{
 "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": "2021-10-09T12:02:56.859959Z",
     "iopub.status.busy": "2021-10-09T12:02:56.858855Z",
     "iopub.status.idle": "2021-10-09T12:02:58.773056Z",
     "shell.execute_reply": "2021-10-09T12:02:58.772425Z"
    }
   },
   "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": "2021-10-09T12:02:58.776148Z",
     "iopub.status.busy": "2021-10-09T12:02:58.775680Z",
     "iopub.status.idle": "2021-10-09T12:02:58.778476Z",
     "shell.execute_reply": "2021-10-09T12:02:58.778994Z"
    }
   },
   "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": "2021-10-09T12:02:58.783512Z",
     "iopub.status.busy": "2021-10-09T12:02:58.783024Z",
     "iopub.status.idle": "2021-10-09T12:02:58.787753Z",
     "shell.execute_reply": "2021-10-09T12:02:58.787190Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JD = \"2459496\"\n",
      "data_path = \"/mnt/sn1/2459496\"\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": "2021-10-09T12:02:58.792106Z",
     "iopub.status.busy": "2021-10-09T12:02:58.791618Z",
     "iopub.status.idle": "2021-10-09T12:02:58.794884Z",
     "shell.execute_reply": "2021-10-09T12:02:58.795418Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date: 10-8-2021\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": "2021-10-09T12:02:58.800279Z",
     "iopub.status.busy": "2021-10-09T12:02:58.799803Z",
     "iopub.status.idle": "2021-10-09T12:02:58.834754Z",
     "shell.execute_reply": "2021-10-09T12:02:58.835609Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking for data in /mnt/sn1/2459496 on JD 2459496\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": "2021-10-09T12:02:58.841610Z",
     "iopub.status.busy": "2021-10-09T12:02:58.840836Z",
     "iopub.status.idle": "2021-10-09T12:02:58.845451Z",
     "shell.execute_reply": "2021-10-09T12:02:58.844764Z"
    }
   },
   "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": "2021-10-09T12:02:58.849455Z",
     "iopub.status.busy": "2021-10-09T12:02:58.848832Z",
     "iopub.status.idle": "2021-10-09T12:02:58.852391Z",
     "shell.execute_reply": "2021-10-09T12:02:58.853074Z"
    }
   },
   "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": "2021-10-09T12:02:58.863301Z",
     "iopub.status.busy": "2021-10-09T12:02:58.861584Z",
     "iopub.status.idle": "2021-10-09T12:03:00.921918Z",
     "shell.execute_reply": "2021-10-09T12:03:00.922462Z"
    }
   },
   "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": "2021-10-09T12:03:00.936460Z",
     "iopub.status.busy": "2021-10-09T12:03:00.934937Z",
     "iopub.status.idle": "2021-10-09T12:03:01.953219Z",
     "shell.execute_reply": "2021-10-09T12:03:01.953704Z"
    }
   },
   "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": "2021-10-09T12:03:01.960161Z",
     "iopub.status.busy": "2021-10-09T12:03:01.959669Z",
     "iopub.status.idle": "2021-10-09T12:03:01.962629Z",
     "shell.execute_reply": "2021-10-09T12:03:01.963167Z"
    },
    "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": "2021-10-09T12:03:02.050494Z",
     "iopub.status.busy": "2021-10-09T12:03:02.001732Z",
     "iopub.status.idle": "2021-10-09T12:03:02.570361Z",
     "shell.execute_reply": "2021-10-09T12:03:02.571283Z"
    }
   },
   "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": "2021-10-09T12:03:02.647638Z",
     "iopub.status.busy": "2021-10-09T12:03:02.610511Z",
     "iopub.status.idle": "2021-10-09T12:03:02.668458Z",
     "shell.execute_reply": "2021-10-09T12:03:02.669006Z"
    }
   },
   "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": "2021-10-09T12:03:02.673329Z",
     "iopub.status.busy": "2021-10-09T12:03:02.672840Z",
     "iopub.status.idle": "2021-10-09T12:03:03.773394Z",
     "shell.execute_reply": "2021-10-09T12:03:03.773959Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found auto_metrics results file at /mnt/sn1/2459496/zen.2459496.11221.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": "2021-10-09T12:03:03.782056Z",
