diff --git a/networks/ligand_networks_for_developers.ipynb b/cookbook/advanced_customizations.ipynb similarity index 99% rename from networks/ligand_networks_for_developers.ipynb rename to cookbook/advanced_customizations.ipynb index 29f03f0..71ceb1b 100644 --- a/networks/ligand_networks_for_developers.ipynb +++ b/cookbook/advanced_customizations.ipynb @@ -50,7 +50,9 @@ { "data": { "image/png": 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", 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", - "text/plain": "" + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -256,17 +262,19 @@ "execution_count": 7, "id": "a49db0ab", "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-03-04T11:51:05.639449674Z", "start_time": "2024-03-04T11:51:05.570674640Z" - } + }, + "scrolled": true }, "outputs": [ { "data": { "image/png": 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", - "text/plain": "" + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -297,7 +305,9 @@ "outputs": [ { "data": { - "text/plain": "[]" + "text/plain": [ + "[]" + ] }, "execution_count": 8, "metadata": {}, @@ -369,7 +379,9 @@ "outputs": [ { "data": { - "text/plain": "2" + "text/plain": [ + "2" + ] }, "execution_count": 10, "metadata": {}, @@ -396,7 +408,9 @@ { "data": { "image/png": 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ank2FyaQqJaGIZM7k1JWEDyqXq3XLdiVpdPr3JvhyU3GrhSAEAJ5ydnbu2rXrrVu3Ll++HBQUxHU5j9Cz7Ng153NK1A9TMOM8XfmFCu88cpyFJfmMpIBpZGlDROUq7Yq9twO9bMcEupi85FYMt0YBgL/Mtplwwz8pNzJKH94OvbmLTi6nwjtk7U7dnqC+L1Ov58lzMOl1lLifDs+l8hzDgXKVbvrGy2VKHWelt0IIQgDgL/MMQrla9/6uxPKKMMu8QJe2ELEUMJXGb6a+s6nbk9RzCg1ZQmO+Iut2VJpB0Z8Q++B4pUb/2UE0FjYAghAA+MsQhNHR0SzL1nmwyWyLztA9bBdk6eIPRCz5RFDANGIeHTVo15GGLieBiPJuUeqDXj9yle6LQ3d1ejP6F5k5BCEA8Je3t3eHDh3y8vJu3rzJdS2UVaTafzHnve0Jc369Ua7693IwP5GKU4gY6jnF+Gl2HckrjIjozuGKbTo9eyapqKULbjPQWQYAeC0kJGT79u1RUVH+/v6mf/fkHHlUQmF0YmFUQsHNjDIj16U514mIbNuTtXuNr9I+iO4ep7xbxOoMl4wKte70rfzQrg4tVnibgiAEAF4LCwvbvn17ZGTk7NmzTfB2Oj17K6M8OrEgKqHw5M38+/nKOk4ozSAisvWs7RjbjkREWiUpCkjmQkQaHXvxXmnzVMwDCEIA4DUT9JfR6NirqSVHr+UZLv4KyzUNObmciEhsVdsx4n/nSlWXGYKQiHKKVY2plZcQhADAaz179nR0dExJSUlNTe3YsWPlXXfv3lWr1X5+fgzT4Gk8S5Xa2NtFFbc9lZoa54Wpg8CCiEhf6+l67b8Hix6e1/CaeQtBCAC8xjBMcHDwX3/9FRUVNXXqVMNGhUIxYcKE27dvy2QykUj0zz//tGvXrs6XyixSRSUUGMLv0r0SfSN6oiqLKD+Bcm9Q7g3q8Sx5DHhwtacqru2sir2WNhXbPJ0sG/zufIUgrNvFixcXLFhw7969gICAL774wtvbm6tKtJkZ9TlMV5Bn4dGhpYupybFjx1auXJl6/36xxo16zySr2r4+7mTLTVYYQE3CwsL++uuvyMjIiiD88ccfS0pKEhISRCLR5MmTV69e/fnnnxs9t3JvlxvpZY15e0UB5d6grEuUe4OK7xP9G5/ZV8ljANl3IiIqvEvEEtVwkVeYTEQkdSRLO8MGgYD6eNk1phhewvCJOqjV6vHjx48bNy4mJsbHx2fKlBp6MLe84l3bsha+Vp8j708eI4863tL1GJWbmztjxoynZ84tClmjkzjSmXW1Hz9v280PdieZ0wgu4KPqs2/v3r17xowZYrGYYZjZs2fv2bOnYpdOz15PK/v2eOqzX15yfe2o75yT/9l05dvjqQ1IQVZPxSl0+xCdWUf7ZtCe5ylqFd0+RMWpZGFJLv7kP4nCV1Kv54mI2gUSw5CykHJu1PiCqZFERG69Kzbo9fT3lVytDh+temmpK8I7d+5otVpPT08rKyNtvEVFRdnZ2VKptModeTN08OBBKyurOXPmENHKlStdXV2vXbvWs2dPE5eRv2FN8W9bWFW9Wr/18vLshW84L1xuM+HZli6sChcXl6/+ODNt07VyjYC6PE4H36ztz1gilUa/5q/k29nyX14N5LBFw/Dr2qFDB5lMVn2v4ddVJpN16MDZdTa0qP79+8tksuvXr+fn5zs5ORFRWlqal5eXYa+Xl1dGRsbpm/lnbhdFJRRGJRQWyRvS28WA1VHhXcq9Trk3KOsKqSt16ZTYk5MfufQgl+7k1PVBo2AF63bk3o8yztPlLRSxuupeIsqIo6zLRERdxlbefOx63qzv4re80gtthXVqqSAMCwvLzMzcv3//uHHjqu/dtm3bf//736CgoNjY2BYqoLkkJSUFBgYaHkul0i5duiQlJZk4CIv/2Fqy/SdWqaj/KXqlIu+T5UJXd9mgsJYrrLpL90qmbbr2YCxwaSZZt6slBQ3KVbo9cVn/5yhdNdnPFCUaM3DgwPz8/EOHDo0aNar63p9//vmdd94JDQ01t4m4oLmIxeIBAwacOnUqJiZm/PjxRGRhYVGqUBv6eR6OuqTRM0M/OlvnL3NVWgXlJTwIv9wbpFM/3CV1JBd/cvEnlx7k6FvHK/ebTTnxlHeTTn9EA98iqePDXSmnKPZLIiLfkeTcrcp5P0em2cosvnyBg/GRrQvaCI3TKxWa9FQiKs3KFOt1hsdEJBEKiu+nVDw1AW36/fzPVtTzWrAyvVKR+e5/mZ/+IWsTNRWotfrH18TJDSmoU1P8/6j70/U5sVylW//33T5eNv19uGnVMExGlVmkSs550GbpbCO2leLTwSNhYWGnTp06cPhEiWO/qISCVKXNlI8Psl1FRETpN0jmUt8UVBZSfuKD5MtPfNifk4is3citN7n4k2sAWbk2oDib9jRkKUV+RBlxtG8GufiTlStpVZSf8GCu7Q7B1N94u8lX/9xzsBJ98HSXBrwd/+CjbpzibFTqhKFEZJlXmlIoNzwmorTracIN6ak/r+e0uvpSy5U7Z7+3rN1kU7+xVklRq8mpG/mOqOcZCo1u8leXWrSo2sg1RDRj81X688En4qv/9HhjpBdn9YDJGUYTbt7+9+aCCCKidiF04w/yiSChJSXsI+9htZ1clvXwsq9ybxdGSI6dH1z2uQWS2Ka2F6mdW28a+w1d2073Yyj76r+vz5BTV+r2BHkNqSWnP9ydZGUpfHecT+Pfva1rWBDK5fKCggJ3d3ehUFj30W3CYBvJyrSCPI3OWSS8IVcXavW9rcxuAc+aiFnNU0Vn17pMKBVITfeupRkUuZLaD6Rezzf4VlIrp1arc3JyXF1dzXCVV6hdcHCwhYWFtuA2aVVkYUnewynnGu2dQYyAXP2p+8RHjmb1VHKfcm9S7nXKiafy3Ie7LKTk3PVB+Ln4V6yaW38ysbCPt21oV8cgH/tP/roTf79UodYREclcKOhNGvAGyXNJVUJCEUmd6xho/6/3tt+yk1q88pi598ngSgOC8P3339+8ebOHh0dubu5PP/00YkR9/9hv1bwsRRMdrackZoXYSo4Uyd9yt5cJWlNXWz3DPFYav9fOVIuOFqXQkQVkaUuqYorbQEQUMO2RJo3a1Natxvz98MMPy5cvN7Qif/DBBzNnzuS6ImgAa2vrwMDACxcuUH4CtetFjIAGvk39XyNWTxYSIiK9loruUdblBxd/6kp9RGvv7VIPtlKLIF/7iJ5OIX6OA3zsLEUPvmQe7+Py3IZLR67lPVySiWHIyrW2O6t6DUWvoY6h5DWkYhvL0utbrttILaYGezS0Nj6o739YVlZWVlZWWlqaWCz+4Ycf5s2bd/Xq1bpPaxM+7Oh0vkyZotJOcbbpLm1lf+lb6VXDy66ZLggtbWjgW49sMXyJ1EsrTkGtVvvWW2+dOnWqf//+cXFxw4YNe+GFFyws0PTQmoSGhl64cIFyr1O7Xg826XWUX2tvF7c+5NKd7Do24rfX3d4ytKtjiJ9DaFeHPt62RieCkYgEe+b0+19Uxju/Xldp9fVabvfeabofTemxJLYi934Vm/Us+8I3V8QWgklBbg0ttc2r7wfVzc3tu+++q3gqldbrVtvVq1eN9kdPTEyseKzT6RSKBvSHbGlKpZKIdMTKK81p5C8T+8vERCSvfaIj01KweiJi66rKW36PtKb6CYuk5NGv6kbDuxtGC+pUpiumPoQSqvgCKkwmwYN7/omXi49b3DE8TkpKqvNlGIYRCASJiYn9+/eXy+UymawRk3IBt8LCwtavX09Zl8nBh3JvUNZlKrxDFaNcGQHZdXzQ1dO1F1m5NOItfFxlhuQbEeDcycXId6NR00M9nhnotuNs5ncnUuPuFAuFjFgo0LOsQq2ztBCUqbSPxLDPY1SSSjf+oNMf0fAPyTWgYo9Oz077+rKNpN+oXo0pvg1jGrQc5Y4dO3bv3n3p0qXdu3fXPoTAw8MjMzOz9lczDJ/YtWvXpEmT6l+DCQgEAr05BV4tmIft8q0Bw5C5DZ4f8xU5+NCuKaSqY6r+OodPbN++fdq0aaNGjbp9+/b//ve/oCBTXYVDk926dSsqKurIkSO///77IzuEYnLqQi49H+SfqL7RVcFCyAR2tDWE33B/J2ebpt5SYlnKKFLmlaolImF7B4mVpXD2D/Hfn7hf5Sg69zXd/ptEMgpfSU6PDEySiYX/vBeEFZoqa9itm969e0ul0pKSkg0bNmzatKnO48eNG2d0QrL4+PhTp049qMDCwuige67odDqlUilkSGz2f9GzREo9yxBJBLWXyigEZnBHV6ciliWhJZnVD5ap1OLrOZBkD5pehnRz7NXxQR+/K1eu1DmCUKlUfvbZZx9++KG3t/eGDRvefvvtEydOSCT1vy0MJqXT6W7duhUdHX306NGTJ0/m5uY+stvFnzwGkGsPcvKrPI11PVlZCnt72Rpuew7t7ti843AYhto7SNo7PPzV2jSzZ6lCu+Ns5QsPhgb8l7QKuneSTi6liE/I7mEXaLlaN25t3PHFA/t6Yw62Bxp2RWiQkpLSqVOnsrIyo7c9DQxXhDUNqN+4caPZDqjfu3fvxIkTI+xkm3wbMtCHC0Vaff+rqXZCwYXA2jqD3bZ0H91picmqqtHB16kohR7/muy9uS6lGsMV4fAV5N7XsKHy8In169fXOaB+//79b7755r1794hIp9N5eXl9/fXXTzzxRMuXDvUll8svXrwYHR0dFRUVFRVVVPRwAXc3N7f+/fuHhoaeOXNm37591Pdl6vZkg17c1VYc5Gsf2tUhxM8xyNdObGHSLnUaHTvx8wsHLuU8spXVU/QnlBpFEnuK+KTKioYutuJTSwZ1b29NUP8rwpycnB9//HHBggVCoTA+Pt7Ozg4dxE2sQKu7UKYKt5MJG3JBxRJzTYKJwVqcq6trSUlJXl6es7NzcXGxXC53cUEzDPdKS0tjY2OjoqKio6MjIyNVlSam8PHxCQkJCQ0NDQkJ8ff3N7Tp/vzzz/v27aPca/UJwsq9Xfp623F4p0MkZHa+1efxT8+fvJn/cCsjoOAFpFFQ5gU6voRGfFq5r2luiXrk6nOnlw6qf1NlG1bfIJTJZBcuXOjYsaOHh0dKSsr333+PHnEmU6TVr8koPF4sz9Xo4nt7SRvygSsXWh63Dqj7OGiagQMHvvrqq4GBgT179rx+/frs2bODg4O5LoqnMjMzDdd80dHRly5dqmjvFwqF/v7+huQbPny40ZljDcPqKed6TYN5fFxlET2dQ/wchnRz9HYx4fDcukjFwn3z+kV8HBuXXGnBJoEFhS2mk+9TznU6vphGfEqSh02DaQXKEavORS4d7G7P9wWb6htm1tbWO3fuLCgoKCoq6tChg0jU4Pvm0GhSATPOwWpRe4feVxo8tZuQ1Z+wMvUU4fz08ccfL126NCMjw8XFxcamCXOIQMMlJycbki8qKurGjYerNIhEoj59+kRERBgu/hwc6ugh4uPj4+npmZaWRiXphnuJlXu7hPdwcrI23zthtlKLw4uChn8Uezml5OFWC0sauoyOLaKCO3T8fYpYVXmCmzvZ8pGrzp18f6A5/7tMoGFXdY6Ojo6O9RwcDc3GUsAMtpEo9A1uzVUKRD/bDzWLnjL8IJFIfHwwkRURUe/evZVK5W+//danT5/qezdv3vz555+HhYVVHpTVILX0drGxsRk4cKAh+UJDQxvaZSk4OPj333/vIU6Z8kz4kG6OA3zspOJWM5GWvUz0z3tBQz48k5BZ/nCryIqGr6AjC6noLp1cTuEfkcXDa9lraaURH587sWSgvYy/lze4vWmcLHRYp23buK6CiEibm53+nyf1jRpqKbO3XfTbmv+TmqgNQKtjQz44cydHrm94ZkvFwkMLBwR04OZCqvMhcYGK/ni7T3jEg/mSZK3nu888JSQkKJVKudz4wst5eXkJCQkNXeO6cm+XyMjI4uKH9wDd3d379esXGhoaERHRp08fQROmfwoLC/v995zvZl0AAB/iSURBVN/7WactebJzo1+EQ6624iOLBoZ9eCYlr9KXhqUdhX9ER9+lvFt0agUNW1557rfLKSVj15w//F6QlSVPf+0RhMYxFiKBrVn0LRbb2rksW5uzfD7V8J1SE0Yidf/sO4mzSf8Vf83v3//96FKFtu5DK7GyFK54xm9IN85uNhhaXa0lFg5W/P2j2DyVlJScO3fu6NGjUVFR58+fr6m3S48ePZrrHQ3NhK16ya0OTpIji4KGrDibVVRp1RqZM4WvpCPvUvYVil5Nof9XeSq4mMTCiZ9f2D+vf8XsbrzSUkGYkJCg1+trGiA4a9asadOmobtNPVmPeFybn6NYv7r+pzBSabuVX0oCjNyValF+7laH3h0w+tO4MqW2ngNzrCTC1yO85ozp1MKl1ebu3bu1/Lq+9tprL774In5dTSYjI8Nw2VdTb5eIiIhhw4a1UL/cgIAAe3v7u3fv3r9/v/UuxdzFzeqfhUHDV54tKKu0hrC1Ow3/iI4tpLRYOvsFDZ5XeVDvkfi85zZc/v2tPhYN6pjeJrTUZ7v2zgJisRijLxqkLDRCodDQ2dlpaq2ThcDRorY7GAIHR/fPvpP06muy8ioL9nM4+0Hw2DVxKbmKOqPQUiT4fFr3l8M5nhQfv66cq+jtcuTIkbt371Zsl8lkffr0MVz2hYWF2dvbt3QlAoEgODj44MGD0dHRU6ZMaem3azm9OtocXDAgYlXsIzOU2ntR+Md07D26d4IEFjTo7cqdY/ecz3rpu6tbXulldOLTNgx/5LYO7777bmJiYp/u3RbcSw63k73lXtvXQcff/xE6Opustur821vfWjPUcfYRubqOOYI3zwz4z5D2pqkKzNOmTZsWL15cUFBQscXJyckQe6Ghof369TN9H/WwsLCDBw9GRka26iAkooGd7ffN7T92TZxSU2nOSAcfGvYBHV9CyUdIJKN+syuf8ktkuq3U4qv/NNut5lYBQdg6bNu2jYjUtxPuTx5d58ECGfdT1lmKBBKxoM4gbGeHKy2+s7e3N6xyarjsCw0NbWJvl6ZrA82EFcJ7OO14q8+kLy5qdJVu0Dh3pyFL6OQHlLCPLG2p5yN5v+FwioOV6MNJflVfq+1CEAJASxk5cqTRSFOrH65nNHbs2JSUlI4dzWjN2P79+0skkmvXrhUUFLSBAWMT+rb77Y0+k7+6pKvcndutD4UspKhVdPVXEoqp+1OVT1mx57aVpXDheF9T18oRPnYQAoDGuXXr1k8//bR3717DamV1srGxcTCm8jpuNjY2ZpWCRGRpaRkUFMSybExMDNe1NI+ng9y+mxVQteGvw2Aa9DYxDF36kW4fqnLKoh0Jm441eAaPVgpBCAD1smnTpjFjxty8efPbb78NCgqqzzKiu3btSjVmwYIFJii4KUJDQ4koKiqK60KazYyhnp9P96+6tdNj1O8VIpbivqaU05X3sCy9vuXallNppiuRO7g1CgD1YmNjExkZ6enpqdfru3Tpcvjw4Ta8vEZbaias8PZo7/wy9Yo9tx/Z6jee1GV09X90Zh2JpOQxoGIPy9LL38fbSC3a/KL2uCIEgHqZNm2ap6cnEQkEAgcHB622YdMmtC7BwcFCofD8+fM1TY7TSn04yW/+2GqzAPZ8jvwnkV5LkR9TdnzlPYZF7Q9dya16StuCIASAhrl58+adO3eGDBnCdSEtyNbWtlevXmq1Oi4ujutamtmnz3V7eXi1iQJ6v0hdHiedmk5/QPmJlfeotfqnv7gYmVBQ9ZQ2BEEIAA2Qn58/efLkTz/9tM0vuNgm744SEcPQNzN7ThnsUWUzDXidfEeSRkEnllBhcuV9crVu/NrzF+4WUxuFIASA+kpISBg6dOiLL7748ssvc11Li2urQUhEQgHzy2uBY/u4PrqZoaA3qWMoiWRkUXWFwmK5dsyncTfSy0xWpCkhCAGgXnbv3h0cHPzyyy8/+eSTycnJleeCaZMMQRgTE9MmW0MNi9oP6+70yFZGQMHzacQ6smlPhXfo5DKKejjFcW6JeuSqc3dzHzSazp079/HHHz9w4IApy24hCEIAqJdvvvmmU6dOv/7667PPPvvss8/++uuvtRz8ww8//Pzzz35+xmcnmTBhws8//2zmgyjatWvXpUuXsrKyK1eucF1Li5CKhX8t6B/i9+hixQIRyZyIiFQllHGesi5V3pleqByx6lxGoZKIYmJi/v7775SUFNNV3GIwfAIA6uXIkSP1P3jq1Km17A0ICAgICGhyRS0uNDQ0KSkpKiqqX79+XNfSIqwshX8t6B++MvbSvZK6jyYiojvZ8vCVsaeXDm7RwkwMV4QAAMa14WbCCvYy0aGFQd08rOt/SkJm+ajV53QNX3/bbCEIAQCMMwTh6dOn2Xqurtk6udqKDy0c0MFJUv9TknPkj6xo0cohCAEAjOvcubOHh0dubm5SUhLXtbQsL2fp8cWD3OyrdhY1ysFK9M97QVaWta2K2rogCAEAahQSEkJt/e6oQed2ssPvBTla17H6Yzs7y5NLBg3q3OIrJJsSOssAANQoLCxs586dkZGRL730Ete1tLiADjYHFwwYsepcqfLfESMaOR38b8UBIqHAzlU6PUpARHfu3OGkyJaAIAQAqBEf+stUNrCz/d65/cauiXuwzharp6J7FXs1RIn53BTWonBrFACgRr169bKzs0tOTk5L48WCREQU3sNp79x+FkKGiEhsTc/tp+f2+y84cT+vXFvJwIEDua602SAIAQBqJBAIBg8eTETR0dFc12I6o3q5LJrw7/L0jGCAr8PppcGeTjJhJZwW2MwQhAAAtTHcHW1Li/TWR1hXR8ODYd2dji0e6GQt5raeFoU2QgCA2vCtmbAya4nw74UDJKI2fsnUxv95AABNFBQUJJFI4uPji4qKuK7F1ERCQZtPQUIQAgDUztLSsn///nq9PiYmhutaoEUgCAEA6sDnu6N8gDZCAIA6hIWFrVq1ildB6Ovru2zZMqlUWtMBs2bNGj169IABA0xZVQtBEAIA1CEkJEQoFJ4/f16hUNSSDW2Jj4/P8uXLazlg1qxZpqqlxeHWKABAHWxtbQMCAlQqVVxcHNe1mLUXXnih/79a0eL1uCIEAKhbaGjo5cuXo6KihgwZwnUt5uvUqVNbtmzx9vYmIjc3N67LqS9cEQIA1A39ZerEsmxWVlZQUJCPj4+Pj49MJuO6ovpCEAIA1M1wIRgTE6PT6biuxUzl5+fr9fr33ntvzJgxK1asUCqVXFdUX7g1CgBQNzc3N19f3zt37ly9erVPnz5cl2OO7Ozstm3b5u3tLRQK33777ezs7A0bNnBdVL3gihAAoF5wd7R2IpHomWeeGTBgQN++fRcvXvzXX39xXVF9IQgBAOoFQVg7pVJZsVrv7du33d3dua2n/nBrtM1giRiuazCimyo9rPxmP/mdj9V5qUSrsraWqLvHyLqeseqqZvDrB61JWFhYQEBA9+7duS7ETJ06dWratGmPP/64WCzev3//jh07uK6ovvBN1JqwGnXNOyuloF7f8rXUbXjhxddSd7fTFQtJJ9ZrP2M1RNRLcc+vIHNyUTRD7C/2QwXKHlyXCVBfXbp0uXr1KtdVmK9Ro0bduHHjzJkzcrn8448/dnV15bqi+mJYluW6BvNSVFR0+/ZtBwcHX1/fuo82IdXN+My3ZuoK8iq26Fi6oVBZMEx36SNLhYl9/Ny++F7UvoPJa/y3sIL87IWvF1y5ItWpKjbeVmoUen0XiVgieJDZSkYstpJ4rv1GOiCYo0oB6qbT6bZs2UJEkyZNsre3r37AuXPnrl696uvrO3z4cJNXB80AQdg6yE8fy/q/N1mlkurx/8UIBIzMyuObrZb+ASaorQrN/ZSMlybpiotZrbo+d2sZidR5wTLbJyeboDaARlAoFIYhcdevX/f3969+wPz589etWzdlypTffvvN5NVBM0BnGXr11Vfd3NxWrFhhdG9iYqKbm5ubm5tKpTJ6gAkoL5/PWvQmq1DszisdFH//pdvZNR056kb6oPj7sSVyfVlZxqtTNan3TFgmEZGuID/jpUnawoLkcvmg+LRB8ffVNST3opS8QfH3N2UVs0pF3prl5cf+NnGpAAAGCEIqKirKzs4uKSkxulej0WRnZ2dnZ3N16awvKc6aO4tVKohIoWfzNLoiXY1NgPlaXZ5Gp9azRCwrl2e+PZPVak1YLGW/+5qupIj0ei1LeRpdnkZX04+tWKfP0+jK9XoiYpXKnOXztZnppiwVAMAAQWju8r/6hFU0ZoIGltXrcrOLf/+l2UuqSfnxQ6qE66xG04hz9SpVzseLm70kAIA6IQjNmq6woPTAHr26kXdl9Qp50XdfmuyiMP/LT/RyeSNHceh0qovn1MlJzV0UAEAdEIRmrezQn8Q0aXQgq9MpYk0x/leddEuXn9OUV2C12pK9rWbgEQC0GRhHaNbKjh00tA42ml4uLz95VBbS4r265dEnWU2TLj1ZrUZ+6gjNXdJcJQE0r6+//trFxaX69piYGNMXA80IQfgAy7JaY7cQuZ1pXnMn0ej2GrugVMfqVdcuNltBNVNcOW90vL++hmqN/gM0mRmsVstY4NcSzNHGjRu5LgFaBL5xHli3bt26deu4ruJRLKsvLak+d9qVclXXSyn1fxltfl7dBzWZLivT6PaAyw0olRGJdIX5Fi7tmqkogOb02WefeXp6Vt/+66+/7t+/3/T1QHNBED7g4uJidIpYlUqVkJBg+nqIiFg9S0z1vidSAeNlKTJ6RpJSrat2qcXWPNyiGdXUJaerVGy0kTNdrS2tXhjDEBZ7A3M1atQoowPqY2NjTV8MNCME4QP/+c9/1qxZU3379evXe/bsafp6iIgEQkYkYqt1GfWTind1NT6te/+rqUXaqukitLJukfKqvIuxqaeIaHdXd0uBkSh8PTnncJG86latWmBr1+y1AQDUAr1GzZqFu0fTX0Tk07npL1InsZ9/Ezu4EpFAIhPIrJqlHgCAekIQmjXZoKGMUNiUVxBIpVYhw5qpnNpIB4YKmnzpadlnQLMUAwBQfwhCs2Yz9knG0rIpr8Dq9Fbho5urnlrIBoWStknNewIrK9vxk5qrHgCAekIQmjXLHoEW7Ts2esFdxsLCKmy40MnIyKdmx4gtbZ6e2pTYZiQy2dCIZiwJAKA+EITmzmXRRwJLaePOZSxETu+YbgJPx5ffZESNDEKBVOay8ANGiN5bYHYEAkFAQEBAQIBEIjF6gIeHR0BAgJeXl4kLg+aCIDR3ksB+tpOmCSSyhp4okMoc571v4WFk2FMLEdjYtvv4C4HU+JdFLRiJRBY81OqxMS1RFUATWVpaXr169erVqz4+PkYPmDt37tWrV1evXm3iwqC5YGFeunDhQnp6eufOnY2OECotLT1x4gQRjRs3TiDg6O8GvT5r/qvy2Ki0ktJbCrWtUDDA2njYnC5RaFi2j5Wlk4213dPTnOZwsJ5D0W9bCr9eU1pWfrZMSUTD7WRGf2pX5apcjc7bUtTZzkbs59/+222MuEmtoQAAjYMgbCX0urxPl5f+tVuvqDb2riqGkUgcZr/t8J9XTFGYMaUHduetWsKqVXWO5RdIpdJBQ9p9vB4pCABcQRC2JvIzp3M/WqQvLdaXlxvZzTACqczCw9N12RpL/wCTV/cITUpyzocLVQk3WJWS9EbiUGBlxYgsnd9dbj1qvOnLAwCogCBsbfT68qgTJXt+U144x2pUjNCCiGG1KsbKxmpQmM1TU6X9BnJd4kOqG/Elu7eWR53QFeQLLC2JJVavI0YgCehjO3GKVfhoRmR8rjgAAJNBELZi+pIiXWkJEQntHZs+mL1FsUqFNj+XiARSK6GjE9flAAA8hCAEAGiSrKysp556ysXFZd++fVzXAo2BIAQAaJJnnnlGKBTGxcXduXOH61qgMTCO8BFnzpzp/6/x4829E0d8fPz06dP79+8/ceLExETjS/hy6+zZs9OnT9+yZUvFlj179oSHhw8ePHjVqlV6Y51oAFqXAwcOJCQkvPXWW1wXAo2HiTwekZSU5OHh8cUXXxCRWCzmupzaJCUlDRs2bNmyZUuXLs3KyjK6Xii3li9fHhcXV15efv36dcOWS5cuvfjii7/88kv79u1ffPFFiUQyZ84cbosEaIqSkpLXX399+/btFhb4Lm3FcGv0EatWrcrNzf3ss8+4LqRub7zxhlKp/P7777kupA6LFy9WqVRr164loldffVUsFn/55ZdEtHfv3oULF3K26DFAc3jllVdEItGGDRvi4uKmTJmCW6OtFG6NPiIrK+vy5cuTJ0+eNm3auXPnuC6nNteuXfPz81u8ePG0adN+/fVXrsupl5s3b/br18/wuG/fvrdv39ZoNNyWBNBoZ86c+f77721tbT/55JNffvmlqKjI/P8wBaNwOf+IWbNmJSYmdu/ePTIyMiIi4urVq97e3lwXZVxmZub27dvnzp3bt2/fefPmqVSqWbNmcV1UHUpLS2WyB5OmWltb6/X6srIyBwcHbqsCaByZTPbxxx9zXQU0AwThIwxzzBORv7//L7/8cvToUbNNF0dHx3feeWfy5MlElJycvG/fPrMttYKbm1tOTo7hcXZ2tkQisbe357YkgEYLDAwMDAw0PI6Lizt48KD5fwbBKNwafURiYqKhK6NarU5PT3dzc+O6ohr17ds3KirK8DgxMdHZ2Znbeupj6NChf/31l+HxgQMHhg0bxjCNXWsRwJz4+vp+9dVXXFcBjYTOMg+xLBsREVFWVhYSEhIdHe3s7Pznn38KhUKu6zIuKSlp0KBBkyZN0mq1e/bsOX36dM+ePbku6hG3bt366aefTp8+rdVqw8PD58+fLxAI+vTpM2jQIE9Pzx9++OHAgQMhISFclwkAfIcgfIRer4+Njb1582anTp3M/3olIyPj6NGjCoViwoQJ7u7uXJdTVWpq6qFDhyqeTp482c7OrrCwcM+ePeXl5WPGjOncuTOH5QEAGCAIAQCA19BGCAAAvIYgBAAAXkMQAgAAryEIAQCA1xCEAADAawhCAADgNQQhAADwGoIQAAB4DUEIAAC8hiAEAABeQxACAACvIQgBAIDXEIQAAMBrCEIAAOA1BCEAAPAaghAAAHgNQQgAALyGIAQAAF5DEAIAAK8hCAEAgNcQhAAAwGsIQgAA4DUEIQAA8BqCEAAAeA1BCAAAvIYgBAAAXkMQAgAAryEIAQCA1xCEAADAawhCAADgNQQhAADwGoIQAAB4DUEIAAC8hiAEAABeQxACAACvIQgBAIDXEIQAAMBrCEIAAOA1BCEAAPAaghAAAHgNQQgAALyGIAQAAF5DEAIAAK8hCAEAgNcQhAAAwGsIQgAA4DUEIQAA8BqCEAAAeA1BCAAAvIYgBAAAXkMQAgAAryEIAQCA1xCEAADAawhCAADgNQQhAADwGoIQAAB4DUEIAAC8hiAEAABeQxACAACvIQgBAIDXEIQAAMBrCEIAAOA1BCEAAPAagtB0Pvzww61bt27dunXMmDFjxoxZunRpQUGBYddrr7124sSJr776atiwYe+++65hY2Rk5PTp00NCQiZMmLB582adTmfY/uyzz8bGxq5YsWLYsGHPPPPMxo0bK3alpKR89NFHEyZMGDp06IwZM86dO2fY/ueff86fPz8rK2vevHlDhgx5+umnjx07VlGYTqfbvHnz+PHjQ0JCZsyYcevWLRP9RABaraFDh86fP98Eb5SZmenv73/gwAETvBdvIQhN59SpU2+99dbSpUuHDRsWFBS0YcOGIUOGyOVyIjpw4MCLL774008/+fv7u7u7E9Hvv/8+fPjwrKysp59+2tPT84033njhhRcMr7Nz587HH3/82LFjEydOdHJyevPNN2fPnm3YtXfv3sjIyEGDBk2aNCk1NTU0NDQ+Pp6IEhISNm3aFBYWplQqn3nmmYKCgjFjxlQE3owZM95+++1OnTpNmjTp/PnzISEhhYWFHPyAAMzYqVOnkpOTK57ev38/NzfXBO+rVqtv3rxZXFxsgvfiLxZMJTw83NbWNjMz0/D0yJEjRLR582aWZTt06DBo0CCNRmPYpdfr27dvP2TIEJ1OZ9jy2WefEdGZM2dYliWikJAQrVZr2LVo0SKGYRITE6u8XVlZmVgsXrZsGcuyn376KRGdOHHCsCsrK4uI1q1bx7JsXFwcEX3xxReGXffu3WMY5tNPP22hHwJAKxUYGGj4tBp06tTphRdeMMH73rt3j4i2bt1qgvfiLVwRmlRgYKCbm5vhcUREhIODw5UrVwxP/f39LSwsDI8zMzPT09OnTJkiEDz4D5o+fToRVdzqjIiIEAqFhseTJk1iWbbiddRq9enTpw33YK2srO7fv1/x7v379zc8aNeunaWlZU5ODhGdP3+eiNLT0z/55JNPPvlk+/btNjY2hutIgLZEoVBUfqrX6zUajdEjy8vLWZatsjE9Pb2mV1YqlUa3q1Sqmk7RaDQVLRpVlJWV1XQWtBAEIZfs7Oyys7Orb8/MzCQiFxeXii3Ozs4CgSAjI6P6wfb29kRkSLXDhw97eXk99dRTmzZt2rlzp0KhqP55NmAYxvDAcHWYnJx84V+jRo3y8/Nr6r8NwAz88ccfXl5eJ0+eDAwMlMlkMpls7ty5hYWFL7zwguHp0KFDDZdcBuvXr/f09LS2tpZKpVOnTi0tLSWipUuXOjo65uXlzZkzx9HRsWvXroaD1Wr1/PnzHRwcpFJpz549K/5OvXLlyhNPPGFvby+RSJycnP773/8akvLkyZNOTk5xcXHh4eESicTKymr69OkV8axQKN58800HBwcbGxsbG5uZM2fidqjJWHBdAH8pFIr09PQnnnii+q4OHTrQv3FokJmZqdfrDdurSEpKIiJPT0+dTjdlypShQ4fu2LFDLBYTkZeXV51leHp6EtG6devqczBA66JWq1NTU19++eWVK1cGBARs27bto48+2r1799SpU+Pi4rKzs6dMmTJ37tzdu3cT0YYNG955550lS5ZMmTLl2rVrM2bMaNeu3eeff/7888/7+/s/99xzs2fPHjt2rOHDRUS///77Sy+9dPToUZ1ON2PGjBdeeMHQ7i6TyXr27Dl//nxXV9ezZ8++9NJL7u7uS5Ys0Wg0BQUFTz311PLlyzdu3BgdHf3yyy/36dNn3rx5RPTSSy/t27dv7dq1YWFhFy9efPvtt+/fv29oQIEWx/GtWT4JDw8PCwurePrBBx8Q0alTp1iW7dChw8yZMysf7Ovr269fP5VKZXi6bNkyIrp06RLLskRkaPljWVatVhtusZaUlBiuFzdu3GjYdf/+fXt7+xkzZrD/thGWlpZWvL5EIlm4cCHLsteuXWMYZvHixRW7KlofAVq7rVu30r+N6yzLqtVqCwsLw4fCwJBShsc+Pj6jRo2q2PXyyy/b2trq9XqWZdPS0ujfFn2DTp06jR07tuKpoRW/sLCweg2hoaEjRoxgWfbw4cNEtG/fvopd3bp1MzRtpKenMwyzdOnSil0bNmwwfOTRRmgCuCI0qevXr8+aNcvNze3ChQuHDh2aM2fOkCFDjB759ddfP/HEE4MGDRo5cuTt27d379795ptv9u7d27B3x44d+fn5VlZWBw8eTEhI2LZtm42NjbW1dUBAwKpVq0pLSzMyMvbu3Vvxp2stevToMW/evJUrV8bHxwcGBmZkZBw4cGDnzp2hoaHN+S8H4I6Dg4PhgUgksrKysrOzq9hlb29vuP+pUCju3r3LsuyIESMMu1JSUkpKSvLy8io3UlTm5ORU8djW1paISkpKDE0VycnJv/322927d0tKSpKTk9u1a1dxpKOjY/V3v3nzJsuyw4YNq9g1fPhwIrpx40ZISEjT/vVQNwShSVlbW0skklu3bnl7e//zzz8jR440bJ86daq/v3/lI0eNGnXhwoXvv/8+KSnJ1tZ2165dTz75ZMVeFxcXuVyemZk5ZsyYHTt2dO/enYgYhjl06NDq1asPHz7s6el58ODBCxcu6PV6IgoMDJw9e7ZIJKp4hZdeeikoKMjweM2aNUOGDNmzZ8+NGzfat2//448/BgcHt/SPAsCsyOVylmX79u1b8ak0qPypqaddu3ZNnjw5JCRk6NChXbp0uXbtWp2nlJeXE5FUKq3YIpPJiMgQk9DSEIQm5eXlZbjjUcXq1aurb+zRo8fnn39u9HXCw8OXL19efbuHh8eXX35Z8bQiXEeOHFnl412ljPHjx48fP76O6gHaLicnJzs7O0dHx4pRuZVVdC6rj2XLlo0YMeLvv/82PI2JiancedsoX19fIrp169agQYMMW27evElEnTt3rv/7QqOh1ygAABHRk08+uXXr1osXLxqeFhYWJiYmGh47OzsLhUJDONWptLTU2tra8Pjy5cuGEUq16969u5+f39q1aw3dv0tKSlasWOHm5oZ7M6aBIAQAICJat25dQEDAwIED+/bt26tXL3d394pbMmKx+LXXXlu/fn337t3rvEp74403/vjjj8GDBwcFBY0bN65Kq4dRAoFg27ZtBQUFvr6+AwYM6NixY0JCwm+//Vb5Zim0HIatYZwZNLvvvvtOp9O9+uqrTXyd995777HHHqto0geAmqSmpsbGxo4ePdrGxsawZe/evd7e3hX9zq5cuZKcnDxx4kTDU71ef+rUqcTERGtr6759+xpa3yucPn363r17/v7+/fr1+/vvv52dnSsa2u/evXv+/PmxY8ca2vaio6NjY2NtbGyeeuqpkpKS27dvjxgxIjs7+/Tp08OHD3d2djacdfz4cZFIFBYWZnhaXl5++PDh7OxsJyenkSNHGjr1KBSKw4cP9+/fv3379i37w+IxBCEAAPAabo0CAACvIQgBAIDXEIQAAMBrCEIAAOA1BCEAAPAaghAAAHjt/wFqLNwT28Pl2QAAAKB6VFh0cmRraXRQS0wgcmRraXQgMjAyMy4wMy4zAAB4nHu/b+09BiDgZYAAJiDmBmIuIG5gZFNIANIszFCaCcZnZNAAKWYkl+ZmYGRgBFrFDDSMgYGVgZGNgZGdgYmDgYmTgYmLQQSkSLwPpBLqLJCbDuzv0du1GCaAYB+wR7AdDvxstlGFiu8HySGx9zPAAYzdoIpQ4+CAbCaSXnuYejEAt/cjTJEEGeQAAAD0elRYdE1PTCByZGtpdCAyMDIzLjAzLjMAAHicjZJJDoMwDEX3OcW/ACghTFkyqVQVILW0d+i+91dtEDgIKcJhYTsvlu2PAtuzfXx/2C1plQJ04HPO4WO11moAO6i7231EM1f1lmmm9zi/YAyMxnKObDVPw5YxaBCZONNsiHSsV0+cjUyI3LMh0BJ4qWKKHpE935/AjMG95O6cwfwARgGyIFKmCYClDwY4R5y9sh7SpMeVYUg/Dwz12I3tQdRV5noaW5GZTyJaUgArivFtKrpwmMn2Ocxlx/y2kEVyWMq6DJVzshUOjT/8kjB+636jHG//MvnqD1TClKwE0L7PAAAAuXpUWHRTTUlMRVMgcmRraXQgMjAyMy4wMy4zAAB4nG2PMQ+CMBCF/4ojJKXptbTQY3TBxbgTBmMcSCQl2JEfL62mZ43D3b2X773hhn48FkM/lnH9l/sctqJSTLCuAq7TDfNWcXUiEJFMPJ98LKdOqpTs6t18Wd2Cgk/P07w8ptvkOew2kLPzd64QyAiUeVASq1HlTBHTWJMB1HlQEzNocmaINdiQkdjmwZZYizZnlphF+PkVvp4Fsb0Aoyh329o0jhwAAACdelRYdHJka2l0UEtMMSByZGtpdCAyMDIzLjAzLjMAAHice79v7T0GIOBlgAAmIGYDYlYgbmBkU0gA0izMHGCaiZGRQQOkCCfNzcAINoIZqImBkZVBBCQqHgSSgprPwBZtnrVf9uBfWxDHOJ7bnk/wox2IXfVZ/ABDYso+EPt+88L9kctP2YPY39ME95u+X7UfxE7qOmm/aYYcmC0GAEW7Ha09cMrUAAAA8npUWHRNT0wxIHJka2l0IDIwMjMuMDMuMwAAeJx9kV1uwyAMx985hS9Q5C8gPDZJtVZVE2nLdoe97/6avSqjlVAND7b1+9vYBHB7n6/fP/BvPIcAgC9urRW+BBHDDdyB8fR2WWDajuOemdbPZfuADMkUdp7J47be9gzBBAeMlbRiAYzEUlHMwT9rUobVsklVmczRgoP0OIEzHDhKUZbspZkFOXdIdZIiZxqkAMU0CAt3wOSg9c6lluISkaScOmQ20goVTffemWqi0gFPy/y0hvtixnWZ22L8cBvfQ2lTeqhtFA9Te7ApIT82eyzt8f5b5odfEvtieTAm6TAAAADAelRYdFNNSUxFUzEgcmRraXQgMjAyMy4wMy4zAAB4nFXMvQ6CMBQF4FdxxKTe3F9Ky+iCi7oTBmMcSCQQZeThLTg0DL3JOV9O26a7nYu26Y7bSe+wFATm1dSdEEoKRt7VCKaqTA5BPVYirk4aSAP61BFLwLVjEK+8TZkFuUwdAZdUqUvfVsL/pZU+eO+SiZiKO7rHPA73zzhFhP57GaZ3/+xnoBRXuY7zCyxSDhQ5B4yyX0k2jro3zSbR9mbZdPkBSbtOd2hkaEYAAAAASUVORK5CYII=", 