{
 "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": "2021-10-12T16:03:44.419161Z",
     "iopub.status.busy": "2021-10-12T16:03:44.418287Z",
     "iopub.status.idle": "2021-10-12T16:03:46.147659Z",
     "shell.execute_reply": "2021-10-12T16:03:46.148222Z"
    }
   },
   "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": "2021-10-12T16:03:46.151427Z",
     "iopub.status.busy": "2021-10-12T16:03:46.150947Z",
     "iopub.status.idle": "2021-10-12T16:03:46.153798Z",
     "shell.execute_reply": "2021-10-12T16:03:46.154333Z"
    }
   },
   "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": "2021-10-12T16:03:46.159227Z",
     "iopub.status.busy": "2021-10-12T16:03:46.158729Z",
     "iopub.status.idle": "2021-10-12T16:03:46.163820Z",
     "shell.execute_reply": "2021-10-12T16:03:46.163209Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JD = \"2459499\"\n",
      "data_path = \"/mnt/sn1/2459499\"\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": "2021-10-12T16:03:46.168571Z",
     "iopub.status.busy": "2021-10-12T16:03:46.167994Z",
     "iopub.status.idle": "2021-10-12T16:03:46.172179Z",
     "shell.execute_reply": "2021-10-12T16:03:46.172709Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date: 10-11-2021\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": "2021-10-12T16:03:46.177262Z",
     "iopub.status.busy": "2021-10-12T16:03:46.176789Z",
     "iopub.status.idle": "2021-10-12T16:03:46.210829Z",
     "shell.execute_reply": "2021-10-12T16:03:46.211569Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking for data in /mnt/sn1/2459499 on JD 2459499\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": "2021-10-12T16:03:46.216522Z",
     "iopub.status.busy": "2021-10-12T16:03:46.215857Z",
     "iopub.status.idle": "2021-10-12T16:03:46.220123Z",
     "shell.execute_reply": "2021-10-12T16:03:46.219438Z"
    }
   },
   "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": "2021-10-12T16:03:46.223616Z",
     "iopub.status.busy": "2021-10-12T16:03:46.223061Z",
     "iopub.status.idle": "2021-10-12T16:03:46.226299Z",
     "shell.execute_reply": "2021-10-12T16:03:46.226757Z"
    }
   },
   "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": "2021-10-12T16:03:46.235607Z",
     "iopub.status.busy": "2021-10-12T16:03:46.234430Z",
     "iopub.status.idle": "2021-10-12T16:03:48.170477Z",
     "shell.execute_reply": "2021-10-12T16:03:48.171174Z"
    }
   },
   "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": "2021-10-12T16:03:48.189737Z",
     "iopub.status.busy": "2021-10-12T16:03:48.184776Z",
     "iopub.status.idle": "2021-10-12T16:03:49.186898Z",
     "shell.execute_reply": "2021-10-12T16:03:49.187375Z"
    }
   },
   "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": "2021-10-12T16:03:49.193274Z",
     "iopub.status.busy": "2021-10-12T16:03:49.192804Z",
     "iopub.status.idle": "2021-10-12T16:03:49.195574Z",
     "shell.execute_reply": "2021-10-12T16:03:49.196094Z"
    },
    "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": "2021-10-12T16:03:49.291035Z",
     "iopub.status.busy": "2021-10-12T16:03:49.235581Z",
     "iopub.status.idle": "2021-10-12T16:03:49.635160Z",
     "shell.execute_reply": "2021-10-12T16:03:49.635723Z"
    }
   },
   "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": "2021-10-12T16:03:49.710343Z",
     "iopub.status.busy": "2021-10-12T16:03:49.674111Z",
     "iopub.status.idle": "2021-10-12T16:03:49.731588Z",
     "shell.execute_reply": "2021-10-12T16:03:49.732158Z"
    }
   },
   "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": "2021-10-12T16:03:49.736157Z",
     "iopub.status.busy": "2021-10-12T16:03:49.735683Z",
     "iopub.status.idle": "2021-10-12T16:03:50.857007Z",
     "shell.execute_reply": "2021-10-12T16:03:50.857553Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found auto_metrics results file at /mnt/sn1/2459499/zen.2459499.11250.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": "2021-10-12T16:03:50.865953Z",
     "iopub.status.busy": "2021-10-12T16:03:50.865074Z",
     "iopub.status.idle": "2021-10-12T16:03:53.636344Z",
     "shell.execute_reply": "2021-10-12T16:03:53.636893Z"
    }
   },
   "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": "2021-10-12T16:03:53.648024Z",
     "iopub.status.busy": "2021-10-12T16:03:53.647252Z",
     "iopub.status.idle": "2021-10-12T16:03:54.988304Z",
     "shell.execute_reply": "2021-10-12T16:03:54.988863Z"
    }
   },
   "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": "2021-10-12T16:03:55.019802Z",
     "iopub.status.busy": "2021-10-12T16:03:54.999316Z",
     "iopub.status.idle": "2021-10-12T16:03:57.898566Z",
     "shell.execute_reply": "2021-10-12T16:03:57.899098Z"
    },
    "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": "2021-10-12T16:03:57.906176Z",
     "iopub.status.busy": "2021-10-12T16:03:57.905163Z",
     "iopub.status.idle": "2021-10-12T16:03:58.281819Z",
     "shell.execute_reply": "2021-10-12T16:03:58.282374Z"
    },
    "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"
    },
    {
     "ename": "ValueError",
     "evalue": "Image size of 1235457x1207 pixels is too large. It must be less than 2^16 in each direction.