4 - Duration Analytics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Runtime Duration of UAT data\n",
    "Analytics on Runtime data of the UAT reports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pathlib import Path\n",
    "from IPython.display import display\n",
    "\n",
    "# prep the environment\n",
    "data_dir = Path.cwd() / \"data\"\n",
    "data_file = data_dir / \"uat_data.pkl\"\n",
    "\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 1427 records.\n"
     ]
    }
   ],
   "source": [
    "# load the UAT runtime data\n",
    "if data_file.exists():\n",
    "    uat_df = pd.read_pickle(data_file)\n",
    "    print(f\"Found {len(uat_df)} records.\")\n",
    "else:\n",
    "    print(f\"Processed data file missing ({data_file}), please run the Data Prep notebook first.\")\n",
    "    exit(-1)\n",
    "\n",
    "# create time based DataFrame\n",
    "time_df = uat_df.set_index('StartTime')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overview\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 706x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "cplot = sns.catplot(x='Agency', y='DurationTotalSec', hue='ReportName', data=time_df, alpha=0.5)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Runtime Split\n",
    "\n",
    "What proportion of the total runtime is spent Retrieving, Rendering, and Processing the reports.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_cols = ['DurationTotalSec', 'DurationDataRetrievalSec', 'DurationRenderingSec', 'DurationProcessingSec']\n",
    "time_duration_tidy_df = time_df.melt(['User', 'ResultStatus', 'ReportName'], var_name='DurationType', value_name='DurationSec', value_vars=time_cols)\n",
    "fig, ax = plt.subplots(figsize=(8,6))    \n",
    "sns.barplot(x='DurationSec', y='DurationType', data=time_duration_tidy_df, palette='Spectral', ci=None)\n",
    "for i, tcol in enumerate(time_cols):\n",
    "    val = time_duration_tidy_df[time_duration_tidy_df['DurationType'] == tcol]['DurationSec'].mean()\n",
    "    if val > 5:\n",
    "        offset = val - 5\n",
    "    else:\n",
    "        offset = val + 1.5\n",
    "    ax.text(offset, i + 0.05, f\"{val:.2f}s\")\n",
    "plt.title('Average Time (s) in each report processing stage')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interactivity\n",
    "\n",
    "What proportion of the total runtime is spent on Interactive vs Scheduled report.\n",
    "This will likely only change significantly once we have regular users.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_cols = ['DurationTotalSec', 'DurationDataRetrievalSec', 'DurationRenderingSec', 'DurationProcessingSec']\n",
    "time_duration_df = time_df.melt(['RequestType', 'ReportName'], var_name='DurationType', value_name='DurationSec', value_vars=time_cols)\n",
    "# fig, ax = plt.subplots()    \n",
    "bplot = sns.barplot(x='DurationSec', y='RequestType', data=time_duration_df, palette='Spectral', ci=None)\n",
    "for i, tcol in enumerate(time_duration_df['RequestType'].unique()):\n",
    "    val = time_duration_df[time_duration_df['RequestType'] == tcol]['DurationSec'].mean()\n",
    "    if val > 5:\n",
    "        offset = val - 3\n",
    "    else:\n",
    "        offset = val + .5\n",
    "    # ax.text(offset, i + 0.05, f\"{val:.2f}s\")\n",
    "    bplot.text(offset, i + 0.05, f\"{val:.2f}s\")\n",
    "plt.title('Average Time (s) in each report processing stage')\n",
    "# bplot.text(0.5, 1, 'Average Time (s) in each report processing stage')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stats about runtime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1427.000000\n",
       "mean       33.218046\n",
       "std        90.267726\n",
       "min         0.000000\n",
       "25%         0.096500\n",
       "50%         1.382000\n",
       "75%        26.185000\n",
       "max      1827.589000\n",
       "Name: DurationTotalSec, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(uat_df['DurationTotalSec'].describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observation:\n",
    "It's not until the 75th percentile that we get to the sample mean which makes me think that there are several outliers that are dragging the averages.\n",
    "\n",
    "See the same stats, this time only the queries that had a successful result, and only those from actual UAT users:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successful runtimes\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count    1030.000000\n",
       "mean       31.972663\n",
       "std        80.515022\n",
       "min         0.000000\n",
       "25%         0.110250\n",
       "50%         1.285000\n",
       "75%        21.225500\n",
       "max       812.567000\n",
       "Name: DurationTotalSec, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FAILED runtimes\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count      39.000000\n",
       "mean      143.797949\n",
       "std       287.049870\n",
       "min        11.817000\n",
       "25%        53.565000\n",
       "50%        75.587000\n",
       "75%       125.777500\n",
       "max      1827.589000\n",
       "Name: DurationTotalSec, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# build the list of actual UAT users, successful runs\n",
    "print(\"Successful runtimes\")\n",
    "live_df = uat_df[uat_df['ResultStatus'] == 'rsSuccess']\n",
    "live_df = live_df[live_df['Agency'] != 'DARe']\n",
    "display(live_df['DurationTotalSec'].describe())\n",
    "\n",
    "# build the list of actual UAT users, with unsuccessful runs\n",
    "print(\"FAILED runtimes\")\n",
    "user_fail_df = uat_df[uat_df['ResultStatus'] != 'rsSuccess']\n",
    "user_fail_df = user_fail_df[user_fail_df['Agency'] != 'DARe']\n",
    "display(user_fail_df['DurationTotalSec'].describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, that skews the data more towards normal, although not totally.\n",
    "And most reports ran in under 1.3s."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A 2.0s runtime is the 53.6th percentile\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import percentileofscore\n",
    "num_seconds = 2.0\n",
    "print(f\"A {num_seconds:.1f}s runtime is the {percentileofscore(live_df['DurationTotalSec'], num_seconds):.1f}th percentile\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a map of the relationship between Row Count and Data Retrieval , for all the reports that aren't classed as \"Fast\" (ie under 2s).\n",
    "\n",
    "As you can see, there are two spikes of long running reports in the 10-12k rows range:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZwoYNGzj++ONjfn033HADTzzxBNnZ2Vx//fXdbpOUlMS//Mu/8PLLL3e6ympoaODqq68mOzubWbNmMWXKFG6++eYez3XdddeRkZFBXl4eN954IxdccAHPP/98+4f0xz/+MY8++igZGRlcffXVXHzxxZ32/+53v8sVV1xBVlYWjz/+ODfeeCMtLS1MnTqVBQsWcNZZZ8X8ugFycnL48pe/zF133QXAPffcw8EHH8yCBQvIzMzktNNOY/PmzQDMmzePSy65hDlz5pCVldX+FbM3M2fO5Omnn+YHP/gBOTk5zJw5k3vvvZdodN8XmUsvvZSXX36ZCy+8kPj4fVlev/zlL7njjjvIyMjgrrvu4qKLLor5dX3729/m+9//PllZWfz4xz/ue4deZGRk8OKLL7Jy5UqmTZtGfn4+t9xyC62trYBzxXfCCSd0u++UKVN49tln+clPfsKUKVP40Y9+xLPPPsvUqVO73b43g/ld33777cyfP58jjzySoqIijjnmGG6//XYAlixZwvXXX8/JJ5/c/rsH5zPfVTQa5ac//SnTpk1j8uTJvP766+0XARdeeCHf+c53uPTSS8nIyOD888+npqaGww8/nJtuuomFCxeSl5dHSUlJj+9XX+/1cJNYvzKNRvPnz9d169aNdDWMGZQzzjiDn//85xx22GEjXZUhsXHjRgoLC2ltbe30B28c67E9ybrKGjPCXnzxxTEfXJ966ilaW1upra3llltu4ZxzzpkowbVXFmCNMYN2//33k5uby0EHHURcXNyI3VQabexPjDFm0J5//vmRrsKoZFewxhjjEQuwxhjjEQuwxhjjEQuwxhjjEQuwxhjjEQuwxhjjkTEdYDdVNHLJ8rdYs6lypKtijDH7GdMBNt4nVDYGuOOZDRZkjTGjzpgOsACpifEkxAn3rx2akY+MMWaojPkAC5CSEMeuWn/fGxpjzDDyNMCKyNdFZIOIlIrIChFJFpEDReRtEdkmIo+JSKK7bZK7vM1dPzvW87SEIszITvXqZRhjzIB4FmBFZDpwPTBfVQtxpn/5InAPcJ+qHgzU4szBhftY65bf527XJ38wTCiiXLNozlC/BGOMGRSvmwjigRR3rvtUoBw4BXjCXf8wcL77/Dx3GXf9qdLHvB2RqJKbkcxd5x7BSfNyh7zyxhgzGJ6NpqWqu0Xkx8AnQAvwIrAeqFPVsLvZLvZNdjgdKHP3DYtIPTAFZw6vbh2an8GKZQs8egXGGDM4XjYRZONclR4ITAPSgP7NR9L9cZeJyDoRWdfXbKXGGDOSvGwiOA3YoapVqhoC/gScAGS5TQYAM3Bnk3UfZwK46ycB1V0PqqrLVXW+qs5vmwTNGGNGIy8D7CfAAhFJddtSTwU+BF4DvuBucwXwtPv8GXcZd/2rOpYnDDPGTHieBVhVfRvnZtV7QIl7ruXALcA3RGQbThvrb91dfgtMccu/AdzqVd2MMWY42KyyxhgzODarrDHGDDcLsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xELsMYY4xHPAqyIHCoi73f4aRCRG0Vksoi8JCJb3cdsd3sRkf8WkW0i8oGIHONV3YwxZjh4FmBVdbOqHq2qRwPHAn7gKeBW4BVVnQu84i4DLAHmuj/LgF95VTdjjBkOw9VEcCrwkaruBM4DHnbLHwbOd5+fBzyijreALBEpGKb6GWPMkBuuAPtFYIX7PE9Vy93nFUCe+3w6UNZhn11uWSciskxE1onIuqqqKq/qa4wxg+Z5gBWRROBc4I9d16mqAtqf46nqclWdr6rzc3JyhqiWxhgz9IbjCnYJ8J6q7nGX97R99XcfK93y3cDMDvvNcMuMMWZMGo4Aewn7mgcAngGucJ9fATzdofzLbjbBAqC+Q1OCMcaMOfFeHlxE0oDTgWs6FP8QeFxEvgLsBC5yy1cBxcA2nIyDq7ysmzHGeM3TAKuqzcCULmXVOFkFXbdV4Fov62OMMcPJenIZY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHLMAaY4xHPA2wIpIlIk+IyCYR2SgiC0Vksoi8JCJb3cdsd1sRkf8WkW0i8oGIHONl3YwxxmteX8H+HHheVecBRwEbgVuBV1R1LvCKuwywBJjr/iwDfuVx3YwxxlMxBVgR+f9EZFKH5SwROb+PfSYBi4DfAqhqUFXrgPOAh93NHgbajnMe8Ig63gKyRKSgX6/GGGNGkVivYO9U1fq2BTdQ3tnHPgcCVcCDIvIPEfmNiKQBeapa7m5TAeS5z6cDZR323+WWGWPMmBRrgO1uu/g+9okHjgF+paqfAZrZ1xwAgKoqoDHWAQARWSYi60RkXVVVVX92NcaYYRVrgF0nIj8VkYPcn58C6/vYZxewS1XfdpefwAm4e9q++ruPle763cDMDvvPcMs6UdXlqjpfVefn5OTEWH1jjBl+sQbYrwFB4DFgJRAAru1tB1WtAMpE5FC36FTgQ+AZ4Aq37Argaff5M8CX3WyCBUB9h6YEY4wZc8T5lh7jxiJpqtrcj+2PBn4DJALbgatwgvrjwAHATuAiVa0REQF+AZwF+IGrVHVdb8c/tPBoPeb6X1NW62dmdirXLJrDSfNyY349xhgzBKTHFbEEWBE5HidQpqvqASJyFHCNqv7H0NWx/zJmHKrHff1+UhLiaAlFCEWUu849woKsMWY49Rhg+7pR1eY+4Eycr/Go6j9FZNEQVGxQRCA10XkJqYnx+INh7l+73QKsMaZXazZVcv/a7Z5/+425o4GqlnUpigxxXfrNJ53/cKQkxLGr1j9CtTHGjAVrNlVyxzMbqGwMkJWSQGVjgDue2cCaTZV979xPsQbYMreZQEUkQUS+idMra0RFuzRvtIQizMhOHaHaGGPGgvvXbichTkhNjEfEeUyIE+5fu33IzxVrgP03nKyB6cCnwNH0kUUwHFTBHwyjqviDYUIR5ZpFc0a6WsaYUays1k9KQlynMq++/cbUBquqe4HLhvzsgzQtK4XcjGR21fqZYVkExpgYzMxOpbIx0H7/Brz79ttrgBWRq4E1qrrVTaP6LXABTnrVlar63pDXqB8ykuNZsWzBSFbBGDPGXLNoDnc8swF/MNwpA8mLb799NRHcAHzsPr8EZ0SsOcA3cEbKMsaYMeWkebncde4R5GYkU98SIjcj2bP0zr6aCMKqGnKfn40z2lU18LKI/GjIa2OMMcPgpHm5w9Kc2NcVbFRECkQkGaer68sd1qV4Vy1jjBn7+rqCvQNYB8QBz6jqBgARWYzT9dUYY0wPeg2wqvqsiMwCMlS1tsOqdcDFntbMGGPGuL6yCP6lw/PuNvnTUFfIGGPGi76aCM7pZZ1iAdYYY3rUVxPBVcNVEWOMGW9iHU0LEVkKHAEkt5Wp6l1eVMoYY8aDWGeV/TXOTa2v4Yx9eCEwy8N6GWPMmBfrYC/Hq+qXgVpV/R6wEDjEu2oZY8zoF45Ee10fa4BtcR/9IjINCAEFg6iXMcaMWapKbXOQXbUtvW4XaxvssyKSBdwLvIeTQfDA4KpojDFjT2MgRG1ziHC096tXiH24wrvdp0+KyLNAsqrWD6KOxhgzpgRCEaqbg7SGYp/MJaYAKyIf4EzX/ZiqfgS0DqyKxhgztoQiUWqagzS3hvu9b6xNBOfgZBE8LiJR4DHgcVX9pN9n9NBwTWRmjBn/olGl1h+kIeDMmjIQMd3kUtWdqvojVT0WuBQ4EtgxoDN6ZDgnMjPGjG/1LSHKav3Ut4QGHFyhH7PKisgsEfkWTlPBPOBbAz6rB4ZzIjNjzPjkD4Ypq/FT3dRKJDrwwNom1jbYt4EE4I/Ahao66qJWWa2frJSETmU2jbcxJhbBsNPO6g/2v521N7G2wX5ZVTcP6ZmH2HBOZGaMGR8ibe2sLaG+Nx6AWJsI6kTktyKyGkBEDheRr/S1k4h8LCIlIvK+iKxzyyaLyEsistV9zHbLRUT+W0S2icgHInJMf17INYvmEIqoTeNtjOmTqlLvD1FW4/csuELsAfYh4AVgmru8Bbgxxn1PVtWjVXW+u3wr8IqqzgVecZcBlgBz3Z9lwK9iPD4wvBOZGWPGrqbWMLtqW6hubiU6iBtYsYi1iWCqqj4uIt8GUNWwiMSebdvZecBJ7vOHgTXALW75I+rcsntLRLJEpEBVy3s6UGVDgCO/+wLNwQhpiXGcOi8HcLqZGWNMR4FQhJrmIIF+dBQYrFivYJtFZApu7BKRBUAsPbkUeFFE1ovIMrcsr0PQrADy3OfTgbIO++5yyzoRkWUisk5E1pXvqaQlFCHeB82tYZ56v5xNFfWWpmWMaReORKlsDPBpXcuwBleI/Qr2G8AzwEEi8jcgB/hCDPt9XlV3i0gu8JKIbOq4UlVVRPp1wamqy4HlAMkFczXe5/yNUJw3rr4lzIxsJ03LHwxz/9rt1kxgzAQUjSr1LSHqBpnLOhixjkXwnjuT7KE448FuVtU+W4ZVdbf7WCkiTwHHAXvavvqLSAHQdom5G5jZYfcZbllM2t6/jqlrlqZlzMTUnwFZvNRrE4GInOI+/gtwLk6APQQ4p+OEiD3smyYiGW3PgTOAUpwr4Svcza4AnnafPwN82c0mWADU99b+uv/53BfUYW5GS9MyZmIJhCLsqvVT1dg64sEV+r6CXQy8SveTH/Y16WEe8JQ7G2088KiqPi8i7+KMafAVYCdwkbv9KqAY2Ab4gT7nA1MgHI3iE+eyGmBSSjyqSksoYmlaxkwQgxmQxUvSV9uEiPiAL6jq48NTpdgdcEihZl36k05ZBBUNQXbV+plhg70YM+4NxYAsgzUnJ116WtdngAUQkXUd8lhHjfnz5+u6detGuhrGmGGmqjQEwtT5g0MyZsBg9BZgY80ieFlEvokzTGFzW6Gq1gyybsYY0y/+YJjqpiChPubDGg1iDbAXu4/XdihTwBo4jTHDojXsdBRoCQ5vLutgxBpgD1PVQMcCEUn2oD7GGNNJJKrUNAdpDHg3ZoBXYu3J9fcYy4wxZkioKnX+IGU1/jEZXKGPK1gRycfprpoiIp9hXzZUJmAJpsYYTzS1hqltHhvtrL3pq4ngTOBKnF5VP+1Q3gDc5lGdjDET1EgMyOKlXgOsqj4MPCwiF6jqk8NUJ2PMBBOORKnxB2kKjK6OAoMVaxvs3wYy4LYxxvQm6t7AKqttGXfBFWIPsA8y8AG3jTFmPw2BELtqW6jzB0esF5bXYg2wU92uslFwBtwGxkcjiTFmWLUEnQFZ9o6SAVm8FGse7EAH3DbGGMCZubXWP/oGZPHSYAbcvtCzWhljxo1I1MlnHckBWUaKpwNuG2MmtvqW0KgYkGWkxNoGi6qGVXWDqpYCJ4nISx7WyxgzhrUEI5TV+Kluap2wwRVimNFARLaISJOI/EFEikRkHfBD+jmttjFm/AtFouxpCFBe3zLme2ENhb6aCH4CLAPeBJa4j7eq6i+8rpgxZuyIRpW6lhD1IzjB4GjUV4BVVV3jPv+ziOy24GqM6Wi0TDA4GvUVYLO6TG4Y33FZVXubk8tzjYEwlyx/i7JaPzNtihhjhlUgFKG6OUjrOBk3wAu9ThkjIg/2sq+q6r8OfZVil1QwVw/8yn+Tl5lEfJyPUES569wjLMga46FIVKlubh2XXVsHYsBTxqhqnzO7jiQBWiNRdta0kBzvIzstgfvXbrcAa4wHVJWGljC1/iBRa2eNSawdDRCRpcARQPtMBqp6lxeVipW6/wjQGo6ytzFIKNI4klUyZlwaS/NgjSYxBVgR+TXOANsnA78BvgC842G9Ytd2ca7O82DYPgDGDJVgOEpNcxB/0JoDBiLWjmstol0AACAASURBVAbHq+qXgVpV/R6wEDjEu2rFTtX5aZMY12NziDEmRtGoUt3Uyu66FguugxBrE0GL++gXkWlANVDgTZUGLj0pjrl5mSNdDWPGtIZAiNrmidu9dSjFegX7rIhkAfcC7wEfAyti2VFE4kTkHyLyrLt8oIi8LSLbROQxEUl0y5Pc5W3u+tn9eSEKNAQiLJwzuT+7GWNcgVCE3XUt7G2c2N1bh1KsAfZHqlrnThszC5gHfD/GfW8ANnZYvge4T1UPBmqBtpkRvoLTBHEwcJ+7XcwEyElP5M3tNf3ZzZgJLxyJUtkQ4NO6FstpHWKxBtg3256oaquq1ncs64mIzACW4twYQ0QEOAV4wt3kYeB89/l57jLu+lPd7fs4hxNcRWBqehK7av2xvSJjJrhoVKltm65lAo3ROpy8nrb7Z8C3gAx3eQpQ586IALDLPT7uYxk4I3eJSL27/d7eTtB2gytOhJZQhBnZNpu4MX2x7q3DY6DTdjfSx7TdInI2UKmq60XkpEHUsetxl+EMQENcZk57uU8gFFGuWTRnqE5lzLgTCEXY29Rq6YzDxMtpu08AzhWRYpzOCZnAz3HGN4h3r2JnALvd7XcDM4FdIhIPTMLJVuhap+XAcoDkgrkqODe44n0+6yZrTA9CESefdSJN1zIaxDqjwZP97cmlqt8Gvg3gXsF+U1UvE5E/4nRUWAlcATzt7vKMu/ymu/5VjWHcs9TEOKamJxJVLLga00U0qtRO0OlaRoOYbnK5PbkuBr6G0w57IU42wUDcAnxDRLbhtLH+1i3/LTDFLf8GcGtfB0pOiGNOTjrxcT5rezWmi4ZAiLJav43R6pFwJMobW3u9RRRzR4PjVfVIEflAVb8nIj8BVsdaEXdM2TXu8+3Acd1sE2AAEyn6g2FrezWmA2tn9dYnNX5Wl5Tz4od7qPWH+PLxs3vcdkz35IpEldyMZBsH1hicK6qa5qClXHmgJRRh7ZYqVpWUU7K7ob28rzzSWANs155cCjwwoJoOoUPzM1ixbMFIV8OYEWXTtXhDVdm8p5FVJRW8uqkSf3BfJ4y8zCSWFOZz5hH5vR6j1wG3u91BJAlIdjsbjKj0GYfqOXc8bFewZsJqCISos3zWIdXQEuLljXtYVVrB9qrm9vKEOOHzB0+luKiAzxyQhc/tBzXgAbcBRGQKcClO91hwur0+OpgXMFTifUJlY4A7ntnAXVgWgZk4WoIRqputnXWoRFV5/5M6VpVW8NetVYQi+y48D5yaRnFRPqcdlseklIR+HbevnlyHAa8CLwD/wGly+Cxwm4icoqqb+vtChlpqYjz+YNhmMjATgo3POrSqGlt5fkMFz5dWUF4faC9PTYzjlHm5LCnMZ15+BjH02u9WX1ewdwM3qOrjHQtF5ALg/wEXDOisQywlIc7GIDDjWiSq1DQHaQyERroqY144EuXv26tZXVLBux/X0HHgsMJpmSwpKuCkQ3NISYgb9Ln6CrBFqvqFroVux4MfDPrsQ8TGIDDjlapS3xKizh+yebAGqWt6VZvs1AROPzyP4sICDpgytHGkrwDbPMB1w8byYM141dQaprbZ5sEajJZQhNc3V7G6tHN6lU9g/uzJLC0qYOGcycTHxTqwYP/0FWBzReQb3ZQLkNNN+bCyPFgzHgVCEaqbgzY26wCpKpsqGlldun96VcGkZM4qzOesI/LJyUjyvC59BdgH2DfUYFe/GeK69JvlwZrxJBSJUmsdBQas3k2vWl1Swfa9ndOrTpybQ3FhPkd3SK8aDn2NpvW94aqIMROVDcgycFFV/vFJHatKynlj295O6VVz3PSqUweQXjVUYp22Owe4GpjdcR9V/VdvqmXM+KeqNATC1PltgsH+qmwI8MKGPawuraCiYf/0quKifA7NG3h61VCJtavs08BfgZcBaxgyZpD8wTDVTXYDqz9CkShvflTNqpJy3v24lo5/koqmZ1JcVMCiQ4YmvWqoxBpgU1X1Fk9rMgCbKhq5ZPlbdpPLjBmt4Qg1zUFagnadEqud1c2sKqngpQ/3UNfSOb3qjMPzWOJBetVQ6c9gL8WqusrT2vSTdZU1Y4V1FOiflmCENZsrWVVawYZPO6dXHXfgZJYUepteNVRiDbA34HSPDQJtnxBV1UxvqhU76yprRjPrKBA7VWVjeSOrSst5bVMVLaHO6VVto1cNR3rVUIl1ypieUrVGBesqa0Yj6ygQm3p/iJc27mFVSTkfV+/7fzyS6VVDJdYrWETkXGCRu7hGVZ/1pkqxC4QibK9qIiM5ngOnpo90dYwBnM9lTXOQgHUU6FFUlfd21rKqpIK/fdQ5veqgnDSWFBZw2mG5ZI5QetVQiTVN64c4o2j9n1t0g4ic4E5sOGIUaA5G8AcjXHrcASNZFWOcGQX8QZoC1lGgJ3saAjxfWsHzGyrY09DaXp7mplctPbKAubnpI55eNVRivYItBo5W1SiAiDyMM3zhiAbYNgr8cf0urj/tkJGuipmAolG3ndVmFOhWKBLl72561br90qsmsbQon0WH5JA8itKrhkrMTQRAFlDjPp/kQV0GZVdtS98bGTPEbEaBnn1c3czqkgpe/HAP9V3Sq848Ip8lhfnMnDw606uGSqwB9r+Af4jIazgDvSwihmm1h5NdN5jhZDMKdK8lGOG1zZWsKqngw/L906uKCwtYMAbSq4ZKrFkEK0RkDU47LMAtqlrhWa0GYHy02JjRLhiOUusP0mwDsrTrLb1qWta+9Kqp6WMnvWqo9DVlzDxV3SQix7hFu9zHaSIyTVXf87Z6sUtOmBh/Ec3IsAFZ9lfvD/Gim161s0t61aK5ORQX5XPUzLGZXjVU+rqC/QawDPhJN+sUOGXIa2TMKGIDsnQWiSrvfeKmV23bSzjaOb2quMhJr8pIHtvpVUOlr+EKl7lPl6hqoOM6EUn2rFYDYG1hZqjZgCz7VLSlV5VWUNnYIb0qKY5T5+VRXJTPIXmjuj/SiIj1JtffgWNiKGvnBuC1QJJ7nidU9U4RORBYCUwB1gNfUtWgiCQBjwDHAtXAxar6cawvxC4uzFCxAVkcwfC+9Kr1OzunVx01YxJLigpYNHfquEyvGip9tcHmA9OBFBH5DPvuJWUCfeVXtAKnqGqTiCQAb4jIapxmh/tUdaWI/Br4CvAr97FWVQ8WkS8C9wAXx/xCfBO3nccMDRuQxbFjbzOrS8t5ccMeGjp0mpiclsiZR+SxpDDfJhmNUV9XsGcCVwIzgJ92KG8EbuttR3XuBDS5iwnuT1u77aVu+cPAd3EC7Hnuc4AngF+IiGiMdxTyMhJj2cyY/diALE5zyGubqlhVWs7G8sb2cp/AgjlTWFKYz4I5U4izC5l+6asN9mHgYRG5QFWf7O/BRSQOpxngYOB/gY+AOlVt+7O4C+cKGfexzD1vWETqcZoR9nY55jKcG2/EZeYgAj4gI8UCrOm/iTwgi6ryYXkDq0oqeG1zJYHQvvdgoqdXDZVY82CfFJGlwBFAcofyu/rYLwIcLSJZwFPAvEHUte2Yy4HlAMkFczU1IY6p6Yk2UZzpl9ZwhOqmiTkgS50/yEsf7mFVSQU7a/alVyXG+1g0dyrFRQUcOWPShE6vGiqxDvbya5w215NxZpP9AvBOrCdR1Tq3F9hCIEtE4t2r2BnAbnez3cBMYJeIxON0x63u7bjJCXHMyUnHHwyTmzGqkhrMKBVpy2dtmVjtrJGosn5nLatKy/n7tupO6VUH56aztCifU+flkZ7cn97zpi+xvpvHq+qRIvKBqn5PRH4CrO5tB3eixJAbXFOA03FuXL2GE6BXAlfgzPcF8Iy7/Ka7/tW+2l8DoQhb9zSSkRzPfy49PMaXYiYqp511YuWzVtTvG72qa3rVafPyWGLpVZ6KNcC25cD6RWQazpVlQR/7FOC038bhNJM+rqrPisiHwEoR+T7OiFy/dbf/LfB7EdmGM6jMF/uqlAKBcJSIPxjjyzATUSAUYW/TxBk3wEmv2stzJRW81yW96uiZk1hS6KRXJVl6lediDbB/cdtR7wXew4ltD/S2g6p+AHymm/LtwHHdlAeAC2OsTyehKNz0+Pusv+OMgexuxqlQJEptc3DCtM/v2NvMcyXlvPxh5/SqKWmJnHFEHsWFBUzPThnBGk48fQZYEfEBr6hqHfCkiDwLJKtqvee164dq/8RqUzM9i0aVupYQ9RNgfFZ/MMyrm6pYVVLOpor906uKi/L53IGWXjVS+gywqhoVkf/FvRpV1VacTgTGjCoTZdwAVWXDp0561ZrNlQQ6NH1Mz0px06vymGLpVSMu1iaCV0TkAuBPsSb+GzOcJsK4AbX+IC9u2MPq0go+6ZJetfgQZ/SqI6dPGjfTrYwHsQbYa3C6uIZFJIDTZXZUTNvdJiPJhiuciILhKDXNQfzB8dnOGokq63bWsLqkgr99VN3pynxubjrFRQWcOi/X0qtGqXExbTfAJBsebUIZ7+OzVtQHWF1azvOle6hq2tcil54Uz2mH5VJcVMDBuTaT8mgXa0eDRd2Vq+raoa1O//nE+alqtptcE0VDIERt8/hrZw2Go/xt215n9KpP6jqtO3pmFsVF+Zx4sKVXjSWxfq+4ucPzZJw0q/WM8IDbPhGS4uOI2IRzE8J4zWf9qKqJ1SUVvLyxS3pVeiJnHZHPWYX5TM+y9KqxKNYmgnM6LovITOBnntSoHxQlqkpUoSAziUuWv0VZrZ+Z2alcs2gOJ83LHekqmiEQjjjtrOMpn7W5Ncxrmyt5rqSCzV3SqxbOmUJxUQHHHTjZ0qvGuIG2jO8CDhvKigyIOnfb0pLiaAlFqGwMkJWSQGVjgDue2cBdYEF2DFNV6vwh6sZJPmtbetVzJeW8vrmqU3rVjOwUigvzOeOIfCan2chw40WsbbD/w76ZsX3A0Tg9ukZUQpyPzxyQTW1zK3UtISrqAwQjURLjfGQkx3P/2u0WYMeoptYwNU1BwuOg+actvWpVSTlltS3t5UnxPk46NIclhfkUWXrVuBTrFey6Ds/DwApV/ZsH9emXQ/MzWLFsAcfe/SINgTA+hDgRwhGlujlIONLQ90HMqDJehhGMRJV3P65hVUkFb27vnF51aF4GS4ryOWVeLulJll41nsXaBvuwOzoWqlrlbZX6LxRxPrw+t71KxEnjCUbG/tfKiWK8TNdSXt/CandywL1N+wYhykiO57TD8iguzOcgS6+aMPqak0uAO4HrcJoGRETCwP/0Ndj2cEqM99ESjBBVRQRUAXXKzeimqjS0hKn1B8fsdC3BcJS/bt3L6tJy3uuSXvWZA7IoLizgxLlT7fM4AfV1Bft14ATgs6q6A0BE5gC/EpGvq+p9XlcwFjnpSTS0hNrTd5LifUzNSGT2FLtSGM3GevfWj6qaWOWmVzV2k161pDCfaZZeNaH1FWC/BJyuqu3zYqnqdhG5HHgRGPEAu2ZTJVVNrUQVEuKcJoJwVAlHlGsWzRnh2pnujOXurU2tYV7dVMnqkgo279mXXhXnEze9Kp/Pzrb0KuPoK8AmdAyubVS1yp2Ke8Tdv3Y7k1ISSEuMd5LQI1Hi44QpaYmWQTDKjNXurapKye56VpVU8PqWKlq7plcVFXDG4XmWXmX201eA7W2qgFExjUBZrZ+slAQaI/uuhuJE2NtkIyqOJmOxe2tNc5AXN1SwqrSCXZZeZQagrwB7lIh0l+skdJhddiTNzE5lx94mqpuD7WlawUiUcFRZs6nSrmJH2Fjr3hqJKu/sqGFVaTlvflRNx78Hh+ZnUFyYz8mWXmVi1OunRFVH9agSmyoamdrcSnWzczEtPieDQBAmpyVYR4MRNNa6t+6ua2mfHLC6u/SqonwOyrGbpqZ/xvSf4XifEIoqkaiS4BMiUSUxzkdORhLpSfHsqvX3fRAzpMZSO2trKMIb25zJAd8v65xedcwBWRQXFfD5gy29ygzcmA6wreFo+8juUVXmFUxqX+cPhpmRnTpSVZtw2vJZ61pGfzvrtsomnisp55WNlZ2usKemJ7Kk0Bm9qmCSpVeZwRvTATaqTjqWT5yZZasaA0xNT6IlFCFkaVrDprk1TE3z6M5nbWoN88rGSlaXlrNlT1N7eZxPOP6gKSwptPQqM/TGdIAFZwSaiLqDbjcFqWoKkpYYx1c/f6C1v3osGI5S3dxKS3B0jhugqnywu57V3aRXHTA5lSWF+ZxxRB7ZqZZeZbwx5gNsm6hCvMC8/AxaQhGeeG83R87IsiDrgdHezlrTHOSFDRWs7pJelRzvY/GhOSwtKuCIaZmWXmU8N24CLICgiAipifH4g2HLIvDAaM1nbU+vKinnze2d06vm5WdQXFTAyYfmkGbpVWYYefZpc2c9eATIw/kmv1xVfy4ik4HHgNnAx8BFqlrrDizzc6AY8ANXqmq/xpwNRWFTRQOJcT6mpidaFsEQCoQiVDcHaR1lwwj2lF6VmRzP6YfnUVxUwIFT00awhmYi8/LPeRi4SVXfE5EMYL2IvARcCbyiqj8UkVuBW4FbgCXAXPfnc8Cv3Md+aRsPdnddgINz7D/WYIUjUWr8QZoCoyeftTUU4a/u5IDvl9V3WnfsrGyKC/M5wdKrzCjgWYBV1XKg3H3eKCIbgenAecBJ7mYPA2twAux5wCPqNOq9JSJZIlLgHid2bc1qirWxDUI0qjQEQtT5Q6NmGMGtexpZVVqxX3pVTnoSZxXmWXqVGXWGpUFKRGYDnwHeBvI6BM0KnCYEcIJvWYfddrll/QqwgZBzp3hScvyY6UU0mqgqDYEw9f7QqJiupSkQ5pVNe1hVUsHWyn3pVfFt6VVF+cyfZelVZnTyPMCKSDrwJHCjqjZ0vKpUVRWRfl0eicgyYBlAXGZOj9vVB8JkpoyKAb/GjEb3inWk81lVlQ921fNcSTlrt+7tNI7BrMmpLCnK5/TDLb3KjH6eBlh3SMMngf9T1T+5xXvavvqLSAFQ6ZbvBmZ22H2GW9aJqi4HlgOkTDtEUxKcGWW7s6chMDQvZJzzB52OAiM9IMveplZe3LCH1aUV7K7rkF6V4OPkQ3NZUphv6VVmTPEyi0CA3wIbVfWnHVY9A1wB/NB9fLpD+XUishLn5lZ9v9tfu7A5uXrXGo5Q0xwc0Y4Ckajy1vZqVpVU8PaO/dOrlhYVcPK8HFITLb3KjD1efmpPwJkRoURE3nfLbsMJrI+LyFeAncBF7rpVOCla23DStK7q6wSK9noDxq5zuheORKn1h0Z0gsFdtX5Wl1bw4oY97aOhgaVXmfHFyyyCN+g5xp3azfYKXNu/k/QeRC3AdhaNKnUtIepbQiPSA6s1FGHtVie96p+79qVXCW56VVE+xx9k6VVm/BjT37sS4nx85oBs3tlRTXetAXZn2dGWGVDnH5keWFv2NLK6pIKXN+2huXVfc0RuRhJnuaNX5WeOivHbjRlSYzrAHpqfwYplCzj09tVoJNqp/c4n4LMAO2IjXTUFwry8cQ+rSivY1jW96uApFBcWcOysbPsjaMa1MR1gt1c18/l7XgWcwV46/leNqnOFNFGNxA2sqCr/LKtjdWlFt+lVxW56VZalV5kJYkwH2OZgmJqmVsLu1VnHL78+gbTEUT3jjSdG4gbW3qbW9tGrPq3blxqXnODjlENzKS4q4LCCDEuvMhPOmA6wIs5YsF3bX0UAhb3No2Li22ERjSr17g2s4ejaGo5EeXtHTbfpVYcXZFJclM9Jh1p6lZnYxvSnXxB8Ha6KBEhOcK5aw9HoiCfODwdVpbE1TF3z8HRtLatx0qte2FBBrX/fVfKklAROPzyXJYWWXmVMmzEdYLujqrRdwCXGje+vpE2tYWqH4QZWIBRh7ZYqVpVW8EGX9Kr5s7NZUljA8QdNsfQqY7oY0wHWCab7vpsqEHCvWhN9MDcvc4Rq5q3hGJtVVdnqTg746sZKmoOd06vaJgfMs/QqY3o0pgOsiBCOKm6TayfBKKDjq4kgFIlS0xyk2cNRwhoDIV7eWMmqknI+qmpuL4/3CSccPJXionyOOcDSq4yJxZgOsKpKnM8Jst15++PaYa6RNyLuHFiNHs2BFVXl/bI6VpdUsHZrFaEOdw1nT0mluKiA0w/LY1KqjU5mTH+M6QCbGO9jbm46pZ82dLt+lE0b1W+qSp3fu8yAqsZ96VXl9fvSq1IS4jh5njM54Lx8S68yZqDGdID1iYzb//yNgRC1HmQGhCNR3tpew6rSct7ZUdPpj9AR0zIpLsznpENzSZmAOcTGDLUxHWADoQjbq5r63nAM8eoGVm/pVWccnkdxUT6zplh6lTFDaUwHWIVOd7fHMi8mFwyEIry+pYpVJRWU7O6cXvXZ2dksKXLSqxLiLL3KGC+M6QDbl7HQeKDq9MAaqskFVZUte5pYVVLOq5s6p1flZSZRXFjAmUfkkWvpVcZ4btwF2A6TyjIje3TPMDqUI101tDjpVatLO6dXJcQJnz94KsVFBXzmgKxOPd+MMd4adwG27RowKd7H3ecVjmhdejJUI11FVXn/kzpWlVbw1y7pVQdOTaO4KJ/T5ll6lTEjZdwFWHCuYoPhKB/squOkebkjXZ12bfmsDS2DG+mqqrGV5zdU8Hw36VWnHuZMDmjpVcaMvHEZYJMT4ghHo/zmjR1cf9ohI10dZ0aBljC1/uCA21nDkSh/317N6pIK3v24c3pV4bRMlhQVcNIhOZZeZcwoMi4DLDjjwY6GDAN/MEx108DbWT+p8bO6pJwXP9zTKb0qKyXBnRzQ0quMGa3GXYBt+1Ic1ZEdcDsYdsYN8Af7n3bVEorw+uYqVpeWU7J7Xy81n8D82ZMpLspn4RxLrzJmtBt3ATbe54wFG1X46ucPHPbzhyJRav1Bmlsj/Ro3QFXZVNHI6tIKXt1Uib/D1Xd+ZjJLCvMtvcqYMWbcBdgoQlpCHF/9/IHD2v460MBa3xLi5Y17WF1Swfa9ll5lzHgyrgJsnE/46AfFw3rOgYx0FVXlvZ21rC6t4I1tezulV81x06tOPSyPSSmWXmXMWDauAqyqsmZT5bCkZg1kDqzKhgAvbNjD6tIKKhr2pVelJsZx6rxclhTlc2iepVcZM16MqwDrE+H+tds9DbD9nQMrFIny5vZqVpVUsK5LelXR9EyWFBaw+NAcUhIsvcqY8cazACsivwPOBipVtdAtmww8BswGPgYuUtVacS7Zfg4UA37gSlV9r7/nDEeVrZWNQ/MCutEYcMYMiCXl6pNqP6tKy3lxwx7qOnQsyE51Rq9aUljAAVNSPaurMWbkeXkF+xDwC+CRDmW3Aq+o6g9F5FZ3+RZgCTDX/fkc8Cv3sd9qmoZ+qu5YJxdsCUVYs7mK1SXlnQYB9wkcd+BklhQWsHDOZOItvcqYCcGzAKuqa0Vkdpfi84CT3OcPA2twAux5wCPq3CV6S0SyRKRAVcv7e96hHJ7aH3QGY+lt+u+29KpVJRW8trlzelXBpLb0qnxyMpKGsGbGmLFguNtg8zoEzQogz30+HSjrsN0ut2y/ACsiy4BlAHGZOZ5UMhCKUOvvfTCWen+IlzY6N6x2dEmvOnFuDsWF+Rxt6VXGTGgjdpNLVVVE+t0xX1WXA8sBkgrmDulEVa3hCLXNoR57X/WaXpWTRnFhPqcdlkempVcZYxj+ALun7au/iBQAlW75bmBmh+1muGX9tvDA7H7vEwxHqfMHaephOuw9DQGeL63g+Q0V7GlobS9PS4zjlHm5FBcVcEheuqVXGWM6Ge4A+wxwBfBD9/HpDuXXichKnJtb9QNpfwVYcc3xMW8bikSp84doat2/k0AoEuXvH1WzuqScdz+upePaoumZLC0qYNEhOSRbepUxpgdepmmtwLmhNVVEdgF34gTWx0XkK8BO4CJ381U4KVrbcNK0rvKqXuA0BdS7gbWrj6ubWV1SwUsf7p9edeYR+ZxVmM8Bk4cuveqd7TWsfLeM8oYWCjJT+OJnZ3LcnMlDdnxjzMiR/vSbH22SCuZqwRU/61Q2IzuFmdmpXLNozn4dDlqCEepbQqzZVNkpqP1/n5lGY2uYVSUVfFi+f3pVcWEBCzxIr3pnew0/f3Ur8T4hOcFHIBQlHFVuOGWuBVljxog5Oek9tg2Oq55cAHEClY0B7nhmA3cBJ83LxR8MU+sP0RqKtAe1OHHu+G+tbOS7f/mwUxPAcKVXrXy3jHiftPfiSkmIoyUUYeW7ZRZgjRkHxl2ALa9vZVpWMglxwi/XfMTc/Az+urmq/Yq1sSVEJKoEI9opqAq4N6zyOWrm8KRXlTe0kJnc+VeQnOCjoqHF83MbY7w37gJsMBJlZ7WfaZOS+KQ1zF83V/GzV7YQjiqBUAR/aP9OAz6BjKQ4vrP0sGGta0FmCtXNrZ3GIQiEouRnju7ZcI0xsRmXfTYVqGhoJTHOx89e2UplYyt7m4I0tXbuOJAQJyTGCT6BXjpreeaLn51JOKq0hCIozmM4qnzxszP73tkYM+qNywALEFH4pLaFioZA+whWXb/0i7jTfCskxg//W3HcnMnccMpcpqQl0RgIMyUtyW5wGTOOjLsmgq7agmp8nOATIRiOtre9RqNKQpyP9JR4pmeNzMSBx82ZbAHVmHFqXAfYvIxEWsNR6lvCbrfWfbe1BDhwalp7apR9LTfGDLVxHWBFhMmpiTS0hPfLGEiMFxoDYfItud8Y45FxHWArGlrJz0xCBBJ84rS5qtM0MD0rld9cMX+kq2iMGcfG7U2uNhUNrUxKSSDeJ0SjSrxPyMtM6nHELGOMGSrj+gq2TZ0/REFWMmmJzsttCUXITbMBsI0x3poQATYKVDW2kjoljkAoSlNrmASfcMkDb9kAK8YYz4z7JoI42Zeq1dQaJsEdsCUUVTKT46lubuXnr27lne01I1dJY8y4NO4DbESdHlvHzprMm98+jZyMJCalJJCaGI/gDLQS7xNWvlvW98GMMaYfJkYTgSrXLJoDwO66FrJSEhARoqpEo0pyQpwNawq+tAAADDJJREFUsGKMGXLj/go2KU7ISkloHxt2ZnYqLSFnTAKfCPFxPiLRKDOyU4nz2ZQvxpihM24DbLwPiqZPYsbkVObmZbaXX7NoDqGI4g8608T4g2HCUbju5IM5YHIqU9KSiPeN27fFGDOMxmUk8QHTs1LwB50usm3NA+AMwH3XuUeQm5FMfUuI3Ixk7jr3CE6al4uIMCk1gZmTU5iakdR+Q8wYYwZi3LXBxvsEH7CrLkBaYhxf/fyB+00dc9K83P3KOhIRMpMTyEiKp6k1zM9e2sLKd8toCUVISYjjomNn8KXjZ3v7Qnpgc3gZM3aMu0u0cFQJRpV4gdTEOJ54bzdrNlX2vWM3RIQH39jBQ2/upDUcId7nTJj48Fs7+f3fPx7aisegbbqb6uZWSzEzZgwYdwG2TTCiVDcHCYYj3L92+4CP85s3doAqUYVQBCJRQOHx9buGrrIx6jiHl6WYGTP6jdsAq4APZ8SsXbX+AR+nqTVMRCGqzjEVp2eYPxghOzVxWDMPyhtaSE7o/CuzObyMGb3GbYAFZ8aC1rCTgjVQPU5qLpCdlsjMbCfzYDgCbUFmCoEuc4rZHF7GjF7jOsBGVInzSacsgv7SHiJsW7nP52QeHDA5lSnp3qZ42Rxexowt4zbACk5HgmtPOqjXjIEhO58Ik1KcFK8cj1K8bA4vY8aWUZWmJSJnAT8H4oDfqOoPB3osBXLSEjhyRlZM26/ZVMn9a7dTVutnZnYq1yyaM6DALCJkJCeQkZyAPximzh8iEIr0uP3v//4xj6/fFXMKmM3hZczYIdrTd+BhJiJxwBbgdGAX8C5wiap+2NM+SQVzteCKn/V63IQ44WsnH8z1px3S4zZrNlVyxzMbSIhz7sy3hCJUNgTcr+A9H/vjHy7t9dxtAqEItf4gLcH/v72zj5GqOuPw85vZXXYXdBfE6Oo2Cg3WEGIRthZaNFSJX2lsbIximoi11LSaWGqNgZg08Q/T9CONMZqCqTSmaf2ora2aNlYFK4kVXFQURHSxGDEo1ZaPyirLzts/zhmYXWbuDiyXuVfeJ7m5Z9577zk/9gzvnHs+3jPU0f72+S3c/8I7FMSB3RYMFsw6rWHzbB3HOTQmnziu5gBMlroIzgH6zOxtM9sLPAh8Y7SZDgwa9zy7OXEu7LLn3qa5qBBhS2JX/wC7P012rodCa3ORro42ujraaG0u7rc/vHYrBUGxUKCgQjw3ZgqY4zhHniw52FOBygmdW6Nt1OwrlRLnwr773z20VTi+jz7eeySKPYi2liKndLZxckcrLU0F+gcG0bDfPon9wWgcx8k3WXKwdSHpekm9knoH9+ys65kxxULiXNjKCFsQXtPTpL2lie7x7YxtKR40S8GMIc7ecZz8kiUH+x5QOd+oO9qGYGb3mlmPmfUU2zvqyrijvTlxLuzwCFtHa+3Ad8+dTMlgsFTCrMRgqUTJ4MqZ3UdHgOM4qZIlB/siMEXSJEktwHzgsdFmOq6lQHOxmDgXdniErVOOH3lDxJvnTRmtNG6adwaLLphCe0sT+0qh5XrtbB/gcpzPCpmZRQAg6VLgTsI0reVmdkfS/ZWzCMqj8BDnwBZEe3OBaad2HtaUq7uefpO7V/axd3Do3+f41iYWzpmUOCthNJRKxq5PBtixZ4BShurGcZzqJM0iyJSDPVR6enqst7e30TJSYbBk7OwfYGf/AHmuI8f5rJPkYDO10MA5QLEgJoxt4fjWJnb0D7D7k33uaB0nZ2SpD9apQlOxwMRxY+ge38a4Vv89dJw8kesuAkm7gU2N1lEHE4EPGy1iBPKgEfKhMw8awXUeKT40s4urXch7k2iTmfU0WsRISOrNus48aIR86MyDRnCdRwPvInAcx0kJd7CO4zgpkXcHe2+jBdRJHnTmQSPkQ2ceNILrTJ1cD3I5juNkmby3YB3HcTJLbh2spIslbZLUJ2lxSmUsl7Rd0voK2wRJT0l6K57HR7sk3RX1vCppRsUzC+L9b0laUGGfKem1+MxdUgheWKuMGho/J2mlpNclbZD0g4zqbJW0RtK6qPP2aJ8kaXXM+6EYhwJJY+Lnvnj99Iq8lkT7JkkXVdirfidqlZGgtSjpZUlPZFjjllgnr0jqTaqPBtZ5p6RHJL0haaOk2VnTmDpmlruDEKtgMzAZaAHWAVNTKOc8YAawvsL2M2BxTC8GfhrTlwJ/I4RCmAWsjvYJwNvxPD6mx8dra+K9is9eklRGDY1dwIyYPo6wK8TUDOoUMC6mm4HVMc+HgfnRvhT4fkzfACyN6fnAQzE9Ndb3GGBS/B4Uk74TtcpI0Hoz8HvgiaTnG6xxCzBxmC1rdX4/sDCmW4DOrGlM3Vc1quBRiYbZwJMVn5cAS1Iq63SGOthNQFdMdxHm4gIsI2xxM+Q+4GpgWYV9WbR1AW9U2PffV6uMOvX+hbDtTmZ1Au3AS8CXCRPIm4bXK/AkMDumm+J9Gl7X5ftqfSfiM1XLqKGtG3gGOB94Iun5RmmM92zhYAebmToHOoB/Ecd5sqjxaBx57SJIbfeDOjjJzLbF9PvASSNoSrJvrWJPKiOR+Ip6NqF1mDmd8dX7FWA78BShNbfDzPZVyXu/nnh9J3DCYeg/IaGMatwJ3AqUNwxKer5RGiHs6/l3SWslXR9tWarzScC/gd/E7pZfSxqbMY2pk1cHmwks/ESmOg2j3jIkjQP+CCwys12Hk8doqKcMMxs0s+mEVuI5wJlpajpUJH0d2G5maxutpQ7mmNkM4BLgRknnVV7MQJ03EbrXfmVmZwMfE17Xs6QxdfLqYOva/SAlPpDUBRDP5d0Ua2lKsndXsSeVURVJzQTn+jsz+1NWdZYxsx3ASsKrcKek8pLtyrz364nXO4CPDkP/RwllDOerwGWSthA23TyfsI18ljQCYGbvxfN24FHCD1aW6nwrsNXMVsfPjxAcbpY0pk5eHWwqux/UyWNAeSRzAaHPs2y/Jo6GzgJ2xteUJ4ELJY2Po5kXEvrXtgG7JM2Ko5/XDMurWhkHEZ+9D9hoZr/MsM4TJXXGdBuhn3gjwdFeUUNnOe8rgBWxNfIYMF9hBH8SMIUw2FH1OxGfqVXGEMxsiZl1m9np8fkVZvatLGmMf7+xko4rpwl1tZ4M1bmZvQ+8K+kL0XQB8HqWNB4VGtX5O9qDMOr4JqEf77aUyngA2AYMEH6Rv0PoL3sGeAt4GpgQ7xVwT9TzGtBTkc91QF88vl1h7yH8x9gM3M2BhR9Vy6ihcQ7hFehV4JV4XJpBnWcBL0ed64EfR/tkgvPpA/4AjIn21vi5L16fXJHXbVHLJuLIcdJ3olYZI9T9XA7MIsiUxnjvunhsKOeTwTqfDvTGOv8zYRZApjSmffhKLsdxnJTIaxeB4zhO5nEH6ziOkxLuYB3HcVLCHazjOE5KuIN1HMdJCXewTqaRNKgQMWq9pMfLc2lHmefJkh6UtDkuNf2rpDOOhN6KMuZK+sqRzNPJH+5gnazTb2bTzWwa8B/gxtFkFielPwo8a2afN7OZhIArR3q9+lzAHewxjjtYJ0/8kxjQI674+Xls2b4m6apov0fSZTH9qKTlMX2dpDuArwEDZra0nKmZrTOzVQl5zlWMDRs/3y3p2pjeIul2SS/FZ85UCLrzPeCHsfV9bvp/GieL5H3bbucYQVKRsNzyvmj6JmGl0BeBicCLkp4DVgHnEpZLnkoIV0e0PQhMA2oFc6mV50h8aGYzJN0A3GJmCyUtBf5nZr84tH+p81nCW7BO1mlTCHFYDjv3VLTPAR6wEKHrA+AfwJeIDlbSVMLa93Lgj9nA8yOUVSvPkSgH2FlLiB/sOIA7WCf79FsIcXgaYb16Yh+shShTncDFQLlFeyWhNbmbsHZ/5iFq2MfQ/yutw65/Gs+D+FuhU4E7WCcXmNke4CbgRwph/VYBVykE8T6RsL3Pmnj7C8AiDjjYW+IZYAUwRgeCVCPprNhPWivPd4CpMTpWJ6GrYiR2E7bwcY5h3ME6ucHMytG4ribMBHiVEFFqBXCrhRB5EBxlk5n1EbammRBtWIhudDkwL07T2gD8hNAFUTVPM3uXsGfW+nh+uQ65jwOX+yDXsY1H03Icx0kJb8E6juOkhDtYx3GclHAH6ziOkxLuYB3HcVLCHazjOE5KuIN1HMdJCXewjuM4KeEO1nEcJyX+D8Osk9VwbDA4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x7200 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "splot = sns.lmplot(y=\"DurationDataRetrievalSec\", x=\"RowCount\", data=live_df[live_df.Speed != 'Fast'])\n",
    "splot.fig.suptitle('Row Count vs Data Retrieval time, on a log scale')\n",
    "splot.ax.set_ylim(-20)\n",
    "splot.ax.set_xlim(-20)\n",
    "# splot.ax.set_xscale('log')\n",
    "plt.show()\n",
    "\n",
    "splot = sns.lmplot(y=\"DurationDataRetrievalSec\", x=\"RowCount\", \n",
    "                   data=live_df, row='ReportName')\n",
    "splot.fig.suptitle('Row Count vs Data Retrieval time, on a log scale')\n",
    "# splot.ax.set_ylim(-20)\n",
    "# splot.ax.set_xlim(-20, 91000)\n",
    "# splot.ax.set_xscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Split of runtime duration frequency, by Agency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4fC9wppmZcy7mnPOC42VA5htwLteULN7ApOwQ0VD616YhTyIiIiKSb7kEimnA5qznW4JjQ7YJAkQnMAHAzE4xs5eB1cA/BK/nck3Jklkido8KhYY8iYiIiEieHfJJ2c65p5xz84GTga+YWdn+nG9mV5jZKjNb1dLScmg6WQC8oZaN1ZAnEREREcmzXAJFM9CQ9Xx6cGzINmYWAWqBtuwGzrlXgB5gQY7XzJx3u3NuoXNuYX19fQ7dPTwNzKEIhTBLhwpVKEREREQk33IJFE8Ds83sSDMrAS4GlgxqswS4LHh8IbDCOeeCcyIAZjYTmAu8keM1JYufNSk7868mZYuIiIhIvkX21cA555nZZ4DlQBj4qXPuZTO7FljlnFsC/AS408yagF2kAwLAqcDVZpYEUsCnnHOtAENdc4Tv7bCSmUMRDoY7RUKhgWFQIiIiIiL5ss9AAeCcWwosHXTsmqzH/cBFQ5x3J3BnrteU4WXPoYBMhUJDnkREREQkv7RTdoHYPeQp/SuLhEJaNlZERERE8k6BokDsnpSdrlBEw5qULSIiIiL5p0BRIPzBcyg0KVtERERExgAFigLxpgpFKERSFQoRERERyTMFigKRmUOxR4VCcyhEREREJM8UKApE9sZ2mX815ElERERE8k2BokBkKhRBntCysSIiIiIyJihQFIjd+1BkKhQa8iQiIiIi+adAUSB8F1Qo0lMoiIRDqlCIiIiISN4pUBQIP5UiEjLMgknZqlCIiIiIyBigQFEgvJQbWOEJ0hWKpCZli4iIiEieRfLdAcmN77uBPSgAoiHtlC0iIiIyWp555plJkUjkx8ACiuuP8ingJc/zPn7SSSftHKqBAkWBGFyhCIdsYOUnERERETm0IpHIj6dMmXJsfX19eygUKpovYalUylpaWuZt3779x8D5Q7UppnRV0PyUIxLe/euKhrVTtoiIiMgoWlBfX99VTGECIBQKufr6+k7SlZmh24xif+QgvHkOhWljOxEREZHREyq2MJER3PewuUFDngpEZpWnjLBWeRIREREpOps2bYp86lOfmvHCCy9U1NTU+FVVVf6LL75YOXPmzPi2bdtKqqqq/Orqar+urs574okn1o1GnxQoCsTgCkU0pH0oRERERIpJKpXi/PPPn/XBD36w7YEHHtgA8OSTT5Z3dnaGzz333J73ve99jYsWLer86Ec/2j6a/VKgKBB+as9VniJhVShEREREiskDDzxQHYlE3Je+9KWWzLF3vOMdffnsEyhQFIw3VSjCIc2hEBEREcmDL977QsO67d0VI3nNOVOqY/9x4fGb99bmxRdfLD/++ONjI/m+I0GTsguE77952VjtQyEiIiIi+aYKRYFIVyh2579I2LRTtoiIiEge7KuScKgcd9xxfb/97W/H5+O990YVigKRcoN3yg5pYzsRERGRIrJ48eLuRCJh3/ve9yZmjj311FPly5Ytq8pnvxQoCsRwO2U7p1AhIiIiUgxCoRBLlix5bcWKFTUNDQ0LZs2aNf/LX/7ytGnTpiXz2S8NeSoQg/ehiIbTj5O+oyRiw50mIiIiIoeRxsbG5NKlSzcM9dp99933xih3B1CFomB4/uCdstO/Ou1FISIiIiL5lFOgMLNzzexVM2sys6uHeL3UzO4JXn/KzBqD42eZ2TNmtjr4911Z5/whuObzwc+kkbqpw5E/aMhTplqR1F4UIiIiIpJH+xzyZGZh4BbgLGAL8LSZLXHOrclqdjnQ7pybZWYXA98FPgC0Aoudc1vNbAGwHJiWdd6lzrlVI3QvhzUv5agIZ63yFAQKTcwWERERkXzKpULxNqDJObfBOZcA7gYuGNTmAuCO4PG9wJlmZs6555xzW4PjLwPlZlY6Eh0vNn7KEc6aKjEw5El7UYiIiIhIHuUSKKYB2WvtbmHPKsMebZxzHtAJTBjU5n3As865eNaxnwXDnb5mZppZvBf+4H0oggqFdssWERERkXwalUnZZjaf9DCoT2YdvtQ5dxxwWvDzoWHOvcLMVpnZqpaWlkPf2THKT+25D8XuCoUChYiIiIjkTy6BohloyHo+PTg2ZBsziwC1QFvwfDrwG+DDzrnXMic455qDf7uBu0gPrXoT59ztzrmFzrmF9fX1udzTYclLpfaYlD2wbKxWeRIREREpCuFw+KS5c+fOmzVr1vxjjjlm3te//vXJvu/v0eZjH/tYw6RJk96SffwHP/jBhPHjxx8/d+7ceUceeeT8b37zmyO6GFIugeJpYLaZHWlmJcDFwJJBbZYAlwWPLwRWOOecmY0DHgSuds6tzDQ2s4iZTQweR4FFwEsHdyuHt5Rj0CpP6V+dJmWLiIiIFIfS0tLU2rVr1zQ1Nb28YsWKdY888kjtP//zPx+Red33fZYtWzZu6tSpiaVLl1Znn7t48eL2tWvXrnnyySfX3nTTTVObmpqiI9WvfQaKYE7EZ0iv0PQK8Gvn3Mtmdq2ZnR80+wkwwcyagCuBzNKynwFmAdcMWh62FFhuZi8Cz5OucPzXSN3U4cgbtLFdeGDZWFUoRERERIrNtGnTvB//+Mdv/OxnP5uUCkasPPjgg9WzZ8/u+/jHP95y11131Q113pQpU/wZM2bEN2/eHAXYunVr5Jxzzjl6wYIFxy5YsODYhx9+uHJ/+5LTTtnOuaXA0kHHrsl63A9cNMR53wa+PcxlT8q9m+L7jtAQQ540h0JERERklP320w3sXFMxotecNC/Ge27ZvO+Gu82bNy/h+z7Nzc2RhoYG76677qp7//vfv+uSSy7p+Na3vjUtHo9baWnpHl8W169fXxKPx0OnnHJKH8AnP/nJhiuvvHLHOeec07N+/fqSc845Z/aGDRte3p9+5BQoJP98N8ykbA15EhERESl6/f39tmLFitof/ehHm8ePH5864YQTev/nf/6n5pJLLukE+N3vfjd+zpw5Va+//nrZddddt6miosIBrFy5smb9+vXlmev09PSEOzs7Q7W1tTkPg1GgKBDD7ZStfShERERERtl+VhIOlTVr1pSEw2GmTZvm3X333bXd3d3hBQsWzAfo6+sLlZWVpTKBYvHixe2/+MUvNj322GMVixcvnvP+97+/Y8aMGZ5zjmefffaVTMA4EKOybKwcPG+4QKEKhYiIiEjR2bp1a+QTn/jEzI9+9KM7Q6EQv/rVr+puuummjc3Nzaubm5tXv/HGG6sff/zxmu7u7j2+759++umx9773vW3f/e53JwOceuqpXdddd93Aqk9PPPFE+eD32hcFigLh+4MChYY8iYiIiBSVeDweyiwb+853vnPOmWee2fW9731va3d3d+ixxx6rveiiizoybWtqalILFy7sufvuu2sHX+frX//69nvuuWdie3t76Pbbb9/87LPPVs6ZM2fe0UcfPf/mm2/e730aNOSpQLxpDoWGPImIiIgUFd/3nxnqeHV1daqzs/P5wccffvjh17KetmUeNDY2JltbW18InqYefPDBDQfTL1UoCkR6yNPuX1cks7GdVnkSERERkTxSoCgQ6UnZu59HB4Y8qUIhIiIiIvmjQFEAnHNBoNj968rMp9BO2SIiIiKSTwoUBSCTGbLnUESDcKEhTyIiIiKSTwoUBSAzrGnPVZ40KVtERERE8k+BogBkpkloHwoRERERGWu0bGwByFQoIkPtQ6EKhYiIiEhRCIfDJ82ePbsv8/y9733vrqeffrpy8+bNpbFYLNTe3h6ZNm1aAuCHP/zhxrPOOqt3NPqlQFEAMhOvQzbEkCdVKERERESKQmlpaWrt2rVrhnrtgQceqL7hhhsmP/roo02j3S8NeSoAmUCRCRGgSdkiIiIiMjaoQlEAMoFCk7JFRERE8u9rK7/W0NTeVDGS15w1flbsW3/9rc17axOPx0Nz586dl3l+1VVXbfvEJz7RPpL9OBAKFAUgM6wpbG+elJ3UkCcRERGRorC3IU/5pEBRAIaqUJgZkZCpQiEiIiIyyvZVSSg2mkNRAIaaQ5F5rknZIiIiIpJPqlAUAG+IVZ4gPTE7qQqFiIiISFEYPIfiXe96V+ett97anM8+gQJFQRioUIT2LChFwoanVZ5EREREioLv+88M99qiRYu6Fy1a1D2a/cnQkKcCMNQcCkhvbqchTyIiIiKSTwoUBWB3hWLwkCdNyhYRERGR/FKgKABeKh0awm+alK0KhYiIiIjklwJFAfCH2IcC0nMoNClbRERERPJJgaIAeMMOeQppUraIiIiI5JUCRQFIDTsp2waGQ4mIiIiI5ENOgcLMzjWzV82sycyuHuL1UjO7J3j9KTNrDI6fZWbPmNnq4N93ZZ1zUnC8ycx+YDZoPI8M8Ibd2C5EUhUKERERkaJQUVFxYubxPffcU9vY2Lhg3bp1JQA333zzhNmzZ8+fM2fOvGOPPXbeNddcMxngfe97X2N5efmJ7e3tA9/7P/axjzWY2Unbtm0bkS0k9hkozCwM3AKcB8wDLjGzeYOaXQ60O+dmATcC3w2OtwKLnXPHAZcBd2ad8yPgE8Ds4Ofcg7iPw9ruZWP3/HVFQ6pQiIiIiBSb+++/v/qLX/xiw4MPPrh+zpw5iV//+tc1t95666RHHnlk3bp169Y8++yzr9TW1vqZ9g0NDfFf/epX4wB83+fxxx+vnjRpUnKk+pNLheJtQJNzboNzLgHcDVwwqM0FwB3B43uBM83MnHPPOee2BsdfBsqDasZUoMY592fnnAN+AbznoO/mMOXtdVK2KhQiIiIixeKhhx6q+vSnP914//33N82fPz8O8O///u9Tr7/++i2NjY1JgPLycnfVVVe1Zs5573vfu+vee++tA3jwwQerTz755J5IJDJiXyJzKXNMAzZnPd8CnDJcG+ecZ2adwATSFYqM9wHPOufiZjYtuE72NacN9eZmdgVwBcCMGTNy6O7hZ7iN7aLhEL1xLx9dEhERESlaW7/6Lw3x9esrRvKapbNnx474t+9s3lubRCJhF1988ayHH3741RNPPLE/c3z9+vXlf/3Xfx0b7rxjjjkm/tBDD41raWkJ33XXXXUf+tCH2v7whz/UjlTfR2VStpnNJz0M6pP7e65z7nbn3ELn3ML6+vqR71wB8IebQxEy7UMhIiIiUiSi0ah761vf2nPbbbdN3N9zFy9e3P7Tn/607tlnn60899xze0ayX7lUKJqBhqzn04NjQ7XZYmYRoBZoAzCz6cBvgA87517Laj99H9eUwMDGdm9a5UmTskVERERG274qCYeKmbFkyZINp5122pyrr756yvXXX78dYNasWX0rV66sOP/887uHO/fDH/5w+ymnnHLshRde2BYOh0e0X7lUKJ4GZpvZkWZWAlwMLBnUZgnpSdcAFwIrnHPOzMYBDwJXO+dWZho757YBXWb29mB1pw8D9x/kvRy2htvYLho2PG1sJyIiIlI0qqurU8uXL19/7733TrjxxhsnAnzpS1/a/pWvfGX6pk2bIgD9/f32/e9/f48qxpw5cxJf/epXm7/whS+0jHSf9lmhCOZEfAZYDoSBnzrnXjaza4FVzrklwE+AO82sCdhFOnQAfAaYBVxjZtcEx852zu0EPgX8HCgHHgp+ZAjDzaGIhEIa8iQiIiJSZCZPnuwvW7Zs3RlnnDF30qRJyUsvvbRz+/btkTPPPPMY5xxmxqWXXto6+LwvfvGLbzo2EnJae9Y5txRYOujYNVmP+4GLhjjv28C3h7nmKmDB/nS2WA03hyIaDpHwVKEQERERKQaxWOy5zONZs2Ylm5ubV2eef/7zn2/7/Oc/3zb4nPvuu++Noa6Vfe7B0k7ZBcAbdpUn7UMhIiIiIvmlQFEABioUgze206RsEREREckzBYoCsPeN7VShEBEREZH8UaAoAKlMoBg0h6IkHFKgEBEREZG8UqAoAN7AkKc3Vyg8DXkSERERkTxSoCgA/jAb20XD6WVjnVOoEBEREZH8UKAoAMPNoYiG078+TcwWEREROfxVVFScmHl8zz331DY2Ni646qqrps6dO3fe3Llz54XD4ZMyj7/97W9PGq1+5bQPheRXKuUwg9AQy8YCJP0UJRFlQxEREZFicP/991d/8YtfbHjooYfWz58/P37DDTdsg3TgWLt27ZrR7o8CRQHwUu5N8ydg9zKymuorkoUAACAASURBVEchIiIiUhweeuihqk9/+tONv/vd79bPnz8/nu/+gAJFQfBT7k3zJ2B3hSKhlZ5ERERERs3//uKVhl3NPRUjec26aVWxMz987Oa9tUkkEnbxxRfPevjhh1898cQT+0fy/Q+GxskUAC/l3jR/AnbPodBu2SIiIiKHv2g06t761rf23HbbbRPz3ZdsqlAUAD/liITfnP0yx5KehjyJiIiIjJZ9VRIOFTNjyZIlG0477bQ5V1999ZTrr79+ez76MZgqFAXAS6WGnEMxMClbFQoRERGRolBdXZ1avnz5+nvvvXfCjTfeOCYqFapQFIDh51Bklo1VoBAREREpFpMnT/aXLVu27owzzpg7adKk5KWXXtqZz/4oUBQAzx96laeBORRa5UlERETksBeLxZ7LPJ41a1ayubl59XCvjyYNeSoAfsoRDoY3tW9rpq+7C4CIVnkSERERkTxThaIApPehCOElEvz0C58E4LL/uJmScBUASU+BQkRERETyQxWKApCZQ7H5yYcGjq164DdZcyg05ElERERE8kOBogBkVnl67U8PETWfGeOTbH9tHSURTcoWERERkfzSkKcCkKlQvPHaFmZWdTAp3MMTzVEs2QdoDoWIiIiI5I8qFAXASzkqXS+dMceko49hSl0YHMSaNwKqUIiIiIhI/qhCUQD8lOMtvc8Axrg5JzOlvBHWraL7jbVAPQlNyhYRERE57IXD4ZNmz57d5/u+zZo1q+/WW2/dfN55580GaG1tjYZCIVdXV+cBPP/886+UlZWNykRbBYoC4PmOWT0v0QyMm3ca5akNVISfoG/7BqBeFQoRERGRIlBaWppau3btGoDzzz//yDvuuKMu8/zKK688oqqqyr/22mt3jHa/NOSpAPgpx4TYZgDGTW+EuiOpifbT17odgIRWeRIREREpKqeeempPU1NTab77AapQFATP93H9cUpLwpRVVUP0SGqicXa2t0Od9qEQERERGU3Lf3RTQ+vmjRUjec2JDTNj5/zjFzbn0jaZTLJ8+fKas88+u2sk+3CgcqpQmNm5ZvaqmTWZ2dVDvF5qZvcErz9lZo3B8Qlm9qiZ9ZjZzYPO+UNwzeeDn0kjcUOHo0q/k65ECePGV2FmUFZDTYXR3d0PzmnIk4iIiEgRiMfjoblz58477rjj5k2fPj3x+c9/vjXffYIcKhRmFgZuAc4CtgBPm9kS59yarGaXA+3OuVlmdjHwXeADQD/wNWBB8DPYpc65VQd5D4e9Om8nnYkyJk+cOHCsdnwt/g5HhR/TpGwRERGRUZRrJWGkZc+hGEtyqVC8DWhyzm1wziWAu4ELBrW5ALgjeHwvcKaZmXOu1zn3OOlgIQeoLrmDHq+EqvrJA8dqJqYLOjV+tyoUIiIiIpI3uQSKaUB2CtsSHBuyjXPOAzqBCTlc+2fBcKevmZnl0L4o1SV34LkwlZMaBo7VHDETgImpLk3KFhEREZG8yeek7Eudc81mVg3cB3wI+MXgRmZ2BXAFwIwZM0a3h2PEuHgLO4GqSdMHjtU0zAGeZ4a/QxUKERERkSIQi8WeG+6173//+1tHsy/ZcqlQNAMNWc+nB8eGbGNmEaAWaNvbRZ1zzcG/3cBdpIdWDdXudufcQufcwvr6+hy6e/ipTuwCoGLc+IFjJVOOoSTkMdHfpUAhIiIiInmTS6B4GphtZkeaWQlwMbBkUJslwGXB4wuBFc65YcfhmFnEzCYGj6PAIuCl/e18sahIdgNQNb5u98G6I6mMJKjxuzUpW0RERETyZp9Dnpxznpl9BlgOhIGfOudeNrNrgVXOuSXAT4A7zawJ2EU6dABgZm8ANUCJmb0HOBvYCCwPwkQY+D3wXyN6Z4eRaLIPqKVyXFagqKynMuoTS2qVJxERERHJn5zmUDjnlgJLBx27JutxP3DRMOc2DnPZk3LrYpHzk5jnY2aUVlbuPm5GZUUprZ1J4hryJCIiIiJ5ktPGdpJH3duIeRHCZSUMXgirsqocz0MVChERERHJGwWKsa6zmV6vBCurfNNLFTXVeKkQyXg8Dx0TEREREcnvsrGSi84t9PoluIpaAOI7Y2z73Qbq3zmdynHjgQ7o7chvH0VERERkVHz5y1+ect99900IhUIuFApRW1vrdXZ2RmKxWKi9vT0ybdq0BMAPf/jDjWeddVbvaPRJgWKs69xMnxfFr5xA76rt7LpvPREH617dReSYI4DXqYhtz3cvRUREROQQ+/3vf1+5fPnycatXr15TXl7utm3bFonH49bY2Jh84IEHqm+44YbJjz76aNNo90uBYoxLdTbT50dxFePoeGQTnckUfl059V1x1mw7ElhJtQKFiIiIyGGvubk5WldX55WXlzuAqVOnevnuEyhQjHn97TtxGDXR8bjWOJuTjjMun0/bjc9S0jYBgMr+ve4hKCIiIiIjaNe96xqS23srRvKa0SmVsboL52zeW5v3vOc9Xdddd90RjY2NC0499dSuSy65ZNe73/3unpHsx4HQpOwxLtaRDgtTXbAHxfRqKiZXEj66lhnRUsIWoSzRmcceioiIiMhoqK2tTb300ktrbr755o319fXeZZdddvQPfvCDCfnulyoUY1xfVwdQx5S+Cnp9xxEn1gMw7q+PYNdrnUwsm0ZbUhUKERERkdGyr0rCoRSJRFi0aFH3okWLut/ylrf03XnnnRM+97nP5fXLoCoUY1xfTw8hQkzsi7LTS9EwPx1CSxtqABhfOpNIsi+fXRQRERGRUfDCCy+Url69ujTz/LnnniufPn16Ip99AlUoxjbfoz/Wz4SyaUSc0WbG+Mnp4Xrh6hJSZRHGl0xlY1ee+ykiIiIih1xXV1f4c5/73Iyurq5wOBx2jY2N8TvuuGNjvvulQDGWxdro86PUlUwBIDy1Cgvt3i07Or2Kup6J+J4NdwUREREROUycdtppseeee27tUK9lhkGNdp9AQ57Gtt4W+vwo1SUT6U85xjfW7PFy5dG1VEWqMFeKcy5PnRQRERGRYqZAMZYFgaKmpJ5u31E/o3qPl0sa0s/HReuJ9cXz0UMRERERKXIKFGNZbysxL0ptdALdKcfEhqo9Xi6Zlg4UdaVT6NjenI8eioiIiEiRU6AYy3pb8F0dJaESulMwbtKe+6eEyiPELEZd6VR2vLI+T50UERERKQqpVCpVlBNXg/tODfe6AsVY1ttCNHQEAH1lYcKRN/+6+soTjCuZRMuGraPdOxEREZFi8lJLS0ttsYWKVCplLS0ttcBLw7XRKk9jWW8LpeH0Ck+JcSVDNvHGR6nrraBrhyoUIiIiIoeK53kf3759+4+3b9++gOL6o3wKeMnzvI8P10CBYgzzu1uojBxDPJUkPKFmyDbelDqsOY7TXhQiIiIih8xJJ520Ezg/3/0Yi4opXRWc/o5Wakom0uX1Uz6xbMg27ojJAESSQ1cwREREREQOJQWKMayvs52a6AS6/QQVE8qHbBOurwSgwspI9Huj2T0REREREQWKsay/J0VpuJwe31E1TIWitCJCzOukOlxG+7bYKPdQRERERIqdAsVYleilP1kHQHcKymuiQzYri4bp8XdRHali17ae0eyhiIiIiIgCxZjV24qXSq/w1EKIaDg8ZLPSSIgev43qaDUd23tHs4ciIiIiIgoUY1ZvKynSE66bLUIkPPSSx2XRMB2ui2iohK4tqlCIiIiIyOhSoBirelvATSLux9gRihAJDR8oWl26MpHc3j2aPRQRERERyS1QmNm5ZvaqmTWZ2dVDvF5qZvcErz9lZo3B8Qlm9qiZ9ZjZzYPOOcnMVgfn/MDMimrXwX2KtWKhenq9bjrDjmh46F9VeTTMVhIAhHr68L1hd0UXERERERlx+wwUZhYGbgHOA+YBl5jZvEHNLgfanXOzgBuB7wbH+4GvAf88xKV/BHwCmB38nHsgN3DY6m0lYhPp9Xr3GiiiYWNbuIRkKkGFpehs6RvljoqIiIhIMculQvE2oMk5t8E5lwDuBi4Y1OYC4I7g8b3AmWZmzrle59zjpIPFADObCtQ45/7snHPAL4D3HMyNHG5cbyul4Vp6/T46Q27YORRmRlfJBHqS7VSGjHZNzBYRERGRUZRLoJgGbM56viU4NmQb55wHdAIT9nHNLfu4ZlHz22OELEKvH6cz5IiGhv9VdZXW0+N1UBWO0LFDe1GIiIiIyOgZ85OyzewKM1tlZqtaWlry3Z1R43f5AMRSHgmDaGT4KSa95ZPpTu6iMhylfZsqFCIiIiIyenIJFM1AQ9bz6cGxIduYWQSoBdr2cc3p+7gmAM65251zC51zC+vr63Po7uEh2ZX+1fSGHQCRvVQowuVV9CbbCVmIPgUKERERERlFuQSKp4HZZnakmZUAFwNLBrVZAlwWPL4QWBHMjRiSc24b0GVmbw9Wd/owcP9+9/4wloiV4ZwjFk3/iqLDzKEAKC+N0O/S+c1r7WcvH72IiIiIyIiK7KuBc84zs88Ay4Ew8FPn3Mtmdi2wyjm3BPgJcKeZNQG7SIcOAMzsDaAGKDGz9wBnO+fWAJ8Cfg6UAw8FPxJI9FfT53fjlVcQCRl7W1W3PBqm33UAUOKliHUlqKwtHa2uioiIiEgR22egAHDOLQWWDjp2TdbjfuCiYc5tHOb4KmBBrh0tKsl+kv5Eer1OUrWVRFJ736KjvCRMItSHn0pQFQrTsSOmQCEiIiIio2LMT8ouSrFWUkyi1+vCq6jc6wpPAJWlEbxICb1eO5Vho327VnoSERERkdGhQDEGue4WQowj5nWSrKgYdg+KjMqSMP3hcrqT7VSFtReFiIiIiIweBYoxyG9twyxMzOuiv7Jy2F2yMypLI3RaJV3JDipC0KGVnkRERERklChQjEF+azcAvV4X/eXlOQWKnVZDT7KdEEZMFQoRERERGSUKFGOQ356eAxHz+/AsnNOQp5ZwHd1eOwDWnSTR7x3yfoqIiIiIKFCMQV5HEoB4yMPzXU4Vim2herqTuwCoChkdOzQxW0REREQOPQWKMcjvgbjfT6iklISfIhLae4WiqjRCZ7iGfr+XFEkqw2ilJxEREREZFQoUY5DXG6XX76G0shrPT+VUoYiFyzEcSXZRHTZ2aWK2iIiIiIwCBYoxKNlfRczrorymBi/l9jmHorosgrMQZSVGv99KdTTErq0KFCIiIiJy6ClQjDHOOVJeFb3JDqpqxxH3UpQMUaHwOzvpX7sWgJqyKABlZRF6Ei2UOWhv7h7VfouIiIhIcVKgGGNSMQ8oIea1U10/nqSfoiSy568p9vTTbDj/Al5/7/voeewxqssiAETKy+nob8UAvz1OMu6P/g2IiIiISFFRoBhj/LbMHhSd1NaPJ5FVoXC+T8vNt7Dxso8QKiujdPZsmq+8ivKtmwCw8ira4p1AeqUn7ZgtIiIiIoeaAsUY429vASDmdVE1ftxAhSK5fTubLvsIrTffTO3ixTTedx8Nt/0IKyuj458+R3Wil2T5OFrj6UBSGTbamnvyeSsiIiIiUgQUKMYYb2d6c7per5Py6hoSXorZTc/x+gXvoW/NGqZefx2ha77AH3b9mceSa6j43jfxduzgmlV3EouOI5mKQ4lPdcRoa1aFQkREREQOrUi+OyB78tt68VIhEql+yqtrOP3FX3Pe0/cRmXcsVdddw7/tuIvl932dlEsBELIQ/3jpPM742fN4L41jK0BJL+P8cazfoonZIiIiInJoKVCMMV5Hkt5gLnVpSSmLXlzG1llvYcaPvsEHH/ss7f3tfGT+R/jbGX+LmfH7jb/nx6Ff0vH2Mt75/ItsPaYBz9qopJbWLT045zDb+7KzIiIiIiIHSoFijEl2G71+X/rxn1ZSHe/lsXe+k+/88dMYxi//7pccO+HYgfYLJi7gvCPP44PJTzC1tQOArvaN1EWOxMU8etrjVNeV5eVeREREROTwpzkUY4hzDj9WQq/XQ6S0nI5f3cWmmsncP2kJiVSC28++fY8wkXFM3TEsLPsXbnl3FaGUz47XXwegOmS0btHEbBERERE5dBQoxhDX50EqQq/XRWlJGfE1r7D0+Go6Upu57tTrOHrc0cOeO62qgZ72D9FZ5bEr2QZAdcRo3ax5FCIiIiJy6ChQjCFeexyAXq+DkngcV1nByre9zvzKRZw2/bS9njuxuoRY1wzGj69gW2kfLtnHxMoIO9/oGo2ui4iIiEiRUqAYQ/z2fgBiyVaira08fkIJfdTxjrpL93nulJr0PIlZE2aQDEfwu7dSk4qzY2M3zrlD2m8RERERKV4KFGOItysdKHqT2ylNevz3gm7iOxZRGa3Y57mZQMG4Iwi5EG2p7ZR5Kfq6EvQElQ8RERERkZGmQDGGeK3deM4n7nfRWe2YeszJeD3zKIns+9c0KQgUvbUNALRNjhONlFFiaNiTiIiIiBwyChRjiN/WTa+f3rDulWkel8/7LGBEw/v+NU0fX44ZbIlOB2DKuPRmFjWWYvuGzkPWZxEREREpbgoUY0iyLU5vKh0ESo87lplVx6Qf51ChKIuGmT6+nNe9KkLmaN62HoBJXjtNT687dJ0WERERkaKmQDFGOOfwu1LEvPQ8isXHX0jcS1cryqLhnK4xe1I1r+zoparcaO3YQbtLURP26OmIkox7h6zvIiIiIlK8cgoUZnaumb1qZk1mdvUQr5ea2T3B60+ZWWPWa18Jjr9qZudkHX/DzFab2fNmtmokbqaQpXqSkArR4/cCcMz04+hPBtWKHCoUAAsbx9O0s4e+UIS+RJhXzKe8ZhxYhBX/ffch67uIiIiIFK99flM1szBwC3AeMA+4xMzmDWp2OdDunJsF3Ah8Nzh3HnAxMB84F7g1uF7GO51zJzjnFh70nRS4xBstAPQk0xvRVYwbN1ChKI3kVqF493FTCYeMrpIaupOldJf2U2WVhIEdy1Zr+VgRERERGXG5/On7bUCTc26Dcy4B3A1cMKjNBcAdweN7gTPNzILjdzvn4s6514Gm4HoySMcjKwHo8nYSCocpq6wi7qUrFGXR3CoUMydU8j//+FecdXo6n1WWbiOEUV/SSyQ5k8f/dNeh6byIiIiIFK1cvqlOAzZnPd8SHBuyjXPOAzqBCfs41wEPm9kzZnbFcG9uZleY2SozW9XS0pJDdwuPc46e518l5VIk3HYqamoxM/qT+1ehADi+YRzHveN0AMKJVwGYOXMSHbVHs+k/b1OVQkRERERGVD4nZZ/qnHsr6aFUnzaz04dq5Jy73Tm30Dm3sL6+fnR7OEpiT68iQg09qRRR66VyfB3AQIWiNMcKRUZFw3wmlsbob32dHaSoCEdwoSgNr09g5XP3j3j/RURERKR45fJNtRloyHo+PTg2ZBsziwC1QNveznXOZf7dCfyGIh4Ktf6Xt0HVZHpTRsr1U1U3AYD4QIViP3NfOMqMSVHa2mKscx4l3QksBB3j5rLhh99TlUJERERERkwu31SfBmab2ZFmVkJ6kvWSQW2WAJcFjy8EVrj0t9YlwMXBKlBHArOBv5hZpZlVA5hZJXA28NLB307h8Xt6Cf3hKULVk+j1IZnsp2p8ECj2c9nYbDPnHIWfMnYkWyjr9Wg4qpaWmQs54ak2Vjz6S2KdHSN6HyIiIiJSnPYZKII5EZ8BlgOvAL92zr1sZtea2flBs58AE8ysCbgSuDo492Xg18AaYBnwaeecD0wGHjezF4C/AA8655aN7K0Vhqb7fk5JuIawRenxfZLJxECFYn+Xjc3WePLpjIv2Ud79DABHHVFJb3wXK+c08vx/3sNtn/wwy269CS+ZHLmbEREREZGiE8mlkXNuKbB00LFrsh73AxcNc+53gO8MOrYBOH5/O3s42vHfvyJyxGSqgG4vBrB7yNN+LhubLdRwMidP+Ab/u72SZJ1H70urSPYugYpq5m7aSOf5f8PLf/w98VgP51/1L6QX5RIRERER2T/aKTuPtr/yLPVNbSRPOAmAuL8TyA4UB16hoO4ojpvSx9RpUVr6NlGdrKFq4pk0HP95Gjq6sNWPc/qlH6Xp6T/z8h9+PzI3JCIiIiJFR4Eij57/2Q34Bo3zziSFw3gDgKpglae+hE9JJEQodADVg1AIm34SZ07dyG8rplIdHs+Jp7+b7RsT7Drvbzhu1S76J3pMmzufP/7ypyT6YiN4ZyIiIiJSLBQo8qSvv4dxK55n04KJVCaq6fVTlITTE6UzFYpYwqeiZP+HOw2YdhITYht4kT4AGsaXkEo56s78HH7E2HLzjZz+9x+lv6eb55Y9cND3JCIiIiLFR4EiT/5w303U9qSY+v5LSWztpcM3wuE+IqWllFZUAulAUVmS0zSXoc14OyHnM9Wexy8LU7Krn+oJZWxcFyd2/hm85blOVjev5Ki3nswzD/4WL5EYobsTERERkWKhQJEHfsqn639+Q09VhOPO+hCp7gSdviMVSlI9oX5ggnRf0qP8YCoUR56BXzGR90b+RGt9Kf2vtjNn4SQ2v7KLY6+4hmQ0ROstt/KW895NX3cXa594bITuUERERESKhQJFHjz64v3MeyWGO/s0vNb0sq1dviPuJRk3afJAu4Me8hSOEjru/ZwZepb1lXFcn8dRk8pxDjY2ebgLz+OE1TGe2vx7JjbM5LllvzvYWxMRERGRIqNAMcqcc7x4181EUrDgss+R3NYLQG+qn+7efmonTxloG0v4lB/ApnbZ7IRLKDEf615GqCJCeFM3k2ZW88oT21jwma/ilYXxfvz/OPqM09j5+mvs2NB0UO8nIiIiIsVFgWKUPdG8knlPbqNvznQqjplLclsPCXNU2Hri/Qlq63dXKPoOtkIBMPUtbI4excnt91O+YAL9a9o49pQptDX30N4doeLSD3DyKx5PtjxKJFrC6hXLD/IORURERKSYKFCMIuccv33w+8xsgRkXfwSA5LZeOpMpqlkHMKhC4VFxMJOyA09N/yhHpd6gzFbgkikaKiJEoiFe/tNWjrric8RryznhJ48xbv7RrF35GMlE/KDfU0RERESKgwLFKHpy25NM++NaUiURxi9ajPNTJHfG6PCgNLoLgNpJuwNFX8I/uEnZgfjcC/id/3ZKX/xXInVG/5+3MfvkSaz7y3aSkQoab/wBR+wC77nHicd6afrLkwf9niIiIiJSHBQoRolzjp89fhOnvww1Z59NuKYGr6UPfEeX77AyB+wZKLrjHlWlB1+hOGZyNf+a/BiJsglU991Kcnsv84+qxUukeGXlNsb91amkLn8/73ixg1DUeOnRRw76PUVERESkOChQjJJHNz/KvN++RFnSmPSPnwIgsaUbgE7fJxkpoay6htKKCgBSKUdP3KOm7OADxZwp1XRSxT3H/RcVEzcRtp3YyueZNruWFx/djO+lWHDl19n1lhk0bmlj00sv0Llzx0G/r4iIiIgc/hQoRoGX8vjVsv/grOcd495/EaVHHw1AfEMnSYOy0OvsihkTp88YOKcn4eEc1JRHD/r9a8qiHF1fyZ9ayrHLl1I9/TUS7TWcmHiInvY46/6yHQuFOPlHv2RCsh+c439/87ODfl8REREROfwpUIyCe9fdy+lLNmJlZUz67GcHjsc3dNKaTDE5uobWtm4mNMwceK273wOgegQqFAALZ9bx1Ou7SEarqPzkVURrk5R0LWByySZWLVmL76UonVDPMTfcxISePjb+7/9v787jq6rOhY//njMlOZkTEiBhrIAMXkBAEMEBVMR5uHrVtk51qldt9dVqtX21L3pbbKu+FZB+nOtUHKlUUURxRGZkkEFmZEhIApmnk3POc//YO+GEwYQYCODz/XzyOXuvvfbaa28W6+znrD18yuqiVa2ybWOMMcYYc/SygOIgK6kp4aOpjzNkndL+l7fgy8wEILyrhkhJLYUhJc27hlBNLVlddgcUZdXOC+9S4n/4CAXAqN7ZlNeEmb2uCPF5SfvpECKaydC0GspKYNVr7wDQ/sRTOObEYUTFxxu/u54lBUtaZfvGGGOMMebo1Do/f5v9enzhY1zyQTl0yCLjmmsa0ms3lAJQFI7SLT0M+PczQtE4oNhy7+cN01XhMjaXr6BP+nAA6orX4YvPoCinA2kF66nKX0V8zigqQnl0i29PRrSWPz63iAwSqM2bRVx6XzLoR+/4bcz7Mo6yWSeQub6WDgPvJhBZTrvv4vjL5KsZGRjKkDVDySp6BW+P/2ZdEox66HIKJ0wEILymgGD/YyldmUKC52U0+yq2bVvJ8RdHWPvQR/hzc0nMrmXthiJOmvoxPH8Oeduvw5fi3KeRlTQdrpvOpquupttLL1I4YSJzZ/yb89+d0ZC26aqrmZd1GaO7bwZgbYd0euYXO+vffhsAhRMmknVcOYy6j03nn0rimMuo/PANuv37M4CGtKzbb6NwwkRKpk4l7eKLnfm7Lifr0dconbmZ1DO7UjhhIoHe51M1fz4df3cZpU+/QuqNP6N05maKn7i6ocz69KYUTpjYUM9G6e52AUpnbqZq/nyCQ4c21CHr9tvI+5836Pi7y5rcBp/8CUbd13Q+19rRp9Nz1sfNrmtLtGZZbaG163+kHw9jzI+H9VfmQNgIxUG0IH8BO6e+RfcdSs5d9+CJi2tYVruhhLBHEG8hFf40ANrFBBSl9SMUCY1jPhFp+Ev0p9I346SG+UBGTzzBTLJL6ggEupDW5SzifQHaBbuS5InnHl8a6yXKpVLJmzknk5SQQ7hoLb3icoiXZGpSziAjcxcJ8d3pkTaUopREfvU2bN80hz8PncbsaCHRuA6sLMwCoGjSJIomTSKSeCbl67vgiUuj6L1lhIpTyQoOh8/GE96+neoFCyh6bxnpq7Y7O7F5NpHyDg3rs3k2ANULFjSUuybR3yitesECiqoSG9aZ8+Y/d6/vKpo0CT4b7+RfW0DRpElUry1oWF6fVp83vH377vn3lgFQ/vF3DcvLP/6OSLnz1K3y9V0alseWWZ/elNh6Nkp3t1tfdqS8Q6M64uBe4gAAFrtJREFUAA11aJK7780V3r5933XaT11bojXLagutXf8j/XgYY348rL8yB8JGKA6SilAF42bdz+++EAL/0Y+Uc89pWKaq1KwvoTAUoat/HvlVQVKykohPTGrIs6vSeblcZlLcXmW31Ej8vIiHVwnxGiG2EuX+hU+TOvbPjEj0MLtqDN16LqLI9wI90v6TlWXzWJXbjp9+lseqzVt47AIPTwV+R7uSXgS/2UzoOCFQB76UBVR6qyjxlrNjrIeyTk9S6qugxteR8lud92gEwpBSBT0+v5eeqSnkeNbQyQv+SKvtnjHGGGOMaQMWUBwEqsq4ueMY8kkeqWUROt53P+LZPRgU2lJOtDREfihK/+AiVuzoQLfjhzYqo6giBEBmYqBV69YVL/eRwLF4eYwaJvcaxW9QyqN1DE9KYEnFbzg59W6K4iMgsDMpAR1wOX2Wv82kSRHeO7cd/+q5mscWLYDz61+65zwRSlRICQqZ3hJSw0l0j4So2ehFgFo/lAVhScESpmekQcb/J+4OL8evV64MJnBytK5V99MYY4wxxhwaFlAcBFO+ncKc5dOZPN9D8pjTCQ4a1Gh51eICogIF4RDBxFKqNiaT26dfozw7K0IkxfmI9//wN2XvyyUEyCfKqz8ZwWwq8PnhiXAlQ5OSWFn1KL3iH2B4uzLmFHVlfQr0P/U++GQcF09bw8CuYxkx9fcsOn0EdT5IHfUQwUg8qZEkqv51C8kX3Q9Ap/jzWDU9p9F2+6yeQem4dGZ6HuarwieZf6zw68Qsst48i1EjhFtrdh2U/TXGGGOMMQeHBRStbPa22Twy/xF+vygbb7SQ7LvvarRcw1GqlhaSH1a6xM8nP+l4oJDc3nsEFJW1ZCa17ujEnm4hjsyvX2Hp8VcyZNHLzMksI9MzkmO6nEh5ZDwpwdl0CX7AurLF9OzkBEW+LsPpvvl9ii5eSUfnnmiSQ+0PaLup0SgnVvWn34wov/gQiq4t5rXBI3n9lEKmvXkWp53pIbks3Nq7a4wxxhhjDgK7KbsVLd6xmDs/uYPrF6XS76s8Mn76MwJdGt+0W7N6F1odZlN1hD5xM9hQmkxiegYZOZ0a5csrqaF9cvxBra8gnLN5Hn8kyJlbFqIaIbL4OaqiUSpUSfOOZGDWHzgufSQrSmYTEQ8Jg65leb8b8GVnN5RTNftx6rbMRcO1B1wHr8Jp1dVMPmMyjz0V5uzuZzPzeOGtU7fx8NyHKUpuzT02xhhjjDGtzUYoWslX277inpl3cMf7cPzSAlIuOJ+s/3NnozyqSvmX2wgJhAKVtIvbwMZ1WfQ/Yywi0ijvluIqhh+TeSh3oUHQ4+EZaqgKR7g+GqF36omICDXnjaEkHCG902Da/eIqtt5wBdHKQqKVhdQseg58TgBUu/pdPCm5hLIO7HKtTjth3IhxnHHnG/zt/DTe8r/Fm7d4ueTzhznRDWAingDeaKjV99kYY4wxxrSMBRQ/kKry6upXeeaTv/DAVKHzlhqy7ryTzJtu3CtIqF5aSGhTGSurwgxKmsL64EgidVUcO/yURvlqwxHyy2ronB48lLvSyLn4ucYXomTnbB5OP4nVJfNJ8ufQLqEnveP9FP/zWxJP/3+oRgFBQxVEitZQt/ETQmveh2gd69n7UqidzzyDd0MCYc/yhrRwrQdPaHeQkFUGJ63oxq397mPJzCUE5uewtu9JAHx2yuMkVmzD591CdXwJCTU7D/qxMMYYY4wx+2cBxQ+wrcK5LGfroi/481QfyTWQM+EJUs48c6+80doIJdM3Ug6U+Cvo6f+AV7ZfSEZOBjk9j22Ud+2OClThmOykvco5VI7BS4eafL5J6YfHk0KPlBHMXP8o4bgAJ2R7KWcsldHepHojdPSXkRQXwJM7GH/uYNAIEi7CXzmdksWriZTtApzgquCvjwLpwISGba2d2gGmDgBg4akXsbHvdcSnDmLVjEKyS2tol7SU8vyl7Er2UBfIoMbfC19gKHOGDSWraCn+J6eQ2c65eq98azyer75qtC/h4mK8KSmH4rAZY4wxxvzoNCugEJGxwN8AL/CMqo7fY3kc8CIwGNgJXK6qm9xl9wHXAxHgV6o6ozllHs7yK/N5ceWLvLZqCsPWKH/6t4e49HQ6PzeJ+L5998qvdRGKXlxBpCzE0oowo1PHszr1PHau3sG5v76n0SNlAZZtdd6i3T839ZDsz/4MKFvOjOwz+Zwwp3mDDFubx4L+A5mdX8KAIRvpsugl8pPHMMs7Eg9h+iXMoG/CarzShRrPYEL+6wiOBr+sI07n4qlaSOKw/kS+foedFb+gfO40IjUesgeVUTj4TyydU0xhZh8klEdC0b9on1RBXf5aarOz8FQVkV4bj7/uWwKRLwmE46hKG0Z+7mnMWBYkc+c3dE09Bv0S5MvrG+3H2uEnNZrfcMkljeaLnnoagIovviBS8h11BQXUB0AA4aJqAKJV9mhbY4wxxpg9NRlQiIgXmAScCWwFFojINFVdGZPteqBYVXuIyBXAI8DlItIXuALoB+QAH4lIL3edpso8rORV5DEnbw6frp5O1Zx5DNgY5e9b4kkqqiZ+QH86T5yILytrr/XqCqvY+foa6raU83VlmGNT3yAqO5m1OJtOfY7j2BNH7rXOp98W0D4ljq6ZbXfJE0CPyvXMDw3hyYAwFB8JdWHG5F7DO/mfsPzrb4hqBr7i+QTi1hFSYUFphPnqxSt5xHk+oFOwjOxIbzKT+1CX8HMI/pzKFTuJj8slNWEZceeks6q8K3Ore1G65FvUv41o6SzQKDU+KK4ByU7DH/QTzUgm7A0AsTeqr6Y8/A1hbyY1qYMpGnAzfv8OunYqp9unz5IYqYAoJJ5yOpGaKGUff0G0zoM/JZ5aj0IUJJDMrhffw/+T0RRM/AxPUgfyHp5D0gVPNmwl/68LAdg+bi6qURLH/Im88Z/iy4gnWltJ5eKtBHJS8WUlIt7mPecgWhsmUlyLN/s4KhfkE6loHKyUTN9IoNc5VMzPA6BuRyW+jHjkID1G2BhjjDGmpZozQjEUWKeqGwBEZApwIRB78n8h8Ad3+k1gojg3EFwITFHVWmCjiKxzy6MZZR4WJi+dzKdzp9BnYREDNka5aTt4o0BikKQTh5N08khSL7oIT/zeT2QqnbmZso+/I6zK8poI3ZNewKereGNDL1LbZ3HeHffuNToRjSpbiqs5+7iOe92Dcah5UEbt/Ix/dbyIu6jihrRODPAE8AdP59rxdzP7nLMoiw+g3Y4DlCgeyou3UpWUS43WsrbSx5rIaqhcQbw3kZyEY+iY2IPs+FMJeM4CoEN8NQmeQirjivHgIdHnJyhFhKmk65DBlL/zLtk3/Ybt4x5iRe+r6LP6eWrjvKzNziBYFWZHJJHt5UI0MotaZlHtTebbsq6sy7mOUDCMJ1hOUl0F6YFaMs49kzRNIBpNJ5hzKv5oLlF2jwKJViDh7UjdSrS4EK0pJ1IbIhqKEqnzoyQggRQ8wQy0uh11O7LxxKVQ/PpGADQaQWtLIFSORqqAMCJREA8Jw27mu9tfQnyJ4EtGvE57CZ70K4rfWuuuH4ao87jcis82Edf3IkreXgfAjscXO5XUKtAKhHL3sxKJVgPVyObecPftIFHwCCqCeHwgPvB4UTwgXhBvQ7vLH/cQiIAI4vWCzwlYCp+YAD4v4vMjPh/i9+/+CzifeL3OMp8f8TnTeH2Izwser/MJ1K5fDx6PU77H6wRdHi/iEacMjwc8MWnuvIg7XV+/Zv5/UFVQhWjU+VR10qJRiEbR2M+YfBpV0OjueXXKC23Z0lBOQ+KBcOuPe8zrtm3bPS+efe9z/bTXu3s65ni0dd9gjDm8NeoHo9GGPlAj0T36uZi+LRrdq5xwYeHumT37oP31W/X9dv28+VFoTkCRC2yJmd8KDNtfHlUNi0gpkOmmz91j3Vx3uqkyDwspgRROru3G6C8LkN49yLzxdJJGjiBh4EDnpOp7+FLjqMgOsiM1jpPP7kL68o/Y1f0Ojv1wFqf/4pfEBRP3WsfjEab/aiS14b3/Y7eF3Jo8HiSB8VTz69PuAMoZEefj1rR0Ou8qByB56PkN+cu/uomkC2+mOKLU8jLrNo+iIj5IrSfElnA5Wyu+w1e6hDR/LtmhCO28QTq0T4TEwUQrG797ovgb4Jhz2T4NGPg8/QAGjiaBCP2JQgb0APdETdAoiOxjhCDi/rmqw5UUk0C7ii/whTeRNro3le8/Q8Z/nUPlvHySxnSn6NnX8Pe8GCWVtIv7sevtzaRfdiw7X1lGzdKJZFz1cyI751C5eDuejAyioSDRaAoq6ag3DfzJqCfOOZlXxRuohXAVVBeioRKitbugZidasxMNFUNdOUTqUBVwz1lVfOBLhUA6Et8OSchGErKQYDaSkInEd3f2t37Qosd5e+16w5eHKk7BSmjJ00QKvsYbgLI3X3byORtEPU6gU/Tkk3uV1VIbzt27Xi1Wf2K9Ly094W/C+jPHtGp5604/o3UKqg/E3OMhsPv41B+j/R2r/aTbV78xh85+e6v99WP16bF9narbf+/xQ0orWXvyKU1nasqeP4jsmb7ndOxyIPXCC+j44IM/vB7moBJtouGJyKXAWFW9wZ2/ChimqrfF5PnGzbPVnV+PEyD8AZirqi+76c8C77urfW+ZMWXfBNzkzh4LfNuyXT1qtAOK2roS5qhh7cm0JmtPprVYWzKtqSXtqauq7n0tu9mn5oxQbAM6x8x3ctP2lWeriPiAVJybs79v3abKBEBVnwKeakY9fxREZKGqDmnrepijg7Un05qsPZnWYm3JtCZrTwdfc+4gXQD0FJHuIhLAucl62h55pgHXuNOXArPUGfqYBlwhInEi0h3oCcxvZpnGGGOMMcaYw1yTIxTuPRG3ATNwrtZ+TlVXiMg4YKGqTgOeBV5yb7rehRMg4OZ7Hedm6zBwq6pGAPZVZuvvnjHGGGOMMeZgavIeCnN4EZGb3MvAjPnBrD2Z1mTtybQWa0umNVl7OvgsoDDGGGOMMca0WPPewmWMMcYYY4wx+2ABxRFERMaKyLcisk5EftvW9TGHPxHZJCLLRWSJiCx00zJEZKaIrHU/0910EZEn3Pa1TEQGtW3tTVsTkedEpMB9NHh92gG3HxG5xs2/VkSu2de2zNFvP+3pDyKyze2jlojIOTHL7nPb07ciclZMun0X/siJSGcR+UREVorIChH5tZtu/VMbsYDiCCEiXmAScDbQF7hSRPq2ba3MEWKUqg6MeWTeb4GPVbUn8LE7D07b6un+3QRMPuQ1NYebF4Cxe6QdUPsRkQzgQZx3Ew0FHqz/kjc/Oi+wd3sCeNztowaq6nQA9/vtCqCfu86TIuK170LjCgN3qWpf4ETgVrcdWP/URiygOHIMBdap6gZVDQFTgAvbuE7myHQh8A93+h/ARTHpL6pjLpAmIh3booLm8KCqn+M8uS/Wgbafs4CZqrpLVYuBmez7pNIc5fbTnvbnQmCKqtaq6kZgHc73oH0XGlQ1T1UXu9PlwCogF+uf2owFFEeOXGBLzPxWN82Y76PAhyKyyH3rPEB7Vc1zp/OB9u60tTHTHAfafqxdmabc5l6G8lzMr8PWnkyziEg34HhgHtY/tRkLKIw5uo1U1UE4w723isgpsQvdF1Dao95Mi1j7Ma1gMnAMMBDIAx5t2+qYI4mIJAFvAXeoalnsMuufDi0LKI4c24DOMfOd3DRj9ktVt7mfBcBUnMsFdtRfyuR+FrjZrY2Z5jjQ9mPtyuyXqu5Q1YiqRoGncfoosPZkmiAifpxg4hVVfdtNtv6pjVhAceRYAPQUke4iEsC5WW1aG9fJHMZEJFFEkuungTHANzjtpv5JFtcA77jT04Cr3adhnAiUxgwdG1PvQNvPDGCMiKS7l7OMcdOMqT/pq3cxTh8FTnu6QkTiRKQ7zs2087HvQoPz1CbgWWCVqj4Ws8j6pzbia+sKmOZR1bCI3IbT0L3Ac6q6oo2rZQ5v7YGpTr+LD3hVVT8QkQXA6yJyPbAZ+C83/3TgHJybH6uA6w59lc3hRET+CZwGtBORrThPQxnPAbQfVd0lIg/hnAgCjFPV5t6Ya44i+2lPp4nIQJxLUzYBNwOo6goReR1YifNEn1tVNeKWY9+FZgRwFbBcRJa4afdj/VObsTdlG2OMMcYYY1rMLnkyxhhjjDHGtJgFFMYYY4wxxpgWs4DCGGOMMcYY02IWUBhjjDHGGGNazAIKY4wxxhhjTItZQGGMMcYYY4xpMQsojDGmGUQkIiJLRGSFiCwVkbtEpNX6UBG5VkRyYuafEZG+rVT2RSLyQGuU1RpE5FMRGfI9y/8qIqMPZZ2MMca0nL3YzhhjmqdaVQcCiEg28CqQgvNyrmYREW/9y7n24VqctwRvB1DVG35QbRu7B7igFcs72CYATwOz2roixhhjmmYjFMYYc4BUtQC4CbhNHNeKyMT65SLyroic5k5XiMijIrIUGC4iD4jIAhH5RkSecte/FBgCvOKOgiTE/oovIleKyHJ3nUditlMhIv/jjpjMFZH2e9ZVRHoBtapa5M5f5pazVEQ+d9O8IvIXt17LROTmmPXvdbe9VETGu2kD3e0tE5GpIpLupn8qIo+IyHwRWSMiJ7vpCSIyRURWichUICFmuy+49VkuIne6x3czkCkiHVrpn8wYY8xBZAGFMca0gKpuALxAdhNZE4F5qjpAVb8EJqrqCap6HM6J9Xmq+iawEPiZqg5U1er6ld3LoB4BRgMDgRNE5KKYsueq6gDgc+DGfWx/BLA4Zv4B4Cx3nfpRi+uBUlU9ATgBuFFEuovI2cCFwDA3/5/d/C8C96pqf2A5jUdpfKo6FLgjJv0WoEpV+7hpg930gUCuqh6nqv8BPB9TzmK37sYYYw5zFlAYY8zBFQHeipkfJSLzRGQ5TpDQr4n1TwA+VdVCVQ0DrwCnuMtCwLvu9CKg2z7W7wgUxszPBl4QkRtxAiKAMcDVIrIEmAdkAj2BM4DnVbUKQFV3iUgqkKaqn7nr/iOmPgBv76M+pwAvu2UsA5a56RuAn4jIBBEZC5TFlFMA5GCMMeawZwGFMca0gIj8BCdYKADCNO5P42Oma+rvmxCReOBJ4FL3F/mn98h7oOpUVd3pCPu+L646dhuq+kvg90BnYJGIZAIC3O6OjgxU1e6q+mEL61TbRH0aqGoxMAD4FPgl8EzM4ni37sYYYw5zFlAYY8wBEpEs4O84ly8psAkYKCIeEekMDN3PqvUn9kUikgRcGrOsHEjexzrzgVNFpJ2IeIErgc/2kW9/VgE9Yup+jKrOU9UHcEYuOgMzgFtExO/m6SUiicBM4DoRCbrpGapaChTX3x8BXNWM+nwO/NQt4zigvzvdDvCo6ls4Qc6gmHV64dykbowx5jBnT3kyxpjmSXAvCfLjjEi8BDzmLpsNbARW4pzAL95XAapaIiJP45wo5wMLYha/APxdRKqB4THr5InIb4FPcEYS3lPVdw6g3p8Dj4qIuMHPX0Skp1vWx8BSnEuQugGLRURwAo2LVPUDERkILBSREDAduB+4xq1rEOeypeuaqMNk4HkRWYVzfBa56bluev2PW/cBuIFND5z7SowxxhzmZPdouTHGmKORiPwN+LeqftTWdWkOEbkYGKSq/7et62KMMaZpdsmTMcYc/f4IBNu6EgfABzza1pUwxhjTPDZCYYwxxhhjjGkxG6EwxhhjjDHGtJgFFMYYY4wxxpgWs4DCGGOMMcYY02IWUBhjjDHGGGNazAIKY4wxxhhjTIv9L95iYxoBvQHgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 5))\n",
    "for agency, df in time_df.groupby('Agency'):\n",
    "    sns.distplot(df['DurationTotalSec'], rug=True, hist=False, label=agency)\n",
    "plt.xlabel(\"Duration (seconds)\")\n",
    "plt.title(\"Frequency of report runtimes\")\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Number of months in the report vs the number of Institutions in the report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sp = sns.scatterplot(y='DurationTotalSec', x='ParamNumMonths', data=uat_df, alpha=0.5, size='ParamNumInstitutions', sizes=(50,150))\n",
    "sp.set_title(\"Execution times, for ALL of the UAT reports\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "sp = sns.scatterplot(y='DurationTotalSec', x='ParamNumMonths', data=live_df, alpha=0.5, size='ParamNumInstitutions', sizes=(50,150))\n",
    "sp.set_title(\"Execution times, for only the successful, UAT User run reports\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "contrast_palette = sns.xkcd_palette(['sky', 'chartreuse', 'forest green', 'burgundy'])\n",
    "this_palette = contrast_palette[:len(user_fail_df['ResultStatus'].unique())]\n",
    "sp = sns.scatterplot(y='DurationTotalSec', x='ParamNumMonths', data=user_fail_df, alpha=0.5, hue='ResultStatus', \n",
    "                     palette=this_palette, size='ParamNumInstitutions', sizes=(50,150))\n",
    "sp.set_title(\"Execution times, for only the FAILED, UAT User run reports\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation Analysis\n",
    "Looking through the different key runtime attributes to see which attributes correlate well to other attributes.\n",
    "\n",
    "Primarily to determine what attributes affect the tota runtime.\n",
    "\n",
    "As you can see from the results, there are very low correlation values other than with the DataRetrieval time. And that really only has a week correlation (0.21) to the number of rows returned.\n",
    "\n",
    "Note that the number of institutions included in the query is mildly correlated to the total report runtime.\n",
    "Also that the number of months included in a query is a *very* low correlation to the total report runtime.\n",
    "\n",
