{
 "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": "2021-10-08T12:04:43.760176Z",
     "iopub.status.busy": "2021-10-08T12:04:43.758546Z",
     "iopub.status.idle": "2021-10-08T12:04:45.485219Z",
     "shell.execute_reply": "2021-10-08T12:04:45.485758Z"
    }
   },
   "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": "2021-10-08T12:04:45.488815Z",
     "iopub.status.busy": "2021-10-08T12:04:45.488331Z",
     "iopub.status.idle": "2021-10-08T12:04:45.491568Z",
     "shell.execute_reply": "2021-10-08T12:04:45.491086Z"
    }
   },
   "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": "2021-10-08T12:04:45.496440Z",
     "iopub.status.busy": "2021-10-08T12:04:45.495970Z",
     "iopub.status.idle": "2021-10-08T12:04:45.500357Z",
     "shell.execute_reply": "2021-10-08T12:04:45.500979Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JD = \"2459495\"\n",
      "data_path = \"/mnt/sn1/2459495\"\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": "2021-10-08T12:04:45.505545Z",
     "iopub.status.busy": "2021-10-08T12:04:45.505024Z",
     "iopub.status.idle": "2021-10-08T12:04:45.508860Z",
     "shell.execute_reply": "2021-10-08T12:04:45.509374Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date: 10-7-2021\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": "2021-10-08T12:04:45.513851Z",
     "iopub.status.busy": "2021-10-08T12:04:45.513387Z",
     "iopub.status.idle": "2021-10-08T12:04:45.544580Z",
     "shell.execute_reply": "2021-10-08T12:04:45.545322Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking for data in /mnt/sn1/2459495 on JD 2459495\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": "2021-10-08T12:04:45.550284Z",
     "iopub.status.busy": "2021-10-08T12:04:45.549634Z",
     "iopub.status.idle": "2021-10-08T12:04:45.553156Z",
     "shell.execute_reply": "2021-10-08T12:04:45.553800Z"
    }
   },
   "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": "2021-10-08T12:04:45.557753Z",
     "iopub.status.busy": "2021-10-08T12:04:45.557168Z",
     "iopub.status.idle": "2021-10-08T12:04:45.560996Z",
     "shell.execute_reply": "2021-10-08T12:04:45.560364Z"
    }
   },
   "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": "2021-10-08T12:04:45.570279Z",
     "iopub.status.busy": "2021-10-08T12:04:45.569268Z",
     "iopub.status.idle": "2021-10-08T12:04:47.585346Z",
     "shell.execute_reply": "2021-10-08T12:04:47.586164Z"
    }
   },
   "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": "2021-10-08T12:04:47.606894Z",
     "iopub.status.busy": "2021-10-08T12:04:47.599536Z",
     "iopub.status.idle": "2021-10-08T12:04:48.598237Z",
     "shell.execute_reply": "2021-10-08T12:04:48.598707Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oPfvsisc/+yzYeEpKpG22CXfM999vM2qeflo6++z051x/vTRwoHTVVdKFF664zKlZgLeWJSXSfvsF1x4QsCATKeMksWgQAAAAQG6KO5khWQLn0kvDiyMlNdawxnzqqVL//lK/fvaczvrrSyeeaMu4Lrgg/TlLlwYXEzNwkHCBJXC89/2CagsAAAAAEmX6dKuTEob6JDOiNn58eGPeaCPp6qulm2+Wxo2recyHHio1bWrLp9q2tZk4665ria633gp+a/Px422GT/qVJEDsWMoEAAAAAHX59NNw2q1vMiNlrbWk44+XVl7ZEhnvvx9ObF98YY+gNW0qjRwpTZ0qnX9+7eduuaU9t2tnyZpVVql8rbxcuvNOS34FVWT599+lP/6QOnYMpj0gYCRwAAAAAKAuf/4ZfJsNSWak7LabPaoaPVo6+uhgd1EqL7dkRtAuvljaYgtp++2lsrLaz11tNXu+7DLpjTeks86SpkyR+vSR7rpLOvlk6bffgl1StmABCRwkVqAJHOdcc0n7SOojqYOkpmlO8977WvaHAwAAAICEqSvZ0BgNSWYsWGCJjGeftS20JWmzzaRhw2zWzptvSr16VW7/HYTadodqjC23tETV9ddLH3xQ9/lNK24np0+34sKpP6PRo6UDDpBKS6UzzrACx0uW1NxOQ4TxPgMBCSyB45xbS9LrkjaS7URVEy+JBA4AAACA7LF4cbDtNTSZ8dtv0iWXLH9s3DibjfPOO9LWW0vHHSfdcktwMQaZzEjNNvr6a+mii+p3TWoG0CuvrBjLpEnSDz9IG2wg9ehh3wchqEQQEIImAbZ1vaQekh6V1F9SN0ld0jzWD7BPAAAAAAhfixbBtdWYZEZNli2T7r3Xvt5xx8xjq2qllYJta8MNpY03lhYtsmLBqcewYXbOvffa9zfeaN9/9ZU9z5mTvs1Ugqdly+DiDLItIGBBLqHaTdJY7/3hAbYJAAAAAPErLAyurVQyQ7JkRjr33muPm26STj+99vZ++82eW7cOLERJUps2wbW1aFFloqm6oiJ7jBtnSZv337fjb75pRYp79lzxmhYtpG7d7OspU4KLM8j3GQhYkAmcQkkfBtgeAAAAACRD27bBtdWYZEZttt7anlO1cYLQpInteBWUsjJpyJD0r11yiY35wQelESMqj48aZbtP7b67tMsuVsg45aKLpPbtpTFjpBkzgomxSRNrE0ioIBM4n0nqFGB7AAAAAJAMm20WXFuNSWb06SNNmLBijZaddqqcofPf/wYX4yabSJtvLjVvHl9dmCVLbHet116zZM4zz0g//mj1g/r2lWbOtC3Vg7LJJszAQaIFmcC5VtJDzrmNvfdfBNguAAAAAMRrjTVsRsovv8TT/zXXWIJhzBhp2jQ7ttlm0s4729cXXli/2Tr1VVwsFRRIm25quz3F5d13pd69LbG10042Q2bGDNtG/PLLpZ9/Dq6v4uLg2gJCEGQCZ6akFyS955y7WVKJpDnpTvTejw2wXwAAAAAIX3FxfAmckSNtK+0tt5QGDLCZMTNmSI89Jt12m+1EFaRUMqO4OPwEzqWX2qMmX34pHXJIuDFIJHCQeEEmcMbItgh3ki6q+LomTQPsFwAAAADCV1wsvfBCuH3UlMy47z57RKVqAueee6LrN04kcJBwQSZwLlPtSRsAAAAAyF69e8cdQTSaNLH6N1J+jhlIqMASON77YUG1BQAAAACJs802tn314sVxRxKurbaSWrWyrzffPN7aP1Hp379yzEBCNYk7AAAAAADICh07SgceGHcU4TvxxMqvmzULdqenpBo6NO4IgDoFnsBxzjV3zu3hnDvdOXdRleOFzrnVnHMkjQAAAABkp1y/0e/YUTrooOWPDRkiNc3hMqZrry0NHBh3FECdAk2mOOf2kDRF0kuSrpc0rMrLvSRNl3RwkH0CAAAAQGS22Sa3a6UMHiwVFi5/bK21bAesXHXCCTbTCEi4wBI4zrnekp6VFTI+XdL/qr7uvf9A0g+ScviTDwAAACCnOZe7s3Ccs2RGOrk65mbNpOOOizsKoF6CnIFzkaQFknp772+R9E2acz6WlMPpagAAAAA577DDpPbt444ieAMGSF27pn+tXz+pV68oo4nGIYdIa64ZdxRAvQSZwNlO0rPe+19rOecnSXw6AAAAAGSvlVaSrr8+7iiCVVgo3Xhjza87J917b27Vwlllldx7H5HTgkzgrCTp9zrOaRVwnwAAAAAQvWOOkfbYI+4ognPllVL37rWfU1wsnXtuNPFE4fbbpdVWizsKoN6CTKb8LGmTOs7pJen7APsEAAAAgOg5J91zj9S2bdyRZG7bbaXTTqvfuRddJPXsGW48UTjggBV32wISLsgEzihJuzvntk/3onNugKRtJb0YYJ8AAAAAEI911ql92VE2KCyU7r+//kujCgqkBx7I7qVUq6xis2+ALBNkAuffkuZIes05d42kjSXJObdnxfdPyLYRvyHAPgEAAAAgPsccI+25Z9xRNN7VV9e9dKq64mLp8svDiSdsTZpYLR+WTiELBZbA8d7/LGk3Sb9IOlvSgZKcpOcrvp8uaQ/vfV11cgAAAAAgOzgnPfKI1KdP3JE03D//KZ16auOuPffcxl8bp7vukvbZJ+4ogEZpFmRj3vtS59yGkvaUtI2klSXNlfSBpOe890uD7A8AAAAAYtemjTRqlNS3r/TZZ3FHUz/HHGM7MDnXuOuds+Vjf/1lS7CywfXXS8cdF3cUQKMFmsCRJO/9Mtmsm+eDbhsAAAAAEqljR+mtt2xnqtLSuKOp3fHHS3fcYcuJMpFajtS6tXTbbcHEFgbnrObNSSfFHQmQkcASOM65tyQ94L1/qJZzjpB0rPe+f1D9AgAAIGbeS4sXSwsXSkuWWJHTwkKpefPG/+9+ks2bJ33xhc08WLjQxl5QILVsKbVrJ228sX2dK/74QyopkT791MZcVmZjbtHC3uc2baTNNpOKiqQOHeKONl6rriqNHi3tvbf09ttxR5Pev/4l/fvfwX02mzSRbrnFEliXXRZMm0EqKJDuu0867LC4IwEyFuQMnH6SxtRxTidJfQPsEwAAIF6LF9uSiZISe3zxhbRgQWUyo7DQHh06SL16Sb17WwHQLl2yM7mxcKE0aVLleMePtzEvTbNSvlUrafPNbbypR48eUrPAJ4GHZ/58m00xfnzlmL/6ypJWNWnaVNpkk+XH3auX/RwknffSRx9JY8ZUjvf77+t//frrV/6M9+snbblldv6cZ6JtW+m116SrrpKuvDL9ZyMOq60m3XmntP/+wbftnHTppVL//tKxxzbsZyZMW29ty7s22ijuSIBAOF/bPz4Naci5cknDvPc1pl2dc1dIOtt7XxBIp3nKOVdSVFRUVFJSEncoAADkp88+s2UD775ryYzFixveRocONmNh992tFsUqqwQfZ1AWLJAefVS65x7p44+lZcsa31bLltJOO9lShgEDkrsV8Sef2BKThx+2JE6mOnSw9/nEE6Vu3TJvL2jz50v/+5+NeeLE4NrdYgtp6FDp0ENtmU2+mThROvpo+3siToccIt16azR/z8yfL513nvUXl4IC6YorpNNPT+7fMchbxcXFKi0tLfXeFzf02qATOJd471fYT8455yStJ+kZSW299xsE0mmeIoEDAEAMFi+Wnn7abnDHjQu27YIC6aCDpJNPtp1skjJj4euvpeHD7X+w58wJvv1OnSyhceyxydjSd9Ei6ckn7T1+773w+tltN0tq7Lln/LORJk+2WRkPPCD9+Wd4/bRrJw0aZIm7DTcMr58kWrzYZuJcdVX0s3HCnHVTl7ffjmc2DrNukHCxJXAqkjapBlyVr2u8RNJV3vsLG90pSOAAABClOXNs55J77pFmzAi/v6Ii25r3yCMzLzDaWJMmSWedJb3+ejT9tWhhMwSuuUZaY41o+qzKe5t9csYZ0syZ0fXbqZPdXA8YEF2fKQsWSBdeKN10U+3LwYLmnP05X355btUJqo/PP7c/74cftqWIYVprLemEEywpvPLK4fZVm0WLpKeesqTou++G149z0l57WWJ0t93i+7sTqIc4EzhjVJm02VHSVElT0py6TNIsSW9Kutd7X97oTkECBwCAqIwaJQ0ZIv38c/R99+tnhTe7dImuzyVLpKuvtpvrJUui6zelY0dbdnHoodHNQpo+3WYBPR/jBqrHHCPdcIPUvn00/b37rvX5zTfR9JdO9+4262ebbeKLIS5z5kgPPmhJja+/DrbtnXe2JMbAgVZEPEk++cQSlv/9bzDLEiUrGn3ccbarVufOwbQJhCxJS6hqrYGDYJDAAQAgZHPm2CyB+++PN47WrW1Wykknhf8/ypMm2U19ErY/3ndfu9ELczZOatbNP/5huyzFbe21bZZXmLNx4pp1U5MmTexzdtll+TcbR7L34K23bGlmSYklOMrKGtZGhw5WNLpPH+mII7Jj2dDcudIrr1QWyS4psWP1scYalYXBt9xS2nVXW4IKZJGkJHA6SZrjva/npw+NRQIHAIAQxTnrpiZhzsYpL7cthS+9NJ5ZNzXp2NHq7xx4YPBtz5snHXWU9MwzwbedqeOPl267LfjZEz/+KO2xh9W8SZqNN7Yb+nXXjTuSeC1ZYju6pZIaM2ZYQmfhQivEm9rRrmvXyiRG587JqZnVWN5bnZzx421G3MKF9mjSxBJ7hYX2d1/v3rY0DMhyiUjgIDokcAAACMmNN9qMgCTq2NFucrfcMrg2ly6VBg+WHnoouDaDduON0j//GVx7f/wh/e1v0gcfBNdm0PbaS3r88eBmpUyebDMVpk0Lpr0wrLee1Vzq3j3uSAAgVJkkcAIte++cay5pH0l9JHWQlG7PNu+9HxxkvwAAABnxXrrkEqv9klSzZ0v9+1utlp12yry9RYus1kwSZ6FUdfrptqTtkksyn2nw++9WIyTuLZ3r8uKLlmR68cXMt97+4gupb18be5JNnSrtsIPtXJQNy4AAIAaBJXCcc2tJel3SRrLdpmriJZHAAQAAyXHxxdIVV8QdRd3mzbMb+1desZvyxlq2zOplJD15k3LppVbn4rzzGt/Gn3/aEqKkJ29SxoyRDjhAeu4526WrMX74wWbeJD15kzJzpsX7zju2QxcAYDlBVsO7XlIPSY9K6i+pm6QuaR7rB9gnAABAZq6/PjuSNyllZbbDTGOXUntv2ws/+WSwcYXt/POtsHFjLFqU2Z9ZXF55xbaTb0zJgz/+sGTIL78EH1eYpk2zuOtb1BYA8kiQCZzdJI313h/uvR/jvf/Oe/9jukeAfQIAADTeCy9IZ50VdxQN99dftlvRzJkNv3b4cGnEiOBjisIppzSuds3ll0tjxwYfTxQef1y6++6GX3f66dJ33wUfTxS++UY688y4owCAxAkygVMo6cMA2wMAAAjP7Nm240+2+u036eSTG3bNlCnS2WeHEk4kysttq/OGbLU8frx09dXhxRSFs86y966+XnpJevDB0MKJxIgRNgMJAPD/gkzgfCaJxaoAACA7nHaa9OuvcUeRmSeflJ54on7nlpfbjlPz54cbU9gmT7aCxvWxaJElfJYtCzemsM2bJx13XP2WUv3xR3YnJqsaMoSlVABQRZAJnGsl7e2c2zjANgEAAIL3/PPSf/8bdxTBGDq0fkup7rpLeuut8OOJwnXX1W8p1eWXS599Fn48UXjzzfotpTr99Oyre1OTadNYSgUAVQSZwJkp6QVJ7znnLnXO7e2c2zHdI8A+AQAAGmb2bCvimyt+/73upVTZvnSquvospZo4MfuXTlV31lmW1KjJ6NHZv3SquhEjpHHj4o4CABIhyATOGEkHSGor6SJJz0gaXcMDAAAgHv/+d/YvnaruySdrv8m95prsXzpV3eTJ0v/+V/Pr11+f/Uunqps3T7rjjppfv/nm6GKJUq6OCwAayPnGbEuYriHnhkmqV2Pe+0sD6TRPOedKioqKikqybStMAADitnChtM46Ngsn1xxyiPTIIyse//NPaa21ci+BI0lFRVak2Lnlj//2m73PixfHE1eYVl1V+uknqaBg+eNTp0pdutjspFzTtKn044/S2mvHHQkAZKy4uFilpaWl3vvihl7bLKggvPfDgmoLAAAgFI8/npvJG0l66imbWbTGGssfHzkyN5M3klRaKn38sdSnz/LH77svN5M3kiWnnnxSOvzw5Y/ffXduJm8km0l1zz3SsGFxRwIAsQpyCVWdnHNNnHP7RNknAADA/6tt+Um2W7LE6oVU5X1uj1lacXzLlknDh8cTS1Sqj3nxYktw5LK777afcQDIY5EkcJxznZxzl0uaKunpKPoEAABYzvjx0kcfxR1FuO66S1q6tPL7sWOlL76IL54oPPqoNGtW5fevvGJFm3PZe+9ZkeaUp5+u305k2Wz6dOm55+KOAgBiFVoCxznX1Dm3v3PuFUnfSbpA0pqS3girTwAAgBrde2/cEYTvp5+kV1+t/D7XdiRKZ9Ei6bHHKr9/4on4YolS1XG+8kp8cURp1Ki4IwCAWAWewHHOre+cu0rST5KekLSrpFmSrpC0vvd+96D7BAAAqFNQWxF37CgNHmyzHr75RlqwQJozx9o/9tgVC+ref78tZart8UaA/7/1zjuVX3/4YTBtNnTMktSihTR0qMXw22/SX3/ZbKCbb5bWWy+YuFKqzqwaPz6YNhsz5tatpcsus3EuXCj98Ye9twMGBBNTVVU3swhqzJJtvf7GG1YUecECm91UWipdfLH9maSzzTbSSy/ZufPnS598Ip12mtQk4FsNNvAAkOcC2YXKOddM0n6Sjpe0kywxtFjSC5L+Lule7/3xGXcESexCBQBAg82fL7VtG0yR1xNOsBorv/wijR5tN7qrry7tv7/Uvr0VmD3wwMrz99lH6tUrfVtHHil17SqddZZtex2EXXeVXnst3jE3bSqNGSNtv7305ZeWEFi0SNpyS6lvX0uEbLutvRaEnj2lTz+Nd8zt2llyZ9NNpc8+k9580xI6e+8trbaadOqp0q23Zh5Xyiqr2LKpBQuCG7Nk71NpqSWhZs60MWy9tb13P/9sX0+bVnn+3ntbAe2yMpsJNXu2NHCgtNFGNkvooIOCiUuSmjWzRGBhYXBtAkDEMtmFSt77Rj8kdZP0H0kzJC2TVC5pvKRTJHWsOKdc0t2Z9MNjhT/3kqKiIg8AAOrpnXfqmgNT/8dOO3m/117eO7f88dVX9/7HH62//fevu5127byfP9/7sjLvV145uPg6dvS+vDzeMR9wgB17/fUVrxk2zF4bMSK4+Jo0sT/Ld9+Nb8w33mjHnnzS+6ZNK4+vsor333/v/aJF3m+wQXDxSRZHkGOWvC8oSH/8iitsfLffXnmsTRvvZ8ywn+Hi4uXbePddO//gg4ON78MPw/7bAgBCVVRU5CWVeN/wXECm8xq/knRmRZLmRkmbeu97e+9v897n6B6dAAAg6wQ5a3X0aOnFF+12sqoZMyp3P+rXr+52jjxSatXKluhULcKbqdmzrYhvnGNef317fumlFa9JFaJdddXg4isvt2U7cY55//3t+eKLbSeslN9/t9lVLVpIJ54YXHySjTfoGdmLFqU//vjj9tytW+WxAw6w2UWPPrp8HIsWSRdeaF+fdFKw8TEDHUAeC2Jhqpf0sqQnvfefB9AeAABAsIKsEVKb1DbHVXeCqsmQIfZ8993Bx1FSEu+YP6/4lXDAgBVrxey1lz0HWfdHCieZUZN0Y15jDXv+/vsVz08d23nnYOMYP16aMCHYNmsycKA9T5pUeax/f3tOV0R57Fhb0rbttpa8CkppaXBtAUCWaZbh9RdJOlbSMZIGOee+kvSApJHe++kZtg0AABCMzyP4P6amTaWjjrKv69oVaOutpc02k776ymrFBO3zz6Xvvgu+3epqGvNLL1ldlL//3WrTvPGGtHixVFxsdXFuuUW67bZgY/n2W6vREraaxvz779Jaa0lduqxY2yc1I2mjjYKNZfr0YGdvVXXmmdJKK1ltn969pR12sFlOV19dec6GG9rz11+veP2yZdIPP1h9ovXXlyZPDiau2UzyB5C/MkrgeO+vlHSlc253SUMkDZR0dcWx1yTlwd6VAAAg8ebPD7+Pq6+2ArYvvWRFhGtzfMXeDvfcE04s8+fbLkhhq23MBxxgy4kuukjaZJPK42+8If3vf8EV3U0pK7NH2Goa84sv2vs6bJh06KGV4+vYUTrjDPu6sNAeQcW5cGF4Yz7rrMpZRZJt4T1okCWqUtq1s+e5c9O3kTrevn1wcUXxHgNAQgWyt5/3/lXv/QGS1pV0vqQfJQ2Q9IhsiVUv51zDKywDAAAEIeybvn/8w254v/zSatvUpm1b25ln0SLpgQfCiSfMG/uU2sZcUGA7Ep11lnTyyZYIaNvWllR16mTLa/beO9h4Fi4MP2lV25gvvthqDx10kDRxonTjjdJdd9luTuXllUnEqvVxMhXm+7zmmrb8bfXVpf32s1k0EyZIW2xR/zZSy+eq1xHKRBSJSQBIqEASOCne+5ne+6u99xtI2lXSk5KWSOot6SPn3ATn3MlB9gkAAFCnxYvDa3voUFsS9Pnn0k47SX/8Ufv5RxxhWzMHXby4qsWLg00UVFfXmM891xIZF1xgNX5mzLDtn195xWbmtGgh3XxzsDEtW7ZivZ0g1TXmGTNsq+2bb7b3d+hQ20L+xRelXXaRWra07dNT9XOC0KSJba0dppkzpWeflXbbTVp5ZemhhypfS82wSc3Eqa5t2+XPC0Lz5sG1BQBZJtAETlXe+ze99wdLWkfSOZK+lrS5pFvC6hMAACCtgoJw2j3tNOn2263Oy0472U18XVLFi++6K5yYpMqlOmGoz5hThYpHj17xtUmTLHHVubMtLwpKy5b2CEN93+fff5f++U+pa1f7mVtjDem446wuTpMm0scfBxtXYWF4Y65u6lSbTdSzpyVyJKvhJEndu694ftOmNu4lS9IXdm6sqMYLAAkUWgInxXv/u/f+Ou99D0n9ZcuqAAAAohPGTd8550g33WTLSnbaSfrtt7qv6dNH6tXLbnzffjv4mFLCurGv75hTCbN0W4W3aFE5MyPImVFhJa0a8z5Xl0raPfxwoKGpsNC2oo/KWmvZc2p211tv2fMee6x47o472kyk994L9n0mgQMgj4WewKnKez/Ge39ElH0CAADUuMSjsS68ULrmGtvGeeed678UKlW8OIytw6tq395qlwSpIWMeN86ezz9/xS2khw2zZTAffSTNmxdcfKuvbjM+gtSQMTtnCYvqBg+WDjvMEkBBJ3A6dw52Z6sNN0z/c+OcdMUV9tq779pSMEl68klLaB1yiO0wllJQYOdL0p13BhefJPXoEWx7AJBFQl40CwAAkAC9ekkffBBMW0cdJV1+ubR0qSUqTj11xXOmTJEerLYZZ5s20sEHW/Hi6q8FrVcvm/Xw/PPBtNfQMV95pTRwoNV+mTzZat8sXChtt5201VbSggW2LClIRUXSaqsF115Dx9yqlS2tev1129Jcsq23t9rKvt9vP2srSL17B9vmHntI115rRaa/+84SVquvLvXta8vCpk+vnE0kWV2jIUMskTNmjPToo7bN9957W2LpiSesmHWQevcOtj0AyCIkcAAAQO4rDnAzzNQsj2bNpNNPT3/OmDErJmkOP1xaaSXpkUfCK16cUlwcbBHjho75l18sofKvf0l77ikdc4zVgJk+Xbr/fpvVkqqfEpTi4mBnHTV0zIsWWQJj++2lXXe1Y999Z7tT3XBDOFvZFxcHm8B54w2bHbbddtLmm9tMrvnzpa+/lkaOtCLO1Ys3P/ecJXguuED6+99tWde339qf2S0hlL4M8rMMAFnG+SC39UMknHMlRUVFRSUlJXGHAgBAdpgwwRIK+WCddaSffrJkSapmSa5be21p2jRLorRpE+xOT0mVGrP3tuV3fQpoZ7vUmAEgixUXF6u0tLTUe9/gjHSkNXAAAABisckmK9ZiyVWpGQprrmmPfJAac0GBtOmm8cYSldSYncufWSn5Mk4AqAEJHAAAkPtatLAlIfmgao2QfKkXUvXGfsst44sjSlXHue228cURpXwZJwDUgAQOAADID7vsEncE0ag6zn33jS2MSFUd5+GHxxZGZJyTDj208vujj5aaNo0vnig0ayYdeWTcUQBArEjgAACA/HD88Xbjm8t69bJdj1IOOcQK0eay7beXNtts+e979owvnijssYftCpWyzjq281Mu22+//KnpBAA1IIEDAADyQ+fOtiNSLhs6dPkkVatWtgNULhs6dPnvnVvxWK5JN758HDMA5BkSOAAAIH/k8k1g27bSYYetePzEE6OPJSqrrSbtv/+Kx484wrZsz0WdOkkDBqx4vH9/qXv36OOJQo8etlU5AOQ5EjgAACB/7L671KVL3FGEY9AgqXXrFY937y7tumvk4UTiuONs56nq2rSRjjoq+niicOKJ6evdNGkinXRS9PFE4aSTcn/5IwDUAwkcAACQP5o0kU45Je4oglfXzftZZ0UXS1Ratap9dtGZZ9o5uWT11a2WU02OP17q1i26eKKw4YaWqAMAkMABAAB55pRTcm9L8bPPljbaqObXd9st92akXHONtO66Nb++/vrS1VdHF08Uhg+XOnas+fVWraT77sud2SpNmkj33y+1bBl3JACQCCRwAABAfmnRQnrgAduWOBf06CENG1b3eTfdlDu7+PTtW796RiefLO24Y/jxROHQQ+u3Lfz220unnRZ6OJE44wxpm23ijgIAEoMEDgAAyD+9ekkXXBB3FJlr0sSSUYWFdZ/boYN0992hhxS61CyTJvX4NbZJEzs325dSrb66dOut9T//yiuzfynVhhtKl10WdxQAkCgkcAAAQH46//zsX0p19tlSnz71P3/PPbN/KdU119jyqPrq2jX7l1INHy6tvHL9z8/2pVQsnQKAtEjgAACA/JRaSpWtN4mbb16/pVPV3XRT7fVykmzgwMZtBX/yybYEKRuddVb9lk5Vt/320l13BR5OJO65h6VTAJAGCRwAAJC/evWSnn5aat487kgapmtX6ZVX6rd0qroOHaTXXpPWWy/4uMLUt6/02GP1WzpVXZMm0oMP2gykbHLccdJ//tP464cMka69Nrh4onDjjdKxx8YdBQAkEgkcAACQ3/bYQ3r44cYlBuKw9trSG29Ia6zR+DbWXdfaWHPN4OIK01ZbSc8/n9lsqebNpSeekHbfPbi4wnTEEbZ0KtNlUGedlT1LyK69VvrnP+OOAgASK0e2XwAAAMjAgQdKTZvaMpvFi+OOpmZdu0qvvy517pz+de8t/oUL7evCQnukSwJ06ya98460667S99+HGnZG+veXnn1WatNmxdd+/dViX7hQKiuTysttvC1bWoKra9flx96ypfTcc9Lhh0tPPRXZEBrs5JOlW25ZPqnovfTTT1JJifTtt5VjXrascsyrrSYVFUmbbLL8rLJ//Utq186Wn3kf/Xjq4pwV2D7uuMpj3kvffWfjHT9e+uYbG/PChZVjLiyUVl3VxlxcbDPqWreObRgAEDYSOAAAAJK0//7SSy9J++0nzZsXdzQr2mwzWzaVmjUza5ZUWmo3uKnHlCnpb9DXXNNucKs+1lrLigG/84609952k5w0Bx9cucvWjBkWY9Xx/vxz7de3a1d5c9+7tz137So9+qh03nnS9dcnK6HRvLl0xRVWnHrJEunVV6UPP6wc9++/16+dggKrkZR6r//2N+nEEy3xd9xxdf+5RWmddaQRI6TddpO++sqWun3wgf1sz51bvzYefNCemzSRevSwMQ8cKO2zT/YtjwSAWjifpH+0UC/OuZKioqKikpKSuEMBACD3/PCDNHiwNHp03JEY56Qzz7QtlWfNspkKDz+c+ayZNdeUDjhAOukkaYMNrNbKpZda4iBuK68s3Xabxffyy9Idd1gyIwibbmozUQ4/XJo0STrmGJvdEbfiYktWtW1rxYfvvVeaOTOYtps1swTl0KGWCDzzTNvlKW6DB9uuYmPH2nv8xhvBtr/mmtLxx9tjrbWCbRsAGqm4uFilpaWl3vvihl5LAicLkcABACBk5eV2E3322dL8+fHF0b273WgvXCjdfrvVgVm2LPh++ve3m/v117fCt