{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7c4627f8-6164-4e34-8a30-f5832a79fa52",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "from pyuvdata import UVData\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "008e5bea-0c2d-4e04-ab8d-759ec3e83ba7",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_ptsrc_dir = Path(\"/home/herastore02-2/Validation/H6C-IDR2/chunked-ideal-sims/ptsrc1024\")\n",
    "sim_dir = Path(\"/lustre/aoc/projects/hera/Validation/H6C_IDR2/sim_data\")\n",
    "file_idx = 2\n",
    "new_ptsrc_fn = sorted(new_ptsrc_dir.glob(\"*.uvh5\"))[file_idx]\n",
    "old_ptsrc_fn = sorted(sim_dir.glob(\"ptsrc/*.uvh5\"))[file_idx]\n",
    "diff_fn = sorted(sim_dir.glob(\"diffuse/*.uvh5\"))[file_idx]\n",
    "eor_fn = sorted(sim_dir.glob(\"eor/*.uvh5\"))[file_idx]\n",
    "fg_fn = sorted(sim_dir.glob(\"foregrounds/*.uvh5\"))[file_idx]\n",
    "sum_fn = sorted(sim_dir.glob(\"sum/*.uvh5\"))[file_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d8c96646-70b2-4824-8992-bde0f52c5144",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fixing auto-correlations to be be real-only, after some imaginary values were detected in data_array. Largest imaginary component was 7.317868501474563e-10, largest imaginary/real ratio was 2.354562124106899e-13.\n"
     ]
    }
   ],
   "source": [
    "new_ptsrc_uvd = UVData.from_file(new_ptsrc_fn)\n",
    "old_ptsrc_uvd = UVData.from_file(old_ptsrc_fn)\n",
    "diff_uvd = UVData.from_file(diff_fn)\n",
    "eor_uvd = UVData.from_file(eor_fn)\n",
    "fg_uvd = UVData.from_file(fg_fn)\n",
    "sum_uvd = UVData.from_file(sum_fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cec0d622-105a-4dcf-8780-72eff3456edd",
   "metadata": {},
   "outputs": [],
   "source": [
    "antpos = dict(zip(*new_ptsrc_uvd.get_enu_data_ants()[::-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "acbe98d9-8918-4b88-a0c5-614303fe9e5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'North-South Baseline Projection [m]')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1050x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,4), dpi=150)\n",
    "for ai, aj in zip(new_ptsrc_uvd.ant_1_array, new_ptsrc_uvd.ant_2_array):\n",
    "    if (ai >= 320) or (aj >= 320): continue\n",
    "    blx, bly, blz = antpos[aj] - antpos[ai]\n",
    "    plt.plot(blx, bly, color='k', marker='o', ms=2)\n",
    "for ai, aj in zip(old_ptsrc_uvd.ant_1_array, old_ptsrc_uvd.ant_2_array):\n",
    "    blx, bly, blz = antpos[aj] - antpos[ai]\n",
    "    plt.plot(blx, bly, color='r', marker='x', ms=1.25)\n",
    "\n",
    "plt.xlim(-20, 320)\n",
    "plt.ylim(-270, 270)\n",
    "plt.xlabel(\"East-West Baseline Projection [m]\")\n",
    "plt.ylabel(\"North-South Baseline Projection [m]\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6b7b1b8f-a9f3-49bb-8814-694e51812093",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'North-South Baseline Projection [m]')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1050x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,4), dpi=150)\n",
    "for ai, aj in zip(new_ptsrc_uvd.ant_1_array, new_ptsrc_uvd.ant_2_array):\n",
    "    # if (ai >= 320) or (aj >= 320): continue\n",
    "    blx, bly, blz = antpos[aj] - antpos[ai]\n",
    "    plt.plot(blx, bly, color='k', marker='o', ms=2)\n",
    "for ai, aj in zip(old_ptsrc_uvd.ant_1_array, old_ptsrc_uvd.ant_2_array):\n",
    "    blx, bly, blz = antpos[aj] - antpos[ai]\n",
    "    plt.plot(blx, bly, color='r', marker='x', ms=1.25)\n",
    "\n",
    "plt.xlim(-20, 320)\n",
    "plt.ylim(-270, 270)\n",
    "plt.xlabel(\"East-West Baseline Projection [m]\")\n",
    "plt.ylabel(\"North-South Baseline Projection [m]\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9d3fe056-f6d1-415f-acc7-0a792d416eb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "downselect_ptsrc_uvd = old_ptsrc_uvd.copy()\n",
    "new_red_grps, new_red_vecs, _ = new_ptsrc_uvd.get_redundancies()\n",
    "old_red_grps, old_red_vecs, _ = old_ptsrc_uvd.get_redundancies()\n",
    "old_red_grps = np.array(old_red_grps).flatten().tolist()\n",
    "for ai, aj in old_ptsrc_uvd.get_antpairs():\n",
    "    idx = np.argwhere(\n",
