usage_EUCLID.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Example notebook to explain the usage of the code\n",
    "---\n",
    "Author: Pierre Burger\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# First import all packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pylab as plt\n",
    "import modules\n",
    "from astropy.io import fits\n",
    "import treecorr\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm  # For progress bars\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "LensingMocks = modules.LensingMocks(download_dir='T17_data',output_dir='outputs',nres = 12, nsbins = 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load in some n(z) and define the N(z) that the code used to get the right number of galaxies ad the right redshift bin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import healpy as hp\n",
    "number_of_galaxies = hp.nside2pixarea(nside=1,degrees=True)*12*3600*0.3\n",
    "\n",
    "nofz_FS2_mean = np.loadtxt('nofz/nofz_FS2_mean.dat')\n",
    "nofz_FS2_mean[:,1] = nofz_FS2_mean[:,1]/np.sum(nofz_FS2_mean[:,1])\n",
    "nofz_FS2_cumsum = np.cumsum(nofz_FS2_mean[:,1])\n",
    "\n",
    "Nsbin = 5\n",
    "zbin = [0]\n",
    "for bin in [1/Nsbin,2/Nsbin,3/Nsbin,4/Nsbin]:\n",
    "    zbin.append(np.where(abs(nofz_FS2_cumsum-bin).min()==abs(nofz_FS2_cumsum-bin))[0][0])\n",
    "zbin.append(len(nofz_FS2_cumsum))\n",
    "\n",
    "nz_list = np.array([np.zeros_like(nofz_FS2_mean[:,1]) for i in range(Nsbin)])\n",
    "z_list = np.array([np.zeros_like(nofz_FS2_mean[:,0]) for i in range(Nsbin)])\n",
    "for i in range(5):\n",
    "    z_list[i]=nofz_FS2_mean[:,0]-0.005\n",
    "    nz_list[i,zbin[i]:zbin[i+1]]=nofz_FS2_mean[zbin[i]:zbin[i+1],1]*number_of_galaxies\n",
    "    \n",
    "LensingMocks.compute_T17_Nz(z_persbin=z_list, Nz_persbin=nz_list)\n",
    "\n",
    "for i in range(5):\n",
    "    plt.plot(z_list[i],nz_list[i],c='C'+str(i))\n",
    "    plt.plot(LensingMocks.zbins[:,0],LensingMocks.N_T17_persbin[i]/7,c='C'+str(i),linestyle='--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44553198.14937281"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number_of_galaxies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.34836930e-06, 8.05817663e-05, 3.62833196e-04, 9.99327846e-04,\n",
       "       2.20455225e-03, 3.75855414e-03, 5.54846314e-03, 7.73849414e-03,\n",
       "       1.01378743e-02, 1.34405013e-02, 1.70641872e-02, 2.07943985e-02,\n",
       "       2.44636294e-02, 2.88159146e-02, 3.28455625e-02, 3.72745713e-02,\n",
       "       4.20485621e-02, 4.69168817e-02, 5.19207307e-02, 5.69324679e-02,\n",
       "       6.24254024e-02, 6.79112096e-02, 7.37805943e-02, 7.99188313e-02,\n",
       "       8.58905538e-02, 9.24475130e-02, 9.93024529e-02, 1.06262307e-01,\n",
       "       1.13331337e-01, 1.20283482e-01, 1.27336161e-01, 1.34373361e-01,\n",
       "       1.41526411e-01, 1.48901703e-01, 1.56272442e-01, 1.63876669e-01,\n",
       "       1.71509268e-01, 1.79429606e-01, 1.87450659e-01, 1.95664133e-01,\n",
       "       2.03809314e-01, 2.12199468e-01, 2.20526003e-01, 2.29167331e-01,\n",
       "       2.37864079e-01, 2.46363906e-01, 2.54659814e-01, 2.63189523e-01,\n",
       "       2.71816444e-01, 2.80641566e-01, 2.89426114e-01, 2.98058398e-01,\n",
       "       3.06668616e-01, 3.15522225e-01, 3.24320750e-01, 3.33045963e-01,\n",
       "       3.41774073e-01, 3.50308680e-01, 3.59038966e-01, 3.68065437e-01,\n",
       "       3.76972017e-01, 3.85900692e-01, 3.94753653e-01, 4.03557975e-01,\n",
       "       4.12421325e-01, 4.21250192e-01, 4.30068916e-01, 4.38876900e-01,\n",
       "       4.47523971e-01, 4.56016600e-01, 4.64620177e-01, 4.73233720e-01,\n",
       "       4.81830393e-01, 4.90383321e-01, 4.98852179e-01, 5.07281068e-01,\n",
       "       5.15623903e-01, 5.23794566e-01, 5.31933617e-01, 5.40071082e-01,\n",
       "       5.48186759e-01, 5.56370588e-01, 5.64438836e-01, 5.72358012e-01,\n",
       "       5.80227306e-01, 5.88146961e-01, 5.96076881e-01, 6.03849773e-01,\n",
       "       6.11629633e-01, 6.19412908e-01, 6.26994686e-01, 6.34457905e-01,\n",
       "       6.41980284e-01, 6.49261683e-01, 6.56278300e-01, 6.63146543e-01,\n",
       "       6.70055336e-01, 6.76691241e-01, 6.83265913e-01, 6.89786312e-01,\n",
       "       6.96033197e-01, 7.02280572e-01, 7.08440050e-01, 7.14455912e-01,\n",