3H+jrHffpasev55ew+mTg2nnzZtbEv1QYOkRx6x4rlx/F7cvLl0ySXSFlvYeF980X7+wrLxxvZer7661ZuJYzbOOutIN9wgTZ5sYw47hqZN7efq9NOlbbcNty8AqAMJnDxDAgcAgIjENRvHOemMM6SePa0A7VdfRdPvWmvZTX1ZmS3libIe0CqrSNddJ02YYLMxopwJ9Le/2c5HV11lS3ei0q+fJQmvvloaNy66fiWrHXPdddKnn9oSpj/+CL/Pjh3t89S7tyVTfvkl/D6rO+kkm2220krR9w0AyiyBkyXbLQAAAMSgSxdb1vHcc9HsXtS6tXTCCdbnN9/Y8p6okjeS3VCfc47VAho9Wvr3v6VOncLts6jIEgiPPGJJo5tvjn4Z18sv25/1iSdK779vM3MKCsLpa6WVbAbMJ5/YrJADDog+eSNJv/0mHX20FUb+5BOb6dW7dzh99eljy8M+/dRqGR18cDzJG0m6805bRvfWW/H0DwAZIIEDAABQmyZNrMjvK69IX39tM2M6dAi2jx49pFtvlaZNk3bYwW7qn38+2D4a4sMPbVlV06Y25hdekAYMyHxL65SCAksefPih1T/59FMrYvvtt8G03xh//WW1Ui65RLr8cnsv/vMfqw8UhE03tZlFv/xis09OOUU67TRbHhenxx6z+jtt2kgffyx99JHNkunaNbN2N9jACiZ//LG9z6usIm25pfTQQ8HEnYkpU6Sdd7ZEWhILlgNADVhClYVYQgUAQMwWLJCeflp67z2rF/PJJ9KiRfW/vmPHyh2CdtvNltLMmmU3znEmbtLZemtp5Ei7IZ86tXLMqceff9bdxhprLL8D1vbb25/Bp59acd04EzfptGljRYQPOsi+/+WX5cdcUiJNn17z9eutt/zOV0VFtmRJkp55xgoox524SWfIEEsyNavYqHbOnOV3Ops0yRJdZWX2815QYDuEtW1rxZFT7+8WW0jt21sb3ktXXilddFFco6pdz57Sa69V7u4GACGjBk6eIYEDAEDCLFkiffGF3eR+8YUVPi4rsxoyhYVSy5Z2Q7vFFnaD26nT8rNZpk2Tdt3Virom0Wqr2S5QvXotf7y8XPruO+nzz5cfc0GBjbldO7sm3Q5A779vtWfmzIlgAI3gnCUzTjwx/euzZtnsjYULlx9z27aVyYvqHnzQau2EWaQ4U3//u+1yFsQSMu+ls86ygsVJtv76tmyxS5e4IwGQBzJJ4DQLIyAAAIC80ry5tPnm9miob7+VdtlF+vHH4OMKysyZNkvopZek7barPN6kidStmz0aYvRoaeDAeHf4qov3VvB23jxLQlS38sr2qK+777b6Rkn31FM2w+zZZ6UWLRrfjvdWEPuWW4KKLDzffy/tuKP0zjvh13wCgAxQAwcAACAuU6darZkkJ29S5s61OjiZzgD+6KPkJ2+qOvtsafjwzNp49NGaZ/Ik0ahR0hFHZLZl/aWXZkfyJmXaNEukzpgRdyQAUCMSOAAAAHGYOdOWTf30U9yR1N9ff9luXF9+2bjrv/zSkkDZkrxJGTrUkjCN8dZb0pFH2oyUbPLEE1ZkuTEefNASONnm22+lvfaKfhc0AKgnEjgAAABR895mOHz9ddyRNNysWbb9dUOL8C5ZIh16qDR7djhxhcl721FpypSGXTd3rjRokLR0aRhRhe/22233tYaYNk069dRw4onC+PHSNdfEHQUApEUCBwAAIGojRkivvx53FI331VfSxRc37JqrrrLdurLV/Pm2S1hDChCfdVZ2zbBKZ8gQS0TVh/d2fn12Jkuyyy6zHbcAIGFI4AAAAERp6lTpjDPijiJzN9xgO0nVx8SJ0hVXhBpOJN56S7rrrvqd+9prthV5tps2rf4/rw880PAZO0m0ZInNnGIpFYCEIYEDAAAQldRSnL/+ijuSzJWXS8ccU/dSqsWLs3sZUXVnny398EPt58yda+9zrrjvvroTM9Om2a5TuWLCBJZSAUgcEjgAAABRyfalU9XVZynVf/6T3Uunqps/Xzr++NrPufji7F86Vd3xx1syribnnZf9S6equ+wy6Zdf4o4CAP4fCRwAAIAoLFkiXXJJ3FEE75ZbbEetdBYulG68Mdp4ovDGG1bsNp0//7REXa756Sfp6afTvzZzpvT449HGE4UlS3JjGRyAnEECBwAAIAovvJCb/5u/eLEtsUnn8cezc9ep+rjjjvTHR47Mvm3S66umMd93X+2zc7LZXXdRCwdAYpDAAQAAiEJNN7+5YPhwadmyFY/n8pgfeWTF5JT3uT3mceOkTz9d/tiyZfb+56pffrHkKwAkAAkcAACAsE2eLL35ZtxRhOfHH6VRo5Y/Nn689NFH8cQThbIy23Wpqrfflr74IpZwIlM9QTVqlL3/uSyXk3IAsgoJHAAAgLDl8gyFlOo3uXfeGU8cUbrzTtuNKyUfbvRHjly+WHF9t1XPZm++KX37bdxRAAAJHAAAgFCVl0sPPRR3FOF75RXp11/t6/Jy6ckn440nCt9+K02caF+Xl9e91XYumD9feucd+7q8XBo7Nt54opIv4wSQaCRwAAAAwvTtt9IffwTX3t//bjs/jR0rzZ1rdVdGjkx/bqdO9npNj0ceCS4u7yt3Zvr222C3lG7ImKs66ihp9Ghp1ixpwQLp+++lxx6TunULLraSEnv+9lvpr7+Ca7chY77//trfZ+9t56ygpMb83Xfxvs8tWkhDh0offij99pv9+X/xhXTzzdJ66wUXl1Q5ZgCIUbO4AwAAAMhpQd/4XXih1KuX3axOmya1bVv3NRMnSs8+u+Lxzz4LNrbx46W99op/zAUF0hNPSAMHWv2h//3Prl1rLWmHHaTu3aVvvgkmtpISaciQeMf87LPSlCnpXzvySKlr1xVrFGUiNdY4x9y0qS1t2n576csvLRm5aJG05ZbSqada8m7bbe21IJDAAZAAJHAAAADClJqVEpTTT7eb22+/lfr2lcaMqfuaiROlSy8NNo50wrqxb+iYr7/ekjdXXWVJAe+Xf71ZgL8CJ2HMzz1nj+ratZPOOccSG9ULLmci9TMd55j328+SN2+8Ie222/Lv8bBh0iWXSGedJQ0eHExsEyfaduLNmwfTHgA0AkuoAAAAwhT0Te6YMcktqJoaa9BJq4aMef31pRNPtB2wLrhgxeSNJC1dGlxskyZJixcn830+8kipVSvp6adtGVlQfv5ZmjEj/vdZkl56acX3OJXMWnXVwELTokW5v8MYgMRjBg4AAEBYysul0tK4o7ClQ8cfL628st3Iv/++9Omnwfczfbrd3E+YEHzb9XXooba85sEHbQnOwIHSuuvauN96y+q2BGnxYunzz+Mdc02GDLHnu+8Ovu0JE8L5Gaqvzz+35wEDrOZN1STOXnvZc5B1fyQb7+abB9smADQACRwAAICwpAqrxm233exR1ejR0tFHSz/9FGxfn34abGHbhtpyS3tu186SNausUvlaeblt/X3qqctv/52pqVOt6G6SbL21tNlm0ldf1W+ZXUPNnh3vz/ZLL0lPPWWFjz/91JI1ixdLxcW2tOqWW6Tbbgu2zyR8lgHkNZZQAQAAhGXhwnj7X7BAuuwyqahIat/eHjvuaDNRdtrJisC2ahVsn3EmbyRptdXs+bLLbIlPz57SSitJ/ftbQufkk6WLLgq2zyTe2B9/vD3fc0847c+fbwmTOB1wgNW62XBD6bTTpLPPtvd57FgrXB1kkk6SysqCbQ8AGogEDgAAQFjiTuD89pvd4E6YYDNE5s6Vxo2z2TgffGDbaR93XLB9xp3AadrUnqdPt0K3n39uyYbRo+2Gf9ky6Ywzgi1GG/eYq2vbVjrooOCLF1c1f3447dZXQYFtCX/WWZaUW2MNG/eAAVKnTpbE2XvvYPtctCjY9gCggUjgAAAAhGXZsrgjSG/ZMunee+3rHXcMtu2gZz001B9/2PMrr6w4Y2LSJOmHH+xGv0eP4PoMclerIBxxhNS6dfDFi6sqLAyn3fo691xLUl1wgdX4mTHDZkK98ool6lq0sNo4QSooCLY9AGggEjgAAABhadky7ghq9ttv9ty6dbDttm0bbHsN9dVX9jxnTvrXUwmeIN+buMdcXap48V13hddHq1bxJjRShYpHj17xtUmTLHHVubPUsWNwfSb58wwgL5DAAQAACEvcsxRqs/XW9vz998G2G3cy48037blnzxVfa9HClo1J0pQpwfW50kqVS7fi1qeP1KuXJbLefju8flq1ive9TiWP0m0V3qJFZWxB1ulp0ya4tgCgEfIqgeOca+6cO805d79zbqJzbrFzzjvn6lz87Zw72jn3kXNunnNurnNujHNur1rOb+mcu9Q595Vzrsw5N9M597hzLsD5ugAAINFWXjneG/s+fdLXetlpJ+n00+3r//432D7XWy/YWQ8NNWqUFSvefXdpl12Wf+2ii6yQ85gxtuQmKF26SBttFFx7mUgVLw5j6/CqNtrIdrmKy7hx9nz++ZawqWrYMPu5/+gjad684PpkC3EAMUvYgt3QtZZ0U8XXMyT9Kmndui5yzl0n6UxJ0yTdI6mFpEMkveCc+4f3/rZq5xdIel3SdpLGS7q5op8DJe3pnOvvvf8wiAEBAIAEKyyUNt7YtjkOyj77SPvua1+vsYY9b7ONdP/99vXvv9tuPJJ0zTXSJptYwmLaNDu22WbSzjvb1xdeKL3/fnCxtWpltWWKi6XXXw+u3YaMeckS2x79tdcsmfPMM9KPP9r24n37SjNnViY5gtCqlSUzioutYHJQGjLmlDZtpIMPtmK7Dz4YXCzVtWxZOebUjKcgNGTMV14pDRxoSbrJk632zcKF0nbbSVttZTuwnXZacLGlxgwAMcq3BM4CSX+TNNF7P905N0zSJbVd4JzbVpa8+U7Slt77PyqOXyupRNJ1zrkXvfdTqlx2hix586Skg7335RXXPCbpWUn3Oec2TR0HAAA5rLg42AROr17SoEHLH+va1R6SLQ1K3eSOHGk7MW25pe3O07y5zTx57DHpttukd94JLq5UbE2bBp/AaciYJendd6XevW0Hrp12slk3M2ZYTZjLL5d+/jnY2FJjfuihYNttyJgl6fDDbTnXI4+EV7w4FVuzZjbmoNut75h/+UUqKpL+9S9pzz2lY46RmjSx3cfuv9+Sl6l6SEHFlrRi1QDyjvPexx1DbKokcIZ47++t4ZyHJB0p6Vjv/f3VXrtM0kWSLvPeX1JxzEmaImk9Set773+ods1YSTtI6u+9T1N1rV5xlxQVFRWVlJQ05nIAABCl22+XTjkl7iii8Y9/SLfcIj31lO0ElA9SY373XWn77eOOJhqnnCLdeqstVdtgg7ijiUZqzACQoeLiYpWWlpZ67xucBc+rGjiN1L/i+ZU0r42qdo4kdZUlb76unryp5RoAAJCrgp6lkGS9e9tzPo05NdZevWwGSD5Ivc/rr2+zm/JBaswAEKM8+VemcZxzrSWtLWme9356mlO+qXjuXuXYhhXPX9fQbLprauq/JN1DEgtwAQDIFptvnpwdisKWSmZ06iStskq8sUQldWPfunW8RX2jtM029uycLVHLdc5Z/SQAiBkJnNq1q3ieW8PrqePtM7wGAADkqpYtpd12izuK8G2wgRUwluyG97DD4o0nCptvbkWqUwYPji+WqGy/vdS9yv9DnnhifLFEZY89pM6d444CALIvgeOcm1Kx9Xd9HwHvjZlWQwoJufpe470vTveQNLlRUQIAgHgMHRp3BOE76aTllxCddFJ8sURl6FBLVqUceaTNxMll1X+Wd9kl9+vg5MPnF0BWyLoEjmw3qK8a8Pglg75Ss2Xa1fB6utk2dV3TNs01AAAglw0YYMuKclVh4Yq7B220UeV25bmobVvb9amqdu2kI46IJ54orLaatP/+yx9r0iS3k3WdOtnnFwASIOsSON77nb33GzXgcU4Gfc2X9LOklZxza6Y5pVvFc9V6N6n9CmuqcZPuGgAAkMuaNs3tpSaHHip17Lji8VyeuTBoUPrZNrmczDjuOKmgYMXjgwZZEi8XnXBC/tSwApB4WZfAicFbFc97pHltQLVzJJshNFVSd+dcl3peAwAAct2xx0otWsQdRThqStTsvbe01lrRxhKVmhI1m28ubbddtLFEoUkT6fjj07/WsWNu1jwqKMiPukYAsgYJnLoNr3i+wDnXIXXQOddZ0smSFkm6P3Xce++rXPMf51yTKtfsI2kHSV9IejvcsAEAQKKstpp09NFxRxG8HXeseYvlZs2kCy6INp4oHHigLRGryTXXLF8bJxecemrtywCvvDL9LKxsdsUV9rkFgIRwlm/IH865c1W5DXcvSZtLek+V23u/472/t9o110s6Q9I0SU9KaiHpYEkrS/qH9/62aucXyGbYbCtpvKQ3Ja0n6UBJiyX1995/mMEYSoqKiopKSkoa2wQAAIjDH39IPXtKv2RSoi9BCgulTz5Zflei6srLrRbOmDGRhRWqVVaRPv+87hv7M8+UbrghmpjCtsEG9j63alX7eY88kjszcbbeWnrnHZZPAQhccXGxSktLSys2KGqQfJyBs4ekoysem1cc27bKse2rX+C9P1PSIEm/Sjpe0lGSPpc0sHrypuL8RZJ2kXSZbLvw0yXtKulZSVtmkrwBAABZrEMH6e67444iOFddVXvyRrKlNyNG5M7uTHfcUb9ZGZdfLnXrVvd5SeecdP/9dSdvJOmQQ6R99w09pNAVFNiYSd4ASJi8S+B47/t5710tj0E1XPeg935L731r730b731f7/2LtfSz0Ht/ife+m/e+wHu/qvf+QO/9F6ENDgAAJN+ee+bGUqrttrNlNfWx/vq2rCjbHXCALZ+qj1atLAmQ7UupTjtN2n6F/99MzznpzjuzfynVFVfUvkQOAGKSdwkcAACA2N14Y3YX9y0slO67r2EzFE46SerXL7SQQrfKKtLttzfsmu22k844I5x4otCtm9W2aYg11rAkTrbafnvp9NPjjgIA0iKBAwAAELUOHaSHHpKaN487ksa59da6l05V16SJNHKktN564cQUphYtpEcfbVxB23//22ZdZZtVV5VefLF+S6eqO+gg6T//CT6msPXsKT33HEunACQWCRwAAIA47Lyz9PDDltjIJv/+t3TccY27dp11pDfeyK6dfZo2teTNzjs37vrmzaUnnrDdurJF27bSq682PElX1dlnS+efH1xMYVt/fem117J/+ReAnJZlvzEAAADkkAMPlO65J3vqpJx3nnTuuZm10a2b9Prr2ZHEadrUZkrtt19m7bRsabNZ+vYNJq4wdehgiYwttsi8rSuukC65JPN2wtajhzR2rLTmmnFHAgC1ahZ3AAAAADnFe6msTFq40J6bNbOaMS1bpl8ydeyx9tpRR0lLl0Yfb31ddVX65M2SJdIXX0gzZ1aOuWlTG1PLlpawWXvt5ZNUm20mjRsn7bKL9NNP0Y2hIQoKpMcfl/bee/njZWXSpElSSYk0Y4Z9X1ZmM6lS73PXrlJxsY09NcOqTRtp1ChbXvRijftgxGvNNS1507NnMO05Jw0bZkmhf/4zmDaD1ru3vS+rrBJ3JABQJxI4AAAAjbVsmTR5st3Mpx4TJ0rz56c/v0sXu7Gv+ujYUTr0UKldO+mww6S5cyMdQp1atJBuuUU64QQb76efVo51/HhLZixaVHsbq61mN8qpMffpY8tz3n3Xtp5+771oxlJf66wj/fe/NmPmp5+kF16oHPPnn9c/0damjc1k6d3bxjxwoPT009Jll9lStGXLwh1HQ/Tvb4WpO3UKvu3TTrOk3eDB0g8/BN9+YzRpIp11lnTppZZ4A4As4Lz3cceABnLOlRQVFRWVlJTEHQoAAPnHe2n0aOmOO+x/7hcsyKy97t2lY46xm9vFi6Xjj5defjmYWDPVu7f0wANW0Pa++6Thw6Uffwym7d13l4YOlfbYw3Z3Ov98m8kSt8GDpWuvteTUHXdIzz8vlZcH03b79tKgQbYj17x59vWnnwbTdmOttJKN94QTwl/KN2+ezeJq6G5eQdtoI9vifeut440DQF4qLi5WaWlpqfe+uKHXksDJQiRwAACIwdy5Vg/ljjts1k3QWrSw5TUnnSR9/bUtOYlrNk6LFla7ZPvtpbvvtiK8ixeH09d661nyoF8/K3wb12ycddaRbrhBmjbNtsH+5ptw+9tlF2nIEOmTT6RrrolnNk7//tKIEVLnztH2O3p0PLNxmHUDIAFI4OQZEjgAAETozz+lCy+0G91MZ9vUV69edqP5yCPSSy9F02fKllvabJhrrpE++CC6fps3l0491ZZbXXut9Pvv0fTbooXNgNpqK0sgzZoVTb8pvXtL55xjS7ZefDG42T612Xhj6cwzbdxxFdCeN0+6915LiIadLCsstGWKp55qny0AiFEmCRx2oQIAAKhJqqDrrbdGl7yRrI7OEUdYUdkxY2y2QsuW4fXXtKn097/bePfdVzr44GiTN5IVQ77+elva8uST0siR0jbbhNdf586WpCotlX77zYpJR528kWyp1hFH2HKer7+25NmqqwbfT7NmNsNrzBjps89svHHufrbSSjbLbPJk25Vsv/0qCz4HpWtX6brrpJ9/tiWAJG8AZDlm4GQhZuAAABCyP/+0GQr33ht3JLa05957rQjuAw/YjIVvvw2m7TXWsJo7xx8vzZljMzI+/jiYtjPRpIn9+V92mfTll7ak6X//q7k4dEPaHTDAau/stpv01FPSySfHk7hJZ8stLYG1wQZW7PjBB6WPPpL++KNx7TVvLm26qSXljjsu+dtk//STzUT64AMrGP3zzw27vrDQkjTFxdJee9l7HHRSCAAyxBKqPEMCBwCAEI0eLR19dPK2tx482HaDKiy0WRsff7z8zkj1qaHSvfvyO2Btt53d5N92myVMwqpz01gbbSQ984w9L11qyZyqO2BNnFhz4eMmTWypUNXx9uoltWplbR1/vCVLkqZFC5stcvjh9r33Vium6k5n33xTuVX9smU2O6uw0Jafpcbau7fNHisoiHc8mZgxo3LMX39t41240N6/1Db1q64qFRXZmHv0sJlGAJBgJHDyDAkcAABC8sQTduO8ZEnckaS3ww62pXW7dssfX7jQtvP+4YfKG/vy8sqb3LXWsu2s27Zd/jrvpWHDbKZLUq26qvTqqxZ/dUuXSr/+amMuK1s+mbHKKpasqa6szOqhPPts6KE3mnOWVBs6NO5IAAAByySBQ4oaAABAslkPQ4ZEU0S2scaNs52DXn3VEhQpLVtaEd6ttqp/W97brJsbbww+ziD99pvtUPXKKyvWxGnWzJaY1deiRbac6NVXg4wweN7b0q5Fi6TTT487GgBAQrAoFAAA4OGHrUZIkpM3KaWl0h57WJ2eTFx8cfKTNyl//in97W82y6ixli612VVJT95UdcYZllgEAEAkcAAAQL574QWreZNNy8pLSqSBA22pVGPcdJN0xRWBhhS6OXOsKO333zfu+tNOs6LF2WbIkOi3kgcAJBIJHAAAkL9+/FE67LD6FQBOmrFjpX/9q+HXlZZKZ50VfDxRmDFDOvLIhr9fo0bZ7l3ZqLzcClgnZacsAEBsSOAAAID85L0tm5o3L+5IGu/WW6W3367/+YsXS4MGZWfCKuW992w3rvqaM8dmsWSzGTOkU0+NOwoAQMxI4AAAgPx0zz3SG2/EHUXmjj1Wmj+/fudecYX06afhxhOF88+3baXr44wzpJ9/DjeeKPzvf8neOQsAEDoSOAAAIP/8+KPtwJQLvv9eOu+8us8rLZWuuir8eKJQViYdc0zdM4lGjZLuvz+amKJw4okspQKAPEYCBwAA5JdcWDpVXV1LqZYtq1/CI5u89550++01v754sXTCCdHFE4UZM+qXrAMA5CQSOAAAIL+MG5cbS6eqGzas5tdeeSWzLbiT6rrrak5KPfOM9NNP0cYThZEjmYUDAHmKBA4AAMgv2bobUV3GjJG++CL9a3feGWkokfnpp5q32M7V97msTHrggbijAADEgAQOAADIH7/+Kj31VNxRhCddouaHH6SXX44+lqikS9R89plts56r7rzTthcHAOQVEjgAACB/3HuvtHRp3FGE58EHV6ztc9ddVvcnV736qvTtt8sfy9UZRynffSe9/nrcUQAAIkYCBwAA5IelSy2Zkcv++kt6+OHK78vKpBEj4osnKsOHV37911/SQw/FF0tUcnWJGACgRiRwAABAfhgzRpo2Le4owvfgg5Vfjx0r/f57fLFE5YknKr9+//3c2mGsJq+/ntuzyQAAKyCBAwAA8sOHH0bTz9VX2y5XU6dKCxbYjkGlpdLFF0sdO4bff2mptGSJfT1+fPj9pXPEEbZsy3tp8ODw+5s6tTJRFdWYf/ihcozVH9Onh9//woXS5Mnh9wMASIxmcQcAAAAQiZKSaPo5/XRLorz+ujRzptS6tbT11tKll0rHH29fhzkTaNEi241q882jG3NV66wj3XqrLWVq0ya6fktKpN13j3bMc+ZIN9204vGoZgCVlEg9e0bTFwAgdiRwAABAfojqxr5tW0uiVHfFFdIFF0jnnSedfHK4MZSUxJfAuf9+m3X09NPS2WdH129cCZxLL42uv+pKSqSjj46vfwBApFhCBQAAct/vv9symyikS95I0uOP23O3buHHUFJiSZQffwy/r6pOPVXq31865hhp/vxo+45rzHGKI0EHAIgNM3AAAEDuS8KN7sCB9jxpUvh9jR8f/Zg32sjq/9x8szRunCVyojR+vDRhQrR9FhRIhx8urbeeJawmTbLC0eXl0fQ/YYLV3HEumv4AALEigQMAAHLfd99F3+eZZ0orrSS1ayf17i3tsIP0ySeW5Ajbd99Jv/wSfj8pTZtKI0faLKfzz4+u36qmT5dmz462zzXXlP773+WPff+9zUAaOzb8/hcutBlfhYXh9wUAiB0JHAAAkPsWLoy+z7POktZYo/L7UaOkQYOi2da7rCzaMV98sbTFFtL221vfcViyxHb9isr999tMo88/t4LN668vnXKKFaoeNUraZptoZlstXEgCBwDyBDVwAABA7osjqbDmmra0ZfXVpf32sxv8CRMs0RG2srLoxrzlljbr5vrrpQ8+iKbPmkS1+5MkXXaZNHq07TS2cKElck46SbrhBqlVK2nYsGjiiCthBgCIHAkcAACQ+6KqSZLOzJnSs89Ku+0mrbyy9NBD4fe5bFn4fUiVS6e+/lq66KJo+qxN8+ZxRyANH27PO+4YTX9JGDMAIBIkcAAAQO5LwhKTqVOlL76Qeva0RE6YWra0WSBhW2klacMNpY03tlos3lc+UjNQ7r3Xvr/xxvDjadMm/D7qMnOmPbduHU1/LVtG0w8AIHbUwAEAALkvCQkcSVprLXsOe4ZMYWE0N/aLFlmCJp2iInuMGyd99ZX0/vvhxtKihSWU4rbNNvb8/ffh9+Vccn62AQChI4EDAAByX9ViwmHacENpzhxpxozljzsnXX651cN59107J0yrrSZ16RJuH5LVXxkyJP1rl1xiCZwHH5RGjAg/li5dbCvzKGy8se169ccfyx9fbz3pttvs6+q7U4Whe3dbxgYAyAskcAAAQO4rKoqmnz32kK691raQ/u47adYsS9r07St17Wo3/TUlPILUu7cVS3bOli/lg969pQ02kNq2lf78M9y+DjxQOvdcK2L8ww+2C1XXrtKee9rMp5dekq67LtwYJBszACBvkMABAAC5b/31pfbtw5/58sYb0t13S9ttJ22+ufU5f74V+R05UrrllhVnbYShuLiyPs3kyeH3lwTFxVKTJpasGzMm3L5Gj7Y/2y22sCVTrVvbz9Y779j7PHJkuP2nFBdH0w8AIBFI4AAAgNznnN3Yv/VWuP18/rl0yinh9lEfqRv74uL4EjiXXmqPqFQdc9gJnLFj7RE3EjgAkFfYhQoAAOSHfLnZdc5mhkiMOZdVHTMAIC+QwAEAAPkhX+qFdO9euZ12nz7xxhKVjTaqHHNqF6hct+mmydg2HQAQGRI4AAAgP+y2WzRba8dt//0rv95662h2o4rbEUdUft25s7TLLrGFEpnjjos7AgBAxEjgAACA/NC+vXT44XFHES7npBNOqPy+aVPpxBPjiycKzZtLgwcvf2zo0HhiiUqrVtJRR8UdBQAgYiRwAABA/jjppLgjCNdee0mdOi1/7NhjpYKCeOKJwgEH2FbtVQ0cKK29djzxROGII6R27eKOAgAQMRI4AAAgfxQV2bKiXJVu5skqq0gHHRR9LFFJN+ZmzZafiZRrcj0RCQBIiwQOAADIL7m6vKZrV6vzk06ujnnTTaXttkv/2nHHWSIn12yzjdSrV9xRAABiQAIHAADklwMPXHGZUS4480ypSQ2/2m21lbT77tHGE4VLLrG6P+msuaZ09tnRxhM256Rrr407CgBATEjgAACA/FJYKI0YEXcUwdphh9qXDDkn3XNPbm07fdBB0t//Xvs5l1wibbJJNPFE4fTTa55xBADIeSRwAABA/tl559ypkdKypXTffTXPvklZd13phhuiiSlsq64q3XZb3ecVFEgPPGC7cWW77t2lK66IOwoAQIxI4AAAgPx07bW5sZTq6qulDTao37mDB+fGUqo777QkTn307i3961/hxhM256T777dkHQAgb5HAAQAA+alNm+xfSrXDDtIpp9T//FxYSlWfpVPVXXyx1LNnOPFE4fTTpW23jTsKAEDMSOAAAID8tfPO0jnnxB1F46y2mi0PqmvpVHXrriv973/Zuaxo002l4cMbfl1BgfTCC9LaawcfU9gGDrRZVgCAvEcCBwAA5Lerr7alRdmkXTvptdek9ddv3PV77SU9+GDNOzgl0QYb2Jg7dGjc9Z07S6+/Lq28cqBhhWqnnaTHH5eaN487EgB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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": "2021-10-08T12:04:48.604597Z",
     "iopub.status.busy": "2021-10-08T12:04:48.604125Z",
     "iopub.status.idle": "2021-10-08T12:04:48.607285Z",
     "shell.execute_reply": "2021-10-08T12:04:48.606870Z"
    },
    "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": "2021-10-08T12:04:48.681712Z",
     "iopub.status.busy": "2021-10-08T12:04:48.645986Z",
     "iopub.status.idle": "2021-10-08T12:04:49.054194Z",
     "shell.execute_reply": "2021-10-08T12:04:49.054756Z"
    }
   },
   "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": "2021-10-08T12:04:49.129247Z",
     "iopub.status.busy": "2021-10-08T12:04:49.093119Z",
     "iopub.status.idle": "2021-10-08T12:04:49.151665Z",
     "shell.execute_reply": "2021-10-08T12:04:49.152207Z"
    }
   },
   "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": "2021-10-08T12:04:49.156560Z",
     "iopub.status.busy": "2021-10-08T12:04:49.156069Z",
     "iopub.status.idle": "2021-10-08T12:04:50.266530Z",
     "shell.execute_reply": "2021-10-08T12:04:50.267075Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found auto_metrics results file at /mnt/sn1/2459495/zen.2459495.11182.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": "2021-10-08T12:04:50.275411Z",
     "iopub.status.busy": "2021-10-08T12:04:50.274519Z",
     "iopub.status.idle": "2021-10-08T12:04:52.987218Z",
     "shell.execute_reply": "2021-10-08T12:04:52.986659Z"
    }
   },
   "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": "2021-10-08T12:04:52.997952Z",
     "iopub.status.busy": "2021-10-08T12:04:52.997151Z",
     "iopub.status.idle": "2021-10-08T12:04:54.377819Z",
     "shell.execute_reply": "2021-10-08T12:04:54.378385Z"
    }
   },
   "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": "2021-10-08T12:04:54.419809Z",
     "iopub.status.busy": "2021-10-08T12:04:54.394362Z",
