{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Redundant Calibration Nightly Data Quality Notebook\n",
    "\n",
    "**Josh Dillon**, Last Revised 10/25/20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:46:50.399862Z",
     "start_time": "2020-10-25T03:46:50.370944Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:00.564335Z",
     "iopub.status.busy": "2021-10-07T12:04:00.563261Z",
     "iopub.status.idle": "2021-10-07T12:04:02.375691Z",
     "shell.execute_reply": "2021-10-07T12:04:02.376238Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "from hera_cal import io, redcal, apply_cal\n",
    "from hera_qm.metrics_io import load_metric_file\n",
    "import glob\n",
    "import os\n",
    "from copy import deepcopy\n",
    "import inspect\n",
    "import h5py\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:46:50.541801Z",
     "start_time": "2020-10-25T03:46:50.536217Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:02.379281Z",
     "iopub.status.busy": "2021-10-07T12:04:02.378804Z",
     "iopub.status.idle": "2021-10-07T12:04:02.381519Z",
     "shell.execute_reply": "2021-10-07T12:04:02.382037Z"
    }
   },
   "outputs": [],
   "source": [
    "# If you want to run this notebook locally, copy the output of the next cell into the first few lines of this cell.\n",
    "\n",
    "# JD = \"2459117\"\n",
    "# data_path = '/lustre/aoc/projects/hera/H4C/2459117'\n",
    "# ant_metrics_ext = \".maybe_good.ant_metrics.hdf5\"\n",
    "# prefix = \".maybe_good\"\n",
    "# os.environ[\"JULIANDATE\"] = JD\n",
    "# os.environ[\"DATA_PATH\"] = data_path\n",
    "# os.environ[\"ANT_METRICS_EXT\"] = ant_metrics_ext\n",
    "# os.environ[\"OMNI_PREFIX\"] = prefix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:46:50.704067Z",
     "start_time": "2020-10-25T03:46:50.697009Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:02.386348Z",
     "iopub.status.busy": "2021-10-07T12:04:02.385844Z",
     "iopub.status.idle": "2021-10-07T12:04:02.390604Z",
     "shell.execute_reply": "2021-10-07T12:04:02.390090Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JD = \"2459494\"\n",
      "data_path = \"/mnt/sn1/2459494\"\n",
      "ant_metrics_ext = \".ant_metrics.hdf5\"\n",
      "prefix = \".known_good\"\n"
     ]
    }
   ],
   "source": [
    "# Use environment variables to figure out path to data\n",
    "JD = os.environ['JULIANDATE']\n",
    "data_path = os.environ['DATA_PATH']\n",
    "ant_metrics_ext = os.environ['ANT_METRICS_EXT']\n",
    "try: \n",
    "    prefix = os.environ[\"OMNI_PREFIX\"]\n",
    "except:\n",
    "    prefix = ant_metrics_ext.replace('.ant_metrics.hdf5', '')\n",
    "print(f'JD = \"{JD}\"')\n",
    "print(f'data_path = \"{data_path}\"')\n",
    "print(f'ant_metrics_ext = \"{ant_metrics_ext}\"')\n",
    "print(f'prefix = \"{prefix}\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:02.394395Z",
     "iopub.status.busy": "2021-10-07T12:04:02.393900Z",
     "iopub.status.idle": "2021-10-07T12:04:02.397692Z",
     "shell.execute_reply": "2021-10-07T12:04:02.398224Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date: 10-6-2021\n"
     ]
    }
   ],
   "source": [
    "from astropy.time import Time\n",
    "utc = Time(JD, format='jd').datetime\n",
    "print(f'Date: {utc.month}-{utc.day}-{utc.year}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:46:52.587417Z",
     "start_time": "2020-10-25T03:46:51.663274Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:02.402752Z",
     "iopub.status.busy": "2021-10-07T12:04:02.402277Z",
     "iopub.status.idle": "2021-10-07T12:04:02.475997Z",
     "shell.execute_reply": "2021-10-07T12:04:02.477009Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking for data in /mnt/sn1/2459494 on JD 2459494\n",
      "Found 372 data files.\n",
      "Found 38 data files with corresponding redcal solutions.\n"
     ]
    }
   ],
   "source": [
    "print('Looking for data in', data_path, 'on JD', JD)\n",
    "data_list = sorted(glob.glob(os.path.join(data_path, 'zen.{}.?????.sum.uvh5'.format(JD))))\n",
    "if len(data_list) == 0:\n",
    "    data_list = sorted(glob.glob(os.path.join(data_path, 'zen.{}.?????.uvh5'.format(JD))))\n",
    "print('Found {} data files.'.format(len(data_list)))\n",
    "\n",
    "# If only a subset of the data files have redcal run on them, then only look at those files\n",
    "data_list = [df for df in data_list if os.path.exists(df.replace('.uvh5', f'{prefix}.omni.calfits'))]\n",
    "print('Found {} data files with corresponding redcal solutions.'.format(len(data_list)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Single File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:46:54.481156Z",
     "start_time": "2020-10-25T03:46:54.475608Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:02.483321Z",
     "iopub.status.busy": "2021-10-07T12:04:02.482614Z",
     "iopub.status.idle": "2021-10-07T12:04:02.486643Z",
     "shell.execute_reply": "2021-10-07T12:04:02.486007Z"
    }
   },
   "outputs": [],
   "source": [
    "# Pick middle of the night data file to examine\n",
    "example_file = data_list[len(data_list)//2]\n",
    "file_JD = '.'.join([s for s in example_file.split('.') if s.isdigit()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:47:00.658715Z",
     "start_time": "2020-10-25T03:47:00.655163Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:02.490541Z",
     "iopub.status.busy": "2021-10-07T12:04:02.489925Z",
     "iopub.status.idle": "2021-10-07T12:04:02.493711Z",
     "shell.execute_reply": "2021-10-07T12:04:02.493084Z"
    }
   },
   "outputs": [],
   "source": [
    "# controls how many redundant baseline groups to plot. \n",
    "# 2 means the most common ee- and nn-polarized baseline.\n",
    "n_reds_to_plot = 2  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:47:05.784937Z",
     "start_time": "2020-10-25T03:47:01.553208Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:02.501272Z",
     "iopub.status.busy": "2021-10-07T12:04:02.500261Z",
     "iopub.status.idle": "2021-10-07T12:04:04.548988Z",
     "shell.execute_reply": "2021-10-07T12:04:04.549684Z"
    }
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "bls must be a list of tuples of antenna numbers (optionally with polarization) or a list of baseline numbers.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-dd2df2139686>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0mreds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msorted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreverse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m data, flags, nsamples = hd.read(\n\u001b[0;32m---> 13\u001b[0;31m     bls=[bl for red in reds[0:n_reds_to_plot] for bl in red])\n\u001b[0m\u001b[1;32m     14\u001b[0m \u001b[0mapply_cal\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcalibrate_in_place\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgains\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_flags\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mflags\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcal_flags\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgain_flags\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/hera_cal/io.