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", - "text/plain": "" + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -498,7 +514,9 @@ "outputs": [ { "data": { - "text/plain": "2" + "text/plain": [ + "2" + ] }, "execution_count": 14, "metadata": {}, @@ -525,7 +543,9 @@ { "data": { "image/png": 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", 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", - "text/plain": "" + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -572,7 +594,9 @@ "outputs": [ { "data": { - "text/plain": "2" + "text/plain": [ + "2" + ] }, "execution_count": 17, "metadata": {}, @@ -598,7 +622,9 @@ { "data": { "image/png": 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", - "text/plain": "" + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -678,8 +704,10 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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" 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", 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" + ] }, "execution_count": 21, "metadata": {}, @@ -687,8 +715,10 @@ }, { "data": { - "text/plain": "
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ee+9p8uTJ8vf31xdffKHIyEitXLnS6tEA4xFpAIxw7GM4iLTyZ7PZdPPNNyslJUXNmjXTypUrFRERoS+++MLq0QCjEWkAjHDsTBrvmao4UVFRys3NVWJiog4ePKjBgwfrgQceUElJidWjAUYi0gAYgcudlaNRo0b64YcfdM8990iSxo0bp759+2rnzp0WTwaYh0gDYAQirfL4+flp/Pjx+uyzz1SjRg0tWLBAdrtdWVlZVo8GGIVIA2AEIq3yDRkyRFlZWfrPf/6jzZs3q3v37nr77betHgswBpEGwAhEmjU6dOig7OxsDRo0SEVFRbrpppt0ww036OjRo1aPBng9Ig2AEYg064SEhOiLL77Qc889Jx8fH7377rvq3r27NmzYYPVogFcj0gAYgUizls1m04MPPqi5c+eqXr16ysnJUVhYmH788UerRwO8FpEGwAhEmmfo1auXcnNzFRYWpt27d6tv3756/vnn+WgU4DQQaQCMQKR5jrPOOkupqam6/vrrVVZWpoceekiXXnqp9u/fb/VogFch0gAYgR0HPEv16tX1zjvvaMqUKapWrZpmzpypiIgIrVixwurRAK9BpAEwAmfSPNONN96oRYsWqUWLFvr1118VGRmpGTNmWD0W4BWINABGYFsozxUZGanc3Fz17NlThw4d0pAhQ3TvvfeynRTwL4g0AEbgTJpna9CggebOnav7779fkjRhwgT17t1bO3bssHgywHMRaQCMQKR5Pj8/P73wwgv6/PPPVbNmTSUlJclutysjI8Pq0QCPRKQBMAKR5j3++9//KisrS+eee65+//13xcfHa/LkyVyqBv6ESANgBCLNu7Rv315ZWVn673//q+LiYo0aNUojRozQkSNHrB4N8BhEGgAjEGneJzg4WDNmzNC4cePk4+OjqVOnKjY2VuvWrbN6NMAjEGkAjECkeSebzab77rtPP/zwg+rXr6/8/HyFh4dr7ty5Vo8GWI5IA2AEIs279ezZU3l5eYqMjNSePXt0wQUX6Nlnn+WfJ6o0Ig2AEYg079eiRQulpKTopptuksPh0COPPKJBgwapoKDA6tEASxBpAIzAtlBmCAgI0FtvvaV3331XAQEB+uabbxQeHq5ly5ZZPRpQ6Yg0AEZgxwGzXHfddUpNTVXLli21Zs0adevWTZ9++qnVYwGVikgDYAQud5onPDxcubm56t27tw4fPqwrr7xSo0ePVnFxsdWjAZWCSANgBCLNTPXr19f333+vhx9+WJI0adIk9erVS9u2bbN4MqDiEWkAjECkmcvX11fPPvusvvrqKwUHByslJUVhYWFKS0uzejSgQhFpAIxApJnvkksuUXZ2tjp06KAtW7YoMTFRr7/+Ou9DhLGINABGINKqhnbt2ikzM1OXXXaZiouLddttt+naa6/V4cOHrR4NKHdEGgAjEGlVR82aNfXZZ59p/Pjx8vX11f/+9z/FxMTot99+s3o0oFwRaQCMQKRVLTabTffcc49+/PFHNWzYUEuWLFFYWJi+++47q0cDyg2RBsAIRFrVlJiYqNzcXEVFRWnfvn0aMGCAnnzySf49gBGINABGYMeBqqt58+ZKSkrSLbfcIofDoSeeeEIXXXSR9u7da/VowBkh0gAYgR0HqraAgAC98cYb+uCDD1S9enXNnj1bERERWrp0qdWjAaeNSANgBC53QpKuvfZapaWlqVWrVlq7dq2ioqL00UcfWT0WcFqINABGINJwTGhoqHJyctS3b18dOXJEQ4cO1R133KGioiKrRwNOCZEGwAhEGv6oXr16mj17th555BFJ0quvvqqePXtq69atFk8GnDwiDYARiDT8ma+vr55++ml9/fXXCgkJ0eLFi2W325Wammr1aMBJIdIAGIFIw9+56KKLlJOTo/POO0/btm1Tjx499Morr3CTCTwekQbACEQa/knbtm2VkZGhK6+8UiUlJbrzzjs1dOhQHTp0yOrRgL9FpAEwApGGf1OjRg199NFHmjRpknx9ffXxxx8rOjpaa9assXo04C8RaQCMQKThZNhsNt15551asGCBGjVqpJ9//lnh4eGaNWuW1aMBJyDSABiBSMOpiI+PV15enqKjo1VQUKCBAwfqscceU2lpqdWjAS5EGgAjsC0UTlXTpk2VlJSk2267TZL09NNPa8CAAdqzZ4/FkwFORBoAI7AtFE5HtWrV9Oqrr+p///ufAgMDNWfOHIWHh+unn36yejSASANgBi534kwMHTpU6enpOvvss7Vu3TpFR0frww8/tHosVHFEGgAjEGk4U126dFFOTo769++vo0eP6tprr9Wtt97KdlKwDJEGwAhEGspDnTp19O233+rxxx+XJL3xxhtKTEzU77//bvFkqIqINABGINJQXnx8fPTEE09o1qxZql27ttLT02W325WcnGz1aKhiiDQARiDSUN4uvPBC5eTkqHPnztqxY4fOP/98TZw4kZtTUGmINABGINJQEdq0aaP09HQNHTpUpaWluvvuu3XllVfq4MGDVo+GKoBIA2AEIg0VJSgoSB9++KFeffVV+fn56bPPPlNUVJRWr15t9WgwHJEGwAhEGiqSzWbTbbfdpqSkJDVp0kTLly9XeHi4vv76a6tHg8GINABGYMcBVIbY2Fjl5uYqLi5O+/fv1yWXXKIxY8awnRQqBJEGwAjsOIDK0qRJEy1YsEB33nmnJGns2LHq37+/du/ebfFkMA2RBsAIXO5EZfL399ekSZP00UcfKSgoSPPmzVNYWJjy8vKsHg0GIdIAGIFIgxWuuuoqZWRkqE2bNtqwYYNiYmL0/vvvWz0WDEGkATACkQardOrUSTk5ORowYIAKCwt13XXX6eabb1ZhYaHVo8HLEWkAjECkwUq1a9fW119/raeeeko2m01vvfWWEhIStHnzZqtHgxcj0gAYgUiD1Xx8fPToo49q9uzZqlOnjjIzM2W327Vw4UKrR4OXItIAGIFIg6e44IILlJOTo65du2rnzp3q1auXxo8fz53HOGVEGgAjEGnwJGeffbYWL16sYcOGqaysTPfdd58uv/xyHThwwOrR4EWINABGINLgaYKCgvTBBx/ojTfekL+/v2bMmKFu3bpp1apVVo8GL0GkATACOw7AE9lsNt1yyy1KTk5W06ZN9csvvygiIkJfffWV1aPBCxBpAIzAmTR4sujoaOXl5SkhIUEHDhzQpZdeqoceekglJSVWjwYPRqQBMALbQsHTNWrUSD/88IPuvvtuSdLzzz+vfv36aefOnRZPBk9FpAEwAmfS4A38/f01YcIEffrpp6pRo4bmz5+vsLAwZWdnWz0aPBCRBsAIRBq8yeWXX67MzEy1bdtWmzZtUlxcnN555x2rx4KHIdIAGIFIg7fp2LGjsrOzdfHFF6uoqEg33nijbrzxRh09etTq0eAhiDQARiDS4I1q1aqlL7/8Us8++6xsNpveeecdde/eXRs3brR6NHgAIg2AEYg0eCsfHx89/PDDmjNnjurWraucnByFhYVp/vz5Vo8GixFpAIxApMHb9enTR7m5ubLb7dq1a5f69Omj559/njuWqzAiDYARiDSYoFWrVkpNTdWIESNUVlamhx56SP/973+1f/9+q0eDBYg0AEYg0mCKwMBAvfvuu3rzzTfl7++vr776SpGRkfrll1+sHg2VjEgDYAS2hYJJbDabRo4cqUWLFql58+ZatWqVIiMj9fnnn1s9GioRkQbACOw4ABN169ZNubm56tGjhw4ePKjLLrtM999/P9tJVRFEGgAjcLkTpmrYsKHmzZun++67T5L04osvqk+fPtqxY4fFk6GiEWkAjECkwWR+fn4aN26cZsyYoZo1a2rhwoUKCwtTZmam1aOhAhFpAIxApKEqGDx4sLKystSuXTtt3rxZ8fHxeuutt7jMbygiDYARiDRUFe3bt1dWVpYGDRqkoqIi3Xzzzbr++ut15MgRq0dDOSPSABiBSENVEhISoi+++ELPP/+8fHx89P777ysuLk7r16+3ejSUIyINgBGINFQ1NptNDzzwgObOnav69esrLy9PYWFhmjdvntWjoZwQaQCMQKShqurVq5dyc3MVHh6uPXv2qF+/fho7diz/LRiASANgBCINVVnLli21aNEi3XDDDXI4HBozZowuvfRSFRQUWD0azgCRBsAI7DiAqq569ep6++239fbbb6tatWr6+uuvFRERoWXLllk9Gk4TkQbACJxJA5xuuOEGpaamqkWLFlq9erW6deumzz77zOqxcBqINABGYFso4LiIiAjl5ubq/PPP1+HDh3XFFVfo7rvvVnFxsdWj4RQQaQCMwJk0wF2DBg00Z84cPfjgg5KkiRMnqnfv3tq+fbvFk+FkEWkAjECkASfy8/PTc889py+//FLBwcFKTk6W3W5Xenq61aPhJBBpAIxApAF/b9CgQcrKylL79u21ZcsWJSQk6I033uDtAR6OSANgBCIN+GfnnnuuMjMzNXjwYBUXF+vWW2/V8OHD2U7KgxFpAIxApAH/Ljg4WNOnT9eLL74oHx8fffjhh4qJidG6deusHg1/gUgDYAQiDTg5NptN9957r3788Uc1aNBAP/30k8LCwjRnzhyrR8OfEGkAjECkAaemR48eys3NVWRkpPbu3av+/fvr6aef5r8hD0KkATACkQacuhYtWiglJUUjR46Uw+HQY489posvvlj79u2zejSISANgCLaFAk5PQECA3nzzTb333nsKCAjQrFmzFB4erqVLl1o9WpVHpAEwAjsOAGdmxIgRWrx4sc466yytXbtWUVFR+vjjj60eq0oj0gAYgcudwJkLCwtTbm6uevfurSNHjujqq6/WnXfeyXZSFiHSABiBSAPKR7169fT999/r4YcfliS98sor6tmzp7Zu3WrxZFUPkQbACEQaUH58fX317LPPaubMmQoJCVFqaqrCwsK0ePFiq0erUog0AEYg0oDyd/HFFys7O1sdO3bU1q1blZiYqFdffZX3flYSIg2AEYg0oGL85z//UUZGhi6//HKVlJTojjvu0LBhw3T48GGrRzMekQbACEQaUHFq1qypTz75RC+99JJ8fX01bdo0RUdHa+3atVaPZjQiDYARiDSgYtlsNo0ePVrz589Xw4YNtXTpUoWHh2v27NlWj2YsIg2AEYg0oHIkJCQoLy9PUVFR2rdvnwYMGKAnnniC//YqAJEGwAjsOABUnmbNmik5OVmjRo2SJD355JMaOHCg9u7da/FkZiHSABiBHQeAylWtWjW9/vrrmjp1qqpXr67vvvtO4eHhWrJkidWjGYNIA2AELncC1hg2bJjS09PVunVr/fbbb4qOjta0adOsHssIRBoAIxBpgHW6du2qnJwc9evXT0eOHNE111yj2267TUVFRVaP5tWINABGINIAa9WtW1ezZs3So48+Kkl6/fXX1aNHD23ZssXiybwXkQbACEQaYD1fX1899dRT+uabb1SrVi2lpaXJbrcrJSXF6tG8EpEGwAhEGuA5Bg4cqJycHJ133nnavn27evbsqUmTJnFjzyki0gAYgUgDPMs555yjjIwMXXXVVSotLdXo0aN19dVX69ChQ1aP5jWINABGINIAz1OjRg1NmzZNL7/8svz8/PTJJ58oKipKq1evtno0r0CkATACkQZ4JpvNpjvuuEMLFy5U48aNtWzZMoWHh+vbb7+1ejSPR6QBMAI7DgCeLS4uTnl5eYqNjdX+/ft10UUX6dFHH1VpaanVo3ksIg2AEdhxAPB8TZo00YIFC3T77bdLkp555hldeOGF2rNnj8WTeSYiDYARjkWaRKgBnqxatWp65ZVX9L///U+BgYGaO3euwsLClJ+fb/VoHodIA2CEP0YalzwBzzd06FClp6fr7LPP1vr16xUTE6OpU6daPZZHIdIAGIFIA7xPly5dlJOTowsvvFBHjx7V8OHDNWrUKBUWFlo9mkcg0gAYgUgDvFOdOnX0zTff6Mknn5TNZtPkyZOVkJCgzZs3Wz2a5Yg0AEYg0gDv5ePjo8cee0yzZs1S7dq1lZmZqbCwMCUlJVk9mqWINABGINIA79e/f3/l5OSoS5cu2rFjh3r16qUJEyZU2ZuBiDQARiDSADO0adNGaWlpGjp0qEpLS3Xvvffqiiuu0MGDB60erdIRaQCMQKQB5ggKCtKHH36oV199VX5+fpo+fbq6deumVatWWT1apSLSABiBSAPMYrPZdNtttyk5OVlNmjTRihUrFBERoZkzZ1o9WqUh0gAY4di2UBKRBpgkJiZGeXl56t69uw4cOKBBgwbp4Ycf9trtpP74P5T/urYC5wCASsOOA4C5GjdurPnz5+uuu+6SJD333HO64IILtGvXLmsHOw01a9Y86bVEGgAjcCYNMJu/v78mTpyojz/+WEFBQfrhhx8UFham3Nxcq0erMEQaACPYbDZXqBFpgLmuvPJKZWRk6JxzztHGjRsVGxur9957z+qxKgSRBsAYxy55EmmA2Tp16qTs7GwNHDhQhYWFuv766zVy5EjjtpMi0gAYg0gDqo7atWtr5syZeuaZZ2Sz2TRlyhR1795dmzZtsnq0ckOkATAGkQZULT4+PhozZoy+//571a1bV9nZ2bLb7VqwYIHVo5ULIg2AMYg0oGrq27evcnJyFBoaql27dql3794aN25cpd3pnZgo/f+Np+WKSANgDCINqLpat26txYsXa/jw4SorK9MDDzygyy67TAcOHCi310hKkmw2ad++cjvkPyLSABiDSAOqtsDAQL333nuaPHmy/P399cUXXygyMlIrV660erTTQqQBMAYfwQHAZrPp5ptvVkpKipo1a6aVK1cqIiJCX3zxxUk93+GQxo2Tzj5bCgyUunSRPv9cWr9e6tHDuaZOHecZteHDjz+vrEy6/36pbl2pcWPpiSfcj/vSS1KnTlKNGif/cyHSABiDM2kAjomKilJubq4SExN18OBBDR48WC+//PK/Pu+RR6T335cmT5aWL5dGj5aGDpU2bJCOdd6qVdLWrdIfDzd1qjPAMjOdkffUU9IPPxx/3MdHeuUVadmyk/852Bwn8a66/fv3q1atWiooKFBISMjJHx0AKlG9evW0Z88erVixQu3bt7d6HAAeoKSkRA8++KAmTJig0NBQ5eXl/e3aQ4ek+vWlBQuk6Ojj37/hBunwYemmm5xn0/bulWrXPv54YqJUWiotWnT8e5GRUs+e0vPPn/g6NpvtpJqKM2kAjMGZNAB/5ufnp/Hjx+uzzz5TYGDgP65dsUI6elTq3VuqWfP4jw8/lNau/efX6dzZ/esmTaQdO45/vXCh87jNmp3C7Ce/FAA8G5EG4O8MGTJEYWFh/7jm2G8ds2efGFMBAf8cav7+7l/bbMePt2GD1L+/dPPN0tNPu5+l+ydEGgBjEGkA/kmbNm3+8fEOHZwxtnGjlJBw4uPHNjMoLT21183JkUpKpAkTnO9NO1lEGgBjEGkAzkRwsHTvvc6bBcrKpLg4af9+KS3NedmzVy/nGbJZs5xnxgIDnd//N23aOCPt1VelgQNPfh7ekwbAGEQagDP19NPSY49Jzz0ntW8v9e0rffut1Lq18xLok09KDz4oNWok3XbbyR2za1fnR3C88IJ03nknPwt3dwIwxllnnaWNGzcqKytLERERVo8DwEMUFhYqOztbK1eu1A033GD1OCd9dyeXOwEYgzNpACRnlGVmZiopKUnJyclKS0vT0aNHFRoa6hGRdrKINADGINKAquno0aPKyMhwRVl6eroKCwvd1jRo0EC9evWyaMLTQ6QBMAbbQgFVw+HDh92iLCMjQ0VFRW5rGjVqpISEBCUmJiohIUHt27d3/R7hLYg0AMY4dibtJN5qC8CLHDp0SOnp6a4oy8zMVHFxsduaJk2auEVZu3btvC7K/oxIA2AMLncCZjh48KDS0tJcUZaVlaWSkhK3Nc2aNXOLsrZt23p9lP0ZkQbAGEQa4J0OHDig1NRUJScnKykpSbm5uSdEWYsWLdyirE2bNsZF2Z8RaQCMQaQB3qGgoMAtyvLy8lT6p4/xP+uss1xBlpiYqFatWhkfZX9GpAEwBpEGeKZ9+/Zp0aJFrijLz88/4b/T1q1bu6IsISFBrVq1smZYD0KkATAGkQZ4hj179rhF2U8//XTCDT1t2rRxi7KWLVtaNK3nItIAGINIA6yxe/dupaSkuN7ov3Tp0hOirG3btm5R1rx5c4umtdbBgwdPei2RBsAYRBpQOXbu3OkWZT///PMJa9q1a+cWZU2bNrVgUs9zKr8/EWkAjEGkARVj+/btblG2fPnyE9Z06NDBFWQJCQlq3LixBZOahUgDYAx2HADKx7Zt21zvJ0tOTtYvv/xywprzzjvPdedlfHy8GjZsaMGkZiPSABiDM2nA6dmyZYtblK1ateqENZ07d3ZFWffu3dWgQQMLJq1aiDQAxmBbKODkbN682RVkSUlJWrNmjdvjNptNXbp0cYuyevXqWTRt1UWkATAGZ9KAv7Zx40a3KPvtt9/cHvfx8VHXrl3doqxOnToWTYtjiDQAxiDSAKf169e7Rdn69evdHvfx8ZHdbnfdfRkXF6fatWtbMiv+HpEGwBhEGqoih8OhdevWuUXZxo0b3db4+voqLCzMFWWxsbGqVauWRRPjZBFpAIxBpKEqcDgcWrt2rVuUbd682W2Nn5+fwsPD3aIsODjYoolxuog0AMYg0mAih8OhX3/91e3uyy1btrit8ff3V2RkpOs9ZdHR0apZs6ZFE6O8EGkAjEGkwQQOh0MrV650i7Jt27a5ralWrZq6devmFmVBQUEWTYyKQqQBMAaRBm/kcDi0YsUKtyjbsWOH25qAgABFRUW5oiwqKkqBgYEWTYzKQqQBMAaRBm9QVlam5cuXu6IsJSVFO3fudFtTvXp1RUdHu6KsW7duql69ukUTwypEGgBjsC0UPFFZWZl+/vlntyjbvXu325rAwEDFxMS4oiwyMlIBAQEWTQxPQaQBMAY7DsATlJaWaunSpa5LlykpKdq7d6/bmqCgIMXGxrruvoyIiFC1atUsmhieikgDYAwud8IKpaWl+umnn9yirKCgwG1NjRo1FBcX54qy8PBw+fv7WzQxvAWRBsAYRBoqQ0lJifLz811RtmjRIu3fv99tTXBwsFuU2e12ogynjEgDYAwiDRWhuLhYeXl5rihLTU3VgQMH3NaEhISoe/furigLDQ2Vnx9/xOLM8G8QAGMQaSgPRUVFysnJUXJysivKDh065Lamdu3aio+PV0JCghISEtS1a1f5+vpaNDFMRaQBMAaRhtNRVFSkrKws192XaWlpOnz4sNuaOnXquIIsMTFRnTp1IspQ4Yg0AMYg0nAyCgsLlZmZ6Yqy9PR0HTlyxG1NvXr13KLsvPPOc/37BVQWIg2AMYg0/JWjR48qIyPDFWUZGRk6evSo25oGDRq4RVmHDh2IMliOSANgDCINknTkyBGlp6e7oiwzM1OFhYVuaxo1auQWZe3bt3d9GDLgKYg0AMZgx4Gq6dChQ25RlpWVpaKiIrc1TZo0cQVZQkKC2rVrR5TB4xFpAIzBjgNVw8GDB5WWlub6SIzs7GwVFxe7rWnWrJlblLVt25Yog9ch0gAYg8udZjpw4IAWL17sirKcnByVlJS4rWnevLkSExNdUdamTRuiDF6PSANgDCLNDPv371dqaqorynJzc1VaWuq25qyzznI7U9a6dWuiDMYh0gAYg0jzTvv27XOLsry8vBP+GbZu3dotylq1amXNsEAlItIAGINI8w579uzRokWLXJ/on5+ff8L7CNu0aeMKsoSEBLVs2dKiaQHrEGkAjEGkeabdu3crJSXFdffl0qVLT4iytm3bukVZ8+bNLZoW8BxEGgBjEGmeYefOnW5R9vPPP5+wpl27dm5R1rRpUwsmBTwbkQbAGESaNXbs2OG6dJmUlKTly5efsKZ9+/ZuUda4cWMLJgW8C5EGwBhEWuXYtm2bW5T98ssvJ6w577zzXEEWHx+vRo0aWTAp4N2INADGYMeBirFlyxZXkCUnJ2vVqlUnrOncubPr7svu3burQYMGFkwKmIVIA2AMzqSVj82bN7tF2erVq90et9ls6tKli1uU1atXz6JpAXMRaQCMwbZQp2fjxo1uUbZ27Vq3x202m0JDQ92irE6dOhZNC1QdRBoAY3Am7eSsX7/eLcrWrVvn9riPj4/sdrsryuLi4lS7dm1rhgWqMCINgDGItBM5HA6tW7fOLco2bNjgtsbX11dhYWGuuy9jY2NVq1YtiyYGcAyRBsAYRJozytauXesWZZs2bXJb4+fnp/DwcLcoCw4OtmhiAH+HSANgjKoYaQ6HQ6tXr3YFWVJSkrZs2eK2xt/fXxEREa4oi4mJUc2aNS2aGMDJItIAGKMqRJrD4dCqVavcomzbtm1ua/z9/dWtWzdXlEVHR6tGjRoWTQzgdBFpAIxhYqQ5HA798ssvrihLTk7W9u3b3dZUq1ZN0dHRrjf6R0VFKTAw0KKJAZQXIg2AMUyItLKyMq1YscItynbu3Om2pnr16m5R1q1bN1WvXt2iiQFUFCINgDG8MdLKysr0888/uy5dpqSkaPfu3W5rAgMDFRMT44qyyMhIBQQEWDQxgMpCpAEwhjdsC1VaWqqlS5e6omzRokXas2eP25qgoCDFxsa6oiwiIkLVqlWzaGIAViHSABjDE3ccKC0t1U8//eQWZfv27XNbU6NGDcXFxbmiLCwsjCgDQKQBMIcnXO4sKSlRfn6+W5Tt37/fbU1wcLDi4uJcd1/a7Xb5+/tbNDEAT0WkATCGFZFWXFysvLw8V5SlpqbqwIEDbmtCQkLUvXt3V5SFhobKz4/ffgH8M36XAGCMyoi04uJi5eTkuO6+TE1N1aFDh9zW1K5d2y3KunbtKl9f3wqbCYCZiDQAxqiISCsqKlJ2drYryhYvXqzDhw+7ralTp47i4+NdUda5c2eiDMAZI9IAGKM8Iq2wsFBZWVmuKEtLS9ORI0fc1tSrV88tyjp16uR6bQAoL0QaAGOcTqQdPXpUmZmZrihLT0/X0aNH3dbUr1/fFWSJiYnq0KEDUQagwhFpAIxxMpF25MgRZWRkuKIsIyNDhYWFbmsaNmzoFmXt27d3fQYbAFQWIg2AMf4q0g4fPqy0tDTX3ZdZWVkqKipye17jxo3doqxdu3ZEGQDLEWkAjHEsrLZt26YxY8YoKSlJ2dnZKi4udlvXtGlTtyhr27YtUQbA4xBpALzagQMHtHjxYiUnJ2v69OmSpIyMDGVkZLjWNG/eXImJia4wa9OmDVEGwOMRaQC8yv79+5Wamuq6fJmbm6vS0lK3NdWrV9eQIUNcUda6dWuiDIDXIdIAeLR9+/YpNTXV9Ub/vLy8E24MaN26tRISEuTr66t3331XPXr00NSpUy2aGADKB5EGwKPs3btXixYtckVZfn7+CRumt2nTxvV+soSEBLVs2VKS9OGHH+rdd9+1dO9OACgvRBoAS+3Zs0cpKSmuKFuyZMkJUda2bVu3KGvevPlfHssTNlgHgPJCpAGoVLt27XKLsqVLl56wpl27dq4gS0hIUNOmTU/q2EQaAJMQaQAq1I4dO9yibNmyZSesad++vVuUNW7c+LRei0gDYBIiDUC52rZtm5KTk10/VqxYccKajh07uqIsPj5ejRo1KpfXJtIAmIRIA3BGtmzZ4gqypKQkrVq16oQ1nTp1couyBg0aVMgsRBoAkxBpAE7J5s2b3aJs9erVbo/bbDZ16dLFdekyPj5e9erVq5TZiDQAJiHSAPyjTZs2ud5PlpSUpLVr17o9brPZFBoa6rr7snv37qpTp44lsx77wFoiDYAJiDQAbtavX+92pmzdunVuj/v4+Mhut7uiLC4uTrVr17Zm2D85dibtzx/hAQDeiEgDqjCHw6H169e7nSnbsGGD2xpfX1+FhYW5oiw2Nla1atWyaOJ/xuVOACYh0oAqxOFwaO3ata4gS05O1qZNm9zW+Pn5KTw83C3KgoODLZr41BBpAExCpAEGczgcWr16tVuU/f77725r/P39FRER4br7MiYmRjVr1rRo4jNDpAEwCZEGGMThcGjVqlVuUbZ161a3Nf7+/urWrZsryqKjo1WjRg2LJi5fRBoAkxBpgBdzOBz65Zdf3KJs+/btbmuqVaumqKgoV5RFRUUpKCjIookrFpEGwCREGuBFysrKtGLFCleQJScna+fOnW5rAgICFB0d7Yqybt26KTAw0KKJKxeRBsAkRBrgwcrKyrRs2TK3KNu9e7fbmsDAQMXExLje6B8ZGamAgACLJrYWkQbAJEQa4EHKysq0dOlSV5SlpKRoz549bmuCgoIUGxvrirKIiAhVq1bNook9C5EGwCREGmCh0tJSLVmyxC3K9u3b57amRo0aiouLc0VZWFgYUfY32HEAgEmINKASlZSUKD8/33XpctGiRSooKHBbU7NmTXXv3t0VZXa7Xf7+/hZN7F04kwbAJEQaUIFKSkqUm5vruvsyNTVVBw4ccFsTEhLiFmWhoaHy8+M/zdPBtlAATMKfBEA5Ki4uVk5OjivKFi9erIMHD7qtqV27trp37+66+7Jr167y9fW1aGKzcCYNgEmINOAMFBUVKTs72xVlaWlpOnTokNuaOnXqKD4+3hVlnTt3JsoqCJEGwCREGnAKCgsLlZWV5RZlR44ccVtTr149tyjr1KmTKx5QsYg0ACYh0oB/cPToUWVmZrruvkxPT9fRo0fd1tSvX9/1frKEhAR17NiRKLMIkQbAJEQa8AdHjhxRRkaG60xZRkaGCgsL3dY0bNjQFWSJiYlq376966MfYC0iDYBJiDRUaYcPH1Z6errrTFlmZqaKiorc1jRu3Ngtytq1a0eUeSgiDYBJiDRUKYcOHVJaWporyrKyslRcXOy2pmnTpm5R1rZtW6LMSxBpAExCpMFoBw8e1OLFi11Rlp2drZKSErc1zZs3d4uyNm3aEGVeikgDYBIiDUbZv3+/W5Tl5OSotLTUbU3Lli2VmJjoCrPWrVsTZYZgWygAJiHS4NUKCgq0aNEi1xv98/LyTvgDunXr1m53X7Zq1cqaYVHh2HEAgEmINHiVvXv3ukXZTz/9dEKUtWnTxi3KWrZsadG0qGxc7gRgEiINHm3Pnj1KSUlxRdmSJUtOOEvStm1btyhr3ry5RdPCakQaAJMQafAou3btcouyn3/++YQoa9eunVuUNW3a1KJp4WmINAAmIdJgqR07drhF2bJly05Y0759e1eQxcfHq0mTJhZMCm9ApAEwCZGGSrV9+3ZXkCUnJ2vFihUnrOnYsaNblDVq1MiCSeGNiDQAJiHSUKG2bt3qFmUrV648YU2nTp3coqxBgwYWTAoTEGkATEKkoVz9/vvvblH266+/uj1us9nUuXNntyirV6+eRdPCNEQaAJMQaTgjmzZtcouyNWvWuD1us9kUGhqqhIQEJSQkqHv37qpbt65F08J0RBoAkxBpOCUbNmxwBVlSUpLWrVvn9riPj4/sdrvr7su4uDjVrl3bmmFR5fxx5wiHw8FOEgC8GpGGv+VwOLR+/Xq3KNuwYYPbGl9fX4WFhbmiLDY2VrVq1bJoYlR1x86kSUQaAO9HpMHF4XDot99+c4uyTZs2ua3x9fVVRESEW5QFBwdbNDHg7o+RVlZW5vY1AHgbIq0KczgcWrNmjVuU/f77725r/Pz8FBkZ6YqymJgY1axZ06KJgX/250gDAG9GpFUhDodDv/76q1uUbd261W2Nv7+/unXr5rr7Mjo6WjVq1LBoYuDUEGkATEKkGczhcOiXX35xu/ty+/btbmuqVaumqKgoV5RFRUUpKCjIoomBM0OkATAJkWaQsrIyrVixwhVlKSkp2rFjh9uagIAARUdHu6KsW7duCgwMtGhioHwRaQBMQqR5sbKyMi1btswtynbt2uW2JjAw0C3KIiMjVb16dYsmBioWkQbAJESaFykrK9PSpUvdomzPnj1ua4KCghQTE+OKsoiICAUEBFg0MVC5iDQAJiHSPFhpaamWLFniirJFixZp7969bmtq1KihuLg41yf6h4eHq1q1ahZNDFiLSANgEiLNg5SUlGjFihWaN2+ekpOTtWjRIhUUFLitqVmzprp37+76SAy73S5/f3+LJgY8yx8/vJZIA+DtiDQP4ufnp7Zt22rAgAGuD5ENCQlxi7LQ0FD5+fGPDfgrnEkDYBL+tPcwgYGBuvTSS9WiRQslJiaqa9eu8vX1tXoswCv8ee9OAPBmRJoHmjRpktUjAF7Lx8dHZWVlnEkD4PXY2A6AUY5d8iTSAHg7Ig2AUYg0AKYg0gAYhUgDYAoiDYBRiDQApiDSABiFSANgCmMirajI6gkAeAIiDYApPDbSEhOl225z/qhdW6pXT3rkEenYRx+1aiU984w0fLhUq5Z0443O73/xhdSxoxQQ4FwzYYL7cVu1kp5+WrrqKqlmTalpU+nVV93XvPSS1KmTVKOG1KKFNGqUdPDg8cc/+MA509y5Uvv2zuP06ydt3ep+nPffdz5evbp07rnSG2+Uz68NgL9HpAEwhcdGmiRNnSr5+UmZmdIrr0gTJ0rvvHP88RdflM47T8rNlR591PnXIUOkK66Qfv5ZeuIJ5/c/+MD9uC++KHXuLOXlSQ89JI0eLf3ww/HHfXycr7dsmXOGBQuk++93P8bhw9L48dL//ielpEgbN0r33nv88bfflsaMkZ59VvrlF2nsWOcsU6eW968SgD869oG2RBoAb2dznMTHcu/fv1+1atVSQUGBQkJCKmMuJSZKO3ZIy5dLxz5E/MEHpW++kVascJ4RCw2Vvvrq+HOuvlrauVOaN+/49+6/X5o923kcyfm89u2l778/vuaKK6T9+6XvvvvrWWbMkG65Rdq1y/n1Bx9II0ZIa9ZIbdo4v/fGG9JTT0nbtjm/btlSeuEF6corjx/nmWecr5GWdnq/JgD+Xf369bV7924tX75cHTp0sHocAHBzKk3l0WfSoqKOB5okRUdLq1dLpaXOr8PD3df/8osUG+v+vdhY9+ccO84fRUc7n3vMwoVS795Ss2ZScLA0bJi0e7d06NDxNUFBxwNNkpo0cUal5AzFTZuk6693Xgo99uOZZ6S1a0/t1wDAqeFyJwBTePW2UDVquH/tcLhH3bHvnYxjz9uwQerfX7r5Zud71+rWlVJTncFVXHx8vb//ic8/9lrH/mx4+22pWzf3dWzDCVQsIg2AKTw60jIyTvy6bdu/D50OHZxB9UdpadJ//uP+nL867rnnOv8+J0cqKXHecPD/v9dr+vRTm7tRI+dZuN9+c16CBVB5iDQApvDoSNu0Sbr7bmnkSOeb/F999cS7Nf/onnukiAjnGbDLL5fS06XXXjvxrsrFi6Vx46RLLnHeMDBjhvN9a5LzEmZJifO1Bg50rn3zzVOf/YknpDvukEJCpAsukAoLnQG4d6/z5wSgYhBpAEzh0e9JGzZMOnJEioyUbr1Vuv126aab/n693e486/Xpp867Ph97zPlm/uHD3dfdc4/zTtDQUGfQTZgg9e3rfKxrV+dHcLzwgvMYH30kPffcqc9+ww3OO1E/+MD5cR4JCc6/b9361I8F4OQRaQBM4dF3d3btKk2aVL7HbdVKuusu5w8A5mnVqpU2bNigzMxMRUZGWj0OALgx5u5OADhVnEkDYAoiDYBRiDQApvDYGweSkirmuOvXV8xxAXgGdhwAYArOpAEwCmfSAJiCSANglGORdhL3RAGARyPSABiFM2kATEGkATAKkQbAFEQaAKMQaQBM4fWR9t133yk2NlZ2u10XXHCBli5davVIACxEpAEwhddHWv/+/fXWW2/p0KFDmjNnjsLCwvTKK6/wpmGgiiLSAJjC6yNNks477zxlZ2dr8ODBKikp0Z133qkrr7xSBw8etHo0AJWMSANgCiMiTZJCQkI0ffp0TZw4UX5+fvrss88UERGhFStWWD0agEpEpAEwhTGRJjk/afyuu+5SUlKSmjZtqpUrVyoyMlKffvqp1aMBqCREGgBTGBVpx8TGxiovL089evTQoUOHdOWVV+r2229XUVGR1aMBqGBsCwXAFEZGmiQ1atRI8+bN00MPPSRJeu2115SQkKBNmzZZPBmAisSOAwBMYWykSZKfn5/Gjh2rb775RrVr11ZGRobsdrt++OEHq0cDUEG43AnAFEZH2jEDBw5Ubm6uQkNDtWvXLvXt21dPP/00v4kDBiLSAJiiSkSaJJ199tlKS0vTDTfcIIfDoccee0wDBgzQ7t27rR4NQDki0gCYospEmiRVr15db7/9tt577z1Vr15d33//vex2u7Kzs60eDUA5IdIAmKJKRdoxI0aMUHp6utq0aaONGzcqLi5Ob775Jm80BgxApAEwRZWMNEnq2rWrcnJydPHFF6uoqEi33HKLhg0bpkOHDlk9GoAzQKQBMEWVjTRJql27tr766iu98MIL8vHx0bRp0xQVFaVff/3V6tEAnCYiDYApqnSkSc4Pvrz//vu1YMECNWrUSMuWLVN4eLi++OILq0cDcBqINACmqPKRdkxCQoLy8/PVvXt3HThwQIMHD9bdd9+t4uJiq0cDcArYcQCAKYi0P2jSpInmz5+ve++9V5I0ceJE9ejRQ7///rvFkwE4WZxJA2AKIu1P/P399eKLL+rLL79USEiIFi9eLLvdroULF1o9GoCTwLZQAExBpP2NQYMGKScnR506ddKOHTvUq1cvPf/88/zfOeDhOJMGwBRE2j9o27atMjIyNGzYMJWVlemhhx7SJZdcor1791o9GoC/QaQBMAWR9i+CgoL0wQcf6K233lK1atX07bffKiwsTPn5+VaPBuAvEGkATEGknQSbzaabbrpJaWlpatWqldatW6fo6Gi9++67Vo8G4E+INACmINJOQVhYmHJzc3XhhReqsLBQN9xwg66//nodOXLE6tEA/D8iDYApiLRTVLduXX3zzTd69tln5ePjo/fee08xMTFau3at1aMBEJEGwBxE2mnw8fHRww8/rHnz5qlBgwb66aefFBYWpq+//trq0YAqj0gDYAoi7Qycf/75ysvLU3R0tAoKCnTJJZfogQceUElJidWjAVUWkQbAFETaGWrevLmSkpJ05513SpLGjRun3r17a9u2bRZPBlRNbAsFwBREWjmoVq2aJk2apM8++0w1a9ZUUlKS7Ha7Fi1aZPVoQJXDjgMATEGklaMhQ4YoOztbHTp00NatW9WjRw9NmDCBPyyASsTlTgCmINLK2bnnnqvMzExdddVVKi0t1b333qvBgweroKDA6tGAKoFIA2AKIq0C1KxZU9OmTdPrr78uf39/ffnll4qIiNDPP/9s9WiA8Yg0AKYg0iqIzWbTqFGjtGjRIrVo0UKrV69Wt27d9OGHH1o9GmA0Ig2AKYi0CtatWzfl5eWpT58+OnLkiK699lqNHDlSR48etXo0wEhEGgBTEGmVoH79+vruu+/0+OOPy2azacqUKYqLi9P69eutHg0wDpEGwBREWiXx9fXVE088oe+++05169ZVbm6u7Ha7vvvuO6tHA4xCpAEwBZFWyfr166e8vDxFRERo7969uvDCC/Xoo4+qtLTU6tEAIxBpAExBpFngrLPO0qJFizRq1ChJ0jPPPKN+/fpp586dFk8GeD92HABgCiLNIgEBAXr99dc1bdo0BQUF6ccff5Tdbld6errVowFejR0HAJiCSLPY1VdfraysLLVr106bN29WfHy8XnnlFf6AAU4TlzsBmIJI8wAdO3ZUdna2LrvsMpWUlOjOO+/UFVdcoQMHDlg9GuB1iDQApiDSPERwcLA+++wzTZw4UX5+fpo+fboiIyO1YsUKq0cDvAqRBsAURJoHsdlsuuuuu5SUlKSmTZtq5cqVioyM1CeffGL1aIDXINIAmIJI80CxsbHKz89Xz549dejQIV111VW6/fbbVVRUZPVogMcj0gCYgkjzUA0bNtS8efP08MMPS5Jee+01xcfHa9OmTRZPBng2Ig2AKYg0D+br66tnn31W3377rWrXrq3MzEyFhoZq3rx5Vo8GeCwiDYApiDQvMGDAAOXl5clut2v37t3q16+fnnrqKf4QAv4CkQbAFESal2jdurUWL16sG2+8UQ6HQ48//rguvPBC7d692+rRAI/CjgMATEGkeZHq1atrypQpev/991W9enXNmTNHdrtd2dnZVo8GeAzOpAEwBZHmhYYPH66MjAy1adNGGzduVFxcnCZPnswuBYDYFgqAOYg0L9WlSxfl5OTokksuUVFRkUaNGqVhw4bp0KFDVo8GWIozaQBMQaR5sdq1a+vLL7/UuHHj5Ovrq2nTpqlbt25atWqV1aMBliHSAJiCSPNyNptN9913n+bPn69GjRpp+fLlioiI0Oeff271aIAliDQApiDSDJGQkKD8/HzFx8frwIEDuuyyy3T33XeruLjY6tGASkWkATAFkWaQJk2aaP78+brvvvskSRMnTlSPHj30+++/WzwZUHmINACmINIM4+fnp3HjxunLL79USEiIFi9eLLvdrgULFlg9GlApiDQApiDSDDVo0CDl5OSoc+fO2rFjh3r37q3nnnuOP7hgPCINgCmINIO1bdtW6enpuvbaa1VWVqaHH35YF198sfbu3Wv1aECFIdIAmIJIM1xQUJDef/99TZkyRQEBAZo1a5bCwsKUn59v9WhAhWBbKACmINKqAJvNphtvvFGLFy9Wq1attG7dOkVHR+vdd9+1ejSg3LHjAABTEGlVSFhYmHJzc3XhhReqsLBQN9xwg6677jodOXLE6tGAcsPlTgCmINKqmLp16+qbb77Rs88+Kx8fH73//vuKjo7WmjVrrB4NKBdEGgBTEGlVkI+Pjx5++GHNmzdPDRo00JIlSxQeHq6ZM2daPRpwxog0AKYg0qqw888/X/n5+YqJiVFBQYEGDRqkBx54QCUlJVaPBpw2Ig2AKYi0Kq5Zs2ZKSkrSXXfdJUkaN26cevXqpW3btlk7GHCaiDQApiDSIH9/f02cOFGfffaZatasqeTkZIWGhmrRokVWjwacMiINgCmINLgMGTJE2dnZ6tChg7Zt26YePXpo/PjxfJQBvAqRBsAURBrcnHvuucrMzNRVV12l0tJS3XfffRo8eLAKCgqsHg04KUQaAFMQaThBzZo1NW3aNL3++uvy9/fXl19+qfDwcC1dutTq0YB/xY4DAExBpOEv2Ww2jRo1SqmpqWrZsqXWrFmjqKgoTZ061erRgH/EmTQApiDS8I8iIyOVm5urvn376siRIxo+fLhGjhypo0ePWj0a8JfYFgqAKYg0/Kv69etr9uzZeuKJJ2Sz2TRlyhTFxsZq3bp1Vo8GnIAzaQBMQaThpPj6+urxxx/X999/r7p16yovL09hYWGaPXu21aMBbog0AKYg0nBK+vbtq/z8fEVGRmrv3r0aMGCAHnnkEZWWllo9GiCJSANgDiINp6xly5ZKSUnRqFGjJEnPPvus+vbtq507d1o8GUCkATAHkYbTEhAQoNdff10fffSRgoKCNH/+fIWGhio9Pd3q0VDFEWkATEGk4YxcddVVysrKUrt27fT7778rPj5er7zyCnfWwTJEGgBTEGk4Yx07dlR2draGDBmikpIS3Xnnnbriiit04MABq0dDFUSkATAFkYZyERwcrE8//VSTJk2Sn5+fpk+froiICC1fvtzq0VDFEGkATEGkodzYbDbdeeedSk5OVtOmTbVq1SpFRkbq448/tno0VCFsCwXAFEQayl1MTIzy8/PVs2dPHT58WFdffbVuu+02FRYWWj0aqgB2HABgCiINFaJhw4aaN2+exowZI0l6/fXXFR8fr40bN1o8GUzH5U4ApiDSUGF8fX31zDPP6Ntvv1Xt2rWVlZUlu92uefPmWT0aDEakATAFkYYKN2DAAOXl5clut2v37t3q16+fnnrqKf4QRYUg0gCYgkhDpWjdurUWL16sm266SQ6HQ48//rj69++vXbt2WT0aDEOkATAFkYZKU716db311lv64IMPVL16dc2dO1dhYWHKysqyejQYhEgDYAoiDZXu2muvVWZmps455xxt3LhRcXFxeuONN7gbD+WCSANgCiINlujcubNycnJ0ySWXqLi4WLfeequuueYaHTp0yOrR4OWINACmINJgmVq1aunLL7/Uiy++KF9fX3300Ufq1q2bVq1aZfVo8GJEGgBTEGmwlM1m07333qsFCxaocePGWr58ucLDw/X5559bPRq8FDsOADAFkQaPEB8fr7y8PMXHx+vgwYO67LLLNHr0aBUXF1s9GrwMOw4AMAWRBo/RpEkTzZ8/X/fff78kadKkSerRo4d+//13iyeDN+FyJwBTEGnwKH5+fnrhhRf01VdfKSQkRIsXL5bdbteCBQusHg1egkgDYAoiDR7pkksuUW5urjp37qwdO3aod+/eGjt2LH/w4l8RaQBMQaTBY51zzjlKT0/X8OHDVVZWpjFjxujiiy/W3r17rR4NHoxIA2AKIg0eLSgoSO+9957efvttBQQEaNasWQoLC1NeXp7Vo8FDEWkATEGkwePZbDbdcMMNSktLU6tWrbRu3TrFxMTonXfe4Q4+nIBIA2AKIg1ew263Ky8vTwMGDFBhYaFuvPFGXXfddTp8+LDVo8GDEGkATEGkwavUqVNHX3/9tcaOHSsfHx998MEHiomJ0Zo1a6weDR7ij5+TxplWAN6MSIPX8fHx0UMPPaQffvhBDRo00JIlSxQWFqaZM2daPRo8wLFIk/hAWwDejUiD1+rZs6fy8/MVExOj/fv3a9CgQbr//vtVUlJi9Wiw0LFtoSQueQLwbkQavFqzZs2UlJSk0aNHS5JefPFFnX/++dq6davFk8EqnEkDYAoiDV7P399fL730kqZPn66aNWsqJSVFdrtdKSkpVo8GC/wx0jiTBsCbEWkwxmWXXaacnBx17NhR27ZtU8+ePTV+/HjOplQxRBoAUxBpMEq7du2UmZmpq6++WqWlpbrvvvv03//+VwUFBVaPhkpCpAEwBZEG49SoUUP/+9//9MYbb8jf319fffWVwsPDtXTpUqtHQyUg0gCYgkiDkWw2m2655RalpqaqZcuWWrNmjaKiojR16lSrR0MFI9IAmIJIg9EiIyOVl5enfv366ciRIxo+fLhuuukmHT161OrRUEGINACmINJgvHr16mn27Nl68sknZbPZ9Pbbbys2Nlbr1q2zejRUACINgCmINFQJPj4+euyxx/T999+rXr16ysvLk91u1+zZs60eDeWMSANgCiINVUrfvn2Vl5enyMhI7du3TwMGDNCYMWNUWlpq9WgoJ+w4AMAURBqqnJYtWyolJUW33nqrJGns2LHq27evduzYYfFkKC/HQo3PyAPgzYg0VEkBAQF67bXX9NFHHykoKEjz58+X3W5XWlqa1aOhHBy75MmZNADejEhDlXbVVVcpKytL7dq10++//66EhAS9/PLLnIHxckQaABMQaajyOnbsqOzsbA0ZMkQlJSW66667dMUVV+jAgQNWj4bTRKQBMAGRBkgKDg7Wp59+qpdffll+fn6aPn26IiIitHz5cqtHw2kg0gCYgEgD/p/NZtMdd9yh5ORkNWvWTKtWrVJkZKQ++ugjq0fDKSLSAJiASAP+JCYmRnl5eTr//PN1+PBhDR06VLfeeqsKCwutHg0niUgDYAIiDfgLDRs21Ny5czVmzBhJ0htvvKH4+Hht3LjR4slwMog0ACYg0oC/4evrq2eeeUazZs1SnTp1lJWVJbvdrrlz51o9Gv4FkQbABEQa8C8uvPBC5ebmym63a/fu3brgggv05JNPEgAe7NiH2fLPCIA3I9KAk9C6dWstXrxYN910kxwOh5544gn1799fu3btsno0/AXOpAEwAZEGnKTq1avrrbfe0tSpUxUYGKi5c+fKbrcrKyvL6tHwJ8cijQ8lBuDNiDTgFA0bNkwZGRk655xztGnTJsXFxemNN94gCDwIZ9IAmIBIA05D586dlZOTo0GDBqm4uFi33nqrhg4dqkOHDlk9GkSkATADkQacplq1aumLL77Q+PHj5evrq48//liRkZFauXKl1aNVeUQaABMQacAZsNlsuueee7RgwQI1btxYK1asUEREhGbMmGH1aFUakQbABEQaUA7i4+OVn5+v+Ph4HTx4UEOGDNHo0aNVXFxs9WhVEpEGwAREGlBOGjdurPnz5+v++++XJE2aNEmJiYn6/fffLZ6s6iHSAJiASAPKkZ+fn1544QXNnDlTtWrVUlpamkJDQzV//nyrR6tSiDQAJiDSgApw8cUXKzc3V126dNHOnTvVp08fjR07lmioJEQaABMQaUAFadOmjdLT0zVixAiVlZVpzJgxuuiii7R3716rRzMe20IBMAGRBlSgwMBAvffee3rnnXcUEBCg2bNny263Kzc31+rRjMaOAwBMQKQBleD6669XWlqaWrdurfXr1ys2NlZvv/02EVFBuNwJwAREGlBJjp1BGzhwoAoLC3XTTTdpxIgROnz4sNWjGYdIA2ACIg2oRHXq1NHMmTM1duxY+fj4aOrUqYqOjtaaNWusHs0oRBoAExBpQCXz8fHRQw89pB9++EENGzbU0qVLFRYWppkzZ1o9mjGINAAmINIAi/Ts2VN5eXmKjY3V/v37NWjQIN13330qKSmxejSvR6QBMAGRBlioWbNmWrhwoUaPHi1JGj9+vM4//3xt3brV4sm8G5EGwAREGmAxf39/vfTSS5oxY4aCg4OVkpKi0NBQJScnWz2a1yLSAJiASAM8xODBg5Wdna2OHTtq+/btOv/88/Xiiy/yMR2ngUgDYAIiDfAg7dq1U2ZmpoYOHarS0lLdf//9uvTSS1VQUGD1aF6FHQcAmIBIAzxMjRo19OGHH+qNN95QtWrVNHPmTIWHh2vJkiVWj+Y1OJMGwAREGuCBbDabbrnlFqWmpqply5Zas2aNoqKi9MEHH1g9mldgWygAJiDSAA8WERGhvLw89evXT0ePHtWIESN000036ejRo1aP5tE4kwbABEQa4OHq1aun2bNn66mnnpLNZtPbb7+t2NhYrVu3zurRPBaRBsAERBrgBXx8fPToo49qzpw5qlevnvLy8mS32zVr1iyrR/NIRBoAExBpgBfp06eP8vLy1K1bN+3bt08DBw7UmDFjVFpaavVoHoVIA2ACIg3wMi1btlRKSopuu+02SdLYsWPVp08f7dixw+LJPAeRBsAERBrghapVq6ZXX31VH3/8sYKCgrRgwQKFhoZq8eLFVo/mEYg0ACYg0gAvduWVVyo7O1vnnnuutmzZosTERE2aNKnKf/QEkQbABEQa4OU6dOigrKwsXX755SopKdHo0aN1+eWX68CBA1aPZhkiDYAJiDTAAMHBwfrkk0/0yiuvyM/PTzNmzFBERISWL19u9WiWYFsoACYg0gBD2Gw23X777UpJSVGzZs20atUqRUZG6qOPPrJ6tErHjgMATECkAYaJjo5Wfn6+evXqpcOHD2vo0KEaNWqUCgsLrR6t0nC5E4AJiDTAQA0aNNCcOXP0yCOPSJImT56s7t27a8OGDRZPVjmINAAmINIAQ/n6+urpp5/WrFmzVKdOHWVnZ8tut2vOnDlWj1bhiDQAJiDSAMNdeOGFysvLU1hYmPbs2aP+/fvriSeeMHqXAiINgAmINKAKaNWqlVJTUzVy5Eg5HA49+eST6t+/v3bt2mX1aBWCSANgAiINqCKqV6+uN998U1OnTlVgYKDmzZsnu92urKwsq0crd0QaABMQaUAVM2zYMGVmZqpt27batGmT4uLi9Prrrxv1cRVEGgATEGlAFdSpUydlZ2fr0ksvVXFxsW677TZdffXVOnjwoNWjlQsiDYAJiDSgiqpVq5Y+//xzjR8/Xr6+vvrkk0/UrVs3rVy50urRzhg7DgAwAZEGVGE2m0333HOPFi5cqCZNmmjFihWKiIjQ9OnTrR7tjLDjAAATEGkA1L17d+Xl5SkhIUEHDx7U5ZdfrrvuuktFRUVWj3ZauNwJwAREGgBJUuPGjfXjjz/qgQcekCS9/PLLSkxM1ObNmy2e7NQRaQBMQKQBcPHz89Pzzz+vmTNnqlatWkpPT5fdbtf8+fOtHu2UEGkATECkATjBxRdfrNzcXHXp0kU7d+5Unz599Oyzz3pN9BBpAExApAH4S23atFF6erquu+46lZWV6ZFHHtFFF12kPXv2WD3avyLSAJiASAPwtwIDA/Xuu+/qnXfeUUBAgGbPnq2wsDDl5uZaPdo/ItIAmIBIA/Cvrr/+eqWnp+vss8/W+vXrFRMToylTpnjsR1wQaQBMQKQBOCmhoaHKycnRwIEDVVRUpJEjR2rEiBE6fPiw1aOdgEgDYAIiDcBJq1OnjmbOnKnnnntOPj4+mjp1qqKjo7V69WqrR3NDpAEwAZEG4JT4+PjowQcf1I8//qiGDRtq6dKlCg8P11dffWX1aC5sCwXABEQagNPSo0cP5eXlKTY2Vvv379ell16q++67TyUlJVaPxrZQAIxApAE4bc2aNdPChQt19913S5LGjx+vnj17auvWrZbOxeVOACYg0gCcEX9/f02YMEEzZsxQcHCwFi1apNDQUCUnJ1s2E5EGwAREGoByMXjwYOXk5Oi8887T9u3bdf7552vcuHGWXHIk0gCYgEgDUG7+85//KCMjQ0OHDlVpaakeeOABDRo0SPv27avUOYg0ACYg0gCUqxo1aujDDz/U5MmTVa1aNX399dcKDw/XkiVLKm0GIg2ACYg0AOXOZrPp5ptvVmpqqlq2bKm1a9cqKipKH3zwQaW8PpEGwAREGoAKExERoby8PF1wwQU6evSoRowYoRtvvFFHjx6t0Ncl0gCYgEgDUKHq1aunWbNm6amnnpLNZtM777yjmJgY/fbbbxX2mkQaABMQaQAqnI+Pjx599FHNnTtX9erVU35+vsLCwvTtt99WyOux4wAAExBpACpN7969lZ+fr27dumnfvn266KKL9PDDD5f7LgXsOADABEQagErVokULpaSk6Pbbb5ckPffcc+rTp4+2b99ebq/RuHFjhYaGqmXLluV2TACobDbHSfyv5v79+1WrVi0VFBQoJCSkMuYCUAV8+umnuuGGG3To0CE1bdpU06dPV2xsrNVjAUCFOZWm4kwaAMtcccUVysrK0rnnnqstW7YoMTFREydO5DIlAIhIA2CxDh06KCsrS5dffrlKSkp09913a8iQIdq/f7/VowGApYg0AJYLDg7WJ598oldeeUX+/v76/PPPFRERoWXLllk9GgBYhkgD4BFsNptuv/12paSkqHnz5vr111/VrVs3TZs2zerRAMASRBoAjxIVFaW8vDz16tVLhw8f1jXXXKNRo0apsLDQ6tEAoFIRaQA8ToMGDTRnzhw9+uijkqTJkyere/fu2rBhg8WT/b2kJMlmk/bts3oSafhw6ZJLrJ4CwJki0gB4JF9fXz311FOaPXu26tSpo+zsbNntds2ZM8fq0ZSYKN11l9VTADAdkQbAo/Xv3195eXkKCwvTnj171L9/fz3++OMqLS21ejQAqFBEGgCP16pVK6WmpmrkyJFyOBx66qmn1L9/f+3atetfn5uYKN1+u/PMV506UqNG0pQp0qFD0ogRUnCw1KaN9P33x5+zYoXUv79Us6Zz/TXXSMdeavhwKTlZevll5+VNm01av/74c3NzpfBwKShIiomRVq06/tjatdLFFzuPWbOmFBEh/fjjn3+u0tix0nXXOWdr2dI57x/9/LPUs6cUGCjVqyfddJN08ODJ/3oC8A5EGgCvUL16db355pv68MMPFRgYqHnz5slut+vnn3/+1+dOnSrVry9lZTmD7ZZbpMsuc0ZUXp7Ut68zxA4flrZulRISpK5dpZwcac4caft2acgQ57FeflmKjpZuvNG5dutWqUWL4681Zow0YYLzuX5+ztg65uBBZ/z9+KOUn+983YEDpY0b3eedMMEZevn50qhRznlXrnQ+dviw1K+fMzizs6UZM5zHu+22M/v1BeCBHCehoKDAIclRUFBwMssBoEItXbrU0bZtW4ckR0RExD+uTUhwOOLijn9dUuJw1KjhcFxzzfHvbd3qcEgOR3q6w/Hoow5Hnz7ux9i0yfn4qlXHj3nnne5rFi50rvnxx+Pfmz3b+b0jR/5+vg4dHI5XXz3+9VlnORxDhx7/uqzM4WjY0OGYPNn59ZQpDkedOg7HwYPur+Pj43Bs2+b8+tprHY6LL/771wRgnVNpKs6kAfA6nTp1Uk5Oji699FKVlJT86/rOnY//va+v8xJhp07Hv9eokfOvO3Y4L1cuXOi8HHnsx7nnOh9fu/bfZ/vjazVpcvy4kvMS6/33Sx06SLVrO4+9cuWJZ9L+eAybTWrc+PgxfvlF6tJFqlHj+JrYWKmszP3SKgDv52f1AABwOkJCQvT555/ro48++te1/v7uX9ts7t+z2Zx/LStz/hg4UHrhhROPcyy6Tva1/nhcSbrvPmnuXGn8eOmcc5zvKRs8WCoq+vd5jx3D4Th+3D/7u+8D8E5EGgCvZbPZNHTo0HI9pt0uffGF8w38fn/zO2S1atLp3Fy6aJHzxoNBg5xfHzzoftPByejQwfkeu0OHjp9NW7xY8vGR/vOfU58JgOficicA/MGtt0p79khXXum80eC336R585w3ABwLs1atpMxMZ2Dt2nX8LNe/Oecc6csvpZ9+kpYska666uSfe8zVV0vVq0vXXistW+a8NHv77c4bH45dtgVgBiINAP6gaVPnmanSUufdl+edJ915p1SrlvNslSTde6/zvW0dOkgNGpz4nrK/M3Gi867MmBjnJdW+fZ1n7k5FUJDzkumePc6P8Bg8WDr/fOm1107tOAA8n83hcDj+bdH+/ftVq1YtFRQUKCQkpDLmAgAAMM6pNBVn0gAAADwQkQYAAOCBiDQAAAAPRKQBAAB4ICINAADAAxFpAAAAHohIAwAA8EBEGgAAgAci0gAAADwQkQYAAOCBiDQAAAAPRKQBAAB4ICINAADAAxFpAAAAHohIAwAA8EBEGgAAgAci0gAAADwQkQYAAOCBiDQAAAAPRKQBAAB4ICINAADAAxFpAAAAHohIAwAA8EBEGgAAgAci0gAAADwQkQYAAOCB/E5mkcPhkCTt37+/QocBAAAw2bGWOtZW/+SkIu3AgQOSpBYtWpzBWAAAAJCcbVWrVq1/XGNznETKlZWVacuWLQoODpbNZiu3AQEAAKoSh8OhAwcOqGnTpvLx+ed3nZ1UpAEAAKByceMAAACAByLSAAAAPBCRBgAA4IGINAAAAA9EpAEAAHggIg0AAMADEWkAAAAe6P8AJICL31Fv5vIAAAAASUVORK5CYII=" 