    "For further analysis, maybe one-hot-encoding on agency or other categorical attributes to see if there are attributes more highly correlated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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j3yt2phw9RjLZf+AApWNO3M7V6zYAUKlCEmbGpRdewOLlK/MgewkGdQSCwDeMpyxw9Oh7D7gBuAUYfYLNjKyr8419P5Wcc6uBlcDZfzOFTPz/rYvmePxHjsce/sKdpJxzo5xzTZ1zTetS+FTh8j9qULsWW7ZuZ9uOnWQcOcK0WXNo16K5X0y7Fs2ZNH0mAF98M5fzmjTGzBj3+ovMnjCW2RPGcuOV3ejd8xpu6N4F5xxPDn6R6pUrccs1PULRrH+sQbWKbElOY1vqb2RkZjLth8Vc0KTeX9q2XNnSLFyzgUyPhyOZHhat3kj18qfH0KDrr+6RPZH3orZtmDRlGs45lixbQckSJY4boxsfV5YSxYuzZNkKnHNMmjKNC9u2PuXreL1eps/86rToCDSoXYvN27az1XeMTP3qG9q19L8vQ7uW5zNx2peA7xg5O+sY2bpjZ/bk4O3JKfyyZStJ5RKJiy1DYnwcv2zJGgs+/6efqX6K+RT5TfrPiylRvRpnVKqEFSpExSu6smP6F34xh7ZvJ751KwBK1qxBZJEi/LFrF4VjYyEi6+OieOXKlKxWjQObT68bCuRUv3wcW3bvY1v6PjIyPUxfsZELavtfU1u1cxdPfz6P1667hNgSx6qoHq+XPYd+B2Bt8m+sTdlNi+oVgpr/P9WgTi02b9127BiZOZt2rQKOkVbnM3HaDAC++HoO5zVtctI7qSXElWXjps3sTs+6IPPdj4tOu2Pkr4qw4P6Egm4fGgRmVhuIBI4OXh0D/AgkO+dW+Z7bj/+E3y+Ae83sXuecM7OznHOLgdeAH81sqnNugW//VwDfAfOA64EBZtYW2OWc22dmm4HOvtgmQNW/kHZgPvnSbR+MpmbblpQoG8vgrav5/Kln+X702FCnlSuioiL5z4P3cNuDj+P1euneqT01qlXhlbffpX7tmrRr2ZwenTvQd8DzXHL1zcREl+TF/o+fdJ8/L1vJZ1/Momb1qnS9+U4A+txxK22anxuMJuWKqMhInrypO7cPGYnX6+WKNs2oUaEcr0yYTv2qFWl3dn2Wb/yVe18azb5Dh/l68Upe/WQGU55/lPbnNmLByvV0eWwIhtGyYW0uaFI/1E3629q0PJ85337PxV16UKxoUZ7t/2T2ui7X9OSzj7KOgacee5jHnhrA73/8Qevzm9Pa15GcOfsbBgwZxu70Pdxx34PUqVmTd15/GYCFPy+mXEI8FSskBb9hf1NUVCT9+tzL7Q8+isfjpXvnDtSoVoWX3xpD/do1ubDV+fTofCkPD3iOi6+6kZjokgx/+gkAflq2grfGfkRUVBQREUb/h+6jTKmsq6D/6XMPDz09mCOZR6hYvhyDH384lM3825zHw+K+j9H6k4+wyEg2jfuQfWvWUu+xvuxespSd079g6ZP9afryMGr+6w5wjoV33wdA3PnnUe+xvrjMTJzXy0//7suRPXtO8Yr5V1RkBE90PJ9eY6fj9Tq6nVWLGvFleHX2IuqVj6Nd7coM/XIBhzIy6fPfWQCUjynBiOvak+nxcsPozwEoUaQwz19xAVGRp9f106ioKPo9dD+33/8wHq+X7p0vpUa1qrw8ajT1a9fiwtYt6HFZRx5++lku7nEdMdHRDB/QL3v7dl2v5sChQxw5coRZc75l9CtDObNqFe6+7Sauv/M+oqKiSEpMYHC/R0PXSPlH7OgdRiR3mZkHWH50EXjcOTc1x/oZwCTn3Ju+5TJknfwXIusOQ5OBl8iaQxBB1hCeoyfzzYEhQDzgBeYCfci60j8aqAYcAno755b5Jvt+BiQBC4DmwKW+VKY45+r79vsQUMI519/MugPPAoeB5ieaJ3CnResPyOeN1OWnDgoTbrPKxEdF1G1+6qBwcfjAqWPCxPgaTUOdQr5xxRunV0crL0W2v/7UQeGidLmQT8h4vliZoJ7jPHJ4d9DbrIpAHnHORZ5one+e/zWAD3PE7wbOCQi94wT7ng+0+pNVh4CugU/6TuJPdPuP+jnihuZ4/AnwyQm2EREREZHTnDoCQWZmF5F156Dhzrm/ds9DEREREQmqCEJelMhz6ggEmXNuFlAwZ9WIiIiIyGlDHQERERERkQDh8LURp9f0dxERERERyRWqCIiIiIiIBAiHq+Xh0EYREREREQmgioCIiIiISADNERARERERkQJJFQERERERkQDh8D0CqgiIiIiIiIQhVQRERERERAJojoCIiIiIiBRI6giIiIiIiIQhDQ0SEREREQkQDlfLw6GNIiIiIiISQBUBEREREZEAmiwsIiIiIiIFkioCIiIiIiIB9IViIiIiIiJSIKkiICIiIiISQHMERERERESkQFJFQEREREQkQBgUBFQREBEREREJR6oIiIiIiIgE0BwBEREREREpkFQREBEREREJoO8REBERERGRAkkVARERERGRAJojICIiIiIiBZIqAvKPvJG6PNQp5Bt3xTcIdQr5xohPB4U6hXzD8/vBUKeQb7zS/s5Qp5Bv9NmxKtQp5BueEU+GOoV8w2VmhDqFfCMMLsbnC+oIiIiIiIgECIdhM+HQRhERERERCaCKgIiIiIhIgHAYnqSKgIiIiIhIGFJFQEREREQkQIQV/JqAKgIiIiIiImFIFQERERERkQAFvx6gioCIiIiISFhSRUBEREREJIAqAiIiIiIiUiCpIiAiIiIiEkAVARERERERKZBUERARERERCWD6HgERERERESmIVBEQEREREQlQ8OsBqgiIiIiIiIQldQRERERERMKQhgaJiIiIiAQIh6vl4dBGEREREREJoIqAiIiIiEiAMLh7qCoCIiIiIiLhSBUBEREREZEAFgY3EFVFQEREREQkDKkiICIiIiISoODXA1QREBEREREJS6oIiIiIiIgEUEVAREREREQKJFUEREREREQCRIRBSUAdAcl35v2wkEEvv4HX66VH5w707nmN3/qMjAweGfgCK9eup1R0SV585gkqlEvMXr8jOZXOPW/n7lt6ctt1V7IzJZVHBr7Ab+npGMZVl3fkxqu6BbtZea7nOyNo0LkD+1PTGNDgvFCnk6fmrd3C4M/n4XGOHufUpVfbs/3Wj5m3mAkLVxEVEUHp4sUY2KMdSaWjWbBxG89N+TY7blNaOkOvbc9F9aoFuwm5Zt6KdQz+cBoer5cerc6mV8c2fuvHfPkdE+YtyvpdlCzOwFu6kRRbGoDew99l6S9baVKjMm/c1zMU6eeqyhe3o+0Lg4mIjGDFmPdZOOxlv/UlK1bgkjdfpVjZWH5PT2fGbXdxYPsO4hrWp93LQylSsiRej4cfh7zIuk8mhagVuWPu/AUMevEVvF4vV17eid433eC3PiMjg75PD2LlmnWUiolm+MD+VChfjvS9e7nv0X6sWL2Gbp060O/hPqFpQF6pVo+IS64Bi8AtmYebP+PP42o1IbLHXXhGD4SdW4KbYy7L7c/UozweDz1uv4f4uLKMHDIgaO2R3KWhQXnMzDxmtsTMVpjZ52ZWKhf2mWhmH5nZRjP7ycymmVnN3Mg3x2u0NbPzc3Off4XH4+GZF1/jraGDmPL+W0yd9Q0bNvm/CU+YMoPokiX48uMx3HT1FQx74x2/9c+99iatmp2TvRwZGckj9/Rm6vtv89Golxn36eTj9lkQzB8zjlc7XBHqNPKcx+tl4GdzGHnLZXze5zqmLVnHhpTdfjF1yscx/p6rmPTAtbRvUJ1h078HoFn1Cky8/xom3n8N/9erK0ULRdGiRsVQNCNXeLxeBo77nJEP3MjnA+5j2o/L2bAj1S+mTqVyjH/yLiY9fS/tz67HsPFfZK+7pUNLnrutR7DTzhMWEUG74UOY1PUq3m1yPrWuvIIytWv5xbQe/AyrP/iY95u1ZsHgobR8+j8AHDl0mC9u/xfvNW3BxK5X0faFQRSJiQ5FM3KFx+PhmReG8/ZLLzD1o/eY8uVXbPhls1/M+MlTiS5ZkpmffMjN11zF0BFvAlCkcGHuv+M2+t73rxBknsfMiOhwHd6PXsY7sh9W71woW+74uMJFiDj3Qtz2X4KfYy7Li8/Uo94bP5FqlSvlaf6hZkH+LxTUEch7h51zjZ1z9YHdwN3/ZGdmZsBE4BvnXHXn3NnAY0DCP0/VT1sg6B2BZavXUqlCeSomlaNwoUJ0vKgNX337vV/MV9/Op+ulFwPQvm1r5v+0GOccALPmfkeFcomcWbVydnx82Vjq1aoBQIkzzqB6lUqk7NoVpBYFz4Z533Nod3qo08hzy7emUCk2hoqxMRSOiuTSRjWYvcr/A7tZ9QoUK1wIgIYVE0nZe+C4/Xy5fAOtalXOjjsdLd+0jUrxsVSMK0PhqCguPbcBs5es9otpVrsaxYoUBqBh9YqkpO/LXte8TnWKFy0c1JzzSmLTJuzZuIm9m7fgPXKEtRMmUr3zpX4xsbVr8es3cwHYOmce1Xzr92zYyJ6NWX9DB3cmcyh1F8XKlg1uA3LRslWrqVwhiYpJ5SlcqBCdLr6Qr+Z+6xcze+63dOvUAYD27dowf+HPOOc4o1gxmjZuSJHCBePvwk/5qrA7DfbsAq8Ht2ohVrPxcWHWpive+TMg80gIksxdefGZCpCcmsac+T9y5WUdgtMQyTPqCATXfCAJsk7ozewFX6VguZld7Xt+hJld7ns80cxG+x7famaDgAuAI865N4/u1Dm31Dk37yT7bGtmU47Gm9lrZnaz7/FmM3vazH72bVPbzKoAdwJ9fNWMVnn/q8mSkraLcvFx2cuJcXGkpP3mF5OaIyYqKpKSxYuzZ+8+Dh46zFvj/svdt5x4iMO2ncmsXreBRnVr500DJM+l7DtIYkzJ7OXEmBKk7jt4wvhPF62iVc3Kxz0/fel6OjWqkSc5BktK+j4SS8dkLyeWjiY1x4l+oE/n/USrBqd3m0+kRPly7N++PXv5wPYdlCjvf7U3bfkKanTpDMCZXTpTJLokRcuU9otJaNqEiMKF2fPLprxPOo+kpO4iMSE+ezkhPo6UtDT/mLRdlIvPiomKiqJkieKk790b1DyDrmQp3P4c1cN96VAyoEifWAmLLg0blgc3tzySV5+pz77yBg/ddTtmBfs00oL8EwoF+18wHzGzSOBCYLLvqSuAxkAj4CLgBTMrB8wDjp54JwF1fY9bAXOB+sBPJ3iZE+3zVHY555oAbwAPOec2A28Cw33VjHl/tZ2h9Nrosdx81RUUP6PYn64/eOgw9z3xDI/dfxclihcPcnYSCpMXr2XFtlRubdPE7/m0fQdZl/IbLWoW7LJ2TpPnL2HFlu3c2j5o/fp8Z+7jT5HUqgXXz/+aCi3PZ//2HTiPJ3t98cQEOrz9Bl/ecS/4rohKODEiLroK76zxoU4kXzjRZ+rX3/1AbKlS1K+dqyOSJUQ0WTjvFTOzJWSd1K8GZvqebwl86JzzAClmNgc4h6yOwANmVhdYBZT2ncw3B+4DagW+QA4n2ueJLxFm+dT3/5/I6kyclJn1BnoDvDn0WXrfeN2pNvnLEuLKsjP12JWr5LQ0EuJi/WLifTGJ8XFkZnrYf/AgpWKiWbZqDV98M48X3nib/QcOEGERFClSmBu6d+FIZib3PfkMl13SjkvatMy1fCX4EqKLk7x3f/Zy8t4DxEcf37H7fv1WRs1exLt3dKNwVKTfuhnLNnBRvWoUiow8brvTSULpaJLTj13FTU7fR3zp48e2f79qA6OmzuHdvrdRuFDBfNs/sGMnJZOSspdLJJXnwI6dfjEHdyYz5dqbAChUvDhndr2MP/ZmvT0WLlmSLp9+yPf9B5K8cFHwEs8DCfFlSU45NlckJTWNhLg4/5i4suxMTSUxIZ7MzEz2HzhI6ZiYwF0VLPv3YCXLkN3Fiy4N+/ccW1+kKMSVJ+KGh7KWS8QQceU9eMe/dtpOGM6Lz9SUtF3M/u4H5vywkIyMDA4cPMTDzzzHC/0eDXbz8pzls7sGmVkH4GUgEnjbOfdcwPpKwLtAKV/Mo865aSfbZ8H8RMhfDjvnGpvZGcAXZM0ReOVEwc657b4JxR3IqgCUAa4CDjjn9pvZSuDvzu7LxL/6UzRg/R++/3v4C38TzrlRwCgAl7YlVy+bNahdiy1bt7Ntx07i48oybdYchj7l/+bSrkVzJk2fyVn16/LFN3M5rxb3LREAACAASURBVEljzIxxr7+YHfPqO+9xRrFi3NC9C845nhz8ItUrV+KWawrGxMhwVr9CAlt+28u23fuIjy7O9KXrGXLtJX4xq7an8fTErxl56+XEljjjuH1MXbqOPh2aByvlPFO/ShJbUn5jW9pu4ktHM/3H5QzpdaVfzKpfd/D02M8Y+cBNxEaXCFGmeS/5p8WUPrMa0ZUrcWDHTmr16Mb0W3r7xRSNLcPvu9PBOc55+AFWvjcOgIhChbjso/dYPe5j1k/6PBTp56oGdWqzees2tu7YQUJcHFNnfsWwAf38Ytq1asHEqTM4q0F9vpg9h/OaNsHy21lPbtuxGcrEQ0xZ2J+O1T0H76S3j63/4zDe4Q9mL0bc8BDer8aftp0AyJvPVIB/33kbAAt+XsrojyYUyE5AfuMbWTICuBjYBiw0s8nOuVU5wp4E/uuce8N3QXkaUOVk+1VHIEicc4fM7D5gkpm9TtaV/zvM7F2yTvZbAw/7wn8AHgDaAbHABN8PwGzgWTPr7Tshx8waAjEn2WchoK6ZFQGKkTVEyX/m2PH2A0G/bUZUVCT/efAebnvwcbxeL907tadGtSq88va71K9dk3Ytm9Ojcwf6DnieS66+mZjokrzY//GT7vPnZSv57ItZ1Kxela433wlAnztupU3zc4PRpKC57YPR1GzbkhJlYxm8dTWfP/Us348eG+q0cl1UZARPXN6aXqM/w+t1dGtalxoJsbz65QLqVYinXd2qDJ3+HYcyjtBnXNatAcuXKsGIm7LGhm/fvY/kvQc4p2rSyV7mtBAVGckT13Wm10vv4vV66dbibGokJfDqpFnUq5JEu8Z1GDp+Bod+z6DPmx8BUL5MKUbcm3UryRuef4tNO9M49EcGFzw8hAE3daNl/dNzDoHzeJj94CNcMXk8FhnJyvc+4LfVa2n+n0dJ+XkJv0ydQcVWLWjxzH/AObZ9N5+vH+gLQM3uXUlq2ZyisaWp2/NaAL7sfQ9py1aEskn/s6ioKPo99AC33/cQHq+X7pd1pEa1qrw88h3q16nFha1b0uPyTjzcfxAXd7+WmOiSDB/YP3v7dl2v4sDBgxw5ksmsOd8y+pVhnFmtSqiak3ucF+8XHxBx7QMQYbil38GuHVjry3E7t8D6paHOMNflxWeqhMy5wAbn3C8AZvYR0IWs0SNHOY6du8UAO061U3MaB5mnzOyAc65EjuXPgf8C7wNDgEvJ+ocb6Jz72BdzGzDAOVfezAoBe4CezrlPfevLAy8BZwO/A5vJ6jhsOMk+hwDdgE3AAWCyc26MmW0GmjrndplZU2Coc66t73akEwAvcO+J5gnkdkXgdHZXfINQp5BvjPh0UKhTyD/KJp46Jky80v7OUKeQb/TZserUQWHCM+LJUKeQb0T01u/iKIurHPIS1Zdx5YN6jnNJ2o4TttnMegAdnHO3+5Z7As2cc/fkiCkHfAmUBooDFznnTjSvFFBFIM/l7AT4li/Lsfgwx6oAOWPeAd7xPT5C1j9mzvU7yBou9GdOtM++QN8/eb5KjseLyLptKM65dUDDE7yGiIiIiOSinHMwfUYdHf3xF10LjHHODTOz5sBYM6vvnPOeaAN1BEREREREAkQE+aaeOedg/ontQM5vwKzgey6n28iaY4pzbr6ZFQXKAqmcgG4fKiIiIiKSvy0EaphZVTMrDFzDsVvSH/UrWfNAMbM6ZN0cJo2TUEVARERERCRAyCcp5OCcyzSze8i6A2UkMNo5t9LMngEWOecmA/8G3jKzPmTNFb3ZnWIysDoCIiIiIiL5nO87AaYFPNcvx+NVQIu/s091BEREREREAhT0r9YAzREQEREREQlLqgiIiIiIiAQIg4KAKgIiIiIiIuFIFQERERERkQAWBjUBVQRERERERMKQKgIiIiIiIgEiCn5BQBUBEREREZFwpIqAiIiIiEiAMCgIqCIgIiIiIhKO1BEQEREREQlDGhokIiIiIhJAQ4NERERERKRAUkVARERERCSAvlBMREREREQKJFUEREREREQCWMEvCKgiICIiIiISjlQREBEREREJEA5Xy8OhjSIiIiIiEkAVARERERGRAGEwRUAVARERERGRcKSKgIiIiIhIAAuD2wapIiAiIiIiEoZUERARERERCVDw6wFgzrlQ5yCnMe/CafoD8nHbNoY6hXzj7iueCHUK+UZ0pAqvRw2eODjUKeQfZRJCnUG+YUWKhTqFfCOieuNQp5B/lC4X8vPwheUqBfUc55ydvwa9zaoIiIiIiIgECHlPJAh0qUpEREREJAypIyAiIiIiEoY0NEhEREREJIBuHyoiIiIiIgWSKgIiIiIiIgEiCn5BQBUBEREREZFwpIqAiIiIiEgAC4OSgCoCIiIiIiJhSBUBEREREZEAYXDTIFUERERERETCkSoCIiIiIiIBVBEQEREREZECSRUBEREREZEA+mZhEREREREpkFQREBEREREJEAYFAVUERERERETCkSoCIiIiIiIBNEdAREREREQKJHUERERERETCkIYGiYiIiIgECIORQaoIiIiIiIiEI1UEREREREQCRIRBSUAVARERERGRMKSKgIiIiIhIgDAoCKgiICIiIiISjlQREBEREREJoC8UExERERGRAkkVARERERGRABYGl8vVEZB8bd7S1Tw7diJer6NH22b0uvwiv/UL12xk8NiJrNu6k2H39KT9uY2z173w4WTmLFmFc47z69fi8Z7dTusy37y1Wxj8+Tw8ztHjnLr0anu23/ox8xYzYeEqoiIiKF28GAN7tCOpdDQLNm7juSnfZsdtSktn6LXtuahetWA3IWh6vjOCBp07sD81jQENzgt1OnmqZvsL6fLic1hkJD+Ofo9vhrzkt75UpYpc+fZrlChblkPp6Xx0Y2/2bt9B9batuGzos9lxcbVr8MF1t7Fy8tRgNyHXzFuzmcGfzcHj9dKjWX16tTvHb/2YOT8zYcEKoiJ9x8hVF5NUJhqAHen76Dd+Fsl79gPGyNu7kFQmJgStyH3zlq9l8AdT8DgvPVqdQ69Obf3Wj/liHhPmLsr6vZQszsBbupNUtnRoks0DWZ8jn/o+R847/nNk9UYGvz+Rdb/uYNg9N9K+WdbnyIKV63nu/YnZcb/sTGXYPTdyUdOGQc3/n5o7fwGDhr+G1+vhyss70fvG6/3WZ2Rk0Pfpwaxcu5ZS0TEMH9iPCuXLkb53L/c99hQrVq+hW6cO9Hvogextps2czRtj3sfr9dK2RXMevueOYDdLckmB6+uYmcfMlpjZSjNbamb/Nsu9Pp2Z3Wxm5XMsv21mdf+H/Tzhy3NJjpyXmNl9J9nmCjOr/Rf2PdDMHvA9bmFmC3z7Xm1m//m7uYaKx+tlwLufMKpvbz4f8ghTf1jMhu3JfjHlY0sz+I7r6HR+E7/nF6/bxOJ1m/hscF8mP/cIy3/5lYWrNwYz/Vzl8XoZ+NkcRt5yGZ/3uY5pS9axIWW3X0yd8nGMv+cqJj1wLe0bVGfY9O8BaFa9AhPvv4aJ91/D//XqStFCUbSoUTEUzQia+WPG8WqHK0KdRp6ziAi6vTKUdzr3YFiDZjS+ugfxdWr5xXQeMoCfx37E8CYtmDVwCB0GPQXAxm/m8VLTVrzUtBUjL76MI4cOs27m7FA0I1d4vF4GTvyakbd35fOHb2Ta4rVsSP7NL6ZOUhzjH7iWSf++gfYNz2TY1HnZ6x778AtubXs2U/rexMf3X0OZEmcEuwl5wuP1MvD9yYzscwufD+zDtAVL2bA9xS+mTqXyjO93N5OeuZ/2TeszbPz0EGWb+zxeLwPGTGBU3zv4fMijTJ3/Mxu2BXyOlC31p58jzerVYOLgvkwc3Jf/e+JuihUuTIsGp/wIzlc8Hg/PDH2Zt4c/z9QP32XKl7PZsGmzX8z4ydOIji7BzAkfcPO1PRg6YhQARQoX5v7et9L33rv84tP37mXIa2/y7msvMvXDMezavZv5C38KVpOCysyC+hMKBa4jABx2zjV2ztUDLgYuBZ76Ozsws8iTrL4ZyO4IOOdud86t+rtJOucG+fJsnCPnxs65V06y2RXA330Xehe4zfc69YFP/m6uobJs469USihLxfiyFI6KouN5ZzH7pxV+MUlxZahVqfzxX/phxh9HMjmSmUnGkUwyPR5iY0oGMfvctXxrCpViY6gYG0PhqEgubVSD2at+8YtpVr0CxQoXAqBhxURS9h44bj9fLt9Aq1qVs+MKqg3zvufQ7vRQp5HnKp57Nrs2/sLuTVvwHDnC0v9+Qr3LO/rFxNepxYav5wKw8eu51Lv80uP207B7F9bOmMmRw4eDkndeWP5rsv8x0rgms1f6d/6bnVnx2DFSuVz2MbIh+Tc8Xsf5NSsDULxI4QJzjCz/ZSuV4mOpGF+GwlFRXNqsEbOXrPaLaVanOsWKFAagYbVKpKTvC0WqeWLZxi1/8jmy3C8mKS72zz9Hcvjyx6W0alQn+/d0uli2ag2VKyRRMak8hQsVotPF7fhq7nd+MbPnfUe3jh0AaH9BG+Yv+gnnHGcUK0bTxg0pUti/zVu376RyxQqUKV0KgObnnM0XvvcYOf0UxI5ANudcKtAbuMey3Gxmrx1db2ZTzKyt7/EBMxtmZkuB5mbWz8wWmtkKMxvl274H0BQY57vCXszMvjGzpr59XGtmy33bPJ/jdQ6Y2SBfheIHM0s4Wd5mVtXMvjazZWY208wqmFkroCMw3PfaVczsTl+OS81svJkV+5PdxQHJvt+H52inxcxKmNkYM/vRzBab2WW+56PMbLivDcvM7F//6+//n0pN30NimVLZywllYkhJ3/uXtj2rRhWa1T2T1vc8Ret7nqJlg9pUTzrprz1fS9l3kMQcHZnEmBKk7jt4wvhPF62ile+kJqfpS9fTqVGNPMlRgi+mfDn2bt2evbx32w6iy5fzi9m5bAX1u10GQP2ul1E0OpozyvgP+2h0dXeWfHzaXCP4Uyl7D5JYKscxUqokqXtPcowsWEmr2lUA2LwrnZLFinDfmM+54sVxvPD5PDxeb16nHBQpe/aRmGOIU2LpaFJP8j766byFtGpQMxipBUXq7r0kxh77e08oU+ovf47kNG3+Yjo2b3LqwHwmJS2NxPi47OWE+DhS0tKOiymXkBUTFRVFyRIlSN974t9R5QpJbNryK9t27CQzM5Ov5nxLckpq3jQgxMyC+xMKBbojAOCc+wWIBOJPEVocWOCca+Sc+xZ4zTl3jnOuPlAM6OycmwAsAq73Xb3PvnzmGy70PNAOaAycY2Zdc+z7B+dcI2Au0OsUubwOvO2cawiMB15yzs0DpgF9fK+9GRjvy7ERsJGsakWgl4D1ZvapmfUysyK+5/sBM5xz5/pyHmZmRYG7yKp4NPK9/kenyDVf2pKcxsbtKXz9Sn++ebU/P6xaz6I1p+/QoL9j8uK1rNiWyq1t/D+00vYdZF3Kb7SoWSlEmUkoTO37H6q1bsH9C+dSrXUL9mzbjtdz7CS3ZGICifXrsvaLr0KYZXBN/mk1K7alcKtvno3H4/hp03Yevqw1/73/Wrbt3sukhX+70Hvamzx/MSs2b+fWDq1DnUq+kpq+l3Vbd9Cy4ek1LCivxESXpH/fB+nz5DNcf+d9JJVLJCKywJ9OFlj6lzvGg/+wmQt8Y+uXk3WiXO8U258DfOOcS3POZQLjgKPvphnAFN/jn4Aqp9hXM46dgL8HtDpBXEMzm+fL8Zo/y9E595Qvt1nAjcDRmYCXAE+Y2RLga6AoUAm4CHjTOefxbb87cJ9m1tvMFpnZolET824saXzpUiTv3pO9nLJ7Lwml/9rkvVmLltPozCoUL1qE4kWL0KpRHZZs2JxHmea9hOjiJO/dn72cvPcA8dHFj4v7fv1WRs1exIibOlE4yn+E24xlG7ioXjUKRZ5s5JucTvbu2ElMxaTs5ZgK5dm3Y6dfzL6dyYy9sicvn9OaGf8ZAMDvOa72NbyyGysnTcGbmRmcpPNIQkxx30TfLMl79hMf8yfHyLpfGfXVj4y45XIKR2XdLyOxVAlql4+jYmwMUZERXFi/Oqu2F4wrnAmloknefezfOzl9H/F/8j76/coNjJryNSPuu5HChQrOfUTiy8SQ/NuxYYIpu/f85c+Ro2YsWMJFTRtSKOr0e+9MiIsjOfVYBSAlNY2EuLjjYnamZMVkZmay/8ABSsec/HfUrtX5jB/9Bh+//TpVK1ekSsWCOe9McwQKADOrRtZJfiqQiX+bi+Z4/PvRk1/flfHXgR7OuQbAWwGxf9cR55zzPfaQe3dreg+4y5fjQE6Qo3Nug3PudeBC4FwziwEM6JpjbkIl59y6v/KizrlRzrmmzrmmvbsdP944tzSoVpEtyWlsS/2NjMxMpv2wmAuanKo/lqVc2dIsXLOBTI+HI5keFq3eSPXyp+/QoPoVEtjy21627d5HRqaH6UvXc0Hdqn4xq7an8fTEr3ntpk7E/slEx6lL19GxUcEp+QtsW/gzZc+sTukqlYksVIhGV3Vn1ef+nfMzYstkf8Bc8GgfFo0Z57e+8TWn/7AggPoVE9myaw/bftubdYwsWccF9ar7xazansrTn3zFa7dcTmzJM3Jsm8D+w3+w+8AhAH5Yv5XqCbFBzT+v1K9agS0pu9iWtpuMzEymL1jKBY3r+MWs2rKDp9+byGv33UhsdIkQZZo3GlSrxJbkXf6fI2fX/1v7mPr9z3Q6DYcFATSoU4vNW7exdcdOMo4cYerM2bRrdb5fTLtW5zNx2gwAvvh6Duc1bXLKk9LffHOw9u7bzwefTOLKLp3ypgGS5wpOt/9PmFkc8CZZw3ycmW0G/mVZdxFKAs49waZHT6h3mVkJoAcwwffcfuDPZp3+CLxiZmWBdOBa4NX/MfUfgKuAD4EbyBpO9GevXRxINrNCwHWA/+xRwMw6AdN8HZEawB++/XwB3AscvbvQWc65xcBM4E4zm+uc85hZmT+rCgRDVGQkT97UnduHjMTr9XJFm2bUqFCOVyZMp37VirQ7uz7LN/7KvS+NZt+hw3y9eCWvfjKDKc8/SvtzG7Fg5Xq6PDYEw2jZsDYXNPl7b/75SVRkBE9c3ppeoz/D63V0a1qXGgmxvPrlAupViKdd3aoMnf4dhzKO0Gdc1ht6+VIlGHFTZwC2795H8t4DnFM16WQvU2Dc9sFoarZtSYmysQzeuprPn3qW70ePDXVauc7r8fDZ/Q9z+7RPiIiMZOGY90lZtYZL+j/OtkWLWTVlOtXbtOTSQU/hnGPTvO+ZeO9D2duXrlyJUhWS+GXOtyd5ldNDVGQET3S7gF5vTcTrHN3OqUeNxFhenTGfehXjaVevOkOnzOPQH0foMzarMFq+VDQjbr2cyIgIHr6sFbeO/BTnHPUqxNOj2en7fpFTVGQkT9xwOb1eHJ313tGyKTWSEnh14kzqVUmi3Vl1GfrfaRz6I4M+r38AQPnYUoy478YQZ547oiIjefLm7tz+/JsBnyPTqF+10rHPkeHv+H+ODHkUgO1pv5G8ew/n1Kl+ilfKn6Kiouj30P3cfv/DeLxeune+lBrVqvLyqNHUr12LC1u3oMdlHXn46We5uMd1xERHM3xAv+zt23W9mgOHDnHkyBFmzfmW0a8M5cyqVRg0/FXWrM8abnv3bTdStVLBrAiEAzt2obpgMDMPsBwoRFYFYCzwonPOa1ld3PeBs4HVQGmgv3PuGzM74JwrkWM/A8k6mU8G1gFbnHP9zaw78CxwGGgOTAcecs4tMrNrgcfJuto+1Tn3iG9f2fv2TTju7Jy7OcdrBb52VWA0EAukALc457aZWWtgJFkn812BzsC/gTSyOiJFnXO3+3Lf5Zx7yczGAw19+R4BHnfOzTSz4mTNHziPrCrJBudcF1+nYihZQ4QygTecc2+e6PftXTitYP0B/QNuW3jMQfgr7r7iiVCnkG9Ea+xstsETB4c6hfyjzOlbocxtVuTP7nMRniKqNz51ULgoXS7kX/yzqX7NoJ7jVF2xLuhtLnAdAQkudQSOUUfgGHUEjlFH4Bh1BHJQRyCbOgLHqCOQgzoCQVGghwaJiIiIiPwvTvbdEgWFLlWJiIiIiIQhVQRERERERAKEQUFAFQERERERkXCkioCIiIiISIBQfclXMKkiICIiIiIShlQREBEREREJEAYFAVUERERERETCkSoCIiIiIiIBVBEQEREREZECSRUBEREREZEAFlHwSwKqCIiIiIiIhCFVBEREREREAmiOgIiIiIiIFEjqCIiIiIiIhCENDRIRERERCRARBmODVBEQEREREQlDqgiIiIiIiAQIg4KAKgIiIiIiIuFIFQERERERkQAWBiUBVQRERERERMKQKgIiIiIiIgHCoCCgioCIiIiISDhSRUBEREREJIDmCIiIiIiISIGkioCIiIiISIAwKAioIiAiIiIiEo5UERARERERCRAOcwTUEZB/JKJu81CnkG94fj8Y6hTyjehIFRuP2ufxhjqFfMPiKoQ6hXwjomHrUKeQb7gD6aFOIR8p+Ceekr+oIyAiIiIiEsDC4JpWGDRRREREREQCqSMgIiIiIhKGNDRIRERERCRAOEwWVkVARERERCSfM7MOZrbWzDaY2aMniLnKzFaZ2Uoz++BU+1RFQEREREQkUET+qQiYWSQwArgY2AYsNLPJzrlVOWJqAI8BLZxz6WYWf6r9qiIgIiIiIpK/nQtscM794pzLAD4CugTE9AJGOOfSAZxzqafaqToCIiIiIiKBzIL7c3JJwNYcy9t8z+VUE6hpZt+Z2Q9m1uFUO9XQIBERERGREDOz3kDvHE+Ncs6N+hu7iAJqAG2BCsBcM2vgnNtzsg1ERERERCSHYN81yHfSf6IT/+1AxRzLFXzP5bQNWOCcOwJsMrN1ZHUMFp7oNTU0SEREREQkf1sI1DCzqmZWGLgGmBwQM4msagBmVpasoUK/nGynqgiIiIiIiATKR3cNcs5lmtk9wBdAJDDaObfSzJ4BFjnnJvvWXWJmqwAP8LBz7reT7VcdARERERGRfM45Nw2YFvBcvxyPHfCg7+cvUUdARERERCSQvllYREREREQKIlUEREREREQCWD6aI5BXVBEQEREREQlDqgiIiIiIiATSHAERERERESmI1BEQEREREQlDGhokIiIiIhJAk4VFRERERKRAUkVARERERCSQJguLiIiIiEhBpIqAiIiIiEggzREQEREREZGCSBUBEREREZEApjkCIiIiIiJSEKkiICIiIiISKAzmCKgjIPmOc45BL7zInG/nU7RoEZ57+j/Uq1P7uLgVq9bwWP8B/P77H7Rp2ZwnHn4QM2P6zK94beTbbNy0mfFjR9Ogbh0AJk+bwTvvjcvefu36DUz84F3q1KoZtLb9E/NWrGPwh9PweL30aHU2vTq28Vs/5svvmDBvEVEREZQuWZyBt3QjKbY0AL2Hv8vSX7bSpEZl3rivZyjSz1U1219IlxefwyIj+XH0e3wz5CW/9aUqVeTKt1+jRNmyHEpP56Mbe7N3+w6qt23FZUOfzY6Lq12DD667jZWTpwa7CUHT850RNOjcgf2paQxocF6o08lT85at4dlxn+H1eunRphm9OrfzW79wzUYGfzCZdVt3Muxf19P+nEbZ64Z+PIU5S1cDcFeXi+nYrHFQc88NzjkGDRnGnO++p2jRojz3dL8TvHeu5rGnnuH3P/6gTYvzeaLvvzEznh/+Cl/PnUehQoWoVCGJwU/3I7pkSY4cyeTJZwayas1aMj0eunbqyB233Rz09v0d8xYsZNDLb+L1eujR+VJ633C13/qMjAweGfQCK9eup1R0NC8+/TgVyiVmr9+Rkkrnnr24+5YbuO3aKwHYt/8ATz4/nPWbNmNmDHr0Qc6qXzeo7fpfzJ2/gEHDX8Xr9XLl5Z3ofeP1fuszMjLo+/SzrFy7jlLR0Qwf+BQVypcjfe9e7nusHytWr6Vbpw70e+gBAA7//jv3P/4Uv27fQWREBBe0PJ+H7r4jFE2TXHDKoUFm5jGzJWa20syWmtm/zSzXhhSZ2c1mVj7H8ttm9j8dWWbW38z+n737Do+qeNs4/n1SgAChp9ARpEgRRFCRJlhAQRQBu77YsHfFiiBFVEBsqKDyQxEVUQFpIkWKgAoqHVGkSE1AaaGF7M77xx5CdumYbEK4P9eVi+yeOXOeWbJnz8wzc3a9F++fZvb18dQVGsNRyg0xs1Ve/QvM7OL/WreZdTezS45Vz4nw4mzv/d7azH7z4l1qZjn+3Tpj1hxW/72W70aPoMfzz9Ct96uHLdet96v0eP4Zvhs9gtV/r2XG7DkAVKlUkbf6vkz9usEf5G2uaMnoz4cy+vOhvNqjK2VKlzplOgE+v5+ew8Yw8JFbGdPjIcb/vIgVG5KDypxVriQjnr+XUS8+SItza9BvxMT0bbe1bMTLd7QPd9hZwiIiaPtmXz5s3Z5+tc6nznXtiT+ralCZ1q/24Nehn9O/bkMm93yVlr26AvDXtJm8Xq8xr9drzMBLr2T/7j38MWlqdjQjbOYMGcZbLa/J7jCynM/vp8fHIxn0+J2M6f0k4378jRXrNwWVKVW8KL3vvI5WF5wT9Py0+UtZumY9I3s8xvCuD/G/CdNI2bM3nOFnihk/zPbOnV8Fzp0vvXLYct1eeoUeXZ7lu9FfBc6dswLnzoYXnMfYEZ8x5otPqVC+HAMHDwHg28mTSU3dz5gRn/H1sI8Z/tVI1m3YEK5mnTCfz0f31wbwft+ejB36PuMmf8+KVWuCynw5biKFYgvy3edD+L9rr6Hfex8GbX/5rYE0Pr9+0HO93nyXxufXY8KwDxn1v3epVL5clrflv/L5fHTv+zof9H+VcZ99xNjvprBi1eqgMiO+GUehQrFM+vJTOt7Qgb4DBgKQN08eHu50B50fvPeQem+/6Tq+HT6UkR9/wK8LFzF99o/haE74mYX3JxsczwX9HudcHedcDeBS4HKg8AY9BgAAIABJREFU64kcxMwij7K5I5B+oeycu9M5t/RE6g/R34u3MjAcmGpmccfYJyiGY3jSOVcHeAR47zjKH7FuM4t0zr3gnJt8nMc+IWYWDQwCrnTO1QbOAaZlxbEy05RpM7i69RWYGXXOrsmOnSkkb94SVCZ58xZSdu2iztk1MTOubn0FU76fAUClimdQsUL5ox5j3LeTaHVZpva/stSiVesoF1+csnHFyBMVxeXn1WLq/GVBZc6vVpGYvHkAOLtSWZK27kjf1uCsShTIlyesMWeVsuedy5a/VvLvqjX49u9nwRdfUaPNFUFl4s+qygrv7+Gv72dQo83lh9RzdrurWP7tJPbv2ROWuLPLipmz2f3v1uwOI8stXPk35RKKUza+OHmiorji/DpM/XVJUJnSccWoWq4UESHp/r82JFGvakWiIiPJnzcvVcqWYubC38MZfqaYMj3jubMWO3buPMq5s9bBc+e06QA0anABUVGBiQJ1atVkU1JgsMEw9uzdQ1paGnv37SU6OoqCBQqEt3EnYOGy5ZQrXYqypUqSJzqaKy6+iCk/zAkqM2XmHK5ueSkALS5qzJxf5uOcA2DyjNmUKZnImWcc/BzZmbKLeQsW0b51SwDyREdTKLZgmFp08hYuXUb5MqUpW7oUeaKjaXVpc6bM+CGozNSZs2h7RQsAWjRrypx5v+KcI39MDPXqnE3ePMGfHTH58nHBuXWBwOtQvWoVkpI3h6dBkulOaGTfOZcMdAIesICOZvb2ge1mNtbMLvJ+TzGzfma2AGhgZi+Y2VwzW2xmg7z92wP1gGHeKHuMmU0zs3peHTeY2SJvn1cyHCfFzHp5o9w/mlnCEeIdDnwH3Ojtd7wxHFLuMNXPAUpniOlcM5tuZr+Y2UQzK3mEuleb2Stm9ivQIWT0/nB1VDOznzMcp4KZLTpSe0JijCUw/esf7/XY55xb7u0bZ2ZfefvPNbOG3vMFzex/3uu+0MzaHfkvImskJW8mMSE+/XFifDxJm4NPMkmbN5MYHxdc5gROROMnTaZVy8v+e7BhkrR1B4lFC6c/TixaiOQMF/qhvp75C41rVQ5HaGFXuFRJtq9dn/54+7oNFCpVMqjMxoWLqdn2SgBqXn0l+QoVIn+xokFlal/XjvnDv8r6gCUskrduJ7FYkfTHCcWKkLR1+3HtW61sKX5YuJw9+1LZunMXPy9bwaZ/t2VVqFkmKTmZxMSDH4eJCfEkJScfWiY+/qhlAL4aPYYmDS8EoMUlFxOTL4ZGl15Bs8vbcPutN1OkcOFD9skpkjb/Q8mMnw9xJUjaEtIh2rIlvUxUVCSxBQqwbfsOdu3ew/uffsH9t90cVH7dxk0UK1KYZ17qR9vb7+P5l/uz+xTIGiVt3hL0/50QH0dSSOcwafMWSnqfuVFRUcQWLMDW7cf33tmxcyff/zCbBvXPzbygcxCLCO9PdjjhwzrnVgKRQPwxihYAfnLO1XbO/QC87Zyr75yrCcQArZ1zXwLzgJu8Ufz0oTlvOs0rQHOgDlDfzK7OUPeP3ij3DOCuo8TxK3BgkuTxxnBIucPU2xIY5cUaDbwFtHfOnQsMBnodpX3/OOfqOuc+z9DeI9XxO5DHzM7wil5HINNx2PZkDNA59y/wDbDGzD4zs5vs4LSuNwhkT+oD7YAPvOe7ANudc7Wcc2cDuW7exIJFi4nJl48qZ1bK7lCyxDdz5rN4zXpub9E4u0PJNuM6d6Fik4Y8PHcGFZs0ZNu69fh9/vTtsYkJJNaszvKJU7IxSskpGtaqSpPa1bix59s8/u4n1DmzPBERp+9N9d79YDCRkZG0uSIw+r1wyRIiIiOY+d14powbxeChw1i7bv0xajk1vf2/oXS8ti0F8scEPZ/m87H0jxXccHVrRg5+h5iYfLw/bPgRajk9pKWl8ViX7txybTvKlj7eSRWS02TlYmEfkHG4rZmZdQbyA8WAJcCYo+xfH5jmnNsMYGbDgCYELr5TgbFeuV8ITFk6koyj5Mcbw9HK9TGzl4AyQAPvuapATWCSNygfCWw8SkyHO3scrY4vCHQAXvb+PbDq6Zjtcc7daWa1gEuAJwi8Vh29x9UzJBEKmVlB7/nrM+x/yJwCM+tEIDPEwDdfo9PtHY/S1OMzbPiXfDFyNAC1apyVnpIG2JScTEJc8OyuhLg4NmXIAGxKTiYh/lgzwALGTZxMqxZH+5PJeRKKFmJThtHNTVt3EF+00CHlZi9dwaBx0/mo8x3kic6d9wLYvmEjhcumJ+MoXKYUOzYEv912bNzE0A6BRdF5ChSg5jVXsjfDCNfZHdqyZNRY/Glp4Qlaslx80cJBo/hJ/24joejxj1rf0+YS7mkTmC74xLvDqJB4fOeT7DZs+Ai++HoUALVqVGfTpqT0bZuSkkmIDx6zS4iPZ1OGDEBoma+/Gcu0GT8wZOA76fdQHzthIo0vbEB0dBTFixWjbp3aLFq6lLJlSpMTJcQVZ2PGz4fNW0goUSKoTHyJEmxMDmSW09J87Ny1iyKFC7Fw6e9MnPYDfd79kJ0pKUSYkTdPHlpc1JiEuDhq1wiMK7a4qBHvf/JFWNt1MhLiSgT9fyclbyYhrsQhZTYmBTJFaWlp7EzZRdHjyPh0ebkvFcqWoeP1HTI97hxD3yNwKDOrSOAiPxlIC6kjX4bf9zrnfN4++YB3CIx21wLeDyl7ova7A5P5ArEc7YrnHGDZ8cZwHOWedM5VAZ4iMGoPgc7GEm/Uv443mn60eSe7DvPc0eoYDlxrZlUA55z780ReU+fcIudcfwKdgANTfSKACzIcr7RzLuUoMWesb5Bzrp5zrl5mdAIAbrquffpC3ksuasqoseNxzjF/4WJiCxYkPuTEFR9XgoIFCjB/4WKcc4waO56LL2pyzOP4/X4mTJpyynUEalYozZqkf1i3+V9S09KY8PMimtUOvhvI0r838OLQ0bz94E0UL5Tz566erHVzf6XEmZUoWqE8kdHR1L62HUvHTAgqk794sfSLmGZPP8q8IcOCtte5XtOCcptaZ5RlTdIW1m3+h9S0NMb/NJ9m59Q4rn19fj9bUwKn5eV/b2D52g00rHlq3Ejgpus6MHr4MEYPH8YlzTKeOxcd49y56OC5s2ng3Dlj1hw+GDKUd1/vR0zMwY+TkokJ/DR3HgC79+xhwcLFVKxQIWxtPFG1qlVlzbr1rNuwidT9+xk/ZRrNGwXfMat5owsY9e0kACZOm8kFdWtjZgwb8BpTR3zM1BEfc2uHtnS65XpubncVccWLUTK+BCv/XgvAnF/mU6lCzl8sXOusaqxeu461GzaSun8/4yZNpXnjhkFlmjduyMjxgZtLTPx+OhfUO+eYX6TV/70PSEnZxbOPPphlsUt4nNCQoQUW3b5HYEqKM7PVwH3edJPSwHlH2PXAGWWLN+rcHvjSe24ngbnsoX4G3jSzEsBW4AYCU2dOJN52wGXA4ycQw9HKZfQ2cLuZtQC+B+LMrIFzbo43zaeKc27JUdoXavmR6nDO/WVmPgLTdg5kE44Zp/d8PefcNO+pOsCBWyd8BzwI9PHK1nHOzQcmAfcTWAyNmRU9XFYgKzVtdCHTf5jNpVe1JyZfPl7q9nz6tquuv4XRnw8FoOszT/JM1x7s3bePJhc2oEnDQIJm0tRp9Hi1H/9u3cbdDz3GWVWq8OE7bwAw99ffKJkQn2NHso4kKjKS525szV2vf4Tf76dtw3OpXDqBt0ZNpkaF0jSvcxZ9R3zL7r2pPPpeYMZZqWJFGPBgYJ7rza+8z6qNm9m9L5VmT75Kj/9rS6Oap+YaAr/Px+iHn+TO8V8RERnJ3CGfkLT0dy7r9izr5v3G0rETqNS0EZf36opzjlUzZzPywSfS9y9avhxFypRm5fQfjnKU3OOOTwdT5aJGFCxRnN5rlzGm60vMHjw0u8PKdFGRkTx/S1vu7PM+fr/jmib1qVwmkTe//paaFcrSvG4NFq38mwff/Igdu3bz/W9Leevr7xjb+0nS0nzc0msAAAVi8vHq3TcSFXm0e1zkTE0bNQycO9tc4507u6Rvu+q6mxg9PNAh7vpM5/TbhzZpeCFNGgXWAvR4pQ+pqancdu8DANSuVZPuzz/DTdd14Jmu3WnV7jqcg2uuak21Kjn3/BEVFUmXR+/njsefxe/3067VZVQ+owJvfvARNatVoXmjBrRv1ZLOPV/lsus7UrhQLK91e/aY9T7/yP082f0V9u9Po2ypRF569vGsb8x/FBUVxQtPPMKdDz+Bz++nXesrqFzxDN4Y9CE1q1Xj4iYNaX/lFTz5Yi8ubX8jhQvF0r/HwfvBNL/6OlJ272L//jQmT/+BwW/2pWCB/Lw3ZCgVy5ej7f8FZmbf3L4tHa463Cxqyens4MD6EQoELkAXAdEEMgBDgdecc35vceonwLnAMqAo0M05N83MUpxzBTPU05PAxfwm4A9gjXOum3ex/hKwh8BUmwnAE865eWZ2A/AsgdHycc65p7y60uv2Ftq2ds51NLNuBNYLbCawjmAx8NyBuxCdQAzPHaHcEGCsN/f/QEfjPufcxWZWB3gTKEygg/W6c+79w9S9jMDF+RavjvQ6j1SHV+4JAhftZzjnVh+jPUMITJ2aSKDjUMk7/i7gYe+1LQEMAM7yjjXDOXeP13kY4P2f+oAXnXNfH/EPZNfWo/8BnUZ8v2bJzZ9OSc80O9qyndPLjgxrE05378wZduxCp4mIs4+dwTxduJTcf1er42XR/2WyRC5TNDHb5+XsubZxWK9xYr6YGfY2H7MjIHJU6gikU0fgIHUEDlJH4CB1BA5SR+AgdQQOUkcgA3UEwiJ3riYUEREREfkvtFhYRERERERyI2UERERERERCRSgjICIiIiIiuZAyAiIiIiIiIY71fQq5gTICIiIiIiKnIWUERERERERCaY2AiIiIiIjkRsoIiIiIiIiE0hoBERERERHJjZQREBEREREJobsGiYiIiIhIrqSMgIiIiIhIKN01SEREREREciN1BERERERETkOaGiQiIiIiEkKLhUVEREREJFdSRkBEREREJJQWC4uIiIiISG6kjICIiIiISCitERARERERkdxIGQERERERkRCmNQIiIiIiIpIbKSMgIiIiIhJKawRERERERCQ3UkZARERERCSU1giIiIiIiEhupIyAiIiIiEgIOw3WCKgjIP/NnpTsjiDHeLPFPdkdQo7Re2Tv7A4hx7C4MtkdQo5xX4ObsjuEHOO9f37P7hByjNTOd2Z3CDlGnj4fZncIOUbuvwTPGdQREBEREREJpTUCIiIiIiKSGykjICIiIiIS6jRYI6CMgIiIiIjIaUgdARERERGR05CmBomIiIiIhNLUIBERERERyY2UERARERERCaWMgIiIiIiI5EbKCIiIiIiIhIrI/ePlub+FIiIiIiJyCGUERERERERCaY2AiIiIiIjkRsoIiIiIiIiEUkZARERERERyI2UERERERERCKSMgIiIiIiK5kTICIiIiIiKh9D0CIiIiIiKSGykjICIiIiISSmsEREREREQkN1JHQERERETkNKSpQSIiIiIioTQ1SEREREREciNlBEREREREQikjICIiIiIiuZEyAiIiIiIiofSFYiIiIiIikhspIyAiIiIiEuo0WCOgjoDkODN+/Jler7+D3++nw5WX0+mWG4K2p6am0rnHKyxZ/idFCheif/fnKVMykYVLf6fLK/0BcDgevP1WLm3aCIAdO1N4/uV+/LFyNWbGS88+wTk1q4e9bf9F+Uubc1Gf3kRERrB4yCfM7fdG0PbYsmW47L23iClRnL1bt/LtHfeSsn4DcWfXpPkbfckbG4vf5+PnV1/jj69GZVMrMsfM31fTe/R0fH4/7c+vyV3N6wdtHzL9V778aTFRkREULRBDz2svpXSxQgBs2LqDF0ZMZtO2nYAx8M6rKF2scDa0InPMXPg7Lw0bjd/vp33T87mrdfOg7XN//4ven37DH2s30u++m2hRv3b6tr7DxzJ9wTIA7r3qUq44v05YYw+3Wz4cQK3WLdmZvJketS7I7nCy1Iw5P9Pr9bfx+3x0aNOKTrfeGLQ9NTWVzt17s+T3PwLn0Z5dKVMykVk/z6PfO4PYvz+N6OgonnzgHhrUq5tNrcgcVqs+UTfeh0VE4JsxAd+4z4O2RzS6jKhrO+G2bQHAN3k0/hkTsHKViLr1YYjJD34/vjGf4v95Wja04L+Z+eNcer3xbuAc0bolnW65Pmh7amoqT/XsE/hMLRTLa92fo0zJxPTtGzYl0/qWO7n/tlu448YObExK5qmeffhn61YM49o2V3DrtW3D3SzJJFnaETAzH7AIiAbSgI+B/s45fybV3xH4zjm3wXv8AfCac27pSdTVDbgL2EzgdXnWOfdNZsT5X5hZPeBW59xDJ7n/BcAbQF7vZ7hzrlvmRZi5fD4f3fu9xf9ef4WE+Dja33k/zRtdyJlnlE8vM2LsBArFxjLpi48ZN/l7+r7zPq/36ELlihX46sN3iIqKJHnLP1z1f3fTrGEDoqIi6fX6ABqfX583e3Uldf9+9u7dl42tPHEWEUHz/q/ydet27Fy/gRtnTuavcd/y7+/L08s06d2dZZ8OZ+mwzynbtDGNXuzCt3fey/7de5h4531s+2slBUomctOsKayZPJV923dkY4tOns/vp+fI7/mg0zUkFC7IdW98RrPqFTkzsXh6mbNKxzHikRuIyRPN57MX0G/cTF67pRUAz3w2kbsvOY8Lq5Rn175UIk7hER+f30+Pj0fyYedOJBQrzLXd3qDZOdU5s/TBD/FSxYvS+87rGDxhetC+0+YvZema9Yzs8RipaWn8X+93aXJ2NQrG5At3M8JmzpBhTHt7EB0/HpjdoWSpwHn0Df73Rp/AefT2e2je+ELOPKNCepkRY8YHzqNfDmPcpKn0HTCQ13t2pWjhwrzb5yUS4krwx1+ruOORzswcMyLb2vKfWQTRtzxIap+n4N/NRHcdgP+32bgNfwcV8/88jbRP3g7ed99e0t5/BZe0HooUJ0+3d0hdPBd27wpjA/4bn89H99feZnD/l0mIL0GHOx+keaMGQZ+pX479lkKxBflu+BDGTf6efu9+SP/uz6Vvf/nt92h8/sHBlsjISJ56oBM1qlYmZfdu2t1+PxfWrxtUZ65xCn8+HK+sXiOwxzlXxzlXA7gUuBzoeiIVmFnkUTZ3BEodeOCcu/NkOgEZ9HfO1QE6AIPNLOj1MbOwZ1Ccc/NOthPg+Qjo5LWrJvBF5kSWNRYuW075MqUoW7oUeaKjaXXxRUyZOSuozNSZs2l7xWUAtLioCXN++Q3nHDH58hEVFfhz2Zeamv7+3ZmSwtwFi2h/5eUA5ImOplBswfA1KhMk1qvLtr9WsX31Gvz797P8y5FUan15UJni1ary97QZAKydPpOK3vZtK/5i218rAdi1cRO7k7cQU6JEeBuQiRb9vYlyxQtTtnhh8kRFcnmdKkxd8ldQmfPPLEtMnmgAzi5fkqTtKQCs2PQPPr/jwiqBD6wCefOklzsVLVz5N+USilM2vjh5oqK44vw6TP11SVCZ0nHFqFquFBERwR9of21Iol7VikRFRpI/b16qlC3FzIW/hzP8sFsxcza7/92a3WFkuYVLfw8+j17SnCkzQs+js2h7RQsAWjRrypx5v+Kco3rVyiTEBc4PlStWYN++faSmpoa9DZnFKlbFJW2AzRvBl4b/p2lEnNPwuPZ1SesDnQCAbf/gdmzDYotkYbSZb+Gy5ZQrU4qypUuSJzqaKy5pypQfZgeVmfLDHK6+/FIg+DMVYPKMWZQpmRh0kR9fojg1qlYGoGD+/FSqUI6kLVvC1CLJbGFbLOycSwY6AQ9YQEczS+9+m9lYM7vI+z3FzPqZ2QKggZm9YGZzzWyxmQ3y9m8P1AOGmdl8M4sxs2neCDpmdoOZLfL2eSXDcVLMrJeZLTCzH80s4TCxLiOQwShhZkPM7D0z+wl41cyKmdkoM1vo7X+2V29BM/ufd8yFZtbOe/4yM5tjZr+a2QgzK+g9/7KZLfXK9vWe6+DFu8DMZnjPXWRmY73fu5nZYK+dK80svYNgZl3MbLmZ/WBmn5nZE96meGCj1y7fgY6SmRXw6vrZzH4zs6u85yPNrK8Xx0Ize/A//cefoKTNW0iMj09/nBAfR9Lmf0LK/EPJ+DgAoqIiiS1QgK3e6PaCJctoddMdtLn1Ll588hGioiJZt2ETxYoU5plefbi6490817sfu/fsCV+jMkHBUiXZuX59+uOU9RsoWKpkUJnNixZT+arWAJx5VWvyFoolX7GiQWUS6tUlIk8etq1clfVBZ5Gk7btILBKb/jixSCzJ2488Qvf1T0toXK0CAKu3bCU2Ji8PDRnDNa8No8+Ymfj8mZKgzBbJW7eTWOzghUlCsSIkbd1+XPtWK1uKHxYuZ8++VLbu3MXPy1aw6d9tWRWqhNHhz6NbDilTMiFQJioqktiCBdPPowdM/H4G1atWJk+ePFkfdBaxoiVw/yanP3ZbN2NFix9SLqJeY6J7DCLq/hegWNyh9ZxRFaKicMkbsjTezJa0eUv65yVAYtyhn6nJGcoc+Ezdtn0Hu3bv4f1hX3D/bbccsf51Gzex7I8V1K5eLWsakN3MwvuTDcJ61yDn3EogksDF6dEUAH5yztV2zv0AvO2cq++cqwnEAK2dc18C84CbvKxD+pWdmZUCXgGaA3WA+mZ2dYa6f3TO1QZmEJgOFMTMzgf8BKYJAZQBLnTOPQa8CPzmnDsbeJbAdCeALsB251wtb9tUMysBPA9c4pyr68X7mJkVB9oCNbyyPb06XgBaeLG1OcJrUw1oAZwHdDWzaDOrD7QDahPIutTLUL4/sNzMRprZ3WZ2IO//HDDVOXce0AzoY2YFCHTWKgB1vNiGHSGOHKl2jbMYN+xDvvxgAAOHfsa+famk+Xws/eNPbmh7JaOGDCQmJh+Dhn5+7MpOMTOe7Urpxg25ac73lGl0ITvXb8D5fOnbCyQm0PKDd/nu7gfBG+3J7b75ZRmL1yVx+0XnAuDzOX5ZtZ4nr2zCFw/fwLp/tzNq7n9JIp66GtaqSpPa1bix59s8/u4n1DmzPBGnwa3y5Pj8uXIVfd8ZRPenHsvuULKc/7cfSX3iZvZ36YR/yS9E39k5uEDhYkR1epq0D/ueNudOgLcHD6XjtddQIH/MYbfv2r2Hh57rzjMP30vBAgXCHJ1klpx61vcBX2V43MzMfjKzRQQu7mscY//6wDTn3GbnXBqBi9km3rZUYKz3+y8ELnoPeNTM5gN9geucS3/Hj3DOHbiiagQMBXDOTQWKm1kh4BJgwIGKnHNbgQuA6sAsr97/A8oD24G9wIdmdg2w29ttFjDEzO4i0GE6nHHOuX3OuS1AMpAANARGO+f2Oud2AmMyxNGdQMfgO+BG4Ftv02XA015c04B8QDmvHQO91w3n3L+hAZhZJzObZ2bzBn2cuf2EhLgSbEo+OHqTlLyZhLjiIWWKszE50EdLS/Oxc9cuihYuFFSmUoXy5I+J4Y+Vq0iMjyMxLo7aNc4CoOVFTVj6x5+ZGndWS9mwkdjSpdMfFyxdipQNG4PK7Nq4ibE3/B/DGjRjVrdeAOnrAPLExnLV158xu1tPNs2dF77As0BC4QLeQt+ATdt2El/40A+h2X/8zaApPzPgtjbkiQrM6kssUpBqpeIoW7wwUZERXFyzEkvXJx+y76kivmjhoFH8pH+3kVD0+Bc+39PmEkb2eIzBne/GOaiQeOhIqJx6Dn8eLXFImY1JgTJpaT52pqSkn0c3JW/mgadf4JUuT1OuTGlOZW7rFqzYwbFHKxqH2xo8Is6uHZC2HwD/9AlYhSoHt+XLT/SjvfB9NRj317IwRJy5EuJKpH9eAmzafOhnanyGMgc+U4sULsTCpb/T590PaN7+Fj4eMZJBQz/nk69GA7A/LY2Hnu/OlZc15zLvphy5kUVEhPUnO4T1qGZWkcBFfjKBqTcZj59xhdreAxfe3gj2O0B751wt4P2Qsidqf4YLfB/BC6b7e9mFxs65mRmeP9mVQQZM8uqs45yr7py7w7vIPg/4EmiNd3HunLuHQAahLPCLlzkIlXGVa2j8h+Wc+8s59y5wMVDbq9eAdhliK+dNiTom59wg51w951y9TrfedDy7HLda1aqyet161m7YSOr+/YybMo3mjS4MKtO80YWMHP8dABOnzeCCc+tgZqzdsJG0tEB/bf2mJFauWUvpkonEFS9GYnwcK9esBWDOL79SqcKptahp0y+/UfTMihQqX46I6Giqtm/LynETgsrkK14sPbVY/8lHWOJ10iKio7ny849ZNmw4f44ac0jdp5qaZRNZs2Ub6/7ZTmqajwnz/6BZjUpBZZauT+bFr6bw9m1tKB6bP8O+Cezcs49/UwJ97x//XEulhMO9zU4Ntc4oy5qkLazb/A+paWmM/2k+zc451jhJgM/vZ2tK4NS2/O8NLF+7gYY1qxxjLzkV1DqrGqvXZjiPTp5K88aHO49OBGDi99O54NxzMDN27Eyh0+NP8/h9d3Fu7VrZEX6mcquWYwmloUQiREYRcf5F+H8LniNP4WLpv0ac0wC30VtIHBlF9EPd8M+ehH/eTE5FtapVZc3a9azz/hbGT55O84YNgso0b9iAURMmAd5nat3AZ+qwd15j6pdDmfrlUG7t0JZOt1zPze2uwjnH871fo1L5ctx2ffvsaJZkorAtfjWzOOA9AtN8nJmtBu7zFuSWJnBhfDgHLvq3ePPr2xO4gAbYCcQeZp+fgTe9qTlbgRuAtzKlITATuAno4a1p2OKc22Fmk4D7gUcAzKwo8CMwwMzOdM6t8KbelAY2APmdc+PNbBaw0tunknPuJ+AnM7ucQIfgeMwCBppZbwL/p62BQV6drYDxXuenMoHOwzZgIvCgmT3o/X+c45z7DZgE3G1m3zvn0sys2OGyAlklKiqSFx7iKpwUAAAgAElEQVR9kDsfexqfz0+71i2pXLECb7w/hJrVqnBx4wtp3/pynuzxMpdeeyuFC8XS/8XA3Q1+WbiY94d+TlRUFBERRrcnHqJYkcDoaJdHH+CJF3uzP20/ZUuVpPezT4arSZnC+XxMfewprvlmBBYZyZKPP+WfZctp0OVpkn6dz8px31K2cUMadu8CzrFu1hy+fySQ3q7S7mpKN2pAvuJFqe7divW7Tg+weeHi7GzSSYuKjOC5ts246/2R+J2jbf0aVE4szlvfzqFG2Xia16hE37Ez2b1vP48OHQdAqSKFGHB7GyIjInjyysbcPvBrnHPUKBNP+/NrZnOLTl5UZCTP39KWO/u8j9/vuKZJfSqXSeTNr7+lZoWyNK9bg0Ur/+bBNz9ix67dfP/bUt76+jvG9n6StDQft/QKJDELxOTj1btvJCryaPdmOPXd8elgqlzUiIIlitN77TLGdH2J2YOHZndYmS4qKpIXHn+IOx/pjM/vp13ry6lc8QzeGDSYmmdV5eLGDWl/ZSuefPElLm1/E4ULFaJ/jy4AfPLlSP5et4EBgz9mwODAzNfBr/eheMh6o1OG30/aJ28R/cTLgduHzvwWt2ENkW3/D7fqD/zz5xB5aVsizmkAPh/s2knaB68CEHFeU6zK2UQULEREo8ANKtI+6IP7+6+jHTFHiYqKpMtjD3DHY8/i9/tp16oFlStW4M0PPqJmtSo0b9SA9q1b0rnHK1x2XUcKF4rltW7PHrXOXxcuYfTEyVSpdAZXd7wHgEfvvp2mDY50GXcKOw3uGmQuC+e72aG3Dx1K4PaefjMz4BPgXGAZUBTo5pybZmYpzrmCGerpSeBifhPwB7DGOdfNW5D7ErAHaABMAJ5wzs0zsxsIzOE3AtNpnvLqSq/bW3Dc2jnX0QK3D01xzvUNacMQYKy3JgEzKwYMBioSmNLTyTm30OukDPDa4wNedM59bWbNCaxXyOtV+TwwFxhNoJNjQF/n3Edm9jWBi3UDphDoVDT12tQ6NEYzW+zFv9rbdiOQRCDj8q1z7n0z+xyo68WaBjznnJtoZjHA68CFBDIzq7xjRAGvAi2B/cD7zrmQe6plsGXt6TNh8hj6l8vd92A/EQ8N73nsQqcJiyuT3SHkGPc1yNwM4qnsvX9y9x2aTsS+x27N7hByjDx9PszuEHIMiyuf7VfhvhdvC+s1TmTX/4W9zVnaEZDwMbOCzrkUM8tPYBF0J+fcr1l+YHUE0qkjcJA6AgepI3CQOgIHqSNwkDoCB6kjcJA6AuGhbxbOPQaZWXUCWYaPwtIJEBEREcmtToOpQeoI5BLOuRuPXUpEREREJCCn3j5URERERCT75LAvFDOzlt6Xx64ws6ePUq6dmTnzvmT3aNQREBERERHJwcwsksBNaS4n8B1VN3hTwkPLxQIPAz8dT73qCIiIiIiIhIqICO/P0Z0HrHDOrXTOpQKfA1cdplwPAner3HtcTTyR10NERERERMKuNLA2w+N13nPpzKwuUNY5N+54K9ViYRERERGRUGG+a5CZdQI6ZXhqkHNu0HHuGwG8BnQ8kWOqIyAiIiIiks28i/4jXfivB8pmeFzGe+6AWKAmMC3wnb0kAt+YWRvn3LwjHVMdARERERGRUDnrewTmApXN7AwCHYDrgfRbxzvntgMlDjw2s2nAE0frBIDWCIiIiIiI5GjOuTTgAWAisAz4wjm3xMy6m1mbk61XGQERERERkVA5KyOAc248MD7kuReOUPai46lTGQERERERkdOQMgIiIiIiIqGOfW//U17ub6GIiIiIiBxCGQERERERkVA5bI1AVlBGQERERETkNKSOgIiIiIjIaUhTg0REREREQmlqkIiIiIiI5EbKCIiIiIiIhNLtQ0VEREREJDdSRkBEREREJJTWCIiIiIiISG6kjICIiIiISChlBEREREREJDdSRkBEREREJJQyAiIiIiIikhspIyAiIiIiEuo0+B4BdQTkPxlRuV52h5BjPLphaXaHkGP4lszK7hByjIizm2R3CDnGe//8nt0h5Bj3FK+W3SHkGAN6XpfdIeQYFhmd3SHIaUYdARERERGRUFojICIiIiIiuZEyAiIiIiIioZQREBERERGR3EgdARERERGR05CmBomIiIiIhLLcP16e+1soIiIiIiKHUEZARERERCRUhBYLi4iIiIhILqSMgIiIiIhIKK0REBERERGR3EgZARERERGRUPpCMRERERERyY2UERARERERCRWR+8fLc38LRURERETkEMoIiIiIiIiE0hoBERERERHJjZQREBEREREJpe8REBERERGR3EgZARERERGRUFojICIiIiIiuZE6AiIiIiIipyFNDRIRERERCaUvFBMRERERkdxIGQERERERkVBaLCwiIiIiIrmRMgIiIiIiIqH0hWIiIiIiIpIbKSMgIiIiIhIqIvevEVBHQHK0hIubcU7vnlhkJCuHDmP5628FbY8pU5rz3nmL6MKFsMhIFr3Yk02TppC/bFla/jSTnSv+AuCfeb/w62Ods6MJmWbGnJ/o9dqb+P1+OrRpRaf/uzloe2pqKp1f7MWS3/+gSOFC9O/ZjTKlSrJ1+3YeevoFFi/7nbatWvLCk49mTwOyyMxFy+n96Vh8zk/7xvW5q9VFQduHTJzJlzPmERUZQdHYAvS8rR2lSxTNnmAziXOOXq/2Y/qs2eTLl4+XX3yBGmdVO6Tc4qXLeKZrd/bu20fThhfyXOfHMTNe6f8m38+YSXR0NOXKlKb3iy9QKDaW/fvTeL57T5b+vpw0n4+rW13B3Xd0DHv7TtaMOT/T6/W38ft8gffIrTcGbU9NTaVz994Z3iNdKVMykVk/z6PfO4PYvz+N6OgonnzgHhrUq5tNrQiPWz4cQK3WLdmZvJketS7I7nDCp2INIi67HiwCN38mbs63hy9XtS6R7e/FN7gnbFwT3hgzWWa/L/bs3cvDz3Xj73UbiIyMoFmjC3nivk7Z1Dr5r8IyNcjMfGY238yWmNkCM3vcLPMmXplZRzMrleHxB2ZW/STr6mZm6714l5rZDZkY5xAza3+C+9xjZrf+h2PebmaLzGyhmS02s6tOtq6wi4igbp+XmdnhRr69oDHl2rUltmqVoCLVH3+UtaNGM7npJfx4x93U7fty+raU1WuY1ORiJjW5+JTvBPh8Prr36c8Hr/dh3OcfM/a7KaxYuTqozIhvxlEoNpZJX31Gx+uvpe+A9wDImycPD999B50fui8bIs9aPr+fnp98w8BHb2NMz0cZ/9MCVqxPCipzVrlSjHjhfkZ1f5gW9WrSb8SEbIo288z4YTar/17Ld6O/osfzz9DtpVcOW67bS6/Qo8uzfDf6K1b/vZYZs+YA0PCC8xg74jPGfPEpFcqXY+DgIQB8O3kyqan7GTPiM74e9jHDvxrJug0bwtWs/8Tn89G93xt88NrLjPtsCGMnTWHFqtVBZUaMGR94j3w5jI7Xd6DvgIEAFC1cmHf7vMSYYYN5ucszdH6xdza0ILzmDBnGWy2vye4wwsuMiJY34v/8DfwDX8BqnAclSh5aLk9eIs67GLd+ZfhjzGRZ9b64/cbr+Hb4x4z86H1+XbiY6XN+CmezwsciwvuTDcJ11D3OuTrOuRrApcDlQNcTqcDMIo+yuSOQ3hFwzt3pnFt6MoF6+jvn6gBXAQPNLPo/1HXSzCzKOfeec+7jk9y/DPAc0Mg5dzZwAbAwM2PMSsXOrUvKylXsWrMGt38/a78eRekrWgaVcTiiY2MBiC5UiD2bkg5X1Slv4dJllC9TmrKlS5EnOppWl17MlBk/BJWZOuMH2rYKvD4tmjdlztxfcc6RPyaGenXOJm+ePNkRepZatHIt5eKLUza+GHmiorj8/NpMnb8sqMz5Z1UiJm+g7WdXLEfS1h3ZEWqmmjJ9Ble3vgIzo87ZtdixcyfJm7cElUnevIWUXbuoc3YtzIyrW1/BlGnTAWjU4AKiogIJ4Tq1arIpKRkAw9izdw9paWns3beX6OgoChYoEN7GnaSFS3+nfJlSB98jlzRnyoxZQWWmzpxF2ytaANCiWVPmzAu8R6pXrUxCXAkAKleswL59+0hNTQ17G8JpxczZ7P53a3aHEV6lzoB/N8O2LeD34ZbOxarUOaSYNb0a/5xvIW1/NgSZubLifRGTLx8XnHsOAHmio6letTJJyZvD2zDJNGHvfjjnkoFOwAMW0NHM3j6w3czGmtlF3u8pZtbPzBYADczsBTOb641sD/L2bw/UA4Z5o/gxZjbNzOp5ddzgjYgvNrNXMhwnxcx6eRmKH80s4TCx/gnsBop6+1Qys2/N7Bczm2lm1bznh5jZm2Y228xWHhj19+J728yWm9lkID7D8c81s+leXRPNrKT3/DQze93M5gEPexmKJzJse8XMfjazP8yssfd8fjP7wstgjDSzn7z2xwM7gRSvPSnOuVXHaEuCV8cC7+fC//hfftJiSiaye/3B0cjdGzYQUzIxqMzSl/tQ/tr2tFr8G42/GMZvnZ9N31agXDkumT6Zi8aOpESD88MWd1ZISt5CYkL6nw8J8XEkbQ4+8SZt3kLJ+ECZqKgoYgsWYOv27WGNM9yStu0gsVjh9MeJRQuRvPXIbf565lwa16pyxO2niqTkZBITD56yEhPiSUpOPrRMfPxRywB8NXoMTRoG3uYtLrmYmHwxNLr0Cppd3obbb72ZIoULH7JPTpS0eUtQewPvkS2HlCmZcOA9EklswYJs3R7cMZz4/QyqV61MnlzYcT7txRbB7fz34OMdWyG2SHCZxHJYoaKwYlF4Y8siWf2+2LEzhe9/mJN7p9KZhfcnG2RLHsI5txKIJMOF8REUAH5yztV2zv0AvO2cq++cqwnEAK2dc18C84CbvKzDngM7e9OFXgGaA3WA+mZ2dYa6f3TO1QZmAHeFHtzM6gJ/ep0XgEHAg865c4EngHcyFC8JNAJaAwfmp7QFqgLVgVuBC716o4G3gPZeXYOBXhnqyuOcq+ec63eY1yTKOXce8AgHsyr3AVudc9WBLsC53vMLgCRglZn9z8yuzFDPkdryJjDde13qAksOE0OOUbZdW1Z/+jnjap7DzGtv4vz33gYz9iYlMa5WXSY3vYT5z3Xl/PffJSq2YHaHK9nomzm/sXj1em5v2SS7Q8kx3v1gMJGRkbTxMm0LlywhIjKCmd+NZ8q4UQweOoy169Znc5Th8+fKVfR9ZxDdn3osu0ORbGFEXHIt/skjsjuQHOVI74u0NB+PvdCDWzpcQ9nSpY6wt+R0OX2xsA/4KsPjZmbWGcgPFCNwkTrmKPvXB6Y55zYDmNkwoAkwCkgFxnrlfiEwZemAR83sNqAKcKW3b0ECF/Ij7GCvLW+GfUY55/zA0gzZhSbAZ845H7DBzKZ6z1cFagKTvLoigY0Z6hp+lDZ9nSHmCt7vjYA3AJxzi81sofe7z8xaeq/DxUB/MzsX6HuUtjQn0GnBi/uQ4VUz60Qgq0OnmFguyRtzlHBP3p6Nm8if4eSSv1Qp9mzcFFTmjJtvZGaHwDKOf+fOIyJfPvIWL86+LVvSU/vbFiwkZdVqYitVYuv8BVkSa1ZLiC+RPn0DICl5MwlxccFl4kqwMTmZxIR40tLS2Jmyi6KnyGjuyUooUohN/x78E920dQfxRQ9t8+wlKxg09ns+eqoTeaJz+mnv8IYNH8EXX48CoFaN6mzKMA1uU1IyCfHB4yoJ8fFsypABCC3z9TdjmTbjB4YMfIcD54GxEybS+MIGREdHUbxYMerWqc2ipUspW6Z0VjYtUyTElQhqb+A9UuKQMhuTkkmMjyMtzcfOlBSKFi4EwKbkzTzw9Au80uVpyp0C7ZWTsHMbFlsMd+BxoaKwc9vB7XnzQVwpIm5+IvC4YGEiOjyAf8Tbp+yC4ax8X3R5uS8Vypam4/UntPTx1KLvEcgaZlaRwEV+MpAWEke+DL/v9S5GMbN8BEat2zvnagHvh5Q9UfudcwfOBz6CO0X9vfUM7YAPvWNHANu8rMOBn7My7LMvYxOPcWwDlmSop5Zz7rIM23cdZd8DxwmN+bBcwM/Oud7A9V6bjtWWY9U5yMtY1MuqTgDA1l9/o2CliuQvVw6LjqbsNVezYcLEoDK7168nvkljAGKrVCYyb172bdlCnuLFISLwZ1WgfHliK1YkZfWpeSIHqHVWNVavXcfaDRtI3b+fcZOm0LxJw6AyzRs3ZOS4wB0wJk6dzgX16mLZlGoMl5pnlGFN0hbWbf6X1LQ0Jvy0gGZ1gv+Ul67ZwIsfj+Tth26leKFTNyt003UdGD18GKOHD+OSZk0ZNXY8zjnmL1xEbMGCxId8uMfHlaBggQLMX7gI5xyjxo7n4qaBbMiMWXP4YMhQ3n29HzExB0+jJRMT+GnuPAB279nDgoWLqVihQtja+F8E3iPrWbthY+A9MnkqzRsHz2xs3uhCRo4PnEMmfj+dC849BzNjx84UOj3+NI/fdxfn1q6VHeFLOGxYDcXioXAJiIjEqtfH/ZFhcGjfHvz9H8M/4Bn8A56B9StP6U4AZN37ov/AD0nZtYtnH3kgbG2RrBH2oTEziwPeIzDNx5nZauA+C9xFqDRw3hF2PfBptcUbnW8PfOk9txOIPcw+PwNvmlkJYCtwA4EpOcfFOfeNmd0B/J9zbqCZrTKzDs65ERa4wjrbOXe0IeYZwN1m9hGBaVDNgE+B5UCcmTVwzs3xpgpVcc6d7DScWcC1wPcWuFtSLUifGpXonPvVK1cHWOOc23GUtkwB7gVet8AC7YLOuWyZaO58Pn7r/AxNvvoci4xk1bDP2PH7cmo805l/5y9g44SJLHi+G/Xe6EeV++4G55h7/0MAxF14ATWe6YxLS8P5/fzyeGf2b9t2jCPmXFFRUbzwxCPc+dAT+Px+2l15BZUrnsEbAz+k5llVubhJI9q3acWT3XpxabsbKFwolv49u6Xv3/zqa0nZtYv9+9OYPP0HBr/ZjzMrVsiu5mSaqMhInru5DXe9Nhi/39G2UT0ql07grZGTqFGhNM3PqU7fL8aze18qj77zKQClihdhwEMnfSOuHKFpo4ZM/2E2l7a5hph8+XipW5f0bVdddxOjhw8DoOszndNvH9qk4YU0aRS4AOjxSh9SU1O57d7Ah3jtWjXp/vwz3HRdB57p2p1W7a7DObjmqtZUq1I5/A08CVFRkbzw+EPc+UjnwHuk9eWB98igwYH3SOOGtL+yFU+++BKXtr+JwoUK0b9H4HX75MuR/L1uAwMGf8yAwYF7Mwx+vQ/Fi53at5k9mjs+HUyVixpRsERxeq9dxpiuLzF78NDsDitrOT/+iZ8SccMjEGG4BbNgywasSRvcxjXw56mZMT6arHhf7E9L470hn1CxfDnadgzcNvTm9m3p0KZVtrUzy5wG3yNgBwfFs/AgZj5gERBNIAMwFHjNOef3LkI/ITCvfRmBhbndnHPTzCzFOVcwQz09CVzMbwL+IHBR283M2gEvAXuABsAE4Ann3DwL3P7zWQKj8OOcc095daXX7S3ube2c62hm3YAU51xfb9u5BC7ezwLKA+8SWA8QDXzunOtuZkOAsd56hfS6vba9RWDa0d/AfmCwc+5LM6tDYD5+YQIdstedc++b2bQDsXt1pceTcZvXuZnnnKtgZgWAjwisRfgdqAh0IDD96X8E7qi0F9gM3OOc+8vMzjhCWxIIrB84kLW51zk350j/tyOKJmT9H9AposOqU+aGTFnOt2TWsQudJiLPuTi7Q8g59h4t2Xl6uaf4od/7cLoa0PO67A4hx4i898XsDiHnKFYq26/CfV/0C+s1TuS1j4e9zWHpCEjW8kbuo51ze82sEjAZqOqcy/L736kjcJA6AgepI3CQOgIZqCOQTh2Bg9QROEgdgQzUEQiLU3PVnITKT2BaUDSBzMd94egEiIiIiORauXydHagjkCs453YS+C4FEREREZHjoo6AiIiIiEgo3T5URERERERyI2UERERERERCnQa3D1VGQERERETkNKSMgIiIiIhIKK0REBERERGR3EgZARERERGRUKfB9wgoIyAiIiIichpSRkBEREREJJTWCIiIiIiISG6kjICIiIiISCh9j4CIiIiIiORGygiIiIiIiITSGgEREREREcmN1BEQERERETkNaWqQiIiIiEgofaGYiIiIiIjkRsoIiIiIiIiEisj94+W5v4UiIiIiInIIZQREREREREJpjYCIiIiIiORGygiIiIiIiITSF4qJiIiIiEhupIyAiIiIiEgorREQEREREZHcSBkBEREREZFQp8H3CJhzLrtjkFOY7/O++gM64K/l2R1BjmEtrsnuEHIMK3dWdoeQY6R2vjO7Q8gxoiqfkd0h5Bj3Pz88u0PIMd7dND+7Q8gxLKFits/L8U3+OKzXOJGX3Br2NisjICIiIiISSmsEREREREQkN1JGQEREREQklL5HQEREREREciN1BERERERETkOaGiQiIiIiEkqLhUVEREREJDdSRkBEREREJJQWC4uIiIiISG6kjICIiIiISKgIrREQEREREZFcSB0BEREREZFQFhHen2OFY9bSzJab2Qoze/ow2x8zs6VmttDMpphZ+WPVqY6AiIiIiEgOZmaRwADgcqA6cIOZVQ8p9htQzzl3NvAl8Oqx6lVHQEREREQklFl4f47uPGCFc26lcy4V+By4KmMB59z3zrnd3sMfgTLHqlQdARERERGRnK00sDbD43Xec0dyBzDhWJXqrkEiIiIiIqHC/D0CZtYJ6JThqUHOuUEnUc/NQD2g6bHKqiMgIiIiIpLNvIv+I134rwfKZnhcxnsuiJldAjwHNHXO7TvWMdUREBEREREJYceetx9Oc4HKZnYGgQ7A9cCNGQuY2TnAQKClcy75eCrVGgERERERkRzMOZcGPABMBJYBXzjnlphZdzNr4xXrAxQERpjZfDP75lj1KiMgIiIiIhIqzGsEjsU5Nx4YH/LcCxl+v+RE68xZLRQRERERkbBQR0BERERE5DSkqUEiIiIiIqFy2NSgrJD7WygiIiIiIodQRkBEREREJFREjrp9aJZQRkBERERE5DSkjICIiIiISCitERARERERkdxIGQERERERkVCW+9cIqCMgOdrMP9fSe8IcfM7Rvm5V7mpcJ2j7kNkL+fLX5URFRFA0fz56Xt2E0kViAej33U9M/3MtAPc2PYfLa1YKe/xZqmINIi67HiwCN38mbs63hy9XtS6R7e/FN7gnbFwT3hizyMwFy3hp6Nf4/Y72F13AXW2Cv0xx7rK/6P3JSP74ewP9HriVFucH/m5+WvInL38yMr3cyo3J9HvgVi6pd3ZY4/+vZv40l15vvIff76N968vpdPN1QdtTU1N5qlcfliz/kyKFCvHai//P3n2HSVFlfRz//oYByaDkKKgEFQRzZFVcxawooigq4sqqmNMaVkVcc2ANrIrCq5hWzDkjiIoBA4g5r0jOSR1m5rx/VPVMT88ABqbvTNf5PA/PdN2qrj51qa6uWzddSNtWLUvWz5wzl/2PPoGhxw3k+AGHAbB02XL+ec0IvvrueyRxxflnsWW3zbJ6XH+Wum9L/pEno7w8il5/nqJn/1tmfd4ue5Hffwi2eD4ARa88SfHrz6P2G5N/zOlQpy4UF1P09AMUvzshwBFUkgRfK36Lo0ePpPv+e7Ns7jwu775D6HDWuUnvTOGKm2+nuLiYfvvtzZCB/cusj64XN/DJl/H1YtgFtG3Vghmz5rDf0UPo2L4tAD0268pl55xa5r0nnT+MGbNm8/Q9t2fteNy6ldWCgKQi4OP4cz8DjjWzlVn8fANuNLOz4+VzgPpmNmwd7HsYsNzMrv+d72sMHGlm/4mXWwM3m1k/ST2B1vGU0n9oH3/gUKqMouJi/vXsm9x1zL60aFiPw0c9we5dNmST5uuXbLNpq6Y8PGQz6tTK57/vfsoNL73Ljf33YOKX/+PTWQt47MRDKCgqYtD/PUOvTdpRv3atgEe0Dknk7X0kxQ+MgKWLyBt8EfbVVJg/q+x2tdYjb7s9sJ++DRNnJSgqLubyux9h9AUn0WKDxvS/+EZ236obm7QtvdFt3bQxV/39SMY8O77Me7ffvBOPX3UeAIuXr2Dvs65g5+5dsxr/n1VUVMTwG0cyZsRVtGjWlMNOOJXeO+/AJh03LNnmkWdfpGGD+rz037t59pUJ3HD7aEZcdlHJ+qtvuYNe229bZr9X3Hwbvbbfhpv/dTEFq1bxyy+/Zu2Y1gnlUfPoUym47h+wcB41Lx1J8YdvYTP/V2az4ncnUHjfrWXf++svFN55DTbnJ2jchFrD/kPB9Pdg5YosHkAlSfC14reafPf9TLh1FIPG3hE6lHWuqKiI4SNGMubGK6PrxZDT6b3L9mzSIf168VJ0vXhwDM++OoEbbh/DiMsuAKB9m1Y8MWZkhft+aeKb1K1bJyvHEYz3EVjnfjaznmbWDSgATvytb5RUYx18/q/AIZKaroN9rSuNgZNTC2Y2M+0Gview75/cR7X18U/zaL9BQ9pt0JBa+TXYp9vGjP+87FOq7Tu2pk6tqDy7RbvmzFka/XB/PXcR22zYkvwaedStVZPOLTZg0tc/Zv0YKk3rjrBwHiyeD8VF2Kfvoc49y22mXQ+mePILULgqQJCVY9o3P9C+RVPaNW9Krfx89t1hS8a//3GZbdo0a0KX9q3JW0O17kvvTqVXj02ps171KhxO++wL2rdpTbvWrahVsyb77rEbr74xucw2r06azMF77wlAn916Mfn9jzAzAF55/S3atmpZpuCwbPkKpkz9mH777w1ArZo1adigfpaOaN3QRl2wOTNh3iwoKqT4nQnkbbnzb3qvzfkpKgQALF6ALV2MGjSuxGizKMHXit/q60lvsXLhotBhVIppn32Zcb3YlVffeLvMNq++MZmD945qVfvs2ovJH5ReL1ZnxcqfuXvcY5x0zBGVFr0p8zQAACAASURBVLvLjpBFnUnAJgCSnpD0vqRPJA1JbSBpuaQbJE0FdpR0iaT3JE2XNEqKfuUlTZA0QtIUSZ9J2lbSY5K+kvSvtM8sBEYBZ2YGI+luSf3SlpfHf3eTNFHSk5K+lXS1pKMkvSvpY0nl2pvE8VwTb/OlpF5x+uZx2keSpknqBFwNbBynXSepQ3x8tYDhwOHxusMlDYtrMVKfM11Sh9XtI96mtqT/i2P9UNLucfqgOI9eiPPp2ji9RpwX0+P3lMurbJmzdAUtG5XejLRsVI+5y1b/hO6xD76gV6eoCrNryya88fUMfi4oZNGKX3j3+1nMXpIDT/dSGjTGli0sXV66CDJvXFq2Rw3Xh6/L3iRXd3MXLqFlk9JaoRYbNGbOoiW/ez/PTf6QfXfcal2GlhVz5i2gVfNmJcstmzVlzvz5ZbaZO39+yTb5+TVoUK8ei5csZcXKn7nzgXEMPW5gme1nzJrNBo0bccGVN9B38Mn88+oRrPz5l8o/mHVI6zfFFs4tWbZF89D6Tcptl7dNL2pePor8oZfABs3KrVfHLpCfj82dWanxZk2CrxUO5qRdCyC+XsxbUGabufMX0Kp59Hw0ul7UZfGSpUB0beh7/FAGnnouU6ZOL3nPzaPHctzhh1B7vdpZOIqApOz+CyBIQUBSPrAPUTMhgMFmtjWwDXCapNTVux7wjpn1MLM3gFvNbNu4RqEOsH/abgvMbBvgduBJYCjQDRiUtj+AkcBRkhr9jpB7ENVebAocDXQ2s+2Au4BTV/Oe/HibM4BL47QTgZvMrGd8rDOA84Fv4pqSc1NvNrMC4BLgoXjdQ2uIr8J9xIZGu7PuwADgHkmpb25P4HCgO1GBo12c1sbMusXv+b81Z03V8NTUr5g+cz6Dd+4BwM6btKVXp3YcOfpJznlkPD3aNqdGAiYGKSXy/tqf4lceDh1IlTR30RK+/HEmu2xRvZoF/Vm3/t+9DOrfl3oZ1fmFRUV8+uXXDDh4fx4f8x/q1KnNnfev6ZJTPRV/+DYF5wxk1cVDKP7kfWr+7byyGzTagPwh51M4+npYyxPR3OHXClex5k3WZ/zDY3l89EjOP2UI5wy/huUrVvDZV9/wv59msedffluNm6vast1ZuI6kj+LXk4DR8evTJPWNX7cDOgELgCLg0bT37y7pPKAusAHwCfB0vO6p+O/HwCdmNgtA0rfxPhcAmNlSSWOB04Cff2Pc76Xt7xvgpbTP2n0173ks/vs+0CF+PRm4SFJb4DEz+0qVXwLcBbgFwMw+l/QD0Dle96qZLQGQ9CmwIVGebiTpFuBZSo+1RFxrMwTgtr8dygl7VE7nqhYN6zF7yfKS5dlLVtC8Qb1y2731zU+Mev0j7jluf2rll7YgO3HXLTlx1y0BOPeR8WzY5PeU/aq4ZYtRgw0ouVVpuD4sW1y6fr3a0Kw1eQPjCqT6jcg77BSKH7612ncCbL5BI2YvKK3Gn7NwMS3W/33/ty+88xF/3WYLauavixaH2dWiWRNmzZ1Xsjx73nxaNC3b2rF506bMmjuPls2bUVhYxLIVK2jcqCHTPv2cFye8wXW3jWbZ8uXkSaxXqxZ9dutFi2bN6LF5VDDqs9su3HnfuKwe159li+ajDZqXLGv9Ztiisk8+WbG05GXxxOfJ7z+kdF3tutQ88wqKHh2DffNZZYebPQm+VjhoEV8LUmbPm0+LZmVrypo3bcKsufPTrhcradyoIZKoVStqOtmtSyfatWnFdz/+xPTPv2T6F1/Ru/+xFBUVsXDREo4+7TzuvfnarB5bVngfgXUu1Uegp5mdamYFknYD/grsaGY9gA+B1BPrX8ysCKImLsB/gH7xk+o707aDqP0/QHHa69RyZoHn38DxRDUOKYXE+SEpD0hvOJy5v/TPWl1hKrVNUWobM3sAOJCoAPKcpN6ree/qlMQY+7N1cunHVURUi7GIqAZkAlENxl2ZbzKzUWa2jZltU1mFAIBurZvxw8KlzFi0lILCIp6f/g27d21fZptPZ83nsqcnceuRe9GkfulTzqLiYhavjJo2fDF7AV/MWcjOG7ettFizbub3sEFzaNQU8mqgzbbFvpxauv7XnykecRbFIy+geOQF8NO3OfPD3n2j9vwwez4z5i6goLCQ597+kN237va79vHsWx+wXzVsFgTQvWsXfpjxEzNmzqZg1Sqee3UCvXcp+z3svcsOPPHCywC8OGESO2zVA0ncP/JGxj88lvEPj+WYw/oy5OgjGHjoQTRrsgGtmjfl2/9F/Wgmv/8RG3doX+6zqzL77gvUog00bQk18snbfjeKP3yr7EaNNih5mbfljtisuCNxjXxqnjaM4rdepnjKpCxGnQUJvlY46N61Mz/MmJl2vZhI750zrhc778ATL7wCwIsTS68XCxcvpqioCIAfZ87ihxkzade6FQMO3p9Jj9/P+HH3cP+tN9ChXZvcLAQkRFUYPrQRsMjMVkrqCqzuzjJ10ztfUn2gH/DIH/lAM1soaRxRYWBMnPw9sDUwjuhmveYf2feaSNoI+NbMbpbUHtgCmAo0WM1blmWs+564OZSkrYCOq9ku3STgKGC8pM5Ae+ALoMK7oLgjdYGZPSrpC+C+33Z0615+jTwu2ncnTrj3eYqLjb5bdqFT8w24ZfwUNm/djN5dN+T6l95hZUEhZ46LLmKtG9Vn5JF9KCwqZuCYqLKo/nq1uOaQ3cmvkUMleyum+MUHyBtwBuQJm/omzJ+J/nIgNusH+Grq2vdRTeXXqME/Bx3K366JhsM7ZNft6dS2FTc/8hzdOran99bd+Pib/3HqiNEsXfkzr334Cbc8+gLPXHs+AD/NW8DshYvZdtPqOZxsfn4NLj5zKMeffSHFxcUcut9edOrYgZvvuoduXTvTe5cd6bff3pz3r2vZ64hBNGrYgBuHXbjW/f7zjKGcO/waVq0qpF3rllx54dmVfzDrUnExhffdQs1zro6GD530AjbzB2r0PRb77kuKP5pMjT37krfljlBUBCuWUXhXdPOSt92uqPMW5NVvSN4uewFQeNd12P++CXlE60aCrxW/1fEPjKHzbrtQv2kTrvrxM56+9EreGnNv6LDWifz8Glx8xkkcf84/KS4u4tB996JTxw25efRYunXpTO9ddqDffn0474rr2GvAYBo1aMCNw6Jr5XsfTeeWMfeSn59PnsSws0+hccPV3WrkqAQ0Kdbaeoav0w+TlptZ/Yy09YAniJrPfEE0As4wM5uQuX3c8XcAMBv4EvjBzIZJmgCcY2ZT4hqGc8wsdcOcvq5kf5JaAN8B18b7aEHUt6AO8AIw1Mzqr2V/JeuUNnxoxjZNgSlm1kHS+UR9DFbFx3BkXCh5gKhQ8DxRH4ZnzKybpA2AF4kKJVcRNX96EmgDvAPsCOxjZt+vYR+1gduI+iQUAmeZ2WuSBgHbmNkp8XE9A1wPLCLqF5C6a77AzJ5f3f9p0X+vT0pD2rX75ovQEVQZ6nNI6BCqDLXfNHQIVUbBeX8LHUKVkd+p49o3Soih/8y9/ih/1G2zP1r7RgmhFhsFvwsvnvpqVu9x8nrskfVjzmpBwOUeLwik8YJACS8IlPKCQCkvCJTygkApLwiU8oJAqSpREJj2WnYLAlvsnvVjzqG2Es4555xzzrnfygsCzjnnnHPOJVBV6CzsnHPOOedc1RJokq9s8hoB55xzzjnnEshrBJxzzjnnnMvkE4o555xzzjnncpHXCDjnnHPOOZfJ+wg455xzzjnncpHXCDjnnHPOOZfJ+wg455xzzjnncpHXCDjnnHPOOZcpL/efl+f+ETrnnHPOOefK8RoB55xzzjnnMshHDXLOOeecc87lIq8RcM4555xzLpOPGuScc84555zLRV4j4JxzzjnnXCbvI+Ccc84555zLRV4QcM4555xzLoG8aZBzzjnnnHOZvLOwc84555xzLhd5jYBzzjnnnHOZvLOwc84555xzLhd5jYBzzjnnnHOZ8nL/eXnuH6FzzjnnnHOuHK8RcM4555xzLpP3EXDOOeecc87lIq8RcM4555xzLlMC5hGQmYWOwVVni2b5CRSzwoLQIVQZyq8VOoQqJPerln8rK/w1dAhVhmrUDB1ClWGrfgkdQpVxUsueoUOoMm63pcEvnvbDx1m9x9GG3bN+zF4j4JxzzjnnXCbvI+Ccc84555zLRV4j4JxzzjnnXDleI+Ccc84555zLQV4j4JxzzjnnXCbvI+Ccc84555zLRV4QcM4555xzLoG8aZBzzjnnnHOZvGmQc84555xzLhd5jYBzzjnnnHPleI2Ac84555xzLgd5jYBzzjnnnHOZvI+Ac84555xzLhd5jYBzzjnnnHOZcr9CwGsEnHPOOeecSyKvEXDOOeecc66c3K8S8BoB55xzzjnnEshrBJxzzjnnnMvkowY555xzzjnncpHXCDjnnHPOOZfJawScc84555xzuchrBJxzzjnnnCvHawScc84555xzOcgLAs4555xzziWQNw1yzjnnnHMuk3cWds4555xzzuUirxFwzjnnnHOuHK8RcM4555xzzuUgrxFwzjnnnHMuk/cRcC77Xp/8Dn36H82e/Y5k1Nj7y60vKCjgjIsuY89+R3LY4JOYMXMWAIuWLOHok89gy933Zvj1/y7znmdeepUDjjqOA44azPFnnMvCxYuzcix/1qS332PvAYPZ6/BBjLr3v+XWFxQUcOYlV7DX4YPof8KpzJg1u8z6mbPnstWeBzL6gYfLpBcVFdH3uJP4+3kXV2r861JlnBfPvTyeA44azH4DBnHdrXdk5TjWhSgvBq4lL4bFeXFiRl6cXi4vfv7lF4ac9Q/2Pvxo9htwLNePrD55sa6/I7PmzOWYU89lv4F/Y/+BJzB23ONZOY514fXJ79Ln8GPYs99RjBr7QLn1BQUFnPHPy9iz31EcdvxJJXnx5rtTOGTQEA44ajCHDBrC5CkfAPF5cfb57H34Mex35CCu/8+orB7PnzHpnSnsfdTf2GvAYEbdN67c+oKCAs689Cr2GjCY/n8/gxmz5gAwY9Ycevz1IA4ePJSDBw/l0utvKffek84fxgHHnljpx5BtR48eybVzvuHij98OHYrLompbEJBUJOkjSdMlPSypbpY/3yTdkLZ8jqRh62jfw+L9b5KWdkacts0f3OfBkjZLW57wR/dVmYqKihh+/U3cNeIann3wHp55aTxff/d9mW0efuo5Gjasz8uPPMCgAf24fmT047RerVqcPmQw5516UpntCwsLuWLELdwzcgRP3z+GLhtvzP0PV/0f96KiIobfeCt3Xn8Fz9x3J8++MoGvv/uhzDaPPPMCDRvU56WH7ubYww/hhttGl1l/9a2302v7bcvte+zDj7PRhu0rNf51qTLOi0VLlnDtrbdzz6038uyDdzN/4UImv/d+tg7pD4vy4t/cNeLaOC9erSAvnqVhwwZxXhxWcmMf5cXx5fICYPBRh/PCQ/fy+Ni7+GDax0x8q+rfDFTGd6RGjRr845QhPHvfXfx31E3c/9hT5fZZFRUVFTH8hpu468arefbBu3nm5QrOi6efo2GDBrz8yP0MOqL0vFi/USNuu+5Knr5/DFdffAHnXXZVyXsGH3k4Lzw0lsfvuZMPpk1n4uR3snlYf0hRURHDR4zkzusu55mxd/DsqxP4+vuM8+LZl6Lz4sExHNv/YG64fUzJuvZtWvHEmJE8MWYkl51zapn3vTTxTerWrZOV48i2yXffzy17HxI6jKpFyu6/AKptQQD42cx6mlk3oAD4zcVzSTXWwef/Chwiqek62FdFPgaOSFs+DPjkT+zvYGCztW4V2LRPP2fDtm1o16Y1tWrWZL89e/Pq62+W2Wb8pDfpu+/eAPTZfVcmT3kfM6NunTps03ML1qtVq8z2BpgZP//8C2bG8pUraN6ssv7b1p1pn31B+7atademFbVq1mTfv+7Kq2+8VWabV9+YzMH77AlAn93+wuT3P8TMAHjl9Tdp26olm3TcsMx7Zs+dx8TJ73LYAXtn50DWgco4L378aRYbtmvLBus3BmDHbbfmxddez84B/QnTPv2sgrx4o8w2UV70AVJ58cEa86JO7drssPVWANSqWZPNunRmztx52TmgP6EyviPNmzZh8y6dAKhfty4bd2jPnPnzs3REf1z0HWldel78dXXfkfLnxWZdOtEiviZ22qgDv/76KwUFBfF5sSWQOi86VZPz4kvat2lNu9bxebHHrrz6RtmC7atvTObgvf8KQJ9dezH5g49KzovVWbHyZ+4e9xgnHXPEGrerrr6e9BYrFy4KHYbLsupcEEg3CdgEQNITkt6X9ImkIakNJC2XdIOkqcCOki6R9F5cozBKiopi8ZPyEZKmSPpM0raSHpP0laR/pX1mITAKODMzGEl3S+qX/tnx390kTZT0pKRvJV0t6ShJ70r6WNLGabt5Ajgoft/GwBJgfto+B8TvmS7pmozjvELSVElvS2ohaSfgQOC6uBYl9TmHxZ/9paRe8fs3j9M+kjRNUqff/9/xx82ZN4+WzZuVLLdo3ow58+aV26ZVi2ib/Px8GtSvz6IlS1a7z5r5+Qw770wOOGowvfY/lG+++4F+B+xbOQewDs2ZN59WaXnRslkz5sxbUGabuWnb5OfXoEG9eixespQVK3/mzvvHMfS4o8vt98qbb+Ock/6GVH2+/pVxXmzYtg3f/fA/ZsycRWFhIa9OfIPZc+ZWzgGsQ3Pmzadl8+Yly1FezC+3TasW0TZRXtRbY16kW7psGa+98RY7brv1ugu6klTWdyRlxqzZfPbl1/TYrGvlHMA69PvPixrxd2RpmW1efO11NuvSiVoZhcWly5bz2huT2XGbrSrpCNadOfMzz4um5c+L+Qto1Twq/ETnRV0Wx3kxY9Zs+h4/lIGnnsuUqdNL3nPz6LEcd/gh1F6vdhaOwlUNyvK/7Ks+dwKrISkf2IfoCTrAYDPbGtgGOE1Skzi9HvCOmfUwszeAW81s27hGoQ6wf9puC8xsG+B24ElgKNANGJS2P4CRwFGSGv2OkHsQ1V5sChwNdDaz7YC7gPQ6yKXAj5K6EdUMPJR2zK2Ba4DeQE9gW0kHpx3n22bWA3gdOMHM3gKeAs6Na1G+ibfNjz/7DODSOO1E4CYz6xnn4YzfcWxV0qrCQh587CmeGHsnk555lC6bbMQd95RvV51Lbh1zL4P6H0K9jCrs1958myaNG9Ota+dAkVUdjRo2YNh5Z3HmP4dz1Imn0aZVS/JqVPtL4p9SWFjIWRcP5+j+h9KuTevQ4VSq1X1HUlas/JnTLhrOBaefRP169bIcXRhfffsd1/9nFMP/cVaZ9MLCIs665HKOPuyQnD8vmjdZn/EPj+Xx0SM5/5QhnDP8GpavWMFnX33D/36axZ5/2Tl0iM6tU9V51KA6kj6KX08CUg0/T5PUN37dDugELACKgEfT3r+7pPOAusAGRM1uno7XPRX//Rj4xMxmAUj6Nt7nAgAzWyppLHAa8PNvjPu9tP19A7yU9lm7Z2z7X6JCQB9gD+C4OH1bYIKZzYv3cz/wF6JahALgmXi794E91xDLY2nbdYhfTwYuktQWeMzMvsp8U1zTMgTgjhuvZciggWs+4t+hRbNmzE6rep4zdx4tmjUrt82sOfNo2bw5hYWFLFu+nPUbrb4s9tmXXwPQvm0bAPbZY/cKO9JVNS2aNWVWWl7MnjePFs2alNmmebxNy+bNKCwsYtmKFTRu1JBpn37OixMmcd1td7Fs+XLylMd669Vizrz5jH/zbSa+/R4FBQUsX7GSc4dfzXWXnJ/tw/tdKuO8AOjdayd699oJgIeeeJq8vKpfEGjRrCmz55bWXER50bTcNrPmzE3LixVrzQuAi6++ng7t2jLoiMPWedyVoTK+IwMPPYhVhYWc9s/hHLBXb/badZdsH9Yf8vvOizgvli9n/UYNgajJ4CnnX8I1F59fcq1Mic6LNgw6oh/VQYummefF/PLnRdMmzJo7P+28WEnjRg2RVFIb0q1LJ9q1acV3P/7E9M+/ZPoXX9G7/7EUFRWxcNESjj7tPO69+dqsHpvLLvmoQVVaqo9ATzM71cwKJO0G/BXYMX4i/iGQqsP7xcyKACTVBv4D9DOz7sCdadtB1P4foDjtdWo5s/D0b+B4oifxKYXEeauo/UV6HWvm/tI/K3PfzxDVGvzPzJby26yy0oaORRXsM92vmduZ2QNEzYh+Bp6T1DvzTWY2ysy2MbNt1mUhAKD7pl34/scZ/DhzFgWrVvHsy+NLbtRSevfaicefewGAF1+byA7bbLXGL2uLZk355rvvWbgoGinozXensHGHDVe7fVXRvWsXfvjxJ2bEefHcKxPpvfOOZbbpvfOOPPH8ywC8OOF1dtiqJ5K4/z83Mv6Rexn/yL0cc1hfhhx9BAMPPYizTzyeiY8/wPhH7uWGYRey/dY9q3whACrnvABYELeHXbJ0GQ88+gSHHbRf5RzAOtR9064V5EXZp5S9e+3M48+9CKTyYsu15sWI2+9i+fIVXHjmqWvcriqpjO+ImfHPq25k4w3bc1w1ufGF1HnxU+l58UoF35Fddip7XmwdnRdLly1nyNnnc/bJJ7B1j+5l3jPijtEsX7GCC884JWvH8md179qZH2bMZMbM2dF58epEeu+8Q5lteu+8A0+88AoAL06cxA5b9UASCxcvpqioCIAfZ87ihxkzade6FQMO3p9Jj9/P+HH3cP+tN9ChXRsvBLicUJ1rBCrSCFhkZisldQV2WM12qZv++ZLqA/2AR/7IB5rZQknjiAoDqWEHvge2BsYR3VTX/IP7XinpH8CXGaveBW6OOyovAgYA5cc4K2sZ0GBtnylpI+BbM7tZUntgC2D87w7+D8rPz+eSc07nb6efS1FxMYfuvw+dNurITaPG0K1rF/b4y870O2Bfzr3sSvbsdySNGjZkxOWXlLy/98GHs3zlSlatWsUrE99gzM3Xs0nHDgw9/liOOvE08vPzadOyBVdVg5vf/PwaXHzWKRx/1oUUFxdz6H596LRRB26+6x66de1M7112pN/+e3Pe5dew1+GDaNSwATcOuzB02JWiss6LK0bcwudfRS3lhh5/DB3btwt0hL9dlBdn8LfTz4nzYt84L0bTrWvXtLy4Is6LBoy4/NKS90d5sYJVqwpL8qJ+vbrcfve9bLRhe/oeewIAA/v15bCD9l9dGFVCZXxHPpj2CU+++AqdN+7IwYOiMSjO/Ptgdt1xu2wc0h+Wn1+DS84+jb+dcV7578imXdij1870O2C/+DtyVPwdiYYPvu+Rx/nfjJmMHDOWkWPGAjDm39exqrCQ2+++LzovBkVd7gb268thB1btAnN+fg0uPuMkjj/nnxQXF3HovnvRqeOG3Dx6LN26dKb3LjvQb78+nHfFdew1YDCNGjTgxmHRb8J7H03nljH3kp+fT57EsLNPoXHDtf505oTjHxhD5912oX7TJlz142c8femVvDXm3tBhhZWAGgGtrZd8VSVpuZnVz0hbj6h5TAfgC6AxMMzMJmRuH3f8HQDMJrrR/sHMhkmaAJxjZlPiGoZzzGz/+D3p60r2J6kF8B1wbbyPFkR9C+oALwBDzaz+WvZXsi4ehnS5mV2fcXzp2w8ALiTqXfKsmf0jM1/iDsv7m9kgSTsT1Xz8SlTwGZ22r6bAFDPrIOl8olqIVXHeHGlmC1f7H7FoVvU8gSqBFRaEDqHKUH6ttW+UGLn/Q/JbWeGva98oIVTjDz0fykm26pfQIVQZJ7XsGTqEKuN2Wxr+4rlgRnbvcZq0zfoxV9uCgKsivCBQwgsCpbwgkC78b1lV4QWBUl4QKOUFgVJeEChVNQoCP2W5INAm68dcnfsIOOecc8455/4gLwg455xzzjmXQLnWWdg555xzzrk/LwGdhb1GwDnnnHPOuQTyGgHnnHPOOecyeY2Ac84555xzLhd5jYBzzjnnnHPleI2Ac84555xzLgd5jYBzzjnnnHOZvI+Ac84555xzLhd5QcA555xzzrlMyvK/tYUj7S3pC0lfSzq/gvXrSXooXv+OpA5r26cXBJxzzjnnnKvCJNUARgL7AJsBAyRtlrHZ8cAiM9sEGAFcs7b9ekHAOeecc865cqpUlcB2wNdm9q2ZFQD/BQ7K2OYg4J749SPAHtKaOzp4QcA555xzzrmqrQ3wY9ryjDitwm3MrBBYAjRZ00591CDnnHPOOecyZXnUIElDgCFpSaPMbFRlfqYXBJxzzjnnnAssvulf3Y3/T0C7tOW2cVpF28yQlA80Ahas6TO9aZBzzjnnnHOZpOz+W7P3gE6SOkqqBRwBPJWxzVPAsfHrfsB4M7M17dRrBJxzzjnnnKvCzKxQ0inAi0ANYIyZfSJpODDFzJ4CRgP3SvoaWEhUWFgjLwg455xzzjlXxZnZc8BzGWmXpL3+BTjs9+zTCwLOOeecc86Vk93OwiF4HwHnnHPOOecSyGsEnHPOOeecy5Tl4UND8BoB55xzzjnnEshrBJxzzjnnnMvkNQLOOeecc865XOQ1As4555xzzpXjNQLOOeecc865HOQ1As4555xzzmXyPgLOOeecc865XCQzCx2Dc3+apCFmNip0HFWB50Upz4tSnhelPC9KeV6U8rwo5XmRHF4j4HLFkNABVCGeF6U8L0p5XpTyvCjleVHK86KU50VCeEHAOeecc865BPKCgHPOOeeccwnkBQGXK7wtYynPi1KeF6U8L0p5XpTyvCjleVHK8yIhvLOwc84555xzCeQ1As4555xzziWQFwScc84555xLIC8IuGpL0nq/JS0JJO38W9Kcc84551K8IOCqs8m/MS0JbvmNaTlP0omSGqctry8pkWNiS+orqVHacmNJB4eMKRRJQys4L04OGVMoknaQ1CBtuaGk7UPGFIqk0+Pjl6TRkj6QtFfouEKQtHHqYZqk3SSdlv6dcbnJOwu7akdSS6ANzuHH4wAAIABJREFUcB9wJKB4VUPgdjPrGiq2bJO0I7ATcAYwIm1VQ6CvmfUIElhAkj4ys54ZaR+a2ZahYgrF86KU50UpSR8CW1l8AyApD5hiZluFjSz7JE01sx6S+gB/By4G7k1oXnwEbAN0AJ4DngQ2N7N9Q8blKld+6ACc+wP6AIOAtsCNaenLgAtDBBRQLaA+0Xe5QVr6UqBfkIjCq5G+EN/k1AwUS2gV1fom9bpfQ5LSbn5rEH1/kqgkHwDMrFhSUs+L1IOkfYkKAJ9I0prekMOKzaxQUl/gFjO7JS40uhyW1C++q8bM7B7gHkmHmtmjoeMJycwmAhMl3W1mP4SOp4p4WdKDwO3x8onAKwHjCWmKpBuBkfHyUOD9gPGE9ALwkKQ74uW/x2lJ9K2k04Db4uWTgW8DxhPS+5JeAjoCF8RNpooDxxTKKkkDgGOBA+K0pD5ESQxvGuSqrbgt46FE1ZglhVozGx4qplAkdQbOoXxe9A4VUyjxk96TgT3ipJeBO8ysMFxUYUiqR9TU4a+AEeXFFWa2ImhgAcQ1Q3+n7Hlxl5kVhYsqDEnNgZuB3kTnxavAGWY2N2hgAcTnRU/gWzNbLKkJ0MbMpgUOLeskbUb04GSymT0oqSPQ38yuCRyaq0ReEHDVlqQXgCVETzhLfszN7IZgQQUiaSrRE/DMvEjk019JtYD2ZvZ16FiqAkn1knjzn0lSHaLz4ovQsbiqQ1IbYEPKPkR5PVxEzmWPNw1y1VlbM9s7dBBVRKGZ3bb2zXKfpP2BG4jaf3eU1BO41Mz6ho0s+yTtBNxF1I+kvaQewN/NLHGj5Ug6ELiOsufFcDM7MGxk2RfXIN4GtDCzbpK2AA40s38FDi3rJF0DHA58SulDFAMSVxCIh5weRmmhSICZ2UYh43KVy2sEXLUlaRRRh6aPQ8cSmqRhwFzgceDXVLqZLQwVUyiS3idq/vFaakQYSR+bWfewkWWfpHeIOo0/lZYX082sW9jIsi8+L3oDE/y80ETgXKImc0k/L74AtjCzX9e6cY6T9DlwJuVrlhcEC8pVOq8RcNXZLsAgSd8R3fymnl5sETasII6N/56blmZAEp/krIrb+qanJfaJh5n9mJEXiWsTH1tlZkv8vACgrpm9m5EXietDE/uWqENs4gsCwBIzez50EC67vCDgqrN9QgdQVZhZx9AxVCGfSeoP5MWd3U4D3g4cUyg/xs2DTFJN4HTgs8AxhfKJpCOJhhHtRHRevBU4plDmS9qYuCAkqR8wK2xIwawEPpL0KmVrU08LF1J2SUrNmfCapOuAxyibFx8ECcxlhTcNctWWpPYVpZvZ/7IdS2iSjqko3czGZjuW0OKRci4B9iKqJXoRuMzMVgYNLABJTYGbiEYNyiPKi9OTWNUvqS5wEWXPi8vN7JeggQUgaSNgFNFkhIuA74CjkjgEsaRjK0qPh6lOBEmvrWG1JXH0uSTxgoCrtiR9TPRES0BtonGgvzCzzYMGFoCkW9IWaxO1kf/AzJI6qRgAkhqY2bLQcbiqRdL6wGJL+A9gXGjOS/p3JB5lrHO8+IWZrQoZTyiSNjKzb9eW5nJLRbNOOlctmFl3M9si/tsJ2A6YHDquEMzs1LR/JwBbEY0UkxiSLpLUNX5dK54k6EdJcyQl6omWpBPi5i8oMkbSEknT0poBJIKkS9LOi/UkjQe+BuZI+mvY6LJL0gGSNkxLOht4Q9JTcTO6xJG0G/AV0aR7/wG+lPSXoEGF80gFaQ9nPQqXVd5HwOUMM/tA0vah46giVhDVkCTJkcCV8etjiGpGmhE96RsDJOncOB24O349AOhB1HF8S6KmQr3ChBXE4cDl8etjiR6ANSc6L+4hWbNOXwHsACXD7A4kOj+2JJqHpE+40IK5AdgrNbdEPLTqg8DWQaPKorigvDnQSNIhaasaEl1HXQ7zgoCrtiSdlbaYR/QUfGagcIKS9DSlI6DUADYFxoWLKIiCtKYeewMPxFX8n8QdZZOkMK15w/7A2LhfwCuSrg0YVwjp50Uf4MF4NuHPJCXtN9DS+socAoyOJx18X1Li5paI1UyfYM7Mvkzg9aIL0XWiMXBAWvoy4IQgEbmsSdpF0OWWBmmvC4FngUcDxRLa9WmvC4EfzGxGqGAC+VXSpkTzKfQGzktbVydMSMEUS2pF1BF0D6InwSlJy4tfJXUD5gC7A+ekrasbJqRgJKk+0Ug5exA1hUlJ6pPfKZLuAu6Ll48CpgSMJ+vM7EngSUk7mlkim9cmmRcEXLVlZpcBxD9smNnysBGFY2YTJbUAto2TvgoZTyBnA08BTYGbUh3cJO0LJG3SuUuIbmZqEE0m9gmApF2Jxk1PktOJ2j43A0aY2XdQcl58GDKwAP4NfAQsBT4zsykAkrYkucOHngQMJRpOFmASZQtISfK1pAuBDqTdH5rZ4GARuUrnowa5ait+yncvsEGcNB841symh4sqjHjc/OuACUSjKPUCzjWzijp/uQSIm700MLNFaWn1iK77iS00J52kNkR9JKaaWXGc1oqoiUzihl52pSS9RVQQypxZOKk17YngBQFXbcUXrYvM7LV4eTfgSjPbKWhgAUiaCuxpZnPj5WbAK2bWI2xk2SNpjRMAmdnN2YoltIwOf+WY2WPZiqWqyOhTlLIEeN/MPsp2PCGtZuSoJURNChMxw7CkcWbWP20Y6jKSOEO9pI/MrGfoOFx2edMgV53VSxUCAMxsQvzEM4nyUoWA2AKSNzxws9ABVCEHrGGdEc0cmjTbxP+ejpf3B6YBJ0p62MyS1In6P0SDK0wjqkHsBnxCNGrMSWb2UsjgsuT0+O/+QaOoWp6RtK+ZPRc6EJc9XiPgqi1JjwMfEDUPgmgovK3NrG+4qMKIp4XfgmjYO4iGTPzYzM5b/bucSw5JrwP7pppFxX2LniUaYep9M9ssZHzZJOkx4OK0viObAcOJOtg/lqSnwpKuMbN/rC0tCSQtA+oBBUBq1DEzs4bhonKVzQsCrtqKZwe9DNiF6CnnJOCy9DbRSRI3B9klXpxkZo+HjCcUSesBg4jGxS4ZCcXMhoSKKSRJ+1E+L4aHiygMSZ8D3VPDqsbnyVQz6yrpQzPbMmyE2SNpupl1qygtac1DJH1gZltlpE1LYtMgl0zeNMhVO5JqE3WCnEfpSA9Iag78HCywACRtArQwszfjdt+Pxem7SNrYzL4JG2EQY4lGxtmfaNjMI4maPSSOpNuJhsjcHbgL6Ae8GzSocO4H3pH0ZLx8APBA3Jzw03BhBfGJpNuA/8bLhwOfxoWjVat/W+6QdBJwMrCxpGlpqxoAb4aJKjxJBwKpmZUnmNkzIeNxlc9rBFy1I2kU8EJmh0dJfYlmiDwpTGTZJ+kZ4AIz+zgjvTtRx+k1tRXPSamnu6mnevHkQJPMbIfQsWVbWh6k/tYHnjezJM0sXELStkBqMIE3U8NnJo2kOkQ3wakaxDeJ+g38AtRNwqhSkhoB6wNXAeenrVpmZgvDRBWWpKuJhqC+P04aAEwxswvCReUqmxcEXLUj6X0zq3D6d0mfmNnm2Y4pFEnvmdm2q1n3sZl1z3ZMoUl618y2i9uE/51oIqkpZrZR4NCyTtI7Zra9pLeJZpJdAHxiZpsEDi0ISTWAFpQdI92HzEwwSe0rSk/ieRHXjPRMG1a2BvChN5PKbd40yFVHa5oNNGkj5TRew7qkzSCbMjruP3Ip8CLR+XJJ2JCCeUZSY6I5Jj4g6ktzZ9iQwpB0KtE5MYdojHQR5UfibnIk7QwMAzakbKEocYVlog7jRnQ+1AY6Al8Q9atJosZAqkakUchAXHZ4QcBVR3MlbWdmZdo6x9X+8wLFFMoUSSeYWZmbO0l/I5oUJomejzuMvwa0h9U/9ct1ZnZ5/PLRuBlZbTNbEjKmgE4HupjZgtCBVAGjgTPJmDgqiTJrTeM5Fk4OFE5oVwEfSnqNqGD0F8o2m3I5yJsGuWpH0nbAOOBuSm92twGOAY4ws3cChZZ1kloAjxMN95aeF7WAvmY2O1RsoaxmFJByaUkQV/X/F3gooR3HS8Q3N3smZcKsNUk1GQsdR1WV1GaVUDLLdKq56btJ/A1JGq8RcNWOmb0bFwaGEg0TCdGoMNtnTKqV88xsDrCTpN2JJgUCeNbMxgcMKwhJnYFNiSZFOjBtVUPShs5MmAOIRoQZJ6kYeAgYl8T2z0QjSU2Q9CzwayrRzG4MF1Iwr8VzjzxG2bz4IFxIYWTMOJ1HNNHazEDhBFHBTNMz4r+tJbVO4nmRJF4j4Kq1ePSL9mb2RehYQpJ0OfA68JaZrQgdTwjxqFGHAPsC6TNjLgMeNLNJQQKrIiR1Ai4GjjKzGqHjyTZJl1aUbmaXZTuW0OLakUxmZr2zHkxgGedFIfA98KiZ/RImouyLHxJMB+anktJWJ/K8SBIvCLhqS9IBwPVALTPrKKknMNzMDlzLW3OOpOOAXsCORDe+k4DXzezJNb4xB0naxczeCB1HVSFpQ6JagcOJ2oM/ZGY3hI3KuapB0mFm9vDa0nKZpDOI5hhZQtSU8PEkDCHrIl4QcNWWpPeB3kSTnmwZpyW2bSeApJZAf+AcYH0zaxA4pKyT1Bq4idIx0l8HzjSzRFX3Q9QWHKgJPExUAPg2cEhZJ+nfZnaGpKeJRocpI0kPDiQNNLP7MprDlEhiMynvU1RK0kbAEcBBwA9Ec9F8FDYqV9m8j4CrzlaZ2RIpvRaz/A99Eki6C9iMaGjESURPd5LarvP/gEeAgfHy0XFan2ARhXNM0pvNAffGf68PGkXVUC/+m7gHBJkk7UPUjLCNpJvTVjUkaiKUOGb2bTzzdh2i62ZnwAsCOc4LAq46+0TSkUCNuP3zacBbgWMKpQlQA1hMNAb0/ASPjtIiYzjVuySdEiyasBZLGg20NrN9JG0G7Ghmo0MHli1m9n78d2IqLZ5nop2ZTQsWWABmdkc8SdRSMxsROp7AZgJTgAMpO9TyMqKhVRMjoybgR6LmQVea2c9BA3NZ4U2DXLUlqS5wEbBXnPQicLmZ/br6d+U2SZsSPfk+E6hhZm0Dh5R1ksYDo4hGyIGoqdTfk9jhTdLzRLUhF5lZD0n5RDOFJq75nKQJRDd9+UQ3fnOBN82swmYyuSw1+3boOKoCSfkJfmgClHQWngY8CSwlo2Y9iU3GksRrBFx1tp+ZXURUGACiTl5E7aETRdL+RJ2F/0I0M+R4oiZCSTQY+A8wkugH7e04LYmamtk4SRcAmFmhpKROINXIzJbGk+2NNbNL43kWkuhNSbcSFZZLRhlL0jCRksaZWX+iCbQq6juSpBmnh1N6818/ZCAu+7wg4KqzCyh/019RWhLsTXTjf1MSO8UCSDrFzG41s++J2v46WCGpCfGPvKQdiEYGSaL8eLKk/qQ9PEionvHf4WlpRjT4QlKcHv/dP2gUVYCZDQsdgwvHCwKu2vFOXuWZ2SnxLMPbxpPDvJu0ydWInvrfGjqIKuYs4ClgY0lvAs2IOpIn0XCi5oNvmNl7cbvorwLHFISZ7R46htDMbFb88mQz+0f6OknXAP8o/67cJqkjcCrQgbT7wySNrJVE3kfAVTuSehA90RoOXJK2ahnwmpktChJYQHGTqOuBCUSTwfQCzjWzR0LGlU1JHfJvbeJ+AV2IzosvzGxV4JBcYPFDgytJcCfylNUMHzotYU2DAJA0FRgNfAwUp9LTO9q73OMFAVdtSToQeMbMite6cY6LL+B7pmoBJDUDXjGzHmEjyx5JhcDKilYRzY7ZMMshBSOpt5mNl3RIRevN7LFsxxSapGuBfwE/Ay8AWxDNL3Ff0MAC8E7kIOkk4GRgY+DrtFUNiDqRD6zwjTlM0jtmtn3oOFx2edMgV531B0ZIehQYY2afhw4ooLyMpkALgLxQwQTycWpiOceuRB3GD6hgnQGJKwgAe5nZeZL6At8DhxBNNpe4ggDeiRzgAeB54Crg/LT0ZWa2MExIwd0k6VLgJaBk9L0kdSJPIi8IuGrLzAZKaggMAO6OR374P+BBM1sWNrqse0HSi8CD8fLhRD9yLoHiEXHygOfNbFzoeKqI1O/dfsDDFUxGmCSJ70RuZkuAJZL+Ccw2s18l7QZsIWmsmS0OG2EQ3YkmEutNadOgpHUiTxxvGuSqvfgH7WjgDOAzYBPgZjO7JWhgWRY3A9klXpxkZo+HjCfbJF1oZleGjqMqkTTFzLYJHUdVIOlq4GCipkHbEQ2z+0wSm0LEAwrcAnQDphN3Ik/aBGsAkj4CtiHqIPsc0Vj6m5tZ4kYek/Q1sJmZFYSOxWWPFwRctRX3ETiO6MZ/LHCPmc2NJxr71Mw6hIwvpPhp8AAzuz90LNkW9484gfIjXyRuLoH45nc+5ceLT2TTB0kbAEvMrEhSPaCBmc0OHVcI3ok8kuosLOk84Gczu0XSh0lsZijpCWBIAkecSzRvGuSqs0OBEWb2enqima2UdHygmLIqbho1FGhDNEzky/HyOcBUIHEFAaInepOAV4CktXvOdHj8d2hamgEbBYglqPgBwclAe2AI0JroRviZkHFl0+o6jwOdJSWyEzmwStIA4BhK+9TUDBhPSI2BzyW9R9k+Aj58aA7zGgGXEyQ1BRZYwk5oSU8Ci4DJwB5Ac6InfKeb2UchYwtF0kdm1nPtW+Y+SbXN7Je1pSWBpIeA94FjzKxbXDB4K0nniqT/i182B3Yi6lAOsDtRXiRucq146NQTgclm9mA8ln5/M7smcGhZJ2nXitJ9+NDc5gUBV+3EHduuBhYClwP3Ak2JRsk5xsxeCBheVkn6ODXkn6QawCygfRJv9FIk/Yvopua50LGEtpox0hM530Kqv0R6sw9JU5M0xG6KpJeAY1OTasUzLt9tZn3CRuacyzZvGuSqo1uBC4FGRE+09jGztyV1JRo1JzEFAaCkXW/c7nlGkgsBsdOBCyUVUJo/SZtHoCVRc7E6krYkqiWCaPbtusECC6tAUh1KR8rZmLTmDwnTLm1mXYA5RE2mEkfSzsAwYEOie6LUvCNJbD63jPj7AdQiaiK1IknXziTygoCrjvLN7CUAScPN7G0AM/s8gcMB9pC0NH4tohu/pSRwEq0UM2sQOoYqoA8wCGgL3JiWvpSoEJ1ElxI9JGgn6X5gZ6I8SqJXKxhu+JWA8YQ0GjiTqNlYovsUpV87Ff2YHgTsEC4ilw3eNMhVO+lNGzKbOSS12YMrKx5R6i/x4gQzS0yH0HSSDjWzR0PHUVXEQw3vQFRQftvM5gcOKZi443CvePH1pA03nOKz6a5ZUkdQShIvCLhqJ54BcwXxE3BgZWoVUNvMkjrig6NkyMxtKR0xaQAwxcwuCBdVGHEToSuA1ma2T9wxckczGx04tKyLZxQeH08khaTGwG5m9kTYyFxI8fWiBtFs24meTTdjVKk8ovkVdjWzHQOF5LLACwLOuZwiaRrQ08yK4+UawIdmtkXYyLJP0vNEs21fZGY94rHjP0x1ME+SikaTSurTzviG7xpKRxlLbFNCSa9VkGxmlrjZdNNGlQIoBL4H7vR5BXKb9xFwzuWixkSjSkHUqTypmprZOEkXAJhZYVyjlkR5FaQl9TfwWuAAM/ssdCChmdnuoWOoKszsuNAxuOxL6kXQOZe7rgI+jJ/0iaivwPlhQwpmRdwuPjVSzg7AkrAhBTNF0o3AyHh5KFEH0SSak/RCgKSz1rTezG5c0/pcIumSNaw2M7s8a8G4rPOmQc65nBOPi75tvPiumc0OGU8okrYCbgG6AdOBZsBhZjY1aGABSKoHXAz8NU56GfiXma0IF1UYkm4CWgJPULZdfGJmFpZ06ZrWm9ll2YolNElnV5BcDzgeaGJm9bMckssiLwg453KCpK7xELIVjhqVxM5/AHG/gC5EtSNfmNmqtbwlp0lqQPSUc3noWELJaAueYmY2OOvBuCol/n6cTlQIGAfc4H0EcpsXBJxzOUHSKDMb4p3/Vk/SnsB5ZrZn6FiyTVJ3YCywQZw0n2h23enhonKhSeoInAp0IK25tJkdGCqmECRtAJwFHAXcA9xkZovCRuWywQsCzrmcIql25uzKFaXlMkm9gduB1kTNP64hGj1IwBVJagKSIuktotGTXouXdwOuNLOdggYWgKTOwG1ACzPrJmkL4EAz+1fg0LJO0lSiScU+BopT6WY2MVhQWSbpOuAQYBQwMsm1ZUnkBQHnXE6paFK5pE00J+lDotlSJwP7APcB55vZrUEDC0jSVDPrsba0JJA0ETgXuCM1fKqk6WbWLWxk2ecTioGkYqK+IoXEAwukVpHQYWWTxEcNcs7lhHjyrDZAHUlbEv2IATQE6gYLLAwzswnx6yck/ZTkQkDsW0kXA/fGywOBbwPGE1JdM3tXUnpaYahgArsp7jj8EgmdUMzMKhpa1yWEFwScc7miDzAIaAukD/23DLgwREABNc6YJTQ/fTmJTYOAwcBlRDPIGjApTkui+ZI2pnRY2X7ArLAhBdMdOBroTWnTIIuXE0fS+kA7yvaXSEyhKIm8aZBzLqdIOtTMHg0dR0irGRUmJXGjw8SzS19jZueEjqUqkLQRUXvwnYBFwHfAQDP7PmRcIUj6GtjMzApCxxKapMuJHqZ8S1qhyAdayG1eEHDO5RxJ+wGbA7VTaWY2PFxELjRJb5vZDqHjqEriuRXyzGxZ6FhCkfQEMMSHyARJXwDdvVCULN40yDmXUyTdTtQnYHfgLqAf8G7QoALyQlGJDyU9BTwMlEwilrRmUnHtyPpmNt/MVkiqJekE4Cwz2zR0fAE0Bj6X9B5l+wgkavjQ2HSi/Eh8oShJvCDgnMs1O5nZFpKmmdllkm4Ang8dVAheKCqjNrCAsm2/jajPQCJIOgK4A1gh6SvgCmAM8B7R+PFJtMYZhhPmKqIC83S8UJQY3jTIOZdTJL1rZttJeptobOwFwCdmtkng0LIuLgxtkfa3PvC8mfUKHVu2SWpqZvNDxxFSfIN3sJl9Hc/APRnoZ2ZPBw7NVQGSPiEqKCZ2ToUk8hoB51yueVpSY+A64AOip753hg0pmJ/jvysltSYqFLUKGE/WSTqA6Kn3qni89P5m9lbgsEIpMLOvIRoJRtJXSS8ESFpG6dj5tYCawIqEjp2/0sxuDh2Eyy4vCDjncoakPOBVM1sMPCrpGaC2mS0JHFooz1RQKLorbEhZdwXQy8w+l7Q9cC2wa+CYQmku6ay05cbpy2Z2YwXvyWlm1iD1WtHECgcBSe1UPknSVcBTJHROhSTypkHOuZwi6cPUbKlJJ2k9M/s19ZqonfwvqbQkyJxVOmmzTKeLJ85aLTO7LFuxVGVJvYZIeq2CZB8+NMd5jYBzLte8KulQ4DHzJx2Tga0A4pv/XyV9kEpLiMyn4M2T+hTcb/TLy5h4Lw/YBvglUDhBmdnuoWNw2ecFAedcrvk7cBZQKOkXQERPtRLT5ldSS6ANUEfSlkR5ANCQaBShJLkTaLCG5cSR1Aw4AehA2RlkEzXRXOyAtNeFwPdEzYMSyYcbTh5vGuScczlG0rH/3979xuxV13ccf3/KGgpMFEwXqZAtBmdBwZZQ7GxWB4YszMgD6pMq/tlwjQ9MGkgMaiLIdBsLoCwNkaAkNJnbMJPoIIqog0AoxhVK+JOBD5AmfWDSTpQOUujdfvbgnKv3dd+5W7ZlPd8r5/d5Jc19zu/Q5JOTq9zX9/eX7oTQC4GdU4/2A3e1tnd+LCRpB/AI8DhwaNLe+oncrTvadsO2ryoNFsdVCoGIGBVJG5dqt/3w0FmqSdqUL3ed9ILPk/Sk7TXVOSpJuu4Yj237K4OFmRHZbrhNmRoUEWPzuanrFcBFdD2fzS14s/3dDPUf8X26XvCfMNUL3qj7JP2Z7R9UByn0yhJtpwBXAW8FmisEmF8b0ex2wy1KIRARo2J7es4vks4Cbi2KUyonCy9wsu1rq0PMiK3AFyW9Dhzs25paR2P7lsm1pDfRvZM/B/4ZuOVof2/kcgZLgzI1KCJGrd8b/Fnb51ZnGVqG+udJ+iqwo/Fe8Jgi6XS6jQU+BmwH/t72S7WpavRnsKyfHLY32W644TNYmpERgYgYFUnbmD8pdBmwhq53q0XNnyw8pfle8GmSLgcm62kesn1fZZ6hSboJuAK4AzjP9n8VRypl+7Ck24C1/f1rTB0qFuOVEYGIGJV+x5yJOeBF249W5akk6UvANuCDwG30Q/22j7VQMkZO0o3AOuDbfdNmYKftL9SlGpakw3RfdOeY7ziABrcbnpB0M93ZIzmDpSEpBCJidPodYrC9tzrLrMhQf3rBJyQ9Bayxfbi/PwHYZfv82mRRSdJ+ugXTc3QLh5stilqSqUERMQr9WoDrgc/STQmSpDlgW4u75Eh6K/BRYHXf9B/AP9YlqrVEL/hWSRta6gVf5C3Ar/vrN1cGqSbpNOAsFm4r29x0QttNH7TXqowIRMQoSLoGuAzYYvuXfds7gG8A99v+emW+IUk6B/g34EfALrqevbXApcAltp8rjFciveDzJG0GbgQepPtsbAQ+b/vu0mAFJH2F7vC9F4DDfbNtN7fdMBwpit7Jwu2GmzuDpSUpBCJiFCTtAi61vW9R+0rgAdtra5INT9K/AN+x/Z1F7ZuAj9reVJOsTl8I/IntX/f3p9NND2quEACQdAbdCAl0p8f+qjJPFUnP0y0Wfr06SzVJn6ZbVH8m8CSwHnis1aKoFcuqA0RE/D9ZvrgIgCPrBJYX5Kl03uIiALoDxoD3FOSZBX8L7JJ0l6TtdIfM/XVxpkFJWt3/vIBu96g9/Z9VfVuLnqGbJhVdEbAO2G37YrpRxN/URorjLWsEImIsjtWj11pv31Knpv5Pno2W7X+S9BDzveDXNtgLfg2whaUPzDINnr7NfIH4DFPbZdq+vC5SmQO2D0hC0om2n5P0rupQcXylEIiIsXivpJeXaBdT810b8Xv9monFBKwcOkwlSav7LzSTHu89/c9Vkla1tCgGV+ZhAAAHfUlEQVTU9pb+8jLbB6afSWrt38jEduDvgKeZXyPQqj39ycLfA34s6SVgd3GmOM6yRiAiYmQkXX+s57ZvGCpLNUl32N4i6cElHje5KFTSE7YveKO2Fkj6d9vr3vi/bIukD9DtJnV/1k+MWwqBiIgYPUkrluoFX9w2ZpLeBrwd+Ae6rWXVPzoVuN326qP93bGS9DW6KUH/ysKpQc2MFPWjQZ8BzqYbGbnT9lxtqhhKCoGIiJHqd0z6S+APWLhH+l9UZaqSXvAjp25/CrgQ2Dn1aD9wl+17KnJVykgRSLobOAg8QrcF827bW2tTxVCyRiAiYry+T/fL/SfAoeIsJaZ6wU+StJaFveAnlwUrYHs7sF3Spn4Hqeb1u+O07lzb5wFIuhP4eXGeGFAKgYiI8TrZ9rXVIYr9KV0v+JnA16ba9wNfrAhUzfZ3JX0IeDcLD45q7gRugLwLDk4ubM91h7RHKzI1KCJipCR9Fdhh+wfVWaqlF3yepNvpRkMuBr4FfITuULGrSoMVyLsASYeY31ZYwEnAq/21bZ9alS2OvxQCEREjJWk/cArdOQqTXr9mf7Gn57cj6Snb50/9/F3gh7b/uDrb0PIuonWZGhQRMVK231SdYVYcree3NFSdyU5Jr0paBfwn3UnDLcq7iKalEIiIGDFJlwMb+9uHbN9XmafQ+6d6fm+QdAvww+pQRe7tD466CXiC7lThb9ZGKpN3EU3L1KCIiJGSdCOwDvh237QZ2Gn7C3Wpakj6ue2LJP0MuIKu5/dZ22cXRxuUpGXAets7+vsTgRW2f1ubbHh5FxEpBCIiRkvSU8Aa24f7+xOAXbbPr002PElfArYBHwRuo+/5tX1dabACknbZXludYxbkXUTrllUHiIiI4+otU9dvLktRqO/5/ant3/Q7B/0+sLrFIqD3U0mblH0iIe8iGpcRgYiIkZK0GbgReJBuK8CNwOdt310arEB6fudN7SY1R7dYttltIvMuonUpBCIiRkzSGXTrBKDbH/1XlXmqSLoZeAy4x/nFFxEBpBCIiBgdSattPyfpgqWe235i6EzV0vM7T9LGpdptPzx0llkg6TTgnSw8X6LJdxHtSSEQETEyku6wvUXSg0s8tu1LBg8VM0PSvVO3K4CLgMdb/FxI+jSwFTgTeBJYDzzW4ruINqUQiIgYKUkrbB94o7YWpBf86CSdBdxqe1N1lqFJeppu6tzPbK+RtBr4G9tXFEeLGEQOFIuIGK8dwOLpQUu1teBzU9dHesGB9PzCHuCc6hBFDtg+IAlJJ/ZT6t5VHSpiKCkEIiJGRtLbgLcDJ0laSzcfHuBU4OSyYIVsf3j6ftILXhSnlKRtdOcoQLeN+Bq6U3VbtKc/Wfh7wI8lvQTsLs4UMZhMDYqIGBlJnwQ+BVwI7Jx6tB+4y/Y9FblmSb9v/LO2z63OMrT+8zExB7xo+9GqPLNC0gfoztq43/br1XkihpBCICJipCRt6g/Qat5ResFftH1lXao6klYC2N5bnaWCpBXAZ4CzgaeBO23P1aaKGF4KgYiIEZP0IeDdLNwa8a/qEtVIL/iRUZDrgc/SFUOiexfbWvtMSLobOAg8AlwG7La9tTZVxPBSCEREjJSk2+nWBFwMfAv4CN2hYleVBiuSXnBdQ/eld4vtX/Zt7wC+QTcd5uuV+YYk6Wnb5/XXv0P376LFRfTRuGXVASIi4rh5v+1PAC/ZvgH4I+APizMNSp0vS9oHPA/8QtJeSddVZyvwcWDzpAgAsP0CcCXwibJUNQ5OLjIlKFqWQiAiYrwm5wW8KmkV3ZefMwrzVLga2ACss3267dOA9wEbJF1dG21wy23vW9zYj5AsL8hT6b2SXu7/7AfOn1xLerk6XMRQsn1oRMR43dtvjXgT3faQBr5ZG2lwHwcunf4CbPsFSVcCDwDNTIcBjrUTTlO75Ng+oTpDxCzIGoGIiBGStAxYb3tHf38isML2b2uTDUvSM7bf8799NkaSDgGvLPWI7rPR2qhARPMyIhARMUK2D0u6DVjb378GvFabqkR6wXvpBY+IxTIiEBExUpJuBh4D7nGj/7NPL3hExNGlEIiIGKl+EeQpdHvFH6D78mvbp5YGi4iImZBCICIiIiKiQVkjEBExUpI2LtVu++Ghs0RExOzJiEBExEhJunfqdgVwEfC47UuKIkVExAzJiEBExEjZ/vD0vaSzgFuL4kRExIzJycIREe3YA5xTHSIiImZDRgQiIkZK0ja604Sh6/hZQ3fCcERERNYIRESMlaRPTt3OAS/afrQqT0REzJYUAhERIyZpJYDtvdVZIiJitmSNQETEyKjzZUn7gOeBX0jaK+m66mwRETE7UghERIzP1cAGYJ3t022fBrwP2CDp6tpoERExKzI1KCJiZCTtAi61vW9R+0rgAdtra5JFRMQsyYhARMT4LF9cBMCRdQLLC/JERMQMSiEQETE+r/8fn0VEREMyNSgiYmQkHQJeWeoRsMJ2RgUiIiKFQEREREREizI1KCIiIiKiQSkEIiIiIiIalEIgIiIiIqJBKQQiIiIiIhqUQiAiIiIiokH/DYvIjBy1ShFoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "numericals = ['ByteCount', 'RowCount', 'DurationTotalSec', 'DurationDataRetrievalSec', 'DurationProcessingSec', 'DurationRenderingSec', 'ParamNumInstitutions', 'ParamNumMonths']\n",
    "\n",
    "plt.figure(figsize=(12,10))\n",
    "cor = live_df[numericals].corr()\n",
    "hmap = sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n",
    "x,y = hmap.get_ylim()\n",
    "hmap.set_ylim(x+0.5, y-0.5)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Some serious Machine Learning stuff here\n",
    "First a repeat of the heatmap above, with scaled range for improved visibility of correlations.\n",
    "\n",
    "Secondly, a K-Means clustering of runtimes to group them into different \"similar\" groups for more detailed analysis.\n",
    "\n",
    "**Note**: due to a limitation of one of the graphs, any cluster containing only 1 point is removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "scaler = preprocessing.MaxAbsScaler()\n",