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, bls, polarizations, times, frequencies, freq_chans, axis, read_data, return_data, run_check, check_extra, run_check_acceptability, **kwargs)\u001b[0m\n\u001b[1;32m    496\u001b[0m                                  \u001b[0mtimes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfrequencies\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfrequencies\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfreq_chans\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfreq_chans\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mread_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mread_data\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    497\u001b[0m                                  \u001b[0mrun_check\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrun_check\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcheck_extra\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcheck_extra\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 498\u001b[0;31m                                  run_check_acceptability=run_check_acceptability, **kwargs)\n\u001b[0m\u001b[1;32m    499\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    500\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mread_data\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/pyuvdata/uvdata/uvdata.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, filename, axis, file_type, allow_rephase, phase_center_radec, unphase_to_drift, phase_frame, phase_epoch, orig_phase_frame, phase_use_ant_pos, antenna_nums, antenna_names, ant_str, bls, frequencies, freq_chans, times, polarizations, blt_inds, time_range, keep_all_metadata, read_data, phase_type, correct_lat_lon, use_model, data_column, pol_order, data_array_dtype, nsample_array_dtype, use_cotter_flags, remove_dig_gains, remove_coarse_band, correct_cable_len, correct_van_vleck, cheby_approx, flag_small_sig_ants, propagate_coarse_flags, flag_init, edge_width, start_flag, end_flag, flag_dc_offset, remove_flagged_ants, phase_to_pointing_center, skip_bad_files, multidim_index, background_lsts, run_check, check_extra, run_check_acceptability, strict_uvw_antpos_check, isource, irec, isb, corrchunk, pseudo_cont, lsts, lst_range, calc_lst, fix_old_proj, fix_use_ant_pos, make_multi_phase, ignore_name)\u001b[0m\n\u001b[1;32m  11235\u001b[0m                         \u001b[0mfix_old_proj\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfix_old_proj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  11236\u001b[0m                         \u001b[0mfix_use_ant_pos\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfix_use_ant_pos\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m> 11237\u001b[0;31m                         \u001b[0mmake_multi_phase\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmake_multi_phase\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m  11238\u001b[0m                     )\n\u001b[1;32m  11239\u001b[0m                     \u001b[0munread\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/pyuvdata/uvdata/uvdata.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, filename, axis, file_type, allow_rephase, phase_center_radec, unphase_to_drift, phase_frame, phase_epoch, orig_phase_frame, phase_use_ant_pos, antenna_nums, antenna_names, ant_str, bls, frequencies, freq_chans, times, polarizations, blt_inds, time_range, keep_all_metadata, read_data, phase_type, correct_lat_lon, use_model, data_column, pol_order, data_array_dtype, nsample_array_dtype, use_cotter_flags, remove_dig_gains, remove_coarse_band, correct_cable_len, correct_van_vleck, cheby_approx, flag_small_sig_ants, propagate_coarse_flags, flag_init, edge_width, start_flag, end_flag, flag_dc_offset, remove_flagged_ants, phase_to_pointing_center, skip_bad_files, multidim_index, background_lsts, run_check, check_extra, run_check_acceptability, strict_uvw_antpos_check, isource, irec, isb, corrchunk, pseudo_cont, lsts, lst_range, calc_lst, fix_old_proj, fix_use_ant_pos, make_multi_phase, ignore_name)\u001b[0m\n\u001b[1;32m  11615\u001b[0m                     \u001b[0mstrict_uvw_antpos_check\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstrict_uvw_antpos_check\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  11616\u001b[0m                     \u001b[0mfix_old_proj\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfix_old_proj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m> 11617\u001b[0;31m                     \u001b[0mfix_use_ant_pos\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfix_use_ant_pos\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m  11618\u001b[0m                 )\n\u001b[1;32m  11619\u001b[0m                 \u001b[0mselect\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/pyuvdata/uvdata/uvdata.py\u001b[0m in \u001b[0;36mread_uvh5\u001b[0;34m(self, filename, axis, antenna_nums, antenna_names, ant_str, bls, frequencies, freq_chans, times, time_range, lsts, lst_range, polarizations, blt_inds, keep_all_metadata, read_data, data_array_dtype, multidim_index, background_lsts, run_check, check_extra, run_check_acceptability, strict_uvw_antpos_check, fix_old_proj, fix_use_ant_pos)\u001b[0m\n\u001b[1;32m  10760\u001b[0m             \u001b[0mstrict_uvw_antpos_check\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstrict_uvw_antpos_check\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  10761\u001b[0m             \u001b[0mfix_old_proj\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfix_old_proj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m> 10762\u001b[0;31m             \u001b[0mfix_use_ant_pos\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfix_use_ant_pos\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m  10763\u001b[0m         )\n\u001b[1;32m  10764\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_from_filetype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muvh5_obj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/pyuvdata/uvdata/uvh5.py\u001b[0m in \u001b[0;36mread_uvh5\u001b[0;34m(self, filename, antenna_nums, antenna_names, ant_str, bls, frequencies, freq_chans, times, time_range, lsts, lst_range, polarizations, blt_inds, keep_all_metadata, read_data, data_array_dtype, multidim_index, background_lsts, run_check, check_extra, run_check_acceptability, strict_uvw_antpos_check, fix_old_proj, fix_use_ant_pos)\u001b[0m\n\u001b[1;32m    939\u001b[0m                 \u001b[0mstrict_uvw_antpos_check\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    940\u001b[0m                 \u001b[0mfix_old_proj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 941\u001b[0;31m                 \u001b[0mfix_use_ant_pos\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    942\u001b[0m             )\n\u001b[1;32m    943\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/pyuvdata/uvdata/uvh5.py\u001b[0m in \u001b[0;36m_get_data\u001b[0;34m(self, dgrp, antenna_nums, antenna_names, ant_str, bls, frequencies, freq_chans, times, time_range, lsts, lst_range, polarizations, blt_inds, data_array_dtype, keep_all_metadata, multidim_index, run_check, check_extra, run_check_acceptability, strict_uvw_antpos_check, fix_old_proj, fix_use_ant_pos)\u001b[0m\n\u001b[1;32m    456\u001b[0m             \u001b[0mlst_range\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    457\u001b[0m             \u001b[0mpolarizations\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 458\u001b[0;31m             \u001b[0mblt_inds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    459\u001b[0m         )\n\u001b[1;32m    460\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/pyuvdata/uvdata/uvdata.py\u001b[0m in \u001b[0;36m_select_preprocess\u001b[0;34m(self, antenna_nums, antenna_names, ant_str, bls, frequencies, freq_chans, times, time_range, lsts, lst_range, polarizations, blt_inds)\u001b[0m\n\u001b[1;32m   7790\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbls\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   7791\u001b[0m                 raise ValueError(\n\u001b[0;32m-> 7792\u001b[0;31m                     \u001b[0;34m\"bls must be a list of tuples of antenna numbers \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   7793\u001b[0m                     \u001b[0;34m\"(optionally with polarization) or a list of baseline numbers.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   7794\u001b[0m                 )\n",
      "\u001b[0;31mValueError\u001b[0m: bls must be a list of tuples of antenna numbers (optionally with polarization) or a list of baseline numbers."
