From 5ba75485bb2325a0f0365810361d798a89552daf Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar Date: Fri, 23 Feb 2024 16:16:54 +0530 Subject: [PATCH 01/21] docs: How-to guide on wire-cutting (FATAL:NOT WORKING) --- docs/notebooks/wire_cutting.ipynb | 865 ++++++++++++++++++++++++++++++ 1 file changed, 865 insertions(+) create mode 100644 docs/notebooks/wire_cutting.ipynb diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb new file mode 100644 index 0000000..15fc60c --- /dev/null +++ b/docs/notebooks/wire_cutting.ipynb @@ -0,0 +1,865 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "57a88d32-f7b1-4bd9-9677-d172af205376", + "metadata": {}, + "source": [ + "### Wire cutting as a method to improve performance of quantum circuits" + ] + }, + { + "attachments": { + "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", + "metadata": {}, + "source": [ + "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", + "\n", + "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", + "\n", + "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", + "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", + "\n", + "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." + ] + }, + { + "cell_type": "markdown", + "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", + "metadata": {}, + "source": [ + "### Start" + ] + }, + { + "cell_type": "markdown", + "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", + "metadata": {}, + "source": [ + "We shall take a $p=2$ QAOA circuit as an example for this notebook." + ] + }, + { + "cell_type": "markdown", + "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", + "metadata": {}, + "source": [ + "### Build" + ] + }, + { + "cell_type": "markdown", + "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", + "metadata": {}, + "source": [ + "Here we show the function to build a QAOA circuit, and assign parameters to it. Initial parameters are assigned randomly." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "de911815-4760-472f-a8d8-faad17e46524", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n", + "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" + ] + } + ], + "source": [ + "from qiskit import QuantumCircuit\n", + "from qiskit.circuit import Parameter, ParameterVector\n", + "from numpy.random import default_rng\n", + "from numpy import pi\n", + "\n", + "def build_qaoa_circuit(\n", + " num_qubits: int,\n", + " depth: int, # here the convention is depth=2*p\n", + " ):\n", + " gammas = ParameterVector('γ', depth // 2) \n", + " betas = ParameterVector('β', depth // 2)\n", + "\n", + " circuit = QuantumCircuit(num_qubits)\n", + " circuit.h(range(num_qubits))\n", + " for layer in range(depth // 2):\n", + " for qubit in range(0, num_qubits - 1, 2):\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(1, num_qubits - 1, 2):\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(num_qubits):\n", + " circuit.rx(betas[layer], qubit)\n", + "\n", + " return circuit\n", + "\n", + "def produce_qaoa_parameters(num_layers, seed=None):\n", + " rng = default_rng(seed=seed)\n", + " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + "\n", + " params = []\n", + " for idx in range(len(betas)):\n", + " params.append(gammas[idx])\n", + " params.append(betas[idx])\n", + " return params" + ] + }, + { + "cell_type": "markdown", + "id": "841f4e16-2334-4c1b-b77f-cc7c028339e5", + "metadata": {}, + "source": [ + "Here we show an example of a 20 qubit $p=2$ QAOA circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9f0fe181-1500-4e98-874e-0222e859d420", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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S09Ph4eHR7LgJEybg3nvvRWhoKPr27Ys5c+YgPDzcymmJiFqfsXWwsLAQfn5+WLZsGbKysuDn54f8/HwrpyW54JQbREQS2759u1HXh3J0dERGRoYVEhERWZexdTAuLg7l5eVWSERKwD1CREQ2ytvbGwMHDjTquhi5ubkYOXIkvL29rZCMiMg6WAfJkrhHiIhIQi3N/FZRUWH04yQmJvJ8ISKyS6yDJBU2QjJWU1MjdYRm2WouotZmy+91W85GRPJhy7XGlrORdbARkjHuGiaSFj+DRKR0rINky3iOEBERERERKQ73CMmMi4sLqqurpY5hNBcXF6kjELUqe/sMAvwcElHrYh0ke8FGSGZUKhVcXV2ljkGkWPwMEpHSsQ6SveChcUREREREpDhshIhkJD8/H1FRUXo3tVoNZ2fnFtcZMnr0aBQVFd32eVUqFSIiIvSu83Dy5EkMGDAAoaGhuO+++1BcXKxbFx8fD3d3d6xYsQJCCAwaNAinTp26sxdPRATbqoPTp09HYGAgVCoVfvjhB73xrINENkAQkc1Tq9UCgFCr1SZtd/HiRREcHCxWrlxp0johhNi3b5+Ij4836nkACI1Go7csPj5erF69WgghxGeffSZiYmL01icnJ4v09HQhhBB5eXkiOTnZqOciImWyxzq4c+dOUVZWJrp06SKOHDnSZBvWQSJpcY8QkUxptVqMHz8eQ4cOxTPPPGP0ukZZWVkYP3687v7999+PGTNm6O5fvnwZnp6eqKqqarLtuXPncPDgQSQlJQEAxowZg1OnTuH06dPNPtfIkSNRUFAAjUZj6sskIjJIyjoIAIMHD4afn59RWVkHiayPjRCRTL388su4cOEC3n33XZPWNSosLMSAAQN097dt24YvvvgCR48eBQCsWrUKI0aMQKdOnZpsW1ZWBl9fXzg53ZyPRaVSISAgAKWlpc0+V5s2bdCjRw/s3r3bpNdIRNQSKeugqVgHiayPjRCRDG3atAk5OTnIy8tD27ZtjV73e+Xl5fDx8dHdd3R0REpKCtasWQOtVouMjAykpaUZ3F6lUundF0K0mNnHxwfl5eUtjiEiMpYt1EFTsQ4SWRenzyaSmePHjyM1NRUbN26Er6+v0etu5eLigqtXr6Jjx466ZUlJSYiJicGAAQPg7e2NPn36NLutv78/ysvLUV9fDycnJwghUFZWhoCAAIPPd+3aNbRv396EV0pE1DxbqIPmYB0ksi7uESKSEY1Gg1GjRuHVV19FbGys0euaExERgWPHjuktU6vVCAsLw6RJkzBt2jSD23p5eaFXr15Yu3YtACAvLw+BgYEIDAw0uM3Ro0cRGRl521xERC2xlTpoDtZBIutiI0QkIxkZGTh+/DhWrlzZZIrY9PR0g+t++eWXJo/12GOPYevWrU2WT5gwAVqtFmPGjGkxS1ZWFrKyshAaGoolS5YgJyfH4NjGSRR69Ohh2gsmIrqFLdXBqVOnws/PD+Xl5UhISEBwcLDBsayDRNanErc7cJ+IJOfn54czZ85ArVZb7fhxjUaD/v37Y9++fXpXCC8sLMTs2bOxf/9+3TKVSgWNRgM3NzejH3/ixImIjo5GWloa5s2bh5CQEKSmprbqayAi+WAdJKLWxj1CRNSsDh06YPny5UZd4M/b2xsDBw7Uu5BgS+Lj47Fz507dFwtfX1+kpKTcUV4iotbGOkgkb9wjRGQHpPgllIjIlrAOElFr4x4hIiIiIiJSHDZCRERERESkOGyEiIiIiIhIcdgIERERERGR4rARIiIiIiIixWEjREREREREiuMkdQBqXUII1NbWSh3DaC4uLlCpVFLHICIZYR0kIiWztxoISFcH2QjJTG1trUlXtZZadXW13tW6iYjuFOsgESmZvdVAQLo6yEPjiIiIiIhIcbhHSMYqKytt8lfGmpoaeHt7Sx2DiBSAdZCIlMxWayBgG3WQjZCMubq62uybn4jIGlgHiUjJWANbxkPjiIiIiIhIcdgIERERERGR4rARIiIiIiIixWEjREREREREisNGiIiIFK+wsBAqlUrv5ubmht69e+Ptt99GfX291BGJiCxKiXWQs8YRERH9JjExESNGjIAQAhUVFfjwww8xc+ZMHD16FB988IHU8YiILE5JdZCNEBER0W+ioqKQlJSkuz9lyhSEh4cjOzsbr7/+Ojw9PSVMR0RkeUqqgzw0joiIyABXV1f069cPQgj89NNPUschIrI6OddBNkJEREQtaPyH38PDQ+IkRETSkGsdZCPUgqqqKsyePRtBQUFwdnaGv78/Zs2ahatXryIpKQkqlQrZ2dlSxyQiolZSW1uLqqoqnD9/HkeOHMHUqVPx/fffo2/fvggJCZE6HhGRxSmpDrIRMuDw4cPo0aMH3nrrLVRWVqJbt264fv06li1bhqSkJBw/fhwAEBkZKXFSy2icOWTJkiUGx7i5uSEuLs56oRRGCIFdu3Zh4sSJOH/+PADg119/RV5eHm7cuCFxOrKG69ev49NPP8WoUaPQv39/DBo0CCkpKdizZw+EEFLHk6VFixbB09MTXl5eiIiIQGZmJh599FHk5+dLHU2RtFotvvzySzzxxBO6OnjhwgVs3boVWq1W4nRkDVevXsWaNWswYsQIxMTEYMiQIZg8eTIOHTokdTTZUlQdFNTE+fPnhb+/vwAg5s6dKzQajW7dokWLBADh5OQkHBwcRG1trYRJm6qurhYABABRXV1t9uN88803AoBYvHixwTGurq5iyJAhkmWUs++++0707NlT9+d0683X11esW7dO6phkQR999JHw8fEx+B6IjIwU33//vdQxbZI5Naax5qWmport27eLrVu3ir/97W/Cw8ND9O/fX1y6dEk39tq1a6J79+7i9ddf13uM5ORk8dBDD1kso9J89dVXIjg42OBnoGvXrmLbtm1SxyQL0Wq14p133hEdO3Y0+B4YOHCg+PHHH6WOanPMrS9KrINshJrxxBNPCABi5syZTdZptVoRFhYmAIiwsDAJ0rWMjZD927Vrl3BxcTFY+H9/y8zMlDouWcDy5cuN+vt3c3MTe/bskTquzbmTRujWmldUVCQcHBzEE088obf8wIEDwtXVVRw6dEgIIcSGDRuEu7u7OHPmjMUyKsnGjRuFk5PTbT8Djo6O4rPPPpM6LlnAvHnzjKqDnp6eori4WOq4NuVOGyEl1UEeGneL4uJi5ObmwsvLC4sWLWqyXqVSoU+fPgD0D4srLy/H9OnTMWDAALi4uEClUuH06dPWik0yce7cOTz88MOora01avzUqVPx73//28KpyJp27NiB559/3qix1dXVePjhh/Hrr79aNpSCxcTEICkpCevWrcPevXt1y3v37o25c+fiqaeeQnl5OZ577jlkZGTA19dXwrTycOLECYwbN86oizc2NDQgKSkJxcXFVkhG1vLJJ5+0eGj+750/fx5/+tOfUFdXZ+FUyiXnOshG6BYff/wxtFotkpKS4OLi0uyYdu3aAdBvhH788Ufk5ubi7rvvxpAhQ6yS1RoaT5hr7katLzs7GxcvXjR6vBACb731lgUTkbX9/e9/N2l8VVUVVq9ebaE0BAALFy6Eo6MjFi5cqLf8xRdfRNu2bdGrVy/ExcVh3LhxEiWUl/T0dFy7ds3o8XV1dXj33XctmIisSQiBN99806RtTp06hX/+858WSkSAfOsgG6Fb7NixAwAQHx9vcEx5eTkA/UZo8ODBqKysREFBARITEy0b0ooaT5hr7lZTUyN1PFlpaGjA+++/b/J2mzdvRklJiQUSkbX99NNP2LZtm8nbvffeezxx3IKCg4Mxbtw4fPXVV9i1a5duuZOTE2JjY1FVVYWUlBQJE8pHdXU1/vGPf5i83dq1a3H58mULJCJrKyoqwuHDh03eLjMz0wJpqJFc6yAboVs0fqEMDAxsdn1dXR327dsHQL8RcnCQ5x9lamoqtm/f3uzN2dlZ6niy8tNPP6GsrMzk7bRaLQ+Pk4nCwkKztvv5559RWlraumFIz4IFC+Dg4ICXXnpJt2z37t3IyclBWloaZsyYgatXr0qYUB4OHDgAjUZj8nY1NTX47rvvLJCIrO3rr782a7s9e/bw8DgLk2MddJI6gK1p3MthaLd8469OHh4eUKvVFs0SHR2NiooKk7Zp7V+Fg4ODkZCQ0Ow6R0fHO378kJAQ2TaRprp+/brZ206bNg3z589vxTQkherqarO37devH9q0adOKaeyXOXUwLi6uxSnJw8PD0dDQoLtfU1OD5ORkLF68GJMnT8aQIUMwb948vPPOOyY/N+vg/5hySNytEhMT0b59+1ZMQ1K4kz17gYGBrfLdxN6Z+13QXuugj48P9u/fb9a2bIRu4ePjA41Gg/379yM6OlpvXVlZme7LZkREhMWzVFRU4MyZMxZ/HimdPXtW6giycPnyZR4WonDnzp2TOoKizJw5E4GBgZgyZQpUKhXWrFmDqKgojBo1yuTrq7EOto4LFy5IHYEkZuqPx3Rn5FAH2QjdIiEhASdPnsQbb7yBP/7xjwgNDQUA7N27FxMmTMClS5cAWOdCqj4+PiZvo9Vq7eof1c6dO/OX0N8IIVBRUWHWLzne3t5wcuLH2d7duHHDrIbG0dER3t7eUKlUFkhlfyxdB7dt24bc3FwcPnxY92ceFBSEJUuWICUlBYcPH0aHDh2MfjzWwf/RarWoqKgw64LB/HOUh7q6OrMmZGrTpg28vLwskMj+WOO7oC3VQXO+L+tIMmm3DSspKdFdvMvJyUn06NFDBAUFCQBi5MiRIj4+XgAQq1evNvgYq1evFgDEqVOnrJa7Ea8jZN9eeeUVo66b8PvbsGHDpI5NrWjo0KEmvwfeeOMNqWPbFHuoMfaQUSrPPfecyZ+Bp59+WurY1Eq0Wq3o1q2bye+Blr6XKY291BdbyMmfTm4REBCAXbt2Yfjw4XB2dkZJSQk8PT2RnZ2NTZs24dixYwCss0eIlOfZZ5/FXXfdZdI2s2bNslAakoKpf5933303UlNTLZSGyPqmT5+Otm3bGj2+TZs2mD59ugUTkTWpVCrMnj3bpG38/PxkNWMvWQ8boWZ0794dW7ZsgUajwZUrV1BUVITU1FRcvHgRZ8+ehZOTE7p16yZ1TJKhzp07Iy8vT3etqtv5+9//jqFDh1o4FVnTsGHD8MYbbxg1tn379tiwYQMPByFZ6datG/7xj38YdZiMSqXCqlWr+OOkzEycONHo5vbuu+/Gli1bOFEGmYUnFZjgyJEjAICwsLBmv6g2XsyrceaKrVu3wtPTE4GBgU0mXrB1t5s5BLizGa7IsISEBOzYsQPJycn46aefmh3j4eGBpUuX4umnn7ZyOrKG+fPnw8PDA/PmzTN4gd2QkBB89NFH6Nevn5XTEVneuHHj4ObmhsmTJ+uu3XcrX19fZGZm4pFHHrFyOrI0lUqF5cuXw8fHB2+88YbB7xtRUVH45JNPEB4ebuWEJBcqcbtvu6SzYsUKTJs2DePHj8fatWubrDd0onJycjLWrFlj4XQ31dTUwM3NDcDNRsXV1dUqz2sKe8hoC7RaLbZv347s7Gz8/PPPqK+vR+fOnTF+/Hg8/vjjvI6TAly9ehW5ublYt24dvv76a9TX16N9+/bIz8/HH//4R54YboA91Bh7yGgL6uvr8fnnn2PNmjUoLS2FEAL+/v6YOHEiHn74YU4ZrwBXrlzB2rVr8c9//hO7du3S1cEdO3YgJiaGk8Q0w17qi03klOTMJDv17LPPCgBi6dKlUkcxyBZOPLsde8hIZGvUarUAINRqtdRRbJ6pNWbLli0iPDxcREZGipiYGHH8+HHdOgCiZ8+eYsuWLUIIIRoaGkRaWpro2rWrCAoKEhkZGbqx69evF+Hh4cLDw6PVMxIR66CxzKkvptTBzZs3iz59+oi2bduKWbNm6T2OvdVB/pxogsZD46xxDSEiIrKOqVOnIiMjA4cOHUJCQgLee+89vfV79uzB8OHDAdy8qHZxcTFOnDiBb7/9FkuXLtVNopOYmIiCggKr5yciulOm1MGQkBDk5ORgzpw5TR7H3uogGyET7NmzB0IIPPjgg1JHISKiVlJSUoLo6GjU1NTgwIED6Nq1q8Gxubm5mDRpEhwdHeHu7o6xY8di/fr1VkxLRNT6TKmDoaGhiIyMlMX1C9kIERGRogkhsHv3bnh7e+PgwYMt/thVWlqKLl266O4HBgaitLTUGjGJiCzGlDooJ2yEiIhI8WJjY3HlyhVkZmZi0KBBuHTpksGxvz85W3C+ISKSCVPqoFywESIiIgLg4OCA0aNHw93dHSdOnGh2TEBAAE6fPq27X1JSgoCAACslJCKyLGPqoJywESIiIsXbvHkzgJuHvlVUVCAoKKjZcY8//jiysrLQ0NCACxcuIDc3l1e0JyJZMLYOygkbISIiUrx33nkHYWFhGDZsGNLT0+Hh4dHsuAkTJuDee+9FaGgo+vbtizlz5vBijkQkC8bWwcLCQvj5+WHZsmXIysqCn58f8vPzrZy2ddj/dA9ERER3aPv27boL+7XE0dERGRkZVkhERGRdxtbBuLg4lJeXWyGR5XGPEBERkQHe3t4YOHCgUdfFyM3NxciRI+Ht7W2FZERE1iHnOsg9QkREpGgtzfxWUVFh9OMkJibyfCEisktKrYNshGSspqZG6gjNstVcRCQ/tlpvbDUXEcmLLdcaW8jGRkjG7GW3JBGRpbAOEpGSsQa2jOcIERERERGR4nCPkMy4uLigurpa6hhGc3FxkToCEckM6yARKZm91UBAujrIRkhmVCoVXF1dpY5BRCQZ1kEiUjLWQOPx0DgiIiIiIlIcNkJERDKSn5+PqKgovZtarYazs3OL6wwZPXo0ioqKbvu8KpUKEREReteZOHnyJAYMGIDQ0FDcd999KC4u1q2Lj4+Hu7s7VqxYASEEBg0ahFOnTt3Ziycigm3VwenTpyMwMBAqlQo//PCD3njWQRsgiIjI5qnVagFAqNVqk7a7ePGiCA4OFitXrjRpnRBC7Nu3T8THxxv1PACERqPRWxYfHy9Wr14thBDis88+EzExMXrrk5OTRXp6uhBCiLy8PJGcnGzUcxGRMtljHdy5c6coKysTXbp0EUeOHGmyDeugtLhHiIhIprRaLcaPH4+hQ4fimWeeMXpdo6ysLIwfP153//7778eMGTN09y9fvgxPT09UVVU12fbcuXM4ePAgkpKSAABjxozBqVOncPr06Wafa+TIkSgoKIBGozH1ZRIRGSRlHQSAwYMHw8/Pz6isrIPWx0aIiEimXn75ZVy4cAHvvvuuSesaFRYWYsCAAbr727ZtwxdffIGjR48CAFatWoURI0agU6dOTbYtKyuDr68vnJxuzsmjUqkQEBCA0tLSZp+rTZs26NGjB3bv3m3SayQiaomUddBUrIPWx0aIiEiGNm3ahJycHOTl5aFt27ZGr/u98vJy+Pj46O47OjoiJSUFa9asgVarRUZGBtLS0gxur1Kp9O4LIVrM7OPjg/Ly8hbHEBEZyxbqoKlYB62L02cTEcnM8ePHkZqaio0bN8LX19fodbdycXHB1atX0bFjR92ypKQkxMTEYMCAAfD29kafPn2a3dbf3x/l5eWor6+Hk5MThBAoKytDQECAwee7du0a2rdvb8IrJSJqni3UQXOwDloX9wgREcmIRqPBqFGj8OqrryI2Ntbodc2JiIjAsWPH9Jap1WqEhYVh0qRJmDZtmsFtvby80KtXL6xduxYAkJeXh8DAQAQGBhrc5ujRo4iMjLxtLiKilthKHTQH66B1sREiIpKRjIwMHD9+HCtXrmwyRWx6errBdb/88kuTx3rsscewdevWJssnTJgArVaLMWPGtJglKysLWVlZCA0NxZIlS5CTk2NwbOMkCj169DDtBRMR3cKW6uDUqVPh5+eH8vJyJCQkIDg42OBY1kHrU4nbHbRNRESS8/Pzw5kzZ6BWq612/LhGo0H//v2xb98+vauUFxYWYvbs2di/f79umUqlgkajgZubm9GPP3HiRERHRyMtLQ3z5s1DSEgIUlNTW/U1EJF8sA5Sa+MeISIialaHDh2wfPlyoy7w5+3tjYEDB+pdSLAl8fHx2Llzp+6Lha+vL1JSUu4oLxFRa2MdlDfuESIisgNS/BJKRGRLWAeptXGPEBERERERKQ4bISIiIiIiUhw2QkREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVxkjoAtS4hBGpra6WOYTQXFxeoVCqpYxCRjLAOEpGS2VsNBKSrg2yEZKa2ttakKxpLrbq6Wu9KzUREd4p1kIiUzN5qICBdHeShcUREREREpDjcIyRjlZWVNvkrY01NDby9vaWOQUQKwDpIREpmqzUQsI06yEZIxlxdXW32zU9EZA2sg0SkZKyBLeOhcUREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVhI0RERIpXWFgIlUqld3Nzc0Pv3r3x9ttvo76+XuqIREQWpcQ6yFnjiIiIfpOYmIgRI0ZACIGKigp8+OGHmDlzJo4ePYoPPvhA6nhERBanpDrIRoiIiOg3UVFRSEpK0t2fMmUKwsPDkZ2djddffx2enp4SpiMisjwl1UEeGkdERGSAq6sr+vXrByEEfvrpJ6njEBFZnZzrIBshIiKiFjT+w+/h4SFxEiIiaci1DvLQOCIiot/U1taiqqpKd2z8+++/j++//x59+/ZFSEiI1PGIiCxOSXWQe4RaUFVVhdmzZyMoKAjOzs7w9/fHrFmzcPXqVSQlJUGlUiE7O1vqmBbROHPIkiVLDI5xc3NDXFyc9UIpkFarxc6dO7Fq1SqsXLkSn3/+Oa5duyZ1LLKia9euIT8/HzU1NQCAuro6CCEkTiVfixYtgqenJ7y8vBAREYHMzEw8+uijyM/PlzqaYtXX12P79u3IyclBdnY2vvjiC1nOXkWGaTQa/Otf/9LVwevXr7MOWpCS6iD3CBlw+PBhPPDAA6isrISrqyu6deuGM2fOYNmyZTh9+jRKS0sBAJGRkRInJTmqq6tDZmYm3nvvPZw8eVJvXadOnfDMM8/ghRdegJeXl0QJydIqKiqwbNkyrFq1Cr/++qtueVVVFcLDwzFlyhRMmjQJbdu2lTCl/KSmpmLcuHGor6/HDz/8gCVLlqCyshLt27fXjamrq0OfPn3w5JNP4sUXX9QtnzhxIiorK7F161YposuORqPBu+++i6ysLJSVlemtU6vVeO655zBjxgzcddddEiUkSzt16hTeeustfPjhh9BoNLrl58+fR58+fZCWloaJEyfCwYG/67cmRdVBQU2cP39e+Pv7CwBi7ty5QqPR6NYtWrRIABBOTk7CwcFB1NbWSpi0qerqagFAABDV1dVmP84333wjAIjFixcbHOPq6iqGDBkiWUa5unz5soiLi9P9GRm6BQYGiuPHj0sdlyyguLhYV4Naug0dOlSvPtFN5tQYQzWvqKhIODg4iCeeeEJv+YEDB4Srq6s4dOiQEEKIDRs2CHd3d3HmzBmLZVSSiooKERUVddvPQM+ePY3+Myf7snfvXuHh4XHb98DYsWNFXV2d1HFtirn1RYl1kC10M6ZPn46ysjLMnDkTb775Jtzc3HTrFixYgLCwMNTX1yM0NFSvOya6U/X19XjsscdQWFh427GnT5/Ggw8+iHPnzlk+GFnN2bNn8cADDzT5Bbw5O3bswNixY9HQ0GCFZMoUExODpKQkrFu3Dnv37tUt7927N+bOnYunnnoK5eXleO6555CRkQFfX18J08pDbW0thg8fjkOHDt127JEjRzB8+HBUV1dbPhhZzfHjxzFs2DC9veGGfPrpp3juueeskEq55FwH2Qjdori4GLm5ufDy8sKiRYuarFepVOjTpw8A/cPi/vnPf2LMmDHo0qULXFxcEBYWhgULFth9cW48Ya65G7W+zz//HNu3bzd6/OnTp7Fs2TILJiJrW7p0KcrLy40ev3XrVmzbts2CiWjhwoVwdHTEwoUL9Za/+OKLaNu2LXr16oW4uDiMGzdOooTysmbNGhw8eNDo8f/973+Rk5NjwURkbS+//DIuXrxo9Pg1a9bgwIEDFkxEcq2DbIRu8fHHH0Or1SIpKQkuLi7NjmnXrh0A/Ubo73//OxwdHfHGG29g69atmDRpEjIzM/Hggw9Cq9VaJbslNJ4w19yt8aRFaj0ZGRkmb5Odnc0JFGSipqYGq1evNnk7c943ZLzg4GCMGzcOX331FXbt2qVb7uTkhNjYWFRVVSElJUXChPIhhDDr/ZyZmWnX/9bS/1RUVCAvL8/k7TIzMy2QhhrJtQ6yEbrFjh07AADx8fEGxzT+Wvv7Rujzzz/Hp59+ivHjx2PIkCF4/vnnkZ6ejj179uA///mPZUNbUGpqKrZv397szdnZWep4slJRUaF7/5ni119/xRdffGGBRGRtW7duxeXLl03ebtu2bdxLa2ELFiyAg4MDXnrpJd2y3bt3IycnB2lpaZgxYwauXr0qYUJ5+O9//4vi4mKTtztx4gT2799vgURkbZ999plZswJ+8sknPEzYwuRYBzlr3C1KSkoAAIGBgc2ur6urw759+wDoN0Kenp5NxjYeQnfmzBmzskRHR6OiosKkbVr7F7Hg4GAkJCQ0u87R0fGOHz8kJISzvfzm+vXrZm87ceJEuLq6tmIakoK5h9IKIdC9e3e0adOmlRPZJ3PqYFxcXIvT8YaHh+t9yaqpqUFycjIWL16MyZMnY8iQIZg3bx7eeecdk5+bdfB/7mTv9rBhw3jergyY82MQcPO94+/vz88SzP8uaK910MfHx+wfQtgI3aLxcC9DxXjt2rW4fPkyPDw8oFarW3ysf//73wCAsLAws7JUVFSY3UTZi7Nnz0odQRYuXbqES5cuSR2DJMRJM6xr5syZCAwMxJQpU6BSqbBmzRpERUVh1KhRJl9fjXWwdVy4cEHqCCQxfpasSw51kI3QLXx8fKDRaLB//35ER0frrSsrK8P8+fMBABERES0+zpkzZ/DSSy/hgQceQK9evczOYiqtVmtXhaBz58789eY3d/J316lTJ925a2S/rl27ZtQsSc3hZ+l/LF0Ht23bhtzcXBw+fBgqlQoAEBQUhCVLliAlJQWHDx9Ghw4djH48/t39T319PSorK83a1svLi3tFZaCmpsasH/YcHBzg4+Oj+0wqmTW+C9pSHTTn+7KOJJN227DJkycLAMLf31/vGi1FRUUiODhYtGnTRgAQzz//vMHH0Gg0ok+fPkKtVlv9+ga8jpB9Gzdu3G2vmXDrrWvXrqKhoUHq6NQK6uvrRUBAgMnvgaeeekrq6DbFHmqMPWSUypAhQ0z+DAwYMEDq2NRKNBqN6NChg8nvgb/85S9SR7cZ9lJfbCEnf4K6xbx589CxY0eUlZWhe/fu6NmzJ4KDg9G/f3+Eh4cjNjYWgP75Qb937do1PPLIIzh16hS+/PJLu5pLnaQ3ZcoUk7eZPHkyf02WCUdHR7Ouh2HO+4bIVpnzfuZnQD7c3NyQnJxs0jYqlYrXEiKz8NvTLQICArBr1y4MHz4czs7OKCkpgaenJ7Kzs7Fp0yYcO3YMQPON0I0bNzB27Fh8++232Lp1K7p162bt+GTnYmNjkZaWZrHxZPuef/559OvXz+jxM2fONGk8ka177LHH8Nhjjxk9/tFHH7W7a5dQy1599VXce++9Ro9funQp7rnnHgsmItmSZD+Unfr1118FAOHk5CSuXbumt66hoUEkJiYKZ2dn8fXXX0uU0DZ2M96OPWSUUn19vUhLS7vtYQDx8fHi4sWLUsclC/j1119FbGzsbd8DL7zwAg+LbIY91Bh7yCila9euicTExNt+BsaMGSNqa2uljksWUF5eLiIiIm77HnjjjTeEVquVOq5NsZf6Ygs5uUfIBEeOHAFwcxa4W09MT0tLQ25uLmbNmoX27dtj7969upspV4kncnR0xLvvvoudO3ciMTERTk76c5rExcXh008/xRdffIG7775bmpBkUe7u7tixYwfWr1+PwYMH661r06YNnnjiCezatQvLli3jYZEkS+3atcMnn3yCrVu3YuTIkU1OgB8+fDi2bNmCTz/9lFNmy5RarcbevXuxatUq3eVIGrVv3x7PPPMMDh48iPnz53OCBDKbSogWJgwnPStWrMC0adMwfvx4rF27Vm9dYGCg7hpEt3r55ZfxyiuvWCHhzdlW3NzcANy8JoktXlvGHjLakgsXLiA8PBznzp2Dj4+PXc0KSK2jvLwclZWVaNOmDfz9/dGxY0epI9k0e6gx9pDRlpw7dw49evTA+fPnWQcVSAiBkpISVFVVoV27dujSpQvuuusuqWPZLHupL7aQkz8lmqBxj1Bz5wedPn0aQohmb9Zqgkie3N3ddVPCtsZFbMn++Pn5oU+fPoiIiGATZAEFBQXo1q0boqKi0L9/f5w4cUK3TqVSISIiAgUFBQBuTks7bdo0BAUFITg4GJmZmbqxubm56NatGzp16mT11yB3Xl5eaNu2LQDWQSVSqVQIDAxEdHQ0evbsySbIAkypg1u2bEF0dDTatWuH2bNn6z2OvdVBNkImaGyEbncNISIish9Tp05FRkYGDh06hISEBLz33nt66/fs2YPhw4cDuHlR7eLiYpw4cQLffvstli5dqptEJzExUfdFgYjInphSB0NCQpCTk4M5c+Y0eRx7q4NshEywZ88eCCHw4IMPSh2FiIhaSUlJCaKjo1FTU4MDBw6ga9euBsfm5uZi0qRJcHR0hLu7O8aOHYv169dbMS0RUeszpQ6GhoYiMjKyyTnM9oiNEBERKZoQArt374a3tzcOHjzY4o9dpaWl6NKli+5+YGAgSktLrRGTiMhiTKmDcsJGiIiIFC82NhZXrlxBZmYmBg0ahEuXLhkc+/sZqjjfEBHJhSl1UC7YCBEREQFwcHDA6NGj4e7urnei8O8FBATg9OnTuvslJSUICAiwUkIiIssypg7KCRshIiJSvM2bNwO4eehbRUUFgoKCmh33+OOPIysrCw0NDbhw4QJyc3ORmJhozahERBZhbB2UEzZCRESkeO+88w7CwsIwbNgwpKenw8PDo9lxEyZMwL333ovQ0FD07dsXc+bMQXh4uJXTEhG1PmPrYGFhIfz8/LBs2TJkZWXBz88P+fn5Vk7bOux/ugciIqI7tH37dt2F/Vri6OiIjIwMKyQiIrIuY+tgXFwcysvLrZDI8rhHiIiIyABvb28MHDjQqOti5ObmYuTIkfD29rZCMiIi65BzHeQeISIiUrSWZn6rqKgw+nESExN5vhAR2SWl1kE2QjJWU1MjdYRm2WouIpIfW603tpqLiOTFlmuNLWRjIyRj9rJbkojIUlgHiUjJWANbxnOEiIiIiIhIcbhHSGZcXFxQXV0tdQyjubi4SB2BiGSGdZCIlMzeaiAgXR1kIyQzKpUKrq6uUscgIpIM6yARKRlroPF4aBwRERERESkOGyEiGcnPz0dUVJTeTa1Ww9nZucV1howePRpFRUW3fV6VSoWIiAi9awycPHkSAwYMQGhoKO677z4UFxfr1sXHx8Pd3R0rVqyAEAKDBg3CqVOn7uzFExHBturg9OnTERgYCJVKhR9++EFvPOsgkQ0QRGTz1Gq1ACDUarVJ2128eFEEBweLlStXmrROCCH27dsn4uPjjXoeAEKj0egti4+PF6tXrxZCCPHZZ5+JmJgYvfXJyckiPT1dCCFEXl6eSE5ONuq5iEiZ7LEO7ty5U5SVlYkuXbqII0eONNmGdZBIWtwjRCRTWq0W48ePx9ChQ/HMM88Yva5RVlYWxo8fr7t///33Y8aMGbr7ly9fhqenJ6qqqppse+7cORw8eBBJSUkAgDFjxuDUqVM4ffp0s881cuRIFBQUQKPRmPoyiYgMkrIOAsDgwYPh5+dnVFbWQSLrYyNEJFMvv/wyLly4gHfffdekdY0KCwsxYMAA3f1t27bhiy++wNGjRwEAq1atwogRI9CpU6cm25aVlcHX1xdOTjfnY1GpVAgICEBpaWmzz9WmTRv06NEDu3fvNuk1EhG1RMo6aCrWQSLrYyNEJEObNm1CTk4O8vLy0LZtW6PX/V55eTl8fHx09x0dHZGSkoI1a9ZAq9UiIyMDaWlpBrdXqVR694UQLWb28fFBeXl5i2OIiIxlC3XQVKyDRNbF6bOJZOb48eNITU3Fxo0b4evra/S6W7m4uODq1avo2LGjbllSUhJiYmIwYMAAeHt7o0+fPs1u6+/vj/LyctTX18PJyQlCCJSVlSEgIMDg8127dg3t27c34ZUSETXPFuqgOVgHiayLe4SIZESj0WDUqFF49dVXERsba/S65kRERODYsWN6y9RqNcLCwjBp0iRMmzbN4LZeXl7o1asX1q5dCwDIy8tDYGAgAgMDDW5z9OhRREZG3jYXEVFLbKUOmoN1kMi62AgRyUhGRgaOHz+OlStXNpkiNj093eC6X375pcljPfbYY9i6dWuT5RMmTIBWq8WYMWNazJKVlYWsrCyEhoZiyZIlyMnJMTi2cRKFHj16mPaCiYhuYUt1cOrUqfDz80N5eTkSEhIQHBxscCzrIJH1qcTtDtwnIsn5+fnhzJkzUKvVVjt+XKPRoH///ti3b5/eFaoLCwsxe/Zs7N+/X7dMpVJBo9HAzc3N6MefOHEioqOjkZaWhnnz5iEkJASpqamt+hqISD5YB4motXGPEBE1q0OHDli+fLlRF/jz9vbGwIED9S4k2JL4+Hjs3LlT98XC19cXKSkpd5SXiKi1sQ4SyRv3CBHZASl+CSUisiWsg0TU2rhHiIiIiIiIFIeNEBERERERKQ4bISIiIiIiUhw2QkREREREpDhshIiIiIiISHGcpA5ArUsIgdraWqljGM3FxQUqlUrqGEQkI6yDRKRk9lYDAenqIBshmamtrTXpYm5Sq66u1rtIHRHRnWIdJCIls7caCEhXB3loHBERERERKQ73CMlYZWWlTf7KWFNTA29vb6ljEJECsA4SkZLZag0EbKMOshGSMVdXV5t98xMRWQPrIBEpGWtgy3hoHBERERERKQ4bISIiIiIiUhw2QkREREREpDhshIiIiIiISHHYCBERkeIVFhZCpVLp3dzc3NC7d2+8/fbbqK+vlzoiEZFFKbEOctY4IiKi3yQmJmLEiBEQQqCiogIffvghZs6ciaNHj+KDDz6QOh4RkcUpqQ6yESIiIvpNVFQUkpKSdPenTJmC8PBwZGdn4/XXX4enp6eE6YiILE9JdZCHxhERERng6uqKfv36QQiBn376Seo4RERWJ+c6yEaIiIioBY3/8Ht4eEichIhIGnKtgzw0joiI6De1tbWoqqrSHRv//vvv4/vvv0ffvn0REhIidTwiIotTUh3kHqEWVFVVYfbs2QgKCoKzszP8/f0xa9YsXL16FUlJSVCpVMjOzpY6JimAEELqCCSxGzduQKvVSh1D9hYtWgRPT094eXkhIiICmZmZePTRR5Gfny91NMVjHSTWQetQUh1kI2TA4cOH0aNHD7z11luorKxEt27dcP36dSxbtgxJSUk4fvw4ACAyMlLipJbROIXikiVLDI5xc3NDXFyc9UIpTGVlJd544w107doVv/zyCwDg7NmzmDFjhu79R/JWXFyMadOmwcPDA23btoWTkxOCgoKwZMkSnD9/Xup4spSamort27dj69at+Nvf/gYPDw9UVlaiffv2ujF1dXXo0aMH3njjDb1tJ06ciGHDhlk7sqyVlpbi//7v/+Dn56dXB1988UWUlJRInI6s4cCBA0hNTcUf/vAHtG3bFm3atEH37t2Rnp6Oy5cvSx1PlhRVBwU1cf78eeHv7y8AiLlz5wqNRqNbt2jRIgFAODk5CQcHB1FbWyth0qaqq6sFAAFAVFdXm/0433zzjQAgFi9ebHCMq6urGDJkiGQZ5SwrK0u0adNG9+fU3G3q1Knixo0bUkclC7h+/bp49tlnW/z7b9eunVi1apXUUW2SOTXGUM0rKioSDg4O4oknntBbfuDAAeHq6ioOHTokhBBiw4YNwt3dXZw5c8ZiGZVEq9WK1157TTg4OBj8DDg4OIhXXnlFaLVaqeOSBdTU1IjHHnusxTro5uYmNm3aJHVUm2NufVFiHWQj1IwnnnhCABAzZ85ssk6r1YqwsDABQISFhUmQrmVshOxfRkZGi4X/97ennnqKXwJkpqGhQYwbN87o98AHH3wgdWSb05qNkBBCPPXUUwKAKCoq0lv+6quvioiICFFWVia8vLzEunXrLJpRSf7v//7P6M/AX/7yF6njUiurq6sTCQkJRv39Ozg4iI0bN0od2aa0diMkhHzrIA+Nu0VxcTFyc3Ph5eWFRYsWNVmvUqnQp08fAPqHxe3atQv3338/OnfujHbt2sHPzw+JiYk4evSo1bKT/Ws8FMpYH374IT766CMLJiJrW7VqFdavX2/0+MmTJ+PkyZMWTEQLFy6Eo6MjFi5cqLf8xRdfRNu2bdGrVy/ExcVh3LhxEiWUl8LCQrz22mtGj3/zzTexfft2CyYia3vzzTfx1VdfGTVWq9XiySefxK+//mrhVMom1zrIRugWH3/8MbRaLZKSkuDi4tLsmHbt2gHQb4QuXryIHj164N1338WXX36JN998E//v//0/9O/fH+Xl5VbJbgmNM4c0d6PW995775l8IuiKFSsslIasTQiB9PR0k7ZpaGjA+++/b6FEBADBwcEYN24cvvrqK+zatUu33MnJCbGxsaiqqkJKSoqECeXFnJrGOigfN27cwHvvvWfSNrW1tVi9erWFEhEg4zooyX4oG9avXz8BQHz++ecGxzzwwAMCgNiyZUuLj3Xs2DEBQCxfvry1YxrU2ofG3e7GQ+NaT3V1tejQoYPRh4P8/rZ//36p41Mr2LNnj1l//3fffbe4evWq1PFtRmsfGieEEMXFxcLBwUHExcXplv3nP/8RHTp0EGlpaSI0NNSkc0ZZB5v3yy+/CEdHR5M/Aw4ODqKkpETq+NQK8vLyzKqDXbt25aHiv7HEoXFCyLMO8jpCt2ichSYwMLDZ9XV1ddi3bx+A288Y16lTJwA3u2VzREdHo6KiwqRtWntaydTUVIO7OUeOHHnHjx8SEgIHB+6YBG7+CqbRaMzaNiEhAa6urq2ciKytpqbGrO0uXbqEwMBAs2uN3JhTB+Pi4lqcnjk8PBwNDQ26+zU1NUhOTsbixYsxefJkDBkyBPPmzcM777xj8nOzDv7PtWvX9P6cjaXVatG7d284OztbIBVZ05UrV8za7ueff4ZareZnCeZ/F7TXOujj44P9+/ebtS33CN2i8Rf57777rtn12dnZAoDw8PBodn19fb24fv26+Omnn0RiYqLw9fUV58+fNyuLWq0261cRtEJ3ba3JEnjjjTfeLHmz1K+Mzz77rBg6dKjuF+gff/xRuLm5iW+++YZ1kDfeeLOZmyX3tNhKHVSr1Wa/Bv58eAsfHx9oNBrs378f0dHReuvKysowf/58AEBERESz2w8ZMgS7d+8GcPN4yq+//lq3Z8icLKbSarU4e/asWc8nhc6dO/PXm9/U19ejsrLSrG07duxo8Jw2sh+1tbW4ePGiWdv6+PjA0dGxlRPZJ0vXwW3btiE3NxeHDx+GSqUCAN31nVJSUnD48GF06NDB6MdjHfyf69evm32NrE6dOunO4SX7pdFozN4r5Ovrq/tMKpk1vgvaUh005/uyjtktlExNnjxZABD+/v7i+PHjuuVFRUUiODhYd22X559/vtntjx07Jvbu3SvWrVsnevfuLfz9/a163DKnz7ZfWq1WREVFmfxLSPv27cWFCxekjk+t4Ny5c6Jt27Ymvwfuu+8+qaPbFHuoMfaQUQo3btwQvr6+Jn8GvL29RV1dndTxqRU0nl9t6u2RRx6ROrrNsJf6Ygs5+RPULebNm4eOHTuirKwM3bt3R8+ePREcHIz+/fsjPDwcsbGxAAyfH3TvvfeiX79+GDduHHbs2IErV65g6dKl1nwJZKdUKhWmTJli8nZPPvkkOnbsaIFEZG2enp4YO3asyduZ874hskVOTk547rnnTN7uz3/+M9q2bWuBRGRt9957L4YOHWrydqyDZA42QrcICAjArl27MHz4cDg7O6OkpASenp7Izs7Gpk2bcOzYMQC3nygBAO6++24EBwfjxx9/tHRskoknn3wSYWFhRo/v0KEDZs+ebcFEZG1/+ctfTDrMsXv37mY1T0S2atKkSfD19TV6vLe3N78Ey8xLL71k0uQvgwYNQkJCggUTkVyxEWpG9+7dsWXLFt1xqkVFRUhNTcXFixdx9uxZODk5oVu3brd9nHPnzuH48eMICgqyQmqSA1dXVxQUFBictfDWsRs2bDCpcSLb16NHD+Tl5aF9+/a3HRsUFISCggKjxhLZCy8vLxQUFMDT0/O2Yz08PFBQUIDOnTtbIRlZy+DBg/GPf/zDqGYoKioKGzZs4Hl2ZBa+a0xw5MgRAEBYWFiTEzKTkpLwyiuvYOPGjSgsLMTKlSsRFxcHJycnvPDCC1LEvSONUyjOmzfP4Jjq6moUFhZaL5RC3HPPPdi7dy+Sk5ObPfFXpVJh2LBh2LVrl1mHD5Dte+ihh/Dvf/8bDzzwQLPrnZ2d8fTTT6OoqAgBAQFWTkdkeZGRkdi7dy/Gjh3b7JdhR0dHjBkzBkVFRejdu7cECcnSnnzySXz55Ze6UxJuddddd2HatGn497//DQ8PDyunI7lQCdHChOGkZ8WKFZg2bRrGjx+PtWvXNln34Ycf4uTJk7h27Rr8/f0RHx+PF198EV26dLFaxpqaGri5uQG42ajY4rVl7CGjrfj111/x8ccf4+eff0Z9fT06d+6McePGcS+jgpw8eRK5ublYsmQJampq8Ic//AGnTp3ieWEtsIcaYw8ZbcXZs2fx8ccfo7S0FEII+Pv7Y/z48VCr1VJHIys5fPgw8vLy8NZbb6GmpgZ33303ysrKdJ8h0mcv9cUmckoyRYOdevbZZwUAsXTpUqmjGGQLM3Dcjj1kJLI1jdcVu5PrJSiFqTVmy5YtIjw8XERGRoqYmBi9GUMBiJ49e4otW7YIIYRoaGgQaWlpomvXriIoKEhkZGToxq5fv16Eh4cbvM7cnWQkItZBY5lTX0ypg5s3bxZ9+vQRbdu2FbNmzdJ7HHurgzw0zgSNh8YZuoYQERHZn6lTpyIjIwOHDh1CQkIC3nvvPb31e/bswfDhwwEAa9euRXFxMU6cOIFvv/0WS5cu1U2ik5iYiIKCAqvnJyK6U6bUwZCQEOTk5GDOnDlNHsfe6iAbIRPs2bMHQgg8+OCDUkchIqJWUlJSgujoaNTU1ODAgQPo2rWrwbG5ubmYNGkSHB0d4e7ujrFjx2L9+vVWTEtE1PpMqYOhoaGIjIw0aWY/W8VGiIiIFE0Igd27d8Pb2xsHDx5s8ceu0tJSvfM+AwMDUVpaao2YREQWY0odlBM2QkREpHixsbG4cuUKMjMzMWjQIFy6dMngWJVKpft/wfmGiEgmTKmDcsFGiIiICICDgwNGjx4Nd3d3nDhxotkxAQEBOH36tO5+SUkJpzAnItkwpg7KCRshIiJSvM2bNwO4eehbRUWFwSnqH3/8cWRlZaGhoQEXLlxAbm4uEhMTrRmViMgijK2DcsJGiIiIFO+dd95BWFgYhg0bhvT0dIMXaJwwYQLuvfdehIaGom/fvpgzZw7Cw8OtnJaIqPUZWwcLCwvh5+eHZcuWISsrC35+fsjPz7dy2tZh/9M9EBER3aHt27cbdXFGR0dHZGRkWCEREZF1GVsH4+LiUF5eboVElsc9QkRERAZ4e3tj4MCBRl0XIzc3FyNHjoS3t7cVkhERWYec6yD3CBERkaK1NPNbRUWF0Y+TmJjI84WIyC4ptQ6yEZKxmpoaqSM0y1ZzEZH82Gq9sdVcRCQvtlxrbCEbGyEZs5fdkkRElsI6SERKxhrYMp4jREREREREisM9QjLj4uKC6upqqWMYzcXFReoIRCQzrINEpGT2VgMB6eogGyGZUalUcHV1lToGEZFkWAeJSMlYA43HQ+OIiIiIiEhx2AgREclIfn4+oqKi9G5qtRrOzs4trjNk9OjRKCoquu3zqlQqRERE6F1n4uTJkxgwYABCQ0Nx3333obi4WLcuPj4e7u7uWLFiBYQQGDRoEE6dOnVnL56ICLZVB6dPn47AwECoVCr88MMPeuNZB22AICIim6dWqwUAoVarTdru4sWLIjg4WKxcudKkdUIIsW/fPhEfH2/U8wAQGo1Gb1l8fLxYvXq1EEKIzz77TMTExOitT05OFunp6UIIIfLy8kRycrJRz0VEymSPdXDnzp2irKxMdOnSRRw5cqTJNqyD0uIeISIimdJqtRg/fjyGDh2KZ555xuh1jbKysjB+/Hjd/fvvvx8zZszQ3b98+TI8PT1RVVXVZNtz587h4MGDSEpKAgCMGTMGp06dwunTp5t9rpEjR6KgoAAajcbUl0lEZJCUdRAABg8eDD8/P6Oysg5aHxshIiKZevnll3HhwgW8++67Jq1rVFhYiAEDBujub9u2DV988QWOHj0KAFi1ahVGjBiBTp06Ndm2rKwMvr6+cHK6OSePSqVCQEAASktLm32uNm3aoEePHti9e7dJr5GIqCVS1kFTsQ5aHxshIiIZ2rRpE3JycpCXl4e2bdsave73ysvL4ePjo7vv6OiIlJQUrFmzBlqtFhkZGUhLSzO4vUql0rsvhGgxs4+PD8rLy1scQ0RkLFuog6ZiHbQuTp9NRCQzx48fR2pqKjZu3AhfX1+j193KxcUFV69eRceOHXXLkpKSEBMTgwEDBsDb2xt9+vRpdlt/f3+Ul5ejvr4eTk5OEEKgrKwMAQEBBp/v2rVraN++vQmvlIioebZQB83BOmhd3CNERCQjGo0Go0aNwquvvorY2Fij1zUnIiICx44d01umVqsRFhaGSZMmYdq0aQa39fLyQq9evbB27VoAQF5eHgIDAxEYGGhwm6NHjyIyMvK2uYiIWmIrddAcrIPWxUaIiEhGMjIycPz4caxcubLJFLHp6ekG1/3yyy9NHuuxxx7D1q1bmyyfMGECtFotxowZ02KWrKwsZGVlITQ0FEuWLEFOTo7BsY2TKPTo0cO0F0xEdAtbqoNTp06Fn58fysvLkZCQgODgYINjWQetTyVud9A2ERFJzs/PD2fOnIFarbba8eMajQb9+/fHvn379K5SXlhYiNmzZ2P//v26ZSqVChqNBm5ubkY//sSJExEdHY20tDTMmzcPISEhSE1NbdXXQETywTpIrY17hIiIqFkdOnTA8uXLjbrAn7e3NwYOHKh3IcGWxMfHY+fOnbovFr6+vkhJSbmjvERErY11UN64R4iIyA5I8UsoEZEtYR2k1sY9QkREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVhI0RERERERIrDRoiIiIiIiBTHSeoA1LqEEKitrZU6htFcXFygUqmkjkFEMsI6SERKZm81EJCuDrIRkpna2lqTrmgsterqar0rNRMR3SnWQSJSMnurgYB0dZCHxhERERERkeJwj5CMVVZW2uSvjDU1NfD29pY6BhEpAOsgESmZrdZAwDbqIBshGXN1dbXZNz8RkTWwDhKRkrEGtoyHxhERERERkeKwESIiIiIiIsVhI0RERERERIrDRoiIiIiIiBSHjRARESleYWEhVCqV3s3NzQ29e/fG22+/jfr6eqkjEhFZlBLrIGeNIyIi+k1iYiJGjBgBIQQqKirw4YcfYubMmTh69Cg++OADqeMREVmckuogGyEiIqLfREVFISkpSXd/ypQpCA8PR3Z2Nl5//XV4enpKmI6IyPKUVAd5aBwREZEBrq6u6NevH4QQ+Omnn6SOQ0RkdXKug2yEiIiIWtD4D7+Hh4fESYiIpCHXOshD44iIiH5TW1uLqqoq3bHx77//Pr7//nv07dsXISEhUscjIrI4JdVB7hEyoKqqCrNnz0ZQUBCcnZ3h7++PWbNm4erVq0hKSoJKpUJ2drbUMS2mceaQJUuWGBzj5uaGuLg464VSoPLycrz22mtISUnBU089hblz5+K///2v1LHIig4ePIg5c+bgwoULAACNRoMzZ85InEq+Fi1aBE9PT3h5eSEiIgKZmZl49NFHkZ+fL3U0xfrxxx/x0ksvYeLEiUhOTsb//d//4cSJE1LHIisRQuA///kPXnjhBb06WFVVJXEy+VJSHeQeoWYcPnwYDzzwACorK+Hq6opu3brhzJkzWLZsGU6fPo3S0lIAQGRkpMRJSa5KS0sxY8YM5OfnQ6vV6q3729/+hgEDBuj+S/L073//G3PnzsW+ffv0ll+5cgVdunTBo48+iuXLl8PPz0+ihPKUmpqKcePGob6+Hj/88AOWLFmCyspKtG/fXjemrq4Offr0wZNPPokXX3xRt3zixImorKzE1q1bpYguO8XFxZg5cya++OKLJutef/11JCQkYNmyZejZs6cE6cgaPv/8cyxYsABHjhzRW37lyhX4+flh3LhxWLZsGdzd3SVKKE+KqoOC9Jw/f174+/sLAGLu3LlCo9Ho1i1atEgAEE5OTsLBwUHU1tZKmLR51dXVAoAAIKqrq81+nG+++UYAEIsXLzY4xtXVVQwZMkSyjHJ17Ngx0blzZ92fkaFbu3btxOeffy51XLKAf/3rX6JNmza3fQ/4+fmJkydPSh3X5phTYwzVvKKiIuHg4CCeeOIJveUHDhwQrq6u4tChQ0IIITZs2CDc3d3FmTNnLJZRSfbt2yfuvvvu234G7rrrLrF7926p45IFfPDBB0KlUt32PRAWFibOnj0rdVybYm59UWId5KFxt5g+fTrKysowc+ZMvPnmm3Bzc9OtW7BgAcLCwlBfX4/Q0FC9zpioNVy5cgXDhg3D2bNnbzu2rq4OY8eOxeHDh62QjKzl4MGDeOKJJ3Djxo3bji0vL8ewYcNQU1NjhWTKFBMTg6SkJKxbtw579+7VLe/duzfmzp2Lp556CuXl5XjuueeQkZEBX19fCdPKwy+//II//elPuHTp0m3HXrlyBSNHjtQdqUHy8OWXX2LSpEkQQtx27LFjx/Dwww+joaHBCsmUSc51kI3Q7xQXFyM3NxdeXl5YtGhRk/UqlQp9+vQB0PJhccOGDYNKpcIrr7xiqahW03jCXHM3an0fffQRTp06ZfT4q1ev4u9//7sFE5G1vfnmm6irqzN6/I8//ohPPvnEgolo4cKFcHR0xMKFC/WWv/jii2jbti169eqFuLg4jBs3TqKE8pKZmWnSvzEXLlxARkaGBRORtb322mtNDgtvyXfffWc/h2LZKbnWQTZCv/Pxxx9Dq9UiKSkJLi4uzY5p164dAMON0KeffopDhw5ZKqLVNZ4w19yNv0K3LiEEMjMzTd4uNzeXjalMVFRU4F//+pfJ22VmZhr1yymZJzg4GOPGjcNXX32FXbt26ZY7OTkhNjYWVVVVSElJkTChfFy/fh0rV640ebucnBxcu3bNAonI2n744Qe9z5mxzPn3k4wn1zrIRuh3duzYAQCIj483OKa8vBxA843QlStX8Pzzz8vqF/rU1FRs37692Zuzs7PU8WTl9OnTKC4uNnm769evY/v27RZIRNb25Zdfor6+3uTtDh06xJnkLGzBggVwcHDASy+9pFu2e/du5OTkIC0tDTNmzMDVq1clTCgP+/fvx7lz50ze7tdff9U7ZIfs15YtW8zabtu2bUYdUkzmk2Md5Kxxv1NSUgIACAwMbHZ9XV2dbgan5hqhBQsWIDQ0FOPHj0dSUtId54mOjkZFRYVJ25iyK9kYwcHBSEhIaHado6PjHT9+SEgIHBzYjwM3GxpzTZ48GXPmzGnFNCSF6upqs7ft06cP2rRp04pp7Jc5dTAuLq7FvWrh4eF65yDU1NQgOTkZixcvxuTJkzFkyBDMmzcP77zzjsnPzTr4P3eyV2fMmDE8d1cGLl++bNZ2QggEBAS0yncTe2fud0F7rYM+Pj7Yv3+/WduyEfqdxkO9DBXitWvX4vLly/Dw8IBardZbt3//fqxcuRIHDhxotTwVFRWy/5XXmEkB6PYuX75s9j8eJA/m/IpO5ps5cyYCAwMxZcoUqFQqrFmzBlFRURg1apTJ11djHWwdjdeYIeUy9cdjujNyqINshH7Hx8cHGo0G+/fvR3R0tN66srIyzJ8/HwAQERGht66hoQGTJk1CWloaunfv3qp5TKXVau3qH9XOnTvzl9DfCCFw9uxZs8718PLy4t4AGbh+/TrOnz9v8nYODg7w8fGBSqWyQCr7Y+k6uG3bNuTm5uLw4cO6P/OgoCAsWbIEKSkpOHz4MDp06GD047EO/k9DQ4PZX2Z9fHy4N0AGrl69alZT6+TkBC8vL9ZBWOe7oC3VQXO+L+tIMmm3jZo8ebIAIPz9/cXx48d1y4uKikRwcLDuuh7PP/+83nbLly8XarVa75pDAMTLL79sreg6vI6QfXvhhRdue82EW28DBgyQOja1oujoaJPfA3/5y1+kjm1T7KHG2ENGqYwbN87kz8CYMWOkjk2tpL6+XgQEBJj8Hli+fLnU0W2GvdQXW8jJn6B+Z968eejYsSPKysrQvXt39OzZE8HBwejfvz/Cw8MRGxsLQP/8oKqqKixcuBAvvfQS6uvrcenSJd21D65du4ZLly61+nk7JF+TJ0+Gk5NpO2pnzJhhoTQkhenTp5s0vm3btpg0aZKF0hBZn6mfAXO3Idvk6OiIqVOnmrTNXXfdheTkZAslIjljI/Q7AQEB2LVrF4YPHw5nZ2eUlJTA09MT2dnZ2LRpE44dOwZAvxEqLy+HRqPBc889h44dO+puwM3rgXTs2BE///yzJK+H7E9ISAhycnKMHj916lQ8/vjjFkxE1paUlIQ///nPRo1tPCbb0AQvRPaof//+ePPNN40e/9prr2Hw4MEWTETWNmvWLDzyyCNGjW3Tpg3y8vJw9913WzYUyZJKCF58whgXLlyAh4cHnJycUF1drbueUHV1dbMzVcTHxyM5ORkTJ05Ev379rDaTTU1NDdzc3HTZXF1drfK8prCHjFJbv349nnnmGYPXanJ0dMRf/vIXLFq0iOcWyJBWq8W8efPw1ltvGdyj3KFDB6xatQqPPfaYldPZPnuoMfaQUWorVqzA7NmzDV5guG3btliyZAleeOEFKycja7h+/TomT56MVatWGRzTqVMn5Obm4o9//KMVk9k+e6kvtpCTjZCRdu7cibi4OPTo0QNHjhy57XiVSoWXX34Zr7zyiuXD/Y4tvKluxx4y2oIrV67go48+wsqVK3H48GEIIeDo6IgXX3wRzz77LPz8/KSOSBZWWlqKDz74AJ988gkqKirQpk0bBAUF4dlnn8X48eNNOhFVSeyhxthDRltQVVWF1atXY/Xq1Th27BiEEHBycsJrr72Gp59+Gp6enlJHJAs7ceIE3n//fXz22WeoqqpCu3bt0K1bN0yaNAljx47lNQ2bYS/1xRZyshEy0ooVKzBt2jSMHz8ea9euve14NkKG2UNGW+Pn54czZ85ArVbrLupLRM2zhxpjDxltDesgkXHspb7YQk4eU2Okxr1AzV1ItTlCCKs3QUREZLqCggJ069YNUVFR6N+/P06cOKFbp1KpEBERgYKCAgA3D1ucNm0agoKCEBwcjMzMTN3Y3NxcdOvWDZ06dbL6ayAiuhOm1MEtW7YgOjoa7dq1w+zZs/Uex97qIBshIzU2QrdeQ4iIiOzb1KlTkZGRgUOHDiEhIQHvvfee3vo9e/Zg+PDhAG5eWLu4uBgnTpzAt99+i6VLl+om0klMTNR9USAisiem1MHGiZ3mzJnT5HHsrQ6yETLSnj17IITAgw8+KHUUIiJqRSUlJYiOjkZNTQ0OHDiArl27Ghybm5uLSZMmwdHREe7u7hg7dizWr19vxbRERK3PlDoYGhqKyMhIky/3YYvYCBERkaIJIbB79254e3vj4MGDLf7gVVpaii5duujuBwYGorS01BoxiYgsxpQ6KCdshIiISPFiY2Nx5coVZGZmYtCgQboLYzdHpVLp/p/zDRGRXJhSB+WCjRAREREABwcHjB49Gu7u7nonCv9eQEAATp8+rbtfUlKCgIAAKyUkIrIsY+qgnLARIiIixdu8eTOAm4e+VVRUICgoqNlxjz/+OLKystDQ0IALFy4gNzcXiYmJ1oxKRGQRxtZBOWEjREREivfOO+8gLCwMw4YNQ3p6Ojw8PJodN2HCBNx7770IDQ1F3759MWfOHISHh1s5LRFR6zO2DhYWFsLPzw/Lli1DVlYW/Pz8kJ+fb+W0rcP+p3sgIiK6Q9u3b9dd2K8ljo6OyMjIsEIiIiLrMrYOxsXFyeaixtwjREREZIC3tzcGDhxo1HUxcnNzMXLkSHh7e1shGRGRdci5DnKPEBERKVpLM79VVFQY/TiJiYk8X4iI7JJS6yAbIRmrqamROkKzbDUXEcmPrdYbW81FRPJiy7XGFrKxEZIxe9ktSURkKayDRKRkrIEt4zlCRERERESkONwjJDMuLi6orq6WOobRXFxcpI5ARDLDOkhESmZvNRCQrg6yEZIZlUoFV1dXqWMQEUmGdZCIlIw10Hg8NI6IiIiIiBSHjRCRjOTn5yMqKkrvplar4ezs3OI6Q0aPHo2ioqLbPq9KpUJERITeNQZOnjyJAQMGIDQ0FPfddx+Ki4t16+Lj4+Hu7o4VK1ZACIFBgwbh1KlTd/biiYhgW3Vw+vTpCAwMhEqlwg8//KA3nnWQyAYIIrJ5arVaABBqtdqk7S5evCiCg4PFypUrTVonhBD79u0T8fHxRj0PAKHRaPSWxcfHi9WrVwshhPjss89ETEyM3vrk5GSRnp4uhBAiLy9PJCcnG/VcRKRM9lgHd+7cKcrKykSXLl3EkSNHmmzDOkgkLe4RIpIprVaL8ePHY+jQoXjmmWeMXtcoKysL48eP192///77MWPGDN39y5cvw9PTE1VVVU22PXfuHA4ePIikpCQAwJgxY3Dq1CmcPn262ecaOXIkCgoKoNFoTH2ZREQGSVkHAWDw4MHw8/MzKivrIJH1sREikqmXX34ZFy5cwLvvvmvSukaFhYUYMGCA7v62bdvwxRdf4OjRowCAVatWYcSIEejUqVOTbcvKyuDr6wsnp5vzsahUKgQEBKC0tLTZ52rTpg169OiB3bt3m/QaiYhaImUdNBXrIJH1sREikqFNmzYhJycHeXl5aNu2rdHrfq+8vBw+Pj66+46OjkhJScGaNWug1WqRkZGBtLQ0g9urVCq9+0KIFjP7+PigvLy8xTFERMayhTpoKtZBIuvi9NlEMnP8+HGkpqZi48aN8PX1NXrdrVxcXHD16lV07NhRtywpKQkxMTEYMGAAvL290adPn2a39ff3R3l5Oerr6+Hk5AQhBMrKyhAQEGDw+a5du4b27dub8EqJiJpnC3XQHKyDRNbFPUJEMqLRaDBq1Ci8+uqriI2NNXpdcyIiInDs2DG9ZWq1GmFhYZg0aRKmTZtmcFsvLy/06tULa9euBQDk5eUhMDAQgYGBBrc5evQoIiMjb5uLiKgltlIHzcE6SGRdbISIZCQjIwPHjx/HypUrm0wRm56ebnDdL7/80uSxHnvsMWzdurXJ8gkTJkCr1WLMmDEtZsnKykJWVhZCQ0OxZMkS5OTkGBzbOIlCjx49THvBRES3sKU6OHXqVPj5+aG8vBwJCQkIDg42OJZ1kMj6VOJ2B+4TkeT8/Pxw5swZqNVqqx0/rtFo0L9/f+zbt0/vCtWFhYWYPXs29u/fr1umUqmg0Wjg5uZm9ONPnDgR0dHRSEtLw7x58xASEoLU1NRWfQ1EJB+sg0TU2rhHiIia1aFDByxfvtyoC/x5e3tj4MCBehcSbEl8fDx27typ+2Lh6+uLlJSUO8pLRNTaWAeJ5I17hIjsgBS/hBIR2RLWQSJqbdwjREREREREisNGiIiIiIiIFIeNEBERERERKQ4bISIiIiIiUhw2QkREREREpDhOUgeg1iWEQG1trdQxjObi4gKVSiV1DCKSEdZBIlIye6uBgHR1kI2QzNTW1pp0MTepVVdX612kjojoTrEOEpGS2VsNBKSrgzw0joiIiIiIFId7hGSssrLSJn9lrKmpgbe3t9QxiEgBWAeJSMlstQYCtlEH2QjJmKurq82++YmIrIF1kIiUjDWwZTw0joiIiIiIFIeNEBERERERKQ4bISIiIiIiUhw2QkREREREpDhshIiISPEKCwuhUqn0bm5ubujduzfefvtt1NfXSx2RiMiilFgHOWscERHRbxITEzFixAgIIVBRUYEPP/wQM2fOxNGjR/HBBx9IHY+IyOKUVAfZCBEREf0mKioKSUlJuvtTpkxBeHg4srOz8frrr8PT01PCdERElqekOshD44iIiAxwdXVFv379IITATz/9JHUcIiKrk3MdZCNERETUgsZ/+D08PCROQkQkDbnWQR4aR0RE9Jva2lpUVVXpjo1///338f3336Nv374ICQmROh4RkcUpqQ5yj1ALqqqqMHv2bAQFBcHZ2Rn+/v6YNWsWrl69iqSkJKhUKmRnZ0sd0yIaZw5ZsmSJwTFubm6Ii4uzXiiFKisrQ11dHQDgxo0bEEJInIisSQiB4uJifPPNN9i1axfKy8uljiRrixYtgqenJ7y8vBAREYHMzEw8+uijyM/Plzqaov3888+6OijHmauoZVqtFocPH8bXX3+N//znP6isrJQ6kqwpqQ6yETLg8OHD6NGjB9566y1UVlaiW7duuH79OpYtW4akpCQcP34cABAZGSlxUpIjIQQ+//xzDBs2DAEBAaiqqgIAnDt3Dn369EFOTg6uXbsmcUqypNraWnzwwQfo1asXunfvjj/+8Y8YPHgwAgICMGLECBQUFLAptoDU1FRs374dW7duxd/+9jd4eHigsrIS7du3142pq6tDjx498MYbb+htO3HiRAwbNszakWWrvr4eubm5GDJkCIKCgnR1sLKyEoMGDcK6devYFMnc5cuXsXz5coSHhyMyMhJDhw7FoEGD4Ofnh7Fjx2Lnzp1SR5QlRdVBQU2cP39e+Pv7CwBi7ty5QqPR6NYtWrRIABBOTk7CwcFB1NbWSpi0qerqagFAABDV1dVmP84333wjAIjFixcbHOPq6iqGDBkiWUa5un79unjqqad0f0aGbvfdd584d+6c1HHJAs6ePSt69+592/fA008/LW7cuCF1XJtjTo0xVPOKioqEg4ODeOKJJ/SWHzhwQLi6uopDhw4JIYTYsGGDcHd3F2fOnLFYRiWprq4Wf/rTn277GXjwwQfFlStXpI5LFvDTTz+JkJCQ274H5s2bJ7RardRxbYq59UWJdZB7hJoxffp0lJWVYebMmXjzzTfh5uamW7dgwQKEhYWhvr4eoaGhet0x0Z0SQuDZZ5/Fhx9+eNux3377LYYNG4bq6morJCNruXLlCh566CEcPHjwtmNXrVqFKVOmcM+QBcXExCApKQnr1q3D3r17dct79+6NuXPn4qmnnkJ5eTmee+45ZGRkwNfXV8K08lBfX4+xY8diy5Yttx37xRdf4LHHHsONGzeskIyspbKyEkOHDsXJkydvO3bJkiV45ZVXLB9KweRcB9kI3aK4uBi5ubnw8vLCokWLmqxXqVTo06cPAP3D4pq7Gq9KpUJUVJS1oltE4wlzzd2o9X3zzTdYs2aN0eMPHDiA9PR0ywUiq1u2bBn++9//Gj1+5cqV2L17twUT0cKFC+Ho6IiFCxfqLX/xxRfRtm1b9OrVC3FxcRg3bpxECeUlNzcXBQUFRo//8ssv8fHHH1swEVnbSy+9hNOnTxs9/q9//atRTROZT651kI3QLT7++GNotVokJSXBxcWl2THt2rUD0Pz5QRkZGSgqKtLdPvroI4vmtbTGE+aau9XU1EgdT3YyMjJM3ub9999HQ0ODBdKQtd24ccOsq3ab874h4wUHB2PcuHH46quvsGvXLt1yJycnxMbGoqqqCikpKRImlBdz3s/8DMjH5cuXsXbtWpO3e++99yyQhhrJtQ6yEbrFjh07AADx8fEGxzTO2tRcI9StWzfExMTobj179rRMUCtpPGGuuZuzs7PU8WTl119/xaZNm0zerrS0VPe+Jfv2xRdf4OzZsyZvl5eXh8uXL1sgETVasGABHBwc8NJLL+mW7d69Gzk5OUhLS8OMGTNw9epVCRPKw7Fjx1BUVGTydvv378eRI0cskIis7dNPP0Vtba3J261evRpardYCiaiRHOsgryN0i5KSEgBAYGBgs+vr6uqwb98+AJafMS46OhoVFRUmbdPaRSA4OBgJCQnNrnN0dLzjxw8JCYGDA/tx4ObeAHP37CQmJsLV1bWVE5G1mXu+140bNxAaGoo2bdq0ciL7ZE4djIuLa/Fcq/DwcL3PZ01NDZKTk7F48WJMnjwZQ4YMwbx58/DOO++Y/Nysg/9zJ7NhxsXF8bxdGbhy5YpZ2126dAl+fn78LMH874L2Wgd9fHywf/9+s7ZlI3SLxsO9DBXjtWvX4vLly/Dw8IBarW6yPjExEVVVVejUqRMefvhhvPnmm3B3dzcrS0VFBc6cOWPWtvbCnF+/qalLly7h0qVLUscgCZ07d07qCIoyc+ZMBAYGYsqUKVCpVFizZg2ioqIwatQok6+vxjrYOi5cuCB1BJIYP0vWJYc6yEboFj4+PtBoNNi/fz+io6P11pWVlWH+/PkAgIiICL11f/jDHzB79mwMGTIEbm5uKCoqwuLFi7Fv3z589913uvOKTM1iKq1Wa1eFoHPnzvz15jcNDQ0m7wFs5OHhwUMVZeDq1atmf5njZ+l/LF0Ht23bhtzcXBw+fBgqlQoAEBQUhCVLliAlJQWHDx9Ghw4djH48/t39z40bN8xu6j09PdG2bdtWTkTWVl1dbdahviqVCp07d9Z9JpXMGt8FbakOmvN9WUeSSbtt2OTJkwUA4e/vL44fP65bXlRUJIKDg0WbNm0EAPH888/f9rHy8/MFALF69WoLJtbH6wjZt2HDht32mgm33ry9vUVdXZ3U0akVXL16VXh4eJj8HnjkkUekjm5T7KHG2ENGKWi1WhEVFWXyZ6B79+68loxMnD9/XrRr187k98CkSZOkjm4z7KW+2EJO/gR1i3nz5qFjx44oKytD9+7d0bNnTwQHB6N///4IDw9HbGwsAOPODxoxYgTc3Nzw3XffWTo2ycSUKVNM3ubPf/4zfwWVCWdnZzz99NMmb2fO+4bIFqlUKrPez42H5pD969SpEx5//HGTt5s8ebIF0pDcsRG6RUBAAHbt2oXhw4fD2dkZJSUl8PT0RHZ2NjZt2oRjx44BMH6iBCEEizMZbdiwYXjkkUeMHn/vvffihRdesGAisrY5c+YgKCjI6PFjxowxOKEJkT2aMGECBg4caPT4fv362eW0vWTYX//6V3h5eRk9furUqU1OWSAyBs8Rakb37t2bvaL1hQsXcPbsWTg5OaFbt263fZz8/HzU1NSgX79+lohpUbebOQQwf4YrMszR0RGffPKJUVdVDwsLw7Zt28yejINsk6enJ7788ks8+OCD+PHHH1sc+8gjj+Cjjz7i+SUkK87OzsjPz8eIESNuO5X2fffdh82bN3O2OJm555578OWXX2LYsGG3Pdfl6aefNmuWMiKAe4RM0niNgrCwsCaTH0yYMAF//etfkZ+fj6+++gqLFi1CUlISevfujcTERCnikp1ycXHBxo0bkZ2djd69ezdZHxAQgDfeeANFRUXo0qWLBAnJ0rp27Yp9+/Zh0aJF8PPza7K+b9++WL16NfLy8vgFkGTJ3d0dO3bsQHp6OsLDw5usDw0NxfLly/HNN9+gU6dOEiQkS4uMjMSBAwcwf/58eHp6Nlk/ZMgQfPrpp8jOzm6Vy3mQMqnE7X72J50VK1Zg2rRpGD9+fJOrHi9evBiffPIJSkpKcO3aNfj5+WH06NF4+eWXTZo1407V1NTAzc0NwM09NrZ4bRl7yGgrhBA4dOgQfv75ZzQ0NMDHxwcDBw5k0VeQ+vp67N69G6NGjcLFixfh5eWFyspKqWPZNHuoMfaQ0VYIIfDtt9+irKwMQgj4+fkhJiaGh50rSF1dHXbt2oWxY8eyDhrBXuqLLeTkHiETNO4Rau78oPnz5+PIkSO4cuUKrl+/jp9//hl///vfrdoEkfyoVCr06tULY8aMwdixYzF48GA2QQrj5OSEIUOGwMXFBQB40VQLKCgoQLdu3RAVFYX+/fvjxIkTunUqlQoREREoKCgAcHNa2mnTpiEoKAjBwcHIzMzUjc3NzUW3bt24h6KVqVQq9OvXD4899hgef/xx9O/fn02QwrRr1w4JCQmsgxZkSh3csmULoqOj0a5dO8yePVvvceytDrIRMkFjI8QT8oiI5GPq1KnIyMjAoUOHkJCQgPfee09v/Z49ezB8+HAANy+qXVxcjBMnTuDbb7/F0qVLdZPoJCYm6r4oEBHZE1PqYEhICHJycjBnzpwmj2NvdZCNkAn27NkDIQQefPBBqaMQEVErKSkpQXR0NGpqanDgwAF07drV4Njc3FxMmjQJjo6OcHd3x9ixY7F+/XorpiUian2m1MHQ0FBERkbCycn+51xjI0RERIomhMDu3bvh7e2NgwcPtvhjV2lpqd4kJYGBgSgtLbVGTCIiizGlDsoJGyEiIlK82NhYXLlyBZmZmRg0aBAuXbpkcOzvz0/hfENEJBem1EG5YCNEREQEwMHBAaNHj4a7u7veicK/FxAQgNOnT+vul5SUICAgwEoJiYgsy5g6KCdshIiISPE2b94M4OahbxUVFQgKCmp23OOPP46srCw0NDTgwoULyM3N5bXiiEgWjK2DcsJGiIiIFO+dd95BWFgYhg0bhvT0dHh4eDQ7bsKECbj33nsRGhqKvn37Ys6cOc1e8JOIyN4YWwcLCwvh5+eHZcuWISsrC35+fsjPz7dy2tZh/9M9EBER3aHt27frLuzXEkdHR2RkZFghERGRdRlbB+Pi4lBeXm6FRJbHPUJEREQGeHt7Y+DAgUZdFyM3NxcjR46Et7e3FZIREVmHnOsg9wgREZGitTTzW0VFhdGPk5iYyPOFiMguKbUOshGSsZqaGqkjNMtWcxGR/NhqvbHVXEQkL7Zca2whGxshGbOX3ZJERJbCOkhESsYa2DKeI0RERERERIrDPUIy4+LigurqaqljGM3FxUXqCEQkM6yDRKRk9lYDAenqIBshmVGpVHB1dZU6BhGRZFgHiUjJWAONx0PjiIiIiIhIcdgIERHJSH5+PqKiovRuarUazs7OLa4zZPTo0SgqKrrt86pUKkREROhdZ+LkyZMYMGAAQkNDcd9996G4uFi3Lj4+Hu7u7lixYgWEEBg0aBBOnTp1Zy+eiAi2VQenT5+OwMBAqFQq/PDDD3rjWQdtgCAiIpunVqsFAKFWq03a7uLFiyI4OFisXLnSpHVCCLFv3z4RHx9v1PMAEBqNRm9ZfHy8WL16tRBCiM8++0zExMTorU9OThbp6elCCCHy8vJEcnKyUc9FRMpkj3Vw586doqysTHTp0kUcOXKkyTasg9LiHiEiIpnSarUYP348hg4dimeeecbodY2ysrIwfvx43f37778fM2bM0N2/fPkyPD09UVVV1WTbc+fO4eDBg0hKSgIAjBkzBqdOncLp06ebfa6RI0eioKAAGo3G1JdJRGSQlHUQAAYPHgw/Pz+jsrIOWh8bISIimXr55Zdx4cIFvPvuuyata1RYWIgBAwbo7m/btg1ffPEFjh49CgBYtWoVRowYgU6dOjXZtqysDL6+vnByujknj0qlQkBAAEpLS5t9rjZt2qBHjx7YvXu3Sa+RiKglUtZBU7EOWh8bISIiGdq0aRNycnKQl5eHtm3bGr3u98rLy+Hj46O77+joiJSUFKxZswZarRYZGRlIS0szuL1KpdK7L4RoMbOPjw/Ky8tbHENEZCxbqIOmYh20Lk6fTUQkM8ePH0dqaio2btwIX19fo9fdysXFBVevXkXHjh11y5KSkhATE4MBAwbA29sbffr0aXZbf39/lJeXo76+Hk5OThBCoKysDAEBAQaf79q1a2jfvr0Jr5SIqHm2UAfNwTpoXdwjREQkIxqNBqNGjcKrr76K2NhYo9c1JyIiAseOHdNbplarERYWhkmTJmHatGkGt/Xy8kKvXr2wdu1aAEBeXh4CAwMRGBhocJujR48iMjLytrmIiFpiK3XQHKyD1sVGiIhIRjIyMnD8+HGsXLmyyRSx6enpBtf98ssvTR7rsccew9atW5ssnzBhArRaLcaMGdNilqysLGRlZSE0NBRLlixBTk6OwbGNkyj06NHDtBdMRHQLW6qDU6dOhZ+fH8rLy5GQkIDg4GCDY1kHrU8lbnfQNhERSc7Pzw9nzpyBWq222vHjGo0G/fv3x759+/SuUl5YWIjZs2dj//79umUqlQoajQZubm5GP/7EiRMRHR2NtLQ0zJs3DyEhIUhNTW3V10BE8sE6SK2Ne4SIiKhZHTp0wPLly426wJ+3tzcGDhyodyHBlsTHx2Pnzp26Lxa+vr5ISUm5o7xERK2NdVDeuEeIiMgOSPFLKBGRLWEdpNbGPUJERERERKQ4bISIiIiIiEhx2AgREREREZHisBEiIiIiIiLFYSNERERERESKw0aIiIiIiIgUx0nqANS6hBCora2VOobRXFxcoFKppI5BRDLCOkhESmZvNRCQrg6yEZKZ2tpak65oLLXq6mq9KzUTEd0p1kEiUjJ7q4GAdHWQh8YREREREZHicI+QjFVWVtrkr4w1NTXw9vaWOgYRKQDrIBEpma3WQMA26iAbIRlzdXW12Tc/EZE1sA4SkZKxBraMh8YREREREZHisBEiIiIiIiLFYSNERERERESKw0aIiIiIiIgUh40QEREpXmFhIVQqld7Nzc0NvXv3xttvv436+nqpIxIRWZQS6yBnjSMiIvpNYmIiRowYASEEKioq8OGHH2LmzJk4evQoPvjgA6njERFZnJLqIBshIiKi30RFRSEpKUl3f8qUKQgPD0d2djZef/11eHp6SpiOiMjylFQHeWgcERGRAa6urujXrx+EEPjpp5+kjkNEZHVyroNshIiIiFrQ+A+/h4eHxEmIiKQh1zrIRqgFVVVVmD17NoKCguDs7Ax/f3/MmjULV69eRVJSElQqFbKzs6WOSUREraS2thZVVVU4f/48jhw5gqlTp+L7779H3759ERISInU8IiKLU1IdZCNkwOHDh9GjRw+89dZbqKysRLdu3XD9+nUsW7YMSUlJOH78OAAgMjJS4qSW0ThzyJIlSwyOcXNzQ1xcnPVCKcyNGzfw2Wef4cEHH0RwcDACAwPRv39/rFixApcvX5Y6HlnBpUuX8O677yImJgYVFRUAbv5Ak5eXhxs3bkicTp4WLVoET09PeHl5ISIiApmZmXj00UeRn58vdTRFunr1KtasWYO4uDh07doVXbt2xZAhQ7Bq1SrU1tZKHY+s4Ny5c1i8eDH69Omjq4O//vortm7dCq1WK3E6eVJUHRTUxPnz54W/v78AIObOnSs0Go1u3aJFiwQA4eTkJBwcHERtba2ESZuqrq4WAAQAUV1dbfbjfPPNNwKAWLx4scExrq6uYsiQIZJllLMvvvhC+Pj46P6cbr25urqK5cuXSx2TLESr1YqlS5cKFxcXg+8BX19fsWPHDqmj2iRzakxjzUtNTRXbt28XW7duFX/729+Eh4eH6N+/v7h06ZJu7LVr10T37t3F66+/rvcYycnJ4qGHHrJYRqVZt26dcHd3N/gZuPvuu8VHH30kdUyykIaGBjFv3jzRpk0bg++B4OBgceDAAamj2hxz64sS6yAboWY88cQTAoCYOXNmk3VarVaEhYUJACIsLEyCdC1jI2T/Nm3aJBwdHQ0W/t/fXn75ZanjkgXMnz/fqL//Nm3aiIKCAqnj2pw7aYRurXlFRUXCwcFBPPHEE3rLDxw4IFxdXcWhQ4eEEEJs2LBBuLu7izNnzlgso5JkZ2cb9RkAIN577z2p41Ir02q1IiUlxai/f1dXV7F3716pI9uUO22ElFQHeWjcLYqLi5GbmwsvLy8sWrSoyXqVSoU+ffoAaP6wuA0bNmDAgAFwdXXFH/7wBwwcOBD/7//9P4vnJnkoKyvDuHHj0NDQYNT4V199FQUFBRZORda0YcMGLF682KixN27cwOOPP45ffvnFwqmUKyYmBklJSVi3bh327t2rW967d2/MnTsXTz31FMrLy/Hcc88hIyMDvr6+EqaVh0OHDuG5554zevzUqVPx3XffWTARWdv777+P1atXGzW2pqYGDz/8MGpqaiycSrnkXAfZCN3i448/hlarRVJSElxcXJod065dOwBNG6F3330XY8eORWxsLPLz87Fu3TokJCTg6tWrFs9tKY0nzDV3o9aXlZVl8vvl7bfftlAakoKpf581NTWctMXCFi5cCEdHRyxcuFBv+Ysvvoi2bduiV69eiIuLw7hx4yRKKC/p6elG/xgEAFqtFunp6RZMRNak1WpNroPnzp3DJ598YqFEBMi3DrIRusWOHTsAAPHx8QbHlJeXA9BvhH766SfMmTMHb7/9NpYuXYqhQ4di+PDhePXVVxEdHW3Z0BbUeMJcczf++tK6rl+/jpUrV5q83VdffaWbvIPs2w8//IBdu3aZvF1WVhYnT7Cg4OBgjBs3Dl999ZXe34+TkxNiY2NRVVWFlJQUCRPKx8WLF836Qpubm4vz589bIBFZ244dO3Dy5EmTt8vIyLBAGmok1zroJHUAW1NSUgIACAwMbHZ9XV0d9u3bB0C/EVq1ahXatGmDP//5z62WJTo6WjdDirFaewaV1NRUg939yJEj7/jxQ0JC4ODAfhy4eZjTuXPnzNq2f//+Bvdgkv0w98eFX375Bf7+/nByYkkHWr8OAsCCBQuwbt06vPTSS/jmm28AALt370ZOTg7S0tIwY8YMHDp0CO3btzf5sVkH/6eurg7Xrl0zebvr168jPDwczs7OFkhF1nTlyhWztvvvf/8LtVoNlUrVyonsj6Vm07PVOujj44P9+/ebtS0nS7hFhw4dBADx3XffNbu+8QRODw8PveVxcXGid+/eIjs7WwQGBgpHR0cRFhYmPvnkE7OzqNVqo08Wbe5mD5Ml8MYbb7xZ8mapE3Crq6tFUFCQWLFihWhoaBCxsbFi+vTprIO88cabTd0sOQmBrdRBtVpt9mvgz4e38PHxgUajwf79+5sc0lZWVob58+cDACIiIvTWnT17FmfOnMH8+fPx5ptvwt/fHzk5OXjyySfh6emJhIQEs7KYSqvV4uzZsyZvJ5XOnTvzl9Df1NfXo7Ky0qxtO3bsyD1CMlBTU4NLly6Zta23tzf3CP3GGnVw5syZCAwMxJQpU6BSqbBmzRpERUVh1KhRJl9fjXXwf+rq6sw+B9XDw4N7hGRAo9GYvVfI19eXe4Rgve+CtlIHzfm+rGN2CyVTkydPFgCEv7+/OH78uG55UVGRCA4O1s1n//zzz+ttFxwcLACIDRs26JZptVrRs2dPMXjwYGvF5/TZdqyhoUF07drV5F9CHB0dRXl5udTxqRWcPn1aqFQqk98D9957r9BqtVLHtxmWrjFbt24Vf/jDH0RJSYne8hUrVojAwEBx5coVyTPaq5qaGtGxY0eTPwN33XWX3jX/yH59++23Zu0VMOf7iFxZo77IpQ7yJ6hbzJs3Dx07dkRZWRm6d++Onj17Ijg4GP3790d4eDhiY2MBNJ0xzsPDAwD09vyoVCr88Y9/xA8//GC9F0B2y8HBAZMnTzZ5u1GjRkGtVlsgEVlbly5dMGLECJO3a/w1jqzjoYcewqVLlxAQEKC3fOrUqTh16hQ6dOggUTL75+LiYtYJ18nJyXBzc7NAIrK2vn37mjXJ1NSpUy2QhgyRSx1kI3SLgIAA7Nq1C8OHD4ezszNKSkrg6emJ7OxsbNq0CceOHQPQtBHq3r07AEAIobdcq9WadeInKVNKSgq8vb2NHu/k5ITZs2dbMBFZ29y5c+Ho6Gj0eF9fXzz11FMWTERkXWlpaSZ9iXJ1dcW0adMsmIisrfE0BGOFhYXh0UcftUwYkjU2Qs3o3r07tmzZojtOtaioCKmpqbh48SLOnj0LJycndOvWTW+bRx55BACwfft23TKtVouvv/4affv2tWp+sl8eHh7YvHkz7r777tuOdXBwQE5ODvr162f5YGQ1sbGxyMrKMmoPT8eOHbFlyxaj3i9E9uKee+5BXl6eUef7tGvXDp9++ilCQkKskIysZfTo0XjjjTeMGqtWq1FQUIA2bdpYOBXJERshExw5cgTAzV8eGi+q2mjkyJEYNGgQnn32WaxcuRLbtm1DYmIijh49ipdeekmKuHckLi4OQgjMmzfP4Jjq6moUFhZaL5RCREdH4z//+Q8GDhxocExISAg2bdrEPQEylZqain/9618ICgoyOGbw4MEoKipCVFSU9YIRWcn999+Pr7/+Gr169TI4JiIiAl999RWGDx9uxWRkLfPnz8fq1atbPPR72LBh2Lt3L+655x4rJiM5UYlbj+Uig1asWIFp06Zh/PjxWLt2bZP1ly5dwty5c/Gvf/0LGo0GUVFR+Otf/4oHH3zQahlramp0x0lXV1fD1dXVas9tLHvIaCv++9//Ijs7GytXrkRdXR1cXFywceNGDB06lLNMKYBWq8X27dvxySefoKKiAm3atEFQUBD+/Oc/o0ePHlLHs1n2UGPsIaMtEEJg3759WL16Nf7xj3/o6uD27dvRv39/nhunAPX19fj888/x2WefoaqqCu3atUO3bt3w7LPPtvhjkZLZS32xiZySTNFgp5599lkBQCxdulTqKAbZwgwct2MPGW1N4zWl7mSufCKlMLXGbNmyRYSHh4vIyEgRExOjN2MoANGzZ0+xZcsWIcTN2R3T0tJE165dRVBQkMjIyNCNXb9+vQgPD29ynbnWyEisg0TGMqe+mFIHN2/eLPr06SPatm0rZs2apfc49lYH+ZOyCRoPjbv1GkJERGS/pk6dioyMDBw6dAgJCQl477339Nbv2bNHd/jV2rVrUVxcjBMnTuDbb7/F0qVLdZPoJCYmoqCgwOr5iYjulCl1MCQkBDk5OZgzZ06Tx7G3OshGyAR79uyBEMKqh7oREZFllZSUIDo6GjU1NThw4AC6du1qcGxubi4mTZoER0dHuLu7Y+zYsVi/fr0V0xIRtT5T6mBoaCgiIyNlcRFvNkJERKRoQgjs3r0b3t7eOHjwYIs/dpWWlqJLly66+4GBgSgtLbVGTCIiizGlDsoJGyEiIlK82NhYXLlyBZmZmRg0aBAuXbpkcOzvT9AXnG+IiGTClDooF2yEiIiIcPPaXKNHj4a7uztOnDjR7JiAgACcPn1ad7+kpKTJldWJiOyVMXVQTtgIERGR4m3evBnAzUPfKioqDE7L+/jjjyMrKwsNDQ24cOECcnNzkZiYaM2oREQWYWwdlBM2QkREpHjvvPMOwsLCMGzYMKSnp8PDw6PZcRMmTMC9996L0NBQ9O3bF3PmzEF4eLiV0xIRtT5j62BhYSH8/PywbNkyZGVlwc/PD/n5+VZO2zrsf7oHIiKiO7R9+3bdhf1a4ujoiIyMDCskIiKyLmPrYFxcHMrLy62QyPK4R4iIiMgAb29vDBw40KjrYuTm5mLkyJHw9va2QjIiIuuQcx3kHiEiIlK0lmZ+q6ioMPpxEhMTeb4QEdklpdZBNkIyVlNTI3WEZtlqLiKSH1utN7aai4jkxZZrjS1kYyMkY/ayW5KIyFJYB4lIyVgDW8ZzhIiIiIiISHG4R0hmXFxcUF1dLXUMo7m4uEgdgYhkhnWQiJTM3mogIF0dZCMkMyqVCq6urlLHICKSDOsgESkZa6DxeGgcEREREREpDhshIhnJz89HVFSU3k2tVsPZ2bnFdYaMHj0aRUVFt31elUqFiIgIvWsMnDx5EgMGDEBoaCjuu+8+FBcX69bFx8fD3d0dK1asgBACgwYNwqlTp+7sxRMRwbbq4PTp0xEYGAiVSoUffvhBbzzrIJENEERk89RqtQAg1Gq1SdtdvHhRBAcHi5UrV5q0Tggh9u3bJ+Lj4416HgBCo9HoLYuPjxerV68WQgjx2WefiZiYGL31ycnJIj09XQghRF5enkhOTjbquYhImeyxDu7cuVOUlZWJLl26iCNHjjTZhnWQSFrcI0QkU1qtFuPHj8fQoUPxzDPPGL2uUVZWFsaPH6+7f//992PGjBm6+5cvX4anpyeqqqqabHvu3DkcPHgQSUlJAIAxY8bg1KlTOH36dLPPNXLkSBQUFECj0Zj6MomIDJKyDgLA4MGD4efnZ1RW1kEi62MjRCRTL7/8Mi5cuIB3333XpHWNCgsLMWDAAN39bdu24YsvvsDRo0cBAKtWrcKIESPQqVOnJtuWlZXB19cXTk4352NRqVQICAhAaWlps8/Vpk0b9OjRA7t37zbpNRIRtUTKOmgq1kEi62MjRCRDmzZtQk5ODvLy8tC2bVuj1/1eeXk5fHx8dPcdHR2RkpKCNWvWQKvVIiMjA2lpaQa3V6lUeveFEC1m9vHxQXl5eYtjiIiMZQt10FSsg0TWxemziWTm+PHjSE1NxcaNG+Hr62v0ulu5uLjg6tWr6Nixo25ZUlISYmJiMGDAAHh7e6NPnz7Nbuvv74/y8nLU19fDyckJQgiUlZUhICDA4PNdu3YN7du3N+GVEhE1zxbqoDlYB4msi3uEiGREo9Fg1KhRePXVVxEbG2v0uuZERETg2LFjesvUajXCwsIwadIkTJs2zeC2Xl5e6NWrF9auXQsAyMvLQ2BgIAIDAw1uc/ToUURGRt42FxFRS2ylDpqDdZDIutgIEclIRkYGjh8/jpUrVzaZIjY9Pd3gul9++aXJYz322GPYunVrk+UTJkyAVqvFmDFjWsySlZWFrKwshIaGYsmSJcjJyTE4tnEShR49epj2gomIbmFLdXDq1Knw8/NDeXk5EhISEBwcbHAs6yCR9anE7Q7cJyLJ+fn54cyZM1Cr1VY7flyj0aB///7Yt2+f3hWqCwsLMXv2bOzfv1+3TKVSQaPRwM3NzejHnzhxIqKjo5GWloZ58+YhJCQEqamprfoaiEg+WAeJqLVxjxARNatDhw5Yvny5URf48/b2xsCBA/UuJNiS+Ph47Ny5U/fFwtfXFykpKXeUl4iotbEOEskb9wgR2QEpfgklIrIlrINE1Nq4R4iIiIiIiBSHjRARERERESkOGyEiIiIiIlIcNkJERERERKQ4bISIiIiIiEhx2AgREREREZHiOEkdgFqXEAK1tbVSxzCai4sLVCqV1DGISEZYB4lIyeytBgLS1UE2QjJTW1tr0lWtpVZdXa13tW4iojvFOkhESmZvNRCQrg7y0DgiIiIiIlIc7hGSscrKSpv8lbGmpgbe3t5SxyAiBWAdJCIls9UaCNhGHWQjJGOurq42++YnIrIG1kEiUjLWwJbx0DgiIiIiIlIcNkJERERERKQ4bISIiIiIiEhx2AgREREREZHisBEiIiLFKywshEql0ru5ubmhd+/eePvtt1FfXy91RCIii1JiHeSscURERL9JTEzEiBEjIIRARUUFPvzwQ8ycORNHjx7FBx98IHU8IiKLU1IdZCNERET0m6ioKCQlJenuT5kyBeHh4cjOzsbrr78OT09PCdMREVmekuogD40jIiIywNXVFf369YMQAj/99JPUcYiIrE7OdZCNEBERUQsa/+H38PCQOAkRkTTkWgd5aBwREdFvamtrUVVVpTs2/v3338f333+Pvn37IiQkROp4REQWp6Q6yD1CLaiqqsLs2bMRFBQEZ2dn+Pv7Y9asWbh69SqSkpKgUqmQnZ0tdUyLaJw5ZMmSJQbHuLm5IS4uznqhFOjatWtYv349NBoNAKCmpga//vqrxKnIms6fP4+srCz89a9/xRtvvIFPP/0UdXV1UseSrUWLFsHT0xNeXl6IiIhAZmYmHn30UeTn50sdTbE0Gg0+/PBDXLlyBcDNOtj4/6QM5eXlyMjIwKuvvorFixdj06ZNspzBzFYoqQ5yj5ABhw8fxgMPPIDKykq4urqiW7duOHPmDJYtW4bTp0+jtLQUABAZGSlxUpKjK1eu4LXXXsOqVav0Gp9Lly5BrVZj3LhxWLhwIYKCgiRMSZZ08uRJ/PWvf8Wnn36K69ev663r1KkTnnnmGSxYsABubm4SJZSn1NRUjBs3DvX19fjhhx+wZMkSVFZWon379roxdXV16NOnD5588km8+OKLuuUTJ05EZWUltm7dKkV02amsrMSiRYvw4Ycf6n4MAv5XBydMmICFCxeic+fOEqYkSzp06BD++te/Ij8/Hw0NDXrr1Go1Jk+ejDlz5qBt27YSJZQnRdVBQU2cP39e+Pv7CwBi7ty5QqPR6NYtWrRIABBOTk7CwcFB1NbWSpi0qerqagFAABDV1dVmP84333wjAIjFixcbHOPq6iqGDBkiWUa5qqioEBEREbo/I0O3Tp06ie+++07quGQBRUVFomPHjrd9D/Tq1UucO3dO6rg2x5waY6jmFRUVCQcHB/HEE0/oLT9w4IBwdXUVhw4dEkIIsWHDBuHu7i7OnDljsYxK8uOPP4p77rnntp+BgIAAcfz4canjkgUUFBSI9u3b3/Y9EB8fr/c9jcyvL0qsgzw0rhnTp09HWVkZZs6ciTfffFPvF9cFCxYgLCwM9fX1CA0N1euOie5UXV0dRowYgcOHD992bFVVFYYPH46SkhIrJCNr+fnnn/GnP/0JFy9evO3Y77//Hg8//DBu3LhhhWTKFBMTg6SkJKxbtw579+7VLe/duzfmzp2Lp556CuXl5XjuueeQkZEBX19fCdPKw6VLl/DQQw/h1KlTtx1bWlqKhx56CBcuXLBCMrKW/8/evcdFVef/A38dQETA3QS5yABSXAI18IKliApf7aJhm5dCVwxZ2vKC2s+0tczKdUu7WaZgpKRbmrLJpqZoa62Yq2Shudp6rRQBBcXrcFNhPr8/jKkRBmdGZs7MOa/n4zF/zDmfz5nX6Myb+ZzL5+zbtw8jR45EbW3tLdtu374df/zjHyGEsEEydVJyHeRA6CaHDh1Cbm4ufH19MW/evCbrJUlCr169ABieFpeQkNDkbryNjwkTJtgsf2trvGCuuQe1vk8//RRFRUUmtz937hzeeustKyYiW3v99dfN+lH3zTff4LPPPrNiIpozZw6cnZ0xZ84cg+UvvPACXF1d0aNHDyQkJGD06NEyJVSWZcuW4ccffzS5/YkTJ/D+++9bMRHZ2iuvvGLSIKjR559/jv/85z9WTERKrYMcCN1k9erV0Ol0SElJgbu7e7Nt2rZtC8BwIJSVlYXCwkKDx4svvggASEpKsn5wK2m8YK65R3V1tdzxFCcrK8vsPn//+99RVVVlhTRka5cvX8aqVavM7mfJ54ZMFxYWhtGjR+PLL7/Ezp079ctdXFwQHx+PyspKpKWlyZhQOXQ6HZYuXWp2v/fff7/JNSTkmE6ePIlNmzaZ3Y910LqUWgc5ELrJV199BQBITEw02qa0tBSA4UCoS5cu6NOnj8Fj//798PHxwUMPPWTd0FaUnp6Obdu2Nftwc3OTO56ilJaWorCw0Ox+Wq0WW7dutUIisrX8/HzU1NSY3W/Hjh2oqKiwQiJqNHv2bDg5OeGll17SL9u1axdycnKQkZGBadOmmbUHm5q3d+9ek06Ju1lJSYnBKTvkuP75z39adJpbXl4eZ5KzMiXWQc4ad5PG6y1CQkKaXX/16lXs2bMHQMszxp07dw5bt27FpEmT4OJi2T9zbGwsysvLzeqj0+ksei1jwsLCMHjw4GbXOTs73/b2w8PD4eTE8TiAJjODmePPf/4znnnmmdYLQ7K4nSN70dHRaNOmTSumcVyW1MGEhIQWf3xFRUUZHHGorq5Gamoq5s+fj4kTJ2LgwIGYNWsWFi1aZPZrsw7+qq6uzuK+jzzyCK/bVYDLly9b1O/69esIDg7mdwmW/xZ01Dro7+9v1mUFv8WB0E0aT/cyVoxXrVqFy5cvw9vbGxqNxuh21qxZg/r6eowbN87iLOXl5SgrK7O4vyM4c+aM3BEU4dKlS7h06ZLcMUhGZ8+elTuCqkyfPh0hISGYNGkSJEnCypUr0b17dwwfPtzs+6uxDrYOTphA/C7ZlhLqIAdCN/H394dWq0VRURFiY2MN1pWUlOD5558HcGPva0s+/vhjREVFNdmGuVnMpdPpHKoQdOrUiXtvfqHT6VBeXm7RKQEdO3bUX7tGjuvq1asWTUQiSRL8/f35XfqFtevg1q1bkZubiwMHDkCSJABAaGgoFixYgLS0NBw4cADt27c3eXusg7+qr6+3+DRPPz8/i8/AIPtRU1Nj0qyZN3NycoK/v7/+O6lmtvgtaE910JLfy3qyTNptxyZOnCgAiKCgIIN7ExQWFoqwsDDRpk0bAUA888wzRrdx+PBhAUC89tprtohsgPcRcmx/+tOfbnnPhJsfXbt2FTqdTu7o1AoaGhpERESE2Z+BCRMmyB3drjhCjXGEjHIZMmSI2d+BwYMHyx2bWkltba3w9vY2+zMwd+5cuaPbDUepL/aQk7ugbjJr1ix06NABJSUl6Nq1K+655x6EhYWhb9++iIqKQnx8PICWrw/6+OOPIUkSxo4da6vYpBCTJk0yu8/kyZO5B0whnJycLPoMTJw40QppiOQxefJkm/Qh++Tm5oYnn3zSrD5t2rQxuw8RwFnjmggODsbOnTsxdOhQuLm5obi4GD4+Pli+fDk2bNiAI0eOADA+EBJCYPXq1UhISEBwcLAto5MC9OrVC3PnzjW5/bBhw/DnP//ZionI1iZNmmTWTJPz58+/5am6RI5k6NChZg3u09PT8Yc//MGKicjW5syZg969e5vc/oMPPnCom3iSHZHlOJSDOn/+vAAgXFxcRF1dXbNtCgoKBADx4Ycf2jjdDfZwmPFWHCGjnHQ6nXj11VdveRrA448/Lmpra+WOS1ZQXV0thg8ffsvPwBtvvMHTIpvhCDXGETLKqb6+XkybNu2W34FJkyaJ+vp6ueOSFVy4cEEkJCS0+P/v4uIiVqxYIXdUu+Mo9cUecvKIkBkOHjwIAIiMjDR6YfrHH3+Mdu3aYdSoUbaMRgoiSRJeeOEFHDlyBM888wx+//vf69e1adMGY8aMwX/+8x+sXbuW93JSKHd3d+Tl5WHHjh1ITk42uABckiQ8++yzOH78OGbOnMnTIkmRnJ2d8e677+L777/HU089ZXCD83bt2uHJJ5/E3r17kZmZ2Sq3ciD706FDB3z11VfYsmULhg0bZlDrnJycMGfOHJw4cQLjx4+XLyQ5PEkIC6aoUqklS5ZgypQpGDt2bLN3f6+rq4O/vz+GDh2KTz75RIaEN6b/9vT0BHDjniQeHh6y5GiJI2S0J/X19bhw4QIaGhrQoUMHDn5UqK6uDnfeeSfKy8sREBCg+Gn1b5cj1BhHyGhPrl27hosXL0IIAS8vL7i6usodiWyspqYGoaGhrIMmcJT6Yg85eUTIDI1HhIxdH+Tm5oZLly7JNggiZXJxcYGvry86derEQZBKubm56fd68whQ68vPz0eXLl3QvXt39O3bF8eOHdOvkyQJ0dHRyM/PB3BjWtopU6YgNDQUYWFhyMrK0rfNzc1Fly5d0LFjR5u/B6VzdXWFn58f/P39OQhSKXd3d9ZBKzKnDm7evBmxsbFo27YtZsyYYbAdR6uDHAiZoXEgxAuTiYiUY/LkycjMzMT+/fsxePBgLF261GD97t27MXToUAA3bqp96NAhHDt2DN9++y3eeOMN/SQ6ycnJ+h8KRESOxJw6GB4ejpycHMycObPJdhytDnIgZIbdu3dDCIEHH3xQ7ihERNRKiouLERsbi+rqauzduxd33XWX0ba5ubmYMGECnJ2d4eXlhccffxxr1661YVoiotZnTh2MiIhATEyMIm5gzIEQERGpmhACu3btgp+fH/bt29fizq5Tp06hc+fO+uchISE4deqULWISEVmNOXVQSTgQIiIi1YuPj8eVK1eQlZWF/v3749KlS0bb/vb6BM43RERKYU4dVAoOhIiIiHBjSt4RI0bAy8vL4ELh3woODsbJkyf1z4uLi3nzbCJSDFPqoJJwIERERKq3adMmADdOfSsvL0doaGiz7R577DFkZ2ejoaEBFy5cQG5uLpKTk20ZlYjIKkytg0rCgRAREaneokWLEBkZiSFDhmDx4sXw9vZutt24ceNw9913IyIiAr1798bMmTMRFRVl47RERK3P1DpYUFCAwMBALFy4ENnZ2QgMDMTGjRttnLZ1OP50D0RERLdp27Zt+hv7tcTZ2RmZmZk2SEREZFum1sGEhASUlpbaIJH18YgQERGREX5+fujXr59J98XIzc3FsGHD4OfnZ4NkRES2oeQ6yCNCRESkai3N/FZeXm7ydpKTk3m9EBE5JLXWQQ6EFKy6ulruCM2y11xEpDz2Wm/sNRcRKYs91xp7yMaBkII5ymFJIiJrYR0kIjVjDWwZrxEiIiIiIiLV4REhhXF3d0dVVZXcMUzm7u4udwQiUhjWQSJSM0ergYB8dZADIYWRJAkeHh5yxyAikg3rIBGpGWug6XhqHBERERERqQ4HQkRECrJx40Z0797d4KHRaODm5tbiOmNGjBiBwsLCW76uJEmIjo42uM/E8ePHERcXh4iICNx77704dOiQfl1iYiK8vLywZMkSCCHQv39/nDhx4vbePBER7KsOTp06FSEhIZAkCT/88INBe9ZBOyCIiMjuaTQaAUBoNBqz+l28eFGEhYWJZcuWmbVOCCH27NkjEhMTTXodAEKr1RosS0xMFCtWrBBCCPHpp5+KPn36GKxPTU0VixcvFkIIkZeXJ1JTU016LSJSJ0esgzt27BAlJSWic+fO4uDBg036sA7Ki0eEiIgUSqfTYezYsRg0aBCefPJJk9c1ys7OxtixY/XP77//fkybNk3//PLly/Dx8UFlZWWTvmfPnsW+ffuQkpICABg5ciROnDiBkydPNvtaw4YNQ35+PrRarblvk4jIKDnrIAAMGDAAgYGBJmVlHbQ9DoSIiBTq5ZdfxoULF/Dee++Zta5RQUEB4uLi9M+3bt2KL774AocPHwYAfPjhh0hKSkLHjh2b9C0pKUFAQABcXG7MySNJEoKDg3Hq1KlmX6tNmzbo1q0bdu3aZdZ7JCJqiZx10Fysg7bHgRARkQJt2LABOTk5yMvLg6urq8nrfqu0tBT+/v76587OzkhLS8PKlSuh0+mQmZmJjIwMo/0lSTJ4LoRoMbO/vz9KS0tbbENEZCp7qIPmYh20LU6fTUSkMEePHkV6ejrWr1+PgIAAk9fdzN3dHbW1tejQoYN+WUpKCvr06YO4uDj4+fmhV69ezfYNCgpCaWkp6uvr4eLiAiEESkpKEBwcbPT16urq0K5dOzPeKRFR8+yhDlqCddC2eESIiEhBtFothg8fjrlz5yI+Pt7kdc2Jjo7GkSNHDJZpNBpERkZiwoQJmDJlitG+vr6+6NGjB1atWgUAyMvLQ0hICEJCQoz2OXz4MGJiYm6Zi4ioJfZSBy3BOmhbHAgRESlIZmYmjh49imXLljWZInbx4sVG150+fbrJtkaNGoUtW7Y0WT5u3DjodDqMHDmyxSzZ2dnIzs5GREQEFixYgJycHKNtGydR6Natm3lvmIjoJvZUBydPnozAwECUlpZi8ODBCAsLM9qWddD2JHGrk7aJiEh2gYGBKCsrg0ajsdn541qtFn379sWePXsM7lJeUFCAGTNmoKioSL9MkiRotVp4enqavP3x48cjNjYWGRkZmDVrFsLDw5Gent6q74GIlIN1kFobjwgREVGz2rdvj3fffdekG/z5+fmhX79+BjcSbEliYiJ27Nih/2EREBCAtLS028pLRNTaWAeVjUeEiIgcgBx7QomI7AnrILU2HhEiIiIiIiLV4UCIiIiIiIhUhwMhIiIiIiJSHQ6EiIiIiIhIdTgQIiIiIiIi1XGROwC1LiEEampq5I5hMnd3d0iSJHcMIlIQ1kEiUjNHq4GAfHWQAyGFqampMetGXnKrqqoyuEEZEdHtYh0kIjVztBoIyFcHeWocERERERGpDo8IKVhFRYVd7mWsrq6Gn5+f3DGISAVYB4lIzey1BgL2UQc5EFIwDw8Pu/3wExHZAusgEakZa2DLeGocERERERGpDgdCRERERESkOhwIERERERGR6nAgREREREREqsOBEBERqV5BQQEkSTJ4eHp6omfPnnjnnXdQX18vd0QiIqtSYx3krHFERES/SE5ORlJSEoQQKC8vx0cffYTp06fj8OHD+OCDD+SOR0RkdWqqgxwIERER/aJ79+5ISUnRP580aRKioqKwfPlyvPrqq/Dx8ZExHRGR9ampDvLUOCIiIiM8PDxw3333QQiBn376Se44REQ2p+Q6yIEQERFRCxr/8Ht7e8uchIhIHkqtgzw1joiI6Bc1NTWorKzUnxv//vvv4/vvv0fv3r0RHh4udzwiIqtTUx3kEaEWVFZWYsaMGQgNDYWbmxuCgoLw7LPPora2FikpKZAkCcuXL5c7JinctWvXcObMGZSUlKC2tlbuOCSDmpoa/Ww9QgiZ0yjbvHnz4OPjA19fX0RHRyMrKwuPPvooNm7cKHc0Vbt69SrKyspQVlaGuro6ueOQDKqqqlgHbURNdZADISMOHDiAbt264e2330ZFRQW6dOmCa9euYeHChUhJScHRo0cBADExMTIntY7GKRQXLFhgtI2npycSEhJsF0plDh8+jKlTp8LHxwcBAQEIDg7G7373OyQnJ2PHjh38Q6BwQgj8+9//xqhRo/C73/0OFRUVAIAzZ87gmWee0dcgal3p6enYtm0btmzZgjfffBPe3t6oqKhAu3bt9G2uXr2Kbt264bXXXjPoO378eAwZMsTWkRVt7969ePLJJ9GhQwcEBgYiMDAQHTp0QFpaGr777ju545GVNTQ0YNOmTRg6dKhBHSwvL8fs2bNRXFwsc0JlUlUdFNTEuXPnRFBQkAAgnnvuOaHVavXr5s2bJwAIFxcX4eTkJGpqamRM2lRVVZUAIACIqqoqi7ezfft2AUDMnz/faBsPDw8xcOBA2TIqlU6nE3PnztX/Gxl7jBw50u4+f9Q6qqqqxCOPPHLLz8Brr70mdDqd3HHtjiU1xljNKywsFE5OTmLMmDEGy/fu3Ss8PDzE/v37hRBCfPbZZ8LLy0uUlZVZLaOa1NfXi4yMjFt+B55++mlx/fp1ueOSFZw/f17079+/xf9/Z2dnsXz5crmj2h1L64sa6yAHQs0YM2aMACCmT5/eZJ1OpxORkZECgIiMjJQhXcs4EHJ8L7/88i3/+Dc+Hn74Yf4IUJhr166J+++/3+TPwN/+9je5I9ud1hwICSHEE088IQCIwsJCg+Vz584V0dHRoqSkRPj6+oo1a9ZYNaNa6HQ68dRTT5n8HRg/fjx3CChMVVWViI2NNfkzkJOTI3dku9LaAyEhlFsHeWrcTQ4dOoTc3Fz4+vpi3rx5TdZLkoRevXoBaHpa3M6dOzFo0CB07NgRd9xxB/r06YN//vOfNslNyrB3717MnTvX5PabN29W3M3N1C4zMxPbtm0zuf2LL76IAwcOWDERzZkzB87OzpgzZ47B8hdeeAGurq7o0aMHEhISMHr0aJkSKkt+fr5ZdW3lypVYv3699QKRzf31r39FUVGRye2ffvppnD592oqJSKl1kAOhm6xevRo6nQ4pKSlwd3dvtk3btm0BGA6E/vvf/+L++++Hs7MzVq5cidzcXISEhGDkyJHYtGmTTbJbQ+PMIc09qPVlZWVZ1EfweiFF0Ol0Fn0Gli5daoU01CgsLAyjR4/Gl19+iZ07d+qXu7i4ID4+HpWVlUhLS5MxobJkZmaa3ceS7w3Zp9raWrMnoqqvr+fkVVam1DrIgdBNvvrqKwBAYmKi0TalpaUADAdCubm5kCQJGzZsQFJSEh588EF88skn6Ny5M1avXm3d0FbUOHNIc4/q6mq54ynKlStX8Mknn5jd73//+x92795thURkazt27MDx48fN7vfxxx/z+2hls2fPhpOTE1566SX9sl27diEnJwcZGRmYNm0aZ3VsBcXFxdi6davZ/b788kvF3ehRrT777DNcuHDB7H7Z2dncKWhlSqyDvI/QTRpnIAkJCWl2/dWrV7Fnzx4AhgOha9euwdXVFW5ubvplTk5OaN++PXQ6nUVZYmNjUV5eblYfS1/LmPT0dKOHOYcNG3bb2w8PD4eTE8fjAHD9+nWLp4VNSkqCh4dHKyciW7N0MFNdXY3Q0FC4uLCkA5bVwYSEhBZ/REVFRaGhoUH/vLq6GqmpqZg/fz4mTpyIgQMHYtasWVi0aJHZr806+Ku6ujqLf8zed999Bn+DyTFduXLFon6nT5+GRqPhdwmW/xZ01Dro7+9v1qmUBmS5MsmOtW/fXgAQ3333XbPrly9fLgAIb29vg+UHDx4U7dq1E88++6woLy8X58+fF2+++aZwdXUVX3/9tUVZNBqNyRcKNvdwhMkS+OCDDz6s+bDWBbhPPfWUGDRokP4i/R9//FF4enqK7du3sw7ywQcfdvOw5iQE9lIHNRqNxe+Buw9v4u/vD61Wi6KiIsTGxhqsKykpwfPPPw8AiI6ONljXrVs3bN++HcOHD8fbb78NAPDw8MCnn36K/v37W5zFXDqdDmfOnLHo9eTQqVMn7r35RUNDg9lHABt5eXkZzO9PjqmmpgYXL160qK+/vz+cnZ1bOZFjsnYd3Lp1K3Jzc3HgwAFIkgQACA0NxYIFC5CWloYDBw6gffv2Jm+PdfBX165dw7lz5yzq27FjR/01vOS4tFqtxUeFAgIC9N9JNbPFb0F7qoOW/F7Ws3gIpVATJ04UAERQUJA4evSofnlhYaEICwsTbdq0EQDEM888Y9Dv2LFjIigoSDzyyCMiPz9f/Otf/xJpaWmiXbt24quvvrJZfk6f7dji4uLM3hPyu9/9zuBeV+S4Ll26JDw8PMz+DCQkJMgd3a44Qo1xhIxyaGhoEHfddZfZ34Hg4GBRX18vd3xqBSdPnhROTk5mfwZuvseNmjlKfbGHnNwFdZNZs2ahQ4cOKCkpQdeuXXHPPfcgLCwMffv2RVRUFOLj4wE0nTr7hRdegLu7O/75z39iyJAhuP/++/Hhhx+iT58+ePbZZ+V4K+SAJk2aZHaf1NRUeHp6WiEN2drvf/97jB071ux+lnxuiOyRk5MTJk6caHa/CRMm8IioQnTu3BkPP/yw2f1YB8kSHAjdJDg4GDt37sTQoUPh5uaG4uJi+Pj4YPny5diwYQOOHDkCoOlA6ODBg4iOjm5SiHv16oXDhw/bLD85tlGjRuHee+81ub2vry9mzJhhxURka3/5y1/g7e1tcvu4uDg8+uij1gtEZGNPPvkkIiIiTG4fGhqKp59+2oqJyNbmzp1r9BYmzXnkkUfQr18/KyYipeJAqBldu3bF5s2b9eepFhYWIj09HRcvXsSZM2fg4uKCLl26GPTx9/fH/v37UV9fb7D8u+++g0ajsWV8cmBt27bF559/3mSg3RwfHx/k5+cjODjYBsnIVu666y5s3rwZXl5et2zbq1cvbNiwAW3atLFBMiLbuOOOO7Blyxbcddddt2wbEhKCrVu3mvR9IcfRo0cP/POf/zRpMDRo0CB88sknvDaILMKBkBkOHjwIAIiMjGxyQebkyZNx/PhxPProo/j888+xdetWPPHEE9ixYwemTZsmR9zb0jiF4qxZs4y2qaqqQkFBge1CqYSvry++/vprzJo1Cz4+Pk3Wu7m54U9/+hP27NmDXr16yZCQrO2+++7Dnj17kJqa2uzF376+vpg9ezYKCgrQsWNHGRISWdddd92FwsJCTJ06Fb/73e+arG/fvj0yMjJQWFiIsLAwGRKStT344IPYvXs3HnvssWZvDRAcHIzXXnsN+fn5vH0EWUwSgnefMtWSJUswZcoUjB07FqtWrWqyftOmTXj99ddx6NAhNDQ0ICIiAs888wz++Mc/2ixjdXW1/nqRqqoquywOjpDRXly9ehUbN27Ek08+iStXruCOO+7ATz/9xL2fKnL+/HmsX78e5eXlcHFxQVhYGIYNGwZXV1e5o9ktR6gxjpDRXlRXV2P9+vWYNGkSrly5gg4dOuDUqVO8NlJFTp8+jY0bN+LcuXNwc3NDly5d8NBDD/G6MCMcpb7YRU5ZpmhwUE899ZQAIN544w25oxhlDzNw3IojZLQ3jfeUup258onUwtwas3nzZhEVFSViYmJEnz59DGYMBSDuuecesXnzZiHEjVnNMjIyxF133SVCQ0NFZmamvu3atWtFVFRUk/vMtUZGYh0kMpUl9cWcOrhp0ybRq1cv4erqKp599lmD7ThaHeSpcWZoPDXu5nsIERGR45o8eTIyMzOxf/9+DB48GEuXLjVYv3v3bgwdOhQAsGrVKhw6dAjHjh3Dt99+izfeeEM/iU5ycjLy8/Ntnp+I6HaZUwfDw8ORk5ODmTNnNtmOo9VBDoTMsHv3bggh8OCDD8odhYiIWklxcTFiY2NRXV2NvXv3tniRfm5urn6qZi8vLzz++ONYu3atDdMSEbU+c+pgREQEYmJimr12y9FwIERERKomhMCuXbvg5+eHffv2tbiz69SpU+jcubP+eUhICE6dOmWLmEREVmNOHVQSDoSIiEj14uPjceXKFWRlZaF///64dOmS0ba/naZXcL4hIlIIc+qgUnAgREREBMDJyQkjRoyAl5cXjh071myb4OBgnDx5Uv+8uLiY9/IiIsUwpQ4qCQdCRESkeps2bQJw49S38vJyhIaGNtvuscceQ3Z2NhoaGnDhwgXk5uYiOTnZllGJiKzC1DqoJBwIERGR6i1atAiRkZEYMmQIFi9eDG9v72bbjRs3DnfffTciIiLQu3dvzJw5E1FRUTZOS0TU+kytgwUFBQgMDMTChQuRnZ2NwMBAbNy40cZpW4fjT/dARER0m7Zt22bSDTqdnZ2RmZlpg0RERLZlah1MSEhAaWmpDRJZH48IERERGeHn54d+/fqZdF+M3NxcDBs2DH5+fjZIRkRkG0qugzwiREREqtbSzG/l5eUmbyc5OZnXCxGRQ1JrHeRASMGqq6vljtAse81FRMpjr/XGXnMRkbLYc62xh2wcCCmYoxyWJCKyFtZBIlIz1sCW8RohIiIiIiJSHR4RUhh3d3dUVVXJHcNk7u7uckcgIoVhHSQiNXO0GgjIVwc5EFIYSZLg4eEhdwwiItmwDhKRmrEGmo6nxhERERERkepwIESkIBs3bkT37t0NHhqNBm5ubi2uM2bEiBEoLCy85etKkoTo6GiDewwcP34ccXFxiIiIwL333otDhw7p1yUmJsLLywtLliyBEAL9+/fHiRMnbu/NExHBvurg1KlTERISAkmS8MMPPxi0Zx0ksgOCiOyeRqMRAIRGozGr38WLF0VYWJhYtmyZWeuEEGLPnj0iMTHRpNcBILRarcGyxMREsWLFCiGEEJ9++qno06ePwfrU1FSxePFiIYQQeXl5IjU11aTXIiJ1csQ6uGPHDlFSUiI6d+4sDh482KQP6yCRvHhEiEihdDodxo4di0GDBuHJJ580eV2j7OxsjB07Vv/8/vvvx7Rp0/TPL1++DB8fH1RWVjbpe/bsWezbtw8pKSkAgJEjR+LEiRM4efJks681bNgw5OfnQ6vVmvs2iYiMkrMOAsCAAQMQGBhoUlbWQSLb40CISKFefvllXLhwAe+9955Z6xoVFBQgLi5O/3zr1q344osvcPjwYQDAhx9+iKSkJHTs2LFJ35KSEgQEBMDF5cZ8LJIkITg4GKdOnWr2tdq0aYNu3bph165dZr1HIqKWyFkHzcU6SGR7HAgRKdCGDRuQk5ODvLw8uLq6mrzut0pLS+Hv769/7uzsjLS0NKxcuRI6nQ6ZmZnIyMgw2l+SJIPnQogWM/v7+6O0tLTFNkREprKHOmgu1kEi2+L02UQKc/ToUaSnp2P9+vUICAgwed3N3N3dUVtbiw4dOuiXpaSkoE+fPoiLi4Ofnx969erVbN+goCCUlpaivr4eLi4uEEKgpKQEwcHBRl+vrq4O7dq1M+OdEhE1zx7qoCVYB4lsi0eEiBREq9Vi+PDhmDt3LuLj401e15zo6GgcOXLEYJlGo0FkZCQmTJiAKVOmGO3r6+uLHj16YNWqVQCAvLw8hISEICQkxGifw4cPIyYm5pa5iIhaYi910BKsg0S2xYEQkYJkZmbi6NGjWLZsWZMpYhcvXmx03enTp5tsa9SoUdiyZUuT5ePGjYNOp8PIkSNbzJKdnY3s7GxERERgwYIFyMnJMdq2cRKFbt26mfeGiYhuYk91cPLkyQgMDERpaSkGDx6MsLAwo21ZB4lsTxK3OnGfiGQXGBiIsrIyaDQam50/rtVq0bdvX+zZs8fgDtUFBQWYMWMGioqK9MskSYJWq4Wnp6fJ2x8/fjxiY2ORkZGBWbNmITw8HOnp6a36HohIOVgHiai18YgQETWrffv2ePfdd026wZ+fnx/69etncCPBliQmJmLHjh36HxYBAQFIS0u7rbxERK2NdZBI2XhEiMgByLEnlIjInrAOElFr4xEhIiIiIiJSHQ6EiIiIiIhIdTgQIiIiIiIi1eFAiIiIiIiIVIcDISIiIiIiUh0OhIiIiIiISHVc5A5ArUsIgZqaGrljmMzd3R2SJMkdg4gUhHWQiNTM0WogIF8d5EBIYWpqasy6q7XcqqqqDO7WTUR0u1gHiUjNHK0GAvLVQZ4aR0REREREqsMjQgpWUVFhl3sZq6ur4efnJ3cMIlIB1kEiUjN7rYGAfdRBDoQUzMPDw24//EREtsA6SERqxhrYMp4aR0REREREqsOBEBERERERqQ4HQkREREREpDocCBERERERkepwIERERKpXUFAASZIMHp6enujZsyfeeecd1NfXyx2RiMiq1FgHOWscERHRL5KTk5GUlAQhBMrLy/HRRx9h+vTpOHz4MD744AO54xERWZ2a6iAHQkRERL/o3r07UlJS9M8nTZqEqKgoLF++HK+++ip8fHxkTEdEZH1qqoM8NY6IiMgIDw8P3HfffRBC4KeffpI7DhGRzSm5DnIgRERE1ILGP/ze3t4yJyEikodS6yAHQi2orKzEjBkzEBoaCjc3NwQFBeHZZ59FbW0tUlJSIEkSli9fLndMIiJqJTU1NaisrMS5c+dw8OBBTJ48Gd9//z169+6N8PBwueMREVmdmuogrxEy4sCBA3jggQdQUVEBDw8PdOnSBWVlZVi4cCFOnjyJU6dOAQBiYmJkTmodBQUFSExMxPz58zFr1qxm23h6eiI2NhYFBQW2Daci33//PZYvX47KykoAwIULF7B161Y88MADcHLifgyla2howBdffIFPPvkEFRUVcHFxQVhYGJ588knF1h65zZs3D/PmzTNY9uijj2Lp0qUyJVI3IQR2796NlStX6uvgxYsXsXPnTsTHx0OSJJkTkrVdv34d69evR15eHiorK+Hq6oouXbrgqaeeQkREhNzxFElVdVBQE+fOnRNBQUECgHjuueeEVqvVr5s3b54AIFxcXISTk5OoqamRMWlTVVVVAoAAIKqqqizezvbt2wUAMX/+fKNtPDw8xMCBA2XLqGQHDx4Uffr00f873fwIDQ0VGzdulDsmWVFeXp648847jX4G+vXrJw4dOiR3TLtkSY1prHnp6eli27ZtYsuWLeLNN98U3t7eom/fvuLSpUv6tnV1daJr167i1VdfNdhGamqqeOihh6yWUW127doloqOjjX4HunXrJr7++mu5Y5IV5eTkiE6dOhn9DDz44IPi1KlTcse0O5bWFzXWQQ6EmjFmzBgBQEyfPr3JOp1OJyIjIwUAERkZKUO6lnEg5Pi+/fZb8fvf/95o4W98SJIkVqxYIXdcsoIPPvhASJJ0y8/AHXfcIfbu3St3XLtzOwOhm2teYWGhcHJyEmPGjDFYvnfvXuHh4SH2798vhBDis88+E15eXqKsrMxqGdVk69atom3btrf8Dri6uopNmzbJHZes4G9/+9st//8BiICAAPHjjz/KHdeu3O5ASE11kOfW3OTQoUPIzc2Fr69vk8OCACBJEnr16gWg6Wlx27dvR3x8PNq1awcvLy+MGzcOFRUVNslNynD+/HkkJSXh8uXLt2wrhMCTTz6Jb775xgbJyFZ27tyJCRMmQAhxy7aXLl3Cww8/jEuXLlk/mEr16dMHKSkpWLNmjcF3rWfPnnjuuefwxBNPoLS0FE8//TQyMzMREBAgY1pl+PnnnzFq1ChcvXr1lm2vXbuGxx9/HMeOHbNBMrKVvLw8vPjiiya1PX36NB5++GFcu3bNyqnUS8l1kAOhm6xevRo6nQ4pKSlwd3dvtk3btm0BGA6Edu7ciQceeAAdOnRAXl4e3n33XRQUFGDQoEEmFXN71XjBXHMPan0ffvghzp49a3L7hoYGvPXWW1ZMRLb2xhtvQKfTmdy+vLwcf//7362YiObMmQNnZ2fMmTPHYPkLL7wAV1dX9OjRAwkJCRg9erRMCZVlyZIlqKqqMrl9TU0NFi9ebMVEZEtCCLz22mtm9Tl69CjWr19vnUAEQLl1kAOhm3z11VcAgMTERKNtSktLARgOhObOnYs777wT69evx9ChQ/HEE09g3bp1+N///oecnBzrhraiefPmwcfHp9lHdXW13PEURafTWXQh4vr161FWVmaFRGRrJ0+exObNm83ul5WVZdIRJLJMWFgYRo8ejS+//BI7d+7UL3dxcUF8fDwqKyuRlpYmY0LlqKmpwYoVK8zu9/e//92swRPZr++++w779u0zu19WVpYV0lAjpdZBDoRuUlxcDAAICQlpdv3Vq1exZ88eAIYDoT179uCBBx6As7Ozftl9990HLy8vfPbZZ9YLbGXp6enYtm1bsw83Nze54ynKzz//jBMnTpjdr6GhAdu3b7dCIrK17du3WzSgOXbsmH4mS7KO2bNnw8nJCS+99JJ+2a5du5CTk4OMjAxMmzYNtbW1MiZUhr1791p0qqdWq9X/bSbH9uWXX1rUb8eOHTw9zsqUWAc5ffZNGo9y1NXVNbt+1apVuHz5Mry9vaHRaPTLnZyc9KfM/Zabmxt++OEHi7LExsaivLzcrD7mnFJjirCwMAwePLjZdb8d9FkqPDyc00D/4nYKeEZGhtFpzslx3M4e7XvvvRdt2rRpxTSOy5I6mJCQ0OIgNCoqCg0NDfrn1dXVSE1Nxfz58zFx4kQMHDgQs2bNwqJFi8x+bdbBXxn722uKxx9/HO3atWvFNCQHU66RNaZz586t8tvE0Vn6W9BR66C/vz+Kioos6suB0E38/f2h1WpRVFSE2NhYg3UlJSV4/vnnAQDR0dEG6+6+++4mF60XFxfjzJkzFv84KS8vV/wpT2fOnJE7giJcvnz5tv54kOMz59oyun3Tp09HSEgIJk2aBEmSsHLlSnTv3h3Dhw9HQkKCWdtiHWwdFy5ckDsCyczcncd0e5RQBzkQusngwYNx/PhxvPbaa/i///s//c26vvnmG4wbN05/yP7mGeOmTZuGlJQUvPLKK5g0aRIuXLiAP//5z3BycrqtEa65dDqdQ/1R7dSpE/eE/kIIgfLycov25Pj6+vJogAJcv37dogGNk5MT/P39eXPJX1i7Dm7duhW5ubk4cOCA/t88NDQUCxYsQFpaGg4cOID27dubvD3WwV/pdDqUl5dbdIqov78/jwYoQF1dHc6fP292vzZt2sDX19cKiRyPLX4L2lMdtOT3sp4sk3bbseLiYtGhQwf9TVO7desmQkNDBQAxbNgwkZiYKAA0e/+W2bNnG9z3YNSoUSIpKUnceeedNsvP+wg5thdffNGk+yb89nH//ffLHZta0YABA8z+DPz1r3+VO7ZdcYQa4wgZ5ZKenm72d+CJJ56QOza1koaGBhEREWH2Z2DZsmVyR7cbjlJf7CEnd0HdJDg4GDt37sTQoUPh5uaG4uJi+Pj4YPny5diwYQOOHDkCoOkRIQD429/+hvPnz+PAgQM4c+YMPv30Uxw/fhzx8fG2fhvkoJ566imj07Yb8//+3/+zUhqSw/Tp081q7+npiSeffNJKaYhsb8qUKXBxMf2EFScnJ0ydOtWKiciWnJyczP675ufnhzFjxlgpESkZB0LN6Nq1KzZv3gytVosrV66gsLAQ6enpuHjxIs6cOQMXFxd06dKl2b4eHh6455574O/vj82bN+Po0aOYMGGCjd8BOaqgoCDk5uaa/CPgr3/9K4YMGWLlVGRLf/jDHzB79myT2rq6umLdunXo1KmTlVMR2U5MTAw++OADk9svXbpUf6NzUoann37a5B08np6e+Pzzz+Hh4WHlVKREvEbIDAcPHgQAREZGNpkhrqioCP/617/Qs2dPCCGwc+dOvPXWW3juuecQFxcnR9zbcquZQ4Dbm+GKjEtKSsLWrVvxxBNP4PTp0822ad++PV577TVkZGTYOB3Zwrx58+Dt7Y05c+YYvV9XUFAQPv74YwwcONDG6YisLy0tDZ6enpg0aZLRG3h7eXlhyZIlPBKgQJIkITs7G35+fnjrrbeM3pg+IiICubm56N69u20DkmJI4la/dklvyZIlmDJlCsaOHYtVq1YZrDt48CAmTJiAH374AdeuXUOXLl2QkZFh85tLVVdXw9PTE8CNgYo97iFxhIz24Pr16/j888+xbNky/Pzzz2hoaIC/vz/Gjh2LlJQUsy5CJMd05coVfPzxx/jkk0+wZ88eNDQ0oG3btli7di2SkpLMOn1ITRyhxjhCRntQV1eHdevWYcWKFSgpKYEQAoGBgUhLS8Njjz3G6bJVoLKyEitWrMCnn36Kffv2oaGhAW5ubti4cSMGDRrEiUaa4Sj1xS5yynJlkoN66qmnBADxxhtvyB3FKHu48OxWHCEjkb3RaDQCgNBoNHJHsXvm1pjNmzeLqKgoERMTI/r06SOOHj2qXwdA3HPPPWLz5s1CiBsXcmdkZIi77rpLhIaGiszMTH3btWvXiqioKOHt7d3qGYmIddBUltQXc+rgpk2bRK9evYSrq6t49tlnDbbjaHWQw2gzNJ4ad/M9hIiIyHFNnjwZmZmZ2L9/PwYPHoylS5carN+9ezeGDh0K4MZNtQ8dOoRjx47h22+/xRtvvKGfRCc5ORn5+fk2z09EdLvMqYPh4eHIycnBzJkzm2zH0eogB0Jm2L17N4QQePDBB+WOQkREraS4uBixsbGorq7G3r17cddddxltm5ubiwkTJsDZ2RleXl54/PHHsXbtWhumJSJqfebUwYiICMTExCji9GwOhIiISNWEENi1axf8/Pywb9++Fnd2nTp1Cp07d9Y/DwkJwalTp2wRk4jIasypg0rCgRAREalefHw8rly5gqysLPTv3x+XLl0y2rbxLuoAbjm7JhGRozCnDioFB0JERES4cSPHESNGwMvLC8eOHWu2TXBwME6ePKl/XlxcjODgYBslJCKyLlPqoJJwIERERKq3adMmADdOfSsvL0doaGiz7R577DFkZ2ejoaEBFy5cQG5uLpKTk20ZlYjIKkytg0rCgRAREaneokWLEBkZiSFDhmDx4sXw9vZutt24ceNw9913IyIiAr1798bMmTMRFRVl47RERK3P1DpYUFCAwMBALFy4ENnZ2QgMDMTGjRttnLZ1OP50D0RERLdp27Zt+hv7tcTZ2RmZmZk2SEREZFum1sGEhASUlpbaIJH18YgQERGREX5+fujXr59J98XIzc3FsGHD4OfnZ4NkRES2oeQ6yCNCRESkai3N/FZeXm7ydpKTk3m9EBE5JLXWQQ6EFKy6ulruCM2y11xEpDz2Wm/sNRcRKYs91xp7yMaBkII5ymFJIiJrYR0kIjVjDWwZrxEiIiIiIiLV4REhhXF3d0dVVZXcMUzm7u4udwQiUhjWQSJSM0ergYB8dZADIYWRJAkeHh5yxyAikg3rIBGpGWug6XhqHBERERERqQ4HQkRECrJx40Z0797d4KHRaODm5tbiOmNGjBiBwsLCW76uJEmIjo42uM/E8ePHERcXh4iICNx77704dOiQfl1iYiK8vLywZMkSCCHQv39/nDhx4vbePBER7KsOTp06FSEhIZAkCT/88INBe9ZBOyCIiMjuaTQaAUBoNBqz+l28eFGEhYWJZcuWmbVOCCH27NkjEhMTTXodAEKr1RosS0xMFCtWrBBCCPHpp5+KPn36GKxPTU0VixcvFkIIkZeXJ1JTU016LSJSJ0esgzt27BAlJSWic+fO4uDBg036sA7Ki0eEiIgUSqfTYezYsRg0aBCefPJJk9c1ys7OxtixY/XP77//fkybNk3//PLly/Dx8UFlZWWTvmfPnsW+ffuQkpICABg5ciROnDiBkydPNvtaw4YNQ35+PrRarblvk4jIKDnrIAAMGDAAgYGBJmVlHbQ9DoSIiBTq5ZdfxoULF/Dee++Zta5RQUEB4uLi9M+3bt2KL774AocPHwYAfPjhh0hKSkLHjh2b9C0pKUFAQABcXG7MySNJEoKDg3Hq1KlmX6tNmzbo1q0bdu3aZdZ7JCJqiZx10Fysg7bHgRARkQJt2LABOTk5yMvLg6urq8nrfqu0tBT+/v76587OzkhLS8PKlSuh0+mQmZmJjIwMo/0lSTJ4LoRoMbO/vz9KS0tbbENEZCp7qIPmYh20LU6fTUSkMEePHkV6ejrWr1+PgIAAk9fdzN3dHbW1tejQoYN+WUpKCvr06YO4uDj4+fmhV69ezfYNCgpCaWkp6uvr4eLiAiEESkpKEBwcbPT16urq0K5dOzPeKRFR8+yhDlqCddC2eESIiEhBtFothg8fjrlz5yI+Pt7kdc2Jjo7GkSNHDJZpNBpERkZiwoQJmDJlitG+vr6+6NGjB1atWgUAyMvLQ0hICEJCQoz2OXz4MGJiYm6Zi4ioJfZSBy3BOmhbHAgRESlIZmYmjh49imXLljWZInbx4sVG150+fbrJtkaNGoUtW7Y0WT5u3DjodDqMHDmyxSzZ2dnIzs5GREQEFixYgJycHKNtGydR6Natm3lvmIjoJvZUBydPnozAwECUlpZi8ODBCAsLM9qWddD2JHGrk7aJiEh2gYGBKCsrg0ajsdn541qtFn379sWePXsM7lJeUFCAGTNmoKioSL9MkiRotVp4enqavP3x48cjNjYWGRkZmDVrFsLDw5Gent6q74GIlIN1kFobjwgREVGz2rdvj3fffdekG/z5+fmhX79+BjcSbEliYiJ27Nih/2EREBCAtLS028pLRNTaWAeVjUeEiIgcgBx7QomI7AnrILU2HhEiIiIiIiLV4UCIiIiIiIhUhwMhIiIiIiJSHQ6EiIiIiIhIdTgQIiIiIiIi1eFAiIiIiIiIVMdF7gDUuoQQqKmpkTuGydzd3SFJktwxiEhBWAeJSM0crQYC8tVBDoQUpqamxqw7GsutqqrK4E7NRES3i3WQiNTM0WogIF8d5KlxRERERESkOjwipGAVFRV2uZexuroafn5+cscgIhVgHSQiNbPXGgjYRx3kQEjBPDw87PbDT0RkC6yDRKRmrIEt46lxRERERESkOhwIERERERGR6nAgREREREREqsOBEBERERERqQ4HQkREpHoFBQWQJMng4enpiZ49e+Kdd95BfX293BGJiKxKjXWQs8YRERH9Ijk5GUlJSRBCoLy8HB999BGmT5+Ow4cP44MPPpA7HhGR1ampDnIgRERE9Ivu3bsjJSVF/3zSpEmIiorC8uXL8eqrr8LHx0fGdERE1qemOshT44iIiIzw8PDAfffdByEEfvrpJ7njEBHZnJLrIAdCRERELWj8w+/t7S1zEiIieSi1DvLUOCIiol/U1NSgsrJSf278+++/j++//x69e/dGeHi43PGIiKxOTXVQlUeEKisrMWPGDISGhsLNzQ1BQUF49tlnUVtbi5SUFEiShOXLl8sdU1aNM4csWLDAaBtPT08kJCTYLpQKCSFQVFSE3NxcfPLJJ/j3v/+tyFlbyLjr16/jq6++Qk1NDQDg2rVrEELInEq55s2bBx8fH/j6+iI6OhpZWVl49NFHsXHjRrmjqZZOp8Pu3buxdu1arFmzBv/5z3+g0+nkjkU2VFdXhy+++EJfB69fvy5zImVTUx1U3UDowIED6NatG95++21UVFSgS5cuuHbtGhYuXIiUlBQcPXoUABATEyNzUlKz69ev44MPPkCPHj3Qu3dvjB49GmPHjsWgQYMQEhKCefPm4eLFi3LHJCs6f/485s6di5CQEAwePFj//33u3Dn06tULOTk5HBRbQXp6OrZt24YtW7bgzTffhLe3NyoqKtCuXTt9m6tXr6Jbt2547bXXDPqOHz8eQ4YMsXVkxaqtrcW7776LqKgo9OvXD2PGjMEf//hH9O/fH3fffTcWLlyI6upquWOSFZWVleEvf/kLAgMD8dBDD+nr4NmzZ9G/f3/k5uZyx5AVqKoOChU5d+6cCAoKEgDEc889J7RarX7dvHnzBADh4uIinJycRE1NjYxJLVdVVSUACACiqqrK4u1s375dABDz58832sbDw0MMHDhQtoxKVVVVJR566CH9v5GxR0REhDhx4oTccckKfvzxRxEaGnrLz0BSUpLD1iprsqTGGKt5hYWFwsnJSYwZM8Zg+d69e4WHh4fYv3+/EEKIzz77THh5eYmysjKrZVSTyspK0adPn1t+B2JjY8XZs2fljktWsG/fPuHv73/Lz8D48ePF9evX5Y5rVyytL2qsg6o6IjR16lSUlJRg+vTpeP311+Hp6alfN3v2bERGRqK+vh4REREGo14iW2loaMCYMWOwdevWW7Y9duwYHnjgAZw/f94GychWzp07h/vvv9+kmXk2bdqEsWPH8jQhK+rTpw9SUlKwZs0afPPNN/rlPXv2xHPPPYcnnngCpaWlePrpp5GZmYmAgAAZ0ypDXV0dhg0bZvDvbUxRUREefvhh/SlTpAw///wzHnzwQZSXl9+y7cqVKzF16lQbpFIvJddB1QyEDh06hNzcXPj6+mLevHlN1kuShF69egEwPC2utLQUU6dORVxcHNzd3SFJEk6ePNnsa5w4cQKPPPII2rdvjw4dOuCJJ55w+B+pjRfMNfeg1pefn4/PP//c5PbHjx/HO++8Y8VEZGtvvvkmTpw4YXL7zz77DNu2bbNiIpozZw6cnZ0xZ84cg+UvvPACXF1d0aNHDyQkJGD06NEyJVSWjz76CIWFhSa3/+6777BixQorJiJbe/nll3Hu3DmT2y9duhT//e9/rZiIlFoHVTMQWr16NXQ6HVJSUuDu7t5sm7Zt2wIwHAj9+OOPyM3NxR133IGBAwca3b5Wq0ViYiJKS0uxZs0afPDBB9i5cyeSkpIcem9t4wVzzT14bnbry8rKMrvPsmXLcO3aNSukIVurra1FTk6O2f0s+dyQ6cLCwjB69Gh8+eWX2Llzp365i4sL4uPjUVlZibS0NBkTKocQApmZmWb3y8rK4rUiCnHu3Dn84x//MLvf0qVLrZCGGim1DqpmIPTVV18BABITE422KS0tBWA4EBowYAAqKiqQn5+P5ORko30/+OADlJWVYf369UhKSsJjjz2G1atX45tvvnHoWTYaL5hr7uHm5iZ3PEWpqKgw6ZS4m509exb/+te/rJCIbG3Lli24cOGC2f02bdpkUT8y3ezZs+Hk5ISXXnpJv2zXrl3IyclBRkYGpk2bhtraWhkTKsPBgwdx4MABs/sdOnQI+/bts0IisrV//OMfFu3cW7VqlUPveHYESqyDqrmPUHFxMQAgJCSk2fVXr17Fnj17ABgOhJycTBsrbtq0CfHx8QgODtYvi4uLQ0hICD7//HM8+uijZmeOjY016fzY32rtIhAWFobBgwc3u87Z2fm2tx8eHm7yv7HS3c50oOPGjYOHh0crpiE5VFVVWdRPp9MhKioKbdq0aeVEjsmSOpiQkNDiEYWoqCg0NDTon1dXVyM1NRXz58/HxIkTMXDgQMyaNQuLFi0y+7VZB39VV1dncd8HHniA1/cqwOXLly3qV11djcDAQH6XYPlvQUetg/7+/igqKrKor2oGQo2ncRkrsqtWrcLly5fh7e0NjUZj9vYPHTqExx57rMnyLl264NChQ2ZvDwDKy8tRVlZmUV9HcebMGbkjKMKlS5dw6dIluWOQjM6ePSt3BFWZPn06QkJCMGnSJEiShJUrV6J79+4YPny42fdXYx1sHTwqSvwu2ZYS6qBqBkL+/v7QarUoKipCbGyswbqSkhI8//zzAIDo6GiLtn/x4kXccccdTZZ36NABP/74o0Xb9Pf3N7uPTqdzqELQqVMn7r35RUNDg9lHABt5e3vzVEUFqKurs3iCFX6XfmXtOrh161bk5ubiwIEDkCQJABAaGooFCxYgLS0NBw4cQPv27U3eHv/vfnX9+nWLB/W+vr48KqoA1dXVFu3YkyQJnTp10n8n1cwWvwXtqQ5a8nu5kWoGQoMHD8bx48fx2muv4f/+7/8QEREBAPjmm28wbtw4/Zfudm6k2tyX73Yu3rTkMF91dbXBtOD27vjx4zyl6zdGjRqFvLw8s/p07twZP/30U6ucqkjyun79OkJCQnD69Gmz+o0ZMwaffPKJlVI5HmvXwYceeqjZH2qTJ0/G5MmTzd4e66Chfv36Yffu3Wb16d27N7799lsrJSJbunz5MjQajdkTMv2///f/8Pbbb1splWOxxW9BpdRB1eyCmjVrFjp06ICSkhJ07doV99xzD8LCwtC3b19ERUUhPj4egOUDoQ4dOujvePxbly5dgpeX121lJ/WwpHhMmDCBgyCFaNOmDZ566imz+1nyuSGyV5Z8nvkdUI7f//73SElJMbvfxIkTrZCGlE41A6Hg4GDs3LkTQ4cOhZubG4qLi+Hj44Ply5djw4YNOHLkCADLB0JRUVHNXgt06NAhREVF3VZ2Uo+EhAT86U9/Mrl97969MWXKFCsmIlubPn06unfvbnL7CRMmIC4uznqBiGzs8ccfR1JSksntH3roIfzxj3+0YiKytblz5+LOO+80uf0rr7yCsLAwKyYipVLNqXEA0LVrV2zevLnJ8gsXLuDMmTNwcXFBly5dLNp2UlISXnjhBZSUlCAoKAjAjdPuTp48iWHDht1WbjncauYQwPIZrsg4SZLw/vvvQ6fTYeXKlS227dOnDz7//HOeUqMw7du3x9atW5GUlHTL02P//Oc/Y/HixTwnnhTFxcUFubm5GD169C1vMD1kyBD84x//4LVBCuPn54evvvoKDz30EI4dO9Zi29mzZxtM50xkDtUcEWrJwYMHAQCRkZH6m6r+1rp167Bu3Tr9j5ItW7YYPAeAp556Cp06dcKjjz6KTZs2Yd26dfjjH/+Ie++9F3/4wx9s80ZIEdq0aYMPP/wQmzdvRlJSUpMfub1798aKFSuwfft2dOzYUaaUZE1+fn74+uuvsXz5cvTo0cNgnZOTEx555BFs3boV2dnZcHFR1f4sUgl3d3d89tlnWLduHf7v//6vyfqBAwciNzcXGzdudKjrYsl0d955J7777ju89957iIyMNFjXpk0bjBkzBjt37sTf/vY37gwii0mCt2LGkiVLMGXKFIwdOxarVq1qst7YFyw1NdVgr/1PP/2EadOmoaCgAC4uLkhKSsI777wDHx8fa0Vv4rcXyFVVVdnl0QJHyGhPTp8+jZiYGFRWVsLPz8/imeXIMQkhcOzYMVRUVMDFxQV33nknOnXqJHcsu+YINcYRMtqT4uJixMbGsg6qlBAChw4dwrlz5+Dm5obQ0FCb/rZyNI5SX+whJ48I4dcjQsauDxJCNPu4+dSl0NBQbNq0CVVVVbh06RJWrVrFLyrdtoCAAP2RSu79Vx9JknD33XdjwIABiIuL4yDICvLz89GlSxd0794dffv2NTgVR5IkREdHIz8/H8CNaWmnTJmC0NBQhIWFISsrS982NzcXXbp04ZFaK+jcuTProIpJkoSuXbsiISEBffr04W8rKzCnDm7evBmxsbFo27YtZsyYYbAdR6uDHAjh14GQpfcQIiIixzV58mRkZmZi//79GDx4MJYuXWqwfvfu3Rg6dCiAGzffPnToEI4dO4Zvv/0Wb7zxhn6yneTkZP0PBSIiR2JOHQwPD0dOTg5mzpzZZDuOVgc5EMKN/1whBB588EG5oxARkY01nnZVXV2NvXv34q677jLaNjc3Vz9lvZeXFx5//HGsXbvWhmmJiFqfOXUwIiICMTExijg6y4EQERGpmhACu3btgp+fH/bt29fiTrFTp06hc+fO+uchISE4deqULWISEVmNOXVQSTgQIiIi1YuPj8eVK1eQlZWF/v37N3vH9Ea/nUCH8w0RkVKYUweVggMhIiIi3JiafMSIEfDy8jJ675Lg4GCcPHlS/7y4uBjBwcE2SkhEZF2m1EEl4UCIiIhUb9OmTQBunPpWXl6O0NDQZts99thjyM7ORkNDAy5cuIDc3FwkJyfbMioRkVWYWgeVhAMhIiJSvUWLFiEyMhJDhgzB4sWL4e3t3Wy7cePG4e6770ZERAR69+6NmTNnIioqysZpiYhan6l1sKCgAIGBgVi4cCGys7MRGBiIjRs32jht63D86R6IiIhu07Zt2/Q39muJs7MzMjMzbZCIiMi2TK2DCQkJKC0ttUEi6+MRISIiIiP8/PzQr18/k+6LkZubi2HDhsHPz88GyYiIbEPJdZBHhIiISNVamvmtvLzc5O0kJyfzeiEickhqrYMcCClYdXW13BGaZa+5iEh57LXe2GsuIlIWe6419pCNAyEFc5TDkkRE1sI6SERqxhrYMl4jREREREREqsMjQgrj7u6OqqoquWOYzN3dXe4IRKQwrINEpGaOVgMB+eogB0IKI0kSPDw85I5BRCQb1kEiUjPWQNPx1DgiIiIiIlIdDoSIFGTjxo3o3r27wUOj0cDNza3FdcaMGDEChYWFt3xdSZIQHR1tcI+B48ePIy4uDhEREbj33ntx6NAh/brExER4eXlhyZIlEEKgf//+OHHixO29eSIi2FcdnDp1KkJCQiBJEn744QeD9qyDRHZAEJHd02g0AoDQaDRm9bt48aIICwsTy5YtM2udEELs2bNHJCYmmvQ6AIRWqzVYlpiYKFasWCGEEOLTTz8Vffr0MVifmpoqFi9eLIQQIi8vT6Smppr0WkSkTo5YB3fs2CFKSkpE586dxcGDB5v0YR0kkhePCBEplE6nw9ixYzFo0CA8+eSTJq9rlJ2djbFjx+qf33///Zg2bZr++eXLl+Hj44PKysomfc+ePYt9+/YhJSUFADBy5EicOHECJ0+ebPa1hg0bhvz8fGi1WnPfJhGRUXLWQQAYMGAAAgMDTcrKOkhkexwIESnUyy+/jAsXLuC9994za12jgoICxMXF6Z9v3boVX3zxBQ4fPgwA+PDDD5GUlISOHTs26VtSUoKAgAC4uNyYj0WSJAQHB+PUqVPNvlabNm3QrVs37Nq1y6z3SETUEjnroLlYB4lsjwMhIgXasGEDcnJykJeXB1dXV5PX/VZpaSn8/f31z52dnZGWloaVK1dCp9MhMzMTGRkZRvtLkmTwXAjRYmZ/f3+Ulpa22IaIyFT2UAfNxTpIZFucPptIYY4ePYr09HSsX78eAQEBJq+7mbu7O2pra9GhQwf9spSUFPTp0wdxcXHw8/NDr169mu0bFBSE0tJS1NfXw8XFBUIIlJSUIDg42Ojr1dXVoV27dma8UyKi5tlDHbQE6yCRbfGIEJGCaLVaDB8+HHPnzkV8fLzJ65oTHR2NI0eOGCzTaDSIjIzEhAkTMGXKFKN9fX190aNHD6xatQoAkJeXh5CQEISEhBjtc/jwYcTExNwyFxFRS+ylDlqCdZDItjgQIlKQzMxMHD16FMuWLWsyRezixYuNrjt9+nSTbY0aNQpbtmxpsnzcuHHQ6XQYOXJki1mys7ORnZ2NiIgILFiwADk5OUbbNk6i0K1bN/PeMBHRTeypDk6ePBmBgYEoLS3F4MGDERYWZrQt6yCR7UniVifuE5HsAgMDUVZWBo1GY7Pzx7VaLfr27Ys9e/YY3KG6oKAAM2bMQFFRkX6ZJEnQarXw9PQ0efvjx49HbGwsMjIyMGvWLISHhyM9Pb1V3wMRKQfrIBG1Nh4RIqJmtW/fHu+++65JN/jz8/NDv379DG4k2JLExETs2LFD/8MiICAAaWlpt5WXiKi1sQ4SKRuPCBE5ADn2hBIR2RPWQSJqbTwiREREREREqsOBEBERERERqQ4HQkREREREpDocCBERERERkepwIERERERERKrjIncAal1CCNTU1Mgdw2Tu7u6QJEnuGESkIKyDRKRmjlYDAfnqIAdCClNTU2PWzdzkVlVVZXCTOiKi28U6SERq5mg1EJCvDvLUOCIiIiIiUh0eEVKwiooKu9zLWF1dDT8/P7ljEJEKsA4SkZrZaw0E7KMOciCkYB4eHnb74ScisgXWQSJSM9bAlvHUOCIiIiIiUh0OhIiIiIiISHU4ECIiIiIiItXhQIiIiIiIiFSHAyEiIlK9goICSJJk8PD09ETPnj3xzjvvoL6+Xu6IRERWpcY6yFnjiIiIfpGcnIykpCQIIVBeXo6PPvoI06dPx+HDh/HBBx/IHY+IyOrUVAc5ECIiIvpF9+7dkZKSon8+adIkREVFYfny5Xj11Vfh4+MjYzoiIutTUx3kqXFERERGeHh44L777oMQAj/99JPccYiIbE7JdZADISIiohY0/uH39vaWOQkRkTyUWgd5ahwREdEvampqUFlZqT83/v3338f333+P3r17Izw8XO54RERWp6Y6qMojQpWVlZgxYwZCQ0Ph5uaGoKAgPPvss6itrUVKSgokScLy5cvljklERDY2b948+Pj4wNfXF9HR0cjKysKjjz6KjRs3yh2NiMgm1FQHVTcQOnDgALp164a3334bFRUV6NKlC65du4aFCxciJSUFR48eBQDExMTInFRejVMoLliwwGgbT09PJCQk2C6Uyly6dAnvvfceoqOjcfr0aQBAeXk5Zs+ejVOnTsmcjmzhxIkTmDVrFjp37gw3Nzd4enoiJiYGS5YsweXLl+WOp0jp6enYtm0btmzZgjfffBPe3t6oqKhAu3bt9G2uXr2Kbt264bXXXjPoO378eAwZMsTWkRXt7NmzWLBgASIjIw3q4KuvvoqKigqZ05EtHD58GFOnToVGo0Hbtm3Rvn173HfffVixYgVqamrkjqdIqqqDQkXOnTsngoKCBADx3HPPCa1Wq183b948AUC4uLgIJycnUVNTI2NSy1VVVQkAAoCoqqqyeDvbt28XAMT8+fONtvHw8BADBw6ULaOSrVq1Sri7u+v/nW5+ODk5ib/85S+ioaFB7qhkBfX19WL69OlCkiSjnwEPDw+Rm5srd1S7ZEmNMVbzCgsLhZOTkxgzZozB8r179woPDw+xf/9+IYQQn332mfDy8hJlZWVWy6g27777rnB1dTX6HWjTpo148803hU6nkzsqWcHVq1dFamqq0f9/AMLLy0ts27ZN7qh2x9L6osY6qKqB0JgxYwQAMX369CbrdDqdiIyMFABEZGSkDOlaBwdCjm/FihUtFv7fPiZOnMgfAQqj0+nEn/70J5M/A6tWrZI7st1pzYGQEEI88cQTAoAoLCw0WD537lwRHR0tSkpKhK+vr1izZo1VM6rJ/PnzTf4OzJ07V+641MquX78uhg0bZtL/v4uLi9i6davcke1Kaw+EhFBuHVTNqXGHDh1Cbm4ufH19MW/evCbrJUlCr169ABieFldaWoqpU6ciLi4O7u7ukCQJJ0+ebNLf1HZELTl+/Dj+/Oc/m9x+6dKlyM3NtWIisrWPP/4YH374ocnt09LScOLECSsmojlz5sDZ2Rlz5swxWP7CCy/A1dUVPXr0QEJCAkaPHi1TQmXZtWsXnn/+eZPbv/zyyygoKLBeILK5t99+G59//rlJbevr6/HYY4/h4sWLVk6lbkqtg6oZCK1evRo6nQ4pKSlwd3dvtk3btm0BGA6EfvzxR+Tm5uKOO+7AwIEDjW7f1HaOpnHmkOYe1PqysrJQX19vVp/33nvPSmnI1oQQWLRokVl9rl+/jvfff99KiQgAwsLCMHr0aHz55ZfYuXOnfrmLiwvi4+NRWVmJtLQ0GRMqy+LFi23Sh+xTfX09MjMzzeqj1Wrx97//3UqJCFBuHVTNQOirr74CACQmJhptU1paCsBwIDRgwABUVFQgPz8fycnJRvua2s7RNM4c0tyjurpa7niKUltbi5UrV5rdr7CwEPv372/1PGR7RUVF2Ldvn9n9cnJycPXqVSskokazZ8+Gk5MTXnrpJf2yXbt2IScnBxkZGZg2bRpqa2tlTKgMFRUVyMvLM7vfhg0bUFZWZoVEZGv5+fkoKSkxu9/SpUshhLBCImqkxDqomvsIFRcXAwBCQkKaXX/16lXs2bMHgOFAyMnJtLGiqe3MERsbi/LycrP66HS6Vs2Qnp5u9DDnsGHDbnv74eHhVvm3c0TXr1/HpUuXLOqbmJgIDw+P1g1ENmfpzoXz58+jc+fOcHFRTUlvkSV1MCEhocUfUVFRUWhoaNA/r66uRmpqKubPn4+JEydi4MCBmDVrltlH9ADWwd+6evWq2UfFAaChoQExMTFwc3OzQiqypStXrljU79ixY9BoNPwuwfLfgo5aB/39/VFUVGRRX9X81Wz8gVFXV9fs+lWrVuHy5cvw9vaGRqOxZTSjysvLZd/DFRYWhsGDBze7ztnZ+ba3f+bMmdveBt2YatvSQRQpA6cStq3p06cjJCQEkyZNgiRJWLlyJbp3747hw4ebfVsB1sHWcf78ebkjkMz4XbItJdRB1QyE/P39odVqUVRUhNjYWIN1JSUl+gszo6Oj5YjXLH9/f7P76HQ6hyoEnTp14t6bX9TX11v8Y7ZDhw5Gr30jx1FTU2PxBb/+/v6tsnNCCaxdB7du3Yrc3FwcOHAAkiQBAEJDQ7FgwQKkpaXhwIEDaN++vcnbYx381dWrVy2+BrVjx476a33JcWm1WouPCgUEBOi/k2pmi9+C9lQHLfm93Eg1A6HBgwfj+PHjeO211/B///d/iIiIAAB88803GDdunH5vuj3dSNWSw3zV1dXw9PS0QhrrOH78OE/p+oUQAvfccw/+97//mdWvbdu2OHbsGDp27GilZGQr5eXlCA4OxvXr183q16NHD+zdu5c/AH5h7Tr40EMPNXsEdvLkyZg8ebLZ22Md/NW1a9cQHBxs9k6hjh07oqSkhKfGKcD//vc/dOvWzex+Q4cOxebNm62QyPHY4regUuqganZBzZo1Cx06dEBJSQm6du2Ke+65B2FhYejbty+ioqIQHx8PwL4GQqQukiRh0qRJZvdLTk7mIEgh/P39MXLkSLP7NZ6WQOToXF1dzbqFQKP09HQOghSia9euFs2+a8nfTyLVDISCg4Oxc+dODB06FG5ubiguLoaPjw+WL1+ODRs24MiRIwA4ECJ5jRs3DnfddZfJ7d3d3TFz5kwrJiJb+8tf/mLWD7rw8HCMGTPGiomIbGvSpEnw8fExub23t7dFe6DJfr344otmnSZ177334qGHHrJiIlIq1QyEgBt7GTZv3qw//7SwsBDp6em4ePEizpw5AxcXF3Tp0kXumKRi7du3x5YtW0yasMPNzQ2ffvqpRacQkP3q3r071q5dC1dX11u2DQoKwpYtW3haFSlKp06dsHnzZnTo0OGWbX//+9/j888/R1BQkA2Ska0MHjwYH3zwgUlHurt06YKNGzfyGkmyiKoGQsYcPHgQABAZGdnshZbr1q3DunXr9NfsbNmyxeC5ue0cQeMUirNmzTLapqqqinfztoKIiAgUFhZi1KhRRgv7gAEDsH37dgwdOtTG6cgW/vCHP+Crr75Cv379ml3v4uKC5ORkfPPNNwgNDbVxOiLr6927N3bv3o2hQ4ca/TH80EMPYdeuXejbt6+N05EtpKenY9OmTejevXuz693c3PCnP/0J//nPf+Dn52fbcKQYkuDdp7BkyRJMmTIFY8eOxapVq5qsN1aEU1NTDW6AaWo7a/rtBXJVVVV2uafYETLai7KyMvz973/Hzz//jIaGBvj7++OPf/wj7rnnHrmjkY3897//xZo1a7B48WLU1NTgd7/7HY4ePXpbs+QonSPUGEfIaC9+/vlnfPTRRygpKYEQAoGBgXjiiScQFhYmdzSyASEEvvnmG6xbtw5Lly5FbW0tfv/73+Pnn3+Gl5eX3PHskqPUF7vIKUg89dRTAoB444035I5y26qqqgQAAUBUVVXJHadZjpCRyN5oNBoBQGg0Grmj2D1za8zmzZtFVFSUiImJEX369BFHjx7VrwMg7rnnHrF582YhhBANDQ0iIyND3HXXXSI0NFRkZmbq265du1ZERUUJb2/vVs9IRKyDprKkvphTBzdt2iR69eolXF1dxbPPPmuwHUergzw1Dr+eGmdP9xAiIiLbmDx5MjIzM7F//34MHjwYS5cuNVjfeIoWcOPm24cOHcKxY8fw7bff4o033tBPtpOcnIz8/Hyb5yciul3m1MHw8HDk5OQ0O1mTo9VBDoRw4z9XCIEHH3xQ7ihERGRjxcXFiI2NRXV1Nfbu3dvizI25ubmYMGECnJ2d4eXlhccffxxr1661YVoiotZnTh2MiIhATEwMXFwc/3akHAgREZGqCSGwa9cu+Pn5Yd++fS3uFDt16hQ6d+6sfx4SEoJTp07ZIiYRkdWYUweVhAMhIiJSvfj4eFy5cgVZWVno379/s3dMb/TbiXEE5xsiIoUwpw4qBQdCREREAJycnDBixAh4eXnh2LFjzbYJDg7GyZMn9c+Li4sRHBxso4RERNZlSh1UEg6EiIhI9TZt2gTgxqlv5eXlRu/P9NhjjyE7OxsNDQ24cOECcnNzkZycbMuoRERWYWodVBIOhIiISPUWLVqEyMhIDBkyBIsXL4a3t3ez7caNG4e7774bERER6N27N2bOnImoqCgbpyUian2m1sGCggIEBgZi4cKFyM7ORmBgIDZu3GjjtK3D8ad7ICIiuk3btm3T39ivJc7OzsjMzLRBIiIi2zK1DiYkJKC0tNQGiayPR4SIiIiM8PPzQ79+/Uy6L0Zubi6GDRsGPz8/GyQjIrINJddBHhEiIiJVa2nmt/LycpO3k5yczOuFiMghqbUOciCkYNXV1XJHaJa95iIi5bHXemOvuYhIWey51thDNg6EFMxRDksSEVkL6yARqRlrYMt4jRAREREREakOjwgpjLu7O6qqquSOYTJ3d3e5IxCRwrAOEpGaOVoNBOSrgxwIKYwkSfDw8JA7BhGRbFgHiUjNWANNx1PjiIiIiIhIdTgQIiJSkI0bN6J79+4GD41GAzc3txbXGTNixAgUFhbe8nUlSUJ0dLTBfSaOHz+OuLg4RERE4N5778WhQ4f06xITE+Hl5YUlS5ZACIH+/fvjxIkTt/fmiYhgX3Vw6tSpCAkJgSRJ+OGHHwzasw7aAUFERHZPo9EIAEKj0ZjV7+LFiyIsLEwsW7bMrHVCCLFnzx6RmJho0usAEFqt1mBZYmKiWLFihRBCiE8//VT06dPHYH1qaqpYvHixEEKIvLw8kZqaatJrEZE6OWId3LFjhygpKRGdO3cWBw8ebNKHdVBePCJERKRQOp0OY8eOxaBBg/Dkk0+avK5RdnY2xo4dq39+//33Y9q0afrnly9fho+PDyorK5v0PXv2LPbt24eUlBQAwMiRI3HixAmcPHmy2dcaNmwY8vPzodVqzX2bRERGyVkHAWDAgAEIDAw0KSvroO1xIEREpFAvv/wyLly4gPfee8+sdY0KCgoQFxenf75161Z88cUXOHz4MADgww8/RFJSEjp27Nikb0lJCQICAuDicmNOHkmSEBwcjFOnTjX7Wm3atEG3bt2wa9cus94jEVFL5KyD5mIdtD0OhIiIFGjDhg3IyclBXl4eXF1dTV73W6WlpfD399c/d3Z2RlpaGlauXAmdTofMzExkZGQY7S9JksFzIUSLmf39/VFaWtpiGyIiU9lDHTQX66BtcfpsIiKFOXr0KNLT07F+/XoEBASYvO5m7u7uqK2tRYcOHfTLUlJS0KdPH8TFxcHPzw+9evVqtm9QUBBKS0tRX18PFxcXCCFQUlKC4OBgo69XV1eHdu3amfFOiYiaZw910BKsg7bFI0JERAqi1WoxfPhwzJ07F/Hx8Sava050dDSOHDlisEyj0SAyMhITJkzAlClTjPb19fVFjx49sGrVKgBAXl4eQkJCEBISYrTP4cOHERMTc8tcREQtsZc6aAnWQdviQIiISEEyMzNx9OhRLFu2rMkUsYsXLza67vTp0022NWrUKGzZsqXJ8nHjxkGn02HkyJEtZsnOzkZ2djYiIiKwYMEC5OTkGG3bOIlCt27dzHvDREQ3sac6OHnyZAQGBqK0tBSDBw9GWFiY0basg7YniVudtE1ERLILDAxEWVkZNBqNzc4f12q16Nu3L/bs2WNwl/KCggLMmDEDRUVF+mWSJEGr1cLT09Pk7Y8fPx6xsbHIyMjArFmzEB4ejvT09FZ9D0SkHKyD1Np4RIiIiJrVvn17vPvuuybd4M/Pzw/9+vUzuJFgSxITE7Fjxw79D4uAgACkpaXdVl4iotbGOqhsPCJEROQA5NgTSkRkT1gHqbXxiBAREREREakOB0JERERERKQ6HAgREREREZHqcCBERERERESqw4EQERERERGpDgdCRERERESkOi5yB6DWJYRATU2N3DFM5u7uDkmS5I5BRArCOkhEauZoNRCQrw5yIKQwNTU1Zt3RWG5VVVUGd2omIrpdrINEpGaOVgMB+eogT40jIiIiIiLV4REhBauoqLDLvYzV1dXw8/OTOwYRqQDrIBGpmb3WQMA+6iAHQgrm4eFhtx9+IiJbYB0kIjVjDWwZT40jIiIiIiLV4UCIiIiIiIhUhwMhIiIiIiJSHQ6EiIiIiIhIdTgQIiIi1SsoKIAkSQYPT09P9OzZE++88w7q6+vljkhEZFVqrIOcNY6IiOgXycnJSEpKghAC5eXl+OijjzB9+nQcPnwYH3zwgdzxiIisTk11kAMhIiKiX3Tv3h0pKSn655MmTUJUVBSWL1+OV199FT4+PjKmIyKyPjXVQZ4aR0REZISHhwfuu+8+CCHw008/yR2HiMjmlFwHORAiIiJqQeMffm9vb5mTEBHJQ6l1kKfGERER/aKmpgaVlZX6c+Pff/99fP/99+jduzfCw8PljkdEZHVqqoOqPCJUWVmJGTNmIDQ0FG5ubggKCsKzzz6L2tpapKSkQJIkLF++XO6YsmqcOWTBggVG23h6eiIhIcF2oVTo3LlzeOedd5CRkYGJEydi7ty5OH78uNyxyIaOHj2KV155BZcuXQIAVFVV4fz58/KGUrB58+bBx8cHvr6+iI6ORlZWFh599FFs3LhR7miqVVpaitdffx2TJ0/GpEmTMH/+fJSUlMgdi2zo+++/x4svvoiLFy8CAKqrq3HlyhWZUymXmuqg6o4IHThwAA888AAqKirg4eGBLl26oKysDAsXLsTJkydx6tQpAEBMTIzMSUnNysvLMXPmTPzjH//AtWvXDNa98soreOCBBzB//nz07NlTpoRkbd999x2ef/55fPXVVwbLL1++DI1Gg9GjR+ONN96Ar6+vTAmVKT09HaNHj0Z9fT1++OEHLFiwABUVFWjXrp2+zdWrV9GrVy/88Y9/xAsvvKBfPn78eFRUVGDLli1yRFecn376Cc899xw2bNiAhoYGg3UvvvgiHnnkEbz++uuIiIiQKSFZ21dffYUXX3wR33zzjcHyS5cuQaPRIDU1Fa+99hp+97vfyZRQmVRVB4WKnDt3TgQFBQkA4rnnnhNarVa/bt68eQKAcHFxEU5OTqKmpkbGpJarqqoSAAQAUVVVZfF2tm/fLgCI+fPnG23j4eEhBg4cKFtGpfrpp59E586d9f9Gxh7u7u5i27ZtcsclK8jPzxdubm63/Azcdddd4uTJk3LHtTuW1BhjNa+wsFA4OTmJMWPGGCzfu3ev8PDwEPv37xdCCPHZZ58JLy8vUVZWZrWMavL999+Ljh073vI74OXlJYqKiuSOS1bw8ccfC2dn51t+BmJiYkRlZaXcce2KpfVFjXVQVafGTZ06FSUlJZg+fTpef/11eHp66tfNnj0bkZGRqK+vR0REhMGol8hWqqurMXToUBQXF9+ybU1NDYYPH47Dhw/bIBnZysGDBzFq1CjU1dXdsu3PP/+MoUOHora21gbJ1KlPnz5ISUnBmjVrDPZK9+zZE8899xyeeOIJlJaW4umnn0ZmZiYCAgJkTKsMFRUVGDp0KCorK2/Z9sKFCxg6dChOnz5tg2RkKzt27MD48eObHAlszn//+188+uij0Ol0NkimTkqug6oZCB06dAi5ubnw9fXFvHnzmqyXJAm9evUCYHhaXGlpKaZOnYq4uDi4u7tDkiScPHmySf9169Zh5MiR6Ny5M9zd3REZGYnZs2ejqqrKau/JFhovmGvuQa1v9erVOHr0qMntq6qq8NZbb1kxEdna66+/jpqaGpPbN9Y2sp45c+bA2dkZc+bMMVj+wgsvwNXVFT169EBCQgJGjx4tU0Jlef/993HmzBmT2589exZZWVlWTES29te//tWkQVCj//znP9i2bZsVE5FS66BqBkKrV6+GTqdDSkoK3N3dm23Ttm1bAIYDoR9//BG5ubm44447MHDgQKPbf+utt+Ds7IzXXnsNW7ZswYQJE5CVlYUHH3zQofdSNF4w19yjurpa7niKIoRAZmam2f0++eQT/QWk5NjOnj2LTz/91Ox+/BFoXWFhYRg9ejS+/PJL7Ny5U7/cxcUF8fHxqKysRFpamowJleP69esW3bl+2bJlTa6nJMd0+PBh/Pvf/za7H+ugdSm1DqpmINR4wXFiYqLRNqWlpQAMB0IDBgxARUUF8vPzkZycbLTv559/jn/84x8YO3YsBg4ciGeeeQaLFy/G7t278Z///KeV3oXtpaenY9u2bc0+3Nzc5I6nKMXFxThw4IDZ/erq6vDFF19YIRHZ2hdffGHRj7nvvvsOZWVlVkhEjWbPng0nJye89NJL+mW7du1CTk4OMjIyMG3aNJ6i2AqKioosOs3t7NmzKCwstEIisrXPP//con6bNm3C9evXWzkN/ZYS66BqZo1rvOYiJCSk2fVXr17Fnj17ABgOhJycTBsr+vj4NFnWeKqdpT9QYmNjUV5eblaf1j76FBYWhsGDBze7ztnZ+ba3Hx4ebvK/sdLdzt7MCRMmYMaMGa2YhuRwO6fS9uzZE23atGnFNI7LkjqYkJAAIYTR9VFRUQan6lRXVyM1NRXz58/HxIkTMXDgQMyaNQuLFi0y+7VZB39lyrVxxowYMYLX9yrA5cuXLeqn0+kQHBzcKr9NHJ2lvwUdtQ76+/ujqKjIor6qGQg1nsZlrMiuWrUKly9fhre3NzQaTau85tdffw0AiIyMtKh/eXm54vfymnMeOBl3+fJli/94kDKcPXtW7giqMn36dISEhGDSpEmQJAkrV65E9+7dMXz4cLPvr8Y62DouXLggdwSSmbk7j+n2KKEOqmYg5O/vD61Wi6KiIsTGxhqsKykpwfPPPw8AiI6ObpXXKysrw0svvYQHHngAPXr0sGgb/v7+ZvfR6XQO9Ue1U6dO3BP6C51Oh/Ly8hb3xhjj4+MDV1dXK6QiW7p27RrOnTtndj9JktCpUydIkmSFVI7H2nVw69atyM3NxYEDB/T/5qGhoViwYAHS0tJw4MABtG/f3uTtsQ7+qqGhweIfs35+fnBxUc3PGsWqra21aFDr7OwMPz8/1kHY5regPdVBS34v68kyabcMJk6cKACIoKAgcfToUf3ywsJCERYWJtq0aSMAiGeeecboNlasWCEAiBMnTrT4WlqtVvTq1UtoNBqT51JvLbyPkGObMmXKLe+ZcPPj3nvvlTs2tRKdTidiYmLM/gw8++yzcke3K45QYxwho1xGjRpl9nfgD3/4g9yxqZVcu3ZNBAQEmP0ZeOutt+SObjccpb7YQ07V7IKaNWsWOnTogJKSEnTt2hX33HMPwsLC0LdvX0RFRSE+Ph6A4fVBlqirq8Mf/vAHnDhxAv/6178cai51kt/EiRPN3iOSkZFhpTRka5IkYcqUKWb1cXZ2xoQJE6yUiMj2LKlprIPK0aZNG0ycONGsPh4eHhg/frx1ApGiqWYgFBwcjJ07d2Lo0KFwc3NDcXExfHx8sHz5cmzYsAFHjhwBcHsDoevXr+Pxxx/Ht99+iy1btqBLly6tFZ9UIioqyqwptNPS0pCSkmLFRGRraWlpGDt2rMnts7OzERYWZsVERLY1cOBAvPzyyya3f/75541O6kOO6S9/+QseeOABk9o6OTlhzZo18Pb2tnIqUiRZjkPZmfPnzwsAwsXFRdTV1Rlt19KpcQ0NDSI5OVm4ubmJf//731ZM2zJ7OMx4K46QUW7Lly8Xrq6uLZ4GMHXqVFFfXy93VLKC69ev60/nNfZo27at+Pvf/y53VLvkCDXGETLKSafTifnz5wtnZ2ej3wEnJycxb948odPp5I5LVlBTUyMef/zxFutg+/btxaZNm+SOanccpb7YQ07VHBFqycGDBwHcmN2t8aaqv7Vu3TqsW7dOPzXfli1bDJ4DNw7L5+bm4tlnn0W7du3wzTff6B+N9yciMlV6ejpKS0vx+uuvG+ztd3JywvTp03Hs2DEsWrSI04QqlIuLC7KysnD48GFMmzYNvr6+AG6cBhcREYE333wTZWVleOKJJ2ROSmQdkiRh1qxZOHnyJF566SUEBwfr1zk7O+PFF1/EyZMn8eKLL/LieIVq164dcnNzsW/fPvz5z39Ghw4dANyoj9HR0cjKykJZWRkefvhhmZOSI5OEsGCKKoVZsmQJpkyZgrFjx2LVqlVN1hsrsqmpqVi5ciWAG/cnarxX0c1efvllvPLKK60Vt0XV1dXw9PQEcOOeJB4eHjZ5XXM4QkZ7o9FocPr0aWg0Gg6sVaqhoQFOTk780WcCR6gxjpDR3rAOEuugaRylvthDTh4Rwq9HhIxdHySEaPbROAgCgJMnTxptZ6tBECkXiz45Ozvzc2Al+fn56NKlC7p3746+ffvi2LFj+nWSJCE6Ohr5+fkAbkxLO2XKFISGhiIsLAxZWVn6trm5uejSpQs6duxo8/egBvz8E+ug9ZhTBzdv3ozY2Fi0bdu2yc3cHa0OciCEXwdCrXUPISIichyTJ09GZmYm9u/fj8GDB2Pp0qUG63fv3o2hQ4cCuHHz7UOHDuHYsWP49ttv8cYbb+gn20lOTtb/UCAiciTm1MHw8HDk5ORg5syZTbbjaHWQAyHc+M8VQuDBBx+UOwoREdlYcXExYmNjUV1djb179+Kuu+4y2jY3NxcTJkyAs7MzvLy88Pjjj2Pt2rU2TEtE1PrMqYMRERGIiYlRxA2MORAiIiJVE0Jg165d8PPzw759+1rcKXbq1Cl07txZ/zwkJASnTp2yRUwiIqsxpw4qCQdCRESkevHx8bhy5QqysrLQv39/XLp0yWjb316jwPmGiEgpzKmDSsGBEBEREW5MTz9ixAh4eXkZXCj8W8HBwTh58qT+eXFxscHUzkREjsyUOqgkHAgREZHqbdq0CcCNU9/Ky8sRGhrabLvHHnsM2dnZaGhowIULF5Cbm4vk5GRbRiUisgpT66CScCBERESqt2jRIkRGRmLIkCFYvHgxvL29m203btw43H333YiIiEDv3r0xc+ZMREVF2TgtEVHrM7UOFhQUIDAwEAsXLkR2djYCAwOxceNGG6dtHY4/3QMREdFt2rZtm/7Gfi1xdnZGZmamDRIREdmWqXUwISFBMTc15hEhIiIiI/z8/NCvXz+T7ouRm5uLYcOGwc/PzwbJiIhsQ8l1kEeEiIhI1Vqa+a28vNzk7SQnJ/N6ISJySGqtgxwIKVh1dbXcEZplr7mISHnstd7Yay4iUhZ7rjX2kI0DIQVzlMOSRETWwjpIRGrGGtgyXiNERERERESqwyNCCuPu7o6qqiq5Y5jM3d1d7ghEpDCsg0SkZo5WAwH56iAHQgojSRI8PDzkjkFEJBvWQSJSM9ZA0/HUOCIiIiIiUh0OhIgUZOPGjejevbvBQ6PRwM3NrcV1xowYMQKFhYW3fF1JkhAdHW1wj4Hjx48jLi4OERERuPfee3Ho0CH9usTERHh5eWHJkiUQQqB///44ceLE7b15IiLYVx2cOnUqQkJCIEkSfvjhB4P2rINEdkAQkd3TaDQCgNBoNGb1u3jxoggLCxPLli0za50QQuzZs0ckJiaa9DoAhFarNViWmJgoVqxYIYQQ4tNPPxV9+vQxWJ+amioWL14shBAiLy9PpKammvRaRKROjlgHd+zYIUpKSkTnzp3FwYMHm/RhHSSSF48IESmUTqfD2LFjMWjQIDz55JMmr2uUnZ2NsWPH6p/ff//9mDZtmv755cuX4ePjg8rKyiZ9z549i3379iElJQUAMHLkSJw4cQInT55s9rWGDRuG/Px8aLVac98mEZFRctZBABgwYAACAwNNyso6SGR7HAgRKdTLL7+MCxcu4L333jNrXaOCggLExcXpn2/duhVffPEFDh8+DAD48MMPkZSUhI4dOzbpW1JSgoCAALi43JiPRZIkBAcH49SpU82+Vps2bdCtWzfs2rXLrPdIRNQSOeuguVgHiWyPAyEiBdqwYQNycnKQl5cHV1dXk9f9VmlpKfz9/fXPnZ2dkZaWhpUrV0Kn0yEzMxMZGRlG+0uSZPBcCNFiZn9/f5SWlrbYhojIVPZQB83FOkhkW5w+m0hhjh49ivT0dKxfvx4BAQEmr7uZu7s7amtr0aFDB/2ylJQU9OnTB3FxcfDz80OvXr2a7RsUFITS0lLU19fDxcUFQgiUlJQgODjY6OvV1dWhXbt2ZrxTIqLm2UMdtATrIJFt8YgQkYJotVoMHz4cc+fORXx8vMnrmhMdHY0jR44YLNNoNIiMjMSECRMwZcoUo319fX3Ro0cPrFq1CgCQl5eHkJAQhISEGO1z+PBhxMTE3DIXEVFL7KUOWoJ1kMi2OBAiUpDMzEwcPXoUy5YtazJF7OLFi42uO336dJNtjRo1Clu2bGmyfNy4cdDpdBg5cmSLWbKzs5GdnY2IiAgsWLAAOTk5Rts2TqLQrVs3894wEdFN7KkOTp48GYGBgSgtLcXgwYMRFhZmtC3rIJHtSeJWJ+4TkewCAwNRVlYGjUZjs/PHtVot+vbtiz179hjcobqgoAAzZsxAUVGRfpkkSdBqtfD09DR5++PHj0dsbCwyMjIwa9YshIeHIz09vVXfAxEpB+sgEbU2HhEioma1b98e7777rkk3+PPz80O/fv0MbiTYksTEROzYsUP/wyIgIABpaWm3lZeIqLWxDhIpG48IETkAOfaEEhHZE9ZBImptPCJERERERESqw4EQERERERGpDgdCRERERESkOhwIERERERGR6nAgREREREREquMidwBqXUII1NTUyB3DZO7u7pAkSe4YRKQgrINEpGaOVgMB+eogB0IKU1NTY9bN3ORWVVVlcJM6IqLbxTpIRGrmaDUQkK8O8tQ4IiIiIiJSHR4RUrCKigq73MtYXV0NPz8/uWMQkQqwDhKRmtlrDQTsow5yIKRgHh4edvvhJyKyBdZBIlIz1sCW8dQ4IiIiIiJSHQ6EiIiIiIhIdTgQIiIiIiIi1eFAiIiIiIiIVIcDISIiUr2CggJIkmTw8PT0RM+ePfHOO++gvr5e7ohERFalxjrIWeOIiIh+kZycjKSkJAghUF5ejo8++gjTp0/H4cOH8cEHH8gdj4jI6tRUBzkQIiIi+kX37t2RkpKifz5p0iRERUVh+fLlePXVV+Hj4yNjOiIi61NTHeSpcUREREZ4eHjgvvvugxACP/30k9xxiIhsTsl1kAMhIiKiFjT+4ff29pY5CRGRPJRaB3lqHBER0S9qampQWVmpPzf+/fffx/fff4/evXsjPDxc7nhERFanpjqoyiNClZWVmDFjBkJDQ+Hm5oagoCA8++yzqK2tRUpKCiRJwvLly+WOKavGmUMWLFhgtI2npycSEhJsF0qlKisrce3aNQBQ5IwtdGunTp3Ct99+i3379uH8+fNyx1G0efPmwcfHB76+voiOjkZWVhYeffRRbNy4Ue5oqlZeXq6vgw0NDTKnIVtrPCVrz5492L9/Py5fvix3JEVTUx1U3UDowIED6NatG95++21UVFSgS5cuuHbtGhYuXIiUlBQcPXoUABATEyNzUlIzIQS2b9+Oxx57DP7+/jh37hwAoKKiAgMGDMDatWtx/fp1mVOSNV27dg2rV69Gv3790LlzZ9x3333o1asX/P39kZycjB07dkAIIXdMxUlPT8e2bduwZcsWvPnmm/D29kZFRQXatWunb3P16lV069YNr732mkHf8ePHY8iQIbaOrFg6nQ6bNm3C0KFDERAQoK+D5eXleOihh7Bx40YOihSuuroay5YtQ8+ePREWFoY+VroZ3QAAg7lJREFUffqgR48e8Pf3R1paGoqKiuSOqEiqqoNCRc6dOyeCgoIEAPHcc88JrVarXzdv3jwBQLi4uAgnJydRU1MjY1LLVVVVCQACgKiqqrJ4O9u3bxcAxPz584228fDwEAMHDpQto1LV19eLCRMm6P+NjD0GDhwoLly4IHdcsoLKykoRFxd3y8/AlClTRH19vdxx7Y4lNcZYzSssLBROTk5izJgxBsv37t0rPDw8xP79+4UQQnz22WfCy8tLlJWVWS2jmtTW1opRo0bd8jvw6KOPiurqarnjkhWcOnVKdO3a9ZafgXnz5gmdTid3XLtiaX1RYx1U1UBozJgxAoCYPn16k3U6nU5ERkYKACIyMlKGdK2DAyHHptPpxMSJE29Z+BsfcXFxDjtop+ZVVVWJ3r17m/wZmDZtmtyR7U5rDoSEEOKJJ54QAERhYaHB8rlz54ro6GhRUlIifH19xZo1a6yaUS3q6+vFiBEjTP4ODBs2jDsEFObcuXMiPDzc5M/AggUL5I5sV1p7ICSEcuugak6NO3ToEHJzc+Hr64t58+Y1WS9JEnr16gXA8LS40tJSTJ06FXFxcXB3d4ckSTh58mST/jt37sT999+PTp06oW3btggMDERycjIOHz5stfdkC40XzDX3oNa3c+dOLF261OT2u3fvxpIlS6yYiGztnXfewXfffWdy+0WLFuGbb76xYiKaM2cOnJ2dMWfOHIPlL7zwAlxdXdGjRw8kJCRg9OjRMiVUlnXr1uGf//ynye0///xzrFmzxoqJyNZefvllHD9+3OT2zz//PH7++WcrJiKl1kHVDIRWr14NnU6HlJQUuLu7N9umbdu2AAwHQj/++CNyc3Nxxx13YODAgUa3f/HiRXTr1g3vvfce/vWvf+H111/H//73P/Tt2xelpaWt+2ZsqPGCueYe1dXVcsdTnKysLLP7LF26FDqdzgppyNbq6+stumu3JZ8bMl1YWBhGjx6NL7/8Ejt37tQvd3FxQXx8PCorK5GWliZjQmWx5PPM74ByaLVafPzxx2b1EUIgOzvbSokIUG4dVM1A6KuvvgIAJCYmGm3TOGD57UBowIABqKioQH5+PpKTk432feSRR/DOO+/gsccew8CBAzF27Fjk5eXh8uXLyMvLa6V3YXuNF8w193Bzc5M7nqJcvHjRos/KiRMnsH37diskIlv78ssvUVJSYna/3NxcXLlyxQqJqNHs2bPh5OSEl156Sb9s165dyMnJQUZGBqZNm4ba2loZEyrD8ePH8fXXX5vdr7CwEIcOHbJCIrK1devWQavVmt0vJyeHE8hYmRLroGruI1RcXAwACAkJaXb91atXsWfPHgCGAyEnJ8vHih07dgRwY7RsidjYWJSXl5vVp7WPDISFhWHw4MHNrnN2dr7t7YeHh9/Wv7GSXL9+3eLpsUeNGgUPD49WTkS2VlVVZVG/a9euITw8HG3atGnlRI7JkjqYkJDQ4o+oqKgogxnKqqurkZqaivnz52PixIkYOHAgZs2ahUWLFpn92qyDv6qrq7O474ABA7iDTgEs3alz/vx5aDQafpdg+W9BR62D/v7+Fs8gqJqBUONpXMaK7KpVq3D58mV4e3tDo9FY/DoNDQ3Q6XQoKSnBCy+8gICAgBaPJLWkvLwcZWVlFmdxBGfOnJE7giJcunQJly5dkjsGyejs2bNyR1CV6dOnIyQkBJMmTYIkSVi5ciW6d++O4cOHm31/NdbB1sF7bBG/S7alhDqomoGQv78/tFotioqKEBsba7CupKQEzz//PAAgOjr6tl5n4MCB2LVrF4AbR1P+/e9/648MWZLZXDqdzqEKQadOnbj35hcNDQ1mHwFs5OXlZTC/Pzmm2tpaXLhwwaK+/v7+rXKUVgmsXQe3bt2K3NxcHDhwAJIkAQBCQ0OxYMECpKWl4cCBA2jfvr3J22Md/NW1a9f09wsyl4+PD1xdXVs5EdlaVVWVRTdMlSQJnTp10n8n1cwWvwXtqQ5a8ntZT5a56mTQOCVxUFCQOHr0qH55YWGhCAsLE23atBEAxDPPPGN0GytWrBAAxIkTJ4y2OXLkiPjmm2/EmjVrRM+ePUVQUJAoLi5uzbfSIk6f7dgGDx5s8nShjY+OHTuK2tpauaNTK6iurhZ33HGH2Z+BoUOHyh3drjhCjXGEjHLQ6XQm3Tvm5sfdd9/Ne8koxJkzZ/S/ycx5pKenyx3dbjhKfbGHnKrZBTVr1ix06NABJSUl6Nq1K+655x6EhYWhb9++iIqKQnx8PADD64Mscffdd+O+++7D6NGj8dVXX+HKlSt44403WuMtkApMmjTJ7D7p6ek8L14h3N3dLZp1x5LPDZE9kiTJos/zxIkTeSRAIfz9/TFy5Eiz+7EOkiVUMxAKDg7Gzp07MXToULi5uaG4uBg+Pj5Yvnw5NmzYgCNHjgC4/YHQb91xxx0ICwvDjz/+2GrbJGUbNmwYHnzwQZPb33nnnZg+fboVE5GtPffccwgKCjK5/cMPP4yHHnrIiomIbGv8+PFNTmFvSffu3ZGenm7FRGRrf/3rX+Hl5WVy+z/96U/o2bOnFRORUqnmGiEA6Nq1KzZv3txk+YULF3DmzBm4uLigS5curfZ6Z8+exdGjR3Hfffe12jZt5VYzhwCWz3BFxrm4uODTTz/FH/7wh1tOiX3nnXfiiy++gK+vr43SkS34+/vjX//6Fx588EGcOnWqxbb3338/1q5dy2uDSFHc3d2xadMmDB06FPv27WuxbUxMDPLz8+Hp6WmjdGQL4eHh2LJlCx5++OFb3sB99OjReP/9922UjJRGNUeEWnLw4EEAQGRkpP6mqr+1bt06rFu3Tj8135YtWwyeA0BKSgpeeeUVrF+/HgUFBVi2bBkSEhLg4uKC//f//p9t3ggpQvv27bF161YsWrQId999d5P1vr6+mD17Nvbs2YPw8HAZEpK1RUZG4ttvv8WsWbOanWylS5cuWLJkCTZv3swfgKRIfn5+2LFjB+bPn4/OnTs3WR8UFIRXX30VX3/9NTp16iRDQrK2e++9F0VFRZg6dSp+97vfNVnfq1cvrFixAqtXr+atA8hikrjVbn8VWLJkCaZMmYKxY8di1apVTdYbO+84NTUVK1eu1G/jo48+wvHjx1FXV4egoCAkJibihRdeaLaIW0t1dbX+h1FVVZVd3lvGETLaCyEE/vOf/+Dnn39GQ0MD/P39MWjQoGYH7KRMV69exZdffomUlBRcunQJHTt2xNmzZ3k9RAscocY4QkZ70dDQgIKCApSUlEAIgcDAQCQmJlp8jz5yPFVVVfjyyy+RlpaGS5cuwcfHh7cMaIGj1Bd7yMkjQvj1iJCx64OEEM0+GgdBAJCRkYFvv/0WFy9eRG1tLY4dO4bs7GybDoJIeSRJQv/+/ZGamoo//elPGDp0KAdBKtO2bVs8/PDD+j8Qbdu25SColeXn56NLly7o3r07+vbti2PHjunXSZKE6Oho5OfnA7gxLe2UKVMQGhqKsLAwZGVl6dvm5uaiS5cuFt8ygZrn7OyMQYMGYfz48UhLS8P999/PQZDKeHp64tFHH9XXQU6T3vrMqYObN29GbGws2rZtixkzZhhsx9HqIAdC+HUgdLv3ECIiIsczefJkZGZmYv/+/Rg8eDCWLl1qsH737t0YOnQogBs33z506BCOHTuGb7/9Fm+88YZ+sp3k5GT9DwUiIkdiTh0MDw9HTk4OZs6c2WQ7jlYHORDCjf9cIYRZs3UREZEyFBcXIzY2FtXV1di7dy/uuusuo21zc3MxYcIEODs7w8vLC48//jjWrl1rw7RERK3PnDoYERGBmJgYRRyZ5UCIiIhUTQiBXbt2wc/PD/v27Wtxp9ipU6cMTnkOCQm55ex+RET2zpw6qCQcCBERkerFx8fjypUryMrKQv/+/XHp0iWjbX97jRbnGyIipTCnDioFB0JEREQAnJycMGLECHh5eRlcKPxbwcHBOHnypP55cXExgoODbZSQiMi6TKmDSsKBEBERqd6mTZsA3Dj1rby8HKGhoc22e+yxx5CdnY2GhgZcuHABubm5SE5OtmVUIiKrMLUOKgkHQkREpHqLFi1CZGQkhgwZgsWLF8Pb27vZduPGjcPdd9+NiIgI9O7dGzNnzkRUVJSN0xIRtT5T62BBQQECAwOxcOFCZGdnIzAwEBs3brRx2tbh+NM9EBER3aZt27bpb+zXEmdnZ2RmZtogERGRbZlaBxMSElBaWmqDRNbHI0JERERG+Pn5oV+/fibdFyM3NxfDhg2Dn5+fDZIREdmGkusgjwgREZGqtTTzW3l5ucnbSU5O5vVCROSQ1FoHORBSsOrqarkjNMtecxGR8thrvbHXXESkLPZca+whGwdCCuYohyWJiKyFdZCI1Iw1sGW8RoiIiIiIiFSHR4QUxt3dHVVVVXLHMJm7u7vcEYhIYVgHiUjNHK0GAvLVQQ6EFEaSJHh4eMgdg4hINqyDRKRmrIGm46lxRERERESkOhwIEREpyMaNG9G9e3eDh0ajgZubW4vrjBkxYgQKCwtv+bqSJCE6OtrgPhPHjx9HXFwcIiIicO+99+LQoUP6dYmJifDy8sKSJUsghED//v1x4sSJ23vzRESwrzo4depUhISEQJIk/PDDDwbtWQftgCAiIrun0WgEAKHRaMzqd/HiRREWFiaWLVtm1johhNizZ49ITEw06XUACK1Wa7AsMTFRrFixQgghxKeffir69OljsD41NVUsXrxYCCFEXl6eSE1NNem1iEidHLEO7tixQ5SUlIjOnTuLgwcPNunDOigvHhEiIlIonU6HsWPHYtCgQXjyySdNXtcoOzsbY8eO1T+///77MW3aNP3zy5cvw8fHB5WVlU36nj17Fvv27UNKSgoAYOTIkThx4gROnjzZ7GsNGzYM+fn50Gq15r5NIiKj5KyDADBgwAAEBgaalJV10PY4ECIiUqiXX34ZFy5cwHvvvWfWukYFBQWIi4vTP9+6dSu++OILHD58GADw4YcfIikpCR07dmzSt6SkBAEBAXBxuTEnjyRJCA4OxqlTp5p9rTZt2qBbt27YtWuXWe+RiKglctZBc7EO2h4HQkRECrRhwwbk5OQgLy8Prq6uJq/7rdLSUvj7++ufOzs7Iy0tDStXroROp0NmZiYyMjKM9pckyeC5EKLFzP7+/igtLW2xDRGRqeyhDpqLddC2OH02EZHCHD16FOnp6Vi/fj0CAgJMXnczd3d31NbWokOHDvplKSkp6NOnD+Li4uDn54devXo12zcoKAilpaWor6+Hi4sLhBAoKSlBcHCw0derq6tDu3btzHinRETNs4c6aAnWQdviESEiIgXRarUYPnw45s6di/j4eJPXNSc6OhpHjhwxWKbRaBAZGYkJEyZgypQpRvv6+vqiR48eWLVqFQAgLy8PISEhCAkJMdrn8OHDiImJuWUuIqKW2EsdtATroG1xIEREpCCZmZk4evQoli1b1mSK2MWLFxtdd/r06SbbGjVqFLZs2dJk+bhx46DT6TBy5MgWs2RnZyM7OxsRERFYsGABcnJyjLZtnEShW7du5r1hIqKb2FMdnDx5MgIDA1FaWorBgwcjLCzMaFvWQduTxK1O2iYiItkFBgairKwMGo3GZuePa7Va9O3bF3v27DG4S3lBQQFmzJiBoqIi/TJJkqDVauHp6Wny9sePH4/Y2FhkZGRg1qxZCA8PR3p6equ+ByJSDtZBam08IkRERM1q37493n33XZNu8Ofn54d+/foZ3EiwJYmJidixY4f+h0VAQADS0tJuKy8RUWtjHVQ2HhEiInIAcuwJJSKyJ6yD1Np4RIiIiIiIiFSHAyEiIiIiIlIdDoSIiIiIiEh1OBAiIiIiIiLV4UCIiIiIiIhUhwMhIiIiIiJSHRe5A1DrEkKgpqZG7hgmc3d3hyRJcscgIgVhHSQiNXO0GgjIVwc5EFKYmpoas+5oLLeqqiqDOzUTEd0u1kEiUjNHq4GAfHWQp8YREREREZHq8IiQglVUVNjlXsbq6mr4+fnJHYOIVIB1kIjUzF5rIGAfdZADIQXz8PCw2w8/EZEtsA4SkZqxBraMp8YREREREZHqcCBERERERESqw4EQERERERGpDgdCRERERESkOhwIERGR6hUUFECSJIOHp6cnevbsiXfeeQf19fVyRyQisio11kHOGkdERPSL5ORkJCUlQQiB8vJyfPTRR5g+fToOHz6MDz74QO54RERWp6Y6yIEQERHRL7p3746UlBT980mTJiEqKgrLly/Hq6++Ch8fHxnTERFZn5rqIE+NIyIiMsLDwwP33XcfhBD46aef5I5DRGRzSq6DHAgRERG1oPEPv7e3t8xJiIjkodQ6qLqBUGVlJWbMmIHQ0FC4ubkhKCgIzz77LGpra5GSkgJJkrB8+XK5YxIRkQxqampQWVmJc+fO4eDBg5g8eTK+//579O7dG+Hh4XLHIyKyOjXVQVUNhA4cOIBu3brh7bffRkVFBbp06YJr165h4cKFSElJwdGjRwEAMTExMieVX+PMIQsWLDDaxtPTEwkJCbYLpTINDQ3Iz8/HiBEjEBMTg27dumHw4MFYsWIFamtr5Y5HNlBTU4OcnBwMGjQIFRUVAIDz58/jiy++gE6nkzmdMs2bNw8+Pj7w9fVFdHQ0srKy8Oijj2Ljxo1yR1Ol69evY926dUhKSkJ0dDTuueceDB06FP/4xz9w7do1ueORDVy+fBmLFy/GwIED9XXwwoUL2LlzJ4QQMqdTJlXVQaES586dE0FBQQKAeO6554RWq9WvmzdvngAgXFxchJOTk6ipqZEx6e2pqqoSAAQAUVVVZfF2tm/fLgCI+fPnG23j4eEhBg4cKFtGJfv666/FnXfeqf93uvnRoUMHsWzZMrljkhVlZWWJO+64w+hnICwsTOzevVvumHbJkhrTWPPS09PFtm3bxJYtW8Sbb74pvL29Rd++fcWlS5f0bevq6kTXrl3Fq6++arCN1NRU8dBDD1kto9ps2LBBBAQEGP0O+Pv7i3/+859yxyQr0el04m9/+5twd3c3+hmIjo4WP/zwg9xR7Y6l9UWNdVA1A6ExY8YIAGL69OlN1ul0OhEZGSkAiMjISBnStR4OhBzfv/71L+Hq6mq08P/28cYbb8gdl6zgb3/7m0n//25ubuLf//633HHtzu0MhG6ueYWFhcLJyUmMGTPGYPnevXuFh4eH2L9/vxBCiM8++0x4eXmJsrIyq2VUk9WrVwsnJ6dbfgckSRJ///vf5Y5LrUyn04mMjAyT6uDvf/978f3338sd2a7c7kBITXVQFafGHTp0CLm5ufD19cW8efOarJckCb169QJgeFpcaWkppk6diri4OLi7u0OSJJw8efKWrzdkyBBIkoRXXnmltd4CqcTp06cxcuRIk0/5eO655/Dll19aORXZUn5+Pl588UWT2tbV1WH48OE4e/aslVOpV58+fZCSkoI1a9bgm2++0S/v2bMnnnvuOTzxxBMoLS3F008/jczMTAQEBMiYVhn+97//Yfz48Sad/imEQHp6Ov773//aIBnZyooVK7BkyRKT2l6+fBlJSUk8ZdyKlFwHVTEQWr16NXQ6HVJSUuDu7t5sm7Zt2wIwHAj9+OOPyM3NxR133IGBAwea9Fr/+Mc/sH///tvObC8aL5hr7kGtb9myZdBqtWb1WbhwoZXSkBzefvtts9pfvnwZOTk5VkpDADBnzhw4Oztjzpw5BstfeOEFuLq6okePHkhISMDo0aNlSqgsixcvxvXr101uX19fj/fee8+KiciWhBB46623zOpTVlaG3NxcKyUiQLl1UBUDoa+++goAkJiYaLRNaWkpAMOB0IABA1BRUYH8/HwkJyff8nWuXLmCZ555xuwvsD1rvGCuuUd1dbXc8RTl+vXrFt2xeevWrYqb11+tjhw5gn//+99m93v//ffR0NBghUQEAGFhYRg9ejS+/PJL7Ny5U7/cxcUF8fHxqKysRFpamowJlePy5ctYtWqV2f0++eQTXLhwwQqJyNZ27NiBw4cPm90vMzPTCmmokVLroIvcAWyhuLgYABASEtLs+qtXr2LPnj0ADAdCTk7mjRNnz56NiIgIjB071uCOvJaKjY1FeXm5WX1aeyap9PR0o6P7YcOG3fb2w8PDzf53Vqrr169bdIqTEAK9e/c2erSTHIelOxdOnToFjUYDFxdVlPRbssaMerNnz8aaNWvw0ksvYfv27QCAXbt2IScnBxkZGZg2bRr279+Pdu3amb1t1sFfXb161aLvQV1dHSIiIuDm5maFVGRLV65csahfUVERNBoNJElq5USOx1qzitprHfT390dRUZFFfVUxWUL79u0FAPHdd981u3758uUCgPD29ja6jRUrVggA4sSJE82u/+6770Tbtm31s5cAEC+//PJt5dZoNCZdKGjs4QiTJfDBBx98WPNhrQtwq6qqRGhoqFiyZIloaGgQ8fHxYurUqayDfPDBh109rDkJgb3UQY1GY/F7UMXuQ39/f2i1WhQVFSE2NtZgXUlJCZ5//nkAQHR0tEXbb2howIQJE5CRkYGuXbvedt5G/v7+ZvfR6XQ4c+ZMq2Wwtk6dOnFP6C/q6+v190gwV4cOHXhESAGqq6tx6dIli/r6+fnxiNAvbFEHp0+fjpCQEEyaNAmSJGHlypXo3r07hg8fbvb91VgHf3X16lWLr0H19vbmESEF0Gq1Fh8V+v/t3XtcVHX+P/DXACoCloJc5CYrFwEVb5iIqJBU6mrlLTRRZGnzrv28ZfW1tnVTs7IM0UhRtzQltZIEbbUNMyNdNVddFLWUiwlKeBlANJjP7w9japLBmZGZM3PO6/l4zB9zbvManXkz73P5HG9vbx4RguV+C1pLHTTl93I9RfzVjI+Px9mzZ7F48WI8/PDDCAkJAQB89913GD9+vPaHh6k3Ul25ciVKS0ubfJQ4Uw7zVVVVwcXFpUlzmNPZs2fh7OwsdQyrUFdXhw4dOqCoqMio9ezs7HDs2DH4+/ubKRlZyg8//IDg4GCjbxIYGBiIM2fO8Mf0r8xdB3fv3o3MzEwcP35c+6MrMDAQS5cuRXJyMo4fP45WrVoZvD3Wwd9UVlbCx8fH6B/Czs7O+PHHH/HAAw+YKRlZSl5eHqKjo41er2/fvvjmm2/MkMj2WOK3oFzqoCL+ai5YsABt2rRBcXExOnXqhC5duiAoKAh9+vRBWFgYYmJiAJjWCJWXl2PhwoV4+eWXUVtbi2vXrmkbq5qaGly7do13gCeD2NvbY/LkyUavN2zYMDZBMhEYGIhBgwYZvd6UKVPYBFnQoEGDcO3atbu+d9OmTcP58+eN+uNPulxcXJCUlGT0euPHj2cTJBNRUVHo1q2b0etNnTq16cOQXnKpg4r4y+nv74/9+/djyJAhcHR0RGFhIdzd3bF27Vrs2LEDp0+fBmBaI1RSUgK1Wo1JkyahTZs22gcAvP7662jTpg1+/PHHJn0/JF8pKSlwc3MzeHk7OzvMmTPHjInI0ubOnWvUqR3u7u42OVIPkT4zZsww6mJrR0dHzJw504yJyJJUKhWef/55o9bp0KEDRo4caaZEJGeKODUOADp16oTs7Oy7pldUVODSpUtwcHBAeHi40dsNCgrSjpzxe3FxcUhKSsLEiRPh4+NjUmZSHg8PD+zYsQOPPfaYQSMnrVq1Cv369bNAMrKUhx9+GCtWrDDoh12rVq3w+eefw9XV1QLJiCwjODgYmZmZGDly5D3vJ+Tg4IBNmzYhLCzMQunIEsaMGYOTJ0/itddeu+eyHh4eyMnJ0d4PksgYimmE9Dlx4gQAIDQ0tMEv0bZt2wD8dr3Orl274O7ujoCAAERGRsLFxUXvBWEBAQFGXyxmLWJjY+95nUJlZaWF0ihL37598fXXXyMlJUXvzXl9fX2xfPlyjB492rLhyCJmzJiBtm3bYu7cufjpp58aXKZHjx5Yv369yYO8EFmzYcOG4YsvvsCUKVNQUFDQ4DJBQUFYvXo14uPjLZyOLOEf//gH2rVrh1deeQU///xzg8v0798fGzZswJ/+9CcLpyO5YCP0ayOk77S4P/7QrD8HNSkpCRs2bDBrNlKuHj164OjRo/juu++wZs0abNq0Cbdv34ajoyM2b96MoUOHcoQwmRs7dixGjRqFzz//HB999BFKS0vRrFkzBAYG4q9//Sseeughjo5EshYXF4dTp07h3//+N9avX4+tW7fi9u3baNmyJXbs2IGBAwfy2jiZmzZtGlJSUrBt2zZs3boV5eXlaNGiBcLDwzFp0iR06dJF6ohk60weeFsmnn32WQFALFu2TOooTeL3Y7Kbc+z4+2ELGa1N/T2l7mesfCKlMLbGZGdni7CwMNG1a1cRFRUlCgoKtPMAiC5duojs7GwhhBB1dXVi+vTpokOHDiIwMFCkpaVpl92yZYsICwtr9J50pmYk1kEiQ5lSX4ypgzt37hQ9e/YUzZs3F3PmzNHZjq3VQcXvSqk/IsTTS4iIlGnatGlIS0vDsWPHEB8fj9WrV+vM//bbbzFkyBAAwMaNG5Gfn48zZ87g0KFDWLZsmXbAnYSEBOTk5Fg8PxHR/TKmDgYHByMjIwPz5s27azu2VgcV3wh9++23EELgsccekzoKERFJoLCwEJGRkaiqqsKRI0fQoUMHvctmZmZi8uTJsLe3h6urK5566ils2bLFgmmJiJqeMXUwJCQEXbt2lcUp+opvhIiISNmEEDhw4AA8PT1x9OjRRneMFRUVoX379trnAQEBRt8EmYjI2hhTB+WEjRARESleTEwMbty4oR2Svv7G2A35/SAV4h6jaxIR2Qpj6qBcsBEiIiLCnRsUjxgxAq6urjhz5kyDy/j7++PChQva54WFhXfdWZ2IyFYZUgflhI0QEREp3s6dOwHcOfWttLQUgYGBDS43evRopKeno66uDhUVFcjMzERCQoIloxIRmYWhdVBO2AgREZHirVixAqGhoRg8eDBSU1Ph5ubW4HLjx49Hx44dERISgl69emHevHkICwuzcFoioqZnaB3Mzc3V3tg9PT0dvr6+yMrKsnDapmH7wz0QERHdpz179sDFxeWey9nb2yMtLc0CiYiILMvQOhgbG4uSkhILJDI/HhEiIiLSw9PTE3379jXovhiZmZkYNmwYPD09LZCMiMgy5FwHeUSIiIgUrbGR30pLSw3eTkJCAq8XIiKbpNQ6yEZIxqqqqqSO0CBrzUVE8mOt9cZacxGRvFhzrbGGbGyEZMxWDksSEZkL6yARKRlrYON4jRARERERESkOjwjJjJOTEyorK6WOYTAnJyepIxCRzLAOEpGS2VoNBKSrg2yEZEalUsHZ2VnqGEREkmEdJCIlYw00HE+NIyIiIiIixWEjRCQjWVlZ6Natm87Dx8cHjo6Ojc7TZ8SIEcjLy7vn66pUKkREROjcY+Ds2bOIjo5GSEgIHnroIeTn52vnxcXFwdXVFStXroQQAv369cP58+fv780TEcG66uDMmTMREBAAlUqFkydP6izPOkhkBQQRWT0fHx8BQPj4+Bi13tWrV0VQUJBYs2aNUfOEEOLgwYMiLi7OoNcBINRqtc60uLg4sX79eiGEEFu3bhVRUVE685OSkkRqaqoQQojt27eLpKQkg16LiJTJFuvgvn37RHFxsWjfvr04ceLEXeuwDhJJi0eEiGRKo9Fg3LhxGDhwIJ555hmD59VLT0/HuHHjtM8feeQRzJo1S/v8+vXrcHd3R3l5+V3rXr58GUePHkViYiIAYOTIkTh//jwuXLjQ4GsNGzYMOTk5UKvVxr5NIiK9pKyDANC/f3/4+voalJV1kMjy2AgRydQrr7yCiooKvPvuu0bNq5ebm4vo6Gjt8927d+OLL77AqVOnAADr1q3D0KFD0bZt27vWLS4uhre3Nxwc7ozHolKp4O/vj6KiogZfq1mzZujcuTMOHDhg1HskImqMlHXQWKyDRJbHRohIhnbs2IGMjAxs374dzZs3N3je75WUlMDLy0v73N7eHsnJydiwYQM0Gg3S0tIwffp0veurVCqd50KIRjN7eXmhpKSk0WWIiAxlDXXQWKyDRJbF4bOJZKagoAApKSn47LPP4O3tbfC8P3JycsLNmzfRpk0b7bTExERERUUhOjoanp6e6NmzZ4Pr+vn5oaSkBLW1tXBwcIAQAsXFxfD399f7ejU1NWjZsqUR75SIqGHWUAdNwTpIZFk8IkQkI2q1GsOHD8err76KmJgYg+c1JCIiAqdPn9aZ5uPjg9DQUEyePBkzZszQu66Hhwe6d++OjRs3AgC2b9+OgIAABAQE6F3n1KlT6Nq16z1zERE1xlrqoClYB4ksi40QkYykpaWhoKAAa9asuWuI2NTUVL3zfvrpp7u2NWrUKOzateuu6ePHj4dGo8HIkSMbzZKeno709HSEhIRg6dKlyMjI0Lts/SAKnTt3Nu4NExH9gTXVwWnTpsHX1xclJSWIj49HUFCQ3mVZB4ksTyXudeI+EUnO19cXFy9ehI+Pj8XOH1er1ejTpw8OHjyoc4fq3NxczJ07F4cPH9ZOU6lUUKvVcHFxMXj7EydORGRkJKZPn44FCxYgODgYKSkpTfoeiEg+WAeJqKnxiBARNahVq1Z45513DLrBn6enJ/r27atzI8HGxMXFYd++fdofFt7e3khOTr6vvERETY11kEjeeESIyAZIsSeUiMiasA4SUVPjESEiIiIiIlIcNkJERERERKQ4bISIiIiIiEhx2AgREREREZHisBEiIiIiIiLFYSNERERERESK4yB1AGpaQghUV1dLHcNgTk5OUKlUUscgIhlhHSQiJbO1GghIVwfZCMlMdXW1UXe1llplZaXO3bqJiO4X6yARKZmt1UBAujrIU+OIiIiIiEhxeERIxsrKyqxyL2NVVRU8PT2ljkFECsA6SERKZq01ELCOOshGSMacnZ2t9sNPRGQJrINEpGSsgY3jqXFERERERKQ4bISIiIiIiEhx2AgREREREZHisBEiIiIiIiLFYSNERESKl5ubC5VKpfNwcXFBjx498Pbbb6O2tlbqiEREZqXEOshR44iIiH6VkJCAoUOHQgiB0tJSfPDBB5g9ezZOnTqF999/X+p4RERmp6Q6yEaIiIjoV926dUNiYqL2+dSpUxEWFoa1a9fitddeg7u7u4TpiIjMT0l1kKfGERER6eHs7IzevXtDCIEffvhB6jhERBYn5zrIRoiIiKgR9X/43dzcJE5CRCQNudZBnhpHRET0q+rqapSXl2vPjX/vvffw/fffo1evXggODpY6HhGR2SmpDiryiFB5eTnmzp2LwMBAODo6ws/PD3PmzMHNmzeRmJgIlUqFtWvXSh1TUvUjhyxdulTvMi4uLoiNjbVcKAWqra3Fzp07UVlZCeBOcVKr1RKnIku6ceMGNm3ahLfeegsrVqxAdna2LEfusRaLFi2Cu7s7PDw8EBERgVWrVuHJJ59EVlaW1NEUq6amBtu3b9fWwZs3b+LmzZsSpyJLKi8vx4YNG/Dmm28iNTUVX375JTQajdSxZEtJdVBxR4SOHz+ORx99FGVlZXB2dkZ4eDguXryI5cuX48KFCygqKgIAdO3aVeKkpGRVVVV488038f777+Onn37STr969Sq8vb0xYcIELFiwAH5+fhKmJHMqLCzEkiVLsHHjRlRVVenM8/X1xaRJkzBnzhy0bNlSooTylJKSgjFjxqC2thYnT57E0qVLUVZWpvPvfOvWLfTs2RNPP/00XnzxRe30iRMnoqysDLt27ZIiuuxUVFRg2bJlyMjIQHl5uc50X19f/OUvf8Hzzz+Ptm3bSpiSzOnUqVNYsmQJPv74Y9y6dUtnXnBwMKZOnYrp06fDwUFxP2fNSlF1UCjIlStXhJ+fnwAg5s+fL9RqtXbeokWLBADh4OAg7OzsRHV1tYRJTVdZWSkACACisrLS5O189dVXAoBYsmSJ3mWcnZ3FgAEDJMsoV+Xl5aJXr17afyN9j3bt2on//ve/UsclMzh69Kjw8PC452egT58+oqKiQuq4VseUGqOv5uXl5Qk7OzsxduxYnelHjhwRzs7O4tixY0IIIT799FPh6uoqLl68aLaMSlJUVCQ6dux4z+9AUFCQOH/+vNRxyQz+/e9/i1atWt3zMzBkyBCb/c1mLqbWFyXWQUWdGjdz5kwUFxdj9uzZeP311+Hi4qKd99JLLyE0NBS1tbUICQnhXlaSxO3bt/HEE0/gP//5zz2XvXTpEgYNGoSLFy9aIBlZSlFREQYNGoTLly/fc9m8vDyMGDGCp8qZUVRUFBITE7F582Z899132uk9evTA/PnzMWHCBJSUlGDSpElIS0uDt7e3hGnlQa1WY9CgQSgoKLjnsufOncOgQYNw7do18wcjizlx4gQef/xxg04Fz8nJQVJSEoQQFkimTHKug4pphPLz85GZmQkPDw8sWrTorvkqlQo9e/YEoHtaXElJCWbOnIno6Gg4OTlBpVLhwoULd63f0N14VSoVunXrZq63ZBH1F8w19KCm9+mnn+LAgQMGL3/p0iW89dZbZkxElvb6668b1ATVy83Nxeeff27GRLRw4ULY29tj4cKFOtNffPFFNG/eHN27d0dsbCzGjBkjUUJ5ycjIQH5+vsHLFxQUYM2aNWZMRJb2yiuvaK8JM8TWrVtx8OBBMyYiudZBxTRCmzZtgkajQWJiIpycnBpcpkWLFgB0G6Fz584hMzMTrVu3xoABA+75OmlpacjLy9M+Pvzww6Z5AxKpv2Cuoccfr1ug+7dq1Sqj11m/fj2qq6vNkIYsTa1W44MPPjB6PVM+N2S4oKAgjBkzBnv37sX+/fu10x0cHBATE4Py8nIkJydLmFA+NBqNSZ/n1atX8+J5mSgpKcGOHTuMXo910LzkWgcV0wh9+eWXAIC4uDi9y5SUlADQbYT69++PsrIy5OTkICEh4Z6vEx4ejqioKO2jS5cu95lcWikpKdizZ0+DD0dHR6njycpPP/2Er7/+2uj1rl27hi+++MIMicjScnJyjNoLWm/v3r1GHUUi47300kuws7PDyy+/rJ124MABZGRkYPr06Zg1axZHMmsC33//Pc6ePWv0eufPn8ehQ4fMkIgsbdu2bSY1tZmZmairqzNDIqonxzqomGE2CgsLAQABAQENzr9165b2sOrvGyE7O+l6xcjISJSWlhq1TlPvEQsKCkJ8fHyD8+zt7e97+8HBwZL+G1uT27dvm7zuX/7yF8yYMaMJ05AUTGmC6nXp0gXNmjVrwjS2y5Q6GBsb2+g1BmFhYTo/sqqqqpCUlIQlS5ZgypQpGDBgABYsWIAVK1YY/dqsg7+pqakxed0///nPvL5XBq5fv27Serdv34afnx+/SzD9t6Ct1kEvLy8cPnzYpHUV0wjVn8alr8hu3LgR169fh5ubG3x8fEx+nYSEBJSXl6Nt27Z4/PHH8frrr8PV1dWkbZWWlsr+QvhLly5JHUEWrl27xouFFY5HhCxr9uzZCAgIwNSpU6FSqbBhwwZ069YNw4cPN/r+aqyDTaOiokLqCCQxfpcsSw51UDGNkJeXF9RqNQ4fPozIyEidecXFxXjhhRcAABERESZt/8EHH8TcuXMxYMAAuLi4IC8vD0uWLMHBgwfxn//8R3v9kbGZjaXRaGyqELRr1457b351P/93bdu2NekzRtalpqYGP//8s9HrqVQqeHl58bv0K3PXwd27dyMzMxPHjx+HSqUCAAQGBmLp0qVITk7G8ePH0apVK4O3xzr4m9raWpSVlZm0roeHB4+KykB1dTWuXr1q9Hp2dnbw8vLSfieVzBK/Ba2pDprye1lLkkG7JTBlyhQBQPj5+YmCggLt9Ly8PBEUFCSaNWsmAIjnnntO7zbWr18vABh8z4KsrCwBQKxfv/4+0xuO9xGybRMmTLjnPRP++OjYsaPQaDRSR6cmUFdXJzp06GD0Z+CZZ56ROrpVsYUaYwsZpfLII48Y/R2IjY2VOjY1kaqqKtG6dWujPwMLFy6UOrrVsJX6Yg05FbMLasGCBWjTpg2Ki4vRqVMndOnSBUFBQejTpw/CwsIQExMDQPf6oPs1dOhQuLi4GHRPGCIAmDp1qknrcA+YPNjZ2WHy5MlGrzdlyhQzpCGShql1kOTBycnJ6NHH7O3t8eyzz5opEcmZYhohf39/7N+/H0OGDIGjoyMKCwvh7u6OtWvXYseOHTh9+jSApm2EAEAIwR+pZLDevXvj+eefN3j5Rx55hD+CZWbmzJlGnVu9cOFC9OjRw3yBiCzsiSeeQFJSksHLP/300xg1apQZE5Gl/e1vfzPqUoXU1FT4+vqaMRHJlWKuEQKATp06ITs7+67pFRUVuHTpEhwcHBAeHt5kr5eVlYWqqir07t27ybZpKfcaOQS4vxGuSL/FixfDzs4OS5YsaXS5oUOHYvPmzTwnXmZatGiBrKwsjB49+p7Dor/88sv429/+ZplgRBaiUqmwZs0aODg4ICMjo9Flk5KS8P7773OHo8w88MAD2LNnD4YNG9bosOh2dnZYsWIFdwiSyRRzRKgxJ06cAACEhoY2eMH5tm3bsG3bNu3QfLt27dJ5DgDjx4/H3//+d2RlZWHv3r1YtGgREhMT0aNHD4PuP0RUz87ODosXL8bRo0fx17/+VecGwHZ2dnj88cexe/du7NixAy4uLhImJXNp1aoVsrOzkZ2djT//+c86P/JUKhUmTZqEY8eO4dVXX+UPQJKlZs2aYc2aNThw4ADGjRuH5s2b68wbM2YMvv76a6xfv15nHsmHh4cHvvnmG2zduvWue0CqVCr8v//3/3Dq1ClMnz5dooQkBypxr93+CrBy5UrMmDED48aNw8aNG++ar++HRlJSEjZs2AAAWLJkCT766CMUFhaipqYGvr6+GDFiBF555RWjRs24X1VVVdofx5WVlXB2drbYaxvKFjJak+rqapSVlaG2thbu7u5o3bq11JHIwq5du4bQ0FCUlZXB29tb9sPq3y9bqDG2kNGaVFZWoqysDEIIeHp6WvTvKlmHn3/+GeHh4bh8+TLr4D3YSn2xhpw8IoTfjgjpuz5ICNHgo74JAoAXXngBJ06cwI0bN3D79m38+OOPePPNN1ms6b45OTnhT3/6E4KDg9kEKVTr1q3h4HDnTGYeAWp6OTk5CA8PR7du3dCnTx+cOXNGO0+lUiEiIgI5OTkA7gxLO2PGDAQGBiIoKAirVq3SLpuZmYnw8HC0bdvW4u9B7lxcXLT/5vy7qkxubm7aU8FZB5ueMXUwOzsbkZGRaNGiBebOnauzHVurg2yE8FsjZOo9hIiIyHZNmzYNaWlpOHbsGOLj47F69Wqd+d9++y2GDBkC4M7Nt/Pz83HmzBkcOnQIy5Yt0w62k5CQoP2hQERkS4ypg8HBwcjIyMC8efPu2o6t1UE2QrjznyuEwGOPPSZ1FCIisrDCwkJERkaiqqoKR44cQYcOHfQum5mZicmTJ8Pe3h6urq546qmnsGXLFgumJSJqesbUwZCQEHTt2lV7poItYyNERESKJoTAgQMH4OnpiaNHjza6U6yoqAjt27fXPg8ICEBRUZElYhIRmY0xdVBO2AgREZHixcTE4MaNG1i1ahX69euHa9eu6V3299cncLwhIpILY+qgXLARIiIiwp3h6UeMGAFXV1edC4V/z9/fHxcuXNA+LywshL+/v4USEhGZlyF1UE7YCBERkeLt3LkTwJ1T30pLSxEYGNjgcqNHj0Z6ejrq6upQUVGBzMxM3iuOiGTB0DooJ2yEiIhI8VasWIHQ0FAMHjwYqampcHNza3C58ePHo2PHjggJCUGvXr0wb948hIWFWTgtEVHTM7QO5ubmwtfXF8uXL0d6ejp8fX2RlZVl4bRNw/aHeyAiIrpPe/bs0d7YrzH29vZIS0uzQCIiIssytA7GxsaipKTEAonMj0eEiIiI9PD09ETfvn0Nui9GZmYmhg0bBk9PTwskIyKyDDnXQR4RIiIiRWts5LfS0lKDt5OQkMDrhYjIJim1DrIRkrGqqiqpIzTIWnMRkfxYa72x1lxEJC/WXGusIRsbIRmzlcOSRETmwjpIRErGGtg4XiNERERERESKwyNCMuPk5ITKykqpYxjMyclJ6ghEJDOsg0SkZLZWAwHp6iAbIZlRqVRwdnaWOgYRkWRYB4lIyVgDDcdT44iIiIiISHHYCBERyUhWVha6deum8/Dx8YGjo2Oj8/QZMWIE8vLy7vm6KpUKEREROveZOHv2LKKjoxESEoKHHnoI+fn52nlxcXFwdXXFypUrIYRAv379cP78+ft780REsK46OHPmTAQEBEClUuHkyZM6y7MOWgFBRERWz8fHRwAQPj4+Rq139epVERQUJNasWWPUPCGEOHjwoIiLizPodQAItVqtMy0uLk6sX79eCCHE1q1bRVRUlM78pKQkkZqaKoQQYvv27SIpKcmg1yIiZbLFOrhv3z5RXFws2rdvL06cOHHXOqyD0uIRISIimdJoNBg3bhwGDhyIZ555xuB59dLT0zFu3Djt80ceeQSzZs3SPr9+/Trc3d1RXl5+17qXL1/G0aNHkZiYCAAYOXIkzp8/jwsXLjT4WsOGDUNOTg7UarWxb5OISC8p6yAA9O/fH76+vgZlZR20PDZCREQy9corr6CiogLvvvuuUfPq5ebmIjo6Wvt89+7d+OKLL3Dq1CkAwLp16zB06FC0bdv2rnWLi4vh7e0NB4c7Y/KoVCr4+/ujqKiowddq1qwZOnfujAMHDhj1HomIGiNlHTQW66DlsREiIpKhHTt2ICMjA9u3b0fz5s0Nnvd7JSUl8PLy0j63t7dHcnIyNmzYAI1Gg7S0NEyfPl3v+iqVSue5EKLRzF5eXigpKWl0GSIiQ1lDHTQW66BlcfhsIiKZKSgoQEpKCj777DN4e3sbPO+PnJyccPPmTbRp00Y7LTExEVFRUYiOjoanpyd69uzZ4Lp+fn4oKSlBbW0tHBwcIIRAcXEx/P399b5eTU0NWrZsacQ7JSJqmDXUQVOwDloWjwgREcmIWq3G8OHD8eqrryImJsbgeQ2JiIjA6dOndab5+PggNDQUkydPxowZM/Su6+Hhge7du2Pjxo0AgO3btyMgIAABAQF61zl16hS6du16z1xERI2xljpoCtZBy2IjREQkI2lpaSgoKMCaNWvuGiI2NTVV77yffvrprm2NGjUKu3btumv6+PHjodFoMHLkyEazpKenIz09HSEhIVi6dCkyMjL0Lls/iELnzp2Ne8NERH9gTXVw2rRp8PX1RUlJCeLj4xEUFKR3WdZBy1OJe520TUREkvP19cXFixfh4+NjsfPH1Wo1+vTpg4MHD+rcpTw3Nxdz587F4cOHtdNUKhXUajVcXFwM3v7EiRMRGRmJ6dOnY8GCBQgODkZKSkqTvgcikg/WQWpqPCJEREQNatWqFd555x2DbvDn6emJvn376txIsDFxcXHYt2+f9oeFt7c3kpOT7ysvEVFTYx2UNx4RIiKyAVLsCSUisiasg9TUeESIiIiIiIgUh40QEREREREpDhshIiIiIiJSHDZCRERERESkOGyEiIiIiIhIcRykDkBNSwiB6upqqWMYzMnJCSqVSuoYRCQjrINEpGS2VgMB6eogGyGZqa6uNupGXlKrrKzUuUEZEdH9Yh0kIiWztRoISFcHeWocEREREREpDo8IyVhZWZlV7mWsqqqCp6en1DGISAFYB4lIyay1BgLWUQfZCMmYs7Oz1X74iYgsgXWQiJSMNbBxPDWOiIiIiIgUh40QEREREREpDhshIiIiIiJSHDZCRERERESkOGyEiIhI8XJzc6FSqXQeLi4u6NGjB95++23U1tZKHZGIyKyUWAc5ahwREdGvEhISMHToUAghUFpaig8++ACzZ8/GqVOn8P7770sdj4jI7JRUB9kIERER/apbt25ITEzUPp86dSrCwsKwdu1avPbaa3B3d5cwHRGR+SmpDvLUOCIiIj2cnZ3Ru3dvCCHwww8/SB2HiMji5FwH2QgRERE1ov4Pv5ubm8RJiIikIdc6yFPjiIiIflVdXY3y8nLtufHvvfcevv/+e/Tq1QvBwcFSxyMiMjsl1UFFHhEqLy/H3LlzERgYCEdHR/j5+WHOnDm4efMmEhMToVKpsHbtWqljEgEAhBC4ceMGrl69Co1GI3UckkBdXZ32/14IIXEaeVu0aBHc3d3h4eGBiIgIrFq1Ck8++SSysrKkjqZoGo0G169fx7Vr11gHFYp10HKUVAcV1wgdP34cnTt3xltvvYWysjKEh4fj9u3bWL58ORITE1FQUAAA6Nq1q8RJpVU/hOLSpUv1LuPi4oLY2FjLhVKYCxcu4IUXXoCnpycefPBBuLq6wtnZGX/5y19w5MgRqeORmQkhcOjQIUycOBHOzs64dOkSAKC0tBT/93//h6KiIokTylNKSgr27NmDXbt24Y033oCbmxvKysrQsmVL7TK3bt1C586dsXjxYp11J06ciMGDB1s6sqydPn0as2bNgqurK1q3bo02bdqgdevWmDFjBvLz86WOR2YmhEBubi6eeuopODo6autgWVkZFi9ejLKyMokTypOi6qBQkCtXrgg/Pz8BQMyfP1+o1WrtvEWLFgkAwsHBQdjZ2Ynq6moJk5qusrJSABAARGVlpcnb+eqrrwQAsWTJEr3LODs7iwEDBkiWUa40Go146623hJ2dnfbfqaHHhAkTxK1bt6SOS2ZQU1Mjxo4d2+j/v52dnXj33XeljmqVTKkx+mpeXl6esLOzE2PHjtWZfuTIEeHs7CyOHTsmhBDi008/Fa6uruLixYtmy6gkdXV1YsGCBY1+BwCIOXPmiLq6Oqnjkhlcv35dPPbYY43+/7do0UJs3rxZ6qhWx9T6osQ6qKhGqP6HxezZs++ap9FoRGhoqAAgQkNDJUjXNNgI2b7XX3/9nn/86x8jR47kjwCZqa2tFY8//rjBn4G3335b6shWpykbISGEmDBhggAg8vLydKa/+uqrIiIiQhQXFwsPDw+jfpCxDjbuueeeM/g7MG3aNKHRaKSOTE2ourpa9O3b1+DPwEcffSR1ZKvS1I2QEPKtg4o5NS4/Px+ZmZnw8PDAokWL7pqvUqnQs2dPALqnxZWUlGDmzJmIjo6Gk5MTVCoVLly4oPd1Pv30U0RHR8PZ2RkPPvgg+vbti//9739N/n5Inv773//i+eefN3j57du3IyMjw4yJyNLee+89o87Dnj17Nk8RMrOFCxfC3t4eCxcu1Jn+4osvonnz5ujevTtiY2MxZswYiRLKy7/+9S+88847Bi+flpaG7Oxs8wUii3vttddw4MABg5dPTk7maXJmJtc6qJhGaNOmTdBoNEhMTISTk1ODy7Ro0QKAbiN07tw5ZGZmonXr1hgwYECjr/Huu+/iqaeeQkxMDLKysrB582bEx8fj5s2bTfdGLKx+5JCGHtT0Vq1aZfQ6K1eu5IWjMiGEQFpamtHrrF692kyJCACCgoIwZswY7N27F/v379dOd3BwQExMDMrLy5GcnCxhQnlZuXKl0esY+70h63Xr1i2sWbPG6HW4U9C8ZFsHJTkOJYHevXsLAOLzzz/Xu8yjjz4qAIjs7GzttN+fdrR+/XoBQJw/f/6udc+dOyeaN28uUlNTmzS3sZr61Lh7PXhqXNNRq9XCycnJ4FMBfv/446Fqsk1ff/21Sf//rVq1ElVVVVLHtxpNfWqcEELk5+cLOzs7ERsbq532zTffiFatWonp06eLkJAQo64tZR1sWFFRkVCpVCZ9D3788Uep41MTyMzMNOn/38/Pj6dI/socp8YJIc86qJj7CBUWFgIAAgICGpx/69YtHDx4EIDuESE7O8MOmq1btw7NmjXDX//61/sL+juRkZEoLS01ap2mHlY0JSVF72HOYcOG3ff2g4ODDf43lrtffvkF1dXVJq07ePBgODs7N3EisrSqqiqT1lOr1ejQoQMcHBRT0htlSh2MjY1t9MhqWFgY6urqtM+rqqqQlJSEJUuWYMqUKRgwYAAWLFiAFStWGP3arIO/qampMfkId69eveDo6NjEicjSbty4YdJ6xcXF8PHx4XcJpv8WtNU66OXlhcOHD5u0rmKOCLVq1UoAEP/5z38anL927VoBQLi5uendRmNHhGJjY0WPHj3E2rVrRUBAgLC3txehoaH3dQGfj4+PSXtF0ATdtaUGS+CDDz74MOfDXHsZn332WTFw4EDtHuhz584JFxcX8dVXX7EO8sEHH1bzMOeRFmupgz4+Pia/B8XsPvTy8oJarcbhw4cRGRmpM6+4uBgvvPACACAiIsKk7V+6dAkXL17ECy+8gNdffx1+fn7IyMjA008/DXd3d8THx5uU2VgajUY7zr4taNeuHffe/Kq2ttbkiz1dXV11xvcn21RdXY2rV6+atK6Xlxfs7e2bOJFtMncd3L17NzIzM3H8+HGoVCoAQGBgIJYuXYrk5GQcP34crVq1Mnh7rIO/uX37Nq5cuWLSum3bttVe60u2S61Wm3xUyNvbW/udVDJL/Ba0pjpoyu9lLZNbKBszZcoUAdw5h7SgoEA7PS8vTwQFBYlmzZoJAOK5557Tu43GjggFBQUJAOLTTz/VTtNoNKJLly6if//+TflWGsXhs21br169jN4T4uzsLK5fvy51dGoCFRUVomXLlkZ/Bvr27St1dKtiCzXGFjJKoba2VrRv397o74C3t7f45ZdfpI5PTeDcuXMmXSc2atQoqaNbDVupL9aQUzG7oBYsWIA2bdqguLgYnTp1QpcuXRAUFIQ+ffogLCwMMTExAHSvDzKGm5sbAOgc+VGpVHj44Ydx8uTJ+38DpAjTpk0zep3x48fjgQceMEMasrQ2bdpg7NixRq83depUM6Qhsjx7e3tMnjzZ6PUmTZrEa+RkIjAwEIMGDTJ6PdZBMoViGiF/f3/s378fQ4YMgaOjIwoLC+Hu7o61a9dix44dOH36NADTG6FOnToBwF0XmWk0GtTU1NxfeFKMhIQEdOvWzeDlXV1dMW/ePPMFIot7/vnn8eCDDxq8fM+ePTFy5EgzJiKyrGeffVbvwEYN8ff3x5QpU8wXiCzulVdeMeo0x8ceewyxsbHmC0SypZhGCLjTrGRnZ2vPP83Ly0NKSgquXr2KS5cuwcHBAeHh4SZt+4knngAA7NmzRztNo9Hg3//+N3r16tUk+Un+HB0dkZ2djbCwsHsu27p1a+zcuRMdOnSwQDKylJCQEGRlZRl0lK9Tp07YuXMnr4sgWXF1dcXu3bvh6+t7z2W9vb2xa9cuuLu7WyAZWUrv3r2RmZlpUG2Ljo7Gxx9/zGuDyCSKaoT0OXHiBAAgNDS0wS/dtm3bsG3bNu3QfLt27dJ5DtwZSrpfv3549tlnsWbNGuzevRsJCQk4deoUXn75Zcu8kSZUP4TiggUL9C5TWVmJ3Nxcy4VSCG9vbxw4cAAzZsxo8Mewg4MDEhISkJeXhz59+kiQkMytf//++PbbbzFq1KgGB0B48MEH8dxzz+Gbb765v4tEiaxUx44d8d133yElJaXBgWAcHR2RnJyM7777zuQdmGTdnnjiCezbtw9DhgxpsMlxd3fHSy+9hL179/L0cDKZSvzxXC4FWrlyJWbMmIFx48Zh48aNd83Xt5chKSkJGzZs0D6/du0a5s+fj08++QRqtRrdunXD3//+dzz22GPmin6XqqoquLi4ALjTqFjjvWVsIaO1qKysxNatWzFr1iyo1Wo8+OCDOHXqFNq1ayd1NLKQixcvYtu2bSgtLUWzZs0QGBiIUaNG8XvTCFuoMbaQ0VpcvXoVH3/8MebNm6etgz/++CNcXV2ljkYW8uOPP+KTTz5BeXk5WrRogfDwcDz55JM8Gq6HrdQXq8gpyRANVubZZ58VAMSyZcukjnLfrGEEjnuxhYzWpv6eUvczVj6RUhhbY7Kzs0VYWJjo2rWriIqK0hlZFIDo0qWLyM7OFkIIUVdXJ6ZPny46dOggAgMDRVpamnbZLVu2iLCwsEbvR2dqRmIdJDKUKfXFmDq4c+dO0bNnT9G8eXMxZ84cne3YWh3kqXH47dQ4U+8hREREtmvatGlIS0vDsWPHEB8fj9WrV+vM//bbbzFkyBAAwMaNG5Gfn48zZ87g0KFDWLZsmXawnYSEBOTk5Fg8PxHR/TKmDgYHByMjI6PBwZpsrQ6yEcKd/1whhEVPYSMiIutQWFiIyMhIVFVV4ciRI40OQJKZmYnJkyfD3t4erq6ueOqpp7BlyxYLpiUianrG1MGQkBB07dpVFkPWsxEiIiJFE0LgwIED8PT0xNGjRxvdKVZUVIT27dtrnwcEBKCoqMgSMYmIzMaYOignbISIiEjxYmJicOPGDaxatQr9+vXDtWvX9C77+wF0BMcbIiKZMKYOygUbISIiIgB2dnYYMWIEXF1dcebMmQaX8ff3x4ULF7TPCwsL4e/vb6GERETmZUgdlBM2QkREpHg7d+4EcOfUt9LSUgQGBja43OjRo5Geno66ujpUVFQgMzMTCQkJloxKRGQWhtZBOWEjREREirdixQqEhoZi8ODBSE1NhZubW4PLjR8/Hh07dkRISAh69eqFefPmISwszMJpiYianqF1MDc3F76+vli+fDnS09Ph6+uLrKwsC6dtGrY/3AMREdF92rNnj/bGfo2xt7dHWlqaBRIREVmWoXUwNjYWJSUlFkhkfjwiREREpIenpyf69u1r0H0xMjMzMWzYMHh6elogGRGRZci5DvKIEBERKVpjI7+VlpYavJ2EhAReL0RENkmpdZCNkIxVVVVJHaFB1pqLiOTHWuuNteYiInmx5lpjDdnYCMmYrRyWJCIyF9ZBIlIy1sDG8RohIiIiIiJSHB4RkhknJydUVlZKHcNgTk5OUkcgIplhHSQiJbO1GghIVwfZCMmMSqWCs7Oz1DGIiCTDOkhESsYaaDieGkdERERERIrDRohIRrKystCtWzedh4+PDxwdHRudp8+IESOQl5d3z9dVqVSIiIjQucfA2bNnER0djZCQEDz00EPIz8/XzouLi4OrqytWrlwJIQT69euH8+fP39+bJyKCddXBmTNnIiAgACqVCidPntRZnnWQyAoIIrJ6Pj4+AoDw8fExar2rV6+KoKAgsWbNGqPmCSHEwYMHRVxcnEGvA0Co1WqdaXFxcWL9+vVCCCG2bt0qoqKidOYnJSWJ1NRUIYQQ27dvF0lJSQa9FhEpky3WwX379oni4mLRvn17ceLEibvWYR0kkhaPCBHJlEajwbhx4zBw4EA888wzBs+rl56ejnHjxmmfP/LII5g1a5b2+fXr1+Hu7o7y8vK71r18+TKOHj2KxMREAMDIkSNx/vx5XLhwocHXGjZsGHJycqBWq419m0REeklZBwGgf//+8PX1NSgr6yCR5bERIpKpV155BRUVFXj33XeNmlcvNzcX0dHR2ue7d+/GF198gVOnTgEA1q1bh6FDh6Jt27Z3rVtcXAxvb284ONwZj0WlUsHf3x9FRUUNvlazZs3QuXNnHDhwwKj3SETUGCnroLFYB4ksj40QkQzt2LEDGRkZ2L59O5o3b27wvN8rKSmBl5eX9rm9vT2Sk5OxYcMGaDQapKWlYfr06XrXV6lUOs+FEI1m9vLyQklJSaPLEBEZyhrqoLFYB4ksi8NnE8lMQUEBUlJS8Nlnn8Hb29vgeX/k5OSEmzdvok2bNtppiYmJiIqKQnR0NDw9PdGzZ88G1/Xz80NJSQlqa2vh4OAAIQSKi4vh7++v9/VqamrQsmVLI94pEVHDrKEOmoJ1kMiyeESISEbUajWGDx+OV199FTExMQbPa0hERAROnz6tM83HxwehoaGYPHkyZsyYoXddDw8PdO/eHRs3bgQAbN++HQEBAQgICNC7zqlTp9C1a9d75iIiaoy11EFTsA4SWRYbISIZSUtLQ0FBAdasWXPXELGpqal65/300093bWvUqFHYtWvXXdPHjx8PjUaDkSNHNpolPT0d6enpCAkJwdKlS5GRkaF32fpBFDp37mzcGyYi+gNrqoPTpk2Dr68vSkpKEB8fj6CgIL3Lsg4SWZ5K3OvEfSKSnK+vLy5evAgfHx+LnT+uVqvRp08fHDx4UOcO1bm5uZg7dy4OHz6snaZSqaBWq+Hi4mLw9idOnIjIyEhMnz4dCxYsQHBwMFJSUpr0PRCRfLAOElFT4xEhImpQq1at8M477xh0gz9PT0/07dtX50aCjYmLi8O+ffu0Pyy8vb2RnJx8X3mJiJoa6yCRvPGIEJENkGJPKBGRNWEdJKKmxiNCRERERESkOGyEiIiIiIhIcdgIERERERGR4rARIiIiIiIixWEjREREREREisNGiIiIiIiIFMdB6gDUtIQQqK6uljqGwZycnKBSqaSOQUQywjpIREpmazUQkK4OshGSmerqaqPuai21yspKnbt1ExHdL9ZBIlIyW6uBgHR1kKfGERERERGR4vCIkIyVlZVZ5V7GqqoqeHp6Sh2DiBSAdZCIlMxaayBgHXWQjZCMOTs7W+2Hn4jIElgHiUjJWAMbx1PjiIiIiIhIcdgIERERERGR4rARIiIiIiIixWEjREREREREisNGiIiIFC83NxcqlUrn4eLigh49euDtt99GbW2t1BGJiMxKiXWQo8YRERH9KiEhAUOHDoUQAqWlpfjggw8we/ZsnDp1Cu+//77U8YiIzE5JdZCNEBER0a+6deuGxMRE7fOpU6ciLCwMa9euxWuvvQZ3d3cJ0xERmZ+S6iBPjSMiItLD2dkZvXv3hhACP/zwg9RxiIgsTs51kI0QERFRI+r/8Lu5uUmchIhIGnKtg4pshMrLyzF37lwEBgbC0dERfn5+mDNnDm7evInExESoVCqsXbtW6phERGRh1dXVKC8vx5UrV3DixAlMmzYN33//PXr16oXg4GCp4xERmZ2S6qDirhE6fvw4Hn30UZSVlcHZ2Rnh4eG4ePEili9fjgsXLqCoqAgA0LVrV4mTSis3NxdxcXFYsmQJFixY0OAyLi4uiIyMRG5urmXDKUhBQQEyMjLw888/AwCuXr2K/fv3IyYmBiqVSuJ0ZG5CCHz99df46KOPUFZWBgcHBwQGBuKZZ56R3R8ja7Fo0SIsWrRIZ9qTTz6J1atXS5SIjh07hg0bNmjr4LVr13DkyBH07NlT4mRkCRqNBl988QW2bduG8vJyNG/eHOHh4XjmmWfg5+cndTxZUlQdFApy5coV4efnJwCI+fPnC7VarZ23aNEiAUA4ODgIOzs7UV1dLWFS01VWVgoAAoCorKw0eTtfffWVACCWLFmidxlnZ2cxYMAAyTLKWUFBgRg4cKD23+mPjy5duoh//etfUsckM8rJyRHh4eF6PwOPPvqoOHfunNQxrZIpNaa+5qWkpIg9e/aIXbt2iTfeeEO4ubmJPn36iGvXrmmXrampEZ06dRKvvfaazjaSkpLEoEGDzJZRaQ4fPiz69Omj9zvQu3dvcfDgQaljkhlt3rxZ/OlPf2rw/9/Ozk6MGDFCXLp0SeqYVsfU+qLEOqioRmjs2LECgJg9e/Zd8zQajQgNDRUARGhoqATpmgYbIdt37Ngx4ebmpvePf/3D3t5ebNmyReq4ZAYffvihsLOzu+dnwN3dXZw8eVLquFbnfhqhP9a8vLw8YWdnJ8aOHasz/ciRI8LZ2VkcO3ZMCCHEp59+KlxdXcXFixfNllFJcnNzhbOz8z2/Ay1bthR79+6VOi6ZwfLly+/5/w9ABAQEiKKiIqnjWpX7bYSUVAcVc41Qfn4+MjMz4eHhcdfhPgBQqVTaw+y/Py2upKQEM2fORHR0NJycnKBSqXDhwoW71o+Njb3rJlT1j8mTJ5vtfZG8XL16FX/+85+1p4A0pq6uDhMmTMCRI0cskIws5bvvvkNycjI0Gs09l71y5QoGDx6MGzduWCCZMkVFRSExMRGbN2/Gd999p53eo0cPzJ8/HxMmTEBJSQkmTZqEtLQ0eHt7S5hWHoqKivDEE0+gqqrqnsvevHkTw4cPx48//miBZGQpn3/+OWbPnm3QshcuXMCf//xnWd7s01rIuQ4qphHatGkTNBoNEhMT4eTk1OAyLVq0AKDbCJ07dw6ZmZlo3bo1BgwYoHf7q1atQl5ens7j//7v/wAAQ4cObcJ3Yln1F8w19KCmt2HDBly8eNHg5W/fvo033njDjInI0pYtW2bUH/Ti4mJ8+OGHZkxECxcuhL29PRYuXKgz/cUXX0Tz5s3RvXt3xMbGYsyYMRIllJeVK1fi+vXrBi+vVquRmppqxkRkaYsXLzZq+RMnTiArK8tMaQiQbx1UTCP05ZdfAgDi4uL0LlNSUgJAtxHq378/ysrKkJOTg4SEBL3rhoeHIyoqSudx7NgxuLu7Y9CgQU30Lixv0aJFcHd3b/BhyN46MpxGozHpQsTt27ejtLTUDInI0kpKSrBjxw6j11u1ahWEEGZIRAAQFBSEMWPGYO/evdi/f792uoODA2JiYlBeXo7k5GQJE8rHzZs3kZGRYfR669ev598kmTh69KjOUQdDrVq1ygxpqJ5c66BiGqHCwkIAQEBAQIPzb926hYMHDwLQbYTs7Ez7J7py5Qp2796NsWPHwsHBdgfnS0lJwZ49exp8ODo6Sh1PVs6fP4+zZ88avV5tba220SfbtnfvXoNOifuj/Px8FBcXmyER1XvppZdgZ2eHl19+WTvtwIEDyMjIwPTp0zFr1izcvHlTwoTycOTIEVRUVBi93vXr17V/w8m2ffHFFyat9+WXX+L27dtNnIZ+T4510HZ/oRupfk9RTU1Ng/M3btyI69evw83NDT4+Pvf9eps3b0ZtbS3Gjx9v8jYiIyON3tNvyo+oxgQFBSE+Pr7Befb29ve9/eDgYJObTbm5nwI+bdo0PP/8802YhqRQWVlp8rq9evVCs2bNmjCN7TKlDsbGxjZ6VC0sLAx1dXXa51VVVUhKSsKSJUswZcoUDBgwAAsWLMCKFSuMfm3Wwd/o+xttiNGjR6Nly5ZNmIakYMxpkX/Uvn37JvltYutM/S1oq3XQy8sLhw8fNmldxTRCXl5eUKvVOHz4MCIjI3XmFRcX44UXXgAARERENMnrffjhhwgLC7vrtYxRWlpq1PUitujSpUtSR5CF69ev39cfD7J9ly9fljqCosyePRsBAQGYOnUqVCoVNmzYgG7dumH48OGIjY01alusg03DlCNJJC88Tdyy5FAHFdMIxcfH4+zZs1i8eDEefvhhhISEALgzQtP48eNx7do1AE1zI9XTp0/j8OHDRl/s90deXl5Gr6PRaGzqj2q7du24J/RXQgiUlpaatCfHw8ODRwNk4JdffjGpobGzs4OXlxdvsvsrc9fB3bt3IzMzE8ePH9f+mwcGBmLp0qVITk7G8ePH0apVK4O3xzr4m7q6OpN/zHp5efFogAzU1NQYNHLqHzk4OMDT09MMiWyPJX4LWlMdNOX3spYkg3ZLoLCwULRp00Z709TOnTuLwMBAAUAMGzZMxMXFCQBi/fr1erexfv16AUCcP3++0dd68cUXhUqlEoWFhU37JgzA+wjZtueff96g+yb8/hEbGyt1bGpCjd1AUt9j4cKFUse2KrZQY2who1QmTJhg9Hfgj/c3IdtVV1cnOnToYPRnYNWqVVJHtxq2Ul+sIadidkH5+/tj//79GDJkCBwdHVFYWAh3d3esXbsWO3bswOnTpwHc/xEhIQQ2bdqE2NhY+Pv7N0V0UpDJkydrh3E31HPPPWeeMCQJY/8/W7ZsiWeffdY8YYgkMGPGDKP2DKtUKsycOdOMiciS7OzsjP7/dHNzQ2JiopkSkZwpphECgE6dOiE7OxtqtRo3btxAXl4eUlJScPXqVVy6dAkODg4IDw+/r9f4+uuvUVhYeF+DJJByBQQEYOPGjQb/CHj++efxxBNPmDkVWdJTTz1lcDNkb2+Pjz76CL6+vuYNRWRBkZGRePfddw1efvny5YiKijJjIrK0GTNmYOzYsQYt6+joiM8++8yo07CI6inmGqHGnDhxAgAQGhra4N74bdu2AYB2RIpdu3bB3d0dAQEBdw2G8OGHH6Jly5YYNWqUmVOb171GDgHub4Qr0m/UqFH47LPPkJycrPc86RYtWuBvf/sbR4qTqeXLl8PV1RX/+Mc/9I4m2LZtW3zwwQcYPHiwhdMRmd+0adPg7OyMmTNnQq1WN7iMi4sL3n77bTzzzDMWTkfmZmdnhw8//BAeHh5YuXKlzkhlv+fn54ePP/6YjTCZTCXu9WtXAVauXIkZM2Zg3Lhx2Lhx413z9V2AnJSUhA0bNmif19TUwMvLC0OGDMFHH31krriNqqqqgouLC4A7jYqzs7MkORpjCxmtQU1NDbZu3Yo1a9bgxx9/RG1tLdq1a4dx48YhOTkZbm5uUkckM7ty5QrWrVuHzZs348SJE9BoNGjevDnWrVuHUaNGGX0apVLYQo2xhYzWQK1W46OPPsL69etRVFQEIQT8/PwwceJEJCYm4oEHHpA6IplZSUkJ1qxZg23btuH06dPQaDRo0aIFtmzZgqFDh9r0vRrNxVbqizXkZCMEYNKkSXj//fexbNkyzJs3T+o498UaPlT3YgsZiayNr68vLl68CB8fH5SUlEgdx6rZQo2xhYxE1oZ10DC2Ul+sIaeirhHSp/7UuKa6hxAREdmOnJwchIeHo1u3bujTpw/OnDmjnadSqRAREYGcnBwAd4alnTFjBgIDAxEUFIRVq1Zpl83MzER4eDjatm1r8fdARHQ/jKmD2dnZiIyMRIsWLTB37lyd7dhaHWQjBODbb7+FEAKPPfaY1FGIiMjCpk2bhrS0NBw7dgzx8fFYvXq1zvxvv/0WQ4YMAQBs3LgR+fn5OHPmDA4dOoRly5ZpRx1NSEjQ/lAgIrIlxtTB4OBgZGRkNHgWla3VQTZCRESkaIWFhYiMjERVVRWOHDmCDh066F02MzMTkydPhr29PVxdXfHUU09hy5YtFkxLRNT0jKmDISEh6Nq1qyyuz2IjREREiiaEwIEDB+Dp6YmjR482enZAUVER2rdvr30eEBCAoqIiS8QkIjIbY+qgnLARIiIixYuJicGNGzewatUq9OvXD9euXdO77O9HEuV4Q0QkF8bUQblgI0RERIQ79y4ZMWIEXF1ddS4U/j1/f39cuHBB+7ywsBD+/v4WSkhEZF6G1EE5YSNERESKt3PnTgB3Tn0rLS1FYGBgg8uNHj0a6enpqKurQ0VFBTIzM5GQkGDJqEREZmFoHZQTNkJERKR4K1asQGhoKAYPHozU1FS9NyweP348OnbsiJCQEPTq1Qvz5s1DWFiYhdMSETU9Q+tgbm4ufH19sXz5cqSnp8PX1xdZWVkWTts0bH+4ByIiovu0Z88e7Y39GmNvb4+0tDQLJCIisixD62BsbKxsbmjLI0JERER6eHp6om/fvgbdFyMzMxPDhg2Dp6enBZIREVmGnOsgjwgREZGiNTbyW2lpqcHbSUhI4PVCRGSTlFoH2QjJWFVVldQRGmStuYhIfqy13lhrLiKSF2uuNdaQjY2QjNnKYUkiInNhHSQiJWMNbByvESIiIiIiIsXhESGZcXJyQmVlpdQxDObk5CR1BCKSGdZBIlIyW6uBgHR1kI2QzKhUKjg7O0sdg4hIMqyDRKRkrIGG46lxRERERESkOGyEiIhkJCsrC926ddN5+Pj4wNHRsdF5+owYMQJ5eXn3fF2VSoWIiAid+0ycPXsW0dHRCAkJwUMPPYT8/HztvLi4OLi6umLlypUQQqBfv344f/78/b15IiJYVx2cOXMmAgICoFKpcPLkSZ3lWQetgCAiIqvn4+MjAAgfHx+j1rt69aoICgoSa9asMWqeEEIcPHhQxMXFGfQ6AIRardaZFhcXJ9avXy+EEGLr1q0iKipKZ35SUpJITU0VQgixfft2kZSUZNBrEZEy2WId3LdvnyguLhbt27cXJ06cuGsd1kFp8YgQEZFMaTQajBs3DgMHDsQzzzxj8Lx66enpGDdunPb5I488glmzZmmfX79+He7u7igvL79r3cuXL+Po0aNITEwEAIwcORLnz5/HhQsXGnytYcOGIScnB2q12ti3SUSkl5R1EAD69+8PX19fg7KyDloeGyEiIpl65ZVXUFFRgXfffdeoefVyc3MRHR2tfb5792588cUXOHXqFABg3bp1GDp0KNq2bXvXusXFxfD29oaDw50xeVQqFfz9/VFUVNTgazVr1gydO3fGgQMHjHqPRESNkbIOGot10PLYCBERydCOHTuQkZGB7du3o3nz5gbP+72SkhJ4eXlpn9vb2yM5ORkbNmyARqNBWloapk+frnd9lUql81wI0WhmLy8vlJSUNLoMEZGhrKEOGot10LI4fDYRkcwUFBQgJSUFn332Gby9vQ2e90dOTk64efMm2rRpo52WmJiIqKgoREdHw9PTEz179mxwXT8/P5SUlKC2thYODg4QQqC4uBj+/v56X6+mpgYtW7Y04p0SETXMGuqgKVgHLYtHhIiIZEStVmP48OF49dVXERMTY/C8hkREROD06dM603x8fBAaGorJkydjxowZetf18PBA9+7dsXHjRgDA9u3bERAQgICAAL3rnDp1Cl27dr1nLiKixlhLHTQF66BlsREiIpKRtLQ0FBQUYM2aNXcNEZuamqp33k8//XTXtkaNGoVdu3bdNX38+PHQaDQYOXJko1nS09ORnp6OkJAQLF26FBkZGXqXrR9EoXPnzsa9YSKiP7CmOjht2jT4+vqipKQE8fHxCAoK0rss66DlqcS9TtomIiLJ+fr64uLFi/Dx8bHY+eNqtRp9+vTBwYMHde5Snpubi7lz5+Lw4cPaaSqVCmq1Gi4uLgZvf+LEiYiMjMT06dOxYMECBAcHIyUlpUnfAxHJB+sgNTUeESIioga1atUK77zzjkE3+PP09ETfvn11biTYmLi4OOzbt0/7w8Lb2xvJycn3lZeIqKmxDsobjwgREdkAKfaEEhFZE9ZBamo8IkRERERERIrDRoiIiIiIiBSHjRARERERESkOGyEiIiIiIlIcNkJERERERKQ4DlIHoKYlhEB1dbXUMQzm5OQElUoldQwikhHWQSJSMlurgYB0dZCNkMxUV1cbdSMvqVVWVurcoIyI6H6xDhKRktlaDQSkq4M8NY6IiIiIiBSHR4RkrKyszCr3MlZVVcHT01PqGESkAKyDRKRk1loDAeuog2yEZMzZ2dlqP/xERJbAOkhESsYa2DieGkdERERERIrDRoiIiIiIiBSHjRARERERESkOGyEiIiIiIlIcNkJERKR4ubm5UKlUOg8XFxf06NEDb7/9Nmpra6WOSERkVkqsgxw1joiI6FcJCQkYOnQohBAoLS3FBx98gNmzZ+PUqVN4//33pY5HRGR2SqqDbISIiIh+1a1bNyQmJmqfT506FWFhYVi7di1ee+01uLu7S5iOiMj8lFQHeWocERGRHs7OzujduzeEEPjhhx+kjkNEZHFyroNshIiIiBpR/4ffzc1N4iRERNKQax3kqXFERES/qq6uRnl5ufbc+Pfeew/ff/89evXqheDgYKnjERGZnZLqoCKPCJWXl2Pu3LkIDAyEo6Mj/Pz8MGfOHNy8eROJiYlQqVRYu3at1DElVT9yyNKlS/Uu4+LigtjYWMuFUqjTp08jOzsbWVlZOHToEDQajdSRyII0Gg0OHjyImzdvAgB++eUXiRPJ26JFi+Du7g4PDw9ERERg1apVePLJJ5GVlSV1NMUSQuD48ePYuXMnPv/8cxw7dgxCCKljkQXV1tbiwIED2joox9HLrImS6qDiGqHjx4+jc+fOeOutt1BWVobw8HDcvn0by5cvR2JiIgoKCgAAXbt2lTgpKVldXR0++ugjxMTEICwsDEOHDsUTTzyB3r17IzQ0FG+//TbUarXUMcmMrl+/jjfffBMhISGIiopCRUUFAODy5cvo378/tmzZwqbYDFJSUrBnzx7s2rULb7zxBtzc3FBWVoaWLVtql7l16xY6d+6MxYsX66w7ceJEDB482NKRZevWrVtYu3Ytevbsia5du2LYsGF4/PHH0b17d3Tr1g3p6emoqamROiaZ0ZUrV/D3v/8dAQEBiImJ0dbBsrIyDB48GDt37mRTbAaKqoNCQa5cuSL8/PwEADF//nyhVqu18xYtWiQACAcHB2FnZyeqq6slTGq6yspKAUAAEJWVlSZv56uvvhIAxJIlS/Qu4+zsLAYMGCBZRrm6efOmGD58uPbfSN+jS5cuoqSkROq4ZAaFhYUiLCzsnp+B0aNHi5qaGqnjWh1Taoy+mpeXlyfs7OzE2LFjdaYfOXJEODs7i2PHjgkhhPj000+Fq6uruHjxotkyKsm1a9dEbGzsPb8DMTExoqKiQuq4ZAb/+9//tL/ZGntMnTpV1NXVSR3XqphaX5RYBxV1RGjmzJkoLi7G7Nmz8frrr8PFxUU776WXXkJoaChqa2sREhKi0/USWYpGo8GECRPw6aef3nPZEydO4LHHHsO1a9fMH4wspqKiAo8++ihOnTp1z2W3bt2Kv/zlL9wjakZRUVFITEzE5s2b8d1332mn9+jRA/Pnz8eECRNQUlKCSZMmIS0tDd7e3hKmlYfbt2/jySefRG5u7j2X/eabb/D444/zyJDMFBcXIz4+HsXFxfdcdtWqVZg3b54FUimXnOugYhqh/Px8ZGZmwsPDA4sWLbprvkqlQs+ePQHonhZXUlKCmTNnIjo6Gk5OTlCpVLhw4UKDr7F//34MHDgQbdu2RevWrREVFYVPPvnELO/HUuovmGvoQU3vX//6F7Zu3Wrw8v/73/+wYsUKMyYiS3vzzTe1p+ga4qOPPsJXX31lxkS0cOFC2NvbY+HChTrTX3zxRTRv3hzdu3dHbGwsxowZI1FCedm0aZNBTVC9b775Bh988IH5ApHFvfzyy7h06ZLByy9fvhz5+flmTERyrYOKaYQ2bdoEjUaDxMREODk5NbhMixYtAOg2QufOnUNmZiZat26NAQMG6N3+f//7XzzyyCOwt7fHhg0bkJmZiYCAAIwcORI7d+5s2jdjQfUXzDX0qKqqkjqe7Kxatcrodd5//31eQC8T9ddEGMuUzw0ZLigoCGPGjMHevXuxf/9+7XQHBwfExMSgvLwcycnJEiaUF1M+z2lpaTwyKhMVFRXYsmWL0eutXr3aDGmonlzroGIaoS+//BIAEBcXp3eZkpISALqNUP/+/VFWVoacnBwkJCToXTczMxMqlQo7duzA0KFD8dhjj+Gjjz5C+/btsWnTpiZ6F5ZXf8FcQw9HR0ep48nKlStXTGqaf/rpJ+zdu9cMicjSdu/ejStXrhi93meffYarV6+aIRHVe+mll2BnZ4eXX35ZO+3AgQPIyMjA9OnTMWvWLO2IVmS6//3vfzh8+LDR6x0/fhz//e9/zZCILO3jjz826VTHf/7znxxAxszkWAcVcx+hwsJCAEBAQECD82/duoWDBw8C0G2E7OwM6xVv376N5s2b6zQHdnZ2aNWqlclfzMjISJSWlhq1TlMXgaCgIMTHxzc4z97e/r63HxwcbPC/sdz98ssvJu/RfPrpp+Hs7NzEicjSKisrTVqvrq4OoaGhaNasWRMnsk2m1MHY2NhGv39hYWGoq6vTPq+qqkJSUhKWLFmCKVOmYMCAAViwYIFJp6qyDv7mfq71GThwIK/vlYHr16+btJ5arYavry+/SzD9t6Ct1kEvLy+TdqAAUM6oca1atRIAxH/+858G569du1YAEG5ubnq3sX79egFAnD9//q55J06cEC1bthRz5swRpaWl4ueffxZvvPGGaN68ufj6669Nyuzj43PP0VIae9jCqHF88MEHH+Z8mGskomeffVYMHDhQaDQaIYQQ586dEy4uLuKrr75iHeSDDz6s5mHO0dispQ76+PiY/B4Uc0TIy8sLarUahw8fRmRkpM684uJivPDCCwCAiIgIk7bfuXNnfPXVVxg+fDjeeustAICzszO2bt2Kfv36mZzZWBqNxqgLDKXWrl077r35VV1dndFHAOu5ubnxVEUZuHnzpvY+Gcbid+k35q6Du3fvRmZmJo4fPw6VSgUACAwMxNKlS5GcnIzjx4+jVatWBm+P/3e/+eWXX3D58mWT1vXw8OBRURmoqqoyaTRUlUqFdu3aab+TSmaJ34LWVAdN+b2sZXILZWOmTJkiAAg/Pz9RUFCgnZ6XlyeCgoJEs2bNBADx3HPP6d1GY0eEzpw5I/z8/MTjjz8ucnJyxL/+9S+RnJwsWrZsKb788ktzvKUG8T5Ctu2JJ54waU/IL7/8InV0agK3bt0SHh4eRn8GRo8eLXV0q2ILNcYWMkrloYceMvo70L17d+1eabJtFRUVomXLlkZ/BmbOnCl1dKthK/XFGnIqZhfUggUL0KZNGxQXF6NTp07o0qULgoKC0KdPH4SFhSEmJgaA7vVBxnjxxRfh5OSETz75BIMHD8YjjzyCdevWISoqCnPmzGnKt0IyNnXqVKPXmTRpEhwcFHNwV9aaN2+Ov/71r0avZ8rnhshamfJ5njp1Ko8EyESbNm0wduxYo9ebMmWKGdKQ3CmmEfL398f+/fsxZMgQODo6orCwEO7u7li7di127NiB06dPAzC9ETpx4gQiIiLuGkCgZ8+eBt0YkQgAHnnkEaP+AERERGDWrFlmTESWNnfuXISHhxu8/IQJExod2p/I1jz99NN6B+lpSGxsLMaPH2/GRGRpf//73+Hr62vw8vPnz0doaKgZE5FcKWo3cqdOnZCdnX3X9IqKCly6dAkODg5G/QD5PS8vLxw7dgy1tbU6e+f/85//wMfHx+TMUrnXyCGA6SNckX4qlQrr169HXV0dPv7440aX7d69O7Kzs/HAAw9YKB1ZQuvWrfHFF19gyJAhOHHiRKPLPv3001izZg33hJOsNGvWDNu3b8fIkSPveWuA2NhYfPrpp9r7AJI8+Pj4YO/evRg0aJDem9jXmzVrFpYsWWKZYCQ7ijki1Jj6HxuhoaENFtNt27Zh27Zt2qH5du3apfMcAKZNm4azZ8/iySefxOeff47du3djwoQJ2LdvH/fYk1FatGiBzZs34+OPP0ZsbOxd88PCwpCamor9+/ejXbt2lg9IZufr64sDBw5gxYoV6Nix413zBw4ciO3bt2Pjxo1o3ry5BAmJzOuBBx5ATk4ONmzYgIceeuiu+T179sS6devwxRdfoHXr1pYPSGbXsWNHHD58GEuWLEH79u115qlUKgwbNgy7d+/GO++8w8FGyGQqca/d/gqwcuVKzJgxA+PGjcPGjRvvmq9vb2tSUhI2bNigfb5z5068/vrryM/PR11dHUJCQvDcc8/h6aefNlf0u1RVVcHFxQXAnSM21nhvGVvIaE3OnTuHqKgo/Pzzz3B3d0dZWRmPACiIEALff/89SktL0axZM3To0AGBgYFSx7JqtlBjbCGjNcnPz0f//v3x888/w8PDA2VlZVJHIguqq6vD4cOHUV5ejhYtWqBjx47w8/OTOpbVspX6Yg052ULjtyNC+q4PEkI0+Ph9EwQAQ4cOxf79+/Hzzz/j2rVrOHTokEWbIJKnoKAg7dDYzZs3ZxOkMCqVCj169MCQIUPwyCOPsAkyg5ycHISHh6Nbt27o06cPzpw5o52nUqkQERGBnJwcAHeGpZ0xYwYCAwMRFBSEVatWaZfNzMxEeHg42rZta/H3IHfh4eHaOsghspXH3t4evXv3xp///GfEx8ezCTIDY+pgdnY2IiMj0aJFC8ydO1dnO7ZWB9kI4bdGyNR7CBERke2aNm0a0tLScOzYMcTHx2P16tU687/99lsMGTIEALBx40bk5+fjzJkzOHToEJYtW6YdbCchIUH7Q4GIyJYYUweDg4ORkZGBefPm3bUdW6uDbIRw5z9XCIHHHntM6ihERGRhhYWFiIyMRFVVFY4cOYIOHTroXTYzMxOTJ0+Gvb09XF1d8dRTT2HLli0WTEtE1PSMqYMhISHo2rWrLG7dwUaIiIgUTQiBAwcOwNPTE0ePHm10p1hRUZHOhdsBAQEoKiqyREwiIrMxpg7KCRshIiJSvJiYGNy4cQOrVq1Cv379cO3aNb3L/v46PY43RERyYUwdlAs2QkRERADs7OwwYsQIuLq66lwo/Hv+/v469zUpLCyEv7+/hRISEZmXIXVQTtgIERGR4u3cuRPAnVPfSktL9Y7ON3r0aKSnp6Ourg4VFRXIzMxEQkKCJaMSEZmFoXVQTtgIERGR4q1YsQKhoaEYPHgwUlNT4ebm1uBy48ePR8eOHRESEoJevXph3rx5CAsLs3BaIqKmZ2gdzM3Nha+vL5YvX4709HT4+voiKyvLwmmbhu0P90BERHSf9uzZo72xX2Ps7e2RlpZmgURERJZlaB2MjY1FSUmJBRKZH48IERER6eHp6Ym+ffsadF+MzMxMDBs2DJ6enhZIRkRkGXKugzwiREREitbYyG+lpaUGbychIYHXCxGRTVJqHWQjJGNVVVVSR2iQteYiIvmx1npjrbmISF6sudZYQzY2QjJmK4cliYjMhXWQiJSMNbBxvEaIiIiIiIgUh0eEZMbJyQmVlZVSxzCYk5OT1BGISGZYB4lIyWytBgLS1UE2QjKjUqng7OwsdQwiIsmwDhKRkrEGGo6nxhERERERkeKwESKSkaysLHTr1k3n4ePjA0dHx0bn6TNixAjk5eXd83VVKhUiIiJ07jFw9uxZREdHIyQkBA899BDy8/O18+Li4uDq6oqVK1dCCIF+/frh/Pnz9/fmiYhgXXVw5syZCAgIgEqlwsmTJ3WWZx0ksgKCiKyej4+PACB8fHyMWu/q1asiKChIrFmzxqh5Qghx8OBBERcXZ9DrABBqtVpnWlxcnFi/fr0QQoitW7eKqKgonflJSUkiNTVVCCHE9u3bRVJSkkGvRUTKZIt1cN++faK4uFi0b99enDhx4q51WAeJpMUjQkQypdFoMG7cOAwcOBDPPPOMwfPqpaenY9y4cdrnjzzyCGbNmqV9fv36dbi7u6O8vPyudS9fvoyjR48iMTERADBy5EicP38eFy5caPC1hg0bhpycHKjVamPfJhGRXlLWQQDo378/fH19DcrKOkhkeWyEiGTqlVdeQUVFBd59912j5tXLzc1FdHS09vnu3bvxxRdf4NSpUwCAdevWYejQoWjbtu1d6xYXF8Pb2xsODnfGY1GpVPD390dRUVGDr9WsWTN07twZBw4cMOo9EhE1Rso6aCzWQSLLYyNEJEM7duxARkYGtm/fjubNmxs87/dKSkrg5eWlfW5vb4/k5GRs2LABGo0GaWlpmD59ut71VSqVznMhRKOZvby8UFJS0ugyRESGsoY6aCzWQSLL4vDZRDJTUFCAlJQUfPbZZ/D29jZ43h85OTnh5s2baNOmjXZaYmIioqKiEB0dDU9PT/Ts2bPBdf38/FBSUoLa2lo4ODhACIHi4mL4+/vrfb2amhq0bNnSiHdKRNQwa6iDpmAdJLIsHhEikhG1Wo3hw4fj1VdfRUxMjMHzGhIREYHTp0/rTPPx8UFoaCgmT56MGTNm6F3Xw8MD3bt3x8aNGwEA27dvR0BAAAICAvSuc+rUKXTt2vWeuYiIGmMtddAUrINElsVGiEhG0tLSUFBQgDVr1tw1RGxqaqreeT/99NNd2xo1ahR27dp11/Tx48dDo9Fg5MiRjWZJT09Heno6QkJCsHTpUmRkZOhdtn4Qhc6dOxv3homI/sCa6uC0adPg6+uLkpISxMfHIygoSO+yrINElqcS9zpxn4gk5+vri4sXL8LHx8di54+r1Wr06dMHBw8e1LlDdW5uLubOnYvDhw9rp6lUKqjVari4uBi8/YkTJyIyMhLTp0/HggULEBwcjJSUlCZ9D0QkH6yDRNTUeESIiBrUqlUrvPPOOwbd4M/T0xN9+/bVuZFgY+Li4rBv3z7tDwtvb28kJyffV14ioqbGOkgkbzwiRGQDpNgTSkRkTVgHiaip8YgQEREREREpDhshIiIiIiJSHDZCRERERESkOGyEiIiIiIhIcdgIERERERGR4jhIHYCalhAC1dXVUscwmJOTE1QqldQxiJqMrX0HAX4PiahpsQ6SrWAjJDPV1dVG3cxNapWVlTo3qSOydbb2HQT4PSSipsU6SLaCp8YREREREZHi8IiQjJWVlVnl3o2qqip4enpKHYPI7Kz1Owjwe0hElsE6SNaMjZCMOTs7W23xIVICfgeJSOlYB8ma8dQ4IiIiIiJSHDZCRERERESkOGyEiIiIiIhIcdgIERERERGR4rARIiKSWG5uLlQqlc7DxcUFPXr0wNtvv43a2lqpIxIRmRXrIEmBo8YREVmJhIQEDB06FEIIlJaW4oMPPsDs2bNx6tQpvP/++1LHIyIyO9ZBsiQ2QkREVqJbt25ITEzUPp86dSrCwsKwdu1avPbaa3B3d5cwHRGR+bEOkiXx1DgiIivl7OyM3r17QwiBH374Qeo4REQWxzpI5sRGiIjIitX/4Xdzc5M4CRGRNFgHyVx4ahwRkZWorq5GeXm59tz49957D99//z169eqF4OBgqeMREZkd6yBZkiKPCJWXl2Pu3LkIDAyEo6Mj/Pz8MGfOHNy8eROJiYlQqVRYu3at1DGJSGEWLVoEd3d3eHh4ICIiAqtWrcKTTz6JrKwsqaMREVkE6yBZkuIaoePHj6Nz58546623UFZWhvDwcNy+fRvLly9HYmIiCgoKAABdu3aVOKm06oexXLp0qd5lXFxcEBsba7lQClNdXY2MjAz06dMHly5dAgCUlZVh8eLFKCsrkzgdmUNKSgr27NmDXbt24Y033oCbmxvKysrQsmVL7TK3bt1C586dsXjxYp11J06ciMGDB1s6MpFZXb9+HampqejZs6e2Dl6+fBnvvPMOrl27Jm04MgvWQbIooSBXrlwRfn5+AoCYP3++UKvV2nmLFi0SAISDg4Ows7MT1dXVEiY1XWVlpQAgAIjKykqTt/PVV18JAGLJkiV6l3F2dhYDBgyQLKOcffLJJ6J169baf6c/Ppo1ayb+/ve/C41GI3VU+gNTPt/6vm95eXnCzs5OjB07Vmf6kSNHhLOzszh27JgQQohPP/1UuLq6iosXL5o1J5ElrV27Vjg5Oemtgy1bthSrV6+WOiY1gHWQbIWijgjNnDkTxcXFmD17Nl5//XW4uLho57300ksIDQ1FbW0tQkJCdPY8EFnSli1bMHLkyEb3dv7yyy94+eWXMW/ePMsFI4uLiopCYmIiNm/ejO+++047vUePHpg/fz4mTJiAkpISTJo0CWlpafD29pYwLVHTeffdd/HMM8+gurpa7zI3b97ElClT8NZbb1kwGVka6yCZk2Iaofz8fGRmZsLDwwOLFi26a75KpULPnj0B6J4WV1JSgpkzZyI6OhpOTk5QqVS4cOFCg6/x1VdfISYmBi1btoSrqyvGjx/PU5jIKD/++COSkpIghDBo+bfeeguffPKJmVORlBYuXAh7e3ssXLhQZ/qLL76I5s2bo3v37oiNjcWYMWMkSkjUtA4dOoTnnnvO4OXnzp2Lb7/91nyBSHKsg2QuimmENm3aBI1Gg8TERDg5OTW4TIsWLQDoNkLnzp1DZmYmWrdujQEDBujd/v79+/Hoo4+iTZs22L59O9555x3k5uZi4MCBuHXrVtO+GQuqH72loQc1vffeew+3b982ap0VK1aYKQ1Zg6CgIIwZMwZ79+7F/v37tdMdHBwQExOD8vJyJCcnS5iQqGmlpqYavDOo3rvvvmumNGQNWAfJXBTTCH355ZcAgLi4OL3LlJSUANBthPr374+ysjLk5OQgISFB77qvvvoq/vSnP+Gzzz7DkCFDMGHCBGzbtg3/+9//kJGR0UTvwvLqR29p6FFVVSV1PFmpqakx6bPy9ddf4+TJk2ZIRNbipZdegp2dHV5++WXttAMHDiAjIwPTp0/HrFmzcPPmTQkTEjWN8vJyfPzxx0avt337dpSWlpohEVkL1kEyB8XcR6iwsBAAEBAQ0OD8W7du4eDBgwB0GyE7O8N6xYMHDyIpKQn29vbaab1794arqys+/fRTTJ061ejMkZGRRhd2jUZj9Os0JiUlRe+h5mHDht339oODgw3+N5a7X375BRUVFSat269fPzg7OzdxIjKFKd/B2NjYRveAh4WFoa6uTvu8qqoKSUlJWLJkCaZMmYIBAwZgwYIFJh8d5PeQrMWtW7eMPioOALW1tejcuTMcHR3NkIqMxTpIluTl5YXDhw+btK5iGqH6oxc1NTUNzt+4cSOuX78ONzc3+Pj4GL19Ozs77al1v+fo6Gjy3vrS0lJcvHjRpHWbSlBQEOLj4xuc9/umz1T1w6HS/bl27RqHklWQ2bNnIyAgAFOnToVKpcKGDRvQrVs3DB8+3KQh7fk9JDn4+eefpY5AFsQ6SE1BMY2Ql5cX1Go1Dh8+jMjISJ15xcXFeOGFFwAAERERJm2/Y8eOOqOZAHeOQl26dAnNmjUzObOxNBqNTX2Z27Vrxz0wv6qtrTV5cI02bdrovfaNLMvc38Hdu3cjMzMTx48fh0qlAgAEBgZi6dKlSE5OxvHjx9GqVSujtsnvIVmLW7dumXwNatu2bRvcIUmWxzpIlmTK7+V6immE4uPjcfbsWSxevBgPP/wwQkJCAADfffcdxo8fr92bbuqNVGfNmoXExET87W9/w9SpU1FRUYG//vWvsLOzM/mLZcphvqqqKp1hwa3d2bNneUrXr4QQCAsL097U11DNmjXDqVOn4OnpaaZkZAxzfwcHDRrU4NG/adOmYdq0aSZtk99DshY1NTXw8/Mzuhlq06YNCgsLuUPISrAOkq1QTOu7YMECtGnTBsXFxejUqRO6dOmCoKAg9OnTB2FhYYiJiQFgeiM0btw4vPTSS1i6dCk8PT0RFhYGLy8vDB48GO3atWvKt0IypVKpMGXKFKPXGzVqFJsgIpIFR0dHpKSkGL1ecnIymyAiMppiGiF/f3/s378fQ4YMgaOjIwoLC+Hu7o61a9dix44dOH36NADTGyEA+Mc//oGff/4Zx48fx6VLl7B161acPXtW22QR3UtSUhL8/PwMXr5Fixa8qSoRycq0adPQpk0bg5d/8MEHMX36dDMmIiK5UsypcQDQqVMnZGdn3zW9oqICly5dgoODA8LDw+/rNZydndGlSxcAQHZ2NgoKCrBu3br72iYpR+vWrZGTk4OHH34YV65caXTZZs2aYdOmTejevbuF0hERmZ+fnx+ysrIwZMgQqNXqRpd1dnbGZ599hj/96U8WSkdEcqKoRkifEydOAABCQ0MbvNBy27ZtAH67ZmfXrl1wd3dHQECAduCFw4cP41//+hd69OgBIQT279+PN998E/Pnz0d0dLSF3knTudcwlgBQWVlpoTTK0rlzZ+Tl5WH69OnYvXt3g8t0794db731VqP3xSIislUxMTH4+uuvMWvWLHz99dd6l3nnnXfQs2dPC6cjIrlgI4TfGiF9p8WNHj1a53n9PYGSkpKwYcMGAHdOUcrOzsbrr7+O27dvIzw8HOnp6bzTMZkkMDAQu3btwg8//IB169bhxx9/RF1dHby8vDBu3Dg89NBD2pFyiIjkqFu3bti3bx9OnjyJf/7znyguLoYQAr6+vkhKSjJ5lFciIi1B4tlnnxUAxLJly6SOct8qKysFAAFAVFZWSh2nQbaQkchUxn6+s7OzRVhYmOjatauIiooSBQUF2nkARJcuXUR2drYQQoi6ujoxffp00aFDBxEYGCjS0tK0y27ZskWEhYUJNzc3s+QkIjKUOevgzp07Rc+ePUXz5s3FnDlzdLbDOkjGUsxgCY2pPyLEvUtEZGnTpk1DWloajh07hvj4eKxevVpn/rfffoshQ4YAuHPj5/z8fJw5cwaHDh3CsmXLtAO9JCQkICcnx+L5iYjulzF1MDg4GBkZGQ0OFMQ6SMZiI4Q7XzAhBB577DGpoxCRwhQWFiIyMhJVVVU4cuQIOnTooHfZzMxMTJ48Gfb29nB1dcVTTz2FLVu2WDAtEVHTM6YOhoSEoGvXrnBw4NUddP/YCBERSUgIgQMHDsDT0xNHjx5tdIdMUVER2rdvr30eEBCAoqIiS8QkIjIbY+ogUVNiI0REJLGYmBjcuHEDq1atQr9+/Rq8Y3q93w+SIe4xsiMRka0wpg4SNRU2QkREVsDOzg4jRoyAq6srzpw50+Ay/v7+uHDhgvZ5YWEh/P39LZSQiMi8DKmDRE2JjRARkcR27twJ4M6pb6WlpQgMDGxwudGjRyM9PR11dXWoqKhAZmYmEhISLBmViMgsDK2DRE2JjRARkcRWrFiB0NBQDB48GKmpqXBzc2twufHjx6Njx44ICQlBr169MG/ePISFhVk4LRFR0zO0Dubm5sLX1xfLly9Heno6fH19kZWVZeG0JBcccoOISGJ79uyBi4vLPZezt7dHWlqaBRIREVmWoXUwNjYWJSUlFkhESsAjQkREVsrT0xN9+/Y16L4YmZmZGDZsGDw9PS2QjIjIMlgHyZxUgsMOyUpVVZV2j0plZSWcnZ0lTnQ3W8hIZCpb+XzbSk4isj22Ul9sJSeZD0+Nk7GqqiqpIzTIWnMRNTVr/qxbczYikg9rrjXWnI0sg42QjPHQMJG0+B0kIqVjHSRrxmuEiIiIiIhIcXiNkMwIIVBdXS11DIM5OTlBpVJJHYOoydjadxDg95CImhbrINkKNkJERERERKQ4PDWOiIiIiIgUh40QEREREREpDhshIiIiIiJSHDZCRERERESkOGyEiIiIiIhIcdgIERERERGR4rARIiIiIiIixWEjREREREREisNGiIiIiIiIFIeNEBERERERKQ4bISIiIiIiUhw2QkREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVhI0RERERERIrDRoiIiIiIiBSHjRARERERESkOGyEiIiIiIlIcNkJERERERKQ4bISIiIiIiEhx2AgREREREZHisBEiIiIiIiLFYSNERERERESKw0aIiIiIiIgU5/8DMg6yc0XBGEUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 20\n", + "p = 2\n", + "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw')" + ] + }, + { + "cell_type": "markdown", + "id": "1d2b5216-64df-4b5c-b53f-9c2b3df9557b", + "metadata": {}, + "source": [ + "#### First we look into the traditional QAOA without involving circuit cutting.