jpivarski/horizontal-scaling-dask.ipynb

## horizontal-scaling-dask.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8625654d-e2ae-471f-8691-03a84bb38232",
   "metadata": {},
   "source": [
    "# Horizontal scaling of columnar analysis: Dask"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9411fe9-07f3-4398-87f2-3d7dc3e7619b",
   "metadata": {},
   "source": [
    "<br><br><br><br><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "badf3af0-0d12-488b-941e-4854160e18ad",
   "metadata": {},
   "source": [
    "## Dask task graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aa1eab72-17f3-4345-a7d6-0c7c3be319aa",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import dask"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a32ba9b9-5186-41e4-8a32-34e3d9a1c984",
   "metadata": {},
   "source": [
    "Eager Python code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8e17d9c1-bd21-4368-830e-6526e736db0b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def increment(i):\n",
    "    return i + 1\n",
    "\n",
    "def add(a, b):\n",
    "    return a + b\n",
    "\n",
    "a, b = 1, 12\n",
    "c = increment(a)\n",
    "d = increment(b)\n",
    "output = add(c, d)\n",
    "\n",
    "output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67ec20e9-950a-4d2d-b2c8-b7b98f0f6b5d",
   "metadata": {},
   "source": [
    "Lazy Python code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cd1f6518-ee01-433d-81a4-2c66acc18114",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Delayed('add-ba7086e2-ba21-4a07-98d6-15bd3bdb2c36')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@dask.delayed\n",
    "def increment(i):\n",
    "    return i + 1\n",
    "\n",
    "@dask.delayed\n",
    "def add(a, b):\n",
    "    return a + b\n",
    "\n",
    "a, b = 1, 12\n",
    "c = increment(a)\n",
    "d = increment(b)\n",
    "output = add(c, d)\n",
    "\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "755d5ba1-5c2e-45d6-b713-bcd073dcf11c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6048f189-83a5-4d16-95db-a56dde8356a0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75ca8f47-90a0-46e0-94e7-da3735d8b109",
   "metadata": {},
   "source": [
    "<br><br><br><br><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eea1cf7f-2ea8-4a1b-bff4-df9dd2cc6690",
   "metadata": {},
   "source": [
    "## Distributed computing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1da20c2-7445-4830-8df8-cfb82ca28ad3",
   "metadata": {},
   "source": [
    "A delayed computation is a set of instructions to run it, which we can send to remote computers to run it remotely.\n",
    "\n",
    "When we break up a large computation, send it to many computers, and collect the results, we have distributed the computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c03ef0bb-68c2-4bf2-9af7-20bc4db2de5c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "@dask.delayed\n",
    "def start():\n",
    "    print(\"start\")\n",
    "    return 1\n",
    "\n",
    "@dask.delayed\n",
    "def concurrent(initial, i):\n",
    "    time.sleep(0.5)\n",
    "    print(f\"concurrent {i}\")\n",
    "    return initial + i**2\n",
    "\n",
    "@dask.delayed\n",
    "def combine(partial_results):\n",
    "    print(\"combine\")\n",
    "    return sum(partial_results)\n",
    "\n",
    "initial = start()\n",
    "output = combine([concurrent(initial, i) for i in range(10)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ac604793-6632-4401-b44a-6d62b6e7718c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5b6a840-2033-408e-8b77-ea98efe477ed",
   "metadata": {},
   "source": [
    "The `dask` library has three built-in schedulers:\n",
    "\n",
    "- `\"synchronous\"`: not parallel (for debugging)\n",
    "- `\"threads\"`: multiple threads in the same process, limited by the [Python GIL](https://realpython.com/python-gil/)\n",
    "- `\"processes\"`: multiple Python processes; not affected by the GIL, but it has to start a bunch of processes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5899555f-0458-437a-8eec-f790d00248f0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start\n",
      "concurrent 2\n",
      "concurrent 9\n",
      "concurrent 1\n",
      "concurrent 6\n",
      "concurrent 4\n",
      "concurrent 8\n",
      "concurrent 7\n",
      "concurrent 0\n",
      "concurrent 3\n",
      "concurrent 5\n",
      "combine\n"
     ]
    }
   ],
   "source": [
    "with dask.config.set(scheduler=\"synchronous\"):\n",
    "    output.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bde970b-0753-4187-ac0b-2f908c8746db",
   "metadata": {},
   "source": [
    "<br><br><br><br><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35a111f2-8b8d-45b8-99e8-983453f8ab3c",
   "metadata": {},
   "source": [
    "Dask `distributed` is another library that focuses on distributed computing."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45262bca-1519-4fd4-aff7-6a6ef5af5e4f",
   "metadata": {
    "tags": []
   },
   "source": [
    "Run in separate terminals:\n",
    "\n",
    "```bash\n",
    "dask-scheduler\n",
    "```\n",
    "\n",
    "and several of the following:\n",
    "\n",
    "```bash\n",
    "dask-worker --nthreads 1 127.0.0.1:8786\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "877e99fb-7044-46a2-aeab-5c2928d5c3ee",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-ab8789ed-33d4-11ef-a302-04421a0ba0b7</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "\n",
       "        <tr>\n",
       "        \n",
       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Direct</td>\n",
       "            <td style=\"text-align: left;\"></td>\n",
       "        \n",
       "        </tr>\n",
       "\n",
       "        \n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\"></td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        </table>\n",
       "\n",
       "        \n",
       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"http://127.0.0.1:8787/status\" }'>\n",
       "                Launch dashboard in JupyterLab\n",
       "            </button>\n",
       "        \n",
       "\n",
       "        \n",
       "            <details>\n",
       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Scheduler Info</h3></summary>\n",
       "            <div style=\"\">\n",
       "    <div>\n",
       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
       "        <div style=\"margin-left: 48px;\">\n",
       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-029c642d-494e-4a3a-95df-848c940da561</p>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://192.168.1.224:8786\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 3\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Dashboard:</strong> <a href=\"http://192.168.1.224:8787/status\" target=\"_blank\">http://192.168.1.224:8787/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total threads:</strong> 3\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Started:</strong> 19 minutes ago\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total memory:</strong> 11.64 GiB\n",
       "                    </td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "\n",
       "    <details style=\"margin-left: 48px;\">\n",
       "        <summary style=\"margin-bottom: 20px;\">\n",
       "            <h3 style=\"display: inline;\">Workers</h3>\n",
       "        </summary>\n",
       "\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: tcp://127.0.0.1:38531</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:38531\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:39551/status\" target=\"_blank\">http://127.0.0.1:39551/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.88 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40707\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-gcgqi_bl\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks executing: </strong> \n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks in memory: </strong> \n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks ready: </strong> \n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks in flight: </strong>\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>CPU usage:</strong> 4.0%\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Last seen: </strong> Just now\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory usage: </strong> 239.37 MiB\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Spilled bytes: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Read bytes: </strong> 12.70 kiB\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Write bytes: </strong> 12.23 kiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: tcp://127.0.0.1:40393</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:40393\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:45691/status\" target=\"_blank\">http://127.0.0.1:45691/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.88 