     ]
    }
   ],
   "source": [
    "# Load omnical gains and determine ex_ants\n",
    "hc = io.HERACal(example_file.replace('.uvh5', f'{prefix}.omni.calfits'))\n",
    "gains, gain_flags, _, _ = hc.read()\n",
    "ex_ants = [ant for ant in gain_flags if np.all(gain_flags[ant])]\n",
    "\n",
    "# Load the most common redundant baselines and calibrate\n",
    "hd = io.HERAData(example_file)\n",
    "reds = redcal.get_reds({ant: hd.antpos[ant] for ant in hd.data_ants}, pols=['ee', 'nn'])\n",
    "red_bl_map = {bl: red[0] for red in reds for bl in red} \n",
    "reds = redcal.filter_reds(reds, ex_ants=ex_ants)\n",
    "reds = sorted(reds, key=len, reverse=True)\n",
    "data, flags, nsamples = hd.read(\n",
    "    bls=[bl for red in reds[0:n_reds_to_plot] for bl in red])\n",
    "apply_cal.calibrate_in_place(data, gains, data_flags=flags, cal_flags=gain_flags)\n",
    "\n",
    "# Load omnical visibility solutions\n",
    "hdo = io.HERAData(example_file.replace('.uvh5', f'{prefix}.omni_vis.uvh5'))\n",
    "omni_data, omni_flags, omni_nsamples = hdo.read(\n",
    "    bls=[red_bl_map[red[0]] for red in reds[0:n_reds_to_plot]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inspect Single File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:47:08.266744Z",
     "start_time": "2020-10-25T03:47:07.382929Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:04.569667Z",
     "iopub.status.busy": "2021-10-07T12:04:04.563187Z",
     "iopub.status.idle": "2021-10-07T12:04:05.581996Z",
     "shell.execute_reply": "2021-10-07T12:04:05.582486Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 567,
       "width": 568
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "plt.scatter(np.array([hd.antpos[ant][0] for ant in hd.data_ants]), \n",
    "            np.array([hd.antpos[ant][1] for ant in hd.data_ants]), c='w', s=0)\n",
    "for ant in hd.data_ants:\n",
    "    pos = hd.antpos[ant]\n",
    "    bad = ant in [ant[0] for ant in ex_ants]\n",
    "    plt.gca().add_artist(plt.Circle(tuple(pos[0:2]), radius=7, \n",
    "                                    fill=(~bad), color=['grey','r'][bad]))\n",
    "    plt.text(pos[0],pos[1],str(ant), va='center', ha='center', color='w')\n",
    "plt.xlabel(\"Antenna East-West Position (meters)\")\n",
    "plt.ylabel(\"Antenna North-South Position (meters)\")\n",
    "plt.title('Antenna Positions on {} (Red = Flagged)'.format(file_JD));\n",
    "plt.axis('equal')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 1: Array and Flagged Antennas\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Check that the array configuration looks reasonable.\n",
    "* Check that all flags expected to be flagged are actually flagged but also that not everything is getting flagged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:47:13.070357Z",
     "start_time": "2020-10-25T03:47:09.768380Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:05.588263Z",
     "iopub.status.busy": "2021-10-07T12:04:05.587788Z",
     "iopub.status.idle": "2021-10-07T12:04:05.590541Z",
     "shell.execute_reply": "2021-10-07T12:04:05.591061Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Plot redundant groups\n",
    "for red in reds[0:n_reds_to_plot]:\n",
    "    blvec = hd.antpos[red[0][1]] - hd.antpos[red[0][0]]\n",
    "    for func, plot, ylabel in zip([np.abs, np.angle], [plt.semilogy, plt.plot], ['Amplitude (Arbitrary Units)', 'Phase (Radians)']):\n",
    "        plt.figure(figsize=(16,4))\n",
    "        for bl in red:\n",
    "            plot(hd.freqs/1e6, func(np.median(data[bl], axis=0)))\n",
    "        plot(hd.freqs/1e6, func(np.median(omni_data[red_bl_map[red[0]]], axis=0)), 'k-', label='Omnical Visibility Solution')\n",
    "        plt.xlabel('Frequency (MHz)')\n",
    "        plt.ylabel(ylabel)\n",
    "        plt.legend(loc='lower right')\n",
    "        plt.title('{}-Polarized, {:f} m East, {:f} m North Visibility on {}'.format(red[0][2], blvec[0], blvec[1], file_JD))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 2: Example redundant baseline groups and omnical visibility solution for a single file.\n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Check that that there actually is something plotted and the data isn't all flagged somehow.\n",
    "* Check whether most of the baselines cluster together and that the black line follows the cluster.\n",
    "* Check whether there are any significant outliers (though it won't be clear as yet which antennas those are attributable to, see below)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Whole Day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:48:39.241020Z",
     "start_time": "2020-10-25T03:47:16.922374Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:05.677092Z",
     "iopub.status.busy": "2021-10-07T12:04:05.629047Z",
     "iopub.status.idle": "2021-10-07T12:04:06.113112Z",
     "shell.execute_reply": "2021-10-07T12:04:06.113671Z"
    }
   },
   "outputs": [],
   "source": [
    "# load all redcal metadata into dictionaries \n",
    "ee_iters_dict = {}\n",
    "nn_iters_dict = {}\n",
    "dlys_dict = {}\n",
    "flips_dict = {}\n",
    "times_dict = {}\n",
    "lsts_dict = {}\n",
    "histories_dict = {}\n",
    "ants = set([])\n",
    "apriori_exants = {df: set([]) for df in data_list}\n",
    "for df in data_list:\n",
    "    mf = df.replace('.uvh5', f'{prefix}.redcal_meta.hdf5')\n",
    "    (fc_meta, omni_meta, freqs, times_dict[mf], lsts_dict[mf], \n",
    "     antpos, histories_dict[mf]) = io.read_redcal_meta(mf)\n",
    "    ee_iters_dict[mf] = omni_meta['iter'][\"['ee']\"]\n",
    "    nn_iters_dict[mf] = omni_meta['iter'][\"['nn']\"]\n",
    "    flips_dict[mf] = fc_meta['polarity_flips']\n",
    "    dlys_dict[mf] = fc_meta['dlys']\n",
    "    ants |= set(fc_meta['dlys'].keys())\n",
    "    if '--ex_ants' in histories_dict[mf]:\n",
    "        for ant in histories_dict[mf].split('--ex_ants')[1].split('--')[0].strip().split():\n",
    "            apriori_exants[df].add(int(ant))\n",
    "\n",
    "ants = sorted(ants)\n",
    "times = np.array(list(times_dict.values())).flatten()\n",
    "lsts = np.array(list(lsts_dict.values())).flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:50:18.794218Z",
     "start_time": "2020-10-25T03:48:39.245488Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:06.237870Z",
