notebooks/data-sources/TestGrid/metrics/metric_visualization_generic.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3074584c",
   "metadata": {},
   "source": [
    "# KPI Metrics Visualization\n",
    "\n",
    "We use key performance indicators, or KPIs, to measure the effectiveness of CI testing processes and understand how to improve them. These KPIs are calculated in notebooks and saved as different metrics. You can see a list of the available metrics and the notebooks that calculate them [here](https://github.com/aicoe-aiops/ocp-ci-analysis/tree/master/notebooks/data-sources/TestGrid/metrics).\n",
    "\n",
    "Through this notebook, we want to provide a way for users to explore and visualize the available metrics. Although we plan on setting up external tools (such as Apache Superset) for visualization, we also want to provide the option to visualize KPIs in a Jupyter notebook native environment since that is where a lot of data science development happens.\n",
    "\n",
    "In this notebook, we plot basic time series graphs for each of the KPI metrics aggregated across all TestGrid dashboards,jobs and tests to visualize how the KPI metric values change over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fe99aa35",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import required libraries\n",
    "import os\n",
    "from tqdm import tqdm\n",
    "from collections import defaultdict\n",
    "from dotenv import load_dotenv, find_dotenv\n",
    "\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from ipynb.fs.defs.metric_template import CephCommunication\n",
    "\n",
    "load_dotenv(find_dotenv())\n",
    "sns.set(rc={\"figure.figsize\": (15, 5)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08852bf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Specify variables\n",
    "\n",
    "## CEPH Bucket variables\n",
    "## Create a .env file on your local with the correct configs\n",
    "## Follow this example - https://github.com/aicoe-aiops/ocp-ci-analysis/blob/master/.env-example\n",
    "s3_endpoint_url = os.getenv(\"S3_ENDPOINT\")\n",
    "s3_access_key = os.getenv(\"S3_ACCESS_KEY\")\n",
    "s3_secret_key = os.getenv(\"S3_SECRET_KEY\")\n",
    "s3_bucket = os.getenv(\"S3_BUCKET\")\n",
    "s3_path = os.getenv(\"S3_PROJECT_KEY\", \"ai4ci/testgrid/metrics\")\n",
    "\n",
    "# Specify whether or not we are running this as a notebook or part of an automation pipeline.\n",
    "AUTOMATION = os.getenv(\"IN_AUTOMATION\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cac27728",
   "metadata": {},
   "source": [
    "## Ceph Connection\n",
    "We will need to connect to Ceph to fetch all the KPI metric data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bfdb56cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Connect to Ceph\n",
    "\n",
    "# ceph connector\n",
    "cc = CephCommunication(s3_endpoint_url, s3_access_key, s3_secret_key, s3_bucket)\n",
    "\n",
    "# bucket where the KPI metrics are stored\n",
    "metrics_bucket = cc.s3_resource.Bucket(s3_bucket)\n",
    "\n",
    "# get all objects (files) corresponding to all metrics\n",
    "available_kpi_files = metrics_bucket.objects.filter(Prefix=s3_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4694386",
   "metadata": {},
   "source": [
    "## Get KPI Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "51812a33",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "124it [00:34,  3.62it/s]\n"
     ]
    }
   ],
   "source": [
    "# extract the names of unique KPI metric files, and the KPIs available in them\n",
    "kpis_in_kpifile = defaultdict(list)\n",
    "\n",
    "for obj in tqdm(available_kpi_files):\n",
    "    # split key into prefix \"directory\", metric name, and filename\n",
    "    dir_name, metric_obj_name, file_name = obj.key.split(\"/\")\n",
    "\n",
    "    # update dictionary if key doesnt exist\n",
    "    # NOTE: this assumes that the kpis recorded in a kpi filename doesnt change over time\n",
    "    # e.g. if pass_fail_2021-6-21.csv had \"pass\", \"fail\", and \"timestamp\" columns, so will pass_fail_2021-6-22.csv\n",
    "    if metric_obj_name not in kpis_in_kpifile:\n",
    "        # read a sample file to see what kpis are contained in this file\n",
    "        sample_file = cc.read_from_ceph(f\"{dir_name}/{metric_obj_name}\", file_name)\n",
    "\n",
    "        # get these kpis names\n",
    "        kpis = sample_file.columns.drop(\n",
    "            [\"timestamp\", \"tab\", \"job\", \"grid\", \"test\"], errors=\"ignore\"\n",
    "        ).tolist()\n",
    "\n",
    "        # update mapping of \"filename\": \"kpi\"\n",
    "        kpis_in_kpifile[metric_obj_name] = kpis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6ed5ca64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(list,\n",
       "            {'avg_correlation': ['average_number_of_correlated_failures'],\n",
       "             'blocked_timed_out': ['test_blocked', 'test_timed_out'],\n",
       "             'build_pass_failure': ['test_duration',\n",
       "              'build_failure',\n",
       "              'build_passing',\n",
       "              'build_status'],\n",
       "             'correlation': ['test_name', 'correlated_tests'],\n",
       "             'number_of_flakes': ['test_duration', 'flake'],\n",
       "             'pct_fixed_each_ts': ['pct_fixed'],\n",
       "             'persistent_failures': ['consec_fail_rate',\n",
       "              'mean_fail_len',\n",
       "              'mean_time_to_fix',\n",
       "              'pass_to_fail_rate',\n",
       "              'fail_to_pass_rate'],\n",
       "             'test_pass_failures': ['test_duration', 'failure', 'passing'],\n",
       "             'time_to_test': ['test_duration']})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kpis_in_kpifile"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "751c6648",
   "metadata": {},
   "source": [
    "## Helper Function for Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "16ca74a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plots a linear time series graph\n",
    "def plot(date, vals, xlabel, ylabel, title):\n",
    "    sns.lineplot(\n",
    "        x=date,\n",
    "        y=vals,\n",
    "    )\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.title(title)\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02a89645",
   "metadata": {},
   "source": [
    "## Visualize KPIs\n",
    "Now, let's start visualizing each of the KPIs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fadfd83",
   "metadata": {},
   "source": [
    "### Blocked Timed Out\n",
    "The `blocked_timed_out` KPI file consists of `test_blocked` and `test_timed_out` metric files which comprise of metric data like number of tests blocked. We will read each of these files and aggregate the metric values across all TestGrid dashboard, job and tests. We can then plot these aggregate metrics values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "07bda461",
   "metadata": {},
   "outputs": [],
   "source": [
    "blocked_timedout_files = metrics_bucket.objects.filter(\n",
    "    Prefix=\"metrics/blocked_timed_out\"\n",
    ")\n",
    "\n",
    "dates = []\n",
    "blocked_vals_to_plot = []\n",
    "blocked_percentage = []\n",
    "timedout_vals_to_plot = []\n",
    "timedout_percentage = []\n",
    "\n",
    "for i in blocked_timedout_files:\n",
    "    # split into project key and file \"path\"\n",
    "    project_bucket, kpifile_key = i.key.split(\"/\", maxsplit=1)\n",
    "\n",
    "    # read parquet\n",
    "    df = cc.read_from_ceph(project_bucket, kpifile_key)\n",
    "\n",
    "    # get x and y values to plot for this date\n",
    "    blocked_vals_to_plot.append(\n",
    "        df.test_blocked.replace([np.inf, -np.inf], np.nan).sum(),\n",
    "    )\n",
    "    blocked_percentage.append(\n",
    "        (df.test_blocked.replace([np.inf, -np.inf], np.nan).sum()) / (len(df)),\n",
    "    )\n",
    "    timedout_vals_to_plot.append(\n",
    "        df.test_timed_out.replace([np.inf, -np.inf], np.nan).sum(),\n",
    "    )\n",
    "    timedout_percentage.append(\n",
    "        (df.test_timed_out.replace([np.inf, -np.inf], np.nan).sum()) / (len(df)),\n",
    "    )\n",
    "    dates.append(\n",
    "        kpifile_key.rsplit(\"/\", maxsplit=1)[-1]\n",
    "        .split(\"-\", maxsplit=1)[-1]\n",
    "        .split(\".\", maxsplit=1)[0]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da5a72ae",
   "metadata": {},
   "source": [
    "Let's plot the following metrics from the `blocked_timed_out` KPI file:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "141be744",
   "metadata": {},
   "source": [
    "#### Number of blocked tests\n",
    "This metric keeps track of the total number of blocked tests on TestGrid. Lets plot these values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7603977c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, blocked_vals_to_plot, \"Day\", \"# Blocked Tests\", \"Daily Blocked Tests\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97743a32",
   "metadata": {},
   "source": [
    "#### Blocked tests percentage\n",
    "This metric calculates the percentage of blocked tests on TestGrid. We can visualize the change in percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "685873e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XY8aMKXXMwoULtXPnTi1btkyzZ8/W5MmT9d///tf7eFFRkZKTkxUdHe3P0QEAAAAgqAXM8rh//35t2bJF8fHxkqT4+Hht2bJFeXl5JY5btGiRkpKS5Ha7FRYWpujoaC1ZssT7+NSpU3XrrbeqYcOG/hwfAAAAAIJawCyP2dnZqlOnjkJCQiRJISEhioiIUHZ2dqnjIiMjvbc9Ho9ycnIkSVu3btWXX36pP/zhD36bGwAAAABMEOr0ABfLqVOnNHr0aL300kveBfRC1K5d/SJOdfGEh9dwegRHmdxPu7lM7je5XTK73+R2yex+2s1lcn9Faw+Y5dHj8Sg3N1dFRUUKCQlRUVGR9uzZI4/HU+q4rKwsRUVFSfrfmci9e/dq586dGjhwoCTp8OHDsixLR48e1Z/+9Kdyz7F//1EVF1sXL+wiCA+vob17jzg9hmNM7qfdzHbJ7H6T2yWz+01ul8zup93Mdsns/kBsd7tdZZ5MC5jlsXbt2mrevLnS09OVmJio9PR0NW/eXGFhYSWOi42N1Zw5c9StWzcdPHhQGRkZ+sc//qHIyEitXbvWe9zkyZN17NgxjRgxwt8pAAAAABB0AuY9j5I0duxYzZw5UzExMZo5c6ZSUlIkSQMGDNDmzZslSYmJiapfv766deumXr16afDgwWrQoIGTYwMAAABA0AuYM4+S1Lhx47P+3sZp06Z5Pw4JCfEulWUZMmTIRZ0NAAAAAEwWUGceAQAAAACBieURAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGAroJbHn3/+Wb1791ZMTIx69+6tzMzMUscUFRUpJSVF0dHR6tq1q+bMmeN97M0339Ttt9+uHj166M4779Tq1av9OD0AAAAABK9Qpwf4peTkZN17771KTEzUggULNGbMGM2YMaPEMQsXLtTOnTu1bNkyHTx4UD179lT79u1Vv359RUVFqX///qpWrZq2bt2qvn376ssvv1TVqlUdKgIAAACA4BAwZx7379+vLVu2KD4+XpIUHx+vLVu2KC8vr8RxixYtUlJSktxut8LCwhQdHa0lS5ZIkm6++WZVq1ZNktS0aVNZlqWDBw/6tQMAAAAAglHAnHnMzs5WnTp1FBISIkkKCQlRRESEsrOzFRYWVuK4yMhI722Px6OcnJxSX2/+/Pm68sorVbdu3fOao3bt6hdY4Fvh4TWcHsFRJvfTbi6T+01ul8zuN7ldMrufdnOZ3F/R2gNmebyY1q1bp0mTJuntt98+78/dv/+oiostH0x14cLDa2jv3iNOj+EYk/tpN7NdMrvf5HbJ7H6T2yWz+2k3s10yuz8Q291uV5kn0wLmZasej0e5ubkqKiqSdPrCOHv27JHH4yl1XFZWlvd2dnZ2ibOLGzdu1NNPP60333xTjRo18s/wAAAAABDkLmh5zMvLk2Vd3LNztWvXVvPmzZWeni5JSk9PV/PmzUu8ZFWSYmNjNWfOHBUXFysvL08ZGRmKiYmRJG3atElPPvmk/vKXv+jaa6+9qPMBAAAAgMnOa3n85ptvdNtttykhIUHt2rXT4sWLL+owY8eO1cyZMxUTE6OZM2cqJSVFkjRgwABt3rxZkpSYmKj69eurW7du6tWrlwYPHqwGDRpIklJSUnTixAmNGTNGiYmJSkxM1A8//HBRZwQAAAAAE5X5nsdjx47pkksu8d5+4403NHPmTNWrV08//fST+vfvr7i4uIs2TOPGjUv83sYzpk2b5v04JCTEu1T+2scff3zRZgEAAAAA/E+ZZx779u2rpUuXem+HhoZq3759KiwsVE5OjipVquTzAQEAAAAAzitzeXzvvfe0Zs0aDRgwQDt37tQzzzyj8ePHq1WrVkpNTdULL7zgrzkBAAAAAA4q82WrNWrU0NixY7Vp0yY988wz6tChg/7xj3+ocuXK/poPAAAAABAAbC+YY1mW6tevr5kzZ+ryyy9X79699cUXX/hjNgAAAABAgChzeVy0aJHatWunhIQEde7cWVdddZWmTp2qBQsW6LHHHlNOTo6/5gQAAAAAOKjM5fHFF1/Ue++9py+//FJTp07Va6+9pvDwcE2cOFH33HOP/vjHP/prTgAAAACAg8p8z2OVKlVKXFH1l+917Nixo2666SbfTQYAAAAACBhlLo/jx4/XE088oRMnTqh27doaO3Zsice5cA4AAAAAmKHM5bF9+/ZauHChv2YBAAAAAAQo26utAgAAAADA8ggAAAAAsMXyCAAAAACwxfIIAAAAALB1zgvmzJ07t1xf4O67775owwAAAAAAAtM5l8cFCxaUuL1hwwZdccUV8ng8ys7O1v79+9WiRQuWRwAAAAAwwDmXx/fff9/78Z/+9Cd16dJFf/jDH7z3vffee9q1a5dPhwMAAAAABIZyvecxLS1N999/f4n7+vbtW+rsJAAAAAAgOJVrebziiiu0YsWKEvetXLlSYWFhPhkKAAAAABBYzvmy1V96/vnnNWTIEE2fPl1169ZVdna2tm3bpkmTJvl6PgAAAABAACjX8tixY0dlZGRo1apV2rNnj2699VZ16tRJl19+ua/nAwAAAAAEgHItj5IUFhamtm3bKjc3VzfeeKMPRwIAAAAABJpyvecxKytLffr0UVxcnPr16ydJWrJkiUaNGuXT4QAAAAAAgaFcy+OYMWN06623asOGDQoNPX2ysmPHjvrqq698OhwAAAAAIDCUa3ncvHmzBg4cKLfbLZfLJUmqUaOGjhw54tPhAAAAAACBoVzLY+3atbVjx44S923btk0ej8cnQwEAAAAAAku5lsf+/ftr0KBB+vjjj1VYWKj09HQ9+eSTGjBggK/nAwAAAAAEgHJdbfXuu+9WrVq1NHv2bHk8Hs2fP1+PP/64oqOjfT0fAAAAACAAlGt5/OabbxQdHV1qWZw7d67uvvtunwwGAAAAAAgc5XrZ6tNPP61///vfJe6bNWuWpkyZ4pOhAAAAAACBpVzL4yuvvKIhQ4Zo+/btkqQZM2Zo+vTpmjFjhk+HAwAAAAAEhnK9bLV169ZKSUnRgAEDFBcXp4yMDL3//vtcbRUAAAAADHHO5XHXrl0lbv/ud79Tnz59NGPGDL3++usqLCzUrl271KBBA58PCQAAAABw1jmXx65du8rlcsmyrFKP3X///bIsSy6XS//5z398OiAAAAAAwHnnXB63bt3qzzkAAAAAAAGsXBfMyc3N1aFDh0rcd+jQIeXm5vpkKAAAAABAYCnX8vjoo48qJyenxH05OTl67LHHfDIUAAAAACCwlGt5zMzMVNOmTUvc17RpU/3f//2fT4YCAAAAAASWci2PYWFh2rFjR4n7duzYoVq1avliJgAAAABAgCnX8njXXXdpyJAhWrlypbZt26YVK1Zo6NChSkpK8vV8AAAAAIAAcM6rrf7SwIEDFRoaqtTUVOXk5Khu3bpKSkpSv379fD0fAAAAACAAlGt5dLvdevjhh/Xwww/7dJiff/5Zzz77rA4ePKhatWopNTVVDRs2LHFMUVGRxo8fr9WrV8vlcmngwIHeM6BlPQYAAAAAuHDlWh4lae3atZo/f7727NmjiIgIJSYmql27dhd1mOTkZN17771KTEzUggULNGbMGM2YMaPEMQsXLtTOnTu1bNkyHTx4UD179lT79u1Vv379Mh8DAAAAAFy4cr3ncc6cOXriiScUHh6url27KiIiQsOHD9dHH3100QbZv3+/tmzZovj4eElSfHy8tmzZory8vBLHLVq0SElJSXK73QoLC1N0dLSWLFli+xgAAAAA4MKV68zj3//+d73zzjtq1qyZ9764uDgNHTpUvXr1uiiDZGdnq06dOgoJCZEkhYSEKCIiQtnZ2QoLCytxXGRkpPe2x+Px/g7Ksh6rqP65OVtrt/5LpwqKnB7FMZUqhxjbT7uZ7ZLZ/Sa3S2b3m9wumd1Pu5ntktn93X//O13//y53eozzUq7l8eDBg2rcuHGJ+xo1aqRDhw75ZCgn1a5d3ekRSrjssgOSTv8Py2Qm99NuLpP7TW6XzO43uV0yu592c5ncHx5ew+kRzku5lseWLVtqwoQJeuqpp1StWjUdO3ZMEydOVIsWLS7aIB6PR7m5uSoqKlJISIiKioq0Z88eeTyeUsdlZWUpKipKUsmzjWU9Vl779x9VcbF1EYoujuv/3+Xq3PpK7d17xOlRHBMeXsPYftrNbJfM7je5XTK73+R2yex+2s1sl8zuD8R2t9tV5sm0cr3nMSUlRVu3blXr1q3VoUMH3XTTTdq6datSUlIu2qC1a9dW8+bNlZ6eLklKT09X8+bNS7xkVZJiY2M1Z84cFRcXKy8vTxkZGYqJibF9DAAAAABw4cp15jEiIkL/+Mc/lJ2drb179yoiIkJ169a96MOMHTtWzz77rKZMmaLLLrtMqampkqQBAwZo6NChuv7665WYmKh//etf6tatmyRp8ODBatCggSSV+RgAAAAA4MK5LMs662s0i4uLy/UF3O5ynbysMALtZatSYJ7S9ieT+2k3s10yu9/kdsnsfpPbJbP7aTezXTK7PxDb7V62es4zj9dcc41cLtc5P9GyLLlcLv3nP//5bRMCAAAAAALeOZfH5cuX+3MOAAAAAEAAO+fyWK9evVL3WZalAwcO6PLLLy/zrCQAAAAAILiU6w2Lhw8f1tNPP63rr79eHTp0UFRUlJ5++mkdPHjQx+MBAAAAAAJBuZbHkSNH6uTJk1qwYIE2btyo+fPnq6CgQM8995yv5wMAAAAABIBy/aqOr7/+Wv/85z9VtWpVSVLjxo01YcIE3XzzzT4dDgAAAAAQGMp15rFRo0bavXt3ifuysrL0u9/9zidDAQAAAAACyznPPM6dO9f7cfv27dW/f38lJiaqbt26ysnJUVpamhITE/0yJAAAAADAWedcHhcsWFDi9pVXXqmNGzd6bzdo0KDEbQAAAABA8Drn8vj+++/7cw4AAAAAQAAr13seAQAAAABmY3kEAAAAANhieQQAAAAA2GJ5BAAAAADYOucFc35p27ZtqlWrlq644grl5+dr+vTpcrvdeuihh1StWjVfzwgAAAAAcFi5zjwOGzZMhw8fliSlpqbqm2++0XfffacxY8b4dDgAAAAAQGAo15nH3bt3q1GjRrIsS5999pk+/fRTVa1aVV26dPH1fAAAAACAAFCu5bFKlSo6evSotm/fLo/Ho7CwMBUWFurkyZO+ng8AAAAAEADKtTzGx8frwQcfVH5+vvr27StJ2rJli+rXr+/T4QAAAAAAgaFcy+Nzzz2nL7/8UqGhoWrXrp0kyeVyaeTIkT4dDgAAAAAQGMp1wZzx48fr97//vXdxlKTrr79eK1as8NlgAAAAAIDAUa7l8ZNPPjnr/WlpaRd1GAAAAABAYCrzZatz586VJBUVFXk/PmPXrl2qVauWzwYDAAAAAASOMpfHBQsWSJJOnTrl/Vg6/X7HK664Qqmpqb6dDgAAAAAQEMpcHt9//31J0muvvaYnn3zSLwMBAAAAAAJPud7zeObXdEinX8L68ccfa/78+SouLvbpcAAAAACAwFCu5fGRRx7Rjh07JEkTJ07U22+/rXfeeUcTJkzw6XAAAAAAgMBQruUxMzNTzZs3lyQtXLhQ06ZN03vvvadFixb5dDgAAAAAQGAo8z2PZ7jdbp06dUo///yzatSoocjISBUXF3tfygoAAAAACG7lWh5vueUWPf744zp48KC6d+8uSdq2bZvq1Knj0+EAAAAAAIGhXMvjCy+8oHnz5ik0NFSJiYmSpAMHDmjIkCE+HQ4AAAAAEBjKtTxWrlxZvXv3VnFxsfbt26eIiAi1bdvW17MBAAAAAAJEuS6Yc/jwYQ0fPlxRUVHq1q2bJGn58uV67bXXfDocAAAAACAwlGt5TE5OVvXq1bVixQpVqlRJktSiRQstXrzYp8MBAAAAAAJDuV62umbNGq1evVqVKlWSy+WSJIWFhWn//v0+HQ4AAAAAEBjKdeaxRo0aOnDgQIn7srKyFB4e7pOhAAAAAACBpczlMT09XZKUlJSkoUOH6uuvv1ZxcbE2btyoESNGqE+fPn4ZEgAAAADgrDKXxzFjxkiSBgwYoLi4OI0bN06FhYV67rnn1KVLFz344IN+GRIAAAAA4Kwy3/NoWZYkyeVy6cEHH2RZBAAAAABDlbk8FhcX6+uvv/YukWfTvn37iz4UAAAAACCwlLk8FhQUaNSoUedcHl0ul5YvX+6TwQAAAAAAgaPM5bFatWp+WQ6PHz+ukSNH6vvvv1dISIhGjBih22677azHfvTRR5o2bZosy9Itt9yi559/Xm63WxkZGZoyZYoKCgpkWZbuuusu9e/f3+ezAwAAAIAJyvV7Hn1t+vTpql69uj777DNlZmbqvvvu07Jly3TppZeWOG7Xrl164403NH/+fNWqVUsDBgxQWlqaevbsqfDwcP31r39VnTp1dOTIEd15552KiopS69atHaoCAAAAgOBR5tVWy3qv48W0ePFi9e7dW5LUsGFDXXfddVq1alWp45YuXaro6GiFhYXJ7XYrKSlJixYtkiTdcMMNqlOnjqTTv5eycePG2r17t1/mBwAAAIBgV+aZx40bN/pliKysLNWrV8972+PxKCcnp9Rx2dnZioyM9N6OjIxUdnZ2qeO2b9+u7777TikpKec9S+3a1c/7c/whPLyG0yM4yuR+2s1lcr/J7ZLZ/Sa3S2b3024uk/srWrtfXrZ6xx13KCsr66yPffXVVxf1z9qzZ48effRRJScne89Eno/9+4+quNg/Z1zLKzy8hvbuPeL0GI4xuZ92M9sls/tNbpfM7je5XTK7n3Yz2yWz+wOx3e12lXkyzS/L47x588p8PDIyUrt371ZYWJik02cY27ZtW+o4j8dTYgnNysqSx+Px3t6/f7/69eunhx9+WHFxcRdpegAAAABAme959JfY2FjNnj1bkpSZmanNmzfr5ptvLnVcTEyMMjIylJeXp+LiYs2ZM8e7JB44cED9+vXTfffdp6SkJL/ODwAAAADBLiCWx4ceekiHDx9W165d9cgjj2jcuHGqXv306dJJkyZp1qxZkqQGDRro0UcfVa9evdStWzfVr19fCQkJkqSpU6cqMzNTs2fPVmJiohITE/Xxxx871gQAAAAAwcRl+euSqhUE73kMPCb3025mu2R2v8ntktn9JrdLZvfTbma7ZHZ/ILbbvecxIM48AgAAAAACG8sjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAFssjAAAAAMAWyyMAAAAAwBbLIwAAAADAVkAsj8ePH9cTTzyhrl27KjY2VitXrjznsR999JG6du2q6OhojRs3TsXFxSUeP3nypG6//Xbdeeedvh4bAAAAAIwREMvj9OnTVb16dX322Wd666239Pzzzys/P7/Ucbt27dIbb7yh2bNna9myZdqxY4fS0tJKHPPaa6/phhtu8NfoAAAAAGCEgFgeFy9erN69e0uSGjZsqOuuu06rVq0qddzSpUsVHR2tsLAwud1uJSUladGiRd7H169fr8zMTCUmJvptdgAAAAAwQUAsj1lZWapXr573tsfjUU5OTqnjsrOzFRkZ6b0dGRmp7OxsSdKxY8f04osvKiUlxfcDAwAAAIBhQv3xh9xxxx3Kyso662NfffXVRfkzXn75Zd17772qU6eOMjMzL/jr1K5d/aLMc7GFh9dwegRHmdxPu7lM7je5XTK73+R2yex+2s1lcn9Fa/fL8jhv3rwyH4+MjNTu3bsVFhYm6fQZxrZt25Y6zuPxlFhCs7Ky5PF4JEnffvutVq1apSlTpujkyZM6dOiQevTooYULF57XrPv3H1VxsXVen+Nr4eE1tHfvEafHcIzJ/bSb2S6Z3W9yu2R2v8ntktn9tJvZLpndH4jtbrerzJNpAfGy1djYWM2ePVuSlJmZqc2bN+vmm28udVxMTIwyMjKUl5en4uJizZkzR3FxcZKkhQsXasWKFVqxYoUmTpyoq6+++rwXRwAAAADA2fnlzKOdhx56SM8++6y6du0qt9utcePGqXr10xvvpEmTFBERoXvuuUcNGjTQo48+ql69ekmSOnbsqISEBCdHBwAAAAAjuCzLCqzXaDqMl60GHpP7aTezXTK73+R2yex+k9sls/tpN7NdMrs/ENsrxMtWAQAAAACBjeURAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgK9TpAQKN2+1yeoSzCtS5/MXkftrNZXK/ye2S2f0mt0tm99NuLpP7A63dbh6XZVmWn2YBAAAAAFRQvGwVAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYIvlEQAAAABgi+URAAAAAGCL5REAAAAAYCvU6QFgLzExUQsWLHB6DJ9bvXq1oqKiVLNmTR0+fFgTJkzQ5s2b1axZM40cOVJhYWFOj+hzixYt0sKFC5WVlaWQkBA1adJE/fv3V7NmzZwezadmzpyp7t27G/EzPptTp05p9uzZcrlc6t27t5YtW6aFCxfq6quv1uDBg1W5cmWnR/QrU57zJLOf9/bu3au//vWvqlu3rvr376+XXnpJ69at01VXXaVnn31WERERTo/oU+vXr9fixYuVnZ0tSfJ4PIqLi1Pr1q0dnsz3TH7O5/m+pDVr1mjDhg1q3ry5Onfu7PQ4PnXkyBFNmTJFLpdLgwcP1qxZs5SWlqarr75azz//vGrVquX0iOXisizLcnoI/M/dd99d6r4ffvhBTZs2lSTNnTvX3yP5TXx8vNLS0uR2u/X888/rkksuUXx8vFavXq0tW7bozTffdHpEn3r55Zf1008/qWPHjsrIyFBUVJTCwsL0wQcf6JlnnlFsbKzTI/pMVFSUQkJC1L59e91999269dZb5Xab88KIMWPG6ODBgzpx4oSqV6+uU6dOKS4uTsuXL1etWrU0evRop0f0GZOf8ySzn/cGDBigxo0bKz8/X5mZmWratKkSEhL0xRdf6Pvvv9dbb73l9Ig+M2XKFC1ZskQ9e/aUx+ORJGVnZ2v+/PmKiYnR4MGDHZ7Qt0x+zjf5+V6SevfurdmzZ0uS5s+frzfffFPR0dH68ssvdeedd6pfv34OT+g7TzzxhOrUqaNjx45px44daty4sXr27KmlS5dq3759evnll50esXwsBJTu3btbo0aNstatW2etXbvW+vrrr62OHTtaa9eutdauXev0eD7VvXt378c9e/Ys8VhCQoK/x/G72NhYq6ioyLIsy8rPz7f69u1rWZZl7d6924qPj3dyNJ9LTEy09u/fb7399ttWfHy81bFjRys1NdXatm2b06P5xZmf78mTJ62WLVtax48f994O9p+9yc95lmX2816PHj0sy7KsoqIiq0OHDmd9LFh17drVOnHiRKn7jx8/bkVHRzswkX+Z/Jxv8vO9ZZ3+2Z/Rq1cva9euXZZlWdaBAweCvv9MX2FhodWmTRursLDQsizLKi4urlDtZvwzTwUyb9481ahRQ++8845+97vfqW3btqpSpYratGmjNm3aOD2eT11++eXatGmTJCk8PFz79++XJOXn56u4uNjJ0fwiNPR/ryJ3uVw6cuSIJCkyMtKpkfzG5XIpLCxM/fr108KFCzVlyhTl5+erT58+6tOnj9Pj+dyZn33lypXVoEEDVa1a1Xs7JCTEydF8zuTnPMns572ioiJZlqUTJ07o2LFjys/PlyQVFhaqsLDQ4el8y7IsuVyuUve7XC5ZBrwgzOTnfJOf7yWV+Ht/6tQp1a9fX5JUq1atEv8dFIzO9IWEhMjj8Xh/3i6Xq0KdeQ/un1IFVLlyZY0YMULr16/XoEGDdN999zk9kt+MGjVKQ4YMUevWrRUeHq5evXqpXbt22rRpkx5++GGnx/O59u3ba+DAgerQoYNWrFih2267TZJ09OhRFRUVOTydb/36P5aioqIUFRWlkSNH6rPPPnNoKv9xuVwqLCxUaGiopk6d6r2/oKAg6H/2Jj/nSWY/73Xo0EH33HOPCgoK1KtXLz3xxBNq166d1qxZoxtvvNHp8XyqZ8+eSkpKUs+ePb3/QJiVlaX58+erZ8+ezg7nByY/55v8fC9JP//8s+6++25ZlqWdO3fq6NGjql69uqTTy2Qwc7vdOnnypKpUqaL58+d77z927JhzQ10A3vMYwI4fP66XX35Z3377rdLS0pwexy+OHz+u9PR0bdu2TUVFRYqMjFRcXJz3PSHBrLi4WHPnztXWrVt17bXX6s4775TL5VJBQYGOHDmi2rVrOz2iz7z66qsaPny402M4ZuvWrWrUqFGpCyXs2rVLGzduVEJCgkOT+ZeJz3mSuc97lmVp+fLlcrlc6ty5s77//nvNmzdP9evX13333Rf0Fw755ptvtHjxYmVlZUk6/SqT2NhYI864m/ycb/rz/bp160rcvvbaa3XppZdq7969WrZsWVD/A+LevXsVFhZW6gxzTk6Ofv75Z7Vv396hyc4PyyMAAADgkGPHjumSSy5xegzHmNyfmZmphg0bOj3Geak4L7CF3njjDadHcIzJ7ZIZ/d9++60WLlyovXv3lrh/3rx5Dk0UGEz42Z+Lye2S2f0mtJ95ztu3b1+J+015zuM5/3+C+WxbeZjc/+STTzo9wnljeaxAgv2S9WUxuV0K/v533nlHI0eO1KeffqrExEQtW7bM+9iMGTMcnMx5wf6zL4vJ7ZLZ/cHe/svnvISEBOOe83jOL8n0FwGa3F8R27lgToA52+88k07/5TpzFb5gZXK7ZHb/J598ok8++UTVq1fX9u3bNXjwYB09elR33nlnhXxiPV8m/+xNbpfM7je53fTnPNP7f+3MFUdNZXJ/y5YtnR7hvLE8BpjMzEy9+uqrqlatWon7LcuqkKe2z4fJ7RL9Z6621rhxY82YMUP9+/dXQUHBWS9nH2xM/tmb3C6Z3W9yu2T2c55E/y+Z8DLtspjcP2bMGKdHOG8sjwHmmmuuUfXq1dWqVatSj1WqVMmBifzH5HbJ7P5KlSpp7969Cg8PlyRFRETovffeU//+/bVjxw6Hp/M9k3/2JrdLZveb3G76c57J/YcOHVLNmjW9t+fOnasNGzaoefPm6tu3b9Avzyb3f/zxx7rtttsUFhamnJwcjRgxQps3b1azZs00YcIEXXnllU6PWC5cbTXA5Obm6tJLL/X+i9wvFRcXV6hfInq+TG6XzO5fvny5wsPDFRUVVeL+AwcOaNq0aXrmmWccmsw/TP7Zm9wumd1vcrvpz3km999xxx3eiwJNnz5dy5YtU48ePbRixQpde+21Qf8rTEzuj4+PV3p6uiTpiSee0I033qiEhAStWrVK8+fP17vvvuvsgOXE8lgBmHwJY5PbJbP7TW6XzO43uV0yu592M9slc/p79uzp/QXxd911l6ZNm6awsDAdP35cSUlJ3uUiWJncHxsbqyVLlkgquURLJb8vgS54/1kviJh8CWOT2yWz+01ul8zuN7ldMrufdnOZ0v/Ll2W6XC6FhYVJkqpVq6bQ0OB/N5nJ/VdeeaVWrFjh/TgzM1OSSv26mkAX3D+lIGHyyWGT2yWz+01ul8zuN7ldMrufdnOZ0v/jjz+qffv2sixL+fn5ysvLU1hYmAoLC1VUVOT0eD5ncn9ycrIee+wxvfPOO6pZs6aSkpJ07bXXKjs7W6NHj3Z6vHJjeawATL6Escntktn9JrdLZveb3C6Z3U+7uUzp/+XvtJSkGjVqSJIOHz6soUOHOjGSX5ncX69ePc2bN09fffWVtm3bptatW8vj8eiWW24pddXpQMZ7HiuA/Px8XXrppU6P4QiT2yWz+01uBwCYIzMzUw0bNnR6DMeY3F8R23nPYwWQkJDg9AiOMbldMrvfpPZDhw6VuD137lw999xzev/994P+pVwmt0tm99P+Pya1S/T/mgm/17QsJvdXxHZethpg2rdvX+q+Q4cOee9fs2aNv0fyG5PbJbP7TW6XpD/84Q/nvHT5nj17gvrS5Sa3S2b3025mu0T/r5m4MP+Syf0VsZ3lMcA0bdpU9evX18CBAxUSEiLLsnTffffpgw8+cHo0nzO5XTK73+R2qeT/eSxatMh76fK77rpLSUlJQf0fUia3S2b3036aae0S/b/WsmVLp0dwlMn9FbGdl60GmHfffVfNmjXTs88+q6NHj6p+/foKDQ1VvXr1VK9ePafH8ymT2yWz+01ul8y+dLnJ7ZLZ/bT/72OT2iX6f23MmDFOj+Aok/srYrt5/wutAPr27avf//73Gj16tNq0aVMhT2lfKJPbJbP7TW43+dLlJrdLZvfTbma7RP+5jB49Wn/605+cHsMxJvdXpHaWxwDVsGFDzZgxQ9OnT9fVV1/t9Dh+ZXK7ZHa/qe0mX7rc5HbJ7H7a/8ekdon+c1m9erXTIzjK5P6K1M6v6qgAKuJlfC8Wk9sls/tNbpfM7je5XTK7n/aGTo/hGFP6z3aBOOn0+0CPHDmi77//3s8T+ZfJ/cHSzpnHCuDJJ5/0XpXMNCa3S2b3m9wumd1vcrtkdj/tZrZL5vRblqV3333Xe7b1l/ffc889Dk3lPyb3B0s7y2MFYPLJYZPbJbP7TW6XzO43uV0yu592c5nSf9111+nAgQNq1qxZqcfq1KnjwET+ZXJ/sLSzPFYAFfEyvheLye2S2f0mt0tm95vcLpndT7u5TOmfMmWKQkJCzvrY3Llz/TyN/5ncHyztvOcRAAAAAGCL3/NYgYwePdrpERxjcrtkdr/J7ZLZ/Sa3S2b3026uYO8vKCjQX//6V40ePVqff/55iccqyq9q+C1M7g+WdpbHCqQiXcb3YjO5XTK73+R2yex+k9sls/tpN1ew948dO1Y//vijGjVqpFdeeUUvvPCC97ENGzY4OJl/mNwfLO285zHA2F3GN5iZ3C6Z3W9yu2R2v8ntktn9tJdmQrtkdv/mzZu1cOFCSdI999yjYcOG6bnnntMLL7xgxEWDTO4PlnaWxwATLJfxvRAmt0tm95vcLpndb3K7ZHY/7Wa2S2b3FxUVeT+uWrWqJk+erKeeekpPP/20iouLHZzMP0zuD5Z2lscAEyyX8b0QJrdLZveb3C6Z3W9yu2R2P+1mtktm919xxRXaunWrtz0kJESvvvqqRowYoZ9++snh6XzP5P5gaedqqwGmoKBAISEh57yUbzAzuV0yu9/kdsnsfpPbJbP7aTezXTK7PzMzU5UqVVK9evVK3G9ZllatWqVOnTo5NJl/mNwfLO0sjwAAAICfHT58WJJ02WWXOTyJM0zur8jtXG01wATLZXwvhMntktn9JrdLZveb3C6Z3U+7me2S2f15eXl67rnn1KJFC3Xq1Em33HKLWrZsqeeee055eXlOj+dzJvcHSzvLY4AJlsv4XgiT2yWz+01ul8zuN7ldMrufdjPbJbP7n376aTVo0EArVqzQxo0b9d133ykjI0P169fX008/7fR4Pmdyf9C0Wwgo8fHx3o+PHz9u/fGPf7RGjhxpFRcXW4mJic4N5gcmt1uW2f0mt1uW2f0mt1uW2f20n2Zau2WZ3R8TE3POx7p16+bHSZxhcn+wtHPmMcCc7TK+x48fr3CX8b0QJrdLZveb3C6Z3W9yu2R2P+2nmdYumd1fpUoVbdy4sdT9GzZsUOXKlR2YyL9M7g+WdpbHAHPmMr5nnLmMr8vlqlCX8b0QJrdLZveb3C6Z3W9yu2R2P+1mtktm96ekpGjEiBHq0aOHBg0apEGDBqlHjx569tlnNW7cOKfH8zmT+4OlnautBphguYzvhTC5XTK73+R2yex+k9sls/tpN7Ndot+yLP373/9Wdna2JMnj8ei6666Ty+VyeDL/MLk/GNpZHgNYRb6M729lcrtkdr/J7ZLZ/Sa3S2b3025mu2Re/4EDB/Tqq68qKytLnTt3Vt++fb2PDRkyRJMnT3ZwOt8zuT9Y2kOdHgAl5eXl6ZVXXtHixYslnf4XCrfbrdjYWD311FMKCwtzeELfMbldMrvf5HbJ7H6T2yWz+2k3s10yuz85OVn169fXLbfcolmzZunrr7/W66+/rtDQUO3atcvp8XzO5P5gaec9jwEmaC7jewFMbpfM7je5XTK73+R2yex+2s1sl8zuz8zM1DPPPKNu3brp7bffVnh4uB555BGdPHnS6dH8wuT+oGn301VdUU7BchnfC2Fyu2WZ3W9yu2WZ3W9yu2WZ3U/72QV7u2WZ3R8bG1vqvgkTJlgPPPDAWR8LNib3B0s7Zx4DTLBcxvdCmNwumd1vcrtkdr/J7ZLZ/bSb2S6Z3d+gQQN98803Je4bMWKEbrjhBmVmZjozlB+Z3B8s7VwwJ8B89913euaZZ1SlShXvVch2796tkydPKjU1VS1atHB4Qt8xuV0yu9/kdsnsfpPbJbP7aTezXTK7/+DBg3K5XKpZs2apx7Zt26YmTZo4MJX/mNwfLO0sjwHICoLL+F4ok9sls/tNbpfM7je5XTK7n3Yz2yX6gYqKl60GmAMHDmj06NF67bXXtGfPHnXr1k3XX3+9XC6XhgwZ4vR4PmVyu2R2v8ntktn9JrdLZvfTbma7RD9QkbE8Bpjk5GRddtll6tOnj5YvX67HHntMhYWFklShLuN7IUxul8zuN7ldMrvf5HbJ7H7azWyX6AcqMpbHABM0l/G9ACa3S2b3m9wumd1vcrtkdj/tZrZL9AMVGctjgDl16pT3Y5fLpeTkZF199dUaOHBg0D+pmtwumd1vcrtkdr/J7ZLZ/bSfZlq7RD9QkbE8BphguYzvhTC5XTK73+R2yex+k9sls/tpN7Ndoh+oyLjaaoAJlsv4XgiT2yWz+01ul8zuN7ldMrufdjPbJfqBiozlEQAAAABgi5etAgAAAABssTwCAAAAAGyxPAIAAAAAbIU6PQAAAMGuc+fO2rdvn0JCQhQSEqImTZooMTFRvXv3ltvNv+MCACoGlkcAAPzgrbfeUocOHXTkyBGtW7dOL7zwgjZt2qSXXnrJ6dEAACgX/rkTAAA/qlGjhrp06aLXX39d8+bN048//qjPP/9cPXv2VMuWLdWpUydNnjzZe/zAgQP1/vvvl/gaPXr00Geffebv0QEAhmN5BADAAVFRUapbt67Wr1+vatWqKTU1VevXr9ff/vY3zZo1SxkZGZKknj17Ki0tzft5W7du1Z49e9SpUyenRgcAGIrlEQAAh0REROjQoUNq27atmjZtKrfbrWbNmun222/XunXrJEldunRRZmamMjMzJUkLFixQXFycKleu7ODkAAATsTwCAOCQ3Nxc1axZU//61790//33q127dmrVqpU+/PBDHThwQJJUpUoVxcXFKS0tTcXFxUpPT1diYqLDkwMATMTyCACAAzZt2qTc3Fy1atVKw4cPV5cuXfTFF1/o22+/VZ8+fWRZlvfYO+64QwsXLtSaNWtUrVo1tWjRwsHJAQCmYnkEAMCPjh49qpUrV2rYsGFKSEhQ06ZNlZ+fr5o1a6pKlSratGmT0tPTS3xOixYt5Ha7NWHCBCUkJDg0OQDAdC7rl/+0CQAALrpf/p5Ht9utJk2aKCEhQX369FFISIiWLFmi1NRUHTx4UG3atFG9evV0+PBhvfLKK96vMWXKFE2aNEkZGRlq0KCBgzUAAFOxPAIAUAHMnz9fs2fP1qxZs5weBQBgKF62CgBAgDt+/Lg++OAD9e7d2+lRAAAGY3kEACCArV69Wu3bt1ft2rUVHx/v9DgAAIPxslUAAAAAgC3OPAIAAAAAbLE8AgAAAABssTwCAAAAAGyxPAIAAAAAbLE8AgAAAABssTwCAAAAAGz9f0O1SwesyU5uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates, blocked_percentage, \"Day\", \"Tests blocked %\", \"Daily Blocked Test Percentage\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4887a62",
   "metadata": {},
   "source": [
    "#### Number of timed out tests\n",
    "This metric keeps track of the total number of timed out tests on TestGrid. Lets plot these values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c5d618db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, timedout_vals_to_plot, \"Day\", \"# Timed Out Tests\", \"Daily Timed Out Tests\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd44fc16",
   "metadata": {},
   "source": [
    "#### Percentage of tests timed out\n",
    "This metric calculates the percentage of timed out tests on TestGrid. We can visualize the change in percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cfea2306",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates,\n",
    "    timedout_percentage,\n",
    "    \"Day\",\n",
    "    \"Tests timed out %\",\n",
    "    \"Daily Timed Out Tests Percentage\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4adc03b5",
   "metadata": {},
   "source": [
    "From the above graphs, we see that there were no blocked tests or timed out tests found."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8094955",
   "metadata": {},
   "source": [
    "### Build Pass Failure\n",
    "The `build_pass_failure` KPI file consists of `test_duration`, `build_failure`, `build_passing`, `build_status` metric files which comprise of metric data like number of builds passing, number of builds failing etc. We will read each of these files and aggregate the metric values across all TestGrid dashboard, job and tests. We can then plot these aggregate metrics values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2334f29b",
   "metadata": {},
   "outputs": [],
   "source": [
    "build_pass_failure_files = metrics_bucket.objects.filter(\n",
    "    Prefix=\"metrics/build_pass_failure\"\n",
    ")\n",
    "\n",
    "dates = []\n",
    "build_pass_vals_to_plot = []\n",
    "build_pass_percentage = []\n",
    "build_fail_vals_to_plot = []\n",
    "build_fail_percentage = []\n",
    "\n",
    "for i in build_pass_failure_files:\n",
    "    # split into project key and file \"path\"\n",
    "    project_bucket, kpifile_key = i.key.split(\"/\", maxsplit=1)\n",
    "\n",
    "    # read parquet\n",
    "    df = cc.read_from_ceph(project_bucket, kpifile_key)\n",
    "\n",
    "    # get x and y values to plot for this date\n",
    "    build_pass_vals_to_plot.append(\n",
    "        df.build_passing.replace([np.inf, -np.inf], np.nan).sum(),\n",
    "    )\n",
    "    build_pass_percentage.append(\n",
    "        (df.build_passing.replace([np.inf, -np.inf], np.nan).sum()) / (len(df)),\n",
    "    )\n",
    "    build_fail_vals_to_plot.append(\n",
    "        df.build_failure.replace([np.inf, -np.inf], np.nan).sum(),\n",
    "    )\n",
    "    build_fail_percentage.append(\n",
    "        (df.build_failure.replace([np.inf, -np.inf], np.nan).sum()) / (len(df)),\n",
    "    )\n",
    "    dates.append(\n",
    "        kpifile_key.rsplit(\"/\", maxsplit=1)[-1]\n",
    "        .split(\"-\", maxsplit=1)[-1]\n",
    "        .split(\".\", maxsplit=1)[0]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5cfef14",
   "metadata": {},
   "source": [
    "Let's plot the following metrics from the `build_pass_failure` KPI file:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f7b4e05",
   "metadata": {},
   "source": [
    "#### Number of builds passed\n",
    "This metric tracks the total number of builds that were passing. Lets plot these values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5b636aa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, build_pass_vals_to_plot, \"Day\", \"# Passing Builds\", \"Daily Build Passes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e10cb7d",
   "metadata": {},
   "source": [
    "#### Build pass percentage\n",
    "This metric calculates the percentage of builds that were passing. We can visualize the change in percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b4637558",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8843ofomJiZgxY4bo9rCwMHz88cf4/PPP9RHXYLg6WuPBIcEY08cfO45dxLYjF7Hwu2MI8XXGmD4B6NZRAUEQpI5JRERERERGTC9HDEtLS5Geno64uDgAQFxcHNLT03HlyhWdHyMkJATBwcGQycxzkaqDrSXi+wXi/57ri4eGdkLx1Wv45OcTePurFCSfLoRarZE6IhERERERGSm9HDEsKCiAp6cn5PLm5+iTy+VQKpUoKCiAQqFocd8NGzZg37598PDwwEsvvYTIyMg2y+HmZpjX53l4ON7R/af4uGDiiFDsPnYRv+zMxGdrT0HlloPx9wVjaLQfLC2M/7kQ77QTc8BOWsdexNiJGDsRYydi7ESMnbSOvYixEzFj68Sgls9MnjwZzz77LCwtLbF//348//zz2LhxI1xdXdvk8UtLqwzuyJqHhyOKiyvv6n27B7qiW0A0Us8WY8PBC/h05Ql8t/k0RkZ3wKAe3rC1Nqg/Xp3dSyemip20jr2IsRMxdiLGTsTYiRg7aR17EWMnYobYiUwm3PJAmV4mB5VKhcLCQjQ1NUEul6OpqQlFRUVQqVQt7ufh4aF9uV+/flCpVMjMzERMTIw+YholmSCgV2cleoZ4IP1CGTYevICfdp7DhoM5GNLTF8OifOFoZyV1TCIiIiIiMmB6GQzd3NwQFhaGpKQkJCQkICkpCWFhYaLTSAsLC+Hp6QkAOH36NC5duoTAwEB9RDR6giCgS4ACXQIUyMqvwMZDF7D+QA5+Tc7FwO7eGBnTAW7ONlLHJCIiIiIiA6S3cw3nz5+PmTNnYsmSJXBycsKiRYsAAFOnTsX06dPRrVs3/OMf/8CpU6cgk8lgaWmJDz74QHsUMSkpCR988AEqKiqwfft2fP7551i6dCmCg4P19SkYjY7eTnhxfDfkl1Rj06EL2Jl6CTtTL6F3l+bnQlS52UsdkYiIiIiIDIig0WgM66K7dmRq1xjqquRqLX5NzsPeE/loaFSjZ4gHxvTxR6DKqV0/7t0yxHOypcZOWsdexNiJGDsRYydi7ESMnbSOvYixEzFD7MQgrjEkabk72+Lh4SEY2y8A245cxI6jF3H0bDHC/F1xfx9/hPm78rkQiYiIiIjMGAdDM+JkZ4XxAztidGwH7Dp+CVuS8/DhiuMIVDliTO8ARIa4Q8YBkYiIiIjI7HAwNEO21hYYHeuPYb18sf/kZWw6fAGfrj4JlZsdRsf6o3cXT1jIZVLHJCIiIiIiPeFgaMYsLeQYHOmDAd1VOJLR/FyISzeexpp9WRgZ0wEDu3vD2lIudUwiIiIiImpnHAwJcpkMseGeiAlT4mRWKTYcvIDl2zKxfn8Ohkf5YkgvX9jbWEodk4iIiIiI2gkHQ9ISBAERQe6ICHLH2bxybDx0Aav3ZmPj4Vzc18MHI2L84OJgLXVMIiIiIiJqYxwMqVUhfi4I8XNBbmElNh3Oxa8pudh2NA/9uqkwOrYDlK52UkckIiIiIqI2wsGQbqmDpyP+Et8F4wYEYvPhXOw7WYA9J/IRHarEmN7+6ODpKHVEIiIiIiK6RxwMSSdKVzs8NioU8f0DsSUlDztTLyH5dBEigtwwprc/QvxcpI5IRERERER3iYMh3REXB2s8eF8w7u/jjx3HLmFrSh7e//4Ygn2dcX9vf0QEuUHgcyESERERERkVDoZ0V+xtLDG2bwBGRPth74l8/Jqci3+uTIOvhwPG9OmA6FAl5DI+FyIRERERkTHgYEj3xNpSjmFRfhgc6YPD6YXYeOgCPl+XjtV7sjAq1h/9u3nB0oLPhUhEREREZMg4GFKbsJDL0K+bCn26euF4Zgk2HLyAb389g3X7sjEiunlwtLXmlxsRERERkSHiT+rUpmSCgJ4hHojs5I6MC2XYcOgCft51HhsOXsCQXj4Y1ssPTvZWUsckIiIiIqIbcDCkdiEIAsICFAgLUCC7oAIbD17AhgMXsCU5DwMivDEy1g/uzrZSxyQiIiIiInAwJD0IVDnhhfHdUFBajU2HcrHr+CXsOn4JseGeGN3bHz7u9lJHJCIiIiIyaxwMSW9UbvZ46v4wJA4IxObkXOw5kY8Dv11GZCd3jOnjjyBvZ6kjEhERERGZJQ6GpHcKJxtMGRaCsX0DsO3IRWw/ehGpmSUI7eCC+/sEYJC7g9QRiYiIiIjMCgdDkoyjnRXGDeyIUbEdsPt4Pn5NycVHPx7Ht1vPwtXeCs4OVnCyt4KzvRWc7a3h7HD9ZSs42llBJhOk/hSIiIiIiEwCB0OSnK21BUbFdsDQXr448FsBzhVUovhKDS4UVqGiug61dU2i9xEAONpZwulPA6OzvRWcHH4fJH8fLu2sLSAIHCKJiIiIiG6GgyEZDEsLGQb18MGE4Y4oLq7U3l7X0ISK6npcra7H1ap6VFTXNb/8++tXq+txubQaV6vr0dikET2uhVxoHhhvGBa1Q+SfBksrS7k+P2UiIiIiIoPAwZAMnrWlHB4utvBwufXTW2g0GtTUNWqHxavVdajQvtz8X8nVa8jKv4rKmgaIR0jA1lr+xwB5/T/tKa1/DJaOdpaQy2Tt8wkTEREREekZB0MyGYIgwN7GEvY2lvC+zVNgNKnVqKxpaDlE3nAE8mp1PXKLeCorEREREZkHDoZkluQyGVwcrOHiYH3b++rrVFYneytY81RWIiIiIpIAB0Oi22jLU1lLK64hq6ACldX1d3Qqa3iwBwLc7XjkkYiIiIjaBQdDojZyp6eyVtU0/OnIY/ORyOuntOYVVeG36nrU1jXil91ZmDo2HH26eOnpsyEiIiIic8LBkEgCcpkMzg7WcNbxVNZ//XIS3205ixBfF7g52+ghIRERERGZE65VJDJw1pZyvDqlJ9QaDb7ckA61prWTUImIiIiI7h4HQyIj4OVmjylDOyEjtxxbkvOkjkNEREREJoaDIZGR6B+hQmQnd6zacx4Xi6qkjkNEREREJoSDIZGREAQBj48OhZ2NJT5ffwoNjWqpIxERERGRieBgSGREnOys8OToUFwsrsbqPVlSxyEiIiIiE8HBkMjIdA92x+Ae3vg1ORcZF8qkjkNEREREJoCDIZERmjSkE5SutvhyQzpqrjVKHYeIiIiIjBwHQyIjZG0lxzNjw1FWWY/vt56ROg4RERERGTkOhkRGKsjbGXF9/XHwVCGSTxdKHYeIiIiIjBgHQyIjFtc3AIEqJ3z76xmUVdZJHYeIiIiIjBQHQyIjZiGXYerYcDQ0qbF0QzrUGo3UkYiIiIjICHEwJDJyXgo7TBrSCadyyrD96EWp4xARERGREeJgSGQCBvfwRkSQG1buOo9LJdVSxyEiIiIiI8PBkMgECIKAJ0eHwtpSji/Wn0Jjk1rqSERERERkRDgYEpkIZwdrPDE6FLmFVVi7L1vqOERERERkRDgYEpmQniEe6B+hwsZDF3A2r1zqOERERERkJDgYEpmYh4Z2gruzDf6XlI7aukap4xARERGREeBgSGRibK0t8ExcOEorrmH5tkyp4xARERGREdDbYJidnY1JkyZh5MiRmDRpEnJyckT3Wbx4Mfr06YOEhAQkJCTg7bff1r6ttrYWL7/8MoYPH45Ro0Zh586d+opOZHQ6+bpgTG9/7DtZgKNniqWOQ0REREQGzkJfH2jevHmYMmUKEhISsHbtWsydOxfffPON6H6JiYmYMWOG6PYvv/wSDg4O2Lp1K3JycvDwww9jy5YtsLe310d8IqOT0D8Qv2VdwdebMxDs4wRnB2upIxERERGRgdLLEcPS0lKkp6cjLi4OABAXF4f09HRcuXJF58fYtGkTJk2aBAAICAhA165dsWfPnnbJS2QKLOQyTB0bjrqGJizdmAGNRiN1JCIiIiIyUHoZDAsKCuDp6Qm5XA4AkMvlUCqVKCgoEN13w4YNGDt2LJ566imkpqZqb8/Pz4ePj4/2dZVKhcuXL7d/eCIj5u1uj4mDg3AyqxS7judLHYeIiIiIDJTeTiXVxeTJk/Hss8/C0tIS+/fvx/PPP4+NGzfC1dW1TR7fzc2hTR6nrXl4OEodweCwE7G77WTSyDCczi3HTzvPoV+kL3w8DPPvwd3i14oYOxFjJ2LsRIydiLGT1rEXMXYiZmyd6GUwVKlUKCwsRFNTE+RyOZqamlBUVASVStXifh4eHtqX+/XrB5VKhczMTMTExMDb2xuXLl2CQqEA0HwUMjY29o5ylJZWQa02rNPpPDwcUVxcKXUMg8JOxO61k0eGh2Dul4ex6OtkzHqkFyzkprGQmF8rYuxEjJ2IsRMxdiLGTlrHXsTYiZghdiKTCbc8UKaXnw7d3NwQFhaGpKQkAEBSUhLCwsK0Q951hYWF2pdPnz6NS5cuITAwEAAwatQo/PjjjwCAnJwcnDx5EgMGDNBHfCKj5+pojcdGhSK7oBJJB3KkjkNEREREBkZvp5LOnz8fM2fOxJIlS+Dk5IRFixYBAKZOnYrp06ejW7du+Mc//oFTp05BJpPB0tISH3zwgfYo4tNPP42ZM2di+PDhkMlkWLBgARwcTOuUOKL2FB2qxPEuXkg6cAHdgtwQ5O0sdSQiIiIiMhCCxoxWFfJUUuPATsTaqpOaa42YtzQZcrmA+U9Gw8bKoC4zvmP8WhFjJ2LsRIydiLETMXbSOvYixk7EDLETgziVlIgMg52NBZ6JC0NxWS1+2nFO6jhEREREZCA4GBKZmc4dXDEytgN2Hc/H8XMlUschIiIiIgPAwZDIDI0b0BF+Sgcs23gaFdX1UschIiIiIolxMCQyQ5YWMkwdG46aukZ8vTkDZnSpMRERERG1goMhkZny9XDAA4OCkJpZgr1pBVLHISIiIiIJcTAkMmPDo/0Q5u+K5dsyUVRWI3UcIiIiIpIIB0MiMyYTBDx9fxhkMgFfJKWjSa2WOhIRERERSYCDIZGZUzjZ4NERITh/qQIbD+VKHYeIiIiIJHBHg2FmZiYmTZqEyMhIjB07FikpKe2Vi4j0qHcXL8SEKbFuXzayCyqkjkNEREREenbLwfDPmwoXLVqEN954A4cPH8brr7+OmTNntms4ItKfR0d2hpO9Fb5Yn466hiap4xARERGRHt1yMHzooYdw8uRJ7ev19fXw8fGBlZUVfHx8UFdX1+4BiUg/7G0s8fT9Ybh8pQYrd56XOg4RERER6ZHFrd74wQcf4N1334Wnpydee+01vPDCC5g8eTLUajXq6uowZ84cfeUkIj0ID1BgeJQfth7JQ/dgN3Tt6CZ1JCIiIiLSg1seMezQoQP++9//om/fvnj88cdx8eJF7NixA6tXr8aBAwcQFxenr5xEpCcTBneEt7s9vtx4GlW1DVLHISIiIiI90Gn5zKhRo/D9998jMzMTjz/+OEpKSiCXy9s7GxFJwNJCjmljw1FV04CvN2eIrjUmIiIiItNzy8EwOTkZY8eORWRkJJ544gkkJibizTffxIIFC/Dee++hurpaXzmJSI86eDpi3MCOOHqmGAd+uyx1HCIiIiJqZ7ccDGfNmoXXXnsNhw8fxnPPPYd3330XoaGh+P777xEcHIzJkyfrKycR6dmomA4I8XXG91vPoqS8Vuo4RERERNSObjkY1tXVoVu3brCyskKXLl1QX1+vfduDDz6Ib775pt0DEpE0ZDIBz8SFAwD+l5QOtZqnlBIRERGZqltuJZ0xYwYmTJgAT09PlJeXY/78+S3e7urq2p7ZiEhi7i62eHh4CL7ccBq/JudidG9/qSMRERERUTu45WA4duxYjBkzBuXl5VAoFBAEQV+5iMhA9O3qhePnSrBqTxa6BCrQwdNR6khERERE1MZuu5VULpfDzc2NQyGRmRIEAY+PCoWDnSW+WJ+OhsYmqSMRERERURvT6ekqiMi8Odha4qkxYbhUUo1fdmdJHYeIiIiI2hgHQyLSSbeObhjS0wdbUvKQnnNF6jhERERE1IY4GBKRzibeFwwvhR2+3HAa1dcapI5DRERERG3kpstnDh48qNMD9OnTp83CEJFhs7aUY+rYcLz37VF8t+Us/hLfRepIRERERNQGbjoYvvnmmy1eLyoqAgC4uLigvLwcAODp6Ynt27e3XzoiMjiBKifE9wvA6r3Z6B7sht7hXlJHIiIiIqJ7dNPBcMeOHdqXP/vsM5SXl+Ovf/0rbG1tUVtbi3/9619wcXHRR0YiMjBj+vgjLasU3/16FiG+LlA42UgdiYiIiIjugU7XGC5btgyvvfYabG1tAQC2trZ49dVX8dVXX7VrOCIyTHKZDFPjwtGk1uDLDaeh1mikjkRERERE90CnwdDOzg5paWktbjt58qR2UCQi86N0tcNDwzrh9IUybEvJkzoOEREREd2Dm55KeqPp06fjmWeewZAhQ+Dl5YXLly9j586dmDt3bnvnIyIDNiBCheOZJVi5OwvhgQr4ejhIHYmIiIiI7oJORwwTExPx888/o2PHjqiqqkJgYCB++uknJCYmtnM8IjJkgiDgidGhsLOW44v16WhoVEsdiYiIiIjugk5HDAEgODgYHTt2RElJCZRKZXtmIiIj4mRvhSfGhOFfK9OwZm8WJt4XLHUkIiIiIrpDOh0xrKiowGuvvYaIiAiMGDECALB9+3Z8/PHH7RqOiIxDj2B3DOrhjc2Hc3Emt0zqOERERER0h3QaDOfNmwcHBwfs2LEDlpaWAIDIyEhs2rSpXcMRkfGYNCQYHq62+F/SadRca5Q6DhERERHdAZ0Gw4MHD+Ktt96CUqmEIAgAAIVCgdLS0nYNR0TGw8bKAlPjwlFWWYcftp2VOg4RERER3QGdBkNHR0eUlbU8PSw/Px8eHh7tEoqIjFOQjzPi+vrjwG+XcSSjSOo4RERERKQjnQbDiRMnYvr06Th06BDUajVSU1MxY8YMTJ48ub3zEZGRiesbgECVI77enIGyyjqp4xARERGRDnQaDKdOnYrRo0djwYIFaGxsxOzZszF06FA8/vjj7Z2PiIyMhVyGZ+LC0dCoxlcbT0Oj0UgdiYiIiIhuQ6enqxAEAY8//jgHQSLSicrNHpOGBOPbLWex49glDO3lK3UkIiIiIroFnY4YHjp0CHl5eQCA4uJizJgxA7NmzUJxcXG7hiMi4zU40gfdOrrhp53nUFBaLXUcIiIiIroFnQbDt99+G3K5HADw/vvvo7GxEYIgYM6cOe0ajoiMlyAIeHJMKKwt5fh8fToam9RSRyIiIiKim9DpVNLCwkJ4e3ujsbER+/bt0z6f4YABA9o7HxEZMRcHazw+KhSfrj6JdfuzMX5gkNSRiIiIiKgVOh0xdHBwQElJCVJSUhAUFAR7e3sAQGMjn8SaiG6tV2cP9O+mwoaDF3Du4lWp4xAREd01NReqkQnT6YjhI488ggkTJqChoQGzZ88GABw7dgwdO3Zs13BEZBoeGtYJGbll+CLpFOY/GQNba52+9RARERmMC5cr8d53R+Hn6YhugQpEdnKHn9IBgiBIHY2oTej009m0adMwfPhwyOVydOjQAQDg6emJv//97+0ajohMg621BZ6JC8eiH45hxfZMPDkmTOpIREREd+SXPedhZSGDtaUc6/ZlY+2+bLg52aBHJ3dEdnJHiJ8LLOQ6nYxHZJB0/rV9YGCg9uVDhw5BJpMhJiamXUIRkekJ8XPBmN7+2HDwAnoEuyMyxEPqSERERDo5k1uG37Ku4MH7gvFoXBecyynFiXMlOJ5Zgj0n8rH96EXYWVsgIsgNPTq5o1tHN54dQ0ZH51NJX3nlFfTq1Quff/45li1bBrlcjocffhjPPvusTh8oOzsbM2fORHl5OVxcXLBo0SIEBAS0et+srCyMGzcOU6ZMwYwZM7S3zZ8/H2VlZQCAmTNnol+/fjp9bCIyDAn9A3EyqxTLNmego48znO2tpI5ERER0SxqNBr/szoKLgxWG9PQBADjbW2Fgd28M7O6NuvomnMq5gtTMYpw4V4pD6YWQywSE+rsispM7egS7Q+FkI/FnQXR7Oh3vzszMRI8ePQAAP//8M7755hv89NNPWLFihc4faN68eZgyZQp+/fVXTJkyBXPnzm31fk1NTZg3bx6GDRvW4vbZs2dj/PjxWL9+PRYvXoxZs2ahtrZW549PRNKzkMswdWwXXKtvwlcbT0PDi/iJiMjApZ0vxblLVxHfLxBWlnLR262t5OgZ4oGn7w/HJy/1x8yHe2J4lB9Kymvx3Zaz+NuSA3h7WQrW7c9GXlEV/+0jg6XTEUO1Wg1BEJCbmwuNRoPg4GAAwNWrum0YLC0tRXp6Or766isAQFxcHN555x1cuXIFCoWixX0///xzDB48GDU1NaipqdHenpGRgYEDBwIAAgIC4OzsjD179mDkyJE6ZSAiw+Djbo8Jg4OwfFsmdp/Ix+AePlJHIiIiapVao8GqPVlQutqif4TqtveXyQSE+LkgxM8FE+8LQkFpDVIzi3E8swRr9mZjzd5suDtfvy7RAyF+zpDLeF0iGQadBsNevXphwYIFKC4uxvDhwwEAubm5cHV11emDFBQUwNPTE3J5829Z5HI5lEolCgoKWgyGGRkZ2LdvH7755hssWbKkxWN06dIF69evx+OPP46TJ08iOzsb+fn5On18IjIsQ3v5Iu1cCVZsz0RYB1d4KuykjkRERCSScroIeUVVmBYffseLZQRBgLe7Pbzd7XF/nwBcrarD8XMlSM0swa7UfGw7chH2NhboFuSGyE4e6Bqo4HWJJCmdvvoWLlyIr776CgqFAk8//TSA5mv+HnvssTYL0tDQgDlz5mDhwoXaAfJG77//Pt577z2sWrUKwcHB6NWrV6v3uxU3N4e2itumPDwcpY5gcNiJmKl18vpj0Xjx/3Zi2eYzWPRif