    "scaled_live_df = scaler.fit_transform(live_df[numericals])\n",
    "scaled_live_df = pd.DataFrame(scaled_live_df, columns=numericals)\n",
    "plt.figure(figsize=(12,10))\n",
    "cor = scaled_live_df.corr()\n",
    "hmap = sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n",
    "x,y = hmap.get_ylim()\n",
    "hmap.set_ylim(x+0.5, y-0.5)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Some more serious Machine Learning stuff here\n",
    "Secondly, a K-Means clustering of runtimes to group them into different \"similar\" groups for more detailed analysis.\n",
    "\n",
    "**Note**: due to a limitation of one of the graphs, any cluster containing only 1 point is removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "num_clusters = 6\n",
    "kmeans = KMeans(n_clusters = num_clusters)\n",
    "kmeans.fit(np.array(uat_df['DurationTotalSec']).reshape(-1,1))\n",
    "uat_df['RunClass'] = kmeans.labels_\n",
    "\n",
    "# print out the clusters\n",
    "plt.figure(figsize=(10, 5))\n",
    "for runclass, df in uat_df.groupby('RunClass'):\n",
    "    if len(df) < 2:\n",
    "        continue\n",
    "    df_mean = kmeans.cluster_centers_[runclass][0]\n",
    "    sns.kdeplot(df['DurationTotalSec'], label=f\"Cluster {runclass}, mean {df_mean:.2f} seconds\")\n",
    "    plt.xlabel(\"Duration (seconds)\")\n",
    "plt.title(f\"Frequency of report execution instances, in {num_clusters} clusters\")\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ClusterMean</th>\n",
       "      <th>Number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1827.589000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>575.106000</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>315.755310</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>165.293097</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60.922873</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.862729</td>\n",
       "      <td>1078</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ClusterMean  Number\n",
       "3  1827.589000       1\n",
       "1   575.106000       8\n",
       "5   315.755310      42\n",
       "2   165.293097      62\n",
       "4    60.922873     236\n",
       "0     2.862729    1078"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8PyDXGPOi07EopVRTtPmbjtlNorcBr7SUhEUpTzDGzHY6BqWUOhVt+reHRGQgVlNrd6y7QyqllFKqhXK0e0gppZRSqrHadEuLUkoppbxHmxzTEh4ebnr37u10GEop5VXWrVuXZ4yJOHFJpTyjTSYtvXv3JiUlxekwlFLKq4jIydzFXCm30+4hpZRSSnkFTVqUUkop5RU0aVFKKaWUV9CkRSmllFJeQZMWpZRSSnkFTVqUUkop5RU0aVFKKaWUV2iT92lRrVdpRRXlVdUE+PoQ4OuDj484HZJSSik30aRFtQp5R8p46ZvdvL56L6UV1T9PnzAggnunxJEYFeJccEoppdxCkxbl1Sqrqnniyx3859u9lFVWMWNINIlRnSivqqawpIJ3U9K54F+ruHBINPdOiScyJMjpkJVSSjWRJi3Ka1VVG26fv4GPNxxkxpAobj2rP/0iOhxX5r8nxfLCil38e9UefthziHdvHE2P0GCHIlZKKXUqdCCu8krV1YZ7Fmzk4w0HuXdKPE/NHPqrhAUgpJ0/906JZ+EfxlJUWsGsV9aQXVTqQMRKKaVOlSYtyusYY/jzh5tZuP4At589gD+c0e+EywyKDmHutSPJKy7j8pe/J+9IWTNEqpRSyp00aVFeZ35KOu/8sJ//PqMft54V2+jlhvUM5d/XjCDj8DFufGMdVdXGg1EqpZRyN01alFfJLipl9uJtjOrThbvOiUPk5C5pHtU3jEd+O5h1+wp4ddVuD0WplFLKEzRpUV7DGMOfP9hMeWU1j1w0uMn3YJkxJIpzErrx2Bc7SMs54uYolVJKeYomLcprfLIxk6+2ZXPnOQPoE96+yfWICLN/M4jgAF/uem+DdhMppZSX8EjSIiJTRCRVRNJE5L465geKyLv2/DUi0ttl3v329FQROdeeFiQiP4jIBhHZIiIPupTvY9eRZtcZ4IltUs46XFLOA4u2kNQjhGtP73PK9XXtGMSD0xP5Kf0wL6/UbiKllPIGbk9aRMQXeBaYCiQAl4lIQq1i1wEFxphY4EngUXvZBGAmkAhMAZ6z6ysDzjTGJAFDgCkiMtqu61HgSbuuArtu1cq89M1uDpWU8/BvB+Pn657DdnpSFJMTuvGvr3eSr1cTKaVUi+eJlpaRQJoxZrcxphyYB8yoVWYGMNd+vAA4S6wRlTOAecaYMmPMHiANGGksNYMP/O0/Yy9zpl0Hdp0XemCblIMKjpYz97u9nH9adxKiOrmtXhHhvqnxHKuo4tllu9xWr1JKKc/wRNISDaS7PD9gT6uzjDGmEigEwhpaVkR8ReQnIAf40hizxl7msF1HfevCXv4GEUkRkZTc3NxT2DzV3F5ZtZuSiipuPau/2+vuF9GBi4f34M3v95Fx+Jjb61dKKeU+XjMQ1xhTZYwZAvQARorIoJNc/iVjTLIxJjkiIsIzQSq3O1xSztzv9nHeoO4M6NbRI+u47ewBADz91U6P1K+UUso9PJG0ZAAxLs972NPqLCMifkAIkN+YZY0xh4FlWGNe8oHOdh31rUt5sVdX7eFIWSV/PImbyJ2s6M7tmDW6J++tS2dXrl4CrZRSLZUnkpa1QH/7qp4ArIG1i2qVWQRcbT++GFhqjDH29Jn21UV9gP7ADyISISKdAUSkHTAZ2G4vs8yuA7vOjzywTcoBhSUVvPbtXqYOiiQ+0n1jWepy86RYgvx9eeLLHR5dj1JKqaZze9Jijy+5BVgCbAPmG2O2iMhDIjLdLvYqECYiacAdwH32sluA+cBW4HPgZmNMFdAdWCYiG7GSoi+NMZ/Ydd0L3GHXFWbXrVqBeWv3U1xWyR/PdP9YltrCOwRyzdjefLopk335Rz2+PqWUUidPrMaKtiU5OdmkpKQ4HYZqQHW1YdLjy+nWMYj5N41plnVmF5Uy7tGlzBrViwemJzbLOpXyJiKyzhiT7HQcqu3ymoG4qm1ZmZbHvvwSZo3u2Wzr7NYpiGlJUcxPSafwWEWzrVcppVTjaNKiWqS3vt9HWPsApgyKbNb1XjeuDyXlVby7dn+zrlcppdSJadKiWpzMwmN8tS2bS5JjCPTzbdZ1J0aFMKZvGK99u5eKqupmXbdSSqmGadKiWpx5P6RjgMtHNl/XkKvrx/fhYGEpn23OcmT9Siml6qZJi2pRKqqqmbd2PxP6R9AzLNiRGCbFdaVveHteXbXHkfUrpZSqmyYtqkVZuj2H7KIyrhjdy7EYfHyEq8f2ZkP6YTZnFDoWh1JKqeNp0qJalA/WZxDeIZBJcc7+1MKFQ6IJ9PNhng7IVUqpFkOTFtViFB6rYGlqDhcM7o6fr7OHZkiwP+ed1p2PfjxISXnliRdQSinlcZq0qBZjyeYsyiuruXBonT/U3exmjoihuKySxRsznQ5FKaUUmrSoFuSjDRn0CgsmqUeI06EAMLJPF/pGtGfe2nSnQ1FKKYUmLaqFyCkq5btd+cwYEo2IOB0OACLCzBExrNtXwI7sYqfDUUqpNk+TFtUiLNpwEGNgelKU06Ec56JhPfD3Fd7V1hallHKcJi2qRVi04SCDojsR27WD06EcJ6xDIOckRPL++gOUV+odcpVSykmatCjH7c49wsYDhVw4pGUMwK3t4uQeFJRUsCw1x+lQlFKqTdOkRTnuk42ZiMAFg1tW11CN8bHhhHcI5IP1GU6HopRSbZomLcpxn2/OYnjPUCJDgpwOpU5+vj5MT4pi6fYcCksqnA5HKaXaLE1alKPSD5WwNbOIcxMjnQ6lQb8dFk15VTWfbDrodChKKdVmadKiHLVki/VLyi09aUmM6kT/rh20i0gppRykSYty1JItWQzs3smxX3RuLBHhwqHRpOwrYH9+idPhKKVUm6RJi3JMbnEZKfsKODexm9OhNErNzwt88KO2tiillBM0aVGO+XJrNsa0/K6hGtGd2zG6bxc++PEAxhinw1FKqTZHkxblmCVbsujZJZj4yI5Oh9Jovx3ag735JWw8UOh0KEop1eZo0qIcUVRawXe78pgyKLLF/NZQY5w7KBJ/X+HjDXoVkVJKNTdNWpQjlm3PoaLKeM14lhoh7fyZOKArn2zMpLpau4iUUqo5eSRpEZEpIpIqImkicl8d8wNF5F17/hoR6e0y7357eqqInGtPixGRZSKyVUS2iMhtLuUfEJEMEfnJ/jvPE9uk3OurbTmEdwhkaEyo06GctGlJ3ckqKmXt3kNOh6KUUm2K25MWEfEFngWmAgnAZSKSUKvYdUCBMSYWeBJ41F42AZgJJAJTgOfs+iqBO40xCcBo4OZadT5pjBli/33q7m1S7lVZVc2K1BwmxUXg4+M9XUM1Jid0o52/Lx9v1C4ipZRqTp5oaRkJpBljdhtjyoF5wIxaZWYAc+3HC4CzxBrYMAOYZ4wpM8bsAdKAkcaYTGPMegBjTDGwDWiZv66nTmjdvgKKSis5M76r06E0SXCAH2cN7Mqnm7KorNJfflZKqebiiaQlGkh3eX6AXycYP5cxxlQChUBYY5a1u5KGAmtcJt8iIhtF5N8iUmd/g4jcICIpIpKSm5t7stuk3Ghpag7+vsK4/uFOh9Jk05KiOHS0nO925TsdilJKtRleNRBXRDoAC4E/GWOK7MnPA/2AIUAm8HhdyxpjXjLGJBtjkiMiIpolXlW3ZdtzGNG7Cx2D/J0OpcnOiIugY5Afi/QqIqWUajaeSFoygBiX5z3saXWWERE/IATIb2hZEfHHSljeMsa8X1PAGJNtjKkyxlQDL2N1T6kW6kBBCTuyj3ht11CNQD9fzk2MZMnmLEorqpwORyml2gRPJC1rgf4i0kdEArAG1i6qVWYRcLX9+GJgqbFuMboImGlfXdQH6A/8YI93eRXYZox5wrUiEenu8vQ3wGa3b5Fym2XbcwC8PmkBq4uouKySlTvznA5FKaXaBLcnLfYYlVuAJVgDZucbY7aIyEMiMt0u9ioQJiJpwB3AffayW4D5wFbgc+BmY0wVcDpwJXBmHZc2zxGRTSKyEZgE3O7ubVLus3R7Dr3Dgukb0cHpUE7Z2H5hdA72Z7FeRaSUUs3CzxOV2pcdf1pr2l9cHpcCl9Sz7N+Bv9eatgqo89pYY8yVpxqvah7Hyqv4blc+l4/q6XQobuHv68OUxEg+3nCQ0ooqgvx9nQ5JKaVaNa8aiKu823e78iirrG4VXUM1zh/cnaPlVazYoVekKaWUp2nSoprNstQcggN8Gdmni9OhuM2YvmGEBvuzeGOm06EopVSrp0mLahbGGFbsyGVsv3AC/VpPN4qfrw9TBnXnq23ZehWRUkp5mCYtqlnszS8h/dAxJg7w3hvK1eeCwd0pKa9ieWqO06EopVSrpkmLahbf2GM+JgxofTf2G9WnC2HtA/hEu4iUUsqjNGlRzWLFjlx6hwXTK6y906G4ndVFFMnX23I4Vq5dREop5SmatCiPK6usYvWu/FbZylLj/MHdOVZRxdLt2kWklFKeokmL8rh1ews4VlHFhP6tN2kZ1SeM8A4BfLpJu4iUUspTNGlRHrdiZy7+vsKYfmFOh+Ixvj7C1EHd+Xp7NiXllU6Ho5RSrZImLcrjvtmRx/BeobQP9MgNmFuM8wd3p7SiWruIlFLKQzRpUR6VU1TKtswiJg5oPXfBrc+I3l2I6BioN5pTSikP0aRFedQ39i8gT2iF92epzddHOG9QJEu353C0TLuIlFLK3TRpUR71zY5cwjsEMjCyk9OhNIvzB0dRVlnN19pFpJRSbqdJi/KY6mrDt2l5jO8fjo9PnT/S3eok9wqla8dAFm886HQoSinV6mjSojxmW1YR+UfLGRfb+ruGavj4COed1p1lqbkc0S4ipZRyK01alMestMezjOvfdpIWsH6LqLyymq+2ZjsdilJKtSqatCiPWbUzjwHdOtCtU5DToTSrYT1D6R4SxCfaRaSUUm6lSYvyiNKKKn7Ye4hxsa33Lrj18fERLhjcnRU7ciksqXA6HKWUajU0aVEesXbvIcorqxnfxrqGalwwOIqKKsOSrVlOh6KUUq2GJi3KI1btzMPfVxjVt4vToThicI8QenYJ5uMN2kWklFLuokmL8oiVO/MY1jOU4IDWfev++ogI05K6892ufPKOlDkdjlJKtQqatCi3yztSxtbMojbbNVTjgsFRVFUbPtusXURKKeUOmrQot/s2reZS57Y3CNdVfGRHYrt24BPtIlJKKbfwSNIiIlNEJFVE0kTkvjrmB4rIu/b8NSLS22Xe/fb0VBE5154WIyLLRGSriGwRkdtcyncRkS9FZKf9P9QT26Qab9XOPELa+XNadIjToThKxLqK6Ie9h8gqLHU6HKWU8npuT1pExBd4FpgKJACXiUhCrWLXAQXGmFjgSeBRe9kEYCaQCEwBnrPrqwTuNMYkAKOBm13qvA/42hjTH/jafq4cYoxhVVoeY/uF4dtGbt3fkGlJURiD3rNFKaXcwBMtLSOBNGPMbmNMOTAPmFGrzAxgrv14AXCWiIg9fZ4xpswYswdIA0YaYzKNMesBjDHFwDYguo665gIXemCbVCPtzjtKZmFpm7sLbn36RXRgUHQnPvpJkxallDpVnkhaooF0l+cH+CXB+FUZY0wlUAiENWZZuytpKLDGntTNGJNpP84CutUVlIjcICIpIpKSm5t7clukGu3n8Sxt6PeGTuTCIdFsyigkLeeI06EopZRX86qBuCLSAVgI/MkYU1R7vjHGAKauZY0xLxljko0xyRERbXuAqCet2plHj9B29OwS7HQoLcb0pCh8BD76KcPpUJRSyqt5ImnJAGJcnvewp9VZRkT8gBAgv6FlRcQfK2F5yxjzvkuZbBHpbpfpDuS4bUvUSamsqmb17nzG9w/H6u1TAF07BTG2Xzgf/XQQK69WSinVFJ5IWtYC/UWkj4gEYA2sXVSrzCLgavvxxcBSu5VkETDTvrqoD9Af+MEe7/IqsM0Y80QDdV0NfOT2LVKNsimjkOLSSk7XrqFfmTEkiv2HSli//7DToSillNdye9Jij1G5BViCNWB2vjFmi4g8JCLT7WKvAmEikgbcgX3FjzFmCzAf2Ap8DtxsjKkCTgeuBM4UkZ/sv/Psuh4BJovITuBs+7lywKqd1niWsf00aaltyqBIAv18+PBH7SJSSqmmkrbYXN8/ggkAACAASURBVJ2cnGxSUlKcDqPVufTF1Rwpq2TxreOdDqVFuvnt9azelc+a/zkLf1+vGk6mFAAiss4Yk+x0HKrt0jOncouS8krW7y/Qq4YacOGQaA4dLeebHXr1mlJKNYUmLcotfthziIoqo+NZGjBxQAShwf4sXH/A6VCUUsoradKi3OLbtDwC/HwY2aeL06G0WAF+PswYEs1XW3MoOFrudDhKKeV1NGlRbrFyZx7De4YS5O/rdCgt2iXJPSivqtZ7tiilVBNo0qJOWW5xGduzivXW/Y2QGBVCYlQnFmgXkVJKnTRNWtQp+26XdanzeE1aGuWS4T3YnFHEtsxf3dRZKaVUAzRpUads1c48Qtr5kxgV4nQoXmHGkGgCfH14L0VbW5RS6mT4OR2A8m7GGFal5XF6bBi+Pnrr/sYIbR/A2Qld+fCnDO6bGk+An353UN5r3bp1Xf38/F4BBqFfhNWpqwY2V1ZWXj98+PBf/SyPJi3qlOzOO0pmYSm36KXOJ+WS4TF8uimLpdtzmDIo0ulwlGoyPz+/VyIjIwdGREQU+Pj4tL27lSq3qq6ultzc3ISsrKxXgOm152tWrE5Jza37x8fqL2efjPH9w+nWKZB3ftjvdChKnapBERERRZqwKHfw8fExERERhVgtd7+e38zxqFZmVVoeMV3a0TMs2OlQvIqfrw8zR/Tkm5257Ms/6nQ4Sp0KH01YlDvZx1Od+YkmLarJKquq+X5XPuO0laVJLhvZEx8R3l6jrS1KKdUYmrSoJttwoJDiskr9vaEmigwJYvLAbsxPSae0osrpcJTyWvv37/e74IIL+sbExAxKTEwcOHHixNiNGzcGpqamBvTv3z+xKXU+/fTTYXv37vU/lbh+/PHHoCFDhsQHBAQM+8tf/tKtsctlZmb6+fn5DZszZ47bvhE+/fTTYaGhoUnx8fEJ8fHxCU888UQ4wMcff9yxZlp8fHxCYGDgsDfeeKMzwEUXXdQ7Ojr6tJp53333Xbu66h4/fnz/jh07Dpk0aVKs6/R//OMfET179hwkIsMzMzPdMoZWkxbVZKt25iECY/uFOR2K17pidC8KSir4bHOm06Eo5ZWqq6uZPn167IQJE4rT09M3b9myZdsjjzyScfDgwVNKON58883w/fv3n1QdFRUVxz3v2rVr5VNPPbX/xhtvzD6Zel5//fXQpKSko++9955bfxdl2rRpBdu3b9+6ffv2rXfccUeePa24ZtqKFStSg4KCqi+88MKfbyI1e/bsAzXzx44de6yueu+6666sF198cU/t6RMnTjzy5Zdf7oiKinLb75Zo0qKa7Nu0PAZFhRDaPsDpULzW2H5h9A1vzxur9zkdilJe6ZNPPuno5+dn7rnnnp9/Pn3MmDHHpkyZcsS13NNPPx121VVX9ax5PmnSpNhPPvmkY2VlJRdddFHv/v37Jw4YMCDhwQcf7Pqf//wndPPmzcFXXXVV3/j4+IQjR47IypUrg0eMGBGXmJg4cNy4cf337dvnDzBy5Mi4a6+9NmbQoEEDZ8+efVxrSnR0dOXEiRNL/P39T2rMz3vvvdflscceS8/OzvbftWuXP8CcOXMibrzxxh51bc/dd9/dvXfv3oOGDx8eN23atD4n06rj6o033gidOHFiYceOHatPZrkZM2YUd+rU6VfLnH766cfi4uJ+lbAsXry4Q03rzcCBAxMKCgoanYvoJc+qSY6UVbJ+fwHXj+/rdChezcdHuHxUT2Yv3sbWg0UkRHVyOiSlmuzuBRtidmQVu3VU/oDIjiX/vDgpvb75GzdubJeUlFTS1PpXr14dnJmZ6b9z584tAHl5eb7h4eFVzz//fNfHHnssfcKECSVlZWVy66239ly8eHFaVFRU5csvvxx61113Rb/33nt7AcrLy2Xz5s3bmhqDq7S0NP/c3Fz/SZMmlUyfPr3g9ddf7/Lggw9mX3HFFQWjR4+OBw4ALFiwoMuf//znzBUrVgR//PHHoVu3bt1SVlYmQ4YMSRg6dGid++Ozzz7rPGDAgA59+/YtfeaZZ9JjY2OPaxpasGBBl9tuu+24VqEHH3ww+uGHH+4+fvz44meeeeZAu3btTnnQ9eOPPx759NNP7zvnnHOOFhYW+gQHBzc6SdKWFtUk3+/Kp7LaMGGAjmc5VZcMjyHQz4fXV+91OhSl2pz4+Piy9PT0wKuvvjpmwYIFnUJDQ381wGzjxo2BO3fubHfmmWcOiI+PT/jnP//Z3bX76bLLLjvkrnhef/31LtOnTy8AuPLKKw8tXLiwC0BUVFRlTExM2ddff90+KyvLd9euXUGTJ08+smLFig5Tp049HBwcbEJDQ6snT558uK56f/e73x3ev3//ph07dmw966yziq644oo+rvP37dvnn5qa2u63v/3tz11DTzzxRMbu3bs3b9iwYVtBQYHv//7v/7rlplKjR48+ctddd8XMnj27a15enq+/f+N74bSlRTXJyp25tPP3ZXivUKdD8Xohwf5cNLwHC9Yd4M5z4ojoGOh0SEo1SUMtIp5y2mmnHfvwww9PeCLy8/Mz1dW/fKEvKyvzAYiIiKjavHnz1g8++KDTCy+8EPHuu+92qWlBqWGMkdjY2GM//fTT9rrqPtnulIYsXLiwS25urv/777/fBSAnJ8d/06ZNgaeddlrZJZdccuidd94JjY+PL506dWqBj0/j2x0iIyN/TsZuv/32vIceeqiH6/zXX389dMqUKYcDAwN/bknp1atXBUC7du3Mtddem//44483qduptn/84x9ZF154YeFHH30UMn78+PjFixfvHDp0aGljltWWFtUkK3fmMbpvFwL9fJ0OpVW4flwfKqqqtbVFqZM0bdq04vLycnnsscd+bvZds2ZNu88//7yDa7l+/fqVb9myJbiqqoq0tDT/jRs3tgfrSp2qqiquueaaww8//HDGpk2bggE6dOhQVVhY6AswePDg0kOHDvl99dVX7QHKysokJSUl6FTiHjNmzIA9e/Yc18SwcePGwKNHj/rm5ORszMjI2JSRkbHplltuyZo7d24XgFmzZh1esmRJ5/fee6/LrFmzDoE12HXJkiUhJSUlUlhY6PPVV191rmt9NWNwAN5+++3Offv2PS5JWLBgQZfLL7/8UF3LVFdX8/7773ceOHBgnQNxT9aWLVsCR44ceezvf/971uDBg49u3ry50ftSkxZ10tIPlbA77yjj++v9Wdylb0QHJg/sxhvf76OkvNLpcJTyGj4+PixatGjX0qVLO8XExAyKjY1NvPfee6Ojo6OPG68xefLkIzExMWWxsbGJf/jDH3omJCSUAOzdu9d/3LhxcfHx8QlXXnll34ceeugAwFVXXZX3xz/+sVd8fHxCZWUl8+bN23Xffff1iIuLS0hMTExYsWJFh7ricbV//36/bt26DX7ppZe6Pfnkk927des2+NChQz5VVVXs27cvMCIi4rg3+9y5c7ucd955Ba7TZs6cWVDT6hIREVEVGxtbmpGREThp0qQSgIkTJ5ZMmTKlMCEhIfHMM8/sHxcXdywkJORXXVxz5szpGhsbmxgXF5fw7LPPdn3ttdf21sxLTU0NyMzMDDjvvPOKXZe59NJL+wwYMCAhLi4uMT8/3+/hhx/OBPjmm2+CL7300l415YYPHx535ZVX9l29enWnbt26DV64cGEngNmzZ3ft1q3b4Ozs7ICkpKSEmmXmzJnTtWbgs7+/v7n44osLT7Qva4gxbe9GhsnJySYlJcXpMLzWOz/s5/73N/Hl7RPo362j0+G0Guv2HeKi51fz4PRErh7b2+lwlPoVEVlnjEl2nbZhw4a9SUlJeU7F5I3Wrl0b9OKLL4a/8sorbvmp98LCQp+QkJDq4uJinzFjxsS98MIL+8aNG9fkwcktwYYNG8KTkpJ6156uY1rUSVu5M5fITkHEdj3hFw11Eob36sKwnp15ZdVuZo3qiZ+vNoQq1RqNGDGidMSIEW5JWACuuOKKXjt37mxXVlYmM2fOzPf2hKUhmrSok1JVbfg2LZ9zErohIk6H0+rcMKEfN725jiVbsjl/cHenw1FKeYGPP/74Vzd2a630q5w6KZsyCik8VsH4ATqexRMmJ3Sjb3h7nlmWRnV12+u6VV6purq6Wr/BKLexj6c6r8jySNIiIlNEJFVE0kTkvjrmB4rIu/b8NSLS22Xe/fb0VBE512X6v0UkR0Q216rrARHJEJGf7L/zPLFNyrJyRy4i6O8NeYivj3DrWf3ZllnEZ5uznA5HqcbYnJubG6KJi3KH6upqyc3NDQE21zXf7d1DIuILPAtMxrpz31oRWWSM2epS7DqgwBgTKyIzgUeBS0UkAZgJJAJRwFciMsAYUwW8BjwDvF7Hap80xjzm7m1Rv7Zyp3Xr/i56636PmZYUxbPL0njiy1SmDIrE10c/C1TLVVlZeX1WVtYrWVlZg9DWe3XqqoHNlZWV19c10xNjWkYCacaY3QAiMg+YAbgmLTOAB+zHC4BnxBogMQOYZ4wpA/aISJpd32pjzDeuLTKq+RWXVrB+fwG/n6C37vckXx/hjskD+MNb6/nwxwwuGt7jxAsp5ZDhw4fnANOdjkO1DZ7IiqMB17siHrCn1VnGGFMJFAJhjVy2LreIyEa7C6nOOyOKyA0ikiIiKbm5uXUVUSfwbZp16/4zdDyLx00ZFEliVCf+7+sdlFe67WabSinl1VpDU97zQD9gCJAJPF5XIWPMS8aYZGNMckSEfug2xYodOXQM9GOY3rrf40SEu86JI/3QMeanNPud0ZVSqkXyRNKSAcS4PO9hT6uzjIj4ASFAfiOXPY4xJtsYU2WMqQZexupOUm5mjGFFai6nx4bjr/cPaRZnxEUwvFco//fVTopKK068gFJKtXKe+PRZC/QXkT4iEoA1sHZRrTKLgKvtxxcDS411a95FwEz76qI+QH/gh4ZWJiKuN7P4DfWMOFanZmfOEQ4WljIxTlupmouI8NdpCeQfLePJL3c4HY5SSjnO7UmLPUblFmAJsA2Yb4zZIiIPiUjNYK1XgTB7oO0dwH32sluA+ViDdj8HbravHEJE3gFWA3EickBErrPrmiMim0RkIzAJuN3d26RgRao1DmiijmdpVoN7dObykT2Z+91etmUWnXgBpZRqxfS3h1SjzHrle3KLy/ji9olOh9LmHC4pZ9Jjy4nt2oH5N47ROxErx9T120NKNScdnKBO6GhZJWv3FHBGXFenQ2mTOgcHcN/UeNbuLeCDHxsc4qWUUq2aJi3qhFbvyqe8qlq7hhx0yfAYhsR05m+fbCW7qNTpcJRSyhGatKgTWrEjl+AAX5J766XOTvHxER67JIljFVXcOX+D/i6RUqpN0qRFNcgYw/IdOYztF0agn6/T4bRpsV078NdpiaxKy+PVVW3mR12VUupnmrSoBu3KPUr6oWNM1PEsLcLMETGcm9iNOUu2szmj0OlwlFKqWWnSohq0dHs2AGfGa9LSEogIj/x2MGHtA7nl7fUcOlrudEhKKdVsNGlRDfp6Ww7xkR2J7tzO6VCULbR9AM/OGsrBwlKum7uWY+VVToeklFLNQpMWVa/CkgpS9hVw1kBtZWlphvfqwtMzh/BT+mFum/cjVTowVynVBmjSouq1YmcuVdWGM+O7OR2KqsOUQd356wUJfLE1m798tFmvKFJKtXp+TgegWq6l27Lp0j6AITGdnQ5F1eOa0/uQVVTGCyt2caSskjkXD9arvJRSrZYmLapOlVXVLN+Ry5nxXfH10dvGt2T3TomjUzs/5nyeSnZRKS9emUxIO3+nw1JKKbfT7iFVpx/TD3O4pIKzB2rXUEsnIvz3GbE8eWkS6/YVcNHz37HpgF4OrZRqfTRpUXX6elsOfj7C+P7hToeiGuk3Q3sw99qRFB2r4MLnvmXO59sprdAri5RSrYcmLapOX2/LZlTfLnQM0m4GbzK2Xzhf3j6Ri4ZF89zyXZz31EoWrjtAeWW106EppdQp06RF/cr+/BJ25hxhkt4F1yuFBPsz5+IkXr92JP6+Ptz53gYmzFnG88t3sT+/xOnwlFKqyXQgrvqVJVuyADg3MdLhSNSpmDAggvH9w1m+I5eXVuzm0c+38+jn2+kX0Z4z4rqSGNWJ2K4d6BfRgfaBeipQSrV8eqZSv7JkSxYDu3cipkuw06GoUyQiTIrryqS4ruzJO8qy7TksS83hjdX7KK/6pcsoOMCXzu386dTOn0A/H3x95OerxoypqQt8RPARoV2ALx0C/egY5Ed4h0BiugQTE9qO2K4dCOsQ6MSmKqXaAE1a1HFyi8tYt7+A287q73Qoys36hLenz7g+XDuuD+WV1ew/dJSd2UfYnXeUQ0fLKTxWweGSCiqqqqk2hsoqK1sRsf6qq7GmV1eTU1zB7txKiksrOVRS/nNiA9ArLJhhPUMZ3bcLkxMi6dI+wKEtVkq1Npq0qON8uTUbY7RrqLUL8PMhtmtHYrt2POW6yiqrOHi4lP2HStiWWcSP+wtYlZbHBz9m8D8fbGZsvzCmJUUxPSmKIH+98Z1Squk0aVHHWbIli55dgomPPPUPM9U2BPr5Wq044e2ZOCACAGMMWw4W8emmTBZvyuSeBRuZ83kq14ztxaxRvQjV1helVBPo1UPqZ0WlFXy3K49zE7shonfBVU0nIgyKDuGeKfEsv+sM3rp+FIlRnXjsix2Me3Qpzy/fRVml3kNGKXVytKVF/WzZ9hwqqox2DSm3EhFOjw3n9NhwUrOK+eeSVB79fDvz1u7nf89P4OwEveuyUqpxtKVF/eyLLdmEdwhkWM9Qp0NRrVRcZEdeuTr553vIXP96CnfM/4ni0gqnQ1NKeQGPJC0iMkVEUkUkTUTuq2N+oIi8a89fIyK9Xebdb09PFZFzXab/W0RyRGRzrbq6iMiXIrLT/q+fuE1QWlHF8tQcJid0w0d/IFF52IQBEXx223huO6s/H/6YwdSnVpKy95DTYSmlWji3Jy0i4gs8C0wFEoDLRCShVrHrgAJjTCzwJPCovWwCMBNIBKYAz9n1AbxmT6vtPuBrY0x/4Gv7uTpJK3fmcbS8inMTtaleNQ9/Xx9unzyA924ai48Iv3txNf9etQfjev20Ukq58ERLy0ggzRiz2xhTDswDZtQqMwOYaz9eAJwl1sjPGcA8Y0yZMWYPkGbXhzHmG6Cur2Kudc0FLnTnxrQVH284SGiwP6fH6g8kquY1vFcon942nskJ3Xjok63ct3CT/laSUqpOnkhaooF0l+cH7Gl1ljHGVAKFQFgjl62tmzEm036cBWhTwUk6Vl7FV9uymTKoO/6+OsxJNb8OgX48P2s4t54Zy7sp6cx65XsKjpY7HZZSqoVpVZ9QxmpXrrNtWURuEJEUEUnJzc1t5shatmWpOZSUVzFtcHenQ1FtmI+PcMc5cfzrsqFsOFDIpS+tJruo1OmwlFItiCeSlgwgxuV5D3tanWVExA8IAfIbuWxt2SLS3a6rO5BTVyFjzEvGmGRjTHJEREQjN6Vt+HjDQcI7BDKqb5jToSjFtKQoXvuvEWQUHOOSF1aTfkh/mVopZfFE0rIW6C8ifUQkAGtg7aJaZRYBV9uPLwaW2q0ki4CZ9tVFfYD+wA8nWJ9rXVcDH7lhG9qMI2WVLN2ew/mnRf78A3lKOW1sv3De+v1oCo9VcPEL37Er94jTISmlWgC3Jy32GJVbgCXANmC+MWaLiDwkItPtYq8CYSKSBtyBfcWPMWYLMB/YCnwO3GyMqQIQkXeA1UCciBwQkevsuh4BJovITuBs+7lqpK+2ZlNWWc20pCinQ1HqOENiOjP/xjFUVRtmvbyG/fna4qJUWydt8fLC5ORkk5KS4nQYLcL1c9ey5WAR3957pt6fRbVI27OKmPnS97QP8GP+TWOI7tzO6ZDaLBFZZ4xJdjoO1Xa1qoG46uQUllSwYkcuFwzurgmLarHiIzvx5nWjKCqtYNbL35Ojg3OVarM0aWnDPtucSUWV4YLB2jWkWrZB0SHMvXYkOcVlXP2ftRTpbf+VapM0aWnDFq4/QGzXDgzuEeJ0KEqd0LCeobxwxXB2Zhdz0xvr9FeilWqDNGlpo/bmHWXt3gIuGtYD62bESrV8EwZEMOfiwXy3K5+73ttIdXXbG5OnVFvm53QAyhnvrz+Aj8Bvhp7ohsNKtSy/HdaD7KIyHv18O1EhQdx/3kCnQ1JKNRNNWtqg6mrDwvUZjOsfQWRIkNPhKHXSbprYl4zDJbz4zW76RrTn0hE9nQ5JKdUMtHuoDfp+Tz4Zh49x8fAeToeiVJOICA9MS2R8/3D+/MFmVu/KdzokpVQz0KSlDVqw7gAdg/w4J0F/W1J5Lz9fH565fBi9w9tz05vr2JN31OmQlFIepklLG3O0rJLPN2dxweDuBPn7Oh2OUqckpJ0//756BL4+wnVz9VJopVo7TVramMUbMykpr+KiYdo1pFqHnmHBPDdrGPvzS7jtnR+p0iuKlGq1NGlpY95cs48B3TowvFeo06Eo5Taj+4bx1+mJLEvN5Z9LUp0ORynlIZq0tCEb0g+z8UAhV4zupfdmUa3OlaN7cfmonrywYhcf/ZThdDhKKQ/QpKUNefP7fQQH+Oq9WVSr9cC0REb0DuXehRvZcrDQ6XCUUm6mSUsbcbiknEUbDvKbodF0DPJ3OhylPCLAz4fnZg2nc7sAbnxjHQVHy50OSSnlRpq0tBEL1h2grLKaK0b3cjoUpTwqomMgL1w5nJziMm55Zz2VVdVOh6SUchNNWtqA6mrDW2v2k9wrlIHdOzkdjlIeNySmM7MvHMS3afk8+vl2p8NRSrmJJi1twLe78tiTd1RbWVSb8rvkGK4a04uXV+5h0YaDToejlHIDTVragFdW7iG8QyBTT4t0OhSlmtX/Oz+BEb1DuWfBBrYeLHI6HKXUKdKkpZXbllnEih25/NfpvQn00zvgqrYlwM+HZ2cNI6SdPze+mcLhEh2Yq5Q306SllXvpm920D/DlilHaNaTapq4dg3j+iuFkFZbyR71jrlJeTZOWVuxAQQmLNhxk5siehATrZc6q7RrWM5S/zRjEyp15zFmiA3OV8lZ+TgegPOffq/YiwLXj+jgdilKOmzmyJ5sPFvLiit0kRoUwPSnK6ZCUUidJW1paqcMl5cxbu5/pSVFEd27ndDhKtQh/uSDx54G5esdcpbyPJi2t1Nzv9lFSXsUNE/s6HYpSLYbrHXNveH0deUfKnA5JKXUSPJK0iMgUEUkVkTQRua+O+YEi8q49f42I9HaZd789PVVEzj1RnSLymojsEZGf7L8hntgmb3K4pJxXVu5mckI34iP1ZnJKuYroGMhLVw0n70gZf3hzHeWVesdcpbyF25MWEfEFngWmAgnAZSKSUKvYdUCBMSYWeBJ41F42AZgJJAJTgOdExLcRdd5tjBli//3k7m3yNi+s2M2R8kruOifO6VCUapEG9+jMY5cksXZvAf/74WaM0SuKlPIGnmhpGQmkGWN2G2PKgXnAjFplZgBz7ccLgLNEROzp84wxZcaYPUCaXV9j6lRATlEpr323hxlJUcRFdnQ6HKVarGlJUdwyKZZ3U9L5z7d7nQ5HKdUInkhaooF0l+cH7Gl1ljHGVAKFQFgDy56ozr+LyEYReVJEAusKSkRuEJEUEUnJzc09+a3yEs8sS6OiyvCnswc4HYpSLd4dkwdwTkI3Zi/eytLt2U6Ho5Q6gdYwEPd+IB4YAXQB7q2rkDHmJWNMsjEmOSIiojnjazbph0p454f9/C45ht7h7Z0OR6kWz8dH+L+ZQ0iI6sQtb/+oVxQp1cJ5ImnJAGJcnvewp9VZRkT8gBAgv4Fl663TGJNpLGXAf7C6ktqkx79IRUS49axYp0NRymsEB/jx6tUjCGnnz7WvrSWrsNTpkJRS9fBE0rIW6C8ifUQkAGtg7aJaZRYBV9uPLwaWGmsk3CJgpn11UR+gP/BDQ3WKSHf7vwAXAps9sE0t3prd+Xz400FuGN+X7iF6XxalTka3TkH8+5oRHCmt5NrX1lJcWuF0SEqpOrg9abHHqNwCLAG2AfONMVtE5CERmW4XexUIE5E04A7gPnvZLcB8YCvwOXCzMaaqvjrtut4SkU3AJiAcmO3ubWrpKquq+euiLUR3bsfNk7SVRammGNi9E8/OGsaO7GJuenMdZZVVToeklKpF2uKlfsnJySYlJcXpMNzmtW/38MDHW3l+1jCmntbd6XCU8moL1x3gzvc2cP7g7vxr5lB8fMTpkFoMEVlnjEl2Og7VdulvD3m53OIyHv9yB+P7hzNlUKTT4Sjl9S4a3oO8I2U8/Nl2IjoE8tdpCVi9z0opp2nS4uX+8ek2SiuqeGB6op5YlXKTGyb0Jbe4jFdW7aFTkB936I0alWoRNGnxYp9tyuSDHzO49az+9Ivo4HQ4SrUaIsL/nDeQI2WVPL00jUB/Xx0vplQLoEmLl8opLuV/PtjEadEh/PFMPZkq5W4+PsLff3MapRVV/HNJKkH+vlw3ro/TYSnVpmnS4oWMMdy/cBMl5VU8eWkS/r6t4R6BSrU8vj7CY5ckUVZZzd8+2YoxhuvH6y+nK+UU/bTzQu+uTefr7TncOyWe2K76+0JKeZKfrw9PzRzKeadFMnvxNp5dluZ0SEq1WdrS4mU2HSjkr4u2cHpsGNeM7e10OEq1CQF+Pjw9cyiBfhv555JUjpVXcec5A3Twu1LNTJMWL5JbXMYNb6QQ3iGQp/X+EUo1Kz9fHx6/JIkgfx+eWZZG/tFy/jYjET/tnlWq2WjS4iUqqqq5+a31FJSUs+CmsYR1qPPHrJVSHuTjI/zjN6fRpX0Azy7bRXZRKf+6bCjtA/VUqlRz0K8IXsAYw18XbeGHvYd49KLBDIoOcTokpdosEeHuc+OZfeEglqfmMPOl78kp0h9ZVKo5aNLSwhljePTzVN5es58/nNGPGUOinQ5JKQVcMboXL12ZTFrOES741yrWzSmB4AAADptJREFU7TvkdEhKtXqatLRwzy5L44UVu5g1qif3nKt35VSqJTk7oRsf3DyWIH9fZr70PW+t2ed0SEq1apq0tGCvrNzNY1/s4LdDo/nbjEF6pYJSLVB8ZCcW3XI6Y/qF8+cPNvOneT9SVFrhdFhKtUqatLRA1dWGRz/fzuzF25g6KJI5Fw/WK4WUasE6Bwfwn2tG8Kez+7Now0HOe2qldhcp5QGatLQwZZVV3D7/J55fvovLRvbkX5cN1UsqlfICvj7Cn84ewHs3jUEELnlhNY98tp3SiiqnQ1Oq1dBPwxYku6iUK1/9gY9+Osjd58bxj98M0oRFKS8zvFcXPr11PBcP78ELK3Zx7v99w6qdeU6HpVSroJ+ILcSy7TlMfWolmw4U8tTMIdw8KVbHsCjlpToG+TPn4iTe/v0ofES44tU13PzWevblH3U6NKW8mhhjnI6h2SUnJ5uUlBSnwwDgaFklj32Ryn++3Ut8ZEeeuXyo/p6QUq1IaUUVzy/fxUvf7KayupqrxvTmlkmxhLYPcDq0kyYi64wxyU7HodouTVocYoxh8aZMZn+yjayiUq4e04v7zxtIkL+vo3EppTwju6iUJ77Ywfx16bTz92XWqJ78fnxfunYKcjq0RtOkRTlNkxYHpOw9xONf7GD17nwSozrx0IxBDO8V6lg8SqnmsyO7mOeWpbFow0H8fH34zZBorhjdi9N6tPw7XWvSopymSUszMcbwbVo+zyzbyfe7DxHWPoA/nd2fy0f1wlcvZ1aqzdmXf5QXv9nNB+szOFZRRVKPEGaO7MnUQZF0Dm6ZXUeatCinadLiYTnFpby/PoP5a9PZnXeUrh0DuXFiPy4bGUNwgP7ImlJtXeGxCj5Yf4A31+wnLecI/r7CxAERnD+4OxMHdKVLCxr7okmLcpomLR6QfqiEL7dm8+XWbH7Ye4iqasOI3qH8Ljnm/7d3/9FdV/cdx58vAiIJGgy/JgFLKLBVUYIV0NPNdrWz9swVPMdNbGfVtTq7dm093al1Z7PbTrtT19rO1TM9SuuvOamjdmVsp876o6w9xyhgQQRbLYiCYIBgMAQIhPf+uDflm5gEgkm+5vt9Pf7J93M/n8/93O+HS77v3M/93jd/NHuS562Y2VtEBOu27mHZmq0sX7uNbc37kaB+yhjeP3M88+vGMue0MUX9/eGgxYrNQcvb1H442LijhTVbmmnYuIunX25i865WAGZMGM2FZ0zkkjmTmT5hdL9cz8xK3+HDwbrXmnn8hUaeeKGRtVubiYARFeLM2mrOrK1mVm01Z0yqZtr4qkELZBy0WLENSNAi6SLgVqACWBwRX++yfyRwH/BeYBdwWUS8nPfdCHwSaAc+FxGP9FanpDpgCTAWWAVcERFtvbXveIOWV3a1su61Zjbt3MumnXt5sbGFX27fw/6DhwEYUzmCuVNrmF9XwwXvmUjduKo+X8PMrKvmfQdZtbmJhk1NrN68m+df20NrW1ppd5jgtJpK3j1+NFNqKjmtppLJp4zi1OpRTDx5JGNHj+y3eXMOWqzY+j1okVQB/Ar4A2AL8AxweUSsLzjmL4CzIuI6SYuASyLiMkmnAw8C84BJwE+Amfm0buuU9BDwcEQskXQHsCYibu+tjccbtHx1+XoW/2wTABNOGsm08VWcMama0089mTMnVzN9/GjnCDKzAdd+ONi0s4X1297kpcYWft3Ywq93tPBqUyt72zqnDagYJk6pHEFN1QnUVJ3A9R+ayfxpY4/rug5arNgGYiboPOCliNgIIGkJsABYX3DMAuDv8uulwG1Ky78uAJZExAFgk6SXcn10V6ekDcAHgY/lY+7N9fYatByvK857Fwvn1DJ1XBWjR3oSrZkVR8UwMX3CSW9ZiDIi2N16kC27W9nevJ/X3zxA45797NrbRlNLG0172/yHlQ1pA/HJWwu8WrC9BZjf0zERcUhSM+nxTi3wVJdza/Pr7uocC7wREYe6Ob4TSdcC1+bNFkm/PMb3Mw5w4pCe+f70zvend74/R9ev9+g/3t7p7+qfVpgdn7IZLoiIO4E7+3qepJUeDu2Z70/vfH965/tzdL5HZkcMRMLErcCUgu3JuazbYyQNB6pJE3J7Oren8l3AmFxHT9cyMzOzEjAQQcszwAxJdZJOABYBy7ocswy4Mr++FHg80ozgZcAiSSPzt4JmAE/3VGc+54lcB7nOHw3AezIzM7Mi6/fHQ3mOymeBR0hfT/5eRDwv6R+AlRGxDPgucH+eaNtECkLIxz1EmrR7CPhMRLQDdFdnvuQNwBJJXwWezXX3pz4/Uiozvj+98/3pne/P0fkemWVlubicmZmZDT0D8XjIzMzMrN85aDEzM7MhoayDFklTJD0hab2k5yV9PpfXSHpU0ov55ym5XJL+RdJLktZKOru472BwSKqQ9Kyk5Xm7TlJDvg/fz5OjyROov5/LGyRNLWa7B4OkMZKWSnpB0gZJ57n/dCbp+vz/a52kByWdWM59SNL3JDVKWldQ1uc+I+nKfPyLkq7s7lpmpaasgxbSZN8vRsTpwLnAZ3IqgS8Dj0XEDOCxvA3wEdI3mmaQFqobkJV334E+D2wo2L4Z+HZETAd2k3JFkX/uzuXfzseVuluBH0fE7wCzSffJ/SeTVAt8DjgnImaRJtIvorz70D3ARV3K+tRnJNUAXyEtsjkP+EpHoGNWyso6aImIbRGxOr9+k/SBU0tKJ3BvPuxeYGF+vQC4L5KnSGvEnDrIzR5UkiYDfwgsztsipU5Ymg/pen867ttS4IJ8fEmSVA2cT/7GWkS0RcQbuP90NRwYlddTqgS2UcZ9KCJWkL41WaivfebDwKMR0RQRu4FHeWsgZFZyyjpoKZSHoecADcDEiNiWd20HJubX3aUo6DZtQAn5Z+BLwOG83VvqhE7pGYCO9Aylqg7YAdydH58tllSF+89vRMRW4JvAK6RgpZmUjd19qLO+9pmy60tm4KAFAEmjgR8AX4iIPYX78gJ2Zfm9cEkXA40RsarYbXmHGg6cDdweEXOAvRwZ1gfKu/8A5EcWC0gB3iSgCo8I9Krc+4xZb8o+aJE0ghSwPBARD+fi1zuG7fPPxlx+LCkKSsn7gI9KehlYQhrSv5WeUyf0lJ6hVG0BtkREQ95eSgpi3H+O+BCwKSJ2RMRB4GFSv3If6qyvfaYc+5JZeQct+Vn5d4ENEfGtgl2FaQYKUwMsAz6RZ/SfCzQXDOmWnIi4MSImR8RU0uTJxyPi4/ScOqGn9AwlKSK2A69K+u1cdAFpNWf3nyNeAc6VVJn/v3XcI/ehzvraZx4BLpR0Sh7NujCXmZW0sl4RV9LvAv8HPMeRORt/TZrX8hBwGrAZ+JOIaMq/dG8jDW+3AldHxMpBb3gRSPoA8FcRcbGkaaSRlxpS6oQ/jYgDkk4E7ifNDWoCFkXExmK1eTBIqidNUj4B2AhcTfpjwP0nk/T3wGWkb+s9C3yKNP+iLPuQpAeBDwDjgNdJ3wL6T/rYZyT9Gen3FcDXIuLuwXwfZsVQ1kGLmZmZDR1l/XjIzMzMhg4HLWZmZjYkOGgxMzOzIcFBi5mZmQ0JDlrMzMxsSHDQYiVJUrukX+TswmskfVFSv/V3SVdJmlSwvTgn2+yPuhdKuqk/6uoPkp6UdE4v+78p6YOD2SYzK0/Dj36I2ZC0LyLqASRNAP4dOJm0JsYxkVQREe097L4KWAe8BhARn3pbre3sS8BH+7G+gfYd4C7g8WI3xMxKm0darORFRCNwLfDZvLLoVZJu69gvaXlePA9JLZJukbQGOE/STZKekbRO0p35/EuBc4AH8mjOqMLRCEmXS3oun3NzwXVaJH0tj/w8JWkiXUiaCRyIiJ15+49zPWskrchlFZK+kdu1VtKfF5x/Q772Gklfz2X1+XprJf0wr6DaMYJys6SnJf1K0u/l8lGSlkjaIOmHwKiC696T2/OcpOvz/d0MjJX0W/30T2Zm1i0HLVYW8qqqFcCEoxxaBTRExOyI+BlwW0TMjYhZpA/viyNiKbAS+HhE1EfEvo6T8yOjm0l5muqBuZIWFtT9VETMBlYA13Rz/fcBqwu2bwI+nM/pGH35JGk597nAXOAaSXWSPkJKTjg/H/9P+fj7gBsi4izS6s+Fo03DI2Ie8IWC8k8DrRHxnlz23lxeD9RGxKyIOBMoXIF1dW67mdmAcdBi1lk7KYFmh9+X1CDpOVIgcsZRzp8LPJkTBB4CHgDOz/vagOX59SpgajfnnwrsKNj+OXCPpGtIQRekPDOfkPQLUsqJscAMUnLCuyOiFSAvA18NjImIn+Zz7y1oD6QEhl3bcz7wb7mOtcDaXL4RmCbpO5IuAgozojeSsjibmQ0YBy1WFnK+pHbSh+shOvf9Ewte7++Yx5Lz4PwrcGkeWbiry7F9dbAg+V873c8p21d4jYi4DvgbUkbfVZLGAgL+Mo/y1EdEXUT873G26cBR2vMbEbEbmA08CVxHyrnU4cTcdjOzAeOgxUqepPHAHaRHPQG8DNRLGiZpCjCvh1M7goedkkZzJCsxwJvASd2c8zTwfknjJFUAlwM/7ea4nmwAphe0/d0R0RARN5FGYKaQsvl+WtKIfMxMSVXAo8DVkipzeU1ENAO7O+arAFccQ3tWAB/LdcwCzsqvxwHDIuIHpEDq7IJzZpImJpuZDRh/e8hK1aj8+GQEaWTlfuBbed/PgU3AelKQsLq7CiLiDUl3kT6MtwPPFOy+B7hD0j7gvIJztkn6MvAEaUTkvyPiR31o9wrgFknKAdY3JM3IdT0GrCE9rpkKrM5ZgHcACyPix0pZp1dKagP+h5QF+Mrc1kqOZKLuze3A3ZI2kO7Pqlxem8s7/ti5ESAHT9NJ83zMzAaMszybvcNIuhX4r4j4SbHbciwkXQKcHRF/W+y2mFlp8+Mhs3eefwQqi92IPhgO3FLsRphZ6fNIi5mZmQ0JHmkxMzOzIcFBi5mZmQ0JDlrMzMxsSHDQYmZmZkOCgxYzMzMbEv4fvBii8BV7ZJYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'There are 8 reports execution instances with the mean of 575.11 seconds'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency</th>\n",
       "      <th>ReportPath</th>\n",
       "      <th>ExecutionId</th>\n",
       "      <th>RequestType</th>\n",
       "      <th>Format</th>\n",
       "      <th>Parameters</th>\n",
       "      <th>ItemAction</th>\n",
       "      <th>DurationTotalSec</th>\n",
       "      <th>DurationDataRetrievalSec</th>\n",
       "      <th>DurationProcessingSec</th>\n",
       "      <th>DurationRenderingSec</th>\n",
       "      <th>Source</th>\n",
       "      <th>ResultStatus</th>\n",
       "      <th>ByteCount</th>\n",
       "      <th>RowCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1488</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1058 - Boardings by Fare and Passenger...</td>\n",
       "      <td>tftlrprgyws0vjn42vpt2kuj</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>582.390</td>\n",
       "      <td>581.924</td>\n",
       "      <td>0.440</td>\n",
       "      <td>0.026</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45241</td>\n",
       "      <td>3466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1715</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1030 - Card Usage by CSN ...</td>\n",
       "      <td>vlkhto45zzz5t155c1byj1fu</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=17&amp;Institutio...</td>\n",
       "      <td>Render</td>\n",
       "      <td>742.747</td>\n",
       "      <td>577.327</td>\n",
       "      <td>153.590</td>\n",
       "      <td>11.830</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>7559676</td>\n",
       "      <td>657343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3004</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1046 - Boardings by Product - UAT v1</td>\n",
       "      <td>lp2qey55n23vio55bian2nfg</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>516.740</td>\n",
       "      <td>515.039</td>\n",
       "      <td>1.592</td>\n",
       "      <td>0.109</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45594</td>\n",
       "      <td>15425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3387</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1058 - Boardings by Fare and Passenger...</td>\n",
       "      <td>kfxs4brr3sytik45i1a5u245</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>497.986</td>\n",
       "      <td>496.350</td>\n",
       "      <td>0.877</td>\n",
       "      <td>0.759</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45243</td>\n",
       "      <td>3466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3469</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>ktl1og45tj4v4j3kpf1fvi3n</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=1%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>812.567</td>\n",
       "      <td>812.514</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20522</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3574</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1046 - Boardings by Product - UAT v1</td>\n",
       "      <td>josbrcf1x4gouzzwexe5ni55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>496.520</td>\n",
       "      <td>494.874</td>\n",
       "      <td>1.483</td>\n",
       "      <td>0.163</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45592</td>\n",
       "      <td>15425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6403</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1058 - Boardings by Fare ...</td>\n",
       "      <td>bpitd155s2oem5rf4aj1wkqc</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>496.503</td>\n",
       "      <td>494.784</td>\n",
       "      <td>0.923</td>\n",
       "      <td>0.796</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44697</td>\n",
       "      <td>3630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6816</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>anw5em45kvwakp55ndqfosvm</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>455.395</td>\n",
       "      <td>455.344</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.018</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20546</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Agency                                         ReportPath  \\\n",
       "1488    KCM  /1-ORCA/1058 - Boardings by Fare and Passenger...   \n",
       "1715    KCM  /4-King County Metro/1030 - Card Usage by CSN ...   \n",
       "3004    KCM       /1-ORCA/1046 - Boardings by Product - UAT v1   \n",
       "3387    KCM  /1-ORCA/1058 - Boardings by Fare and Passenger...   \n",
       "3469    KCM              /1-ORCA/1001 - ORCA Activity - UAT v1   \n",
       "3574    KCM       /1-ORCA/1046 - Boardings by Product - UAT v1   \n",
       "6403    KCM  /4-King County Metro/1058 - Boardings by Fare ...   \n",
       "6816   DARe  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "\n",
       "                   ExecutionId  RequestType Format  \\\n",
       "1488  tftlrprgyws0vjn42vpt2kuj  Interactive    RPL   \n",
       "1715  vlkhto45zzz5t155c1byj1fu  Interactive    RPL   \n",
       "3004  lp2qey55n23vio55bian2nfg  Interactive    RPL   \n",
       "3387  kfxs4brr3sytik45i1a5u245  Interactive    RPL   \n",
       "3469  ktl1og45tj4v4j3kpf1fvi3n  Interactive    RPL   \n",
       "3574  josbrcf1x4gouzzwexe5ni55  Interactive    RPL   \n",
       "6403  bpitd155s2oem5rf4aj1wkqc  Interactive    RPL   \n",
       "6816  anw5em45kvwakp55ndqfosvm  Interactive    RPL   \n",
       "\n",
       "                                             Parameters ItemAction  \\\n",
