diff --git "a/test.ipynb" "b/test.ipynb" --- "a/test.ipynb" +++ "b/test.ipynb" @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -187,36 +187,36 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "✅ File đã được tải về: D:\\Show_me_everything\\Machine Translation\\input\\Lab1_3projects.pptx\n" + "✅ File đã được tải về: D:\\Show_me_everything\\Machine Translation\\input\\syllabus_big_data_analytics.docx\n" ] } ], "source": [ - "download_input_from_mongodb(file_id=\"67e38dc80f76cb3f273de374\", save_name=\"Lab1_3projects.pptx\", db_name=\"pptx\", collection_name=\"root_file\")" + "download_input_from_mongodb(file_id=\"67f725830f818c0a963a9421\", save_name=\"syllabus_big_data_analytics.docx\", db_name=\"word\", collection_name=\"root_file\")" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "✅ File đã được tải về: D:\\Show_me_everything\\Machine Translation\\output\\chuong 8 NHTM.pptx\n" + "✅ File đã được tải về: D:\\Show_me_everything\\Machine Translation\\output\\syllabus_big_data_analytics.docx\n" ] } ], "source": [ - "download_output_from_mongodb(file_id=\"67dd717f972b1aa4dc9fb84f\", save_name=\"chuong 8 NHTM.pptx\", db_name=\"ppt\", collection_name=\"final_pptx\")" + "download_output_from_mongodb(file_id=\"67f725a10f818c0a963a9425\", save_name=\"syllabus_big_data_analytics.docx\", db_name=\"word\", collection_name=\"final_file\")" ] }, { @@ -324,346 +324,6 @@ "source": [ "delete_pptx_from_mongodb(file_id='67d383681d4db191e51b0bd8')" ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "<>:7: SyntaxWarning: invalid escape sequence '\\D'\n", - "<>:7: SyntaxWarning: invalid escape sequence '\\D'\n", - "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_15960\\268812496.py:7: SyntaxWarning: invalid escape sequence '\\D'\n", - " df = pd.read_excel(\"D:\\Download\\Group 02 _ Data econometrics.xlsx\")\n" - ] - } - ], - "source": [ - "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import mean_squared_error, r2_score\n", - "import statsmodels.api as sm\n", - "import pandas as pd\n", - "\n", - "df = pd.read_excel(\"D:\\Download\\Group 02 _ Data econometrics.xlsx\")\n", - "df.drop(columns=[\"City/Province\", \"CODE\"], inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABAkAAAORCAYAAACQlfshAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQVYFWkXx/+X7gZpQQTsQLG7O9fubl3XjjV311117V67u7G7u7tb6ZaG7znv9Rbci4CK6Hd+zzMPzMw7M2feiTsnX0lKSkoKGIZhGIZhGIZhGIb5v0frewvAMAzDMAzDMAzDMEzOgI0EDMMwDMMwDMMwDMMI2EjAMAzDMAzDMAzDMIyAjQQMwzAMwzAMwzAMwwjYSMAwDMMwDMMwDMMwjICNBAzDMAzDMAzDMAzDCNhIwDAMwzAMwzAMwzCMgI0EDMMwDMMwDMMwDMMI2EjAMAzDMAzDMAzDMIyAjQQMwzAMwzAMwzAMwwjYSMAwDMMwDMMwDMMwX8ipU6fQsGFDODo6QiKRYOfOnZ/d5sSJE/Dx8YG+vj7y5s2LlStXpmkzf/58uLm5wcDAAKVLl8alS5fwLWEjAcMwDMMwDMMwDMN8IdHR0ShatKhQ6jPC8+fPUb9+fVStWhU3btzAr7/+iu7du+PgwYPyNps2bcJvv/2G8ePH49q1a2L/tWvXRkBAwDc7D0lKSkrKN9s7wzAMwzAMwzAMw/yfIZFIsGPHDjRp0kRjmxEjRsDPzw937tyRL2vdujXCwsJw4MABMU+RA76+vpg3b56YT05OhouLCwYMGICRI0d+E9k5koBhGIZhGIZhGIZh1BAXF4eIiAiViZZ9Dc6fP48aNWqoLKMoAVpOxMfH4+rVqypttLS0xLyszbdA55vtmWEY5hN+ut74EbAsaoaczt4+Z5DTGVH8NH4EtBNikNNJ0jVETsfvY3X8CDRJ3oKcTqStB3I6BjGh+BHQSk783iL8HKQk40cgRVsXOZ0RR32R01k4zAI5le/5LXl5TBtMnDhRZRmF/k+YMOGL9/3hwwfkypVLZRnNkyEiJiYGoaGhSEpKUtvmwYMH+FawkYBhGIZhGIZhGIZh1DBq1ChRE0AZKjL4M8NGAoZhGIZhGIZhGCbHItGVfLdj6+vrfzOjgL29Pfz9/VWW0byZmRkMDQ2hra0tJnVtaNtvBdckYBiGYRiGYRiGYZhspmzZsjh69KjKssOHD4vlhJ6eHkqUKKHShgoX0ryszbeAIwkYhmEYhmEYhmGYHIuWzveLJMgMUVFRePLkicoQhzS0oZWVFVxdXUXqwtu3b7F69Wqxvnfv3mLUguHDh6Nr1644duwYNm/eLEY8kEGpDp06dULJkiVRqlQpzJo1Swy12KVLF3wr2EjAMAzDMAzDMAzDMF/IlStXULVqVfm8rJYBKfkrV67E+/fv8erVK/l6d3d3YRAYPHgwZs+eDWdnZyxdulSMcCCjVatWCAwMxLhx40Shw2LFionhEVMXM/yasJGAYRiGYRiGYRiGYb6QKlWqICUlReN6MhSo2+b69evp7rd///5iyi7YSMAwDMMwDMMwDMPkWCS6XEovO+HeZhiGYRiGYRiGYRhGwJEEDMMwDMMwDMMwTI7lRylc+LPAkQQMwzAMwzAMwzAMwwjYSMAwDMMwDMMwDMMwjIDTDRiGYRiGYRiGYZgci0SX0w2yE44kYBiGYRiGYRiGYRhGwEYC5qdBIpFg586d+Nk5evQo8ufPj6SkpGw/dpkyZbBt27ZsPy7DMAzDMAzz/1248HtN/49wukE2cv78eVSoUAF16tSBn58ffmZevHgBd3d3XL9+HcWKFfvm2/0/MXz4cIwdOxba2toqy2NiYuDk5AQtLS28ffsW+vr6YnnhwoVRvnx5LFq0KM2+1qxZg+7du6NmzZrp3pO5c+cW14aOO3jwYDRt2lQcJ7uxqlASeYZ0g7lPIRg42uFK877w3300245v36IFHDu0h561NaIfP8bzadMQdfee2rYSbW04dekCuwb1oWdri5iXL/Fy7jyEnT8vb2NWvDgcO3SASf58os2DIUMRcvLkV5G1ho82Snprw1APeOmfgl3nEhEckaKxffXi2qjuo/qTEBiWjJnbEuTzvt5aKOqhDUdrCQz0JJi0Jg6x8VmTb8uhk1i75wiCwyPg6eqEoZ1bomBeN7Vtdx49C7/TF/HszTsxn8/dFX1bNVJpv2SrHw6fvwr/4FDo6miLNn1aNUShvO5ZExDA5iNnsXrfCQSHR8LTxQHDOzRFIQ9XtW23H78Av7NX8fTNBzGf380Z/VrUVWlfouNQtdsOalUfHetX/Wn7kUhJScGJXXNx7dQWxH6MgEteH9TvMB7WudTLSpz2W4wH1w4j6P0z6OgZwMWjOGq0GAIb+zxifVjQG8weUUPttr/0noWCvnUyJeOm4xex6uAZBIdHwcvFHiPa1Echd2e1bY9eu4tl+07hdUAIEpOS4GpnjQ61yqNBWenvVkJiEhbsPIIzdx7hTWAoTAwNUDp/HgxsXgt2FmbIKtv3HcLGHXsREhYODzdXDOrRCQW88qpt+/zVGyxbvwWPnj7Hh8Ag9O/aAS0b1VVps3zDVqzctF1lmauTA9bO/xdfwo9wX24+dBpr/I7JZRzWqTkKeeRW23bHsXPwO3MZT1+/F/P53V3Qt1UDlfYTFq3D3tOXVLYrWyQf5o7o81PLKOQ8fOaTnJHwdHXEsI7NNMt5/Dz8Tl9WvCvdndG3Zf007Z+/9cecjXtw7cFTJCUnI49jLkwd1AX2NpZZk1Hck0cVfdm5hcZ7csfRs9h3+hKeKt2T/Vo11Nh+ytIN2H70LAZ3aI629bL2LlemQXkDVCiiB0N9CZ69S8T6QzHi91gT9csZiG2U+RCchInLI+XzNhZaaF7FAB5OOtDRluDe8wRsOhqDyI+avwuY/2/YSJCNLFu2DAMGDBB/3717B0dHx292LPogI0+zjg5f4u9BfHw89PT0vvp+z5w5g6dPn6J58+Zp1pGHv2DBguLaU0RFq1atxPJu3bphwoQJmDlzJgwNDVW2WbFiBRo1aoSlS5cKI4MMBwcHsY4MWoTMIFG3bl1hVNi/fz/q16+P7Ebb2AgRtx7i9cptKLl1frYe27pmTbgN/hXPpvyNyDt34NCmDQrMnYvrzX9BQmhomvauffvApm5dPP3zT8S8eAmLMmXgPW0q7nTrhuiHj0QbLUNDRD9+hIDdu5Fv+rSvJmulItooW0AbW08lIjQyBTVKaKNLbV3M2h6PxHQCUPxDk7Fsv8IokJzqm0RXR4JHb5Lx6A1Qxzfr7xb62J+1ZjtGdmstPro27j+OgX/Pw5Z/x8PK3DRN+6v3H6F2uZIo4uUOPV1drN5zGAOmzMPGaWNhZ2Uh2rg62GFY55ZwsrNBbHw8Nuw/jgF/zcP2WRNgaZZ2n5/j0IUbmLF+N0Z3po9yV6w/eBr9p/2H7VOHw0rN/q4+eIraZYqhqKebkHGV3zH0m7YEW/4aBjsrc9Hm4JxxKtucu/UAk5ZtQTXfIvhZ+1HG2f1LcfHIGjTp9jcsbZxxfOdsrJ3RHf3+8IOOrtSgmZqXjy7Dt2pbOLoXRnJyEo5tm4m1/3ZH3z/2Qk/fCGZWDhgy47TqOZ7cjHMHlsGzcMVMyXfw8m38u3k/xrRvJAwD64+cR99Zq7Bz8iBYmZmkaW9ubITu9SrDzcEGuto6OH3rISas3AErU2OUK+SJ2PgE3H/1Hj3qVxEGh4joWEzbtA+/zluH9WOzppAdPXMe85evxZA+XYVhYMvu/Rg68W+sm/8vLC2k95gysXFxcLS3Q9XypTF3+VqN+3V3dcaMiaPl89raX2YA/hHuy0Pnr2Hmuh0Y1bUlCnm4YcOBExjw90Jsmz5Gg4xPULusD4p0dIe+ni5W7TmC/n8vxOZ/RsplJMoVyY9xvdrK5/V0s/6e/BFkFHJeuI6Z63ZiVJcWKJQ3NzYcOIkB/yzGtmmj0pfTyx36ujpYtecY+v+zCJv/HiGX841/ELpPnoNGlUujV/M6wshGRoWsynpI3JM7MLJbKxTK6ya9f/6ej63/jtMg42PUKlcCRbxafJLxMPpPmY9N08ao9CVx/PJN3H7yAraWaZ/BrFCrlD6q+uhj1f5oBIcno2F5QwxsYSwU/vR+v98FJmH2lij5fJLS77eeLsQ+3gQkYdYmaZuGFQzRt5kxpq6Nwo9iJuCaBNkLpxtkE1FRUdi0aRP69OkjlKuVK1fK17Vt21au0MlISEiAjY0NVq9eLeaTk5MxZcoU4WUnRa9o0aLYunWrvP2JEydEuD0pbyVKlBBeZJlC2bhxY+TKlQsmJibw9fXFkSNHVI71/v17IRPtl/a/fv16uLm5YdasWfI2YWFhQjm0tbWFmZkZqlWrhps3b2o8X9oPUbx4cSFXlSpV5OcxadIkODs7CxkpWuDAgQOf3e7y5cvC2019Ym5ujsqVK+PatWuZugbUX+RVp/O0trZGjRo1EB0dLV+/fPlyoWSTXKQk9+/fX77u1atXoh+pD+n8W7ZsCX9/f/l6UsLpXEjZpnMwMDDIUL/R/1WrVoWpqalYT9fuypUrGs9h48aNoh9k+1eGjE/t27cXE/0vg+bJAJA6TeD58+fiviEjAvWpvb29fCIsLCzk8yS/zFhQr149Icf3IPDgKTwaPwv+u1Tv4ezAsV1b+O/ciYA9exDz/DmeTZmCpNhY2DVqpLa9bb16eLtiJcLOnkPc27fw37YNYefOwbFde3kbmn+9cBFCTpz4qrKWK6iN4zeScP9VMj6EpmDLyUSYGgEFcqf/yqePiqgYxfQxTnX9ubtJOHUrCa8DNHs0MsJ6v6NoUq0cGlYpizzODkKZMNDTw54TiigLZSb374JfalWCl5sL3JzsMaZnO2EMu3znobxNnfK+KFU4H5xy2cDDxRG/tm+G6JhYPH71Nksyrj1wEk2rlEajSqWQx8leGAsM9HWx6+Rlte3/7NMOLWuUh3duJ7g72uH3bi2RkpyCS/cey9vYWJipTCeu3UXJ/B5wtrP+afuRoGNcPLIalRr0Rr7i1ZHLxRtNuv2DyLAAPLim+VluP3gpilVoBjsnT9i75EPjblMQHvIO71/cFeu1tLRhYm6rMtH+CvjWhZ6BcaZkXHv4HJpVLInG5X3g4WiHMe0bwkBPFzvPqv+dKentjmo+BZDHwQ4udlZoW6MsPJ1z4fqTl2K9qZEBFv3WGbV8C8PN3hZFPFwwsk193H/5Du+Dw5AVNu/ahwa1qqJe9Spwc3HGkD7dYKCvD7+j6qOP8nt6oG/ndqhesRz00nEYaGtpw9rSQj5ZmGU90uFHuS/X7T+BJlXLoVHlMsjjbC8UcQN9Pew+eUFt+z/6dUSLmhXh7eYMN8dcGNujDVKSk3HprtTgK0NXV0flGTczNsqSfD+KjAo5ywqFnt6VZCyQynlRvZx9O6BFzQriXSmVs5X0XXlX8a6cv2UfyhXNj0FtGiGfmzOcc9mgcolCahX6jLDe75i4Jxt9uidHfbond2u4J//o3xktalWS9qWTPcaquSeJgJAwTF+5BZP7dYZOqujOrFKthD72X4jFrSeJeBuYjJX7omFuooVinrrpbpeUAkREp8in6BiF6k/RA9ZmWli9/yPeBSWLadW+aLjaa8M7NzsTGfWwkSCb2Lx5M/Llywdvb2+htJFCSi8col27dtizZ48wJMg4ePAgPn78KMK6CTIQkMGAQsbv3r0rQr5pPydThSaPHDkSf//9N+7fv48iRYqIfZJSR3nsFMJPnuGGDRsKpVdGx44dRWQDKYykSC5ZsgQBAQEq+23RooVYRkaIq1evwsfHB9WrV0dISIja8710SRrORgYJMkJs3y4NZ5w9ezb+/fdfTJ8+Hbdu3ULt2rWFJ/vx48fpbhcZGYlOnToJw8eFCxfg6ekpzouWZwTaV5s2bdC1a1fRN3SuzZo1k1+DhQsXol+/fujZsydu376N3bt3I2/evHLDBhkI6Fypvw8fPoxnz56lMew8efJE9B/JfOPGjQz1G117MpiQEYTW0/XT1dX8Q3D69GmULFkyzXIyBlE6CxkvaKJ2L19KP1bJsELy0z2nDBmq6Ni1atVCZihVqpTY//8TEh0dmOTLh/CLSmGaKSkIv3QJpkUKq99GVxfJ8apadnJsHEyLFf2mslqaAmZGEjx9p1Dk4xKAN4EpcLVL3wpvYybByNZ6GNpCDy0r68A8c3pWhkhITMSD56/hWyiffBmlrtD87cfPMrSP2Lh4JCYmwczESOMxdh47CxMjQ3i5OmdNxhdvUaqgl4qMpQp44vYnJTBDMiYlafwAp7DcMzfvo3GlUpmW70fpRxmUFhAVHog8BcrJlxkYmcI5TxG8fip9V2aEuI/S972hsXqP3bsXd/Dh9X34VEwbaZUedJ6kvFM6gHJfls7vgVtPX2fMCHL/KV58CEIJL83pE5ExccL4TQaEzJKQkCjSBkoWKaQiY4mihXD3oUK5ygpv3n9A0y590arXIEyaMQ/+gUFZ3tePcF/KZCxdKNXzXcgLtx6/yLiMSckioiS1l7xmnzFoNvRPTFm+GWGRCkfEzyajQs43KJ36XVnQE7cy9a5Mhvmn603fXGdv3ENuezsRYVCz7+/oNH4mTly5/QUyvkapQt6qMhbyxu3Hz7N8T5Kc4+evRvsG1eHh4oCvgY25ljAIPHiZqDh2PPD8fRLcHdNX5u0stDCljxkm9zBFl/pGsDRV/N7raENECyhHItD/9AlMBgSGUQffGdmEzMtLkKIeHh4uFE7ylJOibGxsjB07dqBDhw6iDXnzSXkmD3NcXBz++usvoTiXLVtWrM+TJ49QmBcvXiy86jLIS0+eZhlWVlYi6kDG5MmTxXFICSZP+YMHD8R+SUmVKZ/kDSclXAYdh5R3UnZlee6k5FNIO3nnSbFOjczzTB57mWdatt2IESPQunVrMf/PP//g+PHjImph/vz5GrcjD7wyZMggTzf1YYMGDTJkJEhMTBSGAcqvJyiqQMYff/yBIUOGYNCgQfJlFHVBkIGFDAfkeXdxcRHLyGBDUQfUb7J2lGJAy2XnkJF+I2PNsGHDhAGJUO53dZDiry5NhQwAlApgaSnN1aN7itIFKMKBoGgBWk/nQJEO9FG7atUqYXjJbG0BOv7r16/FD6S6bel+pUmZhJRk6Ep+XJukjoWFMBTEpzKKJYSEwNBNvVIQduECHNu2Q8S164h98wbmpXxhVa0qJN+4loOpofTDIErJiyCbN/m0Th2vA1NEekJQeIqIOqhWXAc9G+hh9vZ4xCsyEL6YsIgokV+a2iNE8y/fSXNUP8e89TthY2mOUkqKCHH62m2MnbNchHqTh2ze6AGwUBMq/lkZI6OFjNaptrU2N8WL96oGVE3M2eQnZCxdUP0zvffMFRgb6KNaSfVGpp+hH2WQgYAwNlONmDA2s0F0RMYUUvKIHtj4l6hlYOesUEiUuX56G2wcPESbzBAa9VHal6mvt5mJUPw1EfkxFrWHTxNKiJZEC6PaNUCZAurrA8QlJGDOtkOo41tYhE5nlvDISCFj6rQCK3NzvPqUN50VKG1h1MBecHVyRHBoKFZs3I7+oydh1Zx/YJQqPe1ne77TyGhmihfvMvZ8z924GzaWZiqKZ9mi+VHVtwicbK3xJiAI8zftxcCpi7Bi4mBoZ/K9/yPImK6cmXhXzt24VyrnJ0NDSEQUPsbGYeXeo+jzS10MaN0Q52/ex7DZK7BodF+UyJ/3K92TZnjxzj9jMq7fleaeXLX7sEjNaV1HGvH6NTAzlv5GR0SrRutFRifL16njxftErN6fBP9QMkxriRoFQ9qYYvKKCOEkeP4uSfyON61kiJ2nYyCRAE0qGUJbSwJzkx8nhP//tYDg94KNBNnAw4cPhbJIyjlBdQLIC02GAzIS0Dx5f9etWyeMBBQCv2vXLnlIN3moKapAWfmXKaUUlq9Mai8zRRKQokhF6WSKMoWeyyIJSDY6Pnm4ZZAHXaZsykLiaT+kuCtD+yEPdkaJiIgQEQtURE8Zmk8vdYGg0H4qmkcRAKR0U70F6hPliIj0IEMJefDJMEAKNHnPf/nlF3GetD+Si9argyIPyDggMxAQBQoUEEYKWiczEpDxQWYgyGi//fbbbyIdgQoIUvoDRR54eHhoPA/aNnWqAfUFKfwUpSGDDFJDhw7FuHHjhCJP9w5FDZDhgAxJZPigvuvSpQsyC6VrkIGADAGpaxzIol4mTpyosqyNxArttG3w/8Tz6f/CY+wYFN+6RZjrY9++RcDuPbBr1PCrHqeohxaalFe8ylcfyppGT7UGZHwIJaNBAoa30kNhdy1cffRl6QVfk1W7Domc54W//yrybpUpWcALa/8eJT5cydM4avYyrJg8LMshqlllxZ5jOHTxBpaM6pNGRhm7Tl1C3bI+Gtf/yP1468Ie7F09Xj7fdlDaoqmZxW/dJAS8fYyuI9erXZ8QH4vbF/eiUsMvK8CWGYwN9LBxXF/ExMbj4oNn+HfzATjbWolUBBXZEpMwfPEmpCAFo9t/3ef/SylTQlEgmAoh5vfMi5Y9B+LYmQtoUPPLC7D9jM/3yt2Hcej8dSwe219FRsqzl5HX1VFMTQZPxtV7j1UUdZZRWc4joqbB4jH95HLKIjwr+xRCu7pSBZxSE24+foFtR89l2kjwxTJ+uicX/T5ILuP9Z6+w8cAJrP1rhIgOyiq++XXRtpYiOmHBNkVEcWa4+1wReUApCi/eR+PPXmYokU8P527HCyfBf7uj0aamIaqUMBcRBFfuJ+DVh0TxP8Oog40E2QAZA0g5V/YA00uQvMvz5s0T+eAUdk4RAaSwUjg7KV+yonGyNARS9Kl6vTIyD7UMikhQhhRF2h95sEn5p/2SckwGhoxCx6ccfVLQU0OKcnZAHu/g4GChCJMyTudNURUZPQ/Kpad+OHfuHA4dOoS5c+dizJgxuHjxogjH/xqk7vuM9BsZcKgmBV1bSkkYP368MA7J0kxSQ7KGpiqSR6kpNJpB6vQHMh6QMYAMBGQo6Ny5szAm0DHJWEC1ECgiJbNQqgSdqzoDATFq1Chh/FDmmFUJ/MgkhoUhJTERelZWKst1rayQEByscZuHQ4dBoqcHXXNzxAcGIveA/oh7m3Wvnzqo7sDrAMVzQFWLCYoaiFSKJqD59yEZV/YpxJGiCqzNvq7lnjx/5LEKCVdNFaJ5689UfV+79whW7T4kPIieuVXfhYShgT5c7O3gYg8U9nRH88ETsPv4OXRuUjtzMpoaCxmDI6LSpAjYmKcvI42GsNLvGBYO7yWqfKvj+sNnePk+EH/3k0aO/Wz96F20KpzHK4oxJiZK78/oiGCYWtjJl1MUQS6X/J/d3751k/D45gl0HrEWZlaKCDNl7l05KAwFRcs1QWaxNDGS9mXq6x0RlSaaRBl6r9KoBoS3qwOevw/E8n2nVIwEZCAYsXiTqEOwZEjXLEUREOampkLG0LBwleUh4eGwsvx6v8OmJsZwcXTA2w8Z87D+SPdl6uc7jYwRkSJaKD2ogv/KPUexYFRfUSE/PZztbMSxXvsHZVoB/xFkTFdOut6feVeu8TsuogUWjOyj8q4U+9TWgrtTLpX2NH/j4bOveE9GfPaeXCPuycOYP7q/yj15/cFThEZEoeEARTFailaYvXa7KNS5e+6kDMl260kCXryPVEkLICgaICJakRtgaqwlig5mlJi4FPiHJMHWQhEdcv9FIsb9FwljQ4koSkxt/u5rhqAHXzFU8Bsj+fR9w2QPP2787w8CGQcoBJ3y8ClPXTaRl5mMBhs2bBDtypUrJzzVVNyQIgrIoyzLTSevNSnF5PklRV95UvZuq+Ps2bNCOSSlk7zoFMJPQ9nJoBoJJCPVK5BBkQvKiihFGXz48EFEHKQ+viYFW1bZnxRVGVSYj86ZZEotI52jpu1kbQYOHCjqEMiKCwYFZS5vkqy9FLVAXm46XzoWRXdQSgcVaiSFWh358+cX4fU0ybh3754oSiiTWx0Z7TcvLy9RY4KMF5QOQQq8JihyhI6d2ghF6RvK9xdNtEy5gCFFDdA5UM0EOm9KQcgKd+7cSRPBogxdG7rWytOPnGpAkIEg6sEDkTIgRyKBua8vIm+lnyeZEh8vDAQ0JKJVtWpfbYhDGRRCGBKpmALCUhDxMQUejoo+19cFnG0leBWQcZeBng6FtkoQ+fGrigtdHR3kc3dRKQBFkSlX7j5EYU/NRqvVuw9j2fb9mD2yHwpoGForNcnJKYhPTMyajG5OuKxUSItkvHzvCQrn1XzsVX7HsXTXEcwb2gMF8mh+N+88eUkMkeilwYjwo/ejvqEJrHLllk+2jnlFUcFn9xVFwuJiovDm2S24eGge6paM6WQgoGKEHYethKWt5vzz62e2wrtYVRibqhryMtqX+XM74uL9Zyp9een+M1FwMKOQvMr9JDMQvAoIxqLfusBCQ459hmTU1YGXhzuu3rqrIuO1W3dR0Dv9NLXM8DEmVhgIqIDhz3ZfppZRuaCfeL7vPEIRT801JVbtOYqlOw5i7vDeKJBH/VCoyvgHhyE86qNIjfgZZVTI6ZxWzruPUSS9d+Xeo1i68xDmDu+VRk7aZ8E8rniZKl3h1ftAONhYfbV78vLdR8LYlP49eQBzRvZNc0/Wq+iL9f+Mwtq/R8onGt2gfcMamDOqX4Zlo1QAGtpQNr0PTkZ4VDK8XRU+XAM9wN1BG8/fZeIdrAthIEidtkBQQUMyENAxTI0kwlDBMOrgSIJvzN69e4XCLasgrwwNY0dKXO/evcU8eZSpMOGjR49Enr4MUmIpIoAUSXqxVahQQdQ0IMWZFDDysmuCctxJKaRihaQk//7772IfMigXnsLcKT+eiveRYYJy88lLLAuhovXktW/SpAmmTp0qlFoKzyfvNxkf1BXSs7OzE/ugkQsozJ1C5On8Kf+evOUUUk+jAZBCTAotGUbS247Og0Ly6ViUtkD70eTJVgdFDJARgNIM6Bg0HxgYKAwABHnX6TrQOsrdp4KI1L80ZCWdPxlYKNqDaieQUaVv374i8kPducv4XL+RsYPOgyI7qE7AmzdvRI0DdcMbyqBUCYoGkEHnQEUvqcZEoUKKglaygpR0HPL8U20KOgbVdqBrTYo8GSSyAhUtzGyxw685BKJxXsUHhZG7M8yK5kN8SDhiP40N/a14t249PCeMR9S9+4i6excObdtA29BQjHZA5J04AfEBgXg1Xzo0o0nBgtCzs0P0o0fQs7WFS8+ekEi08PbTiCWyIRANlAx9+k6OMPLyQmJ4OOKVRs/ILDQKQdVi2giKSBFDINYsoS2U/XsvFc9+t7q6uPsiCRfuS5fVLaWNB6+SERqVIgofVvfRQUoycOuZwmBnYiiteSCLLrC3lIiPnLCoFMRkPDgJbetXx8SFq5E/j+unIdKOISYuDg0qlxHrxy9YBTtLC/Rr01jMk3dxyRY/TO7fGQ62Vgj65E01MtCHkYEBYmLjsGLnAVQsUUR87FI48tZDJxEYGobqpTUbtNKjfZ3KGP/fRjGGd6E8rlh/6DRi4uLRqJLUUDRu8QbxUTigZT0xv3LvMSzaflCMcuBgY4mgsAglGRURX1ExsThy6SYGt/3ysPMfoR8J+i0pXaMjTu9dBOtcbrCwccLxHXNEVEE+nxrydqundRbzpapL6/fsWztJpBC0HjAf+gbG8toG+oam0NVTeORD/F/i5aMraDdoSZZlbF+zHMYt344Cbk4o5O4khkCMiY8Xox0QY5dthZ2lGQY2k777lu07iYJuTiK9gBTVM7cfw+/CDYxq11BuIBi2aCMevHqH2QPai9/doE+eTHNjQ6G4ZJaWjethyuxF8M6bR4xcsGXPfsTExqJedWldoj9nLYCNtRV6dWgtL3b44vWbT/IkIigkBI+fvYChoQGcHaQRGfNXrEN5Xx/ksrVBENUk2LBVREjUqKgoMvkz3pcUxj5h8ToUcHdFQRri9MBJ8Xw3rFxarB+3cC3sLM3Rv7X0eq7ccwSLt+4TIwhIZVR9vimH/r/tB1DNtyisLUzFEH5zNuyGSy4blC2S/6eVUSHnehRwd0FBj9xp5Vy0TipnK2n9KIpyWLxtvxjlgJR+de/KDvWqYtS81fDJ54GS+fOK4WJPX78r0hKyQtv61TBx4Rr5PUlDINI92VB+T64W7/P+8nvyMBZv8cMf/TvBwdY6jYwWpiZiUoZGN6DoCRqx4Us4djUO9crqIzA0CUE0BGIFQ2E4uPFYocwPamks5k9el/7wNqtigNtPEhAckQILEwkalDdAcgpw+b5im7KF9PAhOElEGOZx1EaLaoY4diVODH3MMOpgI8E3howApCymNhAQpAyS8khV/mkkAlJC//zzTxFOnzpvnwoOUr475XtTZX0KVydP9ejRirGN1TFjxgxR0Z8iFch7TUUDSclWhiIdyIhRqVIlEWlAx6ARFGS57/SBt2/fPhGeT95oUkypHbWnoRXVQd7zOXPmiPx3youvWLGiCLunaAAycJAhglIryBNPCq6sYJ+m7agfSbmlc6boCSrkSIaTjELGlFOnTgkln86f+piiO8ggQJChJTY2FjNnzhT7pb4i5V12/lQjggwGdM70AUWpIJSykB6f6zdKgaAUClLmqeYCHZMU99T5/MrQPTJ8+HBRS4KiQOjaUei/unoKtIwMKWvXrhX9TtB1JmMJGTnUDaP4OSitgVI2aJ/fA/MShVD26Br5fIHp0vv/9ertuNVt1Dc9dvDhw9C1tIBr717QtbYWyv+9AQNF8UJCnwpt0q/yJ7T09eHapzcMnJyQFBOD0LNn8XjcOCQpjWJiUiA/Ci1eLJ93/5SmEbBnL56kcx98DhqmkCIBmpbXEV6Il/4pWHEwQaWysZWpBMYGitA9c2MJWlXRBRVej46lbZKxcE+C+F9G6XzawngggwobEltPJeDa44x/aNQsWwKhEZFYsnUvgsMi4ZXbSXgQZaGf/kGh0FLK89x++LRQckbOWqqyn+7N66HnL/XFM0kFqPxO/ScUCHMTYxTwcMWS8b+J4dKyQq0yxRAaGSUUf0ozIK//3GHd5aG+H4JDVXJRtx47L809n6swAok+alITvZopwqEPXbghqkzXLpN1pftH6kcZ5et2R0J8DPasGofYjxFw9SyB9oP/g46uwoASEvgKH6MUUWxXTkgj7VZN7aiyr8Zd/hJDI8q4fmYbzCzt4VFQ9XczM9T2LYzQyGgs3HVUpBl4uzhg/qCO8nSDDyHhojihjNi4BPy1bg8CQiOgr6sLNwcb/NHtF7EfIjAsAidvPhD/t560QOVY/w3tmqZuQUaoXqEswsIjsHzDVoSEhiGve25MHz8SVp+KGfoHBgtDpIygkFB0+03xjbBxp5+YihXMjzl//i6VMzgYE/+di4jIKFiYm6Fwfi8s+meS+P9nvi9rlfWRPt9b9yE4PAJeuZ0xd0RveYg8Pd/KMm47clYaGTJbNdKvR7M66NW8LrS0JHj86h32nr6EyOgYoXCWKeyN3i3qQU9X56eVUchZprgIvV+07cAnOZ1EhID8XZnqem87+knOOStV5WxaG72aS9NsqbjiqK4tRM2C6at3ILeDLf4Z1BnFvPNkTcayJUQBw8Vb/eT35Byle/JDUIjK+3zbp3tyxKxlqjI2ryvuyW/JoUtx0NOVoG1tIxjpS/D0bSLmbo1W+f22tdCGiaFigaWJFro2NBa/6VR/4OmbRExdF6VSwDiXlRYaVzIQbYLDk3HgQhyOXkk1znEOR4vTDbIVSYqsQgjDfII82qSI06gHmor5Md8Pij4gQweNbJHdkJGJImNodInM4Keb/QWRsoJl0S8bHzw72NvnDHI6I4r/GENkaifEIKeTpJv5CvPZjd/HH+N3oknyFuR0Im01F67NKRjEqNbFyaloJWc+FYFRA4WU/QCkaH+fIrCZYcRRpZTFHMrCYdlTaywrnCmauZFrviYVbl7D/xscScDg2LFjosgehdTTCAjkqaYcffJ4MzkPikxYsGCBxiEIvyWUjpG6KCHDMAzDMAzDfEskWhxJkJ2wkYBBQkKCSFugNAaqf0CpCVQjQFY4kclZUKrJ59JMvhWUJsIwDMMwDMMwzM8LGwkYUQyPJoZhGIZhGIZhmJyGRPvHHinrR4N7m2EYhmEYhmEYhmEYARsJGIZhGIZhGIZhGIYRcLoBwzAMwzAMwzAMk2PhIRCzF44kYBiGYRiGYRiGYRhGwJEEDMMwDMMwDMMwTI6Fh0DMXjiSgGEYhmEYhmEYhmEYARsJGIZhGIZhGIZhGIYRcLoBwzAMwzAMwzAMk2PhwoXZC0cSMAzDMAzDMAzDMAwj4EgChmEYhmEYhmEYJsci4UiCbIUjCRiGYRiGYRiGYRiGEXAkAcMwDMMwDMMwDJNjkWixbzs7YSMBwzDfHMuiZvgRCL0ZgZyOsXHOf21LkIIfgRRJzv/gSNLR/94i/DSk6Oohp5OonfNl/FGeb0lSAnI8KT9AX0p+jBDvJB0D5HQiQqKR87H43gIwOYSc/4XEMAzDMAzDMAzDMEy2kPNdUgzDMAzDMAzDMMz/LRKtHyOq5WeBIwkYhmEYhmEYhmEYhhFwJAHDMAzDMAzDMAyTY9HiIRCzFY4kYBiGYRiGYRiGYRhGwEYChmEYhmEYhmEYhmEEnG7AMAzDMAzDMAzD5Fi4cGH2wpEEDMMwDMMwDMMwDMMIOJKAYRiGYRiGYRiGybFItNi3nZ1wbzMMwzAMwzAMwzAMI+BIAoZhGIZhGIZhGCbHwjUJsheOJGAYhmEYhmEYhmEYRsBGAoZhGIZhGIZhGIZhBGwkYLKNEydOQCKRICws7Iva/L8THBwMOzs7vHjxItuPfeDAARQrVgzJycnZfmyGYRiGYRjm/xMtbcl3m/4f4ZoEX8j58+dRoUIF1KlTB35+ft9bnB+ecuXK4f379zA3N/8q+yOjQ9WqVREaGgoLCwv8DPz5559o3Lgx3Nzc0qyrXbs2jhw5ggsXLsDX11csGzBggFh2//79NO1fvXoFd3d37NixA40aNcLJkycxceJE3LhxA7GxsXBychLX5L///oOenp64z3///XesW7cOHTp0+KrnZd+iBRw7tIeetTWiHz/G82nTEHX3ntq2Em1tOHXpArsG9aFna4uYly/xcu48hJ0/L29jVrw4HDt0gEn+fKLNgyFDEXLyJLIDqwolkWdIN5j7FIKBox2uNO8L/91HkZ1UKiRBcQ8J9HWBN0HA/ivJCI3K2LZl80tQragWLj1MxuHrKfLl7atpIbed6o/ltSfJ2H9F0SajbD50Emv3HEVweAQ8XZ0wrHMLFMyb9p4mdhw9i32nL+Hpm3diPp+7K/q1aqix/ZSlG7D96FkM7tAcbetVzbRschkPn8GafccRHB4JTxdHDOvYFIU8cquX8fh5+J25gqdvPoj5/O7O6Nuinkr7kh1+U7vtwNYN0LF+NXwtth44hnW7DyIkLBx5c7vgt65tUNAzj9q2u46cwv6T5/Hs9Vsx750nN3q3aaqxfVZJSUnBiV1zce3UFsR+jIBLXh/U7zAe1rnUX0PitN9iPLh2GEHvn0FHzwAuHsVRo8UQ2NhLZQsLeoPZI2qo3faX3rNQ0LdOpmTcdOQcVu8/Ja63l6sDhrdvjEJ5XNS23X7iIvaeu4anb/zFfH43J/T/pY5Ke9rPnM37cf7uI0R9jEVxL3eMaN8YrvY2yCo7/fZj0/bdCAkNg4d7bgzo1Q35vTzVtn3+8jVWrtuIR0+fwT8gEH27d8YvjRuotFm/ZTtOn7uIV2/fQl9PDwXzeaNH5/ZwdXbCl/BDPN9HzmL1vhOfnm8HDO9Az7er2rbbj1+A39mriufbzRn9WtRVaV+i41C12w5qVR8d61fNuoz7TypkbN9Es4wnLqaS0Qn9flGV8WNsHOZu3ocT1+4iPCoajrZWaF2zAn6pVjZL8n2rvpTK6YcTV5XkrEVylsuyjFsOnsC6PYc/3ZPOGNKllcZ7bOfRM9h36gKeKd2TfVo3kbdPTEzCok27ce7GHbwNCIKJkSF8C+VDvzZNYGv15d+azWuYoqqvMYwNtfDoZRyW7wyDf3BSuttYmmmhdR1zFPU2gL6uBP7BiVi8NRTP3yaI9fp6ErSuY4aSBQxhYqSFwJBEHDwXhaOXPn6xvMzPCUcSfCHLli0TStipU6fw7p30ZfKtoI+sxMRE/MyQImpvby+iCX5mEhKkL+3M8vHjR3HPdevWTa3Cf+7cOfTv3x/Lly+XL6e2Dx48EOtSs3LlShGVUK9ePdy7d08YAUqWLCnu59u3b2Pu3LnimiQlKX6cOnfujDlz5uBrYl2zJtwG/4o3/y3FzfYdEP3oMQrMnQtdS0u17V379kGuZk3xbNo0XG/ZCh+2bYf3tKkw9vaSt9EyNET040d49s9UZDfaxkaIuPUQdwZOxPegbD4JfL0kwjCw8nAyEhKBNlW0oJ2BN76DFeDjIYF/qHrF//rTZMzamSSfjt7IvIHg0PmrmLVmB7o3r4s1f42AZ24nDPh7PkLCI9W2v3r/MWqVK4GFYwdh+cQhyGVtgf5T5iMgJG3E0fHLN3H7yQvYWn6ZofHQheuYuX4XejStjbWTf4OXqyMGTF2SjoxPUbusDxaN7osV4wcil5UF+k9drCLjgbkTVKZxPVqLd10136L4Whw5ewlzVm1GtxYNsfKfcfDM7YLBf85CSHiE2vbX7j5EzQqlMG/8UCz5cxRyWVvi1z9mIiA4FF+Ts/uX4uKRNajfYQK6j9kMPX1DrJ3RHYkJcRq3efnoMnyrtkW3MZvQYchyJCclYu2/3REfJ/2oNbNywJAZp1WmKo0HQE/fCJ6FK2ZKvoMXb2LGxr3o2aQ61k8cKBSdftOXISRCvWXt6oNnqFO6GJaM6ImVY/sil5U5+k5bioDQcPnv9W9zVuNNYAhmDuyE9RMHwcHGAr2n/YeYuHhkheOnz2Lh0lXo2KYFFs+aCg93N4wY9wdCw6THTE1cXBwc7HOhR6d2sLJUr7jcvHMPjevXwbxpUzBt8jgkJiVh+LjJiImNRVb5MZ7vG5ixfjd6NqmJdZN+Fc93/2n/ISRCg4wPnqJ2mWJYPKo3VowbgFzW5ug3bQkCQhR9f3DOOJVpfPeWn57vIlmT8eINzNiwBz0b18S6ib/Cy8UR/acvTeee/CTjyF5Y8Xt/8Q7qN/0/FRlnrN+Dc7cfYnKvNtg6ZRja1qqIqWt24uS1u1mS8Vv1Je3v3K2HmNy7Dbb+PRxta1fC1NVZl/PwuSuYvWYbuv1SH6umjEbe3M4YNGWO5vfivUeoVd4XC34fjKWThsPO2goD/5ojvydj4+Px8MUrdG1WD6unjMLfv/XEq3f+GDp9Ib6UBpVMULucCVbsDMO4BQGIi0/ByK420E3HrWtkIMH43rZISkrB1BVBGD7TH+v2hSM6RhH12b6+OYp4GWDBphAMm+GP/Wej0KmRBXzyG+BHKlz4vab/R9hI8AVERUVh06ZN6NOnD+rXry8ULhlt27ZFq1at0iiGNjY2WL16tZinkO0pU6YIT66hoSGKFi2KrVu3pgm9379/P0qUKAF9fX2cOXMGT58+FZ7kXLlywcTERHiMyVOsDHnjSSbaL+1//fr1wvM8a9YseRsK6e/evTtsbW1hZmaGatWq4ebNmxrPNz4+XiigDg4OMDAwQO7cuYX8BIW+k6zkgVbePy2j81Dm7NmzKFKkiNhHmTJlcOfOnXTTDeicK1asKM7FxcUFAwcORHR0tMqH0IgRI8Q66qO8efMKRZpkoigCwtLSUuyXFFx1vHz5Eg0bNhTtjI2NUbBgQezbt0++/u7du2jQoIHoJ1NTUyEPXQfZdZw0aRKcnZ3F8Skcn8LyZcj6hu6VypUri/MmTzyxdOlS5M+fXyzLly8fFixYgPQgmegY1G+pWbFihZCR7scNGzYgJiZGLCd5fHx8VAwHso9Yumc7deoEHR0dHDp0SBhopk6dikKFCsHDw0MYDSiKgPpeBvXTlStX5Of/NXBs1xb+O3ciYM8exDx/jmdTpiApNhZ2jRqpbW9brx7erliJsLPnEPf2Lfy3bUPYuXNwbNde3obmXy9chJBU9192EHjwFB6NnwX/XarPZXZRyluCM3dT8OgtEBAO7L6YDFNDwNs5/R86+ghpXEYLfpeTEavBjkUGh+hYxRSfBbvler9jaFKtHBpVKYs8zg4Y1a01DPT0sPuEIhJEmT/6d0aLWpXg7eYMNyd7jO3ZTty/l+88VGlHH3DTV27B5H6doaOtjS9h3f6TaFKlDBpVKoU8TvYY1eUXGOjrYvepS+pl7NseLWqUh3duJ7g55sLY7q2QkpyCS/cey9vYWJipTCev3kHJ/HnhbGeNr8WGvYfRqHpFNKhaAe4ujhjes73wEO89dkZt+4mDeqB57arwcneFm5MDRvXujOSUFFy5kzbyKKvQtbp4ZDUqNeiNfMWrI5eLN5p0+weRYQF4cE3zM9J+8FIUq9AMdk6esHfJh8bdpiA85B3ev5AqClpa2jAxt1WZaH8FfOtCz8A4UzKuO3gaTSuXQuOKvsjjlAtjOjWFgZ4udp26rLb9n73boGX1svDO7Qh3RzuM6/qLOM9L956I9a/8g3D76SuM7tQEBfO4wM3BFqM7NkVcfAIOXFD8TmaGLTv3oF7tGqhboxrcXF0wuG9P8Xuw//Axte3zeeVF764dUa1SBejq6qpt88/EsahToyrcc7tIjQ6/9kNAYBAePXmGrPIjPN9rD5xE0yql5c/36M7NxfO966SG692nHVp+er7pev/ereVnn2/y1pfM75Hl53vtgVNoWplklN6Tozs3+3RPqn8H/dm7LVpWL6ckY4s0Mt568gINKpQQcpF3vlnVMsIgdvfZ6yzJ+K368tZjkrOkeD/K5XQlOV9lScYNfkfRuFp5NKxSTtyTI7u3EffkHg335KQBXfFLrcrwcnMR9+SYXu0/vRcfiPUUOTB3zCDUKFsCuR3tUdgzD4Z2bYUHz17hQ1AIvoQ65U2w83gkrt6PxesPiVi4ORQWptooUUDxHZaahpVNERyWhCXbwvDsTQICQ5Nw+3EcAkIUDh5PVz2cvvYR95/HIygsCccvf8SrDwnwcFb/bmAYNhJ8AZs3bxaKnbe3N9q3by+UMPphI9q1a4c9e/YIQ4KMgwcPCk9w06ZNxTwp2GQwWLRokVBCBw8eLPZDId/KjBw5En///bcIFyflmvZJnt+jR4/i+vXrQpEjxY08yTI6duwoIhtI6d62bRuWLFmCgIAAlf22aNFCLCMjxNWrV4UiWb16dYSEqH/Bkfd49+7d4rwfPnwoFF11Ie+fY9iwYfj3339x+fJlYaAg2TV51kkRpfNr3rw5bt26JRRtMhqQsUL5XEkpJvmojxYvXiyMJ2Q0oHMnSF4ynMyePVvtcfr16yeMDTIP+j///CP2Qbx9+xaVKlUSH2PHjh0TfdW1a1d5VAftk85n+vTpQkYK+afQ/cePFT94sus4aNAgISO1of4bN26cSB+gZX/99ZcI5V+1apXGvjt9+rQwGKWG7jsyEtD9Q/ckGUqUDU4UTUDXTdm4QvfG8+fPxbkQZCCgPqI+SA9XV1dhoCJZvgYSHR2Y5MuH8ItKHz4pKQi/dAmmRQqr30ZXF8nxqh7I5Ng4mBb7eh7ZHxULY8DEUIIX/goPf1wC8DYYcPrMt2qdEhI8eZ+CF9IIarUUzC3B4KZa6FFHC1WKSKCTyW/1hMREPHj+GqUKecuXaWlpifnbj59naB+xcfEi3NPMxEi+jIx14+evRvsG1eHh4pA5odTJ+OINShf0UpWxoJf4yM6wjElJMDdWyKgMheWeuXkPjSuX+iJZVeROSMTDZy/hW6SAity+RfLjzqOMKX3kIZP2beaU7PSgtICo8EDkKaAIFTYwMoVzniJ4/TTjCnPcR6ln0tBYvRf53Ys7+PD6PnwqNs/09b7/4i1KF/BU6bfSBfPi1tOMKSWxcQniept9ut7xZE2j6Dgl5Zz2qaergxuPMl9Phn4jSXEvUbSIyv5KFCuMew9VlekvITr6U5SGqfT3L9Ny/jDP91vxPKvIWMATt5+8zLiMStdb/fN9H40rlfpCGVXvSZrPtIxK/VgkrxtOXb8nvPbCEHP/iTBolSnklaP6sognyXlXIee9J3j1IWtySu/JVyhVOJ+KjL6F8+F2Rt+LcfFIonvSWPN7MepjjHAIkQEhq9haasPSTBt3nyi+b2LiUvD0dbxQ8jVRIr+BSCsY2NYKC8bY488Btqjqq3pvPn4VL6IGKC2BKJBHD/Y2OsKYwDDq4JoEXwB5q0kpI0iRDQ8PFwp+lSpVhBJIHmnK9ZblbpM3n5RH8kSTQkpKIUUAlC0rzQXLkyePUIBJySWPswzyUtesWVM+b2VlJaIOZEyePFkchxR4Up4ptJz2S0o4hY7LPNaenoofGzrOpUuXhJGAlF+ClNydO3cK5bJnz55pzpeMELQPqsFAL0KKJMgK48ePl58PKcTkgSf5W7ZsmaYtGVLI4PLrr7+KeTo+GQOofxYuXChkIuX38OHDqFGjhrwflfuKoJD69GoS0H7IEFG4cOE0+5g/f76okbBx40a5N8bLS/FDRf1GkQytW7cW82RgOH78uIjaoG1l0Dk0a9ZMpR/IuCBbRhEfFPJP15+8+5oiHhwdHdMsp+tNBii67wi6L+n+lN17FNkyZMgQbNmyRR5NQUYFupaycyGjERmyqG/JYEDRCmQ0IiMMRVAoQzKQLOqge5smZeKTk6Gnpd4mqWNhIQwF8amMUwkhITDUYIQKu3ABjm3bIeLadcS+eQPzUr6wqlYVEg3H+H/C+FPkIHn5lYmOTYFJOt8uBVwlsLeUYPkhzUUp775MQXh0CiJjADsLqlsggbWpBNvOZryQZVhEFJKSk2Flbqqy3MrcDC/epWOdUGLu+l2wsTRHqUKKj75Vuw9DW5tyMqtkWBaNMkZGq5fRzBQv3gVkTMZNe6UyKn08K7P39GUYG+ijasmshSKrIyxS1reqzyvNv3wrzf/9HAvWbhU5tb6FFYaGL4UMBISxmaqVytjMBtERQRnaR0pyMg5s/EvUMrBzVt+n109vg42Dh2iTGcIiP37qN5O01/u9VPbPMWfLPthamKF0gbxi3s3BDvbWFpi3ZT/GdG4GQ309rDt4Bv4h4QjUEOKcHuERkUJRtkwVZm9pYYFXb6T1JL4U2v/8/1agUP58cM+tPp/8Z3q+rc1Ur7e1OV3vjD3fczb5CRlLKynxyuw9c0U839VKFv4yGVPdkzSfYRk37xMRDcrGr+EdmuCPFVtRd/Afoj+1JBKM7fILfPLlyVF9STUN/li+BXV/nayQs2sL+OTz+IJ7Ut17MWP35Pz1O4SMZFhQB0UIzVu/A7XKlfwiIwFFDBDhUar1B2jewlTz942tlQ6ql9bB/jNR2HU8EnmcddGxoQUSkyCiB4hVu8PQrZkl5o1yQGJSCvlisHR7KB68yFr60/eAv/GyFzYSZBHyTJOSTcotQeHalF5AihkZCWielF5ZgTfy4O7atUsomsSTJ0+EUqes/MtC+osXL66yTKboy6BIggkTJohCieT5JY82hZbLIglINjo+RQbIIM8yhdLLoLQC2o+1tepHG+1HUxg5KZckL0VOkFGEQttr1aqV6b6TGUVkSjztT11RPZmc5J2XhecTZFWmjxnygpPXX1tbW8WokhUohYHC9CnknowNZDCgqA2CUigovUBduGZERISI2ChfvrzKcppPnbqhfB3pfqB+Jg9/jx495MvpWqZXtJGuD6UmpIaiWOj+o+tOtGnTRkRs0DEobYAMJGSMoHZ0HUluirJQNmJQP5Lh4I8//hARExcvXhSGLDJ60L1OaSYyKP2A7l91kGGHih8q09XBAd0cv6wQljLPp/8Lj7FjUHzrFhF1EPv2LQJ274Fdo4b4f4M8+/VKKtIINp3K/MgTpkZATR8JNhxPRlI6m19/qohOCAxPQVRMCtpX04aFCRCWwaKIX8rKXYdw+PxVLPp9EPT1pM/k/WevsPHACaz9a0SOqGeycs9RUdNg8eh+chlTQ2kLdcqV0Lj+e7B6xz4cPnsJCyYO+yK5bl3Yg72rx8vn2w5a9MWy+a2bhIC3j9F15Hq16xPiY3H74l5UatgH2c2KvcdFTYMlI3vJ+01XRxvTB3TApGVbUaXfRGgL72pelC/iLY84zGnMXrQUz1+9xpx//vhuMvwIz/eKPcdEvYAlo/pofE4oJaBuWZ/v9nyv2PtJxpG9VWTYePgM7jx9hZm/doGDtQWuPXyOf9bshK2lmUrk1PfuS7mcg0lOS1x7+Az/rN4hNcRlMeohq6zadVDUNFgwbrDa60lRL2Nm/wekAMO7tcnUvssVM0S3JgoH1rRVwVmSkVLmn72Nx+ZDUgPky/cJcLHXRfXSxnIjQa1yJsjroovpq4IRFJaIfO766NzYAqERybj7lKMJmLSwkSCLkDGAFDplry798JNXft68eULRIw84Ka/krSdPNylWpFwTsjQEUvSpgrwyMs++DIpIUGbo0KFif+TBJuWf9vvLL78IA0NGoeOT0pe6XgChyeNORgdSzCk9gTzXZAQhhZoiDyh0S9YHX1qcL7WcvXr1Ekq8urB3MrZ8Dag2A3nh6XqQoYAUXfLyU1FK5Xz8L0H5OsquP+X7ly5dWqUdKeuaoJoWNFKDMpQeQsYq6m+KrpBBxQbJKEDpDAQZJCgygPqMIh3oOBQ9kBq6H8mwRRNFqVCkAaXEKCv+dExKFVHHqFGj8NtvqlXcr1XRXNk5MSwMKYmJ0PsU9SFD18oKCcHBGrd5OHQYJHp60DU3R3xgIHIP6I+4t9+2eGhO5PHbFCwNVjx3suKEFFEQpRRNYGyguRihgyVgYiBBt9oKK72WlgSutkBJTwn+3pIsvA6peffp8lhlwkhgYWYiFKbURcyogJS1haqnJzVr9h4RHsX5o/uLYmgyrj94itCIKDQcME6+jDxHs9dux8b9x7F77qSMCSeT0dRYvYwRkbC2ME1fRr/jWLn3KBaM6ANP17RRP0Leh8/w8n0ApvT7uiOEWJjK+jZCTd+mX+iNRkNYs3M/5owbIkZE+BK8i1aF83hFhERiovS3KToiGKYWdvLlFEWQyyX/Z/e3b90kPL55Ap1HrIWZlb3aNveuHBSGgqLlmmRaXgtTo0/9FpX2eqfyiKeGKs+v8DuBRcN7wCtVGHwBN2dsnPwrIj/GCEXC0swEHSfNE9XcM4u5man4nQ39VBhRRmhYmMaihJk1EFy4fBWzpkyCrU3Wa2T8SM93cKoCgJQiYJPK25waquC/0u8YFg7v9ZnnOxB/f8HzLZcx1T1J8zafuyeFjMexcHhPFRlj4xMwf+sBTB/YCRWLSZ87Wv/w1Tus2X8yS0aCb9GXQs4t+zF9EMlZIK2cmTQSKO7JtO9Fq8/ck2v3HMbqXQcxb8wgeOZO+9zScz169n94HxiCBb//mukogmv3YvH0tSLiQufTUHvmJtoIi1RY7GmeFH9NhEUm4W2AaoEgmvctaCivN9Sqlhlmrg3GjYdSgwDVO8jtoIv6lUx+GCPB/2sBwe8FGwmyABkHqJYAKZGpPelNmjQR+fG9e/cWQ8dRXjzl0ZNiTQqZzBtdoEABYQwg739mveBU+I+8wbLaBqRwUnE8GeSZJxmpXoEsf50UQ2XlkhT+Dx8+CM9zZuoKUNg5eaxpIsMEGT2UFUaKbJBFQigXMVSGhucjBZ8gmR49eiSK96mD5KQQfDKGqIPSAyiqgNI8ZOkGylBlfkK5Or8m6FrRdaOJFF1S4MlIQBEFlBZBSnjqaALqDzIU0TVRvo40X6qU5lxEyumn7Z49eyaMSRmF+nbt2rUqyyjKglI2KFVEGTJ20D1K6SpkEKAijpTSQNECZCSg9IjUBqjUUPQJGZOUaxnQ0IgUoZA64kUG3depDV2aUg0IMhBEPXggUgbkQxRKJDD39cWHzVvSlS8lPl4YCGhIRKtq1RB8+PsUCvyeUOHA+FQKOnn43XJJ4B8m1ez1dKT1CK5psKlRDYIl+1WfkQaltBAcmYLz96VhierI9Sk4KUpaIzND6OroIJ+7iyhKVuVTVX96hi/ffSSKl2li9e7DWL7zIOaO6ocCqYYhrFfRF6UKK3KgiYFT5qNuxVJoWDltkc8MyejmLAppVfkULiyV8TFa1qygcbtVe49h+e4jmDe8JwpoGDqP2HXiohgi0UtJEfoa6OrqiCEMr9y+j8qlisvlvnL7AX6po9lQt3bXfqzctg+zxv6K/B6ZrzOTGn1DEzHJIOMxFRV8dv887F2l7/q4mCi8eXYLJato9rzRdvvXTxbFCDsNXw1LW83K9fUzW+FdrCqMTVWNjRm93jRcHBUdrFqioLzfaL5Vdc1Drq3cdwLL9xzDvCHdUMBds2ymnxQHyqm+9/wN+jTLfAQe/fZ45c2Da7duo0LZUnIZr928jSb16yKrUB/PWbwMZ85fwswpE8VoCF/Cj/N8O4nnuWqJQgoZ7z0RBfU0scrvOJbtPor5w3qk+3zvPHlJGIKoyn9Wkcso7snUMpZLX8Y9xzB/aHcUcFeVkfL+aaLQfWW0tSRITs5adMu36EvNcmqJ4oFZktHdVdyTlX2LKWS88xAtamtOX1mz+xBW7NiP2aMHIL+aoW9lBoLX7wNElIF5Fup4xManIDbV0IahEUko6KEvNwoY6kvg4aKHIxcV32GpefQyHg42qiodzVPEgMz4oKMjSfNbnpwsjUJgGHWwkSAL7N27Vyi35JlNHRpOYeoUZUCKpiwXnLywpAiTYiaD6hJQRAAVK6SXFeWGU00DUi5J8dSUky7Ly9++fbso+Eehd1TsjvYhgwrXkcJMdQXIs0wfF5SPTh5xWageraewfzJqUDV78hZT2Dx50sn4kDrFgZgxY4ZQGEk5JI8G5bdT7jpFHtA85bBTgUVSRCl6YuzYsWrlJ6WV0hxIUR4zZozwjpMc6qBcf9ov1Vogbz8ptWQ0oEgKitggAwf1FRXfo1oFVKuBcuXp+BTpQHUT6JzpmlGxR+oDWUFCZaheQN26dUU/0LWlayUzXNCxaShAUqrJeEDXnAwdZAQggwyF9VN9AQrrp5EESAknA4lyioQ6yDNPERK0PzK2UB4/jRpAx0/tiZdB0Q4kA7WRpY/Q/UYGGxqRILXRg9rSSAs00gX1A/UTXUfafubMmSrtqRYCyU3Xn86FjAFkDKOimnT+MujcyQignDbypbxbtx6eE8Yj6t59RN29C4e2baBtaChGOyDyTpyA+IBAvPqUHmFSsCD07OwQ/egR9Gxt4dKzJyQSLbz9NHKIbAhEAxfFx4e+kyOMvLyQGB6OeP+M5SF+yRCIxnkVOb1G7s4wK5oP8SHhiH39Ht+aSw9TUL6gBCGRKQiLBioX1hJ1BB6+UXwhtK2qhUdvUnDlcYowNASmGkUtIYkKJimWU0pBodwSPHmXgph4wM6cUhS08DIgRYygkBna1q+GiQvXIH8eVzHu9Ib9xxETFyf/4B+/YLUY4qx/m8ZinryLi7f44Y/+neBga42gMKlHyMhAX0zkQadJGap+bm1uJkYayArt6lbGhCUbxId2wTyuWH/wpBi6ruGnQmTjFq2HnaUZ+reSjjtP0QOLtx0Qoxw42FilkVFGVEwsjly6iV/bqh+540tp06AmJs9fjnweuVEwrzs2+h1BbFwcGlSVfrBPnLtM1Bzo205a3I+iB/7btEuMcuBga4PgT55qQ5Lb8OsMjUXvntI1OuL03kWwzuUGCxsnHN8xR0QV5PNRGHdXT+ss5ktVl9b62bd2kkghaD1gPvQNjOW1DfQNTaGrp5AtxP8lXj66gnaDlmRZxna1K2L8f5uFsl8wjzPWHzqDmLgENKoo/S38fckmcb0HtJAq5Cv9TmDhjkP4q1cbOIrrLfWcGxnoya/34Uu3YGlqLGoTPHnzAdPW7UEVn4Iom8Vw6RZNGuLvmfPgnddDjFywbZcfYmPjxOgExJQZc2BjbS2GPCTIsP3y9RvxPzkOgoJD8OTZcxgaGMDJURr1MHvhUhw9dRp/jBkhrnfIJ2eCsZFRGmPvz/R8t69TGeP/2yiMdYXo+T50WjzfNJIAMW7xBiHjgJb1xPzKvcewaPtBUZnfwcbys8/34LZfnvrWvk4ljP9v0ycZXbD+4CcZK2qQ0e+4VMbebdXKaGJogBL58mD2pr0ibJ7a0HCEfmevYnCbrMv7tftSLudGZTmfwe/MFQzO4nuzTf3qmLRwlbgnC+R1w8Z9x6TvxcrS75gJ81eK92K/NtJvUYoeWLJlLyYN6AJHW2sEhym9Fw0MhIFg5MwlePj8Nf4d0Vd8g8vaUNFXMkxklQNno9Ckmik+BCciMCQRv9Q0E5ECV+8prPGjulnjyr1YHD4vNRzQcIY0BGKjKia4eDsGHs56qFrKCMt2hMmLH957Foc2dc0RnxAmRjfI766Pij5GWOuXyR/w7whHEmQvbCTIAqSUkZKtLnecjASkdFMePXmgyUtM4d6krKbOW6dQbvLAU2g7eZRJ2SbP+ejRo9M9Pil5pOxRpAIp2KRIU465MqTckRGDqvKTIk/HIGVPls9OH200nB4p6V26dEFgYKBoR+1JeVcHGTbo3KhqP3mmaehF2ocs1YBC2+mYFL1AyjO1VVezgAwJVOWf9kNKNY0CIfP4p4b6kKIESE6qC0BeD1JglYeXJEMI9Vnfvn0RHBwsohRkfUih86SM08gCdJ5UhE95qEoZFGlAIxy8efNGGGlIaZcp0WTQoBx9MgZQtACdO8ktu56k6JOBhwwxZJygKBEqIqlcKFIdZPQwMjLCtGnTxL7JAEKREbIijeqg9XSPULFGSsOgkRao9gFFPaSG7k9KL6D7lYwEBEWgkEGDhnhMneZARg8qaEkGLjIYkTGF2lGEgnKUBEXK0H1Nsn8tgg8fhq6lBVx794KutbVQ/u8NGCiKFxL69vaAkqdDS18frn16w8DJCUkxMQg9exaPx41DktJoIiYF8qPQ4sXyefdPhpeAPXvxJFXNhK+NeYlCKHt0jXy+wHTp/fh69Xbc6jYK35rzD1JEeGE9Xy0Y6AGvA4GNJ1XrDViakIci4/ukbSk6wddLIiITIj4CD16niKEWM0utsiVEManFW/0QHBYpPOpzRvaThyPTEFLKucfbDp8WFapHzFqmsp8ezeui5y/Se/trU6tMcYRGRmHRtgMIDo+Al6sT5g7rKQ8//xAcquLp2nb0HBISkzBijuroJD2a1kKvZtI0M+LQ+etIQQrqlFUfifOl1ChfSoRmL920C8FhEfB0c8HMMb/C6lO6gX9QsIrc2w+dEH07+l/V8b27tWiI7i2lStzXoHzd7kiIj8GeVeMQ+zECrp4l0H7wf9DRVdyEIYGv8DFKEfF25cQG8XfV1I4q+2rc5S8xNKKM62e2wczSHh4FNXsuP0ft0kURGhktFH8KlfZ2dcS8IV2VrneYSr9tOXZBXO9h81Uju3o2roHeTaW1hoLCIzFj415piLiFKRqU80GPxtWzLGPViuURFh6BFes2IjQ0DB553PDPxDHydAMaulBLoojaCg4JRc9Bw+Tzm3fsFlPRQgUwc4o0RH/3/oPi7+DRihoSxPBB/eTGh5/z+S4mfb63HxTXm7z+c4d1V3m+lWXceuy8uN7D5yoM0UTPJjXRq5m0YDBx6MINSk1H7TJf/nzXKl0MoRHRqjIOVZIxJExFaZLLOG9NWhmbSr/F/urTThTTHLtoPSKiP8LexhJ9f6mDX6qVzVF9+Vff9pi3ZZ9UziiZnHWzLGfNciXFPUmKP70XvXI7Y9bIAfJ70j8oRPW9ePiUuCdHzVT9turevD56tGgghuM8ffWWWNZhhDSlU8aC3wejxBfUd9h7Kgr6ehJ0a2oBIwMtPHoZh39WBIvhh2XkstaBqZHiWadhD2etDUGr2mZoWs0MgaGJWLs3HOduKAwL8zZI1/dtZQUTIy0EhSaKGgZH04lQYP6/kaTk1Ao6zFeFlF/yLFMtAVIccypUXZ88+uTF1mQ4+H+Hoj3IqHDnzh25gSa7CAoKEgYginigiJGMcq6k1KOQ0wm9mfmq49nNjTX3kNMZ4KV+3PachuRTrnxOJsEg/ZzZnMCBCM0pGDmJxtq7kNMJs8589fbsxjQqYyNlfG+0ElIN8ZIT+RE+wXNAsciMkKj39YZt/Vb026yaNpMTWTfl66bBfU0etlIY5LIb701Sg+r/ExxJ8JNCnm+qVUCeZ6oTMHz4cBGaT5ECORV/f38xAgR54NlAoBmKCqAojLdv3wrDT3ZCtS8WLFiQKQMBwzAMwzAMw3wJnG6QvbCR4CeFchEp5J7SGChNgFITKEde3TB+OQWqGRAZGSmUUCZ90ktJ+JZQrQp19SoYhmEYhmEYhvk5YCPBTwoVuKPpR4Ly6xmGYRiGYRiGYZSRZHOK7f873NsMwzAMwzAMwzAMwwjYSMAwDMMwDMMwDMMwjIDTDRiGYRiGYRiGYZgci5Y2Fy7MTjiSgGEYhmEYhmEYhmEYAUcSMAzDMAzDMAzDMDkWHgIxe+FIAoZhGIZhGIZhGIZhBGwkYBiGYRiGYRiGYRhGwOkGDMMwDMMwDMMwTI5FosW+7eyEe5thGIZhGIZhGIZhvhLz58+Hm5sbDAwMULp0aVy6dElj2ypVqkAikaSZ6tevL2/TuXPnNOvr1KnzzeTnSAKGYRiGYRiGYRgmx/IjFS7ctGkTfvvtNyxatEgYCGbNmoXatWvj4cOHsLOzS9N++/btiI+Pl88HBwejaNGiaNGihUo7MgqsWLFCPq+vr//NzoEjCRiGYRiGYRiGYRjmKzBjxgz06NEDXbp0QYECBYSxwMjICMuXL1fb3srKCvb29vLp8OHDon1qIwEZBZTbWVpafrNzYCMBwzAMwzAMwzAMk6MjCb7XFBcXh4iICJWJlqmDIgKuXr2KGjVqyJdpaWmJ+fPnz2foXJctW4bWrVvD2NhYZfmJEydEJIK3tzf69OkjIg6+FZxuwDDMN2dvnzP4ETA2zvmvxGIdCiCnE3NrPX4EbicUQk4nLEYXOZ2G+vvxI3BKR5HbmVMpnnwHOZ0Qs9z4EYiCGXI6WkhGTif5B/EnRiUaIqezyH4Scj7/fm8BciRTpkzBxIkTVZaNHz8eEyZMSNM2KCgISUlJyJUrl8pymn/w4MFnj0W1C+7cuSMMBalTDZo1awZ3d3c8ffoUo0ePRt26dYXhQVtbG1+bnP9FzDAMwzAMwzAMwzDfgVGjRokaA8p8q3oAZBwoXLgwSpUqpbKcIgtk0PoiRYrAw8NDRBdUr179q8vBRgKGYRiGYRiGYRgmx/I9h0DU19fPsFHAxsZGePb9/f1VltM81RFIj+joaGzcuBGTJn0+6iRPnjziWE+ePPkmRoIfI4aIYRiGYRiGYRiGYXIwenp6KFGiBI4ePSpflpycLObLli2b7rZbtmwRtQ7at2//2eO8efNG1CRwcHDAt4AjCRiGYRiGYRiGYZgcy480BOJvv/2GTp06oWTJkiJtgIZApCgBGu2A6NixI5ycnEStg9SpBk2aNIG1tbXK8qioKFEToXnz5iIagWoSDB8+HHnz5hVDK34L2EjAMAzDMAzDMAzDMF+BVq1aITAwEOPGjcOHDx9QrFgxHDhwQF7M8NWrV2LEA2UePnyIM2fO4NChQ2n2R+kLt27dwqpVqxAWFgZHR0fUqlULkydP/ma1EdhIwDAMwzAMwzAMwzBfif79+4tJHVRsMDU0rGFKSora9oaGhjh48CCyEzYSMAzDMAzDMAzDMDmW71m48P8R7m2GYRiGYRiGYRiGYQQcScAwDMMwDMMwDMPkXCQ/TuHCnwGOJGAYhmEYhmEYhmEYRsCRBAzDMAzDMAzDMEyO5UcaAvFngCMJGIZhGIZhGIZhGIYRsJGAYRiGYRiGYRiGYRgBpxswDMMwDMMwDMMwORYeAjF7YSMB89X4/fff4e/vjyVLlmhsc+LECVStWhWhoaGwsLDAz0aVKlVQrFgxzJo1K9Pbrly5Er/++ivCwsKyfPz4+Hh4eXlh69atKFmy5Fe5Zl+y/8xSw0cbJb21YagHvPRPwa5ziQiOSNHYvnpxbVT3UX2NBYYlY+a2BPm8r7cWinpow9FaAgM9CSatiUNsfNZlrFRIguIeEujrAm+CgP1XkhEalbFty+aXoFpRLVx6mIzD1xXn1b6aFnLbqebaXXuSjP1XNJ/7l2JVoSTyDOkGc59CMHC0w5XmfeG/+yiyi+37DmHjjr0ICQuHh5srBvXohAJeedW2ff7qDZat34JHT5/jQ2AQ+nftgJaN6qq0Wb5hK1Zu2q6yzNXJAWvn/5tlGVNSUuC3aQHOHt2GmOhI5MlXDK17jIWdQ26N2zy+dwVHdq/E62f3ER4aiJ7DZqFoqWoqbVbPG4uLJ3erLMtftBz6j12UZTmPbp+Lyye2IPZjJHJ7FkejzuNhY++mcZuTe5bg7pXDCHz/DLq6BnD1LI7arYbA1sFd7f5X/dsLj2+dRrtBc1GgRI1My7j58Bms8TuG4PBIeLo6YljHZijkob4fdxw/D7/Tl/H0zQcxn9/dGX1b1k/T/vlbf8zZuAfXHjxFUnIy8jjmwtRBXWBvY5lp+WTnuX/LfFw4tlVcb3fv4mjR7XfYpnO9n96/gmN7VuD183uICA1E1yGzUcS3ukqbuNiP2LN+Jm5fOYaPkWGwsnNCpTrtUL5mq0zLuMPvIDbu3IOQ0E/PTc8uyK/xuXmN5eK5eYYPAUHo360jWjSqp3Hf67buwpI1G/BLw7oY0L1ThmXavdcPW7dtR0hoKPK4u6Nv717I5+2lsf2p02ewau1a+PsHwMnREd26dEYpX8XvSUxMDJatXIXz5y8gIjIS9rlyoXGjhmhQT/HMz547D9dv3ERwSAgMDQyQP39+dOvSCa4uLvJruWHtMhw5uBcfo6Pgnb8wevb7DY5Ozumey/69O7Br20aEhYbAzd0D3XoPgqd3fvn6+Pg4rFq6AGdOHUNiQgKK+viiZ9/BsLC0UtnPscP7sWfnZrx/+waGRkYoV6EKevQdLF9P8u3evgmHD+xBYIA/zMzNUadeYxibGGPntk3y43fvPRBeSsdPzdnTJ7Bh7XIE+H+Ag6MzOnbpiRK+ZeTrz589hYP79+Dpk0eIiozAjDn/wd1D9X45tH8PTp08imdPHiMm5iPWbtoDYxMTFVk3rl2e7X0ZGRGOWdP+wMsXTxEZEQFzCwv4lqmAdp16wMjIWLS5f/cW1qxYjLdvXiEuLg42tvaoUrsp6jRuK+TesX4JThzeKeT2zFcEnfqMgL2ja7pyH/Hbgv071yI8NBgubp5o33MoPLwKinWB/u8wtGcTtdv1G/4XSpWXvhufPb6HLavn4cXTB6TaIo9nAbTqPADSvWhGt0h56JWoAomRKZKD3iH2xA4k+79W21Ynvy8Ma7VWWZaSmICo+SPl86aD1P/+xZ7eg4RrJz4jDfP/DhsJfmDOnz+PChUqoE6dOvDz8/uusnz48AGzZ8/G7du3v4rCzGQNPT09DB06FCNGjMDRo0czfc0CAwMxbtw4cT+R8cDS0hJFixYVy8qXL5+p/WeWSkW0UbaANraeSkRoZApqlNBGl9q6mLU9HolJmrfzD03Gsv0Ko0Bysup6XR0JHr1JxqM3QB3fL3vllc0nga+XBHsuJiMsCqhcWAttqmhh8b5kJKU6bmocrAAfDwn8Q9Ur/tefJuPkbcW6hER8U7SNjRBx6yFer9yGklvnIzs5euY85i9fiyF9ugrDwJbd+zF04t9YN/9fWFqYp2kfGxcHR3s7VC1fGnOXr9W4X3dXZ8yYOFo+r639ZV6Hw7tW4MT+9ejQ/w/Y2Dlhz8Z5mPdHb/w+cyd09fTVbhMfFwPn3N4oW7Up/puuUApSU6BYebTvO1k+r6url2U5T/stxfnDa9G8xxRY2Trj8LY5WDmtBwZN2atRzucPLqNMjbZwci+E5OQkHNoyEyundsOgv/dCT99Ipe25g6vwJeWiDl24jpnrdmJUlxYolDc3Nhw4iQH/LMa2aaNgZW6apv3V+09Qu6wPini5Q19XB6v2HEP/fxZh898jYGclNS6/8Q9C98lz0KhyafRqXgcmhgbCqKCnm/Vn/Oju5Th1YB3a9f0T1rZO2Ld5HhZN6YWR03dp7Me42Bg45vZG6SpNsXzGr2rb7Fw9FY/vXkT7fnR9nPDw1jlsXf4HzC3tUKhk1QzLd+z0Ocxfvga/9ekufW727MPQCVOwdsEMDc9NPBxz2aFKuTKYt3x1uvu+//gpdh88IgwPmeHEqdNY8t9SDOjfTxgGduzcjTG/j8OyJYvUOgLu3ruPKVOnoWvnTijt64vjJ09i4h9/Yv7sWXBzkxpjFv+3DDdu3cLwoUOQK5cdrl27jrkLFsLaygply5QWbTzz5kW1qlVga2uLyMhIrF23AaN/H4dVy5ZCW1sbm7duw7492zFg8CjY2Ttg45plmPz7UMxetAp6Gq7l2VPHsPK/+ejV/zd4ehfA3p1bxDZzl6yFuYXU8LTiv3m4dvkCho6aKBTVpYtmYeqfv+Ov6Yp36O4dm7Bnx2Z07Npb7Cc2NhaB/lKDl4zli+fgxvUr6NytN3K75REK/Pnzp7H5v9Xo3X+wMAzs2bkVk34fjnlLVsPi0/GVeXDvDmZMnYz2nXugpG9ZnD55FH//8Tumz16C3G5SY19cXCzyFyiE8hWrYMGc6WrPm5Tr4j6lxLR21X9p1u/cuuG79KVEogXfMuXRpmM3mJlb4MO7t/hv4SzRV4OHjxNt9A0MULdBU+R290CSjgUe3b+JlQumQN/AEB+jInDYbxN6DBoPm1yO2L5uMaZPGIi/5m3SKPfF04exYfksdOozUhgGDu7ZKLb5Z8EWmFlYwdomF2av3KeyzYmDO7F/x1oU8Skn5mNjPmL6xIEo7lsJHXuNQFJyInas/0/sp2arMtDR8Luk41kM+hUbIfb4ViR/eAXdYhVh1KQnolf/g5QY9Z6IlLgYsV5picr6qP8mqMxru+WDQY2WSHxyCz8iXLgwe+G4jR+YZcuWYcCAATh16hTevXuXbluyqCYmfjutY+nSpShXrhxy59bscWGyh3bt2uHMmTO4e/dupq9Z8+bNcf36daxatQqPHj3C7t27hbEnODg40/vPLOUKauP4jSTcf5WMD6Ep2HIyEaZGQIHc6b+mSDmPilFMH+NU15+7m4RTt5LwOuAzWnwGKOUtwZm7KXj0FggIB3ZfTIapIeDtnP4PF+ktjctowe9yMmIV9gwVyCgQHauY4r+xkSDw4Ck8Gj8L/ruOILvZvGsfGtSqinrVq8DNxRlD+nSDgb4+/I6eVNs+v6cH+nZuh+oVy0FPR7MSqK2lDWtLC/lkYWaWZRnpnXncby3qNO+Bor5V4ZTbC536/ymiA25ePqZxu4LFK6JhmwEoVlrVm5waHV09mFvayCcjE7Msy3n24GpUadQbBUpUh72rN1r0+huRYQG4f03zte087D/4VGyKXM6ecHDNh196TEFY8Hu8fa76XL97eR9n9q9Es+5/Iqus238CTaqWFQp9Hid7YSww0NfD7pMX1bb/o28HtKhZAd65neDmmAtje7RCSnIKLt19LG8zf8s+lCuaH4PaNEI+N2c457JB5RKF1BodMtqPp/avQa2mPVG4ZDWh+Lfr9xfCQwNw+4pmg2iB4hVRv9VAFCmlObri+aMb8K3UGJ4FS8HazgnlarQQ+3/5VGGgzQibd/mhQa1qqFejCtxc6bnpLvpx35ETGp+bPl3ao3qlcukaTz7GxOKPGXMxrF9PmJpIPbQZZfuOnahTpzZq16yB3K6uGNi/L/QN9HHw0GG17Xfu3o2SJXzQonkzuLq6oFOH9sjr4YFde/fK29x7cB81q1dD0SKFRRRBvbp1RITCw0eP5G1oWeFChcR6Mhh06tgegYFB8A8IENdy567d+KVVB5QqW0F4sQcMGY3QkGBcOn9G47mQYl+jTgNUq1kPLq5u6NV/iFBCjx6SKoXR0VE4dmgfOnfvh8JFfeDh6Y1+v47Ew/t38OiB9LmJiozEhjXLMOC30ahYpSbsHZzE8UnZlfHm1Qsc3LcLI3//E6XKlEcuewexr1vXr6JmnfqoXrOuOH7v/r99Ov5+tfLu3b0NxUuUQtPmreHimhttO3RFHg9P7Nu7Q96mSrVaaNW2E4oWK6HxvBs2+QXNW7aFd74CadZRX+7dteW79KWJqSnq1G+CvJ75YGdnjyLFSqBO/cYiekBGHg8vVKxSA6653WGbyxHlq9RF4eJl8PDudaHgN2zRFT6lK8PVzRM9f52AsJAgXLug/neGOLBrPSrXaoJKNRrCyTUPOvcZCT19A5w6skes19LWhoWljcp09cIJlKpQHQaGUuPq+zcvEB0ZgWZte8HBOTecXT3QpHV3hIeF4D19pGhAz6cSEu5eQOK9y0gO8UfcsW0iMkC3YCmN24hr9DFSaYpKZ10kdPIUQtKbp0iJCEl3nwxDsJHgByUqKgqbNm1Cnz59UL9+fRGqnjqsXyKRYP/+/ShRogT09fWFYpecnIwpU6bA3d0dhoaGwktMoeMykpKS0K1bN/l6b29v4W3+HBs3bkTDhg3l8507d8bJkyfFtiQHTS9evJCvv3r1qghXN6IwvHLl8PDhQ5X9LVy4EB4eHsJzTTKsWbNGvo72Q/u7ceOGfBmF6NMyOm+C0hlImSUvA52Hp6cnVqxYIW9PnnAKm6fj58mTR4TdJyQotLcJEyaIKAg6rpubG8zNzdG6dWvhsZARHR2Njh07wsTEBA4ODvj337RhXQsWLBDHNjAwQK5cufDLL798ti8PHjwoQidpvxQl8v79e/m6y5cvo2bNmrCxsREyVa5cGdeuXVPZnrz/5PWna5KZa0Z9ePr0afzzzz8iJYSMB6VKlcKoUaPQqFGjTO8/M1iaAmZGEjx9p1Dk4xKAN4EpcE0Vhp8aGzMJRrbWw9AWemhZWQfmmfvGzTAWxoCJoQQv/FNUZHwbDDhZp79tnRISPHmfghf+mtsUzC3B4KZa6FFHC1WKSKCjjZ+ShIREkTZQskgh+TItLS2UKFoIdx8qlMCs8Ob9BzTt0heteg3CpBnz4B8YlOV9BQe8RURYELwLK0J3DY1N4Za3MJ4/vIkv5fHdKxjRrTImDmyIDUsmIyoya2lGoYFvEBUeBI+CZeXLDIxM4ZynCF49ybicsTHSd5uRiblKVMTmhcPQsOPvMLWwzZJ8CYmJePD8DUoX9FK53qUKeuLWk5cZky2OoomSYW4i/Qin37GzN+4ht72diDCo2fd3dBo/EyeuZE7pViY44I243l6FFf1oaGSK3HmL4MWjL7ve7l7FcOfqcYSF+Aul6/HdSwh8/wL5ikg9j5l5bkoULZzquSmMuw8VynNWmLV4OcqWKI6SxRT7zphMCXj85Al8ihVVkal4sWK490D1N13G/QcPxHplSvgUF8tlFMiXHxcuXkRQULDorxs3b+Htu3einTrIU3/o8BFhMLC1scGHD/4i9YGUShnGxiYi1P3hJwVU3blQSL7yNnQuNC9TWp89eSScLcptnF1yw8Y2Fx7el7a5eeOyMGiFBAdiYK8O6NHxF0yfMh5BgQHyba5cOodc9o64euk8enVtg55dWmPuzH/E8YumOb6PRpkfPriXRvkv5uMrl/dr4P/hvUgX+B59mZqQ4CBcPHcaBQup3j/KvHz2EE8e3IKTi7tIFyhYVKFgGxmbII9XQTx5qP49QSkPlB5QsKivitw0r2mb50/u49XzR6hUo7F8mb1TbpiYmuPUkV1in/FxsTh1ZDccnd3hQF4FdWhpQ8vOGUmvlH8DU5D06hG07NNxvunqwbjLGBh3/R0GDbpAyyqXxqYSIxPouOVHwl31xlmGSQ2nG/ygbN68Gfny5RMKdPv27UUuOylzpCgrM3LkSEyfPl0owqTckYFg7dq1WLRokVBeKQqBtidlmhRO+vhydnbGli1bYG1tjXPnzqFnz55CCW7ZsqVaWUJCQnDv3j2VHHUyDpAnulChQpg0aZJYRseQGQrGjBkjlGpa1rt3b3Tt2hVnz54V63bs2IFBgwaJNIUaNWpg79696NKli5CLlNeMQEo/yURGElKonzx5IvIcZZiamgrDiqOjowi379Gjh1g2fPhweZunT59i586d4vhkdKDz//vvv/Hnn1KP2rBhw4QhZNeuXbCzs8Po0aOFwk7GBeLKlSsYOHCgMDSQIYT6iZTw9Pj48aO4XrQN/TjRtaHw/nXr1on1ZKTo1KkT5s6dKz6eqA/r1auHx48fC/llkHKf3rHUXTMyStBE51ymTBlhWNJEevun0EWalElMIM+p5v2ZGkrv26iYVKFyMSlCMdfE68AUkZ4QFJ4iog6qFddBzwZ6mL09HvEaPPZZxdhA+pe8/MpEx5KMmrcr4CqBvaUEyw9pjmS4+zIF4dEpiIwB7CyoboEE1qYSbDv75dEPOY3wyEiRP546PNrK3Byv3qQfEZUeFH49amAvuDo5Ijg0FCs2bkf/0ZOwas4/MDJM5wJpgBRGwsxC1QJkamGNiDBFZE2WZC1eXkQakFc5yP8Ndq+fgwV/9sXQP9cIT1VmiAyXymliriqnibkNosICM7QPeu/7rZ2C3J4+yOWsUOb3rf8brp7FRIRCVgmLjBbXO7WHn+ZfvFcoTukxd+Ne2FiaodQnQ0NIRBQ+xsZh5d6j6PNLXQxo3RDnb97HsNkrsGh0X5TIrz5HPz0iP11v01T9SPOyeyGrNO8yGpv+m4AJfatDS1tH/E636jkBHvkzXtclPCJC7XND86/evM2ybEdPncOjZ8+xeHrmI0UiIiLEvZM6FN7SwgKvX79Ru01oaJhYn7o9LZfRt08vUXOgXafOInVASyLBoIEDROSAMnv2+mHpipXCSODs7IQpf06Grq6uMBAQqesEUJg7KbzqoPx3SrtJfS60zdvXr8T/YaHB0NHRhbGJ6r1sYanYr//790hJSca2zevQtecAGBsbY/3qZZg4dghmzFsu5CPFm+oQnDtzAoN+GyX6cMnC2eKvLBRfvm+l46eGjplaXpqn75Wvhey8vkdfypjxz0RcvngW8XFxKFmqHPoMGpbmmGSMiQgPQ1JyEpq27oF8haTGB3MLVbkpZYCMB+rlDhNyp96G5t+/UW/QlCn/nvmLyJcZGhlj1J+LMPuvYdi1eblYZu/ggqET5kDnetp0DkJiaAyJljaSPyocUQRFBmhb2andJjk0ALGHNyE56D0k+gbQ86kCo5YDEL12GlKiwtO0183vCyTEIfFJ1o2p3xsuXJi9sJHgB041IAWSIG9zeHi4UFgpNFwZUtDJ80yQ4vbXX3/hyJEjKFtW6i0h4wFFGCxevFgYCegHbOLEifLtKaKAah+QUUKTkeDVq1dCYSWFWwZ5uSkKgDz19vb2abYhRZuOJzNkUDQE/dCTx52UZIpE6Nu3r1j/22+/4cKFC2J5Ro0EJFPx4sXlSjBFAygzduxY+f+0jhRx8owrGwnoB5sMCTLlu0OHDiIPn2SnSA66BmRwqV5d+gFNIfpkyFCWgT4QGjRoIPZBnnmSKT3IAk8GHIqiIPr37y83shDVqqkWQKOCg5T3SdeejiODrsXLl5q9dOqumY6OjjhfMpiQDD4+PuIaUQRFkSKKH8DP7Z8MUcr3EFGh4RhUbPy7fL6ohxaalFe8flYfyppGT7UGZHwIJaNBAoa30kNhdy1cffRlCjZ59uuVVBgoNp3K/P7IcFHTR4INx9OvWXD9qcI4EhieIowj7atpw8IEovYB83nKlFB4lyivOr9nXrTsORDHzlxAg5qff29cOu2HDYsVz1rfUd+uTkPJ8ooCbJTGQNP4/vXw6N5l5FOKXFDHjXN7sGuFIs+045CFXyzPntWT4P/2MXqOlRojifvXjuHZvQvoN1m1GGR2s3L3EVHTYPGYftDX0xXL6N1FVPYphHZ1pb95lJpw8/ELbDt6LkNGgitn9mLzf4r3VM8RC77ZOVCdgxePb6H7sHmwsnHA0/tXsW35n6ImgbdS5EJ2ExAYhLlLV+HfSaOhr5f1mhhfm1279+DBg4eYOO532NnZ4vadu5i/cJGoSeBTXPGcU00Cn+LFceTYUWzcvBVde/QSxu3JE6T56t8DMhCQh7xbr4HCq08MHjEO3ds3xZ1b10V6AH1bJCTEY+CQ0XB2chJtOnfvg8njRgjjQb78nytv923p1rEFZP6mMROm4HvTpUd/tGzbWRSBXLtqiah1QIUTlWnUrBXWf6qnsH39YiSSZ+IbQxECF04dRKOW3dIsXzb3D2E46DP0D2F42L9jHWZMHozSdbxh8JXCBJM/vBSTjJj3L2DcYQR0C5VF/IUDadrrFCiFhAfXgKRvnMvI/DSwkeAHhELzL126JDzuMuWuVatWQmlNbSRQ9hSTN5081TKjgXLFemXldf78+Vi+fLlQJMn7Tutl3nF1yDz0pOBnFGWlk6IUiICAALi6uuL+/fsiekEZCm/PSNqDDErDoPx68uzXqlULTZo0Ed58GZSqMWfOHBEtQAo//aibpcpfJuOBsnee5CQZCdqO+qV0aWkRJcLKykpEdsigfibDABliyJBDU9OmTYXhRBO0TmYgSH1MgooJkoGD0ipoOaWH0DWla6UMpVjQ8sxeM+ozMthQlAAZZigSY+rUqaJ+ARluMrJ/imghw44yf6xXbUN1B14HKIYY0NGWfpFQ1ECkUjQBzb8PybhyTqMWUFSBtdmXF7d5/DYFS4MVsshqDVFEQZRSNIGxgeZihA6WgImBBN1qK6zfWloSuNoCJT0l+HtLMj7pOyq8++TosPoJjQTmpqbQ1tJCaJiqpyMkPBxWll9vxBPKrXZxdMDbD+nkeChRpGQVkUogIzFRen9S1IC5pSLUPjIsGM5uiuf8a2CTyxkmppYI/PD6s0aC/MWrwcVD8f5MTJDKGRUeDDMLhceJUhAccmuuii5j9+rJeHjjJLqPWQNzK4VBlwwEIQGv8UdvxTuOWD9nENy8S6D76PQL4cmwMDUW1zskXNVDRvPW5unXYVjjd1xECywY2UeMiKCyT20tuDuphtbS/I2HzzIkV6ESVUUqQep+jAxPdb3Dg+GUO+vXOz4+Fn4bZ4tRDwr6SA3jVI/g7csHOL53ZYaNBOZmZmqfG5rP6nPz8OlzhIaHo8fgUfJlFK1w8+4DMYrC4a1r0y3+Sb+ZFPEWFqbquQ4NCxORi+qwtLQQ69O2t5A7M1auXoNxY0ajdCmpkk31CJ49e4at23eoGAnICE9Ti+bNUaVyZfQfNBid2reT/5aTR9rSShEZEh4WCrc86g1Ipmbm0NLSTnMutI3Mi25haS2Uz+ioSBUPeFiooo3seFQjQIa5uYXYf1Cgv7wNRUg4OtFIDNLfN29vaT0AqtKvDMmT2osvg5anlpfmNfV9Rvlz6mz56AFkzPhefSmDjksTpSNQnYKxwwegRZtOKvLUqFUfBUpIjcFH9m3B2ePS2gdUB8DCykbeLiIsBK7u6kfeMDWzEHLTNqpyh8DcMm1O4eVzx0RhyPJVVUcMOX/qIIIC3uP3qcvE80H0GTIZfdpVx8nn5qjtKTUMKZMSE42U5CRo0agGqVIEkqNV350aSU5GUuBbaFkozleGtqO7iEiI3Z+x93ZOhQsXZi8ct/EDQsYAUmrJm0sGApooh3/btm0iokAZ+gGVQcowQZXrKZ9fNlHYuawuAXnTyatOdQkOHTok1lOoPynEmqBwfiIzIW4UsSBDliJB1vWMIHvpyrxJhHI9AaJu3brC0z148GBR1JG8/XReBEVGUL0CCtOnVAIq1EfpD6nPUVlGmZwZlZEgAwMZKTZs2CCUfRohgGpApDfEobpjKp8npRrQNSGDCaWC0P+UFpJadkonoFSOrFwzMhyQgYNSNugYZBwYP358hvdPnhz6SFOeUqcaUCpASKRiCghLQcTHFHg4Kl5JNMSgs60ErwIyPgygng5gZSZBpGb7SIahwoE0tKFsCoqQpj+45ZKoHI/qEVBdAnVQDYIl+5Ow9GCyfHoXnII7L1PE/+oMBESuT9946dQ4+mHR1dWBl4c7rt5S5J3Sc3Xt1l0U9Pb8asehYmxkIKAChhnBwNAYdg6u8snB2QNmFjZ4eEeRvxnzMQovntyGu7ciB/trEBr8AdFRYTBX83GXGn1DY1jnyi2f7JzyitQCUuplxMZE4c2zW3DNq1lOMQTb6sm4d/UIuo5cIUZFUKZSgx4Y8OdO9P9ju3wi6rUbiWY9/srwuenq6CCfuzMu3X2kcr0v332MInk159qu2nsUS3cewtzhvVAgj2uafRbM44qXqdIVXr0PhIONeoVK3fW2tXeVT/afrvfjO0r9+DEKL5/cgptX1q93cmIikpISRaV2ZSi0OCUTvyeK5+ZOqufmDgqmM9xgepQoUggr5kzD0ln/yCfvvHlQo3J58f/nRgeh3ysqGnj9xi0VmW7cuIkC+dQbVvLny4cbN1VrPFy7fkMsJxKTksT3DRlTU//uk5dek3GdfmPpU4JS5qiAopWlJW7fVNTr+fgxGo8f3od3voIaz8Ujrxdu37iqci63blyD16dt8uT1Et9bt5T2S0o9Kf/en7z/+QpIDY1v3yiGrYuMjBAh+LZ29vI2ZOD/8F6RJhIQIB394L3SMjr+7RvXNMpMhQaVZSFuXr8qlzer2Ns7wsHRSUxUdJCU9u/Rl+pI/vSjKTNeyKBhJnM5uIjJ2FhqJCLF/t6tyyrv72eP7iKvt/raGzq6unDzyKeyDcl979YVtdtQqgGNYGBmbpkmkoCUWeX0X9m8pt98JCchOeANtF2UfwMlYl45WiBdJBJoWTsgJToizSrdgqWR5P9apCYwTEbhSIIfDPrxXL16tchFJw+5MuQtJ4WUcvzVUaBAAaHAkddZFuqfGqoLQB53Wai/zGueHuT5JkWQjA1UDFAGpRvQD2FmoaJ9JAcpxMpykfyETDmlgn6yCAjlIoYyqB3tg6aKFSuKGgKUskCKL3n4yTAgI73QfE3nTD+EFy9eFNEPMoWb6jAo9y39CFJdBZpI0abUgGPHjqFZs2aZ7hdZP1AxRDJwEK9fv0ZQUNp82Tt37qSb2qDpmqmD+p3qFGRm/1mBRiGoWkwbQREpYgjEmiW0hbJ/76Xiw7BbXV3cfZGEC/ely+qW0saDV8kIjUoRhQ+r++iAviNvPVPcd1QvgGoeyKILqD4AFRwMi0pBjGbbl1ouPUxB+YIShESmICxaOgQi1RF4+Ebxy9+2qhYevUnBlccpwtAQmCo1MCEJiIlTLKeUgkK5JXjyTiqPnTmlKGjhZUCKGEHhWw6BaJxXoXwZuTvDrGg+xIeEI/b1t/2QaNm4HqbMXiQUEqrAvmXPfsTExqJedemz8+esBbCxtkKvDq3lRdtefMpxpkJ4QSEhePzsBQwNDeDsIP3wnr9iHcr7+iCXrQ2CqCbBhq1CsahRMePF4ZShD7qq9dvjwLYlsLN3FfUD9m6aL7zMRX0VaT+zJ3ZH0VLVUaVuG/nwV4EfXqkUQHz9/AGMTcxhZesg1u/bshDFy9QQSmmg/2vsXDNTKKr5i5XPkpzla3fE8V2LhNHA0tYZR7bNgamFHfL7KCruL/u7CwqUqIGyNduJ+d2rJuHWBT+0/3Ue9A2MEfmpfgEVPdTVMxCFCtUVK7SwdkhjUPgclBIwYfF6FHB3QUGP3Fh/4CRi4uLRsLI0SmHconWwszRH/1bSlKmVe45i8bb9YpQDUvqDwqQfvUYG+mIiOtSrilHzVsMnnwdK5s+Lc7ce4PT1uyItIStQP1aq2wGHdiyBrX1uWNlJh0CklIDCJRU1GeZP7oYivtVRsU5bMR8Xq3q9QwLe4s0L6fW2tHGAgZGJqD2we92/YhhFK1tHPLl3BVdO7UbjDmlzq9OjZeP6mDJ7IfLlzYN8nnmxdc8+xMTGoW6NT8/NzPmwtbZCz45t0j43CUkIClZ9boyMDJEnN3mzFRga6Iton9TLNdGsaRNMnzETXp554e3lhR27donUwVo1pffe1H9nwMbaWgx5SDRp1AjDRo4SUQGlfEvi5KnTovjhrwP6i/XGRkYoUrgQ/lu+QgxTl8vOFrdu38GRY8fRs7s0rPv9+w84efo0ShQvDnNzMwQGBWPzlq2iPe2TrmWTxo2waeNqODg6w87eHhvWLBeeZ6rQL2PC6MEoVbYi6jWU/h43bNoSc2dMgYdnPnh65cPeXVvFEJfVataVF+yrVqueCHc3MTEV3vZli2YLZVmm/FJ0gG+ZCli+ZC569x8qDBgUIu/o7IpCRaS/mVSsj6ryz5/1D7r17CeMRVSTwNUtD86fOSmKEXp65RfHp76sXrOO2G72v3/BytoWHTr3EPMNGjXH2JG/Ytf2zSjhWwZnTh3D0ycP0WfAEBUDRVBAAEJCpN8Jb99K71VS/C2tpAa10JAQESkgM1C8fPEMhoZGsLGzg6mpGRo0boGt36Evr16+ILz4NLqBgaEhXr98gdXLFwoji10uaQTq/r07YGNrByfn3PiYpC9GNdi/cx1qNmgpzmH35uXCcEAjH2xfv0hEFfiUUXyj/fN7X/iUqYKa9aXptHUat8V/syfCPW9+5PGUDoFIclesoUjnJPzfvxbH+m1c2iG+CxYrjU0r52L14qliv8kpyfDbtlpEj5RMp8px/LVTMKjVGkkBr6VDIBavBImuHhLuXRLrDWq1QXJUOOLPSaMk9ErVRBKlHIQFQaJvCL0SVaFlZonY1IUJ9fSh41kEcaelIzT8yHAkQfbCRoIfDFkRPfL0U95/6lBxijLQZCQgzzZ508m7TtbRChUqiMgDUjxJYSRlmooZkhGCKuxTPQIqoEcV9el/TYgP8Ro1RG0DMlQoh+uTEk3FCsm6T+H4GYGUeap/QEoo7XfPnj3Yvn27qKUgC3WnwnpURJDkorB75RoDBHntaVSHggULivBF6jcyPhB0jmQooagJX19fEVkhS93IKHQ+dA1IVvLkU+FCMjrIohwIOiaFSFaqVEmE/+3bt0/0u3JKQmYh2emaUBoJFY2i41N/pIbSBSZPVozBnpFrRsMctmjRQhSRpHQQul+o+CKlGzRu3DhT+88KNEwheeablteBgR7w0j8FKw4mIFHJzmRlKhHh/TLMjSVoVUUXRgbSgoIv/ZOxcE+CSnHB0vm0hfFABhU2JLaeSsC1x5mrM3D+QYoYzrCer5aQ8XUgsPGkar0BSxPAUHONxjTQthSd4OslEecf8RF48DpFDLX4LTEvUQhljypGDSkwfbT4+3r1dtzqpgg//hZUr1AWYeERWL5hK0JCw5DXPTemjx8Jq09F2fwDg1U8r0Ehoej2m1Q+YuNOPzEVK5gfc/6U1roIDA7GxH/nIiIyChbmZiic3wuL/pkk/s8qNRt3QXxsDNYvnoSYj5HwyFcc/cYsFMqeXDb/N4iOVETkvHp2F7MnKHJUt62aJv6WrtwIHfv/IZ69d68e4+LJ3YiJjoS5lR3yFymLBq37Q1c3a3nhFet3FyMR7FwxHrEfI0QBws5Dl6jIGRLwCh+V5Lx0TDo6ydK/FMZYonmPv8TQiF+TWmWKIzQiCou2HUBweAS8cjuJCAHrT8UMPwSFiuJ0MrYdPYuExCSMmKM6ak+PprXRq7lUYarqWwSjurYQNQumr96B3A62+GdQZxTzzpNlOas36ir6kYoM0vXO4+2DXiMXpbrerxGlfL2f3sH8yV3l8zvXTBV/acjDdn2lxQA7DZqOvRtmYe28kfgYFQ5LW0fUaz0Q5Wu2ypR81SqWQ1hEBJav3yJ/bqaJ50YaLRMQFKTigSdjWvfBI+XzG3fuFVOxQvkx+0/V6LCsUqVSRfEdsXrtOvFtQul1f06aKA95DwwMVLm2BQvkx8hhQ7FqzVqsXLUajk6OGD92DNzcFFElo4YPx/JVq/DP9OmIjIwSdQk6d+yABvWkCqaeni7u3L2LHbt2iwhJMr4XLlQQM6dPFf8TLX9pjojYFCyaO10Mt0eK5e+TpwlDgowP798JD7+M8pWqITw8DBvXLhdKs3uevBg7aZpK+Dvlx2tJtDD9r3EigpHqDvToO1ilT6jWwIol8/DXhBGi0FrBQkXx+6RpwmlA0Dtg1PgpWLpoNsaMGAQDfQP4lCwt6hKcPnEUG9euRKg4vgfGTfpHfvzAwACV92K+AoUweNhYrF+zHGtXLYWDkxNGjp2M3G6K77XLF85h7qx/5PP//iP93aZhEVu3k6YQHty/G5vWr5K3IZmIAb+OQLWaddDklzaIjY3J9r4kR9ORA3ux4r/5Ih3I2sYOpctVQrMWUgMdQQaWdav+Q8CH96Loq529M1p26oeqtZsJY1FcbCxWLvgLH6Oj4Jm/KIaOn60id8CHt4iKUER3lq5YExERodi+fokocEipCbSNeaoCtjQkoqW1HQoVU03HIhyd3fDr2H+xc+NSTB7RTVyz3Hm8MGT8bNi80Pytmfj4BuIMjaFfpjYkRmZIDnqLjzv/kw9rKDG1gJZSKILEwBAG1VuItilxH0UkwsfNc8XwicroepFxSoKEh9c1Hpth1CFJUY5lZnI8NGSdqETt55dmHdUpoBz5mzdvinBwKvJHP9qyH02CLjfl4lN6AimwtI4K1FFlflJmSaEmIwMpzfSCbdOmjTBGUG66Om+9DFpPBe9I+ZYpyuRVJ8MDyUM58M+fPxcGg9Ry0X7JIEDrZQUGST7y+pOnnAwBZASgwoEyqG4BKem0LSndpMhSZMXx48dFXYY//vgD69evF8cjJZoiCWbOnCk3dlCBQqq7QOdLOfhkdKBhD2WpAPQ/ec+Vz5lGW6BJNkIDfZxQ7QMyYJBCPWTIEHFdqH4DtSMFnOS+deuW8AaQgk+GBE0FIKloII1SoZyOQDJQHQPZY0qpEVSvgTz5Li4uohAlGX5oO5pk6RQUaUBpFuoMCJquGfUFnTelmVD0CP1o0zHIcED3h2xfGd2/MqOXqY52kFMxNs75dtNiHdKOZZ3TKHkrVRGKHMrtBNVq6TmRsBjVFKScSG2ttEWyciJndFTr8eREihsq0glyKrE632ic2a9MFLJuIMwutFQy0HMmyT9IZnJUYuZHscluCh5UFMfNqZgOSjucd04hYFTH73Zsuyk/dj2HrMBGAuarQLcRGSgoSoEMC8z3g4pYUu0DUuy/xTXL6P6VYSPB14ONBF8PNhJ8HdhI8PVgI8HXg40EXwc2Enw92EjwZQSMURTQzm7s/lSNbPt/4Md48pkcD0Ud0HB8VDOB+X5QAcPChQsLxf9bXLPM7J9hGIZhGIZhmB+PnO82Y34YKMw+vaESmW8P5fClrs/wNa9ZZvfPMAzDMAzDMF+K8ogRzLeHIwkYhmEYhmEYhmEYhhGwkYBhGIZhGIZhGIZhGAGnGzAMwzAMwzAMwzA5FhpSlMk+uLcZhmEYhmEYhmEYhhFwJAHDMAzDMAzDMAyTY5FoceHC7IQjCRiGYRiGYRiGYRiGEXAkAcMwDMMwDMMwDJNz4ZoE2Qr3NsMwDMMwDMMwDMMwAjYSMAzDMAzDMAzDMAwj4HQDhmEYhmEYhmEYJsfChQuzF44kYBiGYRiGYRiGYRhGwJEEDMMwDMMwDMMwTI5FImHfdnbCRgKGYb45I4qfxo+ABCnI6cTcWo+czpUibfEjUH11V+R0zhYahJxOqIE7fgTK+41ATifoxiPkdEJfhuJHwNjGGDmdHyF8OiU2AT8CxXq2RE5nd6lpyOnk/F5ksgs2yTAMwzAMwzAMwzAMI+BIAoZhGIZhGIZhGCbn8gNE3vxMcCQBwzAMwzAMwzAMwzACjiRgGIZhGIZhGIZhciwSLfZtZyfc2wzDMAzDMAzDMAzDCDiSgGEYhmEYhmEYhsmx/AijgfxMcCQBwzAMwzAMwzAMwzACNhIwDMMwDMMwDMMwDCPgdAOGYRiGYRiGYRgm5yJh33Z2wr3NMAzDMAzDMAzDMIyAIwkYhmEYhmEYhmGYHAsXLsxeOJKAYRiGYRiGYRiGYRgBGwkYhmEYhmEYhmEYhhGwkYDJ8bi5uWHWrFn4f+bEiROQSCQICwvLEfthGIZhGIZhmGxDS+v7Tf+HcE0C5ptTpUoVFCtWLI2iv3LlSvz666+ssGZjv5crVw7v37+Hubk5chpbDp3E2j1HEBweAU9XJwzt3BIF87qpbbvz6Fn4nb6IZ2/eifl87q7o26qRSvslW/1w+PxV+AeHQldHW7Tp06ohCuV1z7KMm4WMR+UyDuvcQqOMO46exb7Tl/BUScZ+rRpqbD9l6QZsP3oWgzs0R9t6VbMs4/Z9h7Bxx16EhIXDw80Vg3p0QgGvvGrbPn/1BsvWb8Gjp8/xITAI/bt2QMtGdVXaLN+wFSs3bVdZ5urkgLXz/8W3xqpCSeQZ0g3mPoVg4GiHK837wn/3UWQXGy/dw6qzdxAUFQMve0uMrFsWhZ1tP7vd/tvPMHLbCVT1dsWsNjXky4tOWK62/eCavuhcvnCW5UxJScHeTQtw9sh2xHyMRB7vYmjTcwzsHHJr3Obxvas4vGslXj+7j/DQQPQcPhPFSlXT2H794sk4c3grfuk8DNUatMeXsmvvPmzZvgMhoWHwcHdDv149kM/bS23bFy9fYdW69Xj85Cn8AwLRp0dXNGvcCF8b3SLloV+yKiRGpkgOeoeY4zuQ7P9KfdsCvjCs1UZlWUpiAiLnjVBqpAeD8g2g41EIEkNjJIcHI/7GaSTcPp9lGc2q14d53WbQNrdE/KvnCF67GHHPH6lt6zByCgzzpb2vPt68jA8zJ4r/86zcq3bb4E3LEb5f9bnPDLZNmiFXq7bQtbJCzNMneDVnJj4+uK+xvV3zlrBt1BR6uXIhMTwMoSdP4O1/i5CSEC/WF9qwFfr2Dmm2C9i5Da9nz8iSjBa1G8K6UQtoW1gh7uUz+C+fj9gnDzW2t6zXFBa1G0DXxg5JERGIvHAageuXISUhQaw3zF9Y7E8/jyd0razxZuoERF0+lyXZ0pW7VkNYNfxFLnfAigWIffoZuWvWh45M7ounEbRhuVzur4FVvcawbtIKOpZWiH3xFB+WzEXM4wea2zdsDqu6jaR9GRmOiHOn4L/6P7lMlnUawapuQ+ja2Yv5uFcvELhpDaKuXfpqMm88cwOrjl9FUGQ0vBxtMbJpVRTOLT1eeuy//hAj1+xD1UIemNX167+H6H1+bMdcXDm5BbEfI+HqWRyNOo6Htb36bwfi5N4luH/1MALfP4OurgFc8hZHrZZDYOug+N5ZNqUjXjy8rLKdb5VWaNR5wlc/B+bngI0ETI4lPj4eenp631uMnwrqT3v7z/8IZjekzM9asx0ju7UWSvTG/ccx8O952PLveFiZm6Zpf/X+I9QuVxJFvNyhp6uL1XsOY8CUedg4bSzsrCxEG1cHOwzr3BJOdjaIjY/Hhv3HMeCvedg+awIszdLu83McEjLuwMhurVAor5t0f3/Px9Z/x2mQ8TFqlSuBIl4toK+rg1V7DqP/lPnYNG2MXEYZxy/fxO0nL2Br+WXGm6NnzmP+8rUY0qerMAxs2b0fQyf+jXXz/4WlRdp9x8bFwdHeDlXLl8bc5Ws17tfd1RkzJo6Wz2trZ49VXdvYCBG3HuL1ym0ouXU+spMDd55h+sFLGNugHAo72WLdhbvos/YgdvVvDmsTQ43bvQ2NxIxDl+DjmivNuqNDWqvMn3nyBhN2nUGN/JqV+YxweOcKnNi3AR37T4a1nRP2bpyPuZP7YNysHdDV01e7TXxsDJzdvFGuWhMsmfZbuvu/cfEoXjy+DXOrzxtIMsKJU2eweOlyDOzXB/m9vbB9126MGjcRyxfPh6WF6rNBxMXFwcHeHpXKl8eipeoNLV+KjlcxGFRqjNhjW5D04RX0ileCcdOeiFr1N1JiotRukxIXI9YrLVFZT/vTcfFEzMF1SI4IgY6rNwyqNUdKdAQSn93NtIzGpSrCunV3BK6aj7hnD2FeqzHsh07C65G9kBwZnqa9/9w/IdFRfOZpGZvBefJcRF0+I1/2cpCqwcewcEnYdh2I6CtnkVUsq1aHc58BeDVzGqLv34PdLy3hOXUG7nZsg0Q1TgHL6jXh1LM3Xkydgug7t6Hv4gq3EWNEf75ZMFe0edC7u4o3z9A9D7z+nY3QE8ezJKNpucqw69QL/kvmIObJA1jVbwaXMX/h2aBuSIpIK6NZhaqwbdcNHxb+i5iH96Dr4AyHfkOFjAGrFos2WvoGiH35DGHHD8J52PgsyfVZuctWhm3HnvBfOhexjx8IA4Dz6D/xfDDJnfYeMC1fFTZtuuLDohmIeXQPeg5OcOgzlDRRBK5Z8lVkMqtQBbm69sH7hbMQ8+i+MADknvAPHvfthKTwtH1pXqkacnXsgXdzp+Ljg7vQc3SB06DhQjn2X75QtEkIDoT/6qWIf/cGkEhgUa0WXEZPxrPBvRD3+sUXy3zg+kNM33UKY1tUR2FXe6w7dQ19lmzHrpGdYW1qpHG7tyHhmLH7FHzyOOFbcXrfUlw4vBbNekyBpa0zjm6fg1X/9sCAP/dqfJ+/eHAZpaq1hVOeQkhOSsKRrTOxano3DPxrL/T0FedTsnILVGs6QD6vq6/5tywnQpGwTPbx/xk/weRIOnfujCZNmuDPP/+Eo6MjvL295esiIyPRpk0bGBsbw8nJCfPnqyoMM2bMQOHChcV6FxcX9O3bF1FRUSpRCxYWFjh48CDy588PExMT1KlTR3jVPxea7+fnhyJFisDAwABlypTBnTt3VNpt27YNBQsWhL6+vkiN+PdfVQ8rLZs8ebJG+V+8eCGOc+PGDfkyiq6gZSSDOoKDg8X+aF9GRkbi3Dds2KDSlydPnsTs2bPFfmii46hLN8iI/H/99Re6du0KU1NTuLq6YsmSr/NxIWO931E0qVYODauURR5nB2EsMNDTw54T6j1uk/t3wS+1KsHLzQVuTvYY07Od+MC4fEfhTalT3helCueDUy4beLg44tf2zRAdE4vHr95mUcZjQsZGn2Qc9UnG3Rpk/KN/Z7SoVQnebs5CxrFqZCQCQsIwfeUWTO7XGTra2vgSNu/ahwa1qqJe9Spwc3HGkD7dYKCvD7+jJ9W2z+/pgb6d26F6xXLQU1ImUqOtpQ1rSwv5ZGFmhuwg8OApPBo/C/67jiC7WXP+Dpr5eKNJcS942FlibIPyMNDVwc7r6r22RFJyMkZvP4k+VX3gbJnWcGRjaqQynXjwCr7uDnC2Mvsyr5PfOtRp3gNFS1WFs5sXOg34Q0QH3Lx0TON2BX0qoFGb/ihWunq6+w8L9sfmZX+j86C/oK2ti6/Btp27ULd2LdSpWR25XV0wqF8f8f45eFh9lIi3lyd6du2MqpUrQlf32/g29H0qI+HOBSTcu4zkEH/EHt0qIgN0C5ZKd7uUj5FKk6oxQdvBDfH3LiPpzVOkRISK/ScHvoN2LtcsyWheuwkiTh5E1JkjSHj3GkGr5iMlPg6mlWqqbZ8cHSWUNNlkWKiYaB99SWEkUF5Pk7FPacQ+uI3EQH9klVwtWiHIbw+CD+xD7MsXeDVjGpJj42Bdt4Ha9iYFCyPqzm2EHj2MeP8PiLxyCaHHDsM4X355G4ouSAwNkU/mZcsj9u0bRN28niUZrRo0R/jR/Qg/cQjxb17hw5LZSI6Pg3m12mrbG3oXQMzDu4g4cxwJgf74eOsqIs8eh0FexXdK9I3LCNq4ElGXsm5g+RyW9Zsh/OgBRJDcb1/Bf+kcqdxVNcjtJZWbZKVr+vHWNUScO6Ei95di3bgFQg/tQ9jRA4h7/RLvF85EclwcLGvUVS9TvkL4eP8Owk8dQ0KAP6JvXBH/G3rmk7eJunweUVcvIv79W2EoCFi7HMmxMTD0VtwTX8Kak9fQrEwhNClVEB721hj7Sw3p+/2S6vddmvf72v3oU7ssnK2/TTQmvc/PH1qNyo16I79Pddi7eKN5j78RGRqA+9c0/w52GvoffCo2RS4nTzi45kOz7lMQHvwe716oGiN19QxgamErnwwMTb7JeTA/B2wkYHIUR48excOHD3H48GHs3asIg5w2bRqKFi2K69evY+TIkRg0aJBoI0NLSwtz5szB3bt3sWrVKhw7dgzDhw9X2ffHjx8xffp0rFmzBqdOncKrV68wdCh5AtJn2LBhQnG+fPkybG1t0bBhQyR8Com7evUqWrZsidatW+P27duYMGECfv/9d2GUUOZz8meW2NhYlChRQhgwyGjRs2dPdOjQAZcuSUPxyDhQtmxZ9OjRQxhCaCLjSWoyKj+df8mSJYX8ZIDp06ePuE5fg4TERDx4/hq+hfKpXE+av/34WYb2ERsXj8TEJJiZGGk8xs5jZ2FiZAgvV+csy1iqkLeKjDR/+/HzLMuYnJyM8fNXo32D6vBwSRtKmykZExJF2kDJIoVUZCxRtBDuPnz8Rft+8/4Dmnbpi1a9BmHSjHnwDwzCz0xCYhLuvwtGmTyO8mVaWhIxf+tNoMbtFp+8AUtjAzTzUR82r0xwVAxOP36NpsU/3zbd/QS8RURYEPIVKS1fZmhsCjfPwnj26NYX7Zvuz5Vzx6BG485wdFGfspJZ6N356MlT+BQronKf+hQrinsPvs47JdNoaUPLzhmJr5UNQClIfPVIKPoa0dWDSdexMOn2OwwbdoWWlWr0SNL7F9DNUxASY6lCoe2cF1qWtkh8lYXz1NaBvltexNxTGJPJGxxz9wYMPBTvzvQwq1gLURdPCUOB2kOYWcCoiC8iTh1CVqHIBSMvb0RcVQprTklB5LUrMCmoeDcpE3X3ttjG6JNRQM/BEWalyyL84gWNx7CuWQvB+/2yJqSODgzyeCL6lpKBISUFH29dh6GXeiWUogdoG5lyTWHwxsVLIforhr9/Fm2p3B9vX1OV+/Z1GHgWULsJRQ8IuT2U5fZF9HXVsPOsQtfC0MML0TevqshE82RYUSvTgztiG5lRQDeXA0xLlBZGAbVoacGsYlVoGRiI6/BV3u9v/FHGy1X1/e7lilsvNDuOFh+6AEsTI2Fc+FaEBr5BVHgQPAqUlS8zMDKFs0cRvH56M8P7iY2JFH8NP717ZNy8sBdT+pfF3DENcWjLDMTHxeCHgmsSZCucbsDkKMjTvnTp0jRpBuXLlxfKNeHl5YWzZ89i5syZqFlT6kGh2gbKnu8//vgDvXv3xoIFC1Q+ThctWgQPDw8x379/f0yaNOmzMo0fP15+HDJAODs7Y8eOHUK5pgiG6tWrC8VaJtu9e/eEUYC8+RmVP7NQBIGygWPAgAEiSmLz5s0oVaqUqDlAfUhRBumlF2RU/nr16gnjADFixAgh+/Hjx1WiPZRDg2lSWRYfD30NqSNhEVHCQp86ZJ/mX777kKH+mLd+J2wszVFKydBAnL52G2PnLEdsfAJsLMwwb/QAWJhl3nKuWUYzvHiXMY/b3PW70si4avdhEbrfuk4VfCnhkZFCxtRpBVbm5nj1qS5CVqC0hVEDe8HVyRHBoaFYsXE7+o+ehFVz/oGR4Y8VqphRQj/GISklJU1agbWxIZ4Hqa+hcu3lB+y49gibezfJ0DF233gMIz1dVP/CVIPwUKnBxszCWmW5mbm1MB58CYd2roCWljaq1muLr0V4RKQwPqROK6D79vWbN/geUL0AiZa2iAZQhua1rezUbpMcGoDYw5uQFPQOEj1D6JWoAuNWAxG1ZipSoqRh37EntsOgekuY9hiPlKQkoTzFHt2MpLcZM34qo21qBom2dprwbQqNp9D3z6Hv7gU9FzcELp+jsY1J+erCW/vxatbz6HXMLSDR1hHefmUSQkNg4Ko+goIiCHTMzeE9Z6E08k1HB4G7duDDutVq21tUqARtExMRqZAlGT/1ZWJ4qMpymjdySmtMJyiCQNvUHLknU/0DqYyhh/YgeMdGZBfaZjK5U90D4aEiZF8dFEFA947rpH/lcocd2ouQnV9Hbm0zc6lMYan6MiwURs7qrzdFDdB2blM+RTrq6CBk/24EbV2v0k4/tzvc/5kHLT09JMfE4PWU8SJS4UsJjY5BUnJKmrQCmn8eoHoeMq49e4sdF+9i85Avr8eSHmQgIEzMVd/nxmY2iArXbKBWht6v+9ZPgaunD3I5K4zQRco2gIW1I0wt7OD/+iEObfkXQR+eo+0AaUoPw6Tm/9M0wuRYKGxeXR0C8oqnnr9/X1EE6ciRI0LZJeWZQuLJq04h+RQ9IIMUZpmBgHBwcEBAQMBnZVI+tpWVlVCMZcemv2QAUIbmHz9+jCT6KMyg/JmF9k0pDNRfJBOlT5CRgKIjMkNG5ad0Cxn0o06GB019N2XKFGGkUJ5mrPh2H1Krdh0SNQ2m/tYT+nqq4dAlC3hh7d+jsHTiEJQpWgCjZi9DSLiqIpAdrPwk47TfeshlvP/sFTYeOIHxvdvn6Dy7MiWKoWr5MqIIYqniRTH19+GIio7GsTPqvXz/j0THJWDMjlMY36i8iCTICDuvP0a9Ih6iXkVmuHTKD4Pbl5FPSUmJ+Ba8enoPJ/atE3UOcvL9+b1Iev8SCfeviPSBpLdPEbN3BVJioqFXWPGu1ytaEdr2ufFx11JEb5iB2NO7YVC1GbRdPLNdXkpJiHv9XGORQ2mbGoi6cOKrFrTLCCZFi8OhXUe8mvUv7vXsgqe/j4J5mbKw76AwVCtjXa+BiDJICM6+iCajAkVg3aw1Pvw3Fy9G9MWbaRNh4lMa1s3bISdjSHI3bQ3/ZfPwYmQ/vJ0+EcY+pWDd7OsZ/jKLUaGisPmlHd4vno2nv/XCqynjYFKyNGxbqirg8W9f49mvPfBsWF+EHNgNp0EjoO/yZUbVrBAdG48x6w9gfMsasEynHk1WuHluDyb3KiGfkpK+/Nnbu2YSAt48Rss+qqmjvlVawrNwBdi7eKFouYYijeH+1SMICcjcdyPz/wNHEjDfHDMzM4SHpy2oQ3nxqavsUyRBZqFc+wYNGogQeKpnQErzmTNn0K1bN1H8kIwDhK6uqgJJH76U//W9oVBbQlkWWTqDJsjTTykFNHKBrBYDRVPQ+X4L1PUdWavVMWrUKPz2m2ohtNh7ihzY1JBnX1tLK43yTvPWFunnaq/dewSrdh8SEQKeudMWEjI00IeLvR1c7IHCnu5oPngCdh8/h85N1OdvZl7GiM/KuEbIeBjzR/dXkfH6g6cIjYhCwwHj5MsoEmD22u2icOPuuZ+PclHG3NRUyBgapvqshYSHw8oybTG4rGJqYgwXRwe8/ZD1nOWcjqWRPrQlEpESoExwdAxs1KS0vA6JwLuwKAxcr8gZTf70PPtMXIFdA5rDRanuAEUdvAgOx9QWmY8gKeJbRaQSyEhMlD7zEWHBMLdUFBaMCA8WhQmzypP71xAZHoKxvesozik5CdtW/ytqIPyxcH+W9mtuZireeaGpCtjRfWtpaYnvASn3KclJYlQDZcQoB9EZNComJyMp4A20LGyk89q60C9fDzF7ViDxhdQgnBz0Htq2jtAvURUfX2cuBSgpMkJEI2ibW6RJESBPcnpI9PRhUroSQnas09jGwKsg9BxcELBgKr4E8nKnJCWKKvfK6FpaISFENbpAhmPXHgg+dBDB+/aI+djnz0Roee4hI/Bh7SoRgSGDRj8w8ymJp+NHZ13GT32pY656v9F8Yph6GW1ad0L4qaMIP3ZAXm2fChXa9xqE4O3rVWT8VtDIBFK5U90DQm7194BNy06IUJI7/rVU7lw9ByF4x4YvlpuKJQqZLFL1pYVlmmgSGXZtuyD8xGGEHZZGgsS9fC5kcuz3GwK3rJPLlJKYiPgP0ii42KePYejpDasGzUTNgy/B0tgQ2loSBEcqnEgEzVOtmNS8Dg7Du5AIDFy2K+37fegsUezQxSZrv7H5ilcTqQSp3+dR4cHC4y8jOiII9q6fr8ewd81kPLx5Et1HrYG5VfpFqmXHDfZ/BSu7rNVJyW4kWmywzk7YSMB8c8jzfuhQ2hzHa9euifD2jHDhwoU081SAUJZXTwor5c3LFG4Ku/9a0LGoWB8RGhqKR48eyY9Nfyl1QBmap/PSVipCl578VOeAoLoBxYsXF/8rFzFUBx2jcePGaN9eanmn8ye5ChRQ5ABSRIZyNIA6Mip/ZqACZDQpk5LOKBW6OjrI5+4iCvpV8S0qP58rdx+iRa3KGrdbvfswVuw8gDmj+qOAR8a8C8nJKYhPzLznVZOMl+8+EsUJ05Nx+c6DmDuqXxoZ61WkwoqqStzAKfNRt2IpNKxcJvMy6urAy8MdV2/dRcUyvnIZr926i6b1auFr8TEmVhgIalWpgJ8VGjIzv6P1/9i7C+gmli4O4P+6u7tRo2hxt+Lu7u7uLg97uMPD3b24u7tLqVJ39+/MhCRNSUoNKHz3d84emmSTTrZhN3Pnzh3c//IVdb9NB2CfnfteX9Gp4vdf1OwMdXB4cGuJ+9ZeeYz4lFRMaFQZptqSwU82LaG4mQGcTSVTSnNDVU2Db0IsuKita4j3L+/Dyk4wlSUxIY6vRlCzQXvkV8VazSTqHDCr5w1GpZrNUKVO7qZUyAo4OhVzwNPnL1CtSmXR55TdbtmsCX6LjHRkhPjzlQjSPgsLl8nx2ynPZQc4JcjJQd7QTBQQgII8T7vPvuIB7wDlJzMjPQ3J3p+gVrw0Ep58u57IyfHb0ZelL2MopFGxOjvwiLtzNedMgy8fkeKXuxorsrCOXcKH97wjH337pqidWu7lEHLsiNTnyKuqAJmSQedMYRCaHassHVmDRk15hzj6bv6XkURaGpK8PkKjZBnxEoVyclAvWQaR505Kb6OKKg8ESbYxXWobf5p0QbvVS5ZF3KO74naXKIOo87LarfLdYIjo2IJ9DjML/PdO/PwBGqXcEXv/23cJOTl+O+LM8TwcS+l/bwly8pDLNmCR7/O7pQnuf/RD3ZLFxOf3j37oVF1wfc/Kzlgfh8d3l7hv7dk7iE9OwYRWtWGqm/fVkoRU1DT4JsT+Vpo6hvB6cw9mNoJrTVJiHPw/v0CFOpKr42TFnue5ex7ePL6EvpN28FURfiTQV7BEJStgSIg0FCQgPx0b4V+zZg1GjBiBfv368Q4kK7jHqvGfOiUYOfgR1nFdvHgxX/2AFfw7dOgQfw2mWLFifOR99erVvKgg25fVHigsrG6BgYEBTExMMHXqVBgaGvJ2MGPHjkWFChV46n/Hjh1x9+5d/l6z1kL4UfvV1NT4qgkLFy6EnZ0dT+OfNm1ajm1ydHTE4cOHcefOHT76xmoLBAcHSwQJWG2G+/fv80wLNh2BZVhkl9v2/2xdmtbD7PU74Wpv/W0JxCtITE5Gs2+d5ZnrdsBYTxdDO7fkt1n2wKZDnpg7rBfMjPQR9m30XF1VBeqsuFFSMg8g1ChXitciiIqNx+EL1xEaGYV6lcrms411MXv9LlEb2RKIrI3CDv3MdTv5EobDRG28iI2HPDFvWE+YGRkgLComSxtVoKulybes2OoGBjrasDX/fvm83OjQsgkWrNwA52L2fOWCQ6fOIjEpCU3qCYIt/6xYB0MDfQzs3klU7NDbz19UnDEsIgIfvbyhpqYKSzPBKMTabXtQrYI7TIwMEcZqEuw7zINxHjWq4lcsgahRTDzCoW5nCe3SLkiJiEaSn+wCU4Whe5USmH7sJtzMDVHCwgi7771GYmoaX+2AmXr0Ooy1NTDSozyfMuBoIjmSpqUqCIxlvz8uKQUX3nhjbIOcq+bnFsvqqdu0K84e+Q/GZjZ8CcRT+9fyrILSFeuK9ls5qz9KV6qL2o0789tJiQkIDRKnmYYHB8DvyztoaOpA38gMmlq6fMuKrW7AAhImFjkU88uFtq1aYvHylXByLMZXLjh24hQvxtrQQ7DSwqKlK2BoYIC+vQRfzNn53cfPT/w5DY/AJy8vqKmqwcK8YAU/hZKfXIdag85ID/YTLIHoXgtySspIfSMoTKfaoDNfujD5tuC8rVypAS9MmBEVBjkVNaiUrwN5bX2kvvpWfC0lGWn+n6BSvTlfJSEjJhKKlg5Qci2PpBviEcm8iD5/HEb9R/POfLLXB74EopyKKuJuCjJYjPqPQVpkOCIP75B4nlaNBjywICsrQk5VDRoVqiN8/xYUhuBDB2A7aSriP7xDwrclEFlmQPg5wbGznTwNKaFh+LpZcJ2OvnMbJu07IeHjB75kooqFJc8uiLp7W7IzKSfHgwTh58/ywE5BRJw+ArOh45H4+SOSPr3jqwawzmv01fP8cbNh45EWEY7QvYIlN+Me3YNeszZI+vKZ769kag6jTj0R9/ieqI1yqqpQNhUXO2VFAlVs7ZEeF4u0sNzNJ/+RSM+jMB0yDkmfPyDp83u+BCJv9zXBQIzpUNbuMITt2yZo9+N7/L2xABNbMlHJ1AKGHVm7738XmMmv8BOHYDFyEhI/vUfix3cwaN6W/70jLwmyFyxGTeJTQ0J2bea3Yx/ehUHLdkj88gmJ79/yZRmNu/bm9wuPpXH3foh7/ACpYcGQV1OHTs160ChRGj6zJhZKm7vXcsf0fefhZmWMEtam2H39KRJTUvlqBwybXmCsrYmRzaoLzu9m3zKEvtFSEwyEZL+/MM7nVRr0wLVTG6BvagM9Q8ESiFp6xnB19xDtt21Rb7iW80Blj66iKQYv7nqiy8g1UFbVQGxUqKjoIVvRgE0peH73NJxK14K6hi6C/N/j7N6FsHUuz1dQ+GPI0Sz5X4mCBOSns7e356sJsA62h4cHT4l3cXHhHWW2DGFusM7so0ePMHv2bD59gXWKGzYUpIyzVQPY7UWLFvFU95o1a/J58T169CiU9rPOO1uNgM3TL1OmDA9sCOsmuLu786yFGTNm8I42q3PAggpZi/79qP3M1q1b+fQItmIBy7xgAYUGDWSP/rIggpeXF38NNp2CrW7AAhBZp3WwwoY9e/bkgYPExER8+fL9CFFu2/+z1a9SDpExsdh0+DTCo2LhZGOBlZOGilL5g8MiIZ9l9O3oxZu8szBpheBLh1C/tk0woF1T3ollBQU9b/zHAwQ6mhoo7mCNTTPH8OUQ86NBlXK8gOHGw56iNq7K0sagsAiJudtHvrVx4grJL9792zbmbfwZ6lWvgqjoGGzddxgRkVEoZmeDJTMnQf9bMcPg0HDIZbnIhkVEou8Ycdru/uOefCvj5opV/wiKWYaGh2P20tWIiY2Dro42Sro6YcOiOfznn02nXAlUubxLdLv4EkFb/XYexYu+k3/q725Uwh6R8UlYd/UJwuIS4Wyqj3XdGoiKGQZFx0t8JnPr3CsvPlLWuKR9obW1fqveSE5OxN6Nc5AQHwsHl7IYNm2dxJraocH+iMuy/rvv59dYMauf6PaRHUv4v5Vrt+B1CH6m2jWrIyo6Gjt27+PZWQ72dpg/Zyb0vk2LCQkNlUgrDY+IwOAR4ilMh44e51upEm5YuvCfQmlT2odnSFLThEqVRpBT10ZGWAASjm8SLWsor62HjCyjriwwoObRge+bmZzApxrEH1jFl08USjyzCyrVmkKtUTfIqaojIyYCybfPIPVF/goDxj+4yYvn6bXuxlPjk329ELR0Bi9eyCgaGH3X8WOdQjVnNwT+KzvwzKYiMHH3pC+VmleRVy/zlHjzXv2gpK/PO+IfJ45FWqQgJV7Z2ASZGeJjGbhLMKXAvO8AKBsa8UwBFiD4ullyqV2tchWgYmqKsPyuapBF7J3rvHieUcceUNDVQ7K3F/z+mSoqDKlkaCwxoh12ZA8frTXq3BOK+oY8zZ4FDkK/dcYZNXsnWM8W/D9iTHoN4v+yDnzgWvH9BWr3XUG7DTuI2+2/IEu72WcgS2CFT4VAJgw79oKivoGg3Y/v8aUaC0vMrWtQ1Nbl0wgU9fR4IMVn9kTRNBh2LMXZC0DowV382Bp37QMlfUOkxUTxJQ+Dd4uvlezzw4ILivr6yIiPR5KPFw8QSKyiUACNyjojMi4R687dRVhMApwtjLBuQGsYaAlG9YMiY/N1fi8MNZr0Q2pyIk5um4mkhBhYO7mjx9hNEudz1ulPiBVPMXlwRVD3aevCnhKv1brvfL40Igvwer25y5dXZK+tbWAKt/L1UavF4F/4zsifRi6zKEzKJqQIunbtGurUqcO/xOpmq8SdF2xEn9ULyLoCw/+b6BzW9y1K5AqYevkrJKp9nxFS1Dwq9fuKYuVFvZ19UNTdLjESRZ2jasFS1H8VXc//UNSFPZNdWLCoiPTJuQZCUaFhmPcaR7/anzDHOi3p1xayzC+HAR1Q1J3UH4CirkOVojtaH7dOsErY76A5ZCH+31AmASGEEEIIIYSQousPCKr9TYpuuIgQQgghhBBCCCG/FGUSECJD7dq1C2WJRFY4kBBCCCGEEJI/WWsqkZ+PjjYhhBBCCCGEEEI4ChIQQgghhBBCCCGEo+kGhBBCCCGEEEKKLipc+EtRJgEhhBBCCCGEEEI4yiQghBBCCCGEEFJkycnT2PavREebEEIIIYQQQgghHGUSEEIIIYQQQggpuuSoJsGvRJkEhBBCCCGEEEII4ShIQAghhBBCCCGEEI6CBIQQQgghhBBCii5WuPB3bfmwdu1a2NraQlVVFZUqVcKDBw9k7rt9+3bIyclJbOx5WWVmZmLGjBkwMzODmpoaPDw88PHjR/wsFCQghBBCCCGEEEIKwYEDBzBmzBjMnDkTT548QenSpdGwYUOEhITIfI62tjYCAwNFm4+Pj8TjixcvxqpVq7Bhwwbcv38fGhoa/DWTkpJ+ynugIAEhhBBCCCGEkKJduPA3bcnJyYiJiZHY2H2yLFu2DP3790fv3r1RvHhx3rFXV1fH1q1bc3h7cjA1NRVtJiYmElkEK1aswLRp09CyZUuUKlUKO3fuxNevX3H8+HH8DLS6ASHkp1NITcSfIFOu6MdNX6aWQFFXb2cf/Aku95B9sS4q6myIR1E3Jmw0/gTtVl9EUWdYXBdFnYmbOf4Ewa+//u4m/BXk5P+MivIxduVR1CWHFf3vGES6BQsWYPbs2RL3sSyBWbNmfbdvSkoKHj9+jMmTJ4vuk5eX59MD7t69K/N3xMXFwcbGBhkZGXB3d8f8+fPh5ubGH/vy5QuCgoL4awjp6OjwaQzsNTt16oTCRp9WQgghhBBCCCFEismTJyM6OlpiyxoEyCosLAzp6ekSmQAMu806+tI4OzvzLIMTJ05g9+7dPFBQtWpV+Pv788eFz8vLaxYUZRIQQgghhBBCCCmy5PJZQLAwqKio8O1nqVKlCt+EWIDA1dUVGzduxNy5c/E7UCYBIYQQQgghhBBSQIaGhlBQUEBwcLDE/ew2qzWQG0pKSihbtiw+ffrEbwufV5DXzCsKEhBCCCGEEEIIKbpY3ajfteWBsrIyypUrh8uXL4vuY9MH2O2s2QI5YdMVXr58yZc7ZOzs7HgwIOtrsuKJbJWD3L5mXtF0A0IIIYQQQgghpBCMGTMGPXv2RPny5VGxYkW+MkF8fDxf7YDp0aMHLCwseEFEZs6cOahcuTKKFSuGqKgo/Pvvv3wJxH79+olWPhg1ahTmzZsHR0dHHjSYPn06zM3N0apVq5/yHihIQAghhBBCCCGk6PpDVtpgOnbsiNDQUMyYMYMXFixTpgzOnTsnKjzo6+vLVzwQioyM5Esmsn319PR4JsKdO3f48olCEyZM4IGGAQMG8EBC9erV+WuqqqriZ6AgASGEEEIIIYQQUkiGDRvGN2muXbsmcXv58uV8ywnLJmAZB2z7FagmASGEEEIIIYQQQjjKJCCEEEIIIYQQUmTJ5bGAICkYOtqEEEIIIYQQQgjhKJOAEEIIIYQQQkjR9QcVLvwbUCYBIYQQQgghhBBCOAoSEEIIIYQQQgghhKMgAfm/1atXL7Rq1Qp/gu3bt0NXV7fIvA4hhBBCCCG/DCtc+Lu2/0NUk4D81k76jh07+M+KioqwtLRE+/bt+fqfqqqqv7t5fzxbW1uMGjWKb0IdO3ZEkyZNUBQdvHQbO89cQ3h0LBytzDChe2uUcLCWuu/Rq/fgefsxPvsH8duutpYY2r6xxP7leoyT+tyRHZuiR9M6+WvjxVvYdebqtzaaY3wP1kYbqfseu3oXnrceidtoZ4kh7ZtI7F+++xipzx3RqRl6NK2L/MrMzITngXW4ffkIEuNjYe9SBp36T4OxmfS2Mh/fPMKlk9vh5/UW0ZGhGDB+BUpXlGzDzjXTcP/6SYn7XEtXxbBpG/Lcxv0P3mDH7VcIi0uEk6keJjWugpKWRj983tmXXph05BrqOFtjRWcP0f2lZ22Vuv/o+hXQq1pJ/Ez61cvDfmxf6LiXgKq5MR61HYLgk5fxKxx48hE7HrxDeHwSnIx1MdHDHSXMDKTue/LlF8w8+0DiPmUFedwf257/nJqegXU3X+KWVyD8o+OgqayESrYmGFGzNIy11Aq97c2rq6J6aRWoqcjhc0Aa9l1IQEhkRo7P0dWUQ+vaanCzV4KyohxCozKw40w8fIPSC9wey56dYDOoF5SNDBH39j3eT1+AmGevpO4rp6gI22H9YNauBVRMjZHg5Y1P85cj/Nptif3YY8WmjIZBnepQUFNForcfXo+ZhtgXb/LVRsPmrWHcvjMU9fWR6PUZAWtXIOH9W5n7G7VuD4NmraBsbIK0mChE3byOwC0bkZmaItpHycAQZv0GQ7tCJcirqCL5qz98lyxA4sf3yC+Nmg2hVa8FFLR1kRrgg8hDW5Hq80l6G0fOgoqj23f3J756gvANC/jP2k3aQ829GhT0DID0NKT4eiHm1D6kyHjN3DBq1QYmHbtAiR3Lz5/gu2o5Et7JPpbGbTvAqEVrKJuYIC06CpHXryHgvw3iYykvD/OefaFfvwGU9A2QGhaGsPNnELRr+1/dRsawZRuYdOj8rZ2f4bd6ec6fyzbtBe00/tbOG9fwdXO2z6WhISz6D4Z2xcqCz2WAP3z+nY+ED/n7XB49cwH7jnsiIioaDrbWGNWvJ4o7OUjd94uvP7bsO4z3n78gKDQMw/t0Q4fmjSX22br/CLYdOCpxn7WFGfasWYKCYNfv6ydX4dnNQ0hKiIFlMXc06ToL+ia2Mp9z+8xGvHtyAeFBXlBUVoWlQ1nUazsOBqb2on0iQnxx+dAi+H16jLS0FDi41UDDLtOhqW1YoPaSvxcFCchv1ahRI2zbtg2pqal4/PgxevbsCTk5OSxatCjfr8leS0lJqVDb+bdQU1PjW1Fz4d4zLNt7ElN6teUd/b3nb2LYv//h6OIJ0NfW+m7/x+8+o2HlMijtaAtlJSXs8LyCof9uwqH542Gsr8P3Ob9qhsRz7rx4hzlbDqFuhVL5bONTLN97ApN7t+dt3HfuBoYv3oQjiydBX0dKG99+RsMq7ijlaAsVJUXsOH0FwxZvxMEFE2CsL8jmOLd61ndtnLv5AOpWKI2CuHhiG66d3Yvuw+bB0NgCp/avwZp5gzB9+XEoKatIfU5KciIsbZxRpU5r/LdktMzXLl6mGroNmSu6raSknOf2nXvlhSXnH2Bas6ooaWGEPfdeY/Du8zgxrC0MNGV/PgMiY7HswgO4W5t899jlsZ0kbt/65I9ZJ27Bw1V2YKSwKGioI+bFe/htP4Lyh9fiVzn/1hdLrz7D1AbleGBg76MPGHLwOo73awJ9DemBVtbxP9ZP/GWXnW+FktLS8DY4Ev2rFoeTkS5iklPw7+WnGHX0Jvb2bFCobW9QSQV1yqlgh2cCwqIz0KKGKoZ30MTszTFIk9HfV1eRw/huWnjvm4Y1h+IQm5AJYz15JCRlFrg9Js0bwmnGeLydPBcxT1/Aql93lN29EXdqNUdqeMR3+ztMGA7TNk3xdsJsJHz6Av1aVVFq8wo8atkdsa/f8X0UdbRR/thORN55iGfdByMlPBLqdtZIi47JVxt1a9WF+cBh8F+1FPHv3vCOlv38pXjXtwvSoqK+37+OB8z6DoTv0oVIePMKKpZWsB43hfVC8HXjGr6PgqYmHJevQ+zzp/CaOp532FQsLJEeF4v8UnOvCt3WPRF5YBNSvD9Bs05TGA2diqA5I5ER9/17D/tvCeQUxF9H5TU0YTJ5CRKf3hXdlxoSiORDW5AWFgw5JWVo1W0Gw2HTETR7uNTX/BG9OvVgOXg4fJf/i/i3b2DcrgMcFy/D6x6dpR5LvXr1YTFgELwXL0D8q5dQsbKG7cSprEsH/3Wr+T6mnbvBqGUrfFk4D0lfvkDd2YXvkx4fh9Cjh//KNvLfW7suLAcNg++KJUh49wbGbTqg2KJleNNLRjvr1odF/0Hw+Xch4l+/5J9LmwmCdgasF34uteC0cj3inj3Bp0njRJ/LtNj8fS4v37qLNdv2YOygPjwwcOjUOYydsxB71yyBnq7gO0NWScnJMDMxRu2qlbB6226Zr2tnZYnlsyeLbisoKKCg7p77Dw8v70KLPguha2iJ68dXYu+Kvhg05wwUlaRfv30+PED5Ol1hblsSGRnpuHpsGfYsZ8/xhLKKOlKSE7B3RR+YWLqg21jB4Ny1EytxcPUg9J58EHLyf8hIeZbrFfn5/pBPBflbqaiowNTUFFZWVjz138PDAxcvXpQYDV+xYoXEc8qUKYNZs2ZJfMldv349WrRoAQ0NDfzzzz9IT09H3759YWdnxzvFzs7OWLlyZb5S848fPw5HR0ee3dCwYUP4+flJ7Md+t4ODA5SVlfnv2bVrl8TjwvY1btyYt8Xe3h6HD4svxteuXeP7RGW5mD579ozf5+3tLbVtnz9/RsuWLWFiYgJNTU1UqFABly5dEj1eu3Zt+Pj4YPTo0fx1hB0BadMNctP+zZs3o3Xr1lBXV+fH4uRJydHkgtp97jpa166EFjUrwt7ClAcLVFWUcOL6Q6n7/zO4Kzp4VIOzjQXszI0xvW8HZGZk4sGbj6J9DHW1JbZrT16jvKsDLI2lj7L+yJ6z19GqdmVRGyf3bsfbePKG5Mis0Lwh3dD+WxttzU0wrV/HH7bx+uNXKO9aLN9tFI5CXPXcjUZt+6N0hTqwsHFCz2H/8OyA5w+vyHyeW9kaaN55OMpUqpfj6ysqKUNHz1C0qWtq57mNu+6+Qht3Z7Qq6wQHYz1Ma1YNqkqKOP70g8znpGdkYMrR6xhcxx2Wet8HZQy11CW2a+98UcHODJb6eW9fXoWev4EPM1cg+IT4/+CvsPvRe7QpZY+WJe3hYKiDqQ3LC47jyy+ynyQHGGqqiTaDLMEELRVlbOhYGw1crGFroI1S5oaY5OHOAweBMfGF2vZ65VVx9m4Snn9KRUBoOradjoeupjzKOMkO8DaorIqImAzsPJMA78B0hEdn4K13GsKics4+yA3rAT0QsO8IAg8eR/xHL7ybNAfpSYkw79Ra6v5mbZrBe/VmhF+5iURffwTsOsh/th7YU7SP7ZA+SPoahDdjp/OMhCS/AETcuItEH/98tdGobUeEnz2FiAtnkOzrDf+VS5CRnAT9hk2l7q9RvATiX79C1NVLSAkOQuzjh4i8egnqzq6ifYw7dEVKaAj8li7gI78pQYF8v5TAr8gv1oGPv3MZCfeuIS3IH1H7NyEzJQUaVaRnR2UmxCEjNkq0qbqUQmZKskSQIPHRLSS/f4n08BDBax7dAXk1dSiZS882+xGT9h0R5nkK4efOIMnHG77L/kVGUjIMGjeTur+mW0nEvXqJyMsXBcfy0QNEXrkIDRfxsdRwK4Go2zcRc+8u3yfqxjXEPHoADZfif20bGeN2nRB25hQizn9r54p/+efSoJH0drI28HZeuSjxudRwFrfBpFNXpIaGwOffwvlcHjh5Fs3r10HTerV4x37coD5QVVGB5+XrUvd3dXTA0F5d4FGjCpQVZY+nKijIw0BPV7TpShnUyOv1+8HlnajedDCcy3jwTn2LPosRGxWC909lX1+6jNqC0tXawMjCESZWLmjeeyFiIr4i0Oc1f9zv0xNEhwWgRe+FMLZ05luL3ovw1ecVvry7V6A2k78XBQlIkfHq1SvcuXOHd1bzigUNWCf25cuX6NOnDzIyMvj0hUOHDuHNmzeYMWMGpkyZgoMHD+bpdRMSEnjQYefOnbh9+zbvyHfqJB6xPHbsGEaOHImxY8fy9g8cOBC9e/fG1atXJV5n+vTpaNu2LZ4/f46uXbvy13j7VnYq3o/ExcXxaQOXL1/G06dPeUZG8+bN4evryx8/evQof/9s6kZgYCDfpMlt+2fPno0OHTrgxYsX/Pey9xAR8f3oWn6kpqXhnXcAKro5ie6Tl5dHxeKOePnJJ1evkZScgrT0dGhrqEt9nE0PuPX8LVrWrFiANvqjUvY2ujnhxSfvPLVRJ8c2vkHLWvlro+h1QgIQExUG55KVRfepaWjBtlhJfHn/HAX18fUjTOxbC7NHNMe+TXMRF/v9SFFOUtPS8fZrOCrbm4vuk5eX47df+IfKfN7G68+gp6GKNu7iv4Es4XGJuPnRD63L/njfP1VqejreBkXy6QBC8nJyqGRjghdfw2Q+LzElDY03nEKj9Sd5hsDnsOgcf09sciqLK/AAQmEx1JGHjqY87+ALJaUAX76mwd5c9hfy0sWU+LSC/i01sHiYDqb00kL10gVvl5ySIrRKFkfEzSxfljMz+W1dd+lZPXIqyshITpa4Lz0pGboVyopuG9avzacVlNywFDWfXUOlcwdh3qVt/tqoqAh1RyfEPX0s0ca4p4+g4fp9qj4T/+YVf44wKKBsasZTt2MeiN+nTpXqSPj4HrbT5sDt4Ek4rdsC/cbNkW8KilCyskfS+xcS7WS3le1y9/9Ro2o9JDy5wwMFsn6HRjUPZCTE86kM+TqWTs6IeZwlCJ2Zidgnj6DpVkLqc+Jev+TPUf/W4VY2M4d2pSqIvi8+liwgo+Veno+MM2oOxaBZopTE8f6b2ihupxNvV/Z2ahSX8bl8/UrQTuHn0swcOhUrI/qBOCikU7Ua4t+/g92MuSh5+BRcNmyFQZP8fS5TU9Pw4fMXlCtdQuL6Xb5UCbx+Lw7a54d/YDBa9RmKDoNGYc7ytQgOlX3uzY2oMH/ERYfCzrWq6D5VdS1Y2JeGv9fTXL9OcqIg40JNQ5AlkZ6WwkfhFRTF50uWlSAnJ8+nH/wxWMbD79r+D9F0A/JbnT59mo+Ep6WlITk5mZ+416wRpJvlRZcuXXjnNnvHVohlFNy9e5cHCVhnNy9TF1h7KlWqxG+zGgqurq548OABKlasiCVLlvDaCkOGDOGPjxkzBvfu3eP316kjnvfOai3069eP/zx37lyeLbF69WqsW7cO+VG6dGm+CbHXZB1+NsI/bNgw6Ovr87Q3LS0tnqkhS27bz/bp3Lkz/3n+/PlYtWoVPwYsOJEd+zuyTeI4pqRCRVn6CGFUbDwfJTbQ1pS430BHC96BIbk6HqsOeMJQTweV3BylPn761iNoqKqgbvn8zU0XtjH7tAI2FcL7a+7auPrAad7GrMEQiTbefMjbWKd8/qZDCLEAAaOtK5mNoKVrgJio8AK9dvGy1XimgYGxBcKC/XFy7yqs+2cIxv2zC/K5TLOMTEhGembmd9MKDDTU8CVMesDhiU8Qjj35gIODcldo9OSzj1BXVkK9XzDV4HeJTEjhx1FfXXJaAcsM8I6Qnn5to6+FmY0r8KkErPO/6+F79Np9GYf7NoKJ1vfBq+S0dKy6/gKNXK2hqVJ4U7i0NQWZTTHxkhkAbPqAtobsL2OGuvKoWVYFlx4m4dzdJNiYKaBDPXU+PeHeK/Fc5rxS0teDvKIiUkIl/3+khIVDo5id1OdEXL8D6/49EHn/Ma8zoF+9Mowb14OcvPj/gZq1JSy6d4Dvfzvhvfo/aJcpAec5k5CZkorAw3nLxlLQ1uEp+amRksHZ1MhIqFhJ/5yzDAJFHR0UW7ZWkFGmqIiwU8cRsl+cLaZsZgbDZi0ReuQggvft4unnlkNGIjMtFZEXzyGv5DW1IKeggIxYyeBTRkw0lEwsfvh8JZtiPDsgYs/67x5TLeEO/d6j+XSDjJgohK6Zi4z4vKefK+ro8mOZ9t2xjICqtfTMBDY6z46l86r1omMZeuIYgvbsFO0TtHcXFNTV4bZjL5CRwTsWX7dsQsSlC39lGwXt1JHaTnZbVcbnkmUQsOc5rVwnbufJYwjeK/5cqpiZw6hFK4QcPoCgvTt5QMFq2Cj+uYy4kLfPZXRs7Lfrt+S0Aj1dbfgE5D9jprijA6YMHwgrCzOER0Zh+4GjGDp1DnauXAT1fE7rZAECRkNb8vqtoWWA+OjcBSAyMzJwYf98XsvA2ELwfcPCvgyUVdRw5ci/qNN6DDKRiStHliIzI130OwnJjoIE5LdiHVGW7h4fH4/ly5fzAoZsxD2vypcv/919a9euxdatW/noemJiIlJSUvhUhbxg7WGp/EIuLi48XZ9lAbAgAft3wIABEs+pVq3ad1MbqlSp8t1tNqWgIJkELHvC09OTZwmwIAt7j8JMgtzKbftLlRJ3XNmUDm1tbYSESO8cL1iwQCJAw0zu2wlT+nfBz7Dt1BVcuP8MmyYPlhmIOHHjARpXcZf5+M+2/dRlXtNg45ShMtvApi00qlouz218cNMT+zbOEd0eMvnnzYkvX008l51NY2DbzGFN8OHNQ7hkyVwoTPHJqZh67AZmtqjGMwly4/jTj2hSyoHXgiBipS0M+Zb1dtstZ3H42WcMrSEZQGNFDCecuMPTX6c0+P78mhcViyujS0NxEGLt4bh8vQ6bNeUTlI4TN5L4bb+QdJgbKqBmGZUCBQny4/2MhXBdPAtVr53kxyjRxw9fD5yAeSdxIIvN84158RqfF63it1mtAg3nYjxwkNcgQX5olioDk07d4b96GZ8rrmJhAYvBI2ES0RPBewTzklnV7sQP7xC4bRO/mfj5I1Rt7WHYtGW+ggQFxaYkpAT4SC1ymPzhNYIXjOfz1TWqesCgzxiELJmcr5oEeaVZuizMuvaA74qliH/7GqoWlrAaNhKm3XuJiv6xufn6Hg3wZd4sJHp/gXoxR1gNHYmU8DBEnD9LbczSTtMu3eHHamu8fQMVc0vehtRuYQjaLf5cJnx4xwMYTOKnj1CztYNh81Z5DhL8LJXLib9PFrO15rUO2g8YiSu376OZR+1cvcbLeydxZvdM0e1OwzcWuF1n985G6NeP6Dlhr+g+DS19tBm4Emf3zMKDK7t4BoFbxaYwtXaTqEtDSFb0DYr8VqzDWaxYMf4z69Cz0fEtW7bwegIMyyxgX8Cyj+5Le52s9u/fj3HjxmHp0qW8Q85G1P/991/cv38fRQ17j0zW9yntPWbF3hvLRmAj/uz4sVoH7dq144GQnyF7IUh2UWFTOqSZPHkyz0jIKvW57Ll0uloaUJCXR3hM3Hfp94Y6Oc8nZ6shbPe8gvUTBsLRWpy+ntXT917wCQzFwqHdkV/CNkZES45aRcTEwkA35zmIuzyvYvvpy1g3cfAP2hiCBfloY6nytflUAiFWtZhhWQM6euLVAmKjwmFp64zCZGhiCU0tPYQG+eU6SKCnrgIFOTk+JSCr8PhEGGp+P5rtFxGDr1FxGLFX/BnK+PZ/xX32NpwY3hZWWeoOsKwD7/BoLG6fuy9pfyo9dWV+HCMSBB1mIbbKQdY6AzlRUpCHs4ku/CLjvgsQTDx5h9ch2NSpToGzCJ5/SuFTCYSEU3xZ1kBMvLhKoZa6HPxDZK9SEB2XgcAwyceDwtPh7lywKQepEZHISEuDspHk6J2yoQFSQsJlPudFv5GQV1GGkp4ukoNC+CoGWesNJIeEIv7jZ4nnsXoHxk3Eq3LkVnpMNDLT06Ckpy9xv5KeHtIipLfRtGc/RF6+gIhzp/ntJG8vyKuqwWrkeATv3cnTwtlzk3wlU/bZbZ3qtZAfGXGxyExPh7yW5KitvLYO0mNynpokp6wC9XLVEON5QOrjbPpBelgQ31K8P8JkxipoVK2L2AvH89RGVgSPHUvF746lPlJlTKMz79Mf4RfOI/zMKX476Qs7lqqwGTtR0LHNzITloKEI2rcbkVcvi/ZRNjGFWZfuee6A/wltFLQzWmo72e1UGZ9L8979EHGRtfPb5/KLF1/5w3r0BEHWQ2Ymfy6rb5D9c6lbM+/ndR0trW/Xb8nslsioGBhIKVqYX1oaGrAyN4N/oGBFo9xwKlOXTyUQSv+2ukN8TDi0dI1F98fHhvNaAz9ybu8cfHxxDT3G74a2vmQWqYNbdQybfwkJsRGQV1CEqro2lo+tBj2jornilVT/p0sR/i50tEmR6iyzugHTpk3jo+KMkZGRxHz6mJgYfPmSQ1Gub1j9gKpVq/I0+rJly/KONCv2l1dshP7RI/Fcu/fv3/O6BGzKAcP+Zb8r++8uXlyyCBBL4c9+W/ga7D0yWd/nj7IM2O9gUwBYHYaSJUvyKQXZixyy2g6sgGNOctv+vBajZJkGWbecRseVFBXhYmuBh6/FcwNZAOLhm08oWUx2uvgOz6vYfOIS1ozrj+L2gvmV0hy//oAvkegko4OeG4I2WkoUHeRtfP0RpYrJXpaIrWiw+cRFrB4/IMc2nrh2ny+R6GTz43Tc7FTVNGBsZi3azCwdoK1riPevxAGxxIQ4eH96CTvngq2akF1keBDi46Kgo5v7JZSUFBXgam6A+1/EaZ4ZGZm47/UVpaQsgWhnqIPDg1vjwKBWoq22szUvSsh+NtWWDBCyaQnFzQzgbJr/4o9/AiUFBbia6uG+T7BE8OSBTzAvOJgbLAX3U2g0DDVVvwsQ+EbG8iKGumrSq2nnRXIK+FKFwi0wLIN3+F1sxOMUqsqAnbkivLIEE7L7HJAOE33Jry0m+goIjylY4cLM1DTEvnwD/eqCaWWcnByfQhD1JOc6HhnJKTxAwFKmWec/9IK4nkv0o2dQt5c8P2jY2yLJPzDvbUxLQ8LHD9AsU06ijew2GzWWhnUQWeqxxOsIrwnfRg+F1eWzYrdTg3Pf0ZGQnoZUPy+oOmfJTJGTg4pTSaR8kV2YlFErW4Ufx4SHN3L1qwSp6kr5O5Yf3kPbPUuGjJwctNzLIe619CUv5VVVWB635OsIj+23Y8mW6ct+vHlKfz5Gav+ENorb+QFaZSU/l+x2/BsZn0vWhmyDP5npku1kqzOoWll/97lkhQ7zSklJEU4Odnj84rXE9fvxy1dwc5Y+RTE/EhKTEBAUDEM9yeLQOVFR1YS+sY1oMzQvBk0dI3i/E9dnSE6MQ4DXc1jai+udZMeOJwsQvH96Ed3H7oCekezvG+pa+jxA8OXtXR58cCqd/+WWyd+NggSkSGFz99lcejZVgKlbty6vtn/z5k1elJAtkZibJWZYBX7WuT9//jw+fPjACwc+fCi9Uv6PRtCHDx/OMxDYEo2sY165cmU+1YAZP348XzGATZn4+PEjli1bxosGspH+rFgBRZYpwdoyc+ZMPp+f1Q5gWACDre7Apg+w12BTCFgGxI/eH/s9LJjAiiGymgzZR/bZyhA3btxAQEAAwsKkz2XLbft/tm6NauHY9fs4dfMhvgQEY8GOo0hMTkGLmoKpHjM27sPqg2dE+28/fQXrj5zDzH4dYGaoh7CoGL4lJEnWQohLTMKlB8/RqnbBigEyXRvXwvFr93jtAN7G7Yd5G5t/K4Y4Y8NerDlwOksbL2PDkbOY0b8jzAz1f9jGlrUKJ12ffXGu07Qbzh3ZhBcPryLA5wN2rpnKswpKVxB/GVg5ux+und0nup2UmAC/L+/4JiyAyH6OCA0UPX5051J8+fCcP/bu5T1sXDQSRqbWcC1TLU9t7F6lBI4+/sBrB3iFRmGe5x0kpqbx1Q6YqUevY+UlQXCOTRlwNNGT2LRUlaGhrMR/ZkEHobikFFx4443W7oWbMZGbJRC1S7vwjVG3s+Q/q1qZ/dTf2628M44998LJV1/gFR6D+Rce8ePYsqRgHv00z3u8poDQxtuvcfdLEPyj4vA2KAJTT99HYEwCWpeyFwUIxp+4jTdBEfinWWUevAmLS+QbK5RYmC4/SkLjqqooVUwJ5oby6NVUA1FxGXj2QZxFNaqjJmq7i4MUlx8m8cKGjSqrwkhXHhVclVC9tAquP5FR4C4PfDfthHnntjBr1wLqxezgsmA6FNTUEHhAMErttuIfOEwaKdpfu2xJGDWux+sO6FZ0R9nd6/kol8/6beLX/G8ndNxLwXZYP6jZWsGkVRNYdG0L/x3789XG0CMHYNCkGfTqN+J1CCxHjOWZAayqPGM9firM+gwU7R9z7zYMm7WCbu16vGihpnt5mPXsh+h7twUdQwAhRw/ywofGnbpD2dyCL5vICsSFnTqW72MZe+U0Lz6oXqkWFE0soNuxP+RVVBB/TxBA0es+DNotukidapD44iEy4uO+yzDQbt4ZyraOUNAz5IUR9boOhoKuPhKeiDtTeRF86AAMmzWHfsPGULW2gfXocTyoEn7Okz9uO3kazPsNEu0ffec2jFq05ssSsmOpVa4CH7mPuis+luxns249oV25Ch+d161eE8btOyLq1o2/to1MyOH9MGzaHPoNGvF2Wo1i7VRD+HlBO20mToN5X/HnMvrubRg1b5WlneVh1rsfv1/0uTxygH8uTbp0h4q5BV820bBpC4SeOJqvNnZs0RinL17F2Ss34O0XgKUbtyExKRlN6gkyZuatXI8Nu/ZLFDv8+MWbb6xwcWh4JP85a5bA2u178PTVWwSGhOLluw+Yumg5H+yqV0NcdDA/1++K9Xrglud6fHh2GSH+73Fi6wSeVeBcVpyBtHtpTzy8Il6a8dze2XzqQqt+S6GsqsHrDLAtNUWcafbs9hH4f36GiBBfvLx3Akc3jkIlj14wMBWc//8I8nK/b/s/RNMNSJHCagCwzvPixYsxePBgnrrOMgeaNWsGHR0dXqAvN5kErEo/q/rfsWNHftJlRfdYVsHZs3lLp2NL/k2cOJF3wllnu0aNGnw6hBBbtpHN32dp/2yVAFYgcdu2bXwJwqzYHH02BYK1wczMDPv27RON1rNABLvN3i+b+89qIMybN48HTGRhnXm2igPLljA0NORtZFkWWbGVDdhxYMsbskKC2SP3eWn/z9agchlExsZhw9HzfJoBG/VfPb4fL17IBIVHSsybO3zlLq+SP2G1uCATM6BVfQxs01B0+8K9Z2DvumHlsoXQxrKCNh45h/DoGDhZW/AMgaxtZNXlhY5cvsPbOHHVtzmW3/Rv3QAD24gLPl64+5QXEWpUpeBtFKrfsjdSkhKxd+McJCbEwsGlLIZOXQ8lZXGHixUejI+NFN329XqNlbP6itu/41/+b6VaLdBj2Dz+5eer70fcv34SifGx0NE3hmupKmjWaRiUlPKW7t2ohD0i45Ow7uoT3gF1NtXHum4NRMUMg6LjJY5lbp175cVTVRuX/LVfenTKlUCVy+KiW8WXTOH/+u08ihd9xWtoF7aGrtaITEzG+luv+DQDZ2NdrG1fSzTdICgmQeI4xialYM75h3xfbVVluJroYXvXenz5RCY0LhHXPwkyPDptlyxk9l+nOihvLU5/LagL95OhoiSHrg3Voa4qh0/+aVh9MI4XIRQy0pOHppq4/awewYZj8WhVSw1Nq6kiLDoDh64k4MGbgk+zCj51HkoG+rAfNxQqRoaIffMOT7sP4sULGVULM76EqRDr9DqMH86DBOkJCXz5w1cjpyAtRjwlKeb5a7zoNwrFJo+C3ahBfAnE97MWI+iYoPOUV1HXr/CCdmY9+vJ07kSvT/CaOg5pUYL/x8rGJvzzL8RSt9l5nwUGlAyNeAo7CxAEbftPtA+rR/BlNgsuDIBpt558qbmA9at5cbn8SnxyB1Ga2tBu2hEKWrpIDfBG2Np/RMUMFfUNJdrJ7zM2h0oxV16MMDs28s2KHmpUqg15DS1kJMQixeczQpbP4Msh5gdLt2fH0rxXPyjp6/NaDB8njkVapPhYZv17B+4SpOub9x0AZXYsoyJ5h/vrZsGcecZv1XLeKbceOY5PA0kNC0PYqRMI3Lntr20jb+e1b59L1k72ufz8CZ8mSbYza4ZD4O4dgs9l7/7f2in4XArrDzAJ79/h88wpsOg7EGbdeyElMBD+61bx4oz5Ua96FUTFxGLL/sOIiIxGMTsbLJkxEfrfphsEh4ZLfMcIi4xEnzFTRbf3n/DkWxk3V6yeN43fFxIegdnL1iAmNg66Oloo6eqMjQtnQ+8H0yR/pEqj/khJSYTnrhlISoiBlWM5dB65ma9GIBQZ6oeEOPH1+/E1QcB/1xLJKYvNey3gSyMyEUFfcPXoMiTGR0PXwALVmgxCpfq9CtRW8neTy5TWcyCE8BH2UaNG8ekFBcEuPGzlAdYh/38Vd18wR7Koy/wD5rvdV837fOZfrfrrFfgTXO6xFUVdnQ0dUdSNCRuNP0G71TVR1BkWz32q8u9i6CR7xZyiJPh1/ivXEzG5P2QU1XJ10b/unA8rWBHYX6F7ET5NJh0XFIH9HVRbjcD/G8okIIQQQgghhBBSdP0BAzl/EzrahBBCCCGEEEII4SiTgBAZWJFCthUUzeghhBBCCCGkAPK5CgfJH8okIIQQQgghhBBCCEeZBIQQQgghhBBCii55Gtv+lehoE0IIIYQQQgghhKMgASGEEEIIIYQQQjiabkAIIYQQQgghpOiiwoW/FGUSEEIIIYQQQgghhKNMAkIIIYQQQgghRZccjW3/SnS0CSGEEEIIIYQQwlGQgBBCCCGEEEIIIRxNNyCEEEIIIYQQUnTJ09j2r0RHmxBCCCGEEEIIIRxlEhBCCCGEEEIIKbpoCcRfioIEhJCfLl1JDX+CdEUVFHVRiUoo6m6XGIk/QZ0N8Sjqrg46gKLuVaN6+BOsWDsQRV2STQkUdXHqhvgTOMYG/O4m/BUy5Iv+NYd5J++Iok5OLhNFH3XEiQAFCQghhBBCCCGEFF20BOIvRUebEEIIIYQQQgghHAUJCCGEEEIIIYQQwtF0A0IIIYQQQgghRRcVLvylKJOAEEIIIYQQQgghHGUSEEIIIYQQQggpuuRpbPtXoqNNCCGEEEIIIYQQjoIEhBBCCCGEEEII4Wi6ASGEEEIIIYSQIiuTChf+UpRJQAghhBBCCCGEEI4yCQghhBBCCCGEFF1yNLb9K9HRJoQQQgghhBBCCEeZBIQQQgghhBBCii7KJPil6GgTQgghhBBCCCGEo0yCv8C1a9dQp04dREZGQldXt0CvVbNmTQwaNAhdunQpcLu8vb1hZ2eHp0+fokyZMgV+vb/N9u3bMWrUKERFRfHbGzZsgKenJ06dOvXD54aHh8PV1RUPHjyAra0tfpU3b96gQYMGeP/+PTQ0NAr1tQ9duI7dpy4hPDoGjtYWGNerA9yKSX9vxy/fhufN+/Dy/8pvu9hZY0jHFhL7bzrsiYt3HyM4PBJKigp8n8Edm6NEMbtCa/Phc1ew5+R5RERFo5iNFcb06Qw3R3up+564dANnr9+Fl18Av+1sb4NBnVvL3L8gMjMzcfnoajy8dghJCbGwcSyLFr1mwtBU9mfl+qlNeP3oIkIDvaCkpAprx7Jo2HEsjMzspL7+jqUD8fHFTXQduRrFy3nkq42nD6zD7UtHkZgQC3vnMug8YCqMzWxkPufjm8e4eGI7/LzeIjoyFAMmLEeZinVl7r9341zcungY7XqNR91m3fLcxgNPPmLHg3cIj0+Ck7EuJnq4o4SZgdR9T778gplnH0jcp6wgj/tj2/OfU9MzsO7mS9zyCoR/dBw0lZVQydYEI2qWhrGWGn42/erlYT+2L3TcS0DV3BiP2g5B8MnL+JX6drVF8wam0NJQxMu3MViy7iP8AxNl7i8vD/TpbIsGdYxhoKuMsIgUnLkchB0HfEX73DpVS+pz1279jH3H/PPUvv13XmDH9ScIi02Ak5khJrWsiZLWpj983tlnHzBp73nUcbPDip7N+H2p6elYc/4ebr3zgX94NLRUVVDJ0RIjG1eFsY4m8uvQ+avYc+oiwqOi4WhjibG9O8FNxjnt+OWbOHPjHrz8xOfJwZ1bifZPS0vHhgPHcefpKwSEhEFTXQ0VSrhiaJfWMNIv2HeJ455ncfDoCURERsHBzhbDB/aFi5Oj1H29fXyxfc9+fPjsheCQUAzp1xttWwqOo9CLV69x4OgJfPzshfCISMyeMgHVq1QqUBsPXriB3aeviK4543u2g1sx6eefY1fu4MzNB/jsF8hvu9hZYWjH5jL3X7DlAI5evo3R3VujS+M6RaaNszbshucNyfNU5VIuWD1pCAri0Plrgs8lbyf7XHbM4fp9S/C5zHL9HtyplWh/wefyJO48y/q5dMHQzq3y9Llk15hjezfh2sXjSIiPg6NLKfQcPBGm5tY5Pu+S5yGcPb4b0ZHhsLJ1RLcB4+Dg5MYfCw3+inEDWkl93tAJ81GxmuS1MC4mCtNGdUNkeAjW7WHnW+1ctfv6idV4epNdv2NgVcwdjbvNhIGJ7Ov3rTMb8e7JRYQHekFRWRWWDmVRr91YGJqKv1/ERYfi0qF/4fXmDlKS4mFgaofqTQfCtVzDH7aJ/H+iTIJfpFevXpCTk+ObkpIS7zxPmDABSUlJeXqd2rVr845lVlWrVkVgYCB0dHQK1MaTJ08iODgYnTp1Et3H2nv8+HGp76dVK+knyqJkx44dqF69usxOuvBvIi8vDzMzM3Ts2BG+vuIvoL9Snz598OTJE9y8efOH+/7zzz9o2bKlKEDAAjLC98I2fX191KpVS+ZrDRw4EAoKCjh06JDovqzPl7bNmjULxYsXR+XKlbFs2bJCfOfgnfkVu46iX9sm2Dl/Ev/yO2LhGkREx0rd//HbD2hYtTzWTxuJLbPHwcRAD8MXrEFIhCDgwlibGWN8rw7Yt2gqNs0cAzMjAwyfvwaRMdJfM68u3X6AVTsOom/75ti+aAYcbaww+p8ViIiOkbr/k9fvUb96RayZOQ6b/pnM2zxq3nKEhEeisN303Iy7F3ejZa9ZGDzzAJRU1LH93/5ITUmW+Zwv7x6iskcXDJqxH70nbkF6eiq2L+6LlOSE7/a9c34HCroQ0cXj23DtzD50HjAN4+fvhoqKGlbPHZxjG1OSEmFp64yO/Sb/8PWf3b8M748voaNvlK/2nX/ri6VXn2FgNTfs7dkATka6GHLwOiLiZZ+zWcf/4pAWou3MoOaix5LS0vA2OBL9qxbHvh4NsLR1NfhExGLU0R//fy8MChrqiHnxHq9GzMbv0LWtFdo1s+CBgQHjniIxKR3L5pSEspLsT1LXttZo1cQcyzd8QtchD7F+uxe6trFCu+YWon1adL8jsc1f8Q4ZGZm4ficsT+079+wDlpy6iYEeFbF/ZCc4mxli8JaTCI/7/vOfVUBEDJZ53oK7nbnE/UkpaXgXEIoB9SrgwMhOWNajCbxDozByuyfy6+Kdh1i58zD6tm2KHQunopiNJUbOX5XDOecDGlStgHUzxmDz3IkwNtDDiH9WIiRCcM5JSknB+y9+6NO2KXYunIqFYwbBNzAI4/5di4K4evM2Nmzejh6dO2DDin/hYGeDiTPmIjIqWur+SckpMDM1Qb+e3aCvJ70TmJiUzIMNIwb1R2G4cPcJVuw+hn5tGmHXP+N5B3z4wnWyrzlvPqJB1XJYP204ts4ew8/fwxauk7jmCF19+BwvP3nDSE+nSLaxSmlXnF03T7T9M6xXgdp58c4jrNx1BH3bNcWOBVMEn8sFOXwu33xAg2oVsG76aGyeMwHGBvoYMX+VqJ38c+ntiz5tmmDngslYOGYAfL8GY9yS9Xlq15mjO3HR8wB6DZ6EGf9uhYqqGpbMGoGUHK4x929exL6tK9CyYz/MXrYTVnaO/DkxURH8cQNDE6zcfkZia915AFRV1VHKvep3r7dlzTxY2RbLU7vvnNuMB5d3oUm3Wegz5SCUVNSwd3k/pKXKbrfv+4eoUKcLek85gK5jtiIjPQ17l/WTuH6f2DIR4UFf0HHYOgycfRIu7vVxZMNoBPq+wZ+0BOLv2v4fUZDgF2rUqBHvzHt5eWH58uXYuHEjZs6cWeDXVVZWhqmpKe/IFcSqVavQu3dv3mEuqJSUFBQFJ06cQIsWLWQ+rq2tzf8mAQEBOHLkCB8hb99eMPL3q987+zuyDA72d8hJQkICtmzZgr59+3732KVLl/j7uXHjBszNzdGsWTMe+Mn+/P379/Mg1datW0X3s+cJtxUrVoiOjXAbN24c3499RtavX4+0tDQUlr2el9GqblU0r10F9pZmmNS3E1SVlXHq2l2p+88d1hvtGtSEk60VbC1MMXVAVx59f/jqvWifRtUqoGJJF1iYGMLByhyjurVBfGISPvoKRvILat/pi2hRrwaa1akOOytzTBjQDSrKyjh95ZbU/WeP7I+2DevAyc4athZmmDyoFzIyM/Ho1VsUJnYcbp/fidotBqF4uXowtXZG+4ELERsVgrdPLsl8Xq/x/8G9RmuYWDrCzNoF7fovQFR4IAK+vJbY76vPW9w6ux1t+v1ToDZe8dyDRm37o3TFOrC0dULP4fN4dsDzB1dkPs/NvTpadB6GMpXq5fj6UeHBOLhlIXqNnA8FBaV8tXH3o/doU8oeLUvaw8FQB1MbloeqkiKOv/wi+0lygKGmmmgz0FAVPaSloowNHWujgYs1bA20UcrcEJM83HngIDAmHj9b6Pkb+DBzBYJPyP4M/EztW1hg50Ef3Lofjs/e8Zi3/B0M9FVQo7KhzOeUcNXGrXthuPsoAkEhybh2JwwPnkXC1VFLtE9EVKrEVr2yIZ68jMLX4LwF4HfdfIY2ldzQqkJxOJjoY1qbOoK/90PZX6DTMzIwZd8FDK5fCZb6kiOEWmoq2Ni/FRqWdoStsR5K2ZhicqtaeBMQgsDI/AUq93leQst61dG8TjXYW5pjUr+ugvPk1TtS958zoi/aNawtPk8O6iE457x8xx9nI7Srp42CR5XysDE3RUkne4zr3RnvvHwRFCboFOXH4eOn0KShBxp51IWttRVGDRkIFRUVnLsoPXPFxakYBvbpibo1q/NBFGkqlXdHn+5dCpw9ILT3zFW0qlMVLWpX5tecyX07QFVFGSev35O6/7xhPdG+fg0421rC1sIE0wZ0RmZmBh6++iCxH+voLtlxGHOH9oCigkKRbKOyoiIMdbVFm7ameoHauc/zMlrWrYbmtasKrt/9Oud4/Z4zvA/aNagl/lwO7PbtWpjlczl1JDyqlBN8Lh3tMa5Pxzx9Ltk15vyp/Wjevg/cK9WCta0jBoyahaiIMDy5d13m886d2ItaDVqhpkdzWFjb8wCDsooqblwSZHjKKyhAV89QYnt87xoqVq8HVTXJ43j57GGewdC4VddcH0vW7geXdqJGs0FwLlsPJlbOaNlnEb9+v3sq+9zdZfRmlK7WBsYWjjC1ckGLPgsQHfEVgT7i67ff52eoUK8bLOxLQc/ICjWaDYaquhaCvCWv8YQIUZDgF2IXSdaZt7Ky4qPwHh4euHjxokQKeefOnWFhYQF1dXWULFkS+/btkxi9v379OlauXCka3WUjyGy6AftZmLbOsA6vm5sb/51stHnp0qU5ti00NBRXrlxB8+bika+8YL9j7ty56NGjB+9cDhgwQPTYu3fveLaDqqoqSpQowd+DUHp6Ou/ssswKNTU1ODs78/cnLWthyZIlfLTfwMAAQ4cORWpqao5tYlkaFy5cyDFIwI4b+5uw12VtZG1hKfwxMTEyMyZYJgfL6BBiPw8bNozfb2hoiIYNBalbbLSd/Q1ZWj77mw8ZMgRxcXE5tpkdf5bRkZgoOwX3zJkz/O/KRvSzY8eGvR92nKdMmcLfx/379yX2YdkDLCNg0qRJPJjg5+fH72fPE24sK0V4bISbpqYgRbZ+/fqIiIiQ+DsWRGpaGt598ePphEIsUMVuv/zolavXYCNRLEVR1pcd9juOX7nNv3w4WVsWvM2paXjv5YMKpYpLtrmUK159yGWbU4RtLtxpG5Gh/oiLDoODWxXRfeyLgKV9Kfh+ep7r10lKFHRk1DXFo2EpyYk4uH48mveYDi3d/I3QM+EhAYiJCoNLKfEXfjUNLdg6loTXhxcoiIyMDGxfPRUeLXvB3CpvIzhCLFX8bVAknw4gJC8nh0o2JnjxVfYIdWJKGhpvOIVG60/yDIHPYdJHToVik1N5RgYLIPzNzE1UYaivgofPxFkz8QnpePMhBiVcZKffvnobg3Kl9WBlLpiOUcxWA6VcdXDvsfSOgp6uEqqW14fnxaA8tS81LR1vA0JQuZiV6D55eTlUdrTCCx/Zr7Xx0gPoaaqhTUVBKvKPxCUlg8XyWQAhX+dJL19ULOmapY3yqFAyb+fJ9B+cc+ISEvm5n50r84Ndlz98+gz30qUk2ulephTevJfsrP4uwmtOxRLOEm1kt19+zCEI+N01J0PimsPOPTPX7UK3pvXgYGlWJNvIPH77CQ0GTUHbsfOwcMsBRMXGF7Cd7HPp8v3n8kMeP5cahfe5ZNMC2HQBt9IVRfepa2jC3skNn96/lPqctNRUeH9+B7fSFSTeC7st6zlfPr2F75cPqOnRUuL+AF8vnDiwhQcm5PJQbC8qjF2/Q2HnWlXi+s069gGfn+X6dZITBNdvNQ3x9dvKoQzePDyDxLgoZGZk4NUDT6SlpsDGWXyMijx2LH/X9n/o//NdFwGvXr3CnTt3+Ohx1k5tuXLl+Lx09jjraHfv3p13WhnWea5SpQr69+8vGt1lnc/sHj9+jA4dOvBpAy9fvuRp4tOnT+fp9bLcunWLBybYPPf8Yp340qVL8xoE7PcJjR8/HmPHjuX3s/azjjALiAgvqpaWlrzjyua7z5gxg3duDx48KPHaV69exefPn/m/bAoBey85vR/m8uXLPODi4iK+eOUkJCQEx44d42n4bMsL1ib2t7x9+zavLSC8uLCsgNevX/PHWRCGjd7npHz58nyEPnvHPis2hYB9TnLCggw7d+7kP2f9jDEsC6Fbt248ENC4ceMfHsfs2OuxGhOypjIkJyfz4ETWLTmH7IqomDg+IqevIx4dZNjt8Cjp6YrZrdl7HIZ6OqiYJdDA3HzyErV6jUb1HqOw78wVrJkyHLra+Z8PLGpzrLDNkh0cdpvNFc6NdbsP8/mVFUqKAw2FITZa0InV1JGcO6+pY4i4qNBcvQb7f+m5ewFsHN1hYukkuv/M3oWwdizDMxQKIjpS0EZtXck2ausY8OBBQVw4vg3y8gqo0yT/dVUiE1KQnpkJfXVxJgDDMgNYfQJpbPS1MLNxBaxoXR3zmlZGZibQa/dlBMdKT1dPTkvHqusv0MjVGpoq+ct2+FPo6wnOQZFRkoHdyKgU0WPS7D7si8s3Q7BnfQVcO1YDW1eWw8GT/rh4PUTq/o3rmiIhMR3X7+Tucy5qR3wi0jMyYaAl2Zky0FTn9QmkefLlK449fIOZ7WTXxMgqOTUNK87cQePSTtBUzXtQSPZ5UpvXRMmNtXuOwlBfBxWyBBok2piSijV7j/IpCvkNEkTHxPLzh162aQN6ujq8PkFRwDrFsq85ucvyWL3vJAz1tCU68TtOXYKCgjw6NapVZNtYtZQrZg3uhnVThmF4pxZ48u4TRi5az39XvtoZI/taGJHL6/favcf49ZsFFmR/Lo+hQdXyuf5csgABo6OrL3G/tq6+6LHsYmOikJGR/t1zdHJ4zo1LJ2FuaQdHV3FQLDU1BeuXTkPHXiNgYPTjmiZZsQABo6EteW3U0Dbkwf/cYAGACwfm81oGxhbi63fbQSuQnp6GJaMqY/7gUjizaybaD10NfRPZdYDI/zcqXPgLnT59mo/Gsk4g60ixTuSaNWtEj7MOrTClmxk+fDjOnz/PO8wVK1bknTrWQWOdeTayKwsbwa5Xr56oo+7k5MQ74P/++y8fGZfGx8cHJiYmBZpqULduXR4MEGJZDgwbZW/bti3/maWpnzt3jndUWYeZpRbOni2eI8syCu7evcvfMwt0COnp6fFjxTrvrNPftGlTHgRgAZP8TjVgoqOj+d+EpXixNHxmxIgReS7K5+joiMWLF0vcl7V2BMu0mDdvHi8KuW7dOpmvw/627O/M/h6ysMfYVAJpWDYE+xuy98LeEwsmsM+C0MePH3Hv3j0cPXqU32bBgjFjxmDatGl5mq7Cfr+sNi5YsEDib8pMHNAdkwf2wM+w48QFXtNg/fRRUFGW7GyVL+6E3Qsn8y9cLJNg8sot2DZ3/HdfvH61ncfO4OLtB1g3e/x3bc6rZ3dO4cS2WaLbPcbmbd6mNKd2zkFwwEcMmLZHdN/bJ1fg9eYehs4VfHby4sENT+zbNFd0e/Bk8XmvMPl+foNrZ/Zg0uL9BZ5+lVelLQz5lvV22y1ncfjZZwytUVJiX1bEcMKJO/z/6JQG5fG3qV/LGOOHir+cTpgjfRTuR+pWN+KvNXvJW3zxTYCjvQZG9CvGCxieuyI5jYppWt8UF66FICU1Ez9TfFIKpu6/iJlt60JPQy1XmSnjd5/jgaOpbfJfxK4gdhw/x2sarJs5Vuo5h2U1TV2xieU7Y0K/ghcu/pttP3kRF+8+wYbpw0XH8q2XL/afu47d8yf88nNPbtvIsJoFQsWszfnWevQcXs8gazDhV9lx4jyvabBuxmjZn8uV/wGZwIS+nWW+zrlbDzB/8xjR7THTl+NnS0lOwr0b59Gig+TUz0M71/LAQbXajX/4Gi/vnYLnLvG0484jBINMBXF2zxyEBHxEr4l7Je6/dnwlL2Tcbew2qGnq4f3TS7wmQc+Ju2Fi+ev/9qTooyDBL8RWIGCd5Pj4eF6TQFFRUdR5Fqbez58/n3eQ2Rx5NredBRNYxzEv3r59y4vaZVWtWjU+z5z9Dmmj5GzkmU0HKAg2Ci4Nyx4QYu+Z7cfaKLR27Vo+N54VDGTtYO87+2oIbOpE1naz6QEsS0IW9uWbrRKQPSMhOy0tLV4skKVInj17Fnv27OFFAfNK2sg+qw/AOsxsugUbTWfBIZYtwjrwOf1N2bQLYcBCmpz+VgcOHOBBFJaJwoIwLEsg6xxPdpzZdAg2LYJp0qQJn2LBshyyBhN+JKc2Tp48mQceskp6I32ePsNG9hXk5b8rxsRuG+jmXAl49+lL2HHyAs8QcLSx+L6dqiqwMjWGlSlQ0tEObUfPwsmrd9CrVcGq+epqCdssOVLCbhvo5lysiq2GsOv4WayaMZaviFBQrmXrwspBPIrB0geZuOhwaOsai+5noxBmNj/OFDq5cy7eP7uOflN3QUdfHIxkAYKIED/MGyQ5J3jvqpGwdS6HflMEmSvSlKpQm08lELUxTdDGmKhw6OiJpy3ERIfzwoT59entE8RGR2DaoEai+9jI0JGdS3kNhHnrz+bqdfTUlaEgJ4eIBMmsAZZFkLXOQE6UFOThbKILv8i47wIEE0/e4XUINnWq81dmEdx6EI43Hx6JbisryYumA4RHirOK9HSV8clL9hSsIb3tseewHy7fFIyuefnEw9RIFd3bW38XJChVXAc2luqYuSjvRbhYR19BXg7h2bIGWNFCw2zZBYxfRDS+RsZgxPbTovvYnGrGfdIanBjfHVYGOhIBgsCoGPw3oHW+sghyPk/GQP8H55zdpy5g54lzWDNtFC8KK60jNmXFJgSGRvDOWn6zCBgdbS0eqI7MljXAihbKKkr4q+lqaeRwzck5gLzr9GXsOHkJa6cM5YUEhZ6+/4zImDg0Hy7u8LER9pW7j2P/2es4uWrWb2+jNJYmhvx3+QeH5StIIP5cfn8t1P/R9fvURew8cR5rpo6U/blc+Z/gczl9VI6fyxrlSmFuiWYSo/lMdFQEdPXFwVtWgNDaThzAzEpLW5dnobHnZMVu6+h9v6rNwztXkJychGp1mkjc//blI/j5fMbD1oL6OpkswsEGzLo3QLWmA1G75QjRvk5l6sDCrtR318b4mHBoZbl+x8eEwdTKNVcBgo8vrqHHhN3QznL9jgjxxcMrezBw9ilet4BhtQv8Pj7Go6t70bT77ylom2dFIAD3/4SCBL8QG50uVqyYqLPGUvOzFqBjI/1sSgHrzAvnsrPR6F9RBJB1GtkSitI60Wy0PTtW/yD7agr5WRKPFdBj2ROsZgILJrDfx45D9nT77MWMWKSepTTKwqZosE45G1nPCfsyI/ybsKkWbErD4MGDsWvXLtHjLOCQlbRaCNnfO8uiYEUD2WuxoANbbYBN6WB/a/b3zClIwOb7GxkZ5flvxbDpJyyrgW3s/bdu3ZoHDFgNAxYgYtMegoKCeLBGiN3PPo95CRKwNjo4OEh9jP0utmWVmW3KQ1ZKiop8qSZWdLB2hdL8Pva3ffT6Pdo3kJ22ufPkRWw7fg6rJg9DcYfcpcuxqucphVBwUUlJkS9h+OjlW9SqWFbc5pfv0K6R7JHC3SfOYvuRM1gxbRRcHQpn6UoVNQ2+CbHPK5tawDr15t+CAkmJcfD3eoFK9cQrl0gNrO2ahzePL6Hf5B3QN5L80lazWX+Ur91O4r5VU1qiSddJcCmb8+ioqpoG37L+Lm1dQ7x/eR9WdoIU08SEOL4aQc0G+S8cWrFWM4k6B8zqeYNRqWYzVKmT+9VYlBQU4Gqqh/s+wajjaCnqBD7wCUZHd+nLuGXHOgifQqNRzd7suwCBb2QsDxDo5mNu+p8gMTEdAYnpEveFRSSjfGk9fPoimP+srqaA4k7aOH5GsAyaNKoqCqLOtxCbFiAv5XtiswamePcxFp+88z6/mi2R6mphjPuf/FG3hIPoXHH/kx86VRV/gReyM9LD4TGSo+1rz99FfHIqJrSoCdNvSxwKAwS+YVHYPLANdHORdSC7jYpwsbfGQ3bOqVBGdM55+Ood2jeU/f9v14nz2HbsDFZOGSn1nCMMEPgFhmDdzDHQ0SrYdCx2rXYq5oCnL16Kigyydj59/gKtmv54ZPVXEF1zXn9A7QqlxMeSX3NqynzezlOXsPX4BayeNBjF7SWX0WtSveJ3newRC9ejcfUKaF6rUpFoozRsieDouIQfBuRzbqc1v35Lfi7fo31Dce2m7HadvIBtx85i5ZThcJVy/RYGCPjncsboH34uNdRUYaJvJXGNYR37Ny8ewsbeSXSN8frwGnUbiQfnslJUUoKtgwt/TrnKtUXv5c2LR/Bo0l7qVIOyFWpCW0dP4v5hExdJrNLj9fENtqyei6kLNiJeSbKjr6Kqybes7dbUMcKXt3dhai3YNzkxDgFeL1CutuxMCva8c3vn8uyA7uN3Qi/b9Ts1RVDnKnt9BDn+HTd/U03I34+CBL8J63yyufdsxJVVtGcjs2w+O8sAYCngwpPThw8feJE5ITbdgHXqcsI6u+y1smK32bQDWXPty5YtyzuPrPPJUvuFWCFBVuOgZ8+eovvY73/+/Dn69euXq/fK0ttr1hRc1FjHlb0em4IgbBfryLOifkKso15QbKoBm5KQ19oCrJgf6/yOHj0a7u7uvLPOOtlZPXv2TGYFZiH2HtnfjwU/hFM4fpTVIHzvLNuA/T1kYY/t3r37h6/Vrl07XuOBTW9g74cVPIyNjeW1IbIeF/b+2IoFLPCjq5u7kR72HPb6haVL03qYvX4nXO2t+VrJ+89eQWJyMprVEhRnnLluB4z1dDG0syBDhmUPbDrkibnDesHMSB9h3+bkqquqQF1VlS+XxQIIbHSBVW9m0w0OX7iO0Mgo1Ksk+9jmRedm9TF37Va4ONjwdcf3e15CEmtznWr88dmrt/CaA0O6Cr6QsOyB/w6c4KscmBkZIjwyWpTtoK5WsCye7AG0ag174OqJDTAwseFfFi4dWcVHJVzdxWs4b1nYG8XLeaBKfUHl5ZM75uDFPU90G7UGKqoaiP1Wv4AVTVJSVuWFCqUVK9Q1MPsuoJCbNtZt2hVnj/wHYzMbGBhb4NT+tTyroHRF8RzvlbP6o3SluqjdWPDlKCkxAaFB4iVKw4MD4PflHTQ0daBvZAZNLV2+ZcVWN2ABCROLvAVlupV3xowz91HcVB8lzAyw99F7JKamoWVJwRrz0zzvwVhTHSNqCb7Ab7z9GqXMDWClp4nYpBTsePAegTEJaF3KXhQgGH/iNt4FR2Jl2xq8ExoWJ/jipqOmzAMTP3sJRI1i4k6Dup0ltEu7ICUiGknf1lX/mQ6dDEDPjtbw+5qIwOAk9Otmi/CIZNy8J55nu2JeKdy4G4ajnoLAwe2H4ejRwQbBocn44hsPJ3tNdGxliTPZChOygEOdakZYsyX/147uNcpg+sFLcLM0RgkrE+y+9YwXomxVXnD9nbr/Aox1NDGycVWoKCnC0VRyZFFLVRDwEd7PAgTjdp3F24BQrO7dDBmZGQj7ViBOR02VBybyqnNTD8xZt5139os72GL/mcu86Fuz2oJg+Kw12/g5Z2iX1vw2yx7YdPAUX+XA3NhAVC+Fn3NUVXlHbNLyjXj/xRdLJwzl1yzhPqy4IesA5ke7Vs2xaPlqHixwcXLEkROnkZSUjIYegv/bC5etgqGBPl/ykB+r1FT4+PmLviOEhYfjk9cXqKmqwsLcTJRBFxAo/rsHBYfwfbQ0NWFinPciql2a1MHsDbvham8FNwcb7Dt7DYlJKaIOPStAaKSvg2GdBFMWd5y8iI2Hz/AVBNhyumHf5tsLrjkqfDSebVmx1Q3YqL+tubgA6u9sY0JSMv47chZ1K5bmQQGWPbB67wlYmRiiSqnc1W6SpnPTepizfge/fhdn1+8zVwTXwlqCLNJZa7cLPpedBYFalj2w6dBpzBneG+ZGsj6Xm/jynEsnDsnX55JdYxo274STB7fCxMwKRibmOLp3A88qcK8sHnxYNH0I3CvXRv2mgumtjVp2wX8rZ8OumCvsHd34CgnJSYmo4SHOUmCCA/3w/vVTjJmx4rvfbWJm+V2tA8bM0g6BiQY/bHdFjx645bkB+ia20DW0wLXjguu3S1nx9XvXkl5wcfdAhbrdRBkEr+6fRsdha/n1W1jbQEVNcP02NLWHvrENr0Pg0X4C1DR1eUDB680ddBpe8CkOv0whrL5Gco+CBL8RW2qPFfVj6fZsNJ2N/h4+fJgXNGQddVZbgC1flzVIwOa2s1F2NlLN5tKzEersWF2AChUq8NUGOnbsyOf4s/n8Oc2FZx1PNkLNOu1sBFyIBTHY6DdLYWdV7dlUidWrV/NgQm6DBOz9sffGghdsmgV7bp8+ffhj7H5WYI/VXmD1CNgI/sOHD/nPBcFWCJgzZ06en8dG4tnoO+tcsxoSrM4Cy2xgbWSZDqxzzjrIOXXiGZadwL74sGPFCjVmLWiYE1YM0N7eXuYoPcOmC7CU/uwBHWkXG1ZfgRWuHDhwIM9aYYETlsGSFft8sSACm2rBVo34EfbZY9Nh2OochaV+lXKIjInFpsOneVEmJxsLrJw0VDS6ERwWyavLCx29eJNXVZ60YrPE6/Rr2wQD2jXlgRnvr8HwvPEfDxDoaGqguIM1Ns0cw5dDLAwe1Sry9NLNB07wAouOtlZYPnWUKPU3OCxcss0XrvE2T1kqWTOgb/vm6NdBcnpQQdVoytZHTsTxbTORlBDDCxD2GrcJSsoqEumHCbHijJQHV/bzfzfPFwcEmbb95/OlEQtb/Va9kZyciL0b5yAhPhYOLmUxbNo6iTaGBvsj7tsXLMb382usmCU+7xzZsYT/W7l2C/QYJq55UBgaulojMjEZ62+94tMMnI11sbZ9LdF0g6CYBIm/LwsMzDn/kO+rraoMVxM9bO9ajy+fyN9LXCKufxJ0fjttvyDxu/7rVAflrcWppT+DTrkSqHJZkCHFFF8yhf/rt/MoXvSdjJ9tzxE/qKoqYMIwJ2hqKOLlm2iMnflSon6AhakadLXFAdjlGz+hf1dbjB3sCD0dJV6L4OS5QGzbL1kPxaOmMc9CvXRDekHD3GhUxokXMFx34T7vzDubG2Fd3xaiYoZBUXESf+8fCYmOx7U3gir0HVYI/m8JbR7YGhUc8r7KSv2qFXihuE0HT/JzjpOtJVZMHiE+T4ZH8FUZhI5evMHPOZOXbZR4nX7tmqF/++YIiYjEzUeCFU+6T5wnsc+6GWNQzi1/U3/q1KjGMxC379nPpx042Nth4expoukGIaFhEvP2wyMiMXCkuB7TwWMn+Va6hBuWLRBcx99/+oyxU8Sp/Ou3CAruNqhbGxNHD89zGxtUcefHknWq+bG0scSqSYNh8K0AX1B4JOSyHMsjl27zVTAmrhAvG8z0b9MIA9pJppsXlsJuI/tsfPL9Cs+bDxAbnwgjPR1UKumCQR2aQPkHAx85qV+1vOBzeei0qJ0rJg3Pcv2OyHb9/va5XP6fxOv0a9sU/ds348tI3nwsWOWm+0TJ6Z/rpo9GOTfp0wWya9KmB5KTkrB93Xy+FKGja2mMm7kSylmuMSFBARLXmEo16iMmJhJH927ixQrZ1AT2HJ1sRXbZkoh6BsYoUaZwluTMqmqjfkhNToTnzhn8+m3tWA5dRv0HRSVxuyNDJa/fj68JVkLb+a9k7acWvefzpREVFJXQaeRGXDmyFAdWD0ZKcgL0jK3Rss9COJYqeKFN8neSy8yeS01+ClYwkI3UHj9+XOL+hQsX8mDAly9feP0B1nlmBflYOjpb3YDN02cXW+HzWGYBG9VnI/ksss6exzptrN4B6zQKR4LZEoiso8sK1bH5+6wIYtaiiNJMnDiR/76syy4ye/fu5W1kv5u1i82/Z3PtS5UqJRG8YFMjshbrY+1inX32fDaFgo3As84zC1iw9jLsPbNifmxVAfalgS0ByaYxsPoAbH9Zx479HvY4W/5R2mg8q2HAVlDIaQoEm6/PXifr0pHCzAcWEGDBGFYwcubMmdi4cSMf4Wd/H9b5Z/UQhL+bLYHIaiiw95gVC4iwAAN7fZZJ0bVrV75EpPDvJO33swAAOzYsoyEnlSpV4m1hnf+sx5plCWSt58DqBrDVI9jflhUnZH8LFpzKjmVysPfN6jPkdGwY9rdnyx+yApS5Ff3k96zNnlfpikU//ftKoiBToSjTU//5U6QKQ5UH81HUXR10AEXdgkab8Ce41C9/BRR/pSSbEijq4tTFc7yLMu3YgN/dhL9ChvyfUTflnVrOqz4VBZ9C8zet41fqVqPozvtPuH3kt/1u9WrSp6n8zShIQETYdAPWuWYdRRubP3dJFBbQYEUDWXr9n4QtlcgyF1gwJnu9h+zYMpksC4VlNRRkRYq8YvUUWPYHCzawYpi5RUGCwkNBgsJDQYLCQUGCwkNBgsJDQYLCQUGCwkNBgoKJv5P31ZUKi0bVNvh/Q9MNiAhbVpGlpLNsgj85SMBGzlk6/p8mMDCQT2v4UYCAYdMGWJYIS/tnUyR+FfbZYLU08hIgIIQQQgghhPw5KEhAJLRqlfsK4EVVhw6CAjR/mrzO8c86teNXYdNFhKtBEEIIIYQQ8ktkW52B/Fx0tAkhhBBCCCGEEMJRJgEhhBBCCCGEkCIrkzIJfik62oQQQgghhBBCCOEoSEAIIYQQQgghhBCOphsQQgghhBBCCCm65Iru8ox/I8okIIQQQgghhBBCCEeZBIQQQgghhBBCiiwqXPhr0dEmhBBCCCGEEEIIR0ECQgghhBBCCCGEcBQkIIQQQgghhBBStAsX/q4tH9auXQtbW1uoqqqiUqVKePDggcx9//vvP9SoUQN6enp88/Dw+G7/Xr16QU5OTmJr1KgRfhYKEhBCCCGEEEIIIYXgwIEDGDNmDGbOnIknT56gdOnSaNiwIUJCQqTuf+3aNXTu3BlXr17F3bt3YWVlhQYNGiAgIEBiPxYUCAwMFG379u37ae+BggSEEEIIIYQQQoouVrjwd215tGzZMvTv3wY8oNwAAQAASURBVB+9e/dG8eLFsWHDBqirq2Pr1q1S99+zZw+GDBmCMmXKwMXFBZs3b0ZGRgYuX74ssZ+KigpMTU1FG8s6+FlodQNCyE/nmVDvdzfhr9Fc5SyKukhVO/wJxoSNRlH3qlHR/78z+dwA/AlmNH32u5vwQyX11FDUaaak408QHFnidzfhr6D4h/QUatn6oKgrE70XRd/g392AIik5OZlv2TvsbMsuJSUFjx8/xuTJk0X3ycvL8ykELEsgNxISEpCamgp9ff3vMg6MjY15cKBu3bqYN28eDAwM8DNQJgEhhBBCCCGEkCIrU07ut20LFiyAjo6OxMbukyYsLAzp6ekwMTGRuJ/dDgoKytV7nThxIszNzXlgIetUg507d/LsgkWLFuH69eto3Lgx/10/wx8SHySEEEIIIYQQQn6tyZMn8xoDWUnLIigMCxcuxP79+3nWACt6KNSpUyfRzyVLlkSpUqXg4ODA96tXr/CzDimTgBBCCCGEEEIIkUJFRQXa2toSm6wggaGhIRQUFBAcHCxxP7vN6gjkZMmSJTxIcOHCBR4EyIm9vT3/XZ8+fcLPQEECQgghhBBCCCFF1x9SuFBZWRnlypWTKDooLEJYpUoVmc9bvHgx5s6di3PnzqF8+fI//D3+/v4IDw+HmZkZfgYKEhBCCCGEEEIIIYVgzJgx+O+//7Bjxw68ffsWgwcPRnx8PF/tgOnRo4dEYUNWY2D69Ol89QNbW1teu4BtcXFx/HH27/jx43Hv3j14e3vzgEPLli1RrFgxvrTiz0A1CQghhBBCCCGEFFmZkMOfomPHjggNDcWMGTN4Z58tbcgyBITFDH19ffmKB0Lr16/nqyK0a9dO4nVmzpyJWbNm8ekLL1684EGHqKgoXtSwQYMGPPPgZ9VGoCABIYQQQgghhBBSSIYNG8Y3aVixwaxYdkBO1NTUcP78efxKNN2AEEIIIYQQQgghHGUSEEIIIYQQQggpsjLzWECQFAwdbUIIIYQQQgghhHCUSUAIIYQQQgghpOiiTIJfio42IYQQQgghhBBCOMokIIQQQgghhBBSZGXK/TlLIP4NKJOAEEIIIYQQQgghHGUSkF/K1tYWo0aN4tvP1KtXL0RFReH48eM/7XewNU7r1KmDyMhI6Orq4mcKDw+Hq6srHjx4wI/h7zJp0iTEx8dj9erVhf7amZmZuHZiNZ7cOISkhBhYFXNH0+4zYWAi+/3e9NyId08uIizQC4rKqrByKAuP9mNhaGrPH48K88fKiR5Sn9tu0Aq4VWj017Xx4MVb2OV5BeHRsXC0Nsf4Hm1QwsFG6r7Hrt6F582H+OwfxG+72lliSIem3+3/JSAYq/afwpN3n5GekQF7cxMsHtkbpoZ6KCwnTp/BoaPHEBEZBQc7Wwwd2B8uzk5S9/X28cWOPXvx8dNnBIeEYnD/PmjTsgV+lebVVVG9tArUVOTwOSAN+y4kICQyI8fn6GrKoXVtNbjZK0FZUQ6hURnYcSYevkHphdKmvl1t0byBKbQ0FPHybQyWrPsI/8BEmfvLywN9OtuiQR1jGOgqIywiBWcuB2HHAV/RPrdO1ZL63LVbP2PfMX8UNv3q5WE/ti903EtA1dwYj9oOQfDJy/iVGpRXREVXRaipAN5BGTh2MxVh0Zky969fXhH1yytJ3Mc+C0sOJItut6mpBEcLeWhryCE5FfAJysCZ+6kIjZL9uj86D10/uQrPbgrOQ5bF3NGk6yzo53Aeun2GnYcuIDxIcB6ydCiLem3HweDbeYiJCPHF5UOL4PfpMdLSUuDgVgMNu0yHprZhvtp48egaPLx6CIkJsbB1KotWvWbA0FR2G6+e3ITXjy4hJNALSkqqsHEsg8adxsLIzI4/nhAXxV/z48s7iAoPhIa2Htzc66FBuxFQVdfKVxvvnlmFl3cPITkxBuZ27qjXYRb0jGW38fnNvXhxex9iwgP4bQMzR1RqNAR2xcX/Vw6t6g7/Tw8knleyWkd4dJyT5zb+Ke1kbbx9ehVe3P7WRnt3NOiccxuf3tiLZzf2ISZC3MaqTYbA3k3cxvN7Z8Dn3R3ER4dASUUdFvZlUbMV+9w6/LBNp0+dxNEjhxAZGQE7O3sMHDwUzs4uMve/dfMGdu/ajuDgYJibW6BXn36oUKGi1H3XrF6Jc2c90X/AILRs1Ybf9+LFc0yZNF7q/stWrIaTk/MP27z/1nPsuPYIYbEJcDI3xKTWdVDS2vSHzzv79D0m7T6LOm72WNFHfC289OITDt19gbf+IYhOSMKBMV3gYmH8w9cjhKEgAcmT2rVro0yZMlixYoXE/du3b+cdf9YxLwpWrlzJL1o/831XrVoVgYGB0NHRwc/2zz//oGXLlqIAgbe3N+zsBF+cGE1NTVhbW/N2sr+Do6OjqN3Xr1+X+bq1atXiwQ5ZwZtZs2bxQMuzZ8/47XHjxsHe3h6jR4/m/xam22c34/6lXWjVdyH0DC1x9fhK7F7WD0PneUJRSUXqc3w+PESFOl1gblcSGRnpuHJkOXYv7Ych805DWUUd2vpmGLvspsRzHl8/iDvntsCxZI2/ro0X7j3F8j3HMbl3e5QoZoN9565j+KKNOPLvZOjrfP8l+vHbT2hYxR2lnOygoqSIHaeuYNiiDTi4cCKM9QWBL//gMPSbuwotalXCwLaNoKmmyoMKykqFd/m4duMWNm7eihFDB8PV2QlHT5zE5BmzsXXjWuhJCcAlJyfDzNQUNatVw4bNWwutHbnRoJIK6pRTwQ7PBIRFZ6BFDVUM76CJ2ZtjkCajv6+uIofx3bTw3jcNaw7FITYhE8Z68khIKpxzVNe2VmjXzAL/rHiHwOAk9Otqi2VzSqLbkIdISZX+O7q2tUarJub4Z/k7fPGNh0sxLUwZ6Yz4hHQcPiX40t6i+x2J51Qup49JI5xx/U4YfgYFDXXEvHgPv+1HUP7wWvxqtcsoolpJRRy4moKImEw0rKCEvk2VsfRAssy/LRMUkYFNp8RBgYxshzwgNANPP6YjKi4T6iossKCEfk2VsXBvMvJzmbp77j88vLwLLfoshK6hJa4fX4m9K/pi0JwzOZyHHqB8na4wtxWch64eW4Y9y9lzPPl5KCU5AXtX9IGJpQu6jd3Bn3PtxEocXD0IvScfhByLKuXBdc8tuHNhN9oPmA99I0tcOLIKWxcPwOiFp6CkLL2NX949QmWPzrCyL4H09HScP7QCWxb1w5iFp6Csqo6YyFC+Nek8HiYWDogM+4rj22cjJioU3UZIfifJjUeX/sOzG7vQsOtCaBtY4o7nShxd3xc9p8g+jpq6pqjefBx0jVggNRNvHhzHyf+GouuEYzA0E1x3mRJVO6BqkxGi24pKanlu35/UzgcX/8OTa7vQuMdC6BhY4vbplTi0ui/6zJDdRi1dU9RqNQ56xjb8+9rre8dxbMNQ9Jx8DIbmgjaaWruheIXm/DqZFB+N256r+esOmHsZ8vIKMttz4/o1bP5vI4YOGwFnFxecOH4UM6ZPwcZNW6Cr+31w++2b11i8aD569uqDihUr49q1K/hn7iysWLUWtrbi71rMnTu38P79W+gbGEjc7+paHLt275e4b9euHXj+/CkcHaUHvLM69/Q9lpy8gWnt6vLAwJ6bTzF40zGcmNgTBlrqMp8XEBGNZaduwt3e4rvHElNSUdbOHA1LO2H2oUv409ESiL8WHW3yS6SkpPzS38c67j97dF9ZWRmmpqaQ+8lzpBISErBlyxb07dv3u8cuXbrEAxXPnz/H/Pnz8fbtW5QuXRqXLwtG344ePcofZxvLQsj6HLaxx/PC0NAQDRs2xPr161GY2BeE+5d2omazQXApWw8mVs5o1XcRYqNC8O6J7Atbt9GbUaZ6GxhbOMLUygUt+y5AdMRXBHq/5o+zLxGaOkYSG3u94hUaQ1lV469r456z19CqThXeobe3MOXBAlUVZZy8fl/q/vOGdEf7+tXhbGMBW3MTTOvfEZkZmXjw+qNon7WHzqBqaVeM7NwCLraWsDQxRK1yJaQGHfLryPETaNywARrVrwcbayuMHDoYKioqOH9R+iiys5MjBvTphTq1akCpEIMVuVGvvCrO3k3C80+pCAhNx7bT8dDVlEcZJ8nR5KwaVFZFREwGdp5JgHdgOsKjM/DWOw1hUTlnH+RW+xYW2HnQB7fuh+OzdzzmLX8HA30V1KgsewS4hKs2bt0Lw91HEQgKSca1O2F48CwSro7iv2tEVKrEVr2yIZ68jMLX4CT8DKHnb+DDzBUIPvF7vsxWL6mIy0/S8MY7A0ERmTxYoK0uBzdb2Z0RJiMDiEsUbwnZDs/9t+n4EpiByNhMBIRl4tyDVOhpyUNPK+/XDnYeenB5J6o3HQznMh68U9+iz2J+Hnr/VPZx6zJqC0pXawMjC0eYWLmgee+FiGHnIR/Becjv0xNEhwWgRe+FMLZ05luL3ovw1ecVvry7l+c23j63E3VbDIRbuXows3ZGx4ELERMVgjePZWeG9JmwCeVrtoaJpSPMbVx4gIFlDPh7v+GPm1o5ovvIlSjuXgcGJtYo5lYZDdqNxNunV5GenpbnNj65vhMVGwyGQykPGFm4oFH3xXzE+vML2cfRoWRd2LnV4iPkesZ2qNZsNB/hDvIWBNKFWCaEhraRaFNR08xT+/6kdrI2Pr6yE5UbDYZjaQ8YW7qgSc/FiIsOwcfnsttYrFRd2JcQtFHfxA41Wo7mAauvX8RtLF29I6wcK/DAg4m1G6o3H4XYyEBEf8uQkOX4sSNo2Kgx6jdoCGtrGwwdNpJfUy5eOC91/5MnjqNcuQpo264DrKyt0b1HLzg4FOPZCFmFhYVh4/p1GDd+EhQVJK89SkpK0NPXF21a2tq4f+8OPDwa5Op74q4bT9Cmcgm0qugGB1MDTGtbD6pKijj+QPB/VBqW2TdlzzkMblgZlvra3z3evLwrBjWojEpOVj/8/YRkR0EC8tPS/Vu1asVHwM3NzeHsLE6zio2NRefOnaGhoQELCwusXSs5YrRs2TKULFmSP25lZYUhQ4YgLi5OImuBBQDOnz/PU/DZKHqjRo14pzf77xeOurMTdPaNjbILU/lZe1hb1NXV+e/et2+fxGux0XiWnSB8LntNNgLPfs6aPXHkyBG4ubnxixEbnV+6dKnEe2P3sc58nz59oKWlxUf/N23alOOxPHPmDH+9ypUrf/eYgYEBD1SwUX2WacACAJUqVeIBBTYSo6+vzx9nm5GRkcRz2MYez6vmzZtj/37JaHlBsZT7uOhQ2BevKrqPpY9a2peC32fJLzU5SU6I5f+qaUjP7vjq/QpBfm/hXqPtX9fG1LQ0vPvij0pu4hELeXl5VHRzxItPPrl6jaTkFKSlZ0BHUzBqkZGRgdvP3sDG1JhnGNQfMh09Zy7HtUcv89S2HNudmooPnz7DvUwpiXa7lymNN+/eoygx1JGHjqY87+ALJaUAX76mwd5cdrCidDElPq2gf0sNLB6mgym9tFC9tHKhtMncRBWG+ip4+CxSdB/LBnjzIQYlXL7/0ij06m0MypXWg5W5YOSwmK0GSrnq4N7jCKn76+kqoWp5fXheFExN+dvoa8nx6QAf/dMl/rZ+IRmwMc35q5KhjhymdVfFxC4q6FxPiU8tkYXFtCq4KCI8JgPRcZn5Pg/ZuUqehyzsS8Pf62muXyc5UfI8lJ6WAsjJQUFR/LlkI8BycvJ8+kFeRIT6IzY6DMVKVJFoo5V9Kfh8yv25MulbG9VlnCsF+8RBVU0TCtk6bD8SHe6PhJhQWDuLj6OKmhZMbUrjq3fujiPLyHj/2BNpyQkwsy0r8di7R6ewfnIl7FzQDLdOLkVqiuypP396O1kb42NCYeMi2UYz29L46pX7Nr595InUlASY20u2UYhlu7y6d5QHDLT1THO8pnz69BFlypSVuKaw2+/evZX6nHfv3qBMWcnf616uvMT+7Hq4bMkitGnbHjY2P572ef/eXf59lwUqfiQ1LZ1PCajsKO7My8vLobKTNV74iL/bZrfxwn3oaaqjTaUS+L/Agi2/a/s/RNMNyE/DRrO1tbVx8eJFifv//fdfTJkyBbNnz+Yd/ZEjR8LJyQn169cXncxXrVrF0+m9vLx4kGDChAlYt26dxOj6kiVLsGvXLr5/t27deCr8nj17vmsHCzRkDSAEBQXBw8MDNWvW5LeTkpJQrlw5TJw4kbfX09MT3bt3h4ODAypWrMiDAx8+fECJEiUwZ45grh7rcLNAQVaPHz9Ghw4deIp+x44dcefOHd521ilngQYhFjiYO3cuPwaHDx/G4MGDedp/1kBKVjdv3uTtyw12LNjxbN26NW8Pa39hY6/p7+/P37+0+ggsFZxtWaWmKMtMMWXYl15GQ1syfU9D2xDxMblLbc7MyMC5/fN5nQBjS+mpfU9vHoGhmQPfJ6+KehujYuP5qEL2EX522zswJFevsXr/aRjqaaPit0BDREwcEpKSsf30ZQxu1xjDOzXH3edvMX7lNmyYMgTlXIuhoKJjYvmXr+zTCvR0deDnX/jz3gtC+1vnLyZeMgOATR/Q1pDdkTTUlUfNsiq49DAJ5+4mwcZMAR3qqfMU9nuvCpZlpa8n6NRFRqVK3B8ZlSJ6TJrdh32hoa6APesrICMjk38h3bTrCy5el/5ZaVzXFAmJ6bh+R/D/4G+jpS7428YlSnbcYxMzoZVDBrZvcAbPOGD1BVjWgUd5RQxuqYxlB5N5/QGhKm4KaFJZCSpKcrxmwX+nU5Cej0QSmechLQPER+f+PHRh/3xey8DYQvB/3cK+DJRV1HDlyL+o03oMMpGJK0eWIjMjXfQ7c93GKEE7NHUkM1k0dQwQl8s2snPC6d0LYePkzjMIpImPjcSV4+tRsU575BXreDPqWpLHkd1O+MH5POzre+xf1glpacl85Lt5v7UwMBOfC53LNYO2vjk0dYwRGvAet04uQWTIFzTvt+avbGe8zGujwQ+vjez37lnSCWmpgja2GrAWhlnayDy9vgfXjy9BanICzzhoP2KbRDAru5iYGP750dWTnFbAphn4+/lJfY6gtlT2/XURFSkOmh4+dAAKCgpo0VIwAPUjFy6cQ1n3cjA0FAzQ5CQyPhHpGZnfTSsw0FTHlxDpgdsnXgE49uA1Do7pmqv2EJJXFCQgPw3LBNi8eTNPy8+qWrVqvAAew4IDt2/fxvLly0VBgqzz4lkndN68eRg0aJBEkIBFijds2MA78sywYcNEHfjs2EmdjZoLAwIsw6BKlSq8M8+wDAIWYBAaPnw4D14cPHiQd4jZ1AX2HliWgfB1pGEZEPXq1cP06dNF7+3Nmzc8KJI1SNCkSRMePGBYYIK996tXr8oMEvj4+PBsjNxycREU5mGd+LwECVhbpk2b9t00keLFi0vcJ2wLa5e0IMGCBQt4ACirNr1noG0fwfFmXtw7hdM7Z4pudxm5AQXluWcOQgI+os+kvVIfT01Jwsv7p1Gz+eBcvd6f0MbCtP3kJV7TYOPUoVBRFqTOC+t61HIvga6NBZk3bGrC84/eOHL5TqEECYqyisWV0aWh+Evb2sPijKa8YIMQPkHpOHFDkIfuF5IOc0MF1CyjkucgQf1axhg/VBxgmjAnf1kddasb8deaveQtvvgmwNFeAyP6FeMFDM9dCf5u/6b1TXHhWojMGgd/mrKOCrygoNC2M/kL1rz3E/f02RQF35AUTO6qilIOCnj4TpyVwGoSfPTP4MGIWqUV0a2+MtYdz7nWAfPy3kmc2S0+D3UavhEFdXbvbIR+/YieE8TnIQ0tfbQZuBJn98zCgyu7eAaBW8WmfE74j1Kln94+hWPbxOf3XmMLfq48sWMugvw/YvD03TIzCLYvGQRjCwd4tB76w9d7+/AkLh8QH8dWA/N/HFn6freJx3k2xsdn53F+90S0H7Fb1AEvVa2jaF9Dc2do6BjhyJpeiAr1ha6R9R/fzjcPTuLCPnEb2w7OfxtZp7/n5ONITorFhyfncWbnRHQavVsiUFC8YgvYulbjwaqHl7bg1OZR6DJun8xaBz/Dp48fcPLkcaxctS5XUwfCwkLx9MljTJw09ae0Jz4pBVP3ncfM9vWgp5n/eheE5ISCBOSnYWn72QMEDOugZ7+dtSAgS5lnHc13797xiHBaWhrv3LPsAdZRZ9i/wgABY2ZmhpCQH4+WsjR/lv7FshvYqDvD0vLZFAAWFAgICOAdYzYSLvxducXqAbCU/+wBEfbe2O9gwQqmVClxWjW72LDAQ05tT0xMhKqqaq7bIezY5bVWwvjx4yWCGQzL6Lhx44bEfWpqggsS+3tIM3nyZIwZM0bivmOPJD8HzqXrwHKm+DiwStpMfEw4tHTFlXfZKISJlesP235mzxx8fH4NvSbuhra+9EDOm0fneSe8dNXcjQL8CW3MSldLAwry8oiIFqToCrHbBjqy086ZXZ5XebbAukmD+YoIEq+pIA87CxOJ/dntZ++9UBh0tLX4/8XIbEVPI6OioZdtJOhXe/4phU8lEFL8dsVkWQMx8eLeHev4+YfI7u1Fx2UgMEzy8aDwdLg7533Kwa0H4Xjz4ZHotrKSvGg6QHikuKOrp6uMT16ygxpDettjz2E/XL4pGAX08omHqZEqure3/i5IUKq4Dmws1TFzkWBu+N/gjXc6zwIQUvxWdkBTTY5nhghpqcnha3juAyNsigJbDcFAW+67+5NSMvljvsEpmN1bFSXsFPDsU85RAqcydflUAqH0VBnnodhwXmvgR87tnYOPL66hx/jvz0MObtUxbP4lJMRGQF5BEarq2lg+thr0jJrk+JrF3evCqlip79rIsga0dcWjqHHR4TCz+XEbT+yYh3fPrmPg1J3QkXKuTE6M50UQVdQ00H3kaigoyq4HInpvJevy9Pfs5/OE2HA+ki7EbhtZ5txGNootKAgImFiXQJDvSzy9vhMenaQPVJjZCH5vVJjPD4MEf0I7WS2BrG3kU1W+fSaztpHdNs5FG1nhQsbUugQCfV7i8dWdaNhljsTUBbax2gXmdqWxelxFfHx2Ea4Vmkl9TZYRyq4pUZHiKVj8fUVF8loB0rBrDXtccv8o6OoJ9n/9+hWio6LQu6d41J5lK2zZvAknjh/D1u27JJ7Lah+wKaWVKkt+35VFT0MNCvJyCI+V/F4VHpcAQ63vaxP5hUfha0QMRmwV10zI+Pbdz338Sl7s0Mrw59bl+h2ocOGvRUECkifs5BsdHf3d/exkmr3KP8skyCs2+t2sWTOegs/qGbA587du3eJz7FnnXdhxZwVismId4h+tZsAyEliGACvgx07eQmykn00pYJ15YS0Els3ws4otSms7u9jkVCyQpcLlJVjBZF39IDfY7ylWTHJkWFrNgogIQeqbsMZBdqx+AtuyUlKW/Nuw4khZCySxvx0r2Of19i5MrQUd7uTEOPh7vUD52p1ltpk97+zeubzQX88JO6FnZClz36e3DsO5TB0+YpYbf0Ibs1JSVISLnSUevP6A2uVL8vvY5+rh64/oUL+6zOftOH0ZW09cwpqJA1Hc3vq713Szt4ZPtukKvoGhMDPMexultltJCU7FHPD0+QtUq1JZ1G52u2WznDsnP1tyChCakvFdh9/FRlEUFFBVBuzMFXHjmeQUm6w+B6TDRF/yy42JvgKfl55XiYnpCEiU7FiGRSSjfGk9fPoSz2+rqymguJM2jp/5KvN1VFUURF8qhVi6q7yU2GKzBqZ49zEWn7wFr/83YFMBkrNlRcTEZ8LRQgGB4YLAkIoSYGUsj7uvJady5ERZETxA8CRLoEGWb3HjHKmoavIt+3nI+53keSjA6znK1cr5PHR+31y8f3oR3cftgp6R7EJm6t/OP1/e3uXBB6fSdXNuo5oG37L+Li0dQ3x6fQ/mNq6ikX8/rxeoXK9Tjm08ufMfvH58CQOmbIe+8ffnSvY6Wxf3553LHqPX5jiNLStlVU2+Zf1d6tpG8PtwF8aW4uMY5PMcpavLPo7SG54h6ihLExIguCazwoB/QzultZE9x/f9XVHAnLUx0Ps5ytQs3DayUxb7fTntw64pxYo54vnzZ6hStZromvL82TM0ay59qVwXl+J49uypaDlD5unTJ3BxEbyfOnU9UDpLjQOGrZZQt64HPOo3yNbGTFy6dAF169WHojCy/ANKigpwtTTG/Y9+qFtS8D2MTQNjtztVEwdkhOyM9XF4XDeJ+9aevYP45FRMaFULprqFV1iY/P+iIAHJE5YSf+HChe/uf/LkCU+vz4179+59d5sVIGTYPHp2Mmfz9oUj/WyEv6BYQUE2HeHs2bMSGQgMm+7AMgBYXQOG/X5WgyBrmj3LiGDZADlh74G9VvbXZsdFmEWQH2XLlsXu3dJTLrNjbRfWc2DP+xlevXrFL8KsQGNhYYGSSh49cPP0BhiY2ELX0AJXj63iI2Uu7h6i/Xb+24vfrlhP8Lc6s3sOT8/vNHwtVFQ1RHNn2aiDkrI4+yIi2Ac+Hx6h68hNf3Ub2ZSAWRv3oridFdwcbLD33HUkJqegea1K/PEZG/bAWE8HwzoKRmC2n7qMjUfO8lUOWKc/LCqG36+uqsI3pnuTOpi8ZifcXRxQ3rUY7rx4h5tPX/NpCYWlbauWWLx8JZwci/GVC46dOMWzhxp61OOPL1q6AoYGBujbq7toupHPt7mlrGBjWHgEPnl5QU1VDRbmZviZLj9KQuOqqnxeeVhUOlrUUENUXAaefRB3JEd11MSzj6m49kQQOLj8MAkTummhUWVVPH6XAlszBVQvrYI956Vn4+TVoZMB6NnRGn5fEwVLIHazRXhEMm7eE88HXjGvFG7cDcNRT0Hg4PbDcPToYIPg0GS+BKKTvSY6trLEmWyFCVnAoU41I6zZ8hk/G1sCUaOYOFClbmcJ7dIuSImIRpKf7OJdheXWyzTULafIl7aMiM1EgwpKiEnIxGtv8bm/fzNlvP6SjjuvBfc1rayItz4ZiIwT1CSoX0GRL4EozBBgBRFLF1PAB790xCcBOhpyqFNWEanpwDufH8w1kHEeqlivB255roe+sQ1fApEtVcjOQ85lxeeh3Ut7wrlsfVSoKzgPnds7G6/un0aHoev4qinSzkPPbh+BoakDDxIEeD3ldQsqefSCgal9nttYrVEPXDmxEYamNoIlEA+vgrauMYqXE/yfZv5b0Btu5T1QtX5X0RSDZ3c90WPUGn6ujI0KFRU9ZG1kAQK2JCLLtuo+aBHviLKN0dDWz3FJPGltdK/VA/fPr+ej7TrflhbU0DHmqwgIHV7TE8VK1UeZmoLjyIr72RavCS09M6Qmx+Pdo9Pw+/QAbQZv4Y+zVP13j0/BrngtqGro8roA148ugIVDBb4yQV79Ce1kbSxXtwfunl3PswJYG2+dWsmzCthqB0IHVvaEY+n6cK8taOON40th51aTL2+YkhSPtw9Pw/fjA7Qf9q2NYX549+gMbItXg7qmPmIjg3D/wiYoKqvCrkStHNvUqnVbLF/2L18O2snJBSdOHEVSchI86guKCC5dslhQL6q3YNUoVmdg0sRxOHr0MCpUqMiXUGRTDIYNHykaIGNbVmx1A5aBYGkpGXBjwYngoCA0aNgoT8exe013TN9/AW5WJihhbYrdN57wJQxbVRR8F5269zyMdTQwsml1vmSxo5lkzQ8tNcE1O+v90QlJCIyMQWiMIMDrHSIYcGLZCYbaeR/I+90y8f9ZQPB3oSAByRM2wr9mzRqMGDEC/fr14yPGrNAfWw3g1KlTuXoN1nFevHgxrw3A0v4PHTrEX4NhI9msA7B69WpeRZ/ty2oPFLRT26NHDz7nnnVsWeFCYcefjZSziwgrIMgKDbITPqstEBwcLBEkYHPv79+/zzMd2GoK0kbYx44diwoVKvCihKxw4d27d/mxylpLIT/YkoMshZ9lE2RPv2YrM7D3w1L/2ftk2RAsU4Idz4IEJnLCCinWqFFDNO2gsFRrzL78JeLUjhlISoiBtWM5dBv9n8S8w4hQXyTEibMqHl0TrEKxY3EPiddq2Xs+X3ZQ6OmtI7wasoNbtb+6jQ0ql0VkTBw2HDmH8OgYONlYYPWEgTD4VswwKCwS8lmmoRy5fJtXVZ64arvE6/Rv3RAD2wq+4NSpUAqT+7TnNQuW7DwGGzMjLBrZC2Wc89ZxyEntmtURFR2NHbv38c+5g70d5s+ZCT09QbpkSGgo5LIMcYdHRGDwCPGUlkNHj/OtVAk3LF34D36mC/eTefG5rg3Voa4qh0/+aVh9ME5ibrmRnjxPWxdi9Qg2HItHq1pqaFpNlXdCD11JwIM3hZOttOeIH1RVFTBhmBM0NRTx8k00xs58KVE/wMJUDbra4iym5Rs/oX9XW4wd7Ag9HSVei+DkuUBs2y+5EoZHTWNeU+HSjdwVvywInXIlUOWyOG23+JIp/F+/nUfxou/kn/77rz1L45kAbWsp8wwR76AMbPFkK36I9zHQkYNGlr+tjqYcungoQ11VsPyhd1A61hxL5gEBJi09E3Zm8nx5RfYdnhVGZMshrsuyT15VadQfKSmJ8NwlOA9ZOZZD55GbJc5DkaF+Euehx9/OQ7uWCAJtQs17LeBLIzIRQV9w9egyJMZHQ9fAAtWaDEKl+pJT0HKrVtO+SElOxNGtM5GUEAtbJ3f0Hr9JYuQ/PMSPFx8UundZsGrOpvk9JV6rXf9/+NKIAd5v4Pf5Bb/v33GSHbAJyy5C3+j7deJzUt6jPz+fX9o/A8mJMTC3L4c2gyWPY3SYHxKzHMeEuHA+t58tQaispsXn8rOOt42L4LzNpj6wEfWn13bySv2sk16sTANUaiCoQ5Qff0I7K9bvj9TkRJzfOwPJCTGwcCiHdsMk2xgVmq2NseE4s2Mi4mNCoKKqBUMLZx4gYPUHGEVFZfh/foTHV3fwzzkrzmnpWB5dx+3jP+ekZq3aiI6Jxu5dO/k1ha0ANWfOP6LvUKGhIbxYq5BrcTeMnzAZu3Zux87t22BuYY6p02fB1jZvGZnMxfPn4OpaHFZWOU8tya5RWWdewHDd+bsIi0mAs4Uh1vVvBYNv0w2ComKkZnrl5Nqrz5hxQFw8fOLus/zfQQ0qYXDD3E2FIP+/5DJ/lKNNSDYPHz7E1KlT8ezZM56SzwrlsUKEwiUHGTa3nU1BOH78uMRzWWeb1QVgHVrWkWWRWdYBZkEHIVbIj00BYM9nKxB07dqVd/IF1Wd1+RKIbDpA1qUH2e9hFf2FH+esv5/t37t37+/eB1tRgC1jyNLnWZvYagxsOsOAAQPg6+vLp1UI288yC3r27Innz5/zGgFfvnzhAYM6deqI2iXMWJgxYwY+fvzI6ySwIohZiyKy98/anrU4Y5kyZfixExZSlIYta8jaOHDgQH6b/e6s0wlYu21sbHh7Ro8e/d20gazPefr0Kf+d2f8u2dvFsDaxY8D+1kLs783u79RJdtpodntv0WmmsDRXEVzki7JI3bx/sfod5h+VXYi0qHh1S9ApKsomnxuAP8H11blffu93KVm86Bch01TNewbE7xAc+XMC5f9vcpkx/9vVss3dUr+/k9XbMyjqVJv9+sLJuRX6+v5v+91GboKMzP8nFCQg5A/AAiqssCALrginYfwObLoGy5h48eJFrufaMRQkKDwUJCg8FCQoHBQkKDwUJCg8FCQoHBQkKDwUJCgYChL8Wn/If31C/r81bdqUZyew1ResrGQXnPrZ4uPjsW3btjwFCAghhBBCCCF/DvqmT8gfIvtUgN+hXbt2v7sJhBBCCCHk/00el/YmBUMLThJCCCGEEEIIIYSjTAJCCCGEEEIIIUVWJo1t/1J0tAkhhBBCCCGEEMJRkIAQQgghhBBCCCEcTTcghBBCCCGEEFJkZVLhwl+KMgkIIYQQQgghhBDCUSYBIYQQQgghhJAiK1OOxrZ/JTrahBBCCCGEEEII4SiTgBBCCCGEEEJIkZUJqknwK1EmASGEEEIIIYQQQjgKEhBCCCGEEEIIIYSj6QaEEEIIIYQQQoosKlz4a1GQgBDy07XKOIQ/QaaSMoq6G4pNUdRV85yIP0G71RdR1K1YOxBF3Yymz/AnqDW8DIo6k6r6KOo0jbXwJzD+FI6iTk6BOj2Fxei/RSjqdqkORlHX/3c3gBQZFCQghBBCCCGEEFJkZcpR4cJfiUKYhBBCCCGEEEII4ShIQAghhBBCCCGEEI6mGxBCCCGEEEIIKbIyQdMNfiXKJCCEEEIIIYQQQghHmQSEEEIIIYQQQoosWgLx16KjTQghhBBCCCGEEI4yCQghhBBCCCGEFFlUk+DXokwCQgghhBBCCCGEcBQkIIQQQgghhBBCCEfTDQghhBBCCCGEFFlUuPDXoqNNCCGEEEIIIYQQjjIJCCGEEEIIIYQUWVS48NeiTAJCCCGEEEIIIYRwFCQghBBCCCGEEEIIR9MNCPmDBAUFYcGCBfD09IS/vz90dHRQrFgxdOvWDT179oS6ujpsbW3h4+PD91dTU4ODgwNGjhyJfv36iV7n2rVrqFOnDv9ZTk4OWlpasLe3R/369TF69GiYmZmJ9p01axZmz57Nf1ZQUIClpSVat26NuXPnQlNTs9De24Gr97Hj/C2ER8fBycoUEzs3RQk7S6n7Xn7yGlvO3IBfSATS0tNhbWyA7g2qoVmVMvzx1LR0rDt+CbdefYB/aCQ01VRRydUeI9o2gLGudv7beOkOdp69gfDoWDhZm2FCt5YoYW8ldd+j1+7j9J0n+OwfzG+72lpgWLtGEvuz11l18Czuvv6AuIQklHWyw8RuLWFtaoiCyMzMxNlDa3HvymEkxsfCzrks2vedDiMzG5nP+fz2Ea6c2ga/L28QExmKPmNXolSFehL7JCcl4NTe5Xj56AoSYqOgb2yBmo26olr9jnluo1KpalApXwdy6lrICPuKxKvHkBHsK33f4hWg1qCz5HtMS0XsmolZdlKGarVmUHQoATk1DWREhyPl2U2kvryL/LLs2Qk2g3pB2cgQcW/f4/30BYh59krqvnKKirAd1g9m7VpAxdQYCV7e+DR/OcKv3ZbYjz1WbMpoGNSpDgU1VSR6++H1mGmIffEmX23cf+cFdlx/grDYBDiZGWJSy5ooaW36w+edffYBk/aeRx03O6zo2Yzfl5qejjXn7+HWOx/4h0dDS1UFlRwtMbJxVRjrFPz/eoPyiqjoqgg1FcA7KAPHbqYiLDpT5v71yyuifnkliftCIjOw5ECy6HabmkpwtJCHtoYcklMBn6AMnLmfitAo2a9bUPrVy8N+bF/ouJeAqrkxHrUdguCTl/ErGLVqC9NOXaGkr4+Ez5/gt3IZ4t/J/uwYt+sI45atoWxiirToKEReuwr//9YjMyVFsIO8PMx79YNBg4ZQ0jdASlgows+dQeDObQVqp27D5jBo0R4KuvpI9vFC8Na1SPr0Xub+ek1aQ7dhMygZGiM9Jgax924idO8WZKam8sfVXEvy11Oxd+Tt9F88C3EP7xSojaYd2sOiZw8oGxgg/sNHeC1ajLjXr2X+/7bs0xtGzZpBxdgIiT4+8F65ClF3xOcXiz69YVC3DtRtbZGenIzY5y/gs3IV3zffbWzfHubduwna+PEjvvz7L+JeS/97yykowKJ3bxg3awplI0EbfVavQdRdcRu1y5aFeffu0HR14fu8GzsOEdev57t9f1I7D52/hj2nLiI8OgaO1pYY27sj3IrZSt33+OVbOHPjHrz8v/LbLnbWGNyplWj/tLR0bDhwEneevUJASBg01dVQoYQLhnZuBSN93QJfv297rsLL24eQnBgDc3t31O80C3rG0tvKPLuxF89u7kNMRAC/bWDmiCqNh8DerZZonwt7Z8Dn/R3ER4dASUUd5nZlUbPVOBiYOuBPQYULfy062oT8Iby8vFC2bFlcuHAB8+fPx9OnT3H37l1MmDABp0+fxqVLl0T7zpkzB4GBgXj16hUPIPTv3x9nz5797jXfv3+Pr1+/4uHDh5g4cSJ/jRIlSuDly5cS+7m5ufHX8/b2xqJFi7Bp0yaMHTu20N7b+YcvsfTgWQxsXgd7pw+Gk6UphqzYgYiYOKn762ioo1+TWtgxuT8OzhyGltXcMWv7Mdx59ZE/npSSire+gejftDb2TR+MpYM7wyc4HKPW7Ml/G+8/x7L9pzGgVT3snT0CjlZmGLpki8w2Pn7nhUaVymDTxAHYPm0ITPR1MOTfzQiJjBZ9ERizaif8QyOwfERP7J09EmaGuhj0739ITP72BT6fLp/cihvn9qB9vxkYPW8vlFXUsGHBQKSmiDtX2SUnJcLcxhntek+Vuc/xnYvx7vktdBu6AJOWnkStxt1xZNt8vHp0NU/tU3QqA9WaLZF87zzi9y5DeuhXaLQeADk12R3RzORExG6aKdrits6VeJy9nqKtCxLP70HczoVIeXoDqnXaQNHeDflh0rwhnGaMh9fyDXjQuANi33xA2d0boWSgL3V/hwnDYdGtHd7PWIB7dVvBf9dBlNq8AlpuLuL3raON8sd2IjM1Dc+6D8bdOq3wYc6/SIuOyVcbzz37gCWnbmKgR0XsH9kJzmaGGLzlJMLjEnJ8XkBEDJZ53oK7nbnE/UkpaXgXEIoB9SrgwMhOWNajCbxDozByuycKqnYZRVQrqYijN1Ow+mgyUlKBvk2VoaiQ8/OCIjIwZ0eiaFt3QvIzHBCagYPXUnngYItnMuTkgH5Nlfm/P4uChjpiXrzHqxGC4OmvolenHqyGjsDXHVvwpn8vJH7+CMcly6Goqyd1f32PBrAcMBhfd2zFqx6d4L1oPvTq1oNF/0GifUy7dIdRy9bwXbGU7xOwcR1MO3eFcdv2+W6nVtVaMO45EGGHdsN74hAeJLCaOh8K2tI7T9rV68Coa1+EH9qNL6P6IXD9Mv4aRl36iPaRV1FFEgs2bFmDwmDYoD7sxo6B38ZNeNalK+I/fIDbujVQ0pN+LK2HDIZJ2zb4sngxnrRtj6DDR+CydAk0nJ1F++i4uyPowCE879ELrwcP4YGF4uvXQl5VNV9tNKhfH7ajR8H/v8143q07D2QUX7065za2aQ2vf//F0w4dEXTkKJz/XQwNZyfRPvJqaoj/+IEHRArLn9DOi3ceYeWuI+jbril2LJiCYjaWGLlgFSJknHufvPmABtUqYN300dg8ZwKMDfQxYv4qhERE8ceTUlLw3tsXfdo0wc4Fk7FwzAD4fg3GuCXrC9zWBxf/w9Nru3hgoOv4g1BSVsPhNX2Rlir7+q2lZ4qaLceh+8Sj6DbhCKydKuP4xqEI+yr4TsSYWLuhUbcF6D39DNoN3cJn+LPXzchIL3Cbyd+JggSE/CGGDBkCRUVFPHr0CB06dICrqysf/W/ZsiXPLGjevLloX5YZYGpqyh9nnX99fX1cvHjxu9c0Njbm+zk5OaFTp064ffs2jIyMMHjwYIn92O9l+7Esgo4dO6Jr1644efJkob233RfvoE2N8ryz72BujKndmkNVWQnHbz+Run95ZzvUdS8OezNjWBnro4tHFThamuDpJ8GIjZa6KjaM6YUGFUrC1tQIpRysMKlzU7z1+YrAcMFFPq/2nL+J1rUqomWNCrC3MMHUnq15G0/ceCh1/38GdUaHelXgbGMOO3NjzOjTjgcGHrz5xB/3DQ7Dy8++mNKzFdzsrWBrZoQpPVojOSUV5+49Q36x33Hj7C40aD0AJcvX5R3/rkPnIzoyBC8fyR7tLF62Bpp2HIFSFT1k7vPlwzNUqNkSjm4VYWBsgaoe7fnr+3yWDCr9iIp7LaS+uofUNw+RERGMpMuHeWaAklvFnN9bQmyWTTI4o2Bmi5Q3D5Hu/xmZMZH89TNCv0LBxBr5YT2gBwL2HUHgweOI/+iFd5PmIJ0FUjq1lrq/WZtm8F69GeFXbiLR1x8Buw7yn60H9hTtYzukD5K+BuHN2Ok8IyHJLwARN+4i0cc/X23cdfMZ2lRyQ6sKxeFgoo9pbepAVUkRxx/KHllOz8jAlH0XMLh+JVjqS2bVaKmpYGP/VmhY2hG2xnooZWOKya1q4U1ACAIjY1EQ1Usq4vKTNLzxzkBQRCYOXE2Btroc3GxzjhJkZABxieItIUny8ftv0/ElMAORsZkICMvEuQep0NOSh57Wz4sShJ6/gQ8zVyD4hDgw+yuYdOiMsNMnEX7WE0k+3vBZuhgZSckwbCLIBMlO060k4l69RMSlC0gJCkLMoweIuHwRGi7FJfaJun0T0ffu8H0ir19FzMMHEvvklX6ztoi+fBbR1y4gxd8XQZtWIiMlGTp1G0rdX825OBLfv0bMratIDQ1GwovHiL19FarFxB3w+GcPEbZ/O+IeSGbm5Jd5t24IPnoMISdPIdHrCz7/Mx/pSUkwbtVS6v5s1Nt/y1ZE3rqN5IAABB06jMjbt/noudCbYcMRcoq9nhcSPnzEx5kzoWpmBs3irvlrY9cuCD5+XPCaX77Aa8ECQRtbtJC6v1GTJgjYth1Rt+/wNgYfOYKoO3dg3lXcRnbbb/0GRFy7lq82/ant3Od5GS3rVkPz2lVhb2mGSf06Q1VZGaeuSc80mzO8D9o1qAUnWyvYWphi6sBuyMjMxKNX7/jjLHNg9dSR8KhSDjbmpijpaI9xfTrinZcvgsIiCnT9fnJ1Jyo3GoxipT1gZOGCJj0XIy46BJ+eyz7fOJSsC/sStXi2gb6JHWq0GA1lFXUEeou/S5Su3hFWjhWgY2DJAwbVm49CbGQgYsIF2Qd/SuHC37X9P6IgASF/gPDwcJ5BMHToUGhoaEjdh00byC4jIwNHjhxBZGQklJWVf/h72PSEQYMG8WBBSEhIjvulCNNVCyg1LY133tl0ACF5eXlUcnXAi89+ubqo3n/7Gd5BYSjnJDsdLzaRjTLK8QBCvtroHfA/9s4COoqkieP/uLsr8eAuh3x3OBx2yOHufrg7HIdzuLu7u7u7JgQJgRB39+9VL7vZDRtIggWufu8NZGZ7Zmp7ZnqnqktQobC7ooxF3PDghXIX+awkJqWI0AhDPV2xnpySKv7X1NBQOKamhjruPfNFXgkLfovoyFB4FKso26aja4ACbsXh++w+Pgdnj5J4dPssIsODRL/7PL6BkABfFCxeKecHUVWDqqU9Ut88k9uYgVS/Z0LRzxYNTeh3GQv9ruOg07ALVE2tFD5OC/CFhksRqOgZiXU1ezeomlgg1S97F+fsUNFQh0Gxwgi/eE1OxAyxbly6hPJ9tDSRnqQ405OWmATjcqVk6+a1qoqwgmLL5uDXe+dQ4dgO2LZphrxAITVP/YPxi1tm+Iqqqgp+cXfAg9eB2e63/NQNmOjroGn5nHlYxCZKZufJgJBXTA1URDiAz9vMGavEZOBNcDoKWH/8NcTcSAVj22tjRBsttK6hAWP97F/WNNSBcgXVERadjqjYrxdu8D2gWWk9D09E35YzSmZkiHW9IkWV7hP7+CF0PTxlCr+mjS2MfqmEqOtXFdoYli4LLXvJfaTj6gb9YiUU2uQKdXVou7gj7sFdBTnjH9yFjodyZTnB+4nYR2oU0LC0hl6p8oi7cwNfqy/JjT3yutzxMzIQdf0GDIoXU76PhgbSs/zmkYHGsJQkxE0Z6u/D8fLiKSRkLFhQyKQg441PyZj0gYwGJZWPWV+CH0FO+v32euWH8sUKKvzWlitWEA+fvczRMRKTkpGWSr/fyt+/iNj4BPGOQQaEvBIV9hZx0SEo4Jn5m6qlYwAbpxJ490rumfoI5BngdeswUpLjYeOc+fsjT3JSPB5d3SMMBuSFwDDK4JwEDPMD8Pz5c6GUecq5NhLm5uZITJRMrZEBgUIBCPIeGDt2LJKSkpCamio8CeRzEnyMggUlP6QUWkCeBlm5ffs2tmzZgurVqyvdn85JizxpySnQ0lSMLZYSERsvZjdNDRVdzc0M9YXinx0x8YmoM3yWeAFQVVHFqLYN8EthN+UypaRgwe4TqFuumMhPkFsiY97LmCUu29TQAL4BITk6xoKdR2BhbIgK72V0srGEtZkxFu08ijGdmkJHSxObj19CUHgUQvLofk7EREr6zMDITGE7rZPx4HNo1nk0tq+ciIl9akBVTV28ELXsMRGuhcrm+BiUL0BFVU14A8hD62qmH95vRHpEMBJPbkda6DuoaOpAs0xV6LX8C7EbZyIjVhK+kXhuD7RrtIBB9wnISEsTL6qJp3cgzT9nL4HyaJiaQFVdHckhYQrbk0PDoOfmrHSf8PNX4Ni9AyKu3xZ5Bkyr/ALL32uI7ypFx9Eedu1bwG/lBvguXAnDkkXhOXkkMpJTELArd545EXEJSEvPgJmBxOgkxUxfF6+CI5Tuc+fVO+y9+QQ7Birmd8iOpJRUzDtyBb+X8IC+9qeNjNlhoCtR7GMTFBX3mIQMGHzkfdovKF14HFB+AfI6qFlWHb3/0MTcHUki/4CUikXUUO8XDWhpqIicBSsPJSMtHT8V6kbGQiFLiVCcpUyNCIe2o/JcI+RBoG5kBM9Fy8iKLO7p4P17ELhpvaxN4OYNUNPVRdGN25CRng4VVVX4r1ou9s2TnAaGIuY8NUrxHqR1XTvl+VvIg0DNwAgFpsylEUJ8z4gTBxG2dxu+Bhom7/syPMvzHRYGIyflhsrIq9dg164tou/cQeKbtzAqXx5m1atDRS0bI5eKCpyHDkX03XuIf/Ei1zKqG0tkTA5XvN4p4eHQyU7Ga9dg24ZkvItEyllUvhxMq1cT1/Rr8SPIGRkd+/73W9FzitZf+0tyBn2KxVv2wtzESBgWlEEegIu27EXtSmU/y0hABgJC11Dx91vXwAxx0R///Q7x98aW2a2QmpokvAj+6L4Y5jaK70R3L2zGhb2zhQGBPA6a918LNfW8j+3Mzw0bCRjmB+bGjRvCW4Dc/+UV82HDhqFTp04ijwD9TaEKlOAwJ5AxIqtnAuUooCSFaWlpwoOgfv36WLRIeWwoJVaUJjqUMrrTnxjTOe8xrsrQ09bEtvF9kJCYjOteLzFnxzHYW5iKUISsM67Dl29HBjIwul1mSMa3ZO2hsyKnwYqRPWXGEg11Nczu3x6TV+9C1b6ToKaqivKF3VC5uKfsGuSEW5cOYcfKzP7uMWIJvhaU58DX5wG6DVsEU3MbvHh6G7vXTIWRiSU85TwXvjRpAa/FIiUh4BX0O4yEZrGKSLp6TGzTLPE/qFkXQPz+VUiPiYCanavISZAeG4W0N5lxmV8L7/HTUWjmRFQ6d0Bcv4TXb/Bu+37Ytmosa0MvwdEPHuPFjAViPeaxF/Q83YThILdGgtwSl5iMMdtOYkKz6jDR+/RLLCUxHLbpGNlaMKapJMlpTinlriYSCkpZeyRvXkfebzI1fQpR8AtOxqi22ijuqoabXpleCXd90uDzNl0YI34roY52tTSxZF8SUv/jobYGJUvBpm1H+P07C3FPn0DLzh4O/QfCpkNnWWJCynNgVqsOXk6ZgETfV9Bxc4djv4FICQ1F2PEj30RO3cLFYda0FQJXLkTicy9oWNvBqnNvpDYLR9juvOeR+ZJQ/LzbuHEovWe3xAD59i2CDxyA5R/KXepdRo2ErpsrHnbu+s1kfDV7DlzHjkGpXTslMvr7i3AKy0bf53fvR5dTyvr9x0VOgyXjBymd7KAkhmPmrySHOAzvmjMDrJQnNw7g5NYJsvWmfZbnWU5S+juM2oekxBg8u3scRzeOQMuBmxQMBYXLNYJTwcqIjQrBrdOrcXD1QLQeshXqGnn3FPuWZHzNZDPMB7CRgGF+AEjBJ6WdEg3KQzkHpO7/WT0MaB9adu7ciWLFiqFs2bIoXPjTcaZPnz4V/1OVBCnkwUA5CCg3ga2t7UdDF0aNGoXBgwcrbEu7cTDb9ib6ukJBzpoAMCw6VngTZAe5C1JVAyGfow1eBYRgzZELCkYCMhCMWL5d5CFYMaRLnrwICGOD9zJGKcoYHh0DMyODj+674eh5rD18DsuGd4eHQ2bVCKKwkz22TRmImPgE8aJhYqiPDpMXoZCT8qoOyihappoIJZCSmiJRyGKiwmBkYiHbTut2BRQ9UXJDcnIiDm+bL6oeFCktyZhM+Qj8X3vh7KF1OTYSZCTEISM9TVQ1kEdUOYjLYdx7ejrSgt9C1fh9FQg1DWhVroeEg2uR6iu5f9NDA6BmYQutMtUQn0sjQUp4BNJTU6FpoTibo2luhuTgsGz3edBtAFS1NMVMZVJgsKhiIJ9vICk4BHE+irOKlO/Asl72eSCygxR9NVUVhMUoJimkpIXmWbwLiDfhUXgXEY2/1h2SbaMYW6L0yEXYP6w9HMyMFAwEAZHRWNmjSa69CJ74pgkvACnS5IT6OiqIic80gBnoqOBdWM4NYhSiQNUQzAxVPtiemJwhPvMLSsakztoo6qyGe89/HisBVSbISE2Fholi4kx1E9MPZsSl2HbtgbATxxB6WDL+Jrx8IZLoFRg6EgEb1wkFzaF3PwRs3oiIM6dkbbSsrGHdtkOejASpMdHCk0fdSDFpHa2nRiqP1TZv1RFRF04j6ozE4Jfk5ysSFVr3HICwPVuEnF+SlIj3fWma5fk2M0NymPLZ2tSISHgNHgIVTU1oGBkhOSQEBf7qL2Lqs+IyYjhM/1cFD7t2R/JHwvY+RmqkREZNU8XrTVUtUsLCst3He+gwRRn790OSvyRD/9fgR5DT2FD//e+3oocerZt+otrRpoMnsWH/cSwaMwDuBT78Xabf7dHzVyIgJBxLxg3MtReBW/HqIpRASlqq5Pc7PjoM+kaZnnXxMWGwtFfuxSCFPAJMLCVeRdaORRH4+qHIb1C7zWSF0AVaKHeBrXMJLBxWHj73T6JQWeV5TZj/NpyTgGF+AMzMzER5Qpq9j4uLy9W+Dg4OItkgKe+fIiEhQVQu+PXXX0UCQylkFCCDAxkOPpXbQEtLC4aGhgpLdqEGhIa6OgoVsMX1p5lu4eQdcePpS5FwMKfQ7G1yqiTOX95A4BcchmWDO8NY/0PFKacIGZ3sZEkHZTI+eY7irtknxlt35BxWHTiNRUO6oHA25RwJA10dYSDwCwzFk1dvUbV0zpOGaevowcLaUbZY27vC0NgcPo8y4+kT42Px+vkDOHnkPeaTlOa0tFSoZClBJEIHKLtcjg+UhvTgt1B3yMzvQC7GtE55BXIEuU6b2yA97v1Ln5oqVNTI5p1FmSDlIg8zD1R9IObhE5hWqaBwTgohiLzz8bwO6UnJwkBALrik/IecyKz8EHXrHnRdFF1w9VyckPg2INcykidKITtLXH+eaYRIT8/A9edvRMLBrDhbmGDX4DbYPrC1bKla2BnlXO3F39bvQ2mkBgK/0Egs794ExjnwOsgKhQKERWfIlqCIDETHZcDdLjP0QksDcLBUFSULc4qmOoUhKRoaskPtE1UTfjRIEYt75g2DMnKhPSoqIp9A3GPlZTlJ0c7IyNK/0mf1/XNBbZCljSTsII8zdqmpSHzpA71icrH6KirQLVYSCc+eZiunTC6ZDO8NPF9h5pD6MvapF4wqlFOQkdzeYx58PAkrlY4kpZaeb7MaNRB27vyHBoLq1fCoZy8kvXv3eTJ6eQmZFGQslwsZ1dRgWr36Fylx+CPLSb/fVMLw5iNvhd9vWi/mkZkLKSsbD5zAmj1HMG9UPxRyLZCtgeBNQDAWjR0AI4Pcl4nV1NYXir10MbNxg56hBV57Z+YESUqIRYDvfVGyMDfQsy81Oij/XPJP2vuJhR+BjAyV77b8F2FPAob5QViyZAkqV64sPAImTpyI4sWLi9l0Kl/o5eWFMmXKZLvvgAEDRGlDqoxA+0uh5ISU0yAmJkbkGpg5cyZCQ0OxZ88efEva1aqE8Wv2oLCTHYo622HLqatISE4W1Q6Isat3wdLEEH81rS3WVx85jyJOdiK8gAwDlx764PC1exjVtqHMQDBs2TZ4+b3D/P7txAtBaJRkltpIT0e8NOSWtnX+hwkrdwhlv4iLPbacuISEpBQ0+p+kP8et2C5k7N/8d7G+7vA5LN17Av/0bA1bc1OERkrOr6utCV1tiWvfyRsPYGKgJ3ITPH8biFmbD6Jq6SKoWDSzFFRuIY+TX39vjxN7V8DCugBMLe1wZMciERJQrGwNWbvFU7qieLka+F/dNmI9KTEeIYGZSRjDg/3x1tcLevpGMDG3gbauvsg9cGDzHGhoasHUwhbPn9zCrQsH8Ef7YbmSMenOeejUbo20oDdIC/SDZunfoKKhiZQnkuRX2rVbIyMuGkmXJaX3NCvUFgaE9MhQqGjpQKtsNagamiLl0XXJAZOTkPr2ObSqNBRVEtKjI6Bu7wqNQmWReGF/nvrRb8UGFP53KqLvP0bUvYdw7NYeajo6CNi+T3xeZN5UJAYG48X0+WLdsFQxaFlbIvaxt/jfZXBvsqDg9dLMevOUi6Dsvo1w6tcNQYeOw7BkMdi1bYanIzJnenJD+/+VxLgdp1DE3hJFHayw6dI9JCSnonFZiZFpzLYTsDTSx4DfK0FLQx3u1lnyVLy/D6XbyUAwdONRPPUPwcLODZCekY7QGIlR0khHWxgm8sqlh6moXkYdoVHpCI/JQO1yGoiOz8Bj38zZ/u4NNPH4VRquPJZsq/+LOp6+TkdErCQnQa1y6kjPgMxDgBIilnBTw7M3aYhLpGdbBdVKqSMlDfB6nfZVSyDquWUaB3Wd7WFYoiCSw6OQ+Cb3Bp+cErRjK5xHjUO8lxfivB7D6s9WUNXRRuhRiXeI0+jxSAkJgf9KSRm2qCuXREWEeJ9niHvyGNr29rDt0kNslyrlkVcuwaZdJyQHBSHB9yV03T1h1aIVQo9kepzklvBDu2HTd5go0UjhAyb1mwpDQNTZ4+Jzm37DkBoehpAta8R67K1rMGnQFImvXrwPN7CFRauOiL19TSanirY2NK0zS3ZSckMtJxekxcYgNTRneWHkebdpE9wnT0Lsk6eIffQItm3aiOc7eL8k7Md9yiQkB4fg9UJJWJ1+0aLQtLRAnPczaFlawKFnT2FI8V+3XiHEwOL3ung6aDDS4uKhYSZ5rtJiYz9IapojGTdvgfvECRIZHz+GTZvWEhkPSjxD3CZNFDL6LV4skbFIEWhaWopyjpoWFnDo0UMYdf03bFAoLajtkGl817Kzha6HB1KjosQ9kBd+BDlb16+ByUvXo5CLIwq7OWHbkTNITEpCg98kHnATF6+Dhakx+raWhIeR98CKnYcwuX9n2FqYISxSkvtGR1sLutrawkAw8t8V8H71BnNG9BHvGNI2hvp6eXrHkP5+l67WAdeOLRVGA0osePnQfOFVQNUOpOyY3xFuJWqhdFVJRYgL++fAufCvMDS1QXJiHJ7eOoQ3PjfelzoEIkPfwPv2ERQoVBm6+qaIiQzEjRMroK6pDeeiEs9AhskKGwkY5gfB1dUVd+/exT///CO8At6+fStm7SmEYOjQoSLvQHZQm9q1a2P8+PE4cuSIQhiByMarry9CF6gNhQpQucNvSZ1yxRARE4el+0+LMANPBxssHtBBFm4QGB4lkhPKVwr4Z/NBBEdEQ0tDA0425vi765/iOERIZDTO35eUKmo1WTFGf+XQLh/kLciRjBVKSGTcewJhUTHwdLQVHgLScIPAsEioys167TxzTWKsWLxJ4Tg9/qiJXk1qib/JcDF32yGERcXC3NgADSqVRvc/MhX5vFKjURckJyWIJIMJ8TFw8SyNniOXCeVeSmjQG8TGZCYX83vxCIunZNYl37dRUp+aSh627TNV/N1xwGwc2joPmxaNRHxsFEwsbFGv1V+oXKtlruRLfXYPiTr60KpYFyq6hkgP9Uf8vhWysoaqhiZIl/MKIMOATs0Wom1GUrwINYjbvkCUT5SScGQjtCrXh07ddlDR1kV6dDiSLh9ByoMreerDoIPHoWFmCpehfaFlYY6YJ164276XSF5IaNvZIIM01veoamnBdVh/kZwwLT5elD98NGA0UqMzQyjI4PCg20C4jRoI54G9RAlE74kzEbhXYgzJLXVLeogEhktOXBfKvKetBZZ0bSRLZhgYGatwT36K4Kg4nHvySvzdYp5i0rhVPZsIr4O8cu5eqvAEaPabJih6wTcwHasPJyvkDTAzUoGeTqa8RvoqaFOTjGqS8oe+gWlYtDdJGASI1LQMONuoivKKVHyBEiNSOcQlcm2+BkZliqLi6Y2y9cKzR4v/32zYgwddP+2xlVcizp6GurEJbLt0E67y8c994DNsEFIjJM+xlqWVwoz8u43rhIeVXdeeQhlLiYxA1JXL8F+1TNbGb/5c2HXtAcdBQ0UoQ3JoCEIO7EPAeokCnxdirpyHmqERLFp2gJqxCZJ8X+LN1DFIi5KUn9Uwt1QIIQjdvVnIadG6I9RNzZEWHSUMByFbMw1sOi4ecJw0W7Zu1amX+J/KLAYsztyeU0JPnIS6iQkce/cSYQak/D/u218k3CO0rK2zPN+aKNC3D7Tt7JAWn4CIy5fgM26cMABIsWkhybtTbNVKhXP5jJ8oU5hzQ9jJkyJ0ybFXT2FwIKX6Sf+/FGSEgoxa4vsIGRNIxsvwGT9eQUYqx1h0eWbcu/P70MDgg4fwPEsuoZ9JzlqVyooEhqT4h0VGw6OAPeaN7A+z9+EGQaHhCmPlnpMXRFLkUf8qXstuzeqje/MGCA6PxMXbD8S29iMkv49SlowbhDJF8m7oL1+rO1KSE3Biy3gkJUTDzrUMmvVdpZA3gJT+hLgIhXCEoxtGIC46GJraBrCw8xQGAqdClcXn6uqaePv8Fm6fXY/E+GjoGZjB3q0s2gzZKv7+UchgB/hvikpGbjJkMQzD5IH4CzvwI5Chkf+z/F7Qro/8TuXzI/AjcGP2SeR3qizuifzO+IBvl5ztc/itf/bl6vILVpUUY7vzI/qWH8/Dkl8Ie648Jj4/kW11BCbXFF4pqe6Un9kZprwqVH6ie+5T5HwzfF5kJjD+1rgrCTn52eHRiWEYhmEYhmEYhmEYAYcbMAzDMAzDMAzDMPmWDPw3Ewh+L9iTgGEYhmEYhmEYhmEYAXsSMAzDMAzDMAzDMPkW9iT4trAnAcMwDMMwDMMwDMMwAjYSMAzDMAzDMAzDMAwj4HADhmEYhmEYhmEYJt/C4QbfFvYkYBiGYRiGYRiGYRhGwJ4EDMMwDMMwDMMwTL6FPQm+LexJwDAMwzAMwzAMwzCMgD0JGIZhGIZhGIZhmHxLRgZ7EnxL2JOAYRiGYRiGYRiGYRgBGwkYhmEYhmEYhmEY5guxePFiODk5QVtbGxUqVMCNGzc+2n7nzp0oWLCgaF+sWDEcOXJE4fOMjAyMHz8eNjY20NHRQc2aNeHj4/PV5GcjAcMwDMMwDMMwDJOvExd+ryW3bN++HYMHD8aECRNw584dlChRAnXq1EFwcLDS9leuXEHr1q3RtWtX3L17F40bNxbLo0ePZG1mzpyJBQsWYNmyZbh+/Tr09PTEMRMTE/E1UMkgswTDMMxXJOjpbfwIpKppIr+jlp6K/E789HH4EYh+F4X8jtPMKcjvHIyuih+BQuMqIr8TdCUc+R2TEob4EUgMTUJ+Jz01/7+Cq6r/GHHgJQ8uQX7ngUoZ5HeqFtVBfuXx84Dvdm43B1MkJSmOKVpaWmJRBnkOlCtXDosWLRLr6enpcHBwQP/+/TFy5MgP2rds2RJxcXE4dOiQbNsvv/yCkiVLCqMAqeu2trYYMmQIhg4dKj6PioqClZUV1q1bh1atWn3hb8yeBAzDMAzDMAzDMEw+5nt6EkybNg1GRkYKC21TRnJyMm7fvi3CAaSoqqqK9atXryrdh7bLtyfIS0Da/tWrVwgMDFRoQzKQMSK7Y34uXN2AYRiGYRiGYRiGYZQwatQoET4gT3ZeBKGhoUhLSxOz/PLQupeXl9J9yACgrD1tl34u3ZZdmy8NGwkYhmEYhmEYhmEYRglaHwkt+FnhcAOGYRiGYRiGYRgm3/KjJC40NzeHmpoagoKCFLbTurW1tdJ9aPvH2kv/z80xPxc2EjAMwzAMwzAMwzDMZ6KpqYkyZcrg9OnTsm2UuJDWK1ZUnkCXtsu3J06ePClr7+zsLIwB8m2io6NFlYPsjvm5cLgBwzAMwzAMwzAMk2/JyPgxKm0QlL+gY8eOKFu2LMqXL4958+aJ6gWdO3cWn3fo0AF2dnay5IcDBgzAb7/9hjlz5qB+/frYtm0bbt26hRUrVojPVVRUMHDgQPz9999wd3cXRoNx48aJigdUKvFrwEYChmEYhmEYhmEYhvkCtGzZEiEhIRg/frxILEilDI8dOyZLPOjn5ycqHkipVKkStmzZgrFjx2L06NHCELBv3z4ULVpU1mb48OHC0NCjRw9ERkaiSpUq4pja2tpf5TuoZFDhRYZhmK9I0NPb+BFIVdNEfkctPRX5nfjp4/AjEP0uCvkdp5lTkN85GF0VPwKFxn0dl8wvSdCVcOR3TEoY4kcgMVSxpnl+JD01/7+Cq6r/GLO3JQ8uQX7ngUoZ5HeqFtVBfuWeT8h3O3dJdwv81+CcBAzDMAzDMAzDMAzDCNhIwDAMwzAMwzAMwzCMgHMSMAzDMAzDMAzDMPmW3JYiZD4P9iRgGIZhGIZhGIZhGEbAngQMwzAMwzAMwzBMvuVHKoH4M8CeBAzDMAzDMAzDMAzDCNhI8JOxbt06GBsbf7fzX758GcWKFYOGhgYaN26M/ICTkxPmzZv3vcXAxIkTRZ3Ub8Hp06dRqFAhpKWlfdHjhoaGwtLSEm/fvv2ix2UYhmEYhmEYJn/A4QbfgU6dOmH9+vWydVNTU5QrVw4zZ85E8eLFkd/w9fWFs7Mz7t69+0kld/DgwaLN0aNHoa+v/8WV7EmTJn2w3dPTE15eXshPqKioYO/evQqGkqFDh6J///7f5PzDhw/H2LFjoaamJjMede7cWfa5np6e6LcxY8agadOmsu1Vq1bF+fPnPzhez549sWzZMpibm6NDhw6YMGECVq9e/UVl3nPkBLbtPYTwyCi4OjliQPeOKOzhprTtK7+3WL1lJ569eIXAkFD069IeLRr9rtBmzdZdWLd9j8I2RzsbbFo8J88y7jt8FNv3HEB4RCRcnQugf8+uKOThrlzG12+wbvM2PHvxEkHBIejTrRP+/KOBQpstO/fg4pXr8PP3h5amJooU9ET3Tu3gaG+XZxn3Hj6ObfsOIjzifT/26IxC2fbjG6wR/fgSgcGh6Ne1A5o3qpftsTfv2o8VG7fiz4a/o3+3jvgcDGvUh9HvTaFmZIJkv1cI27QcSa+eKW1rM3IadAoW+2B7/P2bCPxXMia4rDukdN+w7WsQdVTxPsgp5g2bwLJ5a6ibmiLh5Qv4L56HeO+n2ba3aNIcZg0aQ9PSCqnRkYi8eB4Bq5cjIyVZ1kbDzBw23XrDsFwFqGppI+ndW/jNnoYEH+88ybjz+FlsPngSYZFRcC9gjyGdW6GIm7PStvtOX8SRC9fw8s07sV7Q2RG9WzeWtU9NTcOy7ftw5e4j+AeHQl9XB+WKFkLfNk1gYfp5xueMjAycP7AA9y7uRGJ8NOzdSqNe24kwtXLKdp/LR5bD684JhAW+hLqmNuxdS6FGs6Ews3aRtQkP9sPpnTPw5vltpKYmw7XI/1CnzTjoG5rnWkaLxs1g3aotNExNEf/iOd7Mn4s4ryfZtrf8syUs/2gCTStrpEZFIuLcWbxduRQZye+vt6oqbDt1g1ntOtAwNUNyaAjCjh1BwIa1+NqYVikLlyFdYVS6KLRtLXGrWR8EHTiNb4V18+awbd8OmmZmiPPxwatZsxD7WHlfqqipwa5zZ1g2qA9NCwskvH6N1wsXIfLqVVkbw1KlYNu+PfQLFRRtvIYMRbiS36rcYNe+JRx7doKmhTlinz7DswnTEHP/kXIZ1dVRoE9X2DRrBE1rS8S/9MWL6fMQfv6yrI3zwN5ikSfuxStcr/FHnmW079gKBXpJZfSG97hpiL6XvYxO/brB5s9G0Hov4/N//kXYuUwZCfrMbfQgmFWrAjUdbST4vsHjwWMR8yD7e/1n6Mus7Dp6BpsPHBPvHG4FHDC4axsUcc8cW+TZf/I8jp6/ipdv/MW6p0sB9GrTNNv2nztWHty2FBdP7UFCfAxcPUuiTY/RsLItkO0+zx7fxon96+H38imiIkLQe/hclKxQXaHNwe1LcfPScUSEBUJdXQOOLoXRuE0/OHt8+NuaX+HEhd8W9iT4TtStWxcBAQFioVlfdXV1NGigqED8iLx48QLVq1eHvb19nj0akqUvWEooUqSIrN+ky6VLl/AjQEYTMzOzr34e6g+6Ds2aNVPYbmhoKOszMvjUqVMHLVq0gLe3onLSvXv3D/qYDFhSyNiwefNmhIeHfzGZT1+6isVrNqFTq6ZYNXcq3JwcMXTSdERERiltn5iUBFtrS/Ts0AqmJtnfZ86O9ti7dolsWTRtQp5lPHvxMpauWo8OrZtj+byZcHV2wojxf2crY1JSEmysrdC9Y9tsZbz/6An+qF8Xi2ZNw6wp45Galobh46cgITExTzKeuXgFi9dsRMeWf2Ll3GnCkDF04rSP9GMybK0s0aN9m4/2I/HU5wUOHD8lDA+fi175/8GsVTdE7NsK/wkDkPzmFayHToaqgZHS9kELp+L1gHay5c3oPshIS0PszcxnX/5zWoJXzUNGejribim+IOcU49+qw7ZnPwRuWgfvPt2Q8PI5XP6ZA/VsxjXjajVh07UnAjethVe3dngzdwZMfqsOmy49ZG3U9PXh/u8SZKSm4uWYYfDq3h7vVixGWmxMnmQ8eeUm5m/Yha7N6mP99DFwK2CPAf8sQHhUtNL2dx4/Q+1K5bBk/GCsmjIClmYm+GvqfASHR4jPE5OT4f3qDbo0q48N08dg+uBe8AsIxNBZi/G5XD22EjdPb8Tv7Sai8+gd0NTUwZZ5XZGakpTtPq+f3UDZam3RedQOtB20Fulpqdj8b1ckJ8WLz+n/LfO6kFUW7YasR6cRW5GWloIdC3uJa58bTKrVgEPfv/Bu/Wo86d4JCS984D77X6gbmyhtb1qzNux79Ma79WvwqEMr+M74BybVa8Cuey9ZG+s27WHxRxP4zZsj2vgvXwLr1m1h2aw5vjZqerqIfuCNR399aFj/2pjVqgWnQQPxduUq3G/XHnHPfFB44UJomCjvS8c+vWHVtAlezpqFuy1aInD3HnjOmgk9Tw9ZG1UdHcT5PMPLGZm/RZ+DZYM6cB87DL7zl+Fm/ZaIfeKNkhuWQcPMVGl7l6H9YNfmT6H8Xq/ZGO8270Sx5f9Cv0hBhXax3s9xqVw12XLnz7wbU60a1oHH+GF4+e8y3Pi9BWKePEOpTcuzldF1eH/YtfsT3uOn4Vr1xni7cQeKr5oHAzkZ1Y0MUXbvBmSkpOJe+964Wq0xnk2ehdRsxoyfpS+zcuryDSxYvx1dmzfCupkT4O7kgEF///uRsdMbtaqUx6KJw7Din9GwMjfFwClzERwmGTu/JMf3rcOZI1vQtucYjJy2EVraOlgwpQ9SkrMfK5OTEmDv5IHW3Udl24aMDK27jcT4ubsw7O+1MLO0xbwpvRET9eXe5ZifCzYSfCe0tLRgbW0tFpp5HzlyJN68eYOQkBDx+blz58RsdGRkpGyfe/fuiW00sy+FZogdHR2hq6uLJk2aICws7INz/f3338JF3MDAAN26dRPnyuoRsGrVKuGerq2tjYIFC2LJkiWyz8iLgChVqpQ4P802Z4Vkos/o/F26dBF/k2wEzUyXL19efGcbGxtx/tTUVNm+dLx+/fph4MCBYqaalNfsIGOKtN+kC+0jJTg4GA0bNoSOjo6Qm5RZZXJSX0qhPqZt1OdSHj9+LIw2pFhTv/3vf/8Tijdx8+ZN1KpVS5zXyMgIv/32G+7cuaMQ3kDQ9aDjStezhhukp6dj8uTJwqBCfUOfHTt27ANZ9+zZg2rVqolrXKJECVyVm11RxrZt24R8dC3loWNJ+8zd3V3cF6qqqnjw4IFCOzpP1j6mfpA31Nja2gpPiS/Fjv1H0KB2NdSrURVODvYY0rsrtLW0cPi08pmiQu6u6NOpLWr8rxI01bN3iFJTVYOZibFsMZb7Hrll576DqFenJn6vWR1Ojg4Y1KeHuG5HT55R2r6ghxt6demA6r9WEeE3ypgxaSzq1qwG5wIOEqPDwL4IDgnFs+cv8yTjjv2H0aB2ddSrWRVOjtSP3aCtpYkjpzLv7az92LtzO9T4tRI0NbLvx/iERPw9dyGG9e0BA309fC5GdRoj+vxxxF46hZR3bxC6fjEykpNg8Gstpe3T42KRFhUpW3SKlhTt425kGgnkP6dFr3QFJHo9RGpIUJ5ktGjWEmFHDyL8xBEk+fni7fzZSE9KhGmd+krb6xUuirjHjxB59hSSgwIRc/smIs6egq5nIVkbyxZtkRwSjDdzpgmPhOTAANEuOUAys59bth4+hT9qVEHDapXhYm+Lkd3aQltTEwfPXlHafvJfXfFnnarwcHKAk501xvTqgPSMDNx6KPHEIs+BhWMHombFsihga41iHi4Y2rk1vF76ITA0/LNmxm6c3oAq9XvDs2RNWNkXRKMuMxETGQzvu6ey3a/NwNUoUbkpLOzcYeVQEA07T0d0+DsEvH4sPn/z/A6iQv3RqPN0WNp7iqVR5xl49/oRXnldy5WMVi1aI/TQAYQdPYzE1754PWcm0hOTYF5PufFev0gxxD56iPBTJ5AcGIjoWzcQfvok9AoWVmgTefkioq5dEW0izp9F9M0bCm2+FiHHL+DZhHkI2p99/34tbNu2QdC+fQg+eBAJr17h5bRpSEtMhGWjRkrbW9SrB/+16xB5+QqS/P0RtHs3Iq9cgW3bdrI2tP5m6TKEy/1Ofw4O3Trg3bbdCNi5H/HPX8J7zBSkJyTAtoXyMEnrJg3gu3gVws5dQuIbf/hv2oGws5fg2K2DQruMtFQkh4TJlpSIzHe43OLYowP8t+5GwI59iPN5Ca+Rk5GWmADbVk2Utrdp2gC+C1ch7MxFJPi9hf/GHeJvx56ZyrVTny5IfBeIJ0PGCY8E+i7hF64i4fXbn7ovs7L14Ak0qvkrGlSvAmcHWwzv0R5aWpo4dEb5pNOkgT3QrG51eDg7wsnOBqN6dXo/dmbvWZbXsfL0oc2o92d3lCxfTSj+nftPQWRECO7dOJvtfkVLVxFeAaWyeA/IU/5/9VCoxC+wsLaHraMbmncagsT4WLx97YMfKXHh91r+i7CRIB8QGxuLTZs2wc3NLVczzdevX0fXrl2Fgk1KLymSpPjJQ0ry1KlTMWPGDNy+fVsYFJYuXfpBm/Hjx4t2T58+xT///INx48bJQiJu3Lgh/j916pSYVSalNSsODg7iM1ImKf6f/m7ZsiX8/f1Rr149EU5x//59cW5yU88qJ51LU1NT5DQgt/bPCeUgY8vZs2exa9cuYewgw0FuIJl//fVXoQCeOXNG9BsZPqSGjZiYGHTs2FHM2F+7dk0o3PQdabvUiECsXbtW9IN0PSvz58/HnDlzMHv2bKGok3GkUaNG8PFRHLApJIBCFegae3h4oHXr1gpGlqxcvHgRZcuW/eh3pFwF0utbunRp5BYy+tB5vgQpKakibKBs8aKybWS8KFOiKB57f96P19uAQDTp3Actew7A5LmLEBQSmkcZU4TiXqZEcUUZSxbDkyyeGJ9DXJxkhtTQQD/P/VimRLEs/VgMj72Vu/HnlHnL16BimVIoW/ILuCWqqUPLyQ0JTzINdcjIQMLje9B2VZxJyg7D/9VG7PULwlCg9BSGxtAtXg7RF07kSURyh9V190Ds3dsKMsbevQW9QkWU7hP35JHYR2oU0LS2gWH5XxB9I1NZNapYBfE+3nAaOxlFdhyAx5LVMP29YZ5kTElNFcp7+WKFFK53uWIF8dAnZ0Ym8iRJS02D4UcMP7HxCcLASAaEvBIZ+haxUSFwLlRJtk1b1wB2LiXw9uXdHB8nKUEyxuroSTxO0lKThReBmrqmrI26hhZUVFRF+EFurreehyeib8uN1RkZYl2vSOa4JE/s44fQ9fCUKfyaNrYw+qUSoq5fVWhjWLostOwdJHK7ukG/WAmFNj8b1Jf6BQsi6rrkvUGQkYGoGzdgUFz5+KGioYH0LM8yGWgMSpb4OjJqqMOgaCGEX5YzJGVkIPzydRiWVn5OVU1NpCcpejmmJybCqFwphW26TgVQ+fopVLxwBIXnTYOWrXXeZSxWGOEXs8h48RqMs5FRRYtkVOzHtMQkGMvJaF6rqggrKLZsDn69dw4Vju2AbRtFr8OfrS+V/VZ6v3yNcsWzjp2F8chbMhn0KRKTk4Tn38fGzrwQGuSP6MhQFCpeQbZNR88Azu7F8NL7/hc7T2pKCi6e3A0dXX04OGV67DCMPJyT4Dtx6NAhWcx+XFycmGGnbTRQ5RRSMilsgeLPCVIgr1y5ojAbvXDhQmFIkMajkzHgxIkTwjAhheLLSVmVxqbTDPyTJ0+wfPlyoQxbWFiI7WTAoFllZVDsO31GL5M0uy5tR0o6GRAWLVokPiMvhXfv3mHEiBFCFun3JUVb3qU9Ox4+fPhBroN27doJw8KzZ89ELgQyapBRgiCDBHlI5IbFixeL70Az8tIZYOpbKRROIc+KFStEaAV5TJD3gbS/aFt2/UWQcYD6oVWrVmKdDDlk3CAjC8kghQwE9etLZi8pJwPN5D9//lz0pTJev34tZvqzEhUVJeu7hIQE8d1IdldXV4V2dM3Is0Qeuhfatm0rW6fjU8hCdm72tChsS04WMffKiIqJQVp6OkyMFV3NTY2M4Pc2bzOsBOUzGPVXTzja2SIsIgJrt+1Bv9GTsX7BDOjq5E7hiYqOEZ4fJiaKMpoYG8PvrSRG8XOh4y9euRZFCxWEc4Hcu/RHRUcr7Uda/xwZT1+4gmcvX2H57Kn4EqgZGIoYZJrtlyctOhIaNvaf3F/L2QOaDk4IWbMg2zb6lWsgPTEB8bev5E1GQyOoqKkjJUJx9jwlIgJaDsrjQsmDQN3ICG5zF4uxjpSl0IP7ELxto6yNpo0NzBv8gZDdOxC0dSN0PQvCvs8AZKSmIOJk5ridEyKjY8X1NjUyUNhuamSI1+8Cc3SMxZv3wNzUCOXkDA3yJCWnYNGWPSJE4XOMBGQgIPQMFY3gegZmiIvKmeGOwgdObPtH5DKwtJOMx3YuJaGppYMzu2ehWpPByEAGzuyeg4z0NNk5c4K6kbG4Xlmvd2pEOLQdlV9v8iCg6+25aJkwVKiqqyN4/x4EbsrMNxS4eQPUdHVRdOM2Ib+Kqir8Vy0X+/6sUDgO9WVylnC0lPBw6Lz3qstK5LVrsG3TFtF37iLx7VsYlS8H0+rVRH99DSjsga5Xcqii5yXNVuu6Ks/nEXbhChy6tUfkjdtIeP0GJpUrwKJuDaioSvL+EFH3HuLJ0LEixl7L0gLOA3qhzI51uF6nKdLeG4BzLKPpexlDssgYGga9bHKOhJ+/AsfuHRBx/bbIM2Ba5RdY/q4oo46jPezat4Dfyg3wXbgShiWLwnPySGQkpyBg14Fcyfij9GVWIt+/c9BYKY+psSFe+wfk6BhLNu2ChYkxyhX/sl5BZCAgDI0Vx0pDI1NERX7oKZxbHty6gFX/jkByUiKMTMwxcMIy6BsqDwPKj3BOgm8LGwm+EzTrL53Rj4iIEIrZ77//LhTcAgWyT04iD836k0u7PBUrVlQwElC8eZ8+fT6YBaYZcqmBgtzoyZBAsehSaKaaFOXPhWQkmeilWUrlypWFkYIy5JNnA1GmTJkcHY+S7R04oPhDJnWFp3NROIL8sUiRzm1uBJqxp/CC7FzEg4KCRFJACk8gLwWalY+Pj4efn1+OzxEdHS2MJdQX8tA6eVzII5/MkoxJBJ03OyMBGQCyhhoQFDYhDYsgeckzpFevXsL4QyEaUsgYQN4L8lhZWSmsUzgHHUMZ06ZN+yDB5JA+3TGsX098S34pkxnaQXH0hdzd0KLHXzhz6Roa1KqG/Mb8ZatEIsEFMxS9bL4nFPqwcNV6zJk8Olsjz7eGQhKS3rzKNsmhpE1NxF47h4yUlG8ml37xkrBq1R5vF85FvNcTaNnZwa73AFiFd0TQ5veKo4oqEp55IWDtCrFKce/aTi4wr/9Hro0En8v6fcdEToMlE4ZAS/PDsY6SGI6Zt0LMCg7v1iZXx3547QCObMrM/9Gq//LPlvfolkkIeeeDjsO3yLbpGZiiac/5OLp5Im6c2Sg8CIqUrw9rxyIKvzlfA4OSpWDTtiP8/p2FuKd0ve3h0H8gbDp0liUmpDwHZrXq4OWUCUj0fQUdN3c49huIlNBQhB0/8lXl+5F4NXsOXMeOQaldO8X9lujvj+ADB2HZKG9eNl8Dn0kzUHD6BPxyer9wCSf3fHKvt5FzqQ8/l+mqHuflg+h7D1Hp0jFY1q+DgB1fLjwvO7zHT0ehmRNR6dyB9zK+wbvt+2HbKlNGMrxEP3iMFzMkRtaYx17Q83QThoO8GAl+1r78GBv2HsHJyzewZOJwpWNnbrh+4TA2L8/8ze83eiG+Jp5Fy2Hs7O2IjYnEpZN7sGLOcIycvkkYIRgmK2wk+E5QdnkKL5BCM7eklK9cuVIWK07QACrv8vylkXoU0HkrVMh0byKkmfG/VX/kBApJkO+33JKTfiUF+GOQdwXlXiBPDjLoUFgCGUI+lnDxc5A3VkhffGnWOTsoVwIZnpR9d/m+I+MDeZWQB4O8kYDuw0/1MSUtlHpMZGXUqFGiyoU8ka8kMcTKMDIwgJqq6gfJ9cKjoj6ZTC83UCy9g60N/ANzH6NuZGgg+i8iQlHGiMjILyIjGQiu3byNedMmw8I8b8ktjQwNlfYjredVRu8XrxARFYXugzKTIdEMzP3HXqKKwsldm6CmlrvZvrSYaJF0UM3I+IMQgbSojyeBUtHUgn6FXxG+VzHXiDzaHkWgaeOA4CV5T3CWFh0l4mE1TEw/mDVLDVc+m2PdsRsiTp9A+DFJlYVE35dQ1daBw4BhCNqyQSg/tG+i32uF/WjdqMpvuZbR2FBfXO/wKMWkh5R4yzSLN0lWNh08gQ37j2HR2IGiIoIyA8HoeSsQEBKOJeMH5dqLwKNkdRFKICXtfXWHuOgwGBhbyrbHxYSJXAOf4tiWyfB5cA4dhm2Coamid5ZrkSro988pxMeEQ1VNHdq6hvh3SGWYWGRfpSMrVJmAkklmvd7qJqZIyeZ623btgbATxxB6+KBYp+oXqtraKDB0JAI2rhPX26F3PwRs3oiIM6dkbbSsrGHdtsNPayRIjZT0paZplmfH1BQpSnImSffxHjoMKpqa0DAyQnJICAr074ck/7x7kn0M8ghKJxmzjLWaFmZIziYkLSU8Ag97DISqlqbwlkgOCobryIEi9j87UqNjEP/qNXScHHIvY/h7GS2yyGhuhuTgsGz3edBtgJBRw8QYSYHBooqBfL6BpOAQxPkoutRTvgPLejVzLeOP0pdZMX7/zpE1SWF4ZDTMPjF2bt5/DBv3HsGC8UPh9gVkKVGuqgglkJL6fqyMjgyDkUnmO1Z0VPgXCQugJIiWNo5icfEojnF9G+Ly6b34vWnXzz428/PBOQnyCaT8kRJCs8CEVAGjmHYp8sn2CHKjp7wE8lCMfNaZ96wx8fLrNENMruMvX74UiqH8Ik1YSIo5QTPmuYVkpER78ko55R2gWW1K2PcloZl18oCgHALynhTyyR9z0q+kPFO8fXZGGZL/r7/+EnkIyPWfjAShoaEfKPYf6y/yfqB+p2NlPXbhwp/nvkYJJilcJCeQIUh6z+WGR48eifMog/qDvp/88rFZaA0NdXi4OuP2g0xDAhlB7jx4jCKeyssL5gVKvkcGAkpgmFvoenq4ueDOg4eKMt5/iMKennmWiZ4LMhBcunoDc6ZOFNUQ8kpmPz7K0o+PUEQuS3huKFO8KNYumIVV82bIFk83F9T8rbL4O7cGAkFaKpJ8n0OnsFy8qoqKWE988fFSpnrlq9AXReyVsx/3NHjlIyom5BVScuJ9nkG/pJyHE8XllyyDuKfKDV6kIGbNqE/GEOm+RNzjh7L4dCm0nhKUs/AAeTTU1VHQxRE35RJn0fW++cgLxT5Slmvj/uNYs/sw5o36C4VcnbI1ELwJCMaicQNhlIf8GFra+jC1LCBbzG3doG9kAV+vzFj8pIRY+L+8D3sX5eOI9PkgA4H33ZNoP2Q9TCyyfynXNTAVBoJXT68K44NHiewTeH1wntRUxD3zhkEZuVwuKioinwAlo1QGla/MyMhirJVe//fXm9ogSxtJ2MHP6zJLfRnr5SVCBmRQGGK5coiRGz+V7pucLAwEFI5kWr36Z5c4zPY8KamIefQUJpXkJkZUVMR69J2Px31TLD0ptRRSYVG3JkJPZp9IUU1XBzoFHJAcHJo3GR8+gWkVRRkphCAyBzKSgYBkJOU/5ETmeBl16x50XRSfez0XJyS+zZmb/Y/Yl8p+K6mE4a0sYyetF/VUDL+UZ9O+o1i7+xD+HTsIhdyyL92aG7R19GRKOy02Dq4wNDaH18PMnB4J8bF45fMQLp5fPkcHJV+UGiZ+BDhx4beFPQm+ExSzHRgoeTGkWV+K2adZfemMLinpFMtPGfEpoSDF21PeAHlIUSX3dIpt/+OPP3D8+HGFUAOif//+IoyAEtlVqlQJ27dvF0nyXFwyXyLJNZyORTPIlOOAZLt165aQi2aEqTICza7TsUmxJ1f2nIYiUKgDxdiTHJRgkZR2yoFAx81N/gUpZASQ9pu8gYWMHWQQIfl79uwpQjko9IAqJsh7BtDfv/zyC6ZPny6MIOS2T6ED8pCclMuBcgXQrDh9VzK+UJgGnYPyJ2zcuFH0KYUNDBs27APvA6poQKUt6fqQ0myipPQT7Ud9QTkBqLIBJTokg0XWigy5hRIgSpMSZn3hlvYdGQZOnjwp7hnKDSEPhRFk7WP570CfkyGGElx+KVr8UQ/T5i8TCihl3N958KgoA1ivhmSGdeq8JTA3M0XP9q1kiYd837yVJXALDQ+Hz0tf6Ohow95GMtO4eO1mVC5XGlYW5gilnARbd4l7rub/MpOn5YbmjRti+r+L4OnmKioX7N5/GImJSaI6ATFt7gKYm5mJkocSGVPw+r2MdN+GhoXj+ctX0NHWhp2tJGxk/tJVOH3hIv4eMwK6OtoIf+8BoqerK/o89/1YH9PmL0VBNxcUdHfDroNHkJCYhN9rvu/HfxfDwswUPTq0/rAfU9KEjPL9qKurA5cCioqZjraW8P7Iuj03RB3fB4vug4Qyn/TyGYxq/wEVLW3EXpTMuFp0H4zUiDBE7FK8jw3+Vxvxd64hPU55yUAVbR3olauCsG2r8bmE7N4Ox2GjEe/jhXivp7Bo2lx4BoS/nwF2HDYGKWGhCFgjcaWPvnYZFk1bihACCjfQtLWDTcduiLp2WaY8Bu/ZAY95S2HZqj0iL5wRSQ7N6jXE23mz8iRj6/o1MXnJOqHsF3Z1wrYjp0UywgZVJff4xEVrYWFqjL5tJGFp5D2wYsdBUeXA1tIMYe+9Tuia6mprCwPByH+Xw/uVH+YM7ytenKVtKEEXGSbyAo3R5Wt0wKXDS4XRwNjcHuf2zxdeBZ6lMmcwN83pCM9StVCuuiSr/bEtk/Do+iG06LsEmtp6sjwDWjoG0NCUhFTdu7wb5tauwkjg//KuyFtQoWYnmFnnrn550I6tcB41DvFeXojzegyrP1tBVUcboUclniFOo8cjJSQE/islYYJRVy6JighkTIp78hja9vaw7dJDbJde78grl2DTrhOSg4KQ4PsSuu6esGrRCqFHJMf82iUQ9dwyc5voOtvDsERBJIdHIfFN3hTCnPJu8xa4T5yA2CdPEfv4MWzatIaajo6odkC4TZqI5OAQ+L3PvaNfpAg0LS0R9+wZNC0s4NCjhwgd8d+wQaEEorZD5pijZWcLXQ8PpEZFif7NLW9WbUChOX8LRZxc2R26thOK6Lud+8TnheZMRVJQEF7OlLjlG5YsBi0rS8Q88YKWtRWcB/YWrvt+yyWhJeJ7jR6C0NPnkOgfAE1LC7gMkpRqDTpwNE/96LdiAwr/OxXR9x+LGH3Hbu1FPwZsl8hYZN5UJAYG48X0+RIZSxWDlrUlYh97i/9dBvcWIU6vl2bKSLkIyu7bCKd+3RB06Lj4XnZtm+HpiMl5kvFH6custG5YG1MWrUZBVycUcXPGtsOnRGnlBtUkIaCTFqyChZkJ+rSVJHUk74GV2/dj0sDusLEwR1iE3Nip82F4Z16hsbJGg7Y4smulMBqYW9ph/9bFMDaxENUOpMyd2AOlyldHtXqSd6LEhHiEBGaGvIYG++PNKy/o6RvB1MIGSYkJOLJ7pfBcMDI2F+EG545tR2R4MMpUVF5ViGHYSPCdIIVbGl9Os+o0C75z505ZeUGaudy6dSt69+4tZrYpER+FITRvnllfmZRdChMgRZMUvZo1awqFd8qUKQrx5eQlQMnvEhMT0aJFC1EBQFqxgKCyiFT2btasWUJxJdf/YsWKCQWbIGV7wYIFolwfnYfi9eXLBX4MOzs7HDlyRByXyveZmpqK/AdZFfOcQqUJpf0mhZQp+m4EKdr0fagsIRkOqM+oUoM8a9asETJQ7gJS+ilhYu3atWWfU4w+5Wwgmek4NNtOSrw0fwAlQ+zRo4eoCkCGHFKWqX/lIYMOGULo+lAfyJetlEKGGUomOGTIEGGsIA8CyrdARojPga45JbMkgwx9Pylk0JD2HfUZhUrQNaXkifKQzLRkNTxIDVD79+8XuSToPvhS1KhSEZFR0VizdRfCIyLh5lwAsyeMlLlNB4WEiZdGKaHhEeg6eLRsfdu+w2IpWaQQFkyVXO+QsDBMmrMQ0TGxMDYyRLFCHlg2Y7L4Oy9U+19lIePazdsQEREJVxcnzJg0RubKT/H7qnIyhoVHoMeAYbL1HXsPiKVE0cL4d5rkhezA0ePi/0GjM+O3ieED+sqMD7mh+v8qITI6Gmu27JT14yzRj+9lDA2FqtwsJhlXug0aKVvftu+QWEoWLYT5UxVl+pLE3bgINQMjmDRpB3UjEyT5vUTgnPEieSGhbmbxwQyshrUddDyLIGBW9mMHhSIQsdc+fwYy8vwZkdDOpkNX4Xae8PI5Xo4ZitRIiSFH09JKuJTLJ6kjQxwZBjTMLYQLOxkIAtdmPkuUj+DVpDGw6dID1u06ihKI/ksXIuLMyTzJWKtSOZHAcMWOAwiLjIaHk73wEDAzltzjQWHhCtd7z8kLwqg2aq5ijoBufzZA9+YNERwegYu3JLN/7Uco5sZYMn4wyhTJu9dMxbrdkZycgMMbxyMxPhoO7mXQesAqUY1ASkTIG8THZoac3D63Vfy/cXZ7hWM17DRNlEYkwgNf4eyeuUiIi4KxmR0q1+uFCrU65Vq+iLOnoW5sAtsu3aBhaob45z7wGTYIqe8Nd1p0veU8Rd5tXCeut13XnkKxTYmMQNSVy/BflVmdx2/+XNh17QHHQUNFKENyaAhCDuxDwPo1+NoYlSmKiqczk2YWni0ZL99s2IMHXbOvpf4lCDt5Uri7O/bqCQ0zM6H8P+n/l0heSGhRQt/0zGdHVUsLjr17QdvODmkJCYi4fBk+48cjTS7Bsn7hQii6PPO+dX4f0hZ88BCeZ8mBkxOCDx0XyQFJ+dS0MEfMU2/c79gbKe9LfWrbWSuMQeQa7zK0H7Qd7UXiPCrZ92TQaOEGL0XLxhJFFsyABrnQh0cg6tYd3G7STrjX54Wgg8ehYWYKl6F9oUUyPvHC3fa9ZEkCte1skJGlH12H9RfJCdPi40X5w0cDFGUkg8ODbgPhNmognAf2EiUIvSfORODew8grP0JfZqVm5fKIiI7Bqm37xNjp7uSAf8cMynznCM0ydp44J8bO0bMVq4N1bd4I3Vr+gS9JncadkJyYgE3LpiA+LgZuBUvhr3FLoKGZOVaGBr5BbExmX7x+8RhzJ2TmFdu5TjKpWLFqQ3TqP0VMkAT6++LauSGIjY6EnoExnNyKYNjfa0Q5xB+F7ANtma+BSoa8Hzjzn6BWrVoi6z7NhjM/J2TgIKMAVSX40pBxigwcbdrkPJlZ0NOclyP7nqSq5Y/kfB9DLT378pf5hfjpioa5/Er0O8X8DfkRp5mZRt/8ysFoiXE7v1NoXEXkd4KuKFYFyI+YlMibofVbkxiqvERqfiI9Nf+/gquq/xiu1iUPLkF+54FKzpJ0f0+qFs17JZuvzTWv7/eb/UvBz0/m/qPBngQ/OeQaTuUBaSaYZsTJO4Gy2pOrOfPzQtUJqGIGuQvnJawjOyj3ApXKbN1a4q7OMAzDMAzDMMzPBRsJfnIovonc/SmvAbnkk/v57t27RWgC8/NCZR9Hj850x/9SUOUECmVgGIZhGIZhmG/FfzWB4PeCjQQ/OZRQjzwHGIZhGIZhGIZhGOZTsJGAYRiGYRiGYRiGybdkgD0JviVfLliZYRiGYRiGYRiGYZgfGvYkYBiGYRiGYRiGYfItnJPg28KeBAzDMAzDMAzDMAzDCNhIwDAMwzAMwzAMwzCMgMMNGIZhGIZhGIZhmHwLJy78trAnAcMwDMMwDMMwDMMwAvYkYBiGYRiGYRiGYfIt6RnfW4L/FuxJwDAMwzAMwzAMwzCMgI0EDMMwDMMwDMMwDMMIONyAYRiGYRiGYRiGybdw4sJvCxsJGIb56mgnROBHQAX5P+At3LAA8jsRr3+M621VxBb5nVhdc+R39JPT8COgb2mA/E5yiVTkdyLuR+NHQMdOC/kdNZ3879CblpCOHwGt2FDkd4KR/+9JhpHCRgKGYRiGYRiGYRgm35KRwZ4E35L8b8JkGIZhGIZhGIZhGOabwJ4EDMMwDMMwDMMwTL4lI/9HhP5UsCcBwzAMwzAMwzAMwzACNhIwDMMwDMMwDMMwDCPgcAOGYRiGYRiGYRgm35LOJRC/KexJwDAMwzAMwzAMwzCMgD0JGIZhGIZhGIZhmHwLl0D8trAnAcMwDMMwDMMwDMMwAjYSMAzDMAzDMAzDMAwj4HADhmEYhmEYhmEYJt+SkfG9JfhvwZ4EDMMwDMMwDMMwDMMI2JOAYRiGYRiGYRiGybdkcAnEbwp7EjAMwzAMwzAMwzAMI2AjwQ+Cr68vVFRUcO/ePeQXvLy88Msvv0BbWxslS5b8rGOtW7cOxsbGudqnU6dOaNy4Mb4VVatWxcCBA7/6eeg679u3L8/7Jycnw83NDVeuXPmickmP7eTkhFu3bn3xYzMMwzAMwzAM8/3hcINcKKTr16/HtGnTMHLkSNl2UuaaNGmCjP9gNo0JEyZAT08P3t7e0NfXz7bfIiMjP1B6z507h2rVqiEiIkIYB1q2bIl69ep9I8l/bpYtWwZnZ2dUqlRJwfCwd+/eD4wqWa9PSEgIxo8fj8OHDyMoKAgmJiYoUaKE2Fa5cmVoampi6NChGDFiBE6fPv1F5d554jw2HTyFsKhouDvaYWinFiji5qS07b7Tl3H44nW8fPtOrBd0dkSflo0U2q/YdRgnr95GUFgENNTVRJveLRuiqJtznmXcIWQ8LZNxWKfm2cq49/RlHLl4Ay/kZOzbsmG27aet2oo9py9jUPtmaFOvWo5lOnDoMHbt3oPwiAi4ODujT6+eKOjpkW37CxcvYf2mTQgKCoadrS26du6E8uXKyj5PSEjA6nXrcfXqNUTHxMDaygp/NGqIBvV+l7WZv3AR7t67j7DwcOhoa6NQoULo2rkjHB0cciy3ReOmsGrZBhqmpkh48Rx+C/5FvNfTbNtbNmsBi0ZNoGllhdSoSEScPwf/lcuQkZIsPi+6dRe0rG0+2C943268mT8XeUHv1zowqNEIaobGSPF/jYida5Dy+rny7zNgIrTci3ywPeHRHYQtmyb+NqzXHDqlK0PNxAxIS0Wy30tEH9yK5GyOmRP2HT6KHXv2IzwiEq7OTujfsysKergrbev72g/rNm/DsxcvERQcgj7dOqPZHw0U2jx49Bjb9+yHz4uXCAuPwKTRw1GlYgV8LvQbeXLPItw8uxMJ8TFw8iiFxp3Gw9xa+fNAnD2wAo9vnUJwwEtoaGijgHtJ/N5qCCxsJM9wfGykOKbPwyuIDAuAnqEJipSugdp//gVtXYNcy2hcpyHMGjWHmrEpkl6/RNCaxUh87p1te5N6TWBcpwE0zC2RFh2NmGsXEbJlNTJSUsTnOoWKieNpubhDw9QMb2dOROzNzzPeWjdvDtv27aBpZoY4Hx+8mjULsY+fKG2roqYGu86dYdmgPjQtLJDw+jVeL1yEyKtXZW0MS5WCbfv20C9UULTxGjIU4efP41tgWqUsXIZ0hVHpotC2tcStZn0QdODL/q58DLv2LeHYsxM0LcwR+/QZnk2Yhpj7j5S2VVFXR4E+XWHTrBE0rS0R/9IXL6bPQ/j5y7I2zgN7i0WeuBevcL3GH3mXsW1LOHTrKGSM83qGZ5OnI+bBR2Ts1RXWTRpC08oSCSTjrHkIv6j8nnPs0QWuwwbgzbpNeD51Fj4H+46tUKCXtC+94T1uGqLvZS+nU79usPmzEbTe9+Xzf/5F2LnMviToM7fRg2BWrQrUdLSR4PsGjwePRcwD5ff7p9h+6go2HL2AsKgYeDjaYHi7P1DURflv1p5z13Hoyh28eBsk1gs52aHfn3UV2tNxFuw4iquPnyE2PhGlPJwxot0fcLQ2x+eOlWf2LsSt8zuRGB8DR/dSaNRhAsw+MlaeP7QCT2+fRMj7sdLBrRRqt8gcK4nV0zrA1/umwn7lqrZEo04T8aOQ/t9Ttb4r7EmQC2jGfMaMGUKx/VmgmeG88uLFC1SpUgUFChSAmZnZZ8mho6MDS0vLzzoGI/lxWbRoEbp27Zqn/Zs1a4a7d+8Kg9izZ89w4MAB4UERFhYma9O2bVtcunQJjx8//mJykzI/b+MedGtWDxv+GQn3Avb4a/oihEfFKG1/++kz1KlUFkvHDsDqSUNhZWaC/tMWITg8UtbG0cYSwzq1wNYZY7BiwmDYWJih/z+LEBGt/Jif4oSQcS+6NfsdG/8ZAfcCdug/ffFHZPRB7UplhIxrJg2BlZkx+k1brCCjlLM37+Phc19YmBjlSqZzFy5ixcpVaNumNRYvmCeMBGPGjReGH2U8fvIU02bOQt3atbFkwXxUqvgLJv09Fb6+r2Vtlq9cjVu372D40CFYuWwJmvzRCIuXLsPVa9dlbdzd3DBk0ADx+dQpk0TK4dHjxiMtLS1HcptUqwH73v0RsH4NnvbogvgXz+E+cy7Us/EmMqlRC3Y9euHdhjV43LENfGdNF8ew695T1sarVzfcb9pQtjwbMkBsjzh3FnlBp3QlGDfpiOijOxE0YwSS/V/Dou8YqOobKm0funI23o3qLlsC/x6EjLQ0JNzNVMhSggMQuXM1gv4ZguC545AWHgLzfuOyPeanOHvxMpatWocOrVtg2bxZcHUugBHjpyAiMkpp+8SkZNhYW6Fbx3YwNVHe1wmJScLY8Fev7viSnD+8GldObELjzhPQd+I2aGjpYM3MHkhJTsp2n1det/BLzdboO2Eruo5YhbS0VKye0Q3JifHi8+iIELHUaz0Mg6btR/Pu/+DZw0vYtWpcruUzqPQbLDv2ROjOTfAd0UcYCRzG/CMMRMowrFINFm27ImznJrwa2A0BS+eKY1i06SJro6qljUQyNqxehC+BWa1acBo0EG9XrsL9du0R98wHhRcuhIaJidL2jn16w6ppE7ycNQt3W7RE4O498Jw1E3pyRkRVHR3E+TzDyxkz8a1R09NF9ANvPPpr0jc/t2WDOnAfOwy+85fhZv2WiH3ijZIblkHDzFRpe5eh/WDX5k9hSLheszHebd6JYsv/hX6RggrtYr2f41K5arLlzp8d8y5jvTpwGz0UvouW41bjVkL5LrFmqTCsKsN5UD/YtvxTGBJu/N4E/tt2ouiSf6FfWFFGwqBYEdi2+lMc83OxalgHHuOH4eW/y3Dj9xaIefIMpTYtz7YvXYf3h127P+E9fhquVW+Mtxt3oPiqeTCQ60t1I0OU3bsBGSmpuNe+N65Wa4xnk2chNSo6TzIev34fc7cdQo/GNbBl0l9wd7BB39mrER4dq7T9ba+XqFuhJFaM6IF1Y/vAytQIfWatQnBElOxda/CCDXgbEo5//+qILZMGwMbcGL1mrURCUt7fq4mLR1bh2slNaNRxInqO3w5NLV2sn9P9o2Olr9dNlK/eBj3GbUPHYauRnpaC9bO7IjlJMlZKKftbcwyfd0G21G459LNkZX5u2EiQC2rWrAlra2vhTZAdEydO/MD1ft68ecJFO6ub/D///AMrKysxkz558mSkpqZi2LBhMDU1hb29PdauXavUxZ9miMlgUbRoUZzPYvF/9OgRfv/9dzGzT8du3749QkNDZZ+TwtevXz/hNm9ubo46deoo/R7p6elCJpJDS0tLfKdjx44pzEzfvn1btKG/6Xt/6XCDv//+WxgODAwM0K1bN+HBoSysYfbs2bCxsRGGir59+yLl/SyOMu7fvy88GOiYhoaGKFOmjILr/OXLl0Uf6erqill06h95oxD1y/Dhw8U1onsh6/f28/PDH3/8Ifqfjt+iRQsxIy/P0qVL4erqKmblPT09sXHjxo8aceh60feja04GmY/df3RNyHhTv3595BZSLC9evCgMYdRHdK7y5ctj1KhRaNSokawd9Qt5FWzbtg1fii2HT6Nx9UpoWLUiXOxtMLJrK2hrauLguUwFS54p/Trjz9q/wsPJAU521hjTo6340b75KPOFp27lcihfrCDsrMzh6mCLge2aIi4hET5+/nmU8YyQsdF7GUe9l/FANjL+3a8Tmtf+FZ5O9kLGsUpkJMhoMHvdTkzp2wnqamq5kmnP3n2oW7cO6tSqiQKOjvirXx9oaWvh+ImTStvvO3AAZcuURvNmTeHo6ICO7dvBzdUV+w8dkrV54vUUtWpUR4nixYQXQb3f6wrjg/ezZ7I2tK1Y0aLiczIYdOzQDiEhoQgKDs6R3FbNWyL08EGEHTuCxNe+8Js7C+mJSTD7XXFWW4p+kWKIffQQEadPIjkoEDG3biDizEnoFSwka0PeBakR4bLFqGJlJPq/Rez9u8gLBtUbIO7KacRfO4fUwLeI3LYCGcnJ0KtYXWn7jPhYpMdEyhbtgsWRkZykYCRIuHUJSd4PkRYWLDnmnvVQ1dGFhq1jnmTcte8g6tWpibo1q8PJ0QED+/QU4/Wxk8pnYwt6uKFnl46o/msVaGhoKG1ToWxpdGnf5ot4D0ih+/7ysQ2o3qgnipSpARtHT7TsOR3RkcF4cjv7meMuw1eg7K9NYGXvDtsCBdG8xz/CY+Ctr2Qm0drBHe0HzEfh0tVgZuUItyK/oPafA/D07llhUMgNpg2aIer0UUSdO4Hkt34IXDEf6clJMKqu/DdSx7MwErwfI/rSWaSEBCH+wW3EXD4LbTdPWZu4ezcRum0dYm8ozpDmFdu2bRC0bx+CDx5EwqtXeDltGtISE2EpNz7LY1GvHvzXrkPk5StI8vdH0O7diLxyBbZt28na0PqbpcsQfu4cvjUhxy/g2YR5CNp/6puf26FbB7zbthsBO/cj/vlLeI+ZgvSEBNi2UB7CaN2kAXwXr0LYuUtIfOMP/007EHb2Ehy7dVBol0EeQiFhsiUlIjLvMnZpj3fb9yBw93sZx/+N9IRE2PyZjYx/1MfrZasQfl4i47stOxF2/hIcuijKqKarg8JzpsF77CSkROdN6ZbHsUcH+G/djYAd+xDn8xJeIycjLTEBtq2aKG1v07QBfBeuQtiZi0jwewv/jTvE3449Mw0qTn26IPFdIJ4MGSc8Euj7hF+4ioTXb/Mk4+bjF9Hkt/L443/l4GJnhTEdm0BbUwP7LyjOrEuZ2qs1WtSoCM8CtnC2tcT4Ln+KcezGE4nXl19QKB6+8MPojo1RxMUBTjYWGN2hCZKSU3DsWt7DgukcV09swG+NeqFQ6RqwdvBEs+7TERMRjKd3sn9OOg5didL/awIrO3fYOBZE027TEBUWgHe+ipM5GpraMDC2kC3aOsq9gPMrGRkq3235L8JGglygpqYmFPuFCxfi7du8DVRSzpw5g3fv3uHChQuYO3eucN1v0KCBUMCuX7+OXr16oWfPnh+ch4wIQ4YMEbO9FStWRMOGDWWzvKTkVa9eHaVKlRKKLyn1pKCSoioPzRKTgkoKMbmmK2P+/PmYM2eOUMAfPHgglGVSFH18fMTnAQEBKFKkiJCF/iYX9C/J5s2bMXXqVKGwkuLr6OgolOusnD17VijF9D99LzI20JIdNAtOho+bN2+K45LhQfqyTPkeatSogcKFC+Pq1atitpz6V352lM5BIRZ0jWbOnCmMJCdPnpQZEMhAEB4eLow3tP3ly5cilEIKufwPGDBA9BsZdOgad+7cWcivjAULFojZ/B07doiwDuoXeYNTVkjJ9/DwEEaQ3EKGDVoo9CApKXuLNUHGAzrXlyAlNRVer96gXNHMWQRVVVWx/tDnZY6OQTOkqalpMNTXzfYc+85chr6uDjwc7fMsY/mingoy0vpDn1d5lpHumQmLN6BdgxpwdbDJnUwpKfB5/hylS5ZQkKlUyZJ44qV8duipl5f4XJ4ypUuJ7VIKFyyEa9evIzQ0TLyw3Lv/AP7v3ol2Sr9XYiJOnDwlDAYW5p92syRXU10PT0Tflns5y8hAzJ1b0C9SVOk+sY8fin103xsFNG1sYVihIqKuX8v2HGa1aiPs6GHkCTV1aDi4INH7gYKMtK7pnH0ohzx6lWog/s4VYSjI7hx6lWsiPT5OhDLkFrr+z56/QOkSxRWuf+mSxfHEO9Ogkx8ID3mLmKhQuBWtKNtG4QAOLsXx+nnOX6gTEyReO7p62XvcJCbEihdfNbVcRFOqq0PbxR1xD+QMShkZiH9wFzoemYYoeRK8n4h9pEYBDUtr6JUqj7g7N/A1oHtav2BBRF2XO35GBqJu3IBB8WLK99HQEIYOecgYZyA3ZvwXUdFQh0HRQgi/LDd+ZGQg/PJ1GJZW3jeqmppIzzJDnJ6YCKNyiuOirlMBVL5+ChUvHEHhedOgZWudZxn1ixRCxJUsMl65BsNSxXMhYxKMyiiO+e4TRiPs3AVEXMn0DvusvixWGOEXs8h58RqMs+lLFS2SU/G+TEtMgrFcX5rXqirCCootm4Nf751DhWM7YNumWZ5kpN/vp77+qFDYXWGsrFDEDQ9e+OXoGIlJKUhNS4OhnuT3OzlFYoTUlDO20jE1NdRx75kv8kpEyFvERoXCtbDiWGnvWhxvXtzP9Vipk2WsvH/tEKb1q4iFYxrixM65SE5KyLOszM8P5yTIJZR/gGazSalfvXp1no9DM9GkANKgQrPJpHDGx8dj9OjR4nOavZ0+fbpQVFu1aiXbj2aVySWcIKWZDAEkB81uk5s5GQjIkCFlzZo1cHBwEK7jpDwS7u7u4nwfg4wDFHcuPTcp66TIklfE4sWLxSy6Or206OuLvz/GoUOHPshZ8Cm3ZDLEkMs8KdAExcSfOHECsbGKrmFkVKHvTQacggULihl0ipXv3l25qyzN9JOhhdpK+0IK9UnZsmWxZMkS2TYyhMhTvHhxce2l+9K56Xy1atUS/z98+BCvXr0SfU5s2LBBHIOMEuXKlRP9Sp4kffr0EZ8PHjwY165dE9tp9l6ZvHQeCusgjw2a3f8Yr1+/hq2trdLPWrduLfpJHjIGSL0O6HqSgYX6joxHpUuXxm+//SbuAfre8tA56FzKoGNmNTIkJSdDS1NTafvI6FikpafD1EjRsEHrr98FIics2rIP5iZGKC9naCAu3nmIsQvWIDE5BebGhlg0uj+MDXNvOc9eRkP4vlP0FMmOhVv2fyDj+gMnoaamilZ1q+ZapujoaGFkMDZWdDU2MTbGmzfKjZgREZHi86ztabuUPr17ipwDbTt2EveLqooKBvzVX3gOyHPw0GGsWrtOGAns7e0wbeqUbGen5VE3MoaKmrqY7ZcnJSIc2o7KZ9TJg0DdyAieC5aK54AUppD9exG4eYPS9sZVfoWavr7wVMgLqvoGIp47PUbRbT89OgoaVnaf3F+jgJvwDgjf/KFhU7toaZh2HgQVDU2kR0ciZNEUpMflPgQmKjpGXH+TLGEDJsZGePM2b94yX4vYSIk3m76RohFJ38hMvBDnBPquhzZNRwGP0sKDQBlxMRE4s28pyldrniv51A0MxfVOjVIMJaR1XTvlMcvkQaBmYIQCUyjfheSejDhxEGF7v5yHlYKMxsbiHMnhWZ4byguSjeE48to12LZpi+g7d5H49i2MypeDafVqUFH9b88PUXiGKvVlaGYYHUEz/7quynPWhF24Aodu7RF54zYSXr+BSeUKsKhbAyqqmb+pUfce4snQsSLGXsvSAs4DeqHMjnW4Xqcp0uLiv4iMKWFh0MtGxvBLV4T3QeTN20jwewOTShVgUbu6uLelWNavC4MihXC7aZtcyZOtnKbv5QzJ0pehYdDLJv9P+PkrcOzeARHXb4s8A6ZVfoHl74p9qeNoD7v2LeC3cgN8F66EYcmi8Jw8EhnJKQjYdSBXMkbGxL///Vb87Tc1NIBvQEiOjrFg5xFYGBuiQmE3se5kYwlrM2Ms2nkUYzo1hY6WJjYfv4Sg8CiE5DEkgpCOhzQ2yqNnaI7YqJAcj5VHtkyDo3tpWNlnGrWLV2wAYzNbGBhbIuiNN07snIPQwFdo038hfhT+g+nfviv/7V+KPEIKM80oP32afZKtT0GKIxkIpFBoQLFimbMB9HJO7vPBWdx3yXtACil1pNRK5SBXelLkpTPCtEiVYZptl0Iu9p9SPsjLgVzK5aH1vHxnUn5pll5+WbVq1Uf3oVlzmq2WJ+u6tB/lFV9yy8/aZ/KQUk6hCxQ6QkYY+X6RehJ8jKzKsvz5qG/IOCA1EBDklUBhFNJ+o/9z069kUCC5yJD0119/CUPJx6CkcxSWoIx///33g+sgH0ZAkAGKrj15L9StW1ckmCRjQVbvDMohQUYtZVA4hJGRkcIyd+3XeXEm1u8/IXIazBzcA1qaikpq2cIe2DR9FFZNGoJfShTGqPmrs80h8DVZ917GWYO7y2R8+tIP246dw4Re7YTim1/Yf+AgvLy8MWn8OCya/y+6d+sqchLcuas441u9WlWR12D2jGmwt7XD1GkzPivHycfQL1EKNm07wG/eHDzp0Rkvxo2C0S8VYd2+k9L2ZvUaCC+DlLCcKaBfGgpJoBwGypIcJj17jKBpwxAydywSn9yDWZfBec5JkF+5e/kgxncrI1ty6/qvjP3rpyDwrQ/a9J2drQfButm9YGnnippN+uJro1u4OMyatkLgyoUih8HbWZOgX7oCzJq1RX7h1ew5SHjjh1K7dqLi1StwGT4cwQcOIiM9/XuL9sPhM2kGEnz98Mvp/ajqcxsek0aLUIWMjMy+DD93CSFHTiLOywfhF67gfue+UDc0gGX9Ot9Gxr9nIt73NSoc34ffntyCx/hRCNi9X3a9tayt4D52OJ4MGYX0rzRW5wTv8dMR/8oPlc4dQPVXd+D59yi8267Yl2TIinn0FC9mLEDMYy/4b94F/y27heHgW7P20FmR02D2Xx1kv9+UDHl2//Z4HRiKqn0noVKPcbj59AUqF/cUhvWccv/KQUzpWUa2pKVlHy6bUw5tnIzgtz5o0XuOwvZyVVvAvVgVWDt4oESlhiKM4entUwgPzpk3BfPfgz0J8sCvv/4q3O9ptp+UOHlI8c9a6UBZjHzWGTdSEpRtI4tgTqFZdnKPJyNGVkiZlULu8t8SOh+V5JPnc8M1pOS2zyiHQJs2bUT2/qNHjwqvAIqtJw8RUny/9Pk+F1LQyTOBZD116pQIHSEDx65du5S2pzwT5M2gDPL4yHodKCwha5I7MjKQZwQt48aNE0YV6if5e51CKiwsLJSeh54LMsbIk/jkUrbfkWb21VRVP1Dead3M+OPK06ZDp7D+wAnhIUCJBLOio60FB2tLOFgDxdyd0WzQRBw4ewWdGufupS17GaM/KeNGIeNJLB7dT0HGu14vEBEdi4b9x8u20WzH/E17sO3oWRxYOPmjx6WcFzTeREYqzn5GREYKDxtl0Kwzff5he8lsNHmArNuwEePHjEaF8uXENspHQGEzu/bsRelSJRWea1rs7GxR0NMTzVq2xuUrV1Gt6m8flZtyB1DcrrqJYlIrDRNTMSuqDNsu3RF24jjCjhwU64mvXkKVcnQMGYHATesVpheo+oFh6bJ4MUHilZUX0mNjRNJBVQNFV01VQyOkRX88xlhFUwu6ZSoj+vB2pZ9T+EFaaKBYkn19YDV+AfQqVUfMidyVPTUyNBDXX94LhKCkhdklJfxWFC5dHQ5umQbVtPcVKGiWzNA4c9yIjQqDTYEPk6plZf/6v+F17zx6jtkAI9MPPdeSEuJEEkQtHT20H7AQauqf9miRJzUmWlxvdSPF54bWUyOV35PmrToi6sJpRJ2R5OpJ8vMViQqtew5A2J4tX3zKKzUyEhmpqdDMkrSOktjR7HJ2+3gPHQYVTU1oGBkhOSQEBfr3Q5K/pOLKf5WUiAikU1+aK87WalqYITlEuWExJTwCD3sMhKqWpvDqSA4KhuvIgSKmPjtSo2MQ/+o1dJwcvpiMGmZmSPqIjI/6DBJhB+omEhldhg0U8fyEQdHC4nhl92Ua7ckLwLhcGdi1a4XzRcrRNHTu5Ax/L6dFlr40N0NycFi2+zzoNkD0pYaJMZICg0UVA/l8A0nBIYjzyZzEISjfgWW9msgtxga673+/FT1Rw6NjYJbFOzArG46ex9rD57BseHd4ZAkJLOxkj21TBiImPkGEEpoY6qPD5EUo5JTzkMaCpaqLUAIpqanSsTJMzPhLiYsOhbWj8tAneQ5tnALv++fRbdRGpWOlPNLzhgX5wdQyb3lxmJ8b9iTIIzQLffDgQRG7Lg8pToGBgQqGApqx/VKQa7oUSnRIcfVUfkyqUFLGeYpZJ2VQfsmNYYCUD3Inp5wF8tA6zYx/C2jmnFz05cm6nlco7GLQoEFiVr5p06ayBJHkJfA5Zf3oOrx580YsUp48eSKUcGm/UZvc9itdD8prsHLlSmzfvh27d+8WSroyKNyEklt+yZKcJFtcXJzCNsqnQOdSBiVOI5nll+xCDQgNdXUUdHZQSOhHhpdbj71RzN0l2/02HDiJ1XuOYv7Ivijs+vEwjMzjZiA5NfezmtnJePPxM2F8+LiMx7BgZJ8PZKz3v3LYMmMUNk0fKVuoukG7hjWxYFTfHBmsKGng3XsPFGS6d+8+ChfMzJ0gT6GCBXHvvmJcI3kI0HaCYi5pXFFVVVFi/Mz+5VFyt2V8NGmorG1qKuKfeQtFXoaKCgxKl0HsY+Uls1S1tYAs55fNhmaZtTGrWx+pkRGIyjI254q0VKS8eQltT7lYbxUVaHkUQ/Krj8f765SqKNzC429eyNGpJOETuVNqpdffw80Vdx88VLj+d+8/QOGPlMD8FpCybm5VQLZY2rnBwMgczx9fU5j5f/PyAQq4fZiMVgqNY2QgeHz7FLqPWgNTyw9fvuk4q2d2E4aBDoMWQ0NTK/cCp6Yi8aUP9IrJyaKiAt1iJZHwTLmXFxkEsipUGenvw+i+gmcQPTexXl4iZEBeRqNy5RAjdw8o3Tc5WRgIyO3ctHr1b1biML9CGfNplprc8WWoqIj16Dsfj/ummH9SvukZt6hbE6Ens0/4SAkCdQo4IDk4NE8yxj5+CpOKSmS8++DjMibLyVinBkJPSXIeRVy9jhv1muFWo5ayJfrBIwQdOCL+zq2BQCpnzMMnMK2iKCeFEETmoC/JQEBykvIfciIzN1PUrXvQdVEMo9FzcULi24A8/X5TCUNp0kFx7vR0sV7cNXvleN2Rc1h14DQWDemCws7ZK/4GujrCQOAXGIonr96iaunCuRorzawKyBZLWzcRlvXyieJY+fbFAzi4lvjoWEkGgie3T6HL8LUwsfi0oSLAT5KLiBIY/iikQ+W7Lf9F2JMgj1BoACXBo7wC8lBmfKo1T/Htf/75p8gZQLPApCh9CSgfAMWok7JJ7uOUeb9LF0nJJcrsT4okxZ5LM/A/f/5czJSTe3/WePSPQXH7NHtMWfgpBwMp0mTsoMR534L+/fuL2HgKp6BqDqQcUwJFF5fslcZPQa749L3oujg7OwtvBjI8SHM80Aw4XVfKF0CJIym5I4VvNG/eXMzQfwqa4ZfeF5S7gZQtOhbF9dP3IOj85A1ACja1J0PTnj17hJeAMiipJXmBUHtS1Hbu3Ck8ArJWgpAP7SCPEjIWUfWL3EAJMOm70v1EBhPyMqAEmHQvU0JGeShp4ZQpU/ClaFO/BiYt3YBCLo4o4uaEbUfPICEpCQ1++0V8PmHJeliaGKNva4kc5D2wYudhTOnXCTYWpgh9X/JNV1sLutraoozb2n3H8L8yxUUugsiYOOw6cR4hEZGoUaFUHmWsjklLN8pk3Hr0rJCxoUzGDULJ7yeT8SSW7zyMv/t1FOUXQyOj5WTUgrGBvljkoeoGZkaGcLK1ypFMTZs0xuy5/8LD3Q2eHh7Yu3+/yBFQu5ZktmXmnLkwNzNDl06SrNGNGzXCsJGjhFdA+XJlcf7CRZH8cGD/fuJzPV1dFC9WFCvXrIWmphasLC3w4OEjnDpzFj26ScpqBgQE4vzFiyhTqhSMjAwREhqGHTt3ifZ0zJwQtHM7nEaOQdwzL8Q/fQLLP1sIz4CwY5JEg06jxooZvXerJIlVo65chlXzVoj3eYa4p0+gZWcvvAsir15WfLFVURFGgrDjRwGpwpZHYs4cgmn7vkj2e4Fk3+fQr1YfqlpaiLsmeZE1ad8PaVHhiD6w5YNQg4QHN5EeF/uBh4FBnaZIfHgLaVERIsRA/9c6UDM2RfydvBk0/mzcEDP+XSiMBQU93LF7/yEkJiahTk1JBYbpcxfA3MxUlDwkyIjz+n2+ChqfQsPC8PzlK+hoa8PO1kY2TvoHZOYCCQwKFm0MqGKOZd5eJskQUrluB5zZvxzm1gVgamGPE7sWwNDYEoXLZIZ4rZzWGUXK1kSlWm1lIQb3rh5Gh4GLoKWth5jIEFkiL8rSLQwEM7ohJTkR7XvNQFJCrFgIPUNTqMrFOH+K8EO7YdN3GBJe+CDxuRdM6jcVhoCos8fF5zb9hiE1PAwhW9aI9dhb12DSoCkSX70Q7TWsbWHRqiNib1+T3ZMq2trQtM7MEUPJDbWcXJAWG4PU0JzFF8vzbvMWuE+cgNgnTxH7+DFs2rSGmo6OqHZAuE2aiOTgEPgtXizW9YsUgaalJeKePYOmhQUcevSAiooq/DdsUCiBqC0XIqdlZwtdDw+kRkUhOUtlnq9RAlHPLVNJ03W2h2GJgkgOj0Lim9wrg7nhzaoNKDTnb6HgRt97CIeu7YRS/26nxKOn0JypSAoKwsuZknc8w5LFoGVliZgnXsJt33lgb+ES77c8swqV2+ghCD19Don+AdC0tIDLoD7CQyXowNG8ybhmIwrOnIKYR4+FMm/fqZ243gG738s4828kBQXj5Zz3MpYoBk0rS8Q+9RKyOvd/L+NKSbgg5UWI81EMgUpLSEBKZOQH23OD34oNKPzvVETffyzyMjh2ay+Rc7tEziLzpiIxMBgvps+XyFmqGLSsLRH72Fv87zK4N8UX4PXSzL6kXARl922EU79uCDp0XPS/XdtmeDri4x522dG2zv8wYeUOoewXcbHHlhOXkJCUgkb/k/xmjVuxHZYmhujf/Hexvu7wOSzdewL/9GwNW3N6x3ifNFVbU/x+EydvPICJgZ7ITfD8bSBmbT6IqqWLoGLRvBtpaaysWLsDzh1cBlPrAjAxt8fpPQtgYGKJQqUzvSjWzuiMQmVq4peabWUhBg+uHkabAYugqWSspJCC+1cPwaPEb9DVM0bgW28c3TIdTp5lRQUFhlEGGwk+A8psT8qrPKS8U+I7Sh5IShQpoJT5f8WKFV/Mg4EWUtjJQ4Bix6UKrHT2nxIO1q5dW7gOU6I7ii2Xz3+QEyj+PSoqSmThp5h7mk2mc8kn+vuakKJNLs7Ud6T0kGJN7u43buQ9czQZSUgR7tChg6j6QP1GngSTJk2SeRiQdwElj6T8BxR+UKFCBWF0yengvn//fmHgoJAU6nPqe0rCKIVKX1LlCEpUSFUOyFhBBhgyLimDFHVS0qmqBMlPyQ+PHDmS7fWkPBYUOkHGnI+VSlQG5bCg70vGJ8rVQAoF5VcgY400oSZB3jN0b5Cx5UtRq2IZRETHYMWuQwiLjIFHATvhISB15Q8KjVCI89tz8qLIWDxynmJui27N6qHHn/VF/1BCwcMXVgoDgZG+Hgq7OmLFhMGiHGJeqF2xjEhguHzXYZmMC+RkDAwNV8gtsPu9jCPmKSY47d7sdyHjl6Dqr/8T12LDps3CYEhGtKmTJ8nCDchgKd9vRQoXwshhQ7F+4yasW78Btna2mDB2DJycMr0cRg0fjjXr12PG7NmIiYmFpaUFOnVojwb1JC9PmpoaePT4MfbuPyAMUmSwKla0CP6dPTNb41VWIs6eFgkMbTt1E+7SpJj5jBiC1PflRjUtrZCRnukNE7BRElJg27UHNM0thKcAGQjerVIcVw3KlIOWtTVC81rVQI6EO1cQqW8Iw/otoWZgjBR/X4QunipLZqhuav6BS7m6pS203AqJZIRZIc8HSnqoV6EqVPUMkB4fg+TXLxD873hRDjEvVPtfZXH9123eJsIOXF2cMX3SWFm4QXBIqMI9GRYegZ4DMivR7Nh7QCwlihbB3GmSl2/v5y8wZLQkOSuxdLVEwahdvSpGDOqPvPJbfarZnYA9ayYgMT4GTh6l0XnYCoWZ/7DgNyL5oJRrpyVu0Sv+Uaw1/2f3qaI0or/vE7x5IZlVnTW0rkKb4XNPwtTi00kmpcRcOQ81QyNYtOwANWMTJPm+xJupY5AWJQnn0DC3VLjeobs3i9k7i9Ydxb2QFh0lDAchWzMVHR0XDzhOysyhYNWpl/ifyiwGLFaeW+FjhJ08KdyzHXv1FG7npPw/6f+XLEyH7n3IPTdk1HLs3QvadnZCGYy4fBk+48cjTS4BsH7hQii6fLls3fl9qFjwwUN4/v638WthVKYoKp7OLAFceLbkd+bNhj140HXUVz138KHjIukeKfKaFuaIeeqN+x17IyVU0pfadtYK3kvkGu8ytB+0He2Fsk3lD58MGi1CCqRo2ViiyIIZ0KBwhPAIRN26g9tN2gn3+jzJeEQio/MAiYyxT73xoGsfpIS9v9621goeXkLGQX2h7SCRkUohPhk2BqkxXzcPT9DB49AwM4XL0L7Qor584oW77XvJki5q29kojOd0X7oO6y+SE6bFx4vyh48GKPYlGRwedBsIt1ED4TywlwiZ8J44E4F78za216lQAhExcULxD4uKgaejrfAQkIYbBIZFKvxW7jxzDSmpaRi2eJPCcXr8URO9mtQSf4dGxWDutkMIi4qFubEBGlQqje5/fDyvVU74X71uSElKwIG1NFZGw9GjNDoMURwrSemPlxsrb5yRjJVrpiuOlU26/iNKI6qpaeDlk6uivCId29DMGkXK1sJvjXrjR4ITF35bVDK+pF8yw3xFKEaeZtE3bsx8qWA+hDwuqK9I0c9aVeJLQKEPJUqUUDAcfIqoj9T3zU+ovHecz8+EG+YstOJ7EtZdUpUkv2NVJG8Go2/KX5kKe37lZuSnY2XzA4VmSQxd+ZnwV3lTKL8lEffznr39W6Jjl4fQk2+Mikb+d2NOS/gxEl1W3PnlvBu/FoehmCw6P9KiYv6NRD94+/OT4OaVhmX+e/Pq/71vzPwQUOZ8KsNHCSJpBn3r1q3CJf/kyZPfW7R8D4UKUPJKSngoXzHjS0DZ6+mYlNOBYRiGYRiGYZifDzYSMPkScpElt/qpU6eKcANKZEgJ+yiOn/k0WatufCkoT8PYsWO/yrEZhmEYhmEYRhkZGfnf8+Zngo0ETL6E8gFkl8yPYRiGYRiGYRiG+TqwkYBhGIZhGIZhGIbJt8jlv2S+Afk3OwXDMAzDMAzDMAzDMN8U9iRgGIZhGIZhGIZh8i1cj+/bwp4EDMMwDMMwDMMwDMMI2EjAMAzDMAzDMAzDMIyAww0YhmEYhmEYhmGYfEsGuATit4Q9CRiGYRiGYRiGYRiGEbAnAcMwDMMwDMMwDJNv4RKI3xb2JGAYhmEYhmEYhmEYRsBGAoZhGIZhGIZhGIb5hoSHh6Nt27YwNDSEsbExunbtitjY2I+279+/Pzw9PaGjowNHR0f89ddfiIqKUminoqLywbJt27ZcycbhBgzDMAzDMAzDMEy+JeMnDDdo27YtAgICcPLkSaSkpKBz587o0aMHtmzZorT9u3fvxDJ79mwULlwYr1+/Rq9evcS2Xbt2KbRdu3Yt6tatK1snI0RuYCMBwzBfHdX0VPwIqKSlIL8TC0Pkd/TM9fAjEPT4HfI77jH+yO8ERRTFj4Dl8zDkd5Ii8v8YpGOnhR+BBP+k7y0C8w1J19BGfic2mh24f1SSkpLEIo+WlpZY8srTp09x7Ngx3Lx5E2XLlhXbFi5ciHr16gkjgK2t7Qf7FC1aFLt375atu7q6YurUqWjXrh1SU1Ohrq6uYBSwtrbOs3x8tzIMwzAMwzAMwzD52pPgey3Tpk2DkZGRwkLbPoerV68KRV5qICBq1qwJVVVVXL9+PcfHoVADCleQNxAQffv2hbm5OcqXL481a9YgI5euGOxJwDAMwzAMwzAMwzBKGDVqFAYPHqyw7XO8CIjAwEBYWloqbCNF39TUVHyWE0JDQzFlyhQRoiDP5MmTUb16dejq6uLEiRPo06ePyHVA+QtyChsJGIZhGIZhGIZhmHxLeobKdzu3Vi5CC0aOHIkZM2Z8MtTgc4mOjkb9+vVFboKJEycqfDZu3DjZ36VKlUJcXBxmzZrFRgKGYRiGYRiGYRiG+ZYMGTIEnTp1+mgbFxcXkS8gODhYYTvlFaAKBp/KJRATEyOSEhoYGGDv3r3Q0ND4aPsKFSoIjwPKq5BTYwcbCRiGYRiGYRiGYRjmM7GwsBDLp6hYsSIiIyNx+/ZtlClTRmw7c+YM0tPThVL/MQ+COnXqCGX/wIED0Nb+dNLOe/fuwcTEJFchEmwkYBiGYRiGYRiGYfItP1sJxEKFCglvgO7du2PZsmWiBGK/fv3QqlUrWWUDf39/1KhRAxs2bBAJCMlAULt2bcTHx2PTpk1inRaCDBNqamo4ePAggoKC8MsvvwgDApVX/OeffzB06NBcycdGAoZhGIZhGIZhGIb5hmzevFkYBsgQQFUNmjVrhgULFsg+J8OBt7e3MAoQd+7ckVU+cHNzUzjWq1ev4OTkJEIPFi9ejEGDBomKBtRu7ty5whiRG9hIwDAMwzAMwzAMw+RbfjZPAoIqGWzZsgXZQUq/fOnCqlWrfrKUIXkn0PK5qH72ERiGYRiGYRiGYRiG+SlgIwHDMAzDMAzDMAzDMAION2AYhmEYhmEYhmHyLek/YbhBfoY9CRiGYRiGYRiGYRiGEbAnAcMwDMMwDMMwDJNvychQ+d4i/KdgTwKGYRiGYRiGYRiGYQRsJGC+O76+vlBRUcG9e/eQX/Dy8sIvv/wCbW1tlCxZ8of8TqdPn0ahQoWQlpb2xY6ZnJwsyrHcunXrix2TYRiGYRiGYT4GVf77Xst/EQ43YNCpUyesX78e06ZNw8iRI2Xb9+3bhyZNmnyyHufPyIQJE6Cnpwdvb2/o6+vjR2T48OEYO3Ys1NTUFJT8efPmYfPmzfDx8YGuri48PT3RrVs3tGvXDhoaGuJ+iIyMFNc/K5qamhg6dChGjBghjBBfkh0nLmLj4TMIi4qGu6MdhnVshqKuBZS23XvmCg5fuokXbwLEeiFnB/Rp2UCh/cRlm3Ho4g2F/SoWL4iFI3rnXcZTl7HhyDmERcXA3cEGw9s3QVFXR6Vt95y9hsOXb+PF20CJjE726Nv8d4X2ZToMVbrvgJb10aF+NaWf0fO4bdManDp+CPFxsfAsVAw9+g6GrZ39R2U/emgv9u/ehsiIcDg5u6JrrwFw9ywk+zw5OQnrVy3BpQtnkJqSghKly6FHn0EwNjFVOM6Zk0dxcN8OBPi/hY6uLipVqYrufQYpyLc3JAonwmIRnJIKQzU1/G5mgBZWRgrHMa7TEGaNmkPN2BRJr18iaM1iJD73zlZ+k3pNYFynATTMLZEWHY2YaxcRsmU1MlJSxOc6hYqJ42m5uEPD1AxvZ05E7M0r+BwsGjeFVcs20DA1RcKL5/Bb8C/ivZ5m296yWQtYNGoCTSsrpEZFIuL8OfivXIaMlGRJA1VV2HbsCtNatYWMKaGhCD1+BIEb1+VZxh0nLmDTIfnn5k8Uccv+uTly8YbsuSno7IC+LRtm237a6u3Yc/oyBrVvgja/K78fcwrdF1ePLMDDqzuRlBANW+fSqNFiIkwsnbLd5/7FLXhweSuiw/zFupmNOyrU7QPnwr/J2uxc0B5vnys+58Uqt0TNlpNzLaN1i+aw69gBmmZmiHvmg5czZiL28WOlbVXU1WHfpTMsGjSAlqUFEl6/hu/8BYi8clXWxq5LZ5hVrwZdJyekJSUh5v4DvJ6/QLTNK3btW8KxZydoWpgj9ukzPJswDTH3H2UrY4E+XWHTrBE0rS0R/9IXL6bPQ/j5y7I2zgN7i0WeuBevcL3GH3mW8UeSMyeYVikLlyFdYVS6KLRtLXGrWR8EHfiyv3+fC8v4c7xjSMfKS4cW4P4lyVhp51IatdtMhOlHxsq757fg7sWtiHo/VprbuKNSvT5wLSoZKxPiInHp0EL4PrmE6IgA6OibwqNETfyv0QBo6Rh8lrzMzwsbCRgBzZjPmDEDPXv2hImJCX4GSCEmpTYvvHjxAvXr10eBAsp/QPI7ly5dEt+hWbNmCv1Rp04d3L9/H1OmTEHlypVhaGiIa9euYfbs2ShVqlSOvCbatm2LIUOG4PHjxyhSpMgXkffE1Tv4d/NejOrSAkVdnbD12Dn0n74Uu2ePganRhz9gt58+R52KpVG8gzO0NDWw/uAp9Ju+FDtmjISlqbGsXaXihTC+ZxvZuqZG3oe8E9fuYe6WAxjdiV4sHLHl+EX0m7USe2YOh6mhEhm9XqDOLyVRwt0JmhoaWH/4DPrOWoGd/wyDpalEYT6+YLzCPlceeGHy6p2oXq54tnLs27UVRw7uQf9Bo2BpbYNtG1djyrihmL9sPTQ1tZTuc/nCGaxbuRg9+w2Gu2dhHNq3U+yzcMUmGBlLnve1Kxfhzs1rGDpqEnR19bBq2TzMnDoO/8xeLDvOgb3bcXDvDnTo0kscJzExESFBEiOIlDXLF+B+eCw62ZjASUcDManpiE1LV2hjUOk3WHbsiaAVC5Dw3Aum9ZvCYcw/eDmgK9KiIz+Q37BKNVi07YrApXOQ4P0EGjb2sOlLBpYMBK9fLtqoamkj8fVLRJ49DvthE/C5mFSrAfve/eH37yzEPX0Cyz9bwH3mXDzu0BqpkR/KaFKjFux69ILvzGmIe/QQWg6OcBoxRsj4dslC0ca6dTtY/NEYr6b/jcRXr6DrWVC0SYuLRcieXXl6buZt2ouRXVqiqFsBbD16Hv2nL8GuOWOVPzdPfFC7UhkUd3eGlob0uVmC7TNHKTw3xNmb9/HwuS8sTBSNO3nl1qmVuHdhI+q0nQ5DM3tcOTwfe5Z2RcfRR6Cuofy+1Te2RpWGQ2FsQeNwBp7c2IcDK/ui7fC94iVYStFKLVCp3l+ydXUNnVzLZ167FpyHDMaLqf8g5tEj2LZpgyJLFuFO46ZIiYj4oL1jn96wqF8PL6b8jfhXvjCpVBEF58zGw05dEOctMXYZlS6NwO07EfP4MVTU1VCgXz8UXroYd5v+ifTExFzLaNmgDtzHDoP32CmIuvsQDl3aoeSGZbhWvRFSwsI/aO8ytB+sG9eH18hJQqE2+60yii3/F7ebdUDsYy9Zu1jv57jXrrtsPSP187zPfhQ5c4qani6iH3jjzbrdKLsrczzMT7CMP/47hpTrJ1bi9tmNqN9xOozM7HHx4HzsWNAV3SZkP1YamFjjt8ZDYWJZQEx7P7q2D3uW9UWn0XthYeuO2MhgsVRrNgJmNm7C8Hp860TERAWjSY8Fny0z83PC4QaMoGbNmrC2thbeBNkxceLED5RImpUm93MpNAvduHFj/PPPP7CysoKxsTEmT56M1NRUDBs2DKamprC3t8fatWuVuvhXqlRJGCyKFi2K8+fPK3z+6NEj/P7772Jmn47dvn17hIaGyj6vWrUq+vXrh4EDB8Lc3FwoxMpIT08XMpEcWlpa4jsdO3ZM9jmFCdy+fVu0ob/pe2d3nJkzZ8LNzU0cx9HREVOnTlXallz+u3btCmdnZ+jo6IjZ+/nz5yu0OXfuHMqXLy88GKjfSIl//X7GiRT7atWqwcDAQCj2ZcqU+ajL/7Zt21CrVi3Rl/LX6sKFC8IDoG/fvuJ7u7i4oE2bNrh+/Trc3TNfuj8GGZFINjrHl2Lz0XNoXK0SGv32C1zsrcUPubaWJg6cv6a0/d99O6B5rf/B08keTrZWGNu9NTLS03Hj8TOFdhoa6jA3NpQthnq6eZZx07HzaFK1Ahr9Wh4udtbCWKCtpYH9528qbT+1d1u0qFkZngXs4GxriXFdWyAjPQM3nvjI2sjLRsu5O49RtpAr7C3Nsp1hOLR/J/5s2R7lK1YRHgH9h4xGRHgYbly9lK3spNjXrNsA1WvVg4OjE3r2GwItbW2cPnFEfB4XF4szJ46gU7e+KFaiNFzdPdF34Eh4P32EZ16SmdTYmBhs3bga/QePxv+q1oK1jZ04f7lfKsvO89bPF8eP7MfoApaoYKQLK00NuOlqoaSBotJm2qAZok4fRdS5E0h+64fAFfORnpwEo+rKn1kdz8JI8H6M6EtnkRIShPgHtxFz+Sy03TxlbeLu3UTotnWIvZE5+/g5WDVvidDDBxF27AgSX/vCb+4spCcmwez3Bkrb6xcphthHDxFx+iSSgwIRc+sGIs6chF7BTG8NvSJFEXn5IqKvXRVtIi+cQ/StG9ArWDhPMm45clby3FSl58YGo7p+4rnp1zHzubGzwtgerZGRkY6bjxSfm+DwSMxevwtT+naAupwnUl6h+/bO+Q0oX7s3XIvXhIVdQdRtPxNxUcF48eBUtvu5FqsO5yK/CW8DE0tnVG4wCBpaugj0VQzj0tDQhp6hhWzR0sm995dtu3YI2rMXwQcOIuHlK2EsSEtMhGVj5TPVlg3q4+3qNYi4dBlJ/v4I3LkLEZcvw7Z9O1mbJ/36I/ggHe8l4p/5wGfCBGjb2EC/cOY9kRscunXAu227EbBzP+Kfv4T3mClIT0iAbYvGSttbN2kA38WrEHbuEhLf+MN/0w6Enb0Ex24dFNplpKUiOSRMtqREfGgE+xnlzCkhxy/g2YR5CNqf/b36vWEZf/x3DOlYeevMBlT8vTfcS9SEpX1BNOg0E7FRwXh2L/t+cyteXXgNkLeBqZUzfv1jEDS1dPHulWSstLDzQJOeC0U7EwtHFChYEb82GogXD88gPS0VP1IJxO+1/BdhIwEjIJd0UuwXLlyIt2/fftaxzpw5g3fv3gmFdO7cucJ1v0GDBkK5JGW0V69ewmMh63nIiEAz1Hfv3kXFihXRsGFDhIWFic/I/b169epitpuUY1Lqg4KC0KJFC4VjUNgEeQ9cvnwZy5YtUyofKedz5swRs+cPHjwQxoRGjRoJ93siICBAzJCTLPQ3udcrY9SoUZg+fTrGjRuHJ0+eYMuWLcJ4kZ1BgYwSO3fuFG3Hjx+P0aNHY8eOHeJzMqKQceW3334TMl29ehU9evQQRgrp7D3tf/PmTWHAoLAQCg3IjosXL6Js2bIK2yjEgIxB1IdZoWORcSKnkDGDzvElSElNhderN6hQ1EO2TVVVFeWLeuCBj2+OjpGYlIzUtHQYZfmBptmAWr3HoOnQqZi2ZgciY+LyLqOvP8oXySJjYXc8fP46FzKmZfsSQSEMl+4/xR+/ls/2GP4h4SJcoHjJMrJtenr6ImzA+70y/4HsKSl48fyZwj4kO61LDQAvnz8T96B8G3uHAjC3sIL3U0mb+/duCiNHeFgI/urZHt07/InZ0yYgNCRYts+tG1dgZW2LWzEJ6P70rVgWvglDjPyMn7o6tF3cEffgbua2jAzEP7gLHQ/lyhN5D9A+UqOAhqU19EqVR9wdRVfPLwW5P+t6eCL6tpwBKCMDMXduQb9IUaX7xD5+KPbRfW8U0LSxhWGFioi6nvkSGvf4EQxKl4WWvYNY13F1g37R4oi+ofxFNSfPTfminlmeG0889HmV83syNR2G+roKY9WEJRvRrn4NuNrb4EsQFfYW8dEhcPSsJNtGLq7WBUrgna/cffAR0tPT4H37MFKT4mHjpDiGed06iKWjKmDDtAa4dGAOUpITcn299QsVROR1ufspIwNR12/AoHgx5ftoaCA9OVlRxsQkGJbK3htL/X3oWmpUdK7kk5xPHQZFCyH8sty9kpGB8MvXYVi6hNJ9VDU1kZ6UVcZEGJVT7D9dpwKofP0UKl44gsLzpkHL1jrX8v1ocjL/HX6EdwwpUaFvERcdAqeCimOlrXMJvHuV87Hyyc3DSEmOh53Lh+97UpISYqGprQ9VNXYqZ5TDdwYjg/IP0OwyKfWrV6/O83HIW2DBggViEKYZc5ptj4+PF0qxvHJNLvGtWrWS7UdeAFL3+KVLlwpDAMlBsfWLFi0Syi0ZMqSsWbMGDg4OePbsGTw8JIM/zYbT+T4GGQcopl56bgqzOHv2rJhpX7x4sfCoUKeXRn198bcyYmJihLGB5OrYsaPY5urqiipVqihtT0r4pEmTZOvkUUCGADISkKEjOjoaUVFRwphCxyEo6aAUPz8/YUQpWLCg7Ht+DPJAsLW1VdhGRhDytvgS0LGlXg5ZSUpKEos8FOqglU3oB/2opqWnf+DyRy78vu8yFdCPsXDbAZibGCooTBVLFEK1csVhZ2GGt8GhWLz9EP6auQxrJw2Cmmru7KNSGc0MFWcozYwM4BuQMxkXbD8McxMjVCii/NodunQLetpaqF5WuVIiNSQQWfMEUMgAGQ+UERMdJV4ajN+HFcjv4//GT/L9IsKgrq4BPX3Fa2BsknncoIAAMeu8e8dmdOnRXxiVtmxYjUljh2DuojXiHg8KDEBIcBAuawADHc2F9X31u3DMeB2Cv10lz5K6gSFU1NSQGqXowk3runYS5Tkr5EGgZmCEAlPmkhoilLqIEwcRtvfLebPIo25kDBU1daRm6dOUiHBoOyrPQUEeBOpGRvBcsFQY90jGkP17Ebh5g6xN4JaNUNPVRZH1W+hNTuQoeLd6BcJPnci1jNk+N3RPvgvK0TEWbv3wuSG3WjU1VbSqmxn3/7mQgYDQNVD0kKH1+OhMbzBlhL7zxra5rZCamiRmxhp2WyzcZaV4lmkAQ1Nb6BtZIsTfG5cOzEZE8Cs07LYox/JpmBiL65USLjFKS0kOC4ORnKecPJFXr8GuXVtE37mDxDdvYVS+PMyqV4eKWjZji4oKnIcORfTde4h/8SLHsmXKaAJVdXUkh2aRMSQMuq7OSvcJu3AFDt3aI/LGbSS8fgOTyhVgUbcGVFQzvUOi7j3Ek6FjRR4Ayq3gPKAXyuxYh+t1miItLv6nlZP57/AjvGNIiX0/VuoZfjhWxn1irKTxb+OsVkhNkYyVTXouhrncWClPfGw4rhxdgpJVWuJH4j+YIu27wkYCRgFSmGnGPrvZ85xAs/BkIJBCs+sUPiDvtWBmZobgYMXBmbwHpJCSTjPhT58+lbnbkyKvLIkgxd5LjQTkhv8xSBknLwdyl5eH1ukcOYXkIkW4Ro0aOd6HDBBk2CCFPyEhQSjO0vANMqxQqAZ5NVCYAM34k/HAxkYykzd48GCRXHDjxo3is+bNm8uMCcqg48uHGhBfMgElhUyQ4UcZFLIibxAhRnZvi9E9Mt1wvyTrDpzEiat3sXxsPxE7KIXiCaW4OdqKpfGgKSIuW/6H/luw9uAZnLh+DytG9VaQUZ79F27g94qlFT4/cuUO/lmbGas+f0hXfC/IQEDeBl17/oWSpcuJbYNGjEe3dk3w6MFdlCpTXsxCp6QkY6CLLey0JN+jv70ZBj8PxNvEFNhrZ+/98jF0CxeHWdNWCFy5EInPvaBhbQerzr2R2iwcYbs3Iz+gX6IUbNp2gN+8OYh7+hjadvZw6DcA1u07yRITmlStDtOatfHq74lI8H0FXTd3OPQdgOSwUIQfP/pN5aXn5uTVO1g2rr/snnv60g/bjp3Hpn+Gy7yY8sLTmwdwentmXojGPSV5I/IChRm0G7EPSQkx8Ll3HMc3jUDzvzbJDAXFK2e+5JrbekLPyAK7F3VCZIgfjC2UG3S+BC9nzYLbuHEovWe3eHNNfPsWwQcOwPKPRkrbu4waCV03Vzzs/O2eYZ9JM1Bw+gT8cnq/GP8TXr8VIQA2cm7/4ecyw5TivHwQfe8hKl06Bsv6dRCwYy/Lyfzn+ZrvGI9vHMDxLZlj5Z998j5WUphB59GSsdL77nEcXj8CbQZv+sBQQB4Euxb3hJm1Kyo36Jfn8zE/P2wkYBT49ddfhaJKs/2ktMpDin9WRZNcmbOS1Q2eXjaVbSOFIqfExsaK8AMyYmRFqkgTuXGZ/1wlOTdQ/D4ZXijMgYwhlFtg1qxZIvxCCuVp+Ouvv4QHxfbt20VlgpMnT4pSjJQXgXIHHD58GEePHhXeHnRM8v5QBuVkiMiSbIsMKZT34UsQHh4OCwsLpZ/RvUNGDXmSH53L9ljGBnrC6h7+fpZcdo7oGDFT/zEoU/G6g6exZFQfka34Y9hbmotzvQkKzbWRQCpjWHTsBzP75kaGH92XqiGsO3wGS4f3hLujoneHlLveL/E6IATT+7ZX2P5bqcIo5prZl8kpkthBmt03Mc2caYiKjICTi/IZAwNDI6iqqiEyUvF+oH2kHgnGJmZITU1BXGyMgjdBZERmG+n5HBwzk3kaGRmL44eGBMnakBFQaiAgpIaB0JRU8XdqTDQy0tKgbqTo2UDrqZHKvSHMW3VE1IXTiDojyR2S5OcrEhVa9xyAsD1bvvj0AlUmoPhn9SweGxompkgJVy6jbZfuCDtxHGFHDor1xFcvoaqtjQJDRiBw03oho32vvgjcugkRZ0/L2mhaWcOmTftcGwmyfW6iYmBm/Inn5tBprD9wCotH91V4bu56v0BEdCwa9s98aaUZuPmb9mHb0fM4sEB5fhZluQRsnDJdy1NTJa7k8TFhYsZfCq1b2Eu8o7JDTV3zfeJCwMqxKAL9HuLu+Q2o2Up59QKbApLzRoa+zrGRgGLbM1JTRcUJeajKARlwlJEaEQmvwUOgoqkJDSMjJIeEoMBf/UV+gqy4jBgO0/9VwcOu3ZGcxTieUyh5YnpqKjTNs8hoYYbkEOUypoRH4GGPgVDV0oS6sTGSg4LhOnIgEvyyDylMjY5B/KvX0HFy+KnlZP475Od3DMoRYKtkrIyL/nCspPwEnxorReJCyvNRoCgCfB+K/AZ122aOlUmJsdixqBs0tfTQtNdiqKnlzXDP/DfgnATMB1AowMGDB4U7vDykFAYGBioYCu7dU0wg9TlQln0pNGNJsfdSl/vSpUuLbPqUJJESBcovuTEMUNI/cpWnnAXy0HrhwjlPHkbu/mQoyGkZQDo+JWXs06ePCJsguckDIiv0GSnZV65cEd4XlOdAXskfNGgQTpw4gaZNmypN/ih/HMp9IA8ZGU6dOiVyPmSFjD1xcTmPpaMkkspyGxCUxJH6WX7JLtSA0FBXF6XY5BMCkQGJkqkVd8++5M/6g6exau9xLBzeC4VdPq0MBIVFIio2XiQXyi1CRic73Hzsoyjjk+colk35OCHj4bNYtf8UFg3tjsIu2b/M7jt/Q5RI9MhiRNDT0YaDlblscbGzEkr7w/t3ZG3i4+Pg4/0UngWVV5ogA52rmwce3rutIPuDe3fg8X4fFzcP4b3zQO64/m/9hPLvWUjSpmBhSRiE/9s3sjYxMdEinMHC0lrWhpJ0BiRlGg/fJUkMGxaa723SqalIfOkDvWJysdsqKtAtVhIJz5SXFySDgHDPlyMj/X2eg8+Y8c4OUhjjn3nDsLRcXg8VFRiULoPYx8rLuKlqa5FQWWRMV5CRvodsmxRaz8N3kD43N7M+N4+9UcxduVs3seHgKazeexwLRnz43NSrUh5bpo/ApmnDZQtVN2jXoAYWjMx5WS+KcyXFXrqYWbtB19ACb55dVZjNCnx9H7ZZ8gt8kox0pL1/kVZGsL/kHqIEhjk+ZGoqYp96waiCxENGoKICo/LlEPPg4cf3TU4WBgIKVzCrUQNh585/aCCoXg2PevZC0rt3OZbpg/OkpCLm0VOYVKqgICOtR9/5uBccxfuT4k0yWtStidCT2Rtt1XR1oFPAAcnBoT+1nMx/h/z8jqGlrS8Ue+lCs/40dr32Vhwr3726D1vnUrn2/pMfK+k4VCWBDAPN+izNtlJCfobUj++1/BdhTwLmA4oVKyYS5VFeAXkonj0kJETE/P/5559ixptmtUkJ/BKQOz4p32QY+Pfff8VMeJcuXcRnlI1/5cqVaN26tchRQO75z58/F7Ppq1atErOXOYVi+2kmntz1yd2flG0ydlBiv5xCrvyU14BkoUSJFK5AfUOGDKpikBX6Xhs2bMDx48dFPgIKG6AkhPQ38erVK6xYsUIkUCQjhre3t8gh0KFDBxE6QDJTn1N7SvhI+8qXN8wKeYNQEkd5qOoDeSJQiASVQKT8CeTRQIkgyUOD8j9Iwx8oP0JWAxCFiFAOCIKSFtIxvhRtf6+Kics3o7CzI4pQecFj55GQlIyGv0leNMcv3QRLEyP0a9VQrK87eArLdx0RGYhtLEwRGilJBKarrSWW+MQkrNxzDNXLlRCzqm+DQrFg6wGhaFcsnrfM4u3q/oYJK7ehkLM9iro4YsuJi0LGRr9KFIvxy7cKhap/i3oSGQ+dwbI9x0WVAxtzkw9klBKbkIhTN+5jUBvJd/sY5IHT4I/m2LVtA2xs7WFpbY2tG9eIGXyqdiBl4uhBKF/xf6jXsKlYb9ikBRbOnQZX94Jw9yiIQ/t3ISkxAdVr/S5Lfli9dj1RJlFf30CUQFy9bL4wPEgNCbZ2Dij3SxWsWbEQvfoNha6uLjatXwFbe0cULS55eaHEhy6uHlj49jW62ZoiPSMDy9+Fo6S+toJ3Qfih3bDpOwwJL3xE+IBJ/aZCgY46e1x8btNvGFLDwxCyZY2kj25dg0mDpkh89eJ9uIEtLFp1ROztazLjgYq2NjStM40slNxQy8kFabExSA2VxHnmhqCd2+E0cgzinnkh/n0JRPIMCDt2WHzuNGqsmBl9t0qSIDXqymVYNW+FeJ9nomSilp298C6IvHpZJiP9bdOuI5KDgyQlEN09YNm8JcKOSo6ZW9rUq4ZJyzahkIsDirhSCcRzSEjMfG4oAaGFKT03Ehf49QdOSp6bfh1hY2H2wT1Js2C0yEPVDegZogzfeYXu29K/dcD140uF0cDofQlEPSNLUe1Ayq5FHeFWvBZK/ioJTaIkhE6Ff4WBiQ1SkuLgdesQ3jy/gaa9JTlzKKTA6/ZBOBf+Ddp6xiJ/wfk902DnWk5UUMgN7zZtgvvkSYh98hSx70sgqunoIHj/AfG5+5RJSA4OweuFklwH+kWLQtPSAnHez0SMvEPPnlBRVYH/uvUKIQYWv9fF00GDRdy8hplkdj0tNhbpWfK25IQ3qzag0Jy/EfPwiXC3d+jaTijL73buE58XmjMVSUFBeDlT8tttWLIYtKwsEfPEC1rWVnAe2BsqqqrwW55pYHYbPQShp88h0T9AfB+XQX2Ep0/QgbyHv/wocuamdJ+eW6aSqOtsD8MSBZEcHoXENwHID7CMP/47hnSsLFu9A64cWQoTMrKaS0ogkleBR8nMsXLbvI5wL1kLZapKxsrz++bApcivMDS1QXJiHJ7cPAQ/nxto0X+1zECwfUEXpKYkoEHnWWKdFvGdDEyFtyHDZIWNBIxSqPwfubzLQ8r7kiVLRPJAUhBJSSUXelJuv5QHAy2knNJM+4EDB4TbPCGd/SfFvHbt2iIfQIECBVC3bl2F/Ac5gVz6SQmm6gWUF4E8COhcOS0BKIWqGtDsK1UqoDwHFPZAlRuUQdUcaAa/ZcuW4keAjB3kVUBGFoIULgoFIMWeKjrQscgwQvuRVwVtI4MBVXSgPiFPgqxx//KQkYcMGGRsoOSR0hl+Cl8gA8zy5cvFtaPz0nWlPpHPG0HlGLN6CpDxgwwy5GFC/UdGiy9F7YqlERETi2W7jiAsKhoeBeyxcEQvmL135Q8Mi4Cq3Gzr7lOXkZKahhHzFb0pujeti57Nfoeqqgp8/N7h0MUbiIlLEMr7L8U80at5vTzXMa79S0mJjHuOizADmvVfOKybzF2RZJSP49515qqQcfjCzMR1RI/GtdCzaWapvxPX7oGM1HV+ydksQeM/WyMxMQHLFs4WpQtp9n7clFnQ1Mw0PAQGvBMz/FIq/1odUVGR2LZpjQhVcHZxw9jJsxQSIHbu3g+qKqqY/c944VlCeQe69xmkcO6/hozG2hWL8M/EEeIlvkjREhg3eZZ4Dgh6FkdNmIY1/dpj1ItAaKuqoLSBDrrYKIYWxFw5DzVDI1i07AA1YxMk+b7Em6ljkBYlKWmmYW6pYLoP3b1ZeDBZtO4IdVNzpEVHCcNByNbM66/j4gHHSbNl61adJM8ilVkMWJy5PadQSAAlMLTt1A0apqbCoOEzYghS34fxaFpaiWoPUgI2SkIKbLv2gKa5BVIjI4RR4N2qzPHxzYJ/heHAccBQkeAtJTQUoQf3I2BD9l5Bn3puIqNjxctsWKTkuaEZf/nnhhTXD56beRLji/xz0+NPiXHra1G2ZndRdeDUtvFISoiGrUsZNO29SmE2Kyr0DRJiM8Ni4mPDRA4CKpWoqWMgcg6QgaBAQUlOGTV1Dfh5X8XdcxtEJm8yJriVrI0KtfvkWr7QEyehbmICx969RJgBKf+P+/aXhZdoWVsrXG9yjS/Qtw+07eyQFp+AiMuX4DNunDAASLFp0Vz8X2zVSoVz+YyfKEoj5pbgQ8ehYWoiFGRNC3PEPPXG/Y69kRIqkVHbzlrBm4VkdBnaD9qO9sJIQWUFnwwaLVz1pWjZWKLIghnQIDf/8AhE3bqD203aiRCAvPKjyJlTjMoURcXTG2XrhWdLkjC/2bAHD7qOQn6AZfzx3zGkVKgtGSuPbxmPxPho2LuWQYv+imNlRIjiWBkXE4ZD60YgLjoYWtoGsLDzFAYC50KSsTLozWME+Eo8eVaMr6Vwvl5/nxaG2x+B/2opwu+FSsaXzGbGMEy+gbwPKFEjGQS+JGToKFGihKxaRU6IuSWJJc/vqKR9mGMjv+FrJucSnU9RH6VY3zy/Ehf6eeWqvgXus8cjv7MlNNPolZ8pNvLjiW3zA0kR+X8M+lFI8M+9twbz4/Lr1fnI7+yMrvu9RfgkXaoj37IqZxG+X4VuOc9T/tPAOQkY5idlzJgxwtsiNwkiPwVVZKBwFMqNwDAMwzAMwzDfAs5J8G3hcAOG+UkxNjbO1Wx/TqD8C1R1gWEYhmEYhmGYnxP2JGAYhmEYhmEYhmEYRsCeBAzDMAzDMAzDMEy+5QtGzzI5gD0JGIZhGIZhGIZhGIYRsCcBwzAMwzAMwzAMk2/5ryYQ/F6wJwHDMAzDMAzDMAzDMAI2EjAMwzAMwzAMwzAMI+BwA4ZhGIZhGIZhGCbfwuEG3xb2JGAYhmEYhmEYhmEYRsCeBAzDMAzDMAzDMEy+JZ09Cb4p7EnAMAzDMAzDMAzDMIyAPQkYhmEYhmEYhmGYfEvGd01KoIL/GuxJwDAMwzAMwzAMwzCMgD0JGIZhfqDUuapIR35HRfW/Z3Fn8j8qavl/XiQ9Nf+PQWo6+b8fmf8eKZp631sEhvmpYCMBwzAMwzAMwzAMk2/5AeZxfirYHMwwDMMwDMMwDMMwjIA9CRiGYRiGYRiGYZh8S3r+j7b8qWBPAoZhGIZhGIZhGIZhBGwkYBiGYRiGYRiGYRhGwOEGDMMwDMMwDMMwTL6FExd+W9iTgGEYhmEYhmEYhmEYAXsSMAzDMAzD/J+9s4COGuvi+L/u7m5UcNfF3d3d3d0XW1gWFnd3d3d3dyhaitbd7Tv3DTOdKdPSlgJlv/s7J6fN5CW5eUnezNXHMAzD5FqSOZLgp8KRBAzDMAzDMAzDMAzDCNhIwDAMwzAMwzAMwzCMgNMNGIZhGIZhGIZhmFwLFy78uXAkAcMwDMMwDMMwDMMwAo4kYBiGYRiGYRiGYXItKb+0cqEK/t/gSAKGYRiGYRiGYRiGYQRsJGCyhY+PD1RUVHDv3j3kFp49e4YyZcpAW1sbRYoUQW5i0qRJP12m1atXo2bNmjl6zMDAQFhaWuL9+/c5elyGYRiGYRiGSQ8KJPhVy/8jnG7wm9K5c2esX78eM2bMwOjRo2Wf79u3D02aNEHK/2F1jz///BN6enrw9vaGvr6+0jaVK1cWyvq8efPwXyY2NhYTJkzAzp07xbqzszPevn2bbvtOnTph3bp1ePnyJf766y+cPHkSAQEBsLW1FYaXYcOGoUSJEjA3N0fHjh1FX5MRIifZceIiNh4+g6CwcLg72mFEp2Yo4OaktO3eM1dw+NJNvHr3SazndXFA31b1FdpPWrYZhy7eUNivbCEvLBzVJ/synrqMDUfPIygsAu4ONhjZvjEKuDkqbbvn3HUcvnwbr95/lsjobId+zesotI+OjcPCHUdw7s5jhEVGwdbCFK1rlEfzqmUzLdORQ3uxb/d2hIYEw9nFDd17D4SHZ95021++eA5bN62Bv99n2Njao2OXnihesoxs+9XLF3D86EG8evkckRHhmLNgJVzc8igc48TRg7hw/jRev3yBmJhobNp+EHrpvHOZxbhmA5g2aA41Y1PEvX0N/7VLEPvKO932JnWbwLhGPaibWyIpPBwR1y8icOsapCQkIKewaNwUVq3aQsPUFDGvXsJ3wVxEP3uabnvLZi1h0bAJNK2skBgWipDz5/Bh5TKkJMRLGqiqwrZTN5jWqAkNUzMkBAYi8PgRfN64Ltsy7jhxAZsOyb83zZE/T/rvzZGLN2TvjZeLA/q1aqDQftKyTTh8QfG9KUPvzei++B7oO+nqkQV4eHUn4mLCYetSDNVaToKJpXO6+9y/uAUPLm9FeNAHsW5m447StfvCJV8lWZudCzrg/UtFeQv+0QrVW03JsozWLVrAtkN7aJqZIerFC7yZNQuRj58obauipga7Ll1gWb8eNC0sEPP2Ld4uXITQq1dlbQyLFoVthw7Qz+sl2jwbNhzB58/je7Dv1BpOvTtD08IckU+94T1hBsLvPVIuo7o6nPt3h03zhtCytkT0ax+8nD4XQecuK7SjbXnGDoFZlfJQ09FGjM87PB46HhEPlF97ZrBr1woO3TsJOaOePcfzKX8j4kH6cjr17gbrJg2gaWWJmNc+eDVrHoIvXlHa3rFnV7iNGIR36zbh5V+z8KMxLV8CrsO6wahYAWjbWuJWs77wO3AauYlfLaNTn7ZwHdoNWtYWCH/wDI8HT0XYzYfp3m+3Ub1g36ExtO2sEPX8DZ6NmY2AExdlbdT09eA5eRCsGlWHlqUZwu89weOh0xF2S/kxs8OuY2ew+cBxBIeGIY+TA4Z2bYP87q5K2+4/dQFHz1/F63eSscjT1Qm92zRJt/33jpWXDi3A/UuSsdLOtRhqtp0E0wzGyrvnt+Duxa0I+zJWmtu4o1zdvnArIBkrY6JCcenQQvg8uYTwkE/Q0TeFR+HqqNBwELR0DHL8Gpj/BhxJ8BtDHvOZM2ciJCQE/xXi47/8mM4Gr169Qvny5eHk5AQzMzP816EvksTERKXbdu3aBUNDQ/zxxx9i/ebNm/j06ZNYdu/eLT4jY4r0s/nz5+PWrVsoXrw4nj9/juXLl+PJkyfYu3cvvLy8hJFASpcuXbB582YEBwfn2LWcuHoHczfvRY+mtbBp2gh4ONpiwN9LERwWobT97acvUatsMSwb1x9rJw+BlZkx+v+9FP7BoQrtyhXKi2OLp8qWv/p3yr6M1+9hztaD6NmoBjZPHgwPB1v0n70KweGRymV89gq1yhTB8tG9sHZCf1iZGqPf7JXwDw6TtZmz5SCuPPTG1F5tsGvGCLStWQH/bNyH83ceZ0qmSxfOYO3KpWjVthP+XbBCGAmmTBiJ0FDlY8KzJ48w55+pqFazLv5dsBKly5bH39Mm4K3PG1mbuLhY5M1XQBgP0iMuLg5Fi5VCs5btkBMYlK0Ei449Ebh7M96O7ieMBPZj/4KaoZHy9n9UgXmbrgjctRlvhvbA5+VzYFi2Esxbd0FOYVKlGuz7DMCn9WvwtGdXRL96Cfd/5kDd2Fh5+2o1YNezNz5uWIPHndrCZ9bf4hh2PXrJ2li3aQ+LRo3hu2COaPN+xRJYt24Hi6bNs/3ezNu0F92b1sbGv0YII8GAv5ek/948eYGa5Ypj6fgBWDN5KKzMTND/7yVfvTdlC+fF0SXTZMtf/Tvje7l1aiXuXdiI6i0noc3QHdDQ1MGepd2QmBCX7j76xtYo32A42o7Yg7YjdsPBowwOrOyHwE8vFNoVKNcSPaddki0VGo7MsnxmNWrAechgvF+5Cvfbd0DU8xfIt3AhNExMlLZ37NsHVk2b4PWsWbjbshU+794Dz1n/QM/TQ9ZGVUcHUS+e4/XMf5ATWDWoBY+JI/B67jLcqNMSEU+eo+im5dAwM1Xa3m3kANi1bw7viTNwrWpjvN+4A4VWzYNBfi9ZG3UjQ5TYuwEpCYm416EPrlZpjOdTZiExLDzbclrWrYU8Y4fDZ9Fy3GrcWhgzCq9ZKoxtynAZ0h+2rZoLQ8KNOk3wYdtOFFgyF/r5UuWUYlAwP2xbNxfH/Fmo6eki/IE3Hg2cjNzKr5TRpkUd5J01Bi+mLcalUk0Q8eAZSh9eDU0L5ffbc8pgOPVoJQwJ5wvVxdsV21B81yIYFkk1bhdaPg3m1crhfueRuFC0AQJOXkbpY2uhZWuZIzKfunwDC9bvQLcWDbBu5kS4OzlgyF/zEJzOc3/nsTdqlC+FRX8Ox4q/xoixc/C0ufAPyvnf39dPrMTtsxtRq+0kdBi5AxpaOtixIOOx0sDEGpUaD0enMXvQafRuOHmWwZ5l/RDwUTJWRob6i6VKs1HoOuEQ6nWcgddPLuLIxnE5Lj/z34GNBL8x1atXh7W1tYgmyEqYO3nRybMsH5XQuHFjTJ8+HVZWVjA2NsaUKVOEAjpixAiYmprC3t4ea9euVRriX65cOWGwKFCgAM6n8ZI8evQIderUEZ59OnaHDh1EyLq8Z79///4YPHiw8FLXqlVL6XUkJycLmUgOLS0tcU3Hjh2TbafUh9u3b4s29D9dd1roOkk+UoipDS2UNpEZOelcZICgviEDRP369YVRQh4KwW/Tpo3oL4poIM/79evXFdps3LhR9L2RkRFat26NiIgIhWuke+ni4gIdHR0ULlxYKPtSzp07J2Q+evSoUOapHy5duqS0v7Zt24YGDRrI1i0sLMSzQgvJR1DagPQzMihQ/7i7u+PixYuoV68e3NzcRD9T1MD+/ftlx8qfP7+IMCADQk6x+eg5NK5SDg0rlYGrvTXGdG0JbS1NHDh/TWn7af06okWNCvB0toezrRXG92iDlORk3Hj8XKGdhoY6zI0NZYuhnm62Zdx07AKaVCqNhhVLwtXOCmM7N4W2pgb2p/G6Svmrd1u0rFYOnk52cLG1xIRuLUTRnRtPUhWcBy99UL98cZTI6yaiCJpWKSMiFB6/fpcpmQ7s3YkateuhWo06cHB0Ru/+Q6GlrY3TJ44qbX/owG4ULV4KTZq1hoOjE9p26ApXN3cRjSClctWawuhQuEjxdM/boHFzNGvZFp5e+ZATmNRrirDTxxB+7gTiP/jCb9UCJMfHwaiK8vFAxyMfYrwfI+LyWSQG+CH6wR2EXzkH7TyeyCmsWrRC4OGDCDp2BLFvfeA7ZxaSY+NgVqe+0vb6+Qsi8tFDhJw+iXi/z4i4dQMhZ05Czyv1h69e/gIIvXwR4deuijahF84h/NYN6GWzH7ccOSt5byrTe2ODMd2+8d7075T63thZYXzPNkhJScbNR4rvjaZ6mvdGP/vvjdSgeef8BpSq2QduharDws4LtTv8g6gwf7x6cCrd/dwKVoVL/koi2sDE0gV/1B8CDS1dfPZRTHPT0NCGnqGFbNHSyXpUi227tvDbtw/+Bw8i5s0bvJ4xA0mxsbBs2FBpe4u6dfFh7TqEXr6CuA8f4Ld7N0KvXIFtu/ayNrT+bukyBJ87h5zAsWdHfNi6G5927EPUi9d4NnoKkmJjYNu6idL2Nk3rw2fhKgSduYgY3/f4sHGH+N+xV6qx1LlvV8R+/IwnwyaIiITYdx8QfOEqYt5mP6XMoWsHfNy+B59370f0y9fwnjgNyTGxsGneWGl760b18HbZKgSfvyTO/3HLTgSdvwSHrh0V2qnp6iDfvzPgPX4yEsKzb8TIKgHHL+D5n/Pgtz/9Z/VX8ytldBncBe9W78D79XsQ+fQVHvb9E0nRsXDo3Expe7t2jfBy5jIEHLuAmDfv4bt8K/yPnofrkK5iu6q2Fqyb1sSzMbMQfOkWol/54sXURYh+9RZOvdrmiMxbD51Ew2oVUL9Kebg42GJkz/bQ0tTEoTPKf1NNHtQDzWpVgYeLI5ztbDCmd2ckp6Tg1qP0I8uyO1beOrMBZev0gXvh6rC090L9zv8gMswfz++lf2/zFKoqogYo2sDUygUVGw2BppYuPr6RjJUWdh5o0muhaGdi4Qgnr7Ko2HAwXj08g+Qk5c6m3AgFSf+q5f8RNhL8xqipqQnFfuHChd+dI37mzBl8/PgRFy5cwJw5c4RiSIqwiYmJUHR79+6NXr16fXUeMiKQl/nu3bsoW7asUEyDgoLEttDQUFStWhVFixYVXmpStP38/NCyZUuFY1DahKamJi5fvoxly5YplY8U+3///RezZ8/GgwcPhDGhYcOGePFConCRN5yUV5KF/h8+fLjSY5CMPXr0kHnQHRwcMiVnVFQUhg4dKrafPn0aqqqqIq2DFHsiMjISlSpVwocPH3DgwAHcv38fI0eOlG0nyKhA6SCHDh0SCxks/v77b9l2MhBs2LBB9MHjx48xZMgQtG/f/ivDC6WX0H5Pnz5FoUKFlPYXGQ/ISJFZqLYEnZP6j64tLWQckadUqVLCmJATJCQm4tmbdyhdQM4Dp6qKUgU88OCFxIjzLWLj4pGYlAyjNEYAijio0Wccmg7/CzPW7EBoRFT2ZfT5gFL53RVlzO+Ohy/fZkHGJAWFq1AeZ1y4+0REF9CPg5tPX8LXLxBl5PoiXZkSEkRKgLwyTzIVKlIM3s+URyJ4P3vylfJfpFhJPE+n/U9BTR3aru6Ifngn9bOUFEQ/vAttd+XKc8zzJ2IfbTeJUUDD0hp6RUsi6u7NHBGJwmF1PTwRflvueCkpiLhzC/r5CyjdJ/LxQ7GP7hejgKaNLQxLl0XY9VSFPerxIxgUKwEtewexruOWB/oFCiH8hnKlPjPvTakCnmneG088fJEaGfLNZzIx+SsjAL03NXuPRbNh0/D36u3Zfm+khAW9R3R4ABw9y8k+oxBXa6fC+OhzN1PHSE5Ogvftw0iMi4aNc1GFbc9uHcTSMaWxYUZ9XDrwLxLiY7J8v/W9vBB2Xc7gl5KCsBs3YFCooPJ9NDSEIUtBxtg4GBQpnKVzZ1pGDXUYFMyH4Ityz0pKilg3Lqb8nCpamkiOU5QxKTYOxiVT+8+8RmWRVlBw2b+oeO8cSh/bAdu2zb5LTv38eRFyJY2cV67BsKjy7ytVTZIz/qu+NCqu6OBw/3Msgs5dQMgVReM78+ug98CoWH4EnpZLDUlJQeCZKzAuo/ieSlHV0kBy7Nf326RcMckx1dWhqq4unlV5kmLiYPqHpM33kJCQCO/Xb1GyUD6FsbNkobx49Px1po4RG09jJ32f6yEnCQt8j6jwADh7KY6Vti6F8fFN5sfKJzcPIyE+Gnauyu8BERcTCU1tfaiqceY5oxx+Mn5zSFGVenu/J0ecvMsLFiwQA6Wnpyf++ecfREdHY+zYsWL7mDFjhGJKyid5wKVQFECzZpIfFEuXLhUKNslBCvKiRYuE4k2GDClr1qwRijmFtHt4SBQh8l7T+TKCjAOjRo2SnZvSLM6ePSuiIhYvXiy84er0Q09fX/yvDPLekzFCV1dXoU1m5JReo/x28s5TSD5FUGzZskXk8FNYv9RTnyePYh43GQwo79/AQJL/RdEKZHCgGgAUvk3nP3XqlDBkEK6urqK/KfSfDBBSKFqiRo0a6fYVGT3CwsKEtz+zSI0tlFqQGejYZBhSBl0LLWnTSMhKr1TeiCgkJSfD1EgxL87U0AA+H/0zJc/CbQdgbmKooDBRyHSVkoVgZ2GG9/6BWLz9EAb+s0ykJ6gpMYRkhFRGMyNFDyWt+3zKnIwLdhwRXtnS+VINDSM7NMa0tbtQZ8g0qKmpQlVFBeO7NEcxr2/nOUaEh4lnyshYMRza2NgEH975Kr+OkGCxPW37X5mypGZoKPK7KYdfnqSwEGjaSpTptFAEgZqBIRyn/CumJaIflaEnDiF437YckUndyBgqaupIDFFMqUkICYa2o/IaFBRBoG5kBM8FSyWRSurqCNi/F583b5C1+bxlI9R0dZF//RYaEESNgo+rVyD41Iksy5jue2NE741fpo6xcOvX7w2l6FQpWVjy3vgFYsmOgxg0cynWTBma5fdGChkICF0DxTQwWo8OT43YUkbgR29sm9MaiYlxwjPWoPtimNmkjq2exevD0NQW+kaWCPjgjUsHZiPE/w0adF+UafkohYTuV3yaFKqE4GDoyEXdyRN67Rps27ZD+J27iH3/HkalSsK0ahWoZLOPvoWGqYlQnOIDJEZ4KfGBQdDL46J0n+DzV+DYoyNCrt8WdQZMy5eBZZ1qUFFVk7XRcbSHXYeW8F25AT4LV8KwSAF4ThmNlPgEfNp1IOtymnyRM1BRzoSgIOi5pSPnpSsi+iD05m3E+L6DSbnSsKhZVYwLUizr1YZB/ry43TRnPMlMzqBpLrnfcf6K9zvOLwh6nsq/xwJOXILLoM4IunhTRAmYVy0L68Y1yPMltidFRiHk6h24j+uLyGevEecXCLvW9WFSpgiiXir/bssKoRGRX8ZOQ4XPaf3tB0kNoW+xZNMuWJgao2TBnImmkxL5ZazUM/x6rIz6xlhJ49/GWa1FWgKNlU16LYa53FgpT3RkMK4cXYIi5VvhdyL5/7WC4C+CjQT/AUhhJk+4Mu95ZiEvvLwHmULuSfmVj1qgMHt/f0WFSKrQEqSkk/eaPNwEedNJkVdWRJC86lIjAYXOZ0R4eLiIcpDm10uhdTrH95IZOUmJnjhxooiqoDQEaYSAr6+v6CfyxJOhQWogUAalGUgNBISNjY2sP6lgIBll0ir/pFzTceX5VoRATIzEi0YpIJklq4UuKR2C5FUGRURMnqyYFzm6RzuM7ZkahpuTrDtwEieu3sXy8f2hpakh+5xqFkjJ42grlsZDpoq8bHml6Gew9tAZUdNgxejeCjJuO3kJj175Yu7gLrAxM8Yd7zeYuXEfLEwMUTr/t6MJ/l/RyVcIZk1aw2/1IsS8eAZNa1tYdu4Ds5C2CNqz5ZfIpF+4KGzadYTvvH8R9fQxtO3s4dB/EKw7dJYVJjSpXBWm1WvizbRJiPF5A9087nDoNwjxQYEIPq48ReRHQe/Nyat3sGzCAIVnkmoWpH1vmgyZkqX35unNAzi9/U/ZeuNey7MtJ6UZtB+1D3ExEXhx7ziObxqFFgM3yQwFhf5I/ZFrbusJPSML7F7UGaEBvjC2UG7QyQnezP4XbuPHoeiuncJzGvvhA/wPHIRlw9Q0r1+N98S/kfefSSh37oAY42PevsPH7fth2zo17J+MGuEPHuPVzAViPeLxM+h55hGGg+wYCbLDi2n/wHPaRJQ+vk/IGev7Hp9275elJ2hZW8F9/Ejc69wLyd9Rt4jJHTwZ+hcKLpuGyo+Oivsd/eod3q3fo5CecK/zSBRaOR3VfS8iOTER4Xef4OP2wzAqmh+/mg17j+Dk5RtYMnmEwtiZHR7fOIDjW1LHyuZ9sz9WUppBl7GSsdL77nEcXj8KbYdu+spQQBEEuxb3gpm1G/6o3/+75Gf+27CR4D9AxYoVRfg9efspr1weUvzTKoAUppwWDQ3FgY48Yco+kw+f/xYUgk/pB2TESAspyFIof/9Xkhk5aTsVRFy5cqXwolM/kHFAWmiRlOZvkVF/kgzE4cOHYWdnp9COag/I863+ImMOHTsr3mGpwYZqTKQ1SiiDihZSJIUy6Dmk1Ax54h+ln5NrbKAnPJRpi60Fh0fALI2XNC00G8K6g6exZExfUbQtI+wtzcW53vkFZtlIIJUxKEyxSCGtm39Dxg1HzmHd4bNYOrIn3B1Tozti4xOweNcxzB7YCRW+FGyi7d6+H7Hx6PlvGgkMDI3E+x2WpkghFS00NlFurKLP0xY1pHVKK/pV0MwEKUlJwnsvj5qRCRLTKcBo3rITwi+cRtgZSV2S+Hc+UNXShlXPQQjau/W7EwgpqiElKRHqafpRw8RUeJeVYdu1B4JOHEfQkYNiPfbNa6hqa8Np2Ch83rReyGTfux8+b92EkLOnZW00raxh07ZDlo0E6b43YREwM/7Ge3PoNNYfOIXFY/t9+72xkrw377Pw3lAtARvn1BD4xETJOBkdESQ8/lJo3cI+4+glNXVNGFtIZl+wciyAz74Pcff8BlRvrXz2AhsnyXlDA99m2kiQGBqKlMREaKYx8lKhPfKAp7eP9/ARUNHUhIaREeIDAuA0oD/iPnzEjyAhOEQoS5oWih5GTXMzxKfx4srv86D7IKhqaULDxBhxn/3FLAby9Qbi/AMQ9UKxvg7VO7CsWz17coZ8kdNcUU4NMzPEBQSmK+ejvkNE2oG6iTHi/fzhOmKwqE9AGBTIJ45XQi5SiLzXxiWLw659a5zPX1ISmcP8dOIDJfebZiCQR8vKDHGfA9Pd53bzfpLn0swYcR/94TV9OKLlavHQ/9eqdRB1KNQN9RH3OQBFN89F9JvM1evJCGMD/S9jp2JdC1o3M1ZeLFcKzYawcd9RLJg4TMyI8L1QjQBbJWNlVPjXYyXVJ/jWWGliKRkrrZ0K4JPPQ1HfoHa71LEyLjYSOxZ1h6aWHpr2Xgw1te8zcjD/bbgmwX8ESgU4ePAgrspNv0SQIvf582cFQwF5vXOKa9dS8w6p0CEVD8ybV6LwFCtWTOS5kwedQu/ll6wYBqioHinmVLNAHlrPly9roV6UbpCUlKTw2bfkpBoLNBPA+PHjUa1aNXF9aRVwqg1A/Zrdiv90HWQMoMiEtDJQ2kNWr5GOR6kQmYVSVmgfqvugzBBEKQzyUKHH9IwJdB10z+SX9FINCA11dTEVm3zRQZKBiqkVck9/yp/1B09j1d7jWDiyN/K5flsZ8AsKRVhktAj5zypCRmc73HzyUlHGJy9RMJ3p5oSMh89i1YHTWDSsO/K5KN5Hqk9AC6UYyKOmSsajlEwZndzyeODBvTsKMj28dweeXsq9LVRo8MH9O4qRNHdvwyOd9j+FpETEvn4B3YJyz5OKCnQLFEHsC+XPsKqW1lfGTypc+WXn7xaJFMbo594wLCYXtaOiAoNixRH5WPk0blRsCynJymX6co/JkJEq5xdoPc0zkBmk783NtO/NY28UdFce1k1sOHgKq/cex4JRmX1vQsR7Y5aF94byXEmxly5m1nmga2iBd8+vKnizPr+9D9s09QW+SUoykr78kFaG/wdJJBsVMMz0IRMTEfnsmUgZkKGiAqOSJRHxIOMp11Li44WBgELjTatW/e4pDtM9T0IiIh4+gWn50goyUgpB6J2MI+oo358MBJRSQcp/wImzsm1ht+5B11VxnNVzdUbs+0/ZljPy8VOYlFWUk1IIwu8+yFhO6ks/iZwWtaoh8JREzpCr13GjbjPcathKtoQ/eAS/A0fE/2wg+HXQlLNhdx6LlAEZKiowq1IWodfufvu5/Ci539ZNasLv4NdTNiZFxwgDgbqxISxqlsdnJW2yChU0pikMbz18qjB23nr4DAU80k/127T/KNbuOoS54wYjr1v6v02ygpa2vlDspQt5/WnseuutOFZ+fHMfti5ZGytT0oyVdByaJYEMA836LoW6hqID6neACxf+XNhI8B+hYMGCaNeunagrIA/NHkC58pTzT6HzlL9P1fFzCjoeVbknD3S/fv2E8ty1q6RCLa2T0kwV/ylXn85//PhxMYVeWkX9W1CBRPL0b9++XSjsVLyPlPJBgwZl6ThkCKCUAZrVQJo28C05yctK3vkVK1aItAAq8pjWU077Up0DmiWCjBevX78WUw2mNdqkB6UhULoIFSukQo4kw507d0RRSlrPKhRZkt7MB8qgyAOavYJqMFSoUAFHjhwR10BFIqlmQqNGjWRtKc2AjEE1a9ZETtGuTmXsO3sVhy7cwJsPnzFj7U7ExMWjQSXJD82JSzdh0TaJh5ZYd/AUlu06jIk928DGwhSBoeFiif5S6Ij+zt+yHw9f+OBjQBBuPPLGsDkr4WBljrKFUqvNZ4X2tSti7/nrOHjpFt589MOM9XuEjA0rSBSLicu3YuGOI6kyUvTAnuP4s1sL2JibfCWjvo42inu5Yv72Q7j19BU+BATjwMWbOHz5NqoUV14cLy0Nm7TAyeOHcObUMbzzfYvli+ciNjYW1WrUFtvn/zsdG9etlLWv37AZ7t6+gf17duD9O19s27wOr156o2791OroERHhePPqJd75SopGfvjgK9ZD5Axg9D999umTxNP31ue1WKd9s0PI4T0wqloHhhWrQ9POAVbdBwiFOuycJFffut8ImLdJnd4w8vY1GNeoB4NylaBhYQXdgsVg3qoTIm9f/0pRzy5+O7fDvH4DmNaqA21HJzgOGS4iA4KOHRbbnceMh2333rL2YVcuw6JhEzHtoaa1DQyKlxTRBaFXL8uUGPrfpn0nGJYpKyIIjMtXhGWLVgi9dCFbMratWwX7zl7BoQvXxXvz95odiIlNfW/+XLIRi7alhoyvP3ASy3YexsRebWFjYab8vdm8TxQ+lL43w/+VvjeZq1eS3vhSrFJHXD++FK8enhZ1Bo5vGgk9I0sx24GUXYs64d6FTbJ1KkL4/uVNUfiQ9qH1dy9vwKuEJKSfUgquHVsMP99Hog0d+/jGUbBzKylmUMgKHzdvgVXjxrCoV0/UIXAdMxpqOjpitgMiz+RJcOzXT9ZeP39+mFapAi07OxgUKYK8CxdCRUUVHzZsUJgCUdfDQyyElp2t+F/Tyipb/ei7YgNs2zSDTfOG0M3jAq8ZE4SMn7bvE9vzz/sLbqNTvxMNixaERZ1qou6AcaliKLppKeUX4O3S1JmKqBaBUbFCcO7fHTrODrBqXBd27Zrh/frs1/d4t2YjbFo1hXWTBtB1c4HHlPESOXdL5Mz7zzS4DhuYKmfhgjCvWQ3aDnYwKlEUhVcvEWkQvislaTpJUdGIevFSYUmKiUFCaKj4/2dML2hY2EsshK6Lvfhf2yE1IvJX8ytlfDNvLRy6tYRdh8bQ93JFgcWToK6nI1IIiMJrZ8JzWupvJuNShUQNAh0Xe5j8URylDq8S9/vV7FWyNuY1ysOiZgXoONuLqRDLnNqASO/XeL9OcszvpU39Gjhw+gIOn7sMn/cf8c/KTYiNi0P9KpK01skLV2PJZsl00QRFD6zYth/j+naGjYU5gkLCxBIdE4uchMbKElU74sqRpXhx/7SoM3B4/UgRVeBRJHWs3DavE26fSx0rz+/7F+9eSMZK2ofWfV/cQL5SDWQGgu0LuopihnU6/CXWI8MCxEKFDhlGGZxu8B+CCtqREi0Peb2XLFkiiuJNnTpVFOAjZZQU3pyKYKCFFHbyelNlf5rKkJB6/6ngICmUVMyOQvZr166ttIJ+RgwcOFAU46Pq+5THT15vOhcVPcwKdO2dOnUS+1Pu/ps3b4ThICM5adCmKQVJBkoxoMKOZIwhA4y89/7EiRNCvrp164qoCjoHGVEyC90fivygnH5S0GlGAYpykBaPzArdunUTtQuoz6hgY2agGQto9gYyCtAMEGREoXQLmuKSCkRKoekQHR0dhTEhp6hZthhCIiKxbNcRBIWFw8PJHgtH9YbZl8JCn4NCFDzuu09dRkJiEkbNV5yWs0fT2ujVrA5UVVXwwvcjDl28gYioGFiYGKFMQU/0blEXmhrZG/Zqli6CkPAoLNtzHEFhEfBwtMXC4d1lKRGfg0Ohopoq464zV4WMIxdtVDhOz8Y10KuJxMAyvU87LNp5FOOXbUF4VDSszU3Qt3ltNJf3ymRA+YpVER4Whm2b1iEkJBgurm6YOGWmLN0gIMBfKC5SvPIVwJAR47Fl4xpsWr8KNnZ2GD1+KpycUz3PN69dwcJ5qak3/86cKv7StIit20nSmY4fPYDtW1KNV+NGSRSTAYNHoeoXA0VWiLh6HmqGRjBv2RFqxiaI83mN9zPGIelLMUMNMwsFb6Gk7kAKzFt1hrqpGZLCw4ThIHCbRKnICSglgFIgbDt3F2HnMa9e4MWoYUj8EkWkaWklprSU8mmjJKXAtltPaJpbiFQJMgp8XJU61r5bMFcYDhwHDRcF3hICAxF4cD8+bfh6etnMvjeh4ZFYTu9NqOS9WTC6j8J7I/9Myt6beWsUjkPvTc/mdcV789L3Iw7LvTelC3qhd0t6b74vLLVE9R5i1oFT2yYiLiYctq7F0bTPKgVvVljgO8REpkZpRUcGiRoENFWipo6BqDnQtM9qOHlJfsirqWvA1/sq7p7bIH78GpjYIE+Rmihds2+W5Qs6eVKE5Dv27iVC46OeP8eTAQNl6SVaVOxW7n5TNItjn97QtrMTCmvI5ct4MXEikr6kjhH6+fKiwPLUHGOXL8Zl/4OH8DJN3ZbM4HfwODTMTOE6vB+0LMwR8eQZ7nboLSsSqG1no/BMkoxuIwYII0FSdLSY/vDRoLFIDE9NUQm//xgPug9GnjGD4TK4twjx9570Dz7vlRjDsoP/keOi0KLLoL7QtDBH5FNvPOjWFwlBX/rS1lp4OVPl1ITrkH7QdrAXBgGaCvHJiHFIlJsi+FdiVLwAyp5OHcfzzZZ8J7/bsAcPuo3B/7uMn3YehaaFKTz+HAgtawuE33+KG/W7y9JgdBzouZS/31rwmDwYuq4OSIqMhv+x86IGQaJc6pSGkYEwLGjbWyMhOBSf956A94S5IuonJ6j+RymEhEdi1fb9Yux0d3YQEQKmX9IN/AKDFH5z7DlxTswoM/bfpQrH6daiAbq3THWi5ASla0rGyuNbJiI2Ohz2bsXRcoDiWBkSoDhWRkUE4dC6UYgK94eWtgEs7DzRcsBquOSVjJV+7x7jk48k4mjFRMXaV72nnYaRmT1+B/5fPfq/CpWUrFYsYxjmt6BFixbCyEA1AnKSMmXKCINJ27aZrzIdcUuSO57bUckgjDm34Gue+aktfxVq41K9/rmZSH/FGhO5EffZE5Hb2RJYC78DhcbJpRPkUqI/56xn8kegpvN7BKFG++T+vmRyjrK3UyMRciv7AnPOufKj6FoVuZa/tv26qIdxrVNnW/l/4fcY6RmGyTKzZs1SOmPD90DRBU2bNhXpFQzDMAzDMAzzM0hOSflly/8jnG7AMP9RKI1iwIABOXpMSiUZOXJkjh6TYRiGYRiGYZjcA0cSMAzDMAzDMAzDMAwj4EgChmEYhmEYhmEYJteSQ5MXMZmEIwkYhmEYhmEYhmEYhhFwJAHDMAzDMAzDMAyTa+EJ+X4uHEnAMAzDMAzDMAzDMIyAjQQMwzAMwzAMwzAMwwg43YBhGIZhGIZhGIbJtSRz4cKfCkcSMAzDMAzDMAzDMAwj4EgChmEYhmEYhmEYJtfChQt/LhxJwDAMwzAMwzAMwzCMgI0EDMMwDMMwDMMwTK4lOeXXLT+K4OBgtGvXDoaGhjA2Nka3bt0QGRmZ4T6VK1eGioqKwtK7d2+FNr6+vqhXrx50dXVhaWmJESNGIDExMUuycboBwzAMwzAMwzAMw/xE2rVrh0+fPuHkyZNISEhAly5d0LNnT2zZsiXD/Xr06IEpU6bI1skYICUpKUkYCKytrXHlyhVx/I4dO0JDQwPTp0/PtGxsJGAY5seT8puUpFVRQW4n+TcIAEuJTcDvgIrqb3C/VTWQ21HnXxI5hqp67n8mk2J+k/Gc+b9CKyroV4vAMFni6dOnOHbsGG7evIkSJUqIzxYuXIi6deti9uzZsLW1TXdfMgqQEUAZJ06cwJMnT3Dq1ClYWVmhSJEimDp1KkaNGoVJkyZBU1MzU/Ll/l+bDMMwDMMwDMMwzP8tKckpv2yJi4tDeHi4wkKffQ9Xr14VKQZSAwFRvXp1qKqq4vr16xnuu3nzZpibm6NAgQIYM2YMoqOjFY5bsGBBYSCQUqtWLSHz48ePMy0fGwkYhmEYhmEYhmEYRgkzZsyAkZGRwkKffQ+fP38W9QLkUVdXh6mpqdiWHm3btsWmTZtw9uxZYSDYuHEj2rdvr3BceQMBIV3P6Lhp4SBBhmEYhmEYhmEYJtfyK2dAHDNmDIYOHarwmZaWltK2o0ePxsyZM7+ZapBdqGaBFIoYsLGxQbVq1fDq1Su4ubkhp2AjAcMwDMMwDMMwDMMoQUtLK12jQFqGDRuGzp07Z9jG1dVV1BTw9/dX+JxmIKAZD9KrN6CM0qVLi78vX74URgLa98aNGwpt/Pz8xN+sHJeNBAzDMAzDMAzDMAzznVhYWIjlW5QtWxahoaG4ffs2ihcvLj47c+YMkpOTZYp/Zrh37574SxEF0uP+9ddfwgAhTWeg2RNomsV8+fJl+rhck4BhGIZhGIZhGIbJtSQnp/yy5UeQN29e1K5dW0xnSJ7/y5cvo3///mjdurVsZoMPHz7Ay8tLFhlAKQU0UwEZFnx8fHDgwAExvWHFihVRqFAh0aZmzZrCGNChQwfcv38fx48fx/jx49GvX79MR0MQbCRgGIZhGIZhGIZhmJ/I5s2bhRGAagrQ1Ifly5fHihUrZNsTEhLg7e0tm72Api+kqQ3JEED7UWpDs2bNcPDgQdk+ampqOHTokPhLUQVU1JAMCVOmTMmSbJxuwDAMwzAMwzAMw+RaUn5l5cIfBM1ksGXLlnS3Ozs7K1y3g4MDzp8//83jOjk54ciRI98lG0cSMAzDMAzDMAzDMAwj4EgChmEYhmEYhmEYJteSkvyrJfj/giMJGIZhGIZhGIZhGIYRsJGAYRiGYRiGYRiGYRgBpxswDMMwDMMwDMMwuZbk/2DhwtwMRxIwDMMwDMMwDMMwDCNgIwHzFT4+PlBRUcG9e/eQW3j27BnKlCkDbW1tFClSBLmBypUrY/DgwciNxMfHI0+ePLhy5UqOHpfuwe7du3P0mAzDMAzDMAyTETQV4K9a/h/hdINcSOfOnbF+/XrMmDEDo0ePln3efXz1AAEAAElEQVS+b98+NGnS5P/yYf3zzz+hp6cHb29v6OvrK20TEBCAiRMn4vDhw/Dz84OJiQkKFy4sPvvjjz9EGzJ+7N27F40bN/7JV5D5ex8aGiru9fewbNkyuLi4oFy5crLPaF7VyZMnC+NPbGws7OzsxPaVK1eiZ8+e4pnLaL5VMh6NHz8eQ4YMEc+hqmrO2hh3nLyEjYfPICgsAu6OthjRsSkKuDkpbbv37FUcvngTr95/Fut5XezRt2W9r9q/+eCHBdsO4s6zV0hKToarrRX+GdQF1uYm2ZPx1GVsOHJOIqODDUZ2aIICbo5K2+45ew2HL99OldHZHv1a1FFoHx0bh4U7DuPc7ccIi4yCrYUpWtcsj+ZVU+9bWuj937ZpDU4dP4ToqEh45i2Inv2GwtbOPkPZjx7ai/27tyE0JBjOLm7o1nsQ3D3zyrbHx8dh/aoluHThDBITElC4WEn07DsExiamYntEeBjmzZqGtz6vEBEeDiNjY5QsUx7tOvWArq6eaPP08QNsXLscH55/RHxKCiw01FHTWA8NTL9+Z03rNoJZ41ZQNzFFrM8rfF6xEDEvnqUrv2mDZjCt0xAa5pZIighD+JUL8NuwEikJCWK7Se2GMK3TABqW1mI9ztcHAds3IvLODWQX80ZNYdWyDTRMTRHz6hXeLZyLaO+n6ba3aNoCFg2bQNPSColhoQi5cA4fVy1HSkK8rI2GuTnsevSBYakyUNXSRtyH93g7azqin3tnS8adx89h88GTCAoLh7ujPYZ1aYX8eZyVtt13+hKOXLiG1+8/inUvF0f0ad1Y1j4xMQnLth/AlXuP8ME/EPq6OihZwAv92jSGhakxvgd6bi8fWoAHl3ciLiYctq7FULPNJJhYKpeVuHthC+5d2Irw4A9i3czGHeXq9oVr/kqyNse3TMTbZ1cQFeYPDS1d2LkWRcXGw2Fm7ZZlGa1btIBth/bQNDND1IsXeDNrFiIfP1HaVkVNDXZdusCyfj1oWlgg5u1bvF24CKFXr8raGBYtCtsOHaCf10u0eTZsOIIzMb91Rth1aAXHXp2haWGOyKfP8fzPGYi4/0i5jOrqcOrbDTbNGkLT2hLRr33w6u95CD5/WdbGZXAfscgT9eoNrldr9F1y2ndqDafeUjm94T1hBsLvpS+nc//usGneEFpf5Hw5fS6CzqXKSdC2PGOHwKxKeajpaCPG5x0eDx2PiAfK71FOYVq+BFyHdYNRsQLQtrXErWZ94XfgNH4GTn3awnVoN2hZWyD8wTM8HjwVYTcfptuPbqN6wb5DY2jbWSHq+Rs8GzMbAScuytqo6evBc/IgWDWqDi1LM4Tfe4LHQ6cj7JbyY/5X+pHYfuoKNhy9IL6/PRxtMLJ9IxRwdVDads+56zh05Q5evfcT63md7dC/eW2F9nScBTuO4urj54iMjkVRDxeMat8Ijtbm3z1WXjq0APcvScZKOxor206CaUZj5fktuHtxK8KCJGOl+Zex0q2AZKyMiQrFpUML4fPkEsJDPkFH3xQehaujQsNB0NIx+C55mf8uHEmQSyGP+cyZMxESEoL/CuTdzi6vXr1C+fLlhbJqZmamtE2zZs1w9+5doew+f/4cBw4cEN7+oKAg/D9BXzCLFi1Ct27dZJ89efIEtWvXRokSJXDhwgU8fPgQCxcuhKamJpKSkjB//nx8+vRJthBr166Vrd+8eVN8VqdOHURERODo0aM5KvOJa3cxd/M+9GhSC5umDYOHoy0GzFyO4LAIpe1vP32JWmWLYdm4flg7aRCsTE3Qf+Yy+AeHytq89wtE96kL4GxrieXj+mHb9BHo1rgmNDWyZxs9ce0e5mw5gJ6Na2DzlMFCxv6zViI4PB0Zn71CrTJFsHxMb6ydOABWZkboN2sF/IPDZG3oeFceeGNq7zbY9fdItK1VEf9s2Ifzdx6nK8e+XVtx5OAe9Oo3DDPmLBNjxdQJw4WSnx6XL5zBupWL0bJtJ8xasBJOLm5in7DQ1PFl7cpFuHXjCoaPmYwpf89HSHAg/vlrgmy7iooqSpb5A6MnTsfClZvQf8gYPLh3G8sX/Stro6WtjTr1m2CakwUWuFihuZkBtgSE40RolII8huUrw6prHwRs34DXQ3sh9s0rOE2aCTUj5YqoUcWqsOrYAwHb1uNl/874sHC2OIZlh+6yNglBAfDbsAqvh/bG62F9EPXwLhzGToWWQ/o/rDLCpHJV2Pfuj08b1uJZ726IefUSeWbOgbqxchlNqtaAXY/eov2TLu3wdvbfMKlcDbbde8raqOkbwGP+UqQkJuLl6OF40rU93i9bhMQI5c/Qtzh55Rbmb9yNbs3rYf2MscjjZI9BMxYgOCxcafs7T56j5h8lsWTCEKyaMhKWZqYYOH2B7L2JjY+Ht48vujatiw0zxuDvoT3h+9EPw2cvxfdy4+RK3Dm3ETXaTEK7ETugqaWDnQu7ITEh/efWwNgalRoPR8fRe9Bh1G44eZTB3mX9EPjxhayNtWN+1OkwA10nHkGL/qvF+EfHTU5OypJ8ZjVqwHnIYLxfuQr323dA1PMXyLdwITRMlBsUHfv2gVXTJng9axbutmyFz7v3wHPWP9Dz9JC1UdXRQdSL53g98x/kBJb1a8F9/Aj4zF+Gm/VaIfKJN4psWAYNM4khLy2uw/vDrm1zYUi4Xr0xPm7eiYLL50I/v5dCu0jvl7hUsopsudO803fJadWgFjwmjsDructwo05LRDx5jqKblqcrp9vIAbBr3xzeE2fgWtXGeL9xBwqtmgcDOTnVjQxRYu8GpCQk4l6HPrhapTGeT5mFxHSe9ZxETU8X4Q+88WjgZPxMbFrUQd5ZY/Bi2mJcKtUEEQ+eofTh1dC0UN6PnlMGw6lHK2FIOF+oLt6u2IbiuxbBsEiqMbjQ8mkwr1YO9zuPxIWiDRBw8jJKH1sLLVvL/2w/Esev38ecbYfQs3E1bJk8UBj5+81ejeDwSKXtbz97jdqli2DFqJ5YN74vrEyN0HfWKviHSL6/aZwZumAD3gcEY+7ATtgyeRBszI3Re9ZKxMRl/7cucf3EStw+uxG12k5Ch5E7oKGlgx0LvjFWmkjGyk5j9qDT6N1w8iyDPcv6IeDLWBkZ6i+WKs1GoeuEQ6jXcQZeP7mIIxvHfZeszH8bNhLkUqpXrw5ra2sRTZAekyZN+ir0ft68eXB2dlbwTJPXfPr06bCysoKxsTGmTJmCxMREjBgxAqamprC3txcKobIQf/I0kxJSoEAB4YmW59GjR0JpJM8+HbtDhw4IDAyUbScFvX///iIk39zcHLVq1VJ6HcnJyUImkkNLS0tc07Fjx2Tbyft/+/Zt0Yb+p+tOC3nfL168KAwrVapUEcaEUqVKYcyYMWjYsKFoI+0X8oLTcaTr0j6Sh2Qm+aVERUWhY8eO4lptbGzw77+pipGUuLg4DB8+XHjoKeqhdOnSOHfunGz7unXrRP8fP34cefPmFccixV2qlNN1kYFj//79Qj5aaH8yrlA/0nnpXtC1ZfRcUF+RUaVevXqyz06cOCGep3/++UfcSzc3N3FuiiLQ0dGBkZGR2C5dCJJVum5hYSE+U1NTQ926dbFt2zbkJJuPnkPjKmXRsFJpuNpZY0yXFtDW0sSB89eVtp/WtwNa1CgPTyc7ONtaYXyPVkhJTsGNx6nKw+KdR1CucF4MatMQXs72sLcyR6XiBWBqlD2r+aZj59Gkcmk0rFhKyDi2czNoa2lg/3mJASUtf/Vph5bV/xAyuthaYkK3lhIZn6TK+OCFD+qXL4ESefOIKIKmVcrA3dEGj1/7Kj0m/TA5tH8nmrfqgFJly4uIgAHDxiIkOAg3rl5KV/aDe3egeu36qFqjLhwcndGr/zCh0J8+cURsj4qKxJkTR9C5ez8ULFwMbu6e6Dd4NLyfPsLzZxKDhb6BAWrXa4w87l6wtLRGoSLFUbteIxE9IMXVzQMVKleHo5YGLDXVUclIF0X0tPA0WvHHjVmjFgg5cQShp48h7t1bfFo6F8lxcTCpXkep/DpeBRD99BHCLpxBgr8fou7dEv/ruKcqEZE3ryLy9nXEf/qA+I/v4b9pDZJjY6AjFy2RFSybt0bgkYMIPn4EsW994DtvFpLjYmFWu77S9nr5CyDy0UOEnDmJeL/PiLh9EyFnT0HPM5+sjVXrdkgI8MfbWTNEREL850+iXfwniWc/q2w9fBqNqv6BBpXLwdXeBqO7t4G2piYOnkv1ZsszZUBXNK9ZCR7ODnC2s8a4Xu1FIahbjyQRHBQ5sHDcIFQvWxxOttYo6O6K4V1b4dlrX3wODEZ2oef29pkNKFO7D9wLV4elvRfqdvoHkWH+eHH/VLr75SlUFa4FKoloA1MrF1RoNASaWrr4+CY1Fa5w+VZwcC8JIzN7WDnmR/kGgxER8knmUcsstu3awm/fPvgfPIiYN2/wesYMJMXGwvLL90daLOrWxYe16xB6+QriPnyA3+7dCL1yBbbt2sva0Pq7pcsQLPc98D04dO+Ij9t249PO/Yh++Rre46YiOSYGti2VR8ZZN6kPn8WrEHTuEmLffcCHTTsQdPYSHLt3VGiXkpSI+IAg2ZIQkmpszQ6OPTviw9bd+LRjH6JevMaz0VOQFBsD29ZNlLa3aVofPgtXIejMRcT4vseHjTvE/469Uo0Vzn27IvbjZzwZNkFEJND1BF+4ipi37/GjCTh+Ac//nAe//ek/qz8Cl8Fd8G71DrxfvweRT1/hYd8/kRQdC4fOzZS2t2vXCC9nLkPAsQuIefMevsu3wv/oebgO6Sq2q2prwbppTTwbMwvBl24h+pUvXkxdhOhXb+HUq+1/th+JzccvokmlUmhUoSRc7awwrlMTaGtqYP+FdL6/e7dBy2pl4elkK76/J3ZtLsaxG09eiu2+foF4+MoXYzs1Rn5XBzjbWGBsxyaIi0/AsWvZT9Wlc9w6swFl66SOlfU7S8bK5/cyHispasD0y1hZMc1YaWHngSa9Fop2JhaOcPIqi4oNB+PVwzNITkrE70JycsovW/4fYSNBLoWUMVLsydv7/v33fQmeOXMGHz9+FB7kOXPmiND9+vXri3D869evo3fv3ujVq9dX5yEjwrBhw4R3vmzZsmjQoIHMK09KedWqVVG0aFHcunVLKPUU4t+yZUuFY5DSS97qy5cvixB4ZZAXm5Tu2bNn48GDB8KYQIr9ixcSZYqU6Pz58wtZ6H9SxNNCCjctFKZPyroypN5wqYdcup4ZqC/ISEIKPCncpLzfuXNHoQ0p8levXhUKNF1HixYthCIuvQ4iOjpaXOfGjRvF/fD19ZVdD/2l/pMaDmghI82CBQtEVMSOHTtEusXmzZsVDEFpIWOJh4cHDAxSlWFS9Ol4dM7vhYwvdI6cIiExEc/evEfp/HIeOFVVlMrvjgcv32bqGLFx8UhMSoaRvq7M8HT53hM4WVuKCIMafSeg059zcS6bIZVCRp8PKJVWxnzueJglGZNgqCeRkSjk7owLdx+L6AL6cXDzyUv4fg5EmQKp55HnQ0CwSBcgBV2Knp6+SBvw/qLMfyV7QgJevXyusA/JTutSA8Drl8+F4VC+jb2DE8wtrOD9VPlxg4MCcf3KReQvkH6NkNex8fCOiUc+XS2FkFgdNw9E3b+d2jAlRazryCnU8sQ8eyT2kRoFNKxsYFC8tDAKKEVVFYYVqkBVWxsx3lkPRSYZdT08EHHnloKMtK6XL7/SfaIeP4Kuhyd0vxglNG1sYVSqDMJupCrsRuX+QJT3M7hMnIqCuw7Ca9kamNVtgOy/N74oVdBL4b6WLOiFh89fZ/qZTEqkZ1KSLqKMyOgYYbAkA0J2CQt6j6jwADh5pabRUIirjXNhfHx9N1PHoMiAp7cOIyE+GrauRZW2iY+LxqNre4TBwNBEYuzM7P3W9/JC2HW51JSUFITduAGDQgWV76OhgeQ00TvJsXEwKFIYPwIVDXUYFMiL4MvXFGQMvnwdhsWUn1NVUxPJabyaybGxMCqp2H+6zk744/oplL1wBPnmzYCWrfX3yVkwH4IvppHz4jUYpyOnihbJqdiXSbFxMJaT07xGZZFWUHDZv6h47xxKH9sB27bKleX/AvR8GRXLj8DTcnWFUlIQeOYKjMsof/5VtTSQHJv2fsfBpFwxyTHV1aGqri76Vp6kmDiY/iFp81+ExsqnPh9QOp+7wlhZOn8ePHil3CCflti4BIXv7/gEiWKtqaGhcEyKVLz33CfbsoYFSsZK5zRjpa1LYXx8k/mx8slNyVhJ6VfpERcTCU1tfaiqceY5oxx+MnIx5PEmrzop9atXr872cShagBRNGsA8PT2FN5mU1bFjx4rt5G3/+++/cenSJbRu3VpB6aUQfmLp0qXCEEByjBw5UoSzk4GADBlS1qxZAwcHBxHqT0oq4e7uLs6XEaQ0jxo1SnZuigY4e/asiIpYvHixUHDV6Uecvr7My50W2k6e+h49eghjRLFixVCpUiVxzEKFCok2Um+41EOeWSIjI8V1b9q0CdWqVZMZPyjyQQop+2R8oL+2trYypZ/6jD6X9hMpbCQfefKlfUwREgRdH3n1ycghLx8dk/qR0i3oxzpFEmTE27dvZTJIIYMFRTBQn9CxqQAhXQtFRxgaGiIr0LHfvXsnFHFldQlI/rSGmvj4BGhppn6ZyhMaESXqBaT18NO6zyf/TMm0cNshmJsYypR4CiGkfP91h06jT/M6GNC6Aa7ef4oR89di2di+KJ43TxauOFVGM0PF3HqzLMi4YPthmJsYoXT+1B8qVNNg2pqdqDN4KtTUVKGqooLxXVugmJfyfGrKgSSkdQKkGBmbCOOBMqiWAP1oMDY2+WqfD+8kP5BCQ4Kgrq4BPX3Fe2Bs8vVx58ycjJvXLyM+Lg4lSpVDn0Ejvjpn95efEJ6UDDK+tzQ3QA3jVCVUzdBI5HMnyqU6ELSua6+8vgNFDdB+zjPmS6Js1NURfPQAAndtUWin5eQCl5mLJMpRTAzezfhTRCpkFXUjklEdiWmunda1HZS/fxRBQPt5zF8ikzHgwF74bdmYKp+NLSwaNob/ru34vGWDMCg49B+MlMQEBJ9IjZ7KDKHhkV/eG8X3l9bffpDk0X6LxVv2imeSDAvKIK/Yoi17UbNcie8yEkSFBYi/eoaKqWK0HhWeGn2mjIAP3tg8u7UItSXPWOOei2Fuo/j+3j2/Gef3zUZCXLTworUYuBZq6pqZlo9SSOh+xQcr3u+E4GDopGOQDb12DbZt2yH8zl3Evn8Po1IlYVq1ClRyuFaLFEp7IAUvPlAxfY48/7puLkr3CbpwBQ7dOyD0xm3EvH0Hkz9Kw6J2NaioqsnahN17iCfDx4s6AFqWFnAZ1BvFd6zD9VpNkRQVnXU5Tb/IGZBGzsAg6OVRLmfw+Stw7NERIddvizoDpuXLwLKOopw6jvaw69ASvis3wGfhShgWKQDPKaOREp+AT7sO4L+GprmkH+P8Ffsxzi8Iep6uSvcJOHEJLoM6I+jiTRElYF61LKwb1yCvk9ieFBmFkKt34D6uLyKfvUacXyDsWteHSZkiiHqZOWX5dyQ0IvrLWKn4/W1qSN/fkrHpWyzYeQQWxoYonU8y9jjbWMLazBiLdh7FuM5NoaOlic3HL8EvOAwB35ECExmufKzUNcjcWLlxVupY2aTX12OllOjIYFw5ugRFyrfC78T/YUm2XwpHEuRySGEmhfTp0/SLZX0L8sLLK3OUGlCwYEGFqAXK8/f3V1R2KHpAXgmnfHapHPfv3xeKvNSDT4uXl+SHJoW6SylePNUzqYzw8HAR5SAtLCiF1rN6zWTQoGOR15288eTtJ2MBGQ++B7oeCvmn9AF5wwsZXKRQjj/l9pNxRL5PKPpAvj90dXVlBgKCUgjS9ntaKB2Cig3S+QYOHCgiGTIiJiZGpCXIQ/eYjBUULUJGG0qJIMMFPRvSdIfMQoYMMhCkF7FBqRCUviC//LtuB34U6w6cEjUNZg/uKjNESIt7VipWAO3qVBYh/50bVkf5IvmwW94z85NYe/AMTly/h38HdlIwlmw7eQmPXvli7pAu2Dx5MIa0aYCZG/bi+qPnYvuRK3dQvsdY2UKejF9Nlx79MWv+SoyeMB2fP38UtQ7S8pejBWY5WaKXtTEOBUfiYnjWlQ15dAsUhnnzdvi0fD5eDe0F3xkToV+iNCxapoZ2E/Ef3uH14B54PaIvgo8dgN2gUdBKR6nPafQLF4V12w54t+BfPO3dFa8mjoVR6XKwbi+X362iiugXz/Fx9QrEvHyBoMMHEHj4AMwb/PxCquv3Hxc1DWYO66XUgEdFDMfNXwmkACO7tcnSsZ/cOIB5Q4rKlu8JZyWlv9OYfWg/cgeKVGiDIxtGIfCTJORXSr5SDdFpzF60HrJJpCYcXDU4w/zdnODN7H8R884XRXftRNmrV+A6ciT8DxxESnIycgsvJs9EjI8vypzej8ovbsNj8liRqpCSkipj8LlLCDhyElHPXiD4whXc79IP6oYGsKynPD3wR+A98W9Ev/FFuXMHUPXNHXhOG4OP2xXlJONLxKOneDVzASIeP8OHzbvwYctuYThgJDwZ+heiXr5F5UdHUSf6EfLPn4h36/eQa1nW5l7nkZTDieq+F1En6iGc+3fAx+2HFdowiqw9dFbUNJg9sKNsrNRQV8PsAR3w9nMgKvebjHI9J+Dm01f4o5CnMPZnlsc3DmDO4KKy5XvHyi5j96HjyB0oWrENDq//eqyURhDsWtxLFHf9o37/bJ+P+e/DkQS5nIoVK4rwe/L2k7IoDyn+aWc6IE91WjTkwqEI8nIp+4wUv6x41yn9gIwYaSHFVwrl5v9MSDmuUaOGWCZMmIDu3buLSIy0fZedfvxWf5AiTvUA6K888rMxKOv3b81WQYaON2/eiGKBp06dEikJVLNi165dSttT/QcyWiiDjANUO4KWqVOnCqMGRTbQrAeZJTg4WNxXMhYog57VoUOHKnwW//BsusczNtCDmqrqV0UKad0sjZc0LRsPnxXRAktG9xEzIigcU00VLnZWCu1p/Z535kKxlckYlKbIEXn2zb8hI82GsO7wGSwd2UtBxtj4BCzeeRSzB3VChSKSMHva7u37ERuPnkfpAh6oVDQfCrql9qU0xJG8+yamqZ4GKkDo7KrcY2BgaARVVTWEpvHc0z7SiARjEzMkJiYgKjJCIZogNCS1jRQ6Ly2UjkB1CsaPHIAWbTopyGOlKflqcdLWQGhiErYHRqCCoSRMMyk8DClJSVBPE9lA62k991Is23ZB2LmTCD0pqaEQ9/aNmBnAtt9QBOzcLHMvUEHA+M+S/P7YVy+g4+4J0/pNRc2DrJAYRjImipkXFGQ0MUVCsPJCqLZduiP45HEEHTkkOf+b16ICu+OQkfi8eYOQkfal+gbyxPq+hXHF1PonmcXYUP/Le6PotaJ1U+OMn8lNB09iw/7jWDRuENyd7JUaCMbOX4lPAcFYMmFwlqMIKO+VUgmkJCVKQqCjwoOgb5RaII3WKec2IygiwMRSYuixdiyAT28f4vbZDajVVhKBJQ3HpYUMBBSWu3B4Kby4dxJ5SyqvH/HV9YaGimdH01TxftOsFgnpFL6lfbyHj4CKpiY0jIwQHxAApwH9Efche/UlvkVCSAiSSUZzRQ+jpoUZ4gOUexgTgkPwsOdgqGppimiJeD9/uI0eLPL+0yMxPALRb95Cx9khe3IGf5HTIo2c5maIT+MVl9/nQfdBQk4NE2PEffYXsxjI1xuI8w9A1ItUgztB9Q4s61bHf5H4QEk/0gwE8mhZmSHuc2C6+9xu3k/Sj2bGiPvoD6/pwxH9+p2sDf1/rVoHqOnqQN1QH3GfA1B081xEv0lt81/D2ED3y1ip+P1NRYcpGjAjNhw9j7WHz2HZyB7wcEj9bUvkc7bHtqmDEREdI8ZME0N9dJyySMxklJWx0lZurExMZ6yMjsjiWOlUAJ98Hor6BrXbpY6VcbGR2LGoOzS19NC092KoqSmP8MytUF0n5ufBkQS/AZQKcPDgQZHvLg+Fz3/+/FlBySSPc05x7VpqTiHlK5MCTAX3pIrr48ePRW58njx5FJasGAYo1J3C16lmgTy0ni+f8vzkrEDHoKKD8ko6efzT9mNab7p8P5Lnn/aj+g1SaNYJSquQQqkXdFyKCkjbH1lJbZDONqCsn1q1aiUKDW7fvh27d+8WyroySBYqOvkt4wPVpCCDjnz/ZAYqWEnnSA8qPknyyi/ppRoQGurq8HKxx43Hqf1JBqubj1+gUJ70vcDrD53Gqn0nsHBkL+RzdfzqmPldHfE2TSqA76cA2JgrrwydEUJGZzshk4KMT16iYEYyHj6LVftPYdHwHsiXZqoligqgJa3XgX7MUDE5Qk9HGw5W5rKFCi6R0v7wfmo9jOjoKLzwfgpPL+W58vTsuuXxwMN7txVkf3DvDjy+7OOax0NECz2QO+6H974IDPCDZ17lxxXH+SJngtwUf2mhFglyX+ykjMW8eg69QnI5sCoqYj29+gFkEEjr6ZJ5bDPy2qioitzerEIyRj9/DoOicpFQKipiPerJ43RlTPvOpSQpyhj16CG0HRSfVS17B1HoMKtI3htH3HzkrfhMPvJGQQ/l4cjExgMnsGbPEcwb0x95lUwxKjUQvPvkj0XjB8HIQPmUsxlBea70Y1W6mNnkgZ6hBXy9ryp4sz753E+3vkC6pCTLjA5KN6dIIokyavPVPomJiHz2TKQMyFBRgVHJkoh4kHEdk5T4eGEgoBQa06pVv3uKw3TPk5AoPOkm5UoryEjr4XfuZ7gv1SUgAwGlVFjUro7Ak+kXUiTlUcfJAfH+gdmX8+ETmJZXlJNSCEIzIScZCEhOUv4DTqQal8Nu3YOuq2Lqh56rM2LfZy0S7neBpnYNu/NYpAzIUFGBWZWyCL1299v9+FHSj9ZNasLv4NfTDCZFxwgDgbqxISxqlsdnJW3+K9BYSVMYSosOSsdKWi+UzhTGxLoj57DqwGksGtYV+VzSV/wNdHWEgYDqCT158x6Vi2X+t6tWmrHS/MtY+TbNWPnxzX3YumRtrKRIHPlxkI5DsySQYaBZ36VQ10itFcQwyuBIgt8ASg1o166dqCsgD1XfDwgIEOHjzZs3F/nv5G3Oao55elA9AMqFJ8PA3LlzhWLctaukSm6/fv2EwtqmTRtRo4DC71++fCmK9q1ateorb/q3igKSt5+UcarBQGHxpKRTgb7MQgUVKe+e5KMaBFS0jwoqUt80apQ63zMZNU6fPi3SGUiZJUWZCjDOmjULGzZsECkWVHtAXhGmSACaTpDkpLQMS0tLjBs3TiGFgzzydI8ox5+KMNK+dG/oXCSP/EwDGUHyUe0AKlBI56JQfSpeSco8HZPOuXPnTmF4oNoKyqDZHSiygYw4NJMBsXz5ctGnVOeC+jk2NlZcL7Wh42cFKlpYs2ZN5CSUEjBp+Rbkc3FAfjcnbDl2Xkwj1KCS5IfmxGWbYWlihP6tJJ7BdQdPY/nuo2KWA1L6A0Ml3lRdbS2xEB3qVsGYRRtEfj/NHnDlwTNcvPtYTIeYHdrXroQ/V25DXhd7FHB1xJYTF4WMDStKFIuJy7fCwsQIA1rWlch46AyW7TkuZjmwMTf5SkZ9HW0U93LF/G2HhBGF2tC0S4cv3cKQtsorqlPkSf1GLbBr2wbY2NrD0toaWzeuEV58mu1AyqSxQ1CqbAXUbdBUrDdo0hIL58yAm7sX3D28cGj/LsTFxqBqjTqy4odVa9YVqQP6+gbQ1dXD6mXzheFBaki4ffMawkKDxewG2jo6ePfWBxvWLIVXvoKwtJJ4WI4e2gtzC0vYx0siHp5Ex2F/cCTqmSgqmkH7d8Ju0GjEvPRGzItnMGvQTBQZDDklycu3GzwaCUGB8N+4SqxH3LwKs0bNEfPmJWK8n0LTxg6W7bqIz6XGA5oOMfL2DSQE+kFVRxdGFatBr0BhvJ00Klv323/XNjiNGofo588Q/ewpLJq1hKq2DoKOHxbbnUaNR0JgAD6uXi7Ww65ehmXzVoh5+RxRT59Ay84ONl26i8+lMvrv3g7PBctg1bYDQs+dga5XPpjXawjfudmbIq9NvWqYsnQ98ro6Il8eZ2w7cgaxcXGoX0miWExavA4Wpsbo10aSzkDRAyt2HsKUAV1ga2GGoFDJdF464pnUFgaC0XNXwPvNO/w7qq/4IS1tY6ivJ35sZwd6botX7YirR5eKH8JUWPDSwfnCU0YVvKVsn98J7oVroFhlSRrJhX3/wiV/RRia2iA+NgpPbx6C74sbYqpDIjTwHZ7dOgLnfH9AV98UESGfcf3ECqhrasPly/zgmeXj5i1wn/QnIp88ReTjx7Bp2wZqOjpitgMiz+RJiPcPgO9iSXqNfv780LS0RNTz59C0sIBDz55imtAPGzYoTIGo7ZBqHNSysxUFMSlSJd4vc3Uj5Hm3agPy/jtNKOHh9x7CoVt7odR/3LlPbM/771+I8/PD638kvxUMixSElpUlIp48g5a1FVwG9xFh+77LU2czyjN2GAJPn0Psh0/QtLSA65C+ItLH70D2p7n1XbEB+eb+hfD7j0XNA8fuHURfftoukTP/vL8Q+9kfr/6eL5GzaEFoWVsi8rG3+Os6tI8w8L1dmion1SIosW8jnPt3h9+h4+La7No1w9NRqV7SHzl1n16eVGVS18UehoW9EB8chth3P85I8WbeWhReMxOhtx8h7OYDOA/sBHU9HUkKAc3ssXYmYj/4wXv8HLFuXKoQtG2tEHb/qfjrMXGAuN+vZkvGUcK8hqS2UeTzN9Bzc4TXzJGI9H6N9+skx/wv9iPRrlYF/Llyh1D287vaY8uJS4iJS0DDCiXE9gkrtsPSxBADWki+E9cdPoele09geq82sBW/MSSRjrramrLfGCdvPICJgZ6oTfDy/WfM2nwQlYvlR9l0Cg9nBro3Jap2xJUjS2Fi4QRjc3tc/DJWehRJHSu3zesE9yI1UPzLWHl+379wlRsrn3wZK1sOWC0zEGxf0BWJCTGo32WWWKdFXJOBqYg2ZJi0sJHgN4GK25EHWR5S3pcsWSJyyyl0nHLyqVjeihUrciyCgRZSLskjTrn+FMpOSL3/VHCQFEbKT6eCelQLQFkxu4ygPPuwsDAxewF54sn7T+ciA0VmIUWeagaQMYNqAFC6ABVRpEKG0gKNBCnwFApPBg4Kvffx8RHpHJSaQMYOUp7J0EDKvnzIPhkRpCkWZIAgWUlmeci4MW3aNLHtw4cPoq+oQCDNJJFZSF6qpUD1H+h8VPeBzkfGDpolgYwvJUuWxJEjR9LtZzIukDGAjCzSqRJpRgIqTEkzWVDdBuovqkdAs0FQMcPMQtd15coVYUjJSWqWKYqQ8Egs230MQWHh8HCyExEC0lDAz4EhCh733acvIyExCaMWKNab6NGkFno1qy3+r1KyEMZ0bSFqFszesBdONhaYOagziqRT9OnbMhZBSESkUPwpzcDD0RYLR3RPlTEoRHzBS9l15qqQceTCVKWB6Nm4Bno1leT7Tu/bHot2HsH4ZVsQHhkNa3MT9G1eB83lvUdpaNy8DWJjY7Bs4WwxdSEp6ROmzoKmZqpX4POnj6JgoZQ/KlZFWFgotm1aI1IVXFzzYPyUWQqpBFRrQFVFFbOnTxTvT5FiJdGj7xCFKJdTxw5h7crFSEyIh5m5JUqXq4imLdoqePc3r18Jf19/qKkAVhrq6GBhiJpyhQuJ8EvnoG5oLNII1E1MEPvmFd5OHoWkMElKhIa5pUJud8COjcJFbNmuKzRMzZEYHiqmPPTblFrQVd3IWBgX1E1NkRwVhdi3r4WBQGEWhSwQcu6MOKZN5+7QMDFFzKuXeDl6GBJDJDJqWloJr7aUT5vWCw+2TZce0DS3EOHoYdcui/oDUqK9n+HVn2Nh160XbDp0RvynT3i/ZAFCTp/Mlow1ypUQBQxJ8Q8KpffGHvNGD4DZl3QDv8Bghfdmz8kLotL3mLkrFY7TvVk99GhRH/7Bobh4WzKlZYdRfym0WTJhCIrLze6RVUrV6IGEuBgc3zIRcdHhsHMrjub9Vyl4s0ID3iEmMkQhxPbI+lGICveHlrYBzO08hYHAOa+kho26uibev7qF22fXIzY6HHoGZrB3L4F2w7eK/7NC0MmTItTdsXcvaJiZCeX/yYCBonghoUURYXIRMapaWnDs0xvadnZIiolByOXLeDFxIpIiU0Oa9fPlRYHlEiMS4fIlDcv/4CG8zEKKlxT/Q8dFYUBS5DUtzBHx1Bv3O/VBwpfpKbXtrBWeSQo7dx3eH9qO9qIIIU1/+GTIWJFSIEXLxhL5F8yEBqUjBIcg7NYd3G7SXqQAZBe/g8ehYWYK1+H9oEVyPnmGux16y4ouatvZKIQNU1+6jRggihMmRUeL6Q8fDVKUkwwOD7oPRp4xg+EyuLeYAtF70j/4vFditPuRGBUvgLKnUwuQ5pst+U3xbsMePOg25oed99POo9C0MIXHnwOhZW2B8PtPcaN+d1naho4D9aP8/daCx+TB0HV1QFJkNPyPnRc1CBLlUvk0jAzgOW0otO2tkRAcis97T8B7wlwRTfNf7UeiVunCCImIEoo/fX97OtqKCIHU7+9QhbFy55lr4vt7xGLF3zo9G1VH7yY1xP+BYRGYs+0QgsIiYW5sgPrliqFHI0lx6++hdM0eSIiXjJU0rtm7FUfLAYpjZUiasTIqIgiH1qWOlRZ2nsJA4PJlrPR791hEbhErJkrkl9J72mlhuP0dkEYvMj8HlZRvxSQzDPPbQVMwUl0GMpjI10T4XsgoRBElWTVERdyU5JLndlSSf31hwG/hYyYXEp1LURn24+fczgniIjMfkv6rcJ394z2l38uu4Kr4Hcg3Kve/O7GBP7bgYk6QnPh7/GyM88v97zeTc1S+8HWNrNzG9pifX6Q2q3TNxcP5gHnZnznie1k4OGeitH8nOJKAYf6DUIoDFZWkgofyM1l8L5RqkbYoIcMwDMMwDMP8SLhw4c+FjQQM8x8loxkdsgulUjAMwzAMwzAM89+FZzdgGIZhGIZhGIZhGEbAkQQMwzAMwzAMwzBMroXTDX4uHEnAMAzDMAzDMAzDMIyAIwkYhmEYhmEYhmGYXAsHEvxcOJKAYRiGYRiGYRiGYRgBRxIwDMMwDMMwDMMwuRauSfBz4UgChmEYhmEYhmEYhmEEbCRgGIZhGIZhGIZhGEbA6QYMwzAMwzAMwzBMriUlhdMNfiYcScAwDMMwDMMwDMMwjIAjCRiGYRiGYRiGYZhcSzIXLvypcCQBwzAMwzAMwzAMwzACjiRgGOaHk6Kmgd+BJHVt5HYiE3WQ2ynSsyV+B8JdSiC380zVHbmdSs5v8TtgsXImcjvJ6prI7WhFBuJ3IFkj94/nCZp6yO1oRQXhd+BcxVHI7Vhfr4fcz+/xe4358bCRgGEYhmEYhmEYhsm1cOHCnwunGzAMwzAMwzAMwzAMI+BIAoZhGIZhGIZhGCbXksKFC38qHEnAMAzDMAzDMAzDMIyAjQQMwzAMwzAMwzAMwwg43YBhGIZhGIZhGIbJtXC6wc+FIwkYhmEYhmEYhmEYhhFwJAHDMAzDMAzDMAyTa0nmKRB/KhxJwDAMwzAMwzAMwzCMgCMJGIZhGIZhGIZhmFwL1yT4uXAkAcMwDMMwDMMwDMMwAjYSMAzDMAzDMAzDMAwj4HQDhmEYhmEYhmEYJteSwoULfyocScAwDMMwDMMwDMMwTO4yEpw7dw4qKioIDQ39oef5/PkzatSoAT09PRgbGyM30LlzZzRu3PhXi8H84mczswQFBcHS0hI+Pj4//dzHjh1DkSJFkJyc/NPPzTAMwzAMw/x/kpyc8suW/0fUs6rMrl+/XrKjujrs7e3RokULTJkyBdra2pk+TuXKlYWiMW/ePNln5cqVw6dPn2BkZIQfydy5c8V57t27l+65oqOjMXXqVOzYsQMfPnyAgYEB8uXLh6FDh6JRo0aijbOzMwYPHiyW3MikSZOwb98+cZ2/O+vWrUOXLl0ybPPmzRtxT/4f+Ouvv8RzKL1eMha4uLjItpuYmKBgwYKYNm0aKlSokKnnunDhwgrHUMbatWvFGDBhwgRs3rwZHTp0yNHr2nHiPDYdPI2gsHC4O9phROcWyJ9H+T3de/oyjly8gVfvP4p1LxdH9GvVIN32M1ZtxZ7TlzGkQzO0rVsl2zLuPH4Omw+e/CKjPYZ1aZXuOfedvoQjF67htZyMfVo3lrVPTEzCsu0HcOXeI3zwD4S+rg5KFvBCvzaNYWFqnKXwu71bVuDcyX2IjoqEu1chdOozCta2jhnud+rwThzdtwlhIUFwcHZH+57D4eaRX2wL8PuI4T2VGy77jZyOUn9UF/+/fvEEOzcsgs+rZwBU4OqeD606D0ARZJ1tl+5h/dnbCIyIgoetBUY3qYKCTtbf3O/oXW+M3ngEVQq4YV7XhshJ9hw5ga37DiM4NAxuzo4Y3L0T8nm4KW37xvc9Vm/dBe9Xb/A5IBADurZHywZ1FNqs2bYba7fvUfjM0c4GmxfN/i3ut5TI8FCMH9weIUH+WLL5NMxMFPc5dPAA9uzeiZCQYLi4uKJXn37w9PRKV7ZLFy9g08Z18PPzg62tHTp37Y6SJUspbbto4XwcO3oYPXr2RqPGTcVnDx7cx9jRI5S2nzNvITw8PPG7vt+ZYdfRM9h84Jh4TvM4OWBot7bI7+6qtO3+k+dx9PxVvH73Qax7ujqhd9um6bbPLttPXcGGoxcQFBYBD0cbjGzfCAVcHZS23XPuOg5duYNX7/3Eel5nO/RvXluhPR1nwY6juPr4OSKjY1HUwwWj2jeCo7V5tmXcceIiNh4+k/qd06kZCrg5KW2798wVHL50E6/efZLI6OKAvq3qK7SftGwzDl28obBf2UJeWDiqD3KSXcfofh9Pvd9d26R/v09d+Pp+t2nyf3m/M4tp+RJwHdYNRsUKQNvWErea9YXfgdP4WdAYf2zXYlw9swuxURFw9iyKFl0nwMJG+bNJvHp6C2cOrcX7108QHhqArkPno2DJagptIkIDcXDrXHg/uIKY6Ai4eRVH085jMzwu8/9NliMJateuLZTs169fC4V7+fLl+PPPP79bEE1NTVhbWwuP7Y/k1atXKF68ONzd3YU3Vhm9e/fGnj17sHDhQjx79kx4T5s3by48uMyPHxwTExMVPmvVqpV45qRL2bJl0aNHD4XPHByUfxnlZhISErK8Dyn6q1evRrdu3b7adurUKdEXFy5cgK2tLerXry9+dGfmuab+k+/PYcOGIX/+/Aqf0X0gyFCwYMEC5CQnrt7GvI170b1ZHWycPgruTnYY8PdiBIdFKG1/++kL1CxXHEvHD8KaycNgZWaM/jMWwz/462iPszfv4+FLH1iYfJ8B8uSVW5i/cTe6Na+H9TPGIo+TPQbNWIDgsHCl7e88eY6af5TEkglDsGrKSFiamWLg9AUyGWPj4+Ht44uuTetiw4wx+HtoT/h+9MPw2UuzJNeRPRtw8vB2dO4zGhNnrYGWtg5mTxqI+Pi4dPe5fvEktq6Zh0atumPynA1wcHEX+4SHBovtZuZWmL/uiMLSpE1PaGvrolCxchL5Y6Ixe/JAmJpbY+I/azHu7xXQ1tETx0lISsrSNRy7643Z+y+gV60y2Da0HTxtzdFnxR4ERURnuN+H4DDMOXABxVztkNOcvnQVi9ZuRudWTbHq32nI4+yIYVP+RkhomNL2sXFxsLGyRK8OrWFqkr4S6OJgj31rFsuWxdP//C3utzyrF02Dg3Mepee6cP4cVq1cjjZt22P+wiVwcXXFxAljERoaorT90yeP8c/M6ahRszYWLFyKMmXL4a+pk+Dj8+artleuXIK391OYmpkpfJ43bz5s3LRNYalZqw6srK3h7u6B3/n9/hanLt/AgvXb0a1FQ6z750+4OztgyLS56cv92Bs1ypfCokkjsGL6WFiZm2Lw1DnwD1J+f7LD8ev3MWfbIfRsXA1bJg+Eu4MN+s1ejeDwSKXtbz97jdqli2DFqJ5YN74vrEyN0HfWKviHhMl+FwxdsAHvA4Ixd2AnbJk8CDbmxug9ayVi4uKzJeOJq3cwd/Ne9GhaC5umjYCHoy0G/L00g++cl6hVthiWjeuPtZOHSL5z/l761XdOuUJ5cWzxVNnyV/9OyPn7vQPdWjTAupkT4e7kgCF/zfv2/f5zOFb8NQZWZiYYPG3u/939zgpqeroIf+CNRwMn41dw5uAaXDi2GS26TcTgqVugpaWDZX/3QkIGY3x8XAzsHD3RrOs4pdupT1fPGYQg//foNnwBhs/YCRMLWyyd3h1xsRl/zzL/v2TZSKClpSWUeVIqKES+evXqOHnypGw7KRxt2rSBnZ0ddHV1hUdz69atsu2kYJw/fx7z588XBgFayBOqLKR79+7dQlGhc5LX9N9///2mfEuXLoWbm5swOnh6emLjxo2ybXQMOuaGDRvEuUgWZRw4cABjx45F3bp1xT5kVBgwYAC6du0qi4R4+/YthgwZIrsGqfeeIiTkoWgJeQ93UlKS8NxSqoOZmRlGjhz5VSEOCuWeMWOG8Ozq6OgIL++uXbtk26V9dfr0aZQoUUL0M0VieHt7yzzvkydPxv3792Xy0Wd0HpLR0dFR9CkpkgMHDsx2f7Zt21amOMorvubm5qKPs3ItR48eFf1Mcl26dEnhmLQfPXPShWSha5auUxRLr169YGFhAUNDQ1StWlVcu7xhiDzvVlZW0NfXR8mSJYVCLU9cXBxGjRolnmuSIU+ePEIZl+f27dtK+1vK/v37UaxYMSGPq6uruAfyBg+6TurPhg0binQXiggICQlBu3bthOx0nWS8Io99ehw5ckTIV6ZMma+20fNE/VGgQAHx/IaHh+P69euZeq7V1NQU+pj6iaKF5D8j+YgGDRrg1q1bol9zii2Hz6Bx1XJoWLksXO1tMKZba2hrauLAuatK20/r3xktalaEp7M9nO2sMb5nO/F833ykeE/oB9zsdTsxtV9nqKupfZeMWw+fRqOqf6BB5XJCxtHd2wgZD6Yj45QBXdG8ZiV4ODsIGcf1ao/klBTcekRedwjP4sJxg1C9bHE42VqjoLsrhndthWevffE5UKK8fQu65uMHt6FBi64oVroSHJ3d0XPwJIQGB+LOtfPp7nds/xZUqtkYFas3gJ2jq1A4NbW0ceHUQbFdVU0NxibmCsvta+dQqnw1aOvoijaf3vsgKiIcTdv2go29E+wd3dC4dXeEhQbjU7DyH9rpsfH8HTQtUwCNS+WHm7UZxjevDm0Ndey78SjdfZKSkzF201H0qVUW9mY5H4G2/cBRNKhRBfWqVRKK/fDeXaGtpYXDp5X3a153N/Tr3BbVK5SFpnr6QXpqaqowMzGWLcaGBpmW6Vfebymnj+4SEQx1GrdTeq59e3ejVu06qFGzFhwdndCv/yAxZp08cVxp+wP796F48ZJo1rwlHBwd0aFjZ7i55RHRCPIEBgZi+dIlGD5iNNTVFPtXQ0MDJqamssXA0BDXr11B9eo1M+14yI3vd6bkPngCDatXRP2q5eHiYIuRPTtAS0sTh84ofo9KmTy4J5rVrgoPF0c429lgTO/OErkfPs0xmTYfv4gmlUqhUYWScLWzwrhOTaCtqYH9F24qbf9X7zZoWa0sPJ1s4WJriYldm4tn/caTl2K7r18gHr7yxdhOjZHf1QHONhYY27EJ4uITcOxa9qIlNx89h8ZVyqFhpTJwtbfGmK4toa2liQPnryltP61fR7SoUUHynWNrhfE92iAlORk3Hj9XaKehoQ5zY0PZYqin+P58L1sPnUTDahVQv4r0freHlmYG93tQDzSrVeXr+/3o/+t+Z4WA4xfw/M958Nuv+DvxZ0D9cP7oRtRs0hMFS1SFrZMn2vadjvAQfzy8lX40Q94iFVC31UAUKqkY9SUl4PNbvH1xH827ToCjW0FY2rqI/8nwcPfKEfwupCSn/LLl/5Hvqknw6NEjXLlyRShtUmJjY4XycfjwYbG9Z8+eIiz5xg1JCBYZB9J6gpV5gUkha9myJVq3bo2HDx8K5ZbCnEnZTY+9e/di0KBBwgtK5ybFkcLUz549K7bfvHlTRELQcem8JIsySCEiZSwiQvkPXfLGUqoFpVlIryGzkKGDrmHNmjVCGQ4ODhZyy0NKNSnZy5Ytw+PHj4Uxon379sK4Is+4cePE8UhhI4VOasQgxT2tJ5g+IwOJNPrjxYsXIh2BjDjZ7U9Sbg8ePIjIyFRr8fHjx4W3u0mTJlm6ltGjR+Pvv//G06dPUahQIWQFSnnx9/cXhgZ6bkhRr1atmuhbguQjxZiMKnfv3hXPACm6vr6+smN07NhRGLPIQ04yUB+RopyZ/iYuXrwojkH99eTJE7E/3WcyBMhDzzH1DT3TtD8909SeZKfzkhGBjCzpQeeh9ysjYmJiZEYa+XfzW891ZiEjExlcSJacICExEc/evEOpAqkhwaqqqmL94YuvvYnKiI2LF+G9hvqpP8jIQPXn4g1oX78a3BxsckBGX5Qq6KUgY8mCXnj4/HWmZUwiGfX00m0TGR0jlBpSMDIDhYlT+Hj+wqmh2bp6+nD1yI+X3g+V7pOYkCDSA/IXLqlwLbSe3j5vXj6F75vnqFhdkm5FWNs5Qd/ACBdO7RfHjI+LxYVTB2Br7wJbU0NkloTEJDx974cyHqnh8qqqKmL9gU/6Y+vyE9dgoq8rjAs5TUJCIp6/eoPihQso9FGJQgXw2PvFdx37/Sc/NO7aDy17D8aUuYvhFxCY6X1/5f0mPvi+xv7tq4VhQkXl658PZCR++fIFihQpqnAuWn/2TLlS8uzZExQpmtqeKFa8hEJ7epfnzJ6Jps1awMnp22ll169dFeMcGSp+5/f7m3InJML79VuULJQ3jdz58Mg7c0bc2Pg4JCbR2KmXMzIlJuKpzweUzueuIFPp/Hnw4JVv5mSKS5DI9EXBjk+QGNs1NTQUjqmpoY57z32y/Z1TuoBHmu8cDzx44ZP575ykZBilMQJQxEGNPuPQdPhfmLFmB0IjorIs37fvdz4Fuen+P8rscxov/a78/7nfvxPk6ae0AI8CZWWf6egawMmtEHxepDq/skpigiQCQ0PuNyH1qbq6Bl573/1OqZn/KlmeAvHQoUNCeSIPKXlf6SFbtGiRbDtFEAwfPly2Tp5KUhwpD7pUqVKiDoC8Jzg95syZIxQ9UqIIDw8PoUzNmjUr3QiA2bNni219+/YV6+Sxv3btmvi8SpUqwltLHg2pZzo9VqxYIRRg8syS57t8+fIiLPuPP/4Q201NTYXnlXK6MzqOMiiyYMyYMWjaVJJLScoz9Y8U6tPp06cLTzcZUwjySpNBgRTPSpUqydqSAipdJyW7Xr16wkhD1yfvCZZCSjGtU/QHeV5I2aN7kh7f6s9atWoJjzgZE6T56Vu2bBGecuqbrFwLGVyooGRWoWORAYqMBHRvpXKTAYQiFshIRfeQFimUl08yk2e9f//+eP78uXg+KSKG+kYqZ1rS62+KHKCoAfqsU6dOsv3pPBQpIp+OQ9EX8vUV6J4ULVpURCgQ36qrQBEsFAGiDIpuoPeRjDRkjSZjAr1DmX2uswLJQLIog+47LQqfxccLb4cyQsMjhVfY1EjRo2pqZAifj6npEhmxcMt+mJsYoVSB1B/56w+cFF7b1rUr43tJlVFR+aX1tx8yJ+PiLXuFjKR4KIO8JIu27EXNciUyrUSQwkgYGZsqfG5obCrblpaI8FAkJyd9tQ+tf3qv/J5KlX/3vKkGPB1dPYz5axnmTx+B/TvWiM+sbRwwfNICqEecQ2YJiYpBUnIKzAwUf2zT+ht/5SGxd15/wN7rj7FjWHv8CMIiIr7cb8UIBRNjut+SHPTskM/dDWMH9IKDnQ2CQkKxbvse9Bs3BRvmz4Tul0id3Hq/ExLisfTf8WjVeSDMLKzh/1mS4ywPRS+RQm9solikwNjYBO/fvVN6Loqmou2K7Y0RGpLqbd+1c7v4zm3YKHMFfk+cOIaixYrD3Nzit36/vym37DlNI7d4TjPnvFiyaRcsTIwVFM/vkyn6i0yKRnZTQwP4fArI1DEW7DwCC2NDlM4nSWlxtrGEtZkxFu08inGdm0JHSxObj1+CX3AYAtIJs89Yxijl3zkk40f/TB1j4bYDMDcxVDBuly2cF1VKFoKdhRne+wdi8fZDGPjPMpGeoKb6/XXCQyMyek4/Z/5+mxoLQ9L/y/3+nYgIkxiN9Y0UU6ponYwH2cXK1gUm5jY4tHU+WnafCE1tXZw/sgGhwX6ihsHvAk+B+HPJ8qhFyiEVw6MwZlKISOFp1qyZQjg9KUfkoSZlmpRVUoLlvbaZgbyqaZUXWicPOJ0jK/vQ51mhYsWKouYCeZ5JiSIPOBWAo+v6HsLCwoRXv3Tp0rLPSJGXKojEy5cvhZJHCjP1nXQhz3Da8G55j7uNjcRTSspyRh538jKTAkuRHKQop83/z0p/kuwUlUFF7IioqCgRck+KaFavRb4PsgKlFVCkACm+8uegQobSc9B2MlzlzZtX/Pik7XQN0meSnmf6ASpvtFBGRv1NcpChQ14GabQM9UF619mnTx9s27ZNpKmQQYEiczKC7l96RUK3b98uIiUoYoTSJSiSgYxBP+K5JkOU/HXJQ9EjZAyUX+as3YYfxbr9J3Dy6m3MGtoDWpqS63362hfbjp3Dn73b//A6J5lh/f7jIud55rBeMhnlIc/OuPkrgRRgZLc26R7n2KUb6NmqkmxJSkr//c0pKELg2oXjqFij4Vefr144TSiSE/9Zg/F/r4SdoxvmTB2C2PgfJ1dUbDzGbTmGP1tWh4l+zihbP4syxYugyh+lRX2D0kUL4Z8JIxAZFY0zl1PTguQ5cf5yrrnfOzcsFoaDPyorFmP80bx88RwHDuzD4KEjMvUuBwYG4O6d26hZszZ+t/f7Z7Nh7xGcvHwDf4/op1TuX8HaQ2dFjvvsgR1lMmmoq2H2gA54+zkQlftNRrmeE3Dz6Sv8UcgTqr9gfF934CROXL2L2UO6KfQb1SyoVLwg8jjaonKJQpg7oieevPbF7SffF32U8/e7L9/vXMLtS4cwqnNJ2ZKUwW/y70FNXQNdhsxDwGcfjOvxB0Z1KoGXj2+INAVlUWEMk61IAvIckwJCUMg8eSTlC6mRp5/C+MljToYCak8zAMTH//hiIzkJKVekQNFCuepUKZ6UQPpfPoRbHvLiprVyZbU4nTR0n9I1KCpDHqmnXF5GKdIfTxlNTUdpHZRHT5598ppThADdLwr9lz9WViCDACnXpCzTMUl5pHD+rF4LPSfZgc5BCjvVNkiLdIpLMhCQbBRhQM8uyUhKsvSZlObaf4uM+pvkoGgCaYSIPPJKfdrrrFOnjvDIUxoAyUie/379+glZlUGpCOR5S+/+Uk0DWsj4Q2kNlCYi39fZea6VQakcFJmjDIqUoagTeeKepJ+aYGyoL7wsaQtGUSEmM+OMw9Y3HjolIgYWj+0vih1KufvsFULCI9FgwETZZ+TtmL9pD7YdPYsDC6d88xqVy6joxaB18tplxKaDJ7Fh/3EsGjcI7k72ShWIsfNX4lNAMJZMGJyhl7FC8UKYWqC+gneXoDoAxqapaSpUkM7RRXnBNgNDY6iqqol95KF1IxNF7wVx88oZxMXF4o8qdRU+v3rhOAL9P2HCP6vF2Ef0GTYVfdpVw9nHr1CnaOYqypvo6UBNVeWrIoW0bp4muoB4FxSKj8HhGLh6v+wzyrElig2fh/2jO8PB/PuqxxsZGHy534pFCkNC6ZnMufoHBnp6cLC1wftPyr2A5UsVg4FXtVxxv58+vIV3b1/hZpMzYj2FNF4A/TvURKvWbdCufUdRE4aehdA0YxQVLaRaAcqg2VjSFjWk2kTGJpL2jx8/QlhoKLp0Sq2BQOPu6lUrsH/fXqxZl1onh6DaBxTJVrpMarju7/J+ZxVj2XOaRu5MPKeb9x/Dxr1HsGDicORxzrnCv8YGul9kUixaFxweAbM0nvu0bDh6HmsPn8OykT3gkSZFLJ+zPbZNHYyI6BjRpyaG+ug4ZRHyOttnQ0Y95d85mZCRZkNYd/A0lozpK2ZEyAh7S3Nxrnd+gQoRB9nF2CD95/Sb9/vAcWzcdxQLJg4TMyL8P93v3Ez+4lUwPE+hr9ICIsOCYGSS+huL1m2dv+8ZcnDNjxF/7xYzGyQlJkDf0BRzx7cRn/8uUB0Q5ufxXeYj+jFAhdDGjx8vPJzE5cuXRZE4yjsnAwJ5rSmcWx5SRtKLBpBCXl86ljy0TmkH5PXNyj40zdv3QscgxYvCy9O7BlKaPn/+rGAokJ+CkDyqpNDKF5OjY1Ievfx5SKkjLzcptPJLVir4p9fHpBBTPj7l3pNiffXqVZEfn93+pBB3kou82BRRQNEKUmU6p64lI6j+APU5RTWkPYc0t59kprQJUprJcEUpF1QsUwp9Rj8609ZJyKocZIBJKwMtUgUqPei5oaicTZs2CeMapQWkB6UmUNrNtyAjCPXJkiVLsvRcZwZqS1EaJIsy6J6TsiC/pJdqQGioq8PLxUGh6CDdj5uPn6Oge/rTMm44cBKr9xzDgtF9kS/NtFV1K5TElpljsOnv0bKFZjdo36A6Fozpl+lrVZTR8WsZH3mjoEf6U0ltPHACa/Ycwbwx/ZFXydRaUgXi3Sd/LBo/CEYGiiGbadHT0YaVjYNssXNwFYrekwepBaJioiPx+vlj5PFUXm9EXUMDzm5eCvvQtTx5cEvpPhR6XrRkRRgamXzlcVZRTS3cSkjXs1Lkh7xGee2tcP1Fajg6zUlM64Wcv64l4WJpil0jOmD7sPaypXJ+N5TM4yD+tzbOfCHAdGXSUIeHmwtuP3gsJ1Mybj98hPyeqbm330t0TCw+fPaDeTqzIVAKQm653/1HzcS0eZsxdd4msXTtJ6miPW7GctSr30D8T2N/njzuuH//nsK57t+7By+v1Lx5eby88uHePcWc2Lt378jaV6laHQsXL8OCRUtlC81uQPUJpkybrrAfffeeOnUCVavVEOPf7/Z+Z+c5pSnt5IsOkty0XsBT+VSdxKZ9R7F29yHMHT8EedOZ4jHbMqmriyntpEXopDLReiG39KfpXHfkHFYdOI1Fw7oin0v6iqCBro5QGH0/B+LJm/eoXCzrv++k3znyRQcl9/s5Crmn3x/rD57Gqr3HsXBkb+RzzXjKUcIvKBRhkdGigOGPvd/PUCCD53TT/qNYu+sQ5o4bjLxu/3/3OzdDMwJZWDvKFmt7NxgYm+P5o9QCmrHRkXj76gGc3VPTZr8HqnFABoKAT2/x7vVjFCiR/Wmhmf82WY4kSAsphSNGjMDixYuFx5a8mJQLTmHT5CGg2gI0DZu8Ykl516Qok6JGYdmUlpAWKpZHVegpFJqK7pEyS7UPMlJ6SA4KfyflhXLLqageFRlMW8n+W9DsBTRDA4WGUxg7KWVkDKFUC1J4pNdAU81RYUVSikghpf0CAgLwzz//CCWNppijgnTSfQgqbEcF+qifvLy8RP/Iz+hAHhDqRyrwRwMt5Y1TmgIpunQcac77tyD5KOSejBRUZJGOS4X5yHBA6Q5UE4KUUjIaODk5fVd/Up491VYgY5C0qGFOXktGkFxU74Bm2qB+JyPSx48fRfQCGQXoHlJfk9xkHCEFhupcyEdcUF+RLFRIkIwnZNwi7z5FR9D1Z4aJEyeKKQepzgPdezIMUAoCefLJW5/RflQ7gIpMUh4/1fwg40x6UB0I8tRTNAG9X+lB10kzV1ChRCo4Sfc7M891ZqC6FPTMS+tM5ARt61XF5KUbkdfVUcwzvvXoWcTExaFBJcksDn8u2SCU/P5tJIXUKHpg+c7DmNa/E2wszBAYKvGs6GpriYU8LrTIQ7MbmBkZisrU2aFNvWqYsnS9kDFfHmdsO3JGTHtXv5KkHyYtXidyPWkedIK8iyt2HsKUAV1ga2GGoC9T5+kIGbWFAjF67gp4v3mHf0f1Fc+ktA0VlaIfX9+C7nOtBq1xYMcaoURaWNliz5ZlwstcrExq+szMCX1RrExl1KgneZ5rN2qLlfMnwyVPXri65xcV8+NiY1ChemqUAuH36R28H9/F0Inzvjp3/iKlsX3dQmxY/o84bnJKMg7v3iCMuCXds+bt6VCpGCZsPY78DpYo4GiNTefvIiY+Qcx2QFB6gaWhPgbVLw8tDXW42ygW9zTQkUTLpP38e2jVsA6mL1gOLzcXMXPBzkPHEBMbh7rVJP06bf5SmJuaoHeH1rKiYj7v30v+T0xEQFAIXrzxgY62NuxtJLVhFq/bjHIlisHa0hyBwSFYs223GCuqVfh6msHcdr+tbOy/qnVA2Ni7wNg41SDduEkzzJ0zS4y7Hh5e2L9/D2LjYlG9hqSI4L+z/xHjT+cukuhDqjMwetRw7NmzCyVLlhJTKFKKQf8Bg8R2qaFRHprdgMY/e3tFYzMZJ/w+f0bNWrX/E+93puRuUBNTF62Gl5sz8udxwbbDpyRyV5GkCk5esAoWZibo206SFkrRAyu378fkwT1gY2GOoBA5uXWUp7JllXa1KuDPlTuE8pff1R5bTlxCTFwCGlaQpNtNWLEdliaGGNBCkrqy7vA5LN17AtN7tYGtuSkCQyUefl1tTTGeEydvPICJgZ7IVX/5/jNmbT6IysXyo6xc8cEsyVinMiYt34x8Lo7I7+aILcfOi+n1GlSSpINOXLoJlvSd01piAFt38BSW7zoiZjmwsTD96jsnOjYOK/ccQ9WShWFmbID3foFYsPUAHKzMUVausOT30qZ+DUxdvAZebk7K7/fC1eI5ld3vfUcl93vQ//f9zuoUiHp5Ug0cui72MCzshfjgMMS+y3yh8uxAY3ylOh1wct8KWFg7wdTSDkd3LoKhiSUKlkiNKlsyrRsKlqyGCrXainWaxjDwc2pad1DAB3zweQZdfSNRi4C4d+049A1NYGxmg0/vXmDv+r9RsGRVeBXKel0q5v+D7/6WIms9FX8jBY3yqymqgPKeSZkhxYQKx5ECR8qhFFIcSSkjwwFFIJAyq8wzS8XkSIkiQwF54CksOr2ihQSdh1IdKFSblHGado+mkyPlKCuQ7OvXrxcKFOVdS+ecJ1mkkCykfNH0gKTckQeDlDsyYlCxPpKZajXQtcp7hsn4QXnqdP3045AUU1Jm5fuH9iXvMuV2U19S2Dz1B8mTWejcpBiTAkhGCOoHOg4ZKCgUnIwF5EEnxZ9+sH1Pf1LKARX1I2ND2hoGOXEt3xpQKVSfZh6g+hhkpKFIAcq/pwr8BBliqJ8p6oGMORRaTwW25KFZBUgmSsGgaTxJ2c+KjPTMkIJPz8XMmTOFR42MQN27d/9mxAcp/WQwI4MNpQFQjYL0oHsmfTfo+csIesaoX8i4RvUOMvNcZwYyNtE9p/c7p6hZtrgoHrZ812EEhUbAw8kOC0b3k6Ub0JRh8h7r3ScvCkVs1DzFaSp7NKuDns3r4UdQo1wJISMpBkGh4fBwsse80QNkMvoFBivkS+45eUHIOGbuSoXjdG9WDz1a1BfTM168/UB81mGU4iwYNPd68fyZ+zFUt2lHxMXGYt2S6WJqOve8hTH8z/nQ1ExNM6Eic5FflDqidIUaCA8PwZ4tK0TBOwpVp32MjBXHApoiz8TMEgWKpNZRkWJr74zB4//Fvm2rMHVUN5HX6OTqgWF/zoeFevpTFyqjdlFPhETGYMmxqwgMj4annQWW9GwCMwNJes7nkIifnotarXxZhIZHYPW2XQgOCUMeFyfMnjgKpl/Cev0CghSeycCQEHQdmjpH9bb9h8VSJH9eLJw2XnzmHxSMyXMWITwiEsZGBiiY1xPL/54MkzSFyHLj/c4sFStVRlh4GDZt3CCMmRRNOGXKXzKjZkCAv5i9QkrefPkxYuQYbNywDhvWrYWtnS3GTZgEZ+f0o4jS4+TxY8ibNx8cHL7t5f1d3u9vUf2PUggJj8CqbfuE3O7ODpg7bkjqc0pyy/X3nhPnhNxjZy9VOE63Fg3RvZXibBbZpVbpwgiJiBKKYFBYBDwdbYXHWBp+/jkoVKEvd565JmY5GbF4k8Jxejaqjt5NJAWNA8MiMGfbIQSFRcLc2AD1yxVDj0apSlNWqVm2GEIiIrFs1xEEhUnu98JRvYUhWSJjiIKMu09dFjKOmq84RXGPprXRq1kd0ccvfD/i0MUbiIiKEUbtMgU90btFXVGVP6eQ3O9IrNq+X+5+D5a730GKz6n0fv+b9n43QPeW/z/3OysYFS+AsqdT05jyzZb8Fny3YQ8edBvzw89ftUFXxMfFYMeqSSI1wMWzGHqNXgYNuTE+0O8doiJS07TevX6ExVNTZ9zav/Ef8bdkxUZo20cy/lCBQvo8IiwIhiYWKFGhIWo27Y3fCYoyZH4eKilcKpJhfisoSoKiPChK4VupDDkNzVXu6ekppoEko1FmCb9zEr8DySrKU5lyE890Mp4CMzdQ5NVW/A6Eu2SvYOrP5LVqzqU3/CjMNFINErkZi/DMTQv4K0lWz3xtmF+FVmT2q6z/TJI1csZT/iNJ0MyZqQh/JFpRymdOyW2cqzgKuR2V61kzoP8K6hbLHUUtldFquPIZeX4G22crj7r+L5Nz5k2GYX4KNPUizfLx4cOHHKvtkFko4oGiZbJiIGAYhmEYhmGY74H92j8XNhIwzG8IzRjyK6B6BtmdrpJhGIZhGIZhmNwPT47JMAzDMAzDMAzDMIyAIwkYhmEYhmEYhmGYXEtWpldmvh+OJGAYhmEYhmEYhmEYRsCRBAzDMAzDMAzDMEyuhSMJfi4cScAwDMMwDMMwDMMwjIAjCRiGYRiGYRiGYZhcS3JK8q8W4f8KjiRgGIZhGIZhGIZhGEbARgKGYRiGYRiGYRiGYQScbsAwDMMwDMMwDMPkWrhw4c+FIwkYhmEYhmEYhmEYhhFwJAHDMAzDMAzDMAyTa+FIgp8LRxIwDMMwDMMwDMMwzE8kODgY7dq1g6GhIYyNjdGtWzdERkam297HxwcqKipKl507d8raKdu+bdu2LMnGkQQMw/xwRp0uid+B8OAo5HaWWU9BbudAqVn4HYgLzP12chWV3O85KRK2Bb8DG7X7ILfjbh2D3I4/tPA7EBme+99vJuewvl4PuZ2U0gWQ60nw/tUS/F/Rrl07fPr0CSdPnkRCQgK6dOmCnj17YssW5d+rDg4Oor08K1aswKxZs1CnTh2Fz9euXYvatWvL1skIkRXYSMAwDMMwDMMwDMPkWlJSfp3RPC4uTizyaGlpiSW7PH36FMeOHcPNmzdRokQJ8dnChQtRt25dzJ49G7a2tl/to6amBmtra4XP9u7di5YtW0JfX1/hczIKpG2bFdjMyjAMwzAMwzAMwzBKmDFjBoyMjBQW+ux7uHr1qlDkpQYConr16lBVVcX169czdYzbt2/j3r17Ik0hLf369YO5uTlKlSqFNWvWZNnIwpEEDMMwDMMwDMMwTK4lOTn5l517zJgxGDp