8jvcpObqfXSFtiJGDsRYydi7ETMnDtpbFJj3YEcBKiccP+AYMhkfzwtxd304uHhiOBAd0wYDtTWNSL1TBEOn7qMlPTLOHSqEBZyGSI6uaN3Fy/EdPGCm7NtW3467c6cv1Zuxtg6ETR6ONG5tLQUI0eOxOHDhyGXy9HU1ITY2Fhs2bJFe8QwPz8f48aNg729PQCgoqICGo0GY8aMwTvvvCN6zDFjxuCtt95C37597yBHFdRqwzqv28PDEcXFlVLHMCjsRMxUO0k+XYjP1p5CYv9AxPcPvP07/Imp9nIv2IkYOxFjJ2LsRMzcO9l1/BK+2XwG0ydEoEewu/b2tu6lSa3GuYtXkZpZgtTMYhSXXwMABKoc0aOTByI7ucPH3d6gny/R3L9WWmOInchkwi0PlOl8vPr06dM4cuQIysrKWlw0+9e//vW27+vm5oawsDAkJSUhISEBSUlJCAsLa3Eaqbe3Nw4fPqx9ffHixaipqdFuJS0tLYVCoYAgCFi1ahWsrKzQp08fXeMTkQGKCfPEiXMlWLc/B107uqGjt5PUkYiIiFDf0IT1+3MQ5OOE7kFu7fqx5DIZOndwRecOrpg0JBj5JdW/D4klWL0nC6v3ZMHDxQaRvw+Jwb68LpHah06D4Y8//oiFCxeiX79+2LNnDwYOHIj9+/dj6NChOn+g+fPnY+bMmViyZAmcnJywaNEiAMDUqVMxffp0dOvW7Zbvv2PHDnzxxRcQBAF+fn7497//bdC/OSEi3Tw8PARn8srxxfpTmP9kDKyt7uwUcSIiora249gllFXWYdrYcL3+vCkIAnw8HODj4YC4vgEoq6zDid+vS9xx7CK2pOTB3sYCEUHuiOzkjq4dFbCx4nWJ1DZ0OpV0+PDhWLhwIaKiohAdHY2UlBTs3r0bGzdu1A54xoCnkhoHdiJm6p1kXCjD/y1PxeBIHzw6srPO72fqvdwNdiLGTsTYiRg7ETPXTmrrGjHjs4MI8HLEq5N6iN4uVS+1dY04ld38fIlp50tRfa0RFnIZwgNc0eP350t0cbDWey7AfL9WbsUQO2mTU0lLS0sRFRX1+wPKoFarMWjQILz++uttk5KIzFqovytGxnTA5uRcdA92Q0SQ++3fiYiIqB38mpyLqtoGjB/UUeooLdhaWyAqVImoUCUam9TIvHgVx3+/LjHtfCm+wRl09HZCZCd39OjkAW83O55dR3dEp8HQy8sLFy9ehK+vLwICArB9+3a4urrC0tKyvfMRkZkYN7AjfssuxdKNGVjwdAyc7KykjkRERGamoqYev6bkIaqzBwK8DPe6dwu5DGH+rgjzd8XkocG4VFyN1MxipGaW4JfdWfhld/NzL0b+/nyJwT7OLbaqErVGp8HwmWeewfnz5+Hr64vnn38ef/3rX9HQ0IA333yzvfMRkZmwtJBh2tguWPB1Cr7elIEXx3fjbzqJiEivNh68gPqGJowbaFhHC29FEAT4Kh3gq3TA2H6BuFJxTXtd4rYjF/Frch4cbC3RPcgNPX5/vkRez0+t0WkwHD9+vPblQYMGITk5GQ0NDdqnliAiagu+SgeMHxiEn3aew76TBRgQ4S11JCIiMhNXKq5hx7FL6NdVBZWb8f6Mq3CywX09fXFfT1/U1jXiZFbp76eclmD/b5dhaSFDuL8rIkM80D3YHc72PEOHmum8xqiiogK7du1CUVERlEolBg8e3I6xiMhcjYjxQ9r5EvywLROdO7hC6WJcT/BLRETGad3+bAAaxPcPkDpKm7G1tkBMmCdiwjzR2KTG2bxypGaW4HhmMU6cL4UAoKOPk/apMIx5IKZ7p9OToBw8eBBDhgzBt99+i5MnT+K7777DkCFDcPDgwfbOR0RmRiYIePr+cMgEAf9LSje4TcJERGR6Ll+pwb60yxjcwwfuzqb5C8nmDaYKPDw8BB881xfzn4xGQv9ANDZqsHLXebz5xWHM+vwQftpxDmfzyvnvrxnS6YjhO++8gwULFmDMmDHa2zZt2oS3334bmzdvbrdwRGSe3Jxt8MiIEHyxPh2bDl/A/X0CpI5EREQmbM3eLFhayBDXN0DqKHohCAI6eDqig6cj4vs3X5d4/Uji1iN52JycC0c7S3T//fkSwwMVsLbkdYmmTqfBsKioCCNHjmxx2/DhwzFnzpx2CUVE1DvcE8czS7Bmbza6BrrB38tR6khERGSCcgsrkXy6CHF9A+BkptfbKZxsMLSXL4b28kXNtebrElMzi3H0bBH2nSyAlUXz0cbITu7oHuxutj2ZOp0Gw4SEBHz//fd47LHHtLctX74ciYmJ7ZWLiMycIAh4dGRnnLt0FZ+vP4V5T0TDir+tJCKiNrZqTxbsbSwwKsZP6igGwc7GArHhnogNb74u8UxuOVIzi3H8XAmOnyuBACDI17n5+RKDeV2iKdFpMExPT8eKFSvwv//9D56enigsLMSVK1cQERGBhx9+WHu/77//vt2CEpH5cbC1xFP3h+GjFcexctd5TBkeInUkIiIyIWfzypF2vhQTBwfBzobPz/1nFnIZugQq0CWw+drE3MKq5iExswQ/7zyPn3eeh5fCDi8/1BNKRx5FNHY6DYYPPvggHnzwwfbOQkQk0iVAgWFRvth25CK6B7ujS6BC6khERGQCNBoNftl9Hs4OVhjSy1fqOAZPEAT4eznC38sRiQM6ouRqLY5nluDX5Dx8suIY3n4yGpYWPLPHmOk0GI4bN669cxAR3dSEQUFIzynDlxvSseDpWDjY8re6RER0b05mXUHmxat4dEQIF6vcBXdnWwyL8oO3uz0+XHEcmw7lIr5/oNSx6B7o9HQVRERSsrKUY2pcOCprGvDNr2eg0XCFNhER3T21RoNVe87Dw8UGA7p7Sx3HqIUHKNC/uzc2HLqAovJaqePQPeBgSERGofnUlUAcySjCoVOFUschIiIjdiSjCLmFVUjs3xEWcv44fK+eju8KmSBgxbZMqaPQPeDfBCIyGqNj/dHJ1xnfbT2Dkqv8rSQREd25JrUaq/dmw8fDHrHhnlLHMQnuLraI7xeg3VxKxomDIREZDZlMwDNx4dBogC+TTuNyaTXUPK2UiIjuwP6Tl1F4pQbjB3SETCZIHcdkDI/2g8rNDsu3nUVDY5PUcegu6DQYfvXVVzh9+jQA4Pjx4xg8eDCGDBmC1NTUdg1HRPRnHi62eHh4CM7klWPqe9vw/Ee7Mf+rZHyx/hQ2HMxB6tliFJbVQK3mwEhERC01NDZh7b5sBHk7oUcnd6njmBQLuQwPDw9Bcfk1bDqUK3Ucugs6bSVdtmwZJkyYAAD46KOP8MQTT8De3h7vvfcefv7553YNSET0Z/26qeDr4YArNQ04k12K/JJqnMkrx8Ebrj20kMugcrODj7s9VO728Hazh7e7HZSutpDLeLIEEZE52nnsEsoq6/BMXDgEgUcL21p4gALRoUpsOHQBvbt6QeliK3UkugM6DYaVlZVwdHREVVUVzpw5g2XLlkEul2PRokXtnY+IqFX+Xo6I8nBEZMc/ntewtq4R+aXVyC+5/l8NMi9exaH0GwdGAV4KO3i72zf/59b8f6WrLRcQEBGZsNq6RiQdvIDwAFeE+btKHcdkTRoSjLTzpVixLRPTJ0RIHYfugE6DoUqlwrFjx3Du3DlERUVBLpejqqoKcjmf84WIDIettQWCvJ0R5O3c4vbaukZcvlKD/JJqXPp9aMzKr0Dy6SLtfeSy5oFR5W4PH+3QaAdPhR0HRiIiE7A1JQ9VtQ14YFCQ1FFMmsLJBvH9AvDzrvM4fq4EPYJ5yq6x0GkwfOONNzB9+nRYWVnhX//6FwBg586d6NatW7uGIyJqC7bWFghUOSFQ5dTi9rr6JhRcqdYOjAUlNci9XImjGUW4foWiXCZA6WoL7xYDoz08FXawtODAaAg0Gg1q6hpRXlWPq1V1KK+qw9Wq+ubXq+sQ5OeKyI4KuPOUJiKzVVXbgM3JuegV4iH6t4Da3vBoP+w7WYDl286iS4ArLC14MMkY6DQYDho0CPv27Wtx26hRozBq1Kh2CUVEpA/WVnIEeDkhwKvlDwn1DU0oKK1pcVrqxaIqHDtbjOtLUGXCHwNj83928Hazh8rNjv8AthGNRoOq2obmIa+6DuWVzYNeeVX9DcNfHa5W16OhUS16f2srOZzsLJGSUYTlGiDM3xUDIlToGeIBK0v+GRGZk40HL6CuoQmJAztKHcUsXF9E8+GK49h0KBfx/QOljkQ6uOlgmJeXp9MD+Pn5tVkYIiJDYGUph7+XI/y9HFvc3tB448BYox0aj2eWaJ82QxAApcuNA6O9dmDkMNJMrdGgsqbh96N714e8OpRX1/8x7P0+8DU2ibfL2lpbwMXBCi4O1gj2dYaLvTVcHKzg7GCtvd3ZwQo2Vs3/xGks5Fi/+xz2pRXg8/XpsLW2QO9wT/SPUCHAy5ELKIhMXFllHbYfu4i+Xbzg424vdRyzceMimj5dveDBszYM3k0Hw+HDh0MQBGg0Gu0/mhrtDz5//CN6/WksiIhMnaWFHB08HdHB888DoxqFV/44wnj9Osa086Vo+v1pMwQ0P9WGt7s9VO522tNSVQp7WFuZxsDYpFajorpBe1Tv+uDXYgCsrkdFdb22lxvZ21jAxdEaLvZW8OrgCuffhzwXB2s421vBxbH5/9Z3OGArXe0Q3y8QcX0DcCa3HHvT8rHvZAF2pl6Cr4cDBkSo0LuLJxztrNqqCiIyIOv3Z0Ot1iCBR6307voimuVcRGMUbjoYZmRkaF/+5ZdfcODAAbz00kvw9vZGfn4+Pv30U/Tp00cvIYmIDJmlhQy+Sgf4Kh1a3N7YpEZhWe0NW1Kb/zuZ1XJgdHO20R5d1A6MbnbaI15Sa2xSo6K6/o8hr7oe5ZV1otM6K2rqtafa3sjRzhLO9tZwcbSCr4fDDQPfH0f5nO2t2/2aTZkgIMy/eRthzfAGHD5dhH1p+Vi+PRM/7TyHyE7u6B/hja6BCj7pNZGJKCyrwd60Agzu4cPrjCXARTTGRaefOv75z39iy5YtsLGxAQAEBARgwYIFGDlyJMaPH9+uAYmIjJWFXAaf34e9GzU2qVFcXotLxdUtrmNMz7nS4tRJNyebFtcvens0n5Zqa902A2NDo1p0dE977d4N1/RV1TTgz/OeIABOdlbaIS/Ay/H34a/5iN/1gc/J3sogt7ra2Vjivkgf3Bfpg4tFVdh3sgAHfruMI2eK4epojb5dvdA/QgVPVzupoxLRPVi7NxtyuYC4vv5SRzFbXERjPHT66UKtVuPSpUsICvpjvW9+fj7UavHF/kREdGsWchlUbvZQubUcGJvUahSXX7thS2rzwHj6Qhkam/74fuvqaP3HhtQbnlrDzsYSQPPynD+O6jUPe9cHvhuP+FVfaxRlkwkCnB2s4GxvBXdnGwT7OP1xVO+Go3tO9paQywxv4LsbvkoHTB7aCRMGB+HEuRLsTSvAxkMXsOHgBYT4uWBAhApRnZUmc8ovkbnIK6rC4fRCjOnjD2cHa6njmC0uojEeOg2GTzzxBB5//HGMHz8eXl5euHz5MlatWoXHH3+8vfMREZkNuUwGL4UdvBR26Bniob1drdag+OqfT0mtwa7US6i/YRunk70VmprUrQ58cpmgHe48Xe0Q4ucCF/vri1r+GPwc7SwhM9NlLBZyGXp1VqJXZyXKKutw4LcC7E0rwJcbTuP7rWcRE6ZE/whvBHk7cWENkRFYtfs8bK0tMCq2g9RRzB4X0RgHnQbDZ555BiEhIdi8eTPS09Ph4eGB9957DwMHDmzvfEREZk8mE+DpagdPVztEdmo5MJZUXNMOi5ev1MDFyQbWckF7TZ+LffOGTgdbSw4zd8DV0Rr39wnAmN7+yLx4FXvT8nEovRB7ThRA5WaHARHe6NPVC872XFhDZIjOXbyKE+dL8cCgjrD//WwKkhYX0Rg+nS9UGThwIAdBIiIDIpMJULrYQuliq72g38PDEcXFlRInMx2CICDEzwUhfi6YMiwEKRlF2JdWgJ92nsPKXefRPdgN/SNU6NbRzSCvpSQyRxqNBr/sPg8neysM68WnVTMUXERj+G46GP7zn//U6QH++te/tlkYIiIiQ2VrbYGB3b0xsLs3CkqrsTeteWFNamYJnOyt0LerFwZEqETXjhKRfp3KuYIzeeV4eHgIrw02MFxEY9huOhhevnxZnzmIiIiMhsrNHg/eF4zxAzviZFYp9qUVYEtyHjYfzkWQjxMGRHgjOlTZZhtkiUg3zUcLs+DubINBPbyljkN/wkU0hu2m/2ItXLhQnzmIiIiMjoVchshOHojs5IGrVXU4eKoQe9PysWxTBn7YdhbRoUoMiPBGJ19nXuNJpAdHzxTjwuVKPH1/GE/vNlBcRGO4bjoYXrx4Eb6+vgCAvLy8mz6Anx/P3SYiInJ2sMao2A4YGeOHrPwK7E0rQPLpQuw/eRlKV1sMiFChb1cVXB25Np+oPTSp1Vi9Nwve7vbo08VL6jh0C1xEY5huOhiOHTsWqampAIDhw4dDEARoNC2f4lgQBJw+fbp9ExIRERkRQRAQ5OOMIB9nPDS0E46cKcLetAL8sjsLq/ZkoVtHN/TvpkKPTu48okHUhg78dhkFpTV4YVw3yGQ8Qm/IblxEc+JcCbpzEY1BuOlgeH0oBICMjAy9hCEiIjIl1lZy9OumQr9uKhReqcG+kwXYf7IAS86XwsHWEn27eqF/hAq+Hg5SRyUyag2Naqzbl41AlSN6hnDIMAbXF9H8sO0swrmIxiDwqngiIiI98FTY4YFBQRg3oCN+y76CfWn52H70Irak5CFQ5Yj+Ed6IDVPCjs+5RnTHdh2/hNKKOjwxJozX8xoJLqIxPDoNhlOmTLnpX7Lvv/++TQMRERGZMplMQESQGyKC3FBZU49Dvy+s+fbXM1ixPRO9OntgQDcVOvu7QsYfcIlu61p9I5IO5CDM3xVdAhRSx6E7wEU0hkWnwXDixIktXi8uLsYvv/yCsWPHtksoIiIic+BoZ4Xh0X4YFuWLnMuV2JdWgEPphTh0qhDuzjboH6FCv64quDnbSB2VyGBtPXIRlTUNGD+wo9RR6C5wEY3h0GkwHDdunOi2kSNHYtasWXjxxRfbPBQREZE5EQQBgSonBKqcMGlIMI6dLcbetAKs2ZuNtXuzER6owIAIFSI7ufM6HKIbVNU2YPPhXER2ckeQj7PUcegucBGN4bjraww9PT1x5syZtsxCRERk9qws5ejdxQu9u3ihpLxWu7Dms7WnYG9jgd7hzQtr/L0cpY5KJLlNhy7gWl0jxvFooVHjIhrDoNNguHLlyhavX7t2DVu2bEGPHj3aIxMREREBcHexReKAjojvH4jTF8qwL60Au0/kY/uxi+igdED/CBV6d/GCgy0X1pD5Kausw/ajF9G7iyc3+xo5LqIxDDoNhmvXrm3xup2dHSIjI/HEE0+0RyYiIiK6gUwQ0CVAgS4BClRfa8Dh9ELsPVGAH7Zl4qed59AzxAP9I1QI91fw+dvIbCQdyEGTWoOEATxaaAq4iEZ6Og2G3377bXvnICIiIh3Y21hiSE9fDOnpi9zC5oU1B09dRvLpIiicrNGvqwr9IlRQ8ocqMmFF5bXYcyIfA3t482vdhHARjbTu+BrD0tJSHD16FEFBQQgKCmqPTERERKSDDp6OmDLcERPvC8bxcyXYm5aPpAM5WH8gB6EdXDAgwhs9O3vA2pLX65BpWbs3C3KZgLF9A6SOQm2Ii2ikdcvBsLCwEO+88w7OnTuHyMhIPPXUU3jkkUcgk8lQWVmJRYsW4f7779fpA2VnZ2PmzJkoLy+Hi4sLFi1ahICAgFbvm5WVhXHjxmHKlCmYMWOG9v3nzp2LiooK1NfXY8yYMXjppZfu7LMlIiIyQZYWMkSHKhEdqsSVimvY/9tl7EvLxxdJ6bDdKkdsmCcGdPdGgJcjn/ybjN7FoiocOlWIUb07wMXBWuo41Ma4iEY6slu9cd68eXBycsKsWbOg0Wjw9NNP4+9//zsOHjyITz75BJ999pnOH2jevHmYMmUKfv31V0yZMgVz585t9X5NTU2YN28ehg0b1uL2//u//8PIkSOxdu1arFy5EqtWrUJaWprOH5+IiMgcKJxsMLZvABb+pQ/eeCgSPYI9cOC3y3jn6yOYuzQZW5JzUV5ZJ3VMoru2em8WbKwtMDrWX+oo1A4s5DJMGR6C4vJr2HQoV+o4ZuWWRwxTU1Oxd+9eWFlZISYmBtHR0dqBbdiwYdqjebdTWlqK9PR0fPXVVwCAuLg4vPPOO7hy5QoUCkWL+37++ecYPHgwampqUFNTo71dEARUVlYCaN6KKgiC6H2JiIiomUwQEOrvilB/Vzw8PATJGYXYl1aAFTvO4aed5xDq74qYME/0DPHgVlMyGucvXUVqZgnGDezIr1sT1oWLaCRxyyOGDQ0NsLKyAgDY2trCzs6uxSkoGo1Gpw9SUFAAT09PyOXNh4LlcjmUSiUKCgpa3C8jIwP79u1rddvp7NmzsXHjRgwYMABDhgzB008/DV9fX50+PhERkTmzs7HA4B4+eOuxKLzzdAwmDA1BydVrWLYpA68s3od//HQc+9IKUH2tQeqoRLe0ak8WnOwsMTyKPwOauklDgiETBCzflil1FLNxyyOGTU1NOHTokHYAbGxsbPG6Wq1usyANDQ2YM2cOFi5cqB0gb/Tjjz8iISEBzzzzDIqKivDoo4+ia9eu6N69u84fw83NMJ/jxsODT1L8Z+xEjJ20jr2IsRMxdvIHDw9H9AhX4ZFRoci6dBV7j1/C3hP5WLrxNCx+FRDZWYn+3X3Qu6sX7GzM64gMv07EDKmT42eLcPpCGaYmdoWfj6ukWQypF0PR1p14eDjioRGdsWxDOnKKqxEd7tWmj68PxvZ1csvB0M3NDbNnz9a+7uLi0uJ1XU/lVKlUKCwsRFNTE+RyOZqamlBUVASVSqW9T3FxMXJzczFt2jQAQEVFBTQaDaqqqvDOO+/g22+/xbZt2wAASqUSvXv3RkpKyh0NhqWlVVCrdTvKqS8eHo4oLq6UOoZBYSdi7KR17EWMnYixEzEPD0eUlFTByVqO+2M7YEyMH3IuVyL5dCFSMoqQkl4IC7kM3ToqEB2mRI9gd9hY3fEic6PCrxMxQ+pEo9Fg6brf4OZkjahgd0lzGVIvhqK9OukbrsSvh3Lwn19OwMfVxqgW0Rji14lMJtzyQNktv8vv2LGjTUK4ubkhLCwMSUlJSEhIQFJSEsLCwloMlt7e3jh8+LD29cWLF6OmpkZ7HaOvry/27t2LxMREVFVV4ejRoxgyZEib5CMiIjJngiAgUOWEQJUTJt4XjKz8CiSfLsSRjCKkZpbA0kKGiCA3xIR5IiLIjU9/QXp37GwJsgsq8eSYUFha3PJKKDIh1xfRfLTiODYdykV8/0CpI5k0vf36b/78+Zg5cyaWLFkCJycnLFq0CAAwdepUTJ8+Hd26dbvl+y9cuBB///vfsXTpUjQ2NmLMmDEYNGiQPqITERGZDZkgINjHGcE+zpg8tBPOXbzaPCSeKcbRM8WwspShR7A7okM9ERGkMKrf4JNxUqs1WL03Cyo3O/TtanynE9K94SIa/RE0um6QMQE8ldQ4sBMxdtI69iLGTsTYidjddKJWa3Amrxwpvw+JVbUNsLGSo0cnd8SEeqJLoMKoj+Tw60TMUDrZf7IAX244jecTuyIqVCl1HIPpxZC0dydXKq7hzS8OI8zfFdMnRLTbx2lLhvh1ck+nkhIREREBzT9QhPm7IszfFQ+PCEHGhXIkny7EsbPFOHSqELbWFujZyR3RYZ4ID3CFhdx4h0QyHI1Naqzdlw1/L0f06uwhdRySiMLJBvH9AvDzrvM4ca4E3YPdpY5kkjgYEhER0R2Ry2ToEqhAl0AFHh3ZGek5ZUjJKMSxsyXY/9tl2NtYoGeIB2LCPBHq7wK5jEMi3Z3dx/NRcvUaHhvVucVTppH5GR7th30nC/DDtrMID3DlaeztgIMhERER3TULefNimoggNzw2Uo1T2VeQktG83XRvWgEcbC0R1dkD0WGe6OznApmMP9yTburqm7D+QA46+7mgS4Bum/DJdHERTfvjYEhERERtwtJChh6d3NGjkzvqG5pwMqt5SDx4qhC7jufDyd4KUZ2bjyQG+zpDxiNAdAvbjuahoroeL47vxqOFBICLaNobB0MiIiJqc1aWcvTq7IFenT1Q19CEtPOlSDldiH1pBdhx7BJcHKwQFapETKgnOvo4cUikFqqvNWDToVz0CHZHsI+z1HHIgEwaEoy086VYvi3TaBbRGAsOhkRERNSurC3liA5VIjpUiWv1jThxrhTJpwuxKzUf245chMLJ+ve3eyJQ5cijQ4TNh3NRW9eIcQM7Sh2FDAwX0bQfDoZERESkNzZWFogN90RsuCdq6xpxPLMEyacLse3IRfyanAd3ZxtEhzUfSezg6cAh0QxdrarD1iN5iA33hJ/y5qv1yXxxEU374GBIREREkrC1tkCfrl7o09UL1dcakHq2BMkZhdiSnIdNh3KhdLVFdKgSMWGe8PWw55BoJpIOXEBTkwYJA7hchFrHRTTtg4MhERERSc7exhL9I1ToH6FCVW0Djp0tRvLpQmw8dAEbDl6Ays2u+XTTME/4uNtLHZfaSXF5LXYdv4QBESp4utpJHYcMWJcABaK4iKZNcTAkIiIig+Jga4mB3b0xsLs3KqrrcfRsMVJOF2L9/hys258DHw977ZFELwWHB1Oydl82ZDIBY/vxCBDd3uQhwTjJRTRthoMhERERGSwneyvcF+mD+yJ9cLWqDkfONB9JXLM3G2v2ZsNP6YCYsObFNkoeYTJql4qrcPC3yxgZ0wGujtZSxyEjwEU0bYuDIRERERkFZwdrDO3li6G9fFFWWYeUjCKkZBTil91Z+GV3Fvy9HJuHxM5KuPO0MqOzem82bKzlGNPHX+ooZES4iKbtcDAkIiIio+PqaI0R0X4YEe2Hkqu1OJJRjJSMQvy88zx+3nkeHb2dEBOqRFSoEgonG6nj0m1kF1Tg2NliJA4IhIOtpdRxyIi0WERzOBfxPA35rnEwJCIiIqPm7myLUbEdMCq2A4rKa5FyuhApGUVYseMcVuw4h2BfZ+2Q6OLAUxQN0S+7z8PRzhLDo/ykjkJGSLuI5uAF9OnCRTR3i4MhERERmQyliy3u7xOA+/sE4PKVmubTTU8X4odtmVi+LRMhfi6ICVOiV2clnOytpI5LAE7nXEF6ThkmD+0EW2v+aEp3h4to7h3/9hEREZFJ8lLYYWzfAIztG4D8kmqkZBQh+XQhvt1yFt9tPYvQDq6IDlOiV4gHPKQOa6Y0Gg1+2ZMFhZM17ov0ljoOGTEuorl3HAyJiIjI5Hm72yOhfyDi+wXgUnE1kn8/kvjN5jP47teziO3qhQkDO3Ibpp4dzyxBVn4FnhgdyqUhdM+4iObecDAkIiIisyEIAnyVDvBVOmDcgEDkFVXh8OlC7Dh2CWmZxXhyTBh6hvD4oT6o1Rqs2psFT4Ud+nXzkjoOmQAuork3MqkDEBEREUlBEAR08HTExMHB+OSVQXB3scW/V53E15szUFffJHU8k3c4vRCXiqsxbkAg5DL+SEpt48ZFNMXltVLHMSr8W0hERERmz1fpiDcf7YUxvf2x53g+5i9LQc7lCqljmazGJjVW781CB08HRIUqpY5DJmbykGDIBAErtmdKHcWocDAkIiIiQvNpaBMGB+H1hyJR39CEd785io2HLkCt1kgdzeTsPZGPkqvXMH5gEGSCIHUcMjHXF9GkZpbgxLkSqeMYDQ6GRERERDcI9XfF20/FILKTO1buOo8PV6TiSsU1qWOZjLqGJqw7kIMQX2d066iQOg6ZqOHRflC52eGHbWfR0MhTw3XBwZCIiIjoTxxsLfFcYlc8NSYM2QWVmLc0GUcyiqSOZRJ2HL2Iq1X1GD8oCAKPFlI7ub6Iprj8GjYdzpU6jlHgYEhERETUCkEQ0D9ChflPRUPpaocla37D0g2nca2+UepoRqvmWgM2HrqAiCA3hPi5SB2HTBwX0dwZDoZEREREt+DpaodZj/REXF9/7D9ZgPlfpSArn4tp7sbm5FxUX2vE+IEdpY5CZoKLaHTHwZCIiIjoNizkMowfGIQ3pkSiqUmN9749ivUHcriY5g5cra7H1pSLiAlTooOno9RxyEwonGwwlotodMLBkIiIiEhHnTs0L6aJCvXA6j1Z+OCHYyi9ysU0uthwIAcNjWqMG8CjhaRfI6L94KXgIprb4WBIREREdAfsbCzxl/gueCYuDLlFVZi7NBnJpwuljmXQSq7WYtfxS+gfoYKnwk7qOGRmLOQyPDyCi2huh4MhERER0R0SBAF9u6ow/6kYeLvb4bO1p/C/pHTU1nExTWvW7csBICC+X4DESchccRHN7XEwJCIiIrpLShdbzHy4J+L7BeDgqcuY/1Uyzl26KnUsg5JfUo39vxVgSE8fKJxspI5DZoyLaG6NgyERERHRPZDLZEgc0BGzHu4FjQZ4/7tjWLcvG01qtdTRDMKavVmwspTj/j7+UkchM3fjIpq081xE82ccDImIiIjaQLCvM+Y/GYPYcCXW7MvGou9Tzf6UtZzLFThyphgjo/3gaGcldRyiPxbRbM3kIpo/4WBIRERE1EbsbCwwdWwXTBsbjkslVZj/VTIOnrosdSzJ/LI7Cw62lhgZ00HqKEQA/lhEU1Rey0U0f8LBkIiIiKiN9e7ihbefjIGvhwO+WJ+Oz9edQs0181pMk3GhDKeyr2BMb3/YWltIHYdIi4toWsfBkIiIiKgduLvY4o0pkRg3IBDJp4swb2kyzuaVSx1LLzQaDX7Zcx6ujtYY0tNH6jhEIlxEI8bBkIiIiKidyGUyjO0XiFmP9oRMBiz64RhW78ky+cU0J86X4vylCsT3C4CVpVzqOEQiXEQjxsGQiIiIqJ0FeTcvpunb1QvrD+Tg/e+OoaisRupY7UKt0WDV7iwoXW3Rr5tK6jhEN8VFNC1xMCQiIiLSA1trCzx9fzieTeiCgtIazPsqBftPFkCj0UgdrU0lpxfiYnEVxg3oCAs5f9Qkw8VFNC3xbysRERGRHsWEeeLtp2Lg7+mILzecxn/XnUL1tQapY7WJxiY11uzNhp/SAdFhSqnjEN0WF9H8gYMhERERkZ65OdvgjYci8cCgjjh6phjzlibjTG6Z1LHu2b60AhSV12L8wI6QCYLUcYh0wkU0zTgYEhEREUlAJhNwf58AzH60FyzlMnzwQyp+2X0ejU3GuZimvqEJ6/ZnI9jXGRFBblLHIdIZF9E042BIREREJKFAlRPmPRmNAd1V2HDwAt779igKrxjfYpodxy6hvKoeDwzsCIFHC8nIcBENB0MiIiIiydlYWeCJ0WF4PrEristrMf+rFOw5kW80i2lqrjViw8EcdO2oQOcOrlLHIbpjXETDwZCIiIjIYESFKvH2UzHo6O2EZZsysGTNb6iqNfzFNFtSclF9rREPDAySOgrRXbtxEU2JGS6i4WBIREREZEAUTjZ4bXIPTLwvCMczSzBvaTJO51yROtZNVdTU49eUPESFKuHv5Sh1HKJ7cn0RzXIzXESjt8EwOzsbkyZNwsiRIzFp0iTk5OTc9L5ZWVno3r07Fi1apL3tiSeeQEJCAhISEhAXF4fOnTsjIyNDD8mJiIiI9EsmCBgd64+3HouCtaUcH644jp93njPIxTQbDlxAfUMTxg0IlDoK0T0z50U0ehsM582bhylTpuDXX3/FlClTMHfu3Fbv19TUhHnz5mHYsGEtbl+2bBnWrl2LtWvX4uWXX0anTp0QGhqqj+hEREREkvD3csS8J6IxqIc3Nh3OxbvfHEVBabXUsbRKr17DztSL6NdNBZWbvdRxiNqEuS6i0ctgWFpaivT0dMTFxQEA4uLikJ6ejitXxKdFfP755xg8eDACAgJu+ngrV67EAw880F5xiYiIiAyGtZUcj40KxUvju6G04hre/ioFu45fMojFNOv2ZwMAEvrxaCGZDnNdRKOXwbCgoACenp6Qy+UAALlcDqVSiYKCghb3y8jIwL59+/DEE0/c9LGKi4tx8OBBJCQktGdkIiIiIoMSGeKBt5+KQSdfZ3yz+Qz+veokKmvqJctTUFqN/Scv475IX7g520iWg6g9mOMiGgupA1zX0NCAOXPmYOHChdoBsjVr1qzBgAEDoFAo7vhjuLk53EvEduPhwQu1/4ydiLGT1rEXMXYixk7E2ImYMXTi4eGI914YgHV7s/D1hnS8vSwFL0/uicjOynb7eDezdFMGrCxleCyuC1wcrdvl4xsqY/ha0TdT7OSFiT3w3KLt+GVvNt56KvaO39/YOtHLYKhSqVBYWIimpibI5XI0NTWhqKgIKpVKe5/i4mLk5uZi2rRpAICKigpoNBpUVVXhnXfe0d5v1apVeOONN+4qR2lpFdRq6U+7uJGHhyOKiyuljmFQ2IkYO2kdexFjJ2LsRIydiBlbJ/3ClfBzs8Xn69Mx9/ODGBHthwcGBcHSou1OBrtVJxcuV2LfiXyM7RuAhmv1KL4m3ZFLfTO2rxV9MOVO4voGYOWu89h+KBsRQe46v58hdiKTCbc8UKaXwdDNzQ1hYWFISkpCQkICkpKSEBYW1uKon7e3Nw4fPqx9ffHixaipqcGMGTO0tx07dgyVlZUYOHCgPmITERERGawOno6Y+3gUftp5DltS8nD6QhmmxXeBj3v7L4FZtScL9jYWGBnTod0/FpGURkT7YV9aAX7Ymokwf1dYWtz8zEZjp7etpPPnz8d3332HkSNH4rvvvsPbb78NAJg6dSpOnjyp02OsWrUKiYmJtzzVlIiIiMhcWFnK8ciIzpg+IQLlVXVYsCwFO45dbNfFNGfzynEyqxRj+vjDzsZgrkoiahfmtIhG0BjCSis94amkxoGdiLGT1rEXMXYixk7E2ImYKXRytaoOX248jd+yrqB7kBueHBMGJ3uru3681jrRaDR4//tjKC6vxft/6QMrS/P7Zb0pfK20NXPoZMma33DiXAnefSYW7i62t72/IXZyu1NJ9XbEkIiIiIjaj7ODNV6Z2B0PDeuEUzllmLs0GSezStv0Y5zMKkXmxasY2y/QLIdCMl+ThwRDJghYvj1T6ijthoMhERERkYkQBAHDo/ww9/EoONpZ4uOfTuCHrWfb5Em61RoNftmdBQ8XGwyIUN3+HYhMiMLJBmP7BSA1swRp50ukjtMuOBgSERERmRhfpQPmPh6FYb18se3oRSz4+gguFlXd02MeyShCXlEVEgd0hIWcP0KS+RkR7QcvhR1+2JrZJr9sMTT8W01ERERkgiwt5JgyPAQvT+yOypoGLPj6CLYeyburxTSNTWqs3pMFXw97xIZ7tkNaIsNn6otoOBgSERERmbCIIDcseCoGXQJcsXxbJj7++QSuVtXd0WMc+O0yCstqMX5gEGSC0E5JiQxflwAFokKV2HDwAkrKa6WO06Y4GBIRERGZOCd7K0yfEIFHRoTgTG455i5NxvFzul0n1dDYhLX7shHk44TuwW7tnJTI8E0eEgxBgMktouFgSERERGQGBEHAkJ6+mPtENFwcrPGvlWn4bssZ1Dfc+lqpHccuoayyDg8MDILAo4VEUDjZIL5foMktouFgSERERGRGfNzt8dZjURgR7Ycdxy7h7WUpyC1s/fnWausaseHgBXQJVCDU31XPSYkMlykuouFgSERERGRmLC1kmDy0E16b1AM1dY34+zdHsCU5F+o/LabZkpKHqtoGjB/YUaKkRIbpxkU0m01kEQ0HQyIiIiIz1SVQgQVPxaBbRzes2HEOH/94HGWVzYtprlbV4dfkXPTq7IFAlZPESYkMz/VFNEkmsoiGgyERERGRGXO0s8KL47vhsVGdkXnxKuYtTUbq2WKs3JGJuoYmjBvAo4VEN2NKi2gspA5ARERERNISBAGDe/igs58LPl+XjsWrTkImE9C3qxe83e2ljkdksK4volm56zzSzpcgIshd6kh3jUcMiYiIiAgAoHKzx5uP9cLo2A7wcLFFQv9AqSMRGTxTWUTDwZCIiIiItCzkMky8Lxj/e3M43J1tpY5DZPBMZRENB0MiIiIiIqJ7YAqLaDgYEhERERER3SNjX0TDwZCIiIiIiOgeXV9Ek5pZgiOnC6WOc8c4GBIREREREbWBEdF+CFQ5Ijv/qtRR7hifroKIiIiIiKgNWMhlePPRKCiVjigpqZI6zh3hEUMiIiIiIqI2IpMJEARB6hh3jIMhERERERGRmeNgSEREREREZOY4GBIREREREZk5DoZERERERERmjoMhERERERGRmeNgSEREREREZOY4GBIREREREZk5DoZERERERERmjoMhERERERGRmbOQOoA+yWSC1BFaZai5pMROxNhJ69iLGDsRYydi7ESMnYixk9axFzF2ImZondwuj6DRaDR6ykJEREREREQGiKeSEhERERERmTkOhkRERERERGaOgyEREREREZGZ42BIRERERERk5jgYEhERERERmTkOhkRERERERGaOgyEREREREZGZ42BIRERERERk5jgYEhERERERmTkOhkRERERERGaOgyEREREREZGZs5A6gLlLSEjA2rVrpY4hmb179yIiIgLOzs6oqKjA+++/j5MnTyI0NBSzZs2CQqGQOqIkNm7ciPXr1yM/Px9yuRzBwcF46qmnEBoaKnU0STQ0NODHH3+EIAiYNGkStmzZgvXr1yMkJAQvvPACrKyspI5oMPg9hd9T/qy4uBj/+c9/4OXlhaeeegoLFy5EcnIyOnXqhJkzZ0KpVEodURJHjhzBpk2bUFBQAABQqVQYPXo0oqKiJE4mje+++w5jxowxy78jN8N/e3Rz8OBBHDt2DGFhYRgyZIjUcSRRWVmJJUuWQBAEvPDCC1i+fDnWrVuHkJAQvPXWW3BxcZE6ok4EjUajkTqEuZgwYYLotjNnzqBz584AgJUrV+o7kuTi4uKwbt06yGQyvPXWW7Czs0NcXBz27t2L9PR0fPrpp1JH1LsPPvgAmZmZ6NevH7Zt24aIiAgoFAr88MMPeOONNzBq1CipI+rd3LlzUV5ejmvXrsHBwQENDQ0YPXo0tm/fDhcXF8yZM0fqiJLg9xQxfk8Rmzp1KoKCglBdXY2cnBx07twZ8fHx2L17N06dOoXPPvtM6oh6t2TJEmzevBmJiYlQqVQAgIKCAqxZswYjR47ECy+8IHFC/YuIiIBcLkefPn0wYcIEDB48GDKZeZ9Yxn97Wjdp0iT8+OOPAIA1a9bg008/xbBhw7Bv3z6MHz8eTz75pMQJ9e/ll1+Gp6cnampqcOHCBQQFBSExMRG//vorSkpK8MEHH0gdUTca0psxY8Zo3nzzTU1ycrLm8OHDmkOHDmn69eunOXz4sObw4cNSx5PEmDFjtC8nJia2eFt8fLy+4xiEUaNGaZqamjQajUZTXV2teeSRRzQajUZz6dIlTVxcnJTRJHP9866rq9P07NlTU1tbq33dXDvRaPg9pTX8niI2duxYjUaj0TQ1NWn69u3b6tvMzfDhwzXXrl0T3V5bW6sZNmyYBImkl5CQoCktLdUsXbpUExcXp+nXr59m0aJFmnPnzkkdTTL8t6d1CQkJ2pcffPBBTV5enkaj0WjKysrMtpfrn3djY6MmJiZG09jYqNFoNBq1Wm1UnZj3r4L0bPXq1XB0dMRXX32FwMBAxMbGwtraGjExMYiJiZE6niRcXV2RlpYGAPDw8EBpaSkAoLq6Gmq1WspokrGw+OMMb0EQUFlZCQDw9vaWKpLkrndiZWUFPz8/2NjYaF+Xy+VSRpMUv6eI8XuKWFNTEzQaDa5du4aamhpUV1cDABobG9HY2ChxOmloNBoIgiC6XRAEaMz0RCpBEKBQKPDkk09i/fr1WLJkCaqrqzF58mRMnjxZ6niS4L89rbvx705DQwN8fX0BAC4uLi1+hjEn1z9vuVwOlUql/foQBMGojryb55+eRKysrDBjxgwcOXIEzz77LB5++GGpI0nuzTffxEsvvYSoqCh4eHjgwQcfRO/evZGWloZnnnlG6niS6NOnD6ZNm4a+fftix44duO+++wAAVVVVaGpqkjidNARBQGNjIywsLPD5559rb6+vrzfbTgB+T2kNv6eI9e3bFw899BDq6+vx4IMP4uWXX0bv3r1x8OBB9OjRQ+p4kkhMTMTEiRORmJio/aVbfn4+1qxZg8TERGnDSeTPA3FERAQiIiIwa9YsbN26VaJU0uK/Pa3Lzs7GhAkToNFokJubi6qqKjg4OABoHhTNkUwmQ11dHaytrbFmzRrt7TU1NdKFugu8xlAitbW1+OCDD3D06FGsW7dO6jiSqq2tRVJSEs6dO4empiZ4e3tj9OjR2us+zI1arcbKlSuRkZGBLl26YPz48RAEAfX19aisrISbm5vUEfUuIyMDHTt2FF3on5eXh9TUVMTHx0uUzHDwe8of+D2lJY1Gg+3bt0MQBAwZMgSnTp3C6tWr4evri4cffthsF2ikpKRg06ZNyM/PB9B8VsaoUaPM9mj7Rx99hNdee03qGAaF//a0Ljk5ucXrXbp0gb29PYqLi7Flyxaz/CVlcXExFAqF6Ejy5cuXkZ2djT59+kiU7M5wMCQiIiIi0kFNTQ3s7OykjmFw2ItYTk4OAgICpI5xR4znpFcT9+9//1vqCAaHnYixEzF20jr2IsZOxMy5k6NHj2L9+vUoKSlpcfvq1aslSiS9650UFxe3uN2cO/kzczwapgv2IvbKK69IHeGOcTA0EOa4Vv522IkYOxFjJ61jL2LsRMxcO/nqq68wa9YsbNiwAfHx8diyZYv2bd98842EyaRzYycJCQns5CZ4ol3r2IuYMXbC5TN61NpzjgHNXzjXN+eZG3Yixk7E2Enr2IsYOxFjJ2KrVq3CqlWr4ODggPPnz+OFF15AVVUVxo8fb5Q/zLUFdqKb6xs4qSX2ItazZ0+pI9wxDoZ6lJOTg48++gi2trYtbtdoNEZ5uLktsBMxdiLGTlrHXsTYiRg7ad31LYpBQUH45ptv8NRTT6G+vr7Vp7EwF+zk9sz59OtbYS9ic+fOlTrCHeNgqEfh4eFwcHBAr169RG+ztLSUIJH02IkYOxFjJ61jL2LsRIydiFlaWqK4uBgeHh4AAKVSia+//hpPPfUULly4IHE6abATsatXr8LZ2Vn7+sqVK3Hs2DGEhYXhkUceMduBmb2I/fLLL7jvvvugUChw+fJlzJgxAydPnkRoaCjef/99dOjQQeqIOuFWUj0qLCyEvb299jdyN1Kr1Ub1BJhthZ2IsRMxdtI69iLGTsTYidj27dvh4eGBiIiIFreXlZXhiy++wBtvvCFRMumwE7Fx48ZpF+98+eWX2LJlC8aOHYsdO3agS5cuZvv0HuxFLC4uDklJSQCAl19+GT169EB8fDz27NmDNWvWYNmyZdIG1BEHQ4lxva8YOxFjJ2LspHXsRYydiLETMXYiZu6dJCYmap+s/IEHHsAXX3wBhUKB2tpaTJw4UTsImBv2IjZq1Chs3rwZQMvBGWjZl6Ezv18TGhiu9xVjJ2LsRIydtI69iLETMXYixk7EzL2TG0+JFAQBCoUCAGBrawsLC/O9Gou9iHXo0AE7duzQvpyTkwMAoqd+MXTm+adnQHjAVoydiLETMXbSOvYixk7E2IkYOxEz907Onj2LPn36QKPRoLq6GleuXIFCoUBjYyOampqkjicZ9iI2b948vPjii/jqq6/g7OyMiRMnokuXLigoKMCcOXOkjqczDoYS43pfMXYixk7E2Enr2IsYOxFjJ2LsRMzcO7nxuRwBwNHREQBQUVGB6dOnSxHJILAXMR8fH6xevRoHDhzAuXPnEBUVBZVKhYEDB4o2QhsyXmMoserqatjb20sdw6CwEzF2QkREJL2cnBwEBARIHcPgsBcxY+yE1xhKLD4+XuoIBoediJl7J1evXm3x+sqVKzF79mx8++23Zn2qE3sRYydi7ESMnYixE92Y83N/3gp7ETPGTjgY6lGfPn1E/xUUFGhfNkfsRIydiD3xxBPal7/88kv8/PPPCA8Px86dO/GPf/xDumASYy9i7ESMnYixEzF2ohsOya1jL2LG2AmvMdSjzp07w9fXF9OmTYNcLodGo8HDDz+MH374QepokmEnYuxE7MZvrhs3btSuxn7ggQcwceJEs3zOJIC9tIadiLETMXYixk5007NnT6kjGCT2ImaMnfCIoR4tW7YMoaGhmDlzJqqqquDr6wsLCwv4+PjAx8dH6niSYCdi7ESMq7Fbx17E2IkYOxFjJ2LsRDdz586VOoJBYi9ixtgJ/6br2SOPPIL+/ftjzpw5iImJMcrDzG2NnYixk5a4Grt17EWMnYixEzF2IsZO7sycOXPwzjvvSB3D4LAXMWPqhIOhBAICAvDNN9/gyy+/REhIiNRxDAI7EWMnf+Bq7NaxFzF2IsZOxNiJGDu5M3v37pU6gkFiL2LG1AmfrkJixrjKtr2xEzF2IsZOWsdexNiJGDsRYydi5t7JzRa+aTQaVFZW4tSpU3pOZBjYi5ipdMIjhhJ75ZVXsHr1aqljGBR2IsZOxNhJ69iLGDsRYydi7ETM3DvRaDRYtmyZ9ujpjbc/9NBDEqWSHnsRM5VOOBhKjAdsxdiJGDsRYyetYy9i7ESMnYixEzFz76Rr164oKytDaGio6G2enp4SJDIM7EXMVDrhYCgxY1xl297YiRg7EWMnrWMvYuxEjJ2IsRMxc+9kyZIlkMvlrb5t5cqVek5jONiLmKl0wmsMiYiIiIiIzByfx9BAzJkzR+oIBoediLETMXbSOvYixk7E2IkYOxEz107q6+vxn//8B3PmzMGuXbtavM1Ynn6gPbAXMVPphIOhgTCmVbb6wk7E2IkYO2kdexFjJ2LsRIydiJlrJ/Pnz8fZs2fRsWNHfPjhh3j33Xe1bzt27JiEyaTFXsRMpRNeY6hHt1tla47YiRg7EWMnrWMvYuxEjJ2IsRMxdiJ28uRJrF+/HgDw0EMP4dVXX8Xs2bPx7rvvmvViHvYiZiqdcDDUI1NZZduW2IkYOxFjJ61jL2LsRIydiLETMXYi1tTUpH3ZxsYGixcvxt/+9je8/vrrUKvVEiaTFnsRM5VOOBjqkamssm1L7ESMnYixk9axFzF2IsZOxNiJGDsRc3d3R0ZGhrYTuVyOjz76CDNmzEBmZqbE6aTDXsRMpRNuJdWj+vp6yOXym66zNUfsRIydiLGT1rEXMXYixk7E2IkYOxHLycmBpaUlfHx8Wtyu0WiwZ88eDBo0SKJk0mIvYqbSCQdDIiIiIqJbqKioAAA4OTlJnMSwsBcxY+6EW0n1yFRW2bYldiLGTsTYSevYixg7EWMnYuxEjJ2IXblyBbNnz0ZkZCQGDRqEgQMHomfPnpg9ezauXLkidTzJsBcxU+mEg6Eemcoq27bETsTYiRg7aR17EWMnYuxEjJ2IsROx119/HX5+ftixYwdSU1Nx/PhxbNu2Db6+vnj99deljicZ9iJmMp1oSG/i4uK0L9fW1mqee+45zaxZszRqtVqTkJAgXTAJsRMxdiLGTlrHXsTYiRg7EWMnYuxEbOTIkTd924gRI/SYxLCwFzFT6YRHDPWotVW2tbW1RrfKti2xEzF2IsZOWsdexNiJGDsRYydi7ETM2toaqampotuPHTsGKysrCRIZBvYiZiqdcDDUo+urbK+7vspWEASjWmXbltiJGDsRYyetYy9i7ESMnYixEzF2Ivb2229jxowZGDt2LJ599lk8++yzGDt2LGbOnIkFCxZIHU8y7EXMVDrhVlI9MpVVtm2JnYixEzF20jr2IsZOxNiJGDsRYyet02g0+O2331BQUAAAUKlU6Nq1KwRBkDiZtNiLmCl0wsFQIsa8yra9sBMxdiLGTlrHXsTYiRg7EWMnYuykWVlZGT766CPk5+djyJAheOSRR7Rve+mll7B48WIJ00mHvYiZSicWUgcwJ1euXMGHH36ITZs2AWj+zYJMJsOoUaPwt7/9DQqFQuKE+sdOxNiJGDtpHXsRYydi7ESMnYixE7F58+bB19cXAwcOxPLly3Ho0CF88sknsLCwQF5entTxJMNexEylE15jqEcms8q2DbETMXYixk5ax17E2IkYOxFjJ2LsRCwnJwdvvPEGRowYgaVLl8LDwwN/+ctfUFdXJ3U0SbEXMZPpRG/7T8lkVtm2JXYixk7E2Enr2IsYOxFjJ2LsRIydiI0aNUp02/vvv6957LHHWn2buWAvYqbSCY8Y6pGprLJtS+xEjJ2IsZPWsRcxdiLGTsTYiRg7EfPz80NKSkqL22bMmIHu3bsjJydHmlAGgL2ImUonXD6jR8ePH8cbb7wBa2tr7davS5cuoa6uDosWLUJkZKTECfWPnYixEzF20jr2IsZOxNiJGDsRYydi5eXlEAQBzs7OoredO3cOwcHBEqSSHnsRM5VOOBjqmcYEVtm2NXYixk7E2Enr2IsYOxFjJ2LsRIydEJk3nkqqR2VlZZgzZw4+/vhjFBUVYcSIEejWrRsEQcBLL70kdTxJsBMxdiLGTlrHXsTYiRg7EWMnYuyEiDgY6tG8efPg5OSEyZMnY/v27XjxxRfR2NgIAEa1yrYtsRMxdiLGTlrHXsTYiRg7EWMnYuyEiDgY6pHJrLJtQ+xEjJ2IsZPWsRcxdiLGTsTYiRg7ISIOhnrU0NCgfVkQBMybNw8hISGYNm2a2X7jZSdi7ESMnbSOvYixEzF2IsZOxNgJEXEw1CNTWWXbltiJGDsRYyetYy9i7ESMnYixEzF2QkTcSqpHprLKti2xEzF2IsZOWsdexNiJGDsRYydi7ISIOBgSERERERGZOZ5KSkREREREZOY4GBIREREREZk5DoZERERERERmzkLqAERERMZsyJAhKCkpgVwuh1wuR3BwMBISEjBp0iTIZPz9KxERGQcOhkRERPfos88+Q9++fVFZWYnk5GS8++67SEtLw8KFC6WORkREpBP+KpOIiKiNODo6YujQofjkk0+wevVqnD17Frt27UJiYiJ69uyJQYMGYfHixdr7T5s2Dd9++22Lxxg7diy2bt2q7+hERGTmOBgSERG1sYiICHh5eeHIkSOwtbXFokWLcOTIEfz3v//F8uXLsW3bNgBAYmIi1q1bp32/jIwMFBUVYdCgQVJFJyIiM8XBkIiIqB0olUpcvXoVsbGx6Ny5M2QyGUJDQ3H//fcjOTkZADB06FDk5OQgJycHALB27VqMHj0aVlZWEiYnIiJzxMGQiIioHRQWFsLZ2RknTpzAo48+it69e6NXr15YsWIFysrKAADW1tYYPXo01q1bB7VajaSkJCQkJEicnIiIzBEHQyIiojaWlpaGwsJC9OrVC6+99hqGDh2K3bt34+jRo5g8eTI0Go32vuPGjcP69etx8OBB2NraIjIyUsLkRERkrjgYEhERtZGqqirs3LkTr776KuLj49G5c2dUV1fD2dkZ1tbWSEtLQ1JSUov3iYyMhEwmw/vvv4/4+HiJkhMRkbkTNDf+2pKIiIjuyI3PYyiTyRAcHIz4+HhMnjwZcrkcmzdvxqJFi1BeXo6YmBj4+PigoqICH374ofYxlixZgn/+85/Ytm0b/Pz8JPxsiIjIXHEwJCIiktiaNWvw448/Yvny5VJHISIiM8VTSYmIiCRUW1uLH374AZMmTZI6ChERmTEOhkRERBLZu3cv+vTpAzc3N8TFxUkdh4iIzBhPJSUiIiIiIjJzPGJIRERERERk5jgYEhERERERmTkOhkRERERERGaOgyEREREREZGZ42BIRERERERk5jgYEhERERERmbn/B8VGESByLWMcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates,\n",
    "    build_pass_percentage,\n",
    "    \"Day\",\n",
    "    \"Builds passed %\",\n",
    "    \"Daily Build Pass Percentage\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ecab1a3",
   "metadata": {},
   "source": [
    "From the above graphs, we see that on an average about ~50% of builds pass."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd1394d1",
   "metadata": {},
   "source": [
    "#### Number of build failures\n",
    "This metric tracks the total number of builds that were failing. Lets plot these values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "09823181",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, build_fail_vals_to_plot, \"Day\", \"# Build Failures\", \"Daily Build Failures\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd8f6d95",
   "metadata": {},
   "source": [
    "#### Build failure percentage\n",
    "This metric calculates the percentage of builds that were failing. We can visualize the change in percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "62f97e7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates,\n",
    "    build_fail_percentage,\n",
    "    \"Day\",\n",
    "    \"Builds failed %\",\n",
    "    \"Daily Build Failure Percentage\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7770a338",
   "metadata": {},
   "source": [
    "From the above graphs we see that on an average about ~50% of builds fail i.e there is a 50-50 chance for a build to either pass or fail."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eff1a85",
   "metadata": {},
   "source": [
    "### Number of Flakes\n",
    "The `number_of_flakes` KPI file consists of `test_duration` and `flake` metric files which comprise of metric data like number of flakes. We will read each of these files and aggregate the metric values across all TestGrid dashboard, job and tests. We can then plot these aggregate metrics values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "25a009be",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "16it [07:50, 29.44s/it]\n"
     ]
    }
   ],
   "source": [
    "num_flakes_files = metrics_bucket.objects.filter(Prefix=\"metrics/number_of_flakes\")\n",
    "\n",
    "dates = []\n",
    "num_flakes = []\n",
    "flake_severity = []\n",
    "\n",
    "for i in tqdm(num_flakes_files):\n",
    "    # split into project key and file \"path\"\n",
    "    project_bucket, kpifile_key = i.key.split(\"/\", maxsplit=1)\n",
    "\n",
    "    # read parquet\n",
    "    df = cc.read_from_ceph(project_bucket, kpifile_key)\n",
    "\n",
    "    # get x and y values to plot for this date\n",
    "    num_flakes.append(df.flake.sum())\n",
    "    flake_severity.append(df.flake.mean())\n",
    "    dates.append(\n",
    "        kpifile_key.rsplit(\"/\", maxsplit=1)[-1]\n",
    "        .split(\"-\", maxsplit=1)[-1]\n",
    "        .split(\".\", maxsplit=1)[0]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46bdc736",
   "metadata": {},
   "source": [
    "Lets plot the following metrics from the `number_of_flakes` KPI file:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc071994",
   "metadata": {},
   "source": [
    "#### Number of flaky tests\n",
    "This metric keeps track of the number of \"flaky\" tests found. Lets plot these values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a8a48bb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, num_flakes, \"Day\", \"# Flaky tests\", \"Daily Flaky Tests\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15104b8b",
   "metadata": {},
   "source": [
    "#### Flake Severity\n",
    "This metric calculates the percentage of flakes by test overall. This can also be seen as a severity level or overall flake rate of test. We can visualize the change in flake severity over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "96ed19bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IiIiIVKNTpQ7mfLKFUoeTSXfGElDH190l1Qg1myIiIiIiItXEMAzmrdjJocwCEoe0wx4a4O6SaoyaTRERERERkWqy4rtf2LAzi9v7XE3Hlo3cXU6NUrMpIiIiIiJSDX7ae5RPvtrPtW0juPW6q9xdTo1TsykiIiIiIlLF0o4W8u7S7TSNCOKBwW2wWMy/IND/UrMpIiIiIiJShQpPljLnP1vw87Ey8Y4O+Pva3F2SW/jU1BMdOHCAqVOnkpeXR4MGDZg9ezbNmjUrt43D4eAPf/gDa9euxWKxkJiYyPDhwy86NmfOHD788EPCw8MB6NKlCzNnzgTggQce4NixY6597NmzhyVLltCmTRumTp3Kt99+S8OGDQEYNGgQ48ePr4mXQ0RERERETMjpNHhnyXaOHj/Jk6M6ExJcx90luU2NNZszZ85k1KhRxMfHs2TJEmbMmMH8+fPLbbNs2TIOHjzIqlWryMvLIyEhgZ49exIVFVXhGEBCQgJTpkw553nff/991+3k5GRef/112rRp47ovMTGR0aNHV09oERERERGpVRZ8uZdtB3J5YHAbrolq4O5y3KpGptHm5OSwY8cO4uLiAIiLi2PHjh3k5uaW227FihUMHz4cq9VKSEgI/fr1Y+XKlRcdq6yFCxdyxx13VE0oERERERGRs3yzNZ3PNhyib5coeneMdHc5blcjzWZ6ejoRERHYbKfnKttsNsLDw0lPTz9nu8jI/74pdrudjIyMi44BLF++nCFDhvDQQw+xadOmc2rIzs5m/fr1xMfHl7t/3rx5DBkyhEceeYR9+/ZdeVgREREREal19qed4IOVP9OmaQNG9G3p7nI8Qo1No61OI0eOZNy4cfj6+vLNN9/wyCOPsGLFCte5mACLFy/mxhtvJCQkxHXf5MmTCQsLw2q1snjxYsaMGUNycrKrKa6M0NDAKs1SVcLCgtxdQpVRFs9jlhygLJ7ILDlAWTyVWbKYJQcoi6cyS5aayJF74iRzF28jpH4dnnn4OuoH+lfL83jbe1IjzabdbiczMxOHw4HNZsPhcJCVlYXdbj9nu7S0NGJjY4HyRzMrGgsLC3Pto1evXtjtdvbs2UOPHj1c93/yySc8+eST5Z4vIiLCdTshIYFZs2aRkZFBkyZNKp0tJ6cAp9Oo9PY1ISwsiOzsfHeXUSWUxfOYJQcoiycySw5QFk9llixmyQHK4qnMkqUmcpSWOZj94SYKi0t5+t6ulBSXkF1cUuXP44nvidVqqfDgW41Mow0NDSUmJoakpCQAkpKSiImJKXeUEU6vBrtgwQKcTie5ubkkJyczcODAi45lZma69rFz506OHDlC8+bNXfdt3LiR/Px8evfuXe75zn7c2rVrsVqt5RpQERERERGRCzEMg/krf2Z/2gnGxMUQFe6Zsx7dpcam0T777LNMnTqVuXPnEhwczOzZswEYO3YskyZNokOHDsTHx7N582YGDBgAwIQJE4iOjgaocOzVV19l+/btWK1WfH19eemll8od7fzkk09ISEg4Z3rslClTyMnJwWKxEBgYyFtvvYWPjylmFouIiIiJGYZnzaoSqa0+TznMN9syGNqrGV1bh7u7HI9jMfRpdUU0jbZ6KYvnMUsOUBZPZJYcoCyeytuzlJY5WPjlfn7YlcXEOzrQ3B7s7pKumLe/J2dTFs9TnTm2H8jl1X//ROdrwnhkWHusFku1PM8ZnvieeMQ0WhERERG5MoezC3jhgxQ+TzlESZmDNxdt5URR1Z8XJiIXl3msiLeXbKNJowDGxMVUe6PprdRsioiIiHgwwzBITjnE8++ncKKwhN/eGcuL43uRX1TK24u34XA63V2iSK1SfKqM/1u4BYCJd8RSx0+n4V2Imk0RERERD3W84BSvLdjMh8l7aNusIc89fC0dWzaiZVQD7hvYml0H81iwRtcJF6kpTsPgL8t2kJlbzCMJ7QlrUNfdJXk0teEiIiIiHuinvUeZt2InJ0sc3NO/Fbd0aYLlrKl6vTrYSc3IZ9UPh2jWOIjr2jV2Y7UitcPitfv5ae9R7unfiphmIRd/QC2nZlNERETEg5wqdfDv1XtZs+kIUWGBPHl3W5qEnX8BjhG3tORQZj7vf7qLyEYBNI3wrgu+i3iTDTszSfr2F3p3tHNLlybuLscraBqtiIiIiIf4JSOf59//gTWbjjCwRzTT7+92wUYTwMdmZfywDgTU9eWNT7ZSUFxag9WK1B6/ZOTz3vKdtGxSn3v6ty43y0AuTM2miIiIiJs5DYOV3x/kD/NTKDpVxuMjOjHilmvw9bn4r2r1A/yYMKwDeQWneGfJNo+7JJuItztRWMIbn2whoK4vE27vUKl/l3KaXikRERERNzqWf4pX/vUT/16zl44tG/H8Qz1o1/zSzgW7OjKY0QNasz31GP/5WgsGiVSVMoeTuYu2cqKolIl3dKB+gJ+7S/IqOmdTRERExE1SdmXxwcpdlDqcPDC4DTfG2i97el7vjpGkZuTz6XcHuSoiiB4xEVVcrUjt8+Hnu9l9+DiJQ9vSrHGwu8vxOmo2RURERGrYyZIyPkzew7ot6TRrHETi0HY0Dql3xfsd1e8aDmcV8N6KnUSGBhAVfuHzPUWkYms2HeHLn9IYfF1Trmur1Z4vh6bRioiIiNSg/WkneHbeD3yzJZ3bel7FtHu7VkmjCb8uGJTQnrp+PrzxyVYKT2rBIJHL8fPBY3z4+W5iW4RyR+8W7i7Ha6nZFBEREakBTqfBsm9T+ePff6TM4eTJUZ25o08LfGxV++tYwyB/HhnWnpwTJ3l36Q4tGCRyiY7mFfPmom2EN6xL4pB2WK1aefZyqdkUERERqWZHjxcz+8ONLPp6P93ahPH8Qz1o3bRhtT3fNVENGNW/FVv357B43YFqex4RszlV4uD//rMVh9Ng4h2x1Kujsw6vhF49ERERkWr03Y4M/v7ZzxgGjImLoWe7xjVyjb6bOkWSmn6CpG9TadY4iC6twqr9OUW8mWEY/G35Do4cLeCx4R2rbHp7baYjmyIiIiLVoOhkGe8u2867S3fQpFEgzz3Ug+vbX/5qs5fKYrEwekArmtuD+GvSDtKOFtbI84p4q6RvU0n5OZvhN7Wkw9Wh7i7HFNRsioiIiFSx3YfymPneBjbsyCLhhuZMuaczYQ3q1ngdvj42JgzrgJ+PlTc+2UrRybIar0HEG2zanc2itQfo2S6CgT2i3V2OaajZFBEREakiZQ4nn3y9n9kfbsRqhamjuzD0hubYrO77lSskuA7jE9qTnVfMX5N24DS0YJDI2Q5nF/Bu0g6aNQ7i/kFtamz2QW2gczZFREREqkDmsSLeXbqDA+kn6NW+MaP6t6Kuv2f8qtW6aUNG3NKSD5P3kPRNKkNvaO7ukkQ8QkFxKXP+s4U6vjYm3hGLn6/N3SWZimd8AoqIiIh4KcMwWLc1nQ8/34PNamFcfDt6xES4u6xz9O0axYH0fJasO0DTxkF0atnI3SWJuJXD6eTtJds4ln+KKaO60DDI390lmY6m0YqIiIhcpoLiUt5avI15K3bRrHEQzz/cwyMbTTi9YND9g1oTHRHIX5ZtJyO3yN0libjVx6v3siP1GPcObE2LJvXdXY4pqdkUERERuQw7fznGzPc2sGnPUe68qQVP3N2ZkOA67i6rQn6+Nh69vQM26+kFg4pPacEgqZ3WbkkjOeUw/bpFcWNspLvLMS01myIiIiKXoMzhZMGavbz80Sb8fG08fV9Xbr3uKqxW71hUpFH9uoyPb0d6TiHvrdiJoQWDpJbZe+Q4f//sZ9o2O30us1QfnbMpIiIiUknpOYW8u3QHv2Tmc1OnSEbccg3+ft63oEhMsxCG39SSf6/Zy4rvfuG2ns3cXZJIjTiWf4o3P9lKSFAdxsW3d+tK0bVBjTWbBw4cYOrUqeTl5dGgQQNmz55Ns2bNym3jcDj4wx/+wNq1a7FYLCQmJjJ8+PCLjs2ZM4cPP/yQ8PBwALp06cLMmTMBmDp1Kt9++y0NGzYEYNCgQYwfPx6Ao0eP8uSTT3LkyBH8/f154YUX6NixY028HCIiIuJFDMPgy5/S+PiLPfj52ph4ewc6twpzd1lXZGCPaFIzTvDJV/tpGhGki9iL6ZWUOpjzny2cLHXw+5GdCKzr6+6STK/Gms2ZM2cyatQo4uPjWbJkCTNmzGD+/Pnltlm2bBkHDx5k1apV5OXlkZCQQM+ePYmKiqpwDCAhIYEpU6ac97kTExMZPXr0Ofe/8sordOvWjffee4+UlBSeeOIJPvvsM11bR0RERFxOFJXw/opd/LT3KO2ah/DwbTE0CPT+VSstFgsPDo4h7WgR7yzZzowHuhHesJ67yxKpFoZh8MHKXaRm5DPx9g40CQt0d0m1Qo0cN87JyWHHjh3ExcUBEBcXx44dO8jNzS233YoVKxg+fDhWq5WQkBD69evHypUrLzp2uVauXMnIkSMB6NatG35+fmzduvWK9ikiIiLmsXV/DjP+toFtB3IY2fcaJt/V0RSN5hn+fjYevaMDFgu88clWTpU43F2SSLX4bMMh1m/PZNiNzb1+VoI3qZEjm+np6URERGCznT6nwWazER4eTnp6OiEhIeW2i4z872pQdrudjIyMi44BLF++nHXr1hEWFsbEiRPp3Lmza2zevHl8/PHHREdH8/jjj9OiRQuOHTuGYRjlnv/MPmNjYyudLTTUM/8qEhYW5O4SqoyyeB6z5ABl8URmyQHK4qkqk6Wk1MEHy3ewdO1+mjYO4g/jrqd5pGddGqGq3pOwsCCevLc7z/51PR+t3svvR3et8Vlete3ny1uYJcvBnCIWfrmXXh0jeTC+g1fPYvS298QUCwSNHDmScePG4evryzfffMMjjzzCihUraNiwIZMnTyYsLAyr1crixYsZM2YMycnJVfbcOTkFOJ2etYpbWFgQ2dn57i6jSiiL5zFLDlAWT2SWHKAsnqoyWQ5nFfDOsu0cyS6kX9co7rypBX6+Vo96Dar6PYkOrcvtva/mP1/tp3HDugy6tmmV7ftiatvPl7cwS5ZTBsyen0KTsEBG972Go0cL3F3SZfPE98RqtVR48K1GptHa7XYyMzNxOE5PzXA4HGRlZWG328/ZLi0tzfV9eno6jRs3vuhYWFgYvr6nT/Dt1asXdrudPXv2ABAREYH111WmEhISKCoqIiMjw7Vg0NlTec/ep4iIiNQuTsPg8x8O8fwHKeQXlfLY8I6M6t8KP1/vW232ctx63VV0ax3Ggi/3sj019+IPEPFATqfBiaISjhwtZNcvx/jDexuwWS1MvKODV64c7e1q5MhmaGgoMTExJCUlER8fT1JSEjExMeWmsMLplWIXLFjAgAEDyMvLIzk5mX/+858XHcvMzCQiIgKAnTt3cuTIEZo3b37O2Nq1a7Fara7vBw0axL/+9S8eeeQRUlJSOHnyJO3bt6+Jl0REREQ8SF7BKd5bvpNtB3Lp1LIRDwxuQ3CAn7vLqlEWi4WHboshPefXBYPu70ajBnXdXZbUcmUOJ/lFpeQXlZBf/OvXolLyi0opcN0+M1ZKYXEpZ8859LFZeHxEJxrV18+yO9TYNNpnn32WqVOnMnfuXIKDg5k9ezYAY8eOZdKkSXTo0IH4+Hg2b97MgAEDAJgwYQLR0dEAFY69+uqrbN++HavViq+vLy+99BJhYadP/J0yZQo5OTlYLBYCAwN566238PE5Hfvxxx/niSeeYPHixfj7+/PSSy+5joKKiIhI7bBpTzbzVuyipNTBvQNbc1OnSK8+p+tK1PHz4dHbO/D8Bym8sWgr00Z3rTVHdqVmnCpxlGsOXc1jccmvDWT5+4pPnX/RKosFAuv6ElTPj6C6vkQ2CnDdDqr36/31fGl3TThGaVkNp5QzLIZheNYJh15G52xWL2XxPGbJAcriicySA5TFU52d5VSpg49X7+XLTUdoGhFI4pB2RDYKcHOFlVPd78nmvUf5v4VbuK5dBGPi2lZr823Wny9vV5kshmFQfKrs18bw7KOO/z36+N8m8vTXkjLnefdls1rKNYlnGsfAs26fPR5Qxxer9eI/l7XtPalpFztn0xQLBImIiIhcil8y8nln6XYyc4sYfG1ThvW+Gh+bZjed0bFlI+JvbM7itQdoZg+mf7dod5ckNSgrr5iME6c4nHa8wiayoKgUxwUOuvj5Wgmqe7oxDK7nR5NGAa5mMfB/Gsegun7U9bfV2hkFZqZmU0RERC7IMIwL/jLpjZxOg0+/+4VPvt5PcIAfvx/ZiZhmIRd/YC0Ud30zfsnI5+Mv9tI0PJDWTRu6uySpRmUOJxt3Z5Occpi9R46fM17X3+fXBtGXRvXr0NwedNZRyHObSH9NvxbUbIqIiNRqTsPgRGEJR4+f5OjxYnKOn/z19un/co6fpMzhxALYbBZsNis+Vgs26+nbZ76Wu89mqdQ2NqsFH+t/b198m/Ps2/bruNVywfp8fn1sXsEpXl+4hS17j9K1dRj3D2pDYF1fd78FHstqsTAmri0vfJDC3MXbmPlAd0KC67i7LKliJ4pK+PqnNNZsOsKx/FOEN6jLiFta0uGacMpKSl0NpY78y+VQsykiImJilW0mzxZY9/SRi+iwADq1DCW0QT1OFJzE4Th9lNPhMChzOn/93onDaVDmMHA4Tt8+vY2TkjInDkeZa5vyj/v1sY7Tj3XW0BISdfxsPHhrG27oYNeUvUqo6+/DxDs68MIHKby5aCtT7+mCr4+OWJnBwcx8klMO892OTMocTto1a8i9A1sT2yIUq8XikecHivdRsykiIuLFrrSZ7NyyEaH169Do1/9C69ehjl/5Xw9q4pdOp2Hg/LUhdTidp5tX538b2LJyjezZ2/y3eS3XyDqclJ21rcNxupkdfOPV+GptxEtiDw1gTFxb3vhkK3//bDcP3tpGjbqXcjid/LTnKJ+nHGb3oTz8fK3cEGunb9comnjJ4ljiXdRsioiIeLDLaSbPnFMVHR5I52sandVI1qVRcB2PvLC51WLBarNw+qBZ9dUX1ihQR2suQ5dWYQy5vhnLvk2luT2Im7tEubskuQQFxaWs3ZLG6h8Pk3PiFI3q1+Gum1tyY0c7AXU0lVyqj5pNERERN6otzaR4v/gbm/NLZj4fJu8hKjyQa6IauLskuYgj2QUk/3iY9dsyKClz0qZpA+7u14pOLRtV6rIhIldKzaaIiEg1UjMpZmG1WEgc0pbnP0hh7qJtzHigOw2D/N1dlvwPp9Ng876jJKccZucvx/D1sdKzXQR9u0YTHX7h6yGKVAc1myIiIlXgVKmDtKOFHMoq4HBWATn5p0g7WqhmUkylXh1fHr29Ay/O/5G5i7cyZVQXrVLqIYpOlrJuSzpfbDxMdt5JGgb5c0efq+ndMZKgen7uLk9qKTWbIiIil8AwDI4eP8nhrAIOZRf8+rWQrNwiziw74+9rI7pxkJpJMaWosEAevi2GuYu38WHyHu4b2NrdJdVq6TmFfPHjYb7ZmsGpUgfXRNXnzpta0qVVI2xW/SFA3EvNpoiIyAUUnyrjSHbhWU3l6a8nSxyubcIb1CUqPJBrY8KJDg8kKjyQsAZ1iQgP1kI0Ylrd2oQz+LqmfPrdQZo1DqJ3x0h3l1SrOA2DbftzSU45xLYDufjYLFwbE0G/btFc1TjI3eWJuKjZFBGRWs/pNMjKKz7dUGYVcDj79Nejx0+6tqnr70N0WADXt29MVHgg0WGBNAkLOOcyISK1xR29W3Aws4B/rPqZJmEBtIis7+6STK/4VBnfbE3nix8Pk3msmPqBfgy7sTl9OjUhOEBTZcXz6P+QIiJSqxQUl3Iku4CDv55beTi7gCPZhZSUnT6v0mKBxiH1uDoymN4dI12NZUiwv64tKHIWq9XCb4a24/n3f3AtGFRfDU+1yDxWxBc/HmbdlnROljhoERlM/I3N6dY6XOfMikdTsykiIqZU5nCSmVv069TXQtfRymP5p1zbBNb1JTo8kD6dmhAVHkB0eCCRoQH4+eqcSpHKCKx7esGgP/79R95atJXf391ZzU8VMQyDHanH+DzlEFv35WC1WugeE06/rtFcHRns7vJEKkXNpoiIeL3jhSXlpsAeziogLaeQMsfpJXtsVgv20ADaNG3gOlIZFR5I/QA/Ha0UuUJNI4J44NY2vLt0Bx+v3ss9/Vu5uySvdqrEwbfb0kn+8TDpOUUE1/NlSK9m3NS5CQ0CdakZ8S5qNkVExGuUljlJzyksd17l4awCThSVurapH+hHdFggbZuHEP1rY9k4tJ6OtohUo+vaNiY1PZ9VPxyiWeMgenWwu7skr5OdV8zqjYdZuzmdolNlXNU4iDFxMXRvE4Gvjz6/xDup2RQREY9jGAbH8k/9t6HMLuRwVgHpOUU4jdNHK31sVpqEBRDbotGvRysDaBIeSLCuJyfiFsNvbsGhrAI+WHl6waBmjTXV82IMw2DXwTySUw7x096jWLDQrU0Y/bpG06JJsGZeiNdTsykiIuflNAycTgOHw8DhdFJ21m2H8+wxgzKn03Xb4XRWMHbmcc5fx/572+E0sNis7D+Ux+HsAgpPlrlqCQ2uc/qala0aERUWSHR4IOEN6+oaciIexGa18pv4drzw/g+8+clWpj/QXX/8uYCSUgff7cgkOeUQh7MLCazry63XXcXNnZsQElzH3eWJVJlKNZt//OMfGTZsGDExMdVdj4iIXIIyh5PPNhzkRHEZRUUl523gHI5fmz/X2H8bRofDwGn8b/N3evzXA4g1wmI5/Yuqv5+Nxg3r0q1NuKupjAoLoF4d35orRkQuW3A9Pybc3oE//n0jby/exuMjO+mPQmfJPXGS1RuP8NVPRyg8WUZUWCAPDm7DtW0jtDCZmFKlmk2n08nDDz9MSEgIQ4cOZejQoTRu3Li6axMRkQqcLClj7uJtbNufS0hwHSyAzWbBZrVgs1pPf3V9b8HX1+a6fXrMWv625aztbf+zD8v/bn/W+Hm2t1ot+JxTgxXrr9/7nKnx122tv04VCwsLIjs7370vrIhckWaNg7l/UGv+tnwnC9bsY2Tfa9xdklsZhsGew8dJ/vEwG3/OxsCgyzVh9OsWRavoBpoqK6ZWqWbzmWee4amnnuLrr79m2bJlvPXWW3Ts2JGEhAT69+9PQEBAddcpIiJnOV5YwusLNnMos4AHBrfhjn6t1aSJiMfo1cFOasZ/Fwy6rl3tO0hRWuZgw84sPk85xMHMAur5+zCgRzS3dGlCo/p13V2eSI2o9DmbNpuNm2++mZtvvpk9e/bw+OOPM3XqVJ577jluvfVWJk2aRERERHXWKiIiQEZuEa9+/BMnikqYeEcHOrZs5O6SRETOMeKWlhzKzOf9T3cR2SiAphFB7i6pRhzLP8WaTaenyuYXldKkUQD3DWpNz7aN8ffTVFmpXSrdbBYUFPDpp5+ydOlSdu/ezYABA5g5cyaRkZG89957jBkzhmXLll3w8QcOHGDq1Knk5eXRoEEDZs+eTbNmzcpt43A4+MMf/sDatWuxWCwkJiYyfPjwi47NmTOHDz/8kPDwcAC6dOnCzJkzAXjuuedYv349fn5+1KtXj6effpoOHToAcO+995KWlkZgYCAA9913H3fccUdlXxIRkRq378hx/rxwCxYLTBnVheZ2rfYoIp7Jx2Zl/LAOPP/+D7zxyVZmPNCdwLrmO//aMIzT1/rNLiDls5/5ZnMaTqdBx5aN6NctipirGmqqrNRalWo2J02axNq1a+nevTt33303/fr1w8/vv6uLPfXUU3Tt2rXCfcycOZNRo0YRHx/PkiVLmDFjBvPnzy+3zbJlyzh48CCrVq0iLy+PhIQEevbsSVRUVIVjAAkJCUyZMuWc5+3duzfTpk3D19eXNWvWMHnyZJKTk13jzzzzDDfffHNlXgYREbfatCebd5Zsp0GgP5NHdCSiYT13lyQiUqH6AX48Mqw9s/+5kXeWbGPyXZ2wWr2z8XI4nWTnnSQ9p5D0nKKzvhZRfOr06tn16vjQt2sUt3RpQrg+o0Uq12x27NiR6dOnExYWdt5xq9XKt99+e8HH5+TksGPHDubNmwdAXFwcL7zwArm5uYSEhLi2W7FiBcOHD8dqtRISEkK/fv1YuXIlY8aMqXCsImc3kp06dSIjIwOn04lVK6OJiBf5ctMR/r7qZ5o1DuK3d3YkOECXExAR79Aisj6jB7Tm/U938Z+v9zH8ppbuLqlCJ0vKyMgtIv1oEem5hb9+LSIztwiH87/LdNcP9MMeUo/r2kVgD6mHPTSAazs2oeBEsRurF/EslWo2U1JSePjhh8+5/9FHH+WNN94AoG7dC5/onJ6eTkREBDbb6XnqNpuN8PBw0tPTyzWb6enpREZGur632+1kZGRcdAxg+fLlrFu3jrCwMCZOnEjnzp3PqeOf//wnN910U7lG86WXXuLVV1+ldevWPPHEEzrvVEQ8imEYLFp7gKRvU4ltEcr4+PY650dEvE7vjpGkZuTz6XcHadY4mO5twt1aj2EYnCgsIS2niIyzj1TmFpF74pRrO6vFQljDuthD6tGxZSj2kADsjephD6l33ksy1fX3oaAmg4h4uEo1m99///1579+