From 24afc3e190f339b0d40e09aa357f3e06b4878be9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ma=C3=ABl=20Madon?= <mael.madon@irit.fr> Date: Fri, 4 Feb 2022 17:36:54 +0100 Subject: [PATCH] analysis in progress --- analyse_campaign1.ipynb | 4 +- analyse_campaign2.ipynb | 1061 ++++++++++++++++++++++----------------- 2 files changed, 609 insertions(+), 456 deletions(-) diff --git a/analyse_campaign1.ipynb b/analyse_campaign1.ipynb index ed0b2fd..c65211d 100644 --- a/analyse_campaign1.ipynb +++ b/analyse_campaign1.ipynb @@ -1851,7 +1851,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1865,7 +1865,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.9" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/analyse_campaign2.ipynb b/analyse_campaign2.ipynb index 48a7b3a..c1b6c90 100644 --- a/analyse_campaign2.ipynb +++ b/analyse_campaign2.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "yellow-parking", "metadata": {}, "outputs": [], @@ -29,7 +29,32 @@ "OUT_DIR = f\"{ROOT_DIR}/out\"\n", "\n", "# the beginning of the demand response window in these expe\n", - "start_dm = (24+16) * 3600 " + "start_dm = (24+16) * 3600 \n", + "nb_exp = 105" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51bac175", + "metadata": {}, + "outputs": [], + "source": [ + "# Check if all XP succeded\n", + "for xp in range(nb_exp):\n", + " behavior, window = \"replay_user_rigid\", 1\n", + " expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n", + " if not os.path.exists(expe_dir):\n", + " print(f\"{expe_dir} does not exist\")\n", + "\n", + " for window in [1, 4]:\n", + " for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n", + " if window==0.5: \n", + " expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window05\"\n", + " else:\n", + " expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window{window}\"\n", + " if not os.path.exists(expe_dir):\n", + " print(f\"{expe_dir} does not exist\")" ] }, { @@ -58,7 +83,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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f3sdJuFjgpWI2Vdw5FAE0puxtucfdTlFtUJ/851ZJ7ykF2zZvn38sYvs9KLzPpT0nCjHGHIszjGw/zvDMATivIQsp/PrxCnC+MaahceY4GokzbKoilPY60ARoQ+F2yUuwFGybos7bsirLss1xfnwpqCzz/ZT1Pa5EbnLlF2C4mzgeCkx1b33c59VwnCGDB4pfk19Rr4mB8+uU63uztXY3znk33BjTCKfnT178iW7d4e59EZEy01W0RCTQ2ThDN/YewbJ5H46a4YxTJ+A+BHxhPgp7cX7xeglnvp5CAn4BP5sSrtoSAiOBWOBCG3DJ9sDJIF1bge5FLN+0wP1ybe+AX9pvDCjehfMlouC28+JZH3A/BecD/63FbGLl4cRTjA44w6wus9b6fx01xpxxhOvL+wCeb//cX8YDvzBtwfkSSIGyPEX1ZChTe1hrd+BcYvqvxpm89wqcXhg7cb5g5inuGCxw/y7355+1dhIwyRhTB+cLx+PAd8aZjDlvfXfj9nopIC859zr5e8ykuf9nuP9HFFiu4BdVrLVTganGmEicIUoPAZPdJNteyv6aAEUcq2LO/bwkRrOC9d2ywPbMKLgfJmAi5DLI13vIlbf+Uyic+Ax8PC/x+Q5OT5cYnCTEuUUsU9w5lIVzvuXNrVNaW6YbZ8Ldol6nuuF86c5zNsW/pxQ8Fnn7NAZn2EtBaQXuF7c/m4soz3MeTq+dc6212XmFxpk0uWCM/wX+5cZTHziIM7zocGTgJOQKynd+lOF1IAVnHqJCk2K7kgvcL+o1qazKsuxWCvfKhKKPSVHLFnfsDtdUnLnthuCc+7/gnCcHcHrKJOLM8VYeKuK9eSpOcm+4W77I3U4TY8xgnGFo5RW/iNQQSvCICOBcgQI4g0O9IQ5X3of60QXWcan7/zSOkrX2gDFmOs5kivOKS94E/CJe1JecUMlL5AR+qeiE84U18KoZM4ErjTED8rqCu1/gCn6wL+/2LvRLu7U21xjzB86v2OPtoUuzHoczL0Zgguc7nJ5JG9wvKxWhqDYM59A+H65NOHPwXIgzqWue8wh4f3R7ac05zHUfdntYa1cC9xhjbsD5NTdQwWMwGGd4WV4PtQp7/llr9wNfG2PaA8/jJGFW4nyp7G6tfayEZbeQPxmWZzvOL+QF97PQVeUC1pUJ/OwmnL7Ama/pj7K8JpSiqHP/gDFmLnCB2+65AG5PjkE4k7LnWV/EfpxexHYy3e0UdDb5ew+BM4+ID2eOmR9Kif9unC+4Q3F64nxhjLneWlvwi2GrAq8rXpxeWrPddivT66vrS+AKY0ystTbVXd8QnF4mX7r3D/c95TecL+cdrbXvlKH+AGNMK3d4D8aYGJzzp6jeQnlq4cxt5E9iGGNOwBmKEzg8FGvtPmPMezhDs+rgTJC7r4z7kmc9cJ4xJiKvt6cxZihOMqJIxbwOfIfzurS/kgzX+R3nfap/3jAt93ifV4ZlZwKjjDG183rWuD1cB1P0a0VJpuIkV+/DOWf3uuubjpNcb4Qz5Kk8VMR781ScyaKvx5mryQI7jDFLcRJ83nKMX0RqCCV4RCTPAJwuyF8cycLW2qXGmA+A8W4PiN9wxqzfB3xgrV1UTnH+DecD0vfGmLdwfu1qhDNfhtdaO46ifxEPtR9xfjn+rzHmaZy2fhDnKkuBQ0jeAcYBnxpj7sHpBXIDBX4FroD2Ppuif2l/AGeeh8+NMa/hfIF8kEPdzfM8i/NL5HRjzLM4CYDaOJNcHm+tPesw4ynKcpwvTI8aY3JxEj23H+nKrLU+Y8yDwJvGmP/gXE2nI84X5sP9IldQqe1hjInFOS/ew5ljJBvnSir1cdo8UAz5j8G/cCbj/K+7L+V6PhhjHsL5ZXoqzpeuOJyraC2w1u506/wVJ5kQgTMPxS53mUE4ia1nilu/tdYaYz4ErjbGrHLb5zQODU3Ii+MGnMTFNzjJuEY4x2cLsMStVpbXhJKcTdHn/n04yYKvjTEv43zJfxBnIuCnA+pNBN52j/PXOAmSMUVsZxnQwBgzFidhmOHud8HeQ1hr/zTGPA782+3R8YtbvxXO/DxvWmunusnW8TgTxM502+xl4BljzDRr7fKA1W4HPjTGPIDTM2QsztwzYwPqlLUtnwT+AnxpjPkXTu/EJ3CGDOXN4XJY7yluQuVO4CVjTGOcebpScYZcDcP5Avx+gf2ZYpxL0WcCf8d5jj1cwma+w5mMd4L7nO+Ec5yL6/XzMofm4TmS4VkTcSYkfts4l+Zuh9PGqXkVyvg68B7OlZt+ct8/FuIkNjrgTP58trU2/QjiO1ITcNr7U2PMvTjn0zVuzOAkJ4vzCE5icYox5kmc/XiQwxyiBWCtXWKM2YGTpH0y4KG8nj2ZFD1M+0hUxHvzNJyE44k4PbgC478J53V0beD6jTHdONR7KhpoY4w5373/S97rs4jUYLYSzPSsm266hf6GM/zijyLK2+L82nlNgfJEAq5245aF43x4W4/zIXW9ez+8DOsb75aHFShPBv5XoKwrzgfnHTgf4Dbh/Go8yn0831Vbioj5pALlEyji6jZu3UcOt55bNsYt7xhQdiHOB/gMnCEIoyn6Mr7tcb7QpuN8cH4e50uG/0od5dDe/uOHM9fIFuCvxZwbF+N8Ec104z6HIq4Og/Ph/lmcX8Kz3OMznfxXvynULm55EvBraece0AvnEs7p7nF/COeLRcG2KXTeBByr8QXKbnXbLgPni/cQirkyUhHrK/KcKEt74Mzv8Jrbpvtxkkp/4F7lq0Ab3IhzZbad7r5PJuCKY+V5Prj3T8OZEHqre9w34sy306LAcgNxkhp73PZLxnluDixD29XDmVdnF86whlfd7QbGMRAnQbDRjWMrzjxGnQusq8TXhOKOFaWf+yNxviAexPlS/kUR2/bgzDW03j023+N88c53ruEkHz7g0PCvZJzL1GcRcEnzAuu+DKe3xAH3HFkO/Bsn4RaDMwTkF/JfYS0KZ4LYBRy6hHQSzvPmTJzEWCbOc/qiIrZZalu69Xrg9DQ64O7TBKBhwOOH9Z4S8PgonC+4+9x2X4PTw65bwec3znP/TzfO+cAJRTw/C76+3ozznDyI83w7iWKuduXWX1nUfpT1hvPavdrd3m9AHwJeXyjD60DAcR2P8x6SifOc+cMty7sqXyJFvMeVMc4xFPHaXEI7dsB5nzrIofepv7vriC1wrCYUWPYk93hlAmvdNiq0jTLG/SGFr5SVd4WtQse0YDzF7bfbrrZAWbm9NwfUnUWBK2Vx6ApbE4qoP55D820VvCUe6Xmqm266VZ+bsdYiImKMWYFzedkjHaJVKbi9CXYCN1prD3e+hBrJGDMA50tsKxswP5CEnjvPzDrgWmvtmyEOp9oJ9blvjHkV6GCtPbmCt5OEkwQYUpHbKbDNCntPcecA+tVa+5fyXneB7XTCSahca619qyK3VR0YY74GulprO4Q6FhGRmkpDtEQEAGttl1DHUB6sM89BbKjjqEqsM59AcZfnFqm2Qn3uW2tvCNW2K1pVfk9xJxLviDN0aCvOVcokgDHmbzg9jlbj9Ca7AKcH3tiSlhMRkYqlBI+IiIiIyCHX4Ay7W4UzVOpg4IPuhMLeklZgrc2puPAOjzsXTEly7eF36c/EmQOtNU5brMQZdnfUPZ3cCcBLSrz6bOW5QqaISKWiIVoiIiIiImVkjBkD/KekOtbaStErMmCYZ0mGW2uTKj6asnGHFA4roco71toxwYlGRKRqUYJHRERERKSMjDENca6IVSxr7ZwghVMid166hFKqrbTWpgUjnrJwrxxX7KXkgV3W2uQghSMiUqUowSMiIiIiIiIiUsV5Qh2AiIiIiIiIiIgcHSV4RERERERERESqOCV4RERERERERESqOCV4RERERERERESqOCV4RERERERERESqOCV4RERERERERESqOCV4RERERERERESqOCV4RERERERERESquLBQB1DR6tWrZzt27BjqMKq9AwcOULt27VCHUe2pnYND7RwcaufgUDsHj9o6ONTOwaF2Dg61c3ConYND7Rw8c+fO3WWtbVywvNoneJo2bcqcOXNCHUa1l5SURGJiYqjDqPbUzsGhdg4OtXNwqJ2DR20dHGrn4FA7B4faOTjUzsGhdg4eY8z6oso1REtEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIpTgkdEREREREREpIoz1tpQx1Ch+rbw2jnX1Ql1GCIiIiIiIiIiR808uG+utbZvwXL14BERERERERERqeKqfQ+ezp0725UrV4Y6jGovKSmJxMTEUIdR7amdg0PtHBxq5+CoTu380R8bueuTRfnK1v5zFPuzcqgbFQ7A+a/8xpz1ewAY3LEhM9ak+Ov+85wejO7XCo/H5FvHym1pjHhuGrHR4Vw5uC3xLWKJCvfSqkE0bRrWLnN8JbX13z5awKfzNgPQukEtptw+lKhwb5nXXZQZa3Zx6ZuzAOjftgF1o8MJ8xi87i09K4cfl+/glG5NWb1jPz5r6dIshnCv8/vevPV7aN+4Dtm5PrJzfWxLzWBLakap242NDif1YDYAUeEefD7IyvUxqENDeraqR2a2j1YNolm78wBtGtZiR1omTetG0b1FXVrWiybc6yHMawj3eIiO8BIRVvrvja8k/cnj360A4KFBUVx+5olk5/r4dsk2Xp66hiZ1o0g9mE3LelGckdCC2Ohw6teOoElMJDFR4exNz2LhplS2pR5kcMdGtG+s3t2lqU6vHZWZ2jk41M7BoXYOHmNMkT14wkIRjIiIiMjhyvE5P0pNv2s4j323gsmLtnLTB/P4ZvE2vB5Dru/Qj1arHz2VcK8Hn89y2duzmLEmhXs+W8znCzbz9AU9adWglr/uim37AHj8vB6MjG9eIbE/c2EvTu7alLHvzWPD7nQ+/GMjVwxqe1TrzMr1AfDpjYM4tnX9cogSsnJ8/Lh8O+tT0snMyaVxTCReY3j+p9V0b1GXrakZtKpfi7rRYew+kE3jmEg+mL0BgN/+TGHm2hQO97fDnnGx7EjLZKubXOoZF4sxhtjocDbuTicq3Muyrfv89e//LYOP1k9nyeZDZSu2pQGwcCN8s3hbqdusGxXGg2d157QeLQolmBZvSuWYpnX8CbjJi7by1/fnsXj8KcS4iUQREZHKSAkeERERqRJ2H8gEIDrCS6+4ekxetJXvljhf5gOTO4+d28PfS8XjMbx3zQCWb93Hqc9PZ/a63Rz/xFRO6daU8Wd2JzPHx1y3x0+35rEVGv+pPZoz9x8n0eeRH3n0m+X+BI+1Fp8Fb4GeRaXZlea0x+EtVbKIMA+jehROco3u37rYZcad2oV5G/aQ0DKWhnUi2ZmWyZ70LAxQr1YEa3bsZ07ybtbvTqdvm/r4LOT4fOxMy2TW2t14PFAr4lBvplxr2bQ7ndoRYWTn+mhRL5oGtSO4uH8r0rNyWbxmI3VjohjSMYI6kWHce1pXf8Ju4+509qRnsT4lnYPZuWzanc6+jBzq14ogMtzDrLUpTF25k30ZOdz+4UJu/3AhAMcf04jpq3eV2DY9xk/hjlM6MTK+GQezfLRpVMvfc0xERKQyUIJHREREqoSsXCeJExXuZcgxjQDIy+tMvSORbakZDGjfAGMKpzy6Nq/LmkdP5bVpa3ny+5VMWbadKcu256vj9ZZnqqRoDetEAk5PmRHPTuP1y/vw8NfL+HH5DqbfNTxfz6LSRLo9TGKiQvtxLjY6nOGdm/jvN46JpHFMZL77Azs0LHU9bcdNZkD7Bky8bmCJ9ZKSdpKY2K/Ix1o1qEWrBrVIiKtX5OM3DOsAwIKNe7lt4nySU9IBSk3u5HlqyiqemrLKf39g+4bsz8yhRb0o1u48QKemMWxNPcjO/Zk0qhPpJKhio1m6ZR/1a4cT4fWwevt+IsM97EnPJtdnGdWjGQA5uRaftaRn5fLbnymc27slz1zUq0xxiYiIgBI8IiIiUkV43cRNdLiXrs3r5nusXaPatGtU8nw5YV4Pfx3ekasGt+OrRVvYnprBwexc/kjeTQN3vpZgmHzLEM5/ZSYrt6cx7Mkkf/nxT0wl+bHTyrye7BxniFZeb6WqbvH4U4gMO7p5icqqV6t6JN05nNSD2dzw7ly2p2VwWo/mvPjzGp65sCefzd/Mwo17+dvJnTi/byvqRIaRvOsAXyzYwrKtqSzelMqW1AxmrnXmeFq8ORWA1Tv207V5XXw+WLhxL60b1GJDbjoN60SwaFMqLetFUzc6nM17D9I4xuntNH/DXmpHhuWbPwng0/mbObVHc07u1jQobSIiIlWfEjwiIiJSJeT6fBhzaChTWYbVFCU6wsuFfVuVd3hl1r1FLMsfHslXC7dw8wfz8z325vS1XHN8+zKtJ8fnJHjCqkmCJxTz28RGh/PBdQP89//vlM4AnHtsXKG6bRvV5taTjslXlpPrI9daIrweNu4+SKOYCGpFHP3H6we/Wsp/ZiRz7X/nHFbST0REajYleERERKRKyHQnFc4z4cr+vPNbMiPjm4UooqNzRs8WJHZujMcY1u48wBn//pVHJi/n6iHtihxmVtCu/VkAhAdhaJkULczr8X+Ybt2w7MPrSvPAGd35z4zkclufiIjUDNXjJx8RERGp9jakpOe7QpPXY7hqSDta1IsOXVBHKSYqnNqRYfSIi6VLsxgA+j36I68k/cm+jOwSl83ryRTu0ce56uz7paVfFUxERASU4BEREZEqol6tiMO+0lRV8vaYfvRtU59d+7N4/LsVJIyfwqnPT8cWc93xvJYoeJlvqR4ucocRXv/u3BBHIiIiVYU+EYiIiEiVkOvzBW0i5FBoUS+aSWMHMWPcCdw0vCMAy7fuo93d3/DJ3E2F6ue4lxAL0xCtaunBs7qHOgQREalilOARERGRKiHHZ6t1D548LetFc8eIzvxx70n+sv/7eCFtx03ON2wrNy/BoyFa1VJUeHCuKCYiItVHhX8iMMa8bYzZYYxZElA23hiz2RizwL2NCnjsbmPMGmPMSmPMiIDyPsaYxe5jL5iyzD4oIiIi1cb6lPQakeDJ0zgmkrX/HMU9o7r4yy59YxYHMnPI9Vl/D54a1CQ1TvPYKADW7twf4khERKQqCMZPPhOAkUWUP2ut7eXevgEwxnQDRgPd3WVeNsbk/XzxCnAdcIx7K2qdIiIiUk3VivCyMy0z1GEElcdjuG5oB1Y87HzsWbw5le4PfE+He77hhZ9WA5TpiltSNT1whjNM68uFW0IciYiIVAUVnuCx1k4Ddpex+lnARGttprV2HbAG6G+MaQ7UtdbOtM5Mg/8Fzq6QgEVERKTSyrvSVE0TFe7l2Yt6hjoMCbJ+besD8NyPq4udbFtERCRPKAdt32SMWeQO4arvlrUENgbU2eSWtXT/LlguIiIiNUROrq3R882c0zuO5MdO4+kLDiV6vr55SAgjkorWoHaE/+92d38TwkhERKQqMMH4NcAY0xb42lob795vCuwCLPAw0Nxae5Ux5iVgprX2f269t4BvgA3Av6y1J7nlxwN3WWvPKGZ71+EM56Jx48Z9Pvroo4rcPQH2799PnTp1Qh1Gtad2Dg61c3ConYOjOrXzP2cdxGvg7/2jQx1KkYLZ1lm5logaevWs6nROl8XUDdm8sywLgAkjawdtuzWtnUNF7RwcaufgUDsHz/Dhw+daa/sWLA8LRTDW2u15fxtj3gC+du9uAloFVI0DtrjlcUWUF7f+14HXATp37mwTExPLJW4pXlJSEmrniqd2Dg61c3ConYOjurSztZYx333D8cc0IjHxuFCHU6Tq0taVXU1r50TgnXGTARg2bFjQ5lyqae0cKmrn4FA7B4faOfRC0s/ZnVMnzzlA3hW2vgRGG2MijTHtcCZTnm2t3QqkGWMGuFfPuhz4IqhBi4iISLny+SyT5m5iR1pGifWe+WGVf3iKpiGRmujOEZ0B2JJa8nNFRERqtmBcJv0DYCbQ2RizyRhzNfCEe8nzRcBw4HYAa+1S4CNgGfAd8Fdrba67qrHAmzgTL/8JfFvRsYuIiEjFWbEtjTs+XsiDXy0r9Nj+zBzW7Ehj94Es/9WiAN68olBvZJFqb9OegwAMfuznEEciIiKVWYUP0bLWXlxE8Vsl1H8UeLSI8jlAfDmGJiIiIiE06oXpAExetJUHzsjgw9kbefqHVQDUjQpjX0ZOvvrXD21PVLg36HGKhFrTupH+vz+Zu4nz+sSVUFtERGqqmnspChEREQmZg1m5+e73f/Qnf3IHKJTcefDM7tw9qmtQYhOpbG4Y1sH/931fLCmhpoiI1GRK8IiIiEhQZWTnctZLv5a5/ukJzbliUNuKC0ikkosK97J4/CkApBdIjoqIiOQJyVW0REREpOYY8vjPbNpzkN6t63HLCcfw8ORlrN15AICXLjmWpJU76NwshlO6NaN1w1oczMpl1roU+rZtwPqUA3RtVjfEeyASejFR4f6/l25JpXuL2BBGIyIilZESPCIiIlJhbp043z9B7PwNe7lywh/5Hh/VoxmnJTTPVxYd4SWxcxMAfYkVCXBKt6ZMWbad6/47lxnjTgh1OCIiUsloiJaIiIhUmC8WbCn2sdtOOgZjTBCjEanaXrusDwCb9x7kj+TdIY5GREQqG/XgERERkQqxYts+AHq3rsdnNw72l386bxOdmsYQ31K9c0QOhzGG1g1qsWF3Ohe8OpPkx04LdUgiIlKJqAePiIiIlDtrLae/4EykPKbABMnnHhun5I7IEZp21/BQhyAiIpWUEjwiIiJS7jbuPkiOzwJwQpcmIY5GpHpp36g2AH95cxZZOb4QRyMiIpWFEjwiIiJS7oY+ORWAW088Jt/Vf0Tk6P3r3B4A/LpmF13v/y7E0YiISGWhBI+IiIiUq/UpB/x/33RCxxBGIlI99W/XAK/HmaA81+0pJyIiogSPiIiIlKs5yXsAGJvYgXCvPmqIlDdjDH/+c5T/fttxk9mfmRPCiEREpDLQpy4REREpV/M3Ogmeywa0CXEkItXbvaO6+v+Of+D7EEYiIiKVgRI8IiIiUq6+XrQVgBb1okMciUj1du3Q9jx7UU///bbjJpORnRvCiEREJJSU4BEREZFycyAzh73p2bjTg4hIBTundxxNYiL997vc9x2PfbuC75duC2FUIiISCkrwiIiISLnp7g4TuTFRkyuLBMuse07k8oGHhkS++sufXP/uXJZv3RfCqEREJNiU4BEREZFyETjJ69VD2oUwEpGaxRjDQ2fF071F3Xzlpz4/PUQRiYhIKCjBIyIiIuXiiwWbARgzqC31a0eEOBqRmuerm4YwvHNjakd4Qx2KiIiEgBI8IiIiUi7u/WwJANcPax/iSERqJo/H8J8r+7P0oZH0aVM/1OGIiEiQKcEjIiIiR81a6/+7UZ3IEmqKSDDk+pznZGaOrqolIlJTKMEjIiIiR23hplTAGZ4V7tXHC5FQW7BxLwAz1uwKbSAiIhI0+gQmIiIiR+3sl2YAcEbP5iGOREQAPr5hIABXTZjDN4u3hjgaEREJBiV4RERE5KgczDo0BKRFvegQRiIieTo1jfH/feN78/g2IMljraXtuMm0HTeZsf+bS0a2hnGJiFQHSvCIiIjIUfl5xQ4AhnduTPNYJXhEKoPY6HDiWx66bPrY9+Zxz2eLsdaSMH6Kv/zbJdvoct93bN+XwXuz1vvn7hERkaonLNQBiIiISNWVkZ3LX9+fB8B9p3cLcTQiEujrm48nJ9dHx3u/BeD9WRt4f9YG/+P92tbnj+Q9ABz3z58A52p439xyfPCDFRGRo6YePCIiInLEZq3bDUCTmEjaNKwd4mhEpKAwr4d5951MbHR4vvKFD5zCxzcM4p/n9Ci0zKgXpgcrPBERKUdK8IiIiMgRG/fJIgAeOiser8eEOBoRKUqD2hH89H/D6BkXy72jurLsoRH+hM8FfeP89epGHerc/+vmbLbsPRj0WEVE5MhpiJaIiIgctlyfZegTU9mamkG/tvUZ0b1pqEMSkRI0qhPJFzcNKVQe7vWQ/Nhp/vuvJP3J49+t4M3FWby5+Gem3zWcVg1qBTNUERE5QurBIyIiIodt7vo9bHZ/3b9uaAeMUe8dkepgbGIHXrn0WAa28AJwz2eLQxyRiIiUlRI8IiIiclg27z3Iha/NBOBvJ3fi5G7qvSNSnZzaoznXJ0TRsUkdpq/exT+/WR7qkEREpAyU4BEREZHDMvixnwHo0iyGsYkdQhyNiFSUR8+OB+D1aWvZtCc9xNGIiEhplOARERGRMms7brL/7+9uG0q4Vx8lRKqr49o35G8ndwJg1trdIY5GRERKo09lIiIiUiZvTFvr//t/Vx8XwkhEJFhG92sFwOLNqSGORERESqMEj4iIiJTJo+48HH8f2YUhxzQKcTQiEgxN6kYBMOG3ZLalZoQ4GhERKYkSPCIiIlKqjOxc/9+ad0ekZjm3d0sAvlm8NcSRiIhISZTgERERkVKtT3EmWB3Vo1mIIxGRYHvInWz5tz9TQhyJiIiURAkeERERKVVeD55ze8eFOBIRCbY6kWEA/Lh8e4gjERGRkijBIyIiIqW69M1ZAESFe0MciYiEQotYZy4ea22IIxERkeIowSMiIiKl2p+ZA0DPVrEhjkREQqF3m/oAvD97Q4gjERGR4ijBIyIiIqUa0L4BfdvUJyYqPNShiEgI3DOqKwA/Lqu8w7TmJO+m7bjJ5PrUy0hEaqYKT/AYY942xuwwxiwJKGtgjPnBGLPa/b9+wGN3G2PWGGNWGmNGBJT3McYsdh97wRhjKjp2ERERceT6LBFh+l1IpKZqWS+a+JZ1mbpyZ6hDKdb5r84E4KuFW0IciYhIaATjk9oEYGSBsnHAT9baY4Cf3PsYY7oBo4Hu7jIvG2PyBvu/AlwHHOPeCq5TREREKoDPZ/kjeQ9ej35bEanJUg9mAzB73e4QR1K049o1ACArxxfiSEREQqPCEzzW2mlAwXeBs4B33L/fAc4OKJ9orc201q4D1gD9jTHNgbrW2pnWmdntvwHLiIiISAXauMe5RLoSPCI129MX9ALg31PXhDaQYkS6k8Cv3XUgxJGIiIRGqPpaN7XWbgVw/2/ilrcENgbU2+SWtXT/LlguIiIiFSzT/TX8/D66RLpITda/XQPi6kczbdXOo57nxuezLN6UyidzN7EjLaNc4tuy9yAAXo0mFZEaKizUARRQ1E+DtoTyoldizHU4w7lo3LgxSUlJ5RKcFG///v1q5yBQOweH2jk41M7BUR7tvCwlF4BVy5eRtHtVOURVPemcDg61c3AU186NwrLYBHz2/VQaRR9+JiXloI86EYYv1mTzzbpsf/l/RtTiaKfYTE1zehsuX7OepMhtR7WuYNH5HBxq5+BQO4deqBI8240xza21W93hVzvc8k1Aq4B6ccAWtzyuiPIiWWtfB14H6Ny5s01MTCzH0KUoSUlJqJ0rnto5ONTOwaF2Do7yaOflSX8CKxh63LH0bdugXOKqjnROB4faOTiKa+e9sZu57cMFPDnfx0fXH0ebhrUBmPlnCrd9OJ960REc26Yefdo0ICEulrSMbHq3qk+utRxz77fFbu/K79O55LjWDD2mEad0a4bnCIaE7vxuMgA/b8zh7b+OKKV25aDzOTjUzsGhdg69UCV4vgSuAB5z//8ioPx9Y8wzQAucyZRnW2tzjTFpxpgBwCzgcuDF4IctIiJS83w23xkl3alZTIgjEZFQG9G9Gd1b1GXpln0MezKJU7o1pX+7BszbsIft+zLZvi+TldvT+GD2xnzL9WpVr9C6PrxuAD3iYrn8rdnMWb+H92dt4P1ZG+jTpj4fXjeAsMMYa6VLo4uIBCHBY4z5AEgEGhljNgEP4CR2PjLGXA1sAC4AsNYuNcZ8BCwDcoC/Wmtz3VWNxbkiVzTwrXsTERGRCub1OF+yYiIr28huEQm26Agvk285ng//2MDfP1nMlGXbmbJsOwC1IrzcfMIxvDdrPWMGtaVerQju+HghAAs27qVnq3rcO6orSSt3cOeIzv4hWZPGDiLXZ5m9bjcXv/E7c9fvoeO939K6QS08BpJT0qkd4SU6wkuuzzK0U2OeubBXvonfd6Zl+v9u07BWEFtERKTyqPBPatbai4t56MRi6j8KPFpE+RwgvhxDExERkTKw1nJKt6ZHPT+GiFQfF/VrzQV9WpGV6yMzx0d2ro+ocC91IsMYm9jBX++8Y1vy5879RHi9tKwfjddj6N+u8FBPr8cwsENDlj00gse+XUFGdi5ZOT627M0gOiKMpnUjaVkvmvdmbeCLBVu4anA7egb0Ctq1/1CCZ31KOtZavWaJSI2jn+JERESkWEs2p7JiW5p+EReRQjweQ5THS5R7efKiGGPo2KTswztrRYTx0FnF/6Y7Mr4Zl701m0ve+J1bTjyGcK8n3/ZP7NKEn1bsoN3d3/Dm5X05qVvTMm9bRKSqU4JHREREirRl70Eue2sWACd0aRLiaEREYGD7hkSGeTiQlcu/vl1R6PHxZ3YnIyeXGWtSuOa/c2hZL5qocA+5PkvqwWz2pGfTtG4k/7v6OI5pqnnFRKR6KVOCxxhzAfCdtTbNGPMP4FjgEWvtvAqNTkREREJm0GM/+/8+o2eLEEYiIuII83pY8fBIcnyW7Fwf2TmWLxZuJjvX0qZBLVo1qMV71wzgj+TdfDpvM5nZuczdsIfMbB970p3Lsm/fl8kb09fyxPk9Q7w3IiLlq6w9eO6z1n5sjBkCjACeAl4BjquwyERERCRk3p+1wf/3T/83jFoR6vQrIpWDMYZwryHc64EIuHxg20J1+rVtQL+2hef6Sc/Kodv937N8a1oQIhURCa6yflrLu5LVacAr1tovjDHjKyYkERGpSLsPZPHpvE3sTMskK9dHZJiXRnUiCPd6CPMawjwGr8dDrQgvJ3RpUuLcClL9pOzPZE96Ni9NXQNA9xZ16dC4ToijEhEpH7UiwujcNIYDWTmhDkVEpNyVNcGz2RjzGnAS8LgxJhLwVFxYIiJSUV6b9iev/bK2THWfvagn5/SOq+CIJNTW7EjjpGemFSrv0TKWT28cFIKIREQqzsrt6r0jItVTWRM8FwIjgaestXuNMc2BOysuLBERqSgZWbnUjQrjx/8bxrqdB0g5kEWvVvWIDHMmocz2WbbuPcj5r87kye9W8ub0dYXWcXK3ptx2UqcQRC/lwVrLzyt2cPU7c4p8PCrcQ0a2j2Nb13OGQIiIVCPNY6PYmprB8q376Nq8bqjDEREpN2VK8Fhr040xO4AhwGogx/1fRESqmFxrCfd6aBITRZOYqCLrNKsbxcX9W7MzLaPQYz8u38HSLfuIbxFLwzoR9GpVD2NMRYct5SB51wH2Z+awZsd+bvtwQaHH3x7Tl8ROTfB4DGkZ2cREhQc/SBGRCvbwWfFc8985XDXhD2befWKowxERKTdlvYrWA0BfoDPwHyAc+B8wuOJCExGRiuCzlJqQ8XoM/zq3R5GPnfXSDBZu3Ms1/3V6f5zcrSk9WsYCkBAXS2JnXU67MtmZ7qPtuMlFPnZilyY8c2Ev5m3YQ+OYSOLd4wgouSMi1dZJ3ZoCsDU1g0lzN3F+Hw1FFpHqoaxDtM4BegPzAKy1W4wxMRUWlYiIVBifz+I5ig43711zHGt27GfD7nRu+WA+Pyzbzg/LtgNOt/ffxp2gHj2VxPwNe/h0dVaxj781ph8Aw7soKSciNcsT5ydw16RF3PHxQro2j6FxnUgax0Tq/UtEqrSyJniyrLXWGGMBjDG1KzAmERGpQD5r8R5FhqdOZBi9WtWjV6t6nN6jOdYt7/PID2xNzaDjvd/SvlFtvrp5CBt2pxMTFUbz2OjyCV4Oyzkv/5bvfq9W9fjv1f259YP5XDawTYiiEhEJvQv7tmJDSjr/nrqG0174FYCererxxV81QEFEqq6yJng+cq+iVc8Ycy1wFfBGxYUlIiIVxWfBU06/UHoCEkVvj+nHm9PXkpaRw/TVuzj+iansTMsE4MPrBrBoUypR4R581kkyrUrOZvW0teRai89arIVcn2X51n3E1Y+mfu0Iwj0evB5DuNfQol40J3ZtWi5x10RLHhxBVJiHMK+H/1zZP9ThiIiE3B0jOtO0biT3fbEUgIUb9/L8j6sZ1rkxvVrVC21wIiJHoKyTLD9ljDkZ2IczD8/91tofKjQyERGpED6fpSJ6oB/buj4vX9qHyYu2Mn31Ln9yB+Ci138veqEVyw97O3eN7EynJjH+ORSkeHH1o4mLymLirSNDHYqISKV02cC2/GVAG96YvpZ/frOCZ39cxbM/rmL1o6fqKoIiUuWUtQcPbkJHSR0RkSouM8dXbj14inJaQnMGtD+JHJ/lq4VbeGTycn/5+DO64/UYPAZmzJjBsKHH4zFOjyLn5vzts5Ycn3vL9bFpz0FOf9HpQv/EdysBuDGxA3eN7FJh+1Ed5Pos4Ucz4ZKISA1gjOG6oR24qF9rbnh3LjPXpjDi2Wn8fEdiqEMTETksZb2K1rnA40ATwLg3a62tW4GxiYhIBdiZlkl6Vm6FbqNhnUgABrRvCMAVA9vw4Fnx+erUDjfUiSz6bciDIcx76H69WhH8+c9RpBzIZOPudM57ZSaLN6dWTPDVSI7P4lV+R0SkTGKjw/nv1f055t5vWb87PdThiIgctrL2O3wCONNaG2utrWutjVFyR0SkampQO4Jg9TqPbxnLu1f35+5RXY96XV6PoUlMFH3aNGBQh4Ys2LiXG96dy4HMnHKItPqx1rIzLROPRhiIiJRZuNdDQlwsuT6Ltbb0BUREKpGyfuzbbq09/IkSRESk0sm1lvq1IoK2veOPaUxUuLf0iofhzJ4taFY3iu+WbuO3P1PKdd3VxZ879wNQwZ21RESqnfiWsQDM1PuLiFQxZU3wzDHGfGiMudgYc27erUIjExGRCuHzHd1l0iuD0f1b89KlxwJw7X/n8MWCzSGOqHL5YsFmTnpmGgA9G5dvck1EpLq7oE8cAP+euibEkYiIHJ6yJnjqAunAKcAZ7u30igpKREQqjs9W/QQPQKemMVw2oA0At05cwPKt+0IcUeWwLTWDWycu8N/vWE9jtEREDkfv1vUBmLdhDxe9NpNcn4ZqiUjVUNbLpF9Z0YGIiEhw5FrniiHVwcNnx9O1eV3u+Wwxpz4/nRHdm5KR7eOGYR0Y2KFhqMMLicycQ2OyFj5wCvNnzQhhNCIiVdO/L+nNTe/PZ9a63XwwewN/cX9QEBGpzEpM8Bhj7rLWPmGMeREolLq21t5SYZGJiEiF8FWzKytdclxrvl2ylR37Mvl+6XYAflm1kxnjTqBlvegQRxd8eXOCPnNhT2Kjw0MbjIhIFXV6QgtGdG9Grwen8I/Pl3BmrxbUjdJrqohUbqX1286bWHkOMLeIm4iIVDG51WAOnoLevfo4vr99KCsfGekvG/zYz6zenhbCqEIjxx1KEBasS6WJiFRT4V4P/zi9GwCJTyaRejA7xBGJiJSsxE9/1tqv3P/fKeoWnBBFRKQ8+azFU02GaBUUGeblz3+O8t8/+dlpxdbdvPcg61MOBCOsoMqbKyKsmiXxRERCYXS/VhzXrgG7D2TR88EpZOX4Qh2SiEixyvTznjGmkzHmdWPMFGPMz3m3ig5ORETK34bd6aEOoUJ5PYZ3r+7vv//bml3MWpvC8q37OJiVS0Z2Lnd/uojBj/3MsCeTaDtuMsm7qk+i52C2MwdPdeulJSISCsYYJl43gGNb1wPglg/mhzYgEZESlGmSZeBj4FXgTSC3lLoiIlKJNakbxe4DWaEOo0IN6diIv53ciWd+WMUlb87K99gFfeL4eO6mfGWJTyXx/rXHMahDI3+ZtZasXB+RYVXrMuPZuc6vyxnZersWESkPxhjeHtOP/o/+xHdLt7Fi2z66NKsb6rBERAopa4Inx1r7SoVGEiK5Psu/vlnOtUPb07RuVKjDERGpcD6fJa5+9Z582BjDLSceQ06ujxd+XuMvD/MYJs1zkjtjBrVl9rrdLHMvr37JG7NoVCeSS45rDcALP60GIPmx04IcffloWDsy1CGIiFQb9WpFMPH6AZz78m+MfG46AB2b1GFE96YMaN+Q5rFRdGwSE+IoRaSmK+0qWg3cP78yxtwIfAZk5j1urd1dgbEFxcw/U3jz13Ws2JbG/645rkzL3DZxPid1a8rpCS0qODoRkfLns9VvkuXi/O2UzvRp24BFG/dy84nHAE7PHJ/NP4Tp5xXbuWrCHHbtz/QndvK0HTeZf5zWlWuObx/U2I9UTq4zB49HcyyLiJSrY1vXJyYqjLSMHADW7NjPmh37eWnqn4Dzw8Gwzo1J7NQYU8xcd399bx5/7txP07pReD2GPbsz+HDTXLweQ4TXw7VD29O1uXoHiciRKa0Hz1ycy6PnvULdGfCYBarGp90SZOY4Xdhnryt7rurzBVv4fMEWJXhEpErK9dliP3hWR8M6NWZYp8b++8aYQpeJP6FLU+bfdzLp2bn+S6t/sWAzz/24mnW7DvDI5OVMW72LqDAP953ejVYNagVzFw6Lz71OurcGHWMRkWCZdudwxn+1lD5t6tO9RSznvfKb/7EJvyUz4bdkwr2GidcN9M/bs3bXATKyc8n1WSYv3gpAZLiXXJ+P1IOWAzv3k+OzrN15gE/nb6ZRnUj6ta1P9xZ1GdSxEce2rh+KXRWRKqjEBI+1tl2wAgmVerUiAOjaXF0qRaRm8FmrL/9FqF87gsCP0Gf1aslZvVrSdtxkAFZvT2NragZTlm3nH6d15arB7fBUwp5Q/qtoFcxiiYjIUatfO4LnR/f23//65iF8Nn8zNwzrwJa9BznrpRlk59p8iZ+CTuvRnJcuPRaApKQkEhOHAfDOb8n8umYXPyzbzrdLtvHtkm0wZRXDOzemad0oHjsvoWJ3TkSqvDLNwWOM+SvwnrV2r3u/PnCxtfblCoytQllrGfHcNBI7NwFg4aZU1uzYT8cmdYpdZtqqndSrFR6sEEVEKkSur+YM0SoPP9w+lKhwL3H1oznn5d9YsHEvj0xezqu//MlPf0sktpK9L+QleDxK4omIVLj4lrHEt4wFoHFMJIvHn8Kvq3fxzZJtfLVwi7/eI2fH0zgmksgwD4M7NipyXVcMassVg9ri81lyreW/M9fz+fzNTF25E3Amz2/bqDYRYR4Gd2hEz1b1Knz/RKRqKesky9daa1/Ku2Ot3WOMuRaosgmeTXsOsmr7flZt3+8vG/fJIiaNHVTsMpe/PTsYoYmIVChrqZQ9TyqrY5oe6uH5+V8Hs2t/Jn0f+ZFd+7Po+dAUXri4N2f2DP2Q3QUb9/L1wi0kpziXfA/TJDwiIkEXExXOqT2ac2qP5rx4cW8yc3KxFqLCy35FRo/H4MFw9ZB2XD2kHfM27OGi12by+YItAbVW0iI2yn+Fr87NNBpBRMqe4PEYY4y1zsB+Y4wXiKi4sMrPhjQfCeO/B5xfNXOtdf53f+EMNGf9HiYv2kp8S01sJiLVV661KL9z5BrViWTtP0fR/p5vALjlg/n830cLaN+oDg+d1Z3j2jcstMzuA1n4rKVRnYq5stXzP67m2R9X5SuLiSrrW7yIiFSUyLCyJ3aKc2zr+qx+dBTgXAnz+6Xb+HH5DhZt2svqHfsZ8dw0hnRsRLjXMDaxI/3bNShljSJSXZX109/3wEfGmFdxJle+AfiuwqIqRz4L+zJyGDOoLV6PIcxj8Lo3jzGEew37MnJo1aAW932+hL++P6/E9bVuUIsNu9MBuOytWfRt04AW9aIY3qVJhX1wFxEpT+tT0umiX/qOisdjWPevUUxevJWP5mxi2qqdrNyexkWv/07HJnXwGsOgjg05PaE5fdo04KLXZnIwO5df/35Cucfy+fzNhZI7cfWjaduodrlvS0REQsvjMf4eQgDPTFnJj8t3kJaRzcJNqUxduZPGMZFEeJ1enGMGteXaoYWvi5OZk8vyrWlk5/pYuHEvF/dvTe1I/TAgUtWV9Vn8d+B6YCzOFbWmAG9WVFDlqWUdD4sfHFGmF6y4+tHsOZBV7OMeYxjUoSH/+HwJU5ZtZ/rqXUxfvcv/ePPYKAZ3bESfNvUZ3a9VjbpKjYhULYs3pYY6hCrPGMPpCS04PaEFmTm5TF2xk9en/cm8DXsBWLk9jf/MSK6Qbf/v9/VMmruJCVf247YPFwDw8qXHMsr9wC8iIjXD307pzN9O6QzAR3M2smzLPrJyfWTl+Jg0dxOPfrOc2cm7sdby4/IdjBnUlshwD6/9sjbfeh6ZvJxF40+hblTlmldORA5PmRI81lof8Ip7q1LCPZQ5Gz3cnXC5NK9f3tf/9860TKat2smPy52Ez6S5m5g0dxN3f7qYly45ltMS9GFbRCqXiDAPZ/QK/Zwx1UlkmJeR8c0YGd+MvelZ9HroBwBO7NKEn1bs8Nf778xk/nJcm6OaA+n9WRv4x+dLAPzbAZTcERGp4S7s2yrf/YS4WN77fQOb9hxk+dZ9gHMp90DHNKnD6h3OnKTvzEjmyiHtqKOePCJVVlmvonUM8C+gGxCVV26tLdzfr4ZpHBPJeX3iOK9PHODMbn/+q7+xZPM+/vr+PE5LOC3EEYqI5Ofz6TLpFalerQi+vnkI2/dlcGLXpoBzifWTn53G/V8s5bkfV/PlTYOJq1+r1HXl+ix3fLyQywe2oXfr+uTk+rjns8WF6r12WZ9y3w8REanaLh/YlssHtgXglaQ/efy7FTx6TjwNakUw9r15XD2kHfed3o3f1uzi0rdm8fQPq2jVoBZn924Z2sBF5IiV9RIb/8HpvZMDDAf+C7xbUUFVZVHhXr6++Xhio53uje/P2hDiiERE8su1ukx6RYtvGetP7oBzJa68Hp27D2Qx5PGpbE09mG8Zay2PfL2Mmz+YzzM/rCL1YDZbUw/y2fzN3PPZEuYk76bjvd8CzpDic3q3JCEulltO6FjmHqgiIlIz/WVAa/51bg/O6tWSEd2b8dBZ3blzhDO0a1DHRvxw+1AA7v9iCQP/9RMfzdkYynBF5AiVtf9dtLX2J/dKWuuB8caY6cADFRhblTb5liEMeXwq936+mIS4WOJbxoY6JBERcn0Wa8FnC19JUCrWE+clMHnRVv/9Lxds4fKBbbnkzd/ZfSCL/Rk5pATMA/fCT6v9fy/fuo/zX53pvz/55uOJraV5EkREpGxiosK5uH9r//28nj152jeqw42JHUjZn8Vn8zfzxHcrOLNni8O6vLuIhF5ZEzwZxhgPsNoYcxOwGdDPhSWIq1+LCVf2Y8x//uCad+bw27gTjmrOBRGR8rA/MwcA5XeCr3ZkGMmPncaeA1n0fvgH/vXtCv717Qr/4xf2jaNWRBgj45vx258prNt1gK8Wbim0nkfPiVdyR0REypXHY7hrZBcAZvy5i017DtLlvu8Y3LEhYR4P4V5DrYgw7h7Vheax0SGOVkSKU9YEz21ALeAW4GHgBOCKCoqp2kjs3IQHz+zOA18u5Y6PF/LMRb1CHZKI1HAH3ARPy/r6cBYq9WtHcOeIzjz5/UoAwjyGP+49ifq1I/x1BrRvyLbUjEIJnvevOY5BHRsFNV4REalZJt9yPDd/MJ+snFwysn3k5OZwMDuXVdv306hOJMO7NCYyzEuPlrFER6iHj0hlUtaraP3h/rkfuLK8Nm6MSQbSgFwgx1rb1xjTAPgQaAskAxdaa/e49e8Grnbr32Kt/b68YqkoVwxqy6fzNvHp/M2MGdyWhLh6oQ5JRGqwzBwfAAezckMcSc321+EduTGxAyu3p9G2Ye0iu8A3i41i1j0nctw/fwJgQPsGSu6IiEiFi40O579X9c9XlpGdS6+HpvD2jHW8PWMdAJcPbMNDZ8Uf9fa278vgT/dKXp2bxdCwTuRRr1OkpioxwWOM+bKkx621Z5ZDDMOttbsC7o8DfrLWPmaMGefe/7sxphswGugOtAB+NMZ0stZW+m8pT5zfkxHPTePx71bw3jUDQh2OiNRguT5nbFbjGH14CjVjDF2a1S2xTtO6Ufz69+F8vWgrJ3drWmJdERGRihIV7uWXO4ezfV8GmTk+bnxvHj8t30FaxgIiwzykHszmuHYNuGxg28O6kMO7M5O574ul+crq1Qov9lLtm/Y4Fyi4fmh7IsM8ZOb6aNewdonbqF87An3qkZqitB48A4GNwAfALCAYk8icBSS6f78DJAF/d8snWmszgXXGmDVAf2BmEevwy7JZLE1ZyuivR/vLxvYcy429buSEj05g58GdAHRt0JWPzviI8b+N55PVn/jr/nTBTyxLWcbNP9/sL7t/4P1c0OkCerzTw182LG4Y/z7x39z00038sukXf/niKxazaN93xHR9iEVAj3fgxRNepFvDbpz48Yn+eucdcx7jB43nwq8uZPnu5QA0jm7Mzxf+zMsLXuaVha/46048fSJASPfp41Uf89DMh/xl1zW+jm7p1WufKuNxGt1gNIkkVqt9qozH6dTYU0kksVrtU95xuurnM4jpuot/LIT3NoZ2nwbVGUQiiTr3Dmefvjn8fYqPjieRxMq7T9XoON0Yc2O126fKeJzub3J/tdunynicXmzzYrXbp8p4nB5p+QhJG5OqzD5d/N0oZ5/iICenFXPW38GOiPeIqD+bX9fA02vKfpzq0ZONyy8mOm4CYTGH5qQ7IfpdNuX8zPLs//jLekXcToynHanNxgHw/k7I2tOfzG3nUqvti3ijNwPgy47hwJp7iWj0A5GNf/IvH7b5Zp5rW5ebfjk0y0hNP/f0nbBqH6fiGFvCTJvGGC9wMnAxkABMBj6w1i4tdqHDYIxZB+wBLPCatfZ1Y8xea229gDp7rLX1jTH/Bn631v7PLX8L+NZaO6mI9V4HXAfQuHHjPh999FF5hHtUth3wMW66k3F+dEg0LeuU9Qr1VcP+/fupU6dOqMOo9tTOwVGd23nDvlzu/y2Dm3pF0rdZWadhqxjVuZ0rE7Vz8Kitg0PtHBxq5+CoLu28YEcOz83LpE44HMh2vty1qGMY2TacoXH5LwxgreXWqQfZl+V8D/1L1whOanP4Fw/I8Vn/OoqTctDy6sJMUjIsDaIM3Rt6qRUGx8eF07y2OazeRlK66nI+VwXDhw+fa63tW7C8xE/37vCn74DvjDGROImeJGPMQ9baF8shrsHW2i3GmCbAD8aYFSXULerZV+Qz2lr7OvA6QOfOnW1iYuJRB1oeWnfexSVvzuLVZfDT34YSEVZ9kjxJSUlUlnauztTOwVGd23nJ5lT47VcSesST2L1ZSGOpzu1cmaidg0dtHRxq5+BQOwdHdWnnPhnZZNX9kz3p2fy4fDs70zLZst/y9pIsfHVbkOPzEeH1Eh5meH3aWv/VPN+75jgGV/D8cledZelwzzfszrBM3+xcbOL79c7/r1x6LLsOZHFR31bMXJtCr1b1iI0O3pUqrbW8nPQnW/YexOsxeIxx/3eubOZ174d5PFzQN44W9Sr3RTIq6nxesjmV/85M5rFzE4q9MvXOtEwivJ4af6XRUn++dRM7p+Ekd9oCLwCflsfGrbVb3P93GGM+wxlytd0Y09xau9UY0xzY4VbfBLQKWDwOKHz92EpsUMdGnNmzBV8u3EKnf3zLJ2MH0adN/VCHJSI1SN4cPPrFSkRERMpLTFS4/zLr/8IZCvPMlJW88PMaJvyW7NSJDCMr1+dP7sy772QaBFxBsqJ4PYabekWy3duY5vWiaVwnwj/vz9j35gFw3+dL/PWvPb4dVw5uV2HJlFyfZX9GDpm5uaxPSfdfVbNerXByfRZrnTq51uLzWXzW4rPw7I+reOHi3oyKb4bXYzCm5nyWO/3FXwG4cnA7ujZ35i/cvi+DbxdvxeMxnJ7QgsGP/UzT2Eim33UCAFk5vqB1qMjIzuXU56cTGeZh8i3Hh/RzdmmTLL8DxAPfAg9aa5eUVP9wGGNqAx5rbZr79ynAQ8CXOJdgf8z9/wt3kS+B940xz+BMsnwMMLu84gmWFy7uzfyNe9i4+yDnvfIbfdvU54EzutMjLjbUoYlIDZDrfqoq7tcPERERkfJw60mdGNChIRnZucS3iKVJ3Sj/Y9baoCYo+jYLIzGxp//+pce1YeX2NF6ftpbP5m/OV/eN6et4Y/o6Pv/rYHrGxZLrcxIsPuskX3zWSb5Yn/P3t0u2kZGdS3iYh3rR4dR1ewAZoHfresRE5e9Rcv6rvzF/w958ZR9cO4CBHRoWG//dny7ig9kbueWD+dwC5DWdtXBx/1b4fJDt85GTa0nPyuH50b2pXcxE1VXZqc9Pp1vzukSEeViwca+//H43Ybdx90H++v48lm/dx9qdB4gO93Lpca3p06Y+keEe2jWqQ7tGJU/KfSSWbkll3a4DAMxJ3s1x7Ys/lhWttKN+GXAA6ATcEvAkNIC11pZ8+Y+SNQU+c9cZBrxvrf3OGPMH8JEx5mpgA3ABzsaWGmM+ApYBOcBfq8IVtIoy/a4TWLRpL1dNmMOc9Xs449+/cmp8M0Z0b8bxxzSifq0IffkSkQqRd3n0ML3GiIiISAXyegyDOhQ9/CrUvU88HkPX5nV59qJePHtRr3yPjftkERP/2MjZL80ol21dP6w9ubmWHJ8lIzuX+Rv20qxuFH89oSOR7pCi49o1KHEd/zo3gZHxzVm6JZWcXEtOro9fVu9i5bZ9TFm6nXCvhzCv8V9lrPsD39MkJpJTujflkbN7lLjuquTU+GZk5/pYvWM/rRvUomOTOhzMymX7vgzWugmWFVv3+SdyOZidy5u/ruPNX9flW0+9WuFk5/jo3iKW8DBDuNdDuNfD6QnN6dq8Lo3rRBId4fX3nrIF/s9L9uXd/3V1in/dF73+O7eceAx/O7lTqfuzLyObmMiwcn0+lDYHT4X1abLWrgV6FlGeApxYeAmw1j4KPFpRMQVTQlw9/rj3ROZt2Msjk5fx7ZJtfLtkm//xNg1r4bOW3q3qk9i5MaclNCcyzBvCiEWkOsgbopWZ7QtxJCIiIiKVz2PnJdC3bQM27E535sJx58Ex7t8e///O316PIbFzE/ZlZJMR8Plq7P/msiMtk//MSCbc486l4/XQIjaKpy/sVWKPnaIM69SYYZ0a++//7ZTOher4fJZHJi/nQGYOH87ZyP9+38Bfh3ekeWz5Dzf71zfL2bk/M19My7fkkLpgc6G6uT5L6wa12JGWSZuGtWhcJ5I6UWHUiji8Xkav/KXPYdXPyvGxee9BMnNySd6Vzpzk3QDMWb+HutFOkicz28eMNU6C5odl2w9r/QWdltCcyYu28sJPq5kwYx3HNI3hLwNac07vuEJ1l2xO5fQXf+Ufp3XlmuPbH9V2A1W/fltViDGGPm3q89mNg9mxL4OklTtZtnUfmTk+/kjeTU6ujy8XbuHLhVv420cLAaeb39BjGnPZwDY0qhMZ4j0Qkaom7weCmj4BnYiIiEhxzu9T+Av54Zp970nlEMnh8XgM95/RDYBjmtbhkcnLmbxoa7kmEPK8Nm0tAJ/OK5DQWbSgzOuI8HoY3LEhI7o3Y3DHRrRqUKvIel2axdC6mMdKXH+Yxz8kq0uzuoyML/4CI1v2HmTpln1s3pNOWkYOYV6Pm9RzEnomILlnDPnueww0qhPJiV2bclHfndz7+WLqRUcwd/0e5q7fww/LttPY/e7epG4UNyZ24KGvlwHw3qwNbNydjjGGFvWi2Oz2wurbtgFn9Gxx2PusBE8l0aRuFBf2a1WoPC0jm3s/W8K21AxmJ+9m/oa9zN+wl+d/Ws09o7rQtXldjj+mcRFrLF1Gdi4pB7JoWclnYxeR8pPXg8dTgybmExEREalphndpwiOTl/PI5OVc0KcVkeGHBudkZvtYl3KAqHAPUWFemsUemh/JGAj3eMjKLb2398juzbhz5KGeRLNnzab/cf0L1VuxNY0cn4/1Kem0qBfN/oxsPp2/mT937Gfqyp1MXbkTgIa1I+jVqh4X929NmNe5epjXY0jLyCHcW7ETJreoF10uE2sP7dTYP9Hzcz+u4rkfVzN91S68XsPe9GwA/8TaAOt2HfDP3xPonZnraVo3yj9hc6emdQrN51QUJXgquZiocF64uLf/vrWWS9+cxW9/pvDPb5yryp+W0Nw/w3quz6mTmzc+0C2vVyuc8/vE0b5RHdq6Wcx7Pl3Mp/M3s+bRUwmr4CeMiFQOeQkezcEjIiIiUn11aFyHk7o25cfl2+n50JQK2UaX5jF0aFzHf39jHU+++4GxFDRmcDsAUg9mM3vdbj6fv5nJi7fy04od/LRiR6H6QzsVPZ9TZXbbSZ247aRDc/GsTznAE9+vJNxjaBobRbjHw/Kt+xjepQl707OYv2EvZ/ZqwR/Ju/nf7xu48LWZ+dZ3z6gutG9UhyHHFN8WSvBUMcYY3r92ALk+y9eLtvDMD6tYvnUfXv/YUIPXk39c6Dx3lvZvFjtz/LRvVJvbT+7Ep+6M8Tk+i6b3EakZdJl0ERERkZrh2Yt68tGcTWTmFL42UU6u5ZgmdVi+dR9REc6XQWsP9S6pGxXGDYkdil231xjO6tXyqGOMjQ7n5G5NOblbU553J1DOzvWR47Pk+izZuT5yfZaEuHpHva1Qa9OwNi9dcmyp9Ub1aM6oHs3JznU+t9/9ySK2pGb4O3iURAmeKsrrcZ5QZXlSZebksj4lnXnr9/DJvE38kbyHmz+Y73/cvWqyiNQAPqshWiIiIiI1QUxUOFcPaVdinVN7NM93//SE5uxIy6RHy1iiwoPbCyDM66Fr86O5UHf1EO715LsC3a9/P4GD2c53+v/NWs/01TtZX8yySvDUAJFhXjo1jaFT0xhG92/NW7+u42F3UieA016YTuOY4idsjokK4+kLehFbK5yZf6Zw8Ru/89P/DSuyq52IVG55w6nVg0dERERECmrTsDZtGtYOdRgSwOMx1I4Mo1uLuvzzHOey9+bvRddVgqcGunpIO64e0o4HvljCOzPXl5jcmbdhD9m5lp4PTSHC66FutDOx05Sl2xmbqASPSFWR67N8tXAL01Y5k9gpwSMiIiIiUr0owVODPXhWPA+eFV9inYNZubw9Yx3P/LCKrFwfu/ZnAvD4dytYsiWVdg1r83+ndCpxHSISer/9uYvbPlwAQL1a4f5LNYqIiIiISPWgBI+UKDrCy1+Hd+TGxA7sPpAFwN8+WsjOtEwmL9oKwMQ/NuD1ZRP9x1T/cj7rXIb9xsQOtCvjUK42DWr5r/AlIuXL4PTY+fclvRkV3xyPevCIiIiIiFQrSvBImRhjaOj+4v/OVf0BSN51gBd/XkOOz8f27dtp2rSev/6mPQeZu34P479aVtTqitWsbhS51hIbHc5dIzpjjPO11ONxv6A6//AYgzFOmTHk/xtnnKLBKQdDrQgvzWOjqFcrohxaQ6TqyXUnV24eG6XkjoiIiIhINaQEjxyxto1q8/SFPQFISkoiMbF3vsfX7NhP6sHsMq1ryeZUFm9OxWsMH87ZyM60TK57d265x3zvqK40i43CGDdJhJO8MgUSRx5TOJmUVz86wkvTulFEhXtpUFsJI6kafD5dPUtEREREpDpTgkcqTMcmZZ+EuU+b+v6/Hz47ntU70rDWuYS7xWKtc3lnS95l3S2+vMfdcp9T2V8nr/6OfRnM/DOFT+dv5tFvlpfvTgL92zUgrl404V4PczfsITY6nCbuxNVNYiJ54Izu6jEhIZfrJng0ubKIiIiISPWkBI9UOhFhHrq3iC3XdV7QtxX/N6IzB7Ny/QkhfxLI/R/yJ4byHgtMJqVn5bBmx362pmYwdeUO1u48wOx1u9lSP5qM7Fx27XfmKerUtA6rtu8H4H+zNtDwMHr6+KzlQGYu/zw3nuhwr788Mszr/5JeGS3ZnEpmji9fsk4qj7whWurBIyIiIiJSPSnBIzVGy3rR5bKexM5NALjkuNac+PQvDOrQkPevHVCo3rbUDF5OWkN2ru+w1p+0cicHs7O4/cOFRT5e79cp/qFlHneOIWcIWf55iPxDzwoORwNyfJaYqDBqR4bRu1U9PB6D1xg8HmedeX97PYYDmTl0ahpDmHs/3OvB6zF4jKFVA6fnUkSYh9Nf/BWA5MdOO6z9leDwqQePiIiIiEi1pgSPyBFq36g2b1zel4S4onsbNYuN4qFSLkNfFGsta3cdICvnUGIo12f58I+NbN2ymZYtWzg9ivxD14DAYWwBw9QO9VZyeyEB2Tk+Fm9OZUNKOunZuSzYsBeLJddnKY8OQr0emkJ0uJe2DWvTqkE0Gdk+erSMJSLMQ47P0qVZDHUiw2jVoBaRYR4iwzyEeT1Hv2EpUV4PHiV4RERERESqJyV4RI6QMYaTuzWtkPV2KOLS8vEtY0lK2kVi4uEnjcrKugmiXJuX8LHs2JdJjs9Hdq5TluOzZGTnsmF3Ol5jyM71sX53Oos3pbL7QBZ92tRn4550NuxOZ+baFAC+XLilxO3WqxXO6QnNCfd6CPd6+GbxVs7u1ZKIMA9hXkO4x8OsdSnE1a9FTFRYvh5KHrcn06HJsvPu502Q7fRaOpidS7tGtfNdXS2wt5NT4jy2eEcOdsUO/0Tbxhy6Klve5cbzlqWInlM+a9l3MJsGtSPybevQNopeHwFlRd03AfWKij8710dkWNHJsh37MgEN0RIRERERqa6U4BERP3/SBEPe9D9tGxX9MjGgfcMyrTMzJ5esHB9ZOT427jlIelYOy7bsI8xjyMzx8eovf+L1ePhm8Tayc32kZeQA8O+pa4pcn8dQLj2NSjXvjyBsJPiiI7ylVxIRERERkSpHCR4RqVCRYV4iw5ykQsM6ztXFBnVo5H/8+mEd8tX/eM5G7py0iBsTO/B/p3QmO9dHjs+yISWd9o1rE+VmnmzAcDSftYeGp7nD13z20NC0XJ9lR1qGu1z+q7PlCSybO3cuvY89Nt9V2/K2dWgdhybrtuS/gttf3poFwGuX9SE63OsfJueuCneNAbEEPF7ENv3bIH/9wLi37M2gVoSX2OjwYo9F/doR5TYXlYiIiIiIVC5K8IhIpTIyvhkpB7I4v08cXo/B63ESOt1a1M1XL6+3EYCX0ocdNTiMK5nt+dNL79ZHfjWwJ89P4NkfVnFy16Z4NOeNiIiIiIgEgRI8IlKpxESFc0OBXj1VzQV9W3FB31ahDkNERERERGoQXbpGRERERERERKSKU4JHRERERERERKSKU4JHRERERERERKSKU4JHRERERERERKSKU4JHRERERERERKSKU4JHRERERERERKSKq5GXSc/OzmbTpk1kZGSEOpRqIzY2luXLl4c6jGopKiqKuLg4wsPDQx2KiIiIiIiIVFI1MsGzadMmYmJiaNu2LcaYUIdTLaSlpRETExPqMKoday0pKSls2rSJdu3ahTocERERERERqaRq5BCtjIwMGjZsqOSOVHrGGBo2bKjeZiIiIiIiIlKiGpngAZTckSpD56qIiIiIiIiUpsYmeEREREREREREqgsleEKkTp06VWKdIiIiIiIiIlL5KcEjIiIiIiIiIlLFKcFTiSxYsIABAwaQkJDAOeecw549ewB444036NevHz179uS8884jPT0dgHXr1jFw4ED69evHfffdF8rQRURERERERCSEauRl0gM9+NVSlm3ZV67r7NaiLg+c0f2wl7v88st58cUXGTZsGPfffz8PPvggzz33HOeeey7XXnstAP/4xz946623uPnmm7n11lsZO3Ysl19+OS+99FK57oOIiIiIiIiIVB3qwVNJpKamsnfvXoYNGwbAFVdcwbRp0wBYsmQJxx9/PD169OC9995j6dKlAMyYMYOLL74YgMsuuyw0gYuIiIiIiIhIyNX4HjxH0tMm2MaMGcPnn39Oz549mTBhAklJSf7HdAltEREREREREVEPnkoiNjaW+vXrM336dADeffddf2+etLQ0mjdvTnZ2Nu+9955/mcGDBzNx4kSAfOUiIiIiIiIiUrPU+B48oZKenk5cXJz//t/+9jfeeecdbrjhBtLT02nfvj3/+c9/AHj44Yc57rjjaNOmDT169CAtLQ2A559/nksuuYTnn3+e8847LyT7ISIiIiIiIiKhV+USPMaYkcDzgBd401r7WIhDOiI+n6/I8t9//71Q2dixYxk7dmyh8nbt2jFz5kz//XHjxpVfgCIiIiIiIiJSZVSpIVrGGC/wEnAq0A242BjTLbRRiYiIiIiIiIiEVpVK8AD9gTXW2rXW2ixgInBWiGMSEREREREREQmpqpbgaQlsDLi/yS0TEREREREREamxjLU21DGUmTHmAmCEtfYa9/5lQH9r7c0F6l0HXAfQuHHjPh999FG+9cTGxtKxY8fgBF1D5Obm4vV6Qx1GtbVmzRpSU1PZv38/derUCXU41Z7aOTjUzsGhdg4etXVwqJ2DQ+0cHGrn4FA7B4faOXiGDx8+11rbt2B5VZtkeRPQKuB+HLClYCVr7evA6wCdO3e2iYmJ+R5fvnw5MTExFRdlDZSWlqY2rUBRUVH07t2bpKQkCp7PUv7UzsGhdg4OtXPwqK2DQ+0cHGrn4FA7B4faOTjUzqFX1YZo/QEcY4xpZ4yJAEYDX4Y4JhERERERERGRkKpSCR5rbQ5wE/A9sBz4yFq7NLRRHRljDJdddpn/fk5ODo0bN+b0008/ovV9+eWXPPZYlbxifKU0f/58rrnmGgBWrFjBwIEDiYyM5KmnnspXb+/evZx//vl06dKFrl275rts/Ysvvkjnzp3p3r07d911V77lNmzYQJ06dfKt76STTmLPnj0VuFciIiIiIiJSXVW1IVpYa78Bvgl1HEerdu3aLFmyhIMHDxIdHc0PP/xAy5ZHPl/0mWeeyZlnnlmOER65YM7HU1Hb+uc//8k//vEPABo0aMALL7zA559/XqjerbfeysiRI5k0aRJZWVmkp6cDMHXqVL744gsWLVpEZGQkO3bsyLfc7bffzqmnnpqv7LLLLuPll1/m3nvvLff9ERERERERkeqtSvXgqW5OPfVUJk+eDMAHH3zAxRdf7H9s9uzZDBo0iN69ezNo0CBWrlwJwDPPPMNVV10FwOLFi4mPjyc9PZ0JEyZw0003ATBmzBjGjh3L8OHDad++Pb/88gtXXXUVXbt2ZcyYMf5tBE6ANWnSJP9jZV0+UHx8PA899BBDhgzh448/ZsqUKQwcOJBjjz2WCy64gP379wMwbtw4unXrRkJCAnfccQcA69ev58QTTyQhIYETTzyRDRs2+OOYNGlSoXiTkpIYPnw4l1xyCT169CA3N5c77riDHj16kJCQwIsvvgjA3LlzGTZsGH369GHEiBFs3boVgBdeeMEfw+jRowvtS1paGosWLaJnz54ANGnShH79+hEeHp6v3r59+5g2bRpXX301ABEREdSrVw+AV155hXHjxhEZGelfR57PP/+c9u3b071793zrO/PMM/nggw+KbF8RERERERGRklS5HjzlbnxsBa03tdQqo0eP5qGHHuL0009n0aJFXHXVVUyfPh2ALl26MG3aNMLCwvjxxx+55557+OSTT7jttttITEzks88+49FHH+W1116jVq1ahda9Z88efv75Z7788kvOOOMMZsyYwZtvvkm/fv1YsGABvXr1KjG2I1k+KiqKX3/9lV27dnHuuefy448/Urt2bR5//HGeeeYZbrrpJj777DNWrFiBMYa9e/cCcNNNN3H55ZdzxRVX8Pbbb3PLLbcU2Vsm0OzZs1myZAnt2rXjlVdeYd26dcyfP5+wsDB2795NdnY2N998M1988QWNGzfmww8/5N577+Xtt9/mscceY926dURGRvpjCDRnzhzi4+NL3D7A2rVrady4MVdeeSULFy6kT58+PP/889SuXZtVq1Yxffp07r33XqKionjqqafo168fBw4c4PHHH+eHH34oNNyrfv36ZGZmkpKSQsOGDUvdvoiIiIiIiEge9eAJoYSEBJKTk/nggw8YNWpUvsdSU1O54IILiI+P5/bbb2fpUmeqIY/Hw4QJE7jssssYNmwYgwcPLnLdZ5xxBsYYevToQdOmTenRowcej4fu3buTnJxcamxHsvxFF10EwO+//86yZcsYPHgwvXr14p133mH9+vXUrVuXqKgorrnmGj799FN/YmrmzJlccsklgDNM6ddffy01vv79+9OuXTsAfvzxR2644QbCwpx8ZYMGDVi5ciVLlizh5JNPplevXjzyyCNs2rQJcNr90ksv5X//+59/mUBbt26lcePGpcaQk5PDvHnzGDt2LPPnz6d27dr+eZBycnLYs2cPv//+O08++SQXXngh1loeeOABbr/99mIvH9ikSRO2bCl0YTgRERERERGREqkHTxl62lSkM888kzvuuIOkpCRSUlL85ffddx/Dhw/ns88+Izk5Od/l5lavXk2dOnVKTATkDQ3yeDz+v/Pu5+TkAM5Ez3kyMjIOe/mCateuDYC1lpNPPrnI4UazZ8/mp59+YuLEifz73//m559/LlQnL66wsDB8Pp9/nVlZWYW2lfdY4L7klXXv3j3fpMd5Jk+ezLRp0/jyyy95+OGHWbp0ab5ET3R0dKH2KEpcXBxxcXEcd9xxAJx//vn+BE9cXBznnnsuxhj69++Px+Nh165dzJo1i0mTJnHXXXexd+9ePB4PUVFR/uF1GRkZREdHl7ptERERERERkUDqwRNiV111Fffffz89evTIV56amuqfdHnChAn5ym+99VamTZtGSkpKvjlqDlfTpk1Zvnw5Pp+Pzz777IjXU9CAAQOYMWMGa9asASA9PZ1Vq1axf/9+UlNTGTVqFM899xwLFiwAYNCgQUycOBGA9957jyFDhgDQtm1b5s6dC8AXX3xBdnZ2kds75ZRTePXVV/2Jp927d9O5c2d27tzpT/BkZ2ezdOlSfD4fGzduZPjw4TzxxBPs3bvXPz9Qnq5du/pjL0mzZs1o1aqVf36kn376iW7dugFw9tln+5NXq1atIisri0aNGjF9+nSSk5NJTk7mtttu45577vEnd6y1bNu2jbZt25beyCIiIiIiIiIB1IMnxOLi4rj11lsLld91111cccUVPPPMM5xwwgn+8ttvv50bb7yRTp068dZbbzF8+HCGDh16RNt+7LHHOP3002nVqhXx8fGFEh1HqnHjxkyYMIGLL76YzMxMAB555BFiYmI466yzyMjIwFrLs88+CziTHl911VU8+eSTNG7cmP/85z8AXHvttZx11ln079+fE088MV+vnUDXXHMNq1atIiEhgfDwcK699lpuuukmJk2axC233EJqaio5OTncdtttdOrUib/85S+kpqZireX222/3T4ycp0uXLqSmppKWlkZMTAzbtm2jb9++7Nu3D4/Hw3PPPceyZcuoW7cuL774IpdeeilZWVm0b9/eH/tVV13FVVddRXx8PBEREbzzzjuFehkVNHfuXAYMGFDksDERERERERGRkhhrbahjqFCdO3e2eT0s8ixfvpyuXbuGKKLqKS8ZUl08++yzxMTEcM011wRtm7feeitnnnkmJ554YqHH8s7ZpKSkfMP1pGKonYND7RwcaufgUVsHh9o5ONTOwaF2Dg61c3ConYPHGDPXWtu3YLmGaIkUYezYsfnmHgqG+Pj4IpM7IiIiIiIiIqVRgkekCFFRUVx22WVB3ea1114b1O2JiIiIiIhI9aEEj4iIiIiIiIhIFacEj4iIiIiIiIhIFacEj4iIiIiIiIhIFacEj4iIiIiIiIhIFacET4gYY/JN4puTk0Pjxo05/fTTK3S7Y8aMYdKkSeW+zs8//7zIx2677TamTZvmr9euXTt69epFr169WLBgAQArVqxg4MCBREZG8tRTT+Vbvm3btvTo0YNevXrRt2+hq8AB8OSTT/rXGR8fj9frZffu3QA8//zzxMfH0717d5577jn/MnfccQc///zz0e24iIiIiIiISCURFuoAaqratWuzZMkSDh48SHR0ND/88AMtW7YMdVjlavfu3fz+++/5EitPPvkk559/fr56DRo04IUXXig2STR16lQaNWpU7HbuvPNO7rzzTgC++uornn32WRo0aMCSJUt44403mD17NhEREYwcOZLTTjuNY445hptvvplrr72WE0444aj3U0RERERERCTU1IMnhE499VQmT54MwAcffMDFF1/sf+zAgQNcddVV9OvXj969e/PFF18AkJyczPHHH8+xxx7Lsccey2+//QZAUlISiYmJnH/++XTp0oVLL70Ua22Z4sjIyODKK6+kR48e9O7dm6lTp5a4LWstN910E926deO0005jx44dRa530qRJjBw5stTtN2nShH79+hEeHl6meEsS2I7Lly9nwIAB1KpVi7CwMIYNG8Znn30GQJs2bUhJSWHbtm1HvU0RERERERGRUFOCJ4RGjx7NxIkTycjIYNGiRRx33HH+xx599FFOOOEE/vjjD6ZOncqdd97JgQMHaNKkCT/88APz5s3jww8/5JZbbvEvM3/+fJ577jmWLVvG2rVrmTFjRpnieOmllwBYvHgxH3zwAVdccQUZGRnFbuuzzz5j5cqVLF68mDfeeMOf+CloxowZ9OnTJ1/ZvffeS0JCArfffjuZmZmlxmaM4ZRTTqFPnz68/vrrJdZNT0/nu+++47zzzgMgPj6eadOmkZKSQnp6Ot988w0bN2701z/22GPL3EYiIiIiIiIilZmGaAEvL3iZVxa+4r8/8fSJAIz+erS/bGzPsdzY60ZO+OgEdh7cCUDXBl356IyPGP/beD5Z/Ym/7k8X/ESTWk1K3W5CQgLJycl88MEHjBo1Kt9jU6ZM4csvv/TPSZORkcGGDRto0aIFN910EwsWLMDr9bJq1Sr/Mv379ycuLg6AXr16kZyczJAhQ0qN49dff+Xmm28GoEuXLrRp04ZVq1bRpk2bIrc1bdo0Lr74YrxeLy1atCh2mNPWrVtp3Lix//6//vUvmjVrRlZWFtdddx2PP/44999/f4mxzZgxgxYtWrBjxw5OPvlkunTpwtChQ4us+9VXXzF48GAaNGgAQNeuXfn73//OySefTJ06dejZsydhYYdO+SZNmrBly5ZS20dERERERESkslOCB7ix143c2OvGQuWLr1hcqOznCwtPzDt+0HjGDxp/RNs+88wzueOOO0hKSiIlJcVfbq3lk08+oXPnzvm3NX48TZs2ZeHChfh8PqKiovyPRUZG+v/2er3k5OSUKYbihnI9++yzxW7LGFPqeqOjo8nIyPDfb968uT/OK6+8stCEykVp0aIF4CRjzjnnHGbPnl1sgmfixIn5hrkBXH311Vx99dUA3HPPPf4EGDhJs+jo6FJjEBEREREREansNEQrxK666iruv/9+evToka98xIgRvPjii/7ky/z58wFITU2lefPmeDwe3n33XXJzc486hqFDh/Lee+8BsGrVKjZs2EDnzp2L3dbQoUOZOHEiubm5bN261T9nT0Fdu3ZlzZo1/vtbt24FnITS559/Tnx8fIlxHThwgLS0NP/fU6ZMKXaZ1NRUfvnlF84666x85XnzA23YsIFPP/00XwJo1apVpcYgIiIiIiIiUhWoB0+IxcXFceuttxYqv++++7jttttISEjAWkvbtm35+uuvufHGGznvvPP4+OOPGT58OLVr1z7sbV5//fXcdtttALRq1YqpU6dyww030KNHD8LCwpgwYQKRkZHFbuucc87h559/pkePHnTq1Ilhw4YVuZ3TTjuN1157jWuuuQaASy+9lJ07d2KtpVevXrz66qsAbNu2jb59+7Jv3z48Ho9/HqFdu3ZxzjnnAM5l5C+55BL/pM15y95www2AMy/QKaecUqg9zjvvPFJSUggPD+ell16ifv36AGRnZ7NmzZpiL70uIiIiIiIiUpWYsl5pqarq3LmzXblyZb6y5cuX07Vr1xBFVD2lpaURExNTqHzIkCF8/fXX1KtXL/hBleCzzz5j3rx5PPzww6EOpUzyztm8q6VJxVI7B4faOTjUzsGjtg4OtXNwqJ2DQ+0cHGrn4FA7B48xZq61tlBvBQ3Rkgr19NNPs2HDhlCHUUhOTg7/93//F+owRERERERERMqFhmhJhQq89HtlcsEFF4Q6BBEREREREZFyox48IiIiIiIiIiJVnBI8IiIiIiIiIiJVnBI8h2P8+FBHICIiIiIiIiJSiBI8h+PBB0MdgYiIiIiIiIhIIUrwhIjX66VXr17Ex8dzxhlnsHfv3nJbd3JyMu+//365re9wTZgwgS1bthT7+G233ca0adMASExMZM6cOeW6/YpYZ1Hmzp1Ljx496NixI7fccgvWWgD+/e9/85///KfCty8iIiIiIiKSRwmeEImOjmbBggUsWbKEBg0a8NJLL5Xbuitzgmf37t38/vvvDB06NMhRlb+xY8fy+uuvs3r1alavXs13330HwFVXXcULL7wQ4uhERERERESkJlGCpxIYOHAgmzdvBuDPP/9k5MiR9OnTh+OPP54VK1YA8PHHHxMfH0/Pnj39yZHc3FzuvPNO+vXrR0JCAq+99hoA48aNY/r06fTq1Ytnn3220PaefPJJ/zIPPPAAAH//+995+eWX/XXGjx/P008/XWz95ORkunbtyrXXXkv37t0566yzOHjwIJMmTWLOnDlceuml9OrVi4MHD+bb9qRJkxg5cmSJ7bF7927OPvtsEhISGDBgAIsWLQJg9uzZDBo0iN69ezNo0CBWrlwJwMGDBxk9ejQJCQlcdNFFhbZZEbZu3cq+ffsYOHAgxhguv/xyPv/8cwBq1apF27ZtmT17doXHISIiIiIiIgIQFuoAarrc3Fx++uknrr76agCuu+46Xn31VY455hhmzZrFjTfeyM8//8xDDz3E999/T8uWLf3Dud566y1iY2P5448/yMzMZPDgwZxyyik89thjPPXUU3z99deFtjdlyhRWr17N7NmzsdZy5plnMm3aNEaPHs1tt93GjTfeCMBHH33Ed999V2z91q1bs3r1aj744APeeOMNzj33XD755BP+8pe/8O9//5unnnqKvn37Ftr+jBkzOP/880tskwceeIDevXvz+eef8/PPP3P55ZezYMECunTpwrRp0wgLC+PHH3/knnvu4ZNPPuGVV16hVq1aLFq0iEWLFnHssccWud7bb7+dqVOnFiofPXo048aNY+rUqdx+++2FHq9Vqxa//fZbvrLNmzcTFxfnvx8XF+dP0gH07duX6dOn079//xL3VURERERERKQ8KMETIgcPHqRXr14kJyfTp08fTj75ZPbv389vv/3GBRdc4K+XmZkJwODBgxkzZgwXXngh5557LuAkaxYtWsSkSZMASE1NZfXq1URERBS73SlTpjBlyhR69+4NwP79+1m9ejVXX301O3bsYMuWLezcuZP69evTunVrXnjhhSLrt27dmnbt2tGrVy8A/76UZuvWrTRu3LjEOr/++iuffPIJACeccAIpKSmkpqayb98+rrjiClavXo0xhuzsbACmTZvGLbfcAkBCQgIJCQlFrreo3kyBhg8fzoIFC0rdB8A/304gY4z/7yZNmvh7X4mIiIiIiIhUNCV4QiRvDp7U1FROP/10XnrpJcaMGUO9evWKTDK8+uqrzJo1i8mTJ9OrVy8WLFiAtZYXX3yRESNG5KublJRU7Hattdx9991cf/31hR47//zzmTRpEtu2bWP06NEl1k9OTiYyMtJ/3+v1+hMupe13RkZGiXWKS57cd999DB8+nM8++4zk5GQSExPzPV6a8uzBExcXx6ZNm/z3N23aRIsWLfz3MzIyiI6OLjUmERERERERkfKgOXhCLDY2lhdeeIGnnnqK6Oho2rVrx8cffww4iY6FCxcCztw8xx13HA899BCNGjVi48aNjBgxgldeecWfWFm1ahUHDhwgJiaGtLS0Irc3YsQI3n77bfbv3w84Q4127NgBOImOiRMnMmnSJP8wqpLqF6ek7Xft2pU1a9aUuPzQoUN57733ACdZ1ahRI+rWrUtqaiotW7YEnImci6q/ZMkS/5w9BT377LMsWLCg0G3cuHHAoR48BW8FkzsAzZs3JyYmht9//x1rLf/9738566yz/I+vWrWK+Pj4EvdTREREREREpLwowVMJ9O7dm549ezJx4kTee+893nrrLXr27En37t354osvALjzzjvp0aMH8fHxDB06lJ49e3LNNdfQrVs3jj32WOLj47n++uvJyckhISGBsLAwevbsWWhY0imnnMIll1zCwIED6dGjB+eff74/GdO9e3fS0tJo2bIlzZs3L7V+ccaMGcMNN9xQ5CTLp512WqEeRqeddhpxcXHExcVxwQUXMH78eObMmUNCQgLjxo3jnXfeAeCuu+7i7rvvZvDgweTm5vqXHzt2LPv37ychIYEnnngiaPPevPLKK1xzzTV07NiRDh06cOqpp/ofmzFjBieddFJQ4hARERERERExRQ2HqU46d+5s8662lGf58uV07dr18FdmDFTz9jpSaWlpxMTElKnukCFD+Prrr6lXr17FBhUi8+fP55lnnuHdd98tt3XmnbNJSUn5hqZJxVA7B4faOTjUzsGjtg4OtXNwqJ2DQ+0cHGrn4FA7B48xZq61ttBVjdSDR4Lu6aefZsOGDaEOo8Ls2rWLhx9+ONRhiIiIiIiISA2iSZYl6I477rhQh1ChTj755FCHICIiIiIiIjVMSHrwGGPGG2M2G2MWuLdRAY/dbYxZY4xZaYwZEVDexxiz2H3sBVOWyyaVoLoPTZPqQ+eqiIiIiIiIlCaUQ7Setdb2cm/fABhjugGjge7ASOBlY4zXrf8KcB1wjHsbeaQbjoqKIiUl5fC/OD/wwJFuUuSIWGtJSUkhKioq1KGIiIiIiIhIJVbZhmidBUy01mYC64wxa4D+xphkoK61diaAMea/wNnAt0eykbi4ODZt2sTOnTsPb8GLLoLly49kk9VeRkaGkhAVJCoqiri4uFCHISIiIiIiIpVYKBM8NxljLgfmAP9nrd0DtAR+D6izyS3Ldv8uWH5EwsPDadeu3ZEuLkVISkqid+/eoQ5DREREREREpEaqsMukG2N+BJoV8dC9OEmcXYAFHgaaW2uvMsa8BMy01v7PXcdbwDfABuBf1tqT3PLjgbustWcUs+3rcIZz0bhx4z4fffRRue6bFLZ//37q1KkT6jCqPbVzcKidg0PtHBxq5+BRWweH2jk41M7BoXYODrVzcKidg2f48OFFXia9wnrw5CVjSmOMeQP42r27CWgV8HAcsMUtjyuivLhtvw68DtC5c2ebmJhY5rjlyCQlJaF2rnhq5+BQOweH2jk41M7Bo7YODrVzcKidg0PtHBxq5+BQO4deqK6i1Tzg7jnAEvfvL4HRxphIY0w7nMmUZ1trtwJpxpgB7tWzLge+CGrQIiIiIiIiIiKVVKjm4HnCGNMLZ4hWMnA9gLV2qTHmI2AZkAP81Vqb6y4zFpgARONMrlymCZZXrVq13xizsjyDD4JYIDXUQRymRjjD7uTIlPWYq52DIxjtXBWf5+Wtpp3PoTrmNa2dQ6mottZzvfxV9nO6uhzzyt7OlcnRHHO1c3CUdztXl+d5eavu53NlOu5tiiqssDl4KgtjzJyixqZVZsaY162114U6jsNRFdu5MinrMVc7B0cw2rkqPs/LW007n0N1zGtaO4dSUW2t53r5q+zndHU55pW9nSuToznmaufgKO92ri7P8/JW3c/nqnDcQzJES0r1VagDkKDTMa95dMxrHh3zmknHvebRMa95dMxrHh3zmqnSH3cleCoha22lP3GkfOmY1zw65jWPjnnNpONe8+iY1zw65jWPjnnNVBWOe01I8Lwe6gBqCLVzcKidg0PtHBxq5+BQOweP2jo41M7BoXYODrVzcKidg0PtHGLVfg4eEREREREREZHqrib04BERERERERERqdaU4BERERERERERqeKU4BERERERERERqeKU4BERERERERERqeKU4BERERERERERqeKU4BERERERERERqeKU4BERERERERERqeKU4BERERERERERqeKU4BERERERERERqeKU4BEREZEayRhjjTEdj3DZRGPMpvKOyV338caYlQH3k40xJ1XEtkRERKT6UIJHREREqhVjTJIx5ppQx5HHGDPeGPO/sta31k631nauyJhERESk+lGCR0RERERERESkilOCR0RERKotY8y1xpg1xpjdxpgvjTEtClQZZYxZa4zZZYx50hhT5GcjY0y0MWaCMWaPMWYZ0K/A4y2MMZ8YY3YaY9YZY25xy0cC9wAXGWP2G2MWuuVXGmOWG2PS3O1fH7CuYod/GWP6G2PmGGP2GWO2G2OeOfLWERERkepECR4RERGplowxJwD/Ai4EmgPrgYkFqp0D9AWOBc4CripmdQ8AHdzbCOCKgO14gK+AhUBL4ETgNmPMCGvtd8A/gQ+ttXWstT3dxXYApwN1gSuBZ40xx5Zht54HnrfW1nVj+agMy4iIiEgNoASPiIiIVFeXAm9ba+dZazOBu4GBxpi2AXUet9buttZuAJ4DLi5mXRcCj7p1NwIvBDzWD2hsrX3IWptlrV0LvAGMLi4wa+1ka+2f1vELMAU4vgz7lA10NMY0stbut9b+XoZlREREpAZQgkdERESqqxY4vXYAsNbuB1Jwetnk2Rjw93p3meLWVbBunjZAC2PM3rwbzrCspsUFZow51Rjzuzt0bC8wCmhU6h7B1UAnYIUx5g9jzOllWEZERERqgLBQByAiIiJSQbbgJF8AMMbUBhoCmwPqtAKWun+3dpcpytYi6ubZCKyz1h5TzLI28I4xJhL4BLgc+MJam22M+RwwpewP1trVwMXusLBzgUnGmIbW2gOlLSsiIiLVm3rwiIiISHX1PnClMaaXm1T5JzDLWpscUOdOY0x9Y0wr4Fbgw2LW9RFwt1s3Drg54LHZwD5jzN/dyZi9xph4Y0zeRMzbgbYBEzhHAJHATiDHGHMqcEpZdsgY8xdjTGNrrQ/Y6xbnlmVZERERqd6U4BEREZHqyFprfwLuw+ktsxVnUuKC8+J8AcwFFgCTgbeKWd+DOMOy1uHMl/NuwIZygTOAXu7ju4A3gVi3ysfu/ynGmHnW2jTgFpyk0R7gEuDLMu7XSGCpMWY/zoTLo621GWVcVkRERKoxY60tvZaIiIhIFWGMmQc8ZK39PNSxiIiIiASLevCIiIhItWGM6Q50BeaHOhYRERGRYFKCR0RERKoFY8zjOMOn/m6tXV9afREREZHqREO0RERERERERESqOPXgERERERERERGp4pTgERERERERERGp4sJCHUBFq1evnu3YsWOow6j2Dhw4QO3atUMdRrWndg4OtXNwqJ2DQ+0cPGrr4FA7B4faOTjUzsGhdg4OtXPwzJ07d5e1tnHB8mqf4GnatClz5swJdRjVXlJSEomJiaEOo9pTOweH2jk41M7BoXYOHrV1cKidg0PtHBxq5+BQOweH2jl4jDFFXkxCQ7RERERERERERKo4JXhERERERERERKo4JXhERERERERERKo4JXhERERERERERKo4JXhERERERERERKq4an8VLXJySq9zzTXO/2++WXK9CRPg119h+nRo2hSmTSt6HXn1hgyBt9+GVaugU6dDdTt1ch6DQ/XGjCl6eyUpapnDMXSo83/gfpQmL6aj3fbRONIYKjr2wOMeyvapDEpr66IeL1gWynMtJcXZfnluOxjn39GuP3Adxa2vpO1U5D6WFltZYi+q7uFuu6CS3j+OpA0DHy9O4D4GlpWmtP1Yter/2fvvOMvS8r4X/a68c6pdOXaOkxmYCANIBAkJCRSwlbAsS5bjx7rnXFs+vj72vecYX1+f4KBrW0IwKCOwAIHIDBN6cs907q6unKv2rp3Tyu97/1hV3dU9PQEYkOx7ns+nP7V7rXe9OTzP7wkv/PIv3/j+5rPt9cq6Vb32PvvEJ6K/u+W80bG41RkL18/XVzu/36zzYu/+vku3atvf/Juvn+fe77/b+rzas9cq72Y6derWY/7oo/Cxj0GzGfXt7vu3vz1K/4EPXOdvdvv+0Udf+f9dfgngN3/zepm7NDMDpRI8/PD1fv3Yx2BrC+64I8rrZn7rV34FvvQl+Kf/FP75P7+Rt9rNE6I675b10EM3/obrdd07nrv12y3z6adBCIjFYGIiej84GOUNrzyrbqbd+bF3rkJU7q3m7d58PvaxV/KZu7S7FnbrvluPm9fwzfPjV34latve/n493lNRrp+Fe8f4tb5/I7Q7l7LZqJ2l0qu391b0WusBrq/D3/3dV6/jq+15r1XmzXP6rwK/8t3SG9k/fhA87Q+Cp9jNJ52+kbd7tbX0Zpb9l03/Lcomr8c77dL3yvd8L2n/Mst9A+n/+wd43ig99VS00F8P5IGI+Wg2b+zgXUZldyHtHuTnzkGvBy++CKYJQ0NRuptBH7hx4t7MjOw+2/3uZqbk+7VB/mUJc98tvdamcDNz/v/P9EZBzR8EvZ4Q8n/RG6fdfeM7YTq/nwLw90I3AzavlfdeIermvXPvu70Mzs199ZdBr9b3t9r/v5e8dwHL77Ve8J31215hfvf82hXkTp165fvvhAGdmYnOVc+L8nw9er2z7NXK3/1ut/63AgRudZ7v/XY33S5wsAsQfDe0u3fv9uVv/uZrg5s3Ayp767mbx9767tZzZQUcJ5o7hw9Hgv25c1F/7/I3pVL0blfw3/0/XP8/RDzTxz4WAQt7QY7d/G4mz4ve7Y7v1lYECJRKUb08LwJeSqXrZTSb18GCmZnrAFWzCX/4h9G7D3zgevu2tqJ0f/iH0ffZbPTXtqHTgbm5qAyI+mFmBtSbjN53lWR7waS9ANNuv+z21W4dIWrbuXM3Kvt2v93ts5WVaLwfeihqD1zvw8OHb1yLv/IrUVtM83rddtPt1mG3n/aWs/stXOcH9s7phx++cW/d/XYvaPadAthvf/t1kMS2r8+1ra1bp9/Ncy+AeKvy9tLu2L0W7Z3/e88JuL4X7Oa9F3iEqM4f+9h33vbvhd5o3t8p3/79qvN3ouB4tbn0Rs6b72effzd8wl+FObCXXu3s+m+R/sk/if7+63/93efxlyG7/iUYJvz3D/C81ia/i95DdOg99dTra+2feio6/D3v1QWOXebh3LkoLUTpgyB67nnXNWMQ5bNXq7mXXovR/14nzA/qm79KANBfJfrL7p+Zmdef79+tBcJ3kterpXuz8/2rSG+m1c2uQHUrUPi1yrhZsNj7fO93N4/Ld8L4fKdal72C0c1l7t0T9+7hcGvQfC/T/olP3CiIvdkMz2uBUm8UbLsZMDh1KrJYyGYjYX63D14P7N/bf4py/ffu968Hpuztq9dr6+vRXnCn2YyE8Jvp9ebpbppdYRSuC/rN5o31erO1lXu19req0y6wMTNz/cy/Vbpd5dDefr1Z0LpV3W8FcO725d467v370Y9etyDeBRW2tq5bzNzcvt2/N+8FN1tBB0HE25RKsLAQ5blbr13w4NFHbwReOp1IIN7bhy++GAn1u6DJ7jzf3gYpr6eTMlKSlUpRWY4TPd8dd9uGeDz6C9Hc2gV24Poccd0o/8OHo3e93nW+TNevAztS3lj+XhIiat/NYM7uWtu7/+xdfzMz1+uzW0/PeyUfee5c9Dceh1Yr+v2Zz1zvt62tqA27tBec2K1LrxcBDwsLUX1367Tbf7t9eStAcpeeeupGHnVvO6rVqJ5758zeObvXKuZWtHduwPV2QtT/r2Ypd+rU69d7l3aFwN367eZxM83MXB+P16JTp25ca83mdX7+ZsXw96I4uJXS5LvN642U9d+C0vNWvAn8YJRXb1aeb/Y4fqdz7GYg/68Cvdpcfz16rfX6RhVTu3vz91NmeL198I3S97Cf/PcP8LwBqi1Nk2w3sXaZoFeh4NSTVL0amwOCITdkaOd5KEK2TY9cu4516ilEq8GC1WG4A7P9gkIPTAEbKYFp2Bzd9FFbko3lC9gr8+jJNPtSYyhcZ8IlEoeAmupioZMWHg3VJqUGKEqALgNM5bsYvj1akEZ1nZm0x1u/wyzspx8n/p2X/KZRT7gkVOuVL26xoAIRYPs2dtDE0TqIoMLU96le9bCLrXYZkOH3Z2E9+mhkXvpXnAIR0Ao7KCjkXyWNkAL16WdueGYLjxCBrmi0hE1L2BTUJIW/BPNSR7hIKfesyO+dPBkQSvHmrp1dk3vAbTcQucz3lL8tPGKKgQLUVBddKmRuSiOkQFVuHb7Nm51GRaB/r+O0y8xDxKxnswSKxFcl8QfegUSy9uxXGX/qzDWtuK0JrNIW6uAQ3uEDOE8/Rubq0vU8d/M7fJiG4hLb3iT2egf9DsPQfvoxTKlxbdfZSS+l5MraGfp8ncFbMMx1xcV4+tukdtu0862QAgUFRbn1DJNIgtlpjJkZAkWiKBKhSMSpJ6i9+CTD2VE6Woi/cIn07FW0Q4dRXq/PP/EJ1iyXvK+TFNorGPslrU1BDUieehJtT3i+huJiSJUk0fxACYjvVUjcxFQFMqQtHPLPniGYvYoO+LPTqCh4msDXQ1qmg6b2GJ5eYz5uM+paxGbmbqzvTabza2qHRG2dwgz4hw/iz0+zmRFcGID3VLokXgWs7gkXVwbknz1z44vX6S9H+nSEQ1FLw8wMK2GNPjOLEDaWYiCQxHbSCiSuEmCLDvPeCo/sPJdSRmN86hScO4fodelmLIKFSygo5B566JWC1s0CzY5wW1m8hHffCUb2KKWE3cMVHnHVvGUbPEUgVYlBtJd1DYmuCqQS0FycJlmtUImHjMxOY+21yllZYdV06MahkoJ7Z6exStt0vQ7lpGDMc9CQbMdDUrogCayuX2FbrzJRT1IENv0aiu1QSoQMxgU5z8Xa2kQgWS/GyJmCUhw8XZDWOqSFgexWWO8TrKfgaM1B0VRqGclAL2AUoN1mJQvPjILvl9j0a/SpMba8bdoxQRwH4/xTNFNwtK5gmwqNlCAWQDkhCSlxeF5i2TYVI0CqAXEBZhgSej66Imib0DaglIJvj4NU4GcvgSHBELCdhJNIJKDaNnge8txZZpMuucYaplBJhCpVt85w1UPGY3j1CtsxwUK/wR0bbZxmSDcjyLrQNzMDX/oS0u6h9GyECJGK5LkxOFyF/lYL2u0bxnVTtig+t42TSWKFYP6TfwK2TReP5ZwgX5pjOBCECihI1JlZsG2qlqCth8Ri/jX+9VZzrlvZxJYeeQSe9HEIsKRko7VGkAzoDx202Wmsre3rQNDuXN4FoF5LMGk2WU+BGYCrQSMBioC0J5h4LVB5D/kyoCc9snvWTz3sklHjhKrk39wH71yCB2auRuf4TYKk+KVfZDbrM2Db5G+lTIDrSpMdQLqquiTnr6I4XS4VA+6u9K71XSBD1Kefifp6t5y/okonV/q0hE1Tb5F45muMiOS1/UdIge3b9PweVX8TT69yRPrcwHG/FhAN37HLqCcDIMTcky6QIe2PfIi25dDTBEd299LvkpxTj+MjaP3wu254vqS1saRKUQZ4MiS5511XuAjF4w1z3W+GIvz7AOqtWy5dWWX06W+T/KtiibSXdmW3XfB2z1y8mdPsOC2kAqpwcaVP4Q1kvxk0yCj+DWN7jfa00f7Eb1N+/luYUmN459l3TTMzhOUtkALtDSTvCIe4YkZp30C/18MuLsGN+/hN9H0HeBRFiQFPAtZOeZ+VUv7PiqL8C+BvAds7Sf+plPLLO9/8JvA3gRD4B1LKr+08vwd4FIgDXwb+oZSvpmqJyJevH4PndLbDgOcxYdduPVl2Ovvb1ibDccmzBRhyQ47qDYrPfIOzL3yaWWuB8TGHCb3K2ckmbV8QatA0oWnBVhpG2nDfuk9pAizhUupcYcSzGbJdNoTC6liapLPCqqhTSszQwScrDTSp4nafw2++wKToUdT7OSBcTO368JXDFrb0mHyVNt5qodTcJmf6dwCemyaU7dt0vA5tv0xPepwwRlEUhbawWdJbHBE+ddnDkf6rlvn9oLbbZiEocdQYvnbgSCnp+T1qaodmsot0V7GqMziBQ+9zn8GRHrb0OY6kT73lEn/j9CoLr+k0OeutUFAdBr8DWODNBhHeCLXdNmtanbTpMvYm5CelpOt3abktmk4TN3RJix59WuqGdPbTj9NSfJo/9gDNF77A/oUyjbcdohy26UqXUApMRaeopciocfrU6C/wxrT7byKtuZuE5N60DdL2bWb9TUa03PcFHA1aDebiXfJGkvKzX2Fyh/nyCJmzVzh+K4uBnbnsEOBqAVlgJtjihDGKDnQVHwvtFQDPeX+Nk8YoKpIQibHz3JcB59wV9i2GFL8T96qbKBQhjuJT82u0TYGeVWgVHBQJBU9j31NPIZsNKlMxxpsu2DYSyWzBZ9zW2Yyn0bU2KWmQAUIk04kehxWBJhVUIvAqpwnqpsfQqaduFAD20k6/bek2g2H8FUzu0rNfodvcJp5+pUVKRzis6B0OBzuKgz1C1HpYx1R0zOdOY6K+gumq6z6Xkj2OLHepWiH9lqQbD+hTBE1TMAzY1S1sTbI+lOfQ7FWsva5EQK+ySWukjyGgHrboqiFdLSQbaJHQcurUDW1e0TosZzocV12aqs+kIjCAGb1FXGrcBmyGDSp6nXvKW6iSW+5dngzYDBvkkLycanMnIeuWR4CgkXHRCZnPtDmkOeQJ2dZ9RlcaTKs1ju5af+z21x5tfUlz0ESdwkyX+UQP3+zy7WG42gfvWey80uVrh7rSpSc9YkqAeXX+Rmbrox+l6TTZ9DeZnL2C9dSTqKdOwcc/TlvY9F54muKVTdZaa2wkQrpmgBE08RVBQU0SA9ZNl4U+m6zeIkhLusK53qdhlcQLZ9AWFihbbWYHJLe1mhi1EppUbmlNJpEoe91gHn2U1vwl1uMuR547R6O2gdttkqvX2EoIOi98jYm3/hDa7BVUAjxFYEoV322zmLTpFX36dI+aJVBEwH4t5NLWy/SvrfNkIWCsraKvdRjvasyNxOlqTUrDDl88BAEw3IV9K9PMx7os7Rc8sQ/+9lmfo5VNvrpP8kDZI/P7/4lzVo1mSnLcU3FOPc6G2sOICb40JUgVYbIpeWCjzeJQgtODLe7reTw9CgNdSJ/5Gnd4eQIt5MURODME1TVQQ8HX98NbNuFXL8yylJU8MwZfOQT3iBrPD0tCyyfeFnRUMIXHlYMggf6XJU9MSrQwmiMHGnCkDqLX5UtDXR6bgLtKYPrQNSXxIKQWh9UUvDwE5TQYPrRj8OwImAocqcIdW6A+/QWKRob1nM2+aoApBJvxgF7YZKKtst6XgkAikGzFQzY0wYV+6Fg+qS6YMcmfHIH3zMPkxhXiXovlvOSwG/DcJDy02ubP74ZjefjwVdhMSS4WIVDhcL3FmSH48LRgKeEw1VQwqzY9XfDFKYFnwE/MK1Rj8BcH4d7yZXTToV9oXEl0mc1KUskq+40Ko2GCIcAvb/JcbJujv/pzVFWXZqyNp0Jt4ats3jHExNpFfO8Ay1mbtf1woO6RW3mBYmAyqCdJ7FlStiapxAT9BNcAUOD6eXPqcV6Il/jE3TDaBhPY34BnRuDhNfjre+f+HqqpLo2ER0LtkQscZl/4MgPPnCObHcU/fJCtoEZddDmmDuN0m/zunfDyIByf2yTPkWv5hFLQDHucXXyc+UyDUSl4H5KGHpAKNWZ6q9SskIc4hArYmiBW2uKzww1m4y73VKssDYd8axL+41cCBoj467mgTJ/qYGpRPtqbYcmzh0IRUg/bdKT7CiWlkAL3kx/HI8D72Z/G8auk1Ria28YLPew/fJS6tKm952Fq3ZcICDmkD6LiU9ccpo0mU34ZZ/sybuCioNDxOvhBg2MijvkdckLXeMJnvoZYXIj4zD390BA9skr82vlRCdv01A62t0auuUrbW8cjJGVXSUuVvKO/EtzZ07+BDFFQbtjbhRT0hENHunRr88xYmySlTrddQTx35Zo8tL12lVioEr/vYarPP86BHeVxV7hM+xuIjQucfFol/h2M44y/xaiWvw4ovInu4JFy6DuTG2ZjNlpccEC+BtTwl2kJPzMDMzMIJG0tpKV1aN5zkqRise+mpC8ORefDu4MSE1rfG3I57EqXBBFUEIqQquFRXKuhPvooUkqa0qZcncEJSvRLjaK4Yef6zmnHorKUCCFsMkLEDyYU85Y3W7mBy3xQ5pA+SIJojB3pY/eq2FqXmNQo7kkfipDVsMZ+vf81q/GDsOBxgXdJKTuKohjAKUVRvrLz7v+QUv7bvYkVRTkOfAQ4AYwA31QU5bCUMgT+E/CrwHNEAM/7gK/wGhTI8FXfXT71OdxeCxELmc9BOe7znldJWw6a1FSXt5Zsnn0Q9tcFRcXm2ViJzvY6oxWHjvT53NYTzI64BCGUk7CSAVQYacJUHR6fgHocBrvw1nKHlC05N+gzN1BCp4X/5CdRkSSKw5Q0Gz3USG2WOBSmSbSTqK5HYX6TvH8GHnoIIQWbrXUaYZtDxo1ChhM41OwaNW+NpGqR6m7T8bdpp7ocmrsCrgOoEUAiXDrSoV2bo+N10FWdtJkmqyYYVfPURRdbeKyFdWJScjnYJKvE6ddujW17oce8v8EhffBNm2Rdr8ul8iXy6Mz5ZRorT9NyW7TcFqqikjUaZLWQnKKjKRpSSpKqyYRaoO+581gzm3B//M3byHYZlp//CBfLF0koJkeDHNqrWDfcTLbwWAy2OfY9aiZej4QU1Ho1VporbHQ2cAOXfs0hjaQedq9b2dzUL6EI6QobX4b07SQJREDLbVHxN9kO2wzXF2i5LawvfpnM6QuMC5PkA48Q6n30hMvC7/wbKmGH9XfcRSu+QJeA4h/9n7jb05zrF+jODHHF5LAxyJheIKPGMdAIEK+0ULuFS5kf+rTCDmk1xq112H9JtKcv226bhfoCE1qBvHYjwCikIERcA0m+G9o2A9YTHWzh0y8VaqofQeOAS0jJ8klpHSZurtsO1ZausOhscL/c48766KNc3brE8W7iWp/bwsN59inQO+AvMb96HnVqPwd20gfPnKJh7eSxl6E5dYrqwiW0B+4mq8RxpE+ciAl0Q5eaXduxsrNxAgc/9DG0NqWcT9JX2N/WUTyVgqfh9JqcjgvuUDTodCjjMT3gkrd7LFgGRxppNmIuntHivc4Y3vYWq90NNvp1Yok8vioxtBY+gq2gjlUXKFMnX5cBc5QQa5c52gES1rQunhIy2TXouVU4dQqXkHW/zOgnf4eXT3+RMZEkLnWEFEgiC6TYo4/Cp/8U9h2kpQYkpXGNEayEbWaMLbxkj26rQjnwmAxzPJVuMdLq0Dc3R9hp0etuUk0IVCm5WcMhZ67S0APqVoCj+/SfepLayUG8SgkxlkOTCpeVCseeehJlz3pylZBkqNDGJ0DgK5IXjS30Hba56TS54K9xXJi09ZC1RMgxKW653+3uZzU9YEZvsuVsEPcVZjIex6o2za1F7K0uG6lB6kZAr9dkMxGg+R0O7Y7FTe4YPiGmhECRtLSQltrj6QmwDbiah7t24tt0tJDmoQkGZYj+6KPIf/fvUAeLLB8YZ0wT7MLOHeGw/jsfI5CCUT3PtukTt0L6d/aZ3gtPk5hbZiYeMKM6VMOAQcVj/8svkZAqg/e/HyklT+QaLCd6/Hxo8mLCxQ2jmDLlbpmucBkWBo9l2tQGJVf74O5aiKdIOm4TdfEiA/tOXmtjNeywXb7CWEcltdP2etjhm4U6DzaylBWbr4+1uW8p5NN3ClwNDpevsPRSm46xwJELayiFPuKhgvOp/5NhR+dP43UOV+q8OALDCbiU2WZUTVDHRnEF6Y7GfNwlUOI8OQDbocNMHHQPpvthaga+MebRsx1KMUj5IIVkxuzwwjC8Z95j2l1nLS5IerAR1Jk+93nW0j22cgo+kpgCPQNcBRazIQ0t4PQgvDACxyrwtlqXTirD+WG4XICNJFwoQjyElRzsa8JMTvKFQ3CxCIs5uEMKthMha6mQMA3biQh8MUIoduHUKFzsh9kixBxwdZgrwDdkl5UULGehYUHMg4vDEZjVMyOlnBGCkFDpi77zBXgGbCagEoO7zzZ4bL/HXN4nOwBDPY+8DU1hc9ZwWJYVJgN44WAMxWuT6cCX90HOjfjAUqLHlSLcswki4ZPzJC096pOXB6GpwbNjcCUPHQOSHnStyNplsgmeBrYGl/I+/TWopeFKcQf42gArkPyrB6Aeg5MzDt8e7XFbGUoxeHEY/sn5gK07BCXNpi/0+Upmm7ro0rdyFX1yH5eLsJKG99o6aWOc2uYClz73HzjX16YgYMCGZNdHdxVqqZCZZJvBoE5TOqwOugzaKkOzc4CO8/Mfof2p36b96d+nc2CcYGORtRSUMrCejvL61j7oaWBJ+PG1Dapeg8lTp+g+cC8JxUQBWorHhazLsNahXJ1h9OomfUsVGNJpH5nkjLfMO2NHMRSdshGylAdbB+YiS8qwV6HhNOi88EXaikf7oXGUQOApUK1vsDWWpaeGXIjbvLuURM7MsDp3hpcHQlp9Gf5o2OXINgyuqXz2UMhwC6oJ0HWfZmMZ8/QZck+e5aWCw93GONp3oZQKpcCXAQGCprBpSZtBNUOjvkC5WyYW1kgrMVabq3S8Dp0/+2O6wsN7z7uQzlVQQNk8A/4madVCli5EilpvEQ0FaddwpYcvJS+6i/TrbUbDJJNBkrQaI5caomE3aHttDvYdZCB2BFVUb3TxvZl2+An7536WVtik/eLTdLwVrJ/8aTKLC+Q2aq/4ZMEvc4cxTneHf58LtmgZDYwv/wn9py8zKQ0SUkf51YOsKoKNhMdde8riox9lW7WRQFEK5oMyScXC6m5HMo9do+k2UZxZ0mqcY/ECB4MMeWkhjH5Upq/VZff8jJTgUTtLQZPloIJUYMwzicvrvGgpbJJR4q+pqIsUCte5Orlr8fca39yqX4UU9H7uZ+j5vWv/XH+VyYXL5AD1DbinVX/mxziVa/LIirzBMveW9AOMS7gLynm+TcN0WR7wqBbqjLsm6sosB0SM+IOP3PCN7du8MAzzBfj7LyxhPDRxw/vloMKAmnmFRastPOa0Jn3+NtWts3TjNhMxn3jYZDtsoysaA4kieWMMRSy/Ke1b1jsoLpgvvAj6oyy9+HUO+Vmsv7HjYbIDLtk//7Oc2zpHSipshU3aW+fouvMAqLVZVLVLSho3ADzr7XVyagLzmeepvYYRy/cd4NmxsNl1Sjd2/r2W1c0HgT+RUrrAoqIoc8BbFUVZAjJSymcBFEX5PeAneB2AR5HiVU0lNxKCmiWZzkl8CWNqtLneLGxVwjbrQQMpJc8MB1waiA6jpFGmIE1SnsZz/R4Xci7lbIATQDUGtgkJBwZ70InBN6eg4ESWPO9eAE+T/Pt7oBV3GXI1YpbBEV8lExr461UcM2C4r5+MZzG0UCK11cYMddy0wpzeouuuUJc9hrwHOGIMoSsafuhTs2tstDdouk0M1UCXLvKll0FCSrFIrtQJpMam0mVNVzm7dRYrqJBSY/TF+5jMTmJoO72gpaiEbc57q3RDF6FIDqByVB9FV2+NBvuhz2x1lqKaRFfeiHHaK8kJHGq9aJNuOA3KvTIz1RmKiSLDQZWsGqcQL7A/v5+kmUQIwVz4BwTVKvaZF8j9zF9jf34/aXMceeoplJn576oet6K9VjfBqSe55C4SvPdd3GGOYrF5PeFrAEl+6DMXlBjV8m8I3JFS4kr/DdfRD302O5usNlcpdUvoqs5Qaoh7hu9hIDmA5n2Fea1MIO1rAM+ua0Vnh3lwAodk2ERHxf34/8Fm2KD67gcRCIygRkFNgoRivIhULHpKwKbeo3b60zQUl+6RA0gEgRTozhQgyAgdQ1HJeyamhII5RUqNERCyHbZZDxtIJBY6x81RfBmwHbYRpsOYFyOUgrbToOW2aLttfOGTFj0SyuvAO28yqPe6+ewclPWf/SArzZVoLmpnXpFsOaiiKyrj32V1lrU2L/f3qPdC0rakqO8ALDvMZU8JqJmC0aU5CG+KG7FjVv9SqgOtFsrTT8Nbr9vjhcqN27QtPZrq9YCoa5bL+NLCKwAjcYvtvaEHiLBFW7G54K0ztaMp3HA2aDgN4nqcYqJITI9haRa1MMFT2YCTm4JncjZmyqDP1ZAEGAIcz6UlJEpC8qX9Ae9YgZ4Cgdtl08hybGGb1soCF+UGnumiORbT/R49TTC8fpWK6WMlQ04GsK3a9E+vRhW9aVwDBAGCHgE6Cj3hUtbaxKVOU/E4EmRZ0gUokSvTZb3BPsXgrLuCWFtlZNZm3QoJtQ664bGQcHjo1KkoPka5AoN9EGrXzqiOcJjVW0wJiatJDjc0mgXBN0Zd3j8DowszPDHeQXgpmoagZFcQjTqT1gmsnfgpYnaG5YkYyzmfgu7jKCE10cZVBZ4iWLUcnh7yObLFdY3no4/ivvgcua7K/OQwR4McNSOgrQZkhUJpYwH5qX9HQUlioDCf9Mn5GtrTz9BTArr33U3/Tj7y2WfwtTbn1xe5WOhibsyR36hTy5rYQUBbOIhQI97uMufOkW+nqJuCzbhksOJdC0RctgLiikfi1JPUVQ9XD6mkQrqBS3n9KmdHIgVK2okYCkcVxIC2FjKvt8jJAF3REO0WTStkQc9QUEKqWptN1SYZbDOi5SmoSRRFoaGAKq/vxb3lecJahXMH4uxrqJxNOUxVIwZ5IoxgokvlSzxlbvHXLvnEu8vMZUIC4dF0mmx1tjhqDHJef54V02alCGoAZUtQo4H0G4xfuExHaKz11vH+5N9TtnzqepWuZmCtnaH9/BanjiYZRbJcnuE0l4i3HTaApSy8cxFGWiXSnQSbjs6Jpsk3hj3GHYujxjBnYg6rCmg+WAFU4iDocOdWi/mkpOAonO8XOJqkLH3ausJyPGQtDv1tUAVcHgCn12G0DYfqcEWH50cjHufMMIQC1p1tLhbh3nV4NtfB1SSBhKM1hctZyUwhcm06VIGzOZfpAgzHoZSE+9dA93xeiNc5k4PTw+AYMNgCXURgRnfHEnqmAOcGYDsD8/4mZ8clJ0tQS0bvHRWUED57DCbr0IxHQMhaAZ6Ygv1NePd8BO4s5CIQo2lBqEYyrK1GQE6oRHPK0yDQImVdYEIqiOryqWMh7aTNRBlm+iBnQ0uHUiHk4IbE0WAuA5tZl4EGXByFtQwcWYGmDucHQAvhqQnIh22GEWzH4fQo5O0IRNtIRoDYbB46egTwpALQQ7jSD0oATgy+vj8CMlwNWiZc7of/5S2CJyei8djSemwloC8FXzkAU00Y7WnMKz5VxWVr8TEu5QJ+5EKAp20TEwpLOejvwnCg8Q1/g6Vxh3JGx/MDWoXIdWwlBc9NBjgJm/3xHrHQJq6aXMgH2LpG0nJobLyE+Yn/D+n//Emy69uMTZyk6llcJBoXX4P5GKxnIeFGmvm/aG+T7vmMEjIblLjNGEN79FHcpXnmUx6B1uGHc1NkgohHbRgBT1qbFJVx0jsWv20CUKFtwcs5m/XYCg+5LQqf+yqpZ85RmkqgomIbMFmDJ8bXGW24PD2lk63DYtLj20NbnE33GG1KlosGA034pbNQzgQs5+A3noJzg3DEdIh/9k84fGWTCxmXshUQSAiU8Lpl0+vwDU7gUHbKfMu5RDXsUFCSdPFoChspIbFWJGNl0MIWJVoolSskzSRJdEb1JKmB29DNadrSpp7ooyZhJaghmpGwKq9cxFMFxsP30a+mGNKy5NUkGTcgVBSSQmdTejSbqwwkB5jMTaKpGtwCvO/97n9h9TO/g48gH5zAkwFt6aDW50kJj5jQmDJG0fuPwUoDmpF7oZCCrrCphV2WLjwFYYrUBx8mbaYZUfOMz9bx6h2Gigm21B4BkixQaZUQe3gRKSWObzOvtQgQfPvSZ2g5V8moCeJrz5KP5cnH80zlptCsq0jADmw2tR5V6d6y/0EhJPJy6AiHp85+gX4R49DdP8yIe2M4iJawiWvmLQGelojiw4RS0BA9us0Ven4P26iyL0iTu8U360GdgprEkoKe36MbNGlLB08GuATEmqskjAQpM0XWytJUEqzEXAzFv+469irzqxe6fHXuq/RVbI6tdPFy029IEeoGkeKt6q2xT++/tWvTd0neJz7OfFhm6ewTpKRO+Mh+esk2liYYc0yECoPrDeLdBdgBeKSUlLtltjpbqAE0YmDcDFY9+ij26ecQb/3ha4+aTpPFxiKnvQVyWpuaX6JSncGN2zhZjwPCIaVYDKgZPEVlxt8ipXbpLs8y+KnLZL+H0BDPDge8ZUvD2pEWHUI6ik+9s0XbbdN0F2gJh43Lf4amaoz8u49RQ8F6/9vxzp+hT8To+7m/ixVmiEntmqdKqVNiujrNcNihbjRIid6r1uEHEoNHURQNeAk4CPyWlPJ5RVHeD/w9RVF+ETgN/N+klHVglMhCZ5fWdp75O79vfv56pd/wPy/0rrmSzGdChBOh8OkujHQVjJusBra721zy1ugKj3NGleY+n1IScj3Ybm1wsRhnc7DMlnQRAroyoJKOGI2UC6qEub5IIzTShAN10AT83h3RAa5LmGrB/rpkxIyhZy2kIjGlSrbWZapZQxcGZcNjPucSC+EwkA8NXEVlXC0wkT/AZvAXrId1tue+iqZqFOIFJrOTZKwMCeMSXrBM5/TLnNZrzO7r8O6tBC0H6qbg9sHbUYwztKVDNh6J+0IKSp0SM/YVzvtrDKk5erjcY0yRkWWUZ54G1FeY0QYiYLY2SyFeYFB77ZhGEG0kdadO3a7Tcls0doR3gSBjZshYGZJmkpSR4sNHPkwxVcR+qRWZrykKy81l2m6baq9K16zysKdzwM8jM2PU7Bqr3jo5tcfImxRgrB52KYkWR4k2nRm9SUMUuWPgBCl18Q3lIaRgrjZHUU1TuMmNaff9rg+0Hez89W0Mv0QoX71PO16H9dY66+11Kr0KGSvDaGaUE/0nyMayNwBJG2qXnhoyjMXyx/8tHeHiE5JSLOKKSsJI4IUeV70tOtIhvDpNWupk3/NOLN3CUpNYioETOrQ/8wd0zr5AWbPxENil9SjWxqExxI64L502oeIxQQpJxJQNuQYJ1YqsbxQdAw1D0dAVja5wWfQjrWIoJeVUl7Lro/irpLrbpK00+/L7iOtxFOPsdzaIPyAqqzZbrVUO9x0mbrySHdjqbOHgc0Tb8aL9LkCo00aFZbVFDB9VEbC9jb+8RKPWwlv0kNvbNHId6nYZ9+knMPqHrmmpANaDGj095HAtQJmZRe4BeN4IuYqgFnboSY+a3uSK3sD3Jce0CcKlBYLf+Rg1c4uOs0H65acZuvthUqrFVG6KmB6jmWyyP7//Ffn6zz9DM29TjhmsJ3yQVa5aCvkgpBvXWDElK2noawdsW5JQwJYV8Pygzpblc1dX4apa43TR40MXBS9NBlidLt24oF83uJzqcsJXqcckwdplnFaDcW4M3hmKkGmtgaMEzG9fpdjepO5PUDbqBEhGwwSdZ59gS5TJpPt4svISB+w423d1aEqb+9spunqPuik4Or3O2vwl2kM6DN4bFVAuQ7eFnDwAp07REy6LQQVdKoQaeCo8NehSijvEXRjogZ+IhMe206KGIBZIttISTxWUVBtMjyAuqFghPbdDoe4gF216hx/ia9kqgz2XkfgAqpT4irzu7/2JT+CGHj3dwlUEJho1LcQSKkvbs2Q2Nhl8aZolc5u+pRozaY+JssuBmRmco5O0hUM/kVn7ktZhXm8xoIX0ewbZQIs08KYg2Q2oxqO+LWs2Nctg33aPS8kuT47CPeWQphGSBc4bNQ4vTtPZfxBHCWmqPispQVP61EzBajKy2jhZiuLENO0Gq/EsllDRduZ4RzjMxLrIIKQ/jLEU36ZcukhMqtx+74+SeObFaCweeoiOGtKOeYSGR/HUU1RbJaYHPQaCBI8NOqTrCr6mcCBIR5rH0Oc/v/SfubcW460lydV9LoEHFgZLjSUOFA5wxf08fxJfwJMV6ukojst6WtJMBkznoLNtc2l0jaktl6S3idvsRcCC9FmO9/C0DrcZhwnDC5QSgoyncbwEX90vmWhAy4K+wCGuSnqq4EzeBSyO2HFWgyqLbpnhdsRnKAI2MnCgCS8WXMpBwMPrGiHgBS5fHnW5uwQvnoRMFzoWIGC2AFlPMqjCZjJyX5pqRvnFfHhpDJ7p8+gZESjiCp9yTNCMQUMI2lYEikjgj26DuTwIJQJRWjG4MAiXByFpBDhuJPhvpOGEBUkBXQMcDT53EJ4biaxofBOadDAEFHtRHdtGBJB0dTjfH/FgQo2AMHcHuFlJwzf3wVIOarEI4AwBT4/a4hoR0JN0IgseJxnF4Olakfa9lITLfRFw8L4NSLqwHkTPbAtiBMwejOrkq1CLSbQEXByKvnEU+PyxCGxrx6EWQH9dcKUQvQ816OtGgE7LigAbRYImwdHhSA0en4r2Bm044imfPgRDzaiODQsG2vD0ZAT4dE14YRjWU5GlUs2Cd1Xh5bzD2vY8icFxZr/4cXTPJxYqWKsVng22eO4QjDVgsFHhrDPNQsYmZ0d8rAS+eBisEN5SEmSFz3iry0K4jR+GLGcCiq6KJTQ0BMeMEWxXo2xKGlqX1XiPU2OwlYzGJx7sjE8MRjvwzk2TC0mflhqQUqxrFoIl06VlCCbCNBkrg0RS0nqcjldR2U+/lsaRPg3R41s7GpOeBRvxgJNBnv35/bQUjXNpn/mYTcqp09+BP7gD9jVd/mK8TCeb5k5bYoZQNXxOliNQ1JYOx6rRvP1Pd0n62/D8OAx1YSPucbti8US2yel8jw+uJunmQ7baG4zPC3LsuFDJAM9p4oUePb9H+dO/y1bYonL/HTiBw0J1gZQzz6CWYVt2GNKyHNWH6dfTJKfegamZWNZKxCvt/2F84VPTT7Ph17m49hzLF/4QCfS9ZRglbGKpOpqqoSkaSWmS9U0SAyeR+jyBFDSlTUPr0lB9UlJnCJ2TX3kp6u89PEiIoBV2qVbnuFK9wmbvGcxMi0nbIiZcclqSUTWPOXCSeb6MugPGtH73/0s1rFHvC0k+9yWqzixNaZNSYvQvb3NH00Xri87cUDXx9vAlthKiElntN4yQriY4+1/+JfVzz9M4cYBgJsWGuY0lVaZiWd4Ru5OYauCP3X+Nb97qbKGHLeKKSQLICZOCsDgTdukoPrr0kc88jVevYGT7EUhWtS6b3johktEwyYiej+LhvYaVtR/6ETDjd7nszuPKqO55NUFSsyjECyhBltge9yixA+b0/B7T/iYZJYa6eWaH719lWMtyQB8grpgo/cdwAoetzhZNp0m/onOym0SXrw3VBDLkG2c+g2of5P6VgJIV0rK8V7g8QSSHtYIWba2F72/iVKYpxAsRuHOreKc30+vwrj2/R92uM1+fZ9N+iX4lzWAYx1NCKk6dK+kuk4kQUw+IC42BUgec0rW6LTWWADhaPMrvZSJQXUqJIzx6MlI69mmRbCGkYMOvMxOU6Kw8haEaqFJhW3ewwybDiX6KnSQ12aMW9pAISmELv3wRRBuxMsPgRpNMfvi7Cg0RiIDO09/iL8Zdkm0FtXwWvTfEtFmipNpom2eJG3EyaKSVGOPZcU4MnCBe0rFC0MfuYz5MkREGhpGgo4RUVIfe1llMzWSzs8nR4lFGzXUsfxWMgVeti/I6IWzeVFIUJQd8Dvj7RLF3KkTnxf8LGJZS/rKiKL8FPCul/IOdb36XyB1rBfiYlPKHdp4/DPzfpZQ/dotyfpXIlYt8f/aeP/iP/5Fu1qIbdAlkQFJLktSTPP/Sn0IgeF5eISPjHIpP8ZbxR/AySXphj5JTYqG3gNdqsu1vUxE1MrbJFbHAYcZJaCkWwzVadFFQqdPGI5psJjoBISGSGDo50hR3olk06SBQsNAZZ4BxdYCMnsTU43RljwGlj0GrSF206I8N0pBtdFT2iQF0RaMSNrCli2+qyJhFIyFJ9gR9ep7iwAFiWgxf+NihjR3aePUyMUdgC4dlb5O3hFNoqspCd4lvBmf4uXv+AfXKIioaycIItcoitU4JJR4jFCFHYgfpyh6DRj+5oX3RLQq7N4WkUtDXR6fTIZ6Ms9ZbI6En6Lf6o3QAfX34wqfjd2gHbbphl07QoRf2CGVIQkuQ0lIk9ARpI01ci6NIBU962KHN0tZFLNUg2zeOpVroio4rXNzQRVM0TNWkW9tksm0hwoBmXGIP5UlqSbLtkIQdQqeD0FTUo8eQlQqu9Ij1j3xH87fhNaguX2RMH8TKFFivzbMZbDORO8jA8I6P95423/B7h6SUbDgbaIrGUNcgkAFuLoUrXJzQwRUuQb2CqZhYqoWlmsSKw5iqiVZr0NE0UrnctbxafouyW6bqVXGFS1bP0m/1U7SKWNqNG7Mbutihzba7zfrKWQZECjPfj4pKN+xR8xvUwyYkkwgEcS1O0TbIGGmSjkRTdOTICK5w6dY2qPg1tk2HRmuDpl0HPyChxiloadIyDpZB15DElBh6Jkuy3iOlxiGRIO5IDpjjWJnrUa9koUDTb1Iqz9ALbcxcESRsVebIdAWKonDX0ANoAzdtaLfo51fQrdLsPtulPe8ulC9wvP842s0WaG+kLKA09xJd4TB+8K0Y6itZg07QoeSUmHRS6Ir+qvPltajm1Xh55mvIbo+lYIOimuFe8zgbSoMRrYiumxihwtP2WfZb42SUBP1mERefjJKkJxxesC+QlhZ5UhxMH2RuVGNfch+97TXOV15mUhbJJ/pJTB2hsjVLrbVB0wooaDnOll8gJxMMpkexDYVac5Utp0zKypBULPplhhNj97Fanye0Owykx8hmh1h21zgwek/UD50OqVQEcgYiiNa1cNm69Cxf6D7OhNKPpwRYigmKygnGuRKuMq4PsCrL9IIeNTocUsawcekz8ni6ZCg+jOh22Aq2SUqLmGLSVX3SSpyMlecq6xz0+3GlS1U0SatJxrL7UZJJAhkSZJK0ghaN9Tl0RcORLsetA5SMHpvtNR6I346qaFTa67SDNhtKkyljlKyaYCPlcyi2D6o1arLFuD6ApZgsdOaZExs8XHw7G80lEqFGT9j4qmQqOcV62qPbqrDWXeV47ADftk9DEHBC38dp7wq3qZOMJSZ4qvcy+7QRakqbfpGiTof70vfQMgLS3ZC212aGDXQB/WqWmJHiK+pFHvAnyRkZXCRLzjJDRj/H8idIqnFCu8dTvdNosQTF9ChDfpLZ9iy2LrCSWeItF2HqqPEkdq9Op73NQ+oJYuk8Dd2jYrmYhQGChTliQsONG1iKwSVnjin62eqs0VWis3El3KIle/x8/L1Mh8vcZR7jC90nWAo2+aj1Hqx4ikrYZMXb4M7UCbqmYEIf4mvmNLXNGQa9JKZm8DnnFGXqPMAJClqaY+YUWiyBqRgEhko6NUAtrKOWqtiKi2eoWIqOGaqkiXE4cZCutLHiGWQyyVNr30AXMGgOMBIf5YuNb5IQBoqErrTpV/OcTB4h0z+BKhW+6D5D2S3zc+7bWHPXiaXyfHH7a+Szk9yeOcy2V+WqPY/v2nhejwNikJflLD9jPsKaVsd3HQ5po5T1LuP6IAEBnbDH0XCIJ8Ul4rE0/fEBWmEHzfbZkjUKpNj0yyAgppgkFIu8nkU1Lea9Ve4yjoCuYqCzqtUY8zI81n6eGCYXxRIqCseVCTA0Rshj6BaLlFizN4irFvWwxTxbHGaEFjY1OqRJ8FbtMKYwOSXP4+GTJIGHTxeHDyoPcF7O4+BRJMd+fZiL4SIDMkefkWM12KYte0gCanR2hCWNBl1cfCboZx+DuLqkF9hMs0ybHgcZpU2PBl3GKeIjWGKLDj1A5XbjJGNBnFCBumhRp4NA0KZLmSb9ZAmQePjRGYdDHIMYJl1setx4PbuGgopKEosmNuEtLBFVIEeK+zjGYX2c1bBMWTaQCFx8UkqCrrTJkKRKi8OM0aTDHBvo6OxnCBsXj5AKTQ4ziq8I2rJLgQyu4pNXEnhC8DmeBmCCIhoaASFJYmRIUKHFIcYw0anRRhAFbZ9nnSkG2KBOgRSHGKNMAxsXFRUfwd3qYe6yDrCS6FLXXGI+JDsBhtS5zCp5meTx8CwxLPZrIzQSsN5eQEUjTXzH6k8lhcURZQJpKpyMHaJv4BBxLcaXFj9LUc0xEhumE/bIFkehUmPNXqc/OcxWWOXb7WdZJLoS3cTAxkUg2McI/yzzS5z35jgYmyJjZsgOTFHxa1zYfIFu0OVE7gT7Dj1Ia/4S3yw/RheHQ9kjyHiMgf4DxNQYz57+NL8lvwjAP0v8Avem7iR25CQzay+yuHmBVbbpHz7K1xY/R540WZIEmuCu2HGm1AG2RR1F1Vmx1/ADl5re47AcYSZcY5EtxumnRod7OMgdudsIsymuNi8z4ReIKzq2Jtn2K1iKSbF/P4H0CRo1bEPiFFIEIiBpQ07PkMgPoikaS40lsqHC4fgBeqJHVs+Q3lEA+sLHES7NoM2GX2LL6FKqL9F1W2imSTJZJFHtElNNrJEJzK5HTLUwsgU0RUMtlxk1BslMHceotxBSUA0adMIuOT1D3tHR0hnodCLBeXyQrt+l6lVp+A26QZdu0KXf6mfCz1BohsQUk3YuRsnfxlJN2kmdWnUZ0wnoWhJd0UnUutTDFhOJCZR8ngGjj4yWZnbrDIf0cZSjR/GFz4a9QWd1nsXOLIfTR9kItqk6Zab6jrFcvUIQBuxPH8BSDPrSI8SLozw38yVCJEem7odmA0u1MAsDWM0eMcXE7B9GqzWu8VQzay9QD5r4mkkBk5hqUXANztuzZFP99PXv4/Tqk+yPTyB7XQ5b+4hn+gi3SyxqVQ4eehghBQvrLxNzBGoyhZOOIRDE1BgxLUZtexENlbyepWDkoa+PUIYszJ4i6WsohQJOJk4gAizNwlItSuUZkmoSmc2Q0BPkO5K4GiOUIY2giZuN5NG8kSdn5tBqDcLtMp6lEt93C7mDSDY4vfxtZppX+MDgj7C2dRElCDlSvAMmJ3BCByd0sEObmlejF/YQrSY5z2A0t5/MwGSkEH6jPOlN6UIZUm6WUWIKbb9NJ+jgC5+CWSDR9miHHUqtFZa8TbxsnGy5Q0JYJKwkU9oIeRJkYnla+4epeBVyRo6knsQNXX7r2f8nZ5nnXx34Z+j5IrGWTUKNk9KSnNt+GS+m0Q7aKCjE8wM0vAa9oMdU2EfaSFKPCZy1BTKBgZbKoiWSKIpKX3EfuY4gXutcv1kRIBaDyVcqPkMRXpNlu0GXXtijG3TxpY9YWeEznW/yXv1eUtl+DuaOUO9scdTcjz61H4GgWV5i3d3k+Pj9GIqBe/6lKF7skX0sL71IQonRN3mC2EaFuGphTR2i6lZpB22KVhFPeDiVLVzp8rd+4X98SUr5lpvr+AO9RUtK2VAU5XHgfXtj7yiK8jvATuh91uAGj4UxYGPn+dgtnt+qnN8GfhtgaKIoB+qz5N79C1i6haZo+MLHDV2+8DufReu5BHmw2pBPbDCYnkTc915qdo12rc29xr2ce+LTDClxAjGEePZbXDgMy0ETmYkjpKQXOjgmBBJibqTxsfUARULehbQb4Gl1NvQ6gQKJAAo2xEI4XtpiqBNZ9QwMH2TYNZhwV6n8+A8xM32B4XCeg2ub2IrAHJ2gfmyKxtzLZLfqnOg7xNidb2fgI79OKEPabjsKjCZ8Umbq2r+kkaTyu/+eb5z/Cr/mDWGf/k88V3TZDEs0J6DvI/+SsaULCEUQPnQv935jjeLZBhv3HmXiF/8+TuDQ/uNHORQq8MgjNwZN/fCHAXjs248xetso+9R9pK00DadB47OP0RQ2zWP3RXUyUuyP7ydrZcnGsmStLKqi4gQOzh//HrbsYP/YPUgkcT2OpVust9a5Z3WZ/Xo/3R/6Kaq9Km2vTdbKUkxEXomXty+T+/I67pd+H1VC/Cd/lsK7PkzTa1L79KPUzz+PXFsjM7Kf4b/2AWqffpKkYnHwp//6G567m+1NKr0KD3/ms7jKJZbu3k/78uO81xvk5NuOozzySJRwB8mWH/oQ3qMfJ5CC5Ic/fC3eyGx1Ft3RGUwO4vzZp6O2vvMjJIwEcT1OwkgQ+4M/udFt693vv5b3t1IJDt51kNXWKludLRQUbk/fznh2nIHkALoaLWkhRGQZtWMd1XAiF0NDGKgdlbcd/QDB17/KevU8W6KJgkJSMTms5xl58CdJx9Loqk7w+T/DdVu0Lp6mqjjUbvtpGk6D6tUn6UkH89gdTJV80qsdwu0SribRpULPbWGN7edEkOaEnyf+L/8+4f/8/8BTQhJ3vpX+l64wIDbgoYdofeRDLDWXWGmuoEiFOxfaDKpp/Ifew6XyJW7bXGP0L75Jp1Hm+O0tjI/fdOPFrvZgZy7eitxP/g510WNob5qbAxnueTf3pTne8Y53oKs64Sc/EcWn+qkfp/3pZ8iryRvz2UNSShbrizif+RgP+DnGf/V/ekUa27eZqc7wzsI7Sf7RZ66X/QbasUvVXpWN9gaFz/0uW+dO4WbajLYkb6s8xfzxIfavdlhOBZxsWFRH2hxpm2R9jcmuwfmsw4lVh9MDPm9NpWiYIfG2zcP1QXK/8fOc1BWmP/NbbKfa9JW60W1Pt92JobhU9EakWdioIDNt+rYDEvE8+x/5AP7sOvX5CwzF+hn1TKZWWmT+x7fwzXPPoT/zHMdkgcK97+DyvVMceeg+en6Pbz35LY7cdoSeH5mZxo1oDbT+6T9ieniDe0oKFd1HiScZUBNkN76CzAT4pk5fTKHg+RgpSPaeZzTUScVykM0QEwqNrRX8hE9NgRNOkthIP5laj5Wkz2gsQ8I3kN0GY7bD8a2Qw8YQ6bc+hPnAw/jv+QgL9QXy//xFtteu0m1tc9Qa5dM/fpBf+Oplxt3LPJ5v8jMvVPiTiTb9fUne4U6wFvd5x498lJa3ycXH/oAPNLL0+wY9TVBYPo/s94kNnmOgUeGSUeXukkZtMEsrl6NvaAxZWeZIs4WRehG/r8YPX3a4f/lp5m7rsn8RTqYmmB3cZrKuM5SOM7DR4KUhyYObL1IezaEuLnLJbJEfipOv29RikrW8ReH+dzH45T9AFwpqOsZg2GVCpHnrgRr9Ik5j/hJzsVmah/fxjuM/gU2V2vwZ3ub2M327hM//GblkH+33PcLYxRWUb36LO9b/lO0H7mT6SB/5227njp/6Fcx/8yMsdDfQ+vrwkASH0hxdeB4qFxGaxtXRBH1eDy0muWdmi5XjcGz7At9IXeJkzyW7cg4GhjgeqCT9Cof7rhBMjjMWJjj3S/cgvvlH/MiT25waCim/JbqdslF5hoMlOLgOiWSW0oEBtKFh7vWKXNGbvLTwNGlf4/ajD7DPT3F1/jneMx2gHjzEXMLm4MhJLv/Lv8/+//p1hh5/jmyoMR13KMgy41VBTXPoNwxMLUE38RzJgSlmDxbYcuf4e6l30bz6NQ6tbjHwnp/iG5deIHXbAHdrNiuBS+aOh1l54eu856UWyqXTbN4B+2aWqB5MELQa7F+CsbFBUr5G0wp533STrww59AbhEeMYq5NZjgUxpjfOc09HoxILCWSP0Y6K2usRc2Cz30A/eSf7K2UeunqWmfsOcLUxz09vFyiVF/nWVIPTxQicGGxFAZP9hMJdWwqb/TGuHIozXqnRRXJlBPZ1YbRVx09Bnx5ZuSRWl7g0BJYWWVoku9BORxYYT3c+T0LA/lbk9nT7Mgzk4MQ2KIU8F7N1il240hfFH8w7MFSHTCxy21LsOrntGbpxFYSgtT+yfmk3Z+maEZOaqzRYzIOIQ2CAYghqbHLozDaWgI1+yHnRzVeuCUEKjGYDQ0IntWOlo4IWBghh0zOiumsCwh0LmUJPUkmG1JRe1FkBUeNVIjWkEln1DG11KJZfZC32IvkOnN0XWWofqIMloJoBw4PbazBoz3O5COlEFCtKra1i6FE944DfWSPuQVKJ8hjvRu5XvgQmojLzpQq1eBQWYKoC6QBWhyC+tkXbimLYbKehYYKfgfG5Jp1huH2jQttYop2PXKEGOpAJ4O3TswzrWayP/iQXDxQ59uUXWFp8mTXNZUCoPLAiePJ+ieLCtrHK7GgarV7nUAX216AWjzx39jXgnSvnSeox+uXTOP/w76JISDz3TbK2RrfYTypUGXzo/dQ+9ymaiS5/b7qPJ+7p4xvZWchE/R/zwIlHVjwdex718/+KYCDg6Hqau4I+1v+HX2NAuDjPPIk6OMxtv/ibjKRH+NZ/+Nvo3asUrDgn33OI+DvezUh6BC/0WPsXPw/vicbt3i//OfvyF3nxX/095l96gheWnuSEk+Js0SG3tMlYc5OkgEfsPj70M7/CxdNfYVpr8JxZorU8TycGkyRZ8l4k1CCThNBeJ2bAxMIc4dg0V+KRgJypGNjpGPr+KUYWFri3GkP5xV/ClyHmt05RGD1E8d/+S7KxLK1P/RcqfofgvodJmSm++MQX+YWqhtfpcO7lr6ADnRNHWQvrbIVNqmGHjrAxVJ3Eibs4XlYYWLRJHz5I0rZI/Pm3sLJ9WP/lN0hbaRJ6AlVRUT7zGcL/+m3MfQcpfPTvsdXZom7XOfGlxxjQcuiBhi8DWu9/hNKH3sOW5cF7f4gEkPrh97JP2UcxUSQby2L7Nsv/9eOsP/4lMqGB+86H6VdidK6co3NwkP16nvSVRYZvv5+j+hBP//n/wulkgx/ZGCD/1rfjvu1e6qLM6tWnsIIM8Q++DUVRsBs2W7OXES98nYR4icGRIpntTY48PIKzMo9a2eaunI1AUrzdwnn7PYx+8tu8tZ3mri/8J0zNjHjmRx+FU8/AQw8hH3kX3U/+F1aDGvO33Y74sy9wb5Cl+Y6f4v29kJhiIJ95inbjFPv7D9L4R3dzeNbmR7U4Mxee5oS/RP6+d9L8zO/hHc0y8BMfxg1cxqY3GT+3xNC97yT503+dmH49IO/V3/4YW2GT0Z/5IJqq0fN7eKGH99lnmJqr0P8zHyXxUz9LXI/jhi6lTokzf/Q0R3SN/R/5u1i6FcV/Ex3m/W3aQZl3f+B/opgoRi5zuzzk3/ooi1qb43/j16IHO7eO6Tu84+n103TOnOPXZ2AwUaf0zBcYWawg33o/xfd9DAAv8HCFy52xO8laWdw//SO6Z5/jwL0jpN75zmv5vhGeVH7yk/SkR/M999NyWziBw8bLG9x1113YgU0hHgGNVbvK9H/9bUp+CXdlgdvCOLFf+CiZf/SPObxuM5gbo2lINuwSrf48iY8/yl3xu1AVldiXvkJCMRl57gzTh+FvTvSh/ujfwP3k77AalJnzS8Smn+PgkbdQCtvURZcDD76dA/kDzNZm8f7zbxGTOod/45+iPXYK9fx5Erfdw/A976BfS2O8/69F7f3DP4xiN45nyAY6rUMTJD787yPvEqdFy2tda2PSSDJkDZGxMuRiObJWlrSVJpgc58W3V3j48gbOww+QPxanFZZInb9IMriX8AM/SvPy57lHzzF4xxQ9v8eL/+JfcHvF4MCLs6x/4dP0izjmL/4Gzh/9Hi2/yvbUMZrVJhMvTEfxSd/3PrTFl8gorx4N6gdxi1Y/4O+AO3Hgh4D/t6Iow1LK3YAlPwlc3Pn958AfKYryvxMFWT4EvCClDBVFaSuKch/wPPCLwH94vfIDReDJgEAG+J5/LdhlIAL8TAZTtTFEh6QH4+/+YY7+wj9itjLLemudXtDjfPk8WUWjoKZ4ypuhPKHRjIc4HsQs6PgOvgKmhGQIbZPIK0xA1omYh/VsZNqpCUh50GfDSAfevgQ5HzbTMKYkGX3Hj8E3vs6lZIc1d5lQdckfup1t1cbb3iKl2kgZ8HZ3iNGqgvtD76Tz4+9jqbFE2kqTMlP0J/sjt5UdgMALPUqdEp9uP0dba7GYaDN9b4+317NMzpZ4YRQGkgPE9DRFNUVh6hECY4Grus2oliemx1huLHPsl38DtOsmgTY+Zb+CX5uj1qvx9dLX2ZfaRzaeJWkkIxDngx/mUDxHxshgaJE7jxM42L4dgQS9KnEjTlyPE1N0smqCeP9xjN//Q6SUzP34QxQTRZKqxeVgg1inRF+ij6ncFIEIuLx9mefXnsfSLWLuEk6qjaOGYF+ksPB1TM3ECOt4+Di6h6/ZjKladAOX8moGlzdS1+syXZmm3C1TTBTZ1qKAD/Wwx11eAV8J6UoX365HQJW/TU+6NFefxXfm0VApVqaxfZuW28IObE72nyRtpYn/zX+Mqd3CzPKmmDy2b7PWWmPNvsJTYYC3nWYkOcL9Y/dHrlTCwwkcrmxfoeE0rgE6pm6SNJKkzBRpM03TbXKxfBH7hWeZxSd+11spJg5zx4uXGdEL9O3EovCSAzTdJhu9DZbv7Gezs8nS/ByGVMnW5rA0i8LdDzNppfGFT4UF1tUelbTDuG2SkQq312I8XDhCW/HxFUHCTJC5913XbsVqMc0lvc5y7zy9hRQjqRHuHr6brJWlPnwP1V6VamuVg4WD7LdKzOohhzrmK/1u4XXNJwMRMOeXGXiVgOA3UyhCekGPtdYatm/j+KskFYu0ojGuFUgqtzZZDUXIQn2BUrdEQuoEyis1wIEImKvNMZ4dJ2km4aMfxQ99OnadbhAFI3y9m81abov19jqH+w7TXF1jLRkQahq9GKwfHqau+0gkHU1wfjIGU0Msb5bRG20ynkopFrIx5pH2FRpGiJdLY6RznMvFueStUQqabKQ7LIwmaWsByUaXguJQOzJByVVgrcqo0BnMjHBPOeDu7TRB7BDr4QoznooRg5hQWUkEFP0GG1qXiWSSlVya8lv3Mf3gYbTaHAkjioMwkBwgbsRvWAtPDuUQyQZBzqIZbBNYASghvYxKPa3j6xrrcR9NqGykJcOewkxeY8oLqSRsCr5OIxlg6xGgvpoS3O1YtA6OclBRSWBghApup8FAT8VXQxKhSkaahGjMNZcZz47TVqLgiGvxgPVMk6KW5nAvztf7GtzZTrKc3KIUDzjcMZjO2xwrHqf9wffzzKf/DZnhYc4M6mxUlkgJjSoKp/shVG1SPcHVlM9ENaBuCbKKYFBY3Ju9h8cHNvEQ3F5zOdIMMEyNzWSXuTwECZtaWmc9k0cWi3TbdTbiAfMpnyvpNssHXCxHw00ZnCn4oMBPljJMmyOkPCi4Kl6xn5xWIBfq0dXlhFxM9LiY9uhTAhbPP86wSBD/O79OIztB7fMfpxf36Fge40qcXGiyFJM8N6mTPDiEj8MRfZBcLEdHUfBUiaFINkwXSYp10+XxCUlGgFQDQh36uoJzsTqxsEhPC6lagru2YD2rMrWzbHxFci7V5W1SZ0nr0HAa5LJDZE2P08M1egZ4AlazcPd2dOXyUjYkNjSE9ev/gBcf+wbu1TIHWgaaBA9BR/UglNiaYCbVIROofCW2Tqd8iZa06cZdQgSXUzY9JyBlSToKZMwYwdQU97hj4MO3gzq/nH6QfUY/544e56RT5FPOBeppg2NGgd6lc/hKl9nxgHdYB0kHVS5kI7eb8lCapQIQRkL/TNYnGQQcapt88k64GoOxLlxO9EiQYcZocU84wBMjLdZFj31VBQ2VQFW4MCgxdMntYZxK3yD1oR5XDxRILnS5YjeJWYPMFBv0DJhsQULC1WE41IzcAFdSIY4WYmkql/rCSCnlRG5U2R4sZCEu4GoBCj3opiPXn+1kFINHkxHP09eM3OVSXhSoWCVq64X+HqsxKMehkohclwZ7kXKrZEXfBAGcK4KblNghBEoUEyflQTUZleEp192VIMJb2vToGrCYgXICiEMtAVJG6WwtCuxs73K5EgSRy5dQACVKGw+jv9s7gBUiGptr4A5c9/RXopusPCUKfrxVjNpyYhPWC2DtGDbftwrVdOTyZQWwVIBML3KjWslA2gMzhNUMHKhGPGAs2Gm7ErmksVPHuhXFnEh5URDirWTUBl+N+ri5s22uZ2CoA91EpGScz8BaHiwvCnyJAv1qCi0Ff9Hvsrr6GObogxxQQk73BwRScqIS8vWJqF4yhJQIMFA5XIX9VZgegIwLB2vRWC5nQU3plAv9JN5+N8pjjxEWcli9OFao8pZWiqQ5wmZL40wSLvQFzI0lWCcaY0+BMHY91pEZwn4nzukUJGJplvpyyJ/8IPs+/xiPD/chDoxxZfsKi/VFGnpA3AdNU+hJj4SikLUiV/TpPZfLTA9oXN6vMrvyNJe9eca7KsJQUVE5Xo36L9sDBZU/6T7PucQc24pNS/FJywgYvJSTdN1ovt62CbP9cGgbunGF/H0Pcvy5Zzi45JDxNeq5AVYPHOX46U00RWFSK7IRNBhwLKTUWWwsUrWrSHeBJBaa3eDM5hmWukt84e7b6fpdFi6vYUoNcfgOdHWMvosu+9QieTWJpioE+96JsfQ4uuxStIboU1M4XQMjZmGkhqIrzu0qhmaQlAE60FQ9SttXKH7pMY6raZxf+BVWettsfvrjUayftWEUy6HoG/goVMIOilNDUzS2e9vXLutwvDXiqiAmQpKYCASqovKh5D0U1RTS67KGzqd7L5I0QgRwIeuyFJ9lxM2iojCvd0gLnXi3RK1X42L5IrpwURSVZKgRSp0AhT41RW7/cUI5S963GA7jZI0hXgw97s0fpz+biECRHXKlT0u1afllNlZO0XxwjJR5lDsLBznhjpKWJhf1LDGljZSSbcUmRLCm9dB9h4waJ5SClaNDSL2PkaCMpYXEpMZkdpK4EWf+Z1IMWt8kqVj0Qp+m07zmbjUXbNIWDuOqSsbKMJQaIqbHmLnzEUa9aVJamo4UzNfn6XpdBpIDHNIHGdcLWLpFx+uw5ZfoSY+0GuOwMchg6pU3dMr770cJq9dcn+reGpaiMx44vLz+Mr9/4ffZp5g8Ya1g957BGM7jdps8EJqRRZeiMpgdJKbHqNk16k6dATXGPj+Ppr6xG6T80I/CnbhNyt48MQz6pWQoGc0/V7jE9BhJM0m1V2W5ucyl8iXWnSuM6QWYmCCnDzBZPEKqqVHJmlw9ZNHSfFp1jbt7CncP3U3STBLTYyjGuWiMtWgP7kmPxdIFVuxLQOSOvTyZg3uPkn3hLFP6OLHEAFerV2k4DcaO3klKjaFpJvl/8W8Y/mf/mrxvIrQsjvRp2zXWnRVe6t/k/NA2XrpN3tdIxAPu3DxD2kqTtbIMpgfJWTnSZhqUKH5Wx+1Qd+os1BciIGjCo5yChfEMKdVnXDEZVwv0CQdfKCw31xjSc0xqfWhGksX6Il8d9xjqqPiVaZ6OrTERphjYOgfvugNLs2g6Ne4euZsxq0dMMYiNP4BpLb1mDNcfhAXPMPCpnTg8KvCnUsovKYry+4qi3El0Vi8BvwYgpbykKMqfApeJdCh/d+cGLYBf5/o16V/hdQIsA1iKRUFLYfs2uqpf0xDH9Th9vk7a0bmciQ7LjbDJ5698nvOl8wQiwNAMJnOTDGghj9vTTMc79FIhARDo4GKjEWkg7FjkIw3R1ZpSQiOx0+IwOrzTHvT14O5NONCOGIrtuEW2F6C5sBHWWcw0kMCoYrJFwGxY4qSwyHcSlIs6A3qRQCkxnegxieRQ36FrCLIf+nT97jXwpNKr0LAbPLXyFFV/mX7NJTl6gH+Y/FFyZ6f5ijWPa8KR4hHiO3FMAim47K2jScipCa7WFojpMdaaa9SdOk23SettOSptlcC+wNHmW2h5LYatYX76xE9j6VYEdAQOdmDTclrUejVieoy4ESemx24p0LEbr0cz8EXAGX+Fen2EgcQAXtDBUDR6Xo+5+hyrjVVWW6s0nSbDqWESRgLCJsmHHuCQXsRQdNQdTY5QTCbCNCONAn35cZT0CLwGuOMGbhTA12vTclpsdbeI6THeMvIWVEVllYBTsS2sME3ZbDAYxvG9dWTl6k7snG3iqkE2liVlFCP/38wYbuCy3l7n/uL9twZ19lA1aLPgl5HAalineUGQttIU3/c+hs/PUIwXqTpV1tvruKFLz+/hhz6Wbl0LxjaeGUfTNBpOg/XWOqvNVbZ72/Qn+7nHnKSgJgn3v5O22yZUrtIUPdrCphx22