     "iopub.status.idle": "2021-10-08T12:04:57.199071Z",
     "shell.execute_reply": "2021-10-08T12:04:57.199604Z"
    },
    "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": "2021-10-08T12:04:57.206857Z",
     "iopub.status.busy": "2021-10-08T12:04:57.205789Z",
     "iopub.status.idle": "2021-10-08T12:05:00.290951Z",
     "shell.execute_reply": "2021-10-08T12:05:00.291488Z"
    },
    "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": "2021-10-08T12:05:00.310738Z",
     "iopub.status.busy": "2021-10-08T12:05:00.308197Z",
     "iopub.status.idle": "2021-10-08T12:05:09.365148Z",
     "shell.execute_reply": "2021-10-08T12:05:09.365538Z"
    },
    "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": 1540,
       "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": "2021-10-08T12:05:09.369916Z",
     "iopub.status.busy": "2021-10-08T12:05:09.369450Z",
     "iopub.status.idle": "2021-10-08T12:05:09.372576Z",
     "shell.execute_reply": "2021-10-08T12:05:09.372081Z"
    },
    "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": "2021-10-08T12:05:09.391107Z",
     "iopub.status.busy": "2021-10-08T12:05:09.378626Z",
     "iopub.status.idle": "2021-10-08T12:05:10.054728Z",
     "shell.execute_reply": "2021-10-08T12:05:10.054304Z"
    }
   },
   "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": "2021-10-08T12:05:10.063445Z",
     "iopub.status.busy": "2021-10-08T12:05:10.062442Z",
     "iopub.status.idle": "2021-10-08T12:05:12.430751Z",
     "shell.execute_reply": "2021-10-08T12:05:12.431283Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Mean of empty slice\n"
     ]
    },
    {
     "data": {
      "image/png": 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rSVpf0naSfpd0Z12UP0vrOOdcTboad85dqcrhe8Lzci35Iej+5pz7b9Cte77Nlx97PLz5jb9GZfQUiXOuk3zXt32DWWWSVso/JdNN0lDn3D6puph1zl0i/8RnRNIS+c/+tpIecc51NrObMylLbTnnTpQ0SpXfpQsltZO0h6Q9nHMPyffWkmws99poKz8ueF/51zAi/118qKTdnXPbJHq6qIDX+vCalXWypSrbHE+Fw9Xl0PYx/54et2yepI7OubZhUk8Q3Osi/3rH9sJzq/w1fHiuhhSowWd/kfznsrX8ZyJ+vPF05+HSYPtO8uf0AvnPZmh+oo2cc6MlHRfsf5n8uTlA0s7OuX+Y2dMJtqlxe6VQnHPXyg+3Vi7/Pd1R/r3YOQgGmaS35b+PlsjfS28s6RpJG0j6V4J91kW7GgCw+lhf/gehLpKWy383rSvpeEm7OT/0UbJeBGvUtszC9vLDaLeS/65z8j0bXiFpH+fc7onaebm+Fwp+JIy9z1gl32bqJGlPSXs656r1CBmnhfxQs9sE2y9PsW6sVDGepvIxgURl3lHS8zHLV8q3u3oH05HB6zctbrsmkp6SNDiYVS7fPtlP0l7OuUMzLHdNJIvjbCPfBgzrskS+F86tg+lI59weWf54e5uk2B9JFwbH3DKYDnfODUj1gI1z7mz5H3XDcyxdHGel/Pu5hvz5sEyJ74fvk3SZpP7Ouc3NbEqS/R0b/L0/6MGiaDnnTpcfLid8rUrke2H6q3NuOzM7NW79NSR9JKlXMCuMlXWWj+30lz+fq/WqWgTaO+daBL2BZKXAsYJY4T1iGEf+U1XvCxdV2yIB51xL+V5x9whmhde+rvLx+iOdc0PM7PkU+xgqH9tsJP890EJSH/nP8Cby8cG8y1M8OVNNJL0kaS/517BM/kGhfSUNCmLO1Xo0c84NkfSQKuMpC+Wv/zcHZc5HWfMtVYzoAPnhz5fKf49lu9+NJW0k6ZuY+RvHHVeSrpIfvnufmnzOE6nBZz+Mw5TIf3etUtXYS2xMJpFMf1eIL2fWcVXne997Rr4XM8l/DyyRv5b/Q9IhzrnTg+H7ioJzbrj8UIIm/1q3lS//js4/hDZNPo6zmfznqJF8e/o8+c/Yfkn2G8aHQkvk3+dBwXRAENMq6u90NDBmxsTE1MAm+Zv58EvsQklrBfObStpd0tRg+V0Jtr0pWDZd0mGSWgfzW0s6Ub4RbJIOq0G5xgXbLpRviOwnqVGwbBf5zGqTH7ajady2Gwf1sWA/3YP5zYNylQbLRic47thg2YgEy+6RdHqw/2Yx+9xf/gvfJN2RYLuhqmzUROS7iWwXLGsb85qH643L4nU6KdhmlaSdYuY3lTQ+WPaufIM+LHNnVQYnlknaOG6fOwblNEkPSlo7mN9OPkM9fF9MvtGZy/NxRrLXP1i+Z7Dc5BvYDfL9VuX5n/T1lfR1sM5pSZbvpsrPdpss3oMBMa9x1yy2GxFsMzbF+zogyWsVnk//lbRGsGwd+RtUC17HHeO2vS9Y9n1wfofXh+byDe//SPpbLs/PHJzfx8S8tldLap7l9kNitr9NUsdgfgf5BIJw2RFZvAdJ37d0nxP5YI1JsjTlTvU5ezVYNl/S3yU1DuZvJenLYNmssK4Jzp0F8sHoi2M+Z53lAzImf+PaPsvXOdx3ynrFbbO9fCDMgmOvH8xvLenfqrymXpxg25Sft1SvsyqvFQvkv4v3lA+ANAo+F78Ey59IsG0hr/WfBft9PMvtnCrbFkfJ99T2jHxQolTSD/LjnXfJYp9N5G/Qj5c0J9j3p5Jc3HqPBsvGyAf7msh/jk3ShzHrHRDMuyGHr1dtPvsjlOYznubYM5Tg2pHkGAuCz9zJkloGyzaUb4eYfJJlk7hta9xeqUVdRtSkzqr6nbVSvo0Q1nNzVbaZnwnOoY8kbREsbyn/A2T4nbZZguPepDy1q5mYmJiYVp8p5ntsgaTPJW0XzG8StFMWBMv/L8G241TDtmWGZQvbLAuD7//Ng/nNgu/ZMPHo7gTb5uNeqKWkl4N9r6vKe8p2kk6Rv6c3SX9PsM+xqrzvXyCf7BS2YbooiFMpxb1QitcpbHf+opj7oGC/4ft3j3wSVCP5NnJvVd5bfa3gvipm27AdUiHpHFVtq72qynZ/0vuSFOUNz5uxSZZ3j9n38GDemvJtQ5O/79s6mN9Y0iHy94cm6X8J9jci2fHkk6cvkk8YaRHMayofRwzbnC8n2G6AKu8fy+XvKToHy1qo8v4uXG9GinMi6Xst31OpSboxyfJNVNlezLjtq5h7RqVotyfYbqiyjEvFvAbL5NvE98e8Vmuqsv1ukv4Zt+2lwfw58kkLTWLeo00lnS/phGyvLfmcJO0aU5+xyiK+Fmxfm1hBsvcg6fuW4eck7Wc9zfZ3BstK5ePSzYP53SS9E3N+dEtx7pTJX8vDc6edKq/lEUm9s3ydw31nfA1T7eLJM5T+PjlheVR5rVggn1DyD1V+f/SRNCVYPj5JmVcEy1+XtFEwv6Wks+SvXwuV5fdOsI+uMWX+WJXJINPl47M7ZrO/LI8dxvA+TbDstmDZ2/Kfm2vkYz9l8rGglyXtm2S/1wTbvhqcY40kDVPld6wL1usbvHZP57BOtfnsD1Waz3iaY49TmlieahlXlU/qM0lfSNpHUkkwv538b4xlQf13qOXrGNZlbE3qrOrXnati6tlVPm5j8m2Ep+XjOjvKt62ayT+wtipYZ58Exz1dld9rw2L23UI+zh22dS7M1+eHiSnRVPACMDEx5XaSv1GeEXypHJhknQ3lG7erJK0TM3/T4Et5gYLGY4Jt/xHs+6salC38Eo4oJlElZnn34EvYFBewkXRvMP8HBUGKuOUnxux7k7hlY1WzRu9GwWu0LP6YMQ0kk3R1in2E643L8Jg7yd88m6RhccuOj2mMJEwakDQyWOf2uPlvqbKh7BJsNzqmPkNzfE6G52PC118+Ez987zo11PdbmTW8zwzW+TzJ8kdUgx9xVfUmeK58MkWiqW3cdiOSHU/pfxw1Sfck2M4F56FJejNu2TfB/ENzeQ7mc5JvzE+NqfMC+ZuF8+SDRNXO37jX4vtgu0fTvOczFASjM3gPkr5vMesk/Jyolgk98tew8LXYK8F2nVUZyL0ixblzUZLXOkzOOCrL9yl238nO/2lx24TXzQ8UFzwPloeJH0sSfHbCY3VNUp6kr7MqrxXLFXd9C5YfrMpAW7MkZa7Ta70qE4kTvu9ptl07ZttrVfkduEyVP7iYfACrWtshbl9vxqwfO72tIKgYt37PmGOET29bUIadg3Vayn/WflOWgd4U5aztZ3+EavBdELP9DKUPVIbHMEmHJ1i+jirbbDvHLatxe6UWdRlRkzqr6rXhsgTbxV7T5isI5MStE37uLo2bn9d2NRMTExPT6jPFfI/NktQhwfKzg+U/JVg2TjVsW2ZYtvB7crYS/zgUftdWKCZBOwftobTtmST7PDLY7p0Ey8bG1GePFPsI1xuR4TEviHkP+sctCx94uSXJts0kTQ7WOSRmfitVJgZXK4f8j9dfx9Sna5avU3jejE2yPDbBo38w7xJV3hOvnWCbPWK2GRi3bESq46UoZ3tV3iNuGLdsQMzxHkmxj3C9GTV5ryUdGKwzR3EPJwbLw/vGcVnWrWtM+ecr+X1s77jthiY7ntL/OGqS3lDie8nwtfg+drkqE5rOz6Z+hZ5iXguTj5G/FJzDeylBmz9u29rECpK9B0nft0w+J8rgs55se/nEwjBJ4aQE27WUj8+apAdSnDvVYoDBOuGDXZcmK1uS7WL3nVEsU7WLJ89Q+vvkhK+zqn5/VEuSke+pKlzeJW5ZWOapCpIW45ZfHLPtiCxfw64x25p8XGVF3LybleAzX8vPVz/5hBKTdHKC5a8Fy55W5XdVufy1LhJTtmqJkvK9+IUJFRWqTBw2BQ/KyLcxPpH/bP8lh/WqzWd/qGrwXRCz/TilieWpFnFVVT5EPF1JHqKUj3WbpJdq+TqGdRlbkzqr6rVhTILt/hJzHq1U4vZv+Lm7L25+u+D9WyVpmyTl+muw//mqQduZiammU1GOvwigVgbIN8RnmNmziVYws+nyjZomwfqho+Szmp8zs/hxSEPPyP+A09slGaM9A+9bgnFWzXcfHHazGB3XPBhmKOxe9yaLGyYsMFr+xzYXu21tBK/B1/I3LlsmWa1C0o25OJ5z7i/yDdmm8r0njYpb5ejg7x1mVpZkN48Ef3eP2W97+cQCSbrWzCzBdlfXrNQ145xr5pzrFQzjEb63j5nZ3NXl/U7iAfmG5pbOub6xC4JujA8M/lub4bY6yidVJJpy3S6odl4F5981wX8HBudnaHHwt6bXljpnvsvWgfJPj0i+4X+QfGLC25IWOudeiB27N8aW8k/rSdKVSQ5xefC3i3yX78Uu/DxOMLPX4hea2WxVDpn2jyT7KJUPKMRvWyr/tJLke2yqqWTnf3Sow7jr5jWWuJvsa4OytpZ/ciXXnjKzHxLMf0H+prO5Ks+fgl3rnXPryQ+vIEkvJHrf02gX8+9z5X8M2l2+J5M2knaQ9J18d/dPOefWTLGvcDjL2G7F35Z0ZnDuVWF+eM+d5INJ4dAT70nazczeC1a7RP7zd5aZLXHOreWcuz8YO3u5c+5t51y1MeHT2FL157P/syrbFlFm9od8wo5U/fNYo/ZKga1U4u/3D+U/55I0yswWJljnreBv/OtQV+1qAMDq425LMDSzpOeCvxs651ol2TartmUN3GlmiYbvfEDSr/LfiQfGzN9ShWkPvRj8/Wsw1GoiX5rZG7k4mHNuX/knxyXpODObGLOsRP5JbylJnMHMVqoyThbbbtpDvrfgMvkeAeO3K5NPuskZ51xj59ymzrlrVDl0zscxdQrvBUeb2awEZXpDvocIKfm9YFaCc+6j4L+J7rlD1+XieEm8qMphbasM3eGcayTfJpRqF8dZU8nvYZvWYr+JXJPkXjI8jzdR5bC6Uj2M4wQOkL8+ReQT5PaVH57mVUnznHPvOOeq3ecXSawg1w6Sv0bPko+3VhHEZcNhvQ9Kce28Jsn8cJiu2sRx0sYyCxVPjvO+mX0QPzO4TobDAvYO5wdlPij4702WeFiom5X50I/xSuUfptlZ/gGldvJx7/6q/D48Xb73lZwIhm16WP6h80lKcE6pMg50oPyDVpdJWtPM2ss/9DUmWH6mcy52+GqZH7JxB/neZhbLv/8T5B9sfzRY7UT54aX+Y2Y/O+daO+ducc7Ncs6VOufGB8MxZVOv+vTZr0lcNYzjjE3SnpMq4zi7prgO1LVq1x0z+1k++VSSnkzS/k0WxzlY/v37wMzGKwEz+0R+pJE15T9LQJ0goQdoeLYP/q4bNFISTvINH0naIMG2h6TY7ldV3izGbpuNcSmWvRv87RczbyP5H/Ik381nNebHqwz32y/ROsk453Z3zj3qnPsx+HHOwkmVN6nrJtn8BzP7M5vjJSlDS/kgXCdJ70uKH5O6iSoDWDemeH/CJK7Y96av/I1KRD6DvJrgh6ZfaluPNC6LeV3L5JNnjguWfSJpePDvBv9+JxMEZ58L/ntM3OJ/ymfSfx/zQ3NNbGhmLsm0sBb7jfdzkDyYyAfyyVFOVZOnXgn+Xuucu8M5t2sQ5CxqZva7me0nfxN6oXxyzx/B4qbyQ7p9GIxFHys8d+ea2ddJ9j1NPtgQu34xC8uY8LMbeDv42y3JDw7fWPKxzMPXIlVSR0opzv92MauF101T5fdS/H4WSQqD1/l4bz5LctxV8k/USFVfhzq/1jvnWstfs9aSNFOV1/RsxN6POPke+t4Mg8hm9pF8oC0SHOf4ZDsys3+Y2drBe9lBvmvcPpImOefOSLLNZDPb28xam1lLM9slvMY653rId3H9ppk97pxrIX/+HiU/3MUL8u2pcc65nlnUuT599ickCehLCT6PtWyvFNIMM1sSPzNob4Tf+18l2TZMFou/LtVVuxoAsPpI2D5U5XeyVDVZOu22KdqW2RqXZP8R+RiHVLVNk7f2kHOuiXPuOOfca865P5xzZTH3/AuC1VooeX0/TjI/K0Fb8mH59u5/Y35oDG0l3wOPJH2aor1wbrBObFshfD0mB/cliSS8j8nS0TGvXbl8ov0F8j/UTpMf2kzOuWaq/FEsk3vBbOM42zjn7nPOTXXOLY2L4wwOVksWx1khP3xIXphZufwQVVL1OM6ektaT/9H5KdXcrinuYyfXYr/xVskntFdjZt+rMs4R+/6FcZzTnHMPOuf2Dn7QL2pmttjMjpbvxf5M+UT7mcHiRvIPwL7snLshbtNiiBXkWljG95MkKUiVn91W8j3sx5uf4iGGWsdxlFksM6/x5Awl+56WEr8OG6nyezvZ+bRUledTVsxslpn9y8zeD/Yj8yaZ2QHySTGS9G/nXLukO8pQEA94RFIP+d6AhgTXyHhhHMhJut/Mrgjvx81sjpkdq8rX8t8J6jU9iP+saWYtzGxrM3suKENH+YfZvpWPSTj5+MNp8p/xJ+XP4Vecc7vG7zuF+vTZr0lcNYxfnJmiPTIhWKelfMyt0EpVmbgTL2zb1jSOs22a31b/EqxHHAd1pkmhCwAg58InIpoppreBFFom2LZ1MGW0rXPuUEm3JFrBzNZOMPu3BPPil3WKmdcpwfJEwkz3TinWqcI5d6uqJs+skn/Cf1Xw//byP7Qke8ptbqbHSuM++YbhTEkHB0G1WO1VGehpr/RikyDC12NRisac5F/bfDZClsl3dSn5ZI5F8o3rZ+V75wkb+KvD+53KaPmn1f7pnDvH/BN5knRs8HdM4s2KTtL3zsxWOOcWyD9hE/v+XSuf2X6AfILXcEnlzrnP5M+Te7JJOgoa2ImcHvw4n+21KyUzmyrpvzHH7yEf4DxX/np5o3PufTObFKwS1j3VeS75c309ZXGuF1AmdQo/u07+HIi/LlX7UT1G+LRSrp9CjBd73VyaYr2sr0NZyPZ1qNNrfZDc8rz8DxFzJe1Zw4TH2Nf3CzOrFhgxsynOuTfln0TeTRk8YRs8UXSnc+5T+UDQjc6592I+f5m4I/h7SvD3BPmn6UaZ2XBJcs4dIelB+SfLD662h8Tq02c/2/OwNu2VQvojxbKKNOuEy+OvSzVqVwMAkELC72UzK/W/V0lK3k7O6jvdOXeLpEMTrPuRmR2UYH5N4zw5bQ8FCeevq/IHGckndMyVTxCXKmNlrVSZuBur1vf9wQ+jz8v/uPySpIsSrBbbo0m28bvw9fg9xfrpXttMlKqy98uI/Hn0vfxDLPdbZQ8Y7VX5A22u4zjnyPcOEp7k4ZCmYaxkDfkErWRxnHnBj/j5NFp+KJK9nXOdrbJ30DCO85gl7i2k2PwZE4NK5Df58zb6/pnZA865HeR7xDgimCLOuS/lewAZZb53z4wE8Z9E96vXm9n1zrnt5ZNvEtnazLJ6gMV8Tw43B1PYe/rB8sMctZd0VnAfGfYyUwyxglzLJo4Tu36sYorjSDm+DmWhpnEcKf/X80TOl+8prpWkQfIjB9SI8z2SjZXvqWy5pP2DRMBEYj87CeOy8r3PPSKpl3NunSyuI9fJf3YPMbNVzrn95eNIL0s6wMwizrkd5ZONr1fmPazUp89+TT6PYZtkDVUmxqVSDPGL2SkeQKttHKdEmcWriuF1wGqCHnqAhif8XD+bInM9dhqRYNvTM9x2XLB+idIMX5IFl2Z58xrsM/GBnNtbPrmjQn4c4U0kNTezDuaf8F9b0qdpypXsyYVsyvFv+UDZckmDzSxR8Cj2er1FJu9PTYpSk/Jn4frwdTWz9cysl5kdbGYPJcnWlxrg+52BN+XHq+0gn9gi51xv+R/NK1T55Fd9V+01NrMyMxss31X2/8n33GQx///OObdF/HYpJLsuhQ3yXF67qjGzqcE1dm/5ejRSZRemsXJ2nheRhlKnhlKPWLW+1gdP4D4lP9zcQkl7mH+CuiZmq/Lammof4bKskpHM7HP5Houcqj8xm5Tz3ToPlP/uCo8ddqF/e8yqjyhIaHLZdzncEM+vumiv1Bc1bVcDAFAM1lDi+6RMEnbjpfq+z3V76BL5ZJ4/5e+9OpvvhXGt4J5/vQzKVav7/uBHzUckdZN/iOnwJAklYVthQYZthQG1KVcNPR4Tx1nXzLqb2X5mNipFgkou4zi95R/8cfJt8N7ycZz2MXGcsOebgsVxgh+t35V/ePpIKTo8ywHBKrUZbquYJHyNzewk+R6arpDv/aRMvjfmSyR977Ib2qaTEl97wgT5ZkmWd5bvOapWzOxnM7tJPg4VnuPHJli1Id7LpapTsh/Ni1VDe3/yct9svmf18HeIjWq6n6AXnFGSDpdPtjzQEgw9FiM2eem7JOvExocyigMFyYVHS3rEzMJemsI4zsjwuzgo2yRJ/Zxz2T7Q2dDOrVDYJhmcYZtkRiELm0fh63BThq/D2EIWFqsXEnqAhid8CqRXXW1rZmOz/JEmWTe4UmUWbGxSS+y/u6TYdv0E66cSjlU+2swuN7Mfzapl9ebkh/1knHP7SfqP/I3R0WaWrBvgeaoMQmT73oavxxrOD+2VTLGMd91g3+9MBGUKgz3hj8/hMDavm1mqJzaKSdLPedCzR7vgv9XePzP7xMzON7Pt5Lu+PEzSz/KBnURjLyeUrrFdg2tXjZgfvid8KqVbzKKw7n9Ratme62GCXIsU62TytEVNhGXM5LNrSvxEbDEI61HinEv1VE2y9ya8Xid7D/Lx+tfJtT7oQvlRSfvKP1W1j9Wim3czK5P0Y/jfTDapwWHCp9k2zmRl51xb+Se1Zsr3vBMKz+vocIJBQGi6/BNtHTMsT74++8WgNu2VhqY2bXIAAArKzIZmmVRS0zhPrttD4X3/qWb2gJnNiVteF/f818o/1LFA/oexxUnWiw73UIMfFMPXI9XrnmpZrs1XZQ9IuYzjHCz/+8XrZnaqmX1j1YcEKngcJxDGKsI4zhHyySffmNmniTcpOh2DhzeSSfRZliSZ2ddmdpmZ7Sof79lf0hT5+6T7nXMZ9c5iZl2TXHtGBMvH1cUPzGb2nSqHsk4Ux6lprCCZYo/jxCZUFOv9aW3jySnfA+dcPuM4Umbfo/kQxkBrk7R1s3wvXeXyw2y9kWb9cKjNTI+Zdr0gVjVKvneas2MWVYvjBH6IW55Ovj77xYL4hcfrgKJFQg/Q8IRjfXcPnmSpybb7Z3qjVUO7ZLAsdkiMn+R7AJCkhGObBk9ADUiwbSphA+vzJPvsIt+LS17Ejad+pZklHU/b/BBc4Tilibq3TuVzVfYOsmOSsmyo9IG0utIg329VBrcySRYZI/+D6J5BuY4I5tenp7q6OOe6Jlm2o/yTUyZpcqqdmNkyM3tM/sZQkvo755J1pV3MwiGQYruvDs/dVs65bRJt5JzrpsqnSDM91xcGf9dPtDB4ciZZl7KRuPWyFZZxlxTbDwz+fmeph4YqpPC6KSW/Dq2hytcx/r1ZGPxN+B5I2ro2hUsi79f64Np7v/z30Ar57oo/Tr1VRt4K/vZIsU64bGYN9r9h8DdVt8ixrpK0tqTTzGxFzPzwnI4P8GU7bFS+PvuZyub7KCu1bK80NHXVrgYAoBgkjPME9wQ7Bf+NbdPkqz2U8r5fftiNvAl6eTxH/n5+iCUfbkTybabwB+Rs203h67FlkIyeSKrYW06ZH6bpq+C/Ce+fAuG9YK7iOK0k/TXDfdVENu3mp+TvA3s557ZVZWJPfYrjNJXvmaYa59wmqkw4SPn+mdlKM3tJlQl260jaNFeFrEOJ4ji1jRUkszD4myyGIKWOI4Rlqk0cZ9sUDweFn91lSt2zbiHVNp4cbluXcZzYMu+caIXgOrdVHo4dxojCB5Nm1HAf10g6Tf56ebSZPZvBZmEMyKlqwlys2PhQJnGg0yVtLukSM5sVW8Tgb23jOPn67Gcqb3GcQBi/yHQo+YYqfB12cc51KGhJgDgk9AANz1vyPVlI0k2phn9wzq0ZN+t++cbBupIuTHWQBNtmY5d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      "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": "2021-10-08T12:05:12.535741Z",
     "iopub.status.busy": "2021-10-08T12:05:12.523208Z",
     "iopub.status.idle": "2021-10-08T12:05:13.390854Z",
     "shell.execute_reply": "2021-10-08T12:05:13.391383Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
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B2bwR+5xKBtOmGih3qnGUZltqEYXeQXSn60hlGhkSOIfdsfl8r/IW1ndl+CTxHD53GTPNk3EZBh5DscrehpcgE6x+JG2HjNbso4Grivvw7Stf4co/XIbfUrSlsvT1W5xc0cn9e/z8YkIz+zqLqM7tojmaQ5/cLn61qQ+/m72VKR+3Y+ssw4xp5CofSZ1lReIpLs27hVd6HiffN4z+ehSjA7k0J7JMK1b8S8tyatQoGtQeKvRArirPpW8gilKahliQNR0u9iejnFgY5K6GBzGNXO6uuYQlLYqaoMWDLQ9gGCH6+qdznHsgI/MybOt2sSbVQLUupVa1UKVLWJ5ZwInus7ikJsH7DUH2p8Nst5fxteIzSdiKd6P7AAg4QSZ6y6gKOHzanqLS7eWt2JvMdp/N5/bHjDVmsSLxFH5PDalMF7bTewe/wYGz6KSR9tgGzgrexCeZj7gkdCoP3/kwJd8exmimANCtoke33cmFeYQziip/lu/tn86P+qym1Jvlh7XvEE//mnHB9xjtKaE2mWB40MeTnS8zyDuLfanleK08xqjjWBqbzUeT3+HBXcW8FZ4GwKujP2JdRw6/OTyFt8d9yIiqOn6+fAxXDmwl6EkxbsYanpt/JhWBGCee+CkLF82hNBTmk4YqmhMmAUvzlcnr+MVnk/jZnFW0tBazq72Uxw4anFTi4ccHp9F0+T188/0ZvNLd+7nisf1sP2Mtw8ZvOZq3/Xr5Gv7YNJnVs19hX2cRvzzUxeYfLMV12/0A1OQ8xaHwNSTq3uGiEUVc1T92NH+2/5xH+MWKcXhNmFYUY11ngL7+LNee+AmtDeXkF3bxvfdnceOwOp7f25e1sU76GLkUekyG5WbY0e3i4W89S9OmIRRUNRPvyiHancP8baOZN38Hq28sYPJJn3FwzSjc7jSmZbOnri+HYyGWtwY4EE/ywjnr+GTrGPLcKdZ3FOAxHN5qiVGg/PhMkxsGt/NmbQleE2aXduMybO7abbEu8TyWmY9p+PCYIa7PP5FHOheSynajlMHJ3gvYoLdyum8sJ1d0czASZGkrmEpx46AuntlfAEB7Jk2+5WZwjuJfGp8BZeA4UYoC4ynVNexOLWWI53jOyC9lZmk7S5uK6BdMUxmIcvaG0xgffJ8uo43p5lCUgkmFWX5c/yE+K594toMCVz8aY59REphMa2wNXy6YR3Mywza1nQxJTvNMpcSrWduVwqUMbO0QJkFfK5dDdjebE28xwXshlVaIpdlP6Yh9n9ODK/CZJrucRnbH5mOZheR5a3Djp0hXsCv9KelsMx9OuoDvbbc46GxgtJpJWEWpdbZwYXAu8azmjxd+xHkvzCTXcDMs1+TXDVP+5Dhxe/UqtvdATUD1tvnIDt6e5GL+voEMzIlxwqjNKEOzY99AVreW0Mef4LIn1hN9Js6hPf2prG5g+YZxnLvxVDbPfY7qQQep3duPESd9TveevuSP2o/ztXtJd6wlUHJ8bxtvXoy/bC6ZrQ/jGnUzAM5D16LKg8SXB7j/zbO49abn0FmTV146nxcOefjBqFZu31JIgeWmLZtkReIpLDOfAu8g/Cofmwz10U8YGDiDfbEFXJBzC3uzHYzxFvFOYgkAY5jGQ8fv4d51ozmtqoOOpJcHD6XZkHiJS/O+Qt8A3Nf2HgOtKRxyNhE0S2hNbEMpg6zdxVj/ZXQZbdRGF6OUm2L/WKYbE9ikDzBU15B0snSqKPP6+mlPuvm0VeM3TTqzaYYGvfSkNXHb4cLqOOs7QrQkNAfSEbqMTqqcMpYmnsBtlXFV/gXMLe/m05Y8Po00c3yojAGhNJGMycnVtTy+oz9lPocTKpp4eFcFeW5FjkuzK+ywnYPcWFxDQ9xiZzjF3FKTA1GLQ/E0D564ndqWMhY2lHHtmK2U9m2k6qkUTTcZPPXBKSSyBh+0ZBiT4yNgaTyGZlF7jHGhEH0DWTyGJseV4Y16Nx/GHqEmeAqn+geyK5IkRhofblZm3uG6govpSGk+yaxkqjEFSyk26b3kOPlMDZTwWNsDjPJfxM7UJzg6zXnBLzMgBL85/CBFgQn0c4ZTZgZYlHqHrxSdx7LuLi4uC9GaNFkQPsw4VyVpR/NRejF+s5AaZzDbnBWYyiLXqiRsN5Nv9qEhsY6s3QloTCMX2+lBYeGyivC7iuhObMNtlTHGdRI2Nrn4KfW4eaX7UTTZI+dmbgzlQymLrN0BgGGEuDL/Sp7ueAC3VUbWjtDffzz7Yu+T6xuGpTx0xDeRyj7CxJyP2JZ4l2L/aJJ2D+Hkbkb4L2B7/A3KAzNoiq04WqfWKbROY5mFZO0OVhx3OjM+e5/SwFQKKKfJ2Ut3YhsAIe8gCq3+NCTW0Nc7lQOxD45+pw0VwNExCv3jSNhd3FhwBuu6E1R7fbzQ9QBXFczjmc4HUMrNAP9JuHBzUWEZd9Q9RI53COHkbgBKApPpSOzG6yoiluo9JbXMQmwnQo53IJbyYOsMI5iEG5Nlqde4u+YSHmqp50DsA0oCk8mjlHFWH1bb+wk5ObSqer5aPJaDUZPtsQhrU29R5BtGNNvKH/sfz2/ruri8qJyf1T6Mz92XGwrOYns4TUrbtBkdNNm7+HLuXF6LriWfcnbH5qOUl8nei7EwCRlu1rGOzsQevpx3JZ1pm03soT76CWcEb+az7BLmuE7goN1Jlcrj/dgjzPRdS5fq4cqyQqaWNXHDZvhaRSk/qFtCItPK2YErmB95DE2WM4I3U+A2eaH7WRwngqECDPLPZaxVycL0Mk5yz2Jh6mPCyd3k+UYSNItI6gid8V0Yhhu/q4RLQ3N5rP0JqgOzaU735oBuKTybe5oe4daKm6jwZVnTbrE+W8sQ1YcKn8nLkUXkWpUMcQaxkTVUMphBVhFrnJ0cCl/DJXmrKfYq0g4cjKWYXuTiYFSxMLWSUzzTaE9lmV5s4FIapSDPlWVPxEt9TNM/BLPL2hg7ZDdFt7rZ86MA6bSb76zqy4wiNz+/72XCH+bTWl/OoHdvJNa9iejXFlM8cweqNIg69484912HCmrwubBrDcw+NuryR2m49A8YSlPx0rdIHniN9h8dpnTUPly33U/ywGuk7tnGSatsNmw49Lf+xBHif4V/uk5DSqlzgXOPvCw78jhNKfX0keftWuvvHHnuB1qUUh8B+45MO47ee6rvB87TWmf+bBHnAU8BzwBX/+tErXVYKXUDvYmTpUqpl4FO4GxgyJHpr/xZXXOAx5VSi4F6eu/5fjq9yZIFwHcQQgghhBBCCCGEEOLPSA5MCCGEEEIIIYQQ/2j/dJ2GgLHAVX82rf+RP4Ba/v9ERIreoY9nAicdmbYf+Blwz59fffWf0Vq/rZSaDdwGXAB46U3EfBv4o9b/7uZ2e4AVwGygBEgAm4HbgWf1MX8zQCGEEEIIIYQQQgjxF4xFcmBCCCGEEEIIIYT4B/qn6zSktf458PO/ct4McN3fWP/TwNP/j/IV9F4p9dfUtYfexIoQQgghhBBCiH9yGvmftxDif47kwIQQQgghhBBCfBEkB3ZsMb7oAIQQQgghhBBCCCGEEEIIIYQQQgghhBD/s6TTkBBCCCGEEEIIIYQQQgghhBBCCCGEEMcY6TQkhBBCCCGEEEIIIYQQQgghhBBCCCHEMUY6DQkhhBBCCCGEEEIIIYQQQgghhBBCCHGMsb7oAIQQQgghhBBCiP/9NFo7X3QQXyD9RQcghBBCCCGEEEIIIf7hjvUcGBxreTAZaUgIIYQQQgghhBBCCCGEEEIIIYQQQohjjHQaEkIIIYQQQgghhBBCCCGEEEIIIYQQ4hgjnYaEEEIIIYQQQgghhBBCCCGEEEIIIYQ4xkinISGEEEIIIYQQQgghhBBCCCGEEEIIIY4x1hcdgBBCCCGEEEII8b+dBjTOFx3GF0Z/0QEIIYQQQgghhBBCiH+4Yz0HBsdeHkxGGhJCCCGEEEIIIYQQQgghhBBCCCGEEOIYI52GhBBCCCGEEEIIIYQQQgghhBBCCCGEOMZIpyEhhBBCCCGEEEIIIYQQQgghhBBCCCGOMdJp6P8Ie+XdBEIx7LCf2f334hl0BfHmxX9xfnPKdwHwDrgM3y9/x2lDdvDO6qm8dLCQnrSbq0bswmtlWfTLkwhnNJdu282Ck5qYG6rgWwdX0OfFA3zWGeNbw8K0JWFI9SHOH7WZx7cOpc+rX4dkksTz3dz73MU0X/EvHHiwH7ojwzeWjOBbh7ZzVmEBp5YbbNWf05OqY/64cyl2Cnkt8gaJVANDc23+2P4pFwencjju4ZmhIxh/8mdYSnPqwD3cP3g5kW/8hD4Tt2FZWRov+z369VsI3nPXv/usmV/d8levR2vc1/6f5cac2wFY/tvZ8JuFXDZhPYmklwN1fXnqnTMo+F6QFxeeRL47y0ObRvDgjiqU0szfN5C+AYNL32lmxczXj9bncRf+1bHpF2/8i2XOA9eSaFhArHUpWIqJSy9Da8WD75/K2g4fV19zOW+snM69917LjRe+zZlnf8BJ5Um+N30djbEgK1dP4oVDHr63eBJ3Xfwel+dMx2c6vLxhAndWl3LocCWpcJBT1p5F2ek7+PhfTiNQ0sWug/2588yPKQ1EWXzn8TRtH8hjy2dwxtgNzBudT0YbnLvxVEq8Ns3RHMZW1jE0R9GWyvDE3kJWbBrLnoibMq/mO8MiXDxsJ2NKmslXFayx9zDan8+S9GYK/GM4mEhQoIPkmRWc+mE5AN1pD79+dTGPnLYBAPPrj3PZzS+Q60nhPHIth2JZDseCFHkV3xu3j9/e+zQA0z6swLnvuqPrL5r28N0/vnn09fkDajn+qot5fGlvvd9/+iL2xZJ0xII8/uwlTF44iJcev5xbz/yQN3eOIKeoi1jW4sZds/jgUD++NWY/Z01bieu3V3Do/Ad6Y/vm4/yy38p/t+0uvPujo8/js3tj+lVDI0uXHIcnGGdQbtfR8qJTDgJgKAt10l0YyvqTugLBIaTv+Pp/2EYydgznvus4ac3ZTPhdAzX9DqH9QQKeFO47j6O5rZhbTljK7Ivf46PJ7zClKILvV78lvU7x3qXruPXkT5i3pJ1HRjeQyFi8crAYR8OE+6ew/qfvc/2Jn3Bh/3rWdASZ8ukaLtw8h5cOFrLsoTPZuGwK6xfO4rhiF7/64SOcdvUbLG0qYt3uYeyNeDg5P5/deg0ZB+JOF7vCPvbEEuxILcJjBnlv/FCGmTMZYs1gE6sB2Jh4lUdb6zguWEZtaynnjtjG9h8tA2BGsUHbvr7c8PMXWPLL2RjznuS5hSfhmxyGqiLOmbkc05fC7U4zfb6f4YVtACilaU6YbO8OssbZwrZuuHdXLv0DbtbqDeSZFaxqqKbYY1LoyTLLGs+hmJu21iJuHJgEoMCjKCvoIBSKEsm4WdYdppyB7Ojxsvq1U3i9KcGF1Z0A7Dr9CTzaxxpnJ3dWX8p06xRajTbejb+OX/v4PNZMmRkgkuk9VNtkCbl6t2djbC3b7UZClk2t00WHU0uZMYjzq9tZYS8H4Iflpx7d/jt6XHhdhQzxnMDanijtqpGH2t/iKyU3EEs3M9x3FqlsFx0pRVgnyaosX+rXw6sHSzkcyaUpoVkXjqC6OnhqTxWvRd7g0xYXkwoM4rZmdmUDPXaahkv/wAllKYaE3PTzefHjJc9t42jFlZUBVp3TRo72E8sq0o7ByroajiuN0ZRwqIt5Wbh7OMe5B/JQXZL1nRZvRXfy04o5TC7KsqnT4PXaHFIqyY4ejd+dYl9YsbKtkLnlCfo+UEhZTjdpx6Du9VG0Hqpi6f7BXHTRfF7raKZ/bhcj9TCWpDdj6wyJrOZ4X38A+pkF3LpsOI3mYW59+0R+v1+RwWGr2oulFGP0JNyGZrZ1HBPLGlmU3Mn2cJq5Fa2cGRhCjtuhPm6xP5KlJpDh8j4GWQ39gxaH4yaLkjtZ1FjA1tYy3qy32McmflYxjt83dPBU12YSdhc5LpMS8himx3FbxVxKTD/FnqG4FPT3BlEYBKxiCvxj2NnjMJrhrGxzsyC+kwpzOFm7g+OsObSZzYx1nYpL+TjBewkL2nuojS6hM5smloXzA2dTYBcSIYkB7HI+Z2FiN4ZSLGnxkO9x6DE62GvuoyOdZW88zncrb8Fr5fFm7B00WR4fPI13E4vp6wwBYKr3ElY5n9IUWwHAh7FHuLf1Pc4K3sx+Zx19/FOJZdvYptZRHTwRA4PlPV28EnmXN8MPscxeg60zPNz+KlONKfi0n/cTm9iYfo81zse9++W8asp8JiuTr3JHwxu8m1hMReA4cn1DubLgag47Pfi0n6E5Lh7p2MjHmQ95eXQJd71zKndMPsBPl43Fa2gqgmEOxxWXV9tcVVRNpT/D1KJusspmbeYDYlnNafnFKGWwIvkiGo2h/IS8g0hmu9kXW8C+2AJKA1NxnAgAe2LvklU2NxZezF5jO1m7i6zdwYrEU+xLLAXAY+Xj99RQ5hnORaELKCRIwDOA9w/n0mSHOagOYx45Lc/aES7IuYWErSlwm7zQ9TAvhhezLxFlaXYDZ+b04aGO9/BrP++euY/hejgDfUG+nDsRLy5+0bSBs31zOMl/A9WeAFcXzmND4kX2JpdR4hrCFWX5/KL6Koabs6iy+zDedxm7E4tZ6WxkR3IRaZXgc/tjvrLndZ7peIQn2h/A5yqhJ7GDUYEcNqTeYaT/POKZVjriG6mPfoKjMwQ8A2iIWzhOhA/CTUzzVlEdnMvJFQnG+y5nZJ5Jh1PLFE9fAD7OrmZTl4eA5dASW8WTi1ZySe61THHXcNCsJ51tJsfJ5ZXwJhpUKzZZAGrcQXJcmtG5XmKp/TzdGCVHB0jYBt+evInTfBfRnc1w+w4vKdvghBKDZ3vms707j+5IDgua0yxq8nEwGaM9bdPRXsDsnCKm5eRz+sokh50esjpFyjF4s7aYHJfNbZU1rE48y6s9+6n0OdxcMo/r+mcY5PfTmnSxxtmJC5M7Vg/FUgbDmURGa2aYM8l3ijk9cBP7YgtYf7rFc11P84eW57BVht3GFkoDUznNew5lxiA+askwKuSnKbmNi6vjHEh+zq2l5wIw4Lj17IsnmFFsc1FoLEuaQ/y4bymLUgv43N7Fi/v6kOe2mVYU4ScVZ9ByqIqGLYO5Y/Y67l8+nYmFKYaZZWyur+a3yyczsriZYV/6nFF5WQrdDh0pN18ddYCPXzmT4rwu5tcXEV/iojmcxy2nf4hrwcd8bcIWVs9+hcwZJ9JYX4nvxV9yoLYviSlXEHmgk8lPJ6i6dA89P9qL2n8Q74DL0GgyB1v+w3MTIYQQ4u9haxiQ283sqjq+XeNlWF43541fR83Z6+jz3Agm/GwnTsZiSnEHPxtkcWNlPo92bmRRU4hwxubSmgg+x8ei+GNEsjYj/Dm83hyjwq85GAnR0lHEqLwePr5jFk3rhnNN3gw+PJzLj6r6AGBpi/mRh/gg/hQam6jRw+rk66xOH+L2ypPZbmxhru9q7qrtZE9HMRcPqOOxHTVcPGg/TzaGObH6IMmeEMsePwvP1wbjdaU5HAvx1H4/1cE09d0F/GTJJH6zchyxuJ/5q6ax7Z3Z7Gor4w+fTWd9Zx43f+UZfnr6x3zc7GPul+aT49Lc1388LUmHrE7RrhoZ6gwjZsTYFH+Jn/W5iK7UIQKuYvoETyCmevhu5S00xGFWsclQ/2nEU4ewlGKvPsyHqQ/oztYT1Dl8ml3H6HyFxzCocMoA6P8vQxhfYDOuIM2kAoMhORmWNBdw2+hOXtlXw6auIMmMizNPX8Tze2roHzRZd2gAjw2eyNeKT+mtI+BmReIpbiiex+LMatxWEbbOMC6Yy9vx5VxWk2Bf2OTuvpM5qzCPOdYUxniLGJTbzT17XWzszGNcSTP9gpqvDdDsj0BpYCpfzr+CTV0uDtJKY9zhrODN5HsHMop+FHs0TQkXBxJxzsuvZLVezhk5lSxJvsyp3nMo81m8dMjH5/YuDhk7uSb/LM4bcJDrRu1gkjmAC3IGcOdgF03JDAHL4YRiD/vTYca4TmJZ5j1O8ZzMdtbi99RwvHUKttNDVfB45pXOw6XdTGQiI/znE3IZlFqDebL9AYybnqQ7sZOLqhRDgl7G+4qwyfDCCbV82NnFy5HlHIz25n529jh4TZvvl59HInmYdtXIe8klHDIPcNnAemwngqENzg1cRDR5kPfbagDY05PPGZXpo98ht2lzx7IDALQnfdzyyTB+MGk3Cw+XMrDfIR564xw+b/NyMBLipy+cz4eN+Uy5aCHPt9dzZp9Wvn/6RyzeOZLGRIbtB/vTGM4jYGX43aRmrpy4DoBr35nCUze+dXSZnde9y4RLFv1J3vbeXzwMwNARuwin3Xx2yR6clOto+YWhEQD4+p7Nk+ctZ3lr7tGyZMpNnhue7Hie2+r2MiQnRdw2eP/z6VQMrOW11VNZm65jRVMFt835nLtHpDmxzGZacZzLJ6+mOuhwcOUYzv1gABtWT2DbrqH0u3wL4YzJ7Mn9aI7mcON9l7OpoZptdTVUTd9MWV43l719mD9e+zrzBiUpHrMX2zFY3lrI71sXMzAnihc35V4X04ttnttXzIO3PsXT3Qv40vYPsQyHhEowr3QeE9xnkcn2YBle6uOgsbmp6FJ+WnUBq5zVTDfH0J3WdKU87Apb/GR8Pc986SPeaygiZBl0ZTJsVxv4zP6cgOVgmn4Azg3dzBxrCtvjb3CK7yLa1WHaU4r36otZ2R2jPu7m1UMFAHQZbeQ5hbybfJ/6VIIDURd5rj7MMKYxwzqNrkwtM33XktUpLLOQxalNLEm9RlPsc2Yak4lkHGyt2GVs5eP4Y2xiNUF87LVbOSk/n7XHH8dDU1pJOQ5X5s7hgtxVtOsoPlOxL7GUUf6LyNodfKVgMjGngy3xV8jaEeaVzuP6nb2vc61KNjpL2Bp/nTJzMINDWQ6motzwylzOLXeR4zJ5r+fwvztOdKYNvjygi5F5caYU93BZ7nC2t5ZTHUwwIL+DlpYSHlw2k7dry7l1wU7iWQtzynfZvnU4l632cfeHJzJh0B4Ahp+4knTCg8uV4fDaEeQOrMc5cSLGmvvwz3+W9ut+RbxxIVZHb87W/HwNO057kvQdXyd1zZ2oc/+I5U8yubSVXz98JV27+zKsuJmUtvmksZxqn5fJRQ671CZ+2/9Gyn3juCpvIlHdTl+7mlm+6ziU/JxzQl9Bo9kSf51CD5zqPp6exA76eL2ctSzI67HlXLNrGzu6/VSaOQwMnE5zKsWssjYS6Tq2xl/jstDJlOq+2E4PSlkoLE4tyCfitDEwcAYus4AghdRle8hzCjhAI2UeD41qH1/b9wF/bNvMar2cacU2BZab1qSDA4RcBu83BFnZE8Y0oNIK8t0+JZxXpTg/5ytcknMBaRt29YSoj9nk6RxOr2phZ4+bOxte4dtrS0g70C+YoKygg83ZempjGR5sf49vDG+lr12F13S4sF8Dc0tN7mxcgKnAa5g8vmEs82vL8Rhw58pRrFo3nvv6n4T1rXEMz+/kmlmfcVP/LJX+LB0pxdpOh9HBEBsjEWoCMd5qzPLr+lamFim+XjaPp0Z52BqJ85VBSWrcIbapdfT3TOezaDOL0kuZoiYTsgwas1HynWL6GoWkbbiqYB65OkSBdwCTPOfRJ6C4t/Vt5pXOY5Y5mR6jm2nFmknWqeS7bfpYudgaFva0kOfksii9gsOZGLeWnkhfZxB93UFiqf1cFJxLvlNMOHmAQ9GF+FwFGMpPgX8MXlcRCgu3q4Q8T1/8Rj4eVwWX5FzAxvR7OEqzzzzApMIsx/uuZo7vegByvAOZ6DmH2Z7zmem7llzfcIb45vJ0xwPM8l1H5/cyGIabTt0AaHoSO+iIb8QyCzAND03qAFr35sG9Zi4Ki+3xNwBoiq2gwD8GAMeJoOjdp2ftDkDxtXV5jPZfQktsFQEngKMzTPRdAUAkuZeW9E6ydhcHYh/gdVcdLXN0DIBYto10NsL9rS+zPPEkL3Q9QHVwLm/FF6Ow0DpDjpPLSaEK3mhvZXDgLAzloiJwHACtsTX43SXEUvsxjVwm+b5MsXcoud7BjGEap3qmA7Ai8RSHjRZsp4c7Gz+lr1OByyqmQg+gk0a8pmIU/ZjgKyGXYg5FTZ5sf4DBvhDTPRdxgmsis6xTuH7n0xQ5Bfy+dTnVwblk7BhlviybWMfggI8MaWZbc3i47Xncyo9Nlim+K1HKRbfRQ0wlWel8RntsPQW+wbzQ8zJNdpS29B4uyLmFA7qF070nktWaaiOfjNZYZiHX97OpoJCkbdC/bx3H+/uyM+whmWnHUBZN2RgX5t5IyDuIuJ1lfnwx4z3n8O3yW0jbD9Ls7OXj7GpGMImmdJJr8+cCUKmGYGJRrvtzdvBKCr1DyLHKeab7LQr9I2jL7GOkeTypdDPP9Kzk0ryb+JfGB/mkxeCVngdJqhhew+DZ7re4OHgyuU4hB1UD8WwHV5Tlsy/byd01vefbdZkIr0U/Z3csTpIMe8IKgOnGFGaXJrDRxLMGGa1Y1JxlYZObG8ZuYXiu5taTP2HskN20txWSeb2W3U2VjDx5BT8Z3cFV4zYS/TjE+5/NZNC7NxLrWofn8Ycofe47qKoCHv3BhTgf/wR71gTsVg/q0kewvv8Q6vJH+XTaW1S9/E0qXvoW+qMfYRcNp+rlb+K67X7izYvp/mkdOTOb/90xSYh/JtZ/PosQQgghhBBCCHGs02htf9FBfIH0Fx2AEEIIIYQQQgghhPiHO9ZzYHCs5cFkpCEhhBBCCCGEEEIIIYQQQgghhBBCCCGOMdJpSAghhBBCCCGEEEIIIYQQQgghhBBCiGOMdBoSQgghhBBCCCGEEEIIIYQQQgghhBDiGCOdhoQQQgghhBBCCCGEEEIIIYQQQgghhDjGWF90AEIIIYQQQgghxD8H54sOQAghhBBCCCGEEEKIfzDJgR1LZKQhIYQQQgghhBBCCCGEEEIIIYQQQgghjjHSaUgIIYQQQgghhBBCCCGEEEIIIYQQQohjjHQaEkIIIYQQQgghhBBCCCGEEEIIIYQQ4hgjnYaEEEIIIYQQQgghhBBCCCGEEEIIIYQ4xlhfdABCCCGEEEIIIcQ/A62dLzoEIYQQQgghhBBCCCH+oSQHdmyRkYaEEEIIIYQQQgghhBBCCCGEEEIIIYQ4xkinISGEEEIIIYQQQgghhBBCCCGEEEIIIY4x0mlICCGEEEIIIYQQQgghhBBCCCGEEEKIY4x0GhJCCCGEEEIIIYQQQgghhBBCCCGEEOIYY33RAQghhBBCCCGEEP/7aTTOFx3EF0h/0QEIIYQQQgghhBBCiH+4Yz0HBsdaHkxGGhJCCCGEEEIIIYQQQgghhBBCCCGEEOIYI52G/g+I7+0kU1LNks1jyYQDDL4rBoD25KE/+hHOfdehP/rRX3z/2+M+pLWrgDUdPq4Y0MZXdj/Lr9cNoSvp5YUDJdSlo5zlm81dyyexNNzKia65lPnH87ORUV7YX0TAgvb2QqpPWM9dW9J03XQnZNJ868WzOKXffkovrufeNeOoXTyR38/eyYWBqTzWuZ7amItwcjdzPBfw2J4CzquwyGTb+U7ljSRtxRne47lpzHbGFXZRU9zChkXHURaIUlLayrnj1xEceZjlC+ZSNWEHuQ/NITlxLskffxv90Y9I7X7m6Odz/fDBv/jZM3bsb1/f8VqOW3EBia4cVu0eSlFRB6MnbGZS+WGWXldBqS9Oe9LFr694i4yjeWHTOBa3x/n5+QswX16BaTjEujeR2fwgtpMivfPJv7gs/cS1R5+ryx89+tx2Un8yX/b4aXgqT8GId6KueJz4935AJB7ghwemccPw/Tx1x8N8+YwPOHPYdlLdIfjxjwlYWX61YiJXX/MStZEczqjQfGfsQb76whlcO3IXg0JRvvvr59nYGWRBXQW/X3Qijw5dxrv3XMDsz0/EP6KFE1adQ+7Xcznu3IUsbymh5tp9TCluY/Wu4ZxcHuHy217lgSGf8aUJ61jfkUsoFOW6yWt585tv8N0xdVimw3ePW0Ukqzj1X9bR3pNHRWkL3+9TwvvHpZhalMBULrJOEo3mtHKTfnY1t/fPBeD9hiC/umIOi7aNProuvn7nzTy5N49db8+kx0nyVr2bhA3rm6oYec1cAO4YZcPwit51+cfrOe3Mhdx8zcVH6xg8dA/3TG7kyYuG05Rw8Z2Zq/n1pEamTNwIwI6ztxLJuHjww5P55tI2avf14/qds1kx83XmVB5m7HmfoAwH14GP8OdEj9Z728Fpf7Ld3p3wATv/OLR3G/76K9g/foX3Jy7gpfEG7zUU8a0Xzzq6zK+Xr2HRv5x59L2b5z5H0+X3/Ls24/7pH//kdaxjFQAuM0DqhjuIx/bz4tXjaW0qhWyG6Z9dxKErDzLl00sofuoH7PjwOGbMWc7l332Rr5atYd+a0fx8wYm4PGn239DJ9MoGLvrtxzy4xyHXZTDcqGLT+7NZvGoKuzuL6EnDTcVX8MyI5fgtRXsiwIt7q7lrYxUTCjtZ8ORFJOuLOX9ALeMG7SaWhd1hzc+rZjE/vhhDmewJZ0mS5pbiy4mmW/jV5gocpcnTfvLMSr7W188Y/0V0OvW8E9vCxo4i+l+whkOfj+W4cxaS47LJLW1n3wsTSGRc7DjtSbZ3e/jld7/MFZdfwGvLZtG0ZTA/WDqOe6YFuG97JQCLGn2MK4hRE0hxln8s7Zk0Px7TwtpYJ+f6J2GT5Uf1Kylwaw7F3Nha881ZK3hw03DqYn5+OH0jB2JpHtkwlqvfH8OecIDLKvwEdYDvHLeKx3ZW098doike4KkR+bjdaap1OTV2f5a1QkY7nJnTh0y2kzIrQEol+STzESGXw0N1SS4ODWdJtJHNnXmc7L+C+uxm3j6suKEyxE8rZjLLX8U5G1/hnpqJve284Q2+Ub6GKwpWUx/PcGnoDIp1Hh1GJ52Zg5R7RrEgthvb6WF7/G1O838JgAGeEOflV3LPXhdvxRfz4AHFtYNauLbaxCmtoCGR4nj32eS7DfLcNs9+5zme21NNo9FE1cvfpDPtYlH0EM93P8/qzLs8316P1rCl282tC47j9DKLSYVRXmxrYU/Ey8jiZr4xsgFTQV3MhaPhp4M1O9Id/KK6ikjWpCNl0ZJJErQUQ40K2rMp6rsLyWhNxoGKQIQTXbMIBWJcNWUVbe2FVM/YyHlTV5K9/gzWf+9jHt5VwQmliluKR6EweTP2GsEj4y3OjzyEqRRX5g+izKcZFcjhF2M7uDR3KOFsllG5HupiBpMLHb69roir84fws3FNvHSghI+idXSmTOrjNg26m/45YRYctri/dR8vR5azN5omYrfSknT4rNVHqdfFQMbySoNDBw2MV6M4w3sSC9Or2MQ6Njif8ONDzzO5CH5aNYit3Q5bUq0McYYwVI/l0tBM3o0+Qk3AYkSeQ1Dn4tN+bq++mX26iQF2PxqMA3Qk95LQWTal3qV/4GQSpOkbsLllRC1zC/IoMQIsaO9hnDGHOZ4hTCtSpB3NwpY03y8fyIWhEXypJkGb0c4TXSvop8aQTDcQ8g5ia1cOY9VMRvvzAag1DnBhcC4zfddSEpiMz92XRLoOW2umGnOY7hrAcHMWl4VmUhdbzqb4S3SYrSQzrczyXcdMYzIvj6rh6vyLWRB9mKjqIYcibim+nAJXDR9OGsTz3Vs5FMtgGF5GuOdyaWguuRQRSdXzdMcDlBCiUhXwZNeHjNSjON46heVNFWztznLjqmLO6ROmJWnw/S1BahNJdvb4eL2tg0p/gpv37SSuogxyzyBu2/zm8INk7S7K/ZMAcHSMSPIAWTuGoQIUBSZQovtQEpgMgM/dF5ssC6OHSNo9jPddzpcL5lEemEGFfwJ39buJRLqOweY0uu1Gtqc6+Tj+GAAfp7ZwSG3HwWF58mU8rgocHeON8IO82PUQOxM9XFd0Mz4zn24jTEtsFdXBNF8tPpN85WPCe/B5diGvR9/ljfB+PIZJHmW4DKjwuliW2crTHQ+gsJjiPptSu5QfHHiS91qSOEqzLruQ7dmlTPdcxHBnJOX+cTja5qaCU6jwT0CTZY7vemKp/czwXcOL4fkoZbEns4Ks3cUM3zVUBI4jktxPLLWfzyKtAEz2VGBrOCc4hKaEhw2JV/isM0Y4sYetyU6K7GKCqohD8TQAVcHjKZ2VojOdZXX6EB3ZA5QHZuDBxd01Awg4AU50j2Cuawp70928Ht7DH5sfoCQwmRPz8gmrGM90bebB9WP5IPEat41uZV3yNaJZRd9Aguvyz+Hy8evZ2VZKkeUFYHggiK01924Ywe5whgpfluF6OPk6wFQ1lf0RN3vjcRY1Z3mgPsINxfO4IGcAHWmDdZEeJtfsZ1Oik7lVh/lGyWAenNHAuAJNCz2MCga5uDpOH7/JWG8JHU4CyyzkwZVTGO07m7ney6iy+/CbvqMIkM/LP3qG0VYl/f1e1kV6SGebuf1QG9cWXMpvml5Cv34LTz1zKTvVRizDYUm4lZPLexhV2kgq20Vfu5qMA50pE4A1HQbtPXmsODCIryway5k1dZw7YS1DcxSbunK4/czFbGsr4+3fXcQFozfRkjSYUt5IcySX6uJW+o7dCcDBrUM47cbXeeSDU3j64Suoby9h/Mmf0XhrNx3RHA4umMSEE1eg7niK+gPVvHVBGc2v9yfv9gqK5g3uPY9trcOsLvh35ytCCCHE38tnOdy3s5h/2dyf6twuPFaWrfsG0vDBWLwvPE7bkyE2fzaZtW2FjO23n5pghJM9E6hPJHn1G6/zyD4Pgz15gKbC6+KN2CIqrRC7enqvos0PhXGbNvGMi8dWTeHsmnpMA35ev4enOx4gpRLMH3cJQU81E7wXUmb3nr/115W822Qz2BnJoJALgOWtIU5fv4NSn+aeTQP41TCb+7cM4l8+OY76SC5bbzDpN+gAu8N+RuVZzOm/l3jWxZUDW5hRHMM0HdyGg9eT4vTjl3Hn/kruvONRvv/bG/nNhydw98kr2btoGks6I3Sn3fQNGPQkdtCa3MYOYxsDVTlj/ZfxSUuWrBOjO7GPc4PDaIh+xrPdG1iS3kxTwqQuu4VbK24hozUODmXWMPKsPkz0F1Gs+3Bf2ydkHAe/YTG/JUqprqYxYfHS4SSvdDbwu+btnFzRTmfCTyQDtoad3QU8+9ZZHI7bjMyL05jwcsOeddTHFBNDubwRW84lubewIL6FrJMilWlEa5s3Y5/Tl+Hs7AkysTDFffU97I8qzqiMsT3RxW27NBdWePj57Y+xsbWMpK1Y3Z6D11TcVDiOw4kMn2a2E3ACfGPkYXbrw/RhKCGXwd6Iw/PhVQSUC5/pUKWG8XTPCgzlZnF6EQsS6/ko8TLd2XpceHkjup51TZU8uXU4LekUr4f38EZtIZZSLGhOs6bDwYOLuIoz13M2nZk0SbsbgM/sTzCMEIejy3kruoWEirORzUzylbEnGcZRDmP9lwFwTuhGXmvQzI+vpTWZpVRX87vVY8nXAQpUFZ2p3iuch+YarO/08mDHKnzeSmJ2O98onk1rchfXbclQHZhDns7hzcgLzPVfi/3DxwEIZyzOntKbG1o161UORkKcNboKgOt3zqbE7WbghK0kbWhvK6Q1aXFaZZjh+Z1cOmg/3560hdcev5SUSrCsuZhTX5jEyOIW8l0WT+0tZm84hw8a81nXVEnlt3vzrO/c9gK+mcmj39uql7+JyrWw/3D90Wkjv3kmL4z6mNBlJmeM3sTkV/ugr54OQM8tt3N6nyYAvl+1mgc+ncXeSOboe9t78rjttI+5uuAKphijeb4hRaEnQyxr8clnvXX0p4J+wd54dnfnU+pLMDC3C9Od4StzlvLrVWN4+7T9zPr8fJpiQW7+6jWMK+xiXDCH9qSXG4fVMaykiZJghOiBCvy+BPu/nmb0Q2MZUNjKk09dxku1bgYEk3w4aRDfP9DOFX3h2qF1nDdyCy90TeGJpy7jd9Uncn3hpaxqLeKEnDIebH2CuErg6BiD9Bg+za6jzBrGQ61P0502uCAwndXODgwFj9Yl2ZTo5Esbbfo9Y7A83khtIskB8xDfK5vEef6ZXDJyK5Xe8VyZfyW3TdjP+8mFzPBdwwHdQqmuJmBByKUptfw8072BxlRvTvmnVdXsTH3CeOMEDhh7+CB6gJSO8m70YYaG3NhOmlXpt4hnO8jaHYSzzVwYuoxR/gt5N/Yih7NR7m99EYXB/HGXcHFwNj8b3cEQq4R4VnHjqmLWN1VxcrnDgahNwFKcVpTLW7G3OTNwOeXkk+cbyfL2DDPNWQBUBqYwOCdFQOeS5xtJkVNOrlXJL2tu5GBqFV+asoqbanr/nZXjznBxTSfbI+cfbRfbTnmaPWc+xvDcJDMmrCejFY/u83Nan8MErAyW0vxqUx9awrmc3f8Av9rpRltu9kc9xL//PQ6H89gRuZDfHZ5Mn1e/DvT+X6Hk6e8z/INrqX79q7h++CCuUTcDoG54kqInfoi/4hQyFeMAcLo9DP/gWjLzLse75F6yG+9j22eTePtQBSf2qWfvgf50xoJc2y/LcWWtOBpebulmmB5HsTdFhV1FY1yRRxmT8vwsSzzNVPd5dGXT9A0YXJBzE01xzd50NzXBUzitMsw4sx+XhWYylil81NPGOr2V/bGFVHq93Lszn6LABOaVzuPJzpcpJsQc3/WcH7gIgPldTaTsKHWp9ZR4h3JVUTUplSKsuhluVNGSShNQ+SybPpYA+Zzoms3rTQkyWnPD4DYeuOgj+gU1p1XGOLMkQNBSjMiDdR1+9kU8DM1RrEs1ktWwuUuRdBwu72Nw+Y4dfB5rZrbnQgCe63yAe2tjzFmWotnew2a1BZfh4xvbNfmWm5cOJzlt/VrWdxqoI//SrPSZvNfdxGlVrTzetY4Cj+KcjYuoi3kZMKqJz1tKuPi1qXzn0B4a4hY7YlFcSvH9GWsZ5g/x9AE/QwI+Li/sy8ZOxf6ozcrmcqq9Pn631+DsqigTmMKcQBW/GaYYxHgadZiDqSi1xm4GWPmELAMHmFKUJE6SCj0AHy7ejuzjjj5ncihmU+gxuKG0nIvHbGRmoZcX25s4pyrBucN20N8optIVIGAUst/YTlvSxI1Fvlsx0XcFT7Q/gFu7yPUOxFABIsm9uKxcOuObSaSb0WRJZRrpTO6nKbaSwa4ZLEqtJ2t3sSn+EvXRT9jQ6aJLxViReQ+AWLqJ1YlnOagaWJ15lyo1DJ/jY5rvKg6Y+wne1UHAXY6jbQBm+a5DKTdZu4Ps726iVNf0tnVs8ijF4y4j5B3EWP9lFPjH0BnfTFFgAn5PDQX+oRT6xxHyDqIiMJMNiRfZkVoMQLPZQDi5m3WJ58nxDgGg1D0Ml1WMx1VBqXsopWaQkHcQppFLwDOA46zTcXSaPG9vDC6rmLrYMgarSRQGxgCaLemF3N/6LNvjb7An9i6RVD3NiU143VUo5WWomgqA7fQQNsI0xVYwmils1Mt4ued5phszKAlMpsQpJsc7hHimnRq/F0O5aFF1fLtkIq9E57Nd1/JS+C2qdTlPdTwNgNuADc4nvNz9IFOLFOeGvkKteZBJajoZnaLcN4aTaw6QceJsifVwZVE1Hybf4HjvxZwfHMEYsxoLk1LfaL5eWcSm+KskMp0MDpxFLNPGOPfprE++TrF7MJ7e9A8NqSQfp9/jlzN2sl/V87M+F/HB4QBdOk7aUfz+0xk81/MuN47eQYlvJDXe6Rw0dvF6+Ekiyb38aHQH/Y3xbEjNJ6MV+f5fMMeaTXtsPVlsiiwPm7tT3FI6j8N6Ny7tIVeHuKBvjJbYKlqTu5jrOZvhzlhiqf38YLDN+Tk3Mq9oKq+Gn8NlFbNWb2Bg4Axmu0bQlklxsudsnmh/gN2ppTRltpPOdPHDgy8Q0n5+faD33GF96m3mFU1ldqGPq/qaLM9uZnJhhoBloLWilW660oqA6ZAiy6fZz5j1aZQpJe088snx/GLxcfxm3TC+/+TF/HqvwX2PXcG+nnze2zGKJ98/lSJfjK6b7kSlulkzfy6Hzn8AYjGmVtVinHgnrjG3YA7pPZ+Px2uxV9zF7JXnAaBf/QrbfzcY/yePHD3+GPe/T9nzt4LXgxD/zKTTkBBCCCGEEEIIIYQQQgghhBBCCCGEEMcY6TQkhBBCCCGEEEIIIYQQQgghhBBCCCHEMUY6DQkhhBBCCCGEEEIIIYQQQgghhBBCCHGMsb7oAIQQQgghhBBCiH8OzhcdgBBCCCGEEEIIIYQQ/2CSAzuWyEhDQgghhBBCCCGEEEIIIYQQQgghhBBCHGOk05AQQgghhBBCCCGEEEIIIYQQQgghhBDHGOk0JIQQQgghhBBCCCGEEEIIIYQQQgghxDFGOg0JIYQQQgghhBBCCCGEEEIIIYQQQghxjLG+6ACEEEIIIYQQQoj//TRo54sO4gukv+gAhBBCCCGEEEIIIcQ/3LGeA4NjLQ8mIw0JIYQQQgghhBBCCCGEEEIIIYQQQghxjJFOQ0IIIYQQQgghhBBCCCGEEEIIIYQQQhxjpNOQEEIIIYQQQgghhBBCCCGEEEIIIYQQxxjpNCSEEEIIIYQQQgghhBBCCCGEEEIIIcQxxvqiAxBCCCGEEEIIIf4ZaJwvOgQhhBBCCCGEEEIIIf6hJAd2bJGRhoQQQgghhBBCCCGEEEIIIYQQQgghhDjGSKchIYQQQgghhBBCCCGEEEIIIYQQQgghjjHSaej/ALcnhWfXei7adBxtB6rovDdO65W/Qd39KhxuITt3Buqku/7d+xINC0gcepNzN55KbiDKTSP2ccJZixjnu5iaYO88A0MagGG5WbbHIvi1j6ZsjEqnhif2lLIku47huWlyc8JseHMuRqKT0PV+Xr/9HB5+/zOGTN3IkrvmML04zKHmCq5eWsPGSIRpxgTeje3keN91lHld5LlN3m20Od53NWPyI1T40vQLaiZ9sgvLcPjx50OZfPVCGqMhouEQwfwwP7j9JubcvpJofSmBvLH4as7H+4t7UCfdhWfIVX/VunOZgb95fds/fBznkWu5b/EcOlJedhzsx1MfnMKkSxfy2qEyWhJ+BoTi1G4fRJ+AQU0gwW8ntJMzsxkjkGTqsovRd7yKa8wtmIYH97Br/8PlOEt+dvQbmqh750/KTMPzJ68zFeNwNtzPmssUqd3PULdtEFO+uYw7alYx9sylOFNHs23dWNYdGsDB3QPYdspCJvffx/1fe45kcwHRrEmOK8O21jIakyn6Dt7PCZPWoZtSzC7r4FuzV3Ba33rKAzHO+ubr6F/+EHXNkyQPvEb3H8J8995ruGrcRh777rl4rCxeM0vSNtnz3CRuvPIVqk7YyB1ffZqurjz6zNnAO++chmk4DClvQGvFLRM2kXw/RlVJK5XfjLCy3c+dK0fxy8OHSOoIP6+axexCHx802QzP8XLPPgXA6HybWeVNrOnwHV0Xt4zbRk3Q5O41I7h1cJpCt8W/XPYuSmk2dZ/Suw21QsVjvevy64+zb+1oHrj1qaN1NNdXMHj0Tkyl+dLwnexv6MP+ziJ+t+AUPmg0eW53f27+w7uMKejktdNCbGqu5HuVqynM6WH6bWso/9Fwdu4YSuKxRvwFPb3LvOcGVsx8/U+221nrT6P62cEAWN9/iMfeP4XSUA+PbO9PjkszKi+DOxQHoMRrE057e+v6w/WMumgJ5S9++z9tr4HCqUef+7yV+AMDuPz5bQyasQHt9ZNKd1Dz6mT0s9cBMOKCpVi/vA115RN8Y9Im+o3Zyei8JN989TR+tWYYpnK4Z95ZdNy8lpklcTJas765koArw3kzVnA4mWRxtI5lrX4mFCT5/oF27jh7EXPLHWbNXMnYAXvx/+ZuptzyMee/O4y0A/MjD3FP817muE5gqppKmc9iTCCX9T1xSr3D+TD2CAecDewwtpLnFPDr+la2pxcziHGc5BnNSdUHOWfedQy8ZR/OhdPpF4rw3qezaOoo4tVDRaTTbvLcmlnlTVxU08XWbi+1jRWssDdS5k3zw/H7Aaj0K3b2+HmoIUxPWvPjUV0c7C6g3WhCAzcUDqXMGESpL8vd33iSpO2QSno4qbyL0wbt5tWto3nk5M2MzY9Sa9bSL5jg182bOLEwiNaKc/p0ktWQ604T8iQ48+NiLqtOc16FRanHosLj4bXILkoDk3g/8ToGBoPMyXSkTC4qyQFgsqeCrV0GA4IWJ7tPo8zjZlBeF1u7XayNdfLN8nlc9uJOAC7NuZj2pOaVnifxGAYHYyk+TT5H0AmRTDfQnN5OfXw1I/wXMMN3JXVOBxMKkkSyDjWBJB//4C1+UjGb62oU9+4sYkmzD3PaDyj3uhmTbzGnLMyGThcz7jqLkKWxVQaApK34cXUR1b7pXJpzMScHa1jcHmdcfopCj+L8UZuJZFy4tJurRuzivq0D+OWmcmJZRaHH5tPMdjZ25DPEVUh70kvfQILamGJwwMeeRJSBIcW4XB8Th+zkqgGd/Oonj1AUjDAkB/qO3UmwuKv3uz0qh4J5Fr7Fr7Ly/RMYlqtJOoqdPQaPDJrOyd4LeLRzPgAX5NxC0rH5rD3N3IoWRual+bSxgrWdKX4yrpGuNGxItHPhqK1UuYJcOnIbuzuKuW3aZn5UXQDAFvYwNVDE4sZCXIbBrWUDmFc4nZBp4egMs0uzlPk0b8QWsC7xPGeWuSiggp26lncTC+nrDGEsEznXfzqn+q/go5YMzUk3h5wO5uSUkCRDQLl4O7qFh4dcw4fxfazrUNhkyZDm53VP06YPUeH10JWpJWt3UGR5mOI5nwOxD9ilV7EnbPDN9fnURqHQYzHAnUe118fC5CY+bs2wKLWAHMPFoZibprjm3gMOP+2XR9ZJEtBeTg/cxA35J3E4rhiZ4+XzZB0DA2dQpCt4ObKARqOJKWo8iXQdpYGpZLXm4+RL1CYTbEi8xHM9ixniP5mrCuYxxOnP+aFrqfZ5acsmuWlbkud65jPDdw1xpwuf9vNiZBUD7QEct/xTZlijKHBZFHgHcGJePo+2PUA1JZwTvBzDCOExDCp8Fqd4TmZZ+m2G5Zps6jRwGQYZleHWgwep8NvkKz9+w+KF8AZqnS28fzhER3wjg1Ql2+NvsIG1XFUwr3d/qIfRP3AybquMmuBc+vlmonWK4c5Ybq7KIZJpBuAE9+m0qEPkOwWEk7v5Rn+Lham19GQPk9Zx3myOUR6YwZbkeygMNsVfBcBjBonYzXTGN3Mg9gE+dxkF7n69Za4KCvyjySqbw4ks3ysbzRXFJdzV7yaKPUm2dtssij/Kl3Onc23+WaSyXYScHOJOFhduXo4sYGl6NyF62+dE32U4OGzMLOKmkptYmXiGbalFGMoilWnEQrEi8x7hbBPVTn9+3/w4DdGleN1VLEk8zpDAORRZXvJd1eR5a5jlOpM7a25mReIpNA6aLOWBGaRVGpdVzLOdj/BGbAEPtb/KK+0tGIafPWoL43wXU8cO6ow9NKW2Uq+a+UPrahqiSxnFVBbFn+DsnGpGq5mc5htLTCVZ3BSi0+xgReoQ+1MRjs/LY7DTn5rgKVQ5A0nailq9lXMCY+lIaQq9g/j4cAXnh65lRF6cS7//Eg+2PMKnO0dw0piNrHTWc/PQRgC+OrSTEbkZPko8zdjCDh45eTMAWa357uzPaTPa6ePzclJuMfXxLJX+DG9E15NWGXYe7kNYdeNzp1nSorhlRRUHoyaXlOSxMRrm1Vo/toZL+rWyU6/mvOAlRDKKSYEC+gddXFkNq9oD9HUquOruq0naDrXxFJ1GB2Dyi36FvBlfRdbuQl34IF7Tpoz+bO/2cMjZxAuHgvxh8yD6+2bhxmR3PEptzKF/QTtx2+auTZVcet673DIkjNaK9vYi+gUTHI4rLG8KAxhY0sKmgwMwFDRFcomm3Qy5cg2fLpzDr85ezLCfNvLsH7/M2UN28uVL3yTXF8d12/0E88K8uL+cilfOxzU7F98cB583SVPcR/GtBvZDWzhwVZLM9Jlkoj4Mw/Wfnq8IIYQQf60cb4Ll9jIGhWBPVyH1kRy2dhby+OrJGEOKWLZlDCUFHWzphp9+OpFLt6/EVHBljc3XH72UYreHt+PvoJSbHDec6JrL4WyEPLdJ2jZwuTLMmrmSM697jVtmLWdvVyHlPodnR5Zwad4tDLT7c8Oeg2SdFJszC9mUXUxN8BTadZSROV5Wpt5gWE4Kvw7SL5jle2UncU7/QwzJ1bxRW8r8xKdcPXo78azFwa4i9u4ehNvQGAry8nrY2RPknu2FLGkJsLKuhjkjtnLb8pHEO3Nxr3+GTF2ArhSc2qeZLfsGEY37ubDcx+JmF4siDVhmPid4LiKXYnbqWrYk3iGDw4+rrqC//3jub36Ec0M3cn3BOHzkMD+2ibnuk9kTdji+RDHFXYMLN35yeK77VVIqyfmBuXySWcA61tFutrEl/goJG7qMTuYG+zJRjWJlWyGbO3Op9DuYCpa1WMzb8wQXV8dJZC1yXVkuDM6lJuhQF8tSzkAq/dCe2kt3YhsX5NzCCDWVjvgW8rSfA1G4t7EJn/axI9XF/QdtJofyaVX1HIi6eP++C5h/WNM3kKYtqTmuNMaw3AjfHt7BRDWMbqOL1w704YRAX8pUDpGMwzq9lQIqsNEsak1RrYooUFVk7Q7KraH0cQbiODGyTor21B4Sdhc/bvicneEMK1Kv49IeXo28yvuxR2gxWplcaLDJWUahzmOd3sTSxBN4zTxyrUoiyb2U+caijN58VV1yDbkU81L4LQC67cM0qYMArHI2ElZxrs2fSL3uJGx08XpsCX7T4itllXRne39rP9zxEaPz0nw5dzoAFwbn8mznAUa6TuBA7APCTjNtRjulvtEsSb3Bz147C4A5VfVs3z0EgH2dRdzTsp1F9/fmwJZNf5OBOZqHXzuXrrTm+e3DKXDbTO6/l6/vSPPs7gE8s2UUy1pyCNvNrO1M85VqD8/vqWFacYZKv2J2VR1zSiPc39hGz1NZAB566nIym+0/+e7ufXESqaaCo69XXbuRvjndfPq9kaSSHjZevZf43bsBeG3J8djOv+b+onhNzfzbXjj63mjaw8I1k/nJCZ8zrdimwgoSy5ociHoYUNzKkhaLz7KLufDujzANh5te3sSkAXt4+UAlH66dTP7QWm4ZtY/C6kbslXezJxxgbH6K0y56lwdbJjO1so4nd/Vl8JO5LD9cxX0LTmVLbQ15eT28NTXLmO9tY2RxCwUui7GljZQWtjPA6cvLdYrivC5e3DyWicEPMZWmKeFmfzRDkTdDfcyhzD+BbYn5zPFdz/r0uyTsLvo6FdxYfDV1MXi07QHK7T708cM+vZ4uo43WzG48Zg57Ep/QYDSzbd4WVrebHIilCEeDTLUGMCiU5fiV+5lqnsDsQh8H0qsJaC+NcU3/YIqdTiMu5eVL1b23GfltfTv9vdM5pdQNQIVTTsaJU+AfwwMtD1DoGUCetz9BVykAfa3R7EuFMbG4qfgKNmc+4uzApZzhm8Afd+ewIdpD2japy0T4IHqAM4tzaUx4GJjTQ6sdY2FqJZGMwWzXmWx1DrEo/hjdiW2syLyHAfjcfWmILee9wwZh2jnDO5tiQlQ5/flF4wcEXKVcOH8My9sCeA2F17R5Yl/en7SxYCBGv19mOH30JvInHWBYYRsziizWt5bSkvDTmXZz68gm2hIBPmvoy0MT4lw5aRC/bpiCt387Z5658K8+FpnTfgBAxu7NL7sb1mHfcwOH144gHq/liWlZSCWxxn2NrGMyq7SbN/dXk7YtomkPnWk3WzsKmV6cZIy3iJv6Z3nooGaAN8ibsXe5ML+aPeEst1ffwNU1DnVmA5u6k+zNdnBp/04uLAtxXVE/KoJhRuRp5lZ0ECbBUFcx3ykbwUn+a6kJOiR0lki6iYa4Q5VvIjuNPRS53bwWeQ5NlnPyy4mlDjDDdSZpHacnbVCi85nr7w9AvsvFxbmD+cm6vpwR6s+1g9q5uo8bj6H4tLmE614+EZeh6Uy7GZHXQ2uyt33tjCYYHErxVlcTlxeXkueGHJdBgcviw0YXgxjP9vgb5FkuqtwBDCNEVmWJZluJphqI2x1UG6M5L7+c+ZFH2Wov4fHBcwFIpOuoi2dZGq9jb3IZd+8IcZpnEj1puKHoCl7v7M3VfNKWwqcsTvVMYEx+nGpPgO26lm8tHs/HqZ0sij/K8kQDz3YeYLtTx2Gnh/nNCXakuvDh5jcHE7TQw+LYIc5Y/zp+PKRUkpTKMMgZwRvhh5halGFF6gDrO73Uqp0cn1tAlBQzXAO5t2UnWmtakw59gzF+vWISs8tauLiggu09fnY3VZLjMvGZBj+tqubjGSGiGRjk93M4YTPMl0vAM4B9bCKSqifH248830i8Vh5VweNxdPJoe8zaHWiybI2/RktsFWP9lx0teyM2vzcfpQyU8uK2crm9+maCOgfL8LEruZi+Vi4JlabG7t3uLsPHDHMmHlcFe41dTPBeTJ/gCWQuPoPt8TeoCBxHe2w9nTSSTDcQSR6gTOXgUr3HvHi2A4VJZ2IPHfGNRJJ7aYx9xnjf5WTtDgBO942gwD+GQv84qo3RlAamcii6mGLP0N5YMVmYeI1Ici/TPBeQtsN8ln2fgb7j6YhvBaCfZyo/6XMd03JzaY+tZ6bvWrJ2J44TAaAkMBnb6cFj5ZNMNxDyVFNn7D26bqp0CbN81xEnxfHWiVyS+yWmFCnCmUaKLA/h5G5+WHExr0TeJZVpZKIaxW0Hn8BtBDgQ+wDTcNNCD98qv4q7+t3EwuR2RhmzCHgGcDBi0pKNk9FJRuS6yJIiqHOZuOQjzg/MJYgHBRR4BhDVKVyG5o3wg+SZHm4oHM28PU8ANulsM3ti75LMtLI28Ry/rLmKycZQKv3g0m72G7u5Mvcc3tszlMsKaniu7TCnVMQpUH6aEwb9gmm+U3oGSw8O5Cz/WB4a6WblKZqzg9cwyn8R39xq0KLq8LlKWBA5QCS5ly3OIfoET6DFbOGd2PM0Gx0sih7idO8sMirFZv0Z9x+A64rmUeUZxwfxF3DQnJ/zFZriAdoyKTZ3QYFvMDNd5zBJjWdfbAEBC1Zm3iFqZzk39BUM5cLRWQzDTUVgEvuMnWyNvwnAEN9ctnXD5x0p3qy3KNV9+V3zXs6sivBavcnHl29iWzSKy9DUm7VMN2YwTI9j3u4unuzYR5nPpjvdex5y54gEpw/ZyboOP9/e9xjzbniOEQP2kzf1IL4PXyLHH6P6rPUkZl3A0Jnre9tw40LCi/MB8PurMWf8CHvFXXR/5Q7ip3+TERcvIz1iMgCxjlV4f3EPAOrcP/7VxxEh/jeSTkNCCCGEEEIIIYQQQgghhBBCCCGEEEIcY6wvOgAhhBBCCCGEEOKfg/NFByCEEEIIIYQQQgghxD+Y5MCOJTLSkBBCCCGEEEIIIYQQQgghhBBCCCGEEMcY6TQkhBBCCCGEEEIIIYQQQgghhBBCCCHEMUY6DQkhhBBCCCGEEEIIIYQQQgghhBBCCHGMkU5DQgghhBBCCCGEEEIIIYQQQgghhBBCHGOsLzoAIYQQQgghhBDifz8NWn/RQXyBjuXPLoQQQgghhBBCCHGsONZzYHCs5cFkpCEhhBBCCCGEEEIIIYQQQgghhBBCCCGOMdJpSAghhBBCCCGEEEIIIYQQQgghhBBCiGOMdBoSQgghhBBCCCHEP5xS6kKl1H1Kqc+UUmGllFZKPf931lWllHpSKdWolEoppQ4ppf6glMr/745bCCGEEEIIIYQQQoi/xT9THsz676hECCGEEEIIIYQQ4j/xY2AMEAUagKF/TyVKqQHA50AJMB/YBUwGvgGcqpSaobXu+G+JWAghhBBCCCGEEEKIv90/TR5MOg0JIYQQQgghhBB/BY3+okP4Z/ctepMk+4DZwJK/s54H6U2UfF1rfd+/TlRK3XNkGb8Ebv6vhSqEEEIIIYQQQghxbJIc2H+Lf5o8mNyeTAghhBBCCCGEEP9wWuslWuu9Wuu/O/OklOoPnAwcAh74s+KfATHgy0qpwN8dqBBCCCGEEEIIIYQQ/wX/THkw6TQkhBBCCCGEEEKIfxYnHHlcpLV2/m2B1joCrAD8wNT/6cCEEEIIIYQQQgghhPhv9D+SB5NOQ0IIIYQQQgghhPhnMeTI456/UL73yOPg/4FYhBBCCCGEEEIIIYT4R/kfyYOp/8JoSOJ/AaVUh89UBUNrTMitJL2/HcO0AYXpyqK8WXQgiOEt/HfvddI9gMZw55HY24GjFb5QjN3NueRYJl7TIW0b9GQd8lwG3Zk/6byGWxlEiVPm8pHrTZC1LXw1BiqTpLvWR151At2TIRoOknVMXIbN4YQJgEsZxEni0R7chgIg7fS2xSKPxtaKjKNoyXTT3xekPWXRv087nS0FBD1JTFeW5p4cKqu7sbsMrOryf+h6/rfs+kYMb4am5iJchsZt2qRsk+KSDuoai/BbGkNp/O407XEvfsvBY2YJFEcgq1El1dgNhzGrKv+fy9GRRkhnUIXVOOkeDHfuX47JjmOkokTr3ARqbNINGk9Rgub6AspKOiDkJVbvIm1beK0MGrBMB5c/gbYN2rtzsQyN1tCZVgwoCqMdA9OXItyRh9+bJJV2k3VMcku60GkDo7wPTqoLuylFczhESSBOOOnDa2VxHEXGMQh6UniCCTAdsBWJcBBffoSutnw8lo1p2BiGg+MYuH0pMkkP7tIsdftDOEBUJ3GwKXf5yTqKaFbjMxUx22HouBDN22IEXBk6ky6qx/SOupbY10F73EtWQ77bpjtt0qegh65wiMLhAZQyaNgSo7K6C5Vb1fuevR14QzFUWd+jdbg9KbrCOQTcKbK2ScYxSdgGCRs8BlRVdxNuDJLVBlpD0jYo8ifwFKfYcsBigN+Nz58ApTGrKtEttcS6cwgOyf/TbZeNYlpBAFq2RQm607QnPJgGuJWmKL8Ho7KSpm0xvIZN/vAcdGstKFDF1X9XG9bxVnRPCpXrQfsK0E4Wo7sFVViNbqtFF1VhKJPkvnbcvhQd3bnEsgqtocSfIpp2k++PE0746M4Y5Lo0bsMm4E9woDNIRmUIKDcBS9OSSTM0P0VnNERhThg7Y+HuX4LurGNXbR4+w6TTbsNlhPDjRQOu3l0CScchrdJknAiG8mIoE5f24CiblBPDr3LxGgYlvhSNcQ8D+nWjvT7CByxsrXCbNh1JFyW+FF0pDznuDLZjEM6Y5HsyHExkqHD58LvS+AcXUL8lhlIQzmbxKYtCb4aMY9KYTpNreHEZ0JnNUGRZlBR3sr+pkD6hOPG0B68rQ0/SS74vTjTlpSmdocztojGdpMj0UxSIEU956UyZ5LkdPFaGQ3FFmdvCdhRxW6GPtHmNQ9ZJ4TECGNokaJq4DMg6kNXgaHAZkHbAVFDgydKVsog7NiHTpHJQHOUr5tDmGFpDl9NBrlGIrTVR3YFP5ZPQnSjlRmsbr8rBxMDGodht0pNR5Lk0BQVdtHXkYxqa7rSBqaDfmAAHN8dwG+AzHcIZg8SR5XY7KUaOLaBxawyP6dCUzhJUbkwFcduhwK1I2urovqI9bVMTzNIS95JxND5LYSloyyYpNL0kbQhaGsPQRDMG6kibCFi937myUJR40ktOUTfxrhA9KQ9lhV1o2yCZ8OIvTYBlQTJJtC2XaMYFCpI25LocOtMGEd3DuHEVHNgUw9a9d+gt89kkbRNbKyIZTYU/Q3vSTcLJ0j8nw+GIj4pggmjKQ9CTIpb2EM8adDtJcg0vit5tE3Jpso4iYUNER6hwB0k7irZsD1qnqXQX055No4GsTuIhgIWBZShsDY7WhFyKrkyWkGkRtx0MFEmVpNzlpTmTxoeHJGmUNkjqHkzlIccI0u30LiPXKCarHWK6A0N5yDVySDk2HmWiVG9bUgoiOoFXe4kRJqRy8ZqQsSGlbUo8irpUDB8BTGXgNXrboakg7KQBMLRBkhgu5cOHmx6nDcsI4NM+IrqLgMo7EoMXt/LiVy4yjsZUCkNBynHIqCwZncBPiCQJ3HhJqyQ+7SeqO8kzClFAhDgFpp/WTBs5RjEG0O10kmsUYCmwNXQ7XZS48knb4ABpnSWrMhRbPqIZjVKKOHEcbZNrhOiye+sKO22Yyk+uEaDTbiOkikipDBknjsvwoVCknDBBVUi+GxrSYcaNq2DfphgxYni0j7juoNpbyOF0EltnMJULt/aQVmmyTgJTubF1EtCYyofGwdGp3vWoPBjKRdaJonBhKAs3PlzKJMfSOPTuHN2GTWfaJOy0UWIVo4G2bCdelYOFSVZlSek4LuVFYZByuvGr3vUX12EKrTzas22AhVIGWqcJqiJiugelTHwEiOlOQB/ZT6TxGHl4cREjgcbBr/2EXIrGdBuWESTrRLGMICYWKScK2CjlQmsHrxEk6UQwlad3u5JAKQPbSeM2/GR1BlvHCagiYrqDEquImO3gNQziThafYRHVKRQKU1sETYOErUmp9JHXJh12hAIzhK0houMUmX6SNuS4HArLO9l4CKq9BeT44uzsMejnddGZcpHnyZLKmjSkOxjgz8PrSlMb9qGA6rw4e3tcBJQbS0HSgRyXpjmTwKXdlHsVDSmbfn5oiruxdW/MHhO6Mw6WMnAbkOvOcjCRIEeFsP7N5Rp+0yFuGyRtjUspHMDWmrTKkHbC1HjzqU8nsZ0448fX0LEjQkvKIWhadNphgioHS0FMp3FpFxqNpQzK/GkaYy6UUvQv6SLck4Nl2JiGQyztJpo16FPQQ3ckhN+VJpl1EcmYhFw2Wivyy7oIt+YS8CUwC6GjLkDQncIdSJCIBAkMzidzqJnGnhB9RntQ0VZwNKk2Dz1JLyX94zidGXAMVImbXbuj+HL8dHZG1d910vK/iFJqPTD+i47jf4E4sOs/KtBaT/hbKlJKHU/vvdxf0Fpf8Te871HgBuAGrfXj/0H5L4EfAT/SWv/qb4lJCPG/m1Kqw2uqgrTjocQK4TZ681S2NrA1lFd3090Qwu9J0RDxYyjodnooMHIJuhyimd75enQPWmcotopIO5DRNl7DxGdCni+O5c5geDNko156En7StkHIlaE91Xsem1QJbJ1BaweFwmX4jp6XtGU76ePJpz3tkO8y0UCOO0045SbtQLcTZXDIIpryYCkHt2XTk3KjgeJgjPZogFhW4zIUAUuT64tTHw7QNzeKVazRkQx1rQUUeDJorbBMm2jaTTSrSJIh5UQIqXzSqjf3k3YiBFQBOZai006TcsLkGkX4TOi00zjYBPABELB6fy/FdAbQpJwYHiNAULnpdHowlIWJRdoJU2gWE9Vpcozez+U14V8P9o6GlAM9Ths13kKyWmEAsazCZUDc7j1HzzEt2rLdaDLkGcVktENMdxJUhbgMRVynMXXvOlSA3zTpduLkG35yXFlakiZ57t56Qy4HE41paNqSFkl6Y+tdB73vj5HAxMStXThoTGWQIk3K6cFj5GJqk7juOnoeayird70QJKK78BhBUk4MyOIxcikw3bRkw72/YVSCrBPDVD6UMsk6UVxGkIyTwGX4yDhJPEaAtBPHp0KkjpwTjx5bzJZNbbi0hxzLpCebxVE2WZ0mqELkWJqeDAwaF2TTxiYq3CHStqJqdIDazTEiOoWpLRK6E1P5sJQbB5uMk6TYyqfP6ADR3V1orQgNzaNjR4TD6RSj+sRQhdVEdncTSbswlSaWVXjM3t96+b44+yIWOYYb48jvrE47gp8gBW5N3DbwmpqUrSjwpkhlXTSlbYbkJ7Cqy2ndHqWooAujvM/R7++/5piMyt58qF3fSDzuBw0uK4vLk0Y7Cqu6nPbtUdymTc7QXDp2RMg4BqVFHUfzdj07e8hqg5AvQVfMTzSrCFi9v1ULvUkaY14iOsyY/g7ZTgurVJFuUrTE/AQsh4KCLuLhIF5/AiPfpOlACJehKSrsRJX1Jb6nk9aEh77DsrTtsXAAr2kT8Caxsybe0iSxJj9tCTcl/hSWaVMX9qGBvqEkXUkf3RmbYrdB2lHEsppcN0Qyihi9bSWoConqLgxl4SeE11RkHeh22vCrQoKmQbsdwVJuMjqJoSxsJ4XHCDKsOMahtnyyWlMZSNOa8OAzoTkTJkCIgNWbU/erHFzKIOTStGayR3KsbopGhNi+qQuAQstNazaBR3tJEEFhYOsElhFEc2Qf68TxGnkY2kADQdOkPdtNrpGHqXpz+jYOFT5NY0KRVTaFphsAv5WlKWmQIkGBGSBpa1IqQ9rp6d2v4yLHyCN8ZL8cUoUkVJIc5SPjaGw0CSIYmHjw4zMMHA05boeutMHAsf//XThS+9twV0CmSePKSRDryCGSdmMojaFAAz4rS9o2yToKUMSy0H9soDcfmjExKqr+puOS1k7v7+pEG4TjpGN+XDW5tO9MU1zZhcrrQ2xPF2nbJJYxyXVnyGqDjNOb2zJU7z4sx+XQmgKPYdDt9FBi5ZKwe/fLLsOhOZ3Brd3Y2JR7FUm7938sAVeGaNqFz7JpSoJHmQSP7DcCliKS1cR1DzlGHglSaDQBvHQ7nYBNqauYlkwbQVVEUiUoMPzEbY3XVGSO7Ds9JsSzvdNy3L3rL5Lp3V8kbfBbYCqN23DoSPUeSyNZTYEb2jJZCiwXGaf32ODo3jxNRtvEdSd5RjHQm9fxGiFSOo7WWQzlwo2fPMuiOdOOUi6qPSG60wbdTm8Op3f/HSOg8vAc+f+SoSDqZMiSwaN9GIDLUAQth0jWIKbT+HATJ0nGieAx8ujNtigMbaJQaDQmBllsFOAoh5TTQ1AVkVVZ/r/27j1Mkrq+9/j7Ozs7e2VvwBFB46ISNZho1OcoFxG8IDEGiIJKvADeMPGoGH2iHkUXNdE8Ro3KiVwCrMYLeIhgNKAmCoKCJl42eMFoOGwEXS7L3tgdduf2PX9UzW5vb/dM9+zMdNf0+/U89dRO1a+qfz2/+XV1ffZXVZF99BHsyPt52IKDuHd4mANigC1jOzhw3hK2jxbfKR7IB1lEkS+sWjDKA8PzWDEwwvbh4jNlaX/x/xYAS/vHWDIwxD2DRa44nNAfsGVsW9knh5gXRZ9Kknkxn+Gx7RR/1ftaFKt4MDcVfazMf4M+klEi+jlk/nK2DI+wkx1kjrK8bxVDOUoffezIjczrW8wSlvDA2Bbm9S1gIAcYjmGO/J1+1v1kc3l82868vsWMjg0CwbK+gxhkkJGxHUQMEARjOQKMNqzXQf0Hs3l0e/kpsICRGGJkbJD5fUsYySHmx0KGxgaBkTIv2kJEHwOxiF1j24DcfSweSbhv5L6y3Mbdr9fft2R3fTKHdv//wsjYDgAOiINIYIwx5sc8+qL4PnP38FaWxXK2jt3HIfMP5p6RPTnr1rGN9MUCxnInEQMsZAkH9PfvzrTn5wA72c6KvmXsGhtjV+xkVd9iNo0N0s98do5t4cB5B7NrrMh97xsZZCAXsrS/b3fWuWQebBi+r65V+4AxDh04mMGRol9uGxlhOIZZ0beIgb6if20eHeKQgX427QoG+oLF/cnwWNDfl+wcDVYODDMwMMxd2xazK0cAGIlhxnKY/ljI0NhWBvqW7+4XQ2M7WNh3AEmyOAbYkbsYyV0sZCmL+vp4IIcYGtvOkljJ/AgOmJ9sHoJ5EWxnB4tyMX0RbBu7j4P6D2bjyGaWxgrmRbBtbEv5Nz3G/L7F5f+JDPKkJz2Cn63bwkLmM5JJACOMMRLDHDYwwP27gsNXPcDtm5ayciC4Z3gXi1jIaCbDUWTVB/YvYMdI8f94ywdGGOgf5t7BRWwcuY/fP6yP4cGFzF/2IAA7Ny1l4art5LJVsHFL8f+ew9vIu7cz7+GH7vm83343o5uSeNhK+jbdQx5wAH0LVjE6soN5/XuORbfd9hsefHBoU2bu+5/yFWIGtpeeycEcNFRxEXEHsIziOXatemw5b/hHrq5je1WPbVYttle12F7VYntVj21WLd3eXquBbZl5eKcrsr8i4rPs+X33stU0OffsorDkr4B3AO/IzA+2UydJ3c0MrGfYZtVie1WL7VU9tlm12F7VYntVSxXaazVzIAczA9vLanokB+uf6obqDlP54ClHCLb9x6zOsL2qxzarFturWmyvarG9qsc2qxbba/Zk5ks7XQfttrWcN7sV67K6cpLmCDOw3mCbVYvtVS22V/XYZtVie1WL7VUtttfsMQPrOrOSg/VNXkSSJEmSJKkr/Gc5b/as9iPKebNnvUuSJEmSJElVMCs5mIOGJEmSJElSVVxfzk+MiL0yjYg4ADgGeBD47mxXTJIkSZIkSZpGs5KDOWhIkiRJkiR1lYiYHxGPjYhH1S7PzNuBr1M8V/71dZudDywBPp2ZO2alopIkSZIkSdJ+6HQO1r8/G0uSJEmSJLUiIk4FTi1/PKScHxURa8t/b8zMt5b/Pgy4DfhvimCk1p8BNwMfj4hnleWeCpxAcTvmd05/7SVJkiRJkqTWVCkHc9CQJEmSJEmaDU8Ezqxb9shygiIYeSuTyMzbI+IpwHuBk4DnARuAjwPnZ+am6aqwJEmSJEmSNAVPpCI5WGTm/u5DkiRJkiRJkiRJkiRJUoX0dboCkiRJkiRJkiRJkiRJkmaXg4YkSZIkSZIkSZIkSZKkHuOgIUmSJEmSJEmSJEmSZ+0cnAAAFw5JREFUJKnHOGhIkiRJkiRJkiRJkiRJ6jEOGpIkSZIkSZIkSZIkSZJ6jIOGJEmSJEmSJEmSJEmSpB7joCFJkiRJkiRJkiRJkiSpxzhoaI6JiPURkU2mu5tsc3REXBsRmyJiMCJujYhzI2LebNe/l0TEWRO01fg0WlN+9SRlr+jk+5lLIuK0iPhERNwUEdvK3+9nJtmm7X4UEWdGxL9FxPaI2BoRN0TE86f/Hc1t7bRXRBwREW+LiG9GxJ0RMRQR90TElyLihCbbTNZXXzez73BuabO9pvy5Z/+aHm2219oWjmvfqNvG/jWNIuLAiHh1RFwdEf8VEQ+Wf//fjohXRUTD7/4ewzqj3fbyGCZJ0t7CDKxSWvheYg7WAe2c89Vs4/lDh7TTXp4/dIc228wcrMPabC9zsA4Lc7BKabe9PI5Js6u/0xXQjNgK/G2D5dvrF0TEKcA/AjuBK4FNwB8BHwWOAU6fsVpqHXB+k3VPB54JXNdg3X8A1zRY/pNpqZUA3gU8gaLP3AU8dqLCU+lHEfE3wFvK/V8CDAAvAb4cEW/IzAum6830gHba633Ai4GfAddStNVjgJOBkyPiTZn58Sbbfomi39b7/tSq3bPa6l+ltj737F/Tqp32ugZY32Tdy4FH0vi4Bvav6XI68ElgA3A98CvgIcALgL8H/iAiTs/MHN/AY1hHtdteHsMkSdqXGVh1rMMcrBuZgVWLGVj1mINVizlYtZiDVYs5mNTNMtNpDk0UX1LWt1h2GXAvsAt4Ss3yhcDNQAIv6fR76sUJuKX8/Z9cs2x1uWxtp+s31yfgBOAIIIDjy9/7Z5qUbbsfAUeXy/8LWFnXxvdTfGFd3enfQ1WmNtvrLOD3Gyx/BjBUtuNDG2yTwFmdfq9zYWqzvdr+3LN/da69JtjHCmCw7F8H1a2zf01vez2TIujoq1t+CMWJeAIvrFnuMaxa7eUxzMnJycnJqWbCDGzOTJiDdfJ3bwZWoanN9vL8oQumNtus7c89+1jn2muCfazAHGy22sscrELTFNrL45iT0yxOPp6st50GHAxckZm7R1dm5k6KEdUAf9qJivWyiHg88DTg18A/d7g6PSkzr8/MX2ZmTl56Sv1o/BaIf5mZm2u2WQ/8H2ABcPYUq99z2mmvzFybmT9qsPxbwA0UVwkcPf211Lg2+9dU2L+m0TS118uBRcAXM3PjNFVNDWTmNzPzy5k5Vrf8buDC8sfja1Z5DOugdtvLY5gkSfvFDKxLmYN1lhlYtZiBVY85WLWYg1WLOVi1mINJ3c3Hk81NCyLiZcBvATuAW4EbM3O0rtwzy/lXG+zjRorR0EdHxILM3DVjtVW9c8r5pQ3aDODQiDgHOJBiJPMtmXnrrNVO9abSjyba5jrgvLLMe6azoprUcDkfabL+iRFxLsWVB78Grs/Mu2ajYmrrc8/+1X1eU84vnqCM/WvmNfqM8xjWvSY7JrVb3j4mSZqrzMCqzxysOjx/mDs8f+hu5mDVZg7WHczBqsUcTOowBw3NTYcA/1C37I6IOLscgTnuMeX8F/U7yMyRiLgDOJLi2au3zUhNtZeIWAS8DBijeIZnI88pp9rtbgDOzMxfzWgF1Uhb/SgilgCHAdszc0OD/f2ynP/2TFRWjUXEI4BnUZwY3Nik2Jvqfh6NiL8Hzi2vRtDMaelzz/7VfSLiKOB3gV9k5vUTFLV/zaCI6AdeUf5YG3J4DOtCE7RXs/IewyRJvcwMrMLMwSrH84c5wPOHSjAHqyhzsO5gDlYt5mBSd/DxZHPP5RQflocASyi+oFxE8XzN6yLiCTVll5fzrU32Nb58xbTXUs28iOL3fV1m3lm3bhB4H/BkYGU5PQO4nuKWfd8ov8RodrXbj+x3XSYiFgCfpbiV6Jra24yW7gDeQHFSsQQ4lKKvrqe4IvKyWats72n3c8/+1X1eW84vabLe/jU7Pgg8Hrg2M79Ws9xjWHdq1l778BgmSepxZmDVZw5WLZ4/VJznD13PHKz6zMG6gzlYtZiDSV3AQUNzTGaeXz4X8p7MHMzMn2Tm64CPUDxHdU0bu4vx3U53PdXU+JfKi+pXZOa9mfnuzPxhZm4ppxuBE4HvAY8GXj2LdVVrptqP7HezICLmUVyVegxwJfA39WUy81uZeUFm/qL8XN2Qmf8XOAHYDJxRF0Zrmszg5579axZExHKKk7IhYG2jMvavmRcRbwTeAvwceHm7m5dzj2GzpJ328hgmSep1ZmBzgjnY3OL5Qxfz/KH7mYNVmzlYdzAHqxZzMKl7OGiod1xYzo+rWTY+CnY5jS2rK6cZFBG/AxwN3AVc2+p2mTnCnls4HzdRWc2IdvvRZOUnG72uaVJ+yfwMcDrwBeBlmdnyF/zyKsjxvmrfm0UTfO7Zv7rLy4DFwBczc2M7G9q/pkdEvB74GPAz4ITM3FRXxGNYF2mhvWrLegyTJKk5M7AKMAerJM8fKsrzh2ozB6sMc7AOMwerFnMwqbs4aKh33FvOa29f+Z/lfJ/nbZbPkDwcGAH+38xWTaVzyvmlmTna5rb3lXNvyzz72upHmbkD+DWwNCIe2mB/R5TzfZ6rq+lTts3ngZcAnwP+pDwBb5d9r3P2+d3bv7rOa8r5PlcNt8j+tR8i4lzgAuAnFCfedzco5jGsS7TYXuNlPYZJkjQxM7BqMAerHs8fKsjzhznDHKz7mYN1kDlYtZiDSd3HQUO946hyXht+fLOcn9Sg/HEUo6JvzsxdM1kxQUQspLj13hhw6RR28bRybrg1+6bSjyba5g/qymiaRcQAcBXFqPRPAy+fQkA57qnl3L43+5p97tm/ukBEPBV4AvCLzLxhiruxf01RRLwN+CiwjuLE+94mRT2GdYE22stjmCRJrTED63LmYJXl+UPFeP4wp5iDdTFzsM4yB6sWczCpOzloaA6JiCMjYlWD5Y+gGLEJxe3bxl0FbAReEhFPqSm/EHh/+eMnZ6i62tvpwErg2vI2efuIiKeWB8j65c8E3lz++Jn69ZpxU+lH47dKf2dErKzZZjXwemAXcPlMVbiXRcQC4GrgFIpg8uzMHJtkm6c3WBYR8Q6KMHoj8NUZqG7Pm+Lnnv2rO7y2nF88USH71/SLiPOADwI/AJ41yS2xPYZ1WDvt5TFMkqQ9zMAqzxysmjx/qBDPH6rHHKzSzME6xBysWszBpO4VbTzyT10uItYAbweuB+4AHgAeBfwhsJDieY1/nJlDNducSnGg3AlcAWwCTgYeUy5/UTvPhdTURMRNwLHAyZn55SZlbgCOBG6geN47wO8Bzyz/fV5mvn/fLdWusl+cWv54CPBcitHHN5XLNmbmW+vKt9WPIuLDwJ9TtOVVwADwYuBA4A2ZeQFqSTvtFRGXA2dRfDn8O6DR59sNtVeERERS3GL03yluR7ocOAZ4PDBI8bn69Wl8S3Nam+11A1P43LN/TZ92Pw/LbZYBvwHmA4dNcvJn/5pGEXEmsBYYBT5B42eqr8/MtTXbnIrHsI5ot708hkmStIcZWLWZg3UPM7BqMQOrHnOwajEHqxZzsGoxB5O6XGY6zZEJeAbFcx1/DmwBhime0fgvwCsoB4k12O4YijBlM/Ag8GOKkevzOv2eemECHkdxsLtzot858CrgK8B6YDvFCOZfAVcCT+/0+5hLE7CmbJNm0/oG27Tdj4AzKb687KAIOL8FPL/T779qUzvtRXHSPVHZBNbU7f9DZdv8huJkYrD8nL0AeGSn33/Vpjbba8qfe/av2W+vmm3+tFz3+Rb2b/+a3fZKipPp+u08hlWgvTyGOTk5OTk57ZkwA6vshDlYV01TPOfz/KEC7eX5Q3dMbbaZOViF2qtmG3Ow7m0vc7AumtptL49jTk6zO3mnIUmSJEmSJEmSJEmSJKnH9HW6ApIkSZIkSZIkSZIkSZJml4OGJEmSJEmSJEmSJEmSpB7joCFJkiRJkiRJkiRJkiSpxzhoSJIkSZIkSZIkSZIkSeoxDhqSJEmSJEmSJEmSJEmSeoyDhiRJkiRJkiRJkiRJkqQe46AhSZIkSZIkSZIkSZIkqcc4aEiSJEmSJEmSJEmSJEnqMQ4akiRJkiRJkiRJkiRJknqMg4YkSZIkSZIkSZIkSZKkHuOgIUmSJEmSJEmSJEmSJKnHOGhIkiR1XES8NyJ2RsTDO12XqYiIJ0dERsSrOl0XSZIkSZIkdS9zMEmS1E0cNCRJmhPKE9WJprM6XUc1VgYkbwUuzsw769aNt99YRDxqgn1c36ytI2LtZH8DEbGmLLNmKu8hM38AXAO8PyKWTmUfkiRJkiRJrTAHqy5zMEmS1G36O10BSZKm2flNlq+bzUqoLecBC4APNVk/QvGd5VXA/65fGRFHAM+oKdcpHwC+B7wR+KsO1kOSJEmSJPUGc7DqMQeTJEldxUFDkqQ5JTPXdLoOal1ELAdeCnyj/uqqGvcAG4CzI+LdmTlSt/7VQABfAU6dqbpOJjP/LSJ+DpwTEX+dmaOdqoskSZIkSZr7zMGqxRxMkiR1Ix9PJknqGRGxurz17tqI+O2IuDIi7i1v+Xt8TbnnRsS1EbExInZFxO0R8aGIWNFkv8+OiJsiYkdEbIqIayLisTW3A15dU/b4iW7/GxHrI2J9k3VnlLcf3lw+9/y2iHhXRCxoUDYj4oaIOCgiLo6IDeV7+WlEnD3B7+jEiPhy+XvZFRF3RsSXIuLZ5fqTyn1f1mT7BeXvbWOjejVwBrAYuHKScpcAhwDPr3u9+cCZwM3AT1t4vZZFxFkt3O57dd1mVwC/BTx7OusiSZIkSZLUDnMwc7B2mINJktS7vNOQJKkXPYri9rm/AD4LLAK2AUTEuylu7byJ4oqde4Hfo3jW+PMi4qjM3Da+o4g4jeJEf6icbwCOBW4Bbp2uCkfEpcArgbuALwJbgKcB7wOeFRHPaXDl0QrgO2XdrgIWAqcBl0XEWGZ+qu41zgfeDWyneC75ncChwNHAy4B/Bb4G3A68OCLenJlb617zhcCBwIczc1cLb208VPj2JOU+D3yE4mqqa2qWnww8BHg78OgWXq8d62h8m+/lwJuABHbWrftOOX8Oxe9KkiRJkiSpk8zBzMFasQ5zMEmSepKDhiRJc0qTK5fWZ+bamp+PBT6QmXs9FzwiTqA4Ob4FeF5mbqlZdxZwebn+zeWypcBFwBjw9Mz8fk35jwLn7u/7qXntVwJXAy/NzAdr1q0B3gO8HvhY3aZPAC4Fzhm/RXBZr1uBtwGfqtnPiRRByR3le/l1XR0eBpCZGREXUjx3/eXABXWv+dpyfnGLb+9Y4AGK4KqpzHwgIq4AzoqIh2XmXeWq11AEXV+gwXPe65za4Iqoccc3eM11FIHJbuUVXddR3Ab6zZl5d91m/17Oj5ukLpIkSZIkSfvFHGwv5mB7MweTJEktcdCQJGmueU+DZd8C1tb8fA+Nr5x5Yzl/TW1QApCZayPiTRTPHX9zufgUYBXw6dqgpLQGOJviapz99SZgBHhlbVBSeh/wv8p61Yclg8Cf1z5TPDN/FhHfAY6LiAMy84Fy1RvK+Vvqg5Jyu7tqfry8fN1zqAlLIuIxwDOA6zNzwvCjLD9AcXXULzMzJytPcWvmV1EER++NiEdQXMl0UWYORsRk259STvvjQuBZwCcys/73TWZujYidFLdmliRJkiRJmknmYHuYg+3NHEySJLXEQUOSpDklMyc9Ywb+o8ktg48ChoHTI+L0BusHgIMj4sDMvB94Urn8Ww3qsTUi1lGEB1MWEYsprpTaCJzbJBDYBTyuwfJf1t5Cusad5XwFxdVNUNziOYGvTlanzLw/Ir4AvCIijs7Mm8tV41dXXTjZPkoHlvPNrRTOzO9FxI+BV0bE+ylu0dxHEaK04uy6K+12q7lSramIeCdFUPNlJr56bhNFCCRJkiRJkjRjzMH2Yg62N3MwSZLUEgcNSZJ6Uf2tdMcdSHFsnPCkGVgK3M+eq6fuafN12rGS4hbAB7dQr3pbmiwff+b7vJplK4DNDa7gaubvgFdQXGV1c0QsAM4E7mXvZ61PZPy1FrZYHopg5OPASRRXsP0gM3/UxvZTEhFnUFxV9gPgjMwcm6D4Iva8N0mSJEmSpE4yByuYg7XIHEySpN7S1+kKSJLUAc1uAbyVIjCISab/rikPza+mOaTBsvGT7GYDd+tv4zz+Gj+arF5N9teqLcDKiFjUSuHM/B7wQ+BFEbESeCFF2HR5Zg61uI8twBB7rrRqxT9QBBEXAYfR+jPjpywink5xK+o7gT/KzB0TlO2jCJ7unel6SZIkSZIktcAcbF9bMAdryBxMkqTe46AhSZL2+C5FYHBki+V/WM73ufVyRCwHnthgm/FbED+8wTaPpjjR3i0ztwM/BY6MiFUt1msqvktxJddJbWzzSYqro15BcUvmpPVbJI/7MfDQiFjWSuEyYLkKeBiwA/h8m6/Xlog4Aria4tbXf5iZGybZ5DEUv8d1M1kvSZIkSZKk/WQOZg62F3MwSZJ6k4OGJEna46Pl/JKIOLR+ZUQsiYin1Sz6EkX48ScR8ZS64mvY92opgJ8D24BTIuJ/1Ox7EcXthhv5CMVz5C+LiBUN6rUyIp60z1bt+UQ5/3BEHNbgNfZZBnyO4gqwv6AIjP4lM29v83VvoPg+8j/b2OZdwB8Dz83MByYrPFURcRBwLUU7npaZP2lhs/G/j+tnql6SJEmSJEnTwBzMHGw3czBJknpXs1tCSpLUczLzGxHxduADwC8j4lrgDopntz+CIhD4NuVVSJm5PSJeC1wJ3BQRVwIbgGOBxwM3AsfVvcZwRHwMOA/4UURcTXE8fg7wm3Kqr9dlEfFk4M+A2yPia8CvgFXA4eVrXA68bj/e+9cj4n1lvW6LiGsobkP8kPL9fBc4q26bwYj4FPDGctFFU3jpfwTeAjwX+NcW6/orivc/094LPJriSrpjIuKYBmX+trzqa9yJwChFkCZJkiRJktSVzMHMweqYg0mS1KMcNCRJUo3M/OuI+A5FAHAscArFVUS/pnhu+Ofqyl8VEScB7wFeRHH73huBo4C3UxeWlN4DDAKvobid8d3AFRRXZf2sSb1eHxHXUQQiz6a4ffMmitDgQ8BnpviWa1/j3RHxXYr3/nxgCcUzyb8PfLrJZpeV5TcA/zSF17wlIn4EvDQi3p6Zo1Oq/MxYXM6fVE6NrAW2wO5bcZ8KfCUz75zhukmSJEmSJO0XczBzsBrmYJIk9ajIzE7XQZKkOSki1gJnAodn5vrO1mZmRMRZFFd3vT8zz5viPs6gCKFekJlXT2P1ZlVEvIHi1trHZeZNna6PJEmSJEnSbDEHa3kf5mCSJKmrOGhIkqQZMtfDkojop7hl8eMo3uNdU9xPALcAi4AnZgW/nETEIuB24ObMPK3T9ZEkSZIkSZpN5mAt78ccTJIkdRUfTyZJktoSEcdSPNf+eOB3gQumGpQAZGZGxGuBFwCHUtwCu2pWU9y2e21nqyFJkiRJkqTpYg7W0GrMwSRJmjMcNCRJktr1bIrn0W8CLgH+Yn93mJm3Arfu7346JTNvA9Z0uh6SJEmSJEmaVuZgdczBJEmaW3w8mSRJkiRJkiRJkiRJktRj+jpdAUmSJEmSJEmSJEmSJEmzy0FDkiRJkiRJkiRJkiRJUo9x0JAkSZIkSZIkSZIkSZLUYxw0JEmSJEmSJEmSJEmSJPUYBw1JkiRJkiRJkiRJkiRJPcZBQ5IkSZIkSZIkSZIkSVKPcdCQJEmSJEmSJEmSJEmS1GMcNCRJkiRJkiRJkiRJkiT1GAcNSZIkSZIkSZIkSZIkST3GQUOSJEmSJEmSJEmSJElSj3HQkCRJkiRJkiRJkiRJktRjHDQkSZIkSZIkSZIkSZIk9RgHDUmSJEmSJEmSJEmSJEk95v8D3B08fapElzEAAAAASUVORK5CYII=\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": "2021-10-08T12:05:13.411625Z",
     "iopub.status.busy": "2021-10-08T12:05:13.409615Z",
     "iopub.status.idle": "2021-10-08T12:05:13.815520Z",
     "shell.execute_reply": "2021-10-08T12:05:13.816051Z"
    }
   },
   "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": {
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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": "2021-10-08T12:05:13.834018Z",
     "iopub.status.busy": "2021-10-08T12:05:13.832135Z",
     "iopub.status.idle": "2021-10-08T12:05:14.538296Z",
     "shell.execute_reply": "2021-10-08T12:05:14.538843Z"
    }
   },
   "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": "2021-10-08T12:05:14.558444Z",
     "iopub.status.busy": "2021-10-08T12:05:14.555848Z",
     "iopub.status.idle": "2021-10-08T12:05:15.258641Z",
     "shell.execute_reply": "2021-10-08T12:05:15.259186Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FixedFormatter should only be used together with FixedLocator\n"
     ]
    },
    {
     "data": {
      "image/png": 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kOe7oJwuZWQD67r53zfw/CPxemt9P/55rlq0Cd9E8mvncgUU/APwt4KvN7Dvc/Vfb9bs0j1QG+EfXpDUAJu5eH5iXt+vdD/xDd3/sJR4mjlMzwzAcx90/bp3rPSosEHESAMkTkHD8ajokEhWpXcctPTfNdj1wjIB5mKebrvkZerdE8EiyGvMw389+OslqcCMQoJ2fqIlk+DxfgUBstzCCZc22XrXLY7tdRSCQSCTKeR4iBTUzQtvsE9U8rVkYkaVOk492LkDmXcCJVuDuRMtI1Ps5mJdfIBLI52Vde0W0jEDELBItJ1hG8oos9HBPxNBp1w/E2MFTRYjNvJRKYuxQ11OCRVIqSV5jFkipIoQMswieqOoJySua5g5Gk95wdgHcyeMSZd10gRgKonUo04hoOZN6hyIMmKUhZkYRBtReMqo3yaxDIBKtKa9udoRpvdPMt5xZvctK/37wRFmNSF7SyVexkFFXY2LWYzbbAgLuNWYR95oyDQmWUaYx7jWJmm5cpUpT3GtiaMq69inROszSkGBx3t6KMGCadtlNFzmRv7FpqT4jWIF7RbCc5PvlZbg7Zk17Adguz7KSncIsY3npDLt7T9PELAOdfJW6npK8JI/9psyypr7cm3qPebcpeyB2+1jewasSi7F9zUhViYUIZnhdsX3lIdbW38Rk5yJmkeHkLMfu+S34dMJo61n6a3eTqop6NiIWfSxGytE2dTWh6K41aZZjUl3hnsiKAcXxE4zPPUXeW+HipV/lxPHfzGj7WZbvfiNeVsSTR/HJjLDcAzNYKfCtCeniFvH00eaQ+zm449sTrJfjoxlpY4ewsoQNOvhkRn3hCvGu49SXNqmHe4SiA6km9AekyYRqtEPWWyZNx+ztPk3ykl6xTsy7bO4+wmr/NeyNn6GTrTGttqjTjNIn9LOjjKoNOmGZGHLKNG7KtO0rRbZCXU/JYheAvLtKXU5wr8mKAbPJFmaRTv8YeAILxF6fVM4IRRc8EU+tQ51IW7vgzuTyWQA6ayfYufBRinyZ/ukH8JTYePz7WV79XGJ/men2RSxEzALlbJfu0kmmexeZVXssrz1AOdqkTjM63SNU5Zi8s0RdTbEQ6dx1D5RV04/HY+KJY0wff5xs+QgEw2JkfP4JOivHyU4cp7q8QT0eEnsDquEWIe9hMRJ7fcLKEtWlK1iWM77y9Py4eyt3NePTkSPgzvCZR+muniLNphT33oNPZnzooX/MJz3wjYR+l7Q7xKuKejKGVGN5QcgLPLVje1VSz8bU5YSYFeTLR6nHo2YfK6vMNi6QLx9tyvjoKj6ZMrtwjmxpFcsyvKrwqgQLzHavkA/WqCd7zZhZ9PGq+ZWDuppSLB2hnowInV7T9to8WAhYljPdOk9n5TieUlOXeUHsD5hcPkveX6Wa7FHOdjGLhJDTPXoayyKzjQvEzoDZ3hXy7gqjvbO4O3m+hHuaj6u95bvwusJCZHPzI6yf+VTOPfVejg7eQLGy3hzzyXXGjz1C5+hJqp0tsrWjWL/LziPvp7d0iu2th8njEmaB5XvexPjc4/RPPwDdgtHjD5N3V/C6pK5n9F//RqYfe4L8yDHq4R7lcIvuyTPz9oE7s70NeqfvY3z2SYqlo8TVFXwyxbod0u4enhJxMMBWB/hkRtragSwjjUdN/Vy5RKpnZL1lsuUViIE0HLF78VFWX/MpkGdceeiXWFt/A2GwRLW1SewvQaqpx0OyI8ea9jHcIz95AqqaamsLL2cQIqmaUk62WbrvTZBF0s4QK3LC2hL1hSuE1WXqKxvE9WOk3SGh28GKnLQ7pB4N2dt8gqUj98/bSLa6xuzKeWJnwGT3IudHv85SWGelfz/n997PfXd9HjtXHsU9UaYRy927uTj6DfrhGMEitZesDO7n8d2fxi2Rpy5r8V4u8BFOh7dxpXyEji1Te0U/rBEsZ5w2mfgOJ4s3UxSrTGeb9PsnCXmP0c7TLB9/HYSI1xWhKKh2tppze6eHp5ps/Rgkh5Twqjm3EAPUiWce/QnuefNvx2KEGPDhGIoc63WaNj6cQDAww4oMnGZsPr6Cb4+xe1ZhWsO0gl4OdcI3RthKF9+dNP1juYvvTZs0ejkUEb+4i632SFf2sDyDXo51c9KVPXw0ISz1wZ16Y4t4ah3fHeF1ot7dIT95ohl7JiOKk6fw6Qwr8uZcEQM+nmKdAut3IHlzTABFe84YTZrlnQK6GZiRLm1j3QJb7sGswlZ6pPNb2HIfAlgnx2cVdqQHe7OmTAY57M6aVzPCsQ71QxtYN4PVLpYHyAw/O4Q8YCsd0sU9LATo59iRDn5xTLhnQP3QFWzQYfyBD9F9/RsID67CuKb6jbNYDNjKAN8bk3/mGdKVGfVDFwgnV0nnNvFZSXzLPbAzY/zrv0Hv7Z+MbwypLl4i9Pr4bEb2wGno5Qx/+X0MPv03QTSqDz1D9sln8PO7xDevUz+82bSDfg7dCFfGsFQ0x9OLpKd22g/Fjq0PYHOC1zXxwTXqj25gaz18Y0R48Ah+aYytdfDK8SsjbK0LowrfnWCnV0iPXSINx2Rvvgf2ZlSPnyP/1Afx3ZLRr7yf/qe+DUYlPi0JZ1apP3wOipz42nXKX/0Y8e7jTD76CN0HH8SKjPGHP4K703vd66FKhHvXePaHv5cjq2+k+8bXky5sEo4sQx558zee4cM/cBm/tIcd6RHvX2L0X97P8u97B9NfusiJ33WaKw9NePRffyf33v35/Eb8wLwt3wmMpvkuqgU+dJFDYVFiYPuRpACkA/OM/St7cK6OWTaP8EDA2iiWt1GdZkkT22qWJ/zA/Ofy+ZpX1z247OA2ds3fFd7msXmNBGoSOZGaREagPrDvrM2fH0grWrO08tRGyq4eZ8LJCFQHcrWfVhPZu7p8f36c7ys0yy1QeyLa1e+WBoyMwIx6nsfCAoVFand6IRLNKD217zMcJ2LU83KGidckb86jyWnWJ2EYU6+p96/b2ijg/t/e5nO/XiJG2ZaXt+s0eWz2t7/uftvIMCqcwiKV10QLzymHqddkB7aZtfFMx6lw6uDEZPP6Tm2BZ97EqPbrKGCUlsjdDtS7Xd3/gfzul+t+PaR5OvtR1qbc9ucnnC84eoL/tnGBDpGSRN6mV5KI2Dx6W7R1CTAjcToOOFsP58eUDHJvesx9a1/M41s/Qm1O7vsR2Sat/Xzt959pSBSpyXFOYEaiauPEyYzg4Aa4Ed1xMo7afZwptnhqtscwdfijb+3zy4/UnLc3szP+Ze7OBzxbDrm3WALgUjmZ96FzPuS+sMzlekxhkaWQU7lzMY04Efrz/la70w2RWUqYQcci3vaRwmLbro3KfV4GASOzQOlNC8vbvwEKi/O2PPGKQcgZpaZXdS0ya7epPREskNrX/XnRApVf7YPVvK02+23aYWr7RlPG+23a2/qbUs/b/X551CS6ZHjbRpetmB/HSmzKJm/zUXqiFzLGqZqvM0n1gdEL/uLffCd/+//6H4xTNZ+3f+zRjHGqiGZEApldbdPTVDOIGZU3x7NfRvtlnJmxUU1xYBCa/OYWuFyNuff3/EUu/Ye/zZU0oSDQsYyZ1009eaJjGXXbC4o27grQDxlVe0zb9YwTeZduCFTu9GNkoyx5fLYzHwsjxtsHR3liMmI977CSRTbKijIljuYF52cTeiGjGwK7dcU4VfRCxiBGzs8mvHlpic1ZzflyjGGczLtsVyXnqyEjKj5r6QQfHO7w9uVVLnzJN2M/8B08Ndvj/mKZUarYqKa86/gaP3bxMhnG5xw9xkd2xuykGcezHseKjEuzksoTd3U6VKlpxwfPPXt13bS5EDjeydic1fRiYFwnjhZN2ZQJOtE4vuJc2jGSO0eXjA9fLrlvKWdYOpemFYMYGNaJM/2cp0YzxvXVf7MZe0VhkXGqqN3n40npNSVpPtYknBmpHSubcXVGojanNidLRrLmX4iiN+ea0hKFByahppMCM3NScLp1nI81+1eJJ63Dpk9YtoLKEzvMCBg1kRRKzI2uB0K73/2x7G3FOhfLMZfrjMJGjCh5U3GUSaq5UI2YUXMmW+ZstcdeqPnN+Tq7dfNvRTNPvHEw4EN7e9zb6fOh8SYPdFaZpJrkzkqWc/9yxv/a2OO3nlrih5+9wmeuHeWx4YRJqnnr6hLBmnPa03sV3RjYKivu7uX84vYV/tB//Ht81umTgPE7P+OreEtxjA+UmxynQ2GBUSopOcLU97g3jzxWb3O3LXGxhtcWBb0QuVJNeTLt8PX3nGZawtbYWSqMGGCp73zskjNLTi8GLkxL7unlXJxW9GPEHZZy49ykpEyJ1az5d6vKnY1qxlqWk1vg3GxMN0S6IbIUI3t1zTQlMjOO5DnLedMmjwyMjT3nd/6td/Ptf/K/caZXcHlac6wTeXw04Uy3y7BKXCqndEPkZKdgUifuW4v8+LlN3tRb4a5B5Acvneer7z7FrIQPbk4YxEg3BLarCgeO5jllcjarGTt1yYPdJR6fDFnLCo5k+fzv5ZjxyGSH13aXeWi8zf2dZTarGRv1hJNZn3Gq2EwT1kKXzIxjWZcnZ7vcVywDkJtxpZoyTYnTRY+npkNOF31265LNesqZYom7eznv29mmsMg7jizxvs09lkLGxGv67ZgxqhODGMnMuFzOOJLlrBaBZ8clSzEyyJrPU8sd4+GdKae7BXlo+u9qx7g0Svzv4QZfdHKdp3aa8uxk0Mnhkc2Ki+WENwwGnFo2NobNWGHAx0YT1vOCvbrmyekuy7E5J5zIu9zVz3jf1i5rWcGn313wC89MKCyyW5c8Ve805yIia+2/TV5KI3pk9CznVNHjcjnlRN7lydkeWz7h81ZO8b92NpiReKBY4SOzTd45OMH7hxsknN+2fpz/cmmHYGPuz1b4aL3Fp3eP89HxNhVOSU2Fc9S6DL0kcIIHO1NOdHIeGY7oh8jj5Q4jq1j2u6mZkdjgC4+e5Ec2zjMg53jWo/clf5L4o/+I35iMeODkF/Nn/8Pv4Fvf9UcZxIyTeZcL5YSjWYezsxHPMOS4d/mSM2ssLcG//vAVupaxkeD3n1nj8c3EB4ebfP1bj/KjH5rwSLXFV528i1+5PORTVgf8xs6Qp6pd3r1ykkf9U6hGv8SXvG6J9z1Z87HJHm9dWuVXdq/wrqPrnFh1/v3jV/gDbz7Gzz1acnY2mv879Z1g0WNgsDhxsEN3s5CZfTnw5e3bU+3rZ5jZd7V/X3b3P9f+3QcumNl/Bx5t530W8KnAY8BXuPvVu0kaXwH8K+BfA1+/P9Pdd8zsD9EETN5rZt8HbABfCryhnf/916T1buCfm9lP0vxO+wrwxTRBkh8B/hwiIiIiIiIiIiLXUAxMRERERERERF4ph+5mIeBtwB+4Zt4D7QTwJFcDEFOaRxz/VuDz23mPAX8Z+HvXftvqhbj7D5nZ5wD/N/C7gC5NAObPAP/AP/6RPg8Dvwh8DnACGAO/DvwV4N/4/uMOREREREREREREnuttKAYmIiIiIiIiIq+AQ3ezkLu/B3jPDa5bAt94k+l/F/Bdn2D5L9J8M+pG0nqYJqAiIiIiIiIih5wtzEOIReR2oBiYiIiIiIiI3AqKgS2G8MKriIiIiIiIiIiIiIiIiIiIiIjIneDQPVlIRERERERE5FYwfalKRERERERERETucIqBLQY9WUhEREREREREREREREREREREZEHoZiERERERERERERERERERERERkQWhnyETEREREREReUGGscjPYF7kYxcRERERERERWRSLHgODRYmD6clCIiIiIiIiIiIiIiIiIiIiIiILQk8WEhEREREREXkBZhAW40tF12ULfOwiIiIiIiIiIoti0WNgsDhxMD1ZSERERERERERERERERERERERkQehmIRERERERERERERERERERERGRBaGfIRMRERERERG5AbYozyAWEREREREREZGFpRjYYtCThUREREREREREREREREREREREFoSeLCQiIiIiIiJyAwx9q0pERERERERERO5sioEtBj1ZSERERERERERERERERERERERkQehmoTvA/n19juNeA6n9HcEEQLCr1RyIGEYg4u1ya5uBWZzfJeg4ifp59tgsbbZ3jNDMsWb9mmo+7+omRiJhHtp8BNwSkQLHCR6beQe2iWTte2u3yQ7kufnP2/+i5fPj3k8nEAjkWPva5PlqeqnNf2VTgkfKMCF6RvSczDsEj+0+ErWXZNah9hmGUXs5L5/kFVPfa9MsieREy4hWYBbBnTrNcE/zsnacOk0xC4SQU9dTQsjb+muLzNN83aZ+AmaR2K4/K3eYVXuYRYJluCeCRcwis2qHPPTo5UeBRB77dLMjuDuztEe0nMqnAEzT7jy/o3qD5BVmRs2MPPQwi+ShjxGa47dAFnttejUplQBksYfjjCYXqeoJ0+kmVZoQQ07yijpNqX1KsKypTesAUIQB42qrbas5ZRqT2jYEUDEhEKm9IljGuN6i9lnTfkJT73WaEW2/jmuC5fM0zIxgRVs+OWZGHpdIPsNiTvIZWeg2bd9TU84EaPtNXY3J8l5TByEj6y3TviHNpqTZhFTO8KrEYoanhMXmoW31aJd6sgcE6smI3rEz4IlgGdXOFnFpGbPYbBMCxepxLEYmOxfAnaKzwnR8pd1dTlWNMAvE3gCSM5tu4ikxyI9z5fIHCBYJR5aZbp4Hd6hqJg89Sv7WI7A9xfJIOLGGlzU+nGLrHXxjhC11oIhYJyccW4UskK7s4KMpYdDHuhlheUC+doTY72OdLrhjMSMfrJJmUywvCJYz6N/NeHaZupy0+Y7NeOCJLPTIY5+V4jRVmtIJy5gZs3oP95o89EheE9u2AVCnpp2muiTEnFm5Q4gFMXbbjtL0k3KyAxaa/cXQ9Lvzl/HdEdbv4mWJhUixsg5Ab3CSrLPM+MLT1Hu7ZBaoqynT7YvMZtt02vWqekyqphTdNYpsifHuOfL+EfJiGcsKAGaTbdwTsehRXrxIPRqRpjPIMqhqOvfdjxU5s82LAPRPP0CqKkYfe5g0mxK7fSZb58j6qxT33YOXM2ypz/iJx8AMUk1n+ThZd8Dg5INYCHhVUl66yOzSRXrHzmBZTuz1qc5fwmcln/Kl38LsygV8PCXNZk3/KjpYXjDb28Crkmq4RT3aBTPqckL3yKlm/Ni5Qqqa+qt2d8jXjhO6XcLKAB9PSMMR2fIRrNPBsqwdr5x6vEeIGSEviJ0BsehTz0akVIEFOmsnqMa7zbgxHWMhEDtdpnsXqadD0mxK9+jppl+VM2JvQD0dMrlyDszIjhzBU023v45ZIO+uMN08T7l5mZB1qadDLOZMR1foL50mi12qakxv9VQ7bnWxGAl5QTnZ4ej6W6CuOfPFX8tocp40GZFmUyYfe5RY9PGyxN3ZfvqDpN0hKw98Cp5q1tY/iaWj99Ffu4fppbP0Tt4HWWTy1OP0730t+fo6o+F5usfuIm3uUpw+TRoNsRDpHDlFvbcL7Tjhqaazepx6d4/OyjppOm76TbdDtbGBdTrU472mPSXHh2Pq6aQpu/6AejgkXz1CZ/0uvKqodneod/cI3S69wUnq3T3S9h51mjbjTJ6BGdPN84SlAdVsBHVNvbtNKDqU585R7+6RnzkNQH7qJMXaOiuf+hlQN+NU6DdtgRCYbl1kdvYsextPMnv2Weq9XWzQJY0mWJGTraxS5MtN2pMdLEZG5x9nOtnC65oQcu498ln08qN0j5ziWOcBytEOnXyVWdpjlDbYHD9Gbj3GaZMyjbjIw4zG5xhwjJPhTQQyNusnwWCvOo8RSNRUjMljn430OIX1iRRMqk0uDj9At3OMupoxHV6m2z/BdPsSXlfEfp80nYIFQrdPXF4iFF2oaiirpm7yDII1fbNbUDHBOjnE9vxe1TArmzpebcbKcO9RrNeBGCEYYW0AZQ1ZgN0ZfnG32fbSHr41btLKAjiQR5jVpM1drJvhe1Oqh89iS13o5YTjK3jdjOnVx843eex1mD79NNWVTawoqC9cod7ZgbqmeO19+HSGhUA2aM5n9XAPn5WkvSHUCa9r0t6I8plzUNXUe0NsqYflGT6ZYZ2i+btqy+RYn9DvYv0uDKcQAun8FjbowqzCVnsQDCsyGJXYXYNm/N6aQu0wqqBKpLNDcMenNWxO8Msj/OIYTwnfnVA/egnLIz6c4ntT0jO7+LTEhxXWLUibQ3qf8mZ8b0xcyUgXhsS7j0GRY3nEVvtYAN+dEdaXsWNdvKopPvdBbJBBSoRYQBGpLl4iLi0T7zvBZOsCxIBvj6mrCTj4lTFW5Fgn4sMJFq3J2+64SWuvxKv2c9zlEb4xxVa62EqX8JpVGJcwyLHjA+pHtghnVqGI0MnAwU72mzYwbD5j9d6yjN3Vx04tw6wmvuEE8e7mPBXOLBOWl8hOdwh39eh/9jso3rRM9slHiG84is9qCIFwzxrpmR28KqmfvUQsemSfsk59cQss0H/7JzP8yAfZ+sj/wuvEydd8Niu/7zPY+8Cvkb31DD6r2Pvg+/no/xwx+h+/xvaHf5XNX/hZfJJY/+ZPpXxyTNrc5coHmnHsNW//arIH7yYUAetfPa+LiIi8HAxor9zngc2r0Z79v/f/u/p+P+IUCfN1037M5cDyA9EsrJ0cn6dH+37/v6upXd0mHgi51vN90K5r7X6NkkQkUB9IJ2KkNm8GZBbn29ee5n9n8xgeZAQqEnW7jQE1ibqNhcV2X/vH3ERPrr5GjORNBKryRNlOE6+YUVMQKb0mJ5BbE3frhEDAqP1q3ktPTFNi5onKnQBM27+j2Txdx8ltP0Zo8zI+WAf75b1fNoYxI5ER8PY4YtsOvE1nf92IUVhsYkAW5vVUENvjDUy9ZmA5mUUqvC2rRmltOulq3UaMFJzgzCOMALU15RjdqNq5sa3jsl2zIrX1k56b3oF1Es6Mmki4WvcYPctwp41iNuVStnnN27aT5u0UqjbNfF6yTR5rg+P0ACMnEDo9AhDd5ulMrKayplybsm2276Qw/3vW5rfrkehNz8l9f++NPkeo2hhqU5+J6RQulzPKco/SE7OU6FikcmejamOUXjft1Y1ozbabXrNbz9p0nF6IuDd9LLR5jGbzchunil5oYsrVgfZmQG6Byp3am7xW7kxTom7njVPV9tlEoGmvsS2viddU3rSSYIHa09W6m6eX2naYMKDTjgShHV9Kr6naNlDjZAQSzPNetePMfn/2tp30yOZ9O7XrpLYsJqluygSnsEhhzQiXWyCzQOmJ0DbjjkUSznf+l7dQt31yf9ofG6apJrfAzNO8TwxTOV9/0i6vSfRDRu1O6Wletr2QcVfeZ5gqLtYjJqlmEHIe+/6/ziRVLFvBkhXtOGnUnuiGjIrEUsjph6wZR7x+zt8BOBIL9uqKWXL26opxnViKcT62zqiZUHN+NuVE3sQNd6vE0TyjFyMb5Yy1rOBKNWGcaiap5pOWBuQWeN9kk7uKHpemFefLMa/tDdhLJUUwPlrvsBo7/JF//+385Og8b+gt8wVfOmD7+/4uH5jucv8f/Rbqr/zjuMOp3/FnGc6cdwyO8prOCufHFY9X26zGgkGMPDOZME01a1nOpHZ6mbFTV+QWiGYMssDRPGM5ZvRjpIhX23hugXHtFNFYKowr05rx1Jglp5cb7nC6l9MrIA+Qm9HPAnt1yeVJzbiuycw4UXQoQpiXwdgrihDaPljNx+WKRGGRKXXTf2ja2bj9N6DgELzJXzIIOL32h0ya8TBhbpTEZnmKlJYYWMEwVNShxqi55COWrOAyY4aU5L5CaYBVFCnwtuIYhrEXahL5fB/vn27yjI8Yxy3uzgfcn63g7tzf67ETyvl6BZHfnK+3fTAxShV3Fz1+Yecyu2nK2dmY0/kSo7rinm6HqdcsZYGfvHSFSar58bOb/Muf/yesLxlvWO5hGDHAI7tTLo0Tn/5vvoXkzpuOFLx3+xJ/4ce+g3/7lX+eP/Vbv5Hf/xm/l9+2eooPlFeAxEUbE83YtBmJyyRqnqimuMG5NOQzlpYYpYq7ehnjVPH24jg/8ewOVQ0PnobtqXNhmDi3CRemM4IZRYR7ejnPjMum3pKzV9c8PZ6xV1cUIbJaBFaLwGY1ox8ypilxsZxwb7dPYZGVLMMweiFyf79DL0Sq5IwqZ1g6T2zWlAlif5V7+wW7pTNJiSIab1zuUURY70bu7nS5Uk1Z7xvHupHNofOZa0fYqWp2ps792QpPbSWe2q345CNdjuQZ693IU7NdMjNGdU00OFV0OJF3OdoNrOcdcgtsVSU7acqwrhjWNTs+bdoFJYZRWKBjzXhQWOQ1+Qqnix4PdAfMUs3R2GVUVzw12+NiOWEQco5mHXbrijOdAZkZvZBReWKWai5MKtazLkeygo/tzsjMeP1Kl9qbMfhkL+PJ2c58DFzPCxLO9iyxkkWOdALDNi70zF7FSsxYHxjjyhlXzvqRpv9/1f3HABinmtqdLMLWyDlaRN6+utT05dx5bDhhUju/sbdH7c5K3pzjT+UDPu3oMrup5GI54dK4JpoxThVPXYGPlrsMU0lhgVNhwD1xGcc5XfTZTbP2849znhEfmF5hJ035lBM5yyGnQ+TStCJaYNkKOiGwZh0mdaJvOffly4xKp2PT5nOWGW7OE5Nh+7kM+pZj3seBMRWF9Xh2NuJXdjYoPXGhGjO0xIoX3JuPGdklMgI/vnGBaXB+7+uO8se/+QwP/ae/zwenV7h78KlkR4/yRz/nGzCD3brkfPY2Vr/pz/ORSaCwSEwFDjx2xXnf44lBe255Q9FlbwKPjvdw4H2PNsdeheYz1E6a8VMbl3i62qO05jy+vfcY3bXP59xl49HpETZT4L51ePvgKHWCwRI82FnlwmXjSJ4xCHl7Zhc5XPQzZCIiIiIiIiI3wPQEZhERERERERERucMpBrYY9GQhEREREREREREREREREREREZEFoScLiYiIiIiIiLyA5mddFvdrVYt75CIiIiIiIiIii2PRY2CwOHEwPVlIRERERERERERERERERERERGRB6GYhEREREREREREREREREREREZEFoZ8hExEREREREbkBi/IIYhERERERERERWVyKgS0GPVlIRERERERERERERERERERERGRB6GYhEREREREREREREREREREREZEFoZ8hExEREREREbkBZnoIs4iIiIiIiIiI3NkUA1sMerKQiIiIiIiIiIiIiIiIiIiIiMiC0JOFRERERERERG6AvlMlIiIiIiIiIiJ3OsXAFoOeLCQiIiIiIiIiIiIiIiIiIiIisiB0s5CIiIiIiIiIiIiIiIiIiIiIyILQz5CJiIiIiIiIvCDDbJEfwrzIxy4iIiIiIiIisigWPQYGixIH05OFREREREREREREREREREREREQWhJ4sJCIiIiIiIvICjEX5TtH1LfKxi4iIiIiIiIgsikWPgcHiHL+eLCQiIiIiIiIiIiIiIiIiIiIisiB0s9AdwTCMQCRY87Aod8cstksDkQz3GoBAJFETiFjbBKJlGMZ+k9hPz3HCgXkA5le3m+fAm/eOE8kAf07u9l8dxy3N162Zzf9mvs9EIM7zejWNq2kmEskrDCO3bpNPy0heEa1oyyHgNMdcMyNRPyffbjXJaszbfXkkWU1GgRHo2hqG0Q9Hya1LzYxOWAZo9umOEcitT9dW2/zm1JRNGXtFtJxgOXlcInlNsPxq+bZ1lVKJWcBCNi+rGDuU5Q51PcY9UaeSqh6TUsm02sXM5sfsXuMkzALJa8p6j+QV7okqTXBPTRpezn9fsvIpeRgQLaNiSunjeTqTtEtOj56tUvuMWdpjloaMqsv0s3Vm9R6TcpMQcqpqSFVPKDqrxNhlODlPHvs4CSeRhT5YaPNWNmVkOZN6k1kaAlCmMZkVlGnMJG0xSbtM0jZb6VmSN2U59T2CRaLldMIyufVwEjuzsxiRYDm75TlG9Qazeo9ZvUu0nFG9ibtTpiFVmjCqLuNeMy4vU3sJngiWMa12yWIPgCzrE0KOe01q+0xdz8g7K2BGNd7FYk41GxKKDmk6JvYGpKrC3fG6AnfwxHSySUo1dZpiIbJx9n836aWS2OlS7+3SWz3VdhSjHu0RspxO7wjT6Sah06PTO0Y9GxG7fYrOChYiwytP8PSjP85eeQGLkU73GEZgNLsMZd2kdXETYqBz772Mf/ijYIZvj7E8ghnWL0hP7GCrzXH7cAYBfDghbe5iy33IIsRIurgNZYUNelivQ1jq4ylhRU49buoxFF16/ePEos/S4B6S16wtvZYQC4pshWm1TZXGBMsp6xGduIKTqNOMbnaEIq4wrXfp5ceofUpVjzGLxNgjK5YoZ7uMRudZWrkPr5s+k+VN+3J3LETq4Q5xMIAYiSeOEY8fxVOCqimTmPcInQ71aI/i6AmylTWKwRqpbMahYmWd3qn7GCzfDcBwdG7eZ2N/mTpNcU+Uo82mT81GTGeb9I6cphisgRnT0RXMjHjqWNNPZ+V86t33ALhT7WyTyjH5YI382DHqyYisGBD6feqLm1iWk7Z2KJaPMt06j+U59WSP0OtjIZAdXydbPQIWKE6fJrvvRNOvh7uk6RhSYvKLHyZfPgp5Rrm3idc11WiHNJvSXTsJQOf4aWK3j9d1M88CFiIhFphFLEaypWXSeES5tdmMV8MRaTYlrAwwM6qd7aYtmJFSRb58tMnHbMJw+6l5euPhObwq26YeqesZs+EWhEjRO0rsLjX7mk3JVo8QO11GG08xGl1gPL5ICJHxs0/QOXYX+fpxOsvHCZ0uIWbNMaSakHXJigGzao/ZZJuqnjCrd5gNt8iLJbLOcpPPckbeXcGrEq9K3vgr/5KV1deSHz9B7A3ovfmTKMfbhF6P2BuwcupNWJZBSnRecx/Z8gr5a+4hLi2TdZcotzawXodi+SiWRQiBtde+gzRp6qLe2Jr3ca9KQtElTafN33kBMWIxw+uK7MixZpvtHeJgad72vJwyfeJJqr3deZ24O/VkRLW7g3UKLMvIlleYbJ1jePYxspU14uoKlkVWVx5ktncFUiJfO0L/wTdg3Q7dk2fwqiJbWSN0OuR33UV27Ag+mWF5QXXxEjboUT1+nlSW2FIXLysIhnUi3ZNnyI8cY+nYa8gGy+CJ6vxlxuefpNreZnb5Ar2T9zG8/AR5r+kjneXjLN/zJjAjxBzH6Q3uYrp1kU73GKmaYjFn/fjbWc3u4ejgDRRhQD8epYgrnA5vJY9LGJHt6lnuO/Zu1vPX8tr+b8OI5Naja825eqP6EImaLX+WREUMBSvZ3WwMP8p0tslkdoW9vWd4ZveX2bzwAWaXL7B7+VGq2bBp39vb1MMdyksXGZ59jHp7m9mF89Q7O9RbW1SXLvNgkfDRlLQzxGclYXUJG/Tw0RS/tEc4voJfGoI76dImPi1JW0NY7kAWSFd2ScMxPppBEaFKYAZVwsdTrJPjKRGOrpA2h035t+0pnd0ind2gPHeuaSsnj5K297AYm7Hh2BHiXcfAnTBYIiwPqM9dwWcl1ulQj0f4rCT2B/hsRlhdJo0nxONHiKeOka0fa5avrjTnhp1mvK93diGPkLw552xPcHeoa+gX+NYettTDt4f4cIzvTCgffhofTvHhDD83hFkN0ZrzzqyifuwCTGooa9KVbTjSnZeDLXWgdmylh0+qZsyJEYZTGM0gGD6eQVk1ZZgS1cO7WJFRP3uFcGwJn5ZQ1tQXp/jlIeniNvVHLxGW+tSP7VJ/6CI+qei87Q3Uj10gu+802aeegeSsfc27SRe2KZ94lpXP+kyYVtRnL7Lx5PvwSyO8rKg+eBmKiK318d0Z1WPn8N0RYb3bHGdmsDvFt8cwS/j2BGY1NsiwEwN8cwLDEssjfnmMP71L/dFLMMixlS6Txyekh66QHr8MdcKvjPHLO/jFPT72vf+U6flnKR/aZfqTH4ErYyb//Ulmv/gs6eyI6kPPMD33NJd+8oepL22yt/EkH3v6vzZtaFQzPvc4hlE+8gzLX/LZPFX9T5jWXHj85/jQP/zbDM68jkd+8DuJrznGyhd/NunilP47386x3/dFHP3yLyQ9M2Tvg3v03zQg3n2M6tfOkq1klGfPM/2Nh0m7JdXuDiIiIi+X/cjQjEQC6jai1ExNNAJooxLebuPXpOEHYlVX0/R5Wk6Nz79Jmg7M31c/5+9mT6ndxoFqvhVtxAvS/PW5OapIhHZv+3nOMByYzlNnvo/97fePvaRu83s1era/jbX/JXweEdsvr6pda0pNSZrvP2L0LCMAhUUMI9rV/FXeTKUnzKCwQDSb778TAoUFeiEy8SaXuTV771gkGFfTcyczI1ggHSiLus3Pfj15W84FYZ7HnDAvN2M/JmnUbf3tCxgBo8KZUZMTyMwoLFKRmHlFTqAgYkBGaNtIs20VnMoS0+CEBG5QB29eccyhsqv7a8rW5+0pa/O8f2wZgYrEmIqaRGxLrmrzPKUma49tTM3IS5JDl8iECgNyAlMqJu2ecgIliSk1FQkD+m08oyCQrDmeDZ+QcMZUTTyrbRX7bSi6kbnN2xdAaYkap7REwpmFpt3M2vYT3JiFphzcnICRW4+RX8GA5VDwW/7yX+LU/ZFv/r3r82MMZryms4QB61mXI1mHI7GDYXzB6kmSN+3tvthjJXaYeo1hTFLNUsyJZvRCRjSjG5oYdscig5DPy74bmvehbcPJoReaNmg0f/dCJLNA0cbRD/bOiTfXX2ZQeyLux6CAYEbHMpK3fdZi2zedDnHed9OB/rjfN0O7n6pt5zWprcOm/vb7eEViRMUeJSU1u1YyjYk9n7HlUypvjrkXIv2QEQyWYhNvjhiDGOlYwGjKauZNG/ymd/4s0Yy67csApae2LzZ9qrBAJDBKFV3LyNt+XnvTz1JbTMsxpx+a5f2Q0bVIJwTuKQashQ51ezxHQpcxFZXXTNqYfkXiSOyymSbz8p+kmo5F1mJBL0S6Fnmwu8TpbodhqjiaFRwtrsbQ/8fkEiuhQ43zeasn+cKjJ1nPCyYpcazION6J9LPAchZZzXLu6mV8+tEVHlzq8MkrA7q50QmBL1w9ztEict9Szr2dPgBLIacbA5/dP86pvMfPf+1f5dOKE1Tu/Nnv+Rinii6f0lnm/D/6m1z53r/DI9WQjR/5f/nfOztMUmLmiY9N9ggYH643eWo65MlqlyeqHf7H5BJPToc8PBzy4dkGvzja5BdGV/jl3cv8z+FlPjje4Nx0ws9vbvDwZIdf3G3Wf3w84le3dnl8b0Y0+PlLO1yaVgdaLYxn8JbXN8d1arkpp/vXInd1Okw9UbmzU5fs+pTlmNOxSPKmzWQWmbXtLiOw5zPydqQdUmJAdKMMqTk3OCRyzI06OFNqwNt/eQqk4HRxDCdZzZoXbPqE494jS80Yu0zBpTCm45Hjoc+RUNFx4yR9Es5j051mzHBnsH+uc7grdDniOWdY4qFqk8vVmJUs5727FzjuXfohZ5hKXtNZoQjG07M9jmYdjuddrpQzPql7hHuLZU7kXaIZq1lOmZo+cbQbeOvgCL2Q8e71I3zHF/0FLu06dYIH+32KCK9b7lAE46N/8G+wkgee3qn5ugeP8wtf/R4+69ga77pric87cpzL05pv+ezTfNHKKX5Tvs6f+UNn+MOvOcUY402dPr9t9QjdFEkW+IXhBYwmZLKZAu9+U0ZhgWf3arZ2jKwdu6oEx4qCIhijyhnXTj8257ZoxjhVHMly1vOCaHBhUnFlWnOq6AKwU5cMQs6F6ZTSE+M68dR0xCALPDIc84HJFTaqGe3wgGFcmpVMnvwom9PE8X7gsdk2u7M0b3cb05pfG26Q3Hloa8b2NFE5dDJ41+tyOtH41ON9quQ8sJbxka0pHx7uMqqcLzy5Ti80Y0DtsF3VjOuaX9rc4nI5pRcCF8ox9xcr9EMkM2PVupydjVm3HqtZM46vxoK9VFKT2KinPDzZ5tJsRic0Y2ERmn8RPZJ1eLYccrKTc7wo2KlKVvLIVj3FcSZec6mc8MRsl24IHM0zeiFjtd+MeRfLMRfGFUdiFwe2q4ph3Zyj+lngaCdSJehngbe8Bt5yMrJWBKYl7FWJE/2AJ7g8rdnYNaYlPLhcsD1LuMPDwzGn1+DJYXP+f/IKnCwK3OHTji7TCxnnJhW/5e7mHDSt4HXdZV7bH/Ar40vspZK7ii69zDgTe5SeOF8NySzwZD3mTLbM5XLKazurJAvshJL7wjJd1nlDd40sa/rZmWyZ5aw5t01YZ5oS2ylSBOM8Qz42C2zPEntW0SfnYjVmKZ3gio9JOCWJ+4ploo15bXeZgLHnj7PhYyZU7KUZV7wiurNL4kPVJl2PBIxPHxznS1ZO8X2PbPCe73yY376+zBHrsjH6RfpP/CBvePM3sbL+xTzQXaI//VU+9J1/m89ebT4/vv7Ul7OXOuxWNR+d7PBpa6ts1hMS0C3gge6AQci5ZyVQeuIBW+bisDkPr8ce92XL9D1jlpzL9hhPXv5pntmrCP40715dZmPXGNWJT39n5KNPwa9P9vicb3oAd8jM5m1Z5DDRz5CJiIiIiIiI3ID9f5gQERERERERERG5UykGthj0ZCERERERERERERERERERERERkQWhJwuJiIiIiIiI3AB9p0pERERERERERO50ioEtBj1ZSERERERERERERERERERERERkQehmIRERERERERERERERERERERGRBaGfIRMRERERERF5IQa2yM9gXuRjFxERERERERFZFIseA4NbHgczszPAXwTeAdwHHAGuAI8B/xL4bncvX+p+9GQhEREREREREREREREREREREZFb70Hg9wPbwA8Bfxf4rzQ3Dv1L4CfM7CU/GEhPFhIRERERERERERERERERERERufV+CTji7ungTDPLgZ8A3gX8TuDfv5Sd6GYhERERERERkRuy6M9gFhERERERERGRO59iYLeSu8+eZ35pZj9Ec7PQ617qfvQzZCIiIiIiIiIiIiIiIiIiIiIitykzi8AXt28/8FLT05OFRERERERERG6AvlMlIiIiIiIiIiJ3OsXAAHijmb3vegvc/R2vRgbMbB344zRVchz4fOC1wL8Dfvilpq+bhUREREREREREREREREREREREbh/rwF8+8N6BvwP8X+7uLzVx3SwkIiIiIiIiIiIiIiIiIiIiItJ46KU8QcjMngDuu4lNvsfdv+bgDHd/qEnKInA38BXAXwV+q5n9dnffeLH5A90sJCIiIiIiIvKCDLAFfgjz4h65iIiIiIiIiMjiWPQYGLxscbDHgMlNrH/2+Ra4ew08BXy7mV0AvpfmpqE//lIyqJuFREREREREREREREREREREREReBu7+ea9Q0j/Wvr7rpSYUXmoCIiIiIiIiIiIiIiIiIiIiIiLyirq7fa1eakK6WeiO4BgBJ+E4zU/WJdwdM6P2CscJlpGocZxI1qxLfM5jxIIFDjaLJl0H83Z9A2tf2+0SNW6J6FmbmyYfoU0nWT3/2zBwm6fl7X/76eyvk6hI1CQqQpvX1Lb3Ji0HApVPqamabTxhRGqv2nzU1FZSWzlPP1FTM6Nihnkk915zPH61HMr2aWAzH9IJy7g7gYxAbKccI86PtfTR/G8zI5JjBDLrXq0hrzBrjrdOU7LYa8s7EmOHGArqegoWqKoRdTUmywZAoK7HmAWCNfuMlgOQxz61l9Q+pU5T3BOzeq9dNyNYTpWmmDVto0pjktfzPE3rbYxAYf152Rc2ILOcRM3Ytyl9TCesANDP1jECRqBfrBNCTlmPCCGnLkfErKCTrc7zGiwHEnuTZ6nSmDwuUaVpk0cChhGtQ/Kaymc4iUBOZjm9cITVcFdznNYjUhAso0pN3VQ+wwjkocewuoSTKMKATlimiCtg1uQzHqHyCXjTL3rxKDbPG7g37ShYpKrHTfsLzd+zao8QcrJiCbPAbLKFpxqziMVIVgyoxrtNW46B2OlCqglFB6xpS/0jZ8CdLHQJnR5H73pb20cNixnDzaeppxMsBLYuf5hUTbA8x90ZLN8N7oyH5zAzti59hOHw3Lz+7v1Nv5O7H/x8AMbjiwy6p1jq3Y1PZ/TufYA0HeOTGT4ryd58D54SPiuxo12sk1E+eQ5b6uDDGen8Foxm+PYYG3QJR5ZhWmIxQllhKwMIgbSzR9obUZ47R+gUVFubhG6fkOdUu5tkS6tUk12wQJb3yZeOMB5eoKxH1D4lWoc6TRnXWziJXn6MIi4zrXcwjE5cpqxHROtQ5CtAAk/U1YSis8rK0ddiMZJSxWR6hZh18FSTDZbprJ0kP7reHGdVQRahiFi/i5cVodslFB28LCFEdp75MKFTENePkfWXmpGorqj3dimne4RBn7X1N1ClEfnSGl6V5NlS0/7qCdPJBhYiebZENdqjnozAnf76fdTjIT6ekqZT0nCET6aEXqdpcymRra0Ru0vkJ080fbrTpXOqqW+CEfKCam8by3N6d70GK3JC1iVNp1Tbm1SXN0jTKcX9Z/DxlPrcJvV4SHHyFNnKGoRAvr5OtbuJT6bEvIfXFfnyUWKnSz2dUI52mF46i2U5pLopt7rCspy6avpZHCw141+n15TdeApZRj0bQ52odnfI7zpF6PXAAnU1wYqC2OkynWzS6R6lWFsn1TO6vXUsZmT9VWaTLcwCWWeJycZZLERwZ3L5LBZCUw5Ap3eMpeUzrJ54EyEWdE/cw+Tys5SXL7F95WG8rojdJdJsSjUbMto9SzUbsrz2AMPJeWqf0s2PsrX3CHU9I189wnTnEtnSatOHV9awmPEruw8Se33KK1cI/S4+ntFZPUG5uUE12mn60qxkfPZJbKXH9NJZ0taQamuT/J676LzhQepLG1TDHeqNLcbPPE69tQ3WnPdCt4u7k6YT6vEelmeQaqwosKIgTcZYnhHXj1FtbVJtb4NZ01bNiEsDQrdH5/UPkK2sUo9HWN7BpxPMjOL+M1QbG8SlZTwluisnWPqkt2IxMjv3LISAp5rusXtI0xn1aMTeI79B2h1ivQ6h22W6cQGfzaivbFBeuIiPp8SlZeLSMvXmdnMcnYLpI09gvQ6+N8Z3JlgMWJ6R3XNqPqbOdi7TO3kvaTomW1pleO5RBsfuw+uS/PQpcMdnJakcE7MO+dJa81mlGjOdXCEWfbwuCd0e/f4puifPUKYxo3qDaDlZKBjNLhItY2ZDLm3+OpfKRzi/+7+Z+DYVVxinLcowoiQQiAxYJ7ce43qbnepZVjv34p5IXrNTPct68XrW1j+J3b0nKdMQTzWpnFFPR9TVlNDt01laJwyWKI4dxzpdCJFseYXdusR6HaxbwLQkbe4055J+h+ryBj4um/Fgc5ewutysO+jC7hQS2FKXeGYdG3SgrCGPWB6hTJASZEa6vIPvDLEsa84pD96FzyosBGx1QPG61zTlujPEYqC6vEF57hxe1cwee4pqtEe1vUW9uY11O4SjK1ieEfKceOoo1utieQ5VTVxbwfKIZYG0tYN1OxCMenubeGKNsDIg9Hr4tMS6BT6cNOcQd+zYgHRpG69r7PiAcPoo1uvAtCI7tY51csIDa9TPXsFnFcSATyqsmxMGPehG7J7V5hw6q/GdCeniFnQiZAErmuO3Tg5rHSgyfDzFd2bNR9IsNuf/5T7UiXR2A4sBsoCPZ8yefAbfnUEWGJ99knBsmbQ7xHeaMa8+fxlCIPS71Gev4OOadGmH6oObWJ6RnzmNHSnwvSnxruPksY+t96l2trFjA6qHnyWd28SWC7LX3YX1O6TtGfRy2JuRtobNae3cEDu51PTzp/dIj15s8mBAJ2uO4eQAixHLDL+8R3p2F4oMYmjSGM6wQQ9bX8IwiiPHSWe3yO45xeb7fp7wwDrjJx7loZ/5TkKek/VXOfFlXwF1ze7sLCd7n8zW5Q8z+ckPMHjzWynuOUP/y9/Mpf/4nznuD7LzS7/MSu9ejndez8ce+gFmNmLrv/8MH/yBv8HSW5eIp3p46cQjORjUHznP6NEx9bNXCCdX2fm3v0y2tkZxzz1QJ7KlFURERF5ONU7ASDjxOQ+Ht/n/96fmqt/msSfaeelAPOp6j5e3+TpX39dtxCvh823202+WNe9rnJpEAkoSAebRt9TmfX/e/pTaPWWEeRoGREIbQYHaUxtLg9wiFQna/Yd5Pq/G3Jqyao7iYLrNNsy37RBJOPWB8px4RdnGFgNG6U3Mq7DYlL07kcBuXTL1xCTVdEKgsEBhkZk3R2QYGWFeH6UnkjfHNUtN/meeSJ6IGDmBGVdjV+lAmcf2GAyjIs3zXLVxlnCgbLL9mKNfrcPcmpKcetUcz4E6rLj6viTR82y+XZaMZJAlcINkEJNhfqCtBKe2q22ssv3jf247ARhRkrf1WtCU55iKhJMTiBg1iRmJol0PYEaNYcxI9ENOaVf7QU2iS5y3p4Cx7VMcpyTRSU1MsTaf17235dek0RxXaPPclEfbx9yow9X+spQykjlZu6/MrU0tEFNGwtmwp8joULmzXU95+q9/G6l29s6NMWva3F2dgmdnY051CqIZ7s493S4GvH93l2BN/WcWyMw4njVx1ruLPt0Q6VqksEBqi30lFoxTPe9LBkxT0/8yC+QWSPi8DTaxZJh6Td5ev0fbH0OMzJoo8LSNMxcWydrS87Y/RoxoTex8Oo9Hw4xEj2xelvtt2bnaxw8q20j4fhsOXB2VmnJuasZxstroElm3HpUndlPJONWMUkU3BCapJjPDbD9uD5Unxqma56EejpmkZjRwnOTQC3FelvvHnnBWY0GwZiwpPdENzXgxCBm1O9NUt9sY0Yw8BM7Nxs21MsZ2mpJboGrHr8wiu8yIGCezPjtpxsAK9tKMqdd0Q6QTAv2Q0QtNu90sSx4eDTmadeiEwBvvgdctddmtS9xg5jVjKvZKZ1Q6a0Vk5jVlcrq5kUdYLZq62/iTf4pODlcmiRigTvDWuyJVgvUlY1Y7wYzKobDAqEoMsubYLpRjRnXFZlnSceOj420em+5w1oecS3sMaPLytuUVHpvs8ZHZBseyLn1rr5vcOWrdeb8pLLBVT+f1fX/sMwS6RHZDxblqSOmJS0wZW0Xtzk6aUZPYrGZ8ZLzDg70lnp0N+ej2hAu7ztEBTCrn4nnn9HLg6FHns+7ucWXo9DLjcjWm9ETtzpIVjFLVtG0zSq/bf4NpGsI41BTt+QGgQ2RmTmWJPDXtvgyQbAZAv45U1own0YvmMr02ZtR0U2Tdu0ypyTA6FikI3B2Xmj7iTZ8dpZIrPiYAWz4hGRyNTd93M/aspG77ymaasBY7nOn0eVuxTo1zsZxwIvSZec1qLMgt0AuBc7MJy6GgEwKnuzlH8pzlLJDcWckjpzoFq3nkcllyf7fPuHSOdAPreYdx2eStmxudDIZVog3PcGVW8cDJpu10ozGZGmbw+G7JpGwu8T/rjZEf+R8zOtE43sn4s//4Y/za2Zp/9N5/xgODDmWCe7IlvuHMCSLGJNV8bDxiLST+24emvOPIElkwUoLa4Z7VwMVpxbFuYKVjHO8HxnVTJqtFYKsqySxQuTNLzlKMjNPV82onBF7T7dMNoTnvmzFONSfyLuenM2p37opLFBa5NJtxbjrlmemY40Xz7ymDLFAneHv/KP9rb4Nx5VyZ1rzzzYEvOL7OORvx7jfmnF4JPDTc45eu7DCdNKGeX7k0IgvGx7YqlmJznt0rE794aZcjReDJ6ZDNasY4VVyqx9xTDFjLmjHoeNblg+WVpm22x7Mcc6IZ7xtukJlxrhoy9eZcOUoly6HgsXKbj0w32UsVm9WM+zpL7NUlAeN9e5tEg2Gq2JhV9ENGZpGVWHC66PGW3hHeciqyWzWfEWYVPFsOWc+7DOuaaMZmNeNMr8OvTbcwYJAbe2Vifcn4yb1z/OqjzsaukQXjwfud+5YzPrbb/Hvl/vloVDkbk8Rb7wlMSnjDUo+HLiXOlyOSw3rfGOTGRllx+uTVz6FmcLYasjNLPDkd8thoxO++6xR35X02y5KnhiX3FH126hmDUPDmpQGf2T/Ks9Uej6dtxqkmeuJTi+PMvKZig8qdf/2xXToh8Hi1za8OL3N3PmDXn+LXqyskG1I75B6Y2RUemewy8ONUJC6FMcfimNfma5S+Qk5z/ga4WE7oEpkRyAmcjAP2KDkdOnSJvP7EV/DA0hfQ4W6GHvnFvT1+dOsSx7Ieu5R8/h97gK972ypv6R3h7acj3/r330B24jiby5/DR6cTEiXv3a74wvuW8Ms/wSTsMIiBPL6OC+OaLWv+jTwLcLQTmXrNz1zY5jXdPoaxVdasZQWv7Q9IOCvW4ZnJBMc52XsLD65lbPiEUZW4PE5cqaZ824/s8bPbl3hd0eUn/7+PcaUsOZYXDNNLvm9DZM7MPs3M+teZvwR8e/v2R17qfvQzZCIiIiIiIiIiIiIiIiIiIiIit95fBN5lZj8LPAWMgDPAFwFrwC8Bf/Ol7kQ3C4mIiIiIiIjcgOs9fUJEREREREREROROohjYLffPgCHwW4B3AX1gE3gf8O+Bf+nuL/lxVrpZSERERERERERERERERERERETkFnP3H+Fl+JmxF6KbhURERERERERugOl7VSIiIiIiIiIicodTDGwxhFudAREREREREREREREREREREREReXXoZiERERERERERERERERERERERkQWhm4VERERERERERERERERERERERBaEbhYSEREREREREREREREREREREVkQ2a3OgIiIiIiIiMhhYLc6AyIiIiIiIiIiIq8wxcAWg54sJCIiIiIiIiIiIiIiIiIiIiKyIHSzkIiIiIiIiIiIiIiIiIiIiIjIgtDNQiIiIiIiIiIiIiIiIiIiIiIiC0I3C4mIiIiIiIiIiIiIiIiIiIiILAjdLCQiIiIiIiIiIiIiIiIiIiIisiCyW50BERERERERkcPAbnUGREREREREREREXmGKgS0Gc/dbnQd5CczsSiAc7cdlmpq8fn0aNl9uz+neNt/m6pY+f/1EaR5cx162IeNqfq7OsXlOmnf76xx8/fjtmtylF9hbOLDOflrN/Kas4nNSa9bfL5U0368deEjX1bKwed7n88zAHbM435+ZHdi74Z7aVa/+zccdczOvyYO3i5r199ODA++dA2V49Xia/zf/hfYY9o/LSe0RNHkN1txbmLwiWN7sL1XtsYCFiKeKa+sieYURMAskr5+z76vH8Nx87e/z6hyf18n+NomKSNHm80D5W2iOm/1yvVqGZoHaZ4T2PsksdqnTDNzB7EA+qzatiFlbLm2aZmFej/tlGmLG842lXlckr4hZt31fklJFzHukakYIGYRAXY4JsWjSquv9gyHVMyxkpFQ2+wo5nmpirw91wuuaup4SLAJGKIqmjKoKi7HJaxGhdqgTdDOoHJ/OsG7RzE+pWQ9vX2nKBGuWxQCpXQ/wusayNp/766cEIeB1NZ9nIZKqadPCvG7aijuJmmDZvP817fRq/e6Xc9P+2z5i4Tl1kVJJDAVtoTT1t9+X3LEsa5piSk3eAW/zjzupnhGLHgTDq5pUbhOylXa9mpAXeErU1ZiY9Zr6TtU8T+BYyHBPbdk39UUIUNdYkeNV3c62dpnhddMnva6xPAdPzbzYlI27N2Wf0tX6a8scs3k5A1ieNXV6oE7mdWmGlyUW49XjDqFJ2/3qOBPic9JsjrPGLDTbzhuyYyHg7nhdNeVTVc0xpISnhNclIe/gKZGqGWaBkOWkurq6L2iWhaZvearn8z3VWMzase9qeyOEpjyyjFQ26dZpRoydq3n2NG9jFiJVNcasGb+Sl8TQafJSzbCsaNJrjydVM0JWNMeYxaYdl9U8XbPQzKtKwqBPGo2vHn/RjoWz8jl9wGJ2te6vaXuWZc37ts16XTd1HazZ735bAuxAvZBnUNVNW9ivy5SwToHPmrre39d+2/CqasqtKud5wn1eVwSD5M3yth5wn6c1z/vBvGZZ01cttO0NCBEvmzJwT/PyIYSr5Xsgr/Nywub1m1I171d4wrKiaWtZTjndxUlEa/p88grHSZRECmrK+fnZSEAkUc3Hk0A2P1c4Tmad+diTqIhWEGOHup6AN+OshfjcfnKgXPb7qYVAmm4S+seacWa//2btemXV1MX+snasmo+1+6f10P693072x9WqhiKDWfXcPpzHpu+35y7Mrr7fH0dSwvK8qYcD6+23NVI79hR5s21KzXwLzSs07SrL2jbTjGt4ey5pxzRSmn8GoYgwbffXLZrjPnie2F9nNGvOKzE0acXQHGvW5m1SQieDss1XN4eynrdXoCmDsm62L9qxMB0om2DNcmiWl3XTH3odqBNpMiH0+zArm/2641XdnBeruimbfgGT6uo50GjyNW3qox6PiKvL+N4E63fw8azps7386jk3j21fdajasdaAbP+82pZRCFeXAUSDaQ2dCLP6antJ6UD9A3lgtrNBUSzP06jHe8SVFdLukFnao9s52owLgw4+nFKWe0QrcK+JWRcriqbPLRWUlzdxrwmhaM50nqh8ipPIrc/MhyzddZo0az97BsMnNZQV9HMYlZBn+HjStH0LbA+fJWYdprPdQx9fMLP3dbvd3/TaB197q7Nyyzz62KNMJpP/7e7vuNV5EZHFZGZXjHC0F3tX5/Hx0aAbPelcbz1/nvn7y54vnWujN8+3H7/OvBfK09X4xtVUDCPhz4kWvVAe/Zr9XxtROxjN2o94hHmcjOe8b+JINv8o2HzEtQP5OJjHA7FHv7qvdE3U8WqU6sbLZn+7cKCMbvZDx/4e9/N7bfSN68y7dh/Pnb8fC9xP9dpyP1B2fHy9PPe4mtflmLHbXls7kGGUpOekc3C7/XRzAmXbOg8eJzhFXGVW7zznKA/WIM+pzav5e269XltC+0cPgYyOwcwTEWN9ublOuryXU/uIfsiYpkQ3hCY0hZOZMU1p/6MmpSfyNhZkGFOv6Vs2rydor8+szVcbm9tvkw5Eu5rf5M716u7g+vvznltmz11/f9l++V/bavejW9e2nevVEzCPMB+cf71+sN+uYtvi9+P9mdnVY/Wr40IA6v0yOpDmyeMFFy7N5n3OsPnl1rXjSWhCoM855uYSr4nd7Pf7g9vU7k0Iy6EmkbXX4nW7/f68YEY9z1sTm7a2PkITpaVuj7n2pn0EM/pFcyk3Sc7EKzICNYlByAnt9tPk5GZkoT1uh8qBkycoLl9kVjeXZbSX8LOqed2/tISm/WUWiNZc4k1Tmpf11Gti29r387if536MDOuamkTHMipPVCTyNn5dt+2iIFDh7VhoFBhTEhlGRdNvaOsQnII4H/f3+2EvRCapJrNAbkYem0vPLIInyHJIdXtZCezVNV0LlN7s9+AYX7ctYr9/OU5soyz76+yP2wfb9/7S8Jy2fPBM0rwLB8bY/Trbf91vGwfPbft5KYiU89zxnHEvJ5C18b2pN+WQHBKJ3CLJnSIEZik164emPitv+kflTTvZV7oTzYhtqKWsr16+Z22IrkzNpXqdYJacQWGk1JRx0ZZ/mZxubPJZ5LA7cYrQlOVuXdO3yLHX3c3OY8+SHKaeWMoDG7OKDJv3jdwC3WhUbSigSpAHGFdOEa+OwrM2PBetyRNcHQ+iWXNcbd91vxpeqdrzyH65Jnw+joYD/2bl7nRCYO1Ul63zE0JbhuNUMYgZtcNyF6Yz2KxKTvZyygr2yqb1rHYCZQXjlCgszNvJNCU6bf30YmBYN3UIUHmz7v7YVrsz9oqeZXi7PLdA7U5NorDI1OsDY0ciEqjaFpy1/S+3ps1V7XH2Qpz37XRgv/vH381gXDZtsZcZO2U9Py/t94dOCOzUFUshI2vHizzCRlmyFHKytqK6naaMpnXTboazq+3CvQ1/VfvjKExTTS/GeZqz5Cx3jd1J00cGhbExreiHjElqjn2QB8bV1XNXMGPcLuvH5nw7ThU1Ttcypl7Rt4yZJyqcnkXG7nSsOeca0LHIxKt5vxuEnGEbx42EdrRq0iyIBDNmDkZN1zLGXpFboPJETdP3svbzSd7WUZGt4ammSpN5TNdJdCww88SZuwZMt6cMJ005rdx7inPPTPCyYlptz0ehox1jb+ZMvGYpZEw9o2MVe6mia5FBZtSpGQsN6IbILKX2swIUZkw9zfvOxGsKW2Ipm7JZVgxChtF8tim9GTkLi/SiMamdYMZGuUsibbj7MQ4xxcAaixIH081Ch5yZPQ6sAE/cxGZvbF8fetkzJK8E1dfhozo7XFRfh4vq63BRfR0+qrPD5Xavr/uBHXd/za3OyEtlZt/D1fJeZA+5+++/1ZkQkcWkGNjCUJ0dLqqvw0X1dfiozg4X1dfhovo6XA5Dfd3PHRAHUwzsOe74OJhuFlpAZvY+gDv9Trg7herr8FGdHS6qr8NF9XW4qL4OH9XZ4aL6EhER+cR0rjx8VGeHi+rrcFF9HT6qs8NF9XW4qL4OF9WXyCsjvPAqIiIiIiIiIiIiIiIiIiIiIiJyJ9DNQiIiIiIiIiIiIiIiIiIiIiIiC0I3C4mIiIiIiIiIiIiIiIiIiIiILAjdLCQiIiIiIiIiIiIiIiIiIiIisiB0s5CIiIiIiIiIiIiIiIiIiIiIyIIwd7/VeRARERERERERERERERERERERkVeBniwkIiIiIiIiIiIiIiIiIiIiIrIgdLOQiIiIiIiIiIiIiIiIiIiIiMiC0M1CIiIiIiIiIiIiIiIiIiIiIiILQjcLiYiIiIiIiIiIiIiIiIiIiIgsCN0sJCIiIiIiIiIiIiIiIiIiIiKyIHSzkIiIiIiIiIiIiIiIiIiIiIjIgtDNQiIiIiIiIiIiIiIiIiIiIiIiC0I3C91hzOwJM/Pnmc4/zzbvNLMfNbMNMxuZ2QfM7E+bWXy1879IzOzrP0Fd7U/1gfXvf4F1v+9WHs+dxMy+0sy+w8x+3sx22vL97hfY5qb7kZn9ATP7FTPbM7NtM3uvmf2Ol/+I7mw3U19m9joz+z/N7KfN7Gkzm5nZBTP7z2b27ufZ5oX66je/skd4Z7nJ+nrR457618vjJuvru27gvPZT12yj/vUyMrNjZvYHzewHzexRMxu37f8XzOwbzey6n/11Drs1bra+dA4TERF5LlMM7FC5gc8lioPdAjdzzXdgG10/3CI3U1+6frg93GSdKQ52i91kfSkOdouZ4mCHys3Wl85jIq+O7FZnQF4R28D/e535e9fOMLMvA/4jMAG+H9gAvgT4+8BnAl/1iuVS3g/8ledZ9lnA5wI/dp1lvw780HXm/8bLkisB+EvAW2n6zDPAGz/Ryi+mH5nZ3wH+bJv+PwMK4KuB/2pmf8Ldv/PlOpgFcDP19deA3wN8GPhRmrp6A/ClwJea2Z9y93/wPNv+Z5p+e61ffXHZXlg31b9aNzXuqX+9rG6mvn4IeOJ5ln0t8ADXP6+B+tfL5auAfwScA34GeAo4CfxO4J8DX2RmX+Xuvr+BzmG31M3Wl85hIiIiH08xsMPj/SgOdjtSDOxwUQzs8FEc7HBRHOxwURzscFEcTOR25O6a7qCJ5sPJEze47gpwEZgCv/nA/C7wS4ADX32rj2kRJ+CX2/L/0gPz7m/nfdetzt+dPgHvBl4HGPCutty/+3nWvel+BLyznf8ofQvMmQAAFc5JREFUcOSaOr5C80H1/ltdDodlusn6+nrg7deZ/znArK3Hu66zjQNff6uP9U6YbrK+bnrcU/+6dfX1CdJYA0Zt/1q/Zpn618tbX59LE+AI18w/RXMB7sDvOjBf57DDVV86h2nSpEmTJk0HJhQDu2MmFAe7lWWvGNghmm6yvnT9cBtMN1lnNz3uqY/duvr6BGmsoTjYq1VfioMdoulF1JfOY5o0vQqTfoZssX0lcBz4Pnef303p7hOaO6gB/sityNgiM7O3AJ8OPAv8yC3OzkJy959x90fc3V947RfVj/YfdfjX3X3zwDZPAP8Q6ADf8CKzv3Bupr7c/bvc/deuM/9ngffSfCvgnS9/LmXfTfavF0P962X0MtXX1wI94D+5++WXKWtyHe7+0+7+X909XTP/PPCP27fvOrBI57Bb6GbrS+cwERGRl0QxsNuU4mC3lmJgh4tiYIeP4mCHi+Jgh4viYIeL4mAityf9DNmdqWNmXwPcCwyBDwA/5+71Net9bvv649dJ4+do7n5+p5l13H36iuVWrvVN7eu/uE6dAZw2s28CjtHcufzL7v6BVy13cq0X048+0TY/BnxLu85ffjkzKi+obF+r51n+NjP70zTfNHgW+Bl3f+bVyJjc1Lin/nX7+UPt6z/9BOuof73yrjfG6Rx2+3qhc9LNrq8+JiIidyrFwA4/xcEOD10/3Dl0/XB7UxzscFMc7PagONjhojiYyC2im4XuTKeAf3vNvMfN7BvaOy73vaF9ffjaBNy9MrPHgTfT/LbqR16RnMpzmFkP+Bog0fxG5/V8fjsd3O69wB9w96de0QzK9dxUPzKzAXA3sOfu566T3iPt6+tficzK9ZnZfcDn0VwQ/NzzrPanrnlfm9k/B/50++0DeeXc0Lin/nX7MbPPAD4ZeNjdf+YTrKr+9Qoyswz4uvbtweCGzmG3oU9QX8+3vs5hIiKyyBQDO8QUBzt0dP1wB9D1w6GgONghpTjY7UFxsMNFcTCRW0s/Q3bn+Vc0g+QpYEDzweSf0Px+5o+Z2VsPrLvavm4/T1r789de9lzK8/ndNOX9Y+7+9DXLRsBfA94BHGmnzwF+hubRfD/VfniRV9fN9iP1u9uMmXWA76F5ZOh7Dj5OtPU48CdoLiYGwGmavvoEzTcg/+WrltnFc7PjnvrX7ecPt6//7HmWq3+9Ov4f4C3Aj7r7fzswX+ew29Pz1dfH0TlMREQWnGJgh5/iYIeLrh8OOV0/3PYUBzv8FAe7PSgOdrgoDiZyC+lmoTuMu/+V9ncfL7j7yN1/w92/Gfh7NL+T+p6bSM72k3258ynPa//D5D+5doG7X3T3b3X3/+3uW+30c8AXAP8TeC3wB1/FvMqNebH9SP3uVWBmkeZbqJ8JfD/wd65dx91/1t2/090fbsfVc+7+H4B3A5vA770mCC0vk1dw3FP/ehWY2SrNxdgM+K7rraP+9cozsz8J/FngIeBrb3bz9lXnsFfJzdSXzmEiIrLoFAO7IygOdmfR9cNtTNcPtz/FwQ43xcFuD4qDHS6Kg4ncerpZaHH84/b1sw/M27/rdZXrW7lmPXkFmdknAe8EngF+9Ea3c/eKq49q/uxPtK68Im62H73Q+i90t7q8TNoPl98NfBXw74Gvcfcb/mDffutxv6+q772KPsG4p/51e/kaoA/8J3e/fDMbqn+9PMzsjwHfDnwYeLe7b1yzis5ht5EbqK+D6+ocJiIi8vwUAzsEFAc7lHT9cEjp+uFwUxzs0FAc7BZTHOxwURxM5Pagm4UWx8X29eBjKj/avn7c72m2vxH5GqACPvbKZk1a39S+/gt3r29y20vtqx6//Oq7qX7k7kPgWWDJzO66Tnqva18/7ndz5eXT1s33Al8N/Dvg97UX3jdLfe/W+biyV/+67fyh9vXjviV8g9S/XgIz+9PAdwK/QXPBff46q+kcdpu4wfraX1fnMBERkU9MMbDDQXGww0fXD4eQrh/uGIqD3f4UB7uFFAc7XBQHE7l96GahxfEZ7evBoMdPt69feJ31P5vmLuhfcvfpK5kxATPr0jxiLwH/4kUk8entq4Jar74X048+0TZfdM068jIzswL4AZq70P8N8LUvIjC579PaV/W9V9/zjXvqX7cBM/s04K3Aw+7+3heZjPrXi2Rm/yfw94H301xwX3yeVXUOuw3cRH3pHCYiInJjFAO7zSkOdmjp+uGQ0fXDHUVxsNuY4mC3luJgh4viYCK3F90sdAcxszeb2dHrzL+P5g5NaB7Ttu8HgMvAV5vZbz6wfhf4tvbtP3qFsivP9VXAEeBH28fhfRwz+7T2xHjt/M8F/o/27Xdfu1xecS+mH+0/Ev3/NrMjB7a5H/hjwBT4V69UhheZmXWAHwS+jCYg+Q3unl5gm8+6zjwzs79IE4S+DPz4K5Ddhfcixz31r9vDH25f/+knWkn96+VnZt8C/D/A+4DPe4FHX+scdovdTH3pHCYiInKVYmCHnuJgh5OuHw4RXT8cPoqDHWqKg90iioMdLoqDidx+7CZ+0k9uc2b2HuAvAD8DPA7sAg8Cvx3o0vwe41e4++zANl9Oc4KcAN8HbABfCryhnf+7b+Z3H+XFMbOfB34r8KXu/l+fZ533Am8G3kvze+4AnwJ8bvv3t7j7t338lnKz2n7x5e3bU8Bvo7nb+OfbeZfd/c9ds/5N9SMz+7vAn6Gpyx8ACuD3AMeAP+Hu34nckJupLzP7V8DX03wo/P+A641v7z34DRAzc5pHif4vmseOrgKfCbwFGNGMqz/xMh7SHe0m6+u9vIhxT/3r5XOz42G7zQpwFsiBu1/gok/962VkZn8A+C6gBr6D6/9m+hPu/l0HtvlydA67JW62vnQOExERuUoxsMNNcbDbh2Jgh4tiYIeP4mCHi+Jgh4viYIeL4mAityl313SHTMDn0Pxu40PAFlDS/Abjfwe+jvbmsOts95k0QZRNYAx8kOZO9Xirj2kRJuBNNCe5pz9RmQPfCPww8ASwR3PH8lPA9wOfdauP406agPe0dfJ80xPX2eam+xHwB2g+tAxpAps/C/yOW338h226mfqiudj+ROs68J5r0v/bbd2cpbmIGLXj7HcCD9zq4z9s003W14se99S/Xv36OrDNH2mXfe8NpK/+9erWl9NcRF+7nc5hh6C+dA7TpEmTJk2ark4oBnZoJxQHu62mF3nNp+uHQ1Bfun64PaabrDPFwQ5RfR3YRnGw27e+FAe7jaabrS+dxzRpenUmPVlIRERERERERERERERERERERGRBhFudAREREREREREREREREREREREReXXoZiERERERERERERERERERERERkQWhm4VERERERERERERERERERERERBaEbhYSEREREREREREREREREREREVkQullIRERERERERERERERERERERGRB6GYhEREREREREREREREREREREZEFoZuFREREREREREREREREREREREQWhG4WEhERERERERERERERERERERFZELpZSERERERERERERERERERERERkQehmIRERERERERERERERERERERGRBaGbhUREREREREREREREREREREREFoRuFhIREZFbzsz+qplNzOzMrc7Li2Fm7zAzN7NvvNV5ERERERERERGR25fiYCIiInI70M1CIiJyR2gvUD/R9PW3Oo9yfW1g5M8B/9Tdn75m2X79JTN78BOk8TPPV9dm9l0v1AbM7D3tOu95Mcfg7u8Dfgj4NjNbejFpiIiIiIiIiIjcCMXBDi/FwUREROR2kd3qDIiIiLzM/srzzH//q5kJuSnfAnSAv/08yyuazyzfCPxf1y40s9cBn3NgvVvlbwL/E/iTwN+4hfkQERERERERkcWgONjhoziYiIiI3BZ0s5CIiNxR3P09tzoPcuPMbBX4/cBPXfttqgMuAOeAbzCzb3X36prlfxAw4IeBL3+l8vpC3P1XzOwh4JvM7G+5e32r8iIiIiIiIiIidz7FwQ4XxcFERETkdqKfIRMRkYVhZve3j9j9LjN7vZl9v5ldbB/t+64D6/3/27vzGDurOozj3wcXLG5lcUMUiBg0bgSNAa2IoSxRFBXEVBQKBjUqIpIoiQooJsYYcYEoSCzFFQwKLgEXjAuyRZCKAkbSiBStGihlVVD5+cd5h97e3jtzZ6bDQO/3k0zezPue9z3nvW3S3ifn/M6+SS5IckuSe5OsTPLpJAuHPHdxkouT3J1kTZLzkzynp+zvDj1t95yszG+SG5PcOOTakq7M8G3dvubXJ/lIks0HtK0kv0iyTZIvJ1ndvcu1SQ6f5DPaJ8kPus/l3iSrknwvyeLu+n7ds5cNuX/z7nO7ZdC4BlgCbAGcM0W7M4CnAvv39fco4DDgUuDaEfobWZKlI5T13qHvtrOBZwKLN+ZYJEmSJEmSpsMczBxsOszBJEkaP1YWkiSNo2fRyuT+CfgGsAC4AyDJ8bQSzmtoK3T+CbyQtpf4q5PsXlV3TDwoyUG0L/j3dcfVwCLgMuCajTXgJF8BjgBuBr4LrAV2A04C9kqy94CVRguBS7qxnQs8BjgIWJbk/qo6q6+PjwHHA3fR9h1fBWwLvAx4K3AR8GNgJfDmJMdU1e19fR4IbA18pqruHeHVJsKEX0/R7lvAybTVU+f3nH8d8BTgOGCnEfqbjhUMLuf9ROBooIB/9127pDvuTfusJEmSJEmS5pM5mDnYKFZgDiZJ0lhxspAkaZMyZKXSjVW1vOf3RcAnq2q9fb+TvIr2pfgy4NVVtbbn2lLgzO76Md25xwGnA/cDr6iqK3vafxZ4/2zfp6fvI4DzgEOq6l89104ETgDeA3y+79YXAV8B3jlRCrgb1zXAh4Czep6zDy0g+XP3Ln/tG8N2AFVVSU6j7av+NuDUvj7f0R2/POLrLQLupAVWQ1XVnUnOBpYm2a6qbu4uHUkLuL7NgH3c+7x+wAqoCXsO6HMFLSh5QLeC60Jauedjqurvfbf9pjvuMcVYJEmSJEmSZsUcbD3mYOszB5MkSZNyspAkaVNzwoBzvwSW9/z+DwavlHlfdzyyNyABqKrlSY6m7St+THf6AGAr4Ku9AUnnROBw2uqb2Toa+C9wRG9A0jkJeG83rv6Q5B7gA717hlfVdUkuAfZI8viqurO7dFR3PLY/IOnuu7nn1zO7ft9JT0iSZGfglcDPq2rS0KNr/2jaaqgbqqqmak8rwfx2WmD08STb01YunV5V9ySZ6v4Dup/ZOA3YCzilqvo/b6rq9iT/ppVgliRJkiRJmkvmYOuYg63PHEySJE3KyUKSpE1KVU35TRn43ZDSwLsD/wHelORNA64/GnhSkq2r6lZg1+78LweM4/YkK2ihwYwl2YK2MuoW4P1DgoB7gecOOH9Db6noHqu640LaaiZopZwL+NFUY6qqW5N8Gzg0ycuq6tLu0sRqqtOmekZn6+542yiNq+qKJL8HjkjyCVop5s1o4ckoDu9bWfeAnpVpQyX5MC2g+QGTr5ZbQwt/JEmSJEmS5ow52HrMwdZnDiZJkiblZCFJ0jjqL5k7YWvav42TflkGHgfcyrrVUv+YZj/TsSWt1O+TRhhXv7VDzk/s6f6InnMLgdsGrNga5ovAobRVVZcm2Rw4jLa3/fkjPmOir8eM2B5aIPIFYD/airWrqurqadw/I0mW0FaRXQUsqar7J2m+gHXvJkmSJEmSNJ/MwRpzsBGZg0mSNB42m+8BSJI0D4aV+r2dFhRkip+/9LSH4atnnjrg3MSX62ETdvvLNU/0cfVU4xryvFGtBbZMsmCUxlV1BfBb4OAkWwIH0kKmM6vqvhGfsRa4j3Urq0bxNVoAcTrwdEbfE37GkryCVnJ6FfDaqrp7krab0QKnf871uCRJkiRJkkZgDrahtZiDDWQOJknS+HCykCRJ61xOCwqeN2L733bHDUosJ3kisMuAeyZKDT9jwD070b5gP6Cq7gKuBZ6XZKsRxzUTl9NWbu03jXu+RFsNdSit9HIxeinkCb8HnpbkCaM07oKVc4HtgLuBb02zv2lJ8mzgPFqJ69dU1eopbtmZ9jmumMtxSZIkSZIkzZI5mDnYeszBJEkaL04WkiRpnc92xzOSbNt/Mcljk+zWc+p7tNDjLUle0tf8RDZcHQXwR+AO4IAkT+559gJaWeFBTqbtE78sycIB49oyya4b3DU9p3THzyR5+oA+NjgHfJO24uuDtKDop1W1cpr9/oL2/5GXTuOejwBvAPatqjunajxTSbYBLqD9OR5UVX8Y4baJvx8/n6txSZIkSZIkbQTmYOZgDzAHkyRp/Awr/ShJ0tipqp8lOQ74JHBDkguAP9P2Zt+eFgT8mm7VUVXdleQdwDnAxUnOAVYDi4DnA78C9ujr4z9JPg98FLg6yXm0f4/3Bv7W/fSPa1mSFwPvBlYm+TFwE7AVsGPXx5nAu2bx7j9JclI3ruuTnE8rN/yU7n0uB5b23XNPkrOA93WnTp9B198BjgX2BS4acaw30d5/rn0c2Im2cu7lSV4+oM3nulVeE/YB/kcL0CRJkiRJkh6SzMHMwfqYg0mSNGacLCRJUo+q+lSSS2hf/BcBB9BWDf2Vti/4N/van5tkP+AE4GBamd5fAbsDx9EXknROAO4BjqSVLf47cDZtFdZ1Q8b1niQX0oKQxbQyzWtoYcGnga/P8JV7+zg+yeW0d98feCxtz/Erga8OuW1Z13418P0Z9HlZkquBQ5IcV1X/m9Hg58YW3XHX7meQ5bR97idKbr8e+GFVrZrjsUmSJEmSJM2KOZg5WA9zMEmSxkyqar7HIEnSJinJcuAwYMequnF+RzM3kiylreb6RFV9dIbPWEILn95YVedtxOE9qJIcRSuhvUdVXTzf45EkSZIkSXqwmION/AxzMEmS9JDgZCFJkubIph6SJHkkrTTxc2nvePMMnxPgMmABsEs9DP9zkmQBsBK4tKoOmu/xSJIkSZIkPZjMwUZ+jjmYJEl6SHAbMkmSNC1JFtH2rd8TeAFw6kwDEoCqqm7P+zcC29JKXT/c7EArz718fochSZIkSZKkjcUcbKAdMAeTJOlhz8lCkiRpuhbT9ptfA5wBfHC2D6yqa4BrZvuc+VJV1wMnzvc4JEmSJEmStFGZg/UxB5MkadPgNmSSJEmSJEmSJEmSJEnSmNhsvgcgSZIkSZIkSZIkSZIk6cHhZCFJkiRJkiRJkiRJkiRpTDhZSJIkSZIkSZIkSZIkSRoTThaSJEmSJEmSJEmSJEmSxoSThSRJkiRJkiRJkiRJkqQx4WQhSZIkSZIkSZIkSZIkaUw4WUiSJEmSJEmSJEmSJEkaE04WkiRJkiRJkiRJkiRJksaEk4UkSZIkSZIkSZIkSZKkMeFkIUmSJEmSJEmSJEmSJGlMOFlIkiRJkiRJkiRJkiRJGhNOFpIkSZIkSZIkSZIkSZLGhJOFJEmSJEmSJEmSJEmSpDHxf6l+QCvBFYamAAAAAElFTkSuQmCC\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": "2021-10-08T12:05:15.264945Z",
     "iopub.status.busy": "2021-10-08T12:05:15.262263Z",
     "iopub.status.idle": "2021-10-08T12:05:15.342755Z",
     "shell.execute_reply": "2021-10-08T12:05:15.343286Z"
    }
   },
   "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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