From a23f72b4b29015978162e5e8e75bd7393c43e08d Mon Sep 17 00:00:00 2001 From: YutoTakaki Date: Tue, 22 Aug 2023 03:31:33 +0000 Subject: [PATCH] run QPU --- .../Quantum_Neuron/Quantum_Neuron.ipynb | 31 +++++------------- .../textbook/Quantum_Neuron/model.tar.gz | Bin 814 -> 0 bytes 2 files changed, 8 insertions(+), 23 deletions(-) delete mode 100644 notebooks/textbook/Quantum_Neuron/model.tar.gz diff --git a/notebooks/textbook/Quantum_Neuron/Quantum_Neuron.ipynb b/notebooks/textbook/Quantum_Neuron/Quantum_Neuron.ipynb index a63b0897..754a3267 100644 --- a/notebooks/textbook/Quantum_Neuron/Quantum_Neuron.ipynb +++ b/notebooks/textbook/Quantum_Neuron/Quantum_Neuron.ipynb @@ -330,6 +330,7 @@ " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", + " [1. 0. 1. 1. 0. 0.]\n", " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", @@ -355,14 +356,6 @@ " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 0.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", @@ -385,13 +378,6 @@ " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", - " [1. 0. 1. 1. 0. 1.]\n", " [1. 0. 1. 1. 0. 1.]]\n" ] } @@ -435,7 +421,7 @@ "output_type": "stream", "text": [ "theta: 1.1272124273195654\n", - "q_theta: 1.4110057479590656\n" + "q_theta: 1.3944724879791448\n" ] } ], @@ -532,7 +518,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "RUNNING\n" + "QUEUED\n" ] } ], @@ -552,7 +538,7 @@ "output_type": "stream", "text": [ "SV1 Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 1600, 'tasks': {'COMPLETED': 16}, 'execution_duration': 0.793, 'billed_execution_duration': 48.0}}\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 1600, 'tasks': {'COMPLETED': 16}, 'execution_duration': 0.483, 'billed_execution_duration': 48.0}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", "Estimated cost to run the job with SV1: 0.06 USD\n" ] @@ -605,14 +591,13 @@ " entry_point=\"quantum_neuron:main\",\n", " copy_checkpoints_from_job=None,\n", " hyperparameters=hyperparameters,\n", - " # input_data=\"inputs.txt\",\n", " wait_until_complete=False\n", ")" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": { "tags": [] }, @@ -621,7 +606,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "QUEUED\n" + "COMPLETED\n" ] } ], @@ -661,14 +646,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 24, "metadata": { "tags": [] }, "outputs": [ { "data": { - "image/png": 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", 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y2rVrMW7cOLRo0cLidRAROYtWGldR7b00SitV4nwYdqRgh6tuBgUFobS01Pjzc889hwMHDuC7775DRkYGnnvuOavXQETkyCICfUW1HxLYxkqVOB/exiIFCVfdvHXrFp566ilMmzYNwcHBaNmyJQ4fPoxFixZh9OjRxnZ//etf0bVrV0yePBk9evRAeHh4ndeqWdPo7t27uHHjBrKzs6FUKhEUFGSxeomImgNTFgmMCfbHguQzuF2qhxo6xCgyESHPRiuU4g7ckW7ojV1VYSiHCq3dlRgV4i/xp/qDtlKLlIsp2H9lP4p1xfBQeWBw+8EY0XkE3Fzsf28s3nouxa3n+rLqdXRMXXVz1kmLbbSm0+nwzjvvYM+ePfjtt99QUVGBgIAAPPXUU3jzzTfh5vbH+8yfPx9vvvkmFi1ahNdff73Oa8lksjrHOnbsiN9//90itd6Lt54TkT1KzSnA7G3H673TyttdiYWxwRgW5Gdsu/mrT7DAZRVay0rqtL8ltMScyhcwfuKLiPpvH6ml5aUhISMBhbq6UzC8VF5IDE9EZIfIenpal5jvb4YdJ1tnpzlj2CEie1OzSKChkW9SuQxYNSm0OrycSYKwaSJkjfzuF2RyyOzkd39aXhpmps+EoZF65TI5lkUuQ0RAhO0KA9fZaR5ErrpJRET2RauvwuxtxxsNOgBgEIA3th1HeVkJsPPVRoMOgOrnLbzGmjm0lVokZCQ0GnQAwCAYEH8wHuWV5TaqTDz+lVhKgSOBWaeaXHWTiIjsj9hFAo9/vxb9xa6x1ufv91Hh/Um5mFLvpav6FOoKkXwxGWO7jbVyVeZh2JFazaqbEv6BJiIi8cQuEujy2w/i3uBcqqTfDfuv7BfV/sCVA3YbdngZi4iIyAxiFwlUVhSJewMrrLEmRrGuWFT7Ip3Iz2dDDDtERERmELtIoN7VU9wb2GCNtcZ4qJq+aefPPFUiP58NMewQERGZQewigZUPRol7AwuusWaOwe0Hi2o/qP0gK1Vy/xh2iIiIzBAT7A9vd9O2dGjtrkRw9NSG78C9l8an+kYVCY3oPAJeKtNW/PdWe2NkZ/u9e5hhh4iIyAxuSgUWxgZDXnd91VrkMmBhbDDUmpbAqOXVa6g1RiYHRi+X/I5cNxc3JIYnQt5EvXKZHInhiVC7qG1UmXgMO0RERGYaFuSHVZNCGxzhae2u/GNBQaDZrbEW2SESyyKXNTjC4632lmRBQbG4grJUKyiTaDz3RGSvyiuqsPPYVezLvYHCMj28NEoMCWyDUSH+ULsq6nao0DarNdbKK8uRfDEZB64cQJGuCJ4qTwxqPwgjO4+UbESH20WIIHXYae6bq9kSww4REdXgdhHNRFpeGqK3RiM+Ix6pl1LxS/4vSL2UiviMeERvjUZaXppV3vfZZ5/FmDFjLPqaWq0WCQkJ6N69O1QqFXx8fPDUU0/h1KlTFn0fIiIisRh2JFKzuVpDS3EX6goxM30m0i+n27Quc+h0OkRFRWHNmjX417/+hbNnzyIpKQmVlZUYMGAAfv75Z6lLJCIiJ8awIwF72lxNp9Phf/7nf+Dr6wu1Wo1Bgwbh119/NT6fnp4OmUyGvXv3IjQ0FBqNBuHh4cjNzTW2Wbp0KTIzM/Hdd99h3Lhx6NixI/r3749t27bhoYcewnPPPQcnv1pKREQSYtiRgDmbq1nLG2+8gW3btmH9+vU4cuQIunbtiujoaNy+XXuZ8rfeegsffPABDh8+DBcXF0ybNs343IYNGzBs2DCEhITU6iOXyzFr1izk5OTg2LFjVvsMREREjWHYkYA5m6tZQ2lpKT7++GP8+9//xsiRIxEUFITVq1fDzc0Nn332Wa228+bNw5AhQxAUFIQ5c+YgIyMD5eXVI05nz57FQw89VO971Bw/e/asVT4DERFRUxh2JGAvm6v99ttvqKiowMCBA43HXF1d0b9/f5w+fbpW2+DgYOO/t2vXDgBw/fofO/42dZlKqTRtlVEiIiJLY9iRQHPcXM3V9Y8N72Sy6uVCDYbqOUfdunWrE45q1Bzv3r27lSskIiKqH8OOBOxlc7UHH3wQSqUSBw8eNB6rqKjAr7/+iqCgIJNf55lnnsEPP/xQZ16OwWDAhx9+iNDQUFGvR0REZEkMOxKwl83V3N3d8fLLL+P1119HSkoKcnJyMH36dJSVleG5554z+XVmzZqF/v37IyYmBlu2bEFeXh5+/fVXxMbG4ty5c1i/fr1V6iciIjIFl56VQM3majPTZzZ6+7ktNldbsGABDAYDJk2ahJKSEoSGhuL777+Hl5dpYQwA1Go19u7di/nz52Pu3Lm4dOkSKisr0bVrV5w8eRIPPPCA1eonIiJqCreLkHC7iPTL6Yg/GF/vbejeam8khifa/eZqDUlOTsbYsWOxePFivPrqqxZ5TW4XQURENcR8f/NbQkIRARHY8+Qeu9tczRJGjhyJ5ORk7N+/Hzdv3oSPj4/UJRERkZNi2JGY2kWNsd3GYmy3sVKXYnGRkZGIjIyUugwiInJydjVB+aeffkJMTAz8/f0hk8mwY8eORttv374dw4YNQ5s2beDh4YGwsDB8//33timWiIiImgW7GtkpLS1FSEgIpk2bhieeeKLJ9j/99BOGDRuG999/H61atcLatWsRExODX375BX369LFKjXJ53XzIyzS2UVZWVudYff89iIiI/sxuJyjLZDJ88803GDNmjKh+PXv2xPjx4xEfH29Se7ETlAHg3LlzqKysFFUXWZ5cLkdgYKDUZRARkQScdoKywWBASUkJvL29G2yj0+mg0+mMPxcXi9u6AQA8PT1x69Yts2oky/H0lH5laSIisn8OdQ1g8eLFuHv3LsaNG9dgm/nz58PT09P4CAgIEP0+bdq0EbUODVmeq6srfH19pS6DiIiaAYcJOxs2bEBiYiI2b97c6Jfg3LlzUVRUZHxcvnxZ9HvJZDL4+fmhdevWXONFAiqVCv7+/pyvQ0REJnGIb+qNGzfi+eefx5YtWxAVFdVoW5VKBZVKdd/vKZPJ4OvrC19fXxgMBuOmmGRdcrmcIYeIiERp9mHn66+/xrRp07Bx40Y8/vjjktTAL2AiIqLatJVapFxMwf4r+1GsK4aHygOD2w/GiM4j4ObiZtNa7Crs3L17F+fPnzf+fPHiRWRnZ8Pb2xsdOnTA3LlzceXKFXz++ecAqi9dTZkyBcuWLcOAAQOQn58PAHBzc+PkVSIiIomk5aUhISOhznZIqZdS8WHWh0gMT0RkB9stOmtXwxGHDx9Gnz59jGvkxMXFoU+fPsbbyK9du4a8vDxj+1WrVqGyshIzZsxAu3btjI/XXntNkvqJiIicXVpeGmamz6x330cAKNQVYmb6TKRfTrdZTXa7zo6tmLPODhEREdWlrdQiemt0g0Hnz7xUXtjz5B6z94EU8/1tVyM7RERE1HylXEwxKegA1SM8yReTrVxRNYYdIiIisoj9V/aLan/gygErVVIbww4RERFZRLFO3K4ERboiK1VSG8MOERERWYSHStzcV0+Vbe6cZtghIiIiixjcfrCo9oPaD7JSJbUx7BAREZFFjOg8Al4q0/aO9FZ7Y2TnkVauqBrDDhEREVmEm4sbEsMTIZc1Hi/kMjkSwxPNvu1cLIYdIiIispjIDpFYFrmswREeb7U3lkUuQ0RAhM1q4qKCXFSQiIjI4sory5F8MRkHrhxAka4InipPDGo/CCM7j7TIiI6Y72+GHYYdIiKiZocrKBMRERH9F8MOEREROTSGHSIiInJoDDtERETk0FykLoCIiMjZaCu1SLmYgv1X9qNYVwwPlQcGtx+MEZ1HwM3FTeryHA7vxuLdWEREZENpeWlIyEhAoa6wznNeKi8khiciskOkBJU1L7wbi4iIyA6l5aVhZvrMeoMOABTqCjEzfSbSL6fbtC5Hx7BDRERkA9pKLRIyEmAQDI22MwgGxB+MR3lluY0qc3wMO0RERDaQcjGlwRGdexXqCpF8MdnKFTkPhh0iIiIb2H9lv6j2B64csFIlzodhh4iIyAaKdcWi2hfpiqxUifNh2CEiIrIBD5W4O349VZ5WqsT5MOwQERHZwOD2g0W1H9R+kJUqcT4MO0RERDYwovMIeKm8TGrrrfbGyM4jrVyR82DYISIisgE3FzckhidCLmv8q1cukyMxPBFqF7WNKnN83C6CiIjoPpm6/UNkh0gsi1yG+IPx9d6G7q32RmJ4IiICImxYvePjdhHcLoKIHBz3YbIuc7Z/KK8sR/LFZBy4cgBFuiJ4qjwxqP0gjOw8kiM6JhLz/c2ww7BDRA6M+zBZV832D42tiiyXybEschlHayyMe2MRERH3YbIybv/QfDDsEBE5IH4RWx+3f2g+GHaIiBwQv4itj9s/NB8MO0REDohfxNbH7R+aD4YdIiIHxC9i6+P2D80H19khInJA9/tFzNvVmza4/WCkXko1uT23f5AOR3aIiBzQ/ezDlJaXhuit0YjPiEfqpVT8kv8LUi+lIj4jHtFbo5GWl2bpcpslbv/QfNhV2Pnpp58QExMDf39/yGQy7Nixo8k+6enp6Nu3L1QqFbp27Yp169ZZvU4iIntn7hcxb1c3Hbd/aD7sKuyUlpYiJCQEK1asMKn9xYsX8fjjjyMyMhLZ2dmYOXMmnn/+eXz//fdWrpSIyL6Z80XM29XFq9n+oaFg6a325oKCdsBuV1CWyWT45ptvMGbMmAbbzJ49G7t378bJkyeNx55++mncuXMHKSkp9fbR6XTQ6XTGn4uLixEQEMAVlInIIaVfTkf8wbdRqLtT5zlvlRcSB75r/CL+5tw3iM+IN/m13w1/F2O7jbVMoc0ct3+wPTErKDfrCcqZmZmIioqqdSw6OhozZ85ssM/8+fORmJho5cqIiOxDRGkZ9uRdQbK8HAfc1ChSKOBZVYVB2nKMNJRC3bvM2Nac29UZdqqpXdQY220sz4edatZhJz8/H35+frWO+fn5obi4GFqtFm5ude8YmDt3LuLi4ow/14zsEBE5nDNJwKaJUAsGjAUw9m7pPQ1KgU0Tgac3AIEjUVgu7vbz2+V3LFUpkVU167BjDpVKBZVKJXUZRETWpS8Ddr4KNDH/BoIB+HYGMOsUysoUot6irMzpvkKombKrCcpitW3bFgUFBbWOFRQUwMPDo95RHSIip3FqO1B2y7S2ZbeAk9vQ4WalqLfoKLI9kVSaddgJCwvD3r17ax1LTU1FWFiYRBUREdmJc3tEtk9FzO18eFVVmdTcu6oKfyu8ZkZhRLZnV2Hn7t27yM7ORnZ2NoDqW8uzs7ORl5cHoHq+zeTJk43tX3rpJVy4cAFvvPEGzpw5g48++gibN2/GrFmzpCifiMh+aE3bBPSP9rfhKytD4s3bkDdxk65cEJB44zb8UNZoOyJ7YVdh5/Dhw+jTpw/69OkDAIiLi0OfPn0QH199K+S1a9eMwQcAOnfujN27dyM1NRUhISH44IMP8OmnnyI6OlqS+omI7IabaQsK/tHeG+6t2iCyTItlBTcbHOHxrqrCsoKbiNBqoWnla4FCiazPbtfZsRUx9+kTETUbR7+snnhsqtEroK80QLn7/wAAymUyJLtr6t6uXloG9X+/Nir+9h+4hk5u7FWJrMZp1tkhIqIG9HwCSI03bZKyxgfoFQulIED/QzyUukKoBQFj75bWc7t6Nb3KG8qQpyxcNJF12NVlLCIishClBhi1HGhiuwjI5MDo5YCrG6DUQDn2IwhN9BFkciif+Ki6D1EzwLBDROSoejxWvWCgpnX9z2t8jAsK/rmP7OkNEBroI2h8ILu3D5Gd45wdztkhIkdXoQVObgPOpQLa24CbN9BtGNArtuHRGXP6ENmQmO9vhh2GHSIiomaHE5SJiMhIq6/CruNXkZ57HXfKKtBK44qIQF/EBPvDTSluiwii5ohhh4jIgaXmFGD2tuO4XaqvdTzpRD4WJJ/BwthgDAvya6A3kWPgBGUiIgeVmlOAF784XCfo1LhdqseLXxzGDzkF9T5P5CgYdoiIHJBWX4XZ247D0MSsTIMAvLHtOMorTNsTi6g5YtghInJAu45fbXBE5163S/XYeeyqlSsikg7DDhGRA0rPvS6q/b7cG1aqhEh6DDtERA7oTlmFqPaFZaaNAhE1Rww7REQOqJXGVVR7L43SSpUQSY9hh4jIAUUE+opqPySwjZUqIZIeww4RkQOKCfaHt7tpozWt3ZUYFeJv5YqIpMOwQ0TkgNyUCiyMDYZc1ng7uQxYGBsMtStXUibHxbBDROSghgX5YdWk0AZHeFq7K7FqUiiiuIIyOThuF0FE5MCigvyQ0W0odh67in25N1BYpoeXRokhgW0wKsSfIzrkFBh2iIgcnNpVgXGhARgXGiB1KUSS4GUsIiIicmgMO0REROTQGHaIiIjIoTHsEBERkUNj2CEiIiKHxrBDREREDo1hh4iIiBwaww4RERE5NIYdIiIicmgMO0REROTQGHaIiIjIoTHsEBERkUNj2CEiIiKHxrBDREREDo1hh4iIiBya3YWdFStWoFOnTlCr1RgwYAAOHTrUaPulS5ciMDAQbm5uCAgIwKxZs1BeXm6jaomIiMje2VXY2bRpE+Li4pCQkIAjR44gJCQE0dHRuH79er3tN2zYgDlz5iAhIQGnT5/GZ599hk2bNuHNN9+0ceVERERkr+wq7CxZsgTTp0/H1KlTERQUhJUrV0Kj0WDNmjX1ts/IyMDAgQMxYcIEdOrUCcOHD8czzzzT5GgQEREROQ+7CTt6vR5ZWVmIiooyHpPL5YiKikJmZma9fcLDw5GVlWUMNxcuXEBSUhIee+yxBt9Hp9OhuLi41oOIiIgcl4vUBdS4efMmqqqq4OfnV+u4n58fzpw5U2+fCRMm4ObNmxg0aBAEQUBlZSVeeumlRi9jzZ8/H4mJiRatnYiIiOzXfY3sVFRU4PLly8jNzcXt27ctVZPJ0tPT8f777+Ojjz7CkSNHsH37duzevRvvvfdeg33mzp2LoqIi4+Py5cs2rJiIiIhsTfTITklJCb788kts3LgRhw4dgl6vhyAIkMlkeOCBBzB8+HC88MILeOSRR0S9ro+PDxQKBQoKCmodLygoQNu2bevt8/bbb2PSpEl4/vnnAQAPP/wwSktL8cILL+Ctt96CXF43y6lUKqhUKlG1ERERUfMlamRnyZIl6NSpE9auXYuoqCjs2LED2dnZOHv2LDIzM5GQkIDKykoMHz4cI0aMwLlz50x+baVSiX79+mHv3r3GYwaDAXv37kVYWFi9fcrKyuoEGoVCAQAQBEHMRyMiIiIHJWpk59dff8VPP/2Enj171vt8//79MW3aNKxcuRJr167F/v370a1bN5NfPy4uDlOmTEFoaCj69++PpUuXorS0FFOnTgUATJ48Ge3bt8f8+fMBADExMViyZAn69OmDAQMG4Pz583j77bcRExNjDD1ERETk3ESFna+//tqkdiqVCi+99JLoYsaPH48bN24gPj4e+fn56N27N1JSUoyTlvPy8mqN5Pzzn/+ETCbDP//5T1y5cgVt2rRBTEwM5s2bJ/q9iYiIyDHJBBHXe0pKSvDOO+8gKSkJN2/ehKenJ7p3746BAwciNjYWPXr0sGatVlFcXAxPT08UFRXBw8ND6nKIiIjIBGK+v0WN7EyePBlZWVmYPn06/Pz8oNVqMXv2bFy4cAHx8fH429/+ho8//hj+/v739QGIiIiILEXUyI67uzsOHDiAPn36GI+1bNkSx44dg0KhwLx587B7924cOHAAnTt3tkrBlsaRHSISS1upRcrFFOy/sh/FumJ4qDwwuP1gjOg8Am4ublKXR+QUrDay4+fnh7Kysnqf69ixI1atWoV//etfeO2117Bz504xL01EJBkx4SUtLw0JGQko1BXWOp56KRUfZn2IxPBERHaItGX5RNQEUSM7S5YswSeffILNmzcjJCQEwB8jO126dAEA/P777+jVqxfu3r1rnYotjCM7RM6tofACAF4qr1rhJS0vDTPTZ8IgGBp8PblMjmWRyxAREGGtkokI4r6/Ra2zExcXh5iYGPTt2xcjRozAypUrYTAYIJPJjG02btwIHx8f8yonIrKhmvBSX9ABgEJdIWamz0T65XRoK7VIyEhoNOgAgEEwIP5gPMory61QMRGZQ/R2EYsXL0ZGRgZatmyJ//t//y+0Wi1CQkLQpUsXtG7dGu+99x7+/e9/W6NWIiKLERtedv22q8FQdK9CXSGSLyZbokwisgCzNgIdMGAAtmzZAr1ejyNHjuDs2bMoLi6Gj48Phg4dCl9fX0vXSURkUSkXU0SFl+3ntot6/QNXDmBst7HmlEZEFnZfu54rlUr85S9/wV/+8hdL1UNEZBP7r+wX1f5a6TVR7Yt0RaLaE5H1iLqMlZeXJ+rFr1y5Iqo9EZGtFOuKxXUQud2ep8pTXAcishpRYeeRRx7Biy++iF9//bXBNkVFRVi9ejV69eqFbdu23XeBRETW4KESd/dluxbtRLUf1H6QqPZEZD2iLmPl5ORg3rx5GDZsGNRqNfr16wd/f3+o1WoUFhYiJycHp06dQt++fbFo0SI89thj1qqbiOi+DG4/GKmXUk1uP7brWFy9e9WkeT7eam+M7DzyfsojIgsSNbLTunVrLFmyBNeuXcPy5cvRrVs33Lx5E+fOnQMATJw4EVlZWcjMzGTQISK7NqLzCHipvExq6632xuiuo5HYcRTkTSxNJhcEJHYcBbWL2hJlEpEFiFpU8M+OHz+OoKAguLjc1xxnyXFRQSLnJWqRQL/+wNJeSBfKEN/GG4UKRZ223lVVSLxxGxEyDTDrFODKrSOIrEXM97fZYUcul0OpVKJHjx4ICQmp9WhOiwoy7BA5t/TL6Yg/GF/v5SlvtTcSwxOrV0M++iXw7QwAQLlMhmR3DQ64qVGkUMCzqgqDtOUYWVoGdc2v1NErgD5/t90HIXIyNgk7ycnJmDx5MoYMGQKlUomTJ0/i5MmTkMlkaNu2rTH4BAcH45lnnjHrg9gCww4RlVeWI/liMg5cOYAiXRE8VZ4Y1H4QRnYe+cflqM2TgZxvTX/RoDHAuPVWqZeIbBR2evTogYULF2L06NHGYykpKXj11Vcxffp0XL9+HcePH8fJkydx7Zq49SlsiWGHiEyyPga4+JPp7Tv/FZiyy3r1EDk5q+16/meXLl1CcHBwrWMjRozAokWLsHnzZmzcuNHclyYiqkPMzuRW4WbaZOY/2ntbpw4iEk303lg1wsLC8Pnnn9c53qdPHyQnc08YIrKctLw0RG+NRnxGPFIvpeKX/F+QeikV8RnxiN4ajbS8NKvXoO8cJap9RZdHrVQJEYlldtj56KOP8OGHH2L69Ok4deoUDAYDKioqsGLFCrRq1cqCJRKRMxOzM7k17TL8BbeElia1vSl4YGdVmFXrISLTmR12evTogZ9//hkXL17Eww8/DI1GA41Gg48++gjz58+3ZI1E5KTE7kxeXllutVr2ni/B7IoXUCXIGm1XJcgwu2I6fjxfYrVaiEic+1okp0ePHvjhhx+Ql5eH7OxsyOVy9OvXD+3aiVtWnYioPmJ3Jk++mGy1ncbvlFUgw9APL1TEYZHrKrSW1Q0zNwUPzK6Yjr2Gfggv01ulDiISzyIrAnbo0AEdOnSwxEsRERmJ3Zn8wJUDVgs7rTSuAFAdZHT/wShFBobIj8ELd1GIFthnCMHOqnDooAQAeGmUVqmDiMRr3ssfE5FDE7szeZGuyEqVABGBvkg6kQ8A0EGJLVUR2FIV0WD7IYFtrFYLEYlj9pwdIiJrE7szuafK00qVADHB/vB2N220prW7EqNC/K1WCxGJw7BDRHZrcPvBotoPaj/ISpUAbkoFFsYGQ974/GTIZcDC2GCoXevunUVE0mDYISK7JXZn8pGdR1q1nmFBflg1KbTBEZ7W7kqsmhSKqCA/q9ZBROJwzg4R2S03FzckhieatDN5YnjiH/tYWVFUkB8yug3FzmNXsS/3BgrL9PDSKDEksA1GhfhzRIfIDpm9N5aj4N5YRPbP5J3Jichp2GQjUEfBsEPUPJi0MzkROQ2GHREYdohIq6/CruNXkZ57HXfKKtBK44qIQF/EBPvDTcnLUkT2yCa7nhMROYLUnALM3nYct0trr3icdCIfC5LPYGFsMIZxwjFRs8a7sYjIaaXmFODFLw7XCTo1bpfq8eIXh/FDToGNKyMiS2LYISKnpNVXYfa24zA0cSHfIABvbDuO8ooq2xRGRBbHy1hE5JR2Hb9qHNFRQ4cYRSYi5NlohVLcgTvSDb2xqyoM5VDhdqkeO49dxbjQAImrJiJz2N3IzooVK9CpUyeo1WoMGDAAhw4darT9nTt3MGPGDLRr1w4qlQrdu3dHUlKSjaolouYqPfc6ACBKnoWDqv/Bv11X4XHFIQxUnMLjikP4t+sqHFT9D6LkWQCAfbk3pCyXiO6DXYWdTZs2IS