Jj5Cza7mzTsBqEIcaWLJRWmwhSZ7CQdv0PNrrHUWoqATBlgSYVH6mkmvDg+ElU0qCkuB8MMplTpxPK0pMum16Auu3hGFfO2Ozn5kV9nNDMa+aR3y2x3t+lL9JGxMsT0GPty+7j6o5IJGZD41Kdfb7m/gqSUzNfmyapx+rUbL/zeDlsgo5tPVEXBaq3T9toRGBe00BQtAmKMiWgTTQ/Dqxx+fugzV5vDDVwszUKVBmPhjfGVduuSMBIIKVhqLNHxOgQiiKztlMgn97Wo5/dYrC9yoHAgWvcf+FGC6a9Da5N6u0sl8KnqHkIBT5U0rMgNQQIdLWQr7jOTdknLkEt5weWBkIImONxL0NUCumGXLDG6akhLdUmrkoJQmQrSHDCnyCgxDrlJpuoluqMm/X6Huh6QBpqKy8JQjL7+As31bcpaj4x7GQEspXzuFApjWp6gcJiTA9HNQSvWCkkzGV3l6tv4wscLPc7tj7PtGqzpFvOJPlq5OMUgxtE5mI41GfAk9YTKiW6SpuZT9CUhFqMTJ/CMNsmtJiVdRaghMQmjIkn3kQexpce+2RJdJWDzyAhoPRR7ga7ngQerWoeGv0HGTFOIF9h+y51s6XXWGw0G8/3c+VN/hy9f+UeYGw1WLJfPHrfZjGvMJ0L2JWKcm/Tonf1d0mGDDDCvdxjvn+R4kOXP7W10DR6uZ7kgOnga9AyJKiSqVEigcUmv87yxzY/a45SL/cwdNihV2myk4aVRcGMWYTHPrCK43dPpJnXaCYV4poBUOox1FBJd+OaIz5oZ8DPzMWKKRgKTYGwEO9DxxqKbDdXVbRQUNrQuz2WbdBXBECoDJ+9HU3RWW6vcPXQ3ZdEEXSCMgBEpuWA2kMUsMU8jKQ3s206ifeSvAVDWPJYSHgeRBGPDXJkyKZmb9Eoa717SWRww2NR8VAnPD3i8v3CYuaJH1dWIKZJRW8c0VIQiqQ2kGH747TjmGEveBkgY2Xc76wMllrJRTBXpR1YTthFZFqiB5LLeoFCb5xF9gA0xx5oZcq4YcuBgHowBznfPoSoKMS2grUmW9Q4PFo/yIt9g1DFYTDjEA4W4p1FwQpZzkmNGHweO/hD6uav8eXyFw8ZxTurjPO8ucEDr58vxl6iJFPvDLOtUWVPbPGWVecvgT5Fbn+flfTHUGtEtNwIaOYvDK1G9F4s6P2mcZLY+x6mkzx0rsJ5XyQzkMKYmmJzbZGnCYC7WY2Bd5R47jY7C82mbeizkvopCRw1oKwFPZtsI6aOqCoc6Fp8ZqFCOw1gb+hxoGRGfcrAhKac1ZosKoSqYyQvWM5HgvpKHlNBZygR4BpgueFZkVbKZjm6V0l1ARJYhzTgsK1C0ozg2zw/CdgqsAXALBpltl4YZWbW0rAicsFIRSCQU8A0IQ9CkSiwIQYBUwfIjrCUVRLGDHDOKq7MLurSwaaai2DuOvnPxhRcFTYYIFAlUbgBn3N3/7/Bl2s7cuWals4vJ7/1O3vg70GA1Fyn10jsxHNeKkMOklPV2i6JlgppIsmF1kTuW285O4N+4B71YZIHWjkXxgKbqkAuhpkVzebdMV92pmgIO0c1TgQqz2eiKcRXo6VEfxD2YKUagxPbutSsmmF6kN1JUhZmsT8MMyQqDycJRFvVzzOcEMQcWDgBBNK5mEIFXGhaKhHND0IhDzolu51rJQb8LPz5+H/d5A6QOvAfl4Hu5+vwYvHgGZXGZ9WKcEWHzcn/IdhIWMiEngj5MLQqK72qghtE8CIgALplOYetNLmdd0rEehxWNs/4qDdUlLxXabhshBS0tjPZN3UR/9w/RtJustlZZaa4wv6vLUWB2QEMZS9JyW7zTOoqUNo8XA9J6nGdHIlDP0GFmaIDtSYOwW6Aqa/Qr/bgbJbw4DJsFLvo94gFgRON+pAY/Wkqz9q4fZfu5Z9hKSBZSKpV9Jg/96C9Rffw0uUqLL9lnMTGQ2TqV2BwHGtElFu2gQkoxUerzLDYWkUiaThMUSAudiSBFfuw+DNWgfblCqEjiqsGAniE3dCcN5SwtqVELu7zsreAP9bhN9TioGYzERq7xGVvK16gaAWmpUogXKIVNznordOe+giIVrHfeBxJW60tsZltkAp0JYXPQGCTWf4JSp8RcbY6KXSGhJzikDzGaO0nu7vtRPvRhFj7zn5kIMnSEw8oP3UvNuUzNnaUnfAIzYDUR0i89XEXQeuheVEXFnv82gSKuySz7cvsI9TXmJLT1kO0Dw7haF0sxyKtxpLAYCGNkhRldR594EEPECBHX4na23BbC30KoXeywRTaW5bbB28jFcgQiYPqe23FQ2fK2ueRVqYsus/FVZrweWaPDROiiKQoaCjk1yRFtEF3VyXsGbWkipGC7u81Kc4WSu4JLwGh7naSRvAbm8OFfo+m+Mq6gkJKS0uOqu4TVWGIwOcj+/H5URaX1oZ+ibWXYqM7gBi5Df/2XOZAo0vvkb7MavvIGsq7XZSOoc9nfoLZ5BiEFftiiKz2eOPcHnFo5xaHCIe4xUlTCCiP6Qb6qznIyXqB4z8MU8/uRyGteCYOpQfbl96FqL1/fXHdpj/JUSknH61wDdbzQI2NlyFpZhJomrcSQqsZyc5mEkSCpJWk4DRYbi1wqX8L1I8AnkJK6tDmpjTCi57F9m/Wj/fRtt2kM50lJnQfPNzgiE8SSxRuqI6WkEo/2/G87V1Cb4yhSYTNs0pEOg1qae0fvZZGLXPVL7PfaDCYHcQMXXwrSaoxMeoiW0+JxcyNSGD/wE9SdOtPP/FtW+1fx9gVMVhK8M3aCw2t1xqwTJA+9HzeIZK26E8USatgN2n4bKSS6qpONZcnFcgylhthqRbESw2yaABkF7d/Zz2sisooXQjAtNqkvneIT5z7Bg1Wdfl8nEy8wfvAeThhj7B97GzE9RsNpUOlVONJ3BEW7EGWkW6AoeOLVL9/5QdyidR6iG+5uev4Lr/HN/wr8r7d4fho4+covXp1UFEa1HGb/8UiICGxs36bpNKlZAaEpWMlFQQj7jo6xXDofuRIV9tNyW9TsGn+UWmAl3KLjdOhoRJodES0FbyewIAbgg+VGDNAug6CGkPQjRiLbg2IHyimoZ1RGm4Lh9ACG7DCfleCXGfQNdAlbokEMlZPaGDV1m2rCZurEW4j92IfInpujGUQX3tXtOl2vS8Wu0PW6SCkJZBBFrHe7XNy+SF+8jw+m3s5z4psciU2R1uLkhcmgo+MbkrgRR/zSL1Lv1Xlp4TF6/jaXYys80XoMZ67GwfzBa5N3KjdFzsrRi82zFbbwdJMUKdJGmuXmMpZuRRY5eoxiokhcj183n7yJvNC7BgZ1vSigbnvpCS62H8eRASP2MRp2g0X7HJ4U+NMOQopoQwt8JnOTjGZGGUwMUky0MdDQFJWe8EilhuhL9JH72+9E/dTvweVPcHPAbYgE87bXpu22abmta76xiqKw2d6k5tRQFIXzW+cjEOKQjUUfR1AIJQyLaCNLZMeiK+s1i7uMCcyBE6BHATx7ispaa42DhYM3gDt+GLkKeqFHx+0wU53h5Y2X2Wh9Ex0FVarcZo4xmhlFURSabpMtd4uV5gqaopGNZRlOD5OL5cjFcli6Rc/rsd5eZ7oyHaVDIxPPkLNy5ON5CvECDstUZRfVaRGKkI2gzmbQZD2s08NDLbXJxXIMp4YxdIOO2yERTtNRAtarV7BUi1wsx1hmjIyVobz8VULFwpQ+qUCj3zNYCRs0VI/n1DJSgdHOFv4H3oMTOgx9+TEG7vkx0h/9NepOnavVq0gpGUgOsC+/LwKl7HWOFI+wUF+gmCiS++W/w/wLTzAWhryBkG/XaKmxhKEZjOmF6LaHXvWaJdNW72Um1AKmqjOgZYgpCqPpUZJmkpdiLzGSHtm5SULBlf6rlusGLrO1WWJaDBcXUzMZDVMYqNeC6XW8DlcrV2m7bSZzk6iKSspMMZgcvB6A+XWCkruBy1xtjsncJCnzpuDc2RwISdkOsAeLBLlRFlsv46se7lQeV2vTa3W4PCyoBR79gU8Qt9Asg7ir0dEFqhKSUFRMRedAL47mZjjWNmj4Lm3V54CaJpSbXNUbbKdarKsJ8vEeQlHIu6t8Kb5MxiqQO3wHsfAqVilgn1ZEHn+Ihc0tbFvwkreM19lPohIF8Z5pz5Av5zE0A0M1Iqs7zcCUKvFkDjWWxrNX6BMxjoVZ0l4DCha18QHGaj16GY2iFkI8IGOmqBwYYXX9DKV4D8cVGB4oKOQ9jU3RYVIvolBmQ+0iZUgMhdWhBBOdLmdyDmVji3wwiup1eGnjJZ67I8PLdRvpdCmZdeYufxbNrHM7gj87JDHqefJOm37X5H3qGM+pacbHH+S+lTHmxbc4Ema5zS9QVm3cXBLLNFk3XRYMD0+FM8MaFDWOd32+aa3TUQIMFFb0Lo4SsD2aw1UlHaOE6cP9boo/7w+ZEklOHHuYK/PzhGqL1f1F+tQia50WX5psMGSmyAuBKVSkJglkiIdkNeZgqT4DR+9BkzN0A5+X9Sovp7scLOsMhDFqsosmFeLaBKEMsTC5lPK5N1QYM/I0gzhXi2myroW3E5BZ3QmE2jAC1g2fq4UaS7Ee7SDHbX6GaV9hLidJBwqOLoipYCoK+8MMF/QlenEd0nFUw4RsHlsJWS8IbtNSzPibNMIOU7l7WbldpTB9mPXYJiEg9OhWoY0k/PEJGE0lODBxhNsHbyd36QwvaB0aukAoMKbmOPrTf4fp2ecYrvhcnMyQXtvmhJfDCR30Bx5i/i130XnuSTZnnuZgS6WW1RnHxBgcQUXhS/EV+gOLI8YI33AukVcTLIsqaWHSp6Uoq4IkKs+a22SFSS6W4+qdYxTFbVQuXaQVc+ke3c9g0URTS7w8EtKfGmBzcpxTV86QsRVcHYSmEp/Yj4lG89AEz7oLGGWFB/1BhhIJzh1IUu8IkuUy63mDsl6hPJDkYTGIUExsAv5wqMzpVJtYEFkMt2JQtWC4DWspyYtTGq2ESi+hsaobxF2PagJCHQqegasGeGp0Q9X+DvT5MNCNgItWPFJi+VoExFR2bsRSiSxiEj7EJRwOcswoHeqJKJ1tRAGMGxFviioi4MmUsJRRMHrRDVoQlauLCMxoJCKgqZ3i2jEeQ8dWPKrx65iNvwMYsfP7FWF0dlkAAezc4gTcCO6w57fCjWyDAh0T6iGEVuQSZQQw6KgsDWjkugaW7fPcWFQhIUVkDLQDJO0y+Su5CCSoW9GtWaERgSmtuMZ2GuxrOs0dZeKOhctyDirJaM7XE6CpkWtX24zK6MUj0KijRnxosbfzvQnZKgyMT7E03GOhvQJ6iwvTX2IpPkcbwZQ02dcRyCBgPRt9pyga+4wRmokNHBmNx/EabBUMTlR8tFicpDBY0toY1asYmkHDbdAKyhxHciDIUBIOHV1ghhAmYsRP3I52+Vt4WqRY9XbAHbRoXrw0bnBmQCKFzY+4KqqqEsegoXjUghL57hYjygiyv0i+1aYzNc5me5OO22G2NhtduJG4PmSrOQOCKgn6WPRKvDxYIyeTrDZWacYjS/oPrBlsDVpoySHOjZfYnzzK8EKZpwyJIhW2szEqEo6V4cqAQn9L0o7B1w9pJBvLBFpAwRNcTYT8sDtIykohBsZ5Ln6VdX+NUXJsp3qoqoXaXCQfy1NQEmiKyoZTI2/l8VWf0ewoilRoTu7D0gYwVAOJJKFa7NOKeASsBFUWN88w514mrTcYxuNuc5xcMMnkxG1oqSH80Ge1ucpiY5GWs4y7P0fjcBx3+vPozgIxRSeFQsJMEIqQ9fY6hUSB8VYSLVQpS48XnAXWL/wxlmYxnh3nwfEH6Yv3IS99AUPZQErJQn2eHHFauMy7S/iVAdr+Nm1hYykG2VSOIKeyHbPISchYmchtTEJJdWiVLzCaHkUiURWdQJUcbcXZb+1H8brcZU1SCds40qSsOTRVj5QSY8Np0Lh9lLZ0eUt3m4yVoRgvsilDXjS3ebuaIB3vo9KrsNxYpuf3eLp3nqPGCOV4iuaD78RUdTreMtl5m8n9d/PWsbex9cFJBobuht/+H7gYrBNTTIzjOdaPD5Jsb1xToA5oBXq4HC0evWF7cUInUjjvbjNSUO1VmX3HSTJhi6yicKL/xDV5qOW2rvG4+/P7o4DMt5CVWm6LzfYmS40lmk6TrjtDVXTRexXy8TxDWhYLnTmvzX1j9/Hg+IM8d+5/A8WnEq5xnzvAI9UuUkuy1lrDFz5DqSH64n3Xy7uFJbwXRjdC7iq9Y3qMjJVhIjtB0ogs/oUULIgea7LGqNsmYSTYbG/yYu1Fnr/wPK7vEjcjw4pu2OWgMch74yeQwLpoMF+dYX3cIjae4I6Dd/Eu6yjmY/8BTVzvBydwWPI2mQ222EhHFn+eCKk010g+dA93FI9S+cIf87QzwwvrL6C+9TbC0GOtvUbP69FyW+TDOjXRJVz6NqZiMnz8rghkqc+z0lwhFCG3D97OcXuLA5s1YpN5WmqNl4wqzatfJBABqqKSNtPk4pEsnI/nr4V9qTt1lupLnNk8w9o+lWYc4uYgIYJy2KQhbWpGiTBIcVtqgD49R1zq/Nv1Z3hk6hH+8ZkzqKjQf5xVLUWfFnlf7K7liewE5W6ZqrseeYnMf4vF9uOUgtYrxm2XfqAxeP4ySCBYDCqIyhXievyaBU8xUST7Ex/BUA163/jfqcbgyvYV3jH1Dg4WDnK5fJln1p5htjJL02viei490UPsXvKucT1EnwEWFp7hsvcSPt2Pbh1QZcQECB268ej3QW2Aw3WX+f4UDVlnwMiQu/dBuqpFv5pkn2JSpUxJtjAPH+Fur4+M3odIFOjedTtLepWyt0G6GkX5zsVy9MX7aLtttrpbBCIABcYyY9w7ci/fOPOv6A9jvDd+Ek8GNO69k8W5P6NlOPz51T+n7bap2/Uoro0MGQxjHDBHOHnHR9FUDTuwr7lXNZ0mvaDKalhnXEruHLyTYDHgzqE7X7E5hSKk5/dusOqp9WpUehV6fo+226bm1Gh2niKlWmjraSphnYwSY7W5ynx9Hs8vccQc5sjASYrxIrZvc/vw7Yxlxq5dC1/lWSSQVRPs1/sx+g7dOBF2roQORUjnIz8ZuQCtv0jba2OoBkKKCGjxOjSdJnO1OQSCycwk+View4XDdIMuo9YCtxujdKTH8TvvIa9FFwi6iX6uVq9yzBjB3Amq68uAjnA5u/Y8+ViehfrCtWj7th/1Z82usd3dZrOziaqoHC0e5Ues23Ckz5CRxUTHi+dBwlRuCpETvPfge68dIj2/x1Ij2lTm6/M0nAaW/v8j7z+DLEvP+07wd/y53t+bPrMyq7K8r/YGDaCBBghDJ4hUcKWhREkhs/thFLFmdmO/zIeJjY3QbExsjEIRGorSrBxJiSABggQIkPDtu8u7zKz07np/7/FnP7yZp7uBBsiZif3CfSs6uqO66ua995zzvs/zf/7GYCoxxdniWRRZoTqo0vE6VJIV2qM2u+4ufd/GWQtojpsE1iqmpFO58iJT6SlSuvBQ2uvvsdZaI2Wm8BSHlKexNHlNgAsBxA0hsUkrZS6fvU5wNqDpD/nOo+8Rf+xzConK5edRkLF9m5yZ41TiFMrfu0JtWGOrdi9iG6UMMXIbOkN2uiJ5aq+3h67oTKYmhYv+jRsYP8cx/ifXVmeL6rBKKV7iTWuNXmghHbxPY9QgpsX4nHmBnJIgIRmiQU191HQ7CANawxY1Zw9DUjn5MT9j6Ax50n5CMV6kMWpgqAZDd4j99HUehxajw9uYqonlWeiKzmeWPvMRSvFfdR1LuyaSE2TNbPT7fhiwIw/wpiZwJQeaI9pqB1WSeOyPSfkKZuChBKEARpFw4ya7UkAigCnLYDozzUUnj1XdwVCLSMgczGW5v2ASSiH9Rg9fr7Jvr/D4wgSye8hyKOHO56ge3CXpKZif+STG+B65zQbNYEDvVIEVcxvVr9G8fp7h4xQzazYyEik9xXR6Gk3WqCfrXJ64/FOfNx3q6CiMJR9bDpjzDWQktssGjYRNkZBspsyhMiYXmLSTKlIIbmjTkRxicsBAD4nJcFLKcXhijiAMGQY2e3KH17Uak2eeo+dsM9l1WT0p005bnNa63CCgawlfqr3eHpNqBsnRmXbTlCYus3xa40/m75AORpzeWuFtbcR8dp7NU9P0vTpni2e59QkT39mifGeXh2qHH+qHBCNYi4/ZSmbpaDLsdajGAr7cTdHUPVqyw6+OFnjPaJANdAYnZxj4FpmDFo4GcR+aC0XGFYeF2EUsXJ4kHdp6QDY0eU+u817OouSbnI/P0+jfxVJC9ipxWrpLcbpEo7VLCR/lc59H+uKv0PrmX/DjlXukOjJLfZ0dxULyWsQlXTAePJu63yXrKlR8jYwcpyb5uFKABNiSHyVPNkYNHiaGrMkurcSYZb9A3FwglDZAM1A1hT3dxTFU6rkYM7ZJPFR4ovSQtTiHJR3NNihWSuzJQ/qaw2OnyoZfY1Ep0xjs4/s+bxl1xupRjx6CfpR+lPFlPmteIPPlf4ihGmz7LVbm05wPr+J3djilT3C/dp9EoNLWLGwp4GJlmdr5RSyrw0pzRcgRTuQ4sTtF2RjiSyG9cZeh5PLt8QOmPYPa4gTujVm813eYU/P0AosTXpLveg3cTIKNoIakjPiENUlz1ESVVSpqmn0JqnFQfImQkFpSZronERDy7fG9IxwhpJ6GUjxPRkkwq+T4L6N3kQJ4xqkghx3WzDH3NAcfWMuHLDsK1VKSyvmneO43fpMn7Sfc/7P/wBOtijySyMgqckyjmZNEaklg043DKCnTSciMTA8PjczAYSQLqfme4dJVBKMi5cBTdYVyZoab6hY9U8iwHATo4ByBChlXMIXSLrSTKql0kWbGZDcUr6MeSa8sU7CYPAmUI4ClEwMtkLjYgK20ADCOk6u8I8nSpAWNDwEuDj61I8DHCUVi1E8BOj+p6A0QVe9P9lDHrxuImk09ZvZ8zBpoICsw4apIgcfQAFKTGFmdlNVmLdnhUg3S6OznBKhja0LqFoYCaFM8AZIlHCH7kUPIOHCvIjPQwfP8j7xHTxUMKEsVr+HLAhyxNMHacVSIWYL5FCji+yz1BTCWdMWfb+VVvlXoMgwsxmGApfQYtVeIEbIUpHhl8gbv7b2NPBCSnoQNy26Mw7BNIyUkW1f3BQPLMTUkQ+H6KIOOxLyXJEhO0LN7VHtVNtxdtLl5HN1kMhjixgwOE2NS4ywbT53EXj26VNKRIu5oIDoy4JuLHn52gvm6SyiFPKg/oOcdsKsMKYc+juuwP9jnzhQ4eoIwD8mdNwiCgJgWYyI18ZHboBAaaEqWZ+Y/w2+v/T+4ElbYS2sMnSGXWhJzw5Db0wq2OmRl723B0go8bpehWjD4Ui3LN8K+8HPSYKiFfOEA4ih8tvw81fxJbksBb8/LJKdmeH02xt7N38FZHOPWVC5KeUaSy5Src9aeIsyfpmN38AgYBx5jd8xSdomRNiJjCIuDh0iYkoYd2KS0FAk5ySPvkF2/xYScJqNoVOQ0J899EvMXfxXpa19noARsKn1uP/gDbh/epjluCjNne4Ozkk1eTpDMn0LTt4lJOicXPsF7+++x2l4lY2TY7m7z5mSdlCcz7R6Qk5O8OPci85l54nr8aHcK8UONNi637EfU9326Szb2wGPC75ILQ8ZXziOFPpU72ygTU9hmyIE/JI9EXIuTNtLkAp0ZP8lzV36LYqLIbm+X9pvb1CZOMfvq/47DL3wCXxbDUDf06Ug2B9qIubPPMPdLX2DU2yUrx9GOkqnu1u6KpFlf2KN3gxHDwWFkyZE20uSUJEtqCTW1zLnSOe5U75CT4ySDGLIksdnd5KB/gIrKY7fKGW2CU2qFBjKLapnTRWFoPPbGxGSdcfBRk/bj/1eKl/ACL2KkJ/WkGERrZezQQ5IkOlaHg/4BISH5WJ4zxTNRDRyGIWN3zMYXXuDtvbd5/f1/zcgdiXs7McGpwilif+sSI3fE1YmrwlZBfcy/Hb5OczTNi3Mv8r2t75F66RUqSp4rxhy74V/wONYg5rWYTJTImbmPBZKC/+rviB6ouxMNvDNmhlwsx3x2PvL4BFEf73X32Oxucug2UCWZg7132exustvb5WB4wNXpqyQzScqJMnkzT2PcYFKHXb/Nqluj4Q8IBiZnvAyv2TOkzQts+U36J+KUXA23dp/NziY73R0YPyQuG/Q1kTbYePYis+lZelaPb619i/boPs1wQNg/YOgMUWRFWDzkFjkcHJJR9jmpVSic+Ay73V3ecL7BltdAarpkzSzzmXmyZhZHCnmYGJPQemRkn4nA5OzMsyT1JLqiM/bGtMdtmuMmT9pPqA1qdCxh5JwyUhRjRRK+RKDIpE9cJC7rXPy1/wM9u8fKH/5P/HLsOsnZ5+AfPse/ePtfIDUl/utn/2tk/gccOcSye9S9PneDXd5//HXu1+/Tt/poioYf+kjDO5iSglnLUnjpkzyVmoR/9tWPPav+2gM8qmpw5ie8ToIw4HBwSH1Qx8dndBRJ+Xz2BIZq8Hv3f4/39t+jO+6KZCPfxhMzBrE+VGTEjpIJPgLthEKmpSCYQUYIOUdEi55qwdVhnMc3Cnyj2CJViHOlliOVnkI20iSVHCk5hvrqZwi+HVCUkhTVNNa1SazPvUwwqCHjkg8MprQSk5VL2J7Nbn+XtdYaqqIyn5mnY3X43tb3uFi6yBu7bzC8dI6CnOQPx+9jfOqzglb350V0rc6zU89yMBR2SG7gciC/SU8CJww4HB5GwNgxq8NUTW7JX6NMmudmn0M6+jK6djcCcizXEpIuq4vtCZaK5Vu4gYsqqSJKzh5g+zaqolKUk9TDAfX2KrHAZVLLkEtOcrF8kU9Xr6OrOsPlLwr/kvQsAQGrzVUszyIfy7OolojLxk+h0LZn0/zVz1J3tmmOH9B9/DWCMECRFEzFxAkcOlaHoTvED31iaoye3ePp6ae5VLlEXI8T1+LUBjXWO+s8ZZzGJ6AgpUhIOq1f+zI9q8e99W+jKzpdZ5th4DB6+Ae4T6U46A8o9vcICUmoCTw8HN+hZ/ewfZuULjaEz5/6PJVkhf3+PpvcY1bNU5LTJGWDWPEckiRheZZw5G+v86T9hCetJ9RHdRQUSokSC5kFMpUMXuDRtbs0R006doft7jZBEHCndofBeADOHnEMiqrBlYkrlPZNnNDnQI3xpP1EyBklFVmSeWHuBeaz80g7cXRJQcotRrRMQrhXv0cohzz2DomhY+Py0tnPMX33mzQDE0eCnJKkWL7A2B2z399n4AwoxAucKZ75CNjh+i5P2k+Yz85H99Lp4mmqgyojd8QZ9aN0zZ9cXuDRt/t07S6rjVU2uhvMpecYOkOKv/QVZuNFmuMms5lZTuVPobz5//nY13F8h7bT5m71LtlYlnm1QPJYmvWh+6trdVlprpCP5XlQe0BISMtqcaF0AfnXfp0pPUlCTzBwBmx2Nrk+df0vled93ArCgLXWGlkzS1JPstPdicyzf2St8ETto/sxYrJLIQyJhzKlxUvoW21G3S4OFsZsBX/fYcnLkJotouztUqj2qCs+Q9lj9UyJkdFCdfaQgL4ypOv7tBWHge6SIiQlmST1JLIcIxWOUCQJe6JIV/LpdbeQJJmu7DKJjCzBZSfHZ80LHCx8gkP3m0w7DcZKEsnMRAykY+bHx62QgN3JJOVaAT2QqUsWLc1FCySylXlaSCQPqrRki7KbZWXGJDiRY/+wj5nXcBWd3Dhkb36CTkWjFPSxcGnPZcAPMRWTrFLk+Xabb5Q8XtTn+cpwiVL8MuHsc3xz7ZuUE2UUJcswUGgpNs9ml/i90b/FDzwqao71uEPowqrSQ3G2WNKE5tsPfC79+j+l8HcLrDRXWPz675P+ztd4PQ0Xzr7CxjKY/3adhWZAeylPW3W44KZIhzoh4OFz6HdRUMi5OpoPtgGdv/WrJBuP8DZdVpxDhrMV8sMWm3KPezMGZ6UlfElCWzwFN+9FxARZkvHDkIAQPZQJgoDGsMFja5OkryKli1hfvIZ/5SS7N99nWs4xn5knZaQoKWm6RhozNUtIiCX7qAjOcf/SGfxXn6dXf0RCT/BkJonRHnAmPsm5k8/z0NvHX5hmpNag5tOMjelkEhioDPw47/3jv83t33+XVFtjqPnEM1PI//ifMvrWf6C4NaDtDzn70t9gIbfAemudw8EhN0ugt0Uzq4WQSyR5ZtNjJ+7Ski36/V0mkhMk0UhKOqlT5wnXQja9Bq7vEENhK2Yz7yXJBwbfdw/o779He9zGVEwuVi5i+CtUCiXassXOQRvkEcq16+zwLnFkKokKspqj51sUv/A3OPhkh733/yd6YxWLAS87WSQJNFXj+dnnqd/6D6zlPDK+hLK4RKc8JHc4S27f4Y+KIyrzJwnxkLe3uBYkaZw5Q/FTX+TfPfwvDNZ6PGeeov6lM4z0hNgLU1ME//1/D45OYmEWZ3aCl+ZfwtRM1tvr3HZ2UKWQeVvHi8Hg7Cwjr40XeIzlNorl0dcdVAw8JCZJsmMOI1mOZ+gotgeq8O45GeSpjOO4WVErBYqQVR1HeOdsmLIEKNNMwNgMiIcuh34XFciMBaMk5oCrCsl6qIAsgyZB0lNJK2nG8R6h7CJ5QhamhQquEqL5QSSBP142PioCKLFCItlVtH6yfwn5eHDn6CGRgbhzBDb87G0JJYDZAcQME4cB032olxySUpqO6nGmDi8143z/jImturQMBUfxsQyJRjwkCAXhWz4Cz1QJclIcyxwhhyHZdIVhey96b/oR1qP5gvUUhOLeV0LxcfumGBoiCeDl0HTBF02QK0EvDklfYT/08YMRfSxkNSQeqpwon+fygzprygD10iVy9cckPI/3sAlleBy3GHh1zBCe2YUvr8L78zIFJUXS7zFQAtb0OnvKiMT+u4ycEQ8aDyhJMV6LnWfqV/8urXELz17HePgjJrsG/UQFVAUJ8cEcRYA8x8vL5/FLcdQ7B+zrNm5vj0cnE6x1Aw6dXeLV90jpKUIk8oGBoqZZKJ3DDVxemHuBvt3nhx+6xj3F5Uv6Cf7jo98jOXmC7bLNk9YTFtILLDhNLNNGyWXYLYkQlqenn+Z86Tz//I1/zqf9OerlgDY1ch5003CtbmDHQybdBPfP5Pmze/+B5qQLFpyXHLK4nC+dZ391l2ULHDmGf+0amY0GO9KApNMhG8tiKhn2/Q7nSueYTk/TUBsi+n1YxQ09ikoCKVaiNqzxwNkgDGFJLZGS4+hmho4kISOY5pvWCquVA+qpLrHVLHOZOT554pNMpaaI7f0ZznkP6UtfxvVdDrwR73ib/Pa3/xsBGiQn2OvtoUgKp0cxTo9izJsXKKkpwuwcru+KGtkZstfbY++Czub0PNVRlXRrk3KqzLRWJJREGImhGVwpX2F2RSF58Qw7g7fI7Nzht+TTmEuf4aB/QGxpmefjz1BOVY5u8xB+6cvwn+4I+Z3dY+j3uO/ssfnUKRr2BpWtOqeUCnYoaq+a1+TA72LXH1JIFKgkKnQlAdak5Dj59DQJLUFci6PICqtyElPSqNt1vrv5Xfb6exQlhabskpU0EmqCufQcaTNN5eXPszz9DNYffZWLTp71j0lC/bjVt/soksK4NiZn5jhdPI2pmjxqPCIIQ7rBiAf1B0hIEfv+bu0u7XGbg8EBO10hMeza3QiwfGnuJabT0yT1JJoi3sfAGURMnPqwzlfP2zxuJvnK0mfZ6GxQjBVZLi6jqdu0gyG1i0tcvv4KM3//n/3Ue7Y8S8iurC4DZxCBcCdyJ6JB8nFITM/uMXSGwhO0t4uu6MS1OF1/RDcY06zfQ0ZmubCM1tE4VTzF6cJpenaP9rhNbVhj/2KBnttDlXPMJitcLF0k7a5wV2sxGN+lqKSJzczyQBmzt/k9CEGSJKp+F98Xnk7S0Xf97fVvIyNjaibm1Ruk7T7PzDxDKV6K2FY9pyfsK+R13rE2eP9H/x31QR3d3mNCTXO2fJ5T+VNUUhVyZo6M/XVi+TmU//FfM/jX/5JmMGSzs0l1WKUxauB4Dn7g4wQOQRhQSVa4WLnIbGaWtJEmpsW43YwR9wec1iqEEuRjedbb60wrOWKyztAZ8s3Vb/Kd9e/wlfNf4auPvkrtj/4bhs6Q0Y/+nzyutFnK5ak01zAVk5dOvSSM2e0e7UcDYpJGYvYF0kb6p9n8H1p/7QEeWZI/0lR1xh0eNx+z1lpjrbWGL/kEEsSRqQ6r3Kne4UnnCZZtMfSG+PgEBKioHwV5fDA0g/FHODugaCC5omiJO0KvPO8ZzNYdFjohtZTEv19Wyep9PmlNkjLOYJVk4otnmc4vkdb2ick6j5whzrNPU5m4ivkn3yIlx0jmTpDUk8T1x9wO7+GEHrcObwntaRigyirNUZOb6TYMeAABAABJREFU+zdZa69xqXSJ6lA0x5888UmyZ7OcLJwURZ435kFxilDv8vb+20iSRN7MY/kW02oGzzf5tHkWpfyBIs7xHWzP5vbhbTZfvkTWzHK/dp+e3eNe9x7ethcBOZZnYSpm5A+kKRpjd0xz2KRpNTEUI0KFc2YOR9si5ZlcOvFprh8skpXj7E5e5kzxDPrr/4Ghb3Hr8BZJPcl2b5uUnqKSrAigAbAlmU4wwjpKCGiMGrTGLQbuAF3WiX3iGoqkIPk2buAy9Iccuock9ART6SmmUlMktSTVYZXZ9CyFeIGxO2bgDrhfu8+tg1ukjTQDZ5Mdr0VBSSJLMrHNMm27TcbIMJOeIalkias68YVPsdff4+mppzE1k93eLvv9ffzQp5KoiMPoCMTIGBl0RWejvcHAGXBFn0OXVKzQ5cDv4jVX6Fgddvu7fP/w+7x9+22SepKp1BTz2Xk0ScMJHCEF6g8YOsOIGbTT24k2wKyZZbY8S/FQQ0VmkKjQd/scLmeRJZmCanAxfZF8PB+ZSmfNrNAh/8rfRVd0LE8Ad80jqZOhGDz/t//v5GN5Nn/n/0U/sJB++Zdp3bpHxTdJqVO0wxErzZWPyLB+srE/BjHKCcHQqQ1rnC2epW/3qQ6rnCmeQZbe/sjf8QMRCd21utSGNdpWGwDLFfGPn1r4FOVkmaSeFP437Sck9SQnsic+dnoxcAZUB1UGjnDKPFs6K+RTR+BOGIaR3OqY/jybmWW7u002lkVXdC6ULzCZmoxe0/KsyDPnLwV3PgQeeYFHz+rRHDe5V71H3+kT02KEhGSNbJRCV1bSpHIT+PPzDGem6e53QZIxP/0a5W9VycyYSM88w2H/EPXiZfbv3GEvqJGUx1TjY5qaS1zR6C6XCLwaxdBlUs6Q9ePYapZLjk193MNMJZlTChzGsoSSYNOInTFEQuL52ed5X32bzMl5tNc+j/ZnXyV/5lkSf/u3kNvrSOfPE3rbP//zf+i62n//N9l/8PsUdzuolWkOTy3SHDVJ7CRot1eJ+wOGWJQmsjSDAQktw8GEgTSoMZZCCr5KPExyvQPetdOcfeGz0f5mfvePCSQB8DxtzLO90GCku1wYFjBChYbf5/0n3+ZB/QFjZwzBiLtTMq/MnOU/3vuPjIIhLxrLbPkNpm98En/9FkPJ40u/+n+lNW6RMTNcKF+glCjRHrc5HBxy+W/973n9dJLEu9+gL9kMXY/l/Cn29UNQLK4uvkQgh3DnEJ+QXXWEHRrMKCmmK0sE+gqjQoqklkSRFDbOl6gkKyT+4122VJ8nSp+nzIvE/U3W1QEKMsR0qOTg+efB1AlOLeGvj5Fc2OnuMPbGzMgJHsyWCc+dZ99M07M6PK/NkJFMVCOFF3gUXv4cdX9ALH4e72/8Cp6zhfv9NXbnM/SvzzLrDhk4Ax42H6IgMeHo7Mg2+16HLa9BWo7hSMLAt5MxSOUr+ITMx4RPgT49zykdiocrnPYzNFWTtBxjZ6pE8ekX0BSN2rBGdVilPqrTCccER4163pPIBxqyodOO95GROF04TVJPcsuroUsKU1/+DQ7/6F9iB11Ox4o8XihwNjBYcJP88VmN9aUM04qO7dtcnbhKPp5HWr5AUc6y/fh7bCVcFmWXdAhyKHHaqFBMVHgQ9KnIadY763TGHaqjKpQzlIISp3Y7IMk8N/8J2uM2Dy5Po//QJGNZrHo1rEChOLnIH+jvMwp1ThtZeguLpNUEHTlF7OIVvvb4a4ydMc8Zp0jIBpqZIR/Lc3XyKnEtzs3S7zGy++yVVRbzwldhr7fHW7tv4YQ+M74JmRh9vUHb6VKlhwzoSkhgiOLPO9Iq7as2hUSeqbpFU3WPhiDCVycVKLTyMf7ggsTWSMILQ0xJRnEChjKggeRL2HZIR4dECBUpxVLuFL30kLDdRJYC+gb4wZHsShIMlKyiM3fqIg+cfSoDn92khxQI8ELRTGRggAg26Cb4CDijItFKgqWHRGXYz/ab/Nn/LxTyMQUhBws04W3zMSnpAMSBimPQNWFiCKt5OJ8p4UxPMN0eEw8c1rIhvhTS1Fwamo9nwBAZAxXfsikcgWHTfWhkwJiYoVTbZ00eM87Gsfof/DzviK3mHoE6x+CTFArpVqhCEAjwp6a5OBLEgyM5GxBDR1cVhnpIIpvnZNeHsIsVj1NJVjAmY6S9DvvdfYZnT6LkCwSju4SmqKsMdBbUIpnYmNcXRtSLBjdSE4w9jXLiHMlTyxTlFFXfYbe3SzlR5nI/5Lq5SKqwzDv775CXkiQ8WDVH3F39NoNsDGcwiBg8x9dHCsHFx1RNfEL6SsBg1KDv9MnLSTJyDNMsMJmcJKaNSc8uMrwqalRTNVltrgq5/dwkuGJo+eXxLN+2HxL6SQzF4EnzCZVEhU+d+BSd7z4CVSU4ew51LstTE1c5UzzDv7n9b5jJzDAXhnxD2WSkhpSLE3RGdeS+x3ZOpWjp/Hj4Hr1uionA5O9vZGktTNCWM7y7/y5Tly5Sk9fwwyEXSxeIeT8kJMCPl4T06rXPkbb7nMqfwvIsnMBBlVUcz6EeDHjP2UKr3sYPfEpKilklj4SEHXo8rD3kib3LTWub0eMmMb/OhdQSZ5deIvH0r4n463GLg8EBQ3eXQWDRXv82Q3sI7jZ5Kc6nT3ya/cE+LatFPp5nIjmBn1ngabOCoRWou11WDm6y1lqjNqwxdIeYsonrC2bVJxc+yenCacrJMrH1P+HQ7xCe/CzLhWVhDHzmF/EDH/6Hr5AuzWBc+0Qkl5r+9K9gLH0musfH7pjGsEHV7/KWs06zmcL0B1SUNB2rgxN6TJ+6gfSVr9Do7dKxOljBkLiscaZ0JgJypvQpOn6KeTWPr8UZukPqozojd8SW3yQhaWwPXZ7SnuJi+SKX/t5v8PXf/j9xUi0jGylWW6sUE0USeoLqsMoL2gQKG9EQ+8NbyYdryKEz5HBwyEpzhU+d+BRnimciMCYMQzrjDntuFQePi3oaJNhob1Af1rlXu4eu6piKSSlR4trkNeYz8yiywl5/76dkYH7g0xg12GhvCHuA5ir7g32+cu4rbHY3iakx5jPzHAwOOPkrf5Op9BRyf59seib6+32n/4FvURhEqcSLucVomDxyR5HSYuyOo8TjgTMgbaQ5VzrHwB7wpPOE26dSGEqR6XgJXdEpxAokM0luTN7gdvU2jWGD/f4+G50NKokKhViBtJmmECuw1dtC1toUA4OilKLu92ifK+CHAZZncdg/JCCgjIYkG3ia2DMM1eD61HUKsQK5WA5TMdnr7XGqcIq7tbs0h01y8RyHg0Pe2HmDQfc+hqIxrbzIl09/mWd6+yxqJcyn/iGO7zC0h1SHVVauTVDzezTf+Rc4Zx1MLUG6tUo+lmc+M08YCluTyeQkk6nJj2XkS7kCktqi95mX6dt9Vte+yU53B896xLv2JrvfvsVfbP4F1yaucdA/oJQoca54jlKiRDle5u29t7k2eY3t3jYJLUFz3GS3vstkapIL2rRQHkzdQJEVGqPGxx9U/P8BwBOEAbWhoFCtt9fZ7myz29ulMW6ABAWzgIZEWw95c/dNxs6YoTvERSTRKCjIyB8Fd44mPh9m7cjIKEe/YoFNKlCY6HtMjBWmywuoXoe3pi20eIpPTjxFUjUYhA55NcWCXSFhLBKmprG//MscDGukwoDTxdNcKF/AMB4B0FEMHjces/ZUgjtz51HkgNjuWxiKgakJz5sT2ROEhHxi/hMkjSRv7LzB505+jua4SXVURZKliJFjnDoN/W0Wc4tMpCbY7e1yIXuBN1/1KL72KtXCElZ7HduzIwPU3aPNVZVUaoMa+8Y+qqwy8IRZrIR4fU3S6NpdGuNGBAxljSyXJi5xunCafDyP7dm0rTa1QQ1fkjmrT7Ew/xLZtzs8dg9Yyi2Kxv9LL3Lz8CazkkLWzBLX4riBkGbt9/fp233sT4mo5cH2j5CQkJGRJImUlsLxHVpWCxnhezKdmhZsCC0pNPXugNqgxuvt10lqSaHHDH0USdA/d3u7FONFLpQvcPBagS8WTjGdmkZXdXZ7u4zcEafyp8SG/w+uYHs2b++9zW5vF03W0BSNnJkTmycSTzpP6LV7TCYnqcQryJLMZmcTx3NYyC1g/eIX6HkO+719Nrob7N7/XRzfoRQvUdbKvDD3AoEU0LeFIbAt2QzsAYeDQw6GB3THgjVl+zZTqSnOls5SSVbwfV8wP4IhDj6xwKGSqHChdIGMmcEPfQjF5z2RO8FUcgo/9OnbfQ4GolhK6SkWsgukjTS7vV3Ols7iBz5v771N/5VLXChdoJKsoPyP/576sM7Wf/ptEpIR+fX8rLXZ2cRUTTJGhpXmCifzAojc7GxG3kV+GDAILbrdbWqDGq2xMKCTJIlCvMC54jl0VWevt8fJ/MmI8uoFHqvNVRJ6gtn07Ec0x2EY0hq3qA1rBJ2tCIB6R38HRVKE3tlrMwhthoe3PpBg+TavnXxNmCXafQqxAvVRXRjtHa1jWdXx9OVn7U+WZwlPsHFLJKDZHUbuCEMxsD3h6XNt8lp08LbGLXZ7u4BIDgCZtJ5GUzVmbjxN224z9sbseS3WQ5f2kwGSLDF2x2S9DrIkoSOTSZfJfO6zTCWnOFc6R7ghU1ASmGjU/EN2ZQ3v3AKd1T4aDsPQFsw32WTBS7Irp/BPJjmrCoD0/ic/g69odIZ1pj//azg/QWEOCXFDD98VFFc3cKnbdTbaG7iBK5IonBFu4HJz/yaNfoPSqbPsDZtYvV0MzcA9MUMq6CAhsaiUkCWZkpIiT5JeLClAR2RO+mmS8QLp+BBLMkgZKfpOn8P+IW5gc+B1mdBMHl2d5+Zki9yGgfQEDp8+R/XVK6zX71NJVGjJLXzJYMFL0AsE2/CXYtcYSQ4V0hRJ8d5slovaLKZq0hg3uD51nVKiRBAGvH/wPuVEmdqgRs/uEZN09vw216df4e3ZO/SDGJ/+hX9GTE8w/PYf41y7xP6Jk8TvPSYHFD7xeWz9Me7Gt8goeQ6GB7TtNrPZWYpmkW+UZEIm+Uzm8xyEXYa/9fegvYmWnYNSH6lqEoYChPPwGc1NUJWTGO4YRVFYuTLDuOOjhT4L2QX8wKeyscaG1yRtdblQvkDX6tINhjT8PrWdN3hsb1J/ap4Tz/0CRhhyr3aPSqLCJ+c/ydt/VzDW5l7/PieUEttBg7ycpPvy51HXasgH71JRs2x6NQpykq3OljgzQpWMq2CG4pmzr1/FamjYns3B4IDZ9CyNYYODwQFBuQSjbcBHS2XQgxx5MySLQyY0xB7e2aYVjJhSssTUGJunynz6xKe5Vb2FeeNZtNeWec8Z0W4/Ie1ZNAYNivEilyYusdvbZVrOse03eTQZo2Uk+c3ZT/NO4DKhpDipVvjO/rsQOGwFTZIhNAYN6oM6z8w8w6w7i3PykBeNk9ieza3qLcIwxAwkBlrAbXsbZ1zg24kRYXya5fxJEmaC6ew01sGQp7UF/n3jAY7ncLZ0ltTSPBfKF6gOq+TMHDembnCneofeyXn2R3WM2RkkJLY72/zRwR/RHrUJA4tmKUs7GNH0JJSMQWgZ6GqMwKoxln3S8SQaCgE+y6Vlek6PA2uHge8TiyVJSwqDYMheXuHe8y9iOgPmVpts0ySVKDFsH+JJIbIGOX0CTbXIJA0S5WnyZp41d0iKFONYnK7k4BkgOR5YAYEihmCaEafuD4grBkrWhP4YSeoLKZfs4ukqDgqq7RMYMrgfcD18QvofMlA+KsQ+WEe+iD9vSaEwEwbhp2h6oCIT6hq49sf+naQLg5RGcnKBPXmNjO9ySivjFU8z/4ufpW/3Sd5+yC37PlW3yti1kABViZOKZVCsFspRFPsgBp4qk5bj+NevEdgbDNyBSPM6Wv34Bx9nbIrPKHswNo6kWaFI3pKP/IGS6JhBgI2PJYd4mo4uJ0ihYsZyuGaApoS8aJzg5IlP0pvs8cbK13E7T0TdM1GEHRnbDwgNhQk9w422ythoM5nOEju7zLlf+Kf07B6J/DL2N36PuKxxInOCgT0QrMewxopzwK2bv82bO2+yMbxNtegxlmz87pbwmjj6jIosPIhwQZUlZElGUzW8Z5/GlXwOB4eM3BEBIXFJYyYzx2snX6OxOoQQ3rD7qLLKbGaWT5/4NG/vv42fK0BN1Cw//tQytc4mYRiy2l4lVEJeWXiFYrKI/Zu/hXTnAWtBldP565wrneObT76J67sk9AQ3y3DX66HLKQIgLpsMkiEXhwmcUp6inCSemuCGa/OHk/vk5k8wPJnhxYkrzKRm2MzMkTEyhFJI7P/yf6OcKFOIFTAUg/cO3mPkjPjx9o9pWS1WuitYOxYpPUVCNjijTTBIVkjradxXl3g42Kf+o28JP7W2RuL6c0wmJykkCpjbJp3TIx49exLp8H28QAxbZWTkUPx7OjUNSQjUQxpBn0etR8ykZljML5JQE3TsDj+cM3g9qNNr/z5SCPmdJidyJ/h0+dPkzBxDd4giKbyy8AopMxXVMI/5OrIkM52Z+6nUp8HF0+S1MetencB3WC4sc696j92uUB00R022e9vYro0VupTkJFpyAuPzX0FPTyI9+mMqL75GQ0/xoP6AoTMUoI6xxzh0WMwtRilWNa/N5nKZ+69dI9M/IKEnyJpZplJT3FPSBITkjTyXJy5zMDhAQsJApEludbYICUWS66jNszPPYv7dT+MiRWBhtH7912HcomN1qA6quIGQ+SzkFpjLzKEpGkEQsNvfZaO9waPGIxIvXBJ91IG4PpqsoSgKc9k5LpUvMZ+d/whYMHAGEbAUhiE9Wwz8enYPGZlivIgqqdyp3uFCUZwPYSjef3Pc5MXZF8nGsgCst9YFe6a/z9AZktBF0vFCZoEQMbjs2l0OBgciKOQosCWuxckYGUbuiPpIeB3lYjmaoyZ3Du/woP4AWZJFqpQppPcncydBgj98+If8q/f/FfvdfZzAQZZkZjOzzGfnyRjC0zVpJCnHynT+j/8dj5uPORwc4vgJWu/+kEFoUxpOc7lymbSZpvP4ayjIxBFg/HJhGU3WMFUTx3d4/+B97tbucqp5Cl3WRRpdZ52u1cVUTa6byzxtLDH97D8ECZqVJt8ZVKnf/B2GzhAncEjraUqffJ75ZIXnklPkYjlRn9uC3ZQzcxTihaied32XzrhD1+7Sd/rUBjUBKL1SouWs87v3fpehOySpCZleXk5wUZnmjnXIP77xj/knT/8TJEkSsjxvzMAZiAFyb4ehN0SVVMqJMgvZBT4x/wkBGmrr4gaRFRzfYa+39zPPt7/2AI8f+mx3t6kP6hwOD9nr7qEoCtcq17h1cIvWqMUgJtOLBWjDBs6Rs84xYPNhYMfAwNVcgo8QSsWflZExFIOElqBSrFBMFskYGaaSUxFSeql4JjJYncnMCHOxr/8RsWtzJH/tb2MoBgeDA07lTwlEe9zg3b132X86wX5/n97b/29iaoyUnmIyOclCboFivEjOzBHTYniBxw+2fgAI5sCbe2/y0txLlBPCrC2hJ5hOT0d0u8GNy3g33yIIA3649UMmUhP8YOsHjJwRsiwTEAhwxx8zdsZ07S62bwvdo91DV0QMt+UKGduxzwiAj08+lmdWn2UqNRXR1wbOgMaowXp7XbCRjk3L/uY/QpZlSvESt+09kOBu9S7NcZPmqMlsehZd1Rk4A0bOiLE/ZmAPaI5FVGAQBkhIqLKKG7hICJ8DL/CIqTEyegZJlpCQInmLLMnEtTghIe1xm6enn6aSqJDUkxiqgR/4vLf/HpPJSa5PXac2rJEyBcABwnOiY3U4UzxD3+6z2xe0xSetJziBw1JuiZgSww1dLN/iSeuJiCNMlLlYvoiqqIRhyG5vlyAIhLnv/nvs9ndpj9vE1TiT6Umenn6aYryIH/r8qPojRp44zJojkaR12D9k6A4xVINKssK1iWvE9TgZU0SG1kd1VpurSJJEWk8zoxYoKUnUyWuEhMJUGomMlmG3u8tUagpZkjkcHKIqKhPJCc7Gz5I20tEBtNJYIabG2Opssd5eJ2tmeW3pNWxfNGR9uy+0xX/v//yXes4c9A9wfIcT2ROsNFeYy8xhqAb3a/fJmBna4zaPGo9ovjwjmtXGIwHolM6RNtMktASKrOD6Lo+bj5nLzEXgzrEBcj6WZ+pDHjuu79IYNaiP6sTUmKAya7GI+ro/3udO9Q5pM03y136NCT1JXI2zP9gH4ErlCgNnQHPU5GT+JCvNFU4VTkXgkTAgFN9LMV6MnrmxO46i7NtWm4EzwA/FxDJn5sjGhAu/F3pstDfY7+2T1JO8f/g+CTVBQk+QMlIUYgXcwGUrDBlhMxrVBTPPHjPyRiT1JIP5KQIpYEIXtFFDNTh9/nTEapRkQe82VIORO6L37EWaskrSSOK9cJawfp/0/EtMDV8iZaRYmnqKxt5bSJ/9ItKvn6T28L9wtnSWeHJSGIZ7Ngf9A/KxPANnEKUNrLfXObi+RPflZ0TR2VwDRGFYtars94Vho67qpI00I2+EKqsUEgWyZhY/8JFlOXq+9VPXCKWQyeJZwba6c5chFg3Loj1qEz97kaByEePhNo9nRxQun8Pu7tAat4TB46VzqL0k85l53tx9k8XcItcu/A0uzn8Cz/e4s/U9rk9e53HjsXhmXn6V25sGdizL5+dexp71kQkpBCErrVWK4yTF8kV2e7tUEhVmjiZlG+0N2uO2mIwGvvD1ObXM+Wf+ET/e/jFD32ZJLWJqJpIk4b70Imuqhr39I068/Dkc38HzPXZeuIDqztEviCKuYBZIaAn+fOPPSSomRTlF7iu/wUHtAaEzIAgD0UABPPssgSQRru/TPFWk1dujmF/mXv0eWSOLrupiGpWexPM9tnvbhM4h9/09vmxmxDTc6eGcXKQxdZECEtd/4e9THVQZu2P6Tp+rE1eFPOiIij50h2Rf+ixevIC14aOkZzE6W1RPz1DwqhDCKHRxAg/PGWOoBuMLS8x84R/QjeUZNB/TsTsM7AG1UY0bUzdE0xb6qLJKVs8yNBXhv5MtcyF9mfiJJPKsjLf0aVRZ5Xb1Nsuv/jKGanDz4KagSHfW2eps8ezMs9H+LQUS1WGV+ey8SHIJfKbT09y60mDgpNjd3eMTT/0j/IkrNNb/jGc//7f4YWeT3fYTZp9+BkMzUWWV9w/fJxvLciJ7gsZ+g5eUAgdelzdXvs7QHfLU1FO8/Sufo7HzYwr5aQgsyvEyE6kJJEliNjVLfVQne+1F/rD+gP3WPi/MvMBycZml3BJhGLLZ2WR5aZn79fvcPLzJG3Mg9Wfo2T3yZp43995EDmXG7piJ2dPs+x1MOUN6qFEf1XF9F8/3kNMJUnqKcrJCa9yirKXENRiMGWcShMSQjSRKTiO1v88FL8+Xz3yZx43H3Dq8hd0Hz/MY6yrgksDgzOkXWGuvoQYeqqTSsTposoYkSYyLGcbjrhiUmR7JXJaRO0KWQI8VseI5pDCg5ftkiufg8B08HVw1geM5BEjI8SQKEhYfUFtCwD8mRX6YHOlylAv+oX9/zFJQCAhwdPHfmqJhqiLRT6yPB3j002e5dvLzvH3wNrlgjqwWJ3XteaZSU2x1t+jbfR5OwerBEIwE0mCMhI+u6hTNIvZ0ilpzE5AYJtOossLcpRfZbG/SrIWM7BFyIgEMj96FcIuW9Q8Y4zEjiR9YgEdKL9N22gz0QARNqHHaDJBQSepJXj35OSERIaCUKAk/PBUGgcPXHn8Nx3XY6m5xuXw5Sjj9wc4PwJRIovNM5UWUKzlKWoyJzAxTyMI7cdzirf23KDx3jb6s8fDRV0Wz33jMYSVDLdelv7PL0BsyuXwVt19gefoF4lqctw/ejq5ZyFE2vQZuLIG6sIgpq+Rf+Rxe4PFS8Rz36/dplM5h+RbXJsSwo/XsVVGTdrZ45sQz5M08j5qPeH37derDenTt79buUowVWWuv4QYury29xon8CcFKsYY8KXuUEmcoJUp8Y+UbdOwOKT1FRsvww8QAt69yKnuC3cEu8xPnmc7OkUrPs3bzO2x6+9yIX8T58iVeLp5ko7VBQTEoHsnBn5l+htPF00hItMYt9np7/GDrBzysPuRweMh8dp5KssKZwhlSrRSvnH6FrtVl49wGd5MVaG0wdIdoikbaSHPy038T27dZb60LpqEkXtd++iR+4KN6NjE1RjFRJK6KFK30L11CV3QeNx6z2lylbq+jSjLOoMZ2Zxs3cAmCQAA2p5f47MKnuFC5wEJ2gZgaoz6qUx1UiWnCvuB04XRUX4EYzrU//wrFeJG5zNxPPS+tcYvD554inl9EH1R5WH/IG7tvIMsyC9kFzhTFd98dd9m7sod86gu0O0+QkXEDl3wsH/mbPD39NAf9AzRFY+fV56gNayRq9z4AI37t7zB18B6XK5c/Une2x212ry6RK19kesNGkRXSRpqu3SXxmS+wI6v4gUtKS1EdVJnOTEfqA/7OfwWNh9FrBWFAa9xitSVq6kqiQtbMUh1U8QOfJ60nVIdVNjubKLJC3syT0BLkzJxI20pNRABHLpZjo73BVHrqY+vkkTti56h2MVWTfCzPXGaOsTvm1uEtvv7o66RNUd/t9ne5XLmMruhcqlzC9m22Olt07S7bvW0W5AUypvB4sjyL2rCGF3giVVqLiT4sUcZUTWRJBIQ0Rg22ultosoahGLTGLdbb6zysPwSJo1QsD8uxKMgF2qM2f9r6U9qjNm9V32JanmYuPcdLcy/hBZ64l1UNWZJxfZdHjUf8WefPkGWZtJYmDEIUWeH51/4Blycu07N7PG48pjFqEL74HCPfxRpNENg16qM6KT0lWEgEzKZmUWWVtJ7mrb23qA6qUd2vyArpmRKrisLDje+gSApxLU45UeapqacoJUrkY/mIdXXcX6231zFUA0MRwTIDZ8B+f5/6UDwTXacrGG2EBEFAXI9TipdYePkLJN56wmcWP0Pf7YveyLPxL/r8wcM/YN41+I3Lv8HB4ED0tO4IXdGFDE/W8HwPy7X47NJnPwh7OV4fYvpvdjZ/ClD98PprD/AAVAdV7tfu0x63mUnNENfj/Hj7xzxuPGZsj/GPhNvH4I6GhssHQI6BaIAtrI+87jFTREEhrsZJx9KUEoI6f61yDVVWWWmuUEgUeGFeUM3L8TKL+UVyZg5N1rB//e/Ts3s8aT3hQf0BiqyQMTJYrvCrOaaenS+eR1VU/MAXtLXhIbqsoyu6uLnCgJXmClkzy0vzL/G9ze/x2tJrTKensTyLjtURDAGrHXnA7HX3IEQUp0aWnc4OW90t0kYaP/DRjnSnEhK2b9O3+0ymJlFlVaTeaBqFeAFVVhklR5wpncH2bLzAo5KoUEwUSekp3MAVKH13GwmJYrzIdEm8r3u1e8S0GJudTTJmhu9ufBfnWonlwjIZWcGQDS5XLgvfpP4hu/1dGqMGiiSSWwzFQFd0vMATgpEwJKkniakxkkZSbK66aIyPaZy6omOoBqqsRmyIZ2eeJaEnomvrBz4P6g9wAofrk9cjl/TzpfOAcLW/c3gHRVL4T4f/idaohaZqIvbRGbJcWCauxknoCSQkaqMakiRxrngOSZZwAnENbh/eFhRSZ0RAwHR6mkvlS0wmJwkJIxBhvS2Q6NX+KgebRxHmoU/WzHJx4qJgRcXydO0uD2oPIgAtpgtA8FzpHCk9RRAGmF+4REAQJZ4FoWADPWo8wlRNJlOTVBIVEfWuJz9CRfUCj5XmCiuNFc4Uz+D4DgvZBQrxAqut1UiGdUwx/cvWsZxuubAsNlPFYOgM+e7Gd7F84a8kSzKFmPDsyRjiPf3kawdhwJP2E/KxPIV4ARC039XWKhPJiUj6dRzH3h63iWvxKEJzq7sFQEITzvV5Pc+ViSuoihq9/kZ7Az/0OV04je3bbHe3WS4sczA4oBgvRnplx3dYba7StbrkzByvd1+nZ/XwQo8wDIlrcVJGinK8TDlRZugOaY/brLXW6Nt9vNDDCzxc3+Vi+SKlRClK03B9l57d43BwiBd6tC8tY+82UUJxUE+mJwmlkNdOviaeYUUT+5Qk4wc+OTPHVndLmIoHIiGBhJCyHoNRxUSRrtVl7ygCtEaNkTuKGEZO4FAb1hi7Y+qDOj2rh+u7bHY3GdgDMmZGyCOdAT2rF7H/YmoMQzEwVMHo0hWdZqLJtclr6IqOIiv07T4bnQ3KyTJrrTU0RSOpJ2mMGgRhQCFeoDasUUlU2OntYMgG1bkkMTnGbu2WmCQZKZbzy/SuT3BCT1BKlOi7fTzfI2WkqA6rLOeX2entMPJHfHH+i+JZswe8f/A+c5k5YYbuDI8kWlAdVfn88ucJjn5NJCd4Y+cNUkaKuBZnp7/D1YmrFONF0dS6Y97Zf4eUJgrhti0YS2dKZ7hXu4fjOyw9+wuERxI327fZ7m0zkZigHBdT3r3eHlWryvXJ6wRBQH1c55XcK6w113hv/z3KiTIzT3+J5rgZPQfHyYQjbxSZAdq+zdpgjVgrRnUgdOQnMidQZIWF7AL1UZ3p5DSGatBzesReOc0F3+Jc8RxDd8jAHpCNZTlfPo+mCHPSe7V7FOIFPrnwSXIxkYLm+A4hIU7gkDEy9J1+NBEdukNRwJy7KiS81RH5536Be4ci5TEkZDI1yc2Dm3TtbjQxm1FmuH14m/n0PI7vcPvwNnkjDyGYsokqqcx+5pcZ2AOkvbcFa665huM7XCxf5Hvb36Nrd+mMO+x0d3h54WXOFs/yx6t/TOCLiN2YFuNTC5/iUeMRaTPNrYNb7PX3CAi4WLqIoRu8ffA2qqJyODqkOqwiSRKGYjCRmOAPV/5QsFoVAWxMxiaZfvUXee/gPbRhjc8sfoZb1VscDg9RJIXZzCzr3XUysYzwngjgQf0Bmqyx2dmkNqqRNtLkk3kKsQKarLHSWuHZmWeZzcwSU2P86eqfMpOaYa8r/N3+fOPPaY6ayLJI+dgf7ZONZymYBe7X7+P6LqZiktAShFJIIVZg7IwjkG+ttUZ71EaTNWYyM5wtnRXTycQEYbzA7cPb0bXRJI1sLEvXFqBNKl4Q+0iI8J/wBPC3lFuiNqrRtUSkblwRXhgFs4DlWYRhiCZrLOYWedJ5QlyN0x13CQhQUIShpCw0PFIoMQ7Gf+l5AvxcUAfEQE5Ciuo+BYWkJvwtQkIkWSKhJuj9jHQSTdZYb68TV+MsXvkUjWGDlJESLOCd11nILmAFFoZsCGAfGx2duBJHVVU2W5v4ikpcj2MmJzE1k77bZ6W1Qt8Sz4wkSZFELCRERkY10mDXkZAICBgfDR/dQNSqPr4AdiXIGlmswCJrZllrr+GFHkk9SX1UJ2/mUU6epGb1SciCdT6fmudi5SIpPcVXH31V3JfEWJq7Qs2qYQ0sppJTbLW3GPtjCOFM6QyBHzD2xtxr3WPgDXC9I+b70cCllCgRDAKQIKEmOJk/iRsKQOHD1wNEIIosyTw7/Sxjf8yVyhUqyQq1YU2k6LQ3yZqCkaegUBvXkJGZSk+JM7e1Sn1Q5071Dob8QbNc1Ivs9nfpOT2uTVwjZaR40nqCLMusd9dJ6Amem3mOgTNAlcVAa6u7xVp7jdq4FqVcSpIkmM6+z0Z3g62cxFNTn+Ni5SIZU7AclgvLvDD3AivNFUzNpG21+dqjr1Ef1WmP24zdMbl4jsn0JC/Ov8hcdk6A/3aXmlXjz9f/nJuHN2mMGhTiBSHDz8wjHXntPGk9EcEiVgtTM/E1n3KyzHJqmenUNHEtTn1UZ721TmvUwgkcvvPkO9yv3WfkjsgaWZILkyTNJDOpKebScyzllzhZOEnWzPKo8Yirk1cjZvNGe4O4Fmcpv8RmZ5OF7MJHwJ39/j7VQZWkLgYmx0yasTeO9tzbh7dZyC5wqnCKXCzHqcIp+k6fS+VLKIpC1xa1xrEhci6WYy6YY7OzSVJL0rN7qLIYhu7399nr7bFcWCZlCGD6ysSV6P0cD54/vNrjNitHYTRLuSV2d3fpWl2yZpbd3i5du0shViCmxmhbbZ6ZeYbqsPpTz70XeNSHddHTxQqk9BQpPcV2d5ubBzfZ6e2w1lxjp7vDYm6RT534FHEtju3Z3K3dJWkkiWkxrk5cjYCEj1uO79Aat9jp7nA4OGQiOfFTfpX1YZ1/d/vfkTEyXM5cpm21eXb6WbpOl4SW4G7tLoqsoMoqqqwSBAEjZ0RMjaFqKvlYnun0h0CsD60wDKkP62LwdjQk3+3u8rDxkIf1hzi+E5ktlxIlzhbOChsTWfh2Wn2L6qBKJVbh80ufJ2NmuFu/G91bJ7InCMOQptUko2d4duZZDoeH2J4dJcRutDf4t7f/rfDfkSUSWoJ8LM9SfolsPEvTafLU1FN0rA5BEFAdVvnOxne4dXBL7KuK6GOuTl6NasYTuRPMZebIxwTgFqXXAkEgaoGt7hY73R36Th8ZGduz6TnCbBpEHxAQkNbSVFIVzpbPComYmSNrZjE18X3+xZO/wNRMbN+OBjRdq8s3Vr7Bw8ZD/smNfxI9N5VEhYSeiNjKQ2eI5Vt8ce6LzGZmf+Z9stfbo2/3yRrZn/ln/toDPJZv8aOtH5HQEyzll9hqb/GN1W+w19uja3ejQ/54yci4R7xeCYkkSYYMf4q1A6IwMCSDpCnoV+fL53lm5hkkJH64/UM0WeO5ueeiC5iP5QEhgblfu48f+mSMDJqs0XW6PD/7vKAHWkcbkieAhp4nDLDSZprJ5CSni6cp9UucKZwRN4Zvc7d6l4PBAdcnrvP793+flJHC9m32+/vIyHTsDlIo4YYuh/1D4cHgjxk6Q2RkQkL2e/tMJacYuSPsIzlCSk8xckfE1TivLr6KLIk/23f6pPQUE8kJLM/iAQ8wFIOp1FTk0N6xOqy11uhaXeJ6PGJadO0u291t1tvrJLQEe/09smaWw4HwxDmfPs9Wb4vvPPkOli9ANU3RyJui4J1Pz4s268h36LhZzsfy5ON5TNXEUIyfu4mCAP5qwxrLheWPbHRhGLLaXKU5bnK5cpm4Fhf+P1qSd/ff5UH9Ae/tv0dcj1MwCxTiBZZyS0iyJKidU8+iKKLAqY9EA1yMF8nEMsLnZVhlt7fL4+ZjsmaW88XzzGZnSWkpuk6X5rjJSnsFOZTp2T0a4wYHvQN6do+W1WLamObpqaeZzcwShiHVUZWt7hb3qvcYe2PCMORs+SyVeAVFVpBlOUoKO6YWHhfYQ1fQABVZ4WLlIpcqlz72exu7Y5EKMKpTG9Z4cf5FkZjRrUYo+l8mw/rJNXSGPGo8ohwv853179AYNagkK1QHVdJGmhfnXvyZgM5Prs3OZnT/gaC3Pmk9YS4zR9bM0hw12epu0R63iakxdFWAgseU1unU9EcOUEM2ImDLD3zWWmvois5ibhEv8HjSeiKMEUcNdnu7zKZno+SKg94BTatJJVGhMWqQ0BPE9Bi+7zN2xxz0D1hprOCFHqqsRvrni5WL5GN5HN9hvbXObHo2kg9anoUd2NiejSZrlOIl8vE8vi8o7DE9hi7rnMyfpGN3sD2bvtVHVVTGntBPlxIlBt4ARRINjaIoKJJCQksgSzIDd0B9VGfgDiLg80lbGHmbiklj1GDgDKLD8hgQlSUxaetYnegeUGQlKgyPDdpP5k9i+zYSEtPpaQCSahJVViOjvwf1B6T0FI8bj3EDF9cTslDbtwnDkJn0DF7okY0LqWZMFqyrY9bPybygB5/InuBh4yGlhEi0aAwbyIpM1+kykZygOqyyXl/n6amnRUpbe5N3D94VCRi+8Cg7GB6Q1bPcrd/lVP6UaADDkFK8xF5PNNbXp67zh4/+kEK8wKn8KXqOaArf2H2DgT1gKjmFKqust9e5MnmF1eYqU6kpbkzd4J3dd3ADwXza7m2LYiC/RN/pQ0jUjLWtNpZrYagGrZGYHF6sXGQyNRlJZh83HrPR2Yi+R8dzhGeUM6JhNZCR0WUdTdZ49cSr9N2+YCZOXufPN/6cidQEI2cUyQx7do/qsMpUaop8PE8YiG7zzuEdvMBjMjnJYm6RQrwQxYeO/TFjb0xKS4mJtdVCQcHUTIbOkGw6SxiGHA4OkWTh+bbX3xOsAk8Apo9bj7lUusRbe2+J5zMIycVznCqe4rvr3yWhJWg7bZBFo62rOgklQSfoIEli/60Oq1yZuEJ1WOXWwS1O509zODrkM4uf4XzpPD/Y+gG73V2yZhZN0Xhu6jl2e7sosoLjOYzdMT27x/XJ69yr3+NB9QGKpJCOpblXvUdz1OTy5GVOFU7xjdVviOZdj6NJGq+efBVlV2GlucJqa5UT2RMinWb7TfHMyYqQ9dojukqXHj2SWlJM/pIlDoYHlGIlZtIzvDT7Elkzy1t7b3F14qq4Z1vrPGg8oG/3xV4zOIjOZ13VuT55nbv1u4y8EafMU+QSOUzVJK6JOGQndCjHytTHdVRJxfItur0unu+RMBKczJ5kOjNNzsxxMDjgYHiAj8+zxrMs55Z5a/ctkkZSyIgQTDFDNhh6QwbuQHjl2F1USaVv96kP6uLcMZOk1BQeHuVkme3etgijUDQsz6Ler4sUUEcwdI4BC0Lw8OgHHzKl+V+5joGd8OiXjIyGhiKLwAXLFwzkvPnB/f5xS5XFnvrU1FOst9cJw5Dvb31feGjES8yn59nsbGJ7trACQNSSyNAddwmDMKLlJ4wEhmKw3lynPWoL5qU3IGEmRCDCh967fSQZU1CwA/HfKipdrxvVpzkzR4g41w3F4EzxDDPpGd7df1f8nmyQjWUpmSUCP8ANXJzAiUCtb6x9g8PhIQCFeIGYEsNUTNJmmunUNDerN5lKTXEwOKAxbHDYP8TUzGjy7Kii+dNVnU+d+BRdu8tcdo571XsgIab9niW8WT702WRkHBxM1eRs+Szf3fwuA3dAs9EUbPZRg0KywHJ+mZbV4p2Ddxi5I56bfo57tXust9bZ6e2I6xGEH/FM2R/vczg45KnJp8TgUM8gKzKH/UMSWoJnZp4hCAPe2X+HK+UrfHf7u6ioVPtVvMBjIbvAVm+LieQEQRigKRrNcZMrE1f47NJn0VSN9rhNdVAllU/xJ6t/gqZoTCQm2Oht0BgK8+RyvEwxUUSRhG+G5Vu8vfs2HVsM6w6sA6SxxNWJq9iBzbnSOar9Kt9Z/w49p0fOyDGXmaOUKOEHPhcrF7F9W1gV9PZ5ffd1GsMGqqxSipVojBrcqd1h7I2ZiE/wzPQzzOZmOVM8w4nMCTKxTBR1DYLVLEtyNNxRJEWc81qC1dZqNAACwYze7+9zr3YPP/CZzcxypyoMkr3Aww1cCAXgMpGa4Munv0zKSDF0huz392mOmti+zWR8kqnUlBj2jJpISKy31/n+5vdJGSnOlc8xmZpEkcQw4lLlEmEYCqAwcAWw/HNWa9xipbmChMRMeoZcLMd2uE3f6VOMF9nv7wt1g5Zgf7jPydzJnwI9xu6YjdaGYJGEgu0/dIbinPUd0kaauBZHUzQuVS5xsXIRXdXp2T0kSSJn5jiZPym8RgPnp+rrkDDy1WmNWwIEjOWYTQvVw4c9HQE225v889f/OT2rx5dPf1n0UXqC27XblOIlDMWIhrNxLR4NcZdySx8ZYsMH5sm2JxQYB/0DMfhyRoy8kfAO6u2xeySRL8VLpI0089l5rk5cFZ5WnSe8u/cuG50N2lYb13e5PnEd3dfRVI3t7jani6d5YeYF0rE0G+0NYVTs+dxr3cMLPCYSE8iSzDu77+AEDuV4meXCMoVYgan0FMWYuO/2BnsMbRGI8821bwpmVm+XzrgjnrFkmVdPvEohXqCcLLOUWyKpJ9nt7TKTnhH3t92lPqwLHyKrx15/j93uLgNvQEyNkVATGJoA5zNmhjPFM+RiOTJGhowpmFd/mSphbI+xXVvUVMN6ZBPx1v5b/Lev/LfcmL4RPXd9u8/6kRXKRHKChJYgbaQpJ8vR9YnCizyLoTOkNqyx2lxlOj0t2Io/Y/21B3jcUGgjh86Q//zgP3Pz4CYDa4Abuj8F7gDRQWlKJk7o0OdnFxY5I8difpHz5fMs5BaQkPj+1vfxPZ9LE5coxAv4oc/AHRDX43ihJ5rJtPCAOY6wvlu9S0yNsdJcwQ98dEWnZwnn73wsH93g+pERpO3b1If1SLLQtbs8qD/g+ZnnuVW9hSqpLGYXhYTI7uD5Hh2rIwCWsUJ9UGcmM8Otg1tIkkTWzGJ7NqdLp1nMLYqEJ88mFxMGVZZncWXyCvlYPmq271XvRRtYIVZgNj7LQnZBmDwf3ORgcIAf+uiyjqmZjL0xiiwaSsuzeNh4iBd4PBg+IK7FaQwbgjGgJ3hz501c3+VE7gRnimeEpltWIr+SmBYTYI6ZJ22mPxLd91dde709OlaH08XTEeLvBaL4WGuu8aD+gJn0DE9aT/jdg99lp7ODJAnGVkDAtYlrLOYXRXF4pAHd7m4zlZkCWUwNek6PtJHGTJjs9HZ4c+9NhvZQUGFD+OLyF5lOT2N7tjCNO2Jt9awe251t9vp7OIFD1hDm2Mv5ZdYfrLMws8DB4IB39t8R94uskzSSZLOCQjiXmSOpJ3F8B0M1orQwXdIjJLqcKEebVnPUxPKtD3yEjlYYhmKydDRBO97cU3qKtdYae/09rk1cYyr18fTSn1zHJsU9u8deb4+bhzfJmlk2O5vIkszL8y/jBR7TKQGW/ryEpQ+v3d4uru+yXFgGiIDFgllgo73Bbm8XL/SYSc1E9OKEnvhL7xtJknB8h8eNx1GTtNJc4W71Lk7g8KD2gM2uYJ6tNlcxFBG33rf7nC2eRUZm7Ini1A1cNFkTgF75PMV4kbSRjtgbA0d4KL3ZfFNMKmNZtrpbJLQE5USZydQk+bgAOBN6IvpuBo4AbGzPxgot9vv7HA4PkZEFOBqIJmA6PS1kQL5L3+nTd0TsYtfuosgKlm/h+R6hGqJKasQO1GVdsH18kRjQsToYqsGp/CmG7pCJ5AS5mJheLOYWmc3MUo6XhXeT048Mro/ZJAN3gOd7GKqB4zus9FfIN/IoksJOb4dCrMB6e52p1BTHEaI7vZ1osheEAYVYAVVSyZm5iCl0LF2K64KV1bE7gk2DRGPUEN4SoUIYhkwkJ/je5vdYyi5xtnw2Sm87kT2BoRh0rS5rrTWSqvDjKifLYpKERMpI0Rq16Fpdnpt5jp2OeG8L2QXxDDgCbHxn7x2uVK5gqAbNcZNCrMBqe5WRO+KzS5+NGGOO77DeWcf27ah47lpdWlYrkpLuD/YJJVFYbnY2mU3PktATQgYwbArqfk5Q9I99uTJmJjKYLCVKBKpgbJUSJUGrDjxOZE+IhMjAQ5d13q69TXvcjmjnx/H1x1Kxd/bfwQs8fvH0L/LW3lv4+OI62kJf7/gOtmuTOEp6ao/aZMwMjVEDXRUgSMfq0Bw1yZpZxt6YltWiEBMMkCftJ1RiFd45eIcwEExMSZZEVG92nt95/3citmdMiQk/OT2Gpgrmhe/7rLZWuTxxGcd3+PbGtzlTOEPLanEiI6Z3G50NfrT9IwpGAU3RuFK5wkpzhfPl80ylp9jobPD9re8zk5rhrf23GDpDunaX04XT6LLOZGqSpdwSX1z+Ir9773fp231m07O8vvM6VyevUoqV+Dd7/4Zxd8zp4mn80Of+wX2Q4HL5Mu8f+WMYqvCFmk5Ns9ZeYzI2yaPGI7p2l4WKYETGtBjvHbzHtYlrnCmdQZZFU9oetQkJOegfMHYEO86MmZFErmf1eHrqaX7xzC/yjZVvoEkaY38sJByyKuTedo+Z5AxJM4nt2UiKhCQL8KM+qpOL5cTU1MzzwswLqIoagZdBEDDwBh+AJKrGXn8v2t81SSMTy5AyUmT1LB2rQ0bPYGomjucIlqLnEciCseEFHnZgo6s6fVfUWyGisA2PaCzH5+7/lnUMSElImLIZMZ+PfgCmZBLTYgKg0HQYfPzrDJwBz8w8wzsH79AcNqOUnhdnX+RR4xGr7VX2unvRdBkEkBXTYizmFmlaopGNa3Hx2X2bve4eSVPslbInk1ATP/VzPwxyHdeuPn70HWXVLDEtFoE7lWSFkJD3D99nf7BPIVbgYukiN6Zu8LD+kIE7YOyOKSVKSEisdFZoDEQTayomMT2G5VuMrBHKWKERa4iUGTODIiks5ZcYOkOx1xz5eizEF7hzeIfF7CKyJPOo/oi8KVi4s+lZPrnwSb6+8nVCQnR0HBx0WY/82iQkbu3fYmANyOgZxt44GnrmYjlWG6uUk2XGjvj9+/X73Dq8Rd/uUxvWCAm5NnGNm/s3o++qMWpwqXKJlxaETMRUTbY6W2x2NinEC2iSxo+2f8TT00/z/a3vUx/WyZpZWnZL7EGhAOMqCTEwcwIHUzc5VzpH02qSNbJ0rS6fXfostUEtAvduHtwkH88zn52nGBN+KbZn87DxEMu3KPgFDNlgLjOH7dnssMNMZoad7g71UR1CcAIhXZ9MTYqBnDNkrb0mpOT9XWKqCF5wA5eZ5AxnCmfYbG3y+u7rdKwOi7lFrk9d58b0DeYz89Hw5eNWz+6x09tBldWoR/EDn4eNhwwcEVbyqPGIsTvGOTLUDsKAhcyCYImEAaYqJKsjd8RWdyuySLA8i1KiJM5uWeV+7T6arNGxOuz19yLz5fqwzpPWE65MXuFC+QKXJy4L1rDvoKsi5MNQjY/UqT9rfRjcOV08TW1YA2Dkj5hSprhfv0/aSOMFHs1xk8XsYgQ4H0uD3tx5k72+IANcqlwiY2QoxUvMpmcZeaOowZYlOQJSxt6YYkLI1Y5rzA+zbI/Xsa/OsQSrkqhQTpTJGMJa4TgR9ni1x22+vf5tvvH4G7THbS5WLvL+4ftMJaeYTE0ykTyKUFdjH7nGQRjgBz4dq8PAGUSAju3bwt4iEJKz+qguLBAkSfye1WK3s0tMj/HU1FMECAlSOVHG9mz+ePWPaY1aUZ+ZN/N8ZvEz/NLpX8IPff7nb//PpPQUi9lF3j14l3f33kWXdVpWi77TpxwvRwP04yFUMVZEkoXXpKEYWJ7FanOV2+5tEdluZJBlUfuud9YjK4vr09dZzC7ihR4vz70sBut2LzrrHtUfYagGiqwINY5v0bf7DJwBpmoylZ5iOjVNPp6PQkyOB0B/2QrCgKEzFGznIw+du/W7BARMpoQRsyZr/KvNf8Wvnv1Vnpp5ChB13sHgQJiox0vEk3H6Tp97NQF6PWo8Esy1o3Pq+DqGoVB2PDX9FPPZeRLaT58Vx+uvPcAjIfHGzhvcqd6hNqiJaLOjXx+3VMQXaoU/LccCUWj4+BgcRUynSsT0GHdrd+lYHS6XL3O2fJasmeVU4RTz6XmRIOWNGbvjyLDpcHBIdVBlty+m/7lYjoyeoe/28QM/alSK8SKWZ1EdVjFVUcTpsi58NFSdzrjD9ze/z2Rykj9d+1MG9oCnp58WaDMhmqSBIhD3Y1nTM7PP4HgOpwunuVe7x9nSWR42HkY/yw/8SJOZi+V4bvY5DMWgZ/fY7m5zODikNqyRNJIYrsH9wX2+W/suK++tRIBROVkmZ+aEv4skMbSHwqOmu8vD5sOIUaLJGoqkEAQBX1j+AhOpCXrjnkiI0RP0HfF9pI00KSNF2kj/r4qaPl5BINKaunZXTKL6BxEyGoQBrVGLt/beEg18/YFgeQU+F0oXWMgtMHAGUbRkGIZCqnaU8nIyf5KYGmOtvcZWeytiQpiqyUJugVcWXiEfy7Pd2RbFXejRHDVFQsygKjT44yaGajCZnOTVxVeZzczieA6Hw0PW2mvc69/DaoqEskqiQiFeQJZkZElmu7ctoheNLKEUEpfjkYQvpacoxAukjTRp4wNQ7HBwyMAdcLpwOjo0vcAT/jTDupAVHh06291tHtUfkTQE6+ILJ78QURJ/1hq7Y5FyNapRG9aEXjUM6Tk9LlUuMZGcoDVucb58nrE7Zqu7dZSY9VcDd+rDOl2ry1xmjsaowU53h5XmCjEtxkH/gEqyImITE6Wf+ZpBGEQeMgNXmCZvDjf51uq3WGmuoEgKMUPQwpujJoqicLpwGsu1uFi+yHxmHj8UB+iD+gNyCWHMltASzGZmycfypIyUmMIeSR23OlvUR3XBzDk6cI+10c/NPseJ3AnyZp64Ho/ep+M59JwetbYw7O05Pd7ee5uD/gGqqkaTqIE9EOyehk9MiVFOlkloCbzQiyRoxzT/MAwjLxVC8V0oskJCT0T00VAKI4psxhRpcZVkhWQria7o9J1+xASrD+s4noPt20LfriUiSVzOzAGQ0BNMJifRFZ1assbF8kXWWmss5ZfoWT1K8RKnC6ej5A7Hd3B8h4SWYOQJmrEsy+L7sHocDA+IKyLaMx8TSSMpPcXIGdG2xbRNUzQaowZXJ67ysP6QoTPkudnnkJHZaAvmSz4uvINWW6sYskHbEzK+uBLHxyemxsTkcrDPaydf4271LiN/xEx6Jpr6OZ7Df1n9L0ynpsnFc2JfyJ7kdzZ/B0M2SOpJhu6Qne4OO/0d9nv7TKenWcgu4PmeABScLnEtTuAH6JrOczPP8Tu3foeEnuBzJz8XSddmM7NsdjbRPT0qRPpOn8PBIX7go8iKkJt5Ixzfwfd9lnJLpMwUTuCQ1JPRtblfu8/QHXKpcimS7YCYLh1La89XzotEPTMn4o19B0Mx6IQdZElm5IqfU9Er1Id1giCIaOIgWHF9q09AQEpPcf/wPn27H6V0WK5I6JMlmUqqwtAZ8uLcixTiBbrjLofDQ6biU4z9sZAn+H5UzHqBx8HggLyZJxfLCRp/bpnt/jaqpHKqdIrWuMV/fvCfsVwLx3BIqAnu1O6QMTLMZma5W7vL9ze+TxiGXJy4yP3afSzXImtkmUnNsNvbZeAMuFC5wG/f/G3u1u5ypniGx43HggE5cZF7tXuM/TE3Jm9QSpZYaaxg+UIqc7t6G8dzRHOvx5lNz7Lb30VBYWAP8DyPT8x/gqsTV1EUhZ7d48rEFc6WzrLR3uBrj77G0BlyuSK8CTpWh6bVJK7HsX07arRysRwvzr/Io+Yjht6Qlt3C932x/ymisJxJz3Bl+gq3D25jeVZkElpOlnl57mWKiSI/3Pohhmqw29+N/AsNxaDv9JEkCRU1klUGBMRV4WeX0BMUEgUyRobb49vIkiyadX/M2B9TG9VwQgcVlXxcnIcDWxiKev4HnofHwAXwvxncOV4aGqoqfBpqoxqapBFX4yiS8OApp8qokkpMjnG/ef9jX8MLPF7ffZ2YGqOSEuEFxXhRhCJ0NohpMTp2h6SWpON30NExVZO0kWa/t8/IHaGgkIvl0BU9GmxNpafY7e4iI9Ozfloedvx9/KQvpIUlroWiYLs2nu8RV+PIkhzJC4qxIs/NPseL8y/i+R49p4eExERyghuTN/j+5vfZGexg+RazqVkeOg/pWl3yyTxL8SXmC/OokrherueiSAq3Dm/heq6YbOsZAkRTqCgKmViGXEwYgnuhhxVYNIYN1tprAmA7en4Jxec6vr6KrAimOpM86TwhY2R4UH+A53uRUf3jxmPc0CVn5lAkJTKjraQqnMqfYr29jvqh1mYuOxfVxD4+jutw2D9kLj1HTI/xuw9+lxPZE4IZZwnAdugMcTxhuro33GMmMyMatvgkSPDszLMRIP/D7R8SU2P8+zv/nq7V5WT+JJcnLjORmGDkjqiOqqy11vB8Dz8UFgtXJ66iqzq2Z/O49Vj4syEJOelRI953+uTMHF4o6rF8LM9sZlawM7QkVmCx3d0WXpJqnKbV5AdbP6A2qnGueI5XF1/lfOV8JE//Wcv27CjlVZUEo/i4lqoOqli+xYXyBRJagpQkWDjHoNp0ajqSsR+D/CN3RNtqc33yOg9rD5lITGCqZiQtD8KArt2NBjhZM0ttWIsGktcmhYzuw36Gx2vkivP/560wDCPjZglJSPvNTPT/+26ftiXqgunUNHdrd5lPz7Pd3aZttXlUf8TrO68zm5rlytQVPlP6DLVhjadnnkZX9OhceNx8jO3ZEYMtF8tRSVSYTk//XCb7sb9La9zCUIVv67nSObJmNvozju9E4Fd9VOf9g/d50nqC53toisZvXvlNek6Pk/mTTKYm8QKPmfQMju8IEOeIkXM8wDkG4wzFiBhDXuBFgERMjbGUW8L2bNZaawJkCD0UFMZj0bcu5ZbImTmh8PBsHM9BVVSuTFwhrsWpxCsUEgX+ZO1PqA6rbA23cPYcEaDhjAR7SIbnZ58XKV/9Ax40H2D7NoEfIMsyCS0R+TJlzAyu7zJ2x1Fa1Hv779EatAgI8HxPDNpzi5EH0UZL2CiM3TGe70Uki5E7IqbFRK8ZBuTMHJcql1jICh/b/yU95Ye/t4EjQPLjfvk4eThhCEuQlJFCV3T+5Xv/khO5E3zyxCcjGdiHE5T3+nuYqsl2d5uYFsMP/chX1lTNyGIkoSfoWaL2Px5o/7z11x7gGXpDfrD1A4aOiDz38QXzBTWSYh2vnzRVhg98do7/rckaw2BI2kzz/NzzqLLKTm+HG5M3eGbyGRRNeOjEtTiWZ/Gk/QRdEUaWMVXcYMdsj6EzZCGzQNtqi81VVplJzzCdmWYiOUFcFUa5I0+wHhq9Bl27y9gdizhne8C9+j2Beh6ZrZ0vnwcJweg4QiJzsRyb7U3qozonCyep9qt07S6SLOGFHtvdbc4Vz4kEIAm2O9vUR3V2e7uk9TR/svon1Ia1yF29FC8xckbCD8i1cH2XslHm5fmX0RVhhFwf1XnceExzLDYyy7GI68L07VL5ElMpIV24XLnM4fCQydQkjudwt3ZXgDiqKIqOTf/+l65jts+H/xm5o4jCO5+dpzVuCQmc3WOru8Vqc5W79buktTQXKxeZK84JHXmyxGRykva4jaZoLGQXIoq1G7g8rD9k5Ix43HjMZncTTdE4mT3JcxPPcb54nrgepz6s86j5iLvVu5Hsbau7xXZ3G8/3yMQynC6e5ouFL5LQEsLYblTlzd03o405rseZic9wrngu8kGyPVsYIg8PmUpMMZES15AQcrFcBOgc+8N8eDVHTerDOmeKZ1BkJZJhta12xMjQFZ36qM5me5P9/n702T/MfPrwsjyLniXkHceHNiBeL7tIPp6nPqxHWveV5grLhWX8wP9IYtZfdm2HzlBInVorlBNltrpbNEYiinE2PctibpFSvCRYK4HwrXF9V1DSfYehMxQIvisOQz/0I4qyKqs07SYbnQ3mc/PMp+dJm2nByrJ7TGemOegdsNXdYio5xWZ3U7Du7B7PzDwTRU0eM7M2OhuiUDo6cP1AGJBXkiIuMmtmIxr08eRg5I6EJ48jTG4HtjBjPj40UnqK6eQ0y/llVhurwtD0KIEkH8/j+mJvM1RDsHaOJuPHPim6IkABL/Aoxoucyp/C9m3SelowYKyO0GvLKq7vcjA+wHKtiHWoKzpb3a3okHtm5hkBgigx0kZaNHVmhisTV1hvr7PX32M2M4vlWRETBkRRuNffY+SOACG7OV08LdKSgkB4hnkOCT1Bx+owlZziwBXG0F27K8xjA5dSqoSiKEwkJ9jp7lCMF3liP6E5aoqkPHsgDvsjb61z5XOkzBR7vT3G/pismY38f1RUYrrQ40+npwVz0hNsgo3OBi/Pv4zt2dQGNeZz8wzsgaC19/b43fu/SxAGTKWneGfvHZZyS3x15atISCxkF2iMRaFuKqY44M0ML869GBnQx/W4kKX4HqqqMpmc5M3dN1FQIv+DoTdk0pxElVRRCBBQHVTZPkqXsz2b86XzwhDXt7FcCw+P6eQ0hViBar9K0kiy3lmnMWgIX5REIUr16Dt95mJzbHe3eWv3LSRJYjm3TDlRFs3Uh/Y+QzGi69gYCS8SVVapDsXP6FgdSrESri+kIEEY4HouY2/Mk9YTklqSze6moODnFhgcDjhVOMXD+sPI5NPzPe4c3iEIAvYGeyTUBG7gYmEhS0In/7guzpoL5QvC7LazxcgbcdA74LmZ5zgYHvCttW/hei6yLFOOl5nJzAjjSzPNfn+f761/j77bZyY1w73qPXzfZ2APmEhORFP9Y6nUZnuTC6ULDJwB2/1t4XXnWmx1txgHY9Jmmof1h6y31zlXOsdufxdTNdEU4XFzbNhYjpeF/46q8fKJl5nLzpE206y31qPn6E9W/kQANeMWL8+9zGZ3kx9v/5i15hqGbJDSUrx64lW2uluYqsl8bp6bhzepDqq8s/8OjusIP7pYnu3uNhkzg6EZvLXzlmgsZYnp1DQLuQVemH8BSZbY6m5RiVfYH+4jSZLwBjRFEx8EYkCmSmoEEMf0GENvGO0rY3fMo9YjRv4IRRF1lSzJka9BQEBKS9G3+li+mMqn9bTwvPr/0dIR3nte6DF2xqio0YS0GBehGEhiD/p5ySSWb7EUW+L69HUBbh3FDN+q3iKlCWDZD33G3hgPYTrt4YnkSXsXVVYxFVPIUqwmvu+jqAo73R0agwYuLpL/UYbCT9alx+uYyZPRMhErMmWkSBkprk9cp+f0mEhM4OPz2snXBNB4IIBGWZIpJorcr93n/cP3xblk5jlXPse9xj0UFGaSMxS9IrqsczgUzfnYHXMie4KkkuTM5BnG/jgCGM5mz9IcNZlLz9EcNfFDn93erpCvHpmBR0BVKD7TcVopCDm07QkT4Zn0DH+x/hc8ajyKAP6xN+ZE7kQUVNEYNfjxzo9xfIfrU9d5Y+cNERLyoTi1M/kzKJJCbVjDVATLLSQkaSa517jH9YnrTKQneFgTdZymaOwPRD2+lF3iYeshlXiFgEAwQxNF7tbuUklU2O5tM5WaYjIxycAd8PzM83ihx3p7ndXWKmk9TdJIsphdxNAMVluryMjcrt6O5PdJLclkapJmKORoGSPD+eJ5PrX0KVK6ADq8QLDwd7o7vLf/HqYmQhlKiRJduxsZ+06lp/itq7/FmfKZnwkyeIEXyVA3O5tiWKsnSepJVEWAtkWjiOM5glGdnmbsjtnsbEasiJE7Yjo1zWx2Nmo8dVnncHDIZneTieREJBE7ZiAUYgVm07MYqiH2NzNNfVTH8YVnWxiEGKrBdHpagMgfktkdgz1jd/yRWvYn48tBDDnW2muYqsmZ4gffQxAG9J0+d7t3SY6SrDXXWG+vM3AGbHQ3xPA+8Cnny1yfus6rJ15lKj2F64uQlCAIuFO/w493fiwMks0c58vnRe3g9MUwNfx4aafjO9TdOtVhlZE7EgEkxTPois5t9zZdqxsNO46jyY/DaOJanLnMHBeKF/iLzb/gudnncHxHhM9kZrl1eIv5zDxb3a3Ik/RYWaApwrD3GNBJG2liakz4J47rETvtSesJq61V1lvraIomYsyPpFhXJq9QiBUEm7i3z2pzNbpnlgpLOJ7Do8YjdvXdyOO0aBbpaB2mk9PsDHbo2B3mM/MYmsG9+j3e2H2DnJmLPDNn0jMs55cpJUvUhjXWmgJk6lt9DvoHrHXWaI1ESAYSyKHMczPPiToyFHYPvi96++PQmFhcgFaKJAaWOTPHbGaWYrwYPVd/lXUcDX/8jxd40fMynZr+CKPe9mwe1B+QNbOEhDRGDb766KscDg65MXWD721+j6n0FLPpWQqxgmDlHPUe+/19hu6QxdwiSS3JYm6RYrz4ETbWMdnjTPHMX+m9/7UHeLxQTCuODehUVAKCnwJ3gI/14zn+O3EtTilVYiI+wY92f8Rceo6u0xWMmJlnxMRVDphKTBHXxPTkWN/ad/qRGRkhUSpVXI9HG2UxUUSTNWGqO26y1loT1K1ECV3+oOFVJZWYKmi49+v3o2n3w8ZD/tH1f8RCbkHQSI+a2KE7ZL21zp9v/Dmni6fZbItNermwzGpzFdsVGt6QkLX2GkEYsNnaZLu7zYn8Cbpal2KsyDPTz5DUk3iBR21Y48HwQUTZ0xWdvtfnTvWOABxkGUUSJokFU3hT5MwcQ29IWk9zMn+Sx43HFOIF7tbviph31aQ2rHF54rIwlfsrPnyu7/4UkGN5lohsl0RqliRJ+IHPdmc7Ar9WW6vCxPRoQpHUk/iBz2tLr/Hi7IvEtBi1YY2BM2Ahu0BtWONweMhyYVm8nu9zMDjg/cP32e3tois6S7klfuvqb7GUW8LyLPYH+9yu3cZyLTY6G2x2hAltx+qgazozyRl+4dQvMJOaif78o/qjyAtAV3UmksJxX5EVMRncEl4Tx5t4OpFmr79HOV4W8YNmJpJR/Tzfmp7dY7e3y3JhmaE7pNb5QIZ1vnQe27epDqv07B6FWIGkkWRWngVJxBMegzC2Z9Oze9SGgqEzckcRi+tE9gT5uJD1HU/xD/pCujefnudx4zGzGXHgP2o8YjYz+1Ma4eNr/GH649gdE4QBB4MDFnOLhGHIw4aYOJ4rnSNjipjI6rAqzDRDXzTCgdCHe4HwvtFkkUyhmALVP05Vsz0bQzEiwLJjdbh1KExSZ1Oz7HTEgfXi7ItRYtLj5mMUSaFttfnm2jdFfL0vgKOskaUQLzCdmiZtpomrcbGpBy6u77LT22GjvYGhGAycgYiOlgQLJR/LM5+ZF2CLokYAleM7AkCyO/Qd4bVjezYzaXEv6aoe/d1jeYAXeJFHkSIpSJJE1+pGJuxDd0jP6tEat4QHT3+Xye4kh/1D+k6fCxMXGHtjNFljPjNPbVhDkzXKyTKXKpcilmHaSOOHflTA/7zVdbvsdHcwFIP57Dw7vZ0PDLE9IfewPZtissjIHpEyUxwMDyJfhoEzQEUlExOTEMd3yMaE/LU5agpZiqLiBA4nkyf50faPmE5PM5Wa4nBwSN8WVOHd3m6UDPHizIv83oPfoxQvYXkWSS1J1ary3v57nC2dZa+/x0pzRXgPeW5k7Hjz8CZ7vT1+/fyvI0kST089zUZ3g6SW5EunviT8po4A673BHqqkMpWaIq6KgnXkjtjp7EQMC0MWz8Xp/Oko2e/4mUvqQlrTHrfpjDtYnmCcxvU4uXguAvSODfsW4gvYiL3eDuwoMWfoDNFGIuL4vdF7xJV4BHy3xi3mMnOcyp/CUI3ouQDRiJmKkLkcFzfNcZO0mcb1Xbp2l5SeEibmR+bi7bHwEhq5I8IwZK2zhoxMOpbmxuQNJhITbMe26dpdFnOLkXzGDVzeOXgHQzXY6+1xMnuSze4mqqRGXls73R3yZp6O1eHN3Tfp26LIP108jama/Hj7xxwMDlhIL0RSmaEjAInd/i7r7XXG3phzxXNRtO5aa00AAkdnyXx2nvf23+NO/Q5JLcl+fx/Hc3h57mW2u9s0R01USeVG9obwr+kf8OsXfj1iaFq+AKRO5U9xu3abqxNX+c76d7Bdm6enn+ap6ac47B9y8+AmD+oP+NLpL0WsvFuHQnr91v5b9MY9OnaHqbQAss4UhQxt7I7RFZ23dt+CUEgUcrpgOWSNrDBoDVx0Wac5bIKMeO7y88ymZrk2eY1np5/lnb13OF8+z2Z7E6/qUR1UhU+g1WVoD/FCMUWOPIs8wahKaIlIjmmohvCNkgzSZpqJ5AS7/V3iapzqoEpAED2vx2DhO/vvYP+M5Kr/rUs7cl62PVtI+4wYI2+EhMRkWtDoB86AIBDJMQP3Z+izgDOFM3zpzJdELO6oxpPmk4jh5/iOkKsRElcFSzcIAggFyHzsp2bIBt2x8IB0AxfJEbIIB8GKG/rDj/zMn5SoHdelDiICW9d05FAwpeYL8yxmFgkIsCyLG5UbbHQ2sD2bP3vyZ7y7/y6O54h4bcXk3ea7WL4VGXsP3IEwzzZTyLLM6mCVXCtHUk1yaeKSCCtJz6CqYiCJJM7o4zPV8gVL/VzpXFTP9p2+MJut3438eo6bc9d3IwDLDVze3H+Tve5eJOeeTc+iKSJ5pxQvcaZ8Rkj+JYXNrgAoXl18ldvV27RGLfLxPB060XfVd/q8vfc2jucw8kYUEgWen36e7f62iCzXDDpD4TUS1+JMJidZaawIA93+thjeOD0URWExu4gbupwunGajs0ExVmQyMUl1WCVrZkXtJusiOTMQTOWVxgoDR9R9tmcLcMxMUtJKvLL4CqW48CBb76/z5Rtf5tbBrYiFcDA4IAxDOlYnYmaausnLcy8z9saRMiGux4X8Y/qpiK0ShiGWZzH2xhFLcuyNo3pq7I6ZSE5woXyBlJGKZG5pI81ub5d39t4haQiWpyIpka1EPpbnfOm8MBP3xX7e7rVF8IPvcbYkFAyyJEf3x1RKRE6DkDgeDA7Y6e6wlF+iECvw1t5bDJwBBbPwkTPlJ9fYG3+EjfOTqzlqst8TQ775jDDmP2bG3zm8w3p7nbpdpzFsENNivHriVd7Ze4dACiKj3BtTNxi7Y2RZyEf3+/u8u/cuD+sPmU6L2O6F7IIwZz4K9Bi5I+JanKHzwXN7LItqjpust9YjVUMlUYmGzZYneoOiXYwGtsdS+p7dQ5M1rk5cZeAM+Oqjr3K2dBZTMdnrC6PpuBbnYvkisixHBtc9u4emaJH/jqqrFGMiVW27u81GZyNiXfq+SPesDWukzTTPzj4bRXov5hZFPdre4gdbP+BR4xGdcYd8PM+NyRucKZ7hoH+AIonnojYUDDs5lNlytnjUe4TX9DiZO8lMckZI7HyLy+XLInzmqE9QJZWhO+SbT77JTncHxxc+Re2xID44vkNSS3KudI6ThZPc3L3JaDyKhklpI03GzDCVmqIUL/HppU/TGDVEGI+siBo1XuZc+aMsqY9bxzLjDwM6siRHgE7l/0vefwVZlqbneeiz9l7be5veV1aWd13VPT3dM91jMAYDEoYQcQiSEkNUnFBQ0jmhkCKoc3VupAhSFzIX4lEoqAiCIBE8AARgBiBmBhjb3lVXl69K7zO392bt5c7Fl+vvqu6uwQCkdHHwd1RMT3ZVZtbOtdf6//d73+eNjSnDgYf0qPVrykDwsPKQZEiGwQ4Od47v8Lj6mF87+2tK4CzGZd913D0mGpAinmQoSXPY5OtLXycWjEnx0cn77cnvbbu5/XMjMeCvgcADKHHHh++Zk5Anl/d7I1qEaCRKPpJnMjHJ6dxphvaQN/ffpNQvcSZ3hqnkFPlonmKsKNGuE7XPc+r0zB6O61CIFihEC7y//z4H3QOZzuFj5Iw47BxSHVSlutiVh57marJhsEa4fpd0+ONcYCqUojVsUYwXuTZxje9vfJ8Xpl9gYA94Z/8dcSucMD88CO9YfIyAP8Bx95jp1DStoYCmDNdQ1eB9sy8A4O4+y7llTuVOqcN5e9hmq7lF1+gS9AexHVEdLcciEU4wHhoXQOiJCh3SBXg7Fh8jEUyw19qDIaRCKX60/SPGomMcd4+ZTc2ylFlivb7OpbFLFGKFT/08Pgs05f3CRQk58LGN2XEcRYBvD9us1YV/4anxAX+AqcSUainabm7THDZZzi1jOib2yKYxaHCucE7lNq+NX2O/vc+Hhx9SH4rtXdM0fmn5l7gwdoGBOeCwc8iPtn5E1+zSHAiVfbW2Sm/UYzo5zcWxi5zJnSESiFDql6j0xCnlASejwSiTkUnC/rACfQ2toXrgJQIJZlOz2K7Ym3tmj4n4BFfGr/zcTqe+2We9tq4OMV4MKx1K0xhKm5Pt2qoNq2/22SkJD2YxvaigYMddqWfXkBv1TEpUae/G+8nVHDap9quyOWpskYsKfX61tqrUfNcVgHdj0KBltFQLUNAfFDaCTyJnG40Ncb1U1+hbfVKhFFfnr8r73bFxfS6uKzDNsD+s4JpeltV1XSKByFNAPY/Fst3cxnRNdtu7RPQI0UCUeDDOL0/9MvFQnJ3mDiNHXHjvHrzLfksaOgrRgjjmTiZrsUCMVDilJileK53lyETFm6qUe2XS4TTzaYlY+DW/isCM7BHlflkEvyd+JYJSlT6dnCYfzTNy5GCQCAngthgpUo0Ke8YyLfX+0dAUL8MDKjo46hpLhBJqwlHpVZhJz3DcO+Zs4SyL6UXF/goHwmoSeC517ue67j45beuOumz3tpn0TbKSX6FlSOtYwB/AdmzJ/fuDxEIxeqMe8XBcWgs1P+VuWRyE9pBMJCNwUdclrIcF5D5o0R7KBqnerzOfnudR5RH9UZ8vL36Zj44/Uq9BqVfidvk2ET3CVxa/wr++96/R0GgMG6pFrtKv8Or8qzw38RyrtVWen3xeWBQ+mQx7gsLlsctEghEW0gus1dfEuhwfYzY9y4dHH+LDxweHH+DTfAo0DXLw3GntENWlYc07KK7kVphKTqkHvbeRaAwbHHQFhJkKC6vCA+53hh2ielQxTKaT0xw0D+j2uuhxneXcMvMZYQZt1Dc4kz9DOCicNNMxWa2t8sXZL/Lq/Kscd4+VqGPaprq+LNsiGAqq19BrgpmJz7DR2JDae3+QsF+aZOoDOXj1rB5Dc0i9X2doD7k+cZ2AP0AmklHO1r9z4e8oR56LS6lTYq+5x8gZMbJGZCIZHtUfMbJGSjyPBWMcdg8VC2S9ts5EfIJsOMv3Nr/Hvco95pJzLGYXSQQTGI7B2fxZDNvg3YN3qfQq3Ji8wW5rV2CxJ608+XCeUCDE3zr3t/jp9k8FAn5yD/be34etQ7Yb22iaxi+f/mVe++g1rK7Fr535NSaSE3x37btkQhkawwZhPUzLaFGMFtmsbVLulnl+6nnG4+PcPLxJa9ii1CtxY/IGqVCK1foq7+2/p3gOk4lJvr/2fSJ6hFq/RiaSoWW02GxuSilCWO69Ojq6rmNbNiNrxHpPmpQKsQKaK0MPF5fl4jJBPUghVmAiOcEbe29gmAbH3WNW66scteWAeWHsAo1eQ4m2ngPJdE10pIxB82m0jTaZcIZipEh9KBEE7/7n1/xUh1V6lhQ7eGy+vcYeFtZnTuP/fS0TkwAiEuiaTiaUoTuUaEIkIC4x0zaxXEtiDMFnQ5azkSy3y7cxRoaawBajRQbmgIPegbTHOS5Ns8kIieRptkZz0FSRJM81GvQHRWQ6iVkcdY8wRsZT+1SvqdXBUc8xD0oMkAwkVXnCheIFCrGC4nXNp+Z5UHmA6ZrcPLrJRn2DmB4jGUyylFnijZ031KHqytgVuiMBZVuuxImSoSSnkqcoThcJaAER5dwRr8y/wkHnANMRN979yn3+xum/QXPYZCY5g2EbDKwB31//PgvpBeayczyoPCAeiCvIuDdkfXLYatmWMKY0l0QowbeWv0UummO1vqqcnLZj0xw06SBx1PmUcH/ePXiXQrTA3eO7T/28OsMOsVAMv19A6TOpGY66R8ICCwkLrD/qM7AHXBu/xmZtk5Ez4mrhKm/vvS1uBKPJNxa/wcgZMRmdZL2xDi6Mp8bZa++BhnKUeiKi67j4/SKuruRX8OFjpSAsL9MxyYazlPolXFccZOuss1HfkJifHlEH/fqwjq7pPDfxHNFAlO3mNnfLUqoSD8S5PnmdqxNXSUfSDMwB9UadgTXAsAyVHogGpL65Z/aoDWrMRGbUQXFgDthpyj51t7VLOpymMWiwkl9hObes7v9bzS3FmwER9KOBqHIizKZmOZU9pfZ+e609OT9o8v89wPLQkoHq2fxZkmE52FZ6FebSczysPpRoyolL9JPrWRGtkT1it7nLewfvUeqWVOzYOw/Eg3F8PhGc/ElxrE7Fp+iYHXRdZzI+SS6aU5Gm1rDF48pjPrQ+xLRN0pE031r+FiE9JLH9TwxP+2affDSv3LzHnWPK/TK6T1dsxvZQmKW1QU1wACf12OVeWYmjhi0RSzSYS80RL8aZTkzzew9+jxtTN3hu8jk+Ov6IqcQUO60dstEs1UFVIM++AIlAgrAepmN0pCFs2FKxK891NBWfgrg0oG00NtD9OrOZWWxbmpNjoZgUAVXu0xv1qHQr2K7NTGKGXz39q4wnx9lubvODrR9g2bK3rHQrTCenSYQTmLbJ9enrXLIvcfbcWV7be00wG8EkjuuwVl8T1pmmS6OwJc7eWDBGIVpgq7HFWm2NoS0RprOFsyxnl5lPz5MOp4mGoviHfr65/M2n3P67zV32O/tsN7Yp9Uokw0mWs8tEAhHFs/nk8vaZ3q++2SesS+QuG8kynZxW53rPPaPOnkBEjyh0Sn1Q52zhLKdzpym1S4ysEd9d/y5fP/V1kuEkAZ/gPDyupvceB9hp7siZ4WTA7YH4n1zHXWnh/Kwz8rPWXwuBx48fG1tNQD5Zk/nkChBA94lLphgvMp2cZjm7zKnsKXbaO6yWVhVYeDI5qTKxngvFA2cddA6EN4JLuVvmzd032W5KzePlscukwh/DohzHUe1HyZBEJIL+oPr6IDcwb+L/5u6bvHf4Hq/MvsL//O7/TDFWpDWUTKuXA9R9OgNzwGptlYnYBIedQ3abuxKBOXEEdUddQr4QI0cOEz7Nh+u6fGXhK0T1KKZj8qj6iHKvrPLai9lFsmGp456ITWAhEa/94T7zxjzTqWmmE9OE9JDKEd8t3WVgDbhQvEDbaHOxcJFYMEbP7DGXmmOtvsZYfIxsJCsT50+IOIYtMSTPjQMf53It11IAVJCDUs/sSU7UNmgNZPPr03wUY0UWMgsUYgUlXIX8IQ47hxi2wUuzLzGTmiHoD7JWW5PJ6KDOazuvMbJHRAIRphJTPDf5HIPRgMeNx8wkZrAcix9v/VgmdL0yO60daoOaytm/NP0SVyekHvioeySWY2dEQBMeQDFWJBn6+AYwNKXh6smGJw9Gua/vKxbK0BpS7pU5kz/zc4OmW8MW7+y/QzQQJRPJPBXDute+R0SPMJmYVFMSwzJ4a0/aGfKxvFjXNdnge+JCPBj/C2FkfbPPZn2TufQcj2uPVfvAm3tv0hq2SIQS3Dq+RdfoEvAHSIVSqjXuyZvj0Bzyzv47RPQIE/EJ6oM6QT0o4DdbGqY0TZN2FN2vREivotuLr5m21N7vGXvqemoZkoN/efZlmltNVnIrtIYtBbO+c3yHhiFtGZ54GdWjzGfmeW7iOfKxvLLIeiLFwBIrdGvYom1IVbquiYjjiQOO6zCTnBEByy8xgifFHO/v9OTywMcja0TLaClreaVXoWf26FkC2I0GpF1HbQBOhCHPEVTqlshGsozHx2VScjKp8O5de809FSHzlosrtd29irRL+T7+2f+8h7SRPeL9g/fRNV1aJ/xS1bySXwFQoHfXdYnpMZqjpnCvkLrJgE9giAFNXFj5mDAwUuEUu81d1hvrMqW0BmhoHHePeffwXV6eflmJk1E9SkgPcdw8pm/2+bsX/y73yve4PHaZUq+kGrUAJuITvDL7CpvNTdKRNBfGLsh7wYW9trB0ctGcshs/rj0mGUqykl+h2q8SD8apD+ricvKHOZ07zQfGB5i2ie3aPK4+ptQt8YXZL/Co+oihfyiW5WhBbWiHoyEPKw9xHGnDW0gt8MHBB3TNLvlInq3WlmK8jOyRXGvoIsprQSK6wOnjgTh+zc9R5wgHh9n0LJ1hh7XqGplIhqnEFM9PP6/u0UG/wNlH9kg2VBoqnmW7wnZpDBuE/WF0XWe3vUvYLxGCg+4B69V1HBzaQ2EwhINhaVJq7bKQXmCjuUEimOBB9QEzyRmWskvcLd2lNWyxWd/k9vFtJYR7bW9BfxDbFcBsyCex4fXGugD58TOdnGY+Pc87e+/w4eGHTMSFnTGwB/R6PS5OXMR2bQ47h7SGLf7B1X/Aw8pDirEiK4UVPjz8kJA/RD6e54XJF/jo6CN+uPVDppJTnEpL00oqkmK9vs5be2/h9/n5zQu/SWPYYL+/z69f/nXOjZ3j9x/8vnI0ec+w6dQ07++/z2p9laAuTszeqMdcco6fNH9CPiq1zg7CqvjVM79KPBTn7b23uXlwk43GhoJ5ely/mdQM2bAUD7T6Ldab6wDko3nsnmzcQ5o86y3TQvNrnMvL8GIqOcVSVvgLlm0RDUaVyBsLxKSoIpjm3Z7E9QK+gERg3I8HKuFAmL7VV9b3vt3HMA2CviAL6QUawwa1Xo32sC37L03g54PRAANDCRd/leW1gD7550OEPuUG0tDQ/dK0N5WcotKvMJ2elor0k3vYwBrQNQRE+qzVHrQ57B1SiBQo9Uvst/Y56hxRH9YJ+oIMLHGYGhgENbl/JyNyj/Lql30+H89NPSdxjFFfAPSjLqZjkovlOO4dK5HHYx2ZjvmZHJ6JxIQIU1pIsU1uH99mIbtAOpYGoG/0qQ1k0hzwB4iH4vx056eUu2UG1oDZ5CxtUw6gp7OnFZMjG86iD3QM0+DM2BkeVR9xOntaIvydfYm1AV+a+xLJUFKJBBOxCe4e36VttJnPzPPWzlu8v/8+Y7ExGsOG+nm4uJ8auq7kVqgP6rwy/wqfm/4cNw9ukggm0MM6vVGPe6V7bNQ36JgdYbvYbe6X7xMPxGkNW3TNLhEiDJC4n9/vV7D5hdQCyVCSt/bfUqy/icQEr+++Li1X0TzfefwdYoEYR+0j/D4/oYCAkDeaGyrG7rgOU4kpVmurslePFnFwiAQiTKemxUGSnhNwa+RjtptpS4ut6Zjst/YpxArK7da1uowccd7rmi6H4nCSqxNXyUaybDW2+Ldr/5ZSr8RUfIrZ5Cz5WJ5itChNi/aQiC4R6bH4GGE9rMSYxqDBfmefoC/IWGyMzqjDzaObVHrCAcxH84T1MOcL53FxWcoukQwlVUOPt9csxAo8N/Gcilg7riOV85qPU9lTTzlvyr0y+VieB+UHbNQ3iAQiTCQmpHCgtiZszlGPneaO2v94n9On+WSI+cQybVM5uTpGh2q/KqmIfXGGH7QPMCyDZDjJfHpeHZgjeoSt5pYawjdNYRzlYuKq9mLHzWFTudZ3m8JCuT55nVxEBMZnuSYMy2CrsUW5W+Ze5R7xgIgDmUiGkB6SZmbHFMacIYPLVChFNpJlIjGh0h5hPYzu17Fsi2JMrqdHlUf8qzv/ioE14HzhPG/uvclCeoHuqCucv3BGfb+eIzEWjJEOpRmLjTEWE5adpmlMJiZpDVvcKd1htbaqGC9osr9Zya1I46Up/KmD9gHNQZNkOMnp7GmmE9P0LHn/NYdN8uE8XbPLRHCCsB7Gdm2mElMUogV227v8tPxTHj58SHVYJR1K0x/1mUpNcS59TiL2gxZNo4nrF4fao8oj6sM6sUCMpdwSL069yJXxKxTjxacbbk8ER0/c8a6Ftfoa/VFf0AdRER2fHHpraEpY8xIBI3uknE7JUJJMOCM/K2uozoVBf1CJON752oOJAwov0Rw2KcaK/GjrR7yx9wbVfpUvz3+Z37jwG2hoBPUgk4nJT7mIOkaHttHmXOHjQalXCOAt775ztnD2qT/r8UOftf5aCDxPCjmf9eD3VoAAMT1GIVHgYlGq7maS0grz/tH7JIIJLhYu8sHhB4zHx/ml079Ez+xR7VVZq62x196jMWhInEaP0Dba1Po12Xq4LtcnrpOOpJWTIOIXZd1T2D1Imecy6Zk9Sj2pavT4IYedQx5XH3Nl7Ap9q8/l4mUuj1+WZhxDfvk0H47rsN/eJxPJkIvm2G5uc3X8KvOZeQHyNnfFLeDzkwgkCPgCQpx3Ne5X7qP7dBYziyxmFvnywpfJRQRW1TbaVPtVHlUfsdHYYCI+wWxqlhdzL/L89PN0jA577T1MxyQRTDCwpKXhQvECzWGTgSmT5r32HuPxcV7beY14MC7fb2tfKeNPOnI0NMVHeXI5jhxybcRN1Df7CujVMlrU+jX6Zp+V/AoXixcZi48p14b3Bt1r7WG5Fs9PSe14qVvi5tFN7pTuEPKF6Ft9zubPClQvlmettsY7++9IY1Z8kvvD++w2djnqHilQ67nCOZYySzSGDar9Krpf59bxLXw+cYaF9TATUSGrh/whtVn3hMXx+Lh8HEflPT2WTivWYiY1IzbXzhEr+ZWfS9xpDVscdg55UH3A6expzuTPiDukV6ZltMhGspzOnVbQwtXaKsedYx5WHnLYOeTFWQH/FqKFTwk6rusqt8mTnBvv33ujHmv1NcZj49w+vk19UGcyMcm7++9SH9Y5mz8rmeTcGRE3TwCvI3skjoVRn/32PnstqUH1IkHH3WOBUyYmVTTAu2F7nyOsh2UKNqjTGDSkKvikscMTM3yaj/2WTDtCgRCv77zOu413Me5IBCYbyXI6f5qLxYv0zB4ruRXmM/OKkzOfmpeacKPJwfBAAZA9d5n38PDEME+4aQwbRAIRzhfOf2oi5B2oe6OPIcNP/vLqWr0DajQQFTEkEGMqMcWFwgUO24fK0eKxeOLBOO1R+5kWaCWg4lIdVFnOLRN0Ps1EqvaqUh39M2CCngj7yYOb7di8ufsmfs3P6cRpFc+MB+OyUXBsOXiYA7JRqQmP6BE0ZApe69cYS4xRHVQpRAvYSFW850Dcbe0KFNN1MCypm31993UuFi5ycewipV6JfDQvdecnQvyL0y/KJlSP4NN8jMfHaQ1b+PET02NcHLvIWmMNn8/H+cJ5tblYq6+x396nZ/V4PvM8yXCS9do6uViOF6Ze4F75HuPxcQ47h+y39wkHwlybvMZ7+++p1/pu5S6VfoWpxBTbzW1cXC6NXWLoSHQuFUlJJM8xiAQizKZnCfqC7LX3lH250q/IZNg2GTpDjnvH6JrOeGKcgD/AQfWAht0gG8tiYUlLCxD0BWn0G+y0d/BAyh7nwAOi635dtf0E/BKtsBxLHKK4im+Ri+RoDpqUuiUKMXltNxubHHYOcV2ZyBciBYGG9qokg0lW66ukwil+vP1jEXVDSd7Ze4eN5oZw204m1qGATJqvT1xnKbskvK3uIZZjcX7sPH/86I8FTGk0OeweorkaHx1/xMPqQ7LhrET0MqeIBWJcGLvAK3OvMLSG/Hjzx3xt6WtMxaf407U/5ULhAluNLTaaG2hoXB27SmVQ4aPjjwjrYabj0xiOgc/x8bj2mLA/DBq8OPkiHbPDu4fvshBb4CvzX+F37v8Oli027p7VIxfOcdg5ZK+5x0fHH4EPzubOKjfQn239GT4kJurZ7w1bBhYbjQ3+8MEfstOSn1MmIo7HJk01lCj1SrSHbbbbwjQ6nTvNWGyMtfqaRKJ8QQHbajAek2FNWA8zl56Ta13zU4wViYficpjYeVOGQIEQt0q3lOjh1/wCVj3RckO+ELqmq0Op4cj3HAvH0Fx5z261tlT8wHVdDNfAHtlqb/ZXFXfg0wBmDU25W5782GR8knBQuBxDa6jYXIZtkAkJmDuoB9E1nb7df+bX22xtMhYfk3uqKfsS0zaZiMlhbWgPqQ1qBB0RVXujnirnGNkjESDT0/QNiWngQDaaZTo9LfdVv/+p18PnkwOitwIElOslgHDU2qM2C+kFJpOTrNfWRRgoXqVv9+mP+gJK92n0zB4z8RkeVh7S6Es70XxmXvG90pE0n5/9PP/s5j9D13Vpc+tH6Dgd7lXu0TE6fG7mc0wkJqgOqoxsAd2P7BHbrW3qgzp7rT06ww6VfoXl/LI8r3BUg9JGfUNimyd/R8+d5OISDUSZTExSH9aZS81xp3SH9w/fZzo1TXPYpDPsqIhJIVYgpsf40c6PCPgCdEYdmoMm85l5dqo7H79++CiEhaMY1aO8ufcmr8y9wpnCGXbbu6xXhe9xtSiRyaE1ZCY2w+O6xK57Zk9ivvZI3A9+WMmuqH3bbHpWGFbpeWaTs8RD4qYaWANhdLV2eWv3LWqDGolQQrVi4soexzblPZAMJKVxzOdjIbvAheIFaZqsrfL+wfsctg+xsbk8dplCrMBydpnp1DQRPfLMAZsHtm70pR1xaA2xXVsJEBeKFwjrYYkHt/bYae4wnZpmIbOg2C9e89dYbIxzxXPKLWbaJuv1dfX7PjmE2mvtkQwnqQ6qpEIpTudPP/V7PJfqXFri3qYl17QSeLCVe7876oo46ZPoDoijqD/qk48J7Holv8Kp7Cnul+9zpiB8G8eVUpWhNaTULVHqlJiNznJl7AqTiUkawwa7zV3F4RqYA0LxEJOpSW5M3lAMHuCpNtD2sM1WY4vH1cdU+9IAfGnsEmF/mPH4OLloDsuxVPHAyB4xmZhkOb/MpbFL+H1+FbtrGS2SQXEyWa5FJpyh3C8zNIf8aPtHOI7Dl+a/xHp9HZ/Px+PqY+V4yUVypCNpZpIzpMNpwrq41Y+6R6zV1qj1a3TMDneO7yhHfDwQJxFKEAnKMHcqPsXQHrLb3qU5aHLYORSMQnqOby1/i+XcMp1RRxWvrDfW6RkyiNc0TfFt0qE0++19bh7dJKCJYzMWihHQA1wZv0I8EGfkjKQK3h4IKNwastfao2/2KcQKvLLwCs9PPc9iZvEvHBofdg6l9MTnJx/Nczp3WjXV1gY1XOfjuNVea4/msEnAF0D3y7PKO2951ePeuTCsh4WTqIdFoHtir/zkNdAze1KKcdKGNZGYoNqvMpUQRmc4EOY/OP8fkAwlxdXpuk/xxrxrfbe1y0xq5lNxLNsVIPzIGnG/cp9UOMVR5+gps4ft2k8NWD+5/loIPAARIowY/cyMdz6S58rEFZ6beg5caXvxrFsvTr1INBBlrb4GmsRN/uXtf0nP7GHapoDG/DHJObZ3KffLymXguA7jiXEm4hPqUOlFNrxpf8Anv7zDcXPYBFcO5rZrqxzu7ePbTCeneVB+QDqa5sbEDQW3XMgsEAlECPgC7LR2WM4tM5Oc4XHtMWfyZ8hGsjyuPhaKd3OP9qgtEbHuIYedQwpReQieK55jNjVLIVZQwtHd8l2aRhPbtkX4SszIBjEgdPz9/r7K7y5kFgj7wxx2DznuHjOTnGGttsaj6iPS4TT3yveYTk5z8/AmmUiGaDCqDoOmY37KBeC4jjoUP5kp7o164lQaDWiZLQxT4I3jsXFmUjO4uFwsXlQ52U+uar/KR8cf4cPHR8cf8ceP/xjbtTFsg1fmXlHAMJ/m4275rkyVBy0qgwqWbbFWXUPzaSykF/jm0jcZT4zTt/rsd/Z5a/8tyYxHxBKfjWRJBpOqVaZvCYgx4A+Qj+bFIaGh6gE9QceLiDy5RvaIzcYm8+n5pyJGn1y2Y1Mb1JQDq2N0eGHyBaLBKBuNDSzHkmaG0Az1QZ33D96X6w4U/d3n8/EPrvwDAfeeKNteBNC05Vr1bjIBf0A5TrwMsGVbHLWPmE3OAnDcO/5Y0NDg66e+TtAfVNPo496xyorbjq0iKWFdKmyvjF8hH83zuPqYWDDGTHIGQHEyRtaIw/ahaj8zHRPHFVZUJpQhE8kocHBn1BG4XG0Ny7WYTE4SdIMsZha5mLrIN059g6ge5XT+NCN7JFbsvkA239h9g/uV+0QDUR5VHxENRNXPbC49p0DrHivpyeW6UnFc7pYV3+mTAo5P830qlvWkOOTltd/df5ds5KTZRJdpvO3aT10zf5Gr5rOs0MddqVofi45x0H0aOGraJpV+hXws/+mDmev9z2cf2FzX5dbxLWZTs3xh7gu8sf0GtmOz19pjKjFFfVDnoH3AUfeIptFk3B6n0q1QjBU57h1L9McX5Kh9JC7LmDSETSensV2bfCTPrr7LVGKKarfKmfwZdpo76D5pe6j0K4T1sFi627t0RlJp3xoIi2g8Pk4ukqNttKn0K4zHx/nSwpf43tr3iOpRXph5QdloN5ubrNfW6Zt9MqEMU8kp7pXv8bmZz3F98jqapnHYOWQyMclPt3+qqqc9cch1XTbrm4T1MEvZJTYbm1wcv8hKfoWAP8B2a5vGoMHlscsE/UGiukQFW0aLw+4hV8avgIuKqh62D+Whb9ucypzi9vFtBZXt230R5IJJjrvHpAIpdF1X8OvZ1CyGaaipUcgfUlwBzx1h2Zay25uOSVAPqrhjYyhC6Gs7r0n9+aBOf9TnoH3AZGKSpiFNW7VBTU0IE+EEpV5JsQ5+9cyvst/e58b0DTUsKXVKVPtVmUb7fMyl51T729Ackk6nsW1bMTniepxrE9c4aB9wd+MuhmOQC+fU5Hcht8CXF75MPBDnn3/4z7k4dpHzxfO8tf8WyWCS/dY+j+uPqffr/L2Lf4+l3BJ/8PAP2KhvMB4bpz1qk41kWc4u86D2gPawTTwYJxKM8N7BeyykFziln+IPV/8Qy7ZojVpUB1UmYhNstKUFZbOxid/vpxAt4LoulV6FyqDCbFIiDgNzwL3yPYmaOi47nR0+PPiQcq9MJpJhIjHBtYlrvHfwHiYmx91jAv4AF4oXAGiP2ozFxvj87Of53tr3sB2boC+Ixcei3ERigq7R5UxeRHXLtvji/Be5c3xH4l+DGvutfTpGB1cTfpKOwIHjwTiWbeE6cl34fBLtPO6LKy4fztMatsCWkosKFXW9G+7H+6+fJy7/8yw/fsL+sOLWuLjKte2tiE8c2c1hU+KEgxZDc0jNqeHgsGfv4WgOATOgGDnPWl+a/xKpSIqD7oGK0SykF9A0jUtjl/jh1g8xLVOmsLa4lVLhFNlQlpErAk+pU6KhiestFA6xnFtmaA2pD+rE9NhT90/X+djl8iSLx49fTahzYYH1a644EVayK6w31hmaQ+Hf2Ia4RTQZWvWsHiNGnCmc4XLhMnvdPSKBCFfHr/L81PNyH3BEIIiMIliWxXRiWkUpv/3o29wu3WY+NY+Dw6XQJXpmD8OSaJbnIjmTO8Nmc5N39t/BtE3ZIwaThAIChDYxn3JvWVjcK98jEU6IqGwJQsC2haG40djguHvMRHyCs7mz/On6n2I6Jj7XR8NosJBd4OXplylXy3QQDpmrucykZ7hQEEjtSzMvEdbDvLX3FvfK96j0xOm619kTyL5PpzQoYTs2mWiGGxM3yEaz6D5dHE7500zEJ/D5fLw085K4LVxHHOtmh6PeEX2zL/sgLcCt41vcr97nUvGSCGaBiJwZgjEmEhNEAhHawzYfWh9SH9TlcxldfrL9E7bqWzSMBjOpGf7epb/Hdmub88XzLGYWP+UosRxLcTePO8c8rD5Ukcl8LE8ylCQWiKH7dHU4d5EoSCFWoDlsMp+e5+W5l5+Cxq7V13Bdl1PZU0rc8T6ejWQV189bvVGP7eY2O60dvlX8FhOJCfKx/FN7Egdx/sxnJHZT6oqzzXItVYveNJq0jTar9VUcyyEQCIj7LjFFPBQnqkcp98uEfCGmk9OcK5x7yvVjOzYfHH4gXBhNRNJfWPwFHtx5QH1Q52HlIamw7NNGjpRPFGNFLo9fFvzAyd+j0qtwr3RPhsG2xUZzQzWi3pi8odALc+k5aZk9GVh7+8FUOMVWY0saTkddthpb7LR21DDS4yAuZBbIB/MYlkFr2OJ7q9/jXvUe3zj1DR7VHpEMiTMpHUozmZwUsTY5o4Sbg/YB+519dpu7ym1rORbHvWPWamtyHZw0v3mikDfw6xgdqr0qQ3vIufw5rkxdIRPMcNQ94rWd19Tw7KhzJHttNHF+ZpYwHZMPDj9gzV5TCZRkMEm0FeVs/qwMtBMTMiBwIR0SNMSj6iO5L0ULXJ64zJWxK0wkJp7JX3VcRyEbHKQyfCm7pKDbO00p/TjoHLBZlwr1fCyvGrgCvgDRaPQpIUc1Uz+j2MVLhHjvq4E5UM1n8WCcZFAKGsZiY0wlpBzpO4++Q82oUYwWZah/YrgAaQn0XDemY6rvuWN0qA/qqs13q7nFg8oDQnqIer+uRNmgP0jal1ZnLc8U8qz110LgCRJUdk1v6UizgWfvTetpfv3cr/Pc1HNsN7Z5UH+g7NTZiEyRTUcONrZt0zSabDe3hc/iagKYHUkV20p+hV9a/iWSYQHgzqfnhYHjC6iHBMhBvWsIhO64e0xtUJNph+Nw0DmQ6r1whkQoQcgfYqe1w4vTIjTV+3X+8xf+809BaV3X5XH1sdgCbZPfvf+7KjY0mZhkMb1ILBDjq0tf5d3dd6US3B7xwtQLLGQW0BAHz3ZrW9mJvbjGWHRMNvWOw/3KfRrDBgVfgXQoTT6UVzewar9KrS9/p4XMAtV+la3mlqpDzEVy7Lf3FU/IsgXCiSaOC69a3XEcBQ6r9Cq0jJY6SPvx49f8Mnn0+TmXP8dMaobx+LgC1S5mFpWV1Fu2Y1Pulblfuc+PNn+E6Ziczp1mLj0njqwTKOlR94hbR7fwaT7K3TKbjU36Vp/WsMVkcpJrE9eYT80TDUQ57B5SH9Y5HhzjOFIVmgwmmcvMKbHDtoUXEtfjUjseTqmpkGmb0iJy8kD4Wcq1N5EYi409Ezbn2WnrgzqpUIr51Dx77T3FEnF7ropMPKw8VPGzTDjzVC77tZ3XWMmvSLVtr6yEBU+4UMLkyff7SUBZ2Sxz0D5Q1tyDzgGvzr3KyJYK+rG4TJdtx1Ytc5FABB8+yf72hffiuV26oy7jsXHeO3hPxYje3ntbRbN8Ph8hf4hMOMNKfoVkMKk24K2h1Czfr9xXD7+gP8jIGnF98jpnC2eVWj+yR/zQ+aEC/r69/zZDc8h2c1txU+qDOjcmb7CcW1YuoCevMU+o6Yw6nxJvmsMm5W6Z0/nTDCwBo8aCMTL+jPq+/qKaeNuxZXqmS1ufX/OTCCWIBqJqWvBZy9vUeZqPF3t88kBR6pUYWANy0dxTD1vv95T7Za4Ur9A0mh//t2d8Pc9F0zclIvDO3jv0zT6fn/k8a7U11rvruDsu3VFXhG8zIDDyUZdEKIGjOeK2iRXoGB3ysbw0GZgWy8llxuJjjOwRE/EJ9tp76p41tIZEAhGV+f7SwpeoDWpyHbYPaPQbBGIBkkF5z90v3+d88TzFeJGgP6imxP/w6j9UPKjl/DLZSBaA9do6D8sPlcvv+uR1dlo7FONFbkzdAFAAbY+FcC4vbUre67VaXaXcL/PC9AscdA4Yi4+xmFnkp1s/VUKK1xijodE3+3JgMzoUogUFxjYsg+qgymJmkVKvRKgTYiG7oIQZF5fWqEUumGNgCZx6LjXHw9JDQv4QL06/SKVXIegXNoRf8xPUg1T7VfV8sRyLgB5Q143pCFTVsAy53w9qfHj4IX/y+E+YSE6o1kUXl3goTnVYxbRMbMdWE7ZMWOJgpi3Q0kgwQn1YZ7uxzX5HOB2ecHTYPSQdTAsEORTjrd238Pvlmq/2q1IU4LpMpiexbIubhzc56h6pCvT2qM21yWsCSdQj/Ivb/4J8NM/Xlr7Gn23+GV2jS3vU5lHlEX7Nz29e/E3OF8/zZ+t/xtv7bxPSQqTDsrH+G6f/Bj/c/iHlXpnJ2KQ4ANv7LGYX+U+u/if8kz/6JyTCCep9iffmwjn2O/uMxcc46h2x05BNnRcfsF2bqfgU5wvnaY/a3Cvf41H1EblYjuFoqATWldwK2ViWxfQimw3ZwMYCAmi8MXGDvc4eruMS1INcHLvI27tvK6HB49R5gpeDw6+c/RUy4QyVfoWx+BhBX1Amzs6IW4e32O3IZLver6u2saPOEbZtK1exi6ss85YjjJ/aoKacMfFgXCJIw4ZyTn7WChNmyPCZ//1ZK+VLYWrmU5GqTwKJQez8rWGL8qDMTnOHreYWPbvHyJFDlucCANmDtIYtmlbzU19PQ5pH391/VxrcbIN0KE02kiUfzas4oWVbRIIRYkEBT3dHXV7ffh0bm5AWYjw+jmEadEYdcpEc5wrnWKuvYTkW1UH1qe//SUZNQAsokSzhT6h4z3hGKrnfPXhXnifhGH4EiLteX8e2bCXKNgdNDNNgOj7NcxPPEfKHSJkpLhYvkgqnuFO6IwdlTVoYj/vHNKtN6r06I1sioPudfa6OX2UqMSXOadekPWxz1Dki4AtIxCUU4XHlMT2rx6nsKXE4R7Jkwhm+t/E9JVqdVGEot3YhVqDULfE7d3+HRDDBdnub5cwy/VEf1xGXz0puhT9d/1OawyYxPUbX7LKQWuBvnv6bXChc4A9u/YF6zTwR+rfv/jaxQIzaoEZtUKM5bMreyx8SoHJrl6E9pBAq0DbbJMNJnp98nonkhGJn/OLpX+Rs/iyPao+YjE8ytIY8qDyQlq+T93PIL4623ZYwYar9qnKIJ4IJAn45B1iOpRo20+E0ST1JIVZgYA7Ya+/RGXWYSEzwa+d+jWQoyUZjg2K8yJn8GVzkmvIOnt1Rl7bRZmTJIKpjSN37UmZJot8nMe1oIEosEJPI9hP7zMagQXPY5Gz+rNp72I4tRSyWwWxq9img8HpdGGdP8kD6Zl81bOmazlJmibn03KcGTK7rctw9ZiW3Qsgf4qgjjaT1fp399j7r9XUZwjkmy9llxqPj6LpOVI/y8uzLHz+D6+vst/cpxoqcKwgcv220cVyHw84hd0p3SAQT5CN5BU1vDBq0zBbLuWUiekTi1Z1Dwn6BxG+2NxWo3+MChf1hosEoxViRkS3V4EuZJQzHYCY5w3p9XSUbfJqPsfiYCBon+55St8R6fZ3eqEd9WGc6OU0uIkOHncYOh+1DFrILVHoVOsMOqXCKcqeMYRv8xoXfYCW3QtNoMhGbEOg2Lu8evMtR50iBeC3bUj//gE9aDFcbsr8I+8NE9SjZaJZT2VOqmKQ+rHPYPmSzvknf6TOdmOal2ZcoROUefr99XyUiGr0Gq41VDNtgNjnLeFya+W4d3VKNXadzpzmdO81SdonJxCTvjd4jm8kytIboPp1Gv8GD6gNVSjOdnObG5A3OFs/+TCd4d9Sl1q8pJqLPJ0yyfDQv0azBGvVBXYm/HmqkECuwlF0irIeJBqKcypwiGX721/EcV957you2eS1xU+EpooGoKjE66hzx0fFHTCYmuTwuQ7j39t/jDx7/AV+Y+QJ/8PgPxNHY3qPer4Mm7xEP/Oy6LnvtPc4VzqkzQNAfxK/5WUgvcGX8inpvL6YXFbutbbdVyYpnfnjW+msh8Dxp1/UjwFyvVSEVTsnhIhKnZ/X4nbu/Q6VXYSm3xHx6nkw4Q8QXoWJUOOgecNw9FgZJKM1XF75Kc9ikaTQZi41xpnCGifgEfp+fxqDBbmuXaxPXiAQi9Ed9jgZHlLolKoMKtZ5MMh0cxUYoRAukQikSoQRz3TlO50+TjWRxXIfXdl7juYnnmE5M8+bem7w89zKxYAzTNmkOm9QHdWr9Gg+qD+gaXTLhjAI3f3768zw38RzPTz9PtV/lcfWxZCBHAuDyQFTbzW35nI4pDB5b3A+6X6zX7VGboB1UQpXlymbEp/mojWpU+1UAFR+aTk2j+3T1hm4OmyQCCZrDJhOJCSbjk09FQkaWqPbegxcNBd+dSc4wsAaUegImjgVlaj+TmiEbyarP41VlL+eWlbLbG/VUvGe3tStsnqE0tfzi8i8SD8Y56h5xp3xHtZXst/dpD9s0RjK5PJuXZoDZ5CyhYEiqw1vb2I64cFxNWjM6Zoel7BLpkDQqePWQ2UhWHC2ORc/sgQaxQExsw4Hoz90adjQ8YjGwyFh87FP/zaPht4YtMpEM04lpOqMO3378bXaaOyRDSSxX1PewHmYsPsZMSqydXrNFwC83nvcP3+fl2Zd5YfqFZ34vtmPTM0WI8TYbnrodCUTom30BisWLfHj0IZlIhuPeMQftA/WQMx1RrNujNms1aTbzom7JYFKmW4bUrscCMT4qfcRYdExNoi6OXVS105YrE6zaoKYmL6Zt4vf5CfqDZCIZlrPLasKy295lPD7OVHJK3EmGVGG2jBY1o8ZYbEzcVcEYh51Dvpb/mmJGefnpvtmnOWw+JeC4rvspjo4nilmOtKpcW76mpmF/2eW6UtftWas1NCKByKfETLU01ARB/u9nX2suwiEyTIOZxAzlblmJOpomQpC3gSrECqzW5YHvG/nkATxo0NGk9nhoD2kNW8SDcUq9ErVejVJXKkKfn35eDpT+IAdRETauJa5J+1m/Bsj3m41kGZpDEsEEjUFDHoL+mOLjeGJMKBAi5A/RHDaJ6lFl455OTvODzR+wnF3Gdm1lcW0MGvj8PgHtZs7yqPqIkC6A6unENO8dvMdx75grE1cI6SER+uJF4bgAW40tPjj8gEK0wEflj9Rr9dLcS2K9P1kPKg846hxxZewKPs2nYlGu6/LOgWwgPZh1IVpQ3KZsNMtUcopyv6x+prZjK0ivrunstfcUIHAmNcPLsy/z3uF7Eo0JxZRABJLfNl1T7vH1bTpGRyq6Y/L6ZSNZ9tsSjx2aQ5LhpBKUUqEUw9GQ1kBs5IftQxr9BvutfW7pt3hUfcTd47v0LGlgiwQjrORW6BgdQrrET5cyS1R6FRrDhoLptoYtlrNi/X5+8nmmU9PMJme5H7yvotEDc8Dm1ia5aI4H1QecyZ3B5/cR8AektUfTaRktPjr+iKhfprCO43DcPWatsUZYD3OucE7aplo7Kjb73bXv0jE6/BfP/xf8eOvHwi8w+2zVtrAdm18792u4uPx468fcKt0i7AuTiWaYS83x9y//fd7df5e1yppyA9b7deZT8/zHl/9jfu/B7/FB/QM0U5wUpmXSGXboWl3awzZdo0s4FWYuMserC6+iawIo/sbyN1itr/Lm3pvcO77HxeJFstEsO40dLNdiOjnNXmePhewCIT1EJBDhUvES6611YnpMuDyOQz6eJx6K8/rO6+TjeRrDBrYtUSif30ciIM1mK7kVzhbOstPcoRgtst3a5n7lPreOb5GNZDEsiQM6jtw3cvEcKX+KvdYeQ2soMfMTTsB4fJxKv4LP9TEwB5S6JSKBiIr/de1nN1J5B/u/irgD0HN6PxegORKIMLBkyJcMJcEVV08ilCAVTpGP5KkMJCbZHDYJBUPwGSktF5cPDj5gPDFOPBiXYVDnSIm5I3skLl2/rp6BPUOcxq7rilAYTcsU1zWJhWMsZ5fZamzJQWvUV9wvbz0l9rgfiz1+n8SpC7ECtmsrx3ghWmAyNsnt8m0ag4ZEd4MxspEsB+0DFWv55vI3GdpDdVgYWSOa/SZ16liuxV5zDxubwCDAuelzTMalpSbkD1HqlLhQvMB+e5+x2BjNfpMfbPxA6rwHTQzb4MrkFSbicigdj41zt3JX7sOhlLhMT372T/KTukaXtdoa7VGbb459k2KsSNfsYlgGux15ny6mFgnqQcYSY6RDae5V7hHSxQVV6VX4g9ofUKeuXqeoHlVslHPFcwxGA+rDulTY+3UCjgytPK5YPBSnZtS4NnGNmcwMX138KjePb/LSzEskQgm+v/F9EaYdU0X+Tduka0oUpDPqsNvc5bh3zHhsnPn0PAuZBcWV8bk+WoMWA3PARHyC6xPX6Vt9tu9v8+HxhzyqPuLl2Zf59XO/zkxqhr3WHgedAzX4fFR9pCCvnsO5bbTVoXQyMckLUy8od8onxZxPrr7ZVzGRcEAc4a7rstnYVG5Ab7DVNiSaNJeeUyyRvtnnqHNEz+wJpzOzyIPKg6cGRI7rqIPz4+pjDtuSGmgZLUB4PSF/iHQozVxqjlxUkBDni+fFOeNYjJyR4tGVuiWJ7vpDnC+eFxeOLdyYzcYmgHKbbTQ3WM4sK8ZpzajxvfXv0Rq2iAVjNIYNEsEE49o4xZgMaPyan0tjlxSnMKyHmU3NEtbD3C7dptqvUu6XiQUE+r2QXiARSlDulTnsHFLuldXrW+1XuVu+S9gfFnSAi+KoLWeXmUnPsJJbUezUu6W7fHD8gSAjOiU26/IMvHl4k8X0IgNrQM/o4ff5sR2bSq+iEA+mZVLul8WVFozKz1QPE9ACnC+eR/frHHWPqPaqqjlyKbvE56Y/RzFWpNKrsNHYkBaqXlWu5ZY0W54vnudK8YqkSUZNksEki5lFctEcQV+QU7lT0qx2MmDe6+9RrVbRNI2NxgatQYtYKMbViavcmLzBUnbpmdelVwNf7VexHEtEFj1Ge9imb/SxXIvvrH6HTFgKNubSc+SjeQ46B3xlQVq0HNdR1225V/5UBKpv9p9y51iOpQTQfDSvGmi969dDPRx0Dqj3BWQe1sMkggkeVx9z3D3mn73/z/jK4lfoDE6GrC6CX4n58Pv8XBy7qFIXj6uPuT55nVQ4pe7BLbOlhNLbpdus1dZUlNDjc6YD6adYnz9r/bUQeLyln/x1/ZqfcCBMiBAziRnWGmJB/PDwQyKBCJ+f+TxnCmekqlYPiR0tNcVMcob39t7jte3X8Gk+jnpHzKfm+dzM51SNbLknE6LV+iohf4gPjz+kP5L2pmgwqoSc5cwyhViBRFCmMJ8Vw/EuhA+PPmRkjziVPcV3177LXGqO9fq6guZF9AjpcJpqX7KuFwsXcTWXc9o5rk1cA+C1nde4X77Pg8oDljJLOK5DqVdC13QKMQF5tkdttpvb3CvfU+6haCCK7pOaeOWsOQG84sobxUGaibxWG49PkwwlpYrWFySgB4i5MQzLYDwxLjfaQU39OW9ynI3IhNKrZN9v7wvsa9ikECswlZjixuSNz6zTPu4eC/g1s0xj0ODu8V3JHw8bRPUok8lJvjT/JSqDCqVOiXwszzv770irg9nnbvmucuCkQikW0gt8rfg1MuEM9yv3MWyD8rCMfygZ+YAvQD6cB02spUfdI9KhNLOpWcZiY9KUpvnojDoqNpOP5lkILfzcUOQn1357n4E9IBvOUh/ING1oDin3yxx3Jb7ixXi2j7dlY9A+IOgPcnnsMrOpWWl9i+WV+PXJNbJH3Dm+Q1gPc3Xi6qf+25PEec+ZoPt0fJqPZCipmsS6oy6VfoWlzBKPq4/FKRFMcuf4jqrFXa0JuM62bfpmn6A/yNnCWZLBJH2rj+NKu1NtUKMQKWC6Jl9d/KqqFR1Ycpi4X7kv1buOg8/nUznc8fi4ckUlQ0klugzMARuNDZbSS6QiKXFGWML70PwapW6JxfgiK7kV+bmeiAJRPaoy+su5Zam7PwGwpUIpJeY8q57ei9bNpef+yuIOwEHnAMuxVE7X7/OrhgJAxaT+smtgChD6YvGiAtB5k0ENja3GFg+rD8mFczysPmS3tcvAGpAOSw28N83PhDO4uGRCGa5OXOVh5SEH7QMSoQQ3Jm8QCUTU5tBwZBrtudG2m+LeyEQyVGoVivEiQ2OI6ZpE/VGqwyqWbTEeH5dD5Il45m1yk+EkTaPJ1YmrvLn7JrpfZyw+pqJJI0tA0s1Kk+fGpRHLcw0uZZbY7+xz2D1kIbXAfHqe1doqhVhB2m40jd3WLu/sv8NMcoYPDj8gHohTNsSNdWnskhJxqv0qf77555wvnGc2PUtv1KM6qOK6Ln/y+E/Yamyp+t2l7BKz6VlC+gnMsyEwTw1NLLqDOoZtyDS9e8xx/5jpxDTFeFHigCctWtV+VTkoPIHHg/7jwm5rl6mkTKGujF/hbvkuIT2kWFxtow3IIfJe+R73K/eZS82x19mj3qsrkGI8JAJppVfBsA0M22AuOceavcZsepa51ByPqo/EnelaJEIJmQprUIgWBLTrkzajS8VLjCfHcVyHndYOiWCClewKjyqPpDJ+1CLok/fUXHqOiB5RTS5DayhTUrtPUA/imiKyv73/NvFgnNnELHPpOfx+Ycv4NOEX1AY1/u7Fv8tPd37KVnOLlfwK/8eD/4O9zh43Jm9wfuw8b+y+wXpzHdMyiQQjLKWXeGXhFR5XH/PDjR9SN+rMpmf50daPaAwbpMIp/vEP/7FwIYZ9EmF5rjeHTWbTs9CXTaLu0/mN87/BRnODmeQMP9z+IQupBb7z+Ds0jAa1fo0vz3+Z9qjNw/JD1hvr0qrmjHh+6nl+88Jv8oPNH/Dc+HO8tf8WvVEPx3HIaBl1nf94+8dMRicxDEPAv/4g4YAcLgJagIAe4Pr4dYnuahrbzW3W6mvMpGaIh+KE/RK7DusimocDYcKaQKV7ox6WbREKyL5IRwC8FUOu+/3WPo7r0B/16Vrdk9vRs29I/y7sHZBIjx+JPRuOgY40LVqO9dRgz7RNJXBNJCZ4XH2s7lcTiQmCviCOJnXmhm08JZB+cqUjaUbOiLXaGh2zQyqU4nz+PI+bj+XwNRJnkN/wM3JG+Hw+ksEkhiNNhqlgiobRIOgTB2m5V6bWr8nzwxdEs7WnBC9PCHkydqajS6TMH+Bs4az8LDSdlt2iZ/a4Vbql9oOTCYlztAYtadbTXK4Ur/DewXvkInLftrA46B6oKbEPH6lQikKsQJYsQS0oDhdzSHkgLuyt+hYbjQ3h9lldgnqQ68XrfG/9exRiBS6PXaY+qPPi9IsMnSH3K/fxIW63J12jT0b1wnqYifgE44xzJn9GtT8ChP1hljJLlHtlPjz8kLgeZ62xBsDFwkVSoRTVgbC9nvyce609QsEQz089T1APYgSl5SrsD/NB9wOJHYaEY1aIFGiP2iynl8nFcpzKnOK769/lQvECpzKnOOwccmnsEqlwirbRptwsq/tQpV9R5QBBf5CvLHyF7qjLqdwpgb9rfuV2LMaK5CI5WkaLR9VHbDe3udW6xXXjOtcnr/PLZ36Z+qDO99a/p67Rg/aBKk/xYvKxQEyajwIxTmVPsZRZIhr87L3dZy3TNtmobzCXnqM+qCtGyF57T7WMLWQWAKkg32/vs5RdUq27Two7nogFslfNRXLstkTounl4U6DNgwp9o08sGCMfyTOWkAbfVCiFX/OzXl+XKPMJ4N9bDnLADuth5YgJ+UJygHfhUfWR2qdt1DcIB8JU+1UMx2A2MctafY2DzgFv7r2J4RhcGLvAfHKeRDjBu/vvArCcW2a/vY/t2Bx0DhRuIhvJUuqVZLiPtLJlIhmiepT+qK9wB7VBjePOseKpdowOTaOpXPTz6Xkc1yGsh7lQvCAx2VGXD44+YLW6yl3nLuv1dV7bfo1CrIDpSKvrlbErDKwB86l5caQ7Jn2rL8OwiAgIfs3Pce+Yw/ahtCJGBd49nZpmIj7BdnObntmj3RWBrm/2WcgucG38Gj7Nx2Zjk9e2X6MxlAiUhrTA2dhcHb/Klxe/TMfoiCNIDzOXnSMRTDCfnqcYL6rXZr2+Lg13ow73mvfo2T1SkRSFSIFfWPoFLk9cZiL+6RiWV0hS6pY46h5RH9Q/vu9pfhF5Tlg/4UAYv+bnN87/xlOfY7e1K67/zxiWj2xh/9QH9U9FrcJ6WFIhmoDsTcdULdMeMqVvCtd1ZI0Yi4+Rj+Wp9+ucK56Tc4Or8du3f5uXZl/iP7vxn/G/3/zfCfgDT0Uy+2afaq+K6ZgcdY+kpTY1Q6VfUYJN0B9UvM50KM21iWssZZd+7vfzJ9dfC4HHs4B6meXx+DiXxi5xr3KPsfgYq/VVARZPXOYfXvuHLGYW1UWQi+ZIBpN8dPwR64113jp8S1wQmsZ8ap6e1ePDow/pm30G5oD9zj69UY+l7BKFWIGxmBC9s+GsAr/+Rct2bLpml8POIffL91XF6w83f8hybplwMEzOyfG5aRGW2kZb5fU+P/F5EZ86R0wlp1irrXHYPWSzsUk8EJe2qqhMbPMRsSW/tv0apX5JmBsnteYzSXHGeIBoNWU5ac6wHVumez7hNUT90khz1D1S8ZiW0WK3tasO/rgQDwngy7Rl+hEPxkkEE8SDcUJ6iFK3pGyTlmsxHhvnbP4sk8nJnymKrFZXJSuMy9v7b4MrHJnF9KJSiqv9Km/tvsVHxx+RDCexbZtST7LWbaMtQlcgwqWxS2QiUrvcGrbYamxhuza5cI54KC7tVyeixsAe4Ecsd9889U3ykTx9q68aMZKhpFTi/YwKc9d1FVT3SbbNk/9e69cUg8SzabaHbTojaZIYj43TM3vsNnfloRJOsZxb5trENW5M3XimoPPkMm0RXQxbKoQtx6I5lMYB76btXQu2a2PZlgDxfD71ekR0iVg1B03mknMcdY9UtfF+R+y0p3KnxIreq1LulYWdEsvLa+RC1+ySDCUJ62EBeccmOO5JXfNr26+pnLrP5yOqRxmPj3N14iqFaOFTYo7jfhzz65t9thvbbDe3mU5NgybuLr/mJ+QP0RsJzHQiMaH+nE/z0R11eW7iOSWgnC2c/QuV808uy7FYq60xHh8nE8n8pf7sk6vWF2t5yB+ia3bxa34RS7Rnx6Q+ubx6dkBtovZae2zWN5lOT7PZ3KRjdKgNatQHdSUiN4dN1ZKwkltRomsqnGI2JZuoiD9CPCTxOY+htF4XTs1LMy996h5YH9V5Mf4i8DEIvDlokovk6Jk9AlqAulknHAoT8AXYbmyribtP81GIFuiOuspZaVsieNm2zWZzk+fGnyMWjFEdVGkbbSbjkzyqPWIsPqbe+7pfZyo5pd5jk/FJMpEMtX6N+bRszG4e3eSgdcD7R+8znZBrZ6+9x2R8ksnEJAtp2QRraFR6Fd7ef5ugL8gX575Ie9QmFUphWiZ3S3fVa2o6JgupBZ6fep6AHqBnfLyh7Y66ajNrWqaySseDcXLhHMV4kZXcCreObimrbz6Wl8mRI2BkgL7Vp9qvstOTphKvSrfULana4t32LoedQ9rDtky0fQEOOjLp9+INNjbhgLSy7LZ2KXfLpMLS8DeZnKQ/6vPF2S8ynZqmN+oppkg0EMXnE/BsLBDjqHMkLUO2uMC8dqBCpMDp3GnlbvT5fGw1t9DQ2G5tkw9Lc8V+e1+GKbaB60hMIRvKsmfskQgm1GBlPDbOdGoan8/HpbFL/Gj7RzyuPuaNvTf4+5f+PiDT6BemX+Cfvf/PeFR5RD6W5+9c+Dscdg75wcYPsB1bojS2Idyy+gY/3vkx5W6ZYrTI/dJ9NhubTCen5X7lD4sLqSUHWcu2uFC8wEJ6gfeGwuc56h7RGDbYaeywXl8nGxYnYC6ao3HcYDG9yBv7bzCyRooxMJGYIB/NkwlnWG+sM5eeU/uDwWggZQ16VCrjG1KxvFKUCEvMH6PjSLSxOWyi+TVmk7OsNleZTE3KvcC1yEQyhPUwA3NAIiDPY07qssN6mEgwwuPqY4bWkEQgoZygNjb7vX1hYwWCIrw7g39n4ebJ5Xvin0/Ck3V0wr4wfr9fRcACfmEZelEtDTnMJwIJRtaIdCSNruuEEDeNV3oR8AUoD+R51Bq2nvn97DR2iAaj0i4YijGVnKI0KHHcPpapuDMgQICJxATlvsDiNZ+Ga8trUuvXGLpDIqEIQT3ImfwZHlQfMB4ZZ7u1raroveXHj4X1FFMoEZQ9VC6ao96vk4vm6Iw6lHtlphJTBPUg86l51dbzR6t/RMgvYvH1sescdY9IBBNMJsVF3R/1yUQyLGQXqPbElV0f1skP84yGIxrtBo7jUO6V6RpdosEo3VGXVCiFpgmPw7ANTuVPkdpPca54jnQoTcuQSPs7u+9w8+imDBV9OkNjqK6RTzZehfQQnVGHzcamaoMsRAqcLZxlZMpe6FLxEg8rDwVunZyQuEn3kHQoLe2GT6zx5Di/ef43aRgNDjoHbNQ3FPvRp/l4ef5l3tgRFlzEH6Ez6jCXmSMbFmf4VGKKv7nyN3lQeUBz2JSD3kkBhOVYBPwBcbVGCzK8CcQ5WzhLZ9RRhRLH3WNawxb5aJ7l7DL1QZ0HlQfsNHd4VH1EPBTndOI0F8cu8trOa3x09JGw3SIyLFmvr7NZ3+Ti2EUK0QLn8udwcVVT5lRy6mfyGD9reXH/QqxAOpxWwrnnQgnpIU7lpBnLG56u5FdwXZeN+oYSdqaT0wysgRJ7av0ad4/vcmn8kgLYRgPCPsmEMrw69yo/2PwBp/OnlUP1qHOk9i8eZPnJNTRF5FurrfGo9kii9M6Id/fe5UHpAT7NRygQotqrouviiozoES4UL+DislpbZTGzyPNTzzMcDXlu4rmnXoe20Wa7IdyggC+guCnbzW1wJdqVDqWlaGYkEZn6sI5hGTSHTXLRHH5LsBEe02U+M89CeoFYMMa7e+9y1JOmr7nUHJvNTbo7sn8rdWXYbNkW7x+8TyqUEldfc4vx2DhoEtUej49LtOpE/EgEEvg1P1utLY7aR+g+Xbnx59JzTCenVSpiv7NP7biGYRtMJia5XrhOSA/xwcEHqnQjHpIyF8ux1B7YY0FuNjYJB8LMpebIRMQxk4vk5D4xqLNWW1NA7NXqKkedI/YH+1yaucQ3Tn2D84Xz6tznAbO9X7VBTRAcJ+2osVCMRDAh6Y1oVrFIvfPfZ7XKPrm881xn1JGEzbDJVnNLAOgn/NuQHlKMUr/m/xQ/NBaMkfalMW2T2qCGT/OxlFkiH81jORaPqo/UuWpkj/hf3vtfaBkt/tPr/ynbzW322nsMrIES/7y2Ub/Pr4oqXp1/lWQo+ZnmDp/moz16ulnrs1Z9UJdr9Bnrr4XAEyBAKBASMFvhLDembgj87Q2xxPo0H8VokW+c+gYje8R6fZ1YIEbIH+Lu8V22mluKIp8MJlWLyH5Halu96sGBNWAuPcfVias/983WtKVlqDFs0Bg2qA/q0kR1QqAvdUt8bfFr7LR2+LVzv8bnpj9Hx+hwp3RHtRjYjk0+mufi2EUq3QpvHLyBji7T6UBYhBxXNj4hf4jvb3yf/qjPvco9epbEap6beI6oHkXzaew0dwjpoafssz7Np25cGppAayMZ/D4/hm3Qttqs1laZSc4wFhvDr/nZb+8zn5rnuHfM0BpKTWV6QYGmPdfTYeeQR9VHqkJ4MjnJS7MvkYvknvlGth0RZ/Zb+7yz/45qXShEC7wy9wq5aA7TNhUkbLe1y0H7gPXGOmF/mO5IJk5nC2dJBBMcdg856hyh+3XCAam79yI/uk9nOj5NNChv5oA/wHRymkK0IKpsv0omklHk/0KswGJmUVkoTceUictnNEyN7BGWY6H79E+Bir28tgfe+qWpX+JHhz/CsAzl4rBsi4pdwXTFXnxh7AJLmSXQRNFeya08s94RPhaXemaPDw8F8tc22uy2dhVjwbvRZ8IZ+dmFRJTzhBTLtjAdqSPvjro8rD6UeJ4mzq9LxUuKp6P7dG4d3aJn9kgGk8SCMQWetRyLviVOjIeVh9yr3BPLu+ZnJjFDLpZjKbPEF+e+SC4qUMknnVxDU1qHvGawttEWMKxPx+cTrk9n1OFc8RyZ8Me8G+/13mvv8eLMiwIxv/2AufQcm41N4eyE4qzV1ljOLf+lxR2vSjQVTlGMFf9Sf/bJ1R112W/vkwwlaQwbwghLTnPr+Jb6PR7/p2201YPUSy+MLNmUVvrCWwn5Q4q/1Bw2WciIayUXFchw02iq+lLDNojoEaaT0wCf6VL6ZNXx0BoqwXA2NUsylGRofzyZ7o16mI5JJiyC125rVyp24xO813xPtQP4/FIvfdyRKVExWsTv86u698POoaqBrxt1xqJj/Hj7xxIDjOaUQJkP50VwDiapD+vSbuOTetdyr8xWU6zn4/Fxfrz1Y25M3eB88bxs5vp1jjpHLKQXyEVzfG/9e4R9Ya5MXFGASBDnznp9nanEFIZlSPyps08ikOD7698Xp0R6hlPZU8ymZhX898nlgXfLgzJhX1gBX4vxIrpfJxVOkQ6lFV+q3CsT8AWwbIvqsCp8uJNGm/f33qdjdvD5fKr6tjPsMHLkGgn5Q+w0dzjuHdMf9YX3pofIhmVjtZJb4b3D9xgYAxzHoWk0CfvCLOeXWclJk0wqlKIyqHC2cJaj7pEcpoMJ6gNht1R6FSJ6hI7RQffpErENxGiNJCZ7rnhOuYf8mkAIR9aIvdaecpZen7jOXnuPdCRNyp/CxcV0pcEoEU5wPnyeP9/8c3pGj1w0x1x6jp7Z49LYJakorqzx486POV88z1x6jj9Z+xOy4Sy/d/B73C/fpxgvspxdptQr8dt3fptKv8Lnpz6P4ziEY2Fm07Nst7blOormhWFmtjlfOM9UYoqbhzeFM2OPCGqyuc9Gs8wmZ/m36/9WNnj4KPVKinH14vSLMqm2etzfuU/baFMf1IkEIqQCKZLhJJOJSVKRFBF/BAvZeO82d/nw8EOag6aassbDcUrdEtFAlKXMEu/svcPIlHtnPpanY3TQNOGZJYIJxqPjqi7Z49m1jTZBLUhv1CMXyalDl2mZ7LR2KLckRmFjS8PjyT99uy/iizF6ihfz72t5A5S+8+nMVMgnPJuO2aFtton6ogoU7kWbfPiIBCMYjrwfX5p5ie+ufZeQX5hrPaPHRHKCtWOB7XvDodKg9KmvB6D5NHLRHCF/iJAe4k7pDj58Kr4aJKjiWUN7SFA/ieaegEEdHOLBOFPJKcYT41i2PDfXB+uM7JEw8KyPmZGfFT8b2kN8rgA8LddiYA2wXIt8RCLFA2tAeVimO+ryxt4bDEdDCCDVw5NXeP/gfaKBKIvpRbaaW6TCKTpDaUC9V7qHYQs/JOAP0Bq1MNuyB5lJzZCP5plJz2A7NtPJaa6OX+VR7ZHAiXslbNdmp7GjAL//+va/5nbpNl2jy+emPkfAH+DNnTcZWQK2fVK0c12XXCxHPpbn66e+zus7r5MIJPjC3Bco9Ur87r3fxYeP9w/fZ7+zz1RMHBymbRIPxcnHxSF96+iWuhavT1znQe2BimFcGrvEq/Ov8s9v/XPZP9hwt3RX3M96kIn4BOlImoAW4I29N/ji7Bf5w0d/yGAk+/uwHmYmOUPILz+noB4kG85SHVQ/bpRCY7OxSUQXYbQYK7KYXmSvs8fDykO2mlus1daIB+M8N/Ecs+lZPqh9QGPYYLu5LUPhiDRqFaNF1cx6efwyrWGLg86BsDoyC39lN/B2c1sNvOEkRmX22GvvqRa+gC+gYmdzqTn2WnvUBjXigTjRQJTjzrGqSfc+R9/skwqnWMmvKJfHbGqWltHi+ennVdPTJ5fjOtJGOmzi4FDtCWJiq7FFbSgON8My5Ll94jrRNI1LxUsU40VxXmWXuVu+K/fl5JSK5uSiOU5lT8nz1i+Mls6oQ61f41HlEUNbBi7lXpmgL6gG02PRMRmSDKTqW/fr9EwRrArRAsu5ZSaTk5wtnKXRb/D28G10TZ7RjX5DiR0Pqw9Jh9JSLNAtoesCrPfKQXz4eFR9RCwQ4xunvkGlVxExyhxyOn+akD+kIm26Ji4ujwsa1sOqunsyMUkqlBKhpbZKqVtis7HJUfeIM/kzfGHiC8o5VO1XyUVzzKRn6BgdDMvgdP40hWiB13dfp2/2mU5OE/CLWD2RmGAqMUUqnMJyLMq9MqVeia7R5UHlgZxJLGn9PV88T7wV52+d+VvEQ3H22/vCijzh9XhxJy+ClQ6nWZpcIhvJKubNsziUntGgb/YVkLo9arNaXWW1tkq1X5XkiD/IQmaBVCilmuuSoeRT/FDPmf3J5WFGBuaATCTDeHxcOW8eVh4SD8bZbGxiOiY3D27yxu4b/Fef/6+UqzwdThPRIyxllljMSKzOKzfYbGwym5p9JkPVsi1x95zsvdXHTxhB5W6ZtfqauKUMwRI8a/3/vcCjoTGXmuPSxCXO5M8wmZhkYA7449U/pm20SSVTqr46pIfIRDLSa9/aZqe5g+3aTCemuVi8SDwY56B9gE8T++oXZr+gwEhe7nMxs/iZF6bruiovWx/URdAZNJT9NB6Mk4lkOJU9RSac4XbpNsedY/72+b/NQfuAXDTH2fxZNhubimVxMXGRzrDDw+pDNE3jt279Fqv1VU5lTzGZmBQ45wk340HlAVPJKd47eI9kKMn5wnn6wz6Pqo8EunVykNd9urKseWwYLwoyMAcMraE0mpwovp6y+o72DpfGLhEJRNQhP+AL0DN7pEIpLo9dZj4zD8jkdL2+LrDTYYNcJMdUcoqr41dVxeRnra7RZb8jddk7LanB7BgdJuIT/MqZXyEcCCtx7KfbP6XUK4l4dkJer/QrTMenuTp5lWQoKQ+TQZMPDj9QqrUXV/NpPjRXgIrjcZkGTyWnlJW0NWyxWlvFQXK0iZCo6V7c4aB9oOjmn7yheK+vJ+j8LEV6ZI14UH7AyBrxncff4Z3yO1wrXaMQEV6TT/MRCUTUYVb36XRHXTbqGyxmFtV04pOuoN6oJznbQZX2sM1ue5ewP4yLy5n8GWZSM6q2OBkSIeaTbpiW0cLoGU+BscvdMjPJGXyaj9XaKhOJCe6W7vK49liJKdlIlnQ4jWEZ1Ad1dpu7tM228Ix8kocfWkOujF9hKjHF5bHLindh2IYwe4w2m41NWkaLjtERdxEuiUBCcRXGYmPq/Vkf1GkNW6zkVz5TfN1r7aH7dKYSU+pj3vvTa6KbTc3+XE6oT77vvTiOJ478VdbQHKrmsJ3mDqZjSlNUvyqTeTQFxTQsQ6DwtqmmFSE9hOZqEnMJRJTjCiSSsJBeIBkWwc7v8z+1AfPiOM9PPU+73P65pvM9s8dh55BivKggwd7yrvVSr0QmmEHTNLqjLttNaY26ULjAH6/+MbqmS4WuIwJjqVviXP4c+OU9lYlmlKiXDCfpGB2Wc8sqaruQXmBoDQUGHy9w1D5i5IzIR/Nst7aJ+COcTp8m7A+z3dzmyvgVXph6gZ9s/wTDMdSEZr+1z53SHb4wJ5uj9w7eo9wr87XFr3Eqe0oJPMedY26XbvOLy7/IyBoxkZig0q+wUd/gu2vf5bhzTC6aU9b926Xbqv7Ye326RpeHlYeKkxHRI+h+Xe4t1oioP8qBecBh95BILcJWa0sBG23HBhd0Tacz7NAettFcjZA/RNgvbiDLtuiYHbmP+8MsZ8Xl5zgOR50jxhNyr5tJzSjx97B9yHHvmPnsPBOxCUzHpDFsCOPAGinXTzaSZbW+ynxxnjulO2iaJnGEaFHB66v9KgNrwEJGhLKX515WHAbLsRQgsdwr07N6GKYBzkn7hOOQDAqEfmAOcF2XbCTLhcIFfvfB79IetjFsg8X0ItudbRKBBO/sv0PX7PKo9oiF1AKzqVne2nuL5YwItX/08I+EGTQSZtBPdn5CtV/l+sR1Xph5gZ3WDucL5/ng6ANuHtxkLDaG7he49IXCBX6681Nl5/fuk1FflLnCHI1+gz9a/SN2GuKeigaiZMNZ5TrsmB3WGwIUjQViTCYmmUnM8Kj6CBeXhYxEeeOBOIVYga3mFo7j8J3V7xDUgoycEaFgiJnkDGGfgIE/N/M5HlUesdvaJeKPkI6mleU+HU6Ti+QY2APSEWHEebn/3kgOv9vtbTLhjHJ5Dc0ho8CIWq+mGGOOLa4YLwbjnPzzs9ZngY9/nhXX4hiuuII+2YwVJ04hXmA+M8+t41ti5/f5GTrDp76WhkYhWqBn95hKTrHTlL2D5hMWVDqc5ubhTVzHJRmWabHf54fmZ39PGhpHnSOy4Sz7XWFX5cN5TL9JzxUHWtAfxMFB13RCPpkWm7aJ7pefp+tziQZloHbQPWAmOUOlUxFBMRCmbbXV13vy7wwieJm2SSqQwnAMitEiDtIwMzAHOK5DIpxgNjlLqVOSOm53xEx0hlQkxXptnZA/xHxmnrohTImwL8zQFf5Wq9+SCvCTKFDQFwQfXJq6xEp+RcRG11JFIA+rD/nw+EMW04vsNndlf9tv0Bw1GSVGFGPyDPD7/BTjRW4f31bXhI2Njq7+jqlgitO506zV1/jx5o95/1CEqIgW4ffu/x7VXlWYTdaQhfQCz08/T2Mgw46BLaJYQAs8JTRqPo2J6AT1voDYvzj/RR5UH2CY0oL0k+2f0LcEMnvYk9bDWr9Gw9fg0tgl5tPzoMHzU8+TDqfpjDrSJuRazKXncHHZaUqJSSEmjtL75fscdg45XziP5VoykO1XqfQr7Lf2SYaTvDL3CmPxMQzboN6vs93bplfvcTp/ml89+6skQgl1wKsP6mpPZdomU8kpFXP+q6zDjjQuns6dVh/rm30q/QoBX4BTuVOE9TAPKw+lmOOkvCWsh8lEMhJFPHH/psIpdSiPBWLsNnfx+XzMp+dlCOlY7DR3uDZ5Dd2ny6DN7KhiGa+G3XWkra85aKoDvscdafQbEoGKHLOUWeJM4YwSbD4/83nWG+sUY9KSNzAH2K4w62ZSMwpobTlSqrPd3+ZP1/6UxrBBb9RjtbZKQA+QDCXFGYowFHVNBw3yUWliuj55nUggwm5zl0QwwU5rh6PuEeu1dV7beQ3LsZSoqdzjI+HFZCNZYdV4okM4RTKYJKgH2ahtiEDq1/mFpV/gqHOE3yeucm9I5/FNNTQe1x6LYwZX8W+mU8K07Jt9jnvittpr7zGyRlwcu8gvnf4lrk9dp9Qpsd5cpz/qE/QFpRnZtbkyfoWx2Bg/2f4J31//PnOpOS6PXSYdlojeWHxMOTx3mjsqVvqo8ojN1iblblmexcULLOWWmIpPcbR5RDIszW2xgPBiy/2ycoKOx8e5Mn5Fxe3hY9aNN/z75DC8a3TpGl1sbH64+UMRywPiPMpFc6ywwtdPfZ3GsIHf51cNb36fX8XTn1yu637MILNHVPtV9jv7DMyBGkA3h036Zl9F5PPRPKeyp4TP2Njj9b3X+S8/91/y0uxL6vMGfAHh/fq0j1sPNb/6XPPp+We+N71CHO+cXOqVqPbEgd422liORSac4VROIpnpcJr/mv/6Mz/X/+kCj6ZpYeA1IHTy9X7fdd3/t6ZpWeD/C8wD28Dfdl23cfJn/l/APwRs4P/huu73Tz7+HPAvgAjwp8D/0/0Lcgkhf4iX5l9iJjGD5tO4XbqN67gspBe4fXSbYrxIwBcgFUnhx8+d4zuU+2XSoTRn8meYSkyRDCfZamwxFhtTB8F4KE4umsNyLMVxmEvNoWmayhP2R33qQ8n9efWcgKqSO184r0BoT07EDcvgzvEdPj/zeTkgNDY4kz/Den1dRWCq/Sq/e+93Wa2tko/lyYVzmK7Jl+e/LHb/k4q/ntWj0q2oSr7np55nIbNAyB9itbqqmkgAxUbpm30GlmQUw/6Pq+QiekS5F7qjLtFAlLYhrR91s664IABzyTll2ZtMThLyix3wsCsPlrH4GKfzp5mMTz4zumY7NqVuiYPOAduNbRpGg4geIRVOcWPihuIzhPUw7+y/w05zh6bRpDVoYbmWalaaSUqLykJ6gUKsgItLrV+jb/XZbe4CMJuaVTcayzmpk7VdvrzwZRKhBC1Dolpebr8+qBMLCCDREwz8Pj9J/WmF+Fk8lp+1BuZAQMGNbV7ffV0YF6k5VnIr+HI+rs9cpz6UvHQmkiHsD2M6ppq0rNXXKEaLbDQ2lAtiYA7oGB3aI3F2WI5FKiz5/GQoyfWp6+g+XZptklPYjq2EnHKvTL/ZV26PkF/4CyFfCPzQHEqd5X57n5E9IhFKsN3cZiI2wXptnZ3WDtOJaXKxHBpymPd+diF/iLH4GJfjl0mFU4T1MEedIw46BySCCaaSUxx0DmRDZhnYro3t2kR1aVPLRXIsZhaVYv5Jocx1XcVYOlc495num2pfbp5n8mfUn7ddm732HguZBTabmxKR+CtEq/bae9iuzWJm8Zm/x3vfeQ8z7yDlfWxoDllviKuw3+yj+3VmEjNko9mnHFBBf5CZ1AydoUzbvA2Z3+8n6Asqm6j3NdFQTWuFWOHTdYsnd9ZavyZf5wm31Gfddj2Rom20OWofKeFvPD6uMtreMiyDjtEhFZApxn5rXzbJJ0Bcx3VIhVP0LHHQHbQP0HWdhaz8PArxgnJEeDFSx3WwLIu99h5/+/zfFh6CLVP71qDFcfeYS8VLHHePMS2TscQYhXiB+5X7Eqea/SK77V3KvTIXCheUbf2n2z8lFUkxm5xls7HJ+4fv8/cv/X3VKgJQ6VfYbe1yJneGpcwSf/Toj4gH47y28xqPKmIpLyaKJEIJrk9e57399+R1dFwlPm83t3lcfUypV2I2MUttUCMRTCgLdSwUU4ypiC5xRp/mU9GnreaWVLA2d7hdus3AHLCYESB7225zbeIahVhBHTw2G5vMpmeJ6BKrszsSVzNtUzFKfJqAc+OhOIVoQSCcFixkF4gGolR6FabD0wR9QTqjDpPxSfyaX9ofjC7ZdFaEnUGVwWigQIYBf4Dx2Djj8XEl8HgDBtu1uV+6j2EalAYlJRB6TJv2sC2MkxM7/AeHH1DqlHBch0vFS9iaTTFSJBuVxp5vP/42AEvZJZqDphKvf+vOb4nTJpJltbYqcbXmLkuZJS6NXaI9ahPQAvxg6wc8qjxiPD7OZHySW+VbzKZnCfgCVPoVFlILLGYWVSPjnx7/KVpD47Xd12RfcOLqNW2T26Xb7LR20DRNmk3C8vqczp0mrIfFmWM0uTF5A8MxWMwuirujtk7X6vLWntS577R2iAWlQWssNsbN45tMxCdwbZePjj/CtV2yySyXipd4bU+avCzb4qh3RDFeZL2+ztAactA5oGvINPe4e8xx7xgzZrLd2n6q9crb4PbtPh5g+ZPv/Z8l/P4scUdDU4f9T3687/bx4yekhfDho+9+7OKJ6QLaP+wc4rgiOg2tIY7mPPX5ooGouFoGIn50jA4+hKHo1dymAin0gJRJNI2milN91trr7JGPyKGvEJUWId2n42oSU3NMYeNYtqXeP37Nj9/vJ6pHSUSk7XA+Pc9R94iAJm7dO707aGhkIhnKxseQ1k++dja2cId0nVw4p1pevYav+fQ8NjY7zR05CGouET3CtbFrNE3Zh07EJ+gaXQa9AQNrgKEZ+DW/EsH9mp9sVA5sm9ubOD5HDQw3mhu4uJzKnMJxHB5VH7HV2OJe6Z44rU6ipK/MvsJSdonjzjH1QZ1ioshXF7+qXC89q8enlibPht3GLtvuNtV+Fd2v80/f+afCgvNrOLbDucI5vr78dTqjDg+qD4jq4q5eyCxQH9Sf+pRnc2epG3WSoSQvzbxE02jy5t6b2K7NO/vvcKd0h4AvQCacoW7UuZC/oJANv37u1+mbfVbyKxiWuCJcXOWUOOwcUh/UWUgv0DJavL7zOi2jRalbYiw2xt3yXcXn2W3tkg6l+fL8l5lITmC7tgL/NodN5mPzfOn0l1itrz611zAsgweVB5i2ycWxiz/T2f7zLK+Q5WzhrPo83jkmFpDq9qPOEd9f/760lAUFOjseH1fPiicFnU/ucY97x8QDcRUnX6+vc7F4kY3GBoCKwzuuONmyEWFKOo68b0buiMZABJ2AP8CHRx+yXlvn2uQ1/tHz/0gNyu6V79EetpUrv9wrq/TFQmaBZChJ3+xzv3yf9do6/3b131KIFuhUOlzMyMA+F80xmZjEdExmUjNkwhmem3wO0zF5ceZFJhITwk06qIk7pFdVP9NSt8TAHpCP5JlJzpAMJqUUIpQgFUoxckZcGLvAXGqO/fY+8UBc4sixAoZt0LN6WK7FR+WP2G/v89WFr2I7tmoKflR5xMgZydDW6LLX3hMBTgsouPfl4mXycWkWbQ6btAdtjvvH2K7Nqwuv8rXFrxENRPnDR3/I99e/D6DiP/lonq8ufJV4KM5bu2/xncffQdM0Xpp9iaXsksCuIwK7LvfK7Lf3BY7dPmSjuUF1UCXsD8twfuwqz00+x+n8aXRNnHwRPaKeMUNzKPHfUILTudOkwxJ3G9kj9tv7aq/ruq46O3nV9qZ9gqpwRoT8IQIBiTh9aeFLincEUpPuIsK5N/D19tZedLDlEw6ZJ+qYjknAF2BoyaAw4A8wmxSGqod58N4j5V6ZZCjJmfwZ5fz8H9/9H3l17lW+MP+Fp94DNtJC+Emn2l5rj/n0vGrrHZpDWkaLar9KqVdir7XHg8oD6v36U+VLS9klbNdWbNGwHlailNcQ91nr/woHjwF82XXdrqZpAeANTdO+C/wa8EPXdf+Jpmn/DfDfAP9Y07RzwP8NOA9MAj/QNO2067o28P8B/u/AO4jA8w3guz/ri0f8EWaTs6zV1hjaQ6ZT05zOygWWj+UFruSKsnavco/zhfNSFRcrCMDs5EDYGraIh+JPbWK8G6/XGPGg8kBFXLyVDCUFHJwRcHBEjzzz0O+Rvf98489pGS3uHN/hYf0hz409R6Uv1ZudUUexKqKBKC9MvUA6nGazuYlP88k0X9MYWSOBWkYKRPwRkuEkZ/NnFVXcg9d5XBFPxAnrYUb26FNOB9M26Yw6CrC7Vl8jGUxSHUjlbjgTZiW/ouC6pm2y1dzC7/Nz0Dkg4A8oun8hVnim/a476rLf2uegc8Bua1dxXYqxItenrhPwB2gbbd7Ze0cmjPZQJreWoeIOmWiGQrQgkSprpA6M2UhWcpf9Gq2RTKksxyKiRySSFwiRCgss16txbxpNXFzy0bzahO82d1nOLkut/L/Dg9ZbQ2tIrV/jqHPEYfdQqPjmgPaoLS0Lk9dxcSl1S9xr3yNWjVGMFYkGo8rWGvQH8eFjq7fFqfQp/H5xGdUHdfqWtFllI1nOJM8IwCucxqf5WK+vMx4fF75Jc5uIHuFe+Z5MG09cHp6CPrSkPr4z6ki1PXIz9iyjmqZxNn+WtbqwZjqGMAEKMflZeJC8ufQcsWCMsD+s3gveTXizsclqbVU1/FT6FeKBOHOpOVUD/rPeQ08uL0NtORYruZXP/DMdo8NB+4Az+TNP/feG2ZA65xP45ZPtSD/vOu4e0zE6LKQX6Jm9j4WbJ9xUT0b0noyLBf1B5Y7ba+9xuXhZbMS2STaaVRMAz3Kqa/qnr8W/4NL0IOf5qLC4PuuA1hv1BPCXmP+5GD9No4lv5CMdSXPcPWYxs6jcdk+uUq9EIVagoYlLar0h0PgL+Qt8e/3bLKWWeFB9gO7TcVyH5rDJSnYFzaeRCCWIB+IKCBjyh8RuHMnx9sHbFONF4sE4nVGHiB5hYA7Yam0xm56lMWzQt/rEQ3FOpU/xoPKAgBbg8vhlDMdgq7FFOpLmVPYU1X6VH2z8gEw0o+4Jr++8zlcXvsqNqRvKtek1RP3i8i/SN/t8dPwR281tPj/7ed7afQvTEVaGx3Y76Byw3RIIesfo0DMFRN+zeiwWFqXxJRTH1oRzNpeQwUF72Ga/s0+pV6JhNKS5CJ9iEZUiMumZTk7z4syL/GT7Jzw3+Rwdo4PpM9VU0efzqSakSCAisVNfQNhOXeHbaK7GeHxctQGBRHwXMguUu2XawzZ7rT3CusRZh7ZM5ExbJueH7UMSwQS9UY/j3rFyfUT0CE2a4ArUsjPqUO/XqQwqOK4jAtrB+7x/9L7Ej12bdDRNNBglGowynZzmfuk+qaAwjeKhOMfdYzRHI+AP0Df7kpP3y9T4/e77dEYdXp55mVREHI9fW/oa/8Pb/wPTiWkWM4u8sfcGiVCCj0ofMR4fZzAasNmUaKbpmuw2d5Xl+1bpFjOpGf6jy/8Rf/L4Twj5pPllr71HLpLjzzf/nLAWFtC1T2cxuwgudEYdOoMOhm1wbfwasWCMo+4RG40NXp1/lZnUDB8efchR74iJmNTMf37282oQkQglcDSHvttXnJ3x+Dg+zccbu28QC8RwHIef7vxUokghaWK7W72LYRrU3bpElUIR+kafzbo0qDSHTVpDET9bgxbJcJJkOEl2lKU2EMiqt4FUjTifIdb8VZk7fu8fzc/AHTzl9HFxSfqTjBDnWkAP0O9/LPB4fJ2e2VNxn2gwqsDfHnsRF+Uc6I663CnfkZ/PyfY3EohgutKiGA/FxfGTKLDZ2fzM7znhS7CUXiIaihL2h+mYHaL+KLVhDcM0MG2TgTkgFowR98cZWSMZYmknbYSOfF9e00s6nFZtkcBTle9Pridfm5AeUtGa/da+4i6GAhIb6lt9tlpbODhkw1lmU7MMnSGVXoV8NI+GRkAPYDkW8UAcyxUxytEclnPLuGsuYT1MbySOpFQ4RbVfpT/qs93alshs+5iRI+/RpcwS86l5ppJT/Hev/3ecL5znV87+ivwdcTAcg7XaGv/m7r+hNWxhY6vDjyeG2dj0R33+zb1/w05rh7HYGMVoUbm0Y8EYq9VVspEspwsSW3nceiyctmGdifgEAQKf4idtNjdpDBssZ5d5XHvMg8oDekaPSCBCtVfFsAy+NPcltlpbnC+cF5xDcoJrE9cYWAOykSzbzW0c11HCTmvY4t39d+lbfXSfzr3yPTQkutcddhWfqGf22KhvkAgl+Oapb0q0Tw+J4y+YpGf2KPfKnC2cxY7ZigUFKMRAYyD8o+cmn/uZddI/z/IaZZcyS2qA1zW6PKg+4FHlERfHpGDhrb23wIVL45eYS889xcn0Ds2eA9tzVRu2xKfule9xaewSzWGTneYOmXCG88Xzag/VN/sqHl7qlhjZIyp9ie3ifuyq6BgdDjkkFohxfuw8v3zml59yQTuOIzgJf4jHncc4rsNsapZSr8Rbu29x3D3msHvIRmODQqTAyBlxZfwKLaPFV5a+ot53HwQ/AAcuFC9w8/Amu61d7pXvCabghH1X6UtkRkPjsH1IKCgAY4/nmo1kCethEcatEaZrUogW5L5mDRiY0rjk1/yqpt51Xe6U7nDn+A5Xxq+ofUoymGStLvG9gTFQ4OKQPyT7fj1KOiIDzXwsj+M4DM0hh51DRrbA+F+dfxW/5uf9w/fZam5x0D5QNe8LmQV+YfEXGFgDbh7dZKe1g+3YFGNFLo5dZDY1q/be9yv3aQ6aKhp01D1SEbxvTH6DG5M3mExMcr9yn86oo3i0tX6N8qDMndIdQPap3r7M7/MztIZqj+u1MnvXlNdsZbs2sUBMUAwnr1nAHyDoC0qC5CSaaNomhi2u9Vq/xk5zh4OOJCiOu8cSHe2W1OvmFdEEfUF6Zo9Sr0Q8GGc5t/xMV1xv1OOoc6TEHdd1+Z/e/Z/IRDL8g6v/4FO/3zNzWI5F1+jSGXUodUuqaa3ar6qiGr/mJxqMkovkSAQT/K2zf4tHtUd869S3KPfLHHQOMEYGqZAMQ+uDuoIye+2vz1r/pws8Jw4bT2IKnPxygV8GXj35+G8BPwH+8cnH/43rugawpWnaOvC8pmnbQNJ13bcBNE37l8Cv8BcIPCNnxFv7b7GSXeGrS18lF81RG9TkoD+skR9Knj4XyfGPrv8j0tH0Z34ej23RNbs4rkOj3+C37/w28UCcVFg2jolQgmKsyOncabFqP6EufvJzPQmZGlqiblb7VT44+oDj7jE+fJS7Zc4Vz+FqLh2jg+M4AoT1hfD5fCxmFhlaQzabm8SDMmEdWAOVAYwGo6xWVsEnqq0Xz/CEHM82/klKt6cuPtmYZDu2Yudkk1n6oz4BPaBqEStaheagyU+2f8JR94j99j5nC2e5WrzKTGrmmQ8mj6Vz0D5gt70r9syT6cDV8aukwik0NJpGk7f33marucVqbRUNjVQoRUAPENSD5CI5YqGYilUNraGapNQHAiHcam4xtIboPp3J+CQjZ0QyleSVhVekqcQeyYGke8yNyRucyp0iFoipje3IluaMdCT9l47beNeP6Zh0jS6lXonDziGlbomu2cVrwdD9OtlIlsnEJLqmM5mclJ+963Aqewo37/ILy78g18zJg6Mz6rDd3OZB5QGxgOTvU+EUuUhOqeWeUOnR3I87x9yr3KNrdElH0uy19phITKj4z8AcqPiIJzzoPskNJ+IJqV70CR+o0q+w29wloAf4/Ye/Dw4K4LmQXmA6NU0sEFMRhqA/KGR811KMIg2Ncq/MRn2D84XzXCheIBaUuvVniYF/0eu9Xl8n4A+wnF3+TCHOsAy2mlviaHuCU9Q22pIX1vxqevdZy7OTftJx41lRD1oHqhXJc3V5N2XvIfMXRfT22/uKs+A1Ccyl5j7z96oDzZMf+4zPq6HRHrUZjAaqyvSzxBvHdTjqHYlFWXuiYvIZhzlvs3eucI7d5i5TiSl13XmfX0NT+esLxQussspB+4CtxpZyRxQiBRE0DtrkIjke1x4T0SOMJcbw4SMTymDYkr324xc+QHqOm4c3cWyHmfQMmUhGJvs4bDW3yIal+nloDQn4A8zH5nlUf0Rv1OMrC19h6AxZq61JLfhJVvzPN/6cVCTFdHKa7659V9q1sgv84ulfVH/nneYOD6oPWEovsdveVQJHa9jiDx/8oWyms0tcKl5iv7NPvy2Niu1hm77ZJ+wPEwvERKjyhVitr4IrrriBNcDv8ysOWjQQZSY5w9Aeoms6Xzv1NQajgYrUWI4AcYuxIsedY2l28wXV4U1D3KU+zUfPFLi4XxMBfqcl7sditEh32CUcCKsNue3YFKIFsbtruoLYHnWPVONaNBBlIjHBfnuf7cY2R+0jgukg3VFXDtdmj7AeptPvqKYKv08Ak31LqqF3WjtsNbZwXIeQL0TP7RHQA1woXuDK+BXWamtsNDa4NH6J7299X9pTKo+IBqOqSWsmPcPZ4lkq3Qpb7haNYYNvLX+Lg84BlV6FLy98mf/1g/+VoTXk0tQlHMehO+xy0D1gIjahSgtemX2FW6VbvL7zOo1Bg/HEuDBLsov8t1/6b/n26rd59+BdmsOmiEHZZXyaT0DKnSN2WjvCqDtp7JxNzlLyl8hFc1ybuMbvPvxdjjpHXJ+8TiFeYKuxxYPqAwK+ALVBjb+x8jeYjE3yfvt9spEsAX+Aw/Yht45u0Tf75GI5iTaUH+L3CWh9q7FFrV/D5/hIx9I0Bg2q3aqCNup+XUU2r01e46XZl9ht7HKzdJPjzjFzyTlm0jPsd/aJBGWf0LfEzZsIJKTxEvvfG0A5yEmMya8T0AJYlvVU+5GOTjAQJKSFyEdlSv3JVeuLSI2LEhD7Vh+/5lcNn5qmsdXcom7UmUpOSezIH6TrdBlZUmseIKD2cV27S2PQeOb3PZmeJJ/IMx4dZ6+9R6lTkqn4sI3rish0oXgB27U5aB9InCqcojGQ2IDhM7iUvYTuk8rier/OXuekMU4Lfsrt6K0nhbUAAfXc8Wk+bFucrYvpRV6YeYHfu/d7DM0hftfPXGqOxrBBPponGU5ydeKqEpcM1yARTEgc2R1S9BfBlcOzgyMlCfYIY2hIZEaX59e5wjm+MPMF/H5pPtpt7dKzejysPMSn+Xhu6jn22/tUehWG9pDmQKIgM6kZvnX6W/zW3d9Sfx/DNpTbqm/2GYykmfFXzvwK7x28J6URgZREfzRhpp1Kn2K3KTy1O707FKIFzhfOUx/UiQeejvmXeiXOFc6xmFlkrb6mmltDvhCH7UPykTzFeJGd9g7ZSFa9ThoaHaOD7dikwikCvgBHnSM+PPqQvdaeeibqfp3p5DRBv7gYDdugECtwr3wP3a/z/NTznCuck1hOSCKmI3vEVmMLgDP5M2r/4Tk2jjpHlHsSezlbOMv98v2/MmvHdV0G1oDGoMGd0h0y4QyPa48B2R8ctg+p9+vSlqeHWa2tcn3iOpfGL2E5luIxNYYNJeR4KAePQxWLxMThN+pTG9S4Mn6FvfYeqXCKSDBCqVuSFINrK/ZMIpSgEC2ooWvX6NI1hZeXDqfJRiXWNN4dF+7niSgytIaUu2X+ePWPKXfL7LR3CGgBMpEMq9VV7pXvcdA5oBgtspJd4Vz+HJfHLvPtx9/mm6e/ye36bZKhpKqff2P3Dar9Kt/d+C7NQZOp5BS77V3O5s4qt2d9WGcyPomDw/nieeZT8wJQtwZEg1F6prRkPq4+5nTuNOdz59VebORIfXvH6CjGlqZpHLQO+PPNP6cQK5AJZ7hbvstYbIyhNWQuOcd6Q9zv6VBa2GnhBOcK55hPz6vXqz/qs1pfZWgNuTpxlVfnXsXG5q39t9hqbKFrEn/0gP3nC+fZbm7z7dVvS9mDOVStTdcmrjGRmJBWvJHcA9vDNpvNTQ5aBwwtiXBeHLvIdHIa3a9zu3ybj0of0bf6jEXGFJtsYA6YiEzw0uxL5KP5T+1xPfi2J+Z46I9YMKaa/zyDgSfgdEadj2PCrsO9sjA6veFox5ASmFgwRiEqzadz6Tl59vl0FtILRAIRXNelNqix29ol4AuokoRnLcux2GxsMp+eV+/T37//++y2dvnvv/rfy3vkZG/piZ17TRne3Ty4STwYV4zdS8VLJMOSPJhLzxHVRbTyYp7JcBK/z0+9X5dBXzCuBMSQP/SXToT8X8Lg0TTND9wETgH/i+u672qaNua67hGA67pHmqZ59NEpxKHjrf2Tj5kn//7Jj//M5bgOv3rmV2WSOZJpveeGyEfz3Ji6wVu7bxENRlVUyItYDcwB3VGXWr/GB0cfEAvE2GtK5KIz6nB17CqzaeFyfNZB1LRNepZMwJ8Uc0bWSCY5aBi2oexZXn75YvEi7x68y8uzL5OP5oWa7tOI+CO4mkvbbLOcW+ZM/gw7rR26ZlfV0M6n50mH04T1sKpvPZM4g+VYqu7wiZ+LWKtPHgCemPOo+kjBT+PBuLKEPfmalvtlEqEE6XCaW8e3eLPyJnfu3CGiRwjpIf7Dy//hMw/GHaPDQeeAw86hVGaiSQVeKMPFwkXhLbgO241t3th9g/32PrVBDcu21GQsFowR1IMfQzmdEebAVC4erza5b/U5lz9HIpjA1YQvc7Zwlkqvwr3yPc4WzgrdXPNTjBYpU+byuFSKP7kGpijpxViRsfjYU6/FZ8GTn3Rp9M0+7WGbltGiNWxhOAYxPcZ4Ypyr41elAcQakQ6nGYuPMbJHfHT8EelwWoG5Ar4AQ3vIweCAdw/eFWjjyUbFA2Rem7jGmfwZYsGYTDZP4N2Pa48FRGa01YbQ20TOpeYo9UrixDkBPXuWXJCbm4ZUMw7NocqB9s0+XVMeMPutfTJRaWG5PHZZgcAjgQgr+RUlGHoTo86oo1rUooEoqXBK2Z+/uvTVZwoyP+/yQOmJYIKZ1Mxn/h7bsaUxKz7x1M3dcR12W7uE/NIIt5BZoDFofKaIY7v2U44bj68EoLkaXz/1deLB+F/57+JZnMO61BYHfAGWskvP/HyfBS781Mc0ZHJ/ElVpDBtPHdie/NytYYv51PzPht3Jv7DX2qM36jGdnBZ7enzsmQ+j+qDOcm5ZTW1Wa6vSjDJ2iXs79/h7F/8e/+ruvwKkBao36nFh7AKmYzKXmmOjvkG9X1f3vJEj2ezt5jZfW/qaTE5PJs/7jX3QxKHYHDbx+/ycL5zno9JH6JrOlYkrFONF3th5g+tT1wn6g+w0d3h3713GE+NcLFzk7f232W5tM5+al41ra4+hNeTPNv6MB5UHAlbVg8wkZtQU67BzSCYiccdfWPoF0uE07x+9z25zVwnU0UCUxkBYSX7NT9cUYSUSiDCXmsNwZGP94syL/G8f/m+kI2nSoTSD0YDT+dPSVjcUh6HlWuSicujfrG+qClCv8dC7x3muh3K3TG/UY7O5SVALqham7qjLeHycqeSUmlh7zwHPLaihsdncVC1f5V6ZK5NXuHN8h59s/0TeP3qIkTMi6A9KBCacAk02dslgkomEOBNnU7PcLd/lUfURM8kZFjOL/HDzhwT0AF2jy2RcBO7esMf98n2+sfwNooGosidbjkUymCTii2BrNr9+/tfJhDP8y9v/krXaGi9Mv0AmnOG1ndd4eeZl/nj1j2kOm/zN5b+Jq7n84YM/ZLW+SjwY59rkNYFI62HeP3qfd/fexYePlcIKkzGJEl+fuM4/ffOf8v7B+9T6NSJ6hLP5s+RiMjgKE2a9v04yneTlmZfx+XyMx8a5W73Lxbw813+y8xO2mlu8PP0y/VGfWwe3eFR/RFSP4vf7WSmsYNgGf7b5Z+g+nage5ebBTe6U79AetgkGguRDee6U72BhEdJC7LX2pMHKEht82BembbaZSEzQHrWZT81LDCE5w/mx80wmJ8U+3ztgu7ZNLBjj4sRFKXcIJTnuHNM1urStNjrifjFd81Mxqr/q8iGCYzwYZyw6JjZ9zKc4O+FAWLgSloh31vDpdqmBNSARSYBP7tt+yw8+1PDAYwNZjqXaxvrDPi3rxOHhgE/3yWH/pCygPqyDC0ejo2d+771RDx2dpiH3k2Q4ycgcKfHDi63UejW6o65wGFwHy5VK95AuwsJh7/9H3n/FzJbm533ob4VatSrnqi+nnfPu3rt3p+kwPTMacUhlj2hJsCTIhmzqwBfWnW8ECJYNHV0cwDiADFAwFEzRFiVSJEVyZjScnpnOvbt75/jlXDmnlde5eL9avXenmSF9dACdt7HRvau/ULVq1Rv+/+f5PYciAS0UFUBZtAA+/lVDRRV7VVnwtiYwWc3UWEov8buPfpfd3i6Ga/Dy3Mssphdx2y66qpNQEoGydhKiMGFbnMieYCo+RVpNA5DW02QiGfaae3iOx2tLr7GSWmG/v89McobqqMpud5dyv4zt2Tw38xy3qrdEyAOCw5aJZEhqSTzP42FDFCN/695vMTSGn7IpUAJmjouLJEuU9BKVfoWH9YciBGN4GBSITmRPUB6W0VSN+7X7pCNprsxcEXtYe8DrS6/zbx/92+B6FWNFTuVPcdg7ZC4xx93KXaKauOa2b3OpeInV1iqJcCKw12x3tslH8symhF19aA+ZJCROgLszSZGgKCFRHpQxHIP71fs8aDxgJbvCt49/mwulC58rzEzixkvxEqVYKVhzfd+n0q9QHpSZS84FhZ/JXurnbXQ9qYKYpAG7nhsUnTVVA198vjrjDkN7GDRgGqMGJ3MnCYfCbHW2ggJOWBFKgcnfn3wuT/JF19vrlPsi2MTzPXEv+ARWqLAaxvM8Pi5/zMgWEeOqJOYXHx9NFjbzUqzEYf+Q6dg0ki/Ubh8efMjD+kPK/TLb3W1s1xZnGF9CUURRohAv8Iz6DH/jwt8gFU5xt3aX9eY6P1j/QbAub+1tsWiLZndSSyIjM5+Y5xvHvkHbaHN56jLv7r7Ls9PPElbCbHe26RhivzQVFXbzyb1biBXIRXLs9cT+Jx/NB4qRyf5kcs6LKAIhoCoqI2vEjcoNphPTAc9nPjlPbSTYNvdq91AQap/F9CLPTD3DXGqOntljaA/Z6e6w2lgVATkzV3ht8TUG1oAfbv0wUPSNnTG6onMyf5KkJjAj7+++j6qKgno+kmd5ZplYKMbx7PEA87DX3aPSr7Db2xUoCAQK4nzxPHOpucABMPmjyAo3yjcE9iGSIqNnRDhCpyfsb65N1+wG9+PIHgXcuZgWI6klgzRNy7UY2kNa49ZTBeyJXWoCxp8UejVFC+7FsBIWFrhoIUiJffI+9XyRAlgdVNFVnaX00s8smvq+z2Z7k0Q4gSzJ1Id1Pjr4iH9991/zty/9bTY7m7i+Kwo8tsHAHtA3++x0djA9U/DulDT48MzUM5wvnhe1hqPXMmn4TmoDU7EpNjubJPUkL82/9BQW4YvGBKXxZeM/SYHnyF51WZKkNPDvJUk6/xVf/kWnF/8rHv/8D5Ckv4uwcpEupsm38ry59yYNs0FeE/LUlfgKXt9jd2uX4XhIpV7h//rh/yWq1e4oiINWUISs3OqghBXGDRHxGrbC9Nf63PPvYfvCHzj5Y7qm2Ax57ueZIEcb7o7doW21RedR1lBQqFt1jsWO8dH9j+iYHR6NH6FKKnE1TlSJ0qZN3ayjyRotv8Xm400kX+Jc6hwZTUBom0f/mK7Jrc4tiuEiTsShbJRpx9qT9wPDM7i+f516u87//of/O4qkEFEiRJQIzXGTbC1LT+p97to6nsPD/kPudO4wE5khJIfIh/PEvThqRaViVViOLVPulikjNkmu79I22zSsBnWzLpK75DCqrJJUk4SVMH2/z5q1xm8bv03NrAlAn2cRlsMCUuiLONe0lsZVXCzZQpIlJEki5Ido+s0gvj5ECNd3GbgDpvQpFFshrIVJh9I0O03+4MEf8Lj/mHPJc7RaLXRZpy21qRjCuzqjz7DBBq7vYvs2fbvPwfiAtJYWgEHPEYoK3wkktYqkCAWOpAp2gDui7/QF0NQTQNNMKENWyzIbmsX1XerlOrvuLqlQipgSY8fd4dA4ZL2/TkkvkQql0BVRMPB8sVkdDAfcv3kfXdFFN10OUTNqjL0xZaXMe957oqjojkWKlSrShSbPTZEUamYNz/eY1qdZ3VulZtbIhXMcuAciIcXzsHyLsTsW3TvP/DRJTdaJq3Fiqigi9cwel6KXyDgZLMtixpvhVvUWTbNJPpznpncTD9GR1xU9+HdICtGVxEZ24Ay40b7BUnSJw9ohhxx+xfTw1cN0zeC9ympZNtj4wnt4b7wHPmTDWZEAdqSQqZt1+o6An2Y/yfJIfRS8vyFJFMEm1/1JVctkGK7B/nif2cgsn2x88id+HWN3zMH4gLgap2f1kCSJhegCTaX51Nfdat9iv7Yv7j9ZxW7YjNwRH3U+Yr29HiQwhWQR5XqoHrI+WicXymFUDDp2R0QpR4SyIh4S723TaPKw/ZB8L0/X6iLLMuaWyaPBI3zfpxfp8bD/kEP1kLE3phQu0TSa7Dg7lPQSDbUhLKA7HgfjAxpmg5bewvAMDo1D3JzLprzJXnuPm4c3cX2XP9r+I+JanAe3H3Bv+x6GbXCzeVPE+LZHSH2JA+uAR51H6LJOSkvRNJt4eNwa3CKuxlGbKneHd+lFezzqPaJttcmH86y6qwydIaeTp7nbusu97j0upi/SMTv8+/V/T9Nokm1lud+/z8Zgg+nINMdix3jz4zepmTWxUPfSrPXWuOncZH24zsZgg3OJc9StOvuDfX5a/ikPeg9Y76+zEFlgrIy5mLzI/Vv36Tk9Ngeb9J0+VbnKg84D1rvrqKpKZVBBV4RawlM9or5gmx0ahyiSwp3BHcajMQcHB/y081MaZgOv5bG3ucduY5eCXqDrdimbZe607tCxO4yUEc1mkzVrjbbTJkmS1dVVDM+gbbd5pIj7eq+zx8HogKbVpGE0SA/SVPwKo8SIYWTIKqvc3r5NVIlS260hIyLPt0fbFMNFXFw0WSPWivGAB1SGFQpKgT1zj36vT9fuElWjdNtdZEmmP+6TDWcZtAb8zpu/Q8fp0LW7+L5PQ2kwckbcaNygZ/WwfRvd1em3+2wZW4SMEHpd5z82/yOD0QAbG9uwkWQJPIiFYty7fo/d4S6/d/B75LU8pmfye63fo2N2+HeH/4622+Zq5ir3H97nduc2d7t3wQPVU7n++Do+PtlQlg/3PwQZZrQZGvUGO4c7FPQCD7YeiHQzVccYG+iSTr/eZ7+8jy7rPLYeUwqVSLpJ/JrPo+EjfjL+Ccdjx3nz4E22a9s4A4ewEubD1Q8J+SGqdpWMmsFXfTzJ40HzAY/9x4y8EWE5TMNqBNwyRVFIS2nuHtylY3WQXImRPEJHZ+gOmQpNicLzWMN1XTzFw7VcxpJI8RjYA3aGOwz0AaPIiEetR5R7ZTp2h2FnyKFxiIpKzaox8IRixsEJ1p//u4aKSlgKE3JClLvlp9g6kyG5Ev1hH8cXSV1D42lmi67oyI6M5VvYjigQDAYDHBwMPk3r81yP3rCHhYVqqaiyysgYYfkW7tglIkeC75kwGSTvy4vykilBD3qeSO1SDIWe0cOwDDRZY+SM2DQ2GbpDTMfEw+PAFNHdruRiSAZtq43maRieQctp0bN6eHh0re5TKqYvGlGi2LZNtys+UwfWATWzhu3Z3N66Tc8W6syElKDVbrHX2KNv9xl0BgJYq7dRJZWEmmAptsS+uU/YDpMcJNnubtMYNnBwGHaHWJ4lbErjLAcbB3w8/piQFOJy5jK2Z1M1qlSNKqcSp2isN7hZvonhGnzQ/4BnM89SNsqMnTH3O/c5tA5523ibu+27Yj9xZDl78vXajo00lqj1auyWdxl5I6yhRd/rM6VNIY0lNvc2WY4us2vtMjbG4nO385i6VeeV7CvcfXT3qes13Znmdus2CgoPjAd8XPmYTCjDzmBHqMY6DhuDDfJqng1zg9vebY4ljtExOjiaQ0yNCaXj6IC+02c5toykSty37vNT86c4vkPP7lE36zi+w9cLX2fZWsbcMPl44+Pgebi+S8WoYHs20/o0baXNIx4B0Lf77HZ2adbFvmmnucMOwtrcsgTfsqJ/Xtnl+i5jdyyA6UcHSnzwJXF9Hc/B9EwaZoOQEqIYLgbF1bbVZmcs8AVz+hwNq8FybhmzZeJJ3hc2kjxf2O1M18TwhGJhojoKy2EORgcCcq57LMWXODw4pH5Q5651lwfyg2BPfKdzB3/fJyyHGTgD9sf76OgcdA747epvY3kWI3fE8fhxHvcfIyFRPagSlaMYvkFaTVMbi3u+mCoiyRIuLlvGFo8Gj/jg/gdi/+pZJNUkPj5jd8yCvcDX4l+j4BdQbRXJlhj1RpiuyZ61x/Zom85mh9vd2+yv7ZPQEqSUFLIjM+gP6PgdtofbqJLK4fiQqCpcGgk1QSqUompWOVQP0WSheNdkYQWqGlWSahJVVtkJ7fCHh39IzagxE5lhdbBKSk5xw78hLJValogSQZVU8uE8BanAamOVW94tGuMG++N9+k6fhdgCFzMXqaxV+Aef/AMaZkM0Y32bdCjNQmQBR3b44dYP2R3tktWyxFRRMChpJUzV5OHhQzKhDHfdu7StNg2jQcWqiKK6rJHX8pxMnGSRRRL9BJFRBFuyqfgV1uw1ek5PNH9dg5JewtEc7ln3qBgVdEdn+w+2AwXx5Pwxacrbvh2kiGmyFuyrJ/vsyWOfLWyOB6Jg+cE7Hzz1eHlcpmJUkLYlmpbYJ+fDeVzf5V73HpqskQwlg+t7wMFT32974hxve3Zwpq8aQmE8pU+Jc7fR4rcOfosT8RPcvHuTd713sTwLCfEaYkpMcCX7oNoqakOl3+yLgqqlM+gOGPC0EtXyLO5376PKKjkthyqpNAdNPhp8FHyN7/uikekMGLpD0Vx3R4zd8Rc2difjP2mKlu/7HUmSfoJg51QlSZo+Uu9MAxOq3D7wZNt9Djg8enzuCx7/ot/z68CvA8wcm/FHpREroRW+O/Vd6uM6iiTAwkpdQckryAcyWlxj7vQcpVgpiF+e8D5c3+VO5Q4je8S7zrtoDY14Ok7hbCGIs5xEcwIB3ElV1ODiD60h9XGdcq9M1+xSiBS4krzCdGIawzH4/vr3mQ3NstHdIJFIcCpxiq8tfY1cJCfo7o7Jvdo9LqmXAm5CIpzgXPEcmqJ99vXz4+0f86r6KtdmrzG2x9yv3xcAVrMvrAGqzjH9GBkzw9/+zt9+Ko7tRvkGl6cuBx+soSWiEw96B2y2N5HjMt86/i2+fezbpPQUPbPHb3z/NyidKPH1wtc5mTtJc9QUaVe9HSr9Cm7EFV1udV6oaXwfSRKV+YPeAY1hg77aJ56OsxReIiJHUBQFRVYCOv1yZlmkysgqY0eAiFVJbNiSepKcniMRThDTYmx1tpCQKMaKJMNJET0bTpHQEry//z6X9ctcKF0IlDYH/QMyowyzidmg66fKKiN7hDN0+Hbm22QimadizCeqF8dzaI1aVIYVqoMqPbNHTslxJn5G+MhjRSKhSJBGtNvbxbRNZjTR0WiMGrTGLRRfIefkuJa5RkJLMLZFUoEsyYGV5+aNm1x85iIje4TruVSGFRRT4XzmfKDcmnhaXd8NOiMTi9hh/xBn7JDQEuJ591oU9aJI9lKSQXLOBN46gXxNYsldz6VltAIwZyFaQFM11lvrwb2cHqf5WvFrwiYYin5lTHvf7PPDzR/y3Uvf5UzhzJd+3c8zBtaAx43HnI+fJ67FP6e4mXQEasMaRU/EImvqp1HplmOx3d1GUzR++uFP+bU//2u/0O+3XItHjUc8n3z+TwRk/uzPOaefoz6sA3A8e/wLYxW9TY+th1sokoKmaKxkV+hbfa6duEZ7Q0DJZVlGkzVM1xTMBzctEjoUldqwRiqc4ljmGJYnVGQJLcHNyk0uti9ybeUa5X4ZVVG5OnOV8KEotp7Ln8PbE4t0OpzmtcXX+Df3/g0hNcSl0qVAsfXywstBYt7J7En2+/vMuXP8meN/Btdz+ejff0SsFON45jjb3W2+e/a7PGo+YtacZdgUbJqTuZOE1TAXpi5wLHOMzfVNIRGWVOJWnE/Kn7A0vcSLCy+S0TOYbZOpxBRr22tcSFzAcR1q4xrLiWVmEjN8fPgxM/oMZxfO0jAaxKQYc9E5FnILfPTgI1ZyK/zquV9ltbmK03N4LvUcb269ycWViyiygmzKzJqzfKPwDQrRAp+UPyEXyVEf1pEPZI6njnMiJyw706lp5hJzwe8tD8q8duo1Qrsh4g3BCXp26lks16Jrdnlh9gXuN+5TiBbwKl7AgtC3dZL5JMdnjyN3ZDJ6hvnUPE29ycnCSV45+Qrv7L3DjrpDRsrwxotv8KM3f8R8aZ6UnaKyXyE2EyPiR8iSFc93XKcrd8nlc4StMOPWmEKxgK7pvLb8GhldNA3edt5mIb3AueI5FFmhMWxQbBeRZRnP88hFc7y88DI9s0d73GattYY8FCmEJ6Mn8XyPBw8eIEkSylhB0RUM3cDIG1zKX6I9bhPX4hzLHeP24W0e3n1Ip9tBczUWigvMpGa4OneV0c6I6EKU4WiIGlLxPZ/F/CIXpi6Iuc4dcurKKR48fMBZ/SzfWP4GW+0tdEWnXqmjhBSula7x3XPf5ZPKJxx2DpF1mVwkRyFa4PlZofZZb63Tb/dZTi2z09mh5bU4M3WGmBpjp7/DfGoeGZlKrcJcZo50Os1CeIH9/j5Ft0h8ECc1k2IqN8X67jozqRkWC4u8s/sOaljl4tJFRo6w6j2qPyIajaJHdcIhYQ+zHRtf8gOY5inlFFvdLfLkOV08ja7oHPQOkJC4Vbkl1JrukKgaJRaLkdASJPQEiqNwInOC1lhYkx7UH2BrNkbUIJQOMdJHuK4LNmghDUmRUH2RHCN7Mr4l+meTA+GfdORCOQbOANMXbJmYEhMMDt/CV32SJOmP+4TlMAk1QdNqBrygWDjGyBnhh3yh4X6ixqSrOnpER/d1RoMRuOAqLoqv8NlalKzJqJ7K+fnz3CzfRApJ4CCsZ7JIu9FDOpovrBBdo8vA/GJ4ZTqd5ttXv01EjbDR3GD94TpjeYyneER1YdfQQhpYYi+ooeHgECJENBwlHhNF+0w0g2mZuIZLWArj2V7AbviqkYwILlEinMD1XZLJJMZQJO00adJ0miiKQiwSI51KsxgRlt6/fv6vM5+eZymzxK3yrUA9sbm/iWd5OCmHhcQCw+oQtaIyV5pDDsvohs5feO4v8FfO/hU+PPiQk7mTRENR3tl9hyJFcr0cKT3Fw/pDStMlGoMGM/kZ7JhNyknR6XXIaBmSXpJrx6+x+3CX8DgcQJafvLf0kM7zx57n7b23OZUQ933H7PDG7BtBMuTJ4kmhTjB1Xky8yGH/kL3eHn/twl8jGo6Kvez20fuOzNKFJWRkspEs/+DH/4BYOkY6kub28DbpaJq6WkfWZM7Nn2M5t4yMzK9d/TVmkjN4vsdOd4db5VucD5+nFC8JXpXZZVlfpmgV2evtsRReYiW7wlR86nPIAxBq2J3uDqcip5hNzAbFk4E1EGoev4R8W+byycvkIjlOF04H37vR2iAbyZLSU8GecKKGmKiwJiDasTMWXA9FHKR1RcdwDGRJFgloIQHnP+gfcK96j7ORsxzPHKdvCyva83PPB793Ess8+TO2RcNPV3WioWjgXJigKFzP5fce/x6xUIyvL39d2E1HTd66/haZlQyFWIF0OC0sMrebeAkPS7YI+2GkjoSiKjiugxpROZcXzJ7zpfP88xv/nLE9DpLYRs5IWAplYaOvxqvi8K4nKUgF3JHL6wuvs5ReYq+/x3J6me3ONpV+hcvTl7l36x7nnzkv0iVVHbUsUhF/6cQv8eHBhyRCCWq7NZ6bfi7Y0x70DwJHQrQdRVd1BnsD5lJznCucIxMRqpX93j5L6aWnOKOWa3GjfEMoA/tlfrz/YzrRDq+cfIXWuEWhXRCw4tAs08lpUnqKC8ULaKrGXm9PRHK3Ntlv7NOX+5xfOE8hWmCnu8N7o/cYMUJJK5TkEgvpBc7mz2K7NuvtdQzX4Ez4DCveCiezJ8lFcpwpnqExagi2k++x3lxnv7Uv7KSqzUp8hSvTV7g2e42V7MpTCrNJtHzX7LKkLQUq4fv1+ziugyd7OGOHOWWOvdU9rl2+hq7qgVJlstd+Ur3yiyIYYndiKF2F119//anHt9pbbHW2eH3pdcqDsnA3yAr1YZ0zgzNcmb5CQk8IK9WR1XBirbLcI6vuEdzZ84Tax+gYLGgLdK0u5UGZ79W+x0xphl85/ysUYgVKsRLZSJZEOBFgLAAGPx2w83CHF555gaE9ZCG1wFxy7imWp+sJePXNyk2urFzhQulCwFIb7Y+Ynp+mOW7SHDfpGl0MW3yOFVkhISVIk8bDw/W/fM34T5GiVQDso+JOBPgm8P8Efh/4W8A/Pvr37x19y+8DvylJ0v8LAVk+AVz3fd+VJKkvSdILwIfA3wT+3z/r9zueEySA3KjcwHRN5pJzjJ2xqGjHRIpWNpzltcXXkCQpkEs1RqIL3Tf7vL//viBcSALaZ7sCOishBbHCk4XKR8CSO0YnkJtN/Iun86fJx/KM7BGHvUPe2X2HW5VbrGRWSEVSvJR8iT938s+x2d7kbOEszXGT6qDKVmeLlfSKkJr2D3nceBxYCj47bpRv0Bw1uTZ7jdXmKm2jHVgyphPTgYT4g70PhCJBfvo28DwRuTkp6gztIaVYiVRYTDzL6WU22huYrsl2e5u7tbvc791HHal8Uv6E7699H8M1AmbPTGKGdERwYEzLZLOzGXiMPd8jE8kwkxRSVyQxkSiSIiLtJMGjOJk7Sdfs0hl3UBWhTDmeOU5SF/7RqdgUqqzSMlp8f+37dM0uV2aukIvkBNxMFqyODw4+oD6s89rCa1QHwpo0tMSC+ez0swHIa5KQUhlU+ObKNwPQKIgPZmvcojKoUB1W6RpdQkqIUqzEidwJilFR0JlwciqDCgf9Ayr9CiE1xEx8hnw0T8/qsd/ax/VdwkqY3e4ukiTkvt1Ql1Q4RVpPI0lSEPM4dsdBnHdz3CTtpDmXP4flCShdz+wJ5ZErgGUjZyQA1HIosFQtpBYIq2GqwypZPUspXkJThDw8F80FMeYxTaSUuJ5LeVDmfv0+hmMQC8WC2EZVEQlHz0w/Q0IT6VnPTD3zM6WFIIo7b269ycncyZ+ruON4zudAxZMiTmPUYK+7x2xylq7ZZWSPgsUk4N3IIfpmn5AS4nT+9FP3ve/7PKg/QJEUpuPTxNVfzO/ueA5rTQGX/tMUdybsoFQ4RXMkuhBzybkvLO78rPGk9crHpzaosZIV3K7g8SNp9qQoDUKmHZJDgXz1izp5EwDkTGImsAhYrhVA3L9stMatwP5YG9bYHm2TSqVwfIf51DyaKixSWT1LpS8iUSVJIqeLONDasCaK57JK22gH3vBvHvtmALWuDWrsd/bxfE8cesZNCtECmXCGm+WbZPQMMS2G6ZgiUTG/TGPU4IebP2RgD7g6e5WH9YfURjVeXXyVt3bfYio+xdWZq/TMHmutNd5YeiMAjh/2xTw+SZeTJVkwF8IpXlt6LbCq3avfo2t0xZohKQEc3XANpmPTDOwBmWhGpA86gksxsfxNYH2GI1QGmiqiUeNaHEU6AqqPWniuRywcozlu0jeFEm3kCFvkkreE4zq0jTblQZmp+JSI2FZ0dro7nCmc4WsLX+NwcMiForDKjuwRCT0hggQUjd2u4F5UhhUkSeJ07jRnC2exXIuMLhgIPaNHeVCmFC1huAa73V0hXR4Lj7zv+6xkVnhl4RUuTV/isHdIz+oRC8W4UbkhNpJGHwUBY4yEIpi2gGlXh1VkWWxyJjaDE/kTIt3G9vnhxg+RJZmTmZPcqtzi+v51+oYAWT9beparM1e5U7nD/3n7/6Q1bnEmd4a4Hud49jjfOvYt/tHb/4jDziGpSIqBOaA+rgvY+rjJprlJQhOsNmSYTkwLy2/+DHdrdwlJIZ6de5b19XVsx+a93fe4U76DqqrURrXAVpjQEhz2D0XUfSgSsKo83yOlicjhRDjB2fxZJFnig90PKEVLjL0xmXCGDw8/5PLUZT7a/wjLswSbT1bIRXMU4gV8z6farxLVhf31UeMRpmPSMToUY0VmkyIZNBfNocgKXbuLZVuYsklci4tIVutT9e6fVLkjIRGRIoRCIRRPQXEVZORg7k6GhbUOSdh0YmoMVVFRUQPVUMNokNWzZMKCqfXkGDkjQn6IntFj7B7FqHvu5za8YUUwLxJagoPegbB021agzo2FYwGH4XB4KNZm8/Pq5cmIhWIi1rqzza3KLWrDGo7rBLw+x3MY2sMgiGCiPg4pIaJaFFVRSWjC3t4xOmLO8GUsz3qqUfjZMfl/daOOIotkRCTBrWkZLUzbJKJFmE3Ocjp7moEz4PXF17lQvMCPd37MycJJHtYfcqd2h7vVu3SMDgktQUgNEZNjLKQWkBUBEFVkhbgW53zxPHpf5+rs1SA1T1d09vsiUadpNJF98bya46Y46CMU27IsM5eaozluYms2e709fvPObwZR1JOksycLPIVYgc2uCAzp2312+7s8U3iGM8Uz/GjjR0TUCK1Bi5E34lvL36I2qvHT7Z/yV8//VRayC7iuy373U5KDh8ftym2mYlP8y5v/kq32FtOJaUamSAU9lzvH3eZdvjb/NV5efJmO0eGFuRfIx/JstDa4X79Pa9wiG8ni4dEcNZmKTaErOo9bj4mqUb517FsspkVq5WfZjK7nst/bp2f2gqAVEJb/g/4BY3vMbHKWbCRLVa0Gczt8yilZa60JvqY9Fs1H1wlSgCbnmMlecToxTSqcQg8JPk7XFAD10/nTwT6uMWzQMTssZZaIaTFs32Y+Mc9mZ5PD/mFQ0PF8LyjkpMIppuPT6Kr+pRbx6qBKdVDltcXXOOyLsJCRPaI77tI3BEx/s7MZJK7OJmfJRXIB1mFgDUQhLpolFU7x3t57/GjzRyLlUtW4X78fnCWK8SILqQUiWoTXF18PntfAGvDx4ces5FZE6pokIOy5aE4w5mJFinqRlfRKEDQztsfs9/b58faPKffLPDf9HIVoQQSuqFpgTXY8RwDZPRvTNCnGinz37Hef2usOrIFQox5BdCdpYYf9Q1zX5frBdXpWjxdmX2C7sx008DRVYzY9y1JqKXit5b6A8I/sES4u5/Pn+drC16iP6ny4/2EQ3jCfnOd86Tync6c56B1wv3YfD4+l9BJzqTkK0QK3Krc4lT9FKpzix1s/Fmuu2RMJubYobp8rnePl+Zc5Xzz/lHVpaA0pD8oc9A4YWSNkWcwRG84GnifukaE1ZCYxw2J6kXAnzLHMMSKHEa7OXP0TJQn/SYaPD76YD9db69QGNeZScyTCCcbOmNXWqrA6Igtr3xGixPEcBtaA1qglzg7OiJElmFOncqcoRAucKZzhj1b/iIuli/yTb/0TkSb6FcP1xbxWH9VZSC6gSAqWawUx6Yf9Qw56BwH2Yj45zzs772C4gi/1oPGAoT0URciQSLBOhVNEQpEAeB4LCe7VRL36ReM/hYJnGviXRxweGfgt3/f/QJKk94HfkiTpvwZ2ge8C+L5/X5Kk3wIeAA7w/ziyeAH8Gp/GpH+PnwFYBuHBm03MCul1NMul0iViWgzXdYPKs+8L+d6tyq2gWDMZvu+z3dnGdQWk6ubhTXyE+mSS8DLZ1I+dccBbmRysJSTykTzZSBZFERvm1cYqnu+R1JMkwgn+xoW/QSleYrW1yhtLbzCwB+x2d0WKhJYM/M2zyVlMx2S7s81CSrB/gACI3Df7rDZXuV29zbdWvkVYDZOL5phNznLYP2QmMfOl12mSNrXT3uGd/XeYT84Hyo3F1CJds8t6a52V7AqVYYWeISaHG4c3uFW5RdfuChWIlmR2SmwgJ+qWve4et8u3ORyISSWpJUmFUyykF7AdIYWbWJ0mm04VVah/BhXy0TzNcVNEVesZIqEIaV2Ax1zPpWt02e5s0zXEc0zraf7K2b9CLpJ7CmTbGokkkb916W8F5PGBNaBrdLk2e+2pIs5B74CO0RHpSpIiUq4GZaqDKu1xWxR04iUR0R1OB4XBsTNms70p2CHmkK7ZxXRMslGRpDZ5j1rjFpqiUYgWKMVLjOyRgAdmjwsZ7BHYzvXdT4GRvhf4SG9Xb9MatQIgnIwcSAwnLJ2wEiYVTqHIioiGNmzmknOEQyJyNqWneG7mOfLRPNGQ6HxNeEwjW0TI7/f2KQ/KJMIisnwls8LQEgkUp3KnWGut8cz0M8FBYj41/3MVdzpGh/d232Mps8S5wrnPJUt9UdqUIimBgmpSsEmGkwGf5pdP/vJXemonC9XJ3MnPFTUrgwqNUYPZ5OxXfk6+aHi+x0Zrg5Seohgr/uxv+Iqx3dkmrIhOvucLdcSTzKfPjkkRx5eedqt+tnBTH9YJqSGy0SyHvcPJNwdjMueZjhlsYg/7hwHg98likeVYbHY2iYVEmtvAErDSUuLLuTsgErY0RQvUbI/qj9gd7fJflf4rHjQe8F+c+S/4YP8DspEs7+2+h4/PUnqJ+qhOQk/QGDUEpNQ1WW2s0h63aRktVtIrOJ5DuSeA0JV+henEdMAhm/jYb1RukNKFWmm3tyu6sOllphPTPKo/IqkluXT8Ej2rR9ts88zUM2x0NggrYbLpLNf3r1MdVnll8ZVg/vd9n9XGKiDieFdbq/zVc3+Vy9OXBVvn6HpUB1XKvTJhJSwgsLISHMznk/OM3bFIh5PE+tO3+kRDUSRJojqsMrbHAcNmApNtjVu0jBZST+LdvXeD5D1d09nubAugtBzieOY4hwPBBNpobqDISpB4Y7gGZ4pnMFyD1riFi0tICQXPe2SNUBUVfBEFf9A9wIyadMYdXp5/GReXB/UHzCZnkZC4U7sjVIRSiHPFc1SHVUxbFJoN9yhCVktxMnuSU4VTZCNZDnoHyMg0hg3u1+4HIPi4Ficfz3O2cJYLxQtcP7xOuSdsvxNO24SBZ9gGh71DKoMKM4kZblZust3eFhsg7AAyfKd6h/v1+7TNNueK58TBalDloH/AP3rrHwUJfpemLnGveo+F5AK6ovOo+YgT2RNkY1k8V8T7vrnzJrZv87uPf5f2uE0pWuJ25TarnVVmQjNs97ZRFZUXZl5AD+msNURk9aRRockaM4kZNEXj2uw1wbLq71EZVEhH0oycEXdqd0CCTCRDyk9RH9Y5lj6G53kcDI423JJMSk0xsAccDx3nTvUOc4k5LhUvEdVEkWc2NYuDw7HsMdLhNKWoYFzcOrzFwBwI9Y8a43HrMQNn8KcGKU8aXlEtypncGW5Vb4kUQGxChAKmR0pLUTfqhKWwUFPK2lMg55gaC2DPn31OtieSryYqBgDLt57av0kI64bkSjTsBoZtMHJHIEEunAsaSwlNsGlUWaVjdPDcLy9qmY5JMixsH3gEDBMPj7Ej7AMRLYKu6LStNvgEwRfpcJqe2SMSilAZVhhZI2xfcK0UhM3b8b/YouUh4t9lZMKKSNHyEJ+B3e4uUS1KOpzm60tfZ2SNcIcu8VCcjw4/YrWxyu89+j0MxxDQUynEXGKOa3PXeNx8TN/sk46mmU3MstHaQJIkCvECHbNDRI7QGrX4zbu/yTu773ChdCHADxSiBdrjNvfq96j2q6xkVoLEsqga5d2ddwNVUn1U52zxLK8vvs4//PE/xHM8xoyfel8bwwbb6jYDe0C5V2YqOsU3jn9DFNXGLZZSS3TsDn/nmb/Dqewp/sc3/0eWs8sczx5nq7kl5sojVf1kZPUsjXFDIBqief7Syb/EP37vH5OJZKgbdUrxEs/OPEtlUBGx7sMK/+Hxf8DxHBRZ4Xj2ONlIlqga5aB/wMfljwmrYV5ZeIXj2eOElBAHvQPSevoptfLAEly4hCbguIqsBCrqrtFlOjEdNDAsx6JltWg1W/SMHmvNtYAFut3ZZjmzHIRwpMIpSvESGT1DNpp9io/55JgkhC6ll9jv7dM1umQjWfHZOQL966pOIVZg29oOipqT/eAXNY+/aFiuxU57hz9Y/QMOB4dBsqKPKBQ2x00eNYUleCm9RDFW5K2dtyjECigoHPQO+OnuTyn3y2w1t2iP2zyqP0JRFI5njpOP5slFclycviiutyzu3bXWGiN7FBzWJ0WetJ5mIbVApV+hFCvRGOv0E68AAQAASURBVDWIhqL0TRFGUjNq1Ed18KFrdoOY7oXkgkh6PTq8R7UoheinSpyTuZNsd4TC+1T+FLcqt9AUTTTyjxL6HtYfMpucpRQvBY6Bcr9Mc9Rku7XNvdo9UlqKN3feZGgMSYaTwm6VWiCqRoUiX1LojDrs9wVL51fP/SrPTj3Lw9ZDPtr/CM/3SOgJ8pE831j+BtlIlgeNB/zh6h+KtOLkDEvpJabiU6KJ1tlmaA+5eXiTx83HQUy467kkw0menXmWi6WLzKfmcT1XNPc7e+z399nv7QcMqKyepRgvktbTpHTB2omGoiiywlZ7i5QuXm9z3GQ6Mc2qsvr/1eJOz+wFShzDMXhUf8Sd2h0OB4dCWXx0/puo2wDGlrAzjp1xkBDremKezMfyrORWyOgZqoMq88l5inGxn//R5o940HjA//T1/+kLizuT5rPpCFVQa9iib/V53HiMYRtYniVSnH1XcPRUjZSWojwok9bTtM02ITmErupkIhmW08tBEpqHUHZOYM4De0BtWBOJ1cM6B/2Dzz2fyfhPkaJ1B3jmCx5vAt/4ku/5n4H/+Qse/xj4Kn7P54au6EzHp1ltrjKbnBULQEckjgzNIe1xW3RYjqC1YSkcVPZcz2V/sI8kScwkZ4L0n0k0reu5DKwBHbPD2B4HIEtVEQqLmBYjLIcDn+rE3315+jKFaIFHDeG/Xcos8e7uu5wtnGW9vS4URZEs54vn2WxvBl03x3NYb62T1JK4vstWe4uBJVK9EmFh6emaXX717K8yn56fXDNa4xZjW1D0n7Ss7PZ2aY/b/PrHv07H7Aj4ZXyaM/kzvDz/cmBfmcjYvn3s24wcAUbb6Gyw0d5gs73JdGKahZSQ8IOQo96u3BYpCiNhicvoGUqxEnk9H3iFTdckEU6Q1bKCW+OMWG+uiw+fI6qXJzIniIajokgWzQr2jKxiuALqlo6kKcQKFKwCG+0NXl18lVcWX/kcFX1gDbhbu8uVmStBccd0zICOPinu+L7PVmeL2rBGRI3wzu47tMdtVFklo2fIR/MspZdwPCdIr/J9P3jvAQa26LSrkkomkglgqg8bD1FllePZ4wJCK4kO9XZ7m/3+PvOpeTbbmzieE7xPru8KMnxIJEpJSKLz5bnCsnb0mIQURLyarsnYHmN4ots/iUb+zonvUIqXiKgRVpurATx7ZAvJ68geYTiGUAodpWjNJGa4OnOVqCaKiZOq/6ncKQHt0zNkI1lWm6vBf3/mM/sUdHpikbpVuSUKQT7crNwMLEZPpk1FQ9EAYDyBZ392HPYPGdpDLpYufqUVzHItNtobT73Xk2E4Bo8aj4KJ9ReBIvu+z1Z7C03RfuFktc+Og94BjucE1yyuxb80Meuzz+Gp8Zmn3xq1kGVhRfmqISEFB+Qv4guBYAwd9A94ce5F0Zl1bGpmjdcWX6M6rD79vCbFpyeUQRN4d3PU5K3dt8iEMgycATk9R9tss9pcZTm1zIP6A9J6mnK/TESLBAkepXiJkTWibwtLx0JqgaXMEpWhiOzd6e0wtseUYiW2O9soksJzM8+JJK1IllcXX0VTNTY7m6xkhKT+VuUWQ3vITHyGt3fepmN2+JWTvxKkTT0/9zxvbb9FNBXlv73y3xILiwLmRnOD337423SNLs9MPcOx7DEGzoCvLX6Ng94BU/EpHM9hu7Mt0jMUsRYktAQjZyRSrlQNH5/msIkiK7THbTpGh4E5wJd8bldui46374tYcC0ukqkUNeiuSr4UPMfJnD3ZGE8OohWzwuxoNlAIjewRU/EpLNeiFCsFtkzXc5+aCztGB9M22TQ2uVO7w1xyjo3OBhE1IuDOroMe1nl+9nluV28TC8UoxcQc0zE7fFL+BNM28VyRllSIFohH4qQj6afuE8dz+A+P/wO1YU1cC0khE83wjeVvcLpwWnC9xk0kJOYSc/i+iHiPKlEOegfcq99jZAmwft/qc692D03S2G5ti85rOEImkhGNiVFNJDvqSfb7+0zHp0XErykOpecL53lYf4jpmSDB/eZ9QpLguh10DyglSiLxSgpR7VexHQH/TkaSZPUsB/IB7XEb3/M5VzxHKSHu2TdW3uD/uPd/iNAFT6i2TMfk+dnnRWKapJDQEjTkBsvpZe5U7wSFbNMxWW+tMxOfYWAP2OvvYdgGkiQF6qqpxFTQ5TuWOcax/DGem36OrtElo2eoD4XyY7+/zyflT6gNaji+gyqp1Ad19t39QF3xpxkSEjo6qqpypnBG8F+sQbBOKZJCMpxkJjGD4RrInuioTph3k58xgftHQ1GqwyqWYz31e2TkoBii8qkd/qkG3RFEeOyKRLpCvIAkS8TUGNVhFVVSiYQidIwOjVED2xWquq795aDjbCzLrcotNtub7A52hW3Tl8Vhze6L2HHPCWC2IKD7ITUEkujuer6whSmKguqrtMyW4IT44y/8nWHpyNKGT0gJkQgnmEvN0Tba7HR2xO+TNc4VzgmreL8qmH32gKEzZCY5w/OzzwdpdtudbV6aeYnzxfP0zB4yMqYj7vdqX8zj7VFb2M1sjR9u/ZChPeR84TzzyXluVm4ytETEsO3YQZCIqqgimUcTyuqoGiUZEYiBrtnl7z339wQ7SZa/kDVkuiaqpDK2RZLWlekrnMqe4kdbPyIVSTFyRnznxHeYTc7yTz/+p7SNNqfzp7l+cJ3dzm6g6Pinn/xTQCjD0pE068112sM2Ly+8zE+2f8LQHnJt+hq367e5XLrMRnMDX/JZziyT0lLC4u1ZLCQXiIQiHPQO+KTzCSE5xItzL3I8dzwogEySRM8Wzop7zvc57B/SHDdZSC0E1vb97j6Hg8Mg8nm/u8+92j06RkcEQ3TXcUIOqXAqUOzqqk5uOsf5klBVfFkx53PX0TF5UH+ALMncKN8gGooSC8VEM9bo4vouJ7InOFM4QyKcYGiJuPavam55vicsYtaQ5rjJXm+Pvd4elV6FptHE9/wAhxCWw3gIJMEkISkfydO3+ux397lbu0t9WA/2qrVRjYSaIJ/Iczp3miszV3BxWUov0TJaQUpZQktwPHs8KPpajsWJ3InAddExOrTGLdZaaxz0DjiROSGK7zGhUp+ko+1192gbbRJaglK8RDQU5VzxHLIkc6F0gb3eHjPxmSC4oGN0eFh/KArtYZHodtA74OPDjwPLkSqrxLU4siSz29llp7NDZVjB8z1uHt7kQeMBYSVMPBTHx+eZmWdYSi+Ri+SYSkzh47PX3WO1uYqHxxtLb5CP5mkbbf7ZzX8mGjuhCCezJ5lPzGO5Fo9bj6kNa8RCMZbTy0wlp4iHhPX77Z23CavhwEpaG9ZEw1gW68ypwimOZY+R03P4CJhwz+yJhC5rQCFW4Mr0FWaTs8S1+Ffuryejb/VJaIk/VUgKHDFnXCuwUT2pthpbY2H7rj0AiSCVda21hozM+cJ5+pZInXY9EYhUH4k0v8k9lI1kOZ49TkbPPJUyDMLqlYvmguLOZnOTf3HzX/A3L/9N9JCYO0f2iIE5EGdVeygK3kcOH0mSaAwbmJ7JdHKaTCQjbG1Gl6SepBQvoSs65UGZZDjJVHwqaDhP+K4ds8Pt6m0RehMSTQ5ZkvF8TyS2DRvsdkWTchKf/kXjPymD5/8Xw/Zs3t9/n5nEDGNnHNh/JEUKiOZAoA7w8QNJ705HUOdTWoq93h5jeyy6nEdsk6EtKrBpPc3IFh2mkBxCluWA0TLpLmUjgnuQiWSQJZnHjcfsdndF6sHj3+Vc/hxTiSlykRyO57DR2mC7I2BeuUiOSr/C3ZqA0ymSQsJPCE+rng5SkVYbq8S0GIZr8LD+MCgQGI6QgSU0IVWrD+vUR3V22gLi9uriq0GEuuM53K/dZy4lNtHVQZUP9j9AlmS2O9sgEcCyKoMKC8kFLk1d4sf7P+an2z+lMqiImO6jRXI+Mc/QHgrrxKgWxBlOOnXlQVkkBSk6aT3NcmYZD494KM6lqUuBUsd0TaHUUIRqIxlOEg1FqQ1r1Id1xvaYhJbg8vTlzxV3TMfkVuUWhViB5bRIEpsUy6bj0yTCIib0oHfArYoAmaXCqaCoEtNiQcLGJDkjoSVIaAkWU4uBkmqShhYLiRQq13Ppm33KgzIy4oAtSVKQICZJEq7r0hg3grQiD490RHSCQlJIwOYsYffrW306doeN1gbLmWXiWlxUo20BkxvZI+LheNDxyEQyGI5BeVDmeOY4Hh4je8TD+kPaRvspP/VEPeDjo3oqC6kFEY/9RAXecAy22luiyzWoCHVaNM+D+gPB3tFF3PqTqpsJy2hyUOkYHSHPTczyzPQzQafoF10QfN9nt7vL2Bl/zm712TFR2JRipS+0Ot2v3QcJzuTP/MIdh/2esNitZFZ+oe/77GiOmrSNNrqq0zW6aIr2lYlZnx2BffQzj/XMHqZnshhf/NIEnMmBrmMKu0A2kqVrdJ/8QQAMzAGHvUOh7Ivk8HyP/f4+K9mVQLUVFHWeOCROGFXhUDhIBXln5x1uV24zH5rng70P+PMn/zw/2vwRGT3DO7vvoKu6SI2KpgnJwobhS6LIsdfbYyo+haZoXJkW6YhZXSiTfN9nKSPiLF3f5ers1UAufTZ/FlVWuV+9j+UKS+Ot6i083yMfzfPW7lvEwjH+hxf+B56Zfoa3d9/m2vQ1USB3xvzZ43+WiBahMWrwwd4H/Jv7/4aF5AKFeIG5xNxTxY1JssH92n1CikiEmqTPbXW2UGWVntXDGlui02+2hQzfER0mWZJFodg1OJc/xx9pf8RSZonlzDIjZ0RGz5AIJRjYAyKhCPudffp2n0KkIA76egrTNdlqbZGNZYnJMWbjs08prxZSC9yr3wPEZ2RgDUT6hyzzoP6Avtnnfu0+1UGVsBrmdO40xViRR41HnJk/I6Ld1TBn82eDuOexM0ZTtCBVxHTMYD5TPVXYQZQYsiy4LgNrwIP6Ax7UHvD+3vuosorlWhRjRbKRrCjGtTd5b/c9uuMuU7Ep2mZbbN5kl/X2OlvdLVqjFvGwkC1vd7dF9LLkko1lWUotiXva6nJ9X0jko6EorVELJNhsbzK0h3ieRykmijeGY/DN5W/SGDWIh+IsJBdIR9KkIilUVPa7+4zdMY+ajyhGRVfzZO4kqqTSsBt8rfA1xu6YrJ5lbI1xfIe71bsYtkFz1GQuMYfjOXzz2DeFbTw+x9Ae8qDxgLbR5g8f/yG2axMNR5mKT/G48Vh02xMF1nbXUH1h87E9m5AUIhVN8dLsS7x78K7YmM8JhsIkRdD1Xcb2mPd232NoD4XEOxwTkfaDMvhgYf2pQMpPqktioRiO71Af1WmP2wKkKWmMvTHZSJZMNEMumhMNDYT9OB6KY3t2oBiUJAlZloUdulf5XEFAkkQKl2u4ODgBK+iz85yDg67oLKQWKMQKABi2OBB2jS47vR3whLQ/FopheAYRJcLA/WIGz9AQ9is4SmnxxXMJK2FREFE0PNcLeHZBwAEKQ3NIz+yRCqWwPZEa1hw3cXC+MqFsojSfHPImjZ2D3gGOK1gpc9k5fMmnECkgIZEMJ5lLzRHRItSGNQqxAik3Rdtos5Jd4WzxLBIS+719dru7OJ5D1+wGh52D3oHgt1ka8VCccq/MY+cxHx18JMCj0SlRFNWiXMxfJKJEeGNFWFcnUfGT5LbfuPMbnMidCPaNQ3sYJGc9aUuTEdYsRVb4lRO/wmxylo/LH9Mat2gMG5zInaBjdPidh7/D4+ZjXl98HRmZqBZlEB1wceoiv3zylz+9RxCcqo8PPyYbyzITn+FHmz8SsfZHha2QEsKXfb597NuUYiVWm6sUYgVWkivsdfbYrYp49ivTVwIe3JOjOqwGaoGhNeRx4zGSJPiPrVGLm+WbbLW3kCTxnqiySkyLEVGF3WLSeBlEBlgxi0tTl5hOTBMNCcVQWAkHjZEvGxPV49gZ0xw1eXfvXSQkTuVPsZheJKEJrlRaT+P5Iup7oh6CoxS6o72P7/tB4aVv9WmNW6IAOhR250khVFd1oqpIHz6WPkZ9VKcQK2A7NvvDfZGiKGt4eJT7ZSqDCrIkB1DdcwURJb7aWhUJaQlh0T5fOs9L8y9xMDjAcixWMiskw+JgfLZwFtM1aRtt9nv7jOwRhXghOACrikpEjaDLemDj9hHqd1mSRZHAE7a45+eeJ6bF+MH6DwCIaQJdMeFVToq+d6p32GhtcCp/ilAvRLlfFgEvSOKz7nuMHMHE3OvtsdXZwvM8dFUnq2d51HjEZmeTYqTISnaFcCjMqwuvElJEYu1B74DH9cfs9/fx8Hhx7kUWUgu8vf02b26/SVpPk48KJeu5/Dnqozo/2f4JbaPNTGKGYqQo1DN6At8T++KD3kHA6Nxqb7HZFtzCE9kTXJy6yInsCZF06VoMLZFsZbomsVCMa7PXmEvOPVX0+HlHz+x9ZeT4k+OzRZyJA2LiRoFPU7AkSQqs+ZPHstGsAKF7DjPxGVRUdnu7VIfVoLm3nFkmFU6xklnh8tTlz51pnnweI3vEdnubg75ozu1192iOmvz6jV9nObXMwBrw/t77REIR4qG4UDVFs8E5MSSL69Uat0SjwoP7lft84n1CWAlzPHtc7G9ki6ojWK2ncqcCNXhYDQc/o2t2WUmtMHbFZ7A6rAZn+e64i+VazKfm+QvTf4Hl9DL/kH/4hdf4P/sCj+u7zCREJdbzvODD7nt+YGOZFHqSWhJJEoeijdaGADFLouPVGDVEJF40J5KjIvmAYzKp3BZjRaKhKLZrB1HQuWiOXCQXLAqu53K3dpefbP+EE5kT3K0K/++VmSsAATfiZuUmKT1FUhNdxsawgaqoLKeXqQ6rwu4w0IJFpTKoEFbDnMufI6kngwO1hMRqc5VyvxwUiGYSM7yUe4m+2edh8+FTQDfDMaiP6lw/uM5ed4/tzjYz8RmmE9PIsiChV4dV3tt9j5Acomt2uV+/T6Vd4WT6JFE1iud7NI2miOKWREzlBDQ8dsY0Ro2giHOucI7ZxGwQUdkeC6nabHKWoT0UyqKjgs5scjbomkwq6jEtRjKcpDqocjJ38nMWGddzedx8jO3ZXJ66HMhhPzz4kPaozd3q3UAF0jW7xENx5lPz5CIC2Dz53clwUiiyjir1vu8Lhk53nwf1B5T7ZdEhCCdxPIfmuMnQGhLTYkHUcFgV3zsli6QTx3UoD8q8MPtCcG0mnRTbFbaCaEgA3dLhNH27T8NqsBReYuyMURVVFA6zuUApNIFST3yeG+0NitEij5uPA//p2B7z4tyLJMNCCTYpTIXVMDOJGVLhVADuG9mjIOr9Yf0hGT3Drcot6sM6c8k5DnoHDOwBp/OnA6ZIwLw5ssZNNhH7PcFFmU3OCm//z9mN+uzwfI/N9iYgZLM/C9K23dkmEop8odVpr7vHfm+fN5bfCD6jn1PEfMmoDCr0rX4wSf9JxwS0mAqnAo7BZDH4ecdnIag+vuh22GOmElMBO+yz9tNJp9zyLFqjFhdKF5AkEev71HM8iiGfik8J1clR8XdS2BjaQqI8skbBa+qbopuz19tjo7XBhdIFxvaY6qDKrfItjueO0z5sM5+cZ+gI+9yJzAnW2+ucK57joHvAcmo5mNtioRjVQVVIhMMpTuZOiu6I0WRgDqgMKhzPHGdgDdjrig5cdVDlYf0hy5llHBzR1ZRl8tE8+/19TNvklYVXuN+4jyIr/HdX/ztO5E6w3d1mbI+RJImm0eTi1EUhXe7usd5a5/rBdS6XLrOSXeFR45FgtVl9ZEnmduU2D+oP2GhvoMma4NNEMvTsHpqicb5wnpEtijQA+VieYryIHtIpxoqiKxNKBdy2c1PngjSJSeHMdExuVm4yMAeczJ4kpsdYyaxwz76H5Vh8Uv4ksDQspBaoVqtISIGdtGN2aI6aIgI0lAh4CZZrUdALweZ1Mb0oIrMd0dE7HBwGtpb6qM7lqcvURjUYwe3abVHgGIs0j+n4NJZvUemLjX04FBYqWS1Mc9DkP278RzFXjpo0hwLcODSHIAtLkoREZyw6WY4jlG1T8SnK/TJ6SGzoJ3Odh4eu6Gy2N2mMGrieSzqSpm/2aRkt3tl7B9MWncAJhy4Xy9Eb9xh5Irb1mZlnAm7et5a/RSKcYKO1ITrRo3qQriH5EmNL2FgvFi9yeeoyhViBxrDBW/tvkQgliIfjHDYPsT2bF+deJKJGaAwavLnzJvFQnMZYAOrf33+f6fg0nusF4Mu+0SeqRplKT7GQWuCTilAOHMscozaoiVCBSJL2uE3X7BIJRVhMLvLu/rvk43lmE7MUYgVO5k4G0NXH/cc8rD8kHxV28c64w73qPaHqxeZPq9qRkQkRIq7Hcd1Po1tDkmhyhZQQYTmMZVnC8m0Jm5phG8HnLBVOsdHeCJ7LZP0ZSkNhwUDH8I1gvrM8C1VVsX07YLpMotGfnBc1STQQhuYwWGd7457Yp9l9wc85SpeZWOPiapzB4IsLPBemL5CL5UQz66h4F9WigYx+wkqRfVkkmikamVgGRVbomB3ioTgdqxMoeWRJpqAXOBgefGmRx/DE6w4TJqbFyIQzgZ3RsA3S4TTHc8dJ6yK+W5ZkweeSFS5PXeZx4zGziVmuH14PuB+P6o9IhpNstjfxvCO2i2dRH9ZxPIf93r7Yf9h6EIP8TPoZkuEky+ll9JDOR/sfsZBeYCG5wNg5et2SzMXSRV6cf5HvrX2PH2z8gHwsz1ZnC9d1uV+9Lyynk/foaG0CgibUSnqFgT3gj7f+WFhWjA6ziVmuzlxlOjbNO/vv8N88+99Q6VcwHIPaqEY0FOX1xdd51HwU/GwHh3vVezg4nE6fZrO1yW53l4XUgtjvhePMxmeDRsJqa5WLpYtYnsX7e4K7eaF4gVP5U8F+xfXcQFEwMAfcq99jPjEfhAnkojniWpy97h61YY1MJMPF0kUSWgIksX+ZqFpiWizgaTRiDTrxDnOpuaBpOLAG5FJPK28nSoYAfjxpXMsKfbPPVmeLM/kzvDD3QnBIb41FCEi5X+bKzJUABG25FmN7zGFf2Furgyr1UV3EcR8V6A3bEMgJ1xTx8PEZspEsYTXMXncP2ZUDDEB1WBXW2ohQbzmeg4QkUA9p0QxNaAne3HqTptGk3CtzKn+KlxdeZiWzwm8/+G1mkjOoispGa4N0OE1lUMFyLeZSc5iuGeyLJ/gBEOcBWZJxXCdolJ7KnUKVVU6ETgSAYEVSmNFnKMVL4nxhdAK2143DG3xS/oT93j43Dm9w0DtAV3Wm4lMczx3ndP50sAb3jB6arAX7c88XfCbP9yjGi0i+xHprneqgyoP6A6KhKFdnrxIOhXl2+ln6Rh9ZljnoHfDu3rtk9Swvzb9EMVbk+uF13tx6E8u1mIpPCRuWnuVu/S7/2yf/GyNLrHfFWJGp+FQQW+7h8bj+WNiiHZPqsCocHp7H1ZmrfH3p68HcoKlaUFxRZZWV7EpgzfvTjL7ZZyo+Ffz9s0WckT1iYA2CPz5+sCedxJ/HtFjgLngyHl1TxL5TVsR78N7ee0F6bESNMLBESuC54jmOZY8RVaMClO55fHL4iSjgHNnVRvYoKGyNHWET9T2fttEOzhSFaIHfX/19zubP8g+//g/F7z86F5mOSc/qURvUuN+/T21Uozas0Tf7Imm69lAkXMkSF3IXiGkiij4ejqOgsNvb5bnZ51BQglqBaZoiXXlYx3ZsIlqEUrgkeGSWSNlrGS2mC9NcKF4QljrfpTqoftnb8Z9/gWfC4JlIp0DcdD2zh+u5AXBU8gUseWAO2OnukI/lmUnMkNASYjEwuvStPl2zi+VbQYLTpdIlEmGRSNQYNagMKqTCKeaT84EVaPL7mqMm251t7lTucHn6MvVhnayeJSSHeHvnbXpmT3RRh1X6Zp9v5r5JJpKha3Ypxouczp8mrAjJXTwcZyo+FcCQj2ePB0UQwzE46B2w39unOqziecLC9cLcC2Qj2eA6SEj4+HSNrkgi6Ar/f3lQZjG1SH1YD4pej5qPaAwb1Id1bldvM7SGXJm+QloXfn6rKRgpXasbVEyjahTbFwDc2rhG2BK+8ZfmX6IQKwTFmYgawXZtHjYe4vkei6lFVEVlPjofgAsnw3RM9np7mI7JYnoRx3O4cXiDudQci2lhZ7FdO5hQVpurHPYPCUkh/uDxH7Df22ezs4nv+yykFpiOTwddgYXUQpAQ4fleYCmyXEtsIto1OkaHttHmsC94QqosbAdziTlsbBxX+LYvFC5QiBcCNpPv+wHnxvbsgMWDBBudDVRZdGSjoSi5SC6oKPfMHj1TAEh7Zo9ziXP8pTN/SShuZCXYBA+sQQBMc30X1xOFmwvFC+Sj+WBz8rj5mLPFs/j4PGw8pDasBYvlhOC+09kJNqYhWRRp9vv7FGIFspEsh/1D/syxPxPY/F7Kv/SVfm3f99np7tAzegKAmjv5Jy7uTJRXuqqzmFr8mYWVcr+M5VqczJ383P8b22OuH1zn+bnng8/qzzta4xb1YV0wmv4UPmPLtdhsbwoewNHGeyWz8jkb2S86xo6wZE6kzV81JEkKCieTRfTJ0RmLTtaZ/BnB3zJ7XDeuUx/ViYVjOG0n2PSElTAxJ4bki4NVXIvjez62L3g0PaPH/cZ9TNfkytQV/t32v+Pvnfx7/HDzh7y6+CrfX/s+5/LniIVjuJ5LTBMpOvhQt8X1SWgJwmqY5cwy261tOkZHKAFch77TZ7e3yzNTzxBRI9yr3+Nc8Rzni+fF3KynCCth3t59m3wszzdWvkHbaNMYNfjmyjeDAv3D+sOAaVOMFrl+cJ2cnuNx4zE3yjc4UThBSAoxskbUhjUulC5QG9UoRAvs9/YpxopMx6eDwsbYHnMuf46W0aIYLwZFUMd36Jt95tPzNIdNVpurItFH0YlqUU7nTxNVo8Ght2t2qQ/rWK5FLpJjKbOErum4nktYDlPpV2iP25zKnyKqiNdSH9eD7k+5XyYfyxOWwiTDSfKRPKcLAs7YGDcCf/qka3izfJO+3ScfyVMelLEci+XiMu/vv89iapGN5ga2ZwtFktFjPjXPcnpZdJqsrpDfD2qM7TGhcIjmWMTah5Uwx3LHeH72eb6/8X06ZieI9M1FcxSjRZJ6kpuVm8RDcbbaW8TDcTrjDjOxGUzHxHZt7lXvEdfiwjoQEtaByVw5sAdEtWigRlNkhVxYMK2yEbHudq0ukizxzYVvstneZK25xqWpS8TCgkcT0SLQg2Q8yZWZK9i+TSlS4gebP0CXdZYzy4SUEDudHQ76B+RjedJGWhQtkFhILeB6Lneqd/jp5k8F+8LqBc2C6cQ0x7LHxBpjG4E18kzhDPOpeW6Ub9Add1lML4oIZI9A4dQcNwlJoYDf4uLy8tzLjJwRyXASWZb5+OBjbldvUx/VA17g/ep9xo4oqjg4/7dYskJSiKyeZWgPMVwjWDc8yQuKJniiEOTjB3ZN27PxPFGQqQ/rwiZ0NDxPPN+IEgmiaCf1DxlZAMqPElGAQBHy5PDxcXwH3/PJx/OU4iVqgxqECRQGjiTWbMkXzb24Fqc9bn/p611trDKsDqn1akLxqqgkw0lRvDw6kEws55Iv4XviEDNRSRSiBWqjGsvJZda76wEf5KsUPAGTKBQjqSXpmB1h+3dskZh2pEBfyazwS8d/iR9s/ADPE6wowzFEU27/vYAfGFbCmI7J9eZ1djo7n7Io7THbzW2xh/BdlrJL5I08S9NLpCIpphKiwHqhdIGfbP+EaCjKy/Mvc79+nytTV4QqwLMIySF+sPED7lTvsJBeoBQrcbdyl+sH17l+eF2oLY5g2pN0NRDvybHMMWYTs4ydMVPRKTzZYzohlNYZPcMPNn/A37z0N4XyW9PZ7e1iORZXZ68GStgnR1gNsxxZ5kz+DP/m3r/Bci1OZU/xUfkjFlILOIhU0VQkFYCAfd9nMb0olNWy2BdN9pSeL9QZqqyKAgcymx1hrT+VP4UsydSGNTRVKExlWahWQqqwW0wSej/bmJo0VSZzgOM6dIwOhWiB5rgZFHVU+VN7biFWEOEi45ZIYpUUnp1+9qmm09Aacqdyh432BueL55GQ+GDvA5rjZlDQnry+jJ5B9mVUVQ1gtFOJqUDpPQnz2OvvUe6J9SAajgoovqxwoXiBpC4seWk9TS6Soz1u852T3yGtp6kNaqy31tnubHM6f5pvH/82K5kV7lTvsNZcE4myoxbrzXWyehbLExbiSdGgNRagel3V8fGJqBGxxzlSCtWHdTRFo220UWSF9/ffF9c8FMNyxF6+a4s1dIIOmBSHRvaIqCq4O5IkUYqXWE4vB+9/PCwscjP2DNGQwEYspBYEp7JfxvVdTMfkflXsbyaKnng4zjePfRPHc3A9l47RoTao0TIEE/RC8QLzyXk+KX/CYV9ErBfjRQF7N3r8h1VhXU6Gk6ykVzi/fJ50JE1Gz7CUWcKwDW5XbvPe3nu0xi26RhfHF8iRQqzAN5e/iSd5XCxeJKSIoJG20Q4CcFJ66hdOsnpqbjpSfNWHdZqjJnpIZ2ANuNO5g7FuiLlLIrDnxjSR9Dhp+j+ZrPWkamhiBawOqrTGrSCYpzvqgk/AD9UVHdu3uVu5y253NzjDGK5BRI0E4OKVzEqQ7JvUhDUqHooH6vN7tXtMxafEfe5a/PsH/579zj5/99m/y3t771Ef1YN0xUnqXFgJk9bTZCNZzuXP4XgOm51NlrPL+G2f88XzZCNZZEkO3Ds7nR1xDnRtZEVmJjHzVCpddVAVvNvMCgd9kVzdGgnQ+2uLrzGXFOrfne4O5X75K5mn/9kXeBRJoWcJCGskFBHRmqpOXIsLyN+Rf81FVM46Rkf4DhOzWJ7ghTysPWS9tU4sLKTlmqQxl5jjTOEMzXGTjfZGAHzNRXJ4CJ9cZVihPhB2KICQEuJR/RGFWIEH9QcMrSFni2cZO2MK0ULgJW0MG8S0GGcKIs7Oci2emXom6OhPJvKu0WW3u0shVmCns4Pt2dyt3aVrdMnH8swl5rg6c1WkLIxbhNUwbaMt7FLDGjfKN6gOqvzzW/9cLBpH6hvHdYSv23cYOSPWWmtYrkVMjWHYBtPxaYoxMQEN7AE9R8DajmWOEZJCIv2gs4vjOwGz5uX5l4UPWBMJIZNqe98SdP3GuMF8cp5T+VNfqFzwfI/KoEJtIDoixWSRzrjDx4cfB19/v34/iA+fRGZvd7cF4T05w3xinoWUsJRdmb5CSAnRNbqstdaYSkwR1+LsdHeCoo7jOTiuE0CHJSQMVyQbFCIFrk5fFaojo01z2ESTNTK68OjGtBiqpGI4RvB8djo7jJ2x2NBZ/YBDYLqmoLgfSWGT4WTQ8chGBERvo7VBSAnxoPyAntmjMqgIW+BR4SgaipKNZJmOTzNyRjxuPA6u5SThqDwos9/bD+TzpViJmfgMMS32FPtmYi+cjN3urkhLSsyy2lzlfPG8mKi6OxzPHv/KAsJEbeN4DkiwlF76hYspk2E6JmutNbKR7M8FQm6PxcF90nl5cvi+z7u777KYXvxCds5XxQL3zT573T1O5k7+iWSsk+H5XsDU+tMmZsGnyiPHddjt7AbWGHy+8hDXM3pE1AjFaJH2uB3A2yr9Ch/sfcDB4IC55FyQCtE22uSjeQoxEe85AdmZrohn9fFRFIWwFBaLmywiWk/nT/PR4Ufgw9niWYbWkMXY4qfQO3PIweCA//7qf89Pd39KOpqmYwoejYdHz+pxOit4LMczx7lXuyc6zZ19sWDHpggRohgt8tria/zru/+akxkB860MKux2dynGijRGDVRJ5euLX+dx8zE9syfYS7LE4+ZjPj74mI8rH5MJZ7g0dQnXd8lGstys3mS/u883j32T04XTWI5FdVjlQvEC03EBapYlWfC6IhkiWgTLEQfTM4Uz7HR2wHj62luOha/5wdqjKgJMn9JTJMLCy255AojYGAqrmaZoxLQYx7LH2OnuUO1VCUth7jXu0Rw3OZY5Jt5HW8S4zsRnaIQarGRXaBktSrESIfXI6qonA496bVjjfOk8p3KnRNKMLZIkIqEIpmvSMTtkwhkOegeUB2WG5pDD/iGqqjITn2EmIeCOIBJ1CpECli0OeyNnJOyYkuADvbH8Bm+svCHCBDxfHDKRsVyLxeQiLaPFbk+AY8NKWChCTLhcusz+YJ+xLeCIs4lZLk1dYrOziYcA9Y9cURg/kT0hkmqcMZYj4POxUCzgDj1uPsZwDZ6feR5N1Vhvr/Pq4qu8sfIGP935KSE5xEZ/A1kRqWgeHqcyp/i3D/4ttmPz+rHX8XyP+7X7jJyR6NAjOFUPDx5yPHuchdQCa601HtUfCUm53WEpvUQpXqJv9bk0fSlgsW11tuibfaF4jRdF2lH9Ll9f/DrlQRnDMdjv7zOXmBONKQ9kRaYYK7I32ONk9iQLqQVuVG6w29nlfu0+tw5vURvU0GSNMeMAvu15nkiq+lMkZE3mFI2j1B9PwCQlSaRhZqIZElqCjJZhoytSNwEqowpRVbCj2uM2tm8H9okn7Tq+JHgzES3C0B2SDqdFHDpC6TF2x4z7YywsvmyoCGtUWA2T1JLsdHaIhqKEtTCMCdIpJ8rWU7lTDKwBETXCl/1Y3/cpRouMTMFhcGWXqBalOhAquQkrYcJlzEQzJPUknuuJZpYnOsCHw0McR1iYB84Xq4WeHAoK6ZhQ8g7MAaqkko6KQqzne5TiJb6x/A1Mx6Q2rDG0hpwunGZsjT/lBeLTHokCyJ3hHQ6Hh+JQpui0lBaKrDCdmma1t8ozU8+IZlDVF+mfR8ykF+ZeoGcIlfu12Wuk9BQja4TlWby38x55Xag3blZvMnbGLCQXuFu7i+maHPQPgvvgi+y8iVCCry9/nc32JmN7HBRil7JL2LbNf9z4j1ybu0YpXqI+EgfKoTVkPj3PbmeXyrBCIVJ46v0vRou4uBwODrldu83J3Ek2u5uElBAZPSPmXUnlfuU+e/09Lk9d5ljmGOlIGtuzCcthElqCGLFAvTO0BL/zoH9AQkswnZgWMdn9fUbWiMX0YqAUnOyvvmq4nkvf7gfQX9M1g1SfoT0kokaegtqCKPRWBhURtR0tiKLvqCmUq0fprvVhnXf33mW7s810fJqe2RPqb0kEcUz246FECBc34MRN3hPXc6mNarieGygl4lqckCSAsNOJacGJGbcxXZMX5l6gFC8FlrLWqMX31r7HJ4efBIUUTdbQFZ0T2ROcL54PAOQJLYEqqaIJEc0HqvJcVDBiIqEIxVgxYBSajtg3rzXXAHG+Mh0zYI2OLMG5e33p9SBhN6ElMDyDvd5eEDltuzaxcIyUnsLyLLpml7nkHC/OvRiwT8NKOEj/rA/rlK0yZbdM22gLFak1YqMluKSpsFi7a4Zo+Ly2/Bo3D29ieaKIf7d2l5SW4kTuBBISb+28Jdb8o+CZldQKHmJv2DW7nCme4TsnvsPJ3ElK8RKqrHLYO6Q+qvOjjR/x5vabQh3vecS0GNOJaY5njnMse4xrs9eQJIm3d9+m3C8TUkSQzbnCuV9o7zpR4kxSpXuWECMMzIE46w4q4jqpYZBEEy6tpblQuhAUcT5bwJkMz/fomb2gkNMet+mYnaBAPVFfIcH50nnBTHM6rDZXuVu9iyzLInRi1GJkjwgrYWaSM8RCQtUckkPcqd1hPjkfvN+TM17FqjBuj9nsbAYICcMxuHV4i99f+32uzVzjrb23hLIoFCMVTrGUXiKpJ4Nzno9PeyyQFxISr6dfZ721zl5/j3hIqChNxwyCIVJ6istTl4OU4s+Ontljp7sTuGlSWopLU5fIRrIMrSE/2f4JtWGNlJ5iJj7zlcEy/9kXeEJSiMtTl5ElObBO9c0+5b6IuJ1sSMJKGEVWOFU4heVavLP3DgNzEPgkn599Hl3TeXf3XTw8KsMKf7z5x8EE7iqi4zGJQRtYYsFO62nOFM7geR7v7L4TRFDLksx3z36XXDQXVNonZOzlzDKtcYue2eOwf/i51B8fn4E1YL21Dj78YP0HpPQUc8k5CrECxzKfyi/XWms0R6JSv9HaoDluYjgGYSWML/lElAinc6cDT/JB74D19jqRUIS8nkfRhI8RTxRQDgZiQXN8h2wkKzztPnxQ+YBHjUekIilm47O8sfKGWJyPmDkT+8vQGlIf1kUV9QgwddA/4NnpZynGioF8dfIBNB2TxkgApVRZWJJ6Zo+O0eF+/T62Z3Mmf4bmqEltWAs6EiNzhC/5HM8e51LpUkCUP+wfktIFU2kC/F1KLxHX4tiuUOD0zb7YbMqCKTA5GJiuyWxURFo6rsPB4ICtzhbFWJGljGDojO1xoCiwXEt0hvRUwLlxfRGD3R630RM6XVMkG8yn5oP45slmdwI/ftx4HFgL6kadnvEpiwgIuhD1kbBZlPtl8Z4d3Su6qjO0huz39jmVO8VSeukpJddXjfqwTt/sczx7nLXWGnPJOXRV/7kSsyYsqZASwvd9wQaKfjXo98vGJPpwOj4dcBR+1tfvdnc5kTvxhYvKvdo9bM/m2alnf6HnMbZFStqx7LE/tcpmq71FWAkzsIVU9WclZn3VmBSkJhbPF+deJNqLBo/Zri0ghOMO7XFbJLJ5HtWRSGi6NHWJttnGRaQLTuB0BV+o0yQkxs44mD+fm3lOsLbCKfLRPCdzJ2mMGoRVodKbyLonkt9sJMtOd4exJSya3175Nm/uvMml1CV+vPVjzubP8q/u/isuFi7StQQUdqeyw2FXRPHii58xcsXmeSo+hSd5bDQ3hFIiI1IzHBxO50/zo60fic9eNMWd6h0awwbZaDbodKYjad7fe5+BNeAvnP4L3CzfJK2nqQ/qfFL+hMtTl/nV879KJpJhp7PD7z36PXKRHL904pcEJD1W4kdbP2IhtUBj1OBx43Ggehs74yBqeSYxE9yvT8qRjx6gPqoHUZgTpWcmkmExtUhlUKFu11EQG/qJ5aI6rJKL5dhqb7HeWsdwDKYSU5zKnqJvCFvcxdJFspEsxWgxiFKXJVkU4WQFXdHFPDrucLd6F9uzSekC0NscN9lqb7Hd2Wa1uUp31KVliRhmK2YF82vX6KJKKt9a+RavLLxCZVhBV/UA/juwB6LrZXaRfIlipIiFKJzvdnb5zdu/Sdfqst3e5lHjEWEljOu5ARzW9kSiyVxijuqwykJygWK8yFZnS2z4wxGSurAqbbe3Sekp/LSP67ik9bSwfw3Feufjo2s686l5cQj2TB7WH/La4muE5TA/3PghuqKTj+V5e+dtMnpGrHF6ltnUrJD2x2b4rYe/xSeHn+D5Hncqd5hKTAmZfCjP5anLrLfW2bF2WCmt8GdP/Fn6Zp+1xhrTiWnwoWE2+KUTv8S7e+9SjBWxXZuGKSxl6+11MtEMYTnMWnONx43HPDv9LKqiUhlU8DxPWNdkiaE1JB8T6ZI9S3APQkpINDWOIJARRRRGJCTahoDoO57zlQWRrxo6OhZHoF8pJLrEeJiYRBAq3EmU8KRDupBcEId1S9hFJ+lxEUUchifqGwlhk49oEQzLCKyjUTkqGhmeT2PYeOKj42Nioss6eKL4MUmZ8vCCA+qE2xOX4xSiBabiU6Qjad7cejO4LxRJoWWKQ/IEYhwLffm6NrbGyIocgNCnolMBCNN13cBmBASpR77vi+AIOSwadIqC5VnEw3F6Ru8L1UefHaok0uyG9hCAQqJAIVIQn0NZsBoVWaHcL9MZC0XcdncbwxJNwwuFCyK5sC8YHb7vc75wXtgB1Ain8qfIx/Jc37suYthVjZnkDJ1Wh3OFc+ghnWa7yW5nlx9u/JBUOMX54nkG1kBYZcdNcaBRFN7deZdH7Ue8vvA6HVMoFhqjhkgeTa1wXbvOeDwO3vvJ+zVR4zVGDabiU7SMFn/nmb/DRnuD93ffJ62neXb6Wcr9Mvfr93E9F1mWqfQqqKrKXzvx19jr7gXXTEbmfv0+ryy8wu8/+n0cz6EQLXCjcoNTuVNsd7e5NHWJaDhKKVbi+fnnuTpzNYi6H1qCmTS2x4TVMLqiB8yMteYahmtwLH5M7NecEecK55hPziPLX66ImNiiJharyeeyZtaQPTnYL06s8p9tQNmuzWH/kN3ursBMqGHu1e6x1lwjHorz3t57gr/puqy11ugaXZYzy8E+d6JosT2b2rhGrV9juytg9HE1TlSLBiqLRCTBYnqRfDRPQkswdIasN9epDWtcnr7MiewJImqE29XbgkcaSdM2RFhCz+zRGrXY7+3zzPQzfGPpG/RtUWjMx/LB3t/xHA76B0TUCAeDA2YTIi1YkiSSepL6sI7nediOmF9Cckiwi2I5UnqKi6WLwSF6tblK22izkF4grgnY8If7H2I6Jo/qj4iHRBDJUnopsFdVepWg6ZyL5nh96XXBozli8jjep+yvkT3iUeMRB70DoppQ22+2NgWb9SgtLqGJn9U1u0zHp7lZvsmd6p3gXn9j+Q18yedh/SFds4uMzGtLr3Fl6go9+9MEtfnUPNcS10RojJZk5Iyo9Cvs9/b5yfZPWGuu0TE6JLQEs/FZzhbPcm32mkh3xiMfybPT3WFoD7Eci8X0IplI5kvvS9/3MR2TvtUP3CR9qx/wZidhMnEtHlgLC9ECiXBC4ArMPidzJ4M9fn+1z2xy9qnf4bgCX1Ef1qmNajRHgukEBIEqqizS4iY2MwkRclSKlURRRBHqslcXXkWVVSRZwnZtHtQfUBlUiGpRWuOWaK4fpRBP5oRJ033y2vpWn0pfpEJnohmhRB/3+OOtP+a1+df4ldO/Qi6aCxAdT4a+mI7JTneH5qhJKpxCkgQOJaWnMB0zYINNeJGnc6d52HjI1ZmrT52bJs3RxrDBZnuTD/c/ZLO9yeXpy5zMnmQuNRcof3pmj1wkx/LsMoqsCJX5UfrdF43/7As8Pj4HvQNRzDk6cCfDSVayAtwVkkIiCWZQY7e3GySeZCNZMpEMuirkZuVhmVFHyPF93ycRTohElqMbcmgPaY6a1Ed1AUaO5gTjQhKytK3uFqV4iVO5UzxqPuI7J77z1IetORJStFP5U8Gk/7D+kPnUPANrQHvcDg7p7+2/x153j6X0ErGQ8PZdLF1EUz9VX0wOaJ2B8JiarkkyleRY5hg+PkNriO/5GK5IEGqNWqJSavfRFZ2r01fpjDsM7AFb7S3KgzIja8S5/DkRW242WW+vo8kaU8kpVqIrfPvCt4PNUSwk1E6O5whZmzUgGU6S0TNMx6dxfIf2WDBw8rG8iCE/kjlOqr0+fiDbXs4sC+WJ5zCwBnx88HEgiX9n5x1c3w1iI6cT06J6r6eElSe9iOWIg8Uby28EYLNHDeFBnywyEiJqMR/NixSYSbLGUZLHfGweJMFe6ZlC9ZDW059a8/QUKU1wk5JaEtu36RpdASQ+YgwokkIxVuSXT/xyQPSfQLDLgzI9Q1iyJt3oCU9iMb0YAOoUWfhOPxsZ7noum51NvrHyDdJ6Oihg1Yd1GqMGz88+H3ivf54xeU4nsyfZ6e4EUsQvS8x6cliuJdQp4WQAc/5F48effB5b7S0W04uk9fTP/HrbtdlobYjoyS/wFFcGFVZbq3xr+VtfuRH77JgUTBdSC19ZNf95xkHvIIhuNB3z507M+qLh4eH4Dq7rstPeCYB1tUFNyL1lkSbo+0LSbLomiq8gyeLeS4QTqLKK6Zp4eAGjRZEVkYJj9YOO28PGQy6ULrCUXuJwcEginBCAOUVYRZ60d0lIAYPgoHdAIVpgt7tLOpxmrbnGTGKGtdYafaUvvP+DOn925c8SDUWJh+N0zS75aD5IlcvHBPcsHU6LLo8l5jZNFVGl5X6Z5+ef5/399wWEOJwQgGRrzFJ6ibElvNavL73O+3vvgwL/5YX/Mki/aQwaXC9f56W5l/hbl/5W4JH/l7f+JYZj8MrCK5wvnicXFVatQqxASA4Fsben8qdEGtcR0P9JbsNnh+VYVEdVOkaH88XzOJ4TWIuioSgbrY2gS5OP5AUk1x1T7pfJhDNoihZYtZ6ZfobnZp7jw8MPUSRFbMhj+WBjarhCWdEZd+iMOxyGDgNmgOVaLKSFjWjkjII0wEla1/Mzz7Pd2SalpXjQfcDVqavUxyKR4mzxLKlwim+ufJPWuIXne2y3trl+eJ1bh7cCVoJhC9lS0xJKAdMR3emknuSVhVd4a/stwdTxhYw5Ho5TH9WJqBE8z6M1bIEvwLgDc8DYEvYnz/XoGB0BWnQdFElsxjORDL7hC0aLonIxd5GG0UCSJI5nj9O22tw8vEkqIg7eP9r6EUvpJZZSSyTDgl/XHrfZ7e4iSRI3yjeYi8/x1s5b7Hf3xb0uCTbHM1PP0LE6vDj3Ipqicatyi7noHF9b/loAz1RkhaXMEq1Ri8XEIo+bj4Nkne3ONsVokbd23yIii4Kx7dm0BqLgMB2d5nr5Oo4vOrzRUJSt7hbnC+f5+PBjTFdY1WaTs+ghHQcR1wqw091hq7VF22xjORaGZ/yJ7VjJUJKoKtIgHRw0ScPyPy0UyZLg80VDUXJ6TswttsFOb4e+1UcLaYxtYVUeWAM8RXRt9ZAu4P6+jyZr9A0B1/TxAyaUJAlVzJO/DyAjZ7BlAbOcFAkm/wTPC5m0lhaFFLsn5oP6mK7RFfHyYZHMtJJZIRYSh5basEZn3PnSa/Hs7LOBMjWuiQNxfVCnM+4Ee7AJcNrHJypH0TSRRur4DmNvTFSKokoqriv2aZMxsdp9dsgIbsYELaAoCsupZbY6okkQC8eYTcxSGwoWhOVZzMZnkT2RorTTE8pkz/fI6BncuMurC68KVtTgEC2kca50LlDaKigU40VW0iv80PohD5sP2e5sc6F4gcqwwnRimlK8RDqS5q3tt+gaXR7WH1KKl7hXvYfhGlybucZfu/jXiIai3Dq8RTQU5crMFQqRAv/i9r/4QgUPwF5vj2K8yG5nl796/q8yl5jjN27/BiN7xInsCdaaa7TGLZGglD3Bg+YDPM/j5emX2WhvcLdyN/hZFoJ/tt5c56B/wEx8hta4FUBSJVnir5z9K5zNn6U+rjOyRtyr3QvmLlkS0PCQHBK2U7MbcC/Calg0OtwxxXSRUrz0lFJ4Yl0JWDlHRR0gUF1nIhlmk7OElTC7kV3kuByoX/Z7+yS0BLVBja7ZpTkWiIdKX+wnJ4UEwzHE/iycFnvYkE5SS7Lb2yUdTfPS/EvMJmfpW30aowYPGw+pDCqiqH/UoJmJzzCTnOF0/nRgY9FVHUVWMGyhLrxRuSFsTp7FS/MvkdSTjJ1xoDKaMDR7Rk+sOa5FRIsETcu3d9+mMW4IqPRRRHkpXhK2lGGVgTkgF8kRC8c4mT/JlCmK56vNVdHESS8EKhqAaDdKxxGhHY+bjznsH4oQg/YW86l52oawKs8n50loCTw8Xlt6jdvV20Eohud7ovjtjHh+7nks1woagp9Fenxy+Ak7nR1uV2+LwvywIeYuyRe8l8QMy9llPN8T2IjkHKqkBmlImUgGXRE8KxubpeQSf/H0XxRrm2vwweEHqJLKfGqe49njgXKl3C+zbq3Tt/qsNdfY7eyy1lojpIS4OHWRq9NXxecqVuBO9Q4tQ9zfLalFPprnmH4sKMx4nghT6Fk9+mafgS1UOANrIO5NiWAejIcES2k5vUwinEBX9aeYmk+OniEQJAktEShkGmaD25XbHPQPqA2OGDVHHCRd1YUqThPz1pNN8AnsXU2oFGMCID1Jfn4Swr/X3wvOuxKSUBNZQ7pGl67RFYIOQ6iNttpblHtlfMkPPtO6quN7PlEtyvNzz4sCUijG//rh/8p3z32Xv//i3w9eq+u5jJ1xwKva7e7SMTpMxaeYTc4SVQUQ/eWFlwPbW1gJk9SThBWRKPeg8QBVVukYHSqDSmD5HFrDwILWtUQz7GLpIq8vvc7IGvGg/oDGqBGcn7tWN5iHfN//HC/zyfGffYHH9m26ZldAmmRxENjuCFL2bk9EXJqeiSZr5PQchVghgCVPMuv7Vp+YFmM+OS9I74pIFVBlNSCWT2IxM3pGyOu1RBAtN1FgXChc4HbtNheLFwPfrO0KRs1Od4e55FwARH7cfMyV6Svi4HOUejWyhbc+qkb5tSu/xlJmiZ3uThDP2DW6VIdVDvuHDCyhPoqH4uQiuaALsd/bF1GyZj9ITsCH+dQ81X6VttXG933u1u4SUSIi1ct1kHyJiBph7I1pW21K0RLPzjxLMpxEkRUedB4E3sC20aYyqDwFx5JlmbbRDqxipmNSHVQ5lj1GPpoP2B+OJyLiNtub7HX30FWdjJ5hr7dHe9ymPW6z092hPW5zaeoSp/OnhXIpKkj6vu+z2dmkEC0E0ZWGY/Bh40PioTi3KrfYam/RNUVXIxPJBAkIPj5jZ0x5UGZgDUiFU5RiJSQkqsMqHx1+JJLTNME6ykQyhJUwpVgpIPsfDg6DYk4ukuNU7hQJLUFIDdEat7hfu08+mude/Z6YYI+UXrFQjHg4TjKcDGB0rXGLaCjK2cLZYLHtxDqcyJ343H1uOiZrHaGwUWWVzfYmfbMveBaxIpqi/UJJT5PErJXMCrVRLWBZTZRUn63Mf/Z715prokN95HP+IgbOzzNa4xZ73T2OZY/9XEUVz/fYaG+Qj+a/sFsxsAbcOLzBpdIlkvrPR/sHoUZaa64xFZ/6yi7IzzNa45awvhwVEX9WYtaToLqJqm3y9/XWenAYNlyDYqQorEGuhS8JPoSEFDAVJgWckBrC8zxUSWUpvcRyehkfPwA95yN5llPLpHUhU/d9n63OlvA8h54uWnzZ87Zdm+qgKqKphzVc1+Vm9SYXCxe5Ub3BXz/31/n1u7/OLx37Jf7V3X/Fnz/55ynGi7y6+Cr/y0//FxzPwfM8GuMGpWiJrdYWLy28xIP6A5JaMgBrhmTBwjmeO05z1MR0TV5dfBUQdpC4FsdxBd/lxfkXWWuu0TbafH3560FnWZOFRWc+Ps9fP//XkWWZR/VH/PbD3yaqigjVc6VzFGPFoEszskdstjeDJJy5xByPm4+5WLr4hbZAfFGMO+gdCNifNRTybkcwd97ff5/Z+CwDW6g4Z5VZ0pE0J3InCCthZOTAZqL39IARZ9iGAFFLYWzfpj6s86jxiK7RFfbkUUj8HlfEyyfMBCdyJ7g8dRnTMSnGi3SNLjEnxlJqiZgmbEyO63A4EGtJ3+iLw7csVEdpPU131GVkj/je2veE3ekomcj0TJJ6kpXUSpA4OZHtZ/SMuBdxWUwu8s7uOxz0DkhqSQ56B2QjWbY726LgZI9Egc93KMVLeJ7HzcpNtrpbgUrDdm1SkRTZeJZ8NB8UgSeH+KgmDioDc8CzM8+S0lNstbbQVA0VlduV20wnpkmH09ys3qQ0EBGmE1XdhJ9i+3bQ+NFUjbAa5pdP/jJ9q8+zs8+SCCe4Xb0dWGUf1h5SH9Wpjqp8fenryLLMN1e+yT95758QVYXH/1HjEcvpZX689WN6Zo/FlLDkflL+RCQxRvI8aD5gYAzIxrNMxaa4Vb4l7E1HTBfXc4nrceJanNaoRUpLiSJe/5Ce0QvA/Z9NoJooXX6eocs6iXCCqCLWJBc3gP6CKAZkY9mgwObjM7SHpLU0vu8HbBcHB8UXMvV0OM3AGQhliz0UhXabz21WdVnHluzgYPzkmNirgKAo8tnXJCNjeiYRL8Kz08/yuPGYlJbi+sF1TE90q6OqYFWt99YDld+k+P7ZMYGLT6zfMU3Y1k3XRFM0ZuIzwtLiu0EKWClRYqe3w8AeBEUuF5dCrMBeZ+8p9c6XFeAURLfWd4USbSo2FTS8CrECp3KnSEdFU+d+7T6brU1q/Rp3lDvEtTgnMid4Y/kN7tfv43gOi6lFfEnsd4qxIplohqvTV7lbu0tYEs212rDG+/vvUzWqZN0sJ7In0BSNm+WbQiXge3y49yHrrXUkJOaSc1yZucKtikgm/Psv/X2mE9P8/qPf53B4SEJPcG3mGr/z4HewnS++vqZncix7jHd33yUXzVGIF/i3d/8t251tnpt7DhBr+GprNYh3bg1bnC2epW212Wptfa5glo1kqfVrOAhb+oP6A2aTs6iSyvnieUrxkkirMftkIhmSWlKwZqx+YGNKaklKsRKNUSNI4QsrYSJahJXESqDenkBbJwWdkBIKDq6Tc8WTiuKJ5atjdCiPykh9iff23qNv9rlXv8dMfCaATLfGLUJqSEDDZYELCEmCqXJt9hqzsVls32ZgDfjw4EM2WhtoioZlW9yp3RHsGkU0PF9bfC1QuYSVMOV+mWw0S0ITTZH6qE51UGW3uysUWnqGhfQCPaMX7H1932fgD3jYeMjd2l0OugeoiorhGoIHmphlOjpNWk8HyotL05c4kz/D99a+x0sLL4k4etfiZuUmx7PHuX5wnVK8xMncST48+JBoKIrjigZPc9Rkp7MjroXR4sbhjSDsYzG1yHPTzwXKir98+i+z2dnkYulikMD0WVZi3+wHSIZJqMWEr1kb1lhrrCFJEludLR7WHzKXnMNyLbZaW4SkECE1xEJ6gcXUImeLZ9EUjT/e+GPuVO5g+zbrzXVaRouVzIrgqlp9TNnkubnneGXhFcJqmFvlW3yw/wGFuEj4nUvOBQ2zyRw0MAfcqd5hu7tNa9TC9EyWMku8svAKb6y8QVgJUxlU+MO1PySiRjiePR5Y7fZ7+zysP+Ru9S6PGo+EKlYRiJK4FhdKqFSOpJ4M7oUv289NuKSThNwJbHhgDfhw/0P2envcqd4JGDVb+1uc0c8IJXGsyAuZFyjECgE/NFCd4wVOjdXWKgClWIlcNCdUx44p5kxPBNN4rpjjJyDwgTXAcITtbmSN0FTRoImoEeZT84FbYTG1iK7oougYEuqsw94h54rnAmzEP73+T7E9m79x4W8EGIyxM8Z2bTzfo2/2kSSJk/mTzCU+TRqrDWroIXFd60OhWjZcg53ODjW1xsgZiWj2zHHqo7pIZR63OOwfctA7oGW2yOpZltJLDMwBtVGNjw4/wnRMspEsp/KnCCvh4H2QJTkohn1/4/tf+H7B/x8UeCbWgo7REZtBXXjoUuEUuizekIgaYSY1w+vLr+N6Lm2jHVh4spGsAG0dJXaMnTG2Z3M4OOSP1v5IxM2mF8jq2cCGNDnUNkYN9nv7fHT4EScyJ/iD9T9gLjHHyBEJRyElJDq5gyoXSxdJ62kkXxIJXlqC+qgekNRfzr9MVs+y3d3mRO4E8+l5HjcfE9NifHz4sZAx4gWVV10VEvy93h6brU3G7piwHEZTNRJaIkjTkBDd+kfNR4ydMTOJGbyQx3Rsmp7V437zvqisx3L8meU/w2xiluqwii8JFZPlWoyMEav9VZQ9JagyziRmnqKgT/5ISOx19zjoCfVNa9xipyO6fBN71sgeBc/R9sQh0cGhFC1RjBYpRos8O/Ps59Qok8SssBLmVuWWUE61tlhtrTKTmGEhtRBI26/NXgNJFEaQYOSMaIwaNEdN8VxljeqgylprDQmJqfgUl0qXiGpRxvaYttFmt7OLhyeKMyEhV1xKLaHICpZr0TN7rLZWA+/qRHUFkI/kOZY5Ju7Do0SYJ8eEyH956vLP9MparhXE6FYHIk6vFCuxlF7C9Vwe1B8Iv+/PmfTkei4brQ1mk7NBbOGp3Cnh67eHnM6f/tLvHVpDNtobzCZm8XwvUDb8SVKmqoMqtWGNk7mTP7cdare7i6ZowhLxmWE6Jrcrt8lGs79QsWsSs57SU59LaftFx9AastfdE3agUR0ZmWOZY6JDYI+/sIjjeI4okkqfdoUn11OVRQTv0Bri+E7ADYhqUaJqNID5RkIR8BEJFbIo+hz2DwU7IBQJJM473R2ykSyzydkgXcL3fSqDCgvJBYbOMDjETcZE2jt0hniWiAfuml32u/scyx4TKh49IwpksSk83+PZ6WfZ6+2hSApv7b8lWFKaOGj98eYf07E6gmPhjAM13MncSQqxAolugo7ZCZLuDvuHTMenGdgDTMfk6vRVLpQu8Mdbfxykw4ydMafzp1lvrrPV2WImMYOLG3j6dzo7zCRn+Mvn/jKaqvHe7nv8cPOHzCXmOJY7Rs/okdbTbHe2hZrAFWkzYSUcKJx8xJx4tnA2+Dw/2fnZ7+3zoPFAHAKHNarDKoVYAQWF/e4+GT3DXzz7F/lo/yPS0TTVfhXbtWmNW0ExSVUFnC+qRXnUfITpmcTDcUrxEj1LQK4LsQLLqWWiWpTZxCwRLSIgyGMBa19ILbCSFff/ZKMwskdCWTNucbd6l9qoJjaTtslac4393j7H08cZWkNc3yWtpcnH8ziukMxPuD340DJa/M7D3+GF+Rd4e/dtDMcgEopg2AYH9kHANPrg4ANWG6uCCeN62IjDycQCHJEj9O2+gFsqOlWjSi6a40z+jJjnPFd83VGhNBPJcKl0CU3RuFO5I9Rlqoi1VxURbb7X2UNWZBJKgs3hJrPJWa5OX+UHGz8graeZSkxR7VeFPeFo0xcLxTgcHGK7NmeLZ+kaQno/OaTHNdHs2W5vM5ea44P9D/Bl0X29On0Vz/f4zvHv8OH+h4GC4v2993Fch/cO3qM37nE6f5qvLX6N33/0+wIeq+js9ASzLaknuTZ9jceNx/j4XJ66zJ3anUD5gieK6nEtzp3KHdZaa2hogo9n9z5X3IHPF0I+OyaR4z4+SS2JruhBlDrw1M+ciokkl77Rp2sJy8HEidgcCTm+44oY8AnPpG21sR0BXp90t4fmUBzCjp6agyN4LbJ4DyzbwuRTIK+J+dQ8pKLi4gaPqahEQpGAOTGfmOfD/Q/pml1G7oj2qC2AwHpIRJdHU0zFp1AVle6oS9X44nSS+qAuFJCSxHxynq7ZRfM0XN8FH0bWKOAqpfQUA2cgimJHtu+QHxIqPEmjaTaDn6ujY3wW0nX0OmxswTqSYSGxgKQI9eUkeaZltPhg7wNS4RRr7TVSeop0OM1KdoWsnqU2Fvb/jtHh5YWXaQwbnC2cZSY+w73aPSRPYrO9yd3qXVpmCw9P8ME80Vx4e/dt5hJzpPU0aT0dKCPCapj19jovzL4QBIe0jTZXpoWi4OPDj3l7920KkQIeHlvdLT4uf/zU69PQgvtKkRTe23sPwxHFi532Dh+WP+TqzFU0WaNhNLD7Njk9x69d/TXe23+PfCxPMpTkZvkm+Uie5+ee55/d/GfBz7dcS9j5XZvtzja6KhTqvuTz6uKrpMIphvaQ6rAqmo2qRlbLBqEYIIpKW+0tbNcO1PpXpq/geA6PG4+xXIuwGn6Kh/hkEMakW18fCZVQ1+zSN/tBgo/neWyPtskZOcHeMUSi4Ka1SctoieCW1DzTiWmyejY4bN6t38XwDG6Vb/Gu8y4RJULH7GA6JsezxzlbOEsmkqEQKwSJS5IkBSpfwzFElHvlprB1eaIwOWn8TqLJXdflUfMRmqrhdkQS8MgeEZbDuL7LbHw2WJ9XMisBR9ByLL63/j0s1+JM/kzAnZkopy3XYrW5SlJLinRd3xNz6ZE9eLKnl5DoWyKhSJEVXNclq2c5nj3Onzv154L1dsLYGtjCMTAp7kxi31vjFlWjyru779Iat8hFcgzsAeV+OVAAgVgXh/ZQqM8VUeCeBJ5Mkpnz8TzfWPqGCBvp7rLX3eN3H/4uY3fMicwJNFUTaXBHzfar01e5VLpEWA3zw80fUh2IxLHZ5GyQIjY5j/bMHm/v/n/I+69Yy9L8yg9c2+99vD/nnut93LhhMzLSVWVVJbPIJlVFFlVkU00IBCQM2jw0ptGYB2kGepgnQQIGGMwDMdJALXVTBNndRTVZXUWWd2kqbWT4iOv9Pd6b7c08/O/+IiIzIjOLPa0BqK8QqMwMd+85++z9feu/1m+9iQ9OP6B2urOY/UxyBq/Nv4aYGEPbauPto7dRGVXQHDWR1shc8P7p++SCPhNxMhrtd6+VqRTnaaUgnu9R+ctZo1Mo5DzefGV6JlzPpeeKMSAOjzWCG7gMmj+VmEJGzSClpXDPvoeXLr4EL/AeCUIeQcrD9IHAUfFGbVwDF3CYTcxCEiSMnTFOB6cYO2NqJQx8RMQIMQrPigEcz4EqqkgoCcSVOIrRIjpmB9cmrqEyJJdyRssgKkfhBA5Ws6vIRDJMnH7YfIiJ+ARsz8Zx/xg/3vsxvr/7ffzT6/8UI4c4bGktjbgfR0fvwPEdLGeXmSgZunCG5hD3m/cxmZhEz+jB8z209TZMx0Rj3IAAAR2zg+dKz1Gk3jHRNcmsYLgG8rE8MXYiGViuhYfmQ3DgsJReQileYkPMxxmpPMejMqjgf7n1v0ASn30+/D+EwDMRm0BcjjMYUsfo4Kh/BE3WcKV4BX/58C+BAMzZEZfjmIhNsPrfjdYGjgfHqAwq2O/tM4r+peIl+IHP2o5EXnwio2c4BjZbm3hp8iXURjW8OPkirpevP0G33+ns4ErpCgb2AB9VPsLt+m14vofFzCJenHqREd1N18SD5gOk1BQ2W5u4Xb0NN3AJyqrQwXPkjNAcNfFQf4iRO4Jpm2yCn1bJqTJ2xszBEzqPHNdBTIlhKj6F6ojYRBGJLMTzqXmMrBHWC+uQRRl9uw/bp4NnS28hqSYxk5zB1dRVfO381+D5HjuYmq7JWEKhW6U2qmFsj7GcXYbt2kioCUzEJ8AF1NRluzZjyyiigpnoDEqxErKRLPpmHzcqN7BWWMNCegFBEBCUWm+hMW7gbv0uxs6YuYaWs8swHAMvTb2ElJrCfm8fkiBhOUliR9jwcjSgKUVKSWE6OU1WaPOsIUvLww1cNMc00QgbEKJSFKV4icBwvPiIkH/WBhMEASPFR6QIjgfHeHnq5acKDx9ffbOP0+Hp54L4Go6B907eY1ntcqz8BKT3YHDwK9UfBkGAve4eiyoc9A4YeLI+rj/dmXC2Ho9S8RzPfu+vUvcdruP+MVWQ51Y/E1AYrvqIeDKrudVP/Jzne9hqb8HxHVwsXvzcrQFBEOCgdwBZkJ8KY/68f0bYnHa/cR8RKYLbtdtwfIfgvO0NSLz0xIM3jDuJvAiBE1hUIby2ZUFmAEJZJIdcKVqiA4fdRylWQlyNQxM08ODZpihcXaOLiBRhUxTHdXDYP8RMcgbleBk9s8cOSm29zUTOo8ERcbRGTbTGLWqRkhrE99HJjeTLPmRehuM7QADkI3lstDdwr3UPF/MXsdnZxK8v/Tq+s/kdFOQCPmx/iN9f+31MJaZIhHXGiEvUKMdxVO1t+ibysTwsh6ZSKYU2KuG0fCY5g3eO38FLUy9BkzXikJwdtHSHuD336vcwdIb4wvQXCEAcn4If+PjRzo/gBi6en3gexUgRf7PzN7hxegMruRVcKlxCPpLHzdpNimJZfWYxDvComjYmx5BW02jqTVSGFaqyPduYSTzB3FtGCymF2i8iYoRatHwXbbMNURARRRTHg2NUx1U4vkOinefig8oHMF2C27889TLuNe4RmyZJQO6J2ARKsRLq4zoETkBEetS61bN6xMA5s+4LoDpbRVCYe2izvcnaRkyP8ukrmRWc9E9wPncefadPbVuFc2Sv54GxNWbtR/OZeSykFzC0hrhVu4Wu0WXA3M3WJjFHeAGaSCUHCMCae3Rbh+M5rJVSVVWyZBs2FEFBUk5iKbPE3CEL6QXcOL0Bzyd78lRiigmkCZWajN48fBM73R0kpAROhicoRotQJRVDe4hyrIyp1BSqwyqmk9P4py/8U3xv53vomB28UH4BTuBgObeMhJxAdVRFTsvhJ/s/gciLOJ87j+cmnsN7p+8hpsZguRYuFy8jqSTxxtEbGNgDpOQUTnSql35l+hWYnolXZl8h58e4iagUxW53F029ieqwCo7nUE6W8eLUi/jF/i9wr3EPSTUJN3CRkIhj8/ri67hfv0+RSDmO/f4+VEFlNm1REDG0h9hp75At3RrC9MxPBcV/2hIhQuGUJyrHG2Pig4T3JoVXYPomJEjwAg/HvWOa8Po2xd4DBy2D2Ap+QHBh27YhizKL7fE8xQaGzhA8qMXmceFIgABNITeiwAmfEKpUkLvHCRwmEoRiiAiRMZ0810N1UMV3t7/Lapxtx4YPH1klC0mU6OD7WFx6YD+bazByRmwPt5RewhtHb7C9VstowXANqLwKDhwW01TXy3M8HZ7Bsbj4dnubcbkkSM9s0XqcJ5SW0iRA2RTZETgBUYnYEAInQBAETMemYXgkDC6mF8HzPFoGxcivl6+TiMWL8Hw6qNdHdaRyKXxQ+QAH/QNUBhV4HjnvQnh4LpXDH13+I+x192B5FrXHaClUh1UspBYwnZpGz6S4jCZqmEvNYbe9ix/v/hgSL2EmN4OHjYf4dw/+HSzHeuK9fPz7Nh0T5RgVT1wqXsJedw9fnP4iZFFmjbDTyWms5dfQ1Js47h3DcixsdbbAg4ckEmQ/XD58dHWCIRdjRYiCiLnkHAzfwLnsOSSVJLUJnkWB1wvrT7z2lmtht7uLzdYmXN+FKlLEdCI+AVGgSGIhWmCifyjkDKwBTMdkokQQBPRp8n3wPDlpws/G0CJh9HB8iEFvgLgSh+VZzI0RkSLUnqg38c7xOxhYAyiigsAPkI6kcX3iOqYSU0gpKdxq3MJuZxdZLYsrpSvIR/PgwZOIMapip7NDX9uZuBO2rg6tISZiE5BFmTUZhgU0tmejY3bYPtz1Xazl11CIFWA5Fn568FNkI1nmyGHXbRBgt7uLjt5BOV7GcnaZwcf7Vh/73X0c9Y+gCAruNO5gMkqu8IE5QNfssvKHpJZEVKT9djlehuu7KMVKKEQLsDyLPlNnzM6j3hET9BJKAiObWG4CRy7byrCCE+MEK9IK1vPr0CSNykLSS1jNraJttDGyR3QdCxpEQcReZw+H/UPktTylNLQ0LpUuoW/1cat+Cxw4nA5O8dbRW9A9HS+WX0TX6sK06Rl4oXABWS2LjtHBtx5+C0k5ibn0HP7gwh9gJbNCrcWpWSiCgsqggr8++Wvcq9/DSf+EOF1nQ/vz+fNIqSncadzByeCEoMzJGWiChtcXXmfoAFVUnxiour6LgT1AEATkTnzMgRNeA+HryD43gc+u41DkCfc0IZh7NjWLtJJGRI7gRuUGZlOz1Cp5dgZWeZXtMUNBJnSUtvQWiWqjChP4M1qGGiYlapiMylEUUWRw4lBElUUZAgQSHgNy9eguncHDs3k2kkVcjrNm5dB509bb0B0qDnI8B/NpitQ1Rg38cPeH+Ocv/XO8PP0yE2O32lsUMeZlNgj04BFrLfDh+A6qwyrF18YkwoQCEhue2TrmUnNIaVQaMrAHsDwLi9lFXChcYMPwsCnvQuECOI7DF2e/yEwPhkODdsMhZ/KD1gP8aOdHKMQKuJK68sxn1d95gUfkRfAcz6IlIYxwIb2ApJxEx+ywC7ln9sCBQ3VUxUZrg4EJu3oXaY0siqUoPRxjMk1NHwdDfbzO+yf7P8HF4kXojo6URnC48Nc0x028ffQ2AgTYaG0wnsmrs69iIjYBy7OQj+QZNPe90/cg8ALicpw2hhyH1ewqTVz7d9EzSLUXBAFxKY5CpAA+Qg+d/e4+OlYH1UEVPnwmQIm8CNu3cb91H8VYEVExiqXsEqIi2SmDIEDP6uGL019EKV6i6leOY9Gr6eT0o0YIs4JfHPyCYiCBTxZlcIjJFDvKR/LUmnNmZwToQF4ZVvBR5SNUR1XMpeZwvnAepViJHkyPHcLH9hgfnH4AgOpT3zh8Ax2jQ2A4OYaxTRngi8WLOOgdYCoxhZ7ZQ0yhiFp4uBcg4E7jDjm6zipGJ2OTEHkRp8NTvH38NsbOGFGRsqHZaBaT0Umq7VUS5OQKyBoe3rBsz2aTm/DH4zfZve4ecpHc5xJ3xvYYB70DLGWWPrVKXHfIBXa7fhsziRlcKFz4hMulZ/ZgOAZzDX2edTI4AQDkIjlstbewmFkktsbZ1/QssSVkVixmFiFwAvu9oavt864wCuR4pLh/3gryMJ74LAHqoHeAkT0iAr7y6dGsx6fCJ4MTuL6L5cwnY3GPf83hQ/Nx50246QgPKIe9Q2iihobegB/4KEVLBIY9+/1+4D8h3jxeHykL8lNfC4Ej637YrvDxM93TDnmWa2Hs0GexaxKf43BwiJSWYkBg13dZTO9kcIKMlsFH1Y+w1d5CEBC4O7SwR6QIxSUCFwKI7dPX+7A8C+vFdXSNLt48fBPzSaocfaH8AuqjOubSc/je/vcwXZzGRGyC8SyqI2p7GNtjzOZn8aD1ABfzF6HbOiqDCsbOGKqkIs3RFHwxv4itzhYmE5NYSi/hfvs+4FNEbOANkFbSVHvuGfj9td+HJErYbm/DcAzcqt2CHdiYTc4ioSTwNzt/g+P+MdYL67hcvIyFzAJluq0+djo75LIU6BkxdqhFqjqs4nzhPLY6W+xBHDIcBtYAO50dCJxAAvewhsqogp7VQ1yNIypEkVJSiMh0CDyXOUfTODWNxriBk+EJZdTPmjl6Ro/l12VBhm5Ru5/ru6wavDKooGt00Rw1cdA5QFSJomk18aDxAD2rxxxbE/EJjO0xlrJLeOf4HaxmCbIaVkU/X34ea/k1bLQ30NbbOOofEdQUPIsyhNygjt7Bh5UP0TW6OBmewPZsPGw+ZO6ZcAAy1IeQRYrDTiYnMbKpyrxpkBuKA0f5e05kDYxFrYiKXnnUEnX6ETieg8iJMBwDx4NjdKwOWnoLv9j/Bba6W4hJMfAcj0KkgF+b+zW8e/oua8MqxAo47B3i987/HlrjFt45egfTiWmybvNRlGIl3KzcxOXSZfzZ3T+jivvCOp6ffB4XChfw88Ofw/EcfGnuS8ioGfzV5l8BPjXGpJQURt4IV3I0tLk2cQ1zyTm8ffw2SrES+lYfH1Q+QEcnCOREfAIziRm8f/o+NlobWEgvYGAPkI1kEREjeG7iOei2zlqIpuPT2O5tw3MobilwAlULGx24gUuTxjOBw4f/K4k8AgTw4BGX4uB5HiObprN9sw/wQAQ0JFA5lVU5AyT2hfd5y7Xgcz5EkQ7SfacPFy6DW2qiBkVUcDI8AQLAcA2YjomKU6Ff99iWNGy+CjfuH48vSYIEwzPY75EhM4dP2MgWlaPwQNPpEFTNBRzbX42dMdISxQY1UWN7O4ET0DAbn3iNwoNKuA/qml1WS1xQqcVI4iVoigbwQFJLojau4ah7BMdz4HEe4hK1t+70dgAAGSkDcEDH7jz1fQkFEAEClXLwHCRewnRiGpVhBVGR2l0uFi/CdE2ogorN1iaulq5iObOM/e4+uUaVFDSZWrw6OsXQ9rp7eNh8iLE5RjaWxXJ2GX2jj43uBl6dexXPTTyHPzn6E5xLnUN9TPW9r868CkmUMBGbYJHzsT1GTI7hoH+AYqSI+riOf33/X2Nkj2hQao3x9vHbKCfKaBiNTwh54fcoizKuTV7D7dptfFT7CF+Y/QKO+8c4Hz+Pul6HJlHs4qB3gOa4CdM1qW1PiiClpnB94jrq+iPnlQwZNyo3AA64UriCjc4GVnOr8HwPf3jxD6G7Ohse8uDR1tssYtUxOtjv7sN0SXSaTc3S0Kt/wDhrPbPHhi+hiBP4AeNjKCJFa/s2cUHCBiLDNZCUk4SEiBUwgQk8VB5CURQc9A7QGNO119AbyGgZglOnF/Cl2S9hOjGNsUOskXKiTPf5/gF+uPdDdI0usXg4Dg9aD8C3iN2k8NRuFCCA67lU833GmjRdEzeqN+D6LmbSM9T+JRM03PVcPGw9BAAsZZZI+FGT7HnAgaOSkTOAM/DI0bvR2sCD5gOAI8Hgbv0uAgSQBRlDi2DLxVgRHZ2cNKlICn7gI6bEUIqSmPPS1Es4HhzTc4QXWfpCd3QGEA6ZlIqgoDquMlTDUmYJUYkazBzfwQeVD+gZGz+HqxNXn/xM+w622lu4Vb2FmcQMRtYI251tFkEyXRNRJYpCtECtlmfnm8AP8KD5AA9bD+F6LkrREna7u1BEBRfzFwllwAHvV95HRs3gxfKL+Mr8V5BW0yzKutmi5s7b9ds47B/CcixIogRN1JCL5HCxeBEziRmIgsiay3zfJx7p2aBKERWKsRntJxw4oftlq71FnLqzPaTv+1S0ARrGBX6Avv3o+hxaVAMelaNIqSlyLEVyyEVzUEWVDW2DgHg4D5oPUIgU4Houi05tj7ahVBUWuw0bV8M2sZnkDF6eehmarMHzPSYgWa5F7YmixpqvBU5gnMDwc9YxOojKVHKUj+YR+HRezUfztCc5E7PCghaRF5FSU9AdHTE5hpXsCrmKh6f473/532M6MY36qI5/detfMWh2VI5CkzRookaxTJFQL6IoQuRFmI4JP/CxkllBRKb4pcRLSKkpdOQOcloOI3GEfCRPDDbPxWp2FReKF1CIFmA4hATpm30kVcJ63KvfQ3VUxdtHbxNf8Mw8EDoHD3oH2GxtYj41j5nEDEzvk67PcP2dF3gsz6LJmUwVhzeqN4AA6JpdHPQPWA2bG7jEshA0FnUqx8soxUqwXAuqRMr9dze/yya4zwK+er6HXx7/EkklySz6r0y9gq7RxXH/GAe9A+z39rGaXcV6YR2T8Ul0TKqHm08ROK82qmG7vY2hNURtXMNccg7ZCLF07jTuICbFcNo/RcAFSCgJFGIFtuFt6S1URmcZfN+AaZusxt0NXFbfyXEcNEHDP3n+nyAbyRJo1bWw096BKqnYbG9Su1TgoD6uIyLSBay7OnSbgFzhJDXMYEflKPtghnnOIAiw09lBS29BlVT8aPdHTBX1Ax8ruRX8/fW/zwSKIAjYQ7ZrEM/nRvUGdFtnsayIFMFMcoblky2XFNGD7gEiUoRI/zpBSt89eRcpNYWslkV1VGUcIFmQ0dbbOB1QdngqPoXfWfkdLKQXEFcoJvB400F4MH8CkCdNfmputTKsfG4GTTgtmk3NPrWdKggCjNwRttpbLHt6beLaUwUcz/dw1D/CQnrhc7tVmuMmBtaANWZNJiY/V2NWY9xAbVRjbW8brY2/FYjY8z3sdnch8iKWs8uf++s2HONTBajTwSnxOKTIr+TCqY8oN72aXYXru5+ITz0u5ISxJ57j2VQ2/H+Zl7HX2yPXmGdA4iUUogX29YY/Pq+YFS7LtVAZEuhY4p/h9OKAx89FQRCgrbeR1bLMhhyysAbGAPfse/ACD32zzxopNFGD4RnQJA0pLQUEwER8AvVxnYmxy5lldI0uJEFCKVrCw+ZDrGRXsJBewC/6v8Dx4Bi/ufSbeK/yHr6x8g3crN1EOVpGzarh6+Wvw/AMfKn0JQIQnmW7VUFF1+iioBWguzpOhlSPrQrUrGR5Fs7lz+FO4w4W04vIqlkMnSEqgwrcqIu6Xsd8ah66o0PgBXx1+quIK3GYngnTMfFh9UMogsJglT8/+DlykRwuFy/jysQVZCNZdI0u7jXu4Wf7PyOQPS9DFETIgozKsIJSpAQXFI2zPAtJjcDuHDg09AZc38V8ap4mlbyC1dwqvr7ydWrgOYuyLaYXUR1X2aavOqpSC59roxAtYL2wzhgwmqyh1+thp7ODqBTFTm8Hdb3OMuiNUQNH6hHOZc8hHUljIbtAFbR6HCu5FTT0BsrxMoqxIoE9+0eYcQmyzHM82uM25tPzyEQycHzi+ex2d1Eb18iF4dpYzCwyyzsAJN0k+mYfm+1N1EcEjjZsAx2zw2D0AicQINDsY+yNkVbSBG7WHxD8EAF7pi5kyA3k+i5tTrtbiMjkSrpZvYnasMbqtP3Ah+d5rN3GcA28WH4RtXGNJmfaHAIuQNtsYzY5i0K8QE6vyZdwsXAR//b+v0VMIVae4zkoqAXsd/aRkBP4ztZ3YLkW0moal4qX8Nrca7hVv4We2cM/vvaPkdWy+PN7fw6Ro9hcTIrhXuMeuSw4EUk1idcXXsf3d76PwA/w/un7OOmfICqR6FBOlJFSUxjbY5wOT7FWWENlWEEQBJB4CRdLdGDf7GwCABJyglgaPg+f8+G69CwHR2KmCyoK4MHDhYsIIjBgfOZ9RMIZVBQcOJ5jDTAhG0bkyMmqCAoGgwGichRdi6q2PXgIOBI9fJBTp5woU+tN4IALOEicRMBk3ybruk/uAZmTYXomfJD9PvADWP6jCFYokuq2Dif4JLMl/LUuKMIa1m9HhSgTYlzPRdfrQuZlFGNFTGQmcDo4xUpuhWqYBYUO4Tz/qMHlDH78rDWwaAKbUBOojWvs60yraVQGFcAHhvoQEEBTeJfArQInQBRETMQnUBvW4MOHAgIkN0aNzwRga6LG6oAzkQxrMr0+eR0BFyAfpUNERI4wUexH+z/Cw8ZDDK0hcRZHdRx0D0i0j2Tg+R4m45P4B5f+AXLRHAROwGZzkxhNZ9HkE+MEX49/HUN7iAvFC1jKLmGjuUFAV72DE+cEqqTijcM3UIwW0bW6aNfatI+S47hUuIT/6eb/RAcVj7iWMmS4cD8RFUzICTieg/vN+1jPryMbycJxHdi+jY7eQUyO4e3jt5FQE1hK0z5FERSk1BSuFK9gr7f3BN9HgADDM/DCxAtom23aKwXAudw5cBxHw1JwVDMdEJ+OB4/amPbfMSWGxfQi4gpBerc724hKUeiOTgfksx9huUAYvxpYAwxNimAJgoCclkNKSSERT6DgFTB2qU32XuMeO5Rv97dxJX8Fr82/BsdzcLV0ld5nn8DpY2eMoT3ELw5+gYfth3QwP7tvWp4FAQJWc6uYT81jObNMPMszds/YGUMUKGGgaQQ+DgfbESmCS8VLeGHyBYrSnjnvD3uH6Jgd8ODx9xaoQKWpN3G/cR9xJY6F9AI5Mc5c/3vdPXIGOSaqwypaRgtTsSlMxCZQjpeRVtPM+X86OMVsYhaNUYO1DKW1NHOgdPQO6uM6vrP1HYreRcmFLnACAgSIylFiugVp1pIcinJBEGAiNsGG5iF3leM4nMudw929RxBu0zVx2j/FwBiQ+DhuoD6q42HrIdJKGtlIFnOpOcQVaqZsjInZ1xw18VHtIyYKNo0msiq12J3Ln8Ol4iXca9zDVmeLqrWTc5iITUASJex19+AHPsb2GPvdfXxY+ZCdK6YSUziXO4e17BpaRgtDe4iZ5Ay1VkkUt7c9G3fqd9A1u7hYuIjqqMquvxBA7HoubN9mLvDwOoVPTJ+BNcDAGcB2bRgu4TsykQxy0RxWMisUTVIpohymMmyPuFS1UY0aCM/+zhAEHbYix2QaqndjXbw68ypkgeKrJ4MTVAYVcr1FCggQYGAP4ASPolahacJ0TdZi19JbCAJ6z6NSFBJH99K1/BpjXbX0FvZ6e9RodSZA8hw51y3HwtAaYqtF+9mDHqUaPjj9AJ7v4WcHP2Ng447RgSRIWC+sI6kkIfMyInKEmSLCiFSITNjubOPl6ZdpX/yxe7UXeNjsbCImxmC6Ji4VL+Fq6SpUSUVj1MAHpx+gpbfoLH7GyXQ9F3u9PdZYq4kaQb5tct2N7TH6dh+/fe63ca10DZlI5lPxFX/nBR6BE5DW0ujoHdyp34HAC8hEMpRNVDNkKRMoEz2bnIXpmshoGZqgncVajvvHbBLmBc9+8AN0gPqo+hEc30FKSeF24zZK0RK+t/M9iDxRwTNaBq/MvIJSrIQgCHA8OMZma5MaMnr76Bpd5pCpjqoQIeJB8wF6Zg9to42e0cNEcQJJJQnXd9Eat7Db2YXhGPACj1UnRqQIYlwMffQZ7G8iNoF8hKb0f3b3zxCTY5AECW29zfLEHjwk5SQKkQJenXkVAUfwYy+gQ0BMopq82eQsU1jdffcJ+K/ne2y6fad+Bz2rh9XcKpJqEuv5dbph+DamElOQeIkiQKM6E7rCh1oQBKiP6uA5HtfL14mLwIHVmbf0FrY724grcWy2NzG0yWoaZhiroyqpp56F/e4+spEsrk5chSqq8H0fiqRgOjGNpJJkam9Dp9pIACySldWyLHP+eVfX6KKtt9lm4tOW67vY7lCz0MeFQ8/36KGiN9GxO8hoGQQB1Wo/3irw+DoZnCClpj63yDK0hqgMK1jNrrLGrND59GmNWZVhBR2jg9XsKqvpzUfzvzKI2PEceh/lOKYSU5+b2eP6Lna7u88UoMJabIEXMJOceWZcLJx62B498E6NU3xw+gGmElO4U7/DcuMcOPraAjC3TBjREziBPQQej1K1jTaW0ksU57Gpxnolu/K34hKFy/M97HR2kNEyn7gmw4phAAxO59keRtaIWfUH1gAjd4STPkVYUloKiqigrJaRiWTISdY9wJdnv8yaJc7nz8PwDLiei0KUHG0RKcIeduHa7mxDlVRmPQ0z4bVhDeey53CveQ+laAk/3PshimoRiqzgq/NfxU57B12zi7nkHDpmB4qk0MaUF9EcNTF0hlhML6Klt6A7OuZT8wRiF1SsZddwNDzCh9UP0dBp03ghfwFDewjd0fHK9CvQRHoQ6jZZdF+YJCdRR+/geHBMOe44ATc/rHwInuMxsAa4Xb8NTdSQUBIMJJ/RMljNrjI47lJ2CQqvoBQvIaEkGCC+MW6gOqricuEyWd3PXIcBqJkjE8lAd3XiTfQO8aDxAHudPcwmZ3EwPAA/5mE6JhyXygLCtp7Z+CwSagK6o6McL+O5iedguAZKsRK+NPslFGNF/GDvB0jI5DrkeWpbcVyCVQLAbGIWjufQ9QsSs+dSc6iOqgTXdEYQAqplTygJaLKGqxNXKZZn0UYYoNrmw/4hJF5CTsthMjqJgTmgqJpnohwvs+977IzBcRzSWhrNMRUHWAEdTuJKnOXbT4eniIgRjN0xphPTWEwv4k7jDvJaHploBqejU7gBHewnEhNQTRWma+K5ErlkBUOAJmmwXAtvHb0FALhSuoL97j6+sfoNpLQU3jx8E2OHmFKiLxJnwR5QjeuQWBmFaAECL+Arc19BbVzDYe8Qs/FZTMQm8K9u/ysgAF6ZewV/8fAv0DSadODiaRh0IX8Bf3LrT9C3+ojKUTTGDaS0FLyAXBy2a4MLiIG3mlmFHdisjbEYK2IuOYdb9VswXROVYQVccBZFcGyCqVqjJxwrAAkuPHhIkKDjk2Dijy/h7H8eyBHE+zyrLhchIibEIEkSctEcTnrk7hzZIwgQoHAKrMBijC/P8dB36RoNOBKpHN9hkMrw6xRAgE1JkKDwCvpOH0IgwAosiLwIx3coBsYpFO12RzQM+pgYEN53/YCm0KGbJ2wRA8CcRpOxSSQjSXR1atYxbIO4hWfW+FCMUEQFDb2Bntl75mtmuRZEUcRCaoE1lIq8iL0WHXCTSpJBZVfyK9hvU/TfDVzIPD0PTnR6LTVJg+u6T7CFnrY4cGzano/m6fPuGFjILGA5t0y8xf4xToenEHkRm+1N4v+5NrV9asTOmYxPIkCAUqyE58vP437jPpqjJgb2AOcL53HYO2SMi7C9aFKbhOVZaOgNLKWX8KD5AAfdA8yn51Ef1/HFmS+CA4fV3CpWM6v4k9t/glK0BImXkI/m8fbx2/A8qitujpvIR/MUAfaCT7jMfPj42cHPiE2XWQQXcLhZu4mkkoTIi4hK1ID6YvlFBrq2AxtXU1dheRaKWhEfth8xfkKRcjY1i7eO38LzE89jt7+LL859EXvdPbSNNhJqAmN7jIyWgeVZ2GptQXd1XC5eRiFeAALaZ9RHdTRGDSxlltDROxjaQ+I5nbW9hY6xhJxgrUCGbaBn92hYaw8h8AKSShIZLYOclmPNW8VYEd8bfw8vzL6AjJrBRnuDWvD6hITQbR2Wb8GwDXSNLl6ZegWLmUU6M3T30bN6GNtj9mt/fvhzSLxEoOpIHkvqEiIyMYX6JsW94kocS5klxJU4Pqp+hI7RwbA/fKJFGABmk7NUJjM8hSzISCj0em2b26iP6xg7Y4qgqCkogoKTwQkUUcGV0hUklSR+fvRz7HR2WHT4ZHBCg+MzJirHEbjcCzwWQRlaQyiCgpemXgIHqqWfSc1gPj3P3tvqsMo4VAAJOQmFnokpNQXXd3HUP6LPSXoBx/1j9mtN18ReZw8PWw+x2dpEWktjq7uFk/4JA5i/OvMqnp96HrZr427jLg77h3j/9H3cqt6i+xsnQeREtM02FlOLuJy/jNvt2zgZnGCrtYWFzALO58+jGCtiZI3IMSVpiEkx3KjcwMP2Q/SMHgIuwGRsEufy5zCTnEFr3MJ7lfdIEFQTyGgZ8DxB8XVHx9HgCNVBFRPxCSo1cB/FqziOY/dWVVBZ63DbaLO2rogUQVJJYim2RK5pKcJYUWNnDMuzUBvXUB1X6TPpP3JPhoPtqBR9Ykiej+ZxPn8eCSUBwzEo2RAQ2+ZkSMU+hWgBM8kZpLQUi2vzHM9iW6F4FCYionIUGS2D6eQ0ABrkhp93L/Dwi4NfwHbJqWS6JnY61DQ2sGnvIXIi2x93jA6L61+bIBaRKql48/BNCLyAP7r4R8hGs5hKTCGrZZ8Qc561Tz/qH6EYLdLQ0DXZGaI+quOwf0htvS3iv86n5wnc3d7G0BnC8yhSrolkhNBEDRzHsZhzEARYza2iZ/SguzpW4/TMut++j3/03D/CC5MvwA98BkR/1vo7L/AECPDuybs46h9hPbeO5ewy0loaA2uAv9z4S3KhnLV6FGNF1mf/8T8jvDEECD4Rg3h83a7dxoeVD6GKKn66/1NcKlzCVHIK04lpxOQYgZGlKERepM18l/Kd04lpVk930jvB3e5d/PvNfw+Oo5hTSqGqz4SXgMzL6Bt9BnLieI7ZyDieg+M6rFa3GC0iqkSRj+QZwVyTNNRGNUwmJvGg+YC5e3pmD6V4iUG1vrr4VUSUyBNWOZEXcdw/ZvyPcHm+h+qwitqohvq4jq7RRVwmCPNafg3PTzwPcMRe2O/tM2L73frdJzhGAi9Q5tIn2Fp9VMfJ4ATTiWk09AZOR6cAaHMXTsBfLL+IpJrEdnsbCZXqIQUI+LD6ITIakcmXMkuYTkxDd8gJ4HgOogrdpJp6kzVWhZnqj7cd/KpLd3Qc9Y+wnF3+zD/HD3xst7fpoX9WkQnQRrIxbqBttJFUkphPzaOpNVnz0rPEnaE1xMAasHa1z1qWa2Gvu/crNWaFwuTYJuiywAnY7e4iIkVQipU+198brrB1KwQBft4V8oKeJUCFQOOYHIPru1BEBV2j+9RGqlC44TmeHjRmDcUY5X8DkMDJg6dDycc4OOE/P81x1DE6rG2lY3Qg85/emPV5v+/dLkGfEwpNPBEANkcT8rbRxu3abWy2NtmvlwWZpukibbr5gIcqqpiJz6AQK2A+Nc/gt4qg4NboFoqxIjJa5okHyGdFPnpGDy2jhbXcGgByd222N1mt+lfmv0LRVC9ATa/hudhzuF6+jqE9xOHgEKvZVbx1+BZSSgr3G/dxtXQVQ3OIttVGLkI16UFAMOOhNYQTOChEC+jqXdyt30VKSaEYLWK9sI4PTj/A0BriYvEibNdGz+yxmlPLtXC3fhf3mvfosCoquFS8hF+b+zWU4iVExSiqoyruNO7gq/NfxeHgEFcnrjLQYVpLY7ezi6P+ETIaCWLxWBx7nT1W4Tu0h1hIL+C1udfg+i7eOX4HHaODN4/exP36fRIfzQ62WlsYO2NIvIQXp15ETsuxivTzhfO4Vr6Gv9r4KyxmFrGcXUZDb+B88TzZqAOPNm8AJmIT1OrFC7BdGwLo2g0nQyeDE1iuRaBXU8JYHWPkjLDR3kBP78GMm9jubDMnZy6Sw43KDar59H32uoeNQbIgI6Wk8MLkC7jfvI/93j64gFg/buASIwQCRE6ELMrUIuJZ9BzhRNxt3kVr3CIHBx9BQktgLb9Gh3yPDvkLqQX8/vnfx88OfgbP8xh7SRREFhWLilFsDjeRi+VYccHIGsHzPRz3jzGfmcfz5edxNDjC76z8Ds7nz+Pf3vu3FKEzBxiYA5TzZQZa7ZmUky/Hy5iMTzKwuOMRqy6qRPHd7e8iIkbwzbVv4mb1Jt45egcJJUGlA76O5yaew0n/BF2ri7XsGurjOiaiE/ig+gEiIgHQM9EMAi5AWk1DEiTcqtyC71F08w8v/iHuN+/jfv0+NtubBO91z8DAng0P3hMxl/Cg/LhY82lLBE3zRV6E71GkWoaMgA8Ann4+rsSRVtJwAgddvQueJ3HGD3wasgT09/Pg0Tf74HwSIbJaFi5cZKNZcjE4BkbeiDmMBAiICBSpGdpDdu9VBAW6T6JUgAC6pyMjZBCXKI7Yt/vs+xJABxIH5BwKGRIcKLonCAQ5DjgC2K7kV7DV3sJyjpyhtVENuquzSFro1nN9F7UhTaiftQSBhPyxO6Y4EAcklSRaXgsJNUEHBFGCYRsYGkP0zT7aJlUIW56FoU7fs8zJiCkx9PRHvLMwWvfx90+GTAJNcpLA6ZKG6rAKDx7ePHwTHYPAyKVoCWkljeaoiXO5c5jIT2AuOYePqh9hKbNEjXFqCnvdPQDkbrV9G+1xG1vtLdyu3cZx+5jAqC61CzUGDcRkGur91vJv4d2Td3G5dBlNvQlFJPfMR7WPkFAS+IsHfwHd1jFRmsDr8+Rea+kt1mYbtq8e9Y9geOQue/w67hpd+AFdQyKoDdR0TFwtXaUD0xmQN0CAzfYmEloCs4lZej1FGQjIiRwuBw5iMjnrolIUZmDiUuESAyRrkkacSZOaf25WbyIbyWIhtQA3cHHSO2ENW8e9Y8iijDuNO4z1oYkac58ZvoG97h4Mm8DJmqSRUKKm8dzEcyzewnEcekYPXaPLDrE8x0P3dOLWcdRqO5mYZKycnJajs8HgBK/MvMKar+4170G3deLWyXFcKV3BRHwC+Wj+Ce7i43vJlJrCcmYZiqigb1L0OCzpiMkxJJUkOkYHG60NyIKMh62HyGkE0E2q5FBVRYrb3KrdguM7KMfL6OpdvF1/G9udbTYwPR2cklgakJh5OjjFbHIWD5sPsZRdwrk87R05joPnebB94qxMxadQipdQjBVJtPgc+6Uw5hIWAYTxwdDh7ngOISE6H2Hj1ga5HwOgYTQADihECyjFSrg2cQ173T1wPIdfHv0SDb2B3fYu+mYfDb0BRVBQiBXQswioezF3EflYHr+s/BISL2EuNYdfv/TrmEvNsX3h3cZdHPeOcbN+Ez2zB9/3EZEjKMaLWJaWcb5wHoZrEINNS+JS4RIG9gC6o6M2qiFkMjb1JgRewGKWHMtTSWrNtT0bXbNL15VFnFnDIdd1RIxAgIBSnO4NgkCvdxjTGtpDVretCAoSkQRzNobDSkVUnhA7Hi+PCM8B9+r3mGjBczwGzgB9q49zuXOYjE+yhjPd0dE1u8T4cnTIgkyRQEFFLBqD41PZQnVYZXzVsATC9mwMdAJdv3X01qO0iEgpirgcx0pmBbMJGoBNJ6ch8RJ2OjtQBIU1bYq8iDcO38BbR2/hHz73D/Hl+S8/gW4IG53D4URYnBT+f8iQmknMoDaqEVjZbKPSr6A+rpNQHrhYTa8iF6eW6JE9okFzYgaaqEEWqcxH5EUECBjXTBVV9CyK4q/l1zAZp3P6ZmsTX1/5OrJaFh9WPsRh7xBtvc1Yd09bf+cFHs/3kFbT+I2F30BKS8FwDLSNNnY6O9BtHSpP9dNJNfnMyFUITALAbGnhCsFVYUXc7dptXClegRM4+KNLf4T1wjqxbMwefrz3Y3SNLjETAgKvNcdNaJKGu427qI6qRCk/o66fz58nSB7H47B/iM32JnzfZ/R3nufhedQaEfJxcloOc9k5TMQnkNNyEAQBI2uEYqyIiBRBY9zAnfoddpDmOI5NVBRRwWxyFjdrN/FfXvkvP2E7e/z1CHxq1qkNSdB5q/kWzKqJQrSAC/kLSCpJbLQ3IHA0mX37+G3sdHfABRwicoRxQMJWIFmUaSN3FoGAQNVztVENC+kFTCYmkVASSCkpxgd42HqIfCSPltnCgzYBqNtGGxPxCfTMHn5/7fdRTlBW+qR/gp/s/4TiMbECez3CH38bEPCzluM52O3sYiY585lw4yAIsNshYaQcLwMggaY+rlPjVySH8/nzrEa+alYxg5lncnX8wGew3M8T+QmdIOV4GaZrYmgNcS537lMbs0JOjuu7WMmuQOAFHPePEQTBM0WnZ62RPcJed494R48Jhp9nHfWPwHM8NSKd1Y2Gok14fcTkGKsjDjftT4i1Af27F3gQObKydvQOprQpzKfnn4hQfd7IWLhCgSmtpkk4A4/l7PLnvtbCZoPHWT62Z7NNb0pN4X7zPurjOmSOQMsCJ8ANXETECPJaHmk1DVVWEREjOBmeYCm9hMqogrE1xnxiHgNrwF6LIKDX42RIMZJnRfKe+f26Y1RGFcymZhGTYzBcAz/b/xlUUUXbbGM9v457jXvIaTn8YO8HuFK4giV/CWktjbeP30ZOzeGd43dYc9REfIKcea1NxFSK0sbkGB1gfR8HwwOkI2nYno2dHt3PM2oGpmfi7aO3cdw/ZlEMnueZyLOaXcXAGaA9biMqRbGQWUBOzeH31n8Pl0uXKaba2cFOZwdZjWCTx4NjOJ6DtfzaEzHAxrhBB6bOHo66R7A8C6V4ieDSsTwOegd40HzAWGthS0cpXoIPH9VRFZqk4XcXfpecpFoa+919LGWXiHEjR1k9JgcOXYsicx2jg+qoCp7nMRGfQCleohjgWUxQd3T48NEcNTFyRtQOKFELT0qlOFnH6rDJ9MAaoDluwg5sxmKzXAtrhTVIggSOP4Nduybq4zo81yNHjj3GzepNmK6JuBzHfHoevzz8JcY2wfwd38Hh4BBjewyZl8mKLSdQGVZoswoBEiehFC/hn734zyAJEirDCva7+4hIEcyl5nCzdhObrU0UY0UsZZfw5tGbkHkZbuBCERRsd7dheia7B3g+8VT2+ntIa2l889w38RcP/wJr+TX87trv4o/f/WMaYjhURyoLMnzPp7ijFMe9wT3Mp+bx0tRLqIwqKKpF+IGPqBzFUf+IJnexIl6efhkfnn6Ibz34FnRXx1dmv4L3Ku/hUuISdjo7CLgAX5n7CnE9bAN3mncI0HoWH2gaTci8jJgcw636LfTNPhYyC/j6ytfxwekH+On+T+nA6BhwAgfNUfOJSu3HV1h7/ixQ7+NLBIljCMCayEROBM/zSCgJJLUkTMeELMjMpcXzPBROYXyfhJygVivfgshRrEmSJMADJFGCbVHLXNtos/dEgoS0mgbPk6PMci04LrHHTM8EgkftXjx4TMYmkY6kMXbHsH37ie+BAwcTJhNGwmm1CBGSKLH6dHiALMjE34GPtewa3qu8h7gYh+uRA8z0qdWkOW6iqRPX5XHG0MfX0Bji8sRlJNXkI6jp2Z6O54nR1x/1oUkaKiNy+ARBgJSSosh24IAHj4yagSqqT1TOBwieKs7JogyZk+F6Lg57hxi5I3DgkNWyOJc7h/er72MmMQOFV1jRwIXiBUi8xL73lEo16rudXez19jC0hmiMqV3L9E04voNzuXPYaGyAb/HIRDJ4eeplfPvk2/ACD5dLl9Eze6gMK5hOTOPHuz/GTHIGN6o3qAp6WCdYb3wC68V1fFj9EButDYp+jtpwPRevL76OlJyC5TzdseQHPl4qv4S/3v1rtIwWumYXqqTiUukSuoddum8GPm7WbjJ0wuHgEFPxKRgOOS89/8nPwIuTL+JO8w6+OP1FjJwRfnPxN1m8+bB/iP3uPt46eguTsUnMpmcRkSLomB2YDsVEwuhgx+wgLsWp7t41WMNleE/LR/N4YeIFlBIlZLUsA8x6gccEs/qoTrgDOUL3eCXBBJO8kseFArlOuyahCVRJJYEdPqEZ5BhzhldH5OIIm/mula99IqIeCgRDa4hcJIdz2XPoW31stjbR1JvgwEEVVcYAtD0buq1jo7WBpJLEQmYBU4mpRxBp12LckPqojlu1W/B8D3vdPYxtajy6VLiE9cI6OXaCANvtbawV1tAcN3G5dBktvYXJ+CSWs8uQBRnVIcGfc1qOBpnpeXi+B5V7NoPy4yvcG3keud27RheTCXKrHfQO0NJb+Kj6ESrDCip6BYsBNWP2rT5x7QQVxWgRHmgosNvdpSG5beBh+yGa4yZK0RJKsRI0UUM+kqdYM8/D8gny/Vz5OSiigmsT17CYWSTumGPifvM+/nrrr1kcJxPJIBvLohgtEreqd4A7tTvQZA3nc+cxkZhARKIzkuOfgYB9n4aZEYqxPag/wMZ4A/db99E1uwiCAEklyZpFz+fOIypHmSuE53lkNGqQUkSFDSk//s8f3+OGUOyw8S1053i+R3XuvMT2/ROxCYqtjmoktklJrOXXYDgGttvbVArge8SpESR4nkexOquD9rhNoo9DxRI+fCCg+17IKMxFc4iIEWiSBt3X8YcX/5B97ZIgEWfVc/CFmS9QSzUvoRgrAgAlEbQ0ljJLqI/ruFO7g//hw/8BX1/+Oq5NXkPX6KIxbjAR53FHfthg5fs+G5Yd94+RUcl93TN79Lke1TGwB0ioCcTlOCRBAs/zaIwaSEfSWMmuICEnmCgecq40UWOFG5VhBZVRBQInIKNm4AUe/vzen+Nm7SZmk7P4wc4PaFDmWtAkDcVI8VMH+X/nBR6BF/DK9CsYO2M8bD6E4zvIalnMpYlqnYwk2ab4WSsIqJY4rDMEyOb/zvE7qAwrrLlk7IzxzbVvojqqIiPSVPc7W99BbVgjy76kYjW7ymy6t6q3qHVCkJBRM1jPrSOpJbHR3GAW4t3uLtkzzyZUaS0NkSd6vyBQM8lccg7lZBnFKDkOOHAQOAGWZ0G3qV73dHiKYrSIkTPCK9OvYCY5g5P+CYMgA8B0Yhr/+t6/xguTL3xC3PF9H029ifq4jtu12zAcqlTPRsjWthpfxWxqFgNzgI9qH2Gvu4eoRDeY2rAGwzGQ1tJIKSk6/ETzmJfnoYg0HfbgMZU6hM4iAK5OXMVUYgqWa6Fv9nHYP2RWu1wkh/XCOnjw2OnuUJ2650K3dZzPnUfX6uLk9ARhw9RX5r6ChJL4lVknv8ryAx+73V3KB3+OmNJh/xAcR/yiUK0OgoBB9R6/Lg/7h/ADHwvphU9l/kSl6BNNWs9aoQMmrpA1/fM0Zj3ByclQG1lj3GCsml/FmRI6KubT858JPn68nc32bJwOTlEf1zEZn8Tt+m32GQ2voYP+AeJSHH2jj2KU2jN4jv9UiLHjO9hsbeLl6ZdR3ao+4ab6VZft2djt7iKjZQiYGACL2cUnOFOPizZPE3JCFkcIKfR8jzkMZhIziCs0eU6pKUSlKDRBw0puBUN7iKXsEvb6e9TgAp4JOY5H7UzleBkSL7HDRPi+1fU6OHAoRos47B0CAZ76nn78vxmOgeaIJrrFKD1Ue0aPbf5vVm8iM5XBdnsbR/0jSLyE3179bdS2avjFwS/gBi5Fx8wBLhQu4IPKB5B4CQ+bD2EH5IaJRqPYbm9jYA5wz7yHudQcyrEydjo7FJMQRKiCio7VQU7N4YuzX6SGE56H7RBM/gszX4AiKPjzu38O3/cxlZjCXGoOBa3AJpdHvSNURhXIgoyF9AJOh6fU9KCkUR0Sb2Bsj3GrdgtvH72NttGG7dn4wtQXmINhLk0w75gUY58vVVTx0elHWC+sY7u9jZbeQkJJ4MXJFyEKImqjGqvYnUvPoTN+Errq+A5qwxrGLsWcJqITxD7xffSMHtp6GwNrgL32Hh1I9A7icpwO8qC2JdMzcdw/pmvKJ6i37pAwlovkUIwWsZpbxd0mNRLKPNVtgwNmkjO4VLhE7ZDtTVQGFSxnltnEqjqu4mHzIRqjBtyA+A8qr0LlVfAyxRBGDgGoK6MKYlIMI4yQlbO4MnEF31z7Jv7nW/8zdju76Fgd5GN5FqFaL6yDA7lTXd9lLp+D3gFM10REJOflTGIGjVEDe709KIKCl2dexl6fhK/fXPpNfHD6AR62HyIqRbHX3UNKoSYgl3NxLnMOf73115hOTOOFyRfQt/t4afIlvHPyDnY6O/ADH3fqd1CMFPGN1W9A5EXca9zD2BnjWvkajoe06asOq5jDHL6+9HWMnBHeP3mfQKU+NcrNpefwoPUAhmNgMb2IjdYGTMfEanYV85l5/GDnB5B5GfvdfRz2DymSBedTxZvPcuywz+3Z/wSBmEiGY8C1XWpxU8hBHPgBa1ZxPAeKrCAiRpCUk2iaTTooCCIrLTB9k8UOAWpC6lpdAhfzGrVqufQ8t3wLgRsw16TjO+A5HoqoEC/BtWB6JNxEZBq+8DwPx3GecA+GQOYAAVSOBOyhM4QqqeRu8lzGo/BBbuDV7Cpu1G6gZ/QY5yvw6bnRHDXRMqgVVJM0WI6F3qj31NcwrsXx8uzLeP/0fZiuSVwZg6bKPHhEpSj6Zh/5SB4No8Ect4ZrsMavEBJeG9SYg4UD92gf9DEej+d7UGWVOIdKlDlZUhqJrpZjISbFUBvXcC5zDm8cv4FMJIP51DwUQSF3uppEQk3A80hw6Jpd5ph4vvQ8ogqxi+o6ReLjcpzicgHHCkc+qHwA3dJxOqBWqqyWxUpuhUVYEipxNPp6Hz87/BlknsS1ht5gLYm36rfo/nN2zT7eIKaKKo4Hx4iJMZpqiwquFq/ibv0uNpob6Bt9jOwRCV6CjNfmXoPu6piITWC/t48Xyi+gpbfw7a1vs9euMiIu0mHvEOV4mbWkNcdN3Kvfo8FPQK7w/e4+fPgwbAO6qzO21MAcIKlS9G45u4zJxCSK0SIK0QLiSpztWUNQrOmaTEAReZExE/PRPK5MXEFciTOwbEtv4WRwgs0htRkiABbSC8x9EMbQNVFjBSxxlZgwJ8MT8OBxLn/uycHDqIHjwTFreBQ4gWEeNElj9/mEkmBIh6nEFPZ7+7hxeuMJB9Gt2i0CxPouQzXE5Bg4jsNyZhnzKSpPOBmcYCG9gLnUHNsfWK4FN3Cx09nBQnoBHaODfCSPhEJCwMgeQZM0zCRnkI/kWeuv4RpIyI/2hJ+1rwyr5W9Ub7CWLr1Dw5TmuImT/gmJra6FzdEmqgdVmJ4JRSCUxVJmCYVoAbqnQxZl9Mwe3jp8i5rr5DRdu4kZJNUkBEHAR6cfoa7X8YWpLyChJVjEszqqwvEcvH/6Pm5Xb2O3t0uOIp/c0fPpeVybuEZOKTXJcBeLmUXMpyh+Fu4H20YblUEF251tHPQOEPgBFbhIKhzPQUbNYCZF+0BVVNnve3xfG+5zx/YYF4sXn1ncEjYShyJO+M9hFbkqqtAkDYVoAZqksWutMWpQg7M1wgenH1DcXJDABRzu9e8h2DlrAPQf8UyH9hBDmyDOAidAlUggTatpStioaSSVJNJamiEAwsiUyIv4r374X6Frd7GUWXri/ihwAgyfwOehi093dLSNNu7U78DxHGogFVT8bxv/G9bz6/h7y38PHDhE5SgTcoKA+G2mR+65kTVCc9yE67vgeA71YZ3ijNKQxFajjZEzIud4fh26p1N7lqtDEAXMxmdxoXCBFaGEfLhwoK47OprjJjpmB1EpSvccnsDYH1Y/xEn/BOv5daTUFHiOiiKKUfqzWnoLp8PTZ34u/s4LPBw4ZhmcTEwiLsfBcRyO+kfs54Mg+NSJTQjEetB8gMP+IUzXRG1UYyoxDx7vnLyDuBzHjcoNGK6BycQkDNdATIqRLS5JbTdvH7/N7KCFSAFruTXiwQQ+jgZH+OXxL9G3+4iJMRSiBYpmiTGMnBGykSyDVT43+RwKkQIBUF0DIi+ySjvbsxEgQEbLIB/L45pEIN7GuIFsJMvcO5IgMbvZUmYJP93/KSYTk5hJzsDz6DB5PDimaeu4CUmQyGbsWqQuwsPp4BRVvopT4xTpXhoja4TjwTHbJDmBg6XsEuPXhNZ7gKZVnu9RHa6apKjWmQ39ZvXmI6io2UNGy2AyMYlcJMespoVIAUeDI7xz/A78wEcxWkQ+msdEbAK2byOrZbGeX0daS//K7ou/7TrqHxEX4nM0Zp0OTjG0hkhrabIQy1FMJaaeKnYc9Y9guRbKWvmZD7uxTZT1j1d9PvPvH54iQIB8JI+t9hYW0guf2pjleA7BXeUophPTZDU2e6iNahTT+hWEs5beQmVYoaYDOcpqGZ8Wn7I8i9WLAtTaUhlVMJeaIyZWQNeSyBH8tj6us4YqwzWwnl+niNKnbBLC2tpCtPAr84M+vvzAx0Zzgyo2z9w2uWiOAQltj2pyQ1gbgyxzAnMKhRs70zUhCdRUZbomYnIMr0y9gpgSY1GDmByDKqjMQvv4QShAABd02OY4jtVth6/l42tg0SHlfP48RvboiT/j8fNGKMICZ4cS38NB/wAROQLP9xCX42xjKPMyOkYHcyniiQzsAfb6e/jG6jdQGVXwy84vsZRcQjFepIaTzCreOnkLGS2Do8ERxeI4CVGRIm7FSBGWa2Ehs4C13BoTvM7nzyMIaAMUd+L4T1b+E7SMFgND7nZ2sZBagCZo+MnBT9CzephLzOFS4RJmUjOoDCvYaG2w+7Bu68hoGYoscSKOB8eIylFkI1loosaYXlEpirnUHKJyFC9NvYSoHMXz5eefel00RmdxtcwcNFHDWm4NB/0DDOwBTagiOfjwn2wQ5MCul4P+AZ7TnkNEpNe5NqqhMaS2lb7Vp/y5NaAabVHFyB6ho3cQVaLwfR9jhzaalwqXkIlQM8tB54Cg85KCuBLHZHISh4ND1Ed1LOeW4XkeltJL2OvuoTKo4E/v/ikqwwqG5hAH/QMG2e8aXbici4ySwVphDX2zD9MzkVEy6FgdpCNpNi3sGnT4j4gR6I6OqeQUlrPL+P7u98l2PG5jNj6LfIQcUF+a/RKJyNaQASXDw9TYHiMTybCIpizI5NCQiS/R1ttIyAm8OPUiemYPbxy+gcAn16TjOxTn4QXMJ+fx3sl7iCtxLGeW0bf6WMuv4X6TIlK5aA6LqUXExBh+d+13UU6U8e2Nb+Oj+kdYy64RfPUsbjHkhrhevo6m3sS3N7+NkU38hZgUw73mPex193DSP8HViasYOkOM7BGbsv5g9weQOImmnp1tFmv6vALOs1YoGsiQKcoCsPtqRIogIkeQVbMwfZMdrgzfYFHlUqwE0yanCZv4ez5z83qBRzwnTkRTb8LnKC7UsTsYjAcMPm/aJjVQcTJiKrnxshq1GIUtaq7nwoEDTdRwOjrFyBnBNM0nBC4JEt3zISKmxFhs3vVdmsCCGv18+PBcal+pNWq4VLiErkBiheu7AAeU5BIEQUApUmJV1n2n/6mv5VZzC0c92kPavg1VUjFyRqyaHQHYs4njOIgQ0TN68ODBho0IF6EDxJl753Eo/8fFHRHUnjOdnKb3R6emvkKUQKX3m/dJiLVHKMfLCLgAS6klfHPtmwBAsaMoORFdz8Vh/5AOu46FrJpFgADZaBYH3QOklBQch1xiEi/hXuMealYN5XgZQ2uI9dw6DnoHSGtpHA4OCRA9buBe4x4mYsQEsV0b/+7hv4Mk0pS+NqrhhckXoMoq6qM6+kafMZmAJ1sr/cAnVpzZIoFYULHV3cJUfArL6WX8oP0DzKXnkIvl8PfP/30MrSHu1O/g/dP3sZRZwnun79H18Nh1st/bx0KS2hDXcmt44/AN1MY1tEYt2LBR1IqQRAkNvUHPZJG4XpOxSZQTZcSkGLE7yteoAegsNmW6JlpGi3GPwoNwTI4hF8lB4iW0jTbqozriCrEFffioj+t40HyAjtFhUOxCtICiUsTXlr+G3d4uNWXZY/RcYusogoIXJ19kNd4rmRXW2jiVmMLAGqA+qqM2qqE6pBbKQpSGFoZLTUqT8UmsF9YhcAIbIlWG1Lh4q3aLNTgtphdRjBdZlbbAUeNiiJAImS373X009Sb6Vh9jZ/wJcQeg+H1zTADitt5mNetH/SOcL5zHam6VNYGGy/Vddl9+2nI8ivAc9Y8ooqK38P7p+4hKJFCGRS/VYZUVRfTNPnMl9aweokEUK9kVTCWn8NbRW4iI1JA0NAjGe9w7xnp+HVOJKdb6qIka7rXuYbe9C4mTcKF4AXEtTiI0yLkncRI5hc5ExenENApRKsDJR/LgeEpMRKUoumaXnUNFTsRB74A5X8OYled5UETihE4lplgLYUtvIakkMRGfeMKF86x9riZpDGsRFiQ8LujYns1YapqoEYOTz4IHT7Gks2jS2B7D8R30zT46ZgcbjQ20DcICZNUsg4Kbronj8TGCRgDbt6EJGqtCX82uohQv0TPx7HqSBOmpZ7QwGh02goXumgABNlub7OsCwFo+eyYJ+OH3XB1SgcVMcgYLmQX8y5v/Ehk1g//61f8a4MCaT3VHZ61VYTOp6ZIzOHxdB+MBtjpbiIgRKnJwdOQjeVyfuI5cLMcKXXyO4m6lKDm+PJDjOWwAcz2KfzX1JlpjivZeKl5ifKaxPcbd2l109A6eKz+HmcQMczB1rS52u7uoDqoYOkME/rPh/H/nBR6BE3CxcPETNws/OIO7PfZZGNvjJ+qNm+MmDnoHuF27DYEX2I1NEiRMJicZcPKHuz+EbusYmSM4cLCep5voUf8Id+t3GUOlGC1iIbkAKUMPEZETsd/bx8geYWgNMXbH7OYUkSKIKTTF8DwPK7kVzCYp+rDR3oDMyzBdkwG1HM9hh41sJIuYHGMfmI3WBrOVh2Bnx3dQH9Wp+UVJ4gc7P8Bx7xiKpOBB8wEcj5TgpJpESklhPj3P6ghFXkRGJXiV4RoYOSP0bWIC9aweJuOT8EA2+XK8zCrXPZ9uVjEpBi/wWEyrbbSx29uFyFHuvz6i9pvX5l9jINHwx43KDRz2DpGP5lEf1eF4DpYzy2yiEFfiSKgJFKKFX7nF6T901Ud1Zo/+rHXQO8BGawO5SI4BtZ6lrp8OTjG2x1jJrqDKVZ/6a4IgIJZTcvpzRYBaOm2gVjIrrDFLkzRstDZYG9rjy3ItbHeIExRGyXRHx2Hv8FPr08MV2n8t18JR/4i5b476R2St9T16MHFnnJfwnnXmXgFHn2UOHPp2H5eLl5GNZJkbJxQ3qkNq5JlNzmKrvYX1/PpngrHDtpAQbhrWOj5rPd4q8LQf+719FpnwAx+FaIE2CuED+GxyHW4Sw7pVgRdYplhTNDY14TmKJO52dnFt4tonqPkfj41+fLXGLSaWTsYnUdU/eQ2FTQRXJ65+4vr5NO6O7/vMhTW2x4jIEbSNNqrDKt4/fR9fmP4CbtZvIq2k0bN6OB2esg2E5VqYVCfxyswrOB2e4mrxKhp6AwupBbx7/C46RgcZJYOxS1WoWS1LU6RYAS9NvQTTo81jOVHGRHQCO90dSIKElewKMpEMWkYLrRFB2OdScxhYA3xY/RCVYYUmPoJAFcaDI+z19vCC+QIEUYDMy5hLziEfy2M1u4oAAW7WbuLlqZcxtIc47h/DcAwk1ARennoZ75y+g5JSwmp2FR3zk1XHrufig8oHeOPgDUTECP7g/B/gJ/s/wa3aLfjwsZReAsdx2Gpv4VzuHI77NHntGB2cjk5xOjhlMY+0lmYHA9M1YXkWKoMK3jx6Ew+bDykCxgGT8Unko3lyBpotWIGFjJJh8QXdobrRqeQUYkoMhmMgG8lis7WJ/e4+RcXa+xg5I9yo3KBDI78ERVDgOOR+sFyL2dQXsgtYy68hq2Wx097Bj3Z/RNNeeEgraUTlKNbya3hYJ7Ck5xGQVxEULKWXWENIWIJg+iZ2u7v0+RUU7Pf2MbSG+OrCVyHxtBm0HRuRKLUXma6JmBLDL49/iZgUI9A+x6EyqOCf//o/x7fufws/2fsJUloKB/0DikrFJ6glQ4xgq7OFntmjSJ6axFRiCnE5jsqwgpnkDH57+bfx5tGbyESJ6faT3Z/QQCQ6ibutuyhGiljOLdPmDj4a4wZu129D5mVExSimklMwbIO5NCcTk9Ro1DuA7/uISTEcc8dojVuwHIqYhrDbz2pXetaSIEGAAAsWY9NERHIaqwJxkBRZgSqo8DmfGnQsE/lYHqqg4qB7QPxB8Cz2F5WicAOXCXtO4MB2bfbrQieOJJIoVG1W4Qc+cfUcHwEXUNFEJAPXc2E5FjiO4k1JJUm8ljO3UmVYge3ZVJELDwqvPNGyBYC50kIRzA1cOAG5LnjwMH0TaSWNuBxHQk7AC+gAMLIo4pRUkhAkAQqvQJZk5igaWSM8i3s8GyeGg+7qUKFiGAwh+iI830MpTmKRbMrQbR0tvQV4wDgYsxr68PU0HOORg/JM2GHcrMfFLJ4cLnPJOeSiOYKuxxzMpeZwp3YHC5kFeIGH9eI6NElDVIzioHdAB3nfpvh+wGGjtYGUlkJGzSBIBrhRvYFcNIe22Ybnedhob2AhucAa0iSBIg5JOYmF1AIEnva0s6lZvH30NprjJpZTy/jTe3+KqcQUbN/GYmoR39n8DhCQ4/BkcIK1HMU8D3uHrM2W4zjwAT0jHwdMi7yITDSDyCCC12Zfw+nolIFpf7z3YxLLBBExKYY3Dt/AwBzgfus+nis9h43mBjp65wmOnwOHomh6AxExgr5Fwp0iKFjNryKlEbNtOjGNpewS0ipFYB5/Pt9v3EdMjuFu4y5zYoaNf+E/8xy1joUT/43WBqrDKnHKzuDDYVzRdE3EpBguFy8jE6HYTM/swYWLzfYm2nobU/EpTMTJoXnYP8RMYgYPmg+gOzqyWhY/2v0Rxs4YM6kZ+IGP6pDaYVVRxWxqljmDwq8vKkUBju77j8daxmPioBSiBcTlODSRnq9RKYpoNMoiiE9bA2uAo94R3dtza5hLzz3x8yFbMSpFqdFWSbJI82RiErPJWRKLPYeJEkEQEKKCl9CzaHjYGDdYvO2gS45NURBRG5IDyAs8JOQE5pJzuFG7gd3OLna7uwj8AIIgkJAbULvecmYZKqfiN679BmtqEjkRG80NHOwesBbJhJqAKqkMJ7HT3UFcjiMjZxArxvD6/OsAT21JpVgJN6s3cVg/xIPWA0SlKOJKHKVYCXPJOaQjaYxsqjMPi0/uN+9jYA0gCzJ2Ojto6k0kZOLXxNU41nJrsFwLJ/0TXJ+6jonYxBMxqvCz9Gku83CPYLgGTgenEDiBvdYCLzARTRZlaKLGGpZ7Ro/tyZ3AoRYqe4ihM0TP6FE7s2tg7FAT3EycUBSKRI6hslZGLprDxHACv/X8byEXyUGVHl1D4fkzFG7CKPfHWTdPi0mFz34AmExMsv/Oc3RPtTwLC+kFCJyArtHFB5UPMBGbQEyOIa2l8ZcP/xI/3Psh/ovL/wVu1W7Rs8d3mUNNEiTGhPUDnxk/Rs4IfbOP7fY2vMAjfmVyBhfyFzCRmKDmuFEVA3uAr85/FT/Z/QkaaKAYLVK8WVDYUCHczxuugYnYBF6cfJHB/mujGvZ7+7jfvI+kQi2c86l5dM0utlpbOB2cEm/N9zFyR6RXOPZT33/g/yACD8/xT1Qb256No/4R+mYfp4NTpkge9g/J6m6QKizyIiZjk3hl6hWs5Wla/NO9nyLwqdnp2xvfxn53H07goBwro2k1ERWj+OXRL6nRgRcxlZzCf7b+nxHY2R7gveP3cDg4JNty4CAuxdkFGxNjSKgJtPQWYkoME/EJ8OAxVseYT88jp+UQVaIY2SMsZhbhBz5tXJQEEkqCAUhtz35E9ndtfHD6AXKRHKJyFHfqd+D6Ljp6Bwe9A7i+i2/d/xYeNB7gYvEiTQTiU5hNPWrI4sDB9ExWAbnb3UVVqjJoc1SKIqfkIPACilGCok1EJliTgBd4sBwLukcK6bZJIM+0lkZWy2I2Nctqmz+sfAhZIBDt6fAUR4MjRCQCPY+dMWrjGpazy5hOTkMWZPzi8Bfom/TQvjpxFcVY8TPFhv8Yq2/2nxlrClfIYtrubOO4f4zr5euYTEx+qvOlOqyib/UZ6+ZZqzaqQRbkZ7ZdPb5G9oiqYrMrZKtWEk80Zn2chRNOkydiBO8DyFWw09lhle6hgPNx503476HVuzaqwfRNzCRmYLkWfPgsXvW0BqrQYirxdOPdaG3ghckXnvpg6xpdtPQWzuXO4aB3QFXQn6P17KB3AEmQaMJ2ljk2PANtvf1UAYfjOPb1hS6chJKALMho6S0spZcg8iJBlQUZkwlqIemZPRiuAQ6PoOgRKcJcIc96f03XxG5nF/Pp+WeKOx+/5oKApsEjizgjc6k5BpB/PHIaTipOB6esrpT9uWebdNMx4QYumnoT7XEbuqsj2o3ieHDM+FEZLUMVlUqSTVc0SUPABTiXPUcAZDWFkTXC11a+hnK8DEVS0BW62Onu4LB3iKnYFCqDChZSC/T7BQ0xhSo3BUGAKqqIK3FEZDqk3m/eZ3GRptHE2BljOUvuizv1O/jg9APUhjUk1AQa4waaoyY10YgyZhIzWM4tM2CnKqp4rvwcvMBDPpLHfHqefQ6O+8eoDqu437hPh1dewnMTz+G9k/fAcRyi0iNH2+PLD3zstHdwo0oTmYulizS9HByhZ/SYG7NrdlnDx9HgCA29gb7Vx+nwFEkliVySnD2+R3ytUCCwXYrxyaKMudQcOjrBneNyHG7gomW0EJfjyEVzSJmUY3cDl5yOsTyO+8csRucFNKXqGl0IgoC93h5K0RJmkjPY7+6D58mBMTAHMH2qts5oGTw38RzG7hjXJ6/jqHeEkwFV2TOArRxHTqP2kIE5wNHgCCOX3GFe4OGFqRewlF2C7VMzhu7omEpM4Sd7P4ELF6qgYr+3D8/38KXZLyGhJAiub/YBHkhqSQztIbJaFs1xE2k1jasTV6mFpnOI3z33u0ipKfzy5JckZrcoInildAUAWEVxV++iECng987/HqJqFCNrhPdP38dqdhUJNYH7zfuISBEk5AT2O/v4/s734XgOhvYQETGCf/LcP8G/uPUvCKB55oL0fZ81QG63t5mduxQrwbZtHBnU8KIICiRBwl57D7qnw3f8z2xVetYSQREHWZCh8Apzf3nw4Ac+Bs4AIkQU40VcKV3B3cZdGI4BVVCRiVCLUEpJoWPSYREcyMFwBnL1fA99s4/ADzAOxuzvVUDCTiFWYK4py7MggkQln39UJb2SW2ExPnAU6fLhE1TU05noEZGpBbSttyGK4hNslZAFFAQBi/v4oBhrWBXPwMW8yCC0lm9BFVTwCo+21Ibv+0jLaYiCiGKsiK3WFob2kAGkn7ZKsRKJhI6FmdQMur0uYnIMQ2eIvJrH3fZdDMwBRtYIjuuwryOMi6mcylrtwvaz8HsOY2ePCzyqSAfNudQc1WHLAu6370NoCRg7NPhJqdRMw4OYdAJHkOnd7i5aJtVVTyenMRGfQNfoYr+3j9PhKS7kL6AyquBB6wEc30EpXoLMy1Ak4kQ0x03EhBgNA89in7VhDbdqt3ChcAG/OPoFJmLEAFN5Ff/m3r9BfVyH61KcZy41h7n0HGzXhqzLyMgZHHWPIPACPM9jcPDwNeLBozqqQhEUHA2P8P3t7xNjL/BIqPYtJOQE2nqbXBrjKhJSAq1xCx/VPsJEYgIHvYMn3q9ytAyBF3B96jqula8hqSSxXiAxrGN0qOEnUoDnU5Vz+DxQRWrDS6pJXC1dZVP8UMgxHGq0CiNZIbNnbI+Rj+ZxvXwdAi8wZ4AsUANaUiG3et/qs4ipzBMgOmxy8wJiI253tjEdn8b7p+9DFmRMJaZwNDgCONAwyvfxUfUjCJzAKs7jShzFaBFruTVW8RwObUzXRGPcwFZ7C41xAwmFWpr6Vh9ZLYvLpcufq1zEdE1WO3198jpmU7NP/Hy4ZwxjSwNrgMXMIopRGqD5vo+u0cXQJgfjYe+QIovDGraaW4hrcXKkj9t42HxI95YzEQoAmnoTt2u32TDO9m3s9giErIoq1vPr6Fk99MweY2rlYtRadtA8wDsn78ALPGy3t/HW0VvIKllcKV+BnJdxqXQJO+0dZCNZtM02IlIEL0+9DNM1yYWkZFmcP6Wk8K3732LtaNOJaZzPn8dyehlxNY4AAWyXzpung1N6HvA8ZpIzmE/NIx/JI6WlcDF/EWmNXK6h4HeregtXy1efysF8fDkeNRWG5Soje8TAySJPbLWm3kRKSUGRFPABicuO5zDHY9gAZbomNY+6OjzPY6gMUSAxiAePmBJDJpJBPpqH59EzvGf2MBGbQC6SI5HdczDcGRKiY1x7QrzxAg8iLz4h2oQu9Y+LOU9zI/GgNtuPD/Adz8HAHBALt34bfaOPQrQA1ydu2UHvAH9y+0/wlZmvUNx9RA4cN3CZ6O4GJCqllBTSkTQ0UYPtEsC6G3SR0TJ4efplXC1dRUpLoWf0yHnljGG6JtZya3ACBwN7AMsnoHRCSSAfyTMEQN/qYy41h7hMrZ1b7S0Wrw9jo4Io4IXJF3A6OMWHlQ9Zc6Uf+DA8AwNzQGKoM/rUAe/feYHH8i3crN18Ig6hiFRLpokaknKS1DBjhLeO3qKq10gOq9lVdsM87ZxCr1L7UriBU0WVNtK+C9dz8dbxWyhFS8hn81gvrCOpJtEyWhA5Ee9V3iOr5pCAhdPJaXDB2cQJLhqjBnieZ9bI+fQ8WTZjRbTGLSxniXjfM3ss05tQiHQeKqAtnab0YU16qNDXhjVIvIQLhQvgwKHltvCw8RB7vT1YjgXLs1Af1/F7679HTTeDClRJZYfVpt6E5VrEGZIj0AQNs4lZTKemGUStrbdxYpxgkqNcclSOsgdJz+xBFMjxk9EymEnOIBfJsYlg+GNL38LJ4ASNcQNXS1cxm5pljqmW3kJlUMHJ4IREkfgkWnoLf/nwL9Eze3ht7jVcmbjyH5Wt82nLcIxnxpoAshm29Baa4yZl/z0Lv7n0m58JsQ2jaKvZ1U915YSv9Vp+7TO/1rAxaz49z9qRphJTz2zMCp0j0wmqIR9YAxiOgQfNB4jJMdRGNebCebyeGwDIiPMo3lPX65BFGecz56GK6hMcnE+rIwQe8YISSuKp4s7jrWUDawDXdxkL5vE/4+Osm8PeIYb2EOVYGbdrt+EFlOUdOAMM7SFkQUZEosYXFqX62HUWNgrURjU6DJ9FpyRBwnp+nTUHpdU0s41+3uX6lF8PIeNPW6wi82NOG9snoOZsguIuH5+UuYHLrp3F9CLGzhgngxNwHIfOuENMkR6xxMJWGo7jGGQwvH+Grp+lzBLykTxiUgw7nR1MxacIZu/o4HgOG80N5CN5SJwE27ORVJLgQU6M12Zfw88Pf46pxBTeO30P5WQZp/1TTMWncDw8hgwZPHik1BQ2O5vYapNN1vEctMdtpDTiED1uJbY9Gy9OvYiRTfXwAi9AERRcKFygGnZewdgeU7aZ59EyWjiXPYf1wjokQUJbb6MxbjCIocALKMVKBMWt3YImaVjLr+FO4w4i4iOYehAEOOof4Xb9NnjwyGpZXMhfwP94438EDx49k6ove1YPOTGHo94RZElmrU87rR2KGQRgLY8cOJQTZazmVmE5NG3qml3org5ZInhxTImxzeFyZhnFSBGlSAkts4W+3kdaT8NyLdzCLcgtGX2zD03UMBWn6EDLaCGtpdEze/jq/FfhBQSzbugNxKQYOHAoxUooxotoj9u4WbuJ/f4+VrIriEpRsp47UViuhYE1QFpN0wEimiEGwqBCbW8egZxVRcXl4mWYngnRFzG0htS6ZBno231cKFxgG94LhQuISlEcdA9wPDhGCAcdmkOKfwkK6nod1yevYyWzgm89+BZ+Y+E3sJRZwh9/8MfsnnU8OMZyehmGa+Bc7hyawyaOBkc4nz+Pa5PXEJEjeNh8CB48Xpt/DUEQ4Cf7P8GX576MgUVQzn9z79+AF3gkZBLGZVHGtx5+C3fqd5DW0jBtEw8bD1Eb1yDyIsrxMuJSHPvdfXAcfd2Hg0PYvs2cJyejE3ieR+6MZ4CUP22FsGqJl+geduY0tjyLMV548EhKSSS0BOZT8+QE8y1ktAymElMwPRNO4CAfzRNk1jWhuzqxGFyKaoRuGUVQnmCnxKQYfM5/FOmITJCrR+CRlbOwPRtjc4yURuKR7upAAIydMQkyAQ/XcxETCM4eNqSd9sm9Zrv2E/e3sI3LD3zwAQ/dftS+FYo9IkQIEJDSUqz6Ni7GMVAH6Jt9uL4LWZYZB9B2bQzsAVRRhc4/u2I+GU3C6lrUwmZTLL6pN+F6Lg4GB7T5RsDq1E3XZO4cAHRNn229FUHB2HsklM2mZnHYP3wiEivwAqIyxU8qwwoxRow+1vPrUEUVv7X0W3jj6A1UhhV8df6rFD8yWjgeHFMRQmaF1VKfDk5x3D/G3fpdGLaB2eQscdo4HldLV7HT3aH4rk/skuP+MTzHowOilqK2t9otwAfePXkXQ2uI2dQsckoO39v7Hgl0Hh1CJmIT7ID63ul74MHjeHSMtdwaPqh+ANd7xB4KBZ6BPcDYGmPsjHGregtTCYpmHfWP4PvENzvoHyCpJHEwOCBRRImjMaZ71IXcBbxfff+J92syQW7Gr698HaqoIhvJEvdCbxKDyneRyWbYQDMUOPzAx83qTRSjRbT0FhNyHM9hZ4jwuT6wBnA9FzPJGcRkinTVx3UGVF1MLxLY3ujgoHsAP6BBg8RT1XbH7ED3aA8TV+Joc20c9A5QipRQG9eIvxOfQHVUpWptULOvJEhYSC+wQVFGy7A9qOeTYN40m8xt0TXJnTWbnMXViauISlHsd/dRE2u4MnHlc+1NwtelbbRxPn/+E+LO0KI2MsuzsN3eBgeOuExmn1z3Z86ugx7FunVbR21Qg+3baIwbuFm/iXKiTK+RIJPbUBAh8xSV6lt9uB4VfEg8Dcr7ep8aUl2bDRk4nkNKTeFC4QKmE9P4sPohZpOzGEpDVAdV3G7chsRJmIxN4uXpl1GMF3HSP8FOZwcP2w/xsvoyfneV4rjvHr+Lm7WbeH7qeQR+gJ/v/xx1ow6RE5HTcogrcUQV2h93jA5uObcgC9SSl1WzBOHW8riYv4jXF19/YlD3oPmAhnxn/605bqI6qmIhs8DarWyPnHgDi/al261tBBwN6MISIMar4ajplUWZbRMDa4DT0SlLUoQCSsgrczwHlk/Q+4gUQVbLsv05z/FMRBI4AeV4mQZTFkXfLM9iYknP6jGBxvEdCLzAPlPhf/8PLbQJXa3NMQHxw8/am4dvom/0sZhZRG1ErEJZoH3O/cZ9vF+hGGdojpAECdORaaQ1cnjG5ThrAfMDilIedg/Rs8jxKQkSvrn2TSTUBA76Bzg6onNPOU4CckbLYCW7Ak3SkFSS8HwP5cSj4pyO0aHom5ZFfVTHjeENtPU2+hbtwxzXwUH/ACNnhJJawoPmA9guNWYatoGu2aXnlGcj4AJk1Ayu565jKbuE7+K7T32t/s4LPBInYTG9yA52lmvhdHCK907ew053B65H0y1RFPHa7GuIKTFmbWsbbbqh+w6ichTzyXmyYsLHQfcAf3r3TzGfoqn6f37hP8daYQ0dvYP3T97HveY9miJxASJihOxmvICYRBR8jqMNuyZoWMuuYb2wTvBkMYL97j5iSgz73X3Yng2lrzDatiIqNE09++CrospAaaFSH07p7zbuoj6qo6E38JcP/5LZ0RRRwd9b/HvQLR3vVt/FF2e+CFmUca9xD0d9mq5k1AziSpz4Eme17iEzZ6ezQ3/PGd/oYfMhi520zTYDjc6n5pHVsuB47gkxZ7O9yW5IESmCfDSPgTVAbVTDl+e+jIX0AgyHDsxdk+rWAwS4OnEVAHC/eR8HXVJNf3/995/ZKPW/xwoBeE+LNYWH5/CDPZmYxHH/GJeLlz9T3GnpLdRHdazmVj9zonLYO6S4wWc4l0JAcilWguVaTzRmjewRFtILGFpD5rwJI4qFaAF7PapVRQAcD44hCRISSoJaJs7cImF15schxgIn4LB/SBWFydm/VUX4yeAEAIlRH19ha1k5XobjOXjQfIDp5DROh6ePIMZnEwSRF9nX1Tf7sD0bV0tXWSOAJEjwfA/vq+9/4rpikzvTeAJGF2aCa6MaitEihtYQy5llXCxe/ITj5ldZYXQsraY/F/A53CT7gY+hM8SDxgNkVTqANsdNWL7F7NwBF0DmZBz1jxikmed4xJU4VeKeMW+WM8tom21w4DCdnEZTb8J2yRKquzrmc/NMJA6CAA29gTcO30BlRILsUobiNx2nA4EX8Prc60jH0lRd7tnQPR0FoYCf7P0EHjw8bD+EJEro6ZSF3upsYWAPIHESyskydFfHQecAkwmqC7Z9GwmFolKWZ2EmQa0ulmfhXPYcelYPjXGD4PMch4uFi8hH87jbuItULsWy5x2jg6XMEi4ULlC0S2+RXT1agOEasH0bM8kZmC5ZcWVBxmp2Fbqjs/fYdE0cdA9wq3oLI2eE+dQ8emYPfauPttGGKqhIqOT0autt5szSo2S7H7tjXCxcxFpuDcV4EV29C1EUYTh04DUcg8W3FEFhgM+EnMDIHuG4d0yijazhqHeE0+HpI66TQM+tgAuQj+YRV+Iox8qojM+ao5r38Mr0K7BcCz2jh93OLkU1fEDhFazkVrCUWcLLMy/j5wc/x+3GbQztIZ4rP4ffWf0d5KI57Hf28dbxW7jXuAfTI2jw8eAYl/OX8VH1IyiigoFFh1+e55FVs+RsM3pQJZXFU3z4WM4sY2ATDPXa5DWMrBF22ju4VbvFnh19pw9JlDAZn8RB7wCqpOJry1/Df/fWf4eUmkIuksOf3P4TKDwxC9JqGvOpeaS1NKZT01hIL+BHuz9CIVLA8+Xn4fkePqx8iPn0PJazy1jPr+NP7/wpLNdCPpLHv7r5r/DW0VtYSC9gPjpPrTpKHFv1LXStLmRRhumYaFgN+CMfUTGK+dQ8igk6OISixH5nn8WrBUFgrLq/jbAD0AE5JsYgCbSxHzkjxMQYek4PY5/Eg7gYJ7HprFVyPjPPxMa+SYcj3dExskYQA+IWmI7J7OuyKKOgFWB6JgN9NkYNBAgggVrWFF6BKIhQJAWSJGEiPkEwzcBD1+gyjkJrTIMvwzUQBAFUXgUnchAkAYEbsLjX2B7DcsnJxIOHwAs0UcajTb7Ii+QQPotuhWIBDx6aSAO6qEzxlKgche3byKgZnA5OwYOHqpzFMM6iM6qgMsD9s9bNyk2cDE7gwkVr1ILLueB8agdVBKrr1V0dESFC7qWzGnqO4yAEAmsQk0UZrvvIKRThI+CEs0rox/56niMO2a36LWiChqgcRUSKoBgpIojSZ+l0eIqslsXJ8ARdo4uUmsJEbAL3m/fhBR616AkyZlOzKCfKEKoCZlOzcH2XTY4t18JPD35Kw8ezZ48iUYNT+By9Vb2Flt6CH1CscD49j+fLz+Pto7ex09mB4zjEOJGieH3+dZTiJbxz8g6aoyZOBifIRXPUSOg+utYf50uJnMiEyYgUQc/o4f3K++TUCOg68AI6OMXkGFazq1RKchaNv1y8jO/vfp/9eSpU6K6O5cwyphIUewrdOX2rj8qgAo7jEFNiMF0Tg/GAxVrCqXrIcMxFqOY8fI8930Nj3CD3Jc+TS9Ea0NcuRpBUk+ibfdxr3MPQGtLnnReY29f1XeZK8zwaLAkcDRGaehNL6SWYnokXsy9iMjGJ7fY26uM6RvYIS5kl1tyVjWRZ69LIHmFkjzC2yVEQtriO7BEUUcH18nVkI1nm+O2bfVRGFcyn5z+3uHO3fpeJEmktzQZ8Y3uM6rCKu427FKXheczEZrAj7qBv9GE49Hk3PRNts42tzhZrYgxB/zElhqn4FJayS6gMKnR92hRlUiSFubtK0RIeth7icHxIzVRqhp6xvApVUjGXmcNKZgXZSBYje4Su1UV9VMdWewv3Tu+hnC/j+YnnsZJdwTsn76AQKWBoDeH4Dl6ffx0XCxdpCKtEca9+D++evIu+1ccb+2/g3ZN3mbuxHC8DHJBQE8QfAocLhQuYTc0iqSYh8iLaehs/P/g5phPT1ML1WNGG4zvM4RXGvxvjBjJaBoe9Q3SMDquc5zgOEi9B4AX0zB4icgQpJUX8M58+d4H/yH0m8vRZikpR4vXEJhAEAe1nzlIenu8xflQEEchRctALvAAB5BAcO2MWScpoGSbWDOwBFtOLKMVLrIL8cX7lkXr0RFzyV11ho/TAHmBokdOrY3QwNOmZ8r2d72FoUvwybH/TZA1eQPDyc5lzmEhMQORE/HD3h7hUvIT/5sv/DUuEqKL6ibNIWNyw3d7G6ZAYqYVogSLHkRK10o1r7LNUipXIzdbeeqJhNUDAnLyGY8DNEn/ndv02OjoNT8I9SjFaxF5nDzeqN4gf5DvoG33Apxik6ZmMP5RQEljNr2IhvQCA9uDbne1nvoZ/5wUeJyArVuhyaepNmmSpScwkZ/C1la/hx/s/Ri6ag+3bVEV+ZvuLiBEIEFAb1nDQPcBh75AAggEBlP7hlX9ItlHHwr3mPfxg7wdE2/ZcFGIFKALlJU3XRN/qoxwrYyG9gHw0j7SWJhYEPJRjZbKcc0DNq7HNYlbL4vrkdUYtF3mR1X/Op+ef+D6DIGCZ/uP+MR62H2JoDalim5dxuXgZfuCz5paTwQlu1m/CcR1Uh1VktAxKsRJUQUU+mkdKTcENaHMn8mSPDi+05rjJanoDBHh15lU0jAZ+e+23Wc5Xd8jS3dSbzH4XkSIoxUqfqCXvmT1stbeYMrzV3oLpmshH8jifO4/7rfsY2SOIvIhcJAdN1LDd2cZ/uvaf/v9V3AldJR+PNfXNPhrjBgzXQD6Sx3qeoMch3+azGqM6RgeVYYUa1z5DtAlp8YVo4VN/ne/72GxvAgG9P9udbcwkZnCrdgsHvQNMxCZwr3GPcal6Zg+tcYvalgSJ8RWa4yaykSyWM8tPwN2eJULZno3t9jYTuP42K6y9XMwsYmgPn3DgWK6FzfYmA5XXRjVEZRIrwra5p7mEOkYHY3uMF6de/MRrHD54O0bnE40CzP131igQ5u8fth7iYuEi6qM6YnIMS9ml/yBxB3gUHXv8dQuFqlC0auktis04JsBRHKFn9eDsU7tSJpKBDx+aoDHwIkBch6E9RCqSwnJ6GYVYAV7gIakkoYgKHaw+psM5ngPDNtAxO+iaXXieh6PBEYJegMnEJAbWALqj4079DsqxMmsXqg6ruFG5gZXsCiyfAH/vHr9LfLP2bbRjbbT1NtJyGiOX4KHZaBZ2YCMhJUgEjuSxnF3G8eAY2UgW8+l5BEFAzAk5imK0iKP+EU6G5AI8XziP90/fh+3YbFNUTpWhiipqoxos10JUikJ3dBz0DzCTmIEqqHjQesAmMWObHE2yQPfik8EJitEiFtOL+Kv6XyEqRbHR2kDP6OF27TbuNO6grbfxpbkv4UL0Am7Xb+N0cIpyoozWuAXd1eGbPptcJ5QETMdkh5V0kEZSS7K2PJ7nofAKm4SxZhLfQstsoTqoojlqQhZlLNqLrGnR8RyUk2XkIjkUYgXaoEkqJpOTVIcNHrUhPROnklMYm2O6p7a2CQ7JUdvTF6e/SLFfEMA8tJj3jB5z+/32ym/jUukSTgen+P7u93HUP0Jn3IHKq5hPz6NrdVEZV9iAY2SNGKQ3rsYxMOkANZ+ZhyAI6Nt9fHnqy/jRwY/geA5WMit4fuJ5/PH7f4ydzg5GFgGLKwNqr1zOLGOvt4exNcZiZhH/653/FY5LTZn1YZ04QbwHWaRpqiIomExOohAp4Ed7P2JVwPeb91GIFVCIFiALMjzPw3c3v4uN5gaichR/dufP8IuDX0AWZZQiJXxU/wgX8hco4h04yCgZ2J6Nhk7Ro9n4LMrxMniex/3afWx1t9AetKFDZ24OAQJ8z2esHQHC56o5DxcHDgoUpCIppJQUBs4Ahkn1zbpDETkZFB+NyTGM3BFEQcR0dBq6o+NWjarZBY6ENdsj8cP0KG7ieFSdHIA+3+VYGbVxDeDAaq4FkFNI4AU66MjU0rSaXYUma3j/9H2M7TFaVoucRGfRkjCiKAuPGqX4gIfPPTrsO74DQRBgmAZ4jv9E/XV4TxIEgbVP8RwPMRDZ98OBQ0bNEAuB48EHPI7NYxL7BREarzE+SkSMQBapVS4ux4HxJ/46AMBOcweCSDxCiCSA8hyPQqQAjucQ+AR/zmk56K6OgAue4DkInIBACGA7Nnu/ZZw1xfDyJxhwoXMyKkaxmlvFuyfvsrh0c9zEW0dvYWSNkNWoQCMU7bbb28SYOovpJJQEa7t52HwIRVTQGDZYnDMqUm2vKqsQLAFNvYnnSs+hKTQxm5pFfUj7y4FFIkhWy2JRWcT9+n28efgmaxILEGAxs4ie2cNub5cNgkqxEl6ffx1b7S24gfuEc+fxZTgGY3J1zA6m4lMoxotw6y4m45PIRrK4ULiAV2dfxc3qTZpsBz5ykRz+Zutv0DEecdBifAylWAn/+Po/Ri6ao5pvl1qWwnrukN8YDlEzGtXX46zF9eP7Nc/3UB/Vqb3xTIBUBIXKWJwxukaXCSpRmTg2GS3DPoePD8DC/VPf6mNCm0A5Qe2WWY1gxIvpRQDAD3d/yN6zV6dfRTlRJg6Uo6M6rGJkj0iokmOISlFkk/T7a6MaHN9hGITHD7S6o+OgR8++x0U213efiNqHLom+2cdmexONcYOG136A0yExQcLWsJP+CWaSMwgQIBfJgQs49K0+9np75FI4Y1xZrgWZl6lNSk7ioH+ArtVF1+iirtcx5dA++VLhEhOANFHD1dJVjJ0x9jp7dNi3h1QUY1LJQClWwpKyhNdmX6MIOk9u5LeP3sa7J+9iPjWPV3Kv4GvXv0YO7v4hToenyEVzeGXqFTi+g4XMAnZ2d7DVoejMn935M9xp3EFCTAA8vdcT8QkspBfwBxf+AEuZJSYChnt8VVRhOAZ2O7sYO2NEJBryH/YPMXbGbA/n+R62OluoDahpbmANkFJT6Jp0DTkuweYDUBGQH/hQeAURmWLx+UgePE+lHOHP646OkTNijFPDpoSB7ugQeZF+HXxyoJ7xWuMKOVhiMrmA+1afSi3iRUzGJxFX4p/4nNZGNZQT5ae62j9rPQ5PDh2/YbRsZI/Y+ylwxAryQG5iSZDYvnRsj+HDx3p+HblIDrvdXUiChHwkj3O5cyjHy5hJzeDbD7+NAAH+29f/W2QijxAWoSvKcAmyfNInV1mYlFnILOC1udegiAq2O9tIq2lIgoTFzCJrKQ6CAPu9fRoEnkU220Ybp8NTDIwBdju7EAXi1hougcSzkSwkTkLX7OJB4wH2e/usWTatptnAJXzfs1oWl4qXcKl4CUk1ibEzJsHLGsF27ScKUT6+/qMLPBzHTQP4EwAlAD6A/08QBP8vjuP+7wD+IYDm2S/9vwVB8Ddnv+f/CuD/BMAD8H8OguAHZ//9GoB/CUAD8DcA/lnwGYRRP/Bxu36brOiJKTxffh4pNYUb1RtAAOx192D7Nvp6Hy29BYmXqD2qd4yT4QlxQgIfV4pXcH3yOo4HxzgdnML1XfyL2/+Cav7OWBoRIQKFV5DTcqz9JKUR++ClqZdQjBch8zKzwecjeZTiJapJ1zJIKkmaCLa3MLSGWMuvfeLhEj78dUdn0LGT4QlFQngJmUgGEidhJbOC1ewqxs4Ydxp3cL95Hx2jg7Sahu3b6OpdJGSKu7w2/9oT+UvHd9Aze7A8ukH0zT7B77QM0moaaS0Nx3XwQvkFXChcgOM7OPQOCf58FmkJYy1hzOpZy3AM3KzcZHnQ+rjO6P8do4M3j96E5Vls8tAat/Ddre/iN5Z+A4uZxV/hSvz//ToeEDejHCc7aRjp4DmeQJJahk16NtubbNryaatn9nAyOGECyqetsAUhhDp/nIHzOAfnoHvAoF63arcwlZxi06fJ+CSLTIVRQIET8OW5L7NpkyRIqI1q4Dkeq7nVz9VKpjs6djo7KMVKnypAfVpleM8kN8FsahYHvYNHYo0gEffAGmIpvYRz+XMYWAMIvIDz+fOf+vUNLZqULGeW4Qf+Ezl6wyFnTtNuUqXo2YZPkzQ2uXt8+YGPzdYmkkoSbaMNAJhKEkzvV1mPx8ccz8Fh7xB9q4/JxCQ2W5vsdQmhc48LVpIoMZddJpLByBlhJjlDWeKz+JHEkzNJFVUI/NlkxhrTJuyx7yl0+emOjrFNzKvGqEFNMaKKpt5EbVTDK9OvwAuoAeekfwIBAoNuj5wRbM9GTKZGgAfNB8TAUOPQXR36SEdaSSMfy+NL+S8hiAZYy1Kj1PnkeWiSBh8+KoMK2d09HdloFg+aD6ha9DEocMjgCRCgOqpSRlyO4bBHbYfh/SiqRDEwBqwRQhVV+L6PyqjC6mgjUgTz6XnW8qE71KS10drAZmsT5XiZANKjKlpGC1kti73OHqqDKk5xitXcKtJqGsf9Y9ysUiz49YXXEZfjOOgdQBEVBvk8GZygNqyhnCxTHluJw/ZsrGXXUB1WIXAC6qM66uM6OyDtd/fhgSCxtmNT5ESJoxAv4Hz+PMb2GJqkYTW7irnkHASesuSyKCOwKErbNbqspWs1u4o3Dt5AwBHTZjJG4MvLpcsoxorIRXL4/vb34fgOYlwMk4lJZCIZ1ghjOAZSago/3vsxNlobGNkjpNU08tE8Tsen4DmeKonlAQI/wMAewIMHlVPhBi5ScgrrhXWYnslE0oJWgBNQRexCegFfmvkSfn7wc2y0NqC7OjKRDI5rNDFXJRXb7W0MzAGWckuwPeIPLaQXcDg4xP32fUSECGsPCq3Tuq3j/f77MB36e7faW3h19lXIPA1RYlIMO90d3KmRYLfZ2YRpmbB8C0vxJVT1Kq4Wr2IxvYg79TtIKSkc9mn4MzSHbGjSNtoYmANURhXwPg9wAB/wkHkZfMDDCiw4cBg8+PPClEXQ16iIdKh0fZdaCB0LQ3eIAAGiUpQCs2ef5/C1MRxiA5qOiaSaBB/wSKgJWA4dfKNKFLfqt9hBDAFYhbLnedSG5QdQZAWyI7OYWQiPDyMTD5oPyOY+qtOm3CeHSiFaQDlGTBXHdagswjMRUSIYOSNEBfq6PXh0zYSOr8eYOuzee3Yo9TwSSQJQ7FSAgIALEJNiMD3imzgeiX5NvcmcnAAgi1Tjbbs2m1j37T5iwrMLGpLRJDSZ+C0y6HDjBi5K8RKqgyrGHkGsw3hl4AfsvQgFU8unwZnt0d8rCAQ7DWMojy+O41COl8HxHA4HhxRt5XmMrTG2OjQ5VkTiLbWMFnRbJ57WWRxnp7MDx3eI+5GeR9NoYioxBcd3MBWfQttqo2f0MLLpvh1Gd0f2iDUDOb6D2/XbrNUxF80hp+UwtIb4ztZ3MDAH0ETibOWiOXaPSSpJDK0hO5jcrt7Gm8dvPlPMjEgRijwI9Dy5VLiEdISinof9QzooOQauT14HQO4mnudRjFMce7Ozian4FOo64RD8wMe18jU09SZOh6efaArKRXO4mL+IQuzJ/UlbbzOXsusTfLatt3G/cR9bnS3ojo6YRA1AHM+xApFClO7F+WgeUTnKRJzPcmHbLh32R/aIQKzgIQoiblRvYGAOMHbH5GzJLEEQBHIsnjV2ZbQMY1ICNGA8HhzD8z1MxCeQVtNPPONdn5wR9+r3kI/kUR1V0TW6qAwr0O0zEOxZy2Z43YbteJ7v4drENYKhew548IxdGja7VYYVaKLGrifLfeRoChCwwgDbt5EQEhBlEZPBJJJyEvcb93GpcAnncudwMjiB7uk4GZxAEUgse9B8wFIXjuvQHiaaQ0JJ4NcKv4bZ5CzeOXkHIi9ip7ODn+79FIf9Q6S1NNYL63hl5hXc37yPn+7/FIZLvNELuQv4xrlvIB/J48PTD9EcN7Hf3ced2h3cbdyF5VpIK2kU4gWsZFcwl5zDQoYG9bPJWRK/LGqG22ptoaW3EAQB497kI3lUhhWMrTEM12CO+dDBGGI0NEnDYmaR1YOHQ7bZJEXgQgfk2Bmjq5MYFpYFhXvHMEJo+zZzpMuCjInYBF6YegEpNYWETMxWUXjy+O8HPsUyB8eISBGsZFeeWVRjOAYBmj82HPUDn/F8Bs6ARfLC6yB0mDm+A8/3GJ8z3Mv6PrkdVUFFOpGmtsYzQ0UIQA5vjxcKF9jAPOQzngyonTL8PG40N/DX23+Nb6x+A4Zr4LB3yNz3IWh67IxRH9cxtIZQBRUvT7+M9fw6onIULb2Ft4/exlTijEt71lpdH9VhuiZd+2YPs8lZWB5BsZt6E7qtwwnIDWR5FgI/QEJNQORFaiE9i6M39Sbqep25++yAMCvlWBnXytdwqUSNp0NriL7Zx9HgCGOLiolCcTOpJJ95X/nfw8HjAvi/BEHwEcdxcQA3OI770dnP/T+DIPh/PP6LOY47D+AfAFgHUAbwY47jVoIg8AD8vwH8IwDvggSe3wTwvU/7ywVOwG8t/RZ4jkff6rOKwv3uPob2EL5PTTcDe4Cf7v8UXaOLqBxFOV7GF6a/gEK0gA8rH6Jn9fC93e/hRuUGTM9Ew2hg2pnGUnoJcTlOGwOrj3KyjJX0CqaT08hqWRwPjzGbnGW12bZnM7jxtclrrBnm8VUb1TARm0BCSTDoq+7oaIwa2O3u4lbtFhIqCT8ZNYOclsN8ap6suEYbJ/0TZLUsHrYeQhaozSEejeP1+deRUBPY6+6hOqpiOjGN7c42iwuMnTE2WsTJKCdoAjyfnkdaTSMAOYS229t40HyAlewKJhOTcHzKbBbUAi6XLv9KdeQje4Sf7v8UzXETr0y/gpnkDESeHiTH/WM4noOYHMOXy1+GyIuoj+r495v/Hs+Vn8Ol4qXP/ff8x1jNcRNDa4iF9AJOh6do623E5BhmU7NP3BSDIMBudxdxOf6ZdsWBNcBh7xDL2eWnuj8cz4HhGegYHdiejc3WJnuQGQ5VYYYP8ser6HsGMT9WMiuojqpYy6+hEC3goH+AV2dfxUR8gm14TwYniEgRXC4+CdvrGl00x81PhUg/vobWEHvdPZZJD5koTxNxnlYZHloo23obv77460+FR9dHdQi8gHO5cwiCAMf9Y8yl5p769YWTu67RxcPmQ+SjeWy2NyEJEnPkhLZ2iZdwS7vFbJCftkLRaWSP4HjEr/j4+xxmqMMH3+NCTvjv4WsgCRJG9gg94/9L3p/G2pme6Xno9Y1rntfea+154B7IIotDFWueJHWrJ7c73Y7dgRPHDhIjiXFs/zw/DAQIcBIc5E8A4yBA4MRwbLg7duBux2q11K1WV0ktqQbWQFZx5uaexzXP3zycH+9eX5FFVklyt30An1cgRFHkXmt96xue93nu+7q7nJs4F6n3Hk0LeHTdb96PrJu2a9MxO+iyzkRyQiS4fGGN2RAds0M1XY0eFI1RA8M16JgdVEXF9cR702SNXCKHFEqUEiXeN98XasFRjY8OP2JgD0QTV1Lo2T0+Pv6Y2cwsoRSS0TOcKZzhk6NPWC+t8+zks0hIJLUk87l5kOAHez+gJJXEuZKfR5IkzhTO8Kdbfxr5tUu6iPDVVT1K4kjrabHJiIsUmLG6ciG3wOFQ2BVkZOayc/TsHo1hg0KiEFlLTc/kYfdhpCxTJQFs/eT4Ew76B2T0DHE1zl5vD1mSmUhNRBvj+6371AbiXjhWbF2duspqaTVS+WRjWc4UzyAhUTfqpPRUtNk+HByKwm96IhoEHPYPaZpN9np7vLf/HjFZJBRavkUxXhTS/UyVCxMX2OvtMZ2ZJmkJC0glVWExt8jd+l26VhdNFfaYmBJj4AzE57EzJFOiaDwZnURxyT2nxy8t/hJ1o87zM88L///gGFVRSemCqxPX4iTVJHE1zkRygqEzpD4Un2mnuxPZcW/XbnN1+iq36rfQVZ3bjduCG2AJ4KCmaMQ1kZoSV+Nk4hkWC4tsdbbY7e6yWFikNWpxu3mblJbiUuUSn9Q+4UfbP6I2qpFSU9xr3CMdSzMZTNIwhe2wmhFRpB2rw/nyef7l7X/J/eZ9Llcv07batDttYkoM0zVJqSmOh8eRIk+WZGbSMxiuIdQgssLAHnCzcZNSTDQQe1aPrt8VEdKhS0JKkIvn+Pj4Y66fXKccL3M4FEmHuViOYqzIUmGJk4FgocxkZvBDn6POEUAU4w2iWTOOyv5ZVkpOsVxcJqWmBMfHd9BVYfnrOb3ImhQEQgE2nZ6m7/aZTk/TtbpU01XOl8/jSR6Hw0O6dhfDMbACC0kWUHbP9yLFx/HgmMn4JHldsHNkWTSoVElYwcfRu61RC13XUUwRwTze/EuyxERygr7bZyoj0kyG7pDAEzXXeHPsBOJZoKISEIhmizOKkhMVWYma4OM1PoYJJRE1eXRZKIICXyRqhYQYnoEkSXQsYdM46B9guVbEhxvzwPpWH8dzMB2TRPwr1JcSjKwRBJCP5xk4A1RZFVHVI9FYGA93JEkSke9KImJfuL6L53soilBx5fQcQ3eILgv10Bf7fJqsEYYhTaPJQnaBg4FQFW51t6JmQGPUIKOJ1LfNziZNo4kkS6wX14Wt/1S13rf6bLQ2MByDXCJHwxSDjJgaQ0dnrbBGs99EQmI2N8urs6/yXus9Nlub/GjvR/ihz1Rqir7dpxwv82c7f4YcyiIpaVRnKjWFG7rUjbrYrPk+dig29K7vRpHn253t6HOOEydB8IbyiTz3W/eZTk9jBzaXKpdomS0uVi5yq3aLv3Xpb7FSXIn4LpvtTdaL69xp3qFpNVnOfv7cjmtxvrH4DZYLy09YMppGk7ArYrWDIBDKAbtHzxKQ/rSe5nb9Nm2rTcNoRCqp2ewshXgheq+lRCkKMfm3XbZvM/SH7PZ2CQPR/BjHrY9jw6ez01QylSha+ou1QMfsRIqdUqIkGGX2QPBITlUwhmsIm/HgmExMQF7Hg5B8PM9kcjJirtiBYF8ZrsHd5l1OhidMJCfY7e2KsIzTgbAui/S5XDxHw2gwlZ4iHxe8Jsd1uKHeiGqcuCaaUpV0hfXiOrlELlK3jW3i09lpZrOz9KweMTlGMVGka3cju0zP7jG0hwzdIZIs8fLcyziegyqp3Kzf5IP9D/jOg+9ENc6vrPwKC/kFfrj7QwGGdjq8VX6LteIaQRjwrQff4mHzIYP0gM3OJjfrN/nk6BOhBpRUzpTPEBJyqXqJy9XL7PX3SKli85/RMxHofQz5PR4ei2h7LUZtWONW/RZ1QwCtc7EcU9kpFnOL5ON5VEXlne13RAx6bjbah3WtrlBmuUNOBifoqi6SzfQUmqSR0lPCSiUpDJwBIOyN1XRVDOITIg1uXEffOLnBxcrFp9bGfiAYW7VhjUwsw0pxJbL2jdejyVfjwbLhCAWY4ztsdbZIakkyeia6V59YIqE0CIIIe/Jo4pWLG6nsvcDDC71IbajI4r5f1IriZ0pKxDuL63FUT+WNhTcee48nwxPRuJEUdvu7tEYt/vGNf8zXFr5GLpGLho6lZClqWG53t2kZImhhpbjCufI5UnqK2rDG7cZtTgaCo6fICp+efCquxdNn3tAZstPbIa2muVW/Rc8Sz99xraHICivFFaqpKlOZKU5GJxz2D6MmV31Yp27UiSkxikkh8FjILxCGIWulNTLxDD2zx/3mffp2n5bZEsO909j5yfQkxUzxK1N//503eMIwPAaOT38/kCTpLvBVXo3/CPgXYRjawLYkSQ+BFyVJ2gGyYRi+ByBJ0j8DfpOf0uCRkLhdvx3J10PEg+ZkeMLJ8IR399/Fci3aVjuCEcuyzFHviJu1mxwPj6kNa+RjeRzPIaEloo7uhcqFqOhVZZVnK89GsYcpNcVOb4e57BxJPUnf7keyrnGX/4tdfT/waRpNdru7TCZFY+locETf6kcy1ISSIKNnWMovRReG5Vk0zWZk2bgweUEQ2ZUYbbPNZmeTs+WzqIrKRnODzxqfMZ2Z5hPzk+iGUkwUWS4uU0lXqKQqkfyzZ/U4GhxFUEJVVrlUvcSvnPmVx6LvEkriZ9r4h6GYytWGNW7Wb+L6Lr+x/hvE1BgnQxF7WE6WmcvNsd/b50L5AqosmAA/2fsJ1XSV1+Ze+6mv8+9yDWzxIMjFcjxoPaCULHG2fPapipvt7rZIU3sKO+bRNXSGbLQ2mM3ORpLFR9U4Y7/szmiHUrskLIejZhRPrSkaKTX1RAKV4zvsS/u8sfAGB/2DqOv9oPWAxdxiZP8Zx6zbns1aae0xC93QGbLX2xNQu6ecs19MmaqP6uz19qikKmx3tyMp/qO/xlLlR7lRX/y591v3WSosPbW588XUsr3+XpQkNwZBP8rJGd+kDwdCaTH24n/ZA+9nWccD8SAfMybiahxN1tjp7jzWvAnD8DHVja7oX8rO6tt9dro7vL7w+pfGkz66xtPeoTvEdm3m8nOcuIIFdKdxBxD2PCdwBAh6cMLd5l0yekaA8TwjuieOAe6EiM3QqMZnJ5+JjaMsczw6pj6qCwipYzCTmSFWiPHS7Ess5hf5n370P5GNZZnOTkexse9sv4MkS1yZvkI1XRUbLsfA9m1iaoxj8xjZkqmmqyiywnpZFOoxRbDGSskSG60NUCCrZoW1R8+IeNtkRYBDB4cooYg6bpvtaFO4UlyJpMbZWBZd0mkYDR40H0TA6VxcNIxSWorbjdvE1biIdx4eR1yXcVNkYA/Ix/PUBkKVUE1Xeb76PPv9fVpGi5SWEg05VefC5IXIpvvZyWfYvi24Yc4Iy7UEALuziSzLUWxw1+oiJ2QK8UIULTudneb1hdf59sa3mcnMCMuvb6HIAnpv+sKbHSB4bONpzsfHH9MyWxQTRcH8CGz2W/s0hg3mcnNUM1Uq6QqTiUkKiQItq8X9xv2oOHxl9hVRaKFwu3Gb3e6uUOb0D2mZLSRZqAquTl9ls7vJncYdkdaVyAswa+Cz2xNqg7FNIfBFIT/0hNJnMb/IZGqSG8c3aJttfuvsb/Gte99irSBi7re729w4uYHjOQLG7Ts8U3mG1eIq/+T6P8FyLVRJjWygz1af5U+3/5SPTz7mucpzglfhDrlSucLbu28zJU/RMEUSXEJNUMlUWM4vs9UT9oGV4gqu5/LO3jvC1pOu8J3N77Dd2WY6OU3H7BAGIYvFRT45/gTHc1jILZDSUnTMDul0muennmf3eJed3g5ts818bp6+KQCXJuYT1++4SfHTVkyKiahcWWdoD8Wk3RcWasux8PEF0DtewkE0WOZycxHwPabFyJFDURTqphgU9c0+hmfgyqLhUEgUBKgblc3eJkCkOO65PRJaQjQmVKHIdXwHB9GU0WSNc6VzJPSE2LxLAphbSBQwPRMN0aRoG22KiSIdq4PtCgixF3j4vh8lvozva24oNpkBQbTZ4gu17DhJa6zyCQhQQiXixsiSjBu6UXMrpadI6kkhhXcEF2Sc3mY64lqKa4I3sT3Yfup3oSAg/OPj1XW6FGIFRo7gVSSUBL7no2rq5xYeVcTkKpJCx+kI4HIojq8TOCBDIV4QYHOetGjdbdwVAzBJFWD4bF40y/UkHbsjOF2yaLSUk2VysRz5WB5FVqJaQlEUXFcM5GJKjHMT59BkjU+OPyEjZZBCiVwix/HoONp095weI2/E9ePrWJ7FYm6RoTtkNj3LB0cf0Bg1BIjdrFNNVknEEvi2UC1ZgbjPXaleQUXlnd13mMnMkNAS/GTvJ9Hn09GxEE3OlJbC9m0SagLbt/mN9d/gTPEMo9qInfaOYOWpGt++/2380BeDAFljsbDIv7z1L4kpMTLxz+0kM/kZVsurxNX4Y6DaviMivq+fXI9AsePgFNuzkSSJbCwbJWFemLjARGqCpCYUgePk2r+IYA/Ls/jw6EPebb6LsWfw3NRznJ88LxRhg2NmcjPMZeciLMNY6TNyRlEDZ6+/h+3Z0bBnQ9qIVKkpLUVCTVBOlNHTOvv9fcrJMuVkWagQursM7SH3m/fxAk+khMp6tBk/Ghzh+A4vTL+AJEncqN2ga3YFdFsWVpN8LM/AGzCTmUGVVezAFklsCaFgeXHmReFWkLUoYfTy1GVSeipSFY5fMxPLsN3dZre3S2wUiwbirVFLQMY9k5SWopAskPJS+L5IPzMcgw8PP+RodMSzE8/y2+d/m3w8z/Xj6/zhxh9SG9a4VLnETHyGcrKMHdiR4rdhNPjo6CM2OhsUY0VM3yQfy/ON5W9wtnSWH+z+gOemn6NjdYgpMQ4GB/TsXsSstD0bwzHY7e2yVlrjuannyMaFvTwmx7jfuo8u65i+iS7r1I06DzsPOegfMHSG5ON5ToYnJDVxbxonGYeBYOa1zTZtqx0N4+ujOtPpaeYz85ydOEtGz0QpVD/r8gKP+qjO0eAowmfIkuCyNUaNxwaR4+SrcQ3bMluUE2XR6FcFdD+hJKJGN4DlWwysAZZnRSmdY6atLoshriZrhITElTi5eC5S142B517gcTwQKWxT6SkmU5PiOSCJIftYeV8b1rhdv81KcUWkN8oq33rwLV6be42///Lf57PaZ8zl5iKMw1Zni8aowdAZMpGcEAm6QcD3tr7HQf9A8Ci1DB27w3J+mabRFHWlJIn0Q0lmuyfSPXt2j2qqykx6hnwiH9m/Tc+kZbbY7+1H6iNZkhnaIvSjb/eJyTHOls+yXFwWDW3P5uOTj0WKpRLHcA0G9gAPj6QqVFXT2WnkUCaUhUp1Pjf/pd/xv1cGjyRJi8AV4APgNeDvSpL0N4GPECqfDqL58/4j/+zg9M/c099/8c+/ctmBKKy7dpej/hH7g/3o5mg6JoWCaIRU01UyeoabtZuRJSEXz/F89XkMzxDpAUc3RHeSkFKyxG+e/U2SWpKd3g5nCmcoJ8uEoZAg3m7cJqEnIr9eXI3TNJr0rB7nJs4hSzIDe/AYfHgMZDvqi4bKWKoWU2NMZ6ZJaSmROmGJhw+SKBDGXf69/h4XKxfJxrL4oSiwj/vHaIrGZmczioZbK63x4vSL1Ht1HrQfcLZ8Npre73Z3kZAoJ8tRJKHru6yWVhnYA4qJojjZf84H27h51TAaKJKC6Zkk1SRz5TnqozqSJDGZmowsEvea91gqLBFTYoIp1LhLUkvy4uyLP9dN7C9yhWHI8eBYpPxkpiklSyLC+UuOxViFtFpafUwq/8UY8a4pGESTqUkxVT6FaEevSxg1RbKaiNwbuSPeWHgjauQ97T04vohnXCmuRGqOpyVmBWHAVkdAlFdLq1HTIwgDBvaA243bTGfEBLg+qn9lZHjP6jF0hrwy+wq5eO6pqpOfZe10d0hpqadauyzPYqO9wUxmJnoYbbY3mcnO0LN7kZc+raeZSE5EjZJ7zXtcnLxIJV154md+cY1tY1+mummaTQ76B6S1dGSNmc/NRz74R5PsftbUANM12e5sc6Z45mdq7ozX0BlGqTMtU0jLx6BgRVIemxwfDY4IAsGB6fkC/jtOzBnbAzKxDIVEgWq6ytWZq5iuyeHgUKRGlc+R1JK8Ovsq39/+PpqiISFxv3mfrd4W09lpMQkPhVy4btb5zfXfpJAooMu6SFKTdTKxDO9svYMXiKlNUksym53lZCDUJUlNqFNaVgs7tEkiEvsmUhOYnimaRWHITn9HKHcyC9RGNSqxCn7os1Ja4f2D92lbbUb2CMdz2A/2Wc4tU0qW6Fk98vE8ru9Gkmlv0qOULHE0OGI6M83ZubMktARDdwgHwnL4Wf0zdno7/Pb53+ZgcEBSTeKHPufL53lx5kV+fPBj8rE8TaPJg9YDHrQecLtxm9XSKiNnRH1UZzY3K5qWIRH3SJZFIspEYkIUb7lpVEWkRxUTRXHvNk7IxXOPNQQTSiJipx31jzgaHokCMT1LEAYc9g85HB6S8TJ4cY9issivrf0aG+0NZjOz3G3e5a3cW8TUGOcr54krcVJ6imcmnuG9g/fY7e3ysPWQTCwjwMenzdOxnetkdML7B+8ztIdMpicje3EuniOhfs6Om0nPcLdxV0RiBwGFRIGLlYv4oc9Wd4vV4ir/9MY/xQ99qtkqh8NDdju7FFNFvFDASNcm1sgn8mw0N2ibQk0yhoZfqF4QGxHPoRArsNcX97jF7CLHw2PKiTJBIKCH08lp3lx4k4E3wAkcaoMalVSF+l6d3f4uc5k50mqaH+7+kIctwehomuJauli9yGJhkVQshRQKmO6NoxsCsqom2Ohs0Bq2COJCvbDT2aHrdJ/YtP88K6NmiCtxhs4QXdUpx8v4oU/DbERsJhmZYqIoVEanTYq4EscNXfF84PONvmEZ1Ef1KDkqFotRSpZYK66J2PhT69TAGQirjGcQk8W0eMxYMV0TTRJNmzFQda28xsfHH4vXU0STdWAJFY8sywycQRQ9PVbvjEGgmViGhtnA8QXAPSREDmWk4HN4/xik/MXlB34UDy9JEoqkCK5REBKPxZlJz3B24ixBEETN3ZbREg2dpIuuCgvDwB5E8fDp+JdbtCRJQlVUpjJTohmAhOM7dMyOgJNKCoqqiOe856ChicaYrNC1u4CwhiW1JG2zLdK+TjcPPav3hHXJ8YU9drmwjOVbxGQRunF56jI9u8fXF74uroHJCyS0BF2rS8fsMJmaZOSMBERVEcOHO507ZPQMjZFodAYEnAxOkEOZaqbK0B5GgQlT6SlURWV7sM2JcUJcjtM0hWrh2vE1gTQINRp2g1wsx/rEOqVEiRu1G4IpFivw2vxr5OI5/tXtf4Xpm/zymV+OGtuSLwauuqxHKjbTN6kNRDDImwtv4oc+J8MT3tt/Dy/0WMovRSmgi9lFPtj/gLOls2y3tzkaHnGlcoX93n507JJakne234mgp48GCWiKxlJhiV9c/kUSaoKBI5Ju3j94n6SW5GAgnu+Xq5cjVeafl6sXhqFQvtgDTkYnbLQ22Gpvcf3kOlk1yz944x+Qj+cxPIO7jbscDg7RZHH+3GncwfRMPN9DVQQX03RNklqShdwCxXgRXdWjessPP28Ejdmhx8NjPN+jnCyL+8kp7DkbF3WlH/q4vlDJub4rmDtDMQC5fnJdPO9DicXComA6OUOms9N4gcer1VeZy4lUonH9Yns2n9U/e8y2Pv4exteu4Rr07T5BEHDYPeR7m9+DQAyZiokih4NDgiAgqSc5mznL1ypfYyY7w4/3fsx+d5/3Dt4TQ5TAJqNmOJM/Qz6R51/f/9cYjsFUZooXpl/A8iy+vvR1Nm9tcnX6Kq2RgB//ePfHIiVVFjVsIVmgbJe5OnOV5eIy10+uIyFxt3GXSrpC3+4jS0LJOGa29WxR92ZiQqkfhAFts01z1CQgYK+/RylRIqNnmM5OIyFRG9Z4Y/4NunaXpfySAH9boiY7GYkmRNtsC1VOvEgxWeRi5SL5eJ7j4TGlROkxqPEX13j4OkZunAxPhP3eEaDgxqgh3BenNfbAGTwWWR7Vr5IagYuj1KqhUCqOU6UP+4foqh5ByIMgYOANokHe2MqlKRr5WF40ck6bOY8m143XuBZuGS0ysQy5WI6hMxSpzoFQBBquEQGl+3afV+deJR1LU0lV+N8/+d+xPZvfPv/bkapxv7fPTm9H8FEdk4nUBHNZYW08GZ7Qs3oktSRXp66S1JI8bD+MoPTjPUUQBByPjnl3/13ao7ZQUuvCVqrJGg2jwXsH77HX38PzPG6f3CYVT5HVsxi2UMqOQzLOls/yjeVvkNJS4lq1BVB6DCO3VRtVUTlTPBPxE93AJaElBAuyeEak2X7FPUn6KQibv7AlSVIa+CHwP4Zh+PuSJFWAJkKo+f8CpsIw/C8lSfpfgPfCMPznp//uHyPsWHvA/zsMw188/fM3gP9nGIZ/+Smv9V8jrFzEKrHn3/jv3kCSJJJqkkltkqX0EgNvwPfr36egFXi78TYT8gRrhTXKsTIT2gRJNYkZmHTcDsfmMQklQV7Jc617jZpV41L2En9n7e9wbB6TVbNCbisppFUR8xkQMJ+cF3DA0KdhNTiyjijpJRGPfuqbH3pDunaXltuiZbdAEhCvucQceS1PXIkLOJ90CqYKXPpen2pc2EB0STwcD4wDMmoGWZYxPEN4+QKfM+kzdN0ua+k1HgwfEBAwmxD+67dP3uaj7kf8D8/+D8RlcWEem8dU4mKTVLfr6LJOTstRt+rk9TxFvcjD4UOWUksRNBBgOBySTj9ZFDmBQ8fpMPAGpJQUeV3AIG92b5JUkyykFihohShm2A999o19clqOnJbjxDqhaYubZEErsJBaeOI1/l0vP/TpOl3aTpuW02IuOcdM4sne4phm74UedatO1+kyERcPTdM3I7/sOOIyDEOc0KFu1ZmMT1LQCtEkQ5XEVFSTtAiMBuI4DxQhCZ+ITXzpew7CgD1jj6yWRUam43aYT87Tc3v03T5ziTkCAuzAZs/YEw0CrYCHJ86zUEhqG06DolakFBOyRlUSwLAvvi+Aht1g6A2ZTcyiyf/2TbiG3cD0zeg9OoFohtmBjemb7Bq75LQcRV3wpup2nan4FKVY6bH38+ixODAPSCgJJmITglsRepEsdPx7NxSTCsu32OhscLZ4NoLXjT+vKomJc82uUdAKdN0usiSzkFwgpnw1M+mrlhd47Bl7lGNlstpXQ7iDUBwTy7f4k9qf8GHrQ5JKEiuwSKsCkncmfYaN4QZaqCEpEioqZmBS0koi6UaKEVfiWL5FVs8yHZ8W15heQJVUhu6QW/1bTMemObRFVPHXJr5Gza7hBA5LySX+rPVnlPWyUOv4Ad86/pZIeVFSZLUsH3U+YjW1yisTr1CzauTVPJIsiePs++wYO8TCGLOZWbJalpgcY9fcZTYxy432DQ6sA9KKmJDH1TizyVnKWpmu22UqOUXLbtGwxaYwLscZeIMoLWgyNsmD4YOIOxRX4qSU06hhU0yscoqIac/oGfJanmq8KuCDWlZ856cRtjWrxo3uDc6kzjCbmOXYOmYuMcc7zXeYik9xYBygSzpuKJQ0K+kVrMAS3mtCZuIzzKXmeLv2Nh23w2/P/jb3B/e52RcKxlKsJKwnEpzPnmfP2ENBTM9DSQCOf+/g97iSv8JSaomO2+Fi/iIdp8OesScSzpJz3Orcout1KegFAgJudm9S1sv4+Mzpc9T8GnIorvNqsooqiY3f66XX+WHrh1zNX+Xe4B45NcdMaoaW3aLjdkRTMxQqGjd0xbRbiWP6poiwlVSWUksk1SR/fPLH/LD2Q2YSMxHI8bncc3zc+Zid0Q7DYIiCwrnMOX6p+kvU7Bp7oz0IIa/no/v8O413RLqSJJFX80zEJ1hKL3FgHrDR22DH2MENXRQUCnqBrC7szBW9wraxzYQmrGUhIUk5yYPhA/pun7yW53zuPCktxdAb0rSaDL0hM8kZhr6wyWSUDJZncWAfEAYhCSXByB8xHZ/m1fKrpNU0AQEP+g94MHjAxmiDwA+IqTGSUpKu08XCEvdXnt6U+FlXkiQaGpqqMalNoikaPa+H4QurhYyMF3piSBWrMvSH2L5NWktTiVWIq3Ee9B+IgZI/IKfmCIOQjtdBDgSbK6bFSCkp0moaN3Rp2236Tp9AEkDPrCaiYxNSgruDu5T1MmYobOMGBhISKTnFWxNv8W7rXWER1SY4so6wfKGycnGRQ5nppACKb/Q3IruVhxcxWVKk6NIVnCHSDBiQIIGHgPJ+UQUlI0fpZONodBXxej4+OTnHlcIVZEXG9Vx2zV0ySoaW08L0Tc6kz6ArosbpOT32DAG7DIKAbfvpCp4CAra5lFri0DrE8A1M3xRprAgeWEpJ0ff7UbNGRn4sJa0gFcS1hI2KgIhW9SpDd0g7bD/2ekmSXC1c5UzmDHVLDB9nkjNUE1VOzBOW08tca1/jfO48eS3P/mifh6OHnEmdQZd0Bv4AJxTqlZE/Yi4xx66xy5n0GcIg5Lu177KcWian5mi7be717zHyR7w58SYAn3Y+JaklSatpUlKKPWtPKAalOH23jyqrXM1fRVVV+m6fptMkq2R5ufwyiqRwYp1wu3+bxeQib068yZ/V/ox/c/JvcBDNvEd5PClSLKeXyet5ruSvcCl3iWP7mI3hBm2njYLCamaVq8WrXO9c593muwRhwO5ol4E3YD45T82uUXPFBvT1zOv87fW/TUkvCY7HI3XJ9mibmlVjJjFD22kLZpRVw/ANVtIrzCRmKOiFf6sB1XiN6wnTNzF8Q1xbXp+2I2z2mqTRcTsM3SFhEHKheCFSaVqeaObNpeeISTGhcJNEfd9xO8iSTEIWTXThNhQJhEEg6hs3dKOabVwDDr0hJb0kmrKnn6vtCij++H4Lom4/No/puT1yWo6SXqKoF1FkhbotIMsxOcZMYgbTN6kmqqTVJ+t/0zP51vG3+PrE14kpsaiWu9a+xnpmPYKKH1vHHIwOeLv5Nm+V3yIhJ6jbdTRFY3u4TVJJciZ9hrnkHG2nzaF5yPXOdfpeHwmJnJpjNbMKAexYO5T0EkupJc7nzlPUi9i+LZ7hmTM0+g32vD32jD2cwKHrdFlOL7OeWqfjdrCxORodcbFwkYE3IC7H6TgdrhavktfzNOwGaUWwAXNajobdQJM0yrEyPa/HVHyKrHaqzpZFbPm+uU9SEba6hJLg2DwmpYp65G7vrkjvC8X5kNEyZNRMpPCbS809dkzHtX1SSRJXBM/u0b2HH/qREmsMKd439llILjDyR5i+SUEvUNbLJJRE9J2HoVBNjr+jcY1p+IYYUIQitGjoDmm5Labj04SE0f4op+XE+5aEXUxyJIqZIrqsE5NjImXxKcPOcT1rBzYDd0DdrjNwB6TVNEW9SEJNoEpqlDL3t9//23SCDr/78u/iBi77xj5xJU7DEjjfntPjx60f84sTv0glWaHrdtkYbJBVs+iyTjVRZTY+K9RGXp+G3RDPrNgEWU38nXFy6mJ6Ecd3aDtt9kf7bBvb9N0+hm+wkFxAVYTTpeE0hBr2lJP5QfsDpFBiIbVATI6RUlOk1BSqpJJQEpTiJWYTs9i+TdtpM/JG9NyeYDQ5dSqxCsuZZWLE8CUfTdLIalmmE9MU9AIxOSa+89N92m/98m99HIbh1S8e238vCh5JkjTg94DfCcPw9wHCMKw98v//bxAFuR8Aj57Rs8DR6Z/PPuXPn1hhGP4j4B8BlBZL4d//xb/PQm4BXda527zLh8cfcuP4BvWgTiIuZGXnZs7x1y/+dY5GR3TNLtlYlgv5CxTjRX6480OuTF+hNqyxd3ePXqtHaaJEYjHBG5k3WCmtRDDa44GQ9s9mZyNrTdfqEjNivJZ+jZ4johkbgwYDZyA6uolpLqcuCwl6+Rkedh4Kq45/GhF6CjtMaAlGzoij4RGTqUkMx6Brd+mP+rxceJnF/CKlRAnbszkaiim0G7h8dPQRruwyF8zx0sxLlFNlklqS0bUR+3f3+Wu//NeiY3fj5IZIEQl8Xs+9jiqrbHY2eSXzSgQIzh5nuVy9/NiD7wc/+AFf+9rXov89TpIyXIMLqQtMJCeiWOC9wz3eWn2L1+dff6z7OObVrMgrzGZnhQ3KzrHGGgDPTj77U8HDf5HLcMWks2t1ORM7Q8/uiejk9OQTSpyRM4risgf2gJgR44XcC9ENLabEBKj3kfhwQtjp7bCUX2Ii9eXNmkfXt7//bZ69+OxPBQnfb95nOpwmpad42H7Is7lnhfezO+RiTvCLwlCAaS/FL7GQX3jMQqVKKtvdbVJ66qfay8IwFElc/hRnimd+ZsXKo8sPxITgaHCE1/O4kLkQAdbG3fO4GudwcMhb8bciufJhXzQfxrycMZ3/UdXNZnuTGX+GqcwUju8QhMFjdqkv2qckSeJ3/uh3+K9+/b964n26vsu95j1eTLzIyeCEkJDV0urPDVV+dI1Bzefj5yNW1/jPx9O+ttmOPLhju+Tx4JhRekTSTYpo4kBYTAMCvrn8TcpHZYqJoph+e7aItZ56jtqwFqWMjSeyi/lF/NCnkqpg+zbbnW0yRxnOTp0lN8wxk53htfnXuHFyA9uzmc/Ns3F/Q3jKM1P8m/v/hvmKsBBMZafYbm+TdtL8vV/4exwPj0mZIunK9E1cz+WT409YnVzFbbhcfOYii/lFfrT7I3518leF8me/zqA1ELBYW2IuP0dGz7BWXuOzk89o+20M2aCYK2K5FqV4ia7TZTo9zXZnm7okitB8TDB25rPzgrVm9bkYu0htWMMLRSpLLp6jZ/d4Yf4FLlQukNIEHLMxanDt6BrdXpfV4iovz77Mh0cfctg7RM7KTMemOVM8g9/2iSkx1gpraKrGRHqCyeQk89l5dnu7nJs4R9fqcnTjiNqoxtrFNU52T0gdidjm89PnWcgtEBCwXl7nuxvfZbe7i2d55BN51ovr/HH7j7mwfIFnK8/y8eHHyFkZTAF8TekpEnqCzqCDiclMfoaL1YsMN4ciZaqzRaPfoFKq0LW7/KVzf4l0PI0sySwWFinGi9y8dZPKXIVmvcmvr/06uiKk/Gk1zbWja9RGNdJaWkia0xN0jA4tq8Wzk0IKv9vbZbu9zcnxCYl4gmxWKEyvTl/lldlX+NMf/Cm+5OPjk4lnODN7huxUlpJUYndjl9nsLG8uvsn95n02W5tocQ3bs1ksLnJ24mzEIPp081OmJqdo1pu0R22KmSIL+QWSSpKd7g5W3AIf9LRQiZm+iaqqDIdDStkSv7D8C0ylp/ADn3e236Gv9JnOTzOTnUFTNV6cfRFC+Nb9b3FePo+u6AQEFONFPDxWZlbY7+1z1D/i2ugafadPqAiAYiFeoGbUolSLn9V+9bSlolJKlIRKNFkipabE1NVsoGkaaxNr9C1hNemawn4UEKD5WqR28kIBS497otEVmiHZbBbP9zBGBrlYjlw8hx/64hiqQo181DzCV30mkhPENBEaMZ+fpxwrs3VrCzWmkiSJEzrgiQ26rMp0tS6BHFDMFMkms7RaLeRQRkYWEeCSRCFT4HB4iB3aEWtHVwV0OqEkhHLVFQ2RZCKJYRokY0lMz0SSpCiJZLx0xGRYURWk4BRkrMXwHA8CUGMqA33AQn6BmBpD6klcnr7M+/vvE4QBS/klAkkoGk86J7iOy1xepIxRf/p348s+qxMiBEEKJBzLwcOLYtljagwzMKOGk4Tg8IyHO5V4hXwiT8toEfpiwKpKKqV8CWfg8EUnXz6ZZ7Iyia/71Bo1kTgXV9AyGlP+FMuVZXa2d7i0dAlFVmgeNikOiqzMiChtP/AxPZOtzhYXKxcxXIOwFpKKpTgeHBNqIVPVKRpGg7JeJuWmMEwDOyFYbVkty/n58yS1pOAJqkKl0Lf66J7O89PPc2HyAvu9fb5e/Dq/d+/3WCmuMFedQ0GhflLnb537W3x0/BH9Uh/f9FFqCnqo4+Cgo0eNu3gszvPLz6MpGgsTC0wWJ/l442NyqRy1do2FwgIXZi6QSqbY/XSX0mSJhJJgb2+Ps6Wz+KHP85PP852t7wDw/Nrz/JVf/CtRCpAXeHStLof9Q+7s3SEv5Zktz7KsCHVU3+rz5sKbPzUM44lzIhAb7L7dp220hULKFDHrbuAytIcM3AFO3EGRFdZSa1QSFbZ725yPncdwDPa29vhPv/Gf0rE6wuYIrJXWBCPoNMSjaTQpyAXOameRZfnzJulp5LoXisHxo7WMhIThGpSdMufK5yJr1Xhj/bD9UFjG9SyyLOP5HjdObjDqjrhavsrl6mUBjdZSuL7LVmeLre4Wr829RtNoRra7sVVprEwf1xzZMMuZ88LhME7sszYtvrH4DRRZ4e3ttzncO0RNqiSNJFpJE3WaHTCZnUSzxKDTDmxuujc5to7p2l1sxWalsML5yfMUk0Ueth8C8JL+Ev/xuf+YbCIreFehh+/53Lh3gxv2De5375PP5ykXy5TTZRzP4etLXyepJfnB7g9YSi5xXj5PJVlhLj9HbVDD8Ay+tvQ1JCQO+gdMJCY4GBwwkZpgKb9ENVNFlVXuNe8xl517jMfk+i4fHn2I4wl2TcNqkCqniMfiIsDDSHCxepHZzKz4Tk/TpQ77gus2mZ58rKYNwgB7aFNOlkUi0yN17KNg5fH+wPIsvr/1fWYyM0ymJqmkK1G9PcYYjK2LeqiTltI4nlBgO4FDVRZigjEMeWCfDphTEyiyQi6Wo2k0qaQrTKWnIm7kF/eEY/Xao+iEkTsSFj1fxTZtkmGSFxIiUEeRlUjUMD6nNUUj9mkMxVR4/sXn2enuMBmIz3Tj5AYto8WtnVv8zZf+JsvFZQzXIGkmcXsul6uXWSoskY1lMRyDgTsgo2WYyYrzd3zch86Qu427TMem6dpdHjYfUvNr2Emb6fI0paBEMV5ElmRG7gjFVsghVNiEgoV1fXgdQpidnGV9Yp2LkxdFY8xskdSSZGNZ+lYfwzCwbRsCWIwLZMZef49ivBjxeaeyU5QT5ciy9qhz4tFG7dPWv48ULQn4x8DdMAz/50f+fOqUzwPwW8Ct099/C/hdSZL+ZwRkeRW4FoahL0nSQJKklxEWr78J/H9+2uvHlThbnS2+/eDb1EY14mqc6cw0z048y8gZsVxY5v3D9+k5PXpOj/MT55nLzqEqomN47ega1UwVXdEJw/Ax68SV6hWKySKGa7DX26M+qnPYP2SluCKkkacpB7catwgD0V3PxrLM5eZ4c+FNptMiGcFyLW7UbqApGi2rJeLpkhWSWhIncCIw2uHgEMcTX245WSabF3HnV6evRpG/D9sPaZktzk0IK4Uu68SVOOWUuLl/mT1lDE7dbG/y3NRzLOQXGDpDHrYfsphfjPhB47/7ZeySlimSpBRJiSxXXavLRntDWD36h1yqXOL56eefkOUdDg4JwoCp9BT3W/cjJogiK5ST5X/nzZ0gDLBcEfd4NDgSkks9Q0oXfI6+1WchvxClJY3/jSQJD2ohUcDxHYb2kDfm34jsFDE19sTxGkOSlwvLlJPln+n9+YFP3arzeub1J7g3j/467B9ieRbz2Xk22hucKZwRkHGrx0uzL1FMFPEDn4fth7ww/cJTz4ntzjaaov3U5o4f+Gx2NkVk8SP2rq88xqdSz0c5OWNFW21U41z5XJRcNZZ2jiPpVUklH89TH9XpW30etB6wkF/gVv1WxFV59IHXMBoRW2vcXPtpDajx9ONp730MzG4aTUJC5nJzf77mThBwr3WPkS1YPhvtDTpmh64loIJeKACLCU2AXQvxApVihbbV5mz5LOvFdb67+V083yOlpThbPsvAGYgGTGuDhJoQiVnOiEqy8rjC6ZGPGIRBFFWpyioZPUMlXcEObCrpymON2CAM+PDwQ5pGk4mkiOolJLIryaHMw85DXpx+kUwsw/HgmIEzYCm/hOEZ/Pjgx5QSJSaTk3TUDkv5Jf5s789YK61xMjqJQNNto00QD4TSyLOYSc/gez6Hg0NkBG9ibAkMQgHyq8k1ZFnmXOkcR6MjlvPLgh0SejRGYlJjeRaaqrGcXUZXRCNgXPicDE/Y7exyq36Lk+EJk+lJIZl3DTZaG7SNNr9y5lcoJUsiPeH0PumFnpBeyxJvzL9BTI3RMTsk9SRDZ8jN+k3adpuu2eVh+yF9q08xIQD56+V1NEWjPqpzbf8aP9z9IRPJCeZz88xkZ1griQZ3Y9TgXvOeSENMFGgbbXZ7uyiSwlxmjrgSp5qp8sbiG1TSFb794Ns0hgKiWtbKJLQEWT3LQnFBJDB4bgTXns3NMpcV3DNFVtjsbjKXneNu/S4ts4XlWvTsnjjnSut8Z+M7GK7BL6/8MtVMlXf33+W7D78bcXEaRoPl/DISEu/uvUvbaGP7NgoKE/EJJhOTJNQEux2RdlZMFDkeHPPR8Ue0jTYdq8NKYYVfPPOLVNNVJpIT/GjvR3iBR17L0xw1RSKXImTtu9augHQik1JTXKpeYrO9ied5HNuizMjoGRJKAkK4VbuFEzi8MvMKoRxyrnyO31j7DZpmk39t25zkAAEAAElEQVT43j9ElVVemX2Ft3feFseheZeEmuAH7g9QFIXOsEPHFjyGuBzH9Ey67S5mYD6m1Ph5l4yMikomlmGtuMZifpHbjdtstDaiGNX10jpnime4dniN3e6uSI2SQyzXYmgN0VRNQFV9AyVQxPFNFvECcY5ut7bJxXNMpicFw8cV0NVx8S7JEtPJaVZLq3TMDiN3hGEbGIoRycSdwGHkiZhaH598LE9aT0csnLbRJh1L07JaWI6Fqgh4cstqCdXXKc/BC4R6UlM0AWGVRX0lSRJeKBpkMU3wa75oc5OQxMYytKMNYEAQWfrGaWIXqhc4Xz5PLp7jDx78AdWUYIE5gcPh4JCYGotUfsVEkXwiT9toP/HdjJcZCGbI0VDUCJZnfQ6DPlX+OTgkpASKrNBze1EKmIREWksL3pYkbH22a5PUk5SSpccivsfLxaU2rInBxClAX5blKGXH8z0yekY04ZJl9rp7qIqIaXd8h8PhoYgD19I4vsN2Z5uRJyb5u/3diN2Y1JKiztJiqJYqosdTgtNSTVepDWpYrsVyYRnHc+jaXV6efZn10no0Xf/w6EOG9jA69j/Y+QG/vvbrHA+OhSrFtUjH0iS0BH2n/9Tjm4/n2exsMp2Z5nub3yOuC7bYgr/A5anLnCmeYaezQzFZ5OrUVX731u8SEFBNV9lob0SpQyAGa64vUu32+/viWQUUEiLFMRfLUUgUyOiZiBv3xebOeFM13mSPN6ZDe0jTaNKxOlF0/Pg1U3oqUmlLSNHrFJPFKG75Zu0m09lpXp19le9sfIeSXhJ1+LCGJElMpadom21u1m7SNgUjNBPLEFNiImb8tJaJa4JfMubtpLSUSGQ73QDans12dzuCvQ+dIV2rK57VyFHKVRAG9Mwedxt3kSWZv3n5b7JaWo2sPrZvc7d5lzuNO2RjWd4/eD+y94zrNEVWxD1MVlE0JRokOb5D22xHdtKRM+L9g/f5rPYZju8QU2LUh8IqvdvZJa6Jod4YID7yRnieFymUVkor6IoeBcPM5eZ4bf41ZjIzPGw9RFXV6LNeP77Ox0cfs93dppQoMR2f5lfP/SpXp6+iKArv7LzDUn6Jm7WbeL7HizMv8s7OO6yWViknyxiewXpqnQuTggc6RhdkY1lenn052seEobgHtwzBChoP5UzXZK+7FzUAXpt/jVKyJPhgp03BliGagY9ybmzfRpaFwvjR5s04WKWcLH9l7Wm6Jru9XZpGk5E9IlPK0Lf7HPQPRI17mr5leZZIETy11TqBUBLFVBHHLkuiSZ+NZ0lpKQ4Hh8zn5qmkKlETcbO9KZKg47nIPtWyW2y0Nhg4Awb2QDTpx3s6SUGW5YiLFRIyk51hMjmJrn4eKjK2Bbu+GzWHxlDho/4RtmezWlxFlsV7/KPNP2K9tI7lW1w/uU4ulosG6M9OPiv2oq0Nodo8RUh0rS4jdyQSIH2Xu4279O0+251t8XxQYiznl5nNznI8OKZtiVpmzEXVZE00a04VPLoi9twZPcObi2+SjWdpWYLFQwgjZcT95n0s3xJqnkSJXDyHG7ii9je7zGfnOV85z0RyImoWBkEgBjWhSIu0PZFy/VXr34eC5zXgPwduSpJ04/TP/gHw1yVJuoywaO0A/w1AGIa3JUn6v4A7iASu/8dpghbA3+HzmPTv8lMAywA9t8etk1ssFhZ5bfY1PMTk+07jTuQJ12WdZ0rP8IvLv0hKT0U2jB/t/UgAHiUB4nq28ixvb70deV+H7hBrYEEoEpDuNu4C8Kfbf0rP6kUwphenX+TcxDny8bxg0ZhNWqaIX5WQGDrigTiVmsL0RAze4eAQTRUF3WRKbDLSejqKM1QkhY+PP6aYKEZg3SAMyMazvDz3ctSI2mxvMnAGwkf8Jc2dgT1gr7dHTI2xkFtgJivYJvu9fc4UzzyRCvXFza/lWdStOjfrN8nGsizmF9EVnfqozkH9gLSeZio9xUZ7g1w8x6XqpSeaOy1DqBMW84vcb90nE8vQs3rk4jlM16SS+unclJ+2xmlGX2TgWK5QSdRHdTqWSBEqJoqk9TR+6LPX22Pkjni2+mwEKBw3bsaKF1mSo03gq/Ovfmm8IIiO/kZrg8nU5BPNna+KDN/p7lC362x3tx9T24wjw8dpTkEYsF5a52H7IS/PvkwhUeBe8x7nJ89TSpYYOSM2O5vMZGaeOqk6Ghxh+3a0sfyqz/Gw/ZCUnmIuO/fYeTHu1n+xY+/4TlRQJ9SEKCiVGJ7vcatxi3NlkRzVt/siivP08zdGDXp2j7XimuAWnBbYq6VVqunqE1MLEClbKS3FenX9LwSGuNvdRZVUYYH0HSZTkz81GW2cPmA4RsR4GCtxulaX3e4uhmswnZmmEC+QT+QpxAusFFcoxAtkYhkSWiJqSrm+y0Z7g6nsFLPZWf7Y+mNsT0DlkrFkdH1GUmvfoW20mcvPPbX55gUeHbMjknM0nfXSOvl4no7RoW20WSmuRGyeMbvi09qnZGNZLlYuMpeZ4/fu/h7FeJH9/j6KpHCrcYtCrMDl6mU6htggllNlOnaHT08+ZWSNWC2skoqlGDLkjx7+ESktxZ2m4ENUU9WIGTCVmaIxakS8nbuNuzSGDRYKC8S1U0l5COVEWVht0jPs9HZAhvnsPHO5OQihZbUoxAsYrsFUeorbjdvcqt9CkwUseeiJ6crQGWLYBtVsldcXXicfFxHYpmvyjcVvMJGe4C+t/yXuN++Tj+cjiP3zU8+zXl5n5I6iRvS4sfWT3Z+QiqXY7e0ykZzg1blXKcaLfHz8MQEBXbPLRmeDrc4WZ0tnWcgu8NLsS5wMT2gZLW64N0Tj2B3SMloc9A9EgeEZaLLGQn6Bbyx9g/6dPoQiTSITy6ArOo7vkI/nSbgJsjEBqb7TuMOzk88SxAKm04KfMEgMaJktbN8W0eOOuP4qCTGV2wv2sGyL1+Ze44ODDzgZnPBM5Rny8Tzv77/PP/30n9IYNujYwtKV0BK8ufAmST3Jj3ZEY8bDIybHcAOXo+ERiqyw293lTOEMV6evUhvVcF2XrtGlkqown5/neCCk7N9+8G0Oe4f4oc+d4R1CQgFwjqXoWsIK27E7eLpHLpbjxskNoV5R4mS1LCk9xYXJC5TTZXpWT6TexFO8MPcC+719Xp19lT/a+iO+8+A7eL7H1emr3GncoZISaoum0WQhv8BEYoLN1iYfHH8AAXihR8/pEfgBDs6/NWtHQSGlpDB9k6Se5JnyMyDB2ztvE4QBeV1EOs/l51jOL6PJGnebd3F9F03XqPfr+LKIMS8lSoRSSCVV4Ur1Cj/a+REubpSy5YQOBNAYNrB8i3KqzHJxmYSaYKuzRdNsMpuZjQDmsiRztnSWptHEcI3IqjdOapSQMByDoTcUDRa8KDXJdm3S8TRSKKGrOhldbDLGgQ2OJ1LAHNchk8jg+aKpExBE4OC4ImoZWZZ5FE8z3qB4vkcgBcIGJslRI8PzPNZKaxRiBfLJPNeProti3hnRtbvElbiIeJfF5rRu1PFCj73uHg2j8aXfVSlRYrG4GEUjj1VI442qFwr+j4dQk4aEEQQ7o2WwQotKsoLhG3TNroiwJ8OD5oOnNj3iSjxKNKxkKizmF0nEEpE9cjIprHtHgyMO+gfca90Tatf+IU7gsNvZFbBTV8BZW2Yrag5oshbVIVeqV5BkiYfNhyLtxR1yIXeBhtlAlmTa1mkanWNyv3Of12Zfo5ws0zJb7HZEolspVWKxsMiz5Wf5+PhjXpl9haSW5Hh4zEH/gOX8sqiD8aOAgEdtd+lYGj8Qx8pwDP6LK/8Fdxt32e/t88rsK4BodB8Pj1kuLuMGLlutLRFFPTxiIjVBIH1+DR4MD/juw++Sj+eZzkzzwswLYnpu9/ns5DNK8RIzmRkkJG7WbzKbm2WzvSmeA67ByB1FoQumazJwBDTW84VaO6WnyMayFBNFkmoySoOzPZuElkBCQpbkKLxEV3S6dpef7P4EL/Aox8t8fPwx1w6vwQh+5+bvEIQBk6lJumYXP/CZTE1ytnyWYqJISj9NUnpkiPW057rru9E+4lb9Flk9KxoGyCCJayeli2bQ0B2SUlMMXAFsTutpzk2cww99Pj35VDTmJdEo/uDgA/KJPD2rx7OVZwU8PwwESP006lqWZYJADD7HDd9xpLvhGtw4vsF3HnxH1DZqgq7ZpW21MR3BHlkvr1NIFNjuCq7SUf8o4qBeKF9gbWKNjfYGh/1DKskKf+vFv8Wl6iWQEPya4Qk9o8fHJx9zs34TP/TJaBnOTZ7jN1Z/g/5un9eXXiemiEAOCUkopmT4xuI3mMnNUEqUuFy5HDEG03pa2A2HJ+x0d1gtruIGojHaNJvUBjVaZovt7rZQRsZypPU0KS1FNp2lMWqgKirLeRGv/mjDZjozzVpxjUws81gNXR/VsT37S9Vk4/vv+Pse19lts81eby/i1xTiBfp2n63OVvRdSpLghqmySlyNk0wko3M1radFE/ZUNZ/QEsSUWMQRrY1qERNn5IwYOAPuNe9FzT3DEzD5reEWE8MJ0nqa6cx0tEfRFA3TNWkZggE2Tl1zfCf6DCNnFCVdxtRYhD+QQin63A87D6mmqlHD6p/c+CeMnBHVdFWIN4rLPD/1PCktxYdHH3LQP6CcLPPq3KuiuXN6vtqeLcDL7S1u1m5yp3FHfFeFZb628DURl242ud24zXZnO0pjtV1b1DuBsELO50XTazYzy3v776FJGvca9yKujuu7JHTBHZpMTrKYXySmCttaWk8zmZpkLjvHp7VPOVs+SyFRENHywyGKrBBTYtGxSKvp6H9/1cD630eK1o95bFYcre98xb/5H4H/8Sl//hFw4ed5/ZSS4uLURY6GR9xq3GIiNcFKcYXZ9CyGY/DM5DMiok9PkdTEtFUKJR60HuB4DvlYno7ZIZ/IU+vXhCT7NBVnp7sjpJhGi8P+IYVEgeXiMi/NvCS8mqaAz5meyWZnkxABJIy8wKeNoa3uFgu5BZxAbBpXvVVemnuJIAwiAHPLEJsPx3eiwv25qeciq0rH7ETqh3FzpzFqRJG/47/36PJDH8u12OnuREqET08+pWk0aRkt1kprTwCcHgWk9e0+9VGdkTNCkiSemXhGTNGHQqY+TpfSFZ07jTv0rB4vzLzwxM8cOkMO+gfMZGfYbG9STYsNXiVVoTaqRZDin7bGDZwvNnFsz46O4/i9j6dpju/QsTpYrsVkapLloihAxs0bx3fY7+1zbuLcV4Jvbc/mYfthFAv+Zct0TW43bkcxhPu9/Z8pMlyWRCf/ucJzXJm68tSfPXJGNEYNVour7PX2yMQylJNlHrQeUIgXKCVLUWd6Ib/w1O5/yxAKsvXS+leqcSzPYqO1EdkIenYvUuRYnhVNmDRZQ5EVVEUlqwi2iRsIKWTH6lAf1SM5ailRIiTEC7wIKq0pYgIVBAGvz78ebZ5PhidMpadYLa0+9f21zTb1UZ318l9Mc+d4cCwmtbISxSEv5Baihty4+Bu5ItmiY3XomB2RsuDZQokjq2RjWfLxPJWUSDBaLazywswLjyXS/bRj/mgU+7iQm8vOPfH3/dCnM+pQTBbFxjr8XFlg+iamaVIb1oSdKD+PIouoUoCaIaaIk8lJjkfHdM0uiqRwNDgirsb5pTO/xGZ7k63OFvVRndXiKqYnkifqozq/dOaXsHyLkTMCCU4GJ9iezfWT68xl5iI1xYl1QpkyAUI9l9Ey/MnWn9AyWmTjWYIgoJgUUZnjCPBMLIPv+7S9NgklQTFZZC43h+kL8Gs1U2W9uE7P7tE1u9xr3aNn96J0kKbZjJSWCVXAsQ8HhwKiW7nI5eplSskSJ8MTOqZIUZCRkWWZYryI6wvlS9fqClXLxFnm8/PE1JhQO7gGW+0t3tl5B8M1mEhNCGhz8SwLedFAv1W7JSKbBwdsNDdYzC/ytYWvkY1lqY/qbLSFWiiUQtJqGtuzqQ/quJ7YxE6mJ8nH8vRsAQY8GZ5g2AblVJmF3ALnJ84DYPgGmqRhBWJaBHC5cpmpzBRdW0yuJlOTGE2Dn+z9hIEzIKEleK76HJOpSSQkHrQfcNAT0cy7nV3+ZOtP0CShuLh+cp0/3vhjTNckq2dxAkdseuJZ3NDl4+OPud28Lc7/U2VKNS0SvEzPZK20RtNscqt2i/cP3o+GACktxcAe8I3Fb7DX26Nv9VnML/JZ/bPotVzP5ah/RFbPUjNqpGNikLDb22WpuETbaOOHPmuFNY6GR8xmZ5lOT5PW0ux2dpnKTHH9+Dp9p88fbPwBLaNFLpbjF5Z/gb3eHoVkgdqoxidHn4AElVSFD48+ZLu7zcgZERJie/afS7EjIZFWBZR9PA1MKCKJSpJFU6ScKJOJZcjH8yQVUaO8f/C+iOeWVIIgEEMp32M6N81MZobnZ58nJscEs8ftCTVMiEhys0akY2lWS6s0zSbPTDyDrupk1Sw/6v9INB2dLo2hUHeltFSkTkUWiX1inyhFqpViskhezUfMItu3CaUwUsZ0rA4hIS2zJd6vLFg1MSWGH/joumjOjzwxkZQlmYSWICknRRIh4RN8tfE0X5ZkVEVF9mVSMWFXNEdCSdW3++z0dvBDn2uH1yjECuJaR7ApfHwkpChyOKElSGtp+lqfpt186nc2k51hu7st7DenqlHXdwmCADMUU2pFViAQ9+AxI8jDw/M9hvaQfCyP6ZgRr1GRlWhS/sWVj+XRVZ2JhLB+1owasimjyAppTbBADEc0i3p2j/3ePlk9G9U3aT0dpaT+xvpv8H/d+r8IwxBFUbh5IliIhUSBS5VLHI2ORJqmb0d23ayU5ZOjT2iYDZJKkr3+HleqV8REe3gsNmTeiLnMHG8uvclPdn/Ch8cfcmHyAs9MPkPbbHPQP4hinI/7x5GyBSBGLGJVeb5HJp7B7/r82uqvUU4IRdJ0ZhrTE5P+SUVEZb808xLfvv9tRt6IZ7LPcLN2k5emX3pMBZXUklyqXqKUKIkhWWeHw8EhtmfTc3q0rTaf1T6LcAJdq0sYhqiyUID4gWDojOuZYqIolAqxHNl4NlIIDZyBSIDVytiuTcNoiECR09pjr7eH4RoMnaFQqcoaz048ixu4lJNlKukKmqWJhpieJBPLUEqUorTPn7Ysz4ril7tWVwz6AgH3Hd8/4qpQzo0VFENnyK3OLT45/oSF3IIYyPkWq8VV/NCnZ/VAOm0wBo6whyUKmK7JlakrVFIVQimM+D/jutsIjYhj1TSb1Ed13t9/n/3+fqRA7ZriOPelfhSeUCwXud+6j6ZootE8EtefoihcKV1hbWKNttVmu7tNJVXhrbm3aNktEezgiKbx+/vv8+0HImEtpQm8wKXqJV6YeoGNzgbfWPoGdzt3uVgRmIKd7g5tS/CXrk5dpW23aRttJlOTtM02a6W1yJ3xoP2AkT3iZHTCZnuTvtNnMjVJWhPR2wu5BbKxLGulNYqJYqS22e/t08v1OFc+h67qT6jiE2pCNJJ+hj3OWMnSNJpYnsXJ8CSC55ueKQIjrCHpWJpMTPAIW1ZLhPOcKsnGA8CsLgYfCS2BLusRIN4Lvciu1LW6NIwGhmPQd4T9sGW2omfruHGXVJPM5GaYzc5GiqMfNH7AmwtvPvb+u2aXrfYWhicswnElLlLgentCBSgrkWJsrJwbq/9kSRb7h9NUr7PlsxTiQsn8rXvfom21+Y/W/iN+deVXSepJsnqWkJD6qE5Gz/DK3CuRGmZoD9nqb7Hf2+dh5yFds8vAHWA5Fq/Ov8p6cZ2G1WCvt0dtWMP2xDUdV+PUBjXBXAt8JpOTTGemqaar0X7naCiSr4Mw4HbjNpIkUU1XuTB5IXIDOYFgGia1JJW0ALiPA3PGz8Xx8PtpDpCfdf17TdH6/8Uap0i8Nf+WiDNXVJJako32RgRT8kOfkTuiYwpw2fHwmKPhEaWE2Lhm9AwdsyOsXFYvIqQfD44pJsTm442FNygny/TsHgf9A64dXqOarmJ7tiCuKzq2b9O3+miqRjFeFJFvssqvlX+NieRE9ADoOb2IcJ7SUhEpW5ZkmiPRSZxITbCYXwREc2e/v89qcTVqngzsAdsdEVG9kF94bJMbhuKkPxmcIMkS5yfPRydQbVRDQuLsxNlIdvnoGk/8b9dvR8lXi/lFduQdHrYfEoZhZM0a/8ztzjb7/X0uVS490VRwfIetzhaFRIHD/iEL+QVOhicUE0UMz6CcLEfNkPFm+lGP7/i/h+4Q0xU+/aepjMa0+Cg+3HPo2B10X2eluEIlXXni845VM8uF5a98yHqBx8P2wyixqWf1nmqdGtvscjFhtRk3635aZHgQBtxt3GW9vM6Nhzee+h4cX8QuL+YXIwvZXHbuscSsjtlhr7f3hCprvAb2gIP+QWQZedprmK6I/rvXvCc2Yc6A7d62gKDJinj/pzLM8efWFR09FJ17RVYeI/Tris5eTyQMPK0JaXs2m/1NzhTPRM2dcRPxbPnsU4/FwB6w39tnrbT21HP451lBGFAb1tjqbAn/9eAAz/eopCs8bD1k4IgGjo8fQRA1WSMby4pki1PJf0bPPHaj7lk9dnu7rJfWfybr4Zeprmqj2lPjMf3Ap2UI1cr4oRaGIX2rz/FQxOCW4iWq6WqUIOGfCiVbRouRPSKuxKONzPg1xvLyUrzERrjB+4fvC9nu8BCAu427lBNlERff2RHNbEWja3b57OQzCrEChWQBO7C5Vb/FtrFNLsgxMka8PPsyt+q3mEwKu9Sdxh0KyQINo8FOZwdFVqLUiKSepJKqkNST9KweISE7bfF6HadDQklEjTY/8FkuLGN6pojHTlfIx/KcLZ3lcHiIG4jo4F8680ss5BdoGA3uNu5STBQ5P3k+2iQe9A/QFI1rh9eiYuRS5VIURz+wB9yq3+Je8x6H/UN6do835t7g5bmXaZktbiZuis35/vt8f+v77HR3KCfLvLnwJiGCPzaWsg/dIYe9QxRZifgRcT3OWnmNltFiJjND0xSKilwsx2x2lkKywEJ+gVw8x053h5bZohArkElmKMtlQkKmM9MosiiSBtaAvtMX6WC1z+iZPa7OXI2UY7catyjFS0I5aNRZyC7w/a3vE5fjTOemhYr08GM+OPiAcrzM7mAXgEq6wpnCGeaz82y2NulbfdGACIUsfOgOedh4SCFVoJqpYvZNbtZvst/fZz47TzlTRkbmbPksG50NPjj4gCAIuDu4S8/qsZJfiSazpUQpUgzl9Tw1s8Z6eZ2UnqJjdZhJzkTFvxeKJJogDMjoGfFs1zI8W36WpJ7kfvM+V6euiiGH2eS5qedoW20G1oDmoMmPdn9E1+qKyaIngNr/ts0dGZmUnEJRBBw4paZoWk2cwGFoDUnGkhTjonE5k50RMbGZKVxPSMiPB8cCoKqoUXT5dG6a52eex/EdkmqSjdZGxDAwHANCmExNRgoAL/ToW30G1oCG0aBttKMUtrGFMKWnyMVy+PicDE7wfaESWswsstPdiRJNUnqK49GxOLcCVyTjWH0BmnZFkkpCE1HNI29EY9hAkiR83yeQAhKIukWTNAHpPN1g4wnovhd4WI712DFUUdE1Hc/3onuXH/oYlhE1VmJqjKSWxPAMqqkqb86/ycgfURvVcHyHXExExxMSFd4xLfbYdPyLK6Em2O3t0rcERDkIA6RQWE90WTzPe1YPK/z8/UawZUlmMb8ovkvfpe/0iSnCCjGdnuaz+mdPvJ7hGtFwQJM1hrZQSlmeRRAGpHXBxvJDn5nsDM/PPM9ybhlN0Sgmi3StLq7vRueSj9i8H/QOGLkjlvJLqJLKp41PuX1ym5PRSRTHPp2Z5seDH2PJFtOpafaH++Lazs1jezamZzKXm8PwDH5h6RfIxDJstjfJJ/K8MvsKhmuw090hoSZYKa2wXl6nY4k6+2lqN03R8H2fYrLIenmd9w/fJ0Aw8xRZIa2nI+WlH/i8e/AuALdrt7Fci7bd5sLk5zNgH5+t9ha3vdtRkmghXiBEwOsdz4lYmXO5OZEAFAb4gU8qliIfy5OP56NkqHEz53hwzM3aTQ76BwycAWEYMnJHkbp4Oj0dJfOO/30QBtSHdRRZ4crUlei+3jW7fH/r+8JuF3osF5aZykx9ae0yfq2hM4xsYqZnRhviMAwjhlpCFRDdrtVlnDLn+Z5QzLgmU5mpyGInSRJXp69Gz9hQdG7oWl32unuASLYqJ8pRoq8f+tiuzdAZMnAGdMxOpFK2PVsk4rbuMXRFOlshUWA6M81Od4fF3CKLhUXWy+u0zTY/2PkBPavHYf+QrtPF9E0uTVwipsXYH+zTslp8ffnr/PLyL0fPrbgvwmHe3XuXD44+oDlqEoYhv3LmV3hl7hWuTF0hGxMA/hPjhLgaF/s9Z4TlWfx498dstbe4On0VP/B5f/99rk5d5aPjj4grcTZaG+z3RfLyMxPPUM1UiakxFvOLSJLEc1PPPVZ73Wveo5quktJTeIHHZnsTXdFZyC0IBeKXrC/W/F7gMbCFtSnk8+S1KKK7uy1qMklj5I6iAWspKepoXRXXi+/7FLWiULacxtSPm8le4GF6ZhRrrilalOzpB77479DH8z1iaozJ5GR0HY9Tv8b7ys32JqVkKdrfhaGwwHbMDqZrctA/EIw836KUKJGNZWmZLeFS8EQzacycTekp0lqatC4aZxldpN7pqmCD6qqO4iqi+dvf46ODj/jk5BP+2rm/xjdXvsmFygWuH1/nsH/IUmGJ9dK6UG2aAhVy1D/iZHQihv+uTUpLMZWdouKLhnbP6vGv7v0rRvYoGowcDA5wPZFOWc1UWc+vC37hqdPD8R0awwa1UU00eJx+ZME7Wz4rRAqIiPWklmS1tMp8bp6J1ESUNjo+Bx62H0aunT/v+g++wZNSU7y1+BaqpIoGi9Nnt7fLQf+AvttHCk6nCKc39p3eDh8dfUQhJjrVGV1QwXc6OxiOQS6eQx2oTKYneWH6Be4070QWq9qwJuJsB0JdoMiKIJbHC5HPLqEmCBDKnOPBMS2zRTVdxfEdsjERVegFHucmzj318+z19gjDkKX8UnTj/mJzx/ZsNjubSJLEfG5eTNxO16N2rHG87tgrvNfbY2AP+Pri15/YMNqeTX1UpzasYXlWBOVtjBrcrt8W6UnZWRHf/siqj+o8aD1gpbDyGEAWiDgwqqTStbqsFFfY6+2JG8+pf3Qxv8i9xr1oMv6oBWWcACdJEkktKRosWjxqloytVOOLZ9yYq4/qhGHIXHaOYqL41O5oEAZstjeppCrk4rlIHTT2YT/atHnQeoCu6JEq5VEFzhi+rcoqu71drqSusJD/+ZLAjgfHxNX4l17wj77Xsaf3bPmsUFe5o+j3J8OTp6qyQEyAtjpbLBeWI9/z0BnSt/sMbDGdGsvmG0aDqcyUkArq6eiYPw1a/NPUM8eDYxzfeaodbHx+TGemo2IIYLe3SzVdfWpjxHTN6HP8LJGm4+/VdE0GtlDgdK0u9wf3+cMHf0jP6nE8PCapJuk7fXRZZzG/iBeIh145WSaXyJHRM5GcNa7Gv7LjPi56V4orP1NzZ6y6+iILq2k0CcKApJp8oql5PDxGlmVyiZyAqrpiwitlpUg+rCoq1ujzTYiEuJ+MG7WmZwoPsJbisH9IMVFkIxQskOPRMdePr7PR2qAQL2D5FnE5ztAd8vWlr9Oze0Kmrif4YP8DbpzcEFOJVJnJ5KTg75gd1tJruIHLyzOiudOze/zVs3+V721/j8nkJLlYjjuNO2KyG8tEzQnDNTgYHCCFEnYgHtSWZ1FKlVBUhfOT5/no8CMWC4us5lcxA5Od7o4oyFSNjc4G291tvNBjvbwuCidZ5k7jDildsIzG3824WXbYP+SbZ74ZNS8lWaKYKNIxOzRGDaH69J0IZPrq3Ks8N/0chmvwyfEnbHY3MRyDaqYqrGN83kS2fAGg12SN2qgWJWzoss5sZjaKLR6DZiVJvHZKTTGXm2MyNYnpmQxc0dRyfRdN0khp4v9v19vEiOEFHludLUzPpGf3qKQqHPYPMV2TpcJSBHv2Ao/asMZh71DIjE/PwTOlM6xPfN4Avtu8y4XKBQzbIOgFpDWhRulYHW7WbnLt+JooJkMvirseF2nL+WVmM7P8cOuHtK22iGWW1UhVdrN2k47ZQVM0AQMOfFaSK+T1vFAgSCJ9ZyzBzyfzlBIlgiDgk+NPxDUqxcQmK5HnXPkcsiTzsPWQj9of8erCqzxffZ5rh9f48d6PmUhP8MHhB1i+xS+f+WWRpNTeZqO3gRRKDG1h23B8J2LP/NuspCxsvm7g4vouqiKmrGZgilSwTIHX51/nlZlXaNktjvvHYojQeYjrutHGaizxd32XrJ5lKbfEUf+ItJ7mXvOe4HLpKTK6uG4yegbDNeiYnYjfkteF4i4dF1yYhJJgJjPDwB0Iub1rCMu1pJOOpZGQhDVSkR6LLR86Ir0rCMUzIq7GCWOCF6AqKqYrUqZM32RoDyObiCIrhJKwMJX1MkN3iOd7OJ5g/MjIAuL8FGULCMXH2F4aSAHpWBrLtZA9GWR4ZuKZ6BqQQ5mlwhLXa9fJxXOcDEQjw3ZFYsyYBWQ79lPTGMdru7st0mU84zGr0elNVKQmnSp5QkJUBH8oRoyp7BS/vv7rNAdNUev4HqoqVFhDW3Abv7jCMBTx6oNH1DxJAXctJUsUk0UaRoO/cu6vsNPdYeSOCIOQXCInBmWOUC8HQcAHBx9w7fAapmNyODgkoSU4GhwJ1mAsxUZrg5QmrIL5RB7LtXB9l2q2KkDrepqZzAxIYrM/k5lh4Ax4cfpFZrIzHPWPcAOXv37hr5NL5Gh2RBN6pbhC02iKpqBnP37MHll+4EdMp89qn3Hj5AY9u8dr869xu36bB80HXD+5znRmmvd232Ovu0c5XqZrdzlTPCPuK6eBCwCGLZ4T1VSVl2dfppwsk1AT7Pf3ycVzFONFTM9kKi0sz2O7nh/6Qg3V3+dW/RZ9ux8pNh3PQVM0qqkqU5kppjPTUbN5tbjKZHryic9VG9bEcY5lWCwsRvWM4zv8YPcHHPYPOaOc4ZtnvhkNNKNzPBCqr7bZ5nBwyNHwCMMxInW6JouUvaQq7itxNU7DaFBKivcTV+KCd+I5NMyGgNfnF4Uqz3P4w5M/JBvPcr58HkVWohjwMZB6t7dLRs9EQ/Gj4RHWoVAMjZuruiIiskuJEs8Xn6earNKze9ys3+Sgd8B8dl7wa4IAN3SZTE3yzTPfxPIt3t5+mwetB5wMT2gaTXZ7u8xl5wTUuyeema8vvM43Fr/B8zPP0zbaqIrK25tvc7d+l2uH15CRmUxNRo2av/rMXyWuxiMFytipkIvl2DP2mGxN8qDzgA+PPsTzPYrxItcOr5HTc9iBTTVVpZQsUTfqnC2fpZKu8Orcq8TVOPea9ygmivTs3lMHoePvdaMl1Kiz2Vlu129/6fluuIZgOp7WXGN7UsfsYHomBbMQNXM1RQCou2Y3sv2EUkhWyzKTmSGuxaPhkyzJJGKJCIkwZjONrUmef5og64shwJiR82h8+fj34zr+TuMOC7mFaGjo+R5Dd8jR4EiwV0/PH8M1+Kz1Ga2NFi2zJZJNU5PMJGcIEZ8zpaWYSE2Q0TNk9SzpWDqygn3Z2mht4HpC0flp7VMG1oD3D9/n777wd6lkKvSsHjdrN+lZvcj29cnxJ1w/vs5WZyuCOo8/TxAGdO0unW6Hvf4eCSUhUmbl08S30yZ2LpbjucXnmMvNRfau8R5+v7cvXC9WC8/7PL0spsRYn1jnuepzzOfmWSwuRnvOr7JVBWHwlc3An2f9B9/gCcIg8qrn4jnSWppivEjbbBOGIU1LwBoNz6Bn9dhsbzKXmcPyLXRZZzI9yfHgmFw8x9nyWT6rf4YXePSMHu8fvI8f+iLBIgywfdHJvjx1mdns7GPNHMM16FgdbM0WkZOnqo1fWfmVJ4jrX7Y5POwfYnqiEB83d3a7u6yWPm/ujDfFQRBElPVRb4Tru+z39xk5o8iONT6JgjBgu7ONF3jM5eYeu2k9asMqJwUQNGgG1Ed1BvaAYqLI2fJZOonOE82dvt3nZu0mU5kplovLEY9kzL150HoQ3RTKyTJ/9PCPMD0z4mhMZaY47AtlQEpPMZmajKxTjzZvHu1+Pm25visks6NGlAr16Ht99H2Nfz1sP4y81yfDk+gh9kXrVNtss1paZbW4+qXNjHE6WEyJMZ+b/9L3+bQ1vvk/M/HMl/6d7c62kLNrSbY6W6yX1xk6Q2ojoXI5GZ5EtitVViMWzpic37W63G7cJq7Eud+6TxAGAtZ3ujkoJ8ssFZaEVdBs8fXFr1NIFH4mSelXra7VpWk0OVs++8Q5P4YqZ2KZxxLGxk2NMdzv0TX+3uZyc1EBNYbvmq4pJl7uMPLXD+1hNDVQZTWCkiOJSXIxUWRgD1gvrTNwBkymhRe+mq5GD7+fVzo5fo/zufnHrvsvW22z/VQWlusLW9tk8snjMLAH2L5NRhMwaMu1BFTy1Cp0Mjx54t8YnkFtWBPw5pJQ79WMGm2zzd3mXVJ6iqO+YDyMlQS3G7dRZEUAdQvLvLv/bjShN1yDqcyUiFw/5UKdLZ9lKjuFrurcad5hOb/MB0cf8PfP/X1uN24ThAH/zXP/DQNXWE/2ent8VvuMoTOM2GiNoCHYB2qKycyk8GSfNrKPRkeUYgJ+rMgC8j6bm6UxakSTVD/weVh/SMto8UzpGYrJImktHU1N1svr0XEOQnGfe9B8QNfoMpWZ4tnKs1EiRcto8afbf8rd5l1ms7Ocr4ikman0FG2rTTVT5YODD4Qf/jQ9QVd0ZjIz7HR2qA1rInXFbAtoqdON+CrjhnUmnhHTXwL80CerZyknyyzmFhm6Q7ZaW8K+aw/RFZ3p1DQ9QwQG+KFPWk+z093Bsz2GgyGVsMJKcYW14hofH3+M5Vjk4jkUSeF4eMwfbvwhk+lJkaih6GT1LLlYDid0qKar/OcX/3M+PvmYw/4h7x+8z1xmLgK7h4TMZGZQZIV8PM/IE/yKsexYk0XDaRzlOnJG/P7t32eruyWmwnoK27cpxUuUU2XuN+8TU2KsFFbY6e8gKwJKq6hCSh4qIUNLNAtKSgk/8Bk4Ax40H5BUkywXlrk0eYmO3eFwdMjJ4ISD4QH1YZ1KusLlymXe2XmH7299n7XSGnk9T0pL8ZfX/jIfn3zM9za+x2ZvE9cVkvCBPwBEOtaXbVC/bMnIIobcF4qfMdvPDVzswI4itpfyS/x3b/x3zBXm+OH2D/mDjT8QvCA1RUpJMfSHnAxOxPUgq7RHbXzJR1d1elZPTG1Dn+nMNCvFFRFY0LyPjIzlWbRGApid0BKkdGFfb4waDM0hR/0jATv2PQHjzi9wt34XCUkkBp5OZRNhguaoGaWEjaX/iqxgeAYpPYUkS3SMDqEUooSKsJ/HJoXqyReR6aZnoks6YRCiqAodu4PjiujsgCD6uV4gXsd3/ceaagpKlJqVj+eFWs/3o8ZKUkuiKAoxLUYgBaT0FLouOHW5WE6k4UmCJ9QYNoRSBJ223abn9L70uxyYA+zQfqy5IyGhSVqU/jn+s5SSEiqHwBb3pPRkxMHpWl3R+JTikSXGCZ0nXq+cElL9s+Wz/I1Lf4OW0cIPBZvFCzwxVFDiuJ6AMe/19hifnjeOb0T2gs3OJpOJScHj8axISSzJEldnrnIyOCGhJ3Bx0dDwPI+NwQZ2YEfK1RemXuDqzFUkSaI1aoEEi4VFoRzzHN4/eJ+XZl9iYA9oGS3uNO6wVFgip+f4Rx//IxYKIs3M9uxIwaPwed1k+zYpPcX95n0+OPiArtkFxMbuvf33eNh+iOu7zGRnOBmdCBWDphELhKriUvUS/9nF/4y/90d/D4ClwhK/vvrrxFVhEzwZnkToAsd3OFQOaVpNivEiu73diKehK6KhmdNz5ON58rE8S/klpjJTQqGhCS5HY9QgE8tQSVW+9Hl+0D+ga3bRFI2J1ATlZDnifmx2NjnqHTGXm2PNFsl4Y/TDeCjXtto4rhgoZPUslXRF1PanQ2Nd1tFVPVLcjJWmM5kZbM8WsF+jhemZFJNFJpIi/ahltLjXuEdtWGOlsILhGRh9g5CQIAgwPJEim9JTbLe3BeRVDsnpOabT05STIqWzkBAq4bgaJwgCNtobfHz8MQN7QG0kaoie2SOUwgju/qD1gH/22T/DcA1cX8BlgzBgIjnBM5PPYDqi6fZfXv4vedh5SEyNUUqW8HyPb93/Frdrt7lRu0E2luXZyWc5UzrDhYkLpGIpbtdFLRESklATxIihSipJNRlZ0Hd6O9xr3MMLPBYKCxwNjlgrrdEwGzw/9Ty2awseYrLAWnGNhtGI9ljh6X++bJmuQHJU09WoTvUDH8MxIqWh6QrWquEYbPe26Vt90Rw+ZVbKyGKY7oswElVSQSJKKTseHVNNV1krrkV8m7gaf4zto8lapP45GZxEkd5jqHFCTZDQEpF971HW43hP5PpulATXMcTQpm20IwWZ4zuRa6GcLFNIFEhrIqHTCRxUReXq9FWhVHmkcRRX4z/X/mGcbPXpyacCoB+GrBZX+T9u/B88P/U88/l5/mTrT0iqSc4Uz0RJeQBNs8lud5eZ7AxTqSkxrD39TGNY+hgJEoSB4GN6XTFcy83i+R4LuQUysQyWZ9HutDkZnnwOKw980rE058rnopS4dw/epZAo8OL0i3x96eusllZ/Jqvl+Pz6soHGF5fjO0+t58frP/gGTxiKzYCruPSsHgNbMAZSmti8LuWWkEMZP/D54c4PI/r8eOqz09lhq7vF5dhlwQvxXSRZIiAgqSe5VLlENpZFlVQ22hssFZYieJcf+iRUQcmey849Nq3f7mwzlZl64qEQ8vSEqtqwFqW2wKnF47S586iFabu7HakLFvILjBwhG73TuBPZuh79+SGhUNHIKivFFT6rfRZFMtZH9cdsWOM0rJPBCUt5Me39YlPD9YXUrm/3+eDgAyTEv79+fF1Mlk6912MpWz6WZyEn3mdMiXGpeomO2eFK9Upkyxl3nH/eNXJGUTE1fjDKkhwBfMeKHDdwI3q9ruiC9o/ExcrF6PWf1qnf7e6S1tOsFFe+9P2NvxMJKZJ1/qwrDMPoxvRlk4KjwRFeIOKe7zTvMJ2Zpmt2udu8y0xmhg8PP6Rrdikmi7y7/240CfBDYSlKqklaZouVwgqrpVUyeoaknnzidY4Hx9i+zeXq5Z/5RvVVy3CN6Px92mc7HIgN46NsmXFTY620Fh3HsV93YA/4rPYZuqpHD8+RM3qsgTOGCo7BiFpGE9dyGESqMUUWbIa8lgfgUvUShmtQCSvM5eZ+KlT5q9a4+VpJVSIZ9FetsWLuaaqrvd4eEykBloRTia8EhmPQMBqRDLucLFPKlkioCZxAbB7GBYof+PTNPo1Rg+aoSdfqRvDAnt2jbbSJyyKBT0GhaTTxAo/d3i77vX12ejsklSRJLRnZZK7OXAUQHBVdFFs73R2qqSrPTT9HTInxoP2Ac8VzbPY2OZ85z9s7b3OrcYuXpl/i9+/9PrqsizjygeAyJZQEmbhID1nMLzJwB6wUVlAVlUK8IKbbEliOhaVZQmFwytXomt0ILH4yPEGXdArxAtVUlUJC/NujgbDjrpXWImjk+NhnYhlWSivcad5hJjPD3bpIERknPeXjeebyczxTfoYLExe43bjN29tvk41ludO4E92bs3qWbU8ohm6c3OBW7ZZQUmoxcnIu4pXM5QSsfJzU5gVeFARQSVSopAWXrD6qC6aSLOxq42LxXksoN5K6aCaZrokkS0zEJnB1l7gaZ6+3x7v777LX2+OthbeI6QJy/mz1WRJqgtfmX4ssYx8dfkTDFDyJ56rPCVWfJQIFkkqSc5PnOBmcIEsylm9RSVXY6m2RslNCGeE7OI6wDQQEDN0hsSDGUBty3D9m6A6ZSE3w4vSL5GI57jbvYvs2nxx9guu7/NbZ32KjvREBOY+Hx7ieK6xHvks8EWc+M89UdgoplPi09imKrLBcWqacKpOL5bh2dI2BNRAKKVWjlBQJbkf9Iz48/JCV/Apvzb/F3mCP5ewyv3Pzd9jp7gjViSeGPx5e1Dj4eZaERFyKs1xcpmt3qQ1rxGShpHJC4cPXJI2sJhJZFguL3G7e5nfv/C59q89qcZVivMj99n2RZOb0MD2R4jRyRjiBI+w9mWks3+Ji9SJnS2eZy4tBzYPmg+i52zE6EbQSIBPLUB/WRWKfM2AmM0MoheKZd5ou0rW75J08x6NjNF8TvBhJEWmep8dDkRWmMlPcbd7Fci0B8vQVPMmL0nnGDKHDwaFQ8iA2MV7oRfyOlJIirsexXaEEUlAi5SQIe9PjYhnx+hqn1oLAF3Z6qyNswpL6eYPRD6Mmcd/pk9NzwpZvdTgcHGI4BqZnYit2pOb8sjVOWwGiQlxDIxfL0Rl1ItZZRhXQVMu1UFFRNZXJxGSkZBlbvDRZixLOtnpbBAjL2hg+vJRb4mh0FKmNncChOWpi+0JVnVASbPe2Ix7HXnePi5WLUViEH/iUE2VWyisc9Y8Y2ANyiRxJNUk2nqU2qPHD3R9iuyKVJaflGCIGRJqsMfQEhPcbi9/gmyvfFBYvo0ffEUrhydQkMjL/563/k7+8/pf513f+NbVRjTvNO+iKzmRikn9x61+IUBM5zjvb7zz2PT7atJNlmU+OPuF4cAxTCNtmfp6YEmO1tIrhGFyZusJ8bp4/2/0zzk+e507jDqvFVTRVYym/JOxOp2uzs8k/vfFPRdPxlMGW0BK0zBYZPYOHx/mJ85wtnSUTywglriasWG2zTdtsC2VKskQhXsANRBNtt7cbDTe/TIUbhmGUWAZicz60h3zv4fdomk2CIKA2qHG/I67t2rDG1qdbAMLSqCSYTk9zafIS+UQ+Gii5gSvS7zyLgTOIrFcSEm2rTcfsMJeZi1QVlm+Rj+cpJ8vIkkzXFglaB70DnMDh8tRlLlYvRmqSkTOiYTQidont27w8+zJdu8tUeopqpsp0ZvqxWtbzPW6e3OTH+z+mZwq20W53l4EzoG7UmcvNsVpcxfIt7taF1XY2MyvOAw1ysZyw1vf3mUxN8vq51wnCgICAve4ejufwR4M/Yr+/T8fsMJ+Z5/zEeV6ae4n/5Px/Eg0BjwZH7HR3kJCioBtFVgQfyxPMq7bdpt1q4wc+b8y/wScnn/Dc1HOslFa417xHUkti+RZrpTWh3taerIe/bA1sYd+bz81Hw7yRM+LTk0/RFR0/8EnqwjJqezYSElvtLWrxGjFN3HcTaiIaOE6kJ1jOL5PSU5H1NaNnMD2T1eJqNMh8NPa8a3UfS5yKqyKFdOwCiEIzThs4Yw5pfVSP7IpDVzCcxrXxOMlKlVXSsTTFZBFVUqMkrIfthxQSBXRFZ+AMSOtpruSv8JvP/OafaxDctbpsd7bZaG9wt36XaroaOTj+14/+V+427/ILS7/AveY9cnqOYlIwsg4Hh/iBT1yLc758PnLR7PX26Dt9+lZfQMclWahvzBYtQ6AtZrIzLOYXmc3OCgaZniUbz3LcF46bcaqbKqss5BeopCrIyNSNepSyVowXmc0J/tN8bv7n2jONk5m/ao0bOx2z85UpzP/BN3gkSaKaqUZeOcuz2O3uctQ/omE0uNe6R0DA0fCIxaKwXnTNLulcmt3uLg2zIbyi+UU836OcLKOECkk9yQvTL0Sbodqwxlx2jrnc3FOZGI+untVj5I54Jv+kKuNpX+642bJeXo/i9FpGi5XiymM3n8PBYWRjWi4sM3JG3GncYeSMuDp99YkHURB8Lqeey85hugLSdbN2k7SeZj4nwKFjG1ZKFzygMAyjyf34QfNg8AB5V478yxvtDWzX5uzEWTpWh7SWppKqEFfjDOwBR8MjXpt7jQuTF7A9O+KRjG8w5yfO/0xwXD/wH1Pf2J5N02hyNDyKYJzFRBEv9Bg6w6iJM56mj61E42PeMTuMnBGXKk8mfT26jgfHGK7xWLPhaWu3tyusBV/RBPqyNVY3jQGBju8wcAeRFbA+qnPQP2A6Pc0fPPiDiEex3dkmH8vzae1THN8R0k01LoBwejqyEemKzlZni4X8wlP5NyCKlLHya730dDbPz7tc32Wzvcl8bv6pD89xotrZ8tnHFDi367fxAo+b3s3HJggBAY1Rg3w8H8Vil1NlAXuTtchy8igE2vEdZFUmISei4zGWorq+4GtMpiaxfTualv55mjtjRVJaT39pmt2j62hwRMfssF5ef8KLP36ALxWW+LT2KSDuGwNzQHvYJh0X11o1XY3UKE4gFFtto83x8JiBNRAKptBmNj0rYnWTZQrJAq7vstvbZbO9SUJJINsyMTUWMVxkWebT40+jqVIlVeFe6x5rxTWR+BPPc7F6kQ8PPuRB8wHZeJal4hJDZ8i1+jXBYGk/5GLlIrf6t7ADm5dnXiYgYKW4AhJkT7JMJidZyC/QMlqoispcfo7V0io3ajdQZIWZ7IwoklvCOuAFHuvFda4dXhOJNpqwEB4NjiKA7rmJc5i+iVMX8PS5nPiZh4PDiLc0tiKMG2uNkWAASYHE93vfZ6W8wlJhiQlHwK5