       "       7.20344380e-01, 7.26096675e-01, 7.31685697e-01, 7.37239677e-01,\n",
       "       7.42686863e-01, 7.48061245e-01, 7.53330521e-01, 7.58561768e-01,\n",
       "       7.63653611e-01, 7.68633299e-01, 7.73512329e-01, 7.78317401e-01,\n",
       "       7.82966170e-01, 7.87458241e-01, 7.91870930e-01, 7.96158080e-01,\n",
       "       8.00395159e-01, 8.04560755e-01, 8.08654379e-01, 8.12664303e-01,\n",
       "       8.16565278e-01, 8.20410047e-01, 8.24253478e-01, 8.27970436e-01,\n",
       "       8.31619030e-01, 8.35129516e-01, 8.38578073e-01, 8.41936957e-01,\n",
       "       8.45218920e-01, 8.48451801e-01, 8.51611927e-01, 8.54638610e-01,\n",
       "       8.57609982e-01, 8.60563353e-01, 8.63475461e-01, 8.66316870e-01,\n",
       "       8.69119563e-01, 8.71915328e-01, 8.74643470e-01, 8.77320580e-01,\n",
       "       8.79929996e-01, 8.82479291e-01, 8.85042838e-01, 8.87575644e-01,\n",
       "       8.90053322e-01, 8.92506106e-01, 8.94917742e-01, 8.97265737e-01,\n",
       "       8.99556712e-01, 9.01804599e-01, 9.04003464e-01, 9.06163529e-01,\n",
       "       9.08279064e-01, 9.10340901e-01, 9.12383041e-01, 9.14381646e-01,\n",
       "       9.16296605e-01, 9.18165291e-01, 9.20016699e-01, 9.21828189e-01,\n",
       "       9.23595393e-01, 9.25336400e-01, 9.27052190e-01, 9.28696803e-01,\n",
       "       9.30300618e-01, 9.31899646e-01, 9.33459517e-01, 9.34974968e-01,\n",
       "       9.36464575e-01, 9.37922956e-01, 9.39362425e-01, 9.40753744e-01,\n",
       "       9.42117766e-01, 9.43459745e-01, 9.44783874e-01, 9.46070577e-01,\n",
       "       9.47337565e-01, 9.48579347e-01, 9.49798755e-01, 9.51005639e-01,\n",
       "       9.52200820e-01, 9.53381888e-01, 9.54527088e-01, 9.55651901e-01,\n",
       "       9.56775479e-01, 9.57874065e-01, 9.58944007e-01, 9.59997687e-01,\n",
       "       9.61045927e-01, 9.62069786e-01, 9.63080993e-01, 9.64076210e-01,\n",
       "       9.65047796e-01, 9.66008881e-01, 9.66958989e-01, 9.67902686e-01,\n",
       "       9.68816379e-01, 9.69694610e-01, 9.70549428e-01, 9.71389514e-01,\n",
       "       9.72203975e-01, 9.72997443e-01, 9.73779667e-01, 9.74537687e-01,\n",
       "       9.75274372e-01, 9.75991477e-01, 9.76678251e-01, 9.77352712e-01,\n",
       "       9.78003437e-01, 9.78646738e-01, 9.79271313e-01, 9.79878423e-01,\n",
       "       9.80462234e-01, 9.81035085e-01, 9.81602218e-01, 9.82150452e-01,\n",
       "       9.82684634e-01, 9.83210800e-01, 9.83723481e-01, 9.84218103e-01,\n",
       "       9.84697088e-01, 9.85160243e-01, 9.85610231e-01, 9.86043610e-01,\n",
       "       9.86466876e-01, 9.86878099e-01, 9.87273400e-01, 9.87660656e-01,\n",
       "       9.88042929e-01, 9.88410351e-01, 9.88767652e-01, 9.89116472e-01,\n",
       "       9.89455516e-01, 9.89787346e-01, 9.90109878e-01, 9.90424828e-01,\n",
       "       9.90732280e-01, 9.91035493e-01, 9.91328059e-01, 9.91613218e-01,\n",
       "       9.91893784e-01, 9.92165360e-01, 9.92431608e-01, 9.92688144e-01,\n",
       "       9.92935808e-01, 9.93180817e-01, 9.93419105e-01, 9.93649181e-01,\n",
       "       9.93874563e-01, 9.94093816e-01, 9.94305906e-01, 9.94510229e-01,\n",
       "       9.94710040e-01, 9.94907258e-01, 9.95101235e-01, 9.95288428e-01,\n",
       "       9.95467578e-01, 9.95638827e-01, 9.95805903e-01, 9.95969839e-01,\n",
       "       9.96128637e-01, 9.96281838e-01, 9.96430795e-01, 9.96577543e-01,\n",
       "       9.96719928e-01, 9.96858088e-01, 9.96994183e-01, 9.97127266e-01,\n",
       "       9.97257663e-01, 9.97382702e-01, 9.97506126e-01, 9.97626347e-01,\n",
       "       9.97744714e-01, 9.97860375e-01, 9.97974752e-01, 9.98087053e-01,\n",
       "       9.98197631e-01, 9.98306448e-01, 9.98411516e-01, 9.98514890e-01,\n",
       "       9.98617777e-01, 9.98719322e-01, 9.98820532e-01, 9.98919012e-01,\n",
       "       9.99015024e-01, 9.99111059e-01, 9.99205231e-01, 9.99298687e-01,\n",
       "       9.99391655e-01, 9.99483796e-01, 9.99572901e-01, 9.99660832e-01,\n",
       "       9.99747978e-01, 9.99834568e-01, 9.99920382e-01, 9.99991738e-01,\n",
       "       9.99999984e-01, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n",
       "       1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n",
       "       1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n",
