diff --git a/cross-entropy/CEM.ipynb b/cross-entropy/CEM.ipynb index afa0c2ac7..2db478584 100644 --- a/cross-entropy/CEM.ipynb +++ b/cross-entropy/CEM.ipynb @@ -34,8 +34,7 @@ "\n", "import torch\n", "import torch.nn as nn\n", - "import torch.nn.functional as F\n", - "from torch.autograd import Variable" + "import torch.nn.functional as F" ] }, { @@ -47,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -237,12 +236,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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bhg4dik6dOsHDw6NaE7PZKhYUIiIiK3F77pEDBw7gX//6FwIDA/HSSy+hTZs2sLe3t+q7D9c0FhQiIiIrkJOTgx9++AH79u1DZWUlVqxYgfbt2zeoUvJ7LChEREQSys7OxrfffouLFy+isrISU6ZMQZcuXWpsRlZbxYJCREQkAYPBgG+++Qa7du1CUFAQIiIi0KVLF6hUKqmjWQUWFCIiojokhEBpaSmWLl2K4uJiTJo0CaGhoWjUqJFNXCpcV1hQiIiI6kBlZSV0Oh0OHTqE999/Hy+88AIGDx5suQEfVcWCQkREVMuMRiPi4+Px5ZdfolWrVjhw4ADn8fofWFCIiIhq0bVr17BlyxZUVFTgiSeeQFhYGMeZ3AcWFCIiologhMCBAwfwzTffoF+/fujVqxc8PT2ljmUzWFCIiIhqkBACWVlZePXVV+Hi4oLY2Fj4+/s3+MuGq4sFhYiIqIYYjUb8/PPPeOedd9CpUyfExsZCoVBwEOwDYEEhIiKqAfn5+UhMTERCQgKeeuopdO/eXepINo0FhYiI6CFlZGRg9+7daNSoEf7xj3+gWbNmUkeyeSwoRERED8hsNiM+Ph6bN2/G+PHj0atXLzg6Okodq15gQSEiInoARqMRGzZsQHJyMt566y00adKEA2FrEAsKERFRNZjNZuTl5eHf//43VCoVVq9eDQAcCFvDWFCIiIjuU3l5Ob777jskJiaic+fOGDp0KItJLWFBISIiug9msxm7d+/GgQMH8Ne//hVdunSBnR2/RmuLvLpPOHr0KIYOHQpvb2/IZDLs2rWrynohBF555RV4eXnB0dERERERuHjxYpVtCgsLMWHCBKjVari6umL69OkoKSl5qA9CRERUmz766CP8/PPPWLx4Mbp168ZyUsuqXVBKS0vRqVMnrFy58o7r3377bXzwwQdYs2YNkpOT0ahRI0RGRqK8vNyyzYQJE5CWloa4uDjs27cPR48excyZMx/8UxAREdUCIQTKysrw8ssvQ6VSYe7cuWjdurXUsRoEmRBCPPCTZTLs3LkTI0aMAPDbf0hvb288//zz+Nvf/gYA0Ol08PT0xLp16zB27Fj8+OOPCAoKwqlTp9C1a1cAwIEDBzBkyBD88ssv8Pb2/p/vq9fr4eLiAp1Ox7tBEhFRrTCZTPjpp5+wceNGdOzYESNHjoRSqZQ6lk2rzvd3tY+g3MuVK1eQm5uLiIgIy2MuLi7o0aMHkpKSAABJSUlwdXW1lBMAiIiIgFwuR3Jy8h1ft6KiAnq9vspCRERUW4QQSElJwfLly9G3b1+MHj2a5aSO1WhByc3NBYA/3a3R09PTsi43NxceHh5V1tvZ2cHNzc2yzR8tW7YMLi4ulsXX17cmYxMREVVx5MgR7Nu3D5MnT0ZkZCTnN5FAjRaU2rJo0SLodDrLkpWVJXUkIiKqh4QQ2LlzJ44cOYIZM2YgLCxM6kgNVo0OQdZoNACAvLw8eHl5WR7Py8tD586dLdvk5+dXeV5lZSUKCwstz/8jlUoFlUpVk1GJiIiqMBqN2Lt3LzIyMjB79mzeT0diNXoExd/fHxqNBvHx8ZbH9Ho9kpOTodVqAQBarRZFRUU4ffq0ZZuEhASYzWb06NGjJuMQERH9T0IIGAwGbNu2DZcuXcJTTz0Fd3d3TsAmsWofQSkpKcGlS5csP1+5cgWpqalwc3ODn58f5s6di9deew0BAQHw9/fHyy+/DG9vb8uVPu3bt8egQYMwY8YMrFmzBkajEbNnz8bYsWPv6woeIiKimrZq1Sro9Xo8++yzcHV1lToO4QEKSkpKCgYMGGD5ed68eQCAKVOmYN26dViwYAFKS0sxc+ZMFBUVoU+fPjhw4AAcHBwsz9m4cSNmz56N8PBwyOVyxMTE4IMPPqiBj0NERHT/Kioq8PLLL6NLly546qmn4OzsLHUk+q+HmgdFKpwHhYiIHoYQArdu3cLrr7+Ofv36ISIigjPD1oHqfH/zvwYRETUoQgjcvHkTa9euRbdu3TBw4EDI5TZxUWuDwoJCREQNSn5+Pj777DP4+Phg5MiRUsehu2BlJCKiBiM/Px9r1qyBRqPBpEmTpI5D98AjKERE1CDk5eVh1apV6N+/f5WLPcg6saAQEVG9JoTAjRs38K9//Qvh4eHo06cP5zixASwoRERUb90uJ5s2bULnzp3Rt29flhMbwYJCRET11tWrV7F582a0atUK0dHRUsehauAgWSIiqpcKCwuxYsUKNG/eHGPGjJE6DlUTj6AQEVG9U1xcjH/+858YNmwYHn30Uanj0ANgQSEionpDCIHy8nKsXLkSffr0QVhYGMec2CgWFCIiqjcMBgM2btyIZs2aYfDgwSwnNoxjUIiIqF4wm81Yv349ioqKMG3aNJYTG8cjKEREVC+8++67kMlkeOaZZ3hvnXqABYWIiGze6tWr0bhxY0yaNAkqlUrqOFQDWFCIiMhmmUwm7NmzByaTCePHj4ejo6PUkaiG8BgYERHZJJPJhO+++w6XL1/GqFGj4OLiwnEn9QgLChER2RwhBFJSUnDs2DEMGzYM3t7eUkeiGsaCQkRENmffvn1YsWIFRo4cibZt20odh2oBx6AQEZHNEELg2rVr2LZtGxYvXoz27dtLHYlqCY+gEBGRTRBCoKCgAB988AEWLFiAoKAgqSNRLeIRFCIisgnFxcVYv349wsPDERwcLHUcqmU8gkJERFbPYDBg06ZN8PDwQEREhNRxqA7wCAoREVm9NWvWQC6XIyYmhhOxNRAsKEREZLWEEHj99deRnp6ONWvWwNnZWepIVEdYUIiIyCqZTCYcPXoUZWVlWL16NctJA8MxKEREZHXMZjPS0tJw9OhRzJgxA40bN5Y6EtUxFhQiIrI6+fn52L59OwYPHoyWLVtKHYckwIJCRERWxWAwYMWKFejVqxdCQ0OljkMSYUEhIiKrYTKZsHTpUnTu3BmPPvooFAqF1JFIIiwoRERkFSoqKvDiiy8iJycHTzzxBOzt7aWORBKqdkE5evQohg4dCm9vb8hkMuzatavK+ieffBIymazKMmjQoCrbFBYWYsKECVCr1XB1dcX06dNRUlLyUB+EiIhsl9FoxKFDh+Dm5oYPP/wQcjn//7mhq/ZvQGlpKTp16oSVK1fedZtBgwYhJyfHsvznP/+psn7ChAlIS0tDXFwc9u3bh6NHj2LmzJnVT09ERPXCuXPnkJKSggkTJqBRo0ZSxyErUO15UAYPHozBgwffcxuVSgWNRnPHdT/++CMOHDiAU6dOoWvXrgCADz/8EEOGDME///lPeHt7VzcSERHZsPz8fGzZsgVjx45F8+bNpY5DVqJWjqEdOXIEHh4eaNeuHWbNmoUbN25Y1iUlJcHV1dVSTgAgIiICcrkcycnJd3y9iooK6PX6KgsAbN68GWazuTY+AhER1YGKigosX74c4eHhCAkJgUwmkzoSWYkaLyiDBg3C559/jvj4eLz11ltITEzE4MGDYTKZAAC5ubnw8PCo8hw7Ozu4ubkhNzf3jq+5bNkyuLi4WBZfX18AwLVr13Ds2DHLaxMRke3Q6XR45513EBQUhMcee4xX7FAVNV5Qxo4di2HDhqFjx44YMWIE9u3bh1OnTuHIkSMP/JqLFi2CTqezLFlZWQCAESNG4PDhw/j5558hhKihT0BERLWtoqICn376KYqKijBlyhQeOaE/qfVh0q1atUKzZs1w6dIlAIBGo0F+fn6VbSorK1FYWHjXcSsqlQpqtbrKAgDt2rVD7969sWHDBl4FRERkQxISElBWVoYXX3yRV+zQHdX6b8Uvv/yCGzduwMvLCwCg1WpRVFSE06dPW7ZJSEiA2WxGjx49qv36/fv3R1BQEFasWMGjKERENiA9PR0nT57EE088ARcXF6njkJWqdkEpKSlBamoqUlNTAQBXrlxBamoqMjMzUVJSgvnz5+PEiRO4evUq4uPjMXz4cLRp0waRkZEAgPbt22PQoEGYMWMGTp48ie+++w6zZ8/G2LFjH+gKHnt7e8TExMBgMOC9996D0Wis9msQEVHtE0Lgxo0b2Lp1K8LCwtCmTRue2qG7qnZBSUlJQZcuXdClSxcAwLx589ClSxe88sorUCgU+OGHHzBs2DC0bdsW06dPR2hoKL799luoVCrLa2zcuBGBgYEIDw/HkCFD0KdPH3zyyScP/CHs7OywePFinD59Gtu2beOVPUREVqiiogLr16+Hn58f+vXrx1M7dE8yYYPnRfR6PVxcXKDT6SzjUYDfTietWrUKY8eORUhIiIQJiYjoj9asWYOioiK88MILUkchidzt+/tO6lV99fLyQlRUFL7++mvk5ORIHYeIiP5rw4YNSE1NxTPPPCN1FLIR9aqgKBQKdOvWDS1atMD27dtRUVEhdSQiogZNCIHvv/8eFy9exHPPPQcnJyepI5GNqFcFBQCUSiWeeOIJ5ObmYt++fRyPQkQkESEEcnNzcfDgQQwcOBBt27bloFi6b/WuoAC/HUl57bXX8J///AfHjx+XOg4RUYNkNBqxc+dOaDQa9O7dm+WEqqVeFpTb3njjDXz66af4/vvvpY5CRNSgCCGwZ88eFBQUYNy4cVLHIRtUrwtK69at8eSTT+Lrr7/GL7/8InUcIqIGIyEhAadPn0ZsbCwcHBykjkM2qF4XFIVCgd69e8Pf3x/79+9HWVmZ1JGIiOo1IQROnTqFlStX4q9//SuaNWsmdSSyUfW6oAC/zTQ7duxYXLhwASkpKZwOn4ioFhUWFmLdunV46aWX4OPjI3UcsmH1vqAAvx1JmT9/PrZs2YK0tDSp4xAR1Uu3bt3Crl270KtXL3To0IGDYumhNIiCAgDe3t6YMWMGPvvsM1y9elXqOERE9YrJZMK3336LmzdvIjIyssrtTYgeRIMpKAAQEhKC4cOHY+nSpSgoKJA6DhFRvXH16lVs374dY8aM4bgTqhENqqDIZDJotVr069cPGzdu5CRuREQ1oLKyEjNnzsRLL70EX19fqeNQPdGgCgrw26DZ6OhoGI1GJCYmwmQySR2JiMhm6XQ6LFiwAAsWLICfn5/UcageaXAFRSaTwd3dHZGRkUhMTMTVq1d5ZQ8R0QO4desWPvvsMzg4OKBv374cFEs1qsEVlNtCQkLQp08fvP/++zzVQ0RUTUIIpKSkoKioCM8++yxvAkg1rsEWFAAYMGAAQkJCsHz5cqmjEBHZlPz8fHz99dcYOXIkNBqN1HGoHmrQBUWhUGDSpEkoLy/H1q1bOR6FiOg+GAwGrF69Gj179kTHjh2ljkP1VIMuKACgVCrxl7/8BRs3bkR8fDzHoxAR3YPJZMKGDRugUqkwfPhwKBQKqSNRPdXgC4pMJoOXlxdefPFFHD9+HPn5+VJHIiKyWkeOHEFKSgoWLlzIQbFUqxp8QbmtU6dOaNu2Lfbs2cObChIR3cGxY8fwxRdfYN68eSwnVOtYUP7LwcEB0dHRyMrKwrFjx3iqh4jod3JycnDgwAHExMSgZcuWLChU6+ykDmBN1Go1XnzxRURGRqJTp07w8PCQOhIRkeSMRiMOHz4MDw8PDB48GHZ2/Oqg2scjKH/g4OCATz75BAsWLOB4FCJq8IQQOHPmDJKTkzF16lSWE6ozLCh3EBAQgKioKPzzn/9Edna21HGIiCRz+fJlbNy4EbNmzULjxo2ljkMNCAvKHcjlckRGRsLZ2RlxcXGcH4WIGiSdTod33nkH48ePR2BgoNRxqIFhQbkLtVqNqVOnIiMjA+np6Rw0S0QNihACK1asQHh4OLp16yZ1HGqAWFDuwcfHB1FRUdi4cSNu3rzJkkJEDYLJZMLnn3+OnJwc9O/fn1fskCRYUO5BJpOhd+/eCAgIwKefforKykqpIxER1SohBNLT05Geno5nnnkG7u7uLCgkCRaU+zB16lQUFhZi586dUkchIqpVZWVl2LZtG/r164fg4GCp41ADxoJyn55//nmkpqbi2LFjUkchIqoVQgisXbsW7u7uCA8PlzoONXDVKijLli1Dt27d0LhxY3h4eGDEiBHIyMiosk15eTliY2PRtGlTODs7IyYmBnl5eVW2yczMRFRUFJycnODh4YH58+db/emTZs2aYejQoXjnnXdw9uxZjkchonpFCIG4uDhcvnwZU6ZMgVKplDoSNXDVKiiJiYmIjY3FiRMnEBcXB6PRiIEDB6K0tNSyzXPPPYe9e/fiyy+/RGJiIrKzszFq1CjLepPJhKioKBgMBhw/fhzr16/HunXr8Morr9Tcp6oFMpkMPXv2xJgxY5CYmIjy8nKpIxER1Ziff/4Z//73v/H3v/8djRo1kjoOEWTiIQ4FFBQUwMPDA4mJiejXrx90Oh3c3d2xadMmjB49GgCQnp6O9u3bIykpCT179sT+/fsRHR2N7OxseHp6AgDWrFmDhQsXoqCg4L5au16vh4uLC3Q6HdRq9YPGfyB6vR4fffQRQkNDERERwVuNE5HNy8nJwVtvvYUxY8agR48ekMt59p9qR3W+vx/qt1Cn0wEA3NzcAACnT5+G0WhERESEZZvAwED4+fkhKSkJAJCUlISOHTtaygkAREZGQq/XIy0t7Y7vU1FRAb1eX2WRilqtxtixYxEXF/en01tERLamuLgYW7ZsgY+PD4KDg1lOyGo88G+i2WzG3Llz0bt3b3To0AEAkJubC6VSCVdX1yrbenp6Ijc317LN78vJ7fW3193JsmXL4OLiYll8fX0fNHaNaNWqFaZOnYrFixejoqJC0ixERA/KbDbj/PnzyM7OxpQpU+r8iDTRvTxwQYmNjcX58+exefPmmsxzR4sWLYJOp7MsWVlZtf6e/0tQUBCmTJmCV155BWazWeo4RETVVlJSgg8++AB/+ctf4O7uLnUcoioeqKDMnj0b+/btw+HDh+Hj42N5XKPRwGAwoKioqMr2eXl50Gg0lm3+eFXP7Z9vb/NHKpUKarW6yiI1mUyGgQMHQqPRYNOmTTySQkQ2pbS0FEuXLsXUqVPRqlUrqeMQ/Um1CooQArNnz8bOnTuRkJAAf3//KutDQ0Nhb2+P+Ph4y2MZGRnIzMyEVqsFAGi1Wpw7dw75+fmWbeLi4qBWqxEUFPQwn6XOOTo6Ijo6GkePHsXp06d56TER2QSj0Yh169ahVatWeOyxxzhTLFklu+psHBsbi02bNmH37t1o3LixZcyIi4sLHB0d4eLigunTp2PevHlwc3ODWq3GM888A61Wi549ewIABg4ciKCgIEyaNAlvv/02cnNzsXjxYsTGxkKlUtX8J6xlAQEBGDt2LBISEhAYGGgZMExEZK3i4+ORn5+PhQsXspyQ1arWEZTVq1dDp9MhLCwMXl5elmXLli2Wbd577z1ER0cjJiYG/fr1g0ajwY4dOyzrFQoF9u3bB4VCAa1Wi4kTJ2Ly5Mn4+9//XnOfqo717t0bGo0GW7duhclkkjoOEdFdpaamYu/evRg1ahQcHR2ljkN0Vw81D4pUpJwH5W4qKiowZ84cjBs3Dv3795c6DhFRFUIIFBYW4u2330ZISAjGjh3LeZyoztXZPCj0/1QqFT766CMsWbIE2dnZUschIqpCCIHjx4/D3t4e48ePZzkhq8eCUoMUCgXeeustrFq16q5zuhARSeH777/HwYMHMWfOHI47IZvAglKDZDIZOnfujHbt2uHzzz+3zLRLRCSla9euYe3atYiNjeV8J2QzWFBqmEqlQlRUFG7cuIEzZ85IHYeIGjiTyYQ33ngDEydORGBgoNRxiO4bC0otaNKkCaZMmYI9e/bg119/5fwoRCSJyspKrF+/Ht26dUOXLl14aodsCgtKLZDJZAgKCkJYWBg+/vhj3Lp1S+pIRNTAmEwmJCYmIi0tDeHh4XBwcJA6ElG1sKDUomHDhsHV1RWfffaZ1FGIqIEpLCzE1q1bER0d/adZv4lsAQtKLXv66aeRnZ2NgwcPSh2FiBoIs9mMtWvXQqvVIiwsTOo4RA+EBaWWOTo6Yvr06fj222+RkZHB8ShEVKuEENi2bRvKysowZswYjjshm8WCUstkMhlat26Nnj17Yv369bh586bUkYioHjt79iz27t2LhQsXcip7smksKHVAJpNhwIABcHR0REJCAiorK6WORET1UH5+Pj755BO8/PLLNnnzVaLfY0GpI40aNcLUqVNx5swZnDlzhqd6iKhGFRUVYevWrXj00UfRokULntohm8eCUod8fHwwadIkvPfee5xllohqjNFoxL59+5CTk4Pw8HAePaF6gQWljgUGBmLGjBlYsGABzGaz1HGIyMYJIXDz5k3s3bsXs2bNQpMmTaSORFQjWFAk0KdPHzzyyCNYt24djEaj1HGIyIaVlpZiyZIlmDNnDpo3by51HKIaw4IiAXt7e4wcORLZ2dlITk7mkRQieiDl5eVYs2YNunfvjl69enHcCdUrLCgS8fT0RFhYGLZv345ff/1V6jhEZIP27duH8vJyTJw4UeooRDWOBUVCoaGh6NSpE7Zt2waDwSB1HCKyIWfOnMGFCxcwceJE2NnZSR2HqMaxoEjI0dERY8eORUFBAQ4ePMhLj4nofxJCID8/H3FxcejTpw/8/Px4aofqJRYUiTk4OOC1117Dhx9+iMuXL0sdh4isnNFoxBdffIGysjIMGDAAcjn/Gaf6ib/ZVkAmk+H999/HBx98gF9++UXqOERkxU6dOoXMzEzMmzePR06oXmNBsQIymQwBAQGIiIjAjh07UFRUJHUkIrJCP/74IzZv3oxnn30WjRs3ljoOUa1iQbESdnZ2CA8PR2VlJQ4fPsxLj4moiuLiYrz77ruYNm0aWrduLXUcolrHgmJFGjVqhMjISGzYsAE//vgjB80SEQDAZDJh9erViIyMRMeOHaWOQ1QnWFCsTFBQEObOnYv169fj5s2bUschIolVVlYiPj4ednZ2GDBgABQKhdSRiOoEC4qVkclk6Nu3L0JCQvDRRx+hsrJS6khEJBEhBNLT03HkyBFERkaiadOmHBhLDQYLipWaMGECAGDz5s0SJyEiqRiNRnz88cfo3r07goODpY5DVKdYUKzYzJkzcenSJRw/fpzjUYgaGCEEVq1ahaCgIAwZMkTqOER1jgXFSslkMnh6emLo0KE4dOgQfv31V5YUogbCbDbj4MGDyMrKwvTp06FUKqWORFTnWFCsmEwmQ2hoKLy9vfHll1+irKxM6khEVAcyMjKwa9cuvPTSSywn1GCxoNiA6OhoZGZm4tChQzyKQlTP5eXlYefOnZg4cSJcXV2ljkMkmWoVlGXLlqFbt25o3LgxPDw8MGLECGRkZFTZJiwsDDKZrMry9NNPV9kmMzMTUVFRcHJygoeHB+bPn8+rVe5Bo9Fg3rx5iI+Pxw8//CB1HCKqJWVlZThw4AB8fHzwyCOP8D471KBV67c/MTERsbGxOHHiBOLi4mA0GjFw4ECUlpZW2W7GjBnIycmxLG+//bZlnclkQlRUFAwGA44fP47169dj3bp1eOWVV2rmE9VTvr6+eP7557F48WIUFxdLHYeIapgQAgkJCTh69ChGjBgBJycnqSMRSUomHuKcQUFBATw8PJCYmIh+/foB+O0ISufOnbFixYo7Pmf//v2Ijo5GdnY2PD09AQBr1qzBwoULUVBQcF/nW/V6PVxcXKDT6aBWqx80vs0RQuDIkSP4+uuv8dprr0GlUkkdiYhqSGFhIcaMGYMNGzZY/m0kqm+q8/39UMcPdTodAMDNza3K4xs3bkSzZs3QoUMHLFq0CLdu3bKsS0pKQseOHav8BYyMjIRer0daWtod36eiogJ6vb7K0hDJZDJ0794dAQEB2LVrFyoqKqSOREQ1oKCgAEuXLsU//vEPlhOi/3rggmI2mzF37lz07t0bHTp0sDw+fvx4bNiwAYcPH8aiRYvwxRdfYOLEiZb1ubm5f/oLePvn3NzcO77XsmXL4OLiYll8fX0fNLbNa9SoEYYMGYKLFy/izJkzvKkgkY0rKSnBF198gV69eqF79+5SxyGyGnYP+sTY2FicP38ex44dq/L4zJkzLX/u2LEjvLy8EB4ejsuXLz/wHTgXLVqEefPmWX7W6/UNuqT4+PhgwIABWL16Ndq2bfunI1hEZDv27dsHe3t7DB06lINiiX7ngf42zJ49G/v27cPhw4fh4+Nzz2179OgBALh06RKA365IycvLq7LN7Z81Gs0dX0OlUkGtVldZGrru3btj2LBhWL58OY+iENkgIQTOnTuH9PR0DB06FI6OjlJHIrIq1SooQgjMnj0bO3fuREJCAvz9/f/nc1JTUwEAXl5eAACtVotz584hPz/fsk1cXBzUajWCgoKqE6dBs7e3x8iRI+Hm5oa1a9fyMm0iGyKEQE5ODrZu3Yrw8HC0aNGCNwEk+oNqFZTY2Fhs2LABmzZtQuPGjZGbm4vc3FzLDKeXL1/GP/7xD5w+fRpXr17Fnj17MHnyZPTr1w8hISEAgIEDByIoKAiTJk3C2bNncfDgQSxevBixsbG8KqWa5HI55syZg/T0dCQkJEgdh4juk9lsxuuvvw5nZ2f07duX5YToDqp1mfHd/hKtXbsWTz75JLKysjBx4kScP38epaWl8PX1xciRI7F48eIqp2WuXbuGWbNm4ciRI2jUqBGmTJmCN998E3Z29zckpqFeZnwnQghcu3YNn3zyCSZOnMijUEQ2YOPGjfjxxx/x2muvSR2FqE5V5/v7oeZBkQoLSlWVlZU4evQozpw5g8mTJ8Pd3V3qSER0F4cOHUJiYiKee+45DnCnBqfO5kEh62BnZ4c+ffpALpdj+/btMBgMUkcioj8QQuDixYs4fPgwJk2ahCZNmkgdiciqsaDUE0qlEnPnzsWRI0eQnJzMmwoSWRmdToft27ejf//+CAgI4LgTov+BBaUekclk+OCDD7Bu3TpcuHBB6jhE9F9GoxFfffUVnJyc0L9/f5YTovvAglLPeHh44JlnnsHGjRvx888/Sx2HqMETQmDjxo04cuQIxowZw6sVie4TC0o91LFjR4SFhWHz5s0N9r5FRNbi4sWL+OqrrzB//nzeZ4eoGlhQ6iGFQoGwsDC4uLhg7969nGmWSCKlpaWYN28eVqxYgbZt20odh8imsKDUU/b29nj88ceRlpaGY8eOsaQQ1bGSkhK8++67mDNnzl1v40FEd8eCUk/JZDJ4eHggOjoaH3/8MdLS0qSORNRglJeXY//+/fD29kbPnj2hUCikjkRkc1hQ6rlevXph2rRpePfdd6HT6aSOQ1Tvmc1mpKamIj09HYMHD0bjxo2ljkRkk1hQGoBHH30UY8aMwZIlSzg/ClEtq6iowGuvvYbJkyfD29tb6jhENosFpYEICwtDhw4dsG7dOt75mKiWlJeXIyYmBs8++yz8/PykjkNk01hQGgCZTAYHBwdERUXh+vXrSEpKgslkkjoWUb2i1+uxYsUKTJs2DY899hgnYyN6SCwoDYiXlxcGDRqEQ4cO4dq1azzdQ1RDysvLsXfvXjRp0gTR0dEsJ0Q1gAWlgenYsSN69+6NV199lUdRiGqAEALJycm4evUqRo8eDQcHB6kjEdULLCgN0IABAzBkyBC8+OKLPIpC9BCEEMjOzsauXbvw+OOPo2nTplJHIqo3WFAaIHt7e4wePRotW7bEp59+CqPRKHUkIpt08+ZNLFu2DKNGjUJAQIDUcYjqFRaUBsrOzg4TJkxAYWEhDh8+zJJCVE16vR7z58+Hu7s7+vbty3EnRDWMBaUBc3FxwRNPPIGkpCRkZGTwdA/RfTIYDPjiiy8QGhqKl19+Weo4RPUSC0oD5+/vj0GDBuHzzz/nTLNE92nv3r0wGAyYMmUK5HL+M0pUG/g3i9C1a1cEBwdj9uzZvLKH6B6EEPj++++RlpaG0aNHw8nJSepIRPUWCwpBoVBg0qRJaNeuHV599VWUl5dLHYnI6ggh8Ouvv2Lnzp2Ijo6Gj48Px50Q1SIWFAIAyOVyLFq0CI0bN8bu3btRUVEhdSQiq5KXl4eVK1eiZ8+eeOSRR1hOiGoZCwpZ2NnZYcaMGbhy5QqOHj3KQbNE/1VWVoa33noLbdq0QVRUlNRxiBoEFhSqokmTJnjiiSeQmJiIn376Seo4RFbho48+QkhICJ588kmpoxA1GCwo9CctW7bEiBEjsHr1aty8eVPqOESSMZvN2LFjBxwcHBATE8MrdojqEP+20Z/I5XKEhoaiR48emD9/Pm7cuCF1JKI6ZzabkZKSgvT0dIwcORKNGzfmuBOiOsSCQnckk8kwbtw4tG3bFitWrOAcKdSgCCFw6dIl7N+/H0OGDOEVO0QSYEGhe3ruuefg7++PrVu38vJjajAyMzPxzjvvYODAgejcubPUcYgaJBYUuid7e3uMGTMGpaWl2L9/P6/soXrv1q1bWLhwIaZMmQKtVit1HKIGiwWF/qdGjRph0qRJ+O677/DDDz+wpFC9ZTQa8dprr2H69Ono2bOn1HGIGrRqFZTVq1cjJCQEarUaarUaWq0W+/fvt6wvLy9HbGwsmjZtCmdnZ8TExCAvL6/Ka2RmZiIqKgpOTk7w8PDA/PnzUVlZWTOfhmqNm5sbZs+ejVWrViE9PV3qOEQ1rry8HJs2bUK7du14d2IiK1CtguLj44M333wTp0+fRkpKCh599FEMHz4caWlpAH4br7B37158+eWXSExMRHZ2NkaNGmV5vslkQlRUFAwGA44fP47169dj3bp1eOWVV2r2U1GNk8lkaNmyJSZOnIg33ngD33//vdSRiGpMZWUlvvnmG+h0OkRHR8PBwYEFhUhiMvGQx+vd3NywfPlyjB49Gu7u7ti0aRNGjx4NAEhPT0f79u2RlJSEnj17Yv/+/YiOjkZ2djY8PT0BAGvWrMHChQtRUFAApVJ5X++p1+vh4uICnU4HtVr9MPGpmoQQOHDgAI4ePYoZM2agVatWUkciemjffPMNUlJS8OSTT8Lb21vqOET1VnW+vx94DIrJZMLmzZtRWloKrVaL06dPw2g0IiIiwrJNYGAg/Pz8kJSUBABISkpCx44dLeUEACIjI6HX6y1HYe6koqICer2+ykLSkMlkGDhwIAYOHIht27ahoKCAY1LIZgkh8NVXX+Hjjz/G9OnTWU6IrEi1C8q5c+fg7OwMlUqFp59+Gjt37kRQUBByc3OhVCrh6upaZXtPT0/k5uYCAHJzc6uUk9vrb6+7m2XLlsHFxcWy+Pr6Vjc21SCFQoF+/fqhRYsW2L59O0pLS1lSyOaYzWacOXMGmzZtwsqVK+Hh4SF1JCL6nWoXlHbt2iE1NRXJycmYNWsWpkyZggsXLtRGNotFixZBp9NZlqysrFp9P/rfFAqF5fLjbdu2wWw2Sx2J6L4JIXDlyhXs3LkTL7/8MjQaDcecEFmZahcUpVKJNm3aIDQ0FMuWLUOnTp3w/vvvQ6PRwGAwoKioqMr2eXl50Gg0AACNRvOnq3pu/3x7mztRqVSWK4duL2Qdnn/+efz444/4/PPPpY5CdN+uX7+ODRs2YNCgQQgMDJQ6DhHdwUPPg2I2m1FRUYHQ0FDY29sjPj7esi4jIwOZmZmWyY60Wi3OnTuH/Px8yzZxcXFQq9UICgp62CgkkZdeeglZWVn45JNPpI5C9D8ZjUa8+eab0Gq16NWrl9RxiOguqlVQFi1ahKNHj+Lq1as4d+4cFi1ahCNHjmDChAlwcXHB9OnTMW/ePBw+fBinT5/G1KlTodVqLRMeDRw4EEFBQZg0aRLOnj2LgwcPYvHixYiNjYVKpaqVD0i1r3HjxoiNjUV5eTl27NjB8ShktYQQmD17NoYMGYLw8HCe1iGyYtUqKPn5+Zg8eTLatWuH8PBwnDp1CgcPHsRjjz0GAHjvvfcQHR2NmJgY9OvXDxqNBjt27LA8X6FQYN++fVAoFNBqtZg4cSImT56Mv//97zX7qahOyWQyuLm5YcyYMbh48SK+/fZbmEwmqWMRVXHr1i1MmzYNAQEBGDBgABQKhdSRiOgeHnoeFClwHhTrdeXKFcu5/a5du/L/UMkq6HQ6bN26Fa6urhg+fPh9z7lERDWrTuZBIboTf39/PP7449izZw++++47qeMQ4datW9izZw+cnJwQGRnJckJkI1hQqMYFBgZi3LhxWL16Nfbu3St1HGrAzGYzNm3aBKPRiKioKB5xJbIhLChUK9q3b49FixYhJSWFd0AmSZjNZqxbtw4lJSUYM2bMnyaRJCLrZid1AKqfZDIZgoODLVOJq1QqBAQEQC5nJ6baV1ZWho8//hhpaWlYtWoV7O3tpY5ERNXEbwuqNTKZDB07dkT//v2xZ88eXLp0iUdSqNbdunULX3/9NcrKyvD222+znBDZKBYUqnVarRZ9+vTBli1bcPLkSanjUD1mMBhw6NAhFBYWYtq0aWjSpInUkYjoAbGgUJ3QarUYOnQo3nnnnSqzDRPVFCEEdu/ejWvXrmH48OF/ujEpEdkWFhSqM506dcJLL72Ew4cPIz09nad7qMZUVlZiw4YN+OmnnzBt2jTemZioHuAgWaozMpkMISEhMJlM2LlzJ0aOHIm2bdty4Cw9lNLSUnz00UcoKirC0qVLOc8JUT3BbwaqUzKZDI888gjCwsKwe/dunDt3TupIZMNKSkqwe/dumM1mPP/88ywnRPUIj6CQJLRaLRwcHLBv3z5kZ2dj8ODBUkciG2MwGPDll18CAKZPn45mzZpJnIiIahILCkmmc+fOcHR0xNtvvw0hBIYMGSJ1JLIh7733HjQaDYYPH85J2IjqIZ7iIcnIZDK0a9cOCxYsQHx8PI4ePQqz2Sx1LLJy5eXlWLx4Mfz8/DBu3DiWE6J6igWFJHW7pDz77LOIi4tDYmIiSwrd1c2bN7F48WK0bt0ao0eP5pgTonqMBYUkJ5PJ0KJFC8yaNQuJiYnYsWOH1JHIygghkJOTg08//RSBgYEYNWoUZ4glqudYUMhqeHt7Y+7cucjJycHy5ctRWloqdSSyEpmZmVi+fDk6deqEyZMnw8XFRepIRFTLWFDIqri4uGDatGlo2rQp/vnPf6KoqIgTujVgQgicO3cOS5YswYwZM/DYY4/xtA5RA8GCQlZFJpPByckJkydPRkBAAFavXo2CggKWlAaosrISW7Zswdtvv4033ngDgYGBkMlkUsciojrCgkJWRyaTwc7ODuPHj0fbtm2xatUqXLp0SepYVIcqKirwzTff4OjRo1iwYAG8vb1ZTogaGM6DQlYtJiYG7u7u2LhxI/r27Yvw8HCpI1EtMxgMWLduHcrKyrBw4UK0aNFC6khEJAEWFLJ6ffv2RZMmTbB+/Xrk5eVh1KhRcHBwkDoW1YK8vDwsW7YMXbt2xeOPPw43NzepIxGRRHiKh6yeTCZDcHAw5syZg0uXLuGzzz5DeXm51LGoBgkh8O2332LBggUYPXo0nnjiCZYTogaOBYVsglwuh4+PD1588UWYTCa8/vrruHnzptSx6CEJIWAymXDy5EmsXLkSkydPRu/evXmlDhFBJmzw8gi9Xg8XFxfodDqo1Wqp45AE9uzZg6NHj2L8+PEIDg6GSqWSOhI9AJ1Oh/j4eCQlJWHq1KkICgqSOhIR1aLqfH9zDArZpOjoaGg0GmzYsAGhoaEYPnw4nJ2dpY5F1XDp0iXs2bMHBoMBCxcu5N2IiagKHkEhm2U2m3Ht2jXs3bsXJSUlmDdvHgfP2oj4+Hjs378fjz76KAYNGgS5nGebiRqC6nx/818FsllyuRz+/v6YNm0agoODMWzYMFy+fJk3G7RiBoMBGzduxLvvvovo6GgMHDiQ5YSI7oineMjmOTs7Y+jQoXjkkUfwt7/9DUOHDsWIESPQqFEjTu5lJcxmMwoKCvDxxx+joqICW7duhZOTE//7ENFd8RQP1SvZ2dlYvnw53N3dMWrUKLRt25b/hy6xwsJCnDx5Et988w169+6NmJgYqSMRkUSq8/3NgkL1Tn5+Pg4ePIjLly+jQ4cOGD16tNSRGiQhBPLz87Fq1SqUlpbiySefRFBQEAsjUQNWa2NQVq9ejZCQEKjVaqjVami1Wuzfv9+yPiwsDDKZrMry9NNPV3mNzMxMREVFwcnJCR4eHpg/fz4qKyurE4Ponjw8PDBp0iSMHz8eWVlZ+Mtf/oKLFy9KHavBiYuLw5w5c9CqVSs8//zz6NChA8sJEd23ao1B8fHxwZtvvomAgAAIIbB+/XoMHz4cZ86cQXBwMABgxowZ+Pvf/255jpOTk+XPJpMJUVFR0Gg0OH78OHJycjB58mTY29vjjTfeqKGPRPSbgIAAzJw5E0lJSXjuuefw7LPPYsCAAbCzs+PYh1piNpuh1+uxYsUKFBUV4f3330eTJk048RoRVdtDn+Jxc3PD8uXLMX36dISFhaFz585YsWLFHbfdv38/oqOjkZ2dDU9PTwDAmjVrsHDhQhQUFNz3P2I8xUP36/avd0pKCt544w106dIFkyZNQvPmzfmlWYOEECguLsbhw4fxr3/9C0888QTGjh3LfUxEVdTJZcYmkwmbN29GaWkptFqt5fGNGzeiWbNm6NChAxYtWoRbt25Z1iUlJaFjx46WcgIAkZGR0Ov1SEtLu+t7VVRUQK/XV1mI7sftU43dunXDzp07ERQUhPfffx/btm3DL7/8InW8esFkMiElJQX/+te/cPDgQSxatAiTJ09mOSGih1Lty4zPnTsHrVaL8vJyODs7W/7RB4Dx48ejRYsW8Pb2xg8//ICFCxciIyMDO3bsAADk5uZWKScALD/n5ube9T2XLVuGpUuXVjcq0Z/ExMSgW7du2LdvH9555x307t0bQ4cO5VT5D+jKlSvYsmULDAYDOnfujKlTp/Imf0RUI6p9isdgMCAzMxM6nQ7btm3Dp59+isTExDveQyMhIQHh4eG4dOkSWrdujZkzZ+LatWs4ePCgZZtbt26hUaNG+PrrrzF48OA7vmdFRQUqKiosP+v1evj6+vIUDz2wW7du4fz58zh06BDS09Px7LPPomvXrlLHshllZWVYu3YtTp48iWHDhqFHjx7w9vbm2B4iuqdavRePUqlEmzZtAAChoaE4deoU3n//fXz88cd/2rZHjx4AYCkoGo0GJ0+erLJNXl4eAECj0dz1PVUqFf8Pl2qUk5MTunXrho4dOyIjIwPvvvsumjdvjqeeegp+fn4cSHsHZrMZBoMBycnJePfdd9GyZUssWLAAbdu2hZ0d53wkopr10P+qmM3mKkc3fi81NRUA4OXlBQDQarV4/fXXkZ+fDw8PDwC/XYqoVqt5F1OqczKZDI6OjujUqRM+/vhjbN++HbNmzUJUVBQiIyPh5+dX5Sq0hspsNuP69eu4cOECvvrqK5SWluLNN99EYGAgALDIEVGtqNYpnkWLFmHw4MHw8/NDcXExNm3ahLfeegsHDx5Eq1atsGnTJgwZMgRNmzbFDz/8gOeeew4+Pj5ITEwE8Ntgus6dO8Pb2xtvv/02cnNzMWnSJDz11FPVusyYV/FQbTl37hzi4uKQl5eHFi1aoEuXLujYsWODvVNydnY2kpOTcfz4cZSWliImJgZ9+vThEU0ieiC1NpPs9OnTER8fj5ycHLi4uCAkJAQLFy7EY489hqysLEycOBHnz59HaWkpfH19MXLkSCxevLhKiGvXrmHWrFk4cuQIGjVqhClTpuDNN9+s1iFiFhSqbZmZmThx4gQuXLiAwsJCREZGYtCgQVAoFFJHqxPZ2dnYtWsXrl69Ci8vL7Rt2xaPPPKI5WgoEdGD4FT3RDXAZDKhoKAA8fHxSElJwfnz5/Hkk08iKioKLi4uAOrH6Y3f/xPw888/48MPP8SVK1cQHR2NXr16wc/PD40bN5YwIRHVFywoRDXIZDLBaDTi+vXr+OSTT3Dy5Em0a9cOs2fPhpeXFxwcHGxykKgQAuXl5SgvL0dqaiq++OILZGVlYdCgQZgwYQKaNm3KwcJEVKNYUIhqUXZ2Nj766COcOnUKISEh6NatGwIDA9GkSRM0b97cqsuKEAK3bt1Cbm4ucnNzERcXh5MnT8LPzw/jxo1D7969rTo/Edk2FhSiOmA0GnHy5EmcOHEC+fn5yM/PR/v27dG+fXsEBASgRYsWcHR0lDomAODGjRs4d+4crly5goKCApSUlFjGivXv3x9dunSROiIRNQAsKER16PZluGfOnLEUldzcXJSUlMDR0RFhYWEICQmBj49PnRydEELAaDQiNTUV6enpSE1Nxa1bt1BaWoqAgAA88sgjaN26Nfz9/aFSqXgKh4jqDAsKkURu3zRPr9fj+vXr2LJlC0pLS/Hzzz9Dp9MhKCgIarUajz76KNq1awcvL68ql+zeb1n4/V9bg8GACxcu4OLFi7hw4QLS0tJw8eJF+Pn5WY6O+Pr6wtHREa6urhzwSkSSYUEhsgJCCJhMJgghYDabodPpcPbsWWzatAkGgwE5OTm4ceMGmjRpgoqKCgQHB8PDwwPOzs5wdnZGXl4eNBoNlEoljEYjjEYj0tLSoFQqUV5ejvz8fOTl5UGn08HX1xfdunVDcHAwgoOD0bZtWyiVSsjlcsjlcstNE4mIpMSCQmQjDAYD8vLycOLECdjZ2cFkMqG0tBQlJSXIyMiAm5sbXFxcYG9vDzs7O+Tm5sLf3x+tWrWCu7s73N3d4erqaikhRETWrFbvxUNENUepVMLX1xe+vr5SRyEisipyqQMQERER/RELChEREVkdFhQiIiKyOiwoREREZHVYUIiIiMjqsKAQERGR1WFBISIiIqvDgkJERERWhwWFiIiIrA4LChEREVkdFhQiIiKyOiwoREREZHVYUIiIiMjqsKAQERGR1WFBISIiIqvDgkJERERWhwWFiIiIrA4LChEREVkdFhQiIiKyOiwoREREZHVYUIiIiMjqsKAQERGR1WFBISIiIqvDgkJERERWhwWFiIiIrI6d1AEehBACAKDX6yVOQkRERPfr9vf27e/xe7HJglJcXAwA8PX1lTgJERERVVdxcTFcXFzuuY1M3E+NsTJmsxkZGRkICgpCVlYW1Gq11JFsll6vh6+vL/djDeC+rDnclzWD+7HmcF/WDCEEiouL4e3tDbn83qNMbPIIilwuR/PmzQEAarWavyw1gPux5nBf1hzuy5rB/VhzuC8f3v86cnIbB8kSERGR1WFBISIiIqtjswVFpVJhyZIlUKlUUkexadyPNYf7suZwX9YM7seaw31Z92xykCwRERHVbzZ7BIWIiIjqLxYUIiIisjosKERERGR1