       "1488  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "1715  AgencyDimKey=5&InstitutionDimKey=17&Institutio...     Render   \n",
       "3004  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "3387  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "3469  ServiceParticipantDimKey=23&FromDate=1%2F1%2F2...     Render   \n",
       "3574  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "6403  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "6816  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "\n",
       "      DurationTotalSec  DurationDataRetrievalSec  DurationProcessingSec  \\\n",
       "1488           582.390                   581.924                  0.440   \n",
       "1715           742.747                   577.327                153.590   \n",
       "3004           516.740                   515.039                  1.592   \n",
       "3387           497.986                   496.350                  0.877   \n",
       "3469           812.567                   812.514                  0.033   \n",
       "3574           496.520                   494.874                  1.483   \n",
       "6403           496.503                   494.784                  0.923   \n",
       "6816           455.395                   455.344                  0.033   \n",
       "\n",
       "      DurationRenderingSec Source ResultStatus  ByteCount  RowCount  \n",
       "1488                 0.026   Live    rsSuccess      45241      3466  \n",
       "1715                11.830   Live    rsSuccess    7559676    657343  \n",
       "3004                 0.109   Live    rsSuccess      45594     15425  \n",
       "3387                 0.759   Live    rsSuccess      45243      3466  \n",
       "3469                 0.020   Live    rsSuccess      20522       263  \n",
       "3574                 0.163   Live    rsSuccess      45592     15425  \n",
       "6403                 0.796   Live    rsSuccess      44697      3630  \n",
       "6816                 0.018   Live    rsSuccess      20546       275  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'There are 42 reports execution instances with the mean of 315.76 seconds'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency</th>\n",
       "      <th>ReportPath</th>\n",
       "      <th>ExecutionId</th>\n",
       "      <th>RequestType</th>\n",
       "      <th>Format</th>\n",
       "      <th>Parameters</th>\n",
       "      <th>ItemAction</th>\n",
       "      <th>DurationTotalSec</th>\n",
       "      <th>DurationDataRetrievalSec</th>\n",
       "      <th>DurationProcessingSec</th>\n",
       "      <th>DurationRenderingSec</th>\n",
       "      <th>Source</th>\n",
       "      <th>ResultStatus</th>\n",
       "      <th>ByteCount</th>\n",
       "      <th>RowCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>yj1hjq55pdr0qiyfueof4kba</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>307.601</td>\n",
       "      <td>307.537</td>\n",
       "      <td>0.044</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41505</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>jbndb155rfcxwm55tr0x3s45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>370.229</td>\n",
       "      <td>370.196</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.016</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20512</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1494</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>s1qjpi45joxhbvnvaaqkobmc</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>393.547</td>\n",
       "      <td>393.498</td>\n",
       "      <td>0.031</td>\n",
       "      <td>0.018</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20546</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>wmigqg45bzk2auafwccgmm55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>317.330</td>\n",
       "      <td>317.273</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.021</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41507</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1707</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>ubk5i321mt3att45a4vu1r45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>420.857</td>\n",
       "      <td>420.827</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.012</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20470</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1713</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>legk1ieldxm3ujfhubgeyf55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>325.552</td>\n",
       "      <td>325.493</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.033</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20470</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1782</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1030 - Card Usage by CSN ...</td>\n",
       "      <td>vlkhto45zzz5t155c1byj1fu</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>CSV</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=17&amp;Institutio...</td>\n",
       "      <td>Render</td>\n",
       "      <td>304.034</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.073</td>\n",
       "      <td>303.961</td>\n",
       "      <td>Session</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>89852761</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>0sgcpo55fomkiwntrwsogb55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>311.473</td>\n",
       "      <td>311.432</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.017</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41015</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1917</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>0sgcpo55fomkiwntrwsogb55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>317.978</td>\n",
       "      <td>317.919</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41505</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2130</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>5aalvd45gw5sie45git2m3qk</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>291.530</td>\n",
       "      <td>291.507</td>\n",
       "      <td>0.023</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>5aalvd45gw5sie45git2m3qk</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>310.906</td>\n",
       "      <td>310.693</td>\n",
       "      <td>0.146</td>\n",
       "      <td>0.067</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20546</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2273</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>xpximwy30c3gkj45sfoa2m55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=5%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>266.571</td>\n",
       "      <td>266.394</td>\n",
       "      <td>0.177</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>cecsk3e1mrx0amykengq1n45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>280.324</td>\n",
       "      <td>280.205</td>\n",
       "      <td>0.073</td>\n",
       "      <td>0.046</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20512</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2405</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>1kkzu0vamvsezn55uh1wh155</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>283.761</td>\n",
       "      <td>283.723</td>\n",
       "      <td>0.021</td>\n",
       "      <td>0.017</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20512</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2455</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>lswh4g45s3d03ubhuj5wzy45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>326.434</td>\n",
       "      <td>325.159</td>\n",
       "      <td>0.491</td>\n",
       "      <td>0.784</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20512</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2511</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>m2h1uuy3to0rwi2tcoetnrbo</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>406.856</td>\n",
       "      <td>406.787</td>\n",
       "      <td>0.042</td>\n",
       "      <td>0.027</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41505</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2516</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>akrxj5buhjyzte451h14f455</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>402.167</td>\n",
       "      <td>402.112</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.021</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41505</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>ggvmqqztwljkiy45l4rsgxbz</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>337.439</td>\n",
       "      <td>337.399</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.016</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41505</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2614</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>1j5wly45er5stl4554qoykyx</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>EXCELOPENXML</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=17&amp;Institutio...</td>\n",
       "      <td>Render</td>\n",
       "      <td>250.135</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.284</td>\n",
       "      <td>249.851</td>\n",
       "      <td>Session</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>9826605</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676</th>\n",
       "      <td>ST</td>\n",
       "      <td>/1-ORCA/1030 - Card Usage by CSN - UAT v1</td>\n",
       "      <td>lu4ya3551gk450q5h2ifcped</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>PPTX</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=187&amp;FromDate=...</td>\n",
       "      <td>Render</td>\n",
       "      <td>408.304</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.037</td>\n",
       "      <td>408.267</td>\n",
       "      <td>Session</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>127798652</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>nwhjuirl0ztoua55ebdad4mm</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>243.997</td>\n",
       "      <td>243.917</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>50726</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2959</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>teukcw55hdtmwcj2txaryp55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>250.802</td>\n",
       "      <td>250.723</td>\n",
       "      <td>0.062</td>\n",
       "      <td>0.017</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20454</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2986</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>zywvca55d2m1cx55vvm3g1jb</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>256.203</td>\n",
       "      <td>254.898</td>\n",
       "      <td>1.208</td>\n",
       "      <td>0.097</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2988</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>q0aov255321bhp2vx1i0tjeq</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>326.163</td>\n",
       "      <td>325.742</td>\n",
       "      <td>0.421</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>2281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2995</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>1qrxesurujqminu2lf1mjoem</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>290.928</td>\n",
       "      <td>289.706</td>\n",
       "      <td>0.308</td>\n",
       "      <td>0.914</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>50726</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3009</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>zjpwhv455erq4uqa4ij0gmzh</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>269.943</td>\n",
       "      <td>269.891</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.019</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20548</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3083</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>hsgpxy55k1usj0jm2lxebj45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>278.017</td>\n",
       "      <td>277.986</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.014</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20546</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3427</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1058 - Boardings by Fare and Passenger...</td>\n",
       "      <td>kfxs4brr3sytik45i1a5u245</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>406.450</td>\n",
       "      <td>405.945</td>\n",
       "      <td>0.480</td>\n",
       "      <td>0.025</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44917</td>\n",
       "      <td>4199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3446</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>1n2uta2r1nxzf445xltrza55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>257.260</td>\n",
       "      <td>257.249</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3714</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>yufiicrclububpmrgw00tp2l</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>249.532</td>\n",
       "      <td>248.256</td>\n",
       "      <td>1.179</td>\n",
       "      <td>0.097</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5100</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1046 - Boardings by Product</td>\n",
       "      <td>p41for45ge02bsrhn443cbrl</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>267.389</td>\n",
       "      <td>265.708</td>\n",
       "      <td>1.550</td>\n",
       "      <td>0.131</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45188</td>\n",
       "      <td>14579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5228</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1058 - Boardings by Fare ...</td>\n",
       "      <td>yth4gj55xc1v222xge3awu55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>416.374</td>\n",
       "      <td>416.002</td>\n",
       "      <td>0.342</td>\n",
       "      <td>0.030</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44483</td>\n",
       "      <td>3630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5290</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1058 - Boardings by Fare ...</td>\n",
       "      <td>bkbm0ye2p0y0eh55xgy5jz55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>422.381</td>\n",
       "      <td>422.023</td>\n",
       "      <td>0.326</td>\n",
       "      <td>0.032</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45275</td>\n",
       "      <td>3466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5301</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>ramcaobsnmppvz55xt0ak545</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>337.584</td>\n",
       "      <td>337.569</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>2281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5320</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>vnofkm45sio4lf55sda05b45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>257.220</td>\n",
       "      <td>257.145</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>50726</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5371</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>fuqoutjlicxvck2cgerbu545</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F3%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>327.913</td>\n",
       "      <td>327.882</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.012</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20526</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/1-ORCA/1026 - Institutional Card Activity Sta...</td>\n",
       "      <td>tohi1lfasopi0v45wjixc155</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>PPTX</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=187&amp;BranchDim...</td>\n",
       "      <td>Render</td>\n",
       "      <td>391.752</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.015</td>\n",
       "      <td>391.737</td>\n",
       "      <td>Session</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>125702514</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6068</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>xbomtqyga1imurilmpqayp45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>280.051</td>\n",
       "      <td>279.954</td>\n",
       "      <td>0.077</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20544</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6071</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>tqagmv3gidkri545z3bmtpev</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>253.827</td>\n",
       "      <td>253.818</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6079</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>tqagmv3gidkri545z3bmtpev</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>265.908</td>\n",
       "      <td>265.743</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.110</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20544</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6139</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>twjzvprgr0ioaf555jd4xeyr</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>281.743</td>\n",
       "      <td>281.713</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.012</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20544</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6565</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>ceoxai2eazyhwp452x1b3san</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=4%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>297.258</td>\n",
       "      <td>296.934</td>\n",
       "      <td>0.203</td>\n",
       "      <td>0.121</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20462</td>\n",
       "      <td>269</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Agency                                         ReportPath  \\\n",
       "1353     ST  /7-Sound Transit/1058 - Boardings by Fare and ...   \n",
       "1444    KCM              /1-ORCA/1001 - ORCA Activity - UAT v1   \n",
       "1494    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "1618   DARe  /7-Sound Transit/1058 - Boardings by Fare and ...   \n",
       "1707     ST     /7-Sound Transit/1001 - ORCA Activity - UAT v1   \n",
       "1713     ST     /7-Sound Transit/1001 - ORCA Activity - UAT v1   \n",
       "1782    KCM  /4-King County Metro/1030 - Card Usage by CSN ...   \n",
       "1819     ST  /7-Sound Transit/1058 - Boardings by Fare and ...   \n",
       "1917     ST  /7-Sound Transit/1058 - Boardings by Fare and ...   \n",
       "2130    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "2136    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "2273    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "2297    KCM              /1-ORCA/1001 - ORCA Activity - UAT v1   \n",
       "2405    KCM              /1-ORCA/1001 - ORCA Activity - UAT v1   \n",
       "2455    KCM              /1-ORCA/1001 - ORCA Activity - UAT v1   \n",
       "2511     ST  /7-Sound Transit/1058 - Boardings by Fare and ...   \n",
       "2516     ST  /7-Sound Transit/1058 - Boardings by Fare and ...   \n",
       "2555     ST  /7-Sound Transit/1058 - Boardings by Fare and ...   \n",
       "2614    KCM  /4-King County Metro/1026 - Institutional Card...   \n",
       "2676     ST          /1-ORCA/1030 - Card Usage by CSN - UAT v1   \n",
       "2927   DARe  /Development/UAT-2/1032 - Institutional Unlink...   \n",
       "2959   DARe              /1-ORCA/1001 - ORCA Activity - UAT v1   \n",
       "2986    KCM  /4-King County Metro/1046 - Boardings by Produ...   \n",
       "2988   DARe  /Development/UAT-2/1032 - Institutional Unlink...   \n",
       "2995   DARe  /Development/UAT-2/1032 - Institutional Unlink...   \n",
       "3009    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "3083    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "3427    KCM  /1-ORCA/1058 - Boardings by Fare and Passenger...   \n",
       "3446    KCM  /4-King County Metro/1046 - Boardings by Produ...   \n",
       "3714    KCM  /4-King County Metro/1046 - Boardings by Produ...   \n",
       "5100   DARe     /Development/UAT-2/1046 - Boardings by Product   \n",
       "5228    KCM  /4-King County Metro/1058 - Boardings by Fare ...   \n",
       "5290    KCM  /4-King County Metro/1058 - Boardings by Fare ...   \n",
       "5301   DARe  /Development/UAT-2/1032 - Institutional Unlink...   \n",
       "5320   DARe  /Development/UAT-2/1032 - Institutional Unlink...   \n",
       "5371    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "5701   DARe  /1-ORCA/1026 - Institutional Card Activity Sta...   \n",
       "6068    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "6071    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "6079    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "6139    KCM  /4-King County Metro/1001 - ORCA Activity - UA...   \n",
       "6565     ST     /7-Sound Transit/1001 - ORCA Activity - UAT v1   \n",
       "\n",
       "                   ExecutionId  RequestType        Format  \\\n",
       "1353  yj1hjq55pdr0qiyfueof4kba  Interactive           RPL   \n",
       "1444  jbndb155rfcxwm55tr0x3s45  Interactive           RPL   \n",
       "1494  s1qjpi45joxhbvnvaaqkobmc  Interactive           RPL   \n",
       "1618  wmigqg45bzk2auafwccgmm55  Interactive           RPL   \n",
       "1707  ubk5i321mt3att45a4vu1r45  Interactive           RPL   \n",
       "1713  legk1ieldxm3ujfhubgeyf55  Interactive           RPL   \n",
       "1782  vlkhto45zzz5t155c1byj1fu  Interactive           CSV   \n",
       "1819  0sgcpo55fomkiwntrwsogb55  Interactive           RPL   \n",
       "1917  0sgcpo55fomkiwntrwsogb55  Interactive           RPL   \n",
       "2130  5aalvd45gw5sie45git2m3qk  Interactive           RPL   \n",
       "2136  5aalvd45gw5sie45git2m3qk  Interactive           RPL   \n",
       "2273  xpximwy30c3gkj45sfoa2m55  Interactive           RPL   \n",
       "2297  cecsk3e1mrx0amykengq1n45  Interactive           RPL   \n",
       "2405  1kkzu0vamvsezn55uh1wh155  Interactive           RPL   \n",
       "2455  lswh4g45s3d03ubhuj5wzy45  Interactive           RPL   \n",
       "2511  m2h1uuy3to0rwi2tcoetnrbo  Interactive           RPL   \n",
       "2516  akrxj5buhjyzte451h14f455  Interactive           RPL   \n",
       "2555  ggvmqqztwljkiy45l4rsgxbz  Interactive           RPL   \n",
       "2614  1j5wly45er5stl4554qoykyx  Interactive  EXCELOPENXML   \n",
       "2676  lu4ya3551gk450q5h2ifcped  Interactive          PPTX   \n",
       "2927  nwhjuirl0ztoua55ebdad4mm  Interactive           RPL   \n",
       "2959  teukcw55hdtmwcj2txaryp55  Interactive           RPL   \n",
       "2986  zywvca55d2m1cx55vvm3g1jb  Interactive           RPL   \n",
       "2988  q0aov255321bhp2vx1i0tjeq  Interactive           RPL   \n",
       "2995  1qrxesurujqminu2lf1mjoem  Interactive           RPL   \n",
       "3009  zjpwhv455erq4uqa4ij0gmzh  Interactive           RPL   \n",
       "3083  hsgpxy55k1usj0jm2lxebj45  Interactive           RPL   \n",
       "3427  kfxs4brr3sytik45i1a5u245  Interactive           RPL   \n",
       "3446  1n2uta2r1nxzf445xltrza55  Interactive           RPL   \n",
       "3714  yufiicrclububpmrgw00tp2l  Interactive           RPL   \n",
       "5100  p41for45ge02bsrhn443cbrl  Interactive           RPL   \n",
       "5228  yth4gj55xc1v222xge3awu55  Interactive           RPL   \n",
       "5290  bkbm0ye2p0y0eh55xgy5jz55  Interactive           RPL   \n",
       "5301  ramcaobsnmppvz55xt0ak545  Interactive           RPL   \n",
       "5320  vnofkm45sio4lf55sda05b45  Interactive           RPL   \n",
       "5371  fuqoutjlicxvck2cgerbu545  Interactive           RPL   \n",
       "5701  tohi1lfasopi0v45wjixc155  Interactive          PPTX   \n",
       "6068  xbomtqyga1imurilmpqayp45  Interactive           RPL   \n",
       "6071  tqagmv3gidkri545z3bmtpev  Interactive           RPL   \n",
       "6079  tqagmv3gidkri545z3bmtpev  Interactive           RPL   \n",
       "6139  twjzvprgr0ioaf555jd4xeyr  Interactive           RPL   \n",
       "6565  ceoxai2eazyhwp452x1b3san  Interactive           RPL   \n",
       "\n",
       "                                             Parameters ItemAction  \\\n",
       "1353  ServiceParticipantDimKey=155&SourceParticipant...     Render   \n",
       "1444  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "1494  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "1618  ServiceParticipantDimKey=155&SourceParticipant...     Render   \n",
       "1707  ServiceParticipantDimKey=155&FromDate=6%2F1%2F...     Render   \n",
       "1713  ServiceParticipantDimKey=155&FromDate=6%2F1%2F...     Render   \n",
       "1782  AgencyDimKey=5&InstitutionDimKey=17&Institutio...     Render   \n",
       "1819  ServiceParticipantDimKey=155&SourceParticipant...     Render   \n",
       "1917  ServiceParticipantDimKey=155&SourceParticipant...     Render   \n",
       "2130  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "2136  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "2273  ServiceParticipantDimKey=23&FromDate=5%2F1%2F2...     Render   \n",
       "2297  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "2405  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "2455  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "2511  ServiceParticipantDimKey=155&SourceParticipant...     Render   \n",
       "2516  ServiceParticipantDimKey=155&SourceParticipant...     Render   \n",
       "2555  ServiceParticipantDimKey=155&SourceParticipant...     Render   \n",
       "2614  AgencyDimKey=5&InstitutionDimKey=17&Institutio...     Render   \n",
       "2676  AgencyDimKey=5&InstitutionDimKey=187&FromDate=...     Render   \n",
       "2927  LeadAgencyDimKey=5&InstitutionDimKey=17&FromDa...     Render   \n",
       "2959  ServiceParticipantDimKey=155&FromDate=6%2F1%2F...     Render   \n",
       "2986  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "2988  LeadAgencyDimKey=5&InstitutionDimKey=17&FromDa...     Render   \n",
       "2995  LeadAgencyDimKey=5&InstitutionDimKey=17&FromDa...     Render   \n",
       "3009  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "3083  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "3427  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "3446  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "3714  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "5100  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "5228  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "5290  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "5301  LeadAgencyDimKey=5&InstitutionDimKey=17&FromDa...     Render   \n",
       "5320  LeadAgencyDimKey=5&InstitutionDimKey=17&FromDa...     Render   \n",
       "5371  ServiceParticipantDimKey=23&FromDate=6%2F3%2F2...     Render   \n",
       "5701  AgencyDimKey=5&InstitutionDimKey=187&BranchDim...     Render   \n",
       "6068  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "6071  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "6079  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "6139  ServiceParticipantDimKey=23&FromDate=6%2F1%2F2...     Render   \n",
       "6565  ServiceParticipantDimKey=155&FromDate=4%2F1%2F...     Render   \n",
       "\n",
       "      DurationTotalSec  DurationDataRetrievalSec  DurationProcessingSec  \\\n",
       "1353           307.601                   307.537                  0.044   \n",
       "1444           370.229                   370.196                  0.017   \n",
       "1494           393.547                   393.498                  0.031   \n",
       "1618           317.330                   317.273                  0.036   \n",
       "1707           420.857                   420.827                  0.018   \n",
       "1713           325.552                   325.493                  0.026   \n",
       "1782           304.034                     0.000                  0.073   \n",
       "1819           311.473                   311.432                  0.024   \n",
       "1917           317.978                   317.919                  0.039   \n",
       "2130           291.530                   291.507                  0.023   \n",
       "2136           310.906                   310.693                  0.146   \n",
       "2273           266.571                   266.394                  0.177   \n",
       "2297           280.324                   280.205                  0.073   \n",
       "2405           283.761                   283.723                  0.021   \n",
       "2455           326.434                   325.159                  0.491   \n",
       "2511           406.856                   406.787                  0.042   \n",
       "2516           402.167                   402.112                  0.034   \n",
       "2555           337.439                   337.399                  0.024   \n",
       "2614           250.135                     0.000                  0.284   \n",
       "2676           408.304                     0.000                  0.037   \n",
       "2927           243.997                   243.917                  0.060   \n",
       "2959           250.802                   250.723                  0.062   \n",
       "2986           256.203                   254.898                  1.208   \n",
       "2988           326.163                   325.742                  0.421   \n",
       "2995           290.928                   289.706                  0.308   \n",
       "3009           269.943                   269.891                  0.033   \n",
       "3083           278.017                   277.986                  0.017   \n",
       "3427           406.450                   405.945                  0.480   \n",
       "3446           257.260                   257.249                  0.011   \n",
