{ "cells": [ { "cell_type": "markdown", "id": "43867906-f89d-4565-ad92-530e8a2dd82b", "metadata": { "tags": [] }, "source": [ "# OSU Bandwidth Experiments with MI250 (and A100) nodes on JURECA DC\n", "\n", "Investigation by [Andreas Herten](https://www.fz-juelich.de/profile/herten_a) for [X-Dev Blog](https://x-dev.pages.jsc.fz-juelich.de/) in July 2022, see https://go.fzj.de/jsc-amdgpu-eval." ] }, { "cell_type": "markdown", "id": "e8556434-a3c9-421d-a95f-3edd6b3e6c94", "metadata": {}, "source": [ "## Setup\n", "\n", "Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "85b3d3dd-e230-42c5-abf4-aa055b0dd047", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "from matplotlib.ticker import EngFormatter" ] }, { "cell_type": "code", "execution_count": 2, "id": "a2695ad2-f104-440b-b072-60eaacecd0cc", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "formatter = EngFormatter(sep=\"\\N{THIN SPACE}\", unit='B/s')\n", "plt.rcParams.update({\"text.usetex\": False})" ] }, { "cell_type": "markdown", "id": "6be7063a-a80c-4545-a33d-6e3b7a66c706", "metadata": {}, "source": [ "Source file names" ] }, { "cell_type": "code", "execution_count": 3, "id": "bc248270-bb34-4bec-96b5-9d9c79f58e20", "metadata": {}, "outputs": [], "source": [ "names_files = {\n", " '50': {\n", " 'large': 'out-10605265-jrc0850-large.csv',\n", " 'small': 'out-10605265-jrc0850-small.csv'\n", " },\n", " '439-cuda': {\n", " 'large': 'out-10647684-jrc0439-large.csv',\n", " 'small': 'out-10647684-jrc0439-small.csv'\n", " }\n", "}" ] }, { "cell_type": "markdown", "id": "020c119a-6732-4ea7-b0a4-23af8917967e", "metadata": {}, "source": [ "Read source files in dicts of dicts of Dataframes" ] }, { "cell_type": "code", "execution_count": 4, "id": "f4ea910b-882c-4eed-9793-25498fb1fb13", "metadata": {}, "outputs": [], "source": [ "dfs = dict()\n", "for host, sizes in names_files.items():\n", " dfs[host] = dict()\n", " for size, filename in sizes.items():\n", " dfs[host][size] = pd.read_csv(filename)" ] }, { "cell_type": "markdown", "id": "2547ff85-4c16-4a13-89b7-e6bfc9d97148", "metadata": {}, "source": [ "Make pivot DataFrames of GPU vs GPU" ] }, { "cell_type": "code", "execution_count": 5, "id": "646cd22d-6917-4d2a-9584-d225de376bd1", "metadata": {}, "outputs": [], "source": [ "dfs_pivot = dict()\n", "for host, df_sizes in dfs.items():\n", " dfs_pivot[host] = dict()\n", " for size, df in df_sizes.items():\n", " dfs_pivot[host][size] = dfs[host][size].pivot(index=\"GPU 1\", columns=\"GPU 2\", values=\"Bandwidth / MB/s\")" ] }, { "cell_type": "markdown", "id": "5a99d163-df79-45e8-a197-31ca6f0d9431", "metadata": {}, "source": [ "Most values – as far as I can tell – are in _Megabyte per seconds_; I'd rather like to have them in _Mebibyte per seconds_." ] }, { "cell_type": "code", "execution_count": 6, "id": "171f54a6-3948-4633-926c-03f24b4768e7", "metadata": {}, "outputs": [], "source": [ "def convert_MB2MiB(val):\n", " return val * 1000 * 1000 / (1024*1024)" ] }, { "cell_type": "markdown", "id": "458ef26f-a207-49bf-85ba-5a3c7962e965", "metadata": { "tags": [] }, "source": [ "## AMD Instinct MI250\n", "### Absolute Values" ] }, { "cell_type": "code", "execution_count": 7, "id": "7a00a80d-da8b-4a5a-a7b3-ede3b40d6846", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, figsize=(14,6))\n", "for ax, msg_size in zip(axs, dfs_pivot['50'].keys()):\n", " msg_size_byte = dfs['50'][msg_size][\"Message Size / Byte\"][0]\n", " ax = sns.heatmap(\n", " convert_MB2MiB(dfs_pivot['50'][msg_size]), \n", " cmap=\"YlGnBu\", \n", " linewidths=3, \n", " norm=LogNorm(dfs_pivot['50']['small'].min().min()*0.9, dfs_pivot['50']['small'].max().max()), \n", " square=True, \n", " fmt=\"2,.0f\", \n", " cbar_kws={'label': 'Bandwidth / MiB/s'},\n", " annot=round(convert_MB2MiB(dfs_pivot['50'][msg_size])/1024, 2),\n", " #mask=mask,\n", " ax=ax,\n", " vmin=dfs_pivot['50']['small'].min().min(),\n", " vmax=dfs_pivot['50']['small'].max().max()\n", " )\n", " ax.set_ylabel('GCD X')\n", " ax.set_xlabel('GCD Y')\n", " ax.set_title(f'Message Size: {round(msg_size_byte/(1024*1024), 2)} MiB')\n", "fig.suptitle(\"osu_bw GCD X - GCD Y for MI250 GPU Chip Dies (GCDs)\", fontsize='xx-large')\n", "disclaimer = \"\"\"\n", "Maps show multiple runs of bandwidth tests between various sets of two GPU GCDs (via HIP_VISIBLE_DEVICES=A,B) on single AMD MI250 node of JURECA DC Evaluation Platform.\n", "Values in cells in GiB/s. Software versions: OSU MB 5.9, ROCm 5.2.0, ROCm driver 5.16.9.22.20, UCX 1.12.1 (UCX_TLS=rc_x,self,sm,rocm_copy,rocm_ipc), OpenMPI 4.1.2.\n", "OSU MB compiled as per AMD recommendation (→ https://go.fzj.de/jsc-amdgpu-osu); osu_bw launched with '-d rocm -m SIZE:SIZE D D' with 2²⁶ or 2²² for SIZE. Note the relative color scales.\n", "Detailed description: https://go.fzj.de/jsc-amdgpu-eval.\n", "\"\"\"\n", "fig.text(0.5, -0.01, disclaimer, color=\"darkgray\", horizontalalignment=\"center\", verticalalignment=\"top\")\n", "fig.tight_layout()\n", "for ext in ['png', 'pdf', 'svg']:\n", " fig.savefig(f\"osu_bw_amd_mi250.{ext}\", dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "6fe0fbd7-b075-4e5a-8dd8-56556be5fa47", "metadata": {}, "source": [ "### Relative Values\n", "\n", "Let's look at how well-used links are and normalize to the respective available theoretical peak bandwidth. Because there are different number of links going between different GCDs, the normalization factor is different. There are GCDs with 4 links, 2 links, and 1 link.\n", "\n", "For to-own-memory speed I could find 3200 GT/s as a cumulative bi-directional number over a 8192 bit wide bus. I take the half of this as the resulting 3267.8 GB/s is for the _full_ MCM." ] }, { "cell_type": "code", "execution_count": 8, "id": "6a9a0cf8-1fbf-42a2-8618-862246ea6bc4", "metadata": {}, "outputs": [], "source": [ "xgmi_speed = 50000 #MB/s" ] }, { "cell_type": "code", "execution_count": 9, "id": "9467cc99-40c7-4225-aaa6-9062fd9667f6", "metadata": {}, "outputs": [], "source": [ "dfs_rel = {'50': {}}\n", "for msg_size, _df in dfs_pivot['50'].items():\n", "#for msg_size, _df in [('large', this_df_pivot['large'])]:\n", " mask_xgmi_self = (_df > 200000)\n", " mask_xgmi_4 = (_df > 100000) & (_df < 200000)\n", " mask_xgmi_2 = (_df > 50000) & (_df < 100000)\n", " mask_xgmi_1 = (_df < 50000)\n", " #\n", " _df_xgmi_self = convert_MB2MiB(_df[mask_xgmi_self]) / (3200 * 1000 * 1000 * 1000 / 1024 / 1024 / 1024 * 8192 / 8 / 2)\n", " _df_xgmi_4 = convert_MB2MiB(_df[mask_xgmi_4]) / convert_MB2MiB(4*xgmi_speed)\n", " _df_xgmi_2 = convert_MB2MiB(_df[mask_xgmi_2]) / convert_MB2MiB(2*xgmi_speed)\n", " _df_xgmi_1 = convert_MB2MiB(_df[mask_xgmi_1]) / convert_MB2MiB(1*xgmi_speed)\n", " dfs_rel['50'][msg_size] = _df_xgmi_4.combine_first(_df_xgmi_2).combine_first(_df_xgmi_1).combine_first(_df_xgmi_self)" ] }, { "cell_type": "code", "execution_count": 10, "id": "8eb079ee-9315-4ac6-9539-5239bba7bbd5", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, figsize=(14,6))\n", "for ax, msg_size in zip(axs, dfs_pivot['50'].keys()):\n", " msg_size_byte = dfs['50'][msg_size][\"Message Size / Byte\"][0]\n", " ax = sns.heatmap(\n", " convert_MB2MiB(dfs_pivot['50'][msg_size]), \n", " cmap=\"YlGnBu\", \n", " linewidths=3, \n", " norm=LogNorm(dfs_pivot['50']['small'].min().min()*0.9, dfs_pivot['50']['small'].max().max()), \n", " square=True, \n", " fmt=\",.0%\", \n", " cbar_kws={'label': 'Bandwidth / MiB/s'},\n", " annot=dfs_rel['50'][msg_size],\n", " #mask=mask,\n", " ax=ax,\n", " vmin=dfs_pivot['50']['small'].min().min(),\n", " vmax=dfs_pivot['50']['small'].max().max()\n", " )\n", " ax.set_ylabel('GCD X')\n", " ax.set_xlabel('GCD Y')\n", " ax.set_title(f'Message Size: {round(msg_size_byte/(1024*1024), 2)} MiB')\n", "fig.suptitle(\"osu_bw GCD X - GCD Y for MI250 GPU Chip Dies (GCDs)\", fontsize='xx-large')\n", "disclaimer = \"\"\"\n", "Maps show multiple runs of bandwidth tests between various sets of two GPU GCDs (via HIP_VISIBLE_DEVICES=A,B) on single AMD MI250 node of JURECA DC Evaluation Platform.\n", "Values in cells rel. to respective theo. peak. Software versions: OSU MB 5.9, ROCm 5.2.0, ROCm driver 5.16.9.22.20, UCX 1.12.1 (UCX_TLS=rc_x,self,sm,rocm_copy,rocm_ipc), OpenMPI 4.1.2.\n", "OSU MB compiled as per AMD recommendation (→ https://go.fzj.de/jsc-amdgpu-osu); osu_bw launched with '-d rocm -m SIZE:SIZE D D' with 2²⁶ or 2²² for SIZE. Note the relative color scales.\n", "Detailed description: https://go.fzj.de/jsc-amdgpu-eval.\n", "\"\"\"\n", "fig.text(0.5, -0.01, disclaimer, color=\"darkgray\", horizontalalignment=\"center\", verticalalignment=\"top\")\n", "fig.tight_layout()\n", "for ext in ['png', 'pdf', 'svg']:\n", " fig.savefig(f\"osu_bw_amd_mi250-rel.