4uDgkJCThy5AhCQkIQHR2N69ev19ter9dj2LBh+P3337F161bk5uZi9erVaN++vY0rJ6Lm5k5ZBaLkWfjEdQlay0rqbdNaVoJPXJfgUXkWCsvqn9dDRPbPrsLOkiVLMH36dEydOhVBQUFYuXIlNBoN1qxZU2/7NWvW4Pbt29ixYwcGDhyITp06YciQIQgJCbFx5UTU3LRRV2Gh6yooZI1P2lHIBCxyXQVftVOv0kHUrNnNnB29Xo+srCzMnTvXeEwulyMqKgqZmZn19tm5cyfCwsIwY8YMfPvtt2jTpg0mTJiA2bNnQ6Gof20MnU4HnU5n/Lm4uNiyH4SImqSt1CLlYgr2X9mPYl0xPFQeGNx+MEZ0HgE3Fzeb1DCxRVaDIzr3ai0rwYQWvwIIs25RRGQVdhN2bt68iaqqKvj51V7Pws/PD2fOnKm3z4ULF/Djjz9i4sSJSEpKwvnz5/HKK6+goqICCQkJ9faZP38+EhMTLV4/EZkmLS8NCRkJdbZ+SL2Uig+zPkRieCIiO0RavY5+ul/FtdcftlIlRGRtdnUZSyyDwQBfX1+sWrUK/fr1w/jx4/HWW29h5cqVDfaZO3cuioqKjI/Lly/bsGIi55aWl4aZ6TPr3eMKAAp1hZiZPhPpl9OtXotCd0dc+/L6ayYi+2c3Izs+Pj5QKBQoKKi9eFdBQQHatm1bb5927drB1dW11iWrhx56CPn5+dDr9VAqlXX6qFQqqFQqyxZPRE3SVmqRkJHQ6O7lAGAQDIg/GI89T+6x7p5Xbl4i23tbpw4isjq7GdlRKpXo168f9u7dazxmMBiwd+9ehIXVf5184MCBOH/+PAyGP355nj17Fu3atas36BCRdFIupjQ4onOvQl0hki8mW7egbsNFth9mnTqIyOrsJuwAQFxcHFavXo3169fj9OnTePnll1FaWoqpU6cCACZPnlxrAvPLL7+M27dv47XXXsPZs2exe/duvP/++5gxY4ZUH4GIGrD/yn5R7Q9cOWClSv6r5xOAprVpbTU+QK9Y69ZDRFZjN5exAGD8+PG4ceMG4uPjkZ+fj969eyMlJcU4aTkvLw9y+R/5LCAgAN9//z1mzZqF4OBgtG/fHq+99hpmz54t1UcgogYU68Td+VikK7JSJf+l1ACjlgObJgKNXVqTyYHRywFX29wlRkSWJxMEwakXjxCzRTwRmS8uPQ6pl1JNbj+843B8EPGBFSv6r9xk4NsZQNmtus9pfKqDTuBI69dBRKKI+f62q5EdInJcg9sPFhV2BrUfZMVq/iRwJDDrFHByG3AuFdDerp6M3G1Y9aUrjugQNXsc2eHIDpFNaCu1iN4abdIkZW+1N76P/d66d2MRUbMm5vvbriYoE5HjcnNxQ2J4IuSyxn/tyGVyJIYnMugQkcUw7BCRzUR2iMSyyGXwUtW/xo232hvLIpchIiDCtoURkUPjZSxexiKyufLKciRfTMaBKwdQpCuCp8oTg9oPwsjOIzmiQ0QmEfP9zbDDsENERNTscM4OERER0X8x7BAREZFDY9ghIiIih8awQ0RERA6NKygTUbOg1Vdh1/GrSM+9jjtlFWilcUVEoC9igv3hplRIXR4R2TGGHSKye6k5BZi97Thul+prHU86kY8FyWewMDYYw4L8JKqOiOwdL2MRkV1LzSnAi18crhN0atwu1ePFLw7jh5wCG1dGRM0Fww4R2S2tvgqztx2HoYnVwAwC8Ma24yivqLJNYUTUrDDsEJHd2nX8aoMjOve6XarHzmNXrVwRETVHDDtEZLfSc6+Lar8v94aVKiGi5oxhh4js1p2yClHtC8tMGwUiIufCsENEdquVxlVUey+N0kqVEFFzxrBDRHYrItBXVPshgW2sVAkRNWcMO0Rkt2KC/eHtbtpoTWt3JUaF+Fu5IiJqjhh2iMhuuSkVWBgbDLms8XZyGbAwNhhqV66kTER1MewQkV0bFuSHVZNCGxzhae2uxKpJoYjiCspE1ABuF0FEdi8qyA8Z3YZi57Gr2Jd7A4VlenhplBgS2AajQvw5okNEjWLYIaJmQe2qwLjQAIwLDZC6FCJqZhh2iMjmzNrBXF8GnNoOnNsDaAsBNy+g23Cg5xOAUmPbD0BEzYpMEIQmdp1xbMXFxfD09ERRURE8PDykLofI4TW0gzkAeLsr69/B/EwSsPNVoOxW3RfUtAZGLQd6PGalionIHon5/uYEZSKyGbN2MD+TBGyaWH/QAaqPb5oI5CZboWIicgQMO0RkE2btYK4vqx7REQyNdxIMwLczgAqt5QomIofBsENENmHWDuantjc8onOvslvAyW33USEROSqGHSKyCbN2MD+3R9ybnEsV156InALvxiIimzBrB3Nlobg30d4W156InALDDhHZhFk7mLt6iXsTN29x7YnIKfAyFhHZhFk7mHcbLu5Nug0T156InALDDhHZhFk7mPd8onodHVNofIBesfdRIRE5Kl7GIiKbqNnB/MUvDkMp6BCjyESEPButUIo7cEe6oTd2VYVBL1P9aQdzTfWCgZsmNn77uUwOjF4OuLrZ7PMQUfNhlyM7K1asQKdOnaBWqzFgwAAcOnTIpH4bN26ETCbDmDFjrFsgEZllWJAftg8tQqb6NfzbdRUeVxzCQMUpPK44hH+7rkKm+jVsH1pUewfzHo8BT29oeIRH41P9fOBI23wIImp27G5kZ9OmTYiLi8PKlSsxYMAALF26FNHR0cjNzYWvb8PX/H///Xf84x//wODBg21YLRGJciYJvTNmAKh/lMYLxfDKmAF08KodXgJHArNOVa+jcy61+q4rN+/qOTq9YjmiQ0SNsru9sQYMGIBHHnkEy5cvBwAYDAYEBATg//yf/4M5c+bU26eqqgp//etfMW3aNOzfvx937tzBjh076m2r0+mg0+mMPxcXFyMgIIB7YxFZm74MWNrLtEUCNa2rww1DDBE1oNnujaXX65GVlYWoqCjjMblcjqioKGRmZjbY791334Wvry+ee+65Jt9j/vz58PT0ND4CAgIsUjsRNYGrIRORROwq7Ny8eRNVVVXw86u947Gfnx/y8/Pr7XPgwAF89tlnWL16tUnvMXfuXBQVFRkfly9fvu+6icgEXA2ZiCRid3N2xCgpKcGkSZOwevVq+Pj4mNRHpVJBpVJZuTIiqkPL1ZCJSBp2FXZ8fHygUChQUFBQ63hBQQHatm1bp/1vv/2G33//HTExMcZjBkP1xEcXFxfk5ubiwQcftG7RRGQaN66GTETSsKvLWEqlEv369cPevXuNxwwGA/bu3YuwsLA67Xv06IETJ04gOzvb+Bg1ahQiIyORnZ3N+ThE9oSrIRORROxqZAcA4uLiMGXKFISGhqJ///5YunQpSktLMXXqVADA5MmT0b59e8yfPx9qtRq9evWq1b9Vq1YAUOc4EUms5xNAaryJd2NxNWQishy7Czvjx4/HjRs3EB8fj/z8fPTu3RspKSnGSct5eXmQy+1qQIqITKHkashEJA27W2fH1sTcp09EFpCbDHw7o/4RHo1PddDhashE1AQx3992N7JDRA6OqyETkY0x7BCR7bm6AX3+Xv0gIrIyTn4hIiIih8awQ0RERA6NYYeIiIgcGsMOEREROTSGHSIiInJoDDtERETk0HjrOZEj0JcBp7YD5/ZU7y7u5lW9F1XPJ6pXLiYicmIMO0TN3ZkkYOerdVckzvm2ei+qUcuBHo9JUxsRkR3gZSyi5uxMUvVeUw1trll2q/r53GTb1kVEZEcYdoiaK31Z9YhOY5tqAtXPfzsDqNDapi4iIjvDy1h2QlupRcrFFOy/sh/FumJ4qDwwuP1gjOg8Am4u3CuI6nFqe8MjOvcqu1W9FxW3ZyAiJ8SwYwfS8tKQkJGAQl1hreOpl1LxYdaHSAxPRGSHSImqI0mYMuH43B5xr3kulWGHiJwSw47E0vLSMDN9JgwNXIoo1BViZvpMLItchoiACNsWR9IwdcKxtrD+/g3R3rZcjUREzQjDjoS0lVokZCQ0GHRqGAQD4g/GY8+Te6B2UduoOpLEfyccayEgpYU79mvcUCyXw8NgwOAyLUaU3obbponA0xuqR3vEcPO2Ts1ERHaOE5QllHIxpc6lq4YU6gqRfJF31Di0/044TnNTITrAH/FtWiPVXYNf3NRIddcgvk1rRAf4I81NVT3huEuEuNfvNswqZRMR2TuGHQntv7JfVPsDVw5YqRKyC6e2Iw1lmOnrg0KFot4mhQoFZvr6IF0oAwQAmtamvbbGB+gVa7laiYiaEYYdCRXrikW1L9IVWakSsgfasylI8PGGQSZrtJ1BJkN8G2+UX0gDRi2HIGv8f2NBJgdGLwdceVcfETknhh0Jeag8RLX3VHlaqRKyBynl/9vgiM69ChUKJJdfRqqhH6brZ+GW0LLedjcFD0zXz8IPVX0tWSoRUbPCCcoSGtx+MFIvpZrcflD7QVashqS2X14FNLE+4L3t07cdx+2qfgiv+g9GKTIwRH4MXriLQrTAPkMIdlaFQwcljmw7joxuQ6F2NS1MERE5EoYdKzB1gcARnUfgw6wPTZqk7K32xsjOI61ZNkmsWOMJ3L1jcvvLMg1ul+oBADoosaUqAluqIupte7tUj53HrmJcaIAFKiUial54GcvC0vLSEL01GvEZ8Ui9lIpf8n9B6qVUxGfEI3prNNLy0oxt3VzckBieCHkTcy7kMjkSwxN527mD8/B6UFT721XtRLXfl3tDVHsiIkfBsGNBNQsENjRSU7NAYPrldOOxyA6RWBa5DF6q+tdM8VZ7c0FBJzFY5H9j18qHRbUvLNOLak9E5ChkgiAIUhchpeLiYnh6eqKoqAgeHuImDP+ZtlKL6K3RJl2S8lJ51VkgsLyyHMkXk3HgygEU6YrgqfLEoPaDMLLzSI7oOAkxf4a81d7oUbEA3580fVXkxx9uhxUTOVGZiByDmO9vztmxEHMWCBzbbazxmNpFjbHdxtY6Rs6l5rJmY9uHAH9c1rxe8ICosDMksI0lyiQianZ4GctCuEAgWULNZc1WDVzW9FJ5GS9rxgT7w9tdadLrtnZXYlSIvyVLJSJqNjiyYyFcIJAspaLkIdw9PxtaxWG4tMiFTFEGoUqDyruBcKkKRUXwQwAAN6UCC2OD8eIXh2Fo5GK0XAYsjA3mbedE5LQ4smMhXCCQLCE1pwAvfnEYhXeByqJQlF+ZCG3edJRfmYjKolAU3gVe/OIwfsgpAAAMC/LDqkmhDY7wtHZXYtWkUEQF+dnyYxAR2RWO7FgIFwik+6XVV2H2tuONjtIAgEEA3vjTIoFRQX7I6DYUO49dxb7cGygs08NLo8SQwDYYFeLPER0icnoMOxbCBQLpfu06ftW4SGBT7l0kUO2qwLjQAC4aSERUD17GshAuEEj3Kz33uqj2XCSQiMg0HNmxoJo7aeIPxtc7wuOt9kZieKJTLhBo6hYazuxOWYWo9lwkkIjINAw7FhYREIE9T+7hAoF/kpaXhoSMhDoBMPVSKj7M+hCJ4YmI7BApUXX2o5XGVVR7L41pt50TETk7u7yMtWLFCnTq1AlqtRoDBgzAoUOHGmy7evVqDB48GF5eXvDy8kJUVFSj7W2hZoHADyI+wKfRn+KDiA8wtttYhwk62kotvjn3DeLS4/D8988jLj0O35z7BtpKbZ225myh4awiAn1FtecigUREprG7sLNp0ybExcUhISEBR44cQUhICKKjo3H9ev3zGdLT0/HMM88gLS0NmZmZCAgIwPDhw3HlyhUbV+4cxGx0qq3UIiEjodHVgAHAIBgQfzAe5ZXl1i7frnGRQCIi67C7sLNkyRJMnz4dU6dORVBQEFauXAmNRoM1a9bU2/6rr77CK6+8gt69e6NHjx749NNPYTAYsHfvXhtX7vjEjtKYs4WGM6tZJFAua7wdFwkkIhLHrsKOXq9HVlYWoqKijMfkcjmioqKQmZlp0muUlZWhoqIC3t7e9T6v0+lQXFxc60FNM2eUhltoiGfuIoFiLi0SETkbu5qgfPPmTVRVVcHPr/Yvcj8/P5w5c8ak15g9ezb8/f1rBaY/mz9/PhITE++7VmdjzigNt9Awj9hFAjkBnIiocXYVdu7XggULsHHjRqSnp0Otrn8y8Ny5cxEXF2f8ubi4GAEBXIitKeaM0nALDfOZukhgzaXFhkbcai4t1mweSkTkjOzqMpaPjw8UCgUKCgpqHS8oKEDbtm0b7bt48WIsWLAAe/bsQXBwcIPtVCoVPDw8aj2oaeaM0gxuP1hUH26hIQ4ngBMRmcauwo5SqUS/fv1qTS6umWwcFhbWYL9FixbhvffeQ0pKCkJDQ21RqtMxZ5RmROcR8FJ5mdSeW2iIxwngRESmsauwAwBxcXFYvXo11q9fj9OnT+Pll19GaWkppk6dCgCYPHky5s6da2y/cOFCvP3221izZg06deqE/Px85Ofn4+7du1J9BIdkzigNt9CwLk4AJyIyjd2FnfHjx2Px4sWIj49H7969kZ2djZSUFOOk5by8PFy7ds3Y/uOPP4Zer8eTTz6Jdu3aGR+LFy+W6iM4JHNHaWq20Gior7fam/NJzMQJ4EREppEJgiBIXYSUiouL4enpiaKiIs7faUJTk2GB6lGa+sJLeWU5t9CwsLj0OKReSjW5/fCOw/FBxAdWrIiIyHbEfH871N1YZF33s9FpzRYaY7uNtUGlzmFw+8Giwg4ngBORs+LIDkd2ROMojX3QVmoRvTXapEnK3mpvfB/7Pf/7EJHDEPP9zbDDsEPN2P1cWiQias7EfH/b3QRlIjIdJ4ATETWNIzsc2SEHwEuLRORseBlLBIYdIiKi5oeXsYiIiIj+i2GHiIiIHBrDDhERETk0hh0iIiJyaAw7RERE5NAYdoiIiMihMewQERGRQ2PYISIiIofGsENEREQOjWGHiIiIHBrDDhERETk0hh0iIiJyaC5SF0DOQauvwq7jV5Geex13yirQSuOKiEBfxAT7w02pkLo8IiJyYAw7ZHWpOQWYve04bpfqax1POpGPBclnsDA2GMOC/CSqjoiIHB0vY5FVpeYU4MUvDtcJOjVul+rx4heH8UNOgY0rIyIiZ8GwQ1aj1Vdh9rbjMAiNtzMIwBvbjqO8oso2hRERkVPhZSwSzdT5N7uOX21wROdet0v12HnsKsaFBlirbCIiclIMOySKmPk36bnXRb32vtwbDDtERGRxvIxFJhM7/+ZOWYWo1y8sM20UiIiISAyGHTKJOfNvWmlcRb2Hl0Z5HxUSERHVj2GHTGLO/JuIQF9R7zEksI05pRERETWKYYdMYs78m5hgf3i7mzZa09pdiVEh/uaURkRE1CiGHTKJOfNv3JQKLIwNhlzWeFu5DFgYGwy1K1dSJiIiy2PYIZOYO/9mWJAfVk0KbXCEp7W7EqsmhSKKKygTEZGV8NZzO2Hve0dFBPoi6US+ye3/PP8mKsgPGd2GYuexq9iXewOFZXp4aZQYEtgGo0L8OaJDRERWJRMEoYn7axxbcXExPD09UVRUBA8PD4u8ptjg0tDaNQDg7a60i72jtPoqDFz4o0mTlFu7K3FwzlCGGCIishox398MOxYOO6k5BUjY+isG6vYhQp6NVijFHbgj3dAbB1VDkPjkI7WCS83aNUpBhxhFZp0+u6rCoJep7OJSz33Vqi8DTm0Hzu0BtIWAmxfQbTjQ8wlAqZHmAxERUbPFsCOCJcNOak4BNn/1CRa4rEJrWUmd528JLTGn8gWMn/giooL8jKMlfbWZWOjacJ/ZFS/giFsYMuxgtCQ7dQM6HpwNLxTXea4QHrg0cCF6D5tQ+4kzScDOV4GyW3VfUNMaGLUc6PGYlSomIiJHJOb72y4nKK9YsQKdOnWCWq3GgAEDcOjQoUbbb9myBT169IBarcbDDz+MpKQkG1X6B62+Cru3foaVLkvqDS0A0FpWgpUuS/Dd1jUor6i+1NVXm4lPXBvv84nrEvTRZmLnsavW/AhNO5OE3hkz6g06AOCFYvTOmAHkJtfqg00T6w86QPXxTRNr9yEiIrIguws7mzZtQlxcHBISEnDkyBGEhIQgOjoa16/Xv85LRkYGnnnmGTz33HM4evQoxowZgzFjxuDkyZM2rTvp6G94u+ojKGSND5QpZALerlqB3Ucu4ODpPCx0XWVSn0Wuq5Bx+n8tWbI4+rLq0RnB0Hg7wQB8OwOo0JrXh4iIyMLsLuwsWbIE06dPx9SpUxEUFISVK1dCo9FgzZo19bZftmwZRowYgddffx0PPfQQ3nvvPfTt2xfLly+3ad2lWZsbHJ25V2tZCcqyNiPo1g+i+jx0a8/9lHh/Tm1veHTmXmW3gJPbzOtDRERkYXYVdvR6PbKyshAVFWU8JpfLERUVhczMzHr7ZGZm1moPANHR0Q221+l0KC4urvWwhMDin0W171aSiUcqD4vq80hllqj2FnVOZNA6l2peHyIiIguzq7Bz8+ZNVFVVwc+v9p08fn5+yM+vf42X/Px8Ue3nz58PT09P4yMgIMAitXvK7opq74W7aK/SierTXlUuqr1FaQtFtr9tXh8iIiILs6uwYwtz585FUVGR8XH58mWLvK57K3GbWGpa+cKnjbhbyX1824pqb1FuXiLbe5vXh4iIyMLsKuz4+PhAoVCgoKCg1vGCggK0bVv/F33btm1FtVepVPDw8Kj1sAS/vjGi2rft9zcoAqNF9VF0Hy6qvUV1E/ne3YaZ14eIiMjC7CrsKJVK9OvXD3v37jUeMxgM2Lt3L8LCwurtExYWVqs9AKSmpjbY3lqUIU9CrzJtJEOv8oZryFPVC+ppWpv2BhofoFfsfVR4n8yptTl9PiIiclh2FXYAIC4uDqtXr8b69etx+vRpvPzyyygtLcXUqVMBAJMnT8bcuXON7V977TWkpKTggw8+wJkzZ/DOO+/g8OHDePXVV21buFID5diPIMgaP6WCTA7lEx8Brm7VKwePWg400QcyOTB6eXUfqZhTa3P6fERE5LDsLuyMHz8eixcvRnx8PHr37o3s7GykpKQYJyHn5eXh2rVrxvbh4eHYsGEDVq1ahZCQEGzduhU7duxAr169bF98j8cge3oDhAZGMwSND2RPbwACR9bqg6c3NDwCovGpfv7PfaRiTq3N6fMREZFD4nYRVtgIFBXa6jVjzqVW32Hk5l09H6VXbMOjF+b0kYqjfz4iIrJ73BtLBKuEHSIiIrKqZr83FhEREZGlMOwQERGRQ2PYISIiIofGsENEREQOjWGHiIiIHBrDDhERETk0hh0iIiJyaAw7RERE5NBcpC5AajVrKhYXF0tcCREREZmq5nvblLWRnT7slJSUAAACAgIkroSIiIjEKikpgaenZ6NtnH67CIPBgKtXr6Jly5aQyWQAqtNiQEAALl++zC0kGsBz1DSeo6bxHDWN58g0PE9Nc7RzJAgCSkpK4O/vD7m88Vk5Tj+yI5fL8cADD9T7nIeHh0P8gbAmnqOm8Rw1jeeoaTxHpuF5apojnaOmRnRqcIIyEREROTSGHSIiInJoDDv1UKlUSEhIgEqlkroUu8Vz1DSeo6bxHDWN58g0PE9Nc+Zz5PQTlImIiMixcWSHiIiIHBrDDhERETk0hh0iIiJyaAw7RERE5NCcMuysWLECnTp1glqtxoABA3Do0KFG22/ZsgU9evSAWq3Gww8/jKSkJBtVKi0x52n16tUYPHgwvLy84OXlhaioqCbPqyMQ+2epxsaNGyGTyTBmzBjrFmgHxJ6jO3fuYMaMGWjXrh1UKhW6d+/u8P/PiT1HS5cuRWBgINzc3BAQEIBZs2ahvLzcRtXa3k8//YSYmBj4+/tDJpNhx44dTfZJT09H3759oVKp0LVrV6xbt87qdUpJ7Dnavn07hg0bhjZt2sDDwwNhYWH4/vvvbVOsFAQns3HjRkGpVApr1qwRTp06JUyfPl1o1aqVUFBQUG/7gwcPCgqFQli0aJGQk5Mj/POf/xRcXV2FEydO2Lhy2xJ7niZMmCCsWLFCOHr0qHD69Gnh2WefFTw9PYX//d//tXHltiP2HNW4ePGi0L59e2Hw4MHC6NGjbVOsRMSeI51OJ4SGhgqPPfaYcODAAeHixYtCenq6kJ2dbePKbUfsOfrqq68ElUolfPXVV8LFixeF77//XmjXrp0wa9YsG1duO0lJScJbb70lbN++XQAgfPPNN422v3DhgqDRaIS4uDghJydH+M9//iMoFAohJSXFNgVLQOw5eu2114SFCxcKhw4dEs6ePSvMnTtXcHV1FY4cOWKbgm3M6cJO//79hRkzZhh/rqqqEvz9/YX58+fX237cuHHC448/XuvYgAEDhBdffNGqdUpN7Hm6V2VlpdCyZUth/fr11ipRcuaco8rKSiE8PFz49NNPhSlTpjh82BF7jj7++GOhS5cugl6vt1WJkhN7jmbMmCEMHTq01rG4uDhh4MCBVq3TXpjyRf7GG28IPXv2rHVs/PjxQnR0tBUrsx+mnKP6BAUFCYmJiZYvyA441WUsvV6PrKwsREVFGY/J5XJERUUhMzOz3j6ZmZm12gNAdHR0g+0dgTnn6V5lZWWoqKiAt7e3tcqUlLnn6N1334Wvry+ee+45W5QpKXPO0c6dOxEWFoYZM2bAz88PvXr1wvvvv4+qqipblW1T5pyj8PBwZGVlGS91XbhwAUlJSXjsscdsUnNz4Iy/t++XwWBASUmJw/7OdqqNQG/evImqqir4+fnVOu7n54czZ87U2yc/P7/e9vn5+VarU2rmnKd7zZ49G/7+/nV+4TgKc87RgQMH8NlnnyE7O9sGFUrPnHN04cIF/Pjjj5g4cSKSkpJw/vx5vPLKK6ioqEBCQoItyrYpc87RhAkTcPPmTQwaNAiCIKCyshIvvfQS3nzzTVuU3Cw09Hu7uLgYWq0Wbm5uElVmvxYvXoy7d+9i3LhxUpdiFU41skO2sWDBAmzcuBHffPMN1Gq11OXYhZKSEkyaNAmrV6+Gj4+P1OXYLYPBAF9fX6xatQr9+vXD+PHj8dZbb2HlypVSl2Y30tPT8f777+Ojjz7CkSNHsH37duzevRvvvfee1KVRM7VhwwYkJiZi8+bN8PX1lbocq3CqkR0fHx8oFAoUFBTUOl5QUIC2bdvW26dt27ai2jsCc85TjcWLF2PBggX44YcfEBwcbM0yJSX2HP3222/4/fffERMTYzxmMBgAAC4uLsjNzcWDDz5o3aJtzJw/R+3atYOrqysUCoXx2EMPPYT8/Hzo9XoolUqr1mxr5pyjt99+G5MmTcLzzz8PAHj44YdRWlqKF154AW+99Rbkcv4dtqHf2x4eHhzVucfGjRvx/PPPY8uWLQ47Eg842ciOUqlEv379sHfvXuMxg8GAvXv3IiwsrN4+YWFhtdoDQGpqaoPtHYE55wkAFi1ahPfeew8pKSkIDQ21RamSEXuOevTogRMnTiA7O9v4GDVqFCIjI5GdnY2AgABblm8T5vw5GjhwIM6fP28MggBw9uxZtGvXzuGCDmDeOSorK6sTaGrCocCtDgE45+9tc3z99deYOnUqvv76azz++ONSl2NdUs+QtrWNGzcKKpVKWLdunZCTkyO88MILQqtWrYT8/HxBEARh0qRJwpw5c4ztDx48KLi4uAiLFy8WTp8+LSQkJDjNrediztOCBQsEpVIpbN26Vbh27ZrxUVJSItVHsDqx5+heznA3lthzlJeXJ7Rs2VJ49dVXhdzcXOG7774TfH19hX/9619SfQSrE3uOEhIShJYtWwpff/21cOHCBWHPnj3Cgw8+KIwbN06qj2B1JSUlwtGjR4WjR48KAIQlS5YIR48eFS5duiQIgiDMmTNHmDRpkrF9za3nr7/+unD69GlhxYoVDn/rudhz9NVXXwkuLi7CihUrav3OvnPnjlQfwaqcLuwIgiD85z//ETp06CAolUqhf//+ws8//2x8bsiQIcKUKVNqtd+8ebPQvXt3QalUCj179hR2795t44qlIeY8dezYUQBQ55GQkGD7wm1I7J+lP3OGsCMI4s9RRkaGMGDAAEGlUgldunQR5s2bJ1RWVtq4atsSc44qKiqEd955R3jwwQcFtVotBAQECK+88opQWFho+8JtJC0trd7fLzXnZcqUKcKQIUPq9Ondu7egVCqFLl26CGvXrrV53bYk9hwNGTKk0faORiYIHPckIiIix+VUc3aIiIjI+TDsEBERkUNj2CEiIiKHxrBDREREDo1hh4iIiBwaww4RERE5NIYdIiIicmgMO0REROTQGHaIiIjIoTHsEJFDEgQBS5YsQefOnaHRaDBmzBgUFRVJXRYRSYBhh4gc0uuvv46PP/4Y69evx/79+5GVlYV33nlH6rKISALcG4uIHM4vv/yCsLAwHD58GH379gUAvPvuu/jqq6+Qm5srcXVEZGsc2SEih7N48WI8+uijxqADAH5+frh586aEVRGRVBh2iMih6HQ67N69G2PHjq11vLy8HJ6enhJVRURS4mUsInIomZmZCA8Ph1qthkKhMB6vqKhAZGQkUlJSJKyOiKTgInUBRESWdPbsWbi7uyM7O7vW8ccffxwDBw6UpigikhTDDhE5lOLiYvj4+KBr167GY5cuXcK5c+cQGxsrYWVEJBXO2SEih+Lj44OioiL8+Qr9vHnz8NhjjyEoKEjCyohIKhzZISKHMnToUJSXl2PBggV4+umn8dVXX2HXrl04dOiQ1KURkUQ4skNEDsXPzw/r1q3Dxx9/jJ49e+Lnn3/GgQMHEBAQIHVpRCQR3o1FREREDo0jO0REROTQGHaIiIjIoTHsEBERkUNj2CEiIiKHxrBDREREDo1hh4iIiBwaww4RERE5NIYdIiIicmgMO0REROTQGHaIiIjIoTHsEBERkUP7/5GeLtmAwuxBAAAAAElFTkSuQmCC", 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