H7oiRO+Kj44+4WbtJKVHiTP4Mhmew29llu7vNRGqCnd4OlmNRiBfQZXEP8kKPmBIjoSbIx/KRd19VVEqpEqV4iWKiSBAEHBvHJLtJBs5A3BtDImj/OL66Y3boWB1emnlJKEq9IXEtTsftEFhBdL/MxDL8xtpv8LXlrwmVhiwxsoWXf6sjNhkdo0PP7hEGIRfKF/jVlV/lSvUK3974NkNnyGJukd3OLildxNW7nkvX6TK0hvTVPgf2QWS10WWhukxpKfIJARlP6AlUSyUXE5vtri1YIbvdXTRF43L1Mp/UPhEMpdwyB8MDElqCaqLKB0cfoEintiPfEOqc/gEBAVcmrjCbm8UPfO637xNX4kymJ5kvzBMSRsqge617rBRXeLbyLHWjTt/u88ebfyxUJKGwOXatbqRU+XmaO8rpf9KxNBk9I5osvhhuGL4RTekWMgLMaQcC+vpnu3/GXHaOUAopJUsc9A9om+2IbdMZdUjraeZyczTNppiIasIa8dr8a5RS4llRG9ZoGS32+/tYniVSDX0rYmfE1ThnimfEsyKep27U0XXBoBkaQwqxAl2ri+3aHA4FlDirC9XrmNeloeEi+FVJTTRyUnqKUrKE4YgEsyAMoo3BmNvXNtvR51dllZgSI5sQFoPtjgBYj9U0kiRFYFjXe5x35OMTk2LEY3Ek+RT5LIskmJAQXRVQ3HFiYRAGvLv3Lveb95lMTorvNvDoWB0IiIDwqqxG3/mXLT/0H2PIjGN/H03fKsQL7A/3o3NHlVR0XcfzBEg4pafwHI/F/CIBAfO5eX5y+JPo541Pt77dpzVq0bE7vHfwnrBi2gPOaedQJZWV8gqpWIpz5XMMnIFQHsQKPOw8JKWmaFtiYPXh4YfcOL6BF3qcLZ6l5/bQ0NjqbXGxdJHpwjQJLcEf3P8DjJGB4RnIgUhd+60zv8V0dpqRO+JocPQ5G8S3MByD/+XD/4VL1UuMnBF9t8+N2g3ysTwvzLzAj/d/zNHgCEL49sa3I9i7ghIp18aQ5TAQ1suz5bPM5eboWl3+xqW/wVx2jn/4/j/ECgSD5J9/+s/pW4INN3AGGK7B/eZ9SonSY8/pUrzEy3MvCx5OLENKE/HlO90d8vE8e709Xpt/LQrUGF8zISGlRClq4AydYQRXn0xNRpyfscLB8R1xrzt9FgysAZudTWzfjoaGKT1FGIbiOpJE86ljdKI0tLJe5nz5vGCMSIpg9p1Ga49/bkiIFErRgA5J1BZBGNC3+pyMTiglSuwP9lElldXSKpV0Jar3JCSRZHVyAySYzcyy19/jYfshQMQ6ycayPDPxDIZncK58jpCQ/d4+tid4WoeDQ3qWGALda97jZv0mhmsIBt4pdyUTz7BaWBVDkFMepOEaOIFDz+pFTD8nEKiDc+VzTGWm+NtX/nZkHTRsgw+OPuCof0QunmM+O88bC29wpXqFo/4Rk+lJRu6IZrMZNSuG9hDLs5AkSTRjAzdSxWb0DGZgMqFP8M3lb/Kw/ZC4Eqeargq+2ul+aDY7G0W8P20fMrai1kfiuTFwBhz1jnhv/z3OFM+IxEHHiBo5daMuvmdF8JkSmhhaaapI6boweYFySvBGx8qaliFSLeNqnNqwRlyNM58TVrfPap9xODhEHQn7qxeIOkJV1GhYPR4Kur6LEzifCxROj8s4ctsPBEfMCz0BvFd0qslqFJsuSRJBIPAlY77m2MGQ0AQ/ZmAP8AKPfDzPuYlzpPU0P9j4wVfueb64d3v0V9fsctA/EM9lqx+pxBcLQqDgBz4brQ3++7f+ey5WLoqghPt/QH1Yj9LBZjOzpPSUsIofXYuUxJLwB0fniemZnC+fZzG/KNwtiTzFeJGT0Qk3azcZ2ANu1G4wsAZCLXzKC83GssIyFziM7BFr5TUkJF6ceZH/+97/Hdk9f+6Ql5AvdQaMlX9dq0s5Web85HlM13zq34X/P2jwjC0Xn9U+ozaqiZPKc2mZLRF37pkRo0KW5ChOtRAv0LE6vDz7smBRpCa417qHG4jNXz6WF3YmWRDfn5t67mfauPmBiN3+opJmvMLwcQVP1+pyODiMgLE9W8DxHiWCg9gUjzuQ1XQ1kpBVM8JL+sXmju3ZAqYniyn4VmcrkknOZecYuaI51DbbQuaoxujZPQF1M5vR5CAIg+gErqQqxJSYiANOTfDSzEtUUpXHmgJdq8v1k+tcqV5hrbSG5Qlv7JniGTRFY6O9wXxOJPp8VWT4+NcYKCdLMkNXTJdTWorzE+eZSE78XARywzXY6+19qapkvMYd3/XSVyc07fX2sD37K1PAvsj2GX/GoTPkfvM+c7k5rp9cj26qfa+P7dnigdI/YiG7wNHoKEpnOh4eM5udFY3NbJWzpbNfmtB00D/A9d0vjUMfW/eCMGCttPYXkkY1bnSUkiUKiUIEBjQcARgfM5vKqTLbne0oQcXyLCzX4pnyMyS0BBMpEb+Y0lMc9A8IwzBK2rA8IWs9HBxGnuK4GiepJSklS1GaxJet48ExXugRhIKLkIuLxKw/z9rvi0L/aWlXXzw+40Jovbz+xPsc3z+WC8timus6UYFrBRYXJy4SSmEE6+3b/WiS4Xpi8tccNVEllWKySNtqs9PdEfC4VJW20cYKBJdnfWKdy9OXaRttGqMG2VgWy7U4Hh5zr3mPfDxPXI3Tt/tU01Wq6Sodq8NiYZEf7vyQDw4+wA1clgvLUQHetbtossavrPwKcSXOJ/4n/JWVv8JsbpYzxTPUhjXBgdBTJPWkAFj7PtVMlXKyjOEZUaSkhBRBoCdSE8zn5rnfvo8f+kwkJzjoHdCxOiiSwmRykqnMFHZgs93ejjzhE6kJQsJI5VhJVyKe2dAZcq95j2sH13jQesB0epqV8govzbxENV3lTuOOKEKGddy4S9fsktWzJNQEH598jO3b1Po1eo7gNsTkGLG4iLX08cnEMlFzxw1cYc8IBcSVUAwCDMeIEjamU9Ms5BcwPIOElhDJiYMajVGDH9k/4mhwhCqrXK5eZqmwhB/6FHRhwVAkBSM0MH0x1ZvOTOMhQI5u4FJNV5nNz1JKlHh9/nXaVpvvPvguQ3vIdHaa2ewsLavF//bx/8ZnJ58RU2LUR3UBcR10GdgC2BwMgij2c+SOkCU5ivIcbzJ6Vk9sYA0BZPZ9n67VJafnuNO8QzqW5mz5bJRC+dLMSyLtxGxTSpS437oPgUhX6dpdClJBgIZlhUuTlzhfOc98dp7t7jZds0tci1M36+x197hcuczzU89z0D9gLiOgs9++/20GzkDwrXzBFjkZnNB3+jg8aZn5qjWG86b0FAoCoBxX46iotIatCMqckBOsFlYxXIOjoWBzTCYmRUpKYJFW0ygozOfmycfzkWpMURQqqUoEc9VVnfnsPK/Nv4YkSdxv3hfx3Z5LIVmgEBNw16yejZQtQ1sAT01HKB0bowZhEEaKEBmZueycUFzocWbSM8zkZpBDmc/qn6FreqQGlJHRVZ2W2RKFd+iLdCjHjCwJPn40CbU8i6QqkrHG57Uu60KB4/uP8Vl0RccNXRJKQqSofCEmPcapuhex4ZVlGcu1IitZGIZ8cvQJPj5xJc5EckI0O0LBsbJcC8dzCKUQWRZJXGOG3KNJTF9cXa8bpW+NG1WSJAnl5GljKEEi4gxNpaZo222erz7PpYlLbPe2BT8jcEUxj4wVCPvc+LM/KtEPEaqql2dfZjI1SVJLstPd4XLlMvda9ygnyjxoPuDdg3cFRuDkM9FwCwKkpAB7VlIVDNcgn8xTTVfx8dFlnQetB4RBSDqeZiG/wO3abQ57h3ihhy7pbPY3mY3NEtcEx2WjtSFst+6QteIahmPw/ePvRwPUne4Oe7090lqaV+depWOKGOGV0gpbnS1+be3X+PDgQ9IxwXwCouYOCN5MJV3B9mwOByLmvTVqURvUuHZ0jcAXvMGN1gZZPRs1mFVV5c35N/lvX/hvSetp/sHb/wCAl+Ze4uXZlx9j+HWtLrl4TjzT9Gw0MLU8YWWez82LUJTT93DUP8LyhaUtpsSiNCgv8KLNb0AQpW/Jkmj0TaQmkEOZT+tiCNO3+tFGe+AMSCgJ5nJzJLQEXatL2ktTSpVEottprRWGYbQRDwkj61FKTT2GC3B9MWheK62R0lJMZ6YjJcpYVTJO9dzubmN5FlemrjCVniIbz3J1+ioJNcHIHbHREqmOJ0PRLHrQeiCg/UaLptFkIb8g0pmMltj0hxKlRAkv9DjsHwpbbWlF8N0Gh+x0d5AlObJwEUIukWMmO8N8bp6LkxejQdHv3/19vMDje5vf40+3/xTHF2q1qdQU5ybPsVxcZjY7y8gZochCSahIigDVykI94oUihTUbz0bN5zAMudu6y253l47T4a3yW6iyYH9W0hU2OhusldY+B5GHgrvnBz4H/QM2O5tRCM6YpzNyR1TSFcIgpGN36Fk9YlpM3O88m0w8Q0WrRNdrVhc1+lJh6bGh4oPWA84Uzzym8vD8z5XS1XSVpCbCJE6GQi172D/EyThRfLuEhOVbqKEaDa1lSRZJXpJKQk2QjWUf4+2MvxNZkqPn1tiaZXgGaqBGEemJWIK2JQDm46FsEAaR3XHoDjlbOstMdib6OU4glPU/be82Znbqik4QBBz1jzgcHNIeiRTRQrzA89PPc27iXGT3Dwj4r5/7r5FkiT98+Id0zA7bne2okXurdotPjj6h7/RRUHB8h0qiwsgfYTpm1FAfN80W8gvROVwf1Pnk4BPud+9HiY+5eC5KR9NVHRmZTDxDQksIK66Wom22uVi5yEx2JnKqjHk8P88KCJ7Ys9qezfHwmJ71/yXvPZ9lS8/rvrXz7u7dOffJ4aZz89wJGAwGgIhAQSRto0TZpl027bKrJFfZrvJnVfmv8DdJ5ViUZFkURRBgADgcDAbAnXRzOjn1OZ3z7p2DPzxnv/fcNIMB+Ql6p1CYeMLu7r3fdz1r/dYIxUSRCTubvU20p+1Xfq3feIFH93S8v/M+XWSOPjhO4MALPfA8Zfo5cFjNreLt2bdRSVbAgcP2gJp7IgfAbGoW1USVvRHTahpxKU4V1LHsryTuAOSySSmpZx44p1cQBuzDNrEnLMYSOV8OhgdYza8+I+5ENeOyIGPqUkNEpO6NrNEzmxUv8DCyRnjYfsg2eD/d+yndfMMAG70NtPQWiVhqBmklDZ6nTXpOyqEQKyCt0iQ84uBIgoRgN8C5wjkChnoW3p55G7VU7ZnfbWJP8Ne7f42LhYs4VzgHwzFwv30fpUQJU2eKx53HmLpkfYtgyy+rDI/AxbIgwws8tKdt9M0+ivEiLhYvfilLZbS+yFUSrZE1YnndzxOBjsY04VjMLL5wkzst5oRh+AyUOILVtadtXC1fRTFRZLE30zPhBA6aU5pWL2eXqWYzVsCl0iW0dGpUCkF29LnU3CuFpc60g5E1wrnCuZf+O6cbAJazy7+2zTL6XaMa8fXuOjX/qGl8evwp4yuIvMgqrJdzy6hqVRYX4zkeG70N1mZmuiZT3h93H5NlNz2P48kxe3Bm1ewzmeJfdUVcIImTmLi5klv5W9lMW3oLuqPjXP7l1zpav4qgVh/XkVEzMBwSTB73HrMKTEmQYPs23IAiLBw4IKR7YCT45mN5BAggSRJjcKXUFF6vvg4v9BgMdT49j63eFhSB+BaGZ+CduXfwqP0If7r5p+A5ng5LHIfD0SEuFi7iYechCvECekYP95vksvr6wtdxoXgBO/0dOL6DWrKGpQxNP97bfQ+vZ19nYvX2YBuHw0MCq/L0UObAoZQq0aHQdzGTm8HQHEJ36XeaOBMCbvMK1nvrjH0WiXQL6QVIgoTd4S5FDgQJhUQBU5caEgzHwGZvE5ZnYSW7glw8Rz9/6z56Zo9dQ0mUcLl8meotOR7Hk2O67iEH27NZ+9B6b52ER4kiASFCLGeWGRxZFmXkY3n0Yj20jBY76K0V1xByIXKxHHYH1JBR5mhzmBBp8nusH4PjOByMDiDxBFv0Qg+aQFw5PyDQZ0yOsViowAsYu2PEAsrap5U0zuTO4FvL34Lu6Hh79m3G4YoOwaZn4oO9D/AX23+BueQcvdZmH+/vvo+H7YdwfIdNsoMgIOaQ0UdSSSKnUD3sQmoBT7pP4PgOZeZPojxe6DF453xqHjIvo2k2CdQdWEip1D7XNtroG328WXsTm71NPOlRa9/YHtOBTiDQdUbKkDBp9qk1KJajaxH6JO6IKjyfxNr/8c3/EaZv4v+58/+gb/Uxn5rHP//sn7Ppccfs4Gh0hLEzxtR/EXb7RYsDBwkSRIjwPR+SJKEUL8F2bRxbxzACAxw4JMUkq5E3PRMJOYGlzBINUBwd53LnqCXJtwDuxMnJUWFDTauhrJWx3l1HUknS+8+3sTXYguEaxJ3hBOiuDsmW0Jl2iE3kTp5u7HmeCf+6paNltZCTc6zx8935d/Gdle/gL7f/kmrIBbLhP2w+ZNXk4OmeHQbkTPECDwIE2lN4U3TNLhNPYiLxfgqJAsXEApcET1mB4RmIq3FoikZV6iEJJj58SJwEHjxM32RFEM+vSBCKYl5TZworsChCL8VZ9bgT0PO2Y3QI9A2R2kyVHOzQZi1jkiCRAHlSa/6yFUWKWETtRMiTIbO/zsVzFEc8cWHw4GG6Job2EIZzArp2qYEsJsXgOCTUA9QOFpcomsaDhyzJ4Hme4tfWkAZRwwMk5AQORgeoaBVs9DZwqXQJEiehEC9QZFYhkWkluwLHc/Bx+2OogorWtAWBJ0fWTn+HxCDQoOkX9V9QrENSsTfeI3abVATHczgcHpLw7esoJ8oUvW/exnx6Hv/Zxf8ME3eCg8EBZE7GWmENiqhg6kwxq83iln4Lpmvi5uFNOB4NdCIH1GlnnCqqKCaK6E67GFtjatnzTGz1KOoyn5xHY9KAG7qYS82ha3TxldpXUEwW8Y/W/hFrlo2WxD/do4VhCC/wqO3GaOGz489QSpSguzpjmHSNLg5HhxhaQwzMATiOmp9UQUXP7EHghGf2ol7gwePJ+RAEAXRHx0Z3A6ZPkNworrOaW0UtVUM1XkXH7FAUTk2z94XAC5DGEmJSjAlFzzMfX8WcPBoRDy2jZhj89VbzFmNIRkPcWrKGg+AAZwtn8WbtTXJ2mgP0zT72B/tMuIqEj3yc2o4UUUHf6CMux7GUWYIiKtjobcALKNEQxWg4jsObtTdR1kjYOZocwXItGsCCZ6JMTslBUzT84dU/xOszr8P1Xfx4+8fYGezgk+NPcDg6hOHTwP18/jzKiTLO5c8R/xMBljPLuN++z4a6buCy+H02lsXYHmMpu/TM/snyLOz0dqCKKtISVdzfb9+HwAu4c3QH313+LsIwxEZvA7qj407zDtp6G4pIkP7utMucLnZgI6/kWUR8bI+RVtK4Vr6Ght5g9+i4HGfMmaRMLD2Jl5gIAoC9Zw5Hh3B9l5XmRE6UdCyNpJIknt5JCkIW6dwzl5pjsajofR7tiy3PoqGfScM60zPZfioawLi+i6kzZcOX06LT6Yas6D4bDUk938OxfozGpAGJl5CNZTGyRszNFO0/60Ydx5PjV57dojjT1CFX4MP2QxyOyHGaUlL4yvxXkFEz6BpdqKKK+637MBwDfYfOs+uDdWwPtzGbmsVqbpVxNj/c/xBHkyMk5ASxCj0dg94AjWmDOIvVcyglShB4EsZWs6sY2kPcPLqJ7rSL5rSJgTFAQkrgTO4M8ok8YlIMAidQiiVRxGJ6EY7vYGSP4PkeumYX1yvXUUmSezAI6RkJfHkHTxA+FXgsz0JTb2JkjZhzcOpO8bD9EPVxHX7oI6fmXvm1fuMFnjAMAY44BRWtgnKiDD/0KS5Q/xi6rdMDmOORjWdRShBU+e+v/n2k1TR6Ro8mWaKKul6njTtPqv1mbxMpJYVasvbFPwjAoEwXixdf/fOeMHgM12BtQHEpjok9wc5gB3PpuWdgq1HNOEIC0a3mVlFJVmiKcAJqa+kt5r7pm31s9DagCAp6Zo9aeKQ42fltgg9+de6rKCaKTyNMp4SMyFqZi734pupMO1jvrmMlu4KyVobpmkyt7Zt9/M3u32AuNQc3cPHJ0Seoj+vIx/MIwgAjm/hIl0qXCIb4isrw0z9HBJ0uxAu4WLz4a8eHgjDA9mCbQcJetabOlNxG2RXwHD2wXibcHE+O0TN7WMws4nB8+Ey7lCZrz/x1JEBEUTfTM3E4OiSlHjxN609uuBk1g4pSYdMxkRfR1Js4XzjPYk0cxzGY7qvW2Kaq7Ai6/Px6vgHg81b0O0fTDd3RMXWmzFIcHe4knsQHz/ewVlojar6sMVYIz/F40n2C69XrNNU/cddNHZooRRPZCA6niir7XP72ym+/0qX0ZVbEBcrGsph4E4g8WZy/rEh0eg3MAYtXft6N3g98bA+2iYWVfRrni8Qx0zPR0lu407zDIHW1ZA21RI2u70l2O4K5f9b4DBv9DWIPSRStnM/MYyY5g5beIpHb92C5JGzIooyJOcFceg5L2SVqDztpOIvcfR/sf4AfbvwQD5sk5Hi+h8a4gVK8hFq6BlVScb16HY/aj2AHNhYyC/iDS3+A243b6JpdJKUki3J82vgU/9H5/wjGngGO4/C48xgtvUWbfQ5scrKQXSB2jiijHCeG1tAaIi5TRWgtUcN6f52ieiftA47vUCOKKEPiJGofClzMJedQS9awM9iB5Vo4mhwhG8tiOb2MvfEemtMm1nv0tSLwOwcOnzU+QyleghM4bCPUmXYYeHZnsAPd1ZFTchhYAyzMLFAUxpliY7gBN3CRUuj9znPkeIiJ1FZkeAbmtDkSm2wDHYk2/6IlUtxCzTAgfEyIMcHJDVxYPtUCTxxquQOA16qvIakkcaN2Az/e+jESSgKyJCMWxqAlNKRjaWSUDIpxEo67Zhemaz6937gG6uM6/vfb/zuJYfECHnYeYmyTczAhJxCTY5AECfPJecyn58HxHD46+ojs7z4JCB8cfADbs2nCKgiISTFW5xwiRE7NYSm7hIPxAYs3RJtQx3HQM3u4Ur4CTdZwr3WPAJjTDjWYedR4JPI0mWxNWwS4Tc7irZm34MNH3yQQZC1Zg+M5uFq+ipXsCv7pe/8UPz/8OWJCDJ8cfwLHc1BJVPC4+xhje0yxzy/p2omWDBLnEQAzmRnYvo2BPYDlUjVqSklhZI3YVM90TbihC03QaDp/4vYZu2OUtTLm1Dn4vo/t4Ta2B9vgQQOpR51HFFnyXbguNRzlY3loigbbtXEwOkBaTeNa9Rp9RicNDG16Nkxdemb1zB6aZhNDe4iklMRacQ3NKcGbZzOz2Bnu0KAnDMCDx3x6HreOb0ERFCZaTC2KUkW10RH8F6AIkyIqsH0bMSmGnJoj4VYQ2FBD5ER22DBdEyNrBE3RMHIJcCyJ9MwIQQ2B0TAgWhYsqKFKMRX/RGgJAygcuZVVScXQHhL0k+cxl56D5VkoJooYWSOaaMMjR6w9gRM4SCBBLqAviOPFxBgdeqASnynk4MOHABIAQi4kKLqUguEYTx0FAokpAUdOjLgURy1VQzAJ0Bg36PcWJHY4B4DGuAHHc+j+LhjgQU7zueQcdvo7uN+6j7E1Zg6urR5BaS+XL8PyKY78k12q4c7GsrB9+n2fTEiATcgJVBIV3GrcwtSdIi6TuDSbmsVSZglncAZBEOBi8SJ0jyb1lm+hMWlg6kzxDy/8Q2z0qQXp06NP0bcIUn08PoYqqPi08Snqwzq5JRJlFj0PAhJ4VE7FNCRBled4YjwFDok3c1/BWnENB8MDrGRXUElUcLd5FxWtgp7Vw2xmFoqkYCG1gJgUowOm/zTKF+1JZZHcHbqtY723TkIizyMfI3d75GTrm3Q/lQQJaTlNbrUTkVriJYB7GnkBwNobDY9aKo8mR/S8jRVRSVTwB5f+AGWtzPaI+8N9DKwBtd5llhjLJ0AAJabgUunS5+43HN+h+5St42B8QO6awR5m07PIqBnoro6MmkEtWWMg24ix8vHxx+hOuyglSviLrb+AG7rkyJ92UU6UYfomcXE44BtL30AhVmBu5wftB8Re6z1GTIyhlCihY3SwP9yHbuuYS8+hrJXR1tu417pHQufJPW5oDel+n1vCpdIlXK9cx/3WfSxkFrDR3cD7e+/jvb33MDJHaE6bWM2u4o3SG5jRZvDOwjv48faPgZCGpuVkGbqjk3PmJPZ4Jn+GMdmiprPGpMGA7rZv417zHu607lAhDRfD+3vvQxVUPOo8QkbOgOM4grSfMLtEjgYI5QTtOQIE7N5XckvIKBkW59JkcpxGDrbV3CqLWkf744lN7z3Lt7A/2sfUmWLiEOy8PW0TnxMcDbGSM3h3/l0YrgFwYG7taHmBx4ZPY3vMHOvR3jiqvI/2fm7gMsHndDvWaSzB6eUFHmzfhuM8dds0J8R7eW/6HtpGm517k3KSiZFZNcvOjSIvYqyNca5w7oWvHXFhdUdHa9JC1yQx1/AMViFeiBcwsAa4Wb/JBr2WY+GPn/wxAEDkRHx35bsQeRGHw0Pcad7BLw9+Sfy97DJrjNwd7iIpJ7GcXcb16nXk4jlk1SziYhz32veI7bT9F2jpLRieQecshXhVK1liwMbEGDJqhvF24lKcGqedCWN1vVZ97ZkymAD03IzaPr/MCsOQwPjTDvFjT9q1u0YXH9c/RkNv0BAtvUBNYcGr9yu/8QJPXIzjd8/+LmUmPaqVi/58aA3x5syb4MFjJjWD16qvYau/hfPF86yOOAjJernV34ImauwgGU0Sv+gAHK0gDLA/3Gfxo1etMAzh+i62+ltYyBC5W3d0JvZ0psS9iTgcd5t30Z12UZ/Uca5wDg29gYbeeIYp44UeZFFG3+jjeHqMt+fexpncGYzMETb7m8jFc7RBlDU09AbOFl4e2QGeTlssz3qmMnxX38X+JtUpRvWIkbJseRZuNW5hrbiG69XrkHgJB+MDlBLE2AjDEE+6T3C1chX5eP5zr2HEI+I5qkXMxXJ/6zang9EBZEFGNVllzIDnhZuJPcFmfxOFeIEdnJ+vBo9LcQzNIRPJXgbfc32aoo7t8TNxokhFF3mRTdazsewLVr2BO8B5iR4m2/1tnCucw9SZYn+0D4ETMJ+af+ZG8/wyXZPqjk8A1i/751v9LZS1MorxInt9I/Ck7uoUp3J1TN0p26SdhhhrisasklFGN/oZzxfOP8OUieBwjzqPqNr5pCY6gsN5PkW4rlaukjh2IuJF8aNrlWsvMGp+nRU5uPIx4l6ECLGSW/mVqtZftabOlEX+Pu9ndH0XjzqPaFOppLE/2mfvC4GnxqCRNcKd1h3MJGdQipfgw0fH6ODT40/R0luYTc2SK5HjIfEkJBbjRaSUFFmYJXqQy7zM7m0Da4AzBQJrHw4PEXABhuYQH4w/IGv1YA+6Q+06xUSRqtZPsr9xOU5sAldn8OSF6gIORgcEs+UkfH3+65g4E9xu3cbAGKBWrGExu4jtwTa+vvB1rBXW8N7me9gd7FKVqUeOhYSUgKZqKAUlArTK5DyZ+lPYYxs8Twccy7WwM9yBbuuUBxdjKKgFxMU4srEsHnepAUgWZcwmZgm6bA2xN9qD7dtYSCxA4SlSuj/cR1yMI62kEZNi8Hy6lu0pZcDX8mvgwJFN3ezCdm087j7GVm8L2wNy/okCWXkj5ociKLhavoq5NDVNtaYt8OChCiqm9hT1cR2GY6CgFlBWy4iJMSxkFjCwBkgrafhjquq937kP0zPRnDapXYjjkFNz5D4NOWiyhs3BJt6afYu1pUUH7aSURNfqUiW2msHQHELMinjSfcJeq93BLp50nwAAZFPGRncDPbOH//nN/xnggO60i8a0gRlthuDZUoJtpnOxHO4076A1aaGWIj7TxJ7A8AzGsioqRVTTVVguVetyPFVsr3fXwfEczmbPYnO4iWqiiqE9xNSf4u8t/D0k5SQedh4iLsbBBRy2+9vIqlks55Zxv3kfnMDBcAzUUjWklTQJKtaAIilaGYVYgZydiSK6Zhf/y5//L/jznT+HxEvwJQLymqDGEy+gg/6vI+7EeHKoxKU4klIS4/GY4uChj5SSIjAkOLQmFBHneZ7VVosCcTRkXma8hXO5cxQrb9+DCJFx9VJqisDxgY3Z1Czc0EUynsSsNotysoyhMUTDauBM4QyuVa5BkzT8+yf/Hhu9DUycCcWYQG7cc4VzqI/raIQNvFZ5Dfl4HluDLSxmFrGSpRaS5cwy6pM6smoW3Sk5cvzQx8SekOMjcOiQdQLrPw6OyYnAUSmB4ziQeAnFeBE8TxXlH9c/ZtXuAQJInISxNcbYHYMPeUycCXN28DyP0DvZb7jWM8ybaKmy+rRWNgCDxwOAIijIqllklAxUibgat45ugQePsUmgTd3VEQYh+9qe5z11P37O4gOKNbBoA0JIokRNQ6B4gqZoEEIBtmMjo2bw1txbJG7xVMUOjqa7I3uEntHDwBwAIAdP1KYlQGAimemZGNkjWK6F7rSLXxz+Areat3CtfI2eyycHuIScoKbVk/fcyBzB8R3cqNxgoO/utAtBoCrlt2beoljalCKQ+8N9CBCwlF5CIVFAa9hCyS/hYHJATDSzh6E5xIeHH+K/vfbf4nB8iLE9xs3Dm+gYHcwmiV+iyRpa0xaJU1IMWWRpb/k5l1YURMyn5jF2xkjKSfzeud/DwfAAm/1NBAhwu3kbA3uAi8WL+LD+Id6aeQsDk7hUB+MDFvuLlumZOBgdQHd1WC7F/EYmtc0pgoKd4Q6SEjGyohjWXIqqkCPGSFyiZ53ruehbfbSnbXT1Lkb2CLIgIyknEQYhdEfH+cJ5rOZWoTs6crEc5tJzbFAaAf9nUjPUuMMLJKiJJPr5gv9Mi1F0KJ+6dCAemAMGWh+aQ+Y0f2PmDRQTRQRhAMsj4W29u84gu0EQ4HB0CC/0cLl0GTOpGWTUDJJKEmEYojPtkEM/RgOKKKIM0IH89vFt/PXuX8MLPGphsyfYmGyw59S5wjmM7TE2uhsQeIEc6EabnGIhDUq+vfJtXCxeZM/Hx93HFH+bHONgdECctZNh9n98/j9mYpXj0ecgISUgidQMNnbGEDgBx5NjcqWcCOaSIMFwDLpXnLBMefA4HB3icEzO4PO583j/4H0seUvwAx8zKfp6ESZg4kzImctxxK3USkyQPl88z94TOSWHJ/0njM3ohz56Zg9H4yNMnSnc0GVnTT/wsTPYYcOamdQM5lJzzB314cGHSMpJ1JLk/In2ikfjI/ban+ZHRqxAiZMoCswJSEjU1veyqnNVVDF2xrhSvsJKSSLRh/GjIgzGCaPntFuM53h0zS7CIMR8Zh5vz739wr7Y8R1kYpkXSoMiQbJv9NG3+swxZLomekYPI4dA2JqkYa24huXsMiRBwuHoEI/aj5BTqVLccAzca90jBo6Sx9AZ4tbxLWz1t9AxOlAEhXhGIYfj6TE838NqdhUr+RXk1Bxa0xauV66TwDbcx6fHn2JoDxEEAWNBncmfQUJKoGN0MJOaQTlBxSrVZBVpJU1xzDDAzmCHBvKuhaE9xI3ajRfOrUEQMGHnixAh0efW8iwMzAEetB/A9mwUE0UU40Xojo7N3iZ0R0c2lsV3V74LWZQxMAfUzBd/9XnvN17giaILcSmOGWkGiqCgqTdxv30fMYmUOY7nkFfy2O5vYyZJN79ohQhxNDnCTHKGqqFBkySBF75U5XVTbzIXxuct0zWx0dvAtco1OL6D9e46nnSeIB/P407zDvaGe9BkDSklhccdotHHpTher72OmdQMElLiGefN3nAPTb0JgROQiWfwW8u/xQC9uqtDFERcLl2mh40zBUK8kJU8LeR0jA7BF0/gcbIgIwgDHFvHeCv5Ft6ceZNuOiciVt/s49PjT3GlfAXXKtdYxIADx65fa9qCyIuvFHccn3LLPaMHTaas+GkX06+6TivqkXgTwbbn0nO407yDIAxeEG54jsfAGuBa5RqqyeorW726RhdTd4pL5UvgOTronBZxnr/5arKGQrzwjIq+3d/GmfyZl16LKHZS0SqssS0MQzzqPAIAnCmc+VwHUiQczqfnockay9tGEOOmTg6GlJJCa9pi7SvRppQdYpQkqskqAzZHiv2rluVZ2BnsoJassWsSxay8wMPYHsMLPVwsXKRrc/I1gzDAo84jXK9eZ6IEQFG/w9Eh41L9bVfk4EopKWq3CAPk5fwXflY/b9meje3BNhYzi89E/iKBL3pPjOwRxTzVLBMCeDy19B+OD9E1aDMZVZGCI+FaERTkE3nMp+YhCAJ0W4cu6YhJMZzPn4du68jEyLYdVWSGCNGddnE4OYTESSRW+Dbm0/NPN7ViDKvZVQicgHP5cyjECsjEMhA4mpDH5BiSchJ7oz3MJmdhOAYu1i6ioTdwt3UXpmfiRu0GQi7EDzd+iLE1ZtO7x93HmEvP4WLpIuWs7T6UKfG9RF5ETs1hJjWDwxG1ZRTjReYOSKtpnC+eR8foYLe3C5/zMTJHbMrlhR6KWhH32/exN9yDIiooa2Vs97fh+i7aehszyRlIHImEQ5NiSUklCYEXWBOUFErIqBmECCnegwD3O/fxsPsQxXgRA2tA0xWrh5SUwqXiJWiyhok7QVJOYi41B1VS8aT3BIIjAGPaoFoeAUJFQcRsehYDewA+zrPXPYrkbvW2EIKYKFk1i7XiGuJyHJeKl3CxfBE7wx2cK57DweiAJliTQ1woXEBv2oPu6EgpxAGSRRmdaQce50H3dGz3tjF2xsjH8mjo5AoIEIAPeci8jDP5M6iP6jjWj/F7Z38Pv3/x9/Hzw5/jPes98OBh+zZ60x581cfj3mMCZJ6A7WVJxqw2C9OniI4xJBE4gmFH4rAbuMjIGQRhgJXCCm5UbuBPnvwJsmoW5UQZnzQ+wdfnvw5ZkHG7dRspKQVRELEx3EA+nsd3l7+Lw/EhDV78kDlZIvcHAORiOdi+zSC6uWwO7++9j8PxIRJiArlYDj2zh/F4DDOgiNzpyutfdYkQkZRJxM4oGQRBgL7Zx9AbQuREzCXnkFNzMDwDTb0J27dhhRb4gEcohBAEAcV4ESu5FYJ8mkO0zBaSsSTmU/NMWP/R5o9gezbd2zngevk6Rf58kyqSJRm+7+Nu6y5834czcbDT30FMiGGzvwlJkBiAU+IkVNNVxOQYOWhjeayV1vBZ4zPMarO4Ur6CIAhQiBfwkf0Rgaq76/BBwk4YUtVxFAvlQY4LK7SoIUaJww2patrhHObQzat59Iwei8c7gQPf9+n94k6RkBIwfAMJ8ekBgQMHURRhOgQRjSrco8WDYJt+6LPWLVVUyTUG+jx7oYfD8SFSagp3GnfonsXNUmQtdCFAQDKWxNAa0vfyqXXuebfQ6RVFsQDAA90fNEVjkNkAAdIytVRFVd5Rpf3WcAuu51KzUkgw5Z7Ro0GYS3EKgRcQBk/fi6ZL9daWZ0HkRKq1d+izxIM4GyklhevV67BcC7+s/5JApdYQoiAiJsfweuZ1cvz2mtgb7qGUIEdiWSvDDV38/ODnCMMQuq1TvEumw2GIEIZHLsuyVsZMcgY9s4fbzdv43bO/C3BUCPCLg19gaA/x/fPfx493fgyZp1jO3mAPl0uXWTQucrGdhnSfFtM4cJi4E+z393Gteg0fHnyIv9j6C/StPrJqFp8efYqkkqTXVEkhpaRIxD8pjGjpLdjeU6bPndYdCIJAzU+pGuJiHLqj41rlGhugqCLx5ypahfhoIQ2d2nobR+MjtKYtGkC4FhPQFzILzGm8O6R2xD+4/AdYzCxif7SPIAywnF1mP8fIGtE+l6O2WkWkYUNCSsBwDHihh6EzxFZ/C90pMR6je6sf+vR5d2i/IIkSUnIKI2cEPuSRUlJoTpsUaeQJDDyXIliszMvY7G+ilqrhq7NfRSaWeea9vDfYQ9fo4lLpEgbWAGfzZ2mwFnh40nmCj44/QmfagcqrqE/rmFgTxjWpJqrwQo/Vsickilk39SYSSgJrhTXMpeawMdjA1cpVJOUkmnoTm91NfHb8GdJqmvaVEsVeZlMExk8pKVZ2Ee2VBI6ixlE9/VphDX7gQ+AFXCxeZO73yA16PKE4c0Nv4EHrAdp6Gyk1hY+PPsbQIQ5gPp6H6RKPJatmoakaKm4Fi5lFrHfXUYwX6dnsOTB9+jkm9gQHowOsO+vgOA6L6UU0Jg1ijYXkHE3KSVS0CtuvxcQYZlIzSMkE5Z1JzTBYbhRLXUgvQBREtKftZxzbkcDCgeDxcSkOPyDGj+Ea5DA5OU+cjj1F57VoKHc4OiTI8An35jT7RpO1FwQdgPaq7WmbGG1hiHcX3mXP2OdX5MwxXIOegdYQP+/+HJ0nHciijIySQUbNICHS62d7NgRBwEJmAefz5zGfnoflWXjcfYzN7ib2RnskpAk5VLUq6qM6HrQe4GvzX8Nfb/w1vNDDJ0efsL2y7uiYOBOsZlZxtXoVXuAxSHoYhqiP6vjx9o9ZAY/hGJjPztPQ6qRRUORFTNwJrlWu4fWZ15FVs8+YMbzAIxh5SGkc3dXxeu31l565QoKrMTdV9N9H+/5I0InOQCFCOgcFHlJyCt9d+S4AYLO/iZ7RQz6ex6XyJWq+dcbI8lksZBZYVP9V6zde4JF46RmXjR/4+Kj+EYIgYIApnuPRd/ooa+UXDtb1cR1BEGAxs4hbR7dIBAGYbf5XWaZrojPtYK24xj58tkcVsrZvs2rCoTXEg9YDhAgJaOpbqI/rBIOSKMfJcRyri51Lz+HrC19HNkaHw2g5vkPVx6MuLM8iSJYUQ1WtYmuwBZETWY1xGIbYH+2ziezR5IhByqL/KaKCpEKNRFk1C8u3WNbZD3zcbtxGQkzgq/NffeYw29Jb2OhtIKfmcLl8GRzHvcAjsT0bLb2F84XzL1y3CLo7sSfIx/OvrKSMstWv4tycVqZPCzeWZ7EP6elY2OnlBz7jv1ST1Re+dxQlakwa2B3sUl1s5zGzS34ZJszApOnz6Y3B6X/WNbooK2XsDHYYeO3jo4/h+i6uV6+/8J48DameOlPcbd2FJEgsSmV4xB2IpkW6q2Mlu4JSooSkTC0fv4qAc3pFanT0kNIdHY86j5BVs2yaEJPI4quKKqbuFEfjI1woXnjhexxPjpGQEs+IO6ZrMjfb38Zdc3rtD/dpSuAacDwHxUQRaSn9xf/hK5Yf+HjcfcxcBQejgxcEPlVUYXs2DoYHKMVLkASCtQ+tIXRHh+d70BQNVa2KpcwS2kYbq7lVuP5Tvk59Uocma7ADGwW1gFKihPOF8xhbNOEa2VRla7gGe5gUY0WqPBYkxJU4VFHFWnGNnFWijMX0IoO5j50xQoRIK2k2hXF8B7ZLToOYQL9HQkmgpJXwJxt/gr7Rx3xmHpVkBU/aTyCLMi6WLkLgBBxODpGJZXAmd4ay1r6FsTcGp3NIq2mUtTJqyRpjlKWVNDV/WX2UEiWCb7o2Hnceoxgr0pRY0Wgilp7Dk+4T7I/2GVPN7biMgxATCRY4dWhS6wQOayYaWkN0ph3UtBrmMnOIiTHs9Hfws4OfsaiPAIGcH6EPnuNxLn8OO6Md+L5Phw05hUK8AFmQoTs6TM9ENVHFcnaZ2dUjR15KScHwiMORi+XYg31oDRGT6bOxlF5CyIfMGizzMhJKgk2/GxOqC+8YBL8uxoqMgeQGLm41btGUHgIEQYDgCOBMjmrCY3loqkb5bSWHkT2CGZioJWv48faPsZxZxvfOfA/3m/fxz2/9c2z3qQ3GD3ycL5wHx3EsEpRVsyyCElU57w/2YbgGRI5A1rVUDVv9Lfr3RBkCL2Alu4LfXvpt/N/3/m8MrSEW04vY6m8hH8vjW0vfws/rP6c4MEctKGv5NXStLup6HYqgwAxMxmcpcMSb8wIPF0sXESLEncYdFu37s80/w+PeYxTVIjiOw6PeI/ABj4ALYAVfHMd52ZIgQREVqIKKglpA22izg6vKqbheIYDp5mAT9UkdcSEOn/cR42OIy8TJSSkpariRVGqQK6yiZJVQTVTxk92f4GB0gNa4BUEUcKN0g/FXbI/cHyJEqgL2Lfp7ITCXnsPUmyKjZpCJZTCfncefb/w5DvwDBmPlwWOruwWO43C9dh15ldoXS4kSdFvHXriHkUnCc1yMw3ANNrTRRI1icr7DWpB4nkdOyWEn2IHESSQUuDoUQUHX6hJ7xxow96Xt2RB5kWIAvkPXUVQx9abPCDgpJcWGU1F08/kl8zJ8UHEG+JOos2OxDbMmaywi3DW68EMfV4pX0Jw2qSo7nkRWIY6GIiqYOBOI+PwWLREia7jiwUMANV5F8M8Q5OYQOZF+7hNn0dSdYmJPsJJdwePu0z2C7dvsXgSQi+U0b8gJHBZtGlpDdIwOBtZTRsRydplEGSGG28e3GReja3aBAARyDnl8cvQJHjQfIBvLIq2mEQTEeVrvrDPRTnepVAAcRcVEiJB4CfOpeXKdcAL+9PGfYjW/iqPJEfaH+2hMGlAlFf/k8j9hMcPFzCLWe+tYziyjb/cRl+K427qLWqrGhHVWNS/wiC43z/Gsyl4RFByMDlAfUZT/YeshjsfHmE3N4kn3CdaKaziaHKGqVeH4DpJqEsV48Rmn1/cvfB/fWfkOsjGCjddHBMwVOAFdo4tqsop8LI+BNcBGf4OEaIfcPkk1yZ6p30p+CyWtxFhQA2uApt5Ed9qFpmj4xuI3oIoqmnoTpms+E02JXNF+6FMRgTnAwegATzpPMLDozz3fw7A1xPbjbcQkcmGpAoGtuZCD6ZrIxDI4VziHhJxAz+gh5aSwkKE4cLSvivacIi/C9mzcatxCTIrhRvXGC9zPkTXC7nCXXDX2EGfzZ1lD0ydHn8DxHQaAHhgDBqeOS3EEfoCm0YTIiRA4AY+6j9CzeignyvjtM7+Ns7mzqKaqCPwAj7qP8MHeBzgcH2J/uA/TM2G41M71lbmvsOti+zYakwZrr+waXcb1REjsq7gcp/v+iaPVcGhoxYGiaF2TGCpRy+2j7iMMrAFW06v4xdEvsJBZwEJiAUWtiMXUIraH25BcGoApPBWyRHHQpJwkkTMMofAK4lIcRmjQPjxRhiIqjLMT7ek0ScNSdukFJ0sU8xpYA3LQmV0kpMQz8GRN0ZiQExPJORa1xaoCMXEisH5GzSAXy7HB/MAckGj6HLM0LpEruZqsfmH8L1qu76Kp0/0xF8thMbtIYpBIbVm2bzOkxMgaYWANsNXfQkKiBsWMShHwi6mL+Afn/wFETsTQHuJgeICm0cTYpva7S+VLmEvNoWN08N7ue9jobbCY2mxyFhdLF+EGLu417uGf3f5nmNPm0Jw24YXe03ssL6KWrGExvYi20UYlWcGN6g30zB4s18KHBx+ipbfwoPMA+VgeCTGBrJrF9ep1lOLE4dEUDflYHmklDSdwcKV85QXXTYStUEQFXYNi7TeqN545mwBPz1ye78GyLfSMHnPTAXjGVZVSUiyVErXVFeIF7A32cKt5C0OT3PKlBDXFPWg/gCpQUUV72iZhKAwxskavfC1/4wWe0ysMQ9xp3mEHBgD0QAgDaKLG/l60OtMOxtYYyzk6cDemDcoI88IrY0FhGLKNi+3RB+F++z4UQcFHRx/BcA1m7T3dFpGQEjBdE+dL55FRKENbH9fxztw7TCF0fReNSQMdu4OsmsVCegG6qzMBKwIA98weknISKSWFze4m9kf7pCCrdAhRZfUpiJXjkFEzkAWZfTifz02eXoZrgPOfEtfXu+sYWAOsJFaeEXfq4zodrKQYu7EMrSFaUxJzImV0f7RPkNQT4SYMqdGmPW3DD30U4gVUEhUECKhK1xq+INy4AdWwnhZvZEFGSkyxv5Z46QXo2np3HW/U3njhZnz6tdwZEISwrJXpcHgyKYgO7H7gUybW6OF84TxycYpOfFkekBfQpPFlQOOo3Ws1t4p7zj1cUC6gGC/io/pHGJpDXK9eZyLiaQZOJOAEQUAMFIWyqJqkYSY5Q2BBSWVg4dPW3C9ap22Fp+2jru+y3KoqqtAdHVfLV1/6e02dKXPiPP/giXK6a8U19vcc38FWfwtz6blXQsq/7GrqTZqM8iLG9hgZNfOlnHlR/frp98V6d51dA8ETGNhO5EQGQW9OmmjqTSxll9hDQuIkxMU4NYRJT6cqR+MjLGeWUdEqiIkxWK6Fm0c3EZNi9J7nZTiug2P7GGOLKjvdwEVz0iSBTpRZJj8mxaApGtJqmsVbiokiCvECc69Fr5PlWrAki9VOPuw8pDiEwMPyaAPM8zzmknN4f+997PZ3oYgKfmf1d3C/cx8Da4BvLX0LhkebopnkDCpaBQ29gapWpeiP2cBKYgWzyVmkY2nkY3ks55bx84Of0yFGpgdyTIxhf7BPrJmQohkSJ+FS6RJ6Vg+Ho0M4noMzuTNocA2M7BEOx4dwfIfB2P3AZ6yxxqSBIAgQl+NYziyzFq623saj7iPsD/dRjBfR0ilWc6xTTC2lpGAFFj5rfgae47GYXGRQvGqyClVSUU6WcTymZrsQIXNcFuNFKLyC5ewyPqp/BFmQn2m1Wsou4Xr5Oj48/BCFOMWLXvacGdtj2jRZQ7SNNjhw+Jv9v6HrbHYxckYkSp1U7SqiAs3XYEomaqka1spr5FbyLFyrXMNf7/w1RE7E/3nn/8RGbwNncmfwF9t/ga3uFib2BKVYCT2rh28tfQt9q4+u0cXYHdOGk6PWGImTUIgV2P1b4klAzKgZJOUkjvVj4htAQSFWwFJmCZ80PoHt21jKLsENXWRiGRS0Am41b+Hj+seIiTH2vBV4AWN7jMvFy/jB+g/gwUNSTKKm1fDu/LvoW334oY87rTvYH+xT65bVBx+QvVziJEydKUbOCKJAU3o7tL+0uMODh8LRNc3H8lAkBVvDLXYgOJc/h2BKpQzbg22MrBGSShKaqMHSqeHJ93woioKVzAqcwEExXsSZ3Bk86T3B0eSIhAZ7woDFhVgBPbOHntnDWmENA3uAd+fexe3WbXihx1r+OI5DQk6Aszn81uJvIRvL4sc7PyaHiCDB8qnBSpM0jJ0xSloJqqDiZv0mTJeA9ZdLl6FBA0JAkzR6nwUUOdQUjThq4clpnAO4kHiEG/0Nqm7mSHQSeREBqL0rH89Dt3W2GQ2CAH7oE7vm5N4ocCe18qqGgU5RJd3TYfgGkkISDueAC5/9LAQI2M8jgr6fIFCZhhCSoJpW0vB8D4vZRVYp/72z38O/ffhvGV9oaA1pDxE8dQtFoOeXLRs2Y+4oPFXvRoBklVfhhCRacTztrcIwhCqoTwUFNU+xsJDaWNNSGrqvs+8ncMIzUUHDpoje8eSY7v+ehbgcx4XCBSiigp7Rw9SZomf0IAoizuTOkBPHczF1p4yjtd3bRiVZQUyKIaXS4eKofYSUmkJaSeN+5z7OFc5hZ7ADiZdQ1+u4UryCjt9BRavAci38aOtHWMwsohgvQhVV7Ax34HgOlgvL6BgdtPU2LNfCT/d/inKiDCdw8O2lb+On+z/FYmYRaSWNK+Ur+MnOT9jv6/tPr/PQGuLfPfl32B/twwnoeR8gwEp2BR/sfYC4FEcxVoQbuvj+2vdRn9RxPk/7rqSSxIXiBSSkp/u5vtnHzmAH/JDHyB7hs6PPoIgKOb5ORJ6O0QFCsIl/MV5EKVGCLD7rDg7DED2jh4beIPEuDFFIFLCaXQU42vPuD/exmFnE8fgYY3uMgTXAg9YDdIwOBE5AXKZGpwABBuYAVY0c4bPJWYRmiG+vfZsOuYHLGBwST7yNtErxYdM1oSnaCwPV0yvCIji+g9drr7/geB9aQ+wP95FSUuibfVytXMVGb4MGhp6LuBzHwBwwxg/HcRTRPKm2jskxSJyE7dE2hs4Q8+l5/P7y76OSqEDgBVg+4SPq4zruNe8xUO7VylVcKVGt9R9c/gOk1TQ+2P8AFa2Clt5iThTTMwn+PKQmqZE1QlpN47PjzxiDrT6uw/d9ui+duLYiLubEmWCjt4HOtINCvICORQ6yt2fexuZkE99Y+AZrWE5ICVwuXUZaTcMNXCYS8jxxTE3PZHu71rSFc/lzVCHvGjiTP/PMdRV4EqOjoVq0N37QekDxZI7DWmENi+lF1hSsiip9fd+k+yBHzzvTNWlAwwnUanUKvB1xF6Oz2+cxS8OQhOQvEndsz8b+aB8tvYWkkkRKTsHxHdxt3sXUnZLT9cQxGQ0aozhoWk1jPj3/zBn6WDpmjqeIs5OQE3it+hqyahbHk2P8y/v/Es1pEzExhsXMIhJyAl2jCx48frr3UzQnTby//z4JXnKcUgyg+/Pbc2+jECuwodjeYA+KpOB++z4etB+gb/YpEi+pKGtlXMxfZBH3xcwiUmoKi+lFlLQSJF7Co84jnMmdeUHcMV0Tm/1NJOUkGnoDnu8RauSkbfG0GycaXjiBA3BAUkliJjXzTHNvNMzbHexSC6iaRUJK4HH7MR52H+Jv9v4G78y8g1QshZ7ZIzC4mmYYlYREsbyRM0JLb73gyju9/oMSeDb7m9jqbzHlLi7F6cHM4QXnzsgaoaE3WGVi5HJJq2mKMXkEgXN8B7qtM6U1mtJHqnLf7MMNXJwvnGeuCFmQWQNVZInb6m+hkCggKScp42t0cb5ALKAwDNGetnEwOsDYHoPneKTVNB60H2AuPYdfHv4SzWkTfuAzdorlWfj46GO0p228MfsGblRvICbFnnnzZpUsFEFhwOTI8vh5K4JAA8SuORgf4ErpCjYON+ifhyH2hntMXY3q/6bOlDWCRbGalt6C4RgoJ8po6k126BUFkannx5NjdPjOC3V6EY8lilN9GQ5PZLWbTc2+IO4EYUCRJY8O6oZnoBQv4W7z7gsOlJhEoMWdwQ7eXXj3lULRr7LqY2IdnH4QR4T5B+0HyKpZ3Grewq6+i4XhAv70yZ+iZbRwtXwVHx99zGCVcYkOVXPpOZrsSCpaegte4GE1t/rCdaqP6xhZoxfYONGK3D3PR80iISeyoBbiBORTBIV9j4PRATJq5qXijuu72BnsYCGz8IKoFLnKZlOz7KboBz59dk+4S38Xa2gN0Z62kVbSaOpN1pgVhC+yHiKn1vNizmnos8iLlI0+yfQejg6Jsh940GQNSYXe05Er6Ur5CpzAQUtvwQ1ogr6SW0EmlmHXsjVtQeAEqivtbmB3sIvN/iZ4jkchUcD+aJ/FlwRBoLpyVPDWzFvgwDGbqSIpGJgDxuCZOBOqQrYn5OJ6yUG3b/aRkBKoaBX8dO+nBAl0LXAch0q8goEzgMiJ2O5v417rHmRRxndXvovjyTH2BnvkBhJlWAFFkwrxAsFeweFofIT6pI65+ByWs8uQBRlLmSXMpAgC3ZxQpLUQK+Cx/hiNSYNZaaNNxEpuBT2jB93XsZRdIvC5O8V2bxt+4KM77bL7VcfoUCsKOLK28zyuV6+jlqzB9mz8vP5zbPe3iVsxbVG7hU38oVKiBD/0kRATTOy6WLoI0zFZNXSAAJpE0PDz+fOoJWu4Ub1BrROBh6k7xXu776Fn9nC3dRd9s49asoZCosA4UhGA94UVELS2b/QxsAZ41HkETdLQMTsI/RAddHA2fxb1SZ1Nb+fSc3jYfoi4HKcopReDHJOxkl2heN1wD7cbt3H7+DZ+dvgzDIwBqwz95uI3mcOvoBaw2d+kWvoTy3tNq9EhQ9ZwqXwJP1z/IYrxItJqGjePblLzjyBD5Oize6d5B45HDWqarGEuM0eZfLuPqlZFy2gxVssn9U/A8zzKiTIG5gACL+BM9gzGzhhcyOGD/Q/QnrYhQ6bIqByHKFBlb8iFOBod0XPFNVhV99geww5s8ODhwn0GwvpllgwC5Sqcgqk3RWPagBd4UAQFr828huXMMnbHu5j6U2wPtjGwBvACD8V4ESObDigjZ4SQI9Fv7IyhSioKCRLGIkFxvbcO3dZZRLGUKKFltFCKl5BW0jhbOIvzxfP4m/2/AQIS8F+vvY5j/RgqTxO+QqIAy7NI/A0dEpf9KZLxJE2Rp8Tt2uptMX6apmi4WrmKe+17aOkt+u9FcvNVEhW4gYuJNYHt2dQuenKfjPYNcTlOYstJHBQhYAs2dnu7UGUVhmvQ4UUQqFGOk8HxHHO/CByJeKfvP0EQQFAEBNbTdtFoqZxKewDu5NATUp247VKspZQoQVM0SBzdj4MwgOma+MnOT7A12ILjOVBjKkb2CDzHw3SopZIH/8L3evbjSD+LCnIvTswJwAMZJYOElEDP6mExvYiBNWCRishltZJdYZDVECGSCoHJTcdkcSWRF1l1uH/yR16lCfNMagYDY4DF7CIMzyDwuCBSoxrPIaWm0Jw00TW66BpdpNU0AxNnYhnMpmbRmDQwk5zBX279JSzXwlxqDr88+iVWMivE4Bnsw3ItqDw1R0UxyZuHNzG1p8jH8tgZ7jAX01xmDjcqN9DUm7hWvkaNTvEMLM9CLVXDX+3+FSb2BI+7j6FJVI8+dZ+21Am8gEhLS6kpvFl7E1Wtiv/pzf8J/+LWv8DX5r6GXCyHvkX3zK3BFs7mz+JR+xE0RUPH6CAhJ5BSUsRsOfUoSykpBEGAtkHV5EN7iNXEKkY2cXhWc6tYzi5To9VzB7vTzvCG3sDR+Ag8zyOjZHCkH8H2bVQSFdxp3YHhGNgZ7iAfy+NwdMiGLNG9KGq1zcVySCtppOQUnvSe4ELhAm4e3URWzeKgdYCu0aVzhGuipJXw1sxbyKgZNgAd22PsWru4Vrn2TK326WV5Fj47/gxe4L10gDm0hgzE/qj1CLZv41/c+hfQbZ09mxvTBnRHpxhlYEIIBTYgjpikkevga/NfgyJR/EcQSPTvTrvY6e+Q2C9KeL32Ot6afQtXy1eRUlP4wcYPCGxsDtAzqJ1sb7iH9rSNu827EHgBzWkTY2uM/eE+tR6m5zEwB8jEMoiZMXSnXWIqWSMkpAQyMYoBjewRZFGmduNEGau5VWrJzK2gkqwgkU2we7Lt2eibfWz2NxGX4uy+GIYh5tJzWM2twgs83G3dJY5V7Qbq4zo1CIbhM8PNSAgYWAPWaBahD6LKeVVSMXEnMMYUe+Q5Hj2zh6yaRTaefaEtTeRFLKQXXmhOszyLBn6/wkD29N4uGnLZns3+f+JMcDQ+wsCi500tWaOmSk4kllDgIhfLIQypnVeTNfa/aH8eDQejz03P7GFL34LX8DB2xtAkDZdKl6AKKrb6W3jQeYCRPcJccg7vzL2DmBTD4egQP9n5CSvMiAtx3KzfRM/sYTW7ClmUca16DT/d/in0QMeV8hWUE2XYgY2t7hZ+tv8z2D4xGh3XQUkjxms2lkV9XEdRK2JoD/Hu/LuYTc1SvPPkmm71t1BMFF/4rPSNPp50nyAmxXCrcQu2T/fw3cEuO/9E6JXoDOAFHgROYG6/zrQD27eZCN+atmD7NnJqDpqskfN8uA8/8DGbnsVydhlr5TWGhYli6FHb6VZvC22jDVUg4efzht3/wQg8jUkDt49vo5qskgItxuAGLlnGT1RSgN6cI3uER+1HmE3NomW0cLd1lyaTRh9HkyOKFRkt3GrcAkAwP03R6A1yYpeMNhy7w12sFddeGi2K1u5gF17goapVsTPYwcP2Q1ypXKEPyWALB0Ni1lS0Co4mR7hUuoT6uI6USup7WknjG4VvIKWkaIpywqs5mz+Lt2ffhizKLxUfnj/Una5of9WK4GWdaQdPuk+wkl1BLVXDBjZYExBCupGctsU+7j5GWSujPq5TPZ87xe5gF7OpWXzW+AyWZxEPoLiGlJpiws2v24z1qhW5ctIKRdQG5uCZG7Tt21AEhR3Mr1euE2TvlHARrQh+vZJb+bXEnSiu15l2sNvfRS1Vw53mHZZl1V2dxUtUUYXlWcjJBAyLS3H8D6/9D8jEM58boWpP2zBcg0UrTl+HvSHBZs8VzrHGg+fFnMgBEVlQc7EcYlLspdfj9OpMO5jYkxe+b/R7R61lL+PcNPUmZEFmQk4YhtgebCMpJ1HWyl/6Or9sma6J/SE1WBxPjlljFgcOU2cK3dNZZWMEK4zELJGjSnef96F7OnqTHtlsJ00AYK6jYoIy3AInsDaTqTPF2B5jJjlDvBdewpszb6IQLwCgzVfP6GFgDdDW27jTugMePDzfQ0JJgAOHklbCldIVgh1LcdogKFki62fI1VfUiuzwC5AbZ2gNqVrW7KKqVaEICiaYsGvCcRx7rSb2BF2ji28ufpOiln36fIMju/HEnbA2l53BDniOx1qRcvFPek8wm5oFx3NIK2maQggqLN+C5ZJtlRd4vDv3LramVMUeTUTWu+sUJ01WcTChlpDmtEmxQSmJhewCPtj7AHPKHEb2iITyQMbucBcPmg+gKVT/mYvlYHomjsfH9PufZJ0L8QKqWhW3m7dxp3EHf71L7hXTM5FR6FASk2KYy86RAyhwiCXDCZhLzcHw6ZA6m5wl56eiQeAFVJNV/MML/xATZ4K4FEc4ISfLdn+bTbwAYCG9gCvlK7A8CwfDg5ceKmzfJv6DTs+aB60HMFwD24Ntgsj6PibhBFmFYp/5WB6LmUV0p12ogsrA2UkpCU3WEPgBDs1DYugYPdxr3WODirP5s/T8kjWUtBJmU7M4nhxjo7uBfCyPsU1NGGmVRNCMksGV8hUcTY5wJnuGIre2DidwYA5MWK4FRVRYc5bu0qEhAnNLgoTmuIkNZwPXStcw9aZoTVpYza4S6JkHFrILrFGtqlVxMD5A6BEvDBywmFmE4xHAV+Zk3Gvfw/HoGAklgfqojoExQEyMkTvPJ67Jq9wYv+pKCklWQd4yWwBo8ruYWcTZ7Fm0zBZuHt0Ex3FQQoUYAxzxh+JCnITccQscz7GN2Vx6DrOpWWTVLAbmADu9HTSnTVwuXsbHo48RE2K4WrnK4NQz2gwO9UMUNTqclBIl+IGPjJqhTbSs4VLhEnbHu7hYuohbjVu417wHyyG4rOd7MDxiJMiCzITLqT3F0BxCkRR8Wv8U64N1FGNFJJUktTOBQy6eoypxDqhqVRxNjtj+wQ5sBF4AL/AYC8fxHBo4iHFcrl5GEATYG+5BEiRqOoILGeRgEwMRCEAT7FMDpuhem0/kYXomfU4dsrrz4KHytLkOuRCapDF+TDTN58BhZI5geibm0nPYGe6gbbRRMkrEowAVWgzN4VOA6Qn4mbmUXrJkyPDgYa24ho3+BkKEkDmZcao4cJh4E8SVOEYmcVKm7pQOSQgxdIYI+ZCEd1mBFEpM+OZBkZxoaxYNCstJ4t8MrSEEXiB2B0Is5ZawnFlGd9pFXIrD9V3UR3V0rA4kjuKYt5u3MbEm4ARqUZN5GZvdTYydMRZTi7jdvI251BySKiEATI9eh6gdaOAO8LP9n7H9Xn1ch8hRzbwf+EjJKfy8/nMkpSQedB6gZ/ag2zreqL2BQryAd+bewUeHH0HgBPyv3/xf8X/d+b/wg40fwDd9ckOd2nOqItW4i6KI9/fex/pgHdfK1/Bv7v8bTJ0pklISlm/havkqJFHC9858D0NriKXsEmv2iRoFAeCD/Q8wsAZYyiwhJsdwtXwV3175NpJyEk+6T9geNRqyRI7wKNo+sSfMhVfVqhB5kVWEa7KGrcEWxtaYMYEAIKcSXHnqTDGXnEMhXsDZwlliap28zw4nh7S/CsiNklEzaHBUO30md+YZ2G60ThdkfJ6488kROSOvlK4wJ1D0u3WNLvZHdJh80HqA3dEuONBzemJPmDCVUTKMm1WSqDWKEzgShAL62q9XX4ckEt80Ar3uDHbwoPMAlmshIScIQJvI4x9d/EfIqBmYnol2v43t3jaD9e/0d9DUiQ1Vn9Rxp3UHnk/CwGJ6EaZLn/mUnEJMiuG16mtIqSnsD/aRUBJ4e/Ztdt9o6S08aj+i39l38dbMWzgcH6KSqOB28zYW0guoG3UcjOjZq4gK0moaZ/NnUYgXIPDEhZEECRWtAkmQcDw+xv5wH1+b/xqrNO9MKSZp+3Sfd3x6HXVbh8RJqI/qVIoQBiglSJjPxrLIqBms5FaeGVbnYjnGPjq9otbYV2EpXrWi5rBIxDFdE7vDXcZQVESF3f9GFkGOz+bPklji26yV0/YI7h6EAc7nzyOlpj4XGByGIbpGFwfDA/SsHppWE7PBLJYzxEf87Pgz1Ed1gAfO5c9hNjmLoTXEencdu8NdNhCWBWIHPu48Rs/o4T8595/gWvUaVImem4qkwHCpxOGHGz8kTtDJAK+klXA+fx4ePGTVLHKxHJIy4UUWMgv4rexvoaQ9m9TpTruEAYnlmaM/ajdr6k2UE2Uc9Y8gCzKVF8gac9k5vgPd0dGZUvtpVMpkuia1S04bEAWRMZN4nsfF4kXWQrcz2EEQBrhWucbaEzd6G2QqGe9jb7RHrt+TMhrd1ZFRMrhavgpFVNjZ7FXrPwiBZ2SN8IuDX7DsccfowPAM2L5NeevAw8HkAB/uf0jW/tEhiokiJg5NHWROxuszr2Ort4VCrABJlFBOlPH1ha8/A6V6fm30NlBL1hg1/Hl4seM7rG5tKbOEjf4GHnUeoaJVkFbS6BpdeL6Hd+beQT6eZ2DdiN4/l5qjxpTAR3vaxuH4EGmFJhEruRUsZhZxNDn6QtEmWqfdOa9aQUBNO7vDXaSVNDRZw+HoEAfTA/z51p9D4iSYnsmiAbZn0w1Wq6CWrLG41MP2Q6rZU5JYSaygEC/8reqoX/k7nWQiI8fF9mAbE2eCcryMkT1i+dmMmkFVq0IVVbLsAjhXeHmNOECxqe3+NpayS68EPkfEelYj7lJ8Srep8cLyLdauVkvWwAs8EhJBQBfSC5RBzp9DLVnD/nAfZ/Nn8S+P/iUkXsJ/fvk/f6U9N1pDa8hq1KMHYBiSffRx5zHZURNFbPQ2CJQqyMyhdPp6fNmWsok9YTXsL3OE7Q/3oQjKS5lG0Y31QvEC+3u7w13mSvi7WK7vYr27jrgUx3qP8rE1jTghXkDtSXZgs2YGP/QxdaY4npDt2nRNmhiebDgKMWpuUngFM6kZVql5uopSFVW09TZroYqcP37gMzvpyBo9FTU5En6TchLXKtfo64YBxja1IUTC52Z/k20UonW63QWgSu2oVjMIA1STVfB49ec8+pkKCRKQPjv+DENzSBN512aV14qgoDPtYOSMMJ8iYN29zj0sZ4g7k1NzBC09cTTqjo7D8SHcwMUfXvlDjN0xklISb8+9zeDt8+l5hGGIg+EB1aImysgoGcREapG517xHPKL8KhJSAn2zj/qkTsJNsoqz+bMMLH+/eR8De4CCWkAlWaHDg95CR+/geHrMNlABH8BwyaknizJsl2K1fMjjWvkaqloV28NtVFIETjyXP4dcPIeBOUBWzWJ/uI+kksT+aB8dowORo4n62B4jpVBEJRvL0oYvCKA79JA+wAGcwEHP6MHyqD71SfcJHrQeIKWmMHEmSKtpzMZmwXF0DeMyMVHSchrn8udg+iayMXL+pdQUVvOrGFgD7A32cDg5RH1C08aEl0AilsB8eh6ruVWy0bvUKDG0hjhbOAuFVzCfnscvDn/B2rwuFS9hPj2PH23/CDzH40L+Ajb7m/B8Dx2jg6bepINe6KOWqNHGGRT/CnwSwGqpGk2/OWov0l2dVaH+aPtHSCpJ1FI1NA3aTLmBC8dzqOXKNVmT2tZwC0kliUwsAy/wYLgGmtMmZrQZTN0pumYXmkSx0860Q5Xt4D+Xp/KrrJyUYxFjBw5EiCROKxlYvoV7nXtISAkU4gVcrlzGweEBtLyGgUmclM3+JkRepBYsnZwbHM8hJdME0fOp8l2WCVTthz61aVXOYeJMcDg4BDhgb7SHG9Ub+N1zv4uUnMKfb/45a977zsp3iCUmiOgbfXxU/wj/5tG/wd3WXSCkwyE4QOZk9L0+FFHB5mATMmRMvSnm0/M4lz+HlJqC4Rt4Z+4d/HT/p2iMGyzSObbG8H0fm71NGK7xNGJz0loliXRoCQOCX3MCh5SSQnvaxvHkGLqjY2gPidsDHm7o0n1QImg77xLs2zRNiBCRUTIYOSMovAKEQFyJo+/0AYAxeSKOoe3acH0XsiQjQACZl5l4E3ABOkYHjUkDXMihmq7SfVOUIcsya0fhwEHiJPrZfQ4uXu70smEjISaIXXVyf4vJMQiCADd0kZJTQAgspBbwyH4Ex3OQjWVxoXABHsieL4AaDaf2lO31wpM/3MBlA0cBApJqEjeqNzBxJ4jLcciijKpWxcimoUIYhPi08Sk1wEw70F1iuOXiOQZZzcQy6Jt9zCRn8KD9AF2ri4ycwVZvC4JATCwAaBgNcCDmS9fs4r2d9+BNPaiuiu8sfgf7433mEgYHfH3+69QWJxNXbKu3hcftx1jKLeG/e/2/gyZrGFgDyJKMhewCNvob1FwWhuxz+QxvyKP4feTUKSfKEDgBTwZPUEgUMLJHOJc/h8XcIh3elCR2h7uwOiTgR+yWaF0tX8W7C+9C4AVsdDcQciF2B7sQeAFH4yN4gYdsLAuJlxgXIwxCNKdNtCYtFoGcOBP84vAXOBwfQpM1lBNlapWKlxATiXGzlF0CAFi+hYPRAYbWEH7oY1aaxcAasLrlmBjDyB5hJjmDslamsgWLhhWXy5dfuud0fRebvU2UtTI4cBQrPBGjov+f2BPcad6BH/i4XL6MntlD1CrnBR7xfgYUl4nc0CvZFUztKUb2CE5ILkuBE4jFKXjIxkl8/qD1AbJqFu/Ov8u4OQk5gVqyhva0jdvN29gebMN0TaTVNFbzq1jJriAMQ9xt3sVH9Y/YEHHiTvC48xiyIMMOKDItCVTikVNzOJM7g5SSghu4uFC8ANs7aRcsncNcao4xKiPhh+Po/Tp1p/hg7wPcPLqJUqKE31r8LTzsPMRCegEBAsykZkgYPJRwoXiBmgzDgBovRYXVU0fcz4PRAT45/gSHo0PwHE+spMDD0eiIGnNtKpvhQft2TdbI8RU4qGgVvDP/DsqJMkSBauY1SaPP7nP73i86cz2/oiHQ2KY4/mk3juM7TLiKat1TSgqVRAVrxTVIArmKGjoVV0Sf5ak7xWZ/kzlz8uk84lKciaWfFwOKODL1UR1u6GJsUnw7LsThBi4+PfoUQ2eIlJzCa7XXoIoq9oZ7+FHrRxgYA4iCiIk9ge/7OBgewA1cZBVyrvw31/4bXK9dx1xqDgk5wVIfXuDh/334/4IHgafP5c+hb/Uxk5pBLVXD1J5iJjWDK+UryMfzeH/vfYI8n/CrIhFnYk/wpPcE8+l51Md1xuQdmkOMrTHt/QbkCF/JraBjdNCZ0vkwGnBE7tOocCFKm+RjeZzNnYWmaPADH7lYDnExjie9J/jTjT/F2BozUc90TUqtSCpzAOVjecb7sj0bJa2EG6kbzC2kiuoXGiB+4wUeN3Dxrx/+a0ydp9bSqUPtQLZrk0KGEDx4at/wbHx98euYTc2ia3TBgcO1yjWUtBIedx+jrtObQBHInhWxSE43TTm+Qw8IvYXZ5CwaeuOZZqaoTSCqcP3m4jfhBR42+5u4UbkBO7DRM3soJoqoJqvgwOF24zZ6Zg/NSRMLmQV8be5rmLgT7A33mA28qlWxM9xBLpZjXJ6ID/ErXauT32Fsj18KKXZ8B/ujfewN9lDWyjibP8umdkN3iHcK7zBl82yeqtY3+5s4lz+HufQc/ICqBO/376Nv9PHVua/+ndScRytqHTkdoYn4KjEpBsMh/tHX5r6GhJx46XUZmAMmirxK3LE8i0W8oo2/6ZoMXhwxcGz/aZsDs8FL1JylyRoSMlXyXSxefCHL25g0oIgKlrJL2OhtYCGzQA0FdhO/v/T7XyjuTJ0pNnubqCVr7IYWQY+jSfxydplB4hRR+dIPmpct27OxO9zFUmbppZOHSCF/Fedpf7iParLKBIvI8fX89flV1/PQZ8M18KTzBAIvwPbIzrmYWSR4uEubxLbexqFxiJ/u/xQxkXgFcTGOrJpFRavQxuTkoSoLMh3aXR3XqteQi+WYKBYxJxqTBm4e3cTh6BC5eA4CBMqw89Ruo0oqqloVl0uX4QUeJs4EE5siVG/Pvs0egDuDHVwqXXrmph5tjqNJ78t+/6bepKy5mMBMcgZto/3SCVAYhsxdxYGjSf34CPdbxNNJSklk1AxBVWME590f7UOTNLxZfRM/2fsJMnKG2dijhjaBF9hnAxzw26u/ja7VxdXyVQiHAh53H7Po2mfHn2F7sI2tATVJRYe8ntWDzBHw/UrxCgQIWO+uwws9xERysewOd3GzfhMtvYXFzCI8eKgmqpAECQfjA6oYdizmnDMcA5l4BovZRdSHdQzsAbXRzFzHQmoBd5p3MJ+Zhxu4KDgEu3tz5k3E5Tgc38HuYBctvUWV0tll8OARBAFcju5/kdsturama6JrdDGbmsWjziPcadxhrKSoNa6aqKKklVgGPqFQ9MAPfPi+j6SUhK/6WCutoapVcTg6xHp3HVvYwvZwG/sjqnsvJ8rgwaMQK4AXeJSCEmzJRjlRRkpOIeSoHe9u6y7ennkbE3eCt2bfwkf1j1CIF2A4BniOx1fmv4IfbvwQe4M9fHfluwgR4nzhPDWbmT3m0HE9F8fTYzapAoBUIsWs6gklQYcMm7gTiqTgR1s/wmx6FjPJGfQtOriP7TEM3UBGzSCrZpFSUzhXOodf7P+COfgsz4IfEv8kCAM86j+CYRsoxArQXR2j6QgGCL75smrtL1o8eMiQ4YKqvMfumPFiYnyMuT81VcM57RwDc6siFSF8tv0ZmoMm1bmeOC780Efgk8sloSRwrXgNmRiBMi+VL6GUKOEH6z/Ap9NPcdQ5Yg5DRVAQV+NQOAUhF+Ifv/GPsZBZoMpYAKV4iabZo33crN+E5Vq4176HT+qfoD1tww1IRLF9GwkpQcymkMSl67Xr8AOfPuvJKkqJEt7fex8JMYHPGp9hd7CLsT2GKqvY7e8i8AlKHTkOnCm1sHmBBz/0IYcyJv6EmFehB9/3IUBAf0rCwnpvHQA5YAIESCkpTN0pu/fKAomrwAnIGAA4coMGIUUmoyWArqnnkSAfRUMAijOKvIiuQa6W+dQ83qq9BcMzUNWq+J0zv4OP6h8hr1IsPxKHouiVEzqfy2ZKC2mk1BR0V2ctVqVYCeCArtmFoigoxosIERKnz/eRjqXRs3oYOySSRZN5L/CYaMuBo2eDFIPP++h5PQJI+y7+6P4f4XzpPKqJKjkgeR6BT8+duBjH2B5jObuM2eQsq9QtxovYHm0jraTpHiuo+PToUzT0BpJykgmW5zLnEJfp4OGHxFjhOR4L6QWk5BTqzTr+yVf+Cep6Hdl4FrZPte9XK1dJKPaILXXz6CYM14DhG7hUuoTD0SFVRA93kFNzeNh9iIPRAVzfZXtuHz7tEyLkEAdUtAoM18B6bx1Xy1fxsP2Q1Qa3Ji3Mp+dxq3kLl0qXcDw5xrF+jEK8AImXUElWninsSKrkYuxbfazmVwGAQOwhPS8zaoZaUs0B+mYfB6MDHI4P6YAVzxMbU6CBZTaWZW21AD1zI8cpx3M4GB8waPbIGqGWrFF71EsiFHvDPSa+hSHdU+/u3qV2tFPCTSRgbvY2ySXOgdUjR2eKhJyA67lY76yz1kVwTwWQuBTH1CHH/OGIBixv1N5AY9LAvfY9GvTFitAEGta6vouKVsHIGtGgJ1bA989/H2/PvY2BNQDHc4hzcWz2NvFH9/4IA3NArp+TCOBShiDD0b7Y8mn/lVSSKGpFzAlzjM04dsYsNn48OYZu63hn/h0oooKWTq+1IAgoJOiZpIoqc93Xx3Xm1pMFGRu9DXza+BQiJ+K/v/7fo2t0Ga9REiTWOgWAlbscTY6wO9yFdCAhBCUu9kf7aOpN/HT/p5B4GuZ3zA41mUoJpGNpdr66WrkKmZcxtGmYOrbHeK32GmrJ2guv+ZfhvfmBTyYE16aB4ykRxw1cHIwOIPMnkWGBSnAi7MfzQ9UgDBAbkai4M9hhPKScmmPCVC1Ze6kTJBpSvWwFYUCOsOE+K5aReGod9jwPR+YRtLGGpJpkA6NbjVto621wAgeZJzbi7mgXA2uA+dQ8Xi+/jqJaxB+v/zG+vfJt/BdX/wuM7THutu6y/ZYd0Gu+lF1CWkkjH8+D4ziIIxHlRBk3KlRIkFSScAMXD9sP8VH9I/BzFIfjOWp+5MDhcHzIXENRG1VTb0J3dCTlJB62H0IRFawV18g9dAqtEhUQnU5QREgLP/Qxske427yL2TS1w3148CFzz+ViOZS1MsqJMnKxHPuZVEnF1mALi9lF5qg7XzjPGJpfdv3GCzy6p6M1aWElv4K4GMdSdgndaZdZmN+YeQMCL2A5swxREHG2cBZz6Tk0dSK0z6QoStE3++gbfRiOAT/wMbAGuNu8Sxub53KTEi/B9Vy8M/cOMmrmpS6GKJd3sXiRiTtZNcviDm/MvAGBE9DUm3jSfQLbo393YA4wk5zB4x4diiK3T/QQKCaKqGgV9n3CMGRU+OfbpXp2D4Zr4GH7IdzARd/oswhW9HvExBhSCkWmePA4HB1iJjWD7535HntwbA+2sZBYIJup3mCxnL3hHgSOqmAPR4fomT0kJMp2/r2lv/drVZ0DJEQ9DzuOKoijjbYmawwEKPACJvYEu+4uXq+9/sq4XKTaR5yg6JpFNeJTd4qe2cOT7hMkpAT2h/t0jfG0RjyqfFySlyja9dwN4PSKoM2nQcIAnoEe7wx2UIgXcDQ+wtH4CGvJtRduuBHRProeY3uMJ12KyZieyV7DjJrB4fgQb9TeeKl75m+7Ik5OVau+dFMTMW8uFC68VEyKlPGIsdLSW4wP9IXOsl8R+tyZdhATY5g4E7KCn7jrVFElR45MU7aSUsLrtdeZSCEJEvsakTNHFVU4voMnHcrSe4GHzd4mhvaQIjaTI5paW0OklTTWimsoaSWUE2VqKDtxjwmcgJ7ZQ9foIibGUNbKOBof4XzxPLN37g53sZR9uWgG4AVxJwxDIHz6sJpLzzHHwMtWdBiuj+vQHR21ZA33O/dxp3EHPYvcP/lEnolaiqBgd7ALHjzO5M9gc7iJmBBj1c/RdIQDh75B0PTV3CrO5s9iu7eNby9/G4ejQ9wa3kLcpEnP0BxiZI9QiBVwtXKVoHmigna/TQ14AoHSnwyeYC49h5n0DPzAx/5gHwNrwGy2qqCSKGZOYAq0yXUCh5p2OKAQKyAbz2KtsAbDM3A8PsbAHuC7y99ldesBAkiChOvl67jbvguJlzCXnsPAos1sUkkiG8uirbdZVWVSTcLwDJzLn0M2lsXUnaKpU6NHc9rEzUPKk6dVmtirkoqUkMJsapZNMzOxDBReQVJKMvh+1+wyTpzjO2gbbVgNC+CA1riFhJrAfHIexVgRVypky59PzeOjBoGcwQGaqEGSJdRSNSRlihu9330fq9lVlJIl3G7cxif1T3A8PkYtVUPLaOGfvvtP2Wd6JjmDqTdFQkygOWniQYcaHWyfDsde6GFkjSiug+Bpo0Y8AwECPN+D6ZiQBRlTZ4r17jq+t/o9XCxdxM/2f0ZV0pyIkTdCSSthNbOKqT/FN5e+if/v0f9HIrVvYepMoUk0ETNtE02/+ZTpNmlR7fkrnBe/yhJAz2obTwHMIUIk+ARKiRIKiQJ4jkdFq2A+M8/s2k+6T6AKFC/hQ55VFB8ODhETYuRi44lhcL5wHu8svoORNcK78+9C5ET80YM/wif1T7DR28BMagaFeIGJWUmenEx/ePUPUdbK+NHmj/Cg9QCO72Cjv8GqVAfWADE+Bk3SKC7ZpApnx6c4W0olRkkxTpXEtWQN95v3IQkS7rfvo2f20Jq0UNAKLCIkCiJFypQ0nNDBeDImlo1nMhCwH/oQIVJcR03B9m3Go4rJMazmVsFzPO407kCAwIQMNyQhIeL1eD7VyAIUqZu6UwR+AId3IAnSMwckAQL4kIckSsxpKYoiYyAmlARrRVUFFY/7j+G4DhqTBv56569xMDqA4zqY6BMYnsHcJDJk9pq/ahUSBUycCftZo4l53+4zsfNC/gI2B5sQORGaqiEfz4PneWRjWYRcSMBrLo6m3iRQv0/3qYAqt1ibWIgQMi/jcukyvr/2fTT0BpqTJriQw7F+DMd32GEiJsZwv30fD9sPKYI0eAI+5HFsHiMIApihiYk9QTlRhm7psDwL1UQV5USZ2q8Ear/aH+wjISfw9YWv4ye7P8G19DX48JFW01jvrEPgBZQSJWJCOmNk5Aw+OPwAMT4GL/RwIX+BNXzda9/Df3nlv8T7u+9jYpNT3XAMVqP+/BpbY0ydKXYGO5hJzUC3dfzV1l/BCzzs9HcgCzL8wEdaSePbS99mPJTZ1CxWc6u4UbvxzDNOkwkMPrYowjgwqQ3K9EhAjbiUhmPA9Mh98vWFr7Pij+ifbQ1ooMdxHMGupRiDiV+tXCXw6UmjUdSguZJbgSJSc2Mk2ERNtfdb96mUI5ZDz+rhYHyAjt1hQPRoP5nm0jgcH+Jy6TJWcitsL2+6NKwyPXJj3G7chiRIeKP2Bg2kJBrcAcCH+x/ivb33CGYOAvb+5c5fwnDIwZKUkuhYHSAgZtHQGtIeV0ngtfJrKGpFjJ0xNnrE2fzo6CMS6jwXkiBRQUBmCfPZecRFGjzKIrnBPd/DRn8DK/kVdkiVeAkto4XXaq/heHLM9ui6o0OVVNYANrbHqI/qOBofUYW1PUE1WWVOiaSSRCFWwMXiRXxy/AkbXM7Nz2FgDqjRLgxRH9fpsN4hofBB5wFa6y0EPt3HohailJKCJmuE7Dg5E16vXmdcvmuVa9TC2HmEfCyPkTViA1OJlzCTnGGi4a+yoijV0ByiMWkAABNxgjCgpMaJiBOX4sjGss8IDGdyZ165HwxCciVP7AmaehMfHHyA+dE8FtILeHPmTXam+6I1cSaYSc688LU70w7Bk40uGpMGdgY7xBE6ccMJnABNoCF2W2/jduM2/MBHTIjBh4/euIepO2Vnk68vfJ09l/7kyZ9gIb2Aa5Vr+NcP/jWa0yam9pTFimWehmFzqTnwPA8/8JFUkmwvv9EnuHbEZepMO7SnPzlXRMPNntkDQPtBiafPXMfoQJM1zKZmcTA6wJXyFVyrXENcfnagHlWeG66Bpt6k1llrjLbRxsAYYOJMYLgGJJ4ifgejAwgCRfsXM4uoJWv0bDo5R0RYF9uz8T7/PrGm1AxWc6ufi3f5ovUbL/BIPOV0BV4gpdt3WRUvx1ElWxiGOBgfoD1to6pV8YvDX6CpNzGbnEXH6LCWGTdwIfNk6Y02US+zSO0MdrCUXXoB3BytvtlnERY/9PGo8wgCL7D4hiqqaEyoCSayfl0uXsanjU8p481xrPEoYgY96T5BIVYABw71cZ2JOTuDHdb4cVr1lwUZCq9AlmQGOY2g0S+LwoRhiMedxxjaQ7xZe5Msiick/sXMIo74I9THdRZrakwa6E67SKkprPfWUYgXsFZcw/HkGNVk9VcSd6IP0fMgMwDsoB2X4uyD8irHzatcJV7gMVtj3+zjYechsmoWnx1/xh7KUbwkItj3zB7O5c9hPj3/hQLO562XgYQBin7tD/exmltFfVKHxEusIv1s/iwe7j1kLpjTDqXoeiSkBHpmD99Y/MYzQl8kxNWSNcZ7+btcEW8qqSRRTBRf+OfRRHo1t/rSz4zjOzieHDNnz8AcoD1tEx/olED6q0CfVYH+F4QBfN9Hz+hhZI9o4uPbSMtpOJ6DUqKEM/kziAkxuOFTIYfneMTFOHNgqKLKBCbd1tG3+jieHKM77eJO6w4Q0uZAFmU2bQGApfQSuScSJVwoXCCGx6nfZepMScSyR8/ksLf6W1SfLKrPiGavmqS8anWmNHVazC4iH8uzex27lid/nP73AVAFq5KC6ZroTXtsI6eICtUjn1i4ncBBKVaC53tQeAUiT9Ekz6dWOcM1sDPYYZPNYrzIWigsn5hbFaWCMAjR0elnXc4uo6SV8MvDX+JocoSxMybwagCIokjiTCwLWZSx3dumNidOIAbRCWw9YnJwPMemxFklCy2lQeEVWIFFEabxIRRBoYe/VmINM5qioWf0UE1WYQUWemYPc+k5nMufgyIqTIDtGT2M7TE9rE+u773WPYws4ndZvgXHcxCXyf2lCAqW0ku4VLoE27UZMF8RaQLnBdT2053ShO1x9zE+6n9E8FfPwb3WPZr8CwrFrCAgLaVRSVWQj+WxPaCKXd7jMZsm0YjneZS0EgpOAVbMgiqoOBgfoGf00J628d3l7+Ljo48RBAEMz0AlWUFTb+Kt2bfQ0lv43z763zC2xkzEXsgs4GB0AMM1sJpZxUZvAzx4pKQUGtMGuICDCHIrvlF7Aw+7D3GheAF7wz1yXAQeZEHGG9U38Ptrv49/9+TfoW/2cbZwFp81PkNMjOF87jw4gUMtVsO/ffRvcb9JLZQcOFYqYMGCFEjgAg5Tj+7Vp5uHfp0VVV5HVdcAEOfiqCQrKCQKyKk5dK0utRCdfD4G5oA5WhJyArqr48A9gOqqGLgDLGYWYTkWYiJN+XeHu0ipKTpomkP8yZM/weHoEAIvoG/3MZuexUJmAX7gIwioOVLlCVD8s4Of4S93/hKu55KQ4tlQJRULyQX87urv4tPmp0BIG9fN/iZGzggxgRodORBbJQxCNPUmElICdxp3iJeVnEXP6oHHiZsxnmXtWkEQMHYPQuLORRvqqCZdhcoqjAVeQOAFSMaSsFxijLmBi/vN++TqOYln8eDh++ROUUUVU3dKTYMn8aiIi6gKKmvJjAQVANAEahkUBIEd1PiQ7r0h6Blh+RaOxkdIyknkYjkWNcsoGcxqs6jrddgmTci5kL5nZLf/vBWEAWu1iaJkvMAzoSmpJiFLMoYmRThiUgz1UR2arMFyLDT1JmzPpv3XiVjOg0ecjxMMXODh2U9jhQIvQHd1POo8wu5wF7ujXbbnOJs/C9MzUYlXmFsOHAklSSUJIzAgSzIEW0DHpEYhTdSwO6D9UEWr4GLxIjZ7m8jFc/BB7idVUPFnG39GldhcAJEXsd6hOPON2g3MpmdhezbO5M7gj5/8MVbSKwAHXChcwA82foCZ1AwedB5gLjWH9e46bjduIxfLIRujSnov8FjEL9rTASRseYGHrtHFWnGN3EiujsvFy/jo6CO8Pfc2VnIr+Nri1yAK1JxaSpRQ1arwQg97w71n3ie7g10MrSFyag47gx1ybvM8i0KnZOKKzKeoASh6xk3dKfFoTrg1Z/NnUUqUnpYpTFsYmAMG8J3YE0zdKZ50nsDwDIJVj/bZ97E9GwNrgCAIUEwUca1yDTdqN4CQ3DzXKtdgbREI+PTa7G3C9mzkYjkWgfJDnw2HeI5Hd0rDwDdm3mAuDNenz9yPtn+E4/ExFEHBdn8bI2cEDhyJJEIMQ2dIDiyO3MbH+jEySgavV1+HKFJDYl7Ng+M5bPQ2UB/X4QUeUkoKS9klXC5eRi11cp46AYQnlSTbNwVBgIedh3i99jrbv3iBh7gUh8QTj0vgBHYm6k67VNggyHTvE1VkFHJz1pI1XKtcYw5ckRPRMTv4s80/w95gD32zD03WcL91Hy29hapWRYiQ9hse3YtKWgkLsQWsFdbY0CBqcizGi8TPsidYya7gm4vfhKZoMF2TGFknwmEQBuhOu9gd7uIcdw4L6QU20DyeHLPXLsJD2L6NvtHHmCeA/NAaknv85Nmvu+RMTCkpFq2SBIl9rZe5gZ5ffuAzl7Tu6Cx+ZrjETVsrruHby9/+Ui79iPsSndX8wEfH6GB/uI/6qI798T7G1hhpJY1cPIeaRgiO7rQL3dWxrW9j0phAFVT4oY+BOcCBe4CMksFMcgYJJQHDNXCtcg2XypcgcAL+j9v/B355+Eu8Vn4Nf/rkT9nQvhAvMME14ty0jTaLOUqiRPX1WhkL6QUIHJ33w5DOboV44ZlyI4DEq99a+i1WZLQz2MFsahaKqGCrt4XZ5CxW86vMZT2yRxhZI4ydMdvj+4HPwMoThwaai5lFJnJt9DdQSVbw5sybOFc8h5nkzEudUq7v4mhyhOPJMUKEuFC88CsJcF+0fuMFHp7jWea3pbcwm57FVn8LsiCz2u4gDGD5Fpazy5g6VC/73ZXvIiElWFY1olXH5Tiz5b7soBrZEhcziy/9ecb2mFVDB2GAm0c3IUDAUnYJqqjiYechAHpQ5tQcPm58DJVX8Vc7f4WqVkU+nocX0IPMDVyCu+oU2+I4jqZ1gsRuoBHk62VikyZRwwSLEXwOg+dwfIj98T7O5M4gF8+ha3RxPDlmB/Zj8xjvZN+BLMjY7G3iYechFtOUk87lyII2tseY2JMXHCvRjeT5lqLTYNuIC/NlKshd34XpmnjQofxrQ29go7fBIMZeQJsox3fQmpIdNIpRaVmNYMLi0xvCencdl0qX/k5Av8+DhKOfd7u/jYpWweH4EI1JA5ZnERhRkKkFwqHs9fMOJQCs3aCUKD0j7oysEfaGe1RTelLJ/Xe9jiZHTFV/fkWtZXPpuVfCqA9GB2wDNbEn2B/uYz49j6kzRdfrsvfF89BnVVSJpXJSzzy2xhg7VCOdVtPs/SNwAoKAnAVH+hFy8RzWimu0GTl5f0VCjuM7iAtxllUeWSM60Js9BEHArnnP6GEmOYO14hpkQYbu0FS0lCihmCjiaHyEhJzAXGqObQ6in7M9bbOml/n0PHsN+2Yfju+w/PrniWbRej5uFTVhHOvHuFy8/Iww9LLJtBsQ6LAxaWA5u4zF7CIySgZ/tf1XNCUOHGTUDPyADmeO52BiEWRZFERqAwpUWIGFsT2G4zkYWAOWa79SukKTrViGAUJjUgwtvYVdfRejFrX03KjdgOmaeNh+iL3RHibOBH2rT/X1J5sCiZeoOvakIjShJGC5FolxMm0E1jsE7ZvYE1wsXaQDFMeTBRw6vICaftJKmjgKiRJEXkQ+RqycXIzub9cr12G4BtYKa1RrOdwlPopA05bI8deYNtCZdvCo+whdnQ4DeZlEZ4EjwcAPfHihh6JaRFImjkxWJUhyNVEl1srwEEejI/yi/gs4roOhNQQv8FhOL9PPl8iz5oWMmoEma+gaXRRiBeTjeYzMEZYyxGhbzCwiDEI4AcVNjq1jJBIJ9K0+7jbuIhcn1sF6fx0P2g+otSVRQktvYSGzgJyaw59t/BkSMjkSW9MWzpfOIybEsDvYxZn8GfA8DyuwkFYI2CxwVBHLCzyWs8s4HB8ip+bQmrQIBB7LQuIk5OI5XCxfxP32fQytIS6XLuNB8wEs38KlwiXIEjWK/Xz/5zAcgw6G8SzaRhsf7n+Io8kR3VfgwfRM9ue/7opakwQIzMkmQYIsyljLrcEKyQk4sSeQeRmL6UXwPI+kkkRSTrLYd0NvgAePcqyMN2pvwIWL4/ExvMBDLkE8lJE1Qn1Ux13hLr2GikZclM4DKIICPyDGjed7kEUZhXgBPauH2dQsYiLBx1+rvQYONMkfmAPU9Tp+vPdjOgiqOQRhgIScYEOiKBopeAKLli/mFpFX8zgaH6EQI0fKXHIOVmABIXAwPEDfpOp5Hz5sz2aQzbgcJ26MRayTCJQr8iI834PESwhD4kXVUjXs9qlFi3FlOIEOTo6JhJKAIigY22PEpBgs3wLnc+Rk4Sh6MTbGrLEyWh48uC4JPzIvQ+ZJ8PADnwTfWBZr+TUcjg/xWuW1p45SDjgYH0B3dLR0gmV7oYcQxIQJESIuxKEHOl61RlNq4YvqriVRQmPSgMRJMBwD2VgWPYMcmSIvMjeUBAl70z0YFkUYFUlBSSuRc/pEVAxBDWuu5yIyos2mZ3Emd4YOWhyQVtJIykmCmppdiJyI+rSOqTfF4egQnucxSG+SSyL0Q2x0NoAQKCpFfNr8FIV4ASk1hVw8h4+PP4bCKyhrZVytXsVPd38Ky7UgCiJ+5+zvIDwOWVPaheIFrORWMLHp/v+vHv4rFGIFjJwRrpavYmuwBS/08Bdbf0GOE3BwAger+VUcjA4gciJFoeGx+ORpJ48kSszp9I2lb+CfffrPqGnMM6FKNMTaHm7jneAdAq2GLibOBG2jzcowDMdgX093dOLkxQvgOA5LmSUSU80+dEdHPpYngL+ShCiI4MAhLsWRUqiiuDPtYDGziCAMiB/nu9AdKr9Yza9ibI/JWXpSuZ6QE+RULZyFyItsfy7wAi6XLrNoczScjMQoDhxM32S13IZroD4iN+1acQ0cR6D6KE7vB+Taunl4EyFCnM2cZQLJ7cZt3GneIa7OSRS5b/WRkYmrKPMy/JCimbZJcTKJk5BNZHE1cxU5NQdZkmG5FsbWGD/Z/Qm5EDkOs6lZnMmfwfnCecxn5lmpTEyKsYrz0w6qqUPCbYR+iOCzR+MjfHz0MfoWpQaiIWVaSeNc4RyCMMDR+IiBaevjOgqJAj49+pQcd76Hm/WbGNrkjh7ZI8xqs8jH6Z72raVv0T0tPcdSDEk5iWK8iKEyxGpulUUBLc9irNTmtImMSnuNl5WDdKYdbPQ2UNWqmEvPYSW3AtuzmWhzrB/D9V1qcjpxTiqiAsuzkFEzSCoUV1IEhe35vMBDLVn7Uk4Nx3dYNC7i8JxuuApBDXALmQVklAwxBb8kgmHiTJCQEgjCAG29jSedJ9gd7WJvsAfHdzCTmsGbtTehSAo+O/oMD9oPWLxQERT4oQ/d1lG360hItA/OqBnWyqXJGnKxHDyfeDqfHn6KW61bWEwt4mBygJSaQlIip7QiKuzME5fi8H0fv3f298gZF7jEaJPi0BQN2RjFSFNKCkNziL+/8vex0d94Jrq50dvAam6V/l3PxsPOQ4i8CMMx8KjziPZb8TyOdRLZoki4LJKrOinT8yRy0ikiDd1UQcX2YBuO54ADh28vfxuv1V5DWkm/1D3v+NSi2zN7VDJUWMPuYPfvRNwB/gMQeAByRciCjEvlS0gpKYoNJYrIxrIsh30pfwmqqKJrdHGtco192E6LHiFCtkl52YvlBz4ORgfEY3jJhynKwa7kVjC2x3h/933iDCTI5SJwAgzXQEyM4XbjNu6372M2NUtVl1oF5wrnsNHbQDFRREyMYepMEQQBrq1ee2VVWhRreNl6aYvWS36vrtHFo84jrGZX6SaoU1vQuTy5ddZ760iJKeiOjofth+gaXbw9+/YzQkgQUotGMV7E0Bo+I+h4gffMQyKlpBis6lUrDMNn2g4Mx2BV9VHNpOu7aE7p4VpL1qBJZBmsaBWqDj6pFN4d7hIQ7RXCjR/4WO+tU+3i34G4Y7omi6yM7TGJOCfWXpEXqUFp2kZCpLxvMVHEldIVyKKMfrz/StjwwegAHMc9I7L0jB6OJkdYza3+rWrcP2/1jB6G1vCljVlhGGK7v01C30vqzcMwREOnA3I8HcejziM87jxGOVFGQ2+w9wX7PIYh1XyODzC2yAGRUlKIy3GogorZ1CxUSWWiYeSO6lt9LGWX0DN6OJ8/j8vly3SgcC30rT7LT0eW05u9m0jsJpjAl1bSWM4uM8BZU29CEWiD3p62aYqqVVCIFxCEATb7m8jFcmz64vouOkaHxbBOuwij5QUe6uM6VrJkxa6P668UzU5fv2hFMa2BOcDDzkOsZleRVF9+X4imS32zD1M3kVNzuFa5BnDU9PS4/ZhFnyROYg6ngT2gjQskNsHmOWLyyKLM/h0BAmyXamTd0MXYGcP1XJgwEQQBHXTHdTTtJi5rlyGLMj47+gw9s0fNhifNFHEhjpRGk62kmoQmahTDElXwPA+Np6YehMDh6BDH42PwPI8zKYpZcuCoqvUEls1z1HQTF+PgOGoku1G7gak7xfXqdZQSJQRhgM8an6ExabD77dH4CEklCZ7j2b3rYfshxe2EBKrJKjJqBoVYgR0mALrHppU0i8kVY0XwHI+j8RHWu+sYOSPcbt6GEAowfANpJQ2RE1HJVpAwEphJzSCrZvE3+39DDR/ZBQytIYmTMrXWlLUyHa5DDw29gcPRIRReITA2aJpvWzbksUzMiskxfvfs78LxHdxukrU/cjdWkhX8p2v/KQzfgNJT8M3Fb+Ju6y6JYb6HQ+MQa6U1fNb4DPd795/y5Iw+TeJ5QOEJrj+TnGHR3IyaQVJOQnd0nMmdgcRLmNgTrGZX8fHRx9AdHQW1gJ7Zw+GEaoaje4rlWbh5eJPiSnISEiexa/u3BShHQPKoGcmHD00kp4frkytoLjVHIsKJyN4ze4jLcfStPhJiAlWtiq/Nfw0H4wPsDHcwH8wjrsax09thTXx9o8/iNJqkIa5Qo1jP6GFgDqi9TYih55B7Lq2l4YfEsMmoGbwz/w4TH9t6Gz8/+Dk+OfoEY2eMnJoj4dPpEcjdGUITNfTNPkRBhMIr4AQOiqSACznMpmdRiBfIbeAaOJ4eswKCdCwNwzNYLCLOxxHyIcpaGRNrQs4i/lkeDgDEhTg0maJzbkjCy2JmkUQOUURFreBR+xEAcqRw4OCFHhJIsHh1VAcbICDxzqdnOMdzLNrhBOTSSspJWI4FTdLo2cCBHS5EjoSe+qQOwzUwdsbomB1wIQc7sGmf4OqIS3GK3MNneyEF1A75ee+rSUANdiOL6piDgBxEskxxyKyaJYeXR9Ff3dHBCRy6Jt37k3ISLlyU42VUtSpaoxYECIhLcTiOg5ySQ0fvsO+n2zoOJgfIJXIoxUqQQBGXoTVkDDLDM7CSWcGPNn+ExcwiBE5AQ29gMb2Inx7+FIZr4Gz2LHZGO5hJziAdS+NM7gyO9CPMarPsr1NqivbLvIyrpauYulO0jTb2m1Sdbns2bjdukwg4OmCHqTdrb2LiTnAmdwbv772Pi6WL+K+u/FcsQnWneQcdvYP3dt/D4fgQYfCUGcfzPKtJT8pJDKwBEnICD1oP8KjzCOV4GU965FC3PRtvzbyF88Xz1Bg2rmNkj1gcKCElWDQpWpEztqW3mCs8p+ZQTpRZkYTt2zA9kzluIgfqmdwZxnCReIoJbvW3cKl06Zlh2XZ/GyInYiY1g7P5s0zYiZoAM2qGPRMG5gB+4KOpN9GZdnA4OsTD9kO0rTZ0h4DDCEncfH3mdRJiPJvxeaLSjvut+wCA5dwyHb6Hu9gb7kEVqO20M+2gZ/bghi5qGsGTo0aettGmZ79noqpVsZxdRjVZRVpJQxZkNPQG7jbvQuRExMQYrteu462Zt3CxdBFlrfzKFtXn8Ql9o4/D8SE2ehtUpMKRiBYBraPzydSdomt00beoeZLneHQMEru8wGMuZ3DUXtiwGsjGshB4gQGyl7JLeNJ7gopWoRax8hUUE0XGSj0YHaCWrKEltRCTKKYfndOmzhTNaRMpJcXOKNH70/ZsFkeSeUpARGe9qB6cQY0FhZ0tT18jx3eYGPZF/MzT6/TPELVb6Y6O7f42VFFFPpbHQnoBcYk4XA29AT/wUdEqjG8aQfC/7BqYA4ysEX7w5AfY6G+goVOj75ncGZwrnMPYGuNe6x6O9WNqJ4yXoPDkSNof7qNjd/Ca9BqWs8skWnoGCjxFj+uTOj45+oSGeGYflmNhb7SHi8WLuFy5jFKsRE2cYgyqpGI+Pc9wJJJIzt2Z1AwUUYHES1S64BmszMfxHQzNIcpaGZqiPRNtPBwdkmAYL+Be6x62+lt0T/ZdNPUmCokCFlOLiEtxJuQrgkJnjJOhcuTI02QNFa2CIAjwaeNTbA+2kVNzUEQFZwtnca167aWRPcenuPDAGqAQp5hhBMD+u2ChRus3XuAROAFVrYpzhXPsg9UROqQqew7aZpum9oGD+rj+Qq7xNKTY9316GAF4Cc8U9XGd3SCnzvQZSPHEnmCzt4lMLIOfbP8EjzqPUE1Wofr0ZlnKLEESJDzqPKJ2L17E9y98H8V4EQejA1woXoDIi2hP28iqWfTNPprTJs4Wzn7uDSMMX+3KeV7gCcPwBTFId3Tcbd5FRatgObuMXxz+AhIv4UbtBkSe6PAja4SRR5NCkRfxjYVvQBIkBkOLavos9wR4fMIyiSYSz6v+0c8SiTenGTgTZ8IcOEH4FKAp8iISUgIJJcFyuj2zh/nM/CujdEEYYLNH7KPPE3c2+5usgvPXWdGNJboWjzqP6D3WB3OO9M0+5lJzmEvP4WH7IeZT86gkK+yQ80WKblNvwnANnCucY9eyMWkwe/GvA+j6VZbu6M9E855fB6MDiLyIWrJGr+NzLq2pM8XB+ABnc2dh+za5SDLLkEWZMtgnGzgASCpJJEQSXWpaDUvpJQYTFHjhGUZO9OchKFq4ml3FZn8TQ3OIbCyL93beQ9ekSKIsknVT4iWklBReq76G0cEI3zvzPfb6nP7dDobUfBfKFHcoJUrIqlnW5rDZ30RVq6KYKGLqTNGetl+IYb1s1cd1ZNUsI/2/SjR7fnE4qTcPSWw7GB3gv772X9MGkAOe+5hj6kwxskb08A99yLyM1dwqemYPMSmGw/Ehfrz7YxyMD4AQiMVi7B4p8RJc30VMjiGrZmF4BgSRapG7RhddvUtQOfioqCSkbg23YHkWjvVjBGEA13cxskdkpdXoftOYNBhw1g98HI2OsDvaxUxmBo1JA7IoQ7fJfeOGLtWyciCn0uSYGhKVNBYyC2hNKfYWWbzdgASmiT3Budw5iBqJUucL51ll5dZgC32jj/3hPh51H+Fn+z9jQpvpmuhbfTieg3w8j3w8D5mXMTAGqCVrGNkjBGGAvtlHWSujmCgiLsYZ12xnsINbjVu43bhNeX6jhfXOOob2EKqgoqbVwPM8ps4UZ3JnsDvche7qBDlVU1hILSBEiLnkHLXqSARI3R/t40HrAVqTFniex7FOLW9hGFLDR0A2cFEQocoq4nGCuX5n9Tv4x6//Y/yr+/8KE3uCby98GwfTA7YZahtt3Gveo4pkc0AV24GHxqSBN2YodrXR24DIiXi9+jr2J/vomB34no+ACyCLMmbTs6iP6uhbfVwqXcL91n2YnonzxfOoJMihOJeew6POI7T1NmzPRnPaRFkro5Ko4Ng+huVZuHN8B07gQOCpVSKqz/3bLgkS1XmDQMEWLAgQMKfNYTY7SwMDe4qv1L6Cg8kB9kf7SKgJiKGISrKCby59E1fKV/DL+i/xjflv4OPjj7HR2YAqqdgYbeDm9Ca1igQuSloJF0sXkVbSuN28jfOl81jKLKFrdCF4AuzAxkJ6AZ8cfcJiwYZrQJM15kL74eYPGZxR4ASafCMgGHU8y+DtU3eKGlfD8fiYDir2kCacoOcQQnJ0bve2CYIb+lB5lZxacTqYbPe3kYqlwPEcazWKyTHiIPAyMrEMm1BGf8SkGBJKAmNzzMDNrSk5ZKpJaiKJuDJR/CwMQ/A8taC4oUv8DYjgwSMmxJCVs/BDn+1hIsctACiCAh06HN9ByIV0wLHGjB/oBz4k/sTld1LHPPbG6E67LB7FgSN396kbpMzLz0R8XraSAh0GEIKimaELTdIgCiIyagbfXvo29kf7SMkEYo5JMWrRKl7AwegAO/0dioK4E7T0FsYuVdFDoP1qXKEJdbREXkRSSmJiT/Cg8wB9vY+O1WGx+6yaxdXKVfyy/ksklSRmtBncad3BQoruhQIvoJaq4VCnuuioZawxaSCpJNGakmuvbVAbkumaWCwuwg6onczwDNTUGsqJMrvvuoGLFWEFIUIsZsjxuTfcw9gaAyEN/z48+BBDa0htld11mL6J2dQsmpMmRfFONtGnQeh+4CP0Q8wkZ/DR4UewfeKRgCOhRvd1ZGIZNCYNAkJ7LgO7Rq6F6H0H0HBSt3X0jT5s30ZVq6KarCImxbDT3yE23YnQIPIii87n43m8lXvrmed+NOgrJ8rPiDtH4yP0jB7FfZUMHnceQ+AFVDRqbjRcA0eTI0zsCcb2GDuDHVS0ChVyuFMIvEACVUhNV9Hh70zuDBMQZDzdI0+dKR51HkGTNVwsXsTeaA/3W/eZe+1O8w5zE0q8hEwsQ8/dwMXYGGNoDSEJEsrxMkrJEm5UbiAhJyjSODmi9t7AQzlRxvXqdVwqXcJX57/6At7Acp/FJ+i2zhrgBF5gQxqRp+et7ugQOAE8x5Mj0pkwt0l0UFcEcv16oYcgCJCSU+wZXtJKGFkj9MweqloVG70NjG1qOvrOynew3d/GO3Pv4FbzFhvWRCs6K5zeS/kBDXx0W8d6bx1LmSXUR3WMnTGakybut+9TU53ehOu5+Or8V5FSUvBCD5VEBdl4FheLF5+5N+iOzpzjp9fn1Zo/v8KQ4OxdowvDNdAxOuDAMXdOOVFGEAZYza2yJMqT7pOXionR+jJFNo7v4HHnMf79k38P3dbhBM7/z9yfB8l23vd98Odsve/T092zr3fHXXCxgyAILiIlS5alOJKlshyp4pIj23H0xm/Zct7EqdhlpRyV4jhJ2VZZCq3QFKONlESLO0gAJAACuBcXd99nX3vf++znvH880wczuAsAik75YU3xoqfnTM9Zn+f3+34/X3KRHM9NP0c+mud67Tq/f/X3KffLRLQIETlCz+hR6VUAYSk7nDtMvB/Hl3x6dk9EzstC6Xh++zxbnS1h+9fCjMXHuGHc4HTpND+6+KOkIoKFNJ+dZyo1RS52sDGsSAoy8gFRQ3AP90UxbLuzTblfRpM13uy8yYWdC+x0d3BcR7gDstMCs6DXmM8I586uucuJwgmO5o+SCCWCYk5YDQf3gbbRZqe3g+d7TCQnGNgDXl59ma3OFtOZaf7Kkb/CRGqCf/itf0hEjtxj9zUdM3AF5GN5Hik8cuAeM0xz/GGN/+gFHkmSpoDPASXAA/6t7/v/uyRJOeAPgFlgFfhZ3/ebez/z3wF/E1HX/2983//G3uuPAb8LRIGvAr/qf4Ar59DIoQNFEM/3gor4RGoCHyF1Xcwt3uOPG8r7QMi0fE8kzZi2KS78vYp6y2ix2lplOj1N22wHnJthYaHarzKRnGB3sEtNr/HM1DMcHz1OLpqjZ/Wo9CsMbCFHlxES1an0FDeqN1jILbxL6UZYzRpGI2BCPGx8mBPG87130ysQJ+PF3YtEtSjH8scCYOOx/LGg8FPX6yIxQdkQHcBwmqXm0oHI7bASJh1OB4Wf4X4dFnCGntH3KnCGn33IwEmEBLhxWMAZXnz3Y+DUBwKgdaJw4r6FB9/3WW2toinaAxUxw0ShqBoNqPkPG8NCznsZMfAuM6hn9SjGi5wqnQo+125vl5gmAODnt84Doiuz1dliIbfwvsWdpt6k2q8GMGLf99nobNCzehzNH/3AlrYPOyzXYrm5zGxm9sADbVjI2exsst3ZZiI1wcXdi0Ga2bD4AmJyFJJDbLY3uVm/SUyLMZWaCtK9hhYmSZKCTu9+215gwdorTA6vxc3OJk29yZXqFbpGV6gZJCglS2iKRiKc4FTpVKAGGW5vCPi7HLp8jy3KdExu1m5yp3GHU8VTwke8TxU17KxMpaaCwpLru4zGRg/YsO43hvbFE4UT71s0u9/wfZ+O0RGFk+wMI9GDlkzHcwIQa3PQDPzMm51NJlITtI025X6ZJyaeoN6vs93exrRNsrGsWAg7Fr7vB13Ek8WTIpZZFhyErtVlvblOIpSgZ/YCRshmZzNgIo0nx2kaTUZiI3xy/pO0jTZfX/46Y6kxzoydERMaZ0BcjbPTE5aH6qCKbuuElTC5aI5CrEBtUON243aQzDGeGmcyKRYObaNNW29jqEIVp9s6CS0hgNmuzdmxs0HUekyNcat+iyuVK6y2VrnbuEtCSwTJYIu5RXz8YKI4lZ4Kknaqg6qwS0TTQhUqK4TVMG2jzatrrwYWvKgSDcDMww7fSHSEyfQkqqKKBZ0aI6SFKCVLLOYWuVK5wkhshK4hFgQvLr+I7dqsd9YZuANhTVFUZF/408dT46iKWJwMLbPHR4+L1LTEBKVkib7ep223yYazPDPxDKutVf78zp8zl57DlmxiaowThRNcKV+h1hde9uHiKiQL5cpsZpbNziavr71ORI0wkZzA8R1qPWGhNH1TQCH3+DSO7zCXnSOkhdBdnVPFU/i+z1tbb5GNZunpPb6/+f3AhpWP5ZlKTXGpcgnd1HEll1K8RFJLcqtxi57RE4u6vwBEWUUNQL/DlCwV0RyYzcwSD8U5ljvGK2uvIEkS6911an0xNzhROEEmIpKv4qE4L628hG7pfOHyF3h181VMW/z95UGZaCTKSHyEQyOH+KmjP4XhGNQGNS7vXka3dFYaKzTNJrfrt4nKUbY7YrKZ1JJU+hUcz0FTRcF5qbEURB9HtSiNQYNMNIMmaZieSUyLEVNi3B4IuOTAHlDX64Idoe9Fu3sqsiIzlhzjxw7/GDOpGbo3uyiKwkRygsuVy8RDcXHM8UTx1hoE53hUjYrCA26gRNrP8BqmOrXMFtmIAIx7eBwbPYblWuTjee7U7ojIcwnGU+PcbtwmG80K1YbZDGDHw4J1zxYFHMkX1vMhswUgpIXA2Ctu+1IQuz4sQA+ZUT27R2VQoTwoEyJEtVcVMvtQnH6rL9hCe0NCQlbkA0yY+41sPEvDaJCKiuCC8qBMJpqhbbYpxoo09Aavr78uUrb2ClhxVTwn6oO64JjJIvVrPj3Pteo1wQ/zRVz7VneLrtUNfp/pmISVMAvZBTRZo9KvcLdxl9G4YIacKZ7hD67/AVudLcaSY0J1qWiU+2UxJ4ukWW2Iuc4wDjgdEcfU8R3G0+M8Ov4ob2+/zVZ3K2DP5aI5+k6fhJIgHUpT02vk43nykTw36zeJKlGhvOjX+P7m9xmJjtDTe0TVKOe2zhHX4iyOLAYWKd3RGU+Nk6gmBPdob16qKmqg4NEdHReXG9Ub3KrdIhlKstXbohgr0nf6aJIW7KNhUX3Y9c5Gs8zn5olr7z6TF7ILFBNFkqEkj48/znxuPvhefVA/sBj3fI/l5jIgikn7G6NDu3Rcix9oBtYHdbY6oigiSzK7/d3Amny3fhdJkpBlGVUSFqSEJpTj0+lp0dgzRFNgJjPDdmyb4/njXKte4+z4WVRJpW/3aegNPM8TyZ+uydXK1WCe8v9c+39wXAfbsVltrVLuldEdYX1UZZVsJAtAzxbFJN8TiV1PTz7NkZEj3GneIRFOsNoUlmjHdZhJzzCbnmV+ZD5QI7TNNu1Om57Zo2t2RTz4XvKPLMlIkhTYaPYHztiuTTaSZSY9QzwUD5rdHsLuNCzMSUhBITeqRYMgm8nUJANnQESJUB/UeWzsMZ6beo7l1jKSJIrLP374xwXaIFnCci0SocQ9nMnhmq9ltGhYIi1trbVGfVDnnd13GEuOMXAGomCUHBNpkI5QcD058STb3W2OjR4DBIYjEUrgWx+8aPOwMZxXNY1msP7RZA3DForVYejLe0dLb1HTRdLzUEH8gw7P86j0K7y1/Rbnts6x292laTQ5lBV2PMM2eGX1Fdbaa8iSHCjZW4OWgAlLGguZBUbjo+K+7VtCST1yCMMyuFu/S9No0jE6WJ7FkZEjjCfHGUuN8f2N71NKlPjls7/MXHaOidQE6Uj6ocIEHz+w1w2bqJfLl7mtCMX1O7vvUIqXiGkxQnIoSFpdb69zdPQomUiG2qDGUxNPCYWlJPHJwic5nD9839/bMgQI28dnNDZKXa/z1Ttfpak3OZo/yi+c+oUDhaihWGI45zccg53uDh2zw2h89IHrUs/3kOSHr9ddzz0QMDRMLb3f+NAFHkmS4r7v9z/EjzjA/9f3/QuSJCWBtyVJ+hbwS8C3fd//55Ik/SPgHwG/JknSceDngBPAOPCiJEmHfd93gX8D/C3gDUSB50eBrz3sl2uSdg/Q13RNVporgozti4MxGZ1EQqJttA9Eg680VzAcQ0z2OuuBcmQIgwurYWJajLpe5/mZ5w/I80EsrM5tnROL8IGQ3b4w+wIz6Rlqg1oQEVxMFEmH05zbFl282cwsdxp3AjsR7NlZusK2cmTkyAdauD+Mq3OPgmffe13P5Vr1WrAoulW/heM69O0+r6y9EkgxT5dOI0kSZbPMqdSpgCUkISZlhmNwtXKVVDjF3cbdoGuh2/q7VW1pnwInJKKck6GkkD3+ABDjvtV/3wXyEBZ3KHf/+O0hdEuTxaRo/9h/ge0v5ni+d0BF8l5m0NA3e7xwPPhcw2SpwyOHObd1DsdzeHz88QDA/H4w6p7VY729zuGRw2iKmPysNAUr5MjIkYcWFf4iw/M9blRvENNi6I5Os9U8AH12fIdav8bR/NEAXDlMrmob7cCn3DN6HMkfoTqocrJ4ksnUpLje9rrC702uGu63YSLFTneHltGirtepD+r0rb7oDCgChhtWw8xkZkSEbHqSIyNHhNz/fa6d/ddwx+xQ6Vco98oM7AGfXvj0PcDjltEKpJ6b3c0H2rAetC/XWmvMZGZEWsh9imYPGz4+TUOkgzwyKhgmLaMVfLWNNrojol4P5Q6hxAQctWt0mU3PMhobDXzwfavPK6uvcKt+Syx+JVHAaZtt0pE0uq2Tj+VFrPieRLVhNOibfZLhJIlwgkdLjwYRwj955CepGTWWW8tkohlG46PIsixUAqEUE9EJTEckABbiBWJqjJeWXxLScs8m6keF9HcPbrzd3aY6qDKXnmM2PRtIZdfb67SMFhE7guEKv3spUeJw7jCyIu5pN6o3uFq+ys36TZDgws4FPEQnJhFKcLJwUqTjtdf4xNwncBEJibqj03eEHTYVTeG6Lsv6Mo7rcGn7EhfKFwA4OnI0SJiJq3H6Tp+m2aRrd1nILFAf1EmEExwaOUTP6rHV2aLv9plITZCJZKgP6ry88jL1QV1YVXwPc2DieiJK+Ej+CNlwlo7VEXBP18DFZSo5JWLIXUcUH7S4UL2oCooqmEd9p4/kSxwaOYQkSfzuxd8VE8PUGBISC9kFAfSu32Uht4DjOQE8eL2zTkSLsNXZ4k5TKB7TkXQQDbvT28HyrHcjo2MFyv1yAAZv9BuU4iXiapwb9Rtoiobds7luXAcJRmOj6K5IP7pcvkzP6hFSQ6TUFL7nc6VyBdM3f6DI8/0jQiSYHNqIIkBSSaIoCmPxMcJKmKnUFEvNJVzf5WT+JEfyR7ij3OF44Tib3c2A1QZwtSK4OVeqV0iqSaEOU1WidpR+qI8qCZvSlcoVEppQ49SNOue2zyEjM3AGJLUkvuKLAqonGk2+7zOeHMf2bOYyc9i+TVJL4npuUCzpW+LcMmwDwzbY6m1R1asBS6pv9YloEUxbNLLioTjJcJKj+aPE1BjfW/sedb0uwh30FiktRTFRZK0lwLAhSahgLMcK7rW6qWM6JkktyUZ3I9ivKiqlRAlVUkUBMyYm0s+WnsXyLKaT01ytXgWE8iOshumZPTxPLLqGUeumbQYpZrZjYys2vudTSBbomJ0Dx1+SJFxX2MUs1yJBIphzDBeKFV0kmvTMHmEtzEZ/g4E94Gz+LC29FRSChiMmx4Ko3IeNgT3AciyiIVG8dVzBQtJUDcd3uFa7RlgLk0/kBfxfCYvkmL1nlOM5gc1j4A6EsllS6Vm9IF5ekzR0X0dFZSY7w0dnPko2luVy+TKXy5epD+rs9naZz8zz6vqr3K7f5vmp52lb4tlqORbVQZWF3AJL9SVMz+Sx8cf4zOJn+J2Lv0MxXkSWRTz4aGwUwzK4uHuRT0x/ghvVGzieQ0NvCF6YlhHKs71z59ur30ZGpjKocHzkuIj8tgZstDdYzC6iezqZSIZfOvNLIhVQCfNm6E1c36UYLwacq+Hx3M/M6ViC07LdEey3YWHpuennWOuscapwirPjZ3mk8AjJcJKlxhI3azeZTk8H4N+O8a7CbzQmFlNNvXmP0n1YWIB3OYERNcJMeiZ4Zjueg+2K4knH7DCVmuJO/Q4ds0O5V+bc9jlqgxrjqXGO5I4wGh8lFU4FfK7hXEOTtSBlK6yFA5iy5VrEtJjg+hg7fPn2l4lqUSzXQpbkoGEnSzJdvcvbO2+z3d2ma3YxXBFPv9XZEgX2vYTLUqQUKJqH/CwJidPF03x64dPMZmbZ7m6z1l7jnZ13yIazuLgUE0UOjRyimChS6VW4W79LdVBlLDFGIizUI8lQklJSrEmGTezhlyIrB3iahmMEASHDgqQiKQH/ByAdSVPulcX1jCsUaXv2puqgyjOTz/Dm5puEwiEOjRzieEEwStZaawEnb5hqFtfigcpwp7sTJKCarkiZHbJOhkgIx3OIh+I8Pv54kFr8/Y3vYzhGkCCWjqbvu4CWJOm+87oPEoXueiIhsGsKy9XN2k083wuaHLOZWVRZZauzhSzJB4o7vi/mencbd5GQmE5Pvy9X0/f9gB21P0l52Fxfbi5ztXxVWCd9n4gm1qPTmWnCcpgL2xeoDqpiLohGxxYKp4SWoJgscmz0GH27Tz6WFzaqSBpN0nhx90WW6kvU9booNoazZGNZZpIzTGWmUGSF65XrVPoV/skL/4RTY6fuWa8N15mGI/iOHbODYRu4nsvLqy8H9jNFEoD8VETAvkdiIxzJH2EsOSYUnbjk43kSYWGp2u5u89z0c2x1BedpPjvPQm7hnrXycM4pIZGOpNnqbPH6xus4nsOp4ilOF0/fF33hIwo8lmOx3F+ma3bv4W3e91jhB0wy3/eFdXRfIWeINAkrYXpWj4beoKk3H7i9D7xqliTpWeB3gAQwLUnSaeC/8n3/7zzs53zf3wF29v7dlSTpBjAB/BXghb23/d/Ay8Cv7b3++77vm8CKJEl3gSclSVoFUr7vf3/v83wO+Cnep8AzlAMO7VKGY3Bh+wIz6Rn6Vp9zW+fw8NjRRdTbUHUTUkLEtBiZaIbZzCzJcJKxxJiQGcoKqWgqUHUM/Xzv7fg39SZfufMVelaPx8ceB0TEJhAkNg3TsODdheSwYqzJWtAtGBYcbM/+UAv3B3F14OADbvhexxNxt1fKV1hprjCbneUrt78SwP8Mx2Axu4jpmiLGWVa5Xb8tYkslmWuVa/TsHoYtZM5Dn+90ejqITp2MTgbe+R80hepBw3ItlppLD10g7/Z26Vpdjowcuf9Neq9b43kepWQp6IbeD/4cUSNBN+z9igZrrbUgHQkOJktd2LmA7ug8P/08a+01spHsA1PYhsN0zCCxbdj1GALE57PzH0qW+bAxLNTtl+Pert9GkzUWc4s4nuAAyIgJSW1Q41rlGvFQnNqgJpRXWoyYFhPe90QR2Ze5XrvOkVGRcJCP5zmcOyyKOntKGhAPw6bepNwr0zSaNAYN6no9gBsOVRHxUJwjI0eE7W/PXz2wB8S1uIhJjGbu6co9bAyBepV+JQD0xbQYp0un7ym6rbXWgus5qkWZycx8KEvckO+SCCW4Wbt5jwT8YcekptcCObYqqxiuQc8WANH6QFiuRuIjZMKZIN5729pms71JMpzER0hoPcsjG82y1dniZvUmLb2FJEsivrwn/u0bPslQUviSJZ9MWHBVHN/h0IiQk48nx0GGidSE4CGpEWr9Gn2zj5JU0B0dRRKqgUq/QsWocEw7hud5XK1eZbezy3p3nYnkBCvNFRKhBNvtbTzEBGgiOSEk7UqEje4GA1OANsfiY4xER5jOTLPV2eJY4Rhdo0vbagcThK3uVsAPi2kxFrILwt4SzbHeXsdxHW62byIjEw/F2e3tMpIaCRZmV6tXxWTRNuhaXSJaBMUXapCO1WGrI5LFhsDDYqJIUSoSkkNMZ6apDqrEFOHjrg6qItEtnBZg0L24zVQ4xVhyjJHICDW9RtNo8uTEk1woX2AkIuxhsVCMmcyMuI9FxecY8oYczwksOfjge4JxlSLFTHKGuBbnOyvfYam5xFx2DtM1eWbiGda769yp36FrdzE9kdRYSpRo6S1c12W1tUpMjZHQEixkF7hcuUzHEBM9EzOw1cymZwmrYSYzkzw5/iSvbrzKmbEzvLrxKpfLlwMOCSDuGb6M4RpMJia5WLkoWAWhOJIkUe8LtYPJD17cGSY9DdOxhoWdMOKe4SHO+7AmChMDZ0A2lgUJFkcWmUxPUtWrnC2eBQ9aVoub1ZtCdRmK4fkej5Uew3KEcrDf67M52CQmxcjEMwF4U5O1gKXR0TtomhYw9Mq9MpZv4bhCvTKeGhcwzvSMKHh7BrudXcKxMOOpcWHf0gSc2bANsrEsj409hud5TKenuVO7w0Zng4ExoG+924vzfI+21eaVtVeo9WqYnklYC7OYXiSshdnubgsrlOtgyuJ7fbtPXIvz8bmP86XrXyKuxQmpgkMBApA7PJ6GbwQw82EqpyqpbLvbYpuYhCSxWOlYwk4VD8dFocbzMHwDRVbwvT1VkCTuM1ElSs2tHTgHHN8RAOi9olfSS4rj69rEtFgAX55MTbKYXcTFpdqv8uT4k/z0sZ/m35z7NwcsXyAUPKZn8n5Dt0SxXEPDcoTFr+t0ySk5iklxvcfDcSJShI4rGHupUIp8NI8iK8iKHKgf7tbvim63JON7PiElxGRykp3ODthijub5Hq7vstvd5XL5Mi29RS6W41ThFFOpKf7k1p9wsnCSdDRNRItwYeeCuHfFRxhYA3b7ohD0SPERLM9Ct3QO5w5zoXxBWE5ch6u1q8ykZxhLj4kgAKNBrV/D93xeL79OqVgCH/701p+iSWKR99zkc8iyUG90rS6/dPqXmExPstZeC1Teu/1dumaX7298nxvVG4xER7hVv4Xt2MHx3K/MSqpJnpx4UiAMEmM4OBweOczj44/jSz5nSmcEK+Y+z8e+3Rf3MONd9VM2lhVR5/bggKpjqCDv232aepOb9ZskQgnCSpjb9dtBccByLeqDOtVBVShdKyIafeCIhMjp9DQ/e/xnOVY49r7nje/7QVLt3fpdGkaDG9UbNPQGUTXKjfYNnlKeYjwxHizsDNcIIsNfWX2F2qBGJiTCChoDEUDg45MIJ8jJOWKhGF2zSyaSEQ1UH6ZT03xk5iOMREe407jDaxuvUe1X6Vt9EZCgiYbxTEYof5OhJIOQSDeq6TUeKz1GSD2oIPF8L5gTd61uMD8cFk+GFjxJkoLQl2HjTlO04Bk75BqqskrH7NDUm4xERwIFzXJrmb7d5+z4WVLhlJhrla9xp3mH0egom51NOmZHpD/2dynFSkETPhESvL6wKuyYu71dFrILtMIiCMf1XE4WTvLS6kusNkVojeM5PDb+mIg+/yEp323XFsUJoyOu495uAEQeS45hOAZH80cf6sYYhnPs9HbEujAuCiuKpGA65gEe6f4CznDNu9ZaIxlOimRNSRR211pr3KnfoabXwBN2Uw/hTrlWvRYUDiQkFEnBwSEZSnI8f5wjI0eIhwTvajQuMCKyJNM221zcuUi5X2anv8OcM8didpFMNCPWB4rMXGYusFd9sfZF/tFz/4jjxeOBk2OoRO+YHWGFhSAYY4jzkJAYiY4gIQXzBcu1giLiYm6RQqJALipCB3a6O/StPulwWhTGs/NBkXAqPcVcZu7AeqmpN9np7YhGsxpltbXKy6svE9WiPDH+xPseL8/36JpdVlorTKZENPrD1h5D98dud5fKoMKN6g2R/KZogbsgrolAkaHaPhFKMJ4c5/Hxxx+43Q+zqv7fgM8AXwbwff+SJEnPf4ifR5KkWeBR4E2guFf8wff9HUmShobJCYRCZzg2916z9/793tcfOkzP5EbtRpBzv93bFr6/5BiO53B2TEghj+SOcKJw4p6f3+ntkAglgjSE93rqBvaA+qAe/Kzv+zT1JjdqN3h7+20WRhb4ycM/yZXKFYYRfKPx0Xu8d4ZjsNIUJ8OQNH8sLx4anu+x1FjC9/33rQC+dzyIweN4DpZtYXkW6+11dFsPFAgeQlFQiBVYaiyRDCWZTk8TUkNcq1zjja03KCVKtE2RLqQ7OrorImPjoThT0SkSmvDWrrXXOFU89aHAYj/oGO6nhy2Q64N6YGca7sf9Dyvd0blTv0Pf6jOWHGOjs/Gh4M8PGsPOXTEuCnbDjtFkapJr1Wu09BY/svAjbHe3A2bNw8bw54ddcsu1uFO/QzqS/kB2svsN27XviR9/ry0qpsao9quEZbEg2uxs0jbaDByx6IhoAma4kBPSaFVSMV0xad6vxKkP6jw69qiIyLX6zGfn6VpdaoMaTb1JQ29QG9SE3VHRBOR0j2C/kBVS0JgWC7a5/5gMb4DDm3lUi7KQvbc6f79huYLFtamLicNQSn2zdpOZzMwBNV3TaHKtco3qoMpjY48xmZr80IqpvtWnaTQ5Pio6UzEtdqCoOyxOvPdLkUVBdb21DoiIzVwkR0SJsGsIea0iidQc0zHpSB0RTey51Pt1oiHxwNjt7wbpYOlImo3WBjcbN0UKzl4Sn4xMXBMw2YgSoWN3gkmY67vEw3HGE+O0LDFxerb0bFBkUiQFSZLIRrJCAWj1sRyLdDhNKpTCxeVm/SZ9uy/UOFaTJ0pP8OU7X6ZpNMEXC4B8NE8ikqBv9qn0KughXaRmJfIB+2DoVZckSQBZXQvLEOkd+EIlOJ+dJxkS3AkkgkV222iz3l6nbYqC0JXdK2z2NllrreH6Lm2jjRk3cTwnsFDYrmBvtI02k6lJnp99HlkSsuSQHBJK0dYKi9nF4LyoG3Xu1u8Gk09FVgLbjSRJnCye5Er5Cvl4nqvVq5wqnuKF2Rf43KXPicW1EqJn94JigSZrwjYmSUEzYyANmNFm8DxPqNqcPk8nnmYgD7jbuMuVyhWRLoLPMxPPYHomXbPL7dpt2nob3/NRJZWW3uJy+TIXdy8ysAaMxcZIRARrZKuzhW4JO0WUKJIiMZ2ZZjozjeEYnCqc4krlCoZtcGHrApe3RcS7pojjkolmmE3OstMXSU9v77yN6Zlkw1kURWFgDbA8CwPjA3VF3zuGqVjD4e79D8QiMhVOYXkWcSXOSHyET81+SrDO1BATyQl+6/xvMZ0RSp3Nziafv/p51pvrxMNxDucOM5mapBgrstJZYbO7SUtvif3v2KJIZoh47CuVK0S0CGOxMcqDMl2rG1gL87E8MTXGQB2Qj+ap6TVcz2UqNYXrucxmZ0mERExvaazEqeIpoqEo9X6dkdgIq+1V2obgk13YvcBWZ4tyr8ylyiVMWxQiDccIYNS2Z2Paplj4SVCMF1kYWeBQ9hA1o8ZCZoH1zrpIdUmP09nsCIVyKEatX0NVVGGR24MZD4fjOuJacyy61ruLS9d3hUp25JAA8+7d04a2jqgaFfdRsxl0YlVFRXbkwJrt4golm3uw8CL74j1hWUQKl5IlsSBRCNS/R3JHMDwRl77R2SCiREhFUkESTs85CIoeeIMPVEj0PR9Jleg7fXRLF6qJZImJ5AT5aJ5UOEXH6oiFpusFiTo3ajcCC52GhhJTMDxDRKSHYjiuQ1gLk4qmxPNsbxcP46S3eluMxkcJq2FhG09P8tLKS6iSYP9ko1leW3+NpfoSMjIROSKiypNTjCZGWcws8urGq6KQudcNHo2Ncqd5h6P5o/SsHm9svCHsYR4BE0aTNUYTo1yqXCIZSqLbOh+b+hg2NvlonnPb5zhbOouHx3dWvoNu6cLmGkkg+7JQgsoqqUiKyfQkS82lALTt46OgBLbL0fioSLiyRVP0/PZ5funsL9GxO0ylp4Q17z1Dt3VWW6uE1TCPjz9ORHm3udI22ux2d1luLgcKk6HFcKW5guM6VAdVCvECqXAKwzGChf5w38uyzCfnP0kylBRzlH4Ne2DzaOlRptJTD0zMtVyLttGmoTdo6A1aRoutzpYoxkSEDU5BNCvW2+uYvjjH19rC+hxWwiiSwkpzhVfWXkFGphQv0TJb4j7t+5QSpSCFbpialYlk8BCq6YWRBaJalNc3XqfSE9bP/eECE8kJfnTxR4NFMoi55VXpaqDsdXyH7qB7QJlju3bAzRkex4gqwi1MVxTGhuqlqBqllCi9GwbgOVzYucBESihnO2YnsGjhi+N5uXyZzfYmpViJkBIK7m0SEju9HSZTk1i2Rc0QgS66q/NI4ZHA6jSRmjgw3xseT8/32Da2mXQnKSQK7PR22O5u88T4E5QSJZaaS8FaZf+C/8NwUYbM0J7VE7Y3z6FltBiNj1KMFgO233A8MARnT8Gx0lxhq7uFhEQ2mg1YrJd2LwVznf3ChP1WueE8yHRM8OHy7mVu1G6IhMW9c8hD3F81RQsKKT2zRzacFcdVizCXmWNxZJFUKBWonuOhONudbS6XL3O9ch3d0QMg8WRykkgywvMzz6MpGqZjYrgGj409RjaapW/2+Sff/SfMZ+bpWB2+s/Kd4JkRkkOBM0YJK+CLsKB4KB6cU5Ircbp0OgBZD5XcuqVzunRaJEfu24/b3e0A9jyfmedu4y4to8VMZiZQ7A3n9DvdnaBZtt5eZ6u7RSaa4ZNzn2Q2O/vQ9d8wTXPIrTtVPHWgUDjkK+1nsg5FA1FVJEXG1BjT6enA8r/RFpDyjtWhECswkZzgqcmn7hu3/t7xoWQTvu9vvEcV8IHx3JIkJYAvAv8f3/c7D1EX3O8b/kNev9/v+lsIKxf5Qp7GjQYAZaOM7dn0nT7fWfoOZttk5aa4yV+5coVE9V47zN3eXarxKoqkcGftDq7vYlkWm5ubvPTSS6wP1smEMtTUGm27TVkv07JFusF4ZJxes8e/vPgvyYayzMZmMVWTulQ/8Dtc32V9sE4ulKNm1tBdncXEIjWlhuu7bOmCUzKijbCur9NJfHDI5J3eHZbCS/iIm4XpmVieeMBd3L5IrVvj269+G8mX2DFFLPdyfzkoDBUjRXKhHCvKCiEpxN3eXRbiC0hxiYbToO/0mU/MY4UtrGULC4smovK7PlgnqSYx7j4cWvjDGtu66ECWIiVucOOe73ftLhuDDUYjo9zkpui2u2ZwUwnJITqOgJTOxmfpKl26dO/zmz7ccDyH1cEqk9FJykpZMHL0DSJyhNet12lYDR7LPcafr/45bbvNVGyKDWnjvtvq9Xq89NJLbOgbRJUo1bBQAmzpW2RCGXKhHHe5+76fx/IsAVHcOx+G6SRhOSySAtBwJRfLsxg4A/pOn77bp2k1MTyDqegUMUUUADRJQ5VUyn6ZslkmoSbQIhoduSNu1vK7kDLf96mZNZb7yyIpwagSkkPonvDRa5IoxEbkCGktTVoT6qjhdjRZY8CANdbu+7eZrsmGvkFGy1A1hMd7Nj5LU3mwjBEQBUqrycAdEFNipL00G5c3WPPX2BhskFAT1MOiSNeyW7TtNj1bJF4cih9ipbzCCivvdyocGL7vszpYJatluexcpuN0yIfyvOa/huWJ7osma8G5GZJDqJLYjwNnwLq+zmpzla32Fi21xbK/zFh4TDwY9Da1To2W1MLGxnEdeq6AINq+TVyJE5JDwb1gNj5Lt9VlqbFET++RkBLItkzDaojfaYHTd1gz1kCGpJWkbIr76VR0ioYp7gURJcLb7bdp2S1USUVNqiwPlqmaVfKhPEgQVaIMdgbUjBq6pVO9XiUqR9kYbKC7Ore5ze32bZDAc4WNY7W7KhIzEEk6mXiGhJvA7Jns2rsMwgMc36HcLrOurxPvxamYFWGB8X2aVlOk8jSEgqPjdtje3Mb2bUJSiF1zl4wm4IRZNYsVsvB8j7pSZ8fYYWewQ2W7EsR/zsXmcHCI2BF2Bjsk5ATdVSGbl7dkPN+jbJTpOT22NCEDfqv+FnElzpwxR7/Xp623BX+qtUnVrJIL5Vi/s05X73Jx6SIhOYSsyFy6fAnTMFlZFQXAntMj0oiwPljH8zy6oS4xOcbyYJmYLHgf9pYt4pxNmbAWJpvM8v2V79M227iSS9SIkglleLH9IoqksDZYY7m3TC6Uw6yYtLotLvcv07AaoAMOWD2LSrfCW523aHktkiQDRUxCSiCZEruVXTzf4/d2f4+KVcHxHVRUbM8mq2UFCBQF2ZC52r1Kz+lh+wIsHJbC6JaOZfzFVDtw/4StDJmAV9O1u+TVPKOhUY6Hj5PpZDhfPk8hVOBPW3/K2623qVaqdOwOfacPIVHIaA/anGueQ5KEuq1v9en5PcJSGBmZlt0CD9JemryXp2N2RPfbhka7IaCwkkYhUsA3fBpOg5gaw3Vc+nqftJamXW9TiBaoblSxQ7aYA9hbdDY7wVwhIke41L6E6Yru7XR0mp7XQ0Gh1Wth2zYdvxMU4OLExd9vxtA9HdVWmYvNkegluNW6BUCineB87Tyma1Kv1dnsbWJ4BpZhcX3tOluNLWzPpt6tByBiD0+wbwyNtf4aSGAYBrIs02110RSNtzpv0TPEhNvFRfEUwdjDo9au0bMFfNXyLXxHFHVkZBxLQKEjVgTXcYOFJIDRF4UryRGT+5pbwzRMTExc2WVgD1haW6JhN2haTXx8UmqKu6t3WV5dptwq33N+7Y/tfti55/gOhmkEnycmx1Ashe3qNq1mi5gaY9fcRfEFQNv3fWzVxlEcVFtFciWQIebEKBsCCKy6qggL8BVWt1fpG/3gMxkNg9fOvSaUk67PO9V3eDzzOH+08kf0nB4pLcVabY3Odofv7HwHGZmp8BTvbL5DXIujWApex+MPz/8hvuuzbq7zSv8VmlaT1Z1VbN/miHuE5cYySS2JZVsYnkGr2hLWS0/m1opISq17dY7Ej1BbF7yolzsvgwR1vc518zqyL1NpVVgbrCFVJFRJJabG6Pf7mIZJ/VadaqWKbb1rj7N41xZnDSy+ff3beLbH3e27SLaEuW2y7C0TUSJc3L5II97gWugaLbvFje4NtvvbjMXGyGgZ1q6L5/VwXLx6kcGamL/4CVFM8nxPcH5aN7jGNdJamh11h7AcJqJECMkhIrIoEm3qm+RDed5cfpO23SauxIOiYVyN40QdVqVVLM+ia3fp2B06ToeeI+C0qiRS7GRkEfc92CStpVFk8Tl2jV1M16QQLlCgwOatzQAavdnf5GbnJtvGtmgs+7DkCPtoVI4SkSNU3Sp9t09EihBTYyiKQqvfIqtmiYVi3G7dZuANUCXBeyuECxxNHWUhvIDaU9mt73K+el4omvbmhE2rSc0SbBfXcxmNjAZFWXxxTvq+j+WL4zacm4TlcDB/HM73dFdnZ2eHi9bFgENleRZv77xNb7XH3chddg3BMr3VvcWmvomxY9B1uuTDosnR6raQquJ+O1QqK12Fd+rvMBYZ47XWa0xEJ+jc6tC221xvXye2HbunwHOpfomd2zs4usObb77J+mCdqdgU3V6X24PbXPOvcad9h5erL3Otco3UboqwEsZwDcpGmXJcXKsr/RUyWoaBO2AzuonpmgzcAbqrs9RbYiQ8QkbLEFNiRBXBIC33ynSUDhvyBpvhzaBw5ngOS70lrkWuBfcWx3MwPZONwQaGZ1AIF8iH8iS0BBWpgiqpbA22iCViIjEQMU8fBlBYrsXAHTBwRYJgzaqx1F9Ck7QgjCMshRm4Ys6EBHElTt/ti+ed1xdzrESGicgEGSWDU3do99pomobu6pzrn2N9sE7fEWFCpmeSDwk+V0bNYBkWUTfKxWsXkSWZjt2hEC5QXaniei4vVV8CD55Sn2L5+nJQ8Np/Dh2Y98pqsBYzdXFPfePVd3UglmfxduNtNFlD3VDZ0XeIq3FSWoqyXubN5psMMgPy4Tyv6a8xcAcUw0W8iMeKv0LX6VK3RKNT93Sq5p7CWkszF59jJDzCdnWbbbbv+0zQXZ26WRdA6lAO13apbdf4+ne+LhJo99beticSJiNyhLASPrCuadGiZta4Wr9KZ7VDw24gIZHTcuIcCAv8yzYP/hzvHR+mwLOxZ9PyJUkKAf8N3GcVfZ8hSZKGKO78nu/7X9p7uSxJ0tieemcMqOy9vgnsp95OAtt7r0/e5/V7hu/7/xb4twCLhxf9F154gXKvTEEvMJOe4et3v85Hpj/CK19/hUfPPIpyTeGJs0/wwuEX7tlWeifN6dJpZEnmte+Kh2yoEmJ6appjTxxjpD9COpymOqgSdsJMKBOi824bxLQYLbPFL+R+gfns/D3b3vus3G3c5bB6mInUBF+981UeGX2E2exsoMo4GjnKRGoCy7W4VbvFyeLJe7bj+d4B5UXPFNVjtaySzqUD76vrue8S6p0UYT9M6XBJJK/UWzS7TR6dfpRD2UOcLp0mH88Lf62ksNxcZrm5zHPTz2F7wpc8BD2//PLLvPDCu/uv2q8ypov0sv83xk53h5JZ4vDIYYBA6TDcH029SblZ5oncE+Sj+QOA3qHsb6uzRcfscHjk8A+VXbPcXOaYcoyJlBCcrbZWmXAmgjjavzH7N7A9m7X22vsmZr388svMnJ5hBsGV6ZpdlpvLPJF+4p4Y8vdCn4f/hn1qGiUifK6uQc/q0TJadMwOPatHWA1TCBUEzFoJ4yMq4ROpiXch2vsYObW+KEgu5hYB6FrdIGqxYTSo9qoi/U3aJZFK4PouT2WeYjw1zmhslEQ4EWzz/eDh9xuO53CjeoMT0RPsdneZYoojI0ceCJ8byl6HQNzH4o+JpB7P4Qvf+AIf+9jHWG4uMy/PMxobDdKwDkUOoTuCGbKYW/xA58pQEr5fhbPWXiNv5AVQzpB5evTpgN4/jDQd+seHX0M2SqVf4anwU2xc22BEHiEfy4u48niOht6gn+vj4BANRYkq4jgbjkExWSSpJVEkhUQ4ISTjjsWj44/ytdtfo1qrkogkKEQL1I06UTVKNpxFVVVUVXCypjJT4IHdsjk6cpQzpTNEVMFoGaZMNXUB1EtkExR6BVJuiiO5I+z0d0R6RjxBQS1w+/ZtMhMZLpUvMYgMGI2PCmVLXWG9s46OjiEZZMNZ5nJzIiWrVxbcCMfAw2Oc8cAfrSkayV6SfCGP2TVBEjbRgTwQHSFFxBH7ps9EZoLRmFCCbXY2OVs6y3fXv0sinKBttoUyKJbhjHaGI84RfmT+R0iGk7TNNieLJ1ltrmK5Fs4th8O5w+RjeXb7u+TSOTzPo9/t80T+iSBJJLEt/N9/7eRf4+t3v86lnUsMHMHz+EzhM+z0dnh87HF+6/xvcXTkKNPpacZSY0wkJwivhJmbmwtihE9NnsLfFZaOVCQlwLabfTRZQOPbRhtP8YgmohQSBe6ad2lJLcKxMJqq8TOP/gxbPQFlNS2T5VvLlLQSZ8bO8NT4U1ytXeVY6RgrzRV6jR69Xg8/6rPd2UaLaiTtJPFQHEd3SGgJPDzaUpueL3zhnu8xlZ4Kolp3u7uoqkpzILhNHbuDqZhkohnhLzcG9L0+rv+DRbo+aMjIhKUw8XBc8InUOEgwEZng+OhxYlqMQrzAWnsNP+xzx7rDNesaUkQiNZKi0+6QlJI0vSZ4IhEKSRSQVporoMIjmUdIaSmqgyopI0W33+Vjhz9GXa+TclOMxkfxPA/HdNAMjenMNMeKxwKoci6eY721Tj6SF4UFFSbHJsWcQUJYp3SZdFYAYaWexEx6hvpdEYuuOzo/eupHuV6/jm7pbG9tIyOjd3VO5k4GMfWmbzKSH2G5ucxYaoxIJgIK1Jo1zoydYau7hR22SYfTtM02ITeE7Mqko2kmihNc610jJaWEKs+WUFGDWHk7ZCOZEqlQCtuxSUVTxOICylyIFNh0NrF0kbwVi8ZwDBFpnY6kUSwFSZboGB0xOTZcVEUUBnzJZ2Fygcu3LqO6aqD0sDUb1VaRVcEokRISiqOgOAqFTIGu3WVscozybplCQojDczERs7zV2sKTPe5Xw1ER1i7bsx8I81ZlNQBopsIpoqEoiUiCpt7k2flnaZktwv0wju2ALLq6iyOLLNeXBYup0yUVTnF8+jjl1TKao5GKp+j3+oRDYaKpKCk7RWfQQUUlOZrk1KlTPD3xNP/u0r9jSpsilolRNIqkrBTFZJGNzgavbb6GrMk8Mf4Er66/SjQaFdyz2Ci7vV0mE5O0rBbZUJZTs6dYbiyz29/lEzOfoBArUAqVBBC/FeFk8SSZVIaQHGJle4VHZh/B9V3ms/MU4gWRVtUro4U0fmTuR2hbbWbCM0IZfVnhhbkX+OjMR4O5zJ/d/DOcDYdHzjxCe73Nl8tfZqALqPb+gpocFTaPQqpA3anzsYWPoeQUFuILIqEJhUwmQzgUZlwaJ+/kaRgNZjOz4tkTHWG7u82v3/p1AJ48/SRz2Tn6lmCEGI5BSBHqyt2tXT6z+BnGk+P32HFcz+VK5QoFv4AkCTtIMVFku7PNSmsF27XJRXN0rI5QDti6iK2WRyjI4mcc18HzvYBlhwSpbkqo/ffSLc/vnMfxHD4+93HeOf8Ojz72KJfKlzi/c55uqEs32kVRxdzd8zwmw5NEQpGARZIP5TkRO4GERD6RJxfJiQRbo4npmKRJE1JDzGXmeGbqmUA9MoS+Ky2F0eQopitA3iElxG5vl8PyYbpml1w0R0gN3YMlGKraH2Rjsl2xqG0MGrx96W2mjkwRUkOB7S0hJTgxf4K57ByNQUMgMdZiKBWFv/Hk3xCJivEiuqOTqqRoGk1c3yUbyfLCzAtcq17jhZkXQIKPz348wBnUB3WUDYUXDr9woMDTt/pcPHeRmcIM27e2+czHPhPYc75x9xs8v/A8Db1BrB7jhYUXqF6r8vzh54lqUQb2gLXWGsdGj+H7PvFtkeRa7VfJxDJoshYkXG20N1gcWXxXQTxMUi5bAYcpHU7j+m6gvJFbModyh0iGk6iySsto0dSbnHBOUIwXmUhNBKqoYJu7NtlkFtuzBTfHF1HwQztnz+pR1+v4pk9OzpHsJUWCXX+X3e4uPavHWGiPkTcQicyWa7GYXgzUqelYmkwkw3R6mmQ4ydXyVV5df5Xt7ja6qhPKhsiFcqRDaUzXJBUVXEpFUshGsuys7PDk6Sep63UmU5Nko1l83+dby98i5+f47z/63zOaGA3SqiJq5AOp7KPnohiWcWC92TW7bN/Y5snxJwNOUzqSRpM1Xlx+kY/OfpTPLHyGm/WbJO0ks5lZJpITge0tbsWJW8KWn1JSHI8d5/DIYYrx4kOtel2zy1ZXrBvnw/NE1Si6o8PbkCllOHr2aHCtDNec+/9Gz/eE1b2/K+yG7Q6xcIznjz3PZGryvoloH2Z8mALPrwD/O8IWtQl8E/i77/dDkvh0/xdww/f9f7HvW18GfhH453v//2f7Xv+CJEn/AgFZPgS85fu+K0lSV5KkpxEWr/8C+D8/yAdv6k0q+jr1AwABAABJREFU/Qpz2TmWm8vBg2Dv8wmwkXz/E2t/THqQMuVDz+zx5uabTCQn6EqispiJZKj2qnStLqdLp2kZLU5lTlFKlB742TY7wnU2mZpkvb1OSA5RSBQwHIM79TsUE8UgxWWYKjW0cHWMDl2rS9sUdPthAcf1XUG1V8IMnAFds0tEFVGo8UicRDhBXIvzxvobLDWXWMgt0DE6rLRWOFk8yYnRExwbPXZAArbV2cL1XUqJEqZjstZeYyG3cN+FuOVabHe3/6MXd4YWlp3eDivNFSaSE1yvXg/ko8MHUjKUpKk3+fTCp8lGs/fd1m5vl5bR4kj+hwsmbhmCMj+U8ZZ7AjLs+z7lfpmPTH0EWZZZbax+oMSsmlmj5IpCVlMXcNnp9DSaolHtVw8Uc3z8Aw9kTRZRoAN7IIoVRpuu1SWkhEiEEu8yhcJpQkpIcA48V0iJJYWtzhaPjT9GKVEKPqfv+/StPncad1htrZIJZ7hcvkxTb+LhBZOAiBphLDVGKVliwRXnzcnRk6Qj6R8KK8j3/cBOWB/UcXxHxLfep7hjuzbVQZXaoBbAkPdb+ob2g432BnW9TjKUZKW1wmhslMnUpEhfkzXmsnP3PJCGhdb3fpmOKSr3ew+yoa/5TOkMq+1VThZOIkkSLaMVeNX3P/gUScSObnW3uLh7USiV2htU+1Uc32HgDJBkiZyfYzQ2yuNjjyMjkw6nhUTWFclmZ4pnBMDYFbHEfbsvGDStdc7vnKdjdRhPjtN1u1ieRSFcwPZsPMcTf3NmjtXOKo7ncGzkGIV4gZbR4qmJp0TMfW9HJGVY3QC42nN6lJtlbjdviwQZBNj1Zu+mYB/4CfLRPEdHjuI4DjcaN9hoCzXPYm4RWZJJhVOkwiKZq9KrYDs2YU2A5lpmi3wkj+7qhKVwMMlBEpMNTdGYTE4GyQypUIq19lrA/emZQl0w5Gk8N/UcpmvywuwL5GI5umaXt7ff5pHiI9yq3QpYY9cq12iZLWqDGqOxUWYyMyyGFjlVOkVDb4ikCS1CKVGiEC8ENoHhMFyD5cYyH539aGBx/P7m94MJ+T3wPl+oSEzXpGN0BN9KS9CzenT0jmDt7MXKlntlJFmimCgyEhthpbxCLpxje7DNX138q8yPzAtrrqXz1vZb2K4tWAio3GreYj4zz7XKNTY6GzQHQv1U7pfJx/N0jA49u0dLbwk11B4AV5ZkdEdHlVV+dOFHmc5Mc616jUw4w2Z7k57ew3AN9IEe8Li2W9v0OGiV+UGHihrYekBAlePhOGE5jIPDeGIcVVap6lXSWprb9dvIvkxDb4ho1rBQ8MZDcSbCE5wtncVwDArRApcrl4mFY0S0CPiwq+8KGbUUxvRMKoMKm+1NYUHyFdpmG9M1mUpPMZWc4lb9FoVEgdXWanAeDzky6811HBwG1oCaXuOJyScoJopoqmBXyLJMMVHk2clnCSkhYRtWo8Kmt8fCG0uNcblymZbRwvM8sXiTFAzXoG22A6n9bm+XvtXnWP4Yri8ArMlQktHYKOVuOZDBD4+j7dmMREco98qElXAAIZYkKbDf+JIvmFRyBNMxg1SdIbfjSP4I313/LqqkIskSM5kZblRvEFWjxENxMXfxXHzJJ6SFkE0ZyxIqrpAWCgCy+xM+Lc8SSSrOAB+fXDjHjiSk9alQipbZotKp4LouqVhK8JGsPrZrU9NrGN69qmIZoSDNx/Js9x7cIVVlFd3T3534e2I+WEqWeHT8UV5bf41CtECDBrIsmHQto0XPEuB5TdUEoFlv0tW7SL5QuoSUELGQ4AdFtL1kJ8R993j+OOe2z3Fl94qI6fUEI87zPZpWk4vbF2nZLeaT87yz+46A5saLzGfmqZt1CokCyViSRESc47lIjjeNN/nY7MeYSk9hOcJONJIZAR/uNO6QjCTRJR3JF3aFsBYmFU7h+R7JUJKG2uC/OPVfUEwWsRyLI/kjeL5HOpoOFqu7vV22uyKyOKSGGImOBDaooYJnv9Ku2q+iKZqwF8thnp1+FsM1+Mz8Zzi3c46G3iARSvDExBNkIhlu1W7h1B3Bn7MNrnSvBOobEDHpuWguAJxGtWjA1jtVOnVfW7Vu67y+8To9s8d8bp6wKhQYb2y+wd3GXVxf2ChbhrBlIgmm25CXpEni84e0kHjN89BUTSQ6RhJBwcf1XbpWl7Ols8RDcdYH69y5dkckx3kSy41lOlaHsBIWwOaQuC5lV2ZxZJGYEguCAHKRXGAvCSsiITMRSjCTmeFU4RTpaBrHc7hVvxVY3vu2UIkNmVrDJl/H7DCTnhHw2dx8YPfZP4bNp4ExEOqEPZjxsIAjSzJhNRwwVFLhFPm4sFMDvLbxGsdHjzMSGwls8ZZnUYgVAiu+7uhCGd4t07PFM+InD/8kt+q3GEuMcbdxl1Qo9b6syp3uDq9vvI7t2oKdshlmND5KdVAN5m+SJDGwB/ewE13PDdiow6j39fZ6sCbLRUTR2HItyv0yy61lBs6AVDh1D4Q6G8mSDCeZSk0F9w7Hc+iYHSKKeGYP+WXpSFoE0lh9enZPWKn2ioW+t/fMTXjkY3kiqmDwDSO8dzu7KLJCJpIhHU6z2hQJoXfrd/Ekj1K8RC6ao9qvcqt+i3wsz+Njj3Msfwxf9mnpLY7mjzKfnac6qPLV21/lYvkitX4tuK8nVQERz0Qy4jr2IK7GOTxymJHYCJqqcblyWdiUUqcCLuW1yjXu1O/wjz/2j+8rVPgg436W7Y3ORsDAHA7TMXl161XmMnMM7AE3ajcwHZO5jAgCuly+HISQDJwByVCShewCU+mpwE743jFMCK70Kqy11+hZPTKRDMV4MWDKpiNpVEllLjvHoZF7Q3wMxwjsmru9XRFmEc0IG1xukeuV6z/wvnnv+DAFnqjv+399/wuSJD24cvHu+AjwN4ArkiRd3Hvt/4co7PyhJEl/E1gHfgbA9/1rkiT9IXAdkcD1d/cStAD+Nu/GpH+N9wEsgzgZ1tvrzGZmWW2tUkwUcX333Xi+vcXlg2C7+1+3PRvbtYMO+kx6BlmWRVqPIvxyYS3M01NPs9