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35187\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-17zi4ysv\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks executing: </strong> \n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks in memory: </strong> \n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks ready: </strong> \n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks in flight: </strong>\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>CPU usage:</strong> 2.0%\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Last seen: </strong> Just now\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory usage: </strong> 241.04 MiB\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Spilled bytes: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Read bytes: </strong> 12.76 kiB\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Write bytes: </strong> 12.28 kiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: tcp://127.0.0.1:43749</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:43749\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:43573/status\" target=\"_blank\">http://127.0.0.1:43573/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.88 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33793\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6lqx_lox\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks executing: </strong> \n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks in memory: </strong> \n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks ready: </strong> \n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Tasks in flight: </strong>\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>CPU usage:</strong> 2.0%\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Last seen: </strong> Just now\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory usage: </strong> 239.29 MiB\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Spilled bytes: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Read bytes: </strong> 9.45 kiB\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Write bytes: </strong> 8.98 kiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "\n",
       "    </details>\n",
       "</div>\n",
       "            </details>\n",
       "        \n",
       "\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client: 'tcp://192.168.1.224:8786' processes=3 threads=3, memory=11.64 GiB>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask.distributed\n",
    "\n",
    "client = dask.distributed.Client(\"127.0.0.1:8786\")\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c4accd6b-4e48-416a-942b-d4f975be3955",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "295"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a036aaa-058a-41c2-a06a-45c66d276185",
   "metadata": {},
   "source": [
    "<br><br><br><br><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ffd3ff4-b83f-4fe4-ace9-1189f38c0e8a",
   "metadata": {},
   "source": [
    "## Dask collections"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b530dcab-0445-4208-89f4-1ad02c0a94d3",
   "metadata": {},
   "source": [
    "You can build general computations with `@dask.delayed`, but there are some common patterns that we'd want to build all the time.\n",
    "\n",
    "For instance, splitting a calculation on NumPy arrays into embarrassingly parallel parts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bbe2df09-3ccf-44fa-a7dd-7b66bc8a95a9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b41e7b69-5d3e-4c35-a735-4a150bd71091",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "@dask.delayed\n",
    "def quadratic_formula(a, b, c):\n",
    "    return (-b + np.sqrt(b**2 - 4*a*c)) / (2*a)\n",
    "\n",
    "@dask.delayed\n",
    "def combine_results(parts):\n",
    "    return np.concatenate(parts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8e2e5d55-9ac3-480d-a7b2-2e42e90335d0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "parts = []\n",
    "\n",
    "for i in range(10):\n",
    "    a = np.random.uniform(5, 10, 1000000)\n",
    "    b = np.random.uniform(10, 20, 1000000)\n",
    "    c = np.random.uniform(-0.1, 0.1, 1000000)\n",
    "    parts.append({\"a\": a, \"b\": b, \"c\": c})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a76869d1-52d0-45df-a011-10ab20301517",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "output = combine_results(\n",
    "    [quadratic_formula(part[\"a\"], part[\"b\"], part[\"c\"]) for part in parts]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b6259bb7-894e-4f8a-b2e7-187f45500fb0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3vw07C98hLi7uT3/6U0pKyi233JKcnHzttdeGnQgAAKAMUkwCAACcfG+//faQIUPuuusurWQp8tRTTxUUFNxwww2JiYlpaWlhxwEAAChrFJMAAAAn2QcffDBo0KAbb7zx+eefDzsLx+fpp5/++uuvr7/++ooVK/bq1SvsOAAAAGVKXGFhYdgZAAAAyo558+ZdfPHF11xzzcsvvxwfHx92HI5bQUHBkCFD3nrrrWnTpnXp0iXsOAAAAGWHYhIAAOCkWbdu3bnnnnvOOee89dZbCQkJYcfhezp48GDfvn3T09Pnzp3buHHjsOMAAACUEYpJAACAk2PXrl3dunWrWLHi9OnTK1WqFHYcTsi+ffvOP//87OzsOXPmVK9ePew4AAAAZYFlhQAAAE6C3NzcAQMG7Nu3b+LEiVrJMqBSpUpTpkzZv3//1VdfnZOTE3YcAACAskAxCQAAcBLccccd6enpU6dOrV+/fthZODnq1as3adKkjIyMe+65J+wsAAAAZYFiEgAA4EQNGzZs5MiRI0aMaNu2bdhZOJnat28/evTo4cOHDx8+POwsAAAApZ49JgEAAE7I/Pnze/bs+fOf//zJJ58MOwsx8Ytf/OLZZ5+dOXNm586dw84CAABQiikmAQAAvr8dO3Z07NixXbt2kydPjo+3Jk3ZlJ+ff8UVV6xatSo9Pb1WrVphxwEAACitFJMAAADfU2Fh4ZVXXhnpq6pXrx52HGIoKyurY8eO7du3nzhxYlxcXNhxAAAASiV/zwsAAPA9/fd///c//vGPv/3tb1rJMq9mzZp/+9vf3nnnnWHDhoWdBQAAoLRSTAIAAHwfK1as+PnPf/7oo4+ee+65YWehOHTv3v2RRx65//77ly5dGnYWAACAUslSrgAAAMctJyfnnHPOSUlJmTFjRmJiYthxKCYHDx4877zzcnJy5s2bl5ycHHYcAACAUsbEJAAAwHH79a9/vW7dujFjxmglTymJiYljxoxZs2bNb37zm7CzAAAAlD4mJgEAAI7P0qVLO3bs+Oyzz95zzz1hZyEEf/zjH3/2s58tWrSoTZs2YWcBAAAoTRSTAAAAx6GgoKBHjx4FBQWzZ89OSEgIOw4hKCgoOO+88/Lz8/0MAAAAHBdLuQIAAByH559/Pj09/aWXXtJInbLi4+OHDRu2aNGiv/71r2FnAQAAKE1MTAIAAByrzz77rEWLFg8++OATTzwRdhZC9uijj/7pT3/69NNPTzvttLCzAAAAlA6KSQAAgGN14403zp49e8WKFeXLlw87CyHLzs5u1arVxRdf/NJLL4WdBQAAoHSwlCsAAMAxSU9P//vf//7MM89oJQmCoEKFCk899dTLL7+8YMGCsLMAAACUDiYmAQAAvlthYeF5550XBMHMmTPj4uLCjkNJ0bNnz7y8vNmzZ/upAAAA+E4mJgEAAL7b66+/Pm/evD//+c/6J4p67rnn5s+f/8Ybb4QdBAAAoBQwMQkAAPAd8vPz27Zt27lz51GjRoWdhRJn8ODB6enpK1asSEhICDsLAABAiWZiEgAA4DuMHj16zZo1v/jFL8IOQkn05JNPrl+//rXXXgs7CAAAQElnYhIAAOBo8vLyWrZsedFFF7344othZ6GEuummm2bPnr1y5crExMSwswAAAJRcJiYBAACOZuTIkVu3bn300UfDDkLJ9ctf/nLTpk1W+gUAADg6E5MAAADfKj8/v2XLlhdffPGwYcPCzkKJNnTo0FmzZq1YsSI+3l8AAwAAHJnflwAAAL7VW2+9tX79+vvuuy/sIJR0Dz300Jo1ayZNmhR2EAAAgJLLxCQAAMC36tatW926dSdMmBB2EEqBPn36fPXVVzNmzAg7CAAAQAllYhIAAODIFixYMHfu3AceeCDsIJQODzzwwMyZM+fNmxd2EAAAgBLKxCQAAMCRDRo0aOPGjfPnzw87CKVG586dmzVr9ve//z3sIAAAACWRiUkAAIAj2Llz58SJE++6666wg1Ca3HnnnW+++eaXX34ZdhAAAICSSDEJAABwBCNHjixfvnxaWlrYQShNrr322pSUlDFjxoQdBAAAoCRSTAIAABzByJEjb7zxxpSUlLCDUJpUqFBh0KBBL7zwgm1TAAAADqeYBAAAONTHH3+8cuXKW2+9NewglD633XbbqlWr5s6dG3YQAACAEkcxCQAAcKhRo0Z16tSpQ4cOYQeh9OnYsWNqauorr7wSdhAAAIASRzEJAADwb/Ly8iZOnHjdddeFHYTS6tprrx0/fvzBgwfDDgIAAFCyKCYBAAD+zXvvvbd79+5rrrkm7CCUVoMGDcrKypo2bVrYQQAAAEoWxSQAAMC/GTt27LnnntuwYcOwg1BaNW7cuFOnTq+//nrYQQAAAEoWxSQAAMC/5OTkvP322wMGDAg7CKXbwIEDJ0yYkJeXF3YQAACAEkQxCQAA8C8zZsz46quv+vfvH3YQSrf+/fvv3r171qxZYQcBAAAoQRSTAAAA//Luu++2adOmQYMGYQehdGvSpEnz5s2nTp0adhAAAIASRDEJAADwL1OnTu3Vq1fYKSgLevXqpZgEAAAoSjEJAADwT1u2bFm5cqVikpOiV69emZmZW7ZsCTsIAABASaGYBAAA+Kd33nmnUqVKPXr0CDsIZUHPnj1TUlLef//9sIMAAACUFIpJAACAf5o+fXqPHj2Sk5PDDkJZUL58+XPPPXfGjBlhBwEAACgpFJMAAAD/NHv27O7du4edgrKjR48es2fPDjsFAABASaGYBAAACIIg+OyzzzZv3qyY5CTq3r37unXrPv/887CDAAAAlAiKSQAAgCAIglmzZiUmJnbu3DnsIJQd5557bmJi4pw5c8IOAgAAUCIoJgEAAIIgCObNm5eamlqpUqWwg1B2VKpUqV27dopJAACACMUkAABAEATBokWLOnXqFHYKypqOHTsuXrw47BQAAAAlgmISAAAgCIJg6dKl7dq1CzsFZU27du2WLFkSdgoAAIASQTEJAAAQbN68effu3e3btw87CGVN+/btd+3atW3btrCDAAAAhE8xCQAAEGRmZsbFxZmY5KSLtN2ZmZlhBwEAAAifYhIAACBYtmxZ/fr1q1WrFnYQypoaNWqcfvrpS5cuDTsIAABA+BSTAAAAwbp161q0aBF2Csqm5s2br1u3LuwUAAAA4VNMAgAABBs2bGjUqFHYKSibGjVqtHHjxrBTAAAAhE8xCQAAEGzcuLFhw4Zhp6BsatSo0YYNG8JOAQAAED7FJAAAcKorKCjYsmVL48aNww5C2dS4ceNNmzYVFBSEHQQAACBkikkAAOBUt23bttzcXEu5EiONGzfOycnZvn172EEAAABCppgEAABOdZ9//nkQBKeffnrYQSib6tWrFwSBYhIAAEAxCQAAnOp27twZBEGtWrXCDkLZFPnRivyYAQAAnMoUkwAAwKkuKysrOTm5cuXKYQehbKpatWpSUlJWVlbYQQAAAEKmmAQAAE51WVlZxiWJnbi4uBo1aigmAQAAFJMAAMCprgwXkxdccMFpp532bY9ecskl1apVK848MdW1a9f69etHvj9w4MATTzyRkZERbqSomjVrWsoVAABAMQkAAJzqvv7661NzHdchQ4b853/+Z9gpYuJ///d/n3zyyQMHDoQd5J+qVq369ddfh50CAAAgZIlhBwAAAAhZTk5OuXLlwk4RgiFDhoQdIVYKCwvDjvBvkpOTc3Jywk4BAAAQMsUkAABwqsvNzU1OTi7+665ateqjjz765ptvmjVrdsUVVyQlJUUfysjImDFjxjfffNO0adNevXpVqlQpcv/LL78cBMFNN920ZMmSDz74oHbt2gMGDKhQoUIQBNOnT//kk0/OPPPMq6++unz58odca8GCBR999FHt2rX79OkTXbd21KhR27ZtiwxNRs48ZMiQDz74ICMjo1y5cj/84Q9btWp1SOBp06bt3bu3RYsWV1xxxTG2uSNGjEhMTExLS3vllVeCILjqqqvOOOOMo5/t888///DDD7du3VqzZs1LL720UaNGkfuHDx++d+/e+++/P3rkrFmzPvjgg9tvv/3000+P3jl27NipU6dGjp81a9aDDz54lHMWj3LlyikmAQAAFJMAAMCpLicnp5iLydzc3P/4j/8YOXJk9J7GjRv/4x//OOuss7Kzs2+44Ybx48dHH6pTp86rr7560UUXBf9XH+7bt+8nP/lJZCjwueeemzNnziOPPPLHP/4xcnzr1q0XLFiQkpISPcP//u//3nHHHZHjq1SpMnr06KuuuioIglGjRi1cuDBaTO7du3fEiBEzZ86MPCsuLu53v/tdpNXLz8+/9957//rXv0YnEc8666zJkye3bNnyO1/siBEjypcvP378