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@weltonrodrigo
Last active August 31, 2020 17:18
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dCode Analysis
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "dCode Analysis",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyM/A4fdGkAZdt+NZgc+lYq+",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/weltonrodrigo/f68ecf3e02ae62a7a44dc9248c0ef17d/dcode-analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "vDlVPufW1oQM",
"colab_type": "code",
"colab": {}
},
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "iQEFlO_21cGp",
"colab_type": "code",
"colab": {}
},
"source": [
"import cv2\n",
"from pyzbar import pyzbar as zbar"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ZKs73Yu81flX",
"colab_type": "code",
"colab": {}
},
"source": [
"img = cv2.imread('/content/112.PNG', cv2.IMREAD_UNCHANGED)\n",
"img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "7zmpY1zo1mlc",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 100
},
"outputId": "5b922016-2627-4724-cef6-d55b25c7c0eb"
},
"source": [
"plt.imshow(img)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f444ae5c160>"
]
},
"metadata": {
"tags": []
},
"execution_count": 444
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "AcuRtEsvOn8G",
"colab_type": "code",
"colab": {}
},
"source": [
"# PLOT SIZE\n",
"img_size = 5"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "e9t1AfVx5Dzi",
"colab_type": "code",
"colab": {}
},
"source": [
"def show(img, label:str='abc'):\n",
" if np.ndim(img) == 2:\n",
" ''' Single Channel. Add a dimension'''\n",
" img = img[..., None]\n",
" \n",
" num_channels = img.shape[2]\n",
"\n",
" fig, axes = plt.subplots(nrows=1, ncols=num_channels+1, figsize=(img_size * (num_channels + 1), img_size*0.5))\n",
"\n",
" # plot images\n",
" for i, ax in enumerate(axes[:num_channels]):\n",
" ax.imshow(img[..., i], cmap='gray')\n",
" ax.set_title(label[i])\n",
" \n",
" # plot histogram\n",
" ax = axes[-1]\n",
" for i in range(num_channels):\n",
" histr = cv2.calcHist([img], [i], None,[256],[0,256])\n",
" ax.plot(histr, label=label[i])\n",
" ax.get_yaxis().set_visible(False)\n",
" ax.legend(loc=\"upper right\")\n",
" \n",
" plt.show()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "9xWGUmqpJI2t",
"colab_type": "text"
},
"source": [
"# Colorspace analysis\n",
"Is there a colorspace where the features become more discernible?\n",
"\n",
"We are looking for a channel where the background become homogeneous and the\n",
"marks become a strong and compact signal (low-dispersion)."
]
},
{
"cell_type": "code",
"metadata": {
"id": "42hJe34KKePH",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 159
},
"outputId": "24dcfb04-e967-498f-e4a8-436fbae7e11f"
},
"source": [
"show(img, 'rgb')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "bnlIeSyYLRRp",
"colab_type": "code",
"colab": {}
},
"source": [
"def show_bw(img, label:str, invert=False):\n",
" if np.ndim(img) == 2:\n",
" ''' Single Channel. Add a dimension'''\n",
" img = img[..., None]\n",
" \n",
" num_channels = img.shape[2]\n",
"\n",
" fig, axes = plt.subplots(nrows=1, ncols=num_channels, figsize=(img_size * num_channels,img_size * 0.5))\n",
"\n",
" if num_channels == 1:\n",
" '''plt sendo plt. ;( '''\n",
" axes = [axes]\n",
"\n",
" # plot images\n",
" for i, ax in enumerate(axes):\n",
" channel = img[..., i]\n",
" if invert:\n",
" channel = 255-channel\n",
" \n",
" threshold = channel.min(axis=(0, 1))\n",
" (threshold, bw) = cv2.threshold(channel, threshold, 255, cv2.THRESH_BINARY| cv2.THRESH_OTSU)\n",
" ax.imshow(bw, cmap='gray')\n",
" ax.set_title(label[i])\n",
" \n",
" plt.show()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "iWzKfT3EODWh",
"colab_type": "code",
"colab": {}
},
"source": [
"def view(img, label:str='abcd', invert=False):\n",
" show(img, label)\n",
" show_bw(img, label, invert)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "bvvdBRhZKj39",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 229
},
"outputId": "a6d6d1ec-23e1-47ea-e848-3946022ca862"
},
"source": [
"view(img, 'rgb')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x180 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "q-_VuFzO37r8",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 229
},
"outputId": "1ab48f3f-107a-4ac6-b0bb-4e1c893e9b98"
},
"source": [
"hsv = cv2.cvtColor(img, cv2.COLOR_RGB2HSV)\n",
"view(hsv, 'hsv')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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s3r3bbvsnn3yCBQsWICcnB+Xl5dBqtQgICAAAnD8vTAyVk5MDjUYDpVLp8Dp4jEYjdu3adctrBwAXFxd06tTJYTm2v5VKJZydndl6rVaLadOmwcnJ6ZbnqKqqwqxZs3DlyhW7svV6PXx9fVs81mKx4KWXXkJtba3D7U5OTvDz83O4TalUwsXFBXV1dZgyZQr27Nkj2M67Kt7sssi7HNpy9epVXLt2DUSEWbNmobq6mm3j3RgPHTqEFStWoKqqCkuXLhU8P7VajdraWmRkZGD+/PlQKpU4e/Ys1qxZIziP7XmJCFlZWbh69Sry8vIE2yorK3H27FmsXLkSW7ZsQUVFBdq3bw+1Wg2NRtPS7bynuF355OPjA3d3d0RGRiIxMRH9+vWDr68vjEYjEhIS8PLLLyMsLAwhISGYO3cu5HJ5m+oxZMgQxMXFoUuXLgCaXbNmz57d4rs9YsQIrF+/HsuXL0doaChbL5PJEBoaiqeeegrh4eFYtGgRZs2aBbVajZdffhk9e/ZEeHg4nnjiCYwdOxZz5sxB165d0adPH6xcuRJjxoxBv379EBcXh8DAQAwbNgyxsbFISEjAsGHDWr2GiIgIdOrUCePHj0diYiIiIyPRr1+/Nl0/APTt2xdDhw5FRESEYH1gYCASEhKQnJwMJycnTJw4Ea+99hpkspa97Tt27Ijhw4czd+KW8Pb2xsCBAyGTyZCYmIj+/fvDzc0NUVFRzBWK4ziEhIQwmdgatm68tjg7O2PAgAGCdUqlEoMHD8bAgQOhUChuWc+ePXve8vxOTk7o2rUrZDIZPDw8oNfrb3lMS67SLeHh4QGFQsFcoTmOg06nw8WLF1FRUeGwPIlEAk9PT4FsN5lMOHHiBJydnREXJ/TGu7kNaI2W9rXtG9TV1aGurg5GoxH19fVtLvtu8lv7Tn8G4uPjMWPGDEgkEjg7O6Nbt25wc3NDWFgYFi1ahKCgIMjlcvzrX//CU089BXd3d+zevRuff/453n33XQwcOBABAQFITU1Fv379oNFosHLlSgQFBdmdKyQkBJs3b8bs2bMBAAsWLMDo0aMhk8nw/PPPt9h2i/y94DgOq1evxrhx4+Dv748hQ4bA09MTANC1a1f4+/tDrVZDIpGgqKgIQLNcNpvNDsuTy+XIyclhYSo8BoMB27dvBxGhqamJhUtZLJYW+5it8bvmOSOirUQUQUShRDT3VvvX19cjIyMDERER2L17N955553/q4hEgkGDBuGFF16As7Nzmzs/NnXBsWPHkJ2dzdbd3BkAgDVr1qB///4sPsh2fwCIiYmBVCqFp6cnkpOT2Xqz2YwOHTpAIpGgQ4cOePfdd2+pPMTGxuLBBx8EABQXFyM/P1+wXaVSQSaT4fz582hsbAQAXLlyBUlJSUx7bqlTADR33IcNG4aQkBCMGDHCbjvHcQJlq6amBrm5uex/W0JCQlBXV2fXwPn6+uLhhx9mv4kIV65cQWVlpeA6HGGxWBATE8N+Dx482OF+p0+fxokTJ9jv0NBQvPXWW3jnnXccKldOTk4YMGAAuzf8vbuZpqYmFBYWOtzGU1NTI1BMpFIp6xzW1dW1eHz79u2xatUqaLVacByHwMBAtk2lUqG6urrVAQbbe5aTk8MEwYkTJ7Bjxw62LSAgAF26dIHZbMaKFStw8OBBHDt2zE5pt1gsMJlMUCqV4OM6jUYjysvLYTabUVNTw84hlUohl8tBRCgvL4dMJhO8yxcvXsSsWbNQXFyMxsZGnDlzBjt37kR2djauXr3a6v28l7gd+XTjxg1UVlY6VD47duwIZ2dn9v726dNHELfaGmFhYZBKpYiMjGT32Nvb22FnA2iWR/xzsv12zWYzcnJyoFarwXEciIjJMKVSCZPJBIlEgkcffRQSiYQpBXV1dThw4AA4joNCoUBjYyOICCUlJaz8lr5fnsLCQlRXVyMyMhLh4eGQSqW3VDpsCQ8Ph0KhsFO6ampqUFVVBYVCwb41vvzWiIqKQlhYWJvOK5VKERERAX9/fyQlJSEqKgqurq5ISUlBQEAAAgMD2/wsW8LRgBYRISEhAV5eXq0eK5FI0LFjx991fkccP36cdTTaSnZ2tiAO9eZBpB49eji8V7w84TGbzbhy5QoUCgWCg4Nvv/K3wMPDgynnERER7H1o3779H36u/xW323f6sxAaGophw4YxGdWxY0cEBARAJpOhS5cuiIyMhJeXF0aPHs3iB8+cOQOtVovc3FwUFBTAbDZj27Zt+OabbwA090FsB6p4Ll26hP79+2P//v3s3G0Z0AWA2traW/YNRP46uLi44JFHHgHHcdi0aROTjWPGjEFDQwNWrVqFyspKprTdCq1WCzc3N8E6pVKJ06dPw2AwwNXVFaGhoZBIJFAqlYL+YVv5XcrZ7SKTyTBz5kzs3LkTR48exfnz59HU1AQA2L59O9zc3BAfH4/w8HBcvXrVToGw5YsvvsDGjRthMplw7NgxAM3WoJqaGri5uSEgIECgVKSlpeHrr7/G9u3b0adPH0RHRyMgIACJiYl49dVX8eyzz2L9+vVQqVTQarWwWq04ePAgOz4uLg4ff/wxZDIZSkpKsGzZsluO1P3000/44osvBOv69++PJUuWQKfTYerUqfj3v/+NNWvWMAVjy5YtzAqWlJSE5557DgsXLoSnpyfi4+Px5ptvIjk5GcuWLcOuXbuwfv16ALBrSIHmRlOn0wFo7iSmpqYiLy8PPj4+eOGFFzB+/Hj4+vrC1dUVn376KV5++WUAYMcAQFlZGerr67FixQqsXLkSCQkJAISjmi2NvBcWFgqUX9tyiQgHDhwAAOTl5QlGKc6fP4/x48eDiPDss8/alRsWFgY3Nzeo1WpIpVKMGDECzs7OkEqlmDRpEjw9PbF9+3ZMmTIFVVVVDuv2+uuv45NPPkFsbKxgfWBgoMCKp1AoMG7cONYZDA4ORmxsLLp06YKwsDA8/vjjkMvl7ENVKpV46aWXMH36dBQWFmL16tWYN28eDh06hKSkJNZZ69ChA+bMmQNfX1/4+fmx481mM5YsWYJnn32WLZmZmeA4DmPGjEGHDh0wYsQIdOzYEb169YKrqys4jsOLL76I/fv3w2g0okePHgCA6Oho9O7dGxcuXMCMGTNQW1sLiUSCyMhIdOrUiXXw16xZg44dO+Ls2bOYOnUqFAoFRo4ciWHDhsFoNOKFF16A2WxGcHDwbxIyfwZCQ0Px6aef4t133xWsX7RoEXQ6HYqKitg77+zsjIULF2L+/PlQq9UtlqnT6djgTGpqKp544gkAEIyqJSYmCo45c+YMfvrpJ3Ach9mzZwssRLbfeFVVFTIyMgA0dzTOnDnDvAB27dqF2tpa5Ofn4+jRo2wgRa/Xo6ysDBaLBV5eXvDx8bmte3T48OEWE8y0xsWLF2G1WtG9e3fB+vLycpSWlrL31ZEMc4RUKrUrqzUOHToEqVQKV1dXbNu2DRkZGfDw8Gg1icTvobGxEWvXrm3z9fDXfzvodDpmybKVxfz/VVVVKC4uZmUrFApBZ8LWCsYfc/nyZVgsFiQmJmLHjh3Iy8vD/fffDyLC8ePH4ebmBrlcDrlcLlCOo6KiMGHCBHAch8jISEilUhw9ehRmsxmJiYnMugaADRT06NEDHMcJlNeoqCj4+vrizJkzMBgM4DgOUqkU48ePR1BQEE6ePCm4B05OTnjooYeYN0Jb77fI/5bDhw/DarXCYDAgMzMTRITCwkLk5OSA4ziYTCbmHWKxWJh8OnToECtj1KhReO655lwo9fX1KCoqYv0HnU4HjuPQvn17REdHs2RlFosF5eXlAJqtq9nZ2cjKyrKr3/bt21FfX39bVlyRPzdms9mhwcdgMGDevHl4++23ER4ejsuXLwNoto69+OKLbBDVVt7ycvHmgbePPvoI7u7uiIuLA8dxiIiIgJ+fH+67777b8gTkuaPKmVwuh0QiQV5eHpRKJX799VccPXoUVqsVX331FXJzc1FUVIRTp06hsrKy1Y/n119/xaJFi1BTU8Nc2oqLi3HlyhV0794dxcXFmD9/PtavX4/S0lIsXLgQkydPxu7du9G1a1cEBATAw8MDgYGBKC4uxqpVq/Djjz8yJaGsrAxHjhxh5wsICGDCoaSkBOvXr7/tbC6hoaGIjY2F2WwGEbHG8MqVK6xhuXjxIut0nTt3DqGhocw1JDQ0FJ06dUJJSQlGjBgBs9mMX375BSaTSVBXHrPZzEaHfHx8EB0djaamJhA1Z/Jbs2YNysrKQESor69nyrDtSHpTUxMOHjwImUyG1NRU1sh26NAB/v7N2X9bylJYWVnJFDCgeaTLltWrV6OqqgrZ2dmCUd6mpiZ89913+Pnnnx2OSjs7O2Pz5s0wGAzQaDR47rnn2Mfz0EMPQS6X4/jx41i7di0kEolDN6nAwEDWcbalpqZGYBU0m804efIkbty4gYiICKhUKqSnp2Pz5s1499132Wit2WyG2WyGyWTCZ599huLiYpw+fRrffvst5s2bh+3bt+PJJ5/E3r17YTKZcPr0aaxbtw6NjY3o1asXc3sDmjswq1atYgvv8tjY2AhPT08sWbIErq6u8PPzg9FoZG4f69atw/Lly1k5vLvkiRMnUFpaisDAQFRVVaGxsZFZ17y8vBAdHY1HH30UGo0GqampuHDhAs6ePYsuXbqAiHD9+nVUVFRAJpO16nL2Z0apVOKZZ56BbTbZL7/8Ej169EBRUZHgnWhsbIROp2tVQVCpVIIOo4eHB/tebC0NN3ceLBYLLly4AKDZmtfQ0AClUmknC3nXa9s6ERHuu+8+BAUFgag5Gyc/+AU0Kz/+/v6QyWQoKChATk4O2yaRSDBgwAD2fCMiItC1a1cA/+dae/HiRcH1Ac0jklKplLnA2b4fCoUCGo0Ge/fuRWVlJSIjI+2unz8Xx3GtKkq2MolXAtpKVlYWew7p6el2Hgw8Xl5eAlco23O6ubkxZZYfEKmtrUVRURHbLykpiSnbthZ5lUrFFCO1Wo0nnniCvQu2BAcH44EHHgAABAUFITk5GRzHobq6mp2Hfw/69OkDJycnpKSkYO7cucx9+t1330VqaiqMRiP27NmD1NRUqNVqPPXUU1i8eDGAZo+ODRs2ICQkBKGhoczNlr+OiIgIFBUV4cCBA4iIiICTkxPzwmjfvj0SEhKwe/duREREoL6+HjKZDNHR0fD398fPP/+MAQMGsHp26NCBDf499NBD2LNnDwwGA1544QXMmzePtcfJycnYv38/fv75Z/Tp0wcqlQqpqakYPnw4li1bhlmzZuHw4cMCBYx/BtevX4ebmxtcXFza/E6I/O/o3r076yfw705lZSVqamoQHBwMg8GA3NxclmHRltDQUMjlcjbwCjTLOoPBgFdffRVubm6QSCR45JFHsHDhQjzxxBOsjyCTydj3K5FIEBYW5tB7qqysDFartdWQB5G/LhMmTGAZr11dXeHi4oIJEybgzTffxJYtWwAADz/8MD744AO8//77iImJwYABAxAfH4/Ro0cjLCwMMpkMjz32mKDcoqIihIWFITg4GGVlZXjhhRdQXl6O/Px8pvTdDndUOQOAXr16ISQkBIMHD4bZbMbXX3+NtLQ0bNu2TbBfx44dUV5ejqNHj7aYxj0sLMzOvYZXoEwmE+bPn48nn3wS77zzDpKTk2EwGFBdXS0Y9du3bx/Gjx8PjUaDbdu2Yd26dQJrS1tGV/g4gNbg/aw9PT3xyiuvoLKyEps3b8asWbMwevRoh8doNBqEhIRg1KhRMBgMuHDhAgoKCpCfn49Tp06x/VxdXe06azeTlZXFOu43btzA/PnzYbVa0dTUZGehvLkD3tDQgPfffx/V1dXsWTQ0NDgc8boZ2/t3835VVVVMGeaFOR8L0hrHjh1jlka+M8vHDy5duhSlpaUwmUxQKBR49tlnHTba06ZNQ2JiIs6cOQOguVGQSqV275rVakVGRgZqa2vRt29faLVaEBFiYmKYj3JtbS2+//57pkSVl5cjICAA48aNQ1VVFdzd3VFfX49Zs2bhgw8+YJ32rKwsVFVVISsry65jyKNUKhESEgIAKC0txYwZMxATE4PU1FS8+eabKC8vx4YNG7B06VLmxsjzySefID4+HtOmTfuPnr4AACAASURBVMOxY8fQr18/PPDAAxgwYACOHz8OoNn9qaGhAYMHD0ZSUhLq6+thNBrx4YcfYt26dYiJiUFiYuJffpSxrq4O165dEwwgODk5QaPR4IEHHhA05D///DNWrFiBLl26YMSIEVCpVJgyZQree+89uLq6okePHkhLS4NCocCiRYtgNpuRn5+Pr7/+GgCY1TwhIQGurq6QSqVISEjAxIkTAYB10Hk5tGTJEsTHxwNoVrCsVis2b97s8Do0Gg0aGxsdxrfavht8+bzyFhUVhRUrVuDNN9+EUqlklmVby53VasXWrVthtVrx6KOPQqlUYvXq1Rg+fDhcXFzwyy+/YMKECQCAyMhIfPPNN/jHP/5h16F+/vnnMW3aNPZO8d/8pk2boFKpWKxSv379IJVKodfrkZaWBp1OJ6gzx3F46qmn0Lt3bwDNFvxp06axc3l7ewtkfWsuK3K5HCtWrMDzzz8PAGjXrh2++uorFo/Gl+Xs7Iwvv/wSQUFBKC8vx6VLlzB48GDI5XI88cQTzJqalZXFZNuIESOwf/9+BAQEICkpCV988QWefvppuzr069cPH3/8MeRyOV555RWsXbsWAQEBKC0txeXLlzFkyBAmmysqKmCxWNCrVy/84x//gJeXFzw9PfGPf/yDWb95tzIPDw+MHz8eDz74ILy9vTFz5kwMHz4cr7zyCsaOHYsZM2YgOTkZ3bt3txtdDggIQM+ePREXFwetVovOnTsjLi4OQUFBmDBhAr7//nu2b3BwMEJCQjB+/HhmzYqKisIDDzyABx98EK+//jquXr3K5OPTTz+Njh07YtasWXjwwQeh1+vRpUsXTJo0CTKZDGFhYVi4cCFUKhUGDhyI5557zk4O1dfXMyu0SqVinS6Ru0NmZiZycnKaExpIJEhOTmZ9k4aGBuTl5aGxsREVFRVMSSotLbVT0nbs2IElS5aw37GxsXj99dexZcsW+Pv749VXX8WwYcOQnJyMbt263VYdn3jiidv2GhD5cyOTyZhsSExMFMTsxsbGQqPR4P7772fyz9XVFTU1NRg5ciTmzp2LwMBA7Ny5E2vWrGGDaLwbbWpqKnufeI8WpVLJBgZ+a9/pjitnQUFBiI+PZ6N0//nPf5jL1c3Mnz8fiYmJ+Pe//w2LxYLGxkaUlJSwfQ8cOID6+nrBCGdZWZnAHdHPzw+rVq1iHR2pVIrw8HAAzaPNixcvRlRUFB588EE0NTXBx8dH4PLB72uLXq8XKGMvvfRSi/FUPO7u7ujRowcz5z/22GPQ6/Xw9/dv0S/fbDYjICAADQ0NGDt2LNzc3HDy5EkYjUYsXryYNf6NjY23jAErKSlBcXEx+91SnBYAQRIPnkuXLuH9998XxMbxI90BAQEtJooYNGhQi+exJSUlBUCz+9fIkSMBNCvYBoPBbl/beAipVIquXbsyV8Ts7GzWeTOZTPjwww8dKveNjY0CJfzKlSt2c1tFRkYys7ZcLhfEIKakpEAqlSI3N5fdf2dnZygUCuh0OhaTGBMTg0mTJgEACgoKWF0kEgk+++wz7N27F1qtFqtWrcK6devsFOPAwEC8/fbbAIDdu3fj+PHjKCsrQ0ZGBs6ePcssrzt37rRr4JydnTFv3jwEBAQgJiYGPXv2xI0bN3Dw4EHW2e/WrRtkMhmmTp2K3bt3w93dHXq9Ho2Njbh06RJeffVVrFq1Ch4eHigtLbXr4P9VMBqNyM3Nxa5du9g7N2XKFNx333145plnBO587du3x2uvvcae27vvvou3334bb7zxBmbPno3Zs2djxIgRWLt2LWpqamCxWJgyzvPcc8/h0KFDOHz4MI4ePYrdu3dj1KhRkEqlbJQtODgYI0eOxOOPP47JkydDKpUypaulwZjS0lLk5+e3mkiI58iRIygrK4NSqYSvry/atWuHqVOnwtfXF5GRkYiNjbWL7crKyoLVaoVSqYSPjw9SU1MREREBiUQCnU6HLl26gOM4DBs2DEOHDkVkZKRAnvJuvxMmTGBuITExMQgJCUFDQwOCgoKYAvPFF1/AxcUFWq0WSUlJ0Gq1OHjwIPuGlEol3njjDUyePBkymQyvvvoqBg0axKxwvLUrJycHV65caVEWqVQqeHt7IyEhgVlO+/Xrh0GDBsHNzQ1msxmNjY1oampCREQE+vfvj8cff5wdv3fvXiaLg4ODoVAo4Ofnx0b+OY5DeHg43NzcUFpairq6OkRGRoKIBIMBgwcPZlbSvLw8+Pv7C6yztnJ97969TP4qFApmOVMoFMz6wN+jfv36ISoqCsXFxaiursauXbtYedu2bYPFYoGrqyu+//57FBTYzo3c/J4VFhZi9+7daGxsFMScDh48mMkc23kRVSoV9uzZg1OnTrF7D0BQr+rqarz66qswmUxwcXHB5cuXUV9fDyLCtGnTkJ6ejjNnzuC9995j19hah1oikWDmzJmsHRG5c0gkEjYAGhgYCJ1Oh/LyckgkEty4ccNugMdqtbL2l4jwyy+/MGsaz80ux3K5HAqFAklJSUhNTWXrjxw5csfmoxL568B7rQFwGJpgMpkwb948lJaWwsXFhcV75+bm4uOPP8YPP/yA//znPyAizJgxg3l/EBEGDRoEFxcXXL9+HfX19bhx40ar/e2WuOPKWf/+/aHVallsV2xsrMM4lvT0dJZUYeHChXjttdewZcsWREdH45VXXkF6ejrKy8vx5ZdfstgyIsLixYsFLnIlJSUwmUw4efIk6uvrYbFYkJ2djaSkJFy+fBl1dXWYOnUqDhw4AJPJhMWLFwtcgfgO1enTp/HPf/4TZrMZFRUVAnP5tm3b7Pzhb6asrAxjx47FypUrATQrOxaLBWfPnsWCBQscHlNcXIzjx4+jqakJmzdvhkwmw759+2CxWLBr1y7WUGZnZzOfVjc3Nyxbtuw3jyDyWQ4dsXnzZqSnp9utv3btGhOkvr6+GDVqFGQyGTiOQ3JysiCGyxFarRZHjx5l18K7dR47doy54twMf/8NBgOGDBnCOo03J3hpSxyCXC7HpEmT7EaNr169ylygzGYzc8kBmhN3dOjQgVl8+Q5x9+7dsXXrVnz55ZfMNTc1NRVOTk64//770blzZ5ZApH///jh8+DDS09ORlZXFniPHcejXrx+zCh8+fBhAs9mcb8AUCgWWLVuGdu3a4dlnn8W3334LjUaDrVu3wmKxICwsDAaDAVOnTkVBQQEuX76MGzdusGvjR3N+/PFHbN++HZ9++imefvppGAwGgbD65ptvkJubi9WrV6OkpIRZGv9q+Pr64vDhw5DL5WygQa/Xs/t0//33M/eZBx54gE3IrVAo8Nprr7HBGtu4Sl9fX7zzzjvsuNOnTws6HHwsDm+ViIuLQ3BwMHPZIyLU1tZCrVZj4MCBCAwMdGgRsyU/Px+RkZG4//7723TdRISUlBSUlpYK4uouXrwIjuNatTbZWrnr6upw6tQppKSkMLc/AMxt+ubjrl27xiweN27cEAygNDY2Ijc3F+7u7ujUqRPi4+PZPeTj6zw8PGC1WnHs2DGkpKRgwIABOHz4sMAKV11djRs3bqBdu3YICgqyG8E0GAzIyMjA0KFDUVZWhn379gnqyHP8+HHs37+feStwHAer1Qq9Xo/IyEiUl5cLlBQ3NzccP36cdRpPnz6N+vp6JCYmIisrC6Wlpeze23oTHDx4EP7+/oiPj8ehQ4dQWVkpyMp6+fLl24pdOHLkCNRqNZydnfHNN9+w+OKysjJ2HWfPnsXly5fx6KOPori4mMlPV1dXdOzYkVky+edje1+8vb3R1NSEiooKJCcnw2w2s0FC3hVNp9M5bE9UKhUMBgMuXbqEbt26IS8vDwsXLgQA5hmi1+tx+PBhdr+WLFnC2jz+fg8fPpwNDti65YrcOZRKJbMEZ2dn46uvvoJarYbVasWPP/6IzMzmRJQNDQ3Iz8+HXC6Hi4sLe66PPPIIZDKZYBDHy8tL8K5duXKF9ev4OEag2ZXYkYuwiEhLWK1WbN++HWazGRKJBLGxsWhsbIRer4fVakV5eTnkcjkGDx4MiUSCuLg45OXl4fz58/Dw8IBSqURRUREGDhwIiUSC5cuXY+TIkVCpVMjNzUX37t1RWloqCAPgvXBuhzuunJ0+fRoXLlyA2WyGu7s7EhISBKOQ/v7+0Gq1KCkpEZjD9+zZg/r6epSVlcHf35+lqN+zZw+GDBnCOrK8JYOnsbGRpaoPCgqCVCpFaGgoIiMjYbFYoNFoYDabUVdXB7PZbJdinicvLw/fffcd6zy3a9eObbONE2sJq9WK3bt3M+vViRMnUFxczM5tS3JyMmJiYtDU1ITg4GA4OTmhpKQERUVF7J6YzWY7Sw/QPAqQkJBgl0nmdrAdldfpdGzki79HrVFUVIRvv/2W7ZeVlXXLxCl6vZ6N2F65coU9g6amJtaZTUhIELiW8cKZiGAymQSCPCQk5LbiD5KSkuDu7m53bbYWOqLmGeX50fBr167Bz8+PdcAqKirg4eGB8+fPg+M4ZGRkoK6uDh07dkR0dDTat2+P8+fPC4L4OY5DZmYmqqqqsHfvXtb5IiLs3r2blc13yNRqNUtgwit4vr6+cHJygrOzM5RKJXJyctC+fXtMnz4dQUFBKC0tRXV1NYqLi2EwGCCXy6HT6fDkk08iISEB+fn5mD17NpKTk1mChqSkJEgkEgQGBiIgIADu7u747LPPYDAYsHjxYofWzD87EokEJ0+ehMVicZgyPDQ0VNDxs41jsoXvgADNioltmnY+zgKAQNHnkcvlgkyFxcXFzOWY33Yr92Wg+d24nWy3CoUCxcXFLLES0NxBlkqlGDhwIFsXHByMiooKlJSU2JVhMpmQm5vLrDg8ycnJDjvM165dY9dfUlIisPzzZanVagQGBgosLrzilpycDLVazZSJvLw8ZGVlMSucwWCAk5MTPD09Waykozi9vLw8qFQqNDQ02MXE8sTExCA8PFygeCclJcHFxcUubsXT05MlTZLL5fD392fy2JEXhi2XLl2Cu7s76+hqNBqWUbJLly4Ced+3b1/W2MvlcoFLNB/LExgYCIlEApPJhAsXLsDX1xfe3t5sv8DAQPj5+cHFxUUgM/V6PQICAuDt7Q2JRCKwwkVFRbH4RgC4cOECfvzxR6Y83/xN6PV6ppy5uLhAr9cjOzsbCoUCer0eZrMZWq0WL774ot394WMY+W/g+vXrKCsrE3iOdO3alZVvtVpFK8pdQCKR4Nq1awCaLV7h4eHw8fEBEaGurg5NTU2QSqVwcXFBeHg4nJycEBgYCI7jYLFYoFKpoFarBX2qgoIC9r5LpVJUVlYyT5eAgAAmJ1UqlcO4dBGR1rD1QoiMjBRM51RUVASz2QxPT0+4uLhApVLB398fV69ehaurK9zc3JCRkYHw8HDW1nbv3h1OTk6orq7GoUOHoNFoBO2FTqe77WRad1Q5a2howKOPPorBgwejb9++yMvLY6MnPL6+vtBqtXB3dxfEk9mOYt+cmrIto4m1tbW4du0as5zx5OfnY+DAgSwDUGvw87lYLBb88MMPbbrm3wIfYwQ0u2Xyri2ZmZmCObAccePGDZalUCqVIjk5+ZbpjGUyGR5++GFIJBIQETZt2sS2VVdX3/b8MbYKza3mxrrZUufm5uZQ2Lq6ugpG8flnLpPJ8N577zF3Fg8PD6xZs6bNKVGB5s4gn0UsKChIYOmTyWTQ6/VwcnJCREQEsyrFx8fjww8/ZPsVFhaic+fOqKiowOeff46ioiJIpVJ4e3sLMqidO3cOiYmJMBqNAqV81apVAkuEbSeHt94GBQVhzpw50Ol0zEpYXFyMX375BT/++CMeeugh6HQ6REREYPjw4Zg7dy4++OAD5j7Wrl07zJkzB/3790fPnj3x4YcfQqPRwMvLC0lJSSzLGtDc4Pbv3x9vv/02QkNDUVdXBy8vL2RnZzvsnP/Z4d29fvrpp1vuy3fqfw+rV69mLqJfffWVw/Lc3d1ve0qRQ4cO4ejRo3Zy9VaYzWb27AEw9z5bmch/c47kpFQqdTggxLuP8LElQNuzMvIcP37czi2kqqqKZWfjvRkqKyuhVCqhUqlw7NgxFBQUQCKRoK6uDhUVFfjss8/afP4TJ06wZ+Ls7IygoCCEhYWhoKAAubm52LRpE0pLS5GZmcmeY0lJCY4cOYKzZ88CaFbOCwsLcfLkSeTk5ODQoUOwWq0oKCjA9u3b7c5ZXV0No9HI3PIVCgVcXV1RXV2NU6dOYevWrcyF2t3dHVKplMW4FhUVoaqqCmfPnsXWrVthNBqxe/du5Ofn4/Tp0wCa282HH34YZ8+eRVZWFtavXw8fHx/4+/sjIiKCyczAwECo1Wr8+uuvdnVMSkrC1q1bkZubi88//xznzp1DZWUlZDIZqqqqHKYn58vV6XQIDg7G999/j7y8PMHcnKGhocyThVfaPTw80KFDB7YPn0H5xIkTWLp0KRoaGnD58mXMnTsXjY2NWLNmDXbu3HnLZyvyx1JXV4eNGzcCaHYPf++995h11sPDgyXn6Nq1K4sbzczMxAMPPGCXM6C8vNyuP6fX6wVzAW7ZsoV5NzmKmRcRaQ2JRIKxY8c67Gf2798fmzZtQn5+PiZNmoSLFy9CLpfjpZdewpdffom9e/ciIyMDJ0+ehFKpRIcOHXD48GHU1NRALpfj0KFD+OKLL1iyKJ62hhrYckd9AEwmE4qKigSN49atWzFhwgSmyZ48eRLFxcVoampi878oFArmCsk3Gvy8WGazGRkZGQ4tOv3790dxcTHOnDnDsukBQEZGBsuAePHiRSxbtoy5KtkqXXymP94vfubMmXj11VfR1NTUZh9SFxcXGAyG23JHuXLlCrOwtTRSLpfLYbVa7axnVqsV586dg1KphNVqxaRJkzBv3jyBP/fNuLm54ZlnnsEvv/wCo9EouLZbWcpuZvDgwYiJicGCBQtgtVoRGBgoyFrm6HquXr3KhG3Pnj0xevRoLFiwQOBCd3OjyyssSUlJGDduHKRSKbZt28ZG7Xx9fe0mpgaaR//d3Nxw8eJFqNVqVFZW4uDBg/Dz88O3336L8PBwnDhxAhMmTIBUKsWSJUtQX1+PtLQ0dO/eHWlpaQCaR7n5rKONjY3QarUYOHAg9uzZg7Vr18LV1RVPP/20XaIYhUKBLl26MOsxH9NWWlqKIUOGYN26dWwUkq8vf8+KiorY5J4VFRVYunQpamtrkZeXh+DgYMTHx+Pw4cOora2Fr68vHnvsMRQXF0Mmk6GxsRG7d+/Gyy+/zCZJ9PDwgLu7O4qKithIZV5eHgICArB48WIMGzYMGo0GFosF69evh8FggFQqFYxw/lUoKCi45cS+/CCFbbDvzfBzFwLNij3//fBKPm9V0mg0KCoqQlBQEI4fP46cnBxMnz4d4eHh7DwqlQoWi0XwDfKy5+bvks8UWl9fj/r6ely+fBnBwcEsM2ttbS1LnlBSUiIYGOC9C+rq6lBaWgqLxYI9e/aw1P88KSkp2L59O8rLy1FVVcUGvO677z67ONfTp0/j1KlT+Pnnn1FZWYl33nmHKReLFy9G586dATTLNz5zri0Gg4FdIz//lu05eOvNxo0bMWLECFitVuzfv5+Nrjc1NTGZe+nSJSQmJjIZuH79enaPa2trER4ebjep9ZkzZ9CvXz/cuHFDYL0pKSnBSy+9hPT0dNTW1uKxxx5jje78+fMxf/581NXVQalUYsqUKSgoKEBBQQH69u3Lsm+OHDlS4MYpl8shk8nw66+/onv37sjJyUF0dDTbXlNTg9GjR6O+vh4mk4llzzUajfj666+Rk5PD6jB+/HgmS8+fP4+UlBTmasO/U5cuXUJKSgoqKyvh5+eH69evs/vP3xe5XM6uWa1WCyy++fn56NOnD4qLi1n74+rqivvvvx8NDQ3w9/eHl5cXLly4gL59+6J3797Iz89n51i6dCkbaOTL/eGHH/DZZ5+hoqICmZmZbP2gQYNYe0RE+OSTT9C9e3f2bpjNZixYsAAZGRnYtm2bnReKyJ2HH0DmY3CA5szNn3zyCXs+Bw4cYG72mZmZuHHjBurr63HgwAHk5eXBYrGwuDM+863FYkF1dTXzABER+a3IZDI0NTXZvUdWqxVpaWno0qULsrKyYDKZYDKZsGPHDmzevBl79+5FQ0MDtFoty5hdWFgomEfUNnzkd8FnjrsTi6+vLwEQLF5eXnT48GHq3LkznT9/njZt2kQASKfT0ZEjR6hdu3bUu3dvWrhwIR0/fpw2btxInp6eJJfLKSAggGbPnk1fffUVDRo0iJUpkUho7Nix9P3331OnTp3szunp6UlvvfUW+63Vakmj0ZBarWbrOI6jl156iR555BECQDNmzKDo6Gi7shwtHh4e1LNnTwJAq1evJh8fH7ZNr9dTZGRkq8c7OTmRTCYjADRu3DjS6XTk4+ND48aNE9y3N998kxQKhd3xEomEAgICiOM40mg0rKyWln/+8580bdq0Nl1bS0tgYCAFBgaSs7Mzubu7s/W2z+Xtt98mb29vu2NjYmIoNTWVAJBSqSS9Xk9arbZN53VycqLBgwdTTEwMASC1Wk16vZ40Go3D/adPn07Tpk2j//f//h9t27aNJBIJu2c6nY5CQ0MpOTmZOI4jvV5Phw4don379tH27dvp2LFjJJVKCQBpNBry8fEhf39/9n78+9//JgDUs2dPun79OhmNRiIiMplMrH5SqZS0Wi0pFAo6efIkffbZZwSAHn74YUpPTyeFQkGRkZEUFhbG6iWXywkAqVQqeuWVV8jFxYXUajWlp6fTihUrCAAFBQXRsGHDSCKRULdu3aisrIyIiKqrq9n7NnPmTOLZsGEDWx8XF0chISEEgHx9fenMmTP0+eefExHR448/TklJSWQymagl4uLi6E7Kkf/F0qFDB5ozZw4NGDDA4TXm5OTQM888w57n9evXiYjIYrHQxYsXyWKxEBHR/v37af/+/UREVFVVRRs2bCAiooaGBlqzZg0VFBSQxWKh/fv3065du4iIaN++ffTKK68QEdG2bdvo6aefJiKikpISateuHWVmZlJdXR2FhoaSVqulQYMGkVwup7S0NCIi2rx5M0mlUhowYAC5uroSAMF3qNVqKS4ujpRKpeD7cHd3p+vXr9OqVatIJpNRTEwM6XQ6kkgkNG7cOCIi+vDDDyk1NZWIiJYuXUoAyNXVlZ3nu+++I7PZTD179qQlS5aQ0WikXr16sTrw39fN8on/vidNmsS+D/7eT5w4kVxcXOjUqVP0xBNPkJ+fH12/fp2+/vprkkqltGLFClq+fDlxHCc4j6enJ12/fp1iYmIoNjaWqqurqW/fvnbnl8vlrF6dOnWiwsJC6tu3L82cOZPOnTsnkF/8t56dne2wrN+7TJw4kWpraykiIkKwPiEhgSwWCy1ZssTumPnz51NWVlabZSQAmjx5MhERzZ49227bW2+9xd6v8ePHExHRokWLKDY2lioqKmj9+vUUFxdHJpOJJkyYYHf8Bx98QKWlpeTv70/9+/cno9FIU6dOpTFjxhAR0eeff07/+c9/iIgE7QEvjxsaGph85JfQ0FAqKCigrVu30vDhw6mpqYkmTZpEvr6+NGDAAAoODqba2lo6d+6cwzbQdrnbsuWPWP7o9+5OL1KplPR6PalUKgKa23mlUinYplQqSSKRUGBgII0ZM4bJp4qKCho6dCgtXLiQYmJiqEePHlRbW+tQTtty4sQJqq+vv+V+In8/Ll++TEePHrVbX15eToGBgRQTE0NyuZx++OEHysvLs5NPSqWS0tLS6IMPPqCwsDCqrq6mZ555RrBPz5497dqS25FPd9RydrMJG801g7u7O0JCQvDNN98IXCnatWvHXMD4uCvebeudd95BREQEfH19UV1djZCQEOTm5iIjIwOPP/44VqxYgR07djAXE+D/0mOWlpYKTIy8G4VMJsOYMWPg6uoKq9UKjUbDRoGioqLwyCOPsLmxDAYDNmzY4NDH3WAwoGvXrvj111/h4uIiiMEgIkRERLQ6Aart6J/RaITJZIJMJhOYYXmXGkcuRlarlVlfbj6HI+vV1q1bW5ysua3wrj03n8/WTSwtLc3heTIzM1nQcGNj421ltqmrq2NzUwBglgNHODs7IyAgAAUFBVCpVAIfYD4QtLy8nFncampqMGfOHIwfPx4jR47EV199xUbjjUaj4Fr37NmDUaNGAWieBsLX19fhs7FYLOx9mzdvHpszQy6Xsxg329gXrVYLPz8/ZGVloaGhAffddx/69euHzZs348CBA8yVrLCwEFVVVbBarbh48SILxgccu6H5+voiKioKly5dEiSzaWxshEajYe9adXU1y6r1V0atVkOlUuHUqVO4du2aIFaMh88StnXrVixcuBCbN2/Gli1b8Nprr+Hll1/GsGHDMH78eERFRaFjx47Yv38/Nm7ciKKiInz33Xc4deoUhg8fjsLCQpw4cQJvvPEGUlJSBBahsLAwQUKim2NLDQaDQ9dLi8UimI7ENvutwWAQPGNbCyAAZom7Vdws/53d7FptO28ZHyd2cx1s4SeoBRx7BkilUmY5i4yMxJdffolTp04hOjqaxZrYxj05Oo+npyecnJwcnt/2/ubm5qKsrIy1TYWFhXc0ppKX7Y7iHAE4tNBu2bIFo0aN+sOmt7B9Bvz/KpUK+fn5qKqqgkqlEtxvRxA1z8N4/vx5mM1mQQxaQUEBm+7A0bmJyK4dzc/PZ+6SdXV1f3n581eFd8u1WCzM1REQZou+edv169exY8cO9lutVuOVV14BUXNmPKlUikuXLjHvp5YQ3xmRlrBYLA777nzMdEZGBhQKBUpKSuDl5WW3r8lkQlVVFZKTk7Fw4UKkp6cLprcCmr3mNBqNIJ76drijMWdSqRTPP/88UlJS0LlzZ7i4uLAOsdlsxuzZs/HLL7/8X+UkEkyZMgUTJ07E8OHDsWvXLixY//+5CQAAGmNJREFUsAAzZ85EcnIy9Ho93n//fRw6dAgJCQn45JNPMHHiRHTr1g1qtRoxMTEs89mTTz6JAwcOsGBt23T7PAqFAnPmzMHy5cuxYsUKjBkzhm2rqqrCvHnzsHz5cixfvhyffPIJPv30U7bYpvDVarUICAiAj48POnfuzCZzBZqVmN69e2P69Om31bhyHCdIJSyVSpGYmChIIHAzkydPFtQrNTUVGzdutJvZ/NSpUw5dAB3VoSXXr5YEoW3sl5+fn8O4FLlcfsuMjn8EkZGReOaZZ27rmMrKShZE39ocbDffl7Y0DN999x3Cw8Px2GOPobCwEFevXmXH8eXdd999+Omnn1jiAT4+EPi/tOZAs5sc3yl2dXVlnSONRuNwaoWkpCR8/PHHdkqIh4cHPDw8MHTo0FvW/6+E2WxGaWkpamtrWxwc4J9JSEgIlEoliouLsWHDBua217NnT2RnZ2P79u3o1asXxo0bh40bN2Ly5MnYv38/jEYj1q5di127dqG6uloQMMzj5eWFpqam3yzQ/5f8Lzo7tmXymQxt08f36NHjN5Xb1lhZo9GI0tJSlpCInw7jTrF7926HccR1dXWtTsp9J6irq2tTAprWICJkZ2f/5ncnPj6ezSkpcm/i7u7u8PlIJBKMGTPmljHvN2O1WlFRUcEywBYVFeHTTz9l36jRaGxTzK9tuISISFuQSCQsLX7Hjh0xduxYh/sREc6fP4/Q0FD06tXLbsoYABg5cqQgVvK269KWnTiOy+U47hzHcWc4jjvx33UeHMft4jju8n//3jIVibu7O5YtW4a0tDS88MILrMNZVFRk97Hx86ZER0dDoVDA09OTxff06dMHVqsVL7/8Mj766CM2L1D37t3x2GOPIS0tDRcuXEBAQAA+/PBDyGQyxMXFISYmBoMHD0ZwcDB69eqFHj16YOTIkSwD3k3XjMjISBY/4u3tDYPBgJKSEpSUlKC0tJTFsZnNZrvGp76+HkFBQVCr1XbxIXl5eSwTFtCcZnPAgAGQSqVISUkRjPhqtVr4+/uDiARzzPTq1UsQl+EIPvMfDxEhPz8f7du3B8dxLN2+7dxvgHDeHL1ez0bG+aD4lnDUAIeGhsLZ2RlarRZhYWGCfXilwcnJyeEEzH8EcrmcxW8EBgYiOzsb586dg1arRXp6equdBicnp//f3tlHRXHee/z77K6AAYHlRVAsInqDRo9SpGiFWk18SXo0jedoGo8mqSdGJane9LakcmLsJU3qTWpjTKrXaHJzrL0mJkajVo2RYuI5PYKCQo1GNL4ECijrAoag0MB+7x87O5dll7cV2Eny+5zznJ2d2Z3nOzuz35ln5vn9HmRlZaGsrEy/w9ve510JVQDg0qVLuHnzpn6suC6022bjA5zZzkjnwMJjx47VB21dtWoVli1bhpUrV6K4uNitkTt9+nQkJibCZDLpTyJb64qKisIHH3yATZs24fe//73+/2jdSGtsbPT6RMyVjejixYuorq7GoEGDEBQUZNhBqHvKm2w2G9555x2MGjXKa6bP0NBQPWXzmDFjsH37dsTGxuonf5J6jE5zczNKSkrc4oomTJiARYsW6cl++vfv77XhcePGDZw4caLT2BmTyXTbWcoCAgJgNpsxbNiwDtdVWVmJGzduYNSoUR7LXA2IH/zgBx16Q3vYbDa9AVBZWenRX98Vj9WWxMREj0aU6wlMUFCQW5bZjoiOjna7sWI2m73ezOgtXDd82tZpt9tRW1vrlo65NZ09yWrLpUuX0NTU5LWxdf78eVRWVqKlpQVlZWUoKytDfX09SGeykZKSEj2m0duNC1fMkOuJaElJCUpLS1FWVoby8nJERka6jfHXdju8xWM7HA4UFxfjwoULiIiI0OMpGxoa9IyAfdmI9pWe8icj095x6HA48Prrr3cY794RgYGBsFgs+niiu3btwtdff633NAGcvQJc4/aVl5fjiy++0J+ku8YMFIS2hIeHe2TaBZznRNcDnbq6Oly7dq3dGLIzZ86gpKQELS0taGxs9Li2e/vtt92S63Wb9vo7ti4ArgCIajPvJQArtemVAF7sbD1abAo/+ugjvZ8xAIaGhlIpxfT0dC5cuJABAQFcvnw5HQ6HW3/QpqYm1tbW6u9ra2tps9nY0NCgz2tpaeGePXuYk5PDK1eucPXq1QScMVHr1q1jTk4O165dy6tXr3LNmjU8e/YsDx06pMdnff755/q66uvrOXHiRALgI488wjlz5jAqKopRUVGMiIjQYx68lbCwMG7dupX33HOPR9yFUsqtn/wdd9zBVatWMSQkhK+99hqHDBmiL/vVr37FOXPm6H2z77zzTiql+Oabb3LkyJGd9mcNDg72GpsQFhbGbdu20Ww2MyMjg88995y+bNq0aYyOjuagQYOYm5ur7ydfy9q1a/m73/3OY358fLzHPIvFwuTkZCYnJ+vxXbdTIiIimJOTQ7PZTLPZzGXLljEpKYkFBQVu8YhDhgxhQkICg4KCOHXqVA4fPlzvW2w2m/nJJ59w+fLl7dbz1FNP8dlnnyXgjO3as2ePfqykpKQwKyuLu3fv5vbt2/naa69x6tSpnDBhAtPT05mQkMC4uDhWVVWxrq6O9fX1bG5uJumMdbJarTSZTDSZTHzrrbfY0tJCu92uxzRt2bKFW7ZsYU5ODufPn88HH3yQc+fO5ezZs5mWlsb4+HiOHTuW58+f14/tffv2ceDAgTSbzTSZTFRK0WKx8Le//S0dDgdtNhv//Oc/MyUlhS+++KJH3+zW+DPmrKe8yXXcuWLJOqKmpoZ33XUXFy1axOjoaJ+OS6UUX3nlFZJkfn6+HnN24cIFxsbGsry8nNXV1UxPT6fdbtdjglzfj4mJYVVVFUkyLy+v07gbbyUpKYl2u52VlZWMiIhwW3b//fezqamJW7duZXBwMEtLS7ljxw6PdcyZM4ckefXqVT2+Y8GCBV3WsHz5ch49elSvf8WKFVywYAGVUszOzubbb7/NAQMGcMmSJczJyaHJZOLDDz/MK1eu6HFvrX9T138rISGBRUVFTEtL67D+0aNHMzc3lyNHjuSUKVOYl5fH5ORkt88EBQXxyJEjna7LlzJmzBjm5uYyIyPDbX5MTAz37dvHadOmeXwnNjaWGRkZHZ5/2pY77riDCxcu5MCBAz2WmUwmRkRE6D4QERGhnzOsVisDAgJ072wdP+0qZrPZ7XzoigF0rctisTA9PZ2HDx/WY1tdxWq1cvPmzV7PBf3792doaCjHjx/Pe++9V49XApyx2KWlpXqcbkfb7i9v6kl/6unjrqeP4YSEBI/5gwcPZmZmZqcx7+2VadOmsaamhg0NDVy4cKE+f+jQoTx9+jRJsqGhgRs3biRJXr58me+//z5PnTpF0nm92PYaUhDaYrPZ9OnKykqmpqbqHlxQUMCysjKv/mQymThgwACOGTOGSUlJXuOru1LY3n++vQXs3GBKAQzSpgcBKO1sPa7G2f79+wmA48aNc0vcEBsby+TkZAYEBOgXK76Ql5fH7OxskmR2drZuDq6TR1BQEBMTE6mUYmZmJrOysvQTWOvG2enTp5mWlsbAwEBarVavySy8lZCQEG7bto2PPfZYl3aY1WrliBEjuHTpUv7yl790CyIcPnw4U1JSOHDgQI4YMYJ79+5lWFgYjxw50mHjLDg4mLGxsdywYQPXrl1Li8XCadOm6b+31WrluXPnOHr0aE6ePJk///nP9e+GhYXRYrEwLi6OBw4c0AN32x6YrkQVHZWkpCTOnz+fGRkZvO+++7w2uEwmE0NDQwmAixcv5s2bN1leXt6lYMrOSmBgIHft2sXw8HAOHjyYBw8e5MSJE5mRkcHExEQOHDiQS5Ys4ZkzZ1hVVcWdO3eytLSUq1ev1o8bV+Psww8/bHd/Ll68mHl5eVyxYgV3797NN954w+33PHbsGK9du0a73c6bN2+ypaVFLwcOHOD69ev1BllrGhsbWVRUxBMnTvDEiRNuRuINh8PhVpqbm1lRUeF2U4N0JrU4deqUvt5Nmzbx5ZdfZlNTk9vnqqqqaLfbO6zTgI2zbnvTkCFD+Jvf/KZLAeTXr19nTEwMZ82apR+3vpQXXniBX3/9NfPz85mZmUmHw8HTp08zJiZGb5zNmjWL//rXv1hbW+t2AZScnKzvl/LycrcbOl0tZrOZ2dnZPHjwoEcCHYvFws2bN/Ppp59mUFAQ33zzTU6dOtVjHZGRkXzppZc4ZcoUZmZm8tixYxw6dGi3dLRu4LZtcLR+75oODg7m2LFjvXpJ6xtJUVFRXfLf1p9p7/NdXZcvpb31dqfx9U0oPbmdrobf6NGjO/2+v7ypJ/3J3/uus33R3vzbubEbHh7OoqIiHj9+3OPGyJQpU1hbW0u73c69e/fy2rVrtNlsemKmjvj4449ZU1PT6eeEbz8Oh4PHjh1jRUUF//CHP3hcU8fExHgka+rpwttsnF0GcBJAEYAl2ry6VstV6/dtvrsEQCGAwvj4eJL/3zhLS0tzu+tlMpkYExNDk8mkZ43yhdaNs3Xr1nH58uVMS0tjSEgIw8PDOX/+fC5dupQ/+9nPGBcXp++Q8ePH88svv9TXs2HDBkZERPDpp5/ulsnEx8ezqqrK7U53e8VsNnPLli2cP38+b926xcLCQo+7m1OmTOHFixd5/fp1Hj9+nIMHD+aVK1c6bJyZTCaGhYUxPz+f+/fvZ0JCAl999VXOmzePgLNx9ve//50xMTGcNGmS13XFxcXx3Xff9Wq6ixcvdrub5a1YrVauWbOGFouF0dHRPHv2rJ6VsXV54IEHWFBQwOjoaEZFRXHjxo3csGGD10Zhd0tERAS3b9/OkJAQPcOXKzNlSkoKi4qKvN5dq66u1i+GBwwYwOLiYr766qvtnohCQkKYmZnJ5uZmFhYWehwvkZGRjImJ4fDhwzlr1izm5eUxPz+f+fn5LCsr47PPPssFCxbwyJEjHg2prnLjxg3m5+dzx44dfPzxx3nu3Dl9WV1dXYcNj/Lycubn53PdunX89a9/7fY0ujP83DjrEW+KiYlhQkKC/v+/du2ani2vvr6ejY2NvHDhAknnE/t7772XVqv1ti6gZ8+ezf379+tZaU+ePMn77ruPAQEBXL9+PU+cOMHY2Fh+/PHH3LZtm9vFbVBQEGfOnMnFixdz9OjRPjccLBYLg4ODvS4LDg7WG0Bd/S+6ekHc7v9WipSeKv7ypp70J3//hv4oSimmpqZy9uzZXpetWrWKv/jFLzhu3DhGR0czISGB+/bt46VLl/Rzk7dz+3vvvcfLly97P5kJ3zlqa2s5b948RkZG+vyUtzf8qavZGjNIViilBgI4rJRy6whP0nVC9oDkZgCbAUB7XIj4+HgsW7YMcXFxmDFjBrZt24Y777wTWVlZGDFiBOx2u9dg+a4SFxenJ/54+OGHYbVaQRInT55EfX09pk6d6tKGP/7xjzCbzaiqqsKiRYs8ElNkZGTgRz/6EQ4cOOCWUagjvvrqKxw9erTDwRFDQ0ORnp6Oo0ePIjc3F7t27cL06dOxfv16j0F+R44cqQ9+XVdXh1u3buHw4cMdjp3mcDjQ1NSEvLw81NfXw2az4bPPPtO3oampCX/5y19QXV2N4OBgr8HnDQ0Nen/u1phMJgwbNqzTYNu6ujo9+6bNZsOOHTtQUlLitR7XuG7Xr1/Hk08+CQCuE9Rt4Rp81uFwoLKyEs8//7w+flpNTQ0KCgpw/PhxDBkyBFVVVXA4HPjxj3+M3NxcPQ7SZDLh4MGDOHToULuaXLEWFRUVOHnyJCZNmqTH0Sml8MADD+jj/Fy8eFEftBMAJk2aBJIYMGAAPvnkE30A4O5y9epVbN26FYAzdubChQuIjIzErVu38OGHH+KnP/1pu/E0xcXFOHDgAAD0SXKWHqRHvCkpKYnz5s3TYxm2bt2KGTNm4E9/+hPGjRuHU6dOYe3atVixYgVqampw991349NPP72txB379u2DzWbD5MmTUV5ejpkzZ+oDNT/11FOIioqCzWbDQw895BGb09jY6JbRzFdaj//YlrZjoXUFGRBWENzoEX9q7zPfZkjq49l6W7ZmzRps3LgRS5cuxeOPP4709HRkZWVhzpw5ePTRRwE4s35Onz7d7btz584F4MywPGHChC7FpgrfXs6dO4e6ujo89thjKC4u1sfUjYqK0pPT+APV3QtgpdR/AvgKwOMAppCsUkoNAvAxyaSOvpuamsrWf7ampiaYzWZ8+eWX6N+/P/r379/tDehNNm7ciCeffFJPRNIdOvuO2WxGWFgY6urq0K9fPzQ1NXX4HavVCrPZjObmZtTV1cFisYCkxyDUfYXJZILZbO5WNqSOts+X37gnaV1/WFgYGhsbu63HZDLBarXi1q1b2LVrF2bOnNkbUg1HamoqCgsL/R55fTveNH78eLYdUsBsNqO4uBjnzp3DokWLuj0guyAI/oek370JuD1/+i42zjrDZDLh+eefx+uvv46goCA9aVxqaiqSkpKwYMEC9OvXr92kIKtXr8YTTzzhlgVb+HZTWFiIMWPGoKGhAREREbDb7QgKCsKGDRvQ0tKCZ555ps81tedPnT45U0oFAzCRrNemZwB4DsBeAI8C+C/tdU93RbkyhLmeKBgVXxoNnX2npaVFb5G7PtvRd9reoff3haLD4ejwyZ03Oto+fzbM2tbvLbV1V3CNlSb0DT3pTW1P4IGBgbDb7bDZbCgtLfX7/00QhG8WvXntJDjPt8888wxIIjAwEBUVFfjqq6+Ql5eHrKysTrN55uTkSDbH7xiu/X3y5EmMGjUKZWVl2Llzp97TyEh0+uRMKZUIYLf21gJgO8kXlFKRAN4FEA/gCwAPkuzw+Z9Sqh7OYFgjEgWga/0W+xaj6gJEmy8YVRfgu7ahJKM7/1jPIt5kCIyqzai6ANHmC98obwK+M/5k1OMFEG2+YFRdwLdTW7v+1O1ujbeDUqqQZGqfVdgNjKrNqLoA0eYLRtUFGFtbb2PkbRdt3ceougDR5gtG1dVXGHX7jaoLEG2+YFRdwHdPW5cGoRYEQRAEQRAEQRB6F2mcCYIgCIIgCIIgGIC+bpxt7uP6uoNRtRlVFyDafMGougBja+ttjLztoq37GFUXINp8wai6+gqjbr9RdQGizReMqgv4jmnr05gzQRAEQRAEQRAEwTvSrVEQBEEQBEEQBMEA9FnjTCl1r1KqVCn1uVJqZV/Vq9X9P0qpaqXUp63mRSilDiulLmivVm2+Ukq9qun8h1IqpZe1fU8pdUQpdVYpdUYp9e9G0KeUClJKHVdKlWi6crT5w5RSBVr9O5RSAdr8QO3959ryhN7Q1UajWSl1Sin1VyNpU0pdUUqdVkoVK6UKtXl+P96UUuFKqZ1KqXNKqc+UUj80gi5/409v0uo3pD8Z1Zu0ugztT+JNPmkTf2qDeFO7usSbfNcn3tR9bX3vTSR7vQAwA7gIIBFAAIASAHf1Rd1a/ZMBpAD4tNW8lwCs1KZXAnhRm/4JgIMAFICJAAp6WdsgACna9AAA5wHc5W992vpDtOl+AAq0+t4F8JA2fxOATG36CQCbtOmHAOzog/36HwC2A/ir9t4Q2gBcARDVZp7fjzcAWwEs1qYDAIQbQZc/i7+9SdNgSH8yqjdpdRnan8SbfNIm/uT+e4g3ta9LvMl3feJN3dfW597UaxvTZsN+COBQq/fZALL7ou5WdSa0MZhSAIO06UEASrXp1wHM9/a5PtK5B8B0I+kDcAeAkwAmwDnQnqXtfgVwCMAPtWmL9jnVi5qGAPgbgLsB/FX7IxhFmzeT8ev+BBAG4HLb7fa3Ln8XI3iTVq/h/cmI3qTVYyh/Em/ySZf4k+dvIt7UdY3iTV3TI97UfV1+8aa+6tYYB6C81ft/avP8SQzJKm36KoAYbdpvWrXHxt+H806L3/Vpj7+LAVQDOAznXbw6ks1e6tZ1actvAIjsDV0arwB4GoBDex9pIG0E8JFSqkgptUSb5+/9OQyADcBbWpeGN5RSwQbQ5W+Mup2G2i9G8yZNk1H9Sbyp+4g/eWLUbTTUPhFv6hbiTd3HL94kCUEA0Nm8pT81KKVCALwP4CmSX7Ze5i99JFtIJsN5tyUNwMi+1uANpdQsANUki/ytpR0ySKYAuA/Ak0qpya0X+ml/WuDsnvLfJL8PoAHOR/H+1iV0gr/3ixG9SavbcP4k3uQz4k/fQPy9T8Sbuo54k8/4xZv6qnFWAeB7rd4P0eb5k2tKqUEAoL1Wa/P7XKtSqh+cBvO/JHcZTR/JOgBH4HzkHa6UsnipW9elLQ8DYO8lSekA7ldKXQHwDpyP6NcbRBtIVmiv1QB2w2nO/t6f/wTwT5IF2vudcBqOv3X5G6NupyH2i9G9CTCcP4k3+Yb4kydG3UZD7BPxpm4j3uQbfvGmvmqcnQDwb1pWmAA4gwv39lHd7bEXwKPa9KNw9ll2zX9Ey7gyEcCNVo8uexyllALwJoDPSL5sFH1KqWilVLg23R/O/tyfwWk0c9vR5dI7F0CedjehxyGZTXIIyQQ4j6U8kguMoE0pFayUGuCaBjADwKfw8/4keRVAuVIqSZt1D4Cz/tZlAIzoTYAB9otRvUnTZkh/Em/yDfEnr4g3tYN4U/cRb/INv3mTt0C03ihwZjA5D2ff22f6ql6t7rcBVAH4Gs5W8GNw9p39G4ALAHIBRGifVQA2aDpPA0jtZW0ZcD4O/QeAYq38xN/6AIwFcErT9SmA1dr8RADHAXwO4D0Agdr8IO3959ryxD7at1Pw/1mH/K5N01CilTOuY93f+1OrKxlAobZPPwBgNYIufxd/epNWvyH9yajepNVleH8Sb+q2PvEnz99EvMm7LvGm29Mo3tQ9fX3uTUpbmSAIgiAIgiAIguBHJCGIIAiCIAiCIAiCAZDGmSAIgiAIgiAIggGQxpkgCIIgCIIgCIIBkMaZIAiCIAiCIAiCAZDGmSAIgiAIgiAIggGQxpkgCIIgCIIgCIIBkMaZIAiCIAiCIAiCAZDGmSAIgiAIgiAIggH4Pw+ABsdJYaZMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x180 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2E2D9qrM4ev-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 229
},
"outputId": "4f2fb99d-14bb-4258-eacc-7e519009acf8"
},
"source": [
"lab = cv2.cvtColor(img, cv2.COLOR_RGB2LAB)\n",
"view(lab, 'lab')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x180 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "BbOekSHo45rg",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 229
},
"outputId": "e5443414-1042-453a-e651-9eee11e22b34"
},
"source": [
"ycb = cv2.cvtColor(img, cv2.COLOR_RGB2YCrCb)\n",
"view(ycb, 'ycb')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x180 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "QDDr6_oAJYxG",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 229
},
"outputId": "a67580cb-7178-464b-9a48-6b40829409f1"
},
"source": [
"yuv = cv2.cvtColor(img, cv2.COLOR_RGB2YUV)\n",
"view(yuv, 'yuv')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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t+iLjiOEPAv2W7eplPJanGa0eAphXv+c//tsIruv+T67rvu667us+n+/Q1TvtTaDFhX6/L4amV+jgBIrnO+wzACMChyqTXFeLEBQ5OPnl9YHRlWkKB/yed6VA/8vr6L9rkYVl99bNYV49FL60oU0Gg4GUl4OaHtx4bU76tVCiy6dXM4BHRg3FAy2uhEIhKX8wGJRjKb71er1D699bHxz8tRBDwUHfK//PgViX+bD60nWgxSuWwWusHSYsUcSiIEfjtt/vS11RWNSrQHzO/A7/rkUoTsi8wtJgMEC1WhXhRT9r3ru+J4o4vCctfPIYAOh0OlJvury9Xg+hUAidTgftdlsMXO9zOkxEfEH43H1RMplEMBhEIjGamopGfiKRQDQaRb/f/1yCTCAQQK/XQzabRaPRQLvdRigUGhEgaXjG43GEw2Hpr/TnFGXK5TISiQQCgQCKxSK63S5CoRBKpRJCoRD8fj+CwSDK5TLi8bhMjOPxOOLxOGq1GpLJJNLpNBqNhhi26XQafr8fvV5Pfvi89/b24Pf7US6XsbGxgV6vN9Kn6roCHvXBfr8f7XYbrVYLuVxOjO1+v49CoYBCoSCGc6vVQiqVkve83+/LpJFl2NjYkPej2WyO1M/u7i6GwyEePnyI1dVV1Ot1VCoVrKysAACq1Sru3buHvb091Ot1fPTRR4eKFvxbp9PB6uoqNjc3EY1G4ff7EQqFEIvFUKvVcPfuXZTLZamncDiMXq+H9fV11Ov1T7wT7C8HgwGKxSK2trbkuXv7mUgkgl6vh3v37mFrawuO42BjYwOrq6sjz0f/9Pt9tFot3Lx5E5VK5RP3puuV5fX5fNja2sLt27fR7/exsbGB27dvo1arodls4tq1a59IZMhycZLF61SrVWxsbKDRaCAcDsPv90u/8d5772F1dXWkPIFAQNoQz7m/vy9lrVarWF1dxXvvvYdbt25hZWUFf/7nf45CoYBqtYqVlRUZ415wPndfxIUOjhW6z+/3+/J8KD58VmElEAggFouh1WpJf9ZsNlGr1UYmwmz/LIPXC4/PNpFISJtKpVLS16XTafT7fTSbTfj9foyPj8Pn8yEcDiOVSklZxsfH0ev10Gg0kMlkEIlERsZwDRfYcrkcGo0GotEoEonEiIB5GOwv2L+w3wuHw/J5PB5HKpWSsXtqakrea10nXBjJZDKYmppCNBoVEZf2n9/vRyQSQafTwdjYGCYnJxEIBJBIJDA3Nyf3ferUKSQSCaTTaeTzeVkk9N5zJBJBIBDA8vIyZmdnZQGPP9lsVs7FxTXXdZFKpbC4uIhAICBiMKFtxbJw8fUwb5Z+v4/x8XGcPXsWMzMz8Pl8WFhYQD6ff6K4lUqlcOrUqUOvr2H7jsfjyGQyuHjxIpaWlnDp0iV861vfQjKZxPT0NF577TUEAoGRZ51KpXDu3DmEQiHU63W0221pZ+fOnUMymYTP50MymUQ4HEY4HMaZM2cwOTn5CQ8tPutMJoNvfOMb8qyAAztpbm4O3/ve95DP5zE/P4/XX38d6XQa586dw4ULF2TBTP8cNcHT+Jri+7j//oLCj4uP58fHPMfPUeZphJ93AJx2HGfZcZwQgL8F4FNdAThR9bpWAo9Eh8Pc0LVHBvDIsKbQoQ1CCg40YHgcr09PGE4y9ERaT3oBoNlsotvtjpzX5/Oh2+2OGCHdbldEiU6nI4JHt9sVY0p7aACQcnQ6HdTr9ZHyAxgRKThYaQ8TDvosH40D7dHTbDbluHa7/QkPIl2vruuiVquNrPhrTx9+r9froVKpjHiOdDoddLtdtNttMSS73e7Ic9Kr4xSTWq2W3Lv2uuI5eByFJRpkLC/rhxMc7aXCa7JN0YjSNJtNuX+Wl2XUIof2AGq323KM9jDztjEePxgM0G63RwRFlkl7IGlxiffAegEeCQPaM4srUbptEH0OLUJpjyEtFur2o8NUgEcC4GFC3gvAF+6LAoEAKpUKSqWS1IH2RNne3v7M9+s4DlqtFvb29hCNRvHw4UNsb28DgLznFD2azaZMwra2tlAsFuWzVquFSqWCer2O9957D4VCAZubm7h8+TI++ugj1Go1fPjhhyiXy+h2u1hfX8fly5dRr9exubmJ9957D/v7+ygWi3j//fexu7uLSqWCDz/8ELu7uwiFQiL8tNttEWsqlQo2NzfxF3/xF9jd3cX6+jpu3LiBRqNxqNGvxUi24e3tbWxsbCCTyUh9+nw+rK2t4aOPPkK/38eDBw9w/fp1hgzKT71el/5kY2MDV69exfb2tpSv1WrJ/4vFIoLBID766CNcv34d+/v7WFtbw9tvv41Wq4W1tTW8+eabWF1dxfr6Oq5cuYJOp/OJZ8k23mq1cPv2bdy6dUvGDYpvxWIRV65cQbFYRKPREEG6VCrhww8/PLSN8Fl3Oh2srKzgww8/lL7Re2wgEECz2cT169dx8+ZN9Ho9XLt2Dbdu3UKz2RypI/3T7XZx9epV1Ov1Q++LddbtdpFKpRCNRrG1tYWbN2+i2+1ie3sbH3zwAVqtFvr9Pq5fv/6J7Ut5jUqlIsKN4zjY29vDhx9+iK2tLQCQCZjjOHj//fexvr4+Ml7zcwBot9tYW1tDp9MRAYtjFd+D4XCIe/fuIZPJYDgcYm1tTSb0uv0dhb6IY9pgMEAkEkEikRB7gZ/HYjEsLy8jFot9JuHdcRzkcjnMzs6i1+thamoKp0+fRjwel/FdHxuJRJBKpZDP5zE9PT1yLnpAXLp0CVNTUxgfH8f58+cxNzeHZDKJl156CZOTkwgGg8jn83jttdcwNjaG+fl5vPrqq+Kt9aMf/QiXLl3CK6+8gh/+8IcYGxs7VPhxHAfhcFgEgGg0ipMnT+Lll1+WunkcFKWSySTOnTuHxcVF9Pt9ESfD4TDy+TwuXLiA8fFxTE9P4/XXX0cmk/nEuVqtFgaDAcbGxnD69Glks1kEg0GEw2ERMgOBAEKhEBqNBmZmZnDu3Dlks1ksLS3hu9/9LnK5HBYWFvDNb34TmUwGY2NjePXVV0W48bYBeq6cP38ep06dkoU01s/k5CQuXbqETCYjYq7jOMjn83jjjTewuLj4iUVK2rXBYBCLi4tYWlqSxQxd77TTstksvvGNb+DEiRMIBAIidjxJ+BkfH8fP//zPI5/Pj3hDeaHncTQaRTabxWuvvYZwOCziWCqVwvT0NL797W8jnU6PfDcSieDs2bOIxWLY39+XRZVIJIKXX34Z2WwWPp8P4+PjYmudOXMG3pBu2jf9fh/JZBKZTEYW+LLZLPx+PzKZDGZmZkQ0X15eRqVSQafTGRHutMD/AvZFxnHE9/EinXn8GI/hC4d6ua7bdxznvwbwpzjYtvRfuK77wad9j5N4TmD1oMYJKFeo2EHr8CL+TcPVmlgshm63C9d1ZfDhZFWHuACjQo0OF+MgCYyGQGkxgl4ZLDNXxHg97VnBe9JeQlpw4aSdk1AKAzo0gNenaEbPC31/hJMSnp/167quGO68FwoX/Fy7afMc2kjkv7w2xRQ9UdLeLjRsvB5MepDkRFvfu46hZ2iT9v7hZ9rDRguKPF6HWlHE8QojusxeI1S3M6+xrT3M9D17Q9p4bLfbRTgclnvk865Wq+IxxOvRoKRQxXcgHA6LgKTDEnVb1N5z9OjgZywLDTy2LV3fvKY3hO+wdvCi8EX6Irb9ZrOJ1dVVFItFfOMb38Dk5CRKpRIajYZMklOplKxcP4nhcIi7d+9id3cXy8vLqNVqqNfrmJycHAlfIe12G1tbW1hdXUUymcRrr70mdV0ul1Gr1fDWW2/BdV1kMhnxZslms1hbW0M4HMbs7CwuX76MW7du4cSJEygUCvjZz34mK+S3b99GPB5HNBqVifRhojuF4d3dXXzwwQeySspwpVwu99j7psfC/v4+Hjx4gG63i52dHQyHQ6RSKRHMK5UKGo2GePOkUimcOXPm0IkcPVImJiZkwqXJZrOIx+PodrvY39+H4zhoNptYW1vD5uamiGu1Wk2OqdVq4iV1mIcOvRGq1ap4JVDMYB3pENRqtSrPiZ5YXnjczs4OLly4gGQy+dg6dBwHjUYDjUYDtVoN4XBY+q7HfYf9yZPwCiTVahW1Wg2xWAx7e3tot9uIxWKPndhpz65YLIZoNIpSqQQAePDgAebn5zE+Pi5jI8f2w86jFx0Ouy/tYaiFe/K4ELUXhS/SF+mJ6MmTJ5FKpXD79m3s7e0hk8kgFothZmYGFy9eRK1Ww+bm5qeWw3EczM3NIR6PI51OI5PJ4MyZM/KOaG9mx3GQTCYxMzODkydPYn9/H5ubmyNtZmFhAa+99hq63S663S5OnTqFWCyGcDiMU6dOIRqN4sqVKzh//jyWl5exvb2NsbExnD9/Hr1eD/V6HYlEQtpZKpXC3NwcKpXKJ7x4KPxkMhnMzc1hfn4eCwsLWFxcxNbWFra3tx/rVRIIBMSb5NSpU9jb28PY2Bgcx0Gn00EsFsPU1BTm5+dFzMzn81heXsYHH3ww0v6AR57Bk5OTKBaLcm3df3BBLZPJYHJyEuvr6yL+PHjwQMScWCyGXq+HXC6HbDaLjY2NQ9sCcGA7TE9PI5lMotvtolaryeJNPB4f6Wt8Ph8SiYSIJzs7OyMLicR1XfEEXVlZ+UTIK22xWq0Gx3GQSqUQi8UQiUTk2o/ra5rNJrLZLObm5lAoFJ7omaUXjyhw7u3tYWZmBqlUSoS6xcVFFAoFOZblnZ6exsOHD8U7l4uVk5OTiMVicF0X9XpdFhLj8fgn5g16sc4rhGp4//F4XOrhsIVpw3hhYHLnpxR+TMg8ujxVYLLruv+X67pnXNc96bruZ0qYoUUW3dnq8C5OPL05bw4z+vSk23sdb94b7eLJybU2RDX8u/bK0F4VFEq8+Wt4vBZ9tBGrJw46fw3zFekwLApGXF3Q90EhRHvrAKNeM8PhUDxv+B3Wla433rue8LNcOqxKCwAUWzgQ6rw8rF+W/XEGvhYqaPgeFsLlDU3jZ9rVWQt8ul14xQqeMxQKycSJ986B/UmrODwnJ2SsH+/96