xcphAvPLS4UxvU6JgdjuaPCt+x1WMsORZ4itPhNH2rz+XuZZpGM/ASF+IFFEUR8i4ljKqKblcynAySqIa8hhu1Gzw+/vh9SextS0xCU+EUbUP4d6fT0zxSfOTA+4fxykfzR7m0eykA+z4o4Wl4A/wwoNmHjf0skv2MGMu1cD2Xcr/M0fzRIN5z6MsEcQO9WbvJbGb2gcWdSr9CbVDjyMgHj6X+IMP1XNbb68xlRCFg6KccQgnPlM6QCAuw7gdJzKr0KlTNKulwmku7l9jsbAbd5/3dlSFvqm/3qQ6qAX1ek7UAdhxWw0ykJggr4aCQs78zs59t4/ket+u3mcpMISNzu36bltGi2q9SH9QZ2AMRz52aAaCYKPJI4RFS4VSwnbASxnAMLpcvE9WiHBk5EoDWfhhjGN9ouAYDe8BYcuyea28Yp9g22+SiOQ6PHL7vOWq7NhuDDc7vnOd4/jhjSdHpcH0BsY6qUcYSY/St/j2FnGGy3rAwk4lkAiDpflj1jdoNQkqIc9vnmM3MBv7poSS1bwvWTMMQLCLbtakMKjQGDWYyApb7mcXPsNPd4aXllxiNjSIrohPUt/tMpadYbi4TC8VEt88xGI2NHrifWY7gZkSUCG9svcGd2h1h73GEzDeqRgOGhyIrzCRnuFS9hO3ZfHLukwysAdFQlPnMPEuNJVaaK2IyGhYKob7VZ7m5zGp7lWqvSlsX4DzLsUhGkiS1JCOhEcbSY6x11ij3y0E6QVSJ0jAapCNpumYXy7Gou3Ux4bIEYNvDE/yNWEmohoymWGArikh52iuWZSNZKn2xL11PqANM1ySiRcjH8vzUkZ9CVVQmU5O4nsup0ilWm6sgwd3GXZaby7y9/TZNo0m1X+V06TSFeIHjheOi6BHNM5ud5djosWDSf3H3IkdHj3Iod+hAMXTo5bdci6X6Evl4Hs/zUBWVte4aYTVMLpIjEU7QMToYrhGkNm53t0mGk/QdEe8cUkIkwgJWX0qUuFEXEFPDFamPUUWAz1c7q6i+SsfpENWifGr+U9yqipS0y7uXafRFB1VVRPrdSGSEl1dfptwv0xw0aZttPN8jFokJwLTZDUCOITmE7uuEZXHcs7Esz0w9w6fnP823V76N6QrIcHlQDozWYSWM7dgsDZYOAFZ/0KGgBCqAIVA5qSTRNI2R6AghJUTTaGJ5FivtFXKRHDWjRjaSpW22mUhPcKZ0BlmWyUVzvLzyMmPJMcKaKGjcrovCZFEriiRNayB4ekqXqCwSbwbOgKgWJRaK8ZHYR5iYmGBgCcj7dm+bjtEJlIK6IxgliqSgIoCtxViRXXaZz83zzz7+z4LFkOeLY3SrcYutzhY3ajfY7e2SDCVZbi5juRbVfpXNzmYAhhwWl+bSwkaYDCfJx/NBhPh0cpq4KiCfXbvLXGyOre4WvuQLVoUkJrKO55CP5OlaXaZT0wFLBV8wKVyEbcryLDRVo2W2SIQTKAiIuiRJTCWnWGmtiOKOKqxJmiwKzpqsBfw+Hx/f8wMrylDRoUgCzA6isDK0Eg/fY2OTDomGhOeJYtPwvtW22qSiqaDo5/ouDbPxQJVYSAqRjCTfF65qOiYoAgId1+Koiko+kufs+FnGkmMBqLpttIOoaMcRiT2VfgXf83Fch3K/jCqr+JLPXnAKtmcLrqEl/mYPce1/d/27rLXWWGutkQqJZMa+2+dj0x/je6vfo+/0Wcwuishsz2Yxu8jiyCJtvS0YSZ5FJpwJFnbXatc4MXqC3f4ujX6D5dYytUGNYqKI4RkUQ0UKiQIrjRXmY/Ms5hb5y0f+crAQemfnHc6WzpKP59nt7TKXmWOnt4NhG2z3tjm3dY619hpRNUoxXiSiiAS7oZpRlt+NSd8/dFsU9dc6a3x8+uOoskpSSTJwBrSMFrlIjvHkOI7nsNHeCFTlhmOgKqpowiTeFfpPpacCFUI8FA+YgUfyR7hWucYwblm3dRpGg7XmGlfKV/DwmEnPcGn3Eq7vYtgG5X4ZWZKDedMw5WrYJPY8wVtyPIeQFiIZEqmSyZCA21b6FWJajKn0FLZrc6N2g6mkSOX62p2vsdRcYjwyzmprlY3OBioqk5lJwlIY27cZT45zsngyYIOE1bA4X/o1tjpbxNU4kiwau3PZOU4VTonUyr1Iek3WUDQlgEubjklYFcWjocJgyBidy84Fqp2+1afhNg4UcWzPFrwXRSxqh8/9oQpoWDTrml3SkTQjsZFgfms5VgBjrg8Ek24kNsJUaiqYq6bDaXZ6O8FapWt2+dTCp9jsbBILxUiERYrXsNDy3jH8uTuNO2x2NjlZOIkqq+RiOValVXFt7aW7DkfP6uH5XhCh/r217wWWqabeFOD2vb9taFlTZNFASoVTwbV+eORwUGgYPidVWcw5bN0OItstV9jAr1aust5eF8mf8VKgmBoWnxRJIRqKHmj4SZLEY+OP0dJbLLeWWW4sY7omyXCSQqJAa9Di/OZ5dno7NI0mnicUtcN5BxIsZBb41PynSIaTuL7LSEyEcZwbnON7q9/jX735r9jsCgFCTIuRj+XJRrMU40VCqjj2Qz6P53ss5BaCdV9EjbB5bZOF7AKLuUUkSaLSq/DZdz7Lz5z4mR9aAQPebaLvh6jrts7F3YuMJcaYzczylTtfYS4zRzqSZqe7E6yLQkqITDjDRGqCseQYhXgBVVZxPaGC0u299KohL2dPXKHJGgvZBcaSY8HxGA7P90RzXY4G/90xOzT0BludLbpmFyQoxAucHTvLSGwkmCPudHfeNyb9w4wPs5pdkSTpj4D/0vd9fe+1rwJnH/ZDvu+/yv35OQCffMDP/Drw6/d5/TzwyAf+xIgH5lR6Kki6KsQLbHY2Ay/iMJLsfg/14UWm23oQk1yIFkASE5yd7k6QaKJICi2jxUJugZXWCtloVsi5HzAagwZ363eZzcxyt3GXi+WLZEIZzu+cx7BFzG8inAiqvzEtRjqS5sToCU6WThLTYgFQ62EpVGElHCwwHc+h2q9SHVSJqlHSoTTJUJKW3uJ69TrjyXHOlM4cKO70rF4QOS5LMuvtdZ6YeOKBxZKG3sByLRayCx/4GA3H/li4/cUc0zHftQTtxY+PJcZQJIVb9Vs8O/XsfT+P53vcbdwlG8nek3A2HLVBjXKvzJH8B4ud/zBjs7NJOiy6Wbqtc7N2M4jBm83MUogXuNO4c09i1nujJnVbpzaosd5eR5M11tprmI7JqcIpfHz6dp+G3qBtiAW0LMnC7qSIok8pXmI6NS24FHsP1v0WtYgaOaDE0m2dptFks7NJy2hxrXKNhrGnSFAiwQN9JDoSVPkP5US85v7i2v7h+z53GncwHIOTxZM/1OLOML48okao9Wpko9kgytj3fVpGi3K/jO3aD40qHBaAlhpLtOwWn5j9BGFVFKbW2+vcrN0Utp1ohrbZPvDAHapD9it4elaP2qAWFM+GX5ZrkQwlsT07KK4uN5ZpGk0kRIdkCJoLySHGEmM09AaFRIFnJp8J5LqHcof4yu2vEA1FCWvhQOG3fwwskUownZ6+p5jdMTskwkJW/Nraa9ieTUJKYLoC9NZzRGzv8P5ypXIFgEeLjzISEZBl27VZa62JSPhQSiRfNJbZ6e9g2iYhOUTbFEqxTDiDqqrkojnm0/OsdlZZGazQrDc5XTzNVGqKQ7lDlBIl/vDaHwad3t2e4LpkIhkK8QLJcJJcNBcAG01XLEYd38FxRDd4p7vDcmuZZCiJJmlBsW0sOcZYfIyKXqEQKzCZmmQqPcWV8hXOb59nJDrC9dr1AGifjWYpxAo8UniEx8YeA4nAbvvW1lvkIjn6puiEDgHMm51NFnOLnBi9F9oPYoL79tbbIi7ctUU8qeez2d1kMbsooIdDgLUSJxvJBuD1eChOw2yQjWbJRDLENQHHlJEDy48kSYwlxgjJIdY6ayS0BEk5yYqxwqfmPsVWZysoai+1loRtSRbPwhu1G1wpXxEwYEfYDuYz82x0N6gP6gKkuRdz6yAmvxoaZ4pnyMayjCfGkWSJ37/6+yKe3exzt3kX0zWJylFsz6bjdn4ohR0ADVHMDqCoaBSjReKReFAkaFktPDy2u9siyVEVaXi6qzOdmebx8ceDxXe5J7qwTb3JxZ2LbHY2sV2RPtfSWyJZMyw6oyCYCZlwhq3OluAlJApUO1Wu370uOtHhOOuNdUKhUJCgFtfiQaJRtVellBAWaUVWOJE/wdXKVap6lcaggematPQWfbvPRGoCx3PIRrO4vitiaWMlxjJjfHLuk7y1+RaGbWA7NoqskIvlRNMpHEbyJZpmk9nULBEtQsNscHbyLOc2z5EKpXBwqPQqjERHsH2bpt4kE8nQ0lsUk0VqhkjE8iXxvNEUDcdx8PCEcscWyXGe6xHSQjT1JjOZGbp2F9cVajrPE7aoptEUUeCqRlMXgGXf8wmpewtDT7B6ZFnwNtqmAEnvv7eZrohUD0vhID3KxxcA4lAUfJjPzdMatOja3SBdxnZsPNe7h88kI4tnmxym0q/wsKGjk1ASxMNxFnILLLeXmRuZIx/Ls9MTi4eu2Q2uYXzBqDEdk77dF/vDh47RCVRcfauPLwnuoe3ZwT1aReWx8ccYi49xuXwZBwHJ3e3t8pHJj9AyWuz2d4lrcRJqgivNK0wkJshEMmIhb/WFLU6NkYvmhGVm522emxSx47u9XWRJJhPOcLxwnOemn+PPb/05C9kFHMcRiZd9mWemnuFW/VaQwldKlIKi+eGRw8Kquhetrls6hUSBnzj8EwGwtm+LMIGp9BSpcOoAAH3/sD2bbDjLkrfEmfEz3Krf4pHiIyJdzfcpD8psdbeCBJ9CvIDpmkynpin3yzxaehTbOWit022dsBLmevU6XbPLWGKM9fY6t+u3hQLeaLPV2QqO0TAMo9KvBPOE3f4uvueTjWdFKlQoFsSGJ0PJIBY9rAro93v5L4Zj0G10UWSF2/XbXNgWUPTvrn83UFS0zTbtapum3hShAqEEUS3KbGqWs2NCTXi7cTtoeFwqXwpUsqlwikK8wOnSaRazIhXPdEwG9iCAcr8XS1DX6zR1YZk1HZPaoEatXwvU7AN7gKqoQREnpsWCCPMh1uAHGUNMwGprFUmSmMvOEVJCQUGnY3Qo5Uu8tvEaxXiR6qDKI4VH0B2dmBtjLjWH4RiMp8bv+Qy+L9SE16vX6dt9HM/h0wufRpM1rlSuCBi13Wanu8NmezNoAA8DWoYhAJZrUYwXRRiP77Db2+VUUcR4xyqi2NExO4zGR4P3t4021X41KPrZrh0omYaFrqgq7PIyMl2zS2VQEcnEuUVGYiMH5olDZf1715EDe8Bqa5Xt7jYts0VSSwaqkSu7V7jZuMluV6SAabJGKpRipyf+3nQkzaMTj1KMFUWIgWsg2zKSL/HGxhtcr15nqbEEINa26RlysRxjyTGSISEgSIQTzGWEXb4QL6DICnfqdyjEC4ESvmWI++5cVqRT2Y7Nb77+mxwvHOcnDv/ED3TeBMd4n4LH9Vw22htMp6a52xTs0a7Z5Ub1hkiIzC1yvXqdht4gGU4KAPKeWnk6JUDG2WiWRCiB5VqstlaDNLhhszumxVBkRUDwo2GOjR57X+uUh4flWVwtXxUqHd9BkzXGkmOcKJwgFU7dd82+Pyb9hzE+TIHnCvA94FVJkn7W9/0lHly4+U9mKJLCbm+XbDQbdPSHAOH9Cp737tQhn2MY/zYaGxVJML4jpPyex8niSUrJUiDbm8/OB8qb0dgoPasXXPwDa0DTbNIcCLvYcmuZlJbi/PZ5Kv0KpURJeHY9jx8//OOBpG1/Aadn9djqbDGXnftAf7vv7wEJHdF9aBmtA9HsYS2MYRu8uvEqx0aOkY6mDxR3LNcK1DphJcxSc4mQIhac9xuO57DZ2byHEn+/z2W51gEujO7oIhVmj7o/XJA9yJvp+z636rcYiY3ct7gzjJWPqJGAffPe0dSbbHe3OTxy+AdKxnrY6JrCOndi9ASO54hEGccgH8ujyioz6RlWW6uYjkkukmOzs3lP1OTwgRxSxCJ5PjPP1wdfh7KwEez2d0lqSbGPtAiFeCFI0BoqSe73YB8eG8MWUsHt7jZNvUldr1Mb1A74sXVHpIT8+OKPMxIfOVAU8nyPm7WbnC6efmABbTh2e7tstDd4fPzxe1hBf5ExTMzKRDJsd7aD+GvP96j0K1T7VZFykiiRDt9rB/N9n+qgKmKFrQGKrNA0miSUBMut5UBSvNPbCWKLh5GMw0JOfVAPkq2G52tYEft+mEw2lGTu9Ha407iDJmlEtSiTqUliWoxSohQUvkKKsCV0zI5IeHN05nPzHModomW0qOt1juaPvluw2Xcb3v+A0B09mGyrihok1YAofg5VIF9b+xrVQRVVUsUiNV6gpbdwPAdP8bB8SySuxEfJx/OoihrAmne7u3h43G7eZruzjeu6JMNJTFtAcovxIvlYnpnsDIvpRaqDKpvdTS6UL1BKlng69zQff+zjRENRlhvLVPUqu/1dlppLYv+rYRzXIR1Jkwglgo6bKgse0HDh5nouuq0LIJ+iElbDzGXmOJw/LKTNnuhGZiNZBvaAleaKsHv1K9xp3KFrdpElmRdmX6Bn9Xik8EhQhBymufXsHjPpmWAftvQWxXiRjfYGHaPDrfotfN8nExFy247ZOdD13OpuEVJCfOHKF+jaXTRJo6W3GE+Oozs6h3KHODZ6jJ3eDiPREVpGS6gxQ4IbE3ztWbU0RSSYuL6IgG7rbZSMQjKcZDIzKbq0nikKhO0GSU10lG/Vb1Hv1zm3fQ7d0ZmIT1AxKzSlJulQGsMzcH2X0dgo6Wia9eY6XbMbqF/7Vj8o8sRVsdBycIJC9EprRcDI9+xrQ+uL7uk/tMLOcDiIZ6aMjIpKPp4nH89jOZZIZNlL9uiYHY7kjjCaHOXHD/04hmlwtXYVy7f44vUvBnHgPj6uK+wtNaPGoZFD9Kwe0+lpGnoDVVbJR/MivWrPAnilcoW+3UeSJA5lD3Fbv83s2CzjyXGu1a5xJH8ESZbomT1u1G9g2Aab3U1WW6tC2eD7tK22sHWo4p67kFng6fGncTyHN7ffpG20OV06HaQato02G6kNAbi0Tdpmm9XmKnW9juVYzOZmkWWZqfQUnu9R02vkIjlxbTomI7ERDMug3hd8ns3uZhAje6lyiWw0K2yDIZH4o0oq+Viezd6mUM94Qi2lIoqslisCCyRZQnIl0uG0UHgpIbb6WyiKUA4MlTpI4LquKHaIGxeKLGwtqiag7mE1TFSLBgqe/bNNWZKFBUINifu6LwXWl3q/TlSLko/mWW2t0hwIHskQbNsyW/ecRxISqiLuf4qsEFfjtJ32fc85FZW4GhfKJVnDsA2SWpKl+pKICO6VRTKQL5K2XNygi6/KKpZkMZYcCxQ+YUmk3ri+S0gSnJLhcwdgpbUSqAJnU7PYvs1UfIqBNeDby9/G9gQP5lrtmuA2hDNISNyo3mAsMcZOf4f57DzNfpPLlcvEtbgAn+4pJYqJIk9PPs21yjWulq8iySKpaKgWfCr9lDgnswtcqVzh4zMfx0M8l06MnkCWZHZ7u+iOznhyPEimeWByqj/8v3utFiE1xPX6dSJKhI3OBsV4MUg4KiQKhJUwh3KHAst7y2gFz+yIGiGmxdjW37XXrbfWaYablHtlHN8hqkZZaizR1Ju8s/sOMTWG53tCbRwSxeuF3IJoDCgayVCS2qDGSHSEmfQMxwuC23W/+e2wMTdMyhvOaz3fC1SEqVCKL9/+MhudDaHUDCVEs7dxl4pRIRFKkAqnGEsK5cF8dp623ubczjkRa250qAwq+L7PVGqKXCzHeGqcE/kTzGRnhJVr/9xxjyc1fAb1rB71QV3Yqbs7OJ4oMA6LOLIkBwzFTCTzvvO6H2QM55sRNcJ8dp6NzgauJ54ntmujKRrlXlmo3XyfYqxIRI3Q0Bs8OfkkbaPN0fxRrpSvBPvddE12e7tcq1xjvb1OKVGib/UZT41zt3EXy7XY6e2w3l6nbJQDldRwAb84sshcZg5N0ThdOk3TaHJo5BCKLBr3w7nCsAhQ7Vdpm210Rw/mysMm9GhslIgm5sfDeaLtiaJ5RxIKpb7dpxgv8szkM6y31zkxeiKwZQ7HwB4E6x7btdlob7DSWmGzs8lOd4eTxZMcyh5irbXG2ztvC/ugJ+6pnufRc3uiUBESISXT6Wmi4WhwnIvxIm2zzdWyUBBVBhVM1yQXzXGseIzp9DT5mFCSJkIJivEi05lpspHsQzEWw1j2sehYUMT47Qu/je3Z/N3H/+4PBcmw/1xKhsW8RkKiY3YCFXUxXuSNLWGrrPQqYj4TSaOFRRHP9m00XzgdhjiLfCwfMECHzeFhXPpkevKBPE/Xcw8Uiy3XotKr0DKF6CMXFc/e92MMed69Tdq/yPgwBR7f9/1/LUnSJeA/SJL0azwgxeo/pTG8eQ9jp4eqnF/5D7/CzepNIZfi3fhz13OpDWp89sJnycfzzGfnOZY/xvOffZ7d3i6ni6fRFI253ByZaIbNziZ3G3cZjY7y4vKLIg1EFdXz4eR+2N2Ih+KkQkIy/LGZjzGXmaNpNIlpwl5V7pVZzC3y2Phj963ueb73gS+OoURxo7PBN+5+g53eDp9Z+Ay/+vVf5UjuCP/0E/+UjtmhqldZyC7w7PSzXK9eD7bvesKOUkqUSIVTbLQ3gljGB52kG+0NAbLcx44wHfMeyK/hGKiyeiB+vJgofmDIFghLTkgJPTBOfL29ju/7BxZk+0fbaLPR2eBQ7tAPzUo2HJ7vsdZeYzo9jSzJnNs+x25vl+nUNLu9XSZSE3x37bvUBjUOjxyma3WJalFSoRR/fuvPSYfTLIwsYDqmKDK21hlLjVHulbF9m1OlU6ILIMsBb2i/rWpYYBgeS8u1BGS6V6apN0WnRq8Fna2hIicTzQQFmKgmIvvK/TInRk/co27yfZ+V1grJcPLAJODzlz7PWHKMj0x/JNivhm1wbuscxwrHggjwH8YYWhnzsbyQNCsqU6kpMYEwRAd6Ibcg/PHvgRx3za6wjvQEG+DizkVm0jMUE0VOFU9RX6pzOHeYul7ndv022ago7t5u3BbS1L1CzhCu53gOXatLSxcFmLpex7BFp2pov0qGkkSUCE+OPUkmmuFE4USgxBt2fKqDKtvdbWEDS45R7VdJhBLMZmbp2/1ATTe8P3xn+TtsdbfuKV6ZjgAcTmWmxPaR+Pvf+PuMRkf55cd+WdgL1Di/f+33uV6+juEYQunnwGZ3E8kXsdsDd4Dv+SRDSSaSE8S0GE1DnEO7XRFBb7jCBpVQEziquM+NxkcpJUqcLp7mYvkiVytXBX8klGIyNclCZoFoKMpbjbeo9Cusba+JBVhH8EN2ujuoqiiEDqwBqUiKcr+MgpBHewjOjuu7Qj4cz2O6pljIGE1Ol07zzbvfZK0l7hOmY3Jh9wLjyXGK8SJIcCx/jHwsz1x2jre33yaqRTk8cpibtZv3KMxMV6iVUmEBEvzshc+y2lrlUwuf4nb9NplIhrNjZ9nsbKI7Ot+8+03GU+M8PfU06XCaeDR+oOt3evQ0L62+RClREufHnix7IjkhItyBtzbfoqbXeHry6eBJe2H7AqsdAXfeaG/QMBrMpGa407zD1cpVzm+eZy43x1Zri67XZTw+LgpNromqig5fKVHiO8vfwcNjMbtIMpKkZtZQUFjrrAXXSTqURkGh2qsycAdstbewXQE6NRDndtfp0nW61HZqIi0Lm5AcQkEkCIVlwaj5YRV2VNR71BfJUBL8dy3UjUFDqEBkl3RI2Jxn07Oi+BPJ882732S3v0sqlOJm7SbpSJr/7Nh/RrVfxfTEQqFrd2kMGmy3t0EWz0MkyIazrHfWBUtqr6B7p36HsCI6eyElBL5gxPzpzT+lqTfRFI2z42dFZLYks5BfwPM8klqSx8ceZ7O3yVR0Ck0Wi4vHxx9nu7vNuZ1zAq7qe0xlpjhTOsOFnQu8tvYan7v0ORKRBC/MvsBYYgzTManqVdEkUTWRwjWo8rFjH+PfXfx3IkVHVoSCITlGMV7EcAziIWHlToVT1Ho1vrf6PXzJ52TxpADJS4IFUhvURMSrqwuAqGcFKVLDwk1YCeNJHo7jsNZZY2ANsF2buBana3QD6XrbbKPIiuCmOAbI0PE6xIwY/WiftiWYQZVeBVVWuVEXWR4DdxAcc0VS8CQPy7Eo98qiQWIbRP1oEDf/2QufZUffQUWlEBPgZdmX6Tr3JmO6iOSth8GVh2NYmGgP2tys30R3dNpWm5bR4lb1FhEtQiokmCMbnQ0SWiKAqt6q38LHZyQ6IiLTnQGqrFIf1GnpLTbZJKEmmIy/azNq6S2+uPNFYcuy+xi2wURigq8vfx3XdVEkhfXWOqqs0jEFs6XcL6Nbuujuh9KMx8dZai5huRYTsQlhb9krmEymBND7ra23eHzscb7gf4F8NE/X7vKXFv8SiXqCwyOHuV69zkxGNDle23iNw/nDbHe38XyPYqLIQnThgA11//jW0rd4c+tNfvO138T1XXb13Qfu377d57np5zieP87xwnGOjx4XTMl9KuOh2rtttqn36/zz8/+c87vnmU5N83ce/zvB+76/+f1AgRfTYsS1eFAYT4aTPDnxpFiQqxHqel08E+L5oBl2t3GXdDRNOpzmUO4QkiSJpov9bsTx71/5fdKRNCeLJ0mH0wfmtUOb+3J9mauVq/zGq79BJpIJChTXateIqTFioRgOgsXxWOkxFnIL9K0+dxt3g8L5bncX1xcNlOOF45wtneWJ8SeYSE8EVsnhmqPX7wVrD03WgjleWA0TjwpIcCqUQpblA3PoYSF/o73xvsiA+437zf+GY4gsWG2vstne5Hb9NhOpCb50/UvkY3lS4VQQXnG9dp2u1WU+M08mlmG1tcrp4mnu1O8wkZxgrbXGcnMZxxeuhLbVJhVKkYvmhBVNUnhy4kn++Nofk4vlOJo/ypsbb+J7Pqqr8gdX/4Cp1BQniydZ76zjuHvhFYMKETXCamuVi+WLJENJXM8NeEWJUILR2CilZImBNWAqPcXnLn2OXDTHyeJJGnojmBfvnyPmoiJ4wfIsfvvt3+ZE4QR/+4m/TSaS4Xfe/h0q/Qofn/v4gX3m+z7lXjngW6qyKCzPZeZoDppcLl/mTv0O9YFgKnYs0VDyfR/TNhmJjzCdEdZEWZZ5auwpUpEUPbPHcmuZy+XLVAfV4Bx5tPQoiVCCY3nBX41oosk+k55hND56TxN8/7EGgmtjubnMRGoiSK791t1vcW77HP/sE/+MsPbhw1MAfuU//AoLuQV++bFfFr8Lib4lVIHHR49juRYNvUHLaDGXneOLN74YMJ2mUlOiOSgr2J4dNMKHCrn7iQcaeoOd7g6KLOzG+xmdw6HbOm1T3Pcr/UpgEY4pMRRJ4VTpFM9NP/fAv+kTv/sJFnOL/NNP/NNAfOLhPZAH/IOMD1PgkQB8339NkqRPAn8AHP2hfZL/SEOSpEDVAO9ydb659E02O5v8rT//W9iOTV2vs95e599f/PdMZ6ZZa6/x5uabDNwB31oSJ6iLy2ZnEx+fpfoSLy69yFp7jWQoyaXdSyRCCaHQ8NXghjX8GnIphiqY6fQ01b4AWE1npjmSP8IjhUe4Vrn2wCLHUHn0sOF6LnW9HsiMs5EsDb3Bi8sv8o2lb7DWEn/XH177Q1KhFC5uYHPYb/FYba0S1+IU4gUq/Qpdq8vh3GEulS/dt8jUslqEe+GAdTQs5gzBslEtGshI73dRfZhR7pXRbf2BEOft7jYDeyA6p/f5rF2zy2prlcXc4gEo1190DFlBS80lOkaHulrnxeUX2eps8WjpUba72xzNHw0YB0dGjqA7ugAvm4KB9MrqK7TNNulomo/PfJyx5Bhnxs6IblskjZoURYz9bJvh32i7dsDGaRktKoOKYORYgwCsF9YE4+PR4qPk4/kDRaH9x0S3dTbaogB2P+vacGI3lZo68Pql8iW+dvdr/MnNP+Gnj/40H5n+CK9vvk4xUWQxu/hD29eO57DUXBJAzO42XbNLNioWX8lwMvDp7/Z2D0COPd+jZ4nJTyleCopXX7vzNV5ZfYVsNMsnZj9Bzaxxo3YjsJ8NK/e2a9M220IdNBD7eQgeDSki8jAdSXMsf4xsJEsqkgoe9G2jHTB8jo0eC/br/dhAsiRzp36HdCTNZGoS0zEDNd3+ScBya5k3N9/kVu0WZ0pnmEpP8dbWW9T1OrFQjAvbF0iEEhzKHaJjdehYHf7Rd/4RCSXB01NPc2XnCn1PTF58T0SlDmOKVVklrImJYTqaxsfncuUysiQznZpmNjPLTm+H+kCk+SiywtGRo5wsnmSjvcGV8hUu7lzE8ixSoRSni6exERORnt1js7eJK7nBomc6Pc3F7YtMZ6YJySFe33ydhi5ApY7vUNfr7HR2RHJPKMFYYoxYKMa5zXOst8UCJxPNiES9RIlX1l5BkiRSkRRPjT+F53lstDfY6e5wonCCTDQTqDbqep3HMo/RMTtBEcfxHEzHpKk3WWutkY1kuV2/jemafPX2Vzm/fZ4/u/VnnCqc4sShE0wkJ6jrdT4590leWX2Fq9WrnNs+F1wH317+dnCtXty5KPg7vodpm5RSJV5de5V0KB0smDe6G1yvXOfCzgXqgzp36nfY6Ij9emn3UsABOLd5jr7TDyxJNxs3371O+9u09JZIX5EFyPGd7Xfoe30iRNjt71IdCFhrXIuTiqRoDVp07A5v7r554JozMR94PXp4Qdyx6b37voE3eNCP/EDjvcUdH5+W1SImxTB8A8u1Ai6KhkbTFLbH6qAqFjVhEX37Y4d+jLga51r1GjudHT536XNElWigOrpavgoS2L5Y7O8OdhlPjNMzRaT3SHyE2dQsm/1NodC1B7y98zamYzIRniAbyZKNZrnVFBHkW3e2iBBBVsV1HVJClOIlWmYrYJZttDcIySFu1m+iSAqfnP8k0+lpblRvBI2qF5de5Gb9JlWjStWosnJxhVK8JOw6ZktwtTyLm42byJLM1cpVkVKjCq5XSAmx3Fym3CvzE0d+gu+tf49CrcD8yDzLrWW6rih+fH/r+4QRk/H3HvehHQ4IODwpTaRJWY6F4zjsdneDQknH6Rz4+bXuGiAaQrZn47hiewN/wK3GreB9FharndUDx3o46ladDBnqev1AscByLJSuItTTe+ejg8P24P1jZT/oueriBs+QW/VbSEh8d/W7nB07S1gNs9XZCtRQqqKSG8nxzs47xFURse3j8+W7XyahJgRIFpUWrWD7PafHzba4hm1sXl1/FQUB2FcUhcXsIm9vvy0snKE41V6VVCQl4J1NocgtxAr07B67/V1qgxqVXgXDNXh07FFms7M8PfE0r7/5OtOpaQ7lDvH5S58XlkFdFDm3elscLxxnJjtDr9ljvbOOIiucKpziP9z+D0h7/xtLjpGOpIPF3lOTTwFiAfa77/wu2WiWU8VT/Nb536JpNt933/adPiE5JBoOisbFnYv8L6/+LzxaEvMVANMyuV2/zdfvfh3LEUWNS5VLWJ7F3dZd/v6Lfz/YXtto8+TEkzwz+QyO59C3+4S1MJPJSSr9Cs9MPYMqq9yu3+bY6LEDVvmV5kpg04ooEZaaS0KNsa+p9pXbX+G1jddQZZVL5Uv89NGfZq29xkx6hmennmW7u82LSy/y5tab9MweN6s30S2dl1ZeIhlKEgvFKMSEwnYsNcZPnPwJWnqLy5XL9MwehmOIpEXbIhVNMZuZ5Ufmf4SF3IIokLoGt+u3A1zDsPmUDqeD/35QU7ghNe5J9Bla3W3P/oEan++d/50qnkKSxLkQ0SK8MPcCE8kJLpYvstJe4Z+/+s/pWT2Rpicp+PhMpQW3Szd1IuMRrleui8aN2eRE8QT5WF5AuBWRVDefmw+CP17beA3LsxiJjbDeXueNrTeo63XS4TS36reoDCo8LT/NZ69/FkVW+LObf8bx4nHSkTQzqRlszWYiNcFEcoJHi48SDUVpG21hRZYFKLs6qNK3+3TMDj5+8Hz+1vK3eHzscT4y/ZHgPLJci93eLjvdHcaT4xzJHuH1jdd5ceVFfu/y7/GLZ36R/+ud/4vYtRhPTjzJzz/y85wonGCrs8X5rfOYrkkxWQzuFed3zrPcWOZ2/TYRNRJAf13fZTQ6yuKosHp9e+XbVAYVVEUEHqQiYq13busc271tEcLii0LzdFrcA1RFZau7RSlZYj47TzFRfLAK7z3H+onxJ/ixQz9GfVAPeD0Ay/Vl/v2Vf8+vPPYrD3RSfJDx2xd+G4DfOv9bdIwOniya6IV4gb7V51rlGter19EkjS9d/xLnts8hIQnl+4iYvz8/83zApLrfCAo7vZ0gjXQ4F4R3gdttU9goB7YA/Pu+z796819xJH+Ev/vk3xVrBYn3dSq8vfM2r2++zh/f+GP+82P/Of/0E/+UL13/ErZn89z0cz8U4cGHKfD8peE/9qLNPwE8+xf+BP+RhyZpByqNf++rf4+ElmC7u43t25Q7ZRwcfv4Pfp6fPfOzVAdVvr70dVaaK8Fi4Vb1VtCBHE4wv7b6NXpuj7/31N8jHU5zpnSGxZHFh0YHbnW2gkXxwBYR2bcbt/nexveYTk/zV4/9VSH/fIBE636MjeEYSgjrep1UOMVcRvhab/g3kCTRrZCQWPaXcT1XLFQtIUH+23/+t/nozEeRJZmfOvpTHB89LiIx0/PC493b5Wj+KLIs4/riJB92LwzHoG/1udS+xE+qP4njOUGVO6JGfuBEqgd1AoaWnKP5o/e9UKt9EcU9/P57tzMEv85n5+9NqfmA473Q52Exaz/0+WThJKutVdpGm+cmn+N287ZYjG6fY6W5wlxmLuhKDSGYqqTytfDXyMUEX+QbS98gqkb55Pwn+fTCp1nILfDy+ssU4gWa+ruMnCHseJiIpSkaYUV4S08VTjESGyGmxe5byLnfcDyHu427TKWn7ruP9kO37zd5GBZUP3/58/zOhd/hZPEkv/rUr/J7l3/vgd2d947hcRtOlvb/jO/7gmfk+byx+QZbna2g6xbTYpiOGaRQDSHHQyvawB4QD8VJh0W041Z3i7ASpqW3mEpNkYqkeHntZcb0Mb5y+ys8Nv4Yl8uX6dt9YftAFHKGgN6Z9AyZSOZAx+Z++3e4T318FkcWUWU1iGh/LxtoYA+4Xb8dpC+5nstScylQ0wH83+/831ypiIW+YRvU3BrfWvoWl8qXaAwaqCuqUNsMmoRCIpVi/+i5PV5cffHAa+/tXHueR1cXnfeG0eBO/Q6JUILDucMU4gWuVK+w3lqnZ/cISyJ++/zOeS7sXBBcICXMo6OP0nE6AkyoKDQHTUqJkpAyq6NEw1GSySQxNcYXr3+Rml7j/O75wHrStbr07T7TyWkRBRvLc2H3ArV+jW9J32IiOYGLy053B9uxudW4xdOTT/P4+ONIiFSy6qBKS28xsAZMZ6YZiY5wYecCO90dnpt+jo9Mf4TNziaPjz3O1cpVXl59OeCRpcIpelaPrtllIiVi1QN5r6rRs3q8uPwiS80l/vqpv858dp6oFuV69TqJUIKlxhK/8dpvMHpxlLe33yYdTfPm1psYtgByz2VFcsKrG68Gkwvd0ekYHba6W+JccsHyLf7w+h8SUSLCkoYbFHTebwy8AXhwrXZNpHDsLZQNDGG52TciUgTLtz7Qdv9TGgNfLM49PHp2T0RUAyFCgkkSz/Czx36Wl9ZfYjI5SS6S47X114SyRPLodroHzn8ZwdMaDhWVntGj2quS0ETn71r9WqDWSWgJHNfhrZ23eDL5JG/efvMeAKiBAQ7crNzkY/Mfo2212ehucLxwnPHEOK+svcJ0apqPzX2MYlwwEv7dO/+OptFkLjPHnfod/vTmnwaJMsOx29/li7e+iIxMSk7Rp09FFw2eP7n9J2L/WGL/DPkkl6qXuFS9BMBmb5N3Ku8Qlg52Vx9W0Ns/HByqRhXVUNFkDdd372u/ee/ouJ33fc/DxoPO/4bV+Att9/2GixsUrcKIkIvN7iYr7RVhs5ND9N0+vYE4ThvdDTw8GubBz9VzesH2HjaGBbG9N3O5dhkJiShRwe7BFwWnoVLOhm5bFOoc12HgDljqCK6GsSZ4cpZjBfyjz77zWc5tnyNEiJXGSqCKCqkhrlauUnAKVHoVHik8wjeXvknLaPFzJ36OZESoHD3f4zde+w08PGJajIgcIRvN8v2N79PQG+RiuQ9U3BmOgTXgnd13aOgNJEniSvkKLy6/SFgNC1vL1DM8WnqUd3beYacrUhv7Tv++23p55WV+6shPkQgniGkxJlKCT+T5HvauTVSNcqt2K3hub3fF4nezs8l6e52oFg2aQMNmza9+9VdZHFnklx/7ZdEYWn+FZEiogX77wm9ztXIVTRYcnnw0z2R6ku3WNuuddWpGDYCQH8JwDVxTQP+fmniKxnaDSzvi+a27elDAMRyD8eQ4H5n6CM/PPi9gxvsUOT8IXuDzlz6PLMt8dPqj7+53W4DidVt/oA3tg4zJ1CSe7/G7F38XCYk79TsApCNpXll7hbn0XGBxqvUFEiCiiLTJgT3AdV1WW6t8YvYTGJ4RBKgs5BY4PHKYSr/Cdn87UGbpts65rXPcrt8O7Nq1QY24FkeRFcaT4wG3ynAM0vm0ULpIPhd2L3C1dpXLu5c5UzrDfHae6cw0TaPJrfqtoBn7R9f/iLNjZ3lu+jnysTzjyXFM12Qxt0gmkgkW899Y+gYXyxf5K0f+CvPZ+QDLsJhbFPYgRRPx5b5Pxa/wL9/8l2x3RfF5pbHCt+5+i2KyyNnSWaGgVRVWmisBPsHzPfq2SNbqO30SWoKThZMcHT2KIilYnsVsZpbaoBZArL9w5Qu0TKFsKcaLIiUyOcFCboF8NE8kFAns63PZOc6Onf3Ax3441//yrS/z4vKLfHzu4/zcIz8XnE+/+f3f5OOzH+fZ6b9YqWB4r19uLQ9f4Dde+w0mk5NEtAgROcJWdyuwuq+0VoJ1z2vrrwVCj/utPXxfNPh2e7uElBAz6ZlAwT2wBwHbdIhM8HwPRVYE9iEiouR/8U9+kVfWX+FLN77Ez534OfBAVR5eXulZPYGJQeLzVz7PH9/4YwrRAqOJUdbaa/z00Z/m2alng3ls02zS1tti/WU2aRtt2qb4bA8a0pDT8sA3SNIv+L7/eUmS/v79vv+e6PP/5Mb8oXn/0//i08L2oEVF/OFetG4w9tI9MqGMgDInpxi4Ql68299FQhKAwOG6zRLvVzWxiPrxwz/Ov/jRf/HQxKz6oM5Ob0csipG4Vr2G4zr863P/mlw0hyRJAhbrDPivHvuv7nsiDkG6+xk8XbNLuV+mb/XJx/IHpHSmIzodn7v0OV5ZewVN1nh983WAQF4Ne/GgsoamaGQjWRZyC/zqU7/K6dJpVlurgrkjCaXBUnOJM6UzB9gutX6NN958g5/70Z/7ix6uYPyDb/4DtrvbZKPZoAMOcKt2i8Xc4n0LDy2jxXp7nSMjRwI57/7t/NjijzEaH+Vo/uiByuyDxv2gz8P0rqHf9qu3v8pEcoIzY2fwfI+L5YuokspGRyQ8PDHxBANLEN7zMZE4UYwXRXzvXrdlf3LVP/7OPw6khF2zS88Ui8tYOMbZ0lk6Wx2mF6YF0V8NBRT4QqLAaGz0wLZ+kOKa7/vcrt8mEUrw0spL9xRkhrLh/UkB7z1usiQT1aJ0jA7LrWXiWpxsNBtETeZj+eCYPqjQ8w+++Q/Y6mxxrXaNdDjNbGaWzyx8hkcKj7DSXBEwR1tHkRWOF45zung6UOiYrhnYsHZ6O1T7VZIhoerJx/KBJcr3fXRH53r1Ov/Hm/+HiDdVFbpGF7owiIq4y8/Mf4bn556nGCsGhZwPCxm8VbvFemedM8UzuL5LpS+kwIV44YC9qm20udO4QzFeDOCHd5p3kHyJ0fgotmfzpzf+lH9z/t/QNJrvJswgLI+qrAb3Nhn5wYuHfgRCBjyEK55QEsK/74uC2f7tReUos9lZdEvIx23PxvVdVEllND5KWA3TNJqMxARLRpVVsuEsR0aPsDiySEJLsJBd4KULL3Hq2CmO54/zC3/yCzT0hmD/7D3QQwjwqi8JNspofJSd/s49C8gQIeKhuLB8SHCmeIal5pJIB/Qtwf3wZDRVpF6MxEZYyC4Ei/NYKMY/fv4f07W6/PH1PxbchdgIP330pxlLjPHaxmv89VN/PWAD/Ldf+2/ZGeyQjWTpmB1sV6RjLGQX+LXnfo3/4Tv/A7qjs9UR3J2oFqWlt4RVL5yk0qswcEUak4oqmHCSTz4q7uF3and+eOoXGyRN+kCL7nuGg9DuDm8lwxrI/vNm+Nrec/Seoe5t5wdh2NuI5+5wLa/xrjF8/+/y9l5/zy1v2BCJq3EOjRyiqlexbRtfEtHat5u3CUkhYUd8v/1tppFkG0Wz9n6lKJYNuVcyMj4ah+VT3PAOqp+wVPAckFVQHZEmhSbgvqEIs5lZJpIT/M3H/ibz2fnA6v2/vv6/cqsmoo1/5tjP8Gvf/jXBQPpBLW/u3r56v2NhA64CvgTRfaopHwIRlbr33w/rF9h7v0/m3fND2fsc2t621H3vfe855Mog7c29tL1t7f3pMS3BwO69+zn2/877vD8Yw/MR7t0PNuDJEL5P8ci+z/v3hmSk8eUuhPb9nMs95+M925M5eG3JiL9//2d+7+8c/oqH7Xfv4d/PaBkkWRLQ+lCS87vnD3w/LIWZz81TiBeY9+d55OgjPDv9LDudHY4XjpOJZIJ0mS9d/xK//r1fP8BXKsVLWJ7FfHaeM6Uz/Ovz//ohH/b+oxgrIiFRG9QChpztC4voSGSEXDxHMV7E9Vxe3Xz1odvKR/P8s4//M/7ayb8GiHnMhZ0LRLUoA3vAQnYhmItZjojtDithjo4evceum/9f8jieQyFRoGt22e0LBZmMLOyikphHKb4imqKesFkWEgW2OluEtTARORIo51OhFGEtTMbLUBotkQgnhOLCdclGs7ww8wLHCsdYyD2cbflhxj/45j/gdv02o/FRfv6Rn+cj0x8RBb9hwrDvP1Bx4XpuwBa1Pfvdf7s2//P3/md8X8DOPd+j3Cvz6vqr2K5NPpbnkcIjmJ7JGxtvENNiQnW4p1iVkFBQGE+NU+1XcT3x9+djeZ6afIpnp58looj5oiKJwkcqnOJk8SQds0MpWSIbyXJx9yJ/+chfJqSEgvloSAnxR9f+iLgW56+l/xr/3e3/TtyxJaEOVmXxDI5pMR4de5QToyf4h8/+Q0rJEqZr8l9/5b/GdE2y0Sxnimf4kYUfEWl1uUV+/PM/TiKcEM+XfhXHdQTzLJrj5x/5eZ6ffZ479TsC1ispHP4/D4sGERqqrKJ7+oH9q6EF4N9SsiQYfaZIb+rZPVRZJRFO8KnZTwmFndXj+xvf55HCI/ylQ3+Jhtngf/zO/0hTbwquK16QeBkPxfno9Ed5YvIJUuEUpUSJ6fQ0mUiGnd4OiqQ8NBzovefQcK6/092hZwl1ayqS4qeO/BRf+N4XmJye5H/6+P/0oRwbQzh4kFzl6Jz8N/dP3YrIETLRDIdyhxhPjHO8eJwToyf43KXPUYgXGE+OM0zSlpCIh+LB2iOkhKgPRGEnokaCRKxhMadttLE9O1DpaLIWhFukwqkDf1PpN0v0THFsQnKIqlHl75z9O/z6j/z6A7k90j85eC0rKMFzvRQrBcmXC7kF5rPzQUDD0Goa0SLBOvQnjvzE277vP/7e3/FBFDzDlfQPL/bm/8XRtbtcrlxmIjmBKqm09Na9nR9HAsUXMnfP427zLomwWICU+2U8R4bWHORFFwQvBPUC7sQWHbvDH17/Q5aby7zxy28c2OxQhXCmdIbNziaHRw4LOWjtNk29GUQ4SpJEVIsyk5lhrbXG5y9//oDFZbgIHjJ4PN8Luv++71NMFJnPzt/rJeSgpct292bilcP4bhTGLkF5Eb+4JKwrdk9YWRSVX/36r1JKlPjFM7/IYm6RbDSLIonF0eGRw8E2e1aPjtVhNPzDh7HtV4J88cYXOVs6K6T19ynu9K0+a601FnOLQXHn85c+z1p7LbAR/du3/+2BB9p+RciwKLBfmfRe6HMqlCKmxhjYA8EvGlT5zup3qPQrJMNJzpbOspgVxSfbtfmZ4z9DTReAvoXsgijwjR5lIbsQgM5AKCU6Zofd3m5grxo4A/HgbBQpTCi0jTZ/evNP+enMT/Njiz9GPBwPgMc/qErqfmNodZlITdwjt31i4glWW6vMZmbf19rm+77oItQf59AJka5xYfsCh0YOMZOeOXCOD2Xd++PG39x4k4gWwXGFzWrobU6H0pwqnuLZqWdxPBEBPBobZbW1io8fwJ97Vo+e1SMbyYr4WF9EXV6tXhU3btcOPPyWIx5+Q59uXI0TrzxG8USTltHi5bWXSUfT/JeP/pc/0D5t6S2ulAX7ZKm5JApee8lIbaP9bgx6v8JOb4e5zJxQDLkW9UEdGZmjo0cDddbrG6+z2989oDBwcARjoj2DlG4HkdEPHGZMFHjeO/YtYnpuD2wNNIKo4eHQPZ0b9RvBAjqqRtF8DU3V2N3WCGd3g2hMx3NE9KMPN2s32eps8Yn5T9AyW8TUGEdGjjBwBgysAZ7nHbg/W1jBgkZCotqvvluoqM3z/2fvv+MkO88yb/x7Up3KVZ1znJyjZkYahZFkS7Zs2UiOcsIBgwm7sIBhSe+ywML+WPa3u2ZflmRgjRZsMNg4yQSbkWwZSVacpMkzPdM5VleuUye8f9znVFX3dI9mlCy8uvUZdXfVCU86z3nu67nu66b1fO04y6ozTx4ff3zpPO8oUElQjUvfF3NF5kZbuHFHCxOFCTJzGf7p/D9x74Z7Ceth+lP9HJs5xm8/+tvEQjEGU4M8M/FMLXNE0S6yUFwgX8kTNaKomQ0k2ye4lL3Ej331xyjZJfqSfZSqJfJWHuXyVrzWsZrodtWp1sIcqlTFQfUkpGolAAuAhbQABKnZ+me5BGguRAtQ9r3DsAMVBVRPHFlNw7McuNpGb0UDc4XxYvmARC4NkSx4rjikjWQvD3FIFeoOaqOjHjjTwdha/nMla7y+C1TCYFTkwsF3IaBCXXza0UBrqEPJwIvIwXm7yPmF8yKSHG2lJ9GD7dicXDhJ2SvXAYLp9dB+Wn6f74HmMShEIFqCbCuekcdOT9XLqAC6gD0uLhQiNJmbgKdAtetlK6fAsSFSkvPMOmPO9Exh84xdJm/l+eTBT3Jo6FAty6eCPDuffvbTMpaWo2h5A1QVoiswbhwEJFHd+t92DPQC5FOgWVKmAFQI+rASh3Ia9BKo8zKWAGwfTVEd6VevoR8CsKJxGWKH/DmkAp4Kig22JqCN64CrQZC23ArJWFbt2vNAOQ6hvJTfpQ44OhqamwKvIGWz/PHuGjK3mXlqKElwrQaR8iusCrgKlJrBXISKuzJAEoBQGnIfQ0BBrxgFwwUjVwdXbE3qCHWQMhj3Qblc6scH05UVBq0s91iprJZ/kauRYC0fxWo8JhjPQKaaAWCxskhUuzIMo+JJ+NlUfopdXbv4x/P/yENnH2Jv916Gm4exHKumnZgpZyR9vSfvCc9WGZ20cGOTTBYmeWbymdXbcTleUY5AQhzeqVEDvWVSQiV98V3PkffQdHma6fI05+bOsb51/fKrXwFEz5Zm+cTXPsFnj3+WD2z/ALf03yIZ6cJNHBo8VNO0K1aLnJw5iambNQ3F2eLskk2+ufIcAPn5/JJ3jIsrrPhsEpJZYQHiYigGCV0Y9K7noqs6qUiKTCmDVQix6C1CBbriXViuxbaObcSMGINNg6xvXk8kFKkxvl9O64h1EDEitbXYDd03cOfwncwV50iFU8wUZq4AcCzHQlEk5XogLGxoBvGQZPxNmSlOz5+mNdpKS6SF/MIQqfBR8laehbIIWwd6hjPFmXr7zQ3htVzAxubSJRvSJUJKiExJpAZOzp7kG+e/wYHeA7xp7Zu4a/1djGRGahp8G1o30BHvYK44VxPIDcSMA12oilPBnl7DYkwiF+yZNahtZ2BuPVVHR+14nsXyIt8d+y4jmREqToV3bX4Xu7p2AXV/5Cunv8Kjlx/l9sHb6U32Ml2c5kLmgmjvhBI05W5h08Y2Hht9jJ//p5/n3vX3srZ5La7nSmp7P+y3SpWqW4Wp9dBxuj50c3GmmWa6NM344jiTqUk6Y520xlvZk97D1ratTBWn6En21EShH77wMH994q958MiDtEZaGc2O1jR0dFUnMxenr1sSMjw+/jjdyW7u23/fEvZXtpJdVbP0haxsl/EmtzK8RXRDf/6ffp5mu5n/ftN/XxXcsV275m81/gz0WaNGtKYHeoX5a4eyW2ayMInjOpyZO8OxmWN88uAnaQ4311loHjjjW1izWbIN/4/H/gdHp49yx9AdRPQIHbEObE8SBJWqpfo5nlOLAmjMWLqaFe1ibU0H8OCzD/LwpYf5wZ0/yMf3fHwJ0PPgcw9ecb5z9lZY+8+AhITnKjneuOaNLJYWOVY9xq7OXSTNZC36ZqG8IELe9uqM6xcEeDzP+wP/5398oWNfi6YrOs+MP8N0apr+VD8Vp7L0pekBTgiUijxsCCqYNJOySz+5B1qOCqgTmBUFL7qEAbNciwQkRvErp78CCjyw9QE2tG5gdHGUM/Nn2Na+jf50/xUDpjy+lo2+Q/ypxz/FyOJIzbG0bEuojeVFYqEYvcneqzJRGkWZA50QAOwG8TRLcDtVUUnoCTqKb6ArMSuppfNT/MWRv+DEzImag78kY4/nMZIRAGVeeWVo0REjQn+qn/HcOP9w7h94durZK4CvQPdmMD24BPx5buo5jk4d5fTcaUnB3LIOBYVPP/NpHjz6IHcO3smWdkllbGhGDTBJhpLEjBhFW1JMj2XHJIuOla+lrA9rYUxD1OVnijNUbYmVf27qOba1b+N9299XY65sbN1YU/YPNI0yZdF6CHRcgpCiifyEhPGl+kiGkkzmOzCME/Qkenjn5neijCgMNL24SfiFbLowTaFaEJ0g34KX2p8/9+d8+plPc//G+5cAfIEFYKbtSlrtilMhbsbJe3FGMs8RC8XY3b2bvmQfESNCW6ytNsbDT4d505o3cVPfTaTCKVqjreSreU7Pn65l+kiGk1zKXML1XMZyY3x37LvcOXwn79r8LpLhZI1mOZIZqVFZDc1gPDuO5ViSzlcL8+zksww1DdViXBcri2zv2M5scZa8lRfNhEgzoUsbObf4V8RCMX7ywE9yU9/qFNNAwPnHvvJj9Kf7eWDbA0SNKJZtMV2YroXapSNp2sy2WqppDY2oEcXQjFoax309+2ovtLniHCW7xMbWjUtE1wPNlJXMdVxY6IGmy/UPZ4eg9YL8vtgGqRl/d77hxApgwnLsG1e8eWEnyH9YJoTEmQzmwKItjo6W6cWhTNWR8IOoEqUp1iThiH4K4sncJIvlRRKhBDfHbqZYLZIOp9E0Da+6zKNZ6IQm2SH1Mh1U0w3inMoqIUoLvbh2GNrO1j/zdFhYC/Gnah8VrQLfGjkhoV/xVp4cf5KB9EBtDC+UFlgoZShYBZ6ffp5MJcMDWx+QNL+qVkuHm61kcXOLFIsdGJ0nGUgPSKprH4zy8HApAS5lt4zqysKfxS601Azu7DC01staA3cybZCeqddhJYdPA4qtgC1OtxMCirDYD00j4qg7EcJ6grJ7EcLL2qxkIjFgMTAWBQgzGm6iaoALiu84K1XQfCDBMsBKgWpJXygVceAVILQKW2i5fm0j2BNYI+gTOIHZHkiOgVquMyOqQCUmv+sF8AJqiG92DMhAVUMnxobuDcwV52oL2UDTY4lVGt6nxSTEp8CJgFOCQhqaGjIruf4zqdtQioORh2oMJeYK8BZZkLWCirxzbRtCjgAYDQ9a1akynZsGD07MnuCjX/oohmqI2HtxDssRTQlVUa/cnFpsq7NcojNcYa4KhVaIzIKVhlAOii1gWPJ5dB6yEUjMS38W05BYAMeU40sJ0ItglqCqS1vYCoTLUFVkHnARIEcBbFfaww5LPe0QVJOgZuQzxQM7AuF50F2ohkAtSScXu8CzITEhQKLVVC+rU/bnLMdn4ERwnAQYISh6UOiA2DxUo1BsgrAfxhaAVrAU6Gq0Qhjmh+R5KacgNlcHkpaDlbWxpUnblhKgKlLPmA8UWgYoTh1sdFV5rjwFsKGYAEWVehsWeCEBZHUPXAusOISrUldPEfAqYAYttEkfmlUBHmP+7n8uDYmM/D7fA+EFGXOWBsk5mUuCtebFAzD4GOTSuImMAPkA+TTE/WvkTdx4hfnKPNlLA8y0f4u1LWt5ekI2aRo3OxRFqb0fXFxwPdxyuLY1XMuClm2HpJ+C3tJlfDTuTSn461H/eCtFKizhqoHo69yldrzJTbD184A4ySdmT/j17ofmS1f278Q26JKMS6dmT/Hppz/Ndy5/h55kD3cO34mqqBSsArlKTlJpl7Mkw8mafqSmyrtSUZQljOMVN1CKUTDr4aI6On3abvq6wqTCKc5mzjJfmidXzgkAZLVgRF0UVaEv3EdLawv7evaJdqcfEvZygTvLRXE9PKJGlMXpJLnYOH/yzJ/wlTNfYUvrFn5g0w/QFG6qpequgTmqcdUNRUMzJHze82iKNBFbvJG8kReNmFgbUSPKTGGG8lwbXqqhrxZ7oOWCjGM/qsTyRLsv5IZQUZkrzfGFU1/gGxe+wV+d+CsO9R+iJdbC7UO343ouFxYuMJmf5Nz8udo603FF3DxIZON6rbSH2lEVFd1pxlVUHCuOMrcBpeNkTTKh6lSZKczwZ8/+GX91/K8Yz0sUQMJMSHp2FP72+b+V0OryPFFdpAEm85M4s1XOG3nmi/MkzSRPTTxFwSqwu3v3FWwwAGY2LwF4WOiXORgJ67Udm+5kN4PpQfZ27yViRCjYBfqSfUzlp3jozEM8M/UMnuuhaRpTxSlyVo6oEcXUTeJmHF3txdAm6Ix28tNbf5qb+m5aAu4EmRADzZ2riWWvZEkzyayrMZIZIW/laY40897m99bW5o0REMFPx3NqkSBRI0pLtOXaN6ztkMydQROWZuiLi/TJb337tyhZJXZ27SRhJoSd5ZlcXDiOoiq8ef2ba4z/YrVI2S7XGP1ADdQJBNOvxRYri/X1MYClkw1lGVkc4Te/9ZscnT7KZ+77TO34vzz6l1deZHpzDeABQIFvHT9He4eNpmocmz5GT7yH3mQvOStH0SpSsAsvDeCp3UtRfhv4DWT2/TqwA/gpz/OuhKJeQ1ayxNGbLc6Sr+QFPZ1ZB20SF8rJN0Lf46DWd78s16JgSdpT1122UL1wI6QvLAF8OuOdKzqAnucRD8UJ62G+ePKLfOnUl+hN9vL+7e+nP91/xfGKomCSZCTzzBLHMhBhPb9wnlgoxobWDas+dI0PZoBcZytZHNdZ9ZyoFqUr2SVq6oUYWes8hmaw1flBdg6J5s6nHv8U96y7Z4kq+ER+QmI3V0hT/nKa7drkLg+yabPFQnlhCfD1Z8/8GVW3yj3r7lmidB6wd6JGFMuxuJCRyT+c2c22LWnKdpn/c/T/cPeau7lv031kK1kmchM1ep6hGkRD0Vq6665EFyEthOM6fP3M1+lJ9nCw/yApM0WpWmKyPImuCc3z1OwpfufR32Fz22ZuG7yNLz7/RS4uXsTUTTRF48nxJ2mNtrKnew+DqUHau9tJmAk8z+Mb579BS7SFkBYShpbbzUd3f5Sb+m4irIc5PHL4JbfnSpN3wCBaSdsoYkRoibZQsAp89cxXOTxy+AqQLWD7nJg9wdomEa92XRfLqfCJHR/kpr6b+JVv/krt2oZqYI9tY8u6KebL83zu2OeYK83x9g1vl2w2TgXHcyg7ZUrFElMXO+gczBFa2MlUy7NU7Sp/d/LvuLR4ie2d22tMl5gZozXSSmdc6LrpcJpUOFUDbJ+beo7vXP4OR6aOsKdrD+/c8k5CWqiWWjGqR7m8eJkhbz8f3PFB9vXsQ1O0WorRYBcr2NmqOtVahpTHxx/n6+e/zv85+n9467q3ctfau5gtzLKpdRP3bbpvRW0uz/O4nL1M2S6zrX1b7Zi8lb8iY1ajNYZYApBpB1RY7IXUxNKD59fK4rnlAiz0QmxGnJjGNWPQ5Y3TXSkhu+6U645lMQZOAkKTkO0UJzdd13FxyhFQ69560StSzBcxFZNYdS2hVAGyA2T0EQzVoFlt5sz8GT6y8yPoir60TtNrwcwJ0yDe4FgvdEDTVN3BPnkXbPwHOH8TDH9HHEhnWbYGT5PPJjeCVoU2YWNanoWKykJ5ge9c/g4zxRnmy/NsaN4gu1LlBCGribI6znfHvsvRqaPcu+FeVEWlbJdr2RcVNDxHIWtlOTFzgqoj1F7b8+krs+uh9QzM9+D6u+jCu7JBswXI0jxITkG2zXcGG6wYhny7OA/FOFRMcZDtKDXaTL4NzDJQhEIzJMZgfgBiJTxdkXZhmVaFYwpzwWoFOwvFFIRsH38wgAp4YRkX1TAoEXHWPSDfC3pZQJHwLGia77TV8iCvHLJV6xPq460xjAd8x1wTxzhkQ3xO2B0goJVZlOOtpDDR9ILvcIcgbMHMAFSaIPEs2DphrZneZC+LlUX2t++nOdos4XyNjB0QxxzEGTUrspAspSEyD9EFH5wJymyIE2+F5FlxFFjoY9EoCrATXxBQQ7MEBCs3Q2zxCpDB1E2K1SJWtoWKlaK1b4GZwgyHLxzG0Ax6kj1oqsbOzp1892kXr7MhnGZ+HSQvQCUF1oywaQpJiPlx+VYSsr0CAGXWgJmRsoXzUq5KTNg15QhUYwKK5TUBSipRKKRkrWT54I6CgBOVhLBXghAoKwKeP5YwfMaNDlShGhHwsdAsgFIxLQCPY4BngFcWMGJ0N4QW5RlwDRnPTlzGHYpfbmFPyFhEjsn1CfAXm5dBpHryvFcM0H0AylOljLF8HfRRgIoKbljOc8LCGKpEfBDTrY9TqIM9i+1gOHKMF4JSVOrl6DIGXVXaNZoVcMtTBbhSFHDLkOsEdGg+K8+Oq0C+H9Ln5XPXkLKG8wJq6Y6UU3Uh3wFtc1KOSlMd4GmcL+aHoL0gdarGYMGUca36Y9tZxWmpRiAQe57aDvHvysdKiRPTJ1jTsoafuelnuHXg1hVPD3avPVS4eAha/gymN0J7IPre+HLRpHk1GyoNztriILT4IJAra6+SVqq9c12ne8n7hdkhtNbLvjbmKo6hV3/vhvQQlxYvka1kSZtpzsyd4bbB29jXs6+WvCNuxumIdlBxK0zkJZW4goKiKCsDLWOboccHmRwdSikw5R1sY5PJuvR3idB7rY08TzSurBBJU2NX9y4OhA6wd9vemlMa0SMMpgdfNuZOIyN7ujAtzFNFRbdaSLVbRMMSdv7wyMP0p/uvylh2PbfGgg4YPkHW1+n8NB4ec8U5tLkwtEp2sFQ4RUgLMX6mDc9atkYxfP+r2CrAOLJx3hxpJm/lKR9/E8nt32S+NM98aZ5HLj7CE2NP0JfsQ0HhtsHbZJNI0RhMD3Jk8gjdye5allLHlSx5uivhWLqq4yGZQhVFR1cj2P7LakPLBkYWR3jmWWgZOklbtI0jk0eoVCtsbt8sm9+XEsQ7PRFQXpwgHo7TGmkVINAPvdI1ne5EN53xTo7NHONy9jJv2/C2KxvTXuaXKUuBw/a4aLk9PfE0x6ePs61tGzk7x7GZY+TKOXRNxkoyLFnESnaJTEW0B0tOiR6lh5TSyY/tu6/mRyz3AbKVLIlQojbWVkqWstx//JNn/oSUmeKNa94om6pOK28fvpsvnfkSH9z+QUKTIU7MnKBiV2ph6stTkb9oq8YgUgc2IkpEEoFM7CQ1eJ5juWP884V/Zjw3zrqWdSxUerijfUstS17aTAOgqzpVt0pMj9WYOqtp6F7NgkQBNXMl/jhfzZM0kiRDIoIftGGQKXWJxZcmAijYBQqcZ2FeMsulQilm1BkWyguE1BCGLsBlW6SNoxxdsVzXI7J8l+d5P6coyn3AKPAu4J+B1zTAo1YTlJ1FDAzcYGFlN1BS9YrsmBh1oSIPD8dzmMhP4NHsU4v9l9P8EMSm/cUy0tCagAHLbbGyKJTwWCspJ8Xx6eNkyhk+9finlujKgGQtmi5MU7IjfGLHB7mx90bKdpmRjKStbY+115gVV0NUGx/MNw6/EV3VsV27NhnXTSGiRijbaUzDZLYwS9Euki7N8aaOHfSl+rj8fAuPXPw8eSvPuza/i7dteBsL5YVaeWcKM2xu23w93fGizNAMRjPTLIyeZKhpqAZ8Oa7DwyMPs1herGUwCCai56ae48jkEaaL07RF22iNtlKxK1yYv8jI6efpTnRzaPAQ7bF2jk0fq6UWb4+105vold0XnyoYMHuCGO2/OPoXHJs5xhPjTzCeHxdNBM/BrbocP5sl3HKOiB7h6YmnOTl3kh0dO9jVtYu+ZB8JM8GJmRNczFwkZ+W4b+N9dCe70RStlrJ3ujBNU6SJD+74IOGug9w09BImwhVs+eS9p3sPI5kR1jSvWVWwLx6Kk72wjoGNk0vYZSE1xPGZ45xfOM9gepAz82d4fOxxIkaEj+/6OHu7foTbBuO1ELhAI8d2beasKgszp4iH4vzgzh9kMj/Jkckj7Ovdh67oS0AMT80xUZyAskKTVSYcC3NDzw1sbN1IX7KP2wZuoyPeQdJM1gCR2kssdXDJy6Qz3slccY5vXvgmT4w/wa6OXRSqhdruwhuG38C50RzpcBdn58/Wdq6CdOfBosHQjNrnAKZm0hZpw/Zs/ub5v+ErZ77C/p79/PYbf3vFl0aw6+R4DhtaNtR2LizHWjFjVmBzxbmlQMhiO4zv9UNoVlgMOpH6554B+bg4xRYSVhBYFXHeAsfG8WR+bLRyK7g6ZsLEc1uwlKUCb0rIxlthZ7PiVahkC0TNLE12krZ4JxtaNtAaamXv0F4uZS/VdkFqNrMJOo/IjtbFTnHy05PCxoE6gyczBDNr6/P64gDEfabP5Z3Q9yygCLtlZit0HBHHAw9m1uJqFtXmCRbcBU7MnCCsh3l68mkWy4s0OeuIKEkKyoRkFdNN/vHcPzKZn6yxQUN6CD2zllRXgXA4zWJpUQS8s2P1ulR88DkzUAuTqDlcrofEUgS7P3HI9UCqQQDZjgoYoxRhcpuEcKiKgDjVBOS7/YViVnb/VE8cVt2VuldNsBPiHEUbdnw8Qz7Tyr4jasJiB4Rzcj1HERDHCYFtgusKmGJWILwI5aQwV3xGF64q9XohcCcwVwPLqQOMrh9aohjiLJUTYEyLM+vqoOSgkhawx4nCwjC0nAUvKXWuRCAyDYvDAqoAuCZVxeL03Gm6E90itumUJQujt4w+Pr0Jep+RPgllpU8833G0fcAg8C/tMGhZAVA8BSwPHAPbVsVhURDwQPHZG5cPgFmApqUiyRkrI/pfTgzFiTBXPiugsWYIO3X+nOiRTR/Hc1fQR1CrwjwJ2rvYVAd47LD0nROSvtKq0o9WRJzrUlp+ltPSFkGIU8UHDiNzMh5dV+YRoyJ94WgQswXkcBUBr6yUjEW9IucF46kahkK7AEJWWMax5wmIpFdlbM8Pwuxm6H7cHxMxYfCUEmBOAxrkO8GYk1Wrq6FabZBrg7k10PWMDLhCB2R6hM1kWFIfD8h0C6jtInULF4XR44Qh1yFjqxyXucWKASEB4xq1nTz8eTQkLJ1wXkAnKyHPkatANQWhBZ9ppEq7W1EB0xwNoouwsB60IsRmBUDTXZjaBPExYSyFSj5IkAd0P6wtDNlmqUOpVdo21w7N4wIOl5OQXBCWVTkFhS5YGBJwxUX6JuKPCcMHeUv+MxWEfDoN75pCXSDcIExnopN71t7DrQO3vvCO/tQ2mPVZwHYDmJQZgKTPMiu0CCjm2dL/qip1KjcwHLQqFbuC5Vroiu5nb7N9VmlgnoA7UxtkPljJtPo7LBVOMZoZZeZyC2b7ERatRc7NnePx0cfZ2raVsCHhuZlKhmRYslbFjNgSUeMrrNKwwZnvhou3wI1/VPtowbtMrtojGXbRJWxLN4gbcZjYQV/TjDDINRG71VXR9hxIDbzsYVkBI/vRS4+iqioHew+SoIuSXWK2NEvSTPJDu3+I+zbdV5MpqAE4DWBOwHIN/pmaZCiMh0S3z/M8TNPEVFLMO0VKOdHqS5pJstV2AWQbzdZhrkfGfjUOzOHiMpmbxDRMPFc2vQCasrfQs3aBil1htjDLnzzzJzw9+TT3bbyPja0b0VSN56ae4+vnvs6J2RM0R5oZbhpmuGkYShJ2p2s66Dq6ESUcacaMtZE14lS9Kk9PPC0MdLeLan6SsdyYaBE6FeaKc4T0ELji37VEWmiLt9UYvdvat2HP3McNay7y1dNf5ez8WUzdZLhpGNd1JaJjuZWTMN8HzT7revQm6DtW+3oiO0E6kq6lAj8xcwLXc9ndtZv9ffvpS/SxWF5EVdTahvuFkym0rqOoikrJKrG/dSN3DN1Ru+ZyH6A31UtTeOlGfaNExnKgJ0i8MV+e54+e/iPWNa/jfT3v4qFzD9Gf7OfQ4CGemXmGwfTgNSV2uW5zlvopgY5S1VMpVAvomBiGxlR+Cg+Pfa03cOfQbSTNJJZjUXbKpMxUTU/n5ZS5AGSOmlwLnWfJV/P87fN/SyKU4IHtD1C0irWxvMTanpefZUMYnADFJMlWg7ZYGxW7Qn+yn93duyVpiaLVNh2+ztdXLMb1ADyBh3IP8Jee582/3JPPK2OeULRUlaSZZKY0UwdrQBYQxRahYvuOiaIohLQQP37Dj/NLp/4WW9FxgsW3Z/jonEtUj3Jj34387E0/y6HBQ0vuOpGbwPGc2kOTrWQx53ezaYu7xEEGGM2O1hx6vWM/69tyNcfy8IXDrGlew7qWdcyXri0MKlCx/+On/hhNk9TFa1rWcHPfzfziN38RAFM1sV0br5igZJcIqSHZMUgN0hlPMJYdo2Qn6Ex0cmTqCH/63J/y7cvf5u0b3s5QeoiRxRG6E90vCu28HguAr5lCBdPfDfc8Eb06t3COkcyIiLpqJg8eeZDPn/g8b177ZjLlTM1ZnCnOMFuchfm1RHWbgeQArichO5vaNi1J5d4I5jQ+9J9+6tMkzARrm9dyOXuZSlUm+2cnnyVTyZAKpWiONuOpbdhI7PJw0zC7O3fzvu3vq6UNBMnC1J8SBteDRx7kb5//W/Z07+GOoTvY37Of7mR3DWl/6pWJfKtN3p957jP88dN/zLs2v2vVtPMgz4TlWIxkRpawy97xuXdwdPoouUqOlkgLLZEWNrVuoj/Vz7+M/gv/ODbOSWM9N/TcQKlaIqSFRISuOIvirOMD2z/Ato5tWI7Fl059ia+e/ioPHn2Q+cp8LVYZgMyg6K3YOhkrQ6aS4UDvAd6+8e1XaDIFgOYTY08wlhvjwSMP8sbhN7Kjc0ctHXkylCRpJpkrzfHVM18lZ+W4ffB2PrLrI7RGW/mfDz/KXHGOWwZuecEFbbaSZSo/RdkuE9JCNIebSRstjGXmeOjMQ3z70rf5+O6P82P7fqwWhxtk1TI1efkHc6njOpydP7skY9ZyC8KharYwLE6D+ezS3Z/5XmgeFecgaL/5QWg9Jg5KpEHczwZRhzQJKPKaEcYphSDcsLOg2qDbWFh4SoblXrxnq5DrhdRlAZ5S0zCyH3q+C7gUnSJuZYJ3Db6BH9/345x6+hTb2rcR0kK4nrsU4Cmn66Ei1SRUSwLkqFUJM0j45bIjwlLCg6kt/o6/b4uD/g5yIC4SLDSUOnDvhKj6YWgbWzcyei5Fy8AUM4UZLmVGSZsWB4d3kZw/hNl+nMdHH2e6MI3jiqi0qqjgeRSsIprr0RRtwi7Y6EqIbCUjt4z5u9KNmwu2v0hxQ0gYVKAZogu7YWojNF8UMCo8LcDJwoDPBJmGhW7QSjC3AVIjEpalutA6Cm5EFkHza6HlIl68ICAOKuSSkPCdvXIUYgvi1JphccyMqjjX0VlZqDimlGl0H/Q8Kb/btjjKehnCBQlR8hRhiAQ6PLVBccUwEavqUieFBv2RmABHVlTaJzMMkYyM8eRFASOqUXBzwmZA9TdoFGE4JTP+dRLQFIS9ham4BU7NznBm9gyaqpE0k5yYOQH6soKlRyCfFOChFJP6lX0WjGYLqFhOCHOjGoVwFuYGwSgL+2V8D33NrZzU/1nqXWyVPqmEZOE++Bi1VdnkFug8Lk3hVaHqYiysZc2mEucXzgsgjouKSqVa8bNnLUvkYOQELNF8p93FB/WCtvcgOS5lcDQBBWJ+v1YT4JqQ65afVVMYJaotQEl8HMoxAYvCizL2UpO+Nk9FxmjV9FlMaWGALPZA0yVY7JNz7IgAhrolz5oVl/504gLgVU0ZX7ObhBlth+W6+U4BalwDCm2gLgjgm3pe6lRsgcIAlAoCdFZjAhpMbq6HR+WbBFApdIi2TnxGwkurvsC85zOvKmnZ4KtGhBlWbhEgCWSOcPyGVZGyZQbkGSm2C3hgJWFyu2gFReflHhQlvNHzQ2HLcamTcgFGboHOJ6HYIRo9C91SpkoaprZC/xPSxowJwOrEZZxHs9K+WlXaK+6zIBQFyk0SipvvBMOGC7cLABXMcar/vAbPI0CmD+KzAvBcPCDPTOsFYQeO3wDbvwoz64h3NJGpZPjr43+N4zmrMjtqLE873sCgbHi+yun674rmt6fuayjFZIx4/py40AeeSt7Ki+i+IuttW01RXorvwOwamZO0FUIVptdLWKlvkzkBdxXNxvZs0eXSdNLhND+w8Qe4Y+gO4qH4FcCK67kslhcZzY4uvwOM7oXhR+X3YhuM3QDUAR4jVGWxskhvshdVU4loorfZlejiwsha9nUPMV+aZzI/ydfOfI0P7vjgKwLuBBYxIjgO5KxFHjr7EKG5SdZ6Vd63472saV5Tyyy2BMDRTdJGekmo1krlu6H7Bj4T+gyu66KhUazmsRZaITlOxfXnMLsDVY/iNbKQFQ+y/RJamO+CFvGNym6ZcqUMlTzr/eybhXIKj3nRA3XewY1D8VqUwZ3DdwqQg6xxM5VMjV3Rm+hl67q7iRmXWNe0DsvqohIdJ9WawgjDouLhzQ+gtkxI+vHiNP2oHOw/yBNjT3Bm/gxjuTHJLst+Htj2Ad677b2856/fQyKUqGVHffJoTDZ3FGiNthIPxXE9l+zlfnrXLVzZIXaUJc/JxTvgxj8ERHi34lR4YvQJkkaS1kQrg+lBql6VbCXLIxcf4ZaBW4RlH2mhOdqMpmq0hBeIJXoYahri3VveTXj64BW3bQRwynaZD+34ELcP3b5kvRsxIhISVMnxh0/9IX/27J9xaPBQTdoChBBxev40v3rxZxno1fn7D/w9/el+zhvnr5pm/SVZqVlY3L6lw2lh4btZNif7sBbTpGI667t6cD2XJ048Q+eZHB/Z+RE64h0rPuOrmed5VN0qVad6xU/btWsJRpaYo8Hpu6HzLC4uE4UJ/u7U3/G2jW8jZsSu9Jun+uD87fV1Ylgcv5g7QHcqS9SIsrt7Nzs7dtIWbSMdSZMIJUiaSVJmit/kN1cs+/UAPF9WFOUksvr/MUVR2oAVVDpfW6ag0rp4F/HBBhp2I816dJ9QuhWhWKqo9MZ7+akDP8W/u+nf8XOf+Ryu6zSAQopPQ1YIa2FOzJzgb0/8LTs7d9ayaC2UFpgtzjKRnaBgFehMdOLhYXopRjLPLnGQP3/887x53ZvZ3bWbbCXLty+cod9Os6Z5DVEjyh8//cc8cukRvnjqi9zSf0tNkBZWj5N0XIeiXaQv3Yft2EwVphjPjfNPF/6pdozt2Tj+VqRlWzTHmyWjwmKCQrVQY498YfGXuZi5CEiKuv/86H/mb57/G965+Z18cMcHX76OWsEaga/K5Wfo65LB/+CRB/nfz/1v3jj8Rs4vnOe5qedoibSwrmUdLZEW/vSZP+XozFGqbrVGz/Q8D1wTuyqq7x/b/THeMPwGoXU2ADnlapmF8gKXFi8xV5xjpjjDXGmOzx77LDkrRyIk7dOX6KMt1cbJy7OoFSgpRaYL00QqQ6y338GBPVFGMiM8dPYh4mZ8xUVRoC80kZvgoTMP8fTE07XUeNcS9/pSLWJEaIo0YdkWXz79Zb558Zsr0jGXs8sayzddmKZgFag4Fabz08yUZmgON2ONb2TnzjgXJhJ84eQXyFclJeD5hfNEjAi3DtxKKLaV9lhIQuf83au1zfKSfHjkYQqWOC0KCorVije/DjU7RKRD0kn/wjd+gUuLl3j31nfXJl3LsWpZE4rVIm3RNlRVlfpd+Cbj+XH6E/30pSVetzi6jm2++NpzU8/xzxf/mY/u+ii24/Jnz/45f3fq71ZsE9dzmSvO1TKDtcfaa/HDqqJStXWUy7cQGfoKmXKG3/jWb/DwyMP83QN/h4LC2fmzpMPpKzJVXMxcJGbErkixfFXzdKH9R7uE9eEYML6zHs7g6nWmQnxKnCE9Lw60avmZiQLNjDrAE5rZQyV5CjfXAom54Gbg+AszT6mxaEKEsBb9nXDL1/gKdm+z/aKfUmohGcowlN7O6dnTPDLyCMP68OpU3VKzOFPLzTV8kdeo7HzbUZ/V44pD1fjerqRgZiNXptrxLdtV0y6pOBWOzxzHye2kmL2E5VgkzCTpcAoPj2x1nsvjT5Or5AgbYUqWxJGXqiU0u0RvpJlFZP43VAPFSkMuBqmx+q2zfeKkRaYFNGiahNl10HqqXibF/58bgukN1CrkGOIUFluESWqUQT0lDnBkVtgVQdhaJSLnKypoVYzcMFa1Q8L0Mn2Q+K5/L1XaqNAB8Wn53bblXvFJuYZmy4JFtYSto9my0WFHxRmcXSfjLjW69N3qIONJ89ks+GEmriJOuoL0S66p7qDlesCeFbCq3CT17zoq4yyc87V+EEd2sb/eLoUhyPdA6l/kMzMrOinzPQI0ANXZbnEcHCgWi8T1OCjNS8dDJSGgTHhenolqGUot8l2oIE5yZo0AP3ZCwK3ssIy9UBVKzRTI+OMzJGyJxSHRrTHnZUwrPsDjLg8jNKi6Rc7NncOZ3UCqZ4yslcXxHOzJHQIKNLARAJ9x0yygiW3AYpcAHh6yK25FpU4z6yGzHtqOS//NrJPyaxaEigKguR7Mb/AFkDWIzsn5KALgFdv9MeXJeHDbBQQMFQUkUhSfeTYBUzuh5zHIdQlbyEqKdkyhXUCQig/IuH5IUikpAMnsehh4HLLdMLEHmi4IQy9ki2aQExU9nlw3argIlzYKmJkclZBBQhC7IEwhNwxFTcaoURFmQCktc1klJkCI4zPQ8ABDQKFwAQzfEbPDMnfmUz641SzPYHLKZz9VYHyPtFH6MhT9edZ2QR8TRoJiCQBfTAjoUmz1Q+smhdWU65Sw2VyPhGOVmmWOdpG51IlAYkr0igodAiyO7YP1X5V75Xqkb0IlAX9yHVJGoyLsx44TMHJQ6qUA88Mw8IQASgEryzN8AW2EAWT7myaOSVkpMJge5Kdv+ulVtehqCSM8F001CIfiXLFH3bj5oOekPpoi4JYTA68oYDUPwdx6iC5QcSSDY1+ij5v6buKr86cplxo2PjLDAoDVwNzgWcKfJ7qF5ehbSJWNBLeYxLQO0LNhkon8BA9fepijM0f56Rt/eokgasEqMFeaY6G0QMSILNmoq9l4fU2OVoENX639aWDQFu5huKlTBPV9cf2yXUZBIVJew+XsNyS7aKyVN2x9A4PpwRXb+KXaiZkTxEOS7aky04uXOo2ryJrp3MI5TkyfYHfXbra2b10id3A99oEdH+Bn//Fnydk5mbfsKiyuEZAZASzAQKGKHbwUpzbJWPRUCc+aXwP8s6xhup/1r+xyceEinuKRzLdzQ9sWWqOtTJ9r55GLXydflSiDt65/qwD3wLGZYzSHm4mFYiyWF7mYuciZhc/whoEBbh64GSc6xIRpUXDaKBViqKqKZ5s1bZhUZJi4eYkz82dwJ3bhtTzMYmWRynyFg/rd3NR/E/FQnM1tm2XN51QZy45RcQb54I4Pkj6V5tHLj3Jk+oiEJOU0qgvTVzba5HZY/5DfFutlA8433Wqjs62V6cI0ZVdCwttibYyN6gysCePh8Z3L38H2bAbSA1iOxXR2mu74Rj5x89tfcKM4YkToSfYwlh3jr47/FV8981Xu23hfjaEFwpyaON9Mz1oBXL/w/BeAukxAICaOlmcku8j2P9jOGwbfwE92/eSLGkPXZJWlwFGumkPVVPpiCeKhKpuah9GjBbKVOdLhNB/a+lF++OANV/jJVbda2xBeDcRxPAdd1Wts/eBnoJ9pqMbSjUkQFnmuvnaN6lE+susjHOg9cIWWlxy/CaZ3wugl6DgGSIdF5nfwn9/wFg70HkBX9VooZKFaoFAtMFecWxl09u2aAR7P8/69oij/PyDreZ6jKEoRePu1nv+9smAyTaKytmUtJ2ZOoNrxehDB2E0w+HgNwOlP9fPpt3962YssCL5GNC7anwNX4uYrToXPHPkMj1x6hPs23se+nn30JHvY2r6V2dIs5zPnUadUelO9JO1ufnyZg3zvhnuZLkxzafESrdFW1iS2MJheiu4FSOvfnPgb/v7c3/P+be/nYP/BFeMkq44gu83RZgzVYOR0ivWbyzw39RwjCyO1azr4C8VsL6ZukqvkyJQz7FPu5Dfu+A3S4fSSScFQDVHFLxc5ccriv2T+C185/RU+sfcT3D50+8vUW3Xb0bGDN697c62t/lQ9AtRBiWwlyzfOf4Pp4jSWbdVSYqcX7mTnLoeQFmK2MIupS9hVZXQzphmhPdpGSDtFppypsSjminPMFmeZLc4KC0OXHYqYEaMt1saG1g08Pf40IS2Erup8/dzXOTV/ir5UH3GvgwlnDNez0DyNStWlULI4OXuJpJnkkwc/eXWBXjwKo8Ns3lS6Ql/o1bCkmWTiYvcVoVfB/RtBttXCxQJR5WoujYvLjDPD5MwjHFfG6KjcyodueAM7OnawUFxgb/debu6/maZIE6eOh9nTXacl/83zf1NLuxivDuIoF6myIC8Ro0xYjWNn1qNrTxAPxSWzm6pJ3Kyf1SEQvgVoijTVrtcea2cyNykizIVZql6V/lQ/mmcykjmxopjyShTVvd17yVk55opzJMwEA+kB4iEBNBp3BHRVR7WS5Co5dFVnf+d+WqIt/ORDP4nt2rxh+A3ct+m+Je04lh3D8RyGU8NX7bNStXTlh9V4PZQkEJhYGKzTfj0VZoZFryLbDB0nRYjZ83c97TAUm8XB8MU6S+plcCzQtHoKx0I3xCfl78lt0CrAuYWv52GH6yFUwW6sa4BroroRbEtnPDNLnxqiK96Ft1h/Meqqjud69d0Qz98BX+yux+iDOKiz6wXgaH++/rmniSNrlAV8mhuSn25kqXPhhiDTL8BLsc133MMwt5757qMYVpGwhwgqmr3YrsNT40/hzRTpXxNC07RaWCZISmHNaubsxTmU9bPoitDwU2qMjJuXsJ+i7xjMrYWBb0NEg/NvhIEnEe2kfmi+sLRPG3f2HEPEQvOD4iQnJqHthB8ikvRZTGsg5oem5XvFQXd1GDtAi76OQm5KQqnMLGTTwnaZ2QRtpyUcxEWAieicOJ56CbwmEb5EkXq0ngAcXyOlQxgPbWfEYasYElql+eV1VJ9F4LMYFA2w6qygia1QbpPQpb6nha1QTYjI7mKvaBbFMhL2pTji2KKIw69XqOmyeKboQRklYaikxwSg0cpynuLK9crNAvBUTRQ0qmr1Sv2Dy/sELHBUmN8o4V/T26H3MSgkpD0za4TdonoCQjlhP+TAgWIzVtEF0w+RQxMm1YLvhOeWMXAQNq3jOdiza8EsSnYtK0SukkNRFGJ6DGNxH7nOp3FmNkDH8frJ+S4BqTqOyLioJOsg2uKgOOuVFBS7ZY3jaTC7Vtp/sVfGXLlFjk1eEjA23wmdz4gejpoQIKPc5APDVXkeq0loPid1tiMwsVOcsUKH/JvaKgBPtkuYOFpVmENW0nfodXkGs53QOgILGxABi7IfZjUoAFi+SzR7msdgdkBCRC0XxvZh9uRkLDSfk7JVw5C8XGfjVBJSf9UHPl1FdJTKYUgUBYArpCFSEICp0iRgZXIWUpqEcVXDfshkhwB45bRoQOWQNiynZZOw7zGITgrw0n4UrBbIW/4c0yXPt1eF6S1QaIJEXIBa0xSgd2on9D0hz59lSvntmLBqQmUZpzObpf4TW/0wMkVYftWojDM7LEBfsQsmd0DPEwL6zGyEalrCKqe31udnzZZ2bj8tz2QkJ58rqoQS+lYky/bW7VfdeIroEXRNpyfRw/6Wj6BF3sEfKz9aS6AHwIn7Zaxt+7yU0Yr6OkQpAWdDGWF+gfTD0Lfw8NAUjbJdZjw3jqkkUOxYbV5UiKHpClWFpeHJLtJ3uW5h2fnWEmuhZJdQwklAYTw3TmG8n86hBZojzXzq8U/x1TNf5Sdu+AnWNK/B0GTdu6lt06rh65QbQOLkmDwvvlWpMjnlcceWDvpT/Xz59JcpOSXOzp9ldHEUPbuRO5N9vHPzO7l0/BIbWlZnUb9Umy7Usz0ZbopEpImSk6Pi6ph6mNPzp/lvj/03PrHnE9w8cPNL3mRUApbs9GbUoUdrTnJZKy/VUVLwwzULMlZLbf4XDWE9hTYB5jyXhdIi37jwHOub15OuJulMdPLc5HN8+plP80/n/4mdHTuZL80zsjDC8/bz6IpOqrCXroE2iotRypUy6bY0Owfewt9nT6Lr7WB3YqomUb2P29Zv4tTcKRYu7KdtswgCZ8tZVA8G04NsbNnI3MUsv/Wt3+LDOz+M7dpLZBUuLt7MHUMhHjojoE1Uj1KoFhhfuECsd6VNpv56uHZsUuYB35xyjEKlQEQXIGYgPUBzpBkj1I/nnSBuxvnQjg/x5VNfvqa1+kpmuzbl8XVs2GzVfICKU2FHxw5AwhrnSbNQukAsFKsBvR//8sel+/ysUzz2Eyh3/iaWY/G1c1/jzaE3cxd31e5zvcLNV7VlOnbrmtZJJsr8RXIT08RL21gbbeJDOz7Erq5dHD+mMZ4bXwLcAEsAm+BnWA8v+VtTtBdk+4TUkGQSDMyJQL4TFZXtHdv51dt/lbvX3F27zlxpbukFyk1w7i7o/Rc/Qgj6En3s3LARD4+nJ56uA2qKStSI1pLVRPTVhaCvh8GD53kLDb8XuEKx8bVnnuISjkA6kqY12ioOoKbXAR5P818MLmE1zJ7OPTU1bZAXl6vFKNUYPLq/w6LUMqIMpAY4NHiIL536En9x9C/Y3LaZf7v/39YQwkQogepPVp7n4XouM4WZJbv/gTM6sUqoYoC02q5dczinC9P0JfvQVZ0HjzzI545/jouZi6xtXltzOg0vykjmFB4ee7v3ci5zDnDrdNb5NaKJotiE9TDThWl++Zu/zH0b7yNi37ykDAoK9uQm2g0TPVzk6PRRfuEbv8C/3f9vGebqTun12gd2fGDV78J6mOyFtQxuFDTcwcH1XJyqQ6l0gdnzpzFUg6SZJBFKYKgG6WQzLhaWPsMN7Zsp2SW+dOpLNSS2NdLKcNMwrbHWmrJ74ws9ForVwIKoEaVULTGSGWGx3Iyh6ZhGDF3VcYGJ0gi3N2/j52/++RcUoFYVFd2Lcmnx1DVlbHq5TVXUFUOv4EqQ7WrhYpJJQ8f1LMpTgyiuR9kpkytYmLrJwf6DtYwVgU2FIL7KminpDJPTxtEQRoxTSuJaUWLWMLu797C2eS3v3vLua2Y7Oa7DwqUeWiItWI7Fdy59h/Px83Tb917BSmq0iCF06kw5w+999/cwNIMf2PAD3LP+ntVDqKpFZrPz2O5GdnbuZGfnTtLhNFWnynhunMdGH+Nbl77FZ499tgaQFqwCC+UFNrZuvH5q9twav5IGjO0R0CU1KQ7SyTfLd+UmWdxP7AWvIMCP1hDqNbVDdtAjDdm3UGR+rCo4OET1KGpuL3nj23iMQ6Wl9jKqHY8i2QA2POQziXbJV/NrcPUi1VwSD4W8lef3n/x9PpT+UO3srngXmXKGRWtRsoRN7BIn3/a1OrK9fsZDW4CAhiwKiqKhOjEcF4RYqvpsFkV+zm4WMeiFQR+UUsT5L7YJoDByJ1piBkMzcRHh22wly4XcBdKhJrZ27cR1NnG58hUWSgsNgqIelYl1oMyihWZx/bk0FophKCEUVLBjeMGrNteDICBKPWOTp4sjt9gvIVnLzdNEU+PCXRCyxJELZ4QFUMrB+bsF1Lp0C3Q9LefYhgA0VhwqSezmRQHDjLy0YYAFmgXIt8oO/vR20Y8Y/idxwM2CZK8qtggLof0kEIHJ3QIUeZbsuKq2AAS5dnGUe56A1Lyf9SgkGXwS834aa0+c2UI35AYF+MoPQPmsv+PeIeVLjAtLZmwXbPwbYSmZC+IMRjJSt6IKhi5hNqGqz0jI+OyUuJQ9MQOLhoA8uT7gMbRyB/1N3ViRy4w5EdlB7TxSH8PlZmH9LA4IkJTtkAXl6E5Y+7DPqgiDWvT1aXQRt3ZVsFpIV5oFdFpor4NmC0PSv9X4Fd1by3bpxuDcQbQ1jwj5CRsDg4gRoep5aKqG06iTcvZOGUO5GHQ9J8ysakL6o/Us4EmoUrZTnqX24+I8eR4C0oUk1Cc6KyBNtkf6ww0JWOEaUt4AFE4sCIsms17abGIadv8hlDRxpHlOxs3kDglr06sws0HKGJ8Vh77YKv2U65JwquSYPBMLAz5rxYZ134RSe50hZmsCTlRaBWiJlqHYQmVsQMLRzII4864umi6FXtGcWVgrz4mrCFDU/RTo0/UwrZktoheTmBDGUCXts4HGBDhSbBnfiwNSxtiCHLc4CPoFAWqK7cJcCucEMMu3QqJdMtKVExANCSA4uVmuFSpI+SKPyfUDcKOaFD2h9IT0QyUu60zNkxC38RsFLBrfLcBUsUPKG8nW50Q8GWvFFpnLjYKvD+WvXe2wn3LeJ96P3SDP0pm7oPOo9OH4TmEDBho6eKjofGv0W/zsP/zsimzWHR07+NF9P8ptA7dxaPAQjz8a5ovnBLB3UFGCHf6FDeD6DLsT98t8lBgXppbVJCF6xQ753tcAihkxbNdGVVTOzp8lX+0CT8NQxPnS3V6G0sM8aze+t/C1llqWfGSqJncO3clfHP0LSo6NoRl0JjqZ0tPkrEtUnArb27fTHmvns8c/S3OkmfdseQ9rm9euDu6AgIqBWVF51/APtY/CJDgydYTnZ57Hnd6M0n4MBYWiU0Rx5nnozHcZy43x/uT7lwixvhKWCCXw8ChWS1TKGZqiSTqSA5AZZDryDKPZUX7ln3+FD+/8MD+y90de9H2CzQ9DC2FrBlEjhuVaois2vQW9/QL2+C7ofkbAYNfw2We9DVeR7GyaomFXW3BnNuG2HUVRHXKVHKPZUQx3HquUEVkNJcTZ+bMcmToimmaaRlOkCV3VmRrPMDV5jP7SAPva9vHmW97M8efCJCtJLpWKuI7GzQM3EwrfyNqWRc5nzuN5HrPFWWzXZnvHzbQOphhID5AwE1yYTWEaizx45EFGs6PcveZufmjPD5EOp3nw0XoNcpUcESPCnq49lL31tDVN8Pf8/dLGGni4rgHrhoRtt1HGj23LRtO2jm00R5oJ62FmijPYrscP7fxQbd06nh1/0dIOYT1MyIsvSe7z5VNfBq7O3m80BQXv4h14/Cfpd8W4IjzrWoSbr9mqS2UZTs+dprN6C7oiY69QybGmaTe7unbVgMV0OLYEzHk5dXd0VV8K8CiAJzo5c8U5Tkyd4LaB22r1LVaXySyEsqIjZxRhcZjWvgydiU7OnZ/nwoLCD+78wXoWO0XD9uxakpcg+/eK5XrZavgaNQWVLe77uGFI0hPajo3XmDLcU+Wl4ggC94XTX+CRS4/wszf+LD93y89h6iZ6KEkpiC92kR0up+z/6XJh8QIPX3y4Bgpczl7mp77+U8wWZ1nXso5Dg4cI62HOLob5gyf/gD96+o94y7q38Ka1b6It1nZloVexiBFh8kw3AxtnmS/N87QfLrC/d3+NZnd58bLct3kdIT1ExX8w06ckflZFxdUc1JmtuO3PQ7ZPnCkPmNpKqiWFqsCnHv8UO9w8NBRPUzVUJ8KivYDup5f+xN5PcGjwEI99+7GX3lnXaCEtRNWxGckII0lFlRSynouz0IPbdpSKIzS2SrjCUNMQVXWe7R272N62m0Pbu2mLttVU3UNa6PriMZ0qTOwiOXiOompiVSuYCvSl+mhiK2FDYyI/wa/8869cdSK71snzlbIXuv/VQLaVzPUUmNxJOJ5FURSiRpSbum/jh/f88HXXqz3Sg2W0UcwLppw0U6xt3wKLw/ziLb943W2lqRphUuSsHJZjsbVjK5/Y+wmSc7e/4E6H67mMnUszvE5ET//y2F9StIsrsqymClMkzAQf2/lx+vs/ypGm/1gDtXRVR5ncTVPkFBW7wvHp4/ynR/4TXzj5BfZ27eVdW961Ysas5dYSaallh1soL+AFGf0KXTKfBU6kG/LTziIggR0VpyZ+Shb/TkxS49ox2d13w7LrjU8jXhwC5VJNaLloF6GSQwF0RccKwrQmt6F1nsBZWCPOUqC/MLld2CEA5Wb0lEfUSIADM4UZ3rLuLaStdL1eUX931fLBk6BejiHOSGJSwkHybfUdL0BVdNRqGme+H1Ln6w3lqTC9iVD7ZSx0XyS4oX3tsB+SpkAlgZ5coCPWwb17Pg7dT/PVM19FrbajqHB2Yo62nEk8HWemUE9TLxlRXIhM4yx2oOp7MfqO+ZnXLHRNwzSieEaUIgqe7QteK34MwewaKefCUJ2NNLPRD/+owtw6cewKbRIKlBwT1kBsBnIqTLWIg25mpe2jk0Lz1gviOM2vheZzWPEpmOmWc5svwsR2WPuIjA81Km1hZqHporAcPMMX5m2CkZuh5Qw4LrhRSR/eedRnPqSE0ZHtFkCm7TyoIdmBn18vYRhGDoxjPvhQgfNvFpDN1gRkC2UFgDGzIvxajfjMFJAliiJjW7H9bJeqAHVWE1y6EXY+KA6p6ogIbagojkIlApl10H5CyhNZJBVK4dCMrRawHKvOLsp2Svy74gk7rOO4tFWpBaI5YYPprgAYnipl1B2aklUyToJwNEe1ZGB7BulQmLiRoFRtwvEsCU2a2yhtlRmU8o/vQPGdX8/zJEOPa4LVRNgIU1QgpJm4rkvZLhPRTFzdxGqMP6xGJJRFqch1ZzdKKJNe9EE5V/pl5BZZEJfTAlYkL4teUb5LWHzVqPzLdAnDqO2kfLc4Je0zuUU2hDJrBcwotgmwVU1BsQemNss4WRgScWujBKlLAjyXm4VJVTXlvEs3yRjLdgqgoFVhMe6DHUmwVRERvnSDpGYvNvkAyyYBTOY2Q3UaHB17aiPEjkpdUCQLl5GBRA7URVBMqff0Zmi5JOw5KwaKDosVmLhBnq/IooQGhYqStQ9//GplmRtntsPkVp8d0ybzaKZPxko1LvNjaAEuvhG8ioBQakrYSAqwsEaeoa5jMj9VEoAj7eeEZL7UC8KoWRwUfFr3Q1AL7f5n7RByBADN9tUZNooNuFJPsyB6MHZYnoXR/cKG6vuOHGuU5PhoAWaHhT1nVMW5Pn2PhHKBMIWCsETVoTw1zL1778X13BUZxsvXCQGelAqnmFVU3MbwhYBJOXajhFk0nZI+SMzUWVZQ26G3XZveZC+GJpovWqiPsUoTuqazrWMbB4yPsq1jOx/7zl8uKQPlVpmXGqzi+mmsPYcmM008nEDVJvAmt9Gzdo6oEeVy9jLW5W3ccXNqRUbzimbm6r8vrINHfhlu+e+11PHMbCEdPk2pWsKzQ6goNdZysdTFeH6cqfNT3DJ0C3/81B/zE/t/YvV7vUTLVXLEzTjtsTbCyR5my1Pkc9MkzSSmK6BXMpzkmcln+Mb5b7woJzyqRymqRcJGmFA4hes20bL4Rqodj+O4Dhlbw6s6KGgyMlwDAaOrfli3RlSPUlKoZaL0Qhn0YidwHFct4nmehMY4NmcXzrJQWqA12kprtJVcJcdscZZCuUCukqM52kxU28Bg22bUqTR5K8+jlx4lYt/Mjo4drNm4gVDHDp5PHWd6WhPGTiVLwcqzrXltbZ34hcVfrq3lNEWndHkdazYXSJgJvnXpWzRHm5eMkx0dOxhZHKklVzk7ESJ7aYWN8FKLH9Y+Le/j7GDtqwRdvHfbPcyX5hnPja/K0LnetXrt1qv4AA+deeiaGUE1xrUdJayF6Uv28SN7f4SBypXh9ctZ8W9b/zb29Uqm2sbQqOVhU1eYuxRwNTSDbnUDruOyc3gNN0Y+zD27d9KWlrE7ZULz6kSXl99yHbA4iIvLeH6cX3vk1zgxe4I/v//PAXlGlpiVhLNvJDx0FC08gsdT6KrO7YOHeNPaHmYKM0tCxpazjlaz73uAR1VUFFerMRQSoQROKNYQH6zB2Tei7P4LNFXDdm1mS7P8wdN/wM/d8nMAWE6V2pbnzBZ5KYeX7hiMZEbY0bmD4sgmWtecZ7G8iOVYjC6O8s0L32R9y3pGx3ewe10vFbvC5098nqpbva5QnJAWwnHcWl12d++mLymUVl3VUSf30hQ5xVxxjifGnuAdm9/B/Qd+ipuGzBpdUFVVXCcETkSck9lNxIyYTOKZBFkri+vF+ckDP0l4+iBfWPw2AFVXhOJylXaG23r5+Td9vAZcvZq2fEL62pmv1bPZaCGquUGUzDrs9GnZqbCL7Onaw7u3/mcSoSSKorC948XfX1EUIkaECatItTTHUNM2klis7ZZQrtFTbSxc7mBo58mrLhBeLJ3y5bKX+/6S9SqEq5jEQwnWtazjl37gF0jO3U74OtMhlqolEqEkfcleVKNKe6wdPbObd+/axjg7uWNo9QlttesFY+berffWdhrDepinFl/4fFVRidLMbPFKllOj7enaw7qWdXxs98dQrTTf+MbS7xVFwXE8sm6WkBbiYP9BepI9TOQmeHjkYY5MH7mmnY2WaAuqorJQWiBXyVFtdPry7aC46G0XsStx0VtoCkIzVcm21ZGVneGRW4T+X00KqBCdR80No3Veojq2SRy21DhMrIfpzShbviiJZBwVZ3y7gFFKGHt6PWrXSdxKE15iHEXRSYSSlLUoFgqqomMaOomQQmxxI5uHm+gfHOZbl77FUHpoSd2iRlTAIz90TKmm8TJr6ge4Othh1GoaLV7EnduOpwjwWqPoWzGY3oLecwxb0bHcMngeqqLgKTqGYmItDkhYgg/w6KpKV7yTn7npAW7UP8Jn507QGm3Fs5vxFBvLqXB5YZJc4jSu6/ogcxVnYrsIHZ/8AfSe4yiKRsWuoCka+zp3c9K9BFoLs6rqM36kHwSQDgkTxA4vzTZjJfwMYsfqAJ3lJwNIjgkLQLUlbE1zwFL8Xf0mYQNcPigO+sm3ivZBdpj2SorZCwps+wtx5tpOwcgBX28m4zO1THFQjLKwA4Ye8Z34dl+noyK78EZFnHGzJOVWLXF+8wbM7BCq8cIaSF+EoW8Iw+bS7aLNsuab4rzNrfNFdxPixE5vg+bTsnlSjQl7YcNXRGNjcpc4AWN76owZVZFwGCsJhU4BUMIZUJ+gFta2sEacd19cO2rEGWwaZHqhnXR8HktpZhYVD1cAiuiMbPZM7JYQRk8XZ3xujYTyRLMCBuXbMWIlhlPDdPVN8p0nY3iujV1Koqsa8bjHm4bv4Z8WLpDJFyVcrNQmmj6zG1HQ0VTRhgOImTEieoR5VQfN4Ka+mzg+H8Zd6MLrehJd1SnjEDWiFFVtaY66zCDERuHUWwWAaj7nZ1wLCRBQTgtoVmkSxpdeBXtOtHasmDB98p2olRbczICMLVf3AZ8haYP5tfKsTOyAwW/DxVsFuJ3dIGydkYPS5qfeLufFJuT+F26H8a3QMgrxS3D0gzA3DBu+DsfeIeyu7LA8P9WYADh2BM7eLkyahS6pnx2DQo8PDt4OIQ/mBjD1TormOZjskueg1C6CxZEstJwSRynfJDo7hefAUkXryklA80kYOSTg48Ja6fNYBjq/C4/9hDxn85sEoExOgtUM598krLTMkIQWmTkB7/S0sOdsBRb9kCndBqUAp35AAJpiOxSnfE0jT8TuFzsgXJG/K80y1hbXQLZJxI6Pvk/Klh6B2S3yTFTS0rbmmBx/+h4Bds/eKQDr5A3Sh/kOKHVIiJanyxhOjss8X04v1Y1xQ3Ld4B3hhGqabZoXRXMifOa5z3Cw7yA/vu/Hr0gostwaCPC+89fwgWqL5sr8BgHRrLSMAzsFz98v62uAfCe6G2df975aCuqwHubJ4+shmWTH8J24rkveyq/MrhnfA5duhZ7jSz7+2O6PcXL2JPOzimQi6txJNtJUS4F+oPcAjtLPSObICzKqFX+e8UZurX9opcEzMFWThJkgFoqhRNqYLX4H27XR1TRxUxI8WK5FYXojYT0szqxT5enxp6/ati/F2qPtJJpEDPhLo5dxp/agp/+RvFthpjjNZjPJRvsBhnoz1w5urWCbWjdxdOYozZFmepWdPHemi5gxwqSfRdXQDOLhFJ7nUlRDyJteJbywG7fci+qGcTxHsnFObkHrfB6sFuz8IvrsDhKhGK0pcf7nzg/QuaeTglWQRCpAeH4fRnYBpfmbFKoFlJLClkgb3YWD6AlZOwYb2L/2/g/wlA3P+wSa6cIUiWqBezfci116L7/+zg0rrhN1JYTjeauG94OALs9NPVcDhaJakoq9TEMNBPTe+2n53Q3B2D6iWhTTMKm6GidmTnD3mruvmU1/rXY1H+C62PsomJqJq4X5jTt+g4/t/hjpcJrDhw+veHwQjTK6OMr/fOJ/Ens2xt1r7mZ/737ioTiGZhDRI1cHME69HdZ/s/anoRr0Rvu4Y+gOPvymbVw8GyZyfW7CS7KoEaVoF2uMs+qFO6Aal80bFNLhNPt76nPuptZNTBWnsB1bkotESjidR6mak4TDFh/Z9RE+tPNDPPy1VlqixpJMvteyCRzYdQE8iqLcD9yMzNjf9jzvC9dz/vfCPE/EMz/oo5O2YxPpOMinLn8LBQXHVeHcPYBbS01619Bd/O5bfheAsBYmFmkno8jkgZWCJ38cDvxW7R5dsS7u33w/T088jeM5ZMoZDNWgdfEuOteP47ou3x37LqGFrSyUFl5UKM5KSOuvfPNXloS82I6DHtLZ1Lapxqw5/txS51r1/9MUjZARpehGaYm2YOomXW1beMfmd/Dxu3YveahzVg7Hddjctpnb2v4dt6zdzd61ry4gAStPSDFDBNR0TQcFqsUOtLFbCLeOEzfj9KZ62dm1k6Ty4kTjllupWkJXdAZSA/z7N/0QvdXb+cOTv04kXkVXdUJqGMfxVgx5Cux6Js9Xwl7u+1uOBQrEzTh9HZv5wIE3s6drDzetNa8JQGm0oI/fuv5+3nv7L/F3pz9Pd7Kbi+rN7OgJ8bXnXtz1amNm//WDTdfKsvr9e3+/9vtixddSXeE6m7s313Z1AJTJ3azbOHddi6qclRMl/WKC+ZktgIqq6riooKgoioquRLCXpy9yTKg2w/9+ROKE3xbQsFUotpNMLWCpBlXPEOcZBY0oOOChYGghND1JWAuTV1QUN4yGiaZqeIpK3GxCDafxVE3SyRsxjHCKVDjB2vYEMbUNR7mMqqj85IGfRBlZWr5gDk6YCXJ6GEfRlug4aKpOSGvBrAxiq6PYroGqh/E0E8UI4+phwrpJsVrGsUOQ7yRuJqhoJqYRQTcTJOJdjFfacMJZFFWjM97NupabeOCWfXx4zzaON4wxzwNFUcldWoepGxiRZmYLs9iejaZqKEoIzY1g28maeN7egdv40X0/yv70vXz4rz5BTgkTSfaS6t7HM3qENa1bGDNmWHRMCYsKtAZKTSjjewENr4HZBAhTI8jAZcWF1RCbFkZBuUkAhIW1wr4pdIqY9uwmmNoNikuk7ZhoZ2f7fY2DMwKuzK0XhguAB3puLXZ0gVpaK1cRp7uchvMHodIpgE4042fsycuuvKOJbo0SEvYPHszGhQ3jhCVDTtMFAYIKvg5NqCB1cqO+OLZC2Ihg2TquZ8gqw4rWRZVRwE7C5T3CDIn42zSVhGibROcIRL9xdSh0oEULpCItKNEW2pIh9nernM8maO68xOn5U8RDcXJWVo5XFLh4uzj3nh+e6Jgwt0kAAXQUJUzY7cEgQ0gz+albP8GxL58mlpinkOsjlEjR3lQmWw1heFHwSgKOFNNS12I3IT1ESI+woWU98+l5bNcmGU6SbhpGL6znpr6bqF7OYWghCk0LtMXaWOd9lG/Gv81s45iw4iIia0fhzD1w43+vf+eqdbFcNyLjJTor7TM/KAwxo0pYS0FpDaFqF9nQnLCsIvPC/qIq4yWSF+ZSJSJOeDTrs5hNAfNcwxdoV4WF5ZoSZjR2I2h5CQ9rjvuhKxYc/kUBlzxD2C/p8wJeFtsAB07fL9ml7LgADVpRQBmvCmO3CGsoPI3Z5o+PqV0CUuOKCLMbkwc354d0EoGR28B1BfSJz0FsShhmelUAxEgOLEeAjnKbtNP0HhkXmiVjUa1KnZvOC5BmJUSYXHEFsEhdkLFYXe9n7BoWgKqckvFvmcKo8lQJcyw1C5jaelLK2nRBtKxG74GL90ofGjnY/jl/x1rxn6UqhCw0JYJjRyE7IPuP5WYBeuMLvu6ZAcY8qhLCdSJ1weZyCxjjDQNpmS6AlYaZzRiTB/BmN6K2K6LnuDjCeG78BTf1AoBnc+tmItPNdPYaPDH6hMwojillKLUIqHfk49J+qi/s7ksHxIwE//GN/5nR2N8R0kJEDAHAu+LduBHJQnr/pvu5aK+yhv7Sn8lY6PnR2kfd0W7uGLqDzngnLc3raI+1oypHcD2PrW1b6Un2MF+ap+RYfPQq7/qAmRNoc1RnN9W+M1STKnBj341s79jONy58g1m7zA6fCfK+M/8V008z7XkeLA6hqRqtkVa6El186s5PXbVtX4ptbhcxYF3VwVMoWHlK1TLpcIotbdvYswYuP69ede16LfbAtgeInY7Rl+xj9mwLFcciW8mSDqfpS/VxNt5BZ3NIMt0m+8hEWklH0lRme5jxQ76TZpIFxQRCqKoGXoRWswczbKGpGs2RCptaNzE9PsTlShYPj+5ENy3RFhZnTAGSVIOeRA839t2IOb0R27GZKU8Aa2ob2I0WsHk+fNc2wnqYBycgvIKHXKqWmMhPENGvnXnfeE5gQYg3s1tqoe6KncDL9ZKKpGiKNHHXro/xH+65tyb6/XLZC/kA18IICqkCrPan+vmRvT/Cg1/cws/ctPOa7q8pGvrUfnZvnGK+NM8XTn4BF/fawcRnPgb3/mTtz/Z4Oz+176cwdbPWZ69mku/B9CCZcgY8YZ0xth9QaI40s69nH/9m/79ZAoxvbt/M05NPY7s2BauANbkTJnbTpR6lycywqa2Vbe3beE6H1ugqN70Gu2aAR1GU3wPWAgEX8kcURXmD53k//uJv/8qbqqg8sO193DEkg/H37/19nnoK/ufoR4Vmb6uAh66r3L3mHn73Lb+7RMU+FU4RMUvAzNILaxX2d+9nS/uWmrJ+tpLFdm32dOygL9XHFy5dIlfJEdJCDDYNUo2288Ed+647vOSF2BaNzuOv3v6rq15/NDuKqZvEwiliiXa0aCujqOzs3FmjITY+ICATga7o3DYkrIdnvhsm/Coio4Gtb17Pwd3br5iQWqItjOfHaxN6SDFImCm29e1fotNy/DqBgZUs6Idfvf1XCU8f5Ka1JqdP1yeSYBKvOGYNUFypH14snfLlspfz/u3RdgrVAmua1vDuvp+mKX8TXe0vDvxrfOmcOi4IfFDWxrjmF3O9FwNkvRSWkwADK1+nkeoLvCAguNzaY+21tJwPuQ+RV2KEDINYtI25XIiwEWNv70FG7QQXFlw0zcRyGnaOXE0W8TVTiBhxPM/F8VwJJVMUFFUjrEdxNQNQ2Nd/M+H8IR6vjFB1BdCMmHHcUIL37PhBzmb2Mx15hGqsnbfu/hjoH+DbhT/CU9bRFGnCUcepuhb3rntLbRF1eORwrRQBA+pi5iKPjz3OEYSVp2ghVEUjFe9EjVrY5RgeGppuElViNCf7ibdFMcz1nKiOUnYsVEVhuGk987F2+ts2ML7YzHBXD+cWJPNBSA2RjLXTFd3JD958P23uNjb2hK5Y0OUrBSJhnf5EP5qmsmAmaI20cmruFKqiUlCE2ampGgf7bubn7/tt7r5F3gdTU/D2TW/DrPQRGtzBR3/wl2j6vX+kVC0TjpiU9TCqGsNTPcqKiqYYKKoGqoZXY2qoGGoIV9VxUFAUDRQNTTdIRFrQ6WCmbMkuvact1UTy/HAiT0XTHRrzl2uqjqZGsZUQqr9Q0w0VW3XRVBXHBVXRcD15P8rOvhYMF2p6S9WEgDyehqCAQVy7UhcZRkHCSOKg6CiKhqZqpKJREtEupgsRHD1MItKFUo2TtTxUI4qnxygr+OFsagMRwA89jObkM8+Uf+igOGiKjqKG0I0Igy3reP+Bd3DiZJWBzhSfPLSGP7L/kRt2xfjyqS8zfeacADw1IFRrqB91MUdPJ2JGSUTasUNhbul5G//m/gNsbE2yv7eZXdsP8LX5KWbDNrFEmbv73smgMsd/e+y/4i32+2E4FppZ4oPb3887236N1mgrfzT+iRrr730Xv8bEuIQIxM0EET3Cv7/j1yXb5mfD5FI3cMEM4ZhJspXskv6UsEidsBElbITJKIZMQHZEjnFVaUfVATtJxEgRCeu47jjV7DBNvVmyo4awoPKdApzoloBvVhACNCNhdcE4CBX9LF5JyRAWiNl6Giyu9QXOTfmZ7UbSVSvC1vAUGVeqLQLnlSRg+0CRBk4KgkQQAcQbngQ1eJ8qJJvyTI6tldBSxfbBHE/0mZyUPwELewtX8TXHNClr8GxUZW4jVJAMSIV2ATCrSf961IW4A/0jBajGSLVatLS3ceHcBrzEOWHJKL6+YdWEbIvPcHPAzMg1XV3uVW4CzZU2K3UIWOupEprlRH1ApyJhW/74M40IjpMmlqyQVxUc1+8XYw40G63ShhIugxbCdeIkUgq60UxFnyG/HOhHxdBCmGaCqBFjvhhC1cKEQgnKqo5tR0WbI5REVTVu7Luxtmn4Qha8+7754W/y1FPw2blPcmz62JVZtWonqPW2Bn790K9zbvTdHBoM89m5rwL1NW7FGWRnxz5+5663iBPurwsMNUS1UQPDTjbMhQpvXfvW2qbt5rbNHBsT7cGP7vggE4+OoakXaxvBL/Su11Udx3XQFI14KM4cshHcl+pj7+Z38FdfNuhOdON4zhVMEEX5/2M5Fq7noms6hmbw0wd+mo/t/hjPPvbsy+7Ir2SlagkNnYH0ALsH7ySa2o/qGYxln6FkJ16yXEDAXBnPjVO129nQupN3H9xLbOAkg+lB/vKyyp7tMR4ZeYS+jQP89RGTsl3GcaoYSpiQZnLH4B18YzxD3srTnewl3LyWdEuGWWOCgdQA2/r7RXLDrbK5bTNhPYymaMyX5slXFtnStoXWNXEG0gPoqs6JC9NE9AhvWfcWepN5bh+6fUVQ4yl7ZVAnsGAt95Z172R7x/ZrWhMuP+dvvv6LuLgoKDSFm/x8ScKCMc0EWVR+5saf4WO7P8a542nSr0CQxMvhA3x454dr7650OM1nrwNQURTJKPeiwUQ3hIJCVI/y3q3v5Tfu/A3GTtX7onH9/WqZiyvALxqaphMmzp/f/+erRrpEjAie54lebqKfi4pCd6KLO9Yf5H3b1qxwh+u362Hw3AZs9XwFYkVR/jdw9GUpxStoQcrklT4X+qiGqmqc/InnGW4eXPEa04UZamnSPQCVT97+s/z2x7v55D98svYAb27bTMjdS2d8krHsmMQPxztY17yOd295Nxedm2tA07XaCzmp1+qEBteZK80xZw2S0Nezf9sD/Emslc++87OrhqusFF/9aj84APesv4c9Q1d+3h5rF9qaotMabcVJdDHY3skv3vKWl1XTZrV+8DxA8ZZM4qHWHdfdz/9a7YFtD9TE3WYmwpw8+eKv1TjWXo5x9lJeYmE9zMd2f+xFg0PBLubVnt8Xq8HUmJZze8d2RkIJQrpJTypFrGwSTSdoiysc2PRWTuolxvXv8Ozkc1i+blhjeubeVD+dsQ5GRwyKdpGwHiERa6Oqh7EVjVQkxS0b3sZ8aYH2ZJFpz6Un2UNEj1C0+rl7+y1s5H5+5N4YP3rk27xz21bG9Z382hvfz4NTMLm4lnOzKrZX5a7hNzKc3Mxgj7niIipgQH3yHz6Jrug0R1p4/74f40nH4NLiJaLRDFltknAoTiTezpq+G9nYuolIfjNPFv+a0dkcuqbTFe+mP91HqOU8z4eSfGD7+/ni/AU85SKe59EcaaapfQtv3L2GcH4Du7sMpqauLE97tJ3O5gHMMJTzSW4evInJjkmmC9OSHVFRSZgJbu2/lZj1Hu7aHV+y2+J58I4t9zM1VaeAm3qY9c0b8FodTkRaIdaKqYaYWoyghuKEwmm29d9Cb/rdPFR+nopToTXVi5fsY0IPY5gxEnonu4YPMGo/Q5k4M8wKKHOVMWPoLoqio2khFM2kKdJKV2sPY5PNuGaSkl0irJmEIi2s6T3AQmmBYvIEI0t29/0HMmDJ1Cq67PuVTBWQJmKYDLZuZG/PXmatETQ7SVnr5AxzGBGLGJ0kPAXLS6HE2rgc3N9TkLzrijiEPr6EqhJSoziqiqaG6GjqZaC9iURqH7ZyM4d2dLKrK0S6COk0YMO7dt7L8BA8dOYhQqrhA0IKXak+5vQ44WgreTWM5emEdBNXM1DVGBGzzNuG34Opv5W+zghr+mBhAXb1bGNdCtKqTkdnguGOywyk9rE+Dv/n2GfITWyiqGrEQya3bbmJ37v3jRw5snTMB5a3JP3pSg7E79/7+zz2tf/CxjVv5nMnPlf7XNMMHODQwCG09m5mStNYWgLMEJrejGa2ktdD6GaYZCyBVu6gXI7TEkoTU26imEqzf91aPjvzLaqFmN+fOrgFP3QvJkBDYhbm24WVY5QEsLNN8HT0iIOtFYUBU0mIPpBWlvCwcF5C6vSKXMtpAA11BbyYgD+q7jvlOjTy9sySiDYbLig+TBDOUq3oomukVn0gMwFKUQTAK1ER9K6piSOhcp4uYseBgHwwjhRXwK1snwA0zuqOWzyU5NaBdzOX/DZldRyvkoKE6rNmQpA4DzNbpUy2DtGqhMJWkqD5bDFXE1BHtaUtjaKAPfM+GIgvhK15pMOtpJNruXXTQf564gxW+BKeK46EU0kRbh+jqTzImp5+XEelWtYZmWqlvXmO2eIcni5hqJqqEw+n2ZA6gBUdIVwa4vZtGzk9e5JnylMUI6cpqyPEjCiLflhBW3qQlkgLf+ivEa/Vlr+7exO9nPaTUFzNTN3kl2/7ZX70s/XPGte4FxdvZuzSlUD8vu59PDr67Suut7NjF7/2nv/CvYfqejwBUyN4vv46/W3edR3v+qSZxHZtuhJdfGzXx/ikotZCU77y+TSfVypL1g6NTJCwFsbRDFojrXxk10f44pf38jM3XT9L5sXaaHaUdLiJH7nhh9nevoO/mf9/eH58lrie5hMvo1xAsO4J9x7kG1mTm/pgzy6p5/ggbOqBRy8/ymh2FMcdJGmmiKV6mS+bKCi0xlp56/qDXMpcpq3nEhdCcW7t386IUWShNF8D4y4u3szzqeMcnTqK40mUwZ3dP8Oerj18YfGXa7o1wXxq6ia53OGXVCfZML62Z2Glc6JGFF3V6U320p3o5h+AeChOX3qYu7s/wv/SDX7mpp95UWV8NW35u+ta7aVqj0pGV/jh3T/Mr97+q3TGhRE81nDMq+2ntsfaiegRwnqY/T37OZ1eg27HedPaFZxW3za1bSJhJDA0g9Pxdi4pCnevfRPr242rgozXY9dzmVNAPxAIOvQBR16eYrz6tqZpDWua1vB88xamKlGGmq7MbgESK7dj4wF+91t/xpruDtyeGzk6Fae/RY5vfIB/5Zu/wrELs6SrBT6444P0FXIcuilRn+hfBAvhak7q9TAUguuMZ8fJJzcQWtjBR+8M8Vn96oj1cvteATyr2QNbH2CmOEPMiLGhdQOVC7dyy/a+lx1gWa0fPA+2tW9juPPO2iQeOHP/N9jLDcq8Etd6MZY0k9wxtPdFnx+Uf7Vx81I1kJYsejs6iYcS7FrXyaOVc/R3G3z8wH2cP2MSLUCnWsayLZ6dekZObgB43rr2LaQjTZx0SsyW5ziw9S423bKFP80dIVy+jV+6/98xej7BoyOyCL6Yv5mxUDttsTZCCzvYsTXE87428MGBm9nUw5IwuvXN6+kdHGBdyzr6u0JUVghBX27BvPa7X9vHjg5DNJUVlf5uA72lE3uuD73Yz21bZIf2QhEGkv10dHXRrVfIVrK4nstb1r0Fs3Mne7sNnk7ZbFizjqaMzd279jHm7mRju8FFP5nBSmMtFU6hV5t5+9a7UFv3ETVNpjuO053sJmJE2NS6iT38MAkzwR+fvvL8lcZwIpxAVTQGW4YJde6i2rpItpLFi0XZv24bP/ymW6W9H4VtyW10xjv44Tfdyv988CyHQzFuGbqT7KJBxPeBi9USph6iKdpO3kyQSHQzU5xF0cwl2kzpaIS+VBd2rB3PaWVj+xbu3LybRxdA64zhuC7bOzZxqrCV3WsNnpt4hsWWtcwaEQqaz4JodJYbzWcVrQ7wKKAoxM04/88dv8r5E00AtKe3kMvBxTnY1L6BNcNbCJeGeObCeSwtzfqhu/jbcIr2lo2cxUDTDcJmE2qklVwp5N9TpTvWRyXWTjgZ5d/e9G/ZN7iV82dMDs+BsazI5TKEw/VxNjvUz5n5s+zu3sF/ePf97Pu9NKEorO/azaWxPlpbWzinh+lNb+BNe/q5Y22Ef/bl99JpuHgRIj7rvju8iZYWCBkjOI5kQNnfu4ux83cxk+4jbBq0Nq3SRMgY1loH+J27blnVgehO9qCpz6KhYegRkrEO1vdu49vHYV/PAY64F4jqUba17WBb35vpWHwLj1ciPDYzQ3O8hWhUIaYMMq+k0R2D4dYmJm1IJaBJ62baLku6ajTwooCJatiYMeiM7WGy4FCO5dGI4ThxYjEXIxyloyXJSPk5Kvl2ogmLQjGOVzVBCWE2LVJZaEIyd2kErBrDUEkmLTK2i1M0BSDxARdV1dGUMFqkTNmKgOqiey1EIypZwAh7FAtRAZvwmRpVBSVRJmY0kS9rtfFRY5DFSoRIoRoJ1EiOMmFiYQNLzZCKd2GFXTJ5VULe1NWhiM7oAOkkpLrSjJ3YRksqR7myBctwqOKgOU1EtE5MLU3GWcSIFyiXEoAO4ZIIH5s59M6LxGZuYdvuOY6dDZNp/hpcuJXastxQaYqmefvGd3L6eQNdgZiWYPPwMJMLBRJNIRxvkDccvJmLj2/mzn0G09MwPQ126yV2dN9ApryAnW7huak4N27qYY3yRhZmInR372F8HCIG7OjaxcLMSfKpPqbM85T1MDlF45MHP0lscS9nT529LgesUYMHfBa4pvO19q2MhNNUjRhFpYF9VrMrqeHL17irraHvXnt3DeBRUPB8huzPHPxZuhNLjw2YGoEdHLiZO1b3w66wd2x6xxLmwi+oLHHIddXkjqE7Vjz3QO8Bbtp/W+3cr6krHvaKWNCWB3qEIe26sK1tOxs3rWVLy05uGjJfNrmAYN1ztesFrPzo8yqt0TaM3HoerZwjasT4nbtu4/hzYb52+msc3BPm8PFbWN9uENVGaIu11cOoHq2Pr0BbMZg7Xwwgcy11eqnn3DpwK2W7zLoW2fj/R0Xlh3Z9jP/wvns5dzzN/3rJJX3t2otd9xqKgeu5JMwE79nyHv6AqwNMr7b/8MDWB9jeub02Bm/572EKhaufkzbTNEWauH/T/Rw+egtPKQbGyzwfvKBrryjKl5HthBTwvKIoT/hf7QO+8/IW59WzEz8hugMbf/3qx/3irb/IwAD84OYfZ2AAbv8LGTzBoq7xAV4ew5maZ0XWyctlL3bCaRQVezH2WgJ4gjYIWCT/5ZkwoZcv+90LmufBA9vfSyz2wsd+v9v3E8DzUu1q5X+poWPLz/9rP9OdocL61o10N4PZMLMfHLiZgwM385uP/CeeVzR6U+sYzRi170ASqwAMdcAHdu1ghwtf+xokzPo17hiSULl71t8DXNsccs/6ezhhg6peufBfzYJn+vcaXnZBvYYG13DBg/Hy0nMODtzMBRfC6gTpSBPrWtaxoyfEP6vSD/t6DjDUBU433NADU8/I50GZlvdV0MY97k20pMI8PrUUsAsW8E89dfW6LL9u2kzxAxvv4313bueTXwtDeoh0pAmjZT3r1xi19gb46G6JR0+Y4oR9RwOtoU1aIy0k02nijs2Btd0cnegn1arRUV5g69rb+Otvh6g4vqZBJEZbrJPBngNUYq3ct72D9pYQ+U7YsmUnIH10zp87d3Ttgv4JBreu42xpkJZmg38YhVzOQtdCqLpJEBARCyWxLFHtcZZnvFBVcDVS4STNUYOmBi3pxvGwpWMLvU0wZUlfz3hw62Anz7fBb7399/nx09+gOZagS9/GY9MRSmqJWDhFRIvz1rVv5x/OGaSjCW7o7Voy9pffp1z2mTxIX26y68VMh+XYrkQ3v3THb/E7l46xblCDpjX0pg3ScahU5F8yCYYB8/NgmtLP+TysWVMf65UK/OrdP8fPfxPmVUgkIBRafV44OHAzj45efcNlINnPu3Z/jDuH7+RMYj+PzaynJW7U6tmf6GNH5zbuP/RR5mfCfPe7Ij1jaiZrm9fS39zGyZMGxSJEo9DWJnUoFqFd30QhfBzLTWLoaQw3SVk36GgzKZVAV6ElBXq8i1I+CnGTprSBbUMY6FA34TVFaEpEODlhCEFGh450ionFBCFDoWyHcBwDzxOgbeeWZp5+uplFwFUrRCIuVlnH0A00DZqSBrlcAluDns4ks74IUU9zE6VFg5ZYHNWNMJ+xQdNZ091ObjGEbeRwPIOqH06mqBpbO7YQChkoTR69Xbs4fKSJmGnQ3NxEVxdkMuvJdo+yMJHG8apL9Y6AAICwbVn/rW/fz8RTMJiCudIkWjhEX0eC6SmDBUPGWiIeorW1iYnLYaJJl4pepVyOMzwU4bZ97+GRwyHetm8QK3uBN7/xk3zuxFZO+vdJRUPEwxBkwbUsGG4d4ta1Q0xPQ38/VHqgJw6XFIjH4cIFGZfDLf0MN8t5Q0N76c3AwQ3y/cIK42p960bonKXcrNDacSv/79+I2Pfzq8ZVrW7L333BnPnEb8In7/l/2bQJDv5JmTrWv3rM/7Wuce9Zfw9/8syfsHVtN7/7lt9l/X8KU70apfEl2ItlLoD4E3v2vIyFuQ4L2tJpaJf3bX8/p07J2Hq1LWDljw/K3xcK/jikPgcGxzyq1v9u/B5WHyPfaymE1eyBrQ8sSWmuq/CBHR98RUKxXkv2Uta9N/ffzPqW9TXGzh+8wPGvtv9wvWNteVs8+goBvdfC3fidV+bWrw1zHBkIVxsMjYPF9Td2QisQRK4lhvNfu70WHe/v5UT+WmyP75VdqwN/rdf619yuV2uLlzpeX+z5v3jrL/GRPwW3+uqGDwZt8Wr0aQBYNd47AHKW3/tqZQna+OLF+nHXW/aV7jmQHuKG7qFahoegvBdeYLdnJQuAkFAVhpvhmFJfIHc3Lz02FHJRFAFuxj0IaVeOUWeZQ3TP+nv4h4twbumVCBshEpEoE5mldRVb6qzpqoHtghbI9yhXnrNaHzWW79DgnYRCMDMj7+CQHqEjHpH3ccN52moko0AnrQRdXasf01iGja1bWdcGjyBtY5pLAR5dh8VFASoqFXH8UykAhXJZHO1qFebmpFxNTauX71qtkW3w4HF4omFh6Hlw08DNqKqAvbYtZaxWIW4maY8mKRQglxOHrrVVwCiQca6qsKVzC8UijCyCYYKREPBH16Wengea145iQMXvV8uCQgF6OzqYnYXRS/V21HVI6j34eDKeJ/9UVQCK8XEpj6JA1DTx/GuapvwsB1GlrlwrcEQTWieutoBTSRIywbMNwmEIh2DBhriZIFOqt00iLvdIJKA1PUxUqUX4oSgQi8Hly9DZ0UshCNtaxTRNrvOd70BLi5zX2tSJYUA+J+1dLss1k8kkThVMDdJxqFaT0AwHtsHCnFynrQ3Wtw/RqwtICLK+VFX5F7AeCwUBlgyDGkDnOBImGIvJ77mclOnFjq1Nm26uMTJfrF3LOsDQwljKy7tm+Px7Pv89A0/+NVnjHPevfZ31r9Feq8DTK20vpd7f/PA3X/igBnutj+tXawy8IG7ked7DwT/gJJDw/z3vf3ZVUxTlTxRFmVYU5VjDZ7+qKMqYoijP+v/uafjuFxRFOasoyilFUe5u+HyPoihH/e8+pSgvT/e57gsPhMbBEiyCVwJ4/m+wl/OF/P1gr/WJ5NW0l6stvh/G2Gt5XNg+a+HVKt/VQJZXw1YDaK7G4AnspYBTq53zvWiHUOjK7ezlz9lK5Qqc8cAxv5pdrU4rMbga2zb4fqVrBP0UgBGNfaYo4lArirzLVwJQGu9jWQIerHTMSnUPPrNtOW9xUe4RDoujvbAga4FKRe7f1AS2rVAqiTOez4vTbRjCHDJepQQFjiPtoqr1NU4+L+XP56X84bDUZXZWvtc0+Tc2Jn+n0/V2bW4WcKxaFaBF0+TapVK9TUslAeBsW64dMF0WFqTeliXlUlU5XlXlXp4n11MU+SzmJ8EKhaSsUV/XKpMRlgpIOSxLBkSlIucHgIdt138GFjCuVLUOzAVMbFWFbFauUSgsZWivZAHwtLgoP4M1YTQqbKhgPEaj8i+4tuPIv85OKU8uJ2Cj50mdJyakDUHuryhS5kpFypjPC4DoeXLfpiY5PmjPbFba/Xu9Nv1+eH9/P9tygOd1e92+3+y1vP5+Ne2aiUGKorwbeAJ4F/Bu4HFFUd55Daf+GfCmFT7/b57n7fT/fc2/x2bgvcAW/5zfUxQlWLL9L+CHgXX+v5Wued12LQNhpQlxpUXi/w32+oNzpb3eHmIvJ8Dzr71NX8t1CByS7yXY8mrZtbBDrtZXjee/2Htf6+evpOm6tyKAsfzv5ccEjNXG49VrXjXULbju8nMbwZqr9ZHrLgVqGs2269e9Wtmq1bqTv9yWX9N162AE1Bk8mYw40aYp5xQKdcBA16G9HcplFduWe506JecHDB79VWL3BgCHYUhdbFsAhdnZOrgSicCZM1K2SkWODQCXjg4BD3Rd/kWjcn48XgdibLvO7rFtOTcAF4L+ikTkOo2AE8h3WT/Es5FFE5zfeLyqStlKpYAhFYAcOtGo9IFp1u+lqleGnOi61Clol4ApY5pSp6kp+d2yVgcBAwuF4NgxAb0CcfZ4XLRvoM6uSaeljp4n9y8WBdjp6akDOd3dUqZoVFhUASiVTNZBtEqlzsRKJKQfwmH5LpeTcriu3CuZfDGj5eW31+q773V7ncHzun3/2+vjWux6lmq/BNzged4Pep73IUSD51de6CTP8x4BrjXa7u3AZz3Pq3iedwE4C+xTFKULSHqe9y9+Fq/PAD9wHWVf1a6XwRPY93qX5Htlrz84S+319qjb6wBP3V7LO2ONTvurZd9LBg+sDGY0ludaAJ6Xi8Fztfu9Urba+6qxHMtDtOBKIGz5Oatda7XvVgNgrgbwBCySAAgIxm8jq/aFwqwDpk/4KjoHjUwhz6uvDYLfDUPAhFBIHPIADNB1ca5NU0CcQkFH1+Xcs2flPEWR714MOHatthwQC/qzXBbgYGZGygBS5unpetuBMEhUVYCJoO6plBxTLNZDkzxP/g6uX6kIwBWED5XLdYAnkZC/Pa8OigV92dIi7ed59ZA3kM+C6wTMlwAsCpg1pZJ85jhyvQDwsCzpn8axHIR7BaFLuZz8bGR72XY9zE7XuapApm3L/XO5epuHQgL+2bb8rmnSdrmcXC8Y2+vWSTnLZQGcmpulzNWqgE5BSFpHx9J+taw64yoAkAJmWDgsn8XjLz0E8HX7/rfXAZ7X7fvdXh/XYtez3FA9z5tu+HvuOs9fbj+hKMoRP4TLX3bQA1xuOGbU/6zH/3355y/ZgsXG1axxsASLy/9bGTzw+oPTaK9PJHV7uUCN75c2fa3WIZjDXklns9FeCgvm5bCV7r0ScLGSvdwMnu/V2DaM6jVtZCwfE4Gj3hiitRxMudbwrRcCYJbfP7ju8hCxRoBSUV4Y4AnOWw3gWa2fAt2X4PeAUaJpwjaRMCE5Pp8XZ1vCZjQ0Tf6+dIna7y0tr44Drij1MKVCQcCIcnkpQFIu19khpiniu5oGg4P178JhqX+lIkCEoggQs7go1w5ClYp+Cvrgeo3spyA8K5WS9gr6oqtLtIk8T+4Ti0k5g/EWhJaZpoBEliUARrDuEnaRV2v3dFquH9S7kcEThNPpel2/plwWICYcrpcxAHlCoTrDZiWbn5eyLCzI35GIaAlBXZ8pkRBALWDvVCpSx7Vr6+Fy27bVvw90jAK9nb6+paCnZQmoU61SS+gQhKxZ1lLx8O+1fb+8v7+f7XWA53X7frbX8gbrq2nXQxj+uqIofw/8pf/3e4GHXuR9/xfw64Dn//yvwEdhRWk77yqfr2iKovwwEs5FIjHIiRMnOHy4jk2dOhUnlxOObrG4h2pV5/Dhx1e81qlTcVpaLBQFWlos5ue34ThJjh59Dk27MsVA47Ubfwc4caJ9STlWu1/jOdfz/UrfrfbZyEiUw4enKZdv4PDh79Y+B1YtP8Czz6YYHbUYG1u6Asrn8xw+fPiqdXsptrwsq7XD+fP9lErlK9o5qBtw1fa93vKcOxdjaqqIrnu1z4O2vd5rXct3r0Q7v9CYu9bjRkcjzM6GiERk+zSXy1/3eAXRsLh4MUomU99GPXGinUKhyPnzzRw+fOkFy3qt91utDKWStqSdr7WNApufD3HmTIxodOFFl+FabXR0LQDlssXsbIhy2eLJJ+cZGYkyMRGmVKqnnPK8dRSLFhDC8xxOnDgPwMSEeL7Bs3PqVJzz55tr1wE4fHi61g8AIyNRCoVibbwv76P63zFM0yUWc1BVj2SyWqvv1cbz1NQmTpyYY3Q0WatfqVRmYiLM7GyIEyeytbIHnzfWtVAoMj3dx1NPXebs2RSWVeD8+SRPPjnPhQsteF6BiYkosdgihYLO1FTlijE7NhYhlbI4ejRNLGajqotX9J30QScnTmQpFIq1cycnTSIRl8lJs9ZG09ObeOqpy2SzeUZH115Rh6A9R0eTte+CNrWsLqamsuTzOpZlU6lUyWQM8nmd8+cXyWabGR3N19rKdftq5bTtMtnsAufPL9TaLhp1uHQpDshcblkK09NpwmH5+8kn5zl/voVMJoFl2dh2GtCwbRvL8ggElR3Hw3EUPM9m+ZIiAGOqVYtSyeP55y8zOip5i03TpVxWWVgwuXQpz+ysQ6WiMT9vkMkYnDw5TzbbydNPn2dsrIPFRalvpdKM46gUixaOozA2lqdQiGHbDk8+ea42NsfGUmhaiWq1yMyMSaWi0tc3zdmz9Uxfp07Fa9o92WyecvkGFhZKPPvsGKOjzSSTOXK5HjzP5tixOcpljVJJ5dixWS5dsrhwoRfPK3D2bBJdh6efvkw2q3L69LOMjdmcOTNIPq8Tj7uMjU0xOxvh4YdHOHtWvPTl64PR0SSHD5+94l0crB0a1xAnTrQzP9+BZdlAMyMj42haEU3zmJsrc/58jLExk6mpdhxHoVwuk8mUmZtL4jgKmUwZTXMYG4vgOApr1uSZnVUpFuMkEiWKRYNSycNxTPL5LJVKlPHxMvl8FE1zKRY1XFchGnXI5WwsSyWX03AcHcdxAZVq1SIerzI1FcKyZLyI1k0Jy1JRFB3H8cjnbfL5EIbhUq0qqKqH66pUqw7lcgXHiaHrORYXFSBBqWRjmlWKxTLRqIPrWuRyJobhYlkqrhuIHXl4no2ilLh8ucz0dIhyWSccdqhWI5TLJWZmIsRiDuWy4oerqcjycuVdvHLZZmKijOt6qCoUizqOI6F5sZhNLqcSi1WYmYngOALmWJZGU1OOixeLzM3pVCoG0egIhw93Y5rznD7dxsyMDqRRFI9KZYJKpZV83iOXyzM7G6W5Oc/cnIppFhkdjaDreYpFjdlZh2w2zqlTC7V5fGoqxvnz8v4slcq1+SSYOxvfFUBtTgjmH9ddx5NPPsfISJRKpXJda47nnmvi8uU0hw9fWDKXzs9v48SJKQqFIo6zHc+7clnvunD48KOMjq7lyScnr3gvnjjRzsREuLYGOHGiHaD2TgqO97yD/vdnlszJgTU+X8vX5df7Pva8gxw+/GitPK67rvZ38Flw/eXXnp/fxuHDR4FXfg0dmGWpjI2FsSyV6ekSMzMmpZL6guu1F2ON64jGuayxv4I+DMYmcMUcGKzrl/fzSj7V8rmz8TOAnh5p56CujWv2xvpfrd9Wukdgq/l5q53jeQd58snnamVx3R218bNaf1yvn/hS/Mpr+R4gm93J4cPP1v5+ofH80sbawSXPWHA9kPY9fTrOwkK+tmH0co/rF7Jsdiflssbhwy+QZtW38+f78bw+zp+/vMR/vRbM4Gp2zQCP53mfVBTlfuAgArj8vud5X3wxN/U8byr4XVGUPwK+4v85CvQ1HNoLjPuf967w+WrX/0PgDwG6urZ6mzdv5tChzbXvEwlqavtB2tJDhw6teK1EQkTxNE1+xuOyu3TgwF4OHFj5+ODajb8DjI6ypByr3e9qmQCu9v1K3632WSwmZQmH63VPyLp71fIH1tcn6WAb7fDhw6u24cthy8uyWtm+9S0YGrqynYO6wdXb93rL09QEW7bU6eWNbXu917qW716Jdn6hMXetx50+LTT/QAhzz57rH68gu5Tt7bB9e/2z0VHYtEnCCg4dGn7hwl7j/VYrw6lTT3Lo0N4XPG41m5iQHdflXXU9ZbhW+9zn5Gd3t+xId3fD3r3DxGKyuzw0VD9WUUDXDV8s1WDzZhmnwc5+8OwkEtLWwXVAPg/6AWScb9pUH+/L+yj42zDkmHi8zmQI6nu18dzRAZs3d9R2yru7pXyRiNTTL3qtjsvrumkT/OM/wt69HViWHF8uS51GR+W5DYdhxw4Jd+jtvXLMnjkj5bBt2SFfqT8Bnn1Wrr9pU/3cixfl+4sX623U1gY33NDBzp3Sb8vrELTnwkL9u6BNQyHo6IgQCsm809YmjIZQCIaHWzh2DHp707W2amTDJJNh0ukmhoebam0XsCaC/iyVhIkw7D9ee/cOMzZWf6Y1TZ5N0zSWMFgDfRBdN67QPgkAnkhEztm0aROLPkYWCtVZC4ODbcT9NOTRqNRrw4YOHn0Udu/ewzPPSNanUKjOqonFwngetLYmmJ2V8/bulWc2FhN9lLVrYeNGmT+yWXjDG9bVxnPQfwFTZ9cuuW9zc4ytW1s5f17GSKCn0t/fgqJI39xyyxClklx//XphwPT3w6239nLq1DH2799a03JJJGBgALZsaWZkBA4dGqyxLZavDxYW4NCh3ivexcHaoXENMToKjz9eD7saGBhg0yapS3OzjJmABRMOQ2trZImY8uBglCNH5PuWFmhvj9Xasbk5gmXJtbNZSKXamJiQtpmclP4GYeYE9wj0YwJh4OZmiEaNmrhy43gZGjIYH68zZgKhYJCxVi5Lu4l4c5RwGNasaeGyz+8Ohw0cx8E0w3R2gmHE0DQZI2Nj9XuFQmAYIdati9Y0cXRddHAyGTDNGNGotI/jyPmXLwsLZ2aGFS0aNVDVCNGo1P/UqbowdFub/D45Kc+060odUynYsydS0yvq74e3vz0Y37089lidmROJwNq1A3z3u0FfxMlkoLs7ieMIyyqfh7174fx5OcZ1YfPmrto8nsvVn+Ohofp8Esydje8Kac/6/BWLSX/s3buXWAxOnDhxXWuOYlFYTocODSyZS5ubYfPmFjZtqotqL99pV1VZj37uc7B3b+8V78XRUalDsAYY9Xn9wRwWHB+wUjZv3rxkTg6s8flavi6/3vdxo/8wOlqvQ2OZg+svv3Zzc/3YV3oNHVipJPNVqQQbNsjzks+/8HrtxVjjOqJxLmvsr6APg7EJV86Bwbp+eT+v5FMtnzsbPwPI5aSdg7o2rtkb63+1flvpHoGt5uetdo6iyLMWlKVx/KzWH9frJ74Uv/JavgeZMxvH7wuN55c61pZfu7F9EwnYvbs+D7zc4/qFLNBQu9bn+VvfkrIODw8v8V+vBTO4mr0gSV9RlJyiKFlFUbLA/0aYMR8H/lxRlBlFUR5TFOXO67mpr6kT2H3AMf/3LwHvVRTFVBRlCBFTfsLzvAkgpyjKAT971oeAv7uee65m16rBs/z4V0ss8bVmr1M6l9rr7VG31zV46vZarkPgiL1aIVrwwlo3r/S9V+uPq30HL12DZ7XyvNqm61fedHmdVgpXDgCaFwpjaxRBXslWqnPj8VcLo1t+7vJ3dhAO9HKFaAVhXwGzJwjPCpxnRZHrzM8LgBA48em0XKtSUQmHBWAqleSY1lZq4MoraXJ/CQ27eFEAtEC7pVQSR851pUwXLwqQMjAg6xnXFXAlEOxtbq5fc2amLrhcKNRFp4O2LxTqYVVBpq10Wtoo0O8JrK2tniErCMcqlephdgEYFGgXVat1EKMoG/iYJpTLGqGQbAZUq/WxGoQ5gThuQdazcFjqa1kCbARZ0IJU70GWK8+7ej8FoWaBJpPjyD2bmuqhVPl8XS/K82RTzHHqujy33SbjIxCRLpXqdWsMRQvC4IL1ZiRSF1k2DAmXC8LjXiv2enjEa9te1+B53f5vsNfH9bWlSU94npf0/yUa/wGdwI8A/2O18xVF+UvgX4ANivL/sffeYXac5dn4Paefs2d7k1YradWs3uWCDbaMP2zT7BAcSoyDSYBAQmgf9SPFyRXzwfeDGAiJQ0zAxDSDKQFsDDYgYxsXybaaV321K612tb2cXuf3x61n3zmzc8oWbdPc17XX2TNn5u3zzvvecz/Po3VqmvYXAP7fhZDnBwFcD+AjF/J6GcAPALQCeBTAX+u6Lu9+3g/g66Dj5VOYvHmYqX4T88Ejb64u1cFjPxByYbdHLmyCh5jLi1zZCM2UQ86pkCTTgULkUjHiabp98BTK62LC7R7vWduK4DGXzfxyA8j/vCzkvFve2OeDbIaNaRu/W21KzIRAofSFiCgURt1cFiNEwZVOK4JnYEBFXkqnqfRi2GwHvF6qK4TUqatjOhfzxZCuc33S08O8+/uV+jidVr5aJOR2LEZyxOslQdHQwE+J6lRRocKAJ5O8ThQ0otgRB8BCEFHhxTzFx04goEhlj4fkyrlzqizSn9LfogjKZlnOsjJFmggJkk7jgnkYCREhmKQvAH73eEiKSB3EgbOERxefQcmkCmvv9RYOZy/1lhDwEuVLlFDij0favaqKpJbRp9QNN1AdGAiQpEmnMaZsk7EiRJxE/KqpUQ6uAwF+6rpSzM4lzPfn90KGTfDYWMiwx7TClJYbF8iXA5qm/WuBc95ucfi/Cpx/N4C7LY7vA7BpMuUsBJFnF4LZyfKlPHjsmycXdnso2AoehblcB9kQz6QKcTYUPKU6UgaKEzyFzimUfyHCZCahTbLhrco7XWoBKwWPsZjG30VZYXW9kC6F+lBCpOeDecMjJIHkIYqVdJobd4+Hm3uPh4oKTSNB0tsL+P1pZDI0gxDzo/r64o6mpwpdJ7nT30+SYdEi5i/Oh0VdIiTJihUkFSIRkiiiCBHTIp+P3yVyUzyuTPVE7ZJMqkhZEmlM2i6dJikxPMzvbjfLk0xS2SPkl5A7mQzLEQ4zb03juWvWUEEUiagoU1S1ZNHQQKJK6mZ0jiwh4isqmK8QKVVVPCZh4KUuQhBpWuGxAvC6wQuxYTMZ1jMWY7kl/LsQOmvXKsVPfz9NBl0uZfp47hzzFoJnxQo13oXg8flY5vPnSZCFQsy/omLuPWfm8rPPhk3w2FjYsMe0wrQs1XRd/9p0pDMbEBl2IRgHjDGs6KWKS73+RtiTiYJN8CjMhzrMNMEz0+SGmeCxIg8utonWXFHwWOVr7g+rlxdG3ymFomhZpW+EKDXMkGNCGhVqL7Oax6jgKWSiBajw1flgVW+Hg5/ptCILXC4VFUtCo0u46ro6EhHBYBrRKAkgTRO/PqW9TJoKhoa46W9ro48Zr5ekSDKpzK/6+kj4VFVJxC9ltibKGZeLx0XNA5B8ENMhMV8T0iseZ/0DAaXokQhcEnlMwsZ7vUxLzKjEX4+YRRnbXSJdLV2qwogb12Eej45Fi1hWieol5BWg/OKIOZNE6aqvl3D2PE9Cq8fjqtyFxoqsGSMRlicQYP7V1fSZIHURs62GBn73+zlmXvEKoKOD53m9JMDEHxVAQkjSBlj3ykpF0omvKol0Ntcwl9WrNmyCx8bChj2mFeaQ5e7soJTBYFbwXMqwbx4FeyGTi+lqj4UwxuZDHYq9pZ4uyLiY6TYptJA1EzylpDGfCR4rAqQUgsdKBWVW8MjxQs/GYgQMoDb3xvIA402mzH1SyjO5kILHqv/lRY6oOzweVT6pSySSS/SIqZDPl8XoqCJIKipIAkh5LxbCYTr8raujqZA4uxWCamBAhXOvrFRqHTGVWr1amThFo6xPLKbaLhAgmWX0sxOLkUiprCTBJG1UU8N06+tJQkgflZezvYTsEqIIUOZuYp4lZmOiwIpEcgmyQCA7RmK53TzH6H+nqorEihBG4g/J7WY9BEL+iRma+BrKB6eTbScKJFED+XxsXyNZuX69SjMeJ+GzahXNs0QpFYmo8O5OJwmtgQFeE43yU5RNMo4iEfbxXIS9LprbsAkeGwsZ9phWuOQJHqA0ybk9IRKXev2NsNsiF7aCR2E+1GGmFDyz5YPHyreK1feLpeCxynMujQsr0itfeY1KnnyK10Ibu3zmSZMh2swEj5Ax02GiJf8L2UVfL8qfihAGgCJwolESBGVl3MR7vVkMDSlCorKSm3lRdkw3RLXS2cm8GhqY9/AwfxOVzOgoyQhR4fh8yp+MRFUKhdSxUEipcbJZ/oVCqh7ptFL1DAwwD01j+4hKSPzaiDpI2g1Q54kjazkmfSCRS0WFZOwnOnGOj9WxooLpynli+uX1qjJEIkq5dOiQ8sGjafwUEzKPJ5cosoIQWfX1SlXT3a3qkE4DixeT6BL1zcgI1TupFPuquRljRKCYdXk8VF8NDSnVkZhhiZNwGVfGSHZzCTbBM7dRSNlqw8Z8hz2mFS55gscqcogZNuOtcKnX3wy7LRRsgkdhPixyC5khTCemooKZTkzVRGuimEsKHl135FXeGL9btZH8X8wUq1AbWT1jjedbmWgZlV/GT7PSSMpd6DleyETLXG/ZTAMkBoQsEN8yQm7EYiqClISWprIli+5u5dC3rIwb84tB8CSTyu+My0VCJBpluY0RouJxkg0VFYrcEd8ufj8Jio4OXqtpTFNIBlHZxGK5PooCAaUMSqdV+HqXi8SHhEgWclAUK+m0UkHpulqDiS8lyauujsfjcZW+wO8HampSSCQU8WYkZXw+5VTb682NUCUOoKWfxcm0mN45HLmmXlZtrmns1+pqFeVKTMikvrt2qfylftdeSzO5ZJJE3OCg8nUEsE3r6nKjkvn9LKeEARbH03MZ8/35vZBh72dsLGTYY1rhkid4dH1iBM+l7oNnPmxcZwr2RJILm+BRmA/3yUwRPMDsKXiMC1mr3wXFSIuF4IPHCsayGFU6QG77iN8VIL+JVqn5WF0r46MYEWRFMhUbW0LWFFIeWSl4ACpWhIwQdYiEqhYzo3CY5ImEJE+lHOjpUWRHMKhCrBeLJjYRiNPh/n5+b2wkMSIOeJ1OFXnK51NqGCFofD7lG2hkRJlYxWL8feVKZTqUyZBgkHEQDLJ+kp5EqtI0EhcS4SkUUqZHzc0sj6iiZP4xRs9yuVR7NzWReBEnzUKSAEKoaYhEcqNkCSoqlN8n8c1TXs5ze3qUc2VdV+VzOJiumUwyQ8bLkiVKvdXXl7tGbGgg+SPOlzMZmlQtW0anyuLLKRZjvwwM8NraWuVfJ5FQbSRtLBG0ZtJ/2kQxH559lzKKPRdt2JjPsMe0gk3wlPBWzfbBk4u5tEGZTSwEImI6MZ0Ez3zHfBgbM+Wg06zAmCkUkqKXKlOfionWXCJ4rJ5bVuUzEizGfstmp9Z/hRQ6xjLmI5yM/ngmukEpZp5lZconzpUlX5dLOQP2+ahMcbmU49vGRm7SKyqASMSJ4WHlWLi8XIUKny4FTyRCUmF0VBEbiYRS3ohZ2rlzVJAEArxG+rKiQhEeg4MkiiIRRUZUVTF9Y+jzZJLXi2NlISCE8BL1S00Ny6XryrGx389zRQUkEcmM0cqEIJLIXOIXR9Q0uq7q2tAAjIy4EA4rUkTSAthHojCKx0ksLV3KcrS1KZ89Xq/yJyT+eeLxwgoZTWOeUm+A1xjVSBs3Ms3qapYtlQI2b2ZdenpIXg0O8jchgQASQEL2AMwjnWZ5slnmI0qeuYy5/uy7lGEreGwsZNhjWsEmeCZB8FzKg8e+eRTstsjFdG3gF0K7zoc6zGQEltn2wWOVt/htKdX3y0IneMzPNuM1xv8nQ1IUUuaIeVU+wknOM0fRkv8LReACihM8xmslr3RahQUHeL1RwdPfr4iObJaEQ18f/a1EIs4xYiMY5J/HM30mWvE4cPIkyZtoVDnbTaWodhFy6uxZ5l1VlesUWZQ7ov4RAqK9XSlFUin+Jv6HMhmmVVbG31Ip1snn4/U+H9tD05iuEEqiygkEWDYxzwJyTaoyGZ4j/SDqHUlD7lPpn6oqIJPRkE4rx80Ct1sppUStpGkktZJJRSSZzQ7Lytg+TmfhfnI4lBpKomAJslmgpYVt2NxMAsjvZ75btpAYDIfpaPnsWVU3aYsVK3iO+DxyOpW/ndFRZXo2l7EQXtAsZNgEj42FDHtMK8zxR8XFx0QJnothRz+fYN88CnZb5MImeHIx1+swGwqe2TLRKvR7KQTPZMa2Vf6zN7aLZ2quYz6ljLn8paharZ6ZVj52rAgmOW78ni9kuhUk3HYhmK8Vk59gUJEUYp4UCFB94fUqHz11dVTOlJcD4bBrzMypvp6Eg9c7PX2fyZDcOX2ahExlpWoXcUbsdAIHD5KwaG5WPmPEd4vbzfp0dZGoSadJKmga5wRR8YyM8Nx0muRIRQVJBvHhIz6HamuN/odUNCohv3Sd7SjOlqWvjBG0MhkVVt3rZV5CsolvHyGVAOYRDjvGTN9EAQOQUDGGaI9E2D8NDSTFnE72n5TZ4WC6DofyS2QkbcwQ87ThYaU4kvo4ncDOnfxsalJRy8rLORbOnFHtMTLCvE6fZrqihjL7/xHTOCHO5joWyvN7IcMmeGwsVNhjWuGSJ3iAifngsU207JtHYE8kubB98CjMhzrMVBSWudAWViZaRgVPofJNp4nWbLSFbD6L+c4xnyObc1FBCKZLQWDMX5Q65vyl7EYSyErBU6hNJ2qiJaSAbPxl4y4Ogv1+RX6MjJBM8PmUEikadSIc5vHaWkWGmOs3UWSzwPnzJGZ+/3tg+fLcvhH/LK2t/Fy7VvkQSiZJcgjRNDwsJAnr2tCgom0JSSThyh0O/n/mDL+L42Wnk6ZpomQSR9axGEkJMXFzu3PNkEQRZGxX8aOTyVAdk0yq8OFCsBmJunAYSCadqK9nukY1kISslzZLJEh0ORyKVAmFmLeMpUBAEVRyXj74fCyL283IWUbfOytXMn/xN+R2s62XLWP/dHWxH0ZGWL/qavaXlFsgxJPDwfzEh9BcV+8Ac2O+t5EftoLHxkKGPaYV5sHj4uKilEWXTfAo2DePgt0WuZjO9pjv7TofZOoL3UTLqgwCK78rVphuBU+hvC4m8pFNhc4xmq8YMZlNZj7Vq9H8LZ/5s1H1YTbXKpS2QKJZFYJ5wxMOc9Mv5JLRKa8oPNxuEgUSJUmiNaVSGmIx/i4OlouZkRWDrtN3zMgI8