\n", + "\n", + "For this notebook, we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. In the context of finding the maximum cut, the lower is the expectation value, the better it is.\n", + "\n", + "We initialize the initial set of parameters to some random value. We shall use these same initial parameters for noisy and cut versions as well." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cb6d2636-e751-4779-a14f-abf1816fc708", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.optimize import minimize\n", + "\n", + "init_params = produce_qaoa_parameters(p, seed=0)" + ] + }, + { + "cell_type": "markdown", + "id": "1dcdcb2c-54fa-4c9d-ac0d-85ee005042d9", + "metadata": {}, + "source": [ + "The resilience level is set to 0 so that no error mitigation is applied. This ensures that any improvement obtained henceforth is due to circuit cutting only." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "61c74485-c018-44e3-8335-907aadecccdb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['ZZIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIII', 'IIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIZZIIIIIII', 'IIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIZZIIIII', 'IIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIZZIII', 'IIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIZZ'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit_ibm_runtime import Estimator, Sampler, Options, Session, QiskitRuntimeService\n", + "from qiskit.quantum_info import SparsePauliOp\n", + "\n", + "options = Options()\n", + "options.execution.shots=4000\n", + "options.resilience_level=0\n", + "options.transpilation.skip_transpilation=True # this will ensure that the circuit is not transpiled after submission\n", + "\n", + "observable = SparsePauliOp(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", + "observable" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f3226742-be6f-4314-b511-75bc91bcd950", + "metadata": {}, + "outputs": [], + "source": [ + "service = QiskitRuntimeService()\n", + "backend = service.get_backend('ibm_auckland')" + ] + }, + { + "cell_type": "markdown", + "id": "994dc448-3ff2-4007-9df4-e498359323d1", + "metadata": {}, + "source": [ + "We need to transpile the circuit before submission to Qiskit Runtime" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ba1ab971-5065-4212-a357-b41d52e690ce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" + ] + }, + { + "data": { + "image/png": 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JkyZ68skntX///lzTpkyZoiVLlmjkyJFq1qyZWaF6nd3qwKxZs3T27FnTy01LS9OcOXNMLxfFZ7c2sHTpUrff5eIpn332mSXlwn1Hjx7VTTfdpC1btlxy3i+++EL9+/fnLleb2bBhg2655RalpqZect5hw4bZ/ikOu50LCoP+8P848fhL1IEL2a0OzJgxw5Lz9uHDh7Vo0SLTy0Xx2a0NzJs3r1B9HE/LysrSzJkzTS8XRXPo0CF17NhRu3btuuS8H3/8sR599FETooKZVq9ere7duystLa3A+bKzszVw4EDNmDHDpMisYbdzwYVsm/h7/PHHlZSUpKFDh2rcuHEKCQnJmTZy5EjVr19fmZmZqlevXq5HOa00fvx49e/fX/v37/da8m/RokX69ttv5XK59PTTT+c5z9mzZ/Xggw+qdOnSmjRpksdjKAlGjRolf39/jRo1Ks/pDz/8sE6dOqVp06aZG5gXLVy4UJ07d77o+8DAQE2fPl0nT55Uv379ci6W9uzZo6efflpNmzbVyJEjzQ7X6+xUB9atW+fIslE8tAHfLxvuGT9+vLZt21bo+WfMmKFly5Z5MSKYbciQIZe8wL3Q0KFDLfkDmpnsdC4oDPrDuTnt+EvUgX+yUx2gP4iioA34ftlwzyuvvOLW35vff/99rV+/3osRwUyGYWjQoEFuvSbl0UcfVUZGhhejsp6dzgUXsmXib+vWrZo1a5Yuv/xyjRkz5qLpLpdLkZGRkqRrr7025/uVK1eqU6dOqlatmkqXLq3w8HD16NHDrT8SFRRTYmJigZ+NGzdq8ODBatOmjVeSf7t371avXr0kSY899phatWqV53yvvfaafvvtNz3//POqU6eOx8ovSerWrauePXtq6dKlWrlyZa5p77zzjubNm6c5c+YoKCjIogiLJ68/UsXHxysqKirP+c9fyP7000+aNGmSsrOz1bdvX509e1bTp08v8J2RvspOdcDKcbftOua3E9AGPFc2T4WVfGfOnNGHH37o9nKTJ0/2QjSwwpYtW7RixQq3ljl58qSmT5/upYhKBjudC/6J/vCl2fn4S9SBwrBTHbC6PwjfRBvw/bJReOnp6UVKXHBNZB9r165VYmKiW8ukpqbqiy++8E5AJYSdzgUXsmXib8aMGcrOzlZsbGy+B6R06dKScif+jh49qsaNG+udd97RDz/8oHHjxum3335Tq1atdODAgWLFdMstt6hp06aX/DRr1kyrVq2SJO3fv18DBgwoVrnnJScnq3Pnzjpy5IhuuukmvfHGG3nOt2PHDr3yyitq0KBBvk8E2sXIkSPl5+enF154Iee7ZcuWafjw4Zo9e7Zq165tXXDFsGDBAtWtW1d//fVXzndZWVny9/eXy+XKd7nzQ9cMHz5cQ4YM0cqVK3OGvLErO9SBzMxMbd++3bLyf/vtN8vKRvHZoQ1I1tbDw4cP69ChQ5aVj8JZtGhRkY7TnDlzdPToUS9EBLMVNYH3ySefeDiSkscu54IL0R8uPDsef4k64A471IFjx47pzz//tKz8wgwjjpLLDm1AsrYe7tmzx/ZPBNnBnDlzdPz4cbeX++KLL9x6QgwlV1GfWPO1J92Kwi7nggu5DBvept6yZUutXbtW33//vWJiYvKc5+abb9YPP/yg+fPnq2vXrvmua8eOHapfv77eeustPfHEE27HEh0drZ9//lldunQpdFZ4+/btOX/EfPXVV/Xss8+6Xe6Fjhw5oujoaG3evFmtW7fWDz/8kG8sN9xwg5YtW6bly5df9A7A0aNH69///rfat2+v5cuXFzmeqKgot9/FlJ2drYMHD0o6916x4ODgIpefn71796p58+Z68cUXizyGdXp6es6wstWqVZOfn2dy6+5sf2pqqgYPHqx27dpp4MCBkqSff/5ZaWlpuuWWWwosZ8uWLYqMjNSZM2fUokUL/frrr/L39y90nN7afok6kJ8L90te1q9fr6pVq+Y7vWrVqgoICFBmZmaB7TI5OVnNmzfPc1r16tUL/ANKSXbw4EFlZ2fLz89P1apVszqcAtEG8nf+OObFjDYQFhamgIAA94IuIXypDRRHWlqajh07VqRlL7/8cls+5eE0R44c0cmTJ91ezuVyqXr16l6IyH1mnAek4p8L6A97dvvNOu7neaIvcCFP7g+n1oEL+UJ/0Iq+YFZWVoH9OG/3B0vSuaIofKk/6AttQLKmHfz111/5jkRixjVR1apV3fqtLEl8qQ0Ux4kTJ4qU+JN8+/jifw4fPqzTp0+7vZy/v3+BvyFmcsI10YXbGBERoQ0bNrhdviTJsKGqVasakozNmzfnOf3UqVNG+fLlDUnGgQMHClzX4cOHDUnGu+++W6RY2rdvb0gy/vjjj0LNHxcXZ1SoUMGQZIwePbpIZV7o2LFjRvPmzQ1JRrNmzYzU1NQC5y9fvrzh5+dnhIWFXfQJDg42JBmlSpXK+e7YsWNux1SjRg1DUpE/aWlpRd0d+UpPTzeuvfZa44EHHijWetLS0oq1bZ7a/nnz5hldunTJ+fcLL7xgnDx58pLL7du3zyhbtqwhyXjhhRdK5PZTB9z7JCUleWT/JCUlWb4tfP73oQ0U/kMb4MOHjx0/3jgPGIZnzgX0h723/d467ud5qi9wIW/tD6fWAW/XB1/5DXD3Q3/Qnp+S2gYMo+S1A9oAHz587PhxwjVRtWrVihyDb96efgnp6emSlO9jyJ999pmOHTum0NBQ1ahR46LpWVlZys7OVlJSkp577jlVr15dPXr08GrMkpSQkKBOnTopNTVVo0eP1osvvlis9WVkZCgmJkbr169XgwYNtHjxYpUvX/6Sy2VnZyslJSXf6WfPns2Znt8TFgUpyh0Cl3qqqbi+/vprbdy4UTt37tSsWbMumr5161bVqlXLrXV66w7nwrjxxht1//3368SJEypbtqxOnTqlMmXKFLiMYRh64IEHdOrUKTVs2FDjxo1Tz5491aBBgyLF7M27W72hpNeB/BiGkWsIo3+61NO17tzZlxfubjUPbSB/ycnJysrKyndaQYrbBs6vw1fvfvSlNlAcJ0+e1JEjR4q0rFn1GN517NgxpaWlub1cqVKldPnll3shIvd5+zwgef5cQH/Ys0/8eZs3+gIX8uQTf4VhlzpwIV/rD5p1Dr3UfvF2f9DX+1G+1B/0tTYglYxRUMy4JvLlPrMvtYHiyMjIKPJrDHx5pCf8z9GjR4s0LG9gYKCqVKnihYjc54Rrogu3MSwsrNDLXaTIKcMS7KqrrjIkGVOmTLlo2v79+40qVaoYkowOHTrkuXzr1q1zsqp169Y1tm/fXuRY3Hni74knnjAkzzzpd/r0aeOmm24yJBlXXnml8eeffxZ7nS+++KIhyWjfvn2x1+WuC7Pk3r7TtTi8FWdR1nvHHXcYs2fPNrZu3Wp8/PHHl5z/3XffNSQZL730krF9+3ajTJkyRosWLYzMzEyvxlkS1u1JVsTZoEGDIt85cv7Ov6LeudeyZUtTttFbzj+BXKNGDatDuSTaQP5uvfVWy9pA5cqVjezsbFO20xt8qQ0Ux+nTp42wsDC3j++dd95pdejwkC1bthSpjb/11ltWh57D6ecBp/aHfeW458eT8Tu1Dpi1bk+xKsbijCxU3P7gTTfdZNp2eoMv9Qd9oQ0YhjVxRkdHW9YG6tSpY8o2eosvtYHiSEtLM8qVK+f28e3bt6/VocNDVq9eXaQ2/tFHH1kdeg4nnAc8tY2+eSvGJXTs2FGSNHbsWO3cuTPn+zVr1uiGG25QamqqJOnaa6/Nc/mPPvpIa9as0cyZM1WuXDl16tRJ+/fvL1Is/fv315gxY1SxYsVLzjthwgTNnTu32E/6ZWVl6b777tMPP/yg8PBwLV261KefyEHRdOvWTXPnztX8+fPzfdflebt379bw4cMVGRmpESNG6Oqrr9aYMWO0bt06vf766yZFjKKKjIx0ZNnAeVa3Ae58LPkCAwP14IMPur3coEGDvBANrNCoUSO1a9fOrWUuu+wy9enTx0sRwQz0h0EdcA6r+4OA1WgDuJTg4GD17dvX7eW4JrKP6667Tk2bNnVrmQoVKqhnz55eigjeZMvE37PPPquKFSsqKSlJjRo1UpMmTVS3bl21atVKDRo0UJs2bSTln/i7+uqrdd1116lnz5768ccfdfz4cf3nP/8pUiy9e/fW888/X6ghNv38/NStW7cilXOh2bNn6+uvv5Z07g9dsbGxatOmTZ6fSz3uD98VExOjxYsX66+//irwcezs7Gz17dtXmZmZmj59ugICzo0APHToULVq1UqjR4/W1q1bzQobRdCiRQtHlg2cRxtAYTz11FNq2LBhoeePjY1Vhw4dvBgRzPb222/nvGC9MN58801VqFDBewHB6+gPgzrgHPQH4XS0ARTGyJEjVadOnULP//DDD6t58+ZejAhmcrlcmjRp0iWHPr/Qu+++q6CgIC9GBW+xZeKvVq1aWrlypbp27aoyZcpo3759qlKliqZOnaq5c+dq+/btkvJP/F2oQoUKqlu3rn7//Xdvh+0xp0+fzvn/PXv26Jdffsn3k997EOH7QkND1bBhw0uOBTxhwgStWrVKL730kho1apTzvZ+fn6ZNmyY/Pz/17ds33/dnwXo9evRQqVKlTC83JCRE3bt3N71c4J86duxo2bsYevfubUm5cF+FChW0ePFiNW7c+JLz9uzZUx999BFPc9pMRESEFixYUKhk3vjx4zVw4EDvBwWvoj8M6oBz9OrVy5LzduXKldW5c2fTywX+KSYmxpIblvz9/XXvvfeaXi6K5vLLL9eSJUt01VVXXXLeBx54QBMnTjQhKpipVatWmjt37iVviPTz89P777+vXr16mRQZPM2WiT/p3HA+8+fP14kTJ3T8+HGtXr1a/fv319GjR3Xw4EEFBAQU6q7vQ4cOaceOHbryyitNiNoz+vbtK8MwCvWpXbt2odc7evRoGYah5cuXey12eFbv3r0LTMxs27ZNo0aNUsuWLTVs2LCLpterV08vv/yy1q9fr3HjxnkxUhTH5Zdfrrvvvtv0cu+//36VK1fO9HKBfypVqpQGDBhgerk33XRToS6YUHKEh4fr119/1ZtvvpnnsYuOjtbs2bM1Y8YMBQYGWhAhvK1t27bauHGjnnnmGYWGhl40/d5779Xq1as1dOhQC6KDN9AfBnXAGWrXrn3J4Vy94cEHH3TryQnAW4KCgtSvXz/Ty+3evbtq1Khherkoujp16mjdunX6z3/+o3/9618XTb/ppps0Z84cTZ06NecJeNjLTTfdpI0bN2rIkCF5jlLYp08frVu3zpK/s8BzXIZhGFYHYaaff/5Z0dHRaty4sTZv3pxrWmxsrOrWrauIiAhVqFBBu3bt0ptvvqmDBw9q/fr1qlu3rkVRIz09PedOhLS0NAUHB1scUd68FafTt9/b6/Ykq+Jcu3atWrZs6fZySUlJCg8P14EDB1SzZs1CL+fv769Nmza5NWxeSRQeHq4///xTNWrU0IEDB6wOp0C0gYL99ddfqlu3rk6ePOnWckVtA5I0f/58de3a1a1lShpfagOelp2drYSEBN188806cuSIwsLCGALdYU6dOqV169bp9ttv15EjR1S1alUdPHjQ6rDy5fTzgFO331e2Oz+ejN9X9oXTr4msjPGnn37SjTfe6PZyRe0PBgYGaseOHW7dUF0S+VJ/0BfagGRdnL///rsaNmyos2fPurVcca6JVqxYobZt27q1TEnjS23A07KyshQXF6euXbtyTeRQ6enpWr9+ve68806uiTyoOHF6ahtt+8Rffs4n+/Ia5rNly5ZasGCB+vXrpy5duuj1119X27ZtlZiYSNLPxr788ks98sgjOnXqlLp376569eopIiJCnTt31t69e60ODyawQx247rrrTH3h8vDhw30+6edU06ZNU4UKFRQVFZXz3a5du3T99derXr16atGiRa532PTq1UtVq1bVU089ZUW4hVa9enWNHTvWtPLuuecen0/6OZ2fn5+ioqJ02WWXSRJ3szpQmTJl1K5du5w64O/vb3FE1rFDX8gpFixYoIYNGyoiIkKtWrXSzp07c6a5XC5dc801WrBggaSCz+8dOnRQpUqV9O6775q+DTBP7dq1Vb9+fUVERCgiIkKzZs0q1HK++ptwww03mDoM+0svveTzST+nyuua6PHHH1ft2rXlcrm0ZcuWXPP7yjVR3bp19fzzz5tWXv/+/X0+6ed0/v7+uu6667gmcrDg4GBFR0dzTSTf7f/kh8TfBR599FGtW7dOR48e1cmTJ7Vz5069//77uuKKK8wOEyaaM2dOztAvAwYM0I4dO5SYmKiYmBgeaXYIu9SBcePG5TlMQ0GSk5N14MABt+7oatSokV544QV3w0MJ0rFjR8XFxeX8e+DAgRowYIB27typZ555Rv3798+ZNmPGDD388MNWhOm2xx9/XG3atHFrmaK0gSpVqvCHUgC2Ype+kBMMHjxYkyZNUmJiojp27KgpU6bkmv7rr7/m3JhS0Pl92bJl6tatW6HKjI6O9sk/duCcr776SomJiUpMTFSPHj0KtYwv/ya8/fbbbr/7uSj9wRYtWuQ5NCx8xz+vie666y6tWrUqz78B+tI10YgRIxQREeHWMkVpA+Hh4Ro/fryb0QFAyeXL/Z+8ODbxd80111gcCcxy9OhRhYeHq3LlyoqIiFCDBg1UunRpDRw4UGfPntUvv/yiDh06qEyZMuratWvOC8FbtmypPXv2WBw9PMEpdSAkJESzZ8++5At6L9S8eXPVrFlTzZs3L9T8FStW1KxZs1S6dOmihgmTdOrUSU888UTOv48dO6YqVaro8OHDueY7dOiQEhISFBsbK0m688479ccff/jkH/j8/Pz02WefufWOCXfbQGBgoGbOnKkqVaoUNUwAMJ1T+kJOsG/fPkVFRSk9PV3x8fGqU6dOnvOZfX7Pr4499thjXikPxWPn34SKFSvqiy++cOu9e+72B8PCwvT555/zZIwPKOw1kSS1a9dO4eHhZobnFaVKldKsWbPcul5xtw0EBQVp9uzZeb4bDABKKjv3f/LiuMTfr7/+KsMwdPPNN1sdCkxSsWJF3XfffRo6dKgSExP11ltvqXXr1nr//fe1bNkyXX/99QoMDLxouXfeeUe33nqrBRHD05xUB6KiojRv3jy3kn+FVbFiRS1evFiNGjXy+LrheYsWLdLixYu1bds2SdLHH3+smJgYVa5cOdd8SUlJql69es4fLlwul2rVqqX9+/ebHrMnXHHFFVq6dKmqV6/u8XUHBgbqyy+/LNK7YwDASk7qC9mdYRj65ZdfFBYWlvOe0ryYfX7Pr45NnDjRK+Wh8Hr16qUmTZp2JNT2AAEAAElEQVTowQcf1N9//y3J/r8J7dq107fffutW8q+wwsLCtGTJEl155ZUeXzc8r7DXRHZTr149/fDDD17ZzqCgIM2dO1etWrXy+LoBwJvs3v/5J8cl/uBMiYmJatq0qSQpPj4+Z9iDOXPm6Pbbb79o/rFjx2rXrl165ZVXzAwTXuSkOtC+fXstW7Ys3zvAi6JBgwZasWJFoe8AhPX8/f3Vr18/TZs2TdnZ2Zo0aZIeffTRPOc9fxfTeYZhmBGi19SvX1+rVq3K9c6O4qpevboWL15c6GHRAKCkcVJfyO7atGmj48ePa/LkyWrbtq1SU1PznK845/d+/frlvBcuLi5OXbt2zfl3UlJSnsvkV8dgnRUrVmjjxo1KSEhQaGio+vTpkzPN7r8JnTt31pIlS1SzZk2PrTMiIkIrV65UkyZNPLZOeJc710R24436esUVV+jHH39Ux44dPbZOADCT3fs/FyLxB0dITEzMacjnG7VhGFq8eLG6dOmSa9433nhD33zzjRYuXKigoCALooU3OK0OREVFadOmTcUeXsnPz0/PPvusEhIS1LhxYw9FB7PExsbq888/1/fff6+wsDBFRkZeNE/NmjV14MABZWZmSjr3R8GkpCTVqlXL7HA96l//+pdWr16tsWPH5nnHljv69u2rLVu2KDo62jPBAYAFnNYXsjs/Pz/dcccdqlSpknbu3HnR9OKe3z/55JOc98JFRUVpwYIFOf/OL5GSVx2Dtc4f71KlSmnIkCFauXJlzjQn/Ca0adNGmzdv1oMPPlis9QQEBGj06NFat26drrrqKg9FB7MU5prIrurXr6+4uDg9//zz8vf3L9a6Hn74YW3evFktW7b0UHQAYD4n9H/OI/EH2/vzzz/l5+eX84LvTZs2qUmTJlq3bp0aNGiQa0jECRMmaObMmVqyZIkqVKhgUcTwNKfWgeDgYL3zzjuKi4tTnz593HovX1BQkAYMGKDExES9+uqrXhkmB95Xo0YN1a9fXw8//HC+SeDLL79cTZs21WeffSZJ+vrrr1W7dm3Vrl3bxEi9IyAgQCNGjNCWLVv0+OOPq1y5cm4te88992jlypX65JNPVLFiRS9GCgDe5dS+kF3NmzdPkrR//34lJyfnOeSg2ef3/OoYrJOenp7radCZM2fm3OHupN+E8uXL68MPP9Svv/6q++67T6VKlSr0smXLltXgwYO1efNmvfjii24ti5KjMNdEdhYYGKgxY8Zo06ZNeuSRR9x6LUhgYKBiY2O1du1aTZkyRWXLlvVipADgXU7q/0gSbyKG7W3YsCHX3ablypXT5MmTFRoaqu7du+d8f+DAAQ0bNkx16tRRhw4dJEmlS5fW2rVrTY4Ynub0OhAZGalp06Zp/Pjx+uqrr7R+/XrFx8frt99+09mzZyWd287GjRsrMjJSLVq00J133umzJzbk1rt3bz399NO68847853n/fffV9++fTV27FiVK1dO06dPNzFC77vqqqv09ttva+zYsfrmm2+0Zs0axcfHa9OmTTp58qSkc8MA1a9fX5GRkYqKitJdd92V0xkEAF/n9L6Q3bz99tsaPXq0/P39NXHiRIWGhuY5n5nn9/zq2FtvveW1MlGwlJQU3XnnncrKypJhGKpTp44+/fRTSc78TWjVqpVatWqlCRMm6KuvvlJcXJzi4+O1bdu2nCdjy5QpoyZNmigyMlItW7bUHXfcQaLDJgpzTTR48GDNnTtXycnJ6tixo0JCQvT777+bGKV3NWzYUJMnT9Zrr72mr7/+WmvXrlV8fLy2bNmiU6dOSTp382PDhg0VGRmp5s2b66677lKVKlUsjhwAPMNp/R8Sf7C9mJgYxcTE5Pw7Pj5ektSoUSMtW7Ys5/vw8HCff68V8kYdOCc0NFQDBw7UwIEDc747e/asXC6XAgI4HdhVrVq1VLNmzQLvUL766qu1evVqE6OyRnBwsHr37q3evXvnfJeZmans7GyVKlXqonchAYBd0BeylyVLlhTqiQ1Pnd+XL19+yXnyq2Pp6enFLh9FU6dOHW3YsCHPaU7+TQgLC9PgwYNz/m0Yhs6ePSs/Pz+uiWysMNdEkyZN0qRJk0yMyhrlypVTv3791K9fv5zvMjMzZRgGT7UCsDWn9X8Y6hOO9dtvv+nyyy+3OgxYiDpw7n0fXOA6y2WXXaa4uDhFRUUVav5evXrps88+c2uYTF8SEBCgwMBAkn4AHIm+kL2EhYWpdevWWrBgwSXn7dChg37++WcFBwebEBl8hRN/E1wulwIDA7kmchiuiXILCAgg6QfAseza/6FnAwCAjUVHRysuLi7n3z169FCPHj0KvfyMGTO8ERYAACiCgu4+Tk5OLvR6LryrGQDsjmsiAIDTkPiDzynJw8WYEZvTt9/McoqiJMcG+yjJ9awkxwYAdlGSf2vpD3svtpK83fnxVswleV84/ZqopMYF+ynJda0kxwYAdlGSf2tLQmwk/uBzwsLCrA7BUk7ffol9ANAGAMDZnH4ecOr2O3W788K+YB8AtAEAcDbOAwXjHX8AAAAAAAAAAACADfDEH3xCUFCQ0tLSrA7DLUFBQR5dl5O3//z6nL4P4Gy0AQBwNqefB5y6/b643fkp7v7wxX3h9Gsi+oLwNF9rAxLtAAA8ifN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+ "text/plain": [ + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", + "trans_qaoa = pm.run(qaoa)\n", + "trans_qaoa.draw('mpl',style='bw',idle_wires=False)" + ] + }, + { + "cell_type": "markdown", + "id": "17164c12-08c0-4d37-96b5-acd8279cebbc", + "metadata": {}, + "source": [ + "Note that when the circuit is transpiled, it is possible that the ordering of the qubits are changed due to qubit selection, or insertion of swap gates. It is necessary to permute the observables to conform to this transpiled ordering of qubits.\n", + "\n", + "First we find out the final qubit indexing after transpilation" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "25f7ef87-981f-4a25-b2c5-7691e59693e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[18, 21, 23, 24, 25, 22, 19, 16, 14, 13, 12, 10, 7, 4, 1, 2, 3, 5, 8, 9]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_layout = trans_qaoa.layout.final_index_layout()\n", + "final_layout" + ] + }, + { + "cell_type": "markdown", + "id": "b844a01a-0200-4083-b239-3cd88da049d3", + "metadata": {}, + "source": [ + "Now we can permute the observable according to this layout. Note that the observables are now stretched to conform to the number of qubits in the backend, and the Z operators are permuted to match the final layout after placement." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "85072379-902a-4f17-b621-f52a00c59621", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIZIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIZIIZI', 'IIIIIIIIIIIIIIIIIIIZIIZIIII', 'IIIIIIIIIIIIIIIIZIIZIIIIIII', 'IIIIIIIIIIIIIIZIZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII', 'IIIIIIIIIIZIZIIIIIIIIIIIIII', 'IIIIIIIZIIZIIIIIIIIIIIIIIII', 'IIIIZIIZIIIIIIIIIIIIIIIIIII', 'IZIIZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIZIIIIIIIIIIIIIIIIIIIII', 'IIIIIZIIZIIIIIIIIIIIIIIIIII'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", + "trans_obs" + ] + }, + { + "cell_type": "markdown", + "id": "218ad07c-1578-47be-a21e-9ffd58dcbf6b", + "metadata": {}, + "source": [ + "#### Now to run the optimization\n", + "\n", + "Note that the number of optimization loops can be significantly high for a 20-qubit QAOA. Therefore, we shall truncate the number of loops to 10, both for cut and uncut, for brevity.\n", + "\n", + "P.S. In order to run the entire optimization process, the user should remove options={'maxiter':10} from the code below." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "621fbf85-8136-4ea1-8ead-913af8666bac", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_expval(params, circuit, estimator, observable):\n", + " if circuit.num_clbits == 0:\n", + " circuit.measure_all()\n", + "\n", + " circuit = circuit.assign_parameters(params)\n", + "\n", + " expval = estimator.run(circuit, observable).result().values[0]\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", + "metadata": {}, + "outputs": [], + "source": [ + "with Session(backend=backend):\n", + " estimator = Estimator(options=options)\n", + " res = minimize(\n", + " calculate_expval, init_params, args=(trans_qaoa.copy(),estimator,trans_obs), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -5.1045\n", + " x: [-3.622e+00 3.718e-01 -1.849e+00 -2.152e+00]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", + "metadata": {}, + "source": [ + "### Optimize" + ] + }, + { + "cell_type": "markdown", + "id": "d4e27c33-8b4b-4cce-bcc9-fde578f1dd8f", + "metadata": {}, + "source": [ + "Now we leverage circuit cutting to improve the performance of QAOA." + ] + }, + { + "cell_type": "markdown", + "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", + "metadata": {}, + "source": [ + "#### 1. Cut the circuit into smaller subcircuits" + ] + }, + { + "cell_type": "markdown", + "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", + "metadata": {}, + "source": [ + "First we cut the circuit into smaller subcircuits. For this example, we stick to only 2 subcircuits. However, it is possible to partition the circuit into more subcircuits as well. In order to cut the circuit, we use the Circuit Knitting Toolbox from Qiskit Ecosystem. In particular, for this notebook we shall use the CutQc method to automatically find the cut location [2].\n", + "\n", + "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. Guide for installation of this package is provided here. The installation also includes the free version of CPLEX which is required for the automated cut finding used below. For bigger circuits, involving many cuts, the free version of CPLEX may not be sufficient." + ] + }, + { + "cell_type": "markdown", + "id": "17ebaf17-5d75-4df4-bff1-99802cb5b4ee", + "metadata": {}, + "source": [ + "Here we assign the maximum number of subcircuits to 2, and the maximum width of each subcircuit is set to num_qubits/2 + 2, i.e., each subcircuit should be roughly equal in size. The authors can refer to the How-to guides on Circuit Knitting Toolbox for more information on this.\n", + "\n", + "We shall also use the transpiled circuit template trans_qaoa for cutting so that the subcircuits are inherently transpiled." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Exporting as a LP file to let you check the model that will be solved : inf \n", + "Version identifier: 22.1.1.0 | 2022-11-28 | 9160aff4d\n", + "CPXPARAM_Read_DataCheck 1\n", + "CPXPARAM_TimeLimit 300\n", + "Warning: Non-integral bounds for integer variables rounded.\n", + "Tried aggregator 3 times.\n", + "MIP Presolve eliminated 37 rows and 8 columns.\n", + "MIP Presolve modified 7 coefficients.\n", + "Aggregator did 271 substitutions.\n", + "Reduced MIP has 1086 rows, 367 columns, and 3167 nonzeros.\n", + "Reduced MIP has 361 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", + "Presolve time = 0.02 sec. (5.37 ticks)\n", + "Probing time = 0.00 sec. (2.83 ticks)\n", + "Cover probing fixed 0 vars, tightened 2 bounds.\n", + "Tried aggregator 1 time.\n", + "MIP Presolve eliminated 0 rows and 106 columns.\n", + "Reduced MIP has 1086 rows, 261 columns, and 3167 nonzeros.\n", + "Reduced MIP has 255 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", + "Presolve time = 0.01 sec. (2.00 ticks)\n", + "Probing time = 0.00 sec. (2.04 ticks)\n", + "Tried aggregator 1 time.\n", + "Detecting symmetries...\n", + "MIP Presolve eliminated 0 rows and 2 columns.\n", + "Reduced MIP has 1086 rows, 259 columns, and 3167 nonzeros.\n", + "Reduced MIP has 253 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", + "Presolve time = 0.01 sec. (2.45 ticks)\n", + "Probing time = 0.00 sec. (1.81 ticks)\n", + "Clique table members: 728.\n", + "MIP emphasis: balance optimality and feasibility.\n", + "MIP search method: dynamic search.\n", + "Parallel mode: deterministic, using up to 10 threads.\n", + "Root relaxation solution time = 0.03 sec. (4.26 ticks)\n", + "\n", + " Nodes Cuts/\n", + " Node Left Objective IInf Best Integer Best Bound ItCnt Gap\n", + "\n", + " 0 0 0.8889 41 0.8889 110 \n", + " 0 0 1.2963 49 Cuts: 2 161 \n", + " 0 0 2.0000 45 Cuts: 27 228 \n", + " 0 0 2.0000 45 Cuts: 31 242 \n", + " 0 0 2.0000 46 Cuts: 35 265 \n", + "* 0+ 0 3.0000 2.0000 33.33%\n", + " 0 0 cutoff 3.0000 3.0000 265 0.00%\n", + "Elapsed time = 0.16 sec. (124.07 ticks, tree = 0.01 MB, solutions = 1)\n", + "\n", + "Implied bound cuts applied: 80\n", + "Zero-half cuts applied: 3\n", + "Gomory fractional cuts applied: 2\n", + "\n", + "Root node processing (before b&c):\n", + " Real time = 0.16 sec. (124.11 ticks)\n", + "Parallel b&c, 10 threads:\n", + " Real time = 0.00 sec. (0.00 ticks)\n", + " Sync time (average) = 0.00 sec.\n", + " Wait time (average) = 0.00 sec.\n", + " ------------\n", + "Total (root+branch&cut) = 0.16 sec. (124.11 ticks)\n" + ] + } + ], + "source": [ + "from math import ceil\n", + "from circuit_knitting.cutting.cutqc import cut_circuit_wires\n", + "\n", + "cuts = cut_circuit_wires(\n", + " circuit=qaoa,\n", + " method=\"automatic\",\n", + " max_subcircuit_width=ceil(qaoa.num_qubits/2) + 2,\n", + " max_cuts=3,\n", + " num_subcircuits=[2],\n", + " verbose=False\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", + "metadata": {}, + "source": [ + "##### We can check the two subcircuits produced by this method, and note that each of them have fewer qubit and gate count. Therefore, each subcircuit is expected to be less amenable to noise than the original circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cuts['subcircuits'][0].draw('mpl',style='bw')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cuts['subcircuits'][1].draw('mpl',style='bw')" + ] + }, + { + "cell_type": "markdown", + "id": "de15dfe0-dba6-4843-b90d-70b9e19608d2", + "metadata": {}, + "source": [ + "#### 2. Optimizing the overhead of cutting\n", + "\n", + "Note that QAOA, and similar variational algorithms, execute the same circuit template multiple times with updated parameters till convergence. Since the cut depends on the structure of the circuit, and not on the parameter values, we can cut the template circuit only once, and update the parameters in every instance. The reconstruction, nevertheless, needs to be performed for each instance since the outcome depends on the parameter values.\n", + "\n", + "First we shall transpile the two subcircuits in order to avoid doing so in every step of the QAOA optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "31306e15-1628-423d-9089-4df8305f1750", + "metadata": {}, + "outputs": [], + "source": [ + "cuts['subcircuits'][0] = pm.run(cuts['subcircuits'][0])\n", + "cuts['subcircuits'][1] = pm.run(cuts['subcircuits'][1])" + ] + }, + { + "cell_type": "markdown", + "id": "d3fe4d8f-462b-4ec6-8391-a573e221cea7", + "metadata": {}, + "source": [ + "Since we have partitioned the template circuit, it is necessary to keep a track of which parameter is in which subcircuit. For this particular example, there are in total 4 parameters in the original circuit, and all of them are in both subcircuits. However, for general cases, this may not be the scenario." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "d337112c-6572-4e9d-8816-9fbcb5ad6cc8", + "metadata": {}, + "outputs": [], + "source": [ + "params_ckt0 = list(cuts['subcircuits'][0].parameters)\n", + "params_ckt1 = list(cuts['subcircuits'][1].parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "e5cfbe8c-3a10-421b-9029-c8ed9fdd30d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters in the 1st subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n", + "Parameters in the 2nd subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n" + ] + } + ], + "source": [ + "print(\"Parameters in the 1st subcircuit are \",list(params_ckt0))\n", + "print(\"Parameters in the 2nd subcircuit are \",list(params_ckt1))" + ] + }, + { + "cell_type": "markdown", + "id": "d1a7e68a-3bc5-4d82-aaa1-00fd4163ae3a", + "metadata": {}, + "source": [ + "### Run and postprocess" + ] + }, + { + "cell_type": "markdown", + "id": "2a91e801-4364-4bfa-bad4-aed35e86038d", + "metadata": {}, + "source": [ + "Now, we run the QAOA algorithm with circuit cutting. Note that each of the two subcircuits is executed independently, and the results from them are combined classically. In this notebook, we use the same hardware to run both the subcircuits sequentially. However, they can be executed on two different hardware, thus parallelizing the process [6,7].\n", + "\n", + "Note that, in this approach the two distributions are combined classically, and not two expectation values. Therefore, for this approach, we shall use the sampler, and manually calculate the expectation value from the count distribution as a postprocessing step." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "ad0c2cb9-5e5b-4cc9-8c2e-9c6e3501aaf0", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting.cutqc import evaluate_subcircuits\n", + "from circuit_knitting.cutting.cutqc import reconstruct_full_distribution\n", + "from qiskit.result import sampled_expectation_value\n", + "\n", + "def calculate_cut_expval(params, circuit, cuts, service, options, observable):\n", + " cuts['subcircuits'][0].assign_parameters(params, inplace=True)\n", + " cuts['subcircuits'][1].assign_parameters(params, inplace=True)\n", + "\n", + " subcircuit_instance_probabilities = evaluate_subcircuits(cuts,\n", + " service=service,\n", + " backend_names=['ibm_auckland']*2,\n", + " options=options,\n", + " )\n", + " reconstructed_probabilities = reconstruct_full_distribution(\n", + " circuit, subcircuit_instance_probabilities, cuts\n", + " )\n", + "\n", + " prob_dict = {}\n", + "\n", + " for idx, prob in enumerate(reconstructed_probabilities):\n", + " prob_dict[bin(idx)[2:].zfill(circuit.num_qubits)] = prob\n", + "\n", + " expval = sampled_expectation_value(prob_dict, observable)\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "markdown", + "id": "180cc323-460d-4b55-b325-453d94b3d0db", + "metadata": {}, + "source": [ + "Note that we need to pass the transpiled observable trans_obs, and the copy of the cuts dictionary. This is necessary because the original cuts dictionary contains template circuits, and during execution actual parameter values will be assigned. The original template needs to be retained to ensure seamless assignment of parameter in every loop of optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "032e3e64-5f50-488a-a087-c3d0246d1db6", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Qubit(QuantumRegister(12, 'q'), 10) is not in list", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[73], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mminimize\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mcalculate_cut_expval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minit_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtrans_qaoa\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcuts\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrans_obs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcobyla\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmaxiter\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m}\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_minimize.py:716\u001b[0m, in \u001b[0;36mminimize\u001b[0;34m(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)\u001b[0m\n\u001b[1;32m 713\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_tnc(fun, x0, args, jac, bounds, callback\u001b[38;5;241m=\u001b[39mcallback,\n\u001b[1;32m 714\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n\u001b[1;32m 715\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcobyla\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 716\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43m_minimize_cobyla\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconstraints\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallback\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 717\u001b[0m \u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 718\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mslsqp\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 719\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_slsqp(fun, x0, args, jac, bounds,\n\u001b[1;32m 720\u001b[0m constraints, callback\u001b[38;5;241m=\u001b[39mcallback, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:35\u001b[0m, in \u001b[0;36msynchronized..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _module_lock:\n\u001b[0;32m---> 35\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:278\u001b[0m, in \u001b[0;36m_minimize_cobyla\u001b[0;34m(fun, x0, args, constraints, rhobeg, tol, maxiter, disp, catol, callback, bounds, **unknown_options)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_jac\u001b[39m(x, \u001b[38;5;241m*\u001b[39margs):\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 278\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43m_prepare_scalar_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjac\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_jac\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcalcfc\u001b[39m(x, con):\n\u001b[1;32m 281\u001b[0m f \u001b[38;5;241m=\u001b[39m sf\u001b[38;5;241m.\u001b[39mfun(x)\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_optimize.py:383\u001b[0m, in \u001b[0;36m_prepare_scalar_function\u001b[0;34m(fun, x0, jac, args, bounds, epsilon, finite_diff_rel_step, hess)\u001b[0m\n\u001b[1;32m 379\u001b[0m bounds \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39minf, np\u001b[38;5;241m.\u001b[39minf)\n\u001b[1;32m 381\u001b[0m \u001b[38;5;66;03m# ScalarFunction caches. Reuse of fun(x) during grad\u001b[39;00m\n\u001b[1;32m 382\u001b[0m \u001b[38;5;66;03m# calculation reduces overall function evaluations.\u001b[39;00m\n\u001b[0;32m--> 383\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43mScalarFunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhess\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 384\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinite_diff_rel_step\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepsilon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sf\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:158\u001b[0m, in \u001b[0;36mScalarFunction.__init__\u001b[0;34m(self, fun, x0, args, grad, hess, finite_diff_rel_step, finite_diff_bounds, epsilon)\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m fun_wrapped(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx)\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_fun_impl \u001b[38;5;241m=\u001b[39m update_fun\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# Gradient evaluation\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(grad):\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:251\u001b[0m, in \u001b[0;36mScalarFunction._update_fun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_update_fun\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated:\n\u001b[0;32m--> 251\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:155\u001b[0m, in \u001b[0;36mScalarFunction.