WFCIiIjI6thkQVm5ciVatmwJBwcH9OjRAydPnpQ6ktU5evQohg4dCm9vb8hkMuzatavKeiEEXnnlFXh5ecHR0RERERG4ePFilW0KCwsxYcIEqNVquLq6Yvr06SgpKanDTyG9ZcuWoVu3bmjcuDE8PDwwYsQIZGRkVNmmvLwcsbGxaNq0KZydnRETE4O8vLwq22RmZiIqKgpOTk7w8PDA/PnzUVlZWZcfRVKrV69GSEiIZZIrrVaL/fv3W9ZzHz64N998EzKZDHPnzrU8xv15f1599VXIZLIqS2BgoGU996PEhI3ZvHmzUCqV4rPPPhNpaWlixowZwtXVVeTl5Ukdzap8/fXX4qWXXhI7duwQAMTOnTurrH/zzTeFi4uL2LVrlzh79qwYNmyY8Pf3F2VlZZZtBg0aJDp16iROnDghvv32W9GmTRsxbty4Ov4k0oqMjBRr164V58+fF6mpqWLIkCHCz89PlJSUWLZ5+umnha+vr4iPjxcpKSmiZ8+eolevXpb1lZWVokOHDiIiIkKcOXNGfP3116JZs2Zi0aJFUnwkSezZs0d89dVX4qeffhIZGRnixRdfFPb29uL8+fNCCO7DB3Xy5EnRsmVLERISIubMmWN5nPvz/ixZskQEBweLnJwcy1JQUGBZz/0oLZsrKN27dxexsbGWn00mk/D29hbLli2TMJV1+2NBMZvNQqPRiOXLl1seKyoqEiqVSvznP/8RQghx4cIFAUCcOnXKss3+/fuFTCYTv/76a51ltzb5+fkCgEhMTBRC/Lbf7O3txZdffmnZ5scffxQARFJSkhDit7Iol8tFbm6uZZvVq1cLtVotKioq6vYDWJEmTZqITz/9lPvwARUXF4uAgAARFxcn+vfvbyko3J/3b8mSJaJTp053XMf9KD2bOsVjMBhw+vRpREREWB6Ty+WIiIhAUlKShMlsy5UrV5Cbm1tlP7q4uKBHjx6W/ZiUlARXV1d07drVsk1ERATkcjmSk5PrPLO10Ol0AAA3NzcAwOnTp2E0Gqvsy8DAQPj5+VXZlx07doSnp6dlm8jISOj1eqSlpdVheutgMpmwefNmlJaWQqvVch8+oNjYWERFRVXZbwB/J6vr4sWL8Pb2RqtWrTBhwgRkZmYC4H60BjZ1s8Dr16/DZDJV+WUAAE9PT6Snp0uUyvbk5uYCwB334+11ubm58PDwqLLezs4Obm5ulm0aGrPZjLlz56J3797o0KEDgN/2k1KphKura5Vt/7gv77Svb69rKM6dOwetVovy8nI4Oztj586dCAoKQmpqKvdhNW3evBnff/89Tp069ad1/J28fz169MC6devQrl075OTkYOnSpejbty/Onz/P/WgFbKqgEEkpNjYW58+fx7Fjx6SOYpPatWuH1NRU6HQ6bNu2DVOmTEFiYqLUsWxOVlYW5syZg7i4ODg4OEgdx6YNHjzY8ueQkBD06NEDLVq0wNatW+Ho6ChhMgJs7CqeZs2aQaFQ/GkUdV5eHjQajUSpbM/tfXWv/ajRaJCfn19lfWVlJQoLCxvkvp49ezb27duHw4cPw8fHx/K4RqOBwWBAUVFRle3/uC/vtK9vr2solEol2rRpg9DQUCxbtgydOnXC+++/z31YTadPn0Z+fj4eeeQR2NnZwc7ODomJifjggw9gZ2cHT09P7s8H5OrqirZt2+LSpUv8vbQCNlVQlEolQkNDER8fb3nMbDYjPj4eWq1WwmS2xd/fHxqNpsp+1Ov1SE5OtuxHrVaLoqIinD592rJNQkICzGYzevToUeeZpSKEwOzZs7Fz504kJCTA39+/yvrQ0FDY29tX2ZcZGRnIzMyssi/PnTtXpfDFxcVBrVYjKCiobj6IFTKbzaioqOA+rKbw8HCcO3cOqamplqVr166YMGGC5c/cnw+mpKQEly9fhpeXF38vrYHUo3Sra/PmzUKlUol169aJCxcuiJkzZwpXV9cqo6jptxH+Z86cEWfOnBEAxLvvvivOnDkjrl27JoT47TJjV1dXsXv3bvHDDz+I4cOH3/Ey4y5duojk5GRx7NgxERAQ0OAuM541a5ZwcXERR44cqXIp4q1btyzbPP3008LPz08kJCSIlJQUodVqhVartay/fSniwIEDRWpqqjhw4IBwd3dvUJcivvDCCyIxMVFcuXJF/PDDD+KFF14QMplMfPPNN0II7sOH9fureITg/rxfzz//vDhy5Ii4cuWK+O6770RERIRo1qyZyM/PF0JwP0rN5gqKEEJ8+OGHws/PTyiVStG9e3dx4sQJqSNZncOHDwsAf1qmTJkihPjtUuOXX35ZeHp6CpVKJcLDw0VGRkaV17hx44YYN26ccHZ2Fmq1WkydOlUUFxdL8Gmkc6d9CECsXbvWsk1ZWZn461//Kpo0aSKcnJzEyJEjRU5OTpXXuXr1qhg8eLBwdHQUzZo1E88//7wwGo11/GmkM23aNNGiRQuhVCqFu7u7CA8Pt5QTIbgPH9YfCwr35/0ZM2aM8PLyEkqlUjRv3lyMGTNGXLp0ybKe+1FaMiGEkObYDREREdGd2dQYFCIiImoYWFCIiIjI6rCgEBERkdVhQSEiIiKrw4JCREREVocFhYiIiKwOCwoRERFZHRYUIiIisjosKERERGR1WFCIiIjI6rCgEBERkdVhQSEiIiKr83//qnRsfbAQ2gAAAABJRU5ErkJggg==", + "image/png": 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", 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