3outeille/pipeline-model-parallel-visualization.ipynb

## pipeline-model-parallel-visualization.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def plot_pipeline_parallel_batches(batches, title=\"Pipeline Parallelism\"):\n",
    "    # batches[epoch][stage][micro_batch_index]\n",
    "    num_steps = 0\n",
    "    num_stages = 0\n",
    "    for epoch in range(len(batches)):\n",
    "        for stage in range(len(batches[epoch])):\n",
    "            for mb_index in range(len(batches[epoch][stage])):\n",
    "                mb = batches[epoch][stage][mb_index]\n",
    "                num_steps = max(\n",
    "                    num_steps,\n",
    "                    max(\n",
    "                        mb.forward_ts + mb.forward_cost,\n",
    "                        mb.backward_ts + mb.backward_cost,\n",
    "                    ),\n",
    "                )\n",
    "                num_stages = max(num_stages, mb.stage + 1)\n",
    "\n",
    "    scale = 4\n",
    "    fig, ax = plt.subplots(figsize=(scale * (num_steps / num_stages), scale))\n",
    "    ax.set_title(title)\n",
    "\n",
    "    # Show all ticks and label them with the respective list entries\n",
    "    ax.set_xticks(np.arange(num_steps))\n",
    "    ax.set_yticks(\n",
    "        np.arange(num_stages), labels=[\"worker-{}\".format(i) for i in range(num_stages)]\n",
    "    )\n",
    "    ax.set_aspect(aspect=2)\n",
    "    ax.invert_yaxis()\n",
    "\n",
    "    # Minor ticks\n",
    "    ax.set_xticks(np.arange(-0.5, num_steps, 1), minor=True)\n",
    "    ax.set_yticks(np.arange(-0.5, num_stages, 1), minor=True)\n",
    "\n",
    "    # Gridlines based on minor ticks\n",
    "    ax.grid(which=\"minor\", color=\"black\", linestyle=\"-\", linewidth=1)\n",
    "    ax.tick_params(which=\"minor\", bottom=False, left=False)\n",
    "    ax.set_axisbelow(True)\n",
    "\n",
    "    rect_kwargs = {\n",
    "        \"edgecolor\": \"black\",\n",
    "        \"linestyle\": \"-\",\n",
    "        \"linewidth\": 1,\n",
    "    }\n",
    "    text_kwargs = {\n",
    "        \"fontsize\": \"x-large\",\n",
    "        \"ha\": \"center\",\n",
    "        \"va\": \"center\",\n",
    "    }\n",
    "    patches = []\n",
    "    for epoch in range(len(batches)):\n",
    "        for stage in range(len(batches[epoch])):\n",
    "            for mb_index in range(len(batches[epoch][stage])):\n",
    "                mb = batches[epoch][stage][mb_index]\n",
    "                patches.append(\n",
    "                    matplotlib.patches.Rectangle(\n",
    "                        (mb.forward_ts - 0.5, mb.stage - 0.5),\n",
    "                        mb.forward_cost,\n",
    "                        1,\n",
    "                        facecolor=\"royalblue\",\n",
    "                        **rect_kwargs,\n",
    "                    )\n",
    "                )\n",
    "                patches.append(\n",
    "                    matplotlib.patches.Rectangle(\n",
    "                        (mb.backward_ts - 0.5, mb.stage - 0.5),\n",
    "                        mb.backward_cost,\n",
    "                        1,\n",
    "                        facecolor=\"lightgreen\",\n",
    "                        **rect_kwargs,\n",
    "                    )\n",
    "                )\n",
    "                ax.text(\n",
    "                    mb.forward_ts + (mb.forward_cost - 1) / 2,\n",
    "                    mb.stage,\n",
    "                    mb.index,\n",
    "                    color=\"white\",\n",
    "                    **text_kwargs,\n",
    "                )\n",
    "                ax.text(\n",
    "                    mb.backward_ts + (mb.backward_cost - 1) / 2,\n",
    "                    mb.stage,\n",
    "                    mb.index,\n",
    "                    color=\"blue\",\n",
    "                    **text_kwargs,\n",
    "                )\n",
    "    ax.add_collection(\n",
    "        matplotlib.collections.PatchCollection(patches, match_original=True)\n",
    "    )\n",
    "\n",
    "    fig.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def plot_pipeline_parallel(\n",
    "    fn, num_stages=1, iteration=1, batch_size=64, micro_batch_size=8\n",
    "):\n",
    "    batches = fn(num_stages, iteration, batch_size, micro_batch_size)\n",
    "    title = f\"Pipeline Parallelism ({fn.__name__}) - {num_stages} stages, {iteration} iterations, {batch_size} batch size, {micro_batch_size} micro batch size\"\n",
    "    plot_pipeline_parallel_batches(batches, title)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we asumpt that backward requires twice FLOPs as forward\n",
    "forward_cost, backward_cost = 1, 2\n",
    "\n",
    "\n",
    "class MicroBatch:\n",
    "    def __init__(\n",
    "        self,\n",
    "        epoch=0,\n",
    "        stage=0,\n",
    "        micro_batch_index=0,\n",
    "        num_micro_batches=-1,\n",
    "        forward_cost=1,\n",
    "        backward_cost=2,\n",
    "    ):\n",
    "        self.epoch = epoch\n",
    "        self.stage = stage\n",
    "        self.micro_batch_index = micro_batch_index\n",
    "        self.num_micro_batches = num_micro_batches\n",
    "        self.forward_ts = -1\n",
    "        self.backward_ts = -1\n",
    "\n",
    "        self.forward_cost = forward_cost\n",
    "        self.backward_cost = backward_cost\n",
    "\n",
    "    @property\n",
    "    def index(self):\n",
    "        return self.num_micro_batches * self.epoch + self.micro_batch_index + 1\n",
    "\n",
    "    def __str__(self):\n",
    "        return f\"{self.epoch}_{self.batch_index}_{self.micro_batch_index}\"\n",
    "\n",
    "\n",
    "def make_batches(num_stages, iteration=1, batch_size=64, micro_batch_size=8):\n",
    "    # batches[epoch][stage][micro_batch_index]\n",
    "    num_micro_batches = batch_size // micro_batch_size\n",
    "    batches = [\n",
    "        [\n",
    "            [\n",
    "                MicroBatch(epoch, stage, mb_index, num_micro_batches)\n",
    "                for mb_index in range(batch_size // micro_batch_size)\n",
    "            ]\n",
    "            for stage in range(num_stages)\n",
    "        ]\n",
    "        for epoch in range(iteration)\n",
    "    ]\n",
    "    return batches\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# GPipe: F-then-B\n",
    "\n",
    "def pipeline_parallel_fthenb(\n",
    "    num_stages, iteration=1, batch_size=64, micro_batch_size=8\n",
    "):\n",
    "    batches = make_batches(num_stages, iteration, batch_size, micro_batch_size)\n",
    "    num_micro_batches = batch_size // micro_batch_size\n",
    "\n",
    "    timestamp = 0\n",
    "    for epoch in range(iteration):\n",
    "        # forward\n",
    "        batches[epoch][0][0].forward_ts = timestamp\n",
    "        for mb_index in range(1, num_micro_batches):\n",
    "            batches[epoch][0][mb_index].forward_ts = (\n",
    "                batches[epoch][0][mb_index - 1].forward_ts + forward_cost\n",
    "            )\n",
    "        for stage in range(1, num_stages):\n",
    "            for mb_index in range(0, num_micro_batches):\n",
    "                batches[epoch][stage][mb_index].forward_ts = (\n",
    "                    batches[epoch][stage - 1][mb_index].forward_ts + forward_cost\n",
    "                )\n",
    "\n",
    "        # backward\n",
    "        batches[epoch][num_stages - 1][0].backward_ts = (\n",
    "            batches[epoch][num_stages - 1][num_micro_batches - 1].forward_ts\n",
    "            + forward_cost\n",
    "        )\n",
    "        for mb_index in range(1, num_micro_batches):\n",
    "            batches[epoch][num_stages - 1][mb_index].backward_ts = (\n",
    "                batches[epoch][num_stages - 1][mb_index - 1].backward_ts + backward_cost\n",
    "            )\n",
    "        for stage in range(num_stages - 1 - 1, -1, -1):\n",
    "            for mb_index in range(0, num_micro_batches):\n",
    "                batches[epoch][stage][mb_index].backward_ts = (\n",
    "                    batches[epoch][stage + 1][mb_index].backward_ts + backward_cost\n",
    "                )\n",
    "\n",
    "        timestamp = batches[epoch][0][num_micro_batches - 1].backward_ts + backward_cost\n",
    "    return batches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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fy49d/F1D1x67VDW6+tjF3zW0uSte50lc2JdwzrzY2pdQG21tzPGeG4rmvng1urAvJ3IdT+a+NBCsi4+P11lnnaWcnBxdddVV1W/PycnRsGHDLJbVL8YYjRs3Th988IHmzp2rDh062E7yZIxRcXGx7YxqF198sfLy8mq87aabblKXLl103333KTY21lJZYMXFxVq7dq3OO+882ymSpAEDBmjdunU13rZ+/XplZGRYKgrs9ddfV8uWLTVkyBDbKXUUFhYqJiamxttiY2NVUVFhqSi4lJQUpaSkaP/+/Zo9e7YmTZpkO6mODh06qHXr1srJyVHv3r0lSSUlJZo3b56efPJJy3X1R2lpqa655hrl5+drzpw5OuWUU2wnhcSlvRk1apQGDx5c423Z2dkaNWqUbrrpJktVwe3bt0/btm1TmzZtbKdIqvzasU+fPvVmb1577TWdddZZyszMtJ1SQ2lpqUpLS+vF3qSmpkqS8vPztXTpUk2YMCEqf67X19cubEt9eAwQSqPtfTne6xitffHqc2FbjucaRntfvBpd2JdwrqONffHqc2FbwrmGtvbFn6rPJy5si1ejq47ts70rgXhdQxeucVWDC9sSSLDr5MJjl6o+F3YlEH/X0LXHLVWNLmxLIP6uo61t8bqv3bFjR+v74vq991D6bO/L8V7DaO6LV2ObNm2UnZ1d459He1+O5zpGc1+8+hISEqzvSzjX0Na+eDWWl5db35dwrqMrj12OfU7S1ccurj1vWlvtPtvb4k8o19D2Y5djG1197OJ1HW0/djm2z9XHLoGuoUuPXY5tdPGxS6BraHNXvM6TuLAv9eHMSyiNNjfmeK9hNPfFq9GFfTme6xiVfTlpx3gRlnfeecfExcWZ1157zXzzzTdm/PjxJiUlxWzZssV2mjHGmIKCApObm2tyc3ONJPPss8+a3Nxc8+2339pOq/arX/3KpKammrlz55pdu3ZV/yosLLSdZowx5oEHHjDz5883mzdvNqtWrTL/9V//ZWJiYsynn35qOy0orx8fFG333HOPmTt3rtm0aZP5+uuvzRVXXGEaNWrkzN+VxYsXmwYNGpjHH3/c5Ofnm7///e8mOTnZvPXWW7bTaigvLzft2rUz9913n+0Uv0aPHm1OPfVUM2PGDLN582YzdepU07x5c3PvvffaTqvhk08+MbNmzTKbNm0yn376qcnMzDR9+/Y1JSUlVnq8PldPnDjRpKammqlTp5q8vDxz/fXXmzZt2phDhw450bdv3z6Tm5trZs6caSSZd955x+Tm5ppdu3ZFpc+rsbS01AwdOtSkp6ebFStW1Nia4uJiJxoPHz5sHnjgAfPVV1+ZLVu2mGXLlplbbrnFJCQkmNWrVzvR6E+0f+REsL6CggJzzz33mIULF5rNmzebOXPmmP79+5tTTz01an9XvBqNMWbq1KkmLi7OvPLKKyY/P9+8+OKLJjY21nzxxRfONBpjzMGDB01ycrJ56aWXotYVTuOgQYNM9+7dzZw5c8ymTZvM66+/bhITE82UKVOc6HvvvffMnDlzzMaNG820adNMRkaGGTFiRFTajAnt62vb2xJKo+198Wp0YV+8Gm3vy/E81ov2tng1urAvoVxH2/sS6n9rW/sSSp/tbQml0fa+eN0fsb0toTTa3pZgfS7silej7V0JpdEfGz+KNVijC9vidQ1t70oojcbYf9zi1Wh7W0JptL0t/tS+r+3Cvng12t6XYH2u7EuwRlf2JVijPy78qO9jG13Yl2B9xrixL16Nxtjfl9pqN7qwL16NtvfF6zlJF7bFq9H2tgTrc2VbgjW6si3hPj9uY1uCNbqwLV7X0IVtCeW/s+1t8Wq0vS1efbZ3xZjQzpPY3pdQGm3vi1ej7Y3x6nNhX47nbFO098Wr0da+cNjWIX/84x9NRkaGiY+PN2eeeaaZN2+e7aRqc+bMMZLq/Bo9erTttGr++iSZ119/3XaaMcaYm2++ufq/b4sWLczFF1/s/EFbY9w7bHvttdeaNm3amLi4OJOWlmZGjBhh1qxZYzurho8++sj06NHDJCQkmC5duphXXnnFdlIds2fPNpLMunXrbKf4dejQIXPnnXeadu3amcTERNOxY0fz4IMPWr1x68+7775rOnbsaOLj403r1q3N2LFjzYEDB6z1eH2urqioMI888ohp3bq1SUhIMOeff77Jy8tzpu/111/3+88feeQRJxqrfgyGv19z5sxxovHo0aPmqquuMmlpaSY+Pt60adPGDB061CxevDhqfV6N/kT7C/NgfYWFhSYrK8u0aNHCxMXFmXbt2pnRo0ebrVu3Rq3Pq7HKa6+9Zjp16mQSExNNZmammTZtmnONf/rTn0xSUpK1z41ejbt27TJjxowxaWlpJjEx0ZxxxhnmmWeeMRUVFU70vfDCCyY9Pb36Y/Ghhx6K6haG8vW17W0JpdH2vng1urAvXo229+V4HutFe1u8Gl3Yl1Cvo819CbXR1r6E0md7W0JptL0vXvdHbG9LKI22tyVYnwu74tVoe1dCafTHxhPWwRpd2JZQrqHtxy2hNNp+3OLVaHtbQmm0vS3+1L6v7cK+1Fa70fa+BOtzZV+CNbqyL8Ea/XHtsK0L+xKsr4rtfanNX6PtfamtdqML++LVaHtfvJ6TdGFbvBptb0uwPle2JVijK9sS7vPjNrYlWKML2xLKNbS9LaE02t4Wr0bb2+LVZ3tXqnidJ3FhX7wabe+LV6MLGxOsz5V9Cfdsk419CdZoa198xhgjAAAAAAAAAAAAAAAAAAAAAHXE2A4AAAAAAAAAAAAAAAAAAAAAXMVhWwAAAAAAAAAAAAAAAAAAACAADtsCAAAAAAAAAAAAAAAAAAAAAXDYFgAAAAAAAAAAAAAAAAAAAAiAw7YAAAAAAAAAAAAAAAAAAABAABy2BQAAAAAAAAAAAAAAAAAAAALgsC0AAAAAAAAAAAAAAAAAAAAQAIdtAQAAAAAAAAAAAAAAAAAAgAA4bAsAAAAAAAAAAAAAAAAAAAAEwGFbAAAAAAAAAAAAAAAAAAAAIAAO2wIAAAAAAAAAAAAAAAAAAAABcNgWAAAAAAAAAAAAAAAAAAAACOD/AaK2WgrairgeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 