+IkTJwZBUKFChRtvvPEoZ5s6dWq/fv2iq7AmJCT89re/feihh4IgGD58+NatWw8pJp988snevXsfUky+9957QRC89NJLdevWffDBB49yzuKRnJycm5tbbJcDAAAomRSTAADAqa74JyZ/85vfjBw5smLFitdcc83pp5++bNmyKVOmDB48eP78+Xfdddf48eMrV67cv3//mjVrzpo165NPPunbt++SJUuaNGkSBMG6deseeOCB/v37N2nSZNKkSUuWLLnuuuvee++9IUOGVKxY8c0331yxYsWoUaP+4z/+I3Ktr7766t57773kkkvat2+/YMGCGTNmDB48ePXq1ZGxxaIWL14cBMFll12WmpqakZHx/vvvP/nkk7fffnuVKlV+85vf/OUvf6lWrVq/fv1q1qy5ePHiDz/8sHfv3kuXLo3Max5denp6QUHBfffdV7NmzbS0tKOcLSEh4frrry9XrtwNN9xQt27dL7/8cty4cQ8//PDAgQMbNmx4jP+8AwcO3Ldv33vvvXfrrbe2bNkyNzf3xM95gkxMAgAABIpJAACAgwcPFl1GNdby8/P/8pe/VK5cOSMjI9I1BkEwfvz4pUuXbtq06ZVXXqlVq9aiRYvOPPPMyEMPPvjgs88++6c//en5558PgmDr1q1//vOf77777iAIfvrTn9avX//tt9/+8MMPIyOV1157bc+ePVeuXBm93IEDB5555pnI4GP0bCNGjHjssccOz/aXv/zlzjvvjHyflpb25ptvLlu2rFOnTr///e/PPPPMTz755LTTTos8OmzYsDvuuOO11167+eabv/Ml79mz59VXX7322muDIMjNzT3K2S699NJdu3b17t37qaeeqlmzZhAEd95554QJE7755ptj/xceOHDgtm3b3nvvvaFDh3bt2nXr1q0nfs4TlJiYmJeXV2yXAwAAKJkUkwAAwKmumJfZXLt27c6dO2+77bZoKxkEQf/+/fv37z9lypSCgoI77rgj2koGQfCrX/3q+eefnzt3buRmfHz8TTfdFPm+Xr16tWvXLl++fKSVDIKgdevWQRAUrdxq1KjxwAMPRG8+8sgjzz777Lx58w4PlpCQcMstt0RvnnfeeW+++WZ2dnZmZubevXubN28+bNiw6KOR+b9p06YdSzGZmJjYr1+/yPdHP9uPfvSjRo0aTZ48uVatWg0bNrzwwgv79u37i1/84kSa49NPP/2kn/N45ebmHr7xJwAAwKlGMQkAAJzqkpOT9+3bV2yX27lzZxAERavHqD179gRB0KhRo6J3VqhQoU6dOtGElStXrlSpUvTRxMTE6Nxh5OYh52zQoEFcXFz0Zo0aNVJSUr7++uvDr161atWi5Vm5cuWCICgsLMzKygqCYOHChQsXLjzkKVu3bv3W11lE9erVI2cLguDoZ4uPj3/rrbduvvnmxYsXb9q06eWXX3755ZebNm36j3/845B/loj8/PzvvPrxnjMWcnJyqlatWjzXAgAAKLEUkwAAwKmuXLlyxTkxWaVKleBbKr1Id7Vx48aid+7fv/+LL75o2rRp5Obh1ePRbd++vejNL7/8cv/+/ZEVTQ9RtL88PHDPnj0vuOCCQx46Yr16uPj4+GM/W2pq6qJFi5YtW/bOO+/Mnx9e/+MAACAASURBVD9/9uzZa9eu/dWvfvXSSy/FxcUdOHCg6FM+//zzYwlwlHMey9NPXG5ubrSaBQAAOGUpJgEAgFNdMS/l2rJly8qVK7/22msPP/xwdGJv5syZH374Ye/evRMSEv7nf/7ntttui3Z+jz32WEFBQZcuXb7f5bZv3/7qq69ed911kZuPP/54EAQ9evQ49jOkpqaWL18+Kyvrvvvuq1atWuTOTZs2jRw5sk6dOseb5+hnW7FixdixY6+66qof/OAHbdu2DYIgKyurdu3akR43JSUlKytrxYoVkRVrt2/f/uabbx7xKpGStaCgIAiCo5+zeOTk5CQnJxfb5QAAAEomxSQAAHCqK1++/CFzeDGVlJR05513Pv3006mpqWlpaaeddtq6desmTJhQo0aNRx555IYbbnjllVfatGlzzTXX1KxZc+bMmZ988knFihV//OMff7/L1a1b95ZbbnnrrbcaNmw4c+bMefPm1a5dO7pL5bFISUm58847n3vuuWbNmvXt27dWrVobNmyYOnXq119//dFHHx1vnqOfrXbt2r/97W+fffbZ/v37169fPzs7e+rUqYWFhZHxym7duk2bNu2iiy667rrrcnJyxo0bV6dOnUNGQiMqVKgQBMFjjz126623XnrppUc5Z/HIycmxxyQAAIBiEgAAONVVq1Zt165dxXnF//f//t+WLVv+/ve/jxgxInLPGWecMXHixOTk5P/+7//es2fPxIkTX3755chDderUGTNmTLNmzb7fterXr//AAw/87Gc/i9w87bTTJkyYcMSlXI/it7/97Zdffjl69Ojo2qcVKlT461//2rNnz+8R6ehnGzly5NChQ0eNGhU9vl+/fg888EAQBHfeeeerr766bt26559/PgiC888//6677ho0aNDhl+jYsWNcXNy0adOmT5++f//+o5yzeGRlZVWvXr3YLgcAAFAyKSYBAIBTXa1atbKysorzisnJyX/7298eeuih6dOn5+bmNm3a9IorrojsQVipUqW33norPT191qxZBw4caN68ea9evaLDdjfddNOOHTuKnur++++P7NoYUb58+ccff/wHP/hB9Pjc3Nzbb7+9a9euc+bMOeOMM/r27Vu5cuXIo0OGDLnkkku+7cydOnV6/PHHmzRpEgk8atSon//85x9//PHXX39dv379yy67rHbt2sfyYm+55ZZDet+jn23w4ME//OEP33vvvc8++6xcuXLdunXr3Llz5KF69eotW7bs7bffXr9+ffPmzfv27btu3brHH3/89NNPD4Jg6NChe/fujRzZsWPH+fPnT5s2rUqVKvn5+Uc5Z/HIysqqVatWcV4RAACgBIorLCwMOwMAAECYxo0bd+211+bm5iYkJISdhTLo4MGDycnJb7zxRv/+/cPOAgAAECYTkwAAwKmuZs2aBQUFu3fvNtN2vNauXTtmzJijHFC/fv2hQ4cWW56SKSsrq7Cw8HiXzwUAACh7FJMAAMCpLtJH7ty5UzF5vNauXfvkk08e5YBzzjlHMRlZKFgxCQAAoJgEAABOdWeccUYQBFu2bGnZsmXYWUqZpk2bPv7440c5oH79+sUWpsTavHlz4J8CAABAMQkAAFCzZs3KlStv3Lgx7CClT9OmTZ944omwU5R0GzdurFq1arVq1cIOAgAAELL4sAMAAACEr1GjRopJYmTDhg1NmjQJOwUAAED4FJMAAACKSWJo48aNjRo1CjsFAABA+BSTAAAAQePGjdevXx92CsqmDRs2KCYBAAACxSQAAFAm7dq1a/369QUFBcd4fIsWLVauXFlYWBjTVJyCCgsLV69e3bJly+88bMOGDZMnT3766aeHDBkyefLk4okHAABQnBLDDgAAAHDybdmypUOHDsnJyU2bNk1NTW3btm3Lli3btGlz1llnJSYe4feg9u3bf/XVV1u2bGnQoEHxp6UM27Bhw969e9u3b3/I/Rs3bly5cuWyZctWrFixePHi1atXHzhwIAiCpKSkvLy8oUOHhhEWAAAgtuL8RTAAAFD25OTkVKxYMT8/PwiC+Pj4xMTEvLy8wsLCxMTEhg0bpqamtmvXrnXr1q1atWrRokVycvJXX31VvXr1t99+u3fv3mFnp0yZOHFiv379li9fvnnz5kgNmZGRsWrVqv379wdBkJycXFBQcPDgwUOelZWVVaNGjTDyAgAAxJCJSQAAoAwqV65ckyZN1qxZEwRBQUFBbm5u5P6DBw+uW7duw4YNU6ZMyc3NLSwsTEhIaNSo0YUXXli/fv3MzEzFJCdXZmZm48aNp06d+utf/3rXrl1xcf/298HRn8yiatWqpZUEAADKJHtMAgAAZVPHjh0TEhKO+FBBQUFOTk5hYWF8fHxcXFy/fv2eeeaZDh06LF26tJhDUuYtW7asXbt2P/3pT9euXfvzn/88MTExKSnp6E9JTU0tnmwAAADFTDEJAACUNfv27Zs/f/7atWuPckyks7z88stXrVr1zDPPVKtWrVOnTvPnzy+ujJwq5s+f36lTpyAIqlev/tRTT61du3bgwIFxcXFH3Os0CIKkpKSZM2d26tRpyJAhTz/99KRJk9avX1+8kQEAAGLFHpMAAEDplp+fv27duszMzKVLly5dujQzM3PDhg0FBQUJCQmRPSYPFxcX17hx41/96lfXXHNNuXLlInd++OGHl1xyydatW88444xijE9Z9tlnn9WvX/+jjz664IILit6/YMGCe++9d+7cufHx8QUFBUUfio+P79GjR2pq6vLlyzMzM3fu3BkEQa1atdq1a9emTZvI17Zt21atWrU4XwgAAMBJYY9JAACglNm9e/fy5ctXrFixfPny9PT0jIyMb775JgiCevXqdezYMS0trXXr1h07dpw6deqDDz54+NPj4uLi4uLWr19//fXX33DDDTVr1mzYsGGzZs0uuuiixMTEuXPnpqWlFftromyaMWNGUlJSly5dgiA4ePDg9u3bN23atGXLlq1bt3bu3Dk/P3/x4sWHFJMFBQWdO3f+/e9/H7lZ9Kd9xYoVr732WqSqrF69euTnvE2bNq1btz777LMrVqxY/C8QAADguJiYBAAASrS8vLxPP/00WkOuWLEisrJlpJiJtDIdO3Y8vJhZvXp1y5Ytj+US5cqVe+KJJx544IGuXbuef/75f/jDH2LySjj13H333Z988smVV1754osvfv7555EOMi4uLrLNZF5e3hF/JZ8xY8Z55533befctm1btKdcvnz54sWL9+/fH/xfMR95R7Rp06ZNmzbly5eP2SsDAAD4PhSTAABAyRLtXSI15LJly3JycpKSkpo1axatIdu0adOkSZOjn6ewsDApKenbVnMNgiCyiuZll102bNiwRo0aBUHwk5/8ZO7cuQsWLDi5r4hT1tlnn33hhRc+99xzf/vb337yk5/s3r37O38Hj4uLi/zAH+Ml8vPzN23aVHSqMvqWOfPMM4tOVbZq1So+Pv6EXxMAAMD3p5gEAADCtHfv3jVr1kRryIyMjMhKlfXq1StaQ7Zt2za6GeR32rZt2/z58+fNm/fHP/4xJyfniMckJSVVr179mWeeGTJkSPTOCRMmpKWlbd++vXbt2if+0jjFffnll6eddtrEiRN79+4dBMGePXsee+yxv/zlL/Hx8Ufpy2vUqJGVlXUi1y06ZBz5umrVqoKCguTk5KZNmxadqmzcuHFcXNyJXAsAAOC4KCYBAIDic/Dgwc2bN0dryOXLl69cubKwsLBKlSrNmjWL1pAdOnSoVavWsZ/2wIEDixYtipSR8+bN27x5c3x8fKtWrQ4cOLBp06aDBw8WPTgxMbGgoOCuu+76r//6r8qVKxd96Ouvv65Zs+Yrr7xy3XXXnZwXzCls1KhRt912W1ZWVqVKlaJ3zpo1a+jQoWvXrj1iN5mUlJSSknLVVVf16NGje/furVu3PinFYU5Oztq1a6Nvuuh6yNWqVTvrrLOi77t27drVrVv3xC8HAADwbRSTAABADO3evbtoDblo0aLs7OzExMQGDRoUXWTyexQw27ZtS09Pnz179qxZs9LT0w8cOFC1atXOnTt37969Y8eO3bt3r1Gjxvvvv3/ZZZcVfVZ8fHy7du2GDx/eqVOnI572ggsuaNCgwahRo77/a4YgCILguuuu27lz5z/+8Y9D7s/Ly3vuued++ctfFhYW5uXlHfJo//79v/jii8iPdJ06dc4999zu3bufe+65nTp1Ool7Ru7Zs2fZsmXRnjIzM3PHjh3BYVu3dujQoWirCgAAcIIUkwAAwEmTm5u7Zs2aaA25YMGCL774Ivi/tiNaQ3bs2LFChQrHe/J9+/ZlZGREysgZM2Z88cUXiYmJzZs379ix47eNl3311VfVq1eP/NaTlJRUrly5X//61/fcc89Rdtp7+umnn3322e3bt9uNjxORn59ft27dRx555P777z/iAevWrbv99tunTZsWF/evX8zj4uJ27NhRq1atgwcPLlmyJFK6z5w5c+PGjZGf9siP+vnnnx/ZFfUkOuRvCDIyMr755pvgsEWVW7du/T3evAAAABGKSQAA4PuLjC1Gmoz09PQjbmXXpUuX770+5Pr16yPdTHp6+ieffJKXl1evXr2OHTtGyshu3bqlpKQc/QxNmzZdv359YWHhjTfe+Oyzz37n5pGZmZmpqanz58/v0qXL98sMQRDMmTOne/fuy5cvb9269VEOGzdu3I9//ON9+/ZFRiebNGmybt26ww/btm1bdDh4wYIFubm5kTdCpKfs0qVLcnLySX8JRd/dka8HDhyIjjtH28qWLVsmJCSc9KsDAABlkmISAAA4VkWXf0xPTy86U1V0GrJVq1bfe9xw7969n3zySaSAmTt3blZWVlJSUvv27SMLtPbo0aNJkybHdcJbbrll5syZw4cP79mz5zE+pVmzZv369fvd7353/PHhn+67776pU6euWrXqO4/cuXPnAw88MHr06CAIfvSjH40cOfLox3/zzTeLFy+O9JSR90jFihU7dOgQeYNceOGFx7U/67E7fIPY1atX5+fnR/4QoehUZePGjU/K1pgAAEDZo5gEAACOLC8v79NPP43WkCtWrFi/fn0QBNWqVWvTpk20hzj77LMrVqz4va9y8ODB1atXR3eLXLlyZWFhYb169SKjYB07duzcuXO5cuW+9/kzMjLS0tLi4+PLlSuXlJRUpUqVIAhq164dFxeXkpJSrly5xMTEypUrB0FQtWrV+Pj4lJSU9PT0adOmbdq0SbnC91NQUNCgQYNbb731ySefPManfPTRRz/+8Y9/9rOfDR069LiuFZkqLvr2adKkSbTIP/vss2O3KHFk6eaiHxEbNmwoLCysUqVKs2bNolOVnTp1qlevXowyAAAApYtiEgAA+Kdt27YV7RiWLVuWk5OTlJTUrFmzouNQxzuzeLjPP/984cKFkTJyzpw5+/fvr1y5cvv27SNVygUXXPCdC64el/PPP3/WrFmH/+6TkJAQ6Wzi4+MLCwtzc3ODILjnnntuuOGGc845Z+7cuV27dj2JMTh1zJw58/zzz3/qqaei92RnZx84cCDy/VdffVVQUBAEQV5e3r59+yJ37t27t2vXrvfdd1+1atW+93WjA8fRd1aVKlW6dOkS6SnPP//8qlWrnsDL+m5fffXV2rVri36GbN++Pfi/XWYjHyNt2rTp0KFDjMY6AQCAEk4xCQAAp6i9e/euWbMmWiFkZGTs3LkzCIJ69eoVrSHbtm17IgOLEXl5eZmZmdHdIlesWJGQkNCiRYvobpExnev685///NOf/jQ/P/8oxyQlJSUlJY0YMWLQoEFBELRu3fryyy9/7rnnYhSJsu3uu++ePn362LFjr7nmmpUrV8bHxyclJUUfjbSSQRAUFhYePHgwev/IkSNvuummk5UhMoscmaScPXv2+vXrI2+66CxymzZtTta1jmL37t3RLSrT09OXLFkS6WKjnzORrz/4wQ++c79YAACgDFBMAgDAKeHw/eEiqz5GF12MFBUncZJp27ZtkVIkPT194cKFOTk5VatW7dy5c6QU6d69e40aNU7Khb7TZ599duaZZx7ld5/ExMRWrVqNHz++adOmkXsef/zx4cOHb9q0KTExsXhCUmbk5eWdeeaZd91112OPPZadnX3HHXe88sor3/mshISEHTt2xO5NsW3btuiCyZH3Y2Rr2EhPeYILJh9vkqKT2StWrMjOzk5ISGjYsGHRqcqT8icRAABASaOYBACAsikyqBStIRctWpSdnZ2YmNigQYNoDdm6devWrVufrJ0U9+3bl5GRESk/pk+fvmPHjsTExObNm0cntE7itY5LQUFBy5Yt165d+22//txwww0vvPBChQoVovds2LChadOmEyZMuOqqq4orJmXEm2++OXDgwPXr1zds2DByzwsvvHD33XcfMh9ZVEJCwkUXXfT+++8XT8L9+/cvWrQo8lb9+OOPv/zyy6SkpPbt23fv3j0WaykfXfRvJqJt5erVq/Pz84suIh352qpVq9jNVQMAAMVDMQkAAGVBbm7umjVrojXkwoULi27tFq0hO3bsWLR+O3Hr16+PzETOnj178eLFBQUFkTGs6CTWyb3cccnNzf3oo48mTJgwceLE7du3JyQkHLKaa1JSUmJi4ogRI6699trDn37ppZeWL19+0qRJxZWXMqJXr15xcXHvvPNO0TsXLVrUt2/fL774Ii8v7/CnxMfHDxs27LbbbiuujP/miO/iyPs31sssH1FeXt6nn34a+SgrOt5duXLl5s2bF52qPPH9bgEAgGKmmAQAgFIpsjDjITNGycnJTZs2jdaQXbp0qVu37sm97ldffbVgwYJIjTFnzpxdu3alpKScffbZkTLyvPPOa9y48cm94vHKzs7+4IMPxo0bN2nSpD179rRu3XrAgAGpqan9+/cvelhiYmLLli0nTJgQXb71EGPHjh08ePD69esbNGhQLMEpC7Zs2dK4ceOxY8ce8vMWBEFWVtbgwYM/+OCD6B6TRVWvXr1fv35paWkXX3xxcnJysYQ9gq+//nr+/PmRN/isWbP27NlTuXLl9u3bR3vK6tWrF3+q6Ia40U+8zz//PPi/P7yI9pSpqanFOesJAAB8D4pJAAAoBfbs2bNs2bLof8pnZGR88803QRBExhOj05CxWOrw4MGDq1evju5OFxldig5UdezYsTh3pzuK3bt3f/DBB5MmTZowYcL+/fvPPvvs3r17Dx48uHnz5pEDmjVrtnbt2ujxhy/feojc3Nz69evffffdv/zlL2OenrLiiSeeGDZs2JYtW5KSkg5/tLCw8He/+90jjzwSBEG0noyPj+/atevAgQPHjRs3Z86cqlWr9unTp0+fPldeeWVKSkqxpv93+fn5q1atiu4Uu2LFioSEhBYtWkTnocNanDn4v6Wqo1OVGRkZO3fuDA6bET/77LMrVqwYSkIAAOCIFJMAAFDiFF3JMNIHrF+/PgiCatWqtWnTJlpDxu7/3CPjmJEycvbs2dnZ2UWnprp27VpyxpK+/PLLd999d9y4ce+//35+fn7Xrl0HDBgwcODAevXqHXLko48++rvf/a6wsDA5OXnEiBGDBg36zpM//PDDr7zyyoYNG0pC80rJd+DAgUaNGt16663/9V//dZTDPv7447S0tL1790aWdU1ISPif//mfyDquW7ZsGT9+/Lhx4+bOnVu+fPmLLrpowIAB11xzTUlo17Zv375gwYJoT3ngwIHTTjutU6dOkZ6yR48e5cuXDzHetm3biq7+unjx4v379wf//tcbkc/PcHMCAMApTjEJAADhi/6XeqSGXLZsWU5OTlJSUrNmzaI1ZEw3VMvLy8vMzIyu37hhw4boaFSkdSj+feaObuPGjRMnToz0N+XKlbv44osHDBjQt2/fqlWrfttT0tPTO3Xq1KZNmwkTJjRr1uxYrrJt27bGjRsPGzbs5ptvPnnZKbNefPHFe+65Z8OGDYf34ofYunXrNddck56enp+fHx8f//nnn9epU+eQA955551JkyZNnTo1OTk50lD279+/UqVKsXwFxyr6iTF79uzp06fv2LEjMTExNTU1MkV9wQUXhL4Acn5+/qZNm4pOVUY/V88888yiU5WxGDQHAAC+jWISAACKW3S/tEgNuWTJki+//DIIgnr16hWtIdu2bRvTQb1t27ZFh58WLlyYk5NTrVq1Tp06RaqFsDaTO7rly5dPnjx50qRJs2fPrl69eu/evfv06dOrV69jaWsKCwufeOKJhx9++LjmpX70ox998sknK1asCGvJSkqLwsLCtm3bdu3a9aWXXjqW4/Py8h566KE//elP55133vTp07/tsJ07d77zzjvjxo2bOnVqUlJSpIPv169f5cqVT172ExX9MJk9e/bixYsLCgqKrvZ8zjnnHHFh22JWdBI98nXVqlUFBQWHbM3bpk2bxo0be78DAECMKCYBACC2Dh48uHnz5mgNGf3f8CpVqjRr1ixaQ3bo0KFWrVoxTfL1118vWbIkskDrxx9//OWXXyYmJjZv3jzaH4S4Y9xRFBQULF68eNKkSa+99trq1atr1659+eWXDxgw4PLLLy+GtmPp0qWpqalTpkzp1atXrK9Fqfb2229fffXVS5cubdOmzbE/64033sjOzr7xxhu/88isrKwpU6aMGzfuvffeS0hIuOSSSwYMGHD11VdXqVLlBFKffPv27cvIyIj0lHPmzNm1a1elSpVSU1MjnzPdu3evUaNG2Bn/KScnZ+3atdFP5uii2VWrVm3atGn0w7ldu3Z169YNOywAAJQRikkAADjJdu/eXbSGjGx1lpiY2KBBg6LrBxZDC5ifn79q1arobpHRSabIQGSkjKxQoUJMM3xv+fn5c+fOHTdu3BtvvBFZUrVPnz4DBgzo3r17Mbenl112WU5Ozscff1ycF6XU6dGjR9WqVadMmRLrC+3atWvy5MmRfVXj4+MjDeXR1zEOS/QjKNJTrly5srCwsEmTJt27d498BJW0P4bYs2fPsmXLoj1lZmbmjh07giCoXr16ZJgy8hneoUOHErKmLgAAlDqKSQAA/j97dxrW5Jn2DfyWEMSFzaXCVEEQUINsBlAE3KuASV2DtlY7T99OW1sL2mrV1m1cWutShao9ni7OM6OtS1wqSV2xLkCoQAxEQDZBqQZkD2vI+n64pvdk1HFcgDvL//eBo6NWzzJC7lz/6zxPeCFqtbqkpISOIbOzs6uqqqg/DrLpGLLbIkClUpmVlUUGtKanpzc0NPTp0ycoKIhsixw/fvzQoUO7oYzn1t7enpKSIhQKRSJRY2Mjh8MRCAR8Pp/L5TJVUnp6emRk5KVLlyZPnsxUDWDizp8/Hx0dLZFIwsPDu+0PbWhoEIlEJKHs0aPHK6+8wufzZ8+ePXDgwG6r4Zk8ePAgMzOTfGtKT09vb293cnIKDQ2lc0oTvCfx0EWTnJyc1tZW6pHJ2xwOxwSLBwAAAAAwQQgmAQAAAACejUKhoA+ppVJpUVGRTqd7aEtZaGioq6tr99Sj1WqLiorobZGkJ8l4wVtYWJidnV33FPPcGhoaUlJSRCLRqVOn2trawsPDScTi6+vLdGkURVHTp09vaWlJT09nuhAwUWPHju3fv383tEs+VmNjY3JyslAovHjxolarHTt2rEAgeO2111566SVG6nkaWq02NzeXfNdKTU29c+eO8WRpU75CoVAo6O//5B9UKhXdE0+nlSNGjGCxWEwXCwAAAABgchBMAgAAAAA8ifFkP6lUmpub29LSQlEUGYjK1Bk0CUeNG48cHBwCAgLImX54eHhXr6vsLDU1NWfPniUtXzqdjgQqcXFxbm5uTJf2b7Kzs8PCws6cORMdHc10LWByxGIxn8+/fv16WFgYs5W0tbVdunRJKBSePHlSpVKRL6gFCxaY/opEhUJB367IyspSq9XGQ6dN+XbFo1uEjW+rGHdVenp6mtTcWgAAAAAARiCYBAAAAAD4F41GU1xcbNwNU15ebjAYnJ2d/fz8GFww1traKpPJSBiZlpZWXl7OYrGGDx9OH9yPHDnSxsamO0t6EeXl5aTBKyMjo2fPnlOmTDHZJXm0V199tbKyMjMzE9ECGNPr9SEhIR4eHqdOnWK6ln+hE8pTp061t7eThHL+/Pnd1sn9Isi3O5JTZmRk1NXV0fOoIyMjJ02aZOIXL8h870dfRxwdHX18fOiuypCQEFO7gQEAAAAA0A0QTAIAAACAVXvsUD42m+3j42Pc6eLl5cVIbQ+1ELm6uoaEhJBtkVFRUc7Ozt1f1YvIz88XCoVisVgqlfbr12/GjBl8Pj8mJqabU97nI5fLR48e/be//W3RokVM1wIm5P/+7//+8pe/yGSyUaNGMV3LY9BLW3/++efW1tbw8HCBQCAQCP70pz8xXdrTKisrS0tLI98MyahqLy8vMqc6MjIyODjY9O9kKJXK0tJS+oUmLy/PeBUxea3x8/MLCgoy8cwVAAAAAODFIZgEAAAAACvS1NRUUlJCnw7n5ubW1NRQFOXm5mYcQ44aNapnz57dX15zc3Nubi45f79+/XpNTY3x0jVSW/dX9YL0er1MJhOJRIcPHy4uLh44cGB0dLRAIIiOjmaz2UxX92zefffdX375pbCw0CySVOgGzc3Nw4cPnzNnzt69e5mu5b+gE8rTp0+3tLSQhHLevHkvv/wy06U9g6ampszMTJJTSiSStrY2R0fHsLAw8h1y/Pjxptx1bayhoSE/P5++FiOXy5ubmymjFyPycfTo0b1792a6WAAAAACAzoRgEgAAAAAs1qOrvwoLC/V6PT1Pj0R9gYGBAwcOZKRCnU5XWFhIb4uUyWR6vd54s1pISIi9vT0jtb0gnU6XkZEhFAqPHz+uUCg8PT35fL5AIIiIiDDfUag1NTW+vr5Lly7dvHkz07WASVi9evW3335bXFxsRo1uKpXq4sWLdEIZHBzM4/EWWvRIHgAAIABJREFULVo0bNgwpkt7NlqttqioiNzkSE9PLysrIwOuzfQmB92+Tz7euHGjvb2dxWJ5eHgYd1UydW8GAAAAAKCzIJgEAAAAAMtBelDoGFImk7W1tdna2rq7u9MxJIfDYXYdY1VVVVZWFh1GNjQ0GK9PGz9+/KBBg5iq7cXRXVkikaixsZHD4QgEAj6fz+VymS6tc+zYsWPDhg23bt3y8PBguhZg2O3bt/38/L744ovly5czXcvz6OjouHDhglAoTE5OViqV5Kv1jTfe8Pb2Zrq056FQKMg31bS0tOzs7I6ODuNLHqGhoeaV59EXa+iuyqKiIp1OZzxp3BRe0QAAAAAAnhWCSQAAAAAwV2q1uqSkhI4hs7Ozjbd20TEk46PwjNt6pFLpQzvSuFxuWFiYnZ0dgxW+uIaGhpSUFJFIdOrUqba2tvDwcD6fP2fOHB8fH6ZLe1FqtfrmzZsymezGjRtSqZTFYtXW1g4fPlwkEjFdGjAsOjr67t27Li4uOp2Oy+WOHj06ODjY39/f7L6c6f7mI0eOVFdXk4Ty9ddf9/X1Zbq059TW1ka+YNPT069cuVJTU8NmswMCAiIiIiIjIydOnMhUl/yL0Gg0xcXFxl2V5NXEwcHB19fXuKuSkaXIAAAAAABPCcEkAAAAAJgN0hDzUPuInZ2dt7c3HUOGhoa6uroyXem/9e6QiXyOjo7+/v6kd2fcuHH9+/dnusZOUFNTc/bsWaFQeOHCBZ1ON3bsWIFAEBcX5+bmxnRpz6+1tTU3N5ckkZmZmbdu3dLpdDY2Nnq9fuDAgTdu3CgrK5s4ceJPP/20YMECposFxhw6dOjNN9+8evXq0KFDuVxudXU1+UvCYrF8fX3Dw8NJThkYGNinTx+mi31adEJ59OjRBw8ekITytddeGz58ONOlvZCysjJyL8R4Yjb5bhwZGRkcHGymHYf01mT6ZbGyspKiKGdnZz8/PzqnDAgIeOmll5guFgAAAADgnxBMAgAAAICJamxszMvLo89bc3NzW1paKIoi0/nIkSuXyx0xYgSLxWK6WKq1tVUmk5EBrampqXfu3CHbzuhBgpY0ba+8vDw5OVkoFGZkZPTs2XPKlCkCgWDmzJlOTk5Ml/Y8mpqa5HI5+f/u+vXrpaWler3e1ta2R48eGo2G/JoePXqw2ezU1NSwsDCKot59992TJ08WFBSYY98VvLi6ujoS2u3du5eiKJlMNm7cOLVardfryS8w/vszcODAsLCwkJAQLpc7duxYs/g7QyeUx44dq6qqIv+x8+fPHzlyJNOlvajm5ubr16+TnDItLa2xsdHBwSEgIIDOKV1cXJiu8fmReeZ0V2VOTk5tbS31yCCB4OBgM8rLAQAAAMDCIJgEAAAAAJNgPKSOtEWWl5cbDAbjzg8ulxsUFNS3b1+mi/0nugtHKpVmZWWp1WoSmpIwcty4ccyOkO10+fn5QqFQLBZLpdJ+/frNmDGDz+fHxsaa9QG3Uqn09PRsaGhgs9l6vV6n0z32l/Xo0ePUqVMzZ84k/7OpqcnPz2/q1Kl/+9vfurFYMBWLFi26dOlSQUGBs7Mz+ZHTp0/Pnj37P72/ZrFYNjY2Go3GxcWlvLzcjCJ8vV4vkUiEQqFQKKysrCQJZVxcHIfDYbq0TqDT6QoLC+k52wUFBQ9dKOFwOD169GC6zBeiUCiMp7+S1cvUv1/xIS+y9vb2TBcLAAAAAFYBwSQAAAAAMIM+LaWns6pUKjab7ePjQ8eQfn5+np6epnMuTFrryCn2b7/9VltbS+8tI3mkn58f0zV2Mr1eL5PJRCLR4cOHi4uLBw4cGB0dLRAIoqOj2Ww209V1jr179yYkJNC9bo/q0aPHjh07Pv74Y+MfPH369KxZs06fPv3qq692fY1gQn7++efZs2cnJyfz+XzjH9+1a9fKlSuf8BbbxsYmMTFx6dKlXV9j56MTyuPHjysUCi8vLx6PJxAIIiMjmS6t01RVVWVlZdE5pUqlcnV1Ja2ukZGRkZGRlhHdGQ9FLygoyMvL6+joYLPZQ4YMMe6qtKQufwAAAAAwKQgmAQAAAKA7NDc3FxcX0zFkbm5uTU0NRVFubm7GMaSpNW2Qfhp6W2RhYSFZTkb304SEhJhUwZ2FHuRI2qQ8PT35fL5AIIiIiDCdnLiz6HQ6f3//4uLix7ZLslisxYsXHzhw4NGf+p//+R+xWCyXy816pyY8E4VCERgYOGvWrO++++7Rn12yZMl33333n/4iDRs2LD8/39bWtuvL7EIkoRSLxUKhsKyszFK/OWg0GrlcnpaWlp6efvXq1erqaltb28DAQHINZeLEie7u7kzX2DmMxxWQj+SV7qH9zaZ2TwgAAAAAzBeCSQAAAADofFqttqKiwrgbkhx0Ojo6+vj40DFkYGCgCa5bI00zZEAr2UDWt2/fwMBAEkZOmDDhpZdeYrrGrtLe3p6SkiIUCpOTk5VKJRnbyOfzuVwu06V1rcuXL0+ePPnRH2ez2WPGjLl06ZKdnd2jP9va2jp69OihQ4eeO3cO5/XWwGAwzJgxo7i4WCaTOTg4PPoLtFrttGnT0tLS6O2kxi5cuPDKK690fZndh4x3/vHHH0tLS4cOHfrqq69aXkJJKBQKcj0lPT1dJpORGyrkegqXyx0zZozFdJBTFKVWq0tKSoy7KsvKyiiKcnJy8vb2pl/B/f39Bw0axHSxAAAAAGB+EEwCAAAAQCdoaGgwjiHJFitbW1t3d3fTHw2n1WqLioqM14xRFOXl5UVOnCMjI4OCglgsFtNldqGGhgaRSCQWi8+ePdvW1hYeHs7n8+fMmePj48N0ad0kOzt7+vTpTU1NWq2W/kE2m+3h4ZGVlUXvEXzsvzhu3LgdO3YkJCR0S6XApJ07d65ZsyYtLW3MmDH/6dc0NTWNGTPm9u3bxtmkra1t3759xWJxREREt1Ta3UhC+dNPP5WUlHh4eMycOdNSE0qKolpaWnJycshLhkQiqa+vJ5dXSE4ZERHRr18/pmvsZI2NjXl5eXROKZfLq6urKYpycXEhzZQmuAQaAAAAAEwWgkkAAAAAeGYPtVNIpdLKykrqjzNKOoYcPXp07969mS728ciSLeNdYo6OjmFhYSSMHDduXP/+/ZmuscvV1NScPXtWKBSeP3/eYDCMGTNGIBDExcVZ1WDSysrKNWvW/OMf/wgPD8/Ozlar1eTHWSyWg4NDVlaWt7f3k3+HLVu2bNmy5dq1a2FhYV1fLzAmIyNj4sSJGzduXLNmzZN/5Z07d7hcrlKppGe6stnskJCQ3377bfHixV988YUFf4mRhPLIkSNFRUVDhgyZPXu2BSeU1CPjvm/dumUwGMi9FpJTcjgci/xvf+g2Uk5OTmtrK/XIeHYOh9OrVy+miwUAAAAA04JgEgAAAAD+OxLj0TFkUVGRTqd7aAFVaGioq6sr05X+R62trTKZjBwfX7t27cGDB7a2tr6+vvS2SEs9Pn5UeXl5cnKyUCiUSCT29vZTpkwRCAQzZ850cnJiurRupdFo9u/fv379ekdHx61bty5evHjjxo1bt24lTZNsNvvKlSvjxo37r7+PXq/n8/k3b97Mzs624DG/Vu7BgwdcLjc4OPj06dNP0/adlZUVFRWlVqsNBoOtre1nn322ceNGkUiUkJBQXV29YsWKNWvW9OzZsxsqZwpJKI8ePVpYWDh48OA5c+bw+fxJkyZZdvf5gwcPMjMzyQtNenp6e3u7k5NTaGgonVNacEqnUCjohwTyDyqVih6cQKeVI0aMsOy/AwAAAADwXyGYBAAAAICHKZXKmzdv0ieMubm5LS0tFEW5ubnRMaRZHC+WlZWRhkipVJqVlaVWq8l/Agkjx40bZ7INnV2B5ARisVgqlfbr12/GjBl8Pj82NrZPnz5Ml8aAlJSUhISE8vLy+Pj4tWvXkvGDbW1t3t7eVVVVFEX99NNPCxYseMrfraGhITQ01N3d/cKFC7a2tl1YNzBBq9VOnTr17t272dnZT99LfeTIkddff52iKFdX19LSUvLdpr29PSkpacuWLa6urrt37+bxeF1Yt2kg33mEQmFBQcGAAQNiYmIEAkFMTIzFf6Votdrc3FzyGpSamnrnzh1yG4YklOPHjx86dCjTNXahR1dNG19pMu6q9PT0tJJbQQAAAABAIJgEAAAAsHZkw6Jxo0N5ebnBYHB2dvbz8zOv3VFNTU1yuZyM1MvIyKirq2Oz2QEBAWRAKzkDZbrGbqXX62UymUgkOnz4cHFx8ZAhQ2JiYng8XnR0NJvNZro6ZpSWli5fvlwsFvN4vK+//vqhbODYsWPz58/fvHnz2rVrn+m3zcnJGTdu3NKlS7dv396Z5YIJ+Oijj/73f/9XIpEEBgY+07+4ZcuWdevWHT16NC4uzvjH79+/v2bNmkOHDk2ZMiUxMZHD4XRqvSYqPz9fLBaLRKL09PT+/fvHxsYKBALr+V6kUCjo4eHGF2VIThkWFmZnZ8d0jV2LDIF/9GHD0dHRx8eH7qoMCQmx4FnHAAAAAEAhmAQAAACwQo+dt8Zms318fMyuieGx+73c3NzIUS+Xyw0NDbXseYmPpdPpMjIySJdSZWWll5cXj8ez7E1vT6O1tXXHjh3btm3z9PTcs2fP9OnTH/vL9u3b9/777z/HJ+rgwYNvvvnm999//9Zbb71wsWAqvvvuu3fffffgwYMLFy581n/XYDDs37//gw8+eOzPXr16NSEhoaCgYMmSJZs3b3Z0dHzhYs0DPU3aOhNK6o/R4sZ3aPr06RMUFERyykmTJg0YMIDpGruDUqksLS2ln0by8vJIwzrZV00eSPz8/IKCgqzkEwIAAABgJRBMAgAAAFi45ubm4uJi+uBPLpdXV1dTFOXm5mYcQ/r5+dnb2zNd7FOprKzMzs4mYaREImlra+vbt29gYCA50p0wYYLV7vlrb29PSUkRCoXJyclKpZLD4QgEAj6fz+VymS6NYQaD4fjx4x9//HFLS8uGDRs++OCDLhojuW7dui+//PKXX3555ZVXuuL3h252/vx5Ho9HNkR2xe+v1+sPHTq0YsUKW1vbjRs3vv3220+zwNJi3Llz5/Tp02TfrYuLy4wZMwQCwfTp0y2+d/AhZOq48fUaLy8vcrcmMjIyODjYev5WNDQ05Ofn03en5HJ5c3MzZfTEQj6OHj3aqiaxAwAAAFgYBJMAAAAAFkWn0929e9e4G7KwsFCv1zs4OPj6+tIxZGBg4MCBA5ku9mlpNBq5XE5viywoKKAoymrPbR9VX18vFovFYvHZs2fb2trCw8P5fP6cOXN8fHyYLs0k3LhxIz4+PiMjY+HChbt27erSv/kGg+HNN988ffp0ampqQEBA1/1B0A3y8/MjIiJiYmJ++umnLm01bmho2Lhx4/79+4OCgpKSksLDw7vuzzJNd+/e/fnnn0lC6ezsTDq8rTChpCiqqakpMzOT5JTk5o2jo2NYWBh5vRs/fryTkxPTNXYresYD+Xjjxo329nYWi+Xh4WHcVTlq1CgrnI4AAAAAYKYQTAIAAACYN9JeQMeQMpmsra2NPrMjMSSHwxk5cqR5RXcKhYIe0CqVSlUqlZOTU2hoKDmcjYiI6NevH9M1Mqympubs2bNCofD8+fMGg2HMmDECgSAuLg7buWh1dXWbNm3at29fZGRkYmLisy4IfD4dHR3Tp08vLy9PT08fPHhwN/yJ0BUqKioiIiJ8fHzOnTvXPfFYYWFhQkLCxYsX33jjje3bt7u6unbDH2pqKioqTp06RRJKJycnPp/P5/NnzJhhne1xZAM0eR1MT08vKytjsVjDhw+nZ5Vb29ZkiqK0Wm1FRYVxV2VRUZFOpzMeR2+mjz0AAAAA1gPBJAAAAIA50Wg0xcXFdAwplUorKyupPxYy0TGkOU45a2lpycnJIWHk1atXq6urbW1tfX196RNYDodjzfsRafR6NolE0qtXr8mTJwsEgpkzZ1pbG82TaTSa/fv3b9iwoW/fvp9//vmiRYu68y9PfX39hAkTNBrN1atXBw0a1G1/LnSWqqqqCRMm2NvbX7lyxcXFpTv/aJFIFB8fX1NTs2LFijVr1lhtE9jvv/9+8uRJoVCYkZFhb29PvtHNnTu3T58+TJfGGOP7OtnZ2R0dHW5ubmRsQEREhHUuVKb+eC4y7qp8aFAEnVZ6eXkxXSwAAAAAUBSCSQAAAAATRw4iH+oMsLOz8/b2pmPIkJAQM22SI4u1yElrTk6OTqcjx6z0SWuvXr2YrtFU5OfnC4VCsVgslUr79es3Y8YMPp8fGxtrzcf0/8mlS5cSEhLKysri4+PXrl3bt2/f7q+hurp6woQJbDb78uXL/fv37/4C4Lk1NjZOnjy5ubn52rVrjHxrbW9vT0pK2rJli5ub2+7du2fMmNH9NZgOujX83LlzbDZ7ypQpAoFgzpw5jHxdm462trYbN26QV88rV67U1NSw2eyAgICIiIjIyMiJEyea0bT2TtfU1FRSUmLcVUmucDk7O5ON2iSnDAgIsNqN1AAAAADMQjAJAAAAYEKUSuXNmzfpo7Tc3NyWlhaKokhcR07TuFzuiBEjWCwW08U+D6VSmZWVRcJIiURSX19Pn6VyudyoqChPT0+mazQher1eIpGIxeJTp04VFxcPGTIkJiaGx+NFR0ez2WymqzNFt2/fXrNmjVAo5PF4SUlJzP51unfvXlRUlLOz86+//trNXXfw3JqamqZOnVpVVXXt2rWhQ4cyWMm9e/c+/fTTgwcPTp06NSkpaeTIkQwWYwpqa2vPnDnzUEI5e/ZsBwcHpktjnvEtH5lMptfr3dzcyP0erGGm/hh6T3dV5ubm1tTUUI9MmwgODsZdHwAAAIBugGASAAAAgDFkfRQdQxYUFJSXlxsMBicnp1GjRtExZFBQkPm2hpD/Rnr63K1btwwGA31gyuVyrXb63BPodLqMjAyhUCgUCisrK728vHg8nkAgiIiIwDDb/6StrW379u1ffvmlh4fHnj17oqOjma6IoiiqtLR0/PjxHh4eZ86cQTZp+hoaGmJjY+/evXvt2jVvb2+my6Eoirpy5UpCQsKtW7eWLFmyefNmR0dHpitiXl1d3S+//ELW67JYrKlTpwoEglmzZuGTQzQ3N1+/fp3klGlpaY2NjQ4ODgEBAXROie9FFEUpFArj6a9kPzf17/fASHulvb0908UCAAAAWBoEkwAAAADdhz4Io6ezqlQqskmRjiH9/Pw8PT3NOn8i42dJGCmRSNra2oxPRceOHWvNI+aeoL29PSUlRSgUJicnK5VKDocjEAj4fD6Xy2W6NJNmMBiOHz++YsWKpqam1atXL1++3M7Ojumi/qW4uHjq1KmOjo4XL14005HLVqK6unr69On19fUXL1709fVlupx/0Wq1Bw4c+Oyzz9hs9saNG99++20r736j1dfXi8VioVB44cIFGxsbklBi4a4xnU5XWFhILgaRBw8WizV8+HB6XjqWN9OMJ+cXFBTk5eV1dHTY2tq6u7sbd1WOHDkSX4AAAAAALwjBJAAAAEBXaW5uLi4upmNIuVxeXV1NUZSbm5txDGkB9/E1Go1cLqfnyJWVldFHn+T0E3PknoCcrYvF4rNnz7a1tYWHh/P5/Dlz5vj4+DBdmhm4ceNGQkKCRCJZuHDhzp07TXNhWEVFxdSpU21sbFJSUgYPHsx0OfAYlZWV06ZNa21tTUlJ8fLyYrqcx6ivr//rX/+6b9++0aNHJyUljR07lumKTEhDQ4NIJCIJZY8ePaKiong83uuvv45LMA+pqqrKysqic0qVSuXq6hoSEkJeqSMjI839aaQTaTSa4uJi467KwsJCvV7/0JJvC7hMBgAAAND9EEwCAAAAdA6dTnf37l3jbkhyhuXg4ODr60vHkAEBAaaZnTwrhUJBH25mZ2d3dHQ4OTmFhoaSAa0YFvdf1dTUnD17lkwjtLGxISfp8+fPd3V1Zbo080DnNFwuNykpacyYMUxX9CQKheKVV15RqVRnz541qW48oCiqqKgoJiamd+/ept/VmpOTEx8fn5aW9sYbb+zYsWPQoEFMV2RaGhsbk5OThULhxYsXtVrt2LFjBQLBa6+9Zhkvu52LvlGUnp5+9erV6upqW1vbwMBA8iI+YcIEDw8Ppms0LWq1uqSkxLirsqysjKIoJycnb29v+jHP398fX5gAAAAAT4ZgEgAAAOA5NTQ0GMeQZEERi8Xy8PCwyKlfLS0tOTk5pCeSPsT09fWlt0ViItzTKC8vJ+fmEomkV69ekydPxuzBZ0UmW3766ac9e/b84osvFi1aZBZ/8Wpqavh8fmlp6alTp6KiopguB/7p2rVrs2fP9vX1FYlEAwYMYLqcpyISiT788EOlUmmCs4tNRFtb26VLl4RC4cmTJ1UqFUkocfPjCejLRunp6TKZTK/XG2+DHjNmDJvNZrpGk9PY2JiXl0fnlPRgDBcXF9JMaQGbwgEAAAC6AoJJAAAAgKdChnrRMaRUKq2srKT+OH6iY8jRo0f37t2b6WI7TVlZGT2glT6ppHdTcbncXr16MV2jecjPzxcKhWKxWCqV9uvXb8aMGXw+PzY2tk+fPkyXZmZ+/fXXhISE4uLi9957b8uWLQ4ODkxX9AxUKtWf//znn3/++Ycffli4cCHT5QAlFAoXL14cExNz6NAh8/rW3dbWtn379i+//NLd3X337t2xsbFMV2Si6ITy1KlT7e3tJKGMi4sz8dZYZpF7SCSnlEgk9fX1ffv2DQwMJC/9ERER/fr1Y7pGE/XQlbXc3NyWlhbqkRn+HA4Hj08AAABgzRBMAgAAADyGwWAoLy+Xy+V5eXlyuVwul5eWlup0ul69enE4nICAAH9/f39/f4uZy0pTKpVZWVkkjCTHkX369AkKCiLbIsePHz906FCmazQber1eIpGIxeKTJ0+WlJQMGTIkJiaGx+NFR0ej9eQ5/P7775999tnBgwd5PF5iYqJpLgL8r/R6/YoVK/bs2bNp06bPPvvMLHo9LZLBYNiyZcuGDRs++uij7du3m2lfu2V8UXSP9vb2lJQUoVD4888/t7a2hoeHCwQCgUDwpz/9ienSTJpOpyssLCT3k9LS0m7dumUwGLy8vCIiIkhOiWEJT6ZQKOgLbeQfVCqVra2tu7u7cVfliBEjWCwW08UCAAAAdBMEkwAAAAAURVFNTU0lJSX0yZFMJqurq6MoijQIWvDJkVarLSoqordFkjNH4wFuYWFhmBP4THQ6XUZGhlAoFAqFlZWVXl5ePB5PIBBERETg9Pb5GDeH7dmzJyYmhumKXtS+ffuWLVvG4/H+/ve/Ozo6Ml2O1VEqlW+++eaZM2cSExOXLFnCdDkv6vLlywkJCUVFRebYRtz9VCrVxYsXhULh6dOnW1paSEI5b968l19+menSzMCDBw8yMzNJTpment7e3k6vlyaPDWgEfDKtVltRUWGcUxYVFel0Ojs7O29vb/K0ST4i8QUAAAALhmASAAAArJFWqy0pKSGtkDdv3pTL5Xfv3qUoytnZmXRDBgQEBAQEjBo1yiLXAikUCqlUanyw6ODgEBAQQE4Vw8PDzWXRmkmh23GSk5OVSiWHwxEIBHw+n8vlMl2aebPUdXppaWlxcXF9+/Y9efLkqFGjmC7HihQWFs6dO7empubo0aOTJk1iupzOQRavfvbZZ3Z2dma0eJVZdEKZnJzc3NwcHBzM4/EWLVo0bNgwpkszD8YXm1JTU+/cuWO8eToqKsrT05PpGs2AWq0uKSkx7qosLy83GAyOjo4+Pj50ThkSEoL5wwAAAGAxEEwCAACAVXho649MJmtra6NHadE9kZZ6P12j0cjlctITmZaWVl5ezmKxhg8fTm+LHDlypJlOMmRcfX29WCwWi8Vnzpxpb28PDw/n8/lz58719vZmujSzJ5PJEhIS0tPTFy5cuGPHjkGDBjFdUSdTKBQCgeDmzZvffvvtggULmC7HKvz444/vvfdeUFDQsWPHLO+Uv76+/q9//eu+ffu4XG5SUtKYMWOYrsg8dHR0XLhwQSwWnzp1qqamhlwrWbhwoY+PD9OlmRNy54nklFlZWWq12ngpNaYvPD2lUllaWko/tebl5VVVVVF/LDWnuyqDgoJwjQwAAADMFIJJAAAAsEAajaa4uNj4+nlZWRn1x5kOHUOOHj26d+/eTBfbVRQKBT2gNTs7u6Ojw9XVNSQkhGyLjIqKcnZ2ZrpGM/b777+fPXtWJBKdP3/exsYmKiqKx+PNnz/f1dWV6dIsAZ2vjB49OikpaezYsUxX1FXUavXHH3+8b9++xYsXf/311xjC2XWampo++OCDH3/8MT4+fseOHRa851Umk8XHx0skkoULF+7cudPCFiF3KXoQ95EjR6qrq0lC+frrr/v6+jJdmplpbW2VyWQkp/z111/r6urofdWRkZGTJk1CovZMyO06+rFWLpc3NzdTFOXm5mY8/dWyH2sBAADAkiCYBAAAAEugUCiMY8i8vLyOjg42m+3j40Ovh7T4KVjNzc25ubkkjLx+/XpNTY3xUDUul2up/aDdqby8PDk5WSgUSiSSXr16TZ48WSAQzJw508nJienSLIR1TqS8cOHCn//8Zzs7u0OHDkVGRjJdjgXKzMxcuHChUqk8cOAAj8djupzuIBKJli5d2tTUZGEzkLsHnVAePXr0wYMHJKFcsGDBiBEjmC7NLJWVlZFrUunp6Tdu3DAYDF5eXuTJJDIyMjg4GDMbnhX93Es+3rhxo729ncVieXh4GHdVjho1qmfPnkwXCwAAAPAwBJMAAABgfsg+HrIlsaCgQC6XV1dXU0Y3x0lPpMUfx+h0usLCQnpbpEwm0+v1xpPTQkJC7O3tmS7TEuTn5wuFQrFYLJVK+/XrN2PGDD6fHxsb26dPH6ZLsyiXL19OSEgoLCxcsmTJ5s2bHR0dma6o+1RVVf3P//xPSkrKmjVrPvvsM8v+3tW4svlGAAAgAElEQVSdOjo6Nm/e/OWXX06bNu3AgQOWNxD4Cdra2rZv3/7ll196eHjs2bMnOjqa6YrMD51QHjt2rKqqiiSU8+fPHzlyJNOlmaumpqbMzEySU6ampiqVSkdHx7CwMJJTjh8/Hhd9noNWq62oqDDuqiwqKtLpdMZX9MhHjO4HAAAAU4BgEgAAAMwAWVxEn7YUFhbq9XoHBwdfX186hgwMDBw4cCDTlXY5pVKZlZVFdx40NDTQ49G4XO6ECRM8PDyYrtFC6PV6iUQiFotPnjxZUlIyZMiQmJgYHo8XHR1twUMgmXLv3r1PP/304MGDU6dOTUpKss5Df4PBsG/fvjVr1gwZMuS7776LiIhguiKzl5qa+s4779y7d2/btm3vv/++NXTfPur27dtr1qwRCoU8Hi8xMdHLy4vpiswSeUUQCoVCobCyspIklHw+n8vlMl2aGdNqtUVFRfTY+YKCArIAm5704Ofnx3SN5sp4qQH5SB6ee/bsOWzYMHqpgZ+fH74nAAAAQPdDMAkAAAAmR6lU3rx5k44hc3NzW1paKIoivYB0T6SVXPp+6Nju1q1bxjPQuFxuWFgYZvR1Iq1W+9tvv9Gnz15eXjweTyAQREREWGeq0dVIU9f27duHDBmye/fu2NhYpitimEKh+OCDD06fPv2Xv/xlx44dVtU22omUSuX69ev37t07ffr0b775Bjc2Ll26tGzZsuLi4vfee2/Lli3YZvrc6ITyxIkT9+/fp18jMIT5xZFbaOSBh+zGNh4CERoailbyF9HU1FRSUmLcVVlZWUlRlLOzs5+fH51TBgQEYDEtAAAAdDUEkwAAAMAwevwUPZq1vLzcYDA4OTmNGjWKjiGDg4OtZ2ym8dkc2Rvk6Ojo7+9PzubCw8MHDBjAdI2Wpr29PSUlRSgUJicnK5VK0g0TFxfH4XCYLs2SiUSi+Pj4mpqaFStWrFmzBofONKFQ+MEHH9ja2m7cuPHtt9+2hksYncVgMBw8eHDVqlVqtfqLL7545513mK7IVGg0mv3792/YsKFv376ff/65lSxw7Tp0V/3x48dv377t6enJ5/Nxi6WzaDQauVyelpaWnp5+5cqVmpoaNpsdEBAQERERGRk5ceJEaxiS0dUaGhronLKgoCA3N7empoaiKBcXF3oeCYfDsaoncAAAAOgeCCYBAACgu5FzEHo0KwnebG1t3d3dyTkIOQrx9PS0nqO91tZWmUxGotnU1NQ7d+6QaWZ0o4CVtId2v/r6erFYLBaLz5w5097eHh4ezufz586d6+3tzXRpFu7WrVvLli27ePHiG2+8sWPHDqva/PeUamtr161b991333G53D179oSHhzNdkRlIT09PSEjIzc199913N23a1K9fP6YrMjl1dXWbNm3at29fREREUlJSYGAg0xVZArKH+McffywtLR06dOirr76KhLJzKRQKclvLeKM2eUCKjIwMDg7GM1KnUCgUxtNfc3JyWltbqX+fWULaK7HCHAAAAF4EgkkAAADoWmTJDR1DZmdnV1VVUY9cx+Zyub169WK62G5Fn7JJpdKsrCy1Wk3OfYioqChnZ2ema7RYv//++9mzZ0Ui0fnz521sbKKiong83vz5811dXZkuzfI1NDRs3Lhx3759wcHBSUlJyNueTC6XL1++/PLly6+99tqmTZuGDRvGdEUmqqSkZP369UePHp0yZcru3btHjRrFdEUm7caNG/Hx8RkZGQsXLty5cycmN3YWklAePny4uLjY3d191qxZSCg7XXNzc25uLp1TNjQ0ODg4BAQE0Dmli4sL0zVaDuMt7wUFBXl5eR0dHca3CcljPO7PAQAAwDNBMAkAAACdjL5tTQ4ybt68qVar7ezsvL296fOL0NBQK0yAjI/Sfvvtt9raWnouGd0nynSNFq6srEwkEgmFQolE0qtXr8mTJwsEglmzZmGNX/fQ6/WHDh1asWIFJpQ+q1OnTq1evbq8vPzNN99cu3YtNiYaKy8v37x588GDB729vbdt2zZz5kymKzIPBoPh+PHjH3/8cUtLy4YNG8joYKaLshwkoTxy5EhRUdGQIUNmz56NhLIr6HS6wsJCevp9QUHBQwMnOBwOPuediFw3NO6qLCws1Ov15DmfvmtobYNPAAAA4FkhmAQAAIAX0tzcXFxcTMeQOTk5tbW1FEW5ubnRxxNcLnfEiBEsFovpYrvbQ+dl5OyGtEWS87KQkBDMwuoG5IBYLBZLpdJ+/frNmDGDz+fHxsZiZ1J3unr1anx8/K1bt5YsWbJ582aEwc9Kq9UeOnRo06ZN9+/ff/vtt1etWuXu7s50UQy7c+fOtm3bDhw44O7uvn79+oULF1rhC80Lam1t3bFjx7Zt2zw9Pffs2TN9+nSmK7I05AXo2LFjt27dGjx48Jw5c/h8/sSJExEDd4WqqqqsrCz6uUulUrm6uoaEhJDnrsjISDx0dTq1Wl1SUmLcVVlWVkZRlJOTk7e3N51T+vv7Y2Y7AAAA0BBMAgAAwLMhM53oAwgStjk6Ovr4+NCnD0FBQQMGDGC6UmbQh2JSqTQtLa2xsbFv376BgYHkUGz8+PE4l+keer1eIpGIxeKTJ0+WlJQMGTIkJiaGx+NFR0ez2Wymq7Mu9+7d+/TTTw8dOjRlypTExEQOh8N0RWZMo9F89dVX+/fvVygUcXFxH3/88ejRo5kuigFSqXTnzp3Hjx9/+eWXP/jgg2XLluHr+kWUlpZ++umnQqGQx+MlJSV5enoyXZEFIgmlUCgsKCgYMGBATEyMQCCIiYlBQtlFtFptbm4uGZh/9erViooKW1vbwMBAMqZiwoQJaD3vIo2NjXl5eXROKZfLq6urqT+WONDXFoOCgvr27ct0sQAAAMAMBJMAAADwJMaHC1KpNCcnp7W1lcVieXh4YLUModVqi4qK6G2Rt27dMhgMXl5e9IDWMWPG4MS823R0dKSmppJ5rZWVlV5eXjweDwP0mNLe3p6UlLRlyxY3N7evvvqKx+MxXZHZO3fu3IkTJ/bv33/kyJFdu3bl5uZOnjz5o48+iomJsYZvwnq9/uzZs7t27bp8+XJwcPDHH38cFxf37rvvzpo169VXX2W6OrOXkpKybNmysrKy+Pj4tWvXIjPoIvRQ8fT09P79+8fGxgoEAlya6WrGi70zMzM1Go2bmxsZX4FHta7W0NBAz1bJz8/Pzc1taWmh/n28CvkHa9s3DwAAYLUQTAIAAMC/kIzNeEMkGcfk7Ozs5+dHnx2MHj26d+/eTBfLJNI2Sp9wqVQqR0fHsLAwcrw1bty4/v37M12jdWlra7t06ZJQKExOTlYqlRwORyAQxMXFoTmPQSKRKCEhobq6esWKFWvWrOnZsyfTFZk9kUg0b968lStXbtmyhfzIxYsXd+7cefHixSFDhrz11ltvvfXWkCFDmC2yi1RUVBw4cODAgQP37t2bPn36ihUrpkyZQn5q7dq