     "iopub.status.busy": "2021-10-07T12:04:06.161588Z",
     "iopub.status.idle": "2021-10-07T12:04:06.496914Z",
     "shell.execute_reply": "2021-10-07T12:04:06.497557Z"
    }
   },
   "outputs": [],
   "source": [
    "# Load xants/dead_ants/crossed_ants from ant metrics\n",
    "am_xants_dict = {}\n",
    "am_dead_ants_dict = {}\n",
    "am_crossed_ants_dict = {}\n",
    "for df in data_list:\n",
    "    amf = df.replace('.uvh5', ant_metrics_ext)\n",
    "    with h5py.File(amf, \"r\") as infile:\n",
    "        xants = infile['Metrics']['xants'][:]\n",
    "        dead_ants = infile['Metrics']['dead_ants'][:]\n",
    "        crossed_ants = infile['Metrics']['crossed_ants'][:]        \n",
    "        ex_ants_string = infile['Header']['history'][()].decode()\n",
    "        if '--apriori_xants' in ex_ants_string:\n",
    "            ex_ants_string = ex_ants_string.split('--apriori_xants')[1]\n",
    "            ex_ants_string = ex_ants_string.split('--')[0].strip()\n",
    "            for ant in ex_ants_string.split():\n",
    "                apriori_exants[df].add(int(ant))\n",
    "            \n",
    "    am_xants_dict[amf] = [(int(ant[0]), ant[1].decode()) for ant in xants]\n",
    "    am_dead_ants_dict[amf] = [(int(ant[0]), ant[1].decode()) for ant in dead_ants]\n",
    "    am_crossed_ants_dict[amf] = [(int(ant[0]), ant[1].decode()) for ant in crossed_ants]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:06.502407Z",
     "iopub.status.busy": "2021-10-07T12:04:06.501818Z",
     "iopub.status.idle": "2021-10-07T12:04:07.730366Z",
     "shell.execute_reply": "2021-10-07T12:04:07.730922Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found auto_metrics results file at /mnt/sn1/2459494/zen.2459494.11254.sum.auto_metrics.h5.\n"
     ]
    }
   ],
   "source": [
    "# Try to load auto_metrics\n",
    "glob_str = os.path.join(data_path, f'zen.{JD}*.auto_metrics.h5')\n",
    "auto_metrics_file = sorted(glob.glob(glob_str))\n",
    "\n",
    "# if it exists, load and extract relevant information\n",
    "if len(auto_metrics_file) > 0:\n",
    "    auto_metrics_file = auto_metrics_file[0]\n",
    "    print(f'Found auto_metrics results file at {auto_metrics_file}.')\n",
    "    \n",
    "    auto_metrics = load_metric_file(auto_metrics_file)\n",
    "    auto_ex_ants = auto_metrics['ex_ants']['r2_ex_ants']\n",
    "else:\n",
    "    print(f'No files found matching glob {glob_str}. Skipping auto_metrics.')\n",
    "    auto_ex_ants = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:58:19.974713Z",
     "start_time": "2020-10-25T03:50:18.798827Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:07.737320Z",
     "iopub.status.busy": "2021-10-07T12:04:07.736792Z",
     "iopub.status.idle": "2021-10-07T12:04:15.176184Z",
     "shell.execute_reply": "2021-10-07T12:04:15.176858Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "invalid value encountered in true_divide\n",
      "divide by zero encountered in true_divide\n"
     ]
    }
   ],
   "source": [
    "# Load chisq and flagging info from omnical gains\n",
    "cal_list = [df.replace('.uvh5', f'{prefix}.omni.calfits') for df in data_list]\n",
    "ant_flags_dict = {}\n",
    "chisq_ee_dict = {}\n",
    "chisq_nn_dict = {}\n",
    "cspa_med_dict = {}\n",
    "\n",
    "for cal in cal_list:\n",
    "    hc = io.HERACal(cal)\n",
    "    _, flags, cspa, chisq = hc.read()\n",
    "    \n",
    "    ant_flags_dict[cal] = {ant: np.all(flags[ant]) for ant in flags}\n",
    "    chisq_ee_dict[cal] = chisq['Jee']\n",
    "    chisq_nn_dict[cal] = chisq['Jnn']\n",
    "    cspa_med_dict[cal] = {ant: np.nanmedian(cspa[ant], axis=1) for ant in cspa}\n",
    "\n",
    "cspa = {ant: np.hstack([np.squeeze(cspa_med_dict[cal][ant]) / \\\n",
    "                        ~ant_flags_dict[cal][ant] for cal in cal_list]) for ant in ants}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T03:59:46.939793Z",
     "start_time": "2020-10-25T03:58:19.979391Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:15.187555Z",
     "iopub.status.busy": "2021-10-07T12:04:15.186952Z",
     "iopub.status.idle": "2021-10-07T12:04:16.674346Z",
     "shell.execute_reply": "2021-10-07T12:04:16.674943Z"
    }
   },
   "outputs": [],
   "source": [
    "# save middle-numbered ants with a minimal number of flags\n",
    "ants_to_save = {}\n",
    "for pol in ['Jee', 'Jnn']:\n",
    "    min_flags = np.min([np.sum(~np.isfinite(cspa[ant])) \n",
    "                        for ant in cspa if ant[1] == pol])\n",
    "    ant_candidates = sorted([ant for ant in cspa if ant[1] == pol and \n",
    "                             np.sum(~np.isfinite(cspa[ant])) == min_flags])\n",
    "    Nac = len(ant_candidates)\n",
    "    ants_to_save[pol] = ant_candidates[(Nac // 2 - 1):(Nac // 2 + 1)]\n",
    "\n",
    "# Reload omnical gains\n",
    "gain_dict = {}\n",
    "for cal in cal_list:\n",
    "    hc = io.HERACal(cal)\n",
    "    gains, _, _, _ = hc.read()\n",
    "    gain_dict[cal] = {ant: gains[ant] for pol in ants_to_save \n",
    "                      for ant in ants_to_save[pol]}\n",
    "\n",
    "gains = {ant: np.vstack([gain_dict[cal][ant] for cal in gain_dict]) \n",
    "         for pol in ants_to_save for ant in ants_to_save[pol]}    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inspect Whole Day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:21:38.555950Z",
     "start_time": "2020-10-25T17:21:34.059523Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:16.706409Z",
     "iopub.status.busy": "2021-10-07T12:04:16.685795Z",
     "iopub.status.idle": "2021-10-07T12:04:19.633201Z",
     "shell.execute_reply": "2021-10-07T12:04:19.632588Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1008x2335.14 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1807,
       "width": 828
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build up exants grid\n",
    "#0 = AM dead, 1 =  AM crossed, 2 = auto_metrics, 3 = apriori, 4 = redcal, 5 = no flags \n",
    "exants_grid = np.zeros((len(ants),len(cal_list))) + 5.0\n",
    "\n",
    "# if flagged for any reason, then it's at least a redcal flag\n",
    "for f, cal in enumerate(ant_flags_dict):\n",
    "    for i, ant in enumerate(ants):\n",
    "        if ant_flags_dict[cal][ant]:\n",