6600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Onj2L2bNn4+LFi/jf//731ByaXLp0CW3atIGjoyO+/vpr2NvbY+3atYiMjMS9e/fw0UcfqYz/tPXkRX1PgiBALpcjJycHf/31F1atWoXx48c/9W6tAwcOQC6XV/o7jYuLw/vvv49p06bB2dkZ69atw3vvvYfi4mJMmDABACq9z3Hs2DF07NgRHTp0UHZ7bW1tDaCs+NS8eXOUlJRg8uTJaNSoEdLT07Fr1y5kZmaqbNcq+9v0uCFDhuD06dOYPXs2/P39kZWVhdOnTyM9Pb3CaYYPH46XXnpJZdiGDRswb948ZRu+iP26kJAQNG3aFNOmTYOnpycCAwNx+fJlTJ48GcHBwejcuXOl5jN8+HD06dMHv/zyC86cOYPJkyejtLQUly5dQp8+fTBy5Ej8/fff+OKLL+Dq6opx48ZVOK+qfEeatsVz5szB5MmTMXDgQMyZMwfp6emYNm0aWrdujdjYWNSpU+epn+fNN99Ely5d8NNPP+H27dv49NNPERYWhvj4eOU2pTK/ycOHD0dGRga++eYbbNiwQbk9rVevHgBgypQpmDlzJvr06YPx48dDJpPh/PnzyosUy6WmpuL111/H+PHjMXXqVGzcuBGTJk2Cq6vrE+++PnbsGAYMGIABAwZg2rRpMDU1xc2bN5/6DNhH9wGAsruqhwwZArlcDjs7OwAvbh+FiIhI6whERET0n7Zy5UoBgBATEyOUlJQIOTk5wtatWwUHBwfByspKSE1NFQRBEIYOHSp4enqqTAtAMDMzU44jCIJQWloqBAQECH5+fspho0aNEiwtLYWbN2+qTD9//nwBgHDhwgWVeU6dOlX59759+wQAwr59+5TDhg4dKgAQfvvtN5X5hYeHC3Xr1lX+/fPPPwsAhPXr16uMFxsbKwAQvvvuuye2zdSpUwUAQmpqqlBSUiJkZmYKa9euFczMzAQPDw+hoKBAbZrS0lKhpKREePPNN4UmTZqovAZAkMlkQkZGxhPfVy6XCyUlJcKMGTMEe3t7QaFQKF8LDQ0VQkND1eb7aJtVZ3unpaUJAIRFixY9MbOnp6dgZmYmJCcnK4fFxcUJAAQXFxchLy9POXzTpk0CAGHz5s1PnOevv/6qXDYfV9ll70nLz1dffaUyz9mzZwsAhMOHDwuCIAjHjh0TAAgLFixQGe/27duCmZmZ8NFHH6nM8/H1w9PTUxg6dKhalvDwcJXxfvvtNwGAcOzYMUEQBCEvL0+ws7MTXn75ZZXx5HK50LhxY6FFixZq7VGRGzduCAAEV1dXleU1OztbsLOzEzp37lzhtKWlpUJxcbFQp04d4YMPPlD7HO3bt3/q+5evD506dRJ69+6t8lpl1vWAgAChSZMmQklJicq0ERERgouLiyCXyyuctjIACGPGjFEZNmbMGKGiwyAAgpOTk5Cdna0clpqaKhgYGAhz5sxRDuvWrZvg7u4uPHz4UGX6sWPHCqampsrfgMouE4JQtu4DEP7880+VcUeMGCEYGBiore+7d+8WAAg7dux4WjNUyZkzZwRjY2Nh586dgiD8u4zNmzfvqdOOHTtWsLGxeeI4v//+e6W+S4VCIZSUlAg3b95Ua5fmzZsLHh4eQlFRkXJYTk6OYG9vr/LdVnYdP3nypABA2LRp01M/47P65JNPKv0e5dvtGzduKIf16NFD7TdIEKq2HfT09BQMDQ2FS5cuPfH9y7dRP/74o2BoaKiyTasohyCor/OvvfaaIJVKhVu3bqmM1717d8Hc3FzIysoSBKHy68mL+p7mzJkjABAACBKJRPjkk0+eOk12drYQGBgoeHh4CDk5OU8d39PTU5BIJEJcXJzK8C5dugjW1tYq29BHPWmfw8LCQmUbVC4qKkowNjYWEhISKsxTld8mTSwtLYX333//ieNo2m4+6tChQ4Kpqanw+uuvK/eDnne/riLZ2dnCyy+/rPyeAQhhYWFCenr6U6ctXx/feecdleGvvPKKAEBYuHChyvCgoCAhODhYZdjj60ZVvqPHt8WZmZmCmZmZ2nd369YtQSqVCoMGDarU53l8m33kyBEBgDBr1iyN0z3pN3nevHlqv1mCIAjXr18XDA0Nhddff/2Jmcq3f8ePH1cZXq9ePaFbt25PnLZ837f890ST8u3YypUrNb5eWloq9OrVS7C0tBROnTqlHF7ZfRQiIiJdx+5GiYiI9ESrVq1gbGwMKysrREREwNnZGTt27HjqnVKdOnVSGcfQ0BADBgzA1atXld17bd26FR06dICrqytKS0uV/8qfA3bgwIEq55VIJHj55ZdVhjVq1EjlyuOtW7fCxsYGL7/8ssr7BgUFwdnZWaWroydxdnaGsbExbG1tMXjwYAQHB2Pnzp3KLqh+//13hISEwNLSEkZGRjA2NsYPP/ygsVunjh07wtbWVm343r170blzZ8hkMhgaGsLY2BhTpkxBeno67t+/X4WWqd72trOzg6+vL+bNm4eFCxfizJkzFXbtFBQUBDc3N+XfgYGBAMruaDI3N1cb/vhV4o+7c+cOAM3duAGVW/ae5PXXX1f5u/zZbfv27QNQ1o4SiQSDBw9WaUdnZ2c0bty40svP43r27Knyd6NGjQD82x5Hjx5FRkYGhg4dqvK+CoUCL730EmJjY5GXl1el9+zTp49Kl2lWVlZ4+eWXcfDgQWVXlaWlpfjss89Qr149mJiYwMjICCYmJrhy5YrGZfnVV1/V+F5Lly5FcHAwTE1NlevDnj17qtTNGVB2x+7FixeV39OjbREeHo67d+9Wqtu76tahQwdYWVkp/3ZycoKjo6Py+yssLMSePXvQu3dvmJubq+UuLCxETEyMyjyftkyUs7KyUht30KBBUCgUOHjwoMrw8vUmJSXliZ/n0XylpaVP7OK4tLQUUVFRGDBgALp16/bE+WrSokULZGVlYeDAgfjzzz81dhP6JPfv38dbb70FDw8P5bLl6ekJAMrlKy8vDydPnsQrr7wCExMT5bSWlpZq24zKruN+fn6wtbXFxx9/jKVLlyrvfKwuK1aswOzZszF+/Hj06tWrWudd1e1go0aN4O/vrzafM2fOoGfPnrC3t1duo9544w3I5XJcvnz5mbLt3bsXnTp1goeHh8rwyMhI5Ofnq93J87T15EV9T5GRkYiNjcWuXbvw0UcfYd68eXjnnXcqHL+wsBB9+vTBzZs38fvvv8PS0rJS71O/fn00btxYZdigQYOQnZ2N06dPK4dVZZ9Dkx07dqBDhw7KbfGTVPa36XEtWrTAqlWrMGvWLMTExKh1r/k0iYmJ6NmzJ9q0aYP//e9/ym5rq2u/7lElJSUYMGAA4uLisHz5chw8eBCrV69GSkoKunTpgocPH1ZqPhERESp/l7dvjx491IY/rf2q8h09vi0+duwYCgoK1O5i8/DwQMeOHSvdbfnj+0ht2rSBp6ench8JqNxv8pPs3r0bcrkcY8aMeeq4zs7OaNGihcqwx/f7NWnevDkAoH///vjtt9+euk3UZOzYsdi2bRt+//135R3u2rqPQkRE9CKwSEhERKQnfvzxR8TGxuLMmTO4c+cO4uPjERIS8tTpnJ2dKxxW3q3UvXv3sGXLFhgbG6v8K+8+qqonigHA3Nxc7TkxUqkUhYWFyr/v3buHrKwsmJiYqL13ampqpd/377//RmxsLOLi4pCWlobDhw8ru0nasGED+vfvDzc3N6xduxbHjh1DbGwsoqKiVLKUe7TbwnInTpxA165dAQDLly/HkSNHEBsbi08++QRAWRdHVVGd7S2RSLBnzx5069YNc+fORXBwMBwcHPDuu++qdd9W3v1SufIT9BUN19Q+jyr/3BU9D6gyy15FjIyMYG9v/8Rp7927B0EQ4OTkpNaWMTExz7TcAlB7X6lUCuDfz1veJWLfvn3V3veLL76AIAjIyMio0ntW1FbFxcXIzc0FAIwbNw7R0dF45ZVXsGXLFhw/fhyxsbFo3LixxmVQ07K8cOFCjB49Gi1btsT69esRExOD2NhYvPTSS8+0HAPAhAkT1Nrh7bffBvBsvx3P6/HvDyj7Dss/X3p6OkpLS/HNN9+o5Q4PDwegnvtpy0Q5TRdtVLTMl683T2v3xzM+/jy4Ry1atAjXr1/H1KlTkZWVhaysLGRnZwMoW5+zsrLUno/4qCFDhuB///sfbt68iVdffRWOjo5o2bIldu/e/cSMQFk3g127dsWGDRvw0UcfYc+ePThx4oSy4Fr+OTMzM5Xr7eMeH1bZdVwmk+HAgQMICgrC5MmTUb9+fbi6umLq1KlVLn48buXKlRg1ahRGjhyJefPmPde8NKnqdlDTen3r1i20a9cOKSkp+Oqrr3Do0CHExsYqn7FZ1XW7XHp6usb3c3V1Vb7+qKetJy/qe3J2dkazZs3QtWtXfP7555gxYwa+/fZbnDlzRm3coqIi9O7dG4cPH8bmzZvRsmXLKr1PRcPK26Kq+xyaPHjwAO7u7pUat7K/TY/79ddfMXToUKxYsQKtW7eGnZ0d3njjDaSmpj71Pe/cuYOXXnoJ7u7u2LBhg0qxv7r26x71ww8/YMeOHdiwYQOGDx+Odu3a4Y033sDOnTtx+vRpLFq0qFLzqco+0NO+q6p8R4+vQ+XLSkXr1tP2j8pVtDyWT1/Z3+QnKe+uujKf9Wnb3oq0b98emzZtQmlpKd544w24u7ujQYMG+Pnnn5/6ngAwa9YsLF26FMuWLVPpDldb91GIiIheBD6TkIiISE8EBgaiWbNmVZ5O0wmf8mHlB/S1atVCo0aNMHv2bI3zKD8hWN1q1aoFe3t77Ny5U+Prj94N9CSNGzdGrVq1NL62du1aeHt749dff1Ve6Q6UnSjU5NFxyv3yyy8wNjbG1q1bVQpimzZtqlS+x1V3e3t6euKHH34AAFy+fBm//fYbpk2bhuLiYixduvSZMlZGeZtnZGRoPNlVmWWvIqWlpUhPT1cZT9NyK5FIcOjQIeWJ0UdpGlYdyj/3N998g1atWmkcp6rPQqyorUxMTJR3uZQ/B/Gzzz5TGS8tLU3jM+00Lctr165FWFgYlixZojL8WZ4HVt4OkyZNQp8+fTSO8/hzErWBra0tDA0NMWTIkArvjvD29n6meWt6pl5Fy3x5Ibmi365ysbGxlc52/vx5PHz4UOPzrKKjoxEdHY0zZ84gKCiownkMGzYMw4YNQ15eHg4ePIipU6ciIiICly9fVt6BUtF7nz17FqtWrcLQoUOVw8ufEVvO1tYWEonkiW1VrirreMOGDfHLL79AEATEx8dj1apVmDFjBszMzDBx4sQKcz/JypUrMXz4cAwdOhRLly7VuE49r6puBzVl2LRpE/Ly8rBhwwaV7yguLu65stnb2+Pu3btqw8vvIn/asqvJi/ieHld+N9Ply5fRpEkT5fCioiK88sor2LdvH/78888qPzu2Mtu0qu5zaOLg4FCpu+2fR61atbBo0SIsWrQIt27dwubNmzFx4kTcv3+/wmURALKzsxEeHg6FQoHt27dDJpOpzbc69useFRcXB0NDQ+UdYuV8fHxgb2+P8+fPV3mez6sq39Hj62z5slLRulXZ9aqi5dHPzw9A5X+Tn6T8uefJyclqdxRXp169eqFXr14oKipCTEwM5syZg0GDBsHLy0v5XGZNVq1ahejoaEybNg1RUVEqr+nqPgoREdGzYJGQiIiInmjPnj24d++esmghl8vx66+/wtfXV3llcEREBLZv3w5fX1+NXW2+KBEREfjll18gl8urdDV/VUgkEpiYmKicpElNTcWff/5ZpXkYGRnB0NBQOaygoABr1qx5pkwvsr39/f3x6aefYv369Srdn70IAQEBAIBr164p74J8VGWWvSdZt24d3n33XeXfP/30E4Cy7lGBsnb8/PPPkZKSgv79+z/vx6m0kJAQ2NjYICEhAWPHjq2WeW7YsAHz5s1TFqFzcnKwZcsWtGvXTrncSSQStULJtm3bkJKSojwp+DSa5hEfH49jx45V+QRg3bp1UadOHZw9e1atcPkiPXqnjJmZWZWnNzc3R4cOHXDmzBk0atRI5S6Y55WTk4PNmzerdAH4008/wcDAAO3bt1cZ9/r16wCgvOu5IlW5OGTixIlqXdilpqZi4MCBeOuttzBgwIBKLysWFhbo3r07iouL8corr+DChQvw9PSs8E6l8t/Yx5evZcuWqc23WbNm2LRpE+bPn69s/9zcXGzdulVl3GdZxyUSCRo3bowvv/wSq1ateubfwVWrVmH48OEYPHgwVqxY8dwFworuqKmO7aCmthcEAcuXL690Dk06deqEjRs34s6dOyoXr/z4448wNzev8CKJymauju9Jk/LuFh9d1svvINy7dy82bNjwTN3xXrhwAWfPnlXpcvSnn36ClZWVsoBVlX2Oir6L7t27Y82aNbh06VKNFDFq166NsWPHYs+ePThy5EiF4xUXF6N3795ISkrC4cOHNW7HX8R+naurK+RyOWJjY1XmefnyZaSnp1f6jr7q9DzfUevWrWFmZoa1a9eiX79+yuHJycnYu3cv+vbtW6n5rFu3TqUr06NHj+LmzZsYPnw4gMr/Jj86zuPLY9euXWFoaIglS5Y8sVhXXaRSKUJDQ2FjY4Ndu3bhzJkzFb7vzp07MWLECERFRWHq1Klqr4u1j0JERCQGFgmJiIjoiWrVqoWOHTsiOjoaFhYW+O6773Dx4kX88ssvynFmzJiB3bt3o02bNnj33XdRt25dFBYWIikpCdu3b8fSpUtfyEmY1157DevWrUN4eDjee+89tGjRAsbGxkhOTsa+ffvQq1cv9O7d+7neIyIiAhs2bMDbb7+Nvn374vbt25g5cyZcXFxw5cqVSs2jR48eWLhwIQYNGoSRI0ciPT0d8+fPf+Y71aqzvePj4zF27Fj069cPderUgYmJCfbu3Yv4+PhquyujIi1btoSZmRliYmLUnosEVG7Zq4iJiQkWLFiA3NxcNG/eHEePHsWsWbPQvXt3tG3bFkBZsW7kyJEYNmwYTp48ifbt28PCwgJ3797F4cOH0bBhQ4wePbraP7elpSW++eYbDB06FBkZGejbty8cHR3x4MEDnD17Fg8ePFC7U+9pDA0N0aVLF4wbNw4KhQJffPEFsrOzMX36dOU4ERERWLVqFQICAtCoUSOcOnUK8+bNq9K6GRERgZkzZ2Lq1KkIDQ3FpUuXMGPGDHh7e6O0tLRKmYGyk43du3dHt27dEBkZCTc3N2RkZCAxMRGnT5/G77//XuV5Pk3Dhg0BAF988QW6d+8OQ0PDKhf7vvrqK7Rt2xbt2rXD6NGj4eXlhZycHFy9ehVbtmzB3r17nymbvb09Ro8ejVu3bsHf3x/bt2/H8uXLMXr0aNSuXVtl3JiYGNjb2ys/T3UICAhQFu/LJSUlAQB8fX2VBfaKjBgxAmZmZggJCYGLiwtSU1MxZ84cyGQy5XOjGjRoAAD4/vvvYWVlBVNTU3h7eyMgIAC+vr6YOHEiBEGAnZ0dtmzZorGr0hkzZqBHjx7o1q0b3nvvPcjlcsybNw+WlpYqXfVWdh3funUrvvvuO7zyyivw8fGBIAjYsGEDsrKy0KVLF+X8pk2bhunTp2Pfvn1PbIvff/8db775JoKCgjBq1CicOHFC5fUmTZpU+fe/YcOG2LBhA5YsWYKmTZvCwMAAzZo1q5btYJcuXWBiYoKBAwfio48+QmFhIZYsWYLMzMxK59Bk6tSpymfoTpkyBXZ2dli3bh22bduGuXPnqt1F9jTV/T1NnToV9+7dQ/v27eHm5oasrCzs3LkTy5cvR79+/dC0aVPluH379sWOHTvwySefwN7eXuW5o9bW1k8t1gNlxaqePXti2rRpcHFxwdq1a7F792588cUXyuf6VmWfo2HDhti/fz+2bNkCFxcXWFlZoW7dupgxYwZ27NiB9u3bY/LkyWjYsKHys40bN05tHa+qhw8fokOHDhg0aBACAgJgZWWF2NhY7Ny5s8I7rgDggw8+wN69e/HZZ58hNzdXpQ0dHBzg6+tbpeV51apVGDZsGFauXKl2ccOjhg0bhi+//BKvvvoqPv30U9StWxfXr1/HZ599BgsLC7z11lvP1R7P4nm+IxsbG0RHR2Py5Ml44403MHDgQKSnp2P69OkwNTXVWPDS5OTJkxg+fDj69euH27dv45NPPoGbm5uyK82q/CaXb4e++uorDB06FMbGxqhbty68vLwwefJkzJw5EwUFBRg4cCBkMhkSEhKQlpamso/yrKZMmYLk5GR06tQJ7u7uyMrKwldffQVjY2OEhoZqnObGjRvo168ffHx8MGzYMLXnCJf/Rouxj0JERCQKgYiIiP7TVq5cKQAQYmNjnzje0KFDBU9PT5VhAIQxY8YI3333neDr6ysYGxsLAQEBwrp169Smf/DggfDuu+8K3t7egrGxsWBnZyc0bdpU+OSTT4Tc3FyVeU6dOlX59759+wQAwr59+1SyWFhYqL3H1KlThcd3X0pKSoT58+cLjRs3FkxNTQVLS0shICBAGDVqlHDlypUnfuby+T148OCJ433++eeCl5eXIJVKhcDAQGH58uUas5S3lyb/+9//hLp16wpSqVTw8fER5syZI/zwww8CAOHGjRvK8UJDQ4XQ0FC1+T7aZoJQfe197949ITIyUggICBAsLCwES0tLoVGjRsKXX34plJaWKqfz9PQUevToofa5NH3mGzduCACEefPmaWyLRw0ZMkSoV69ehfN92rL3pOUnPj5eCAsLE8zMzAQ7Ozth9OjRKm1T7n//+5/QsmVLwcLCQjAzMxN8fX2FN954Qzh58qTKPB9fPzw9PYWhQ4eqZfn99981tsfKlStVhh84cEDo0aOHYGdnJxgbGwtubm5Cjx491KZ/kvJ5f/HFF8L06dMFd3d3wcTERGjSpImwa9culXEzMzOFN998U3B0dBTMzc2Ftm3bCocOHVJb5ir6HIIgCEVFRcKECRMENzc3wdTUVAgODhY2bdpU4e/H09Z1QRCEs2fPCv379xccHR0FY2NjwdnZWejYsaOwdOnSp077NJqWz6KiImH48OGCg4ODIJFIVNbBitbhx79rQShr+6ioKMHNzU0wNjYWHBwchDZt2gizZs1Sy12ZZSI0NFSoX7++sH//fqFZs2aCVCoVXFxchMmTJwslJSUq0ysUCsHT01N45513qtQez6Iq6/Pq1auFDh06CE5OToKJiYng6uoq9O/fX4iPj1cZb9GiRYK3t7dgaGio0g4JCQlCly5dBCsrK8HW1lbo16+fcOvWLY2/gRs3bhQaNmwomJiYCLVr1xY+//xz4d133xVsbW3Vcj1tHb948aIwcOBAwdfXVzAzMxNkMpnQokULYdWqVSrzGT9+vCCRSITExMQntsPQoUMFABX+e/Q3X5Py7faj42VkZAh9+/YVbGxslMttucpuByv6HRcEQdiyZYtyejc3N+HDDz8UduzYobbePSmHpu/p3LlzwssvvyzIZDLBxMREaNy4sdpvYWXXk+r+njZv3ix07txZcHJyEoyMjARLS0uhRYsWwtdff622zj3p+3x8m61Jedv/8ccfQv369QUTExPBy8tLWLhwodq4ld3niIuLE0JCQgRzc3O1HLdv3xaioqIEZ2dnwdjYWLku3rt3TxCEqm+vHlVYWCi89dZbQqNGjQRra2vBzMxMqFu3rjB16lQhLy9POd7j24XQ0NAK2/DR39fKLs/ffPONAEDYuXPnk5peEARBuHLlijBkyBBlu9auXVsYMGCAcOHChadOW9F+dEX7kJr2YTWtG8/6HZVbsWKF0KhRI8HExESQyWRCr169qvR5/vrrL2HIkCGCjY2NYGZmJoSHh6vtN1flN3nSpEmCq6urYGBgoPa78eOPPwrNmzdXfp9NmjTRuP17nKZ9i8dt3bpV6N69u+Dm5iaYmJgIjo6OQnh4uHDo0CHlOI8v1+VtW5nf6MrsoxAREek6iSAIwrMUF4mIiOi/TyKRYMyYMfj222/FjkL/USdPnkTz5s0RExOj0g3Y8yx7kZGR+OOPP5Cbm1udUbVSUlISvL29MW/ePEyYMEHsOFRD9uzZg65du+LChQvPfVfQf0VJSQmCgoLg5uaGv/7664W8R4sWLeDp6cm7R7Qcvyf90L9/f9y4cUPtuatEREREVDXsbpSIiIiIRNOsWTP0798fM2fOVHueGBFpNmvWLERFRel1gfDNN99Ely5dlN2aLl26FImJifjqq69eyPtlZ2fj7NmzWL169QuZP1UPfk/6QRAE7N+/H2vXrhU7ChEREZHOY5GQiIiIiES1YMEC/PDDD8jJyYGVlZXYcbTG057xZ2BgUENJtIsgCJDL5U8cx9DQEBKJpIYS1azMzEyEhoYqnxulr3JycjBhwgQ8ePAAxsbGCA4Oxvbt29G5c+cX8n7W1tYoKip6IfOm6sPvST9IJBLcv39f7BhERERE/wnsbpSIiIiISMuUdyP6JFOnTsW0adNqJpAW2b9/Pzp06PDEcVauXInIyMiaCURERERERESko1gkJCIiIiLSMsXFxYiPj3/iOK6urnB1da2hRNojJycHly5deuI43t7esLe3r6FERERERERERLqJRUIiIiIiIiIiIiIiIiIiPaOfDzIhIiIiIiIiIiIiIiIi0mNGYgfQZQqFAnfu3IGVlRUkEonYcYiIiIiIiIiIiIiIiEiPCYKAnJwcuLq6wsDgyfcKskj4HO7cuQMPDw+xYxAREREREREREREREREp3b59G+7u7k8ch0XC52BlZQUA8A2ZButa9UROo1n67YO4dfpb+Id+DgsbH7HjaKTtGbU9HwDkZV3H5QMT8cknn6Br165ix9Ho0qVLGDlyJL7//nvUrVtX7DgaaXtGbc8HMGN10faM2p4P0I2Mf/31F2bPno3+i/rD0c9R7Dg66eL+i/h7/t9sw+fEdnx+bMPqUd6O2rrfrQvHBcxYPbT9+EoX9nOYsXpoe0ZtzwcwY3XR9ow8tqoe3Kd9fmzD6sF2fH4p51OwceJGZQ3rSVgkfA7lXYxa16oHG9eWIqfRrDD3DgDA2qEBrBwaipxGM23PqO35AMDQ2BwAEBgYiPbt24ucRjNLS0sAQNOmTREcHCxyGs20PaO25wOYsbpoe0ZtzwfoRsbbt28DADwae8CjMXsmeBZZKVkA2IbPi+34/NiG1aO8HbV1v1sXjguYsXpo+/GVLuznMGP10PaM2p4PYMbqou0ZeWxVPbhP+/zYhtWD7Vh9KvOYvCd3RkpERERERERERERERERE/zksEhIRERERERERERERERHpGRYJiYiIiIiIiIiIiIiIiPQMi4REREREREREREREREREeoZFQiIiIiIiIiIiIiIiIiI9wyIhERERERERERERERERkZ5hkZCIiIiIiIiIiIiIiIhIz7BISERERERERERERERERKRnWCQkIiIiIiIiIiIiIiIi0jMsEhIRERERERERERERERHpGRYJiYiIiIiIiIiIiIiIiPQMi4REREREREREREREREREeoZFQiIiIiIiIiIiIiIiIiI9wyIhERERERERERERERERkZ5hkZCIiIiIiIiIiIiIiIhIz7BISERERERERERERERERKRnWCQkIiIiIiIiIiIiIiIi0jMsEhIRERERERERERERERHpGRYJiYiIiIiIiIiIiIiIiPQMi4REREREREREREREREREeoZFQiIiIiIiIiIiIiIiIiI9wyIhERERERERERERERERkZ5hkZCIiIiIiIiIiIiIiIhIz7BISERERERERERERERERKRnWCQkIiIiIiIiIiIiIiIi0jMsEhIRERERERERERERERHpGRYJiYiIiIiIiIiIiIiIiPQMi4REREREREREREREREREeoZFQiIiIiIiIiIiIiIiIiI9wyIhERERERERERERERERkZ4xEjuAvmvfxAyN65jC190Yvm4msDAzwO4TeZizKl3saAAAawsDtG1shlYNzODtaoxaNoYokQM3UoqxMyYPO4/lQRDETgmMeMUGdWubwN3JCDILAxSVCLiXIceRs/nYdCAX2XkKsSOq6dLCHJMiawEA5q9Nx/ajeSInIiIifRf3px+uHXVDyjkHpJyvhaJcKZr2u4ghy3aJHU1n5GWYIn6rLxJ2e+FuQi08vGsJQ2M5XOqlo+WgBLR4/QIMeJlepWyeFoLbcU54cNUGeRlmMDYtha1HNhqGX0e7EWdhYVcodkSdFPtrANaN7gYAGLDob7R+44LIiarXTzNd4Wyv+TA346EcfSel1HCiijX0leLVjlao7yOFlbkBcvIVuHGnGOv35uD4BfGW726tLPDxG/ZPHEeuENBl7O0aSqRZm4Zm6N3BCrWdjGBtYYD0bAWu3CrG73uykXCjWNRsREREADC98TBk3rbW+JqVYx5mXlxRw4l027VjrjiwpAmSYl2QlymFhW0RXALTEDo6DvW6JIkdT2sd/ykQP4/t+sRxJAYKfJn2TQ0l0m3nd3jj4PdBuHfZFvmZZrB2yoN74/sIe/s0vFukih3vmbBIKLLBL8ng52GC/EIFHmTJYWGmXWeNQoPN8cFAO6Q/lOPMpULczyyFrZUh2gWZ48PBpmhZ3wzTlqeJHRN9O1rhyu1inEosRFaOHKZSAwR6myAywgYRbS0xdt493M+Uix1TycHWEO/0t0N+oQLmptr1nRMRkf76a0EL3DnvAKllMWQuubh/RSp2JJ0T92cd/D6+I6yd8lCn3W3YuOcg57454rf64Zf3OiNhtxeGrd4GiUTspNrvwJImcG90H/5ht2DlUIDifCMknXTBzi9a4diPDfD+rt9g654jdkydkplsifUfh0FqWYyiXBOx47wwufkKrN+nvmwUFGnPhYODX7JGVE8bZOXIEXO+AOkP5ZBZGsLPwxiN/U1FLRJeTS7G6m0PNb7W0FeK4ABTnBAxHwC81ccG/Ttb42GuHIfPFiA7Vw5XB2O0aWSGdkFm+GJNBnYf50WYREQkPlPrIoS+dUZtuNSiRIQ0uuuv+c2x/bM2sLDPR/2uSbB2zkNeuimSzzni6mE3FgmfwK3hA3T7KEbja9dj3HDloAcCO9+s4VS66c/otti3uCks7ArQMPwaLOwLkXZdhvM7fBC/xQ8DF/+FFq9dFDtmlbFIKLLv1mfiQaYcKQ9K0biOFF9+4CR2JBXJ90rw6dIHiDlXAMUjdwyu2JyF7z5yRvsm5mjfxAwHzxSIFxJAxLjbKClVHx7VU4bBL8kwqJs1Fv2SWfPBKvDREHtk58lxKK4AA7povqKIiIiopvWefRA2rrmo5ZOFq0fcsLhnX7Ej6RwH30y8uXYL6ne7AQPDf3eeIqKPYmHn1xC/1Q9nN/shqNdVEVPqhs9vLoGxqfpFXttmtcbuhS2w+8tm6L9gnwjJdJMgAD+/0wUWdgVoFHEN+75tKnakFya3QFFhkUsbhAabI6qnDU4mFmDq92koKFLtmsVQ5GsIryWX4Fqy5vb7ZkLZ8eq2w7k1GUmFrbUBXu1ohYyHcgyffRdZuf8Wf4P8pVj4vhMie8hYJCQiIq1gJitC94nHxY6h085srIPtn7WBf+gtRP24FaZWqgVWeQlvwHgS94ZpcG+o+SafL7v2BwC0GXquJiPppOx75ti/pAmsHPPw0aF1sHL4tx5y5ZA7Fvd6FTs/b6WTRUKtW4OSkpIgkUgQFxcndpQaEXe5CCkPNFS3tMSZy0U4Gq9aIASAzGwFthwqOzAMqmMqQjJVmgqEALD/VD4AwNVBe+rhfTpYoYm/FHPXZKCwWAv6aiUiIvpHnXbJcPDN4l1uz8G/fTIahl9XKRACgLVTPkKGlR14XT3iLkY0naOpQAgAQa9cAQCk35DVZBydd3BZEK4c9MCgb3fDxJxXrotFIgFGvmKDwmIFZq9MVysQAoBce254VOHlYoz6PlI8yCxFzHnxLhJ1sjOCoYEEiUlFKgVCoOz4Oq9AAZml1p3qICIiomegUABbpofA2KwEbyzfqVYgBABDYy3dedJydxPscfOkC2QuOajXNUnsOFov47YVBIUBPJumqhQIgbJzKVLLIuRlmImU7vloT+VEBLdu3cKYMWOwd+9emJmZYdCgQZg/fz5MTP67Xe9Up1K5oPK/NmrTsGzFvJ6iHSdCajsbYUQvGTbsy0H81SI0qSt+gZWIiIhqhqFxWdHL0IgHsc/jwk5vAIBrffG7vNcVqZdssXVGCNqPioNvmzu4fNBD7EgvlLGRBJ1bmMPR1giFxQKupxQj/kqR2oWPYqjvI4VLLSMcOJ2PnHwFWjYwhbeLMYpLgYtJRVr9LL2X21kCALYfzRO1LVPul6K4RECglxQ2lgZqdxJamBngUFy+eAGJiIgeIS82xMnf6iIz2Rom5iVwrZ8G3zYpahcVkmZJJ1yRcUuGxj2vwMymEBf+8sLdRHsYS+WoHZyqs8+A0wZHVzcAALQanMDlsRIcfLNgJC3FzVPOyHlgpnYnYVGuFI0idLPHIK0qEhYXv5gDopKSEhgbG6sMk8vl6NGjBxwcHHD48GGkp6dj6NChEAQB33zDh3Q+jYEB0LWlBQDgRIK4z6N4VP/OVjCTGsDCVAJ/TxM08jPFlVvF+GlXttjRYGAATBpqj/uZcqzYrL3dHxEREVH1k5dKEPtLIAAgoFOSuGF0zN5vglGUZ4zCbCluxznieowb3BvdR+cPToodTSfISyVYN7obbNxz0CP6iNhxaoS9zBCTI2upDLuTVoq5a9IRf6VIpFRlAjzLLkjNyJZj2URn+LqrXqB69kohpi1Pw8Nc7bqYwMRYgs4tLCBXCNh+VLyuRgEgJ1+BZRsz8XZfW6yc4oLDcQV4mCeHm4MxWjc0Q2xCAb78KUPUjEREROWy71lg7VsvqQyz93yIgd/uhl9IikipdMet02VdnVs75WFBh4G4c8FB5XXfNskYtmo7LGuJ+ygsXVNcYIiTvwVAYqBAqyHnxY6jEyxsi9Bz+mFsnNwen7cegoY9rsHCvgBp121wfqc36na4iX4L9ood85lUqQ+OLVu2wMbGBgpF2QFLXFwcJBIJPvzwQ+U4o0aNwsCBAwEA69evR/369SGVSuHl5YUFCxaozM/LywuzZs1CZGQkZDIZRowYofaeCoUCI0aMgL+/P27evKnM0bRpU5iamsLHxwfTp09Haem//U1KJBIsXboUvXr1goWFBWbNmqU237/++gsJCQlYu3YtmjRpgs6dO2PBggVYvnw5srPFLyhpu5Gv2MDHzQTHzxfgZKIWFQk7WWNoDxn6drJGIz9THD9fgI+/vY/sPPEPst8Il8HPwwRf/JiO4hJenUFERKRPtk4Pwd3EWgjsnITATrfEjqNT9i0Oxq65rXBgaRNcj3FDYOckjPp9EyzstGcfVJvtmtsSyfEOGPTtXzAx09yF63/JzmO5GL/oHl79OBnd37uNqJl3sflQDpztDPH5GAf4uBk/fSYvkI1V2SF4z3aWMDGWYNyiewj/oCzniQsFaFzHFFOH13rKXGpeWLA5rMwNcOJCIR5kir8cbdyfi6nL0iCRAD3aWmJQNxlCg81xP7MUu2Ly1LohJSIiEkPLQQl4e9N6zLy4HHOTF+Pjw2vRJvIcMm5ZY1n/Xkg5r33bfG2Tk1bWS9yR/zVCSaERxvy5Hl/c+g4fH1mDgI5JuHbUHSuHhYucUvfEbfJHwUNTBHa+CVt3cS8A0yXtR57Fm2u2QlBIELOmAfYsao6zm+vA1j0XLQYmqnVDqiuqVCRs3749cnJycObMGQDAgQMHUKtWLRw4cEA5zv79+xEaGopTp06hf//+eO2113Du3DlMmzYN0dHRWLVqlco8582bhwYNGuDUqVOIjo5Wea24uBj9+/fHyZMncfjwYXh6emLXrl0YPHgw3n33XSQkJGDZsmVYtWoVZs+erTLt1KlT0atXL5w7dw5RUVFqn+XYsWNo0KABXF1dlcO6deuGoqIinDp1SuPnLyoqQnZ2tso/ffRqByv072yNW6klmLM6Xew4KvpOSkHHt2/h1Y+TMWXZA7g6GOH7yc6o4yHuyYAATxO83s0av+/J0eouhIiIiKj67V8ShH2Lm8KxTgZeX7JL7Dg6Z+bFFViU8RVmXlyOqB+3Ii1Jhnmhg3D7rMPTJ9ZzN0854e8vm6PDmNN60xXTj9uzceZyETJzFCgqEZB0twSLfs7EH3tzYGpigMge4j7L0sDgn4e+SoBpy9MQd7kIhUVlOad8n4b7maUI8jdFPW/tegRGRNuyrka3HtaOk0gDu1lj+qha2BWTh9ejU9D9vdsYNecu7qaV4tOoWhjZ20bsiERERHjp4+Pwb58MK8d8mJiXwqVeOvov3Iuwt0+jpMAYO79oKXZErSfIy/adBAEYtnrbP89+K4FLYAai1myFjWsOrh1xx40TziIn1S3H/ulqtE3kOZGT6JbdXzbDD0Mi0HxgAj49vRJzkxdj/L6fYO/5EGtGvoTNU0PEjvhMqlQklMlkCAoKwv79+wGUFQQ/+OADnD17Fjk5OUhNTcXly5cRFhaGhQsXolOnToiOjoa/vz8iIyMxduxYzJs3T2WeHTt2xIQJE+Dn5wc/Pz/l8NzcXPTo0QOpqanYv38/HB0dAQCzZ8/GxIkTMXToUPj4+KBLly6YOXMmli1bpjLfQYMGISoqCj4+PvD09FT7LKmpqXByclIZZmtrCxMTE6Smaj6AnjNnDmQymfKfh8d/+1kemvTpYIUx/WyRdLcEHyy6pxV36GmSmaPA4bMF+PDr+7C2MMTEofaiZTEwACZF2uP2/VKs3JIlWg4iIiKqeQeWBmHTJ6Fw8k/H2M3rYWnPu9+elZVjPhpFXMPbGzYiL8MU60Z3FTuSVpOXSrB2dDc4+GYifHKM2HFEt/lQWXGroZ9U1Bw5+WXHT3fTSnHjjupz04tLBMT+8yiHAC9xcz7K09kIDXyluJ9ZiuPnxb86uom/FCN62eBofAGWrM/C3XQ5ikoEXLldginL0vAgsxT9OlnBtZZWPV2FiIhIqc2wssLMtaNuIifRfmY2ZV3F23tlw7We6s0qJmZyBHQs63nw1mkWCSsr9aIdbpxwhY1rDup1SRI7js64fNAd22aGoGH4dfSefQi1vLJhYl4Kj8YP8OaarZC55GDf4mCk3RD3osRnUeW95rCwMOzfvx/jxo3DoUOHMGvWLKxfvx6HDx9GVlYWnJycEBAQgMTERPTq1Utl2pCQECxatAhyuRyGhoYAgGbNmml8n4EDB8Ld3R179uyBubm5cvipU6cQGxurcuegXC5HYWEh8vPzleM+Ot/u3bvj0KFDAABPT09cuHABQFm3pI8TBEHjcACYNGkSxo0bp/w7OztbrwqF/Ttb4a0+trieUowJX93XiS5c7mfKcTO1BHU8TGBtYSBKUdNMKoGHU9mdjLu+rq1xnAmD7TFhsD3W783G4j+yajAdERERvSh7vwnG5qnt4BKYhrc3bdDZrke0ja17DpzrZiDlnCNy001ZeK1AUZ4xHly1BQBMcBmrcZxf3++MX9/vjPajzqDPnIM1Ga/GZeWUdZFpJq3SdbLVLvleWWEwt0DzcUnuP0VEqbHmY1IxRLSzAgDsOJoHhRY8NaFlg7Jux+Iuq6/7RSUCLt4sRrsgc/h5GONOWqnaOERERGKz+uf5ecX54vZ8pgsc/TIBAGYyzc+VLi8ilhTy4qDKOrqq7C7CloMvwMBQC3budETCX94AAL+2yWqvmZiXwrPpPcRv9UNyvANqeT+s6XjP5ZmKhD/88APOnj0LAwMD1KtXD6GhoThw4AAyMzMRGhoKQHOxTRDUFzoLCwuN7xMeHo61a9ciJiYGHTt2VA5XKBSYPn06+vTpozaNqampxvmuWLECBQVlP77GxmU/vs7Ozjh+/LjK9JmZmSgpKVG7w7CcVCqFVKo9V3TWpIHdrDGilw2u3C7Gh19rxzP+KsteVlaQVoh0RFtSCmw7orlbHn8PE9SpbYL4q4W4fa8UF9gVKRER0X/C7i+bYdvMELg1vI/RGzaykFXNHqaWdX3Ig9qKGZnI0WrweY2vJcc7IjneET6tUuDolwmv5ndrOF3NC/znzjyxi0ZnrxShVC7AzcEYRoZA6WOP9/NyLTteTU3XjuKWsRHQpYU55AoB249qR1ejxkZl5xlkloYaX5dZlhWCS7SjCYmIiNTcPFV215u9p24VEsTg2yYFBkZypF2XobTYAEYmquek7yaW9R5n56GfjwWrqpJCQ5z8LRASAwVaDb4gdhydIi8p28fM/ec5mY8rH24kFf/53VVV5SJh+XMJFy1ahNDQUEgkEoSGhmLOnDnIzMzEe++9BwCoV68eDh8+rDLt0aNH4e/vr7yL8ElGjx6NBg0aoGfPnti2bZuy+BgcHIxLly6pdE36NG5u6rdut27dGrNnz8bdu3fh4uICAPjrr78glUrRtGnTSs9bHwzubo2ol21w6WYRPvrmgbKLHG3h4WSE3AIFMrNVc0kkwLCXZbCzNsT5a0XILRDnJFJxiYAF6zI0vja0hwx1apvgr5g8bD+aV8PJiIiI6EXYNa8FdsxpDY+ge3hr/UZY2Gq+6pUqdu+yLcxkRbB2ylcZrlAAOz5rjdwH5vBucQfmNmzbipiYyfHa13s0vrbj85ZIjndE89cS0fqN/87JAS8XY6Q/lKsdrzjYGuLdAWV3Vf59Qtx97uw8BfadykeXFhZ4/SUZVm/79+Rg0wBTNA80RW6+AicStOPO47Bgc1hbGOLYuQI8yNSOEx7xV4vQO8wKESGW2HooF2kP/83Vop4pGvhIUVSswIXr/H0gIiLx3E20g7VzntqxQGayJf74OAwA0Kz/JRGS6RZL+0I06X0Fp34PwO6FzdF94r83/VzaVxuX9nrC1LoIAZ2TxAupQ+L+rIP8LFPU73Ydtu7acQGYrvBpdQeHlgfh2I8N0CbyHGxc/z2uSNjtiRvHXWFsWgrvFrp3AWaVi4TlzyVcu3YtvvrqKwBlhcN+/fqhpKQEYWFhAIDx48ejefPmmDlzJgYMGIBjx47h22+/xXfffVfp93rnnXcgl8sRERGBHTt2oG3btpgyZQoiIiLg4eGBfv36wcDAAPHx8Th37hxmzZpV6Xl37doV9erVw5AhQzBv3jxkZGRgwoQJGDFiBKytravUJs8jpLEZQhqVVZntrMuKp/W9TfDREDsAZQeRSzdk1Viex3VtaYGol20glws4d7UIfTpYqY2Tml6KXTHiHWy3qGeGUX1sEH+lCHfSSpGdJ4etlSEa15HC1aHsRMGCdelPnxEREZGei9/mg3PbfQEAOffKunBPinXGujFdAACWdgXoNfNwhdMTcOLnQOyY0xoGhgr4tLqDg8uC1Maxq52NloMSaz6cDknc44nNU9vCt80d1PLKgrldIXLum+PaUTekJ9nA2ikPAxZpLoCR/goNNsfArtY4c7kQqemlyC8U4FrLCK0amEJqYoCY8wX47W/xrzJf8kcmAr1MMLSHDEH+Uly6WQwnOyO0bWwGhQAsWJeOPJEucHxcj7Zld+1uPaw9J5EOnsnHycQCNAs0w8opLjh8Nh8Z2Qp4OhuhVQMzGBhIsPzPLJ3q/YaIiP574v6sgz1fNYNf22TYe2ZDalmM9CQZEv7yRkmhEep1uYEOY0+JHVMnvDLrIG6ecsauua1w9bA7aje5h4zb1ji3zRcSQwVeW/Q3zGXsna0yjq0u62q09VDNPY5QxRr3ugL/H2/h8oHamNNqCBpFXIOVYz7uXbZDwi5vCIIEEVOOwMJO93oReqbOejt06IDTp08rC4K2traoV68e7ty5g8DAQABld/z99ttvmDJlCmbOnAkXFxfMmDEDkZGRVXqv999/HwqFAuHh4di5cye6deuGrVu3YsaMGZg7dy6MjY0REBCA4cOHV2m+hoaG2LZtG95++22EhITAzMwMgwYNwvz586s0n+fl526Cl1pbqgxzdTCGq8O/3cyIWSR0+edh74aGEvTtpLl4Gne5UNQi4amLhdh6OBcNfKTwdTeDpZkBCooFJN8vwe5tD7FhX47W3f1IRESkjVLOOSD253oqw9KTbJCeZAMAsPXIZpHwKdJvlu0vKeQGOLC0icZxfEOSWSR8irqht9Fm6HlcP+6KO+f9UPBQChPzEjj4ZaFZ/xi0HxXHOzRJzZnLhfBwNIKfhwnqe0thKpUgN1+Bc9eKsPtEPnYf146eO7JyFRgz9x4Gd7dG28bmqOctRX6hAjHnC/DTrmwkJmnHSa7azkZo5GeK+5mlOH5eO+5sBABBACYtfoBXQq3QoZk52jY2h6mJBNn5Chy/UIiN+3NwMlH3Ts4QEdF/S512ybh/1RYp5xyQFOuC4nwjmMmK4N3yDpoNSETzARch0Z5HEGs1K4cCfLD7F/w1vwXObfNFUqwLpJbFqNf1Bjq/fxJezVPFjqgTUi/Z4nqMG2xcc1CvS5LYcXSOgQEw6rc/cWhFI5zZ4I/4rb4oKTCGuW0hArskof3IOAR0vCV2zGfyTEXC+fPnqxXT4uLi1MZ79dVX8eqrr1Y4n6SkJLVhXl5eas8uHDduHMaNG6f8u1u3bujWrVuF89X07ENNateuja1bt1Zq3Bdl9baHKl3MaBttzwcASXdL8PWvmWLHeCa60L5ERKQ/uk88rtJ9C1Ud27B6uNRLR995+8WO8Z/1X11O468UIf6KbhSPc/IVWLI+C0vWZ4kdpUK3UkvR8W3tPNEhVwDr9+Vg/b4csaMQERFp5BeSAr+QFLFj/GdY2Bah9+xD6D37kNhRdJZz3UwsyvhK7Bg6zdBYgbDRcQgbHSd2lGplIHYAIiIiIiIiIiIiIiIiIqpZLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzRmIH+C/Iy7oOQ2NzsWNoVJB9GwCQdnMf8jKvipxGs6y7JwFob0Ztzwf8+z0fOXJE5CQVu3HjBgAgMTFR5CQVK8+mrRm1PR/AjNVF2zOW59q+fbvWZiz/zdHmjOW/2Ql/J+De5Xsip9FN149fB8A2fF5sx+dX3oZsv+eTfisdALR+n1ubjwt04dhFFzJq+/EVj62qBzM+P23PB+hWRm0+dtH24yseW1UPHhc8P7Zh9eDx1fO7f/V+pceVCIIgvMAs/2nZ2dmQyWRixyAiIiIiIiIiIiIiIiJSevjwIaytrZ84Du8krAaffPIJAgMDxY6h0ZEjR7BkyRIEdloEC1s/seNolHZzH5JiF2htRm3PB+hGxrzMq0jc8z5mzpyJ8PBwseNolJiYiMGDB2Pt2rVauU5rez6AGauLtmfcvn07oqOjMXjZYDj5O4kdR2cl/J2AHbN3sB2fA9uwerAdn9+9y/ewdtRajB49GiEhIWLH0ejGjRuIjo7GzJkz4e3tLXYcjbQ9I4+tqgczPj8eW1UPZnx+2p4P0I2MPL56ftyfrR5sx+fHNqwePL56fomJiZg9e3alxmWRsBp07doV7du3FztGhZYsWQILWz9YOTQUO4pG5V3MaGtGbc8H6EbGct7e3ggODhY7xhMFBgZqdUZtzwcwY3XR1ozl3cs4+TvBo7GHyGl0V3m3GWzHZ8c2rB5sx+oTEhKC119/XewYGp0+fRrR0dEIDw/Xym0LoBsZeWz1/Jix+vDYqnow4/PT9nyAdmfk8dXz4/5s9WA7Pj+2YfXi8dWzO3jwYKWLhAYvOAsRERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeMRI7AGm/9k3M0LiOKXzdjeHrZgILMwPsPpGHOavSxY4GALC2MEDbxmZo1cAM3q7GqGVjiBI5cCOlGDtj8rDzWB4EQeyUwIhXbFC3tgncnYwgszBAUYmAexlyHDmbj00HcpGdpxA7opouLcwxKbIWAGD+2nRsP5onciIioorF/emHa0fdkHLOASnna6EoV4qm/S5iyLJdYkfTGXkZpojf6ouE3V64m1ALD+9awtBYDpd66Wg5KAEtXr8AA15i9lSbp4XgdpwTHly1QV6GGYxNS2HrkY2G4dfRbsRZWNgVih1RJ8X+GoB1o7sBAAYs+hut37ggciKiZ/PTTFc422s+FM94KEffSSk1nKhiDX2leLWjFer7SGFlboCcfAVu3CnG+r05OH5BvN+ybq0s8PEb9k8cR64Q0GXs7RpKpFmbhmbo3cEKtZ2MYG1hgPRsBa7cKsbve7KRcKNY1GxERE8zvfEwZN621vialWMeZl5cUcOJdNe1Y644sKQJkmJdkJcphYVtEVwC0xA6Og71uiSJHU+rHf8pED+P7frEcSQGCnyZ9k0NJdJd53d44+D3Qbh32Rb5mWawdsqDe+P7CHv7NLxbpIodj0TEIiE91eCXZPDzMEF+oQIPsuSwMNOus4Ohweb4YKAd0h/KceZSIe5nlsLWyhDtgszx4WBTtKxvhmnL08SOib4drXDldjFOJRYiK0cOU6kBAr1NEBlhg4i2lhg77x7uZ8rFjqnkYGuId/rbIb9QAXNT7frOiYg0+WtBC9w57wCpZTFkLrm4f0UqdiSdE/dnHfw+viOsnfJQp91t2LjnIOe+OeK3+uGX9zojYbcXhq3eBolE7KTa7cCSJnBvdB/+Ybdg5VCA4nwjJJ10wc4vWuHYjw3w/q7fYOueI3ZMnZKZbIn1H4dBalmMolwTseMQPbfcfAXW71P/HSgo0p4LBwe/ZI2onjbIypEj5nwB0h/KIbM0hJ+HMRr7m4paJLyaXIzV2x5qfK2hrxTBAaY4IWI+AHirjw36d7bGw1w5Dp8tQHauHK4OxmjTyAztgszwxZoM7D7OizCJSLuZWhch9K0zasOlFiUipNFNf81vju2ftYGFfT7qd02CtXMe8tJNkXzOEVcPu7FI+BRuDR+g20cxGl+7HuOGKwc9ENj5Zg2n0j1/RrfFvsVNYWFXgIbh12BhX4i06zKc3+GD+C1+GLj4L7R47aLYMUkkLBLSU323PhMPMuVIeVCKxnWk+PIDJ7EjqUi+V4JPlz5AzLkCKB65Y3DF5ix895Ez2jcxR/smZjh4pkC8kAAixt1GSan68KieMgx+SYZB3ayx6JfMmg9WgY+G2CM7T45DcQUY0EXzlWNERNqk9+yDsHHNRS2fLFw94obFPfuKHUnnOPhm4s21W1C/2w0YGP67UY2IPoqFnV9D/FY/nN3sh6BeV0VMqf0+v7kExqbqF/5sm9Uauxe2wO4vm6H/gn0iJNNNggD8/E4XWNgVoFHENez7tqnYkYieW26BosIilzYIDTZHVE8bnEwswNTv01BQpNo1i6HI1xBeSy7BtWTN7ffNhLLj1W2Hc2sykgpbawO82tEKGQ/lGD77LrJy/y3+BvlLsfB9J0T2kLFISERaz0xWhO4Tj4sdQ2ed2VgH2z9rA//QW4j6cStMrVSLq/ISXpT/NO4N0+DeUPPNH1927Q8AaDP0XE1G0jnZ98yxf0kTWDnm4aND62Dl8O858iuH3LG416vY+XkrFgn1mNb9EiUlJUEikSAuLk7sKPSPuMtFSHmgobqlJc5cLsLReNUCIQBkZiuw5VDZgWFQHVMRkqnSVCAEgP2n8gEArg7aU7Pv08EKTfylmLsmA4XFWtBXKxFRJdRplwwH3yze5fYc/Nsno2H4dZUCIQBYO+UjZFjZgdfVI+5iRNMpmgqEABD0yhUAQPoNWU3G0XkHlwXhykEPDPp2N0zMedU60YsmkQAjX7FBYbECs1emqxUIAUCuPTc8qvByMUZ9HykeZJYi5rx4F4k62RnB0ECCxKQilQIhUHZ8nVeggMxS607HEBFRNVIogC3TQ2BsVoI3lu9UKxACgKGxlm5QdcDdBHvcPOkCmUsO6nVNEjuOVsu4bQVBYQDPpqkqBUKg7DyK1LIIeRlmIqUjbaA9VQkRvPfeezh8+DDOnz+PwMBAFib/g0rlgsr/2qhNw7If4esp2nHSq7azEUb0kmHDvhzEXy1Ck7riF1iJiEh8hsZlhS9DIx7IPqsLO70BAK71xe8GXVekXrLF1hkhaD8qDr5t7uDyQQ+xIxFVC2MjCTq3MIejrREKiwVcTylG/JUitQsfxVDfRwqXWkY4cDofOfkKtGxgCm8XYxSXAheTirT6WXovt7MEAGw/midqW6bcL0VxiYBALylsLA3U7iS0MDPAobh88QISEVWSvNgQJ3+ri8xka5iYl8C1fhp826SoXVRI6pJOuCLjlgyNe16BmU0hLvzlhbuJ9jCWylE7OJXPgHtOR1c3AAC0GpzA5fEpHHyzYCQtxc1Tzsh5YKZ2J2FRrhSNIthbkD7TqiJhcfGLOdgoKSmBsbGx2nBBEBAVFYXjx48jPj7+hbw3icfAAOja0gIAcCJB3OdRPKp/ZyuYSQ1gYSqBv6cJGvmZ4sqtYvy0K1vsaDAwACYNtcf9TDlWbNbe7o+IiKhmyUsliP0lEAAQ0ClJ3DA6ZO83wSjKM0ZhthS34xxxPcYN7o3uo/MHJ8WOphPkpRKsG90NNu456BF9ROw4RNXKXmaIyZG1VIbdSSvF3DXpiL9SJFKqMgGeZc/9zMiWY9lEZ/i6qz4H9OyVQkxbnoaHudp10YiJsQSdW1hArhCw/ah4XY0CQE6+Ass2ZuLtvrZYOcUFh+MK8DBPDjcHY7RuaIbYhAJ8+VOGqBmJiCoj+54F1r71ksowe8+HGPjtbviFpIiUSjfcOl3W/bW1Ux4WdBiIOxccVF73bZOMYau2w7KWuI9H0kXFBYY4+VsAJAYKtBpyXuw4Ws/Ctgg9px/Gxsnt8XnrIWjY4xos7AuQdt0G53d6o26Hm+i3YK/YMUlEVerfYsuWLbCxsYFCUXYwEBcXB4lEgg8//FA5zqhRozBw4EAAwPr161G/fn1IpVJ4eXlhwYIFKvPz8vLCrFmzEBkZCZlMhhEjRqi9p0KhwIgRI+Dv74+bN28qczRt2hSmpqbw8fHB9OnTUVr6b1+OEokES5cuRa9evWBhYYFZs2Zp/Dxff/01xowZAx8fn6o0A+mIka/YwMfNBMfPF+BkohYVCTtZY2gPGfp2skYjP1McP1+Aj7+9j+w88Q+y3wiXwc/DBF/8mI7iEl6FQ0REZbZOD8HdxFoI7JyEwE63xI6jM/YtDsauua1wYGkTXI9xQ2DnJIz6fRMs7LRnv0Sb7ZrbEsnxDhj07V8wMdPchSuRLtp5LBfjF93Dqx8no/t7txE18y42H8qBs50hPh/jAB839Qtca5KNVdlpgp7tLGFiLMG4RfcQ/kFZzhMXCtC4jimmDq/1lLnUvLBgc1iZG+DEhUI8yBT/N2Pj/lxMXZYGiQTo0dYSg7rJEBpsjvuZpdgVk6fWDSkRkbZpOSgBb29aj5kXl2Nu8mJ8fHgt2kSeQ8Ytayzr3wsp57VvW6BNctLKeg478r9GKCk0wpg/1+OLW9/h4yNrENAxCdeOumPlsHCRU+qmuE3+KHhoisDON2HrLu6FQbqi/cizeHPNVggKCWLWNMCeRc1xdnMd2LrnosXARLVuSEm/VKlI2L59e+Tk5ODMmTMAgAMHDqBWrVo4cOCAcpz9+/cjNDQUp06dQv/+/fHaa6/h3LlzmDZtGqKjo7Fq1SqVec6bNw8NGjTAqVOnEB0drfJacXEx+vfvj5MnT+Lw4cPw9PTErl27MHjwYLz77rtISEjAsmXLsGrVKsyePVtl2qlTp6JXr144d+4coqKiqvIx6T/g1Q5W6N/ZGrdSSzBndbrYcVT0nZSCjm/fwqsfJ2PKsgdwdTDC95OdUcdD3JMBAZ4meL2bNX7fk6PVXQgREVHN2r8kCPsWN4VjnQy8vmSX2HF0ysyLK7Ao4yvMvLgcUT9uRVqSDPNCB+H2WYenT6znbp5ywt9fNkeHMafZFRP95/y4PRtnLhchM0eBohIBSXdLsOjnTPyxNwemJgaI7CHuc0sNDP55uK8EmLY8DXGXi1BYVJZzyvdpuJ9ZiiB/U9TzNnnyjGpYRNuyrka3HtaOk4UDu1lj+qha2BWTh9ejU9D9vdsYNecu7qaV4tOoWhjZ20bsiERET/TSx8fh3z4ZVo75MDEvhUu9dPRfuBdhb59GSYExdn7RUuyIWk2Ql21PBQEYtnrbP89+K4FLYAai1myFjWsOrh1xx40TziIn1T3H/ulqtE3kOZGT6I7dXzbDD0Mi0HxgAj49vRJzkxdj/L6fYO/5EGtGvoTNU0PEjkgiqlKRUCaTISgoCPv37wdQVhD84IMPcPbsWeTk5CA1NRWXL19GWFgYFi5ciE6dOiE6Ohr+/v6IjIzE2LFjMW/ePJV5duzYERMmTICfnx/8/PyUw3Nzc9GjRw+kpqZi//79cHR0BADMnj0bEydOxNChQ+Hj44MuXbpg5syZWLZsmcp8Bw0ahKioKPj4+MDT0/NZ2kZNUVERsrOzVf6R9unTwQpj+tki6W4JPlh0Tyvu0NMkM0eBw2cL8OHX92FtYYiJQ+1Fy2JgAEyKtMft+6VYuSVLtBxERKRdDiwNwqZPQuHkn46xm9fD0p53wD0LK8d8NIq4hrc3bERehinWje4qdiStJi+VYO3obnDwzUT45Bix4xDVmM2HyopbDf2koubIyS87frqbVoobd1Sfm15cIiD2n0c5BHiJm/NRns5GaOArxf3MUhw/L/6V8E38pRjRywZH4wuwZH0W7qbLUVQi4MrtEkxZloYHmaXo18kKrrW06gkwRESV0mZYWWHm2lE3kZNoNzObsu7D7b2y4VpP9QYGEzM5AjqW9Zh36zSLhFWRetEON064wsY1B/W6JIkdRydcPuiObTND0DD8OnrPPoRaXtkwMS+FR+MHeHPNVshccrBvcTDSboh7oRqJp8p7pGFhYdi/fz/GjRuHQ4cOYdasWVi/fj0OHz6MrKwsODk5ISAgAImJiejVq5fKtCEhIVi0aBHkcjkMDQ0BAM2aNdP4PgMHDoS7uzv27NkDc3Nz5fBTp04hNjZW5c5BuVyOwsJC5OfnK8d9dL7du3fHoUOHAACenp64cOFCVT82AGDOnDmYPn36M01LNaN/Zyu81ccW11OKMeGr+zrRhcv9TDluppagjocJrC0MRClqmkkl8HAqu5Nx19e1NY4zYbA9Jgy2x/q92Vj8R1YNpiMiIjHs/SYYm6e2g0tgGt7etIHdj1QDW/ccONfNQMo5R+Smm7LoWoGiPGM8uGoLAJjgMlbjOL++3xm/vt8Z7UedQZ85B2syHtELk5VT1kWmmbRK1/JWu+R7ZYXB3ALNxyW5/xQRpcaSGsv0NBHtrAAAO47mQaEFT01o2aCsi7m4y+q/80UlAi7eLEa7IHP4eRjjTlqp2jhERNrM6p9n6BXni9sjlrZz9MsEAJjJND9ruLyIWFLIC0aq4uiqsrsIWw6+AANDLdjo64CEv7wBAH5tk9VeMzEvhWfTe4jf6ofkeAfU8n5Y0/FICzxTkfCHH37A2bNnYWBggHr16iE0NBQHDhxAZmYmQkNDAQCCIEAiUT1oEAT1FdfCwkLj+4SHh2Pt2rWIiYlBx44dlcMVCgWmT5+OPn36qE1jamqqcb4rVqxAQUHZBszY+Nk3YJMmTcK4ceOUf2dnZ8PDw+OZ50fVa2A3a4zoZYMrt4vx4dfa8Yy/yrKXlRXNFSId0ZaUAtuOaO6Wx9/DBHVqmyD+aiFu3yvFBXZFSkT0n7f7y2bYNjMEbg3vY/SGjSxmVaOHqWXd4fGAtmJGJnK0Gnxe42vJ8Y5IjneET6sUOPplwqv53RpOR/TiBP5zZ57YRaOzV4pQKhfg5mAMI0Og9LHH+3m5lh1Tp6ZrR3HL2Ajo0sIccoWA7Ue1o6tRY6OycyEyS0ONr8ssywrBJdrRhEREVXLzVNmdb/aeLCY8iW+bFBgYyZF2XYbSYgMYmaiep7ybWNajmJ0He6qrrJJCQ5z8LRASAwVaDX62m4D0kbykbL8j95/nZD6ufLiRVPxnOpM4qlwkLH8u4aJFixAaGgqJRILQ0FDMmTMHmZmZeO+99wAA9erVw+HDh1WmPXr0KPz9/ZV3ET7J6NGj0aBBA/Ts2RPbtm1TFh+Dg4Nx6dIlla5Jn8bNrXpuf5dKpZBKtadLFfrX4O7WiHrZBpduFuGjbx4ou8jRFh5ORsgtUCAzWzWXRAIMe1kGO2tDnL9WhNwCcU4YFpcIWLAuQ+NrQ3vIUKe2Cf6KycP2o3k1nIyIiGrarnktsGNOa3gE3cNb6zfCwlbzla+k2b3LtjCTFcHaKV9luEIB7PisNXIfmMO7xR2Y27BdK2JiJsdrX+/R+NqOz1siOd4RzV9LROs3eGKAdI+XizHSH8rVjlccbA3x7oCyO2j/PiHuPnd2ngL7TuWjSwsLvP6SDKu3/XsSuGmAKZoHmiI3X4ETCdpxh3lYsDmsLQxx7FwBHmRqx8mt+KtF6B1mhYgQS2w9lIu0h//malHPFA18pCgqVuDCdW4LiEg73U20g7VzntqxQGayJf74OAwA0Kz/JRGS6Q5L+0I06X0Fp34PwO6FzdF94nHla5f21calvZ4wtS5CQOck8ULqmLg/6yA/yxT1u12Hrbt2XBikC3xa3cGh5UE49mMDtIk8BxvXf/c1E3Z74sZxVxiblsK7BS/A1FdVLhKWP5dw7dq1+OqrrwCUFQ779euHkpIShIWFAQDGjx+P5s2bY+bMmRgwYACOHTuGb7/9Ft99912l3+udd96BXC5HREQEduzYgbZt22LKlCmIiIiAh4cH+vXrBwMDA8THx+PcuXOYNWtWlT7L1atXkZubi9TUVBQUFCAuLg5AWYHTxES7HsIuppDGZghpVHZFgZ11WYG3vrcJPhpiB6DsIHLphiyx4qFrSwtEvWwDuVzAuatF6NPBSm2c1PRS7IoR72C7RT0zjOpjg/grRbiTVorsPDlsrQzRuI4Urg5lJwoWrEt/+oyIiKhC8dt8cG67LwAg515Z9+NJsc5YN6YLAMDSrgC9Zh6ucHoCTvwciB1zWsPAUAGfVndwcFmQ2jh2tbPRclBizYfTEYl7PLF5alv4trmDWl5ZMLcrRM59c1w76ob0JBtYO+VhwCLNBTAi+u8LDTbHwK7WOHO5EKnppcgvFOBaywitGphCamKAmPMF+O1v8e8oWPJHJgK9TDC0hwxB/lJculkMJzsjtG1sBoUALFiXjjyRLnB8XI+2ZXdobz2sPScLD57Jx8nEAjQLNMPKKS44fDYfGdkKeDoboVUDMxgYSLD8zyyd6v2GiPRL3J91sOerZvBrmwx7z2xILYuRniRDwl/eKCk0Qr0uN9Bh7CmxY2q9V2YdxM1Tztg1txWuHnZH7Sb3kHHbGue2+UJiqMBri/6GuYw9dlXWsdVlXY22Hqq51xHSrHGvK/D/8RYuH6iNOa2GoFHENVg55uPeZTsk7PKGIEgQMeUILOzYg5C+eqZOjzt06IDTp08rC4K2traoV68e7ty5g8DAQABld/z99ttvmDJlCmbOnAkXFxfMmDEDkZGRVXqv999/HwqFAuHh4di5cye6deuGrVu3YsaMGZg7dy6MjY0REBCA4cOHV/lzDB8+HAcOHFD+3aRJEwDAjRs34OXlVeX5/Vf5uZvgpdaWKsNcHYzh6vBvNzNiFgld/nnYu6GhBH07WWscJ+5yoahFwlMXC7H1cC4a+Ejh624GSzMDFBQLSL5fgt3bHmLDvhytu/uRiEjXpJxzQOzP9VSGpSfZID3JBgBg65HNIuFTpN8s244q5AY4sLSJxnF8Q5JZJHyCuqG30WboeVw/7oo75/1Q8FAKE/MSOPhloVn/GLQfFce7M4n02JnLhfBwNIKfhwnqe0thKpUgN1+Bc9eKsPtEPnYf146eO7JyFRgz9x4Gd7dG28bmqOctRX6hAjHnC/DTrmwkJmnHCc3azkZo5GeK+5mlOH5eO+5sBABBACYtfoBXQq3QoZk52jY2h6mJBNn5Chy/UIiN+3NwMpEn4ohIe9Vpl4z7V22Rcs4BSbEuKM43gpmsCN4t76DZgEQ0H3AREu15NK3WsnIowAe7f8Ff81vg3DZfJMW6QGpZjHpdb6Dz+yfh1TxV7Ig6I/WSLa7HuMHGNQf1uiSJHUenGBgAo377E4dWNMKZDf6I3+qLkgJjmNsWIrBLEtqPjENAx1tixyQRPVORcP78+Zg/f77KsPK78B716quv4tVXX61wPklJSWrDvLy81J5dOG7cOJVnAXbr1g3dunWrcL6ann2oyf79+ys1nr5bve2hShcz2kbb8wFA0t0SfP1rptgxnokutC8REQB0n3hcpQsXqjq24fNzqZeOvvP2ix3jP4vLKOm6+CtFiL+iGxcK5OQrsGR9FpaszxI7SoVupZai49vaeVJLrgDW78vB+n05YkchIqoyv5AU+IWkiB3jP8HCtgi9Zx9C79mHxI6i05zrZmJRxldix9BZhsYKhI2OQ9joOLGjkBYyEDsAEREREREREREREREREdUsFgmJiIiIiIiIiIiIiIiI9AyLhERERERERERERERERER6hkVCIiIiIiIiIiIiIiIiIj3DIiERERERERERERERERGRnmGRkIiIiIiIiIiIiIiIiEjPsEhIREREREREREREREREpGdYJCQiIiIiIiIiIiIiIiLSMywSEhEREREREREREREREekZFgmJiIiIiIiIiIiIiIiI9AyLhERERERERERERERERER6hkVCIiIiIiIiIiIiIiIiIj3DIiERERERERERERERERGRnmGRkIiIiIiIiIiIiIiIiEjPsEhIREREREREREREREREpGdYJCQiIiIiIiIiIiIiIiLSMywSEhEREREREREREREREekZFgmJiIiIiIiIiIiIiIiI9AyLhERERERERERERERERER6hkVCIiIiIiIiIiIiIiIiIj3DIiERERERERERERERERGRnmGRkIiIiIiIiIiIiIiIiEjPsEhIREREREREREREREREpGdYJCQiIiIiIiIiIiIiIiLSMywSEhEREREREREREREREekZFgmJiIiIiIiIiIiIiIiI9AyLhERERERERERERERERER6hkVCIiIiIiIiIiIiIiIiIj3DIiERERERERERERERERGRnmGRkIiIiIiIiIiIiIiIiEjPsEhIREREREREREREREREpGdYJCQiIiIiIiIiIiIiIiLSMywSEhEREREREREREREREekZI7ED/BdcunQJlpaWYsfQ6MaNGwCAvMyrIiepWEH2bQBA2s19Wpkz6+5JANqbD9CNjOXf85EjR0ROUrHy9SUxMVHkJJqV59LWfIBuZdy+fbvW5ixfFrU1Y/l6nPB3Au5dvidyGt11/fh1AGzH58E2rB7l7cg2fHblbXfjxg2cPn1a5DSa6dI2Wlsz8tiqeujCsYu2Z+SxVfXQ9t8cQPsz8tiqevD46vnxuKB6sB2fH4+tqgePr57fpUuXKj2uRBAE4QVm+U/Lzs6GTCYTOwYRERERERERERERERGR0sOHD2Ftbf3EcXgnYTX4/vvv0bRpU7FjaJSYmIjBgwdj5syZ8Pb2FjuORkeOHMGSJUsQ2GkRLGz9xI6jJu3mPiTFLtDafAAzVpe8zKtI3PM+Zs6cifDwcLHjqClfn9euXYvAwECx42ikCxm3b9+O6OhoDF42GE7+TmLH0UkJfydgx+wdbMPnxHZ8fmzD6nHv8j2sHbUWo0ePRkhIiNhx1Ny4cQPR0dFavT9bnlGbt3+6sI3W9ow8tqoeunBcoO0ZtT0foP3HVoD2/+YA2p+Rx1bVg/u0z49tWD3Yjs9P24+tAB5fVRdt30afOnUKI0eOrNS4LBJWg7p16yI4OFjsGE8UHh6u1RmXLFkCC1s/WDk0FDuKmvLuZbQ1H8CM1c3b21ur15fAwECtzgdod8bybgCc/J3g0dhD5DS6qbzbB7bh82E7Pj+2YfUKCQnB66+/LnYMNadPn0Z0dLRW78+WZ9Tm7V85Znx+2rwsAtp9bAXoxnGBtmfU9nyP0vZjK0D7f3MA7c3IY6vqwX3a58c2rB5sx+qjrcdWAI+vqpu2ZszNza30uAYvMAcRERERERERERERERERaSEWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM+wSEhERERERERERERERESkZ1gkJCIiIiIiIiIiIiIiItIzLBISERERERERERERERER6RkWCYmIiIiIiIiIiIiIiIj0DIuERERERERERERERERERHqGRUIiIiIiIiIiIiIiIiIiPcMiIREREREREREREREREZGeYZGQiIiIiIiIiIiIiIiISM8YiR2AqDq0b2KGxnVM4etuDF83E1iYGWD3iTzMWZUudjQAgLWFAdo2NkOrBmbwdjVGLRtDlMiBGynF2BmTh53H8iAIYqcERrxig7q1TeDuZASZhQGKSgTcy5DjyNl8bDqQi+w8hdgR1XRpYY5JkbUAAPPXpmP70TyRExFVXdyffrh21A0p5xyQcr4WinKlaNrvIoYs2yV2NJ2Rl2GK+K2+SNjthbsJtfDwriUMjeVwqZeOloMS0OL1CzDgpVGVsnlaCG7HOeHBVRvkZZjB2LQUth7ZaBh+He1GnIWFXaHYEXVS7K8BWDe6GwBgwKK/0fqNCyInIiKq2E8zXeFsr/l0QcZDOfpOSqnhRJo19JXi1Y5WqO8jhZW5AXLyFbhxpxjr9+bg+AXxtlfdWlng4zfsnziOXCGgy9jbNZSoYm0amqF3ByvUdjKCtYUB0rMVuHKrGL/vyUbCjWKx4xE9k+mNhyHztrXG16wc8zDz4ooaTqTbrh1zxYElTZAU64K8TCksbIvgEpiG0NFxqNclSex4Wuv4T4H4eWzXJ44jMVDgy7RvaiiRbju/wxsHvw/Cvcu2yM80g7VTHtwb30fY26fh3SJV7HhEOo1FQvpPGPySDH4eJsgvVOBBlhwWZtp1Jjg02BwfDLRD+kM5zlwqxP3MUthaGaJdkDk+HGyKlvXNMG15mtgx0bejFa7cLsapxEJk5chhKjVAoLcJIiNsENHWEmPn3cP9TLnYMZUcbA3xTn875BcqYG6qXd85UVX8taAF7px3gNSyGDKXXNy/IhU7ks6J+7MOfh/fEdZOeajT7jZs3HOQc98c8Vv98Mt7nZGw2wvDVm+DRCJ2Uu13YEkTuDe6D/+wW7ByKEBxvhGSTrpg5xetcOzHBnh/12+wdc8RO6ZOyUy2xPqPwyC1LEZRronYcYiIKiU3X4H1+9R/7wuKtOPCwcEvWSOqpw2ycuSIOV+A9IdyyCwN4edhjMb+pqIWCa8mF2P1tocaX2voK0VwgClOiJiv3Ft9bNC/szUe5spx+GwBsnPlcHUwRptGZmgXZIYv1mRg93FehEm6ydS6CKFvnVEbLrUoESGN7vprfnNs/6wNLOzzUb9rEqyd85CXborkc464etiNRcIncGv4AN0+itH42vUYN1w56IHAzjdrOJVu+jO6LfYtbgoLuwI0DL8GC/tCpF2X4fwOH8Rv8cPAxX+hxWsXxY5JpLNYJKT/hO/WZ+JBphwpD0rRuI4UX37gJHYkFcn3SvDp0geIOVcAxSN3DK7YnIXvPnJG+ybmaN/EDAfPFIgXEkDEuNsoKVUfHtVThsEvyTComzUW/ZJZ88Eq8NEQe2TnyXEorgADumi+SpBIF/SefRA2rrmo5ZOFq0fcsLhnX7Ej6RwH30y8uXYL6ne7AQPDf39oI6KPYmHn1xC/1Q9nN/shqNdVEVPqhs9vLoGxqfoFIdtmtcbuhS2w+8tm6L9gnwjJdJMgAD+/0wUWdgVoFHEN+75tKnYkIqJKyS1QVFjoEltosDmietrgZGIBpn6fhoIi1W5ZDEW+fvBacgmuJWtuu28mlB2rbjucW5OR1NhaG+DVjlbIeCjH8Nl3kZX7b/E3yF+Khe87IbKHjEVC0llmsiJ0n3hc7Bg67czGOtj+WRv4h95C1I9bYWqlWmCVl/Bi7Sdxb5gG94aabwj4smt/AECboedqMpJOyr5njv1LmsDKMQ8fHVoHK4d/z51eOeSOxb1exc7PW7FISPQctO7XPCkpCRKJBHFxcWJHIR0Sd7kIKQ80VLe0xJnLRTgar1ogBIDMbAW2HCo7OAyqYypCMlWaCoQAsP9UPgDA1UF7rivo08EKTfylmLsmA4XFWtBXK9FzqNMuGQ6+WbzL7Tn4t09Gw/DrKgVCALB2ykfIsLIDr6tH3MWIpnM0FQgBIOiVKwCA9Buymoyj8w4uC8KVgx4Y9O1umJjzynUiouclkQAjX7FBYbECs1emqxUIAUCuHTc7qvFyMUZ9HykeZJYi5ry4F4g62RnB0ECCxKQilQIhUHZ8nVeggMxS604ZEVENUSiALdNDYGxWgjeW71QrEAKAobGW/thqubsJ9rh50gUylxzU65okdhytl3HbCoLCAJ5NU1UKhEDZuRSpZRHyMsxESkf036A9Z/xr2NmzZ/H555/j8OHDSEtLg5eXF9566y289957YkcjPVMqF1T+10ZtGpZtbK+naMfJzdrORhjRS4YN+3IQf7UITeqKX2AlIu1laFxW9DI04kHs87iw0xsA4Fpf/O6xdUXqJVtsnRGC9qPi4NvmDi4f9BA7EhFRpRkbSdC5hTkcbY1QWCzgekox4q8UqV34WNPq+0jhUssIB07nIydfgZYNTOHtYoziUuBiUpFWP0fv5XaWAIDtR/NEb8eU+6UoLhEQ6CWFjaWB2p2EFmYGOBSXL2JCoucjLzbEyd/qIjPZGibmJXCtnwbfNilqFxWSZkknXJFxS4bGPa/AzKYQF/7ywt1EexhL5agdnMpnwD2Ho6sbAABaDU7g8lgJDr5ZMJKW4uYpZ+Q8MFO7k7AoV4pGEewxiOh5aFWRsLj4xezMl5SUwNjYWGXYqVOn4ODggLVr18LDwwNHjx7FyJEjYWhoiLFjx76QHESPMzAAura0AACcSBD/mRTl+ne2gpnUABamEvh7mqCRnymu3CrGT7uyxY4GAwNg0lB73M+UY8Vm7ez+iIi0h7xUgthfAgEAAZ2SxA2jY/Z+E4yiPGMUZktxO84R12Pc4N7oPjp/cFLsaDpBXirButHdYOOegx7RR8SOQ0RUZfYyQ0yOrKUy7E5aKeauSUf8lSKRUgEBnmXPds3IlmPZRGf4uqs+6/XslUJMW56Gh7nadXGQibEEnVtYQK4QsP2ouF2NAkBOvgLLNmbi7b62WDnFBYfjCvAwTw43B2O0bmiG2IQCfPlThtgxiZ5Z9j0LrH3rJZVh9p4PMfDb3fALSREple64dbqsa2Rrpzws6DAQdy44qLzu2yYZw1Zth2Utce+K1jXFBYY4+VsAJAYKtBpyXuw4OsHCtgg9px/Gxsnt8XnrIWjY4xos7AuQdt0G53d6o26Hm+i3YK/YMYl0WpX6jtiyZQtsbGygUJTtbMfFxUEikeDDDz9UjjNq1CgMHDgQALB+/XrUr18fUqkUXl5eWLBggcr8vLy8MGvWLERGRkImk2HEiBFq76lQKDBixAj4+/vj5s2byhxNmzaFqakpfHx8MH36dJSW/ttPokQiwdKlS9GrVy9YWFhg1qxZavONiorC119/jdDQUPj4+GDw4MEYNmwYNmzYUJUmIXouI1+xgY+bCY6fL8DJRC0qEnayxtAeMvTtZI1GfqY4fr4AH397H9l54h9ovxEug5+HCb74MR3FJbziioiebOv0ENxNrIXAzkkI7HRL7Dg6Zd/iYOya2woHljbB9Rg3BHZOwqjfN8HCTnu2V9ps19yWSI53wKBv/4KJmeYuXImItNXOY7kYv+geXv04Gd3fu42omXex+VAOnO0M8fkYB/i4GT99Ji+IjVXZaYye7SxhYizBuEX3EP5BWcYTFwrQuI4ppg6v9ZS51LywYHNYmRvgxIVCPMjUju3Cxv25mLosDRIJ0KOtJQZ1kyE02Bz3M0uxKyZPrRtSIl3RclAC3t60HjMvLsfc5MX4+PBatIk8h4xb1ljWvxdSzmvfb4S2yUkr61HqyP8aoaTQCGP+XI8vbn2Hj4+sQUDHJFw76o6Vw8JFTql74jb5o+ChKQI734Stu/gXjOiK9iPP4s01WyEoJIhZ0wB7FjXH2c11YOueixYDE9W6ISWiqqlSkbB9+/bIycnBmTNnAAAHDhxArVq1cODAAeU4+/fvR2hoKE6dOoX+/fvjtddew7lz5zBt2jRER0dj1apVKvOcN28eGjRogFOnTiE6OlrlteLiYvTv3x8nT57E4cOH4enpiV27dmHw4MF49913kZCQgGXLlmHVqlWYPXu2yrRTp05Fr169cO7cOURFRVXq8z18+BB2dnYVvl5UVITs7GyVf0TP6tUOVujf2Rq3UkswZ3W62HFU9J2Ugo5v38KrHydjyrIHcHUwwveTnVHHQ7yTAUDZVcOvd7PG73tytLobISLSDvuXBGHf4qZwrJOB15fsEjuOzpl5cQUWZXyFmReXI+rHrUhLkmFe6CDcPuvw9In13M1TTvj7y+boMOY0u2IiIp304/ZsnLlchMwcBYpKBCTdLcGinzPxx94cmJoYILKHeM+nNTD45yHOEmDa8jTEXS5CYVFZxinfp+F+ZimC/E1Rz9vkyTOqYRFty7oa3XpYe04KD+xmjemjamFXTB5ej05B9/duY9Scu7ibVopPo2phZG8bsSMSPZOXPj4O//bJsHLMh4l5KVzqpaP/wr0Ie/s0SgqMsfOLlmJH1HqCvOy3VhCAYau3/fPstxK4BGYgas1W2Ljm4NoRd9w44SxyUt1y7J+uRttEnhM5iW7Z/WUz/DAkAs0HJuDT0ysxN3kxxu/7CfaeD7Fm5EvYPDVE7IhEOq1KRUKZTIagoCDs378fQFlB8IMPPsDZs2eRk5OD1NRUXL58GWFhYVi4cCE6deqE6Oho+Pv7IzIyEmPHjsW8efNU5tmxY0dMmDABfn5+8PPzUw7Pzc1Fjx49kJqaiv3798PR0REAMHv2bEycOBFDhw6Fj48PunTpgpkzZ2LZsmUq8x00aBCioqLg4+MDT0/Pp362Y8eO4bfffsOoUaMqHGfOnDmQyWTKfx4efK4MPZs+Hawwpp8tku6W4INF97TiDj1NMnMUOHy2AB9+fR/WFoaYONRetCwGBsCkSHvcvl+KlVuyRMtBRLrhwNIgbPokFE7+6Ri7eT0s7Xn327OycsxHo4hreHvDRuRlmGLd6K5iR9Jq8lIJ1o7uBgffTIRPjhE7DhFRtdp8qKzA1dBPKlqGnPyyY6e7aaW4cUf1menFJQJi/3mMQ4CXeBkf5+lshAa+UtzPLMXx89pxt0MTfylG9LLB0fgCLFmfhbvpchSVCLhyuwRTlqXhQWYp+nWygmstrXpKDdFzaTOsrDBz7aibyEm0n5lNWbfS9l7ZcK2nemG7iZkcAR3Lenu7dZpFwspKvWiHGydcYeOag3pdksSOozMuH3THtpkhaBh+Hb1nH0Itr2yYmJfCo/EDvLlmK2QuOdi3OBhpN8S7gIlI11V5by8sLAz79+/HuHHjcOjQIcyaNQvr16/H4cOHkZWVBScnJwQEBCAxMRG9evVSmTYkJASLFi2CXC6HoaEhAKBZs2Ya32fgwIFwd3fHnj17YG5urhx+6tQpxMbGqtw5KJfLUVhYiPz8fOW4j863e/fuOHToEADA09MTFy5cUHmvCxcuoFevXpgyZQq6dOlS4WefNGnS/9u77/CoyvSN4/ekF1IhkASSUEJHQJo0CSBFiqAgYEFBXGy4S1nrrtgQcK3ooijqz1XRtSyoSBWVKtIJCRDpodcQSK9zfn/EBEMmJEjMOWG+n+vKpZyZTG4OmXnO+z7nvEeTJk0q+nNKSgqNQly24b389MCQIO0/mqNH3jhVJZZwOZWcr4MnctUwwkP+vi6mNDW9PW2KqFVwJePSNyMdPueRkdX1yMjqmvtTit7637lKTAfASn76dxvNf+Z6hTU9o4e+mcfSIxUkqE6qQhuf1dH4mkpL8qLxWorsdHed3hskSXokzPF9rr+Y0EtfTOilbvdv1ZDpqyozHgBckXOpBctkente1vnGFerIyYLGYFqm4zFJ2m9NRE93W6VlKsvA6/0kSYvXpstukTsmXNeiYCnB2N0l63l2rqFfD+bo+tY+io5w17EzeSWeA1RFfr/dPy8nw9xVkqqCmtHJkiTvAMf3oC1sIuZmcSJBea39T8FVhNeN3CEXV4sUgypg5/f1JEnRXY+UeMzDJ09RbU8qbkG0jsSFqEa985UdD7gq/KEm4QcffKBt27bJxcVFzZo1U0xMjFauXKnk5GTFxMRIkgzDkM1W/KDcMEp+APr6+jr8Of3799ecOXO0bt069ezZs2i73W7Xc889pyFDhpT4Hi8vL4ev+/777yszs+BAwN29+IHAzp071bNnT40dO1ZPPfXUJf/unp6e8vS0ztmIqHpu7+uvsYMDtedwjh590xr3+Cu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      "text/plain": [
       "<Figure size 4200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_fthenb,\n",
    "    num_stages=4,\n",
    "    iteration=2,\n",
    "    batch_size=64,\n",
    "    micro_batch_size=8,\n",
    ")\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_fthenb,\n",
    "    num_stages=4,\n",
    "    iteration=2,\n",
    "    batch_size=32,\n",
    "    micro_batch_size=8,\n",
    ")\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_fthenb,\n",
    "    num_stages=4,\n",
    "    iteration=2,\n",
    "    batch_size=16,\n",
    "    micro_batch_size=8,\n",
    ")\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_fthenb,\n",
    "    num_stages=4,\n",
    "    iteration=2,\n",
    "    batch_size=8,\n",
    "    micro_batch_size=8,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pipeline_parallel_1f1b(\n",
    "    num_stages,\n",
    "    iteration=1,\n",
    "    batch_size=64,\n",
    "    micro_batch_size=8,\n",
    "    no_flush=False,\n",
    "    eager=False,\n",
    "):\n",
    "    \"\"\" The difference between the 1F1B and eager-1F1B is that the 1F1B runs\n",
    "        (#stages - i + 1) warm up, while eager-1F1B runs (2 * (#stages - i) + 1)\n",
    "        warm up.\n",
    "    \"\"\"\n",
    "    if no_flush:\n",
    "        num_micro_batches = batch_size * iteration // micro_batch_size\n",
    "        batch_num_micro_batches = batch_size // micro_batch_size\n",
    "        batches = make_batches(num_stages, 1, batch_size * iteration, micro_batch_size)\n",
    "        iteration = 1\n",
    "    else:\n",
    "        num_micro_batches = batch_size // micro_batch_size\n",
    "        batch_num_micro_batches = num_micro_batches\n",
    "        batches = make_batches(num_stages, iteration, batch_size, micro_batch_size)\n",
    "\n",
    "    if eager and no_flush:\n",
    "        assert num_stages < batch_num_micro_batches, (\n",
    "            \"Eager 1F1B + Pipedream 2BW (no flushes) cannot work with cases where \"\n",
    "            + \"the depth of pipeline parallelism is larger than or equal to the number \"\n",
    "            + \"of micro-batches.\",\n",
    "        )\n",
    "    if no_flush:\n",
    "        assert num_stages <= batch_num_micro_batches, (\n",
    "            \"Pipedream 2BW (no flushes) cannot work with cases where \"\n",
    "            + \"the depth of pipeline parallelism is larger than the number \"\n",
    "            + \"of micro-batches.\",\n",
    "        )\n",
    "\n",
    "    def compute_num_warmup_micro_batches(stage):\n",
    "        if eager:\n",
    "            return min(2 * (num_stages - stage - 1), batch_num_micro_batches)\n",