__init__..update_fun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mupdate_fun\u001b[39m():\n\u001b[0;32m--> 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m \u001b[43mfun_wrapped\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:137\u001b[0m, in \u001b[0;36mScalarFunction.__init__..fun_wrapped\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnfev \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Send a copy because the user may overwrite it.\u001b[39;00m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;66;03m# Overwriting results in undefined behaviour because\u001b[39;00m\n\u001b[1;32m 136\u001b[0m \u001b[38;5;66;03m# fun(self.x) will change self.x, with the two no longer linked.\u001b[39;00m\n\u001b[0;32m--> 137\u001b[0m fx \u001b[38;5;241m=\u001b[39m \u001b[43mfun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 138\u001b[0m \u001b[38;5;66;03m# Make sure the function returns a true scalar\u001b[39;00m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39misscalar(fx):\n", + "Cell \u001b[0;32mIn[72], line 9\u001b[0m, in \u001b[0;36mcalculate_cut_expval\u001b[0;34m(params, circuit, cuts, service, options, observable)\u001b[0m\n\u001b[1;32m 6\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 7\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m----> 9\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m \u001b[43mevaluate_subcircuits\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43mbackend_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mibm_auckland\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 14\u001b[0m reconstructed_probabilities \u001b[38;5;241m=\u001b[39m reconstruct_full_distribution(\n\u001b[1;32m 15\u001b[0m circuit, subcircuit_instance_probabilities, cuts\n\u001b[1;32m 16\u001b[0m )\n\u001b[1;32m 18\u001b[0m prob_dict \u001b[38;5;241m=\u001b[39m {}\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:144\u001b[0m, in \u001b[0;36mevaluate_subcircuits\u001b[0;34m(cuts, service, backend_names, options)\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(backends_list) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(options_list):\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[1;32m 139\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe list of backend names is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(backends_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m), \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 140\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbut the list of options is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(options_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m). \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt is ambiguous how these options should be applied.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 142\u001b[0m )\n\u001b[0;32m--> 144\u001b[0m _, _, subcircuit_instances \u001b[38;5;241m=\u001b[39m \u001b[43m_generate_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 146\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m _run_subcircuits(\n\u001b[1;32m 147\u001b[0m cuts,\n\u001b[1;32m 148\u001b[0m subcircuit_instances,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 151\u001b[0m options\u001b[38;5;241m=\u001b[39moptions_list,\n\u001b[1;32m 152\u001b[0m )\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m subcircuit_instance_probabilities\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:286\u001b[0m, in \u001b[0;36m_generate_metadata\u001b[0;34m(cuts)\u001b[0m\n\u001b[1;32m 266\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_generate_metadata\u001b[39m(cuts: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any]) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[\n\u001b[1;32m 267\u001b[0m \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 268\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;28mstr\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, Sequence[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]]]]],\n\u001b[1;32m 269\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[Any, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]], \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 270\u001b[0m ]:\n\u001b[1;32m 271\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \u001b[38;5;124;03m Generate metadata used to execute subcircuits and reconstruct probabilities of original circuit.\u001b[39;00m\n\u001b[1;32m 273\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;124;03m containing indexes for each of the subcircuits\u001b[39;00m\n\u001b[1;32m 281\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 282\u001b[0m (\n\u001b[1;32m 283\u001b[0m summation_terms,\n\u001b[1;32m 284\u001b[0m subcircuit_entries,\n\u001b[1;32m 285\u001b[0m subcircuit_instances,\n\u001b[0;32m--> 286\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_summation_terms\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuits\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuits\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43mcomplete_path_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcomplete_path_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_cuts\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnum_cuts\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m summation_terms, subcircuit_entries, subcircuit_instances\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:286\u001b[0m, in \u001b[0;36mgenerate_summation_terms\u001b[0;34m(subcircuits, complete_path_map, num_cuts)\u001b[0m\n\u001b[1;32m 281\u001b[0m subcircuit_entry_idx, kronecker_term \u001b[38;5;241m=\u001b[39m subcircuit_entries[\n\u001b[1;32m 282\u001b[0m subcircuit_idx\n\u001b[1;32m 283\u001b[0m ][subcircuit_entry_key]\n\u001b[1;32m 284\u001b[0m \u001b[38;5;66;03m# print('Already in, subcircuit_entry {:d} : {}'.format(subcircuit_entry_idx,kronecker_term))\u001b[39;00m\n\u001b[1;32m 285\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 286\u001b[0m subcircuit_full_label \u001b[38;5;241m=\u001b[39m \u001b[43mfill_label\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuits\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_labels\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43mO_rho_pairs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mO_rho_pairs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 292\u001b[0m \u001b[38;5;66;03m# print('Full label :',subcircuit_full_label)\u001b[39;00m\n\u001b[1;32m 293\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(subcircuit_full_label) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m2\u001b[39m:\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:142\u001b[0m, in \u001b[0;36mfill_label\u001b[0;34m(subcircuit_idx, subcircuit, subcircuit_label, O_rho_pairs)\u001b[0m\n\u001b[1;32m 140\u001b[0m subcircuit_meas_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rho_qubit[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msubcircuit_idx\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m subcircuit_idx:\n\u001b[0;32m--> 142\u001b[0m qubit_idx \u001b[38;5;241m=\u001b[39m \u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mqubits\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrho_qubit\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuit_qubit\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 143\u001b[0m init[qubit_idx] \u001b[38;5;241m=\u001b[39m subcircuit_label[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minit\u001b[39m\u001b[38;5;124m\"\u001b[39m][subcircuit_init_label_counter]\n\u001b[1;32m 144\u001b[0m subcircuit_init_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", + "\u001b[0;31mValueError\u001b[0m: Qubit(QuantumRegister(12, 'q'), 10) is not in list" + ] + } + ], + "source": [ + "res = minimize(\n", + " calculate_cut_expval, init_params, args=(trans_qaoa, cuts.copy(), service, options, trans_obs), method=\"cobyla\", options={'maxiter':10}\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "02678952-600e-46a8-8caa-faa041fcdce7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -6.292421124586673\n", + " x: [-3.778e+00 -2.192e-01 -2.178e+00 -2.589e+00]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "865b684d-34ac-48f2-8124-26ead136a2d2", + "metadata": {}, + "source": [ + "### Inference" + ] + }, + { + "cell_type": "markdown", + "id": "53bccce5-2348-495b-9b42-0002e0052611", + "metadata": {}, + "source": [ + "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 10 steps of iteration, the uncut QAOA reached an objective function of -4.9565 whereas the cut QAOA reached -6.2924. This shows that cutting itself can suppress the effect of noise.\n", + "\n", + "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process.\n", + "\n", + "Word of caution\n", + "\n", + "The postprocessing time scales exponentially with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high postprocessing time, which may not be practical for most cases. Therefore, circuit cutting should be used only when the number of cuts is small." + ] + }, + { + "cell_type": "markdown", + "id": "66bffbc1-8ab0-4890-b306-439699f511dd", + "metadata": {}, + "source": [ + "References\n", + "\n", + "
    \n", + "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", + "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", + "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", + "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", + "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", + "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", + "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'qiskit.tools'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[74], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mqiskit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mjupyter\u001b[39;00m\n\u001b[1;32m 3\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_version_table\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_copyright\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'qiskit.tools'" + ] + } + ], + "source": [ + "import qiskit.tools.jupyter\n", + "\n", + "%qiskit_version_table\n", + "%qiskit_copyright" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "267a9fd3-db85-445d-88ca-66167ccafebc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 26890c76a6b16fc2100d4cc535d74a9acb209c95 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar Date: Mon, 26 Feb 2024 12:57:57 +0530 Subject: [PATCH 02/21] docs: how-to guide on partial folding --- docs/notebooks/partial_folding.ipynb | 760 +++++++++++++++ .../wire_cutting(FATAL_NOT_WORKING).ipynb | 865 ++++++++++++++++++ 2 files changed, 1625 insertions(+) create mode 100644 docs/notebooks/partial_folding.ipynb create mode 100644 docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb diff --git a/docs/notebooks/partial_folding.ipynb b/docs/notebooks/partial_folding.ipynb new file mode 100644 index 0000000..a62ea72 --- /dev/null +++ b/docs/notebooks/partial_folding.ipynb @@ -0,0 +1,760 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "adfe2702-5e7e-4246-8099-87fcf8816adf", + "metadata": {}, + "source": [ + "### ZNE with partial folding to obtain competitive expectation values for deep circuits" + ] + }, + { + "attachments": { + 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" + } + }, + "cell_type": "markdown", + "id": "0217380d-036c-435c-b317-216acec3cfa5", + "metadata": {}, + "source": [ + "Zero Noise Extrapolation (ZNE) is an error mitigation technique used to obtain expectation values closer to the ideal noiseless value from a noisy quantum computer. ZNE can be classified broadly into three types - (i) analog ZNE, (ii) digital ZNE, and (iv) PEA ZNE. In this notebook we select digital ZNE primarily because it has a much simpler implementation than analog ZNE (Physical review letters, 119(18), 180509), and does not require the time consuming $learning$ step of PEA ZNE (Nature, 618(7965), 500-505).\n", + "\n", + "The general idea of digital ZNE (dZNE) is to replace some gates $U$ by $U(U^{\\dagger}U)^{\\lambda}$ for some $\\lambda \\geq 1$. This ensures that the functionality of the circuit remains unchanged (since $U^{\\dagger}U = I$ $\\forall$ $U$), however, the noise is increased due to the increased number of gates. The expectation values are obtained for different values of $\\lambda$, and then extrapolated to $\\lambda = 0$ to obtain an estimate of the expectation value in zero noise limit.\n", + "\n", + "![zne.png](attachment:77e9755f-d3a4-4c78-a563-c1c989e1d5db.png)" + ] + }, + { + "cell_type": "markdown", + "id": "652fd452-ada9-440f-bcda-f717704543a0", + "metadata": {}, + "source": [ + "### Start" + ] + }, + { + "cell_type": "markdown", + "id": "94970782-1fd3-487a-8814-5b45f2b5bc76", + "metadata": {}, + "source": [ + "We shall consider a $p=3$ QAOA circuit as an example for this notebook." + ] + }, + { + "cell_type": "markdown", + "id": "1f0b3ca8-0f2c-4805-b3e5-8d6b0dad9686", + "metadata": {}, + "source": [ + "### Build" + ] + }, + { + "cell_type": "markdown", + "id": "6e1e1f17-dea4-457c-a153-31f8cd83496d", + "metadata": {}, + "source": [ + "We consider a compute-uncompute circuit for this notebook. For any circuit, represented by the circuit unitary $U$, a compute-uncompute circuit appends $U^{-1}$ to it. This ensures that, in the noiseless scenario, the outcome is $|0\\rangle^{\\otimes n}$ where $n$ is the number of qubits. Therefore, the ideal expectation value of any $Z$ type observable is +1. This method ensures that the ideal outcome is known without explicit simulation.\n", + "\n", + "Note that in Qiskit the $U$ and $U^{-1}$ must be separated by a barrier so that the transpiler does not optimize the circuit to identity during execution." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ab255d68-0f83-47b0-a1fa-28bc49c4eb59", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit\n", + "from qiskit.circuit import Parameter, ParameterVector\n", + "from numpy.random import default_rng\n", + "from numpy import pi\n", + "\n", + "def build_compute_uncompute_qaoa_circuit(\n", + " num_qubits: int,\n", + " depth: int, # here the convention is depth=2*p\n", + " ):\n", + " gammas = ParameterVector('γ', depth // 2) \n", + " betas = ParameterVector('β', depth // 2)\n", + "\n", + " circuit = QuantumCircuit(num_qubits)\n", + " circuit.h(range(num_qubits))\n", + " for layer in range(depth // 2):\n", + " for qubit in range(0, num_qubits - 1, 2):\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(1, num_qubits - 1, 2):\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(num_qubits):\n", + " circuit.rx(betas[layer], qubit)\n", + "\n", + " qaoa = QuantumCircuit(num_qubits)\n", + " qaoa.compose(circuit, inplace=True)\n", + " qaoa.barrier()\n", + " qaoa.compose(circuit.inverse(), inplace=True)\n", + " qaoa.measure_active()\n", + "\n", + " return qaoa\n", + "\n", + "def produce_qaoa_parameters(num_layers, seed=None):\n", + " rng = default_rng(seed=seed)\n", + " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + "\n", + " params = []\n", + " for idx in range(len(betas)):\n", + " params.append(gammas[idx])\n", + " params.append(betas[idx])\n", + " return params" + ] + }, + { + "cell_type": "markdown", + "id": "9dfc47ee-5a96-4e75-9918-c81896902a1a", + "metadata": {}, + "source": [ + "Here we show an example of a 20 qubits $p=3$ QAOA circuit" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "81490e03-34b8-426c-a19e-be9954a6ae78", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 20\n", + "p = 3\n", + "qaoa = build_compute_uncompute_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "8109d0e6-fd99-4b87-ba9b-eab4b6a334dc", + "metadata": {}, + "source": [ + "We assign some random parameters for the qaoa circuit" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "180a82f7-057c-4a99-96fe-c11b9de30716", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JmjJlirp06aK6deuqTJkyatKkidasWZPm/TA/DMAoNEq6gfj4eEn/TmD/19y5c3XlyhUFBgYqODjY7sfp0KGDLly4oPz58+vxxx/XhAkTlC9fPrvuKygoyOYxycnJLveGWbhwYc6E8I9z587p5s2bNo/Lnj278ufP74BEcKb7uYpU7ty5uaLkP5xRBwcNGqTQ0FD1799fJpNJs2fPVlhYmNq2bauGDRvafH/UwX9FR0enOODIWjly5LD7/RZZx/1cUTIgIIArSv6DOui67mdfIFeuXFxR0g3cuHHD7kafwMBA+fn5ZXIi10QdtE7OnDltWv/O68vPz8+msfczx2IPZ82LZOZrgPfBf12/ft3uxu8CBQpwRUk3cOXKFbtO/mAymVSkSBEHJHItzpwbdof3wqwoPj7e7pMABQUFcUVJN3Dp0iVdv37d5nHe3t52fafkjtgfdG1Xr161+6SQRYoU4YqSbuD8+fO6ceOGzeOyZcumAgUKOCCR6+F4AevZMr/hKvMijuD1zz6ml7e3goODU/3t7jx9+yWeA7bfs7df4jlg+1Nvr6c/B2y/Z22/xHPA9lMHeQ243vZnNDfSr18/y++ffvqpXcfsSxk3Sd7x4Ycfqm7dupKk/v37p9soyfwwgPtxP98P0ijpBoKCghQbG6tt27apevXqKZadPHlSr732miSpcuXKdt1/njx5NHjwYDVo0EC5cuXS5s2bNW7cOP3+++/aunWrsmfPbvN92nMJ1Pj4eOXKlcvmcUY6fPgwjQ3/GDZsmMaNG2fzuJEjR2ro0KEOSARnq1evnjZu3GjzuFWrVql27doOSOR6HF0HV61apYULF2r37t2Wgy4eeughjR8/Xs8995x2796t3Llz23Sf1MF/Pf/885o1a5bN4yZPnqyuXbs6IBGcKTk5WWXKlNGRI0dsHrtt2zY99NBDDkjleqiDrq1FixZatWqVzeOWLFmipk2bOiARnCkhIUHBwcE2Nwn5+fnp0KFDnDTgH9RB6xw4cMCm9f/66y/NnDlTLVu2VIUKFaweN2bMGFuj3RdnzItk9muA98F/nT9/XiEhITYfGF2gQAGdPHnSrvk3ZC0//PCDWrVqZfO4Vq1aadmyZQ5I5FqcNTfsLu+FWdHBgwdVtmxZm8eVLVtW+/bto0HIDcyYMUM9e/a0eVyPHj00ZcoUByRyPewPurZffvnFrob7Ro0a6eeff878QHC6MWPGaPjw4TaPi4iI0MiRIx2QyPVwvID1bJkbcZV5EUcYO3GersbFq3BQYUVFRaX62915+vZLPAdsv2dvv8RzwPan3l5Pfw7Yfs/afonngO2nDvIacL3tz2hu5Mknn7Ss8+WXX9p1/9Y0SUrSsmXLdPr0aRUpUkStWrVS9uzZlZiYmOr+mB8GYBRatN1AeHi4JGns2LE6dOiQ5fYtW7aocePGlrM0V6lSxa77r1q1qt599121atVKDRs21GuvvaZ58+Zpz549mj9//n3nh2fo06ePzQezZMuWTc8//7yDEsHZ+vfvb/OYKlWqqFatWg5Ig7Q0b95cMTExKlasWIrbBwwYoGPHjtl8ICBSsuf/gXz58unpp592QBo4m5eXV4qzNlmrefPmNEk6EXXQseypgyVLlrR83oFr8/PzU48ePWwe16lTJ5oknchT62Dp0qW1adMmlS5d2ugohvPU14AzFChQwK59+549e9Ik6SaaN2+u0NBQm8fZsw8F+1EHHadMmTJq0qSJzePuXNEOrq9Tp07KkyePzePsmU+B/aiDjlO/fn2VL1/e5nHsC7iPnj17ysfHtvNYe3t7q1evXg5KBNzGvAgAAAAAAK4tODjYcuW1TZs26erVqzbfh7VNkpKUlJSkn376SZLk6+urSpUq3Ud6AMh8NEq6gYiICOXNm1cnT55UhQoVVKlSJZUsWVK1atVSuXLlLJc2trdRMi2tWrVSrly5tHXr1ky7T7i3Bx98UJ06dbJpzPPPP68CBQo4KBGcrV27djY3+wwZMoQDoeA2qlevrsaNG9s05sUXX5Sfn5+DEsHZunfvroIFC1q9vslk0uDBgx2YCHAuW89ILt3eF/Dy4mOru+jfv79NZ/3Pli2bXnzxRQcmAm7z9fVVvnz55Ovra3QUuLmXX37ZpgOjc+fOrb59+zowEZzJ29tbr776qk1jqlSpwpW14VZs/X8gKChIXbt2dVAaOFvOnDk1cOBAm8Y0bdpUYWFhjgkEOJnJZNLQoUNtGlO6dGk98cQTDkoEZwsKClL37t1tGtOlSxeFhIQ4JhDwD+ZFAAAAAABwbdWqVbP8/ueff9o83pYmybQe5+7HB4CsgCNO3UCxYsW0YcMGtWzZUn5+fjp+/LgKFCig6dOna+nSpTpw4ICkzG2UlCSz2UwDE2wydepUq68O2KRJE3300UeODQSnypYtm1asWKFChQpZtf6wYcP0zDPPODgV4FwLFy5UuXLlrFq3Q4cOeuONNxycCM6UL18+ff/995YJhXv56KOP7LraBpBVeXt7a/ny5VYf3DVw4ED17NnTwangTKGhofr666+tujKat7e35syZk+mfY4G0nDhxQv3799eJEyeMjgI39/DDD2vWrFlWnQTAz89P33zzTaqrOcG19evXz+qrQhUrVkzff/89J42AW2nWrJnef/99q9bNkyePli9fbtcVCJF1vfnmm2rXrp1V61asWFHz5893cCLAubp27Wp103jhwoW1YsUKGpfczKeffqoGDRpYtW7dunU1adIkBycCmBcBAAAAAMDVlSxZ0vL7nj17bBprT5Pkfx/H1ovoAICjcZSFm6hQoYJ++OEHxcbG6urVq9q8ebN69Oihy5cv68yZM/Lx8VH58uUz7fGWLVum+Ph4Pfroo5l2n87SsGFDmc1mRUREpLtOXFyc1q9f77xQHsLf319r1qzRc889l+4VFLJly6Z+/frphx9+sOoAariW0qVLa8uWLRl+CRwYGKhPP/1Ub7/9thOTAc6RP39+bdy4UU8++WS6Jxvw9/fXa6+9pnnz5nFArBt65JFHtHHjxgzPolSkSBHNmzfP5qssAK4gNDRUmzdv1v/93/+lu05AQIDeffddffTRR5yYxQ01b95ca9asyfDEASVKlND333+vjh07OjEZPFlsbKzWrVun2NhYo6PAA3Tp0kVLly5VaGhouutUqFBBP//8s8LDw50XDE5hMpn02Wefafz48Rk2fzVr1kybN29W0aJFnZgOcI5BgwZpzpw5Kly4cLrr1KhRQ5s2beIMxG7I29tbCxcu1JAhQ5QzZ8401/Hy8tJTTz2lDRs2KF++fE5OCDjehAkT9OGHH2b4+m7UqJG2bNnCAUZuyM/PT6tWrVLv3r2VLVu2NNfx9fVVjx499OOPP6ZbK3F/OF4gJeZFAAAAAABwbSdPntRPP/2kjRs3KioqyupxZcuWtatJUpLOnj2rTZs2ac2aNTp69Kjd2QHAEdLuVILbuNOtX7Zs2TSbzhYvXixJ2rZtmyRp5cqVKlCggEJDQ1W9enVJ0rPPPqtSpUopLCxMOXPm1ObNm/XOO+/o4YcfVocOHZy0JXAXOXPm1MyZMzV27FhNmzZNGzZsUFxcnHLnzq3GjRvr+eefV4ECBYyOCQcKDQ3V+vXrtXfvXk2ZMkVTp07VjRs35Ofnp6lTp+qpp56Sn5+f0TEBh8mXL5+WLFmiyMhITZ06VVu3blV8fLwCAgLUsmVLPfvss1wtwc1VqlRJW7du1datWzVt2jR98cUXljo4d+5cPf7445wpHm4tJCREP/74ow4cOKDJkydrz549SkhIUL58+dS2bVt17NiRg8DcXN26dfXXX3/pl19+0cyZM7Vw4ULduHFDOXLk0DfffKOmTZtysgAAbq1Vq1Zq0aKFVq9erS+++ELffvutpQ6uWrVK9erV42QBbsxkMmno0KF64YUXNH/+fH333Xe6fPmycuTIocqVK6tPnz4qU6aM0TEBh+ratas6deqk7777TvPnz9cPP/ygGzduKGfOnFq/fr1q1KhhdEQ4kLe3tyZMmKDXXntNX3zxhVauXKkrV67I399fjzzyiPr06cMVleHWTCaTXnrpJfXp00eLFi3SkiVLtHr1at24cUP+/v76/fffVaFCBaNjwoH8/Pw0ZcoUjR49WjNnzrQ0qOXOnVv169dXz549VahQIaNjAgAAAAAAwEV8/fXX+vrrr20ed/jwYS1fvlzPPPOMTU2SkrR//37VrVvX5scEAGegUdLN3WmUrFKlSprLn3rqqRR/9+/fX5LUrVs3zZ49W5JUvnx5ffXVV3rvvfeUkJCgkJAQ9enTR2+++Wa6Z7oE7iUoKEjDhw83OgYMVLFiRX366af69ttvderUKQUGBurZZ581OhbgNKGhoRo7dqzRMWAQk8mkRx55RI888ohWrlxpqYPt2rUzOhrgNGXLltVHH31kdAwYxGQyqWHDhmrYsKF+/vlnnTp1Svny5VPz5s2NjgYATuHt7a2WLVuqZcuWCgkJsdTB+vXrGx0NTuLv76+ePXuqZ8+eRkcBDOHr66unnnpKTz31lKUO5s2blyZJDxIQEKCBAwdq4MCBRkcBDJEjRw5169ZN3bp1s9TBgIAAmiQ9SMGCBRUREZHhVQ0BAAAAAAAAR7l165a6du2qnTt36tNPP7W6SRIAsjou0eDm7tUoaTab0/y50yQpSa+99pr27Nmjq1ev6saNG/r777/13nvvKXfu3M7YBAAAAMAqhw8fVu3atVW6dGk98sgj2rdvX6p1zGazXn31VVWoUEGVK1dWo0aNdOTIEcvyEydOqHXr1ipTpozKli2rTz/91LKsffv2KlKkiEwmk+Li4pyyTQBgr4EDByo0NFQmk0l79+5Nc53k5GQNHjxYFStWVNmyZdWjRw/duHFDkrRmzRqFhYVZfooUKaKHH37YmZsAAAAA4D41bdpUlStXVlhYmOrVq6edO3emud6MGTNUqlQpPfTQQ+rdu7eSkpJSLDebzWrSpIny58/vhNQ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+ "text/plain": [ + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "params = produce_qaoa_parameters(p, seed=0)\n", + "qaoa = qaoa.assign_parameters(params)\n", + "qaoa.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "b5ddcae3-a031-4ae3-914f-34f52e35f064", + "metadata": {}, + "source": [ + "It is useful to transpile the circuit before folding, since that would imply that transpilation is performed only once." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a50b4b56-dae2-40f6-bf99-b1d3442430d1", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import QiskitRuntimeService, Session, Options, Estimator" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "363d6bd5-7e1a-4eb7-8bb4-699efc502224", + "metadata": {}, + "outputs": [], + "source": [ + "service = QiskitRuntimeService()\n", + "backend = service.get_backend('ibm_auckland')\n", + "session = Session(backend=backend)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6cc95df0-b095-4752-8d27-359eedd46108", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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fX7388svav3+/vvjiC02dOtVtBivHjh2bYfqLLl26aMqUKSZFZJ4TJ06oYsWKZofhcuRARvv379d3332nS5cuSbox+HLx4kUVL17c3MDgEoZhaP369Vq+fLkuXrwo6UanLTk5WQEBASZHZ5+FCxdq3bp1Lqtv9erVWrx4sbp06eKyOmE/bzgO7Nq1S9OmTXNZfQcOHNCkSZP0yiuvuKxO2M8b9oHcoj/8P+SAdyEHMtq9e7d++OEH6zlRQkKCLl++rCJFipgbGFwiLS1Nq1ev1sqVK63nRImJiUpNTZWfn3v+xDt37lyb7gzLq0WLFmnt2rW67777XFYn7OcNx4GNGzdq/vz5Lqtv586dmjFjhvr16+eyOmE/b9gHbsU0sB7m3LlzeuWVV3THHXcoKChI5cuX19ChQ5WYmKiePXvKYrG49EehnDhi+pkiRYpkezXIgw8+KOnGD1TuIiIiQitXrtTy5cs1YcIEhYSE6PTp0+nuBNiwYYMKFSqU4RUQECBfX18To3esn3/+WQ899JDZYbgcOfA/W7ZsUdu2bVWzZk2NHj3aehfaP//8o9DQUEVEROjcuXMmRwln+uabb1S7dm21adNG48eP19WrVyVJFy9eVIUKFTRmzBilpqaaHKXtJk2a5PI6J0+e7PI6YR9vOA6YkY9TpkyxaXolmMcb9oHcoj9MDpAD5MBvv/2me+65R3feeafGjBljPSe6dOmSypUrp4EDB+qff/4xOUo4i2EYmj59umrUqKEHHnhAEyZMsJ4TXbhwQZUqVdL48ePdso/DORGy4w3HAbP2AXeeEt6beMM+kI4Bj7Fr1y6jdOnShiQjODjYaNCggVGqVClDktG1a1ejcePGhiRj69atTovh3nvvNSQZR48ezXHdbdu2GfXq1TOOHDnitHgMwzDmzZtnSDJKlCjh1Hr+LT4+3pBkSDLi4+Nztc3atWsNScZ7772X7v1NmzYZPj4+xpNPPpnt9idPnjTKli1rvPvuu06N05XlDh06NMN7w4cPNyQZ06dPz3Sbdu3aGX5+fsaOHTtcFqejynZ1Djiz/Y6wZMkSIygoyBpjVq8qVaoYMTExZocLJ3jrrbdy/PwlGeHh4UZSUpLZ4eZadHR0rtqV2etmrsfExNi1/YEDB0xufd6EhoYakozQ0FCzQ8mROxwH7I0zry5dumQULFjQlH1g+fLlLmmjM7nLfuDt+wD9YXLA23PA3nI5J0pv/vz5hr+/f47Htzp16hinT582O1w4WFpamjFkyJBc9XEef/xxIyUlxeyQc23r1q2mnBP5+voasbGxJrc+b9ylL2gY9AWyc+rUqVx9vzvjnGjjxo0uaaOzsA/kr33AUfsPd1Z6iHPnzik8PFynT5/WsGHDFBcXp8jISJ0+fVpjx47Vjz/+qKioKPn4+KhOnTpmhyvpxp0yu3btUuvWrXX06FGn1XPzVvp7773XaXU4W/PmzdWzZ0/NmzdPmzdvznSdpKQkde3aVa1atdIbb7zh4gid48qVK5k+l2X06NGqW7euBg8erBMnTqRbNmXKFK1cuVIjRoxQw4YNXRWq03ljDuzatUuPPfaYrl27luO6f/31lzp27KikpCQXRAZXmTFjht5+++1crbtkyRK3mepbkhYvXuyVdcN+nnYcWLlypfWOAFdbuHChKfUibzxtH8gt+sP/Qw6kRw54Rw5s2rRJTz31lFJSUnJcd8+ePercubOuX7/ugsjgKv/97381ceLEXK07f/58DRs2zMkROY5ZfbLr16/r559/NqVu5I2nHQeWLVuWq+93Z+CcyD152j7wbwxWeogXX3xRMTExGjJkiN5//30VKlTIumzEiBGqUaOGUlNTVa1atXS3CZvpww8/VEREhE6cOOG0ActffvlFCxculMVi0auvvurw8l1p5MiR8vX11ciRIzNd3r9/f127dk2zZs1ybWBOtHz5crVv3z7D+wEBAZo9e7YSExPVu3dv69QFR44c0auvvqoGDRpoxIgRrg7X6bwtB9577z0lJibmev2bz2+BZ0hNTdXo0aNt2mbGjBlOvfjFkbZv325a3Tt27DCtbuSNJx0H2AdgD0/aB3KL/nB65MD/kAPekQPvvPOOTT9kb9myRUuXLnViRHCla9eu6d1337Vpm88++0ynT592UkSOZWafjP6g+/Kk4wD7AOzhSfvAvzFY6QGio6P13XffqVSpUhkeuCpJFotFjRo1kiTVq1cvy3I6dOggi8Vi84/DWcUUFRWV7WvXrl0aNGiQWrVq5ZQBy8OHD+upp56SJP3nP/9RixYtHFa2GapUqaLu3btr1apV2rBhQ7pln3zyiZYsWaJFixapYMGCJkWYN5cuXcrw3o4dO9S4ceNM17958r1mzRpNmjRJaWlp6tWrl1JSUjR79uxsn2Pqrjw9B24VFxenBQsW2Lwdz57wHEuXLlVMTIxN2xiGoS+++MJJETkWJyWwhycdB8zMw927dys5Odm0+mE/T9oHMkN/OGfkQHrkgOflwK2OHDmi5cuX27wd50Se44cfftC5c+ds2iYlJUXTpk1zUkSOYxgG50SwiycdB8zMw8jISLd8zi08ax/4NwYrPcDXX3+ttLQ09ezZM8skDAwMlJT1YOX8+fMVFRXlsJg6deqkBg0a5Phq2LChNm7cKEk6ceKE+vbt65D64+Li1L59e124cEEPPPCAPvjgA4eUa7YRI0bIx8dHo0aNsr63du1avfbaa5o/f74qVapkXnB5sGzZMlWpUkV///239b3r16/L19dXFosly+1uTmv02muv6eWXX9aGDRus0yF5Kk/NgX9btmyZUlNTbd7ujz/+0JkzZ5wQEVxt0aJFLt3OldLS0nTs2DHT6j9y5Ij17gu4H085Dhw5csS0upOTk3Xy5EnT6kfeeMo+8G/0h3OPHEiPHLjBE3Lg337++We7+mwrVqwwbap1OJYnnxNduXJF58+fN61+M/uiyDtPOQ6YmYeXL1/WhQsXTKsfeeMp+8C/WQx+rXJ7zZs315YtW/Tzzz8rPDw803UefPBB/frrr1q6dKk6duyYbtnly5dVo0YNTZgwQT179tRbb71l992VrVu31vr169WhQ4dcj97v379fe/fulXRj2sfXX3/drrpvunDhglq3bq3du3erZcuW+vXXX/N8JUHjxo0VFxdn0zZpaWk6deqUJCk+Pl7BwcF5iiEzx44dU5MmTfTWW2/phRdesKuMhIQE67TBZcuWlY+PY65hsKX9ly5d0qBBg3TPPfeoX79+kqT169crPj5enTp1yraePXv2qFGjRkpOTlbTpk31xx9/yNfXN9dxOqv9knvkgDPbnxdXrlzR5cuX7dq2VKlSHnkVubc5f/58rp5X+m8+Pj4qW7asEyJyHMMw0v0Q+W/btm1TmTJlslxepkwZ+fn5KTU1NdtjU1xcnJo0aZLpsnLlymX7w2d+durUKaWlpbnFZ+0OxwHJnGPBzc8xM47aB6Ss9wN3P1a4y37g7fsA/WFywNtzwBWfv+S550SXL1/WlStX7Nq2TJkyNuUA8qezZ8/aNRuEr69vtn2p/OD69evZ9uNccU4UGhqa+4DzGXfpC0r0BbLz999/Z3lRiiv2gdKlS8vPz8+2oPMJ9oH0zN4Hbm1j/fr1tXPnTrtikAG3V6ZMGUOSsXv37kyXX7t2zShatKghyYiNjc2w/IUXXjDuvfdewzAMQ5Lx1ltv2R3Lvffea0gyjh49mqv1t2/fbhQrVsyQZIwePdruem/6559/jCZNmhiSjIYNGxqXLl3Kc5mGYRihoaGGJLtf8fHxDonjVgkJCUa9evWM5557Lk/lxMfH56ltjmr/kiVLjA4dOlj/P2rUKCMxMTHH7Y4fP24ULlzYkGSMGjUqX7Y/P+eAq9rPixev3L9iYmIc8h0RExNjelt4/e+VX48DhpH/jgWO2gcMg/0gP728fR+gP0wOeHsOOOPzNwzOiXjx8tQX50Se+fL2voAtL/YBz3x5wz5QtmxZu2Nwz6FzpJOQkCBJWd6BMnfuXP3zzz8KCQnJcNXQ9u3b9eWXX5oyR3ZkZKTatWunS5cuafTo0XrrrbfyVN7Vq1cVHh6ubdu2qWbNmlqxYoWKFi3qkFjtuSLt1isKnGHBggXatWuXDh48qO+++y7D8ujoaFWoUMGmMp11FW1utG3bVs8884yuXLmiwoUL69q1awoKCsp2G8Mw9Nxzz+natWuqVauW3n//fXXv3l01a9a0K2ZnXknuDI7Ogfx0FXFSUpLNz+aQbtxVV6ZMGbe9Ywz/Y+/dtYGBgSpZsqQTInKs7K6gzOlOMVuuoMyMxWJRuXLlch9sPuOuV1A6Q37vC2TnzJkzSklJyXSZo/aB7Mpy9ztO3GU/8PZ9gP4wOeDtOeDsz1/y7HOia9eu2TVNpq+vr0qXLs05kQf4559/FB8fb/N2BQoUUIkSJZwQkeMYOcw24+xzIne4+zQ77tIXlOgLZCcuLk7Xr1/Pcll28roPSMy45CresA/c2sbSpUvbVFc6eRpuRb5QtWpVQ5IxZcqUDMtOnDhh3HbbbYYko02bNumWpaamGo0aNTKGDh1qfU9y3Z2VL730kiE55o7KpKQk44EHHjAkGXfccYdx8uTJPJeZV7dejeCsq0gdwVlx2lNu165djfnz5xvR0dHGjBkzclz/s88+MyQZY8aMMfbv328EBQUZTZs2NVJTU50aZ34o21Hya4xpaWlGrVq1bL5657XXXjM7dDjIqVOnDD8/P5tzYMmSJWaHnit333233Vep3bzC0t4rJP/dH3A3N2c7CA0NNTuUHOXX79h/MyPO3r17m7YPlC9f3iVtdCZ32Q+8fR+gP0wOeHsOePvnn1epqalGxYoVbT7OvfPOO2aHDgc5fPiwYbFYbM6B9evXmx16rtSvX9+0/mDnzp1Nbn3euEtf0DDy73fsv5kR56OPPmraPlCrVi2XtNFZ2AccLy9xOqqN+eNyMeTJ/fffL0kaN26cDh48aH1/8+bNuu+++3Tp0iVJUr169dJt99lnnykuLs7u51NmJiIiQmPHjlXx4sVzXHfixIlavHhxnu+ovH79unr06KFff/1VYWFhWrVqlVvfMeLNOnfurMWLF2vp0qVZPn/1psOHD+u1115To0aNNHz4cFWvXl1jx47V1q1bNWHCBBdFDGexWCz6z3/+Y9M2fn5+1uf7wP2VKVNGjz/+uE3bVK5cWe3bt3dSRI7VuHFj0+pu1KiRaXUDN7EPAJmjPwxyADf5+vpq0KBBNm0TFBSkiIgIJ0UEV6tcuXKOz6z9tzvvvFN33323kyJyLDP7ZGb2RYGb2AeA9Bis9ACvv/66ihcvrpiYGNWuXVt169ZVlSpV1KJFC9WsWVOtWrWSlH6w8ty5cxo5cqRGjRql1NRUXbp0yTqoee3aNV26dElpaWk2x/L000/rzTffzNX0qz4+PurcubPNdfzb/PnztWDBAklSQECAevbsqVatWmX6yukWepgrPDxcK1as0N9//63bbrsty/XS0tLUq1cvpaamavbs2daHQQ8ZMkQtWrTQ6NGjFR0d7aqw4SR9+/a1abDqyy+/1O233+7EiOBqn376aa6nMCtcuLAWLFjgNtM6mvkDgrv8eAHPds8995hWN/sA8jP6wyAHcKvBgwfnerDKYrHoq6++cuupLZHRl19+qUqVKuVq3RIlSmj+/PluM60j/UF4O/YBID0GKz1AhQoVtGHDBnXs2FFBQUE6fvy4brvtNk2bNk2LFy/W/v37JaUfrIyNjdWVK1fUr18/FS9e3PqSpPfff1/FixfXkSNHTGmPrZKSkqz/PnLkiH7//fcsX1k91xP5Q0hIiGrVqpXj3NYTJ07Uxo0bNWbMGNWuXdv6vo+Pj2bNmiUfHx/16tUry3nf4R58fHw0d+5cPf/889muFxQUpK+++kq9evVyTWBwmRIlSmjdunVq0aJFtuuFhoZq3bp1ql+/vmsCc4Dw8HBTfkgKDQ1Vx44dXV4v8G916tTJcd92hsDAQD3zzDMurxfILfrDIAdwKz8/P/3www/q0aNHtusFBwdrwYIFevTRR10UGVylTJky2rBhgxo0aJDterfffrs2bNig6tWruyiyvHv00UdVrFgxl9dbvXp13XvvvS6vF/i3Fi1apDuGu0rhwoX1xBNPuLxeICcMVnqI2rVra+nSpbpy5YouX76sTZs2KSIiQhcvXtSpU6fk5+enWrVqWdevUqWK1q5dm+ElSc8++6zWrl2r0NBQs5pjk169eskwjFy9cns1Gszz9NNPq0uXLlku37dvn0aOHKnmzZtr6NChGZZXq1ZN77zzjrZt26b333/fiZHCFfz9/TV16lTt3btXL7zwgkJCQiTd+BGmWrVq+uCDDxQbG6uePXuaHCmcpVSpUvr999+1evVqdevWTQUKFJB0Izfuuusuff311zp8+LAaNmxocqS28ff3V9++fV1eb79+/ax3XgBmGzhwoMvrfOKJJ1SyZEmX1wvYgv4wyAHcKigoSF9//bWioqLUt29f6+COr6+vatWqpf/+97+KjY3VI488Ym6gcJqwsDBt375dy5cv10MPPaSgoCBJN2YXu/feezV//nwdOHAg3e9+7qBgwYLq3bu3y+sdMGCA29x9Cs9msVhMOSd65plnVLhwYZfXC+TEYhiGYXYQcJ7169erdevWqlOnjnbv3p3j+haLRW+99ZZDn2PprRISElSoUCFJUnx8vIKDg02OKHPOitPb2+/ssh3FHWL8t9TUVPn4+MjHh+ttvFVKSor8/Pzc/gQzLi5ONWvWtE7DnlsxMTEKCwtTbGysypcvn+vtSpQooX379qlUqVI2Rpq/hIWF6eTJkwoNDVVsbKzZ4WTLXb5jzYozKSlJdevW1aFDh2zazt59wM/PTzt37lSdOnVsDTXfcZf9wNv3AW9vv7PLdiRygPa7Q5y3Sk1Nla+vr9v3h2E/TzknOn78uGrXrq2EhASbtrO3P1i2bFnt27cvV4+vys/cpS8ouc93rFlxXrlyRbVq1bL5c7R3HwgKCtKePXt0xx132BpqvsI+4Hh5idNRbeSXXg93c4Dy1ilg4f6+//57DRgwQNeuXVOXLl1UrVo11a9fX+3bt9exY8fMDg9O5u2fv5+fHwOVXs7f39/tT8qlG1M6/fe//3VZfZ9++qnbD1TCswQGBmrGjBku259HjhzpEQOVuMHb+0Oe4tChQ7rrrrtUrVo1NW3aNNNnLB47dkytW7dW0aJF1bhx4wzLlyxZoho1aqhKlSrq1q2b4uPjM6zz3HPPyWKxZLoM+UulSpVUo0YN1a9fX/Xr19d3332Xq+287TvBEwapkDeeck5UsWJFl94B/sUXX7j9QKUny+13+Lp161SwYEHrsaJ+/fpKTEy0Lp8wYYLq1KmjWrVq6ZFHHrH5AmFXKly4sL788kuX1Tdu3Di3H6jE/3ha/4dfez2crYOVhmFwV6UbWLRokXVaoL59++rAgQOKiopSeHi4KdMKwrX4/AHP8fTTT+uhhx6yaZu4uDjFxsYqLi4u19s8/PDDevLJJ20NDyZ78cUXValSJVksFu3ZsyfH9d9+++0M69r7o6+rtGrVSi+//LJN29izD9SvX1/Dhw+3MTrkZ/SHPEO/fv3Ut29fHTx4UMOGDVNERESGdYoUKaJ33nlH33zzTYZl8fHxioiI0KJFi/TXX3+pbNmyevfdd9Ot8/PPP3vED/re5IcfflBUVJSioqJy/UwtvhMA9zVgwAC1bt3apm3s6Q/ac+4F18vtd3itWrWsx4qoqCjrI2NWrlypOXPmaNOmTYqOjlb9+vU1YsQIVzbBZu3bt8+0D5Qde/aBli1b6sUXX7Q1PORjntb/YbDSw90crLzzzjtNjgS2uHjxosLCwlSyZEnVr19fNWvWVGBgoPr166eUlBT9/vvvatOmjYKCgtSxY0fryXfz5s115MgRk6NHXvH5A97DYrFozpw5ql+/fq63adKkicqXL68mTZrkav2GDRtqzpw5/FDrhh599FFt3LhRFStWzHHdyMhIbd68WRUqVMiwzJ4ffV3p/fffV8eOHXO9vq37QPny5bV48WL5+/vbGyJMQH/I8505c0aRkZHWZ49369ZNR48ezXAVeIkSJdSqVatMp5Navny5GjdurBo1aki68SzcefPmWZefP39eb7/9tiZOnOi8hsAl+E4APJePj4/mz59v/S7PDVv7g61atdLnn39ub4hwEUd8h+/atUt333239ZmM4eHh+uqrrxweq6N9+umnNg3a27oPVK1aVQsWLJCvr6+dEcIM3tb/YbDSw/3xxx8yDEMPPvig2aHABsWLF1ePHj00ZMgQRUVF6eOPP1bLli31xRdfaO3atbrrrrsUEBCQYbtPPvmEq8Q8AJ8/4F2KFSumlStXZjq1XV41bdpUv/76q4oUKeLwsuF899xzj8LCwnJcLykpSYMGDdLkyZPdclDa399fP/zwg1OOYbfffrvWrVuX6SAu8jf6Q54vJiZG5cqVk5+fn6QbF/BUqFBBJ06cyHUZJ06cSHdBR6VKlXTy5EmlpaVJkgYNGqTRo0cz5Z+beeqpp1S3bl316dNHZ8+elcR3AuDpbrvtNq1Zs8YpU/bfc889Wrp0qQoWLOjwsuFc2X2HHzhwQA0bNlSTJk00efJk6/uNGzfWypUrdfr0aRmGoblz5+rKlSu6cOGCq8K2S4ECBfTzzz+rbdu2Di+7Ro0aWrNmjUqXLu3wsuFc3tb/YbASyKeioqLUoEEDSdKOHTusd90sWrRIjzzySIb1x40bp0OHDmWY9gjuic8f8C4lS5bUmjVr9PzzzzuszP79+2v16tUKCQlxWJnIn0aNGqWePXvq9ttvz3R5Zj/65jcFChTQggULNHLkSIdd7fvwww9r06ZNqly5skPKg+vRH/J8/77AwjCMPJdx0/fff6+AgACFh4fbFRvM8dtvv2nXrl2KjIxUSEiInn32WesyvhMAz1a2bFn99ttv1jvu88pisejll1/WL7/8wsWbbii77/CGDRsqNjZWkZGRWrhwoT7//HPNnz9fktS6dWsNHTpUnTp1UosWLVS2bFlJcotZVgoVKqSlS5fqlVdekY+PY4Ztunfvro0bN+bqIljkT97U/2GwEsinoqKirF8+N7+IDMPQihUr1KFDh3TrfvDBB/rxxx+1fPlyrhTzEHz+gPcpXLiwpk6dqhUrVuRq2s+sVKpUSatWrdKUKVNUqFAhB0YIR7r77rtVsmTJTF8xMTG5LmfTpk3atm2bBg4cmOny7H70zW/8/f01ZswYbd26NdfPW89MSEiIvv76ay1cuJCrh90c/SHPVr58ecXGxio1NVXSjYHKmJgYm+6ErlChQrppY48dO6bQ0FD5+Pho7dq1WrNmjSpVqqRKlSpJkmrXrm19VAryp5ufv7+/v15++WVt2LDBuozvBMDzFS9eXF999ZUWL16scuXK2V1OtWrV9Ntvv+mjjz6yPssQ7iOn7/AiRYpYZ00ICwvTk08+me540b9/f23fvl2bN2+2zlZzc1rY/C4wMFATJkzQxo0bVbNmTbvLKV26tBYsWKB58+ZxAbOb86b+D4OVQD508uRJ+fj4WK/++fPPP1W3bl1t3bpVNWvWTPfj88SJEzVv3jytXLlSxYoVMyliOBKfP+DdHnjgAR06dEjz58+36ZkV9913n3744QcdPHjQKVPHwLE2bNigc+fOZfoqX758rstZv3699u/fr9tvv12VKlVSbGysHnzwQS1fvlxS9j/65lcNGzZUZGSkVqxYoYcffjjXVxU3bNhQ06dP14kTJ9SjRw+3nBIX/0N/yPOVKlVKDRo00Ny5cyVJCxYsSDewmBvt27fXtm3btH//fknS5MmT1b17d+u/Y2NjdezYMeuA5t69e1W3bl2HtgOOk5CQoEuXLln/P2/ePOudBHwnAN6lc+fOOnLkiL7++mu1bNky19u1b99eP/30k6Kjo9WqVSsnRghnyc13+KlTp6xTvl+5ckVLliyxHi9uLpe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v3x/Xr1/XSuzh4eFF/kVERGDs2LHw9PSUrMOyV69ecHZ2RkZGBj799NM8w76cOXMGEyZMUP5b1V9kkrRevHiBzZs3q71