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -792,17 +822,19 @@ "execution_count": 24, "id": "0075e85a", "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-03-04T11:51:05.918808417Z", "start_time": "2024-03-04T11:51:05.862537008Z" - } + }, + "scrolled": true }, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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ee+9p8uTJ8vf31xdffKHIyEitXLnS6tEA4xFpAIxw7GM4iLTyZ7PZdPPNNyslJUXNmjXTypUrFRERoS+++MLq0QCjEWkAjHDsTBrvmao4UVFRys3NVWJiog4ePKjBgwfrgQceUElJidWjAUYi0gAYgcudlaNRo0b64YcfdM8990iSxo0bp759+2rnzp0WTwaYh0gDYAQirfL4+flp/Pjx+uyzz1SjRg0tWLBAdrtdWVlZVo8GGIVIA2AEIq3yDRkyRFlZWfrPf/6jzZs3q3v37nr77betHgswBpEGwAhEmjU6dOig7OxsDRo0SEVFRbrpppt0ww036OjRo1aPBng9Ig2AEYg064SEhOiLL77Qc889Jx8fH7377rvq3r27NmzYYPVogFcj0gAYgUizls1m04MPPqi5c+eqXr16ysnJUVhYmH788UerRwO8FpEGwAhEmmfo1auXcnNzFRYWpt27d6tv3756/vnn+WgU4DQQaQCMQKR5jrPOOkupqam6/vrrVVZWpoceekiXXnqp9u/fb/VogFch0gAYgR0HPEv16tX1zjvvaMqUKapWrZpmzpypiIgIrVixwurRAK9BpAEwAmfSPNONN96oRYsWqUWLFvr1118VGRmpGTNmWD0W4BWINABGYFsozxUZGanc3Fz17NlThw4d0pAhQ3TvvfeynRTwL4g0AEbgTJpna9CggebOnav7779fkjRhwgT17t1bO3bssHgywHMRaQCMQKR5Pj8/P73wwgv6/PPPVbNmTSUlJclutysjI8Pq0QCPRKQBMAKR5j3++9//KisrS+eee65+//13xcfHa/LkyVyqBv6ESANgBCLNu7Rv315ZWVn673//q+LiYo0aNUojRozQkSNHrB4N8BhEGgAjEGneJzg4WDNmzNC4cePk4+OjqVOnKjY2VuvWrbN6NMAjEGkAjECkeSebzab77rtPP/zwg+rXr6/8/HyFh4dr7ty5Vo8GWI5IA2AEIs279ezZU3l5eYqMjNSePXt0wQUX6Nlnn+WfJ6o0Ig2AEYg079eiRQulpKTopptuksPh0COPPKJBgwapoKDA6tEASxBpAIzAtlBmCAgI0FtvvaV3331XAQEB+uabbxQeHq5ly5ZZPRpQ6Yg0AEZgxwGzXHfddUpNTVXLli21Zs0adevWTZ9++qnVYwGVikgDYAQud5onPDxcubm56t27tw4fPqwrr7xSo0ePVnFxsdWjAZWCSANgBCLNTPXr19f333+vhx9+WJI0adIk9erVS9u2bbN4MqDiEWkAjECkmcvX11fPPvusvvrqKwUHByslJUVhYWFKS0uzejSgQhFpAIxApJnvkksuUXZ2tjp06KAtW7YoMTFRr7/+Ou9DhLGINABGINKqhnbt2ikzM1OXXXaZiouLddttt+naa6/V4cOHrR4NKHdEGgAjEGlVR82aNfXZZ59p/Pjx8vX11f/+9z/FxMTot99+s3o0oFwRaQCMQKRVLTabTffcc49+/PFHNWzYUEuWLFFYWJi+++47q0cDyg2RBsAIRFrVlJiYqNzcXEVFRWnfvn0aMGCAnnzySf49gBGINABGYMeBqqt58+ZKSkrSLbfcIofDoSeeeEIXXXSR9u7da/VowBkh0gAYgR0HqraAgAC98cYb+uCDD1S9enXNnj1bERERWrp0qdWjAaeNSANgBC53QpKuvfZapaWlqVWrVlq7dq2ioqL00UcfWT0WcFqINABGINJwTGhoqHJyctS3b18dOXJEQ4cO1R133KGioiKrRwNOCZEGwAhEGv6oXr16mj17th555BFJ0quvvqqePXtq69atFk8GnDwiDYARiDT8ma+vr55++ml9/fXXCgkJ0eLFi2W325Wammr1aMBJIdIAGIFIw9+56KKLlJOTo/POO0/btm1Tjx499Morr3CTCTwekQbACEQa/knbtm2VkZGhK6+8UiUlJbrzzjs1dOhQHTp0yOrRgL9FpAEwApGGf1OjRg199NFHmjRpknx9ffXxxx8rOjpaa9assXo04C8RaQCMQKThZNhsNt15551asGCBGjVqpJ9//lnh4eGaNWuW1aMBJyDSABiBSMOpiI+PV15enqKjo1VQUKCBAwfqscceU2lpqdWjAS5EGgAjsC0UTlXTpk2VlJSk2267TZL09NNPa8CAAdqzZ4/FkwFORBoAI7AtFE5HtWrV9Oqrr+p///ufAgMDNWfOHIWHh+unn36yejSASANgBi534kwMHTpU6enpOvvss7Vu3TpFR0frww8/tHosVHFEGgAjEGk4U126dFFOTo769++vo0eP6tprr9Wtt97KdlKwDJEGwAhEGspDnTp19O233+rxxx+XJL3xxhtKTEzU77//bvFkqIqINABGINJQXnx8fPTEE09o1qxZql27ttLT02W325WcnGz1aKhiiDQARiDSUN4uvPBC5eTkqHPnztqxY4fOP/98TZw4kZtTUGmINABGINJQEdq0aaP09HQNHTpUpaWluvvuu3XllVfq4MGDVo+GKoBIA2AEIg0VJSgoSB9++KFeffVV+fn56bPPPlNUVJRWr15t9WgwHJEGwAhEGiqSzWbTbbfdpqSkJDVp0kTLly9XeHi4vv76a6tHg8GINABGYMcBVIbY2Fjl5uYqLi5O+/fv1yWXXKIxY8awnRQqBJEGwAjsOIDK0qRJEy1YsEB33nmnJGns2LHq37+/du/ebfFkMA2RBsAIXO5EZfL399ekSZP00UcfKSgoSPPmzVNYWJjy8vKsHg0GIdIAGIFIgxWuuuoqZWRkqE2bNtqwYYNiYmL0/vvvWz0WDEGkATACkQardOrUSTk5ORowYIAKCwt13XXX6eabb1ZhYaHVo8HLEWkAjECkwUq1a9fW119/raeeeko2m01vvfWWEhIStHnzZqtHgxcj0gAYgUiD1Xx8fPToo49q9uzZqlOnjjIzM2W327Vw4UKrR4OXItIAGIFIg6e44IILlJOTo65du2rnzp3q1auXxo8fz53HOGVEGgAjEGnwJGeffbYWL16sYcOGqaysTPfdd58uv/xyHThwwOrR4EWINABGINLgaYKCgvTBBx/ojTfekL+/v2bMmKFu3bpp1apVVo8GL0GkATACOw7AE9lsNt1yyy1KTk5W06ZN9csvvygiIkJfffWV1aPBCxBpAIzAmTR4sujoaOXl5SkhIUEHDhzQpZdeqoceekglJSVWjwYPRqQBMALbQsHTNWrUSD/88IPuvvtuSdLzzz+vfv36aefOnRZPBk9FpAEwAmfS4A38/f01YcIEffrpp6pRo4bmz5+vsLAwZWdnWz0aPBCRBsAIRBq8yeWXX67MzEy1bdtWmzZtUlxcnN555x2rx4KHIdIAGIFIg7fp2LGjsrOzdfHFF6uoqEg33nijbrzxRh09etTq0eAhiDQARiDS4I1q1aqlL7/8Us8++6xsNpveeecdde/eXRs3brR6NHgAIg2AEYg0eCsfHx89/PDDmjNnjurWraucnByFhYVp/vz5Vo8GixFpAIxApMHb9enTR7m5ubLb7dq1a5f69Omj559/njuWqzAiDYARiDSYoFWrVkpNTdWIESNUVlamhx56SP/973+1f/9+q0eDBYg0AEYg0mCKwMBAvfvuu3rzzTfl7++vr776SpGRkfrll1+sHg2VjEgDYAS2hYJJbDabRo4cqUWLFql58+ZatWqVIiMj9fnnn1s9GioRkQbACOw4ABN169ZNubm56tGjhw4ePKjLLrtM999/P9tJVRFEGgAjcLkTpmrYsKHmzZun++67T5L04osvqk+fPtqxY4fFk6GiEWkAjECkwWR+fn4aN26cZsyYoZo1a2rhwoUKCwtTZmam1aOhAhFpAIxApKEqGDx4sLKystSuXTtt3rxZ8fHxeuutt7jMbygiDYARiDRUFe3bt1dWVpYGDRqkoqIi3Xzzzbr++ut15MgRq0dDOSPSABiBSENVEhISoi+++ELPP/+8fHx89P777ysuLk7r16+3ejSUIyINgBGINFQ1NptNDzzwgObOnav69esrLy9PYWFhmjdvntWjoZwQaQCMQKShqurVq5dyc3MVHh6uPXv2qF+/fho7diz/LRiASANgBCINVVnLli21aNEi3XDDDXI4HBozZowuvfRSFRQUWD0azgCRBsAI7DiAqq569ep6++239fbbb6tatWr6+uuvFRERoWXLllk9Gk4TkQbACJxJA5xuuOEGpaamqkWLFlq9erW6deumzz77zOqxcBqINABGYFso4LiIiAjl5ubq/PPP1+HDh3XFFVfo7rvvVnFxsdWj4RQQaQCMwJk0wF2DBg00Z84cPfjgg5KkiRMnqnfv3tq+fbvFk+FkEWkAjECkASfy8/PTc889py+//FLBwcFKTk6W3W5Xenq61aPhJBBpAIxApAF/b9CgQcrKylL79u21ZcsWJSQk6I033uDtAR6OSANgBCIN+GfnnnuuMjMzNXjwYBUXF+vWW2/V8OHD2U7KgxFpAIxApAH/Ljg4WNOnT9eLL74oHx8fffjhh4qJidG6deusHg1/gUgDYAQiDTg5NptN9957r3788Uc1aNBAP/30k8LCwjRnzhyrR8OfEGkAjECkAaemR48eys3NVWRkpPbu3av+/fvr6aef5r8hD0KkATACkQacuhYtWiglJUUjR46Uw+HQY489posvvlj79u2zejSISANgCLaFAk5PQECA3nzzTb333nsKCAjQrFmzFB4erqVLl1o9WpVHpAEwAjsOAGdmxIgRWrx4sc466yytXbtWUVFR+vjjj60eq0oj0gAYgcudwJkLCwtTbm6uevfurSNHjujqq6/WnXfeyXZSFiHSABiBSAPKR7169fT999/r4YcfliS98sor6tmzp7Zu3WrxZFUPkQbACEQaUH58fX317LPPaubMmQoJCVFqaqrCwsK0ePFiq0erUog0AEYg0oDyd/HFFys7O1sdO3bU1q1blZiYqFdffZX3flYSIg2AEYg0oGL85z//UUZGhi6//HKVlJTojjvu0LBhw3T48GGrRzMekQbACEQaUHFq1qypTz75RC+99JJ8fX01bdo0RUdHa+3atVaPZjQiDYARiDSgYtlsNo0ePVrz589Xw4YNtXTpUoWHh2v27NlWj2YsIg2AEYg0oHIkJCQoLy9PUVFR2rdvnwYMGKAnnniC//YqAJEGwAjsOABUnmbNmik5OVmjRo2SJD355JMaOHCg9u7da/FkZiHSABiBHQeAylWtWjW9/vrrmjp1qqpXr67vvvtO4eHhWrJkidWjGYNIA2AELncC1hg2bJjS09PVunVr/fbbb4qOjta0adOsHssIRBoAIxBpgHW6du2qnJwc9evXT0eOHNE111yj2267TUVFRVaP5tWINABGINIAa9WtW1ezZs3So48+Kkl6/fXX1aNHD23ZssXiybwXkQbACEQaYD1fX1899dRT+uabb1SrVi2lpaXJbrcrJSXF6tG8EpEGwAhEGuA5Bg4cqJycHJ133nnavn27evbsqUmTJnFjzyki0gAYgUgDPMs555yjjIwMXXXVVSotLdXo0aN19dVX69ChQ1aP5jWINABGINIAz1OjRg1NmzZNL7/8svz8/PTJJ58oKipKq1evtno0r0CkATACkQZ4JpvNpjvuuEMLFy5U48aNtWzZMoWHh+vbb7+1ejSPR6QBMAI7DgCeLS4uTnl5eYqNjdX+/ft10UUX6dFHH1VpaanVo3ksIg2AEdhxAPB8TZo00YIFC3T77bdLkp555hldeOGF2rNnj8WTeSYiDYARjkWaRKgBnqxatWp65ZVX9L///U+BgYGaO3euwsLClJ+fb/VoHodIA2CEP0YalzwBzzd06FClp6fr7LPP1vr16xUTE6OpU6daPZZHIdIAGIFIA7xPly5dlJOTowsvvFBHjx7V8OHDNWrUKBUWFlo9mkcg0gAYgUgDvFOdOnX0zTff6Mknn5TNZtPkyZOVkJCgzZs3Wz2a5Yg0AEYg0gDv5ePjo8cee0yzZs1S7dq1lZmZqbCwMCUlJVk9mqWINABGINIA79e/f3/l5OSoS5cu2rFjh3r16qUJEyZU2ZuBiDQARiDSADO0adNGaWlpGjp0qEpLS3Xvvffqiiuu0MGDB60erdIRaQCMQKQB5ggKCtKHH36oV199VX5+fpo+fbq6deumVatWWT1apSLSABiBSAPMYrPZdNtttyk5OVlNmjTRihUrFBERoZkzZ1o9WqUh0gAY4di2UBKRBpgkJiZGeXl56t69uw4cOKBBgwbp4Ycf9trtpP74P5T/urYC5wCASsOOA4C5GjdurPnz5+uuu+6SJD333HO64IILtGvXLmsHOw01a9Y86bVEGgAjcCYNMJu/v78mTpyojz/+WEFBQfrhhx8UFham3Nxcq0erMEQaACPYbDZXqBFpgLmuvPJKZWRk6JxzztHGjRsVGxur9957z+qxKgSRBsAYxy55EmmA2Tp16qTs7GwNHDhQhYWFuv766zVy5EjjtpMi0gAYg0gDqo7atWtr5syZeuaZZ2Sz2TRlyhR1795dmzZtsnq0ckOkATAGkQZULT4+PhozZoy+//571a1bV9nZ2bLb7VqwYIHVo5ULIg2AMYg0oGrq27evcnJyFBoaql27dql3794aN25cpd3pnZgo/f+Np+WKSANgDCINqLpat26txYsXa/jw4SorK9MDDzygyy67TAcOHCi310hKkmw2ad++cjvkPyLSABiDSAOqtsDAQL333nuaPHmy/P399cUXXygyMlIrV660erTTQqQBMAYfwQHAZrPp5ptvVkpKipo1a6aVK1cqIiJCX3zxxUk93+GQxo2Tzj5bCgyUunSRPv9cWr9e6tHDuaZOHecZteHDjz+vrEy6/36pbl2pcWPpiSfcj/vSS1KnTlKNGif/cyHSABiDM2kAjomKilJubq4SExN18OBBDR48WC+//PK/Pu+RR6T335cmT5aWL5dGj5aGDpU2bJCOdd6qVdLWrdIfDzd1qjPAMjOdkffUU9IPPxx/3MdHeuUVadmyk/852Bwn8a66/fv3q1atWiooKFBISMjJHx0AKlG9evW0Z88erVixQu3bt7d6HAAeoKSkRA8++KAmTJig0NBQ5eXl/e3aQ4ek+vWlBQuk6Ojj37/hBunwYemmm5xn0/bulWrXPv54YqJUWiotWnT8e5GRUs+e0vPPn/g6NpvtpJqKM2kAjMGZNAB/5ufnp/Hjx+uzzz5TYGDgP65dsUI6elTq3VuqWfP4jw8/lNau/efX6dzZ/esmTaQdO45/vXCh87jNmp3C7Ce/FAA8G5EG4O8MGTJEYWFh/7jm2G8ds2efGFMBAf8cav7+7l/bbMePt2GD1L+/dPPN0tNPu5+l+ydEGgBjEGkA/kmbNm3+8fEOHZwxtnGjlJBw4uPHNjMoLT21183JkUpKpAkTnO9NO1lEGgBjEGkAzkRwsHTvvc6bBcrKpLg4af9+KS3NedmzVy/nGbJZs5xnxgIDnd//N23aOCPt1VelgQNPfh7ekwbAGEQagDP19NPSY49Jzz0ntW8v9e0rffut1Lq18xLok09KDz4oNWok3XbbyR2za1fnR3C88IJ03nknPwt3dwIwxllnnaWNGzcqKytLERERVo8DwEMUFhYqOztbK1eu1A033GD1OCd9dyeXOwEYgzNpACRnlGVmZiopKUnJyclKS0vT0aNHFRoa6hGRdrKINADGINKAquno0aPKyMhwRVl6eroKCwvd1jRo0EC9evWyaMLTQ6QBMAbbQgFVw+HDh92iLCMjQ0VFRW5rGjVqpISEBCUmJiohIUHt27d3/R7hLYg0AMY4dibtJN5qC8CLHDp0SOnp6a4oy8zMVHFxsduaJk2auEVZu3btvC7K/oxIA2AMLncCZjh48KDS0tJcUZaVlaWSkhK3Nc2aNXOLsrZt23p9lP0ZkQbAGEQa4J0OHDig1NRUJScnKykpSbm5uSdEWYsWLdyirE2bNsZF2Z8RaQCMQaQB3qGgoMAtyvLy8lT6p4/xP+uss1xBlpiYqFatWhkfZX9GpAEwBpEGeKZ9+/Zp0aJFrijLz88/4b/T1q1bu6IsISFBrVq1smZYD0KkATAGkQZ4hj179rhF2U8//XTCDT1t2rRxi7KWLVtaNK3nItIAGINIA6yxe/dupaSkuN7ov3Tp0hOirG3btm5R1rx5c4umtdbBgwdPei2RBsAYRBpQOXbu3OkWZT///PMJa9q1a+cWZU2bNrVgUs9zKr8/EWkAjEGkARVj+/btblG2fPnyE9Z06NDBFWQJCQlq3LixBZOahUgDYAx2HADKx7Zt21zvJ0tOTtYvv/xywprzzjvPdedlfHy8GjZsaMGkZiPSABiDM2nA6dmyZYtblK1ateqENZ07d3ZFWffu3dWgQQMLJq1aiDQAxmBbKODkbN682RVkSUlJWrNmjdvjNptNXbp0cYuyevXqWTRt1UWkATAGZ9KAv7Zx40a3KPvtt9/cHvfx8VHXrl3doqxOnToWTYtjiDQAxiDSAKf169e7Rdn69evdHvfx8ZHdbnfdfRkXF6fatWtbMiv+HpEGwBhEGqoih8OhdevWuUXZxo0b3db4+voqLCzMFWWxsbGqVauWRRPjZBFpAIxBpKEqcDgcWrt2rVuUbd682W2Nn5+fwsPD3aIsODjYoolxuog0AMYg0mAih8OhX3/91e3uyy1btrit8ff3V2RkpOs9ZdHR0apZs6ZFE6O8EGkAjEGkwQQOh0MrV650i7Jt27a5ralWrZq6devmFmVBQUEWTYyKQqQBMAaRBm/kcDi0YsUKtyjbsWOH25qAgABFRUW5oiwqKkqBgYEWTYzKQqQBMAaRBm9QVlam5cuXu6IsJSVFO3fudFtTvXp1RUdHu6KsW7duql69ukUTwypEGgBjsC0UPFFZWZl+/vlntyjbvXu325rAwEDFxMS4oiwyMlIBAQEWTQxPQaQBMAY7DsATlJaWaunSpa5LlykpKdq7d6/bmqCgIMXGxrruvoyIiFC1atUsmhieikgDYAwud8IKpaWl+umnn9yirKCgwG1NjRo1FBcX54qy8PBw+fv7WzQxvAWRBsAYRBoqQ0lJifLz811RtmjRIu3fv99tTXBwsFuU2e12ogynjEgDYAwiDRWhuLhYeXl5rihLTU3VgQMH3NaEhISoe/furigLDQ2Vnx9/xOLM8G8QAGMQaSgPRUVFysnJUXJysivKDh065Lamdu3aio+PV0JCghISEtS1a1f5+vpaNDFMRaQBMAaRhtNRVFSkrKws192XaWlpOnz4sNuaOnXquIIsMTFRnTp1IspQ4Yg0AMYg0nAyCgsLlZmZ6Yqy9PR0HTlyxG1NvXr13KLsvPPOc/37BVQWIg2AMYg0/JWjR48qIyPDFWUZGRk6evSo25oGDRq4RVmHDh2IMliOSANgDCINknTkyBGlp6e7oiwzM1OFhYVuaxo1auQWZe3bt3d9GDLgKYg0AMZgx4Gq6dChQ25RlpWVpaKiIrc1TZo0cQVZQkKC2rVrR5TB4xFpAIzBjgNVw8GDB5WWlub6SIzs7GwVFxe7rWnWrJlblLVt25Yog9ch0gAYg8udZjpw4IAWL17sirKcnByVlJS4rWnevLkSExNdUdamTRuiDF6PSANgDCLNDPv371dqaqorynJzc1VaWuq25qyzznI7U9a6dWuiDMYh0gAYg0jzTvv27XOLsry8vBP+GbZu3dotylq1amXNsEAlItIAGINI8w579uzRokWLXJ/on5+ff8L7CNu0aeMKsoSEBLVs2dKiaQHrEGkAjEGkeabdu3crJSXFdffl0qVLT4iytm3bukVZ8+bNLZoW8BxEGgBjEGmeYefOnW5R9vPPP5+wpl27dm5R1rRpUwsmBTwbkQbAGESaNXbs2OG6dJmUlKTly5efsKZ9+/ZuUda4cWMLJgW8C5EGwBhEWuXYtm2bW5T98ssvJ6w577zzXEEWHx+vRo0aWTAp4N2INADGYMeBirFlyxZXkCUnJ2vVqlUnrOncubPr7svu3burQYMGFkwKmIVIA2AMzqSVj82bN7tF2erVq90et9ls6tKli1uU1atXz6JpAXMRaQCMwbZQp2fjxo1uUbZ27Vq3x202m0JDQ92irE6dOhZNC1QdRBoAY3Am7eSsX7/eLcrWrVvn9riPj4/sdrsryuLi4lS7dm1rhgWqMCINgDGItBM5HA6tW7fOLco2bNjgtsbX11dhYWGuuy9jY2NVq1YtiyYGcAyRBsAYRJozytauXesWZZs2bXJb4+fnp/DwcLcoCw4OtmhiAH+HSANgjKoYaQ6HQ6tXr3YFWVJSkrZs2eK2xt/fXxEREa4oi4mJUc2aNS2aGMDJItIAGKMqRJrD4dCqVavcomzbtm1ua/z9/dWtWzdXlEVHR6tGjRoWTQzgdBFpAIxhYqQ5HA798ssvrihLTk7W9u3b3dZUq1ZN0dHRrjf6R0VFKTAw0KKJAZQXIg2AMUyItLKyMq1YscItynbu3Om2pnr16m5R1q1bN1WvXt2iiQFUFCINgDG8MdLKysr0888/uy5dpqSkaPfu3W5rAgMDFRMT44qyyMhIBQQEWDQxgMpCpAEwhjdsC1VaWqqlS5e6omzRokXas2eP25qgoCDFxsa6oiwiIkLVqlWzaGIAViHSABjDE3ccKC0t1U8//eQWZfv27XNbU6NGDcXFxbmiLCwsjCgDQKQBMIcnXO4sKSlRfn6+W5Tt37/fbU1wcLDi4uJcd1/a7Xb5+/tbNDEAT0WkATCGFZFWXFysvLw8V5SlpqbqwIEDbmtCQkLUvXt3V5SFhobKz4/ffgH8M36XAGCMyoi04uJi5eTkuO6+TE1N1aFDh9zW1K5d2y3KunbtKl9f3wqbCYCZiDQAxqiISCsqKlJ2drYryhYvXqzDhw+7ralTp47i4+NdUda5c2eiDMAZI9IAGKM8Iq2wsFBZWVmuKEtLS9ORI0fc1tSrV88tyjp16uR6bQAoL0QaAGOcTqQdPXpUmZmZrihLT0/X0aNH3dbUr1/fFWSJiYnq0KEDUQagwhFpAIxxMpF25MgRZWRkuKIsIyNDhYWFbmsaNmzoFmXt27d3fQYbAFQWIg2AMf4q0g4fPqy0tDTX3ZdZWVkqKipye17jxo3doqxdu3ZEGQDLEWkAjHEsrLZt26YxY8YoKSlJ2dnZKi4udlvXtGlTtyhr27YtUQbA4xBpALzagQMHtHjxYiUnJ2v69OmSpIyMDGVkZLjWNG/eXImJia4wa9OmDVEGwOMRaQC8yv79+5Wamuq6fJmbm6vS0lK3NdWrV9eQIUNcUda6dWuiDIDXIdIAeLR9+/YpNTXV9Ub/vLy8E24MaN26tRISEuTr66t3331XPXr00NSpUy2aGADKB5EGwKPs3btXixYtckVZfn7+CRumt2nTxvV+soSEBLVs2VKS9OGHH+rdd9+1dO9OACgvRBoAS+3Zs0cpKSmuKFuyZMkJUda2bVu3KGvevPlfHssTNlgHgPJCpAGoVLt27XKLsqVLl56wpl27dq4gS0hIUNOmTU/q2EQaAJMQaQAq1I4dO9yibNmyZSesad++vVuUNW7c+LRei0gDYBIiDUC52rZtm5KTk10/VqxYccKajh07uqIsPj5ejRo1KpfXJtIAmIRIA3BGtmzZ4gqypKQkrVq16oQ1nTp1couyBg0aVMgsRBoAkxBpAE7J5s2b3aJs9erVbo/bbDZ16dLFdekyPj5e9erVq5TZiDQAJiHSAPyjTZs2ud5PlpSUpLVr17o9brPZFBoa6rr7snv37qpTp44lsx77wFoiDYAJiDQAbtavX+92pmzdunVuj/v4+Mhut7uiLC4uTrVr17Zm2D85dibtzx/hAQDeiEgDqjCHw6H169e7nSnbsGGD2xpfX1+FhYW5oiw2Nla1atWyaOJ/xuVOACYh0oAqxOFwaO3ata4gS05O1qZNm9zW+Pn5KTw83C3KgoODLZr41BBpAExCpAEGczgcWr16tVuU/f77725r/P39FRER4br7MiYmRjVr1rRo4jNDpAEwCZEGGMThcGjVqlVuUbZ161a3Nf7+/urWrZsryqKjo1WjRg2LJi5fRBoAkxBpgBdzOBz65Zdf3KJs+/btbmuqVaumqKgoV5RFRUUpKCjIookrFpEGwCREGuBFysrKtGLFCleQJScna+fOnW5rAgICFB0d7Yqybt26KTAw0KKJKxeRBsAkRBrgwcrKyrRs2TK3KNu9e7fbmsDAQMXExLje6B8ZGamAgACLJrYWkQbAJEQa4EHKysq0dOlSV5SlpKRoz549bmuCgoIUGxvrirKIiAhVq1bNook9C5EGwCREGmCh0tJSLVmyxC3K9u3b57amRo0aiouLc0VZWFgYUfY32HEAgEmINKASlZSUKD8/33XpctGiRSooKHBbU7NmTXXv3t0VZXa7Xf7+/hZN7F04kwbAJEQaUIFKSkqUm5vruvsyNTVVBw4ccFsTEhLiFmWhoaHy8+M/zdPBtlAATMKfBEA5Ki4uVk5OjivKFi9erIMHD7qtqV27trp37+66+7Jr167y9fW1aGKzcCYNgEmINOAMFBUVKTs72xVlaWlpOnTokNuaOnXqKD4+3hVlnTt3JsoqCJEGwCREGnAKCgsLlZWV5RZlR44ccVtTr149tyjr1KmTKx5QsYg0ACYh0oB/cPToUWVmZrruvkxPT9fRo0fd1tSvX9/1frKEhAR17NiRKLMIkQbAJEQa8AdHjhxRRkaG60xZRkaGCgsL3dY0bNjQFWSJiYlq376966MfYC0iDYBJiDRUaYcPH1Z6errrTFlmZqaKiorc1jRu3Ngtytq1a0eUeSgiDYBJiDRUKYcOHVJaWporyrKyslRcXOy2pmnTpm5R1rZtW6LMSxBpAExCpMFoBw8e1OLFi11Rlp2drZKSErc1zZs3d4uyNm3aEGVeikgDYBIiDUbZv3+/W5Tl5OSotLTUbU3Lli2VmJjoCrPWrVsTZYZgWygAJiHS4NUKCgq0aNEi1xv98/LyTvgDunXr1m53X7Zq1cqaYVHh2HEAgEmINHiVvXv3ukXZTz/9dEKUtWnTxi3KWrZsadG0qGxc7gRgEiINHm3Pnj1KSUlxRdmSJUtOOEvStm1btyhr3ry5RdPCakQaAJMQafAou3btcouyn3/++YQoa9eunVuUNW3a1KJp4WmINAAmIdJgqR07drhF2bJly05Y0759e1eQxcfHq0mTJhZMCm9ApAEwCZGGSrV9+3ZXkCUnJ2vFihUnrOnYsaNblDVq1MiCSeGNiDQAJiHSUKG2bt3qFmUrV648YU2nTp3coqxBgwYWTAoTEGkATEKkoVz9/vvvblH266+/uj1us9nUuXNntyirV6+eRdPCNEQaAJMQaTgjmzZtcouyNWvWuD1us9kUGhqqhIQEJSQkqHv37qpbt65F08J0RBoAkxBpOCUbNmxwBVlSUpLWrVvn9riPj4/sdrvr7su4uDjVrl3bmmFR5fxx5wiHw8FOEgC8GpGGv+VwOLR+/Xq3KNuwYYPbGl9fX4WFhbmiLDY2VrVq1bJoYlR1x86kSUQaAO9HpMHF4XDot99+c4uyTZs2ua3x9fVVRESEW5QFBwdbNDHg7o+RVlZW5vY1AHgbIq0KczgcWrNmjVuU/f77725r/Pz8FBkZ6YqymJgY1axZ06KJgX/250gDAG9GpFUhDodDv/76q1uUbd261W2Nv7+/unXr5rr7Mjo6WjVq1LBoYuDUEGkATEKkGczhcOiXX35xu/ty+/btbmuqVaumqKgoV5RFRUUpKCjIoomBM0OkATAJkWaQsrIyrVixwhVlKSkp2rFjh9uagIAARUdHu6KsW7duCgwMtGhioHwRaQBMQqR5sbKyMi1btswtynbt2uW2JjAw0C3KIiMjVb16dYsmBioWkQbAJESaFykrK9PSpUvdomzPnj1ua4KCghQTE+OKsoiICAUEBFg0MVC5iDQAJiHSPFhpaamWLFniirJFixZp7969bmtq1KihuLg41yf6h4eHq1q1ahZNDFiLSANgEiLNg5SUlGjFihWaN2+ekpOTtWjRIhUUFLitqVmzprp37+76SAy73S5/f3+LJgY8yx8/vJZIA+DtiDQP4ufnp7Zt22rAgAGuD5ENCQlxi7LQ0FD5+fGPDfgrnEkDYBL+tPcwgYGBuvTSS9WiRQslJiaqa9eu8vX1tXoswCv8ee9OAPBmRJoHmjRpktUjAF7Lx8dHZWVlnEkD4PXY2A6AUY5d8iTSAHg7Ig2AUYg0AKYg0gAYhUgDYAoiDYBRiDQApiDSABiFSANgCmMirajI6gkAeAIiDYApPDbSEhOl225z/qhdW6pXT3rkEenYRx+1aiU984w0fLhUq5Z0443O73/xhdSxoxQQ4FwzYYL7cVu1kp5+WrrqKqlmTalpU+nVV93XvPSS1KmTVKOG1KKFNGqUdPDg8cc/+MA509y5Uvv2zuP06ydt3ep+nPffdz5evbp07rnSG2+Uz68NgL9HpAEwhcdGmiRNnSr5+UmZmdIrr0gTJ0rvvHP88RdflM47T8rNlR591PnXIUOkK66Qfv5ZeuIJ5/c/+MD9uC++KHXuLOXlSQ89JI0eLf3ww/HHfXycr7dsmXOGBQuk++93P8bhw9L48dL//ielpEgbN0r33nv88bfflsaMkZ59VvrlF2nsWOcsU6eW968SgD869oG2RBoAb2dznMTHcu/fv1+1atVSQUGBQkJCKmMuJSZKO3ZIy5dLxz5E/MEHpW++kVascJ4RCw2Vvvrq+HOuvlrauVOaN+/49+6/X5o923kcyfm89u2l778/vuaKK6T9+6XvvvvrWWbMkG65Rdq1y/n1Bx9II0ZIa9ZIbdo4v/fGG9JTT0nbtjm/btlSeuEF6corjx/nmWecr5GWdnq/JgD+Xf369bV7924tX75cHTp0sHocAHBzKk3l0WfSoqKOB5okRUdLq1dLpaXOr8PD3df/8osUG+v+vdhY9+ccO84fRUc7n3vMwoVS795Ss2ZScLA0bJi0e7d06NDxNUFBxwNNkpo0cUal5AzFTZuk6693Xgo99uOZZ6S1a0/t1wDAqeFyJwBTePW2UDVquH/tcLhH3bHvnYxjz9uwQerfX7r5Zud71+rWlVJTncFVXHx8vb//ic8/9lrH/mx4+22pWzf3dWzDCVQsIg2AKTw60jIyTvy6bdu/D50OHZxB9UdpadJ//uP+nL867rnnOv8+J0cqKXHecPD/v9dr+vRTm7tRI+dZuN9+c16CBVB5iDQApvDoSNu0Sbr7bmnkSOeb/F999cS7Nf/onnukiAjnGbDLL5fS06XXXjvxrsrFi6Vx46RLLnHeMDBjhvN9a5LzEmZJifO1Bg50rn3zzVOf/YknpDvukEJCpAsukAoLnQG4d6/z5wSgYhBpAEzh0e9JGzZMOnJEioyUbr1Vuv126aab/n693e486/Xpp867Ph97zPlm/uHD3dfdc4/zTtDQUGfQTZgg9e3rfKxrV+dHcLzwgvMYH30kPffcqc9+ww3OO1E/+MD5cR4JCc6/b9361I8F4OQRaQBM4dF3d3btKk2aVL7HbdVKuusu5w8A5mnVqpU2bNigzMxMRUZGWj0OALgx5u5OADhVnEkDYAoiDYBRiDQApvDYGweSkirmuOvXV8xxAXgGdhwAYArOpAEwCmfSAJiCSANglGORdhL3RAGARyPSABiFM2kATEGkATAKkQbAFEQaAKMQaQBM4fWR9t133yk2NlZ2u10XXHCBli5davVIACxEpAEwhddHWv/+/fXWW2/p0KFDmjNnjsLCwvTKK6/wpmGgiiLSAJjC6yNNks477zxlZ2dr8ODBKikp0Z133qkrr7xSBw8etHo0AJWMSANgCiMiTZJCQkI0ffp0TZw4UX5+fvrss88UERGhFStWWD0agEpEpAEwhTGRJjk/afyuu+5SUlKSmjZtqpUrVyoyMlKffvqp1aMBqCREGgBTGBVpx8TGxiovL089evTQoUOHdOWVV+r2229XUVGR1aMBqGBsCwXAFEZGmiQ1atRI8+bN00MPPSRJeu2115SQkKBNmzZZPBmAisSOAwBMYWykSZKfn5/Gjh2rb775RrVr11ZGRobsdrt++OEHq0cDUEG43AnAFEZH2jEDBw5Ubm6uQkNDtWvXLvXt21dPP/00v4kDBiLSAJiiSkSaJJ199tlKS0vTDTfcIIfDoccee0wDBgzQ7t27rR4NQDki0gCYospEmiRVr15db7/9tt577z1Vr15d33//vex2u7Kzs60eDUA5IdIAmKJKRdoxI0aMUHp6utq0aaONGzcqLi5Ob775Jm80BgxApAEwRZWMNEnq2rWrcnJydPHFF6uoqEi33HKLhg0bpkOHDlk9GoAzQKQBMEWVjTRJql27tr766iu98MIL8vHx0bRp0xQVFaVff/3V6tEAnCYiDYApqnSkSc4Pvrz//vu1YMECNWrUSMuWLVN4eLi++OILq0cDcBqINACmqPKRdkxCQoLy8/PVvXt3HThwQIMHD9bdd9+t4uJiq0cDcArYcQCAKYi0P2jSpInmz5+ve++9V5I0ceJE9ejRQ7///rvFkwE4WZxJA2AKIu1P/P399eKLL+rLL79USEiIFi9eLLvdroULF1o9GoCTwLZQAExBpP2NQYMGKScnR506ddKOHTvUq1cvPf/88/zfOeDhOJMGwBRE2j9o27atMjIyNGzYMJWVlemhhx7SJZdcor1791o9GoC/QaQBMAWR9i+CgoL0wQcf6K233lK1atX07bffKiwsTPn5+VaPBuAvEGkATEGknQSbzaabbrpJaWlpatWqldatW6fo6Gi9++67Vo8G4E+INACmINJOQVhYmHJzc3XhhReqsLBQN9xwg66//nodOXLE6tEA/D8iDYApiLRTVLduXX3zzTd69tln5ePjo/fee08xMTFau3at1aMBEJEGwBxE2mnw8fHRww8/rHnz5qlBgwb66aefFBYWpq+//trq0YAqj0gDYAoi7Qycf/75ysvLU3R0tAoKCnTJJZfogQceUElJidWjAVUWkQbAFETaGWrevLmSkpJ05513SpLGjRun3r17a9u2bRZPBlRNbAsFwBREWjmoVq2aJk2apM8++0w1a9ZUUlKS7Ha7Fi1aZPVoQJXDjgMATEGklaMhQ4YoOztbHTp00NatW9WjRw9NmDCBPyyASsTlTgCmINLK2bnnnqvMzExdddVVKi0t1b333qvBgweroKDA6tGAKoFIA2AKIq0C1KxZU9OmTdPrr78uf39/ffnll4qIiNDPP/9s9WiA8Yg0AKYg0iqIzWbTqFGjtGjRIrVo0UKrV69Wt27d9OGHH1o9GmA0Ig2AKYi0CtatWzfl5eWpT58+OnLkiK699lqNHDlSR48etXo0wEhEGgBTEGmVoH79+vruu+/0+OOPy2azacqUKYqLi9P69eutHg0wDpEGwBREWiXx9fXVE088oe+++05169ZVbm6u7Ha7vvvuO6tHA4xCpAEwBZFWyfr166e8vDxFRERo7969uvDCC/Xoo4+qtLTU6tEAIxBpAExBpFngrLPO0qJFizRq1ChJ0jPPPKN+/fpp586dFk8GeD92HABgCiLNIgEBAXr99dc1bdo0BQUF6ccff5Tdbld6errVowFejR0HAJiCSLPY1VdfraysLLVr106bN29WfHy8XnnlFf6AAU4TlzsBmIJI8wAdO3ZUdna2LrvsMpWUlOjOO+/UFVdcoQMHDlg9GuB1iDQApiDSPERwcLA+++wzTZw4UX5+fpo+fboiIyO1YsUKq0cDvAqRBsAURJoHsdlsuuuuu5SUlKSmTZtq5cqVioyM1CeffGL1aIDXINIAmIJI80CxsbHKz89Xz549dejQIV111VW6/fbbVVRUZPVogMcj0gCYgkjzUA0bNtS8efP08MMPS5Jee+01xcfHa9OmTRZPBng2Ig2AKYg0D+br66tnn31W3377rWrXrq3MzEyFhoZq3rx5Vo8GeCwiDYApiDQvMGDAAOXl5clut2v37t3q16+fnnrqKf4QAv4CkQbAFESal2jdurUWL16sG2+8UQ6HQ48//rguvPBC7d692+rRAI/CjgMATEGkeZHq1atrypQpev/991W9enXNmTNHdrtd2dnZVo8GeAzOpAEwBZHmhYYPH66MjAy1adNGGzduVFxcnCZPnswuBYDYFgqAOYg0L9WlSxfl5OTokksuUVFRkUaNGqVhw4bp0KFDVo8GWIozaQBMQaR5sdq1a+vLL7/UuHHj5Ovrq2nTpqlbt25atWqV1aMBliHSAJiCSPNyNptN9913n+bPn69GjRpp+fLlioiI0Oeff271aIAliDQApiDSDJGQkKD8/HzFx8frwIEDuuyyy3T33XeruLjY6tGASkWkATAFkWaQJk2aaP78+brvvvskSRMnTlSPHj30+++/WzwZUHmINACmINIM4+fnp3HjxunLL79USEiIFi9eLLvdrgULFlg9GlApiDQApiDSDDVo0CDl5OSoc+fO2rFjh3r37q3nnnuOP7hgPCINgCmINIO1bdtW6enpuvbaa1VWVqaHH35YF198sfbu3Wv1aECFIdIAmIJIM1xQUJDef/99TZkyRQEBAZo1a5bCwsKUn59v9WhAhWBbKACmINKqAJvNphtvvFGLFy9Wq1attG7dOkVHR+vdd9+1ejSg3LHjAABTEGlVSFhYmHJzc3XhhReqsLBQN9xwg6677jodOXLE6tGAcsPlTgCmINKqmLp16+qbb77Rs88+Kx8fH73//vuKjo7WmjVrrB4NKBdEGgBTEGlVkI+Pjx5++GHNmzdPDRo00JIlSxQeHq6ZM2daPRpwxog0AKYg0qqw888/X/n5+YqJiVFBQYEGDRqkBx54QCUlJVaPBpw2Ig2AKYi0Kq5Zs2ZKSkrSXXfdJUkaN26cevXqpW3btlk7GHCaiDQApiDSIH9/f02cOFGfffaZatasqeTkZIWGhmrRokVWjwacMiINgCmINLgMGTJE2dnZ6tChg7Zt26YePXpo/PjxfJQBvAqRBsAURBrcnHvuucrMzNRVV12l0tJS3XfffRo8eLAKCgqsHg04KUQaAFMQaThBzZo1NW3aNL3++uvy9/fXl19+qfDwcC1dutTq0YB/xY4DAExBpOEv2Ww2jRo1SqmpqWrZsqXWrFmjqKgoTZ061erRgH/EmTQApiDS8I8iIyOVm5urvn376siRIxo+fLhGjhypo0ePWj0a8JfYFgqAKYg0/Kv69etr9uzZeuKJJ2Sz2TRlyhTFxsZq3bp1Vo8GnIAzaQBMQaThpPj6+urxxx/X999/r7p16yovL09hYWGaPXu21aMBbog0AKYg0nBK+vbtq/z8fEVGRmrv3r0aMGCAHnnkEZWWllo9GiCJSANgDiINp6xly5ZKSUnRqFGjJEnPPvus+vbtq507d1o8GUCkATAHkYbTEhAQoNdff10fffSRgoKCNH/+fIWGhio9Pd3q0VDFEWkATEGk4YxcddVVysrKUrt27fT7778rPj5er7zyCnfWwTJEGgBTEGk4Yx07dlR2draGDBmikpIS3Xnnnbriiit04MABq0dDFUSkATAFkYZyERwcrE8//VSTJk2Sn5+fpk+froiICC1fvtzq0VDFEGkATEGkodzYbDbdeeedSk5OVtOmTbVq1SpFRkbq448/tno0VCFsCwXAFEQayl1MTIzy8/PVs2dPHT58WFdffbVuu+02FRYWWj0aqgB2HABgCiINFaJhw4aaN2+exowZI0l6/fXXFR8fr40bN1o8GUzH5U4ApiDSUGF8fX31zDPP6Ntvv1Xt2rWVlZUlu92uefPmWT0aDEakATAFkYYKN2DAAOXl5clut2v37t3q16+fnnrqKf4QRYUg0gCYgkhDpWjdurUWL16sm266SQ6HQ48//rj69++vXbt2WT0aDEOkATAFkYZKU716db311lv64IMPVL16dc2dO1dhYWHKysqyejQYhEgDYAoiDZXu2muvVWZmps455xxt3LhRcXFxeuONN7gbD+WCSANgCiINlujcubNycnJ0ySWXqLi4WLfeequuueYaHTp0yOrR4OWINACmINJgmVq1aunLL7/Uiy++KF9fX3300Ufq1q2bVq1aZfVo8GJEGgBTEGmwlM1m07333qsFCxaocePGWr58ucLDw/X5559bPRq8FDsOADAFkQaPEB8fr7y8PMXHx+vgwYO67LLLNHr0aBUXF1s9GrwMOw4AMAWRBo/RpEkTzZ8/X/fff78kadKkSerRo4d+//13iyeDN+FyJwBTEGnwKH5+fnrhhRf01VdfKSQkRIsXL5bdbteCBQusHg1egkgDYAoiDR7pkksuUW5urjp37qwdO3aod+/eGjt2LH/w4l8RaQBMQaTBY51zzjlKT0/X8OHDVVZWpjFjxujiiy/W3r17rR4NHoxIA2AKIg0eLSgoSO+9957efvttBQQEaNasWQoLC1NeXp7Vo8FDEWkATEGkwePZbDbdcMMNSktLU6tWrbRu3TrFxMTonXfe4Q4+nIBIA2AKIg1ew263Ky8vTwMGDFBhYaFuvPFGXXfddTp8+LDVo8GDEGkATEGkwavUqVNHX3/9tcaOHSsfHx998MEHiomJ0Zo1a6weDR7ij5+TxplWAN6MSIPX8fHx0UMPPaQffvhBDRo00JIlSxQWFqaZM2daPRo8wLFIk/hAWwDejUiD1+rZs6fy8/MVExOj/fv3a9CgQbr//vtVUlJi9Wiw0LFtoSQueQLwbkQavFqzZs2UlJSk0aNHS5JefPFFnX/++dq6davFk8EqnEkDYAoiDV7P399fL730kqZPn66aNWsqJSVFdrtdKSkpVo8GC/wx0jiTBsCbEWkwxmWXXaacnBx17NhR27ZtU8+ePTV+/HjOplQxRBoAUxBpMEq7du2UmZmpq6++WqWlpbrvvvv03//+VwUFBVaPhkpCpAEwBZEG49SoUUP/+9//9MYbb8jf319fffWVwsPDtXTpUqtHQyUg0gCYgkiDkWw2m2655RalpqaqZcuWWrNmjaKiojR16lSrR0MFI9IAmIJIg9EiIyOVl5enfv366ciRIxo+fLhuuukmHT161OrRUEGINACmINJgvHr16mn27Nl68sknZbPZ9Pbbbys2Nlbr1q2zejRUACINgCmINFQJPj4+euyxx/T999+rXr16ysvLk91u1+zZs60eDeWMSANgCiINVUrfvn2Vl5enyMhI7du3TwMGDNCYMWNUWlpq9WgoJ+w4AMAURBqqnJYtWyolJUW33nqrJGns2LHq27evduzYYfFkKC/HQo3PyAPgzYg0VEkBAQF67bXX9NFHHykoKEjz58+X3W5XWlqa1aOhHBy75MmZNADejEhDlXbVVVcpKytL7dq10++//66EhAS9/PLLnIHxckQaABMQaajyOnbsqOzsbA0ZMkQlJSW66667dMUVV+jAgQNWj4bTRKQBMAGRBkgKDg7Wp59+qpdffll+fn6aPn26IiIitHz5cqtHw2kg0gCYgEgD/p/NZtMdd9yh5ORkNWvWTKtWrVJkZKQ++ugjq0fDKSLSAJiASAP+JCYmRnl5eTr//PN1+PBhDR06VLfeeqsKCwutHg0niUgDYAIiDfgLDRs21Ny5czVmzBhJ0htvvKH4+Hht3LjR4slwMog0ACYg0oC/4evrq2eeeUazZs1SnTp1lJWVJbvdrrlz51o9Gv4FkQbABEQa8C8uvPBC5ebmym63a/fu3brgggv05JNPEgAe7NiH2fLPCIA3I9KAk9C6dWstXrxYN910kxwOh5544gn1799fu3btsno0/AXOpAEwAZEGnKTq1avrrbfe0tSpUxUYGKi5c+fKbrcrKyvL6tHwJ8cijQ8lBuDNiDTgFA0bNkwZGRk655xztGnTJsXFxemNN94gCDwIZ9IAmIBIA05D586dlZOTo0GDBqm4uFi33nqrhg4dqkOHDlk9GkSkATADkQacplq1aumLL77Q+PHj5evrq48//liRkZFauXKl1aNVeUQaABMQacAZsNlsuueee7RgwQI1btxYK1asUEREhGbMmGH1aFUakQbABEQaUA7i4+OVn5+v+Ph4HTx4UEOGDNHo0aNVXFxs9WhVEpEGwAREGlBOGjdurPnz5+v++++XJE2aNEmJiYn6/fffLZ6s6iHSAJiASAPKkZ+fn1544QXNnDlTtWrVUlpamkJDQzV//nyrR6tSiDQAJiDSgApw8cUXKzc3V126dNHOnTvVp08fjR07lmioJEQaABMQaUAFadOmjdLT0zVixAiVlZVpzJgxuuiii7R3716rRzMe20IBMAGRBlSgwMBAvffee3rnnXcUEBCg2bNny263Kzc31+rRjMaOAwBMQKQBleD6669XWlqaWrdurfXr1ys2NlZvv/02EVFBuNwJwAREGlBJjp1BGzhwoAoLC3XTTTdpxIgROnz4sNWjGYdIA2ACIg2oRHXq1NHMmTM1duxY+fj4aOrUqYqOjtaaNWusHs0oRBoAExBpQCXz8fHRQw89pB9++EENGzbU0qVLFRYWppkzZ1o9mjGINAAmINIAi/Ts2VN5eXmKjY3V/v37NWjQIN13330qKSmxejSvR6QBMAGRBlioWbNmWrhwoUaPHi1JGj9+vM4//3xt3brV4sm8G5EGwAREGmAxf39/vfTSS5oxY4aCg4OVkpKi0NBQJScnWz2a1yLSAJiASAM8xODBg5Wdna2OHTtq+/btOv/88/Xiiy/yMR2ngUgDYAIiDfAg7dq1U2ZmpoYOHarS0lLdf//9uvTSS1VQUGD1aF6FHQcAmIBIAzxMjRo19OGHH+qNN95QtWrVNHPmTIWHh2vJkiVWj+Y1OJMGwAREGuCBbDabbrnlFqWmpqply5Zas2aNoqKi9MEHH1g9mldgWygAJiDSAA8WERGhvLw89evXT0ePHtWIESN000036ejRo1aP5tE4kwbABEQa4OHq1aun2bNn66mnnpLNZtPbb7+t2NhYrVu3zurRPBaRBsAERBrgBXx8fPToo49qzpw5qlevnvLy8mS32zVr1iyrR/NIRBoAExBpgBfp06eP8vLy1K1bN+3bt08DBw7UmDFjVFpaavVoHoVIA2ACIg3wMi1btlRKSopuu+02SdLYsWPVp08f7dixw+LJPAeRBsAERBrghapVq6ZXX31VH3/8sYKCgrRgwQKFhoZq8eLFVo/mEYg0ACYg0gAvduWVVyo7O1vnnnuutmzZosTERE2aNKnKf/QEkQbABEQa4OU6dOigrKwsXX755SopKdHo0aN1+eWX68CBA1aPZhkiDYAJiDTAAMHBwfrkk0/0yiuvyM/PTzNmzFBERISWL19u9WiWYFsoACYg0gBD2Gw23X777UpJSVGzZs20atUqRUZG6qOPPrJ6tErHjgMATECkAYaJjo5Wfn6+evXqpcOHD2vo0KEaNWqUCgsLrR6t0nC5E4AJiDTAQA0aNNCcOXP0yCOPSJImT56s7t27a8OGDRZPVjmINAAmINIAQ/n6+urpp5/WrFmzVKdOHWVnZ8tut2vOnDlWj1bhiDQAJiDSAMNdeOGFysvLU1hYmPbs2aP+/fvriSeeMHqXAiINgAmINKAKaNWqlVJTUzVy5Eg5HA49+eST6t+/v3bt2mX1aBWCSANgAiINqCKqV6+uN998U1OnTlVgYKDmzZsnu92urKwsq0crd0QaABMQaUAVM2zYMGVmZqpt27batGmT4uLi9Prrrxv1cRVEGgATEGlAFdSpUydlZ2fr0ksvVXFxsW677TZdffXVOnjwoNWjlQsiDYAJiDSgiqpVq5Y+//xzjR8/Xr6+vvrkk0/UrVs3rVy50urRzhg7DgAwAZEGVGE2m0333HOPFi5cqCZNmmjFihWKiIjQ9OnTrR7tjLDjAAATEGkA1L17d+Xl5SkhIUEHDx7U5ZdfrrvuuktFRUVWj3ZauNwJwAREGgBJUuPGjfXjjz/qgQcekCS9/PLLSkxM1ObNmy2e7NQRaQBMQKQBcPHz89Pzzz+vmTNnqlatWkpPT5fdbtf8+fOtHu2UEGkATECkATjBxRdfrNzcXHXp0kU7d+5Unz599Oyzz3pN9BBpAExApAH4S23atFF6erquu+46lZWV6ZFHHtFFF12kPXv2WD3avyLSAJiASAPwtwIDA/Xuu+/qnXfeUUBAgGbPnq2wsDDl5uZaPdo/ItIAmIBIA/Cvrr/+eqWnp+vss8/W+vXrFRMToylTpnjsR1wQaQBMQKQBOCmhoaHKycnRwIEDVVRUpJEjR2rEiBE6fPiw1aOdgEgDYAIiDcBJq1OnjmbOnKnnnntOPj4+mjp1qqKjo7V69WqrR3NDpAEwAZEG4JT4+PjowQcf1I8//qiGDRtq6dKlCg8P11dffWX1aC5sCwXABEQagNPSo0cP5eXlKTY2Vvv379ell16q++67TyUlJVaPxrZQAIxApAE4bc2aNdPChQt19913S5LGjx+vnj17auvWrZbOxeVOACYg0gCcEX9/f02YMEEzZsxQcHCwFi1apNDQUCUnJ1s2E5EGwAREGoByMXjwYOXk5Oi8887T9u3bdf7552vcuHGWXHIk0gCYgEgDUG7+85//KCMjQ0OHDlVpaakeeOABDRo0SPv27avUOYg0ACYg0gCUqxo1aujDDz/U5MmTVa1aNX399dcKDw/XkiVLKm0GIg2ACYg0AOXOZrPp5ptvVmpqqlq2bKm1a9cqKipKH3zwQaW8PpEGwAREGoAKExERoby8PF1wwQU6evSoRowYoRtvvFFHjx6t0Ncl0gCYgEgDUKHq1aunWbNm6amnnpLNZtM777yjmJgY/fbbbxX2mkQaABMQaQAqnI+Pjx599FHNnTtX9erVU35+vsLCwvTtt99WyOux4wAAExBpACpN7969lZ+fr27dumnfvn266KKL9PDDD5f7LgXsOADABEQagErVokULpaSk6Pbbb5ckPffcc+rTp4+2b99ebq/RuHFjhYaGqmXLluV2TACobDbHSfyv5v79+1WrVi0VFBQoJCSkMuYCUAV8+umnuuGGG3To0CE1bdpU06dPV2xsrNVjAUCFOZWm4kwaAMtcccUVysrK0rnnnqstW7YoMTFREydO5DIlAIhIA2CxDh06KCsrS5dffrlKSkp09913a8iQIdq/f7/VowGApYg0AJYLDg7WJ598oldeeUX+/v76/PPPFRERoWXLllk9GgBYhkgD4BFsNptuv/12paSkqHnz5vr111/VrVs3TZs2zerRAMASRBoAjxIVFaW8vDz16tVLhw8f1jXXXKNRo0apsLDQ6tEAoFIRaQA8ToMGDTRnzhw9+uijkqTJkyere/fu2rBhg8WT/b2kJMlmk/bts3oSafhw6ZJLrJ4CwJki0gB4JF9fXz311FOaPXu26tSpo+zsbNntds2ZM8fq0ZSYKN11l9VTADAdkQbAo/Xv3195eXkKCwvTnj171L9/fz3++OMqLS21ejQAqFBEGgCP16pVK6WmpmrkyJFyOBx66qmn1L9/f+3atetfn5uYKN1+u/PMV506UqNG0pQp0qFD0ogRUnCw1KaN9P33x5+zYoXUv79Us6Zz/TXXSMdeavhwKTlZevll5+VNm01av/74c3NzpfBwKShIiomRVq06/tjatdLFFzuPWbOmFBEh/fjjn3+u0tix0nXXOWdr2dI57x/9/LPUs6cUGCjVqyfddJN08ODJ/3oC8A5EGgCvUL16db355pv68MMPFRgYqHnz5slut+vnn3/+1+dOnSrVry9lZTmD7ZZbpMsuc0ZUXp7Ut68zxA4flrZulRISpK5dpZwcac4caft2acgQ57FeflmKjpZuvNG5dutWqUWL4681Zow0YYLzuX5+ztg65uBBZ/z9+KOUn+983YEDpY0b3eedMMEZevn50qhRznlXrnQ+dviw1K+fMzizs6UZM5zHu+22M/v1BeCBHCehoKDAIclRUFBwMssBoEItXbrU0bZtW4ckR0RExD+uTUhwOOLijn9dUuJw1KjhcFxzzfHvbd3qcEgOR3q6w/Hoow5Hnz7ux9i0yfn4qlXHj3nnne5rFi50rvnxx+Pfmz3b+b0jR/5+vg4dHI5XXz3+9VlnORxDhx7/uqzM4WjY0OGYPNn59ZQpDkedOg7HwYPur+Pj43Bs2+b8+tprHY6LL/771wRgnVNpKs6kAfA6nTp1Uk5Oji699FKVlJT86/rOnY//va+v8xJhp07Hv9eokfOvO3Y4L1cuXOi8HHnsx7nnOh9fu/bfZ/vjazVpcvy4kvMS6/33Sx06SLVrO4+9cuWJZ9L+eAybTWrc+PgxfvlF6tJFqlHj+JrYWKmszP3SKgDv52f1AABwOkJCQvT555/ro48++te1/v7uX9ts7t+z2Zx/LStz/hg4UHrhhROPcyy6Tva1/nhcSbrvPmnuXGn8eOmcc5zvKRs8WCoq+vd5jx3D4Th+3D/7u+8D8E5EGgCvZbPZNHTo0HI9pt0uffGF8w38fn/zO2S1atLp3Fy6aJHzxoNBg5xfHzzoftPByejQwfkeu0OHjp9NW7xY8vGR/vOfU58JgOficicA/MGtt0p79khXXum80eC336R585w3ABwLs1atpMxMZ2Dt2nX8LNe/Oecc6csvpZ9+kpYska666uSfe8zVV0vVq0vXXistW+a8NHv77c4bH45dtgVgBiINAP6gaVPnmanSUufdl+edJ915p1SrlvNslSTde6/zvW0dOkgNGpz4nrK/M3Gi867MmBjnJdW+fZ1n7k5FUJDzkumePc6P8Bg8WDr/fOm1107tOAA8n83hcDj+bdH+/ftVq1YtFRQUKCQkpDLmAgAAMM6pNBVn0gAAADwQkQYAAOCBiDQAAAAPRKQBAAB4ICINAADAAxFpAAAAHohIAwAA8EBEGgAAgAci0gAAADwQkQYAAOCBiDQAAAAPRKQBAAB4ICINAADAAxFpAAAAHohIAwAA8EBEGgAAgAci0gAAADwQkQYAAOCBiDQAAAAPRKQBAAB4ICINAADAAxFpAAAAHohIAwAA8EBEGgAAgAci0gAAADwQkQYAAOCB/E5mkcPhkCTt37+/QocBAAAw2bGWOtZW/+SkIu3AgQOSpBYtWpzBWAAAAJCcbVWrVq1/XGNznETKlZWVacuWLQoODpbNZiu3AQEAAKoSh8OhAwcOqGnTpvLx+ed3nZ1UpAEAAKByceMAAACAByLSAAAAPBCRBgAA4IGINAAAAA9EpAEAAHggIg0AAMADEWkAAAAe6P8AJICL31Fv5vIAAAAASUVORK5CYII=" 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" + "image/png": 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", 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", - "text/plain": "" + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -1075,8 +1127,10 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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" + "image/png": 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", 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" + ] }, "execution_count": 32, "metadata": {}, @@ -1145,7 +1199,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.13.11" } }, "nbformat": 4,