{ext}\", dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "b2ed2509-40a2-4154-b802-f0eb85b714d1", "metadata": {}, "source": [ "## NVIDIA A100\n", "### Absolute Values" ] }, { "cell_type": "code", "execution_count": 11, "id": "6b8cb148-13b6-46d1-96ae-83de390955b3", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAIACAYAAAB0LrTAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAACuj0lEQVR4nOzdd7wU1fnH8c9DBxWwi4iCJSqioqIxloi9RKzJsSX2qFGj0Z8a0cQYY4tJ1NjFmsQ6MSaKMVZEsSGIoKJiwYadpoBIuZzfH+fsZVl297aZu3fv/b557Yu7M7MzZ87OzjOnzBnz3iMiIiIiIiIi2WhX6QSIiIiIiIiItGYqeIuIiIiIiIhkSAVvERERERERkQyp4C0iIiIiIiKSIRW8RURERERERDKkgreIiIiIiIhIhlTwFhFpA8zMm9kdlU6HtE1mtqqZJWb2VTwWz690mkRERJqTCt4iIpI5M+tiZieb2dNmNs3MFpjZVDMbaWb/Z2Y9C5YfGQtoudc8M3vHzC41s2Xzljs/zl+3xHYvjPP71pG+s+JyhxeZt0pM68tm1r5xOVB22+3N7Gdm9qiZfRnzZoaZvWBm55lZr4Llby/ImwVm9qGZXW9mq+Qtd2Scv0uJ7R4b5w8uk7Zc/h5QYv7pcf6RdezmFcA+8f+fAffXsXyqzOypmM4/lVnmBDO718zej8s+W8c6nZm9YmbfmdmnZnZl/rFZsOyJZvZmXPb9+L12bOA+/NDM7jGzj+LvYbaZvW5m15jZwIJlc9997lUTj63/mNnmecv1jfMvLLHNdVVRIiKSjg6VToCIiLRuZrYG8DAwAHgEuASYBqwAbAtcDDjg+wUfnQGcEv/uAewJ/BrYGhiccjL/AhwEXGFmj3jvv8ybd03c/tHe+5o0N2pmPYD/EPZnFKFg+jnQHdgSOBM4CVi1yMePABYBywA/BI4HdjSzgd7771JK4sXAgcA1ZjbCez8zL+19gQuAx7z3t9exnp2AJ7z3F6eUrnozs7WAHYDJwKFmdnaJ7/Fswvc8BlipjnUeBtwBjAB+CawH/AoYYGa7eu993rLnAhcC9xGOs0HA+UBf4Oh67sPlwGnAu3G7k4GOQH9gP+AkM9vIe/9GwUcvBSbGZQcQjpFdzWwr7/3E+mxbRETSoYK3iIhkxszaEVo31wP28N4/VrDIX2KL7rFFPv6t9z6/e/y1ZvYAsI+Zbe29fzGtdHrva8zsWOAlQkHbxfTvB/wEuNh7PyGt7eW5lVAoPNJ7/7fCmbEnwK9LfPYu7/3C+PeNZjaVUFGxH3BPGonz3s83s6OBFwiFxmPyZt8IeOC4eqxqFWBmGmnKMbNlvPdz6rHoz4A5hLQ/BewCPFpkuR2Aj7z33sw+KLPdToS8eAnYLVeIN7P3gesI+f/vOG1V4DfAv7z3P4mruNnMvgbOMrNrvPfj6tjPXxIK3TcBvyisNDCz0wgF6mKVCU9675/IW/ZZwu/xl8AJ5bYrIiLpUldzEZGUmFnv2A34i9gV9A0zO83MrGC5gWY2PC73nZl9Ymb3m9maect8YGa3F9nG+WbmC6c3II0/yuseO9nMTi2Yf4+ZfVYw7Texu+n1BdPH1tUdFziA0HJ7SZFCNwDe+8+893+o5y48Hv9fu57L15v3/hXgz8BPzGzfWOi9DniL0LKbKjMbRMif24sVumOaZnrvh9ZzlZnkjfd+DHA5cLSZ7QxgoUv+bsDZ3vsPS30273g14LC8rs994/yeZnaVmU2Jv5n3zOwCM+tcsJ5c9/o+8RidAbxez104HPiP934k8Dahp0Cx/fwwv6W6jMGEHgjXFhSCbyUU8A/Om7Yv0AW4qmAdV8f/Dyq3ITPrApwX031isZZ67/1C7/213vtJ9Uh7k48RM1vGzP4Yv6vvzGy6mY02M9fYdYqItAUqeIuIpMDMVgSeBw4B7gT+D/iIUGC5Om+5lYEngA3jvJOAG4CVgT4ZJ3MgcBfwGHAW8AlwpZnlt6g+DaxmZuvnTduB0KV5cG6CmXWP6xtZxzb3i//f3thEF8jdyz01pfUV+j3wDqHAfQOwGnCs935eBtvaL/5/e0rryzJvfkfIl2Gx6/blwLOEfCrnfkKLM4Tfx8/i66tYuH4SOBn4H6FVdwzwW0K37GL+R+itdw5LF2aXYmY/IPS2uDNOuhPYLx6/jTUo/j86f2I8RsYDWxQs6wmt4/nLTiH8/vKXLWY7Qrf3O/N6NzRFGsfIdYTv6iHCd3choXLqB01LmohI66au5iIi6fg1sCbwY+/9vwDM7FrgX4T7L2/03r8GbAOsCOwZWxJz6tvi2xQbAXt57/8X03c94b7i35nZTd776YSCN4TC9iQLA0BtAyTAwWa2qvf+C0KBoH3e8qX0B7723n+UPzF21y0s/Ez33i/Ke9/OzHL32nYH9gJ+AXwa05067/13ZvZzQpfkgwitms9lsS1C3gC8mj/RzDoAPQuW/dp7v6Bg2opmVsPie7x/B3xLKBClyns/18yOIXzfL8dtHlNXC7H3/lXgVTP7B/B+/q0DZnYisDlwhvf+L3HydbHHxa/MbG/vfeG+PO+9r0/X9pwjgC8JlV0Q7o/+PeH2gVsasJ58q8f/Py0y71OWLEyvDswocc/9p0DvOrZV9BiB2sq+/N4033rvvy1YrHv8DXUk/P6viNPvrWO75ewD3OS9P7XOJUVEpJZavEVE0rEP8G6u0A0QCyW5UZSHxP9n5pYv7E7bDCblCt0AsSB3FdCVcN8rcXCmr1jcuj0I6EYYZGsBoUBO/H8hoRWznO7ArCLT94nbyX+tWbBMr7x57xF6DkwkVB7MrWO7TTGDxffLPpzhdnIVD4X5M5Cl82bbIp//PM77APg7oRVziPe+WIGwybz3owj3da8I/MF7/3YTV7kPoWv2tQXTL8ubX6iuFvZa8fflgCTXWuy9n0y4X32p0esboGv8v1gviO+ALnm3l3QtsVxu2a4l5uWUOkYAPmTJY+SsIsv8K877lNDNvDfwK+/9A3Vst5yZwPfzb40REZG6qcVbRCQdfVl8/2S+3CjD/eL/zxAGvvoNcLqZjSIU7u7y3mfVfTqnWEEpd19ov7xpz7BkAftj7/1rZjaGUCBP4vSx9Rjc6huK30/6DLBr/PtI4LAiy0wldN2HUHj5qNz9xHWo133xFh4XdgvwNaFg9Nc4mnedo4RbGKE8vyBV473/qsxHvon/L8eSA49NYnHe7AmcXuLzuxNuAVhAKFi9W897lAs15DOjCYNyvVTXgvXQl9AKvkTeeu8/M7OZLHlM5rzXgPXvAywPvGBLPm5uBHCOmfXz3r/fsCQDkKv06QzML5jXBfgu73uYG5crpkveukrJP0YK7U24jlsdKDpGAKEw/gqhImk68EaRnhP1kX+M/B/wD+ADM3uNcOvKvd77sY1Yr4hIm6EWbxGRZuSDQwjdUS8lFNQuB96yJZ/FW6owlPpzpIsYCaxuZusRCthP503fwcKzireg7m7mECoeesT7gmt577/03j8RR1z+oMRn5+WW8d6PKlHozhXaSrUcdov/17eF/DRCK/9phPvv1yV04a6PvwKf5b3GlF+8tlJm0/yJ3vtZeXnzZpnPj4jLPe29f6dIoTvtvGkJGpLWXKv2nYT703OvcwldtH9W4nN1yfUoWL3IvNVZsgv6p8DyZlbsOyhctpiixwiA935kPEbK9Tp5JR4jT3nvJxQpdDf4GPHe30+oFPl5TN/RwEtmdl75XRERadtU8BYRScf7wAZFpm+YN7+W936c9/4P3vsdCPe59mDJrqIzCK11hZoyYvX3ikzLDaKWn75cgXpnQhfnkXnTc88N7kDdA6sB5Lq0Fh1JOgUfxP83LDF/Q0J35ml1rcjM1iGMXv6o9/4fsTvufcAZZrZUwaeIywgt1blXsVb8fC0hbyB0Wa6E94G+ceTuWma2GuEe98a0RufWsQqwB2EwwZ8UeT1L47ubvxz/X+K587Fr+8C8+blljTCyf/6yaxC6fecvW8xzhGP30Hjvf9q+Ivw+GnSMxIqzW2Il4hqEc8N5JSoYREQEFbxFRNIyHFjXzPbPTYj3eZ4R3z4Ypy1f+HgxQqvmXJYsaL8D/CD/QjY+gmm/JqRxfTPbM299HQnPff6OxYNPQXhM0zTgVEIX15Fx+nOE+7rPJXRdrc+gY/cD44ChZrZbiWUK86MhniCk/8Q4YNvilZptDOwEPFzsMUxFDCN03T4+b9ovCffX3hy7oZfkvX8jr4X+iboGZYuD6z0AHGlmpQrfTcmblwkt78cUjuJtZqsTCqBj4mB5lTAcWJYwYF6+M+P/DzZh3YcSKof+6r2/r/BFGEl+HTMrdu98XUYSBmw7ycJz6nOOJgw6lz9w2QOE2yROKVjHL+P/SbkNxbEMLiRUml1X4hhs9DESfxf/A3aOv5fFKw2/p1+Qd34ws/bxlorCNE4i9MZpymjxIiKtmu7xFhFJxx8Jo2DfHUcznwz8iHCP7rXe+9wzh48Afmlm/wbeJZyHDyYUcO/KW9/1hIGhnjCzOwmPGzuRUEiv6xFEpbwB3BNHM/8krv/7wLlxRHMgdIeP957vR7i/+704fY6ZjQW2JhTYig34tATvfU2sjPgf8IiZPUK4x3YaYZCu3LOspxJa3hrEez/VzM4hdNcfa2YJoRVvA+A4YDZQ53OwzexYQiH91Pwu7d77z83sTOBmQkXE5Q1NYx2OJBQwb49peJgwaFpPYGPCdzSHRjz+yXu/wMxOIRQEJ5jZ34EphF4TxxK6EVdyZOpbgGOAv5jZBoRHcW1PuK//oSIjmjfEEYRu3KW6+w8nVLIcQaxAMrMhLO7S3SNMst/E9xO898MhPDYsHhN/Ax4zs3sJtyScRiiU35/bSDx+LgIuiMfmo4TW7+OAv9Xnvmjv/ZVmtjahsL6jmf2TcH7pRPguDyHcmvJR6bWUNZRw7L9gZjcRHg22MuHY2xg43Xuf6zGyHPBJPH9NINw3vhnheBpRwUocEZGWz3uvl1566aVXCi9C19G/EQp+8wiF5NMBy1tmM8Ijjd4ntHJPIzwa64Ai6/tFXG4eoRX6J8D5xAHTG5g2H7f7I8JgS9/FdZ9WYvlfxc/8o2D6pXH6nxq4/a6EQt6zhIv1BYTC5EjCYE09C5YfCUxpwPr3JRToZ8Z1fwzcCvStx2d7Ebr2vwC0K7HMk4RCfJ3ra8R304FQAH88HjsL8tLzO6BXwfK3x++gQz3X/0PCI8amxXV/TiiMb9KItB4Zt71LY46/ItN7Ekar/4QwUNlkwqP1Ojd2n4EBcdnr61ju2ZjPXQq2Uex1e5HPH0yoLPiO0LPgr8ByRZYzwvOuJxF+yx8SfscdG5iHO8bv7eO4ntmE88K1wMCmfE+Ee7ZvjeteEH9HI4B9C5brRKhkfDnmXa61+8Ji+66XXnrppdfil3nfmAFQRURERERERKQ+dI+3iIiIiIiISIZ0j7eISJWKj/Vato7FZnvvZzdHekRERESkOLV4i4hUrzNY8rnRxV5nlPy0iIiIiDQL3eMtIlKl4kjHdT3Xe7L3fnJzpEdEREREilPBW0RERERERCRD6mouIiIiIiIikiEVvEVEREREREQypIK3iIiIiIiISIZU8BYRERERERHJkAreIiIiIiIiIhlSwVtEREREREQkQyp4izSSmd1gZr+tdDoqycy2N7NJlU6HiIhIGtpKbDeziWY2uNLpEGlLVPCWRjOzD8xsvpmtVDD9FTPzZta3QklLjZkdY2ZvmdksM/vCzB42s+UAvPcneO//0Axp2MXMxpnZHDObYmauyDKHxzw/tsx6VjCzf8f1fGhmh5ZZ9vy4vlMLpp8ap58P4L0f5b1fP2/+B2Y218xmm9kMM/uvmfVp1I6LiEizU2xvntge07GCmX1lZs/WsdxpZva5mX1jZreaWecSy/WN39ErBdNXit/pB7lp3vuNvPcj4/zzzWxBjN2zzexNMzuw6XsoIvlU8Jameh84JPfGzDYGulUuOekxsx2Ai4FDvPfLARsC9zZzGvoDdwHnAj2ATYGXC5ZZHjgHmFjH6q4F5gOrAocB15vZRmWWfxs4vGDaEXF6OUO898sCvYAvgKvrWF5ERFoWxfbm8UfgzXILmNnuwNnAzsBawNrA7+tYbzczG5D3/lDCd1rOvd77ZWP8/hVwh5mtWsdnRKQBVPCWpvoHSxbOjgD+nr+AmXU2sz+b2UexZvkGM+sa561kZg+Z2Uwzm25mo8ysXZz3azP7JNZITzKzneP0rczshfiZz8zsGjPrlLe93eLyX5vZdWb2dH5LsJkdHWtzZ5jZo2a2Vol92xJ4wXv/CoD3frr3/m/e+1lxPbeb2YXx7+F5NcWzzWyRmR0Z521gZo/H/ZtUrMW6jN8AN3rv/+e9X+i9n+a9f69gmUuAq4CppVZiZssABwK/9d7P9t4/CzwI/KzMtscQgvdGcR0bAV3i9Nx6B5vZlGIf9t5/B9wH9K9rJ0VEpEVRbCfT2I6ZbQMMAG6rY9EjgFu89xO99zOAPwBH1vGZf8TP5RzO0t/fB2a2S7EPe+8fBWYB69SxHRFpABW8paleBLqb2YZm1h44GLijYJlLge8BA4F1gd7AeXHe/wFTgJUJLbHnAN7M1gdOBraMNdK7Ax/Ez9QApwErAT8g1AKfCCHYEwp7Q4EVgUnANrmEmNm+cRsHxG2OAu4usW+jgd3N7Pdmtq2V6NoF4L0fkldT/BPgc+DJWOB9nNBqvUrMn+tiSzZmdqiZvVpqvcDWcbnX4oXIHWa2Qt7+bAUMAm4osw4I+b/Qe5/fWj0BKNfiDUtefB0R39eLmXUDDiIcIyIiUj0U28kutsc8vSbmhS+1XLQRIV7nTABWNbMVy3zmDuBgM2sf07Rs3O86WfAjoBPwRn0+IyL106HSCZBWIVc4e5rQZeqT3AwzM+A4YBPv/fQ47WJCsBoKLCB0SV7Le/8uIVhiZjVAZ6C/mX3lvf8gt07vfX5X6w/M7EZgB+BKYC9govf+/rieq4Az8pY/AbjEe/9mXlrOMbO1vPcf5u+U936UmR1ACPynAh3MbBhwpve+plhGmNn3gL8BB3jvPzazg4APvPe5Gu1XzOxfhAD+e+/9XTEvSlmD0Cq9G/BpXPfVwGExcF8HnOy9XxSyuqRlgW8Kpn0NLFfuQ4Tg/ayZ/YZwYbEtoYW9nP+Y2UJgGeArwoWVtGFd1zykrgvLepn70d1lD3IRSZVi++L9TTu2nwKM9t6/bKEbfznLEuJ1Tu7v5YBpJT4zhVA5sQuwI/WrNHdmtjfQkdC7baj3fmY9PidtQFpxHNp2LFeLt6ThH4T7h46koCsToea5G/By7D42E3gkTgf4E/Au8JiZTTazswFioP4VcD7wpZndY2arQwiAsQvb52b2DeFerdwgMKsDH+c27r33hACUsxbw17y0TAeMUFO/lNjFewiwArBv3MeiA5iZWQ/gAeA3sSt3bnvfz20vbvMwYLVi6yhiLnCb9/5t7/3suK97xXknAq967+vTojwb6F4wrTuhK1lJ3vuPCN/PxcA73vuPyy0f7ee970kI3CcDT5tZffdXWiGzdqm8RKRZKbaTfmyP+3sKYeyW+iiM37m/y8Zvwnd2JOFe/foUvBPvfU/v/TKELuaHm9nx9UyjtHJpxfG2Hsvb9t5LKmJt8vuEAuH9BbOnEgqPG8UTek/vfY/YbQvv/Szv/f9579cG9gFOt3i/l/f+Lu/9doQA5wmDkABcD7wFrOe9707oXparPfuM0EoM1NbK174nBO7j89LS03vf1Xv/fB37uMh7/yQwgnBP1hIsnEnuAp7y3g8r2N7TBdtb1nv/i3Lby/MqS3ZDy/97Z2D/eJHyOaHb3V/M7Joi63mbUKu/Xt60Tal7QDYIwfv/WPrCqyzvfU1snagBtmvIZ0VEpLIU2zOL7VsRegO8EWP3X4GtYixvX2T5iYR4nbMp8IX3vlRrd86/gB8Bk2Mler3Fngj/A4Y05HMiUp4K3pKWY4CdvPdz8id67xcBNwFXmNkqAGbW28IonZjZ3ma2bgyiXxMKaYvMbH0z2ynee/UdIcAviqtdjtBteraZbQDkB7r/Ahub2X5m1gE4iSVroG8AhtriAcN6mNlPiu2Qme1rZgeb2fLxnqetCN3eirUwX0ToWn1qwfSHgO+Z2c/MrGN8bWlmGxbPxqXcBhxlZmtbuGf67LhOCDXZGxLurxsIjCWMdLpULXr8Xu4HLjCzZcxsW0Itf31qwe8ldHVP6plmoPY+sX2B5alj1FZp3Yx2qbxEpNkptqcf2/8H9GVx7D4PeAUYWKKr+9+BY8ysv5n1JAy6entdG4nf2U6UaMkvx8zWAPagfpXz0gakFcfbeixv23svqfHev+e9H1ti9q8JXc5ejN3HngByz35eL76fDbwAXOe9f4pwD9ilhFr1zwmDlwyNnzmD0P1tFiHw1z4GxHs/lXCP1WWEe5/6Ewqk8+L8fxNq1++JaXkd2LNEumcAPwfeIVwM3AH8yXt/Z5FlDyEMhDbDFo9+epgPo6TuRrg/+tO4L3+M+4eZHWZmJQOb9/5WQtAdDXwY9+OUOG+m9/7z3IvwqLBvvPdfx3WfY2b/y1vdiUBX4EvCoDO/8N7XGVS993O990947+fWtWw03MxmE/LsIuCI+mxHWi91TxOpTort6cd27/28gtj9NbAg/o2ZrRm3s2Zc/pG4308BHxGuBX5XYt8KtzXWL/0klFIOyu0j4eklz1H3Y8ukjVBX83RYuE1GpHWK3cSmAIfFoC8izWy5fkelEmhmvX9bmx2QRUQWU2wXaV5pxXFo27G8bVc7SKtkZrubWc/YlS13j5geaSUiIlKlFNtFpNrpcWLSGv2AMBhK7hmU+zWgm7SIpMzKP+pORKQ+FNtFKkRxPB0qeEur470/n/CoEhFpEdS5SkSaRrFdpJIUx9OgXBQRERERERHJkFq8RUQkU219FFMREZFqpjiejpZc8NZw6yIizSuTm7gUsNs0xXIRkeajON6CKRdFREREREREMtSSW7wB6LrmIZVOQqsz96O7a/8+dOTTFUxJ63PX4B1q/1bepkt5m638/E2bqY63zVMsT1d+HD999IgKpqR1uvz7O9X+rfxNl/I2O/l5mzbF8XS0+IK3iIhUN3VRExERqV6K4+lQLoqIiIiIiIhkSC3eIiKSKdWUi4iIVC/F8XSo4C0iIplSwBYREaleiuPpUMFbREQyZdk83URERESageJ4OlR9ISIiIiIiIpIhtXiLiEim1EVNRESkeimOp0MFbxERyZQCtoiISPVSHE+HclFEREREREQkQ2rxFhGRTKmmXEREpHopjqdDBW8REcmYAraIiEj1UhxPg3JRREREREREJENq8RYRkUypi5qIiEj1UhxPhwreIiKSKQVsERGR6qU4ng7looiIiIiIiEiG1OItIiKZMtXxioiIVC3F8XSo4C0iIplSFzUREZHqpTieDuWiiIiIiIiISIbU4i0iIpkys0onQURERBpJcTwdKniLiEim1EVNRESkeimOp0MFbxERyZQGZREREaleiuPpUC6KiIiIiIiIZEgt3iIikil1URMREaleiuPpUMFbREQypYAtIiJSvRTH06FcFBEREREREcmQWrxFRCRTGpRFRESkeimOp0O5KCIi2bJ26bxaKDMbbGajzOwGMxtc6fSIiIikKq043kJjeXPF8Za59yIiIg1gZn3M7Ckze8PMJprZqU1Y161m9qWZvV5k3h5mNsnM3jWzs+NkD8wGugBTGrtdERGRtqotxHEVvEVEJFNm7VJ51WEh8H/e+/7A1sBJZtZ/yXTYKma2XMG0dYus63Zgj6X3w9oD1wJ7Av2BQ+I2Rnnv9wR+Dfy+XpkiIiJSJdKK43XE8lYfx1XwFhGRTJlZKq9yvPefee/Hxb9nAW8CvQsW2wH4j5l1jun6OXB1kXU9A0wvspmtgHe995O99/OBe4B9vfeL4vwZQOd6Z4yIiEgVSCuOl4vlbSGOa3A1ERGpCmY2BBgCDPfeDy+zXF9gM2B0/nTv/T/NrB9wr5n9Ezga2LUBSegNfJz3fgrwfTM7ANgd6Alc04D1iYiItCn1ieWtNY6r4C0iIplKazTUGKBLFrgBzGxZ4F/Ar7z33xRZx2Vmdg9wPbCO9352Cum6H7i/qesRERFpidIc1byuWN6a47i6mouISKaa6R5vzKwjIVjfGYNosWW2BwYA/wZ+18Bd+QTok/d+jThNRESk1Wqme7xbfRxXwVtERLJlls6r7CbMgFuAN733l5dYZjNgGLAvcBSwopld2IA9GQOsZ2b9zKwTcDDwYAM+LyIiUn3SiuNlYnlbiOMqeIuISGuwLfAzYCczGx9fexUs0w1w3vv34kAqhwMfFq7IzO4GXgDWN7MpZnYMgPd+IXAy8Chh0JfEez8xu10SERFpM1p9HNc93iIikq1mqOL13j8LlG0W994/V/B+AXBTkeUOKbOOh4GHG5lMERGR6qM4ngoVvOvpreeuYtacudTULGJhzSK22/tcNt5wTa6++BiWWaYLH075iqNOuZZZs+ey0/Yb84ezD6ZTxw7MX7CQcy66i6efV6NIfX3xxONMffZZMKNr7970PeJI3rnyCmq++w6AhbNm0a1vX9Y98aQKp7T6KG+zo7wto45u4iLNpUf3blx/2XH0/94aeA8nnHkj++6xJXvtsjnzF9Tw/odfcNwZN/D1N98CMGCDNbnmkmNYbrluLFq0iO2G/IZ58xZUeC9avsmPPMnHT4fr4+59erPJsYcz7+uveeXaW5g/ew49+q7JwBOOpF0HXYY2hvI3O8rbEhTHU9HGjpqm2eOgC5k2Y1bt++svO46zL7yTZ0e/yeFuMKcdvzcX/OWfTJs+ix8f/Wc++2IG/b+3BsPvGMo6W7XBi+1GmD9jBl+OGMFG5/+edp06MXnYjUwfM4b1zzyrdpn3brienpsOrFwiq5TyNjvKW5Hq8Ofzj+CxkRM49IQr6dixPd26dmbZUV347R/voaZmERcOPYQzT9qX31xyN+3bt+PWv57EMb+6ltfe/IgVei7LggULK70LLd5302fywWNPscOl59G+UyfGXXMTn44ey1cTXqffHjux+tZb8tptd/Hx08+x1s47VDq5VUf5mx3lrWRN93g3wbr9evHs6DcBGDHqVfbbaysAJkz8gM++mAHAG29PoUuXTnTqpDqO+vKLFrFowQJ8TQ2L5s+nU88etfNq5s5l1qRJ9Bw4sHIJrGLK2+wob8tohsHVROrSfbmubLfVBtx+z1MALFhQw9fffMuTo16jpmYRAC+Ne4feq60AwC4/3ITX3/yI1978CIDpM2ezaJGvTOKrjF+0iJr5C1hUU0PNvPl06dGDqW9MYrUtNwdgje225vOXJ1Q4ldVL+Zsd5W0JzTC4WluQWWnQzDYgjDjXO076BHjQe/9mVtvMkvee4XcMxeO55c4nufWuEbz59hSG7DaI4Y+N5YAfbc0avVZc6nP777UV419/n/nzVUteH52WX55Vd92N14aeTbuOHenevz/d+29UO3/m+PEst8EGtO/atYKprE7K2+wob+ugKt6q1NrieN8+qzB1+jcM+8sJbLzhWrzy2mTOOP/vfDt3Xu0yhx80mPuGvwjAemv3wuN58B9ns9IK3blv+AtcfkPZx8gL0GWFnqy95y6MOO1c2nfqyEoDNqRHvzXp2K0b7dq3r13muxkzK5vQKqX8zY7ytgzF8VRkko1m9mvgHsIN8i/FlwF3m9nZZT53nJmNNbOxw4YNyyJpjbbzgeezzY/OYb/D/8jxh+/GtlttwPFn3shxh+/Kc/+9iGWX7cr8gi5oG35vDS4ceignD725QqmuPgvnzOHrCeMZcNHFbHLZZdTMm8e0F1+snT99zEussOWWFUxh9VLeZkd5K61NY+N4/GyLjOUdOrRn4IB+3PSPx/nBXkP5du48zjhxn9r5Z528HzULF3HPv58Ny7dvxzaD1ueoU65l5wPPZ5/dBzF4241KrV6iBXPm8MW4Cez4lz+w818vpWbefL58VePcpEX5mx3lrWQtqxbvY4CN4khztczscmAicGmxD3nvhxGezQbQovpzfRq7jn817RsefHQMWw5chyuH/ZchP70EgHX7rcaeOw2sXb73aitw77DTOfa063j/wy8rkeSqNOutN+m00kp0XG45AJbfbHPmTH6PFbfemoWzZzHngw9Y5xcnVjiV1Ul5mx3lbXm+jXctq1KNiuPQcmP5J59N45PPpjNm/HsA/Pvh0fzfL/YF4Kc//iF77bwZex5yUd7y03n2pbdqx3Z55KnxbDagHyOf04V4OVMnvkXXlVeic/dwPlxt0EBmvPMeC779lkU1NbRr357vps+ky/I9K5vQKqX8zY7ytjTF8XRk1XFgEbB6kem94ryq0q1rZ5Zdpkvt37tsvwkTJ01h5RW7A2BmnH3K/tx0x5NAGDX1/tvP4reX3s0LY9+uWLqrUacVVmDO5Mksmj8P7z3fvPUWXVbrBcCMl8fRY+NNaNexY4VTWZ2Ut9lR3tbBUnpJc2pVcRzgi6++Zspn01hv7fDbHLztAN56Zwq77rApp/9iCD8+5s/M/W5+7fKPP/MqG63fh65dOtG+fTu233pD3nznk0olv2p0WXEFZr73PjXz5uO9Z+rEt1h29V6suOH6fD5mHABTnn2RVTfftMIprU7K3+wob8tIK4638VieVYv3r4Anzewd4OM4bU1gXcJDy6vKKiv34N5hpwOhq9q9/3mOx5+ewElH78Hxh+8GwAOPvMTfk5EAnHDE7qzTd1WGnnoAQ089AIAhP72Er6Z9U5H0V5Nl+q3N8ptvwRsXXoi1b0+3Pn1YafvtAZg+dgyr7b5HhVNYvZS32VHeSiv0K1pRHM85/bzbue2qk+nUsQMffPQFx51xI88Ov5DOnTry0J3nAPDSK+9yyjm3MPPrOVx188M8+9BFeO959KnxPDLilQrvQcu3/Dr96LXlZow672KsXTt6rNWHNXfcjlUHDmDcdbcw6b7hdF+rD3122KbSSa1Kyt/sKG8la+Z9Nr3AzKwdsBVLDsoyxntfU89VeICua5Z8/rk00tyP7q79+9CRT1cwJa3PXYMXP15CeZsu5W22Yv5mUhe93uBhqQSad0Ye18bryptXCnEcFMszkR/HTx89ooIpaZ0u//5OtX8rf9OlvM1OzNsWHcehbcfyzEY1994vAl6sc0EREWnddG9YVVIcFxERQHE8JRocXkRERERERCRDmbV4i4iIAG1+MBUREZGqpjieChW8RUQkW+0UsUVERKqW4ngqVPAWEZFs6d4wERGR6qU4ngrd4y0iIiIiIiKSIbV4i4hItlRRLiIiUr0Ux1OhgreIiGRL94aJiIhUL8XxVKiruYiIiIiIiEiG1OItIiLZUkW5iIhI9VIcT4UK3iIikimv0VBFRESqluJ4OtTVXERERERERCRDavEWEZFsaVAWERGR6qU4ngoVvEVEJFuK1yIiItVLcTwV6mouIiIiIiIikiG1eIuISLY0KIuIiEj1UhxPhQreIiKSLd0bJiIiUr0Ux1OhruYiIiIiIiIiGVKLt4iIZEsV5SIiItVLcTwVKniLiEi2dG+YiIhI9VIcT4UK3iIiki0FbBERkeqlOJ4K3eMtIiIiIiIikiG1eIuISLZUxSsiIlK9FMdToYK3iIhkS13UREREqpfieCpUfyEiIiIiIiKSIbV4i4hItlRRLiIiUr0Ux1OhgreIiGTKt1PEFhERqVaK4+lQV3MRERERERGRDKnFW0REsqVBWURERKqX4ngqVPAWEZFsKV6LiIhUL8XxVKiruYiIiIiIiEiG1OItIiLZ0qAsIiIi1UtxPBUqeIuISLZ0b5iIiEj1UhxPhQreIiKSLcVrERGR6qU4ngrd4y0iIiIiIiKSIbV4i4hItnRvmIiISPVSHE+FCt4iIpItBWwREZHqpTieCnU1FxEREREREcmQee8rnYZSWmzCRERaqUyqtNc+9p+pnM8n3/wTVblXH8VyEZHm06LjOLTtWK6u5iIiki11URMREaleiuOpUFdzERERERERkQy1+BbvQ0c+XekktDp3Dd6h9u+uax5SwZS0PnM/urv2bx276co/bpW36cvP39SZasrbutNHj6h0ElqVy7+/U+3fiuPpy4/lOnbTlX/sKm/TlZ+3qVMcT0WLL3iLiEiVUxc1ERGR6qU4ngp1NRcRERERERHJkFq8RUQkW6riFRERqV6K46lQwVtERLKle8NERESql+J4KlR/ISIiIiIiIpIhtXiLiEi2NCiLiIhI9VIcT4UK3iIikimvLmoiIiJVS3E8HSp4i4hItnRTk4iISPVSHE+FslFEREREREQkQ2rxFhGRbOneMBERkeqlOJ4KFbxFRCRbujdMRESkeimOp0JdzUVEREREREQypBZvERHJlrqoiYiIVC/F8VSo4C0iItlSvBYREaleiuOpUFdzERERERERkQypxVtERDLl1UVNRESkaimOp0MFbxERyZYCtoiISPVSHE+FupqLiIiIiIiIZEgt3iIiki09/1NERKR6KY6nQgVvERHJlvpWiYiIVC/F8VSo4C0iItlSTbmIiEj1UhxPheovRERERERERDKkFm8REcmWRkMVERGpXorjqVDBW0REsqWALSIiUr0Ux1OhruYiIiIiIiIiGVKLt4iIZMprUBYREZGqpTieDhW8RUQkW+pbJSIiUr0Ux1OhbBQRERERERHJkFq8RUQkW+qiJiIiUr0Ux1OhgreIiGRLo6GKiIhUL8XxVKiruYiIiIiIiEiG1OItIiLZUk25iIhI9VIcT4UK3iIiki3FaxERkeqlOJ4KdTUXERERERERyZBavEVEJFNeXdRERESqluJ4OlTwFhGRbOkxJCIiItVLcTwVKng3whdPPM7UZ58FM7r27k3fI47knSuvoOa77wBYOGsW3fr2Zd0TT6pwSqvHW89dxaw5c6mpWcTCmkVst/e5bLzhmlx98TEss0wXPpzyFUedci2zZs9lp+035g9nH0ynjh2Yv2Ah51x0F08/P7HSu1AVdOxmR3lbhmrKpQWa/MiTfPz0cwB079ObTY49nHlff80r197C/Nlz6NF3TQaecCTtOuhSqT56dO/G9ZcdR//vrYH3cMKZN7L7jgPZe7dBLFq0iK+mfcNx/3cDn30xg9OO35uD9tsWgA4d2rPBur3pM/A4Znw9p8J7UR107GZHeVuC4ngq2thR03TzZ8zgyxEj2Oj839OuUycmD7uR6WPGsP6ZZ9Uu894N19Nz04GVS2SV2uOgC5k2Y1bt++svO46zL7yTZ0e/yeFuMKcdvzcX/OWfTJs+ix8f/Wc++2IG/b+3BsPvGMo6W7XBwkwD6djNjvJWpLp8N30mHzz2FDtceh7tO3Vi3DU38enosXw14XX67bETq2+9Ja/ddhcfP/0ca+28Q6WTWxX+fP4RPDZyAoeecCUdO7anW9fOvPH2FC74yz8BOPGo3Rl66gGccs4tXHHjQ1xx40MA7LXL5vzymL1U6K4nHbvZUd5K1jS4WiP4RYtYtGABvqaGRfPn06lnj9p5NXPnMmvSJHoOHFi5BLYS6/brxbOj3wRgxKhX2W+vrQCYMPEDPvtiBgBvvD2FLl060amT6pDqQ8dudpS3ZVhKL5EU+UWLqJm/gEU1NdTMm0+XHj2Y+sYkVttycwDW2G5rPn95QoVTWR26L9eV7bbagNvveQqABQtq+Pqbb5k1e27tMt26dcF7v9Rn3T7bkDz4fLOltTXQsZsd5W0JacXxNh7LVVppoE7LL8+qu+7Ga0PPpl3HjnTv35/u/TeqnT9z/HiW22AD2nftWsFUVh/vPcPvGIrHc8udT3LrXSN48+0pDNltEMMfG8sBP9qaNXqtuNTn9t9rK8a//j7z5y+sQKqri47d7Chvy2unKl5pYbqs0JO199yFEaedS/tOHVlpwIb06LcmHbt1o1379rXLfDdjZmUTWiX69lmFqdO/YdhfTmDjDdfildcmc8b5f+fbufM4/0zHYQf+kK9nfcseB/1hic917dKJXQdvymm/va1CKa8+Onazo7wtTXE8HcrGBlo4Zw5fTxjPgIsuZpPLLqNm3jymvfhi7fzpY15ihS23rGAKq9POB57PNj86h/0O/yPHH74b2261AcefeSPHHb4rz/33IpZdtivzFyxZuN7we2tw4dBDOXnozRVKdXXRsZsd5a1IdVkwZw5fjJvAjn/5Azv/9VJq5s3ny1c1VkhjdejQnoED+nHTPx7nB3sN5du58zjjxH0AOP9PCettfTL3/Oc5Tjhy9yU+96NdN+eFsZPUzbwBdOxmR3krWWv2greZHVVm3nFmNtbMxg4bNqw5k1Vvs956k04rrUTH5ZbD2ndg+c02Z87k9wBYOHsWcz74gB4bb1LhVFafT2PX8a+mfcODj45hy4Hr8PZ7nzLkp5ew7Y/OJXngOd7/8Iva5XuvtgL3DjudY0+7jvc//LJSya4qOnazo7wtzyydV7Uzs3XMrHP8e7CZnWJmPSucrEap9lg+deJbdF15JTp3X452Hdqz2qCBzHjnPRZ8+y2LamqAcL9nl+V7VjahVeKTz6bxyWfTGTM+nPf+/fBoBg7ot8Qy9/77Wfbbc6slpv1kyDb88wF1M28IHbvZUd6WllYcb+uxvBIt3r8vNcN7P8x7P8h7P+i4445rzjTVW6cVVmDO5Mksmj8P7z3fvPUWXVbrBcCMl8fRY+NNaNexY4VTWV26de3Msst0qf17l+03YeKkKay8YncAzIyzT9mfm+54Eggjp95/+1n89tK7eWHs2xVLd7XRsZsd5W15Cta1/gXUmNm6wDCgD3BXZZPUaFUdy7usuAIz33ufmnnz8d4zdeJbLLt6L1bccH0+HzMOgCnPvsiqm29a4ZRWhy+++popn01jvbXDeW/wtgN4650prNN3tdpl9t5tEG+/92nt++7LdWW7rTdk+GMvN3t6q5mO3ewob0tTwXsJjY7lmdzjbWavlpoFrJrFNpvLMv3WZvnNt+CNCy/E2renW58+rLT99gBMHzuG1Xbfo8IprD6rrNyDe4edDoTuavf+5zkef3oCJx29B8cfvhsADzzyEn9PRgJwwhG7s07fVRl66gEMPfUAAIb89BK+mvZNRdJfLXTsZkd5K/W0yHu/0Mz2B6723l9tZq9UOlGltOZYvvw6/ei15WaMOu9irF07eqzVhzV33I5VBw5g3HW3MOm+4XRfqw99dtim0kmtGqefdzu3XXUynTp24IOPvuC4M27k+j/+nPXWWZ1FizwfffIVpwy9pXb5fXbfkiefeZVv586rYKqrj47d7ChvpZ4aHcut2AiTTWVmXwC7AzMKZwHPe+9Xr8dqPMChI59OOXVy1+DFj0DouuYhFUxJ6zP3o7tr/9axm67841Z5m76Yv5nURa9z/TOpBJr3fvHDqq4rN7PRwJXAucAQ7/37Zva6935AZVNWXJqx/PTRI1JOXdt2+fd3qv1bcTx9+bFcx2668o9d5W26Yt626DgObTuWZzWq+UPAst778YUzzGxkRtsUEZEWqJV0LUvDUcAJwEUxUPcD/lHhNJWjWC4iIorjS2p0LM+k4O29P6bMvEOz2KaIiEhLZGbDgP8BT3jvT8lN996/D/yxYgmrg2K5iIhIkEYs13O8RUQkU6op5xZgT+B0M5sPPAY84r2fUNlkiYiI1E1xHEghlqvgLSIimbJKPD+jBfHejwZGA+eb2YrAbsD/mdkmwDhC4E4qmUYREZFS2noch3RiuQreIiKSKdWUL+a9nwbcHV+Y2RaAhr0XEZEWS3F8SY2N5Sp4i4iIZMzMdgBmeO9fNTMH/BB4F7jee68HGYuIiLRwTY3lKniLiEim2rXxmnIzuxbYBOhsZm8DywKPANsCtwKHVTB5IiIiZbX1OA7pxHIVvEVEJFPqosaO3vv+ZtYF+ARYxXtfY2Y3Aq9WOG0iIiJlKY4DKcRy3SovIiKSre8AvPffAR9672view8sqGTCREREpF6aHMvV4i0iIplSTTmrmNnpgOX9TXy/cuWSJSIiUjfFcSCFWK6Ct4iIZMoUsW8ClivyN8DNzZ8cERGR+lMcB1KI5Sp4i4iIZMh7//tKp0FEREQaL41YroK3iIhkytr4aCJmdpb3/jIzuxrwhfO996dUIFkiIiL10tbjOKQTy1XwFhGRTKmHGm/G/8dWNBUiIiKNoDgOpBDLVfAWERHJkPd+ePz/b5VOi4iIiDRcGrFcBW8REclUW68pN7MHy8333u/TXGkRERFpqLYexyGdWK6Ct4iIZEoBmx8AHwN3A6MJjx4RERGpCorjQAqxXAVvERGRbK0G7AocAhwK/Be423s/saKpEhERkfpqcizXGHUiIpKpdpbOq1p572u89494748AtgbeBUaa2ckVTpqIiEid0orjbT2Wq8VbREQypS5qYGadgR8Rasr7AlcB/65kmkREROpDcTxoaixXwVtERDLV1gO2mf0dGAA8DPzee/96hZMkIiJSb209jkM6sVwFbxERkWz9FJgDnAqcYouvYAzw3vvulUqYiIiI1EuTY7kK3iIikimr5pu6UuC913gqIiJStdp6HId0YrkK3iIikil1URMREaleiuPpUC28iIiIiIiISIbU4i0iIplSTbmIiEj1UhxPR6NavM1sWNoJERGR1sksnVe1MrNHzew0M9ug0mnJp1guIiL1kVYcb+uxvGSLt5mtUGoWsFdjNygiItLGHAHsAZxvZt8DRgOPAE947+dkuWHFchERkVQ0OZaX62r+FfAhITjn+Ph+lUYlV0RE2py2Phiq9/5z4HbgdjNrB3wf2BM4y8zmAo957y/LaPOK5SIi0iRtPY5DOrG8XMF7MrCz9/6jwhlm9nGjUy0iIm1KNXctS5v3fhHwQnydZ2YrAbtnuEnFchERaRLF8SU1NpaXu8f7SmD5EvOyqpkXERFpM7z3U733d2a4iStRLBcREclMfWN5yRZv7/21ZeZd3diEiYhI22J6cGXFKJaLiEhTKY6nQ9koIiKZaqkjoZrZYDMbZWY3mNng9LcgIiJS/VryqObVFMv1HG8REWk1zOxWYG/gS+/9gLzpewB/BdoDN3vvLyUMMjYb6AJMaYa0dQYOBPqSF3+99xdkvW0REZFq0VpjuQreIiKSKWveUVluB64B/p63/fbAtcCuhKA8xsweBEZ57582s1WBy4HDMk7bA8DXwMvAvIy3JSIikopmjuPQSmN5ued4b14wyQNTvfcaBVVEROotrXhtZscBx+VNGua9H5a/jPf+GTPrW/DRrYB3vfeT43ruAfb13r8R588AOqeTyrLW8N7v0QzbqaVYLiIiTZVmubstx/JyLd5/KTJtBTPrBBzivR/fmA2KiEjbklbAjoF5WJ0LLq03kF/QnAJ838wOIDz+oyehZj1rz5vZxt7715phWzmK5SIi0iRpFrzbciwvN6r5jsWmm9kg4Crghw3dmIiISEvhvb8fuD/r7ZjZa4SW5g7AUWY2mdA9zUIy/CZZbVuxXEREWrNqiuUNvsfbez/WzJZt6Oca667BOzTXptqkuR/dXekktFo6drOjvK0uzX9r2FI+AfrkvV8jTmsuezfjtuqluWP55d/fqbk21eYojmdLx252lLfVowXEcWgFsbzBBe9447pv6oZFRKRtaFf5gD0GWM/M+hGC9MHAoc21ce/9hwBm9g/v/c/y55nZP4CfFf1ghhTLRUSkvlpAHIdWEMvLDa52NUsH5RWAbYBTG5xaERGRjJnZ3cBgYCUzmwL8znt/i5mdDDxKeATJrd77iRVI3kb5b+IIrVtkuUHFchERqTatNZaXa/EeW/DeA9OA0733XzYoeU1w6Minm2tTbUZ+N13lb7ry87brmodUMCWtT353Sh236cuy+35z1pR774v+8Lz3DwMPN19KFjOzocA5QFcz+yY3GZhP4waYaYgWEctPHz2iuTbVJuR30VXepi8/fxXL05Ufy3XspivLrvvN3eLdWmN5ucHV/mZmA4F1gYne+zebllwREWmL2lnb7tHsvb8EuMTMLvHeD23mbSuWi4hIk7T1OA7pxPJyXc1/S+ir/jJwWdzITY1LqoiISNuU9yztfxZ5rjbe+3EZbluxXEREpInSiOXlupofDAz03n9rZisCjwAK1iIi0iAtZFCWSso9S7sLMAiYQOietgmhK/gPMty2YrmIiDSJ4