     "iopub.status.busy": "2021-10-09T12:03:03.781562Z",
     "iopub.status.idle": "2021-10-09T12:03:06.647708Z",
     "shell.execute_reply": "2021-10-09T12:03:06.647065Z"
    }
   },
   "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": "2021-10-09T12:03:06.659597Z",
     "iopub.status.busy": "2021-10-09T12:03:06.658773Z",
     "iopub.status.idle": "2021-10-09T12:03:08.150409Z",
     "shell.execute_reply": "2021-10-09T12:03:08.150981Z"
    }
   },
   "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": "2021-10-09T12:03:08.198142Z",
     "iopub.status.busy": "2021-10-09T12:03:08.162341Z",
     "iopub.status.idle": "2021-10-09T12:03:11.089854Z",
     "shell.execute_reply": "2021-10-09T12:03:11.089411Z"
    },
    "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": "2021-10-09T12:03:11.097302Z",
     "iopub.status.busy": "2021-10-09T12:03:11.096340Z",
     "iopub.status.idle": "2021-10-09T12:03:14.509276Z",
     "shell.execute_reply": "2021-10-09T12:03:14.508581Z"
    },
    "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"
    },
    {
     "data": {
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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": "2021-10-09T12:03:14.527588Z",
     "iopub.status.busy": "2021-10-09T12:03:14.525628Z",
     "iopub.status.idle": "2021-10-09T12:03:23.865774Z",
     "shell.execute_reply": "2021-10-09T12:03:23.865251Z"
    },
    "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": "2021-10-09T12:03:23.870641Z",
     "iopub.status.busy": "2021-10-09T12:03:23.870019Z",
     "iopub.status.idle": "2021-10-09T12:03:23.873393Z",
     "shell.execute_reply": "2021-10-09T12:03:23.872892Z"
    },
    "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": "2021-10-09T12:03:23.895270Z",
     "iopub.status.busy": "2021-10-09T12:03:23.880396Z",
     "iopub.status.idle": "2021-10-09T12:03:24.591556Z",
     "shell.execute_reply": "2021-10-09T12:03:24.591114Z"
    }
   },
   "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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\n",
      "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": "2021-10-09T12:03:24.601047Z",
     "iopub.status.busy": "2021-10-09T12:03:24.599985Z",
     "iopub.status.idle": "2021-10-09T12:03:27.110455Z",
     "shell.execute_reply": "2021-10-09T12:03:27.109947Z"
    }
   },
   "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": "2021-10-09T12:03:27.231281Z",
     "iopub.status.busy": "2021-10-09T12:03:27.217723Z",
     "iopub.status.idle": "2021-10-09T12:03:28.131776Z",
     "shell.execute_reply": "2021-10-09T12:03:28.131337Z"
    }
   },
   "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": 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": "2021-10-09T12:03:28.153920Z",
     "iopub.status.busy": "2021-10-09T12:03:28.151273Z",
     "iopub.status.idle": "2021-10-09T12:03:28.627125Z",
     "shell.execute_reply": "2021-10-09T12:03:28.626672Z"
    }
   },
   "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": "2021-10-09T12:03:28.648425Z",
     "iopub.status.busy": "2021-10-09T12:03:28.645823Z",
     "iopub.status.idle": "2021-10-09T12:03:29.410725Z",
     "shell.execute_reply": "2021-10-09T12:03:29.411273Z"
    }
   },
   "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": 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": "2021-10-09T12:03:29.431909Z",
     "iopub.status.busy": "2021-10-09T12:03:29.429550Z",
     "iopub.status.idle": "2021-10-09T12:03:30.182274Z",
     "shell.execute_reply": "2021-10-09T12:03:30.182813Z"
    }
   },
   "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": 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": "2021-10-09T12:03:30.188852Z",
     "iopub.status.busy": "2021-10-09T12:03:30.186244Z",
     "iopub.status.idle": "2021-10-09T12:03:30.254593Z",
     "shell.execute_reply": "2021-10-09T12:03:30.255131Z"
    }
   },
   "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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