z_innermost']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(flydat.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mgas_ahf_cat</th>\n",
       "      <th>Mstar_ahf_cat</th>\n",
       "      <th>Mvir_ahf_cat</th>\n",
       "      <th>Redge</th>\n",
       "      <th>Redge_ahf</th>\n",
       "      <th>Rvir</th>\n",
       "      <th>Rvir_ahf</th>\n",
       "      <th>Rvir_ahf_cat</th>\n",
       "      <th>Xc_ahf_cat</th>\n",
       "      <th>Yc_ahf_cat</th>\n",
       "      <th>...</th>\n",
       "      <th>mt_today</th>\n",
       "      <th>mvir_innermost</th>\n",
       "      <th>n_peri_all</th>\n",
       "      <th>n_peri_fourth</th>\n",
       "      <th>n_peri_half</th>\n",
       "      <th>n_peri_tenth</th>\n",
       "      <th>n_peri_twentieth</th>\n",
       "      <th>rvir_innermost</th>\n",
       "      <th>z_entry</th>\n",
       "      <th>z_innermost</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.512860e+11</td>\n",
       "      <td>6.012280e+11</td>\n",
       "      <td>1.196040e+13</td>\n",
       "      <td>29.338589</td>\n",
       "      <td>29.338589</td>\n",
       "      <td>464.03</td>\n",
       "      <td>464.03</td>\n",
       "      <td>464.03</td>\n",
       "      <td>14711.058140</td>\n",
       "      <td>12986.948490</td>\n",
       "      <td>...</td>\n",
       "      <td>17656333038086.804688</td>\n",
       "      <td>17656333038086.804688</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>685.016239</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.225730e+11</td>\n",
       "      <td>5.471810e+11</td>\n",
       "      <td>9.190950e+12</td>\n",
       "      <td>44.675458</td>\n",
       "      <td>44.675458</td>\n",
       "      <td>425.03</td>\n",
       "      <td>425.03</td>\n",
       "      <td>425.03</td>\n",
       "      <td>7908.847332</td>\n",
       "      <td>11816.418171</td>\n",
       "      <td>...</td>\n",
       "      <td>13567980513728.964844</td>\n",
       "      <td>13567980513728.964844</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>627.443165</td>\n",
       "      <td>14.2308</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.407820e+11</td>\n",
       "      <td>6.436700e+11</td>\n",
       "      <td>8.386820e+12</td>\n",
       "      <td>126.069141</td>\n",
       "      <td>126.069141</td>\n",
       "      <td>412.25</td>\n",
       "      <td>412.25</td>\n",
       "      <td>412.25</td>\n",
       "      <td>14807.960987</td>\n",
       "      <td>14623.553753</td>\n",
       "      <td>...</td>\n",
       "      <td>12380897549453.794922</td>\n",
       "      <td>12380897549453.794922</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>608.576912</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.871070e+11</td>\n",
       "      <td>4.191250e+11</td>\n",
       "      <td>4.844970e+12</td>\n",
       "      <td>504.881648</td>\n",
       "      <td>504.881662</td>\n",
       "      <td>343.34</td>\n",
       "      <td>343.34</td>\n",
       "      <td>343.34</td>\n",
       "      <td>873.863697</td>\n",
       "      <td>14724.276066</td>\n",
       "      <td>...</td>\n",
       "      <td>7152302922940.65625</td>\n",
       "      <td>7152302922940.65625</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>506.84972</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.366870e+11</td>\n",
       "      <td>2.783600e+11</td>\n",
       "      <td>4.160950e+12</td>\n",
       "      <td>43.142288</td>\n",
       "      <td>43.142288</td>\n",
       "      <td>326.36</td>\n",
       "      <td>326.36</td>\n",
       "      <td>326.36</td>\n",
       "      <td>10670.664310</td>\n",
       "      <td>14930.469990</td>\n",
       "      <td>...</td>\n",
       "      <td>6142530262769.413086</td>\n",
       "      <td>6142530262769.413086</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>481.783289</td>\n",
       "      <td>15.0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1713</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.019240e+07</td>\n",