jiQQiwvV/Ce573/FsB7P83M2jUtrSIi0ha19eCRe5a2md0PbO69fy2+HwCcn/HmFctFRKRJFDjSieXlCt5rm9mD8W8D1sl7j/d+n8YkWkREpI1aPxeoAbz3r5vZhhlvU7FcREQkPY2O5eUK3vsWvP9zY1ImIiJtmwZlqfWqmd0M3BHfHwa8mvE2FctFRKRJFMeX0OhYXm5Ucz2vR0REmkz3htU6CvgFi5+f/QxwfZYbVCwXEZGmUhxfQqNjeblRzfcF1vDeXxvfjwZWjrPP8t7f1+jkiohIm6F7wwLv/XfAFfHVLBTLRUSkqRTHF2tKLC/X1fwswmioOZ2BLYFlgNsABWsREZE6mFnivXdm9hqwVH897/0mGW5esVxERKSJ0ojl5Qrenbz3H+e9f9Z7Pw2YZmbLNDy5IiLSFqmLWm13tL0rsG3FchERaRLFcSCFWF6u4L18/hvv/cl5b1dGRESkHqyND8rivf8s/rkL8Iz3/p1m3LxiuYiINElbj+OQTiwv12V/tJn9vHCimR0PvNTQDYmIiLRxawI3mtlkM/unmf3SzAZmvE3FchERkfQ0OpaXa/E+DfiPmR0KjIvTtiDcH7ZfExIrIiJtiLqoBd773wGYWVfg58CZwJVA+ww3q1guIiJNoji+WFNiebnHiX0JbGNmOwEbxcn/9d6PaGqCRUSk7dBoqIGZ/QbYFlgWeAU4AxiV5TYVy0VEpKkUxxdrSiwv1+INQAzOCtAiIlJRZjYEGAIM994Pr3R6GuEAYCHwX+Bp4AXv/bzm2LBiuYiItARtOZbXWfAWERFpinYpDcoSA3Q1BmkAvPebm1l3Qk35rsAwM/vSe79dhZMmIiJSUlpxHNp2LFfBW0REMqV7wwIzGwBsD+wADAI+JuOu5iIiIk2lOL5YU2K5Ct4iIiLN41JCcL4KGOO9X1Dh9IiIiEjDNDqWq+AtIiKZ0qAsgfd+70qnQUREpKEUxxdrSixXwVtERDLV1ruomdlrQMkb5Lz3mzRjckRERBqkrcdxSCeWq+AtIiKSrVzt+Enx/3/E/w+rQFpERESk4Zocy1XwFhGRTKU5Gmo18t5/CGBmu3rvN8ubdbaZjQPOrkzKRERE6tbW4zikE8vVZV9ERDLVztJ5tQJmZtvmvdkGxWEREWnh0orjbT2Wq8VbREQypZJlrWOAW82sB2DADODoyiZJRESkPMXxJTQ6lqvgLSIi0gy89y8Dm8Zgjff+6wonSURERBqgKbFcBW8REcmU7g0LzKwzcCDQF+hgFvrcee8vqGCyREREylIcX6wpsVwFbxERyVQruacrDQ8AXwMvA/MqnBYREZF6URxfQqNjuQreIiIizWMN7/0elU6EiIiINFqjY7kK3iIikinVlNd63sw29t6/VumEiIiI1Jfi+BIaHctV8BYRkUxpNNRa2wFHmtn7hO5pBnjv/SaVTZaIiEhpiuNLaHQsV8FbRESkeexZ6QSIiIhIkzQ6lqvgLSIimdJoqIH3/kMAM1sF6FLh5IiIiNSL4vhiTYnlKniLiEimdG9YYGb7AH8BVge+BNYC3gQ2qmS6REREylEcX6wpsVxd9kVERJrHH4Ctgbe99/2AnYEXK5skERERaYBGx3IVvEVEJFPtUnq1Agu899OAdmbWznv/FDCo0okSEREpJ6043tZjubqai4hIptRFrdZMM1sWeAa408y+BOZUOE0iIiJlKY4vodGxXAVvERHJlGlQlpx9gbnAacBhQA/ggoqmSEREpA6K40todCxXwbsRvnjicaY++yyY0bV3b/oecSTvXHkFNd99B8DCWbPo1rcv6554UoVTWp2Uv+l667mrmDVnLjU1i1hYs4jt9j6XjTdck6svPoZllunCh1O+4qhTrmXW7LnstP3G/OHsg+nUsQPzFyzknIvu4unnJ1Z6F6qCjtvsmdkQYAgw3Hs/vNLpaSjvfa5GfJGZ/ReY5r3X1UyFTH7kST5++jkAuvfpzSbHHs68r7/mlWtvYf7sOfTouyYDTziSdh10qdRQytv0NSSWD9p0Ha659FgAzIyLrriPBx8dW+E9qA46drPXlmO5jpoGmj9jBl+OGMFG5/+edp06MXnYjUwfM4b1zzyrdpn3brienpsOrFwiq5jyNxt7HHQh02bMqn1//WXHcfaFd/Ls6Dc53A3mtOP35oK//JNp02fx46P/zGdfzKD/99Zg+B1DWWcrFRTrouO2vLS6qMUAXXVB2sy2Bi4FphMGZfkHsBLh/rDDvfePVDJ9bdF302fywWNPscOl59G+UyfGXXMTn44ey1cTXqffHjux+tZb8tptd/Hx08+x1s47VDq5VUV5m536xvKJkz5m273PpaZmEaut0pPRj1zKf58YR03NogqmvuXTsVtaml3N23IsbyX3uDcvv2gRixYswNfUsGj+fDr17FE7r2buXGZNmkTPgQMrl8Aqp/zN3rr9evHs6DcBGDHqVfbbaysAJkz8gM++mAHAG29PoUuXTnTqpPq5+tBxW5oGZOEa4GLgbmAEcKz3fjXgh8AllUxYW+YXLaJm/gIW1dRQM28+XXr0YOobk1hty80BWGO7rfn85QkVTmV1Ut42j1KxfO5382sL2Z07d0T9aupPx25xGlwNSCGWZ3ZFbWYbAL2B0d772XnT96jm2v1Oyy/PqrvuxmtDz6Zdx45079+f7v0XP7Zt5vjxLLfBBrTv2rWCqaxeyt/0ee8ZfsdQPJ5b7nySW+8awZtvT2HIboMY/thYDvjR1qzRa8WlPrf/Xlsx/vX3mT9/YQVSXV103EodOnjvHwMwswu89y8CeO/fMmvZI9a01ljeZYWerL3nLow47Vzad+rISgM2pEe/NenYrRvt2revXea7GTMrm9AqpLzNRkNj+ZYD1+GGP5/Amr1X4phfXavW7nrQsSt1aHIsz6TiwcxOAR4Afgm8bmb75s2+uMznjjOzsWY2dtiwYVkkrckWzpnD1xPGM+Cii9nkssuomTePaS8ufnTb9DEvscKWW1YwhdVN+Zu+nQ88n21+dA77Hf5Hjj98N7bdagOOP/NGjjt8V57770Usu2xX5i9YsnC94ffW4MKhh3Ly0JsrlOrqouO2vHbmU3lVsfwr3rkF81rsjrXmWL5gzhy+GDeBHf/yB3b+66XUzJvPl69qPIs0KG+z0dBYPmb8e2yxy5lsN+RczjxpXzp37ljB1FcHHbulpRXH23osz6rF++fAFt772WbWF7jPzPp67/8KlKwS8N4PA3JRukV+M7PeepNOK61Ex+WWA2D5zTZnzuT3WHHrrVk4exZzPviAdX5xYoVTWb2Uv+n7NHYd/2raNzz46Bi2HLgOVw77L0N+GnrFrNtvNfbcaWDt8r1XW4F7h53Osaddx/sfflmJJFcdHbfl6TEkbGpm3xDiX9f4N/F9l8olq06tNpZPnfgWXVdeic7dw292tUEDmfHOeyz49lsW1dTQrn17vps+ky7L96xsQquQ8jYbDY3lOZPe/ZTZc+ax0fp9GPfq5OZMctXRsVua4jiQQizPqqt9u1yXNO/9B8BgYE8zu5wywboadFphBeZMnsyi+fPw3vPNW2/RZbVeAMx4eRw9Nt6Edh1Vq9hYyt90devamWWX6VL79y7bb8LESVNYecXuQBjt9OxT9uemO54EoEf3btx/+1n89tK7eWHs2xVLd7XRcSvleO/be++7e++X8953iH/n3rfkA6PVxvIuK67AzPfep2befLz3TJ34Fsuu3osVN1yfz8eMA2DKsy+y6uabVjil1Ud5m76GxvK1+qxM+/bhEn/N3iux/rqr8+HHX1Um8VVEx66Uk0Ysz6rF+wszG+i9Hx8TOtvM9gZuBTbOaJvNYpl+a7P85lvwxoUXYu3b061PH1bafnsApo8dw2q771HhFFY35W+6Vlm5B/cOOx2ADh3ac+9/nuPxpydw0tF7cPzhuwHwwCMv8fdkJAAnHLE76/RdlaGnHsDQUw8AYMhPL+Grad8UXb8EOm7LU0151Wq1sXz5dfrRa8vNGHXexVi7dvRYqw9r7rgdqw4cwLjrbmHSfcPpvlYf+uywTaWTWnWUt+lraCzfZsv1OePEfVmwYCGLFnlOPffWJUZDl+J07JamOJ4Oy+IRoma2BrDQe/95kXnbeu+fq8dqPMChI59OO3lt3l2DFz8CQfmbrvy87brmIRVMSesz96O7a//WcZu+eOxmElovfOWJVALNbzbbRaG/GaUZy08fPSLt5LVpl39/p9q/lbfpy89fxfJ05cdyHbvpisdti47j0LZjeSYt3t77KWXm1SdQi4iISAUplouIiKRHD+gVEZFMVfkopiIiIm2a4ng6VPAWEZFM6d4wERGR6qU4no6sRjUXEREREREREdTiLSIiGVNNuYiISPVSHE+HCt4iIpKp9grYIiIiVUtxPB0qeIuISKZUUy4iIlK9FMfToXu8RURERERERDKkFm8REcmUHkMiIiJSvRTH06GCt4iIZEpd1ERERKqX4ng61NVcREREREREJENq8RYRkUy1r3QCREREpNEUx9OhgreIiGRKXdRERESql+J4OtTVXERERERERCRDavEWEZFMaTRUERGR6qU4ng4VvEVEJFPt1UVNRESkaimOp0NdzUVEREREREQypBZvERHJlAZlERERqV6K4+lQwVtERDKVVsA2syHAEGC49354OmsVERGRctIseLflWK6Ct4iIZCqtgB0DdJsK0iIiIpWWZsG7Lcdy3eMtIiIiIiIikiG1eIuISKba6zEkIiIiVUtxPB0qeIuISKbUtUpERKR6KY6nQ/koIiIiIiIikiG1eIuISKb0GBIREZHqpTieDhW8RUQkUwrYIiIi1UtxPB3qai4iIiIiIiKSIbV4i4hIpjQaqoiISPVSHE+HCt4iIpIpdVETERGpXorj6VBXcxEREREREZEMqcVbREQypZpyERGR6qU4ng4VvEVEJFMK2CIiItVLcTwd6mouIiIiIiIikiG1eIuISKbaq6ZcRESkaimOp0MFbxERyVQ7PYZERESkaimOp0MFbxERyZTuaRIREaleiuPpUD6KiIiIiIiIZEgt3iIikimNhioiIlK9FMfTYd632D77LTZhIiKtVCah9enPHk7lfL5Dr70U+quPYrmISPNp0XEc2nYsV1dzERERERERkQypq7mIiGRKo6GKiIhUL8XxdLT4gvehI5+udBJanbsG71D7t/I3Xcrb7OTnbdc1D6lgSlqnuR/dndm6dW+YnD56RKWT0Kpc/v2dav9W3qZP+Zud/LxVLE+X4njLp67mIiIiIiIiIhlq8S3eIiJS3VRTLiIiUr0Ux9OhgreIiGRKXatERESql+J4OpSPIiIiTWRmy5jZWDPbu9JpERERkYZpjjiugreIiGTKLJ1X3duxnmZ2n5m9ZWZvmtkPGpdeu9XMvjSz14vM28PMJpnZu2Z2dt6sXwNJY7YnIiLSkqUVx+uK5a09jqvgLSIimbKUXvXwV+AR7/0GwKbAm0ukw2wVM1uuYNq6RdZzO7DHUvth1h64FtgT6A8cYmb9zWxX4A3gy/olU0REpHqkFcfrEctbdRxXwVtERKqCmQ0xs2FmNqTIvB7AD4FbALz38733MwsW2wH4j5l1jp/5OXB14bq8988A04skYSvgXe/9ZO/9fOAeYF9gMLA1cCjwczNTbBURESmiVCxvC3Fcg6uJiEim6tNNvD6898OB4SVm9wO+Am4zs02Bl4FTvfdz8j7/TzPrB9xrZv8EjgZ2bUASegMf572fAnzfe38ygJkdCUz13i9qwDpFRERatLTiOJSN5a0+jqtWXkREMtUupVcdOgCbA9d77zcD5gBnFy7kvb8M+A64HtjHez+7KftWsO7bvfcPpbU+ERGRliCtOF5HLG/1cVwFbxERyZSZT+VVhynAFO/96Pj+PkIAL0iLbQ8MAP4N/K6Bu/IJ0Cfv/RpxmoiISKuVVhyvI5a3+jiugreIiFQ97/3nwMdmtn6ctDNhoJRaZrYZMIxwP9dRwIpmdmEDNjMGWM/M+plZJ+Bg4MEmJ15ERKSNawtxXAVvERHJVDOOav5L4E4zexUYCFxcML8b4Lz378X7tw4HPlwqvWZ3Ay8A65vZFDM7BsB7vxA4GXiUMNJq4r2fWL+kiYiIVKdmHNW8VcdxDa4mIiKZSnNQlnK89+OBQWXmP1fwfgFwU5HlDimzjoeBhxufShERkeqiOJ4OtXiLiIiIiIiIZEgt3iIikqlmqigXERGRDCiOp0MFbxERyVQ7RWwREZGqpTieDnU1FxEREREREcmQWrxFRCRTqigXERGpXorj6VDBW0REMtVco6GKiIhI+hTH06Gu5iIiIiIiIiIZUou3iIhkShXlIiIi1UtxPB0qeIuISKYUsEVERKqX4ng6VPAWEZFM6TEkIiIi1UtxPB26x1tEREREREQkQ2rxFhGRTKmiXEREpHopjqdDBW8REcmUma90EkRERKSRFMfToa7mIiIiIiIiIhlSi7eIiGRKXdRERESql+J4OlTwFhGRTJkitoiISNVSHE+HupqLiIiIiIiIZEgt3iIikinV8IqIiFQvxfF0qOAtIiKZUhc1ERGR6qU4ng5VYIiIiIiIiIhkSC3eIiKSKVWUi4iIVC/F8XSo4C0iIplSFzUREZHqpTieDnU1FxEREREREcmQWrwb4YsnHmfqs8+CGV1796bvEUfyzpVXUPPddwAsnDWLbn37su6JJ1U4pdVJ+Zsd5W263nruKmbNmUtNzSIW1ixiu73PZeMN1+Tqi49hmWW68OGUrzjqlGuZNXsuO22/MX84+2A6dezA/AULOeeiu3j6+YmV3oVmoYpyaYkmP/IkHz/9HADd+/Rmk2MPZ97XX/PKtbcwf/YcevRdk4EnHEm7DrpUaijlbbaUv+kqFsv/ce0prLd2LwB6dl+Gmd/MYes9hzJo03W45tJjATAzLrriPh58dGwlk98sFMfToV9kA82fMYMvR4xgo/N/T7tOnZg87EamjxnD+meeVbvMezdcT89NB1YukVVM+Zsd5W029jjoQqbNmFX7/vrLjuPsC+/k2dFvcrgbzGnH780Ff/kn06bP4sdH/5nPvphB/++twfA7hrLOVm2jgqOdIra0MN9Nn8kHjz3FDpeeR/tOnRh3zU18OnosX014nX577MTqW2/Ja7fdxcdPP8daO+9Q6eRWFeVttpS/2SiM5T876aravy/9zU/5eta3AEyc9DHb7n0uNTWLWG2Vnox+5FL++8Q4amoWNXuam5PieDrU1bwR/KJFLFqwAF9Tw6L58+nUs0ftvJq5c5k1aRI9Bw6sXAKrnPI3O8rb7K3brxfPjn4TgBGjXmW/vbYCYMLED/jsixkAvPH2FLp06USnTm2j7tNSeomkyS9aRM38BSyqqaFm3ny69OjB1DcmsdqWmwOwxnZb8/nLEyqcyuqkvM2W8rd5Hbj31iQPPA/A3O/m1xayO3fuiPeVTFnzSSuOt/VYntlVn5ltBXjv/Rgz6w/sAbzlvX84q202h07LL8+qu+7Ga0PPpl3HjnTv35/u/TeqnT9z/HiW22AD2nftWsFUVi/lb3aUt+nz3jP8jqF4PLfc+SS33jWCN9+ewpDdBjH8sbEc8KOtWaPXikt9bv+9tmL86+8zf/7CCqRapP5aayzvskJP1t5zF0acdi7tO3VkpQEb0qPfmnTs1o127dvXLvPdjJmVTWgVUt5mS/mbvmKxPGfbrTbgi6lf894Hn9dO23LgOtzw5xNYs/dKHPOra1t9a7ekJ5OCt5n9DtgT6GBmjwPfB54Czjazzbz3F5X43HHAcQA33ngjxx13XBbJa5KFc+bw9YTxDLjoYjp068p7N97ItBdfZMWttwZg+piXWGm77Sqcyuql/M2O8jZ9Ox94Pp9+MYOVV+zOQ3eew6R3P+X4M2/kL78/grNP3Z//Pj6O+QuWLFxv+L01uHDooez904srlOrmZ9ZGmgRamdYcyxfMmcMX4yaw41/+QMdu3Rh3zU18+WrbGHMha8rbbCl/01cslj/30lsAuH234Z+xtTtnzPj32GKXM1l/3dW5+fJf8OjICcybt6ASSW82iuPpyKqr+Y+BbYEfAicB+3nv/wDsDhxU6kPe+2He+0He+0EtMVADzHrrTTqttBIdl1sOa9+B5TfbnDmT3wNg4exZzPngA3psvEmFU1m9lL/ZUd6m79PYdfyrad/w4KNj2HLgOrz93qcM+eklbPujc0keeI73P/yidvneq63AvcNO59jTruP9D7+sVLKbnbqnVa1WG8unTnyLriuvROfuy9GuQ3tWGzSQGe+8x4Jvv2VRTQ0Q7qXtsnzPyia0Cilvs6X8TV+xWA7Qvn079t1jK+4b/kLRz01691Nmz5nHRuv3aba0Voq6mqcjq4L3Qu99jff+W+A97/03AN77uUBV98fotMIKzJk8mUXz5+G955u33qLLamHUwxkvj6PHxpvQrmPHCqeyeil/s6O8TVe3rp1ZdpkutX/vsv0mTJw0hZVX7A6E0U7PPmV/brrjSQB6dO/G/befxW8vvZsXxr5dsXSLNECrjeVdVlyBme+9T828+XjvmTrxLZZdvRcrbrg+n48ZB8CUZ19k1c03rXBKq4/yNlvK33SViuUAO223MW+/9ymffD69dvm1+qxM+/ah+LRm75VYf93V+fDjr5o/4VKVsrrHe76ZdYvBeovcRDPrQZUH62X6rc3ym2/BGxdeiLVvT7c+fVhp++0BmD52DKvtvkeFU1jdlL/ZUd6ma5WVe3DvsNMB6NChPff+5zkef3oCJx29B8cfvhsADzzyEn9PRgJwwhG7s07fVRl66gEMPfUAAIb89BK+mvZNRdLfnCylKm4zGwIMAYZ774ens1Ypo9XG8uXX6UevLTdj1HkXY+3a0WOtPqy543asOnAA4667hUn3Daf7Wn3os8M2lU5q1VHeZkv5m65SsRzgJ/v8gOTBJbuZb7Pl+pxx4r4sWLCQRYs8p5576xKjobdWacXxsK62G8vNZzAcn5l19t7PKzJ9JaCX9/61eqzGAxw68um0k9fm3TV48eMllL/pUt5mJz9vu655SAVT0jrN/ehuyKgX2FffPZhKoFm5yz5tvZdas0ozlp8+ekRdy0kDXP79nWr/Vt6mT/mbnfy8VSxPVzXEcWjbsTyTFu9igTpOnwpMzWKbIiIikh7FchERkfS0jYfIiohIxWQ1mIiIiIhkT3E8HSp4i4hIptK8N0xERESal+J4OlSBISIiIiIiIpIhtXiLiEjGVFUuIiJSvRTH06CCt4iIZMoUsEVERKqW4ng6VPAWEZFMmemuJhERkWqlOJ4O5aKIiIiIiIhIhtTiLSIiGVMXNRERkeqlOJ4GFbxFRCRTujdMRESkeimOp0NdzUVEREREREQypBZvERHJmGrKRUREqpfieBpU8BYRkUxpNFQREZHqpTieDuWiiIiIiIiISIbU4i0iIhlTFzUREZHqpTieBhW8RUQkUxoNVUREpHopjqdDXc1FREREREREMqQWbxERyZRqykVERKqX4ng6VPAWEZGMqXOViIhI9VIcT4NyUURERERERCRDavEWEZFMmamLmoiISLVSHE+HCt4iIpIxBWwREZHqpTieBhW8RUQkUxqURUREpHopjqdD93iLiIiIiIiIZEgt3iIikjHV8YqIiFQvxfE0qOAtIiKZUhc1ERGR6qU4ng5VX4iIiIiIiIhkSC3eIiKSKT2GREREpHopjqdDBW8REcmYAraIiEj1UhxPg7qai4iIiIiIiGRILd4iIpIpUx2viIhI1VIcT4cK3iIikjF1URMREaleiuNpUPWFiIiIiIiISIbU4i0iIpnSaKgiIiLVS3E8HSp4i4hIxhSwRUREqpfieBpU8BYRkUxpUBYREZHqpTieDuWiiIiIiIiISIbU4i0iIhlTFzUREZHqpTieBvPeVzoNpbTYhImItFKZRNaFiyakcj7v0G7TFhv5zWwZ4GngfO/9Q5VOTwuiWC4i0nxadByHlhvLmyOOt+Su5lZNLzM7vtJpaK0v5a3yt1pfVZi3Vc/M2pvZK2bW6KBpZrea2Zdm9nqReXuY2SQze9fMzs6b9Wsgaew2W7FKH9Ot+fdaVS/lr/K2Wl9Vlr9VrzXH8ZZc8K42x1U6Aa2Y8jZbyt/sKG8BM0vlVU+nAm+WSMcqZrZcwbR1iyx6O7BHkc+3B64F9gT6A4eYWX8z2xV4A/iyvomUFkm/12wpf7OjvM1Wm8/ftOJ4PWN5q43jKniLiEjG2qX0Ks/M1gB+BNxcYpEdgP+YWee4/M+BqwsX8t4/A0wv8vmtgHe995O99/OBe4B9gcHA1sChwM/NTLFVRERakbTiePnw2NrjuAZXExGRqmBmQ4AhwHDv/fAii1wJnAUsV2Qe3vt/mlk/4F4z+ydwNLBrA5LQG/g47/0U4Pve+5Nj+o4EpnrvFzVgnSIiIm1GHbH8SlpxHFfBOz3DKp2AVkx5my3lb3aUt4CldNtZDNDFCtyY2d7Al977l81scJl1XGZm9wDXA+t472enkriw7tvTWpdUhH6v2VL+Zkd5m602n79pxXEoHcvbQhxXd7iUeO/b/I8yK8rbbCl/s6O8zWmWMWO2BfYxsw8IXcd2MrM7lkqJ2fbAAODfwO8auCOfAH3y3q8Rp0kroN9rtpS/2VHeZkv5C800/lurj+MqeIuISNXz3g/13q/hve8LHAyM8N7/NH8ZM9uM0HKxL3AUsKKZXdiAzYwB1jOzfmbWKW7nwVR2QEREpA1rC3FcBW8REclUM49qXk43wHnv34v3bx0OfFgkvXcDLwDrm9kUMzsGwHu/EDgZeJQw4mrivZ+YRsJERERaqmYe1bycqo7j5n1qz0Nvk8xsD+CvQHvgZu/9pRVOUqthZrcCufs9BlQ6Pa2JmfUB/g6sCnhgmPf+r5VNVethZl2AZ4DOhLE07vPeN7Q7VKvhmZRKoDHWbxXPKJWWR7E8O4rl2VEsz47i+JLSiuPQtmO5Ct5NEJ8F9zZhNL0phO4Lh3jv36howloJM/shMBv4u4J1usysF9DLez8uPg/xZWA/HbvpsFClu4z3fraZdQSeBU713r9Y4aRVhAre0pIplmdLsTw7iuXZURxfkgre6VBX86Yp9Sw4SUGZZ/BJE3nvP/Pej4t/zyJ0t+ld2VS1Hj7IjbLZMb7abC2npfRPJCOK5RlSLM+OYnl2FMeXlFYcb+uxXI8Ta5qiz4KrUFpEGsXM+gKbAaMrnJRWJbaivQysC1zrvW/D+fu9th1ppaVTLJeqp1iePsXxfIrjaVCLt0gbZmbLAv8CfuW9/6bS6WlNvPc13vuBhEdVbGVm6mIpIiKpUyzPhuK4pE0F76bRM12lasV7lv4F3Om9v7/S6WmtvPczgaeAPSqcFBEpTrFcqpZiefYUxyUtKng3jZ7pKlUpDhpyC/Cm9/7ySqentTGzlc2sZ/y7K2HQprcqmigRKUWxXKqSYnl2FMclCyp4N0GlnwXX2pV6Bp+kYlvgZ8BOZjY+vvaqdKJakV7AU2b2KuGi/nHv/UMVTpOIFKFYni3F8kwplmdHcVxSp8eJiYiIiIiIiGRILd4iIiIiIiIiGVLBW0RERERERCRDKniLiIiIiIiIZEgFbxEREREREZEMqeAtIiIiIiIikiEVvEVKMLNVzewuM5tsZi+b2Qtmtn+cN9jMvo6P7njTzH4Xpx9pZtcUrGekmQ0qsv47zWySmb1uZreaWcfm2TMREZHWT3FcRFoSFbxFijAzA/4DPOO9X9t7vwVwMLBG3mKjvPcDgUHAT81s8wZu5k5gA2BjoCtwbFPTLSIiIorjItLydKh0AkRaqJ2A+d77G3ITvPcfAlcXLui9n2NmLwPrNmQD3vuHc3+b2UsseTEgIiIijac4LiItilq8RYrbCBhXnwXNbEVga2BiYzYUu6b9DHikMZ8XERGRpSiOi0iLooK3SD2Y2bVmNsHMxuRN3t7MXgEeAy713k8EfIlVlJoOcB2hK9yolJIrIiIieRTHRaTS1NVcpLiJwIG5N977k8xsJWBs3jKjvPd7F3xuGrB8wbQVgKnFNhIHc1kZOL7JKRYREZEcxXERaVHU4i1S3Aigi5n9Im9at3p8bgywrZmtBhBHQe0MfFy4oJkdC+wOHOK9X9T0JIuIiEikOC4iLYpavEWK8N57M9sPuMLMzgK+AuYAv67jc1+Y2anAw2bWDphN6YB8A/Ah8EIYfJX7vfcXpLgbIiIibZLiuIi0NOZ9uVtWRERERERERKQp1NVcREREREREJEMqeIuIiIiIiIhkSAVvERERERERkQyp4C0iIiIiIiKSIRW8RURERERERDKkgreIiIiIiIhIhlTwFhEREREREcmQCt4iIiIiIiIiGVLBW0RERERERCRDKniLiIiIiIiIZEgFbxEREREREZEMqeAtIiIiIiIikiEVvEVEREREREQypIK3iIiIiIiISIZU8BYRERERERHJkAreIiIiIiIiIhlSwVtEREREREQkQyp4i4iIiIiIiGSoQ6UTIA2XJIkH7nTO/TS+7wB8Box2zu3djOk4H5jtnPtzc22zIZIkGQmc4ZwbmyTJOc65i/PmPe+c26aOz38ADHLOTc02pU2XJMnKwENAJ+AU59yovHkfkMF+NOT7T5LkBOBb59zfC6b3BR5yzg1IkmQgsLpz7uGGrL/wu23gPhwJPOac+7Sey9crTXnL9wQOdc5d15j0tRRJkqwOXOWc+3ELSEtfYBvn3F0prOsnwAXA5865HbPYRsH2VgWuALYGZgDzgcucc/9OkmQw8ADwPtAZuMc59/t4jA5yzp2ct56RxHNbPbf7K2B64e+vYJmbgcudc280YH/OAI4FvgMWAFc75/5eeM6J+3aGc27vuD9/AqYAywKTgd87557PW+9KhJj2S+fcDWW2fxvwonPuxrxp+wHHO+f2TJJktnNu2SRJ2gFXAjsBPqbXOefez09rkiQ1wGuAATXAyc655/PPUwXbvx3YAfg6Tvq2VFypa7+LrQs4FHgWWNM5tyhvXeOB44E9yTsflfk+RgK9gLlxFe86536cJMn6wI1AT8IxN8o5d1yJ7C62TwOBV4A9nXOPlFjmA2AWIT/bA79xzj2QJEkn4AlgJ+fcwvpus7GSJBkEHO6cO6WRn7+dcAzcV8/lzwfOAvo6576M03LH41PApc65R/OW/xWwPvBHFsfEwYRzwmSgG/AF4XzxUN428r//3LXgLc65s8ukrehySZKcDPwKWAdYOe/3a8Bfgb0Ix+WRzrlxcd4RwG/iKi50zv2tPvnTEGldwyRJsj1wA+G38QPn3Ny8ebnvZjDxXJU373bid5/3W/qOcP7+uXNufF46c8c6wDO5463UbzPOq/N8l7fdeYTrvCcIv6WZcf5qhHPclsBMwrHyK+fc243IKsmQWryr0xxgQJIkXeP7XYFPKpieanBO/pu6Ct1NlSRJ+yzXX8TOwGvOuc3yC90thXPuhnIX/dFAQmBvqHPqXqSkI4HVm/D5uvQETsxw/ZlLkqSDc+7TllDojvoSCiRpOIZw4bRjwfQ0twHUXrz+h3AxtrZzbgvgYGCNvMVGOecGAoOAnyZJsnkK2+0AHA2UrURwzh3bwEL3CYTYs1VM886EAmt93BvPVesBlwL3J0myYd78nwAvAofUsZ67CXmY7+A4Pd9BhN/5Js65jYH9CRenheY65wY65zYFhgKX1GNfzoyfGViPuFLXfi+xLufcB8BHwPa5BZIk2QBYzjk3On/F9fg+Dstbd+63fBVwRZy2IXB1PfY33yGEioG6vqcdY5p+HLeJc24+8CThu8mcc25sYwvdTTAV+L8i0+t73EI4J2zmnFsfOAW4JkmSnUtsb1fgbeAn8XxTSqnlngN2AT4sWH5PYL34Og64HiBJkhWA3wHfB7YCfpckyfJltltphwGXxON9bp1Ll1lPPEdcR6hMy7dj3u8sV+iu67dZ3/PdYc65TYBNCAXwB+L6Dfg3MNI5t06MLUOBVZuwj5IRtXhXr4eBHwH3EX6sdxODc5IkWxFqJ7sQariPcs5NijXu+wM9gN7AHbFFZRkgIVwAtgf+4Jy7N39jSZKcApwALATecM7lgkb/WBO3JnClc+6quPzphIs9gJudc1cmSXImMM85d1WSJFcAmzrndkqSZCfgGOfcYQXb/CDu155xu8cRLoTWBf7knLuhsHYySZJrgLHOudvz1nMp0DW2Ekx0zh1WULt5AaGWcl3gKeDE/NaFuI6fEoJeJ2B0XKamYJkPgHsJJ9jL4sk21+K+UkxX3/g97EOowV4H+Ldz7qxYWL+FcNHtgVudc1cUbKMvcCuwEvAVcBSwAnBZ3MdBFNTkRmclSbIn4Xg41Dn3bpIkQwg11Z2AaYST+hexFn1NYG2W/l7PBY4AvgQ+Bl5OkmQV4H/OuS2SJNkUGA+s5Zz7KEmS94CNCTX/s51zf06SZIu4DwCPxfV2it9D1yRJtmPxBW/R4ysvP4p9t0t9V3HxJfI2pn8QcGeSJHOBHxAuIvYhHG+POefOYGmbJknyQvwOLnPO3RTTcibgCC1H/3bO/Y5wcb1OTN/jhO/8Uefcg0mS/BuY4Zw7OkmSo4F1nHPnljrWkiTZDfh9XP97hN/17Hjc/Q0YAnQEfuKce6sgn14k/MYmxvcjgTMIla+lzhUHEFrm2sdWjVwrTBfChdegmE+nO+eeKmyZTZLkIeDPwKjCvC9yXP8k5n0N8LVz7ofx93ApMDju87UutGxeCmwY8/RvhGPotphf7YADnXPvFKz/EEIFjQH/dc79OkmS84DtgFuSJHnQOXdm3kcKt7ELMNQ592qSJK/E7/eCJEkuIBxHNxN+g3vGfbyw8BxKaG2dn9+i4Zz7kCKFHefcnCRJXiack0qqzzkjbnecc25hLLT93Tm3Vfx8X2C4c27jZMkeQtcTWk66AvfFY7nQOcBg59w3Mc3fxLxqkHjsDCOc30+Lkw8hFFjuSpJkDefclBIffxL4W5IkvZxzn8VYtktcV75ewGe583qZ9eXrTuiVkIkS+11MrpD2dHx/MHBPkeUa8330IrTA59L0Wv1SX3ux/xNCvBuVJEkX59x3dXysME//QzjX31lk/cWuIfoC/yMU9rchNDjsWxjvSpxPBrO418X5lI5xvwV+SoivHwMvu4IeTjGGXU44P04ltAB/VmR/bwWOTJLkj8656XnT7wMuTJKkk3Nuftyv1QnnyrWKrAcA59z4eM45mXDsFzqEcD7/BSGePV9kmZLLOedeiftXuPy+hPOGB15MkqRnkiS9COfmx3P7liTJ48AeFFQglIpRseB+K+F7+BY4Lp5jV4zr6A28QF4htZ7XYjsTYk8HYEzcz58R4vPuSZLsWXi92UgvAGfWuVTdv836nu+In5+fJMlZwLvxmmtFYEFBbJnQsF2R5qIW7+p1D3BwvAjehHACynkL2N45txlwHpDfDXcr4MD4mZ/EgtoewKfOuU1d6EpXrMvY2cBmsbbthLzpGwC7s7i2s2MMSkcRakG3Bn6eJMlmhKCSq7kfBCybJEnHOO2ZEvv5UawhHAXcTqgx35pQAKkXF7pS5Voyip1stwJ+CfQnFIQPyJ8ZWyQOAraNaakh1JwWM805t7lzrtiFUb6BcZ0bAwclSdInTuvtnBvgQqvMbUU+dzXwt/g93Eno/jue8D3fW6Ym9+u4zmsI3ZEgXLxsHY+TewiF45xS3+vBLG6Z3hLAhW50XZIk6U74LscC2ydJshbwpXPu24K03EboUrVpboILrR/5+5ArtCyVjvwVFX63Zb6rpfLWhS6DY4ktQYRC8f7ARjF/LyySjxB+OzsRLljOS5Jk9VgoXi+mcyCwRZIkPyT8bt6L6TuTJX8DvQnHHHHaM6XSHytufgPs4pzbPKb79Lw0TY3TrycUqAvdS7joIF4w9XKhm3K5c8XmwI+dczsUrOskwMd8PIRQ8OlSIq+gfsf1ecDu8ZjYJ047hnDcbkk41n6eJEk/Qp6Oinl6BeF89Fe3uKV4iYuWJHST/yPhOxsIbJkkyX7OuQtY/P0XXjwVbmMU4ZjuQahs2DYulzt3HRDXvSmh4PenmM/5NgLGlcmn/DSvSDjPTaxj0YHUnbfbAi8DxAqZTjEfIRxrhRUEAOc65wYRjvUdkiTZpCB93QmtrpPrsz/1MI7wWyeeC3s5514iVAiXbBGNF9z/Ih7bhAv7kbkL3PwkA0OSJBmfJMlfYjwqpmtc5i1CZcof6pH2P8XPjE+SZKkCZB1q97vMuhJgvyT0XICQH4UFm/p8H3fmrTvXSncFMCJJkv8lSXJaEm6NIUmS9fOWLXz1jJ/dBnjfOfceMJLQEFDKU0mSvE6oPPhN3vTXiXGkYH9KXUNAOM9e65zbiNBr4cAi2yt2PilULMZtGde3KaESbVCRtHUkxOEfu9CyeCtwUYltzI7zT82fGAuqL8VtQIirSSzY1qXwmMmlqwvh3DOccHwUbT2t73IFehMqIXKmxGmlphdTLEb9HnglxttzgFyvuN8Bz8bv+N+EypF6XYvF/bsdOCieEzsAv3DO3Qw8SOhVkkahG8K1838Kpj2V91s5ra7fZkPOd/niuW8C4VgYQDzHS8ungneVcs69SugOeQih9TtfD+CfMdBdQbjgy3ncOTctFs7uJ7T4vAbsmiTJH5Mk2d459zVLe5UQuH9KuPDM+a9zbp4L9958Sejash2hRWiOc2523M72hBPDFvFENI9QWzgozivVPfrB+P9rhHvYZznnvgLm5V0ANNVLzrnJ8UR2d0x/vp2BLYAxsQVsZ0INbTHFLmKLedI593VsIXiDUMs9GVg7SZKrkyTZAyi8eIRQ2Mt1Gf1HkbSWcnfe/z+If68BPJokyWuEWtv846TY97o94Xv9Nl7YPpi3/POEC/wfEgpvP6TI9xq/s57OuVxFyz/qSHexdJRT6ruqT95+Tbj/6pYkSQ4g1MAX84Bzbm5M01OEC7fd4usVFl8YrVfks7kCXH/C9/5FLKDlWh1KpX9rQiH9uTj9CJZsGbk//v8y4bxQKCFUWkEopOTuU6zrXJHfSpOzHXAH1BbkPgS+V2S5nPrk/XPA7UmS/JzQ6wZCfh4e93c0oVa/WJ6+AJyTJMmvCT0tCiuetiQUxr5y4V7SOwnHZ0OMip/ZFvgvodKwG9DPOTeJkCd3O+dqnHNfEAoYSxUo8iVJcm2SJBOSJBmTN3n7JLSoP0a4B3QioSW7GE/98rYXofWudtMsvrgrVfB2SZKMIxzPG7G4gqi+iqW5XKEiv9vlQTGNECoEG9LdvGh33diCtD6h++Ui4MmkeHfdXCXeBoSL6r8n5bvswpLdwxt6QV+47qXWFY+n14Gdk3BP9ULn3OsN3A4s2dX8zLju24ANgX8SWi9fTJKks3NuUt6yha+ZcX2HsLjlva7vaUcXKvU3JnSVXjZuvwaYnyTJcgXLl7qGgFDYHx//LnW+K3Y+KVQstmxLOL9/55ybRSicFlqfUNB5PJ6bfsOSt4sUugo4osg+1nncllDqeNwbeCqe//5FqKwptu/1XS5txWLUdsRrAOfcCGDFeH34QxbHmP+yuJdEfa7F1iccI7l7m/9Gw8735c63OXcmSfI+cC5wbcFy+V3NC3sfFdPQ812++t7aIy2IuppXtwcJ3WkGEy5Kc/5AOLHun4QuTCPz5hWeVLxz7u0k3Eu4F6H705OxNSjfjwgnryHAuUmSbBynz8tbpoYyx5RzbkE8WR1JKGS8CuxI6E75ZomP5da/qGBbi+K2FrJkBVK5lrdSlsqTgvdGaGUeWo91zcn7Oz9thelaKt+cczOS0G1od0IrnmNxV7um8kX+vpowmNKDSeiGd3659NWx/mcIF0ZrEe47+nXczn8bn+RGpaPkd1VX3rrQFXcrQjD/MaE7305FtlHseDHCvWM35s+Iv7/8bXwSKx/2IOTZCjEts51zs+JF/lLpT8JtAY8750oF5Vw+Fc2juN1pseXyIBb3Wil3rphDwxT9LdbnuHbOnZAkyfcJ55mXY4uXEXpGPJq/bDxW8z97V5Iko+NnH06S5Ph4EZemMYRKwsmEWwZWAn5Ow1oZJpLXOuecOyn2ZMgfIG2UW3qAzGlA4X2TKxBakOpzzpjLkuefewmVLfcTzv+F3fL7EVqktozrv73g8zjnvkmSZHaSJGuXaMnJpTk3GNIKeX8XsxmLY8AhwGpJkuQKsasnSbJeYTrzPA/0ivmwDUvfO5tL8zxCN+X/JUnyBbAfxbvr5pZ/IX4/K5dJd1Pl73c5uULaFxSvWKjr+yjJhYElbwVujRVwA5IkmU3pSuTBhFuzDgT2TcLtR0YoNC0XC6yltvVezPv+hBZfCLeR1NVFPV9hTOhauECJ80ld66nv9bARbmv6QZ1LhrTMTJLkLkJPoXwPAFfEa69uzrn6nktKHTOHANsloVs3hGvCnQjnq8Ysl+8ToE/e+zXitE8Ix0P+9JEl1lE2RtVTQ67FGqvk+Tbv/WGEc/+fCNdRB1BCPX6bDT3fAbW3GW1MOBamsrhiXVo4tXhXt1sJo6IW3pfVg8WDrR1ZMG/XJElWSMLAbPsRWtBWJ4zGegfhRLLEgD5JGBG2j3PuKUKBqgfh3qZSRhFqUbsl4Z67/Vnc8jmKcFH3TPz7BEJXo/p0sSrmQ8J9wJ1jgabUoCMLkoJuynm2SpKkX9zPgwhdsPM9Cfw4CfcyE/Ov5H1YeT4g1M5CPU6K8SKvnXPuX4Ra9GIDKz3P4gvLwyjdU6BQfgvXC/Hv/OPkiHqs4xnC99o11t4PyZs3inBf3Dsu3Ec5nVCRs0RextaSmUm4jzu3DzmzgMJWgfrI/26Lfldl8rZ2m7EVpocLo6qfRuhuWMy+SZJ0SUJ34MGEQtmjwNG5lpwkSXrHNBTbpxcJI8fmfgNnsPh7LHWsvQhsmyTJunH6MkmSlGtlLuZewu0EPWKPGSh/rihlFPF7i2lYE5hEON4HJknSLgnd53L3Edd5XCdJso5zbrRz7jxC62wfQp7+IvfdJknyvXg+WSJPkyRZG5jswj2aDxC6R+d7idBdeqV4sXIIi++XLWWJbbhwK8THhHtaX2DJ81guTw5KkqR9Ep4w8EMWFyxyRhBuyfhF3rRudaQDwvG1bRJGrc2NztwZ+Lie54w3ybtX3IWuwTXAbyleuOpOqHT5OgmjsO9ZZBkI9+ZeG1uoSJJk2SRJDo/zRhLuqcxdIP6U0DtkKUmS7EC4z/mmeDwt65zr7Zzr65zrG7dTshUoxo57CS1b/3NF7jNOkmTzGOdy8WwTlh5AqvAzGxBaS6eVW66x8ve7HovfTzifHkTx+7uh/PdRKg175P2+ViMUwj6pR4v3zsCrzrk+8Xtai9B6un9c15NJkizV5Tie1/oR8z6eQ6c65xYULFruGqJOJc4n9fEc4ZaELvFcXuwpMZOAlZMk+UHcVsckSTYqsly+ywmj0NcWOGNL/lOE67h6tXbHitPfUtDKmiy+zWvNvN/NSRT8buq7XBEPEnofWZIkWxNuAfqMcI7eLUmS5ZMwqNpucVp95ceSwYRj4RvCefXQOH1PFheE63MtNgnom4uVhPNQXef7fO8QCr8bxm2sRbgWGJ+/UDzv/BbYOp4ryin622zM+S5+vmNc7uMYy0cAnZMkOS5vmU2SMIq7tDAqeFcx59wUVzDYVHQZcEkSuiwW1iy+RAiQrwL/cuE+z42Bl5LQded3LH1va3vgjiR0SX6FcF/xzDLpGke4x+YlQhfRm10ctINwou0FvOBCF7rvaEBALbKtjwnddF6P/79SYtFhwKtJ8XvwxhDufX6T8Ciffxds4w3CRe1jSZK8SqgZLrx/s5g/EwoOrxBayOrSGxgZv4c7CN0iC/0SOCqm42cU3DtWxvLxM6eyeCCf8wktXy9TvjUKqP1e7yXcV/Q/Qr7l5n1AqI3OFUSeBWY654oNTnQUIQiNZ8muUk8RKlHGJ0nSkJFua7/bMt9Vqby9HbghTl8OeCh+7lmWvIc636sxrS8SBiL81Dn3GOEWgBfi7+Q+wn1d0wiVW68ni++rHEXo4fAuoVv6CnFayWPNhdsrjgTujtNfoMh9fnW4j3gvYd60cueKUq4D2sX9vJcwsNA8wkXr+4Qu9Fex+H7m+hzXf0qS5LUktLg9TzjGbo7rGhen3xjT+CpQk4Ru2qcRWnlfj+sfwOL7BAGIF4hnE76zCYTBkh6oYx8LtwHhO/oydtEcRWjdyZ27/h0/M4FwEXSWc+7zgnR4QmXnDkmSvJ8kyUuEwuKvyyUknidPJbTmjyeM0XBIrOCqT97+j6W7Wt5LKAwvNYqSC4PyvEK4//8uwvdazPWEPB0Tv59RhJ5IEHpSrJskSW5d78b05RwUf+dvE+7tPNA59ybhgnOJ8y8hXtWnu/mmlC7ArAIMj+l8ldA745oiy+Xu8R5PyKMj3OKBm9ZPkmRK3usncXr+fdnjkzBQZCml9jun6LpivH0B+KJMi3a57wOWvMf7iThtN8JvZwKhwHRm4XFbQsnvKVZsrEuofM15KubpU8DZ8ZiG0ONtqV5RdVxD1Eex80mdnHNjCIXMVwm/m9dY/Hi33DLzCRXpf4z5Np7Q06LceqcS8qtzway6jluIt58kSTKJUOA+xTlX2FNjf2BEPA/nPECoROhc3+WSJDklSZIphHPbq0l4xCCE2xknE37HNxEHLHXhVqQ/EK4FxgAXuOK3J5VyPuH2w1cJA1rmGgB+D/wwSZKJhNbkj+L26rwWixVvRxGubV4j/AZuoIwkjJ8wL35+HuHceFs8Zu8DjnVFbsGMseAvLDnAWv493rlYVOq32dDz3Z1xv18HliEMepeLLfsDuyRJ8l7Mt0uAz+P+jS+3/9K8zPvGNjRKtUmKPA+2rUuKPLNRRKQ1ScII+mfV1X1RpKmSJBkAHO2cK1Vxmb/s/YSCeIt51nCSJMu68LSIboSK5ONiRYC0Ukm4TeUmF5/2IJIl3eMtIiLSup1NaBlSwVsy5cLAb/UpdHcC/tOSCt3RsCQMftmFcD+xCt2tWBIe+3oK4fYvkcypxVtERERatCQMoFfYVfdnRcY4qagkSY5i6VuAnnPOFQ6uJSIibYwK3iIiIiIiIiIZ0uBqIiIiIiIiIhlq0/d4J0nyFHCpy3tObJIkvwLWd879osRnRhIG4xpbbH4KaXreOVd2hMwmrn+2c27ZJDyz9yHn3IB6fu5h4NByo5kX+cxPCY8vak8YRXYMIe9mxtEyL3fOvZGE50nOIjzipj3wm/xRh5MkuQH4h3Ou1Oi6pbZ/LuGRFDWEESSPd86NLrP89oTRLxcAvwCWj4+WahWSJLkAeMY590SdCzd9W50II2bvTXjO9RvASc65KXF+0e8mHguD4iiwJQe/i9OfAn7unLs5ThtIGEH5TOfcn5Pw/OEdCKPSdgHuds79vkhazyc8k/mrOOmcYt97kiSnxuWMMBDLlfXIhz0Jo752I4yaOsI5938xbQ855+7LWzb/t/kmYVTpLoTfxnXOudsL1j0eeMs5V/S5xUmS/JAwAvYmwMEF23oE2Bp4ttTAgnEwxj+x+HFj1+Tyusz+LksY5XUXYGZM+68Jzx9e4nwT8312wXf1DeG5vC8SvocpecvvRxgBdkPn3Fvl0lG4/iLzTiA8QvHvS32wCeJx+QBhdHeA+51zF8R5txJ+D18W5MMKhBG0+xIeyeZKPA0g9zigNwj3xp6chMf65T8VYg3gDufcr4p8dihwDOE3d4pz7tEkSboQBpDqTLgeuM8597s69vF2Shy78e/vEY679Qjf/7uEpzFsSzgH7ByX244wsvgg59zCvHWtSBhJeEvg9lKDgcZRxc8HNgS2ysXkJEl2JYyQ3AmYTzgfLPVc9/rme5IkmwEnO+eOKXZM5Z+zkvBIritj2mcSjvtfER7R9jdgM+fc/CRJ1iGMyDzQhccn5W9vd+CP8e26hN/fXMJI27dS/Hy4N+E80w7oCPzVOXdjsXxrqfIHf03CI/keInyHpzjnGv3kkyw0dqDaJEn2Afo75y7NJGFLb28kGV6vVkqxc1ClxWueJ4Cd8s9nJZbtQXj+9zaE64nngF8WGzm9iWk6ErgN2DV33ZcXR3/inLsvHiO9CE8Ymk0YGHFSXcdOkiRXxWWXerRwA87hfyI8lnY+8B5wVEPKGNWqrbd4383iZyLnHEw9n6mYhSwL3U3hnNurgYXuPQiPrdrTObcR4fmyzwOrxvUdGx8NkbOjc24g4TEdhY9I25pwIV5vSXjG5t7A5s65TQgFgY/r+NhhwCUxHesTnpuamvjIikwl4TmbRX/XzrnzmqPQHV1MeDzX+s659YD/APfH9DXmuynmdcKjpHIOYenHxpwZv8+BwBFJkvQrsa4r3OLn1BYrdA8gFLq3Ijz+Ze9k8XNCi4qfuQb4qXOuPzCIUAipj/ecc5s55zYknJN+Fe8dza17Q0Il1fZJeM5tMR8RHkF2V5F5fyI+Z7kO9+blS9lCd3Qz4TFC6znntiA81qU+j9KD8F1tSvjtvQKMSJZ8NNMhhMe81fVoqbKSJOngnLshjUJ3id/0qLw8uyBv+u3AHkWWPxt4Mv5OnozvS/kDix/Zh3NuVt62BhKej3x/kXT2JxxHG8U0XJeE52vPI1wobkr4jeyRhOf0NkosyP8XuN45t55zbnPC4+dWds7dD8xLkuTQJDyH9jrgxCIXqd8Rno97Rh2be53wqKFnCqZPBYY45zYmPJ7oHyU+X998P4elY9JSkiQxwgXtSOfcOvH4HwqsGi9en2bxPl0LnFtY6AZwzj2a932OBQ6L74s+kzvm5bC4z5sCmxGeo94gzRGfGmBn4LV4DmxRhe6mcM492FyF7nLib19S5MJj5p4E6vMo1FuAyc65dZ1z6xAqausTXxvjNZYs5xS7Tjosnjv+Rrg2KCtJkkEsfrZ6MfU9hz8ODIjXgW9T/HGYrU5LOtFWwn3AhUmSdIq10H2B1YFRSZJcT6it6UqJVoCCWv4fA3s7546MtbU3AGvGRX/lnHsuSZIdgL/GaR74oXNuVrF1xpaT8wkXEQOAlwkX8L5g+XXjtlYmtGT8xDn3XpIkZxIKJZ2Bf5drxUiSZCNCrVgnQmXMga7gsTO5Wn1gWcLzLZ8l1NZ9AuzrwvMM851LqC37BMCFZ6Hemre+kRSvTesOzMhbbkPgbedcTZIkpwAnEFrP33AlWvqiXsBUF59X6WILalznzoRnbHcgtML/glAIccDuSZL8iNA60zW2ylxCeHbk9oTW06nAac65vyfhOY3/IIwW/A/CsxUhtJA8H7/HP8R92iDuz6XAYMJ3c21hy0SSJJcCHzvnro3vz2dxy+BS32s8bh8lPO90C2CvJEl+T/i+PHCrc+6K/FriYnngnJsXv+e/EWohOxKOp7fqc+zmpb8bocDVL37vOOduS5LkaGAnoEep76aBPgS6J0myKvAloUBRqodCl/j/nEZua0NgtHPuW4AkSZ4mXPRfVuYzZwEXudg6G/Pi+oZu2Dk3OUmS0wktybfFyYcQjrcNCc/yXKpw7cKz1UmSZFGReU/GYzM1sRXv+4Qgvihu533g/XiM1ks8x12RJMn+wJ7AA7ElfTvCc3+HA0XPZ0noSXEE4Xj4mHDezJ1vxsd13B1bimcTWtX+7uJjZGI6hzvnNk6SZAvgcsI5byrheeWfFa6L8L3UZ7+eKZEP+xLOBxB+eyMp8mzvmJ5VgUcIv+3C+d8jPK+6WEFlX+Ce+Jt7P0mSdwmtxC8Q8gHC770j4ffdWIcCLzjnhucmOOdG5s0/mdAqtBEwxjn3fOEKnHNzgGfrqthy8fnXSZIUTs9/3vNEwnm8s1vy2cVQj3yPx8kmLjzbvC47Agucc7XPDC743DnAK0mSLAQ6OOfSquBfjnAenxa3OQ+YVJ8PlohPfyScSxcRevZcXeRzPQjP2N7Hhdaxuwm9eW4qWO5SYB9CzH7MOXdGqeujvM8MJJxXu8YL/B/kX1+UWOfthF4BmxF+A0cDhwM/IJy3jyyyD1sSYtoyhAqonYEDyWvJTpLkIeDPzrmRseJzKKEnw4T4GZIkGUK4PuhE+A4Oc4ufU164zSNZ3Kp/O6GAMohw3XO6c+6hWCgu+x3EtN8S5z9OaOAYkCRJV0KM2JTQY6pr3mdmAzcSKrpPIlzD1SdPFhDi1qCY56c7556K+7I/IZ73JvS0+X0SetZNd7FHWJIkFxF6+fy1YFuHEwpmHnjVOfezwpbsvOthI7QQ70o4r8/PW895hOuVroTGneMLr5Pzll3qepnwfPLLCLHGAxc65+6Nv40LCL121iX0sDuRUJm9iYu9ipIk+TmhF8NphAaGS4A7i20/Lw1bsGQB/QLg3RhD+xTbrnNuUZIkuxGecd6ZxS3Es0tdt8V1jyJU0HeMn1uXEL+KeYY6RnePx+efCOf6/Yst04Bz+GN5b18kNLy1em26xds5N50QPPaMkw4GkvijPdc5N4jQTXOHJEk2acCq/0poQduScCLP1WSdQehqN5BQiCssrBbajPAj6A+sTSgMFrqTUHjblFAQ/iz+ONcjtM4NBLZIQrfTUk4gdE0bSDi5TimzLHHd17rQkj2TsI+FNgIa8hiOp5IkeZ3QKvCbvOl7Ei40IbRIbBZrx06oY32PAX2SJHk7SZLrYsEx1yJzO3BQbBHpQCh03gw8SGh1OwQ4j8WtffcSugJtG/drMuH7gxDYnydc6O/qQgvPQSzZQrI5cKpz7nuErp5fx2NjS+DnydKtsPeyZEuuA+6t43tdj9AdeSNCC2Nv59yAuI+35a2rZB7kLTI17sf1LK6xLHrsJqG7c6F1gY/c0q05Ywn5V/S7aaT7CMFzG8LxVnhx/aeYximEgseXJdZzcpIkryZJcmuSJMVqcl8nBK8VY8XCXoQAWU6uwiwN44AN8t4fBNxDKPg1qQW4DgfGfLkvSZK69ncjYHyusiUF+fu8L/CIC48emhYLoUuI0w4m/Db2Ivy+8nVyzg1yztUWlOPFSae83+BBhN9aR8KF3o9daLm8Fbio3Lry/CBJkglJkvwvVmrWZVXn3Gfx78+JvYIK9q0doYBfrgXhYMI5q9hFZ2+W7FUyJU4jSZL28TfyJfC4K3M7Tj2UPeadc5MJ57eTKVK5kIEDgXFFCt1Qj3wnxMPX67mtuvZ9JqHS9RJCwScV8TrmQeDDJEnuTpLksHi8EP8eX+SV30U3Pz4dR+h6PzDG2aIFCBe6xJ4M3J4kycGE27IKC90rEi7MN4rrujDOKnV9lFv3eJaMv3PrsU4ILXA/IPS0exC4gnBO2jgW5vPT1olwHJ4ar512ocz1WJIkvQgFnm0JFW7982Y/C2ztnNuMcE4+q9R6iuhLiOc/Am6Isbk+38FthALmQEIBMucXhFtoNiRUTuafJ5chVEJs6pwrVugulScnAT5eKxwC/C2mk5j2AwnXyT+JFSW3Eio9cuetg4E7Cra1EeE6L9fbpvApAIX2J/SE6h/Xnd8z9Brn3JYu3L7TldCbrpSlrpcJFegDCZUVuxCuGXrl7d8v43bXicsmwJAYIyA0MuQalV5n6bhTqD8FcTL+PZ5wvBbdbpIkKxHybJd4fTaWJR/bV+y6DUJlwhPA7oQ4+mCZtA0htJCXczLwYN65My1HExr1Wr02XfCO8rub53czd0mSjCN0edyIJU+0ddkFuCZezDxIaJVbllB4uzwJLbc9XR33gQAvOeemxNaj8YSTca1YG9/bOfdvAOfcdy60yO0WX6+w+OJ1vTLbeQE4J0mSXwNruaVbrwu9H4Pj/7d35vF+Tef+f0fErGkpNbVSWkpFQgxVoomptKoUT6pKYypalP6q3HKVcm+pXi6KuqLoNTQfqtqaIrdCchOVIAMx1lBVqtWactFqkt8fz7Nz9tlnf4dzck5IPO/XK6+c7/e791prr7X23utZzwS+0BjU+FCQNDhe9k9IamSGMzIenIPxviv8Rj5Nh+A9C7ha7jvetO/MbA7+0vkq7rs7NnZoN4z2F7lDrwSabUoUTIrjtscfbIMlrQ28FLt7A4BLJT0AXEfn+TLVXPMHPi4Hxty4B1iVytiExmZ1SWtJGhJ1/IHm4/p7MyvM8Z8E1pN0gdzkvyoAt+qDwlS1PLa1czde/N2iydhAvbatmQZOuOC9H/UuIoWp+RrAjpLqXDkuxl9uQ/EXcRdhyly7dha+aXAbfj8ujIDZ3evsV/wRi5sXzewZ3LRtM7m/am/za2BQLP7G4/OkpzS6trauGR/fn8XfP6N+s2E4bgXyemz6VBcYYxvUIzq0D6PiuA1xQWp83Ksn4/7Trcq6H3+GDsEF9xsbHFdLCM11ffI14BYr+bzX0CM3KTObG/fIOsBWcheJZnR37i4gtCU741r2dbvTzu4Si/uzgMNbHduk39ekI/YDDY5p9n2V3XC/7+6sJ1piZofi2smp+KL7J/H91VZyRSj9K2uWyu+nnYBLSs/3vzWpczy+SL8QOLTmkFdwje5lkr4AvF6qo2591A6NygS3VJkfbXrBzB6ItdNsuq5RNgSeN7NpcS2vtliPbY27EPzF3KS4fP+vA4yLd//xdAhP7SAzm2duYfgk/k5vOgaS3gusbG6tAp2tnbYnhFwzm4WvmQrmAj9v0pZGfbJdqcxHcEuzDeKc8Wb211gz3gBsZ25p9Vd5bIRdgOlm9tdKXTsA11lYuzWbZ6XrujaeVc8B5ZgNIyXdE/2/Aw36v8l6ebtS2S/gyp9CeJ5qZk+GYHxtXN+cqH93SR8DBlikNIzj/hF1LQxd6sVdLjcGJse98xU6P0Pr1m0FP8PfD43eEVdHmdvSZHNX0lr4equLFczCILdU+ydNLAWWJFLw9kA4O0raHFjBzO4L7ce3gB1j0XkzHaaqZcov2/LvS+E7oMVLbm0zm2Pu23Movis3OW7aZpR36efSvmtAP8JXOf59xMwua3SwmV2Dm269AdwiaYdeaNdsfCedeAEOxXezlq85ttyWJ4iFSWgW3xsPWvBd4Quj3Glq4ZMWD9I7zc3sj6JeM98uE/GF/XDcJPEvuFlMYdZ5XLR7CK4lKfumls2b++FBNIqx+bB1NrcpuC7KLwSB4txG47qgDvMAQUOinUfQfd+hYnwXjG035+4TwIdqXj7D8HnRbGz+SmffoVVwM99azOxPuCnczrgQ2ui4OXh/bFfz2wvRnnnApfhuc10Zl5nZMDPbHjfNfKzuuBKz6axxKNPpOkNwbmZyvxkecA1c6PxYmJc9gZspLszcriUWVMVcGEPjaymYDQxRvf9gdVyhxdgS1xx9swMwJq75eHxjtF+Tc+to5GYwNsrbANfsPI7fa7NL99pgM9ulVVmxWJ0Tf98CDAhNRTNeKDQs8X+dVcY2uFXG07iLyIFyk1vivCG4+XIjjesf6WyhsQ4dQfOKtr+MmzXW+aGXaTZ3m8158A2EB3DLnwt7MIZtIWkd3N/6wHin1NFOv79B53d73TxeGbf8anrt8gBoA/HN5LPj/dZrxHv2XPxZuHfU2Y7Gu0fuN6HN3AgXfrtYCYXQthVulbQ7HRvoteujNq+xUZnQ8d6aR+c1yjzaXzv9k87r4rp1X5ULcK3rYHyTp51zCqobNn2Z3/dN6z1rpIJG7R+Dm2SXtcHtsKD/Y34t0+zg0LxfhFsmDcbf393p/1a0c32XV45ZFt8casRDwFCVYvHE30Pjt0b19sM3Oor7ZmMzO6R0TJd1W4GZTcWVWu+3DoVLmSKOxJ7mSp5GbIZbNP4u3kUryN2WekwoXXaPNrwr8lu/6wXveOBPwB8OxU7Qe/CX0Sty/9HdGpz+gqSN4qYp+zrcjpuJAAt8lpC0frwcz8L9alsJ3q3a/hrwrDxKIZKWjZf5OODgYhdZ0tqSVm9UjqT18EAP5+MbEd0xq2/E94EfxgKooKnQHW1ZHfgwvqs6Eh+b4sH0QTObgJsoDsR9LxuVs6GksiZ5aJT5KDBIHb4nB+A7nFVewxdUAMTD6P140KgncfOyb9ER2Gcgvls8L8psFLxkHHBkYaYkaQPVB8cai+9O7oML4cW5Lcc1FvpLmdnPcU3d5pVD2u2Dcpltz11zC4ArcQ15/zj/QDyy9x1NxgZcOD4gzukPfJmYA004BTih2aIiNmm2xgXV6m9rlj7uRQPT0qKvJX0INzm7Jj4fJakuaufZuCXJBnHcUvJo2uDXOUodwcNG0+A65X7BPwQuiPvAgMFmNsjMBuHmY71ubl7plz3oEPyR1CWqeAg49wKnFQKVpEGSPhvP2eeLTb0Q1nal3s+wX1hWrIkvrPfBsxqsG9f8QTwYzfDKqROBPSUtH5s+n2vnOqPdc/FgMMUm16PAavJAgEgaoDbMxiWtUbr2rfB3bFXbU+VXuPaC+P+X1QPMbH8z+1CM97dwv/RyMLBGFh/lOr4Y74gP45YyUyWtFho05P6hO+O+oUj6vtzPvsqdNJ671wCflMfJIMrZXtIm8ojf3wS+bWa34YJ/naZ0oYjruRk40ZpnwmjZ7/icL/spTgT2KDYV5VrXmfHsuQNYVtJXS23ZVNLw6NtzcHedB6Kuk3pyfVUkFTFhCoYSz1NrT+NdZjxweLGpreaWNMfh/fMl4PLSO+2nkraK99TA2IA6Dt8MhgbroxbX2KrMtijKwe/vNeU+zUhaOa75aUIokrvWFJuw9+Auh6vGde5bKnYgHZtYX6F77Bt1rY+7Ez5KgzEo7sfYIHtN0tZRRjnWzUR8PJBbrnRnLdeoTybhgWeLOBIfoiOGwM6SVon5vSduGQe+6bUrrjkeV1RQem/cEde+avka8f4vNq/2wC0Ji+saJXeLWRNfG0KHkP1izI2GPsJN1suTSmWvhmvXp8ZpW0n6cLx3RxHvK3N3nA/ifb3guRvX86KZvVW53nI7fodbLZZdKk/GXWIKIbau3t8C2xbrNkkrFmuLNjkRjzPRY8zsZjNbo7T2eN3MmvpxN0NukfltPFbE662OX1J41wvewbX4A/xaWBAQZTq+ALmGjodJlRPx4DxTcBPVgmOALeS+kQ/R4Y98rKQHJc3CtXS94c9wAHBMlDkFWCM0qNcAd8vNb66nJETWYMCDclOTTYCFjvYbL8bzgVslPSRpCr64HdfglAlR/wR8wfQCnf27+wNXxfVMB843T0u2hTw1WZWVcF+kh6JvNgZONbM38V3K66KseXiwjS7twbXuM9RhHn8PHVrOSbiPZCE4XIRHzZ6JC6WNtAhj8F3N++U+7ZdQsxtvZrPxMfujhS9NN8Z1beDO6M+rqESK7EYflKmdu6r38SbqfBN4TNLj+EJlr9jRrB2bOO904CPRj9PxKOBXVQuvXM8UM7uxwc+Fj/csXNPWJeIz8ANJD0RbRuILOuSm/uVgbT+P+/nX+AL65fj+Y9QIV+amfsfiwbwexgX69eK3m/A5dJ86TLzKPq/rS5oe5wmf75fjwuYfrcMKBHxRsrE6C8pI2lLSs3jfXyJpdum3SfiGzo6SnpWnMELS9+Qpb8CfK7NjLI7BBaxiY6eRpvJQ3Ff2dzG/r6BDk3gg8K9xvXcAp1W0kWdHXY/hC7aR5mad++ELuTI/p7LZYGb344LzTHx+TmvQxjrG4ps8irL+gS/izoo2zaCzX2Ej9sGfpTPx598Xi118eQCqu4ENo88LbcWZ+AL2cdzM9Mw4vtGzrQ6jInhL2kMe6Kh4ngh/9tyGz9+5+ObGhJj703CNyk1RxGDc97lzRU3mrrnJ6e7A0ZIej/vla7iF0DnAD8ysMN0+FjipTriTa1POAUZHX20c34+Ru1ogaa+Y39sAN0sq3i1H4cLyKerQ8K5ePZ8G/V651keAgQpBO+7pH+GBg2bg7/ZD47f5+MbdTnK3qtn4BvSf8E2dX1hHJo9Tgf3UeQOyXYp79tm4/s2Ab0t6NNp0GnGv9oAxeDaEWTGHv1R3kKQN8ev+f+ZRxyfSIUhsCjyHv5tuirn1v3T4ozZaHzWjVZntsinwXNzfo/DNzJm4sLscvtZ7Cr9Pzifi1MQ7+FT8/p1MaRMyvr9O0n00t+Cp4xlcyLsVOCLezY3GoHw/HoK7ts3Afbdfie8vBlaK98b36EaMkSZ9chGwVKwVxuJBJgvt6lT8WTwL+LlFsNwoawJuSj8XOr834nn0b8BdUdc5Ud6l+AbHTPy+LtZRv8AD2D6Er0/vjnJejnMexNeWrZ75XdbLUfYs/L1xB74xWPTzNPx+fxifF+X3kIDJ1jkF4Uh806/Ve/IQYIN4TjyBm+6Xtddd6o3n5mh8PTEr+qBt5Z2Z3RqKqz6h/L6Jz0/T4hmOX+PKhEuXPHVw3dpriaLf/PnvCs1+shgi97Hfutg9TJJ3IvLIt1+IxcYSj9xkdr2wkEmWUCSNM7NPv93teLuRdBzwmrWXTu9djTzP/GVmtm/LgxdxmX3RtoVB3cxFXb4fJa0UVkRIOhFY08xaBSjrVdQkl7lcU3s/Hl378fhusXpvyK1IvmVmtcHa4r1/rpn9pvTdDbji6LGeXm+repPFn3b9XpJkkWMeoTFJ3tG8216QJY1osgSTQvcCLqazaXHSAPOghr3aV71VZl+0bVFSuR8/K+lf8DX87+m5hUOvE5rNm3At7YK0tEvKe0PuyjIVdzEpC93LADda+FAvKdeb9D6p8U6SJEmSJFnEhIvHWZWvnzKz2vy4bweSfoHHXSlzgpk1cht71yPP+V3VQE82s15LI7cwLOljKulCuqbfPS/ctZLkbSUF7yRJkiRJkiRJkiTpQ9LUPEmSpkg6FZhjZj9cyHKexn3CuhuApid13Yn7Sd3bw/OvoBv+d6XzjsAjff40fOBuLwKhtXP94d812sxGt6hnBH3gB7Yoxyjq+wBwGR4hdgDwtJl9Rh7J/SYz20TSv+GpBAtWwPOuD8SDmZ1N59RYXyoFsSrqORgPmjcfDyp6kpn9shhnPHDiryvNWw+42MxOiH55jY7c7RPN7JhKHacCh+GBxFbEg/mdXG1LHHsF8CngVTzbw2+B71jk6Zb0dESN7RYRjO0cM3tI0nfM7N/j+0FEf7Y4/5t40Kx/xnUcbGa/l/RlXIM0CI9wvAIeJOt1PAfuo/UldqvtV+OpGN/CTTkPN7O3JJ2Gpz/rZ2YHVz/XlHMtnsv3cvP0Wt1txyKZk5U67wRWMrMicNwWwA/NbESTc4YCa0Ug03avbRDwSfMUok39dHuTdp6nNc/LBXO5L9tWacMI3mb/2ndCG5Ik6TtS8E6SJOklzKwcHX40Hm31ufqjEzzy7ngzOw88/VL1ADM7iVLqpRDQZGZzJAGMbSY4yFMangRsbmavyNPOrFap4w94GqbinMHALUBZcBvZxobEucUGlTwbwh2SBpcieZc53syul6cfOzaO3WRhgvSZWTk913eAf+9mEdNxQex1SUcCPwBGmdlVeFaJ/8aFzKPoyHH994alNSCuuZ95+sWCq/HI8uDZGw7FNz6+K0/7cx1A9XOl3DWALa0bKW4kLW2eH7qgz+dkA1aXtJuZtZvtZCi+UdGd6L+D8CjZ13Svaa2p6cfuMprS87Iyl9+R9MI1J0nyLiMF7yRZQghtVaEBGmNm/ynPES5cQ9QfON3MxpY1m+1oV4Ahku7Gc5n/wMwuDT+qcWb2q/AZeyk0UgcD68fitFFbb8Q1Ssvhvlf/Fd/PMbMiT/k+wO5mNjo0Jq/iC8018JQf18dxJ+AL9nnArdaR33hfSRcB7wUOMbNJ8tzgZwIjgGWBC83skhAELsDzGP8B6CL8yFMS3WpmwyQNwVNMrWtmz0RKkMF4Tso5eD7SLYCrJb2Bp0YBT7P0OVyTtq95uqIy/6AjNUy1/l2B/8S1jF3yX8cx/XGf0V2jPy41swsajbc87+i1eAq6uymlP2k0Ro0ITc1pwMvRF8K1vt/Atbp7Wuf0YeDprG4vPpina2pWx5fxVFHdyZe7Oq6tnhN1zCn+blDHcrhg8nXrSCvTbeI++ywu6JzX5Lj5wLnynNm74TmeuwjqkvYFtjGzb0r6BvANM1tP0np4nvNtC0sPXOu6vDzd0GxcSOwv6VI8Ldofgc+bp/8qt6Wcbua3hCAcUYpPB642s2clLYun1nkETyN1fKWtdc+iQXjKn3vwXL2fIfJNR923lM6fij+zkPQ+PI/9UXWfK9wOrB3XfTQ+7j/GNwuewDX4L0U/zQC2w+f/f5TKWBRzso6z8XHqJHjHfLwYf578E0+hNRnfIFhe0nZ42rKb8GfYJvjz5VQzq+YmPxPYKPrnSuAlYC1Jt+Ea+1+Y2bej3l3w+3lZvO8Oinun3LY7KfVjfD4HTxn5Im6983zlnFOAz+HPhCnA4cDedH1e3orP5S3w98nxcf5oQksffX8MsAw+r75mkb6qVN+W+P23Ir5JtCNuVdGpTytzH3mau5/gli+vA181s1lh2VLk3X6GUlpDeUrHscB78PX1kfHe2RXfBOuP53neUZ5P/Dz8+fpG9G8ny5F4f3cZU0kfBy6P614K2NtKgcySJHnnknm8k2QJQNIwPDf31sAngMMkbYYLYM+Z2ZAwM72tSTHN2BTYAV8QnSJpLTyX7/D4fW08Hzfx3cQW5R1sZsPwhc8xIQC2Yk18gbc7HbmOdwM+j6edG4Jr6AqWNrOtcG3id+O7Q4BXzGxLPFf0YZI+jOff3TCu4UBqcjab2Z+B5eRpaYYD9wLDJa0L/NnMXi8de338vr+ZDS0JOC+aR+u/GF9UVuuYYjVpYWLxfSm+YB2Gbz7U8VVcqzXUzDbFtYjN+C7wv2b2cVyQ+lDpt56M0RA8L+9GeM7UDWIMxuCCUJULgcskTZB0UsyrWkJwOxPv07KWaZQ68jXPkLR8HD8jfp8JvAA8Jeny2Phoxg/wPvlV5fsJpTqOa1FGwf20n2t1wbExP6uU77fhwF8lrU3N/RabT2/E3Ns/vv4ovtH0cXxzZO8W7TmEDiHwbFxg2ScW/ZfhGunvEXlrC5o8i4o2XGRmHzez31ODpAH43CmeVf8DrILn/F665nOZPYAn4ron4Tl/T4h74QE6ngMAy5jZFmb2H5Uy+mxOtuBu4B+SRla+/zow38wG40Lelfja7RRcsz7UzMbiQvsdcb+NBM4Owa3MicCkOKew5hiK528eHO3+oDwH8cnATvG8upfGObOXMTeRPx8XEveJ58ZP8FzNVX5kZlvG+2h5fHO10fMSPE90OdjcKOBnkjaKv7c1s6G4G8j+peOKSNNj8U2qIXi+9jfq+jSesWVOA6bH3PkOPpcKNo6+2a9yzpfwzeih+LNwhqTV8Gf33tGGIrL6I8BwM9sMH8s665RGY3oEvhk6FH8+P1tzbpIk70BS450kSwbb4dqK/4MF+SSH44vX/5B0Fu5jN6mH5f8yFkNvSJoAbIULAsfK04c8BLwvdvy3wbUQzTgmNHzgWtWPAn9tcc6N5qapD8n9MMEXUpcXQq+Z/a10/A3x/324MAqwC7BpaNPBfTI/CmyP+6rOBZ6TdEeDNkzBfV23xxdKu+Ja4nb7tdymL7R5DrhA9pR15ES9Cheyq+wE/LgQAir9Ucf2RTvM7GZJL5V+68kYTSs0XGEFUGgOH8AXjp0ws3Ghsd0V1/ZOl9TFDzk0+VcB/2pmv6v8XGvWG4tSzGxuaJy2xIXHcyUNM7NTa+rZDe/DYTXX1o6peZV+rQ9p71gz+5OklSStjI/HNfj4DadjXjXjKTObEX+X74kuhCZxC9wPHTP7fzWHHdbg9EbPol8Bvzez37Zo50W4D/2kqLs6FnVjU3cNA4H3mtld8dWVdDZPH1t3Xl/OyTY4Axd4Tyh9tx0u0GJmj0j6PbBBzbm7AHtIKjb0lsM30h5uUedvzOwVAEkPAeviVkIbA5PlpvPL4BsDdRT9uCGumR0f5/QHnq85fqSkb+NWCKvgFhnV+AoLMLO/SHpS0ieAx/Fn4WRceB4GTIv6lgf+XDl9Q+B5M5sWZb0a19lOn25HbE6Z2R2SVo1NV4BfVa1FgmnAT2Lz6EYzmyG3BJpoZk9FWcUzeSAu8H8Ujz0xoKa8RmN6N77xtA5wQ2q7k2TxIQXvJFmCMbPHJG2Om3WeIek3ZvY93LyusHip7vTXUU1/MN/M/ijPabkrrnFbBTA8ENtrjQqKhchOuNns62GeWLShXE+1XWVf0nYEmuL4uXQ86/oBR1slbYqkz7RRHvh1DscXp7/EF8jzqWj9utmmWiSNAz6Aa4J+1Gb5jejWeLcYo+KYrYFL4uMpuCtAeYzmlT7Po8H1xkL0GuAaSTfhwuR9lcNOxhfQPUoHY27OPRWYKmk8bqZ5auV6Vo/r6WKCvRBsho9fu8f+psUxU3Bt8qP4Zs/B+EZXnWBcpTw2c3FBpQuSdsI1bZ8ys277b7fg/5r9KOm7uP/94b1cb7fasijmZIN675B0Bm4p0F364VrV7ga6q86LpaOs8TUa3TqKfuwHzDazbRodGFrli3BT8T+E2XY775+f4e+WR/BNnfly96Arzexf2ji/t6mdO2Y2UdL2eOC9KySdg5vz13E6MMHM9grLiTtrjmk0pg9LuifquUXS4WbWaLM4SZJ3EGlqniRLBpOAPSWtEKZoewGTwkzydfPgSGcDm8fxT9OhOWplcgrweUnLhbnxCHxnH9wP9FhcIJ2Em0+30v4OxP3BX5f0MTovMl+QtJHcp7SdXLbjgYPkwZYKv7xmjAOODI0EkjaI/pqIm1n2D619F+1sMAn3e308tO9/wzc16nyuXwNWbuMaajGzT4fZ5aH4gnOQpPXj50YL4vHA4YUJbqk/nqZ+vCfi5pGFtvd98X2zMSrad0+0b2iNWXZbSNqhNHYr476Tz1SO+QQeeKlOw99OHWvF5lPBUEq+xSV+AlxgZtN7Uk9NvXvjGqtrWxzXT9IxuCtFK1eQ4h6biAdCGwn8vdBYVnirmOfdaPNm+ObDHuauFT2h9lnURt2HAp8G9rPOQdd6RPTJS5IK8/wDgLuanFK0o8/nZAvOwGNFFEwiTKglbYBrPB+l6/NlHB5Dol8cuxldafeZ9FtgW0kfibJWjLqb8SiwmqRt4pwBcreEMoWQ/aI8yOE+pd+ate0XuEvRfrgQDr5JtU9smCFpFbnbT7VNa8r9vJG0cjwbG/VpmfIxI3A3oVcbXz5E/S+Y2aW4e83meF9uL3dpKj+TB9IR+X50gyJrxzQsMp40s/PxDeAuAQCTJHlnkoJ3kiwBmNn9wBW4Vu8ePKDRdNxvb6rc3/W7+KIO3H/tPEn30pEiqRmzgAn4IuJ0i5Qv+OJk6TC1vB/XerdaZN8GLC3pYdw/smx6eiIeJGgK9WaKnTCz23AT1nvjGrv4TVcYg5vF3y/pQVzIWBpf2D0ev/2UBmaVZvY0roUofGr/F3jZzOq0GlcAP1b7Pp4NMbM38UX+zZLup6tJZcEYXEiYJWkmIVTTeLxPwxeFs3GT80LAaDZGvckwfOxm4X0+pjALrbRxBTr7WM8obUJU/Wk/CZ18vAcAP5T0SHw3Cg/4toAQFj4LfLlS1tmlw8r1l/09yxwXvz+Ob9DsYPURzcH9NWcCj+Fm8COtdUTzSbiZ+cRwi/gDDQLtAf+Fz4NWfv6d2oQHxrourqPbGypNnkWt+DFu4XF31H1Kd+uu4St4P8/CN1y+18Y5i2JONsQ8yFx5zlwELCXpAdyse3RYIkwANo7yR+Ea1AH4mM+Oz1VmAXMlzVSTOAUxZ0fjAdOKfmgaqyDm7j7AWTGvZ1CJlWFmL+P+zg/iQmW5X6+gwfMynq8P48Esp8Z3D+FWB7dHG8fjm1fVNo0CLog2jceF/0Z9WuZUYFiUfSbtBc8bAcyUND3qPS/68qvADdGGwjT/B8D349hG1k+NxtSAB2M+bUL4n0u6RU1iEiRJ8vbTb/78qgVpkiRJkiRJkiRJkiS9RWq8kyRJkiRJkiRJkqQPyeBqSZIAIOkgKia4wGQz+/rb0Z4kSZIkSZIkWVJIU/MkSZIkSZIkSZIk6UNS450kSbKYIGkunhN7AJ4i7KfAuc2iQMtT1XzSzK5pUfZawPlmtk9E8f2Wme3ejbbdGec0TJ/Vk3K7g6Q9gI3N7MwmxwwF1oogVm2d08O2PI2nTXqx8v0I4B9mNiU+7wk8FsGieqPeE4E/mNnV8gj9V5rZLgtZ5sfwaNLzgX3M7ImaY24BvhQBtBqVM4I2x1/SfXhwrl+0KndRImk0Pq49ydO9yGnnvkySJEkWDSl4J0mSLD68YWZDYUHe6WuA9+AR6xsxCI9u3lTwjkj1+zQ75p2MpKUjrVmrSNxDgS2AWwDaPKc3GQHMwSP3A+yJR/LvFcEbT8ll8feuePTohWVP4HozO6PRAWb2mV6oB4BIvfTHiDTda+UmSZIkydtJCt5JkiSLIWb2Z0lfBaZJOhUPlnkmLtgtC1xoZpfEdxtF6pkrcQ3ifwMrRlFHmdmU0IzfZGablOuR52K+AE9bMwA41cx+GSl/LgeG4HnGa1OmSdoV+E/gdUqpr5qU+/Eod5m4pr3N7HFJB+Lp4uYDs8zsAElXAG8CmwGTI/XPFmZ2VOm3LfDNiW8Ct+MppZaXtB3w/Wh3cc4gPJ/3+/GUTgeZ2TNR1qtR1hrAt83s+oaD08HRkj4X17dvtOcIPKXTl/GYCnsAn5J0Mp5j/TJgJvAp/B19sJlNlfQp4Lwodz6wvZm9Vunr9wDLlFKY7QqcJmkp4EfADngKsreAn5jZ9ZJ2BH4YdU0DjiynVpL0GeDYaPOOeDqkI+LngcDTZjayiYa/W+NfavdtcdzTeL+/AQhYB+iPpzUcK8/RfB4+n/8O7FjTL4fhKZ2WAX4HHBA56q+IcjcDVgcOBg4EtgHuMbPRcf5BwL8AL8fY/D2+Xx+4Our+JXCsma0Umv3v4bmpP4Kn/vqamc2TNMfMVorz9wF2L+qptHkXPG3ZssATwEHAdsAhZrZvHDOCsCCQdDGelm55fJOk2WZckiRJ8jaQUc2TJEkWU8zsSVwIWR04BHjFzLbEF+CHhebwRGCSmQ01s3PxHOA7m9nmeK7Z81tUcxJwh5ltBYzE8yKvCBwJvG5mG+Ea92HVEyUth+ft/Vz8vkYb5R6B578digtcz4YwfjKeF3sInYMAroOb0n+zpu2DgK3wHN0/xt95pwBjoz/GVo6/ADfN3hQXqMp9syYu+OyOb2YU1zijpt6CF6OfL8YFpKejHedG/Xfh2vbj43Nhwr1CXP/X8I0A8E2Hr8f3w3GBsVr/TsBv4vv+wIZhwv6F6IuNgQNwwbIYnyuAUWY2GBe+jyxfQJjkF20eaWY/jjZsCTwLnNPo4ns4/lASvEvsCjxnZkNic+g2ScvgGwHfiHmxU9EvFW4wsy3jmIfxe6XgfdEfx+FjcS7wcWCwpKFhrn8asC0+/huXzj0Pn6uDoy/KbAUcHcevj49BW0h6Pz7fd4r5cy++cfQ/wNalfhqFuwAAnGRmWwCb4hs5m7ZbX5IkSbJoSME7SZJkyWAX4MAQxO4BVgU+WnPcAOBSSQ8A19FZkGhU7olR7p3AcsCHgO2BqwDMbBYwq+bcjwFPmdnjZja/OL5FuXcD35F0ArCumb2Ba2qvK7SpZva3UjnXmdncBm2Xmc0zs8eBJ6M9zdiGDpP8/8YFrYIbo6yHgA8UXxam/w24If6/Dxd82+XaKHsi8B5J7wUmA+dIOgZ4r5n9s6b+XYFb4++t8XlAXMd10f4/4RpYgA3x8XksPl+Jj2s7nIcLzr9ucky3xz+E6XViU6nMA8DOks6SNNzMXon2P29m0wDM7NWiXypsImlSzPn9ccG64NfRtgeAF8zsgYiZMBsfs62BO83sL2b2D1zQL9gGv4egqyvHVDN7MubmtXSeS634BH5fTo7++Qp+L/wT35D4nKSl8Q2lwkrAJN0PTI/ra3VfJ0mSJIuYNDVPkiRZTJG0HjAX12L3A442s3GVY0ZUTjsOeAE3EV8KN39uRj/c3PvRSrk9b3iTcoGHJd2DCxW3SDq8RTn/1+S3atqOhUnj8ffS3/26ec5cuve+7dJuMztT0s24z/NkSZ82s0cqx21Fh8Z6N7pqjXuFCDC2LrAwAcYazasdKZmkF5jZY5I2x6//DEm/wd0m6tp3OW4+/lz4nl8B7GlmM6PtI0qHF2M0j85jPA8fszpBvh0azb3y98tFe/vjmzPgWvdpwHgz26+m3J/h/f434F4zey0sW74FbGlmL4UJ/XI9bHeSJEnSR6TGO0mSZDFE0mq4CfCPQmM3DjhS0oD4fYMwSX0NWLl06kBcSzgPNzvu36Kqcbivcr8od7P4fiIetA1Jm+AmrlUeAQaFLyxAWZCoLTc2E540s/Nxbd6mwB3AvpJWjWNWadHmgn0lLRX1rwc8Stf+KDMF+GL8vT8wqc16ukO1/rr2jAIIP/RXzOwVSeuHNvYsXDDrpL0Pc/xHStr/HXHTZHBt+d7RFx+gQ/B8FB+fj8TnA4C7mjVe0jBcyPuyNYmmH3R7/OmstS/Xuxbu2nAVcDawebR/zfDzRtLKEWTvoDDdLwKzrQw8H/fG/i3aXOUe3HR71Th/39Jvv8X98qFj3hRsJenD4V8/io7NhBckbRTf7wVgZnOjvUPN7JQod9tiXCStKGmDOP+uuPbD6DAzfw++AfVKjO9u3bzGJEmSZBGQgneSJMniw/KSZkiajQtVt+P+pwBj8MjY90t6ELgE19jNwgNjzZR0HHAR8BVJM3HhrZnGGOB03Dx9VtR7enx/MbCSpIfxQFL3VU80szfxoFY3hxnsn9so14AHw8R2E+CnZjYb+Dfgrmh3Q7/iCs8AU3FB7ohozwRg4+jHUZXjjwYOkgdpO4DOvuS1tPDxruPXwF5R/3BceDpe0vSSgPqmpOn4xkrhj3yspAejbW/FNZXrX6Dhjk2ZN0tBxn6O+yA/hJt7348L9G/iQbuuCzPseVEnksZI2qKm/UcBqwAT4hrGlH6bH+feImmtHo7/CLoK//OBwcDUuN7vAmeE6fco4IKYF+Op1/T+Ky5AT8Y3A9rGzJ4HTsVdICbjPuIFxwLfjDH5CPBK6bdpeEC7h4Gn6NDOn4hHsZ8CPN+gzr8Ao4Fro+y7iY2W2Fi5CR/vm+K7mbiJ+SO4yfvkunKbjGmSJEmyCOg3f/7CWN4lSZIkyTuPMLe9ydqLPv6OQT3MuyxpPHCgmT0vj5i+jpVyk0tayczmhNXAVGDb8PfujTb3x4XqNczsrYUoZx3gUjPbrTfL7SskrYCn+Jsv6YvAfmb2efVxvvokSZJk8SR9vJMkSZJkMcfMdi79fVXNITdFkLZl8FRcvSJ0B7OBMQsrHJvZs3Q2k+6VcvuQYcCPwlz+ZTwdWZIkSZLUkhrvJEmSJEmSJEmSJOlD0sc7SZIkSZIkSZIkSfqQFLyTJEmSJEmSJEmSpA9JwTtJkiRJkiRJkiRJ+pAUvJMkSZIkSZIkSZKkD0nBO0mSJEmSJEmSJEn6kBS8kyRJkiRJkiRJkqQPScE7SZIkSZIkSZIkSfqQFLyTJEmSJEmSJEmSpA9JwTtJkiRJkiRJkiRJ+pAUvJMkSZIkSZIkSZKkD0nBO0mSJEmSJEmSJEn6kBS8kyRJkiRJkiRJkqQPScE7SZIkSZIkSZIkSfqQFLyTJEmSJEmSJEmSpA9JwTtJkiRJkiRJkiRJ+pAUvJMkSZIkSZIkSZKkD0nBO0mSJEmSJEmSJEn6kP8P8vgqx+zTQLgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, figsize=(14,6))\n", "for