cWFiYwXz5pKmZM2fCxMQkz1Onx48fx9SpU7F161aD/EXZ/v37Ubt2bcTHxys/y87OhqmpKRQKRaHL5Q7lMHXqVIwfPx7BwcHKISCMGXPgLeaA8eSA3ERGRiIrK0uy8sPDwyUrWxvYBgzfixcvJH2NhKG0gdWrV6u9zMuXLyV5FyiRLmjSBgRBwB9//KGDaPSHsZ4HeU+gOmPMAe5/9RhjDqgrKioKHh4eiIqKkjoUSRhjDvA4oDpj3P8AoBCM+TEkPTBz5kwsXLgQEydOxJIlSwqcZ8SIEVi7di0WLlyI6dOnAwBOnDiB/v37w93dHYIg4ODBgwW+SHb37t04fvw42rZtiwoVKiAuLg4//PAD4uLicPXqVTg7O6sds5eXF06ePKn2crm6dOmCoKAgjZd/l5+fHwICAjBz5kwsWLCg0PnOnj2L7t2748WLFzA1NYWrqytSU1MRExMDe3t7dOzYEbt27ULv3r2xY8cOlctPTU1VPglbuXJlmJiwf18Mr1+/xqNHjzRatmzZsnrzy5GcnBzle8FSUlJ0Mo5+dHQ0PDw8MGfOHHz55ZdqL6/LHFe1/klJSRg7diw6dOiA0aNHAwBOnjyJlJQUfPDBB0WWcfXqVbi7uyMzMxMtW7bEv//+C1NTU7Xi1NU2EGP/A8wB5oB+54AuPHz4EDk5OTAxMUHlypWlDkcj6enpePr0aYHTQkJCUKlSpSKXr1SpEszMzJCVlYWEhIRC50tISICHh0e+zy0sLFC+fHn1gtYA24DuGHo7yMrKQmJiYqHTi2sHJW0DhrDdBEHI80WNOmxtbQt8rw+RoUlISNDoiRkrKys4ODjoICL1GcI9IaAf18NS3hPowz1RSejztRDvCXk9rCo/Pz+15n/48CHWrl2L4cOHq3xdJ8WwmMwBwzgO6EP9S0Lqa4F36+jm5oZLly5pFIOZRkuRyo4ePQoA6NSpU6Hz5D4J+O6TlR06dFDewK9fvx4HDx4scNlevXqhV69eeT5r0aIF6tWrh23btuHrr7/WOPbu3bur3OkTFRWFa9euAQA6d+6scZmaatOmDS5duoT/+7//w6FDh3Dnzh3Y29tj8ODBmDdvnvJXBsV9+VeU3AZH+u358+eyGe43LS0NvXv3Rq9evTQ+Eb1Lqhy3t7fHwIEDsWLFCuXFyLFjx5Q/3iiKnZ0dLC0tkZmZCW9vb7VvSP7L0No5c4A5YCw5oImcnJxC31dtyCpVqqTyj83MzMw0+mFaZmam0Ww7ObcBgO1A0zZgrNstV0pKCoeCJVlLT0836jb+Lm2fBwHeExjatYCxXAvpy/4HmANS1V/d0fDS09OV/1Xn3cbGyFhyQF+OA3I/BgAl2wZF/Si1OOys1LHcdygW9uhtRkYGzp8/DyBvZ2VJeu8dHR0BvLl5L4mVK1eq9MhwaGgounTpAgCYO3cupk2bVqJyNVWjRo1Ch4kJCQkBgELHt1aFofzS3hgU92v7opQrV05v3v367q9KdGHbtm2IiIjAzZs3sWXLlnzTIyMjUbVqVZXXp8tfDhWnc+fOGDJkCJKTk1G6dGmkp6fDysqqyGUEQcDw4cORnp6OBg0aYNGiRRgwYADq16+vccy6+gWlrjAHmAP6ngO6YOhPlAFvrv+ePHlS4LSinhLLpc5TZQWR4slKXZFjGwAMvx1kZ2drlLu5StoGDGW7xcfHa/Q+9tKlS8POzk4HERGJ69GjR3j9+rXay5UqVQrlypXTQUTqM7R7QkDa62F9uCeQ8p5IE/p+LcR7Ql4Pq0rdUdJyc8PKykrlZZ2cnNSOq6SYA4Z3HJD7eQAo2ZOVFStWVKusPATSqdKlSwsAhJCQkAKn+/v7CwAEBweHQtexbt06AYBw7969QufJysoSMjMzhTt37gj9+/cXqlSpIjx+/FijmDt27FhseblCQ0OFsmXLCgCEuXPnalReUYYOHSoAEGbOnKnxOq5evSoAEMzMzIT4+Hi1lk1JSREACACElJQUjWMg9eTk5AjNmzdXbntV/+zs7PRqPxlC/ugyRnXX3adPH2Hr1q1CZGSksHbt2mLnX758uQBAmDdvnhAVFSVYWVkJLVu2FLKysnQap9Tr1TbmAHPAUOLM5eTkJAAQnJycpA5FY/Hx8Wqf4979i42NFQRBEGJjYzVafuTIkaLU01Byy1DifJeht4Ps7GzB1tZWsjbg5eUl8RZQzbBhwzSq35UrV6QOnUgrFi5cqFEb2Llzp9ShKxnKOUafroeluCfQp3siKehT/XlPKA19iPP69etq/QUGBgoAhMDAQJWXkYI+bFtVyP04oE/1l0pJ4tRWHfX/Z8MGLnfY0YsXL+abFhsbq3yMuUmTJiUqp2PHjrCwsECtWrUQGhqKY8eOKZ+w1KUNGzbg+fPnmDt3LubMmaPz8tQlCILySc/+/fsbxC+oCVAoFBgzZozay/n5+els7HfSvV69emHXrl3Yt28ffHx8ipz3zp07mDp1Ktzd3TF9+nTUrVsX8+fPx4ULF7B48WKRIiZtYw6QXFSuXBlVqlSRrPySjDRBpA0mJiZo3ry5ZOW7u7tLVrY6xo4dq/YyHTp0QKNGjXQQDZH4RowYAXNzc7WWcXFxKfa9VqTfeE8gb9z/pCpXV1ecOXMGrq6uUodCWsbjgHyxs1LHcodHXbhwIW7evKn8/Ny5c3jvvfeQlJQEIO8QsJr4888/ce7cOWzevBl2dnbo2rUrYmJiNFrXiBEjMH/+fJQtW7bYeZcuXYpdu3ZJ3lG5f/9+nD17Ns9njx8/xpAhQ7B3716UL18eS5YskSg60sSnn36qVid++fLlMXHiRB1GRLrm4+ODQ4cOIT4+vsjhCXNycuDn54esrCwEBAQoh7yeOHEi2rRpg7lz5yIyMlKssEmLmAMkJ1J2GBpKRw0ZN7aB4rm7u6Nfv34qz29ubo758+frMCIicVWoUAGTJ09Wa5nvv/++xK/EIWnxnkDeuP9JVebm5ihXrpzaP2oh/cfjgHyxs1LHpk2bhrJlyyI2NhYNGzZE48aNUbt2bbRp0wb169eHp6cngJJ3VtatWxetWrXCgAEDcPToUbx8+RI//vijRusaPHgwZs2ahTJlyhQ7r4mJCXr16qVROQU5c+YMHB0dlX9///03gDedou9+fubMmTzLHT58GG3btoW9vT2aNWuGxo0bo3Llyvjf//4HJycnHD16tGTjJZPorK2tsW/fPtSrV6/YeR0cHLBv3z5Uq1ZNhMhIVxwcHNCgQYNi2+rSpUtx+vRpzJs3Dw0bNlR+bmJigvXr18PExAR+fn7Izs7WdcikZcwBkpO+fftKUm6NGjUkfaKNKJdUbcDa2hrdu3eXpGxNBAQEoGvXrsXOZ25ujr/++gsdOnQQISoi8SxYsADDhw9Xad5FixZh8ODBOo6IdI33BPLG/U+qiomJwZgxYzR+WIf0F48D8sXOSh2rWrUqgoOD0aNHD1hZWeH+/fsoX748/P39sWvXLkRFRQEoeWflu+zt7VG7dm3cvn1ba+sUy+vXr/H06VPlX0ZGBgDg1atXeT5//fp1nuV69+6NAQMGwMHBATdu3MD9+/fRuHFjzJs3D9evX0fjxo2lqA6VkLOzM86cOYNx48YV2HluYWGBQYMG4dy5c/Dw8JAgQtK2wYMHo3fv3oVOv379OmbPno3WrVtj0qRJ+aa7urpiwYIFCAkJwaJFi3QYKekKc4Dkol+/fnBwcBC93M8//xwmJrwFIOm1bt0abm5uopc7aNAg2Nvbi16upkqVKoV9+/ZhwYIFcHJyKnCebt264fjx4+jfv7/I0RHpnomJCfz9/fH777+jbt26Bc7Tpk0b7Nq1C1OmTBE5OtIV3hPIG/c/qSI5ORnHjx9HcnKy1KGQDvA4IE8KQRAEqYOQq2fPnsHBwQFmZmZISUmBpaVlgfOtX78ew4YNw71791C9evVi1/vo0SPUqlULQ4YMwYoVK7QctbykpqbC1tYWAJCSksL3IUooNTUVgYGB+Oqrr5CcnIwyZcrg5s2bqFChgtShFcoQ8keXMRpC/QHdxSn3+ut63drEHDCMOHM5OzvjwYMHcHJyQlxcnNThlMjUqVM1GgkjNjYWzs7OiIuLg4uLi8rLWVlZITY2VpT3mgOGk1uGEue7jKUd+Pv747PPPlN7OU3bAABcunRJkk5SbcjKysLevXsxZMgQJCcnw87ODqGhoahdu7bUoRGJQhAEHDt2DH369MHLly9hZ2eH48eP6/WIAYZyjuH1sLzvieRef4BtQB/izH2gR1XXrl1D3759ERgYmOepuqKoMnqbtunDtlWF3I8Dcq8/ULI4tVVH/qxaQleuXAHw5kBZUEdlYGAgAgMDcfHiRQDAgQMH8vwbAHx9fTF37lzs3LkTJ06cwB9//AEvLy+YmZlhwoQJ4lSESAQ2NjYYOnQo7OzsAAC2trZ63VFJpEvfffcdFAoFrl69KnUoRFQCM2bMgLOzs2jlzZ8/X7SOSiJV+Pn5oWXLlqKVN3r0aIPtqAQAMzMz9O7dW3k9XLp0aXZUkqwoFAp07twZpUuXBvCmDehzRyWRJqpXr4569erBzc0Nbm5u2LJlS755oqOj4eXlhTJlyuR7B3RKSgq6deumfI0SEREZlnHjxqF69epFfu9X1HngyJEjynOIm5sbqlSpYjDXS+yslFBuZ2VhQ8D269cP/fr1Uz4dOWbMGPTr1w/Lly9XztO6dWvs378fw4YNQ/fu3bF48WK0b98e4eHhvHElMlL//PMPvvjiC6Snp6N3795wdXWFm5sbvL29ER0dLXV4pGNhYWE4d+4cqlatKnUopGWqfDFREB4TDFeZMmXg7+8vSllt2rQxuB+yqZPThw4dgru7O5o1a4ZGjRohICBApWkkLTMzM6xbtw4WFhY6L6tatWpYvHixzsshIhILrwGNV2BgIMLDwxEeHl7gEN92dnZYsGABNm3alG+aubk5pkyZgiNHjogRKukA7wtJVdznxqlv3744ffo0qlWrVug8RZ0HunTpojyHhIeHo3nz5hg0aJAuQ9YadlZKqLjOSkEQCvxbv369cp4vv/wSFy5cwPPnz/Hq1SvcvHkTq1evLjKZiciw7dy5Uzlu+6hRo3Djxg2Eh4fDx8cHo0aNkjY40qmMjAyMHTsWK1euhEKhkDoc0oHivpgoCI8Jhq1bt25qdyImJCQgLi4OCQkJKs3v4OCAgIAAmJqaahKipFTJaUEQMHDgQKxbtw6XLl3C3r17MXr0aCQnJxc5jfRDgwYN8PPPP6u1jLptwNLSEn/99ZfyaSwiImPAa0D5KleuHDw9PQscZs/S0hKdO3c2qPczU368LyxexYoVMXXqVFSsWFHqUCQjt30uFx06dCh2BKaizgPvio+Px7FjxzB48GBthqgz7KyUUG5nZZMmTSSOhIj0yfPnz+Hs7AxHR0e4ubmhfv36sLS0xOjRo/H69WucOXMGnTp1gpWVFXr06KHstGrdujXu3r0rcfSkS99++y18fX1Ro0YNqUMhEfGYYPx++ukn+Pn5qTy/h4cHXFxc4OHhUey89vb2OHjwIOrUqVOCCKWhbk4nJSUBAF6+fAkHB4c8r1koahpJb8yYMZg/f77K86vTBszNzbF161a0b9++JCESEYmO14DyNWjQIDRu3BgjR47E48ePpQ6H9ASPCXk5OjrCz8/PqIc75j6nkgoICED37t0N5lVq7KyU0L///gtBENCtWzepQyEiPVK2bFkMHDgQEydORHh4OH755Re0a9cOq1evxvHjx9G2bdsCh0tbtmwZevbsKUHEJIazZ88iJCQEY8aMkToU0qGCvpjgMcH4mZiY4M8//8TEiRO1ul4XFxecOHEi3zssDFVhOa1QKLB161b06dMH1apVg6enJwICAmBhYVHkNNIvs2bNwi+//AIzMzOtrdPe3h579+5Fr169tLZOIiKx8BpQnk6dOoWIiAiEhYXBwcEBQ4cOlTokkgDvC4v34sULHDx4EC9evJA6FJ3hPqeSWrduHUaMGCF1GCpjZyURkR4KDw9Hs2bNAAChoaFwc3MD8GaIh48++ijf/AsXLsStW7fw/fffixkmiejkyZOIiopCjRo1UL16dcTFxaFbt244cOCA1KGRlhT1xQSPCcbPxMQES5YsweHDh+Hi4lLi9Y0cORJXrlwp9HUD+qB9+/ZwdHQs8C82NjbPvEXldFZWFn744Qfs2rUL9+/fx9GjRzF06FA8e/asyGmkf77++mtcuHBBKyPP+Pj44Nq1a3j//fe1EBkRkTR4DSg/VatWBfBmZIDx48cjODhY4ohIbLwvVE1cXBwmTJiAuLg4qUPRKe5z0tSpU6eQlpZmUA/KsbOSiEgPhYeHKy9Aci9GBEHAoUOH0L179zzz/vTTT9i+fTsOHDgAa2trCaIlMUybNg3x8fGIjo5GdHQ0nJ2dC8wHMlxFfTHBY4J8dO3aFVevXsXMmTM1Gqqla9euOHLkCP744w+UKVNGBxFqT3BwMJ48eVLg37sdtsXldHh4OOLj49GuXTsAb4YIrVKlCiIiIoqcRvqpWbNmCAkJwZIlSzQa9rxly5b4+++/sXv3blSpUkUHERIRiYfXgPKSmpqqHLoeADZv3qzspCD54H0hvYv7nDS1du1a+Pn5wdTUVOpQVMbOSiIiPfPgwQOYmJigcuXKAIDLly+jcePGuHDhAurXrw9bW1vlvEuXLsXmzZsRFBQEe3t7iSImopIq6osJHhPkx87ODgsWLEBMTAw2bdqkHMK0IFZWVmjdujUmT56MqKgoHD58GJ07dxY5Yt1RJaddXFwQFxeHGzduAABu376NO3fuwNXVtchppL8sLCwwceJE3Lp1C/v27cOgQYNQt27dAuc1NzdHs2bN8MUXXyAkJATnz59H//79le/sISIyVLwGlJ/ExER06tQJTZo0QePGjXHy5Els2LABwJtRM3bv3g0AyMjIgLOzM/r164fLly/D2dkZ06dPV66nefPmaNOmjfJ9d4MHD5akPqQ+3hfSu7jP5Wns2LFwdnZGXFwcunTpgtq1awNQ7zyQnJyMbdu2Yfjw4ZLUQVPaeyEIERFpxaVLl5S/mgLefGm9cuVKODg4oHfv3srP4+LiMGnSJNSsWROdOnUCAFhaWuL8+fMiR0xSiI6OljoE0qLExER8/PHHyM7OhiAIqFmzpvKLCR4T5MvS0hKffvopPv30UwDAkydPcPfuXbx69QpmZmYoW7YsXF1dtfqOP31SXE736NED8+bNQ4sWLbB69Wr07dsXJiYmEAQBK1euhJOTEwAUOY30m6mpKXr06IEePXoAAF6+fImbN28iLS0NJiYmKF26NOrVqwdLS0uJIyUi0j5eA8pPzZo1cenSpQKn+fv7K//f0tKyyKEvw8LCtB4biYP3hfQu7nN5WrFiBVasWJHvc3XOA6VLl0ZycrJO4tMl4/xmg4jIgPn4+MDHx0f579DQUABAw4YNcfz4ceXnzs7OEARB9PiISPuK+mKCxwTKlfs+R7koLqf379+v/P93O3X/q6hpZFjs7OzQokULqcMgIhIFrwGJ5If3haqzsrJC/fr1YWVlJXUoOsN9TnLDzkoiIgNx7do1qUMgIj3CYwIRERGR/PAakIjeJddjQq1atbB9+3apw5CEXPc5GT92VhIRiSA1NVXqEAokVlz6Wn9AnNjkXn8xy9EEc0B/YyPjoc95ps+xERGR8dDn8w2vh+V9TyT3+gNsA/ocmzHR5+0s9+OA3OsP6Eds7KwkIhJBxYoVpQ5BUqy/vOsPcBvIvf5EbANERCR3cj8Xyr3+ALcB6y/v+mtbZGQkBgwYgL///hsNGjSQOhyVMAe4DeRe/+KYSB0AERERERERERERERGRKgRBwOvXr/muRiIjwicriYh0xNraGikpKVKHoTJra2utr8+Q6g9odxvIvf6565PzNpB7/YnYBoiISO7kfi6Ue/1z12dI20Du9QfYBng9rF3MAcPbBnKvPyDdcYCdlUREOqJQKGBjYyN1GJJh/eVdf4DbQO71J2IbICIiuZP7uVDu9Qe4DVh/edefmAMAt4Hc668ODgNLRERERERERERERERERJLgk5VERERERERERERERGQQatWqhd27d8PFxUXqUIhIS9hZSUREREREREREREREBsHKygp16tSROgwi0iIOA0tERERERERERERERAbhwYMHmDVrFh48eCB1KESkJeysJCIiIiIiIiIiIiIig5CUlIRt27YhKSlJ6lCISEvYWUlEREREREREREREREREkmBnJRERERERERERERERERFJgp2VRERERERERERERERERCQJM6kDICIiIiIiIiIiIiIieapXr55a85cpUwZz5sxB27ZtUblyZR1FRURiYmclEREREREREREREREZhMqVK2Pu3LlSh0FEWsRhYImIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K7WkTJkyUCgUeP78ufIzQRBgZ2cHhUKBpKSkPPMXNY2IiIiIiIiIiIiIiIhIDthZqQXR0dF4+fIlKleujLJlyyo/v3PnDpKTk1GtWjXY29vnWaaoaXIkCALOnDmDqVOnom3btihXrhzMzc1RsWJF+Pj4YPfu3Sqt5/Dhw/D29oaDgwOsra3RuHFj/PDDD8jMzNRxDYiIiIiIiIiIiIiIiEhd7KzUgpiYGNStWxfvv/9+ns8jIiIAAE2bNs23TFHT5OjYsWPw9PTEjz/+iHPnzsHBwQFNmzZFRkYG9u3bhw8//BAjRoyAIAiFrmPJkiXo1q0bDh06hNKlS6Nu3bqIiorCjBkz4OXlhVevXolYIyIiIiIiIiIiIiIiIioOOyu1oEOHDoiKisL69evzfB4eHg4AcHNzy7dMUdPkSBAE1KxZE7/99hsePXqEW7du4eLFi3j69Cl+/vlnKBQKrF27FqtWrSpw+QsXLuCbb76BQqHAunXrEB0djUuXLiEqKgq1a9fG2bNnMX36dJFrRUREREREREREREREREVhZ6UO8clK1bVs2RJRUVH48ssv4ejoqPzc1NQU48ePx6hRowAAa9asKXD5+fPnQxAEDBs2DH5+fsrPa9WqhT///BMAsGrVKjx69Eh3lSAiIiIiIiIiIiIiIiK1GERnZXR0NH766Sd4e3ujZs2asLa2hrW1NZo1a4alS5ciKysr3zKVKlWCQqFAdHQ0wsLCMGjQIFSpUgU2NjZo1qwZtm3bVmSZgiBgx44d6NOnD6pUqQJLS0s4OTmhS5cuWLFiBV6/fq2c19nZGQqFAnfu3MmzjtynJwvqkCxsmiZ1lVpRQ7Oqys7ODubm5oVO79atGwDgxo0b+aYlJyfj8OHDAIDPPvss3/QOHTrA1dUVmZmZKr/7koiIiIiIiIiIiIiIiHTPIDor586di2+++QZnzpyBmZkZGjVqBEdHR4SHh2PSpEkYPnx4nvkfPXqExMRE2NnZYfv27WjZsiWOHj0KJycnWFpaIjw8HH379sXJkycLLO/Ro0d477330KdPH+zYsQMWFhZwc3ODqakpjh49imnTpsHU1BQA8PTpUzx48AC2traoWbOmch3Pnz9HbGwsSpcunefz4qapW1dd8PLyUnb0FufixYto1qwZ7t27p9OYMjIyAADW1tb5pl26dAmZmZmwtLREixYtClze09MTAHDu3DndBUlERERERERERERERERqMYjOSm9vb4SFheHly5e4efMmLly4gJiYGPz7779wcHDAX3/9hVu3binnz31qMT09HQsWLMDmzZvx8OFDhISE4MGDB+jevTsAYO3atfnKSktLwwcffIATJ07Ay8sLV65cQXR0NM6fP4+YmBicO3cOEyZMgImJSZ6ymjRpAoVCkS+G/35e3DR16yq1TZs2ISIiAl5eXjrtsNy6dSsAoGPHjvmm3bx5EwBQrVo1mJmZFbh8rVq18sxLRERERERERERERERE0jOIzsoBAwagWbNm+Tr22rRpg/feew8AcO3aNeXnue+DfP36Nf7++2/069dPuWypUqXw+eefAwDu37+fr6yJEyfi4sWLaN++PQ4fPoxGjRrlmd6qVSvMmzcvX1lubm555tNkCFhN6iq1JUuWYMSIEYiJidFZh+XBgwexY8cOKBQKfPPNN/mmP3/+HABQtmzZQteROy13XiIiIiIiIiIiIiIiIpJewY+h6Zn09HTs2rULp06dQnR0NJKTk5GTkwMAuHr1KgDAwsJCOX9uB+Inn3yC999/P9/6MjMzAQBlypTJ8/n169fh7+8PKysrbNy4sch3KP63rP92PBbWiVncNHXreuLECXTq1Cnfepo2barsFNVUZGQkkpKSip1v7NixuHHjBk6fPg0vLy+cOHECNWrUKFHZue7cuYNBgwYBAL766iu0adMm3zzp6ekA8m6X/7K0tAQAvHr1SitxERERERERERERERERUcnpfWdlUFAQhg0bhgcPHhQ537udY7mdgQMGDChw3sjISACAq6trns//+usvZGdnw8/PDy4uLirFV9hTkpo8WalJXXOtWLECzZs3V/7bxsamuNCL9cEHH6i9TExMDEaNGoWgoKASl5+QkABvb288e/YM77//Pn766acC57OysgLwthO6ILnvvCxVqpTG8dSpU0c5/C9J5+HDh8r/Ojs7SxwNERGJjecBIrYDueP+J7ljGyAiIiLSH7kP2wGAp6cnLl26pNF69Lqz8ty5c/Dx8UFWVhY+//xzDBgwAA0bNoS9vT3MzMxw5coVNGnSBFZWVqhTpw6AN51SUVFRAAAvL68C15vbWfjfJxuPHDkCAPDx8VEpvtevX+P69eswMTFB48aNC/z8v8PIFjZNk7q+q0GDBmjdurVKcauqe/fusLa2VmneqKgo5fC0nTt3LnHZuR2Ut2/fRrt27bBjx45Cn3RVZYhXVYaKLU7uDRHph5ycnGI79omIyHjxPEDEdiB33P8kd2wDRERERPolMTFR42X1urNyxowZyMzMxNKlSzFhwoR80/ft2wcAaNSoEczM3lQlMjISWVlZqF69Ouzt7Qtcb25nZbNmzfJ8HhsbCwCoWbOmSvFdu3YNr1+/Rt26dfN06kVGRiIzMxP16tXL19lX2DRN6qprK1euRPXq1YudLzQ0FF26dAEAzJ07F9OmTStRuS9fvoS3tzeuXLmC5s2bY9++fUV2muY+IXv//n1kZWUVuH3u3LmTZ15NVK5cmU9W6oGHDx8iJycHJiYmqFy5stThEBGRyHgeIGI7kDvuf5I7tgEiIiIi/ZGTk6N80KtixYoar0dvOyuzs7Nx6tQpAMCQIUMKnL5p0yYAeTsdc4eA/W9HZK4XL17g3r17KFWqFOrWrZtnWmpqKgDV32tY2LsnC3uPZWHTNK3ru/r3748nT57A0dERvXr1wqJFi1CuXDmV6lESYWFh6Nq1K5KSkjB37lzMmTOnROtLS0uDj48PQkJCUL9+fRw6dCjfu0X/q1mzZrCwsEBGRgYuXrxY4BOmp0+fBgC0atVK49hu3bqlleF1qWScnZ3x4MEDVK5cGXFxcVKHQ0REIuN5gIjtQO64/0nu2AaIiIiI9EdqaipsbW0BvO2H0YTePiaWmZmpHOu2oHcRLlq0CFeuXAFQcGflfzsQc+U+Vdm4cWOYmprmmZb7nsqzZ8+qFGNhnZLqvq9S07oCQJkyZTB58mT8+eefOHr0KMaPH48tW7bAy8tL+Z5GXdqwYQOeP3+ulY7KzMxMfPTRRwgODkatWrVw5MgRODo6Frtc6dKl0bVrVwDAH3/8kW/6qVOncPPmTVhYWODDDz8sUYxERERERERERERERESkPXrbWVmqVCnUqFEDALBgwQJkZ2cDeNOhtWjRIsybN0/Z2fhux2RxT1YW9r5KAOjTpw8AYP78+Th27FieaQkJCViyZAnu37+fb13/7ZQsqsO0oGma1jW3nosXL4aPjw+8vLwwffp0bNy4EVeuXMHmzZsL3AbFGTFiBObPn6/S+x2XLl2KXbt2lbijMjs7GwMHDsThw4fh7OyMI0eOoEqVKiovP2vWLCgUCqxbtw4BAQHKz+/cuYMRI0YAAEaPHo0KFSqUKE4iIiIiIiIiIiIiIiLSHoUgCILUQRQmICAAfn5+AN6Mdevi4oJbt27h1atXWL58OUaPHg2FQoGXL18qh+d0cHDAs2fPEBsbC2dn53zr9PPzQ0BAAFatWoXPP/88z7SUlBR07NgRYWFhAN68o7BKlSp48OABEhISYG5ujpSUFFhYWAAAHB0d8fTpUzx48CBPx1phnxc1TZO6FkYQBNjZ2WHIkCFYsWKFCltaeps3b8bAgQMBvHlnaFHvnQgMDESlSpXyff7jjz9i6tSpAIBq1aqhbNmyuHr1KrKystCqVSscO3asyHdfFuTdR5hTUlI4DKweyB3yx8nJiUP+EBHJEM8DRGwHcsf9T3LHNkBERESkP7TVh6K376wEgKFDh+LVq1fKJxrNzMzQs2dPTJs2Denp6RAEAa6ursrKx8XF4dmzZ3BwcCiwoxIo+slKW1tbBAcHY+nSpQgMDMTNmzeRlJSESpUqoU+fPujXr5+yozIuLg5Pnz6Fo6Njnk7Hwj4vbpq6dS2OIAhQKBQqzasP3h2y9u7du7h7926h86anpxf4+ZQpU9C0aVMsWbIEISEhSExMhKurKwYNGoRJkybB0tJS63ETERERERERERERERGR5vT6yUrSzK5du9C7d29s2LABgwcPljocg8YnK/UPf0VLRCRvPA8QsR3IHfc/yR3bABEREZH+kMWTlVS8wYMHo06dOnBzc4O1tTXOnj2LH3/8Ec2bN0f//v2lDo+IiIiIiIiIiIiIiIioUOysNHANGjTApk2b8NNPPyE9PR3Ozs4YPXo05syZoxyyloiIiIiIiIiIiIiIiEgfsbPSwE2fPh3Tp0+XOgwiIiIiIiIiIiIiIiIitZlIHQARERERERERERERERERyRM7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikoSZ1AEQEREREREREREREZE8RUVFqTX/o0ePsHXrVnzyySeoUKGCSsvUq1dPk9CISCR8spKIiIiIiIiIiIiIiAzC48ePsWLFCjx+/FjqUIhIS9hZSURERERERERERERERESSYGclEREREREREREREREREUmCnZVEREREREREREREREREJAl2VhIRERERERERERERkUEoU6YMevbsiTJlykgdChFpiZnUARAREREREREREREREanC2dkZP/74o9RhEJEW8clKIiIiIiIiIiIiIiIyCBkZGbh//z4yMjKkDoWItISdlUREREREREREREREZBBu374Nb29v3L59W+pQiEhLOAwsEZGOCIKAtLQ0qcNQmbW1NRQKhdbWZ2j1B7S7DeRef4DbQO71JyIi4rmQ5E7ubUDu9QcMbxvIvf4A2wDPg9rFHDC8bSD3+gPSHQfYWUlEpCNpaWmwtbWVOgyVpaSkwMbGRmvrM7T6A9rdBnKvP8BtIPf6ExER8VxIcif3NiD3+gOGtw3kXn+AbYDnQe1iDhjeNpB7/QHpjgMcBpaIiIiIiIiIiIiIiIiIJMEnK4mIRJCYmKiXv0xLTU1FxYoVdV6OvtYfEGcbyL3+ALeB3OtPRETEcyHJndzbgNzrD+jvNpB7/QG2AZ4HxcEc0N9tIPf6A/pxHGBnJRGRCGxsbPT2ZCQG1l/e9Qe4DeRefyIiIp4LSe7k3gbkXn+A24D1l3f9ta1hw4a4fv261GGohTnAbSD3+heHw8ASERERERERERERERERkSTYWUlkQF6/fo2UlBSkp6dDEASpwyEiIiIiElV2djZSU1ORlpaGnJwcqcMhEl12djbS0tKQmpqK7OxsqcMhIiKSxL179zBgwADcu3dP6lCISEs4DCyRHrt69Sp27tyJixcvIjQ0FHFxccpppUqVQrNmzeDu7o4OHTqgV69esLCwkDBaIiIiIiLtiouLwz///IOQkBBcvHgRt27dUk4zMzNDo0aN4O7ujjZt2qBv374oU6aMhNESad+zZ8+wdetWnD9/HqGhoYiMjFR2UioUCtSrVw/u7u5o2bIlPvnkE8nfNURERCSGtLQ0REREIC0tTepQiEhL2FlJpGdycnIQGBiI5cuXIzg4uND5Xr16hX///Rf//vsvfvvtN1SoUAGfffYZxo4di8qVK4sYMRERERGRdp04cQLLli3D7t27C316LCsrC+Hh4QgPD8eff/6Jr7/+Gr6+vvj6669Rv359kSMm0q7w8HD8+uuv+Pvvv5Genl7gPIIg4Pr167h+/Tr+97//YdKkSfj4448xbtw4tGnTRuSIiYiIiIg0x2FgifTI7du34eXlhf79+xfZUVmQR48e4fvvv0f9+vWxbt06DhNroE6cOAGFQpHnz9bWFs2bN8fPP/+MrKwsqUMkHWMOEHOAiOTs2bNn8PX1RadOnbBjxw61hrlMTU3F6tWr0aRJE8ydOxeZmZk6jJR0Re7nwVevXmHy5Mlo3rw51q9fX2hHZUFev36Nv//+G23btsXo0aPx8uVLHUZKuiL3NkDMAWIOEHNA7uS6//lkJZGe8Pf3x7hx4/Dq1asSrefFixcYPnw4AgMDsXHjRtjb22snQBJV//794ePjA0EQkJCQgA0bNmDixIm4fv061qxZI3V4JALmADEHiEhujh49ikGDBiExMbFE68nKysJ3332HnTt34p9//kGdOnW0FCGJSY7nwStXrqBv3764efNmide1Zs0aHDx4EFu2bEHr1q21EB2JTY5tgPJiDhBzgJgD8ia3/c/OSiI98MMPP2DGjBlaXef+/fvh5eWFoKAglC9fXqvrJt1zc3ODr6+v8t9jxoxB/fr14e/vj++//577VAaYA8QcICI52blzJ/r376/VpyEjIiLQvn17HDlyBI0aNdLaekkccjsPnj9/Ht7e3khKStLaOmNiYtC5c2fs2rULXbp00dp6SRxyawOUH3OAmAOFc3JywqJFi+Dk5CR1KDrFHJA3ue1/DgNLJLFly5ZpvaMyV0REBLy9vZGcnKyT9ZN4bGxs0KpVKwiCgDt37kgdjqjCwsLyDX1Qkj9DxRxgDsg5B4jIuAUFBeGTTz7RybCtiYmJ6Nq1K4+bRsCYz4NXr17VekdlrrS0NHz44Yc4e/as1tdN4jLmNqAK3hPIOwe4/9+Qcw78l729PXr16iW7EeXknAM8Dhj//mdnJekNQRBw5swZTJ06FW3btkW5cuVgbm6OihUrwsfHB7t37y502Xv37uGPP/7AZ599hqZNm8LMzAwKhQKzZs0SsQbqu3jxIiZOnKjTMsLCwnReBokj9yTk4OAgcSTi2r9/P5KSkiAIglb+DBlzgDkg1xwgIuP16NEjDBw4EK9fv9ZZGQkJCRg0aJBa778k/WSM58H09HT0799fJx2VudLS0tC/f3++w9IIGGMbUBXvCd6Qaw5w/78l1xz4r2fPnmHjxo149uyZ1KGITq45wOPAG8a8/zkMLOmNY8eOKYemUSgUqFWrFmrWrInbt29j37592LdvH4YPHw5/f/98v3749ddf8euvv0oRtsYyMjLg5+en9pcmISEhqFSpEhISEuDh4aHSMv7+/ujbty+6deumSagkgbS0NDx58kQ5Jvnvv/+OS5cuwcPDQ3bvXUpKSkKZMmWkDkN0zIG3mAPMASIyXmPHjsWTJ0/UWkaT6+Hz589jyZIlmDJliiZhkgTkch787rvvEBkZqdYymrSB2NhYTJ482Sjfb2Ss5NIGVCXHewLmwFty3P8Ac6AoDx8+xIIFC+Dm5oZy5cpJHY7OMAfekuNxQG77n52VpDcEQUDNmjUxYcIEDBgwAI6OjgCA7Oxs/Pbbb5g4cSLWrl0Ld3d3jBkzJs+yjo6O8PHxQcuWLeHh4QF/f39s27ZNimqobMmSJbh27Zray1WqVAnOzs5qLzdq1Cjcvn0b5ubmai9L4ps/fz7mz5+f57PevXtj1apVEkUkjZiYGFSrVk3qMCTBHHiDOcAceNfDhw+Rnp4O4M2TKKmpqbCxsZE4KiLxPH/+HBcuXMCrV68AADk5ORJHVDL79+9HYGCg2stpej387bffYsCAAahataray5L45HAejIyMxI8//qj2cpq2gT/++ANDhw5Fu3bt1F6WxCeHNqAqud4TMAfekOv+B5gDxBzIJdfjgNz2P4eBJb3RsmVLREVF4csvv1R2VAKAqakpxo8fj1GjRgFAgb8EnTVrFvbs2YPZs2fD29sbtra2osWtidevX2P58uWilhkTE4OdO3eKWiZpbsSIEQgKCsKBAwewePFiODg4IDExEaVKlVLOExwcDFtb23x/FhYWMDU1lTB67dmzZw969uwpdRiSYA68wRxgDgDA6dOn0a9fP7i4uODp06cAgKdPn8LJyQnjx4/H3bt3JY6QSLeuXLmCkSNHwsnJCd7e3srhrh4+fIhhw4YhPDxc2gA19Msvv4haXkZGBlavXi1qmaQ5OZwHly9fLvqPDpYtWyZqeaQ5ObQBVcn1noA58IZc9z/AHCDmQC65Hgfktv/ZWSmiJ0+eYPLkyahVqxasrKzg4uKCSZMm4dWrV/D19YVCoYC/v7/UYapNW2M829nZFfnUX+4Qpjdu3NBKeVLatWsXHj58KHq5K1euFL1M0kzt2rXRpUsXeHt7Y/Lkydi7dy/Onz+PL774QjlP+/btkZKSkufv5s2bcHR0zPerG0N17949VK9ePc9nM2bMgEKhwNq1awtc5v3334e5uTnCwsJEiFB3mANvMAeYA4sXL0b79u0RGBiYb+j0Fy9e4Ndff0WzZs1w7NgxiSIk0q0tW7agRYsW+PPPP5VPVL5r/fr18PDwwIYNGySITnM3b95EUFCQ6OX6+/sjIyND9HJJfcZ+Hnz58iX++usv0cvdvn27JPeipD5jbwPqkOs9AXPgDbnuf4A5QMyBXHI9Dsht/7OzUiSXL19Go0aNsGTJEiQmJqJBgwbIzMzE0qVL4evrq+yAa9q0qcSRAl5eXlAoFIiOji523osXL6JZs2a4d++ezuPK/VLB2tpa52XpmhQ3pQBw4sQJxMbGSlI2lUzr1q3h6+uLzZs349y5cwXOk5GRgT59+sDT0xMzZswQOULtS05OLnAs+rlz56Jx48aYMGECYmJi8kxbtWoVgoKCMHPmTDRv3lysUEXBHHiLOSCfHFi5cqVK75d7+fIlevbsiZCQEBGiIhLPgQMHMGjQIGRmZhY5X1ZWFvz8/LBjxw6RIiu5jRs3SlLuo0ePcPjwYUnKppIxtvPgrl27kJKSInq5WVlZ+Pvvv0Uvl0rO2NqAqnhP8JYcc4D7Py855kBhbGxs0K5dO9m9FkSOOcDjwFvGvv/ZWSmCJ0+ewMfHB4mJiZgyZQoSEhIQFhaGxMREzJ8/H9u3b0d4eDhMTEzQqFEjqcNVy6ZNmxAREQEvLy+dd1hu3boVANCxY0edliOGCxcuSFY2v8g1XLNnz4apqSlmz55d4PTPP/8c6enpWL9+vbiB6ciBAwfg7e2d73MLCwsEBATg1atXGDZsmPLp7rt37+Kbb75Bs2bNMHPmTLHDFQVz4A3mgDxyICkpCZMnT1Z5/rS0NEyYMEGHERGJKzs7G2PGjMn3RHFhBEHAl19+idevX+s4Mu3g9TBpwpjOg2wDpAljagOq4j1BXnLLAe7//OSWA4WpXr06/P398z1tJwdyywEeB/Iy5v3PzkoRjBs3DrGxsZg4cSIWLVqU532KM2fORL169ZCVlQVXV9c84w0bgiVLlmDEiBGIiYnRaYflwYMHsWPHDigUCnzzzTc6KUMs8fHxSEhIkKz80NBQycqmkqlduzYGDBiAI0eOIDg4OM+0ZcuWYe/evdi5c6dBPn2clJSU77PQ0FC0aNGiwPlzLziOHTuGFStWICcnB35+fnj9+jUCAgKKHFLakDEH3mIOGF8O/FfuTYc6zpw5g4iICB1FRCSugwcPqjTSybvi4+Oxe/du3QSkRYIgSHpNyuthw2VM50G2AdKEMbWBgvCeoHjGnAPc/6ox5hxQR3Z2NlJSUlT+YZ8xMeYc4HGgeMa8/9lZqWORkZHYsmULKlSoUOAYwQqFAu7u7gDyDgEbFxeHcePGoW3btrC2ti5yWNbg4GB07twZjo6OsLe3R+vWrbF9+3atxB4eHl7kX0REBMaOHQtPT0+ddVjeuXMHgwYNAgB89dVXaNOmjVbXL7bIyEhJy7969aqk5VPJzJw5EyYmJvj222+Vnx0/fhxTp07F1q1bDfIXZfv370ft2rURHx+v/Cw7OxumpqZQKBSFLpc7lMPUqVMxfvx4BAcHK4eAMGbMgbeYA8aTAwUJCAgQdTkifWPMbeDJkyd4/PixZOVfu3ZNsrKp5IzlPChlHt68ebPY4aVJfxlLG/gv3hOozhhzgPtfPcaYA+qKioqCh4cHoqKipA5FEsaYAzwOqM4Y9z8AKITc52NJJ2bOnImFCxdi4sSJWLJkSYHzjBgxAmvXrsXChQsxffp0AG/eLdi/f3+4u7tDEAQcPHiwwBfJRkREoFWrVujQoQPGjRsHc3NzrFu3Dlu2bMGePXvg4+OjdsxeXl44efKk2svl6tKlC4KCgjRe/l0JCQlo3749bt++jffffx979+5V6RcRfn5+CAgIwMyZM7FgwQKNy09NTVU+CVu5cmWYmJS8f//Vq1d49uxZgdNCQkJQqVKlIpevVKkSzMzMkJWVVeQTmgkJCfDw8Mj3uaWlJRwdHdULWo88fPgQOTk5MDExQeXKlaUOp0g5OTl4+PAhACAlJUUn4+hHR0fDw8MDc+bMwZdffqn28rrI8Vyq1j8pKQljx45Fhw4dMHr0aADAyZMnkZKSgg8++KDIMq5evQp3d3dkZmaiZcuW+Pfff2FqaqpWnLraBmLsf4A5wBzQ7xwoidzjvbpKlSqFcuXK6SAiInE9evRIoyFdzc3NUaFCBR1EpD1ZWVlITEwsdHpx18QlvR42hOvIovB6OK+SngcBac6FDx48KHSartsAoF/nfHWxDeSlz21AnfpLeU+gD/dEJaHP9wO8J+Q9oar8/PzUmv/hw4dYu3Ythg8frvK5QIphMZkDhnEc0If6l4TU1wLv1tHNzQ2XLl3SKAYzjZYilR09ehQA0KlTp0LniYuLA5D3ycoOHToob+DXr1+PgwcPFrjsli1boFAosGvXLuUQsl27dsW5c+ewceNGjTorc3Xv3l3lx4WjoqKUvwzt3LmzxmW+69mzZ3j//fdx+/ZttGvXDjt27JD00e3cBqdLlSpVgrOzs0rzmpmZqTzvuzIyMoq8MTYUOTk5RlGPkkhLS0Pv3r3Rq1cvjU9E7xIjxwtib2+PgQMHYsWKFcqLkWPHjil/vFEUOzs7WFpaIjMzE97e3mrfkPyXVNtAU8wB5oCx5IA2vXr1SvbnB5K3169fG3wbUPWaWNPrYWO5jjSWepSEts+DgH6cC3XdBgD9qGdJsQ0YVxvQl3sCQ2sbxnI/oC/7H2AOSFX/tLQ0teZPT09X/lfVZY31nGEsOaAvxwG5HwOAkm2Don6UWhx2VurY/fv3AaDQR28zMjJw/vx5AHk7K1Xtuc7MzISFhQWsrKzyLFu6dGmNnkZ418qVK1V6ZDg0NBRdunQBAMydOxfTpk0rUbkA8PLlS3h7e+PKlSto3rw59u3bJ/k4y9r6VUV6ejqePn1a4DRV3mWpzq9oC2JlZQUHBwfVgtVDhvorWl3Ytm0bIiIicPPmTWzZsiXf9MjISFStWlXl9enyl0PF6dy5M4YMGYLk5GSULl0a6enpeY5rBREEAcOHD0d6ejoaNGiARYsWYcCAAahfv77GMevqF5S6whxgDuh7DpSEpk+V2draokyZMjqIiEhcz549U/u9rYBhXOtlZ2drdB2bq6TXw6ampsWOZqLPeD38lrbPg4B458L4+HgUNtCVrtsAAFSpUqXIIdX0GdvAW/reBtStvz7cE0h5T6QJfb8f4D0h7wlVpe73vrm5YWVlpfKyTk5OasdVUswBwzsOyP08AJTsycqKFSuqVVYeAulU6dKlBQBCSEhIgdP9/f0FAIKDg0Oh61i3bp0AQLh3716+aVeuXBFKlSolTJo0SUhISBCePn0qLF68WLCwsBBOnTqlUcwdO3YstLz/Cg0NFcqWLSsAEObOnatRef+VmpoqtG/fXgAg1K9fX3j8+LHa6xg6dKgAQJg5c2aJYklJSREACACElJSUEq0r18OHD5Xr1OQvNjZWEARBiI2N1Wj5WbNmaaUeUnFychIACE5OTlKHUixd5I+26TJGddfdp08fYevWrUJkZKSwdu3aYudfvny5AECYN2+eEBUVJVhZWQktW7YUsrKydBqn1OvVNuYAc0Bf48zdv+r+Xb16VerQibTi4MGDGrWBnTt3Sh16sXJycoSKFStKdj3s4+Mj8RYoGV4Pa58UcbZr106yNlCvXj1R6qgrbAPap0/Xw1LcE+jTPZEU9Kn+vCeUhj7Eef36dbX+AgMDBQBCYGCgystIQR+2rSrkfhzQp/pLpSRxaquO+vHTeSOW+4vdixcv5psWGxurfIy5SZMmGq2/UaNGOH78ODZt2oRKlSrBwcEBc+fOxT///IP27dtrHriKNmzYgOfPn2Pu3LmYM2dOideXmZmJjz76CMHBwahVqxaOHDli0O9XLEilSpVQpUoVycp3d3eXrGyiovTq1Qu7du3Cvn37ih3C+s6dO5g6dSrc3d0xffp01K1bF/Pnz8eFCxewePFikSImbWMO0LsGDx6s9rscOnbsiIYNG+ooIiJxde3aFbVq1VJrGRcXl2Lf56IPFAqFpNekvB4mfcA2QFQw3hPIG/c/qcrV1RVnzpyBq6ur1KGQlvE4IF/srNSx3OFRFy5ciJs3byo/P3fuHN577z0kJSUByDsErDpu3bqFfv36wcPDA/v378fhw4fxySefYMCAATh27JhG6xwxYgTmz5+PsmXLFjvv0qVLsWvXLq10VGZnZ2PgwIE4fPgwnJ2dceTIEUk79XSpVatWkpXt4eEhWdlERfHx8cGhQ4cQHx+P8uXLFzpfTk4O/Pz8kJWVhYCAAJiZvRnRfOLEiWjTpg3mzp2LyMhIscImLWIO0Lvs7Ozw22+/qTx/6dKlsWzZMh1GRCQuExMTrFmzRuV3tpuammL16tXKY6K+k/J6uGXLlpKVTZSLbYCoYLwnkDfuf1KVubk5ypUrp/K1MhkOHgfki52VOjZt2jSULVsWsbGxaNiwIRo3bozatWujTZs2qF+/Pjw9PQFo3lk5Y8YMWFtbY/v27ejevTu6du2KtWvXonXr1pg0aZJG6xw8eDBmzZql0vueTExM0KtXL43K+a+tW7di27ZtAAALCwv4+vrC09OzwL//vnvjzJkzcHR0VP79/fffAN50pr77+ZkzZ7QSa0kNGTJEknK7dOkiyfjsRKpwcHBAgwYNih3bfOnSpTh9+jTmzZuX5wkqExMTrF+/HiYmJvDz80N2drauQyYtYw7Qfw0bNgzLly8v9l0J5cqVw4EDBzQeqYJIX7333nsIDAxEqVKlipzP0tISmzdvRvfu3UWKrOR8fX0leV9e5cqV0bVrV9HLJfqvXr16wc7OTvRyLSwsMGDAANHLJVIV7wnkjfufVBUTE4MxY8YgJiZG6lBIy3gckC92VupY1apVERwcjB49esDKygr3799H+fLl4e/vj127diEqKgqA5p2VV65cQZMmTWBqaprnc3d3d1y/fr3E8YspIyND+f93797FmTNnCv1LT0/Ps+zr16/x9OlT5V/uul69epXn89evX4tap8L4+PjAxcVF9HLHjh0replE6hg8eDB69+5d6PTr169j9uzZhf4gw9XVFQsWLEBISAgWLVqkw0hJV5gD9F9jx47FhQsXMHToUFhaWuaZVr58ecyYMQMRERFo166dRBES6VavXr0QERGBcePG5evYKF26NMaOHYvw8HD069dPogg1U7NmTUk6V0eNGsVf4JNesLW1hZ+fn+jl9uvXDxUqVBC9XCJ18J5A3rj/SRXJyck4fvw4kpOTpQ6FdIDHAXlSCIIgSB2EXD179gwODg4wMzNDSkpKvi/gcq1fvx7Dhg3DvXv3UL169TzTvLy8EB8fj8jIyDxDPnl5eSE2NhZ37tzRZRWMXmpqKmxtbQEAKSkpar87qyiLFy/GlClT1F4uNjYWzs7OiIuLU6vDs2bNmrhx44bBDA1WGGdnZzx48ABOTk6Ii4uTOpwi6TJ/tEWXMRpC/QHdxSn3+ut63drEHDCMOAHg6dOnuHbtGlJTU2Fvb4/mzZsXev1EZIxSU1Nx6dIlJCcno3Tp0mjatClKly4tdVgaCwoKwvvvv6/2cppeD5cqVQq3bt0y+JFGeD2sfVLFefPmTTRs2BBZWVlqLadpGwCA8+fPG/wwsGwD2sfrYXnfE8m9/gDbgD7EmftAj6quXbuGvn37IjAwMM9TdUWpV6+eJqGViD5sW1XI/Tgg9/oDJYtTW3Xkk5USunLlCoA3B8qCvmgLDAxEYGAgLl68CAA4cOBAnn8Db542uHXrFnr37o09e/bg4MGDGDJkCE6ePImvv/5anIqQRsaPHw83NzfRyvvzzz8NvqOSiN747rvvoFAocPXqValDIRKVg4MDOnTogO7du6NNmzbsqCTZsbGxgaenJ7p37w5PT0+D7qgEgK5du2LQoEGilffDDz8YfEclGRdXV1fMnDlTtPK+/PJLg++oJDJ21atXR7169eDm5gY3Nzds2bIl3zzR0dHw8vJCmTJl0KJFizzTUlJS0K1bN+XrkIiIyLCMGzcO1atXL/J7v6LOA0eOHFGeQ9zc3FClShU0b95cjNBLjJ2VEsrtrCxsCNh+/fqhX79+WLFiBQBgzJgx6NevH5YvX55nnj179uDFixfw8/PDgAEDEBUVhY0bN2LcuHG6rwRpzNzcHOvXr1e7AzEhIQFxcXH53ttZlLFjx8LLy0vNCElf/fPPP/jiiy+Qnp6O3r17w9XVFW5ubvD29kZ0dLTU4ZGOhYWF4dy5c6hatarUoZCWqfLFREF4TCAiQ7Zs2TJUqlRJrWU0uR5u3749vvrqK3XDIwmpc147dOgQ3N3d0axZMzRq1AgBAQEqTdMHM2bMUPu1MJq0gZo1a+L//u//1A2P9BivAY1XYGAgwsPDER4ejv79++ebbmdnhwULFmDTpk35ppmbm2PKlCk4cuSIGKGSDvC+kFTFfW6c+vbti9OnT6NatWqFzlPUeaBLly7Kc0h4eDiaN28u6g9ES4KdlRIqrrNSEIQC/9avX59nPh8fHwQHB+Pp06dISkrChQsXMHDgQF2HT1rQtGlTZWe0qjw8PODi4gIPDw+V5m/Tpg3H5jYyO3fuVI7bPmrUKNy4cQPh4eHw8fHBqFGjpA2OdCojIwNjx47FypUroVAopA6HdKC4LyYKwmMCERmycuXKYcuWLbCyslJ5GXWvh52dnfG///0PJia8/TU0qpzXBEHAwIEDsW7dOly6dAl79+7F6NGjkZycXOQ0fWFhYYEtW7ao9QSUum2gdOnS2Lp1q94OO0aa4TWgfJUrVw6enp4FtmlLS0t07twZ9vb24gdGWsP7wuJVrFgRU6dORcWKFaUORTJy2+dy0aFDBzg7Oxc5T1HngXfFx8fj2LFjGDx4sDZD1BnerUkot7OySZMmEkdCUho1ahR+/vlnnazbw8MD+/bt402pgXn+/DmcnZ3h6OgINzc31K9fH5aWlhg9ejRev36NM2fOoFOnTrCyskKPHj2UnVatW7fG3bt3JY6edOnbb7+Fr68vatSoIXUoJCIeE4jI2HXo0AE7duxQq8NSVc7Ozjhy5AhHJDBA6p7XkpKSAAAvX76Eg4NDnqHCi5qmD+rWrYugoCCdDNlYunRp7Nu3D+7u7lpfN+kWrwHla9CgQWjcuDFGjhyJx48fSx0O6QkeE/JydHSEn5+fUQ93zH1OJRUQEIDu3bujQoUKUoeiEnZWSujff/+FIAjo1q2b1KGQxMaPH4///e9/sLOz09o6P/74Yxw9ehRly5bV2jpJHGXLlsXAgQMxceJEhIeH45dffkG7du2wevVqHD9+HG3btoWFhUW+5ZYtW4aePXtKEDGJ4ezZswgJCcGYMWOkDoV0qKAvJnhMICI58Pb2RlBQEFxcXLS2zlatWuH06dOoW7eu1tZJ0insvKZQKLB161b06dMH1apVg6enJwICAmBhYVHkNH3j5uaG06dPa/XHzHXq1MGJEyfQvn17ra2TxMNrQHk6deoUIiIiEBYWBgcHBwwdOlTqkEgCvC8s3osXL3Dw4EG8ePFC6lB0hvucSmrdunUYMWKE1GGojJ2VRHpi0KBBuHr1aok7rx0dHbFlyxYEBgaidOnSWoqOxBYeHo5mzZoBAEJDQ+Hm5gbgzRAPH330Ub75Fy5ciFu3buH7778XM0wS0cmTJxEVFYUaNWqgevXqiIuLQ7du3XDgwAGpQyMtKeqLCR4TiEgOPD09cfXq1RIPW2VpaYkff/wRZ86cKfJdLySt9u3bw9HRscC/2NjYPPMWdV7LysrCDz/8gF27duH+/fs4evQohg4dimfPnhU5TR/VrVsXISEh+Pbbb2FmZqbxehQKBSZMmKB8TxEZLl4Dyk/uSADm5uYYP348goODJY6IxMb7QtXExcVhwoQJiIuLkzoUneI+J02dOnUKaWlpBvWgHDsrifSIi4sLDhw4gD179qB79+5qvZOuatWqWLhwIa5fv45PPvlEh1GSGMLDw5UXILkXI4Ig4NChQ+jevXueeX/66Sds374dBw4cgLW1tQTRkhimTZuG+Ph4REdHIzo6Gs7OzgXmAxmuor6Y4DGBiOTCzs4Oq1evxvnz5+Hr66vWE3Bly5bFpEmTEBkZiW+++QampqY6jJRKKjg4GE+ePCnw790nbIs7r4WHhyM+Ph7t2rUD8OZVGFWqVEFERESR0/SVhYUFvvvuO1y5cgVjx45V6weopUqVwogRIxAWFoalS5fyOsAI8BpQXlJTU5XDVgPA5s2blZ0UJB+8L6R3cZ+TptauXQs/Pz+DuidiZyWRnlEoFPDx8cH+/ftx69YtLFmyBAMHDkTdunXzfFljYmKCrl27Ytq0adi3bx/u3r2L6dOnG/VY7XLx4MEDmJiYoHLlygCAy5cvo3Hjxrhw4QLq168PW1tb5bxLly7F5s2bERQUBHt7e4kiJqKSKuqLCR4TiEiOWrZsib/++gtxcXH4/fffMXLkSDRr1izPey0VCgU8PT3x9ddfY9OmTYiLi8NPP/2EmjVrShg5aZMq5zUXFxfExcXhxo0bAIDbt2/jzp07cHV1LXKavqtXrx6WL1+OBw8eYMOGDRg7dixat26d57yvUCjQokULjB49Gv7+/njw4AH8/f2VX2qSYeM1oPwkJiaiU6dOaNKkCRo3boyTJ09iw4YNAICRI0di9+7dAICMjAw4OzujX79+uHz5MpydnTF9+nTlepo3b442bdoo33c3ePBgSepD6uN9Ib2L+1yexo4dC2dnZ8TFxaFLly6oXbs2APXOA8nJydi2bRuGDx8uSR00pfm4IkSkc7Vq1cLEiRPzfObk5IT4+HhUrlwZhw8fligy0qVLly7l+YLBzs4OK1euhIODA3r37q38PC4uDpMmTULNmjXRqVMnAG+GPTt//rzIEZMUoqOjpQ6BtCgxMREff/wxsrOzIQgCatasqfxigscEIpKz8uXLY/To0Rg9erTys9zr4SpVqnB4PCNW3HmtR48emDdvHlq0aIHVq1ejb9++MDExgSAIWLlyJZycnACgyGmGoHTp0hg8eHCezoZ320BISIiE0ZEu8RpQfmrWrIlLly4VOM3f31/5/5aWlkUOfRkWFqb12EgcvC+kd3Gfy9OKFSuwYsWKfJ+rcx4oXbo0kpOTdRKfLrGzksjAqDM0LBkmHx8f+Pj4KP8dGhoKAGjYsCGOHz+u/NzZ2RmCIIgeHxFpX1FfTPCYQESUF6+H5aG489r+/fuV///pp5/i008/LXC+oqYZKrYBeeA1IJH88L5QdVZWVqhfv36eUTeMDfc5yQ07K4mIDMS1a9ekDoGI9AiPCURERETyw2tAInqXXI8JtWrVwvbt26UOQxJy3edk/NhZSUQkgtTUVKlDKJBYcelr/QFxYpN7/cUsRxPMAf2NjYiIjIc+n2/0OTYyHvqcZ7welvc9kdzrD7AN6HNsxkSft7PcjwNyrz+gH7Gxs5KISAQVK1aUOgRJsf7yrj/AbSD3+hMREfFcSHIn9zYg9/oD3Aasv7zrr22RkZEYMGAA/v77bzRo0EDqcFTCHOA2kHv9i2MidQBERERERERERERERESqEAQBr1+/5rsaiYwIn6wkItIRa2trpKSkSB2GyqytrbW+PkOqP6DdbSD3+ueuT87bQO71JyIi4rmQ5E7ubUDu9c9dnyFtA7nXH2Ab4HlQu5gDhrcN5F5/QLrjADsriYh0RKFQwMbGRuowJMP6y7v+ALeB3OtPRETEcyHJndzbgNzrD3AbsP7yrj8xBwBuA7nXXx0cBpaIiIiIiIiIiIiIiIiIJMEnK4mIiIiIiIiIiIiIyCDUqlULu3fvhouLi9ShEJGWsLOSiIiIiIiIiIiIiIgMgpWVFerUqSN1GESkRRwGloiIiIiIiIiIiIiIDMKDBw8wa9YsPHjwQOpQiEhL2FlJREREREREREREREQGISkpCdu2bUNSUpLUoRCRlrCzkoiIiIiIiIiIiIiIiIgkwc5KIiIiIiIiIiIiIiIiIpIEOyuJiIiIiIiIiIiIiIiISBLsrCQiIiIiIiIiIiIiIoNgYmICDw8PmJiwe4PIWLA1ExERERERERERERGRQcjJyUFISAhycnKkDoWItISdlUREREREREREREREREQkCXZWEhEREREREREREREREZEk2FlJRERERERERERERERERJJgZyURERERERERERERERmEMmXKoGfPnihTpozUoRCRlphJHQAREREREREREREREZEqnJ2d8eOPP0odBhFpEZ+sJCIiIiIiIiIiIiIig5CRkYH79+8jIyND6lCISEvYWUlERERERERERERERAbh9u3b8Pb2xu3bt6UOhYi0hMPAEhHpiCAISEtLkzoMlVlbW0OhUGhtfYZWf0C720Du9Qe4DeRefyIiIp4LSe7k3gbkXn/A8LaB3OsPsA3wPKhdzAHD2wZyrz8g3XGAnZVERDqSlpYGW1tbqcNQWUpKCmxsbLS2PkOrP6DdbSD3+gPcBnKvPxEREc+FJHdybwNyrz9geNtA7vUH2AZ4HtQu5oDhbQO51x+Q7jjAYWCJiIiIiIiIiIiIiIiISBJ8spKISASJiYl6+cu01NRUVKxYUefl6Gv9AXG2gdzrD3AbyL3+REREPBeS3Mm9Dci9/oD+bgO51x9gG+B5UBzMAf3dBnKvP6AfxwF2VhIRicDGxkZvT0ZiYP3lXX+A20Du9SciIuK5kORO7m1A7vUHuA1Yf3nXX9saNmyI69evSx2GWpgD3AZyr39xOAwsEREREREREREREREREUmCnZVERERERERERERERGQQ7t27hwEDBuDevXtSh0JEWsJhYIlIr6WmpiI8PByhoaG4cuUKnj17BgB4/vw5Fi1aBHd3dzRv3hzlypWTOFIiIiIiIu3LzMzE1atXERYWhkuXLimvh589e4Y5c+bA3d0d7u7ucHJykjhSIt3Izs7GjRs3EBoairCwsDxtYNq0aco2UKNGDSgUComjJSIiMaSlpSEiIgJpaWlSh0JEWsLOSiLSO4Ig4Pz581i5ciW2bNmCzMzMfPOkpaVh2rRpAACFQgFvb2+MHTsW3t7eMDU1FTtkIiIiIiKtunnzJlatWoX169cjKSkp3/RXr15h3rx5yn+3bNkSY8aMwSeffIJSpUqJGCmRbsTHx2PNmjVYs2YNHj58mG/6q1evsGjRIuW/69atizFjxmDIkCGwt7cXMVIiIiIiKikOA0tEeiUyMhKenp5o06YN/vrrrwI7Kv9LEAQcOHAAPj4+qFevHo4dOyZCpERERERE2peYmIhPPvkEdevWxS+//FJgR2VBLly4AD8/P7i4uGDdunUQBEG3gRLpSEpKCr788ktUrVoV3333XYEdlQW5ceMGvv76azg5OeGHH35AVlaWjiMlIiIiIm1hZyUR6YXs7GwsWrQIzZo1w7///qvxem7fvo3OnTtjzJgxSElJ0WKE4jhx4gQUCkWeP1tbWzRv3hw///wzb7hlgDlAzAEiIvnasmULGjZsiH/++UfjdTx9+hTDhw/HBx98gAcPHmgxOnHwPChvJ06cQJMmTbBixQpkZ2drtI60tDTMmDEDbdq0wbVr17Qcoe6xDRBzgJgDxByQN7nufw4DS0SSy8jIwKBBg7Bt2zatrXPVqlW4cOECDh48CEdHR62tVyz9+/eHj48PBEFAQkICNmzYgIkTJ+L69etYs2aN1OGRCJgDxBwgIpIPQRDw7bffYsGCBVpb54EDB+Dh4YGgoCA0bNhQa+sVC8+D8rN27Vp89tlnyMnJ0cr6Ll68iNatW2P37t3o1KmTVtYpJrYBYg4Qc6BwTk5OWLRokdG/s5s5IG9y2//srCQiSWVlZWHAgAHYuXOn1tcdGhqKzp0748SJEyhbtqzW169Lbm5u8PX1Vf57zJgxqF+/Pvz9/fH999+jfPnyEkZHYmAOEHOAiEg+Zs+eje+//17r63348CE6deqE4OBg1K1bV+vr1yWeB+Vl3bp1GDFihNbXm5KSgh49euDgwYPo2LGj1tevS2wDxBwg5kDh7O3t0atXL6nD0DnmgLzJbf9zGFjSK4Ig4MyZM5g6dSratm2LcuXKwdzcHBUrVoSPjw92796t1eVIetOmTdNJR2Wuy5cvo3///gb/zh4bGxu0atUKgiDgzp07UocjqrCwsHxDH5Tkz1AxB5gDcs4BIiJj9tdff+mkozLX48eP0b17dyQnJ+usDDHwPGi8Tp8+jZEjR+ps/enp6ejVqxdiYmJ0VoYY5N4GeE8g7xzg/n9DzjnwX8+ePcPGjRvx7NkzqUMRlZxzgMcB49//7KwkvXLs2DF4enrixx9/xLlz5+Dg4ICmTZsiIyMD+/btw4cffogRI0bk63jSdDmS1pkzZ7B06VK1lgkJCUFsbCxCQkJUXiYoKMgoHo3PPQk5ODhIHIm49u/fj6SkJAiCoJU/Q8YcYA7INQeIiIxVfHw8xo0bp9YymlwP37t3D1OnTlU3PL3D86DxSUtLw7Bhw9Qa+lWTNvDy5UuMHDmS14IGjPcEb8g1B7j/35JrDvzXw4cPsWDBAjx8+FDqUEQn1xzgceANY97/7KwkvSIIAmrWrInffvsNjx49wq1bt3Dx4kU8ffoUP//8MxQKBdauXYtVq1ZpZTmSTnp6OoYNG6b2yaFSpUpwdnZGpUqV1Fpu8uTJBvVL2rS0NDx58gSPHz/GlStXMHbsWFy6dAkeHh6oU6eO1OGJKikpCWXKlJE6DNExB95iDjAHiIiM1eeff46kpCS1ltH0enjVqlU4fvy4WstIiedBeZg1axZu376t1jKatoGgoCD8+eefai0jJbaBvOR4T8AceEuO+x9gDhBz4F1yPA7Ibf+zs5L0SsuWLREVFYUvv/wSjo6Oys9NTU0xfvx4jBo1CgDyPSWn6XIknb///hu3bt0SrbyUlBT88ssvopVXUvPnz0f58uVRoUIFNGnSBCtXrkTv3r1lN6RxTEwMqlWrJnUYkmAOvMEcYA4AQE5ODvbv3w8fHx9UqlQJdnZ2cHFxwejRoxERESF1eEQ6l/vKg0GDBqFKlSqws7NDlSpVMGDAAJw6dcqgfxksZ5cuXcKePXtELXPBggWillcSPA8avydPnmDFihWilrlgwQJkZ2eLWqam2Abekus9AXPgDbnuf4A5QMyBXHI9Dsht/7OzUmRPnjzB5MmTUatWLVhZWcHFxQWTJk3Cq1ev4OvrC4VCAX9/f6nDVJu2viCxs7ODubl5odO7desGALhx44ZWliPprFy5UvQy161bh7S0NNHL1cSIESMQFBSEAwcOYPHixXBwcEBiYiJKlSqlnCc4OBi2trb5/iwsLGBqaiph9NqzZ88e9OzZU+owJMEceIM5wByIiopCgwYN8MEHH2Dfvn1ITExEcnIy4uLisGbNGri5uaFXr154+fKl1KES6URCQgLat28PT09PbNq0CQ8fPkRycjIePnyILVu2oGPHjmjdujUePHggdaikJilGfTl27BiuX78uerma4HnQ+K1duxaZmZmilnn//n0cOHBA1DI1xTbwllzvCZgDb8h1/wPMAWIO5JLrcUBu+5+dlSK6fPkyGjVqhCVLliAxMRENGjRAZmYmli5dCl9fX2VHWtOmTSWOFPDy8oJCoUB0dHSx8168eBHNmjXDvXv3dB5XRkYGAMDa2lqU5Ug3Ll26pNb7RbQlKSkJW7duFb1cTdSuXRtdunSBt7c3Jk+ejL179+L8+fP44osvlPO0b98eKSkpef5u3rwJR0dHzJ8/X8LotefevXuoXr16ns9mzJihHNq5IO+//z7Mzc0RFhYmQoS6wxx4gzkg7xy4ceMGPD09i/2x0Z49e9C1a1ekpqaKFBmROB4/foz27dvjzJkzRc534cIFtGvXTpbv7DFUycnJ2LhxoyRlr169WpJy1cXzoHETBEGyXPz9998lKVddbANvyfWegDnwhlz3P8AcKIqNjQ3atWsHGxsbqUPRKebAG3I9Dsht/7OzUiRPnjyBj48PEhMTMWXKFCQkJCAsLAyJiYmYP38+tm/fjvDwcJiYmKBRo0ZSh6uWTZs2ISIiAl5eXjrvsMztaOrYsaMoy5FuSPmunBMnTkhWdkm0bt0avr6+2Lx5M86dO1fgPBkZGejTpw88PT0xY8YMkSPUvuTk5ALHop87dy4aN26MCRMm5HsP6apVqxAUFISZM2eiefPmYoUqCubAW8wBeeRATk4OPvroIzx9+lSl+S9cuIDJkyfrOCoicQ0bNkzld7ndv38fgwcP1nFEpC0hISGSjfjB62HSB7Gxsbh7964kZZ86dQo5OTmSlF0Scm0DvCd4S445wP2flxxzoDDVq1eHv79/vg4sYyfHHOBx4C1j3//srBTJuHHjEBsbi4kTJ2LRokWwtbVVTps5cybq1auHrKwsuLq65nmM1xAsWbIEI0aMQExMjE47LA8ePIgdO3ZAoVDgm2++0flypDuhoaGyLLukZs+eDVNTU8yePbvA6Z9//jnS09Oxfv16cQPTkQMHDsDb2zvf5xYWFggICMCrV68wbNgw5TDUd+/exTfffINmzZph5syZYocrCubAG8wBeeRAUFCQ2kMVBgQE4Pnz5zqKiEhct27dwr59+9Ra5ujRo7h69aqOIiJtkvKa9Nq1a0hPT5es/JKQ03nQ2EnZBpKTk3Hr1i3Jyi8JObYB3hPkJbcc4P7PT245UJjs7GykpKQYzHuItUluOcDjQF7GvP/ZWSmCyMhIbNmyBRUqVCjw0VuFQgF3d3cAeYeAjYuLw7hx49C2bVtYW1urPCxr9+7doVAoMHfuXK3EHh4eXuRfREQExo4dC09PT511WN65cweDBg0CAHz11Vdo06aNTpcj3ZLy8fvIyEi8evVKsvJLonbt2hgwYACOHDmC4ODgPNOWLVuGvXv3YufOnQY53HFSUlK+z0JDQ9GiRYsC58+94Dh27BhWrFiBnJwc+Pn54fXr1wgICCjyHbaGjDnwFnPA+HLgvzR5t/GrV68QEBCgg2iIxKfpMIWGMryh3El5PZyVlYUrV65IVn5JyOk8aOykHpJN6vI1ZextgPcExTPmHOD+V40x54A6oqKi4OHhgaioKKlDEZ0x5wCPA8Uz5v1vJnUAcrBx40bk5OTA19e30CSxtLQEkLez8vbt29iyZQvc3d3RsWNHHDx4sNiytm7divDwcK3EDQAffPCB2svExMRg1KhRCAoK0koMCQkJ8Pb2xrNnz/D+++/jp59+0ulyhalTpw5MTKTv3899F9HDhw/h7OwscTSaKep9SiEhIahUqVKh03OnVapUCbGxsYXOl5CQAA8Pj3yf5+TkoGbNmqK8YFgXQwvNnDkTmzdvxrfffqscTvf48eOYOnUq9u/fX6LhL7Sd46rWf//+/RgyZAguX76MKlWqAHjzCzlTU1MoFIpCl5s5cyZ2796NqVOn4ubNmwgODsbChQvRuHFjjWPW5jbQ1dBSzIG3mAP6nwMloem792bMmFHicz6RPnj8+LFGy61ZswY7d+7UbjB6xhiuh588eVLoNG1dDwOFXxN3794dVlZWKkarOUO7Hgb061xYGGNoAwV9GZlLjDbwxRdfiDLyktzbgDr115d7AqnuidRhSPcDvCfkPaGq/Pz81Jo/91y4f/9