NhjJG/EP4s4kfb7Gf7b5wO2bVMKGlEiBQL8P5VS/noGB3m8ooLqllRKER5CGGWzbA+A3zMZ1rW+nm0/MqLaSRQmkq+YqQG5vnSkLeXP5VKh1GtrWa9oVPk50nUVwhxg+bNZJ6qqMObQGlB+gCQEvJBDNTWsH8A+83iUTyRRNEUibAfxq5MP2SzbTepkJMF27GA/iE+m+nqe09zMdurvpwnXuXNUQ9XWMnoZwLxjMV4ryqVgUBFfcz1ylo35AfM8P9/XWjZsmGGPaeKSJ3iA0ky0BLYPnku7/kbYbZELW8GjMB/qsNAJnnwmRoXOy/fbZBU8E8nrYoHlt860EOlldGxsVPBMtgzm/IwvS6zaWDb/cl6+lyuinLGCkAnFFDzmPhkdVZGvjKoVCQ8eDvO6WIwbbzFbGh0FwmEuKJxO5WBZVEaT7fuBAap3Dh2i6Y8oRLJZEhMAiQK3m858xd/N6Cj91YgKRIia0VFeV1nJcnZ28pi0k8vF34QkqahgPZNJkiM1NSqCWCql2tDn4+9DQ8rfTk2N8g0kbSCkhRwTc62GBmWOJL5zxNmyz6f8DcVigNebhqYxL4HRj4+uM52mJl535AjTCoUUcQUoBZL43hHSJh+kXt3daoxmMsCaNWy/NWvYthK6vbqabdfTw3xqa1lmCX1+/jzTFeWS+O7xelneaJTXz/XniWA+vNy4lGEreGwsZNhjWuGSJ3jk7VGxc4wKnvkgk72YsG8ewp5IxsMmeIj5UIeZCpM+FRXMVPM1l8GMYuSN8bfpMNGaTDrTgVLMxfIRLPK/wGwSVaoPnlLa35x/vmet0Sym0AsaMbsp1ObmcSLmMW63agNjiG5xVqxp3MjT7w4JoXAYiMVcY20UCCgidbK++7q7qf74zW+Y1rp1JAU0jZt/IaIAYPt2FQ1rdJTkhpgfCemTyfA6cb4sYdVFReNwUGVidIocDDLdqipFAgn5I+ZREmlL03itrvPcJUtUZCgjmSNkj4QMdzp5LqCicokplLR7czP/p8lSekxBJBCH1mJuputsg1BIRbrSdRWKXBQ8QtQNDioiLx/icZZbIoJpGvtg82am0dLCMjU20iRrwwallqqr4//S/vG4chBdV8drxJeS36/G7UyZ004HbIJnbsMmeGwsZNhjWuESpyqUhLcQrGz+L1XYN4+CvZBRmM5xsRDG2Hyow0w7WQZmT8Fjzjuf+VGp108m/8mmMx3IZnMfWqUSPgLjhreYqZcVzASPlYmc+eWJkRg0KiXM6RVS8KTTxc2zJA0pk9GZr0QzEmfD4hclElEOiRsbuXkX855kUhtzTCwqDMljoiqe/n6a8xw9yk3/qlX87nbTybLXSwfJALB6NQmDWIyEymWXkXBIJNSfkBy1taznwADrJWSPkCNiriUmV243sHgx62wk/VIpRdh4vSosupiNCbkUjeaScrKOks9kkmUQ8kxCsIuzZqeTaclaTdeBiooUenpUdDNAlV+uE3Op48d5PBJRUa0AFTFMfO+IGqgQaanrVOMYzQovu4xprF/PPvN4SDbFYuyXSIRjZM0a/h4KMWJWXx/LCbCvVq8GDhzg9Zqm+mA+rTnnw7PvUoZN8NhYyLDHtMI8emxcPEzEB49N8Ng3j8BuCwWb4MnFfKhDKRvf6cJsmWiZy2BGoXJNdSE8l8eAFSkjqgrjOUJIGM21zCRFKXUsRgpZlcccRUsIASM5V0xRayRr8sGsMJMNvzjhBZRjYFHtyHWJBJUXombRNEbRSqdpciMKYSGGJjIewmGG0n7+eSpCrruOZE55OfDCCyREhoYU6ZVMkkgZGiLRUFlJIkEieoVCLKOEFR8YYF3LylSEJiFbJFpYKsW6X345P4WMAJiv+LLRdRI8QoJJWwSDylzL2GdiemdUVzU387iEA49EWIZYjOctW6bUOj4fyyNmUoAiRaQv43Fg6VKW5+xZkjmi6pH+MJpAiS8hIaAKQYgtyXfdOrbrihUkcqqrqbKqq2Pa4TDbf/VqtsfICB0yd3YqX0C1tTRRO3lSmZAJYTWfMJfnPRs2wWNjYcMe0wqXMFWhMBEFD3BpDx775lGw20LBJnhyMR/UXTO1cZiKmdNUkW8hayQJChE8VteWirmi4MmnjrGC1Tlm87rJlF/Mk/Jda+WE2Oh7R/I3E01G8scK6XTx57sxPyEdJF0hT4z5hMPceEukLQnLLU6NYzEnHI5cgkfKXOrLoXicKprDh6ne2bCBip2yMuC550gGnDrF+i1ezGuiURIHO3aQbOjrI6mQSimzM/E309/PPpG6NjayruIcuqZG+S4KBll2oymUqGvEj45ExPJ4JMIVf29sZF5Sf+lLuVacKJeVMZ9kkiSM0UmymCetWKHMwcrLgWAwhb4+VSa/n/lLqHaplzhhHh5WJJSu89xEQqnBhAAzKsXy9Y2QWJkM29/pBLZsYV4VFSx/WxuwcaMi2SS8eirF8jU1kaACVFj1ZJLni1LK6FPIho3pgE3w2FjIsMe0gk3woDTbeBkwtpPlS7v+RthtoWATPLmYD3W4lBQ8xQi3QgqeqZB1c4ngKVYO8znG70YFxmTKX0zBU2h8GJ+5xo23XFOINBETrWJlNpIPZiWKUcnkcFBh4vWqUNter4qgRf8pzpwoU5J+qT54EgkqTrq6SObs3k3VR00NSYOyMhI/IyPK6TBAEuGKK6jc6eoisRIOMz2Xi2VMJJQDYFHP1NaS/JDzAgGqUBYtUqoY8dEjhJlE8EoklB8kqaP4JxLl0uhorhJMVFiSNkDfO9ks6ymmXqJ8EcfNElkLIIkyMuIc+w4otYvTyXR8PhI8ra3KTxKgiCsh5QIBpd4R0qYQwSPnaRqvXbyYip2VK6naWbKE1ycSJKVGRzlWli/n7/E4z0+llP8dr1eRUWIOKPWW8TNfMB+efZcybILHxkKGPaYVbIIHxTc65gEzWWeJCwX2zaNgtwVhEzy5mA8Knpmax6aDKJlsvkZYKXjk/2IEz3QpeGZvbGvj8i1WNqM5lPHYRE2U85Ebxk1GvjIBuQSPUQEiBEy+cSxKjGIEj9RbokGJqsXhUL5kRAHlcnFTLp+yAZfoTEIiOJ3cxIsjXyNJVAjZLE10BgZI7lxzDcmKQIC+WTSNyp2ODjr1FX9AAM1/qqqo/BkY4HWJBMkDt5vHkkl+F/MfIVMGB0koCInV1ETCQpQ4yaQiy6QdkknmLeZc4nzY6HR5dFS1oZhlyfjxePib10tTpmyWbVheznS9XtW3lZUsYyzG7243cP68b4yElPN0nb8ND/OaREKRXNK+AMk3MY0CVFQ0UfcUm6vknJUrmcbOnSTlamtJfp07R5Myn491ikR4bnc3v69aRQJueFjVTxxZV1SwvEb1znx6Hi6E5/dCRinPPhs25ivsMa1wyRM8siAodo6t4CHmw8Z1pmBPJAo2wZOL+VCHUk1XpoqpmjpNNd9ieeeb06ZKTM0VEy0pS7FyWBE84jdGFA0T9SNjTKdQefIRbOJ3x0rBY/zNinTKZEorr6RhjPRk9Gsj3yXSUzisQoR7PEpdYiRbXC5u1J1ObvKlLIWQzVJJMjAA/P739OuSSHDj39VF9crwMAmeV7+aCpdoVBEofj9w5owid+JxXut2s6zxuFLteDzKv42us6zSVsuXK+fDQpAJMaTrrFM2y2OStxBdon5xOHKVMUKgST2l/7JZklK6znOdThWKXdQ7DocK0S6Knbo6oK9PeYkX5Y7MaZLumTMstxBGQjBVVrI8Ej5eyiR1LgUVFfQbVF7OyFldXXS2HI1SqbNzJwkuidglTpdHRmhy19WlCMHaWtVPxuheVqaLcx32GnFuw6zgsWFjIcEe0wo2waMXD0FpK3gU5sPGdaZgt4XCdE6qC2GCng9j41IieID8ZEuhck1WwVMszZmG+cVEPnWR2QeP0dGxoJgSyAyjeZPVb1afxjIaQ2rnM9GyKoMxglYxBQ9AYsT4bNc0ZZpmjN4VCvG3aJQEgdutCCDx41JWpvzBCMFTrAx9fSQDfvpTOgd2uZhGRwfTHR6mMuSVryTB0dnJdJctYxp9fVS5iFInGGQaEilL7ndxUDw6yrZraFB1KS8n2dDTw+slgpixLTSNJIWxbyRNIYzEJGx4WBFxAvEFlEwy7bo6HhseplnY0BDJk2SSaTY2kngZGlL9k04DkYiawMTkSpRUZWUkmM6d4zHxj5TJ0NRNym8k5YzkTqE1odxLq1ez3qtXs49qapjn6CjPWbeO/w8P87fhYRWCfdkyKrWkTcvLqeo5f55lEIfXc/0ZYmP+wTbRsrGQYY9phUue4AGKEzb2hKhwqdffCLstFGwFTy4WQh2mE7NlapBv3pYNZyECZyomWsXSnEmI7xNzOcwwk0DG78Yw6cXUOFawesaKmUs+8sjoZNmooDWWQxQZVm0qTnxLKV8qpcJxSz5OJ+st7ed05hIC0ahSn4hpz+go8xVSwudTvmsKrTPOnmW67e0kPKqreXxggCqUVAo4eJBkQnMz/0+lmI+QWKOjJGaEYMpmVZQpyVucI8diPCaOjd1uKneEyBHCSiJNiVpHfhfFkpwn7SMmVOLMWa4x9x3ANITIEF800q/ptFIRrV+vwryLUujsWSCTYcLi60fyjUSo0JF+CoVySbjychXKXEyzpA8lf3FcbQWHg2ksWsT2r6lheTZuZP3b2thHLhfLEAqxT3t6OGaqq5nfwYNMT5xaA2yz+ep7R7AQXtAsZNj7GRsLGfaYVrjoBI+mad/QNK1X07TDhmM1mqY9pmnaiQuf1YbfPq1p2klN045pmnaT4fhOTdMOXfjtK5o2fV04EQWPcbF0KcK+eRTstlCwCZ75h5ls46n4spksCplYGQmeUq6fzwoe5pfrgyefgsfqu1GBkU9pUwxWarFiZgJyXFQi4lNHIOXKZ/ok5kXm8lrlMzrKTbtAfP0Y/cdIGSIRZbZUVUViIJXip6hiFi1S+Qu5kC9U+vnzJBxkw79qlSI0jhxhWdrbge3b6TvmhRd47IoruBYZHOR1oRCJgepqEgkdHWx3IUCkLeJxrnl8PqazdCkJBmlfY900jddHo7nED6CiXLlcytmytJcQPBJy3Bh6XPrN5aJ6yO1mHZqa2BYVFbnmb5WVvH50lIQQwPYQiLNmcU4sJl0DAySJIhFFTAWDbCdZ8wkhJQSdpNfSkn+8SB8BwLXXUjlVXc0+7+tjKPu1a6k4ymbZJhKafnCQ7d3RQeIOYDs0NQGnTytizrwmnW/Pw/lW3ksNNsFjY6HCHtMKM6HguR/AzaZjnwLwG13X1wD4zYXv0DRtA4C3Adh44Zp/1zRN6JR7AbwXwJoLf+Y0JwVdV29LCp1jnBAn6mRyocG+eQh7IlGwCZ5czIc6zFT5ZuuNbiGCphT/PFPxwVPMr89MI5vNzTRfm+QjbswmNhMleEr1wWOVrqhopC+knKKsEeLEDCErSimfOOWVfCXdZHJ8eUTpk8mQQJByqYhVOhobFfnhcuX3wTM4SJXNE0+QiKirIxHgdALHj/OaF15gZKbLLqM6xOEA/uiPlDmSUTVTW0uCoadHOU12uZQaSddJkrhcJB6WLKEqSHzBGJUwojrSNOaRSLA9xbxK2kaIIyF3nE62i/jLcbnGq3ek7Xw+pp1KKR814k8nkyHxIRG+3G4SINJfAAdLMKjKPDDANoxEeI04iZZ1WzBI86yGBv4ufSplFwfThV76CYnW0EAiqL8f2LSJ40KcJi9dyr4dHSVRJqHk+/robPnYMaUwCgapBDp6lFG34vFcv5Ay1ucL5sOz71KGreCxsZBhj2mFi05V6Lr+ewCDpsO3AvjWhf+/BeCPDMe/r+t6Qtf10wBOArhC07TFACp0XX9G13UdwH8brpkyJmKiBdgEj33zEPZEkovpbIv53q722FAoRS0zWyjFREvOmwjmnoJn/HPLXA5jhCMgVy1jJngmmv9k/D0ZX6ZIP1mFe8+XtqhNihE84p8lGFTnioJHCAI5JqHE5Zq6OpISDgfJFiFF6ut5vfiGEWWJse0iEao49u2jP5ZVq5Rj5MOHmc7evTy+dCmjarndwC23kIBoa+P5QvD4/VSGdHfzf4CEiOSfySiCRFRGjY0kKADWTcyDjNHC6O+G54jqR9NyCR5xPg0ockZM5MT3jfSjEIQ1NcxraIhlOXdOmVaJeVZLC+snvoCEeInHVTvK+s3vZxnq60n0eDzKFC2dZtrRKI9L3wK55oc1NWyTQmvCigqWZds2qm4CAfrU6eujsmjNGp4XDvNPSCoh+oJBfu/t5XkrVrCufX08V9pN2mo+rTft597ch7mP7P6ysdBgj2lith4djbqudwPAhc+GC8eXADhrOK/zwrElF/43H58ydL3w2xor2bptojXbpZgbsNtCwVbw5GIh1GE6MRttIXN3sb4oprZZCCZaVnW0KkcpCp7JlH8qz0yjYkfUPEbix2oDLOeVkm8oRJWFEBdGv0CSjihwRF0xOqpIitFRFY1J1gf19WqjLiZaxnaLx0loHDtGgueaa0hsBALA008zndZW+nLZvJkEUCBAUsHl4jX9/SQphMw5f56kgd/PMkiYcSEyxP+Ox0NCQtOUikXKLSZMFRUkXlwuRZJIZCfxq5NK5faDhCL3eNgW0maSv0SHkhDt5eVMI5VSJIiECHc6VWQvUfiUlfE8IySyl7Sx18t0R0aU7yDp04YG1dc9PWpsibLJ5WJbSwj4fPB4WI7aWjq6bm5mOfv6mO+WLWp8JJMq33CY5NHwMMsqUdu2baMPn+XL1TgxO/ueL7D978x92AoeGwsZ9phWmKE4KiXDqlv0AsetE9G094LmXCgvb0Frayv27Okd+/3YsSBCIb5uymavQW/vGezZc9YyrSNHgheiY/D8TOYqxGIx7Nt3auyYEca0jf8DQGtrQ045rGC+ZiK/W/2W71hHRwB79vQiHr8ce/bsHTsOIG/5AeDw4TqUlw/C6819lRoOh7Fnz56CdZsKzGXJ1w5tbcsQi8XHtbPUDUDB9p1Iec6cSSCVcqCtLZFzXNp2ImmV2qcXo52LjblSzovFnOjr8yAWUyvTUCg84fEKAOfPe+H3Z1FZmRo71tragEgkira2GuzZc6ZoWUvNL18ZYjFnTjuX2kbG8wH212TLUCo6O1cDAOLxJPr7PYjHk9i3bxAdHQF0d/sQi6nX3bSKJdrazo791t3NkMNy7xw7FkRbW81YOgCwZ0/vWD8AQEdHAJFIdGy8m/tIvp84UYlMJoyRES/CYV4r9S00nnt61qO1dQCdnRVj9YvF4uju9qG/34PW1tGxsstxY127u1M4f74B+/adw+nT1di3b2isTmfPNqCiYhSjo2709qbQ15eEy5XNGbMyptvbE2htrcHgYNyy79gHi9DaOopIJIpQKIxkUkNnZwCDg5GcOWFgYCP+8IfjqK5OobNz9bg6SHt2dlaM/SZtmkwuRk/PKMJhF5LJNBKJFIaH3QiHXWhrG8HoaA06O8NjbZXNLgUAZLM64vEEBgf70NYWQn+/B2VlIZSXp9HeXoZYLA5dBzo6yi6Y8GQujJUwzpypwMBAAJGIH4APuq4jFAojGvUC8Fw4LwPACfVI1qAe2zqyWQ39/T2IRivR2noWnZ0VSKc1uFxZpNMODA/7cOJEP3p7fQBi6OwMYnjYDb8/gsHBChw61I3z52sQi6UwMFCGVKoS0WgCIyMpJBI+nD/fj8FBSlP27TsNADh+PIihoSqcPBnG0FAC2Sx9EFk9F44fDyKZHEF3dxrx+Db09YWRTqcQiSQxNORCIlGL8+dD8HojSKUcSKcdiMUcGBnxoa3tHDo7A6iri6O1tQr9/QGUl8dx5MhedHX5UF+fxMhIFO3tZejvdyOdduCxx/rx5JN1GBpyoa2tDJs2DWPvXhdGR/04frwaPt8QDh2qQjCYRlXVAB5+uBKJhAvNzV1oba3CQw+lMDjoQU9PGTTNg1gsA8CP4eE0amriiMddcLuzCIed0DQd2awDgPNCyPUkPJ4kRkaAaNQJhyN+QXnkxfCwDk3T0NWVRW1tGj09HsTjXjgcOlyuDKJRJzQthVjMh0wmg2zWC4cji2g0i2Qyg3Ra3pSlMDTEpWU6nUU6rQFwXFBfcVx4PHHEYkkMDbnhdOo4ejSJZNKLgYEUABcGBpxYvTqEkyeBcNiJTKYcsdgI4vEYgOax/nO7o0gmM9A0J7q7s6itTeLkyQxSqSBGR5NwODTE4zrKyjJob08jnfZjeDiOoSE3stnABSWWDkBHZWUSuj6MoSE/OjpcANSawYh4PAG3uwOPPaYhEMgiGnXiF78YxKFDFTh7NoBz5zrxhz/UobY2gbNnK1FZOYqzZ+sRiSTQ3BxDfz8wMOBGPL7ywv1zCu3tVVi/vhcvvuhFT08Q0agTiYQTTmcSDgfN/ozzu8x/Mm/IfCHzeE9PGdraKLsy/25MIx4nkyXpyfyTza7Bvn0H0NERQCKRKHnNkckAR4404Nw5H/bsOZPzbBsc3IzW1h5EIlFkMlug6+OX9dkssGfP0+jsXI19+86Pm29bWxvQ3e0bWwO0tvLdsDyT5Hxdv+bC7yfG5mQjjGtd87p8os9jXb8Ge/Y8PVaebHbN2Hc5Jumb0x4c3Iw9ew4BuPhraMG5cz5UVqZx7pwPgUAGtbVJnD3rL7pemwyM6whJ17iGkPYHMDY2AWDPnpM5fSTrenM/W+2pzPsY4zEAWLKE7Sx1NT6fjfUv1G9WeQjy7fPyXaPr12DfvgNjZclmt46Nn3z9MdF94lT2laX8DgCjo9uwZ8/+se/FxvPUxto1OfeYpAcA7e1J6DpQV5fM+W06x3UxjI5uQzzuxJ49L5R0flvbMuj60rE1uYyfUjiDQpgtgqdH07TFuq53XzC/khp0AlhqOK8ZQNeF480Wxy2h6/p/AvhPAFi8eJO+YcMG7N69Yez38nJg507+73AAa9aswu7dqyzTEonz9u3q/MpKH3bt2jWWhhHGtI3/A3zbYyyHFczXTOR3q9/yHSsrY1l8PmD37t1jx4H85Qf4hvC66/jG0og9e/aMpXMxYC5LvnZ48klKns3tbHSgWah9J1Ke5ma+oVu6NPe4tO1E0iq1Ty9GOxcbc6WcFwrRNCAUUsd27pz4eAUoc5dwvYLOTkZT6e0Fdu9eWbywJeaXrwzHju3D7t27ip5nBV3n22ddL/1+nMqYfPBBfjY18b5sagJ27VqJsjK+zV+xQp1rfLOxcuXKsd9EBSD3Tnk521rSAXhc+gHgOF+/Xo13cx/J93AY2LqVb7gvu4zXSn0LjefGRmDDhkYMDan6rVihfHds2KDKLseNda2vp+PanTsXY3gY2LVL1enoUV4/OEgVxrJlfDNvHLMyppcsobqipcW67wBg/36mt349z4nHqbrYtCl3TqitBV75ynrU17PfzHWQ9hwaUr9Jm3o8QGOjf8wHSH09FQseD7ByZS0OHwaam6vG2krUFU4n4PF4UVtbj5Ur6+Hz0QlsbS3PWbEi14xG6rRxI+stahMZP9XVNTDylprmLvjmnlGJmtHTA2zYsAFDQ5w3RSmRTAKrVtXC76d5SyTCei1fTqXF2rV16OlhedvbRWniQUUFFRNLly4bi8K0axcnjXSac8aaNcrhscMxfl6WSFHXX68cD9fXl6G+nsoLn4/KmerqMqxezfHicgFdF1YfO3bUIxhUZauoAOrqzmDbtsvR0MC8N2+mH52BASpbmpo4pg4fBt7wBsDhaEZDA3DffcxveLgCixZRCdLVVYvLLmOe69bV4uBBlrm2VoVlF/Op8nI36ur8iESUSVZVlYrk5PcDGzb40NfHcjqdHPfxuFLkiI+axYs55mpq+Lv4Kayqwtj9CKgw8WI6R5Mi95gCxTgu5DyXC6irc6OujnmtX8+2W75c3Y+hELBlSxDnzyunw8uW+ceiixEpBAIBuN3KHGvDBuCll3i+pvlRXs7xtWYN82hsBNLp8pz1i9PJe277dh9Wr67AyIhS+FihsdGNnTs34uRJ4NZbqaZavZoqnM2bgauvXoXubt6fZWUcR8ePM59rrmHdHntM5b1jxzr09QG33roIP/sZ2yQc5nmNjayb2507v8v8J/OGzBcyj4dC9PUDjP/dmIYooiQ9mX8cDmDXrl0oKwNaW1tLXnOk02w7r5fPAOOzraYG2LChFuvXK99O5nmD9+huPPggsGtX87j5trOTdZA1QOcFXb88k+R8ec5t2LBhbE42wrjWNa/LJ/o81jS1hu7sVHUwllnSN6ddU6POvdhraMHJkxybJ0/yfl+yhErCYuu1ycC4jpB0jWsIaX9AjU0A2L27OaePZF1v7merPZV5H2M8BgChENtZ6mp8PhvrX6jfrPIQ5Nvn5btG0zC2nywvzx0/+fpjovvEqewrS/kd4DPFOH6LjeepjjVz2tK+ixezTY2REKd7XBeDPF9LvZ+ffJJlljW5jJ9SOINCmC0TrZ8BeOeF/98J4H8Mx9+maZpX07QVoDPl5y+YcYU0TbvqQvSsPzNcMyWUYqJllnvZJlqzXYq5AbstFGwTLQVbpm6Nme7TYk6Wi5kdTcXJcqE0Zxri8ySf+VU+GH3wGNOajE+QUhwzm8sox8xOlc3mBVbP41SqNDMXiZ4laZvLJ8SQhO2OxXju6Ch9uoTD3ByMjHBT7XQCVVUppFLKUa44etZ1mlGNjgKPP05Cw+HgZmvvXqY9MsLzN24EXn6ZG/yrr2bZDh+mWZbLxWtDIZr7SFmF7BNyJxBgmR0OfgYCyvRI/BM1NiqCKJPhBisc5nniiyeTUaHUxaeRpCMbdUlDnDfL2DH7cdJ1lsXlIung9zOtdDo34lh1NdMJh5Up2MqVKtIY+zQLTVOmWBJha3RUmYGJb6XBQUV+hMNMT/pb0/iSRhblPT2FTbQaG7k5rqwk6ZtK8ZpwmP02NMQ0o1H2bX+/+t7SoqKjSXstXsw0VqzgOTJuZczPp2fhfH92XwqwTbRsLGTYY1phJsKkfw/AMwDWaprWqWnaXwD4HIDXaJp2AsBrLnyHrusvA/gBgFYAjwL4a536bwB4P4Cvg46XTwH45XSVcSIEj9hqX8qwbx7CnkgUbIJHYb6X/2JhNgge46f5N9k8FXKybDx3onnnu2Z2xsb4TK0IF/MxI7Eiv0+m/BLK2ip/86e5TFIOcXws5xrLZEYyCUsViTn90VEVhUnSE2fO8ul0cgPu85FUyWapamlqUr5eolESNB4PCR5NU0SYOCru6+N1P/whFTiBAN/gHzzIt9y9vczziisYUamuDtixQymoTp9mGRobgVOn+F3SB5S/G11nnajcIoEgvm+8XhIMQv643SRnjKRCLEbViaQp4c+FPNJ1RXRJ2wshIkogiVxlVPbIp+QbCpGo6uxkO4TDJHbCYSr9RHkk9Vi1ivUWeDw6JCqYlLmzU5FQmsZyLVpEgqe+noRYOs3z5RyjAjAU4rlWzrwFbjf7Y8sW9kckwr51u1VUrUyG7SwkYDjM9FtaWEZxbC0EXEWFcvZs9vNoO1m2MZ2wCR4bCxn2mFa46FSFrutvz/PTDXnOvxvA3RbH9wHYNI1Fu5CuerOTD+bBcikTPPbNo2C3hYJN8CjM9/JPN2ZL0VRMwQMUVuhcDCfLszE2SimHqCuMm0kjwWLc8JoVM6X0r9U1xa4zEjtSLlGEGENfW22AU6nc57RVG4yOKvMXYz9L2Yxma6L0jcUUSbJ4sTKjEVMzlwuorU2MqX5cLpbv/Hleu3cvsG4dVT+BAAmLM2dIGCQSJCn27ye5s2oViaOODpp3rVlDouDwYV4jIdjlBZXkFwgoJ8ubN5MsEnWOcb0jqiqJPDU0pNpNTCWEnBI1TyKhFE3SB8YoVEIyGaOXSR/pumrvUIh5+P0ksCorafYWDLLc4uw5HqfCShxAG83D3G4qeCoq2H4NDcCBA+w3GTNeL0kdqXssxjxFcaRpNLUuL+fvJ06wPsYoXWaMjLA8a9fy+9AQr127lu2TSjGNRYuUk+7eXpr5ezw0+xy8EFd20SKOjfp6lknayUgQ2gSPjemETfDYWMiwx7TCPHp0XDwUInisFsK2idZsl2LuwG4LwiZ4FOZy+Qu9mb5YsFKHzGS+xfqjGBkz3xU8RnOUYuWwUvCY05rMhlPCPheClRmZ0SxL17l5NpfTXB4hHIqZ1w0OkhyQc40KHlGuGI9pmvJXk05zUy5ht8NhtTaoqEjnmE319pJkeOEFkh9r1/J4Xx99X3R1kTRYuZJlWraMJkOxGAmgc+dI+Dgc9PNy5owiQYwklsej/JYFg0xD6iDlqalR5Zdw4dmsIiXEd5hRASWEiUTQku9iniXRs1yuXOLOSI4JYSFmZKEQia72dkWY1dayHZqaWPfhYZVuMAg89ZTKS/rM41FRzAYHmaeEqk+n2W79/eyr8+dZlkhEla2ykgSdKHE6OlQa+RCNkpiprGR5xGfOpk2KuEkmSQBKuPbBQeCqq2jalU5jzGfUZZexP4UslHt1vkbRsjH3YZwT5/JaxYaNycAe0wo2wQNlu20F20QrF7P1Nn4uwp5IFGyCJxfzvfzTidkieArlWcoi10jwTBRzieApJT+r8ppNlvKlV0r6+UghM4FiLpPxU4gKOU+IH/N1iYTyf5OvfNksN+ZCaJgJHl3nRt/sQyadVmZKwSA375kMN/2pFNMLBLJjapVolIqN/fu52W9p4fohHOZmv6eHx7duJQFRUaHIna4u/r5uHYmll15imX0+qlWkjlLuYJDlqqmh6VMqRfJEwpp7PMqptPgIymSYVzRKB8pybihElVE6rQgdyUtCjwuhE4vxN3GabUUKigLK7WZd6Hib+VRW8rO8nGmtWcNzxDyrrIx1evJJlSYdNuuorGSbVFWx/URl5HQqkytRI0kAACmjOJkuK2O9zpxhvmJ+lg+aRoLH5WLfhcPMY+lSftc0kkVNTfwuZnyNjSS0UilVhqVLSWQtWqT8L4mKSsa2reCxMZ0wK3hs2FhIsOcghXn06Lh4mCjBM58euNMN++ZRsNtCYToXCvN90TGXx8VsKHiA2WkTM0Fg9Xs+/y+ChaDgkY1iIXWOkDjGY0YCxejvZjIvOETtkQ+F7vlMxrocAvPzWBwEF0p3eFhFyLQikiR9cbLscHDj73KpDbsoXkZGuKHPZrmJl+tSKap3XnyR/nJWr1aKl9ZWmvb09tIx75kzJG3EfKinh4TE+vVU7Zw9yzJ7vSQDxHEzoEy0slmeL1GofD4SFvK7EEKihHK7qSLKZplvMKhMmAYHFcFjXPOIw2UrGM3pjMSY9H0gwLJEIsqPkKhVhAyrqlKEkOTj87FsZ8+qNGlWpyEQYBplZcq5styzlZUkWOrq2M5CTkkZJVKjy8UydXcrhVIhBIPKb1NHB8st0d/EWbQQfOk0y93QwDbVNBWRzutlXg0NueM0k1H3mPmenOuYy88+G4RtomVjIWO+7x+mE5cwVaEGwkRMtIDct4OXIuwHAmE/HBVsBY/CfC//dGO2HrjFTKyKmXAtFAWP0a+HoJQxalbLAJNXFJifmcY2zUeySf5CsuRT8JjLY1bwWEHCcRvLYDbREhWPHItGufEeHOQGPxIhaRGPk3xxOkkmACRKenroUPeJJ+jEV6JQPfccz+/tJenT20t/Oz4fCYizZ1mHFSsYbenkSeYRDJK0EBMr8b8jCpWWFtYpkVDtJCZb0gdSx2SS50WjXP+IQ+BIhOmNjJAAkYhc4qRZ/BJJmxujaVlFIZN2dLuZj5iMtbSQUKmoYFvV15OM2biRdR0aUsTQsmX8LmZN0l8uF4/V1CjljKiJxHm0x8MyyLWJBM+rquJ1ZWUsU3s7fwuHi98X4iQ6HmffxeO55lmxGMfB0BCJNvkeCrG9JCy0EGrLlzNvn0+NNxm/Vgq1uQz72Tf3YRM8NhYy7DGtcEkTPLJglAVSPpgHi7wdvBRh3zwKdlso2ASPwnwv/8XCXFLwlELaXAwfPDM5NoqZxlkRPmYFj9X1k/XBUwhWylgjkWAuk5UzWoGE9BaYy59OcyNfVaXyNhI88plK5RIVsRhJh+FhkgMjI8oJsZAJtbVAOq2ho4Mb+t/9jqSFz8drjx4lKXD+PE14Rkfpe8ftVoQLACxZwjDp3d1Mu6yMJIgQLGVlzMvtVm0rDp3FAXJVVe4YdruVb5lwmOSQ06nImcpKpfhJJEhkSMhzMecSok3aV5wRa5oie6zM+crLVZj5QEA5UA4ElF8lgEoY6R9NY1m2bqVSxugXJ5sFysuTiEapBhIfSIKqKhIujY1UKYnZlLTT7t3MW9NYjq4ulj+TUb6UCsHjYT8ODbFvFy9mfi4X69bQQFWWKJH8fvZfe7vyLdTQwHNXrWJ7e71KMWWMajaffD7az775AZvgsbFQYY9phUue4AGU3NYKVhuBS9kHD2DfPAJ7IlGwCR6F+V7+6cZsKnjk06o/iplnTZXgyYfZUPCveS8AAIw2SURBVPCY8y3WJnKOECnG3ydD8FhF0TLnZYbRZEpICCMRZSRfjEgkCptoDQ9TOWIOo26up1HRA5AgECVPfb06L5kkSeF0ijNfH4aHgd/+luRNVRXXDEeOkAQ4fZqb+1SKm3uAxIf4YFm0CDh0iJt/IQtE/QKw7CtWKNOmJUt43O1mOg6HIi+Maievl2SGOCqurycxIr9XVPB3l0tF3RLCw+xvx+m09lFkNV7cbmUOJ86pu7qU75uqKipwFi1i/uL0WUzHVq9W6hiBw8EoWoAyhzOaFIr/IYBtKGHLRWV1/fWqfp2drJe0nRBL+ZDNst3b25W5mRBMFRUkfSoqqMTy+XLboKNDtfnq1WyP5ctZbymPsd/mmzsA2zxi7sM899prFRsLCfb6W2GePT6mF7KAs020SoN94+TCbo9cTGdbzOd2tcdFLoopSWYCVuY/VsfN5xQjgUq5tpTjFxNWm0TzRkzXxx+Tzb2RTJmsosDqpYhVnlZlNJpJGX2SWJloCelQKET6wECueZacI75ZJF9RUwiiUUXo1NQo0kmiMnk8/C0e17BnDxU2zc08fvIkozn19JAQ0DQqeOJx/vX1kRRwuYBnnyUZEYvxelEYC0mwZg3LtXQpyyHtk0wyTyFfhKyQdnO7SZQ4nczH71dKGU0jKSTRtYRMM46BZFIRPOZ+M5NhxnYtL2faEq48m2U6VVVsUwmJvm2bMnuSOtfWsi3MYctpIuVCXR0JGjFbE/XL0BCJsaEhpd5xOPjb1VeTWMtmmXZfn7pWSKpCL/2kTXp7mW5zM9tV1DpVVcovk6iUqqqAtrZcJVFTk3LUnUqpT0CN3/lI8NjPvrkN20TLxkKHPaaJefb4mF7Im6yJEjyXqomW/XYmF/bDUcFW8CjM9/JfDMy2L4l8BI/Vb8ZzpttEq1B+043c+Xp8pqUoeKz+n8ymU8gGM4zEkdXvxhDvQlQYr7UyzzKrL4zpkoChOZL5HEnbHN4bIDEwOqrq4fORZEgmSVIYw4rv21cNr5d+Znw+4MABmmSJzxmJghWJcA0yNESyJpEgaZBKkQBZskSRNR4PlS8NDczruuuo/DC2QWWlUslI28lvuq5CvHu9ooBhGVwu1l0UJFJHp1MRDhJ23GiSZVTvmMkxgUTBEn8z4ptGTMMkPLnPR+LL4WB7iknZ2rXAD34w3vFxeTmQTDrGQqsbiVhR/ug6iSOJWgXQlGrTJuaVzZIcEjJNrvd6i68Jh4dJjgWDLMvQEPtoeJjEzenT/Dx3jnn6/RwHZWVK7VVZyfFgJNXEvE7uh8kq5mYL9rNv7sMmeGwsZNhjWmEePTqmH0LwFJLjWknJL2WCx75xFOz2ULAJHoX5Xv6LhZluE7P6pNA5k71+ounOhg8eEg/6uN+M5bCK1mM0uTH6SZmMgsfKRMv4mS9/+c1IVJgVPEYYzbOMaQiGhqimsCKyjJ9CaMh3t5tEgpgrAUp5ImHGg0Hg8cfpg2fVKuZx4gRw/LhSpQSD3PCHw2zTUIiKnK4uEkCibmluVg6OxblyczPzf/3rSR6I2ZTUxUjuGKN/iR8dcQ4s7SmmTE6nqrM4QZY0zSROMslrJSS6Eea+EFOxykoSH36/CmMeDJIsqqribytXkkATH0TpNMmQlSuBp59Waco4crn4v/SJhBYX0q2ujr+JwsrpZJ47d9Jps0S86u1VoeAlXZ+vuF9Gca68Zo0ih+rqVKj7/n721/nzJJSiUY49MTXzeFjuqirmL/53zCZxVu06l2G/BJz7sAkeGwsZ9phWsAkeFCZ4gPGDpdj5CxX2jZMLezGjYBM8CvO9/NON2dqoWPlWscJCV/BYKSvM5bD63WieY1RQTFRRUMzMzdjGZtJJPqUMQjjIdzNxVEzBY2WeZUzPmJ/RybPTyQ19KpXr4yabJTmj6zS/6u8HVq2KwOnk8WPHGA7c5eJmvqKCm/xMhhv6deuAgwep9BAzoRUrlNqmspIkR1kZ67VjB/+vrFRkltGcSK5Lp5UJWSiUq9wREzZpT11X/nk0TYVKj8eZjvSLkD/iyNkMIxkkbRoMKrJl+XKSObpOAkUIxHic5lniD8fr5f9VVVTHnDkzvi/jcaC8PIWeHnVc1D9CbEUiynGywwFcdRVVUaKaGRxUPolk/AUCLFtNTeF5YWiIJN2mTco3k5Sjt5d5dHWRcGpu5rhzOjkWAOYTDLKdk0nmKeUQss08ducD7Gff3IdN8NhYyLDHtIJN8KC4Isc20SLsGycXdnso2ASPgk385WK22qMQQVPMNKjY9aVgroxhkhRaQUInXx2tjk1GwWPV/uZjhfI3qnbku1HZI0gm8z+fEwlu7MvLrctiDpMu5IYQPqkUN/WihEmlSBD09/P4yAiwZQvgdOro72fErBMnSKbU1XHTPzqqonM1NwPPPMNjYiol4dddLpZz3TpFDt10kzLtGRmhyZZZrZRMKlO2ZFKFb5c/XVch1oVQSqdZJ/GRE4mwHGIqJfeAhBoXksgIcz9oGvMoKyPB5POxvLGYIpdqa5WiyuPh8WhUlW/TJvojMoZHF/Cc9JgSR0gdidIVDrOM8bhyrPza11L5NDLCukpfyDiS9hfTsHzzljjVLi9nX0SjysdQZSXJnGCQjrJXreLxZBKorqZjZoB1bmlhnpEISa1kMtdRtPgMmivzSCmY78/uSwFTfa7ZsDGXYY9rhUua4JFoBoWiYlkNlkL22QsZ9o2TC7s9FGyCR2G+l/9iYTZNtCaTt1EBNB8VPAKjTw+BlelxKQRPIUIsH/L5ETFuoM1EjpGAE7WIWUkEjE9XwnxbIRq1Vu9YETySr4wfUbskEtzMA0q9MzBAsmDTJhIZ4bALx45RjaLr9K/j9XKjn04rHzwvvaT8uZSXi18Z/l5VReVOMkmSZ/VqHvd4SGKsWzd+HSIkFMDrJBS80awJUASKmEOlUop88vmUuZmQJJrGdjX6qZGXY8Y2NPeLkDq9vTSL6u9XpmLiqDoUItExOsp2EOLM5yPJ8uST1gpApxMIhTxjpJXHo/wDiZJHTK8cDuB//S+aU7ndPP9Xv2IdxMxM01iuQIDEU2Oj9RgClGPsNWuU/5/aWo4FuT9EySMRwLJZtml3N9OoryfBJ+eKyZuR4JFyzadnif1yY+5jKqbHNmzMddjrb4VLmuCRqBiF3khaLYQv5ShaNhTsiUTBJngU5nv5pxtzwZdEobwXqomWOb9iCh7zObK5l/+BXMe9ky2H1fFC7WVlJibXmeskDmvN1wIkLPIRPMZPMf0SIkSc3+o626GsjOedP0/Tqp4eqjNEHXLsWABnz5KouOwypiVkSXk5yYCDB7mOkKhaEqLc66WPnuXLSai84hXAxo25IbTXrs2vUorHlePnmhoV8hxQRJ/US8KCZzJUnoTDzEciOknIclHGJJO8zqovzONJ/OHI9Rs2kOAR86NAQBEfK1dizKQtGGT5KirYDqdPqzQdDlXvYBAYHfXkmOxJxCqJpCb1a2mhU+r169k/sRiVU9ms6muPh3UvK6OJnES6soI4m960ieServO6c+eUnyExixPSKBplHvJSUSKsiY8lQJmTyZrUymxxPmC+lfdSg63gsbGQYY9rhUua4DG+kcoHq8FSzAHfQoVN8IyHPZEQNsGjMN/Lf7EwGwoe+bQiN4oRT1N505lvDMzG2GAkqvGVKET4AGqzKX5BJC0zSmmffFG0RLGQz4zO+JuxL6zOl1DgVvkkEjwu6hszjKZY8in+fIQ4EmfFlZUkZs6fJ1Hj93PDnk4zUtK5cwEkElRvACQVMhnl1+X557nZHxwkueF2kwAoKyMBtHw587r8cpIANTUsf20tlT/5CDZdVwRGebkia8xOqjMZ1ktChwM8PxRShJCQEcbIYuK7x8r/jrkt/X62U1eXUujE46xrJkNCrK+PdRIzqkSCfy4X1TGnTyunxJKu9B/VOfqYeVk8rsjHZFIpc7xe4A1vUCZXDgedNvf0KLWTpvE8n4/kTnk52zEfJIx6WZky2RsYYFtVV1OJlErxd01T5FxXl/KNtHw5r8tmFWEofWX0vzPfCB772Te3YZyr7b6ysRBhj2uFS5rgEYlyqQSPLHYuZYLHvnEU7PZQsAmeXMz38k8nZkvBYyZyrI4XIicuBsEDzHw75PPjYWWiZXWsmFnUZJCPdDMeM6qHzM9gIYyMZRHiwgxNUyGtC8FIZkmIcNlsC8EhZEk4DDz3nHJ+XFZGsufECSCVcmLlSm7mR0f5uXgxCZUzZ0hyDA/TbEn8AtXVkcwRXzRXXEFip6ZG+dspZDYEMP3RUZIg0udCSkl9xNTM61VqElGgxOO5yqBYbPyG0Bi2Ph9EESNOnl/xCqCjQzk7djpVG65ZQzLm/HmWOxIh8XHZZcAjj+RGb5N+AXLN643qHSHy5HPLFmDXLpJt3d08b//+XH9CLhfL6/fz3GhUrQ2tkM2y74aHmUcwCBw5AixaxHxDIRUhTMK4O51Aa6tqw82blWJHCJ5YTBE8RqXcfHqWLIRn90KGuX/svrKx0GDPQQoFvM8sZKRw+nQnFi2K45FHGOkiH8RO/MgRDpxHHlHS5yNHxp9vPG4+Z+1a62vyXT/R361+y3dMynLffbnlBfKXX+TUVvlXVlbiSLHKTQHmsljVy+fzweNpBjAzNnT2RKIwnequ+a4Us8eFQj6SZTbzLlXBI7/NdxOtfBtFKzLHCGO4bKNz44mWv5BCSggTK8LHrNYx96OV4sdsuiTphMM0oSpWDmN+YsoEcPOdyXBT7nRSBVJWxnOGh6ng6OvjBr++PopUKjBGpCxfTuJndFSZ77S0cONfU0NVzqZNwN69PP+662ju43SSaJBIW8Ugfm16ehS5Im0kBI+E3/Z4WF4xBTL6vpE2CIVU2uLfBihO8LhcNLEKhbhecDj4v5AWfj+VOR4Pia9QiGUJBmnGVV5OsuuFF3LT9XhU3iRDHPD72a6aptpWHEpXVAC33ELzMDGROnCAeYlCx+Fg3QMB+kqqqlKm+/nI3UyG9RLzLJ8POH4ceNObWOalSzk+1q2jiunsWeYh60yPB9i+XRE6gQDTETJLyMv5+By0n31zH9I/dl/ZWIiYj/PmxcIlSfA4HJ0oLy9HeXkLAA3r1+c/d3SUiy6vlw/jaJSLM79fvXkxIhJRx43/A1wQ1NYWLpv5mon8bvVbvmPxOMuSSmGs/mJ3nq/8mYxalJoRCoVQbg5PMo0wl8X8Xdd1DAwMYNu2TvT1rbho5TDCfkAq2Aoehfle/unEbDp0zJd3qW8xF4oPHm7qczM1l8/s3FXOMSOfqVUh5DNVK/TdCCNRYSy3OV0xLTJDTIMK+c4zK3VF/SKKkViMZE46zehIANUnzz3HNYGYM61dC3R2usaiea1aBRw+zN/FtGn9epofBQIkf9atYzSp+nrm29ioSIG1awsrpnRdPbcrKpS/ICF0/H4VZUoUPIDywSPhyj0e5WcIUE6apf7G8OOFIH5ygkHW6aqrgJMnlW+kREJF7Nq4UalbJCKZ08l2DYdp0mSE+NeReosaSCJnxeM8nkzy+zXXUCmzdCkjmmUy/IxElPpLxkUgQCJoZITpFFJLGSN+1dSQlKqo4BpxdJRqof5+YOdOOtoWFZw4WPb7SegdOMD/RRVl9AkkbTmZ+202YW+u5jZsBY+NhQ57/a1wSZpoaVoctbW14xa9+c8v/P1Swlytu6ZpqK2tRUVFvPjJ0wR7IlGY7raYz+06H8bFdJjZTASz3SalkAxWv083wTNbPnisylHoO6BULWaSbLoUPJKv2c+OEbL5FZWPUT1iNtHKZsebTwsBUuilidG/kPF/IUoAFVJbzG82bOCxwUESGbEYyRohejSN348eVWG1XS4SB6JWaW4muTM8TEVHc7MKK15ZCSxZUvg+zWaVCkRg9JUjZIG0n1khIuZa4ndHTJ3EhEwILknTKjy6GU4n+2B0lEqc+noSNdIm4rw5mQS2bWOavb08d3iY7bJ+PcOjmx0du91KUaXrgNebHoti5fUqgsfloirqda9jPw0Pk8B59FH+L86jRfXj8fClXSBAgieRKEzwlJeznzWNip+zZ0lWnTpFoufcOZZHiCoZt+JPqLFRRSsTn0Ji/if9Icoz2wePjemEsX/svrKxEGGPa4VLlOAhIVBssQLkLmyNMnUbcw/aDHeMPZEoTFdbLIQ2nQ91mKnyFVJczFTeVv1hLNPFUvDkw1wheKzaxErVYzSXmqyiwKjCkfyNm1hRZJh/l2vN5lpSXuP52ex4BU82S6KgkP8ds4mWMVy6ED2xGImcTIYERCxGFU5/P39vaVGmPQB96pw6xf9DIeZfUcE0amqo8li0iATAK15BpY5E0mppKa70zWRoigXk1k1Cg4u/GiEOhOiROkmds1kVwr2igm3ldpOMEN89RtLIHB7dCFHUSDotLUB7O+skDoUDAdUe5eVMc2SE35NJHlu9GnjqqfFpm8eh05kZI0kSCVUnlwu4+WaSZ3V19O8TjwO/+50ytXO7WVajeicUUk6T8znjlvYW/zuiPFq6lONh2TL6+BEH25EI80skFGG1di2/ZzK5JnG6rtrceJ/N9WeJEfPh2XcpwyZ4bCx02ONa4ZIkeAQTlZMaFxc2bNgTiYJN8CjMhzrMJMEjn7PRJlYEjdn3TjGCZzKYSyZa4nDX3AaFvssxoLBqphQUItGMvk7y+dgxvlgx9p0xXSEuzGVLJLiJFiVOPliZaEmo7UyGG/9olCqbVIqmNydOkJQQYkbK4/dn0NnJsoiDZLdbhWm/4gqSCLoOvPKVVHoISVFVxfQKIZ1m3m430zG2rTjuFZLAaHYlkarkE+C54sdGlCniD0ZIL2l/MVPPB3FYnEhQibR4MdUt6bQiVBwO/t7SQnJMSCcxAdu4kWXq6BiftjE6FqN8ucfKlUoxH00jcbZ7Nwme/n4SMg8/TAfXovIR0yiPh6SMx0MCJhIhKVQMyST76swZXjs0xH7TNBJKEpJdoo4NDbGMmgbs2KGca4tTcKMTb/NYnevPEiPmw7PvUoZN8Ni4FGCPa+KSpiomS/DM5OC566678IUvfGHS13/96/+B//7v/57QNV1dXbjtttsmnacVPvvZz+Z8v/rqq6c1/dmA/YDMhU3wEPOhDsU2vNOJ2VTwFDteqK+m20Rrpv1TiEKVaoDxmRcjeIzRq4wkwWTbopiplpmcMW9EjCZa5vKKCZEZxdQ7khYwXkGUSlHJkkgofzWyqT92jKSE18s2cbn4SYWKCw4Hf1+6lGRAIqGcKUsI7c2bqfQQQmbxYmWClA+ZDPMuLycRYW5TY6hto1mWtL/kJWHF02kV7rusjPUUAkgUPjKOijlXdrvZ1uEwo2CNjio/PhJaPBplOqtXk2Tp6mJdxLnyrl0kr4zh0QHVxuLs2eMBkkknysuVGgbgObt3U5FTVkayJZEAfvMbqm7EF1BFBdMMBmlKJ6Z3El6+EISoSacVmTUwQPKuq4vt0NzM/Fwu9v/AgKrHxo1sG/HlI20rbe12q/6aby8T58Oz71KG7YPHxkKHPQcpzOrjQ9O0dk3TDmmatl/TtH0XjtVomvaYpmknLnxWG87/tKZpJzVNO6Zp2k1Tzb/YgsWM2SB4pop3v/t9+LM/+7MJXdPU1ISHHnpo3PGpbFDMBM8f/vCHySc2R2BPJAq2gkdhPtRhpk20ZsP5Zj71kHEeX8gEjyAfmWfVJkYY6z8V9apV25kVO8X6SNQ5xmuEOJDzzWXLZrm5LkbwyLlyvagpYjGqMCIR5Yw4GiXBEg5zg67rSiHkdIoZlxOpFJUhEiZ99WoqdSIR+tbZtIkkQChEc6wVK4q3bSJBAqG2lmlYQRw5S1qi1JHv4gtIFEdiNiVRppJJpehxu5UCSEihfBDzLICk12WXKfM1USv5/YpEEaJFwtfHYvz98svpK8fYz243v4v5GcB+0XUdZWW5BM+yZcDWrYxy1dtLIufRR6kIisVYTp+PeblcVBI5HOwXUWgVg7RpIqHIHp+PZRLFVlmZciCdSKioXYEAffCMjNDPkkCcYwOqX+YjZmuOs1EabAWPjYUOe1wrzIX3A9frur5N1/VdF75/CsBvdF1fA+A3F75D07QNAN4GYCOAmwH8u6ZpU3oPXerDKBwG7r0X+MhHgIce4kJgKohEInj961+PrVu3YtOmTXjwwQfR0tKC/v5+AMC+ffuwe/fusfMPHDiAV7/61VizZg2++c37AAB79uzBddddh7e85S247LLL8KlPfQoPPvgdXHHFFdi8eTNOXXAAcPfdSgH0la98BRs2bMCVV27Bu9/9tgt5PYFt27Zh27ZtuPrq7QiFQmhvb8emTZsAAPF4HO9617uwefNm7Nq1HU899TsAwP33348//uM/xs0334w1a9bg7/7u7/LW91Of+hRisRi2bduG22+/HQAQvLDqtqrHd74zvh59fX1485vfjMsvvxyXX345nnnm6al1wjTAXswo2ASPwnyoQzGlwHRhNk20jHlbHS9WnoVE8BQrS77ymo9N1gdPPj9ApRBsxshJRl8+xvDvVgoeiWRVilrNvPHp7+dz/vRp3iuihmlrU35axC+NOClOJkUZk0F9PVUbbjcVG6tWcVO/dClNtOrrVbj0Qg59BYkEiaXKSpogFTrPqJgyqrgAZS4lBA/AukSjSr3jcCgyxEgYiRrICl4viZtYjEqkZJL/J5MkPwIBppVKUckUjZJUMYY237SJZTKHhJdQ7rGYKjP7Vh8zudJ1pnXNNSTLXC4SPOk08MtfUk2TSHA8lJXxd5+P/WEsp5F0KYRsluf29rLuoviSKFqRCNtVTLGE4FmyhGUYHgaqq3PTS6UUmWZU78wnFY+9JprbsAkeGwsd9rhWmIuPjlsBfOvC/98C8EeG49/XdT2h6/ppACcBXDGVjEp9S/Ld7zIcaiAAvPwy8L3vTSVX4NFHH0VTUxMOHDiAw4cP4+abby54/sGDB/Hwww/jmWeewec+90/ouhA/9MCBA/jyl7+MQ4cO4YEHHsCJE8fx/PPP493vfjf+9V//dVw6n/vc5/DSSy/huecO4otf/A8AwLe+9QX827/9G/bv349f//pJ+P3+nGv+7d/+DQBw6NAhfPvb38P73/9OxC+8ytu/fz8efPBBHDp0CD/+8Y9x9uxZy/J/7nOfg9/vx/79+/Gd73xn3O/mehw/Pr4en/jEh/CRj3wEe/fuxY9+9CP89V+/u2CbzQTsiUTBJngU5sMid6ZMtKZCkkwH8pmHlVKuqZa9FMJkJlAqwWNGPgXPROtQzP+OKHMKpWssh/iFMY5hK98liURhZ7kCszopHucGPBQiGSAqjFiMf+I3xRihKptVIcArKtIYHCQBcO213MhHIiR51q2jqkSibhXztwPw2vPnqS4pdL7RnEraS/zSyO+p1HiCR/zPiLlZOo0c4gQoTghLyHFNI8Fy/jxJE2m/8nKMRbyqqWG/nD7N+gwO8rydO0mYSDhxgTjONjvRLivLjJmSASSONmzgZ08P2/+Xv2Q+4gDb62VdKioUsRaL8feGhsJ1NLazEEqhkIoAVltLUu+yy1QkNHHGHArx2q1b+WkmeEQ1Bow3oZlvBM98f34vZNgEj42FDntcK8z2o0MH8GtN017QNO29F4416rreDQAXPuWxuwSAkUHovHBs8pmXuBE7epRvpTwePsRPnJhKrsDmzZvx+OOP45Of/CSefPJJVBZ5bXTrrbfC7/ejrq4O1157PZ5//nkAwOWXX47FixfD6/Vi1apVuOGGG8fSb29vH5fOli1bcPvtt+P73/82nE6u2LZtuwYf/ehH8ZWvfAUjI8NwmVZyTz31FO644w4AwLp167B06XIcP34cAHDDDTegsrISPp8Pa9euRYfZM2KJMNfjxhvH1+N3v3scH/jAB7Bt2zbccsstCIVGEZJV0yzBnkgUbIJHYT7UYaYJHmB2FDxWBE2pi9x8CqCJ5G2V3kwjn4lUMRMtYxQtgcs18X7MRwoVM9GS32VDbSR5ROlgLqsgneafz1eaUkvSF78qx46x3I2N/B6NKv8oAImCdFr53kkm6RPH7QZGR11obARuuEGZPW3dSuJD2qOlZXzELyuEQsDJk1T81NQUPlfayUiCCfElx4UkkXDock0spkzZxE+OEFjSRvkgapholKSFx0MFVCrF/4NBtl08rhxSO508X0ysysrof+cXv2BZzPUS8kPan+3qQCbDsgWDVMds3Mjz+/p4/Oc/J5mSTJJUEtOsdevoT0n61eUiUVMK0mmuB0+d4npQ1xVhE4uxb0MhjhFRHYlz6GuuUU67q6py65hKqXtlPqp3gPnx7LuUYZ5zbdhYSLDnn1zMkFA/L67Rdb1L07QGAI9pmna0wLlW3WY5RV0gi94LAOXlLWhtbcWePb1jvwcCVQiFQkgmPQDcCIUieTONRp1YscKBF190oKYGGBhwYcOGJKLRDLIWEqB43DF23Pg/AMRiLoRCaSxevBh79uzBr3/9a3ziE5/Aq1/9ajgcDoyOjkLX/RgcHEQmk0EoFEIikYCu62NkRjqdRjweRzQahdPpHDuu6zp0PYtQKIR4PI54PI5QKIRUKolEIoFQKITvf//7ePrpp/Hzn/8Sn/3sP2Hfvufw53/+cbz97bvx61//Grt3X4mHHvo5Kio8yGaziEYjSKVSiEajCIVCF6I8ZBGJRBCPx6Fp2lj+Uv5CpIv5t1AoZFmPdDo9rh7ZbAa//vWvxxRG8bgDQHZcmul0elx/A8CxY8oRQygUzlvGUnHsWBCaBgwNhXMWYceOBdHRERiXf7G08pXJ/Fs4HMaePXsmW+wJ51/qeWfOBFBfH8eZM+qVeSgUnlDdAC7az53zob8/1w6ytbUBkUgUbW012LPnTNGylppfvvLFYs6cdi61jQCgr88Lp1NHX5+npPwmkrYVOjsZkzceT6K/34N4PIl9+wbR0RFAd7cPsZjRecYaAEAmE0NbW//Yb93d9Cwai8WxZ08vjh0Loq2tZiwdANizp3esHwCgoyOASCQ6Nt7NfdTa2oChoThOnapAJhOF15tFMEibD6lvofHc07Mera0D6OysGKtfLBZHd7cP/f0etLaOjpVdjkt95EHf2VmBAwcG0d/vgcMRRltbDSoqhtHZWYfW1hBGR10YGkqgqys5Vi7pD47pBPr7PRgc9MDny1j2HftgEVpbRxGJRBEKhdHV5UN5eRrl5emxOeGJJ/owNLQRe/YcHus3cx2kPTs7K8Z+kzZNJhejp2cU4bALyWQaiUQKw8NuhMMutLWNYHS0Bp2d4bG2ApYCAEZGRpBIxNHX14O2tgj6+z3IZuPw+UJoa6tELBZHf78biYQLDod6pOq6Dp8vi8HBSuh6FQAN0WgU586NIh6vASAMhQ7rxzMujLUs2trOYHS0Hq2tXejsrEA47ILfn0Y06kQm40RbWwRlZWkMDqbQ2Vlxob9iGBz0IpNJIhBIIRz2IJ2uh9OpIxSKI5PRkUg4cOrUEEKhKqRSWezbdxoA0NpajuHhSrS1RaDrUcRizrExbO6/ri4fdH0UPT0+RKPrkUpp0PUYXC4Pjh5NI5FQc1oqlYbXm8boqAPptBOapiMcTqOsLIHhYQ2Dgx4sWhTB4sUDaG3V4Pen4fHoSCTCOH48iEWL4ujoGBwbN8bx1NragM7OCuzZcxLHjgURiznx0ktpLFkSR3t77dg9JnVobW3A4GAjksk0gBqcO9ePwUGOh/PnQ3A6dYyMuJFIBBGLaRgaiiEc9sLvTyAU8iGbTSEWc+HkyQhSKR86OkaRSNQgGgUSCQ9crjSyWc+F8ZRFofeBmhZHPO7CokUxnDqVQSjkQjzuQjgcRiCQRltbGcJhL6qrkxgYyODIkTiyWR1dXW4MD3vh8QzixRc78Y1vrAdgkLZARzKZRTbrhKalEQo5ADjgcqUu+OSJI5t1oLl5BJkM0NXVjoMHPVi+PIpnn63E4cNLEQpxmev1phCPO1BWlsKaNafw9NMrkckkEY87sWJFFKdPZxCPx9HZWYF4PAldX2pZ19HRME6fPoUTJ8qxffsg9u1rws6dw+jtzWBoqBxPP30ex49Xw+8fudBHDmSzywDocDr346mn3IhGXXjqqYGx/jx2bAnKytLo7a2CpiXg9abR1xeE2x1HIJAdm9eNn62to2PzhswXMo/39JShrY3rWvPv5rQAjKUn8082uwb79h1AR0cAiUSi5DVHT48XnZ1+tLVVYM+eMznPtsHBzWht7UEkEkUmswW6Pn7OyGaBPXueRmfnauzbd37cfNva2oDubt/YGqC1le9/5Zkk5+v6NRd+PzE2JxthvP+M95T8NpHnsa5fgz17nh4rTza7Zuy7HJP0zWkPDm7Gnj2HAFyctZ0ZsZgTfX1e9PREsX9/Jc6eTaKrKzZWrqmuRcwwriMkXeMaQtofwNjYBDA2B8o5bW3Lxp6PckzSyrfWN9bDuP5fsoTtbKyzrGGM9S/Ub1Z5CKzKVOgaXb8G+/YdGCtLNrt1bPzk649i/WRV3omcP9HfAWB0dBv27Nk/9r3YeJ7aWLsm5x6T9OTFxOjo9K6xJ4rR0W2Ix53Ys+eFks5va1sGXV+KtrazY2twIP9YKhWzSvDout514bNX07SfgCZXPZqmLdZ1vVvTtMUApHadkBUr0QygK0+6/wngPwFg8eJN+oYNG7B794ax3w8cOILy8nL09XETUF7g1U0mA/z5n/Ptz/79fEP0znf6EAjwrZMZDoc6bvwf4Fuc8nJGqWpsbMR73vMe1NfX4/7778fKlStx7NgxXHvtSvzyl7+E0+lEeXk5vF4vfvrTn+Kuu+5CJBLBM888hS996Qs4fvw4XC7XWNmdTid8Pj/Ky8sRCATGfnO7PfB6vSgrK8OZM2fw+te/HtdccyN+/ONmaJqGzs52vP71V+Gqq67C3r0v4syZM7jqqm1wOBwIBMrw6le/Gj/5yU/whje8AS+/fBxdXZ3YsWMHjh07Bo/HM5a/pmkIBAJ529LtdsPn88Etr+CAcWWVepSVlY377YYbbsK3vvUtfPzjHwcAHD68H694xbZx+bhcLmzYsD6nv5mX+n/nzrzdXTIkvR07chnj8nL2uTn/YmnlK5P5tz179uT4Z5oOFMq/1POOHKHJwZEj6tjOnROrG8A3nm1tvM+M6Oxk6NneXmD37pXFC1tifvnKd+zYPuzevavoeVY4e5ZvmDs7S8tvImlb4cEH+dnUxDfpTU3Arl0rUVbGN9aiHMjN042VKyvGfhPLzBUrOHbLy9nWkg7A49IPAMf5+vVqvJv7qLOTb7OjUZpOBALqrbXUt9B4bmwENmxoxNCQqt+KFSyrz8c0pexyXOojD/qhIWDz5mZ0dVEh0NsLbN8OHD/OMTYwwHErfk2MY/bIETpt7ezkdYGAdd8BfDZs2MD679yp3u5XVak54dprqcKQ+j744Pg6SHsODanfpE09HqCx0Q+Ph2qB+nqqBDweYOXKWhw+DDQ3V421laC6ug4+Xz8aGhqxciXbrqWFc9fICPPt7FSRlWQ+S6VoZmIUg1ZUVGLp0kq89JJll1nC7QZWr16DvXuBDRuqMDTE+pWV0TQomWQZKipoJjM8zHIsXcprFy1iOw4OKlOg8nI/qqp4fXNzFY4dExVILQCmMTBAs6hNm5SJjNVz4dQpnieqH4cDWLvWhxdfVL5TAI6nigr3mFmWOHBuagLi8XKk0xxjgUAfqqpWYv164KqrqPitrmbft7QAr3qVGjfG8dTZyXbZvbsZmQxVKLfcwnE3MKDuMalDZydNx8XUp7Z28ZiSqbm5CppGZcrAAOfVqqogkkmWY2SEZdA0oLa2AoEA4PVWo6qK5k2MWuUt2rcSatzhcGPRIqCpyY/hYfaFpgFLl5Zj+XLeb9XVQEND2Vi+27YBzzxDNcyb31yN7dtXjTPPErMvgG3f18f/Nc2NbDYOTfNh0SJg5856RCLAddfVY+9eKmXuv599JP5y6utZtl27gA9+cBcefJD3aCLBe83h4DgcGmKfmtVrgiVLqrF0KZ8NN9wAPPss8KY3LcdvfwvcfDOwadOaC2OI/oQkIpjXC7zpTVfguedYnt27MdafzzzDspw/z/koEGAfLVvG+0LmdePnhg1q3pD5QubxUIiOpoHxv5vTAlR6Mv84HMCuXbtQVga0traWvObo6KDiLBrlM8D4bKupATZsqMX69cps1Ny+DgfnxwcfBHbtah4333Z2sg6yBujs5HF5Jsn5MmY2bNgwNicbYbz/jPeU/DaR57GmqTm9s1PVwVhmSd+ctvF5cDHWdmaEQnTUvnYtvzc302eUlGuqaxEzjOsISde4hpD2B9TYBDgHGvvoySfV81GOSVr51vrGehjX/6EQ29lYZ1nDGOtfqN+s8hBYlanQNZrGe03KYhw/+fqjWD9ZlXci50/0d4DzlHH8FhvPUx1r5rTLy5XKdvv26c1ropAojaXez08+yXGwcuXKsTU4kH8slYpZE4BqmlamaVq5/A/gRgCHAfwMwDsvnPZOAP9z4f+fAXibpmleTdNWgK+in59KGUqVKAaDwPvfD3z2s8Btt5UWlaMQDh06hCuuuALbtm3D3Xffjb/927/FP/zDP+BDH/oQXvOaV8Fpsp+44oor8PrXvx5XXXUVPvnJv0OTcfVeIjKZDN7xjndg8+bNuPrq7Xjf+z6CqqoqfPvbX8KmTZuwdetW+Hx+3Hjja3Ou+6u/+itkMhls3rwZt9/+Vvz7v98Pr7f4ws+M9773vWMmYpPB//f/fQX79u3Dli1bsGHDBnz96/8xqXSmG7YckLBNtHIx1+tQLBTwdGG2ffAYy2D8DuTfwJmvm+8mWvlgZbZWzGxrMqZ95uhXkrbZDMtsjiK/GZ0sG4+JNbGQMgKJqiTRl4ohFCIJs3evCht+/jzJo4hB3OvxqHDpYmZUU8PrUylu2JubgdFRL5Yv5+a/tpbXrF1r/ULICr29NHFatqw0H0ICox8XIXokLLrRz5CYNSUSyoF0dbUK5Z1OK7OzYnC5WMZkkoRCMqnCwnu9XCuFQvxOIkyVVaJqeb3AlVcCBw6QXDJDTJeMwS2oJua1V1zB8vt8NH2qqAAefpim9bEYx0FNDetcVga89rUqAlY8zt/yOQG3QiBAEmPVKvr3CQZZjv5++t8ZHuYxIXZkA1tdzfEwMpJrnmWsj+Qr98x8NNGyMXdh++CxsZBhj+lczKaCpxHATzT2hgvAd3Vdf1TTtL0AfqBp2l8AOAPgTwBA1/WXNU37AYBWAGkAf63remYqBSj1YSQDZrpCV95000246abxUd6PHz+OSCR3IXjXXXflnCMLzt27d49jS61++8xn7hpL76mnnhpLQxZan/70v2LLlty0W1pacPjw4QvhYX24//77AXBBJOfceeeduPPOO8fy/+EPf1hQCfX5z38en//858e+h8PhvPUQGH+rq6vDgyJVQO7CezYwHxdfFxPTtbBbCBP0fKhDKf4/pgNGPzYz2SalOO0tpTyTJafmEsEjqpxCdbB6tkkdjL9ZOWwuBcWuMZJuxu/yvzEcunwKcSGEhGB0VClIiiESAc6c4Yb/5ElF3pw/r6IaCTKZXJInnSbpUFlJgqKmhhv+JUuiuO46Fdp98WKSAplM8TKFwyR4li9X/mZKhfjcEf87LhfrJW0jPoMSCZYjGqVKKhwmMdXRoUKRS7sWgxBGVVUkL44cUb53XC6SOnv3Ms3mZhJpoRBVWX19PL5sGf0Xffvb49OX9nc6VdQtVUYHNm0iqSLjIRzmOT/+MYmUTIb9U1bGa1avpv8dUQppmjXxVuheTSZZh6YmjplgkGMmHqcC7fx59l1vL0mdMxcsilev5vFwONfBsvSNeWxLH84nzIdn36UOm+CxsZBhj2mFWXt86LreBmCrxfEBADfkueZuAHdPXxku7vk2Fi7sh2MubAWPwnyow0wreGYDVmSB8Xsx8mYq6qO5RPCwLLrFsdzvRsLaqLCZKsEj5JI5P6OqxKptjASTubyapoiLVCr3t5GRXJVtvvLGYiQcTp+mCcuOHcDvfqdMtYzOigFuzjMZbuJ7e5Vj5WuvVY5zN20CnM7wmDKkvp6kRymRwgYGmKaY9kwUouDRNKVqSiZzQ6S7XDwmZFVlJfMNBEigSBQth4NEUCE4nVSupFI0nxBFTDarVC2ZDNu2tlaZ14VCJFnOnaOKZ9065v2HP4zPQ8g7USaJSkfXAb8/g7e8hemePq365oEH2K+isqqrY50bGoCrr+bxoSEeq6qyflEjL8CswBdf/CwvZzu2t7OvEwmSN4ODHF9+v1LybNrEPFOp8SpwYwh6I5k5314izYdn36UMq3nUho2FAnv+ycU8ez8wvZjognu6FDzzGcVuniuvvBIJ08rwgQcewObNmy9iqWYe9kSSi+lsj/nervNhbEzE9GOqmA0TrUJSdLNapBSCZyr5m/OdaeQri/GYKD+MKgJgfP1FlTIRGE2EJlJGY/8ZN71yrpG4ELJHohaJFXG+fJNJkignTtAHzxVXKD9ERlLLSPAA3Lwnk9zcV1bSDGtoiGZBV17JvF9+2YWVK+lDSgiXQgSPrlM9k0iQcJiockcgyhbJTxQ9Qq4JwTNK391wOlWULyG0sllF8BRb70i6Ph9JlJERpfopK1PRtCIRkhtCzOg6+ycc5jkbN5IwO316fPq6rsgUMwG5Zcswtm7148wZ/i7mdY8/zj5Jp0ks+f38/9prqSLq72fELSB/5Kzh4eLtLQSRz8cxtHo1r2tp4TiMxxXpBdAvhCiMjFbu0u7GMSf1n6loh9OF+fDsu5Rhm2jZWOiwx7SCTfBMADbBUxzPPffcbBdhRmA/HHNhK3gU5kMdxBnnTGC2fPDkU/AYj820gmf21EzjG8FcFjG3ERj94wima8NpVAhJGxsdPJuJJnNfyLmShmyKR0ZIvIgzXqt6ZjLAyy8Dhw/zr7aWm/6jR1X9xRTIOHaCQW7qo1ESA6tWkUgoLwde8xpu2js7gUWL4mMhzc2bdjM5ls2S2MhmabZkJjkmAlHwOJ3Kh46xvSRsfDSqTH+E4InH+b+RhCkEOmFmmsuWMf3hYX73+0kg+3wkrgCanHV2Ur0jTsQzGZqI1dcDP/nJeMWQlEHULRKaHiChdt11A1i1ajHOnqVKprYWeOwxqmnEv1BDA/9vaAD+7M+o0NI0pVqyIiuz2Vx/P2ZIm5aXq7E3OAi88pWsU1kZ28LppMN9gOdv366IKiPBI2MunVakjhCCNsFjYzphK3hsLGTY808u5pkAdHpRCsFj9gVwKeNSr78Z9kSiYBM8CvOhDhUVM5OPeaM+UzDP21NR8BQ6p5T8Cx2bKVg5MDYreKzayKzkmIyJVj7Fj1GFk69tjGoG43XGTbCQFbpOdYpxbFv1/dGjVO/84Q/cjMdiJHqMm3EjiaRpzCMa5SZ86VKSA5pGlc4NNzDPTIZEhsulj5VJ2s6KKMxm6cNF06j+mKo5Tiaj1EyapnwIuVz8jMdzCSxdp1ooFlN+aNLpXGfN+SBt4naTWIlGlfrH71cOlMNh+iASZ8rRqHJiLVH40mngf/7HOh8xKQNyyY5rrwUuuyyCYJDXh0I0ifve95TTa1FDaRpw0010Ai3KnEwmv5mqmJnlQzTKOsuYTST4V1mpfOtIlLhDh/jd7aZ6KBQikWZUaRn9HgmpYyQ/5xPsNeLchq3gsbGQYY/pXFzSBM9EYT+8bAjssTAeNsFDzIc6TDUSYKkoRSlzsfLN96Yyn/lRvjQWhoJnfFmKnSPnmU20JuODx5y+lTLH6jqj0scIITGMjmjTaW6exYG4VZonTjCkvQhN02k6we3sVCHRpZzZrCIIxGzp8suVT5hNmxgGPR4n0dPQIMSJNraBN5pMGcsj+Xq99F8zHeMilVKmdplMrllYNksSwu9X5xj97AjhE4vlbzsjxB9RYyPbe2hIRbvyekm29PeTDFm3TkXWEnVRJMKybNzI/19+2TofM9EoCp5rrwUWL46PhZN3u6kWMjp5XryY9amvB97xDpYlFiPJs3JlfkItFCrcH4kETdIcDs6jPT1UXzEUPfMPh6nwOXmS1wQCJIDM/qEAFdXMWFf533aybGM6YRM8NhYy7DGdi0ua4Cl1MBgXfPbgsQHYE4kZtoJHYT7UYaZ88ExFBTNVFJKiizLD6jfBxSB4Zg+FTbSsnm1mvzzA5AieYsoUISCMCg0rAsi4CTYSPEKmpNPWyjQp78AAsG8fozqJH5qTJ6kmGRpSxJDk5/UqYsHpVKRAOEzS4Npr+X9jI1U90ShVIdmsNlYXK78qqRTJHb+fip/pui+EKJA+E3MtaZtMhqSDqEUcDrZJeTnr73Aoc6hCY9XhUMTDokW8JpkkweHxULnicJAo8Xp5jpjN+f1sM4mqtWgRFVUSot2qTpKnUa21ejXg8eiIREiaOJ3ASy8pP0A1NSyLwwG88Y30udPVxbYWpZUVEgnlOycffD7VroEA67V8OdtAwsInk1T5nD/P82prma7ZPMvYb0ZSx6jmmU+wX3zNbdgEj42FDntMK1zSBM9EYT+8bAjsh2MubIJHYT7UYSYVPLNB8JgXsubfpDyF+qqQumQi+ZvznWkIUWMui1lRY3ZiC6gNsWAyTpbzkUJWih5zGc2QzbCYaImCR9QdZoJH0hgZoXrn8GGGyNY04NgxKnfCYW7aheAB1CZcHOSWlyuSpLGR+fj9DNEtvlwyGZbF4dDzvhRKpZhvRQXTmU4YnSwLkeR2q3J7vbkvq6R9qqqoQhF/PMUg7S4kijg41nW2o9fL9k4k6KdodFRFzwoEqKDxeqmG0jTgkUcK5+d2M+10mg6MHQ6qpQCSNn4/+7S7myST2822HRmhiuf221nGcFiZjOXzQRYO87OQD57KSnWepvHcujoe1zQSPj4f2z8U4nmLFvE8s3kWoNrOSF7K51x/jpgxH559lzJsgsfGQoY9pnNxSRM8xRbc3z7wbTxx5jeIp+MlnT8VfOlLX0K00KoiD+6//350dXWNfX/3u9+N1tbWaStXe3s7vvvd7459f+mlffjgBz84benPV9gTSS5sgkdhPhDBlZUzl9dkVTBTQSkEj/k8qzSKnVMIc8VEq5R8zQSP8ZiZ4JkOBY9V21q1l9E3iVF5YvS7I85+xfGvGeEwTXfOnaNaRNfpzPjkSUU+uN2K4PH5WOdkkkSEy6V8tlx5pVL37NzJT49HKT7oH0gNMKOCJ5GgGVFjIwmB6YaQX2JSJqHQZVnhdivHy4kEy67ryimwsR75IMQaQJJFHBInk/zN5yNhdPYs81+9WhE+QqrE4zxv1y4SMvv3F85T1Dt+P/CGNyiTt2TSgZER5tPRwbSyWeYvJMkf/zHL2dWlQsAvXmydj67TrKwYPB5lAjc6yjSDQeV/p7eXZT1yREVRa2pSEbTMBI/0m6RpnLfsMOk2phOFTJdt2JjvsOefXMyzx8f0othG7EDPAXyn9Rv4+GMfw2/aFNFzMTAZgieTyYwjeL7+9a9jw4YN01YuI8Gj68COHbvwla98ZdrSn8+wJxIFm+BRmA91mGkTrdkkvazUKsbyXAomWsXIJisSTM4xEjyTMRkxmsOZ8zO2sZWJlpUpna5zkyyhpYXgsSJ3Egk6VO7poVlUOk2zmRMnuJl3uVTYap+P/6dSKuJUIKDy27lTbehXrlQbda9X+Z/RNDpZFgjBE4kw38ZGmnddDAg5YzTR0nUeF9838bgigKqr2T4+n/LFUyxSqDgArq5WDpAzGaZbXq4IpVhMhSBvaKC6prqav2UyNFlatYqmWT09+fNzOJSC58orgR071G8DAx7U1ACtrSSoEgmeW1/PfmpuBt7+dhIr0SjzqqnJr95JJNguonzKBzHZKy9XaiwxfwOo4AkE6MRb2qypiWWQ0PRGiPLK6K9JzOtsgsfGdML8csOGjYUEe/7JxTx7fEwvSpngmoLNKHOX4dsHv427934Mz/VNneiJRCJ4/etfj61bt2LTpk34x3/8R3R1deH666/Ha197PQDg/e9/P3bt2oWNGzfiH/7hH8au3bChBf/0T/+EV77ylfje976Hffv24fbbb8e2bdsQi8Wwe/du7Nu3DwAQDAZx112fwdatW3HVVVeh58JKqq3tFG666Spcfvnl+Ld/+3sEC9hrfOpTn8KTTz6Jbdu24StfuQdPPrkHb3jDGwAAd911F975znfixhtvxKZNm/DjH/8Yn/jEJ7B582bcfPPNSF1Ycb7wwgu47rrrsHPnTtx0003o7u6eUvvNFdgTCTGdk+pCmKDnQx1mkuCRz5lW8Bj/N5MZQhwUewZMJ8EzW+CmcXxFzT54rMgb8XMjmMyG0+nMTcNM3hRrJ3NfiR8To48gMY8yIp1myOzubuDUKZIRw8PclA8McKMt5I7fT2fA6bQid9xubvZdLt4v4qDY6aTPFSFFhOCRepgVPLEYFUO1tRdXOWf05SJkTjKpCAUhZKQdy8uV8kZImmIQ4mP5cl4nPm+kjQIB+vOJx0mw9PdT3RKJUFkTCvHc9evZXr/9rXKcbAXxC+TxAO96F0OyA0w/GnXC5wOefVaRW42Nqg1uv515inonlWIf5INESROFUT4YzdE6O9mnFRXKP5OQjgcP8nyvV823QhYakckogkdIQqPvIRs2pgu2iZaNhQx7TOfCfnyUgIDHj+VVy+F3luGX576N/7PnY/hdx+SJnkcffRRNTU04cOAADh8+jA9/+MNoamrC7373O/zyl78DANx9993Yt28fDh48iCeeeAIHZbUAwOfz4amnnsI73vEO7Nq1C9/5znewf/9++E2vpiKRCK644iocOHAA1157Le677z4AwCc+8SG8970fwt69e1Ff31SwrJ/73Ofwqle9Cvv378cHP/iRcb+fOnUKDz/8ML73ve/hHe94B66//nocOnQIfr8fDz/8MFKpFP7mb/4GDz30EF544QX8+Z//OT7zmc9Mqt3mEuyJRGE63wQthLdK82Fs5HuLPd2YLYIHKCxFL6bOmepCeC4peJivnvO9WNnEJEoUG4LJ+OApROJI2mKeUigN2fQazbI0jRtys9ohk6EypL+fpjJiRnTkCDA4qExlysq4AV++HGhr47WixMhkVKhth4OExego81q2jASPpimCR2AkeIaGSDCtXEmi42Ju2I3mbC4XyaxAINekKBZTZJjXm+u3R6KI5YPRhE2u1XVFiAQCbKuBAabX0MBjnZ1K5ZJIMJ2NG3n9E08UztPlYlpLlwJXXKGIl/5+oLo6id//nooZMUdbupR9tHIl8OY3k1CKRtkPUp58bSf+ctJpNQasIIQMoKJiVVXxe0+P8td09iyPVVezDsEgx2A+Ey2jbykjCT2fMB+efZcybILHho1LB5c0wTPRCc7r9GOxfzk0OHDvi1/Bdw99t/hFFti8eTMef/xxfPKTn8STTz6JSovXej/4wQ+wY8cObN++HS+//HKOX523vvWtJeXj8Xjw2tdSbbNz5060t7cDAJ5//hnceuufAABe97o/nVQdBK997WvhdruxceNGZDIZ3HzzzQBYx/b2dhw7dgyHDx/Ga17zGmzbtg3//M//jM7OzinlORdgPxwVbAXPeMz1Osw0wQPMrg8eK3OkQuWZqmlZPhJltsZFMWKhEOljVN9MZtNpjCBlTNecdym+kCQdCdPtcHADb1TvZDJU6QwN0SxraIjHu7pIeoivnvp6EgZ1dfThUl7O+0LIJCEsAEVqhEIkEpqaSFaIPx5xTmw00RoY4CZ/yRISHBeb4DO2YzKpiApxiiyOjqWthCSTEPCDg4XTF7M4CQcfjZLY0nWSF+JwOZWiU+F4nG179izbemhI+fxZtoxEjIQRt4KUr7YWWLMmN/JVLAYEAik8+KBSHtXWKtLpzjtZ964u5XtI1D9WiMfZ50LgmSNdGaFprOvAgDJxkyVcb6+KpCWRwSTClkT1MivlxF+S+NyxMk+cL1goz++FCpvgsbGQYY/pXFhYrdvIh3g6hvOxXjSVleGvdnwIN1x29aTSueyyy/DCCy/gkUcewac//WnceOONOb+fPn0aX/jCF7B3715UV1fjzjvvRNygny4rKyspH7fbDe3CaHc6nUgX0kJPEt4LKyGHw5GTn8PhQDqdhq7r2LhxI5555plpz3s2YU8kCjbBk4v5UIeZIniAyZs5TQXmhazVb6UoeCZL9MwlBQ9gbaJmhDnakygKpiNMerGNqpkAMpdRymEkmsRxr6bl+kzRdap02tuppkgmSS6cPq2IIPGJ4vHwPujsJAlz003AoUNMRyJjie8aTeNnMsk0mpu5iRefKmYny729zL+lhf5+ZmqzLuRUJCIRvZTPHfEvJASPjGtxuCyRoawgbSCKJ0lTfMWUlZHkOHmSeaxaRafWDocy13rhBV63ZAmv2beP5cwHiQB2220kh4yOtWtrgWefrcLRo2rsNjRQzdPSAtxyC8maeJz1qqlRKhsriGnV0BDPHR0t3MZlZXTYXVubG46+rw9YsYKqLRkTa9YogkeUT0YISSamXTL2J6OWm23Mh2ffpY5CylYbNuYz7PknF/Ps8TE7iKVi6BjuQDQTweuW3IHP7v4Cdi9/NXyuAobaBdDV1YVAIIB3vOMd+NjHPoYXX3wR5eXlCF3QCI+OjqKsrAyVlZXo6enBL3/5y7xpGa8rFZdffhV+/vMfAQAeffT7Bc81pj+ZDcratWvR19c3RvCkUim8/PLLE09ojsGeSBRsgicX86EOhd5QTyemqoSZCgoRPMWURcY+nExfzjUFTyn5WvngMRMrkwndbDQ5AawdfVqND2PULCDX2bMoeLJZpboBSDDs30+fO6Oj3DCfPk0iQaJvLV1K1UVFBTfkDQ2M6NTfr8gKIQ3cbkXipNNMx+ej2Y2EFTeaaOk6MDLiQm8vsHatMmsyt8HFgJAE8TjbRNeZv/goknIAyrTN5yNR5nRSFZMPUv5163itECKJBBUr0gbxONusro7Hzp1j+8bjJMTcbpJrAPCNb+TPzxjx6m1vU4S0lLG8HHj44cVjZmViAgYAt97K80W9k0qxz/O1fTrNdMXBcnm5MtcqVL7ubtZTzL4SCabj89HcL5lknuvWKWLNat5NJMabZRkJ1vmE+fDsu5Rh7h+7r2wsJNjzTy4uaQVPKZuOrnAnGhzVuGPrHaiLXY1UzAffFFvt0KFD+PjHPz6mern33nvxzDPP4LWvfS0aGhbj97//HbZv346NGzdi5cqVuOaaa/Kmdeedd+J973sf/H4/Hn+8NJXM5z//Jfz5n78D//mfX8SuXa+3NBETbNmyBS6XC1u3bsXtt9+JTZu2T6iuHo8HDz30ED74wQ9iZGQE6XQaH/7wh7Fx48YJpTMXYU8kCtPZFvO9XefDQ8YcyeViYrYIHsF0KHgmk+dcUfBwo6jnfDeXzUieyDmywTT/NtH2sIpuJekXItrMhJCZ4BHHtLL5j0aB554DXn6ZZkEuF01mjFGkVqxQG+3hYfpqqaigedIf/zHw/e8r30NGVZPHoxQh4mBYFD7iCBjgpj8Wc2LtWkVCTYUonAiMjnqF2BGCw9hO2SxJiFSK5EQoVNipMKCcKDc1sd0iERWaXhxQDw7y2NKliswZHCR5dugQ8/V6SfjEYnSOnA+imHrDG4ANG1Tb9fXx/2efBY4fLxszjaurU3ldfTVJq2SSY6K8vLBz5Xic5RocpPqnp6dwtDghHgcHGQZexuX581T/9PeTXJJx1NJCoiudtp53RcEjPnhk3ImKZz5hNud5G8Vhm2jZWOiwx7TCJU3wAIUHw9bGrbi64bW4eePV8Lt9OHoUSOU/vWTcdNNNuOmmm3KO7dq1C3/zN38zJlm+//77La9tbW2H0ULrzW9+M9785jcD4KJrz549Y7+Fw+Gx9G677TbcdtttAICmpiX41a+eRV2dhs9//vvYtWtX3rK63W785je/AcCFUCoFvO51uwEwipYRYYPG2/jbtm3b8Pvf/z5vHvMR9sNRwVbw5GI+1KFQGODphFGhMVsmWsDE1TRTIXjybXJmk+Axw6pO+aJoGf+fjILHiuAzkh75CDbj/5qmlESy8ZVNscfDZ1NfH3D4MHD8OMd3b6/y0+Nw0FTL7eb1sRhDbjsc3JjffDOwZYvyqSO+aaRsQgBkMiQwjA6WAebf08Njy5dHx+4vo/mO2QxuupHN8vns8+W2uZAgRjM2n4/kh9dLQqKU+WDdOqWaEgVQRQXbPxik36NMhuZYEj3M46EK59e/5jX19Wzznh76PbKCmClddhlw/fXMA6BqSOrywx8Co6NcvgYCqkzvex/rZFTvrFxZuN3F+j0Wo5+eY8doYpYPLhf968TjJAzFd1FvL5VdbW0kA6Wd/X62QyJh7bxZCB4gd2zPV4Jnrj/7LmXYBI+NhQx7TOfikiZ4ii2437H1HRgYwJhiZ6G8nXjppRfw0Y9+AA6HDre7Cg8+WEArbcMS9kSiYBM8uZgPdSj0hno6MVVTp+nI16o/LqaCp1Cas4FSTD3ymbFJCG3BZHzw5COFzMRPsXSNfm7EdMzl4ouNnh6qRo4e5Wa6q0uV2+2mgkNIIqcTeMUrlOrkuuu4Ma+pUWWSsOei0tE0nutwcFMvIdLFdOvMGeV8eWhIVUpULjPR9/E4yQ7xwyM+g8Q8SMosap54nMSM+J7JB1EEbd1K9U40qkiI8nK278iIIpe8Xvq7eeklYPNm5XDY5yPBAwCPP54/v2yW+f3Zn9Ffj6Cri0qdbFbIJCfcbqVC2rKFhNAzz/B6MZeqq8ufVyrFPgqHea60WyHCy+Wij6e6ulxlUF8f/e3096v2rK3NVVKZTbR0XZFWMs6Mfq9sgsfGdMImeGwsdNhjWuGSJnguVVxzzavwxBMHUFsLHDxImfGhQ4dw++13AFCLCrfbi717n5vFks5dLBSybzow3QTPfFvUmjEfFk4zVb7ZUvAA+RU8xrfl5t+M5ywUggcYb6Jlhvm+M7aRmYSZjA8ec15GSHpW971xo2suh5g/7d9PgiEcpvlPd7dSZbhcPCbmSz4fcPnlvLaxEbjySm7Wlyxh5Cc5T8gjI6EVjeZG0AK4cT9yhOetXCkh21VBjQqefHWcTrjdyhePy0UliZBU4utFCJR4nP6GxNyoEFasIBEhKirxteP3M42eHhIYDQ0q0lgsRnO2c+fYDsEgCY9sFrggCh4HITnWrweuvVa1VzLJv/Jy8XPE32prWS+XC3jLW0ig9PWxL0dGqMQp1OYSPSsapdJoYIBpmM0SjdA0El1r1yrHzbGYcqTc16ecNK9YocaNhIg3QtpTHC8biWf5Pp8wH559lzJsgsfGQoY9pnNhEzwTwEIePJs3b8Yzz+wHgDETsEIRLi51LOSxMFHYCp5czIc6zCSJNpsKHuOn8TfzeVbXF/q9GOYSwcM65GZuZbJmNSbMm83JKHgKXWPVP8bjRhg3waLmGRjg5joc5jW9vcp8yuFQYcIl7PkVV3AjvnMn8KpXkRxqalJhzMWHTSajyBKXS5k/ORw00YpGmf/Zs8xjyRLmafY3lMkok6OLBVGASN5CUOk620aIKnH6K+cKEVMoRLoQDlddRXKsvV05V/b5VNrDwzy/ro7tNjCgQtH/4Q88p7lZOXM+dSp/ffx+OkpuaqL5HMC1yOLFwHe+w+/pNOD1ZlBR4caZM+zPbduonMlmOR7E308+iEPqcJhlFtM8TQMKBSoVxdPKlYqwGRri/4ODHCfiDLqlRY2hVMqa4JHxL/eJ+ft8gv3ia26jmOmyDRvzGfNh7T2TuOQJnlIHg0SIyGb5Rqqx8eKW62Igk6F8eGCA/8tbt7Y2LlqLwX545+JiTiThMPDAA8Dvf883mXfcwTegcxFWk2o0Ctx778TLvxAm6Nm4T1Ip4PnnuQFraQF27x5/Tk+P+v+OO+h3ZMUK6/SiUabX2sqNXAE/7wVxMd5EJ5P0tdLWxk1gc7N1vvE4z2tv5+Zw+XL+Fo3S6eu5c/y+ffv4sPGlKniiUeCRR4CnnlIOeI3XhMPAQw8BL75IMqCQMqBYnaNREhJOJ/vkwAGG4E6laL7S2ck/2WgKnnsOeN3rxtdN0v3Nb1i+gQE1Hl54gWRJfz//AGUas3x58ShDRpw9Czz9NMv5m99wXLndNN8xlkf8urz4Ivvn978neeL1klAwKmEeeYR1BcYTRLIx1nVel04zhPeSJazvzTdTfeHzsS6nT7O93vIW9pe4kotE2CYA29flIoGh6+yL3l6a5NTVMQ0zwRMOA9/9LiN7XXMNSYPpntsiEbantHN1NckGITiqqth/IyOso9GBdCrF9jhyJDdSmhG6ru6NZJJ9MzjItFes4FgbHmYbV1cznYoKtkc4DPzrv1JRVVvL+/SRR6gazgeHg221fr0iHEdH2d7veAfw6KPq3MbGKM6f9yGV4noskVD9JJGzZMzI8/SnP6XvpbVrVdSsZJJj4dAhFVGr0PiOxThO161jur/5DfDww/Tfs2YNHUCLgqylhe2XybCtjP1vvLari3OUtMF0mmjJPNjWxjJcrLVrqXN9NMo2t3pOJhLAH/0Rx8wXvjDxtc/58xwnQgC/973Av/87CcCLDenPZJJrn0LllvF4/Lg6dyYwUwoe4/o1HLZej5ghz/XhYbbJpk0qQt3FQDQK3HMPSeNIhMq7Au5Ii8I4x4RCxcft+fPARz7Csfp//g/wrW9NPu9iZbqY+wjJ48yZ4uN+qpA2A4C3v539t2iR+t08pufDPurUKbZbJsPP//2/py/tS5bgEYfBADcxK1fmRpJIpbhgCoe5OEqn1SIoFOJDfvFiLlymw59FJsPFZDispMzT7SdjYEA5ijQ+YEdH6fDQ5+Nxyd8K833zPV242ETEAw9wY+bz8RMA3v/+i5ffVGDVFo88wkXaRMs/2wSPPBD6+ib/sJqNOhw7xnlqeJgbjH/+Z+CNb+Tm76mnuAn98Y/V+UePcoO8cSM334cPc04UE4sTJ/j7tm3coAIMVywbkpaWXEek4TDwy18CX/oS55lgUJlTTIbwCof54HvgAS7E1q5Vv+3fz831ZZexbP39/F3Iiq4ubjbLy3leRQXw5JPcwC1ezM3n+fP8/8QJ4Fe/4mLBiFIJnkceYXmGh5lOVxcjMck1DzzAtvV4uDk+d06NsSee4LWBAP9kg2fckDU1UQXx05+qTTvATXI8zrk7mWTfaxqfU7K5FGQyQGenjv37uYGqqeHnQw+RgBA1ivhKcblYD5+PY0dCUUvbnzypSJBS0NfHMZNM8plaW8t2OHWK7RIIsK+ee47kRHu7Mm3q7WUawaDKs69vfF8ZYSQrYjGOBdnU/umf8nttLReGohD57GdJahVCOs32+cQngNtvJ2nU0AB87Wsk2y67jJtTwQMP8Hh9PbB3L9v1iitKb7dCkPtN5laA9R4YYL1OneL3EyfYpsY2ymQ49gBGHCslrx/+kG0pYyUW47pJ8pRw8ZEI69naynwSCfbX4CDHlMwlVnA4OE+96U300fOlLzHda6/lAt04DgEgEEjhzBn+/9vfMp8vfIFlczpziQx5nno8vLfuu4/jbO9eZW7n93NOa2sj6ZUPe/Yw4lpNDfDNb7KNm5tZt5/+lJt2wTPPsFxCwrW05Jbp1CkSZefPAz/5Cduuu5tkkdHJciQC/OAHbEMJO//wwxyDf/mXPCceZz7nz/P+2rtX5TUyosZ7Mknir7KS5vnbtqnzolFFUnznO3wpUF5eGmHx3//NebalZTzRKWTGgw+q9PPh5z9nX2zYoMb3HXcAX/0qx0Qkwvvqq19V9X7oIfbn0aOcowSxGPDud/PzYm7uwmHgPe/hfZXN8pkK5F/z3Hcf22J4mBv7eJwvGi42ZorgMa5fjx7lc/JVr8olNVtaOA7/7d+41hCzxooKtt+ZM8CFuDBThryIaW/n/CLETl8fx1M8DnzlK/ztVa+aWp09ntLWvB/4gJqHn38euPNO7sMSCRJNDz44uXJYleli7iMkD4fj4u9V3vEOzvUA26evL9efm3lMz/Q+ykh2ORxqP18It92m1jm9vRyHf/mXEyML82HBEzzpNCcUWXg98AA3NceOqXOiUT6cN21Sx86e5Y2vafyURQDAQZROKxOmQjLgUjEwkJvfdKVrRDyupL/mRXEopKTExreYF4tsKhUzQXxNBhd7E3/0qPIJUFvL73MVVm0hShKr8hdi1fMx8A89xLE5OMhNwMVarMkDYfXqyT8QZpLgCYe52N2/X0VjCQbZ3oODXOgnErkRaIzXPv00576hIaX6eOopLtTTaW5eysv5wJIF7JIlzG9oiBubtWv5oJX2ikb58F2/ngumZJIP4V/8gmPCqCbJhwceYHmam7nh6u7mxtzlUm+iIxESHbJodDiUI9f9+3luTQ2vjUa5gDx6lG0kvjPKy62j+eQzHTKjvV05nq2u5ibm299WbywPHiQB1dvLuoRCaowJoVJby/+PH+c5hw+zrCtWMO0Pf5j5iO8RMb8RkyJjmc3kjvG3c+e40WluViG/e3qUSVM8zj5Np1UbCQFixETIHYE8P40OaIXEGR1VKiEhqcQh8lTyBFiPnh72za238nPFCo6Ve+/lYrGsjA6B86lYjMhkOLb+9//mJvT73ycxFAzyPnS51Abh6FHOVaJCOnjQel4Ih7nh+8//ZP9edhkX+Ma31/E4yysLvt5eEgJWMPbZdJlZi5LJjBMnWKeKCpa9p4drp85OFaEsk2H9841NgcNBovX4cT4bAI6bBx8cT+4AQDislq+xGNv/kUfYv42NuY6S5Xk6MsK545//ebxZWizGe68U/PjHvJ9+8APWN5mkE2ojuQMwehjAcX74MO99IfmOHuV4DAZZz5ER/v/b3yofU/v3c848epRtq+vMQ9N4vLMT+OIXed2+ffw+NKT8/YivJZ+Pc7jZtNHnU06m29p43eHDzPu//ovz5803F38Wypym6yQsQiE+V+68k5tX2QD++teFyR2A92E0qpyjHz3K9L/2NUUCPPEE3+S//vV8hvX3816zWidlMhdnc2dUYLzqVWzfkRG2wa9/rdapxk2a4Gc/473pcPDzZz+bOYIHYH8/+ihfSmzdmrv3mQ4Y16/BIJ9fRhJs+XI+2976VqVsFX9hqRSf2WJx8Pa3A7/7He/ru+4q7DQ9Hx55hOO6ro73/YMPst37+9kmXi/zLxbs17h2bWnh2kfWocY5ZvHi4mv2Z5/NNQV//HFF6B4+zI3/178+8boaMRP7CMlD00qr91Rg9N2m6+q7KKWPHKFfvb/5G7UOnsl91Fe/ynlqYIDt8dWvAp/6VOFrjh9Xyu5MhvPKRMnCfJh3BI+maTcD+DIAJ4Cv67r+uULn6zo3K/fdp1i8TZvUg05gXnyI7bos9I0Ej6TrchVftJQKcVqYTk9vukb4fJzUzJsX+XS5lH+DZJIL34tFNpWK6SK+jAz+dEn1LuYmft06jtXFi/mwu/LKi5dXMRSTOVoRGi0tLLdV+Qux6vkY+N5eLgi83ovLxE/Xw2omCJ5wmAvovXuVfxI5Xl3NBbYcz7eoPnOG99jZs/ze3c37S97Ej4zwgSOkSSBAQkTe5A8Psz8kalFlJfNKp3lM17mQkbfSv/gF8NhjwF/8RX5Z+qlTwD/8A0mjzs7c8Nh+P/9GRphvLKZ8jQCcp6NRbkx6evhnNDERJWY0ygVVLMZzv/MdklEAf7vvPm76d+wAXvnK/P0pIaATCbbj6tUcM9dfr9qns5Nz6d69LMM993DTlEjw+JkzymHw+fNqjm5vJzkwPKzCU5ufQ6XC4eC1vb3cbMhCUp6Duq5IlLIytsvF8sFmNFOT/9NpkgTy3BMSazrgdnMsv/wy8Hd/xznk3nvVHHTqFPMXPzKFIA6Ka2t5zdGjHD8vv8yNdU+PMmdct46bqKoqpSx717uoIjISOA88wA1HOMz6P/gg+8n49vrpp9kesuB7+OHJj4XphLEvIxHeO4kE/8y+roxzlBWWL2eY87//e47LTEaRp1YYGVEhqYSkPHqUKhyjbB9Qz9OqKm5qC0UNKxXXXUeFXTbLfv/BD8afo+skm0TxffQoCZ5wmH380ks8Jqq0cJjEQDyuSNfu7lyTMZkPR0b4e2enciptVKaLY2pjuoCay0Ih/g0O8j647DI+4+UeFHVgKc/Co0d5T3z725wHs1mSFk89RVO5gQGO/2JjwNhutbVq7XD0KMeX16v8Fj35JNvw5Zf53BFy2goXY+NpVGAcPpybd18fn3OalrtJMyv4zD67LjZkfSWKqu3bWbYzZyavXLGCcf0aDnM9+MADag0hhHFHB9eSYm4r8/7LL7Ot/uVfOD+73VzPfPjDVJzJOrRUSNQ78auWTnN8nTmj7idRx1qZWgmMa1chbGUd2tKiyOjubpJXheDxKLN5IbBlPk0kJjdezWv1lhYS3xdzHyF97XbP3l5FlNKBAOdU6ZeZ3kd94xucT3Wdffkv/8J5otBe08xFJJPA977H9mxv55qykFlzIcyreDWapjkB/BuA1wLYAODtmqZtKHZdIsGHjXHzVgx+v3qTmE4DtT+/H7U/vz/nHAmtWQyZDB9EAwP8zGSAr3zlK1i/fj2qq6vxuc99Dj6fCmcq4UYFXV1duK2AVrG9vR2bSqDga2u5GP3Zz+7H4GDXWDv84z++G93drWPkkkSD0DQOsotBNpUKIb6mUpZwmG/svv993jBPP80JYCqwUprcey8l4r/5zeTfOAvuuIOTUTTKz5my0baCmZAxt53VRux1r8tffrkP3e7xCy9zWgcPcmLu6MiNdnKxmPh165hfS0sY3d38PhHMpHrnvvu4gbRa1A4Pc94T1V4+RKOK3BHznpdfpslqZSUXPRKKeNkyzg3isDUQ4IPLuMnr7eUDbmCAm6lf/pKL/OFhLtSEOLAaR4K3vlW9qTUrVKJRph+N8s+s5hMfGqJiEHJeSGI5BjAdmfMee4wEMMDPffv4DNi7l2+GHnqI9/a9946/tyXqjoTsXrtW5VFVRcVMd7famAwN0QyhooJvEIXcyWRYdqOD3N5etdmdCtzubI7y9OxZlskqHHQkUpqaZboRj/P55HZPrxPwVauYrmwQgdw5SAitUhGJAHffzTEhC+jeXt4TQvQBJAwTCZo3nT6tnBF/97t8Hsl4OnhQkSLxODfCJ07k5ik+WlwubuYjkbmhZBUMDrINwmG1wDXCGIErH971Lr6lb2lhf4gSJd915s1xOs1rZd4yQp6n8bha100VXV0kYMXvUT5C9MUX+Xn+PNvoC1+gkkHmg54e3t+plHLQLOq8bFap9uRPMDioiCAhgcybBYE4Dtd1jvlkkt9PneIm99QpqiTM6yvek1GcPVv4WbhuHZ1pi58nQN0Lx47x+T3R8frss1SX3HEH0y8rU30nc/+RI8zj3Dn2Qb55UspvXKc99NDU1mlPPKGUh1bP4J4edc+a1yy33ML6OBz8vOWWyZdjIpD1icx/ZWX8bG+f3nzuuIN99+yzai1y8KBaQ9TU8H5Yvly1oUB8ne7ezXmzrk7d6+fOKdPh97yHawirZ7IZLS3Mp7ZW+Uq78kqm7fGwHdxujp/3vId7BCHmjOsU43Mjn2KsVAQChQnPyRD4Vi9PL/Y+QubWbHb29iqilnW5SKhLv8z0Pkr8i8kc2NdHhWU+hMPWc3ZHB++XQIBzcykvn6ww3xQ8VwA4qet6GwBomvZ9ALcCaM13gcuVxdAQJ4ZbbuFirJTF49KlfCjEYso5onnRImE6i8FKhfLv//7v+OUvf4kVF7xayoNJQpca021qasJDDz1UPKMiELv0X/3qfqxZswn19U3IZIC77vo6gkFOCtmserMoZJNElJgN57GiOnK7c8syEcjbimCQfVFRMXWCwEpp8tRTfFB2dPAhcd99k1cJBYNzx+dOMZmjsS3MSqm77x7fBoVYdXO7Dg8rM4C+Po7Ns2cn7/RXkE+VJA+AyTyswmHK0/fsUffODTdcPHOyn/3MemMqPrbKy7moKUSKikLG4+H84HazrGKWOjDA36JRLs6WLOGiy+/PJXdqa+l3IxZjGtmsMjVIJknYVFVx41Vbqxa869ePL1NHB+9Rs68VgXEeyrdAknI5naov5KFrntfKy/n9xAkuFn/0Iy4Im5t5zu9+R1VTXd149Vh3N/DqV9MMwenk+Hz721XZt2xRjo9TKZbX5+NGSI6JOVJ1Na9zOnPrNR3zbmWlWi0KyRQMzg6Rkw/ZrPIRNxVCy+VSY1bmktOnlXJHNozPPcexuGdPbjSjQpDNpd/PN4ZXX83/RdWzcaO6337yE94LixbR/AVgH58/z/ty926WIZHgPCcb+8FBjqeHHuL99pOfKPOP1atZl6VLVZoLARUVXE/F42wPiVjmdPK+kzf8RqxePYi9e9XE6nTSZMdqfSfP0yuuIMkifhyMcDh4/5a66dc0kuHBoFJ8W43bgQHOaatWUSUTCHDju2wZx2RlpVIpmcdfIeLRGGK92Lg1OkC22jiKvyQrCMFc6Fl4xx1UMBlJt2xWkbUeT3HTLDOk7vJcHhmhw2Qhgh0ONS4SCWXiY9UH8TjTMK7Tnn2WnzfcMLFyCfKZLQp0nc+Hqqrx65y3v533+IkTJDXf/vaZMcOX9dW6dZw/0ml5oTW9+ch6JxZj3zz2GF981NVxThse5kuka6/lPWR+DmUyNG1xOvlMDAY5by5axDHV1cV14KpVpSm6xSxc1L1vfSv7/sMf5nFZS61eTZPbZct4n9bWclxbKWIOH85VZLW3U7kr62QhzfKZdZmJLTN0feKOxs1r9fZ24MtfLn5dPpTipFjm1ocemr09y7p17EMJDrJrl3LrMZNl2raN6lojvvpVKtKtcN991sdTKa4rdJ1jXFwKTBTzSsEDYAmAs4bvnReO5YXHk4HbzYcowEm2lAWz280JaONGfprfFjkcXKyV8lbCrEL56Effh7a2Ntxyyy2455578IEPfABOJ/CJT9yJL3zhg/ijP7oaa9asHCN1jAqd1taXccUVV2Dbtm3YsmULTlx41ZfJZPCBD7wHGzduxI033ohwOIbeXr5FENUQADz00EPYt28fPvax2/G2t21DPB7De96zGy+8sA/V1cCGDUHce+8n8aY37cTb3va/cOzY8/iTP9mNlStX4uGHfzaW18c//nFcfvnl2LJlC772ta8Vb4RJoraWm6xsdjzxZYSopOLxXAVNOMwJOhZjW1RVoejbqGIIh2lq8vd/r94eHD2qIpQFAnwIFFMJGd8mlfIWYrpRav6iahHJtLntjKSM2DrnU/sAhVl1M8FTVcW0jA7Bf/974MYbJ11tAPlVSfJAWLqUnxMhZiTNzk4qP86dK6xUmQ5YvYl2Orlhkg2u+W22EaIeATin+f00YXU6lS8uibpz6hTH91VXkbgIh5XTXp+P4375ct6nFRXsK9m4ptP87vezzwupo5YvVwqefHUW/y1WMNZXNi5CXhk3YeEwy9bdzXI+/zwJuspKLn7371dKIJF3m9/Eip8p8TFSWUmZ7v/9v7yn3vQmtqf4x6HDY+Yrzvt9PrZLIsF8hJRyOC6OhD+TYVlCIfVsczpnXxGSTitlwVQgpkzBoCJCurs5bkS9KXNQLMa+KysrbV2g61yg+/3qzfdb3sIF5fr1HEeivj16lKaNixbxWDTK/JJJtVGRt+hOJ+udTrPcQiB94AMck+Gwcgg+MsJxZQ65PZ/xqlexjx54gPVcvZrPGyFBrHDjjR0533Ud+NjHSNCan2XGZ51xzjOiqak0RbagrEyZi8rYtYIQu11dXCO43azX2bM8buXnarohY1tMPa2Q774rLyfBXehZGAzyPtiwQRHnbjdNgDwe9ayYCM6eVX6mgkHeC7ffTkKmpobPVyHHxbVAU5N1WuILxrhO8/tJ3n/xi5NbfxWbLyorlWrMvM75yU84rmV85/OnNZ2QqH6f/CTLtGaNWoOV4hdvohBiOhTiGO/uprlzSwvwwQ9S4XP6NPdR5iiWQjwtWsR+7ezk+mLFCmVatXSptTrKXOd77yUxCPCFY0MDfSd9+cv8/MhHuJ65/nrm0dTE9fvRo/S1JZYaZkXMpk25fZpvnWxl1gUUj0Qp0TKNa8hia/Zia/WJoph6H1DKrN/+lp+TNSeaCu64g/NAVxcJRKfz4q6788FqvVZoLfuzn1kfHxzkOHzjGzm+t2yZXHk0fR7FvtY07U8A3KTr+rsvfL8DwBW6rv+N6bz3AngvANTV1e+89dY92L27F7rOSaGyshKLF6/G4KAX2SxQV8cnTyF1iP7N7yAUcmPgje9EQ0NszB+EeaEQjzvg82Vz/pe3x8mkAx5PFg4HsH37JjzxxBN49NFH8eKLL+KLX/wi3ve+9yEajeL+++/H8ePH8da3vhUHDhxAR0cH3vKWt+C5557DRz7ycVx11S689a1vRTKZRCaTQW9vL7Zt24Zf//pJXH75Jrzzne/EjTe+Frfd9racPEWO/7rXvQ6f+tRnsXPnNgwNefEXf3ED7rrrn7F9+y40NATx0EMP4cYbb8Sf/umfIhKJ4KGHHsKRI0fx3ve+D48++gx++MP/wtBQHz7xiU8gkUjgxhtvxDe/+U2sXLlyGnq5MMTMQNrW6DcomwVaW9vx7W878ZrX9KK+nuz/wABw+nQQS5ZwNiwv5yZysmYAfX3As89WY8WKCILB5Ni46e3lxPLssw245ppe+HyFw8+LB//OziCam8MoK+OGoBDC4TCC0yQHKTV/iZQizhpra1XbZbNAR4cLAwMuLFsWx/79wTH/VGvXhsfuuVKQzQIvv+yH251CbW0atbXKrDGdBtrbg+jrC2DXrl5UVuYP8Z2v/EeOBLF+fXgsio/DwTRbWsLIZnPLaW7nY8eCWLu28ApQTJ3a2vxobIyhoyOITZty07ZKp5S0rSCLpr17G7BzZy86O4Po6aH8rrGRr4SPHKnBjTeega4DL7zQgO99bw0A4MMfPoAjR2rQ2BhHOg00NETR0xPAkiVRrFoVRn9/EKdOBXDllb147rkGOBzAjh29GBoKoq4ujI6OIMrKgObmMH7/+wbccEMvfvvbBmzd2ovTp4NYsSKMZ59tgMeTgceTQSzmxq5dfYjFeB/KOIpGx4/nSISy/n37GtDYyHJJfeinRtWxpyeAK67oRTYLnD0bhKYBS5aE0dFRDgDo7/ejsTGK/v4AduzoxdmzQXg8WRw4UIOrrz6Po0ersXVrP7q7y+ByiWleEMuXhy+ofJwYHvZgaMiJNWvCY8ofuU+OHg2iuxtobw9g6dIoMhlg0aIoEgkf6uujF8ZFEJWVYfT0+PDcc4143eu4MX388WWoro6jsTGK3t4AFi2KjkW4amsL4PLLe7F3bwO2b2fffve7a7F9ex9qauIYHPRh/fpBPPvsIlx11fmxvjYe+8Y31iMadWLLlkG8+90v43/+ZxVqauLo6QkgEEhhzZoRDA4GUF8fxaJFYXR2BsfSACSkto7HHluK9vYyZLMu7N59FsuXR/Dkk004ebIK8bgGjycDhyMLtzsLpxPwejNIJFwAMgiHvbjhhjPYsWMAhw7VYfXqERw5UoP+fh9WrRpGKORBNOpCRUUKy5ePwuXS8eyziwAAmzf3ob8/gEzGgTVrBvG73y3BkSN1aGoaxtmzlXA4dKTTDtTUxDA05IfXq2PdukGsXDmK1atDOHmyCsmkhpaWEfT0BOB0Aldd1Yvyci5Es1ng3DknfvObWjQ3j6K6Oo4vfGEHUikd9fVxlJensWrVMHp7/Th/3o/6+gTe+MZ2uN1AKOSHx5NCXV0aS5dyQXb0aABVVQksXTqCysrgmHLX5QL6+x3o7/dh2bIoXC6goyOIyy4LjzlGj8eBkyeD6O7m/DYwEITfD1RUhOFy8ZmybVsvDh2qw44dw9C0NJ55pgEDAz6MjHjw7LON2LChH9XVSdTVRdHbW4bly0OorY3h5MkqHDlSg5aWUQwO+rB0aQi9vQFcffU57N/fiCVLRvH97+fuBJqbR/CGN5zFs882oqwshfLyFHp7ed8FAimsWjWEZ59tgsOho7o6cUG9lkBHRxVe8YouuFw6+vu96OioxK23nkJZWQadnUGcPx/A97+/DIBibZYvH8YnP3kUtbUZDA/zWe10AsuWhcee67/4xTIMDnrQ3+9De3slrriiGx/96EH86ldLkUw6sWhRDD09AWzZMojeXj82bAjnPOONz7rRUaCxMYyvfW0jmptD6O/3Y/XqUaRSbtxyyxn86EfLsGLFCL71rfVIJJwIBpNwu3VEIi7E407ceWcrNm0agsslCrBaNDZGMDzswcqVo/jP/1yLtrZq/J//sw+jo74L0cyqceONZ6FpJHGFDDp8OIiamhh+/vMWXHbZMKqrk0ilHDhzpgzZrAM7dvShra0Sp09XYMWK0bF5sKcngJ07e/HYY8uwfv3g2BxpnCvlPOPxI0dqcuYPmTdqauI5z5Dnn2/EG994GgCweHEMK1Zkiq5NslmSJ8PDyhTM5eL3VAp47LFlqKnhfPf440tx/Hg1XK4sEgknFi+OYGTEi8rKBD784f147LFluPHGM/B4lAPgvj7g5ZeDcLmA6uowkkngzBk+O5YuDY8RnokEcPfdl2NoyIMPf/gAmpvDKC+neqqvT63TTp0KYunSMF56qQHXXdc7Nq+X+jyWqHt33305PvOZvWPHv/Slbfjwh/fD62XZjx0LYs2acM4aRCK9ffObq/Gud528oOCcvrWdFfr6gJMn/WhoSMLpzKCnJ4jLL88t18BAEOvWTc+bRvFL9MILDWhoiGLFijAaG4HW1iCWLQvj6FF+PvtsA3bs4LNOcPnlvejqCsLrBRYv5jP57NkAmpqiWL8+PEZGnjs3fu167BjbcO3acM59n04DGzeG4fePb2c5z+3mhpyEbBCLF3Ot0tc3fp1oHif51slnz6q1pq4Dy5eHsXQpTTd1HfjHf7wS//APZI86O4P4+c9X4P3vP4RAABgczM232Jq90FrdClZrY+P5xrJbrZMBEjqpFHDvvZvx/vcfgtstLwALj+fJrHvlnvv4x6/B//f/PQ2AJPLAAPDCC1x3BgIss1VZLzZExf7QQ6sBALfddhIuF8lMKxw/TqLvhRcaMDjoG5sfly4No6lJuWsp1o/XX3/9C7qu7zIfn28EzysA3KXr+k0Xvn8aAHRd/7/5rlm+fK0eCBxDZSVleR/5CHDkyBFEo+tzGHhNA3buzJ/3mX+6nxGd3ngnNI2TszG8pCASUUSR/G8VCWrVqhbs27cPv/jFL7Bv3z589atfxZ133onXvOY1uP322wEA5eXlCIVCaG9vxxve8Ab89reH8d3vfhf/8R93453v/DPcdtsfY82aNWhvb8drXvMa7N9/AmVlwOc//3n09aXw4Q//7ZiPiWyWi1oA2L17N97//i9g9epd0HXgL/9yNz72sS/gyit3Yf16LyKROFwuDX//938Pr9eLz3zmMzh5MosdO2rwzDPD+PCHb8PJkwdRWckF38jICO655x78kTFG7EVCb2+urXtZGRl5CUt38uQRfPGL67FyJRn6D32I9X/uOU565eX0fzHZ52g4TFa1u5sEw4YNfBjcfTfNsg4c4JubVatoRlRIHvihDymHc9zsFpdT7tmzB7t3755c4achfzPuvZeKmkCADH5vL/9vaGBbv/OdpUsk772XUt7ly2lCIm+93vMe9cZLnC9WVuaGQy2W7nPPKRMMkUqbzcSM5ZR2LkWias6nu5tql1WrmL7UI186L7xQeO7Jh3vuUc7lxNTHyoy0lFDlmsZ7yefjG7W1a7lY7+vjAqKjA9i8mX3z4ou8B6+6im9Mnn+e56dSvA/j8VwHn4JgkH35L/+ijlmN57e/nQ6Qh4dVnbxe5Z/GWGaJqGH01SH5+nxcrImKSTYdTqeKIBMOK4f5Xi+VR4sXc2G+dSt/27eP98jKlVy4SN+Fw7zvf/QjXl9Zybd+wSDfNL/0EhdIV15JJ86ZDPM3hmUWMwQSI7zW41GbpHR6epzp/vM/P4m//dtX5Rxzu9kGbjfvN6OPInkrPpdMuEqFqJ/M40/q+/rX04nhvffyDf6hQyQUS10Keb18S7hiBd8wi7noo49yE7lx4x7EYrvH7vmjR3nuq17F+1zGTTTKN6wHD3LulChHuk4Fy2WXsVwul/rN42EaL75Y/A3wXIIolPJBTG8efJDzjt/P+SiR4Nt7K3OG//f/9uBv/3Y3gkFl0ij+sBobGUlF5nTjs+5HPxofQcvhoFq0oaF0U5klS6gm+dWvOB/W1lpH5BM/T9ksy/f2t7Pf77iD42JgYHJmmF6vMmHr6lL+Ir3eXL9dxrYXVWCp5lI+H3DXXfvw13+9a9Jrpvp6zi/mqH+l5L1kCZ3rAuzD0VG2Z0cH51eXi2OkooKqkP/9v63b8l/+hWt/ieR04ADvn3SabbVzJzeDO3eW9qwHOEYLmT97PAzrLpGZREUqDu07O3lfL1vGvcn27dO3trPChz7ENvX52P9iRm9cGy1eTPXpdOBVr6IaLxzm+AsGgZtu4tqor49jQtYt8hwG1PP42mupvvR6eb8mEjz+t3+r/O/kW08B7EvjfZ9KcZy86U3j21nWeUePcj7esYPjo6ODz/Bbb1XrxEJrOSvcey/NAvv7uaG/6iqa5tTWjr8PjWu4qio6nTeuT6djzW4um3ltbFwHy+/51snA+KjMsm4otleZzLrXSnn57//OMh47xnFlXHfPtMnY299OKwZR7WgaVaX/7/9Zn3/PPbQEMSuxli+n0q7U8muaZknwzDcTrb0A1miatkLTNA+AtwHII3IqDLO8uZjc2ezs08pm1MokCuDE3tDARUdDQ2EpvNegRzaSb+Ic89Zb/xT/8R8/Qzbrx0033YTf/va3F8wVvGN5a5oTmpa2dNpsdOYHqBtGZMsulxuDgzzocDjGypNIOJBOp6FpgKbp+PSn/xX79+/H/v37cfr0adwwWUPmCSKf02W3Wz0EHn+cE3M4zIXUwAAfNps2UUY8lZckDzygTE46Oyn5X7eOad5zDzeFAwNsT4nKkw/TLaecKKYj/6NHuUA5d46TmjjnDoW4AJqID5ujR7mgCwSU7DYY5MNw0yamK0y2le+WQumanTqX6nytFImqQNJcuRK4/HJ+GhcEpaZTKtrbuWC66SaSMuI8UKBpbKtSHIqKU9/hYd5H+/dzMRKJcAPc10eHlg6HUlX94Q9qMXXiBN9e1NWR7BGzH3NZvv3t4nL4I0co45YQvuI42TznitNan48b4sZGLtLF3Mbox0M2feI8P5VSRLG8afb7eV55uSIB9+3jotDjIbkjZnuyUfjOdzj2jxzhhkMi37z0kpKRywaPc6f6M7aP+C0aGOBCUPyQTJfDbp9v/O46lVJO/sTvmtH8bR69+8mBx2Nd9nSa9RR79oMHudE7e3ZipnCaBrzmNSR2li7lfHL0KMdgIMC+lLnr/e8nmaPrXIjfcw/ns/Z2tcnfsoX3k5gqVFZyTHV38wWC0el1IEByZyKmRHMBxczu3v9+tsk115A083rZFhJlxgqRiBuappyuy1tbp1P1i8D4rLMiTMX/06lTpddp1y5uBJuaOO9VV1ufp+vcyPn9LMeXv6yeCaX4zzHDqFqWKFriQNnp5HGjyaUxfSrJS8/L6WR7PfDA5E3Ily8fX45iEBcIixerY+vWKUe5dXXcXK9dy/vngx/kfJwvj/e8h5+ynvibv1HPgsZG9vv+/RN7Rhe7B5NJld7+/XyGyhqkq4tje3iYnzMREW/dOuYVDpPYPnGC7gvE7UF3N8nP6XIX8Md/zDaWFxcOB9sgFGL/ZbNqPSfPGzFPlhc6mQznQjG1jkbzly8c5vz6l3/Jv3vu4TrizBnuB/bs4TxrRTLKXP3lL3OPIARKXR3X9MZ14kTXcmI+dPYs5zYxH7Iqh3H8SlRC4/p0uvcMhQKeSNmLrZPN+9mZNvWWOqxbR3Knp2f2nD1/+tO597LPx3V0PrznPZx/jPyD10t/wdPhk+siWPhfPOi6ntY07QMAfgWGSf+GrusvF7rG6eTm3uj0ChjvuTpf9AGVd+53881pdKQsvisAThwSZcGo4Jko5O1zW1sbVq1aiZUrP4i+vjYcPHgQFRUrx3yXyKQgb8DMTpsHBgCfrxyRSGgc6yqbCau3EmIjq2nAK15xE374w3vxrne9Gm63G8ePH0dFRQXKy8snXrEJIp/T5WhULZbicbLr992nHuxHj07PTX/0KBehoggykhiiMrnmGpbjJz8pzMDKddNVtoliOvIXZ6X9/ax7Ok1iY3R04mSapBUM5jolDAbp84jqO5I799wz8XSNbyFKdb5WzMG0EYXStEpnIuogKxjDcqbTiiSQewNQvmFKgShMYjFFyAwOKgXM4CBt0pcv58Ln5Zd5vjgLFjK5t5eb1FSKi7lkktdLmsWcIq5fTx9GNTXK+ajMT+bNypIlvAerqvh55oxS00Sj/L+mhp9S1lBILSjFP5u8hbr+euUc/UMf4rWtrRw3P/iB6iMJ+Toyoh7oySTnoy1buMjYto351NbynmhvV2/cMxleK20CqLfuRmLO47m4UQydTuUIG1Ab8VIcDk8n5NkzHXnKODSjupp9Lfbsw8PsV59vYlG05LmaTObOU889p+4F48L7gQdIFJaV8X4FOMblPrjjDuC//otKhbo6js/6eirm5N5Zu1ZFt5SIXDPdR1NBKWWVeVr88Vx5Jef5fM7WEwnX2JyVzbLdvV76Tayvz+2DO+5gn/3sZ4UJjmLrQCO2b2da69cz/6oqa1Wp3N9+v3rpI5vEujrliLZUuFxqjBuJs3Sa97MQXQ0Nylm+RAiyGudGMte8rpWw90/TGmJSb8QffJD1bm2dmH+tZctIEgB8VkrI+HCYG6D3vGf889Llsna8bzxPntMHD1Ihcu4cN4YSqa6UZz1QfM5wOFR64nNpxw7WQaLuOZ38fOQRKjsuJmR994Mf8HPdOs45Tz/NefHUKd43pTgtLgXveQ/vt1CIc6zXyzZYupR5LV7Mui9ezPYQRaLbzfbPZrkukjTkGT46yrWg15vrGwfgWJOIQw8+SGWUmVwp5hzbuC5+5SvHr8smsiYEeG1DA1VAxmuKvbxxOMarc6Z7z1AsjHgp6+QbbuBL9WyWZS72rn+q695CddB14I/+aPacPf/f/5urps9k+OwvBIdD+WEElP/K6QjpPq8IHgDQdf0RAI+Ufr5iO83ResznTQWiLJG3w7LYj0Q4oGWDki+UZjHIG5tHHnkQP/7xt+HxuNHcvAh///d/jyNHRsfOkQe/281Jxaqcb33rnfjsZ98Hr9ePb3zjmbGJRt5iWr2ZWLpUSe/uuOPdiMfbsWPHDui6jvr6ejwwQx6thKgyE1fGTZDXy4XJz37GB8F03uxWi1CZnCYz8c9mpKzpyF8eMB0d3GxXVHChtG3bxB8+hR5eixbRrGIqZZzMQ7HYA3Aq6ViFtJxsf1RXc9w5HMoDv2wCm5q4SbIKtSgPIk1jOSoq1IMJUKSPhEvPZID/9b+YV08P5zORVPt8XCi//LIaC4cO8RrxAbZ8efEw9/fcw/v28ce54JTw7cYFta5TadPUxHxERv3Tn3LDdfKkMmlJpzlXXH45Q9tWVDBdeZstdtrmTcO6dXRwG4mo8MUPPMA+EuVaWxvrLTbvoh647Tb1tu/oUeAd72Caotz43vdI+p8/nxveWMgdXednebkir43w+bjxks2jxzMxkkIgEaekrxMJRdQGAopguxgQ4vD66/mWtK+Pc/boqJrDzaGhi0FMsyR6j2zm6+pI1m3fru7/qip1bxhN5wrB7abp1JVXWs8nR49yrN12W+4xcRYq/SibGFH6GAlstxu4+WaOqUWLOJ/KfdPdzXvs17/OT2RJ28pYKhSK92LB6Lhd1mD5iBqB1Tw9MgJ87WvWc1ddXWysjh4P7+u/+zteL+oogUQJXb6c6rqRkanXcc8e1qupiWM2nyPM+nqOw5aW3BdOixfz7a3bzX7NZtX6MB8RIgROJqPmHTHNMpLWQiwnEkrRKCpNgZF0q6zkuYnEePV5Msm+m+wb5VWrSKZ86EOc01vzxrxVcDho3i19+MADVNtt3swy+3zWm8LrrmOQjVKwZQvbQ0iXmhp+lvqsl3lSIC9XRAG5Zo1KLxJRLyyuvJImO/ICIhqdGUfbst47elSZ+VxzDRWBPT3sp6YmzjnToR4Qx9uy7jlzhnuSqiq2heyPDh/m/N/aqtYiNTXqGXT55cAzz/D+zmZJ4B45Arz2tePX2uKkXv5vbx9PrhR7YVJsXTyZNaHVNfIywAhRG0ugjImWbaKYDsLo/vsn9vJ1Ote9wOy/KDdCnt9iTmhUR1vhgQc49w4NqZd7LS3TV495R/BMFA6HtbzM7c59kyMOiPNh4I13FvzdqCwJh5WpisvFxURlJcb84cTjjIwFAHfeeSfuvJNp33///Tlphi/IgFpaWvDyy4cxMAD81V99Gh/96KdRW6ukcGvW1ODRRw+PDagPfehjluSOlPM1r3kzrrvuzYjF2D7//d974PVy8jx9OjxGmtx111057ROJiC7Sgc9//rP4/Oc/O/Z7aIYcAoi5mxliDy0klNkr/3Sh0GQyXWTAfII8cIybWdncTpSVv1iE11TSna6Hh1U6n/nMxAhBM4xhOcW3lMtFgmFoiPf29ddzLG7dCnz0o+PTEFJ340ZuXIeHueATnzWi8BDTneXL1aK1sZHKLXkzvHEjj998M+eZo0eBN7yB6UsY0quvLn5vCJkntuvnz5Mo8vs5Z1dUsNyBAOc72bxHo0o109urwk5v2UIFzb33sj36+9VCaulSytXz9dkPfsB5WyKiSB+JuUB1NZVNEua5qkr1b6FxJ29RJZqSvLER/wRijrh8uYrQIwrRsjJGPXnhBZ5bXc02/+Y3law9H+Ttvvzv93Nhv2IFlSFnzrAdxV+EtOF0QcabpF9by0WhjImNG/nmNZ1WhIBERywFXi/7YP16bhgkEslrXpPrPwng99FR9uOTT+ZXmYgPO3nT9id/Yt2vcmzPnty5z/hckPqbXzoZCWyz34NbblH305VXUg1x7bW8782+ZAC17rjxRqoTDh60JskmowASVZmsnayuLyvjfXj4MNuhvv7/b+/+Y6SqrjiAf09YYFegC+V3ulhQRKAGgbSoEaOSNgFK1pJGqNpGpWq6QoOkP62x0cQYfzSFRhKJVhLSEqql1Fpotajd/mHKKiisNgsiBhXkh25CXTRLAz3948ztezs77+3Mzt33Zt58Pwlhd3Z25865d95577z77rPxtX17/AyZQp+XVavss3fnndG/52YH9rWdd0WV0aODdUH6y11Jf+GFwV3Y3Fn5/JiMGmU/D89odWPisstsBsXo0UBTkz128qR9LsPrh7kC/NCh9u/UKWu/W6/LFdLcDME5c4LZhY2Ntn1qbw+2e26bPmGCbZPfeccuMfzgA/vcuH0pwBYw3rHDzoyXw73n8ePjL70D7JLscF8We/LsoouKL/Dk5+SlS23WdbG5/tpre85cmD/f+tod6D7wgBViC80E2bIlmLk1dKj1Q1Ly91OXLbPH29qsHT73XfuaDQME27u6umDtQleAHT3a8t7MmZaXJk2y7cm4cYWLcW1tQaG+vj6YxRd+v3Pn+ntPxe4TFvqdTZtsxp87IX/eecGllefO2TZ+oPnY5y715GupJ8LD8revxWz3kzRjhm1D3RIBDQ3AihXRz9+/3/rZzbQvd43YfJkv8NTVFV6EaurU4Czv4MH2fRx3tiT8fVh4Jomr2LmCS0ND8Drhy4pKEVXYyH/tuFuJh5/rzqgPGmTtCxeMqtGkSUH/DBtmB3TNzf5fJ25jUkmV5KRV0kbWJ1/vq9DfKbcgmP/7LS3BgeDkyfacw4eDsXjffT1v2ShiOzvLlweLFra3W5I5edKS1Ny59ve6u20K+cMPBzutN95of+ftt+0gY+TI3gfRjvv7/d0pCs+IaWuz7dUrr9i2K7zj6Kb/Hj0aXC7Z2RmcXW9uDgoI9fXx24j8M5DhPnJta2iwnbQzZ+ygZO3a4nbWw+04/3w7uBs+3A6M3ftatixYZPy116wAd+iQPa+pybbX4R3buXODNZHc7KTwgb27tMitN6RqB4PLl9vigFu22CV4J07YTvTEiVbsO3KktEtXogwbZjO7Ghvtaxf78BgFeo/hvXstVnEzbNw6DuPG2doow4cD8+ZFLwwJ9BxfI0ZYDE+cCGatjRhhY+jMGeunIUNs5qabhVGs8OssX174PUc9P1wsDGtpsZi89VbPWcFu5sZVV9mZVQC45RYrrpw9G8zqa2y0/u/qio6r28dxl3+OHWtn092lSKdP20HX0KHBulENDVYA6+62hcZbWoLPZHt74TVu4q7sdtvNNWt6t7Ox0caTu5lF3I40EGwvFy+220V/8knP9RTd+kl9XTLl1oBrbrZZJeFtw4IFtmB2eKHUMWPsueG+Dvexm6kyfLgVs93Z8KuvthkrL75o43LCBCtC3H67xXTNGnt9V+h2i3Nff30wEzEc+1GjbKbt/v32nqdNA7ZutQNq5/HH7cDz/fd7jqtLLy1/f8ZdJrdtm8W30KwsF7OtW3s+VmyunDWrZxEbsOJ/IYVycim5fsOG3jMX8rf9UX9v6dJg+19X1/d6jT7F7af63nctZv/JvVZ7u/XVyJE2NgHbTs6fb7eyd8W36dOji3HuMkyg92fOPbc/S2SU+p6K+R2XC9wYWLTI2tifZQiqSTn7vTNn9pwBOHOm//aVY+1aOymxa5dtl1essO+jxF0R4kNV3UWrPy6++GI9cOBAj8c6Ojowo5RVWmEbjnffDa6Dv+CC6EXW3F2z3LR9twZP+NZ1SRRTVq5ciVfcxdM5q1evxq233ur9tbq6uhJZgyfOuXPAnj0d2Lx5xv+naA/gXSdT4fMuWhQtiTiH79zQn/Fa6u+3t9uMGneGeNEiSyxpfk5KjXOx7znqeaXGrNw+KvbvhndY818nfNA3daoVMNwCi+FLGNrbg0LbtGl2ALt5s73Wvfe2Yteua/Dpp8FtgqPWsQg7frznDstNN9kB/XPP2V0r3N2+GhrsYNSd5d+xo2ehaORIO2CMKwLGcTHYt8/e17lzdlA/fbrl1o8+Cg6Ab7ghOpZx/fHkk0GBq5y/leS2Y88eK7Z89pn1z+zZdmeScDtPnwbWrwc2brSvx4+3PnCXkR8+bDOY3ELAS5YAV1xhB+GuH8PFhaj339dn5fhx4Lbb7K5TZ88GM0iefz768ibn5Zft7mfd3TZ2V60ClixpxcGD1/Trszx5sr2/F16wn4U/C+GxcPSozSbo6rKiwbBhNnNjw4ZgLa7w67vCS9xBfyUr9DlYtaoVixdf4zVHhAtPx45ZodKdRFi/vnfMStnuP/gg8NhjwSWOO3b0Pb6SVuj97N7NfbskVMo+9EDtW1SKqDiX874PHbLC2Hvv2ezmp5/uWaCuNr7GQNRdtFjgIS8qocADZL9vKyU5ZR3jnAzGORmMc3IY62QwzslgnJPBOCeDcU4G45ycrNwm3ZusF7ZqEfuUiIiIiIiIalVNFnjq6+vR2dnJgkCGqCo6OztRH3XdHBEREREREVGGZX6R5UKamppw5MgRfNTXfTupaN3d3akXV+rr69HU1JRqG4iIiIiIiIjSUJMFnsGDB2PKlClpNyNTWltbMWfOnLSbQURERERERFSTavISLSIiIiIiIiKiLGGBh4iIiIiIiIioyrHAQ0RERERERERU5STrd5ISkS4AB9JuR4kaAfw77UaUaAyAj9NuRBUrts8Z52QkEedq/Jz7VmvjOa0+r7U4p6lQrPlZ96/Sx3RW+rzS41xJyulzxjkZvuOclc+5b1kfz5XU719U1bH5D9bCIssHVPXLaTeiFCLyhKrekXY7SiEiu6stzpWk2D5nnJORRJyr8XPuW62N57T6vNbinKZCseZn3b9KH9NZ6fNKj3MlKafPGedk+I5zVj7nvmV9PFdDv/MSrcr057QbQIljn9ce9nntYZ/XJvZ77WGf1x72ee1hn9emiu93FngqkKpW/MAhv9jntYd9XnvY57WJ/V572Oe1h31ee9jntaka+r0WCjxPpN2AGsE4J4NxTgbjnAzGORmMc3IY62QwzslgnJPBOCeDcU4G45yyzC+yTERERERERESUdbUwg4eIiIiIiIiIKNMyU+ARkUki8ncR6RCRf4nI6ryf/1BEVETGpNXGLIiLs4h8X0QO5B5/JM12VruoOIvIbBHZJSJ7RWS3iMxLu63VTkTqReRVEdmXi/X9ucc/LyI7ReRg7v9Rabe1msXE+VER2S8i7SLyRxEZmXJTq1pUnEM/Zy70IC7OzIX+xGw3mAsHgIgMEpE3RGR77nvmwQFQIM7MgwMgP86hx5kHPSsUa+bC9GSmwAPgLIAfqOoMAJcDWCkiMwE7WAbwNQDvp9i+rCgYZxG5FsB1AGap6pcA/CLNRmZA1Hh+BMD9qjobwM9z31N5zgBYoKqXApgNYKGIXA7gpwBeUtWLALyU+576LyrOOwFcoqqzALwN4O70mpgJUXFmLvSrYJyZC72LGs/MhQNjNYCO0PfMgwMjP87MgwMjP87MgwOnR6yZC9OVmQKPqh5T1ddzX3fBBtkXcj9eC+DHALjgUJli4twC4CFVPZP72cn0Wln9YuKsAD6Xe1ojgA/TaWF2qDmd+3Zw7p/CEtOm3OObAHwj+dZlR1ScVfVvqno29/guAE2pNDAjYsYzwFzoTUycmQs9iokzc6FnItIE4OsAfh16mHnQs0JxZh70L2I8A8yD3kXEmrkwRZkp8ISJyGQAcwC0iUgzgKOqui/dVmVPOM4ApgG4SkTaROQfIvKVVBuXIXlxvgvAoyLyAawazrM8HuSmlu4FcBLATlVtAzBeVY8BVnADMC7FJmZCRJzDVgD4a+INy5hCcWYu9C9iPDMXehYR57vAXOjbOtiB739DjzEP+rcOveMcxjzoxzrkxZl5cMCsQ+8xzVyYoswVeERkOIA/wJL/WQD3wKbvkkfhOKvqJwDqAIyCXU70IwDPiIik2MRMKBDnFgBrVHUSgDUAnkqzfVmhqudyU/2bAMwTkUtSblImxcVZRO6BbbM3p9S8zCgQ51lgLvQuYjwzF3oWEWfmQo9EZAmAk6q6J+22ZFlfcWYe9KNQnEXkPDAPehczppkLU5SpAo+IDIYdDG9W1W0ALgQwBcA+ETkM2zl4XUQmpNfK6lcgzgBwBMC23HTqV2FVXC5eVoaION8MwH39ewBcWNIjVT0FoBXAQgAnRGQiAOT+5/RST/LiDBG5GcASADepKqdNexKK83VgLhwweeOZuXCA5MWZudCvKwE057YPvwOwQER+C+ZB36LizDzoV684A/gNmAcHQtSYZi5MUWYKPLmq4FMAOlT1lwCgqm+q6jhVnayqk2GDba6qHk+xqVWtUJxznoVtQCEi0wAMAfBx4g3MiJg4fwjg6tzXCwAcTLptWSMiY90dK0SkAcBXAewH8BzsIAK5//+USgMzIirOIrIQwE8ANKvqZyk2MRMi4vwGc6FfMduNZ8Fc6E1MnJkLPVLVu1W1Kbd9+BaAl1X122Ae9CoqzsyDfkXE+ZvMg/7FbDueBXNhaurSboBHVwL4DoA3c9dqA8DPVPUv6TUpkwrGGcBGABtF5C0A/wFwM89AlCUqzrcD+JWI1AHoBnBHOs3LlIkANonIIFjR+xlV3S4i/4RNKf0u7G4L16fZyAyIivM7AIYC2JmbvbtLVb+XYjurXcE4p9ymLIoaz0PAXOhTVJxPgbkwCQ+BeTAJ68E8SNnC48IUCWNNRERERERERFTdMnOJFhERERERERFRrWKBh4iIiIiIiIioyrHAQ0RERERERERU5VjgISIiIiIiIiKqcizwEBERERERERFVORZ4iIiIiIiIiIiqHAs8RERERERERERVjgUeIiIiIiIiIqIq9z8AicXbIhM/tQAAAABJRU5ErkJggg==", "text/plain": [ "<Figure size 1152x576 with 2 Axes>" ] @@ -75,12 +100,34 @@ "plot_load_and_details(EXPE_DIR)" ] }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d9066775", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "778.6927430556945\n" + ] + } + ], + "source": [ + "# begin, end = 24 * 3600, 48 * 3600\n", + "begin, end = (24 + 16) * 3600, (72) * 3600\n", + "\n", + "js = JobSetMulticore.from_csv(f\"{OUT_DIR}/expe0/replay_user_rigid_window1/_jobs.csv\")\n", + "print(js.mean_utilisation(begin, end))" + ] + }, { "cell_type": "markdown", "id": "attractive-inspection", "metadata": {}, "source": [ - "## Summary all expes\n", + "## Compute row summary all expes\n", "Start be creating raw metrics for each individual experience." ] }, @@ -91,8 +138,6 @@ "metadata": {}, "outputs": [], "source": [ - "nb_exp = 105\n", - "\n", "def metrics(exp_num, behavior, window, window_size=None):\n", " \"\"\"Param window_size in case we want to compute metrics for a window\n", " size different than the file name.\"\"\"\n", @@ -177,9 +222,46 @@ "summary_relative.to_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")" ] }, + { + "cell_type": "markdown", + "id": "65a6e995", + "metadata": {}, + "source": [ + "For each expe and each window, calculate the number of jobs in dm_window et average load in dm_window." + ] + }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 29, + "id": "54b46cc9", + "metadata": {}, + "outputs": [], + "source": [ + "res = {}\n", + "res[\"XP\"], res[\"window\"], res[\"wday\"], res[\"#job_in_dm\"], res[\"mean_load_in_dm\"] = [], [], [], [], []\n", + "wday = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri']\n", + "for xp in range(nb_exp):\n", + " # Get these stats from the baseline XP\n", + " expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n", + " for window in [1, 4]:\n", + " end_dm = (int) (start_dm + window*3600)\n", + " \n", + " data = pandas.read_csv(f\"{expe_dir}/_jobs.csv\", index_col=\"job_id\", dtype={'profile': 'str'})\n", + " data_in_window = data[(data.submission_time\n", + " >= start_dm) & (data.submission_time <= end_dm)]\n", + " js = JobSetMulticore.from_csv(f\"{expe_dir}/_jobs.csv\")\n", + " \n", + " res[\"XP\"].append(xp)\n", + " res[\"window\"].append(window)\n", + " res[\"wday\"].append( wday[xp % 5] )\n", + " res[\"#job_in_dm\"].append(len(data_in_window.index))\n", + " res[\"mean_load_in_dm\"].append(js.mean_utilisation(start_dm, end_dm))\n", + "pd.DataFrame(res).to_csv(f\"{OUT_DIR}/load_in_dm.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, "id": "extended-minutes", "metadata": { "scrolled": true @@ -206,7 +288,6 @@ " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", - " <th>Unnamed: 0</th>\n", " <th>#jobs</th>\n", " <th>NRJ_after</th>\n", " <th>NRJ_before</th>\n", @@ -225,11 +306,30 @@ " <th>mean_corrected_sdown</th>\n", " <th>mean_corrected_wtime</th>\n", " </tr>\n", + " <tr>\n", + " <th>Unnamed: 0</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>0</td>\n", " <td>4525.0</td>\n", " <td>379.095561</td>\n", " <td>330.632095</td>\n", @@ -238,7 +338,7 @@ " <td>replay_user_rigid</td>\n", " <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n", " <td>192701.0</td>\n", - " <td>331.2</td>\n", + " <td>331.20</td>\n", " <td>5734.000000</td>\n", " <td>4.561806</td>\n", " <td>571.630939</td>\n", @@ -250,7 +350,6 @@ " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>1</td>\n", " <td>4525.0</td>\n", " <td>379.716607</td>\n", " <td>330.632095</td>\n", @@ -259,7 +358,7 @@ " <td>dm_user_reconfig</td>\n", " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", " <td>192701.0</td>\n", - " <td>352.8</td>\n", + " <td>352.80</td>\n", " <td>5764.000000</td>\n", " <td>4.593056</td>\n", " <td>574.691934</td>\n", @@ -271,7 +370,6 @@ " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>2</td>\n", " <td>4525.0</td>\n", " <td>378.211812</td>\n", " <td>330.632095</td>\n", @@ -280,7 +378,7 @@ " <td>dm_user_degrad</td>\n", " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", " <td>192701.0</td>\n", - " <td>352.8</td>\n", + " <td>352.80</td>\n", " <td>4412.000000</td>\n", " <td>4.601100</td>\n", " <td>576.861878</td>\n", @@ -292,7 +390,6 @@ " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>3</td>\n", " <td>4353.0</td>\n", " <td>369.414075</td>\n", " <td>330.632095</td>\n", @@ -301,7 +398,7 @@ " <td>dm_user_renonce</td>\n", " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", " <td>192701.0</td>\n", - " <td>329.8</td>\n", + " <td>329.80</td>\n", " <td>5739.000000</td>\n", " <td>4.553823</td>\n", " <td>605.601654</td>\n", @@ -313,7 +410,6 @@ " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>4</td>\n", " <td>4525.0</td>\n", " <td>376.966849</td>\n", " <td>330.632095</td>\n", @@ -322,241 +418,50 @@ " <td>dm_user_delay</td>\n", " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", " <td>192701.0</td>\n", - " <td>333.4</td>\n", + " <td>333.40</td>\n", " <td>3577.000000</td>\n", " <td>4.532490</td>\n", " <td>579.920663</td>\n", " <td>1.0</td>\n", " <td>333.400000</td>\n", - " <td>3577.000000</td>\n", + " <td>3577.0</td>\n", " <td>8.043834</td>\n", " <td>642.518674</td>\n", " </tr>\n", " <tr>\n", - " <th>5</th>\n", - " <td>5</td>\n", - " <td>4525.0</td>\n", - " <td>345.753956</td>\n", - " <td>330.632095</td>\n", - " <td>49.300521</td>\n", - " <td>0.0</td>\n", - " <td>replay_user_rigid</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n", - " <td>192701.0</td>\n", - " <td>331.2</td>\n", - " <td>5734.000000</td>\n", - " <td>4.561806</td>\n", - " <td>571.630939</td>\n", - " <td>4.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " </tr>\n", - " <tr>\n", - " <th>6</th>\n", - " <td>6</td>\n", - " <td>4525.0</td>\n", - " <td>344.354801</td>\n", - " <td>330.632095</td>\n", - " <td>48.500425</td>\n", - " <td>0.0</td>\n", - " <td>dm_user_reconfig</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", - " <td>192701.0</td>\n", - " <td>335.0</td>\n", - " <td>5947.000000</td>\n", - " <td>4.366156</td>\n", - " <td>596.159558</td>\n", - " <td>4.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " </tr>\n", - " <tr>\n", - " <th>7</th>\n", - " <td>7</td>\n", - " <td>4525.0</td>\n", - " <td>339.562317</td>\n", - " <td>330.632095</td>\n", - " <td>48.450506</td>\n", - " <td>0.0</td>\n", - " <td>dm_user_degrad</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", - " <td>192701.0</td>\n", - " <td>329.7</td>\n", - " <td>3550.000000</td>\n", - " <td>4.298520</td>\n", - " <td>576.903204</td>\n", - " <td>4.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", " </tr>\n", " <tr>\n", - " <th>8</th>\n", - " <td>8</td>\n", - " <td>4143.0</td>\n", - " <td>324.240464</td>\n", - " <td>330.632095</td>\n", - " <td>44.442604</td>\n", - " <td>0.0</td>\n", - " <td>dm_user_renonce</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", - " <td>192701.0</td>\n", - " <td>322.6</td>\n", - " <td>6509.000000</td>\n", - " <td>4.514186</td>\n", - " <td>614.736906</td>\n", - " <td>4.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " </tr>\n", - " <tr>\n", - " <th>9</th>\n", - " <td>9</td>\n", - " <td>4525.0</td>\n", - " <td>348.363889</td>\n", - " <td>330.632095</td>\n", - " <td>44.442905</td>\n", - " <td>0.0</td>\n", - " <td>dm_user_delay</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n", - " <td>192701.0</td>\n", - " <td>331.2</td>\n", - " <td>6545.000000</td>\n", - " <td>4.529718</td>\n", - " <td>573.087514</td>\n", - " <td>4.0</td>\n", - " <td>1341.500000</td>\n", - " <td>13633.000006</td>\n", - " <td>36.766110</td>\n", - " <td>1436.209945</td>\n", - " </tr>\n", - " <tr>\n", - " <th>10</th>\n", - " <td>10</td>\n", - " <td>9328.0</td>\n", - " <td>412.805468</td>\n", - " <td>427.280155</td>\n", - " <td>15.302949</td>\n", - " <td>1.0</td>\n", + " <th>1045</th>\n", + " <td>19011.0</td>\n", + " <td>426.434174</td>\n", + " <td>665.809533</td>\n", + " <td>90.272213</td>\n", + " <td>104.0</td>\n", " <td>replay_user_rigid</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/re...