       "      <td>1.686810e+08</td>\n",
       "      <td>16.993622</td>\n",
       "      <td>16.896110</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>3254.241943</td>\n",
       "      <td>13436.737061</td>\n",
       "      <td>...</td>\n",
       "      <td>249012400.354296</td>\n",
       "      <td>6557912607026.868164</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>490.115158</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.00803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1714</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>7.251800e+06</td>\n",
       "      <td>1.852670e+08</td>\n",
       "      <td>16.574539</td>\n",
       "      <td>16.309803</td>\n",
       "      <td>11.83</td>\n",
       "      <td>11.83</td>\n",
       "      <td>11.83</td>\n",
       "      <td>5317.611694</td>\n",
       "      <td>14981.918335</td>\n",
       "      <td>...</td>\n",
       "      <td>273497195.157957</td>\n",
       "      <td>440904930617.065247</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>198.5451</td>\n",
       "      <td>12.8947</td>\n",
       "      <td>0.01454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1715</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.045510e+07</td>\n",
       "      <td>1.541840e+08</td>\n",
       "      <td>14.521914</td>\n",
       "      <td>14.521914</td>\n",
       "      <td>10.88</td>\n",
       "      <td>10.88</td>\n",
       "      <td>10.88</td>\n",
       "      <td>14459.381104</td>\n",
       "      <td>12862.701416</td>\n",
       "      <td>...</td>\n",
       "      <td>227611455.565397</td>\n",
       "      <td>17654561558901.683594</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>684.856134</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.00032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1716</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.139160e+06</td>\n",
       "      <td>1.737100e+08</td>\n",
       "      <td>8.795622</td>\n",
       "      <td>8.731912</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.77</td>\n",
       "      <td>14706.802368</td>\n",
       "      <td>13045.578003</td>\n",
       "      <td>...</td>\n",
       "      <td>256436374.372601</td>\n",
       "      <td>17642899320932.980469</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>684.332204</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.00128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.611900e+06</td>\n",
       "      <td>8.780790e+07</td>\n",
       "      <td>10.859166</td>\n",
       "      <td>10.744594</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.65</td>\n",
       "      <td>76.675415</td>\n",
       "      <td>11781.234741</td>\n",
       "      <td>...</td>\n",
       "      <td>129624889.282551</td>\n",
       "      <td>2455742545025.096191</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>354.722944</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.00096</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1344 rows × 199 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Mgas_ahf_cat  Mstar_ahf_cat  Mvir_ahf_cat       Redge   Redge_ahf  \\\n",
       "0     9.512860e+11   6.012280e+11  1.196040e+13   29.338589   29.338589   \n",
       "1     8.225730e+11   5.471810e+11  9.190950e+12   44.675458   44.675458   \n",
       "2     5.407820e+11   6.436700e+11  8.386820e+12  126.069141  126.069141   \n",
       "3     2.871070e+11   4.191250e+11  4.844970e+12  504.881648  504.881662   \n",
       "4     2.366870e+11   2.783600e+11  4.160950e+12   43.142288   43.142288   \n",
       "...            ...            ...           ...         ...         ...   \n",
       "1713  0.000000e+00   1.019240e+07  1.686810e+08   16.993622   16.896110   \n",
       "1714  0.000000e+00   7.251800e+06  1.852670e+08   16.574539   16.309803   \n",
       "1715  0.000000e+00   1.045510e+07  1.541840e+08   14.521914   14.521914   \n",
       "1716  0.000000e+00   6.139160e+06  1.737100e+08    8.795622    8.731912   \n",