       "       1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n",
       "       1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nofz_FS2_cumsum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check if all files are available for the chosen line-of-sight (los) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All source files available\n",
      "Density file T17_data/allskymap_nres12r000.delta_shell.dat available\n"
     ]
    }
   ],
   "source": [
    "los = 0\n",
    "LensingMocks.check_files(los=los)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare the galaxy postions using the density maps, which ensures we have source clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:   0%|          | 0/38 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.9725341796875, 'percent': 27.1, 'used': 11.329483032226562, 'free': 26.370819091796875, 'active': 8.04931640625, 'inactive': 7.786529541015625, 'wired': 3.2801666259765625}\n",
      "precomputing /outputs/gal_pos_zbin0_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin0_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin0_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin0_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin0_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:   3%|▎         | 1/38 [00:05<03:10,  5.14s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.82279968261719, 'percent': 27.5, 'used': 11.482528686523438, 'free': 25.401626586914062, 'active': 7.924774169921875, 'inactive': 8.592025756835938, 'wired': 3.5577545166015625}\n",
      "precomputing /outputs/gal_pos_zbin1_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin1_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin1_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin1_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin1_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:   5%|▌         | 2/38 [00:10<03:01,  5.04s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 35.042144775390625, 'percent': 27.0, 'used': 11.279022216796875, 'free': 24.873291015625, 'active': 8.105148315429688, 'inactive': 9.335891723632812, 'wired': 3.1738739013671875}\n",
      "precomputing /outputs/gal_pos_zbin2_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin2_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin2_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin2_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin2_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:   8%|▊         | 3/38 [00:14<02:53,  4.97s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 35.0328369140625, 'percent': 27.0, 'used': 11.28302001953125, 'free': 24.172882080078125, 'active': 7.84564208984375, 'inactive': 10.02252197265625, 'wired': 3.4373779296875}\n",
      "precomputing /outputs/gal_pos_zbin3_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin3_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin3_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin3_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin3_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  11%|█         | 4/38 [00:19<02:47,  4.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.930755615234375, 'percent': 27.2, 'used': 11.403640747070312, 'free': 23.319671630859375, 'active': 8.345260620117188, 'inactive': 10.762741088867188, 'wired': 3.058380126953125}\n",
      "precomputing /outputs/gal_pos_zbin4_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin4_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin4_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin4_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin4_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  13%|█▎        | 5/38 [00:24<02:40,  4.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.95408630371094, 'percent': 27.2, 'used': 11.385086059570312, 'free': 22.602767944335938, 'active': 8.313156127929688, 'inactive': 11.495864868164062, 'wired': 3.071929931640625}\n",
      "precomputing /outputs/gal_pos_zbin5_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin5_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin5_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin5_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin5_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  16%|█▌        | 6/38 [00:29<02:34,  4.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.64057922363281, 'percent': 27.8, 'used': 11.707229614257812, 'free': 21.66339111328125, 'active': 7.669830322265625, 'inactive': 12.114166259765625, 'wired': 4.0373992919921875}\n",