0qMJn3xNFQHz+/BmWlpYKn6mrq8PU1FRsywyrV69G3rx5Ua5cOYXPp0yZgqpVq0JXVxcnTpxA3759Ra2DgQMHZlo+NhIwDMMwDMMwDMMwjBK0spBaMHr0aMycOfObqQbfS0xMjKhdMGHChK+2yX9WtGhRREVFiboFbCRgGIZhGIZhGIZh/hP8LlMgDhs2DJ07d86wjaurq6gX4O/vr/B5YmKimPEgM7UEdu3ahejoaHTs2PGbbUuXLo2pU6eKugqZNXawkYBhGIZhGIZhGIZhvhMLCwuxfIuyZcsiNDRU1BUoXry4+OzMmTMirYKU+sykGjRs2DBT56K6BSYmJllKkWAjAcMwDMMwDMMwDMP8JPLmzSumKOzRoweWLVsmpkDs378/WrduLZvZ4MOHD6hWrRo2bNggChBKefnyJS5cuIAjR458ddyDBw/Cz88PZcqUgba2tphecfr06Rg+fHiW5GMjAcMwDMMwDMMwDJNrSUn5dYULfxSbN28WhgEyBNCsBs2aNcOCBQtk28lw4O3tLdIK5KHZCuzt7VGzZs2vjqmhoYHFixdjyJAhYkaDPHnyYM6cOcIYkRXYSMAwDMMwDMMwDMMwPxFTU1NRfDA9nJ2dlU5dSJEBtCiDohNo+V7YSMAwDMMwDMMwDMPkWn6XwoX/FVR/tQAMwzAMwzAMwzAMw+QO2EjAMAzDMAzDMAzDMIyA0w0YhmEYhmEYhmGYXAunG/xcOJKAYRiGYRiGYRiGYRgBGwkY5j9Ihw4d0q16+j3QnKu7d+/O8eMyDMMwDMMwTHokpyT/suX/EU43YH4YnTt3xvr162Vzdjo6OqJjx44YO3Ys1NV/7aNHU4oMHjxYLDl1jXRNNGdpixYtMGXKFGhra2f6OJUrV0aRIkUwb948fC/379/HkSNHsHTpUoXjnz9/XvyvpaUFV1dXMS9r3759xWfr1q1Dly5dxP8qKiqwsrJCxYoVMWvWLHHfpIwfP17Mu9qkSRMxn2tOU/8PbZQvpAkdLRW8/piILSdiEBCa/uBcr5y22Eeez0FJmLwmQrZubqyKZpW14WanDnU1FTx5k4Dtp2MQEZ29sLVm1Q1QpaQe9HRU8fxtHNbsC4VfUFKG+5gYqqJ1bSMU9tSGloYK/IISsXxXCN58SBDbtTRV0Lq2IUrk04G+rioCghNx/EokTt9QnBc3M2gU+gOaxStDRdcAyYEfEXtuL5L93iltq563JHRqtlb4LCUxAZGLR8vWDQb9q3Tf2IsHkXDnXJblk50nJQVn9i7ErfM7ERsdAUf3omjY8U+YWTunu8/5Qyvw9PZJBHx6DQ0NbTjkKYqaLYfBwsZF1mb1jI7w8b6psF/Jyq3QsPOkbMl4/sAC3LtIMobDPk8x1G03CaZW6ct4+chyPLtzAkGfX0NdUxv2bkVRrdlwmFm7ytoE+/vi9M6ZePfyNhIT4+GWvwJqtZ0AfUPzLMsok3P/Qtz9IqdDnmKo0/5PmGUg5yUh50kEfZKTs/kwmMvJGRkWgFM7Z+H1kyuIj42CmbULytfrhbzFa2VZxm2X7mP9uVsIjIiGh605RjepgoKO1t/c7+hdb4zedBRV8rtiXteGss9PPXiJnVcf4Ol7f4RFx2L70LbwsrPE90D9ePnwAjy8vBNxMeGwdS2GGq0nwcQy/X68d2EL7l3civDgD2LdzMYdZev0hWv+SrI2J7ZMxFvvK4gK84eGli5sXYqiYmN6JtyyLefBbUtx8dQexERHwM2zCNr2HAsrW6d093n++DZO7F8P39dPERYSgD4j56BI6aoKbQ5uX4qbl44jJOgz1NU14OiaD43b9oeLR8H/7Pt96dAC3L8kud92rsVQs+0kmGZwv++e34K7F7ciLEhyv81t3FGubl+4FZDc75ioUFw6tBA+Ty4hPOQTdPRN4VG4Oio0HAQtHYMsy/i7yPm7yHhs12JcPbMLsVERcPYsihZdJ8DCJv335tXTWzhzaC3ev36C8NAAdB06HwVLVlNoExEaiINb58L7wRXJ++hVHE07j83wuN+LafkScB3WDUbFCkDb1hK3mvWF34HTP+x8zP8nHEnA/FBons5Pnz7hxYsXGDZsGCZNmiQUz19FfHz8D7vG169fY+7cuVi+fDn+/PNP/CoWLlwoDBX6+voKn/fo0UPI+eTJE7Rs2RL9+vXD1q1bZdsNDQ3F9g8fPohoAW9vb3EceerUqYOIiAgcPXo0x+WuWUoLVYppYcvJaPyzOQJx8cDAFnpQV8t4v48BSRi1JEy2zN4aKdumqSE5Bk0xO297JGZviYCamgr6NtWDSjZkrF9RH7XK6WPtvlBMXOKPuPgUjO5qDo0MbF662ir4s7cFkpJS8M/aQIyc64fNR8IQFZNq/GhfzwiFPLSxZHswRszxw9HLkejU0BjF8mbe0ESouxeBVoWGiLt+AtFb5yIp4CN0G/eEio7isyBPSlwMIldOki1Ra6cpbJffRkvMyW1ISUlG4ssH+B4uHlmFayc3oWGnSeg1cTs0tXSx/t8eSIiPS3cfn2c3UapqW/ScsA2dRqxGclIC1s/uhvg4RWNKiUotMHLeBdlSs9XwbMl49dhK3Dy9EXXaT0KXsTugqamDLfO6ITEhfRnfPr+BElXaocuYHWg3ZC2SkxKxeW6qjPR3y7yuZI1D+2Hr0XnUViQlJWDHwt5ISc6et+LKsVW4cXoj6rafhK5jd0BDSwdb5nbPUE5f75soWaUtuozdjnZD1wg5t8zprtCX+1ePQtDnN2jVfwl6TT4Ar2I1sHvZEHzyfZIl+Y7d9cbsAxfQq2YZbBvSFp62FuizYi+CIjI2gn0IDsOcgxdRzNXuq20x8Qko6mKLwfXKI6e4cXIl7p7bKAwD7UbsgIamDnYtyvh+G5hYo2Kj4egwag/aj9wNR48y2Le8HwI/vpC1sXLMj9rtZ6DLhCNo3m81vXXiuMnJGRsX0+P4vnU4c2QL2vUah9EzNkJLWwcLpvbN8N2Jj4uBvbMH2vQYk24bMjK06T4aE+fswohpa2FmaYt5U/sgIiz4P/l+Xz+xErfPbkSttpPQYaTkvdmx4Nv3u1Lj4eg0Zg86jd4NJ88y2LOsHwK+3O/IUH+xVGk2Cl0nHEK9jjPw+slFHNk4Llsy/i5y/g4ynjm4BheObUaLbhMxeOoWaGnpYNnfvb753tg5eqJZ13HpGh5WzxmEIP/36DZ8AYbP2AkTC1ssnd4dcbFZN/JnFjU9XYQ/8MajgZPx/1aT4Fct/4+wkYD5oZDX2traGk5OTujTpw+qV6+OAwcOiG0hISEissDExAS6urpCASVjAhEeHg4dHZ2vlNG9e/fCwMAA0dGSwffdu3dC4TU2NoapqSkaNWoEHx8fBU9/48aN8ddff8HW1haenp7Cq/727VvhESevOS1RUVFCSd61a5fC+fbt2wc9PT2hGH/rGh0cHMS56BpPnjwp2x4UFIQ2bdrAzs5OXGfBggUVlHOSkbz88+fPl8kjvYZHjx6JfiGFn7z7lEYQGBiYrixJSUniGho0aPDVNjo3yUlRBGSscXd3l90Lgs5L221sbFCuXDl069YNN27cEPdCipqaGurWrYtt27Yhp6laXAtHr8XiwctEfAhIxrojUTDSV0URd40M90tKAcKjUmRLVEzqYE7RA2aGqthwNBofA5PFsv5IFByt1eDplPVoltp/6GPf2QjcfhqLd58TsXRHCIwN1FA8n066+zSoZICg0CSs2B2K1+8TEBCShIcv4uAfnKoguDtq4uKdaDx9E4/A0CScvRkN388JcLPP+NrTolmsIhIeX0Pik5tIDvZD3JndIjJAI3+pDPdLiY6QWyIz2BYBddcCSHr/CinhWVccZMdMScHVExtQqWFv5C1WDdYOnmjW429EhPjj6Z1T6e7XafhKFKvQBFZ27rBx9ELT7jMQFvQJH30eK7TT0NSGgbGFbNHOwEiSkYw3Tm9A+Xp94FmkOqzsvdCw6z+ICPWH9930ZWw7eDUK/9EUFnbusHLwQoMufyM8+CM+vZXI+O7lHYQFfkDDLn/D0t5TLA27zMTHt4/w5tm17Ml5agMq1O8Nz6LVYOXgiUZdZwo5n2Uk55BVQk5LO3dYO9C1zUCYnJxC1lf3ULJae9i5FoKJhQMq1O8DbV0DfE7T399i44U7aFqmABqXyg83azOMb1YN2hrq2Hcj/eMkJSdj7OZj6FOrDOxNDb/a3qBEXvSuWQalPRyQE1A/3jm7AWVq90GewtVhYeeFup3+QWSYP17eT78f3QpWhWuBSiLawNTKBRUaDhEK8Sefe7I2hcu3goN7SRiZ2QuDQfkGgxER8gnhXzyoWZXz9KHNqNu8B4qUqiIU/y4DpiI0JAD3bpxNd78CxcqLqICiaaIH5ClVoS7yFi4DC2t72DrmQYvOwxAbHYn3b1/8J9/vW2c2oGydPnAvXB2W9l6o31lyv5/fS1/GPIWqCk+36Zf7XbGR5H5/fCO53xZ2HmjSa6FoZ2LhCCevsqjYcDBePTwjDHH/RTl/FxnPH92Imk16omCJqrB18kTbvtMRHuKPh7fS98DnLVIBdVsNRKGS1ZVuD/j8Fm9f3EfzrhPg6FYQlrYu4n8yPNy9cgQ/ioDjF/D8z3nw259+/zLM98JGAuanQoq/1JtPyvGtW7eEonr16lUxiJMCmpCQIBT2+vXrY8uWLQr7b968WSjipPBSu1q1agmjwcWLF3H58mWhTJNnXz5i4PTp08IrTor7oUOHsGfPHpEWQCkB5DmnhQwBrVu3xtq1axXOR+vNmzcX58gMpNRfuXIFmpqass9iY2NRvHhxHD58WGzv2bOnUPZJASfIOFC2bFmZp58WMjiEhoaiatWqKFq0qOinY8eOwc/PTxhF0uPBgwcICwtDiRIlsnQv0uLv7y8MMmQUoEWeUqVKif7OScyNVIVB4Nnb1C/+2HjgzackuNhmrMxbGqtiRh9DTO1hgC71dGFikBojQFEIZDJIlHPY0f8UWUAGhKxgYaIGE0M1PH6Z6nWIiUvBq3fxQslPj+J5tUVawcC2plgyzhp/DbBAlZK6Cm1e+MaLqAFKSyDyuWrC2lxdGBMyjaoaVC3tkeQr/4M+BUm+z6FqnUHYo4Ym9LqMg17XCdCu3wWqplbpNlXR1Ye6c14kPL6O7yEk4D0iwwLhlq+s7DNSPu3dCuHdq/uZPk5sjMR4p6NnpPD5/WuHMKN/WSwc1wAnds4R3qCsEhpIMgbAJW85BRntXAvj/eu7mT5OXBoZkxLjRRSBmnrqM6OuoQUVFVWRfpBzchbCh1f3Mi9n9Nd96eBWBE9uHkFMZKiIcnh04zASE+Lh5Jmx0UmehMQkkRJQxj1VmVdVVUEZD0c8ePsp3f2Wn7gOE31dNC1dAD+DsKD3iAoPgJNnaj9SSLONc2F8fJO5+02RAc9uHUZCfDRsXIoqbUNe8UdX9wiDAXlSs0qg3weEhwYib6HSss909Azg4l4Qr70z/+58i8SEBFw8uRs6uvpwcPb4z73fYYGS++3spXi/bV2ydr+f3JTcbztX5febiIuJhKa2PlTV1P+Tcv4OMpKnn9ICPAqkPpM6ugZwcisEnxfZf29oPCQ05H7zUSompeu89s789wTD5Ea4JgHzUxDej9Oncfz4cQwYMEBEDJBxgBR78lpLDQCkHJP3nsLc27VrJ5RpihogowB5tEnRJuWV2L59O5KTk7Fq1SrhBZcq9RRVcO7cOdSsWVN8RgYAaiOvuJPiS4o/ec6ldO/eXchCSjp500lRptz+U6cyttSS4YGME4mJiYiLixNfEIsWLZJtpwiC4cNTwyHp+qkfduzYIRRuIyMjIZvU0y+FjkEGAvkChGvWrBF99Pz5c3h4fP3DjSIk6NosLS0zjDagSAYyKJDBQgoZF+g66F5JIzUGDhwo+k8eisigCA7qe2V1CagPaFE4Z2Ic1NS10pXJUE9y/8KjFMOtI6KSZduU4fMpERuOJsEvJAmGeqqiRsGwNgaYujYccQnAm49JiE8AmlTUwb6LMaSboXFFHaipqsBIP2sJBxQxQIRFKoYI07qxQfr2VgtTdVQrrY6jlyKx/2wEXO010LGBsTBWUPQAsf5AKLo1NcGiMTZITEoRRoxVe0LwzCfz6TEqOnpQUVVD8hdlTwpFBqiZKn8ekkP8EXtyO5IDP0FFSxuaxSpDt+UARG2ahZTIsK/aa+QtCSTEIfHlQ3wPpEAQ+kZmCp/rGZoLhTcz0PN3ZMsMOLoXg5V96rtQqGx9GJvZwsDYEn7vvHFi578I/PwGbQcszKKMEjn0DNPIaGCGqC/yfwtSrE9smy5qGVjaSWS0cy0CTS0dnNk9C1WaDEUKUnBm979ISU7K9LVnSk7Rl1mQc/t0UctAKifRrPc87F4+BLMHlxE/ysmD26LfQphaZT7XNiQqBknJKTAzUDSMmenr4o2/8miUO68/YO+Nx9gxtB1+FqTkELpp+lGX7nd4xv0Y8MEbW2a3RmJinPCENuqxGOY2eRTa3L2wGRf2zhZKEHlNWwxYq2AoyixkICAMjRXlNDQyRVhoEL6XB7cuYNXcUYiPi4WRiTkG/7kM+oYm/733O1z5e5PZ+71xVmsRSk/3u0mvr++3lOjIYFw5ugRFyrfKkny/k5y/g4wR6TyTtE7Gg+xiZesCE3MbHNo6Hy27T4Smti7OH9mA0GA/UcOAyVmym5LHZA82EjA/FKkCTV5/+tJv27atCHUngwEV+itdOtUbYmZmJtIBnj59KtYpqoAKHpIxgbz8lCdPEQYUzi8t0Pfy5cuvvPzkuX/16pVsncL75Q0E6UEKe/78+UUhwtGjR2PTpk0iTYIK+GVElSpVRJFASlmgmgR0Xc2aNVNQyknRJ6MA5fuT956UaDIKZARd39mzZ7+qLUDQ9SkzEsTExIj0B6nRRJ4lS5YIYwmdnwwJlG5BKSBSqB/v3Lkj7hWleZDRhtI0lEUg0L2ka6D/0zJjxgxMnqyYJ1e8+iiUrJlaDK9kXg20rZl6/Ut2K4a4Z5bHb1IjDyhFwedTFP7qZYjiXpq48jAekTEpWHkgCm1q6KBycSOhfN96mgDfz4ni/4woV0QH3Roby9Znrc/eD3BVFeD1h3jsOCFJ23j7KQEO1hqoVlpPZiSoWU4feRw0MHt9EAJDE+HlooXOjYwREp6Mx6+yEE2QRZI/vxWLlJhPPtDrMAoaBcoi/tqxr9qr5yuFhGd3yOqTpfPcv3IQB9anFhZrPyS1qGZ2ObRxCvzfv0D3cZsVPi9ZOTXSxtrBQ4Qjr/2niygWaGqZWoQzLQ+vHcCRTam1RFoPWP7dMh7dMlnk13YamRoRpWdgiqa95uPo5km4cWajiCDIX6oerB3zK31vv5bzIA5vTJWzzcBl3y/n5inw//ACnUcpRm6d2zdfFJ1rP2wtdPRNRJoF1SToNGoTrOw98SOIio3HuK3H8WeLajDRTz+N53t5cuMATm5N7cemfbN/v0np7zhmH+JiI/D87nEc3TgKrQZvUlB28pVsCGevP4SSfOv0ahxcPRhthm0VUSQZcf3CYWxenlonpP/YrCnDWcWzQEmMn70dkRGhuHRyD1b8OxKj/94kjBC/8/v9+MYBHN+Ser+bf+f97jJ2n4gS8r57HIfXj0LboYr3W+r13rW4lyhQ+Uf9/pk69u8g5+8g4+1Lh7BjVervkB4jl+BHoKaugS5D5mHbiokY1+MPqKqqwaNAGZGmQA4XhvmdYSMB80ORKtCkpJMHOiuzGtA+FOpPKQdkJKC/rVq1kh0jMjJShPGTMpsWCwsL2f9pPeEZQdEEixcvFkYCikqgiv/f+uFOx8+TJ4/M01+4cGGsXr1a5PQTVKiRUgpo5gIyWFB7mlXhW0UU6fqotsDMmTO/2kaRDsowNzcXUQB07LSGEYrMGDdunFDsaf+0UQC0Lr2OvHnzCkMEGRE2btyo0C44OFhcgzIDATFmzBgMHTpU4bPhixXDQR+8TIDPp1SPt7Q4IUUDhEeleuoN9FTx3j/zxb0o/N8vOAkWxqnX9tQnERNXRkBPRwVkhKY2f/c1ROAzycwC6XHnSSxevfOXk1HyHBjpqyE0ItWaTeuk+KdHaEQSPvgrKtW0XjK/pP+o6GGrmoaYuykI97wlBgGqd+Bko4F6FfUzbSRIiYkS3mhVmtUgTYpAclT6NTUUSE5GUsAHqBp/XWVfzdZFRCTEHt2ArOJVtKoINZZCFf2JyLAg4RGUQl4na8e83zzeoY1T4X3/PLqP2Qgj04xDtqXnDfLLWInwKFJVpBJISfoSRhoVnkbGiCBRa+BbHNsyBS8enEPHEZtgmEZGt/zl0X/6KURHBAsPvbauIeYO+wMmFnW/eVyPIlVg5/J1X34lJ/WlQ95MGQiEnCMV5SSl6+aZzeg1+aCoW0BQ7YJ3L27j1tktqNchcwWzTPQkkTtpixQGRUbD3ODrsfldUCg+Bodj4Jr/tXcm4DaV7Rt/SeYkNMhQfR+lNCuhlFAoooSoNMrYIKVJUUmoSJKilHloMEYllGRWGhQhyVCmRCnTZ/+v3+u/Tuvss89x5Djvu865f9d1Pvus7au3tfda632e537uZ0LSsX3/v9k+/8E+ZvxDt5hSxf5J3v1b6HOmlSDAtoFQrdy+xRQ8+p/z+NcfW2yPdVqgCDjmuP3qihNKn2l+Xf2N9Te4stlTyeTX/OBdgAy774MVzfKvpprTL6ib5j/7nAur2VaCeHnz9t+3mKOP+ec5t33bbwfdFpAITBCPK17a/vzn1LPN423rmc+njTV1rtv/PIvq9c3nfWLo8w5fN4f0eZ90pvnlp29sT37tG//5vHft/NOMeflOkztPAXNdq37miCPS5y8ThXVGYY3lK1xuHihzdorrhu9k+Lrh9xNPPrSEZ6n/lDcPdn/XTjb43949pmChIqZ3p6b2uMhYsquBoCuUJBCHlXAAHYYgFHn+vHnzktoNMPjDO+CMM85IFtheccUVZsmSJWb69Omma9d/Kirnn3++bTlAWo/C4GAggKbCH89NN91kOnbsaF566SU7BeCWW245qH8ugTYjHgmSUU0QSNNSgaEi/2ygCk+7QPi/M9F6+O9DPcG4xvQmVxijCKw9eB1AW0OizyI1SJT897//tYoD1hKArwJtEKmBkoGfMEfkSi4RoxUgfrThtj/3mdNK50pKCuTNbcwpxY8wny1OfyU9z5HGJgjmf5dSkhYYGvLvOCp/DpuoSIudu2NmZ9xow63b/2fK/zdPUlKAUY3/LZXbfDxvR6r/nB9W7zbFiyX//PgdxUCQfMiVK0cKZQMJDVQI6Wbf/8y+jWvNEaXKmr0/fvv/B3PY3/d8/Xn6/hk5cpicRYub//20X80T5sjyF5n/bVhjWxMOljz5CtifACosBY8uZn78bq4pftL+oGHn33+atSu/NhdennwkYxj+f+8P62q+W/SxuePhweaYY0se8N/9y89L7Z9UHNNcY96C9if5Go81Py2dkxTYUM1a9+NXpsJlTdNc44cjnzbLvpxqbn5gqDX8S438R+2vzq76fo5NPpx6TuqmcgdaJ/+M5Ov82lSolvY6PxjBOj82Nz84JMW53LN7f2IPpUOYHDlz2ukW6eXIXEeY00seZ+YtX2Oqn7X//rNvX8z+fsPF/wQaAaccV8S888D+e2VAvymzzY5de0zHBpeZEwr/uzFy8dDXzE/4fBQodKxZvWyOOa7UP+fxl5++MudWTf08JoLzEyQdEr+//3+CRFRa5M1XwP6E11mocDGz9Jv5ptQp+wOwv//606xa/o25rFbyaTQZAQmaIMDKatd38HkfH/q816869M+bf86YvnfYALhhm/4HVItEbZ1RWGOi6+aowsXMD9/ONSVO3n/dYMq5euXXpsoVqfs8HQx4HMCmX1abNT8uMXUap089IoSvyLhQOAFnfQJnzPpmzZplpfUE0fTvczwAqT99+iQLTjnllGTtCRyjcs7fx0hv1apV1ouAPvq1a9em+e8n8J45c6aV/4enBTBp4brrrjMPPvig9TTA4PBgwU8BOT+KhOC/FdNEDA1ppWjZsqU1IIxfDwkTphqwHhIJjCikas9khAULFtjKPl4GqBsSJTgCBQUBPef0UMH74NprrzVPPPFEsuOc68DvISOZvmiXuapyHnP2f3OZE4vlNLdcVcAmDhYv/yeYv7dxAXPZef8oJK6rlteULXmEKVIop/nPiUeYlg0KGBLNC77/5/9T+czcNtlQrHBOU/GMI82d1+Q30xfuMhu2Hnxv2wef/2kaVD/KmgyWOj6XadXoGKsUWPTdP0qJR+4oaq6o/M/mhHGGZUrnNtdUK2iOL3qEqXJOPnN5xfxm6tz9iQWUDd/9uMs0rXO0Of2U3NYg8dLz85uq5+c3C5bsPKj17f5ipjnyzItMrtMvMDmPOc7kqd7Q5Dgyt9nz3X6TzLxXNjW5q/xTrc5d8QpzROlTTY5CRUzOY0uYvLVuNDkLHZPSmDB3HpOr7NmHbFgYgDqn8pXNzScTXzXffznd/LrmB/PugIfNUcccZ04//x8X6Td73Gbmfjw8mQQZaXOjVs+Z3HkLmD9+32R/9uzemVT9njH+FbPupyVm66Z19p/NP/fk0y6wDusHu8aKNZqbWe/3Nz8snmY2rl1mxg/qaCujp533zxqHvXCLWTB9WNLvH4x40rYuNLjzBbtG5OX8BGuExZ+/a9auXGzX+83c8ea91+4zF9W81RQ94T//6lxWrMk6XzXLFk83G9YuM+PeeMius1xonUOfvzXZOlEQ0LpwbYvnTZ4E6yx2wn9MkeNOMpOHdrYJB9Y658NB5sfvZttpDwfDzZeeb96b962ZsOA78+OG30zXd6fZEYYNKu5PlD424kPT5/3996w8R+YyZYsXS/ZzVL48pkCeI+1rkg6w7a+dZum6jfafBz9t3Gp/37w99YTdgc7j+Zc3N3M/6G9WfD3N9kpPGdLRVkaZdhAwps8t5otP/jmPM8e/YNYsX2CND/n/7P99vjn9wv0TZn7fvMbM+/A18+vP39opF+t+/MJMfOMekyt3XnPK/8+DP9h11qh7o5n8zkDz1YJPzLrVy82bL3UyhY851k47COjV5S4zY/I/U2h2/v2XWbNqqf2BzRvX2de/bdqf9Nu1828zdvhL5scfvjZbNq43q1d+Zwb362x+/22jqVD5iix5fV9QvbmZPbm/Wf7V/s/7/cH7P+9TQ9/vUS/eYhaFPu9PxyX/vPn95+XzzRkV6yUFtaNfut16T9S5+Rn7e3Bt/ZuRl1FYZ1TWeFmdm83UcQPMtwtnmPU//2CG93/UFDrmOHPWBTWS/t4rXe8wn334T9sVYwzX/bTU/sCWTevs662hZPniuR+aFd/NN5s3rDHfLJxu+ndrYc66sLopd/bF5nCOQCx0Tjn7A/lPKWlf5y2VWGUqxL9BSgLhDOT89957r51igDyehABGgfgQhG/sBMk9e/ZMEazS00+g/9BDD9nAnjGFJBlq1KhxQGUBkw0I1qmU01sf7h2jTYDWhttvv/1f/XdR9W/Xrp1dM3L9Tp06mR9//NFOYmDNmAUyoQGjwACMDVEtoC7AV4CEB4kDVAj89xGUs048EpjekMgwMNwyMWTIELuGQwUVAZMXmMSAZwNJFZId+DVkNB/N32VyH5nDNKuV3+TPk8OsXLfX9H1nR7LJBMcWPsIUzPfPgWMK5jS31ytgCuTNYf0HVq7da3oO/9O+Dji+SE5T/9K89u9s2bbPfDB3l5m28N/1+U+a+afJkzuHuePawiZ/3pzmh9W7TI83t5g9oW6C44uiVPjn82Hs4YvDfjNNahUy11YvZDZt3WuGTdpmZi/+J7Hw8sj977dpUsQUzJ/TbN6613oYTEtDoZCIvcsXm11U9SrVMjnyFzL7Nq8zf40bmDTWMMdRhU3O0Hc9R958Jm+NRvbvxnb9ZZUIf43pa8cnhjnyVJQjOcyeDHRrrnrVnWbPrr/NhDc7m51/bTelTz3fNO8wwByZ+59KEUHBX39sTfp9/vT9Qc+g7skVPtfe0c2OTkOG+uN3c+z4Nf7ZhYqeYMpfcIW57Jp/vDcOhsq1W5jdu/827w99wq6xVNkKpum9ryerZm3dtMb89ec/a1z0yf7xpkOfvznZP6verc/akYP2v+vXVWbGe73M3zu2mcJFS5iLr2plLrriVvNvqVJ7/7l8f8j+dZYuW8E0u29g3DqTn8tgnUOea57sn3XNbd3sOum1veHe16yp4ui+ra0r/zHHlTb1b+9uyp59cMFt7fNOswaGr3w4x2ze/pc5rUQx80qLBqbo/7cb/Pr79oNTzeCX8O1K88Tof0bNPjRs/7jcVldeZFrX+sfB/GCoeEULq6D4aMQTZtff202J/1YwDdsm/7wJ+v/esTWZpHrKkIfMju0bTe68R5ljS5xmrm/7hjn59P0BQq5cuc3aFQvNohmD7WeD8WXJMheYZh1G2tf/hloNbjW7d/5thr36tPlrxx+mTLnzzD2Pv5Ls2tn86xrzZ+jzXr1yienVuUXS72+/9YL9s3K1eubWu5+2z5Rf1/1k5n7Swfy5/XdT4KjC5uQy5c2DXQfZcYhZ8fq+6Mr9n/eHI/ZfNyX/W8E0vjvl9f136PpG8TPprf2fd57//7wb3/2GOeX/P+8Na5ZY9QkMeCJ5cqVV12l2qkVWXGcU1li93u12EsaY17vY1oBTTjvftHz41eTXzYY1ZkfoO7nmx29Nv6f/2QuOH9rT/nnhpfVNs9b7PZswKOT4H9u2mELHHGsuqHqNufK6VuZwcnSFM03laf+0gp7x/KP71zvkPfP1HY+YrMrBqNjEoZMjJmcNIZJBDz7B8fr169NleOgbJBkwgKQVgwA/IyFhsXXrVjNgwICD+v+1fu53EwW2//bvqpCZyasn9DK+M6XicyYK7Nrjv5guRw7/H9HXbzt088TMYGjefxdMZiZlTzj4cX6ZzcY/0i+fd8mff/t/fYuM44TCabcQ+kAsk0a6HgpX71lmfKXGDftVkS6YNir9o3+zClISCPH/YPjH+MPu3btblUEUEwSADwJKgnAbRUaB/0O8KaEQQgghhBCHE/xsROahNKsQ/w/tAeXKlbMeCDj0R5lq1arZyQgZTYcOHczxxx+f4f9cIYQQQgghhB9ISSDE/9OlSxf7I4QQQgghhPCHGGOfRKYhJYEQQgghhBBCCCEsShIIIYQQQgghhBDConYDIYQQQgghhBDeEpNxYaYiJYEQQgghhBBCCCEsUhIIIYQQQgghhPCWWEzGhZmJlARCCCGEEEIIIYSwKEkghBBCCCGEEEIIi9oNhBBCCCGEEEJ4i4wLMxcpCYQQQgghhBBCCGGRkkAIIYQQQgghhLfE9sm4MDORkkAIIYQQQgghhBAWJQmEEEIIIYQQQgixn5gQQkSMnTt3xjp37mz/9JUorDEq69Qas9c6tcbstU6tMXutU2vMfusU0SQH//P/+QIhhIgE27dvN0cffbTZtm2bKVSokPGRKKwxKuvUGrPXOrXG7LVOrTF7rVNrzH7rFNFE7QZCCCGEEEIIIYSwKEkghBBCCCGEEEIIi5IEQgghhBBCCCGEsChJIISIHHny5DGdO3e2f/pKFNYYlXVqjdlrnVpj9lqn1pi91qk1Zr91imgi40IhhBBCCCGEEEJYpCQQQgghhBBCCCGERUkCIYQQQgghhBBCWJQkEEIIIYQQQgghhEVJAiGEEEIIIYQQQliUJBBCRIpdu3a5XoIQQggh/gV6hmcMOo/icJPrsP8bhBDiEJgyZYoZNWqU+eyzz8yaNWvMvn37TIECBcx5551nrrzySnPbbbeZE0880fUyzapVq+waV69ebf766y9z7LHH2jVWrlzZ5M2b1/jA999/n3Qu49dZq1Yt07BhQ29GKS1fvtzMmDHDbNy40X7mYZ544gnjA7///ruZP39+wjU2b97cuIY1ffrppwk/75o1a5pSpUoZn/j555+TrbN8+fLefB+jAN/HsWPHpnp9V6lSxfUSI3MPisI6o/B5g57h2es8iqyDRiAKIbyEzc9DDz1k/vjjD3PVVVeZihUr2gdgvnz5zG+//Wa+/fZb+7CcM2eOufXWW83TTz9tH+qZzfDhw02fPn3MwoULzfHHH59sjStXrrSbixtvvNH+t5x00knGBV988YXp2LGjmTVrlrn44otTPZfbt2+3f+++++5zugEeOHCgad26tSlWrJg54YQTTI4cOZLe4zX/Pa6ZOHGi/Vz//PNPU6hQoRRr5Ly64u+//zYvvPCC6d+/v13Hueeem+LzXr9+vd1YknCpVKmSs7X+9NNPdp1sfteuXWvCW5LcuXObqlWrmrvuussGZTlzuhE/7tixwzzwwANmwoQJZvfu3aZGjRqmb9++Tu43ieCz5HPkXsTnnOj6XrRokb3/MFO9SZMmmb7GqNyDorDOKHzeoGd49jqPIgtCkkAIIXyjUqVKsUmTJsX+97//pfn31q5dG3vooYdivXr1imU25557bqxixYqxfv36xX7++ecU7+/cuTM2Y8aMWMuWLWPFihWLjRkzJuaCk08+2a5x69ataf692bNnx5o0aRJ75plnYi4pXbp0rHv37jGfKVu2bOzee++N7dixI+YbJUuWjDVq1Cj2/vvvx3bv3p3w7/z000+xbt26xU466aTYgAEDYi64++67Y4UKFbJrHTJkSGzp0qWx7du3x/bs2RPbsGFDbNq0abEuXbrEypUrFytfvnxs/vz5TtbZvn37WIECBWJ33XWX/cyPPfbYWIMGDWK+cNxxx8UefPDB2JIlS1L9O3/99VdsxIgR9r763HPPxTKbqNyDorDOKHzeUXqGX3jhhV4/w6NwHkXWREoCIYT4l3z44YdW1pketmzZYqumFSpUMJnNnj17zJFHHnnY/n5GQ2V+8eLF5j//+Y/xFWSe33zzjZdrRCp9+umnp/uzRub/3//+12Q2jzzyiK3QFy1a9IB/94MPPrAS4Ouuu85kNqeccorp2bOnadSokf2dKi3qCxQbuXK579rk3pKec/hv/352ugdFYZ1R+LyjQlSe4UK4QEkCIYS3EIAtWLBAG5xsxh133GEuvPBC06pVK+MrBKs33HCDady4sfGRp556ygbg+fPnd72UyEMQSJ9yuN+X87p06VJTunRpp2sTmQ9tMVxfAwYMcL0U74nCM3zIkCG2JcO1x8ShQrvEBRdc4HoZIguh6QZCCG8ha/+///3P+MzevXtTuAxv2LDBPPnkk0m9rT5Av+KkSZNSbI6okh533HG279sXt+QyZcqYxx9/3PZX0lv/0ksvJfvxgauvvto8+OCDpkuXLubdd9+1/erhH9fw/cMvQRw6GITFV4tREPh0b2rTpk2yz3vkyJHWSyFsckc/s0uidA86UEX5jTfecLoG1CyXX3659UaIZ9u2bfa9r776yrgmCs9wDP84Z1GAaxwFUxhUd/Xq1TMXXXSRs3WJrImUBEIIb8Go7Ndff7UbSJ83GBisvfbaa/Z3zIVwZd+5c6cpXry4+e6778z48eOdb9Dr1KljqlWrZg2QAKn8+eefbwNxpOnPPfecadmypQ16XUPQkBqYAv7444/GNWmZ6LFG1xvjKFw7gDN32PQxNVyaVXIuzzzzzGStBV9//bUpV66cvfZ9WOMRRxxhfvnll6TPO75lh8QlSgiX38so3YPSguCbdbs8l82aNbPnjGRqIrp162afPcOGDTMuicJ9KAprZJoBqjWm6XCtt2vXznTt2tWq7UaPHm2uvfZa0759eyUKRIbivplOCCEO0DN49NFHp/l3rrnmGuOKzz//3Lz88svJKmNsHhnhx7rZELP5dZ0kIGDA9TgAN3k2FEwSAMbh4YTtwwadUVS+Ez/y0EfSE3y7pkGDBkmvqVk8++yzduNbpEgR4wtcF/HUr1/f+ER8vcfH+k+U7kG+M2/ePPPwww+n+j6V5ddff934gO/P8CjcK1GtUXhgCsN7771n/2SiAdcPExhKlizpeokiCyIlgRDCW9Iz8sx11RYDO0YQBdVvetV5YAeyeKo5VM82btxoXMIYJxIXbMThkksusZW9xx57LEkWetZZZ1klhE8EjyjfN3E+XjtszA903lyOakzEUUcdZSu1PhpC+kx8NTT+PPqgJIjqPchHJQHnEoPS1FRXJFrPOOOMFNL0zCYKz/BESqFEuFQKce2SHMAwlb0Eo4F79eplR3AKcbiQkkAI4TW+ywDZrIU3YnPnzrXKgfD7PvSGM/+ZjSMbdGa9s+Ghbz2AjbnLiQbxoMjgPBJUwKmnnmqrKTfffLPxhU8//dQ8//zzdrMObMpZY9WqVY0P8PkeqIInDo7NmzfbYJbA5uSTT/bakM03onIPOtAEDfwdXHPssceaZcuWpZokwFSzWLFixgd8f4YDEw4KFixofIUkX/BZcy4xTiXBJsThREkCIYQ4BM4991wzdOhQK5NG/sfDvHr16knvIwUMu6K7gnYH5Kk9evQw48aNs5uMcDBLj7WLMXiJoEJCry19lxdffLE9hgEkMnSCNHovXUOvL34UBBT33HNPUutJjRo1zFtvvWV7hl3D9AXfN+dRYcmSJaZ169b2Mw5z2WWXmf79+5vTTjvNuOaJJ55ImmZBEP7MM88kJYkYH+maqNyDDpRY4/3mzZsbl9SsWdN+vrVr106ovuI9/o5roqIAI7nr+70yrMrgddgPRYjDgdoNhBDeEgVDIarJZPQxKcQ4rGnTpsmcr3Edx2V88ODBTtdJcE1AS7BNxYT1YHYUQHCLlJHNpWuomFBhjN+Is2b6lX3wLMA0DDf2+IQFCQ56rAN1gS9GdlHBx3YD7kHIkanekqjCsJCtE61EfNa43dNy5PJc09KUnoBsxowZxhVRugf5zooVK+y4O5JTHTp0SEpSoSBgIswPP/xgR+IxKcYlUXiGR+FeGd8+hpoFc9L4dg7f2sdEtFGSQAjhLZgZDR8+3AYOPkOwMHXqVNsn2KhRo2QPbmZpV6xY0SoOfIBRT2zQ2RjFby447kN1ghYNgq74DS6tB/QsY+DkGmZqU12OXyObdwJK12tMa3PO2DSuK5JZBBIuiR9pidEnVb14qXSg1nABa/r444+tioDvZhhajeitv/LKK62aSET/HkR/PNd22bJlTb58+ZK9hyIjuMbT029/OOHaZTIEz58geGRLT9vTm2++aS688ELjGtRWXOM+P8OjkMhIb5HhlltuOexrEdkHJQmEEN7Chhz38zvuuMNcccUVxkeY+42M1vWGMSvBBhy5/qOPPprsOCOfGPfE6DTXkBwgmGVkW5hXX33VVvICLwWfoIo8aNAga4BFVYoqbr9+/bwdd+nL2EtM6pDJM4IsEbj09+zZ06mxmcg4aBdiYg0TBOITGXv37rVqBwzjbrrpJmdrvP32263DPcE3UyO437Cdx7vFl4Q07Nmzx06CIakaQEse90kUdhQCSLK5ZPXq1aZ06dIplDh81iR7ffYqEOJwoiSBEMJb6PVnw/bJJ59YsyuqJvxgGOYLOCJjyMW62Lj50FMbDxLpTp06pWtMEkE4m6Mbb7zRuOLdd981TZo0sT21gScBVdxp06aZMWPGJJMou4I+dAIFPvMqVaokrZHvK5v3+OSBK9atW2fXRGURierWrVvNiBEjbMAblX5h1xQuXDhN6XYg/XZtaEegSF8/SQ2SL++//77t/0ftQLKVpJvLz/xAhoABJLFcgk9C27ZtradHIrgHkUSYOXOmcUUUJPKBkgBlyGuvvZZkTlm+fHkbfNOihwpi/PjxTkcET5w40bYM8QwPoOWFcZ08C/EY4rl4zDHHGJewhgkTJli/EVpzeK4LcThR6UsI4S042RMYsglHRofkjo06qgIemDwsXUN/PAEh1USqOBiZkdxwPXoqDL3UbMzYiBHcLliwwAaPbIw4t2w8OnbsaKspvXv3tpJ+lzRs2NBW8ZCcY3DGD6/nz5/vRYIAMLHjM0fVQLKAH1ok+F76kCAg0cLnTa8ylUbUDevXr7eKFz5fXxIEbMBdB9cHgsCG/t/UoJrreoLJ2LFjrcwcBQ5+GUwHuf766+2IVpKYeHmgdnAJ6pXwD0mMoNc6/OMapgagFkgNZPyuPUeiUt8jccr9PIDvJe0cJLTwHrn//vuTTQNyAfdGVA0Bs2fPtiagmOeSEFqzZo1NGLiE5zZ+RyQrOXcksVCyCXFYQUkghBBRYerUqbFmzZrF8ufPHytSpEjs7rvvjvnC9OnTY82bN48VKFAgdvTRR8datmwZmz9/fswHfv3111jXrl1jZ555ZixnzpzJflhrw4YNY1OmTHG9TJFBHHHEEbFHH300tn379mTHc+XKFVuyZEnMF3LkyBHbsGFDzGe4RlasWBHbtm1bwp8ffvjB/h2XVKhQwX7e+/btiw0aNCiWL1++WO/evZPef+2112LlypWL+UTBggVjK1eujPkGz5avvvoq1fd5j7/j+rpJ6zsZ/LiG8/Tjjz8m/X7ttdcme2ZzLzr22GNjLuHf/8UXXyT93r59+1itWrWSfn///fdjZcqUibnkjDPOiHXp0iXp96FDhzr/Doqsj9oNhBCRhEop7vJUIalM+FZ5pMqMzHvu3Lm2x56qiS8gOf/555+t2oEKPS0SrivLmOkF1Vpep0VaVV2xH9QMqBpQkKDIoX0DuSxz6PkuUnX2gSiYhrHGtK4PtlG87/I+FPSmcy3TA47Em9+598BPP/1kP3MfRiH6PMkC6OlHyp2anPuVV16xhrScX1dE4TsJRYsWtaOBg/sN44BRDgTtbHiN8B11+b3EnBL1CEo6wGgYA+KgUo9nAesPqw1crBH1StBqyTXOMa5r2jaEOBzkOiz/VCGEOAzwsKa3mrYDJICXX365NTX0DTa/9AyyXkZS0XfpEwSLrvsr42E9QY8tPeCJNsCuN75FihSxo8VIrLDetDbprkdR0QP84osvWrksZoW0Q9SqVcueQzaYPsH1QaIgLc4++2zjCpdjA9MLAUzgIE8ASQCRP3/+pPf5fdeuXQ5XGB1o2cDDBa+R+O8dSQ2k6LRnueadd96x9ySfIeFC+x2TP0gWYFpIi1HAypUrbeLAJSVKlLABOEkC2ob4jGm7C6AtL3wtuYBrl9ahAK5xEoE+tTWKrIeSBEIIr+HhiGqAQAcDQx7oGAxhiOSTgSHwwH777bftWtkQYR5Gz2XYEEkkZvr06UkbXl+DMjaOQSDGa9fqiwNBYIiXBz/0sZJgo6cVM8irr77a9qyn10zucEJCLZGokfPrOjEE+Iz4Duco/H2M/12kn/bt25spU6aYChUqWPPUcuXK2eMkfBmFyfXD33EN6/BZgQMkVOrUqWOTlSSBeRaGK994aQTmtK5ANUASFWPPyZMn21HGYU8K7pl4u7gGj4RwsgJPJgwWwz4evXr1crQ6kRVRu4EQwlvatGljZftIEevXr580CtG3zS8tBSQG2Ajx4CbwYq0oHcTBQysE0yziP2ceVyhIAlmoOHhQEWAY98Ybb9hAyHV1mYoYhpSYa6bFSSedZHyF0YcEQ4xDdUVgABhcM7Rh0ZYTjGbl2qGNx2WyBYPUMBixoXbBWDEMY/F8GN1HIpBJIOHxgqgMCCip4rokCm06AVTpP/roIxt8E5CHxwXTtoG83+XYRpL7tGcx5YA1siYmXATwHK9du7Z56KGHnK2xWrVqB9z38D7JdiEyCiUJhBDegtSTYJt51PQ2xsNGeNiwYaZdu3bGFfQq0s943nnn2bWyifTBoTvKpDbeC9knx1z32UZljQfaGDPGzbVDdlSCnQ8//NBMnTrVBod33nmn7aOnsvzwww/b4IJWDqqQrqAFKz2gKnFFODhMDdeqkaiASo0Kd6LnohBCZARKEgghIgdjEamEIlVEfkdg5op77rnHJgfOOeecFO9xe/3ggw/sWukfFekPJuhdja8u+2AgdaDgljGDmMf50Cu6adMmO0qSwBZJP4kNKqQYr3Xv3t2+3rx5s9M1RiFJwPXbokUL2w6D6SeBGbLeu+++2xpC3nvvvXbsoIg+QXuLyBiFXVqjJMOgFmScMEarvrFz506bUH3ggQdcL0WITEWeBEKISIDMnJ5qfpCj33DDDTZJQPDjkpdeeinFMTY7tB8w3YBAjb5WcWDwbwA26fH9l1QXCXhdylLDnzdrfP31103BggWTrXHmzJlJPcwumTVrlqlbt66VmLPWCy64wF47DRo0MLly5TKdO3d2WlUO9/u7lm4fiD59+pgePXpY1QX+KEimSbR88803pmTJkq6Xp8A2AyFIpXWElrG0vpe0IJAoog0GNUlmgvS9S5cuBwzAmbLD95R7VNu2bU1mw1QVFDcob6666qpkxnth01LUgNybuMZcJQnSSqhiurh3715nSQISuhQj0mOeyH8DiV88Z4Q4VKQkEEJ4Cw/pcePG2WAMI0A2R8j56WX1aYwb0NuNWoCqIwEaAePzzz9vVQa+jOyjNxSPB84lVXmqN1TraZVALt2wYUOTJ08eZ+sLPBw+/fRTU7ly5WSbdF5jVMlGrWzZsk5lvsD5I0BkMxm/xqeeespcdNFFxiX0sOIajhkXUvQXXnjBnjeMrjAs9A22IosWLbIjvQh4Oc98L30IfglulixZYj9b1sk1grmma8O1AO6Dvge2Uakqo1Kj95zRfPjfkFzjOsqbN69VkRDUcn/n+0CbG9dXZreX8Yzh8+bfW69evVTXSPsLwSIjB134uPD87t+/v+nXr589n3g6hNdJuw7TBK699lp7Hs866yzjY0KVAJ2EKkawLmjevLn1jyE5GXzegcqO5EXweZNsQck2ZMgQc+mllzpZq8haKEkghPAWJMhUZfEk4AEZjO3zadY7gQ2btpEjR5oyZcokzaQngPRljRirMbKLjQSBDUZRbNbY9DCq79tvv7WJAzZJ/D2MuVwmC5hcQfXWl+RKagmN9957z7tRkonmk9P6QDWR9WIA6hsE3CTTSLwEW5IgUYAix/WGN74lggkXXNtUSX0gCoEtCaqDrSoTHLmC8zV69OikhCrXEKNPg4TqjTfe6PTaJynNJB3WyFq3bduWdN1wzbNGrilf2mDwT2Cd8eeS+6jrMY5RSKhyv6HlgUIEz2mS0zyjSagB55Jri+kRXPdCZARKEgghvIXNA9UFkgQE3kHQ6FOSgEoDvcmtWrVKNibJpzUSbCGVRoVRuHDhVP/enDlzbHCOYSQbJhFdEgW2ixcvtn4JPrFixQrr54Hygt5+koJsSwgYae0guPj666+dBuScy65duya1lhCQcz0R6ISh4ugSnwPbqFSVowpJAj5vkoM8e0TWTKgynYb7Yfj6pgUv/l4kREagJIEQwlswDKIHmEo9clXmLQcJAwIeHwJwNt8E18gAURHwO9Ucn5IEbNAPZuN4sH//cEBwyEhJ/CcYKxmGDZwPrF271o51S7RG1/OqCWwZhxVU6apUqWLPZ3wPPQkhl1DZpg2Gang8bE/w8+Aa6tu3r3EFbQbpGT9G8CuiXVUW2Y+oJFSFyGyUJBBCRIKVK1daGSpywHXr1llfAqR11atXT9YX7tpUkU0vSQwMj8j4+yL3jBL4JiA1JuHCfO0rr7zS/PDDD3biAZVGzrNrCGqZ5x6MwjvzzDNtPz2P1PPPP9/5vGo2vgSuiR7xwXEfxs1x3jAGI8mWCMYLPvLII7YlRgghsmtCVYjMRkkCIUSkQG7HzHLUBQQQZP1dj3ELwyx1glgmL5QqVcr2NPJD4OgLjBDEHDBRBdy1ZDrYjLVs2dI6cgf937RMcKx48eLmySefdL1E6+uAsoW1BGukEoWkG4PN1q1bO10fVdr0gImdS2ghIplGtT4RGNjxfcCp3aWi6eOPP7bmZkDSgp7wcMsRZpXqBRYiekQloSpEZqMkgRAisjC2aOjQoUmj83yCPltMuDBeIwjyZYPx5ZdfWuMwDI9IFlA9IcnCeCWCXB8k02E3efpFP/nkE9ujjCwd5cgvv/zieonJJKn0eSOfxo2dZAG9rKgKxMFLfeNBPULvusvr59VXXzXvv/++TUoGnz2fdeB2jpIEjwIf70NCiKyRUBUis8mV6f9GIYTIoNnfjAHydWNO4IihIT9MF/CF9u3bW2k3gQ8O53g94D+A1wPGcb6cu6ByXKJECSs1J0nw+++/J7k5+5DICFQYqBtohwlGtrlWtqAQOZiRZ7TvcJ5dgUkhiYJEuD6XMHz4cDv1I8yIESOSzBRJBmLI5+u9SGRNSJx9/vnnVmmTliGtr3A/92HdCv6FSEzOVI4LIYRTCLjoTY+Xwyea/Y20u3v37sZFMJYeglYDgjHXUP3u0KGDreDi5YBsmraInj17ejPRgJF3tG0Aoy9JXrRo0cL6UNSoUcP4ADPfUQ8AygzOKSOzbr/99nTPgz9cXHjhhbY1Y8GCBWm6oQ8cONB6AmAO6hI+Uxy6438ws8O40IcJDGG3fdoKuH7CrSckOkTWguTuN998k/T7+PHjTYMGDex98kDPpcyA+zd+LajWfIeRlkzeCGjcuLFViZGcRH3livQ+wwN8eIYH9yTaLvFAAonCxeFASgIhhJfgZs6osTZt2qRr9reLHnCCMTaNzCfmdWrBGCZIjBa86667nPf8oxoIAhwk3mySMFdEVYABow8wD5o+cHjsscfsmmfPnm0aNmxoOnXqZHyA6QWMbAN8CXjNJpj52q4nG3BtkLDguuF6qVChQoprh+uG5BXJIZIcrsBzIAoVz7AHAW1O8T4p4fddw3oIIjZu3GhfxyfgfMSXqnIYEm0PP/ywTRDRhnXDDTdY49S3337bKppefPFF10u0ST7WhmeLz6BcQ5EDJID5mTJlin020qqDQa0LovYM37JlizVGxmgRpSVFEhRNd9xxh1XgvfDCC87WJrIe8iQQQniNz7O/eWATjOE7cKBg7PHHH3cajAVQeWIqRLNmzWx1Hr8ENj14O7DmefPmuV6iyCC4VuilTzRujmuHAEMcGBI/KJVIUiWCAILqMoG5a2gf4trm847f3vlivkZVGb8Rgp2gqoya5YQTTjCTJ08255xzjvEBEqeoCfAdYc0EZlRvkfiTMPAhqfrBBx9YI82nn37aPn9og4o3BvUB/DuYUINqDWUYSeDXXnvNHrvoooucqSGi9gxn6g/Jv9dff90m91FhkCTge0m7E2sVIqNQkkAIIbJRMMaMcvr9mUnOZoNNB1V6AiE2Sq426Nu3b0/33/Vl4yuyh3cCQQ3TDRYtWpRiggHXOion2iKoNLqGNo1TTz3Vqlvwyoj3dSHwdQ1Vb6rKjJqjokySgEQwyRa+E66qyonuM3zm3BtR5TDdgu8CazzttNOSpN4uCbe9hD9r3xz5Cbzfeecd+5lz7rp27WpbyZYtW2Yr+Adz/8/Oz3ASaSQEeE4HU3VIEqAmwZsiULcJkREoSSCEEMKbMVRp4Xrji2LlQGsM+O233w77eqLO8ccfHwmpLxMWCL5z585tW5sIwoEAh9aYvXv32qkh/Pe4hkoygUOZMmWMr/haVY6HSSqskQQQcm6qypxXxsfecsstXkwwYS1pcdlllxkf4LqZNGmSTbhwrXDuChYsaH2HaHnyydzXZ0gMcK44j+EkAcl/khkoI4TIKORJIIQQwjkzZswwvuNDD3JWIireCQT/qG3wPaFHPaitkDBi7a+88ooXCQIgyKbtweckAck2pPoE4MjlqSoD59WXyndwvdPONm7cOOuNEpzToCLuA74kAQ5E7969bYsJnzvXMgkCYJwtvkMifVStWtUMGTLEtpcE9yB8RzinqAOFyEikJBBCiGwEVdEHHnjATJs2zbYbxD8CfNqki+xBVKS+gUIk8B4gaCxSpIjxibFjx1pzT8zgMNzD9DMMkmTXRL2qjPKByQLx59YV+PWgxEByjqkiLTl4zNDWcckllxgfmDlzpk2s5MqVvDaJCocEnK+Gmr7BOGCmwZA4xSPjmmuusYlU7kt4ZeCfIURGoSSBEEJkI+rUqWN7atmoJ+pZrl+/vvFhQ5kWPmwoDzQ662B67YU4HD3qAVzjrlt1wuzZs8e2j1BVxkSVZFBQbUZCTfuJD7A+zlnJkiXt7/PnzzcjRowwZ5xxhm198QEMH2+++WareCAxgPoG+TltMJhA8uMDJFVQDTBRJwzyeI758L2MCrRg8fnSaoAHAQmDtm3b2ue5EBmJkgRCCJGNYBNO5Yke66gFOgE+bCgP5KHgwxpF9gMlRlqcdNJJmbaWrCDtJhlAEP7rr79aw73y5cvbsXN33323eeKJJ1wv0SZY2rdvbw1owz3qKDRICLNuH+B+iYrt2GOPTXYcHwqMP10bF0YFktO06SR69hysEawQB0KeBEII70F+irQT+SyMHz/evPnmm7ai06VLF2soJtIHGwzfc8PxxmVUHtn0MoKKHnYfYD2J1tirVy9v1gi7du2yYy0JHpntziadwML3ueri3+FrEmDChAnp/rtIqH2RdlesWNG+xjyTthck3UxfaNWqlRdJAswzEymrmGLx+++/G9dcd9119k+CWlQjefLkSZZIZQSvL/4OUYD7dmqKDN5TclpkJEoSCCG8p2XLltYwjCQBfZfMqL722mtt/yWBjy+Gcsg9X331VbNq1SozZ84cu2FnbTy8fZDxA+vhXNLDipGUjyQa04ZBHMkgZkEzlsw1iUZFUhHDeO+5555L2hy7gmAGSffEiRNtAoNziqs8vaskDqg2UiUl2KECKbIOK1eutNf5999/b38nmcoUAZf9ykyxSA++tEQA100Q1DICM0helCtXzgZqvozEwyMj/l6OvwfXuC/3chLT3Ge4BwVwP69UqZJp0aKF8YHBgwdbL5Srr77a/t6xY0czYMAAe/2MHDnSiwRc0DYUD20H8eNZhThUlCQQQngPksRAHk9igMoJvaEEQiQMfEgS9O/f31aW7rvvPltJDja6hQsXtutzmSSIH923Y8cOGzDkz58/hfmWz6P7cJCncuYzSJIXLFjgdA0EM6hvmjVrZqueJC/Cm3MSbbScsPFF+YBbNkkYEX2Yoc7nz/3y4osvtse4TyKTJ2Hk6nPGgT1qcM5I+hI0Tp06NclRfv369aZo0aLGBwiwSQANGjTI3uNZGwlqzGlRXrkGxR+QxGBNjOj0lW7dutnnOHAO+/XrZ30yMNmkpeO9995ztjaS48BnzOfKszuAvQZqMZ9bCEU0UZJACOE9ZM+DTSYVnbp16yZJ5zdv3mx8oG/fvmbgwIG2Yta9e/ek4wRobI5c4kMS5WBAghr/+VO547z6shGK76EN1kj7C67tLiGowdAsNfd1Koz8MOsdozNfqqLi0EElREATvgcFxx966CElgw6CHj16WMUayiCulUA9ROtE0IbgGj5Xno043qOqI4GO+oFnDr4JvtC5c2fjOxhVBmMuGXvZsGFDq7Yi2VatWjUv2tt4znzzzTfJWix5zXfT9T5DZD1kXCiE8J7q1avbhEDNmjXNHXfcYQMbHuaffvqp3bwxQss1VGqXLl1qJYlhAylMrhg7xlg3cXCmgPGPJ6SpVMyQ+/poXMh6+Z4yyq1y5crO1hZVuFZmzJhhR3PGV5596P+OAkiOCSLiE1WosbgPMb7PB7h3P//888laIhjbiFmgT1ClJSGIGiuA5w2V3Pi+cJfs3r3bth0gO+dcMlLSJ6IwepfPEyUOni38UL3HtJL2HYJwzq1rbrvtNttGVqhQIddLEdkAKQmEEN5DJZwRT2T3H3vssaRs/zvvvOON6RG+A4sXL07Rt/jBBx+Y008/3dm6ogieDvEBOYZ7PvVcEswmWiPfzfhZ4OLAoMJp3bq17QmmzzqcgOG1kgTpg+8g96H4JAHHfAlqhw0bZoMdfDvuueeepJYIquFvvfWWbZPxBUb3hRME4KOXC9VkkgO+gmkh7vtI5RON3vUBVDaM3yRBQFLtqquusseXLFnizWcetG8IkRlISSCEiCxUxdjEpSarzkxef/11KzV/4YUXrNqB36lAPPvss/Y13glCuPCgSAtfPChIrrVp08ZK4sW/56mnnrJ91MjQgwQqATjSeSqjPvSpkzRFxk1bRBj8MUgWBeoCHyARzWQDAlyq9WHw/XAN/jK0lgQV+ngFDv4jPhCF0btMg+D64LMmYVm7du2kVgmSMBQofGDhwoWpfidd+iaIrIfKHUKISMADnA0bgTey1CJFiti2A8zsSpQo4Xp5tgJBy0GnTp1sbyjVMJzukQYqQXDwsOkl2AkCBgILTCFpOfEFTBTxogivsV27ds7bIaLmQRGMvWzUqJHrZUQeghwCMpKVjzzyiD3GfYgEZlC1dw2Ba7169VIcx3Dx0UcfNb7w0ksv2cCQKjhjd1E/8PzBmLRt27bGB3ju0LqBLN7XCn0URu/u3bvXft4kKUuWLJnsvSeffNL4Aq1szZs3N7Vq1bKmtFdeeaVVPdDOgX+GEBmJlARCiEgY2SFFZVIA/aAEZ/T7E5CTTced3fUGg2kLPLhJWpAkoH/RF3lv1HjllVesY/f111+f1Ns/d+5cmyQiceDDBh1jQJI/GFOG10gAwUYO0yuRflDfXHjhhXYko8gY/vjjD/unbyMuackh0cto2zBMEiC5gTeFD5Dso4rctGnTZD4ztL6gwHn55ZddL9E+E99///2kSRa+QkDLZ+vz6F18HL799ltv1wf4inDd8AwMvpO0OnKMJJFPCQ0RfZQkEEJ4D9Xj888/3/Ts2TPZZm327Nm2Yu+DcSFGVlSUfZilfDBgyjV9+nQ7us8X7wQqOcilqcqHYSQVY6rWrVtnXMMISXwykHeHIaig55qKo4/tOfHyVF8MsGjLQW7OZIazzjorRQuRL1VwcegwZg5V0O23356sJQI/ApRX8ckDH+7pJHwZg4iBHUkMTFS3bNnieok2QJw8ebI39+60WqBInpNQ93X0LmOK8cnADNlXGCEZeCQwhvOTTz6x90u+pxg8a1KNyEjUbiCE8B6qs1Qg4qHN4NdffzU+wEgsxhT5niRo3LixHZNFAM7EBSrhJFnIF/tSAae1JOgHDYO00peedTZjyD7juemmm+zINF+gZ5lzRg9roqDGB1dxGDBggK3kIZ3mJwwSaiUJUocEKu05BGKYrqUlOfehj55+b8wpqSzzvQSC3NGjR9tAzRdYI8Er9/TSpUtbpRBJAoxVfamvPf3001bZMHjwYBt8+0oUWqDq1Kljk9NMB6lQoYINyOPbYVzDNR4ohNj/oHwgScAzkySMEBmJkgRCCO9h7nP8XHqgFw83bx/AdK1Dhw5m7dq1CTcYyAR9YObMmUkGTGPHjrWbXTYYbDK7du3qRZKAzRhrQ5Ichr7gunXrGh9gbjZGXMGkjYBZs2Z5NcatY8eOdhID1Vv6llFjoMQg6Ybhma8TLUT6IbDmHhm89rUvPQz90773UFOZnTBhgk284EeA0SItTxjHUXF2RXwiiNGHtLlRXY6v0PuQFAKfq/PhZzigaIqH8+1DQpUEP4oWEgN4uNCWhxKQY7RkCpGRqN1ACOE9mDNRBaXqhGEhHgVMNWjQoIF9aPpQpWAEXqKNBbdYXzYYgLkiyRWMpKiEY2pGsIi3AyO0fJgFTbKCGer02Yb7/ZEkk4gJS+RdVZjpn6aChzID6XGwxrffftv2hXJefahAUQHFs4OkBueNoIHExtChQ83IkSOtVNk3gm1JFIJd8e9ZtGhRkuln+fLlbfDrE0wK4CcYaYrSihY3xkvSEoHjvQsOpu+c9idfoAWLEX78SVsJLRxTpkyx9yg+f3FgULbQNsbzhe8mLZjBdxKPpvhxnUIcCkoSCCG8Z9u2bdbEjgoOUjsekLQZEEAS5MRX7V2wevXqNN/3pQ3h1FNPtUE4vd/0s7LxpWKGzwOViM2bN7teol1XeiCIdDXiK1FSKBGuE0RI+JkCwkYcrwdGZNEaQ+WeapQPSaEAkhm0agTGdXxXUZOggBDpA68W2rPoVw6DWoi2BB9G4jGqD9NP+qkx3gvWd/nll9v7kS/qMJFx0EKEnJ/EL2o2kkN8V0lQ81xHoeETBOJ58+Y1UYL2QYoAQmQUajcQQnjP0UcfbeV0VJIJZgls2PD6NA7PlyTAgcAwDMM9gkfWTIUZ2LgRNPpAFKTn8fPIfYWNOOeTJAFu7ahxSBJMnDgxKUDzASS+jO/DKyNwaqd1g2kHJK6QeosDg79IoqTUrl27bCuUD9x999022YsBW2C4RyILSTrKIBQurkClll58aCEjIcS96KKLLkp2fN68eVZth+eMD9DrT3L6/vvvTzZtgwS1D1MigOsGY1xUYowURHHH/ZP7Eq0cTGDxEa5t2shQFfji0SSyCCgJhBDCV3bv3h074ogjYt98803Md1asWBFr165drEaNGvbn7rvvtsd8Y8GCBbH33nsv9scffyQdmzRpUmzWrFkx39i3b5/9Ef+OXr16xfr06WNfT506NZY3b95Ynjx5Yjlz5oy9+OKLMV84+eSTY4MHD05x/K233rLvibQZP368/cmRI0dsyJAhSb/zw7Xetm3b2KmnnhrzgUKFCsXmz5+f4vi8efNiRx99dMwlnD+uDf5M64e/4wMXXnhh7O23305x/N13341VrFgx5gsFChSI/fjjj/Z1wYIFYytXrrSvV61aZe9HPvDkk0/G/vOf/8SGDRsWy5cvX9IaR40aFatUqZLTte3cuTP28MMPxypUqBCrXLlybOzYsfb4oEGDYsWLF4+VLFky1r17d6drFFkPKQmEEF6DERNVUF96+lPjww8/tL3n5557blIlFOUDvZZUba+44grjC1SX4itMtB/4RBSk50ho8U4I+qrxdGCNPhkXhivwKG+WLl1qe8HxJfChEhqeFhGMwwvDMY31OjD4swTtLfEmcdxDqYQyTcAHqHzHG+wBx1wrdKKgYgqDAgNVXTz4O/CeL6Ba4jqObyVjIhAu/b48c5iyQtsdCqYAJlpw33QJ/jeYzXIPx4MA00LMNPHBQYXF7yhHhMhIlCQQQngPbvyPPvqoNVvDuNBHkFMSkMU7xnOcEXQukwRIPNNLImfnzCYK0vNhw4bZTRou54F5IkkhNpjMe2/WrJnrJZo9e/bYUZLIZzG2AlpMfGyNIWlBKwTXeRjG4gVrF6kTBNcEYUjQixUrZnwFiTmu7LQVBAafTNzgunbt0O7jtZEWTLVAGo8sPgwBeWC46AN4UPAcxNiVRBbfV+6XDzzwQMJRsi7gOxg/rQZYK/dSl3DeSGJQiGDsIQnevXv32vZLGbyKw4WMC4UQ3kNVhDFPPKjZxMUbFfow5gmTI+Yrxwc09DXyQMcIyRUYgsWfLzYYp512WtIaqUIwupFxSq4h0MHBO37zyJjGLl26eFHto5f6rrvuSpGwIMExcODAJHWBazCBC9yvfebdd981TZo0sZWysBJn2rRpNnng+7g8kX7WrFljgx08CZiyEhw788wz7chBDDZ94Nlnn7WjBW+//fZkxwcNGmQ2bdpkg17XNG3a1CYEGA+Ld09gAomyhOkBXDs+sHv3btO2bVubQEUVSAKDP0mmcsyHKjjPP+7nN910k/VNIAAn+fLUU09ZTyRG3rqCSRo89wLVBQaF8+fP98ZHSGRN/EkzCiHEAaS0PkMwtnjx4hTBGMfYrLlkxowZyYJYNkAE3MG4pK1bt9qquC8y+ShIz3GJr1evXorjBD/x1XCXsOF94403UihcfKNhw4bWbK13795m3LhxSYkYNsK+jcbznR07dthWGMaaEpyFcTUyNAyJARKVH3/8cZKMm8/aJyNaQN49YsSIFMdpIQsq466h3YkxwCTPg+uEZw7JDZR3vkCQS/IUhRiVcMyHWa9PyUsk/bTqoChAPcAkmGXLltkK/qRJk5yujYRKeOQmSRbMh4U4nEhJIIQQGQDVBgIc2guCAJdKaI8ePazcn82RD1CJ+Oijj1LMpWbjduWVV5r169cb11BRpMIUH2zjjo38HMWGa5Cl4j/AvPQwSPvp/Q68FHxwkmeTy2acSlm8CseH9hKRcdDjfdVVV5m//vrLJgtoz6JFJ3/+/DZZ6cMIxKiAOgxFUHwfPecQ/xGX6rAwfM7Dhw+3lW8qzCjXUBgk8n0QaYNagGd5eIoSyQOejS5h5C4jJGkvAXyOaNuJv5+T2BAio5CSQAgRGTBcC2TcBLk+VRhJAlChJ0B85JFH7DH6bZHH+1C9C9i+fbuVysbDMcaS+QCtBkjPGcuYSHruAx06dLCfK1W7cFII6WyfPn2ML5D8CYzNaCsJ47qXle9ioUKFkl6nRfD3RNogl0bhQrIK+TnGZgSLKErwAfAFrmV+Nm7cmMKsEDm/D6B44JqOTxJwLPBS8AECRVqffCNqXjiAmo7WAt+INyPlehbicCMlgRDCe9hIIu/85JNPkma703dJr/2oUaOs1N8ngmA7PA/aF+jzp1pCMqNixYr2GDLvwJWfNgRfEkIoM4KkEHJkAnOfEkNjx4615zG8Rs5j/fr1XS8tEtCHTPsIFW4qZYmSFmxROO77dBNf4P7I9YzfCK/nzJljv5ccI9Bw7dIeJAGp1jJhpXjx4ik+d64rH2DuPD9MWaFqCyQ2OnbsaO9FQTLYB5hkkKi9hPYnV0TNCyeAc5goecWUJSGyE1ISCCG8B8k0gTdGV2x4g00Rm16qubhkuwZTITZAyLrDyQFk58EIMh+gwoijNHL+wLGZ/sY77rjDboZ9gY0jEwR8BjM9Ger9ewgMgmklYd8M8e/hXkPCBUi+EDhyz0RVgDmgL/cgFDc+jTNNBAm/LVu2mDZt2iQF37Qg4EXgS4KA1gfuQbRgkWwJ6n5B4sVlci1qXjg8qzGpxOg1jBKVIrsiJYEQwnvY4GJydeGFFyY7jqkZvYKoClxz2WWX2Q1GvCyQQPf111+3KgifoI915cqV9vV///vfFL2NrmFDRkUxqNLTA0yF3qexXrBw4cJkayS54RNU89JqK/Clgkcwi7w7fq1sUQhuVcVLH9wPb731VpsEbNGihfn6669tIhUTO4IyFAWuKVq0qL13c9+JAvSmc43T708SOOgL9wFaS6jG84yhLYLzSmIDpQOmhr4E4FHwwqG1jecLvkKJFC7nnHOOs7UJ4QK/dltCCJEAZH+JTJg4Fi8JdGkYFvTPh6lUqZJp166d8Q2SAhhc+QiKEWSyv/76a5I0FQNI2kowbMLY0DVr16615mD0J4dbYPAnoAXGlzFu5557brLfUY/go8DmPD6h5RICnKD1IMxvv/1m31MVL31069Ytqd3pmWeese1FrVu3tsEtUy584M4777RTA3wxcz0QuMjHJ6h9gXYSEn3FihWzChJ+LrnkEju+keQQzyUfiIIXDvdF2tzKlSvneilCeIGSBEII76EfFNMt2goCwyjGFGHSVaNGDeMDVB0SbXa2bdvmVYCDgoBxeKmZhvngfk4QQcWJKn1YmkqFFIOueDmoqzUScFNhDBIZjMtCPst7H3zwgfEBfB0SgaEmFVJfCCS98bBGJN4ifdDnH0DCxZfvYdjEjnvOgAEDrDqMRGV8AtgXE7sowLMlaG8jUUBFnvsRIxG5H/kCLRHcGxN54Vx33XXGB1CCMQlECLEftRsIIbwHuTGVZSrMSJKDY1SUJ0yY4EXVFtknclQSGcg/gw0cLv0E5lOmTDE+QPWbGer0AyeSVPrggM55JEGQSJpKRe/vv/82PqyRZEW8kSKVKCS+jKDzmRUrVtjNOpV6H4JHJkIgj2dUXwDXD4EE1xOKDXFw3ihhXHujxJvYpQb3I19aYKIA9xpaCxo0aGBbTEimdurUySZhuBdxz/QB7od44TC5IpEXjqt2t/BUFZ45nDvUOGeddVaK5JUPE1bYS/jWGiiyLlISCCG8h8QAzshUngJ3bsy4atasaXwBOfyll15qqzhBHyhTBNiE+LTpJVnx/vvvJ2yN8IVTTz3VbNiwIUWSAOVDmTJljC/fyWCzG4bA1qfxaGnJlH2o0AdyaOoVmK/lzp076T1e0wdMcCHSB2obvFHikwQkW1x6o8iY8vBAUEvgCEyMqFu3rn3+4PswevRo4wsk/1555RWbEPDJC4dWsXCinPtQvDrRJ+PC448/3jRu3Nhe47SVCHE4kZJACCEyCKSeL7/8svnqq69spRkpLX4EgYO7D9DfPXny5KQpET7C+hgzhiQeTwdg3jubYFolwpsjV9Wd8ePH24pTv379kiTeVKKYxIH7OZU9H4iX8vLIp/eftdIT3rlzZ+MDSJFRE/hQrYsynD8SqvHJNJQjfE99MHkNWrDi74uoWqguu/wOnH/++bYVizYn7jckqMLqlijAeWT9aRmWiv2gqjsYc2LXjBs3zk4G4RmJKohkAb4jUUhMi+ihJIEQwnswYGLTy59hCMjZ/L744ovO1hY1mLZAgMsoKl83v8EINwg2uvGjvVxXd9iEI6FF2h1MXAhex1fHXEr6Cb7jzy0GkPh84Coust4kGNQCidpgqlWr5oVJXJ06dWx7FqMF40cj0j5GAOQKkru0ZtDCRptLIjNNH+E5SIUeNRv/Dal5fLgiKlNWogKGj0wsIWGAL06tWrVswoC2TN8mAInooiSBEMJ7GJ/E5jF+vBwVMx6KOM27BoMwXLCDKjcV5oEDB1ozJF4HBnyuIXhgM8mtn0pEfN8l59Q1UajukGRJLz5NEQiDmiBsdOfDesaMGWPHIQZz6QPee+89Z+uKElHwRkFBgMdEvJqJVjLaoBjh54rKlSsn3ceffPJJqyTg90Q88cQTxjWcK+TntHMQhJPg+M9//mMDRp45GAX6ACbDaU1ZQUXkmjfffNN+1o0aNUp2/O2337YJYV/v43379rUGkNwzMa9s1aqVHePoaxFARAelm4QQ3sNGiApZPMhSfXEj5iGNLwHQW40hG4ZSbN54zQbEB3yRwfsu6zwQvm4YE00HIFgkcAxgc06rARVbH/psgbGRyGapiDFPHZXDDz/8YL0pcEYXWccbZdeuXVZ1Ew+Bo2tTUiqztOBMmjTJBt0kVRJVZnnPhyQBwTeJXhJr4aQLSSGeO74kCaIwZYWxka+99lqK4yhJmKrj0z2f+yKJar6vq1evNtdff701gaRgwj2A9jzuo0IcEigJhBDCZ8qXLx/r27dviuMvvfRS7PTTT4/5QIECBWKrVq2yrzt37hxr2LChfb1o0aLY8ccf73h1Irvx888/xypVqhTLmTNn7Mgjj4y1b98+tmPHjtjNN98cy507d6xJkyaxuXPnxnzhrLPOir388sv2dcGCBWMrV66M7du3L9aiRYvYE0884Xp5kWLdunWxRx55JHbVVVfZ+9CTTz4Z27JlS8wXqlWrFmvXrl2K423atIldcsklMV/IkSNHbMOGDTGf4dmyePHiZNcN8CfPJN9Zvnx57Jhjjon5QJ48eZKe4WE4ljdv3pgPvPvuu7G6devae/o555xj90Vbt25N9ndWrFhh3xfiUJGSQAjhPVREMACkD49easBciiqJL34EOLEHY++YwkBVNJDWhscsCZFZypadO3daGS9Sff6konzRRRfZdhMfxoaGYU1XX3110rWENJ5qLZVSrnmk3yJ9YGKGqaavdO3a1U6mweA1cJLnfr5gwQKvqp/79u0zvsN1kkhWjg9Knjx5jO/4MmUlUAx8/fXXKcaE8j1lWoQP4DFzww032HYdxgGndv0/9thjmb42kfVQkkAI4T30VyJRfeaZZ8zTTz9tj/Eg79+/f1Iw7hp6WElm0FM7f/78pPFTSKZ9CsiQlyP9TK3326XJnsg4Zs6caZMDTIegZ/mEE04wN954o7nvvvuMj9A/HZjq4UFCrzKzynHjD5JvIn2fe1rQiuAa7pEEh4zD4z4UTIJ54403Uoxu9CF5RSIaczjAY+bee++14/t8gJaSIUOGJD0XSayR3OjZs6c1C/SFA01Z8YGmTZtac+Sjjjoq6TrBH4fPm8DcBzhnB/Ia4HryZWqNiDYyLhRCRArUBDwEUzOTcgUBN27da9assRsN+gOBSiiB+UsvvWR8gD5a5qXjl8CMbSoOP/30kx2txHvxEyRENMGHgJGczNUGrhcc7ulV95FmzZpZE0USbQQ8mHHVr1/fTJ061Y6lk3HhwU8GCQi7yvviQREFPvzwQ2uMe+6559rEBlDBpbI8ceJEc8UVV7heok2mocbgGsFzgvUuWbLEJntZqy/JjFtvvTXZ99DHKSskzG+++WZrVBj4UJBwoRDB5A0UTq5JbeIGvk0c0/UtMhIlCYQQ3oOZFbeqIIOOUc/YsWNtVceXDUZUYNNIwgJpNxUTTOyCY5gdjRgxwvUSRQZtJn/99Ve7EQ9MPgluTjnlFOMjBDW0RyCVDSqhs2fPtpVlklm+TAfxnW3btqUwA/zyyy9ttRYlViDvdwkTVDDbQykCjGTF2JX7OUZ2PgRjwSQYjDS7d++e7DjO8bRF+DAJJvjMGQfM9Y0JIAmDtm3bmuLFi7teWiRB/ce5pBjBd/Skk04yvkByhft6fJKAhDDPcdfGnyJroSSBEMJ7SAQgV2S0D/JjqqFsJJls0KtXL9O6dWvXS4wMBQoUsNLZ0qVL203k+++/bzeVP/74o90UxwcZrpybGT1Gn/LGjRttgiiMq2pJvGQ2LVxXvtlMMhEkqN5x3ZAoiK80q70ke4BsGpUGahLX0EtNoN2wYUN73yE5wLWFJwHJS198ZuiVZ1JNfAsEQSTtESS1fFCwlSpVKlmVPvwe93kfYCwjn298bz/3peD5I1InUCKiTERpFVZS8jykzQhFIAlBITIKeRIIIbyHik0wQumdd96x/dU8DN99910rkVeSIP3gj4Bckc0jlQcqYmzS2MD5YnSFNJUNLtVPEhmJNsAuSDSG01d8GbmZXpAdM/oyvpd269atNpj0ZXxfVKHtZNmyZcYHCLKR8APSbj53FEzI4+n99iVJgAoHpVV8koBj8ZVcV6AMSk1+znu+yM8JYBOtBa+hdevWGV9ghOCECRMS+vVQkHBFsP8hYU7rA0qxAAomeDRxXIiMREkCIYT3YFyGNB4Iaqk6URHFlI3WA5F+mDlPhR6X+7vvvtvcdNNN1jCMTRFVCh+YNWuWdeIPAglfiFLg7dNM7/TwySef2Kotyb/hw4dbxQuwUacKLtIH7uyJDOKQzPtyPbGmYHIAk2Dq1q1rX1MRRx3mCy1atDB33XWXrXJXqVLFHiORwRx6VBm+nMtESVTaDnyYGkDAHfZ4CCdaSRrwLIqfJuAK1oKnA6qHpUuXmjPPPNMmNzjHJNJdsmrVKvsnZpS0WhYuXNjpekT2QEkCIYT3lClTxhrrEeCy0QiCWaToSKhF+gn31zZp0sQqCnAap1pWr1494wMEC+qEy34QMLZs2dIm/zCG8yV4iBIkAgga468fzumgQYOMD2BQGYxBJAHElJogEAqMNn0AJRPJaUbtPvLII/YYnhn4Jrg2eA2SFHzWrDPseE/wPW/ePC+SQg0aNEhaZ3ziEl8KrnHOrw/wGdPmxrhVPneUiig0mApTu3Zt18uz/iIk80n6KUkgMgN5EgghvIcWA9zP2fxgvBXM0n722WdtL96UKVO8GNPILPpA8RCeY03F3pcNehTg82Xj+Nprr3kdKPK9TG2UpC+mZlEhMOSi0sgscKYaIEU//fTTbWDmi2zad+KVVYGLvA9V5bDagcCL64ZgN2gx4T6JTN5H89RgPGf8/d0VwXhDkiyVK1dOZvYYyM8JeH0ZKUnrAy1txYoVM74SNvLFKBVFW/ny5a2JIZNWUBW4hvGwJFO5LwpxuFGSQAgRCQggyKCfc845SeZr8+fPt0qCcuXKeTuaCPksHgp79+41PjB48GC7UcMgDDp27GgGDBhgzcNGjhzphZMzGzRaTDhnVMioOPlmtoeRFOMj8U/g/BHYMlOdjTDO4jjJi39//VBp5uehhx6yfypJkPXBCJDvQfz1LlKH+w7JaSnqDh2e0zNmzLABOM9DVHe0H5AkYAQmLRyu6datm/X0YIxxMKZRiMOFkgRCCHEIbN++3Up7CWyXL1+eNHIOCGyQTePkzYgiH2AyBPJejOJoM0CZgVHYpEmT7KbDtSt/kMjwvd+exBQV0KZNm9oKFBtJelkx0iSJwUgycWijvZD78lkz1ktJggM7n6cH1zJ5kb3gGYM6JPCdgCFDhth7Jyo72hH69u3rhWkuayF5jhcFKgxGc5IE5pnI850Kvi+eQkw3YDxj4N0S4MPzW2QdlCQQQohDDG7Sct/nPXocqTr7AJV5TJnwIqBKS/WWTduSJUtMtWrVzKZNm1wvMRJwHhklifKCwBZ5PCoXEkX0f7MxdknVqlWtRJZK2KmnnmqiIJPHiyJ+ROO3335rx/b5kBjyFaTcYbiGUeIEfcuMmeP7yvdUo+ZEZlKnTh37XOFZA5iTYgJI8E3F/rnnnrM+JPg8uIZrA7UA4y1JYHTo0MHMnj3btmww2cAHlR3Kkaxiriv8R1oVIYQ4BJAnkmulMk/ls0iRIsl6Q9lY0FPtC1QgCGBJEtD7Hxhg0bNMxdZHCXJ8v78P0lqkqSgG+Hw5l3PnzrVJAszXfMi9Uw2jEkaCirGXJAv4waXdl5GSYVLbgOMwzo84sPM50M//yiuv2IklqIaA0Yd8HwjGhMhM6PF/+umnk34fNWqUnawzcOBA+zuJQVQFPiQJUIIFUKH3caSgkgAiM5GSQAghMqgSSrDoYwAWBsMwlATnnXee9SDAPKxo0aJ2VNWjjz5qK7euoYpD5QlTwEQVeR+k53feeWfSBrdfv37mwQcftH2rCxcutCM6CdJ8gDnkyFNJGND6wrlDUkvCoFatWiZfvnzO1sZ5euutt2zSh9dpIRlt+sB0DUNNru8wqDGuv/76ZAkFkbaTPI72BIq+mP9FEZLPqKu4V8Ill1xi1QWBsg4zQGTzgTGka1DdcP3gL8M9naQ/JrRM3cA00Afw6mFkLGvE0Jl2N9oZuY9SBBAio0iu6xNCCPGvmD59ut1cxIND+4F67DMTAlrcsJEko3wgQRAEEfTX+wBmipxPvBPoVcWkiYo4igxaI3wAs8Jgo4tRIdMrkM8+9dRTSSPdfIDzd9VVV9lJEWwkSQYVL17cjk3js6dXmNnvLmCSQZBU43VaPyJ90D6UyCSV5NCGDRucrCmKYJ7IFAYfQa6/detW+5r7Da0lvkJwHSSmUIQRcNOOFUBywBejSj5vWrN69Ohhnn/+eZswCBKUwQhMH4oRJFVoJeO5E7QHsmZ8FITISKQkEEJ4CcFMeqEq6ho2FwRiwWiqAEZU3XXXXVbyK9IHigySAfSyUh1hY1mmTBkzdOhQq36YPHmy0/URhOEyzdhLpPxRhUoU1xlVPqrMIvrUq1fPrFu3zibWCCaDBCD3ICqhB3NfPVyQsEBBgsJl48aNZt++fcneJ0HoA+3bt7dJNlzufQL1D9V57j2pTdXxhdatW1tTV4LYcePG2YQ5ycpgZOPw4cOtcS5TYVxTs2ZNe8307NkzmRktvgRU7H0YgYi5ImtDqUaSN1gjygJaivheCJFRyJNACOElPAzTA5VIH+TnyPbjDcSCXmve84WZM2em+f6ll15qXEOvf9AfSpIgGHmIVJVNp2uYAsFGsnnz5ibq0nQCIZF1QNGCyeMFF1yQVKElqUVrCYkDH7j33nttkoC2F/wmfG3R4rxxPnG1r1ChQgoneczsXHDuuedaAzvuh9T5qHqnJjNn2opL8COgleiyyy6zayRJECQIgPN75ZVXGh8gUUGiPx6Sa0xe8YHPPvvMJi3C5xBOPvlkmxwUIiNRkkAI4SXx1SXfoZKDXJGHdRgy/YGk3weozscT3qT7kHAhQYBEFUUBowbxJqhYsaLtqQ8c213D6EhUIvGft/h3IIVHLhtUl+NFjj58L6MAI1hR2jBLHe8R4BryacIF5nVc07TB+Az+LIEag/MZxmVigwQLXiiMrWUdU6ZMsYnLeHjPdZKgWLFiNjG9bds2myRA+RDfjudLHz2qEUYax8NnHx5t7HpflOheuHbtWqswECIjUZJACCEyAPr5mUHOgzqoxhNEUjW74YYbjC8Evaxhg64vv/zS9qg/88wzxgeokpFcofr08MMPWwn1yy+/bNfqqnoXD+ZbrI2RXomqjD60wEQJRqKhuOF7iGeCr9XlqEBSwKfEQBiqoLQPRWFyjY8wtYJECzAylMSar+0GAan5ioSnAbmC+04wAQaPBxJYwD2I9zDRbdiwofEBVBe0Z+CJE6yRsY0kjXxPuonoIU8CIUQkwPGeoJuHdvxIPIJz17Cmm2++2VZGgqoOWX8k6Thkx8sDfYNzyzhE+pd9g17QwJeAGdY+wObc9xaYKEFyDSktUmpx8Jxxxhlm1qxZSUFXmzZtbMBDJRdQZ6B68cHk7oUXXrAz6Un8RSEZtGLFCuvfQfIXPwC2zVFYt0gfga8DSgK8WZhQg6EiRrm0GWD0izonPhHsAhQDtA7xHcR/gLYi/gwUG74ni0S0UJJACOE9VLrJkrPBJVnARnjz5s0mf/789qHIhtMXkCZSBWcziQtxavPffQNpMhsOqhJCuAhyMTGLH90n0p+0IqAJggS8PJhRH3h70M6BQsNVG1f8iEvMCbmPly9fPoW7vS/jLhm/2rhxY6soIClAMMb5xLD0mGOOsckOHyCBQXX5+++/T7qWULDhOSIO/toh2UbrIM9C2k0wNPTNKwMlSXiNjDZ2Oc5WZE3UbiCE8B7M1ZCcU5FHtjh37ly7sbzpppvsZsgnqNaRe2WDlqhP1DXxY71YK1UUHLx9quIioe3du3fSxpfxgvfdd593GzbfiYqTPEEO7RsYh8nn4dBJVP9xWf2Ol5tfe+21JgrPHZ4zqNe4/wQ0adLEqq58SBJ8+OGHVibPvfviiy+2xxhpSvIFD5crrrjC9RIjQfjawBCSHx/ZuXOnyZs3r937CHG4kZJACOE9mNXNmzfP9mLyes6cOXbTxjGcvAODLpegcrj77rute3OgKKDqxDHckQmAfKmasCGKv/UzuxqnaUzOXPPKK6/Y5A/ST6SeQGLonXfesYkD5kO7Bil3Wrg2DAto165dkpN8ol5/zqcPUJnlGqJKhkIovrocTLgQ6auGhke4BUoC5NNqg0k/J5xwgg3CzznnnGTnE+UabU8+qK5Q3iA/jx/TyPPmo48+sm1arqDCTXKSa5v7JcakXNs+XjuMCD3Q2nzww0EhRIKNJAHmuWm1vQlxqPhX5hJCiDgIGIKHIZvgoLJDdWrNmjXGBx555BG7iWRece3atZOOU/nu0qWLN0kCpgaE4bzi3Ex1whe6detmg1cC3LDvBJUy3vMhSTB27Nhkv2OqyLlFPYKKxJckQVSc5FESiH8PyZ/4BJD65g8NWtsSBY4krOhf9wGUVoHRXhhaIlxfU6yNc0iS4MknnzStWrXyMkkAGNCm5Rvky7VEEWLEiBGmfv36dv+DqoWEAa2CQmQ0ShIIIbyHagkzjMuWLWsd7wnA8CQYOnSonbPtA+PGjTOjR4+2FfnwhgLZJz2jvhAFj4Tff/89WaIl7OyM07QvPhnxMD4Ll36fpNRRcZJHEST+PSiDqCwGLU5///23bdEKAh8UGj7dzxMFXRwjWcn3levo8ssvNy6pWrWqGTJkiHn66aeT1ke7Ts+ePZ2vLYAEL94TPBvDcMy1iR0tEEyqQbrP9/P5559Pddyh66QqSV/X5ys98GzhB2NFlHUjR460ew4ULiQLXJ9HkbVQu4EQwnsCt2E2ZvRVMzFg9uzZdmP0xhtveNFLT4WEudo8rMPSVP7EFZs50T5NMmDDFja6evDBB+2m2AeaNWtmAwnWFIY1810Ixn/5WpEiOGMigw9EzUk+6LuNn2CCzFakDpXa9MCoNB9UV/3797fGrhUrVrTHSALjl0Jy4LvvvrMydQwMqZi6gvs5iRdk83h30Pu/ZMkSqySg798HY0Bk/KiuUKpVqVLFHmNtPXr0sL4JjBR1xbJly+z3jSQ5bQ88ZxL59HBfctkWEUw3iEKSIBFcLxgXcv2onUhkJEoSCCFEBkAioFGjRtaDgCQBD+xTTjnF/o4r9gcffGB8YNiwYba6g9t42OiKSgq96wToLnjppZeSVeRJCLC+sCcB6+zQoYPp1KmT8RWcsUkSbN261fgAVSfc2X13kkeWjEoE6TSu8vFo85t1aNGihSldunSKALZr165m9erVZuDAgTa4fP/9921S0CUkd0mwkewNnORpd8LfwwfYwtNWQDJw/fr19hjeEyRYadHyJTEY75nhEz6vLa1E6oQJE2zrAXuL448/3jRt2jSFN4UQh4KSBEII76levboNZjAtDEMw2aBBAy8c2gkO69SpYyV/BNstW7a0GX4UD1TuK1SoYHwALwdMmnDujjdlYnMeqAsyGxIq6YFNrw8jL8NJjfCUCFpgaIlh8+YDJITS4s033zQ+QOBFMgNp980332z69etn1q1bZ6cdsPGlUiayBvRSL1q0KEUbzIoVK+x9ksAcM9oLL7zQKshE+gjOFUlqcXB9/jfccIM3PhNpgZEmzxbaG1FlYO7LvZEihRAZjZIEQgjvSS3TT+sBkwMwjfMBZJUENOGqE9VRZLW+wEYIyWyiDTr+DlQoxMEnNQIDSBJayKm1UT84qCzT/12tWjXbWoD8mO8oSRf6bidPnux6iSKDoOr53HPP2baxMHz+VMCZxECClWTbpk2bjEtQBNHSFm7NIvGGMkcc/PMR1UP4XDLFxoe2jahAW2PdunVtYgAz2nhlmBAZiYwLhRDegmQ/gE0jiYKw/BiZHUkCX2CzQzXeZ0qVKmX7feOTBB9//LF9zzUkfBjDOGnSpGSzyX0jfkpEGEzjxMFBn3cwro8kQTDyENOz1q1bO16dyEhowcLpHjUBaoHAk+D11183jz76aFLF1LXXzMyZM23rEMqHwD0eBRE+ABMnTlT19iDg88TTgc803OZGCxTn8oorrnC9xEhAAk0JaJFZSEkghPAWqrNBT2WiW1W+fPlM37597bgnF9DuEBiq8fpAFYBEpk2ZDYZh9913nz1nYaMrWiT69Olj2yRcQ+KHpIXPSYJE7Nq1y8rkcT8PJ7Rcgws2vf6MDo03BHRpGBaGufNcy1SPGRtKMIEvBUEZ53Pt2rWulygykOHDh9tef8zt4LTTTrPJg8AThURbMO3AFSjA8EThnom5XZCcbtOmjW0jw6RUpA+MaGvVqpWiZx7DxY8++sib+1AU4DtIu0FYkYHBZ/AdFSLDIEkghBA+8tNPP8VWrVoVy5EjR2zBggX29+Bn/fr1sb179zpdX86cOWMbNmywr1kjv6f2c8QRR8TKlSsXmz59esw17733Xuziiy+OFSlSxP7wety4cTFfeOaZZ2K33HJLbM+ePTHf2LlzZ+zhhx+OVahQIVa5cuXY2LFj7fE33ngjVrx48VjJkiVj3bt3j/lCnz59YgULFoy1a9culjt37ljLli1jNWvWjB199NGxRx99NOYLvXr1smuFqVOnxvLmzRvLkyePvXZefPFF18uLBLt3745Vr1499sMPP7heSpaA7+DSpUtTHOcY74n0w7Wc6Hu5bNky+55r2Et8+umnsa1bt8Z8Zvny5bGyZcvG8ufPHzvvvPPsD69PO+202IoVK1wvT2QxpCQQQoh/CYaESCdRCPD6QFVmsv+YLGLKJdJ25KclgpnaVPMKFCjgjSM/HhOY6VHtpppIzzQ9ykxfQCrNhAufKjq0buAUj/N1eDQn87SR9FPN9RFGSAa+BKgMRPrAFyMYDysODe7teCRgjhuG+zgVca55161ZtWvXNq+++qr3nzetbJjjcn8Mg8LpgQcesCon16BaoTqfXhNdF+BDQNiGEifwxWAaDIbJKC+ZCCJERuFe+yqEEBE1PUIaneh1aiChnj9/vvEBZOcYP+7bty+FgZxrmGLRsGFD4yNvv/22NVijv5Y56gSwe/futcG3L+PGwrD5DtpKaM8JHNCZIFCpUiVvkwQnn3yy/REHB8ECRnu+jUIjoPnhhx9MsWLFzDHHHJPmtRL4Ubj2wWGEIM8YTF25VoDEAC1FPpxfTOvC6/V97CVTdZhME25z69Gjh7n//vuND2Dcy/p8ThJQjOA7GDbOLFq0qP0+Bl4PQmQUShIIIbwnKqZH9AqOHTs2Ra9g4EXAdAbXc7+XL19u/QioNoahOsHG3Yd59L6M5UsEvfHBOEs2lUyLYJykjwkCOOGEE2zQddJJJ9kEEBvMc845xxov+iYkRD3Su3fvpOsHTwr8M1BtiPRBwmrQoEHW04PvabwKh2quC/hcA8M1kr2+wjOGazl8bXTs2DHF38M7oUmTJsY1viaF4nn88cft5//CCy/Y6S9w4oknmi5duthkjA907drVqhoYw5ro2gn8h1zC8ybRWFCmKeXOndvJmkTWRe0GQgjviYLpEWMFSWRgWIcJF1A5Q/5LIoOA0geC9gjOXfHixVMEtwSQInVoJeAz5nMFNr5U83ytPt15551W6kvLARVQ5NN8B0hWXXfddTbA8IFXXnnFVm2Z+41ZHJDQwHSRALNt27aulxgJLr/88lTf41qn3UmkzurVq9P9d0m8uQazR5RNtBv4lBRKiyDI9c2lH7l+QPi56FMCnbGh7He4b1esWNEemzdvnlVq8PljQCxERqEkgRDCe+gVxEk6vu+SIBy5986dO41rCGwIHAcPHmzltMGM7VtvvdX2rcdX7l3BJpLRY/Sq+0ZqMmRGkJ166qm2yuNaNcJGsk6dOraiAySAqlev7pVvQhjaSfgJ1CyjRo1K6llnkoUv1aeSJUvaxFW7du2SHSex0a1bN7Nu3TpnaxMZw4EmwPhUsY0KSgplHAfyFUpPS+Hh5vfffze33HKLfe7QbhKohyhQkCDgWSlERqEkgRDCe6JgekS/N9VZWiDC0LfOLHBGevkAa6Eyy/x53yDBktrGiMTG6NGjbWWZ2eWuwKQw6i0TPoJJ5eLFi61RYXx7DEoi5LTi4AjGRpKA8W2kbSJ8qtgGrF+/3syaNSuhf4svMnmR/cAnI9yWFX/fFCIjkCeBEMJ7omB6RKV7w4YNKZIEbC5dP8DDFTzOGT22VGeZHBBUI3yo4lEhOVC/8LPPPus0SRDF4B9FC/LUsFcGyY6w+ZVrqITh50E7RJjx48ebunXrOltX1CCQpbea3u8gsYKsu0OHDuaxxx5LJqnObGbMmJEsIYBT++uvv25KlChhfITKbKC2wRwunODgtU9JAoJGzH0vvfRSm7AOEi7i4Pjss8/s9Br2GpjU8t0cOnSobSdzmVjnun7uuefMhAkTrOlwjRo1bAsZn7UQhwspCYQQ3sNtCrMrNr5UdgLTIwIKNmquNkPh4JtqE8E3RkxhJ+ynnnrKeimwIfalgpdoA+ljFS8e2ks4ty7dz6PGzJkzbQBO8ueCCy6wx1BloM5AskpQ4YqXXnop2bX0/PPPW7+EsCcByUAC3E6dOjlbZ5TAFI6E0JNPPplk8sq9ifsSydZnnnnG+EJ4JKevCrZWrVrZc+oyuZIWjL9r3LixTcBw/0Z5w/nEnJb2LZ6ZIn28++67durLjTfeaBMD3333nT2XTICZPHmy/XEFZopcw5i4khjAzJmxtpiUCnG4UJJACBEpfDI9ShR8Q3As/LvL4PtAvZa+9V2mBr4UeBJgHCjSB2oRgu7+/ftb00Xgu9imTRvrTcA5dUV6zR65fqjsiQND8vTVV1+1iaF4RQafuU/eDr4nCVAPMLLW5Zjd9BjZoVZDkYHsPDifBJGo7DDUdc2ePXtM7dq17fcy3lfIJ2hrYlIN5zT83fzyyy+tD43L5w7njdZKlC3A9JKrr77atjH6msAS0UftBkII78EYDiO4woULJ0sOUH1s0KCBM3OmsHzWZ8KBP/4NVMgSKQnWrFljfIYKKS0H4uBkyPg4BAkC4DUBBK7oLmEMo8hYUNkkMiXlmBQ4B8cdd9xhJecYavoK031ICMT7ThBUHsykhsMJLW1MgPGdZcuWJVRWYQaI8solPLfDakQUBTzDUVb64jkish5KEgghvOeTTz6xfXjxMNWAHkJX+Fx1T6t6+8svv5jjjjsu2XECCN5zqXhIzV9i27ZtduwT7QbI50X6Of/8860XQTCWM4Bjvoy7pNJIEDtp0iRbDRX/Hj5T5NHhVg7gmC+fdxif++bxP8EP44MPPkjo3+LDeMEdO3aY/PnzpzjO/TyYwOIDN910k03yxo8x9okTTjjBJlVPPvnkZMdp13GtdmGCAVOewvB95N4pxOFCSQIhhLeEqw/0B4blfgSzbN58Mb06UPDqsvc7TGqGVpicxW9CMhtknYmgn542A9Qk6ZWoZ2fC1w2eHffee6/d/Ia9Mhgt6MuGnc2uD2NMswI9e/a0MmTkyIG3w5w5c6xKyGVPNVx33XXJfuczp+ff1/GhJAmo0gcJtnjjQh+oWrWqVQTRsx6sC5M7vgdpjUd0EeTSP8/3skKFCik+cx8SLnh2cK9knUGVnmsHmf/jjz/u/LnNOOVw4ifR9ePLtSOyBvIkEEJ4S7jnP9GtCgOfvn37WpMm1yTqCwxvJF0bAgZV+j59+tjNULj6xNrmzZtnZegYxYmscd0c6PHu2isjDNM2UIrQW50rl+oXhwLBDUmgpUuX2t9RZ+BHgF+BS6I2PhTjP8bFEpz5CiN2cbpHMUTbHV4U+BCgJOBe7oufQloJC+5DrloGw3C/5D5Ecuivv/6yxwjKSRIESRhXRO3aEVkDJQmEEN5CTyW3KKR+GEgde+yxSe8xlgrJfLjX2iVI4sMgA6QyTgUCR3E2cj5s0jAxpMLI+QvgNRJLNkM+G0uJ9HEwvcgnnXSS8YFrr73WTJs2zRQsWNBKu32tLvsIFXrG9aG4oarcpEkTr6TmUQX5Oe1svt8TefbQToLRHoowEgZt27Y1xYsXd720SEJrI8orziXjYrknCZEdUZJACCEOIwTlVPEZO+cDVCRQExBQiKwNiSrcsElU+d6mcaBKmSpkqUOSj8QQQSFJ00SeI+LgoaLMuYz3dxD/HoLvlStX2vY7lICptb+5YNiwYTbhlsjjQYjsiJIEQghxGEHyy3x6qhJCZDY4cy9evNj7JIH495x99tm2eoxaiGQLQW1qSUDGu4n0q1uQwTMKsXz58imMC31Rt2zdutWaAmJGClS/+R4UKVLE+MKWLVtM48aN7UQgkgLLly+3CkFaBWnreOGFF1wv0SoVGSlIywZGi7Vq1fJGqSiEC5QkEEKIDCB+xBO3VqpQmMNh2oRDsiswN+rUqVO6RiWNHj3arvfGG2/MlLWJw8stt9xix0Yy/1tkTWbPnm3VSlRo6UVnTGyi6izHNAYxa6lbMMytV6+eTQaSjAZUa4zsmzhxojeGuSSnNm7caD1H8MigNYIkAcaQfHfxUXANzz3MkEeOHGnGjx9vFQWNGjWyz8IqVaq4Xp4QmY6SBEIIcRjN4nCUxy050ezyzAK5OdXFiy++2G4o2UxiYsY0A6pQTI4giTFq1Ch7fMCAAbY6KaJP165dbZUOT4xEruJMP3AJVcREAS1Bz6mnnmp9MphsIdJ/H2IKjNoNsgf4d+Ax079//6SqN2akGFWSPPrmm2+ML/4OJAQYw0kSK0gS/Pjjj/ZZ45vSDuPCsWPHmhEjRtiJDCTYScIJkZ1QkkAIIQ6DWRybdeSLrscKBmzYsMFWcUgEkBQIw6atZs2a5s477zS1a9d2tkaR8aTVZkBwzibdJYMHD054nEooFVGULe+8845Nbon03YdKly7tTZ93AO0QGFOSFHrqqads8ke934cOff20EwVjGgOWLVtmFUTI532AZ8wXX3xhTSDDSYKFCxdaWT/tCL6xefNm+7x89dVXbSuHL5NghMgslCQQQkQCggaCBbL5Dz74oO23ZNNx/PHHmxIlShhf11y4cGHjG6gHfv75Z7uBLFasmB2T5VtQIUQwP53rnqqoiHYwSx86FdmomCuSYEvrvug6wQaow3geNmjQINnxcePG2Va3uXPnGh+46qqrrJKJUYIkCWjPY7LKDTfcYPbt22evcZ8UBMOHD7dJrVKlSpmmTZvalgOXakAhXKBhxEII72FDQaUbCfJPP/1kWrRoYZMEGEcR7DL2yzU9evSwYwQZPwaYNLHxwXF88uTJVmbpC1Tz+BHCd+rWrWtbJkS0oapNj/8ll1xiW7Kef/75VEfLPfHEE8YH7rvvvoRjbelbJzD3wf+GdqF7773XTg2gtQ1IDPTr188mCXyhZ8+etuUJ5QAjBjt27Gh9CPDI+Pzzz40PkLCYNGmSVbjw/KZNj1YOIbIrUhIIIbyHBAFyVTYaYaki1cVmzZrZxIEPVSeqDxgcTZ061W4ykEqPGTPGJjI++ugj10sU2QhGeSUi6PWntYR2GN+hpxpPAvrsRXRB/t65c2erBEMBhgN/rlwp61RU7nnfZwjACXZdGRem5n8TD3/HJ4n8tm3bzMsvv2yf33gQ8Exv27atTaT7AGoBfjTVQIj9KEkghPAeAhs2jsjiw0kC+m/pxdy5c6cXctoffvjByhOp7LCm1157zR676KKLrMRfCNfO7LTAcP3wJ87oZ555pvEZqrmMEaV6K7IGUTdXpM0AZcT27du98L9JCyT9Qgjxb1C7gRDCe/LkyZNwQ0YA7ks1FPn+mjVrbJKAgCaQSJOH9amaI7IHaVU56QGmZeeRRx6xY9Jcwviz1KqOJAa5xklmiPRRvXp124YV74XC/ZO+9enTpxvX8P2LMrSR0e7miqgG/iTK33jjDWsCCKhJSGa6PJfxfPrpp7YVJrxGWkuqVq3qemlCZDpKEgghvOeaa66xjthI9wMZJRL+hx56yDRs2ND4Iu+m9QH3Zpya69SpY4/Tw1qmTBnXyxMiWSWXXubgO+oSro9EFCpUyLYZEPCmNaFBJOeTTz6xPd/xoGz67LPPjC/QdvDiiy8mC8ZQYKEW84XzzjsvmXEhCV8UEJs2bTKvvPKK8YX169fbEbYbN25MkYBxPeI0gEQfE0pQBTKCFxjLy3OdROWll17qeolm2LBhNmnBszw4b/gl4KXw1ltv2ee7ENkJtRsIIbyHquL1119v+0D/+OMPc+KJJ9rNGqZCmALGz353AaZWffr0sWqCW2+91W4woXfv3rZFgh5wIXwBozM267QdiOgTmNkhg0ctEK7OomRC3UT7kw/+LR9++KFN/LJW3PmDYIw2GAJGkkM+8OSTTyYca1utWjVvnO4JXlu2bGly585tihYtmiyp4cOI04CzzjrLPq/79++f1O/P97JNmzbWWwjvEdecfvrp5q677jLt27dPMWFl4MCBSQktIbILShIIISID1RI2w4HpEYaG4t/JZQNDxfiqo++mYSJjYLNOS8L8+fNdL0VkoJkdJNrW4ZnSt29fc/vttxvXkEDFHC7eff/hhx+2Bq+6B6Uf2ttatWplW4f4DvgK37/FixdbD6F4Q0uSRYzj9aGtkYkL8co/Eqp4t/jgfSREZqJ2AyFEZGB8Fj/i34PE87HHHrNqh/Hjx1t5JdLfBQsWWKdpkTWYMGFCqqqcRYsWmddff93+iKzBqlWrbHIAQ1cSP2GvFqrMmAT64thORTZoHQtDAoMWBJF+/vrrLzu6z+cEAZDU53OPTxJwzJfxwCRcpk2bliJJ8PHHH9v3hMhuKEkghIhEYJsIKmd58+a1D3V6Gn3ZBPsMvbQDBgwwTZs2tVJV5lUTWDCbnJnVImuASV0iaH1ho06CgOBCZA0CM7somAKSwKCqjH9LGI75MPEgrMpIDd7fu3evcc0dd9xh3n77bavC8LUFBujxx3OCqnylSpXssblz59pxkvGKEld06NDBrpPvIaOMgzYYnpO0EgqR3VC7gRDCezAuwyyKqglTBAKn5Pz585uCBQtawyYC3RkzZijjfwA4Z1RvCCrYkE+dOtVWcpYvX243b5guCiGiy9ChQ82rr75q1QVz5syx1zreKNwj69ev73p51qyO9RDYhoOxHj162GkXjz/+uNP1obBKDc4nSWuSMT7Iz+nrr1u3rpXr0/d/5JFHpuind51sOVCYwd/xZQLQ2LFjzQsvvJDkP4BPAdMNfLhuhMhspCQQQnhPt27dbPWb6mfgfk1FAsMmjIYwv6IqiuEQ/fYidU444QSrGCBwKF26tK3mkCQI5MpCiGh7TaAKuu+++8wzzzyTFHyRXEXK70OwQxIARQvBGL30gBltly5dvHDjT3SO6J0nqYGx4o033mgTHT7w7LPPWiPIQMYfb1zoEp4pUePaa6+1P0IIKQmEEBGAxMC7775rDY7ix6cxAhEHZxySef3LL784WydO8SQp6PGn+oDDOCZcxx9/vClRooTxAaYsoLbo3LmzlXqyTpIsTI5g9BNzrEW0GTVqVLpbCZjGgYFl4DIvog2jBEmq0m5CIM7EABQE3377rXXl37x5s/EJptUAa/URxgtyrxw8eLA1WyQox8TOF0j+oMrAY0YIITISKQmEEN5D4J+o/5NjjEIMKlHBhtNV/yXTFpgDzZixFi1a2CQBc94JwoYMGWJ8AEVG0LeMUSFjs0iwMJIMZYbIGtVkxrdhSslsciSz8eaFyLuZC067iRJDWQeqt8H41Xjn9h07dhjf8DU5wDVCsoWJECSnMbSrWrWq8Q0+16gk+Ei4MKGI9sB47wwfFCRCiOQoSSCE8J7LL7/cBrC0GwQbYFQErVu3NtWrV7e/M2cZ7wJX0EtLNadnz57JNr5XXXWVadasmfEF+kTDTthUnGVgl7X49NNP7XQDAhzk3AUKFLBqFkw+8fIgsVasWDH7faXCzHsia8A9EOO1wMgw4IMPPkiRLBKJ4R6OPwKtWSNHjvSiRSM1MAPkOk/N3NcXMP/jGc6kDRLT8W0RShII4R9qNxBCeA9Bzc0332yrOYExEyqCGjVqWJMughxMC/fs2WOuvPJKJ2tEQUBrAa0RYZnv6tWrbb+oDyZXAZ999pl57bXXbFsE7RG0QnAeCTA0YjJrgbyc6h3fQ8zNSA6QaOPH97Fp4uAhkUpvP/3+ON/zO9c5MnlNtEgfXBf58uWzyrC0JuagEnMN/fPTp0+3gXf58uVTGBf6sEagxa1Vq1Y2aan7jhDRQEoCIYT3UNFBFr106VLzww8/2GME3uGZy6gNXMs+t2/fnuI46w3PLHcN3g4kXDDfQo2xa9euZPLayZMnu16iyEBICqQ2DlFkPfAcIcDt1KmTnQaDiolWLEa4KUGQPpo3b+7c9C+9FC5c2HrJ+A7fRb5/UUoQYPqJQhFVTjBVSYjshJQEQgiRQZtzxgeOGTPGehHgUUAVigDt0ksvtc7iPkAFmSkQbITDigcSBnXq1EnyeBBCRBsCsz///NOOOvUF1F61a9e2IxrLli3rejkik+jYsaN9LjIhwleYCMIYSRQ4JAguu+wy69fD2OBJkyZZ408hshNKEgghIsHatWttnzUmgLt37/ZmFnQAlfjrr7/eTgnAQJHqHQF35cqVbXWevnAfYMPz3XffmZNPPjlZkoAJETij+9QWIYTIeqCsIvhSkiD7QNBdt25d2/JEIB7fFuHDM7xkyZJm3Lhx5oILLrB/YuxLGyOteLR0YPYqRHZC7QZCCO/BiwD3fYJZWg4YQcUEAXKc559/vvEBPAloiaD/GxUBFTzWRl+rb60bK1assEmCMKyb8yuEiC4ohRJJ5TmGcWWZMmWsYaXL9qybbrrJTtTo3r27szVkFfCRSas1guSvD+CJ8eGHHya1CMYbF/ri38LzEUjsN2rUyJx66qnm9ttvt+06QmQ3lCQQQngPZkcPPPCAHetG9Zu+eiS09NUjXfUJjP98Nv9jNCOO2IMGDbKbM8ZSzZkzx57fxx9/3PXyhBCHAPdDRmBSra1YsaI9tmDBApu4JDmAiojEJYZ2rlz7MZ3l/vPxxx+bChUqpFBZ+VBVjgpI5OPbOWgdY5rFgw8+aHwBI00+c76DvoIBMtdH8eLF7fnjOgradtIysBQiq6IkgRDCe77//ns7igpy5cplJYsFCxY0Tz31lN3oMgrRNamNoApX8PAmcL3ZoCeUGdVMhmDzw5owXSRJcPfddztdmzi8BN2FvlTuxOGphnbo0CFFwq9r1652wsVHH31kOnfubJ5++mlnSQLGbgYKsMCINkDfzYODhG8i+vXrZ1vffIFnzMUXX2x85rbbbjONGze2SQK+h4EKcN68eaZcuXKulydEpiNPAiGE9yABpDeQOd/0zSNTpf2Afno2Hkj7fZB9btq0yQbegRMyM+nxACChsXHjRivn57+DcVCu+kLpqzz77LPtumg74NxxTlmjyJoMGTLEPPfcc2b58uX2dyS0VBmZciGyFrQ9LVq0yCYlw3CtU7XHO4WWrQsvvNB6p4isCW0G5557bsKJO67aDX755ZdUk+m+wEjgNWvW2FYDPApg8ODBdoqEq6SaEK6QkkAI4T2VKlWyPfMkCa666ipbKWM0EZJZ3vMBxgcOGDDAziL/73//m7Qxb9mypbnrrrtsMoMRUEwWYCPiAlQMV155pVVmsOkhOSCyNki3qSq3a9cuqZLHtcTMcqrOfB9F1gHVEqaA8UkCjvEeoCQKXruE++PKlSutmomxjdSspCTIGHjGME3AF+bPn2/N/5gSUL58+RTGhTzLfUimNmnSxKoewjRt2tSMGjXK2bqEcIWUBEKISFRFqHhTAd+xY4dNEgTu2ARBzDF2DYkBvBKo3oShP7Rhw4b2v4E185qKiitwbu7Ro4dtNxBZHxQueHkw8jIM1bEuXbqYVatWOVubyHhoKyBhifcIaoHAk4Dk5aOPPmoee+wx07t3b2vMhtGqCxgVi6wbVRVJARQuqKwwiEOFRf+6+HdGlWzpmaqDqu2VV16xCWpfpPxp8eabbxrXkETn2Rw/MpTvK8dQ4gmRnVCSQAjhNWGJPNVvX0G+P3PmTBuEh2GDzrxl2hCYyMBkBpftERgyYQRJT3Ii07BChQo5W5vIeKgY0wMeX1kmMMPcTiMvsx7Dhw83L7/8slm2bJn9HUd5/EaaNWtmf8fTJfBKcQEJK9qvSFygDgvGsOJ+f//995slS5Y4WVcUIQEYJmfOnHbEZLVq1dRHf5Bw7jZs2GDPXxi+n0wD+e2335ytTQgXKEkghPAeNrNI5KmK+srVV19tKzhsfKnuBCoCKnp4KiCznDhxoq3m0SrhciMUEF+B4ndVS7IWJKUIDvnexVecR48e7fS7KLIn3A9JCJxzzjl2Wk2QJEBtRTLYB48Zkf3UGHwPaYXAHDmA5yFqK6aGjBkzxuk6hchs5EkghIhEoMMG0uckAXO/MYKjOh/0WzLqC1k/7wHmgK6ltEh8RfaqNNJni8ol8CRAmTNt2jRteoUTaBlDeRUPldr4fnCRNeDZnZbfBM93VzRo0MD+uXjxYlOrVq1kJr65c+c2J598sm0TFCK7ISWBEMJ7oiSRxzk8GOuFzJefqIAsnYSMyFrgdk8fOmocQOKNr0egeBHRhj7+9Br++SCZxnyW+zj3c5QEX3/9tfWVwdgVU0VXxq5RAkXYgT5z3idR7QN9+vRJ9vuePXus0o5nO5NWGM3rGnxaSKj6YOophA8oSSCE8B5J5A8fjEEbOXKkbZMgmNS5FCJaENyETdZoJaEiWrlyZXtszpw5Vt7PlAsfplmQjERhdf7551vHe8bZ4kNAAgOVSzAdRqTO+PHjU32Pz5tRgyRcfPcc6devn1m4cKEXxoUBu3fvtp4ZnL8wpUuXdrYmIVygJIEQwns+/fTTNN/HGNAH1q5dayZMmGB+/vlnu9EIwxQGn0B+ThsEExlOPPFEc91111lJZeCILqILs9EDdc2B5qT7pMIRhw7XMCZrjLwMg5Hhxx9/bMaNG2d8YNu2bXZN9IHjQUDCoG3btqZ48eKulxZZMKqkIo/3zY033mieeuopLyb/pAVtBkwEOtB9KjPAzJUJG0whCqNihMiuKEkghBAZAD3eVMQw4KLlANk+0wy4xQYVM9dgrPjWW2/Z5ACbMsaQvfrqq3ajfsYZZ7henjgMo7xSkyVr45s1oZ+a3ur4aRYrVqywwZhMAbMe69evN507d7aKEhQkzz77bGTaxnr27GlHNfKsdA2eLZgWkmghWRV/38RoU4jshIwLhRCR4LPPPjOvvfaarTy8/fbbpkSJEmbo0KHWEOmSSy5xvTzrmfDAAw9Yozj6bKnQE6RR0cEZ2TX16tWz6gGmMLz44ot2TQSTJAlE1oKEVJEiRexrGVVmL4oWLWql6HhOhOEY7/nC1q1bbbIy8MkgSXnbbbclfW9F+tQY3bp1M3379rUJIBLVVatWNT5PEAgnKUlab9q0ySYJfIDkGi13Gh0pxH6UJBBCeA8BN5MDCLi/+OILs2vXrmSbpMmTJ7teot3s0tsPVCOYRU5VD8ln/fr1TevWrZ2ub8qUKeaee+6x6yhbtqzTtYjDS7j9hiRaqVKlUlTF2KSvWbPGwerE4YQk5Z133mk++eQTc9FFF9lj8+bNswZxAwcOND5AspKk5dFHH20uuOACe4weeu6VSOUvvfRS10uMRAW+R48edpwkzx2eMT4TTBAIQOF07LHHmmrVqnkTlJOo2rx5s+tlCOENajcQQngPVQgMt5o3b55srjbuyHXq1LEVCdewWaNqi3M8m43u3bvb9gPWiozRtcx37ty5tnI3evRou0aSLriJI6tUu0H2aD0Ig8Edx9RukPUgKUDQHZ5mQYIwSBq45qyzzrKmiv3797ffT+B72KZNG9sP/s0337heovcQZOfLl8/UrFkz6Rwm4r333svUdUVdgdWpUydbeOA7GowyDpB/i8huKEkghPAeZmp/9913dl5xOElA6wHBrQ8OzlRKkPK3aNHCth0g77311lvtJo0RZZiG+TKjnETBoEGDzPz58+3mHFNFDJs4tyLrBRMbNmywVbswq1evttcO3wchMhOCW6Td8eNhMd5DNo8KS6QNz5b0jL30aWpAVKYoJVJdyb9FZEfUbiCE8B6q9BhvkSQIM2vWLJss8AEC7UAtgOSX1wTjSPt9mmxQoEABmxDgh0056gJUD5g1XXHFFXY6g4g+999/v/2TzS2j70i0BbDZpdpMQCayFkxWSQsfxrhh5IrKIT5JwDGZw6UPDGijQGrGqWF4f+/evcY18m8RIjlKEgghvIfq/L333mur32wocHNmFjQVewIg1xB0Mf7w7LPPTgrEo2AIyCad3lbcsOkF5vyKrAGtOEEVDPl27ty5k97jNcEY14/IWpBITSsoc1UN/frrr5Ne0/rA/ZzEb6VKlZLaofr162cTliLrMHbs2FTf4xlOW8y+ffuMD/gySlkIX1C7gRDCe7hN0SdIMPvXX3/ZY3ny5LFBztNPP218IG/evLYShlGcEL6AY3yfPn3UT5tNoBUrzJ49e2zCCDXTM888Y6677jqnFeUDbTkl6876oGBDuUZiGjNiDCtPOukk4wO+T1ESIjNRkkAIERl2795tq09I+emnZnqAL+DSjdt0jRo1XC9FCCGS8f7775vnnnvOTj1wAR4Y6cWXgFFkLCgAO3fubAYPHmxq1aplk/5nnnmm8XGKEokBfJBoZ3z55ZftBCUfpigJkZkoSSCE8J5hw4bZCli4r9o3GDH2yCOPWGVDhQoVbMtBGFVyhSsWLlxoxowZY/vVSbSFkft59oDkKi0mMqoUmU0wqrhv377WB4VketWqVY1vRGGKkhCZiZIEQgjvwZkdx2tGCt500022CpHW2CeXzsgQ7gmWM7JwyahRo+yml2vmo48+MldeeaX54Ycf7MSDa6+9Vu7nWYzt27cn+537DyMwu3TpYpYuXWqnCvhSVcZ4duPGjSl60vEsEFkDPG9ICmA+TKKgfv36xleiMEVJiMxExoVCCO9hk0ulfuTIkaZx48b2Yd6oUSMrC6xSpYrxATkjCx9hY967d2/Ttm1bu/HFn4D+2pYtW5rixYu7Xp7IYAoXLpxwhFupUqVswsgXZ36+fxhoFi1aNNl6ea0kQdYB7wFGXpYpU8a2GfCTCB8UTVGYoiREZiIlgRAiUmBciGPyiBEjzMcff2xKlixpVq5c6XpZQngJbS9LliyxG18CMnrSzzrrLGuyWb16dZuAE1mHTz/9NIXCCSUWQVquXH7UhUhYtGrVyrZnhRVYIutx6623HnAEIvigaMIjgdZGpvwwDhgPArw0aEFgitLdd9/teolCZCp+PDGEECKdoCJAOr1161b7ACfY8QU5IwvfOOaYY8wff/xhX/N9/Pbbb22S4Pfff0+aFCKyDlEY48b37oYbblCCIBuAaiRKqgdaXzAf5jt66aWXJk1RUoJAZEd0hxZCRAIe2sOHDzdXXXWVDXZefPFF21NNldQXZ2SSF0grv/jiC7Nr165kpk1CuICN7tSpU+1rWnSYT9+iRQvTtGlTTeLIgmzZsiXp9Zo1a8wTTzxhHnzwQTNz5kzjC3fccYdNogrhEygeHnvsMfPbb7/ZZOrcuXPNpk2bvBmzLERmo3YDIYT3UHWaNGmSVRHgSYAXQeXKlY1PyBlZ+AgbXgy3TjzxRFslw0hs9uzZpmzZsqZTp05WaSCizzfffGPq1atnEwN8tvgP1K5d204zoGLPn++8845p0KCB66VaE9e6detaM1pULUceeWSy93v16uVsbUIIIfajdgMhhPcwyYARbommGpDx92HW8rJly2zVNp6jjz7aSruFcEGRIkWSXhMsIqkNIEgTWYOOHTvagBu1FS1OBOFXX321GThwoH0fuXT37t29SBLQ+/3hhx+a0047zf4eb1woRGbBaOX04oO5ohCZiZIEQgjvYeMbhh5rJh28/vrrZtGiRV6MF5QzsogKtML069fPqgqkcMkaLFiwwEyfPt2cffbZ5pxzzjEDBgwwbdq0Ser7J0lQqVIl4wMvvPCCNYfD1E4Il5DED0BYjSkyxy644AJ7jP0FSf6DSSYIkVVQkkAIERnoq33jjTds/z/yaR7cBDs+QJ83/d5sfqmGMQd8zpw51vQIZ2QhMjsR0KVLF+tHwKg5Ks1UkXERp+8WRQ7tMSLrtJWQqISCBQvaqRbhVpKwgaVrMIO7+OKLXS9DiGRTFR566CHbzvjqq68mKRYpQJBsK1SokMNVCuEGeRIIIbyGSicOySQHtm/fnvQQp+f/jDPOML7ArRSDQqS0gWt84Iws4yOR2bDhZdJGzZo1rQcBBly33XabNeN69NFHrYlhfOuOiC4oBjZs2GDHHQK+KF9//bWdrAK8R2LVB9UV90hGb7700kuulyJEElw7KP+CNphwK2GVKlWSmYIKkR2QkkAI4S0YcaEeoLeWaQYYcRHYkCTw1RkZJ3HaDv7880+bxKCqJ0Rmg3v8kCFDzDXXXGN9O5Ch79271ybX1PedNUG+T2ISMKts1aqVVRRAMG3FB+bPn29bIzCjLV++fArjQvV+Cxdwf1y6dGmKJAHHMH0VIruhJIEQwlumTJli7rnnHtO6dWvr2O0zw4YNs+0PTGDwSeEgsidr1641FSpUsK8x9iR4pL1ACYKsyS233JLs95tuuinF32Hyig8ULlxYPd7CO1BaMZ5z5cqVpmLFivbYvHnzrOEn7wmR3VC7gRDCW5BG02YwevRoc/rpp5ubb77ZjkMsXry4d+0GSBVxi6dyywY90SQGITILvnu06qQmPxdCCPEPqAWef/5506dPH9sOA+w18Brq0KGDnuci26EkgRDCe5jxTaIAU0CkqvTVMkv79ttvt8GPL1LFDz74wE5dGD9+vFUU0Pd944032n5GITK7R71OnTpJ8vOJEyea6tWrJ8nPAyTtFkKI5OB/BDIsFNkZJQmEEJECEyHUBcwCZzTRFVdcYSZMmGB8AuNCRimNGDHCfPzxx6ZkyZJWwihEZpFeeWzY3VuIzAA1S1ptLz/++GOmrkcIIURKlCQQQkQS1ARUR1EX+JYkgM2bN5tRo0ZZk8Xvv//eC1dxIYRwDXLuMHv27DFffvmlVWJh/Prwww87W5vIvih5JURylCQQQogMVhAMHz7cTJs2zZQqVco0bdrUthyUK1fO9fKEEMJb+vXrZxYuXCh1i3CCkldCJEdJAiGEyAAwVGSkF14EjRs3tomBypUru16WEEJEAiq15557blI/uBA+oOSVyK7kdL0AIYTICuB8PGbMGOuK/PLLLydLEDCnXgghROq88847pkiRIq6XIUQyMIB99913XS9DiEwnV+b/K4UQIutBi0GYP/74w046eP31182iRYvkSSCEEMaY8847L1nvN4JWxnVu2rTJvPLKK07XJkQ8Sl6J7IqSBEIIkYHMnDnTTl+g8nDiiSea6667zsoVhRBCGNOgQYMU4zqPPfZYU61aNXm3CGcoeSVEcuRJIIQQhwgbibfeessmB+inxZOAqQZfffWVOeOMM1wvTwghhBBp0KVLl2RJAiWvRHZHSQIhhDgE6tWrZ9UDV199tTUrrF27tvUnOPLII5UkEEIIIYQQkUPtBkIIcQhMmTLF3HPPPaZ169ambNmyrpcjhBBeQmU2rTn0wPt79+7NtDUJEUByH+Ph4447LtnxLVu22GPyFRLZDSUJhBDiEJg1a5ZtM6hQoYI5/fTTzc0332zHIQohhPiHsWPHpvrenDlzzEsvvWT27duXqWsSIiA1YfWuXbtM7ty5M309QrhG7QZCCJEB7Nixw4wePdoMGjTIzJ8/31YdevXqZW6//XZz1FFHuV6eEEJ4x7Jly8zDDz9sJk6caNu1nnrqKXPSSSe5XpbIRpCcgvbt25unn37aFCxYMOk9nuO0E/7000/myy+/dLhKITIfJQmEEOIwbHxRFwwdOtT8/vvv5oorrjATJkxwvSwhhPCC9evXm86dO5vBgwebWrVqmWeffdaceeaZrpclsiGnnHKK/XP16tWmZMmStu0gAAXBySefbJNXF110kcNVCpH5KEkghBCHCaoQVMhQFyhJIITI7mzbts1069bN9O3b15x77rmmR48epmrVqq6XJYS5/PLLzXvvvWeOOeYY10sRwguUJBBCCCGEEIeVnj172qTACSecYBMF9evXd70kIVIFA82dO3cmaz8QIjuhJIEQQgghhDjs0w3y5ctnatasmUzSHQ/VXCEyC9R+TDC49dZbk44988wz1p+AREH16tWt35AUBiK7kdP1AoQQQgghRNamefPmpnHjxqZIkSLm6KOPTvVHiMwEg2GMhwNmz55tnnjiCfP444+bMWPGmDVr1tiEgRDZDSkJhBBCCCGEENmO4447znz44YfmvPPOs7/ff//95rvvvjMffPCB/X3y5Mnm3nvvNcuXL3e8UiEyFykJhBBCCCGEENmOP/74wxQtWjTp91mzZpkaNWok/V6+fHk7jUOI7IaSBEIIIYQQQohsR4kSJcz3339vX//555/mq6++MlWqVEl6H7+C/PnzO1yhEG5QkkAIIYQQQgiR7WjUqJG57777zNChQ02LFi3s9I1KlSolvb9w4UJz2mmnOV2jEC7I5eTfKoQQQgghhBAOwaRw3bp15p577rEJgmHDhiWbvjFy5EhTr149p2sUwgUyLhRCCCGEEEIIIYRF7QZCCCGEEEIIIYSwKEkghBBCCCGEEEIIi5IEQgghhBBCCCGEsChJIIQQQgghhBBCCIuSBEIIIYQQQohsRZEiRczmzZvt69tvv9388ccfrpckhDcoSSCEEEIIIYTIVuzevdts377dvh48eLDZuXOn6yUJ4Q25XC9ACCGEEEIIITKTypUrmwYNGpgKFSoYJsLfc889Jl++fAn/7qBBgzJ9fUK4REkCIYQQQgghRLZi2LBhpnfv3mblypUmR44cZtu2bVITCPH/5IiROhNCCCGEEEKIbMgpp5xiFi5caIoWLep6KUJ4gZIEQgghhBBCCCGEsMi4UAghhBBCCJGt+fTTT029evVMmTJl7M8111xjPvvsM9fLEsIJShIIIYQQQgghsrU/Qc2aNU3+/PmtgWFgYlijRg0zYsQI18sTItNRu4EQQgghhBAi23L66aebu+66y7Rv3z7Z8V69epmBAwea77//3tnahHCBkgRCCCGEEEKIbEuePHnMkiVLbJtBmBUrVpgzzzxTUw9EtkPtBkIIIYQQQohsS6lSpcy0adNSHP/444/te0Jk/OTlCwAABf5JREFUN3K5XoAQQgghhBBCuKJDhw7Wh2Dx4sWmSpUq9tjnn39u3nrrLdOnTx/XyxMi01G7gRBCCCGEECJbM3bsWPPCCy8k+Q/gU/Dggw+a+vXru16aEJmOkgRCCCGEEEIIIYSwyJNACCGEEEIIIYQQFiUJhBBCCCGEEEIIYVGSQAghhBBCCCGEEBYlCYQQQgghhBBCCGFRkkAIIYQQQgghjDF4usvXXWR3lCQQQgghhBBCZGuGDBlizjrrLJMvXz77c/bZZ5uhQ4e6XpYQTsjl5l8rhBBCCCGEEO7p1auXefzxx027du3MxRdfbI/NmjXLtGrVymzevNm0b9/e9RKFyFRyxKSnEUIIIYQQQmRTTjnlFPPkk0+a5s2bJzs+ePBg06VLF7Nq1SpnaxPCBWo3EEIIIYQQQmRbfvnlF1OlSpUUxznGe0JkN5QkEEIIIYQQQmRbypQpY8aMGZPi+OjRo03ZsmWdrEkIl8iTQAghhBBCCJFtodWgSZMmZubMmUmeBJ9//rmZNm1awuSBEFkdeRIIIYQQQgghsjWLFi0yvXv3Nt9//739/fTTTzcdOnQw5513nuulCZHpKEkghBBCCCGEEEIIi9oNhBBCCCGEENmK7du3m0KFCiW9Tovg7wmRXZCSQAghhBBCCJGtOOKII+zkguOOO87kzJnT5MiRI8XfIUzi+P/+9z8naxTCFVISCCGEEEIIIbIV06dPN0WKFLGvZ8yY4Xo5QniFlARCCCGEEEKIbMvPP/9sSpUqlUJNQJi0Zs0aU7p0aWdrE8IFShIIIYQQQgghsi3h1oMwW7ZsscfUbiCyGzldL0AIIYQQQgghXBF4D8Tz559/mrx58zpZkxAukSeBEEIIIYQQIttx//332z9JEDz++OMmf/78Se+hHpg3b54599xzHa5QCDcoSSCEEEIIIYTIdnz55ZdJSoJvvvnG5M6dO+k9Xp9zzjnmgQcecLhCIdwgTwIhhBBCCCFEtuW2224zffr0MYUKFXK9FCG8QEkCIYQQQgghhBBCWNRuIIQQQgghhMjWLFy40IwZM8aOQ9y9e3ey99577z1n6xLCBZpuIIQQQgghhMi2jBo1ylSpUsV8//33ZuzYsWbPnj1myZIlZvr06eboo492vTwhMh0lCYQQQgghhBDZlm7dupnevXubiRMnWsNC/AmWLl1qGjdubEqXLu16eUJkOkoSCCGEEEIIIbItK1euNFdffbV9TZJgx44ddixi+/btzYABA1wvT4hMR0kCIYQQQgghRLblmGOOMX/88Yd9XaJECfPtt9/a17///rv566+/HK9OiMxHxoVCCCGEEEKIbMull15qpk6das466yzTqFEjc++991o/Ao7VqFHD9fKEyHQ0AlEIIYQQQgiRbfntt9/Mzp07zYknnmj27dtnevbsaWbPnm3Kli1rOnXqZJUGQmQnlCQQQgghhBBCiAT8/fffJl++fK6XIUSmIk8CIYQQQgghhAixa9cu06tXL3PKKae4XooQmY6SBEIIIYQQQohsmQh45JFHzAUXXGCqVKlixo0bZ4+/+eabNjnAWEQmHAiR3VC7gRBCCCGEECLb8dBDD5nXXnvN1KxZ03oQbNq0ydx2221m7ty55tFHH7UmhkcccYTrZQqR6Wi6gRBCCCGEECLb8fbbb5shQ4aYa665xo49PPvss83evXvNV199ZXLkyOF6eUI4Q0oCIYQQQgghRLYjd+7cZtWqVaZEiRL2dwwK58+fb0chCpGdkSeBEEIIIYQQItvxv//9zyYKAnLlymUKFizodE1C+IDaDYQQQgghhBDZDgTVt956q8mTJ4/9fefOnaZVq1amQIECyf7ee++952iFQrhBSQIhhBBCCCFEtuOWW25J9vtNN93kbC1C+IQ8CYQQQgghhBBCCGGRJ4EQQgghhBBCCCEsShIIIYQQQgghhBDCoiSBEEIIIYQQQgghLEoSCCGEEEIIIYQQwqIkgRBCCCGEEEIIISxKEgghhBBCCCGEEMKiJIEQQgghhBBCCCEsShIIIYQQQgghhBDCwP8BrzSyF9JTcUUAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "corr = df.corr()\n", - "plt.figure(figsize=(10, 8))\n", - "sns.heatmap(corr, annot=True, cmap=\"coolwarm\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MSE: 0.5189681442116012, R2: 0.870144515761653 \n", - "\n", - "\n", - " OLS Regression Results \n", - "======================================================================================\n", - "Dep. Variable: Average total scores (AVT) R-squared: 0.896\n", - "Model: OLS Adj. R-squared: 0.855\n", - "Method: Least Squares F-statistic: 21.63\n", - "Date: Thu, 27 Mar 2025 Prob (F-statistic): 3.71e-13\n", - "Time: 00:28:03 Log-Likelihood: -47.310\n", - "No. Observations: 50 AIC: 124.6\n", - "Df Residuals: 35 BIC: 153.3\n", - "Df Model: 14 \n", - "Covariance Type: nonrobust \n", - "=========================================================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "---------------------------------------------------------------------------------------------------------\n", - "Intercept 38.6547 0.105 366.897 0.000 38.441 38.869\n", - "Average subject score (AVS) 1.6857 0.162 10.397 0.000 1.357 2.015\n", - "Area (thousands ha) (S) -0.4692 0.209 -2.247 0.031 -0.893 -0.045\n", - "Urban population 0.6510 0.408 1.597 0.119 -0.177 1.479\n", - "Rural population -0.0382 0.859 -0.044 0.965 -1.782 1.705\n", - "Ratio (Urban / Rural) (RAT) -0.0131 0.261 -0.050 0.960 -0.544 0.517\n", - "Urbanization (DTH) -0.2981 0.340 -0.877 0.386 -0.988 0.392\n", - "GRDP 0.5066 0.488 1.039 0.306 -0.484 1.497\n", - "Budget for Education (BE) 1.2815 0.628 2.042 0.049 0.007 2.556\n", - "Number of High schools (HS) 0.0579 0.456 0.127 0.900 -0.869 0.985\n", - "Number of class (CL) -2.2378 3.766 -0.594 0.556 -9.884 5.409\n", - "Number of teacher (TC) -0.4763 3.450 -0.138 0.891 -7.481 6.528\n", - "Number of Students (ST) 0.5827 3.396 0.172 0.865 -6.312 7.477\n", - "Ratio of Students over Teachers (RST) -0.0641 0.348 -0.184 0.855 -0.770 0.642\n", - "Poverty Rate (PR) 0.0944 0.263 0.359 0.722 -0.439 0.628\n", - "==============================================================================\n", - "Omnibus: 4.645 Durbin-Watson: 2.070\n", - "Prob(Omnibus): 0.098 Jarque-Bera (JB): 3.528\n", - "Skew: 0.589 Prob(JB): 0.171\n", - "Kurtosis: 3.554 Cond. No. 117.\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" - ] - } - ], - "source": [ - "\n", - "\n", - "X = df.drop(columns=[\"Average total scores (AVT)\"])\n", - "y = df[\"Average total scores (AVT)\"]\n", - "\n", - "x_train, x_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "\n", - "scaler = StandardScaler()\n", - "x_train_scaled = scaler.fit_transform(x_train)\n", - "x_test_scaled = scaler.transform(x_test)\n", - "\n", - "X_train_const = sm.add_constant(x_train_scaled)\n", - "\n", - "X_train_const_df = pd.DataFrame(X_train_const, columns=[\"Intercept\"] + list(X.columns))\n", - "\n", - "y_train = y_train.reset_index(drop=True)\n", - "X_train_const_df = X_train_const_df.reset_index(drop=True)\n", - "\n", - "ols_model = sm.OLS(y_train, X_train_const_df).fit()\n", - "\n", - "X_test_const = sm.add_constant(x_test_scaled)\n", - "y_pred = ols_model.predict(X_test_const)\n", - "\n", - "mse = mean_squared_error(y_test, y_pred)\n", - "r2 = r2_score(y_test, y_pred)\n", - "print(f\"MSE: {mse}, R2: {r2} \\n\\n\")\n", - "\n", - "print(ols_model.summary())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: Average total scores (AVT) R-squared: 0.896
Model: OLS Adj. R-squared: 0.855
Method: Least Squares F-statistic: 21.63
Date: Thu, 27 Mar 2025 Prob (F-statistic): 3.71e-13
Time: 00:18:56 Log-Likelihood: -47.310
No. Observations: 50 AIC: 124.6
Df Residuals: 35 BIC: 153.3
Df Model: 14
Covariance Type: nonrobust
\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
coef std err t P>|t| [0.025 0.975]
const 38.6547 0.105 366.897 0.000 38.441 38.869
x1 1.6857 0.162 10.397 0.000 1.357 2.015
x2 -0.4692 0.209 -2.247 0.031 -0.893 -0.045
x3 0.6510 0.408 1.597 0.119 -0.177 1.479
x4 -0.0382 0.859 -0.044 0.965 -1.782 1.705
x5 -0.0131 0.261 -0.050 0.960 -0.544 0.517
x6 -0.2981 0.340 -0.877 0.386 -0.988 0.392
x7 0.5066 0.488 1.039 0.306 -0.484 1.497
x8 1.2815 0.628 2.042 0.049 0.007 2.556
x9 0.0579 0.456 0.127 0.900 -0.869 0.985
x10 -2.2378 3.766 -0.594 0.556 -9.884 5.409
x11 -0.4763 3.450 -0.138 0.891 -7.481 6.528
x12 0.5827 3.396 0.172 0.865 -6.312 7.477
x13 -0.0641 0.348 -0.184 0.855 -0.770 0.642
x14 0.0944 0.263 0.359 0.722 -0.439 0.628
\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
Omnibus: 4.645 Durbin-Watson: 2.070
Prob(Omnibus): 0.098 Jarque-Bera (JB): 3.528
Skew: 0.589 Prob(JB): 0.171
Kurtosis: 3.554 Cond. No. 117.


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/latex": [ - "\\begin{center}\n", - "\\begin{tabular}{lclc}\n", - "\\toprule\n", - "\\textbf{Dep. Variable:} & Average total scores (AVT) & \\textbf{ R-squared: } & 0.896 \\\\\n", - "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.855 \\\\\n", - "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 21.63 \\\\\n", - "\\textbf{Date:} & Thu, 27 Mar 2025 & \\textbf{ Prob (F-statistic):} & 3.71e-13 \\\\\n", - "\\textbf{Time:} & 00:18:56 & \\textbf{ Log-Likelihood: } & -47.310 \\\\\n", - "\\textbf{No. Observations:} & 50 & \\textbf{ AIC: } & 124.6 \\\\\n", - "\\textbf{Df Residuals:} & 35 & \\textbf{ BIC: } & 153.3 \\\\\n", - "\\textbf{Df Model:} & 14 & \\textbf{ } & \\\\\n", - "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lcccccc}\n", - " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", - "\\midrule\n", - "\\textbf{const} & 38.6547 & 0.105 & 366.897 & 0.000 & 38.441 & 38.869 \\\\\n", - "\\textbf{x1} & 1.6857 & 0.162 & 10.397 & 0.000 & 1.357 & 2.015 \\\\\n", - "\\textbf{x2} & -0.4692 & 0.209 & -2.247 & 0.031 & -0.893 & -0.045 \\\\\n", - "\\textbf{x3} & 0.6510 & 0.408 & 1.597 & 0.119 & -0.177 & 1.479 \\\\\n", - "\\textbf{x4} & -0.0382 & 0.859 & -0.044 & 0.965 & -1.782 & 1.705 \\\\\n", - "\\textbf{x5} & -0.0131 & 0.261 & -0.050 & 0.960 & -0.544 & 0.517 \\\\\n", - "\\textbf{x6} & -0.2981 & 0.340 & -0.877 & 0.386 & -0.988 & 0.392 \\\\\n", - "\\textbf{x7} & 0.5066 & 0.488 & 1.039 & 0.306 & -0.484 & 1.497 \\\\\n", - "\\textbf{x8} & 1.2815 & 0.628 & 2.042 & 0.049 & 0.007 & 2.556 \\\\\n", - "\\textbf{x9} & 0.0579 & 0.456 & 0.127 & 0.900 & -0.869 & 0.985 \\\\\n", - "\\textbf{x10} & -2.2378 & 3.766 & -0.594 & 0.556 & -9.884 & 5.409 \\\\\n", - "\\textbf{x11} & -0.4763 & 3.450 & -0.138 & 0.891 & -7.481 & 6.528 \\\\\n", - "\\textbf{x12} & 0.5827 & 3.396 & 0.172 & 0.865 & -6.312 & 7.477 \\\\\n", - "\\textbf{x13} & -0.0641 & 0.348 & -0.184 & 0.855 & -0.770 & 0.642 \\\\\n", - "\\textbf{x14} & 0.0944 & 0.263 & 0.359 & 0.722 & -0.439 & 0.628 \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\begin{tabular}{lclc}\n", - "\\textbf{Omnibus:} & 4.645 & \\textbf{ Durbin-Watson: } & 2.070 \\\\\n", - "\\textbf{Prob(Omnibus):} & 0.098 & \\textbf{ Jarque-Bera (JB): } & 3.528 \\\\\n", - "\\textbf{Skew:} & 0.589 & \\textbf{ Prob(JB): } & 0.171 \\\\\n", - "\\textbf{Kurtosis:} & 3.554 & \\textbf{ Cond. No. } & 117. \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "%\\caption{OLS Regression Results}\n", - "\\end{center}\n", - "\n", - "Notes: \\newline\n", - " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "======================================================================================\n", - "Dep. Variable: Average total scores (AVT) R-squared: 0.896\n", - "Model: OLS Adj. R-squared: 0.855\n", - "Method: Least Squares F-statistic: 21.63\n", - "Date: Thu, 27 Mar 2025 Prob (F-statistic): 3.71e-13\n", - "Time: 00:18:56 Log-Likelihood: -47.310\n", - "No. Observations: 50 AIC: 124.6\n", - "Df Residuals: 35 BIC: 153.3\n", - "Df Model: 14 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "const 38.6547 0.105 366.897 0.000 38.441 38.869\n", - "x1 1.6857 0.162 10.397 0.000 1.357 2.015\n", - "x2 -0.4692 0.209 -2.247 0.031 -0.893 -0.045\n", - "x3 0.6510 0.408 1.597 0.119 -0.177 1.479\n", - "x4 -0.0382 0.859 -0.044 0.965 -1.782 1.705\n", - "x5 -0.0131 0.261 -0.050 0.960 -0.544 0.517\n", - "x6 -0.2981 0.340 -0.877 0.386 -0.988 0.392\n", - "x7 0.5066 0.488 1.039 0.306 -0.484 1.497\n", - "x8 1.2815 0.628 2.042 0.049 0.007 2.556\n", - "x9 0.0579 0.456 0.127 0.900 -0.869 0.985\n", - "x10 -2.2378 3.766 -0.594 0.556 -9.884 5.409\n", - "x11 -0.4763 3.450 -0.138 0.891 -7.481 6.528\n", - "x12 0.5827 3.396 0.172 0.865 -6.312 7.477\n", - "x13 -0.0641 0.348 -0.184 0.855 -0.770 0.642\n", - "x14 0.0944 0.263 0.359 0.722 -0.439 0.628\n", - "==============================================================================\n", - "Omnibus: 4.645 Durbin-Watson: 2.070\n", - "Prob(Omnibus): 0.098 Jarque-Bera (JB): 3.528\n", - "Skew: 0.589 Prob(JB): 0.171\n", - "Kurtosis: 3.554 Cond. No. 117.\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ols_model.summary()" - ] } ], "metadata": {