       "1719  0.000000e+00   5.611900e+06  8.780790e+07   10.859166   10.744594   \n",
       "\n",
       "        Rvir  Rvir_ahf  Rvir_ahf_cat    Xc_ahf_cat    Yc_ahf_cat  ...  \\\n",
       "0     464.03    464.03        464.03  14711.058140  12986.948490  ...   \n",
       "1     425.03    425.03        425.03   7908.847332  11816.418171  ...   \n",
       "2     412.25    412.25        412.25  14807.960987  14623.553753  ...   \n",
       "3     343.34    343.34        343.34    873.863697  14724.276066  ...   \n",
       "4     326.36    326.36        326.36  10670.664310  14930.469990  ...   \n",
       "...      ...       ...           ...           ...           ...  ...   \n",
       "1713   12.02     12.02         12.02   3254.241943  13436.737061  ...   \n",
       "1714   11.83     11.83         11.83   5317.611694  14981.918335  ...   \n",
       "1715   10.88     10.88         10.88  14459.381104  12862.701416  ...   \n",
       "1716    6.77      6.77          6.77  14706.802368  13045.578003  ...   \n",
       "1719    7.65      7.65          7.65     76.675415  11781.234741  ...   \n",
       "\n",
       "                   mt_today         mvir_innermost  n_peri_all  n_peri_fourth  \\\n",
       "0     17656333038086.804688  17656333038086.804688           1              1   \n",
       "1     13567980513728.964844  13567980513728.964844           1              1   \n",
       "2     12380897549453.794922  12380897549453.794922           1              1   \n",
       "3       7152302922940.65625    7152302922940.65625           1              1   \n",
       "4      6142530262769.413086   6142530262769.413086           1              1   \n",
       "...                     ...                    ...         ...            ...   \n",
       "1713       249012400.354296   6557912607026.868164           1              0   \n",
       "1714       273497195.157957    440904930617.065247           1              0   \n",
       "1715       227611455.565397  17654561558901.683594           1              1   \n",
       "1716       256436374.372601  17642899320932.980469           1              0   \n",
       "1719       129624889.282551   2455742545025.096191           1              1   \n",
       "\n",
       "      n_peri_half  n_peri_tenth  n_peri_twentieth  rvir_innermost  z_entry  \\\n",
       "0               1             1                 1      685.016239     15.0   \n",
       "1               1             1                 1      627.443165  14.2308   \n",
       "2               1             1                 1      608.576912     15.0   \n",
       "3               1             1                 1       506.84972     15.0   \n",
       "4               1             1                 1      481.783289     15.0   \n",
       "...           ...           ...               ...             ...      ...   \n",
       "1713            1             0                 0      490.115158     15.0   \n",
       "1714            0             0                 0        198.5451  12.8947   \n",
       "1715            1             1                 1      684.856134     15.0   \n",
       "1716            1             0                 0      684.332204     15.0   \n",
       "1719            1             1                 1      354.722944     15.0   \n",
       "\n",
       "      z_innermost  \n",
       "0             0.0  \n",
       "1             0.0  \n",
       "2             0.0  \n",
       "3             0.0  \n",
       "4             0.0  \n",
       "...           ...  \n",
       "1713      0.00803  \n",
       "1714      0.01454  \n",
       "1715      0.00032  \n",
       "1716      0.00128  \n",
       "1719      0.00096  \n",
       "\n",
       "[1344 rows x 199 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat[dat['d_innermost'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(PearsonRResult(statistic=0.039272818148932506, pvalue=0.5197231746959967),\n",