      "precomputing /outputs/gal_pos_zbin6_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin6_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin6_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin6_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin6_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  18%|█▊        | 7/38 [00:34<02:31,  4.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.79486083984375, 'percent': 27.5, 'used': 11.551162719726562, 'free': 21.06231689453125, 'active': 8.309661865234375, 'inactive': 12.860931396484375, 'wired': 3.2415008544921875}\n",
      "precomputing /outputs/gal_pos_zbin7_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin7_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin7_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin7_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin7_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  21%|██        | 8/38 [00:39<02:25,  4.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.58802795410156, 'percent': 27.9, 'used': 11.7574462890625, 'free': 20.100692749023438, 'active': 7.6063232421875, 'inactive': 13.60662841796875, 'wired': 4.151123046875}\n",
      "precomputing /outputs/gal_pos_zbin8_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin8_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin8_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin8_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin8_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  24%|██▎       | 9/38 [00:44<02:20,  4.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.56109619140625, 'percent': 28.0, 'used': 11.78643798828125, 'free': 19.2757568359375, 'active': 7.80841064453125, 'inactive': 14.372787475585938, 'wired': 3.97802734375}\n",
      "precomputing /outputs/gal_pos_zbin9_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin9_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin9_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin9_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin9_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  26%|██▋       | 10/38 [00:48<02:14,  4.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.66804504394531, 'percent': 27.8, 'used': 11.68365478515625, 'free': 18.61260986328125, 'active': 8.438568115234375, 'inactive': 15.132354736328125, 'wired': 3.245086669921875}\n",
      "precomputing /outputs/gal_pos_zbin10_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin10_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin10_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin10_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin10_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  29%|██▉       | 11/38 [00:53<02:12,  4.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.75706481933594, 'percent': 27.6, 'used': 11.591262817382812, 'free': 17.911590576171875, 'active': 8.34649658203125, 'inactive': 15.911941528320312, 'wired': 3.2447662353515625}\n",
      "precomputing /outputs/gal_pos_zbin11_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin11_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin11_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin11_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin11_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  32%|███▏      | 12/38 [00:58<02:06,  4.85s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 34.762542724609375, 'percent': 27.6, 'used': 11.586196899414062, 'free': 17.14794921875, 'active': 8.34063720703125, 'inactive': 16.670333862304688, 'wired': 3.2455596923828125}\n",
      "precomputing /outputs/gal_pos_zbin12_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin12_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin12_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin12_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin12_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  34%|███▍      | 13/38 [01:03<02:00,  4.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "{'total': 48.0, 'available': 34.771942138671875, 'percent': 27.6, 'used': 11.577926635742188, 'free': 16.397293090820312, 'active': 8.308792114257812, 'inactive': 17.420074462890625, 'wired': 3.269134521484375}\n",