ax, msg_size in zip(axs, dfs_pivot['439-cuda'].keys()):\n", " msg_size_byte = dfs['439-cuda'][msg_size][\"Message Size / Byte\"][0]\n", " ax = sns.heatmap(\n", " convert_MB2MiB(dfs_pivot['439-cuda'][msg_size]), \n", " cmap=\"YlGnBu\", \n", " linewidths=3, \n", " #norm=LogNorm(this_df_pivot[msg_size].min().min(), this_df_pivot[msg_size].max().max()), \n", " norm=LogNorm(dfs_pivot['50']['small'].min().min()*1.1, dfs_pivot['50']['small'].max().max()), \n", " square=True, \n", " fmt=\"2,.0f\",\n", " cbar_kws={'label': 'Bandwidth / MiB/s'},\n", " annot=round(convert_MB2MiB(dfs_pivot['439-cuda'][msg_size])/1024, 2),\n", " #mask=mask,\n", " ax=ax,\n", " vmin=dfs_pivot['439-cuda']['small'].min().min(),\n", " vmax=dfs_pivot['439-cuda']['small'].max().max()\n", " )\n", " ax.set_title(f'Message Size: {round(msg_size_byte/(1024*1024), 2)} MiB')\n", "fig.suptitle(\"osu_bw GPU X - GPU Y for A100 GPUs\", fontsize='xx-large')\n", "disclaimer = \"\"\"\n", "Maps show multiple runs of bandwidth tests between various sets of two GPUs (via CUDA_VISIBLE_DEVICES=A,B) on single NVIDIA A100 node of JURECA DC.\n", "Values in cells in GiB/s. Software versions: OSU MB 5.9, CUDA 11.5, CUDA driver 510.47.03, UCX 1.12.0 (UCX_TLS=rc_x,self,sm,cuda_ipc,gdr_copy,cuda_copy), OpenMPI 4.1.2.\n", "osu_bw launched with '-d cuda -m SIZE:SIZE D D' with 2²⁶ or 2²² for SIZE. Note the relative color scales.\n", "Detailed description: https://go.fzj.de/jsc-amdgpu-eval.\n", "\"\"\"\n", "fig.text(0.5, -0.01, disclaimer, color=\"darkgray\", horizontalalignment=\"center\", verticalalignment=\"top\")\n", "fig.tight_layout()\n", "for ext in ['png', 'pdf', 'svg']:\n", " fig.savefig(f\"osu_bw_nvidia_a100.{ext}\", dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "de68d609-108b-4daa-bacb-582c234667b5", "metadata": {}, "source": [ "### Relative Values" ] }, { "cell_type": "code", "execution_count": 12, "id": "8ff3fd69-3604-41d5-8d99-edaf0d5e714d", "metadata": {}, "outputs": [], "source": [ "nvlink_speed = 25000 # MB/s" ] }, { "cell_type": "code", "execution_count": 13, "id": "d772aae8-53d4-4f73-b9c9-6b6211352953", "metadata": {}, "outputs": [], "source": [ "dfs_rel['439-cuda'] = {}\n", "for msg_size, _df in dfs_pivot['439-cuda'].items():\n", " mask_nvlink_self = (_df > 200000)\n", " mask_nvlink_4 = (_df < 200000)\n", " #\n", " _df_nvlink_self = convert_MB2MiB(_df[mask_nvlink_self]) / convert_MB2MiB(1555.2 * 1000)\n", " _df_nvlink_4 = convert_MB2MiB(_df[mask_nvlink_4]) / convert_MB2MiB(4*nvlink_speed)\n", " dfs_rel['439-cuda'][msg_size] = _df_nvlink_4.combine_first(_df_nvlink_self)" ] }, { "cell_type": "code", "execution_count": 14, "id": "de039a7a-0c21-4aee-a2ca-f4d94a8232a8", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, figsize=(14,6))\n", "for ax, msg_size in zip(axs, dfs_pivot['439-cuda'].keys()):\n", " msg_size_byte = dfs['439-cuda'][msg_size][\"Message Size / Byte\"][0]\n", " ax = sns.heatmap(\n", " convert_MB2MiB(dfs_pivot['439-cuda'][msg_size]), \n", " cmap=\"YlGnBu\", \n", " linewidths=3,\n", " norm=LogNorm(dfs_pivot['50']['small'].min().min()*1.1, dfs_pivot['50']['small'].max().max()), \n", " square=True, \n", " fmt=\",.0%\", \n", " cbar_kws={'label': 'Bandwidth / MiB/s'},\n", " annot=dfs_rel['439-cuda'][msg_size],\n", " #mask=mask,\n", " ax=ax,\n", " vmin=dfs_pivot['439-cuda']['small'].min().min(),\n", " vmax=dfs_pivot['439-cuda']['small'].max().max()\n", " )\n", " ax.set_title(f'Message Size: {round(msg_size_byte/(1024*1024), 2)} MiB')\n", "fig.suptitle(\"osu_bw GPU X - GPU Y for A100 GPUs\", fontsize='xx-large')\n", "disclaimer = \"\"\"\n", "Maps show multiple runs of bandwidth tests between various sets of two GPUs (via CUDA_VISIBLE_DEVICES=A,B*) on single NVIDIA A100 node of JURECA DC.\n", "Values in cells rel. to resp. theo. peak. Software versions: OSU MB 5.9, CUDA 11.5, CUDA driver 510.47.03, UCX 1.12.0 (UCX_TLS=rc_x,self,sm,cuda_ipc,gdr_copy,cuda_copy), OpenMPI 4.1.2.\n", "osu_bw launched with '-d cuda -m SIZE:SIZE D D' with 2²⁶ or 2²² for SIZE. Note the relative color scales. *: Except for same GPU, there: CUDA_VISIBLE_DEVICES=A.\n", "Detailed description: https://go.fzj.de/jsc-amdgpu-eval.\n", "\"\"\"\n", "fig.text(0.5, -0.01, disclaimer, color=\"darkgray\", horizontalalignment=\"center\", verticalalignment=\"top\")\n", "fig.tight_layout()\n", "for ext in ['png', 'pdf', 'svg']:\n", " fig.savefig(f\"osu_bw_nvidia_a100-rel.{ext}\", dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "22e4443e-21e6-4389-86f3-571daf92c103", "metadata": {}, "source": [ "## Bonus: Direct Comparisons" ] }, { "cell_type": "markdown", "id": "ff87e31d-c4d9-4b8c-8f12-48ab4d816e19", "metadata": {}, "source": [ "This is a bit ugly because I created the above images in a set of three loops (msg_size x abs|rel x vendor). Also, this will only run in Python >3.10 because I wanted to test out the new `match` statement." ] }, { "cell_type": "code", "execution_count": 19, "id": "2d5301a4-b9d7-434e-a0cb-9f2977874462", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for msg_size in ['large', 'small']:\n", " for cell_content in ['abs', 'rel']:\n", " fig, axs = plt.subplots(ncols=2, figsize=(14,6))\n", " for ax, vendor in zip(axs, [dfs_pivot['50'], dfs_pivot['439-cuda']]):\n", " match len(vendor[msg_size]):\n", " case 8:\n", " vendor_name=\"AMD\"\n", " match cell_content:\n", " case 'abs':\n", " _fmt = \"2,.0f\"\n", " _annot = round(convert_MB2MiB(vendor[msg_size])/1024, 2)\n", " case 'rel':\n", " _fmt = \",.0%\"\n", " _annot = dfs_rel['50'][msg_size]\n", " case 4:\n", " vendor_name=\"NVIDIA\"\n", " match cell_content:\n", " case 'abs':\n", " _fmt = \"2,.0f\"\n", " _annot = round(convert_MB2MiB(vendor[msg_size])/1024, 2)\n", " case 'rel':\n", " _ftm = \",.0%\"\n", " _annot = dfs_rel['439-cuda'][msg_size]\n", " msg_size_byte = dfs['50'][msg_size][\"Message Size / Byte\"][0]\n", " ax = sns.heatmap(\n", " convert_MB2MiB(vendor[msg_size]), \n", " cmap=\"YlGnBu\", \n", " linewidths=3, \n", " norm=LogNorm(dfs_pivot['50'][msg_size].min().min()*0.9, dfs_pivot['50'][msg_size].max().max()), \n", " square=True, \n", " cbar_kws={'label': 'Bandwidth / MiB/s'},\n", " fmt=_fmt,\n", " annot=_annot,\n", " #mask=mask,\n", " ax=ax,\n", " vmin=dfs_pivot['50'][msg_size].min().min(),\n", " vmax=dfs_pivot['50'][msg_size].max().max()\n", " )\n", " if vendor_name == \"AMD\":\n", " ax.set_ylabel('GCD X')\n", " ax.set_xlabel('GCD Y')\n", " ax.set_title('MI250')\n", " if vendor_name == \"NVIDIA\":\n", " ax.set_title('A100')\n", " fig.suptitle(f\"osu_bw GPU Device - GPU Device for {msg_size.capitalize()} Messages ({int(round(msg_size_byte/(1024*1024), 2))} MiB)\", fontsize='xx-large')\n", " disclaimer = f\"\"\"\n", " Maps show multiple runs of bandwidth tests between various sets of two GPU GCDs / GPUs on single AMD MI250 / NVIDIA A100 node of JURECA DC .\n", " Values in cells {'in GiB/s' if cell_content == 'abs' else 'rel. to resp. theo. peak'}. Software versions: OSU MB 5.9, ROCm 5.2.0, ROCm driver 5.16.9.22.20, UCX 1.12.1, CUDA 11.5, CUDA driver 510.47.03, OpenMPI 4.1.2.\n", " osu_bw launched with '-d rocm -m SIZE:SIZE D D' with 2²⁶ or 2²² for SIZE.\n", " Detailed description: https://go.fzj.de/jsc-amdgpu-eval.\n", " \"\"\"\n", " fig.text(0.5, -0.01, disclaimer, color=\"darkgray\", horizontalalignment=\"center\", verticalalignment=\"top\")\n", " fig.tight_layout()\n", " for ext in ['png', 'pdf', 'svg']:\n", " fig.savefig(f\"osu_bw_amd_vs_a100-{msg_size}-{cell_content}.{ext}\", dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "4da877a0-8d0e-4c9d-906e-cebea7946f02", "metadata": {}, "source": [ "# Raw Data\n", "\n", "In the following, the raw data of the analysis here is shown. The data is read from the CSV file and presented in base64-encoding. To write to a file (or a `StringIO` object directly), just invert the procedure and copy the string and b64decode it." ] }, { "cell_type": "code", "execution_count": 16, "id": "ffb8c642-890b-433a-ba8e-5a312acdaa63", "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import base64" ] }, { "cell_type": "code", "execution_count": 17, "id": "b52852cf-2d44-47f8-b3d6-dd01f584ce2e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "df[50][large]: b'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'\n", "df[50][small]: b'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'\n", "df[439-cuda][large]: b'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'\n", "df[439-cuda][small]: b'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'\n" ] } ], "source": [ "for host, sizes in names_files.items():\n", " for size, file in sizes.items():\n", " _file_content = Path(file).read_text()\n", " b64_content = base64.b64encode(_file_content.encode('utf-8'))\n", " print(f'df[{host}][{size}]: {b64_content}')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 5 }