wYUOVFnO5Ro4cybhx4/D19eWbb77hkUceYcWKFTRs2NC1zfLly1m2bBn//Oc/Xfe99NJL2O12HA4H77zzDo899hgfffTRJT13aGhgleWoSmFh5jkJX1k8j1lygGdnKXM4eWPBT3zxwyEGXHsVj9wRi8124VkZnpzlUpglByiLpzJLFm/LMWlkFzJyi5i3YiftWoZx1VnnnFdXFofDSWZuEYcy8zmcVcChrNNfD2cVUFhc6tqujp+NqPBAYq8JIyo8kOjwIKLCA7E3CsTX59Jmw3nb+1IRs2QxSw7wviwVNpt//vOfASgtLXXdPuPQoUPljjRWxG63k5mZicPhwGaz4XA4yMrKwm63n7NdWloasbGxQPmjmRWNnT29t1evXtjtdvbs2UOPHj0A+Pzzz3nttdd4//33adSoUbnng9NHWu+77z7eeOONS55im5NTgNNZg1c+rwQzXadOWTyPWXKAZ2c5WVLG3EXb2HYgl/gbmjO0VzNycwsvuL0nZ7kUZskByuKpzJLFW3OMjWvL8+//wPN//Y7pD3QjoI5vlWRxTX0961zKjJwiMo8VUeY4a+prgB/20Hr0aBNO49B6RIYGYA+tR8Mg//Mu4pN37MKfu+fjre/L+Zgli1lygGdmsVotFR58q7DZPDNN1TCMclNW4XSjNnHixEoVERoaSkxMDElJScTHx5OUlERMTEy5KbQAgwYNYsGCBQwYMIC8vDySk5NdRyIrGsvMzHRNf925cydHjhyhefPmAKxZs4ZZs2Yxb94812JCAGVlZeTl5bmaz+XLl9OqVSudyykibne84BSvL9jCoazT19Ds3bFyf9gTEfF0DYP8eWRYe176cBN/WbaDSXfGVvqxhmFwoqiU9KOnp7u6vuYUXnDqa2yLUOy/NpT20PNPfRWR6lNhszlr1iwAOnfuzF133XVFT/Tss88ydepU5s6dS3BwMLNnzwZg7NixTJo0iQ4dOhAfH8/mzZsZMGAAABMmTCA6OhqgwrFXX32V7du3Y7Va8fX15aWXXnId7Xzqqafw9fVl0qRJrlref/99/P39SUxMpLT09BSK8PBwXn311SvKKCJypXQNTRExu2uiGjCqfyv+/tnPLFl7gMQ7OpYbdzidHM07+T8rvp7+WvTrqq8A/r42GofWo1V0g9MNZUg97I0CCG9Q95KnvopI9bAYhnHeOaCHDx92HQk8dOjQBXdwpuGrrTSNtnopi+cxSw7wvCxnX0PzseEdL+kamp6W5XKZJQcoi6cySxZvz2EYBvM+3cW6LemMHtSGvBMnXQv1XGjqqz00gMa/HqGMDA2gQZA/Vg+7fqW3vy9nM0sWs+QAz8xy2dNohwwZwqZNmwDo378/FouF/+1LLRYLO3furKJSRURqL9c1NIP8mXyXrqEpIuZmsVi4d0ArjmQX8o+Vu7BYILxBXeyhAcS2CHWdT9k4tB4Bmvoq4rUu2GyeaTQBdu3aVSPFiIjURv+9hmYwvx0eS3A9XUNTRMzP18fGU6O7UGaxYnM6NfVVxIQu+q/a4XDQr18/SkpKaqIeEZFawzAMPvl6H/M/+5kOV4fy5N2d1WiKSK3iY7MSHRGkRlPEpC56nU2bzYbNZuPkyZP4+emXIBGRqlDmcPLBp7v4ZlsGvTtGcu/AVti0GraIiIiYyEWbTYD77ruPyZMn85vf/IbGjRuXuw5RbV8gSETkUhWfKuOtxaevoZlwQ3OG9Gp23uu7iYiIiHizSjWbL7zwAgDffPNNufu1QJCIyKXRNTRFRESktqhUs6kFgkRErlx6TiGv/XszJ4pKmHRnB2Jb6BqaIiIiYl6XdIJQeno6P/30UzWVIiJiXnuPHGfWPzZyqtTBlFFd1GiKiIiI6VXqyGZaWhq/+93v2LVrFxaLhU2bNrFy5UrWrl3Liy++WN01ioh4tU27s3l76XYaBvnzu7s6Eq5raIqIiEgtUKkjmzNmzOCmm25i48aN+Pic7k979erFt99+W63FiYh4uzWbjvDGoq1EhQUy7d6uajRFRESk1qjUkc2tW7fy7rvvYrVaXSsmBgUFkZ+fX63FiYh4K8MwWLR2P0nf/kJsi1DGx7fH38/m7rJEREREakyljmyGhobyyy+/lLtv79692O32ailKRMSblTmcvLd8J0nf/kLvjpFMvKODGk0RERGpdSp1ZPOhhx5i3LhxJCYmUlZWRlJSEu+88w5jx46t7vpERLyKrqEpIiIiclqlms0777yTBg0a8PHHH2O321m8eDG//e1v6devX3XXJyLiNc6+huaDg9two66hKSIiIrVYpZpNh8NBv3791FyKiFxA+WtoxhLbItTdJYmIiIi4VaXO2ezVqxfPPvssP/74Y3XXIyLidfYeOc4f//4jJa5raKrRFBEREalUs/nee+9Rr149Hn/8cW655RZeeeUVfv755+quTUTE423cnc3/+2gTAXV9mXZvV5rbg91dkoiIiIhHqNQ02rZt29K2bVuefPJJNmzYQFJSEvfffz9hYWEsW7asumsUEfFIazYe5h+f76ZZ42B+OzyW4Hp+7i5JRERExGNUqtk829VXX02LFi2IjIwkNTW1GkoSEfFshmHwydf7Wb7+Fzq2CGWcrqEpIiIico5KNZsnTpzgs88+Iykpic2bN9OrVy/GjBlD3759q7s+ERGPUuZw8v6nu/h2Wwa9O0Zy78BW2KyVOiNBREREpFapVLN544030rlzZ+Li4pgzZw7BwTonSURqn+JTZcxdvI3tB3JJuLE5Q67XNTRFRERELqRSzebnn39OeHh4ddciIuKxjhec4rUFmzmcVahraIqIiIhUQqXmfoWHh/PNN98wbdo0xo0bB8DWrVtZv359pZ/owIEDjBgxgoEDBzJixIjznu/pcDh47rnn6NevH/3792fBggWVGpszZw49e/YkPj6e+Ph4nnvuOddYcXExjz32GP3792fQoEGsWbOmUmMiImek5xTy4t9/JCO3iEl3xqrRFBEREamESh3Z/Pvf/878+fMZPnw4n332GQB16tThxRdfpGfPnpV6opkzZzJq1Cji4+NZsmQJM2bMYP78+eW2WbZsGQcPHmTVqlXk5eWRkJBAz549iYqKqnAMICEhgSlTppzzvH/7298IDAzk888/JzU1lXvuuYdVq1YREBBQ4ZiICJy+huafF2zGZrUwZVQXXdpEREREpJIqdWTzgw8+YN68eSQmJmL9dSGMq6++mgMHDlTqSXJyctixYwdxcXEAxMXFsWPHDnJzc8ttt2LFCoYPH47VaiUkJIR+/fqxcuXKi45V5NNPP2XEiBEANGvWjPbt2/P1119fdExERNfQFBEREbl8lWo2CwsLsdvtAK7FMMrKyvD19a3Uk6SnpxMREYHNdvrSADabjfDwcNLT08/ZLjLyv9PT7HY7GRkZFx0DWL58OUOGDOGhhx5i06ZNrvvT0tJo0qTJeR9X0ZiI1G5rNh7mzUVbiQoLZNq9XQlvWM/dJYmIiIh4lUpNo+3evTvvvvsu48ePd903f/58rr322mor7FKMHDmScePG4evryzfffMMjjzzCihUraNiwYbU/d2hoYLU/x+UICwtydwlVRlk8j1lywLlZDMPg75/uZMEXe+jeNoInR3ejjv8lX5LYLczyvpglByiLpzJLFrPkAGXxVGbJYpYc4H1ZKvUb1DPPPMO4ceNYsGABhYWFDBw4kICAAN55551KPYndbiczMxOHw4HNZsPhcJCVleU6Wnr2dmlpacTGxgLlj2ZWNBYWFubaR69evbDb7ezZs4cePXoQGRnJkSNHCAkJcT3uTJNc0Vhl5eQU4HQal/SY6hYWFkR2dr67y6gSyuJ5zJIDzs1y9jU0+3SKZPSAVuSfKMYb0prlfTFLDlAWT2WWLGbJAcriqcySxSw5wDOzWK2WCg++VXo12v/85z+8/vrrvPzyy8yePZuFCxeWa/IqEhoaSkxMDElJSQAkJSURExPjavLOGDRoEAsWLMDpdJKbm0tycjIDBw686FhmZqZrHzt37uTIkSM0b97c9biPP/4YgNTUVLZu3cqNN9540TERqV2KT5Xx5wWb+XZbBsNubM59A1tjs1bqI1JEREREzqPSc8MsFguxsbEEBgayb98+0tPTy53veDHPPvssU6dOZe7cuQQHBzN79mwAxo4dy6RJk+jQoQPx8fFs3ryZAQMGADBhwgSio6MBKhx79dVX2b59O1arFV9fX1566SVXI/zwww8zdepU+vfvj9Vq5fnnnycwMPCiYyJSe+QVnOL1M9fQvLUNN8bq0iYiIiIiV8piGMYF54DOmjWLtm3bEh8fD8DixYuZNm0awcHBFBUVMWfOHPr06VNjxXoiTaOtXsriecySA05n2bIrg1c/3kxBcSnjE9oT2yLU3WVdFrO8L2bJAcriqcySxSw5QFk8lVmymCUHeGaWK5pGm5ycTPfu3V3fv/rqqzz99NN89913PPfcc7z55ptVV6mISA3beSCXP/79R0rLHDw5qrPXNpoiIiIinqjCabTHjh1zLcKze/du8vLyGD58OABDhw5l1qxZ1V+hiEgVcBoGJwpLyDl+kpwTJ8nIKWLFd7/QMMifySM6Ed6grrtLFBERETGVCpvNoKAgjh49SqNGjUhJSaF9+/b4+fkBp6+zWcEMXBGRGlVa5iQ3/6SrmTzzNffEKXKOnyQ3/yRljvKfWe2uDmVsXAzB9fzcVLWIiIiIeVXYbA4ePJjJkyfTv39/5s2bx9ixY11jmzdvdi3QIyJS3YpOlpLza+OYc6J8Q5lz4iTHC0rKbW8B6gf6EVq/Ds3sQXRtE0ZocJ3T/9U//bVpVEOPO/dBRERExCwqbDYff/xx3nnnHb799lvuuusu7r77btfYzp07GTlyZLUXKCLm5zQMjheU/Hok8nQTefTXr7m/NpPFpxzlHuNjsxIa7E9o/Tp0uDqURr82kSFnvgb542PTpUtERERE3KXCZtPX15dHH330vGP3339/tRQkIuZTborreY5M5p44heN/VnUOqONDSHAdGtWvS+umDcsdkQytX4eger5YLRY3JRIRERGRi6n0dTZFRC6k6GQpR//nHMmjZx2lPF547hTXBkH+hAbXobk9mG5t6pQ/Mhlch7r++ngSERER8Wb6bU5EKi2/qIS1a/aSmpZ31lHJc6e4+vpYf20a/YltEfrfI5K/NpQNNcVVRERExPTUbIpIpZwsKeOVj3/iYGYBAXV8CA2uQ3iDurT5dYpro/r/PTIZXM8Xi6a4ioiIiNRqajZF5KKcToN3lmznUFYBM8dcx1WN6rm7JBERERHxcJWax1ZSUsJrr71G37596dq1KwDr1q3jH//4R7UWJyKe4V9f7GHzvhxG929Ft5gId5cjIiIiIl6gUs3mH//4R3bv3s3LL7/smhp3zTXX8NFHH1VrcSLifp+nHCL5x8MM6B7NzV2i3F2OiIiIiHiJSk2jTU5OZtWqVdSrVw+r9XR/GhERQWZmZrUWJyLu9dOeo/zriz10aRXGXTe3dHc5IiIiIuJFKnVk09fXF4ej/GqTubm5NGjQoDpqEhEPkJpxgreXbqNZ4yDGDmmL1aoFf0RERESk8irVbA4aNIgpU6Zw6NAhALKysnj++ee57bbbqrU4EXGP3BMn+fPCLQTV9WXSHbH4+9rcXZKIiIiIeJlKNZuTJ08mKiqKoUOHcuLECQYOHEh4eDgTJkyo7vpEpIYVnyrj9QWbKSl18NvhHakf6O/ukkRERETEC1XqnM1jx44xbdo0pk2bRm5uLg0bNsRisbBz505iYmKqu0YRqSEOp5O3Fm8jPaeIx4Z3JCos0N0liYiIiIiXqtSRzYcffpi8vDwAQkJCsFgsbN26lbFjx1ZnbSJSgwzD4J+rdrPtQC73DmxNu+Yh7i5JRERERLxYpZrNu+66i4ceeojCwkIANm7cyLhx43jxxRertTgRqTmfbTjElz+lcet1V9G7Y6S7yxERERERL1epabT33XcfJ06cIDExkcTERJ566ilefvllrr/++uquT0RqQMquLBas2Uu3NuHc3udqd5cjIiIiIiZQqWYT4NFHH6WgoIDJkyfzzjvv0L179+qsS0RqyL604/wlaQdXNwlmzG0xWC26xImIiIiIXLkLNpt9+vTB8j+/dDqdTgzD4IknnnDd9+WXX1ZbcSJSvY7mFTNn4RYaBPox8Y5Y/HSJExERERGpIhdsNv/f//t/NVmHiNSwopOlvLZgM2UOgynDOxJcz8/dJYmIiIiIiVyw2ezRo0eVPtGBAweYOnUqeXl5NGjQgNmzZ9OsWbNy2zgcDv7whz+wdu1aLBYLiYmJDB8+/KJjZ+zfv59hw4YxatQopkyZAsADDzzAsWPHXPvYs2cPS5YsoU2bNkydOpVvv/2Whg0bAjBo0CDGjx9fpblFPFGZw8mbi7aRdayYx0d0wh4a4O6SRERERMRkKn3O5s6dO0lJSeHYsWMYhuG6/7e//W2lHj9z5kxGjRpFfHw8S5YsYcaMGcyfP7/cNsuWLePgwYOsWrWKvLw8EhIS6NmzJ1FRURWOwelGcubMmfTr16/cPt9//33X7eTkZF5//XXatGnjui8xMZHRo0dX9mUQ8XqGYTD/s5/Z+csxHr4thjZXNXR3SSIiIiJiQpW69MnHH3/M3XffzXfffcdf/vIXdu/ezbx58zh48GClniQnJ4cdO3YQFxcHQFxcHDt27CA3N7fcditWrGD48OFYrVZCQkLo168fK1euvOgYwLvvvstNN910ztHSsy1cuJA77rijUjWLmNWK735h3ZZ0hvZqRq8OdneXIyIiIiImVakjm3/961/561//Srdu3ejevTtvvvkmX331FStWrKjUk6SnpxMREYHNdnrxEZvNRnh4OOnp6YSEhJTbLjLyv9f3s9vtZGRkXHRs165drFu3jvnz5zN37tzz1pCdnc369ev54x//WO7+efPm8fHHHxMdHc3jjz9OixYtKpXpjNDQwEvavqaEhQW5u4QqoyxV5+tNh/nPV/vp0zmKMcNiz1kErLLcnaMqKYvnMUsOUBZPZZYsZskByuKpzJLFLDnA+7JUqtnMycmhW7duAFitVpxOJ3369Cm3Kq27lJaWMn36dGbNmuVqZs9n8eLF3HjjjeWa28mTJxMWFobVamXx4sWMGTOG5OTkCvfzv3JyCnA6jYtvWIPCwoLIzs53dxlVQlmqzp7Debz20U9cE1WfUX1bcvRowWXtx905qpKyeB6z5ABl8VRmyWKWHKAsnsosWcySAzwzi9VqqfDgW6Wm0TZu3JjDhw8D0KxZM7744gtSUlLw9fWtVBF2u53MzEwcDgdw+vzKrKws7Hb7OdulpaW5vk9PT6dx48YVjmVnZ3Pw4EESExO55ZZb+OCDD/j3v//N9OnTy+37k08+OWcKbUREBFbr6ZcgISGBoqIi19FSETPJPFbEnP9sJTTYn4l3xOLrU6l/+iIiIiIil61Sv3GOGTOGffv2AfDII4/wxBNPcP/99zNhwoRKPUloaCgxMTEkJSUBkJSURExMTLmjjHB6NdgFCxbgdDrJzc0lOTmZgQMHVjgWGRnJ999/z+rVq1m9ejX3338/d911Fy+88IJrvxs3biQ/P5/evXuXe77MzEzX7bVr12K1WomIiKhUJhFvUVBcyusLtgDw2F0dCaxbuT8SiYiIiIhciUpNo7399ttdt/v06cOGDRsoLS0lIKDyl0t49tlnmTp1KnPnziU4OJjZs2cDMHbsWCZNmkSHDh2Ij49n8+bNDBgwAIAJEyYQHR0NUOHYxXzyySckJCScMz12ypQp5OTkYLFYCAwM5K233sLHp9IL9Ip4vNIyJ298spWc48X8fmRnIhrWc3dJIiIiIlJLWIyzr2NyFqfTWakdnJmGWlvpnM3qpSyXzzAM/pq0g/XbM0kc2pbr2jaukv3qPfFMZslilhygLJ7KLFnMkgOUxVOZJYtZcoBnZrnYOZsXPIzXtm3bCleqNAwDi8XCzp07r6xCEakWS79JZf32TIb1vrrKGk0RERERkcq6YLP5xRdf1GQdIlKFvt2WzpJ1B+jVoTFxPa9ydzkiIiIiUgtdsNls0qQJ2dnZhIWF1WQ9InKFfj54jHkrdtGmaQPuH9Tmsq+lKSIiIiJyJSo84fLMSrBnPProo9VajIhcmfScQt74ZCvhDesy4fYO+Nhq9znVIiIiIuI+Ff4m+r9rB23YsKFaixGRy3eiqITXF2zGarXw2PCOBNTRJU5ERERExH0qbDY1/U7EO5SWOXjjP1vJKyhh0h2xhDWo6+6SRERERKSWq/Cikg6Hg++++851hLOsrKzc9wA9e/as3gpFpEJOw+Bvy3ey98hxHkloT4sm9d1dkoiIiIhIxc1maGgo06ZNc33foEGDct9bLBatWiviZou+3s+GnVkMv6kF3dqEu7scERERERHgIs3m6tWra6oOEbkMazensXz9L/TpFMmga5u6uxwRERERERctVSnipban5jL/s59p1zyEe/q30jnWIiIiIuJR1GyKeKEj2QXMXbSVxqH1GB/fXpc4ERERERGPo99QRbzM8cISXl+wBT8fG4/d2ZF6dSqcDS8iIiIi4hZqNkW8yKlSB/+3cDP5xSX8dngsofXruLskEREREZHzUrMp4iWchsFflu0gNT2f3wxpR7PGwe4uSURERETkgtRsiniJhWv2sXF3NiP6XkPnVmHuLkdEREREpEJqNkW8wJpNR1i54SC3dGlC/25R7i5HREREROSi1GyKeLit+3P456rdxLYI5e5+1+gSJyIiIiLiFdRsiniwg5n5zF28jaiwAMbFt8Nm1T9ZEREREfEO+s1VxEMdyz/FnxduoZ6/D78d3pE6frrEiYiIiIh4DzWbIh7oZEkZf164maJTZfz2zlgaBvm7uyQRERERkUuiZlPEwzidBu8s2c6hrALGx7ejaUSQu0sSEREREblkajZFPMy/vtjD5n053NO/FbEtGrm7HBERERGRy1JjzeaBAwcYMWIEAwcOZMSIEaSmpp6zjcPh4LnnnqNfv37079+fBQsWVGrsjP3799OxY0dmz57tum/q1Kn07t2b+Ph44uPjeeutt1xjR48e5aGHHmLgwIEMHTqUzZs3V21okUv0ecohkn88zIDu0dzSRZc4ERERERHvVWMrjsycOZNRo0YRHx/PkiVLmDFjBvPnzy+3zbJlyzh48CCrVq0iLy+PhIQEevbsSVRUVIVjcLoZnTlzJv369TvnuRMTExk9evQ597/yyit069aN9957j5SUFJ544gk+++wzXVpC3OKnPUf51xd76HxNI+66uaW7yxERERERuSI1cmQzJyeHHTt2EBcXB0BcXBw7duwgNze33HYrVqxg+PDhWK1WQkJC6NevHytXrrzoGMC7777LTTfdRLNmzSpd18qVKxk5ciQA3bp1w8/Pj61bt15hWpFLl5pxgreXbuOqiCASh7TDatUfPERERETEu9VIs5menk5ERAQ2mw0Am81GeHg46enp52wXGRnp+t5ut5ORkXHRsV27drFu3ToeeOCB8z7/vHnzGDJkCI888gj79u0D4NixYxiGQUhIyHn3KVJTck+c5M8LtxBU15ff3hmLv5/N3SWJiIiIiFwxr79wX2lpKdOnT2fWrFmuZvZskydPJiwsDKvVyuLFixkzZgzJyclV9vyhoYFVtq+qFBZmnhVMzZyl6GQpz3+QQmmZkxcfvZGr7MFuquzSmPk98WZmyWKWHKAsnsosWcySA5TFU5kli1lygPdlqZFm0263k5mZicPhwGaz4XA4yMrKwm63n7NdWloasbGxQPmjmRcay87O5uDBgyQmJgJw4sQJDMOgoKCAF154gYiICNf+ExISmDVrFhkZGTRp0gSA3Nxc19HN9PR0GjdufEnZcnIKcDqNy3hVqk9YWBDZ2fnuLqNKmDmLw+nkzwu2cDAjn8l3daSej8Urspr5PfFmZslilhygLJ7KLFnMkgOUxVOZJYtZcoBnZrFaLRUefKuRabShoaHExMSQlJQEQFJSEjExMeWmsAIMGjSIBQsW4HQ6yc3NJTk5mYEDB1Y4FhkZyffff8/q1atZvXo1999/P3fddRcvvPACAJmZma79r127FqvV6mpABw0axL/+9S8AUlJSOHnyJO3bt6/210PEMAz+uWo32w7kcu/AVrRrHnLxB4mIiIiIeJEam0b77LPPMnXqVObOnUtwcLDr8iRjx45l0qRJdOjQgfj4eDZv3syAAQMAmDBhAtHR0QAVjlVkypQp5OTkYLFYCAwM5K233sLH53Tsxx9/nCeeeILFixfj7+/PSy+9hNWqS49K9ftswyG+/CmNwdc1pU+nJu4uR0RERESkylkMw/CsOaBeRtNoq5cZs6TsyuKtxdvo2iaccfHtsHrZpXbM+J6YgVmymCUHKIunMksWs+QAZfFUZslilhzgmVk8YhqtiJy2L+04f0nawdWRwYy5LcbrGk0RERERkcpSsylSQzJzi5izcAv1A/yYeEcsfr66xImIiIiImJfXX/pExBsUnSxl9kcbKHMYPDmqI8EBfu4uSURERESkWunIpkg1yy8q4c1F20g/WsiE2zsQ2SjA3SWJiIiIiFQ7HdkUqSZFJ0v5bMMhVqUcoqTEwWN3dybmqobuLktEREREpEao2RSpYsWnykj+8TCffX+QolNldGsdRvwNzenU1u5xK4iJiIiIiFQXNZsiVeRUqYM1G4+w4rtfKCgupVPLRiTc2JymEUHuLk1EREREpMap2RS5QqVlTr766QjL1//C8cIS2jUPIeHG5rSIrO/u0kRERERE3EbNpshlKnM4+WZrOsu+TSX3xClaRTdgfEJ7WkU3cHdpIiIiIiJup2ZT5BI5nQbrt2ew9JsDZOed5OrIYB68NYa2VzXEYrG4uzwREREREY+gZlOkkpyGQcquLJasO0B6ThFNIwL57Z2xxLYIVZMpIiIiIvI/1GyKXIRhGPy05yiL1h7gcHYBTRoFMGFYezq3CsOqJlNERERE5LzUbIpcgGEYbDuQy6Kv95OakU9Ew7okDmlLj5gIrFY1mSIiIiIiFVGzKXIeO385xqKv97P3yHEa1a/Dg7e24fr2jbFZre4uTURERETEK6jZFDnL3sPHWbR2Pzt/OUbDIH/uHdiaG2Pt+NjUZIqIiIiIXAo1myJAasYJFn19gK37cwiu58vdfa/hps6R+PrY3F2aiIiIiIhXUrMptdrhrAIWrd3Ppj1HCajjw/CbWnBLlyj8/dRkioiIiIhcCTWbUiul5xSyZN0BftiZRR1/Gwk3NKd/92jq+uufhIiIiIhIVdBv1lKrZOUVs3TdAdZvz8DPx8atPa9iYI+mBNb1dXdpIiIiIiKmomZTaoXcEydZ9m0q67akY7VaGNA9msHXXUVwPT93lyYiIiIiYkpqNsXU8gpOsXz9L3z10xEMA27q1IRbe15FwyB/d5cmIiIiImJqajbFlE4UlbDyu4Os3niYMofBDbF2hlzfjND6ddxdmoiIiIhIraBmU0yl8GQpn204yOcphykpdXBd28YMvaEZEQ3rubs0EREREZFapcaazQMHDjB16lTy8vJo0KABs2fPplmzZuW2cTgc/OEPf2Dt2rVYLBYSExMZPnz4RcfO2L9/P8OGDWPUqFFMmTIFgOeee47169fj5+dHvXr1ePrpp+nQoQMA9957L2lpaQQGBgJw3333cccdd1TzKyHVofhUGZ+nHOKzDYcoPlVG9zbhxN/QnMhGAe4uTURERESkVqqxZnPmzJmMGjWK+Ph4lixZwowZM5g/f365bZYtW8bBgwdZtWoVeXl5JCQk0LNnT6Kioiocg9PN6MyZM+nXr1+5ffbu3Ztp06bh6+vLmjVrmDx5MsnJya7xZ555hptvvrn6XwCpFqdKHazeeJhPvztIQXEpna9pRPwNzWkaEeTu0kREREREajVrTTxJTk4OO3bsIC4uDoC4uDh27NhBbm5uue1WrFjB8OHDsVqthISE0K9fP1auXHnRMYB3332Xm2666ZyjpTfffDO+vqcva9GpUycyMjJwOp3VmFZqQmmZg89TDjHl7fUsWLOPZvYgpt/fjYl3xKrRFBERERHxADVyZDM9PZ2IiAhsNhsANpuN8PBw0tPTCQkJKbddZGSk63u73U5GRsZFx3bt2sW6deuYP38+c+fOvWAd//znP7npppuwWv/bY7/00ku8+uqrtG7dmieeeIKIiIhLyhYaGnhJ29eUsDDzNFxnZylzOEnecJCPP/+Zo8dP0qFFI0YPbkPb5qFurLDyzPK+mCUHKIsnMksOUBZPZZYsZskByuKpzJLFLDnA+7J4/QJBpaWlTJ8+nVmzZrma2fNZvnw5y5Yt45///Kfrvpdeegm73Y7D4eCdd97hscce46OPPrqk58/JKcDpNC67/uoQFhZEdna+u8uoEmeyOJxOvtueyZJ1Bzh6/CQtmgTz4OA2xDQ7/ccKb8hrlvfFLDlAWTyRWXKAsngqs2QxSw5QFk9llixmyQGemcVqtVR48K1Gmk273U5mZiYOhwObzYbD4SArKwu73X7OdmlpacTGxgLlj2ZeaCw7O5uDBw+SmJgIwIkTJzAMg4KCAl544QUAPv/8c1577TXef/99GjVqVO754PSR1vvuu4833ngDp9NZ7sinuJfTafD9jkwWrztAZm4RV0UEMXpAazpcHYLFYnF3eSIiIiIicgE10myGhoYSExNDUlIS8fHxJCUlERMTU24KLcCgQYNYsGABAwYMIC8vj+TkZNeRyAuNRUZG8v3337v2MWfOHIqKilyr0a5Zs4ZZs2Yxb94812JCAGVlZeTl5bmaz+XLl9OqVSs1mh7CMAw27TnKsm9/4JeMfJqEBfDo7R3ofE0jNZkiIiIiIl6gxqbRPvvss0ydOpW5c+cSHBzM7NmzARg7diyTJk2iQ4cOxMfHs3nzZgYMGADAhAkTiI6OBqhwrCJPPfUUvr6+TJo0yXXf+++/j7+/P4mJiZSWlgIQHh7Oq6++WqWZ5fLs+uUYC7/ax/60EzQJC+Q3Q9vRPSYcq5pMERERERGvYTEMw7NOOPQyOmez6vySkc9/vtrHtgO5NAzyJ+GG5sTffA25uYXuLq1KeOv78r/MkgOUxROZJQcoi6cySxaz5ABl8VRmyWKWHOCZWTzinE2RimTmFrFo7X427MwioI4PI25pyS1dmuDrY8Nm07RmERERERFvpGZT3OZY/imWfXOArzen4+NjIe76Zgzq0ZR6dfRjKSIiIiLi7fRbvdS4wpOlrPjuF75IOYzDaXBz5ybE9WpG/QA/d5cmIiIiIiJVRM2m1JhTpQ6++PEwK9b/QvGpMq5rF0H8jVcT3qCuu0sTEREREZEqpmZTql2Zw8m6Leks+eYAxwtK6NgilNv7tCA6/MInE4uIiIiIiHdTsynVxmkYpOzK4pOv95N1rJiWUfUZH9+eVtEN3F2aiIiIiIhUMzWbUuUMw2D7gVwWfrWPg5kFRIUF8Ns7Y4ltEYpF18oUEREREakV1GxKldp35Dj/+Wofuw7m0ah+HcbGteXathFYrWoyRURERERqEzWbUiWOHC3kk6/2sWnPUYLr+XJP/1b06RSJj66TKSIiIiJSK6nZlCuSc/wkS9Yd4Jtt6fj72hh2Y3P6d4+mjp9+tEREREREajN1BHJZ8otKWL7+F1ZvPAxYGNA9mluvu4qgerpWpoiIiIiIqNmUS1R8qozPfzjEyg0HOVXqoFcHOwk3NCckuI67SxMREREREQ+iZlMqpbTMyZc/HSHp21Tyi0rp2iqMYb2vJrJRgLtLExERERERD6RmUyrkdBp8tyODxWsPcPT4Sdo0bcCdN7Xk6shgd5cmIiIiIiIeTM2mnJdhGGzem8N/vt7HkexCrooI4v5BbWjbrKGulSkiIiIiIhelZlPOsftQHgu/3MfeI8eJaFiX8Qnt6do6DKuaTBERERERqSQ1m+JyMDOfT77ez5Z9OTQI9OP+Qa3p1cGua2WKiIiIiMglU7MpZB0rYvHaA3y/I5O6/j4Mv6kFt3SNwt/X5u7SRERERETES6nZrMWOF5xi6bepfP1TGjarhVt7XsWga5sSUMfX3aWJiIiIiIiXU7NZCxWdLGPlhl9Y9cMhHA6D3h0jGdKrGQ0C/d1dmoiIiIiImISazVqkpNTB6o1HWL4+lcKTZVzbNoKEG5sT0bCeu0sTERERERGTUbNZCzicTr7ZmsGSdQc4ln+K9leHcEfvFlzVOMjdpYmIiIiIiEnV2DKjBw4cYMSIEQwcOJARI0aQmpp6zjYOh4PnnnuOfv360b9/fxYsWFCpsTP2799Px44dmT17tuu+4uJiHnvsMfr378+gQYNYs2ZNpcbMwDAMUnZlMf2vG3j/012EBPnz5N2d+d1dndRoioiIiIhItaqxI5szZ85k1KhRxMfHs2TJEmbMmMH8+fPLbbNs2TIOHjzIqlWryMvLIyEhgZ49exIVFVXhGJxuRmfOnEm/fv3K7fNvf/sbgYGBfP7556SmpnLPPfewatUqAgICKhzzdjtSc1n45T5SM/KJbBTAxNs70OmaRlh0rUwREREREakBNXJkMycnhx07dhAXFwdAXFwcO3bsIDc3t9x2K1asYPjw4VitVkJCQujXrx8rV6686BjAu+++y0033USzZs3K7fPTTz9lxIgRADRr1oz27dvz9ddfX3TMW2XlFTP97W95+V8/kV9UwsO3xfD8Qz3o3CpMjaaIiIiIiNSYGmk209PTiYiIwGY7fd1Gm81GeHg46enp52wXGRnp+t5ut5ORkXHRsV27drFu3ToeeOCBc547LS2NJk2anPdxFY15qx93ZZGacYKRfa/hj4k96dXBjtWqJlNERERERGqW1y8QVFpayvTp05k1a5arma1JoaGBNf6cFblvSHvuG9Le3WVUqbAw85xfapYsZskByuKJzJIDlMVTmSWLWXKAsngqs2QxSw7wviw10mza7XYyMzNxOBzYbDYcDgdZWVnY7fZztktLSyM2NhYofzTzQmPZ2dkcPHiQxMREAE6cOIFhGBQUFPDCCy8QGRnJkSNHCAkJcT3u2muvBahwrLJycgpwOo3LfGWqR1hYENnZ+e4uo0ooi+cxSw5QFk9klhygLJ7KLFnMkgOUxVOZJYtZcoBnZrFaLRUefKuRabShoaHExMSQlJQEQFJSEjExMa4m74xBgwaxYMECnE4nubm5JCcnM3DgwArHIiMj+f7771m9ejWrV6/m/vvv56677uKFF15wPe7jjz8GIDU1la1bt3LjjTdedExEREREREQuX41No3322WeZOnUqc+fOJTg42HV5krFjxzJp0iQ6dOhAfHw8mzdvZsCAAQBMmDCB6OhogArHKvLwww8zdepU+vfvj9Vq5fnnnycwMPCiYyIiIiIiInL5LIZheNYcUC+jabTVS1k8j1lygLJ4IrPkAGXxVGbJYpYcoCyeyixZzJIDPDOLR0yjFRERERERkdpFzaaIiIiIiIhUOTWbIiIiIiIiUuXUbIqIiIiIiEiVU7MpIiIiIiIiVU7NpoiIiIiIiFS5GrvOpllZrRZ3l3BenlrX5VAWz2OWHKAsnsgsOUBZPJVZspglByiLpzJLFrPkAM/LcrF6dJ1NERERERERqXKaRisiIiIiIiJVTs2miIiIiIiIVDk1myIiIiIiIlLl1GyKiIiIiIhIlVOzKSIiIiIiIlVOzaaIiIiIiIhUOTWbIiIiIiIiUuXUbIqIiIiIiEiVU7MpIiIiIiIiVU7NpoiIiIiIiFQ5NZsiIiIiIiJS5XzcXYBUvfj4eJYsWeLuMi7Z2rVriY2NpX79+pw4cYI//elPbN26lTZt2vDUU08REhLi7hIrbcWKFSxbtoy0tDRsNhstW7bkoYceok2bNu4u7ZL84x//4NZbb/Wq174iW7ZsYenSpaSlpeHj40OLFi0YNWoUYWFh7i7tkpSWlvLxxx9jsVgYMWIEq1atYtmyZbRq1YoJEybg5+fn7hIvmz6/3C87O5u33nqLxo0b89BDDzFr1iw2bNjANddcw9SpUwkPD3d3iZWWkpLCp59+Snp6OgB2u53BgwfTrVs3N1d2acz0WWzmzy/w3s+ws61fv56NGzcSExPDLbfc4u5yLomZPovz8/OZO3cuFouFCRMm8NFHH7F06VJatWrFM888Q4MGDdxdYqVYDMMw3F2EXL4777zznPt+/vlnWrduDcDChQtruqTLFhcXx9KlS7FarTzzzDPUq1ePuLg41q5dy44dO3jzzTfdXWKlvPTSS+zZs4devXqRnJxMbGwsISEhfPjhhzz55JMMGjTI3SVWWmxsLDabjZ49e3LnnXdy0003YbV654SI9957jyVLltC9e3fWrVvHtddei9VqJTk5mVdeeYUePXq4u8RKmzFjBnl5eZw8eZLAwEBKS0sZPHgwX3zxBQ0aNGD69OnuLrFS9PnlmcaOHUuLFi0oLCwkNTWV1q1bM3ToUL766iu2b9/O22+/7e4SK2Xu3LmsXLmShIQE7HY7AOnp6SxevJiBAwcyYcIEN1dYeWb6LDbL5xeY5zNsxIgRfPzxxwAsXryYN998k379+rFu3Tpuv/12HnzwQTdXWHlm+ix+7LHHiIiIoKioiF9++YUWLVqQkJDAZ599xtGjR3nppZfcXWLlGOLVbr31VuPpp582NmzYYHz//ffGd999Z/Tq1cv4/vvvje+//97d5V2SW2+91XU7ISGh3NjQoUNrupzLNmjQIMPhcBiGYRiFhYXG6NGjDcMwjCNHjhhxcXHuLO2SxcfHGzk5OcZ7771nxMXFGb169TJmz55t7N27192lXbLBgwcbRUVFhmEYRk5OjvHggw8ahmEYO3fuNIYNG+bO0i7ZmZ+jU6dOGV26dDGKi4td33vTz5g+vzzTkCFDDMMwDIfDYVx//fXnHfMG/fv3N06ePHnO/cXFxUa/fv3cUNHlM9NnsVk+vwzDPJ9h8fHxrtt33XWXcejQIcMwDOPYsWNe+Z6c4e2fxWde+7KyMqNHjx5GWVmZYRiG4XQ6vep98c4/i4nLokWLCAoKYt68eTRv3pxrr70Wf39/evTo4VVHagAaNmzIli1bAAgLCyMnJweAwsJCnE6nO0u7JD4+/52dbrFYyM/PByAyMtJdJV02i8VCSEgIDz74IMuWLWPu3LkUFhYycuRIRo4c6e7yLonNZqNu3boABAcHu36+2rRpQ0lJiTtLu2Rnfsb8/PyIjo6mTp06ru9tNps7S7sk+vzyTA6HA8MwOHnyJEVFRRQWFgJQVlZGWVmZm6urPMMwsFgs59xvsVgwvGxSl5k+i83y+QXm+Qw7+99JaWkpUVFRADRo0KDc7zTewEyfxWdee5vNht1ud/37sFgsXjWzwbt+guQcfn5+TJkyhZSUFMaNG8c999zj7pIu29NPP83EiRPp1q0bYWFh3HXXXVx33XVs2bKFMWPGuLu8SuvZsyeJiYlcf/31rF69mptvvhmAgoICHA6Hm6u7NP/7C1lsbCyxsbE89dRTfP75526q6vK0bduW6dOnc8MNN/DZZ5/RtWtXAE6dOkVpaambq7s0FouFsrIyfHx8ePfdd133l5SUeNXPmD6/PNP111/P3XffTUlJCXfddRePPfYY1113HevXr6dTp07uLq/SEhISGD58OAkJCa4/9qWlpbF48WISEhLcW9wlMtNnsVk+v8A8n2EHDhzgzjvvxDAMDh48SEFBAYGBgQBe9/9HM30WW61WTp06hb+/P4sXL3bdX1RU5L6iLoPO2TSR4uJiXnrpJX788UeWLl3q7nIuS3FxMUlJSezduxeHw0FkZCSDBw92nW/jDZxOJwsXLmTXrl20a9eO22+/HYvFQklJCfn5+YSGhrq7xEp75ZVXePzxx91dRpUoKirinXfecb0viYmJ1KlTh4KCAg4fPuxVizft2rWLq6+++pyFNA4dOsSmTZsYOnSomyq7fPr88hyGYfDFF19gsVi45ZZb2L59O4sWLSIqKop77rnHqxZw+eGHH/j0009JS0sDTs8wGTRokFcddQJzfRab8fMLvPszbMOGDeW+b9euHQEBAWRnZ7Nq1Sqva6LN8lmcnZ1NSEjIOUf8MzIyOHDgAD179nRTZZdGzaaIiIiIuE1RURH16tVzdxlVorCwkICAAHeXccXM9J6YKUtqairNmjVzdxmXxHsm/Mole+ONN9xdQpUxSxZvzPHjjz+ybNkysrOzy92/aNEiN1V0+cyU5UK88WfsfMySA5TFnc78mz969Gi5+73x37yZP7+87chZRUaPHu3uEqqEmd4TM2WZPHmyu0u4ZGo2TcxbltyuDLNk8bYc8+bN46mnnmL58uXEx8ezatUq19j8+fPdWNmlM1OWinjbz9iFmCUHKIu7nP1vfujQoV79b97sn19mmmRnlixmyQHK4m5aIMjLne8aT3D6h/HMClzewixZzJID4JNPPuGTTz4hMDCQffv2MWHCBAoKCrj99tu97gPPTFnM8jNmlhygLJ7ITP/mzZTlfM6sfmoGZslilhxgrixdunRxdwmXTM2ml0tNTeWVV15xXdLhDMMwvO5Qu1mymCXHGWdWpGvRogXz58/noYceoqSk5LyXFPB0Zslilp8xs+QAZfFUZvk3D+bK8r+8bXp2RcySxSw5wFxZZsyY4e4SLpmaTS/Xtm1bAgMDXZdxOJuvr68bKrp8Zslilhxwut7s7GzCwsIACA8P54MPPuChhx7il19+cXN1l8ZMWczyM2aWHKAsnshM/+bNlOX48ePUr1/f9f3ChQvZuHEjMTExjB492quaZ7NkMUsOMFeW//znP9x8882EhISQkZHBlClT2Lp1K23atOFPf/oTTZs2dXeJlaLVaL1cZmYmAQEBrr94ns3pdHrVRV/NksUsOQC++OILwsLCiI2NLXf/sWPH+Mtf/sKTTz7ppsounZmymOVnzCw5QFk8kZn+zZspy7Bhw1yLGv3tb39j1apVDBkyhNWrV9OuXTuvusSLWbKYJQeYK0tcXBxJSUkAPPbYY3Tq1ImhQ4fy9ddfs3jxYt5//333FlhZhphOYWGhu0uoMmbJYpYchqEsnsosWcySwzCUxROZJYdheG+W+Ph41+3bb7/dyMnJMQzDMIqKiozbbrvNTVVdHrNkMUsOwzBXloEDB7puJyQklBs7O6en844/T8olMdMSz2bJYpYcoCyeyixZzJIDlMUTmSUHeG+Ws6cxWiwWQkJCAKhbty4+Pt51dpdZspglB5grS9OmTVm9erXrdmpqKsA5lz/ydN71qkulGCaaGW2WLGbJAcriqcySxSw5QFk8kVlygPdm2b17Nz179sQwDAoLC8nNzSUkJISysjIcDoe7y7skZslilhxgriwzZ87k0UcfZd68edSvX5/hw4fTrl070tPTmT59urvLqzQ1myZkpiWezZLFLDlAWTyVWbKYJQcoiycySw7w3ixnXyMUICgoCIATJ04wadIkd5R02cySxSw5wFxZmjRpwqJFi/j222/Zu3cv3bp1w26307t373NWC/dkWiDIhAoLCwkICHB3GVXCLFnMkgOURUREqlZqairNmjVzdxlVwixZzJIDlMXddM6mCQ0dOtTdJVQZs2QxSw5QFk9w/Pjxct8vXLiQadOm8fe//92rptaZJQcoiycySw4wV5bz8bbrt1bELFnMkgOUxd00jdbL9ezZ85z7jh8/7rp//fr1NV3SZTNLFrPkAGXxVA888MAFl3bPysrymqXdzZIDlMUTmSUHmCvL+ZihYT7DLFnMkgOUxd3UbHq51q1bExUVRWJiIjabDcMwuOeee/jwww/dXdolM0sWs+QAZfFUZ//PZsWKFfzlL38hJCSEO+64g+HDh3vNL55myQHK4onMkgPMleV8unTp4u4SqoxZspglByiLu2karZd7//33adOmDVOnTqWgoICoqCh8fHxo0qQJTZo0cXd5l8QsWcySA5TFU5llaXez5ABl8URmyQHmynI+M2bMcHcJVcYsWcySA5TF3bz/E0oYPXo0N9xwA9OnT6dHjx5eeYj9DLNkMUsOUBZPZJal3c2SA5TFE5klB5grS0WmT5/OCy+84O4yqoRZspglByiLu6jZNIlmzZoxf/58/va3v9GqVSt3l3NFzJLFLDlAWTyNWZZ2N0sOUBZPZJYcYK4sFVm7dq27S6gyZslilhygLO6iS5+YkDcui3whZslilhygLJ7KLFnMkgOUxROZJQd4b5bzLdYGp89Lzc/PZ/v27TVc0eUzSxaz5ABl8UQ6smlCkydPdq1a5+3MksUsOUBZPJVZspglByiLJzJLDvDeLIZh8P7777uOzp59/9133+2mqi6PWbKYJQcoiydSs2lCZjpYbZYsZskByuKpzJLFLDlAWTyRWXKA92Zp3749x44do02bNueMRUREuKGiy2eWLGbJAcriidRsmpA3Lot8IWbJYpYcoCyeyixZzJIDlMUTmSUHeG+WuXPnYrPZzju2cOHCGq7mypgli1lygLJ4Ip2zKSIiIiIiIlVO19k0senTp7u7hCpjlixmyQHK4qnMksUsOUBZPJFZcoD3ZSkpKeGtt95i+vTpfPnll+XGvOVSDmeYJYtZcoCyeCI1mybmTcsiX4xZspglByiLpzJLFrPkAGXxRGbJAd6X5dlnn2X37t1cffXVvPzyy7z44ouusY0bN7qxsktnlixmyQHK4ol0zqaXu9iyyN7ELFnMkgOUxVOZJYtZcoCyeCKz5ABzZdm6dSvLli0D4O677+Z3v/sd06ZN48UXX/S6RY/MksUsOUBZPJGaTS9nlmWRwTxZzJIDlMVTmSWLWXKAsngis+QAc2VxOByu23Xq1GHOnDn8/ve/54knnsDpdLqxsktnlixmyQHK4onUbHo5syyLDObJYpYcoCyeyixZzJIDlMUTmSUHmCtLo0aN2LVrlyuLzWbjlVdeYcqUKezZs8fN1V0as2QxSw5QFk+k1Wi9XElJCTab7YJLI3sTs2QxSw5QFk9llixmyQHK4onMkgPMlSU1NRVfX1+aNGlS7n7DMPj666/p06ePmyq7dGbJYpYcoCyeSM2miIiIiNS4EydOABAcHOzmSq6cWbKYJQcoi6fQarRezizLIoN5spglByiLpzJLFrPkAGXxRGbJAebKkpuby7Rp0+jcuTN9+vShd+/edOnShWnTppGbm+vu8i6JWbKYJQcoiydSs+nlzLIsMpgni1lygLJ4KrNkMUsOUBZPZJYcYK4sTzzxBNHR0axevZpNmzbx008/kZycTFRUFE888YS7y7skZslilhygLB7JEK8WFxfnul1cXGyMHz/eeOqppwyn02nEx8e7r7DLYJYsZslhGMriqcySxSw5DENZPJFZchiGubIMHDjwgmMDBgyowUqunFmymCWHYSiLJ9KRTS93vmWRi4uLvW5ZZDBPFrPkAGXxVGbJYpYcoCyeyCw5wFxZ/P392bRp0zn3b9y4ET8/PzdUdPnMksUsOUBZPJEufeLlzLIsMpgni1lygLJ4KrNkMUsOUBZPZJYcYK4szz33HE8++ST+/v6uVTaPHDnCqVOnmD17tpuruzRmyWKWHKAsnkir0Xo5syyLDObJYpYcoCyeyixZzJIDlMUTmSUHmCsLnK5727ZtpKenA2C322nfvj0Wi8XNlV06s2QxSw5QFk+jZtNEvHlZ5P9llixmyQHK4qnMksUsOUBZPJFZcoD3Zzl27BivvPIKaWlp3HLLLYwePdo1NnHiRObMmePG6i6NWbKYJQcoiyfSNFovl5uby8svv8ynn34KnP4LiNVqZdCgQfz+978nJCTEzRVWnlmymCUHKIunMksWs+QAZfFEZskB5soyc+ZMoqKi6N27Nx999BHfffcdr7/+Oj4+Phw6dMjd5V0Ss2QxSw5QFk+kBYK8nGmWRcY8WcySA5TFU5kli1lygLJ4IrPkAHNlSU1N5cknn2TAgAG89957hIWF8Zvf/IZTp065u7RLZpYsZskByuKRamDFW6lGZlkW2TDMk8UsOQxDWTyVWbKYJYdhKIsnMksOwzBXlkGDBp1z35/+9CfjvvvuO++YJzNLFrPkMAxl8UQ6sunlzLIsMpgni1lygLJ4KrNkMUsOUBZPZJYcYK4s0dHR/PDDD+XumzJlCh07diQ1NdU9RV0ms2QxSw5QFk+kBYK83E8//VThssidO3d2c4WVZ5YsZskByuKpzJLFLDlAWTyRWXKAubLk5eVhsVioX7/+OWN79+6lZcuWbqjq8pgli1lygLJ4IjWbJmCYYFnkM8ySxSw5QFk8lVmymCUHKIsnMksOMFcWEak9NI3Wyx07dozp06fz2muvkZWVxYABA+jQoQMWi4WJEye6u7xLYpYsZskByuKpzJLFLDlAWTyRWXKAubKISO2iZtPLzZw5k+DgYEaOHMkXX3zBo48+SllZGYBXLYsM5slilhygLJ7KLFnMkgOUxROZJQeYK4uI1C5qNr2caZZFxjxZzJIDlMVTmSWLWXKAsngis+QAc2URkdpFzaaXKy0tdd22WCzMnDmTVq1akZiY6HX/EzJLFrPkAGXxVGbJYpYcoCyeyCw5wFxZRKR2UbPp5cyyLDKYJ4tZcoCyeCqzZDFLDlAWT2SWHGCuLCJSu2g1Wi9nlmWRwTxZzJIDlMVTmSWLWXKAsngis+QAc2URkdpFzaaIiIiIiIhUOU2jFRERERERkSqnZlNERERERESqnJpNERERERERqXI+7i5AREREyrvllls4evQoNpsNm81Gy5YtiY+PZ8SIEVit+juxiIh4BzWbIiIiHujtt9/m+uuvJz8/nw0bNvDiiy+yZcsWZs2a5e7SREREKkV/HhUREfFgQUFB9O3bl9dff51Fixaxe/duvvzySxISEujSpQt9+vRhzpw5ru0TExP5+9//Xm4fQ4YM4fPPP6/p0kVEpJZTsykiIuIFYmNjady4MSkpKdStW5fZs2eTkpLCO++8w0cffURycjIACQkJLF261PW4Xbt2kZWVRZ8+fdxVuoiI1FJqNkVERLxEeHg4x48f59prr6V169ZYrVbatGnDbbfdxoYNGwDo27cvqamppKamArBkyRIGDx6Mn5+fGysXEZHaSM2miIiIl8jMzKR+/fps3ryZe++9l+uuu46uXbvyr3/9i2PHjgHg7+/P4MGDWbp0KU6nk6SkJOLj491cuYiI1EZqNkVERLzAli1byMzMpGvXrjz++OP07duXr776ih9//JGRI0diGIZr22HDhrFs2TLWr19P3bp16dy5sxsrFxGR2krNpoiIiAcrKChgzZo1/O53v2Po0KG0bt2awsJC6tevj7+/P1u2bCEpKancYzp37ozVauVPf/oTQ4cOdVPlIiJS21mMs/8UKiIiIm539nU2rVYrLVu2ZOjQoYwcORKbzcbKlSuZPXs2eXl59OjRgyZNmnDixAlefvll1z7mzp3Ln//8Z5KTk4mOjnZjGhERqa3UbIqIiJjQ4sWL+fjjj/noo4/cXYqIiNRSmkYrIiJiMsXFxXz44YeMGDHC3aWIiEgtpmZTRETERNauXUvPnj0JDQ0lLi7O3eWIiEgtpmm0IiIiIiIiUuV0ZFNERERERESqnJpNERERERERqXJqNkVERERERKTKqdkUERERERGRKqdmU0RERERERKqcmk0RERERERGpcv8fR3SFkZCWO5UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, flake_severity, \"Day\", \"Flake Severity\", \"Daily Flake Severity\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab5442f9",
   "metadata": {},
   "source": [
    "From the above graphs, we see that the number of flakes has increased over time and there were more \"flaky\" tests found."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8db469a6",
   "metadata": {},
   "source": [
    "### Percent Fixed each Timestamp\n",
    "The `pct_fixed_each_ts` KPI file consists of `pct_fixed` metric file which comprises of metric data such as percentage of tests fixed. We will read each of these files and aggregate the metric values across all TestGrid dashboard, job and tests. We can then plot these aggregate metrics values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d6592e2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "pct_fixed_files = metrics_bucket.objects.filter(Prefix=\"metrics/pct_fixed_each_ts\")\n",
    "\n",
    "dates = []\n",
    "pct_fixed_vals = []\n",
    "\n",
    "for i in pct_fixed_files:\n",
    "    # split into project key and file \"path\"\n",
    "    project_bucket, kpifile_key = i.key.split(\"/\", maxsplit=1)\n",
    "\n",
    "    # read parquet\n",
    "    df = cc.read_from_ceph(project_bucket, kpifile_key)\n",
    "\n",
    "    # get x and y values to plot for this date\n",
    "    pct_fixed_vals.append(\n",
    "        df.pct_fixed.replace([np.inf, -np.inf], np.nan).mean(),\n",
    "    )\n",
    "    dates.append(\n",
    "        kpifile_key.rsplit(\"/\", maxsplit=1)[-1]\n",
    "        .split(\"-\", maxsplit=1)[-1]\n",
    "        .split(\".\", maxsplit=1)[0]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60c23ed4",
   "metadata": {},
   "source": [
    "Let's plot the following metric for the `pct_fixed_each_ts` KPI file:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fab8296c",
   "metadata": {},
   "source": [
    "#### Percent of Tests Fixed\n",
    "This metric calculates the percentage of tests that were failing in the previous run of the build, but are now passing. Lets plot the values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8b47aa12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, pct_fixed_vals, \"Day\", \"Tests fixed %\", \"Daily Percentage of Tests Fixed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25cb7d51",
   "metadata": {},
   "source": [
    "From the above graph, we see that the percentage of tests fixed has increased over time which is a good indication of more tests passing over time."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c1d1793",
   "metadata": {},
   "source": [
    "### Persistent Failures\n",
    "The `persistent_failures` KPI file consists of `consec_fail_rate`, `mean_fail_len`, `mean_time_to_fix`, `pass_to_fail_rate` and `fail_to_pass_rate` metric files. We will read each of these files and aggregate the metric values across all TestGrid dashboard, job and tests. We can then plot these aggregate metrics values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "93655a0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "persistent_failure_files = metrics_bucket.objects.filter(\n",
    "    Prefix=\"metrics/persistent_failures\"\n",
    ")\n",
    "\n",
    "dates = []\n",
    "mean_length_failures = []\n",
    "mean_time_to_fix = []\n",
    "consecutive_failure_rate = []\n",
    "pass_to_fail_rate = []\n",
    "fail_to_pass_rate = []\n",
    "\n",
    "for i in persistent_failure_files:\n",
    "    # split into project key and file \"path\"\n",
    "    project_bucket, kpifile_key = i.key.split(\"/\", maxsplit=1)\n",
    "\n",
    "    # read parquet\n",
    "    df = cc.read_from_ceph(project_bucket, kpifile_key)\n",
    "\n",
    "    # get x and y values to plot for this date\n",
    "    mean_length_failures.append(\n",
    "        df.mean_fail_len.replace([np.inf, -np.inf], np.nan).mean(),\n",
    "    )\n",
    "    mean_time_to_fix.append(\n",
    "        df.mean_time_to_fix.replace([np.inf, -np.inf], np.nan).mean(),\n",
    "    )\n",
    "    consecutive_failure_rate.append(\n",
    "        df.consec_fail_rate.replace([np.inf, -np.inf], np.nan).mean(),\n",
    "    )\n",
    "    pass_to_fail_rate.append(\n",
    "        df.pass_to_fail_rate.replace([np.inf, -np.inf], np.nan).mean(),\n",
    "    )\n",
    "    fail_to_pass_rate.append(\n",
    "        df.fail_to_pass_rate.replace([np.inf, -np.inf], np.nan).mean(),\n",
    "    )\n",
    "    dates.append(\n",
    "        kpifile_key.rsplit(\"/\", maxsplit=1)[-1]\n",
    "        .split(\"-\", maxsplit=1)[-1]\n",
    "        .split(\".\", maxsplit=1)[0]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6cd314c",
   "metadata": {},
   "source": [
    "Lets plot the metrics from the `persistent_failures` KPI file:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29be7dad",
   "metadata": {},
   "source": [
    "#### Mean Length of Failures\n",
    "This metric helps keep track of how many times was the build (test suite) run before a failing test started to pass. Lets plot these values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "64535b76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates,\n",
    "    mean_length_failures,\n",
    "    \"Day\",\n",
    "    \"Length of failure\",\n",
    "    \"Daily Mean Length of Failures\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7d057f4",
   "metadata": {},
   "source": [
    "#### Mean Time to Fix\n",
    "This metric measures how much time was taken before a failing test started to pass. Lets plot these values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0128a644",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates,\n",
    "    mean_time_to_fix,\n",
    "    \"Day\",\n",
    "    \"Mean Time to Fix (minutes)\",\n",
    "    \"Daily Mean Time to Fix\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b09ed3f4",
   "metadata": {},
   "source": [
    "From the above graph, we see that the mean time to fix on an average has reduced over time i.e lesser time is being taken before a failing test starts to pass."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9aabdf0",
   "metadata": {},
   "source": [
    "#### Consecutive Failure Rate\n",
    "This metric calculates the percentage of failing tests stay failing for more than one build. That is, what percentage of failing tests are not “one-off” failures. We can visualize the change in percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e2d294da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates,\n",
    "    consecutive_failure_rate,\n",
    "    \"Day\",\n",
    "    \"Failure Rate\",\n",
    "    \"Daily Consecutive Failure Rate\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2cf2d75",
   "metadata": {},
   "source": [
    "From the above graph we see that the consecutive failure rate is on an average ~0.0125. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a40d09c",
   "metadata": {},
   "source": [
    "#### Pass to Fail Rate\n",
    "This metric calculates the percentage of test runs resulted in a “pass” to “fail” transition. We can visualize the change in percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "49663ac4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, pass_to_fail_rate, \"Day\", \"Pass to fail rate\", \"Daily Pass to Fail Rate\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e7e76d4",
   "metadata": {},
   "source": [
    "From the above graph, we see that the pass to fail rate for tests has not been consistent."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b4efe67",
   "metadata": {},
   "source": [
    "#### Fail to Pass Rate\n",
    "This metric calculates the percentage of test runs resulted in a “fail” to “pass” transition. We can visualize the change in percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "32a9aa4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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E6PX6Otdbu3Ytxo0bB5VKBa1WiwEDBmD9+vV3PAYA33zzDfr27XvDqOe6deswYcIEAIBOp0ObNm2wfft2M6YlqQmCgBB/N0zo3xofPHUP3niwEwZ2CsKl3BJ8v/YUnv/PTnzyv2PYkZCBkvIqqcslIiIiIrJaFhmhzMzMhI+PD9Tqmi0n1Go1vL29kZmZCa1WW+d6/v7+td/7+fkhKyvrjseSkpKwc+dOLFy4EPPmzavz2BkZGQgICLjp7Uzl6elcr+tbipeXi9QlNBpzZvH2dkXXtgEQRRFnLhRg17EM7EzIwPy1SVi4/jTahXqhZ1t/dG3jBxdH27t+PKX8XJSSA2AWOVJKDoBZ5EopWZSSA2AWuVJKFqXkAKwvi9UvylNVVYU333wT7733Xm3D2tjy8ophNN64LYeUvLxcFLMojyWzeDhoMKJbcwzvGoTUrKKarUiScnAoKQfqpccQofNA5zBvtA/1grND/afFKuXnopQcALPIkVJyAMwiV0rJopQcALPIlVKyKCUHIM8sKpVw2wE2izSUfn5+yM7OhsFggFqthsFgQE5ODvz8/G64XkZGBmJiYgDUHZW81bHc3Fykp6dj6tSpAIDCwkKIooji4mK8/fbb8Pf3x6VLl2pHQjMzM9G1a1dLxCYZEwQBwX6uCPZzxbi+IUjNKsLBpBwcSMrB/HVJWPjHaUS08ECncG90aGBzSURERESkdBZpKD09PREREYE1a9YgLi4Oa9asQURERJ3prgAwZMgQLF26FIMGDUJBQQE2bdqEn3766bbH/P39sW/fvtr7+Oyzz1BaWlq7yuuQIUOwZMkSREdHIzU1FcePH8dHH31kidhkJa5vLsf2DUFa9l8jlwvWJeHHP04jvIUHOrO5JCIiIiKqw2JTXufMmYMZM2Zg3rx5cHV1xdy5cwEAjz/+OKZPn47o6GjExcXh2LFjGDRoEABg2rRpCAoKAoDbHrudRx99FDNmzMDAgQOhUqnwz3/+E87O8jwnkqQnCAJ0vq7Q+bpibJ8QpGcX12kuF64/jYgW7rUjl41xziURERERkbUSRFGU18mBMsRzKM3LGrKIooj07GIcPF0zLTYnvwwqQUD4dc2lq6OtVWQxhVJyAMwiR0rJATCLXCkli1JyAMwiV0rJopQcgDyzyOIcSiJrJwgCWvi6oIWvC8b0bokLOX+NXC5cfxqL/khGRAt3PHd/Rz6piIiIiKjJ4HtfonoSBAHNfVzQ3Kduc7n1yCW89d89mDGpA5zseZ4lERERESmfSuoCiKzZteby3j4hePbeGGTry/DFb8dRbTBKXRoRERERkdmxoSRqJKFB7pg+oR2S0gvw4x+nwdOTiYiIiEjp2FASNaJ+HYMw8h4ddiRkYv2+dKnLISIiIiIyK55DSdTI4nsFIzu/FL9uPQdvDwd0DPOWuiQiIiIiIrPgCCVRIxMEAVOGRaClvyu+XZ2IlMxCqUsiIiIiIjILNpREZmBro8Yz98bAxdEW/1mWAH1hudQlERERERE1OjaURGbi5mSL58fFoLLKgH//moDyymqpSyIiIiIialRsKInMKMDLGU/FtcGl3BJ8vfIkjEau/EpEREREysGGksjM2rT0xKSBrXHsXB6WbDkrdTlERERERI2Gq7wSWUC/DoHI1Jdi48EL8NU6oF+HQKlLIiIiIiK6a2woiSzkvv6tkZNfhp82noGXuwPatPSUuiQiIiIiorvCKa9EFqJSCXhiVBT8mznhy5UncCm3WOqSiIiIiIjuChtKIgtysNPg+XExsNWo8e9fE1BYUil1SUREREREDcaGksjCtK72mD42BoUllfhsWQIqqwxSl0RERERE1CBsKIkkEOznisdHRuJcRiG+X3sKRpHbiRARERGR9WFDSSSRjmHeGNs3BPtP5WDljhSpyyEiIiIiqjeu8kokoaFdmyNLX4rVu1Phq3VE9za+UpdEREREt7D50EU4OdkhRucBR3u+jSYC2FASSUoQBDw4OAyXC8owf90peLrZIzTIXeqyiIiI6G/Ssorw08ZkAICtjQrdo3zRr30Amvu4SFwZkbQ45ZVIYhq1CtPGRMPTzQGf/3YcOfmlUpdEREREf7NyZwoc7TT419M90CXCB7tPZGHO/AP416JD2HsyC1XVRqlLJJIEG0oiGXCyt8Hz42IgiiI+XZqAkvIqqUsiIiKiq1KzCnH07GUM7hKE6JBmmDIsAh9N64EJ/VuhsKQS36xOxMvzdmHZtnPIu1IudblEFsWGkkgmfDwc8cyYaOQWlGHe8hOoNvCTTiIiIjlYtTMVTvYaDOgUVHuZs4MNBndpjn9N7YYXx7dFS383rN2bhle+2o3PliXgZIqeq7hTk8BzKIlkJKy5Bx4eGo7vfj+FRRtO46Eh4RAEQeqyiIiImqyUzJrRydG9W8LB7sa3zipBQJuWnmjT0hOXr5Rh29EMbD+WgSNnLsPHwwH9OgSiR7QvnOxtJKieyPzYUBLJTI9oP2Tnl2LN7jT4ap0wpGtzqUsiIiJqslbtTKkZnewYeMfrNnNzwL19QjCqRzAOns7BlsMX8cvmM/ht2zl0jfRB/w6BaOHLRXxIWdhQEslQfK+WyNaXYemfZ+Ht4YAOoV5Sl0RERNTkpGQW4ti5PIy5xejkrdhoalaB7R7li7SsIvx55BL2JmZhR0ImQvxd0b9DIDqFe8FGozZj9USWwXMoiWRIJQh4dHgEgv1d8c3qk0jNKpS6JCIiq5CtL0WOvhRGI89do7u38uroZKwJo5O30sLXBQ8PDcfH03rg/tjWKC6vxrdrEvHSF7vx69ZzuFxQ1ogVE1keRyiJZMrWRo1n743BOz8cxL9/TcCbD3aC1tVe6rKIiGTrfEYh3v3xIEQR0KgFNHNzgLdHzR8fD8farz1d7aFR8zN1ur3zGYVIOJeHe/vUb3TyVhztbTCwcxAGdApEYlo+thy6iHX70rBubxpiQjzRv2MgooK1UHHtBLIybCiJZMzNyRbPjYvBv348hP/8moAZkzvA3pZPWyKivzMaRfy44TRcnWwxeUgEzl/IR05BGXLyy3A6vQAVVYba66oEAZ5udvC+2mT6uDvUfu3lbs9piASgZnTS2cEG/Ts0fHTyZgRBQJROiyidFvrCcmy9uojPJ/87Bm93B/RtH4CeMX5wduAiPmQd+M6USOYCvZzxVHwbfLr0GL5ZlYhnxkRDpeKnl0RE19t29BLSsorwxKgoDOmuQ24rz9pjoiiisKQS2fk1DWZOQWnN3/ll2JtRiLKK6trrCgA8XO3gfbXJ9PG4NsrpCG93B9jZstlsCs5lXMHx8403OnkrWld7jOndEqN66HDodC62HL6I//15Fst3nEfXCB/06xCAYD9Xsz0+UWNgQ0lkBaJbemLigFD8tDEZ//vzLO6LbS11SUREslFYUoll284jooUHukR433BcEAS4OdvBzdkOoUHudY6JooiS8mpk5//VZObklyKnoAxHzuSiqLSqzvXdnGxrp87WaTjdHeDIbSEUw1yjk7eiUavQNdIHXSN9cCGnGH8evog9J7Ox83gmgv1c0b9DALpEeHP0nGSJDSWRlYjtGIhsfSk2HLgAX60j+rYPkLokIiJZ+HXrOVRUGTBpYGi99+4VBAHODjZwdnBDiL/bDcdLy6uRW1BWt+EsKMPJFD12Hc+qc11nB5u/mk33uudtOjvYcF9hK3Hu0hWcOK/H2L4hZh2dvJUgb2c8OCQcY/u2wu4TmfjzyCV89/spLNlyFj1j/NC3fQC83R0sXhfRrbChJLIi98W2Rk5BGRZtSIaXuwOigrVSl0REJKkzFwuw83gmhnZrDv9mTo1+/472GrTwdbnp3oEVlYarzWbdabRnLlzBvpPZuH6dWQc7zdVptDcuFOTmZMtmU0b+Gp2U9oNbR3sNBnQKQmzHQCSlF2DL4YvYsP8C/tiXjugQT/RrH4Dolp48DYYkx4aSyIqoVAKeGBWF9xYdwrwVxzHzgU4IMMMbKCIia2AwGvHjH8nQutph1D3BFn98O1s1Ar2dEejtfMOxqmojLl8p++u8zasjnGnZRTh0OhdG8a9209ZGVXvOZm2z6e4AG3tbS8YhAGcvXcGJFD3G9Q2RzSJ4giAgooUHIlp4IL+oAtuOXsK2oxn4968JaOZmj35XF/FxceT/F5KGPJ4pRGQyBzsNnhvbFm8vPIh/Lz2GNx7sBFcn/hIhoqZny+FLuJhbjKfj28husRwbjQp+nk7w87zxQ79qgxH6wnLk5NdtODPzSpBw7jKqDTXNpq1GhVcndeCiLBZk6XMn68vDxQ7xvVpixD06HE7OxZ+HL2Hp1nNYviMFXSK80b9DIIL9XDjiTRbFhpLICnm62eO5sTGY+9NhfPZbAl65vz1P1CeiJqWguAIrdpxHm2AtOoZ5SV1OvWjUqqujkY5o87djRqOI/KIKZOWX4rvfT+GnjcmY+UBH7k1oAWcvXsHJFD3G9QuR3QcUf6dRq9AlwgddInxwMbcYfx65hN0nsrD7RBZa+Lqgf/sAdIn0gZ2NvHOQMnBXXyIrFeznisdGROLcpUJ8vzYJoije+UZERArxvz/Poqra2KCFeORMpRLg6WaPKJ0Wj4yIxPmMQuz+2+I/ZB4rd56Hi6MN+reX5+jkrQR6OeOBQWH4eFoPTB4UiqpqI+avS8I/vtiFXzafQXZ+qdQlksJZbIQyJSUFM2bMQEFBAdzd3TF37lzodLo61zEYDHjnnXewY8cOCIKAqVOnYty4cXc8tmzZMixYsAAqlQpGoxHjxo3Dgw8+CADIy8vDa6+9hszMTFRXV6Nr16544403oNFwcJasX6dwb9zbpyWWbTsPHw8HxPdqKXVJRERml5SWj70nszHiHh18tI5Sl2M2fTsEYdX2c/h161l0CG3GbUnM6MzFApxMzcf4fq1kPzp5Kw52GvTvEIh+7QOQfKEAWw5fwuZDF7HhwAW0Cdaif4dAxIRwER9qfBbrqmbPno2JEyciLi4OK1euxKxZs7Bw4cI611m9ejXS09OxYcMGFBQUID4+Ht27d0dgYOBtjw0ePBhjxoyBIAgoLi7GyJEj0aVLF4SHh+Orr75CSEgIvvnmG1RVVWHixInYsGEDhg0bZqnoRGY1rFsLZOvLsGpXKny0juge5St1SUREZlNtMGLRxmQ0c7PH8O4tpC7HrFQqAZMHhuGfCw5gxc4UTBwQKnVJirVyZwpcHW3QTwFbcgmCgLDmHghrXrOIz45jGdh69BL+sywBnq726NveH73a+sOVi/hQI7FIQ5mXl4fExETMnz8fADBixAi8/fbb0Ov10Gr/2vZg7dq1GDduHFQqFbRaLQYMGID169fjscceu+0xZ+e/VlcrLy9HVVVV7fQXQRBQUlICo9GIyspKVFVVwcfHxxKxiSxCEAQ8OCQMuQVlmL/2FJq52aN1oLvUZRERmcWmgxeRcbkE0++NaRLnh7XwdUGf9gHYcugSesf433RFWbo7yRcKkGjlo5O34uFih1E9gzGsewscPXMZWw5fxLJt57FyZwo6hHqhhb8bKiuqoVELsFGroNGooFGrYKNWwebq1xrN1WPX/mhUsFEL13197ZigqOnnZDqLNJSZmZnw8fGBWl3zJFWr1fD29kZmZmadhjIzMxP+/v613/v5+SErK+uOxwBg8+bN+Pjjj5Geno6XXnoJYWFhAICnn34azz77LHr27ImysjJMmjQJHTt2rFf9np7yfPH28rpxTyxrxSx3b/bU7vjHv7fji+Un8NFzveF7k5UF64M/E3lSShal5ACYxZIuF5Rh1a4UdI70wcA7bBMi9yym8vJyweOjY3DodA7+t+0c/vVUD6t90y7Xn8m/lyXA3cUO4waFmbxViFyz3I6frxuG9grBhewirN2dgu1HLuHg6VwYjY23BoPmaiN6wx+1uqZBvcXl1//R3OZYzR91bfNbe1lRhVX+TG7F2rIo5kTC2NhYxMbGIiMjA9OmTUPv3r3RsmVLrF+/HmFhYfjhhx9QUlKCxx9/HOvXr8eQIUNMvu+8vOJGfbI1Bi8vF+TmFkldRqNglsbz7JhovLPwIGZ9vRuvP9CxwefbSJ2jMTGL/CglB8AslvblihMwGEWM7d3ytrVaQxZTXJ9jdK+WWPjHafy+/Ry6RlrfTCu5/kySLxTg2JnLuK9/KxRdKYMpFco1i6nsVcCYnsEY0zMYXl4uyM4uRJXBiGqDEdXVxqtfi9d9fe1yseZrgxFV1VcvN4jXfX31+tXiX19fvW21Qaz5vsqA8vKqmz+GwYiqq7etLztbNT58+h44KeA8Yzn+/1KphNsOsFmkofTz80N2djYMBgPUajUMBgNycnLg5+d3w/UyMjIQExMDoO6o5O2OXc/f3x/R0dHYunUrWrZsiUWLFuFf//oXVCoVXFxc0L9/f+zbt69eDSWRtfDROuKZMdH48Jej+GL5Cbwwvi00ai7mTETW72SqHgeSchDfKxhe7g5Sl2Nxvdv6Y9vRDCzZcgZtW3maPJJGt7dyZwpcnWzRRwHnTjaUSiXATqWWzRRyURRhMIp1m9baxtR43dc1l2flleJ/f55FUlo+OoZ5S11+k2SRd5qenp6IiIjAmjVrAABr1qxBREREnemuADBkyBAsXboURqMRer0emzZtwuDBg+947Ny5c7X3odfrsW/fPoSG1py4HhgYiO3btwMAKisrsWfPHrRu3drsmYmkEtbcAw8NCceptHws2pDM7USIyOpVVRuxaEMyvN0dMLRrc6nLkYRKJWDSoFAUFFdi9e5UqctRhNPp+TiVlo9h3VrIppmimrUhNGoVHOw0cHG0hYeLHbzdHeDfzAnNfVwQ4u+GsOYeiArWol2rZhjQKRAOdmokpuZLXXqTZbGPt+bMmYMZM2Zg3rx5cHV1xdy5cwEAjz/+OKZPn47o6GjExcXh2LFjGDRoEABg2rRpCAoKAoDbHluyZAl27doFjUYDURQxefJk9OzZEwAwc+ZMzJ49GyNHjoTBYEDXrl0xfvx4S8UmkkTPGD9k55fi9z1p8NU6YkgTfQNGRMqw4UA6svWleGF8W9homu4b/1YBbugR7YsN+y+gV4w/fBW8ZYolrNyZAjcnW/Rtd+OMN7IeGrUKbUKa4WSqXupSmiyLNZQhISFYunTpDZd/++23tV+r1Wq89dZbN7397Y7NnDnzlo/bvHnz2tVliZqS0b1bIltfiqV/noWPhwPah3pJXRIRUb1dvlKG1btS0THUC9EtPaUuR3Jj+7bC4eRc/LwxGS+Mb2u1C/RI7XR6PpLSC3B/bGvYcnTS6rVr7YUDidm4XFCGZk1wSrzUeHIVkUKpBAGPjYiEzs8VX68+ibQseZ3gTURkisWbzgACcF8sT1cBADcnW8T1bIkTKXocPXNZ6nKs1sqdKXBztkUfjk4qQrurH5onpnHaqxTYUBIpmK2NGtPvjYaLgw3+/esx5BdVSF0SEZHJEs5dxpEzlzHyHh083eylLkc2+ncIQEAzJyzefAaVVQapy7E6SWk1o5PDurXg6KRCBPm4wM3ZFomc9ioJNpRECufmbIfnxrZFeaUB//71GMorq6UuiYjojqqqDfh54xn4eTpicBeeB349jVqFiQNDcflKOdbtS5e6HKsiiiJWXBudbMvRSaUQBAGRLbRITM2HkYsRWhwbSqImINDbGU/GtcGFnGJ8sypRdvuqEhH93dq96cgpKMOkgaHc/ugmIlp4oEuEN9buTUNuQZnU5ViNpPQCJF8owHCOTipOVLAHisuqcCG7WOpSmhy+QhM1ETEhnpg4IBRHz17G0q1npS6HiOiWcgrK8PueNHSJ8EakTnvnGzRR4/u1giAAv2w+I3UpVkEURazccR7uPHdSkSJa1LxWJKZx2qulsaEkakJiOwYitkMg/th/AVuPXpK6HCKiG4iiiJ83JkOtFjChPxfiuR2tqz1G3qPDkTOXceJ8ntTlyF5SWj6SL17B8O66Jr39jFJ5uNghoJkTElPYUFoaG0qiJua+Aa0Q3dITi/5I5p5NRCQ7R89cRsK5PMT3DIaHi53U5cjeoM7N4ePhgJ82nUG1wSh1ObJ17dxJDxc79G7rJ3U5ZCYROg8kX7yCqmouVmVJFtuHkojkQa1S4cm4KPxr0SHMW34Crz/QEf7NnKQuq8FEUURRaRVyCsqQm1+G7PxS5BaUIaegDDn5ZVCpBHi5O8BX6wg/T0f4amv+eLk78LwsIpmpqDLg501nENDMCbEdA6UuxyrYaFS4f0AoPl16DBsPXMDQbi2kLkmWTqXl48zFK5g0MJSjkwoWpdNi08GLOHPxCqfLWxAbSqImyMFOg+fGxuCdhYfw6dJjeOOhTnB1tJW6rFsyiiLyCyuuNomltc1jTn5N41he+dcnkQIArasdvNwd0L61F+ztbZB6qQAJZy9jZ0JV7fXUKgHN3B3gp3WE73WNpq+nI1wcbLhZOJEEft+TirzCcrw6sT0/8KmHmBBPtGvVDKt2paJblC9Hdv+m7ugkz51UstAgd6hVAhJT89lQWhAbSqImqpmbA6bfG4O5Px/G578dx8v3tZP0U9tqgxGXr5TXNIz5f40w5hbU/Kk2/LUy7bVm0MfDAa2D3OHt7gBvj5o/zdwcYKP5642ol5cLcnOLAAAl5VXI0pciK6+0zt8nUvLq3L+TvaZuk6l1gp+nI7w9OKpJZC5Z+lKs35eO7lG+CGvuIXU5Vue+Aa3xxrf78L8/z+KJUVFSlyMriWn5OHvxCiYPCq3z+4GUx8FOgxB/V5xM1WMsQqQup8lgQ0nUhLX0d8VjIyLx5YoTmL82CY+PjDTryFx5ZXVtk3itYbz2R19Ujuu3jrKzUcPbwwH+nk5o26pZTcN4tXHUuthDpap/nU72Ngjxd0OIv1udy41GEZevlNVpMjPzSnHivB67jmfVXk8lCGjmbl/baNZOofV0gqsjRzWJGkoURfy04TRsNCqM78c3gQ3h7e6AYd2aY9WuVPRt58+m/KqalV1rRid7xXB0simI1GmxcmcKisuq4OxgI3U5TQIbSqImrnO4N7J7t8Rv28/DV+uIUT2DG3xfoiiiuKzqhimp1/4uLKmsc31nBxt4ezigdaAbvD184VU70uho0QZNpRLg7eEIbw9HxPztvWxpeTWy82sazUx9SW3DeSotH1XVfy2A4WCnuUmj6QgfDweer0N0B4dO5+Jkaj4mDmgNN2dO12yood1aYNfxLCzamIw5j3SGWsXRuMTUfJy9dAUPcHSyyYjUabFiZwpOpeWjc7i31OU0CWwoiQjDu7dAtr4UK3amwFvrgJF9XG55XaMooqCoorZJzC0oQ3b+1QayoAxlFdV1ru/hYgdvdwe0DfGEt4cDvNwd4ONRsyiOo738X4Ic7TUI9nNFsJ9rncuNogj9lXJkXj+FVl+KpPR87Dn516imIACervbw83SqbTKvNZ7uzrYc1aQmr7yyGos3n0Fzb2f06xAgdTlWzc5GjftiW+OL5cex5fAlDOwUJHVJkqo5d/I8tK526MnRySYj2N8F9rZqJKbq2VBaiPzfzRGR2QmCgIeGhiP3Sjm+/z0JwYEegMFQZ0rqtWmquQVldUbm1CoBnm728PZwQEiA69VpqY7w8nCAl5s9bG2UOTpXM/3VAc3cHRDd0rPOsbKKv0Y1rzWamXmlOJ2ej8rr/u3sbdU3NJnX/ij1343o71btSkV+UQWeim/DEbVG0CG0GaKCtVixIwVdI3zg6iTfBdfM7WSKHucuFeLBwWEcnWxC1CoVwpt7IJFbo1kMG0oiAgBo1Co8MyYa7yw8iNfm7apzzFajgrdHzSI40S21NdND3R3g5eEAT1c7vgn8Gwc7DXS+rtD53jiqmV9YcV2TWYIsfSmSLxRg78ns2uvVrFRrX6fR9PN0xD0e1ru9C9HNXLpcgo0HLqBnjB9aBbjd+QZ0R4IgYOKA1pj13X78uu0cpgyLkLokSYiiiJU7U+DpaoeeMdx3sqmJCtbi6NnLyCkog7e7g9TlKJ7JDWVVVRWOHTuGnJwcDBs2DKWlpQAAR0dHsxVHRJbl7GCDf9zXDifSCqABaldOdXPi1MzGoBJqRnM93ewRFVx3OfOKSgOy82tGMq81nFl5pdh5MRMVVTXbokTsTceToyLhIuMtXohMdW0hHntbNcb25UI8jcnP0wkDOwdh/b509Gnnf8NCZE3BiRQ9zmUU4sEhYVyduwmK1NUsSpWYqod3O06lNzeTGsrTp0/jqaeegq2tLbKzszFs2DAcOHAAy5cvx6effmrmEonIkpq5OWBcrHftVhtkGXa2ajT3cUFzn7rnr4qiiPyiCpxM0WPRxmT868dDeGF8W3h78MM8sm77ErORlF6ABweHyXofXGs18h4d9pzMwqINyXjzwU4NWhnbWv01OmmPntEcnWyKfLWO8HCxQ2KKHn3ZUJqdSR/ZzJkzB9OnT8f69euh0dT0oJ07d8ahQ4fMWhwRUVMnCAK0rvbo1dYf7zx5D4rLqvDuj4dwPqNQ6tKIGqysohpLtpyFzteFG82biYOdBhP6tUJaVhF2JGRIXY5FHT+vx/mMQoy4pwVHJ5soQRAQqfPAqbR8GI3inW9Ad8WkZ9nZs2cRFxcHALXT3hwdHVFRUWG+yoiIqI7IYE/MfKAj7GzU+ODnwzhyJlfqkogaZMWOFBSWVOKBwWFNauTM0rpG+iA00A3Ltp1HcVmV1OVYxPWjkz04OtmkRem0KCmvRlo2Z1yZm0kNZUBAAE6cOFHnsoSEBDRv3twsRRER0c35eTrh9Qc7wb+ZEz7/7Ti2HL4odUlE9XIhpxibD11En/YBN2zHQ41LEARMGhSGkvIqLN9xXupyLOL4+TykZBZiZA8dRyebuAhdzVoFXO3V/Ex6pj333HN44okn8J///AdVVVX4+uuv8dxzz+H55583c3lERPR3bk62eHViB8S09MSiDclY+udZGEVO6SH5E0URP244DUd7Dcb0bil1OU1CkLcz+ncIxNYjl5Cu8JGaa6OTzdzscU8bX6nLIYm5Odki0MsJian5UpeieCY1lP369cN///tf6PV6dO7cGZcuXcJnn32Gnj17mrs+IiK6CTtbNZ65Nxr92gdg3b50fLPqZJ39QYnkaPeJLJy9eAXj+obA2cFG6nKajNG9guHsYINFG5MhKvjDp4RzeUjJLMKIezg6STUidVqcuVhQu1o6mYdJq7yuW7cOQ4cOxZw5c+pcvn79egwZMsQcdRER0R2oVSpMHhQKrasdlm07jyvFlXjm3mg42fONOslPSXkV/vfnWYQEuKIH9wW0KEd7G4ztE4L565Kw92Q2uitw9I6jk3QzkTotNhy4gLMXr9ywXRc1HpM+vnn99ddvevmsWbMatRgiIqofQRAwvLsOU0dG4uylK3hv0WFcvlImdVlEN/hte83CMA8MCoOK+9paXI8YPwT7ueJ/f55FWUW11OU0umPn8pCaVYSRHJ2k64QFuUOtEnCS51Ga1W2fcRcuXMCFCxcgimLt19f+7N69G7a23DeKiEgOukX54qUJ7ZBfVIF3Fx5CWpayz5Ui65KaVYithy+hf4fAG/ZaJctQCQImDwpFYUklVu1KkbqcRnVtdNLL3V6Ro6/UcHa2arQKcOPCPGZ22ymvAwcOhCAIEEURAwcOrHOsWbNmePbZZ81aHBERmS68hQdmTu6AT5Yew/s/H8a0+DZo09JT6rKoiTOKIhZtSIaLky1G9wqWupwmLdjPFb3a+mHTwYvoGeOPgGZOUpfUKI6dzUNaVhEeGRbO0Um6QWSwFsu3n0dhaSVcHTkYZg63fdYlJSXh1KlT6NSpE5KSkur82blzJyZMmGCpOomIyAQBXs54/YFO8HF3wKdLE7D9WNPa0JzkZ8exDJzPKMT4fiFw5Pm9khvTJwR2Nmr8rJAFeq6NTnq7O/DcSbqpSJ0HACApjau9motJH+MsWrTI3HUQEVEj8XCxw6uTOiBC54EF65KwYsd5RbxxJOtTXFaFX7eeQ2iQO7pH8c2+HLg62mJ075Y4lZaPQ6dzpS7nrh09exlp2TUru6pVHJ2kGwX7usLBToOTKZz2ai4mrfJaXV2Nn3/+GQcOHEB+fn6dNyY//fST2YojIqKGcbDT4LmxMVi4/jRW7UpF3pVyPDSU08HIsn7deg5lFQZMHhQKgQvxyEbf9v7YfiwDv2w5g+iWnrCzVUtdUoNcPzrZvY2P1OWQTKlUAiJaeCAxVQ9RFPlaZAYmvbN47733sGTJEnTq1AknT57EoEGDkJeXh27dupm7PiIiaiCNWoVHhoUjrmcwdp3IwqdLjylydUeSp3MZV7DjWAYGdApEoJez1OXQddQqFSYNDIW+sAK/702TupwGO3rmMtKzizGyB0cn6faidB7IK6xATj5XQTcHk559GzZswLfffouHHnoIarUaDz30EL744gvs27fP3PUREdFdEAQBcT2DMWVYBE6nF+C9RYeRX1QhdVmkcEajiEV/JMPN2RZxPbkQjxzVTEP2wfp9acjOL5W6nHqrHZ30cEC3KI5O0u1F6mr2oORqr+ZhUkNZXl4OP7+aTYjt7e1RVlaGkJAQJCYmmrU4IiJqHD1j/PDcuBhcvlKGdxYexMWcYqlLIgXbevQS0rKLcF9sazjYmXR2DUlgXL9WUKtV+GXTGalLqbcjZy4jPacYI3nuJJnA28MBnq52OJnKhXnMwaRnYEhICI4fPw4AaNOmDT777DPMmzcPPj78RIiIyFq0CfbEjEkdYBRFvPfTIZziJ7VkBoUllfht23lEtPBA53Bvqcuh23B3tkNcj2AcO5eHo2cvS12OyYxXRyd9ODpJJhIEAZE6LU6l5cNo5CJ1jc2khnLmzJnQaGo+YZwxYwYSExPx559/4u233zZrcURE1Lia+7jgjQc6Qetij4//dwx7TmRJXRIpzNKtZ1FRxYV4rMWAToHw83TEL5vOoKraIHU5JjmSfBkXcooxqkcwRyfJZJE6LcoqqpGaVSR1KYpzx2ehwWBAcnIyWrVqBQDQ6XRYsGABli5dik6dOpm9QCIialyebvZ4bXIHtA50w7drErFmdyq3FaFGceZiAXYdz8LgLs3h5+kkdTlkAo1ahYkDQpFTUIb1+y9IXc4d1Y5Oah3RJZIj4GS6iKv7UZ7k7JxGd8eGUq1W4/3334etra0l6iEiIgtwtLfBC+PboVuUD37bfh4L/zgNg9EodVlkxQxGI378IxlaVzuMvEcndTlUD1HBWnQM88Lvu2u2GJKzw6dzcTG3GKO4sivVk6ujLZp7O/N0DzMw6ZnYr18/bNmyxdy1EBGRBdloVHh8RCSGd2+BbUcz8Nmy4yiv5LYi1DBbDl3Cxdxi3B/b2mr3NWzKJvSvmYm2ZIt8F+gxiiJW7UqBr9YRXSN47iTVX2SwFmcuXkFFpXVM77YWJi29VlFRgenTp6N9+/bw9fWtc07EBx98YNIDpaSkYMaMGSgoKIC7uzvmzp0LnU5X5zoGgwHvvPMOduzYAUEQMHXqVIwbN+6Ox5YtW4YFCxZApVLBaDRi3LhxePDBB2vvd+3atfjyyy9rNzOdP38+mjVrZlLdRERKJggC7u0TAk9Xe/y44TTm/nwEz4+NgZuzndSlkRUpKK7A8h3n0aalFh1CvaQuhxqgmZsDhndvgeU7UpCYqq/dZkFOakYnSzB1ZCRUKp6fS/UXqfPA+n3pSL5YgOiWnlKXoxgmNZShoaEIDQ29qweaPXs2Jk6ciLi4OKxcuRKzZs3CwoUL61xn9erVSE9Px4YNG1BQUID4+Hh0794dgYGBtz02ePBgjBkzBoIgoLi4GCNHjkSXLl0QHh6O48eP4/PPP8cPP/wALy8vFBUVcfouEdHf9G0fAHcXO3y18gTe/fEQXhjflufAkcn+t+Usqg1GTBrIhXis2ZCuzbHzeCZ+2piMt6Z0gUYtnymlRlHEyl0p8PN0RBeOTlIDhQa6Q6NW4WSKng1lIzKpoXzmmWfu6kHy8vKQmJiI+fPnAwBGjBiBt99+G3q9HlrtX5+ArV27FuPGjYNKpYJWq8WAAQOwfv16PPbYY7c95uzsXHsf5eXlqKqqqv2FtmDBAkyZMgVeXjWfmLq4uNxVFiIipWrXqhlendgB/156DP/68RCevTcGoUHuUpdFMncqLR97E7Mx8h4dfDwcpS6H7oKNRo37Y0Pxn2UJ2HzoIgZ3aS51SbUOnc7FpdwSTB3F0UlqOFsbNVoHuiGR+1E2KovsNpyZmQkfHx+o1TXnVKjVanh7eyMzM7NOQ5mZmQl/f//a7/38/JCVlXXHYwCwefNmfPzxx0hPT8dLL72EsLAwAMC5c+cQGBiISZMmobS0FAMHDsRTTz1Vr09QPT2d73wlCXh5Kac5Zhb5UUoOgFnqe/8fBbhjzrd78dGSo3hxYgf0bBtglsdRiqacpdpgxC/z98NH64iHRrWBnY18zp1Uys/F0jkGNHPG7sRsrNqVimG9QqB1tW+0+25oFqNRxO97DyDIxxnDerWCWgYNpVL+fwHKyWJqjs5Rvli49hQ09jbwcGm8/9+Nydp+JhZpKC0hNjYWsbGxyMjIwLRp09C7d2+0bNkSBoMBp0+fxvz581FZWYnHHnsM/v7+iI+PN/m+8/KKZbcJqpeXC3JzlbGPDrPIj1JyAMzSEGoAr05sj/8sS8DchQeR2r8AgzoHNdpURv5M5KkhWdbtS8OF7GJMHxuDwoJSM1VWf0r5uUiV495ewTianIOvfj2Gx0dGNsp93k2W/aeykZ5VhCdGRUGfV9wo9dwNpfz/ApSTpT45WnjVnM6x89AFdIvyNWdZDSLHn4lKJdx2gM0ik+P9/PyQnZ0Ng6FmRSWDwYCcnBz4+fndcL2MjIza7zMzM+Hr63vHY9fz9/dHdHQ0tm7dWvv9kCFDYGtrC2dnZ8TGxiIhIaGxIxIRKYqzgw1evq8dOoV5YcmWs1i86YzsPlgjaekLy7FqZyratWqGdq240J2S+GgdMbhLc+w5mYXkCwWS1lKzsmsq/Js5oXM4952ku9fCxwVO9hpOe21EFmkoPT09ERERgTVr1gAA1qxZg4iIiDrTXQFgyJAhWLp0KYxGI/R6PTZt2oTBgwff8di5c+dq70Ov12Pfvn21iwiNGDECO3fuhCiKqKqqwt69exEeHm6J2EREVs1Go8aT8W0wqHMQNh26iHkrTqCyikutU41ftpyFURRx/4DWUpdCZjCiuw4eLnb4eWOypB8mHUzKQcblEozqoeO5k9QoVCoBES08cDJVD1HkB6WNwaSGcs2aNbVN2/nz5zFp0iQ88MADdRq5O5kzZw4WLVqEwYMHY9GiRXjrrbcAAI8//jiOHz8OAIiLi0NgYCAGDRqE8ePHY9q0aQgKCrrjsSVLlmD48OGIi4vDww8/jMmTJ6Nnz54AgOHDh8PT0xPDhg1DfHw8WrVqhbFjx5pcNxFRU6YSBNwX2xr3D2iNI8m5+L/FR1BYWil1WSSxEyl5OJiUgxHdW8DL3UHqcsgM7GzVuC+2NdJzirHt6CVJajAa/xqd7MTRSWpEkTot8osqkKWXz1R9ayaIJrTmAwYMwC+//IJmzZrhySefRHBwMBwdHXHgwIEbtv5QIp5DaV7MIj9KyQEwS2M6dDoH36xOhIeLHV4Y37bBK3pKnaMxNcUsVdVGzPpuH0QAbz/aBTYa+SzEc41Sfi5S5xBFER/+chTp2UX419RucHFs+LZrDcmyLzEbX686iSfjomS1VYjUP5fGpJQs9c2RU1CGGV/twaSBoYjtGGjGyupPjj+TRjmHUq/Xo1mzZqioqMChQ4fwwgsvYNq0aUhKSmq0QomISN46hnnj5fvbo7S8Gu8uPIRzGVekLokk8Mf+dGTnl2HywFBZNpPUeARBwMSBoSivNOC37ect+tg1o5MpCODoJJmBt7sDmrnZIzFVL3UpimBSQ6nVapGWlobt27cjOjoatra2qKio4LxjIqImplWAG2Y+0BEOdmr8389HcCQ5V+qSyIIuF5Rhze5UdAzzQhtuCt4kBDRzQmzHQGw/moGUzEKLPe7+pGxk5pViVM9gqBpphWmi60UFa5GUng+D0Sh1KVbPpIby6aefxpgxY/D666/j0UcfBQDs3r2bi9sQETVBvlpHvP5AJwR4OePz345j86GLUpdEFrJ48xlAAO6P5UI8TcmoHsFwcbLFTxuTYbTAYILRKGL1rlQEeDmhY5iX2R+PmqZInRZlFQakZMpreqk1MqmhHDNmDHbu3Ilt27ahR48eAIB27drh448/NmtxREQkT65OtnhlYnu0bdUMP21Mxv/+PGuRN5oknWNnL+PImcsY1SO4UTe7J/lztNdgXN8QnM8oxK7jmWZ/vP2nakYn43pwdJLMJ6KFBwQAiSmc9nq3TD6H0mg0wsHBAQaDAcuWLcP27dvh6cnpLkRETZWdjRrPjIlG/w4BWL8vHd+sOomqam4rokSVVQb8vCkZfp6OGNQ5SOpySALd2/iiVYAbft16DqXlVWZ7nGsruwZ6OaMDRyfJjJwdbNDc14XnUTYCkxrKJ554AmlpaQCATz75BN9//z0WLFiA999/36zFERGRvKlUAiYNDMW4fiHYfyoHHy05huIy873ZJGms3ZuG3IJyTB4YCo3aIltYk8yohJrnenFpFVbsSDHb4+w7lY0sfSnieuo4OklmF6nzwLmMQpRXVktdilUz6bdCamoqIiIiAACrVq3Ct99+ix9++AFr1641a3FERCR/giBgaNcWeGJUFM5nXMF7iw7hckGZ1GVRI8nJL8XavenoEuGNCJ1W6nJIQi18XdC3fQC2HL6EiznFjX7/BqOxdnSyfShHJ8n8onRaGIwiTqcXSF2KVTOpoVSpVKiqqsLp06fh4uICf39/uLq6oqSkxNz1ERGRlega6YOXJrTDleJKvPvjIaRlcaEDayeKIn7aeAYatYAJ/bkQDwGje7eEo70GP21MbvTV/vcn5iBbX4o4ruxKFtI60A02GhUSU/OlLsWqmdRQ9u7dG8899xzmzJmDYcOGAQDOnj0LHx/5bDJLRETSC2vugdce6AiNWsD7Px1Gwrk8qUuiu3DkzGUcP5+H+J7B8HCxk7ockgFnBxuM6dMSpy8UYP+pnEa735rRyRQEeTujfWizRrtfotux0agRGujG8yjvkkkN5bvvvou+ffti7NixeOKJJwAA+fn5ePbZZ81aHBERWZ+AZk54/cFO8NE64D+/JmD7sQypS6IGqKg0YPGmZAR4OaF/x0CpyyEZ6R3jjxY+Lliy5UyjnXu2LzEb2fllHJ0ki4vUaXHpcgkKiiukLsVqmdRQ2traYsKECbj33nuh0WgAAF27dsXw4cPNWhwREVknd2c7zJjUAZHBHliwLgm/bT/f6NPjyLzW7ElFXmEFHhgUxoV4qA6VSsCkQaEoKK7E6t2pd31/186dbO7tjPatOTpJlhV59dxwjlI2nMbUK27evBkHDhxAfn5+nTcFH3zwgVkKIyIi62Zvq8H0e2Pw4x+nsWZ3KvSF5Xh4aLjUZZEJMvNKsH5fOu5p44vQIHepyyEZahXghh7Rvtiw/wJ6RvvBz9Opwfe192Q2cvLL8OyYaAgcnSQLC/JxhrODDRJT83FPGz+py7FKJn3k+Pnnn2P27NkwGo1Yv3493N3dsXPnTri6upq7PiIismIatQoPDw3H6F7B2H0iC58uPYYSbisiazUL8STD1kaNcf1aSV0OydjYvq1ga6PCz5vONHgGgsFoxOpdqWju44x2HJ0kCagEAREtPHAyVc+ZNA1kUkO5bNkyfP/995g5cyZsbGwwc+ZMfPXVV7h48aK56yMiIisnCAJG9gjGo8MjcDq9ADO+2IlcbisiWwdP5yIxNR9jereEm5Ot1OWQjLk52SK+Z0ucTNHjyJnLDbqPPSeykVNQc+4kRydJKlHBWlwprkRGXqnUpVglkxrKwsJChIaGAgBsbGxQVVWFmJgYHDhwwKzFERGRcvSI9sPz49sit6AMb80/gCPJuVKXRH9TVlGNXzafQXMfZ/RrHyB1OWQF+ncMQICXE37ZfAaVVYZ63dZgNGLN7lS08HFBu1YcnSTpRLbwAMDzKBvKpIayefPmOHPmDACgdevWWLx4MVasWAE3NzezFkdERMoSpdPi0xf6wNvDAZ/9dhy/bD6DaoNR6rLoqtW7UpFfVIHJg8KgUnG0iO5MrVJh0oBQXL5SjnX70ut1290nsjg6SbLQzN0B3h4OSExhQ9kQJjWUzz//PAoKCgAAL730En788Uf83//9H2bMmGHO2oiISIF8PZ3w2uSOiO0YiA0HLmDuz4ehLyyXuqwmLy2rEBsPXkCvGD+0CuAHxmS68BYe6BLhjbV700yezl5tuDo66euCtq08zVwh0Z1F6rRIulDADzkbwKSGsk+fPujcuTMAoG3btti4cSN27dqFQYMGmbU4IiJSJhuNCpMGhuKp+Da4lFuCOfMPIOFcntRlNVmiKOKr3xJgb6vG2L4hUpdDVmh8v1YQBOCXzWdMuv6eE1nILSjn6CTJRpTOAxWVBpzPKJS6FKtj8rYhqampWLduHXJycuDt7Y2hQ4dCp9OZsTQiIlK6zuHeaO7tjHkrTuDTpccwvHsLxPcKhlrFfQ8taW9iNk6cy8ODg8Pg4siFeKj+tK72GHmPDsu2ncfx83mIbnnrUcdqgxGrd6dC5+uCtiEcnSR5CG/hAUGoOY+S2yXVj0m/sVevXo3Ro0fj9OnTcHBwQHJyMkaPHo3Vq1ebuz4iIlI4H60jXn+gI3q39cfve9Lwf4uPIr+oQuqymoRqgxErd6bg+99PIbS5O3q39Ze6JLJigzo3h4+HA37emIyq6ltPG9x9IguXr3B0kuTFyd4GOl9XJKbmS12K1TFphPLTTz/FN998UzvtFQAOHjyIV155BSNHjjRbcURE1DTY2qjx8NBwhAW544c/kvDW/P2YOioKkTqt1KUpVkpmIeavPYWLuSXoGumDZye0R2VZpdRlkRWz0agwcWAoPvnfMWw8eAHDurW44TrXzp0M9nNBDEcnSWYidR5YtzcdZRXVcLAzeSJnk2fSCGVJSQnatWtX57K2bduitJR7tRARUePp3sYXbz7UGc6Otvjol6NYuTMFRiM3mm5MlVUG/O/Ps3hn4UGUlFdj+r0xeGJUFNyc7aQujRQguqUn2rduVrti8N9xdJLkLFKnhVEUkZTOUcr6MKmhfOSRR/Dxxx+joqLmhaG8vByffPIJHnnkEbMWR0RETU9AMye8+WAndG/ji5U7U/Dx/47iSglHzhrD6fR8zPp+P9bvS0evGH+8/WhXtGvN/f+ocd0X2xoGo4j//Xm2zuXVBiNW70pFsJ/rbc+xJJJKqwA32GpUnPZaTyaN5f7888+4fPkyfvzxR7i6uqKwsBCiKMLLywuLFy+uvd7WrVvNVScRETUhdrZqPDo8AmFB7li0MRlz5u/Hk6OiENbcQ+rSrFJZRTWWbj2HrUcuwcvdHi/f1w4RnE5MZuLl7oBh3Zpj1a5U9G3nX/u83XU8E3mF5XhgcBhHJ0mWbDQqhAa5IzGV+1HWh0kN5f/93/+Zuw4iIqI6BEFAr7b+0Pm5Yt7y4/hg8RGM6d0SQ7u1gIpvRk2WcC4PC/9IQn5hBQZ1DsLoXi1hZ6uWuixSuGHdWmD3iayaD4Qe6Yyq6ppzJ1v6uyK6JT/MIPmK1Gnxvz/PQl9YDq2rvdTlWAWTGsouXbqYuw4iIqKbCvJ2xqyHO+OH9UlYtu08zly8gsdGRMLZwUbq0mStuKwKizedwZ6TWfBv5oSZD7RBSICb1GVRE2Fro8aE/q3xxfLj2HL4ErTujsgrrMBDQ8I5OkmyFqmrGVE/lZaPHtF+EldjHbh8ERERyZ6DnQZPjIpCWJA7Fm8+UzMFNq4NWrFBuoEoijiQlIOfNiajtLwaI+/RYcQ9OthouLcnWVaH0GaICtZixY7zcLK3QYi/K6KCOTpJ8hbo7QxXRxucTNWzoTQRf7sQEZFVEAQB/ToEYuYDHaESBMz96TA27E+HKHIV2GsKiivw+W/H8dXKk9C62mPWw50xundLNpMkCUEQMHFAa1RWGWtWdu3FlV1J/lSCgAidFomp+fz9YiKOUBIRkVXR+bpiziOd8f3aJPyy5SxOXyjAlOERcLJvulNgRVHEzuOZWLL5LKoMRozrG4JBXYKgVrGRJGn5eTphQv9WyC2sQBQXgiIrEanzwL7EbFzKLUGgt7PU5chevRpKo9GIy5cvo1mzZlDxlxQREUnE0d4G00a3wcaDF7H0z7N4a/4BPBXfBsF+rlKXZnGXC8rww/oknEzNR2igGx4eFgFfraPUZRHVGtApCF5eLsjNLZK6FCKTXPvwIzFVz4bSBCZ1hcXFxXjllVcQExOD3r17IyYmBq+++iqKivjCQERE0hAEAYM6B2HGpA4wiiLeW3QImw9dbDJTlIyiiI0HL+DN7/bjbEYhJg8KxSuTOrCZJCK6S1pXe/hqHXGS+1GaxKSG8p133kFZWRlWr16NhIQErF69GmVlZXjnnXfMXR8REdFthQS4Yc4jXRCp0+Knjcn4auVJlFVUS12WWWXmleD9RYexeNMZtA5ywzuPdkX/DoHcToWIqJFE6jxw+kI+qg1GqUuRPZOmvO7YsQObNm2Cg4MDACA4OBjvvfceBg4caNbiiIiITOHsYIPpY2Pwx750LNt2HunZRXgqvg2a+7hIXVqjqjYYsX5fOlbtSoGdjRqPDo/APW18udAJEVEji9RpseXwJZy7dAVhzT2kLkfWTBqhtLOzg16vr3NZfn4+bG1tzVIUERFRfakEAUO7tcArE9ujosqAd388hO3HMhQzBTYtqwjv/HAQv20/j3atmuGdx7uhR7Qfm0kiIjMIb+4BQQCnvZrApBHKsWPHYsqUKXj44Yfh7++PjIwMLFiwAOPHjzd3fURERPUSGuSOOY90wTerT2LBuiScTi/Ag4PDYGerlrq0BqmqNmDVrlSs25sOZ8eaxYg6hnlLXRYRkaI52mvQ0s8Vp1L1QO+WUpcjayY1lE899RS8vb2xZs0a5OTkwNvbG4899hjGjh1r7vqIiIjqzdXJFi+Ob4c1u1OxcmcKUrMK8fToaAQ0c5K6tHo5e/EK5q87hcy8UvSI9sV9sa2b9PYoRESWFKnTYs2eVJSWV8GRr723ZFJDmZCQgLFjx97QQCYkJCAmJsYshREREd0NlUrAqJ7BaBXohm9WncTbPxzAg4PDcE8bP6lLu6Pyymos23YeWw5dhNbVDi+Ob4s2LT2lLouIqEmJ1Hlg9e5UJKUXoEOol9TlyJZJ51A+8sgjN738scceM/mBUlJSMGHCBAwePBgTJkxAamrqDdcxGAx46623MGDAAAwcOBBLly416diyZcswcuRIxMXFYeTIkVi4cOEN933+/Hm0bdsWc+fONblmIiKyfpE6LeZM6YJgX1f8d80pzF97CpVVBqnLuqWTKXq8+d/92HzoIvp3CMQ/H+3KZpKISAIhAW6ws1HjZKr+zlduwm47Qmk0GiGKYp0/16Snp0OtNv18lNmzZ2PixImIi4vDypUrMWvWrBsav9WrVyM9PR0bNmxAQUEB4uPj0b17dwQGBt722ODBgzFmzBgIgoDi4mKMHDkSXbp0QXh4OICaZnT27NkYMGBAff5tiIhIIdyd7fCP+9thxY4U/L4nDSmZRXh6dBtZ7dlYUl6FJZvPYufxTPhqHTFjUgeEBrlLXRYRUZOlUasQ1twdiVyY57ZuO0IZGRmJNm3aoLy8HJGRkYiKiqr9M3z4cEycONGkB8nLy0NiYiJGjBgBABgxYgQSExNvWDl27dq1GDduHFQqFbRaLQYMGID169ff8Zizs3PtKnfl5eWoqqqqs+rdN998g759+0Kn05n2r0JERIqjVqlwb58QPD+uLQqKK/DWggPYfypb6rIAAIdO5+KNb/dh94ksDOvWAm9N6cxmkohIBiJ1WmTrS5F3pVzqUmTrtiOUmzdvhiiKeOCBB7Bo0aLaywVBgFarhb29vUkPkpmZCR8fn9oRTbVaDW9vb2RmZkKr1da5nr+/f+33fn5+yMrKuuOxa7V+/PHHSE9Px0svvYSwsDAAQFJSEnbu3ImFCxdi3rx5JtVLRETKFRPiiTmPdMaXK0/gq5UncfpCAe7r3xo2GpPOAmlUV0oq8dPGZBxMykGQtzOeH9cWLXyVtXcmEZE1i9TV7EGZmKpHr7b+d7h203TbhjIgIAAA8Oeff1qkmLsRGxuL2NhYZGRkYNq0aejduzeCgoLw5ptv4r333qvX9Ny/8/R0bsRKG4+Xl3LedDCL/CglB8AsciR1Di8vF3z4XB/88HsiVmw7hws5xXj1wc7w9az/KrANySKKIv48dBH/XXkcZRUGTB4ajnv7tYZGbfmm9npS/1wak1KyKCUHwCxypZQs5srRrJkzPFzscC6zCGMGWObfytp+Jiat8nq3/Pz8kJ2dDYPBALVaDYPBgJycHPj5+d1wvYyMjNqVY68flbzdsev5+/sjOjoaW7duxZAhQ5Ceno6pU6cCAAoLCyGKIoqLi/H222+bXH9eXjGMRnltjO3l5YLc3CKpy2gUzCI/SskBMIscySnHqO4tEOTpiO9+P4XpH23Fo8Mj6rWSX0Oy6AvL8cP60zh+Pg8hAa54ZGgE/Js5IV9fUt/yG5Wcfi53SylZlJIDYBa5UkoWc+cIb+6OI8k5yM4phOq60+rMQY4/E5VKuO0Am0U+CvX09ERERATWrFkDAFizZg0iIiLqTHcFgCFDhmDp0qUwGo3Q6/XYtGkTBg8efMdj586dq70PvV6Pffv2ITQ0FP7+/ti3bx+2bNmCLVu24KGHHsL48ePr1UwSEZGytQ/1wuxHOsPHwwGf/3Ycv2w+g2qDsdEfxyiK+PPwRbzx3304fSEf98e2xmuTOsLfyvbGJCJqaiJ1WhSVVuFiTrHUpciSRUYoAWDOnDmYMWMG5s2bB1dX19rtOx5//HFMnz4d0dHRiIuLw7FjxzBo0CAAwLRp0xAUFAQAtz22ZMkS7Nq1CxqNBqIoYvLkyejZs6elohERkZXzcnfAa5M74n9/nsWGAxdw7tIVPBnXBp5upq0VcCfZ+lLMX5eE5AsFiGjhgYeHhsPL3aFR7puIiMwrUlczCJaYmo/mPtY1HdUSBPH6vUDopjjl1byYRX6UkgNgFjmSe44DSTmYv/YU1CoBj4+MRExIs1te905ZDEYjNhy4gBU7UqBRqzChfyv0ivGrsxK5XMj951IfSsmilBwAs8iVUrJYIsfr3+6Fp6s9XpzQzqyPI8efyZ2mvN5yhHLixIkm/cL76aefGlYZERGRDHUO90Zzb2fMW3ECny5NwLBuLTC6dzDUqvqdJXIhpxjz155CalYR2rVqhgcGh8HDxc5MVRMRkTlF6bTYfiwDVdUG2GgavtinEt2yoRw3bpwl6yAiIpINH60jXn+gIxZvPoO1e9Nw9mIBnohrY1JDWFVtxO97UvH7njQ42mvwZFwUOod7y3JUkoiITBOp02LToYs4e6kQES08pC5HVm7ZUI4ePdqSdRAREcmKrY0aDw0JR2iQOxauP4058/dj6sgoRAVrb3mbcxlXsGBtEi5dLkG3KB/cH9saLo62FqyaiIjMIay5O1SCgMRUPRvKv7llQ7lixQrEx8cDAH799ddb3sHYsWMbvSgiIiK56B7lixY+LvhyxQl8vOQoRvbQYVSPYKhUf404VlQZsHz7eWw8eAHuznZ4bmwM2ra69bmXRERkXRzsNGgZ4IrEVD3u7RMidTmycsuG8vfff69tKFeuXHnT6wiCwIaSiIgUz7+ZE954sBN+3HAaq3al4szFK5g6KgpeXsCptHwsWHcKuQXl6NvOH2P7toKjvcUWUSciIguJbOGB1btSUVxWBWcHG6nLkY1b/sb79ttva7/+8ccfLVIMERGRXNnZqvHo8AiEBblj0cZkzPl+P9qHe2ProYvwdnfAy/e35zQoIiIFiwrWYtWuVCSl5aNTuLfU5chGvT9CFUUR1+80oqrnqndERETWShAE9GrrD52fK+atOIHthy9icJcgxPdqCTsbrvpHRKRkwX6usLdVI5ENZR0mNZTZ2dn45z//iYMHD6KwsLDOsVOnTpmlMCIiIrkK8nbGnEc6Q2NnA7XRKHU5RERkARq1CuHNPZCYope6FFkxaXhx9uzZsLGxwYIFC+Do6Ijly5ejf//+eOutt8xdHxERkSzZ2ajh6+kkdRlERGRBEToP5BSUIbegTOpSZMOkhvLIkSP417/+hYiICAiCgPDwcLz77rv4/vvvzV0fERERERGRLETparaOSkzlKOU1JjWUKpUKGk3N7FhXV1fo9Xo4OjoiOzvbrMURERERERHJhZ+nI9ydbZGYmi91KbJh0jmUbdu2xbZt2zBw4ED07NkTzz//POzt7dGmTRtz10dERERERCQLgiAgSqfFsXN5MIoiVIJw5xsp3G1HKHNzcwEAH3zwATp37gwAmDlzJrp164bWrVvjo48+Mn+FREREREREMhGp06K4rAoXsoulLkUWbttQDh48GEDNNFd3d3c888wzsLe3x9NPP42XX34Z3t5cLpeIiIiIiJqOCF3NnsMneR4lgDs0lNfvNwkA+/fvN2sxREREREREcububIcALycuzHPVbRtKgXOCiYiIiIiI6ohsoUXyhSuorDJIXYrkbrsoj8FgwN69e2tHKqurq+t8DwDdu3c3b4VEREREREQyEhXsgY0HL+DMpSu1W4k0VbdtKD09PTFz5sza793d3et8LwgCNm/ebL7qiIiIiIiIZCY0yB1qlYDEVD0bytsd3LJli6XqICIiIiIisgr2thqEBLghMSUf6Ct1NdK67TmUREREREREdKNInQfSs4tQVFopdSmSYkNJRERERERUT1E6LUQAp9LypS5FUmwoiYiIiIiI6knn5wIHOzUSU9lQEhERERERUT2oVSqEN/dAYqq+zi4YTQ0bSiIiIiIiogaI1Glx+Uo5cgvKpC5FMmwoiYiIiIiIGiBS5wEAONmEp72yoSQiIiIiImoAX60jtK52SEzVS12KZNhQEhERERERNYAgCIhsoUVSWj6MxqZ5HiUbSiIiIiIiogaKDPZASXk10rKLpC5FEmwoiYiIiIiIGiiyhRYAmuy0VzaUREREREREDeTqZIsgb2ecTGFDSURERERERPUUqfPA2UtXUFFlkLoUi2NDSUREREREdBeidFpUG0ScuVAgdSkWx4aSiIiIiIjoLrQOdIdGLSCxCe5HyYaSiIiIiIjoLtjZqtEqwA0nm+DCPGwoiYiIiIiI7lKkTosLOcUoLKmUuhSLYkNJRERERER0lyJ1NduHnEprWtNe2VASERERERHdJZ2vCxztNE1u2qvGUg+UkpKCGTNmoKCgAO7u7pg7dy50Ol2d6xgMBrzzzjvYsWMHBEHA1KlTMW7cuDseW7ZsGRYsWACVSgWj0Yhx48bhwQcfBAB88cUXWLt2LVQqFWxsbPDCCy+gV69elopNRERERERNgEolIKKFBxJT9RBFEYIgSF2SRVisoZw9ezYmTpyIuLg4rFy5ErNmzcLChQvrXGf16tVIT0/Hhg0bUFBQgPj4eHTv3h2BgYG3PTZ48GCMGTMGgiCguLgYI0eORJcuXRAeHo6YmBhMmTIFDg4OSEpKwuTJk7Fz507Y29tbKjoRERERETUBkcFaHErORXZ+GXy1jlKXYxEWmfKal5eHxMREjBgxAgAwYsQIJCYmQq+vOxy8du1ajBs3DiqVClqtFgMGDMD69evveMzZ2bn2E4Dy8nJUVVXVft+rVy84ODgAAMLCwiCKIgoKCiwRm4iIiIiImpBInQcAILEJTXu1SEOZmZkJHx8fqNVqAIBarYa3tzcyMzNvuJ6/v3/t935+fsjKyrrjMQDYvHkzhg8fjn79+uGxxx5DWFjYDXWsWLECzZs3h6+vb6PmIyIiIiIi8nZ3QDM3e5xMaToNpcWmvJpbbGwsYmNjkZGRgWnTpqF3795o2bJl7fH9+/fj3//+N77//vt637enp3NjltpovLxcpC6h0TCL/CglB8AscqSUHACzyJVSsiglB8AscqWULHLK0SHcB7uOXYJW6wS1uv7jd3LKYgqLNJR+fn7Izs6GwWCAWq2GwWBATk4O/Pz8brheRkYGYmJiANQdlbzdsev5+/sjOjoaW7durW0ojxw5gpdffhnz5s2r02SaKi+vGEajWO/bmZOXlwtyc4ukLqNRMIv8KCUHwCxypJQcALPIlVKyKCUHwCxypZQscsvR0tcZG/ZV48DxDIQEuNXrtnLLAtQsNnS7ATaLTHn19PREREQE1qxZAwBYs2YNIiIioNVq61xvyJAhWLp0KYxGI/R6PTZt2oTBgwff8di5c+dq70Ov12Pfvn0IDQ0FACQkJOCFF17Af/7zH0RFRVkiLhERERERNVERLZrWeZQWm/I6Z84czJgxA/PmzYOrqyvmzp0LAHj88ccxffp0REdHIy4uDseOHcOgQYMAANOmTUNQUBAA3PbYkiVLsGvXLmg0GoiiiMmTJ6Nnz54AgLfeegvl5eWYNWtWbS0ffPDBTc+xJCIiIiIiuhsujrZo7uOMxNR8jOwRLHU5ZmexhjIkJARLly694fJvv/229mu1Wo233nrrpre/3bGZM2fe8nGXLVtWz0qJiIiIiIgaLkqnxYYDF1BeWQ17W8UsW3NTFpnySkRERERE1FRE6rQwGEUkX7gidSlmx4aSiIiIiIioEbUOdINGrWoS51GyoSQiIiIiImpEtjZqtA50Y0NJRERERERE9RcVrMXF3BJcKa6QuhSzYkNJRERERETUyCJ1V7cPScuXuBLzYkNJRERERETUyJp7u8DJXoPEFGVPe2VDSURERERE1MhUKgEROi0S0/IhiqLU5ZgNG0oiIiIiIiIziNR5IL+oApl5pVKXYjZsKImIiIiIiMwgSqcFAEWv9sqGkoiIiIiIyAy83B3g5W6PxFTlLszDhpKIiIiIiMhMonRaJKXno9pglLoUs2BDSUREREREZCaROi3KKw1IzSySuhSzYENJRERERERkJuEtPCAAOKnQ8yjZUBIREREREZmJs4MNWvi6KHZhHjaUREREREREZhSp0+J8RiHKKqqlLqXRsaEkIiIiIiIyoyidBwxGEacvFEhdSqNjQ0lERERERGRGrQLdYKNRITFFedNe2VASERERERGZkY1GjdAgdySmKW8/SjaUREREREREZhap80DG5RLkF1VIXUqjYkNJRERERERkZlE6LQAobrVXNpRERERERERmFujtDBdHGySmKmvaKxtKIiIiIiIiM1MJAiJaeCAxTQ9RFKUup9GwoSQiIiIiIrKASJ0WV4orkXG5ROpSGg0bSiIiIiIiIguI1HkAAE4qaNorG0oiIiIiIiILaObmAB8PB0UtzMOGkoiIiIiIyEIidVqcTi9AtcEodSmNgg0lERERERGRhUTqtKioMuB8RqHUpTQKNpREREREREQWEtHCHYKgnP0o2VASERERERFZiKO9DYL9XHGSDSURERERERHVV6TOAykZRSgtr5a6lLvGhpKIiIiIiMiConRaGEURp9Otf/sQNpREREREREQW1NLfDbY2KiQqYD9KNpREREREREQWZKNRISzIQxHnUbKhJCIiIiIisrBInQey9KXQF5ZLXcpdYUNJRERERERkYZE6LQBY/SglG0oiIiIiIiILC/RygqujDU5Z+XmUbCiJiIiIiIgsTBAEROq0SEzVQxRFqctpMIs1lCkpKZgwYQIGDx6MCRMmIDU19YbrGAwGvPXWWxgwYAAGDhyIpUuXmnRs2bJlGDlyJOLi4jBy5EgsXLjQpNsRERERERFJJVKnRWFpFS7mlkhdSoNpLPVAs2fPxsSJExEXF4eVK1di1qxZdRo/AFi9ejXS09OxYcMGFBQUID4+Ht27d0dgYOBtjw0ePBhjxoyBIAgoLi7GyJEj0aVLF4SHh9/2dkRERERERFKJ1HkAABJT9Qjydpa4moaxyAhlXl4eEhMTMWLECADAiBEjkJiYCL2+7gmoa9euxbhx46BSqaDVajFgwACsX7/+jsecnZ0hCAIAoLy8HFVVVbXf3+52REREREREUtG62sPP09GqF+axSEOZmZkJHx8fqNVqAIBarYa3tzcyMzNvuJ6/v3/t935+fsjKyrrjMQDYvHkzhg8fjn79+uGxxx5DWFiYSbcjIiIiIiKSSmQLLZIvFKCq2ih1KQ1isSmv5hYbG4vY2FhkZGRg2rRp6N27N1q2bNko9+3pKc/hZy8vF6lLaDTMIj9KyQEwixwpJQfALHKllCxKyQEwi1wpJYs15+je1h+bD19EXkkV/GF9WSzSUPr5+SE7OxsGgwFqtRoGgwE5OTnw8/O74XoZGRmIiYkBUHd08XbHrufv74/o6Ghs3boVLVu2NPl2t5OXVwyjUV4rL3l5uSA3t0jqMhoFs8iPUnIAzCJHSskBMItcKSWLUnIAzCJXSsli7Tl83eyhEgTsPnYR0a2ayS6LSiXcdoDNIlNePT09ERERgTVr1gAA1qxZg4iICGi12jrXGzJkCJYuXQqj0Qi9Xo9NmzZh8ODBdzx27ty52vvQ6/XYt28fQkND73g7IiIiIiIiKTnaaxDs74KTKda5H6XFprzOmTMHM2bMwLx58+Dq6oq5c+cCAB5//HFMnz4d0dHRiIuLw7FjxzBo0CAAwLRp0xAUFAQAtz22ZMkS7Nq1CxqNBqIoYvLkyejZs+cdb0dERERERCS1KJ0Wq3enori0UupS6k0QrXkXTQvhlFfzYhb5UUoOgFnkSCk5AGaRK6VkUUoOgFnkSilZlJAj+UIB3v/pMGY+3BmtfOV1DqUsprwSERERERHRzbX0d4WdrRpHknOlLqXe2FASERERERFJSKNWoXOYN6qtcOsQxWwbQkREREREZK0eHhYOH29Xq5u+yxFKIiIiIiIiiakEQeoSGoQNJRERERERETUIG0oiIiIiIiJqEDaURERERERE1CBsKImIiIiIiKhB2FASERERERFRg7ChJCIiIiIiogZhQ0lEREREREQNwoaSiIiIiIiIGoQNJRERERERETWIRuoCrIFKJUhdwk3Jta6GYBb5UUoOgFnkSCk5AGaRK6VkUUoOgFnkSilZlJIDkF+WO9UjiKIoWqgWIiIiIiIiUhBOeSUiIiIiIqIGYUNJREREREREDcKGkoiIiIiIiBqEDSURERERERE1CBtKIiIiIiIiahA2lERERERERNQgbCiJiIiIiIioQdhQEhERERERUYOwoSQiIiIiIqIGYUNJREREREREDcKGkoiIiIiIiBpEI3UB1DBxcXFYuXKl1GXU244dOxATEwM3NzcUFhbi/fffx/HjxxEeHo7XXnsNWq1W6hJNtnbtWqxevRoZGRlQq9Vo1aoVpkyZgvDwcKlLq5dFixZh2LBhVvVvfyulpaVYvHgxfH19MXz4cMyfPx/79u1D69at8eSTT8LJyUnqEuslISEBq1atQkZGBjQaDUJCQjBx4kR4eXlJXZrJqqqqsGTJEgiCgAkTJmDDhg1YvXo1QkNDMW3aNNja2kpd4l3ha7G0cnNz8eWXX8LX1xdTpkzBe++9h/3796N169aYMWMGvL29pS6xXg4ePIh169YhMzMTAODn54ehQ4eiU6dOEldWP0r6vaLk1zBrff36uz179uDw4cOIiIhA//79pS6nXoqKijBv3jwIgoBp06Zh8eLFWLVqFUJDQ/HGG2/A3d1d6hJNIoiiKEpdBN3e2LFjb7js9OnTCAsLAwD8+uuvli6pwUaMGIFVq1ZBpVLhjTfegKOjI0aMGIEdO3YgMTERX3zxhdQlmuSDDz7AmTNn0KNHD2zatAkxMTHQarX4+eef8corr2DIkCFSl2iymJgYqNVqdO/eHWPHjkXfvn2hUlnn5IUXX3wR1dXVKCsrg6urKyorKzF06FDs2LEDVVVV+PDDD6Uu0WTff/89Vq5cic6dO2Pnzp3o2rUrVCoVNm3ahI8++ghdunSRukSTzJo1CwUFBSgvL4ezszOqqqowdOhQbN68Ge7u7njzzTelLtFkfC2Wn8cffxwhISEoKSlBamoqwsLCMGrUKGzbtg0nT57EV199JXWJJps3bx7Wr1+P+Ph4+Pn5AQAyMzOxYsUKDB48GNOmTZO4QtMp6feKUl7DlPT6NWHCBCxZsgQAsGLFCnzxxRcYMGAAdu7ciTFjxuCRRx6RuELTPf/88/Dx8UFpaSnS0tIQEhKC+Ph4/PHHH7h8+TI++OADqUs0jUiyN2zYMPH1118X9+/fL+7bt0/cu3ev2KNHD3Hfvn3ivn37pC6vXoYNG1b7dXx8fJ1jo0aNsnQ5DTZkyBDRYDCIoiiKJSUl4uTJk0VRFMVLly6JI0aMkLK0eouLixPz8vLE77//XhwxYoTYo0cPce7cueLZs2elLq3erv3bV1RUiF26dBErKipEURRFg8FgdT+XoUOHiqWlpaIoimJeXp74yCOPiKIoiqdOnRJHjx4tZWn1cv3PpEOHDmJZWVnt99b2M+FrsfyMHDlSFMWa5/g999xz02PWYuDAgWJ5efkNl5eVlYkDBgyQoKKGU+rvFWt+DVPS61dcXFzt1+PHjxcvXLggiqIo5ufnW9XPRBT/+v9VXV0tdunSRayurhZFURSNRqNVZbHOj4uamOXLl8PFxQXz589HcHAwunbtCjs7O3Tp0sVqRimu8fDwQEJCAgDAy8sLeXl5AICSkhIYjUYpS6sXjeav2eKCIKCoqAgA4O/vL1VJDSYIArRaLR555BGsXr0a8+bNQ0lJCe677z7cd999UpfXIIIgQBRFCIIAAFCpVBCtbDKGWq2Gg4MDAMDV1bX2uRIeHo7KykopS6uXa88VW1tbBAUFwd7evvZ7tVotZWn1xtdi+TEYDBBFEeXl5SgtLUVJSQkAoLq6GtXV1RJXVz/Xv2Zd79rrmTVR0u8VpbyGKen16/rnSVVVFQIDAwEA7u7udd6fWYNr9arVavj5+dX+nxIEwapG9a3rX72JsrW1xauvvoqDBw/iySefxKRJk6QuqcFef/11PPvss+jUqRO8vLwwfvx4dOvWDQkJCXjsscekLs9k3bt3x9SpU3HPPfdgy5Yt6NevHwCguLgYBoNB4urq5+9vVGJiYhATE4PXXnsNGzdulKiqhgkLC8Pzzz+P8vJy9OzZEzNmzMDAgQOxc+dOBAcHS11evURGRuLNN99Ez5498ccff6Bjx44AgIqKClRVVUlcnekEQUB1dTU0Gg2++eab2ssrKyut7rnC12L5ueeee3D//fejsrIS48ePx/PPP49u3bphz549aNeundTl1Ut8fDzGjRuH+Pj42g8nMzIysGLFCsTHx0tbXD0p6feKUl7DlPT6lZKSgrFjx0IURaSnp6O4uBjOzs4AYFW/H4GaD7wrKipgZ2eHFStW1F5eWloqXVENwHMorUxZWRk++OADHDp0CKtWrZK6nAYpKyvDmjVrcPbsWRgMBvj7+2Po0KG154xYA6PRiF9//RVJSUmIiorCmDFjIAgCKisrUVRUBE9PT6lLNNlHH32El156SeoyGkV5eXnt4gn33Xcfdu/ejV9++QWBgYGYNm0aPDw8pC7RZKWlpfj6669r/49NnToV9vb2KC4uxsWLF61m8aekpCS0bNnyhoUrLly4gCNHjmDUqFESVXZ3+FosD6IoYvPmzRAEAf3798fJkyexfPlyBAYGYtKkSVa3YMqBAwewbt06ZGRkAKiZ9TJkyBCrG0FS0u8VJb6GWfvr1/79++t8HxUVBScnJ+Tm5mLDhg1W1Szn5uZCq9XeMNqdlZWFlJQUdO/eXaLK6ocNJRERERGRiUpLS+Ho6Ch1GXetpKTE6lY/vxWl/EwAIDU1FTqdTuoy6sV6JufSTX3++edSl9BolJLFGnMcOnQIq1evRm5ubp3Lly9fLlFFDccs1sManyu3wizyY405rj3nL1++XOdya3zOK/n1y5pGwG5n8uTJUpfQaJTyMwGAF154QeoS6o0NpZWzpmWe70QpWawtx/z58/Haa6/h999/R1xcHDZs2FB7bOHChRJWVn/MYl2s7blyO8wiP9aW4/rn/KhRo6z6Oa/01y+lTO5TSg6AWaTGRXmswM32DgJq/sNdW5nPWigli1JyAMBvv/2G3377Dc7Ozjh37hymTZuG4uJijBkzxupe1JhFfpT0XGEW+VFKDkA5z3lAWVlu5tqqotZOKTkAZWXp0KGD1CXUGxtKK5CamoqPPvqodguBa0RRtLphcaVkUUqOa66tjhYSEoKFCxdiypQpqKysvOkS9nLHLPKipOcKs8iPUnJco4Tn/DVKyvJ31jid+maUkgNQVpZZs2ZJXUK9saG0ApGRkXB2dq7dNuB6NjY2ElTUcErJopQcQE29ubm58PLyAgB4e3vjhx9+wJQpU5CWliZxdfXDLPKjpOcKs8iPUnIAynnOA8rKcuXKFbi5udV+/+uvv+Lw4cOIiIjA5MmTraZBVkoOQFlZli1bhn79+kGr1SIrKwuvvvoqjh8/jvDwcLz//vto3ry51CWahKu8WoHs7Gw4OTnVftp3PaPRaFUbnyoli1JyAMDmzZvh5eWFmJiYOpfn5+fj22+/xSuvvCJRZfXHLPKjpOcKs8iPUnIAynnOA8rKMnr06NqFhL777jts2LABI0eOxJYtWxAVFWU126MoJQegrCwjRozAmjVrAADPP/882rVrh1GjRmH79u1YsWIFFixYIG2BJmJDaaWUtDyyUrIoJQfALHKllCxKyQEwixwpJQfALHIQHx9fu+H8vffei2+//RZarRZlZWUYN25cbTMgd0rJASgry5AhQ7B+/XoAdRtloG5OubOej+6oDiUtj6yULErJATCLXCkli1JyAMwiR0rJATCLHFw/fVIQBGi1WgCAg4MDNBrrOXNMKTkAZWVp3rw5tmzZUvt1amoqANyw3Y7cWde/OtVS0sCyUrIoJQfALHKllCxKyQEwixwpJQfALHKQnJyM7t27QxRFlJSUQK/XQ6vVorq6GgaDQeryTKaUHICyssyePRvPPPMM5s+fDzc3N4wbNw5RUVHIzMzEm2++KXV5JmNDaaWUtDyyUrIoJQfALHKllCxKyQEwixwpJQfALHJw/R6aAODi4gIAKCwsxPTp06UoqUGUkgNQVpaAgAAsX74cu3fvxtmzZ9GpUyf4+fmhd+/eN6xeLWc8h9JKlZSUwMnJSeoyGoVSsiglB8AscqWkLERE1io1NRU6nU7qMu6aUnIAzCI1nkNppUaNGiV1CY1GKVmUkgNgFrmyxixXrlyp8/2vv/6KmTNn4scff7S6KXDMIj9KyQEwizWxxj1Ob0YpOQBmkRqnvFqB7t2733DZlStXai/fs2ePpUtqMKVkUUoOgFnkSilZHn744Vsu756Tk2NVy7szi/woJQfALNZECU0xoJwcALNIjQ2lFQgLC0NgYCCmTp0KtVoNURQxadIk/Pzzz1KXVm9KyaKUHACzyJVSslz/i3Ht2rW1y7vfe++9GDdunFW9sWQW+VFKDoBZrEmHDh2kLqFRKCUHwCxS45RXK7BgwQKEh4djxowZKC4uRmBgIDQaDQICAhAQECB1efWilCxKyQEwi1wpJYuSlndnFvlRSg6AWazJrFmzpC6hUSglB8AsUrP+Z3UTMXnyZPTs2RNvvvkmunTpYpXD4dcoJYtScgDMIldKyKKk5d2ZRX6UkgNgFmv05ptv4u2335a6jLumlBwAs0iFDaUV0el0WLhwIb777juEhoZKXc5dUUoWpeQAmEWurD2LkpZ3Zxb5UUoOgFms0Y4dO6QuoVEoJQfALFLhtiFWyhqXFL4VpWRRSg6AWeRKKVmUkgNgFjlSSg6AWeTgZgukATXniRYVFeHkyZMWrqhhlJIDYBY54gillXrhhRdqV1CzdkrJopQcALPIlVKyKCUHwCxypJQcALPIgSiKWLBgQe0o6/WX33///RJVVX9KyQEwixyxobRSShpYVkoWpeQAmEWulJJFKTkAZpEjpeQAmEUO2rRpg/z8fISHh99wzMfHR4KKGkYpOQBmkSM2lFbKGpcUvhWlZFFKDoBZ5EopWZSSA2AWOVJKDoBZ5GDevHlQq9U3Pfbrr79auJqGU0oOgFnkiOdQEhERERERUYNwH0or9+abb0pdQqNRShal5ACYRa6UkkUpOQBmkSOl5ACYRUqVlZX48ssv8eabb2Lr1q11jlnLlg6AcnIAzCJHbCitnDUtKXwnSsmilBwAs8iVUrIoJQfALHKklBwAs0hpzpw5SE5ORsuWLfHhhx/i3XffrT12+PBhCSurH6XkAJhFjngOpRW405LC1kQpWZSSA2AWuVJKFqXkAJhFjpSSA2AWuTp+/DhWr14NALj//vvx4osvYubMmXj33XetaqEhpeQAmEWO2FBaAaUsKQwoJ4tScgDMIldKyaKUHACzyJFScgDMIlcGg6H2a3t7e3z22Wf4xz/+gZdffhlGo1HCyupHKTkAZpEjNpRWQClLCgPKyaKUHACzyJVSsiglB8AscqSUHACzyFWzZs2QlJRUm0WtVuOjjz7Cq6++ijNnzkhcnemUkgNgFjniKq9WoLKyEmq1+pbLClsTpWRRSg6AWeRKKVmUkgNgFjlSSg6AWeQqNTUVNjY2CAgIqHO5KIrYvn07+vTpI1Fl9aOUHACzyBEbSiIiIiKiOygsLAQAuLq6SlzJ3VFKDoBZ5IKrvFoBpSwpDCgni1JyAMwiV0rJopQcALPIkVJyAMwiV3q9HjNnzkT79u3Rp08f9O7dGx06dMDMmTOh1+ulLs9kSskBMIscsaG0AkpZUhhQThal5ACYRa6UkkUpOQBmkSOl5ACYRa5efvllBAUFYcuWLThy5AiOHj2KTZs2ITAwEC+//LLU5ZlMKTkAZpElkWRvxIgRtV+XlZWJTz31lPjaa6+JRqNRjIuLk66wBlBKFqXkEEVmkSulZFFKDlFkFjlSSg5RZBa5Gjx48C2PDRo0yIKV3B2l5BBFZpEjjlBagZstKVxWVmZ1SwoDysmilBwAs8iVUrIoJQfALHKklBwAs8iVnZ0djhw5csPlhw8fhq2trQQVNYxScgDMIkdsKK3AtSWFr7m2pLAgCFa1pDCgnCxKyQEwi1wpJYtScgDMIkdKyQEwi1y99dZbePXVVzFy5Eg8+eSTePLJJzFy5EjMmDED//znP6Uuz2RKyQEwixxxlVcroJQlhQHlZFFKDoBZ5EopWZSSA2AWOVJKDoBZ5EwURZw4cQKZmZkAAD8/P7Rp0waCIEhcWf0oJQfALHLDhtLKWPOSwn+nlCxKyQEwi1wpJYtScgDMIkdKyQEwi5zk5+fjo48+QkZGBvr374/JkyfXHnv22Wfx2WefSVid6ZSSA2AWOdJIXQDdmV6vx4cffoh169YBqPkkQ6VSYciQIfjHP/4BrVYrcYWmU0oWpeQAmEWulJJFKTkAZpEjpeQAmEWuZs+ejcDAQPTu3RuLFy/G3r178emnn0Kj0eDChQtSl2cypeQAmEWWzL/uD92tKVOmiPPmzRP1en3tZXl5eeIXX3whTpkyRcLK6k8pWZSSQxSZRa6UkkUpOUSRWeRIKTlEkVnkauTIkbVfG41Gcc6cOeKUKVPE8vJyq1qxVik5RJFZ5IgNpRVQypLCoqicLErJIYrMIldKyaKUHKLILHKklByiyCxyNWTIkBsue//998UHH3zwpsfkSik5RJFZ5IirvFoBpSwpDCgni1JyAMwiV0rJopQcALPIkVJyAMwiV0FBQThw4ECdy1599VW0bdsWqamp0hTVAErJATCLHHFRHitw9OhRvPLKK7Czs6tdMe3SpUuoqKjA3Llz0b59e4krNJ1SsiglB8AscqWULErJATCLHCklB8AsclVQUABBEODm5nbDsbNnz6JVq1YSVFV/SskBMIscsaG0EqIClhS+RilZlJIDYBa5UkoWpeQAmEWOlJIDYBYisk6c8moF8vPz8eabb+KTTz5BTk4OBg0ahOjoaAiCgGeffVbq8upFKVmUkgNgFrlSShal5ACYRY6UkgNgFiKyXmworcDs2bPh6uqK++67D5s3b8YzzzyD6upqALCuJYWhnCxKyQEwi1wpJYtScgDMIkdKyQEwCxFZLzaUViA1NRWvvPIKBg0ahO+//x5eXl544oknUFFRIXVp9aaULErJATCLXCkli1JyAMwiR0rJATALEVkvNpRWoKqqqvZrQRAwe/ZshIaGYurUqVb34qyULErJATCLXCkli1JyAMwiR0rJATALEVkvNpRWQClLCgPKyaKUHACzyJVSsiglB8AscqSUHACzEJH14iqvVkApSwoDysmilBwAs8iVUrIoJQfALHKklBwAsxCR9WJDSURERERERA3CKa9ERERERETUIGwoiYiIiIiIqEHYUBIREREREVGDaKQugIiIqCnq378/Ll++DLVaDbVajVatWiEuLg4TJkyASsXPe4mIyDqwoSQiIpLIV199hXvuuQdFRUXYv38/3n33XSQkJOC9996TujQiIiKT8CNQIiIiibm4uCA2Nhaffvopli9fjuTkZGzduhXx8fHo0KED+vTpg88++6z2+lOnTsWPP/5Y5z5GjhyJjRs3Wrp0IiJq4thQEhERyURMTAx8fX1x8OBBODg4YO7cuTh48CC+/vprLF68GJs2bQIAxMfHY9WqVbW3S0pKQk5ODvr06SNV6URE1ESxoSQiIpIRb29vXLlyBV27dkVYWBhUKhXCw8MxfPhw7N+/HwAQGxuL1NRUpKamAgBWrlyJoUOHwtbWVsLKiYioKWJDSUREJCPZ2dlwc3PDsWPH8MADD6Bbt27o2LEjfvnlF+Tn5wMA7OzsMHToUKxatQpGoxFr1qxBXFycxJUTEVFTxIaSiIhIJhISEpCdnY2OHTvipZdeQmxsLLZt24ZDhw7hvvvugyiKtdcdPXo0Vq9ejT179sDBwQHt27eXsHIiImqq2FASERFJrLi4GH/++SdefPFFjBo1CmFhYSgpKYGbmxvs7OyQkJCANWvW1LlN+/btoVKp8P7772PUqFESVU5ERE2dIF7/cScRERFZxPX7UKpUKrRq1QqjRo3CfffdB7VajfXr12Pu3LkoKChAly5dEBAQgMLCQnz44Ye19zFv3jz8+9//xqZNmxAUFCRhGiIiaqrYUBIREVmpFStWYMmSJVi8eLHUpRARURPFKa9ERERWqKysDD///DMmTJggdSlERNSEsaEkIiKyMjt27ED37t3h6emJESNGSF0OERE1YZzySkRERERERA3CEUoiIiIiIiJqEDaURERERERE1CBsKImIiIiIiKhB2FASERERERFRg7ChJCIiIiIiogZhQ0lEREREREQN8v8s7RwsPRTErQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, fail_to_pass_rate, \"Day\", \"Fail to pass rate\", \"Daily Fail to Pass Rate\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb09cf58",
   "metadata": {},
   "source": [
    "Similary, the fail to pass rate for tests has also been inconsistent."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70538b15",
   "metadata": {},
   "source": [
    "### Test Pass Failures\n",
    "The `test_pass_failures` KPI file consists of `test_duration`, `passing` and `failing` metric files which comprise of metric data such as number of tests passing, number of failing tests etc. We will read each of these files and aggregate the metric values across all TestGrid dashboard, job and tests. We can then plot these aggregate metrics values. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cb7bc9e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_pass_failure_files = metrics_bucket.objects.filter(\n",
    "    Prefix=\"metrics/test_pass_failures\"\n",
    ")\n",
    "\n",
    "dates = []\n",
    "test_pass_vals_to_plot = []\n",
    "test_pass_percentage = []\n",
    "test_fail_vals_to_plot = []\n",
    "test_fail_percentage = []\n",
    "\n",
    "for i in test_pass_failure_files:\n",
    "    # split into project key and file \"path\"\n",
    "    project_bucket, kpifile_key = i.key.split(\"/\", maxsplit=1)\n",
    "\n",
    "    # read parquet\n",
    "    df = cc.read_from_ceph(project_bucket, kpifile_key)\n",
    "\n",
    "    # get x and y values to plot for this date\n",
    "    test_pass_vals_to_plot.append(\n",
    "        df.passing.replace([np.inf, -np.inf], np.nan).sum(),\n",
    "    )\n",
    "    test_pass_percentage.append(\n",
    "        (df.passing.replace([np.inf, -np.inf], np.nan).sum()) / (len(df)),\n",
    "    )\n",
    "    test_fail_vals_to_plot.append(\n",
    "        df.failure.replace([np.inf, -np.inf], np.nan).sum(),\n",
    "    )\n",
    "    test_fail_percentage.append(\n",
    "        (df.failure.replace([np.inf, -np.inf], np.nan).sum()) / (len(df)),\n",
    "    )\n",
    "    dates.append(\n",
    "        kpifile_key.rsplit(\"/\", maxsplit=1)[-1]\n",
    "        .split(\"-\", maxsplit=1)[-1]\n",
    "        .split(\".\", maxsplit=1)[0]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67b8483c",
   "metadata": {},
   "source": [
    "Lets plot the following metrics from the `test_pass_failures` KPI file:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30226dc5",
   "metadata": {},
   "source": [
    "#### Number of passing tests\n",
    "This metric keeps track of the total number of test runs that passed successfully. Lets plot the values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "797a8601",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, test_pass_vals_to_plot, \"Day\", \"# Passing Tests\", \"Daily Test Passes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29ca63cf",
   "metadata": {},
   "source": [
    "#### Test pass percentage\n",
    "This metric calculates the percentage of test runs that passed successfully. We can visualize the change in the test pass percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3d8697ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, test_pass_percentage, \"Day\", \"Test Pass %\", \"Daily Test Pass Percentage\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85a20dbf",
   "metadata": {},
   "source": [
    "#### Number of failing tests\n",
    "This metric keeps track of the total number of test runs that failed. Lets plot the values for each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cf71d11d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, test_fail_vals_to_plot, \"Day\", \"# Failing Tests\", \"Daily Test Failures\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27c50c3d",
   "metadata": {},
   "source": [
    "#### Test failure percentage\n",
    "This metric calculates the percentage of test runs that failed. We can visualize the change in the test failure percentage over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "08b61188",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\n",
    "    dates,\n",
    "    test_fail_percentage,\n",
    "    \"Day\",\n",
    "    \"Test Failure %\",\n",
    "    \"Daily Test Failure Percentage\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "840d7ec1",
   "metadata": {},
   "source": [
    "From the above graphs, we see that overall there has been an increase in the number of tests failing daily, however this increase is low i.e ~3000-7000 compared to the number of tests passing daily i.e. ~70000-95000."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9b0f5e2",
   "metadata": {},
   "source": [
    "### Time to Test\n",
    "The `time_to_test` KPI file consists of the `test_duration` metric file which comprises of metric data such as test run times. We will read each of these files and aggregate the metric values across all TestGrid dashboard, job and tests. We can then plot these aggregate metrics values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6ccb916f",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_to_test_files = metrics_bucket.objects.filter(Prefix=\"metrics/time_to_test\")\n",
    "\n",
    "dates = []\n",
    "avg_test_duration = []\n",
    "\n",
    "for i in time_to_test_files:\n",
    "    # split into project key and file \"path\"\n",
    "    project_bucket, kpifile_key = i.key.split(\"/\", maxsplit=1)\n",
    "\n",
    "    # read parquet\n",
    "    df = cc.read_from_ceph(project_bucket, kpifile_key)\n",
    "\n",
    "    # get x and y values to plot for this date\n",
    "    avg_test_duration.append(\n",
    "        df.test_duration.replace([np.inf, -np.inf], np.nan).mean(),\n",
    "    )\n",
    "    dates.append(\n",
    "        kpifile_key.rsplit(\"/\", maxsplit=1)[-1]\n",
    "        .split(\"-\", maxsplit=1)[-1]\n",
    "        .split(\".\", maxsplit=1)[0]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d511dbed",
   "metadata": {},
   "source": [
    "Let's plot the following metric from the `time_to_test` KPI file:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b4127ee",
   "metadata": {},
   "source": [
    "#### Average Time to Test\n",
    "This metric calculates the average time taken to run builds. We can visualize the change in the average time taken over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "178503da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dates, avg_test_duration, \"Day\", \"Time to Test (minutes)\", \"Average Time to Test\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cf7e679",
   "metadata": {},
   "source": [
    "From the above graph, we see that the average test duration has slightly increased over time and been in the range of ~85-89 minutes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc23fd6e",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "In this notebook, we have tried to read the collected metrics from ceph and use visualization libraries like `seaborn` to explore our data. We have aggregated the metric values across all TestGrid dashboards, grids and tests and plotted time series graphs to visualize the change in the metric values over time. This provides us an initial understanding of the KPI metrics at the TestGrid platform level and we can further create in-depth visualizations for each of the individual KPI metrics. \n",
    "\n",
    "For future work, we could look into exploring more visualization tools for further detailed analyses. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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