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m    339\u001b[0m                 \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    340\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[0;32m--> 341\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mprinter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\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    342\u001b[0m             \u001b[0;31m# Finally look for special method names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    343\u001b[0m             \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\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/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(fig)\u001b[0m\n\u001b[1;32m    248\u001b[0m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'png'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    249\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'retina'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'png2x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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[0m\u001b[1;32m    251\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'jpg'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'jpeg'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0mjpg_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'jpg'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mretina_figure\u001b[0;34m(fig, **kwargs)\u001b[0m\n\u001b[1;32m    138\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    139\u001b[0m     \u001b[0;34m\"\"\"format a figure as a pixel-doubled (retina) PNG\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 140\u001b[0;31m     \u001b[0mpngdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfmt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'retina'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    141\u001b[0m     \u001b[0;31m# Make sure that retina_figure acts just like print_figure and returns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    142\u001b[0m     \u001b[0;31m# None when the figure is empty.\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/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m    130\u001b[0m         \u001b[0mFigureCanvasBase\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    131\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 132\u001b[0;31m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbytes_io\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\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    133\u001b[0m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbytes_io\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\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    134\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfmt\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'svg'\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/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m   2215\u001b[0m                     \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2216\u001b[0m                     \u001b[0mbbox_inches_restore\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2217\u001b[0;31m                     **kwargs)\n\u001b[0m\u001b[1;32m   2218\u001b[0m             \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2219\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mrestore_bbox\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/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1637\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1638\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1639\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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   1640\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1641\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[1;32m    507\u001b[0m             \u001b[0;34m*\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mincluding\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mdefault\u001b[0m \u001b[0;34m'Software'\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    508\u001b[0m         \"\"\"\n\u001b[0;32m--> 509\u001b[0;31m         \u001b[0mFigureCanvasAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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    510\u001b[0m         mpl.image.imsave(\n\u001b[1;32m    511\u001b[0m             \u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuffer_rgba\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"upper\"\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    400\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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    401\u001b[0m         \u001b[0;31m# docstring inherited\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 402\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_renderer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcleared\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[0m\u001b[1;32m    403\u001b[0m         \u001b[0;31m# Acquire a lock on the shared font cache.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    404\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mRendererAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlock\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mget_renderer\u001b[0;34m(self, cleared)\u001b[0m\n\u001b[1;32m    416\u001b[0m                           and getattr(self, \"_lastKey\", None) == key)\n\u001b[1;32m    417\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mreuse_renderer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 418\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRendererAgg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdpi\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    419\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lastKey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    420\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mcleared\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, width, height, dpi)\u001b[0m\n\u001b[1;32m     94\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwidth\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mheight\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 96\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_renderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_RendererAgg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwidth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mheight\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\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     97\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_filter_renderers\u001b[0m \u001b[0;34m=\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     98\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Image size of 1235457x1207 pixels is too large. It must be less than 2^16 in each direction."