    "        else:\n",
    "            return min(num_stages - stage - 1, batch_num_micro_batches)\n",
    "\n",
    "    timestamp = 0\n",
    "    for epoch in range(iteration):\n",
    "        # forward: run warmup micro-batches\n",
    "        for stage in range(num_stages):\n",
    "            num_warmup_micro_batches = compute_num_warmup_micro_batches(stage)\n",
    "            if stage != num_stages - 1:\n",
    "                batches[epoch][stage][0].forward_ts = timestamp + stage\n",
    "                for mb_index in range(1, num_warmup_micro_batches):\n",
    "                    batches[epoch][stage][mb_index].forward_ts = (\n",
    "                        batches[epoch][stage][mb_index - 1].forward_ts + forward_cost\n",
    "                    )\n",
    "\n",
    "        # run 1F1B\n",
    "        for stage in range(num_stages - 1, -1, -1):\n",
    "            num_warmup_micro_batches = compute_num_warmup_micro_batches(stage)\n",
    "            if stage == num_stages - 1:\n",
    "                for mb_index in range(num_warmup_micro_batches, num_micro_batches):\n",
    "                    if mb_index == 0:\n",
    "                        batches[epoch][stage][mb_index].forward_ts = (\n",
    "                            batches[epoch][stage - 1][0].forward_ts + forward_cost\n",
    "                        )\n",
    "                    else:\n",
    "                        batches[epoch][stage][mb_index].forward_ts = (\n",
    "                            batches[epoch][stage][mb_index - 1].backward_ts\n",
    "                            + backward_cost\n",
    "                        )\n",
    "                    batches[epoch][stage][mb_index].backward_ts = (\n",
    "                        batches[epoch][stage][mb_index].forward_ts + forward_cost\n",
    "                    )\n",
    "            else:\n",
    "                backward_mb_index = 0\n",
    "                for mb_index in range(num_warmup_micro_batches, num_micro_batches):\n",
    "                    prev_backward_finished = (\n",
    "                        batches[epoch][stage + 1][backward_mb_index].backward_ts\n",
    "                        + backward_cost\n",
    "                    )\n",
    "                    if backward_mb_index == 0:\n",
    "                        last_forward_finished = (\n",
    "                            batches[epoch][stage][mb_index - 1].forward_ts\n",
    "                            + forward_cost\n",
    "                        )\n",
    "                        batches[epoch][stage][mb_index].forward_ts = max(\n",
    "                            last_forward_finished,\n",
    "                            prev_backward_finished - forward_cost,\n",
    "                        )\n",
    "                    else:\n",
    "                        last_backward_finished = (\n",
    "                            batches[epoch][stage][backward_mb_index - 1].backward_ts\n",
    "                            + backward_cost\n",
    "                        )\n",
    "                        batches[epoch][stage][mb_index].forward_ts = max(\n",
    "                            last_backward_finished,\n",
    "                            prev_backward_finished - forward_cost,\n",
    "                        )\n",
    "                    batches[epoch][stage][backward_mb_index].backward_ts = max(\n",
    "                        batches[epoch][stage][mb_index].forward_ts + forward_cost,\n",
    "                        prev_backward_finished,\n",
    "                    )\n",
    "                    backward_mb_index += 1\n",
    "\n",
    "                # backward: run remaining micro-batches\n",
    "                for mb_index in range(backward_mb_index, num_micro_batches):\n",
    "                    batches[epoch][stage][mb_index].backward_ts = (\n",
    "                        batches[epoch][stage + 1][mb_index].backward_ts + backward_cost\n",
    "                    )\n",
    "\n",
    "        timestamp = batches[epoch][0][num_micro_batches - 1].backward_ts + backward_cost\n",
    "    return batches\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 6600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QkKB+/frl+t6OHTumRYsWKTIyMj+LBAAAAPeYTk2KqUtzT/2VmKopC+7dW4xfL252La3+Tx2VqnRaPWZzi3EA9pevYoWXl5dq1aqluLg4SdcKE8OHD9f27dt1/vx5JSYmau/evWrcuLFmzJihZs2aKTo6WpUrV1afPn00ePBgTZ061WaeTZs21fPPP6+KFSuqYsWK1uEXLlxQ27ZtlZiYqLi4OJUqVUqSNHnyZI0ePVq9e/dWSEiIHn74YcXExGju3Lk28+3evbv69eunkJAQBQUF5fieunXrpqJFi6pMmTLy9PTUBx98kOO4V69eVXJyss0DAAAA946OTYrp2c7FdfB4qobPPKHki/d+3w1r5tTS4pcjVbpykgZ/t1AeJf4dZ5IAMLd891nRuHFjxcXFyTAMrV27VlFRUapevbrWrVun1atXq3Tp0goNDdXu3bsVERFhM21ERIT27dun9PR067C6detm+zrdunXThQsX9MMPP8jLy8s6fMuWLZo4caI8PDysjwEDBuj48eO6dOlStvNt3bq1ddxq1arZvM6bb76prVu3avHixfrf//6nESNG5Pjep0yZIi8vL+sjMDAwbwsNAAAApteleTEN7lxcfx5N0Yg3T+hM8r1fqPj5nXB9MyZS/mF/a/CShfIsfSn3iQDgLiiS3wkaN26sefPmafv27XJwcFDVqlUVGRmpNWvW6MyZM9bLKAzDkOWG+xUaRtaelN3d3bN9nTZt2ig2NlYbN25U06ZNrcMzMjI0YcIEdezYMcs0rq7/3Fbq+vl+8MEHunz52r2xnZycbKbx8/OTn5+fQkNDVaJECT300EOKjo6Wv79/lvm/9NJLNsWM5ORkChYAAAD3gG4tPTUgylv7Dqdo1Nsn/xVnVKx6s66WxUSozH0nNWjRN5xRAcBU8l2syOy3YubMmYqMjJTFYlFkZKSmTJmiM2fOaOjQoZKkqlWrat26dTbTrl+/XpUrV5ajo2OurzNo0CBVr15dHTp00LJly6xFkPDwcO3Zs8fmkpHclClTJk/jZRZTrl69mu3zLi4ucnFxyfPrAgAAwPx6tvZUv/be2nPoql5455TOX7r3CxUrp96v5VMaKLDWCT298Bu5F8/++BcA7CXfxYrMfitiY2P11ltvSbpWwOjcubNSU1PVuHFjSdLIkSNVr149xcTEqGvXrtqwYYPeffddzZo1K8+v9dxzzyk9PV3t2rXT8uXL1bBhQ40dO1bt2rVTYGCgOnfuLAcHB+3YsUMJCQnZ3vUjJ99//71OnDihevXqycPDQ7t27dILL7ygiIgIBQcH52eRAHkSUdNNETXcJEk+ntcKdtXKO+uFXj6SpOSLGZqz6Ky94t0RO5aFKOH7CpKk8yeKSpIObvLTp88+LEny8LmsqJh1OU4PAMCd1qK+u/q191Z6uqGE/VfVsUmxLOMkJqVp5caLdkh3Z/z+eZiWT2kgB8cMhTxwTL/MrZVlHJ9yyarffffdDwcA/1++ixWS1KRJE23dutVamChevLiqVq2qY8eOKSzs2r2Zw8PD9dVXX2ns2LGKiYmRv7+/Jk6cqD59+uTrtYYNG6aMjAy1adNGK1asUMuWLbV06VJNnDhRb7zxhpycnBQaGqr+/fvna75ubm56//33NXz4cF29elWBgYHq2LGjRo8ena/5AHlVsayzWjXwsBkW4OukAN9rlyYlJqXdc8WKowm+2vR5VZthSQe9lXTQW5JUPDCZYgUAwK78S147HHZ0tOixZp7ZjhO/98o9VaxIOnTtfWakO2jNnNrZjlMh4gjFCgB2dUvFimnTpmnatGk2w+Lj47OM16lTJ3Xq1CnH+Rw8eDDLsODg4Cx9W4wYMcKmr4iWLVuqZcuWOc43u74xbtSkSROtX78+1/GAgrJg2TktWHbO3jHuqtajf1Pr0b/ZOwYAADmifQYAc8r33UAAAAAAAADuJIoVAAAAAADAVChWAAAAAAAAU6FYAQAAAAAATIViBQAAAAAAMBWKFQAAAAAAwFQoVgAAAAAAAFOhWAEAAAAAAEyFYgUAAAAAADAVihUAAAAAAMBUKFYAAAAAAABToVgBAAAAAABMhWIFAAAAAAAwFYoVAAAAAADAVChWAAAAAAAAU6FYAQAAAAAATIViBQAAAAAAMBWKFQAAAAAAwFQoVgAAAAAAAFOhWAEAAAAAAEyFYgUAAAAAADAVihUAAAAAAMBUKFYAAAAAAABToVgBAAAAAABMhWIFAAAAAAAwFYoVAAAAAADAVChWAAAAAAAAU6FYAQAAAAAATIViBQAAAAAAMBWKFQAAAAAAwFQoVgAAAAAAAFOhWAEAAAAAAEyFYgUAAAAAADCVIvYOUJgZhiFJio+Pt2+Qm9izZ48kacuWLbpw4YKd02TP7Bl3794tSUo+9YfSUy/ZOU32Lp7ZL0k6vP2wrl68auc0hdfJ/SclXfvMf/nlFzunycrs24pExoJi9oxmzyeRsSCYPZ9EG/1vYfb2WSoc2wsZb5/Z80mFI2Pm9+fM79M5sRi5jYEcHTlyRIGBgfaOAQAAAABAoXL48GGVLVs2x+cpVtyGjIwMHTt2TMWKFZPFYrnt+SUnJyswMFCHDx+Wp6dnASQseGQsGGbPaPZ8EhkLitkzmj2fRMaCYvaMZs8nkbGgmD2j2fNJZCwoZs9o9nwSGQtKQWc0DEPnz59XQECAHBxy7pmCy0Bug4ODw00rQbfK09PTtCtqJjIWDLNnNHs+iYwFxewZzZ5PImNBMXtGs+eTyFhQzJ7R7PkkMhYUs2c0ez6JjAWlIDN6eXnlOg4dbAIAAAAAAFOhWAEAAAAAAEyFYoWJuLi4aNy4cXJxcbF3lByRsWCYPaPZ80lkLChmz2j2fBIZC4rZM5o9n0TGgmL2jGbPJ5GxoJg9o9nzSWQsKPbKSAebAAAAAADAVDizAgAAAAAAmArFCgAAAAAAYCoUKwAAAAAAgKlQrAAAAAAAAKZCscJEZs2apfLly8vV1VV16tTR2rVr7R3J6pdfflH79u0VEBAgi8WixYsX2ztSFlOmTFG9evVUrFgxlSpVSo888oj27Nlj71hWs2fPVo0aNeTp6SlPT081aNBAy5cvt3esm5oyZYosFouGDRtm7yhW48ePl8VisXn4+fnZO5aNo0ePqmfPnipRooSKFi2qWrVqacuWLfaOZRUcHJxlGVosFj377LP2jmaVlpamV155ReXLl5ebm5tCQkI0ceJEZWRk2DuajfPnz2vYsGEKCgqSm5ubHnzwQW3atMlueXLbVxuGofHjxysgIEBubm5q3Lixdu7caZp8ixYtUsuWLVWyZElZLBbFx8fftWx5yZiamqoXX3xR9913n9zd3RUQEKAnnnhCx44dM01G6dp+MjQ0VO7u7ipevLiaN2+u3377zVQZrzdw4EBZLBbNnDnTNPn69OmTZR/5wAMP3LV8eckoSbt371aHDh3k5eWlYsWK6YEHHtBff/1lmozZtTUWi0VTp041TcYLFy5o8ODBKlu2rNzc3BQWFqbZs2ebJt+JEyfUp08fBQQEqGjRomrVqpX27dt31/Ll5fja3m1LXjLau33JLaMZ2pe8LMe73b5QrDCJL7/8UsOGDdPLL7+sbdu26aGHHlLr1q3vaoNzMxcvXlTNmjX17rvv2jtKjtasWaNnn31WGzdu1KpVq5SWlqYWLVro4sWL9o4mSSpbtqxee+01bd68WZs3b1bTpk0VFRV1V3fm+bFp0ya99957qlGjhr2jZFGtWjUdP37c+khISLB3JKszZ84oIiJCTk5OWr58uXbt2qXp06fL29vb3tGsNm3aZLP8Vq1aJUnq3LmznZP94/XXX9ecOXP07rvvavfu3XrjjTc0depUvfPOO/aOZqN///5atWqVPvnkEyUkJKhFixZq3ry5jh49apc8ue2r33jjDc2YMUPvvvuuNm3aJD8/Pz388MM6f/68KfJdvHhREREReu211+5Knpwy5JTx0qVL2rp1q6Kjo7V161YtWrRIe/fuVYcOHUyTUZIqV66sd999VwkJCVq3bp2Cg4PVokULnTp1yjQZMy1evFi//fabAgIC7lKya/KSr1WrVjb7yu+///4uJsw94//+9z81bNhQoaGhiouL0/bt2xUdHS1XV1fTZLx++R0/flwffvihLBaLOnXqZJqMw4cP14oVKxQbG6vdu3dr+PDheu655/Ttt9/aPZ9hGHrkkUf0559/6ttvv9W2bdsUFBSk5s2b37Xj27wcX9u7bclLRnu3L7llNEP7kpfleNfbFwOmcP/99xtPP/20zbDQ0FBj9OjRdkqUM0nGN998Y+8YuTp58qQhyVizZo29o+SoePHixgcffGDvGFmcP3/eqFSpkrFq1SojMjLSGDp0qL0jWY0bN86oWbOmvWPk6MUXXzQaNmxo7xj5MnToUKNChQpGRkaGvaNYtW3b1ujXr5/NsI4dOxo9e/a0U6KsLl26ZDg6OhpLly61GV6zZk3j5ZdftlOqf9y4r87IyDD8/PyM1157zTrsypUrhpeXlzFnzhy757vegQMHDEnGtm3b7mqmG+Wlvfv9998NScahQ4fuTqgb5CXjuXPnDEnGjz/+eHdC3SCnjEeOHDHKlClj/PHHH0ZQUJDx5ptv3vVshpF9vt69extRUVF2yZOd7DJ27drVVPvEvKyLUVFRRtOmTe9OoGxkl7FatWrGxIkTbYaFh4cbr7zyyl1Mds2N+fbs2WNIMv744w/rsLS0NMPHx8d4//3373o+w8h6fG22tiW7jNczS/uSl+8p9m5f8pLxTrcvnFlhAikpKdqyZYtatGhhM7xFixZav369nVIVfufOnZMk+fj42DlJVunp6friiy908eJFNWjQwN5xsnj22WfVtm1bNW/e3N5RsrVv3z4FBASofPnyevzxx/Xnn3/aO5LVd999p7p166pz584qVaqUateurffff9/esXKUkpKi2NhY9evXTxaLxd5xrBo2bKiffvpJe/fulSRt375d69atU5s2beyc7B9paWlKT0/P8iumm5ub1q1bZ6dUOTtw4IASExNt2hoXFxdFRkbS1tyGc+fOyWKxmOrsqeulpKTovffek5eXl2rWrGnvOFYZGRnq1auXRo0apWrVqtk7Trbi4uJUqlQpVa5cWQMGDNDJkyftHckqIyNDy5YtU+XKldWyZUuVKlVK9evXN+VluplOnDihZcuW6cknn7R3FBsNGzbUd999p6NHj8owDK1evVp79+5Vy5Yt7R1NV69elSSbdsbR0VHOzs52a2duPL42Y9ti5u8AmfKS0d7tS24Z70b7QrHCBP7++2+lp6erdOnSNsNLly6txMREO6Uq3AzD0IgRI9SwYUNVr17d3nGsEhIS5OHhIRcXFz399NP65ptvVLVqVXvHsvHFF19o69atmjJlir2jZKt+/fr6+OOPtXLlSr3//vtKTEzUgw8+qKSkJHtHkyT9+eefmj17tipVqqSVK1fq6aef1pAhQ/Txxx/bO1q2Fi9erLNnz6pPnz72jmLjxRdfVLdu3RQaGionJyfVrl1bw4YNU7du3ewdzapYsWJq0KCBYmJidOzYMaWnpys2Nla//fabjh8/bu94WWS2J7Q1BefKlSsaPXq0unfvLk9PT3vHsbF06VJ5eHjI1dVVb775platWqWSJUvaO5bV66+/riJFimjIkCH2jpKt1q1b69NPP9XPP/+s6dOna9OmTWratKn1y6O9nTx5UhcuXNBrr72mVq1a6YcfftCjjz6qjh07as2aNfaOl60FCxaoWLFi6tixo72j2Hj77bdVtWpVlS1bVs7OzmrVqpVmzZqlhg0b2juaQkNDFRQUpJdeeklnzpxRSkqKXnvtNSUmJtqlncnu+NpsbYtZvwNcLy8Z7d2+3Czj3WxfityRueKW3PirpmEYpvqlszAZPHiwduzYYbpfN6tUqaL4+HidPXtWCxcuVO/evbVmzRrTFCwOHz6soUOH6ocffrir17zmR+vWra3/v++++9SgQQNVqFBBCxYs0IgRI+yY7JqMjAzVrVtXr776qiSpdu3a2rlzp2bPnq0nnnjCzumymjdvnlq3bn3XrxfPzZdffqnY2Fh99tlnqlatmuLj4zVs2DAFBASod+/e9o5n9cknn6hfv34qU6aMHB0dFR4eru7du2vr1q32jpYj2pqCkZqaqscff1wZGRmaNWuWveNk0aRJE8XHx+vvv//W+++/ry5duui3335TqVKl7B1NW7Zs0VtvvaWtW7eadt3r2rWr9f/Vq1dX3bp1FRQUpGXLlpniy3ZmZ8NRUVEaPny4JKlWrVpav3695syZo8jISHvGy9aHH36oHj16mO744u2339bGjRv13XffKSgoSL/88oueeeYZ+fv72/0MUycnJy1cuFBPPvmkfHx85OjoqObNm9scC91NNzu+NkvbYtbvANfLLaMZ2pebZbyb7QtnVphAyZIl5ejomKX6ePLkySxVSuTuueee03fffafVq1erbNmy9o5jw9nZWRUrVlTdunU1ZcoU1axZU2+99Za9Y1lt2bJFJ0+eVJ06dVSkSBEVKVJEa9as0dtvv60iRYooPT3d3hGzcHd313333XdXe8a+GX9//yzFp7CwMNN0lnu9Q4cO6ccff1T//v3tHSWLUaNGafTo0Xr88cd13333qVevXho+fLjpzvipUKGC1qxZowsXLujw4cP6/ffflZqaqvLly9s7WhaZd82hrbl9qamp6tKliw4cOKBVq1aZ7qwK6dq+sWLFinrggQc0b948FSlSRPPmzbN3LEnS2rVrdfLkSZUrV87a1hw6dEgjR45UcHCwveNly9/fX0FBQaZpa0qWLKkiRYoUmvZm7dq12rNnj+nam8uXL2vMmDGaMWOG2rdvrxo1amjw4MHq2rWrpk2bZu94kqQ6depYf+g6fvy4VqxYoaSkpLvezuR0fG2mtsXM3wEy5ZbRDO1LbhnvZvtCscIEnJ2dVadOHWuP/JlWrVqlBx980E6pCh/DMDR48GAtWrRIP//8sym/LNzIMAzTnFIqSc2aNVNCQoLi4+Otj7p166pHjx6Kj4+Xo6OjvSNmcfXqVe3evVv+/v72jiJJioiIyHKbp7179yooKMhOiXL20UcfqVSpUmrbtq29o2Rx6dIlOTjYNlGOjo6mu3VpJnd3d/n7++vMmTNauXKloqKi7B0pi/Lly8vPz8+mrUlJSdGaNWtoa/Ih80By3759+vHHH1WiRAl7R8oTM7U3vXr10o4dO2zamoCAAI0aNUorV660d7xsJSUl6fDhw6Zpa5ydnVWvXr1C097MmzdPderUMVW/KdK17Tk1NbVQtDdeXl7y9fXVvn37tHnz5rvWzuR2fG2GtqUwfAfIS0Z7ty+3uhzvZPvCZSAmMWLECPXq1Ut169ZVgwYN9N577+mvv/7S008/be9okq7dg3r//v3Wvw8cOKD4+Hj5+PioXLlydkz2j2effVafffaZvv32WxUrVsxa4fXy8pKbm5ud00ljxoxR69atFRgYqPPnz+uLL75QXFycVqxYYe9oVsWKFctyXZq7u7tKlChhmuv+nn/+ebVv317lypXTyZMnNWnSJCUnJ5vm0oDhw4frwQcf1KuvvqouXbro999/13vvvaf33nvP3tFsZGRk6KOPPlLv3r1VpIj5moL27dtr8uTJKleunKpVq6Zt27ZpxowZ6tevn72j2Vi5cqUMw1CVKlW0f/9+jRo1SlWqVFHfvn3tkie3ffWwYcP06quvqlKlSqpUqZJeffVVFS1aVN27dzdFvtOnT+uvv/6y3lc+84uYn5+f9dc7e2YMCAjQY489pq1bt2rp0qVKT0+3tjU+Pj5ydna2e8YSJUpo8uTJ6tChg/z9/ZWUlKRZs2bpyJEjd/X2xLl91jcehDs5OcnPz09VqlSxez4fHx+NHz9enTp1kr+/vw4ePKgxY8aoZMmSevTRR+9KvtwylitXTqNGjVLXrl3VqFEjNWnSRCtWrNCSJUsUFxdnmoySlJycrK+//lrTp0+/a7nykzEyMlKjRo2Sm5ubgoKCtGbNGn388ceaMWOGKfJ9/fXX8vX1Vbly5ZSQkKChQ4fqkUceydIx/52S2/G1xWKxe9uSl+8A9m5fcsuYlpZm9/Ylt4wXL168++3LHbnHCG7Jf/7zHyMoKMhwdnY2wsPDTXXLzdWrVxuSsjx69+5t72hW2eWTZHz00Uf2jmYYhmH069fP+vn6+voazZo1M3744Qd7x8qV2W5d2rVrV8Pf399wcnIyAgICjI4dOxo7d+60dywbS5YsMapXr264uLgYoaGhxnvvvWfvSFmsXLnSkGTs2bPH3lGylZycbAwdOtQoV66c4erqaoSEhBgvv/yycfXqVXtHs/Hll18aISEhhrOzs+Hn52c8++yzxtmzZ+2WJ7d9dUZGhjFu3DjDz8/PcHFxMRo1amQkJCSYJt9HH32U7fPjxo0zRcbMW95l91i9erUpMl6+fNl49NFHjYCAAMPZ2dnw9/c3OnToYPz+++93LV9uGbNzt29derN8ly5dMlq0aGH4+voaTk5ORrly5YzevXsbf/31113Ll1vGTPPmzTMqVqxouLq6GjVr1jQWL15suoxz58413Nzc7LZvzC3j8ePHjT59+hgBAQGGq6urUaVKFWP69Ol37XbeueV76623jLJly1rXxVdeeeWutoV5Ob62d9uSl4z2bl9yy2iG9iW3jPZoXyz/PxgAAAAAAIAp0GcFAAAAAAAwFYoVAAAAAADAVChWAAAAAAAAU6FYAQAAAAAATIViBQAAAAAAMBWKFQAAAAAAwFQoVgAAAAAAAFOhWAEAAAAAAEyFYgUAAAAAADAVihUAAAAAAMBUKFYAAAAAAABToVgBAAAAAABM5f8B5w+MTWI2xiwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PipeDream: 1F1B scheduling\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_1f1b, num_stages=4, iteration=2, batch_size=64, micro_batch_size=8\n",
    ")\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_1f1b, num_stages=4, iteration=2, batch_size=32, micro_batch_size=8\n",
    ")\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_1f1b, num_stages=4, iteration=2, batch_size=16, micro_batch_size=8\n",
    ")\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_1f1b, num_stages=4, iteration=2, batch_size=8, micro_batch_size=8\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pipedream-2BW: 1F1B scheduling with 2BW (double-buffered weight updates)\n",
    "\n",
    "def pipeline_parallel_1f1b_no_flushes(\n",
    "    num_stages, iteration=1, batch_size=64, micro_batch_size=8\n",
    "):\n",
    "    # no flushes, equals to consecutive 1F1B\n",
    "    return pipeline_parallel_1f1b(\n",
    "        num_stages,\n",
    "        iteration=iteration,\n",
    "        batch_size=batch_size,\n",
    "        micro_batch_size=micro_batch_size,\n",
    "        no_flush=True,\n",
    "    )\n",
    "\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_1f1b_no_flushes,\n",
    "    num_stages=4,\n",
    "    iteration=2,\n",
    "    batch_size=64,\n",
    "    micro_batch_size=8,\n",
    ")\n",
    "\n",
    "plot_pipeline_parallel(\n",
    "    pipeline_parallel_1f1b_no_flushes,\n",
    "    num_stages=4,\n",
    "    iteration=4,\n",
    "    batch_size=32,\n",
    "    micro_batch_size=8,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 6600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Wp06dgr+/P4Cyb6cr4tChQ7C1tVVZcCrNtGnTkJGRgT///FOpCODo6AigfNvZR48eYciQIfjss8/w5ZdfFhXqy7KuvyzHi54+fYrAwEDk5uZizpw5cHd3R1hYGCZOnIjbt29j+fLlSuMvW7YMvr6+Rc/bnDZtGoKDg3H37t2iAk9ltJMgCJDL5cjMzMTx48exePFiDBo0qGh/oiR37txBbGws+vTpU6b5xMfHY+DAgZg8eTJmz56NXbt2Ye7cuUhOTsYPP/xQNF5Z9me2bduG/v37w9zcvGg5Ft5dlpaWhjZt2iAmJgaTJk1CixYtkJ6ejiNHjuDRo0fw9fUtmldZlrkqEyZMwPr16zF37lw0btwYGRkZuHTpUqldIPfs2bNYEevEiROYMGEC6tatWzRM3fsNbm5u6N27N5YsWYImTZqgWbNmiIuLw/jx41GrVi0MHDiwTNOZOnUqOnTogHXr1iEmJgYTJ04s2mdq2LAhNm3ahPPnz2Pq1KkwNTXFd999V+K0ytNG3333HXx8fPD111/DzMwMtWvXxq+//oq33noLXbt2xaZNm4rufi3cV2jTpk2ZPk9AQAB++uknPHv2DDNnzkT79u1x/vz5ojtoy7JN7tmzJ7788ktMnToVy5YtK+omubAHlTVr1mDEiBEICgrCypUrYWdnhxs3buDSpUtKecpyXKJKTEwMevbsibZt2+J///sfLCws8ODBA+zduxe5ubkl3im9bds2pd9ohUKB999/H3fu3Cn67l25cgWBgYGoVasWFi9eDAcHB+zbtw/jx49HQkICZsyY8dLlTEREVCkEIiIi0ihr164VAAiRkZFCXl6ekJaWJoSFhQm2traCqampEB8fLwiCIAwdOlRwc3NTei8AwdDQsGgcQRCE/Px8wdfXV/D29i4aNmrUKMHExESIjY1Vev/XX38tABAuX76sNM0ZM2YU/X3o0CEBgHDo0KGiYUOHDhUACJs3b1aaXnBwsFCnTp2ivzdt2iQAELZs2aI03unTpwUAwvLly0tdNjNmzBAACPHx8UJeXp6QnJwsbNiwQTA0NBRcXV2FrKysYu/Jz88X8vLyhHfffVdo3Lix0msABHNzcyEpKanU+crlciEvL0+YPXu2YG1tLSgUiqLXgoKChKCgoGLTfX6ZqXN5JyQkCACEpUuXlprZzc1NMDQ0FOLi4oqGRUVFCQAER0dHISMjo2j49u3bBQDCjh07Sp3m77//XrRuvqis615p68+3336rNM158+YJAISjR48KgiAIJ06cEAAIixcvVhrv/v37gqGhofDZZ58pTfPF74ebm5swdOjQYlmCg4OVxtu8ebMAQDhx4oQgCIKQkZEhWFlZCb169VIaTy6XCw0bNhSaN29ebHmU5O7duwIAwcnJSWl9TU1NFaysrITOnTuX+N78/HwhNzdXqF27tvDxxx8X+xzt2rV76fwLvw+dOnUSXn/9daXXyvJd9/X1FRo3bizk5eUpvTckJERwdHQU5HJ5ie8tr7p16xb7bhUq3E6ePn26xPf/8ccfJWaoSDu86FW3awqFQsjLyxMOHz4sABAuXLggCELBeuXg4CC0aNFCafzY2FhBKpUqrdflmbebm5ugq6srXL9+XWWemzdvCgCEFStWlPmzl0VcXJxgbm4urFq1qmgYAGHs2LEvfW/hNjIlJaXEcQo/69q1a186vfz8fCE9PV0wNjZW2t688cYbgrGxsfD06dOiYXK5XPD39xcACHfv3hUEQRDu3bsn6OnpCR988IHSdNPS0gQHBwdhwIABgiCUfTtdEatXr1a53VRF1fdx7NixgqrTAeXZzgYFBQkAhAMHDpQ6/5LW9dJyCELxbfbkyZMFAMLJkyeVxhs9erQgkUiK1u3C73f9+vWF/Pz8ovFOnTolABA2bdokCELltVPh97Lw37Bhw4ptM1+Ul5cntG/fXjAzMxPu3bv30nkULvu//vpLafiIESMEHR2dYvsbhUrbnylpmzt79mwBgLB///4S85R1mZekXr16Qp8+fUodp3AfsCTXrl0TrK2thQ4dOgg5OTmCIJRvfS6P3NxcYcSIEUrt3KBBg6JtRWkKv48v7lN89NFHAgBh/PjxSsP79OkjWFlZKQ178btRnjby8vIScnNzi4bL5XLByclJqF+/ftFvuCAUbNfs7OyEwMDAMn2egIAApfUpJiZGkEqlwnvvvVfie0vaJpf0+52WliaYmZkJbdq0UZrXi8p6XKLKn3/+KQAQoqKiSh3vxX2mF40bN07Q09MTdu/eXTSsW7dugouLi/Ds2bNi4xoYGLz0eISIiKiysLtRIiIiDdWyZUtIpVKYmpoiJCQEDg4O2LNnz0uveO7UqZPSOLq6unjzzTdx69YtxMXFAQDCwsLQoUMHODk5IT8/v+hfjx49AACHDx8ud16JRIJevXopDWvQoIFSF0JhYWGwsLBAr169lObbqFEjODg4KHXHUxoHBwdIpVJYWlpiyJAhCAgIwN69e4u6ePrjjz/QunVrmJiYQE9PD1KpFGvWrMHVq1eLTatjx46wtLQsNvzgwYPo3LkzzM3NoaurC6lUiunTpyMxMRFPnjwpx5JR7/K2srKCl5cXFi1ahG+++Qbnz59X6mbteY0aNYKzs3PR335+fgAK7hh6/krowuGquuB73sOHDwGo7iYNKNu6V5q33npL6e/BgwcDQFFXWGFhYZBIJBgyZIjScnRwcEDDhg3LvP686LXXXlP6u0GDBgD+Wx7Hjx9HUlIShg4dqjRfhUKB7t274/Tp0yq7iyxN3759lbokMzU1Ra9evXDkyJGiruLy8/Px5Zdfwt/fH/r6+tDT04O+vj5u3rypcl3u16+fynmtXLkSAQEBMDAwKPo+HDhwQOU0SnPr1i1cu3atqJ2eXxbBwcF49OiRym5aNVlZ2uFlyrNdu3PnDgYPHgwHB4ei7UpQUBAAFLXH9evXER8fjwEDBijNp1atWsWeuVrebWqDBg3g4+Oj8nMUfq8fPHhQ6uctfIbV89+D0rz//vto2LAhRowYUep4qhR2JTpgwABs3rz5pdlelJ6ejkmTJsHb2xt6enrQ09ODiYkJMjIylNb/w4cPo2PHjkV3FgIFXde+2Ab79u1Dfn4+3nnnHaVlYGBggKCgoKLlXZ7t9KvYs2cPxo4di/79++ODDz5Q23SB8m9nLS0t0bFjx2LTKcu6Xl4HDx6Ev7+/0nNIgYJuSwVBULobFyi406zwbnCg+La9stqpW7duOH36NA4ePIh58+Zhy5Yt6NevX4nTFgQB7777LiIiIvDLL7/A1dW1TPMxNTUt9vs1ePBgKBQKHDlypGhYRfdn9uzZAx8fH3Tu3Pml475smZekefPm2LNnDyZPnozw8HBkZWW9dF7Pi4+PR/fu3eHo6Iht27ZBX18fQOXtN4wePRpbtmzBkiVLcPjwYfz+++/Q19dHx44dX/pZC4WEhCj9XbgvVnhH9PPDk5KSinU5+rzytNFrr71W1GUqUPCb8/DhQ7z99ttKXXabmJigX79+iIyMLNb1uyqDBw9W6g7Wzc0NgYGBRftwQNm3ySU5fvw4UlNTMWbMGJVdMD+vLMclqjRq1Aj6+voYOXIkfv7551fqlvarr77CDz/8gJUrVxbt62dnZ+PAgQN4/fXXYWRkVGwfKjs7u0xd8xIREVUGFgmJiIg01C+//ILTp0/j/PnzePjwIaKjo4udIFbFwcGhxGGF3TY9fvwYO3fuhFQqVfpX2D1TQkJCufMaGRkVew6LTCZDdnZ20d+PHz9GSkoK9PX1i807Pj6+zPP9559/cPr0aURFRSEhIQFHjx4t6uJt69atGDBgAJydnbFhwwacOHECp0+fxvDhw5WyFFLVrdmpU6fQtWtXAAXPBTt27BhOnz6Nzz//HADKffJKnctbIpHgwIED6NatGxYuXIiAgADY2tpi/PjxSEtLUxrXyspK6e/Ck2YlDVe1fJ5X+LlLet5OWda9kujp6cHa2rrU9z5+/BiCIMDe3r7YsoyMjHyl9RZAsfkWdrFW+HkfP34MAOjfv3+x+S5YsACCILz0mWAvKmlZ5ebmFp0InDBhAqZNm4Y+ffpg586dOHnyJE6fPo2GDRuqXAdVrcvffPMNRo8ejRYtWmDLli2IjIzE6dOn0b1791dajwFg4sSJxZbDmDFjALzatkNMZWmHlynrdi09PR1t27bFyZMnMXfuXISHh+P06dPYunUrgP/Wt8L1XdUFIS8OK+82taRuHIH/vtcvWy+8vLyU5jN79uwSx/3zzz+xd+9eLFy4EM+ePUNKSkpRN465ublISUlBXl5eie9v164dtm/fXlSYc3FxQb169ZSeU1aawYMH44cffsB7772Hffv24dSpUzh9+jRsbW2VPmdiYmKZlzdQULx8cXn//vvvRcu7PNvp8tq3bx/69u2LLl26YOPGjS89UV5e5d3Oqlqnyrqul1diYqLK+Tk5ORW9/ryXbdsrq50sLS3RtGlTdOjQAVOnTsWPP/6IHTt2qHw2siAIeO+997BhwwasW7cOvXv3LvN8VK2zL/5uqmN/5unTp0Vd+L7My5Z5Sb777jtMmjQJ27dvR4cOHWBlZYU+ffrg5s2bL51nWloagoODkZeXhz179ih1a1oZ+w179+7FmjVrsGrVKnz00Udo164dBgwYgP379yMpKUnpOXWlUec+Wnna6MXvUOG6UtJ3S6FQIDk5+aXTLen39PnvZVm3ySUp7EK9LJ+1LMclqnh5eeGff/6BnZ0dxo4dCy8vL3h5eeHbb7996TyBgu7pp06diunTp+Pdd98tGp6YmIj8/Hx8//33xdbF4OBgANVvH4qIiGoOPpOQiIhIQ/n5+aFp06blfl98fHyJwwpP3tjY2KBBgwaYN2+eymkUnnBTNxsbG1hbW2Pv3r0qXzc1NS3TdBo2bKh0x8fzNmzYAA8PD/z+++9KJ09ffJZXIVUnWH/77TdIpVKEhYUpnWDYvn17mfK9SN3L283NDWvWrAEA3LhxA5s3b8bMmTORm5uLlStXvlLGsihc5klJSSpPJpVl3StJfn4+EhMTlcZTtd5KJBJEREQUnXh8nqph6lD4ub///nu0bNlS5TjlfaZRSctKX18fJiYmAP57DuKXX36pNF5CQgIsLCyKvV/Vurxhw4aiZ80971VOgBcuhylTpqBv374qx3nxOYmarizt8DJl3a4dPHgQDx8+RHh4eNEdVQCKPfuscH0vLEiVlre829TSCkqFhe6Stq2Fdu7cqbQ9LW37denSJeTn56v83qxevRqrV6/Gtm3bSn0GW+/evdG7d2/k5OQgMjIS8+fPx+DBg+Hu7l7qcyOfPXuGsLAwzJgxA5MnTy4aXvjc2udZW1uXeXkDBcVPNze3EucNVM52et++fejTpw+CgoKwZcuWouKBOpV3O6tqnSrrul5e1tbWePToUbHhhXe5v2zdVaUqfk8L73y8ceOG0vDCAuHatWuxZs0aDBkypFzTLW2dLdyOqGN/xtbWtky9AVSEsbExZs2ahVmzZuHx48dFdxX26tUL165dK/F9eXl56NevH27fvo2IiIhixaPK2G+IiooC8N+dzoUsLCzg7e1d7Nl4VaE8bfTid7ZwXSnpu6Wjo6Oyx40XlfR7Wjj98myTS1L4/OHKXh/btm2Ltm3bQi6X48yZM/j+++/x0Ucfwd7evtRnTu7fvx/Dhw9HaGgoZs2apfSapaUldHV18fbbb2Ps2LEq3+/h4aHWz0FERFRWLBISERHVMAcOHMDjx4+LihZyuRy///47vLy8ik6ehISEYPfu3fDy8irTgb+6hISE4LfffoNcLkeLFi0qZR4SiQT6+vpKJ0Hi4+NVXsFf2jT09PSUuszKysrC+vXrXylTZS5vHx8ffPHFF9iyZQvOnTun1mm/yNfXFwBw+/btorsgn1eWda80GzduxPjx44v+/vXXXwEUdI8KFCzHr776Cg8ePCjWDWBlat26NSwsLHDlyhWMGzdOLdPcunUrFi1aVHTSNi0tDTt37kTbtm2L1juJRFLsBOauXbvw4MEDeHt7l2k+qqYRHR2NEydOlLlLu0J16tRB7dq1ceHChWKFy+qqLO3wMmXdrhVuk15sj1WrVin9XadOHTg4OGDz5s2YMGFC0fB79+7h+PHjSkU5dW5TC7tUK7wruyT169cv8zRDQ0OLvr/P69ChA/r06YMPP/wQ9erVK9O0ZDIZgoKCYGFhgX379uH8+fNo1apViXcqSSQSCIJQbHn/9NNPxbqSDQoKwu7du5GQkFBUaFIoFPjjjz+UxuvWrRv09PRw+/btErv3VUUd2+m///4bffr0QZs2bbB9+/YKXxTx/HIzNDQsGq6O7WxZ1/XScqjSqVMnzJ8/H+fOnUNAQEDR8F9++QUSiQQdOnR4pbyFKuv3tLC7xee324IgYMSIEVi7di1WrVqFYcOGlXu6aWlp2LFjh1KXo7/++it0dHTQrl07AOXbn5HJZCrv5urRowemT5+OgwcPquxaVt3s7e0RGhqKCxcuYOnSpcjMzFTqIv157777LsLDw7Fnz56irk2fVxn7DYXb4MjISKWLBRITE3Hjxg106tRJLfMpj4q0UZ06deDs7Ixff/0VEydOLPr+ZmRkYMuWLWjVqlWJy/95mzZtwoQJE4reHxsbi+PHj+Odd94BUL5tcknb9cDAQJibm2PlypUYOHCg2u+kfpGuri5atGgBX19fbNy4EefOnSuxSBgVFYV+/fqhY8eO+PHHH4u9bmRkhA4dOuD8+fNo0KBBpVzkQURE9KpYJCQiIqphbGxs0LFjR0ybNg3GxsZYvnw5rl27ht9++61onNmzZ2P//v0IDAzE+PHjUadOHWRnZyMmJga7d+/GypUry9xtUXkMHDgQGzduRHBwMD788EM0b94cUqkUcXFxOHToEHr37o3XX3+9QvMICQnB1q1bMWbMGPTv3x/379/HnDlz4OjoWKZuq4CC58F88803GDx4MEaOHInExER8/fXXr3xSVp3LOzo6GuPGjcMbb7yB2rVrQ19fHwcPHkR0dLTSldmVoUWLFjA0NERkZGSx5yABZVv3SqKvr4/FixcjPT0dzZo1w/HjxzF37lz06NEDbdq0AVBQrBs5ciSGDRuGM2fOoF27djA2NsajR49w9OhR1K9fH6NHj1b75zYxMcH333+PoUOHIikpCf3794ednR2ePn2KCxcu4OnTp8Xu1HsZXV1ddOnSBRMmTIBCocCCBQuQmpqqdOV5SEgI1q1bB19fXzRo0ABnz57FokWLyvXdDAkJwZw5czBjxgwEBQXh+vXrmD17Njw8PJCfn1+uzEDBSf4ePXqgW7duCA0NhbOzM5KSknD16lWcO3euWFGlvM6cOYOYmBgAQGpqKgRBwJ9//gmg4K6Nl929lZmZid27dwNA0bN9Dh8+jISEBBgbGxc9G6hQWdrhZcq6XQsMDISlpSXef/99zJgxA1KpFBs3bsSFCxeUpqejo4NZs2Zh1KhR6N+/P4YPH46UlBTMmjULjo6OSs+MUuc2NTIyErq6ukXFBXVwd3eHu7u7ytecnZ1VFhCfN336dMTFxaFTp05wcXFBSkoKvv32W6Xn23l5ecHQ0BAbN26En58fTExM4OTkBCcnJ7Rr1w6LFi2CjY0N3N3dcfjwYaxZs6bYnbiff/45du7ciU6dOuHzzz+HoaEhVq5cWfSs0cJl7u7ujtmzZ+Pzzz/HnTt30L17d1haWuLx48c4depU0d1QZd1Or1u3DsOGDcPatWsRGhpa4nI4evQo+vTpAwcHB0ydOrXoTqZC/v7+MDMzK3VZvqiw2LtgwQL06NEDurq6aNCggVq2s2Vd10vLoeoE+scff4xffvkFPXv2xOzZs+Hm5oZdu3Zh+fLlGD16dInP2yyJuttp1apViIiIQNeuXeHq6oqMjAxERETg+++/R2BgoFJXouPHj8eaNWswfPhw1K9fX+lZZDKZDI0bN35pfmtra4wePRr37t2Dj48Pdu/ejdWrV2P06NGoVasWgPLtz9SvXx+//fYbfv/9d3h6esLAwAD169fHRx99hN9//x29e/fG5MmT0bx5c2RlZeHw4cMICQmpcHEWKNi/CAkJQYMGDWBpaYmrV69i/fr1pRaoFi1ahPXr1+ODDz6AsbGx0jI0MzODv79/udbn8PBwdOjQATNmzCi1y9C+ffti+vTpGD16NOLi4hAQEIBHjx5h0aJFyMzMxIcffljh5VFeFWkjHR0dLFy4EG+99RZCQkIwatQo5OTkYNGiRUhJScFXX31VpgxPnjzB66+/jhEjRuDZs2eYMWMGDAwMMGXKFAAFbVLWbXLhxSM//vgjTE1NYWBgAA8PD1hbW2Px4sV477330LlzZ4wYMQL29va4desWLly4gB9++OHVFuBzVq5ciYMHD6Jnz56oVasWsrOz8b///Q8ASnzmY2pqKoKDg2FoaIiJEyfizJkzSq8XbqO//fZbtGnTBm3btsXo0aPh7u6OtLQ03Lp1Czt37iz2XFUiIqIqIxAREZFGWbt2rQBAOH36dKnjDR06VHBzc1MaBkAYO3assHz5csHLy0uQSqWCr6+vsHHjxmLvf/r0qTB+/HjBw8NDkEqlgpWVldCkSRPh888/F9LT05WmOWPGjKK/Dx06JAAQDh06pJTF2Ni42DxmzJghvLi7kZeXJ3z99ddCw4YNBQMDA8HExETw9fUVRo0aJdy8ebPUz1w4vadPn5Y63ldffSW4u7sLMplM8PPzE1avXq0yS+HyUuV///ufUKdOHUEmkwmenp7C/PnzhTVr1ggAhLt37xaNFxQUJAQFBRWb7vPLTBDUt7wfP34shIaGCr6+voKxsbFgYmIiNGjQQFiyZImQn59f9D43NzehZ8+exT6Xqs989+5dAYCwaNEilcvieW+//bbg7+9f4nRftu6Vtv5ER0cL7du3FwwNDQUrKyth9OjRSsum0P/+9z+hRYsWgrGxsWBoaCh4eXkJ77zzjnDmzBmlab74/XBzcxOGDh1aLMsff/yhcnmsXbtWafjhw4eFnj17ClZWVoJUKhWcnZ2Fnj17Fnt/aQqnvWDBAmHWrFmCi4uLoK+vLzRu3FjYt2+f0rjJycnCu+++K9jZ2QlGRkZCmzZthIiIiGLrXEmfQxAEIScnR5g4caLg7OwsGBgYCAEBAcL27dtL3H687LsuCIJw4cIFYcCAAYKdnZ0glUoFBwcHoWPHjsLKlStf+t6XGTp0qABA5b/n26Ok7WTh8lX17/nPW552KIuybteOHz8utGrVSjAyMhJsbW2F9957Tzh37pzK9e3HH38UvL29BX19fcHHx0f43//+J/Tu3Vto3LjxK827pG1CobZt2wq9evUq92d/FaVte58XFhYm9OjRQ3B2dhb09fUFOzs7ITg4WIiIiFAab9OmTYKvr68glUqV1uO4uDihX79+gqWlpWBqaip0795duHTpUrFtgSAIQkREhNCiRQtBJpMJDg4OwqeffiosWLBAACCkpKQojbt9+3ahQ4cOgpmZmSCTyQQ3Nzehf//+wj///CMIQtm3099//70AQNi7d2+py6Hw96ukfy/7nqn6Pubk5AjvvfeeYGtrK0gkkmK/bWXZzgYFBQl169ZVOc+yruul5VDVTrGxscLgwYMFa2trQSqVCnXq1BEWLVokyOXyonFK+017fv1QdzsdO3ZMCAkJEZycnAR9fX3ByMhIaNiwoTBnzhwhIyNDaVw3N7cybatKUrjsw8PDhaZNmwoymUxwdHQUpk6dKuTl5SmNW9b9mZiYGKFr166CqalpsRzJycnChx9+KNSqVUuQSqWCnZ2d0LNnT+HatWvlWuYlmTx5stC0aVPB0tKyKOfHH38sJCQkFI3z4n5cab8XL+6XlWV93rlzpwBA6besJI8ePRLGjRsneHt7CwYGBoKTk5PQs2dP4cSJEy99b0m/2SX9rqna91X13ahIGwlCwXatRYsWgoGBgWBsbCx06tRJOHbsWJk/z/r164Xx48cLtra2gkwmE9q2bau0fAWhfNvkpUuXCh4eHoKurm6x7cbu3buFoKAgwdjYWDAyMhL8/f2FBQsWFL1enuOSF504cUJ4/fXXBTc3N0EmkwnW1tZCUFCQsGPHDqXxnl+vS9v3eHHbe/fuXWH48OGCs7OzIJVKBVtbWyEwMFCYO3duqbmIiIgqk0QQBKHMFUUiIiLSaBKJBGPHjlXLlbREqpw5cwbNmjVDZGSkUveGFVn3QkND8eeffyI9PV2dUTVSTEwMPDw8sGjRIkycOFHsOFSNpKSkwMfHB3369FHZlVlF3L59G7Vr18a+ffvQpUsXtU67OuvatStiYmKKPUtOXQYMGIC7d+/i9OnTlTJ9Ug+2k3b47LPPsGnTJty8eVPp+Y1ERERENR27GyUiIiKiMmvatCkGDBiAOXPmICwsTOw4RDVSfHw85s2bhw4dOsDa2hqxsbFYsmQJ0tLSKqUru7lz56JTp05aXSCcMGECGjduDFdXVyQlJWHjxo3Yv38/1qxZUynzEwQB4eHh2LBhQ6VMn9SD7aQ9Dh06hGnTprFASERERFqHRUIiIiIiKpfFixdjzZo1SEtLg6mpqdhxNMbLnvH3/LPktIkgCJDL5aWOo6urC4lEUkWJyq4sbVoZ7SqTyRATE4MxY8YgKSkJRkZGaNmyJVauXIm6deuqdV75+fnw8vIqem6UtpLL5Zg+fTri4+MhkUjg7++P9evXY8iQIZUyP4lEgidPnlTKtEl92E7ag3eKEhERkbZid6NERERERBVU2I1oaWbMmIGZM2dWTSANEh4ejg4dOpQ6ztq1axEaGlo1gcqIbUpEREREREQ1HYuEREREREQVlJubi+jo6FLHcXJygpOTUxUl0hxpaWm4fv16qeN4eHjA2tq6ihKVDduUiIiIiIiIajoWCYmIiIiIiIiIiIiIiIi0jHY+GIWIiIiIiIiIiIiIiIhIi+mJHaA6UygUePjwIUxNTSGRSMSOQ0RERERERERERERERFpMEASkpaXByckJOjql3yvIImEFPHz4EK6urmLHICIiIiIiIiIiIiIiIipy//59uLi4lDoOi4QVYGpqCgDwaj0TZjb+IqdRLfH+Edw79wN8gr6CsYWn2HFU0vSMmp4PADJS7uDG4cn4/PPP0bVrV7HjqHT9+nWMHDkSP/74I+rUqSN2HJU0PaOm5wOYUV3+/vtvzJs3DwOWDoCdt53YcaqlJ7eeYPNHmzV6u8h2rji2s3ZgO2uPa+HX8M/X/2jsfnd1OC5gRvXQ9OOr6rA/y4zqoekZNT0fwN9oddH0/TG2s3poejsDbGt1YDtrhweXHmDb5G1FNazSsEhYAYVdjJrZ+MPCqYXIaVTLTn8IADCzrQdT2/oip1FN0zNqej4A0JUaAQD8/PzQrl07kdOoZmJiAgBo0qQJAgICRE6jmqZn1PR8ADOqy/379wEArg1d4dqQd6y/CpmxDIBmbxfZzhXHdtYObGftkfIgBYDm7ndXh+MCZlQPTT++qg77s8yoHpqeUdPzAfyNVhdN3x9jO6uHprczwLZWB7azdinLY/JK74yUiIiIiIiIiIiIiIiIiGocFgmJiIiIiIiIiIiIiIiItAyLhERERERERERERERERERahkVCIiIiIiIiIiIiIiIiIi3DIiERERERERERERERERGRlmGRkIiIiIiIiIiIiIiIiEjLsEhIREREREREREREREREpGVYJCQiIiIiIiIiIiIiIiLSMiwSEhEREREREREREREREWkZFgmJiIiIiIiIiIiIiIiItAyLhERERERERERERERERERahkVCIiIiIiIiIiIiIiIiIi3DIiERERERERERERERERGRlmGRkIiIiIiIiIiIiIiIiEjLsEhIREREREREREREREREpGVYJCQiIiIiIiIiIiIiIiLSMiwSEhEREREREREREREREWkZFgmJiIiIiIiIiIiIiIiItAyLhERERERERERERERERERahkVCIiIiIiIiIiIiIiIiIi3DIiERERERERERERERERGRlmGRkIiIiIiIiIiIiIiIiEjLsEhIREREREREREREREREpGVYJCQiIiIiIiIiIiIiIiLSMiwSEhEREREREREREREREWkZFgmJiIiIiIiIiIiIiIiItAyLhERERERERERERERERERahkVCIiIiIiIiIiIiIiIiIi3DIiERERERERERERERERGRlmGRkIiIiIiIiIiIiIiIiEjL6IkdQNu1a2yIhrUN4OUihZezPowNdbD/VAbmr0sUOxoAwMxYB20aGqJlPUN4OElhY6GLPDlw90Eu9kZmYO+JDAiC2CmBEX0sUKeWPlzs9WBurIOcPAGPk+Q4diET2w+nIzVDIXbEYro0N8KUUBsAwNcbErH7eIbIiYiIShb1lzduH3fGg4u2eHDJBjnpMjR54xreXrVP7GikRhlJBogO88KV/e54dMUGzx6ZQFcqh6N/IloMvoLmb12GDi8xqxF2zGyN+1H2eHrLAhlJhpAa5MPSNRX1g++g7YgLMLbKFjsiVZLTv/ti4+huAIA3l/6DVu9cFjmRev06xwkO1qoPc5OeydF/yoMqTlSy+l4y9OtoirqeMpga6SAtU4G7D3Ox5WAaTl4W7zvYraUxJr1jXeo4coWALuPuV1Ei1QLrG+L1DqaoZa8HM2MdJKYqcPNeLv44kIord3NFzUZE9DKzGg5D8n0zla+Z2mVgzrWfqjgRVabbJ5xweEVjxJx2REayDMaWOXD0S0DQ6Cj4d4kROx5V0Mlf/bBpXNdSx5HoKLAk4fsqSkSV6dIeDxz5sREe37BEZrIhzOwz4NLwCdqPOQeP5vFix3slLBKKbEh3c3i76iMzW4GnKXIYG2rWmbegACN8PMgKic/kOH89G0+S82Fpqou2jYzw6RADtKhriJmrE8SOif4dTXHzfi7OXs1GSpocBjId+HnoIzTEAiFtTDBu0WM8SZaLHbOIraUuPhhghcxsBYwMNKvNiYhU+Xtxczy8ZAuZSS7MHdPx5KZM7EhUCaL+qo0/PukIM/sM1G57HxYuaUh7YoToMG/89mFnXNnvjmE/74JEInZSqqjDKxrDpcET+LS/B1PbLORm6iHmjCP2LmiJE7/Uw0f7NsPSJU3smKRmyXEm2DKpPWQmuchJ1xc7TqVJz1Rgy6Hi629WjuZcODikuxmGv2aBlDQ5Ii9lIfGZHOYmuvB2laKhj4GoRcJbcbn4edczla/V95IhwNcAp0TMBwDv97XAgM5meJYux9ELWUhNl8PJVorABoZo28gQC9YnYf9JXoRJRJrNwCwHQe+fLzZcZpwnQhqqLH9/3Qy7vwyEsXUm6naNgZlDBjISDRB30Q63jjqzSFgDONd/im6fRap87U6kM24ecYVf59gqTkWV4a9pbXBoWRMYW2WhfvBtGFtnI+GOOS7t8UT0Tm8MWvY3mg+8JnbMcmORUGTLtyTjabIcD57mo2FtGZZ8bC92JCVxj/PwxcqniLyYBcVzdwz+tCMFyz9zQLvGRmjX2BBHzmeJFxJAyIT7yMsvPnz4a+YY0t0cg7uZYelvyVUfrASfvW2N1Aw5IqKy8GYX1VeOERFpktfnHYGFUzpsPFNw65gzlr3WX+xIVAlsvZLx7oadqNvtLnR0//vhD5l2HN90HojoMG9c2OGNRr1viZiS1OGr2BWQGhS/gGrX3FbY/01z7F/SFAMWHxIhGVUWQQA2fdAFxlZZaBByG4d+aCJ2pEqTnqUoscilCYICjDD8NQucuZqFGT8mICtHuWsWXZGvIbwdl4fbcaqX3/cTC45Xdx1Nr8pISizNdNCvoymSnsnx3rxHSEn/r/jbyEeGbz6yR2hPcxYJiUjjGZrnoMfkk2LHoEp0fltt7P4yED5B9zD8lzAYmCoXgOV5vHGgJnCpnwCX+qpvolnSdQAAIHDoxaqMRJUg9bERwlc0hqldBj6L2AhT2//qITcjXLCsdz/s/apltSwSatyWKCYmBhKJBFFRUWJHqRJRN3Lw4KmK6paGOH8jB8ejlQuEAJCcqsDOiIIDw0a1DURIpkxVgRAAws9mAgCcbDWnHt63gyka+8iwcH0SsnM1oK9WIqIyqN02DrZeKbyDrIbzaReH+sF3lAqEAGBmn4nWwwoOam4dcxEjGqmZqgIhADTqcxMAkHjXvCrjUBU4sqoRbh5xxeAf9kPfiHcoiEUiAUb2sUB2rgLz1iYWKxACgFxzbnhU4u4oRV1PGZ4m5yPykngXidpb6UFXR4KrMTlKBUKg4Pg6I0sBcxONO9VBRERaRqEAds5qDalhHt5ZvbdYgRAAdKUa+qNPavHoijVizzjC3DEN/l1jxI5DFZR03xSCQgduTeKVCoRAwTkzmUkOMpIMRUpXMZpTORHBvXv3MHbsWBw8eBCGhoYYPHgwvv76a+jr19yud9QpXy4o/a+JAusXfDHvPNCMEyG1HPQworc5th5KQ/StHDSuI36BlYiIqCx0pQVFJV09HsjWZJf3egAAnOqK3508qU/8dUuEzW6NdqOi4BX4EDeOuIodqVJJ9STo3NwIdpZ6yM4VcOdBLqJv5hS78FEMdT1lcLTRw+FzmUjLVKBFPQN4OEqRmw9ci8nR6Gfp9WprAgDYfTxD1GX54Ek+cvME+LnLYGGiU+xOQmNDHUREZYoXkIiojOS5ujizuQ6S48ygb5QHp7oJ8Ap8UOyCPaqeYk45IemeORq+dhOGFtm4/Lc7Hl21hlQmR62A+Gr77DIqu+M/1wMAtBxyhd/rGsDWKwV6snzEnnVA2lPDYncS5qTL0CCkeva6pFFFwtzcyjkgysvLg1QqVRoml8vRs2dP2Nra4ujRo0hMTMTQoUMhCAK+/54PEX0ZHR2gawtjAMCpK+I+j+J5AzqbwlCmA2MDCXzc9NHA2wA37+Xi132pYkeDjg4wZag1niTL8dMOze3+iIiI6EXyfAlO/+YHAPDtFCNuGFKrg98HICdDiuxUGe5H2eFOpDNcGjxB54/PiB2N1ESeL8HG0d1g4ZKGntOOiR2nSlib62JqqI3SsIcJ+Vi4PhHRN3NESlXA163ggtSkVDlWTXaAl4vyBaoXbmZj5uoEPEvXrAsy9KUSdG5uDLlCwO7j4nU1CgBpmQqs2paMMf0tsXa6I45GZeFZhhzOtlK0qm+I01eysOTXJFEzEhGVRepjY2x4v7vSMGu3Zxj0w354t34gUipSl3vnCrroNrPPwOIOg/Dwsq3S616BcRi2bjdMbMR9hBNVjtwsXZzZ7AuJjgIt374kdhxSA2PLHLw26yi2TW2Hr1q9jfo9b8PYOgsJdyxwaa8H6nSIxRuLD4od85WUqw+OnTt3wsLCAgpFwQFLVFQUJBIJPv3006JxRo0ahUGDBgEAtmzZgrp160Imk8Hd3R2LFy9Wmp67uzvmzp2L0NBQmJubY8SIEcXmqVAoMGLECPj4+CA2NrYoR5MmTWBgYABPT0/MmjUL+fn/9TcpkUiwcuVK9O7dG8bGxpg7d26x6f7999+4cuUKNmzYgMaNG6Nz585YvHgxVq9ejdRU8QtKmm5kHwt4Ouvj5KUsnLmqQUXCTmYY2tMc/TuZoYG3AU5eysKkH54gNUP8g+x3gs3h7aqPBb8kIjePV48QEVH1ETarNR5dtYFf5xj4dbondhxSo0PLArBvYUscXtkYdyKd4dc5BqP+2A5jK83Zv6OK2bewBeKibTH4h7+hb6i6m9maZO+JdHyy9DH6TYpDjw/vY/icR9gRkQYHK118NdYWns7Sl0+kElmYFhyCv9bWBPpSCSYsfYzgjwtynrqchYa1DTDjPZuXTKXqtQ8wgqmRDk5dzsbTZPHXo23h6ZixKgESCdCzjQkGdzNHUIARniTnY19kRrFuSImINE2LwVcwZvsWzLm2GgvjlmHS0Q0IDL2IpHtmWDWgNx5c0rzfAiqftISC3s2O/a8B8rL1MPavLVhwbzkmHVsP344xuH3cBWuHBYuckipL1HYfZD0zgF/nWFi6iHuBFalPu5EX8O76MAgKCSLX18OBpc1wYUdtWLqko/mgq8W6Ia0uylUkbNeuHdLS0nD+/HkAwOHDh2FjY4PDhw8XjRMeHo6goCCcPXsWAwYMwMCBA3Hx4kXMnDkT06ZNw7p165SmuWjRItSrVw9nz57FtGnTlF7Lzc3FgAEDcObMGRw9ehRubm7Yt28fhgwZgvHjx+PKlStYtWoV1q1bh3nz5im9d8aMGejduzcuXryI4cOHF/ssJ06cQL169eDk5FQ0rFu3bsjJycHZs2dVfv6cnBykpqYq/dNG/TqYYkBnM9yLz8P8nxPFjqOk/5QH6DjmHvpNisP0VU/hZKuHH6c6oLaruCcDfN308VY3M/xxIE2juxAiIiJ6UfiKRji0rAnsaifhrRX7xI5Dajbn2k9YmvQt5lxbjeG/hCEhxhyLggbj/gXbl7+ZNF7sWXv8s6QZOow9pzVdWv2yOxXnb+QgOU2BnDwBMY/ysHRTMv48mAYDfR2E9hT3eZs6Ov8+3FcCzFydgKgbOcjOKcg5/ccEPEnORyMfA/h7aNYjMELaFHQ1GnZUM05yDepmhlmjbLAvMgNvTXuAHh/ex6j5j/AoIR9fDLfByNctxI5IRFSq7pNOwqddHEztMqFvlA9H/0QM+OYg2o85h7wsKfYuaCF2RKogQV7wmy8IwLCfd/37zLI8OPolYfj6MFg4peH2MRfcPeUgclKqDCf+7Wo0MPSiyElInfYvaYo1b4eg2aAr+OLcWiyMW4ZPDv0Ka7dnWD+yO3bMaC12xFdSriKhubk5GjVqhPDwcAAFBcGPP/4YFy5cQFpaGuLj43Hjxg20b98e33zzDTp16oRp06bBx8cHoaGhGDduHBYtWqQ0zY4dO2LixInw9vaGt7d30fD09HT07NkT8fHxCA8Ph52dHQBg3rx5mDx5MoYOHQpPT0906dIFc+bMwapVq5SmO3jwYAwfPhyenp5wc3Mr9lni4+Nhb2+vNMzS0hL6+vqIj1d9AD1//nyYm5sX/XN1rdnP8lClbwdTjH3DEjGP8vDx0scacYeeKslpChy9kIVPv3sCM2NdTB5qLVoWHR1gSqg17j/Jx9qdKaLlICIiKq/DKxth++dBsPdJxLgdW2BizbvLaipTu0w0CLmNMVu3ISPJABtHdxU7ElWQPF+CDaO7wdYrGcFTI8WOI7odEQXFrfreMlFzpGUWHD89SsjH3YfKz03PzRNw+t9HOfi6i5vzeW4OeqjnJcOT5HycvCT+1dGNfWQY0dsCx6OzsGJLCh4lypGTJ+Dm/TxMX5WAp8n5eKOTKZxsNOrpKkREZRI4rKCgcPu4s8hJqKIMLQq6OLd2T4WTv/JNFvqGcvh2LOgx7945FglrmvhrVrh7ygkWTmnw7xIjdhxSkxtHXLBrTmvUD76D1+dFwMY9FfpG+XBt+BTvrg+DuWMaDi0LQMJdcS9KfBXl3mtu3749wsPDMWHCBERERGDu3LnYsmULjh49ipSUFNjb28PX1xdXr15F7969ld7bunVrLF26FHK5HLq6ugCApk2bqpzPoEGD4OLiggMHDsDIyKho+NmzZ3H69GmlOwflcjmys7ORmZlZNO7z0+3RowciIiIAAG5ubrh8+TKAgm5JXyQIgsrhADBlyhRMmDCh6O/U1FStKhQO6GyK9/ta4s6DXEz89km16MLlSbIcsfF5qO2qDzNjHVGKmoYyCVztC+5k3PddLZXjTBxijYlDrLHlYCqW/ZlShemIiIhUO/h9AHbMaAtHvwSM2b612nabQeVj6ZIGhzpJeHDRDumJBiwMV2M5GVI8vWUJAJjoOE7lOL9/1Bm/f9QZ7UadR9/5R6oyXpVLSSvoItNQVq7rZNUu7nFBYTA9S/VxSfq/RUSZVPUxqRhC2poCAPYcz4BCA56a0KJeQfdtUTeKb59y8gRci81F20ZG8HaV4mFCfrFxiIg0mem/z6fLzRS3RyyqODvvZACAobnq5yEXFhHzsnlRS01zfF3BXYQthlyGjq4G7DyRWlz52wMA4N0mrthr+kb5cGvyGNFh3oiLtoWNx7Oqjlchr1QkXLNmDS5cuAAdHR34+/sjKCgIhw8fRnJyMoKCggCoLrYJQvEvhbGxscr5BAcHY8OGDYiMjETHjh2LhisUCsyaNQt9+/Yt9h4DAwOV0/3pp5+QlVXwIyuVFvzIOjg44OTJk0rvT05ORl5eXrE7DAvJZDLIZJpzRWdVGtTNDCN6W+Dm/Vx8+p1mPOOvrKzNCwrSCpGOaPPygV3HVHfL4+Oqj9q19BF9Kxv3H+fjMrsiJSIiDbB/SVPsmtMazvWfYPTWbSwUaZln8QXdCvKAtnrT05ej5ZBLKl+Li7ZDXLQdPFs+gJ13MtybParidFXP798788QuGl24mYN8uQBnWyn0dIH8Fx7v5+5UcLwan6gZxS2pHtCluRHkCgG7j2tGV6NSvYLzDOYmuipfNzcpKATnacYiJCIql9izBXeVWbtVrxPMVJxX4APo6MmRcMcc+bk60NNXPpf66GpBr2dWrtr5OKuaKi9bF2c2+0Gio0DLIZfFjkNqJM8r2MdM//d5oy8qHK4nE//53eVV7iJh4XMJly5diqCgIEgkEgQFBWH+/PlITk7Ghx9+CADw9/fH0aNHld57/Phx+Pj4FN1FWJrRo0ejXr16eO2117Br166i4mNAQACuX7+u1DXpyzg7F79Fv1WrVpg3bx4ePXoER0dHAMDff/8NmUyGJk2alHna2mBIDzMM72WB67E5+Oz7p0Vd5GgKV3s9pGcpkJyqnEsiAYb1MoeVmS4u3c5BepY4J7py8wQs3pik8rWhPc1Ru5Y+/o7MwO7jGVWcjIiIqLh9i5pjz/xWcG30GO9v2QZjS9VXvlL19fiGJQzNc2Bmn6k0XKEA9nzZCulPjeDR/CGMLNj21Zm+oRwDvzug8rU9X7VAXLQdmg28ilbv1JyTF+6OUiQ+kxc7XrG11MX4NwvuqvznlLj73KkZChw6m4kuzY3xVndz/Lzrv5PATXwN0MzPAOmZCpy6ohl3b7cPMIKZsS5OXMzC02TNOOERfSsHr7c3RUhrE4RFpCPh2X+5mvsboJ6nDDm5Cly+w20YEWmmR1etYOaQUWw/OznOBH9Oag8AaDrgugjJSJ1MrLPR+PWbOPuHL/Z/0ww9Jv93s8r1Q7Vw/aAbDMxy4Ns5RryQpHZRf9VGZooB6na7A0sXzbjAitTDs+VDRKxuhBO/1ENg6EVYOP13XHFlvxvunnSC1CAfHs2r3wWY5S4SFj6XcMOGDfj2228BFBQO33jjDeTl5aF9+/YAgE8++QTNmjXDnDlz8Oabb+LEiRP44YcfsHz58jLP64MPPoBcLkdISAj27NmDNm3aYPr06QgJCYGrqyveeOMN6OjoIDo6GhcvXsTcuXPLPO2uXbvC398fb7/9NhYtWoSkpCRMnDgRI0aMgJmZWbmWSUW0bmiI1g0KqsxWZgXF07oe+vjsbSsABQeRK7emVFmeF3VtYYzhvSwglwu4eCsHfTuYFhsnPjEf+yLFO9hu7m+IUX0tEH0zBw8T8pGaIYelqS4a1pbBybbgRMHijYkvnxAREZUoepcnLu72AgCkPS7o2jvmtAM2ju0CADCxykLvOUdLfD9VD6c2+WHP/FbQ0VXAs+VDHFnVqNg4VrVS0WLw1aoPR2pz9YAbdsxoA6/Ah7BxT4GRVTbSnhjh9nFnJMZYwMw+A28uVV1cItJkQQFGGNTVDOdvZCM+MR+Z2QKcbPTQsp4BZPo6iLyUhc3/iH+1/oo/k+Hnro+hPc3RyEeG67G5sLfSQ5uGhlAIwOKNicgQ6QLHF/VsU3BncdhRzTnJdeR8Js5czUJTP0Osne6IoxcykZSqgJuDHlrWM4SOjgSr/0qpVr3fEJF2ifqrNg582xTebeJg7ZYKmUkuEmPMceVvD+Rl68G/y110GHdW7JikBn3mHkHsWQfsW9gSt466oFbjx0i6b4aLu7wg0VVg4NJ/YGTOXsVqkhM/F3Q12mqo6h49qPpq2PsmfH65hxuHa2F+y7fRIOQ2TO0y8fiGFa7s84AgSBAy/RiMrapfT0yv1Olxhw4dcO7cuaKCoKWlJfz9/fHw4UP4+fkBKLjjb/PmzZg+fTrmzJkDR0dHzJ49G6GhoeWa10cffQSFQoHg4GDs3bsX3bp1Q1hYGGbPno2FCxdCKpXC19cX7733Xrmmq6uri127dmHMmDFo3bo1DA0NMXjwYHz99dflmk5Febvoo3srE6VhTrZSONn+182MmEVCx38f9q6rK0H/TqqLp1E3skUtEp69lo2wo+mo5ymDl4shTAx1kJUrIO5JHvbveoath9I07u5HIqLq5sFFW5ze5K80LDHGAokxFgAAS9dUFglrgMTYgt96hVwHh1c2VjmOV+s4FgmruTpB9xE49BLunHTCw0veyHomg75RHmy9U9B0QCTajYriHaRULZ2/kQ1XOz14u+qjrocMBjIJ0jMVuHg7B/tPZWL/Sc3ouSMlXYGxCx9jSA8ztGloBH8PGTKzFYi8lIVf96XiaoxmnCys5aCHBt4GeJKcj5OXNOPORgAQBGDKsqfoE2SKDk2N0KahEQz0JUjNVODk5WxsC0/DmavV7+QMEWmP2m3j8OSWJR5ctEXMaUfkZurB0DwHHi0eoumbV9HszWuQaM6jaakCTG2z8PH+3/D3181xcZcXYk47QmaSC/+ud9H5ozNwbxYvdkRSo/jrlrgT6QwLpzT4d4kROw6pmY4OMGrzX4j4qQHOb/VBdJgX8rKkMLLMhl+XGLQbGQXfjvfEjvlKXqlI+PXXXxcrpkVFRRUbr1+/fujXr1+J04mJiSk2zN3dvdizCydMmIAJEyYU/d2tWzd069atxOmqevahKrVq1UJYWFiZxq0sP+96ptTFjKbR9HwAEPMoD9/9nix2jFdSHZYvEREA9Jh8Uql7FKqZ2M7awdE/Ef0XhYsdg0RUU7/r0TdzEH2zehS40zIVWLElBSu2pIgdpUT34vPRcYxmnuiQK4Ath9Kw5VCa2FGIiMrNu/UDeLd+IHYMqiLGljl4fV4EXp8XIXYUqmQOdZKxNOlbsWNQJdKVKtB+dBTaj44SO4pa6YgdgIiIiIiIiIiIiIiIiIiqFouERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0jJ7YAWqCjJQ70JUaiR1DpazU+wCAhNhDyEi+JXIa1VIenQGguRk1PR/wXzsfO3ZM5CQlu3v3LgDg6tWrIicpWWE2Tc2o6fmA/7Lt3r1bY3MWrouanLHwu/z4xmORk5QsOS4ZuZm5YscoUeK9RACavV1kO1cc21l9NLmt2c7ao7CtNX2fW5OPC6rDsUt1yKjpx1c8tlKP6pRRU49deGylPpq8LwZo/v4Y21k9NL2dgerR1mzniqsO7azpntx6UuZxJYIgCJWYpUZLTU2Fubm52DGIiIiIiIiIiIiIiIiIijx79gxmZmaljsM7CdXg888/h5+fn9gxVDp27BhWrFgBv05LYWzpLXYclRJiDyHm9GKNzajp+YDqkTEj+RauHvgIc+bMQXBwsNhxVLp69SqGDBmCDRs2aOR3WtPzAQVXkE6bNg1DVg2BvY+92HGqrcc3HmPDqA0YPXo0WrduLXacYgp/W9jOFcN21g6a3s4A21odqkM73717F9OmTcOcOXPg4eEhdhyVND0jj63UgxkrjsdW6lEdMvL4quKqw28098Uqju2sPTS9rdnO6qHp7Qxo/rHL1atXMW/evDKNyyKhGnTt2hXt2rUTO0aJVqxYAWNLb5ja1hc7ikqFXcxoakZNzwdUj4yFPDw8EBAQIHaMUvn5+Wl0Rk3OV9jFjL2PPVwbuoqcpvpr3bo13nrrLbFjqLRixQq2s5qwnbWDJrczwLZWF01u53PnzmHatGkIDg7W2P2I6pCRx1YVx4zqw2Mr9dDkjDy+Uh9N/o0GuC+mLmxn7aHJbc12Vh9NbmdNP3Y5cuRImYuEOpWchYiIiIiIiIiIiIiIiIg0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMvoiR2ANF+7xoZoWNsAXi5SeDnrw9hQB/tPZWD+ukSxowEAzIx10KahIVrWM4SHkxQ2FrrIkwN3H+Rib2QG9p7IgCCInRIY0ccCdWrpw8VeD+bGOsjJE/A4SY5jFzKx/XA6UjMUYkcspktzI0wJtQEAfL0hEbuPZ4iciOjVRP3ljdvHnfHgoi0eXLJBTroMTd64hrdX7RM7GqlJRpIBosO8cGW/Ox5dscGzRybQlcrh6J+IFoOvoPlbl6HDS6NqhB0zW+N+lD2e3rJARpIhpAb5sHRNRf3gO2g74gKMrbLFjkiV5PTvvtg4uhsA4M2l/6DVO5dFTkT0an6d4wQHa9WH4knP5Og/5UEVJypZfS8Z+nU0RV1PGUyNdJCWqcDdh7nYcjANJy+Lt73t1tIYk96xLnUcuUJAl3H3qyiRaoH1DfF6B1PUsteDmbEOElMVuHkvF38cSMWVu7miZiOqiFkNhyH5vpnK10ztMjDn2k9VnIgq0+0TTji8ojFiTjsiI1kGY8scOPolIGh0FPy7xIgdjyrg5K9+2DSua6njSHQUWJLwfRUlosp0aY8HjvzYCI9vWCIz2RBm9hlwafgE7cecg0fzeLHjkYhYJKSXGtLdHN6u+sjMVuBpihzGhpp1ljUowAgfD7JC4jM5zl/PxpPkfFia6qJtIyN8OsQALeoaYubqBLFjon9HU9y8n4uzV7ORkiaHgUwHfh76CA2xQEgbE4xb9BhPkuVixyxia6mLDwZYITNbASMDzWpzovL6e3FzPLxkC5lJLswd0/HkpkzsSKRmUX/Vxh+fdISZfQZqt70PC5c0pD0xQnSYN377sDOu7HfHsJ93QSIROylV1OEVjeHS4Al82t+DqW0WcjP1EHPGEXsXtMSJX+rho32bYemSJnZMUrPkOBNsmdQeMpNc5KTrix2HqMLSMxXYcqj4tiorR3MuHBzS3QzDX7NASpockZeykPhMDnMTXXi7StHQx0DUIuGtuFz8vOuZytfqe8kQ4GuAUyLmA4D3+1pgQGczPEuX4+iFLKSmy+FkK0VgA0O0bWSIBeuTsP8kL8Kk6svALAdB758vNlxmnCdCGqosf3/dDLu/DISxdSbqdo2BmUMGMhINEHfRDreOOrNIWM0513+Kbp9FqnztTqQzbh5xhV/n2CpORZXhr2ltcGhZExhbZaF+8G0YW2cj4Y45Lu3xRPRObwxa9jeaD7wmdkwSCYuE9FLLtyTjabIcD57mo2FtGZZ8bC92JCVxj/PwxcqniLyYBcVzdwz+tCMFyz9zQLvGRmjX2BBHzmeJFxJAyIT7yMsvPnz4a+YY0t0cg7uZYelvyVUfrASfvW2N1Aw5IqKy8GYX1VcIElUXr887AgundNh4puDWMWcse62/2JFIzWy9kvHuhp2o2+0udHT/+zEImXYc33QeiOgwb1zY4Y1GvW+JmJLU4avYFZAaFL+oZtfcVtj/TXPsX9IUAxYfEiEZVRZBADZ90AXGVlloEHIbh35oInYkogpLz1KUWOTSBEEBRhj+mgXOXM3CjB8TkJWj3DWLrsjXEN6Oy8PtONXL7/uJBceru46mV2UkJZZmOujX0RRJz+R4b94jpKT/V/xt5CPDNx/ZI7SnOYuEVK0Zmuegx+STYsegSnR+W23s/jIQPkH3MPyXMBiYKheA5Xm8oLy6c6mfAJf6qm+sWNJ1AAAgcOjFqoxElSD1sRHCVzSGqV0GPovYCFPb/86R34xwwbLe/bD3q5YsEmoxjduax8TEQCKRICoqSuwo9K+oGzl48FRFdUtDnL+Rg+PRygVCAEhOVWBnRMGBYaPaBiIkU6aqQAgA4WczAQBOtppTs+/bwRSNfWRYuD4J2bka0FcrUQXVbhsHW68U3kVWg/m0i0P94DtKBUIAMLPPROthBQc1t465iBGN1ExVgRAAGvW5CQBIvGtelXGoChxZ1Qg3j7hi8A/7oW/EuxOIKptEAozsY4HsXAXmrU0sViAEALnm3PCoxN1RirqeMjxNzkfkJfEuErW30oOujgRXY3KUCoRAwfF1RpYC5iYadzqGiKiIQgHsnNUaUsM8vLN6b7ECIQDoSjX0x4Aq7NEVa8SecYS5Yxr8u8aIHYcqKOm+KQSFDtyaxCsVCIGC82UykxxkJBmKlI40geZUJUTw4Ycf4ujRo7h06RL8/PxYmKyB8uWC0v+aKLB+wUb4zgPNOOlVy0EPI3qbY+uhNETfykHjOuIXWImIKkJXWlBU0tXjQWxNdnmvBwDAqa74XYyT+sRft0TY7NZoNyoKXoEPceOIq9iRiNRCqidB5+ZGsLPUQ3augDsPchF9M6fYhY9iqOspg6ONHg6fy0RapgIt6hnAw1GK3HzgWkyORj9Lr1dbEwDA7uMZoi7LB0/ykZsnwM9dBgsTnWJ3Ehob6iAiKlO8gERqIM/VxZnNdZAcZwZ9ozw41U2AV+CDYhftUfUUc8oJSffM0fC1mzC0yMblv93x6Ko1pDI5agXE8/llNdzxn+sBAFoOucLvdA1g65UCPVk+Ys86IO2pYbE7CXPSZWgQwl6XtJlGFQlzcyvnYCMvLw9SqbTYcEEQMHz4cJw8eRLR0dGVMm8Sj44O0LWFMQDg1BVxn0fxvAGdTWEo04GxgQQ+bvpo4G2Am/dy8eu+VLGjQUcHmDLUGk+S5fhph+Z2f0REVFbyfAlO/+YHAPDtFCNuGFKrg98HICdDiuxUGe5H2eFOpDNcGjxB54/PiB2N1ESeL8HG0d1g4ZKGntOOiR2HSK2szXUxNdRGadjDhHwsXJ+I6Js5IqUq4OtW8NzPpFQ5Vk12gJeL8nNAL9zMxszVCXiWrlkX3+hLJejc3BhyhYDdx8XrahQA0jIVWLUtGWP6W2LtdEccjcrCsww5nG2laFXfEKevZGHJr0miZiSqqNTHxtjwfnelYdZuzzDoh/3wbv1ApFSkLvfOFXTdbGafgcUdBuHhZVul170C4zBs3W6Y2Ij7aB9Sv9wsXZzZ7AuJjgIt374kdhxSA2PLHLw26yi2TW2Hr1q9jfo9b8PYOgsJdyxwaa8H6nSIxRuLD4odk0RUrv4tdu7cCQsLCygUBQcDUVFRkEgk+PTTT4vGGTVqFAYNGgQA2LJlC+rWrQuZTAZ3d3csXrxYaXru7u6YO3cuQkNDYW5ujhEjRhSbp0KhwIgRI+Dj44PY2NiiHE2aNIGBgQE8PT0xa9Ys5Of/15ejRCLBypUr0bt3bxgbG2Pu3LkqP893332HsWPHwtPTszyLgaqJkX0s4Omsj5OXsnDmqgYVCTuZYWhPc/TvZIYG3gY4eSkLk354gtQM8Q+y3wk2h7erPhb8kojcPF4pRETVX9is1nh01QZ+nWPg1+me2HFIjQ4tC8C+hS1xeGVj3Il0hl/nGIz6YzuMrTTnN58qZt/CFoiLtsXgH/6GvqHqbmaJqqO9J9LxydLH6DcpDj0+vI/hcx5hR0QaHKx08dVYW3g6F7/AtSpZmBacJnitrQn0pRJMWPoYwR8X5Dx1OQsNaxtgxns2L5lK1WsfYARTIx2cupyNp8nibzO2hadjxqoESCRAzzYmGNzNHEEBRniSnI99kRnFuiElqk5aDL6CMdu3YM611VgYtwyTjm5AYOhFJN0zw6oBvfHgkuZtI6h80hIKer069r8GyMvWw9i/tmDBveWYdGw9fDvG4PZxF6wdFixySqoMUdt9kPXMAH6dY2HpIu5FN6Q+7UZewLvrwyAoJIhcXw8HljbDhR21YemSjuaDrhbrhpS0S7mKhO3atUNaWhrOnz8PADh8+DBsbGxw+PDhonHCw8MRFBSEs2fPYsCAARg4cCAuXryImTNnYtq0aVi3bp3SNBctWoR69erh7NmzmDZtmtJrubm5GDBgAM6cOYOjR4/Czc0N+/btw5AhQzB+/HhcuXIFq1atwrp16zBv3jyl986YMQO9e/fGxYsXMXz48PJ8TKoB+nUwxYDOZrgXn4f5PyeKHUdJ/ykP0HHMPfSbFIfpq57CyVYPP051QG1XcU8G+Lrp461uZvjjQJpGdyFERFRW4Ssa4dCyJrCrnYS3VuwTOw6p2ZxrP2Fp0reYc201hv8ShoQYcywKGoz7F2xf/mbSeLFn7fHPkmboMPYcu7OiGueX3ak4fyMHyWkK5OQJiHmUh6WbkvHnwTQY6OsgtKe4z1bV0fn3Ic4SYObqBETdyEF2TkHO6T8m4ElyPhr5GMDfQ7/0CVWxkDYFXY2GHdWME5qDuplh1igb7IvMwFvTHqDHh/cxav4jPErIxxfDbTDydQuxIxK9su6TTsKnXRxM7TKhb5QPR/9EDPjmINqPOYe8LCn2LmghdkSqIEFe8FsgCMCwn3f9+9yyPDj6JWH4+jBYOKXh9jEX3D3lIHJSUrcT/3Y1Ghh6UeQkpE77lzTFmrdD0GzQFXxxbi0Wxi3DJ4d+hbXbM6wf2R07ZrQWOyKJqFxFQnNzczRq1Ajh4eEACgqCH3/8MS5cuIC0tDTEx8fjxo0baN++Pb755ht06tQJ06ZNg4+PD0JDQzFu3DgsWrRIaZodO3bExIkT4e3tDW9v76Lh6enp6NmzJ+Lj4xEeHg47OzsAwLx58zB58mQMHToUnp6e6NKlC+bMmYNVq1YpTXfw4MEYPnw4PD094ebm9irLppicnBykpqYq/SPN07eDKca+YYmYR3n4eOljjbhDT5XkNAWOXsjCp989gZmxLiYPtRYti44OMCXUGvef5GPtzhTRchARqcvhlY2w/fMg2PskYtyOLTCx5t1lNZWpXSYahNzGmK3bkJFkgI2ju4odiSpIni/BhtHdYOuVjOCpkWLHIaoyOyIKilv1vWWi5kjLLDh+epSQj7sPlZ+bnpsn4PS/j3LwdRc35/PcHPRQz0uGJ8n5OHlJ/CvhG/vIMKK3BY5HZ2HFlhQ8SpQjJ0/Azft5mL4qAU+T8/FGJ1M42WjUE2CIKixwWEFR4fZxZ5GTUEUZWhR0fW3tngonf+WL7/UN5fDtWNDb271zLBLWJPHXrHD3lBMsnNLg3yVG7DikJjeOuGDXnNaoH3wHr8+LgI17KvSN8uHa8CneXR8Gc8c0HFoWgIS74l6oRuIp9x5p+/btER4ejgkTJiAiIgJz587Fli1bcPToUaSkpMDe3h6+vr64evUqevfurfTe1q1bY+nSpZDL5dDV1QUANG3aVOV8Bg0aBBcXFxw4cABGRkZFw8+ePYvTp08r3Tkol8uRnZ2NzMzMonGfn26PHj0QEREBAHBzc8Ply5fL+7EBAPPnz8esWbNe6b1UNQZ0NsX7fS1x50EuJn77pFp04fIkWY7Y+DzUdtWHmbGOKEVNQ5kErvYFdzLu+66WynEmDrHGxCHW2HIwFcv+TKnCdERE5XPw+wDsmNEWjn4JGLN9K7vN0BKWLmlwqJOEBxftkJ5owMJwNZaTIcXTW5YAgImO41SO8/tHnfH7R53RbtR59J1/pCrjEVWalLSCLjINZeW6llft4h4XFAbTs1Qfl6T/W0SUSSVVlullQtqaAgD2HM+AQgOemtCiXkE3fVE3iv8W5eQJuBabi7aNjODtKsXDhPxi4xBVV6b/Pp8uN1PcnpKo4uy8kwEAhuaqn5NbWETMy+bFDjXJ8XUFdxG2GHIZOroa8INKanHlbw8AgHebuGKv6Rvlw63JY0SHeSMu2hY2Hs+qOh5pgFcqEq5ZswYXLlyAjo4O/P39ERQUhMOHDyM5ORlBQUEAAEEQIJEoHzQIQvGNi7Gxscr5BAcHY8OGDYiMjETHjh2LhisUCsyaNQt9+/Yt9h4DAwOV0/3pp5+QlVWwoyKVvvqOypQpUzBhwoSiv1NTU+Hq6vrK0yP1GtTNDCN6W+Dm/Vx8+p1mPOOvrKzNC4rmCpGOaPPygV3HVHfL4+Oqj9q19BF9Kxv3H+fjMrsiJSINtn9JU+ya0xrO9Z9g9NZtLBRpmWfxBV3N8YC2etPTl6PlkEsqX4uLtkNctB08Wz6AnXcy3Js9quJ0RJXH798788QuGl24mYN8uQBnWyn0dIH8Fx7v5+5UcEwdn6gZxS2pHtCluRHkCgG7j2tGV6NSvYJzIeYmuipfNzcpKATnacYiJFKb2LMFd5VZu/Ekc3XnFfgAOnpyJNwxR36uDvT0lc+xPbpa0BuWlSt7Wasp8rJ1cWazHyQ6CrQc8mo32JBmkucV7Hek//us0RcVDteTif9MZxJHuYuEhc8lXLp0KYKCgiCRSBAUFIT58+cjOTkZH374IQDA398fR48eVXrv8ePH4ePjU3QXYWlGjx6NevXq4bXXXsOuXbuKio8BAQG4fv26UtekL+PsrJ5uDmQyGWQyzelShf4zpIcZhveywPXYHHz2/dOiLnI0hau9HtKzFEhOVc4lkQDDepnDykwXl27nID1LnJOauXkCFm9MUvna0J7mqF1LH39HZmD38YwqTkZEVHb7FjXHnvmt4NroMd7fsg3GlqqveqXq6/ENSxia58DMPlNpuEIB7PmyFdKfGsGj+UMYWbDtqzN9QzkGfndA5Wt7vmqBuGg7NBt4Fa3e4ckLqn7cHaVIfCYvdrxia6mL8W8W3EH7zylx97lTMxQ4dDYTXZob463u5vh5138n+5v4GqCZnwHSMxU4dUUz7tRvH2AEM2NdnLiYhafJmnFyK/pWDl5vb4qQ1iYIi0hHwrP/cjX3N0A9TxlychW4fIe/V1T9PLpqBTOHjGL72slxJvhzUnsAQNMB10VIRupkYp2Nxq/fxNk/fLH/m2boMflk0WvXD9XC9YNuMDDLgW/nGPFCklpF/VUbmSkGqNvtDixdNOOiG1IPz5YPEbG6EU78Ug+BoRdh4fTfvuaV/W64e9IJUoN8eDTnBZjaqtxFwsLnEm7YsAHffvstgILC4RtvvIG8vDy0b98eAPDJJ5+gWbNmmDNnDt58802cOHECP/zwA5YvX17meX3wwQeQy+UICQnBnj170KZNG0yfPh0hISFwdXXFG2+8AR0dHURHR+PixYuYO3duuT7LrVu3kJ6ejvj4eGRlZSEqKgpAQYFTX1+zHsIuptYNDdG6QcEVBVZmBQXeuh76+OxtKwAFB5Ert6aIFQ9dWxhjeC8LyOUCLt7KQd8OpsXGiU/Mx75I8Q62m/sbYlRfC0TfzMHDhHykZshhaaqLhrVlcLItOFGweGPiyydERK8kepcnLu72AgCkPS7oljrmtAM2ju0CADCxykLvOUdLfD9pvlOb/LBnfivo6Crg2fIhjqxqVGwcq1qpaDH4atWHI7W5esANO2a0gVfgQ9i4p8DIKhtpT4xw+7gzEmMsYGafgTeXqi4uERFpgqAAIwzqaobzN7IRn5iPzGwBTjZ6aFnPADJ9HUReysLmf8S/K2PFn8nwc9fH0J7maOQjw/XYXNhb6aFNQ0MoBGDxxkRkiHSB44t6tim4izzsqOac0DxyPhNnrmahqZ8h1k53xNELmUhKVcDNQQ8t6xlCR0eC1X+lVKveb4gKRf1VGwe+bQrvNnGwdkuFzCQXiTHmuPK3B/Ky9eDf5S46jDsrdkxSgz5zjyD2rAP2LWyJW0ddUKvxYyTdN8PFXV6Q6CowcOk/MDJnb1M1xYmfC7oabTVUdY8eVH017H0TPr/cw43DtTC/5dtoEHIbpnaZeHzDClf2eUAQJAiZfgzGVuyJSVu9UsfRHTp0wLlz54oKgpaWlvD398fDhw/h5+cHoOCOv82bN2P69OmYM2cOHB0dMXv2bISGhpZrXh999BEUCgWCg4Oxd+9edOvWDWFhYZg9ezYWLlwIqVQKX19fvPfee+X+HO+99x4OHz5c9Hfjxo0BAHfv3oW7u3u5p1dTebvoo3srE6VhTrZSONn+182MmEVCx38f9q6rK0H/TmYqx4m6kS1qkfDstWyEHU1HPU8ZvFwMYWKog6xcAXFP8rB/1zNsPZSmcXc/EtUkDy7a4vQmf6VhiTEWSIyxAABYuqaySFjNJcYWbP8Vch0cXtlY5ThereNYJKzm6gTdR+DQS7hz0gkPL3kj65kM+kZ5sPVOQdMBkWg3Kop3kBKRRjt/IxuudnrwdtVHXQ8ZDGQSpGcqcPF2DvafysT+k5rRc0dKugJjFz7GkB5maNPQCP4eMmRmKxB5KQu/7kvF1RjNOClcy0EPDbwN8CQ5HycvacadjQAgCMCUZU/RJ8gUHZoaoU1DIxjoS5CaqcDJy9nYFp6GM1d5Io6qp9pt4/DkliUeXLRFzGlH5GbqwdA8Bx4tHqLpm1fR7M1rkGjOI0upAkxts/Dx/t/w99fNcXGXF2JOO0Jmkgv/rnfR+aMzcG8WL3ZEUpP465a4E+kMC6c0+HeJETsOqZmODjBq81+I+KkBzm/1QXSYF/KypDCyzIZflxi0GxkF3473xI5JInqlIuHXX3+Nr7/+WmlY4V14z+vXrx/69etX4nRiYmKKDXN3dy/27MIJEyYoPQuwW7du6NatW4nTVfXsQ1XCw8PLNJ62+3nXM6UuZjSNpucDgJhHefju92SxY7yS6rB8iV6mx+STSt2jUM3DNtYOjv6J6L8oXOwYJCJ+16m6i76Zg+ib1eNihrRMBVZsScGKLSliRynRvfh8dByjmSe15Apgy6E0bDmUJnYUIrXybv0A3q0fiB2DqoixZQ5enxeB1+dFiB2FKpFDnWQsTfpW7BhUiXSlCrQfHYX2o6PEjkIaSEfsAERERERERERERERERERUtVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZfTEDlATXL9+HSYmJmLHUOnu3bsAgIzkWyInKVlW6n0AQELsIY3MmfLoDADNzQf8l1FT8wH/ZTt27JjISUpW+H3ZvXs3rl69KnKa4jQ9H/Bf+1755woe33gscpqSZaVmwdDMUOwYJUq8lwhAc78vhbk0uY0BIDkuGbmZuWLHKBHbWT3YzhVXXdpakxUuu7t37+LcuXMip1GtcN9BU/chAM3PyGMr9eDxVcXx2Eo9qkPG6nB8xWOriqsu+2KavN/NdlYfTW5nQPPburq0s6bj8VXFXb9+vczjSgRBECoxS42WmpoKc3NzsWMQERERERERERERERERFXn27BnMzMxKHYd3EqrBjz/+iCZNmogdQ6WrV69iyJAhmDNnDjw8PMSOo9KxY8ewYsUK+HVaCmNLb7HjFJMQewgxpxdrbD6g4ErSqwc+wujRo9G6dWux46ik6e0M/Lcce3zeA/6d/cWOUy1d+ecK9szbw3au4R7feIwNozZUi23OkFVDYO9jL3acaontrD00va3v3r2LadOmafT+bGHGDRs2wM/PT+w4KhUeFzDjq+OxlXrw+KriqkM7c59bPTT9+IrtrB6avi8GcL9bHdjO2qE6tDOPr9RD049dzp49i5EjR5ZpXBYJ1aBOnToICAgQO0apgoODNTrjihUrYGzpDVPb+mJHKaawKxdNzfe81q1b46233hI7Rok0uZ2fZ13LGq4NXcWOUS0VdgfAdtYO1WGbY+9jz3auILaz9tDUtj537hymTZum0fuzhRn9/Pw0NmMhZqw4TV4XAc3f5+bxlXpoejsX4j53xVSX4yu2s3po8jYH4H63urCdtYMmtzOPr9RLUzOmp6eXeVydSsxBRERERERERERERERERBqIRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyLBISERERERERERERERERaRkWCYmIiIiIiIiIiIiIiIi0DIuERERERERERERERERERFqGRUIiIiIiIiIiIiIiIiIiLcMiIREREREREREREREREZGWYZGQiIiIiIiIiIiIiIiISMuwSEhERERERERERERERESkZVgkJCIiIiIiIiIiIiIiItIyemIHIFKHdo0N0bC2AbxcpPBy1oexoQ72n8rA/HWJYkcDAJgZ66BNQ0O0rGcIDycpbCx0kScH7j7Ixd7IDOw9kQFBEDul5hvRxwJ1aunDxV4P5sY6yMkT8DhJjmMXMrH9cDpSMxRiR1S7qL+8cfu4Mx5ctMWDSzbISZehyRvX8PaqfWJHq1JdmhthSqgNAODrDYnYfTxD5ETqlZFkgOgwL1zZ745HV2zw7JEJdKVyOPonosXgK2j+1mXo8LKeGmHHzNa4H2WPp7cskJFkCKlBPixdU1E/+A7ajrgAY6tssSNSJTn9uy82ju4GAHhz6T9o9c5lkRMREZXs1zlOcLBWfbog6Zkc/ac8qOJEqtX3kqFfR1PU9ZTB1EgHaZkK3H2Yiy0H03DyMn9TS9OtpTEmvWNd6jhyhYAu4+5XUaKqMavhMCTfN1P5mqldBuZc+6mKE1WNwPqGeL2DKWrZ68HMWAeJqQrcvJeLPw6k4srdXLHjVZrbJ5xweEVjxJx2REayDMaWOXD0S0DQ6Cj4d4kROx5V0Mlf/bBpXNdSx5HoKLAk4fsqSkSV6dIeDxz5sREe37BEZrIhzOwz4NLwCdqPOQeP5vFixyOq1lgkpBphSHdzeLvqIzNbgacpchgbatbZ9KAAI3w8yAqJz+Q4fz0bT5LzYWmqi7aNjPDpEAO0qGuImasTxI6p8fp3NMXN+7k4ezUbKWlyGMh04Oehj9AQC4S0McG4RY/xJFkudky1+ntxczy8ZAuZSS7MHdPx5KZM7EhVztZSFx8MsEJmtgJGBpr13VaXqL9q449POsLMPgO1296HhUsa0p4YITrMG7992BlX9rtj2M+7IJGInZQq6vCKxnBp8AQ+7e/B1DYLuZl6iDnjiL0LWuLEL/Xw0b7NsHRJEzsmqVlynAm2TGoPmUkuctL1xY5DRFQm6ZkKbDlU/DcpK0czLswb0t0Mw1+zQEqaHJGXspD4TA5zE114u0rR0MeARcKXuBWXi593PVP5Wn0vGQJ8DXCqhi5DA7McBL1/vthwmXGeCGkq3/t9LTCgsxmepctx9EIWUtPlcLKVIrCBIdo2MsSC9UnYf7JmXYQJAH9/3Qy7vwyEsXUm6naNgZlDBjISDRB30Q63jjqzSFgDONd/im6fRap87U6kM24ecYVf59gqTkWV4a9pbXBoWRMYW2WhfvBtGFtnI+GOOS7t8UT0Tm8MWvY3mg+8JnZMomqLRUKqEZZvScbTZDkePM1Hw9oyLPnYXuxISuIe5+GLlU8ReTELiufuGPxpRwqWf+aAdo2N0K6xIY6czxIvZDUQMuE+8vKLDx/+mjmGdDfH4G5mWPpbctUHq0SvzzsCC6d02Him4NYxZyx7rb/YkarcZ29bIzVDjoioLLzZRfVVv9WdrVcy3t2wE3W73YWO7n8biZBpx/FN54GIDvPGhR3eaNT7logpSR2+il0BqUHxixl2zW2F/d80x/4lTTFg8SERklFlEQRg0wddYGyVhQYht3HohyZiRyIiKpP0LEWJRSSxBQUYYfhrFjhzNQszfkxAVo5ytyy6NfO6MrW6HZeH23Gq2/f7iQXH07uOpldlpCpjaJ6DHpNPih2jSlia6aBfR1MkPZPjvXmPkJL+X5G/kY8M33xkj9Ce5jWuSHh+W23s/jIQPkH3MPyXMBiYKheA5XncSNQELvUT4FJf9QX3S7oOAAAEDr1YlZGoEqQ+NkL4isYwtcvAZxEbYWr737nTmxEuWNa7H/Z+1ZJFQqIK0LhfxZiYGEgkEkRFRYkdhaqRqBs5ePBURfVIQ5y/kYPj0coFQgBITlVgZ0TBgVej2gYiJKteVBUIASD8bCYAwMm25l33ULttHGy9UrT2DrK+HUzR2EeGheuTkJ1bc/vk9WkXh/rBd5QKhABgZp+J1sMKDmpuHXMRIxqpmaoCIQA06nMTAJB417wq41AVOLKqEW4eccXgH/ZD36hm3qFARFSVJBJgZB8LZOcqMG9tYrECIQDINeNmx2rJ3VGKup4yPE3OR+QlXsRa3dlb6UFXR4KrMTlKBUKg4DxKRpYC5iYad2qwQhQKYOes1pAa5uGd1XuLFQgBQFfKjURN9uiKNWLPOMLcMQ3+XWPEjkMVlHTfFIJCB25N4pUKhEDBOTOZSQ4ykgxFSkdUM9S8M+pldOHCBXz11Vc4evQoEhIS4O7ujvfffx8ffvih2NFIy+TLBaX/qfwC6xfsDNx5wJOvNUktBz2M6G2OrYfSEH0rB43raGchXVdaUFTS1eOBbE12ea8HAMCpLruerknir1sibHZrtBsVBa/Ah7hxxFXsSEREZSbVk6BzcyPYWeohO1fAnQe5iL6ZU+zCx6pW11MGRxs9HD6XibRMBVrUM4CHoxS5+cC1mJwa/Xy1qtCrrQkAYPfxDNHburLIc3VxZnMdJMeZQd8oD051E+AV+KDYBXs1wYMn+cjNE+DnLoOFiU6xOwmNDXUQEZUpYkL1iznlhKR75mj42k0YWmTj8t/ueHTVGlKZHLUC4vnsMi1w/Od6AICWQ67UyO+1trH1SoGeLB+xZx2Q9tSw2J2EOekyNAhhr0tEFaFRRcLc3MrZmc/Ly4NUKlUadvbsWdja2mLDhg1wdXXF8ePHMXLkSOjq6mLcuHGVkoPoRTo6QNcWxgCAU1dq5vMeKsOAzqYwlOnA2EACHzd9NPA2wM17ufh1X6rY0UhNdHSAKUOt8SRZjp92aGY3V1VBni/B6d/8AAC+nWLEDUNqdfD7AORkSJGdKsP9KDvciXSGS4Mn6PzxGbGjkZrI8yXYOLobLFzS0HPaMbHjEBGVm7W5LqaG2igNe5iQj4XrExF9M0ekVICvW8GzXZNS5Vg12QFeLsrPer1wMxszVyfgWTovsCovfakEnZsbQ64QsPt4zexqFABSHxtjw/vdlYZZuz3DoB/2w7v1A5FSVY60TAVWbUvGmP6WWDvdEUejsvAsQw5nWyla1TfE6StZWPJrktgx1ereuYLucs3sM7C4wyA8vGyr9LpXYByGrdsNExveKVsT5Wbp4sxmX0h0FGj59iWx45AaGFvm4LVZR7Ftajt81ept1O95G8bWWUi4Y4FLez1Qp0Ms3lh8UOyYRNVaufoU2LlzJywsLKBQFOxsR0VFQSKR4NNPPy0aZ9SoURg0aBAAYMuWLahbty5kMhnc3d2xePFipem5u7tj7ty5CA0Nhbm5OUaMGFFsngqFAiNGjICPjw9iY2OLcjRp0gQGBgbw9PTErFmzkJ//Xz+EEokEK1euRO/evWFsbIy5c+cWm+7w4cPx3XffISgoCJ6enhgyZAiGDRuGrVu3lmeREFXIyD4W8HTWx8lLWThzlUXCshrQyQxDe5qjfyczNPA2wMlLWZj0wxOkZvBEQE3xTrA5vF31seCXROTmae+Vf2GzWuPRVRv4dY6BX6d7YschNTq0LAD7FrbE4ZWNcSfSGX6dYzDqj+0wtuJvQU2xb2ELxEXbYvAPf0PfUHU3s0REmmrviXR8svQx+k2KQ48P72P4nEfYEZEGBytdfDXWFp7O0pdPpJJYmBacxnitrQn0pRJMWPoYwR8XZDx1OQsNaxtgxns2L5kKqdI+wAimRjo4dTkbT5Nr5m9Xi8FXMGb7Fsy5thoL45Zh0tENCAy9iKR7Zlg1oDceXKp568628HTMWJUAiQTo2cYEg7uZIyjACE+S87EvMqNYN6TVXVpCQU9Dx/7XAHnZehj71xYsuLcck46th2/HGNw+7oK1w4JFTkmVJWq7D7KeGcCvcywsXWruxQ7apt3IC3h3fRgEhQSR6+vhwNJmuLCjNixd0tF80NVi3ZASUfmUq0jYrl07pKWl4fz58wCAw4cPw8bGBocPHy4aJzw8HEFBQTh79iwGDBiAgQMH4uLFi5g5cyamTZuGdevWKU1z0aJFqFevHs6ePYtp06YpvZabm4sBAwbgzJkzOHr0KNzc3LBv3z4MGTIE48ePx5UrV7Bq1SqsW7cO8+bNU3rvjBkz0Lt3b1y8eBHDhw8v0+d79uwZrKysSnw9JycHqampSv+IXlW/DqYY0NkM9+LzMP/nRLHjVCv9pzxAxzH30G9SHKavegonWz38ONUBtV3FO1lB6uPrpo+3upnhjwNpWt1dVPiKRji0rAnsaifhrRX7xI5Dajbn2k9YmvQt5lxbjeG/hCEhxhyLggbj/gXbl7+ZNF7sWXv8s6QZOow9xy6tiKha+mV3Ks7fyEFymgI5eQJiHuVh6aZk/HkwDQb6OgjtKd4zdHV0/n1YtwSYuToBUTdykJ1TkHH6jwl4kpyPRj4G8PfQL31CVExIm4KuRsOO1twT690nnYRPuziY2mVC3ygfjv6JGPDNQbQfcw55WVLsXdBC7IhqN6ibGWaNssG+yAy8Ne0Benx4H6PmP8KjhHx8MdwGI1+3EDuiWgnygm2EIADDft717zPL8uDol4Th68Ng4ZSG28dccPeUg8hJqTKc+Ler0cDQiyInIXXav6Qp1rwdgmaDruCLc2uxMG4ZPjn0K6zdnmH9yO7YMaO12BGJqrVyFQnNzc3RqFEjhIeHAygoCH788ce4cOEC0tLSEB8fjxs3bqB9+/b45ptv0KlTJ0ybNg0+Pj4IDQ3FuHHjsGjRIqVpduzYERMnToS3tze8vb2Lhqenp6Nnz56Ij49HeHg47OzsAADz5s3D5MmTMXToUHh6eqJLly6YM2cOVq1apTTdwYMHY/jw4fD09ISbm9tLP9uJEyewefNmjBo1qsRx5s+fD3Nz86J/rq58rgy9mr4dTDH2DUvEPMrDx0sf8w64V5ScpsDRC1n49LsnMDPWxeSh1mJHogrS0QGmhFrj/pN8rN2ZInYc0Rxe2QjbPw+CvU8ixu3YAhNr3l1WU5naZaJByG2M2boNGUkG2Di6q9iRqILk+RJsGN0Ntl7JCJ4aKXYcIiK12hFRUDyq7y0TLUNaZsGx06OEfNx9qPxM8tw8Aaf/fYyDr7t4GasjNwc91POS4UlyPk5e0r47MgKHFRQUbh93FjmJejX2kWFEbwscj87Cii0peJQoR06egJv38zB9VQKeJufjjU6mcLLRqKcRVYihRUF3yNbuqXDyV74gW99QDt+OBb2U3TvHImFNE3/NCndPOcHCKQ3+XWLEjkNqcuOIC3bNaY36wXfw+rwI2LinQt8oH64Nn+Ld9WEwd0zDoWUBSLgr3gVM9P/27js+ijr/4/h70wtJSCCQhIRQQkdAmjQJIEUQQUHAgoJ4VryjnPVObCB4VvRQFPXnqehZDlQEEVGpIp2QAJEeeg2B9Lrz+yMmGLIhQUNmsvt6Ph55KLObzTsz2f3MfD8z30F1d8l7Ab169dLy5cs1efJkrVq1StOmTdO8efO0evVqnT17VnXr1lXz5s2VmJiooUOHlvje7t27a+bMmSooKJC7u7skqWPHjg5/zi233KLIyEj9+OOP8vPzK16+adMmbdiwocSVgwUFBcrOzlZmZmbxc3//ugMHDtSqVaskSdHR0dq+fXuJn7V9+3YNHTpUTz75pPr161fm7/74449r8uTJxf9OTU2lUYhLNrJvgO4bFqx9R3L10GsnnW5qDzOcTCnQgeN5ahLlpUB/N5qu1Zivt01RdQuvCF3yen2Hz3lodC09NLqW5v2Uqjf+d7YK01WNn/7dXgueulrhLU7rga/mM22GiwiOTFNYszM6klBH6ck+NIarsZwMT53aEyxJeijc8X2uP5vYV59N7Kue927RsBkrqzI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",
      "text/plain": [
       "<Figure size 4200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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