       "3714           249.532                   248.256                  1.179   \n",
       "5100           267.389                   265.708                  1.550   \n",
       "5228           416.374                   416.002                  0.342   \n",
       "5290           422.381                   422.023                  0.326   \n",
       "5301           337.584                   337.569                  0.015   \n",
       "5320           257.220                   257.145                  0.055   \n",
       "5371           327.913                   327.882                  0.019   \n",
       "5701           391.752                     0.000                  0.015   \n",
       "6068           280.051                   279.954                  0.077   \n",
       "6071           253.827                   253.818                  0.009   \n",
       "6079           265.908                   265.743                  0.055   \n",
       "6139           281.743                   281.713                  0.018   \n",
       "6565           297.258                   296.934                  0.203   \n",
       "\n",
       "      DurationRenderingSec   Source         ResultStatus  ByteCount  RowCount  \n",
       "1353                 0.020     Live            rsSuccess      41505       419  \n",
       "1444                 0.016     Live            rsSuccess      20512       275  \n",
       "1494                 0.018     Live            rsSuccess      20546       275  \n",
       "1618                 0.021     Live            rsSuccess      41507       419  \n",
       "1707                 0.012     Live            rsSuccess      20470       281  \n",
       "1713                 0.033     Live            rsSuccess      20470       281  \n",
       "1782               303.961  Session            rsSuccess   89852761         0  \n",
       "1819                 0.017     Live            rsSuccess      41015       416  \n",
       "1917                 0.020     Live            rsSuccess      41505       419  \n",
       "2130                 0.000     Live  rsProcessingAborted          0       179  \n",
       "2136                 0.067     Live            rsSuccess      20546       275  \n",
       "2273                 0.000     Live  rsProcessingAborted          0       179  \n",
       "2297                 0.046     Live            rsSuccess      20512       275  \n",
       "2405                 0.017     Live            rsSuccess      20512       275  \n",
       "2455                 0.784     Live            rsSuccess      20512       275  \n",
       "2511                 0.027     Live            rsSuccess      41505       419  \n",
       "2516                 0.021     Live            rsSuccess      41505       419  \n",
       "2555                 0.016     Live            rsSuccess      41505       419  \n",
       "2614               249.851  Session            rsSuccess    9826605         0  \n",
       "2676               408.267  Session            rsSuccess  127798652         0  \n",
       "2927                 0.020     Live            rsSuccess      50726      2347  \n",
       "2959                 0.017     Live            rsSuccess      20454       281  \n",
       "2986                 0.097     Live            rsSuccess      44813     12393  \n",
       "2988                 0.000     Live  rsProcessingAborted          0      2281  \n",
       "2995                 0.914     Live            rsSuccess      50726      2347  \n",
       "3009                 0.019     Live            rsSuccess      20548       275  \n",
       "3083                 0.014     Live            rsSuccess      20546       275  \n",
       "3427                 0.025     Live            rsSuccess      44917      4199  \n",
       "3446                 0.000     Live  rsProcessingAborted          0       179  \n",
       "3714                 0.097     Live            rsSuccess      44813     12393  \n",
       "5100                 0.131     Live            rsSuccess      45188     14579  \n",
       "5228                 0.030     Live            rsSuccess      44483      3630  \n",
       "5290                 0.032     Live            rsSuccess      45275      3466  \n",
       "5301                 0.000     Live  rsProcessingAborted          0      2281  \n",
       "5320                 0.020     Live            rsSuccess      50726      2347  \n",
       "5371                 0.012     Live            rsSuccess      20526       275  \n",
       "5701               391.737  Session            rsSuccess  125702514         0  \n",
       "6068                 0.020     Live            rsSuccess      20544       275  \n",
       "6071                 0.000     Live  rsProcessingAborted          0       179  \n",
       "6079                 0.110     Live            rsSuccess      20544       275  \n",
       "6139                 0.012     Live            rsSuccess      20544       275  \n",
       "6565                 0.121     Live            rsSuccess      20462       269  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'There are 62 reports execution instances with the mean of 165.29 seconds'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency</th>\n",
       "      <th>ReportPath</th>\n",
       "      <th>ExecutionId</th>\n",
       "      <th>RequestType</th>\n",
       "      <th>Format</th>\n",
       "      <th>Parameters</th>\n",
       "      <th>ItemAction</th>\n",
       "      <th>DurationTotalSec</th>\n",
       "      <th>DurationDataRetrievalSec</th>\n",
       "      <th>DurationProcessingSec</th>\n",
       "      <th>DurationRenderingSec</th>\n",
       "      <th>Source</th>\n",
       "      <th>ResultStatus</th>\n",
       "      <th>ByteCount</th>\n",
       "      <th>RowCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>KT</td>\n",
       "      <td>/5-Kitsap Transit/1058 - Boardings by Fare and...</td>\n",
       "      <td>hw5kiw55iyy5jzi12tdmd1y0</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=142&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>213.031</td>\n",
       "      <td>212.927</td>\n",
       "      <td>0.078</td>\n",
       "      <td>0.026</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>42652</td>\n",
       "      <td>983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1058 - Boardings by Fare ...</td>\n",
       "      <td>bkbm0ye2p0y0eh55xgy5jz55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>208.938</td>\n",
       "      <td>208.717</td>\n",
       "      <td>0.186</td>\n",
       "      <td>0.035</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44760</td>\n",
       "      <td>2249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>fkeutsnxus5ovz55c2w1l5j5</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>169.810</td>\n",
       "      <td>168.642</td>\n",
       "      <td>1.069</td>\n",
       "      <td>0.099</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44815</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>ET</td>\n",
       "      <td>/3-Everett Transit/1058 - Boardings by Fare an...</td>\n",
       "      <td>luncjselmppgtruu1brbin55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=13&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>158.391</td>\n",
       "      <td>158.367</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>PT</td>\n",
       "      <td>/6-Pierce Transit/1058 - Boardings by Fare and...</td>\n",
       "      <td>u3fpzw454gdf4avdegitbnyn</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=143&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>223.669</td>\n",
       "      <td>223.586</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.023</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>40119</td>\n",
       "      <td>651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>KT</td>\n",
       "      <td>/5-Kitsap Transit/1058 - Boardings by Fare and...</td>\n",
       "      <td>l23x4vyohcktwt55ebjsdoa2</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=142&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>212.304</td>\n",
       "      <td>212.220</td>\n",
       "      <td>0.064</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>42652</td>\n",
       "      <td>983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>gmamaeey43y02e55hpneb555</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>140.641</td>\n",
       "      <td>140.591</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20472</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>gmamaeey43y02e55hpneb555</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>132.364</td>\n",
       "      <td>132.331</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.016</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20474</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1338</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>qjxfiwffx5v5qi554j1sjc45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>123.435</td>\n",
       "      <td>123.404</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.012</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20470</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>PT</td>\n",
       "      <td>/6-Pierce Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>anpwjsbjs41hrerlt1t5bm55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>195.653</td>\n",
       "      <td>195.621</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.013</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20472</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1511</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>zntgjoqkqsq1hm45onmg4yul</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>140.466</td>\n",
       "      <td>140.422</td>\n",
       "      <td>0.044</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1585</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1046 - Boardings by Product - UAT v1</td>\n",
       "      <td>00j2w155orfo1y45ib1t5f45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>149.614</td>\n",
       "      <td>148.357</td>\n",
       "      <td>1.153</td>\n",
       "      <td>0.104</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44819</td>\n",
       "      <td>12447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1046 - Boardings by Product - UAT v1</td>\n",
       "      <td>neqdan4541wgk3apxebjuz55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>176.938</td>\n",
       "      <td>174.140</td>\n",
       "      <td>1.865</td>\n",
       "      <td>0.933</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44815</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1636</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>qvb4j3qfrh1riq55gmle3155</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>167.277</td>\n",
       "      <td>166.946</td>\n",
       "      <td>0.173</td>\n",
       "      <td>0.158</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20472</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1730</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>zru4xlft4iepz5f20ivoif45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>225.901</td>\n",
       "      <td>225.875</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2075</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1046 - Boardings by Product - UAT v1</td>\n",
       "      <td>0tz3cr3u1bw5mk55q0ehvbzn</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>186.186</td>\n",
       "      <td>184.814</td>\n",
       "      <td>1.246</td>\n",
       "      <td>0.126</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44815</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2187</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1046 - Boardings by Product</td>\n",
       "      <td>5143uf45lgrvtnyy34vmzonl</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>138.214</td>\n",
       "      <td>137.093</td>\n",
       "      <td>1.032</td>\n",
       "      <td>0.089</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45065</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2197</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1046 - Boardings by Product</td>\n",
       "      <td>gibq0s450rau3p45mzrg0j55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>124.691</td>\n",
       "      <td>123.479</td>\n",
       "      <td>1.132</td>\n",
       "      <td>0.080</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45424</td>\n",
       "      <td>12289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2241</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>gv3v2i45pcsi1l45pqukat55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>124.176</td>\n",
       "      <td>124.079</td>\n",
       "      <td>0.056</td>\n",
       "      <td>0.041</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>49753</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2266</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>0rxx2dvk1vlpsvn2ufw2qr45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>130.835</td>\n",
       "      <td>130.795</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.014</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20472</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>0rxx2dvk1vlpsvn2ufw2qr45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>129.195</td>\n",
       "      <td>129.165</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.013</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20472</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2399</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>ais0izm4n5crod45kbez2g55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>137.354</td>\n",
       "      <td>137.302</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20470</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2458</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>f5tlg1im2l2lfj2czf5lli45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>138.643</td>\n",
       "      <td>138.593</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.017</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20470</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2610</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>1j5wly45er5stl4554qoykyx</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=17&amp;Institutio...</td>\n",
       "      <td>Render</td>\n",
       "      <td>135.098</td>\n",
       "      <td>80.785</td>\n",
       "      <td>53.331</td>\n",
       "      <td>0.982</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>57442</td>\n",
       "      <td>122559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2631</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1030 - Card Usage by CSN ...</td>\n",
       "      <td>uhsc3y45ed1lgeij2xw2pwj5</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=57&amp;FromDate=1...</td>\n",
       "      <td>Render</td>\n",
       "      <td>125.409</td>\n",
       "      <td>125.382</td>\n",
       "      <td>0.013</td>\n",
       "      <td>0.014</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>25064</td>\n",
       "      <td>2282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>oamnoo45zmzvam45oritjwic</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>166.320</td>\n",
       "      <td>166.239</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>50660</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2945</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>5iey5l45nlpffkqir1f4fanb</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>178.228</td>\n",
       "      <td>178.148</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.026</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>50726</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2961</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1057 - Boardings by Route</td>\n",
       "      <td>nueddw45muuavp55mu3ydn45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>128.136</td>\n",
       "      <td>127.868</td>\n",
       "      <td>0.224</td>\n",
       "      <td>0.044</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>47057</td>\n",
       "      <td>2693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3001</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>kvgnf045yakhp445orpb1kub</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=19&amp;BranchDimK...</td>\n",
       "      <td>Render</td>\n",
       "      <td>238.077</td>\n",
       "      <td>237.394</td>\n",
       "      <td>0.635</td>\n",
       "      <td>0.048</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>28364</td>\n",
       "      <td>9467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3315</th>\n",
       "      <td>PT</td>\n",
       "      <td>/6-Pierce Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>znq34pyyynh1be55asleckrh</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>139.869</td>\n",
       "      <td>139.837</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.013</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20474</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3488</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1032 - IURS - UAT v1</td>\n",
       "      <td>ddqivoapl5x51445zeunoh2t</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;Instit...</td>\n",
       "      <td>Render</td>\n",
       "      <td>121.739</td>\n",
       "      <td>121.496</td>\n",
       "      <td>0.168</td>\n",
       "      <td>0.075</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>50995</td>\n",
       "      <td>3084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3515</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>4tw04rewh0jcms34ngiso145</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>230.361</td>\n",
       "      <td>229.051</td>\n",
       "      <td>1.220</td>\n",
       "      <td>0.090</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3550</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1057 - Boardings by Route...</td>\n",
       "      <td>d0f1neysdevpgu55a5xvvgbb</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>119.444</td>\n",
       "      <td>119.183</td>\n",
       "      <td>0.231</td>\n",
       "      <td>0.030</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>46847</td>\n",
       "      <td>2693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3626</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1058 - Boardings by Fare and Passenger...</td>\n",
       "      <td>0rekrh2bn5fzur45qiog0h45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>131.602</td>\n",
       "      <td>131.201</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.026</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45241</td>\n",
       "      <td>3466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3653</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>nwmqvcfk1tdzrg55433gqr45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>192.616</td>\n",
       "      <td>191.375</td>\n",
       "      <td>1.144</td>\n",
       "      <td>0.097</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3696</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>np4imp55txrgqr45ufwlow55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>196.272</td>\n",
       "      <td>195.020</td>\n",
       "      <td>1.157</td>\n",
       "      <td>0.095</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3711</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1030 - Card Usage by CSN ...</td>\n",
       "      <td>me3ipqfctvgzueitxk5omffg</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDate=6...</td>\n",
       "      <td>Render</td>\n",
       "      <td>148.321</td>\n",
       "      <td>146.234</td>\n",
       "      <td>0.965</td>\n",
       "      <td>1.122</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>7416677</td>\n",
       "      <td>12023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5002</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-1/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>kpq0zzipyhmnwf5513dcrv55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>179.516</td>\n",
       "      <td>179.507</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>j0q1jw45py0kws55x3qfka55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>195.225</td>\n",
       "      <td>193.984</td>\n",
       "      <td>1.147</td>\n",
       "      <td>0.094</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>zofwai2i4jzz1rvozx44iuup</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>156.193</td>\n",
       "      <td>154.957</td>\n",
       "      <td>1.147</td>\n",
       "      <td>0.089</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5044</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>j0q1jw45py0kws55x3qfka55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>153.301</td>\n",
       "      <td>152.055</td>\n",
       "      <td>1.158</td>\n",
       "      <td>0.088</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5046</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>j0q1jw45py0kws55x3qfka55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>157.724</td>\n",
       "      <td>156.436</td>\n",
       "      <td>1.194</td>\n",
       "      <td>0.094</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5085</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1046 - Boardings by Product</td>\n",
       "      <td>p41for45ge02bsrhn443cbrl</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>155.728</td>\n",
       "      <td>154.328</td>\n",
       "      <td>1.307</td>\n",
       "      <td>0.093</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45063</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5096</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>bffgmh55ejvwp545yho5heeq</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>157.736</td>\n",
       "      <td>156.533</td>\n",
       "      <td>1.116</td>\n",
       "      <td>0.087</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44813</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5323</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1032 - IURS - UAT v1</td>\n",
       "      <td>qicc0l55q4exkre5qzadhgrn</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>170.301</td>\n",
       "      <td>170.184</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.038</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>49335</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5544</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>h1phs2by0zmhli55hxs5orak</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F23%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>194.014</td>\n",
       "      <td>193.961</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.019</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20530</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5879</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1026 - Institutional Card Act...</td>\n",
       "      <td>a0u3lkq5uomvh1ubkgerxnvq</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=28&amp;BranchDimK...</td>\n",
       "      <td>Render</td>\n",
       "      <td>132.607</td>\n",
       "      <td>132.573</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.014</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>28465</td>\n",
       "      <td>5365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5966</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1057 - Boardings by Route</td>\n",
       "      <td>czv02ajz2bu3c5ysb1f1k145</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>164.875</td>\n",
       "      <td>164.609</td>\n",
       "      <td>0.235</td>\n",
       "      <td>0.031</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>47063</td>\n",
       "      <td>2693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6066</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>tjgp0g2240tcu1i0335d5c55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>203.280</td>\n",
       "      <td>203.253</td>\n",
       "      <td>0.027</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1026 - Institutional Card A...</td>\n",
       "      <td>wfzyxl45lnuc4n45lb2qjzqb</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=6&amp;InstitutionDimKey=3430&amp;BranchDi...</td>\n",
       "      <td>Render</td>\n",
       "      <td>133.320</td>\n",
       "      <td>133.291</td>\n",
       "      <td>0.029</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1001 - ORCA Activity - UA...</td>\n",
       "      <td>rzsikhmtqv0drm4550omj255</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;FromDate=6%2F1%2F2...</td>\n",
       "      <td>Render</td>\n",
       "      <td>220.133</td>\n",
       "      <td>220.115</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1026 - Institutional Card A...</td>\n",
       "      <td>0ykvqf452f2yo155c33heq45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=6&amp;InstitutionDimKey=96&amp;BranchDimK...</td>\n",
       "      <td>Render</td>\n",
       "      <td>146.044</td>\n",
       "      <td>146.029</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6116</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>mb5m4w55t0ljbf55i02dkkrj</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>203.300</td>\n",
       "      <td>202.030</td>\n",
       "      <td>1.113</td>\n",
       "      <td>0.157</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44895</td>\n",
       "      <td>12447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6221</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>xj20vryw3lzrxc550qvyyy45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>131.218</td>\n",
       "      <td>129.990</td>\n",
       "      <td>1.129</td>\n",
       "      <td>0.099</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44895</td>\n",
       "      <td>12447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6232</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>vsg02izhkxka0ffhyurkeo45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>129.977</td>\n",
       "      <td>128.627</td>\n",
       "      <td>1.256</td>\n",
       "      <td>0.094</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44895</td>\n",
       "      <td>12447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6303</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>vsg02izhkxka0ffhyurkeo45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>147.190</td>\n",
       "      <td>145.887</td>\n",
       "      <td>1.154</td>\n",
       "      <td>0.149</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44811</td>\n",
       "      <td>12393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6409</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1046 - Boardings by Produ...</td>\n",
       "      <td>ixjene2ubzqs5pb5gy4euyuq</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>183.841</td>\n",
       "      <td>181.973</td>\n",
       "      <td>1.677</td>\n",
       "      <td>0.191</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44893</td>\n",
       "      <td>12447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6417</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1057 - Boardings by Route...</td>\n",
       "      <td>p3ywch21py254fnudwetn555</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>152.063</td>\n",
       "      <td>151.524</td>\n",
       "      <td>0.509</td>\n",
       "      <td>0.030</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>46165</td>\n",
       "      <td>2688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6808</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1057 - Boardings by Route...</td>\n",
       "      <td>xfrr1w55x5gswc55treqflb2</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>217.106</td>\n",
       "      <td>216.495</td>\n",
       "      <td>0.588</td>\n",
       "      <td>0.023</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>46843</td>\n",
       "      <td>2693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6813</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1057 - Boardings by Route...</td>\n",
       "      <td>n3jvwfjpisyswk45z35ffy45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>210.227</td>\n",
       "      <td>209.623</td>\n",
       "      <td>0.581</td>\n",
       "      <td>0.023</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>46843</td>\n",
       "      <td>2693</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Agency                                         ReportPath  \\\n",
       "134      KT  /5-Kitsap Transit/1058 - Boardings by Fare and...   \n",
       "433     KCM  /4-King County Metro/1058 - Boardings by Fare ...   \n",
       "457     KCM  /4-King County Metro/1046 - Boardings by Produ...   \n",
       "673      ET  /3-Everett Transit/1058 - Boardings by Fare an...   \n",
       "960      PT  /6-Pierce Transit/1058 - Boardings by Fare and...   \n",
       "...     ...                                                ...   \n",
       "6303    KCM  /4-King County Metro/1046 - Boardings by Produ...   \n",
       "6409    KCM  /4-King County Metro/1046 - Boardings by Produ...   \n",
       "6417    KCM  /4-King County Metro/1057 - Boardings by Route...   \n",
       "6808    KCM  /4-King County Metro/1057 - Boardings by Route...   \n",
       "6813    KCM  /4-King County Metro/1057 - Boardings by Route...   \n",
       "\n",
       "                   ExecutionId  RequestType Format  \\\n",
       "134   hw5kiw55iyy5jzi12tdmd1y0  Interactive    RPL   \n",
       "433   bkbm0ye2p0y0eh55xgy5jz55  Interactive    RPL   \n",
       "457   fkeutsnxus5ovz55c2w1l5j5  Interactive    RPL   \n",
       "673   luncjselmppgtruu1brbin55  Interactive    RPL   \n",
       "960   u3fpzw454gdf4avdegitbnyn  Interactive    RPL   \n",