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      "precomputing /outputs/gal_pos_zbin36_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin36_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin36_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin36_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells:  97%|█████████▋| 37/38 [02:54<00:04,  4.47s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total': 48.0, 'available': 31.251556396484375, 'percent': 34.9, 'used': 14.745880126953125, 'free': 2.4640655517578125, 'active': 11.758071899414062, 'inactive': 28.748504638671875, 'wired': 2.9878082275390625}\n",
      "precomputing /outputs/gal_pos_zbin37_sbin0.npz\n",
      "precomputing /outputs/gal_pos_zbin37_sbin1.npz\n",
      "precomputing /outputs/gal_pos_zbin37_sbin2.npz\n",
      "precomputing /outputs/gal_pos_zbin37_sbin3.npz\n",
      "precomputing /outputs/gal_pos_zbin37_sbin4.npz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading density shells: 100%|██████████| 38/38 [02:59<00:00,  4.71s/it]\n"
     ]
    }
   ],
   "source": [
    "LensingMocks.create_gal_positions(los = los, overwrite=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the final catalogues with columns: (ra, dec, kappa, gamma1, gamma2, eobs1, eobs2, weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Combining source planes: 100%|██████████| 38/38 [00:04<00:00,  7.98it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([1.00072743, 1.00079507, 1.00090511, 0.99917108, 0.99945569])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LensingMocks.conduct_source_planes(los=0, sbin=3)\n",
    "\n",
    "hist = plt.hist(LensingMocks.redshift_sbin,bins=LensingMocks.zbins[:,1])\n",
    "plt.plot(LensingMocks.zbins[:,0],LensingMocks.N_T17_persbin[3],c='C'+str(3),linestyle='--')\n",
    "plt.show()\n",
    "\n",
    "hist[0][13:18]/LensingMocks.N_T17_persbin[3][13:18]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44553198.14937281"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number_of_galaxies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9997726516675555"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(LensingMocks.N_T17_persbin)/number_of_galaxies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Combining source planes: 100%|██████████| 38/38 [00:06<00:00,  6.09it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adding noise\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Combining source planes: 100%|██████████| 38/38 [00:04<00:00,  8.73it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adding noise\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Combining source planes: 100%|██████████| 38/38 [00:03<00:00, 10.69it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adding noise\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Combining source planes: 100%|██████████| 38/38 [00:04<00:00,  8.01it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adding noise\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Combining source planes: 100%|██████████| 38/38 [00:11<00:00,  3.44it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adding noise\n"
     ]
    }
   ],
   "source": [
    "epsilon_cov = np.array([[(0.3/np.sqrt(2))**2,0.0],[0.0,(0.3/np.sqrt(2))**2]])\n",
    "epsilon_mean = np.array([0.0,0.0])\n",
    "\n",
    "gamma_tables = []\n",
    "for sbin in range(5): \n",
    "    gamma_tables.append(LensingMocks.create_sigma_shear_catalogue(los = 0, sbin = sbin, epsilon_cov = epsilon_cov, epsilon_mean=epsilon_mean))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute the $\\xi_\\pm$ using treecorr to check if catalogues are properly created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    " \n",
    "for sbin1 in range(5):\n",
    "    for sbin2 in np.arange(sbin1,5):\n",
    "\n",
    "        cat1 = treecorr.Catalog(ra=gamma_tables[sbin1]['ra'], dec=gamma_tables[sbin1]['dec'], g1=gamma_tables[sbin1]['gamma1'], g2=-gamma_tables[sbin1]['gamma2'], w=gamma_tables[sbin1]['weights'], ra_units='deg', dec_units='deg')\n",