       " PearsonRResult(statistic=-0.06968205219547995, pvalue=0.2529559329111554))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 3600x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(4)\n",
    "\n",
    "ax1.set_xscale('log')\n",
    "ax2.set_xscale('log')\n",
    "\n",
    "\n",
    "filt = dat['is_satellite'] & (dat['d_innermost'] != 0) & (dat['stars_mass_within_r50_stars'] <= 1e9)\n",
    "\n",
    "c = dat[filt]['stars_mass_within_r50_stars'] / dat[filt]['M_tot']\n",
    "# c = dat[filt]['n_peri_all']\n",
    "\n",
    "ax1.scatter(\n",
    "    dat[filt]['d_innermost'],\n",
    "    dat[filt]['beta_r50'],\n",
    "    s=10,\n",
    "    marker='^',\n",
    "    c=c,\n",
    "    # log scale for colors\n",
    "    # norm=mpl.colors.LogNorm(np.min(c), np.max(c))\n",
    ")\n",
    "\n",
    "ax1.set_xlabel(r'$d_{\\rm{min}}$')\n",
    "ax1.set_ylabel(r'$\\beta$')\n",
    "\n",
    "_scatter = ax2.scatter(\n",
    "    dat[filt]['d_innermost'] / dat[filt]['rvir_innermost'],\n",
    "    dat[filt]['beta_r50'],\n",
    "    s=10,\n",
    "    marker='^',\n",
    "    c=c,\n",
    "    # log scale for colors\n",
    "    # norm=mpl.colors.LogNorm(np.min(c), np.max(c))\n",
    ")\n",
    "\n",
    "cbar = fig.colorbar(_scatter, ax=[ax1, ax2])\n",
    "cbar.set_label(r'$M_*/M_{total}$')\n",
    "\n",
    "ax2.set_xlabel(r'$d_{\\rm{min}}/R_{vir}$')\n",
    "ax2.set_ylabel(r'$\\beta$')\n",
    "\n",
    "fig.savefig('paper/figs/me/beta-dmin.pdf')\n",
    "fig.savefig('ppt/beta-dmin.svg')\n",
    "\n",
    "(\n",
    "    pearsonr(\n",
    "        np.log(dat[filt]['d_innermost']),\n",
    "        dat[filt]['beta_r50']\n",
    "    ),\n",
    "    pearsonr(\n",
    "        np.log(dat[filt]['d_innermost'] / dat[filt]['rvir_innermost']),\n",
    "        dat[filt]['beta_r50']\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_filt = filt & (dat['d_innermost'] / dat['rvir_innermost'] > 0.2)\n",
    "\n",
    "d = dat\n",
    "\n",
    "m, b = np.polyfit(\n",
    "    np.log(d[d_filt]['d_innermost'] / d[d_filt]['rvir_innermost']).to_numpy(dtype='float64'),\n",
    "    d[d_filt]['beta_r50'].to_numpy(dtype='float64'),\n",
    "    deg=1,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(PearsonRResult(statistic=-0.03300316243020934, pvalue=0.6162313276588456),\n",
       " PearsonRResult(statistic=-0.32191121426661395, pvalue=5.123116936640364e-07),\n",
       " 'm=-0.18330684828000135',\n",
       " 'b=-0.0657330729377733',\n",
       " 'e**b=0.93638077630574',\n",
       " 'e**b * a=0.38182722429235405')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.set_xscale('log')\n",
    "\n",
    "_x = np.log(dat[d_filt]['d_innermost'] / dat[d_filt]['rvir_innermost'])\n",
    "\n",
    "ax.plot(\n",
    "    *zip(\n",
    "        *sorted(\n",
    "            zip(\n",
    "                    np.exp(_x),\n",
    "                    m*_x + b,\n",
    "            )\n",
    "        )\n",
    "    ),\n",
    "    c='purple'\n",
    ")\n",
    "\n",
    "_scatter = ax.scatter(\n",
    "    dat[d_filt]['d_innermost'] / dat[d_filt]['rvir_innermost'],\n",
    "    dat[d_filt]['beta_r50'],\n",
    "    s=10,\n",
    "    marker='^',\n",
    "    c=c[d_filt],\n",
    "    # log scale for colors\n",
    "    norm=mpl.colors.Normalize(np.min(c), np.max(c))\n",
    ")\n",
    "\n",
    "cbar = fig.colorbar(_scatter)\n",
    "cbar.set_label(r'$M_*/M_{total}$')\n",
    "\n",
    "ax.set_xlabel(r'$d_{\\rm{min}}/R_{vir}$')\n",
    "ax.set_ylabel(r'$\\beta$')\n",
    "\n",
    "ax.legend(('Best Fit', 'Satellites'))\n",
    "\n",
    "fig.savefig('paper/figs/me/beta-dmin-fit.pdf')\n",
    "fig.savefig('ppt/beta-dmin-fit.svg')\n",
    "\n",
    "(\n",
    "    pearsonr(\n",
    "        np.log(dat[d_filt]['d_innermost']),\n",
    "        dat[d_filt]['beta_r50']\n",
    "    ),\n",
    "    pearsonr(\n",
    "        np.log(dat[d_filt]['d_innermost'] / dat[d_filt]['rvir_innermost']),\n",
    "        dat[d_filt]['beta_r50']\n",
    "    ),\n",