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "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": "2021-10-12T16:03:58.301851Z",
     "iopub.status.busy": "2021-10-12T16:03:58.299451Z",
     "iopub.status.idle": "2021-10-12T16:03:59.091714Z",
     "shell.execute_reply": "2021-10-12T16:03:59.092245Z"
    },
    "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"
    },
    {
     "ename": "ValueError",
     "evalue": "Image size of 1235457x4497 pixels is too large. It must be less than 2^16 in each direction.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m    339\u001b[0m                 \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    340\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[0;32m--> 341\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mprinter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\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    342\u001b[0m             \u001b[0;31m# Finally look for special method names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    343\u001b[0m             \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\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/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(fig)\u001b[0m\n\u001b[1;32m    248\u001b[0m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'png'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    249\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'retina'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'png2x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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[0m\u001b[1;32m    251\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'jpg'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'jpeg'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0mjpg_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'jpg'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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[0;32m~/anaconda/envs/RTP/lib/python3.7/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mretina_figure\u001b[0;34m(fig, **kwargs)\u001b[0m\n\u001b[1;32m    138\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    139\u001b[0m     \u001b[0;34m\"\"\"format a figure as a pixel-doubled (retina) PNG\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 140\u001b[0;31m     \u001b[0mpngdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfmt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'retina'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    141\u001b[0m     \u001b[0;31m# Make sure that retina_figure acts just like print_figure and returns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    142\u001b[0m     \u001b[0;31m# None when the figure is empty.\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/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m    130\u001b[0m         \u001b[0mFigureCanvasBase\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    131\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 132\u001b[0;31m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbytes_io\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\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    133\u001b[0m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbytes_io\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\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    134\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfmt\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'svg'\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/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m   2215\u001b[0m                     \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2216\u001b[0m                     \u001b[0mbbox_inches_restore\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2217\u001b[0;31m                     **kwargs)\n\u001b[0m\u001b[1;32m   2218\u001b[0m             \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2219\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mrestore_bbox\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/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1637\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1638\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1639\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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   1640\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1641\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[1;32m    507\u001b[0m             \u001b[0;34m*\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mincluding\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mdefault\u001b[0m \u001b[0;34m'Software'\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    508\u001b[0m         \"\"\"\n\u001b[0;32m--> 509\u001b[0;31m         \u001b[0mFigureCanvasAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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    510\u001b[0m         mpl.image.imsave(\n\u001b[1;32m    511\u001b[0m             \u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuffer_rgba\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"upper\"\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    400\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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    401\u001b[0m         \u001b[0;31m# docstring inherited\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 402\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_renderer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcleared\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[0m\u001b[1;32m    403\u001b[0m         \u001b[0;31m# Acquire a lock on the shared font cache.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    404\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mRendererAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlock\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mget_renderer\u001b[0;34m(self, cleared)\u001b[0m\n\u001b[1;32m    416\u001b[0m                           and getattr(self, \"_lastKey\", None) == key)\n\u001b[1;32m    417\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mreuse_renderer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 418\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRendererAgg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdpi\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    419\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lastKey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    420\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mcleared\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/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, width, height, dpi)\u001b[0m\n\u001b[1;32m     94\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwidth\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mheight\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 96\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_renderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_RendererAgg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwidth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mheight\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\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     97\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_filter_renderers\u001b[0m \u001b[0;34m=\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     98\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Image size of 1235457x4497 pixels is too large. It must be less than 2^16 in each direction."
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x1459.46 with 1 Axes>"
      ]
     },
     "metadata": {
      "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": "2021-10-12T16:03:59.096402Z",
     "iopub.status.busy": "2021-10-12T16:03:59.095935Z",
     "iopub.status.idle": "2021-10-12T16:03:59.099203Z",
     "shell.execute_reply": "2021-10-12T16:03:59.098711Z"
    },
    "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": "2021-10-12T16:03:59.119938Z",
     "iopub.status.busy": "2021-10-12T16:03:59.105324Z",
     "iopub.status.idle": "2021-10-12T16:03:59.799946Z",
     "shell.execute_reply": "2021-10-12T16:03:59.800479Z"
    }
   },
   "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": {
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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": "2021-10-12T16:03:59.809786Z",
     "iopub.status.busy": "2021-10-12T16:03:59.808755Z",
     "iopub.status.idle": "2021-10-12T16:04:02.201783Z",
     "shell.execute_reply": "2021-10-12T16:04:02.201281Z"
    }
   },
   "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": "2021-10-12T16:04:02.221050Z",
     "iopub.status.busy": "2021-10-12T16:04:02.207890Z",
     "iopub.status.idle": "2021-10-12T16:04:03.197544Z",
     "shell.execute_reply": "2021-10-12T16:04:03.198101Z"
    }
   },
   "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": "2021-10-12T16:04:03.217171Z",
     "iopub.status.busy": "2021-10-12T16:04:03.216016Z",
     "iopub.status.idle": "2021-10-12T16:04:03.658265Z",
     "shell.execute_reply": "2021-10-12T16:04:03.658820Z"
    }
   },
   "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": "2021-10-12T16:04:03.678484Z",
     "iopub.status.busy": "2021-10-12T16:04:03.676098Z",
     "iopub.status.idle": "2021-10-12T16:04:04.389859Z",
     "shell.execute_reply": "2021-10-12T16:04:04.389431Z"
    }
   },
   "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": "2021-10-12T16:04:04.409787Z",
     "iopub.status.busy": "2021-10-12T16:04:04.407263Z",
     "iopub.status.idle": "2021-10-12T16:04:05.111045Z",
     "shell.execute_reply": "2021-10-12T16:04:05.111578Z"
    }
   },
   "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": "2021-10-12T16:04:05.115009Z",
     "iopub.status.busy": "2021-10-12T16:04:05.114541Z",
     "iopub.status.idle": "2021-10-12T16:04:05.160233Z",
     "shell.execute_reply": "2021-10-12T16:04:05.160833Z"
    }
   },
   "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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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}