{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4001400c-d3ca-479c-a1c3-c0b4a632e511",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'plot_utils' from '/lcrc/project/cosmo_ai/nramachandra/Projects/SPHEREx/MAH/HACCnPaint/Cores/Lite/lite_mocks/plot_utils.py'>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "from load_supermock_lite import load_single_skypatch, combine_multiple_skypatches\n",
    "from plot_utils import calculate_and_plot_hmf, calculate_and_plot_dN_dz, basemap_plot\n",
    "\n",
    "import plot_utils\n",
    "import importlib\n",
    "importlib.reload(plot_utils)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7bd91e5-b967-4d8c-855e-a2d6629559fc",
   "metadata": {},
   "source": [
    "### SuperMockLite:\n",
    "* This is an intermediate dataproduct\n",
    "* In this dataset, the full sky is divided to 192 patches. \n",
    "* Each skypatch is in separate files and can be loaded individually or together (loaders provided). \n",
    "* This is a core catalog in the sky. There are no stellar masses, star formation histories, SEDs, photometries.\n",
    "* Useful if you want to apply simple HODs, paint. \n",
    "* Full catalog (with SFHs, SEDs etc is roughly 200x bigger in storage is being generated\n",
    "* This catalog consists of over 6.9 billion cores: consisting of centrals, satellites and merged cores. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f69f57ba-1d11-4c49-8974-2b470adfaefb",
   "metadata": {},
   "source": [
    "### Loading single skypatch. The skypatch ID can be: 1-191"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fdaaf59e-0dd0-4b8f-9b75-d8a91d693350",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available match keys:  dict_keys(['central', 'core_state', 'core_tag', 'dec', 'merged', 'ra', 'redshift', 'tree_node_mass', 'x', 'y', 'z'])\n",
      "Matches:  (36183807,) Skypatch:  130\n",
      "Time taken 0.26 minutes\n"
     ]
    }
   ],
   "source": [
    "time1 = time.time()\n",
    "target_skypatch_id = 130\n",
    "output_file = f\"finished_mocks/supermock_lite_lightcone_skypatch_{target_skypatch_id}.h5\"\n",
    "# Load matches_for_lc from the HDF5 file\n",
    "core_catalog = load_single_skypatch(output_file)\n",
    "print('Available match keys: ', core_catalog.keys())\n",
    "print('Matches: ', core_catalog['x'].shape, 'Skypatch: ', target_skypatch_id)\n",
    "time2 = time.time()\n",
    "print(f'Time taken %.2f minutes'%((time2 - time1)/60))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ebca2f8-7f11-4db8-a4b2-266554f8823b",
   "metadata": {},
   "source": [
    "### Loading multiple skypatches. You may choose to load all or part, based on file patterns. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6da24da-3e79-44f3-a9ed-6d4698530578",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 191 files matching pattern 'finished_mocks/supermock_lite_lightcone_skypatch_*.h5'.\n",
      "Loading file 1/191: supermock_lite_lightcone_skypatch_1.h5\n",
      "Expected 'tree_node_mass' ndim set to 1 based on 'supermock_lite_lightcone_skypatch_1.h5'.\n",
      "Loading file 2/191: supermock_lite_lightcone_skypatch_10.h5\n",
      "Loading file 3/191: supermock_lite_lightcone_skypatch_100.h5\n",
      "Loading file 4/191: supermock_lite_lightcone_skypatch_101.h5\n",
      "Loading file 5/191: supermock_lite_lightcone_skypatch_102.h5\n",
      "Loading file 6/191: supermock_lite_lightcone_skypatch_103.h5\n",
      "Loading file 7/191: supermock_lite_lightcone_skypatch_104.h5\n",
      "Loading file 8/191: supermock_lite_lightcone_skypatch_105.h5\n",
      "Loading file 9/191: supermock_lite_lightcone_skypatch_106.h5\n",
      "Loading file 10/191: supermock_lite_lightcone_skypatch_107.h5\n",
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      "Loading file 187/191: supermock_lite_lightcone_skypatch_95.h5\n",
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      "Loading file 189/191: supermock_lite_lightcone_skypatch_97.h5\n",
      "Loading file 190/191: supermock_lite_lightcone_skypatch_98.h5\n",
      "Loading file 191/191: supermock_lite_lightcone_skypatch_99.h5\n",
      "Combined key 'central' with shape (6909468978,).\n",
      "Combined key 'core_state' with shape (6909468978,).\n",
      "Combined key 'core_tag' with shape (6909468978,).\n",
      "Combined key 'dec' with shape (6909468978,).\n",
      "Combined key 'merged' with shape (6909468978,).\n",
      "Combined key 'ra' with shape (6909468978,).\n",
      "Combined key 'redshift' with shape (6909468978,).\n",
      "Combined key 'tree_node_mass' with shape (6909468978,).\n",
      "Combined key 'x' with shape (6909468978,).\n",
      "Combined key 'y' with shape (6909468978,).\n",
      "Combined key 'z' with shape (6909468978,).\n",
      "All catalogs have been successfully combined.\n",
      "Time taken 56.76 minutes\n"
     ]
    }
   ],
   "source": [
    "# Define the glob pattern to match your HDF5 files\n",
    "# Adjust the path and pattern as needed\n",
    "file_pattern = \"finished_mocks/supermock_lite_lightcone_skypatch_*.h5\"\n",
    "\n",
    "\n",
    "time1 = time.time()\n",
    "\n",
    "# Call the function to combine skypatch catalogs\n",
    "try:\n",
    "    core_catalog = combine_multiple_skypatches(file_pattern)\n",
    "except FileNotFoundError as fnf_error:\n",
    "    print(fnf_error)\n",
    "except ValueError as val_error:\n",
    "    print(val_error)\n",
    "\n",
    "time2 = time.time()\n",
    "print(f'Time taken %.2f minutes'%((time2 - time1)/60))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e772ebd7-64ad-45b1-a0b9-4dabb18673a7",
   "metadata": {},
   "source": [
    "### Central, satellite and merged cores\n",
    "#### Use the selection tags below to choose the type of core/galaxies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1eeaf068-5c66-4546-a6ac-12c391845576",
   "metadata": {},
   "outputs": [],
   "source": [
    "central_cond = (core_catalog['central'] == 1)\n",
    "satellite_cond = (core_catalog['central'] == 0) & (core_catalog['merged'] == 0)\n",
    "merged_cond = (core_catalog['central'] == 0) & (core_catalog['merged'] == 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c295375-87f8-4676-a192-38cb1e9add66",
   "metadata": {},
   "outputs": [],
   "source": [
    "central_halo_mass = core_catalog['tree_node_mass'][central_cond]\n",
    "satellite_halo_mass = core_catalog['tree_node_mass'][satellite_cond]\n",
    "\n",
    "## Remove -1 \n",
    "central_halo_mass = central_halo_mass[central_halo_mass != -1]\n",
    "satellite_halo_mass = satellite_halo_mass[satellite_halo_mass != -1]\n",
    "\n",
    "redshift_central = core_catalog['redshift'][central_cond]\n",
    "redshift_satellite = core_catalog['redshift'][satellite_cond]\n",
    "\n",
    "redshift_central = redshift_central[redshift_central != -1]\n",
    "redshift_satellite = redshift_satellite[redshift_satellite != -1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c7ae6e8-a99e-40ad-b2d5-4ab9cc173eb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "ra_central = core_catalog['ra'][central_cond]\n",
    "ra_satellite = core_catalog['ra'][satellite_cond]\n",
    "\n",
    "ra_central = ra_central[ra_central != -1]\n",
    "ra_satellite = ra_satellite[ra_satellite != -1]\n",
    "\n",
    "dec_central = core_catalog['dec'][central_cond]\n",
    "dec_satellite = core_catalog['dec'][satellite_cond]\n",
    "\n",
    "dec_central = dec_central[dec_central != -1]\n",
    "dec_satellite = dec_satellite[dec_satellite != -1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07315478-9a6e-4bb3-a426-61e2cd065085",
   "metadata": {},
   "source": [
    "### Sample plotting routines: Halo mass function --- all routines are trials only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "832e9149-65b4-4a9d-bec8-b819f96ad04a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_bins = 40 #np.linspace( 10.5, 16, 100)\n",
    "\n",
    "n_cen = int(central_halo_mass.shape[0]*0.01)\n",
    "n_sat = int(satellite_halo_mass.shape[0]*0.01)\n",
    "\n",
    "random_cen_indices = np.random.randint(low=0, high=central_halo_mass.shape[0], size=n_cen)\n",
    "random_sat_indices = np.random.randint(low=0, high=satellite_halo_mass.shape[0], size=n_sat)\n",
    "\n",
    "mass_arrays = [central_halo_mass[random_cen_indices], satellite_halo_mass[random_sat_indices]]\n",
    "labels = ['Centrals: N=%e'%central_halo_mass.shape[0], 'Satellites: N=%e'%satellite_halo_mass.shape[0]]\n",
    "\n",
    "# Define the survey or simulation volume in Mpc^3\n",
    "L = 5025  # Mpc\n",
    "volume = L**3  # Mpc^3\n",
    "\n",
    "# Call the function to calculate and plot the HMF\n",
    "calculate_and_plot_hmf(mass_arrays, labels, volume, num_bins=num_bins)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61075615-2723-4e42-9ba0-9f483c0081d5",
   "metadata": {},
   "source": [
    "### Sample plotting routines: Redshift distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "937c3ebd-f24f-4eec-a589-8ca5cfbccf30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_bins = 40\n",
    "mass_arrays = [redshift_central[random_cen_indices], redshift_satellite[random_sat_indices]]\n",
    "labels = ['Centrals: N=%e'%central_halo_mass.shape[0], 'Satellites: N=%e'%satellite_halo_mass.shape[0]]\n",
    "\n",
    "# Define the survey or simulation volume in Mpc^3\n",
    "L = 5025  # Mpc\n",
    "volume = L**3  # Mpc^3\n",
    "\n",
    "# Call the function to calculate and plot the HMF\n",
    "calculate_and_plot_dN_dz(mass_arrays, labels, volume, num_bins=num_bins)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62faea9d-3d50-4fec-bcdf-d9427049c164",
   "metadata": {},
   "source": [
    "### Sample plotting routines: Sky coverage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6be4983a-bf4e-4f3f-ae6e-20486c8e8c0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "basemap_plot(ra_central, dec_central, 'w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "786db29b-22f3-4e40-9c4a-e839b4a15552",
   "metadata": {},
   "outputs": [],
   "source": [
    "# basemap_plot(ra_satellite, dec_satellite, 'w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95b551f3-abcc-49f2-9363-904ee59b2ab7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