</td>\n", - " <td>174796.0</td>\n", - " <td>556.5</td>\n", - " <td>8420.000000</td>\n", - " <td>5.288376</td>\n", - " <td>910.652980</td>\n", - " <td>1.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " </tr>\n", - " <tr>\n", - " <th>11</th>\n", - " <td>11</td>\n", - " <td>9328.0</td>\n", - " <td>413.858294</td>\n", - " <td>427.280155</td>\n", - " <td>14.740024</td>\n", - " <td>1.0</td>\n", - " <td>dm_user_reconfig</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>560.9</td>\n", - " <td>8264.000000</td>\n", - " <td>5.241338</td>\n", - " <td>907.059391</td>\n", - " <td>1.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " </tr>\n", - " <tr>\n", - " <th>12</th>\n", - " <td>12</td>\n", - " <td>9328.0</td>\n", - " <td>407.712179</td>\n", - " <td>427.280155</td>\n", - " <td>14.660127</td>\n", - " <td>1.0</td>\n", - " <td>dm_user_degrad</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>562.1</td>\n", - " <td>8472.000000</td>\n", - " <td>5.206777</td>\n", - " <td>894.131968</td>\n", - " <td>1.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " </tr>\n", - " <tr>\n", - " <th>13</th>\n", - " <td>13</td>\n", - " <td>9042.0</td>\n", - " <td>404.581609</td>\n", - " <td>427.280214</td>\n", - " <td>13.926749</td>\n", - " <td>1.0</td>\n", - " <td>dm_user_renonce</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>561.5</td>\n", - " <td>8502.000000</td>\n", - " <td>5.367976</td>\n", - " <td>928.588476</td>\n", - " <td>1.0</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " <td>NaN</td>\n", - " </tr>\n", - " <tr>\n", - " <th>14</th>\n", - " <td>14</td>\n", - " <td>9328.0</td>\n", - " <td>411.703474</td>\n", - " <td>427.280214</td>\n", - " <td>13.925341</td>\n", - " <td>1.0</td>\n", - " <td>dm_user_delay</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>552.5</td>\n", - " <td>8411.000000</td>\n", - " <td>5.169013</td>\n", - " <td>900.400193</td>\n", - " <td>1.0</td>\n", - " <td>552.500000</td>\n", - " <td>8411.000000</td>\n", - " <td>5.348463</td>\n", - " <td>944.224378</td>\n", - " </tr>\n", - " <tr>\n", - " <th>15</th>\n", - " <td>15</td>\n", - " <td>9328.0</td>\n", - " <td>375.472593</td>\n", - " <td>427.280155</td>\n", - " <td>52.635824</td>\n", - " <td>1.0</td>\n", - " <td>replay_user_rigid</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/re...</td>\n", - " <td>174796.0</td>\n", - " <td>556.5</td>\n", - " <td>8420.000000</td>\n", - " <td>5.288376</td>\n", - " <td>910.652980</td>\n", + " <td>/home/mmadon/demand-response-user/out/expe104/...</td>\n", + " <td>193569.0</td>\n", + " <td>2095.20</td>\n", + " <td>22869.000000</td>\n", + " <td>11.957727</td>\n", + " <td>879.067803</td>\n", " <td>4.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", @@ -564,20 +469,19 @@ " <td>NaN</td>\n", " </tr>\n", " <tr>\n", - " <th>16</th>\n", - " <td>16</td>\n", - " <td>9328.0</td>\n", - " <td>379.844209</td>\n", - " <td>427.280155</td>\n", - " <td>50.295198</td>\n", - " <td>1.0</td>\n", + " <th>1046</th>\n", + " <td>19011.0</td>\n", + " <td>427.765204</td>\n", + " <td>665.809533</td>\n", + " <td>90.272213</td>\n", + " <td>104.0</td>\n", " <td>dm_user_reconfig</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>588.3</td>\n", - " <td>8699.000000</td>\n", - " <td>5.518340</td>\n", - " <td>1011.428924</td>\n", + " <td>/home/mmadon/demand-response-user/out/expe104/...</td>\n", + " <td>193569.0</td>\n", + " <td>1573.70</td>\n", + " <td>18768.000000</td>\n", + " <td>9.324098</td>\n", + " <td>925.240229</td>\n", " <td>4.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", @@ -585,20 +489,19 @@ " <td>NaN</td>\n", " </tr>\n", " <tr>\n", - " <th>17</th>\n", - " <td>17</td>\n", - " <td>9328.0</td>\n", - " <td>367.913435</td>\n", - " <td>427.280155</td>\n", - " <td>48.577809</td>\n", - " <td>1.0</td>\n", + " <th>1047</th>\n", + " <td>19011.0</td>\n", + " <td>403.122903</td>\n", + " <td>665.809533</td>\n", + " <td>90.272373</td>\n", + " <td>104.0</td>\n", " <td>dm_user_degrad</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>560.5</td>\n", - " <td>8495.000000</td>\n", - " <td>5.217930</td>\n", - " <td>866.279803</td>\n", + " <td>/home/mmadon/demand-response-user/out/expe104/...</td>\n", + " <td>193569.0</td>\n", + " <td>1533.60</td>\n", + " <td>16073.000001</td>\n", + " <td>5.397535</td>\n", + " <td>474.735732</td>\n", " <td>4.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", @@ -606,20 +509,19 @@ " <td>NaN</td>\n", " </tr>\n", " <tr>\n", - " <th>18</th>\n", - " <td>18</td>\n", - " <td>8683.0</td>\n", - " <td>356.700875</td>\n", - " <td>427.280214</td>\n", - " <td>43.077940</td>\n", - " <td>1.0</td>\n", + " <th>1048</th>\n", + " <td>17610.0</td>\n", + " <td>380.231158</td>\n", + " <td>665.809533</td>\n", + " <td>83.480785</td>\n", + " <td>104.0</td>\n", " <td>dm_user_renonce</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>564.0</td>\n", - " <td>8347.000001</td>\n", - " <td>5.497299</td>\n", - " <td>904.306806</td>\n", + " <td>/home/mmadon/demand-response-user/out/expe104/...</td>\n", + " <td>193569.0</td>\n", + " <td>16.00</td>\n", + " <td>2622.000000</td>\n", + " <td>1.022170</td>\n", + " <td>8.203975</td>\n", " <td>4.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", @@ -627,143 +529,119 @@ " <td>NaN</td>\n", " </tr>\n", " <tr>\n", - " <th>19</th>\n", - " <td>19</td>\n", - " <td>9328.0</td>\n", - " <td>387.350696</td>\n", - " <td>427.280214</td>\n", - " <td>43.078119</td>\n", - " <td>1.0</td>\n", + " <th>1049</th>\n", + " <td>19011.0</td>\n", + " <td>430.269170</td>\n", + " <td>665.809533</td>\n", + " <td>83.482133</td>\n", + " <td>104.0</td>\n", " <td>dm_user_delay</td>\n", - " <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n", - " <td>174796.0</td>\n", - " <td>571.1</td>\n", - " <td>8425.000000</td>\n", - " <td>6.029963</td>\n", - " <td>1187.219985</td>\n", + " <td>/home/mmadon/demand-response-user/out/expe104/...</td>\n", + " <td>193569.0</td>\n", + " <td>660.55</td>\n", + " <td>16030.000000</td>\n", + " <td>2.320387</td>\n", + " <td>374.382884</td>\n", " <td>4.0</td>\n", - " <td>1258.700001</td>\n", - " <td>14404.000007</td>\n", - " <td>8.787680</td>\n", - " <td>1760.872000</td>\n", + " <td>1417.200001</td>\n", + " <td>25712.0</td>\n", + " <td>7.803630</td>\n", + " <td>908.682816</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", + "<p>1050 rows × 17 columns</p>\n", "</div>" ], "text/plain": [ - " Unnamed: 0 #jobs NRJ_after NRJ_before NRJ_in XP \\\n", - "0 0 4525.0 379.095561 330.632095 15.958916 0.0 \n", - "1 1 4525.0 379.716607 330.632095 15.835053 0.0 \n", - "2 2 4525.0 378.211812 330.632095 15.835053 0.0 \n", - "3 3 4353.0 369.414075 330.632095 15.574638 0.0 \n", - "4 4 4525.0 376.966849 330.632095 15.576238 0.0 \n", - "5 5 4525.0 345.753956 330.632095 49.300521 0.0 \n", - "6 6 4525.0 344.354801 330.632095 48.500425 0.0 \n", - "7 7 4525.0 339.562317 330.632095 48.450506 0.0 \n", - "8 8 4143.0 324.240464 330.632095 44.442604 0.0 \n", - "9 9 4525.0 348.363889 330.632095 44.442905 0.0 \n", - "10 10 9328.0 412.805468 427.280155 15.302949 1.0 \n", - "11 11 9328.0 413.858294 427.280155 14.740024 1.0 \n", - "12 12 9328.0 407.712179 427.280155 14.660127 1.0 \n", - "13 13 9042.0 404.581609 427.280214 13.926749 1.0 \n", - "14 14 9328.0 411.703474 427.280214 13.925341 1.0 \n", - "15 15 9328.0 375.472593 427.280155 52.635824 1.0 \n", - "16 16 9328.0 379.844209 427.280155 50.295198 1.0 \n", - "17 17 9328.0 367.913435 427.280155 48.577809 1.0 \n", - "18 18 8683.0 356.700875 427.280214 43.077940 1.0 \n", - "19 19 9328.0 387.350696 427.280214 43.078119 1.0 \n", + " #jobs NRJ_after NRJ_before NRJ_in XP \\\n", + "Unnamed: 0 \n", + "0 4525.0 379.095561 330.632095 15.958916 0.0 \n", + "1 4525.0 379.716607 330.632095 15.835053 0.0 \n", + "2 4525.0 378.211812 330.632095 15.835053 0.0 \n", + "3 4353.0 369.414075 330.632095 15.574638 0.0 \n", + "4 4525.0 376.966849 330.632095 15.576238 0.0 \n", + "... ... ... ... ... ... \n", + "1045 19011.0 426.434174 665.809533 90.272213 104.0 \n", + "1046 19011.0 427.765204 665.809533 90.272213 104.0 \n", + "1047 19011.0 403.122903 665.809533 90.272373 104.0 \n", + "1048 17610.0 380.231158 665.809533 83.480785 104.0 \n", + "1049 19011.0 430.269170 665.809533 83.482133 104.0 \n", "\n", - " behavior dir \\\n", - "0 replay_user_rigid /home/mmadon/demand-response-user/out/expe0/re... \n", - "1 dm_user_reconfig /home/mmadon/demand-response-user/out/expe0/dm... \n", - "2 dm_user_degrad /home/mmadon/demand-response-user/out/expe0/dm... \n", - "3 dm_user_renonce /home/mmadon/demand-response-user/out/expe0/dm... \n", - "4 dm_user_delay /home/mmadon/demand-response-user/out/expe0/dm... \n", - "5 replay_user_rigid /home/mmadon/demand-response-user/out/expe0/re... \n", - "6 dm_user_reconfig /home/mmadon/demand-response-user/out/expe0/dm... \n", - "7 dm_user_degrad /home/mmadon/demand-response-user/out/expe0/dm... \n", - "8 dm_user_renonce /home/mmadon/demand-response-user/out/expe0/dm... \n", - "9 dm_user_delay /home/mmadon/demand-response-user/out/expe0/dm... \n", - "10 replay_user_rigid /home/mmadon/demand-response-user/out/expe1/re... \n", - "11 dm_user_reconfig /home/mmadon/demand-response-user/out/expe1/dm... \n", - "12 dm_user_degrad /home/mmadon/demand-response-user/out/expe1/dm... \n", - "13 dm_user_renonce /home/mmadon/demand-response-user/out/expe1/dm... \n", - "14 dm_user_delay /home/mmadon/demand-response-user/out/expe1/dm... \n", - "15 replay_user_rigid /home/mmadon/demand-response-user/out/expe1/re... \n", - "16 dm_user_reconfig /home/mmadon/demand-response-user/out/expe1/dm... \n", - "17 dm_user_degrad /home/mmadon/demand-response-user/out/expe1/dm... \n", - "18 dm_user_renonce /home/mmadon/demand-response-user/out/expe1/dm... \n", - "19 dm_user_delay /home/mmadon/demand-response-user/out/expe1/dm... \n", + " behavior \\\n", + "Unnamed: 0 \n", + "0 replay_user_rigid \n", + "1 dm_user_reconfig \n", + "2 dm_user_degrad \n", + "3 dm_user_renonce \n", + "4 dm_user_delay \n", + "... ... \n", + "1045 replay_user_rigid \n", + "1046 dm_user_reconfig \n", + "1047 dm_user_degrad \n", + "1048 dm_user_renonce \n", + "1049 dm_user_delay \n", "\n", - " makespan max_slowdown max_waiting_time mean_slowdown \\\n", - "0 192701.0 331.2 5734.000000 4.561806 \n", - "1 192701.0 352.8 5764.000000 4.593056 \n", - "2 192701.0 352.8 4412.000000 4.601100 \n", - "3 192701.0 329.8 5739.000000 4.553823 \n", - "4 192701.0 333.4 3577.000000 4.532490 \n", - "5 192701.0 331.2 5734.000000 4.561806 \n", - "6 192701.0 335.0 5947.000000 4.366156 \n", - "7 192701.0 329.7 3550.000000 4.298520 \n", - "8 192701.0 322.6 6509.000000 4.514186 \n", - "9 192701.0 331.2 6545.000000 4.529718 \n", - "10 174796.0 556.5 8420.000000 5.288376 \n", - "11 174796.0 560.9 8264.000000 5.241338 \n", - "12 174796.0 562.1 8472.000000 5.206777 \n", - "13 174796.0 561.5 8502.000000 5.367976 \n", - "14 174796.0 552.5 8411.000000 5.169013 \n", - "15 174796.0 556.5 8420.000000 5.288376 \n", - "16 174796.0 588.3 8699.000000 5.518340 \n", - "17 174796.0 560.5 8495.000000 5.217930 \n", - "18 174796.0 564.0 8347.000001 5.497299 \n", - "19 174796.0 571.1 8425.000000 6.029963 \n", + " dir makespan \\\n", + "Unnamed: 0 \n", + "0 /home/mmadon/demand-response-user/out/expe0/re... 192701.0 \n", + "1 /home/mmadon/demand-response-user/out/expe0/dm... 192701.0 \n", + "2 /home/mmadon/demand-response-user/out/expe0/dm... 192701.0 \n", + "3 /home/mmadon/demand-response-user/out/expe0/dm... 192701.0 \n", + "4 /home/mmadon/demand-response-user/out/expe0/dm... 192701.0 \n", + "... ... ... \n", + "1045 /home/mmadon/demand-response-user/out/expe104/... 193569.0 \n", + "1046 /home/mmadon/demand-response-user/out/expe104/... 193569.0 \n", + "1047 /home/mmadon/demand-response-user/out/expe104/... 193569.0 \n", + "1048 /home/mmadon/demand-response-user/out/expe104/... 193569.0 \n", + "1049 /home/mmadon/demand-response-user/out/expe104/... 193569.0 \n", "\n", - " mean_waiting_time window max_corrected_sdown max_corrected_wtime \\\n", - "0 571.630939 1.0 NaN NaN \n", - "1 574.691934 1.0 NaN NaN \n", - "2 576.861878 1.0 NaN NaN \n", - "3 605.601654 1.0 NaN NaN \n", - "4 579.920663 1.0 333.400000 3577.000000 \n", - "5 571.630939 4.0 NaN NaN \n", - "6 596.159558 4.0 NaN NaN \n", - "7 576.903204 4.0 NaN NaN \n", - "8 614.736906 4.0 NaN NaN \n", - "9 573.087514 4.0 1341.500000 13633.000006 \n", - "10 910.652980 1.0 NaN NaN \n", - "11 907.059391 1.0 NaN NaN \n", - "12 894.131968 1.0 NaN NaN \n", - "13 928.588476 1.0 NaN NaN \n", - "14 900.400193 1.0 552.500000 8411.000000 \n", - "15 910.652980 4.0 NaN NaN \n", - "16 1011.428924 4.0 NaN NaN \n", - "17 866.279803 4.0 NaN NaN \n", - "18 904.306806 4.0 NaN NaN \n", - "19 1187.219985 4.0 1258.700001 14404.000007 \n", + " max_slowdown max_waiting_time mean_slowdown mean_waiting_time \\\n", + "Unnamed: 0 \n", + "0 331.20 5734.000000 4.561806 571.630939 \n", + "1 352.80 5764.000000 4.593056 574.691934 \n", + "2 352.80 4412.000000 4.601100 576.861878 \n", + "3 329.80 5739.000000 4.553823 605.601654 \n", + "4 333.40 3577.000000 4.532490 579.920663 \n", + "... ... ... ... ... \n", + "1045 2095.20 22869.000000 11.957727 879.067803 \n", + "1046 1573.70 18768.000000 9.324098 925.240229 \n", + "1047 1533.60 16073.000001 5.397535 474.735732 \n", + "1048 16.00 2622.000000 1.022170 8.203975 \n", + "1049 660.55 16030.000000 2.320387 374.382884 \n", "\n", - " mean_corrected_sdown mean_corrected_wtime \n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 8.043834 642.518674 \n", - "5 NaN NaN \n", - "6 NaN NaN \n", - "7 NaN NaN \n", - "8 NaN NaN \n", - "9 36.766110 1436.209945 \n", - "10 NaN NaN \n", - "11 NaN NaN \n", - "12 NaN NaN \n", - "13 NaN NaN \n", - "14 5.348463 944.224378 \n", - "15 NaN NaN \n", - "16 NaN NaN \n", - "17 NaN NaN \n", - "18 NaN NaN \n", - "19 8.787680 1760.872000 " + " window max_corrected_sdown max_corrected_wtime \\\n", + "Unnamed: 0 \n", + "0 1.0 NaN NaN \n", + "1 1.0 NaN NaN \n", + "2 1.0 NaN NaN \n", + "3 1.0 NaN NaN \n", + "4 1.0 333.400000 3577.0 \n", + "... ... ... ... \n", + "1045 4.0 NaN NaN \n", + "1046 4.0 NaN NaN \n", + "1047 4.0 NaN NaN \n", + "1048 4.0 NaN NaN \n", + "1049 4.0 1417.200001 25712.0 \n", + "\n", + " mean_corrected_sdown mean_corrected_wtime \n", + "Unnamed: 0 \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 8.043834 642.518674 \n", + "... ... ... \n", + "1045 NaN NaN \n", + "1046 NaN NaN \n", + "1047 NaN NaN \n", + "1048 NaN NaN \n", + "1049 7.803630 908.682816 \n", + "\n", + "[1050 rows x 17 columns]" ] }, - "execution_count": 8, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -990,27 +868,65 @@ "aggregated" ] }, + { + "cell_type": "markdown", + "id": "30234b04", + "metadata": {}, + "source": [ + "## What do out data look like?" + ] + }, { "cell_type": "code", - "execution_count": 15, - "id": "sublime-warning", + "execution_count": 2, + "id": "742cabe7", "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n", - "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n", - " if ax.is_first_col():\n", - "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n", - "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n", - " if ax.is_first_col():\n" - ] - }, + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2)\n", + "load_in_dm = pd.read_csv(f\"{OUT_DIR}/load_in_dm.csv\")\n", + "boxplot = load_in_dm.boxplot(column=\"#job_in_dm\", by=\"window\", vert=False, ax=axs[0, 0])\n", + "boxplot2 = load_in_dm.boxplot(column=\"mean_load_in_dm\", by=\"window\", vert=False, ax=axs[0, 1])\n", + "\n", + "load_in_dm[load_in_dm.window==1].plot.scatter(x=\"#job_in_dm\", y=\"mean_load_in_dm\", ax=axs[1, 0])\n", + "load_in_dm[load_in_dm.window==4].plot.scatter(x=\"#job_in_dm\", y=\"mean_load_in_dm\", ax=axs[1, 1])\n", + "plt.suptitle('')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ed775f60", + "metadata": {}, + "source": [ + "Analysis: \n", + "- no correletion between the number of jobs in the demand response window and the average load during that period: the jobs have very different size\n", + "- data very scattered, even if we notice that in more than 50% of the case, the infrastructure is at almost full load during the demand response event, and at more than 80% load in more than 75% of the case\n", + "- the 1-hour window (from 16:00 to 17:00) is more loaded on average than the 4-hour window (from 16:00 to 20:00) " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4847dbbf", + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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RRL3JdtBs84yiJEmSdmlkZIShoSHGxsbYunUrk5OTDA0N2eVxlo2MjHDiiScyf/58Nm7cyKJFi7jzzju56KKLqg5NXcpCUZIkSbs0PVHK8PAwU1NT9PX1MTo66gQqFdiyZQs//elPueeee7j11ls5+OCDqw5JXcyup5IkST0sIvZ4O+mkk7jhhhu45557uOGGGzjppJP26nlqnbPOOouI4Igjjmj6edZZZ1UdmrqUhaIkSVIPy8y9vj1i5cQ+ra/W2bRpE/PmzWPdunV87GMfY926dcybN49NmzZVHZq6lIWiJEmS1AFe/epXN10e49WvfnXVIamLOUZxL7Sz64RH29SJ3CYkSZp9F154IYsXL94+qdCFF15YdUjqYhaKe2FfvrgeefbV3Hz+s9sYjVQ9twlJklprbw7C/uAHP+DP/uzP9vm5HoTV/rBQlCRJlbB3gnSvPf3Pjo+Pc8YZZzB//nxuvmUjRz7i3stjOANt67hfupeFoiRJqoS9E9rn99/0KTb/6u62vPaRZ1/d8tdccPBBfP3cp7f8dbvJdDE4ff3K+fPnc95551kktpj7pXu1vVCMiGcAFwEHAu/OzPPb/Z6SJEm9bPOv7m7LF9iJiQmWLl3a8tdtR/HZjQYHBxkcHOTIs69mQxcXKKqHts56GhEHAm8HngkcBQxGxFHtfE9JkiRJ0sy0+4ziE4FvZ+Z3ASLig8Ay4MY2v68kSVLPun/f2TzukrPb8tqvu+R1LX/N+/cBdN8ZMrsAq5O1u1A8Avhew/1NwB81rhARpwGnARx66KFcd911bQ6p8IrP3Mmd7dlu29Z9Yv5B8Panzm/La3eKgYGBtr325ORk2167E3TaNuH24Pag3asqv7ZTN/wNs+XnU+fz3me0fh+5efNmFixY0PLXfekn7+zK9t38q7tthy7XzZ9XuwvFnU0b1DRCNDPfBbwLYPHixXnccce1OaTCAbc8jvvPyju11nHH/VfVIVTKAcbt04nbhNuD24N2rar82jafvJqO/xtm0yev5qWfvLMNLzwHaP3rLjj4oK5s3/vf8jiGb2nTi/+09S95/z5z6z7p8v1SuwvFTcDDG+4vBL7f5vfcKz+fOr+jBnmDA73VXp22Tbg9SPVkV7t6aNeBIQ867RtzqzpZuwvF/wc8OiJ+G7gVeBFwUpvfUx3GLxXSvdwe1OmcbVNq1p7/seD09e3Zp0vT2looZubWiDgduIbi8hjrMvOGdr6nOo9fKqR7uT1IUvfwzK46Wduvo5iZ/wr8a7vfR5IkSZLUGm0vFCVJUu/wsgydJ2Jncw/uZv1Ve7/uvky6pT0bHh5m7dq1bNmyhXn/dy7Lly9n9erVVYelLmWhKEmSWsbJOzrPvhRz7Zy0T7s3PDzMO97xDg455BBuv/2HPPCBD+Qd73gHgMWi2sJCUZIkSarY3p7Zvf3225t+XnzxxVx88cW7fY5ndrU/LBQlSZKkiu2pmIsIDj30UMbHx9m8eTMLFixgcHCQ22+/3UJQbWGhKEmSJHWAZcuWMTAwwMTEBAMDAyxbtox3vetdVYdVe156av9YKEqSpJbyunFSe4yNjfHYxz6WRYsWceGFFzI2NlZ1SB3BS0/tHwtFSZLUMl43TmqPhQsX8uMf/5izzz6bu+++m4MOOoi5c+fy4Ac/uOrQ1KUOqDoASZIkSbt3wQUXMH/+fI444ggOOOAAjjjiCObPn88FF1xQdWjqUhaKkiRJUs0NDg5y0UUXMX/+fADmz5/PRRddxODgYMWRqVvZ9VSSJEnqAIODgwwODno9S80KC0VJ2zkBhSRJksBCUVLJCSgkSZI0zUJRkiRJUte6f9/ZPO6Ss9vy2q+75HUtf8379wFUf5DdQlGSJEnqAOPj44yOjjI1NUVfXx8jIyNOZrMXfj51vtdR3A89XSh20ngscEyWJElSrxofH2dkZISxsTE2b97MggULGBoaArBYVFv0bKHoeKz6sDuAdC+3B6nZ9BmUW26con/CMyjqXaOjo4yNjTEwMMDExAQDAwOMjY0xPDzsNqG26NlCUfVhdwDpXm4P6iURsU/r33DDDZx00kmcdNJJe1w3M/c3LKmWpqamWLJkSdOyJUuWMDU1VVFE6nYHVB2AJEnqTZm529vChQt52MMexrXXXsvll1/Otddey8Me9jAWLly4x+dK3aavr4/169c3LVu/fj19fX0VRaRuZ6EoSZJqadOmTVx66aUMDAwwZ84cBgYGuPTSS9m0aVPVoUmzbmRkhKGhISYnJ9m6dSuTk5MMDQ0xMjJSdWjqUnY9lSRJkmpuehzi8PDw9llPR0dHHZ+otvGMoiRJqqWFCxdyyimnNJ1BOeWUU1i4cGHVoUmVGBwcZMOGDVx55ZVs2LDBIlFt5RlFSZJUSxdccAFnnHEGp556Khs3bmTRokVs3bqVf/zHf6w6NEnqep5RlCRJtTQ4OMhFF13E/PnzAZg/fz4XXXSRZ1EkaRZ4RlGSJNXW4OAgg4ODbbvEiyRp5zyjKEmSJElq0rZCMSLeGBG3RsTXytuz2vVekiRJkqTWaXfX07dl5lvb/B6SJEmSpBay66kkSZIkqUm7C8XTI+IbEbEuIh7U5veSJEmSJLXAjLqeRsSngYft5KER4J3A3wNZ/vxH4NSdvMZpwGkAhx56KNddd91MQqqFbvgbZls7PrNt27a1rS1s433j57Vv3B7UCt2WX9v5P6y9ZzvUg+2w78yt+25GhWJmPm1v1ouItcDELl7jXcC7ABYvXpzHHXfcTEKq3ievpuP/htnWps9sYmKiPW1hG+8bP6994/agFum2/Nq2/2HtE9uhHmyHffTJq3npJ+9swwvPAVr/ugsOPqgW7du2yWwi4rDMvK28+3xgQ7veS5IkSZJ25ubzn92W1z3y7Kvb9tp10M5ZTy+IiMdTdD29GfibNr6XJEmSJKlF2lYoZuaL2/XakqoVEfu2/qq9Xzcz9zEaSd1seHiYtWvXsmXLFubOncvy5ctZvXp11WFJUtfz8hiS9llm7vF2+umnM3fuXADmzp3L6aefvlfPk6Rpw8PDrFmzhvPOO48Pf/jDnHfeeaxZs4bh4eGqQ5OkrtfOrqeSetT0l7tVq1axaNEiNm7cyMqVKwE8EyBpr61du5ZVq1Zx5plnMjExwZlnngnAOeec475EktrMM4qSWq7xy928efM488wzWbVqFWvXrq06NEkdZMuWLaxYsaJp2YoVK9iyZUtFEUlS77BQlNRyfrmT1Apz585lzZo1TcvWrFmzvVu7JKl9LBQltZxf7iS1wvLly1m5ciUXXnghd911FxdeeCErV65k+fLlVYcmSV3PMYqSWm758uW85jWv4ayzzmLbtm0ceOCB3HPPPbziFa+oOjRJHWR6HOI555yzfdbTFStWOD5RkmaBZxQlSVJtrV69mrvuuourrrqKu+66yyJRkmaJhaKkllu7di1vfetb2bp1K1dddRVbt27lrW99q5PZSJIkdQgLRUkt52Q2kiRJnc0xinshIvZt/VV7v64XGFc3mjt3Lk9/+tO5/vrrt48rWrx4sZPZSJIkdQjPKO6FzNzr21VXXbVP60vd6DGPeQyf//znOf7443nf+97H8ccfz+c//3ke85jHVB2aJEmS9oKFYouMj4/T39/PsmXL6O/vZ3x8vOqQpMp861vf4ilPeQrXXHMNL37xi7nmmmt4ylOewre+9a2qQ5MkqWP5fVOzya6nLTA+Ps7IyAhjY2Ns3ryZBQsWMDQ0BMDg4GDF0Umzb8uWLXzqU5/ivve9LxMTEyxdupRf/vKXzJ8/v+rQJEnqSH7f1GzzjGILjI6OMjY2xsDAAHPmzGFgYICxsTFGR0erDk2qxNy5c1mzZk3TsjVr1jhGUZKk/eT3Tc02zyi2wNTUFEuWLGlatmTJEqampiqKSKrW8uXLWblyJQCLFi3iwgsvZOXKlb8xE6okSdo7ft/UbLNQbIG+vj7Wr1/PwMDA9mXr16+nr6+vwqik6kxfEPucc87ZPuvpihUrvFC2JEn7ye+bmm12PW2BkZERhoaGmJycZOvWrUxOTjI0NMTIyEjVoUmVWb16NXfddRdXXXUVd911l0WiJEkz4PdNzTbPKLbA4OAgX/jCF3jmM5+5/ezJ8uXLHVgsSZKklpj+Xjk8PMzU1BR9fX2Mjo76fVNtY6HYAuPj41x22WUcdthhbNy4kcMOO4zLLruMJz/5yW68e+nIs69uw6sGp69v/esuOPiglr9mNxofH2d0dHR7MhsZGXF72EtuD5KknRkcHGRwcHD7jOJSO1kotsBZZ53FnDlzWLdu3fbpik8++WTOOussvxjvhZvPf3ZbXvfIs69u22tr95zCe/+5PUiSpDpwjGILbNq0iVNOOYXh4WFOOOEEhoeHOeWUU9i0aVPVoUmVcApvSZKkzuYZxRZ5z3vew/j4+PazJ541US9zCm9JkqTO5hnFFpgzZw53331307K7776bOXOsw9WbpqfwbuQU3pIkSZ3DSqYFtm3bxoEHHsipp57KLbfcwiMe8QgOPPBAtm3bVnVoUiVGRkY48cQTmT9/Phs3bmTRokXceeedXHTRRVWHJkmSpL3gGcUWOOqoo3jKU57CbbfdRmZy22238ZSnPIWjjjqq6tCkymVm1SFIkiRpH1kotsDAwAATExOcd955fPjDH+a8885jYmKCgYGBqkOTKjE6Ospll13GTTfdxMc//nFuuukmLrvsMiezkSRJ6hAzKhQj4i8i4oaIuCciFu/w2Osi4tsR8d8RcfzMwqy3yclJVq5cybp16zjxxBNZt24dK1euZHJysurQpEo4mY0kSVJnm+kZxQ3AC4DPNS6MiKOAFwFHA88A3hERB87wvWpramqKc889lw0bNnDllVeyYcMGzj33XL8Uq2c5mY2kVhkfH6e/v59ly5bR39/P+Ph41SFJUk+Y0WQ2mTkFEBE7PrQM+GBmbgFuiohvA08EvjiT96ur6S/FjV1N/VKsXtY4mc30BE9OZiNpX42PjzMyMsLY2Nj2y08NDQ0BeBkqSWqzds16egTwpYb7m8plvyEiTgNOAzj00EO57rrr2hRS+zz/+c/n5JNP5rWvfS2LFi3ibW97G295y1sYGhrqyL+nm/j5V+PGG2/k7rvv5q677iIiuOuuu7j77ru58cYbbZMK+dn3lm7Ir+eccw6vfOUriYjtt+HhYc455xwOO+ywqsPrSdu2bevI/6VuYzvUR1e3Q2bu9gZ8mqKL6Y63ZQ3rXAcsbrj/duCvGu6PASfs6b2OOeaY7FQf+MAH8uijj84DDjggjz766PzABz5QdUg97xErJ6oOoWcdffTRee2112Zm5lVXXZWZmddee20effTRVYbV07phewCuzz3kEW/dlV8POOCA/PWvf52Z9+5Lfv3rX+cBBxxQZVg9bbodVC3boR66Pbfu8YxiZj5tP+rPTcDDG+4vBL6/H6/TMQYHBxkcHGRiYoKlS5dWHY5UKSezkdQKDu2QpOq06/IYHwdeFBFzI+K3gUcDX27Te0mqGSezkdQKIyMjDA0NMTk5ydatW5mcnGRoaIiRkZGqQ5OkrjejMYoR8XxgNXAIcHVEfC0zj8/MGyLiQ8CNwFbgFZm5bebhSuoE01/uxsbGmr7ceR1FSftiesKa4eFhpqam6OvrY3R01IlsJLXNTibp3P36q/Z+3aKnZ+eY6aynlwOX7+KxUcBvhVIP8sudpFZxaIek2bQvxVy375faNeuppB7nlztJkqTO1a4xipIkSZKkDmWhKEmSJElqYqEoSZIkSWpioShJkiRJamKhKEmSJElqYqHYIuPj4/T397Ns2TL6+/sZHx+vOiRJkiRJ2i8Wii0wPj7OGWecwZ133gnAnXfeyRlnnGGxKEmSJKkjWSi2wFlnncWcOXNYt24dH/3oR1m3bh1z5szhrLPOqjo0SZIkSdpnFootsGnTJi655BIGBgaYM2cOAwMDXHLJJWzatKnq0CRJkiRpn1koSpIkSZKaWCi2wMKFC3nJS17C5OQkW7duZXJykpe85CUsXLiw6tAkSZIkaZ9ZKLbABRdcwLZt2zj11FN5wQtewKmnnsq2bdu44IILqg5NkqSO5qziklSNOVUH0A0GBwcBGB0dJSKYP38+55133vblkiRp342PjzMyMsLY2BibN29mwYIFDA0NAZhjJanNPKPYIoODg2zYsIErr7ySDRs2mMAkSZqh0dFRxsbGmiaLGxsbY3R0tOrQJPWwXunp4BlFSZJUS1NTUyxZsqRp2ZIlS5iamqooIkm9rpd6OnhGUZIk1VJfXx9vetObmo7cv+lNb6Kvr6/q0CT1qF7q6eAZRUmSVEsDAwOsWrWKVatWsWjRIjZu3MjKlStZsWJF1aFJ6lG91NPBQlGSJNXS5OQkK1euZN26dUxNTdHX18fKlSu54oorqg5NUo/q6+tj/fr1DAwMbF+2fv36ruzpYNdTSZJUS1NTU5x77rlNk8Wde+65XXnkXlJnGBkZYWhoqOn66UNDQ4yMjFQdWst5RlGSJNVSLx25l9QZpiesGR4e3t7TYXR0tOsmsgHPKEpqk16ZOlpS+/TSkXtJnaNXLovnGcUWGR8fZ3R0dPuRhZGRka79p5H2pJemjpbUPr105F6S6sZCsQX8Uiw1a5w6emJiYvvU0cPDw24TkvbJ4OAgg4ODTExMsHTp0qrDkaSeYdfTFuil66lIe6OXpo6WJEnqRjMqFCPiLyLihoi4JyIWNyw/MiJ+FRFfK29rZh5qffmlWGo2PQFFIyegkCRJ6hwzPaO4AXgB8LmdPPadzHx8eevqK+P6pVhq5gQUkiRJnW1GYxQzcwogIloTTYea/lI8NjbW9KXYrqfqVU5AIUmS1NnaOZnNb0fEV4GfAa/PzH9v43tVyi/F0m9yAgpJktSNeuVqB3ssFCPi08DDdvLQSGZeuYun3QYsysw7IuIY4IqIODozf7aT1z8NOA3g0EMP5brrrtvr4OvksMMO4+KLL94+6ynQsX9LN7ENqrdt2zbboSZsh97SLfl1mvuSerAd6sF2qM5nPvMZxsbGeO1rX8uiRYvYuHEjr371q7nxxht56lOfWnV4LRWZOfMXibgOeE1mXr8/j09bvHhxXn/9blepPc+e1MeRZ1/Nzec/u+owep7bRD10w/YQEV/JzMV7XlM7Mr+qVWyHerAdqtPf38/q1au3XwJs6dKlTE5OMjw8zIYNG6oOb5/tLre25fIYEXFIRBxY/v5I4NHAd9vxXpIkSZI0G3rpagczvTzG8yNiE/Ak4OqIuKZ86E+Bb0TE14GPACsy88czC1WSJEmSqtNLVzuY6aynlwOX72T5R4GPzuS1JUmSJKlOeulqB+2c9VSSJEmSukYvXe3AQlGSJEmS9lKvXAKsLZPZSJIkSZI6l4WiJEmSJKmJhWKLjI+P09/fz7Jly+jv72d8fLzqkCRJkiRpvzhGsQXGx8cZGRlhbGyMzZs3s2DBAoaGhgC6cmCrJEmSpO7mGcUWGB0dZWxsjIGBAebMmcPAwABjY2NdOU2uJEmSpO5nodgCU1NTLFmypGnZkiVLmJqaqigiSZIkSdp/Foot0NfXx/r165uWrV+/nr6+vooikiRJkqT9Z6HYAiMjIwwNDTE5OcnWrVuZnJxkaGiIkZGRqkOTJEmSpH3mZDYtMD1hzfDwMFNTU/T19TE6OupENpIkSZI6koViiwwODjI4OMjExARLly6tOhxJkiRJ2m92PZUkSZIkNbFQlCRJkqS9ND4+Tn9/P8uWLaO/v5/x8fGqQ2oLu55KkiRJ0l4YHx9nZGSEsbExNm/ezIIFCxgaGgLouvlJPKMoSZIkSXthdHSUsbExBgYGmDNnDgMDA4yNjTE6Olp1aC1noShJkiRJe2FqaoolS5Y0LVuyZAlTU1MVRdQ+FoqSJEmStBf6+vpYv35907L169fT19dXUUTtY6EoSZIkSXthZGSEoaEhJicn2bp1K5OTkwwNDTEyMlJ1aC3nZDaSJEmStBemJ6wZHh5mamqKvr4+RkdHu24iG7BQlCRJkqS9Njg4yODgIBMTEyxdurTqcNrGrqeSJEmSpCYWipIkSZKkJhaKkiRJkqQmFoqSJEmSpCYWipIkSZKkJjMqFCPiLRHxzYj4RkRcHhEPbHjsdRHx7Yj474g4fsaRSpIkSZJmxUwvj/FvwOsyc2tErAJeB6yMiKOAFwFHA4cDn46Ix2Tmthm+n3pcROzb+qv2ft3M3MdopGq5PUiSpHaZ0RnFzPxUZm4t734JWFj+vgz4YGZuycybgG8DT5zJe0lQfHnd29tVV121T+tLncbtQZIktctMzyg2OhW4rPz9CIrCcdqmctlviIjTgNMADj30UK677roWhjT7tm3b1vF/Q6e76KKLuPrqq7n77rs56KCDePazn80ZZ5xRdVg9y22iWm4Pvcv8qnawHerBdqiHbm+HPRaKEfFp4GE7eWgkM68s1xkBtgLvn37aTtbf6SHqzHwX8C6AxYsX53HHHbfnqGtsYmKCTv8bOtnw8DATExOsWrWKRYsWsXHjRlauXMnChQtZvXp11eH1JLeJ6rg99Dbzq9rBdqgH26Eeur0d9lgoZubTdvd4RJwCLAWemvf2V9oEPLxhtYXA9/c3SGlvrV27lhNPPJF169YxNTVFX18fJ554ImvXrvWLsXqO24MkSdpfM+p6GhHPAFYCx2bmLxse+jjwgYi4kGIym0cDX57Je0l7Y8uWLaxfv573vOc9bN68mQULFvCyl72MLVu2VB2aNOvcHiRJ0v6a6XUULwbuD/xbRHwtItYAZOYNwIeAG4FPAq9wxlPNhojgWc96FgMDA8yZM4eBgQGe9axn7fPskFI3cHuQJEn7a0ZnFDPzUbt5bBQYncnrS/sqM/nnf/5nLr/8cm6//XYOPfRQfvjDHzqLo3qS24MkSdpfMz2jKNXKwoULmTdvHnfccQeZyR133MG8efNYuHDhnp8sdRm3B0mStL8sFNV1HvCAB3DNNddw+eWXc8011/CABzyg6pCkyrg9SJLUWuPj4/T397Ns2TL6+/sZHx+vOqS2aOV1FKXKff/73+e9730vw8PD22d5vOCCC3jpS19adWjSrHN7kCSptcbHxxkZGWFsbGz7RHFDQ0MADA4OVhxda3lGUV2lr6+PhQsXsmHDBq688ko2bNjAwoUL6evrqzo0ada5PUiS1Fqjo6OcdNJJDA8Pc8IJJzA8PMxJJ53E6Gj3Tc3iGUV1lZGREYaGhhgbG2Pr1q1MTk4yNDTUlRuvtCduD5IktdaNN97IL3/5y984o3jzzTdXHVrLWSiqq0yf8m/sajc6Otp1XQGkveH2IElSa93nPvfh9NNPZ2BggImJCQYGBjj99NM555xzqg6t5SwU1XUGBwcZHBxkYmKCpUuXVh2OVCm3B0mSWufXv/41q1ev5glPeML23jqrV6/m17/+ddWhtZyFoiRJkiTthaOOOornPe95Tb11Tj75ZK644oqqQ2s5C0VJkiRJ2gsjIyM7nfW0G8f/WyhKkiRJ0l7opfH/FoqSJEmStJd6Zfy/11GUJEmSJDWxUJQkSZIkNbFQlCRJkiQ1sVCUJEmSJDWxUJQkSZIkNbFQlCRJkiQ1sVCUJEmSJDWxUJQkSZIkNbFQlCRJkiQ1sVCUJEmSJDWxUJQkSZIkNbFQlCRJkiQ1sVCUJEmSJDWxUJQkSZIkNZlRoRgRb4mIb0bENyLi8oh4YLn8yIj4VUR8rbytaUm0kqR9Mj4+Tn9/P8uWLaO/v5/x8fGqQ5IkSR1gzgyf/2/A6zJza0SsAl4HrCwf+05mPn6Gry/ts/HxcUZHR5mamqKvr4+RkREGBwerDkuadePj44yMjDA2NsbmzZtZsGABQ0NDAG4TkiRpt2ZUKGbmpxrufgl44czCkWbGL8bSvUZHRxkbG2NgYICJiQkGBgYYGxtjeHjY7UGSJO1WK8congp8ouH+b0fEVyPisxHxJy18H2mXGr8Yz5kzZ/sX49HR0apDk2bd1NQUS5YsaVq2ZMkSpqamKopIkiR1ij2eUYyITwMP28lDI5l5ZbnOCLAVeH/52G3Aosy8IyKOAa6IiKMz82c7ef3TgNMADj30UK677rr9+kPqYtu2bR3/N3Syqamp7W3Q+HNqasp2qYjbRHUWLVrExRdfzBOe8ITt7fDVr36VRYsW2SY9wPyqdrAd6sF2qIdub4c9FoqZ+bTdPR4RpwBLgadmZpbP2QJsKX//SkR8B3gMcP1OXv9dwLsAFi9enMcdd9w+/gn1MjExQaf/DZ2sr6+PAw88kOOOO257W0xOTtLX12e7VMRtojrnnXfe9q7YmUlmsnr1as477zzbpAeYX9UOtkM92A710O3tMKMxihHxDIrJa47NzF82LD8E+HFmbouIRwKPBr47o0ilvTAyMsLQ0BBjY2Ns3bqVyclJhoaG7HqqnjQ9DnF4eHj75E6jo6OOT5QkSXs001lPLwbmAv8WEQBfyswVwJ8Cb46IrcA2YEVm/niG7yXtkV+MpWaDg4MMDg4yMTHB0qVLqw5HkiR1iJnOevqoXSz/KPDRmby2tL/8YixJkiTNTCtnPZVqwQuMS/dye5AkSftjpl1PpVrxOorSvdweJEnS/vKMorqK11GU7uX2IEmS9peForqKFxiX7uX2IEmS9peForpKX18f69evb1q2fv16+vr6KopIqo7bgyRJ2l8Wiuoq09dRnJycbLqO4sjISNWhSbPO7UGSJO0vJ7NRV/E6itK93B4kSdL+slBU1/E6itK93B4kSdL+sOupJEmSJKmJhaIkSZIkqYmFoiRJkiSpiYWiJEmSJKmJhaIkSZIkqYmFoiRJkiSpiYWiJEmSJKmJhaIkSZIkqYmForrO+Pg4/f39LFu2jP7+fsbHx6sOSaqM24MkSdofc6oOQGql8fFxRkZGGBsbY/PmzSxYsIChoSEABgcHK45Oml1uD5Iktd7w8DBr165ly5YtzJ07l+XLl7N69eqqw2o5zyiqq4yOjjI2NsbAwABz5sxhYGCAsbExRkdHqw5NmnVuD5Iktdbw8DBr1qzhvPPO48Mf/jDnnXcea9asYXh4uOrQWs5CUV1lamqKJUuWNC1bsmQJU1NTFUUkVcftQZKk1lq7di2rVq3izDPPZN68eZx55pmsWrWKtWvXVh1ay1koqqv09fWxfv36pmXr16+nr6+vooik6rg9SJLUWlu2bGHFihVNy1asWMGWLVsqiqh9LBTVVUZGRhgaGmJycpKtW7cyOTnJ0NAQIyMjVYcmzTq3B0mSWmvu3LmsWbOmadmaNWuYO3duRRG1j5PZqKtMT9AxPDzM1NQUfX19jI6OOnGHepLbgyRJrbV8+XJWrlwJwKJFi7jwwgtZuXLlb5xl7AYWipIkSZK0F6ZnNz3nnHO2z3q6YsWKrpz11EJRXcXLAUj3cnuQJKn1Vq9ezerVq5mYmGDp0qVVh9M2jlFUV/FyANK93B4kSdL+mlGhGBF/HxHfiIivRcSnIuLwhsdeFxHfjoj/jojjZx6qtGdTU1Ns2rSJ/v5+li1bRn9/P5s2bfJyAOpJbg+SJGl/zbTr6Vsy8/8DiIhXAm8AVkTEUcCLgKOBw4FPR8RjMnPbDN9P2q3DDz+clStX8v73v397V7uTTz6Zww8/fM9PlrqM24MkSdpfMzqjmJk/a7g7H8jy92XABzNzS2beBHwbeOJM3kvaW5m52/tSL3F7kCRJ+2PGk9lExCjwEmAzMFAuPgL4UsNqm8plO3v+acBpAIceeijXXXfdTEOq1LZt2zr+b+hk3//+91m5ciWnnnoqGzduZNGiRbzsZS9j1apVtktF3Caq4/bQ28yvagfboR5sh3ro+nbIzN3egE8DG3ZyW7bDeq8D3lT+/nbgrxoeGwNO2NN7HXPMMdnprrrqqqpD6GlHH310XnvttZl5b1tce+21efTRR1cZVk9zm6hOt20PwPW5hzzizfyq9rId6sF2qIduaIfd5dY9dj3NzKdlZv9OblfusOoHgBPK3zcBD294bCHw/f2oY6V9MjIywtDQEJOTk2zdupXJyUmGhoYYGRmpOjRp1rk9SJKk/TWjrqcR8ejM/J/y7nOBb5a/fxz4QERcSDGZzaOBL8/kvaS9MX1tuOHhYaampujr62N0dNRrxqknuT1IkqT9NdMxiudHxGOBe4BbgBUAmXlDRHwIuBHYCrwinfFUs2RwcJDBwcGuvwiqtDfcHiRJ0v6YUaGYmSfs5rFRwKs6S5IkSVKHmdHlMSRJkiRJ3cdCUZIkSZLUxEJRkiRJktTEQlGSJEmS1MRCUZIkSZLUxEJRkiRJktTEQlGSJEmS1MRCUZIkSZLUxEJRkiRJktTEQlGSJEmS1MRCUZIkSZLUxEJRXWd8fJz+/n6WLVtGf38/4+PjVYckVcbtQZIk7Y85VQcgtdL4+DgjIyOMjY2xefNmFixYwNDQEACDg4MVRyfNLrcHSZK0vzyjqK4yOjrK2NgYAwMDzJkzh4GBAcbGxhgdHa06NGnWuT1IkqT9ZaGorjI1NcWSJUuali1ZsoSpqamKIpKq4/YgSZL2l4WiukpfXx/r169vWrZ+/Xr6+voqikiqjtuDJEnaXxaK6iojIyMMDQ0xOTnJ1q1bmZycZGhoiJGRkapDk2ad24MkSdpfTmajrjI9Qcfw8DBTU1P09fUxOjrqxB3qSW4PkiRpf1koqusMDg4yODjIxMQES5curTocqVJuD5IkaX/Y9VSSJEmS1MRCUZIkSZLUxEJRkiRJktTEQlGSJEmS1MRCUZIkSZLUxEJRkiRJktTEQlGSJEmS1MRCUZIkSZLUJDKz6hi2i4j/BW6pOo4Z+m3gpqqDEGBb1IXtUA/d0A6PyMxDqg6iE5lf1UK2Qz3YDvXQDe2wy9xaq0KxG0TEnZk5v+o4ZFvUhe1QD7aDOp3/w/VgO9SD7VAP3d4Odj2VJEmSJDWxUJQkSZIkNbFQbL2PVR2AtrMt6sF2qAfbQZ3O/+F6sB3qwXaoh65uB8coSpIkSZKaeEZRkiRJktTEQlGSJEmS1MRCUZIkSZLUxEKxZiJicdUx9LKIiN3d1+zbWRvYLtWa/vxtB3UKc2u1zK31Y26tnzrmVgvFGomII4F3RcSlEXFs1fH0oixnd4qItzbeV/Ui4i0R8SZoaqfa7Ey73Q6f9f3A7UOdwdxaPXNrfZlbq1X33GqhWC/zgSmgD3hrRIxExCMrjqnnRMQxwFBEnF7eP7DikHpWRByYmRkRRwDPAc6KiK9GxAlQ7ExNaO3X0A5HRcTngasi4t8j4iFVxybtBXNrDZhb68PcWg+dkFu9PEZNlP8s28rfNwKHAJuBbwAfAS7JzC0VhthTIuIdwPOBv8zMf686nl4VEVHuRL8J/JBim5gHPB74AvDKzLylwhB7SkR8F/gW8DDgIZn58Ih4HPDNzLy72uik32RurRdzaz2YW+ulzrnVM4r1cQ9ARPwHcFtmHgy8gyKpnQ9cGRGPqjC+rrbjkc3M/FuKneX7yqOgHv2sQJnIjgWOzMw/zcznAH8H/A/wp8AnImKgyhh7RdkOD8jMZwBHAheVD50NvKSquKQ9MLdWyNxaT+bW+qh7brVQrIlyoz2YoovMf5XL3gycQJHofp2Z364wxK6WmdsiYnFE3BkR10TEB4D/Be4G/nF6nUqD7CERsSAiHlHe/Rrwy4h4O0Bm3gCcBdxaPr5s9iPsSRuAH0TETcAPMvOtEfEY4C+A/642NGnnzK3VMrfWi7m1lmqdWy0UayQzfwV8DDghIlZFxKMy87tAAu8Fj7y1S9kN43pgFLgL2Aq8AFgAPDkirouIA+2zP2suAh5Zjp/4BfBW4IUR8c2IeAXwPoquY9cAz60uzO42vb8pk9aPgasousb8PCL+AvhX4CuZud59k+rK3Fodc2vtmFtroJNyq2MUK7bD+IkDy6Nv64B+4DEUR902Z6ZdY9ogIg7KzLsj4mhgDrAF+O+Gmb8eBTyaYmd6Spnw1EYR8Qzg5Mx8cUR8Efg28M/AYcDLgCcDXwGeDtwBXJSZ51YVb7dqGMNyMMWZmNOBfwfOBI4HHgdcB7woM381vX5lAUsNzK3VMrfWj7m1Hjott1oo1kREXAU8Abge+P+AhcChFFPljmfmHY2JTzPXuPFFxO3Azyk+728AH8vMNQ3r/ho4PzPfUEmwPSQifkqRsA4C/gF4LPAT4N+AVZn583K9M4HBzPzDikLtag3J7IvAAzOzb4fHf+OLeCWBSrthbp195tZ6MrfWQ6flVrueVigiDip/Xg4cBfwLRZ/wLwEvBN6XmRdn5h1gP/42OAAgIj4JfB84A3go8GDg3Ij41yimLJ4PvNdE1n4R8UxgLvAK4JpygP0JFMnsRcCnI+JF5ervA55RSaA9oExkhwC/DbwNoLw//UXixIZ13TepNsytlTO31oy5tT46Lbd6RrFiEfEg4DbgD4FLga9SHH17JfCNzPz9CsPrWg1dkQ6m+MxfAFxO0e3iDOA7wH9m5nHVRdmbIuINwJsouiodVY4lIiJOppgF7FWZ+ekKQ+wpEfFxihnZjmtY9itgKDM/UFlg0m6YW6thbq0vc2u9dEputVCsSMOp5/sDz6PokvHvmfmA8vFvAu/KzAur7p/cjSLircBnMvMTUVyrZhPw/yg20M9GxG3ASGaui4i56XW2Zk05uPuLwI3AYuAG4Pjpo/9qrx33N+W4lg8CP6BoiycA2zLz0e6bVDfm1mqZW+vL3FqtTs2tFooVaDji9gKK085HUcwEdj3FAOL7AAszc1GFYXatckap1cDNwCeBD2fmDeXRnedQHIU+KDMPqS5KwfYjnX8PHA58NDNPrtMOtJtFxGqKWdiuA95N0R3pt4DvAm/OzJvrMH5CmmZurZa5tXOYW6vTabnVMYoVaGj8s4CJzLyT4npOH6UYZHw48Fpwyu52yMwPU8ws9WPgFGB1RCzPzOcCg8BlwLFw71gXtVfDmKLVEXF9RNwWEa/JzPdn5iOBNRRTeWMia5+IYor6iLgCWA7cn2ICkG8A787M4zLz1DKRRV0SmQTm1qqZW+vH3FoPnZxbPaNYkYh4OvAh4EfAn2TmbeXyIzLz1vJ3j+60WJRTdjfcfyLFRX8Ppzjq/C+ZeVVV8fWihq5iD6HogvEu4BCKySdup5g6fXLH9auJtns1tMPBFNfQOi8zPxkRTwZeBwxQXNfp2EoDlXbD3FoNc2v9mFvrodNzq2cUZ9H0EYXSt4CrgfnA1RHxRoDpRFb+7gbbQuXGenf5+/sj4tPAyzPzTyhO/R8D/L1HOivzSuA/MvMVmfmXwKMoktm1EXHC9EpuF+3R8Ll+AngS8Ofl8i8AfwW8HHgH/Ma+TKqUubVa5tbaM7dWqNNzq2cUZ1HDUYWLgB9m5mhEDACvothwfw2clJk3Vhpol2oYv3ItxQVmb6E44jy/fPz+wJMy81MeWZtdEfG7FLPibaXYHi4ru40REUsyc32V8fWSiDgKeD/Fhck/AZzQeKZAqhtza7XMrfVlbq2PTs2tnlGcJeWOdLoLwLOBN0fEdykGdj+XokvAzSay9ikT2e8Cf5TFBU6PpuiiRES8nWKj/VS5rolslpRfHL4JPJ/ibMAFwMUR8biyO5OJbJZExKMoxnT9KfBM4I+Bn0bEWyoNTNoFc2v1zK31ZG6tj07OrZ5RnCUNRzz/i2Lmr29RHFX4Y+BzFDvSnzeuW1203SfKabjLPuKfAm4Fjs3Mw8rHfwn8XWa+q8o4e8n0mJayn/5jgMcC5wPPBf4PxcWBl2fmFdVF2f0a2uFs4DUU19g6ALg2i5nw3gf8dmYuqTRQaSfMrdUyt9aPubUeuiW3WijOoog4Bvh8Zs4r7wfFNVSeS3Eh4Fdl5vsrDLErRcT/AR5EMZh+fUR8BDgB+HpmPj4iPkcxZfojKw20hzR+YYuIO4CfAkEx8cHqzHxt2U7D05NRqL0i4i7gXIpuSg8F3gx8IjPPaFinNlN2S9PMrdUwt9aPubV+Oj232vV0dn0DuD0i1sH2LhhvBjZQHAV9WoWxdaUopkB/NPAM4A0R8XLgxcCrgQdGxK+ABcCLGtZXmzUksiuAX2bm75RfJv4OODkiFmfmCzPztjoO7u42EfEE4H8zc1Vmfhq4CvhX4HkR8Yjp7aKuiUw9z9w6y8yt9WRurZduyK0Wim3WuCGWg1bfBJwYET+IiDMpBrTeBnyGot+yWigzt2XmCykubPpk4GLgw8AdmXkk8JjM/P3M/HJ5JK62G2uXuhn45vSdzFwD/JDi+kLTy+z20H43A/PK/dLTyskObgTul5m3uF2obsyt1TK31t7NmFvr4GY6PLdaKLbRDl0ALo1iyug/pugz/t/A2cANFAONh4FLqoq1m0XEgyi6w/w1cCGwCHhr2f3i6On13GnOroiYC3wcGIiIDRFxZPnQkRTX3arlVNHdYocv2j+h2C9dD3w0Im6jmPjgPeW6Tmuv2jC31oO5tZ7MrdXqttzqGMU2ip1PGb0kM++3w3qnAK/IzCdWEWe3i4g3UXy+Dy3vHwh8laLbzMmZ+bEq4+slDYO7nwuckZlPjWK2vCspprG/GSAzf6fCMLtew77pBcD/BX5CcQbmKxSTUZwIXJmZ11YXpbRz5tZ6MLfWh7m1Hroxt1ootlm5oX4lM+dHxPeAz2TmS6OYMvrGzHx7eVRu+siDWiwiHgl8nmJjvSgzvx4RrwJelpm/V210vSkifgx8LDP/umHZH1N0FftRZt45nfgqC7IHlEc3/wu4D/AQ4H+BCeCjmXlLlbFJu2NurZ65tX7MrfXQTbnVrqdtUp76h+JI539GxAeBOZn50nL5yyguAkxm/sRE1h5lF6XvUsyA90fARRHxdeA84B3lOg6yn0UR8WKK3kh/Xd4/uHzo8cAvyxsmsvaY7hZTjuPamplPz8zjgH8oV3kVRXcyqXbMrfVgbq0fc2u1ujW3Wii2QRRTRl8UEUsy81fA7RSnm28vH/8c8IPMXFthmD1hemxEZr4KeDdF94sp4P9m5hoH2VfiZuDAiHhDRMzPzF9FxLMpZin8peNZ2qvh8x0AFkbE+rIdLsvMPwMuAt5ZXYTSzplb68PcWks3Y26tTLfmVruetlh5BO0yYDHFtNyXA+8FXg68Eji0XL68nA2sttdO6XQNfcV3eZHlsr3ucQc6uyLi/cDDgf8Efgb8DfCFzHy+28TsiIjDgFcALwTuR3EttLOrjUraOXNrfZhb68vcWr1uy60Wim0SEe+l+Cc5mKL//ocz85KIeHhmfq9cZ5c7We2fPSSuyMyMiIPLI22HZubtsx1jr2n4UnEEsJzi4r8/pLgY9gMpvuDdkJnPri7K7rdDO7wUmEsxE9svgJOAZRRju46tLkpp98yt1TC31o+5tR66PbdaKLZBOYB+I8WGewxwPMXMbJ8F3p2Zn6wwvK7VkKyOBC4F/jwzt+xm/TuA4zLzv2Yrxl5WTjhxC/Ak4LOZ+WfTX+4adrQe8WyzHdrhy5n5pIg4FHgK8MPMXO8XbdWRubUa5tZ6M7fWQ7fmVscotsffAVsy84OZ+VrgCRQzTj0buG+VgfWId1IMJN4SO1yjZvp+RLwN+J6JbHZEMU39wZm5BPg5MD1t+t9GxEOAe6C4iHNFIfaEnbTDpeVDL6f4grEevO6ZauvvMLdWydxaM+bWeujm3Gqh2B6XAHdHxLqI+P1yA30P8D/pdYXapjzieTTFGJZflMvuhuKIaHkkZ3q2ryHgmdVE2pN+STFD4eeBOzLz4ohYDJwJLOzEnWeH2rEd3lm2w+uAhdWGJu2RubUC5tZaM7fWQ9fmVgvFFit3mE4ZXZ1+YBPwZxHxyYgYgCLRTe8wyw15IjNvqzDOrjf9fx4R/0BxVPOBFF80/r587BKK66B93W2ifWwHdQNza+XMrTXhPr0eeqUdHKPYRlFcePb3gXnATZn5uk7sn1x3jX3vG/rjvxn4M4oN95vAUGZuLjfWMYqZ8byWUJs0jGmZSzF1/UuBbcDbgV8BD6bonvHYzLzb7aI9bAd1I3Pr7DC31o/79HropXawUGyhcMroWdf4WUfEF4BHAXcALwIeAvwVxTiW4zJz847PUXtFxDrg+cBDpwfUAy8GvgxszsxbHWTffraDOpm5dfaZW+vNfXo99EI72PV0hiIipn+f/kdo2LlG+fPg8uehmbnNHWlLHQAQEZ+iOLp8AfBoiqmIr83MU4HnNRzx7MjBxJ0oiskNNlNMY//DiDiz/P9/b2bemJm3goPs2812UCcyt1bO3FpT7tProVfawTOKM9Bw6vlInDK6MlHM7HUDxcx3lwDfzMwXRsQVwJzMXFplfL2s7Jbxh8CrgCdTzFD4msy8ttLAeoztoE5ibq0Hc2t9uU+vh15oBwvFGWhIZp8A5mZx7ZqDGvvnT9+PYsrogcx8fGUBd6GGLknrgMcDD8/MQ8rHNgNvy8w32iWmWlFcS+jpwKsppk5/TsUh9STbQZ3A3Fo9c2tncJ9eD93cDhaKMxTFlNHXAV/MzOc2LA9o6irzM4pBrc4G1gINXxIelZnfjoizgdcDP6Q4Av2XwAMys6OnJe5Uu+qTHxGPAm7NzF85pqj9bAd1KnNrNcyt9eY+vR56qR0cozhzThldgYYjy5MR8YbMPB94EsVp/+cCNwLPAadMny07G1O0E98pd6CHOaaoPWwHdQlzawXMrfXjPr0eerUdLBT3ww47x49k5hOAC4H7Aasj4iMRsaBh3f8BTpn9SLvT9OcfEe8DDsrMN0fEUcDbgH/KzD/IzBdm5leh8wcSd4LGMUUR8bmy3/5vaNhpboiIx81iiD3BdlAnM7dWy9xaP+7T66GX28FCcR+V/yzT1xX6AnBbREwBHwXeQDEl7u9Mr1+u+7L0ukIt05CcjgHOjojlwDjFOIpLI+LFVcUm3glszcwtUcwItt30/XJM0ffSiSfayXZQRzG3Vs/cWmvu0+uh59rBQnHfOWV0hRpP/QOfANYBbwE+lJkPpRhHcUQVsfWy8kjb0cBi4BflsruhaLPyS+D0F7oh4JnVRNrdbAd1MHNrhcyt9eQ+vR56uR0sFPdRFrOAPQT4PWA58FLginLw9xURMZGZt0yvW2GoXancWB8REZdSHGX+Q+BZmTkaEe+mGGR/frVR9izHFNWD7aCOY26tlrm11tyn10NPtoOF4j6KYqajO4B/BdYCh2bmC8uHB4Dry/ViFy+hmTsBeCIwCSwDbi2XDwBvgnu7AKi9HFNUD7aDOp25tRbMrTXhPr0ebAcvj7HXwimjKzU9kLjh/inA84BHAD8D3gtcYlek2dPYJuWYokcBdwAvAh4C/BXwBIoLYW/e8TlqDdtBnczcWi1za/24T68H26FgobiPIuJ7wNosZgN7HLAGOBj4LjCamV+NXVxfRTMXEf+Qma8vfz8EOAdYAdwCHJuZt1cZXy+Jey/I/CngocAHgPOBgxv67j8iM29xm2gf20HdwNxaLXNrfbhPrwfboWChuBca/lneB/x5Zj4siimj/4kisV1WcYg9ISKWAJ+mOMr5hsxcUy7fAHwiM1/bjUdz6qwcU3QD8GzgEuCbmfnCiLgCmJOZS6uMr1fYDupE5tZ6MLfWj/v0erAdLBT3SUTcSDET20HA6RQzgN0f+OvMfF+VsfWKiDgCeDvw58CPgH+jOP0/v1uP5tRVw5e8dRTTpz88Mw8pH9sMvC0z3+gXjPayHdTpzK3VM7fWh/v0erAdCk5mswc7DJx3yuiKZeatmfk84FiKo59PBF5XbswOsp8FDZ/zb5c/vwU8Bvh5RLyx/NL388x8IziFfbvYDupk5tZ6MbdWz316PdgOzTyjuBci4hHA3wMvB34XmJuZX4hiyui/yMwFlQbYw6YnQih/7+qjOnXjmKJ6sB3Uqcyt9WVurY779HqwHQpzqg6gQzROGf1JYKxc3jRldN57sU21WcPR6K3Ty0xk7bfDmKKDyh3oUcDbgH/acUxRt+9Aq2I7qEuYW2vG3FoN9+n1YDv8Js8o7sKOR9DCKaMrtbMjmg0b9FHAOzPz2IrC6zmOKaoH20GdxtxaL+bWenGfXg+2w70co7gL0zvOiPiH8v4lwGnAZ4E/As4GfquyALtY49iViBgojyjv7EvDPeXPjwCfmZXgephjiurBdlAnM7dWx9xaT+7T68F22DnPKO6GU0ZXo+Fo5oeA4yn6hF8BvBX4f5mZDeucAlyQmYdWGHLPcExRPdgO6mTm1mqYW+vLfXo92A6/yTOKu5GZ64HfAb4A/GNE3FL+szyK4qinfffboExSD6K4bs2TgFeVPz8K/FMUFzid7hd+IfCX1UTakxrHFC0Dbi2XN40pqia0nmI7qGOZW6thbq019+n1YDvswDOKeykiFgPvARJ4T2a+zUH2rddwNPMw4F+Av8zMO8rHxoAXAUOZ+cGIeAFwdmY+scKQu55jiurBdlA3MrfODnNr/bhPrwfbYfcsFPeRU0a3z/RnGxEnA+8GAriLYnri15brPCgzf9LwnK6fmrguIuIfMvP15e+HAOcAK4BbgGMz8/Yq4+sVtoO6kbm1fcyt9eY+vR5sh52z6+leihJOGd02DUeQXw18GDiGYjD9iyLifyJieWb+pHHAsYlsdpRjil4TET+MiBWZ+b+Z+SrgO8BVmXn7DgPB1Qa2g7qNubX9zK315T69HmyHXbNQ3IUd/yHKxHVAOdj7qIj4bEWhdaWIOLH8+SLgwcANmXkDxRiKV1DMNvU08EtEFRxTVA+2gzqduXV2mVvrzX16PdgOu2bXU5q7uUTEALB+Z+MjpteL4voqH8zMN892rN0oIo6hGDPxHeAw4LHAD4DXA1dn5s8j4lDgR+UYC7slVcgxRfVgO6juzK3VMrd2Fvfp9WA7NLNQxCmjqxYRD6E4svksig3zhxRdY+ZRHN15Z2Z+oroItTOOKaoH20F1ZW6tlrm1M7lPrwfboWChWIpiyuhNwB9STIN7dvnQFcBbM/OWcr07gBdkpt1jWqBhkP1hwNeB+wA/Br4B3A9YDNyUmU+oMEw12GEcizuQitgO6gTm1mqYWzuP+/R6sB2a9fwYxYg4sPx1HvAl4PbMfHtmPhz4FHAqxXWGiGLK6O+YyFqn4VT+JPDFzHwgcC7wMIpE9h/AG6CprTSLHFNUD7aDOom5tVrm1vpzn14PtsPu9XShWB5x2xbFlNHfBZ4CfCci3gKQmUPAwsz8YHn/Y5SJTa0TEQcDdwL3BcjM92XmHwO/AH6YmVeVy52Frc0ad5gRMVBuIzs7onZP+fMjwGdmJbgeYjuok5lb68HcWh/u0+vBdth3PV0oplNG10Jm/gr4R+DoiHh3RLwgIg4CFgBvh9884qO2OQCgHFN0BXBnRHwoIp443QblmKIsxxQ92Ikn2sJ2UMcyt9aDubVW3KfXg+2wj3q2UAynjK6bceCfgKMoZpu6HfhKZn5peqOtNLoeUZ4FeBDwbIoj/K8qf34U+KeIeETDF7oLgROribS72Q7qVObW2jG31oD79HqwHfZdT05mE04ZXVsRcQjwEOChwOfLozp+/rMg7p198DCK7eMvM/OO8rEx4EXAUGZ+sBxTdHZmPrHCkLuS7aBOZW6tL3Nrddyn14PtsH96tVB0ymipQdw7Q97JwLuBAO4C1mbma8t1HpSZP2l4zoF2F2st20GdzNwqNXOfXg+2w/7ruUIxnDJa2qWI+E9gA7CKokvG8RQ70wsyc61HoGeH7aBOY26Vds19ej3YDvuu58YoplNGS00cU1QPtoM6mblVauY+vR5sh5npuTOKsH3K6PXAjzPzzxuWbwImM/PFlQUnzSLHFNWD7aBuYG6VCu7T68F2mLmeO6MIThktNbiZYla8hwK/prhe0DzgYuD9EfHMzLx9up++O9C2uRnbQR3O3CptdzPu0+vgZmyHGenJM4qwPVmtBJ4LHA1sA76Rmcc5gFW9wDFF9WA7qJuYW9Xr3KfXg+3QGj1bKE5zymj1uoj4JvDfmbksIl5M0Wf/dynGFF2cmVf5Ba/9bAd1E3Orep379HqwHWam5wtFqZc5pqgebAdJ6h7u0+vBdpi5nhyjKKngmKJ6sB0kqXu4T68H22HmPKMo9TjHFNWD7SBJ3cN9ej3YDjNjoSgJcExRXdgOktQ93KfXg+2wfywUJUmSJElNHKMoSZIkSWpioShJkiRJamKhKEmSJElqYqEoSZIkSWpioSi1SEQcGREb9mH96yJicQved3FE/NNMX0eSpLoxt0rVmVN1AJJmJjOvB67f2/UjYk5mbm1jSJIkdTRzq+QZRanV5kTEJRHxjYj4SETcNyKOiYjPRsRXIuKaiDisYf2/iIgvR8S3IuJPYPvR03+PiP8sb08ul18WEc+afmJEvDciToiI4yJiolz24Ii4onz/L0XE75XL3xgR74qITwGXzt7HIUnSjJlbpQpYKEqt9VjgXZn5e8DPgFcAq4EXZuYxwDpgtGH9OZn5RODvgHPLZT8E/jwz/wA4EZju+vLB8j4RcR/gqcC/7vD+bwK+Wr7/OTQnrmOAZZl5Ugv+TkmSZou5VaqAXU+l1vpeZn6+/P1fKBJKP/BvEQFwIHBbw/ofK39+BTiy/P0g4OKIeDywDXhMufwTwD9FxFzgGcDnMvNX5etOWwKcAJCZ10bEQyJiQfnYxzPzV634IyVJmkXmVqkCFopSa+UO938O3JCZT9rF+lvKn9u4d3t8FXA78PsUZ/3vAsjMuyLiOuB4iqOf4zt5vdjJsumY7tyL+CVJqhtzq1QBu55KrbUoIqYT1yDwJeCQ6WURcVBEHL2H11gA3JaZ9wAvpjhSOu2DwMuAPwGu2clzPwecXL7XccCPMvNn+/enSJJUC+ZWqQIWilJrTQGnRMQ3gAdTjqEAVkXE14GvAU/ew2u8o3yNL1F0jWk8Wvkp4E+BT2fmr3fy3DcCi8v3Px84Zf//FEmSasHcKlUgMnc8my9JkiRJ6mWeUZQkSZIkNbFQlCRJkiQ1sVCUJEmSJDWxUJQkSZIkNbFQlCRJkiQ1sVCUJEmSJDWxUJQkSZIkNbFQlCRJkiQ1+f8BqXgXHe/jIBMAAAAASUVORK5CYII=\n", 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", "text/plain": [ "<Figure size 1080x360 with 2 Axes>" ] @@ -1019,10 +935,52 @@ "needs_background": "light" }, "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2)\n", + "load_in_dm = pd.read_csv(f\"{OUT_DIR}/load_in_dm.csv\")\n", + "load_in_dm[load_in_dm.window==1].boxplot(column=\"mean_load_in_dm\", by=\"wday\", ax=axs[0])\n", + "load_in_dm[load_in_dm.window==4].boxplot(column=\"mean_load_in_dm\", by=\"wday\", ax=axs[1])\n", + "plt.suptitle(\"Mean load per weekday for a window of 1 hour (left) and 4 hours (right)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "22d2bc2e", + "metadata": {}, + "source": [ + "## Energy and scheduling metrics" + ] + }, + { + "cell_type": "markdown", + "id": "74576968", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "sublime-warning", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "<Figure size 1080x360 with 2 Axes>" ] @@ -1031,39 +989,77 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING for the figure above. For the sake of readibility, some outliers have been cut off for the behavior 'delay': mean_slowdown at 300+% and 1100+% and mean_waiting_time at 300+%\n" + ] } ], "source": [ "#########\n", "# For 1-hour time window \n", "#########\n", + "# Load data\n", "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n", + "summary_relative[\"NRJ_in + NRJ_after\"] = summary_relative[\"NRJ_in\"] + summary_relative[\"NRJ_after\"] \n", "data_window1 = summary_relative[summary_relative.window==1]\n", - "boxplot1 = data_window1.boxplot(column=[\"NRJ_in\", \"NRJ_after\"], by=\"behavior\", rot=60, layout=(1,2))\n", - "boxplot2 = data_window1.boxplot(column=[\"mean_slowdown\", \"mean_waiting_time\"], by=\"behavior\", rot=60, layout=(1,2))" + "\n", + "# Energy metrics\n", + "fig, axs = plt.subplots(1,3)\n", + "data_window1.boxplot(column=\"NRJ_in\", by=\"behavior\", \n", + " rot=45, ax=axs[0])\n", + "data_window1.boxplot(column=\"NRJ_after\", by=\"behavior\", \n", + " rot=45, ax=axs[1])\n", + "data_window1.boxplot(column=\"NRJ_in + NRJ_after\", by=\"behavior\", \n", + " rot=45, ax=axs[2])\n", + "\n", + "plt.suptitle(\"Energy metrics (relative to baseline) - 1-hour DR window\")\n", + "for ax in axs:\n", + " ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n", + " ax.axhline(y=0, color='lightpink', linewidth=1)\n", + "\n", + "# Scheduling metrics\n", + "fig, axs = plt.subplots(1,2)\n", + "data_window1.boxplot(column=\"mean_slowdown\", by=\"behavior\", \n", + " rot=45, vert=False, ax=axs[0])\n", + "axs[0].set_xlim(-100, 100)\n", + "boxplot3 = data_window1.boxplot(column=\"mean_waiting_time\", by=\"behavior\", \n", + " rot=45, vert=False, ax=axs[1])\n", + "axs[1].set_xlim(-120, 120)\n", + "plt.suptitle(\"Scheduling metrics (relative to baseline) - 1-hour DR window\")\n", + "for ax in axs:\n", + " ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", + " ax.axvline(x=0, color='lightpink', linewidth=1)\n", + "plt.show()\n", + "print(\"WARNING for the figure above. For the sake of readibility, some outliers have \"\n", + " \"been cut off for the behavior 'delay': mean_slowdown at 300+% and 1100+% \"\n", + " \"and mean_waiting_time at 300+%\")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 63, "id": "quarterly-count", "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n", - "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n", - " if ax.is_first_col():\n", - "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n", - "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n", - " if ax.is_first_col():\n" - ] + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "<Figure size 1080x360 with 2 Axes>" ] @@ -1075,9 +1071,9 @@ }, { "data": { - "image/png": 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NuJfiIOyngGHlOLujKHLMAxSTy/ysnzZ9NUVPn4UN94MyJz2Hbf8X8Lmyx1GvE9WtSWbeTDH/wDkUB2qXU8yLsGItTz2v/H1fRPQ2VGVdfQa4FfhtRDwEXMHah8xIaxWZ/Xl2XKqv6HFR34j4PnBrZh5f3v8AcHBmviEiXgV8Gdidooj7PXB4Zi6MiCMoBryPpBgfuEH5Op8ri7nvZ+b2a9puL3FtSJHEXgUMB/5CMah9Xs/Xi4jdKGZseynFWcBZmfmThtfqBPbMzJ3K+ycDHwa26O4+W05kcxbFeM7flNvbPMsLD0fEvwIdFN1T/wD8e5kMu7exBPh5Zr6/vD8fuDcz39ywTgK7ZOat5f0zgcWZ+bleG0eSpBZTznL6IEU+vL3icKT1ZuEoSZIk9YOI2B+4kuKs51coDgq/PP2HWy3ArqqSJEmqpSiuK/xwLz+HVB3bGkynmC/gLmAXip5MGcU1o3t7H/9RbbhS33nGURokEXEzDRPPNPhwZv5gsOORJEmS+srCUZIkSZLUlF1VJUmSJElNjag6gLXZeuutc/z48VWHsV6WLVvG6NGjqw6j7dkO9WA71EMrtMN11123NDPHVB3HUGRuVX+xHerBdqiPVmiLNeXX2heO48ePZ/78+VWHsV7mzJnDfvvtV3UYbc92qAfboR5aoR0i4o6qYxiqzK3qL7ZDPdgO9dEKbbGm/GpXVUmSJElSUxaOkiRJkqSmLBwlSZIkSU1ZOEqSJEmSmrJwlCRJkiQ1ZeEoSZIkSWrKwlGSJEmS1JSFo1peZ2cnEydOZPr06UycOJHOzs6qQ5IkSZKGlBFVByANpM7OTmbNmsXs2bNZtmwZo0ePZubMmQDMmDGj4ugkSZKkocEzjmppHR0dzJ49m6lTpzJixAimTp3K7Nmz6ejoqDo0SZIkaciwcFRL6+rqYvLkyastmzx5Ml1dXRVFJEmSJA09Fo5qaRMmTGDevHmrLZs3bx4TJkyoKCJJkiRp6LFwVEubNWsWM2fOZO7cuaxcuZK5c+cyc+ZMZs2aVXVokiRJ0pDh5Dhqad0T4Bx55JF0dXUxYcIEOjo6nBhHkiRJWgcWjmp5M2bMYMaMGcyZM4f99tuv6nAkSZKkIceuqpIkSZKkpiwcJUmSJElNWThKkiRJkpqycJQkSZIkNWXhKEmSJElqysJRkiRJktRUnwrHiDgmIm6OiD9FRGdEbBQRW0bE5RHxt/L3Fg3rfzYibo2Iv0TEtIble0TETeVjX4+IGIg3JUmSJEnqP2stHCNiO+AoYFJmTgSGAwcDxwJXZuYuwJXlfSJi1/Lx3YB9gVMjYnj5ct8CPgTsUv7s26/vRpIkSZLU7/raVXUEsHFEjACeB9wFTAfOKh8/C3h7eXs6cE5mrsjM24FbgVdGxDbAZpn5m8xM4OyG50iSJEmSamqthWNm3gmcDCwElgDLMvMyYGxmLinXWQI8v3zKdsCihpdYXC7brrzdc7kkSZIkqcZGrG2FcuzidGAn4EHgvIg4tNlTelmWTZb3ts0PUXRpZezYsVx11VVrC7PWVq1aNeTfQyuwHerBdqgH26H9mFs1EGyHerAd6qOV22KthSPwBuD2zLwXICJ+DOwN3B0R22TmkrIb6j3l+ouBcQ3P356ia+vi8nbP5c+SmacBpwFMmjQpp0yZ0uc3VEdz5sxhqL+HVmA71IPtUA+2Q/sxt2og2A71YDvURyu3RV/GOC4E9oyI55WzoL4e6AJ+BhxWrnMY8NPy9s+AgyNiZETsRDEJzu/L7qzLI2LP8nXe2/AcSZIkSVJNrfWMY2b+LiLOB64HVgI3UByxHAWcGxEzKYrLA8v1b46Ic4FbyvWPyMxV5csdDpwJbAxcWv5IkiRJkmqsL11VyczjgON6LF5Bcfaxt/U7gI5els8HJq5jjJIkSZKkCvX1chySJEmSpDZl4ShJkiRJasrCUZIkSZLUlIWjJEmSJKkpC0dJkiRJUlMWjpIkSZKkpiwcJUmSJElNWThKkiRJkpqycJQkSZIkNWXhKEmSJElqysJRkiRJktSUhaMkSZIkqSkLR0mSJElSUxaOkiRJkqSmLBwlSZIkSU1ZOEqSJEmSmrJwlCRJkiQ1ZeEoSZIkSWrKwlGSJEmS1JSFoyRJkiSpKQtHSZIkSVJTFo6SJEmSpKYsHCVJkiRJTVk4SpIkSZKasnCUJEmSJDVl4ShJkiRJasrCUZIkSZLUlIWjJEmSJKkpC0dJkiRJUlMWjpIkSZKkpiwcJUmSJElNWThKkiRJkpqycJQkSZIkNWXhKEmSJElqysJRkiRJktSUhaMkSZIkqSkLR0mSJElSUxaOkiRJkqSmLBwlSZIkSU1ZOEqSJEmSmrJwlCRJkiQ1ZeEoSZIkSWrKwlGSJEmS1JSFoyRJkiSpKQtHSZIkSVJTFo6SJEmSpKYsHCVJkiRJTVk4SpIkSZKa6lPhGBGbR8T5EfHniOiKiL0iYsuIuDwi/lb+3qJh/c9GxK0R8ZeImNawfI+IuKl87OsREQPxpiRJkiRJ/aevZxy/Bvw8M/8ZeAnQBRwLXJmZuwBXlveJiF2Bg4HdgH2BUyNiePk63wI+BOxS/uzbT+9DkiRJkjRA1lo4RsRmwGuB2QCZ+URmPghMB84qVzsLeHt5ezpwTmauyMzbgVuBV0bENsBmmfmbzEzg7IbnSJIkSZJqqi9nHF8I3At8NyJuiIjTI2ITYGxmLgEofz+/XH87YFHD8xeXy7Yrb/dcLkmSJEmqsRF9XOflwJGZ+buI+Bplt9Q16G3cYjZZ/uwXiPgQRZdWxo4dy1VXXdWHMOtr1apVQ/49tALboR5sh3qwHdqPuVUDwXaoB9uhPlq5LfpSOC4GFmfm78r751MUjndHxDaZuaTshnpPw/rjGp6/PXBXuXz7XpY/S2aeBpwGMGnSpJwyZUrf3k1NzZkzh6H+HlqB7VAPtkM92A7tx9yqgWA71IPtUB+t3BZr7aqamf8AFkXEi8tFrwduAX4GHFYuOwz4aXn7Z8DBETEyInaimATn92V31uURsWc5m+p7G54jSZIkSaqpvpxxBDgS+EFEbAjcBryfoug8NyJmAguBAwEy8+aIOJeiuFwJHJGZq8rXORw4E9gYuLT8kSRJkiTVWJ8Kx8z8AzCpl4dev4b1O4COXpbPByauQ3ySJEmSpIr19TqOkiRJkqQ2ZeEoSZIkSWrKwlGSJEmS1JSFoyRJkiSpKQtHSZIkSVJTFo6SJEmSpKYsHCVJkiRJTVk4SpIkSZKasnCUJEmSJDVl4ShJkiRJasrCUZIkSZLUlIWjJEmSJKkpC0dJkiRJUlMWjpIkSZKkpiwcJUmSJElNWThKkiRJkpqycJQkSZIkNWXhKEmSJElqysJRkiRJktSUhaMkSZIkqSkLR0mSJElSUxaOkiRJkqSmLBwlSZIkSU1ZOEqSJEmSmrJwlCRJkiQ1ZeEoSZIkSWrKwlGSJEmS1JSFoyRJkiSpKQtHSZIkSVJTFo6SJEmSpKYsHCVJkiRJTVk4SpIkSZKasnCUJEmSJDVl4ShJkiRJasrCUZIkSZLUlIWjJEmSJKkpC0dJkiRJUlMWjpIkSZKkpiwcJUmSJElNWThKkiRJkpqycJQkSZIkNWXhKEmSJElqysJRkiRJktSUhaMkSZIkqSkLR0mSJElSUxaOkiRJkqSmLBwlSZIkSU1ZOEqSJEmSmupz4RgRwyPihoiYU97fMiIuj4i/lb+3aFj3sxFxa0T8JSKmNSzfIyJuKh/7ekRE/74dSZIkSVJ/W5czjkcDXQ33jwWuzMxdgCvL+0TErsDBwG7AvsCpETG8fM63gA8Bu5Q/+65X9JIkSZKkAdenwjEitgfeCpzesHg6cFZ5+yzg7Q3Lz8nMFZl5O3Ar8MqI2AbYLDN/k5kJnN3wHEmSJElSTfX1jOP/BT4NPNWwbGxmLgEofz+/XL4dsKhhvcXlsu3K2z2XS5IkSZJqbMTaVoiI/YB7MvO6iJjSh9fsbdxiNlne2zY/RNGllbFjx3LVVVf1YbP1tWrVqiH/HlqB7VAPtkM92A7tx9yqgWA71IPtUB+t3BZrLRyBVwNvi4i3ABsBm0XE94G7I2KbzFxSdkO9p1x/MTCu4fnbA3eVy7fvZfmzZOZpwGkAkyZNyilTpvT9HdXQnDlzGOrvoRXYDvVgO9SD7dB+zK0aCLZDPdgO9dHKbbHWrqqZ+dnM3D4zx1NMevPLzDwU+BlwWLnaYcBPy9s/Aw6OiJERsRPFJDi/L7uzLo+IPcvZVN/b8BxJkiRJUk315YzjmpwInBsRM4GFwIEAmXlzRJwL3AKsBI7IzFXlcw4HzgQ2Bi4tfyRJkiRJNbZOhWNmXgVcVd6+D3j9GtbrADp6WT4fmLiuQUqSJEmSqrMu13GUJEmSJLUhC0dJkiRJUlMWjpIkSZKkpiwcJUmSJElNWThKkiRJkpqycJQkSZIkNWXhKEmSJElqysJRkiRJktSUhaMkSZIkqSkLR0mSJElSUxaOkiRJWiednZ1MnDiR6dOnM3HiRDo7O6sOSdIAG1F1AJIkSRo6Ojs7mTVrFrNnz2bZsmWMHj2amTNnAjBjxoyKo5M0UDzjKEmSpD7r6Ohg9uzZTJ06lREjRjB16lRmz55NR0dH1aFJGkAWjpIkSeqzrq4uJk+evNqyyZMn09XVVVFEkgaDhaMkSZL6bMKECcybN2+1ZfPmzWPChAkVRSRpMFg4SpIkqc9mzZrFzJkzmTt3LitXrmTu3LnMnDmTWbNmVR2apAHk5DiSJEnqs+4JcI488ki6urqYMGECHR0dTowjtTgLR0mSJK2TGTNmMGPGDObMmcN+++1XdTiSBoFdVSVJkiRJTVk4SpIkSZKasnCUJEmSJDVl4ShJkiRJasrCUZIkSZLUlIWjJEmSJKkpC0dJkiRJUlMWjpIkSZKkpiwcJUmSJElNWThKkiRJkpqycJQkSZIkNWXhKEmSJElqysJRkiRJktSUhaMkSZIkqSkLR0mSJElSUxaOkiRJkqSmLBwlSZIkSU1ZOEqSJEmSmrJwlCRJkiQ1ZeEoSZIkSWrKwlGSJEmS1JSFoyRJkiSpKQtHSZIkSVJTFo6SJEmSpKYsHCVJkiRJTVk4SpIkSZKasnCUJEmSJDVl4ShJkiRJasrCUZIkSZLUlIWjJEmSJKmptRaOETEuIuZGRFdE3BwRR5fLt4yIyyPib+XvLRqe89mIuDUi/hIR0xqW7xERN5WPfT0iYmDeliRJkiSpv/TljONK4BOZOQHYEzgiInYFjgWuzMxdgCvL+5SPHQzsBuwLnBoRw8vX+hbwIWCX8mfffnwvkiRJkqQBsNbCMTOXZOb15e3lQBewHTAdOKtc7Szg7eXt6cA5mbkiM28HbgVeGRHbAJtl5m8yM4GzG54jSZIkSaqpdRrjGBHjgZcBvwPGZuYSKIpL4PnlatsBixqetrhctl15u+dySZIkSVKNjejrihExCrgA+FhmPtRkeGJvD2ST5b1t60MUXVoZO3YsV111VV/DrKVVq1YN+ffQCmyHerAd6sF2aD/mVg0E26EebIf6aOW26FPhGBEbUBSNP8jMH5eL746IbTJzSdkN9Z5y+WJgXMPTtwfuKpdv38vyZ8nM04DTACZNmpRTpkzp27upqTlz5jDU30MrsB3qwXaoB9uh/ZhbNRBsh3qwHeqjlduiL7OqBjAb6MrM/2l46GfAYeXtw4CfNiw/OCJGRsROFJPg/L7szro8IvYsX/O9Dc+RJEmSJNVUX844vhp4D3BTRPyhXPYfwInAuRExE1gIHAiQmTdHxLnALRQzsh6RmavK5x0OnAlsDFxa/kiSJEmSamythWNmzqP38YkAr1/DczqAjl6WzwcmrkuAkiRJkqRqrdOsqpIkSZKk9mPhKEmSJElqysJRkiRJktSUhaMkSZLWSWdnJxMnTmT69OlMnDiRzs7OqkOSNMD6dB1HSZIkCYqicdasWcyePZtly5YxevRoZs6cCcCMGTMqjk7SQPGMoyRJkvqso6OD2bNnM3XqVEaMGMHUqVOZPXs2HR3PmlBfUguxcJQkSVKfdXV1MXny5NWWTZ48ma6urooikjQYLBwlSZLUZxMmTGDevHmrLZs3bx4TJkyoKCJJg8HCUZIkSX02a9YsZs6cydy5c1m5ciVz585l5syZzJo1q+rQJA0gJ8eRJElSn3VPgHPkkUfS1dXFhAkT6OjocGIcqcVZOEqSJGmdzJgxgxkzZjBnzhz222+/qsORNAjsqipJkiRJasrCUZIkSZLUlIWjJEmSJKkpC0dJkiStk87OTiZOnMj06dOZOHEinZ2dVYckaYA5OY4kSZL6rLOzk1mzZjF79myWLVvG6NGjmTlzJoAzq0otzDOOkiRJ6rOOjg5mz57N1KlTGTFiBFOnTmX27Nl0dHRUHZqkAWThKEmSpD7r6upi8uTJqy2bPHkyXV1dFUUkaTBYOEqSJKnPJkyYwLx581ZbNm/ePCZMmFBRRJIGg4WjWp4D+CVJ6j+zZs1i5syZzJ07l5UrVzJ37lxmzpzJrFmzqg5N0gBychy1NAfwS5LUv7rz55FHHklXVxcTJkygo6PDvCq1OAtHtbSOjg7e/e53r5bc3v3ud5vgJEmSpHVg4aiWdsstt/Doo48+64zjggULqg5NkqQhyd48UntyjKNa2oYbbshHP/rR1aYM/+hHP8qGG25YdWiSJA1JXo5Dak+ecVRLe+KJJzjllFN42cte9vQA/lNOOYUnnnii6tAkSRqSvByH1J4sHNXSdt11V97+9revNsbxkEMO4cILL6w6NEmShqTuy3FMnTr16WVejkNqfRaOammzZs3qdRyG3WkkSXpuui/HMXv27NUux2FulVqbhaNamlOGS5LUv8ytUnuycJQkSdI6mTFjBjNmzGDOnDnst99+VYcjaRBYOKqlOWW4JEmStP68HIdamlOGS5IkSevPwlEtzSnDJUmSpPVn4aiW1j1leCOnDJckSZLWjYWjWlr3lOFz585dbcrwWbNmVR2aJEmSNGQ4OY5a2owZM7j22mt585vfzIoVKxg5ciQf/OAHnRhHkiRJWgeecVRL6+zs5OKLL+bSSy/lJz/5CZdeeikXX3wxnZ2dVYcmSdKQ1dnZycSJE5k+fToTJ040r0ptwMJRLc1ZVSVJ6l+dnZ0cffTRPPLIIwA88sgjHH300RaPUouzcFRL6+rqYvHixasdFV28eLGzqkqS9Bx9+tOfZsSIEZxxxhlccMEFnHHGGYwYMYJPf/rTVYcmaQA5xlEtbdttt+Woo45i8803B4qjokcddRTbbrtttYFJkjRELV68mPHjx/O6173u6WXjx49nwYIF1QUlacBZOKqlPfrooyxbtozly5fz1FNPsWjRIp566imGDfNkuyRJz9WCBQsYNWoUDz/8MKNGjbJolNqAhaNa2v333/+sZZnZ63JJktR3J5xwAjvssAMLFy7kE5/4RNXhSBpgFo5qeSNHjmSbbbZh4cKFjBs3jiVLlrBixYqqw5IkacjadNNNOeWUU7jjjjvYcccd2XTTTVm+fHnVYUkaQPbXU8tbsWIFjz32GE899RSPPfaYRaMkSetp5513ZpNNNiEi2GSTTdh5552rDknSALNwHEBe46g+li5dutpvDT6/D5LUGkaOHMkNN9zALbfcwlNPPcUtt9zCDTfcwMiRI6sOTdIAsqvqAOns7GTWrFnMnj2bZcuWMXr0aGbOnAnAjBkzKo6u/WTmar81uPw+SFLr2GeffbjsssuelVv32WefKsOSNMA84zhAvPB8vUTEar81uPw+SFLruOKKK9ZpuaTWYOE4QLq6upg8efJqyyZPnuyF5yuwySabMG7cOCKCcePGsckmm1QdUtvx+yBJraP7slZf+cpXOO+88/jKV77CsGHDeOqpp6oOTdIAsnAcIBMmTOCEE05YbUzXCSecwIQJE6oOre0MHz4ceOZsY/d9DZ4JEyaw9957M2zYMPbff3+GDRvG3nvv7fdB0jpzvHQ97Lvvvnz84x9no4024uMf/zj77rtv1SG1pWnTpq2WW6dNm1Z1SGphgz7GMSL2Bb4GDAdOz8wTBzuGwTB16lROOukkTjrppKevcfSZz3yGj3zkI1WH1lL60vX0oYce4qGHHgJY7QLFa3uu4yH7z7Bhw5g/fz7Dhg0jM4kI5s+fz+677151aJKGEMdLD46+5NZLLrmk1/XMrYNn2rRpXHbZZRx++OG89rWv5ZprruFb3/oW06ZN4xe/+EXV4akFDeoZx4gYDnwTeDOwKzAjInYdzBgGy9y5c/nMZz7DGWecwbve9S7OOOMMPvOZzzB37tyqQ2spmdn054c//CFjxoxh/PjxQDB+/HjGjBnDD3/4w7U+V/3npptuIiIYM2YMAGPGjCEiuOmmmyqOrLVERJ9/9t9//3VaX6oDx0sPjrXlx+6eO739NrcOnssvv5zDDz+cU089lVGjRnHqqady+OGHc/nll1cdWssxvxZiML/EEbEXcHxmTivvfxYgM/9rTc+ZNGlSzp8/f5Ai7D/Dhw9no4024tFHH3162fOe9zwef/xxVq1aVWFk9feSEy5j2WNP9tvrPXLL1Sz7zY948r7FbLDV9oze611ssmv/zfw2euMN+ONxb+q312tFEcFmm2329Jlf4On7/iNRjfHHXsyCE99adRjrJSKuy8xJVccxFNU1tw7kP1Htvq/pz9x6/+XfZvn1F0ME5FMQwyCTTV/+VrZ8Y//0rDK3rl1EsO2223LXXXc9vaz7frv/vVeplfPrYBeOBwD7ZuYHyvvvAV6VmR/tsd6HgA8BjB07do9zzjlnUOI74spHeKSP+9Q7TtpvwOLY8TNz+rTeJhvAN1/fehO9HHnHkVWHsM5O2fGUqkPod34f6mFd2qEOBrMdpk6dauG4DqrKrf3poIMO4t57733W8jFjxnDuuedWENHQYW6th6GWW8H8Whd1yK+DXTgeCEzrUTi+MjPXuDcbzKOiu5819MZb3XRY63X1G3/sxVWHsE5a9aio34d6sB3WzDOOz525tblW3JeYW+thKH4foDW/E0OxLarOr4M9Oc5iYFzD/e2Bu9aw7qBbl8awO83AGajT+63QdWAw+X2oh+VdQ2v+sNEbb1B1CKoZ9yX1YG6tB78P9WF+XXeDXTj+L7BLROwE3AkcDLx7kGPoF2v7wkUE22+/PYsWLWLOnDnst99+jBs3jsWLF/tl7UfrulONk/q+ru3Ud335Pmy99dYsX76cFStWMHLkSDbddFOWLl3q57wW6/IPmf9kaKjry77k3HPP5cADD3w6t5533nkcdNBB/o32I3NrPfTl+/Dyl7+c66677unvwx577MH111/v59wH5td1N6izqmbmSuCjwC+ALuDczLx5MGMYTIsXL2annXZa7bf619pmb2v8ueiii9ZpffWvpUuXsscee/Dd736XPfbYg6VLl1YdUsvx+6B2cOihhzJ37lxWrlzJ3LlzOfTQQ6sOqeW4Lxk6rr/+el796lezdOlSXv3qV3P99ddXHVJL8jtRGPTrOGbmJcAlg73dwbb77rtz0003sWDBAg4//PDVlkvtZty4cSxatIhrr72Wa6+9drXlktRX3fuSt7zlLTz++ONstNFGPPHEE+5L1JbMrRpsg3rGsZ3ceOONzyoSd999d2688caKIpKqs3DhwmclsnHjxrFw4cKKIpI0FHXvSx5//HEAHn/8cfclalvmVg02C8cBdOONN652ytqiUe1s4cKFq30fTGySngv3JdIz/D5oMFk4SpIkSZKasnCUJEmSJDVl4ShJkiRJasrCUZIkSZLUlIWjJEmSJKkpC0dJkiRJUlMWjpIkSZKkpiwcJUmSJElNRWZWHUNTEXEvcEfVcaynnYDbqw5CtkNN2A710ArtsGNmjqk6iKHI3Kp+ZDvUg+1QH63QFr3m19oXjq0gIh7JzE2qjqPd2Q71YDvUg+2goc6/4XqwHerBdqiPVm4Lu6pKkiRJkpqycJQkSZIkNWXhODh+XHUAAmyHurAd6sF20FDn33A92A71YDvUR8u2hWMcJUmSJElNecZRkiRJktSUhaMkSZIkqSkLR0mSJElSUxaONRcRk6qOoZ1FRDS7r8HXWxvYLtXq/vxtBw0V5tbqmV/rxdxaT3XLrxaONRYR44HTIuLsiNin6njaUZazR0XEyY33Vb2I+O+IOAFWa6da7FjbQY/PehT4/dDQYG6tB/NrPZlbq1fn/GrhWG+bAF3ABODkiJgVES+sOKa2ExF7ADMj4qPl/eEVh9S2ImJ4ZmZEbAfsD3w6Im6IiHdCsWM1wQ28hnbYNSJ+DVwUEb+KiK2qjk3qA3NrTZhf68HcWh91z69ejqOmyj+cVeXthcAYYBlwI3A+cFZmrqgwxLYSEacC/woclJm/qjqedhURUe5Q/wzcQ/Gd2Ah4KXAtcFRm3lFhiG0lIm4D/gq8ANgqM8dFxO7AnzPzyWqjk57N3Fo/5tfqmVvrp6751TOO9fUUQET8DliSmRsDp1IkuROBn0bEzhXG19J6HvXMzH+n2Hl+rzxC6pHRCpSJbR9gfGa+NjP3Bz4G/A14LXBpREytMsZ2UbbDZpm5LzAe+Fr50LHAe6uKS1oLc2vFzK/1Y26tlzrnVwvHmiq/xBtTdKm5qVz2BeCdFInvicy8tcIQW1pmroqISRHxSET8IiJ+CNwLPAl8pXudSoNsIxExOiJ2LO/+AXg0Ir4JkJk3A58G7iwfnz74EbalPwH/iIjbgX9k5skR8SLgQOAv1YYm9c7cWj3za32YW2urtvnVwrHGMvMx4MfAOyPipIjYOTNvAxI4EzwqN1DKbhvzgQ7gcWAl8A5gNLB3RFwVEcPt8z9ovga8sBx/8TBwMnBARPw5Io4AvkfR1ewXwNuqC7O1de9vygR2P3ARRTea5RFxIHAJcF1mznPfpLoyt1bL/For5taaGCr51TGONdNj/MXw8sjcGcBE4EUUR+SWZaZdaQZARGyQmU9GxG7ACGAF8JeGmcV2Bnah2LkeViY/DaCI2Bc4JDPfExG/AW4F/h+wDfB+YG/gOuBNwH3A1zLzuKribVUNY2A2pjhT81HgV8DHgWnA7sBVwMGZ+Vj3+pUFLDUwt1bP/Fov5tb6GEr51cKxpiLiIuBlwHzg/wDbA2MppuXtzMz7GhOh1l/jFzEi7gaWU3zeNwI/zsxvN6z7BHBiZn6+kmDbSEQ8SJHANgC+BLwYeAC4HDgpM5eX630cmJGZr6go1JbWkNh+A2yemRN6PP6sf8wrCVRqwtxaDfNr/Zhb62Mo5Ve7qtZIRGxQ/v4JsCvwfYo+5b8FDgC+l5nfyMz7wDEAA2AYQET8HLgLOBrYGtgSOC4iLolieuRNgDNNagMvIt4MjASOAH5RDth/J0VyOxi4IiIOLlf/HrBvJYG2gTKpjQF2Ar4KUN7v/sfiXQ3rum9SbZhba8H8WiPm1noZSvnVM441ExFbAEuAVwBnAzdQHJk7CrgxM19SYXgtq6Hr0sYUn/k7gJ9QdNM4Gvg7cH1mTqkuyvYUEZ8HTqDo1rRrORaJiDiEYoaxYzLzigpDbCsR8TOK2d6mNCx7DJiZmT+sLDCpCXNrdcyv9WRurZ+hkF8tHGui4TT1psDbKbpv/CozNysf/zNwWmb+j2OH+l9EnAxcmZmXRnGdnMXA/1J8Wa+OiCXArMw8IyJGptf5GjTlQPHfALcAk4CbgWndZwc0sHrub8pxMecA/6Boi5cBqzJzF/dNqhtza/XMr/Vkbq3eUMyvFo410HA07h0Up6h3pZhlbD7FgOQNge0zc4cKw2xZ5WxVpwALgJ8D52XmzeWRn/0pjlJvkJljqotS8PSR0C8C2wIXZOYhddmZtrqIOIVihrergNMpui89H7gN+EJmLqh67IXUyNxaPfPr0GBurdZQyq+OcayBhj+ETwNzMvMRiutJXUAxaHlb4FPgFOEDITPPo5i16n7gMOCUiPhgZr4NmAH8CNgHnhkro4HVMCbplIiYHxFLIuKTmfmDzHwh8G2KqcMxsQ2ciGI6/Ii4EPggsCnFhCI3Aqdn5pTM/LcyqUUdkprUzdxaPfNrvZhb62Oo5lfPONZERLwJOBdYCrwmM5eUy7fLzDvL2x796WdRTg/ecP+VFBcg3pbiqPT3M/OiquJrRw1dy7ai6K5xGjCGYjKLuymmaZ/bc/1qom1dDe2wMcU1vP4zM38eEXsDnwWmUlxTap9KA5WaMLdWx/xaL+bW+hjK+dUzjhXqPtpQ+itwMbAJcHFEHA/QndjK236B+1H5xX2yvP2DiLgCODwzX0PRTWAP4IseBa3MUcDvMvOIzDwI2Jkiuf0yIt7ZvZLfi4HR8LleCuwFvLFcfi1wKHA4cCo8a18mVcrcWj3za62ZWys2lPOrZxwr1HDE4WvAPZnZERFTgWMovshPAO/OzFsqDbRFNYx/+SXFBW/voDgivUn5+KbAXpl5mUfeBldE/DPFjHsrKb4PPyq7mRERkzNzXpXxtZOI2BX4AcWF0i8F3tl4FkGqG3Nr9cyv9WRurZehmF8941iRcqfa3WXgrcAXIuI2ikHib6PoQrDAxDZwyqT2z8CrsrjY6m4UXZqIiG9SfIEvK9c1qQ2S8p+IPwP/SnG24MvANyJi97Lrk4ltkETEzhRjwl4LvBnYE3gwIv670sCkNTC31oP5tX7MrfUyVPOrZxwr0nBE9CaKWcX+SnHEYU/gGoqd6vLGdauLtvVEOeV32b/8MuBOYJ/M3KZ8/FHgY5l5WpVxtpPu8TBlH/8XAS8GTgTeBvwXxcWKP5iZF1YXZetraIdjgU9SXONrGPDLLGba+x6wU2ZOrjRQqRfm1uqZX+vF3FofrZBfLRwrFBF7AL/OzI3K+0Fx/Za3UVyY+JjM/EGFIbakiPgvYAuKgfnzIuJ84J3AHzPzpRFxDcUU7S+sNNA20vgPXETcBzwIBMUkCqdk5qfKdjqye3ILDayIeBw4jqJb09bAF4BLM/PohnVqMT241MjcWh3za72YW+tpKOdXu6pW60bg7og4A57urvEF4E8UR0nfUGFsLSmKKdd3AfYFPh8RhwPvAT4BbB4RjwGjgYMb1tcAa0hsFwKPZuY/lf9YfAw4JCImZeYBmbmkbgPFW1FEvAy4NzNPyswrgIuAS4C3R8SO3d+LOiY1CXNrJcyv9WNurZ+hnl8tHAdZ4xezHAB7AvCuiPhHRHycYnDsEuBKij7P6keZuSozD6C4yOrewDeA84D7MnM88KLMfElm/r48UlfLL24LWwD8uftOZn4buIfi2kbdy+wmMfAWABuV+6U3lJMn3AKMysw7/F6obsyt1TO/1toCzK11sYAhnF8tHAdRjy4DZ0cxPfWeFH3O/wIcC9xMMXD5SOCsqmJtZRGxBUXXmQ8A/wPsAJxcdtfYrXs9d6KDKyJGAj8DpkbEnyJifPnQeIprftVuWupW0uMf7wco9kvzgQsiYgnFRArfLdd1Cn3Vhrm1Psyv9WNurV4r5VfHOA6i6H166smZOarHeocBR2TmK6uIs9VFxAkUn+/W5f3hwA0UXWwOycwfVxlfO2kYKP424OjMfH0UM/H9lGLa/AUAmflPFYbZ8hr2Te8A/i/wAMUZmusoJrZ4F/DTzPxldVFKvTO31of5tR7MrfXRavnVwnGQlV/c6zJzk4hYBFyZme+LYnrqWzLzm+URu+6jEupnEfFC4NcUX9yvZeYfI+IY4P2Z+S/VRteeIuJ+4MeZ+YGGZXtSdC1bmpmPdCfCyoJsA+WRz5uADYGtgHuBOcAFmXlHlbFJzZhb68H8Wi/m1vpolfxqV9VBUnYVgOJI6PURcQ4wIjPfVy5/P8VFicnMB0xsA6Ps0nQbxQx7rwK+FhF/BP4TOLVcxwH7gygi3kPRc+kD5f2Ny4deCjxa/mBiGxjdXWjKcWArM/NNmTkF+FK5yjEUXc+k2jG31of5tV7MrdVrxfxq4TgIopie+msRMTkzHwPupjg1fXf5+DXAPzLzOxWG2Ra6x1Vk5jHA6RTdNbqA/5uZ33bAfiUWAMMj4vMRsUlmPhYRb6WYBfFRx8IMrIbPdyqwfUTMK9vhR5n5OuBrwLeqi1Dqnbm1XsyvtbMAc2ulWjG/2lV1gJVH134ETKKYBvwnwJnA4cBRwNhy+QfLmcZqed2WVtDQz3yNF30u2+spd6iDKyJ+AIwDrgceAj4MXJuZ/+p3YnBExDbAEcABwCiK67AdW21UUu/MrfVifq0nc2s9tFJ+tXAcJBFxJsUfzMYUff/Py8yzImJcZi4q11njDlfPzVqSWGRmRsTG5ZG4sZl592DH2G4a/sHYDvggxcWI76G4OPfmFP/w3ZyZb60uytbXox3eB4ykmOXtYeDdwHSKsWH7VBel1Jy5tTrm13oxt9ZHK+dXC8dBUA7IX0jxRd4DmEYx89vVwOmZ+fMKw2tZDYlrPHA28MbMXNFk/fuAKZl502DF2M7KCSzuAPYCrs7M13X/s9ew0/WI6ADr0Q6/z8y9ImIs8Grgnsyc5z/eqiNza3XMr/Vlbq2PVsyvjnEcHB8DVmTmOZn5KeBlFDNavRV4XpWBtYlvUQxKXhE9ro/TfT8ivgosMqkNjiimxd84MycDy4HuKdr/PSK2Ap6C4oLSFYXYFnpph7PLhw6n+IdjHnjNNdXWxzC3Vs38WiPm1vpo1fxq4Tg4zgKejIgzIuIl5Rf2u8Df0msaDZjyaOhuFGNgHi6XPQnF0dLyKE/3bGIzgTdXE2lbepRiBsRfA/dl5jciYhLwcWD7obYjHcJ6tsO3ynb4LLB9taFJa2VurYj5tbbMrfXRkvnVwnGAlTtPp6euzkRgMfC6iPh5REyFIul170DLL/WczFxSYZwtr/vvPCK+RHHUc3OKfzq+WD52FsV12P7od2Lg2A5qBebWWjC/1oD79Ppoh7ZwjOMgiuIiuC8BNgJuz8zPDrW+zUNBY9/9hv78XwBeR/El/jMwMzOXlV/c2RQz73ktowHSMB5mJMVU+e8DVgHfBB4DtqToyvHizHzS78XAsB3Uisytg8f8Wi/u0+ujXdrCwnEAhdNTD7rGzzoirgV2Bu4DDga2Ag6lGAczJTOX9XyOBlZEnAH8K7B19wB94D3A74FlmXmng/YHnu2goczcWg3za325T6+PVm8Lu6r2s4iI7tvdfxQNO9oof29c/h6bmavcqfarYQARcRnF0ecvA7tQTHv8y8z8N+DtDUdDh9zA5KEqiokSllFMm39PRHy8/Ps/MzNvycw7wUH7A8120FBkbq0F82sNuU+vj3ZoC8849qOG09TjcXrqykQxc9jNFDPrnQX8OTMPiIgLgRGZuV+V8bWzsgvHK4BjgL0pZkD8ZGb+stLA2oztoKHE3Fof5td6cp9eH63eFhaO/aghuV0KjMzi2jkbNPbt774fxfTUUzPzpZUF3IIaujCdAbwUGJeZY8rHlgFfzczj7T5TrSiuY/Qm4BMU07TvX3FIbcl20FBgbq0H82v9uU+vj1ZtCwvHfhbF9NRXAb/JzLc1LA9YrWvNQxQDZJ1prB80/NOwc2beGhHHAp8D7qE4Qn0QsFlmDtkpkIeyNfXnj4idgTsz8zHHJA0820FDlbm1OubX+nKfXh/t0haOcex/Tk9dgYYjz3Mj4vOZeSKwF0UXgbcBtwD7g1O0D5bexiT14u/lznQbxyQNDNtBLcLcWhHza724T6+PdmwLC8d+0GNHeX5mvgz4H2AUcEpEnB8RoxvW/Rtw2OBH2pq6P/+I+B6wQWZ+ISJ2Bb4KfD0zX56ZB2TmDTC0ByUPFY1jkiLimrLP/7M07ED/FBG7D2KIbcF20FBmbq2e+bVe3KfXR7u2hYXjeir/cLqvaXQtsCQiuoALgM9TTL/7T93rl+u+P72mUb9pSFR7AMdGxAeBTooxGGdHxHuqik18C1iZmSuimG3sad33yzFJi9KJLAaS7aAhxdxaD+bX2nKfXh9t1RYWjuvP6akr1NhNALgUOAP4b+DczNyaYgzGdlXE1s7Ko3C7AZOAh8tlT0LRZuU/hd3/4M0E3lxNpK3NdtAQZm6tmPm1ftyn10e7toWF43rKYoaxrYB/AT4IvA+4sBxIfmFEzMnMO7rXrTDUllR+cXeMiLMpjkK/AnhLZnZExOkUA/ZPrDbKtuWYpHqwHTTkmFurZ36tLffp9dF2bWHhuJ6imEXpPuAS4DvA2Mw8oHx4KjC/XC/W8BJaf+8EXgnMBaYDd5bLpwInwDPdBTSwHJNUD7aDhjpza22YX2vAfXp9tHtbeDmO5yicnrpS3YOSG+4fBrwd2BF4CDgTOMuuS4OnsU3KMUk7A/cBBwNbAYcCL6O4MPeyns9R/7AdNJSZW6tnfq0X9+n1YVtYOK63iFgEfCeLmcZ2B74NbAzcBnRk5g2xhmu7aP1FxJcy83Pl7THAfwAfAe4A9snMu6uMr53EMxeHvgzYGvghcCKwcUO//x0z8w6/EwPHdlArMLdWz/xaD+7T68O2sHB8Thr+cL4HvDEzXxDF9NRfp0h0P6o4xLYQEZOBKyiOgH4+M79dLv8TcGlmfqrVjvTUXTkm6WbgrcBZwJ8z84CIuBAYkZn7VRlfu7AdNBSZW+vD/Fov7tPro93bwsJxPUTELRQzvW0AfJRidrFNgQ9k5veqjK1dRMR2wDeBNwJLgcspugps0opHeuqs4Z++Myimah+XmWPKx5YBX83M4/1nY2DZDhrqzK31YH6tB/fp9WFbODnOOusxEN/pqSuWmXdm5tuBfSiOjL4S+Gz5xXbA/iBo+Jx3Kn//FXgRsDwiji//CVyemceDU+YPFNtBQ5m5tX7Mr9Vyn14ftsUzPOP4HETEjsAXgcOBfwZGZua1UUxPfWBmjq40wDbWPbFCebtlj/jUkWOS6sF20FBlbq0382s13KfXh20BI6oOYIhqnJ7658Dscvlq01PnMxf+1ABrOFq9snuZSW3g9RiTtEG5M90V+Crw9Z5jklp5Z1ol20EtwtxaQ+bXwec+vT5si9V5xrGPeh5dC6enrlRvRzsbvty7At/KzH0qCq/tOCapHmwHDTXm1voxv9aH+/T6sC0KjnHso+6daER8qbx/FvAh4GrgVcCxwPMrC7CFNY59iYip5RHn3v6JeKr8fT5w5aAE18Yck1QPtoOGMnNrtcyv9eM+vT5si2fzjOM6cHrqajQc6TwXmEbRn/xC4GTgfzMzG9Y5DPhyZo6tMOS24ZikerAdNJSZW6tjfq0n9+n1YVuszjOO6yAz5wH/BFwLfCUi7ij/cHamOCpqv/8BUCasLSiumbMXcEz5+wLg61FcbLW7T/n/AAdVE2lbahyTNB24s1y+2pikakJrK7aDhixza3XMr7XlPr0+bIsGnnF8jiJiEvBdIIHvZuZXHbTf/xqOdG4DfB84KDPvKx+bDRwMzMzMcyLiHcCxmfnKCkNueY5JqgfbQa3I3Dp4zK/14j69PmyLNbNwXE9OTz1wuj/biDgEOB0I4HGKqZA/Va6zRWY+0PCclp4GuU4i4kuZ+bny9hjgP4CPAHcA+2Tm3VXG1y5sB7Uic+vAMr/Wl/v0+rAtns2uqs9RlHB66gHTcIT5E8B5wB4UA/MPjoi/RcQHM/OBxsHLJrXBUY5J+mRE3BMRH8nMezPzGODvwEWZeXePQeUaALaDWo25dXCYX+vJfXp92Ba9s3Dso55/HGUiG1YOHN81Iq6uKLSWFBHvKn8fDGwJ3JyZN1OMvziCYiarN4D/VFTBMUn1YDtoqDO3Dj7za325T68P26J3dlXtRWO3mIiYCszrbXxF93pRXNvlnMz8wmDH2ooiYg+K8RZ/B7YBXgz8A/gccHFmLo+IscDScnyG3Zgq5JikerAdVHfm1uqZX4cO9+n1YVs8w8KxF+H01JWKiK0ojnq+heJLeg9FN5qNKI78fCszL60uQvXGMUn1YDuorsyt1TO/Dj3u0+vDtrBwXKMopqdeDLyCYsrdY8uHLgROzsw7yvXuA96RmXan6QcNA/a3Af4IbAjcD9wIjAImAbdn5ssqDFMNeoyBcYdSEdtBQ4G5tTrm16HFfXp92BbPcIxjDxExvLy5EfBb4O7M/GZmjgMuA/6N4hpHRDE99d9NbP2n4bT/XOA3mbk5cBzwAoqk9jvg87BaW2kQOSapHmwHDSXm1uqZX+vNfXp92BZrZuHYoDwatyqK6alvA14N/D0i/hsgM2cC22fmOeX9H1MmOvWfiNgYeAR4HkBmfi8z9wQeBu7JzIvK5c7wNsAad54RMbX8jvR2tO2p8vf5wJWDElwbsR00lJlb68P8Wg/u0+vDtlg3Fo4N0umpayEzHwO+AuwWEadHxDsiYgNgNPBNePbRIA2YYQDlmKQLgUci4tyIeGV3G5RjkrIck7SlE1kMCNtBQ5a5tT7Mr7XhPr0+bIt1YOFYCqenrptO4OvArhQzWd0NXJeZv+3+AlcaXZsozxJsAbyV4gzAMeXvC4CvR8SODf/g/Q/wrmoibW22g4Yqc2stmV8r5j69PmyLdePkODg9dZ1FxBhgK2Br4NflER8//0EQz8xuuA3F9+OgzLyvfGw2cDAwMzPPKcckHZuZr6ww5JZkO2ioMrfWm/m1Gu7T68O2WHcWjjg9tdRTPDP73iHA6UAAjwPfycxPletskZkPNDxnuN3L+pftoKHM3Cqtzn16fdgWz03bF47h9NTSGkXE9cCfgJMoum9Mo9ixfjkzv+PR6cFhO2ioMbdKa+Y+vT5si3XT9mMc0+mppdU4JqkebAcNZeZWaXXu0+vDtnju2v6MIzw9PfU84P7MfGPD8sXA3Mx8T2XBSYPIMUn1YDuoFZhbpYL79PqwLdZP259xBKenlhosoJhxb2vgCYprFW0EfAP4QUS8OTPv7u7j7850wCzAdtAQZ26VnrYA9+l1sQDb4jnzjGOpTF6fAd4G7AasAm7MzCkOhlU7cExSPdgOaiXmVrU79+n1YVusPwvHHpyeWu0uIv4M/CUzp0fEeyj6+/8zxZikb2TmRf7DN/BsB7USc6vanfv0+rAtnjsLR0lPc0xSPdgOktQ63KfXh22xfhzjKOlpjkmqB9tBklqH+/T6sC3Wj2ccJa3GMUn1YDtIUutwn14ftsVzZ+EoqVeOSaoH20GSWof79PqwLdadhaMkSZIkqSnHOEqSJEmSmrJwlCRJkiQ1ZeEoSZIkSWrKwlGSJEmS1JSFozRAImJ8RPxpHda/KiIm9cN2J0XE19f3dSRJqhtzq1SdEVUHIKl/ZeZ8YH5f14+IEZm5cgBDkiRpSDO3Sp5xlAbaiIg4KyJujIjzI+J5EbFHRFwdEddFxC8iYpuG9Q+MiN9HxF8j4jXw9NHVX0XE9eXP3uXyH0XEW7qfGBFnRsQ7I2JKRMwpl20ZEReW2/9tRPxLufz4iDgtIi4Dzh68j0OSpPVmbpUqYOEoDawXA6dl5r8ADwFHAKcAB2TmHsAZQEfD+iMy85XAx4DjymX3AG/MzJcD7wK6u8qcU94nIjYEXg9c0mP7JwA3lNv/D1ZPZHsA0zPz3f3wPiVJGizmVqkCdlWVBtaizPx1efv7FAlmInB5RAAMB5Y0rP/j8vd1wPjy9gbANyLipcAq4EXl8kuBr0fESGBf4JrMfKx83W6TgXcCZOYvI2KriBhdPvazzHysP96kJEmDyNwqVcDCURpY2eP+cuDmzNxrDeuvKH+v4pnv5zHA3cBLKHoJPA6QmY9HxFXANIqjo529vF70sqw7pkf6EL8kSXVjbpUqYFdVaWDtEBHdiWwG8FtgTPeyiNggInZby2uMBpZk5lPAeyiOpHY7B3g/8BrgF7089xrgkHJbU4ClmfnQc3srkiTVgrlVqoCFozSwuoDDIuJGYEvKMRjASRHxR+APwN5reY1Ty9f4LUVXmsajmZcBrwWuyMwnennu8cCkcvsnAoc997ciSVItmFulCkRmz7P9kiRJkiQ9wzOOkiRJkqSmLBwlSZIkSU1ZOEqSJEmSmrJwlCRJkiQ1ZeEoSZIkSWrKwlGSJEmS1JSFoyRJkiSpKQtHSZIkSVJT/x8NnJSWCcEnOgAAAABJRU5ErkJggg==\n", + "image/png": 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", "text/plain": [ - "<Figure size 1080x360 with 2 Axes>" + "<Figure size 1080x144 with 1 Axes>" ] }, "metadata": { @@ -1090,12 +1086,185 @@ "#########\n", "# For 4-hour time window \n", "#########\n", - "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n", + "# Energy metrics\n", "data_window4 = summary_relative[summary_relative.window==4]\n", - "boxplot1 = data_window4.boxplot(column=[\"NRJ_in\", \"NRJ_after\"], by=\"behavior\", rot=60, layout=(1,2))\n", - "boxplot2 = data_window4.boxplot(column=[\"mean_slowdown\", \"mean_waiting_time\"], by=\"behavior\", rot=60, layout=(1,2))" + "fig, axs = plt.subplots(1,3)\n", + "data_window4.boxplot(column=\"NRJ_in\", by=\"behavior\", \n", + " rot=45, ax=axs[0])\n", + "data_window4.boxplot(column=\"NRJ_after\", by=\"behavior\", \n", + " rot=45, ax=axs[1])\n", + "data_window4.boxplot(column=\"NRJ_in + NRJ_after\", by=\"behavior\", \n", + " rot=45, ax=axs[2])\n", + "plt.suptitle(\"Energy metrics (relative to baseline) - 1-hour DR window\")\n", + "for ax in axs:\n", + " ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n", + " ax.axhline(y=0, color='lightpink', linewidth=1)\n", + "\n", + "# Scheduling metrics\n", + "fig, axs = plt.subplots(1,2)\n", + "data_window4.boxplot(column=\"mean_slowdown\", by=\"behavior\", \n", + " rot=45, vert=False, ax=axs[0])\n", + "axs[0].set_xlim(-150, 200)\n", + "data_window4.boxplot(column=\"mean_waiting_time\", by=\"behavior\", \n", + " rot=45, vert=False, ax=axs[1])\n", + "axs[1].set_xlim(-150, 200)\n", + "plt.suptitle(\"Scheduling metrics (relative to baseline) - 4-hour DR window\")\n", + "for ax in axs:\n", + " ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", + " ax.axvline(x=0, color='lightpink', linewidth=1)\n", + "\n", + "# User_delay outliers\n", + "fig, ax = plt.subplots(figsize=(15,2))\n", + "data_window4[data_window4.behavior==\"dm_user_delay\"].boxplot(\n", + " column=[\"mean_slowdown\", \"mean_waiting_time\"], vert=False, ax=ax, widths=(.5, .5))\n", + "ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", + "plt.suptitle(\"User_delay outliers\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ada01643", + "metadata": {}, + "source": [ + "## Energy and scheduling metrics in f(load)" ] }, + { + "cell_type": "code", + "execution_count": 51, + "id": "882339d5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n", + "load_in_dm = pd.read_csv(f\"{OUT_DIR}/load_in_dm.csv\")\n", + "jointure = metrics.join(load_in_dm.set_index([\"XP\", \"window\"]), on=[\"XP\", \"window\"], rsuffix=\"*\")\n", + "j_w_1 = jointure[jointure.window==1]\n", + "j_w_4 = jointure[jointure.window==4]\n", + "\n", + "for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n", + " fig, ax = plt.subplots(1, 2)\n", + " # Window = 1\n", + " j_w_1[j_w_1.behavior==\"replay_user_rigid\"].plot.scatter(title=\"Window 1 hour\",\n", + " x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Blue\", label=\"replay_user_rigid\", ax=ax[0])\n", + " j_w_1[j_w_1.behavior==behavior].plot.scatter(\n", + " x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Green\", label=behavior, ax=ax[0])\n", + "\n", + " # Window = 4\n", + " j_w_4[j_w_4.behavior==\"replay_user_rigid\"].plot.scatter(title=\"Window 4 hour\", \n", + " x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Blue\", label=\"replay_user_rigid\", ax=ax[1])\n", + " j_w_4[j_w_4.behavior==behavior].plot.scatter(\n", + " x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Green\", label=behavior, ax=ax[1])" + ] + }, + { + "cell_type": "markdown", + "id": "9d851cfa", + "metadata": {}, + "source": [ + "Analysis:\n", + "- when the platform is fully loaded (right-end side of graphs): involving the user does not help, because the queue of jobs needs to empty itself: effets de latence et d'inertie\n", + "- no obvious correlation between the load of the platform during the DR event and the energy gain relative to the baseline (confirmed by the graph below)\n", + "- une prise en compte niveau scheduler de l’effort utilisateur indispensable \n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "2102be87", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metrics_relative = pd.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n", + "load_in_dm = pd.read_csv(f\"{OUT_DIR}/load_in_dm.csv\")\n", + "jointure = metrics_relative.join(load_in_dm.set_index([\"XP\", \"window\"]), on=[\"XP\", \"window\"], rsuffix=\"*\")\n", + "j_w_1 = jointure[jointure.window==1]\n", + "j_w_4 = jointure[jointure.window==4]\n", + "\n", + "fig, ax = plt.subplots(1, 2)\n", + "behaviors = [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]\n", + "colors = ['g', 'r', 'y', 'k']\n", + "for behavior, color in zip(behaviors, colors):\n", + " # Window = 1\n", + " j_w_1[j_w_1.behavior==behavior].plot.scatter(title=\"Window 1 hour\",\n", + " x=\"mean_load_in_dm\", y=\"NRJ_in\", color=color, label=behavior, ax=ax[0])\n", + "\n", + " # Window = 4\n", + " j_w_4[j_w_4.behavior==behavior].plot.scatter(title=\"Window 4 hours\",\n", + " x=\"mean_load_in_dm\", y=\"NRJ_in\", color=color, label=behavior, ax=ax[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b35cb01b", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 12, @@ -1103,23 +1272,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Check if all XP succeded\n", - "nb_exp = 105\n", - "\n", - "for xp in range(nb_exp):\n", - " behavior, window = \"replay_user_rigid\", 1\n", - " expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n", - " if not os.path.exists(expe_dir):\n", - " print(f\"{expe_dir} does not exist\")\n", "\n", - " for window in [1, 4]:\n", - " for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n", - " if window==0.5: \n", - " expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window05\"\n", - " else:\n", - " expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window{window}\"\n", - " if not os.path.exists(expe_dir):\n", - " print(f\"{expe_dir} does not exist\")\n", " " ] }, @@ -1134,7 +1287,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1148,7 +1301,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.9" + "version": "3.9.6" } }, "nbformat": 4, -- GitLab