       "...                        ...          ...    ...   \n",
       "6303  vsg02izhkxka0ffhyurkeo45  Interactive    RPL   \n",
       "6409  ixjene2ubzqs5pb5gy4euyuq  Interactive    RPL   \n",
       "6417  p3ywch21py254fnudwetn555  Interactive    RPL   \n",
       "6808  xfrr1w55x5gswc55treqflb2  Interactive    RPL   \n",
       "6813  n3jvwfjpisyswk45z35ffy45  Interactive    RPL   \n",
       "\n",
       "                                             Parameters ItemAction  \\\n",
       "134   ServiceParticipantDimKey=142&SourceParticipant...     Render   \n",
       "433   ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "457   ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "673   ServiceParticipantDimKey=13&SourceParticipantD...     Render   \n",
       "960   ServiceParticipantDimKey=143&SourceParticipant...     Render   \n",
       "...                                                 ...        ...   \n",
       "6303  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "6409  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "6417  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "6808  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "6813  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "\n",
       "      DurationTotalSec  DurationDataRetrievalSec  DurationProcessingSec  \\\n",
       "134            213.031                   212.927                  0.078   \n",
       "433            208.938                   208.717                  0.186   \n",
       "457            169.810                   168.642                  1.069   \n",
       "673            158.391                   158.367                  0.024   \n",
       "960            223.669                   223.586                  0.060   \n",
       "...                ...                       ...                    ...   \n",
       "6303           147.190                   145.887                  1.154   \n",
       "6409           183.841                   181.973                  1.677   \n",
       "6417           152.063                   151.524                  0.509   \n",
       "6808           217.106                   216.495                  0.588   \n",
       "6813           210.227                   209.623                  0.581   \n",
       "\n",
       "      DurationRenderingSec Source         ResultStatus  ByteCount  RowCount  \n",
       "134                  0.026   Live            rsSuccess      42652       983  \n",
       "433                  0.035   Live            rsSuccess      44760      2249  \n",
       "457                  0.099   Live            rsSuccess      44815     12393  \n",
       "673                  0.000   Live  rsProcessingAborted          0       358  \n",
       "960                  0.023   Live            rsSuccess      40119       651  \n",
       "...                    ...    ...                  ...        ...       ...  \n",
       "6303                 0.149   Live            rsSuccess      44811     12393  \n",
       "6409                 0.191   Live            rsSuccess      44893     12447  \n",
       "6417                 0.030   Live            rsSuccess      46165      2688  \n",
       "6808                 0.023   Live            rsSuccess      46843      2693  \n",
       "6813                 0.023   Live            rsSuccess      46843      2693  \n",
       "\n",
       "[62 rows x 15 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'There are 236 reports execution instances with the mean of 60.92 seconds'"
      ]
     },
     "metadata": {},
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       "      <td>2ngizy2a4b50qs3weudnncvv</td>\n",
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       "      <td>48.464</td>\n",
       "      <td>46.241</td>\n",
       "      <td>1.093</td>\n",
       "      <td>1.130</td>\n",
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       "      <td>rsSuccess</td>\n",
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       "      <th>696</th>\n",
       "      <td>KCM</td>\n",
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       "      <td>2ngizy2a4b50qs3weudnncvv</td>\n",
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       "      <td>RPL</td>\n",
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       "      <td>55.459</td>\n",
       "      <td>54.619</td>\n",
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       "      <td>42.424</td>\n",
       "      <td>42.236</td>\n",
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       "      <td>89.663</td>\n",
       "      <td>89.594</td>\n",
       "      <td>0.042</td>\n",
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       "      <td>58.412</td>\n",
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       "      <td>0.034</td>\n",
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       "      <td>58.775</td>\n",
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       "      <td>46.151</td>\n",
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       "      <th>887</th>\n",
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       "      <td>58.513</td>\n",
       "      <td>58.473</td>\n",
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       "      <td>54778</td>\n",
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       "      <td>47.671</td>\n",
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       "      <td>94.214</td>\n",
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       "      <td>0.128</td>\n",
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       "      <td>39.773</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.283</td>\n",
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       "      <th>951</th>\n",
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       "      <td>55.705</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.307</td>\n",
       "      <td>55.398</td>\n",
       "      <td>Session</td>\n",
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       "    <tr>\n",
       "      <th>964</th>\n",
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       "      <td>/6-Pierce Transit/1058 - Boardings by Fare and...</td>\n",
       "      <td>u3fpzw454gdf4avdegitbnyn</td>\n",
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       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
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       "      <td>63.599</td>\n",
       "      <td>63.518</td>\n",
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       "      <td>41106</td>\n",
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       "      <th>1327</th>\n",
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       "      <td>45.588</td>\n",
       "      <td>45.515</td>\n",
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       "      <td>20139</td>\n",
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       "      <td>53.319</td>\n",
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       "      <td>54.001</td>\n",
       "      <td>53.967</td>\n",
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       "      <td>rsSuccess</td>\n",
       "      <td>27248</td>\n",
       "      <td>2285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>KT</td>\n",
       "      <td>/5-Kitsap Transit/1058 - Boardings by Fare and...</td>\n",
       "      <td>trmgxwjtugyp22rrccmmnumg</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=142&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>40.480</td>\n",
       "      <td>40.469</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1046 - Boardings by Product -...</td>\n",
       "      <td>su1c1o55svotjv45fnj4ov45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>57.519</td>\n",
       "      <td>57.281</td>\n",
       "      <td>0.206</td>\n",
       "      <td>0.032</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>45044</td>\n",
       "      <td>1168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>PT</td>\n",
       "      <td>/6-Pierce Transit/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>anpwjsbjs41hrerlt1t5bm55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>77.780</td>\n",
       "      <td>77.771</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1026 - Institutional Card Act...</td>\n",
       "      <td>4vfkms550zgcyvq00josilm1</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=8&amp;InstitutionDimKey=4460&amp;BranchDi...</td>\n",
       "      <td>Render</td>\n",
       "      <td>60.352</td>\n",
       "      <td>60.311</td>\n",
       "      <td>0.028</td>\n",
       "      <td>0.013</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>15507</td>\n",
       "      <td>5318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1493</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>x0oxgl45ws4cg545vlvjs0je</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=56&amp;BranchDimK...</td>\n",
       "      <td>Render</td>\n",
       "      <td>71.913</td>\n",
       "      <td>70.402</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.855</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>19200</td>\n",
       "      <td>5369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6163</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1030 - Card Usage by CSN</td>\n",
       "      <td>vyiq1mqeeuezkfnduhcin455</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=6&amp;InstitutionDimKey=312&amp;FromDate=...</td>\n",
       "      <td>Render</td>\n",
       "      <td>53.539</td>\n",
       "      <td>53.485</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>34544</td>\n",
       "      <td>2295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6272</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1030 - Card Usage by CSN</td>\n",
       "      <td>lfwshi45j2kaq0e3ouhqyh45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=6&amp;InstitutionDimKey=96&amp;FromDate=6...</td>\n",
       "      <td>Render</td>\n",
       "      <td>49.340</td>\n",
       "      <td>49.282</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.019</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>31630</td>\n",
       "      <td>2291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6277</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1030 - Card Usage by CSN</td>\n",
       "      <td>unfkvjq1fi43u2nrr31tyjvj</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=4&amp;InstitutionDimKey=407&amp;FromDate=...</td>\n",
       "      <td>Render</td>\n",
       "      <td>54.491</td>\n",
       "      <td>54.399</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.042</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>151730</td>\n",
       "      <td>2456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6311</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1001 - ORCA Activity</td>\n",
       "      <td>qyb3qe45wwjzkmqirl32l5n1</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=142&amp;FromDate=6%2F1%2F...</td>\n",
       "      <td>Render</td>\n",
       "      <td>39.526</td>\n",
       "      <td>39.475</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.017</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>19562</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6332</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - Institutional Unlink...</td>\n",
       "      <td>1hmdw4ampgl0xb55bfc0d4zn</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>79.339</td>\n",
       "      <td>79.276</td>\n",
       "      <td>0.043</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>50662</td>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6346</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - IURS wo Product Filter</td>\n",
       "      <td>wnwqyk45jcnkbh45dyl0zt2o</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;FromDa...</td>\n",
       "      <td>Render</td>\n",
       "      <td>78.636</td>\n",
       "      <td>78.577</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.019</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>49406</td>\n",
       "      <td>2342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6392</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - IURS wo Product Filter</td>\n",
       "      <td>uu1guw2lvl0ukn45zjg5og45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=5&amp;InstitutionDimKey=17&amp;Instit...</td>\n",
       "      <td>Render</td>\n",
       "      <td>59.672</td>\n",
       "      <td>55.923</td>\n",
       "      <td>2.752</td>\n",
       "      <td>0.997</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>74242</td>\n",
       "      <td>20271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6429</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1032 - IURS wo Product Filter</td>\n",
       "      <td>od155kj0lervg255z4vp5055</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>LeadAgencyDimKey=7&amp;InstitutionDimKey=18&amp;Instit...</td>\n",
       "      <td>Render</td>\n",
       "      <td>40.710</td>\n",
       "      <td>40.548</td>\n",
       "      <td>0.096</td>\n",
       "      <td>0.066</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>24722</td>\n",
       "      <td>2550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6444</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/Development/UAT-2/1026 - Institutional Card A...</td>\n",
       "      <td>heozfqrb3iukpwbxl1onr345</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=7&amp;InstitutionDimKey=18&amp;BranchDimK...</td>\n",
       "      <td>Render</td>\n",
       "      <td>78.687</td>\n",
       "      <td>78.647</td>\n",
       "      <td>0.021</td>\n",
       "      <td>0.019</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>59071</td>\n",
       "      <td>5350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6520</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1001 - ORCA Activity - UA...</td>\n",
       "      <td>yzotvt55owd0e5nv104u5u55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>41.930</td>\n",
       "      <td>41.896</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.017</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20448</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6540</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1001 - ORCA Activity - UA...</td>\n",
       "      <td>aqspr5iarru4zq45naakdam2</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>37.418</td>\n",
       "      <td>37.393</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.010</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20448</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6626</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1046 - Boardings by Product -...</td>\n",
       "      <td>gjju2q45mz0yol454emxzpu4</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>55.263</td>\n",
       "      <td>55.230</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6631</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1046 - Boardings by Product -...</td>\n",
       "      <td>gjju2q45mz0yol454emxzpu4</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>40.194</td>\n",
       "      <td>39.834</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.100</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>44982</td>\n",
       "      <td>3005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6647</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1001 - ORCA Activity - UA...</td>\n",
       "      <td>czi4igzrfz2o1za04zl4kq45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>37.787</td>\n",
       "      <td>37.647</td>\n",
       "      <td>0.047</td>\n",
       "      <td>0.093</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20448</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6701</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>mh2gtdbs3qpfm455pxjrla55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>32.432</td>\n",
       "      <td>32.372</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41217</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6706</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>mh2gtdbs3qpfm455pxjrla55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>53.675</td>\n",
       "      <td>53.627</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.016</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41541</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6716</th>\n",
       "      <td>ST</td>\n",
       "      <td>/7-Sound Transit/1058 - Boardings by Fare and ...</td>\n",
       "      <td>mh2gtdbs3qpfm455pxjrla55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=155&amp;SourceParticipant...</td>\n",
       "      <td>Render</td>\n",
       "      <td>64.936</td>\n",
       "      <td>64.866</td>\n",
       "      <td>0.052</td>\n",
       "      <td>0.018</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>41160</td>\n",
       "      <td>710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6771</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1001 - ORCA Activity - UA...</td>\n",
       "      <td>dsqwmx45f2pwapihnx5dzr45</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>37.674</td>\n",
       "      <td>37.615</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20450</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6777</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1001 - ORCA Activity - UA...</td>\n",
       "      <td>oo422zbqmfklaj45vr2hm045</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>36.976</td>\n",
       "      <td>36.950</td>\n",
       "      <td>0.014</td>\n",
       "      <td>0.012</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20450</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6787</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1001 - ORCA Activity - UA...</td>\n",
       "      <td>l0lwzk55wn4alo45y2knb445</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>36.698</td>\n",
       "      <td>36.674</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.012</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20448</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6829</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>kj452ljso2uwtk45jfgyxe55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=401&amp;BranchDim...</td>\n",
       "      <td>Render</td>\n",
       "      <td>75.854</td>\n",
       "      <td>73.808</td>\n",
       "      <td>1.941</td>\n",
       "      <td>0.105</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>25320</td>\n",
       "      <td>18010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6831</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>kj452ljso2uwtk45jfgyxe55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=401&amp;BranchDim...</td>\n",
       "      <td>Render</td>\n",
       "      <td>75.670</td>\n",
       "      <td>63.487</td>\n",
       "      <td>12.170</td>\n",
       "      <td>0.013</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>15398</td>\n",
       "      <td>18010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6832</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>kj452ljso2uwtk45jfgyxe55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=401&amp;BranchDim...</td>\n",
       "      <td>Render</td>\n",
       "      <td>77.647</td>\n",
       "      <td>76.844</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.028</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>16582</td>\n",
       "      <td>18010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6856</th>\n",
       "      <td>DARe</td>\n",
       "      <td>/4-King County Metro/1026 - Institutional Card...</td>\n",
       "      <td>kj452ljso2uwtk45jfgyxe55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=401&amp;BranchDim...</td>\n",
       "      <td>Render</td>\n",
       "      <td>76.975</td>\n",
       "      <td>74.924</td>\n",
       "      <td>1.955</td>\n",
       "      <td>0.096</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>25320</td>\n",
       "      <td>18010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6868</th>\n",
       "      <td>CT</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>oh1g3ny4ewp1ro45kz1ws555</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>37.786</td>\n",
       "      <td>37.730</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.020</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20418</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6871</th>\n",
       "      <td>CT</td>\n",
       "      <td>/1-ORCA/1001 - ORCA Activity - UAT v1</td>\n",
       "      <td>h1m0xi453odziu55hom4l545</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=4&amp;FromDate=6%2F1%2F20...</td>\n",
       "      <td>Render</td>\n",
       "      <td>37.130</td>\n",
       "      <td>37.105</td>\n",
       "      <td>0.013</td>\n",
       "      <td>0.012</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>20418</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6933</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1026 - Institutional Card...</td>\n",
       "      <td>szbspsfx5zkq1e55x50pdf55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=3&amp;InstitutionDimKey=1880&amp;BranchDi...</td>\n",
       "      <td>Render</td>\n",
       "      <td>36.174</td>\n",
       "      <td>23.102</td>\n",
       "      <td>12.336</td>\n",
       "      <td>0.736</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>17913</td>\n",
       "      <td>67337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6940</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1026 - Institutional Card...</td>\n",
       "      <td>szbspsfx5zkq1e55x50pdf55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=5&amp;InstitutionDimKey=1283&amp;BranchDi...</td>\n",
       "      <td>Render</td>\n",
       "      <td>40.511</td>\n",
       "      <td>24.040</td>\n",
       "      <td>15.903</td>\n",
       "      <td>0.568</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>30271</td>\n",
       "      <td>152181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6950</th>\n",
       "      <td>CT</td>\n",
       "      <td>/2-Community Transit/1030 - Card Usage by CSN ...</td>\n",
       "      <td>som0y245oi0hab55vnthni55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>AgencyDimKey=4&amp;InstitutionDimKey=407&amp;FromDate=...</td>\n",
       "      <td>Render</td>\n",
       "      <td>53.285</td>\n",
       "      <td>53.249</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsProcessingAborted</td>\n",
       "      <td>0</td>\n",
       "      <td>2281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7104</th>\n",
       "      <td>KCM</td>\n",
       "      <td>/1-ORCA/1057 - Boardings by Route - UAT v1</td>\n",
       "      <td>mcghsp45mo1hkbvbijctqp55</td>\n",
       "      <td>Interactive</td>\n",
       "      <td>RPL</td>\n",
       "      <td>ServiceParticipantDimKey=23&amp;SourceParticipantD...</td>\n",
       "      <td>Render</td>\n",
       "      <td>53.288</td>\n",
       "      <td>52.801</td>\n",
       "      <td>0.373</td>\n",
       "      <td>0.114</td>\n",
       "      <td>Live</td>\n",
       "      <td>rsSuccess</td>\n",
       "      <td>46849</td>\n",
       "      <td>2693</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>236 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Agency                                         ReportPath  \\\n",
       "131      KT  /5-Kitsap Transit/1058 - Boardings by Fare and...   \n",
       "430     KCM          /4-King County Metro/1032 - IURS - UAT v1   \n",
       "683     KCM  /1-ORCA/1026 - Institutional Card Activity Sta...   \n",
       "693     KCM          /1-ORCA/1030 - Card Usage by CSN - UAT v1   \n",
       "696     KCM          /1-ORCA/1030 - Card Usage by CSN - UAT v1   \n",
       "...     ...                                                ...   \n",
       "6871     CT              /1-ORCA/1001 - ORCA Activity - UAT v1   \n",
       "6933     CT  /2-Community Transit/1026 - Institutional Card...   \n",
       "6940     CT  /2-Community Transit/1026 - Institutional Card...   \n",
       "6950     CT  /2-Community Transit/1030 - Card Usage by CSN ...   \n",
       "7104    KCM         /1-ORCA/1057 - Boardings by Route - UAT v1   \n",
       "\n",
       "                   ExecutionId  RequestType Format  \\\n",
       "131   ctojssuw3duq4tqwg1ilq4fo  Interactive    RPL   \n",
       "430   ui12hf45zsj2kon0lwgtbr45  Interactive    RPL   \n",
       "683   xc23or2vlw5eyxrdp3a1sluv  Interactive    RPL   \n",
       "693   2ngizy2a4b50qs3weudnncvv  Interactive    RPL   \n",
       "696   2ngizy2a4b50qs3weudnncvv  Interactive    RPL   \n",
       "...                        ...          ...    ...   \n",
       "6871  h1m0xi453odziu55hom4l545  Interactive    RPL   \n",
       "6933  szbspsfx5zkq1e55x50pdf55  Interactive    RPL   \n",
       "6940  szbspsfx5zkq1e55x50pdf55  Interactive    RPL   \n",
       "6950  som0y245oi0hab55vnthni55  Interactive    RPL   \n",
       "7104  mcghsp45mo1hkbvbijctqp55  Interactive    RPL   \n",
       "\n",
       "                                             Parameters ItemAction  \\\n",
       "131   ServiceParticipantDimKey=142&SourceParticipant...     Render   \n",
       "430   LeadAgencyDimKey=5&InstitutionDimKey=17&Instit...     Render   \n",
       "683   AgencyDimKey=5&InstitutionDimKey=17&BranchDimK...     Render   \n",
       "693   AgencyDimKey=5&InstitutionDimKey=17&FromDate=6...     Render   \n",
       "696   AgencyDimKey=5&InstitutionDimKey=19&FromDate=6...     Render   \n",
       "...                                                 ...        ...   \n",
       "6871  ServiceParticipantDimKey=4&FromDate=6%2F1%2F20...     Render   \n",
       "6933  AgencyDimKey=3&InstitutionDimKey=1880&BranchDi...     Render   \n",
       "6940  AgencyDimKey=5&InstitutionDimKey=1283&BranchDi...     Render   \n",
       "6950  AgencyDimKey=4&InstitutionDimKey=407&FromDate=...     Render   \n",
       "7104  ServiceParticipantDimKey=23&SourceParticipantD...     Render   \n",
       "\n",
       "      DurationTotalSec  DurationDataRetrievalSec  DurationProcessingSec  \\\n",
       "131            111.089                   111.056                  0.033   \n",
       "430             73.567                    73.321                  0.103   \n",
       "683             42.961                    41.495                  1.343   \n",
       "693             48.464                    46.241                  1.093   \n",
       "696             55.459                    54.619                  0.350   \n",
       "...                ...                       ...                    ...   \n",
       "6871            37.130                    37.105                  0.013   \n",
       "6933            36.174                    23.102                 12.336   \n",
       "6940            40.511                    24.040                 15.903   \n",
       "6950            53.285                    53.249                  0.036   \n",
       "7104            53.288                    52.801                  0.373   \n",
       "\n",
       "      DurationRenderingSec Source         ResultStatus  ByteCount  RowCount  \n",
       "131                  0.000   Live  rsProcessingAborted          0       358  \n",
       "430                  0.143   Live            rsSuccess      50248      2443  \n",
       "683                  0.123   Live            rsSuccess      22457     15486  \n",
       "693                  1.130   Live            rsSuccess    7416643     12023  \n",
       "696                  0.490   Live            rsSuccess    3166057      6428  \n",
       "...                    ...    ...                  ...        ...       ...  \n",
       "6871                 0.012   Live            rsSuccess      20418       209  \n",
       "6933                 0.736   Live            rsSuccess      17913     67337  \n",
       "6940                 0.568   Live            rsSuccess      30271    152181  \n",
       "6950                 0.000   Live  rsProcessingAborted          0      2281  \n",
       "7104                 0.114   Live            rsSuccess      46849      2693  \n",
       "\n",
       "[236 rows x 15 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for each cluster that's not the smallest cluster, and filtering out clusters that only have 1 entry\n",
    "cluster_df = pd.DataFrame({'ClusterMean': kmeans.cluster_centers_[:,0], 'Number': pd.DataFrame(kmeans.labels_)[0].value_counts(sort=False)})\n",
    "cluster_df.sort_values(by='ClusterMean', ascending=False, inplace=True)\n",
    "display(cluster_df)\n",
    "\n",
    "cluster_df.drop(cluster_df['ClusterMean'].idxmin(), inplace=True)\n",
    "cluster_df = cluster_df[cluster_df['Number'] > 1]\n",
    "\n",
    "for cluster in cluster_df.index:\n",
    "    df = uat_df[uat_df['RunClass'] == cluster]\n",
    "    df_mean = kmeans.cluster_centers_[cluster][0]\n",
    "    sns.kdeplot(df['DurationTotalSec'], label=f\"Cluster {cluster}, Avg {df_mean:.2f}s\")\n",
    "    plt.xlabel(\"Duration (seconds)\")\n",
    "    plt.title(f\"Frequency of report execution instances, cluster mean is {df_mean:.2f} seconds\")\n",
    "    plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "    plt.show()\n",
    "    display(f\"There are {len(df)} reports execution instances with the mean of {df_mean:.2f} seconds\")\n",
    "    display(df[['Agency', 'ReportPath', 'ExecutionId', 'RequestType', 'Format', 'Parameters', 'ItemAction', \n",
    "                'DurationTotalSec', 'DurationDataRetrievalSec', 'DurationProcessingSec', 'DurationRenderingSec',\n",
    "                'Source', 'ResultStatus', 'ByteCount', 'RowCount']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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