    "            exants_grid[i, f] = 4.0\n",
    "\n",
    "# next a priori flag, but override if necessary\n",
    "for f, df in enumerate(apriori_exants):\n",
    "    for i, ant in enumerate(ants):\n",
    "        if ant[0] in apriori_exants[df]:\n",
    "            exants_grid[i, f] = 0.0\n",
    "\n",
    "# next auto_metrics, but override with ant_metrics if also that\n",
    "for f in range(len(ant_flags_dict)):\n",
    "    for i, ant in enumerate(ants):\n",
    "        if ant[0] in auto_ex_ants:\n",
    "            exants_grid[i, f] = 2.0\n",
    "\n",
    "# ant_metrics\n",
    "for f, amf in enumerate(am_xants_dict):\n",
    "    for i, ant in enumerate(ants):\n",
    "        if ant in am_dead_ants_dict[amf]:\n",
    "            exants_grid[i, f] = 0.0                \n",
    "        elif ant in am_crossed_ants_dict[amf]:\n",
    "            exants_grid[i, f] = 1.0\n",
    "\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "color_order = ['magenta', 'cyan', 'red', 'gold', 'green', 'black']\n",
    "cmap = matplotlib.colors.ListedColormap(color_order)\n",
    "bounds=np.arange(len(color_order)+1)\n",
    "norm = matplotlib.colors.BoundaryNorm(bounds, cmap.N)\n",
    "            \n",
    "fig = plt.figure(figsize=(14,len(ants)/4.625))\n",
    "im = plt.imshow(exants_grid, aspect='auto', cmap=cmap, norm=norm, interpolation='nearest',\n",
    "                extent=[times[0], times[-1], len(ants), 0])\n",
    "plt.yticks(np.arange(len(ants))+.5, \n",
    "           labels = ['{}{}'.format(ant[0], ant[1][-1]) for ant in ants]);\n",
    "plt.grid(color='w', linestyle='-', linewidth=1.5, axis='y')\n",
    "plt.xlabel('LST (Hours)')\n",
    "plt.gca().set_xticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                          for t in plt.gca().get_xticks()]] * 12 / np.pi, 2))\n",
    "\n",
    "divider = make_axes_locatable(plt.gca())\n",
    "cax = divider.new_vertical(size=.4, pad=0.5, pack_start=False)\n",
    "fig.add_axes(cax)\n",
    "cbar = fig.colorbar(im, cax=cax, orientation=\"horizontal\")\n",
    "cbar.set_ticks(.5 + np.arange(len(color_order)))\n",
    "cbar.set_ticklabels(['Ant_Metrics: Dead',\n",
    "                     'Ant_Metrics: Crossed',\n",
    "                     'Auto_Metrics Outlier',\n",
    "                     'A Priori Status Flag', \n",
    "                     'Redcal Flag',\n",
    "                     'No Flags', ])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 3: Antenna Flagging\n",
    "Shows progressive stages of flagging. Note that \"crossed\" means relatively low power in Vxx and Vyy compared to Vxy and Vyx. This may be because the antenna is broken and all 4 pols have similar power levels, in which case it would still be an outlier according to this metric. \n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Check for new antennas that went bad but weren't in the a priori list. If these are consistently flagged, mark the antenna as \"calibration triage\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:22:46.516704Z",
     "start_time": "2020-10-25T17:22:43.844419Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:19.640406Z",
     "iopub.status.busy": "2021-10-07T12:04:19.639348Z",
     "iopub.status.idle": "2021-10-07T12:04:22.836465Z",
     "shell.execute_reply": "2021-10-07T12:04:22.837011Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "All-NaN slice encountered\n",
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Firstcal Delays')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 603,
       "width": 29487
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot delays\n",
    "dlys = {ant: np.hstack([dlys_dict[mf][ant] for mf in dlys_dict]) for ant in ants}\n",
    "dly_meds = {ant: np.nanmedian(dlys[ant]) for ant in dlys}\n",
    "plt.figure(figsize=(16,10))\n",
    "for ant in dlys:\n",
    "    plt.plot(times, (dlys[ant])*1e9)\n",
    "    if np.isfinite(dly_meds[ant]):\n",
    "        plt.text(np.min(times) - 20*np.median(np.diff(times)), \n",
    "                 1e9*dly_meds[ant], '{}{}'.format(ant[0], ant[1][-1]), \n",
    "                 va='center', ha='right', fontsize=8)    \n",
    "plt.gca().set_xticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                          for t in plt.gca().get_xticks()]] * 12 / np.pi, 2))\n",
    "\n",
    "plt.xlabel('LST (Hours)')\n",
    "plt.ylabel('Delay (ns)')\n",
    "plt.title('Firstcal Delays');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 4: Firstcal Delays\n",
    "Shows solved firstcal delays. These will have an arbitrary tip/tilt and offset.\n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Look for outliers. All antennas should be within a few hundred ns. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:23:47.389714Z",
     "start_time": "2020-10-25T17:23:43.806851Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:22.856098Z",
     "iopub.status.busy": "2021-10-07T12:04:22.853730Z",
     "iopub.status.idle": "2021-10-07T12:04:31.922020Z",
     "shell.execute_reply": "2021-10-07T12:04:31.921518Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Firstcal Delays With Arbitrary Offset')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1152x1459.46 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1541,
       "width": 29487
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot offset delays\n",
    "plt.figure(figsize=(16, len(ants)/7.4))\n",
    "for n, ant in enumerate(dlys):\n",
    "    plt.plot(times, (dlys[ant]-dly_meds[ant])*1e9 + n, label=ant)\n",
    "    plt.text(np.min(times) - 20*np.median(np.diff(times)), \n",
    "             n, '{}{}'.format(ant[0], ant[1][-1]), \n",
    "             va='center', ha='right', fontsize=8)\n",
    "plt.gca().set_xticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                          for t in plt.gca().get_xticks()]] * 12 / np.pi, 2))\n",
    "plt.xlabel('LST (Hours)')\n",
    "plt.ylabel('Delay with Arbitrary Offset (ns)')\n",
    "plt.title('Firstcal Delays With Arbitrary Offset');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 5: Offset Firstcal Delays\n",