    "    f'm={m}', f'b={b}', f'e**b={np.exp(b)}', f'e**b * a={np.exp(b) * 0.4077691831722127}'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1920x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "\n",
    "ax.set_xlim(3e6, 1e9)\n",
    "\n",
    "ax.set_xlabel(r'$M_{*} / M_\\odot$')\n",
    "ax.set_ylabel(r'$R_{*} (kpc)$')\n",
    "d = dat\n",
    "x, y = d[filt]['stars_mass_within_r50_stars_ahf'], d[filt]['r50_stars_ahf'] / h\n",
    "\n",
    "c=d[filt]['d_innermost']\n",
    "\n",
    "_m = ax.scatter(x, y, alpha=0.4, s=20, marker='^',\n",
    "                edgecolor='black', linewidth=0.5,\n",
    "                c=c,\n",
    "                norm=mpl.colors.LogNorm(np.min(c), np.max(c))\n",
    "                )\n",
    "fig.colorbar(_m, ax=ax).set_label(r'$d_{\\rm{min}}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'mask' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32mc:\\Users\\MkZee\\my_software\\thesis\\thesis\\flyby.ipynb Cell 18\u001b[0m in \u001b[0;36m<cell line: 15>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m y \u001b[39m=\u001b[39m datm[\u001b[39m'\u001b[39m\u001b[39mr50_stars_ahf\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m/\u001b[39m h\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=12'>13</a>\u001b[0m ax\u001b[39m.\u001b[39mplot(y\u001b[39m.\u001b[39msort_values(), y\u001b[39m.\u001b[39msort_values(), color\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mpurple\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=14'>15</a>\u001b[0m _scatter \u001b[39m=\u001b[39m ax\u001b[39m.\u001b[39mscatter(x, y, alpha\u001b[39m=\u001b[39m\u001b[39m0.4\u001b[39m, s\u001b[39m=\u001b[39m\u001b[39m20\u001b[39m, marker\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39m^\u001b[39m\u001b[39m'\u001b[39m,\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=15'>16</a>\u001b[0m                 edgecolor\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mblack\u001b[39m\u001b[39m'\u001b[39m, linewidth\u001b[39m=\u001b[39m\u001b[39m0.5\u001b[39m,\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=16'>17</a>\u001b[0m                 c\u001b[39m=\u001b[39mc[mask],\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=17'>18</a>\u001b[0m                 norm\u001b[39m=\u001b[39mmpl\u001b[39m.\u001b[39mcolors\u001b[39m.\u001b[39mNormalize(c\u001b[39m.\u001b[39mmin(), c\u001b[39m.\u001b[39mmax())\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=18'>19</a>\u001b[0m )\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=20'>21</a>\u001b[0m fig\u001b[39m.\u001b[39mcolorbar(_scatter)\u001b[39m.\u001b[39mset_label(\u001b[39mr\u001b[39m\u001b[39m'\u001b[39m\u001b[39m$M_\u001b[39m\u001b[39m{\u001b[39m\u001b[39m*}/M_\u001b[39m\u001b[39m{\u001b[39m\u001b[39m\\\u001b[39m\u001b[39mrm\u001b[39m\u001b[39m{tot}\u001b[39;00m\u001b[39m}$\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/MkZee/my_software/thesis/thesis/flyby.ipynb#X23sZmlsZQ%3D%3D?line=22'>23</a>\u001b[0m ax\u001b[39m.\u001b[39mset_xscale(\u001b[39m'\u001b[39m\u001b[39mlog\u001b[39m\u001b[39m'\u001b[39m)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'mask' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "datm = dat[filt].copy()\n",
    "\n",
    "x = (\n",
    "    0.38182722429235405\n",
    "    * datm['stars_mass_within_r50_stars_ahf']**0.15\n",
    "    * (datm['d_innermost'] / datm['rvir_innermost'])**-0.18\n",
    ")\n",
    "\n",
    "y = datm['r50_stars_ahf'] / h\n",
    "\n",
    "ax.plot(y.sort_values(), y.sort_values(), color='purple')\n",
    "\n",
    "_scatter = ax.scatter(x, y, alpha=0.4, s=20, marker='^',\n",
    "                edgecolor='black', linewidth=0.5,\n",
    "                c=c[mask],\n",
    "                norm=mpl.colors.Normalize(c.min(), c.max())\n",
    ")\n",
    "\n",
    "fig.colorbar(_scatter).set_label(r'$M_{*}/M_{\\rm{tot}}$')\n",
    "\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "\n",
    "ax.set_xbound((3, 20))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "thesis",
   "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": "3.10.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}