++xLetVQrZRXpPPW3/X6+FFDwq2i263K94W+no8lw4d1OKqFtd4LEU/7fHEazOc6EXm8/ZFfIb7+/tYXV3FrVu3xDuPnmvFYhEfffQRdnd3H+tdoCewDD1aW1vD7u6uCBz0jiMUvGdnZzE+Pi7X1J51DM3odruoVCqIx+NIJpMiQK2vr0uYTqPRgOseuPszlAoA0um0tC8tPGsjWIuT09PTmJmZQSgUQq/XQ7vdlvAwfbx+H4GDkE/XPQjPWl9fx8bGBvb29kSMZyhIpVKRSSwFct33amHZ5/OhWCxib28PAEbedQBIJpNIJBJot9vY39+H3+9Hp9NBsVjEzs6OeNvQ46VWq4kHjBa3+aO9CRmixz5WP2sdYkxxifXvFdTY/3U6HTx8+BDNZlP6eX2cfl+73S6q1SparZZMwHis9mLl71w40AsKuk/3eun5fD40Gg00m01EIhHxLNPjpTe/ne7vOLHO5XJwXRfFYlE8IHkv7Au1OM5y6tBsitJsW95nTPFbvzteb4YXTYQGvphdBBwsYE1PT+PkyZPyDnIi7n7s9cPw6seh36WJiQmZTDPsCxj1YmZ91+t18cRgSBPrl3mq0un0yKISz+X3+5FKpdDtdiVUqd1uo9fryTXb7fZIOw2FQpiYmJDP9bs2GAxQLpfFk41jH0VTLu5pQZZlojdgq9USwSaVSsHv96PVamF3d1dChKrVKvb29kbC3rQYpu2XbDYrHijekHfeFz2N9vf3Ua1W4bouIpGI1Gk0GoXjHOSUGRsbG7mOvhfgoJ3ncjnE43G551qthkAgIOdhHXS7Xezt7aHVao308Ye1jUQiIWFr2nbUi1GVSgUAJGSK4oe23fk9lmNtbU36aoaFeu1Fbb9y8YmLXpVKRdoocxFOTk5Ke/H5fHJ/+Xwe8XgcsVgMwWBQFlpzuRxCoRAGg4H0ccFgUIQfb9vVual0n6lteubli0ajsnjj7b8N44XCT+Hn6ZI7m8fP0eUr7720wk5PBj05pRut7vD1AKy9G/i5V3zRXgscbLzhYIcZycAj4/OwmF0dA8/v814oWuhBlwMEc3zo3DvecCAKCHpwPQ/q0YsAACAASURBVCyMSIszFBwo0OgJBPEa7t6Jif6/rks+E+91uWKuRRF9Tf6f96PD2/SPvkct+uiVJV1m1hXLSWOFYoguNz+jR5VX4OM5aVizzXjDm1jv/GE5IpGI5CTRRhuv5RX6+Fz5zFl/WlDxXld7grFN6PeDYhtXMulNxOuxLmgI6ZwC2qPJ69mjJ3h8NlqQOiouzcPhQd4YGuycTKytrUlSR+CgrprNJjY2NlAqlWRiE4lExM2c+So6nY60jXK5LKIZ67NWq0kOBebLiMViGAwGuHPnjqzyMsfMcDhEJBLB5OQkxsbGEI/H5ZmdPXtWrr20tITJyUkkEgmEQiHE43F0Oh2USiVUq1U5x2AwQL1eR6vVwkcffYROp4PZ2VmZBLKNM7ElwyB5D8x9wBVlGuLj4+MYDoeYnZ1FLpeTkJ58Po/d3V04zsEKfrFYxJ07d5BIJCRnTywWk9xEnFhyYhIMBtFut7G8vCxtl6vr0WgUlUoFhUIBw+EQ5XJZcjZ1Oh1MT08jnU5jOBwil8thMBhgf39fnkOn00E8Hker1UKhUMDU1BQmJiYQCoUwMzOD119/HVNTU2g2m6jX6/KsFxYWUCqVMBwOkc/nEYlEsL6+Dtc98DLls2s0Guj1ejh//jzi8bhMrNiXxGIxDIdD7O3tjXi0sk8JhUJot9sicBWLRYyNjSGbzaJUKsmKdiaTEUGt3W6jUCjIRHdnZ0fyqBQKBaTTaSwtLWF8fBy1Wg0zMzOYnp4e+X+73ZYcINVqVTyurl27hs3NTWxubuLq1atIJpOIx+Oo1+sSGl0qldDr9bC4uIjd3V0RJbvdLubm5rCxsYE7d+5IGM/Dhw/R6/Vw//59bG9vy8S+VCpJm6zVaiIE0BPgKDI9PY1MJoNmsylhRzMzMyOh1gDEe48h6f1+XxYAmHRY2wKZTAbT09My3rXbbfFQo63DcZL5pWiv8N2kx06j0ZD8KgyB2djYwO7urohGHBfpcct+NRKJIJvNSl9JgaHdbiMej6PZbCIWi6HT6YhgFIlEpI+jsNzpdFCtVtFutzE2NiabDrRaLezs7CCbzcJxHOzs7GB3d1fGxZ2dHYyPjwOAtC0KQI7joFwujwi+Pp8P+XweruuKV1I0GpW8VPV6XUJtaRfoxUBu/BAKhbC1tSV5hmjLcoxmn+n3+5FOpyVHW6PRkAUD5g9iO+Czq9fryGQy0qdxs4B2u42FhQV55hSu2CeNjY0hFoshlUphcnJSwny1wKzbFnMsxWIx9Pt9TE1NSb6pXC6HdDqNWCyGa9euIZVKoVKpiMDUbrcxNzcnYbMTExOYmJjA+vo69vf3sb+/L3VEgbFYLGJ3d1fC03K5HJaWlqS/ZsQAP+/1elhdXZU8eoPBACdOnBBPy1gshomJCczNzYnIl0wmkUwmxSt3amoKg8EA09PTOHXqFNbX11Eul5FMJlEul9FsNmVs5uJdMBiUhNOfJsgaxlfGMwr1shw/R5cvfVcvL4d55+hQKB12AjyaeHtXGXRokBZVvDyuM9YhZN6JrBZItKeE17uGcCLoXbmmUaUFDR2mpetECxpa2NHhS9qDw+sVRMNLex94xRIKBfp6ehVW75jAiQrvT4sGFFJ4DU5wvfVNEUyHhGnRSAt+/D+9LvQqNXCQM8ObEFGvEPKetUiiQ71ohPl8PlmhpseOXr3Tq3g6qW2r1Tp00sGJKA1uupMPBgNJyKnvR5dRi02hUAjNZvPQpI9MHkshhgIDDU0+t16vh0AgIB4f2oBj2SkYcTXM53u0GxDbC5+/fhZaBDwqsO+IxWJYWlrC7OysGLl8TkyEnM1mZcLOEL1gMIixsTERVMbGxjA1NYWtrS15JoVCAc1mU1ZpmUujVCpJ+6SAq1eB9aQnkUiMvK/AQaLLRqMhx7H/YV/E/A+6fQ4GB7mmKpUK7t69i8XFRczOzqJQKKDf72NpaQnAgbceJwa7u7simqytrUmy1d3dXczMzCAQCGB9fR3379/H8vIyUqkUqtUqms0m9vf3ce/ePXn32u22JKvudruyk0qn00E0GkUul8Pa2poIRUz+zJC4RqOBeDyOYrEIv9+P5eVlAJAJbTabRSQSQbfblVXeUCgkiVz7/T7a7TYePHiAiYkJ5HI57O3tYWtrC9PT0xgMBigUCrhz5w7GxsZQq9VElHJdF6VSCevr6/jP//k/4/Tp01haWoLjHOQHKpfLEkKTTqexsbGBQqEgfR49r6rVKt5//30sLi5K/h8Kg6FQCOVyWRKTVioV8V566623JJHulStX4PP5JDdJrVbDzs4O7ty5g1qthkQigfv37+O9997DcDhEt9tFoVBAr9cTAYV9dyQSwcOHD2VHrWKxiJdffhmrq6tYWVnBG2+8gVAoJLmW7t27h9XVVfzoRz9Cr9dDqVTCxsYG2u02dnZ2cOLECSwsLODdd9/F/fv3JR+R4zi4ceMGtre3ZWK8vr6Ou3fv4vr16/D7/XjllVcwPz8vHlQUyfn82Nc9LvTt64q2ibrd7ojYyHrgWMd8TAxxaTabIiLXajVMTEzA7z9IzL6/vz9iH/h8B4mJKYBwcYtCIcODut0uyuWyvE8cj+jNpcP0u92uCMbc9ZTePsxDpReIOp0OGo2GiMau64qQ0O12sbi4CNd1JdSRnrkUUmKxGMbGxpDP59HpdCTxcqFQQKPRwNzcHKLRKFZWVtDpdBAMBpFMJtFut3Hq1ClZpHOcg/A29qvJZBKTk5MyDvd6PczPz0t4FuucOYIAYGtrC5lMBrlcDvfv3xcPRgpgABCNRuWZUaSgWJVIJLCwsID9/X20Wi1MTU0hmUyKQEOhLBqNYnJyEu+8847kCctms5iensZLL72E+/fvjwhQ8XgcFy9eRDweR6lUwpkzZxCNRvGf/tN/EiGVCx6vvfYagsEg6vU6Ll68iHK5jJWVFZRKJYyNjYnAw9xJ8XgcFy5cwJ07d1AsFvHaa6+h2Wzixo0baLfbSKfTmJiYwEsvvSQifD6fx5kzZ7C5uYlwOIypqSn0+31MTk4im81KSFcymcTU1BTW19fFI4yC9OzsLK5duyaCfSwWw/T0tIg5FM6mp6cRCBwkx65Wq9jd3UUkEsH09DTC4TDGxsZkl8BUKiVlmpiYwOzsLBYXF9FqtbCysiJ2k+u6ku+JbScSiRyZRTDjiCHJnb+Yx48ldz76fKUePzQc9KTXKwJRiPDG43q9MXQOFwojwCMPF70Spnds0MdxgstVKm84GMUIr8s/DR8e790RQueQ4CoEJx5ccej1euJxwB8tWvB4us1y8OEAz3PpZM40ymq1mlybdUrjj9/nKi09RmhQa9GBXjusA4oI7XZbRAN+R3tw6VAK7lqkc/Tw2bCOdAgD74Mr6DROdeJlCoQsE1fwaFhqEZEr6HxGuk61gEijSbv/6lAUfpdlpjHIc/O50hAmFNvYzij+8NosN+tMty2eh8YHy8b6Y5l4DtYDVwX5NyZL1Qma6V3A58TJICfahwmN/N5Rge8V65YhORsbGyNiIttjoVDAysoKyuUyrl69inv37qFSqeD69eu4fPkyXNdFLpdDMplELBZDMpmE3+9HtVrF2toatre3US6Xcf/+fVy/fn0kRIbeLW+99RY+/PBDOI6DdDqNZDIp+b50SIP3Hvg3LdpwBVnT6/VQKBTwwQcfYGtrC5VKBWtra7h586a834PBQEQneqWsra3h8uXLkhj48uXL4k5/5coVvPXWWygUCohGoxgMDnayunv3Lt5++2189NFHI+In+/xer4ePPvoIb775pghh77//Pq5evSphABQUrl27hmvXrqFYLOLGjRv4i7/4C+zt7SESiUi41djYGMLh8Eh+C048+cPntbGxgXq9jgcPHuD27duSl4KeA7dv38bbb7+NjY0NEUaZuPvevXu4d+/eJzwe19fX8cEHH6BWq+HBgwe4fPkytre3kc1mkUwm0e/3USwW8dZbb8kObQwzZD+u32u2yZ2dHXz44Yd48OABarUaVldX8cEHHyAcDiMej6PRaODhw4e4evUqVlZWUK/Xcf/+fdy4cQO7u7vodDp48OCB7ITm9ZBlWFm9XhdPru3tbVy7dg0PHx5sSMVxbH9/Hzdv3kS1WsX09LTsilepVHDv3j0AwOzsLMLhsGzRfuPGDWxsbEi+KOZP4o5Tm5ubuHfvHsrl8siighY56eHAse2oQbGHeUxSqRTm5+cxNzc3YnswUfeZM2dEKFhaWsLc3BwSiQROnDiBM2fOiEdNs9mUpOiBQEC8J5aXl0W0uHTp0si21FwMmJiYwMmTJ0VY0s+ECwTAo/GLIiOvyeuyn6CXTKPRwGAwkATzTAjd7/cl+TPtCcdxJPG74zgy4f/FX/xFAMD8/DwuXryIEydOYHJyEidOnMCFCxeQSqVksYg7bDEhNW0g7j4GABMTEzh16hReffVV5PN5RKNRnD59GidOnMBwOBQbKZfL4aWXXsIbb7yBiYkJzM/Pi8hBb5RkMol6vY5+vy+LCBxj6ekYjUYxPj6OxcVFTE5OSgLhs2fPiicdBc+ZmRm8+uqrmJqaErspGo1KG6EArheWmK+JyZJPnz6NVCol7xBD91555RUsLy9jaWkJr7/+OhYWFuQ8iURCxLxGo4FOp4OFhQXJ6RSNRnH27FnMz8+LXZHNZrGwsIDl5WXZUr3f7+P73/8+4vE4AoEATp48iXw+L96MrKNKpSLeW41GQ3JIMVF4JBJBo9EQMXhmZganT5/G2NiYiGsU8FiPzWYT6XQagcDBVuzf+973EAqFpE7Yf/L5ZrNZTE5OinhHTyd6HTKEjztyGsYLx/DjuXOv9eTjHvd18/g58nylszg9idRePJxEcyedXq8nnSp3dqLhyfNwYsttdXVIDw0UGv3pdBqu60o8uje8jBPmbrc7kmyaAg7LTLQHhI555q4MXAHjyqYO5+J5GAfP31lurtLrkDfeM+uMx+mJv8/nGxHGtMeLDqkDRsPkKLTwnN5QMBp8FFW8Qp3rupIclNdiHXLVz+tNo/9Po0on7qbgxPNSXOLnfE56G2zWNwU8Tpp0ebXYqMU9b3tke6M7LyehOgSO3iCEYVtc3dbu+X6/XzxFuNLO8nArZxomzIWgw62AR9vU+v1+8ezSITq6ndJY09sna9GKbvq8V/6N96nzSen2xzo4SvAd5nbSKysr2NzcxLe+9S1pF5yQXb9+XYz9q1evyor4W2+9hb29PUxNTcl7Fg6HMTMzgxMnTgAA7t69i1qthoWFBVkhTSQSSCaTIk5ubm7i+vXrElKlwyJ0joRwOCzCFMUaPhefzyeJKHVeCbY14JFXAUO2yuUyCoWCiMFsZ/RSoVD68OFD2UZ+Z2dHXPo3Nzexvr4u7ytXtiuVCra3t1GtViWMh/0MhZhyuYzNzU3Mz8/Ltt2BQADpdBrpdBr7+/vY29tDpVLBxsYGJicnUa/Xsbu7i3q9Lp5YbO98XlpodV0X0WhU3jPm9uh0OqjVaigUCqjX64jFYsjn88hkMigWi3j48KFMrhk2w1ASvqcMq2PSbE7MWdfZbBapVApXr14VwZbeDgsLC7h69aqE0ESj0ZG+wXEO8rRwV7VkMomJiQkZA0KhEJLJpOyMyPxPoVBIvMeCwaBMZIbDIebm5jA1NSXCNusknU5LOCA9H9hW+N4Ph0NJtJ1KpTA7O4v79+8jmUxKvbJdcoMGJsX1+Q62hWbYytTUlIRYzM3NYXt7G8PhEMViUcIq2J8yIXCpVBrxhtULPl936NHCNpXP5zEzM4NwOCziGwDZivzixYtIJBJYX1/H+fPnpa2fPXsW/X4f29vbYtvoXHD04tDedZcuXZKdBQHILktnzpzB4uKiXF/ntvF60dK+4VhDu4fjuf6dC1hc/BgfH8f4+DjefvttCbd89913pV4Gg4HkOWKy4xMnTojIPT09jVarhfX1dWlb0WhUFo/o3bK0tISNjQ25T+4ORW8Wv9+PEydOoNVqoVqtYnJyUvLH0LOKgv7y8jLu3r0rXiYMF6anJXMmcYGOCe4pakSjURFuGa6VyWTEY4thm/v7+0gmkxgbG0MqlZJnUC6XJV+ZtpsCgYDkqGMI2MOHD8XjRYey6cUCPkvgwF7g5gBcGHQcB5VKRdoRRWLayDyGeejYF3J8oXhYLBblusViEaVSCZVKBeVyWbxzSqUStre3EQwGJV8SPZ7ZFzK0mvdED1Mm8Nc2/vT0NG7cuIFOpyPepvV6XfqXlZUV8TJrNBoyrtPDTEcUcFEhkUigVquNiKFHpS8yvuYwN8/q/wfs3QeyJz7X1y3Hz9HnK/f4oZcBByt20Dp/iPYq0Ll56G2ic7rwWBocPA/wyFNCh1FpoUaLHzSktceKDk/iwKM9bFh2vVOMLhvLp8OrdBJnnQ+G16UxywHduzuZ9r7QBhcNDC2usGxaLOJknvHm/LsWK3Q5tIcW64cDIY/lNbTHDAApu04sqa/HsvI7NJBoMHnv0+vhpVdCtVDBYzmp57/MdUNDRyeuPkxIo9eL9v5gXeh2osulPb10mB9FMNY5d+fiyibbmxbl6KXEcrFOWNd8h/jjDctiXevJJNsdhUF+ro/TuZm0B5S+16OADhft9/uo1+syISoUCiPv19zcnITiUXSkOBIIBCQRJle7OUnmhGdubk5WCweDAVZXV3H//n0AB94SY2Nj4mXDcABdRobvxWIxjI+Po9vtSiJMtms+d74/FNP53DOZjKx2vvLKKxJmlcvlJL8Gvei4Ws8+hMmladgvLCxgY2NDwoXo3cRVUooF3Dq+2WxKCJMWqbLZLEKhEAqFAtbW1iSkkqu6LOPS0pLUy6VLl5DP59FsNjE+Pi45iYrFoggH3Cq+1WrBcRzMzMxgZ2cHyWQSCwsLInBywsfwsFwuh2g0ina7Lfl3NjY28PDhQwlP45hUrVZllxzm9eFOQVwt14J7rVaTOrxx44bUXSKRwP7+vkwO2T8DkHAZvosMK/P7/ZKbh2Fcb7zxBtLpNFZXVzExMYHhcIjbt2/LO3v37l3xyOr1etjd3ZUt1CmS0xOVY0q1WsXc3ByAg0nP7OwsJiYmJC8IvYnYr1QqFRSLRWxtbWFvb09W9iuVCk6fPi2eO/F4XPKlXLhwQepsenpa3sOxsTGsrKygUqkgnU6jVCqNCO/eRYivK7ynTCaDdDotOXSKxaLkgAEg4h+FCyaGDwQCyOfz8sz4/vA7wKOdTyku5vN5maCHQqGR7cy54KMFWNd1JYcMJ/q9Xk+2cWdfqXOfcTckvh9MTg0c7CzHvDIUXiYnJ7GxsTGSN6zVakn4MkXtTqeD+/fvI5vNihcl+0m962U8HkcikUC1WkWv18P4+Lgk6QUgic25qFUqlSQfTjKZlL6UoW98n+/evSv5dZhvaGJiQt5fACLCNptN6U+5FX2hUEAoFMLu7i62t7dFYGGILMda5mdjwn5ugU57gM9nfHxcPHjZF1Js4fvO3FB64aZUKqFQKGBmZka8/Dg+9ft9Eeg4vtGLajAYSK4btjHanrQlmE+NP5ubm8hmszLGjI+Py+6ZXKxiaFcymUQoFEIikZD8aPSALZfL0s7oeU7Bn8+20WjI1vW1Wk363X6/L7uHbW5uip3F8oTDYWxtbcl97e3tyZje7/cxOzsrZWVuJJ3LkgtxhvFcocfPw8vA71363F8/bKHeOFp85ZaTTnTL2G2d7M4rQuhJq9fzBxjdhYG/87tcEeL5KFDwGpxI03BhGTiIaUP/sEk/J/YUEfQ5aQB4PYW0wEVxwitEcXKvPXv0yo4WnihQ0CjR39X/6nw/NGh0vem8O6xTr+CjBzrt6k3BRpdfe8uwTjl54aSLx9Btltdh0jydk8jr1cL/U4zTnioU7Lw5j4hX5NJeWPwbjQ1dF/pfijasf36mv6N3CdPtgfel61B7QGmRimgjikY3kwry+7rt6bpgefjcWJd6csBr8Zmw3el2ARydVS3HOdjhhF432kOO7VXnpzisX6Jop0M59ao4V2bpwUfBd2xsDHNzc/D5fNK/0Hhm2dhedJnYNhiaQ88LXltf17vdMcvIe9GiIa9JYV57EOn2o6E4rScJjUZDQjl0Yl/Wk1es5X3xHKwHXXa2Z66OczLT6XRQr9cRDocRjUaxubkpkwIew391W+a9sD7ZR1UqFWxtbYkAwzAD1hOTyuq8ShSYqtUqtre3xduQ+YhisRgqlYokf2Z90WOrUCjI7mwbGxvY39+Hz+cTTy0KYvRK4A5r9ARjKA/bgb4vv98v+UE2NzdHQpo7nQ4qlYpMuHVur2aziVKphGQyiXQ6jXA4LOFc5XJZJrdaMNUiJb0ATp48iUwmA5/vIK/R+vo6tra2xDOgXq9L0ly9eLGwsICTJ09iampKBHp6I01MTIjnmBbZjwp6LAYeLZLw+bAN68UKHsfv6vGMAoEeqxg6yTw85XIZxWLxUO/gRqMhoqAul16o4/ukF1qAR4KTHq/5OcceLgYxFMxrE+m+h/YD+zaG5nBxj3Dcp6cGk0dHo1GUy2Xs7e2h0WgcWv+6z+OOfQDEa5KfdzodNJtNCTHlrk8M5WIifj4/el96F9u8C1Ss33g8jpmZGUxOTiKZTI68a2wHFCOYwyyRSIg4p/tv1l2pVBKhSNsc9CynF2i320Uul5P8aq7rIpFISK45tiHeFz2PGBbMhN3ValW8o3w+n+yqmEql4LqP8kpRlKKnJpN6s1/hNek5xKT2FH6Yh5FjayKRQK/XE8+iWq2GW7duiecpx1+K1N1uF8ViURYoaPcx4fT9+/elb6bIWqlUxLPdMF44hk/nqUNPH/P4Obp85aFeOr+A9sbgQEg3Vy3OcJKlV/j0qjGNHk5otCuynrjqiQ4n7Lo8egWAgzNXFDjg6W1/eS4ez/AinXCXg4U2GughpD2DeP+O8yhnjA4l8go+XAXWQgTrRRsR/JsWf/jD8ul7oHGpPQjoQkxDTRuZnADqe2Hd0zhn3WshiMdzlY6iHOtLn5viE/9+WPiL1+ikgcjwQT2xZ1gI710b3AxtoKjE50LRhdfTq2f63vjc9USdda/d3fX1uXrNfARebyUt/lHk4n1oDzTei34+wKPttrU3kPamomcZxQGeK5PJyGSRdXyUVtkZkpPL5UTw0h5bPA4YTcBKQ5zH6Wev2zwTKQ+HQ1nF9Pl8yOVymJ2dRTAYHFmd122CbUsbl+yzuMMOV6fZJrQnHL+nhSotUFKA0B59AEY8HHl/bPe6fnhueubMzc3hxIkTsjPXwsICotEodnZ2pNw8j0aHcbJ8bK96EurzHew2xpAHTha5S0w6ncbs7KwkCM5kMvKjJ8+8P/7Mz8/jwoULmJqakpADCiInTpzAyy+/LFusLyws4MyZM/jOd74jIVPtdhuJRALZbBZnz57FwsKCeEHMzMwgn89ja2trpH7PnTsn3i0UlzKZDM6cOYO9vT3x/KCXwNTUFF599VXJ+fKDH/wAjUZDtjX+uZ/7OXzzm98UDyzHcTA3N4df+IVfwKlTp1AsFkf6Vk5cA4GAeO/oMSmdTuPMmTMIhUJYWFiQ5Ljlchn5fP4T/QfbGvP6RKNRSS7LcRMAJicncfr0abz00ktYX18XIYu02228/PLL4qHFPpMhT0wue9RXInU/wx/dZnUf7/V+9b5ffO/5rLSYQ6+xnZ2dkfbJMYvHUrzVfaFuT3oxTaOFcv093g8Xe5jMWI9h+vsARhaBGHrL/C9aAOP9cEe7mzdvYnd3F41GAzdv3pTk4l7hUP+f9lWj0RCvQN0PUwjmTmpcqOJuXK1WC6VSCaurq1hdXRUPOD2WEu25trm5ieFwiP39ffEcLRaLKJfLiMfjWFtbE8Gs1+thb28PV65cQaFQEG/Ger2OO3fuYHx8XMKXC4UCHMfB/fv3cebMmZH7eOedd0QAZP84GAwk4frq6ipOnz6NRCIh/WM4HMb6+jqazSauXr0q3swrKyu4evUq7t+/j/n5eYyPjyOdTkv+sbt374pHDhf76KkDPNpAIxqNihDFMF+WhfWVTCZRKBRGPF+BA5tle3tbwrBqtRpu3rwpAiC/v7m5iffeew+3b9+WHdcymQwKhYLYmysrKwgGg9jc3EQ+n4fP5xPxmh6lhvHCMXw6r3wmd3YxGiFjHB2+8kytXH3iqqfXOGBSSx2HrIUTPenVooIOIeOkW0/C6R2hjScKDsCoxwQn/I7jSD4GTt61QMWddBzHkcHLcRz5OyfuFE70dygAcBca1gGTA+o8OTyvnqBpEcWbaJm/e1f/+BLrSRbFNZZNewvQoNFi0nA4FPdjXp8rNq7ryv8prmgPAl0ebQxq0UiHazFfEp8J2wBFH5ZfixFcVfOKf3R55jFECzy6XHz+9GTiNfUPv892rduW9sCgUajFKa5U6fPp94Jtgga6V3ChCMNdxCgKaW8yPmc+BxrrvJ7etYyf0RVbextpz6DDvD++jvD+KXrpfEr8nJNN5rQJBoOy2qxDcMbHx/HgwQM0Gg1JOExhhrvMtFotjI2NYXd3V0JnWNcTExMoFArikk4vk16vh1OnTiGTyUj4FvM6XLp0CePj4+KCzl1G4vE4zp8/L238G9/4Bubn52Wiwvd8YmJCQp6YZ4gTHU6yJicnJZfIcDhEKpXC+vo65ufn0e/3xSA/ceIElpeXZQesaDQqiZa5Ha/jOLIj1/z8PKLRKKrVKs6ePYu5uTns7u5icXERuVxOVle5ypxIJBAIBPCd73wH+XwetVpN2iTzcTA/xsWLF0VU4242wEHC4Rs3bkj9MUnw5OQk3njjDcRiMezu7op4Mj4+LltQDwYDfPe735VwvldffVU8Zc6dOycr3ryW3+/H2NiYrJZPTEzI85uamhIPgF6vJyvgzOvCLZy5ml6v17G0tCR1EY1GcebMGVkNDwaDuHjxItLpNFZWVlAoFKTs58+fl9XtbDaLvb09tNttzMzM+zlt3AAAIABJREFU4O7duyLsPHz4ENvb2xgbG0O1WkW/30cmk8Err7wiAiG3b4/FYlhYWMCtW7fw+uuvy7Phe8RwC/0uLS4uYnx8HIlEAufPn0cqlUIqlcJLL72EtbU1vPbaa8jlctJ+uVOeHrcnJyelbz1qwg/fDT2mxGIxbG5uiiiijW+GU1UqFbEfSqUScrmc5JlhiFW1WkUqlRJRjomVG40GcrmceIuxPe3v72Nubk52vOIiS6vVws2bN7G3tyde2txY4e7du7JYxbxh/M7777+PUqmEdruNN998U7zUgEd5jYrFIn72s5/JZJ2COD39HOcgv8y7774reWZoK9Fjkjbj3bt38eDBA5RKJfR6PQk5LJfLGAwe7b7Y7Xbl3nw+n+Qm29/fF9us0+lIyBfD3HifH3zwAYrFoiyGEdpJpVIJt2/fxsOHD9HpdHDz5k2xVXd2dnDq1CkAkJw73W4XGxsb2NnZkR3Z2Bc8fPhQRBC/34/r169LSOY777wjiY1v374toW737t3D1tYW6vU62u22JGTf29sTofrOnTt49913kUwmRzyIHMfBvXv34DiO7AjI3GI7OzuSqLvX6+HOnTsYDh+FF1+9ehXFYhHZbFZyajKki2FxxWJR8uExHNRxHGxtbUlIG0PwhsMhdnd3ZTcyegtyHN7c3EQul8OdO3dka3iODeyb+EzD4TDK5bLkWWOIajabxcbGBsbGxiTvVSQSQb1el1xw9MBst9tYW1uTaABtJxnGC4H21ElMf+6v66TOQ3cIv3M0vPyNR3zlvRYnnloQ8Xqb0OOEk1ng0QSfhh9FAU5StUDBZJCc9GuDkSIHBRvvBJ5Gl1SQyiFE8UavHnPCDDzyutEr4zw/E+5qL49OpyPCh96iW4sfOkyI90K06OA1iClW6LwR9PyhCz29WzgJYX3R4NYiiNdDiAYm74l1okM7WDYtPnnVY4Z5ePNhaO8U77+8P646awGR19FtTXvdaK8k7fnEtkO3bpaB7UjXobeeKbDoFU2uhDK0gc+C59Y7plHE4XvhFZoCgcAnEknr5+ptCxRL+ax5LNss2xgnZ7y+Lqe+Fr/rzSH1dYaeZhQn+MN3vNfrSYgA81+cPn1atgG/cOGCCBwTExOSgHJiYkLyzoRCIXz3u9+V3D3ZbBb37t0T13fg4HnNzs5ifX0dg8FAduIaDoeyFW4oFEK1WgUAybtz+vRpAAdhEswbw/w6Fy5ckPs8c+YMYrGYrGTy2afTaSwvL4tXHHMcMd8Ew2SZnLpcLiOTyWBnZwdTU1NSFgqq9B4AIEYzAExNTcnOLtyqmN6DzWZT8uowqfP4+DiKxaL04wx7CgQCsvsNXfMZHlAqlZDJZOQ76XQajUYD09PTEhYxNTWFN998U94FJp0fDoeYnp4WI54eWEzkyntiKFW1WpX+kl6ZFMG12MH3lc+HISkU0QKBAB4+fAi/3y/5lLjrDZPXM7zhxIkT4pHE8tB7g9diYmWGL3ByXqvVxGvhwYMHIjTevXsXjnOQ7Nfv90toBsO1arWahJOFw2HEYjEkEgnZGvnKlSv4uZ/7uZFdiwKBgAgY2lMrn8/L2BYOh7G/vy+7GF27dg3pdFq8g9j3MKcVhXDW51ERnh8Hx5pIJIJarSZbknNMbTabKJfL2NjYwO3bt8W7mB5Zt27dQjqdlv6C4XSu6+JnP/uZ5JcBgHQ6DeBRAnCGJi4uLor3IfuDZrOJW7duiTjHcZFiC3n48KGMga1WC7u7u/LZtWvXkMlkRGTgWNVoNLC1tSV9guM44vXHsrbbbdy+fVvORUHQK/xw5zqGB7EfGg6HkjAYgNhbzL/DtAP7+/ti/9HG4f9pq3S7XaysrGAwGEhoEfAopyIXeijcMp8VP2dOIu1tzjAxPm/aBlzUKRaLYosyNxZFEO//s9ks2u229M8AxMOPx2ivGorP/X5fwlhZZ2wjjuNIOBkXN5gcmfD8oVAIg8FAhDzaDbyvSqUiYwjz3kUiEUnOzGdB25SCHcc45iBjXiaOv9VqVfozLnCwjWhvMR1GT6/fra0tnD17dmQRlbYSxyuKPzr3omG8cGiPn8zC5/+6V/iBCT9Hja9U+NHeKnqizkmvdsnX3gpa7PB6I9Ag0oKS9o7gJE7nPOF5tBsbjXFdHu1Nw8GCYpM+Tgs/WmzgjxZdWA/a00kLHt4wK10mr8DE7/MY7ZnB82k3cB0+xO/zGiyn3+9Hs9kcEVP0dfROUVrE4blZN8FgUBL40TOF9cl60Z5EWtjTAo+uO693DznMG4YCoq5jGpo04Dhp0QM4J2C6fWkPIy8635Suc6+4pMOq6CFG41m/B9qTjcYvjVotAmoXfi0caYFK58PSebTY/lgXbD8U6ficvbmcWI6jAuvqsBAKHT4AHORdWFxcxMLCgng+MAHlwsKCJAQFIBP8cDiMc+fOieHL67HNczUxFovJrlDAaHgZy+IVRB8HBRui2yTwSMjWz9UrHh72jum+RYupj3snH1fXFIr1pIfvVywWQy6XQ6lUwt7e3kiol74f7a3o9cbUZdHPk8d6w1O8x+pr8V69f9c86VkAEG8ehsDt7u6O9NlsfzoEWV9f3+OnXYscNik57Dnp915f+7DnqdsR+1UdOsjz85npvld/n+hxie3JmzOD78lxgEIkc7To9y0ej0voUbfbxdbWFq5duya7EdFzcH9/X/Iztdtt8Zzjue7evYvBYICFhQV5LgwnmpmZQSgUEtEQePTMuEsU8Kg9aztKJ7XVNpX2xAYg4VnchYkCA8vhOI7kCtMh/k/iSW3WC8V05udxHEdyHI2NjYkgQbGl2WxK/Wubk+2Sz0TfI98Lb1+kP/faffod18fpf58V3M2RybK9faT3et7+87P29Z/2Oa9F73LupMjfdX/D89HDLBAISBunQMTE2Y+7D+DReKo/o0BJe5BjuHfc0XazPpdhvHDosT8Qfvxxj0G37YE7QBCWy+qo8ZmEH8dxVgDUAAwA9F3Xfd1xnCyAfwNgCcAKgL/puu7+p52LIRY6vIKTSXqZaO8ELfpoIURPgvmZnpR4J8DeAc7rgaEFB+0x0u12RYDSwg4HQood+jx8cfiZdqEl/A7PpfPEaM8eLXTRQ0HvIuaFx3My5fV+4f1pbxmKC3pir1c7Hjdg8txa/KJRMxwOUSqVJOmh9lrylovloAih8/fo+vUaTTp/E8sBQFb1WUe8Nu+Z19XiEs+njdHD7ltPcHjf+jxe4YoGheu6spLPlW0KWt4EnHpSrifZOnyLBhDbjvcetXDhFTi73a54NnnbEMumBU/drg/z2voqeVZ9EeuT4hhXErnCrRNl09OCbXlvb088TrjjEHOlcJeSvb09OM6BR0Wr1ZJcBToEkMk06bGoB1z9f51PjDzOuGaoKOGEjZMThqdpr0S2Id0Xea/HyQ7bKn900vbH1bPjOBIKwO/p9skyURDhajk9a9gHsxw8Vu/kyMnvYW3T5/PJltYUoHU4Jcck9o06F9izcOX3+XySl6PRaIj3ED973MoxxzN6I+m+4HGwH9ftg+2Yojs9ShiOy5AX4NFuhN4E3wDk+/SM4jl1n0zRQpfTO/ayT/f5fCNeoxSa9Tisx1OvQOVd5PmqeVZ9EccGer9oL1mfz4dEIiFJ4umFWK/XPyF4UtxnEl2Kp3o3LYbosM/b39/H7u4uFhYWRHiq1+vyOQARgw7zdh0MBtLHHLaIpT1CdIgscx0Cj5JQ68+Gw0c7X3rbodcTmuXQxzwOfQ3WValUEi8Z2mp+/0GuSR2er++DyYebzaa0Q+1By3+9NhP7Ky0W6bLrcVbfn34PngbuUKa9mPl/3e685QZGvZSfVBZ9/4/7nO2CwmEsFpP2wrGGfT+vyefGfpkeS/QY8o4x3vvgtb1jm27ffId4jPaS1vfzWRc8DOMrR3v8DHqPP+5xX8eox49x9Pg8Vu0PXNctqt9/C8D/47ruP3Uc57c+/v03n3QC76qq9hDh4O/1euAklN+hgapDtrTHite7RgtI3hVknSeHxgONTk40GAKijU9dFu2NosvFc3OiTqPdK0boSbZeXaawpAUclp3HegclnlN7M3nrTw/yegBl/R0mCPFZcUBmeXVOGU4mtYcLAAkh4LMARietPCfFLj350rkj9ITC60VDaExREOHEjpNLtg2d78bbNvXz9YZ40fBlvfD/2jXaK0jphNgUFbi6zXNQGNL3xranJ9bJZFLqiqEj4XB4RMBkeRlaod8x3jNFSHo86WfAc2jjSBt6z8oAfUqeui/iSh8T6AYCAbz//vv4pV/6JYyPj0tCTLb3qakpOI4j4TXePswrGmvPGk7eGo2G5P6JRqMSssStzF955RW02+1PGMwMQaDrut/v/0RuCeI4joQDAQfvBHOGcZtyADh79qzcP+8xGAwinU7Lzj+Tk5MjE/ZEIoF2u43NzU30ej1EIhEUCgUsLCyMXFPDZJ31eh0+n0/Cr15++WXcu3cP5XIZjuMgn89jbW0NwEGoAnN7AMDq6ireeOMNFItFtNtt5HI52bY4nU4jlUpJ6MLCwsKIB4Lf78fk5CTef/99+HwHnofpdBrFYhGFQgGLi4sSCrC8vIy1tTUMh0NZEX8Wwg9znDDEbnZ2Vu4lGo0ilUohl8thOBxKrqZUKoVXXnkFJ0+eBAAJh32c6DMcHuRa++Y3vynPjW1kMBhgeXkZMzMz8Pl8mJycxA9/+EPxOvzVX/1VDAYDrK6u4uTJk+L9wGu12218//vfl3Ht3LlzWF5elvxCFJoWFxdlV56pqSkEAgEJDfTmVYtEIlhYWJAE16+//joCgYMdc+LxOJrNJubm5uTZvMA8k76Iz4ttb2JiAtlsFt1uV3JwMfSQO5UyFxLf6VgsJs+Ci2sUOOl1yFBSCtk8F8NsUqmUhNaMjY1Jn0O7IxA42BmK4+iT3hGOQ4TbjOfzeeTzeVSrVckBwwTKFN1TqRSuX7+OWCwmXjV67N3a2sLs7CxmZ2dHbCWKvI8rTyaTkcTCtVoNMzMzUufAwRbe9OrUoj93GfX5fFJ3DMcsFArIZrMyvvt8B8mHeZyG48Hu7i5mZmYAQMS53d1dJJNJCamkEMHwomfhbUvBl+9+KBRCrVaTHFsU59gmh8Oh5PSpVCpi82rhzgtFs5WVFclLRFzXxcrKCra3tyXfz9tvvy1hZnfu3MH29jaGwyHef/99bG1tiU0WDAaRyWRw5coVEXBu3bqF+/fvo9/v486dOxImdu/ePbmPTqcjNtz29rbkf6KtG4/HUS6X8Wd/9mcIBoNYWVnB5uam5KmamJiQ/EHaxvRGHli+H+OFwB0A3/9vgK33gXb5c3/dG+plHD2epqf6awD+0sf//5cA/gyfwcDxrg4zT4KebGovE284yogbmlop0QYG/6ZXizjJ1t4gWmzyuuvSmNBuzzQ8OHE/zFtCX58DJyfjuuze8B/eo9fd/TARhruL8b5YVk7i+Tev9wcHK7/fL8ke+Xe90qQ9pLRXk35+TOJMjy19bdYXV3RZ5/ybFl2Gw6EYnywLDRztYcJ60OfweqF4vWTYJrwGkzd0i20FeLSqrX94P7pe2a4owrCteUOjvM/lMA8sb9vQ7VDjFTT5LPh/XSYaaFoU0iKidzWS/6dhSFjn2kPtBeRz90XAqBDJRKHcilYnFubW3gBG2hg5zCD3ejkEAgFkMhnJYZDP58XjgolYGQLBlW7ClXiuTD7Os4XofpH9WyaTwezsrHjScPIXi8UwMTGBEydOIJlMIpVKyYRcXyORSGB8fBw+n08mhxSwHuftAxx4cc7OzooIG4vFkM/nMTf3/7d359FxnWWex79PVWmXLMmbrMh27MRmcTbjmJBAhgZymobAELahCcyQnmEaSIcemsNpBnpOD9NMH5qZc9i6JyyhEwLDNmnAhA6EBEhOQ+iQxCZO7CwmdhwTK1q8yNplLfXOH3Xf61elKqlKllSlyu9zTh3Vcuvep26V3qr73Od93454fCQ/iLVPLPX19cVj2oyOjtLc3DzjDKyficuX/PtxGPyBTPg+tLa28uIXv5i2tjY2btzI6Ogo69atY+vWrdTU1MRJjurqas4999x4cOiF6tbY0tISDyDd3t4etxV+DKXGxkY2bNgQtz0++eNnJAtfSz61tbVs2bIlHpPKT3cMmbbGT/kMZ7oPeb6SbdWqVfHMN2HyMZ1OTzuA9eOYAPE6nXOcc845ceLBn3n3A0WHJxD8X59sNDNWrlwZb3PVqlXxIOcjIyPTZsgMzfa5K6F5tUVw5jthdHSUhoaGaWND+Wo1/3/klw9/4/jfNTB9bL2wPfCfJz/AcktLC/X19Zw+fZqamhpqa2vj73dfARye3PKJCD/pRVVVVZw0yZZ9csWfeHPO0dvbO6Nbl5923M9uVVdXR2dnZ3zyI3T06NF4jBff3cdPhJCPX//JkyfjuHt6ehgcHKS/vz8eXDiRSHDo0CEGBwfjeFpbW+ns7JyWyPC/SfwYR/5/aHh4OK4oCr9PfRV0IpHg1KlTcYVpY2MjPT098fvkk+tjY2M89dRTnDhxIk5Wna3h4WH27dtHTU1NPPOZ//9/+umnGR4e5qmnnooH6J6cnIwHtg7f5+xq6+z97GdPO378eDyWm98HflZKv57u7u54XT09PfFvbj/QPJzpKQCZ5Jxfl09splKpeJ0ABw8ejE+YDAwMxG2Sr+oKq5L8a/QnZfzA2n47fop6X50Y/h+FyrQ9kueb9CRYEpJV86r4mXaMrSndK1KhiR8H3G1mDviKc+4moM051xU93g20FbKi8EDVny0KD5J8Qxz+cAmFFSZhyXd4pj2snAnHQfFnDfwBfDiQrz+bGlbj+IOb8Oy+rwIIx8wID/D89TCRkGv2pnQ6HXd382desquVzCxOnDjn4jO4fqC+cJ+EY0b4bfouAtml92GiI/ziDs/ehUmc8LX5Sprq6uq4qsS/Z+GBkj9LmJ088TMLhdU14Zdo9pg54Q++8P32sYQJO38wEXZFCYVVU/4L3G8nrOrJ3l5YBeSv+89h+Dy/H8Kkll9/uI5Q2NXDr9O/V/4sZq7Eld9X2V3nwn3hD/qzS8+zq+p8fH6dfrnwB2s6nY5/+JT4DPyCtUVeMpnkoosuYtWqVfGMNr6apLm5eUF+cCcSCTZt2hTPJLht27Z4XKCamhq2b9/O5s2bGR0dZXx8PD6ghsz/0ubNm6mrq6O5uZmVK1cWvF1/MLRq1SomJycZGBhg7dq18eejubmZpqamuDvVmjVr2Lp1K+eee+60H/ptbW0452hqaqK1tZWOjg6GhoZYsWLFrCXvk5OT8WCma9asiQfm9PvaJ0Dq6+vjM681NTWsXbuWxsZGWlpa4jOv4ffB+vXr4/+DLVu2xNVEfuDYsB0bHh6OEzq+TW1vb2fFihXx2CLOZQaSveCCC9iwYUM8i87Z8smutrY2VqxYER/wpVIpOjo64iTf5OQkJ06cmNYt2MeXr8tEyCf4fVLGD/jrY/BVhbn4tt5XY4UHUL59mCsGM6OtrS3uAumrNKampuIxUrLb9vDERFg94Lt3+IPi7Ha8jCxYWxT+/jly5AgDAwP09PQwOTlJa2sr6XQ6TugVI/zODz399NMA8UxcJ06ciAeTrquri2dR8oNMe+l0ZrpxPy5K+P07l6mpqbj7pk+W+M9aMplkeHiY7u7uuNJmYGAgnla8tbV12ms5cuQI3d3djIyM0NLSQktLC8PDw9PazXwxnDx5kqNHj8aDO/sTYBMTE/T39/Pcc8/FbdbAwEDcvejAgQN0dXWxdu3aaev0ySPfRXVqaoq+vr5pybPQ2NgY3d3d9Pf3x7PtTU5mBr93LjPjYF9fH6dOnaK3tzeeaGAh+JMLnm9vTp8+HY8B5RNjyWQyHqC7oaFh2v/obCeAfBLv2LFj8YndUHY3t7BCy7+HZpmZ3MKTgtnHBNkngcPbPlnl21G/TF9fX/yb2//W8r+vfZvkK+B90m58fJzu7m5SqdSMbn+hQtppkUXlHLg0JFKZyzymdg+TPWV6olfOUqGJnyudc51mthb4mZk9GT7onHPRj58ZzOx9wPtg5rgUYRLFJyiAeKA2303JJy5yDd6W66xD2J0Lpnf3CpMg4XPDg1+fqPHL+oOiMEmRXYHi7/f/KOFrDQ+8cw1g6V+n3352FUeYgPF9zsMuQOFBeq6xf3zFid9vucbMyU5S+Nh8cgGIK7N816kwqeNlV9P4M5JhgsQnNfzr8j+O/P4Mk1XZFUDhfgtfl+eTQdlVTGHSyC8Xvi/hMmE3rlyvMftMpn8vwoPN8KxQeObVf66yE1Ph5zDsMpctfK/C5X0f9bAyyf+o8vs3u7ItrA7z9/u4w89I2AWyxEkfWKC2aPXq1eH9nHfeeaxbt441a9ZwwQUXUFtbS319PR0dHWeV+AnPjLa0tLBx40aSySQrV66MK/ySySRbtmyho6Mjfr98qT9kEj/r1q2Lq5Cqqqro7+8vaPv+QNx3BfLvdfh58V3Z/Lbb29vjKejD1+Gnfg+nWPeflVDYBp0+fTo+o+vbur6+vrjb1djYWDybFBAfaJ06dSo+yz05ORnPRuPfL5/QgTPjGvl2KbvtPX78eDwzmJ9Bq6qqKt5W2Gb7JEVY3Xi2fGLHHxj6mP1BxKlTp6ZNWezbv3DMO/9a8h1cjI2NxeNLDQ0NxZVhhQi77NTW1k5LNuVq//Lx3RB9W+4P6HLtQ7/OcDtef3//tMrTMrYgbVFtbW18IDo5OcmRI0fiAXgfffTReIrvNWvW0N/fnzcRFp7Q8bezthlXSfhpxv1sSFNTU9OmWfcDQw8ODs5IFPT09Ez7jg3NdvDrKxzHx8fjQc79iSD/fejHUKurq6O9vZ2jR4/G7Vb4uoaGhujr64tfc/hdnk8qlYrHXPO/M3zS27nMgPyJRGbGP9+++RMevoolrBb3wm5Dfjat7GoryLQvzc3NcUWfP/Hoky9+3/j2uba2Nv4t7Cu/zpbvNu+co7W1NW4jfNLLV336Klc/Y6F/LT6G7DErQ77t8l3Ysj+XPtEGZ9rBcB/5JFdY3QbEFczhdsKEafZjvv0MfyOHJ9cg81kK4/EnTsPhIXwCO3v/5zrZJlJS6ej/LKGKH8mvoMSPc64z+ttrZruAy4AeM2t3znWZWTvQm+e5NwE3AaRSqRktY9gFy//gDcfs8V8avttQ9sG+/wL3B6k+WRCuPzsxEx7k+7ET/DrDHzNhksB/WWT3V85OPIRfcOE4Hz7Bkl394RMb4RlQXznif4z77fjBgf3+8gdjPlEQDvYbnkXJd0Y+/EL2Pwj9a8hOnORKGPkfqmYW/xAIZ4/yr8W/juxt+PWEib3wy9Rv298XJkSyE2z+fQgPdvznJ3wd2fskfL/Cg5Dsbfh97h8P1+Pfo7CE2H9uwtjgTEVT+J749fuD9PDHif/sZlfvhLH5x8IxgfxjuT6v4Y+h7Aq6XPvWv3f+c1DKHzgL1Radf/75Lrg/rozp7u6OK0MANmzYcDaxThvcdGpqKk6w+AMe/39aXV3Nc889F18PP0fj4+MMDg7GXV8K5atb/MGd193dnfM6wLFjx6ipqZlR7XLixAmAaV2I/Aw94WsEZoxr4flxhoB4UE5/gODH+nFR1Z7v1jLXa/N894FciWA/7odfX/Y0xKHh4eE4tlxJ9PlIJBLTEk7+/8fH4M9Iz1XJ5bv75OO76Phl873G2ZzN/3e+cZ7mqtjJ7kaS3W7NphLaoubmZuc/F75i1P8e8l1WYOb/ao515k32hd8/viLOJyH9vve/V4aGhuITVLkSzOHvoOz9P1uyMfv7OdymH3fGr9O3c+FA9eH2q6qqpp1o8cmiuaRSqXhacp9M9uMcwpmuSD45A9O7O69evXrGAb/fn34Zn1DK93r9fWG8YcW0n8AjnU7HyeGF+pz7RH8Yj3/tLS0tQOakiP+8+LYp/GzNNZZNuGyuz0P4/OzEciqVmva+ZMeeb9u5HgursPPJ9Twffzg2Yq7thr9nRcqCCxI/iSpIa3BnmWnOYenNrMHMmvx14LXAfuBHwHXRYtcBtxeywfBgNrsqwiczwkY3PIj1A9yFyQr/3PCgNMzO+7/ZX57+OWGix38JZVeC+IOJsCtWrjNM2esPb4fVNuHZID+Dhd9O9tkFf6bYx+C3589oTExMxM/x6wi7Qvn9Ee6z7IRVmHzxt/17kL1fsytBwjO3Po7wgClMEPkD3nDfTU2dGZwyjDVXVyz/Ayx8b8N9E+4fv9/85yVM/oXvWxhrON6SX1/2smGlkt9P4WciO5Hk7wsTKuFryk6G+dcefoZ88tK/ruz32j83TByGCbPsz164/vCz4WMKx3XKLuUvZTnzQrZF+X5IZycOFkuu7We3GXMtP1sXq1ILE8S5LuEyXvj/7m+Hl9nWn+v54bKz3c6Wbz3zVUh8hVyWQikTKV6hr7WUsS7076LlZjE+j8V+zrOXL/S5hSyXr83I9dxccc9nG4Vub7HkamuWsu0RkbPku3bFY/wU39VLgztXvkIqftqAXVHjnwK+7Zz7qZk9BNxmZu8FjgDvmGtFU1NTQ729vQfOJuBFsho4PudSS09xFUdxFW8+sZ27GIEUYMHaosOHDw+9613vUltUOMVVnHKNC8o3tvnGVYr2aMHaooGBgaE77rhDbVHhyjUuKN/YFFdxllNbJJLhEz/xGD9n19VLiZ/KNGfixzn3NHBJjvtPAFcVub0DzrmdRT5n0ZnZbsVVOMVVnHKNC8o7tmxqi0pHcRWnXOOC8o2tXOPKRW1R6ZRrXFC+sSmu4pRrXCKzyh7jZx6DO4fJHo3xU5nKt6+AiIiIiIiIiOQXJ35SmTF+5tPVi9zDl0jlUOJHREREREREZDnyFTqWyFT9nGVXL1X8VKalTvzctMTbK5TiKo7iKk65xgXlHdtiKtfXrbiKo7iKV66xlWtci61cX7fiKl65xqa4ilOucYnkF44k80hDAAAV0ElEQVTxM8/p3MNkj8b4qUymUi4REREREZHnp507d7rdu3eXOgyZr74j8IWL4ZobM9d/+b/hE6egiJn53vHP7+CJk08AsOtNu9jSumWxopVFZGZ78o1Tpq5eIiIiIiIiIstRdsUPnBn3p9BVaHDniqfEj4iIiIiIiMhy5JM2lswkf6DocX7CwZ3V1asyLVnix8xeZ2YHzOygmX1sqbYbbfsWM+s1s/3BfSvN7Gdm9lT0tzW638zs76M4HzWzHYsY1wYzu9fMHjezx8zsQ+UQm5nVmtmDZvZIFNffRPdvNrMHou3/PzOrju6viW4fjB7ftBhxRdtKmtnDZnZHucQUbe8ZM9tnZnvNbHd0Xzl8xlrM7Htm9qSZPWFmV5RDXKWktihnXGqL5hdf2bVHaouWD7VFOeNSWzS/+NQWFR6X2iKpPHHFT/JMxU+R4/w450hFSaMwCSSVY0kSP2aWBG4EXg9sA641s21Lse3IrcDrsu77GPAL59xW4BfRbcjEuDW6vA/40iLGNQl8xDm3DbgcuCHaL6WO7TTwGufcJcB24HVmdjnwv4DPOee2AH3Ae6Pl3wv0Rfd/LlpusXwIeCK4XQ4xea92zm0P+lWW+n0E+ALwU+fci4BLyOy7coirJNQW5aW2aH7KtT1SW1Tm1BblpbZoftQWFU5tkVSeeDr3ZGY6dziTDCp0FS5NVfTcdFqJn4rknFv0C3AFcFdw++PAx5di28E2NwH7g9sHgPboejtwILr+FeDaXMstQYy3A39YTrEB9cBvgZcBx4FU9nsK3AVcEV1PRcvZIsSynswX8muAOwArdUxBbM8Aq7PuK+n7CDQDh7Nfd6njKuVFbVHBMaotmjuesmyP1BYtj4vaooJjVFs0dzxqiwqPSW1Rnsull17qZBnrfNi5T6xw7ok7nHvwq5nrgz1FreKNP3ije8V3XuEuvPVCt6d7zyIFKosN2O3y/J8vVVevDuDZ4PbR6L5SanPOdUXXu4G26HpJYo3KbV8CPFAOsUVlw3uBXuBnwCHglHPOp4/DbcdxRY/3A6sWIazPAx+FuP5wVRnE5DngbjPbY2bvi+4r9fu4GTgGfC0qAf9HM2sog7hKqRxfY1m9H2qLClau7ZHaouWhHF9jWb0faosKpraocGqLpDL5wZgtqPgpsqtX2qVpSDUAMDY5tpDRSZnQ4M5AlB0r2bz2ZtYIfB/4C+fcQPhYqWJzzk0557aTOZN0GfCipY4hZGZvBHqdc3tKGccsrnTO7SBTFnyDmb0yfLBE72MK2AF8yTn3EmCYM+XLpYxL8ij1+6G2qDBl3h6pLZKzVur3Q21RYdQWFU1tkVSmuKtXOKtX8Ymf+qp6AEYnRxcyOikTS5X46QQ2BLfXR/eVUo+ZtQNEf3uj+5c0VjOrIvPj5lvOuR+UU2wAzrlTwL1kSoVbzCyVY9txXNHjzcCJBQ7lFcCbzOwZ4LtkSpq/UOKYYs65zuhvL7CLzI/CUr+PR4GjzrkHotvfI/ODp9RxlVI5vsayeD/UFhWlbNsjtUXLRjm+xrJ4P9QWFUVtUXHUFkllihM/iaDip7gxfhyOhqpMxc/I5MhCRidlYqkSPw8BWy0zy0A18E7gR0u07Xx+BFwXXb+OTD9yf/97opH8Lwf6g/LPBWVmBtwMPOGc+2y5xGZma8ysJbpeR6Z//RNkfui8PU9cPt63A/dEZ0wWjHPu48659c65TWQ+P/c4595dypg8M2swsyZ/HXgtsJ8Sv4/OuW7gWTN7YXTXVcDjpY6rxNQW5aC2qDjl2h6pLVpW1BbloLaoOGqLiqO2SCpWPKtXKjPAM8yr4scnflTxU6FyDfyzGBfgauB3ZPpE/7el2m607e8AXcAEmWz/e8n0af4F8BTwc2BltKyRmWnjELAP2LmIcV1Jppz0UWBvdLm61LEBFwMPR3HtB/57dP95wIPAQeCfgJro/tro9sHo8fMW+f18FXBHucQUxfBIdHnMf75L/T5G29oO7I7eyx8CreUQVykvaotyxqW2aP4xlk17pLZoeV3UFuWMS23R/GNUW1RYbGqLclw0uPMyd+jezIDOh+9z7vEfZa4/90hRq7jqtqvch+/9sLvw1gvdrftvXZQwZfExy+DOlnlcREREREREnm927tzpdu/eXeowZL4O/hy++Tb4T3fDaB9854/hT++BjksLXsVVt13FFedcwe2HbufPtv8Z119y/SIGLIvFzPY453bmekyDO4uIiIiIiIgsR+loUr9ECpLR8F5FjvGTJk1VsoqqRJW6elUoJX5ERERERERElqN4jJ9gcOd5jPGTIEF9VT2jE0r8VCIlfkRERERERESWI5drOvciK35cmoQlqEvVqeKnQinxIyIiIiIiIrIc+SSPJec9nbsSP5VPiR8RERERERGR5SgdVvxEY/wU2dXLOafET4VT4kdERERERERkOYoTP2HFT5Fj/JDGzJT4qWBK/IiIiIiIiIgsRy5I/CTPbnBnJX4qlxI/IiIiIiIiIsvRtDF+5jedu7p6Vb5UqQMQERERERERkXkIx/hx6ei+4it+1NWrsinxIyIiIiIiIrIc+YqfRBKY/xg/qvipbEr8iIiIiIiIiCxHvsonkQIscz1d/HTuhlGfqlfip0Ip8SMiIiIiIiKyHMVj/CQgOf/ETzKRpCpRxemp00ylp0gmkgscqJSSBncWERERERERWY4GuyFZDdWN85rO3TkHQIIE9VX1AKr6qUBK/IiIiIiIiIgsR937YO02SKbmNZ37lJ8O3qC5phmAvrG+hY4yp5HxSUbHp5ZkW893SvyIiIiIiIiILDfOZRI/6y7K3I4rfgrv6uWre+pT9axvXA/As0PPLmiY+Wz/m59xzY33Lcm2nu80xo+IiIiIiIjIcjPYBSPHYd3FmduJBFgSpk4XvIrhiWEAGqsaWd+USfwcHTy64KGGptKO/Z39jE+l+V3P0KJuSzJU8SMiIiIiIiKyXNz7d3DgTnju4cxtX/EDULsCTg8WvKrB8cyyDdUNrK1fS3WiuqDEz+8Hfs9FX7+IX3f+uqjQ7z90gvP/6if81+8/CkAyYUU9X+ZHiR8RERERERGR5eDk0/Avn4bvvBMevQ2qm6Bjx5nHa5thrL/g1fmKn6aqJhKWoKOpg6NDZxI/41Pj3Lj3RkYmRqY976HuhwC48/CdRYV/74FeAJ7sHqSpNsVU2jE+mS5qHVI8JX5EREREREREloNHvnvm+uM/hC2vgVTNmftqm2H0VMGriyt+qhoAWN+4nmcHz4zxs7t7N19+5Mvc33X/tOeNTY1lNpeqLSr8p3oy2/vIH76Aj/7RCwE4OTxe1DqkeEr8iIiIiIiIiCwHj98Om18Jr/3bzO2L/3j647Ut86v4qW4CYEPTBn4/8HvSLlOF0zPSA0DvSO+05/mEUV2qruBtOefY1znA23as58+v2sqapkzS6PhQ4WMSyfwo8SMiIiIiIiJSzsaH4Zlfw7En4fzXwMv/HP7yELzoDdOXq22GsSIqfiYyCZzGqkYAXtD6AkYmR+gc7ASge6QbmJn4OTZyDDgzK1ghegdPc3zoNBd2rABgTVM1oMTPUlDiR0RERERERKSc3fspuPXqzPVN/ybzt2H1zOWKHeNnPJrVqzqT+HnRqhcB8KkHP8Wvjv6KnuHcFT/+9sD4QMHbeuDwSQC2b2gBYFVDpovaiSF19Vpsms5dREREREREpJydOHjmevsl+ZcrMvEzODGIYdSn6gHY2rIVgPs67+O+zvu4suNK4EyXL8/fLibx86vfHWNFbYqL10eJn0ZV/CwVVfyIiIiIiIiIlLPxYbAEvOMbkKzKv1xdC0yMwGRhVTTDE8M0VjVilplWvTpZPe3xQ6cOATMrfnziZ7DAqeP/9eBx/mnPUa7cujqewr2xJkVNKsEJDe686JT4ERERERERESln/c/CBW+FbdfMvlxtppqm0KqfwfHBuJuX98mXf5LL1l0GQNdwFzA98TMyMcLJsUy3rdkqfu4/dILrv7mHr/36MH/ytcz072+8+Jz4cTNjTVMNPQNjBcUq86euXiIiIiIiIiLlKp2G/k7Y9ua5l61tzvwd64fGNXMuPjwxHE/l7r1l61t4/ebX89JvvRTIzPg1OD5I/+l+qhJV3PXMXQBsbd3K8ZHjM9bpnGNsIs1f376fg71D3Lk/M0D0969/OZee2zpt2U2rGjh8fHju1yVnRYkfERERERERkXI1fAzSE9C8fu5l44qfwmb2Ghofiqdyn7aaVC1ffe1XuemRf+Sl7Zfyxb1f5JofvoWRiRGaa5vYtGITl7ddyTef/DqDYxMMjE3yk0e7uO/gcXY/c5Lh8SkA/uc1F/DXtz8GwI6NLTO2c96aBnb9thPnXNzdTBaeEj8iIiIiIiIi5ar/aOZv84a5l40rfuZO/Bw4eYAHuh9gQ+0OPnP3AZ4+Nsy7L99IY02Krv4xOvvauO9Xb6P+gja2r9rL3uP3MzVyHsn0BG3Jt/HjRw7jatK87eYf0NnTzPD4FOevaeAtOzpob66jvjrJu192Li9uX0FddTJnYue81Q0Mnp7k2NBp1jbVFrNXpAhK/IiIiIiIiIiUq1NHMn+bO+Ze1id+RvMnfp47Nco37j/Cd3reAwaHT/TzxUcO0VSb4sf7uqYt+4K2Rn6yr4s0V1Nd8wrWN22kt+c0jxqM1h6mth26Gv+Wi+s/zd/921exaXXDjO3t3LQybyyb12TGF3r62LASP4tIiR8RERERERGRcnX4l1DVAKu2zr1scwckUtCzHy56+4yHxyam+MA39/DE8YPUbh4F4L+89N/z5ne/mqbaKu5+rJvJKcfWtkaqkgm2ta+ga2CMPUf6uKijmfWtdQD0DY/z8bs6eXAks94rLjnEptVvKPqlnRclip4+Nszl560q+vlSGCV+RERERERERMpROo07cCeTm19DVdXMihjnHP/nnoN8/f5ncA6SCeOW1DbO2ftjntz0Qe5+vIf+0QmuvWwje5/t4ws/f4rh8Sn+3Wv6+GkX/PM1P2VTy5lKorfumDmOUEdLHR0tddPuW7uilq+87T3s7b2Ym/ffzK6Du/jAJR+YMR38XDpa6miuq2L3kZO862Ubi3quFE6JHxEREREREZEy03lqlNu+fQsfHurmo/vXs/+z/8Km1Q1094/ROzjGSzetZGR8inue7OUPXrCGc1rqmEqneeDQDt47dCsfvfkOum0ttVVJdj3cCcCrX7iG615xDp/c+xl2rN0xLelTrFQixc51OxmfGuf9P38///DwP3D9JddTX1Vf8DoSCeOqF63lnid7mZxKk0om5h2P5KfEj4iIiIiIiMzqaNchevuOzrjf+b/O5XkEXHg9e7EZS0+Xdum8Mbk8zwy34aY97rKWy7fVmevJ3m7u57oc13Kvx2VFlv3Yw0f6ePKxR/hTdvFQ40ZWX/hKmjuPc+jUc6xqrGbbyhS/fOYoNakEf/IH7bzzsmbisZMvvYYnbvsen1/3NdIvu4Gq+hXs6xpjVUM1K1c8x1d/93mOjR7js5f+JfQ9M+s+KMQVde1c3PpCbn3sVu44eDvXbn4DF7Zspb1+LSlLZi09c4Dnl7ef5DeP/Y4v3znEhR0rqEklSSSMhBmJnM94/ljV0s6557zgrNdjc33YRUREREREpDLt3LnT7d69e87lPn7Lm7gjeXgJIpLFtmJqio+cPMVbh4YXbJ3DZvymrpb/u6KJPXUapHmhvHbiHD7zn+8qaFkz2+Oc25nrMVX8iIiIiIiIyKxeve1drP39v+Z8LF9FRjh7txVQtzHbMrM9O8cs4VnOdB/KXtTyPXCWMWU/d+4Yp2uuq6J15VpY/UJIVRUZV/TYaB+ceAomx4FM5VSVJdnZsJH6IsfimUsDcFV0OTExzOHTJ+iaGJhW7pS7Riqq23JwcmSc0xNTTEy5+LHne53KC7dctiDrUcWPiIiIiIjI81ShFT8iUt5mq/jRyEkiIiIiIiIiIhVKiR8RERERERERkQqlxI+IiIiIiIiISIVS4kdEREREREREpEJpcGcREREREZHnKTM7BhwpcPHVwPFFDGchLadYYXnFq1gXx9nGeq5zbk2uB5T4ERERERERkTmZ2e58swaVm+UUKyyveBXr4ljMWNXVS0RERERERESkQinxIyIiIiIiIiJSoZT4ERERERERkULcVOoAirCcYoXlFa9iXRyLFqvG+BERERERERERqVCq+BERERERERERqVBK/IiIiIiIiMiszOx1ZnbAzA6a2cdKHU82M3vGzPaZ2V4z2x3dt9LMfmZmT0V/W0sU2y1m1mtm+4P7csZmGX8f7edHzWxHmcT7P8ysM9q/e83s6uCxj0fxHjCzP1riWDeY2b1m9riZPWZmH4ruL7v9O0usi75vlfgRERERERGRvMwsCdwIvB7YBlxrZttKG1VOr3bObQ+mxP4Y8Avn3FbgF9HtUrgVeF3Wffliez2wNbq8D/jSEsUYupWZ8QJ8Ltq/251zPwGIPgfvBC6InvPF6POyVCaBjzjntgGXAzdEMZXj/s0XKyzyvlXiR0RERERERGZzGXDQOfe0c24c+C5wTYljKsQ1wNej618H3lyKIJxzvwROZt2dL7ZrgG+4jN8ALWbWvjSRZuSJN59rgO8650475w4DB8l8XpaEc67LOffb6Pog8ATQQRnu31lizWfB9q0SPyIiIiIiIjKbDuDZ4PZRZj9gLQUH3G1me8zsfdF9bc65ruh6N9BWmtByyhdbOe/rD0bdo24Jus2VTbxmtgl4CfAAZb5/s2KFRd63SvyIiIiIiIjIcnelc24Hma48N5jZK8MHXWY667Kc0rqcYwt8CTgf2A50AZ8pbTjTmVkj8H3gL5xzA+Fj5bZ/c8S66PtWiR8RERERERGZTSewIbi9PrqvbDjnOqO/vcAuMl1ienw3nuhvb+kinCFfbGW5r51zPc65KedcGvgqZ7oclTxeM6sik0j5lnPuB9HdZbl/c8W6FPtWiR8RERERERGZzUPAVjPbbGbVZAac/VGJY4qZWYOZNfnrwGuB/WRivC5a7Drg9tJEmFO+2H4EvCeafepyoD/oslQyWePgvIXM/oVMvO80sxoz20xm0OQHlzAuA24GnnDOfTZ4qOz2b75Yl2LfpuYXsoiIiIiIiDwfOOcmzeyDwF1AErjFOfdYicMKtQG7MsfVpIBvO+d+amYPAbeZ2XuBI8A7ShGcmX0HeBWw2syOAp8APp0ntp8AV5MZyHcE+I9lEu+rzGw7mS5TzwDvB3DOPWZmtwGPk5m16gbn3NQShvsK4D8A+8xsb3TfX1Ge+zdfrNcu9r61THc3ERERERERERGpNOrqJSIiIiIiIiJSoZT4ERERERERERGpUEr8iIiIiIiIiIhUKCV+REREREREREQqlBI/IiIiIiIiIiIVSokfEREREREREZEKpcSPiIiIiIiIiEiFUuJHRERERERERKRC/X8mNFjrsXAwhwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x180 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "o6viXNVHO_sA",
"colab_type": "text"
},
"source": [
"# Test\n",
"V channelf from YUV looks promising (others too). Let's see how it works out in the full dataset"
]
},
{
"cell_type": "code",
"metadata": {
"id": "q5Idhrg_P7t5",
"colab_type": "code",
"colab": {}
},
"source": [
"def view_one(img, channel_index:int=0, label:str='a', invert=False):\n",
" '''View a single channel from an image'''\n",
" channel = img[..., channel_index]\n",
" view(channel, label, invert)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Mm-fC4uCR2BB",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
},
"outputId": "76754bdf-7e2e-4ea6-a927-45a3c2d3805a"
},
"source": [
"view_one(img, 0, 'R')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zAv8DIdjPYl0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "8a18f52b-d8de-4dcc-8a72-ec7f709daa0e"
},
"source": [
"import glob\n",
"\n",
"for filename in glob.glob('/content/*.PNG'):\n",
" img=cv2.imread(filename, cv2.IMREAD_UNCHANGED)\n",
" plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
"\n",
" # Convert to YUV and show only V channel\n",
" img = cv2.cvtColor(img, cv2.COLOR_BGR2YUV)\n",
" view_one(img, 2, 'V', invert=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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PK2lnz57lwQcf5Omnn3YLDcnNzeXYsWO88cYbPPfcc2zYsIHAwEASExOxWCysXbuWU6dOMWfOHKUhctoQ09PTSU5Opm/fvvTu3ZvU1FTmzZtHr169eOGFFwBYsWIFc+bMISUlBa1WS0BAAGazmaNH3X/8S0rJs88+y+9//3suXLjAgQMH6NWrFzNmzMBgMDBlyhSGDx+OzWajpKSEV199lfHjx/P2229TVVXFU089xcKFCwG7nXH06NHMmDHDGVHgUVbePtjc3Fz27NnTYPkWFBQwZcoUrw3dpk2buPvuu5k3bx5ms5mzZ8/y+OOPN9sW7AytGTt2LJMmTeKnn36iW7duBAUFASjPuH79eoxGIxcuXODxxx9v1O5WWlrKyZMnGTBgAO+//z42m43y8nKWLVvGhg0buP322wE4ePAgJpOJGTNmsG7dOr7//nvy8vLQaDRu5zQ3XMYb11XJabVa7rvvPiZNmkT79u2VYdUDDzwAwL333kvfvn2VoU9iYiIDBw5UWjGtVsuoUaPw9/dHq9USGxvrcY+NGzcC0KlTJ26//XaioqIA6Ny5M3/84x8JDg5m//795Obm0qlTJzeFZTabqa2t5ezZs0psEkDv3r3dhsU+Pj7k5+eTlpZGVVUV27dvJzw8nNDQUAoKCkhNTWXIkCFEREQQFRVF27Zt8fHxcZPz/vvvRwhBbGwsiYmJdO3aFUAxwoLdRlZWVkZCQgJ+fn6kpqaSn5/P73//ezQaDcnJyVy6dEmxK+7atYuePXsSExOjxLaNGDECX19fr5UzMDCQiIgILl26xPbt2ykvL2/UcQD2D/azzz5j+/btgH2oHBwczLPPPqv0fsrLyykoKODChQvs3r1bufbixYuUlpbSpUsXbDabhyfWYrFgs9mwWCxs3brVTZa8vDwmT56s5Hv+/HkCAgIoLS1VepN1dXXU1dWxdu1aD7kTEhJISEhQPN2dO3dm9+7dzJ49G7PZjMFg4MsvvyQpKQlfX198fX0xm80kJSURHR2NyWRi3bp1nD17lk2bNime0LCwMPbt28f+/fspKvr3z1O4fqQZGRmcPn2ae++9Fx8fHwoKCggPD+eNN94A7DbP+r2y3bt3k5eXx5o1a5S6LqXk66+/5pZbbsFms7Fs2TL27dvHqlWrWLlyJY899hhRUVF0796d8vJyVq9e7WHOccoWGRmJzWbjiy++4N1330Wv1zNixAisVivr1q1j3bp1TJgwgXvuuYfS0lKSk5N58cUX+cc//sGoUaMYOnQon3/+Oa+88gqdO3fmgw8+YMKECeTk5PDCCy+wfPlyNm/ezH/913/x5ptvKlEEmZmZjBw5ko0bN/LWW29x22230a9fPyoqKpQR0qlTpxg+fDhDhw7lwQcfdCvX5nBdlZwQgvbt23PbbbfRu3dv5bjT0BgVFUWrVq0IDg4mLCyMwYMHExERgZ+fH0IIJk6cSLt27dBoNAQEBDBixAiPezinko0ZM4aIiAi33pMQQrFJOT2IgYGB2Gy2Rrv+er3eo4dTP4TEaDRSW1urfDDO+zWEs7s+aNAg2rRpw5NPPgnYQzGcSu706dOcOHFCsZuVl5djNBqJjo5GCEFJSQm+vr6EhYVRV1dHUVERrVq1IigoiJiYGHr27Ml9993nYQ9yEhUVRe/evQkICFBa0ebQoUMH+vVzX5vhhx9+UOTW6XT4+PhgNpspKSkhPj5ecTgIIYiOjga893CclJSUuClmo9GIxWJRjOJCCIYOHar0Plzxlm9oaCihoaEUFhaya9cu2rdvD9idXn369KFdu3bKeeXl5ezbt0/J6+6770aj0VBZWUlMTAxdu3aloKCA8+fPK/kUFha62UU/++wzZbuiooKqqiqioqLQaDTs378fo9GojAAuXLiARqNxsyE6n8Fms6HVapXGuqCggHbt2qHVarFarRQWFnLHHXeg0Wi4cOECAQEB6PV6zGYzZrOZsWPHei3fkJAQ7r//fqUMdDodkZGRytDd398fm81GRkYGbdq0oVevXlgsFs6cOcOePXv4/vvvyc3NJTExkZCQEIxGoxJaZDKZWL16NZmZmUgpmThxIn/4wx8IDQ3FaDQqHnopJVFRUYwaNYqcnByl/Kqqqvjhhx/4/vvv+eqrrxQzUXO5rkrOZrN59WK6VoicnBwKCgqIiIggMTGRyspKxYCq1+s5cOAAZrOZ4OBgfHx83D4ugDvuuKPZ8mRmZpKWlkZZWRlbtmwhPDz8ip/NqeRiY2O58847leNt27bF2xxepwPm66+/prq6ulGP0vnz571G/Pft27fJ4eWWLVuadMs7w2CagxCCO++8k9GjR7sZml17XYmJifTq1UvZT0hIcHM4NEduk8lEdna2sh8ZGcn27du59dZblWM9evQgNDSU06dPk5eX5y0bD0JCQhSHijd++uknfHx8CAkJUeqcE4PB0GB4x0033cSAAQOU/YsXL6LVapVybaqH3Lt3b6U3X5/a2lpSU1MB3OqJr68v/fv396g7zn29Xk9wcLBXO+snn3yibNfU1Lg52fR6PY8++qhHI63RaLj55pvd3oEro0ePdvMqO0daer2enj17EhwcTNu2bXnttdeU0VltbS3r168H7LbQ+iOeK+G6KzmntndVTE5D5/bt21m6dCklJSVERUWh1WrZtWsXRUVFJCQkcMstt/Dzzz9jsVgYNmwYUVFRSn7OF1L/vxNvrbvVasViseDv709cXByTJk1yS9doNA3m5TwWFBTE0KFDlbTY2Fi3F+0ccjpx9iazsrIAGu1BOs/V6/Ve3fqdO3fG399f6dl6q3xms9keBa7RYLFYKCkp8XgmZ2+0KVzLNiEhAR8fH6VX5opOp1M+LG/l3rlzZ6+eOFeZnB5vJ3q9nh49enDvvfd6XHf+/HnluRq6p5Pg4GCvQzjnvY8ePUqbNm2466678PPzU0wprnk764Urzt6ra1pYWBj33HMPVquVL774okGZnNc7e3KuQ92srCw+/fRTSkpKEELwyCOPNJoPwKRJk/D19SUiIoJBgwZ5NevU1NQoZpQDBw642VSFEEyePNlD4YSGhvLoo48qjUT9cp46dSovvviisu/8DvLz8/nkk084f/48BoOBAwcOKLZW11HUwIEDvcp6uTGSLcLxcPbsWbd4GWe3uXv37syZM4f58+fz0Ucf4evrS6dOnZg2bRoLFy5Er9fTu3dvpk2bpiiWOXPmKJ5JgGHDhjFv3jxGjRqFEEJ5Ua52GqvVSlZWFjfffDN9+vTBaDSSlZWlVNCvvvoKgNWrVzN79mz+9Kc/4efnR0xMDBaLhfXr1xMbG8v8+fOZMmUKnTt3pl27djzxxBOsWrVKsek8/PDDTJ48mfDwcIKDg3nsscd4+eWXadeunaKQbr75ZnQ6HdnZ2TzwwAO89NJL+Pr6IoSgTZs2REVFMWzYMLdhWXh4OJMnT1Z6GRMmTMBoNHLy5EnlHKdta+zYscozCCEYOHAg06dPZ9asWYC9N1BdXU1KSgoajcarMk1ISCAwMJCXX36ZF198ka5du3Lq1CksFgvZ2dkcP36cwYMHEx0dTefOnd2u/fLLLz2MyFu3bqWyspLz588rHk6dTscDDzyAXq/npptuIjg4mN/97ndotVpFIbqGtbgODZ2MHz8ePz8/UlJSKC4u9kj39fWluLiYvXv30qFDB8UTHxAQwLhx45TzqqqqOHPmDFqtFp1OpzQiZWVl7NixgwkTJijnarVaNBqNUs9Gjx5NZGSkku6sU43N1rjlllsUBXf+/HnmzJmjhHFUVlYSHR1NZGQkQUFBSkSBTqdTho/O92axWCgoKECr1WKz2Xj//fcpKSlBo9FQXl5OcXGx2/sZPnw4YWFhSCmVGRharZYzZ85w/Phx5b0ZDAbKysowGAwsW7aMhx9+GICkpCS3Rvq9995za5icHZC///3v7Nu3j1atWlFZWenmvdXpdNxyyy0AvPDCC0pI1V133UVoaKjyjV4OLeLHpUNCQoiMjKSwsJCSkhKWLl0KwIYNG5gzZw5/+9vflHMHDx7M4MGDlf3x48czfvx4Zb9///5ucWlt2rRRDLpOp8brr7+OyWRCq9USGBhIRUUFu3fvZuzYsV5nADh7Bb1791YmnbsaRktKSvDz82P+/PnKNWFhYXzwwQfKvr+/P4sXL1b2AwMD3dJHjhzJggULGDx4sNIb++c//0lMTAzl5eXExMSQm5tLcnIyNpuNyspKpXcUExPDypUrFa+ht+FwZWUlxcXFxMXFuU2cnz17NrNnz1b2nUr10UcfJTQ0lISEBI9J4yEhIWi1Wv7whz8ox44cOUJtbS35+fno9Xoef/xx/P39lQDiGTNm0L9/f0UB9O3bV/lwnfaY48ePK+EgQggiIiKIjo7m+++/59tvvyUmJob4+Hg2btxIZmamm80qOTmZOXPmuCn/tm3bEhQUREVFhUeMoxCChQsXsm/fPgYMGICPj48yhHY2KE6Cg4OZNm0aY8aMIS4uDikl27Zt44MPPiAmJsYtoP2OO+5g8eLFdO/eHR8fHzp27MjChQvdHC4NER8fz1//+leGDx+uvFuz2Uzr1q0ZOXIkNTU16HQ6Ro8ezccff0xMTAxhYWGEhYUxYcIEfHx86Ny5M5GRkbz77ru0bduW2NhYMjMzsVgsHDt2TAmLyc/P59SpUwwbNoxvv/2WnJwcdu3aRXV1NWBXNm+99RYjR46ktLSUnTt3YrFYMBqNHD58mLfffputW7fSv39/RaGXlZUhpWT48OHExsai1+tZsWIFYP8uJ0yYwObNm7n//vuZNWsWS5cuZdGiRdx1112sW7cOsDc8EyZMoE+fPvTs2ZPly5eTnJzM888/z0svvYTFYml0lo43WoSSa