    "Same as Figure 4, but with arbitrary offsets for each antenna.\n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Look for antennas that exhibit wild swings (> 10 ns) in their delay over time, especially discontinuities that cannot be attributed to inconsistent antenna flagging (see Figure 3)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:24:10.427572Z",
     "start_time": "2020-10-25T17:24:10.417326Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:31.926301Z",
     "iopub.status.busy": "2021-10-07T12:04:31.925815Z",
     "iopub.status.idle": "2021-10-07T12:04:31.928965Z",
     "shell.execute_reply": "2021-10-07T12:04:31.928438Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Figure out oc_maxiter\n",
    "if np.all(['oc_maxiter' in history for history in histories_dict.values()]):\n",
    "    history = list(histories_dict.values())[0]\n",
    "    oc_maxiter = int(history.split('--oc_maxiter')[1].split('--')[0])\n",
    "else:\n",
    "    oc_maxiter = inspect.signature(redcal.redcal_run).parameters['oc_maxiter'].default"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:24:41.435902Z",
     "start_time": "2020-10-25T17:24:38.601713Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:31.947963Z",
     "iopub.status.busy": "2021-10-07T12:04:31.935284Z",
     "iopub.status.idle": "2021-10-07T12:04:32.662191Z",
     "shell.execute_reply": "2021-10-07T12:04:32.662596Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n",
      "You are modifying the state of a globally registered colormap. In future versions, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = copy.copy(mpl.cm.get_cmap(\"viridis\"))\n",
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 712,
       "width": 1168
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recast from dictionaries to one big array\n",
    "ee_iters = np.vstack(np.array(list(ee_iters_dict.values())))\n",
    "nn_iters = np.vstack(np.array(list(nn_iters_dict.values())))\n",
    "plt.figure(figsize=(20,12))\n",
    "\n",
    "my_cmap = deepcopy(matplotlib.cm.get_cmap('viridis'))\n",
    "my_cmap.set_under('w')\n",
    "my_cmap.set_over('r')\n",
    "\n",
    "for sp, iters, t in zip([121, 122], [ee_iters, nn_iters], \n",
    "                        ['ee-polarized', 'nn-polarized']):\n",
    "    plt.subplot(sp)\n",
    "    plt.imshow(iters, aspect='auto', cmap=my_cmap, vmin=1, vmax=oc_maxiter-1, interpolation='nearest',\n",
    "               extent=[freqs[0]/1e6, freqs[-1]/1e6, times[-1], times[0]])\n",
    "    plt.title('Number of Omnical Iterations: ' + t)\n",
    "    plt.xlabel('Frequency (MHz)')\n",
    "    plt.ylabel('LST (Hours)')    \n",
    "    plt.gca().set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                              for t in plt.gca().get_yticks()]] * 12 / np.pi, 2))    \n",
    "    plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 6: Number of omnical iterations per polarization\n",
    "Red indicates that omnical reached the maximum number of integrations. White indicates that omnical didn't run, likely because the data were flagged.\n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Check that few-to-no data were flagged (white) before omnical and check that this matches\n",
    "* Check that few-to-no data hit the maximum number of iterations for omnical (red)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:25:07.698275Z",
     "start_time": "2020-10-25T17:25:05.534578Z"
    },
    "code_folding": [],
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:32.671254Z",
     "iopub.status.busy": "2021-10-07T12:04:32.670291Z",
     "iopub.status.idle": "2021-10-07T12:04:35.230825Z",
     "shell.execute_reply": "2021-10-07T12:04:35.230320Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Mean of empty slice\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 567,
       "width": 1146
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make dictionary mapping antenna to the whole night of antenna flips\n",
    "flips = {ant: np.hstack([flips_dict[mf][ant] for mf in flips_dict]) for ant in ants}\n",
    "\n",
    "plt.figure(figsize=(16,8))\n",
    "my_cmap = matplotlib.cm.get_cmap('cool')\n",
    "for sp, jpol, t in zip([121, 122], ['Jee', 'Jnn'], ['ee-polarized ', 'nn-polarized']):\n",
    "    plt.subplot(sp)\n",
    "    plt.scatter(np.array(list(hd.data_antpos.values()))[:,0], \n",
    "                np.array(list(hd.data_antpos.values()))[:,1],\n",
    "                c='w', s=0)\n",
    "    for ant,pos in hd.data_antpos.items():\n",
    "        flip_frac = np.nanmean(flips[(ant, jpol)])\n",
    "        if np.isfinite(flip_frac):\n",
    "            color=my_cmap(flip_frac)\n",
    "        else:\n",
    "            color='w'\n",
    "        plt.gca().add_artist(plt.Circle(tuple(pos[0:2]), radius=7, \n",
    "                                        fill=(~bad), color=color, ec='k'))\n",
    "        plt.text(pos[0], pos[1],\n",
    "                 '{}:\\n{}%'.format(ant, np.round(100*flip_frac,0)), \n",
    "                 va='center', ha='center', color='k')\n",
    "    plt.xlabel(\"Antenna East-West Position (meters)\")\n",
    "    plt.ylabel(\"Antenna North-South Position (meters)\")\n",
    "    \n",
    "    # count the number of times a self-consistent polarity flip solution was found\n",
    "    all_flips_this_pol = [flips[ant] for ant in flips if ant[1] == jpol]\n",
    "    success = np.round(100*np.mean(np.any(np.isfinite(all_flips_this_pol), axis=0)), 2)\n",
    "    plt.title(t + ' Polarity Flips -- Solution Found {}% of the Time'.format(success))\n",
    "    plt.axis('equal')\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 7: Detection of polarity-flipped antennas\n",
    "Blue indicates nominal operation, pink indicates polarity flips. \n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Check that all antennas are either nearly 100% flipped, nearly 0% flipped, or flagged.\n",
    "* Check that a solution for polarity flips was found a reasonable percentage of the time (ideally more than a few %)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:25:37.706432Z",
     "start_time": "2020-10-25T17:25:35.226300Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:35.337379Z",
     "iopub.status.busy": "2021-10-07T12:04:35.325697Z",
     "iopub.status.idle": "2021-10-07T12:04:36.203737Z",
     "shell.execute_reply": "2021-10-07T12:04:36.204291Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 715,
       "width": 1158