    "        cat2 = treecorr.Catalog(ra=gamma_tables[sbin2]['ra'], dec=gamma_tables[sbin2]['dec'], g1=gamma_tables[sbin2]['gamma1'], g2=-gamma_tables[sbin2]['gamma2'], w=gamma_tables[sbin2]['weights'], ra_units='deg', dec_units='deg')\n",
    "\n",
    "        # Set up the correlation function\n",
    "        gg = treecorr.GGCorrelation(nbins=10, min_sep=1, max_sep=100, sep_units='arcmin')\n",
    "\n",
    "        # Process the catalogue to compute xi+ and xi-\n",
    "        gg.process(cat1,cat2)\n",
    "\n",
    "        # Output the results to a file\n",
    "        gg.write('outputs/xi_EUCLID'+str(sbin1)+'_'+str(sbin2)+'.dat')\n",
    "        \n",
    "        cat1 = treecorr.Catalog(ra=gamma_tables[sbin1]['ra'], dec=gamma_tables[sbin1]['dec'], g1=gamma_tables[sbin1]['eobs1'], g2=-gamma_tables[sbin1]['eobs2'], w=gamma_tables[sbin1]['weights'], ra_units='deg', dec_units='deg')\n",
    "        cat2 = treecorr.Catalog(ra=gamma_tables[sbin2]['ra'], dec=gamma_tables[sbin2]['dec'], g1=gamma_tables[sbin2]['eobs1'], g2=-gamma_tables[sbin2]['eobs2'], w=gamma_tables[sbin2]['weights'], ra_units='deg', dec_units='deg')\n",
    "\n",
    "        # Set up the correlation function\n",
    "        gg = treecorr.GGCorrelation(nbins=10, min_sep=1, max_sep=100, sep_units='arcmin')\n",
    "\n",
    "        # Process the catalogue to compute xi+ and xi-\n",
    "        gg.process(cat1,cat2)\n",
    "\n",
    "        # Output the results to a file\n",
    "        gg.write('outputs/xi_EUCLID_noise_'+str(sbin1)+'_'+str(sbin2)+'.dat')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the $\\xi_\\pm$ for noisefree and noisy data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "nsbins = 5\n",
    "fig, axes = plt.subplots(nsbins, nsbins, figsize=(4 * nsbins, 2 * nsbins), sharex='col',sharey=True)\n",
    "plt.subplots_adjust(wspace=0.05, hspace=0.05)\n",
    "\n",
    "for i in range(5):\n",
    "    for j in range(i, 5):\n",
    "        ax = axes[j, i]\n",
    "        \n",
    "        data = np.loadtxt('outputs/xi_Euclid'+str(i)+'_'+str(j)+'.dat')\n",
    "        ax.loglog(data[:,1],data[:,3], color='C0',label=f'noisefree sbin1: {i+1}, sbin2: {j+1}')\n",
    "        \n",
    "        data = np.loadtxt('outputs/xi_Euclid_noise_'+str(i)+'_'+str(j)+'.dat')\n",
    "        ax.loglog(data[:,1],data[:,3], color='C1',label=f'noisy sbin1: {i+1}, sbin2: {j+1}')\n",
    "        \n",
    "        ax.legend()\n",
    "        \n",
    "        if j != nsbins - 1:\n",
    "            ax.set_xticklabels([])\n",
    "        else:\n",
    "            ax.set_xlabel('Separation (arcmin)')\n",
    "\n",
    "        # Hide y tick labels except for the leftmost column\n",
    "        if i != 0:\n",
    "            ax.set_yticklabels([])\n",
    "        else:\n",
    "            ax.set_ylabel(r'$\\xi_+$')\n",
    "            \n",
    "    for j in range(0, i):\n",
    "            axes[j, i].axis('off')\n",
    "  \n",
    "plt.show()          \n",
    "            \n",
    "fig, axes = plt.subplots(nsbins, nsbins, figsize=(4 * nsbins, 2 * nsbins), sharex='col',sharey=True)\n",
    "plt.subplots_adjust(wspace=0.05, hspace=0.05)\n",
    "for i in range(5):\n",
    "    for j in range(i, 5):\n",
    "        \n",
    "        \n",
    "        ax = axes[j, i]\n",
    "        \n",
    "        data = np.loadtxt('outputs/xi_Euclid'+str(i)+'_'+str(j)+'.dat')\n",
    "        ax.loglog(data[:,1],data[:,4], color='C0',label=f'noisefree sbin1: {i+1}, sbin2: {j+1}')\n",
    "        \n",
    "        data = np.loadtxt('outputs/xi_Euclid_noise_'+str(i)+'_'+str(j)+'.dat')\n",
    "        ax.loglog(data[:,1],data[:,4], color='C1',label=f'noisy sbin1: {i+1}, sbin2: {j+1}')\n",
    "        \n",
    "        ax.legend()\n",
    "        if j != nsbins - 1:\n",
    "            ax.set_xticklabels([])\n",
    "        else:\n",
    "            ax.set_xlabel('Separation (arcmin)')\n",
    "\n",
    "        # Hide y tick labels except for the leftmost column\n",
    "        if i != 0:\n",
    "            ax.set_yticklabels([])\n",
    "        else:\n",
    "            ax.set_ylabel(r'$\\xi_-$')\n",
    "            \n",
    "    for j in range(0, i):\n",
    "            axes[j, i].axis('off')\n",
    "            \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DS_env",
   "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": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}