1O3bsOH78OJ/PZ7ZIC6DRaPbv379+/XpHR8etW7cuWrQIVzq6Tnl5eXJyMkkoyZhxJJTdo6WlJScnhzzFSSSS+vp6MtyC5JR4iusGDy2kz8/PV6lUtra27u7uxl2V1rkJAgAAwBogmAQAALBq9BVm43MBNpvt4+NjfIXZy8uL6UoZ1traKpPJSBh57dq1Bw8e2Nra+vr60tsiORwOTm+7X319vVgsFovFZ86cUalUY8eO5fP5c+fO9fb2Zro0q1ZYWLhs2bILFy688cYb27dvd3V1ZboiSyASiebOnavRaL777ru3337b+KeKiop++OGHv//973V1ddOnT3/zzTd5PJ5lXB9pbW0ViUT/+Mc/zp8/P3DgwDfffPPtt9/28fEx/jXffffdO++8w2Kxjh49OnfuXKZKtSS1tbWbN2/eu3dvVFRUUlJSQEAA0xVZuDt37pw+fVooFEokEmdnZ9LoP336dDs7O6ZLswplZWVpaWkkpzSee4EHvG6j1WorKiqMc8qioiKdTmdnZ+ft7U3ekpCP+L8DAADAMiCYBAAAsCJqtbqkpIR+z5+VlfXgwQPqkUlKfn5+9vb2TBfLPHJQRVLbrKwstVrt5uZGprNGRkaOGzfOMs79zdHvv/9+9uxZkUh0/vx5FosVGRnJ4/Hmz5+PAIxxDQ0NGzdu3L9/f2BgYFJS0rhx45iuyEIcOXJk4cKFBoPBYDBcvHhx6tSpj/4atVqdnJz8ww8/XLx40d7ensfjxcXFxcTEmONkvPb29jNnzhw7dkwsFqvV6mnTpv2///f/+Hz+YzvJUlJSXnnlFYqibGxsfvzxxwULFnR7vZZJKpXGx8f/9ttvCxcu3LVr18CBA5muyPLdvXv3559/fiihnDZtGjrOu41SqczKyiI5ZXp6ent7u5OTU2hoKJ1TmuN3VHNE3rMYd1WWl5cbDAZ6qz155xISEuLm5sZ0sQAAAPDMEEwCAABYMjJxlH5Xb3z7mN7mMmbMmJdeeonpSk1CU1OTXC4nV+YzMjLq6urYbHZAQAC9LdLPz4/pGq0avZdLIpH06tVr8uTJAoFg1qxZjo6OTJcGlF6vP3To0IoVK/R6/bp16z788ENrWHnYPQ4fPvzGG2+QVJKiqNLS0mHDhj3h19fU1Jw4ceLo0aOpqam9e/d+5ZVXoqOjo6OjTX/KK7lzcO7cuYsXL7a3t48fP37+/Plz584dMGDAE/6t0tJSuofSxsbmhx9++POf/9wd5VoBg8Fw8ODBVatWdXR0bNiwYenSpRir2D0qKipOnTpFXu+cnJxeeeUVHo83d+7cPn36MF2aFTFeIp6amnrnzh0yLYMklFFRUZ6enkzXaEWUSmVpaSmdU+bl5VVVVVEU5eLiQueUfn5+QUFBT37JAAAAAFOAYBIAAMByNDU1lZSU0KNZc3NzW1paKIoifX50T+TIkSMRGBA6na6wsJDeFllYWKjX693c3MiRE5fLDQ0NRZsC4/Lz84VCoVgslkql/fv3j42NRQeJqbl27Vp8fHxBQcGSJUs2bdrk5OTEdEWW44cffvjLX/5Cv2vr0aOHSqV6ygGPlZWVp06dOnPmzOXLl9va2kaNGhUdHT1+/HiT2qBWW1srkUiuXbt27ty5/Pz8Pn36TJo0KTY2dvbs2U/ZA61Wq+3t7Y0/RXv37n3//fe7smrr0traumPHjm3btnl5ee3Zs2fatGlMV2RF7t27d+LECaFQmJGRYW9vT27kzJkzp2/fvkyXZnWM94sbD9IgD41hYWEYvdvNyEIK+v6lXC5vbm6mjCbBkI+jR4/GjBMAAABTg2ASAADAXD26joXsxXFycho1ahQdQwYFBeH0ylhlZWV2djbJbtPS0hobG/v27RsYGEiOliZMmID+UVOg1+slEolYLD558mRJSYm7u3t0dDSPx4uOjn7sLEdgyv3799esWXPo0KHJkycnJiaiq7hzffvtt++9957xW7ZBgwaRHpFnolKpSPJ34cKFgoICiqJGjBgRERExbty4wMBAPz+/7oz5VSpVQUFBbm5uenq6RCIpLCzs0aMHh8OZNm0ayU2fo5hBgwZVV1fT/7NHjx579uyJj4/v1MKtXUlJyUcffSQWi3k83tdffz106FCmK7IutbW1Z86cEQqF586dY7PZU6ZMQULJIOPV45cvX66tre3Tp09QUBB5mJw0aRKa9hihUCjIeyLy8caNG+3t7SwWy8PDw7irctSoUbjcBgAAwCwEkwAAAGaD3AumY0iZTNbW1mZra+vu7k6vh+RwOBwOp0ePHkwXa0I0Go1cLqe3RZJDeS8vL9ITGRkZGRwcjBZSE9HR0ZGamioSiY4dO1ZVVeXl5UU2bEVEROBvtalRq9XffPPNunXrBg0a9PnnnwsEAqYrsjTffPPNBx988ND7tTFjxvz2228v8tvW19dLJBKJRJKWlpadnd3e3m5ra+vj4+Pv7+/v7+/l5TV06FBPT8/O2tqlUCju3LlTXl5eVlaWl5d38+bNkpISrVbbq1evkJAQ0mk0btw4FxeXF/lTxowZk5mZ+dAPfvXVV8uXL3+R3xYelZKSkpCQcOfOnZUrV65atQr79rofnVCeP3/e1taWJJSzZ892cHBgujTrRW8lT09Pl8lker0ez5mmgL7E+dBWCzab7ePjY9xViXEyAAAA3QzBJAAAgInSaDTFxcX0G2mpVFpZWUn9sUnFeDQrjgUfZTxuSyqVqlQqJyen0NBQckgUERHRr18/pmuEf2lra7t06ZJQKExOTlYqlRwORyAQxMXFcTgcpkuDxxOJRAkJCdXV1StWrFi9erW9vT3TFVmaHTt2rFq16qE3aywW6/XXX//HP/7RWX+KVqstLS2Vy+VyufzmzZv5+fkVFRUajYaiKHt7+6FDhw4cOLB///79+/cfOHDggAEDSPLRu3dv416Tjo6OtrY2iqKamppqa2tra2vr6urq6upqamru3LmjUqkoimKz2e7u7n5+fv7+/gEBAQEBAT4+Pp24rXDRokWHDx/W6XQP/fimTZvWrVvXWX8KEBqNZv/+/evXr3d0dNy6devixYuZrshK1dXV/fLLLyShZLFYU6dOxd5lU9DU1JSZmUmeP1NTU5VKpaOjY1hYGHkEjYqKcnZ2ZrpG62X89op8JHscevbsOWzYMPrtlZ+fn5eXF9PFAgAAWDIEkwAAAKaCnj5Euvry8vI6OjrIlV76fXJISEhndbFYmJaWlpycHBJGXrt27cGDB7a2tr6+vvTuHzSSmqD6+nqxWCwWi8+cOaNSqcaOHcvn8+fOnevt7c10afAfFRUVLVu27Pz58/Pmzdu5c6e7uzvTFVmgL7/8cvXq1Y/+eM+ePVetWvXXv/616/5onU53//798vJy0uZY94fa2tqGhobGxkaKotra2jo6OoyrIuu7nJ2dXVxc6Cyzf//+pPly6NChL7/8cifGkI9av3799u3bjasievTo8cknn2zbtq3r/mirVVlZuXHjxu+//37ChAmJiYn+/v5MV2S9yIupUCi8cOGCjY0NSShnzpyJdb+MI7vM6XtyBQUFLBZr+PDh9C5zzD9nXFNTU0lJiXFXJbkJ6uzs7OfnR+eUAQEB2PUAAADQiRBMAgAAMEOtVpeUlNDDRXNzc2tqaiiKcnNzo1shsQTlyejBWVKpNDMzU6PRuLm5cblcOoxEL6lp+v3338+ePSsSiUiTR2RkJI/Hmz9/vqurK9OlwZM0NjZu27Zt9+7do0aNSkpKioiIYLoiy7R27drPP//8sW/TWCzWt99++9Zbb3V/VY8iFZrIhY8DBw688847j3ZMUhTVo0ePTz/9dMuWLd1flTXIzs6Oj4/Pysp66623tm7dir16zGpoaBCJRCSh7NGjR1RUFI/He/311wcOHMh0aUBRf6w5JzlldnZ2R0cHeXAlT62hoaF45jcFZHcG3VVJv0d7aGhNcHBwnz59mC4WAADAXCGYBAAA6CZkuCh9G5cMDnJwcPD19aXf5QYGBuLw6AmMp2NlZGTU1dWx2eyAgAB6OpanpyfTNcJ/VFZWRg5MJRJJr169Jk+ejKFz5kKv1x86dGjlypU6nW7dunVLly7t0u43a3bv3r3Zs2dnZ2ezWKzHxmyXLl2aPHly9xdm4n799dcpU6Y8+uPk0xgSEnLq1KnBgwd3f2HWwGAwHDx48JNPPtFoNOvXr8f3B1PQ2NiYnJwsFot/+eWXjo6OsWPHCgSCBQsWDBo0iOnS4J/oDejp6elXrlypqamhn2kjIyMnTJiA/jzTQU+1IR9zcnJaW1spiiK5Mt1V6efnh8n2AAAATwnBJAAAQJdQKpU3b96kY8jHvoPlcrkjR460sbFhuljTpdVqi4qK6G2Rt27dMhgMbm5u9Ags3C43ffn5+UKhUCwWS6XS/v37x8bGCgSCadOm4f84c5GZmRkfHy+VSt9///1NmzZhNmA3SElJWb16tVQqfTSeLCsrww2MR5WVlQ0bNsz4R8inzs/Pb8OGDfPmzTORzk4L1tLSsnPnzm3btnE4nMTExKioKKYrAooyWuF88uRJMjJdIBBgRIEJUigU5Fk3PT1dJpPp9Xr6cTcyMjI4OBjvF0yK8X1TegGHra2tu7u7cVcl3ugBAAD8JwgmAQAAOoFWq62oqCAZJHmbWl5ebjAYjNeTcLlczPx5GmTOFQkjJRJJW1ubg4NDQEAAGXU1ceJENJWaPr1eL5FIxGLxiRMnSktL3d3do6OjeTxedHQ0m81mujp4WgqFYvXq1YcOHZo0aVJiYuKoUaOYrsi6pKSkxMbGajQaW1tbrVZLUZSNjY1KpcIX0aM0Go29vb1er6coiny62Gz2Tz/9NHfuXESS3am4uHj58uVnzpzh8Xh79+718PBguiL4p/b29pSUFKFQeOrUqfb2dpJQxsXFYXO5CWpubs7NzaVzyoaGBvIkTOeULi4uTNcI/0aj0RQXFxt3VZLROHZ2dt7e3sZLOjw9PfGqBAAAQCGYBAAAeD5k+wh9VfbGjRvt7e22tra+vr548/ms6GFWdKzLYrGGDx9Ob4vEPXFz0dHRkZqaKhKJjh07VlVV5eXlxePxBAJBREQEvhDMi1qt/uabb9atW/fSSy998cUXAoGA6Yqs0VdffbVu3boDBw7s2rUrKyvLxsbmpZdeqqysZLouE+Xm5vbgwQODwRASEvLJJ5+89dZbmzZtWr58OdN1WSORSLR8+fLKysqVK1euXr0asw1NCp1Q/vzzz62treHh4QKBQCAQ/OlPf2K6NHgMnU5XWFhoPDvExsaGPCSTnJLD4eARywSp1eqSkhLjrkpyadXJycnb25t+q+jv748BywAAYJ0QTAIAAPx35Bos/d4yOzu7qqqKoigXFxfjcT0hISE4fXtK9MQqqVSanZ3d0dHh5OQUGhpKBrTiMrh5oSfFnT59uqmpicPhkD4MDofDdGnwPEQi0bJly6qqqhAqMEilUg0bNuz111/fsWMHRVEXLlxYt25dz549r127xnRpJmr8+PEdHR2bN2+eNm0aRVErVqz48ccfb9++3bt3b6ZLs0YajWb//v3r1q1zdnbesmXL4sWLma4IHqZSqS5evEheu1taWkhCOW/evJdffpnp0uA/qqqqysrKonNKlUo1aNCg0NBQ8vAcGRmJl2yT1djYePv2bfpiq1wur66upv54O0lfbA0KCurbty/TxQIAAHQ5BJMAAACPoVAo6PWQUqm0qKhIp9ORaTx0DBkWFoYrrk+vpaUlJyeHnKRcvXq1urqaNJjS2yJx49vs1NfXi8VisVh85swZenPV3LlzBw8ezHRp8JwwhtF07N69+9NPPy0rKzMetHjnzp2hQ4cyV5RJe+iT8+DBAy8vr61bty5btoy5oqwdxkGbBTqhTE5OViqV5HbRG2+84e3tzXRp8CRarTY3N5dc8rt69WpFRYWtrW1gYCB5rp4wYQJexE3cQwN4cnNzW1paKIpyc3MzHsDD4XB69erFdLEAAACdDMEkAAAA1dTUVFJSQr8zzMnJqa2tpSjKzc2NfkPI5XJHjBjBYrGYLtaclJWVkeOS9PR0mUym1+vJp5QeP4W32ebo999/P3v2rEgkOn/+PIvFioyM5PF4CxYsQE5v1hobG7dt27Z7924/P7/ExMSoqCimK7JqpF1ywYIFu3btYroWM/bRRx8dPny4rKwMrzXMysrKio+Pz87Ofuuttz7//PP+/fszXRE8XkdHx4ULF8Ri8alTp2pqakhCuXDhQh8fH6ZLg//OeBhJZmamRqNxc3Oj7/+NGTMG+4lNn/HVWPIPKpXK1tbW3d3duKsS70kBAMACIJgEAACro9Pp7t69a/yWr7CwUK/XOzo6+vj40LdTg4ODcXb2rJRKZVZWFjkTkUgk9fX1ffr0CQoKImFkVFSUp6cn0zXCcyorKxOJREKhUCKR9OrVa/LkyQKBYNasWY6OjkyXBi/EYDAcPHjwk08+0Wg069evX7p0KU67GLdnz541a9bcvn0bW99eRFVV1bBhwz7//POEhASma7F2er3+0KFDK1eu1Ol069atw/cZE6fT6TIyMoRC4ZEjR6qrq0lC+dprrw0fPpzp0uCpkDklJKckD+R9+/YNDAwkOeW4cePwHscsaLXaiooK4zetZIoPm8328fEhOSX5iMEzAABgdhBMAgCA5WtsbMzLy6Pvn8pksra2NhaL5eHhYTwkB+/onoNWqy0qKqIvaN+6dctgMBhf0A4LC7Ozs2O6THh++fn5QqFQKBQWFBT0798/NjZWIBBMmzatZ8+eTJcGncC4k2nr1q0DBgxguiKgVCqVt7d3XFzcV199xXQtZm/58uVHjhxB06SJoDuzR40alZiYGBkZyXRF8F/QCeXRo0cfPHhAEsoFCxaMGDGC6dLgGZARJuRxnTyre3l5RUREkMd1vAMyI2q1uqSkxLirsry83GAw0PdrybvakJAQ4znwAAAAJgjBJAAAWBqNRlNcXGz8hq2srIyiKBcXF+MYcvTo0b1792a6WLOkUCjI6s309PT09PT29nYHB4eAgAByujF27NiBAwcyXSO8EL1eL5FIxGLxiRMnSktL3d3do6OjeTxeTEyMra0t09VB56isrNy4ceP3338/YcKExMREf39/piuCf0pMTFy9ejXaJTsFaZr84osv4uPjma4F/qmoqGj58uXnzp2bN2/ezp073d3dma4I/js6oTx27FhVVRVJKOPi4jgcDtOlwbOhp5vQj/FOTk6hoaF0TolrHOZFqVSWlpbm5+eTN7/Z2dlVVVXUH+986a7KoKAgXD4DAACTgmASAADM3v3792/evJmbmyuXy+VyeVFRkUajsbOz8/Pz8/f39/f3DwwMDAgIwAK856bRaORyOemJTEtLKy8vZ7FYw4cPp7dFBgcH29jYMF0mvKiOjo7U1FSRSESOHb28vHg8nkAgiIiIwFV6S6LRaPbv379+/XonJ6ctW7YsXryY6YrgX0i7pEAg2L17N9O1WI2Ck28AACAASURBVIhly5YdO3bs9u3bOG03KSKRaNmyZVVVVStXrly9erW9vT3TFcFTIVeXhELh8ePHFQoFh8Ph8/k8Hg/9r+bIePBJamrqnTt3bG1tfX19SUKJFQxmqqGhgc4ppVKpXC5vbm6mKMrNzc14+isu6QIAALMQTAIAgJlRqVT5+fm5ubk3b96Uy+W5ubl1dXUURQ0ZMsTf3z8gICAwMNDf33/48OFo7XoRCoWCHtCanZ3d0dHh6uoaEhJCh5EuLi5M1wido62t7dKlS0Kh8PTp001NTaQNYv78+SNHjmS6NOh8KSkp8fHxd+/eRRhgmpKSklatWlVaWvryyy8zXYuFINcsvvzyyw8//JDpWuDfqNXqb775Zt26dYMGDfr8888FAgHTFcEzoBPKEydO3L9/n77MhITSfJGZKOT5PysrS61Wu7m5kcf+iIgIbGcwXwqFguSU5ONDa03otHLUqFHY1AAAAN0GwSQAAJg6+q0Umcual5fX0dFhZ2fn7e1Nz2UNCwtDQ+QLam5uzs3NJYcR169fr6mpMb40zeVysYHGwtTV1f3yyy9isfjMmTMqlWrs2LECgWDu3LmDBw9mujToEiUlJcuXL//ll194PN7evXs9PDyYrgge1tHRMWzYsHnz5u3Zs4fpWixKQkKCUChE06Rpun///po1aw4dOjR58uTExEQ/Pz+mK4Jno9frZTKZSCQ6dOjQ7du3hw4d+uqrr2LcgrlrbW2VyWQkp7x8+XJtbW2fPn2CgoJITjlp0iTMBTVfWq22oqLCuKuyqKhIp9Ox2WwfHx/jrsqRI0diKA4AAHQRBJMAAGBa1Gp1SUkJySDz8/MzMzOrq6spo+EzpGNvxIgRLBaL6WLNm06nKywspLdFymQyvV5vfDOay+XiDNfyVFRUnDt3TiQSnT9/nsViRUZG8ni8BQsWINq3YK2trTt27Ni2bdvIkSMTExPHjx/PdEXweF9//fUnn3yCdslOV1lZOWzYsO3bty9dupTpWuDxMjMzP/zwQ5lMtmTJkk2bNjk5OTFdETyP/Px8oVD4008/lZSUeHh4zJw5EwmlZSgrKyNjVOi3DF5eXuTNAnY6WACNRlNcXGzcVVlYWKjX63v27Dls2DD6KrCfn5+XlxfTxQIAgIVAMAkAAAwzboikL2zSDZHkjVBgYODAgQOZrtQSKJXKrKws+mShoaGBvv7M5XLHjx8/dOhQpmuELlFWViYSiYRCoUQi6dWr1+TJkwUCwaxZsxwdHZkuDbqQwWA4ePDgqlWr1Gr1+vXrly5diisdJqujo8Pb23vOnDmJiYlM12KB4uPjjx8/jqZJU6bX6w8dOrRy5UqdTrdu3Tp8vzJrJKE8fPhwcXGxu7v7rFmzkFBajKampszMTPJuIjU1ValUOjo6hoWFkZwyKirK2dmZ6RrhRTU1NZWUlNA5ZUFBQVlZGUVRzs7Ofn5+dE4ZEBDw0ksvMV0sAACYJQSTAADQrZqbm4uLi+m5rDk5ObW1tRRFkUY9uicSc2M6i1arLSoqordF3rp1y2Aw0HecuVwuFsZYNnIyKBQKCwoK+vfvHxsbKxAIpk2bhhUy1iA7Ozs+Pv769esLFy786quvMHXNxO3bt2/FihVol+wipGly586d77//PtO1wJM0NDRs3Lhx//79gYGBiYmJERERTFcEL4Q8hxw9erSwsHDIkCGzZ88WCATjxo3Dc75lIPNX6DcaBQUFLBZr+PDh9PAVDGe2GA0NDcY5ZW5ubk1NDUVRLi4u5P07eSMfHBzcp08fposFAAAzgGASAAC6lkKhoOeySqVSMhbGwcHB19eXfg8THBzcv39/piu1HORzTnoi09PT29vbHR0d/f39yRlBeHg48gnLptPpMjIyxGLxiRMnSktLSacCn8+fOHGira0t09VBd6isrNy4ceP3338/fvz4xMTEgIAApiuC/0KtVvv6+r766qtJSUlM12KxPvzww9OnT5eUlOBmhukrLCxctmzZhQsX5s2bt2vXriFDhjBdEbwoklAeO3bs1q1bgwcPjo2N5fF4MTExeDKxJJWVldnZ2SSnzM7O7ujoMF4SERoaim+/loSee0Q+5uTktLa2Uv9+4Zi0V9rb2zNdLAAAmBwEkwAA0JnoqS8kGMvNzW1paaHQENnFWltbZTIZ+ZynpqbeuXOH3FamDwLwCbcGKpUqLS1NJBIdO3asqqrKy8uLx+Nhcpq10Wg0+/fvX79+vaOj49atWxcvXsx0RfBU9u/f/9FHH5WWlg4ePJjpWiwWaZrctWvXkiVLmK4FnopIJEpISKiurl6xYsWaNWsQaVgGklCKxWKpVDpgwICYmBiBQICE0vJoNBq5XJ6Wlpaenn7lypWamho2mx0QEBAREREZGTlhwgSMALU8xjeSCwoK8vLyOjo6bG1t3d3djbsq8c4UAAAoBJMAAPCC6OY88g6ENEQ6Ojr6+PiQtx9cLjcoKKhv375MV2ppFAoFPTcpKytLrVa7urqGhISQzzn2u1iPtra2S5cuCYXC06dPNzU1cTgcgUAwf/78kSNHMl0adLeUlJSEhITy8vL4+Pi1a9fiG6+5IO2SfD7/66+/ZroWC7d06dLk5GQ0TZqR9vb2pKT/z96dx0VZrn0Af4aZQdkh10GTIEBgFNBxFAS3JLcYcRvzhKImqWjKcck0O6FolqSppKDhkkdPKeMOmkaalqCJiJCyKiAJLoDs62zvH/fpOaS+JTJwz/L7/uEn6Lz0+7zdMc/9XPd1X5Hr16/v3r37li1b/P39aScCjWGnXycmJrK3zY8ZM4bP59OOBprH7lwSExNTU1NVKpVAICAHKH19ffv164dKlf6Ry+U5OTnNuyrJuwJjY2NHR0f2yLJQKLS3t8cxSgAAQ4PCJAAAtEBlZeVvv/3G3stKLmzhcrl2dnbNT0G6ublha6Fx1dXVaWlpZEt/9erV0tJSHo/n7OyMIS6Gqays7PTp0zKZLCEhQaFQeHl5SaXSyZMno93KMN25c2fJkiXx8fH+/v5fffXVa6+9RjsRtEB0dPSSJUvQLtkOSNPkl19+OX/+fNpZoAWKiopWrVp18ODBkSNHbtu2zc3NjXYi0KT8/PxTp07JZLKkpCQbG5u33npLKpWOHj0aQ9D1VfNNTWJiYnl5uYWFhbu7O1untLGxoZ0R2kRTU1Nubm7zrsr8/Hy1Wm1lZeXo6Mi+T+jbt2+3bt1ohwUAgLaFwiQAAPy/lErlvXv3SA2SbB4yMzPJzqFPnz7sIUeMuG8jSqUyKyuLnRbJHi5mL2gdMGAAJnYYmsLCwrNnz8bFxZ07d47L5fr6+vr7+0+bNg27d4NVW1v7xRdffP755/b29lu3bh09ejTtRNAycrnc2dn5rbfe2r59O+0sBmHhwoVxcXFomtRFly5dWrx4cWZmZkhIyLp16ywtLWknAg0rKCg4efIkqVBaW1uTG+lRodRv7H6H1CkzMzONjIyaD6TAgVf9VlFRcffuXfaFQ3p6+uPHjxmGsbGxISMqyQsH3MAEAKB/UJgEAID/qaiouHXrFtsQmZqaWldX13wsBO5aaWsPHz5MTk5mi5Hl5eVmZmaenp5kcz506FDUnwwTe91ZUlKSiYnJG2+8IZVKJ0yYgNeyhkytVh85cmTZsmU1NTVhYWELFy7EgC5dtHPnztDQ0JycHDs7O9pZDMLvv//u5OS0bdu2efPm0c4CLaZSqQ4ePLh8+XIej7dmzZrg4GBc/6iX7t27d+LECfLYY2VlJZFIpFLpqFGjcJ5A77FbIVKnbGho6Natm1gsJlshX19fHMrUe+Xl5c0PRqelpdXU1DAMIxAImt/+6ubmZmJiQjssAAC8PBQmAQAMl0KhKCwsJM/95NGfXKVCzieyT/wikQgP/W1HoVBkZ2ez0yJJT6qDgwO5nVUkEg0cOBDnxA3W7du3ZTKZTCbLyMhgxy/hxRwwDJOSkrJ48eKrV68GBgZu3ry5S5cutBPByyDtkuPGjduxYwftLAZkwYIFp0+fzs3NxcerjiovL1+zZk1UVJSnp2dkZKS3tzftRNBWfv/992PHjj11MGvy5Mm4rMUQKBSKtLQ0skW6dOlSYWEhj8fz8PAgu6Rhw4bhQI+BKC4uZk9OZ2RkZGRk1NfXs4en2VcWLi4uXC6XdlgAAHhRKEwCABiQp44f3rhxgzzTOzs7Nz9+6ODgQDupnisuLmYPAqekpDQ0NFhaWvbt25dcWDR48OBOnTrRzgjUKJXKK1euxMfHHz169M6dO3Z2dgEBARKJZPjw4eiHA4ZhysrKwsPDd+zY4evru23bNg8PD9qJ4OXt2rVr8eLFaJdsZ6RpMjIycu7cubSzwMvLysoKDQ1NSEiYPn16RERE9+7daSeCNnT//v2jR4/Gx8dfvHjR2NiYVCgnTZqE2x0NR3FxMbt7unbtmlwuFwgEZPckEokGDRrE5/NpZ4T20Px0NXmtkZ2drVQq+Xy+k5MTea1B/sQ9wAAA2gyFSQAAvSWXy3NyctjThSkpKQ8ePGD+GNjANkRiTmE7qK2tTU1NJf8Wfv7553v37nG5XExPgeYaGhouX74cFxcXGxv78OFDBwcHMlrJx8cHawMIuVweFRUVFhZmbm6+YcOGGTNmYG3oNLlc3rt37zFjxkRFRdHOYnBCQkLOnDmDpkk9EBcXt3jx4pKSkuXLl69atQo3Cui90tLSM2fOyGSys2fP8vn8kSNHSqXSiRMnWlhY0I4G7aempubmzZukTpmUlPTkyRNzc3MPDw+c8jRMTU1Nubm5zbsqyUVQlpaWTk5ObJ1ywIABAoGAdlgAAPgvFCYBAPQH2xDJHh5saGhofnJQJBLhcbzd5OXlkSO9KSkpycnJTU1NAoGA3M7q6+s7ePBgU1NT2hmBvrq6uvPnz8tkspMnT1ZVVbm5uUml0rffftvV1ZV2NNAu58+fDw0NzcvLW7x48ccff4weET3w9ddfv//++zk5Oa+99hrtLAaHNE1+9dVX7733Hu0s0Fr19fWRkZHr168XCARbtmx56623aCeC9lBWVnb69GmZTHbu3Dkej0cqlBi/bZjItovUKZvPxcABUINVWVl5586d27dvk7ci169ff/jwIfPHEW22q9LT07Nz5860wwIAGCgUJgEAdBVpiGRrkE89bZMCmFAo7NOnDw6Pt4+qqqr09HSyJb569WppaSmfz3d3d2enRQqFQtoZQVuwb9MSEhIUCoWXlxeZmdSzZ0/a0UDr3Llz56OPPpLJZP7+/pGRkfb29rQTgQaQdsnRo0dHR0fTzmKg5s+f//3336NpUm/cv3//o48+OnDggJ+fX2RkJM73GI4nT57Ex8eTCiWXy/Xz80OF0pBVVlYmJyeTOmViYmJ9fb2VlZVYLGbrlCYmJrQzAgXkDDfbVZmenl5dXc0wjEAgaH77a//+/XF6GACgfaAwCQCgM56a+n7r1q3GxkbSEMneyzpw4MBu3brRTmoolEplVlYWOy0yKytLpVKRtkiy78U1ufCUwsLCs2fPxsXFnT17lsfj+fn5SSSSgIAA/GcLz1VXVxcREbFx40Y7O7utW7eOGTOGdiLQmJiYmIULF6JdkqLCwkInJ6cdO3YEBwfTzgIac/HixdDQ0MzMzJCQkHXr1qE0ZVDYCuUPP/zA4XDefPNNqVQaEBBgZWVFOxrQoVAosrOzyU7tl19+KSgo4PF4zs7OZKc2ZMgQHPYyZOzbFfJnampqXV0dl8u1s7Nr3lWJc94AAG0EhUkAAC1FJiWwDZHXrl17/Pgx0+xMH2nCc3Fx4XK5tMMakIcPHyYnJ5MLWi9fvlxRUUEmmpBi5LBhw7p27Uo7I2idvLy8uLg4mUyWlJRkYmLyxhtvYB4S/DW1Wn3kyJHly5dXVVWtXLlyyZIlaOrSJ6RdctSoUTt37qSdxaDNmzfv3LlzOTk5+O9LnygUir17965evZrP569ZsyY4ONjIyIh2KGhX5eXl5Lnrhx9+UCqV5F6Kf/zjH3hKN3DFxcXsidLmgzZInXLgwIH4LDBkCoWisLCweVdldna2UqlsPhmH/Onq6oqPFQCA1kNhEgBAWzRviGSfg42NjR0dHdmLQD08PLp06UI7qWFRKBRpaWnstMiMjAyGYcjYErKP9fT0RG0Ynuv27dsymUwmk2VkZHTq1GncuHFSqXTUqFE4dQt/7caNG6GhoUlJSYGBgZs2bcKLVP2ze/fuBQsWZGdno1eDLtI0GRUVNWfOHNpZQMOePHmydu3aHTt29O/fPzIy0svLi3YioKCioiIhISEuLu7YsWMNDQ2kQjlt2jTcVAG1tbWpqamkTvnTTz+VlpaamZl5enqS/d2IESMwehDI6JzmXZXkhqQOHTq8/vrr7J1VQqHQwcGBdlgAAN2DwiQAAB1sQySpdd28ebO0tJRhGHJsk+2JREMkFc2P06akpDQ0NLCzSUQikY+PzyuvvEI7I2gppVJ55coVmUx27Nix+/fv29nZBQQESCSS4cOH83g82ulA25WVlYWHh+/YsUMkEkVGRg4aNIh2ItA8uVzu4uLi5+e3a9cu2lmAmTt37g8//ICmSX118+bNxYsXX758efr06V988QXKUQarrq7u/Pnz5PGMrVC+/fbb3bt3px0NtEJeXh7Z9yUmJqampqpUqubnUPv164cOOWAYpqqqKjc3l61TZmRk5OXlMQxjbW0tFArZOqW7uzuOFQIA/C0UJgEA2gmpdbE9keS0nYWFhbOzM6lBCoVCT09PnM2koqam5ubNm2Qv+vPPPz969IgMIGHv9nFzc+NwOLRjgvZqaGi4fPlyXFzc4cOHHz165ODg4O/vL5VKfXx8sHLgRSgUih07doSFhZmZmX322WczZszAytFXe/bsCQkJQbukliBNk9HR0e+++y7tLNBW4uLiFi1aVFlZiZuxob6+/scff5TJZMePH6+rq/P29pZKpVOnThUIBLSjgbaoqqq6du0aqVP+8ssvlZWVlpaWAwcOJHXKIUOGWFtb084I2qK8vLx5nTItLa2kpIRhGBsbG/Ylj5ubW79+/czMzGiHBQDQLihMAgC0CfYwHemJTEtLq6mpYZ5piMR8AorYg7EpKSnXrl2Ty+Xk3w4pRg4ePNjU1JR2RtB27AH8kydPVlVVubm5kQP4rq6utKOBLrlw4UJoaGhOTs78+fPXr1+P4aN6jLRLjhw58uuvv6adBf7rvffeS0hIQNOkfqurq4uIiNi4cWOvXr22bNkybtw42omAMrZCeeLEidraWlKhlEqltra2tKOBFlEqlVlZWew9OhkZGVwut3fv3uToKtnX084I2oUd0EP+vHnzZm1tLfPnF0GkvbJjx460wwIA0ITCJACAZpCGSLYnkjREWlpaOjk5kRqkSCTy9PQ0NzenndRwVVVVpaenk43llStXysrK+Hy+u7s7e0sPhkPACyorKzt9+rRMJktISFAoFORCsClTpvTo0YN2NNAxv//+++rVqw8cOODv779t2zb8FtJ7e/funT9/Ptoltcq9e/ecnZ137tw5e/Zs2lmgbeFXLjyroaEhISGBHDKrqanx9vaWSCRSqRTLA5714MGD69evk+3k9evXGxsbSbWJ1CnFYjEGycOzml+dRf5saGjg8Xi9evVq3lWJIT4AYGhQmAQAeBmVlZW//fYbey/rU+fg2IdL3P9JFzniyk6LzMzMVKvVAoGAPeKK3SO0SGFh4dmzZ+Pi4s6ePcvj8fz8/CQSSUBAAGZWwUtg23fs7Oy2bNkyduxY2omgzSmVSldX12HDhsXExNDOAn8SHBx88eLFrKwsDAM2BBcuXPjnP/+ZnZ2NJnVojq1Qnjp1qrKyklyDMX36dEdHR9rRQBvJ5fL09PTLly8nJiZevHixpKSEPfPq6+s7bNgwTBmE55LL5Tk5Oc3rlORQu7GxsaOjI3u3llAotLe3x9skANBjKEwCAPw9pVJ57949UoMkz46kxGVlZdWnTx/22RGTA7QBOcdKipFJSUl1dXXm5uYeHh7kKCu2iPAS8vLy4uLiZDJZUlKSqanpiBEjpFLpxIkT8SoTXhoGnhmmffv2zZs3LysrC4042oY0Te7atWvWrFm0s0B7UCgUe/fuXb16tbGxMcb6wlMaGxt/+eWXuLi47777rqSkhFQoAwMDnZycaEcD7VVcXEzOwiYmJqampqpUKvY4rK+vb79+/TDABf4/TU1Nubm5zbsq8/PzyesmR0dHtk7Zp0+f7t270w4LAKAxKEwCADxHRUXFrVu32IbI1NTUurq6Z2/bQEOkNmAPq7JX6TIM4+DgwF7Qin0gvJzbt2/LZLLY2NjMzMzOnTuPHTtWKpWOHj0aNSRojdTU1NDQ0MTExMDAwC+++ALttoZDqVS6ubkNGTJk9+7dtLPAc8yZM+fSpUtomjQoT548Wbt27Y4dO0QiUWRk5KBBg2gnAu2iVCqvXLkik8kOHTr0+PFjUqH8xz/+0bt3b9rRQKtVV1enpaWxdcry8nILCwt3d3e2TmljY0M7I2i1ioqKu3fvsifj09PTHz9+zDCMjY0NGVFJ3kphVBAA6DQUJgEAGIVCUVhYSB77yJMfOaFmbW0tFArZMmT//v1NTU1phwWG+WNOA9nspaSkNDQ0WFlZicViUoz08fF55ZVXaGcEncS+gTp27Nj9+/ft7OwCAgIkEsnw4cPxqhpaiX0D3r9//8jISC8vL9qJoF198803wcHBmZmZ6LnRTnl5eb179969e/fMmTNpZ4F2lZqaunjx4qSkpMDAwE2bNuFqDXgW+3wYGxv78OFDUqGcNm2ai4sL7Wig7Z6dLWJkZNS7d292MiXOOsOLKC8vb36DV1paWk1NDcMwAoGAvK1iq5UmJia0wwIAvBAUJgHAED31VHfjxo36+noej+fs7Nz8Tn/ctKY9ampqbt68SXZ0ly5devz4Mfn3xU6LxI4OWqOhoeHy5ctxcXGHDx9+9OiRm5ubRCLx9/f38fHBuoLWw52BQNolfX199+zZQzsL/L/efffdn3/+GU2ThikuLu7999+vqqrCDdvwF9gKpUwme/DgAalQTp061c3NjXY00A0PHz5MTk5m65QNDQ3dunUTi8VsnRJVJXhBxcXF7BVfGRkZGRkZ5KUWueWLfa/l4uLC5XJphwUAeA4UJgFA/ykUiuzs7OYPbXl5ecwf92CwDZE4XKZt8vLySENk80EdIpEI2zbQlLq6uvPnz8tkspMnT1ZVVeH8O7SFn376KTQ0NCsrKyQkZP369RhNapj2798/Z84ctEtqubt377q4uOzZsycoKIh2FqCgrq4uIiJi48aNdnZ2W7duHTNmDO1EoL1UKlVSUpJMJjty5EhxcTF7ps3X15d2NNAZCoUiLS2NbHgvXbpUWFjI4/E8PDzIudthw4bZ2dnRzgg6o/k1YOTdV3Z2tlKp5PP5Tk5OzbsqcaQbALQECpMAoIeeaogkV302fyATiUQDBgwQCAS0k8KfVFZWJicnk71ZUlLSkydP+Hy+u7s72ZsNGTLE3t6edkbQB2VlZadPn5bJZAkJCQqFwsvLSyqVTpkypUePHrSjgV65f//+Rx99dODAAT8/v8jISFdXV9qJgA6lUikUCgcPHrx3717aWeBvzJ49m1y1h6ZJg3X37t1Vq1bJZDJ/f//IyEg8fMJfYyuUR48eLSoqsre3l0gkUqkUFUpoqeLiYnZSybVr1+RyuUAgYO8HGjhwIDq5oUWamppyc3ObH9AnE4ssLS2dnJzYOiXejAEALShMAoDOk8vlOTk5bBny+vXrDx8+ZJo1RJKeSKFQ2LFjR9ph4U9IM2vzkRtqtbr5BkwsFnfo0IF2TNAThYWFx48fj4+Pv3jxIo/H8/Pzk0gkEyZMwDQp0DjSdhMREfHqq69u2bJl3LhxtBMBTf/+97/ffffdjIwMZ2dn2lngb5Cmyb17986YMYN2FqDp/PnzoaGhubm58+fPR7M7vKDbt2/LZLKDBw/evXv3tddeGz9+vFQqxVwAeAlkjgnZI5MDu2ZmZp6enmSbPHjw4E6dOtHOCLqnsrLyzp07t2/ffu6rM7ar0tPTs3PnzrTDAoD+Q2ESAHTPU5fp37p1q7GxkTREsveyDhw4sFu3brSTwnMUFxenpKSQYmRSUlJdXZ2FhYW7uzvZZXl5eXXp0oV2RtAreXl5cXFxMpksKSnJ1NR0xIgRUql04sSJeMkIbSQuLm7x4sWlpaXLli1btWoVTlcYONIu6e3tvW/fPtpZ4IXMmjUrMTERTZMgl8ujoqLCwsLMzc03bNiA8cDw4kiF8ttvv83NzbWzswsICECFElqDjDhpfpbXwcHBx8eH7KBxMye8NHLZGPt6LT09vbq6mmEYgUDQ/PbX/v37m5qa0g4LAPoGhUkA0HbkAgq2IfLatWuPHz9mmj0qkWJk3759cbeJdpLL5enp6ey0yLy8PC6X27t3b3ZaZL9+/YyMjGjHBH1DXgnFxsZmZmZ27tx57NixUql09OjR+EUBbefmzZuhoaG//PLL9OnTv/jiC5yPAYZhDhw4MHv2bLRL6hDSNLlv377p06fTzgL0lZWVhYeH79ixw8fHJzIy0sPDg3Yi0CXkcfS7777Lycnp1avXhAkTUKGEVmKnnyQmJiYmJtbX11tZWYnFYrZOaWJiQjsj6DC2DYD8mZqaWldXxzCMQCBg2wCEQmGfPn1w+BIAWgmFSQDQOs0bIlNSUsjIbmNjY0dHR/ZJaNCgQbh9UZs1n5Bx/fr1xsZGdr9EipE2Nja0M4IeUiqVV65ckclkx44du3//PjmiLpFIhg8fjsYXaFPl5eVr1qzZsWNHv379IiMjvb29aScCrUDaJb28vL755hvaWaAFZs6ceeXKlYyMDHx2AHHjxo3FixdfuXIlMDBw8+bNuN4DWopUKA8fPpyVlfXqq69OnDhRKpUOHjwYpzOhNchgFLLv/uWXXwoKCng8nrOzM6lQhsTMtgAAIABJREFUDhkyBFNyoZUUCkVhYWHzrkrygo7cWNa8q9LV1RW/0ACgRVCYBJ3x4MGD69ev007RViQSCe0I1NTW1v7222/p6elpaWnkLyorKzkczmuvveb+Bw8Pj4qKCnL9vf6xtbUViUS0U7QWGYNBeiIvXrxYUlLSfFMkEolww8xfwO+3VmpoaLh8+XJcXNzhw4cfPXrk5uYmkUj8/f1xIF1LxMXF0Y7QVgYMGNCtW7eDBw8uX76cx+OtWbMmODgYe3K6tGq95eTkrF69etu2bba2tq3/aQMGDBAIBK3/OXpMU5+nxcXFoaGhn376qVb1uRryfkEbqNXqI0eOLFu2rKamJiwsbOHChSUlJXh+g5ZqfqVHly5dxowZI5VKx44d23bHIFJSUoqLi9voh9OlH/toDSIzU0idMjk5uampiXS5kS25WCzW0RY3rGGtIpfLc3JymndVZmVlqVSqp3oJhEKhg4MD7bDaCOsZgIXCJOiM2NjYt99+m3aKtmJQ/yUWFhaSMiRx584dlUplYWHRp08fUoN0d3fv27evpaVl8/8rqVR65MgRWpnb1JQpU2QyGe0ULaZUKrOysthpkampqSqVqvnORyQS4RqZF4Tfby+nrq7u/PnzMpns5MmTVVVVbm5uUql02rRpLi4ubfRPhJejx+XhsLCw48ePZ2ZmhoSErFu37qlPLqBCj9fb4cOHp06dSjuFVsPnKbS12traL7744vPPP7e3t580adKGDRtoJ2orWG9tjVQo4+PjU1JS2KEDbVGhxD7aMNXW1qamppKt+k8//VRaWmpqatqvXz+yWx8xYkTnzp1pZ3xRWMNarqqqKjc3l61TZmRk5OXlMQxjbW0tFArZOqW7uzuuPWOwngGaQWESdAZ50UAuN9cnx44dmz59uh7/l0iOUz13QiR7lkokEv3ttQ9SqVSlUh08eLC9greT6dOnGxkZ6cqHNzvQIiUlJSkp6cmTJ2ZmZp6enmRa5NChQ1977TXaGXUSfr+1SFlZ2enTp2UyWUJCgkKh8PLykkqlU6ZM6dGjh2b/QaApHA7n4MGDkyZNoh1Ew0xNTQUCQf/+/bds2eLk5EQ7DvyXHq83FCb/Fj5PoX3k5uYuWbLkxo0bDx48wHqDVsrLy4uLi5PJZImJiZ06dRo3bpxUKh0zZgyfz9fIz8c+GhiGycvLI7t49kixg4MDO2alX79+2nzhB9awzikvL29ep0xLSyspKWEYxsbGhrwAJG8C+/XrZ2ZmRjtse8N6BmBhZgboGP1rwNLUfkN7kEcQ0khHHkQaGhrIBfQikWjp0qVubm5eXl4vMZrFyMhI/xaANm8AmD9PrUhJScnMzFSr1QKBwNfX95NPPhGJRAMHDjQ2NqYdU0/o3/LW7O+3e/funThxIj4+/uLFizwez8/PLzIycsKECTh3qRP4fL7+rXCGYdatWzdnzhzaKeBp+rre4AXp3799/dsv6DonJ6f4+Pg9e/YEBwdjvUErOTg4hIaGhoaG5ufnnzp1SiaTBQQE2NjYvPXWW1KpdPTo0a3fbWEfDQ4ODg4ODkFBQQzDVFVVXbt2jWzww8LCKisrLSwsBg0aROqUQ4YMsba2pp33aVjDusXGxsbX19fX15f9TnFxMVunTElJ2bNnT21tLcMwAoGAbVcg7ZUdO3akF7ydYD0DEChMAkCrsKOw2UokubSBnITy8fFZvHixUCjs06ePjs4zMEBkNAU5TZmYmFhfX29hYeHu7i6RSD7//HNvb28duvUF9AB7ijwpKcnKyurNN9/cs2fPxIkTLSwsaEcDYLAOAQAMFj4CQLPs7e1JhZKcxiMVSmtra39/f01VKAEYhrG0tPTz8/Pz82P+mM9CDiLLZLK1a9dyudzevXuzw1mEQiHtvKAPbG1tbW1tyaojyHsnUq1MTEz8+uuvGxoaeDxer169mndVuri4cLlciskBoO2gMAkALVNVVZWenk6eHlJSUlJTU+vq6ng8nrOzs1AonDFjhkgkEovF3bt3p50UXlRdXd2NGzdIMfLy5cv5+flkNyISibZu3erj4/O3F+0CaByZuxMbG5uZmUnm7nz44Yd4IwMAAAAA+s3Ozo5UKAsLC48fP04qlFZWVhKJRCqVjho1Ckd+QVO4XC5pU5s7dy7DMA8ePLh+/TqpU+7fv7+xsZGM4CF1ygEDBhhCNxu0D1KqlEgk5EsyBIrtqpTJZOvWrVOpVMbGxo6Ojs27Ku3t7fV4ojyAQUFhEgD+Bts/Rx4RyGWeVlZWffr0EYlEQUFB5PlA/y4i0G/FxcXsBa3Xr19vbGzs3r37gAEDgoKCtPb+FtB7SqXyypUrMpns2LFj9+/ft7OzCwgIiIyMHD58OI+HJxYAAAAAMCC9evUiFcrff//92LFjMplswoQJHTt2fOONN6RS6eTJkw1wPBu0KYFAIJFISK1ILpenp6dfvnw5MTFx8+bNK1eu5PP57u7uPj4+vr6+w4YNw0AN0CA+n09q5FKplHynqakpNzeXfRV54MCB8PBw8jbS0dGRrVP26dMHfREAOgqv+QDgT9jPfiItLa2mpoZhGHJQTiqVkpNKbm5uOKOkW6qrq9PS0kgx8tdffy0pKSF9rr6+vnPnzhWJRPh3CrQ0NDQkJCTEx8efPHny0aNHbm5ugYGB/v7+Pj4+WJMAAAAAYOBeffVVUqG8f//+mTNn4uLi5syZExISQiqUkyZNMjc3p50R9A2fzxeJRCKRKDQ0lGl2sjkxMXH79u0qlUogEJBOSl9f3379+uGOJdAsY2NjUqpkv1NRUXH37l1yeVtGRsZnn3326NEj5o9JUmxXpYeHB+5aB9AJKEwCGDp2BjWpRGZlZalUKgsLC2dnZzc3N6lUKhKJ+vXrh8OYOoeMi2CnRaamppLNg0gkWrZsGW5iAerq6urOnz8vk8lOnDhRXV3t5uY2f/78adOmubi40I4GAAAAAKB1evbsOXfu3Llz55aWlp45c0Ymk82ZM2f+/PkjR46USqWYwg5tx9bWViqVkm625oee165dW15ebm5u7uHhwdYpbWxsaOcFPWRtbU2K5UFBQeQ75eXlbJ3y9u3b3377LdtZQeqUbLUSd7wBaCEUJgEMC7m3nf3Yvnbt2uPHj5k/GiIlEsmHH34oEokwU1BHVVRUXL9+nVzQmpiYWF5ebmZm5unp6ePj8+GHHw4dOrRbt260M4KhKysrO336tEwmS0hIUCgUXl5e69atmzJlSo8ePWhHAwAAAADQAZ07dw4KCgoKCmIfrYODg+fNm+fn5yeVSidMmGBpaUk7I+gtCwsLX19fX1/fDz/8kD0PnZiYGBcXFxERYWRk1Lt3b3YyJW5mgrZjY2NDliL7neatF4mJiTExMfX19Twer1evXs3rlC4uLlwul2JyAGBQmATQe+wBIlKMvHXrVmNjI5/Pd3JyEolEH330kVAo9PT07Ny5M+2k8DIUCkV2djY7LZJMAHVwcPDx8QkLCxOJRAMHDjQ2NqYdE4C5d+/eiRMn4uPjL168yOPx/Pz8IiMjJ0yYgNkkAAAAAAAvp1OnTqRC+eTJk/j4+KcqlAEBAbQDgp7jcrnkvk3SxPbw4cPk5GRSEwoNDW1oaOjWrZtYLGbrlGhcgzZla2tra2vr5+dHvlQoFIWFhWxXZVxc3KZNm5RKJXkp2ryrEhV0gPaHwiSAXmn+oUs8ePCA+ePKdR8fn8WLFwuFwr59+6JYpbuKi4vJg/7ly5dv3LhRX19vaWnZt29fiUTy+eefDx48uFOnTrQzAvzPunXrjh8/npqaam1t7e/vf/jw4TFjxpiamtLOBQAAAACgJ1555RW2h/LEiRNHjhwhFUpXV9fXX3+ddjowFN27d5dIJBKJhGEYhUKRlpZGjlDv27dv7dq1PB7Pw8PDx8dHJBINGzbMzs6Odl7Qczwez8HBwcHBgaxJhmGamppyc3PZrsoDBw7k5+er1WpLS0snJye2TjlgwACBQEA3PIDeQ2ESQLdVVlb+9ttv7GdqampqXV0dj8dzdnYWCoVz584ViURisbh79+60k8LLq62tTU1NJZXmX375paCggMvlkttRgoKCfHx8cPUuaLM9e/aMGTPm888/HzFiBJ/Ppx0HAAAAAEBvderUac6cOXPmzHny5MmpU6f+85//0E4EBorH45GJgOTL4uJi9qqn6OhouVwuEAhIGyWueoJ2Y2xsTHp8ycBUhmEqKyvv3Llz+/Zt8mZ169atDx8+ZP5o8GC7KnHVHIDGoTAJoGNItxw7JJJc3WltbS0UCkmZCoOd9UPzp/bk5OSmpiYyB3TmzJkikWjIkCHW1ta0MwK8kIKCAtoRAAAAAAAMyyuvvDJr1qzTp0/TDgLAMAxja2srlUpJNaimpubmzZvkjUd4ePiTJ0/MzMw8PT1JnRK3QEF7srKyal5BZ/4YicV2gHz33XfV1dUMwwgEgua3v/bv3x8XQQG0BgqTAFqtpqYmOzubvZo1LS2tpqaGYRhSo5JKpSKRSCgU2tvb4zJ0XVddXZ2WlkYeza9evVpaWsrn893d3X18fEjnq1AopJ0RAAAAAAAAAODlmZub+/r6+vr6fvjhhwzD5OXlXb58OTExMS4uLiIiQq1WOzg4+Pj4kDol7bBgcGxsbMj6ZL9TXFxM6pQZGRkpKSm7d++uq6tj/ng3y1Yr+/Tp06FDB3rBAXQMCpMA2oX9tCOVyKysLJVKZWFh4ezs7ObmRiqR/fr1MzMzo50UNOa3335zdXXNzs4mz99eXl6ffPLJoEGD+vXrh3svAQAAAAAAAEBfkSmAQUFBDMM8fvz4ypUrSUlJSUlJMpmsoaHBycnJw8ODdkYwaLa2tra2tn5+fuRLhUJRWFjIdlXGxcVt2rRJqVTy+XwnJ6fmXZWYuwTwF1CYBNAKoaGhaWlpaWlpFRUVHA7H3t7ew8Nj6tSp7u7uHh4eDg4OtANCG+JyuRMnThw0aNCgQYO6du1KOw4AAAAAAAAAQHvr2rVrQEBAQEAAwzBNTU03btwICwujHQrgT3g8HqmmSyQS8h25XJ6Tk8N2VcpksnXr1qlUKmNjY0dHx+ZdlXSTA2gVFCYBtMLVq1c9PDykUqmHh4e7u7ulpSXtRNB+3Nzc1q9fTzsFAAAAAAAAAIBWMDY29vLywvsx0H58Pl8oFAqFQjJFlWGYqqqq27dv37p169atW7dv3z537tzjx48ZhhGJRPb29lTDAmgLFCYBtMKvv/5KOwIAAAAAAAAAAAA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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e1d8e902-86e6-4475-8c5f-f52c1dc3df81",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jpivarski/miniforge3/lib/python3.11/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 228.88 MiB.\n",
      "This may cause some slowdown.\n",
      "Consider scattering data ahead of time and using futures.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 0.00350341, -0.00241128,  0.00423896, ..., -0.00558309,\n",
       "       -0.00536839, -0.00494181])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82f0a7de-1d7b-4671-a6c2-147404f1d0b3",
   "metadata": {},
   "source": [
    "<br><br><br><br><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f531021a-8d12-442c-9cec-672c601ad742",
   "metadata": {},
   "source": [
    "Handling all of those parts is annoying. Without splitting and parallelizing, this would be:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b7c2088e-d379-45a9-a611-d2b3f517cd60",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.00607948, -0.00424909, -0.00360805, ...,  0.00289879,\n",
       "        0.00575942,  0.00577121])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def quadratic_formula(a, b, c):\n",
    "    return (-b + np.sqrt(b**2 - 4*a*c)) / (2*a)\n",
    "\n",
    "a = np.random.uniform(5, 10, 1000000 * 10)\n",
    "b = np.random.uniform(10, 20, 1000000 * 10)\n",
    "c = np.random.uniform(-0.1, 0.1, 1000000 * 10)\n",
    "\n",
    "output = quadratic_formula(a, b, c)\n",
    "output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c04a20f-9481-4093-90ba-84da1a87dcff",
   "metadata": {},
   "source": [
    "Wouldn't it be nice to just say"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e2729b29-e504-4fba-824d-ca8acf61b7c9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 76.29 MiB </td>\n",
       "                        <td> 76.29 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (10000000,) </td>\n",
       "                        <td> (10000000,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 13 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10000000</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "dask.array<rechunk-merge, shape=(10000000,), dtype=float64, chunksize=(10000000,), chunktype=numpy.ndarray>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask.array as da\n",
    "\n",
    "a = da.random.uniform(5, 10, 1000000 * 10, chunks=1000000)\n",
    "b = da.random.uniform(10, 20, 1000000 * 10, chunks=1000000)\n",
    "c = da.random.uniform(-0.1, 0.1, 1000000 * 10, chunks=1000000)\n",
    "\n",
    "output = quadratic_formula(a, b, c).rechunk(1000000 * 10)\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "85119caa-3186-43a0-9c22-9fa9d02deb4f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.visualize(optimize_graph=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "40e8cddc-0ea7-4285-89b4-0d1927d88492",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.00269021, -0.00156263, -0.00447815, ..., -0.00116147,\n",
       "        0.00331716,  0.00406171])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.compute()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}

## lindseys-notebook.ipynb

      
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