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Grid and plot overall chi^2 for each polarization\n",
    "ee_chisq = np.vstack(np.array(list(chisq_ee_dict.values())))\n",
    "nn_chisq = np.vstack(np.array(list(chisq_nn_dict.values())))\n",
    "plt.figure(figsize=(20,12))\n",
    "\n",
    "for sp, cs, t in zip([121, 122], [ee_chisq, nn_chisq], ['ee-polarized', 'nn-polarized']):\n",
    "    plt.subplot(sp)\n",
    "    plt.imshow(cs, aspect='auto', vmin=1, cmap='inferno', vmax=5, interpolation='nearest',\n",
    "               extent=[freqs[0]/1e6, freqs[-1]/1e6, times[-1], times[0]])\n",
    "    plt.title('Overall $\\chi^2$ / DoF: ' + t)\n",
    "    plt.xlabel('Frequency (MHz)')\n",
    "    plt.ylabel('LST (Hours)')        \n",
    "    plt.gca().set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                          for t in plt.gca().get_yticks()]] * 12 / np.pi, 2))\n",
    "    plt.colorbar()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-05T01:22:42.634940Z",
     "start_time": "2020-03-05T01:22:42.627959Z"
    }
   },
   "source": [
    "### Figure 8: Overall $\\chi^2$ / DoF\n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Looks for regions of large non-redundancy not directly attributable to RFI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:26:31.590406Z",
     "start_time": "2020-10-25T17:26:27.856422Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:36.224727Z",
     "iopub.status.busy": "2021-10-07T12:04:36.222321Z",
     "iopub.status.idle": "2021-10-07T12:04:36.608410Z",
     "shell.execute_reply": "2021-10-07T12:04:36.608949Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n",
      "No handles with labels found to put in legend.\n",
      "FixedFormatter should only be used together with FixedLocator\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 603,
       "width": 1170
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot all chi^2 per antenna, highlight antennas that get flagged but not always\n",
    "plt.figure(figsize=(20,10))\n",
    "for sp, pol, t in zip([121, 122], ['Jee', 'Jnn'], ['ee-polarized', 'nn-polarized']):\n",
    "    plt.subplot(sp)\n",
    "    for ant in ants:\n",
    "        if ant[1] == pol:\n",
    "            if not np.all([ant_flags_dict[cal][ant] for cal in cal_list]):\n",
    "                if np.any([ant_flags_dict[cal][ant] and \n",
    "                           not np.all(list(ant_flags_dict[cal].values())) \n",
    "                           for cal in cal_list]):\n",
    "                    plt.plot(times, cspa[ant], '.', label=ant)\n",
    "                else:\n",
    "                    plt.plot(times, cspa[ant], '-', c='grey', alpha=.5, lw=.25)\n",
    "    plt.ylabel('Normalized Median $\\chi^2$ per Antenna (unitless)')\n",
    "    plt.xlabel('LST (Hours)')\n",
    "    plt.gca().set_xticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                              for t in plt.gca().get_xticks()]] * 12 / np.pi, 2))    \n",
    "    plt.title(t + ' Antennas')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-05T02:00:57.870280Z",
     "start_time": "2020-03-05T02:00:57.863637Z"
    }
   },
   "source": [
    "### Figure 9: Normalized $\\chi^2$ per antenna\n",
    "Only unflagged data is shown, but antennas that were ever flagged are colored and shown in the legend. All other antennas are shown in grey.\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Look for outliers in the chi^2 per antenna distribution\n",
    "* Look for evidence that antenna that was sometimes flagged should have been always flagged. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:26:58.660201Z",
     "start_time": "2020-10-25T17:26:55.884214Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:36.626898Z",
     "iopub.status.busy": "2021-10-07T12:04:36.624861Z",
     "iopub.status.idle": "2021-10-07T12:04:37.346874Z",
     "shell.execute_reply": "2021-10-07T12:04:37.346366Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 712,
       "width": 1165
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot example gain amplitudes\n",
    "plt.figure(figsize=(20,12))\n",
    "for sp, pol in zip([121, 122], ['Jee', 'Jnn']):\n",
    "    plt.subplot(sp)\n",
    "    ant = ants_to_save[pol][1]\n",
    "    plt.title(str(ant) + ' Gain Magnitude')\n",
    "    plt.imshow(np.abs(gains[ant]), aspect='auto', cmap='inferno', interpolation='nearest',\n",
    "               extent=[freqs[0]/1e6, freqs[-1]/1e6, times[-1], times[0]])\n",
    "    plt.clim([0,2])\n",
    "    plt.colorbar()\n",
    "    plt.xlabel('Frequency (MHz)')\n",
    "    plt.ylabel('LST (Hours)')    \n",
    "    plt.gca().set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                              for t in plt.gca().get_yticks()]] * 12 / np.pi, 2))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 10: Example Amplitudes\n",
    "\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Looks for large discontinuities or fuzziness not attributable to RFI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-25T17:27:41.600602Z",
     "start_time": "2020-10-25T17:27:38.336692Z"
    },
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:37.364695Z",
     "iopub.status.busy": "2021-10-07T12:04:37.362844Z",
     "iopub.status.idle": "2021-10-07T12:04:38.136275Z",
     "shell.execute_reply": "2021-10-07T12:04:38.136833Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