    "        (old_ptsrc_uvd.ant_1_array == ai) & (old_ptsrc_uvd.ant_2_array == aj)\n",
    "    ).flatten()\n",
    "    blvec = old_red_vecs[old_red_grps.index(old_ptsrc_uvd.antnums_to_baseline(ai, aj))]\n",
    "    new_ai, new_aj = new_ptsrc_uvd.baseline_to_antnums(\n",
    "        new_red_grps[np.argwhere(np.all(new_red_vecs == blvec, axis=1)).flatten()[0]]\n",
    "    )\n",
    "    new_idx = np.argwhere(\n",
    "        (new_ptsrc_uvd.ant_1_array == new_ai) & (new_ptsrc_uvd.ant_2_array == new_aj)\n",
    "    ).flatten()\n",
    "    downselect_ptsrc_uvd.data_array[idx] = new_ptsrc_uvd.data_array[new_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4f898aa7-1f89-4918-90d7-fd4a39ebecba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   8.1574323 , -223.46936816,    2.08107242])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blvec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ad83e13f-617f-4525-b91d-e366ec58ce9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ai, aj = old_ptsrc_uvd.get_antpairs()[5]\n",
    "plt.plot(np.abs(old_ptsrc_uvd.get_data(ai, aj, 'xx')[0]))\n",
    "plt.plot(np.abs(downselect_ptsrc_uvd.get_data(ai, aj, 'xx')[0]))\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1e1bd0ca-aaca-49d5-a1b9-f09b195ff21b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   8.1574323 , -223.46936816,    2.08107242])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_red_vecs[1917]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e6869270-2180-42ed-8157-bdd052bce78a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   8.1574323 , -223.46936816,    2.08107242])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blvec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d1dfbe44-3c03-49f8-a832-86714095dba9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.2.4'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyuvdata\n",
    "pyuvdata.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0533ca07-bed5-487d-beac-0e32da679ec5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(1917)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmin(np.linalg.norm(new_red_vecs - blvec[None,:], axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9a4ec28c-0176-4476-963a-a2863c8f4c65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6611, 3)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_red_vecs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5173f567-5de6-44e4-956d-40bc18b45db0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.2.4'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b78dc77b-c2af-4b3e-a461-f7a1caf7d37a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1.0, 1.0)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.linalg.norm(new_red_vecs - blvec[None,:], axis=1))\n",
    "plt.ylim(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a694fb2b-89d8-44e5-917f-8e89653dec5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.2.4'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "d6770cc6-9f67-41a1-808d-ec645462558d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(0.0021818887926876585)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "old_ptsrc_uvd.lst_array[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "f3522459-c034-47a8-b453-a60b993cd492",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.allclose(old_ptsrc_uvd.data_array + diff_uvd.data_array + eor_uvd.data_array, sum_uvd.data_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "a441eedb-636e-4729-8aa7-56b74ca11f27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(None, 'east')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "old_ptsrc_uvd.telescope.x_orientation, new_ptsrc_uvd.telescope.x_orientation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "b9bd008c-7cd2-428e-8952-f6585467c50c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.allclose(\n",
    "    fg_uvd.data_array - old_ptsrc_uvd.data_array + downselect_ptsrc_uvd.data_array,\n",
    "    downselect_ptsrc_uvd.data_array + diff_uvd.data_array\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a77f201-ffed-4a43-9552-9e8ec6f8e634",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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