926NTfddBOFhYX4+fkxfPhwjh07xksvvURMTEzTGTQTIYTSWk+ePJk2bdowatQoPvroo8vOy2q1NmvFiCvlxRdfVFr9gIAAdDod8fHxjB07ltzcXAICAtx6A1qt1s15Ux+9Xu91KFmf7t27s3LlSnx8fLDZbPj6+nLx4kWlhwV4jZsaP348r7zyCl26dKFDhw7Av8N3wD50kVJitVrR6XT06dNH6U2PHTuW//7v/1Y+MLCX765du0hMTCQyMpLHH39cSRs5ciQjR44E7PYmp7ILCQnh3nvvZcmSJYBd+d95553KPGKwNzbORnLAgAGK3aypd+mM2XK+k4EDB3L77bej0+ncGo3AwECeeeYZZV+j0TBt2jQmTpzYaP4AcXFxLFiwAHAfovbr14/BgwczaNAgxfEwZMgQt2vfeecdt+HxE0884ZF/RESEx/c0YMAAgoODycnJ4ejRo9TV1REaGkpQUBDR0dFMnz4dgP/5n/9BCIHJZGLZsmUkJycrzqnCwkJl6pcQgjfeeAMpJeXl5Xz//ffk5ORw++2307NnT7766itl1OLNSQT2euN8pzk5OSQnJ+Pr68t7773H/v37vZoHGqNZZwshzgohjgkhMoQQhxzHwoUQyUKIbMf/K557kZuby8GDBwF7NP3JkycRQtCtW7crjnD3hs1mIzc3F7BPBBZCNCsKfty4cQ2eJ4RwM6r/Wmi1Wg/bg1arVYa+QghsNluzDezOEJLmUN/2UlBQ4OYgclVGTnQ6XZO2EtfydlXQPj4+Xu2czZnhcddddxEREaGUl1N2q9Wq3K+mpobk5OQGnw9QPOKuiyfAv43lGo3G4+NyPovrcLWh53a1ywJXFPclhGhwipWfn1+DH3+/fv1o3749Wq3W7fqcnBzi4uLw9fWlT58+PPXUU3Tt2pUHHnjAwxnzzDPPMHDgQHx8fJg1a5ZbGRqNRjdnh9Me2bZtW2bOnAnYIwN0Op1XO3H9obvrt+aaNmDAAJ577rnf1CY3TErZU0rZ17H/F2CnlPIWYKdjv9m4hnL4+/sTHBzMpUuX+Oc//0leXh7jx49vdE2xK0EIoXi3Glul2Ol4cOLshnsjKirKzYt2pbRu3ZqIiAhOnDjR4Md9+vRp5s+fT1VVFR07dqRjx45eDbNxcXG0atUKk8mERqOhe/fuVFRUNHvtNCdCCHr06AHYlU5MTAyBgYGMGTOmwWvMZnOTH7DZbFY8aPUxmUzk5uYqw7KmyM7Oprq62jrW0a8AAAq1SURBVM1JZLPZWLNmjbLv7+9Pv3796NmzJyaTyesKGUFBQeh0On7++WcyMjKU481Zt66p+aPe2L59O+vXr1dsjPUVVElJiTJz40rydyU8PFz53rRaLd27dwfsjdeOHTuorKzEbDYjhCAyMpJt27Z5rIYTGBhI+/btkVJ6lElYWBgajQaDweAx7c0ZUuOt7jlDwf7+978r5hTX85zrF14tV+N4uA9Y7dheDfz+ci52NZRHRkaSkJAA2I28mZmZ7N+/32PmwNXiGgLQmMettrbWbQHKvXv3erQ2R44cwWAwUF5ersTBXQ0bN27k4sWLpKWleXhYfXx83BTpnXfeSdeuXUlMTFQCpV3p0qULbdu2Ze3atUqFDA8PV4aRzUUI4RaCU1RU1OQUn5SUlCue3xkTE0Pbtm1p164dXbp0UWLVGsM5Da5+2IRriIYzJKYpL6uPj48yvcl5vdOm2Bj1nQuNodfrlZi+J554Qgm/qX9969atWbRoEaNHj+a++36dH8ErKCjgzJkzJCQkEB0dzYwZM7jzzjsJCQmhdevWBAQEYDAYyM3NdVP0Th577DECAgI8Ri7l5eXk5eURGBjo0XkICQlBp9N5DeW6//77CQoK4tKlS0oervOitVotiYmJtG/f3ms9by7NVXIS2C6ESHf8MA1AWymlc3btBaCttwuFELOEEIeEEIdc3fpdu3Zl8+bNStBrhw4d0Ov1zJw5E7PZ3OgqBlfDsGHDCA4OViY2d+jQQQnNAJQodNeJy2PGjPEYrrZv357Y2FisVmuTMU/NoaioCJvNRnR0tMeQRKfT8fzzzzNlyhRef/11Ll26xNGjRxvstms0Gjp06EBtbS1CCDp06KAEDF8ud9xxBwsXLmTQoEGEhYUpQ+WGCAsLazK2ydfXl6VLlyrB3r6+vkRGRlJQUEB6ejp79+4lJiamWXGKAwcOJDw8XJHJWX5Ohe58v2DvkQcGBnoNGtdoNLRr146wsDD8/PyURSLWr1/foGLPy8vj/Pnz1NTUUFdX1yxF99BDD+Hr60t6ejq1tbUYDAbS0tI86lBVVZUyg+Fyg1+9PVv79u0pLS2loKAAg8FAVVUVS5Ys4bPPPqOqqooTJ06wevVqMjIy8PHxUTym8O+QIqdH9ZNPPnFrMPR6PaGhoYo5xZXhw4cTHx/vFhdpMBgwGAzs3bsXk8mkmKduvvlmpbPjSps2bZplT26QhlbTdP0D2jv+RwJHgSFARb1zLjaVj+vKwPX5+eef5TvvvCMNBoPcuHGj3LFjh6yrq2vw/CvFbDbLjz/+WFZWVkoppaypqZGTJ09WViguKyuTr7zyijQYDDIjI0POnj1b5ubmes0rLy9PHj58WBqNxquWq7q6Wh4+fFieP3++WeefO3eu0VWEi4uL5YkTJ5Rz9+zZc9UyWq1W+cUXX8ji4mKPtLKyMvnkk0/KvXv3Niuvuro6mZWVpewfPnxYzpo1S+7fv18++eSTcvHixc3Kx2KxyDVr1sjS0lIppZRFRUXysccek9XV1VJKKTMzM+WoUaNkeXm5zM7Olv/4xz+k2Wz2mteGDRvkN998I2tqamS3bt3k0KFD5caNGxtcnXbLli1y165d8vDhwzIxMVGRoTFMJpN87bXX5OzZs2VmZqbs1q2b7Nevn6yoqHA77+TJkzI2NlaGhITIJ598slll0RgnTpyQgwcPlhUVFXLLli1y2rRpMikpSa5cuVJOmzZN/vWvf1XKasGCBW512mAwyP3798tdu3bJ+Ph4uWLFCo/VgteuXSsnTJjgUbZWq1V+88030mQyKceqq6tldXW1zMrKkrNmzZIbN26Uzz77rJw+fbpHvm+//bYMCQmR6enpjT4fjawMLORlzu4XQrwKVAEzgaFSykIhRBSwW0rZpbFr+/btK1viTxJWVVVd1jpuKi2b+u/zct+vlJKioiJCQ0ObvUDBgQMH6NGjh9dFFxqjrKwMjUbjdYZLcXGxEkJyufnWx2azUVZW1qgtGpouq5KSElq3bu1hQ5SOpbaaW171MRgMSkiXK0VFRWzYsIEpU6Z4OG9cEUKky3/7C9zTmlJyQoggQCOlNDi2k4HXgBFAmZRyoRDiL0C4lPLPjeXVUpWciorKfzaNKbnmxMm1Bb5x2DV0wOdSyq1CiIPAOiHEH4BzwMON5KGioqJyXWhSyUkpc4AeXo6XYe/NqaioqLRYLtsmd1U3E8IAXH3gy7UhAmj6R1BbBqqsvw2qrL8Nv4WscVJKrwbHaz2tK7OhcXNLQwhxSJX110eV9bdBlbVhWsQqJCoqKiq/FaqSU1FRuaG51kpu+TW+39WgyvrboMr626DK2gDX1PGgoqKicq1Rh6sqKio3NKqSU1FRuaG5ZkpOCPF/hBCZQohTjmlg1xUhxL+EEMVCiOMux7wuBCrs/F+H7D8JIRpegvfXlzNGCJEihDghhPhZCPFMC5bVXwiRJoQ46pD1r47jHYUQqQ6ZvhBC+DqO+zn2TznS46+VrC4ya4UQR4QQ37VkWcVlLFx7PeuA4/56IcR6IcRJIcQvQogB11XWhmbu/5p/gBY4DXQCfLGvZJJ4Le7diExDgN7AcZdjbwJ/cWz/BVjk2B4DbAEE0B9IvYZyRgG9HdshQBaQ2EJlFUCwY9sHSHXIsA54xHH8A2C2Y/uPwAeO7UeAL65DPXgO+Bz4zrHfImUFzgIR9Y61uDrguP9q4HHHti+gv56yXquHHgBsc9mfB8y7lgXfgFzx9ZRcJhDl2I7CHrwM8CEw0dt510HmDcDIli4rEAgcBvphj27X1a8LwDZggGNb5zhPXEMZO2Bf1Xo48J3jQ2upsnpTci2uDgBhwJn6ZXM9Zb1Ww9X2gOuPEeQ7jrU0GloItEXI7xgi9cLeQ2qRsjqGfxlAMfYVa05jX3vQuWa2qzyKrI70S0DrayUr8A7wZ8C5OmtrWq6sl7Nw7fWsAx2BEmCVwwywwrF60XWTVXU8NIC0NystJr5GCBEMfAXMlVK6/fhFS5JVSmmVUvbE3ku6HfD+8+rXGSHEWKBYSpl+vWVpJoOllL2Bu4E5Qgi3n+tqQXVAh90M9L6UshdQTb3ff7nWsl4rJVcAuP4WWgfHsZZGkbAvAIrjv/MXia+r/EIIH+wK7jMp5dctWVYnUsoKIAX7kE8vhHDOk3aVR5HVkR4GlF0jEQcB44QQZ4G12IesS1qorEgpCxz/i4FvsDcgLbEO5AP5UspUx/567Ervusl6rZTcQeAWh+fKF7vh9ttrdO/L4VtgqmN7Knb7l/P4FIcnqD9wyaXr/ZsihBDASuAXKeVil6SWKGsbIYTesR2A3Xb4C3Zl92ADsjqf4UFgl6OV/82RUs6TUnaQUsZjr4+7pJSPtkRZhRBBQogQ5zYwCjhOC6wDUsoLQJ4QwrlK+AjgxHWV9RoaTsdg9wyeBl66VvdtRJ41QCFQh731+QN2G8tOIBvYgX21Y7AbpJc6ZD8G9L2Gcg7G3rX/Cchw/I1pobL+DjjikPU4sMBxvBOQBpwCvgT8HMf9HfunHOmdrlNdGMq/vastTlaHTEcdfz87v5+WWAcc9+8JHHLUgySg1fWUVZ3WpaKickOjOh5UVFRuaFQlp6KickOjKjkVFZUbGlXJqaio3NCoSk5FReWGRlVyKioqNzSqklNRUbmh+X/g9tMv6JtcSQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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qtV50Y9YUV03JeXp64u/vr10XFxc3q4hsNht5eXlubuXl5drvjz/+mGPHjgG49ag8PT3x8/PDbrezf/9+nE4n586d0yq+xWJh2bJlnD9/Xovj5eWFay3f7t27W7W7tITRaGzRHuTqortkMZvNfPLJJ9xxxx289dZbWK1W5s2bx+OPP96od+Tv768NfcvLyzGbzfz85z/n7rvvxul08vnnnzNp0iRefvllADZs2MC4ceN4/PHH8fT01JRvWVkZpaWlzJkzhyeffJLAwEBuu+02RITdu3dr+Z04cYL8/HxWrlzJb37zG3JycrDb7XzxxRcsW7aMwsLCRve3dOlSxo4dy6lTpyguLubBBx/kqaeeIjAwkIEDB2rhwsLC6Nu3b6P4GRkZ2Gw2/Pz8NLdPP/2UEydOsGfPHgAWL17MuHHjWL9+Pb169WLUqFFYLBYOHTrE22+/zS9/+UtWrVqFwWDQ0jlw4ACHDx/m888/54knnuDs2bNuvaDc3FwyMzN599132bx5My+88AL79+/nvffeo7q6mvvuu89NztLSUlatWsUXX3zBunXrWLhwIUuWLHHrpTbVuBw5coRPPvmEv/zlL+zZs4d9+/axbds2du3aRVJSkhbObDaTm5vLvn372L17N0eOHCEgIIDMzEweeughEhMTWbNmDbt372bbtm0cPnyYmpoaRIRvvvmGEydOYLPZ2L17N2fPntXqnetZukY8e/fu5aabbtLKVFlZGVu3buW5555zs41XV1dz/vx5jh07xs6dOwkKCmLatLrNTsnJyYwYMYKPPvqIpUuXYjabeeONN3jrrbe0sgh1devLL78kMzOT3bt3u40qnnnmGXJzc910hMPhoLKystEzbAtXTclFRkZyyy23kJSURGpqKlOmTOGuu+6iqqrKLZzdbue1115j+PDhvPXWWwC88847TJw4kcTERAoKCnjxxRdZunQptbXfHz0WGhqq2bugThHOnDmTESNGcM8991BQUMDTTz/NM88806j38/nnn1NVVcUTTzzByy+/7CZTQEAAPXv2bPHegoOD29Qbuv766xk6dChhYWGkpqZy8OBBzGYzmzZt4t///jdWq5UDBw6wf//+RkNLb29vZs6cqV3X1tZy8OBBysvLsVgs/Pa3v2Xv3r3s378fgG+++YZDhw5x9uxZ/Pz8SEhIwOFwsGrVKtLT0zl69Chff/01Z86cwWQyISJs27ZNaxBOnTrFvffey4IFC3j99df58MMPyc/PZ8uWLWRlZVFSUuImX0lJCVu2bCExMZG3336bkydPsnr1aq0Fv/B5XTiMA5g8eTI33ngjY8aMwWq1snXrVpKSknA6nezdu5eysjIqKyuprKxk165dmM1mPD09MRgMhIWFkZ2djc1mY926dW7veOzYsZqNsbi4mH379nH99dcDdUOr2NhYrr/+esrKykhJSWHq1Kn4+flhsVgQEbfeWGpqKpmZmTidTqxWq9aDCwwMdGvEampqNEVnMpkICQkhIyODiooKvLy88PHxobi4GJvNht1ux2azaXG//fZb/vrXv1JYWIi3tzfe3t5MmTKFoKAgbDYbJpOJyZMnY7fbyc/PJywsTBueRkREcOedd+Lr60u/fv247rrruP322wEYNGgQISEhQF3P7tSpU9pzaIjVasVutxMeHo5SivLycjf5lFJaL2zixIm8+uqr+Pr6NpqgEBEefvhhDAYDt956K4MHDyYoKIjExES38u2yJXbu3Jlx48bRqVMnSkpK2LBhQyPZ2sJVU3IWi4XCwkLOnTunVcxvv/2WjRs3uoUTESwWC7m5ufzpT38iPz+foqIiDh48yAcffEBlZSV5eXls27bNzXB/yy23EBoaSnR0NPC9QTM7O5vPP/+ct99+m+XLl2M2m7WhjwuHw0FKSgpHjhzhyJEjbNy4kdDQUAIDA6msrCQ9Pb3FGa+2LJx10aVLF/z8/DS7hYuSkhKtYqanp/Ppp582ihsTE9NooWhpaSkVFRV06dL0DjvXolfXYt+uXbtq+TocDu1ZQ13Bb1j4LBaLZj9KT093W+wKMG3aNIxGI7t27aKqqkqz0W3atImSkhKUUuTk5LTaIgcGBhIWFsbOnTspLS3FYDDgcDjIyMggNjYWpRRnz57FbDYTGxsLQK9evbSGxc/Pj9tvv52hQ4eilNLu2XUvPXr0wMvLq0lb8IYNG/D29qZjx7rF81lZWcycOZM+ffpQVFTEzp073cJHRkYybNgwoG7IP336dABtsXBERAQ+Pj5u7zckJETrdUZGRhIeHk5MTAzjxo0jNDSUyMhINxOO0+kkPDwcb29vOnfuTFRUlLa42JVX9+7dMRgMJCYmMnnyZIKDg/Hw8GDWrFla2OzsbMrLy7WJlaioKDp06KCZXnJzc4mMjMTDw4Nz5841UlJ33HEHXl5edO7cWRuhHD58mKysLO1ZFhUVERkZidFopKioCLPZrNlylVJMmTKFgIAAjh49SmxsLL169eLEiROcOnWKqVOnAmh1raCggH379nH33XcD8H//938XbX+Gq6jkioqK2Lt3L1BXqMeMGYOINBoeGo1G5s6di9FopLi4mNraWqZMmYKHh0ej3k3Da1cBcPXCfHx8mDJlilb4oqKi6NatmzaEbQoRwWazUVBQwA033ODW2/jiiy+avbeSkpJLnmY/ceIE6enpeHl5UV1dzUcfNf5o1fjx492GcvB9z2Ly5MlNpltZWUl+fj5fffUVHh4eTJo0iU6dOmkF32q1akouLCxMa6E9PT354x//6DY7fCGdO3fGw8ND66nNmzcPg8FAYWEhgwcP5mc/+xlms5nPPvtMi5ORkUFBQYHbcDEgIICwsDAKCwsbzWDec889dOvWTbt2mRYOHjxIVVUVDocDq9VKamoq69ev18pEZmamVt5cz6GiogKbzeY21D537pxbRdq4caPWa6mtraWoqMhNnuDgYG0Sav369QwdOtRt5ttsNmO32/Hz89Pc8/PzOXDgAFVVVdhsNrKzszl27Bhff/01xcXF5OXlNTLPxMfH06FDB9LS0twmHBraDE0mE9nZ2YSEhHDrrbciIiQnJ2t14cJyefr0ac3UAXVKbvz48RiNRvbt20dxcbFbI+pqGF2TEVDXqNbU1DBjxgxMJhPnzp2jpqYGqJsoKS4uZvz48VxIbm4u/v7+jB8/noqKCiorK+nWrRtKKYYOHcptt92m7cBoGOeHzDRf9YmHy43L3hYUFMTvfvc7fH198fX1ZcqUKcTHxzcbr3PnznTr1g0PD49GiuRyMmDAAC0/k8lEQkJCm+K1Vc7k5GRyc3MpLy/H4XC4Tde7lrwMHTq0ybgmk0nrGTeFawlJc3EDAgIQEUpLSxk2bBhKKQ4ePEhpaambMissLGx27V9UVJTbkMo1TC4rK+PkyZPs3bsXi8XCvn37GD58uBbO6XS6KS8vLy9t4qYhfn5+br1w1xo+qNua5ePjw759+5p9Bn379qVz586cP3+etLQ0TZE2tD+7qK2txeFwYDQaMZlMREVF4e3tjclkwmQyYTAYtB6TyWTSJjH279+v+Xl7exMTE8Onn36K2Wxm586d5OTkEBQUhIiwffv2Zt9JYmIi58+f15T42LFj3SbKIiIimDRpUqN4W7dupaKiwm3FQnh4OL6+vtx8883aCgKn08mBAweIi4vT7GsuuTMzM93WwlVXVzNt2jQCAwO5//77GTduHADbtm3T5G/qGbaFn6SS27ZtW6vLFMrLy90K9fXXX0///v0ZMWKE5vaLX/yi2WFlVFQUXbt2JTQ0VFuvdCXo37+/pqxqa2tbXM7SkMDAQK27b7PZ2LVrV5PhBgwYQK9evRg6dCiBgYHMmTMHo9FIYGAgP/vZz4iJiWk2D7PZrBnTy8vLCQgIYPDgwZq/y47YFoYOHYqHhwdBQUF07NiR3r17ExYWxi233ELv3r0ZPnw4wcHBbnZVgJycHLeeTHx8PH5+fowYMYLY2Fh69OiBj48PI0eOZMyYMfj7+zNixAgGDBigGccB+vXrR1xcHAMHDmTkyJH06tWLmJgYHnroIa2HYTAYWLhwISaTifHjxzNjxgymTZum2TldBAcH079/f2bMmKEN20pLS0lLS2Pw4MGMHDmSRx99tNH6uz59+tC9e3cWLFjAqFGjGDp0KBMmTGDcuHEMHDiQ0NBQ7r33Xq6//np69uzJgAEDgDobXWhoKA8++CCzZ89myJAhVFdXa6Ydu91Ohw4dWjWZDB48mL59+zJhwgQGDRrEE0884eZvMBjw9vbG4XC49agsFgu+vr5uk0XdunXjX//6F88995zm5nQ6OXjwIJMmTWLGjBksWLCAsLAwEhISyMrKcutBr1y5kk6dOvHQQw8xbNgw4uLiCA4OZvz48QwZMoTly5ezfPnyRuWhLVz1TxI6nU5yc3Pp0qULHh4eTdqScnNzcTqddOzYkYKCArfZUBcOh4Nz585RVlaGiDRatZ2WlobD4SAmJoYdO3awcuVKRo4cCdQNH+x2uzYMysvL02xNNpuNkpISOnbsyE033UR0dDTx8fGNlk3ExcURFBREp06d8PX1pWfPnloh69SpE2PHjqVXr154eHgwbNgwIiMjNbtPQ4xGI6NGjaKsrIyAgIAWbRAmk4nRo0drhc3VM/n888+12efS0lKqqqqYPn06hw8f5tFHHyUiIoKEhATmzp2rrch///33+fbbb5utGHa7nRUrVmjPxWKx4O3tTWxsLLt372bDhg3ccsstvPHGG1ocf39/xowZw0033YSXl1eT7+3GG28kICCAuXPnMm/ePK0Fnz9/Pjk5OYSGhtKvXz8CAwPJz8/Hz8+Pjh07avbKIUOG8Pe//51evXoRERFBVFQU6enpBAQE0K9fP/7+979riu/Pf/4zc+bMoXfv3hgMBl5//XX69OmjLR958cUXtZ7LAw88gLe3N/fddx9KKR577DHMZjM+Pj5Mnz7dbcfCbbfdxuTJkzEYDG7vS0To06cPu3bt0pTf7bffri1U9/b25l//+hcmk0mrvK+++ip+fn7aMPF3v/sdM2bMaGQmUErx7LPPaovdp0+fzkcffaQNp2fNmsUrr7yCiBAeHs7IkSPZsmULGzZsoEuXLiiliI2NJSAggKeeegqbzUbHjh3x8fEhLi5Om9112WyTk5O5//77iYuLY9++fWzatEkrF+vXr6dv375MnDgRqBs9RUREaLbhgIAAVq1apT2DmJgYnE6nm2nKarXi4+PDH//4R21I7OnpSVBQELGxsTz44INNlss20dx+r8vx13Dv6tmzZyUoKEgA+dWvfiWpqaliMplk8eLFcvbsWQkICBAvLy9JSUmRf/zjH2I0GuX++++XtLQ0GThwoPj5+clf/vIXyc/Plz59+oi/v7+sWLFCXn/9dZkwYYLMmzdPMjIy5Pnnn5c+ffrIzp07xW63y7p16wSQmJgY2bp1qyilJDw8XIqKimTz5s2an2vPHCB//etfG+2Vc/k9++yzTe51LCgokOPHj7e6D7KyslKio6Ob3KPocDjk8ccfF0ASEhKkpKREIiIiRCkl+/bta5TWb3/7WwHk1VdflXXr1onJZBKDwSBHjx5tUYYLefTRRwWQefPmyZkzZyQwMFAACQsLk/fee0+MRqOMHTtWqqurZe7cuY3eoZ+fn2RnZ7ulabFYZPz48QLI0qVLJSkpSQwGg4SEhDS5V7ghTqdThg8fLp06ddL2AgcFBUleXl6jsB9++KEA8oc//OGi7vli+PLLL0UpJb17926099pqtUrfvn0FkKeeeqpR3L/97W8CyL///e+LznfJkiUCyMyZM5v0v/fee8VkMklaWpqcOHFCvLy8pFu3blJQUCDz5s0TQB5//HE5efKkeHl5ydy5c5tM54477hA/Pz/JysqSzMxMiYiIkJ49e0pJSYnMmDFDAFmyZIk8+OCDAsiiRYsapTF//nzx9PRs8uCJ48ePi6enp8yfP1+7p7vuusstzPLly7W9rK3VIZGW965etZ5cZGQkEyZMcJs1FJEm11s98MADiAjx8fH06tWLzZs3U1VVRVRUFEajkR07dlBTU6O1Og8//LA207ZkyRIefvhhwsPDgboZGqhbfGs0GvH09OT8+fNs3LhR2+RvXjcAAAvSSURBVP7SEG9v7yaXN7jo2LFjk72f8PBwLc+W8PLy4oYbbmD9+vXk5ORw3XXXaX4eHh5N9vZa48iRI/j6+mK1Wn/QbpJBgwZp8SIjIxk/fjxr1qxh+vTpjBgxQrOlNeyZ1dbWtmhCMJlMTT7fHxtXD+NyMmrUqBbLhAvXpM3VxGXvvPfee/nwww/d/FJTU6msrGxywbrNZuP48eMMHz6ckJAQCgsL3ZaN/Bikpqa6rZe8XFw1m1zDxZnNISKUl5djNBpZuHChZujs2LEjsbGxWhc/IiKC2NhYPD098fLyclujZjKZ3JSNyy5z1113MWzYMAYOHIjD4Wi0Ps+Fl5dXm3Y3/FC8vLy0JQg/Jn369PnBlWzkyJF4enqSkZGBxWIhISEBpRT+/v7NKs1169Y1Wit3IRcuor0cDBo06LLn4evre1F7oa8kDfdtNyQoKKhRY9xSA2i1Wvn2228JCwu7bI1TUlKS26L+y0WblJxSKkspdVwplaSUOlTv1kEptVkpdar+f8jFZu5SHufPn8dqtaKUoqSkRDNe2+32Np/W0FZcCzm9vb0bzbAFBgZqBdhlJHbZnS4XTqezyd5rU3h6ehIWFoa/v3+LM02u5/lDDltsSExMDP7+/tx4443N2upcfq315OD7Z5+Xl8fx48cvejmAzWYjJyeHiooKHA5Hk5vIf8wtgs3h6enJ2LFjsVgsLW47arg4/UphMBhoePq22WxuVIe8vb0JDg6mV69ezW479PDw0DoHnTt3pkOHDhiNRjp16qSt//uhjb+vry9BQUGEhoY2OcP9Y3MxPbmxIjJIROLqr58GtopIL2Br/fVFMWvWLDw8PPjqq68AiI2NJTU1lb1792K32+ncuTP33nvvxSbbJrKzszUjekhICOPHjyc6Oprw8HCmTp2qVcjS0lK2bt3abDoXe0rKhWzevJnly5c36+9qbQ8dOkRxcTGTJ0+mS5cuTVZmV9itW7cyffr0ZnunrXH06FGcTqfWU2540m50dDTDhw/HbreTnJzM0aNHERG6du1Kz5493ZZtNIVSio8//pj777+/zc/u3LlzFBUVUVFRwSOPPMKhQ4ewWCza5veGuI5pupynQbuM7WfPnm20nOTw4cNkZ9cdUtvUUpwuXbrg4+Pzg+SbOnUqvr6+9OjRo0n/pUuXsmXLFqKjo+nWrRtbtmxh69atjB49muuuu45HHnmEe+65h+joaH7961/zwAMPNJnOyy+/zM6dO3nooYcAePPNN9m4cSMhISH84Q9/YOfOnSxYsIBZs2bRtWtXbda3ITfccAORkZFNNo7du3dn+/btbNy4kYiICOLi4pg/f75bmM6dO+Pv79/svV4UzRnrGv4BWUDYBW6pQGT970ggtbV0Ljw08/Dhw+Lh4SGenp7y7LPPipeXl3bg5aBBgyQhIcHt8MMfg6+++kqbXKiurpaRI0dKUFCQJCUlybZt28TDw0MGDRokNTU1Eh8fLz4+PvLVV181Ssc18TBy5MhGhw9eDHl5eRIZGSkeHh6yffv2Rv6nT5+WAQMGSFBQkBw5ckRmzpwpPXr0kIyMjEZh09LSZNCgQRISEiIvvfSSDBo0SLp169bqgaEXYrFY5De/+Y1s27ZNROpOaV67dq1mLF+zZo3MmTNHbDabJCYmyqJFiyQlJUVERGbPni39+/dv8oDDyspKmT17tixfvlzefPNNuf322yU+Pl4qKipalSkzM1OOHz8ueXl5smHDBnn88cebPCk2JSVFHn30UTl9+vRF3fPF4HQ65fjx4/LCCy80OvyyrKxMnn76aXnqqaeaPBjT4XDIp59+2uIBkM1htVpl1apV2iGgVxuz2dxogqkh2dnZrZ6AXFBQ0OR7dDgckpqa2uJpwA3hUk8GBk4DicBhYH69W1kDf9Xwurm/C5VcXl6eDBgwQLp06SI7d+6UoKAgUUpJWFiYKKUkICDgok+9bY20tDTtdNKamhqZNGmSTJ8+XUpKSsRsNsuiRYtkwIABUl1dLQkJCRITEyOlpaWN0nn++eelZ8+e8uc///mSFLHVapVXXnlFFi9e3Oxx2uvWrZMDBw6IzWaT8vJyKSoqaja9kpISycvLE7vdLitWrGh2Jq41amtrm1XetbW1TT4TEZGtW7fK8uXLm023srJS+22xWNpciHV0WqIlJdemj0srpbqISK5SKhzYDDwGrBWR4AZhSkWkkV2u4de6unXrNsTVlXdx6tQp8vPzGTlypLbvb9q0aWzevBmr1coHH3xwSQdENsWxY8ewWq3ExcWRnp5OSEgIoaGhQN1G6szMTPr3709aWhqFhYVN7oyw2+1YLJZGK+R/CCI//CtFLZGenk5eXh6jR4/+UdNtibZ+5EVH58dEKXVYvjelufu1RcldkNgLQBXwEDBGRM4ppSKBHSJyXUtxW/taV2JiIrGxsYSEhLT4tSudtiPS9i+B6ej8VGlJybWqQZRSfkqpANdvYCKQDKwF5tYHmws0v2O9jQwePFg7+sX1OTqdS0NXcDr/f6ct46MIYE19ZfEEVonIV0qpg8B/lFK/BLKBWZdPTB0dHZ0fxkUPVy8pM6UqqZuV/akQBrTtE1Htg5+SvD8lWUGX93JzqfJGi0iT24Ou9Lau1ObGze0RpdQhXd7Lw09JVtDlvdxcTnl1o5eOjs41ja7kdHR0rmmutJJr+TP27Q9d3svHT0lW0OW93Fw2ea/oxIOOjo7OlUYfruro6FzTXDElp5SarJRKVUqlK6Uu+sSSy4FSaoVSqlApldzArckjpFQdf6mX/5hSanDzKV8WWbsqpbYrpVKUUt8ppX7dzuX1VkodUEodrZf3xXr3WKXUt/Vy/Vsp5VXvbqq/Tq/3j7mS8tbLYFBKHVFKrf8JyNrm48+udlmolyFYKfWpUuqkUuqEUmrEFZO3uU2tP+YfYAAygO6AF3AU6Hsl8m5FrtHAYCC5gdsfgafrfz8NvFb/+1ZgI3WHEQwHvr3CskYCg+t/BwBpQN92LK8C/Ot/G4Fv6+X4D3B3vfs/gEX1vx8G/lH/+27g31ehPPx/wCpgff11e5Y1i8YnA7XLslAvw0fAg/W/vYDgKyXvlbrBEcCmBtdLgCVX+kE3I1vMBUquySOkgHeAOU2Fu0pyfwFM+CnIC/hSd4rNMOoWfHpeWC6ATcCI+t+e9eHUFZQxirpzEccB6+srWLuUtT7fppRcuywLQBB1JxmpC9yviLxXarjaBTjb4Dqn3q09EiEirq9N51O3rQ3a0T3UD49upK531G7lrR/+JQGF1J1ek0HdkVyuT1o1lEmTt96/HAi9guIuA54CXCd5htJ+ZQUQ4Gul1GFVd9IPtN+yEAsUAR/UmwPeq98Hf0Xk1SceWkDqmpF2Nf2slPIH/g94XEQqGvq1N3lFxCEig6jrJQ0F+rQS5aqglLodKBSRw1dblosgXkQGAwnAI0opt/O02llZ8KTOLPR3EbkRqOaCk8Qvp7xXSsnlAl0bXEfVu7VHClTd0VHU/3d9gOGq34NSykidgvtERD6rd2638roQkTJgO3VDvmCllGs7YUOZNHnr/YOAxh9qvTyMAqYqpbKAf1E3ZH2zncoKgIjk1v8vBNZQ14i017KQA+SIyLf1159Sp/SuiLxXSskdBHrVz1Z5UWesXXuF8r5YmjtCai1wX/3Mz3CgvEFX+7KjlFLA+8AJEfnzT0Dejkqp4PrfPtTZD09Qp+xmNiOv6z5mAtvqW/fLjogsEZEoEYmhrmxuE5F72qOs8IOOP7uqZUFE8oGzSinXeZPjgZQrJu8VND7eSt2MYAaw9Erl24pMq4FzgI261uaX1NlWtgKngC1Ah/qwCni7Xv7jQNwVljWeuu78MSCp/u/WdizvAOBIvbzJwHP17t2BA0A68F/AVO/uXX+dXu/f/SqViTF8P7vaLmWtl+to/d93rvrUXstCvQyDgEP15eFzIORKyavveNDR0bmm0ScedHR0rml0Jaejo3NNoys5HR2daxpdyeno6FzT6EpOR0fnmkZXcjo6Otc0upLT0dG5ptGVnI6OzjXN/wNjOhlc9A0TJQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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21pu2sW3bNrz//vuQSqWYPHkyunbtihs3bnCOeHMQiUQYNGgQUlNTuUCP9r4PHjzI1ROLxbh8+TLkcjmXV1xcDG9vb24olpmZiXv37kGlUuHEiROYO3cuxGIxFAoF/vzzz0bTK86cOYPy8nKcPXsWVVVVuHfvHoRCIT777DOEhIRg48aNAICMjAxkZGQAUA+3zEUoFMLR0dGgy0EoFMLX1xc5OTkA1EN6LXfu3EFxcbHB91ehUODUqVPcVAoigo+PD0pLSxtNlWh43cDAQL0pOrpTUywsLPDMM89g3759UKlUKCkpgb+/P3JzcyEQCHRnRpjE0tIS7u7uuHHjBoqKihAQEMCV/ec//0H//v0BqF0ut27dwsiRI/XeZS3W1tbw8/PDrVuN9z319PREdXU17t+/j02bNuG9997jyvr06YOSkhIUFhYiOTmZc8uIxWKTgTmjGNN+jyLpWnLl5eVcSHnXrl2NNHN4eDjZ2dlRVlYWZ2UYIy0tja5cuaJnyQHQcygbsghv375Ny5Yto927d9OtW7e4AIGtrS3NnTuX1qxZQ6WlpVRTU9Ool9FNM2bM4Hpc3eGqpaUlHT9+nJydnQlQO9mTkpIMtuHq6kqXL1+mxYsX04gRI+j333+njz/+mCIjI2nLli00evToJi0nX19f8vLyIkBtyTo7O1NISAhVVlbSsGHDDJ5nY2ND0dHR5O/vT3Z2dnTs2DGzel/dZGtrS+np6Ubv21QKCAigAwcOGLWi0tPTuZ68Ydq7d6/e/1t3uknnzp3pxRdfbLElExgYSKmpqXrWhe59L126lBuRNEyjRo3iLGOhUEg2NjZc2ZQpU/TOmzRpEmcFmkrPPPOMUevOxcWFjh8/zg2R7e3tOas9LCyMgoKCzLrnDh060JgxYwyWDRkyhLPkAND8+fNpw4YNRt9J7TvRMI0YMYI++eQTAtTupN27d3PfsRUrVhj835kasaA9Bh5sbW0xcuRI7piIkJubizNnziA/Px83btyAQCCAra0tNm3ahFGjRnG9RW5uLj766CNcunQJ1dXVmDt3LjclQtfZq8vXX3+NDRs24MMPP8S8efNQUlKCa9eu4e2338aaNWugVOr/rOeCBQswadIkBAUFYcmSJY/oKfyX27dv4/fff8fy5cuxdetWvPTSS5g/fz4OHDiA+Ph47N692+Q0GCLCjRs3OOdxVVUV7t69i8zMTG4aiCGqqqqwZ88e5ObmQi6XIzMz85HcX3NQKBS4eNG8WUlisVgv2CGTycweBURERJgsl0gkkEgkEAgEeO2112BpacmV9evXDxYWFgbP27ZtG2fFdO3aFWvXrjVLHlMcOnTILGusIffu3UNFRYXBMhsbG/j7+zdLHt0giYODA6ysrLhjW1tbfPbZZ9w0qyFDhiAsLAyAetqMnZ0dAPX0kGPHjiEqKgqOjo6QSqX4+9//3ix5DPHYlBxjTO+BlJaWIjo6Gtu3b8fNmzdx8+ZNhIWFQaFQYN68edixYwd27NgBAFi2bBkWLVqERYsWobq6GhcuXMAvv/yC7OxsjB8/3uD1ioqKMGHCBCxevBjz58/H+vXrkZycjPr6euzduxeFherFGlKpFCtXrkSHDh2gUqlw+/Ztbs7bo+b+/fvcsFh3uFhbW4sJEybgueeee+g2hUIh7Ozs9L6YxhAIBAgMDHzoazwqxGIxunTpYlbdLl266Cmrq1evmhV9lkqlGDhwoMk6vXv3RnBwMOzt7TFhwgTY29sDUA+rHB0djZ5HRJg0aRJEIhGio6PRv39/o3P17t271yzlZS4dOnSAs7OzwTK5XI4bN240q10XFxfY2trCysoKixcv1ovE2tnZIS4uDsOHD4ebmxuSkpK4CGtDTp8+jU8//RQrVqzA8OHD0bdv32bJY4jHpuQePHjATfTcsmULkpOTkZ2djY0bN8LCwgJ2dnaws7NDXl4e5/NIS0vD7t27OT9ESUkJvvvuO5SXl+POnTsoKiri/C1SqRS+vr56lp3ulJScnBzO6tEuHAbUfg2BQIDExESIxWJYW1tj+vTpGD58uNF7+e2338x6QU+cOIGkpCSDZZ6enkhISEBISEijMoFAgC5duuCpp55q8hoNcXV1hbe3t16HYgylUokPP/wQZWVlRmU0RH19PUpKSjhL09nZGRUVFY2sY0MUFhZi69atRst1F3MzxvSstaKiIk6mBw8eQCAQcP4jFxcXPUvOx8cHbm5uAICRI0dyny0sLHD37l2TMsrlcm5pUWlpKXr06AEA3LQfa2tr9O/fH2FhYY06k/j4eLz//vt49tlnYW1tzZUfOHBAr0Opqqoye0qQTCbDihUrsGDBArzyyivcc1coFFi/fj3nu3VxcYGvry8EAgEuXbpkdAoGEZm9bOr+/fvIzs7mjgcNGoTBgwdj9+7dePXVVxEUFMRZaIwxSCQSLF26FDt37jQ6+RhQW3MikQhxcXGNOo4OHTpAIBCgvLy8ySV6Rm/wcfjkysrKuIhSZGQkN0UjPj6eFAoFhYeHk0gkor59+5odrdT10fj4+FBBQQEXQjeVpFIpHT9+nPPJSSQSzjcVEhJCCoVCL8pnqp3ffvuN8yE19E0xxowuX7GysqLU1FRuCQ0Aio2NJYFAQNbW1pSXl6cX2m9ukkqlFBERYTRCaCq9++67BuuKRCJKSkqiESNGEGOM5syZQ1999RVX7uHhQcHBwQSop1EIhUISCoUklUpp8ODBNGzYMHJ1deXytecJBAKaP38+9z/18/OjmTNn6vlo9uzZQ8OGDaNhw4bRyZMnqaCggGQyGV26dElvys3ChQvpyJEj5OXlRSdPnqTp06ebdc+BgYF0584dSktLo1WrVtHevXspLS2N0tLS6NixY1RZWUnnzp3jJud27tyZOzciIkJvwq7u1JmGvsjp06ebjOBrU9euXfU2EcjMzCSRSGSw7uuvv075+fl6vkBzkimfXMM0cODARv4x7dQdb2/vRtHQr776igQCAcXExNCVK1e479zkyZP16l28eJErW7BgAUVHR5NIJDK6zA7t0SdnjDNnznC9ikAgQHx8PKytrbnygIAAvS1fdC0UxhiCgoIAqBd2nz17tlVkOnr0KL788kvuWCAQ6FkJwcHBEAqFsLCwQM+ePTF06FCD7Tz//PNYt24d19PpWinV1dV6EVwbGxsuivXgwQP88MMPepOUg4KCuOVG3t7eJv1Krq6umDBhAjw9PbF06VKkpKTA29sbFhYW+OKLL7Bo0SIIBAIIhUJ0794dTk5OBtt5+umnMXv2bCQkJCAuLg52dnYQCASwsrLC0KFD4eXlhYkTJ2L27NkYPXo0wsLC4Orqil9//RVffvklPDw8sH79ei7SeebMGezcuRPbtm1Deno6MjIykJaWxlk4KpUKdXV1+PHHH5GYmIiff/5Zz5oMDg5GVFQUtm3bhm3btqFPnz7o2LEjtm3bhoCAgEbLsfr3748jR45AJpOZPVk5KCgIDg4OiIiIQGJiIp5//nlEREQgIiICYWFhsLGxQXBwMBhjEIlE6NatG3euu7u73vvp4eFhdMiovdemsLW1hYODA3fs5OTELbP6K/DCCy9AJBLh+vXr3IRiAIiJidGr161bN3Tt2hWA+jtu7J00h3an5HSRSqUYPXo0oqKiuLzo6GjOnA0KCsKePXvg5OQEkUgES0tLvPDCCxAIBHBxcUGnTp0glUoBqMPZxhzETaFQKDiFZGNjg2nTpnEOVAcHByQlJSE0NBSDBw+Gl5cXpk2bBisrKwQEBMDT0xM9evSASCTCO++8g3HjxuH777/HrFmz8MMPP3DrFLVKsm/fvrC3t8c777yDfv36AQCI1PttaYdYAPDcc8/ho48+gr29PSZPnozExESjjvZOnTphzZo1WL9+PRISEuDj44P58+dj5cqVmD59OhITE9GtWzfMnj0bhw8fxq5duwwOb62trbFw4UJ8++23SElJwcWLF/V8JwsWLMCyZctgaWkJLy8vbNy4EQsXLkS/fv3w3HPPISUlBbGxsZDJZJDJZOjatSsnc6dOnSCTydCvXz9MmTJFL8gik8mwatWqRv6c6OjoRjIyxtCpUycIhUJERUU1Ctb4+PjA0tJSb6pPQ2JjY7lnPWjQoCb3SdMiFosRGRnJHU+YMEGvPDAw0OiQzdXVlXunHgZPT0+89tprD32eSCRq3nSMVkK7GqJFu4uYSbv7cWk7Ozvu5VOpVKisrOT8XW5ubpg6dSpKS0vx008/oVu3bvD19YW/vz86dOiA0NBQhISE4NChQygqKkK3bt3w5ptv4ubNm5gxYwZUKhWmTZvW6JoqlQqFhYV6PpHKykrU19ejsLAQ7u7uWL58OT7//HN888036N+/P1atWoWjR4/Cz88PvXr1QqdOneDj4wOhUIjevXtjyZIlsLe3h7e3N95++204OjoiMjISjDHExMRwPdft27exfft2dOzYEaGhoejevTuio6MRFRXFzesC1EuFGvq4Ro0aBS8vL/ztb39DRUUF3N3dUVxcbPC5CoVCvcCF7hfQxcUFM2bMwNNPPw1nZ2duSVBDdH11QqEQDbfOauhL8fX1xaRJkwColY+uAjBFeHg4GGOP1BEfExODjz/+GGVlZZBKpVAoFJzP1t3dHU5OTigtLW3RNUzJX1dXp/ecy8vLm/2F130vnJ2dUVNTA7lcjqqqKty/f9+gry8wMBBeXl5ITU2FQqGAm5sbKisrOd+juVtM1dTUoLa21mwDQuvnbspqZYxh4MCBOH78OO7evQu5XA4iMuovNkW7U3Ivv/wyNxytqKjA8uXLsXfvXggEAixduhQ+Pj6IjY3F8OHD4eXlxU0S1e7kIBaLsXLlSqhUKgiFQrz00ksYOnQoxGIxysrKkJSUhCtXrsDZ2RlPPfUU0tPTUVNTgzFjxug9+J07d3JBjOLiYrz88suIjY3l1qJqJ5nGxcXB0tIS69at45SzQCDAm2++ybU1dOhQREdHG9wRdc+ePQDUkzqPHDmCmJgYdO7cudFzWb16daM8gUDADWmtrKzg5uZmVMk1ha418PPPPxtcR/v999/jlVde4Y4vXryIkydPgjGGgwcPYuzYsc26dkN0J9WaoiVKyNraGs7OzigrK8Ozzz6LXr164dNPP4VSqcTy5cs5BXX27FmoVKpmTUr//fff9XYUEQgEGDJkCM6cOYPg4GAsX74cISEhuHz5MvduawNPt27dMvt/qV0rLRQKsWTJEgiFQrz22ms4ePAglEolAgMDOUVnbW2N1157DZcuXcJbb72Fl19+GUeOHMGnn34KIsLy5cshEAhQXFxsMAgGqCPB+fn5ANQT4XNzc/WG6dpAga6lrsXPzw9btmzBl19+ifz8fFy6dAlisRi2traNrpOYmIj09HScPn0a48ePB2MMaWlpTU75aUi7U3K///47pk6dCkBtUmsjSdXV1Rg6dCgsLS3x0ksvmWxD1wwXCARcRMvZ2RkuLi4A1ENhHx8fpKenA2i8lUvDXrXh9s7acu21Giow3aGQNsrUEMYYYmNjsWPHDhBRox7X1tYWjo6OuHv3bpO9vFQqRUxMjNH5cE2hK6+7uzuEQiHs7e0hk8mQnp6O2traRpakdnUGEelF3FrKhg0bzIo0/vDDD4iLizNabmdnBycnJwQFBTWKjjs5OXH+w86dO+Pdd9/FxYsXOb9ocXExrl+/jujo6IdScM899xxnwb/++uuNyqdMmQIHBwcMGzYMXbp0gUqlwvHjxyGXyxEUFMT5HDMzM/HLL79w5QUFBSgsLERiYmKjYXZwcDAePHiA8PBwjB8/HtXV1UhLS8OECRMMKgTt6gfGGN59911IJBJ4e3sjKirKrKFvYWEht3GBk5OTnoIDgOXLl+P1119HeHh4o2gzYwzPPPMMBgwYAIVCgaNHj+L8+fMGp4x06tSJ26pKIBDgn//8Z5OyGcScqCiAPACZADKgiWIAcALwB4AszV/H1oiuBgQEUE1NDYWHh1PPnj2prKzMYDSluehGfoytIpBIJHqLiffu3avXhkqlorCwMAJAX3zxRYvk0d2Ox9DaVWNb0EybNq1R3YyMDL3F0trUt2/fJre71qW2tpYWLlxIe/fupZqaGho0aBAB6tUcupw8eWkrVsIAAAgmSURBVJKLtn788ccPfe/GOH78OMXFxVFsbGyjba/z8vJo9OjRZGVlRe+8806TbV29etXohpk1NTV06tQpg+shi4qKaP369XpbBpmDQqGgs2fPtuo26kTqLZOMbXjA03prVyOJSHfR3ywAqUS0RPObq7MAvP8Q7XEoFArOUikrK0NWVhaUSiVCQ0O5SGRro1Kp9ObNWVhYQCwWc5s/nj9/3ui59fX1Zs0BM4cBAwbAw8MD9+/fb2QNAsCYMWMMbjttCDc3Nzg6OupZXQKBQC86bQ4SiQRz5szhjpOSkhAZGdkoAiYUCrm2zZlsbC6hoaGcO6Ahvr6+2LBhA/Ly8tCxY8cm29Jdd9kQCwsLva2cdPHw8DA6sdwU2u2rWht3d3e4u7u3erv/C7RkuPoigIGaz+sBHMRDKDntr/EA6kmy2uFJaWkpUlJScPbsWeTn52PRokWNHNwtISIiAn/++SfkcjnnyxCLxVi1ahXCwsIwatQoXLhwAYcPHzbaRmZmZqutgqioqEBdXR1mz55tMFpYXl7ORY61QZkePXpws+51cXd3x+nTp7Fr1y7k5ORg3bp1eOONN5CQkNCinZE7d+6MM2fONLpmjx49cODAAW7o31aIRKJmTYzm+R/FmIlH+sPV6wDOADgNIFGTV6ZTznSPG5xr9Ne6du/eTTKZjGbNmkVvvfUWicVicnNzo8OHD1Pnzp3J19eX7ty506pmbU5ODr3++ut09OhRys/PpyFDhlBISAi3G/D3339PgYGBeunIkSN6bSiVSvrkk0/I19eXjh071iJ5FAoFpaSkGJ3kqFAo6KeffqK0tDSqqKigiooKqqmpMblhgVbGzZs3m/xtAx6eJwWYGK4yMiNMzxjrSESFjDE3qP1vbwLYRkQOOnXuE5HxhXwA+vTpQ9pthrQoFAqIRCLI5XL06NEDEokE58+fx9ixY+Hq6ooVK1aYp60fAt1oWcPfgiSiRkNRkUjUyBJSKpW4fv262WsreXh4Hh2MsdNE1MdQmVnDVSIq1PwtZYxtAdAXwC3GmAcRFTPGPAA0K56vVS5SqRQjRoyAlZUVJBIJxo4di6ysrOY02SS60bKGUVPdHxUxhUgk4hUcD89fgCYtOcaYNQABEVVqPv8BYAGAQQDu0n8DD05EZPjnmTQYsuR0uX37NhhjcHFxQWVlJSQSSbNXKfDw8Pzv0FJLzh3AFs1wTQRgAxHtZoydBPAzYywBwA0AsS0VVDfAYGhyIA8PD8/DYpZPrtUuxlglgKttdsHWwQWA+ftltw94mdsGXua2wRyZfYnI4DSMtl7xcNWYSdleYYyd4mV+9PAytw3/izK3611IeHh4eFoKr+R4eHieaNpayTXeSqP9w8vcNvAytw3/czK3aeCBh4eHp63hh6s8PDxPNLyS4+HheaJpMyXHGBvMGLvKGMvWrJBoFzDGvmOMlTLGLujkOTHG/mCMZWn+OmryGWPs35p7OM8Y6/UY5PVmjB1gjF1ijF1kjE37C8hsyRg7wRg7p5F5via/E2MsXSPbT4wxiSbfQnOcrSn3a2uZdWQXMsbOMsZ2/BVkZozlMcYyGWMZjLFTmrx2+25o5HBgjG1ijF1hjF1mjPVrVZmNrdxvzQRACCAHgD8ACYBzALq3xbXNkG0AgF4ALujkfQ5glubzLACfaT7/A8AuqHddCQOQ/hjk9QDQS/PZFsA1AN3bucwMgI3msxhAukaWnwHEa/JXApis+fwGgJWaz/EAfnqM78fbADYA2KE5btcyQ73BrUuDvHb7bmjkWA/gX5rPEgAOrSlzW91EPwB7dI4/APDB43igRuTza6DkrgLw0Hz2gHoSMwCsAjDGUL3HKPtvAJ7/q8gMQAr1tl2hUM9iFzV8RwDsAdBP81mkqcceg6xeAFIBPAtgh+aL1d5lNqTk2u27AcAe6q3cWIP8VpO5rYarHQEU6Bzf1OS1V9yJSPsrIiVQr98F2tl9aIZET0NtGbVrmTXDvgyod6v5A2rLvoyItPta6crFyawpLwdg+AdLHy1LAcwEoP3BCWe0f5kJwF7G2GnGWKImrz2/G50A3AawTuMW+FazEUirycwHHpqA1N1Fu5tnwxizAfArgOlEVKFb1h5lJqJ6IgqB2jrqCyDwMYtkEsbYUAClRHT6ccvykEQQUS8AQwBMYYwN0C1sh++GCGp3URIRPQ1ADvXwlKOlMreVkisE4K1z7KXJa6/cYuo98sD098prF/fBGBNDreBSiGizJrtdy6yFiMoAHIB6qOfAGNOun9aVi5NZU24P4G4bixoOYDhjLA/ARqiHrMvQvmUG6ez9CEBv70eNbO3t3bgJ4CYRpWuON0Gt9FpN5rZScicBdNFEpiRQO2a3tdG1m8M2ANofGH0Far+XNn+8JsITBqBcx6RuExhjDMBaAJeJ6CudovYssytjzEHz2QpqH+JlqJXdKCMya+9lFID9mt68zSCiD4jIi4j8oH5f9xPRP9GOZWaMWTPGbLWfAUQBuIB2/G4QUQmAAsZYV03WIACXWlXmNnQw/gPqSGAOgNlt6dxsQq4fARQDUEDdqyRA7UtJhfrnFvdBvSEooHY8L9fcQyaAPo9B3gioTffzUP9EZIbm2bZnmYMBnNXIfAHAXE2+P4ATALIB/ALAQpNvqTnO1pT7P+Z3ZCD+G11ttzJrZDunSRe137P2/G5o5AiB+ndgzgPYCsCxNWXml3Xx8PA80fCBBx4enicaXsnx8PA80fBKjoeH54mGV3I8PDxPNLyS4+HheaLhlRwPD88TDa/keHh4nmj+Hz8+Sd9pzEgyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x180 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x180 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
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