      "image/png": 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nQ8Di8q21Q5PcLENZ0Cslef10D4PW2hGttSOSfH6cdd/JvNbafec8po2+Vx/OUC70ehnGGL9ShsDETyc5PcNNzjPmacsMT85w3HfJ8Af1IRn+wP5CkisnefqSYzkyye+OT5+e5GqttUNbawdlSEA4Lskb1tmWSfDrI5tZRWQNbj/186lLlk16zywNoEybPkdusCkt2oCquleSZ2cIPD0hyeHjeXRQhhue/85w8/WXMzb/kwzfzTMy3PBfYfzOXiHJLyc5L8nj1tlT4z/G6W3Xse1arKv0clU9NHtKgT89yZXHc+6IDD3n/jRDsGiWi5K8OkOA5ojsuXYdnuSJGark/GGtUiVmBa9M8s8ZSokfliGQ9fgM3897VdXdlqz/G0l+JMlXM7wfl2utXTnDtegHM5zLn1pnWybn6ynr3H41txyn/1pV162qF489275dVZ+rqheN/ySYSw1Ve65RQ6/PyTXqcxnez73BJEnoYxkqYl1+POeulOH8/W6SZy79J8FW/s4cg1OToPVWn68AADAvMbD5iIFdmhjYHjsqBjbl2Rm+87dqrU0+43slOTdDJ7rHr7Dtmr4fa7BXx8GSPCtDosY3M1S7OmQ8Z2+Y4Vrx/1bY9msZ3vNbJTlsvMYcmKEz3csyvI9/X1WXX2ObkuTGGRKYnpjkKmMc7Igk/zAuf3pVXXnJNn+WIXb5gSQ3aa0dMF5DLp/h2vdXmX8ov+8Zr78/Mj7d9DhYVV0lQ3JTMsTBfqKq3lJV54yVkT5RVc9YS1WkqjqghipLj8mQNJokr26tfXmz278Ba/59PGU93495TM7XW1WV/6UDO1drzcPDY4c8Mty4fTHDjdxtliz72Dj/fstse8K4vCV5wIzl18iQfd+S3G7JsieP87+c4WZg6bY/M7XvXTOWT5YduWT+H47zX5+klmn3G8Z1HruG9+m2U695lxnLD8/QS6olecqM5WeMy45dx2e0ofdqlX0flaFn2DeTHLxk2bHjPs+Ysd3J47JvJbnejOX3G5dfmOSAGW39rzW0cdl2LFnvZeN6f7PG92ByLM9Y62cztY/9MtwMtCTvn7H8d6ber8sts4+/mPocH7jetqzz2HctmX+Zqe/sfZbZ9joZqsx8J8k1puZfP0NSyzlJjlpm28n34NR1tPkm47a7MyQhLbfeCes5J6a2f8+4/W3XsE1lqDTTkpy4zDqT68+arwcZbmBbkhfOWLZrXHbCkvlHTr3eWzPjupgh4aUlecGS+W8c5//OGto4sx1L1jkwQ/JKS3KLNex7+liOXmXdC8f1/ipDctrkenTu1D6+neT+q+zn+VPrTz8+nOT66/lurfP7OH3sxy5Z9pPj/M9kSE6btf1vj+v8y5L5W/I7c2rbZ43bvnqV9c5Yzznh4eHh4eHh4eHhsZZHxMDmfZ/EwC657OSIgU3vY0fFwJZ8Z8/MkDiwdPlvjcs/vVnfjzW0+zHj9v8+5/Edv47XODhDZ8FvZkiym3e7ozLE51qSX5ix/IrZc81ta2xTJXnbuO1DVvjMjl0y//ip79bvzdjuwCRfGZc/eMmyb43zb76Gds5sx5J17jSuc0GWuVYvs93kWM5cZb1bTB3zH059JudNHVPLkLj2w6vs65NT608euzNUgDpkrd+t9T6mP8cZy06Yattafx+v+/sxZ7uvPLX/G8xxfCdv13vq4eHhsZkP2ZCws9w5wx9Qn82ly2BOelY9ZJV9fC7J3y+d2Vr7UoZeQMnQm2DapEfRia21c2ds+6okn17ldWeZtPUvW2ttmXUm5aVXHEt+iePG6X+01t68dGEbsur/Znz6M2vY7zy26r1Ka+3TST6e4abwmHXs4h9aa5+cMf+fMvzBe7kMvbkmJuOdX3HW8FUbNBk7/KxN3u88npqhF813M1RjWeot4/SgDGXAL2Hs2fGwqVnrLYm9WY7N0DPxjNba62at0Iahuf4tQ2+wY6cWPThD4Oj14/drltdmuGm7QS0z5vsKJp9vZQhQbrqx58gtMwQ/37eGTW+SIakjGaorzbKRccMnVWzWMyRUMgQDZ10XXz9Ol16nJ+frWj+j1Vw9e3oYbvr5WlUHZk9Z+kdlCGr8TIagxmFJbpShl9gBSV5UVdebtZ/R1zMEqc+ZmveRJL/eWvufzW35uk1+7+1qrS1X2n/yO/oOVTXdu3OrfmdOTD7fzf4OAQDAeoiBzUcMbDYxsMFOi4FNO7ENQ38t9fpxep0Vqtys9fsxr+24r75ThiSJt7fWLlzDdvfJEJ/7fPZca76ntfb17LlWrMl4TZtU3lpPHOzCDB3Ilu73wuz5jm5XHGyyv6+tcK3eiMOmfn5ChuvczdtQqemQJHfLkADz/RkqzS1XbScZqot/OUMH0YlXJXlCa+382ZsszHp+H0+s5/sxj3MydKJNxMKAHUyyEOwsk8DCy2f8sfryDDczdx3HKl/Of6zwh+7/jtPvjelcVZfLntKb/7rCfldadilVda0MY0snyaur6sxZjwyVDpLkWmvY/U3G6UkrrPPOcfqD6yyPeimb9V5V1Z2q6uVV9amx/GibPDKU3UyGMbjX6t9nzWxDKe+vjE+nx/P+QIYEjGskeX9VPaKqrrOO151lUkr1nBXX2mTjUFqTMsSPb619cOk6rbWPZAgOJMnTquoxVXW1qrpcVd02Q8WXQ7PnZmKzx5Zeq8lY1N+33Hk0nkuTm/Vrzdj2uBW2+0KSy87Ydh7Tn+/c5XPX6K4Zklne3NZWzvtHx+mZywSIkiHB6jvLLEtVHVRVj66qk6vqK1X1nalz9cPjaus5V5NlztfMuE6P3jhOH1VVL6mqu1bVZgTxpj+3rThfp/9WrSS/0Vp7dWvtu0nSWjs1Q6ni8zMELx+93I5aa7/VhpL5V87QI+7nM7xP76mqP9uCtq/H5Jx79Arn3KQM8sFJrpJs+e/Micnnu1XnKgAArIUY2HzEwGYTA9uZMbBpq8VNkksmZqy67Qrfj3ltx331eocgm8TB3rvCdfE9K+2gqq5ZVX9cVadU1blVdfHU+fqX42rrOV8/0Vr75jLLVouDvXgctusWVXXZbNxWn6/TcbCLM1SJ/2CStNZ2t9belD0Jej+cIclrptbaLcc42BUyDMv1+xm+H/9ZVfffktav35p+Hy+xnu/Hqsb2TIaqEwsDdizJQrBD1DC2+b3Gp7OysD+X4Q/6/ZP8wgq7+sYKyya9Eab/sL5S9lxLvrTCtl9cYdks09naV8tQdWTWY/KH3lp69UwCRf+7wjpfGKeVzftjcMPvVVU9K8ON+M9lKA+7f4ZgxZfHxyRxYT3BnTV99q21czKMX31ukv+T5G+TfLqqvlRVL6qq26+jDROTSiIXbWAfa1JVd0/yogyf+bNaayslDzw0Q6LIARnGev5Khvfo3Rl6tP1u9nwW525Ni+c2OZcOyPLn0eEZeh0llzyXJtsessq2+83Ydh7TPZwOWuO285oESf55xbUubXLeL3uuttYuyjAm+6WMVZY+kqEc9+0zXHe+nT29eia9ydYViG2tLXe+zrpOp7X24iQnZvh+PzBD0OTcqvpwVT1lHVWhJi439fOmn6+ttW9lT7Dx7CQvmbHOl7Pn995Pzrnf81prr8iQJHdekt+qqmUDLNto8jlcMSufcxMHL9ku2fzfmROT79ZWnasAADAXMTAxsIiBbcgOjoFNm/kZL6m2s1zyyFqvDfOabHtAVW36/+aqqjJUnpmu5DOvVeNgWfl8vX2S/8owdPpNMsQ1vpE95+uk0s+Wn6+jx2WoMH6FDMPpvT/JeVX1zqr61apab2xjq8/X6Yo/b5jVgbG19oYkp49P542Dfbm19rQMHecOTLKrqr5/o43dRBs557bqfJ3eXiwM2LEkC8HO8bPZ88/+j033tJnK4L/duHy1MsxrUZu4r2nT16crttZqlceR63iNy62+yqba0HtVVXfNUPL34gzj+V4vw3jhVxl7CRyRoafThl9rXq21N2YYqukRGcqYfjFDT4UHJzm5qk5c564nw+8ctsEmzqWq7pjkHzLcOLwwyW+utP44PNDtkjw8QznTT2cYB/q1SX4iyUuz53xc9PBGk3PpdXOcR9VaO2HGtr8x57Ynr7Ft0706ZibdbEQNpXjvkqGc9qXKra+2+QZf/q+S/GCG78b9kly5tXZIa+3q47l6iw3uf81aa7+coezuU5KcnCF56ZgkT0zyP1W1nqGppofKOmxjLVzWJFD1ydbacr0U/3ucrqliTmvtf5NMhud72ErrbpPJOXevOc+5M5Zsl2zd78zJ+brp5yoAAKyRGNjaiYFtkBjYPhED29tN7qvPXSG+sRE3zVC550OttbUmLa77PBor9rw0Q2fDt2f4vhzUWjts6nx9zEZfZy3aMATdbTIMy/asDBW+D0hyhyR/neTUqrrm8ntY1lafr9Of238vu9b642D/nGH4zoMzJGKyMrEwYMeTLAQ7x1qCHz9aVTfapNc9O3uqPqxUmWKtVSu+PPXzjyy71vp8dZxee4V1JjcLLZs3ZvhG36tJedDnt9ae3Fr71IzynIcv3Wirtda+3lp7XmvtZ1tr35/kBkmeNy5++Nhbaa0m7/l6SvquSVXdJkNJ5QMzBHsevkLZ0+9prX2ntfb81tpdWmvXba1dv7V2vzFh5jbjat9K8p9b1fY5Tc6l9ZxHG9l2HtOf72adZ9Nuk+Hm/b2ttXPXuO3kOrHsuVpVB2QcBmrG/Ekv1we01l479kKctu3napK01j7eWntSa+0OGd6be2b4jl4+yYvWUZJ5+nPbqvP14+N0nrHg1zNe/KSH7XXXse1mW+85t5W/Mycmn+9WnKsAALAWYmDzEwPbRGJge30MbG+31ffV6x2CLJkjDrbCsltmuI6cnaHz03vaJSs4JYs5X1tr7e2ttd9ord0kQ/WkXx7beVT2DI22Flt9vn46yQXjzz3EwfZa43Cak4pCYmHAjiVZCHaAqrpekluNT4/J8Mfqco/JUDyb0rOqtfbtJJ8Yn95mhVVXWjZrv5/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\n",
      "text/plain": [
       "<Figure size 1440x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 712,
       "width": 1157
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot example gain relative phases\n",
    "plt.figure(figsize=(20,12))\n",
    "for sp, pol in zip([121, 122], ['Jee', 'Jnn']):\n",
    "    plt.subplot(sp)\n",
    "    ant0, ant1 = ants_to_save[pol]\n",
    "    plt.title('Angle of gains[{}] / gains[{}]'.format(ant0, ant1))\n",
    "    plt.imshow(np.angle(gains[ant0] / gains[ant1]), aspect='auto', cmap='twilight', interpolation='nearest',\n",
    "               extent=[freqs[0]/1e6, freqs[-1]/1e6, times[-1], times[0]])\n",
    "    plt.gca().set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) \n",
    "                                              for t in plt.gca().get_yticks()]] * 12 / np.pi, 2))    \n",
    "    plt.colorbar()\n",
    "    plt.xlabel('Frequency (MHz)')\n",
    "    plt.ylabel('LST (Hours)')        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 11: Example Gain Phases\n",
    "Relative gain phases of two example antennas.\n",
    "\n",
    "#### OBSERVER CHECKLIST:\n",
    "* Check that these gains are relatively stable in time and that there aren't huge phase discontinuities."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-10-07T12:04:38.140304Z",
     "iopub.status.busy": "2021-10-07T12:04:38.139828Z",
     "iopub.status.idle": "2021-10-07T12:04:38.237715Z",
     "shell.execute_reply": "2021-10-07T12:04:38.238271Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "------------\n",
      "This file was produced by the function <module>() in <ipython-input-1-c6de44361328> using: \n",
      "    git_branch: main\n",
      "    git_description: v3.0-1283-gbaee107\n",
      "    git_hash: baee107cc5e73bfa8ae0339672805fd2199448c3\n",
      "    git_origin: https://github.com/HERA-Team/hera_cal.git\n",
      "    version: 3.0\n",
      "------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(redcal.version.history_string())"
   ]
  }
 ],
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