+XLp0SaVlpHjSjDlgeMcBuZ8HAPW3wbt19PT0VLlN/pdCyH0+lnSmdevWOH/+PPbs2QMfH58C5+nWrRsOHz6Mffv2oUePHgDe7OTcpFi/fj2GDRtW4Mtkc718+RL16tXD4sWL4evrizlz5mj8dKWXlxdOnjyJ7t27q9wLHxUVhWvXrgEAfvjhB0ybNk2jst/17NkzeHl54cqVK2jXrh0OHz6sUjyaLvdfqampeYbsJd2LjY3Vyg13XFwcXFxctBCRdqSkpOjkpd/R0dHw8PDAnDlz8OWXX6q9vFg5XlT9k5KSMHbsWHTo0AGjR48GAJw8eRIpKSnF/mDi6tWrcHd3R2ZmJlq2bIl///1X7Y5oMbaBrvY/wBxgDhhODhARkWq0dT0M6Nc1sb5eDwM8F+obtgH1GEobKK7+Ut4T6MM9UUkYyv0A7wl5T1iUCRMmqDV/YmIiNm3ahIEDB6JixYoqLfPzzz9rEprWMAf09zigD/UvCX26FqhcuTLi4+M1WpZPVorg/v37AFBoJ2NGRgbOnz8PIO+Tler24M+cOROurq4YNGgQfH19NQv2P1auXKlST3xoaCi6dOkC4M3LbbXRUfny5Ut4e3vjypUraN68Ofbt26dSh6OmyxWncuXKevEL24cPHyo7sitXrix1OBrJrUNBEhISily2UqVKMDMzQ1ZWVpHzFjWtUqVKoj1ZqemTQapIS0tD79690atXL41PRO/Sdo6rWn97e3sMHDgQK1asUF6MHDt2DNOnTy92WTs7O1haWiIzMxPe3t4l3q/a3Aa63v8AcwBgDuh7DpREQkKCRu8fsba2RtmyZXUQEZG4njx5goyMDLWXs7CwQPny5XUQkf4whuvhovavtq6Hi1qXg4ODaE9WGtL1MKBf58LCGEMbSEpKQmpqaoHTxGgDZcqUEeVLSbm3AXXqry/3BFLdE2lK3+8HeE/Ie0JVqfvdbe51jJWVlcrLOjk5qR1XSTEHDO84IPfzAKD+Nni3jqr+eKBAAulc6dKlBQBCSEhIgdP9/f0FAIKDg0Oh61i3bp0AQLh3716B00NCQgRLS0vh6tWrgiAIAgBhzpw5GsfcsWPHIst7V2hoqFC2bFkBgDB37lyNy3xXamqq0L59ewGAUL9+feHx48c6Xa4wKSkpAgABgJCSklKidWmLk5OTAEBwcnKSOhSNeXh4KLerun+xsbGCIAhCbGysRstbW1sLWVlZotRT1/mzYcMGAYBQqlQpwcbGJt/f/fv3JY1RnXW/evVKKFeunPDy5UtBEARhypQpxa4/JydH6Ny5s2Bubi40aNBAsLS0FCIjI3Uapz6s913MAeaAvudASYwdO1aj43xgYKDUoRNpxc8//6xRG/i///s/qUPXOWO4Hv7ss88kux4GIFy/fl2UehrC9bAYcWqbMbSBRYsWSdoG9uzZI0o95d4G1F2vVPcE+nJPpAl9vx/gPSHvCVV1/fp1tf4CAwOV93+qLiMF5oBhHAf0pf6a0IdrAW3VUb9/Lmgkct+ncPHixXzTYmNjlb8OaNKkiUbrz87Oxueff44vv/wSDRs21DxQDW3YsAHPnz/H3LlzMWfOnBKvLzMzEx999BGCg4NRq1YtHDlyBI6OjjpbjsTn7u4uWdlubm6iPFUphsGDB0MQBKSlpSElJSXfX9WqVaUOUWVWVlbw8vLCwYMHcf36ddSrV6/YZVauXImjR49i9uzZ2L59OxQKBfz8/DR6EstQMQeYA8aUA/81ZswYtZepUqUKPvzwQx1EQyQ+Pz8/lCpVSq1lLCwsMHz4cB1FRNok5fWwra0tXF1dJStfm4z5PGjspGwD+lC+thhbG+A9gfqMKQe4/zVjTDmgDldXV5w5c8ZormlKwphygMcB9RnT/mdnpQhyh0dduHAhbt68qfz83LlzeO+995Qvln93CFh1LF++HAkJCRq/n7IgI0aMwPz581UaRm3p0qXYtWuXVjoqs7OzMXDgQBw+fBjOzs44cuSI8oW6uliOpNGiRQtZlk1F69WrF3bt2oV9+/YV+n7fXHfu3MHUqVPh7u6O6dOno27dupg/fz4uXLiAxYsXixQxaRtzgN7VoEEDfPzxx2otM2PGDJiZ8S0HZBzs7e0xbtw4tZb54osvjH4IWGMhZUdJ8+bN9X6YUzJ+zZs3l6zsKlWqGOzwuXLAewJ54/4nVZmbm6NcuXIwNzeXOhTSMh4H5It3KCKYNm0aypYti9jYWDRs2BCNGzdG7dq10aZNG9SvXx+enp4ANOusfPLkCWbPno1vv/0WWVlZSEpKUnZ+pqenIykpqdB3AxZl8ODBmDVrFsqUKVPsvCYmJujVq5faZRRk69at2LZtG4A3vwz39fWFp6dngX/vvntC0+VIGtp4h4CmijvJkXR8fHxw6NAhxMfHF/lFa05ODvz8/JCVlYWAgABlx8TEiRPRpk0bzJ07F5GRkWKFTVrEHKD/CggIQLt27VSad/z48Ro9jUmkz77//nt88sknKs374Ycf4qefftJxRKQtbm5ukrw3CeD1MOmHsmXLon379pKUzTag33hPIG/c/6SqmJgYjBkzBjExMVKHQlrG44B8sbNSBFWrVkVwcDB69OgBKysr3L9/H+XLl4e/vz927dqFqKgoAJp1VsbFxSE5ORmjR49G2bJllX8AsGjRIpQtWxZ3797Van10KSMjQ/n/d+/exZkzZwr9S09PL/FyJA0nJydJhumrU6cOOnfuLHq5pBoHBwc0aNCg2BcxL126FKdPn8a8efPyDH1tYmKC9evXw8TERFbDPRgT5gD9l42NDYKCgvDVV1/BxsamwHmcnJywfPlyLF26FAqFQuQIiXTL1NQUmzZtwrx58+Dg4FDgPOXKlcPs2bMRGBjIJ4sNiJmZGUaPHi16uZaWlhwqmPTGF198IUm5/HGTfuM9gbxx/5OqkpOTcfz4cSQnJ0sdCmkZjwPyxc5KkTRs2BD79u1DcnIyXr58ibNnz2LEiBF4/vw5Hj58CDMzMzRo0EDt9dauXRvHjx/P9wcAQ4cOxfHjxyX7xa4m/Pz8IAiCSn/Vq1cv8XIkHSluEL/44gsOeaXnBg8ejN69exc6/fr165g9ezZat26NSZMm5Zvu6uqKBQsWICQkBIsWLdJhpKQrzAH6r1KlSmHZsmWIj4/H8uXLYW1tDQCwtrbGjh07EB0djbFjx7KjkoyWqakpZs+ejbi4OPz1118YPnw4rKysALwZKjYuLg7z5s1jR6UBGjlypOj7bcCAAYV2fBOJrU+fPqhQoYKoZbZt21bjV/CQeHhPIG/c/0TE44A88Vt7iV25cgUAUK9ePVhaWuabHhgYiMDAQFy8eBEAcODAgTz/trW1hZeXV74/AKhevTq8vLxQqlQpcSpDpIb33nsPH3zwgWjlubq64vPPPxetPNLMyJEjUbdu3UKn169fH69evcLZs2cLHUp44sSJEAQBM2bM0FWYkvvuu++gUChw9epVqUPROuYAFcbOzg5jx45VjiBRtmxZ9O7dmx00JBtWVlbw9fXFn3/+qexssrGx4bW+AatcuTKmTp0qWnmlS5fGd999J1p5RMWxtLQU9QtEExMTDpdtIOR8T1C9enXUq1cPbm5ucHNzw5YtW/LNEx0dDS8vL5QpUwYtWrTIMy0lJQXdunWDo6MjHB0dxQpbq+S8/4noDTkfB8aNG4fq1asX+b1fUeeBI0eOKM8hbm5uqFKliqTvClcHOysllttZWdgv+/r164d+/fphxYoVAN48jdavXz8sX75ctBiJdEGhUGDNmjWwt7cXpax169YZzZd5//zzD7744gukp6ejd+/ecHV1hZubG7y9vREdHS11eKRjYWFhOHfuHKpWrSp1KKRlqnwxURAeE4iIDNfs2bPRqFEjUcr66aefUK1aNVHK0gZ1zmuHDh2Cu7s7mjVrhkaNGiEgIEClaSS9oUOHokePHqKUlfsOK2PBa0DjFRgYiPDwcISHh6N///75ptvZ2WHBggXYtGlTvmnm5uaYMmUKjhw5IkaopAO8LyRVcZ8bp759++L06dNFXrcXdR7o0qWL8hwSHh6O5s2bY9CgQboMWWvYWSmx4jorCxvKdP369UWuVxAEzJ07V8vREmlXlSpV8Pvvv6u1TEJCAuLi4pCQkKDyMtOnT0fbtm3VDU9v7dy5UzkUwqhRo3Djxg2Eh4fDx8cHo0aNkjY40qmMjAyMHTsWK1eu5JCXRqq4LyYKwmMCEZHhsrS0REBAgFo/qtPketjHxwefffaZJiFKSpXzmiAIGDhwINatW4dLly5h7969GD16NJKTk4ucRvoh90esxb2X6l2atIGmTZti3rx5moSot3gNKF/lypWDp6dnge90t7S0ROfOnUX5YTjpDu8Li1exYkVMnTpVrfOHsZHbPpeLDh06wNnZuch5ijoPvCs+Ph7Hjh3D4MGDtRmizrCzUmK5nZVNmjSROBIiafTv3x+//PKLyvN7eHjAxcUFHh4eKs0/YsQILFiwQMPopPH8+XM4OzvD0dERbm5uqF+/PiwtLTF69Gi8fv0aZ86cQadOnWBlZYUePXooO61at26Nu3fvShw96dK3334LX19f1KhRQ+pQSEQ8JhARGbfmzZtjx44dsLCwUGl+da+H27dvjy1bthjcD53UPa8lJSUBAF6+fAkHB4c8r1kpahpJz8nJCYcPH0a5cuVUml/dNuDq6opDhw4Z3Eg7vAaUr0GDBqFx48YYOXIkHj9+LHU4pCd4TMjL0dERfn5+BjvcsSq4z6mkAgIC0L17d9HfEa4pdlZK7N9//4UgCOjWrZvUoRBJ5uuvv8bvv/9e6BjjJVnvmjVrDO6LmbJly2LgwIGYOHEiwsPD8csvv6Bdu3ZYvXo1jh8/jrZt2xb4ZdayZcvQs2dPCSImMZw9exYhISEYM2aM1KGQDhX0xQSPCURExq9bt244cOAA7OzstLpeb29vHDhwANbW1lpdrxQKO68pFAps3boVffr0QbVq1eDp6YmAgABYWFgUOY30S5MmTXDq1Ck4OTlpdb3NmjXDqVOnDPLJG14DytOpU6cQERGBsLAwODg4YOjQoVKHRBLgfWHxXrx4gYMHD+LFixdSh6Iz3OdUUuvWrcOIESOkDkNl7KwkIr0wevRonDt3Dg0bNizxuipVqoRdu3bhl19+gYmJYR7mwsPD0axZMwBAaGgo3NzcALwZ4uGjjz7KN//ChQtx69YtfP/992KGSSI6efIkoqKiUKNGDVSvXh1xcXHKLzbJOBT1xQSPCURExu+9997DlStX0LVr1xKvq1SpUvj111+xb9++YoeHkkr79u3h6OhY4F9sbGyeeYs6r2VlZeGHH37Arl27cP/+fRw9ehRDhw7Fs2fPipxG+qdhw4a4cuWKVoYqMzExwfTp03H27FmD7KjMxWtA+alatSqAN++eHD9+PIKDgyWOiMTG+0LVxMXFYcKECYiLi5M6FJ3iPidNnTp1CmlpaQb1kJxhfotPREapRYsWCA0NxXfffYfy5curvby1tTW++OILXLt2Db169dJBhOIJDw9XXoDkXowIgoBDhw6he/fueeb96aefsH37dqP51TwVbNq0aYiPj0d0dDSio6Ph7OxcYD6Q4SrqiwkeE4iI5KFq1ao4dOgQ/vzzT9SuXVvt5U1NTdGnTx9cvnwZ48aN0+sf7gUHB+PJkycF/rm4uCjnK+68Fh4ejvj4eLRr1w7AmyFCq1SpgoiIiCKnkX4qW7YsNmzYgN27dyu/nFXXe++9h3PnzmHhwoUGP+QvrwHlJTU1VTlsNQBs3rxZ43ZAhov3hfQu7nPS1Nq1a+Hn56f1kQx1SX/vXIhIliwtLfHtt98iNjYWGzduRJcuXYocDsvS0hKtW7fGsmXLEB8fj5UrV6r8rhN99eDBA5iYmKBy5coAgMuXL6Nx48a4cOEC6tevD1tbW+W8S5cuxebNmxEUFAR7e3uJIiaikirqiwkeE4iI5EWhUGD48OG4ceMGDh06hI8//rjI98yYmpqicePGmDNnDu7fv49t27Zp1NGpj1Q5r7m4uCAuLg43btwAANy+fRt37tyBq6trkdNIv/Xs2ROhoaE4d+4chg4dmqcDuyCurq74+uuvcf36dRw9elTl91nqM14Dyk9iYiI6deqEJk2aoHHjxjh58iQ2bNgAABg5ciR2794NAMjIyICzszP69euHy5cvw9nZGdOnT1eup3nz5mjTpo3yfXfaeFqZxMH7QnoX97k8jR07Fs7OzoiLi0OXLl2U1/XqnAeSk5Oxbds2DB8+XJI6aMpM6gCIiApiaWmJgQMHYuDAgcjJycHt27dx+fJlJCcnIycnBzY2Nqhfvz4aNGgAc3NzqcPVqkuXLil/NQUAdnZ2WLlyJRwcHNC7d2/l53FxcZg0aRJq1qyJTp06AXiz3c6fPy9yxCSF6OhoqUMgLUpMTMTHH3+M7OxsCIKAmjVrKr+Y4DGBiEieTExM8P777+P999+HIAh48OABLl26hGfPnuH169coVaoUatWqhSZNmhjlr+eLO6/16NED8+bNQ4sWLbB69Wr07dsXJiYmEAQBK1euVL77sKhppN8UCgVatWqFVq1aAQAeP36M0NBQPHr0CJmZmbCysoKzszOaNWuGMmXKSByt9vEaUH5q1qyJS5cuFTjN399f+f+WlpZFDn0ZFham9dhIHLwvpHdxn8vTihUrsGLFinyfq3MeKF26NJKTk3USny6xs5KI9J6JiQlcXV1l8wtoHx8f+Pj4KP8dGhoK4M07XI4fP6783NnZGYIgiB4fEWlfUV9M8JhAREQKhQLOzs5wdnaWOhTRFHde279/v/L/P/30U3z66acFzlfUNDIs5cuXh7e3t9RhiIbXgETyw/tC1VlZWaF+/fqwsrKSOhSd4T4nuWFnJRGRgbh27ZrUIRCRHuExgYiIiEh+eA1IRO+S6zGhVq1a2L59u9RhSEKu+5yMHzsriYhEkJqaKnUIBRIrLn2tPyBObHKvv5jlaII5oL+xERGR8dDn840+x0bGQ5/zjNfD8r4nknv9AbYBfY7NmOjzdpb7cUDu9Qf0IzZ2VhIRiaBixYpShyAp1l/e9Qe4DeRefyIiIp4LSe7k3gbkXn+A24D1l3f9tS0yMhIDBgzA33//jQYNGkgdjkqYA9wGcq9/cUykDoCIiIiIiIiIiIiIiEgVgiDg9evXfFcjkRHhk5VERDpibW2NlJQUqcNQmbW1tdbXZ0j1B7S7DeRe/9z1yXkbyL3+REREPBeS3Mm9Dci9/rnrM6RtIPf6A2wDPA9qF3PA8LaB3OsPSHccYGclEZGOKBQK2NjYSB2GZFh/edcf4DaQe/2JiIh4LiS5k3sbkHv9AW4D1l/e9SfmAMBtIPf6q4PDwBIRERERERERERERERGRJPhkJRERERERERERERERGYRatWph9+7dcHFxkToUItISdlYSEREREREREREREZFBsLKyQp06daQOg4i0iMPAEhERERERERERERGRQXjw4AFmzZqFBw8eSB0KEWkJOyuJiIiIiIiIiIiIiMggJCUlYdu2bUhKSpI6FCLSEnZWEhEREREREREREREREZEk2FlJRERERERERERERERERJJgZyURERERERERERERERERSYKdlUREREREREREREREZBAcHR3x2WefwdHRUepQiEhL2FlJREREREREREREREQGQaFQwMLCAgqFQupQiEhL2FlJREREREREREREREQG4fHjx1ixYgUeP34sdShEpCXsrCQiIiIiIiIiIiIiIiIiSbCzkoiIiIiIiIiIiIiIiIgkwc5KIiIiIiIiIiIiIiIiIpIEOyuJiIiIiIiIiIiIiMgglClTBj179kSZMmWkDoWItMRM6gCIiIiIiIiIiIiIiIhU4ezsjB9//FHqMIhIi/hkJRERERERERERERERGYSMjAzcv38fGRkZUodCRFrCzkoiIiIiIiIiIiIiIjIIt2/fhre3N27fvi11KESkJRwGloh0QhAEpKWlSR2GWqytraFQKLS2PkPbBnKvP6DdbSD3+gPcBkRsA0REJGc8D3IbyL3+gOFtA7nXH+D1MGkX24DhbQO51x+Q7jjIzkoi0om0tDTY2tpKHYZaUlJSYGNjo7X1Gdo2kHv9Ae1uA7nXH+A2IGIbICIiOeN5kNtA7vUHDG8byL3+AK+HSbvYBgxvG8i9/oB0x0EOA0tEREREREREREREREREkuCTlUSkc4mJiXr7q7TU1FRUrFhR5+Xo6zaQe/0BcbaB3OsPcBsQsQ0QEZGc8TzIbSD3+gP6uw3kXn+A18MkDrYB/d0Gcq8/oB/HQXZWEpHO2djY6O2BWCxy3wasv7zrD3AbELENEBGRnPE8yG0g9/oD3AZyrz9pV8OGDXH9+nWpw1AL2wC3gdzrXxwOA0tEREREREREREREREREkuCTlUREREQG4NmzZ7h27RpSUlKgUChga2uLBg0aoFy5clKHRiSK5ORkXL16FS9fvkROTg5KlSqFevXqoVKlSlKHRkREREREIrp37x6mT5+OH374ATVq1JA6HCLSAnZWEhEREemh7OxsHDx4EH/99RcuXLiAe/fuFThfjRo10KpVKwwZMgTdunWDiQkHziDjIAgCzpw5g7Vr1+Ls2bO4ceMGBEHIN1+VKlXQokULfPrpp+jTpw8sLCwkiJaIiIiIiMSSlpaGiIgIpKWlSR0KEWkJOyuJiIiI9Mjr16+xfPlyLFu2DNHR0cXOf+/ePdy7dw9///03atSogXHjxuHLL7+EmRkv88gwCYKAv/76Cz/99BOuXLlS7Pzx8fHYvXs3du/ejQoVKmD06NGYOnUq3wVCREREREREZCD403si0isnTpyAQqHI82dra4vmzZvj559/RlZWltQhkg5x/5Pcc+DKlSto3bo1Jk6cqFJH5X/du3cPEyZMQJs2bXDt2jXtB0g6J/c2EBsbi+7du2Po0KEqdVT+16NHjzB//nw0bdoUp06d0kGERESka3I/FxJzgJgDRGwD8ibX/c+f3BORXurfvz98fHwgCAISEhKwYcMGTJw4EdevX8eaNWukDo90jPuf5JgD/v7+GDNmDF6/fl3idV28eBHNmzfH77//jmHDhmkhOhKbHNvAwYMH0b9/f7x8+bLE67pz5w68vLzw7bffYs6cOVAoFFqIkIiIxCTHcyHlxRwg5gDJHduAvMlt/7Ozkoj0kpubG3x9fZX/HjNmDOrXrw9/f398//33KF++vITRka5x/5PccuDXX3/F+PHjtbrOzMxMDB8+HKmpqfjyyy+1um7SPbm1gZ07d+KTTz7RSmd9LkEQ8N133+HFixdYunQpOyyJiAyM3M6FlB9zgJgDVBgnJycsWrQITk5OUoeiU2wD8ia3/c9hYElvCIKAM2fOYOrUqWjbti3KlSsHc3NzVKxYET4+Pti9e3ehy+7evRtffPEFPDw8UKVKFVhYWMDOzg4tWrRQfklFhs3GxgatWrWCIAi4c+eO1OGIKiwsLN+j/yX5M0Ry3v8AcwAw7hzYuHGj1jsq3/XVV19h8+bNOls/icOY20BwcDD69++v1Y7Kd/3yyy9YuHChTtZNRETiMeZzYXF4P/AGc4A5IOccoLzs7e3Rq1cv2NvbSx2KqOTcBngcNP79z85K0hvHjh2Dp6cnfvzxR5w7dw4ODg5o2rQpMjIysG/fPnz44YcYMWIEBEHIt+zSpUvx+++/4/Lly7C0tETTpk1RtmxZhIWFYe7cuWjcuLFRNmC5yd2HDg4OEkcirv379yMpKQmCIGjlz1DJdf8DzIFcxpgD9+/fx+eff67WMiEhIYiNjUVISIjKy3z++eeIjY1VNzzSM8bYBpKTkzF48GBkZmaqvIwmbeDbb79Va34iItJPxnguVAXvB95iDjAH5JoDlNezZ8+wceNGPHv2TOpQRCfXNsDj4BvGvP85DCzpDUEQULNmTUyYMAEDBgyAo6MjACA7Oxu//fYbJk6ciLVr18Ld3R1jxozJs+zw4cMxZ84ctGvXDhYWFsrPr1y5goEDB+Lq1asYNWoUjh49KmqdSHNpaWl48uSJckzu33//HZcuXYKHhwfq1KkjdXiiSkpKQpkyZaQOQ1Tc/3kxB4wzBwRBwMiRI5GSkqLWcpUqVYKzs7Nay7x8+RKfffYZDhw4YLC/IJQbObQBAJgyZQru37+v1jKatIGcnBz4+fkhNDQUVlZWai1LRETSkMu5UBVyvB8AmAPvYg4wByivhw8fYsGCBXBzc0O5cuWkDkdn2AbekuNxUG77n52VpDdatmyJqKgomJub5/nc1NQU48ePR1RUFFavXo01a9bk66wcMmRIgets3Lgx/vzzT7Rq1QrHjx/HixcvDPagFhERgV27diEpKQnAm4NVRkYGLC0tpQ1MR+bPn4/58+fn+ax3795YtWqVRBFJIyYmBtWqVZM6DNFx/7/FHHjL2HJg165dOHLkiGjlHTp0CHv37kXPnj1FK5M0J4c2cPXqVfz++++ilRcZGYlVq1ZhwoQJopVJ2hUTE4MtW7Yor4dTUlKQlJQku+G/SL6ePHmCzZs3K19zkpycjIcPH6Jy5coSR6YbcjgXqkKu9wMAcyAXc4A5QPLFNvCGXI+Dctv/HAZWRE+ePMHkyZNRq1YtWFlZwcXFBZMmTcKrV6/g6+sLhUIBf39/qcNUm7Yem7azs8vXUfmubt26AQBu3Lih1nrr168P4E2c6enpmgcokaCgIHh6esLNzQ1z5sxBamoqAOD58+dwcXHBrFmzkJGRIXGU2jdixAgEBQXhwIEDWLx4MRwcHJCYmIhSpUop5wkODoatrW2+PwsLC5iamkoYvfbs2bNHlh0L3P9vMQeMNwdWrFghepkrV64UvUzSjBzagBT5uGrVKuTk5IheLpXM1atX8eGHH6JGjRqYMmWK8nr4xYsXcHJywmeffYbHjx9LHCWR7sTFxWHIkCFwdnbGuHHjlKMyvHz5ElWrVsUnn3yC27dvSxyl9snhXKgKud4PAMyBXMwB5gDJF9vAG3I9Dspt/7OzUiSXL19Go0aNsGTJEiQmJqJBgwbIzMzE0qVL4evrq+yAa9q0qcSRAv/P3p3HRVXvfxx/DyCSEi7gDmVuuRaKlqaWpikqmlmWuRSlWWn1S0vNFvOmda+38nZvqdn1umRpmXuaay65ZyJqKpq7qJimKKCAwPz+8MEkyTLAzJyZOa/n4zEPcc72+Z7zPd9zznzO+Z42bdrIYrHo2LFjBY77yy+/qHHjxjp69KjT48pOyJUqVapQ023atEmSFBoaqkqVKjk8LmeaOnWqIiMjbWX4q3Pnzun9999Xx44dbT/aeItatWqpffv2ioyM1Ouvv64lS5Zo27ZtevHFF23jtG7dWsnJyTk+Bw8eVEhIyE13nXiqo0ePqnr16jm+e/PNN2WxWDR16tRcp+nQoYNKlCihmJgYF0ToHGz/P1EHvLMOHDx40KVPVWZbvnw573D2EN6+D1y+fFkzZ850+XJ/++03XgvgYX766Sfdd999Wrx4ca6J5itXrmjKlClq0aJFobsUBjzBgQMH1Lx5c82cOTPXm1QzMjL03XffqXnz5tqxY4cBETqPtx8L7WXW6wGJOpCNOkAdgHmxD1xn1nbQbNufZKULnD9/XlFRUTp79qyGDx+uhIQExcTE6OzZsxozZozmz5+v2NhY+fj4qGHDhkaHWyizZs3Srl271KZNG6cnLOfMmSNJeuCBBwocNysrS2fOnNGXX36p6Oho+fr6avz48U6Nz9FWrFih5557zq67/9evX6++ffu6ICrjNG/eXH379tXs2bO1devWXMdJS0tTjx491KpVK7355psujtDxkpKScu22ePTo0WrUqJGGDBmiEydO5Bg2adIkrVq1Sm+99ZaaNGniqlCdzozbX6IO3Mjb6sCCBQtMuWwUnbftA6tWrSr0+1odZd68eYYsF4X322+/qVu3bkpKSipw3MOHD6tz5866cuWKCyIDXOPixYuKjIzUqVOnChz3jz/+UOfOne0a11N527HQHlwP5EQd+BN1wDx1ALkrXbq0WrZsqdKlSxsdikuZcR+gHfyTt29/kpUu8Morr+jkyZMaOnSoxo0bp8DAQNuwt956S3Xr1lVGRobq1KmT4xFeT/Dxxx+rf//+OnHihFMTlsuXL9eCBQtksVg0bNiwPMf7/PPPZbFY5Ovrq6pVq+rpp59WvXr1tHbtWvXs2dMpsTnLqFGjCtVN2cKFC/XLL784MSLjvfPOO/L19dU777yT6/AXXnhBqampmj59umsDc5Jly5YpMjLypu/9/f01Y8YMXb16Vc8884ytK+YjR45o2LBhaty4sd566y1Xh+t0Ztv+EnXgr7ypDhj55IO3PXVhJuwDnr9sFM5HH31kezefPfbt26dZs2Y5MSLAtaZMmWJXj0fZfv/9d3366afOC8gNeNOx0B5cD9yMOnAddcA8dQC5q169uqZMmXLT03ZmYLZ9gHYwJ2/e/iQrnWzfvn369ttvVbFixVwfu7VYLIqIiJCUswvY+Ph4vfLKK7rvvvtUqlSpPLtlze6yNbfPCy+8UOzYY2Nj8/3s2rVLgwcPVqtWrZyWsDx8+LD69OkjSXr55ZfVokWLPMetUqWKWrZsqXvvvVdVq1aVxWLRtm3bNHPmTF29etWhcTnTL7/8op9//rnQ03n7u8hq1aqlXr16afXq1dqwYUOOYf/5z3+0ZMkSLVy4sNBdBbuDxMTEm77bsWOHmjZtmuv42QfcNWvWaMKECcrKylJ0dLSuXbumGTNm5Pv+V0/lzdtfog7Yw5vqgJE3l5Co8VzsA46xe/dupaenG7Z82OfSpUv66quvCj3dhAkTbD9UAJ4sKytLkyZNKvR0//vf/5SamuqEiNyDNx0L/4rrAftQB/5EHfC+OgD7ZWZmKjk5WZmZmUaH4nLevA/QDhbMm7c/yUon+/rrr5WVlaW+ffvmWUFKliwpKWey8tChQ/r2229VtmzZfLs9nThxorZs2ZLj8/bbb0uSoqKiihV7ly5d1Lhx4wI/TZo00caNGyVJJ06c0MCBA4u13BslJCQoMjJSFy5cUIcOHfTRRx/lO/7DDz+sjRs3auvWrTp16pR2796te+65R//973/VrVs3h8XlbEXtom/+/PkOjsT9vPXWW/Lx8dGoUaNs361du1YjRozQnDlzPPKOqh9++EG1atXS6dOnbd9lZmbK19dXFoslz+myuzIYMWKEXn31VW3YsMHWBYK38sbtL1EHCsMb6kBWVpZL3vWcl8OHD/NDvgfzhn1AkqHvTk1PT/fqbhK9xcqVK4vUpWtsbCzvroRX2LVrV5HOF86fP2+7PvdW3nIsvBHXA4VDHfgTdcB76gAKJy4uTs2aNVNcXJzRoRjCG/cB2kH7eeP2lySLlV+rnKp58+batm2bvv/++zyThx07dtTKlSu1dOlSde7cWdL1HzJ9fK7nkqdPn65nnnkm1xfJ5qZr167atm2bTp8+LT8/v0LH3KZNG61fv16dOnWyOwMfFxenvXv3SpL+/ve/64033ij0cv/qwoULatOmjfbs2aOWLVtq5cqVRbojIDk5WTVq1NC5c+e0Zs0atW3b1u5pU1JSbN32VqlSxbZNnO3ixYtFft9O9hOlRst+b6h0fRs4qw/5Y8eOqVmzZnr33Xf10ksvFXp6Z25je9dBYmKiBg8erPvvv1/PP/+8pOvvIU1OTlaXLl3yXcavv/6qiIgIpaen65577tHmzZvl6+trd4zuUP7iKO72l5y3DgpTfupA0blzHciL1WrNcfL9V9u3b1flypXzHF65cmX5+fkpIyNDCQkJeY6XkJCgZs2a5TrMXY4VRXHmzBnbeVKVKlWMDidf7AN5y96OuXHUPiDlvR9UrFjRo++y9aT9oKhSUlJyvbPaHhUqVJC/v79jAwJcLDU1VX/88UeRpi1Xrpxb3E3PNaFnXBNK7nFNVBzUAXNfE0ruXQdgn+jo6EKNf+bMGU2dOlXPPvus3efDRnSLyT5AO2iG3wVuLGN4eLh27txZpBgKn8lCoWTf1ZtXkjEtLU3btm2TlPPJyqLuEOfOndPy5cs1aNCgIiUqbzRx4kS7kqM7duxQ+/btJV1/sa0jEpWXL19WZGSk9uzZoyZNmmjp0qVFvtgKDAzUAw88oLlz5yomJqZQycobZe9w7i6/H8C9zZUrV9S9e3d169atyA3xjYzaxmXLllXv3r01YcIE28F4zZo1GjlyZIHTBgUFqWTJkkpPT1dkZGShL0pv5Cl1PJujt79EHaAOuMc6qFy5skJDQwscz8/Pz67xcuMNx4qsrCzTPx3HPlD0feD3338v0nTuhv0gd+fOnTM6BMBQFy9e1MWLF40OwyW4JnTs9YDkHucChUEdMPc1oeQ9dcDsCvvQRnaX56mpqXZP663nzd6yD9AOFo27/S5w9uzZIk9LstLJUlJSJCnPd0Z89dVXunTpkoKDg1WtWrViL2/27NnKyMhQv379ij0ve8TExOihhx5SYmKiRo8erXfffbfY87xy5YqioqK0fft21atXTytWrFCZMmWKNc9r165JUp538NvDlXdWFfVO8hIlSqhixYqOD6gIbryjwlnmzZunXbt26eDBg/r2229vGr5v3z7ddtttds/PmXfOFKRdu3Z66qmnlJSUpFtvvVWpqakKCAjIdxqr1apnn31Wqampql+/vsaNG6devXqpXr16RYrXyPIXhaO3v+S8u4jtQR0oPHevA3mxWq06c+ZMnl2xFvSkWGGerMyNxWJR1apV7Q/YzXjSE2XsA3n7/fffbednf+WofSC/eVWuXLnYP+YayZP2g6JKT08vUtLRYrGocuXKPBEBj5eZmVlgG5eXSpUqFfvmZUfgmtDzrgklY6+JioI6YO5rQsn96wDsU9iHVLL3jYCAALundcRv74XFPkA7aIbfBW4sY6VKlQq1rByscKratWtbJVknTZp007ATJ05YK1SoYJVkbdu2bZ7zmDZtmlWS9ejRowUur2nTptZ69eoVJ2TrAw88YPfy/u///s8qyTp69OhiLTNbWlqatUOHDlZJ1po1a1pPnTpV7Hn+8ccf1rJly1olWVeuXFmoaZOTk62SrJKsycnJxY7FXklJSdagoCDbsu39fP755y6LsSBGrbvCcmachZ13jx49rHPmzLHu27fPOnXq1ALH/+yzz6ySrO+99541Li7OGhAQYL3nnnusGRkZTouxMMxeB4oyX+qAMYyIs1WrVoVu47M/J0+etFqtVuvJkyeLNH2bNm1cUkZnqVatmlWStVq1akaHUiD2gbxFR0cbtg+Ehoa6pIzO5En7QVFlZWVZIyIiCr19X3jhBaNDBxzmiSeeKPQ+0L59e6PDtuE46BnXhEWJ0+j5OprZ64A7ld8onhKnN9u/f3+hPnPnzrVKss6dO9fuaYzgKXXLndoB2kFjFCdOR5WR20ScLLt71A8++EAHDx60fb9161Y9+OCDtqfnbuwCtqji4uL0yy+/FPupyv79+2vMmDEqV65cgeOOHz9eixYtcsgTlZmZmerdu7dWrlyp0NBQrV692q4nP3755ReNGjVKhw4dumnYhg0b1LFjRyUmJqpRo0Z68MEHix2nKwQGBuqZZ54p1DRly5ZVnz59nBQRXKFbt25atGiRli5dmuc7brMdPnxYI0aMUEREhEaOHKk777xTY8aM0c8//6wPP/zQRRHD0agD5hEREWHYsps0aWLYsoFs7AMoiMViKXQ3RhaLRYMGDXJSRIDrFaUrL0d1/wVjcD0A6gBgnzp16mjTpk2qU6eO0aHAwWgHzYtkpZO98cYbKleunE6ePKkGDRqoUaNGqlWrllq0aKF69eqpVatWkhyTrJw5c6YsFkuxE1b9+vXT22+/bVfXqz4+PurWrVuxlpdtzpw5mjdvniTJ399fffv2VatWrXL93NgdTnJyssaMGaPatWurUqVKatq0qRo3bqzg4GDdf//9+uWXX1S7dm0tXLjQo7r7ev/999WsWTO7xvXz89O3335rewkuPFNUVJRWrFih06dPq0KFCnmOl5WVpejoaGVkZGjGjBm2Lp6GDh2qFi1aaPTo0dq3b5+rwoYDUQfMo3Xr1qZcNpCNfQD2eOqppwp1bfPxxx+rUaNGTowIcK1WrVpp1KhRdo8/ePBgh12fwxhcD4A6ANinRIkSKl++vEqUKGF0KHAw2kHzIlnpZLfddps2bNigzp07KyAgQMePH1eFChU0ZcoULVq0SHFxcZKKn6y0Wq36+uuv1aZNm0L3Qewu0tLSbH8fOXJEmzZtyvNz4ztA7777bv373//Www8/rKCgIB08eFB79+5ViRIl1L59e02YMEG7d+9WjRo1jChWkZUuXVorV65Uu3bt8h0vKChIS5YsUYcOHVwUGZwlODhY9evXL7Bv7/Hjx2vjxo1677331KBBA9v3Pj4+mj59unx8fBQdHa3MzExnhwwHow6YR9euXYvXj38RValSRV26dHH5coG/uvvuu3XPPfe4fLn+/v566qmnXL5cFE32ce3555/PdzxfX1999tlnGjJkiIsiA1xn9OjRev/992WxWPIdb9iwYfrPf/5T4Hhwb1wPgDoA2OfEiRMaNGiQTpw4YXQocDDaQfMiWekCDRo00NKlS5WUlKTLly9ry5Yt6t+/vy5evKgzZ87Iz89P9evXL9YyfvrpJx0/frzYXcAaKTo6Wlar1a5P9erVbdOVK1dOr7zyihYuXKjffvtNly9fVnp6uhISErRq1SoNGjS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ff18ZGRnq16+fUlNTtWDBAhUuXNjFEVujZs2a6tmzp9auXavIyMgs8959910tW7ZMP/zwg4oWLWpRhM6zfv16HTx40K51tm/frp07d7ooIsBcR44c0YoVK+xa58yZM/ruu+9cFBGcKSoqyrK2L126pN9//92y9vPDk/pBK3MgKioq80TO3XhSDvwT42HbkAP/Qw54Xg7807JlyxQXF2fXOuvWrbP7PAooqPbu3XvTcZ6XI0eOaNWqVS6KCM5k5Xj45MmTpr873lk8qR+0+pzIXXlSDvyTt4+HKVZ6gNjYWH355ZcqV66cJk2adNN8Hx8fNWnSRFLWR8BGRkaqffv2qlixogICAhQWFqaHH35YBw4ccEpMMTExuU67d+/W0KFD1apVK6cVLCtWrKg777xTzZs3V6VKleTj46NffvlFn3zyia5cuZLv/XKFFStWqGbNmjp58mTmZ+np6fLz85OPj0+O6924jXv06NF67rnnFBkZmXn7tycbN26cfH199dJLL2V+tmHDBo0ePVpfffWVqlatal1wTvThhx+auh5Q0MydO9ehYgLHgHvYvXu3V7efH57SD1r5HZw+fVpnzpyxrP388pQc+DvGw/YhB/6HHPCcHMiOo+M6d328IfBPc+bMcWg9zoncg9XnJFa3nx+e0g9a+R38/vvvlj3tyBk8JQf+jvGw5GO462XFyDRu3Di9/vrrGj58uN56661slxk4cKA++ugjvf766xozZowkacmSJdqwYYPuuOMOlStXTsePH9fkyZN1/Phx7du3T2FhYXbH0qZNG23atMnhfbn33nu1Zs0ah9f/p3379mnYsGHatGmTQ9tOTk7OvEu1YsWK8vW1vb5/41G0kpSUlKSgoKBsl0tISNDQoUPVunVrDR48WJK0adMmJSUl6f7778+1jX379qlJkya6du2abr/9dm3dulV+fn42xyjlbx9zY+v+59eff/6pZs2aacKECRo2bJjd67tq//PrzJkzSk1NtXs9f39/lS1b1gURFRynTp1SRkaGfH19VbFiRavDgYv89ddfSklJsXs9b8gLTzgGzp8/n+NFRDt27FCFChVyXLdChQoqVKiQ0tLS8rwaOD4+Xs2aNbvp81KlSrmsX/o7M/rC/PaDkjV9YXx8fI6PKDMjB8qVK2fKVabukAOu/P4ZDzMeJgfIgfzIra/ITWBgoEJCQlwQUcHhCeNB5O3cuXO6evWq3esVKlRI5cuXd0FEBYcnHAO5nfOaMR4ODg425c4zdxgPS9b0hSdPnszxIm1n5UBO3/+Nbdg7ZnKEO+QA42Hn1UEiIiK0a9cuu9rOZMDtNW/e3JBkLF26NMdl7rvvPkOSsXz58ly3dfDgQUOS8fbbbzsUy913321IMjp16mT83//9n01TvXr1DEmGJGPy5MkOtZubS5cuGWXLljUkGevXr7dr3aSkpMzY8jMlJSXl2s6yZcuMTp06Zf7/Sy+9ZFy5ciXP+I4ePWoUL17ckGS89NJLdu2bs/cxP/vvqOTkZKNhw4bGgAEDHN6GGfvPxMTExGT7FBcX57R+Ii4uzvL9uTG5oi90Rj9oGAWvLyQHbOdOYyHGw4yHyQFygImJiYnJtonxsO04J8pdQfr+C3IOMB523r9BxYoVHWrfMAyjkOD2jh49Kkk53t589epV/fLLL5KyPgY2O2XKlJF0/Sqs/Jg5c6ZNt1tHRUXp3nvvlSRNnDhRL7zwQr7azU6xYsV0991365tvvlF0dLTatm3r0Hbyc0VBXtq1a6fHHntMly5dUvHixZWSkqLAwMBc1zEMQwMGDFBKSorq1q2rKVOmqGfPnqpTp47NMf6Tq64idpVvv/1Wu3fv1qFDh/Tll1/eND82NlZVqlSxeXsF6Sris2fPOvSida4ihqe4cOGCLl++bPd6XEXsHnL7fvO6Mtjeq4izY8VVxK7g7H5QKhh3VpqRA+XLl8/3eNcW7pYDrryKOC+Mhx1DDpADBT0H8sPRp80UKVJEpUuXdkFEBYcnjAeRt9yeRpIbnrjkHnK7s9KM8XDp0qVVpEgR24LNB3cbD0vm9YU38jg7zsqB3OaZtZ/ulgOMh/NXB8nX3+QcLnOiwLhRNd+xY0e28+fOnWtIMkJCQrKdn5aWZly7ds04fPiw8fDDDxuVKlUyzp4961AsN+6sPHLkSJ7LRkVFGcHBwYYkY+LEiQ61Z6sHHnjAkGS88cYbdq339ysK7L3yw951e/ToYXz11VdGbGys8dFHH+W5/IwZMwxJxiuvvGIcPHjQCAwMNG6//XYjLS3NpXFavV1nK6hxzp4926GrV7744gurQ3e50NBQQ5IRGhpqdShwoXXr1jl0DLz66qtWh+5ynnAM/Pe//3X4Kr0bV5jm5wrRbdu2mbKfBbWP+Scr4uzcubNlOVCkSBEjNTXVlP10hxxwZYyMhwv+928Y5IAjcVq9XWcrqHFOnTrVod/5FStWWB26y3nCeBB5++GHHxw6Bt555x2rQ3c5TzgGxo4da+k5UWxsrCn7WVD7mH+yIs677rrLshwICQkxMjIyTNlPd8gBxsPm1kFyUjAul0O+3Hh+9c6dO2+aFxcXl/mOygYNGmS7/t133y1/f3/VqFFDUVFRWr9+feYdlq60cOFCXbhwQRMnTtSECRNc1s758+cz36MZERHhsnbyq1u3blq8eLGWL1+uLl265Lrs4cOHNXr0aDVp0kRjxoxR7dq1NWnSJG3fvl1vvvmmSRHDlR599FGVKFHCrnXKly+vBx980EURAeZq27atateubdc6hQsX1sCBA10UEZypSZMmlrXt5+eX45gI5rEyByIiIky5qxL2YzwMcgB/169fvzzvJvinatWqqUOHDi6KCDDX/fffr8qVK9u1TtGiRfXYY4+5KCI4k5Xj4aCgIN16662WtY/rrMyBJk2ayMfHx7L2kTNvHg9TrPQANx6j+vrrr+vQoUOZn2/btk333HOPEhISJOX8CNh58+Zp27ZtWrRokUqUKKH27dvr2LFjDsUycOBATZo0ScHBwXkuO23aNC1evDjfhcqdO3fqpZde0u+//37TvMjISHXo0EEJCQmqX7++7rnnnny15UpdunTR6tWrdfLkyVwf15GRkaF+/fopLS1NCxYsyPxj2/Dhw9WyZUtNnDhRsbGxZoUNFylWrJgmTZpk1zr//e9/5e/v76KIAHP5+PjozTfftGvwPHLkyFxfQI+Co3Hjxpa1HR4ebsrjjpC7pk2bWta2lX8UQO4YD4McwN+FhIRo3Lhxdq3zxhtvFJjH2AL5VahQIU2ZMsWudV566SWVKlXKNQHBqawcDzdq1Eh+fn6WtY/rrMwBK9tG7rx5PMwIzgO88MILCg4OVlxcnOrVq6f69eurZs2aatmyperUqaNWrVpJyrlYWbt2bTVv3lw9e/bUunXrlJiYqDfeeMOhWPr06aMXX3xRJUuWzHNZX19fdevWzaF2/i4pKUmTJk1SrVq1VL58eTVt2lSNGjVSSEiIWrdurZ07d6pWrVr64YcfCnRHHBISorp16+b5XOdp06Zpy5YteuWVV1SvXr3Mz319fTV//nz5+vqqX79+Ob4HCu7j6aef1osvvmjTsm+88Yb69evn2oAAk3Xt2lVz5syx6Q9OgwcPtrvAD+uULl1a9913nyVt9+zZ05J2kVX79u1turjNFciBgovxMMgB/NO4ceP07LPP5rmcj4+P3n//ff3rX/8yISrAPI888ojefvttm5b9z3/+o1GjRrk2IDhNlSpV1KJFC0vaZjxcMNx///0qWrSoJW3/+9//tqRd5M2bx8MUKz1AlSpVFBkZqc6dOyswMFBHjx5V2bJlNXfuXC1evFgHDx6UlHOx8u9KlSqlmjVrZnuXYkHVsGFDvfPOO3rggQdUokQJHTp0SPv371fhwoV177336v3339eePXtUvXp1q0PNU58+fdS9e/cc5x84cEDjx49XixYtNGLEiJvm33rrrXr11Ve1Y8cOu6++Q8Hj4+OjSZMm6dtvv9Udd9yR7TJt2rTR8uXLNXLkSJOjA8wxcOBArV+/Xp06dcr2LstGjRppwYIFmjVrFlfRu5khQ4aY3qa/v78GDBhgeru4WZEiRSz5Lho0aJBjn4qCgfEwyAH8nY+Pj6ZPn67PP/88x7tA7rvvPq1Zs8aSsQVghmeffVarV6/OfLLaPzVv3lxffPGF3U+mgfWs+N0KCgpSnz59TG8XNytVqpR69eplert33nmnTXUCWMdbx8M+hmEYVgcB1zl//rxCQkJUqFAhJSUlKSAgINflz5w5oxo1auixxx7T+++/b1KUBVdycrKKFSsm6fodnEFBQaasayZXxent++8KMTEx2rJliy5duqQSJUqobdu2qlu3rtVhmS4sLEwnTpxQaGiojh8/bnU4MNEff/yh1atXKyEhQcWKFVOzZs3UvHlzrzsh95RjIC0tTTVr1tTRo0ftWi8uLk5hYWE6fvy43e/w6dOnjxYuXGjXOvnhLn2MVXH+/vvvql27tjIyMuxaLz858OGHH+qJJ56wa538cIcccGWM7rD/EuNhcoAccJc4JWnHjh3atm2bkpKSVLJkSbVv3161atWyOizTecp4EPb79ddftW7dOl28eFHFixdXy5YtvfIR955yDKSkpOiWW27RmTNn7FovP+PhIUOGmPo3X3fpY6yKc/fu3YqIiLB7vfzkwKJFi0y9u9YdcoDxcMGogxRyaC24jb1790qSbrvttpsKlb1791bNmjUVERGhUqVK6bffftP06dNVqFAhPf/881aECyAXERERDg1gAE9RvXp1PfXUU1aHAScpVKiQZs6cqfvvv9+U9kqVKqX//ve/prTliJSUFPXs2VOxsbEqWrSoKlSooA8++EBVq1bNspxhGBo1apRWrFghPz8/hYSEaM6cOapZs6YkaerUqZo/f74KFSqkwMBAvffee2rWrJkFe5S3mjVratSoUaZ9L7fffrv69+9vSluAI2z9HVi/fr3GjBmjS5cuydfXVw888IBeffXVzIt33Ol3ALBXs2bNyGd4tdq1a6t27dpWhwEnCQwM1Lvvvmta4ahcuXJ6+eWXTWkLtmnYsKGGDBmimTNnmtLePffcwyNgUWDxvDQPd6NYmd2t3S1atNCKFSvUv39/derUSW+++abuuusuxcTEZP7BCzBT1apVddttt2UW5b788kub1vv666/11FNPKSUlRd27d9ett96qiIgIdezYUX/++adrgwYAOKxz586mvW/3nXfeUaVKlUxpy1GDBg3Sr7/+qpiYGHXp0kWDBg26aZklS5Zo8+bNiomJ0Z49e9SuXTuNHTtW0vWrct977z1t27ZNMTExGjZsmIYOHWr2bthl4sSJpjwlICAgILN44ykY/3gmW34HgoODtWjRIsXGxmrnzp3atGmTFi1aJMk9fwfwP5wPAYD3+fe//60ePXqY0tYHH3ygMmXKmNKWM9jTr+XWh65atUpNmzZVgwYN1KJFC+3evdukPbDNlClTVK1aNZe3ExQUpLlz53rMK3QY/3gez8hM5Ci3YuWwYcO0fft2XbhwQVeuXNGhQ4c0e/Zs3XLLLWaHCWT65ptvFBMTo5iYGD388MM2rfPDDz9kPsfblj/wAAAKjunTp9tVrIqPj9fx48cVHx9v8zq9evUq8O9lCQwMVOfOnTPvjGrRooX++OOPbJe9evWqUlJSZBiGEhMTFRYWljkvNTVVycnJkqSEhIQs8wqigIAAffbZZypevLjN6ziSA++8847q1KnjSIgFFuMfz2Pr70CjRo1UvXr1zHUiIiKyLOduvwPIivMhAPAuPj4+mjVrVmbfbgtHxsNPPvmkHnzwQUdCtJQ9/Vp2feiFCxfUu3dvffLJJ9qzZ4+mTJliyXsic1OsWDF99tlnCgwMtHkdR3Jg9uzZphRFzcL4x/NQrPRwN4qVDRo0sDgSwHEXLlxQWFiYypQpo4iICNWpU0cBAQEaPHiwUlNT9dNPP6lt27Z2/aEXAFAwlCpVSj/++KPN75tq1qyZKleubPMj4Lp3766PP/7Y7d5t+u6776pr1643fd61a1e1bdtWFSpUUMWKFbVu3Tq98sorkq5fnDZ8+HBVq1ZNYWFhmj59ut577z2zQ7dbRESEli1bZvN7LezNgf/+978aPHhwfkK0BOMf5PQ78Hfx8fH65ptv1LlzZ0nu+zuA3PF7AACerVy5clq7dq2qVKli0/L2jod79eqlGTNm5CdESzijXzt8+LDKlSuXeeHi3XffraNHjyo6Otrp8eZHy5Yt9f3339tcsLQ3B95///0CV6TNC+Mf70Ox0sNt3bpVhmGoQ4cOVocC2KRXr16qX7++Hn/8cZ09e1bS9UddPfrooxo+fLhiYmL09ttv684779Ts2bO1YcMG3XHHHfL3979pW7b8gQcAYL3Q0FBFRkaqefPmTt3u448/rq+++kqFCxd26nZd7fXXX9dvv/2m11577aZ50dHROnjwoE6cOKGTJ0+qXbt2GjZsmCTp6NGjWrJkiQ4fPqzjx4/r+eefd5sT0tatW2vdunWqWLGi07bp7++vmTNnavTo0U7bppkY/3i33H4HbkhMTFTXrl01atQoNW7cWJJ7/w7gOs6HAMA7VatWTVu2bMn26Xj58eyzz2rhwoXy8/Nz6natkFe/ll0fWqtWLZ09e1bbtm2TJH3//fdKSkoqkI8J7dixo1auXKmyZcs6bZtFihTRggULNGTIEKdt0yyMf7wPxUoABcbmzZu1e/duRUdHKyQkRH379s2cFxMTo0aNGkmSoqKiFBERIen6Lf/ZPcbClj/wAAAKjvLly2vLli3673//m+0Jhz0qVKigJUuWaM6cOW5XqJw6daq+++47rVy5UkWLFr1p/vz589W2bVuVKlVKvr6+6tu3rzZs2CDp+js7wsPDMwt+/fv31+bNm5Wenm7qPjiqefPm2r9/vx577LF8b6tp06aKjo7WU0895YTIrMP4xzvl9TsgSZcuXVLHjh3VrVs3DR8+PPNzd/8d8HacDwGAd6tcubK2b9+ul156Kd/vWq9SpYrWrFmjt99+u8C+o/Cuu+5SmTJlsp3i4uKyLJtXv5ZTH1qyZEl9++23euGFF9SkSRNt3LhRdevWLbDniW3atNH+/fv173//O9/buvPOO7V7926nnF9ZhfGPdymYv1QAvNKNx10ULlxYzz33nCIjIzPnxcTEZHZINzonwzC0evVqderUKct2bPkDDwCg4ClUqJBGjx6tmJgY9evXTwEBAXatX65cOY0ZM0b79+93yyspp02bpkWLFmnNmjUqVapUtstUr15d69atU2pqqiRp6dKlCg8Pz5y3ZcsWJSUlZc6rU6eOW11FHRwcrAULFmj16tW677777F6/bt26mjlzpn7++WfVq1fPBRGai/GP97HldyApKUkdO3ZUhw4dNH78+CzzPOF3wJtxPgQA8Pf318svv6ydO3fq0UcftbuoVqlSJU2YMEF79+7Vvffe66IonSMyMlLnzp3LdqpcuXLmcrb0a7n1oa1bt9bGjRsVFRWlN954QydPnizQ77MvW7asvvzySy1ZskRt27a1e/3/x959R0VxvX0A/+5SpQiKBQQTw4sFRQGxJvYSG6LRRE3sJWqiJoqxYtSfJBoTe4nd2FtM7L2LsSEKFsSuNMGKCgJS5v3Dw0YiZXfZndnd+X7O2XN0Z+be5+48y9y7d0qNGjWwfPlynDhxQu3HrRgq9n/kpWinaBAR6UhKSgoyMjJUP8ps3LhRdeZMXFwclEql6gzxy5cvY8KECTh//jw8PT1hZ2enKifnB57Dhw/n+wMPEREZNk9PT/zxxx+YMWMG1qxZg2PHjiEsLAzx8fG51lMoFKhUqRL8/Pzg7++PTp06aTzBaShiY2MxcuRIuLu7qwakVlZWOHfuHAYMGICAgAAEBARgyJAhuH79OqpXrw5LS0u4uLhgyZIlAIDPPvsMoaGhqFWrFqysrGBvb49169ZJ2Sytffrpp/j0009x69YtrFq1CmfOnMHFixfx4sWLXOtZWFigRo0aqFWrFr788ks0atTI6J5Pmh/2f+RH3b8Dc+fOxfnz55GSkoJt27YBAL744gsEBQWZ1N8BueF4iIiI3uXt7Y3169dj1qxZWL16NU6cOIGwsDAkJibmWk+hUKBKlSrw8/NDx44dERAQYLBXDWpDneNaQcdQAHj48KHqGBocHIxmzZrBw8ND36EXWfv27dG+fXtERkZi9erVOHv2LC5evKg6KS2HlZUVvL29UatWLXTv3h3169c3iTER+z/yoxAEQZA6CCJDlZKSovrDl5ycDFtbW1G2FZO+4tS03Lt376Jz587IysqCIAhwd3fH3LlzUaFCBezevRsLFizA/v37AQB+fn6oWbMmnJyc4OHhgQEDBgB4+wNP+fLl4e7uDnt7ewD//sCjqzhJem5uboiLi4OrqytiY2OlDodIdHL+DiQkJMDb2xuPHj1CmTJlcOvWLRQvXlzqsPJlLMcYY4kzOzsb0dHRqFu3rioHoqOjDXqCuiifrT77P7qKUcqydclQ+sNSYQ4YRg5INR7SNE4yDHLuDxIB8v0OCIKAhw8fwtfXV9UfvnPnTq5JG0NTlGNMYce1tm3bYsqUKShZsmS+x1AAGDBgAE6dOoXMzEzUr18f8+fPf29Cy1iOhdnZ2bh//z7q16+vyoHY2FiDnqDW9rMVazxUlBilLluXDGEehFdWEpFBcHd3x6VLl/Jc5u/vD39/f9X/w8LCAADVqlVTPacLeNtZ5fkXRESmy9nZWTUIs7CwMOiJStI9pVKJChUq5MoBQ56oLCr2f4jkheMhIiIqjEKhQLly5XL1hw15orKoCjuu7d27V/Xv/I6hALB8+XKdxiUlpVIJd3f3XDlgyBOVRcH+j/xwspKIjNa1a9ekDoGIiIhIVOz/EFEO/j0gIiIiuWH/x3RxspJIBCkpKVKHkC8xYpN7+4mIiAz5eGPIsZkSQ/2cxYrLUNsPsD/MHGAOGHJsRERkOgz5eGPIsZkSQ/2c2R82jNg4WUkkgrJly0odgqTk3n4iIiIeC0nuOcD2y7v9AD8DubefiIiIx0KSew7Ivf2FUUodABERERERERERERERERHJE6+sJNITGxsbJCcnSx2GRmxsbHRalpzbT0RExGMhGVsO6Hr/G1v7AfaHmQPMAR4HiIhIl3gsJGPLAfaHpfsOcLKSSE8UCgVsbW2lDkMycm8/ERERj4Uk9xxg++XdfoCfgdzbT0RExGMhyT0H5N5+TfA2sEREREREREREREREREQkCU5WEhEREREREREREREREZEkOFlJRERERERERERERERERJLgZCURERERERERERERERERSYKTlUREREREREREREREREQkCU5WEhEREREREREREREREZEkOFlJRERERERERERERERERJLgZCURERERERERERERERERSYKTlUREREREREREREREREQkCU5WEhEREREREREREREREZEkOFlJRERERERERERERERERJLgZCURERERERERERERERERSYKTlUREREREREREREREREQkCU5WEhEREREREREREREREZEkOFlJRERERERERERERERERJLgZCURERERERERERERERERSYKTlUREREREREREREREREQkCU5WEhEREREREREREREREZEkzKUOgMhUCYKA169fSx2GRmxsbKBQKHRSltzbT8TvABERyZ3cj4Vybz/Az4Dtl3f7iTlARETEY6H6OFlJpCevX7+GnZ2d1GFoJDk5Gba2tjopS+7tJ+J3gIiI5E7ux0K5tx/gZ8D2y7v9xBwgIiLisVB9vA0sEREREREREREREREREUmCV1YSiSAxMdFgz8xLSUlB2bJl9VqH3NtPxO8AERHJndyPhXJvP8DPgO2Xd/uJOUBERMRjYcE4WUkkAltbW4P9QyQGubefiN8BIiKSO7kfC+XefoCfAdsv7/YTc4CIiIjHwoLxNrBEREREREREREREREREJAleWUlERAYvISEBYWFhuHHjBl69egXg7cOeT506BR8fH6N7UDWRpp4/f46wsDBERkbm+g4cOXIENWvWRIkSJSSOkIiIiIj0KT4+HhcuXMDt27dz9QfPnDkDb29v2NjYSBwhkX49ffo0zzHR8ePHUbNmTRQvXlziCImIqCg4WUlERAbpzp07WLx4MTZt2oTY2Nj3lr948QINGzaEUqlEjRo10L9/f/Ts2RMODg4SREukewkJCVi2bBnWrl2LW7duvbf8xYsXaNGiBQCgUqVK6NWrFwYMGCD5MwaIiIiISDeioqKwaNEi/Pnnn3j48OF7y1+8eIGPP/4YZmZm8PX1xddff42vvvqKJ3OSyYiNjcXSpUuxbt063Lt3773lL168QNOmTQEAVatWRZ8+fdC3b1+UKlVK7FCJiKiIeBtYIiIyKLdu3YK/vz88PDwwY8aMPCcq35WdnY3w8HAMGzYMrq6uGDlyJFJSUkSKlkj3EhMT0atXL5QvXx4TJ07Mc6Lyv27evIkJEyagfPny6N27Nx49eiRCpERERESkD9euXUPLli3h6emJefPm5TlR+a6srCxcuHABgwYNgqurK4KCgpCWliZStES6FxcXh65du6JChQoIDg7Oc6LyvyIjIzF69Gi4ublh4MCBeP78uQiREhGRrnCykogMyvHjx6FQKHK97OzsULNmTcyePRuZmZlSh0h6kp2djTlz5sDb2xt79uzRqoyUlBTMmjULNWrUwIkTJ3QcoTj4HZAvQRCwadMmVKtWDWvXrtVqX2dkZGDNmjWoVq0a/vzzTz1ESUSkXzwOEnOA5JwDmZmZmDZtGmrWrInDhw9rVcbLly8xdepU+Pr64ty5czqOUBxyzgG5EwQBf/zxB6pVq4YtW7YgKytL4zLS09OxbNkyVKtWDbt27dJDlERE+iXX4yBvA0tEBqlr167w9/eHIAhISEjAmjVrEBgYiOvXr2Pp0qVSh0c6lpqaii5dumD37t06Ke/u3bto0qQJZs2ahREjRuikTLHxOyAv2dnZGDZsGH7//XedlPfkyRN06dIFQ4cOxdy5c6FU8vw0IjIuPA4Sc4DklgOvXr1Cx44dcfToUZ2UFxUVhY8//hiLFy/G119/rZMyxSa3HJC7zMxM9O/fH2vWrNFJeQ8fPkRAQADGjh2LqVOnQqFQ6KRcIiKxyO04yMlKIjJIPj4+6NGjh+r/3377LTw9PbF8+XL8/PPPKF26tITRkS6lpaUhICBA6zOHCxIYGIg3b95gzJgxOi9b3/gdkI/s7Gx8/fXXWLlypc7LXrBgAdLS0rB06VIOzonIqPA4SMwBklMOpKSkoHXr1jh9+rROy83OzsbAgQORkZGBb7/9Vqdli0FOOSB3WVlZ6N69O7Zs2aLzsn/55Rekp6dj5syZHBMRkVGR23GQp9mTScr5UVahUKBJkyZSh1MkFy9efO+y76K8jJWtrS3q1q0LQRBw584dqcMhHerXr59eJipzjB07Fhs2bNBb+WLhd8B0/e9//9PLRGWO5cuXIzg4WG/lExGJQe7HQY4JmAPMAdPNAUEQ0K1bN51PVL5ryJAh2Llzp97KF4up5gABP/zwg14mKnPMnj0bc+fO1Vv5RERiMPXjICcryeQkJCQY5VVU+dm7dy+SkpIgCIJOXsYs54+wk5OTxJGQrmzZsgUbN27UaJvQ0FDExMQgNDRU7W2GDBmCuLg4TcMzOPwOmJ7Q0FD89NNPGm+j6XdgypQpCAsL0zQ8IiKDIufjIMcEbzEHmAOmmAMrV67U+HEY2vQHv/76azx58kTT8AyOKeaA3B07dgxz5szRaBttvgNjx47F9evXNYyOiMiwmPJxkLeBJZMzbNgwvHz5Ev7+/jp7/p2UkpKS4ODgIHUYonv9+jWePHmiuif34sWLcenSJdSuXRsVK1aUOjzSgUePHmHIkCEab+fs7Aw3NzeNtklKSsLAgQOxe/duozmTnN8B05eWlobevXsjOztbo+20+Q5kZWWhT58+uHDhAqysrDTalohICjwO5ibHMQFzIDfmgGnmQExMDAIDAzXeTpv+4KNHjzBs2DCNTxaVkhxyQO6Sk5PRv39/jbfT5juQnp6Ovn374tSpUzA350/iRGT45HYc5F9mMik7d+7E1q1bMWzYMJQsWdLoJyujo6Px4YcfSh2GJIKDg9+7bWHHjh2xaNEiiSIiXZsxY4aoZ/bu3bsXISEhaNSokWh1FgW/A6ZvzZo1op7Ze/XqVaxfvx79+vUTrU7SnfT0dGzduhV//fUXnj59CisrK1SrVg2DBg1ClSpVpA6PRPD06VOsXLkSx44dQ3JyMuzs7NCoUSP079/f5J5VAvA4+C65jgmYA/9iDvzL1HJg6tSpePnypWj1bdq0CaNHj4avr69odRaFHHJA7pYsWYJ79+6JVt+5c+ewfft2fP7556LVSbqTmpqKTZs2YceOHXj27BmKFSuGGjVqYNCgQfDw8JA6PBJBYmIiVqxYgZCQEKSkpMDe3h7NmjVD3759UbJkSanD0zm5HQd5G1gT8uTJE/zwww/4v//7P1hbW6N8+fIYOXIkUlNT0aNHDygUCixfvlzqMFV0feuZV69eYciQIShXrpzGt9QzVLt27UL79u2lDkMS/fv3x6FDh7Bv3z789ttvcHJyQmJiIooVK6ZaJyQkBHZ2du+9LC0tYWZmJmH0VJjU1FSsWLFC9HqN6WDO74BpEwRBknxcuHChUd/6Ta4WLlwINzc39OjRA9u2bcPJkydx6NAhzJkzB56enmjZsiViYmKkDpP0JD09HUOHDoWrqytGjx6Nffv2ISQkBPv27cO4cePg5uaGgQMHIjU1VepQdYrHwX/JdUzAHPgXc8A0c+Dly5dYu3at6PVyTESGIjs7W5J8/P3330Wvk4pGEATMmDEDrq6u6NevH3bs2IGQkBAcPHgQM2bMQMWKFeHv74+EhASpQyU9ef36Nfr374/y5csjKCgI+/fvR0hICPbu3YsffvgBrq6u+P777/HmzRupQ9Up2R0HBTIJERERQtmyZQUAgq2treDr6yuUKVNGACB06tRJqFWrlgBAOH/+vN5iaNy4sQBAuHfvXqHrhoaGCt7e3sLdu3d1Vv+QIUMEAMKWLVsEQRCESZMmCQCExo0ba11mcnKyAEAAICQnJ4u2bY6RI0e+9964ceMEAMKKFSvy3KZly5aCubm5EBYWJlqcuiz32LFjAgBh2rRpud4/c+aMoFQqhS+//LLA7ePi4gQXFxfh559/1mucVDSrV69Wfe6avmJiYgRBEISYmBiNt7WwsBASEhJEaSO/A1SQ06dPS/IdACCcO3dO4tYXjaurqwBAcHV1lToUUYwfP16t/VquXDnh9u3bUocrCjnlQFpamtCiRQu1cqBhw4bC69evpQ45F22OMWIfB7WNU8xy9T0m0GdfgDkg7xxgf7hgCxYskKQ/aGNjIyQlJYnSRuYAFWT//v2SjYkiIyMlbn3RyKk/nJ2dLQwbNkyt/VqhQgUhNjZW6pBFIaccSE5OFj7++GO1cqB169ZCenq61CHnIof+sK6Oo7yy0gQ8efIE/v7+SExMxOjRo5GQkICLFy8iMTERwcHB+PvvvxEeHg6lUgkvLy+pwwUAbNiwAREREWjSpIlObvdw9uxZLFq0CK1bt8YXX3yhgwil9+rVqzyfSTJ58mRUr14dI0aMQHR0dK5lixYtwqFDhxAUFISaNWuKFaoo6tWrhx49emDjxo04e/Zsnuukp6ejU6dOaNCgAcaPHy9yhKSJ/fv3S1JvRkYGjh49KkndRcXvgGmR6jsgdd2kmQ0bNmDq1KlqrRsfH4927dohIyNDz1GRmIYPH47Dhw+rtW5ISAi+/fZbPUckHbkeBzkm+BdzIDfmgPHngFR9stevXyMkJESSuovK1HJA7qQclxw4cECyukkzS5cuxfz589Va9/79+wgICEB2draeoyIxDRw4EKdPn1Zr3f3792PUqFF6jkg6pn4c5GSlCfjuu+9UD2WfPn067OzsVMuCgoJQpUoVZGZmolKlSrkuEZbSzJkz0b9/f0RHRxd5wjIjIwMDBgyAlZUVFi5cqMMopbVv3z60bt36vfctLS2xevVqpKamom/fvqrb+d29exejRo2Cr68vgoKCxA5XFD/++CPMzMzw448/5rl88ODBSEtLw6pVq8QNjDQWFhYmy7qLit8B08HvABVGEAT88ssvGm1z48YN7NixQ08RkdgePXqk8S3T165di9jYWD1FJD05Hgc5JsiNOfAv5oDx5wD7g9oxpRyQO34HqDDZ2dmYPn26RttcvHhR7ZP9yPDdv38fGzdu1GibpUuX4unTp3qKSHqmfBzkZKWRi4yMxObNm1GmTJn3HrYKAAqFAn5+fgAAb2/v95Zv27YNH3/8MWxtbeHg4IBPPvkE165dK3JM4eHhBb4iIiIwZMgQNGjQoMgTlr/88guuXbuGCRMmwN3dvUixSyUpKem998LCwlCrVq08188ZeB49ehQLFy5EdnY2+vTpg4yMDKxevRoWFhZ6jlgaHh4e6NatGw4fPvzemaDz5s3D7t27sX37dtjY2EgUIanj5cuXuHnzpmT1X7hwQbK6i4rfAdMhZR5yYG4c/vnnH1y5ckXj7fgMHtOxYsUKja+UzcrKwrJly/QUkfRM/TjIMUHhmAO5MQeMNwfi4+Px8OFDyeo35v6gqeSA3GVnZ+PSpUuS1W/MvwvIyYEDB7T6vZhjItOxZMkS1QlZ6jLWiTp1mfJxkJOVRm79+vXIzs5Gjx498k1AKysrAO9PVs6bNw9dunRBgwYNsHPnTmzcuBEtWrRAampqkWJq164dfH19C33VrFkTp06dAgBER0dj4MCBGtd148YN/Pzzz/D09DTaS7z37t0LDw8PxMfHq97LysqCmZkZFApFvtvl3NJnzJgxGD58OEJCQlS3AjJlQUFBUCqVmDhxouq9Y8eOYcyYMdiyZQsqVKggXXCkFikH5QAQFxcnaf1Fxe+A8cvKykJiYqJk9cfFxWnc2SfxHTlyRKvtjh07hqysLB1HQ1LQ9oxwUz+T3FSPgxwTqI85kBtz4C1jy4F397MUOCYiqb18+RLJycmS1S/1d5DUw/4waTsuNvUcMNXjoLnUAVDR5HxhmzZtmu86ObeCeney8s6dOxg1ahRmz56NoUOHqt5v27ZtkWNq06aN2jP3UVFRqis5mzdvrnFd33zzDdLT07Fo0SK9nzVasWJFKJXqz++re3/0jz/+GK1atcKuXbswaNAgAMCpU6fwySefFLidubk5Vq9eDT8/P8yfPx916tTB6NGj1Y4vL5q2sSDa3h++SZMmBf6I7unpmetH2Pv376NLly747bffCvweqEOX7af8FXSVSGhoKJydnQvcPme5s7MzYmJi8l0vISEBtWvXfu/9e/fuwc3NTc1otcfvAOWnsNwo7HtQ1O8AALi5uRX4w6chyznh4eHDh6J8l6Xy4sULrbctX768SX+X5ZIDjx490mq78+fPG8znos2xUMrjICBdf9hQxgS67gswB+SdA+wP5y89PT3fZWKMiS5fvswxUT44JhJHYSfX6XtM9PLlS4PpL2lDLv3h58+fa7VdSkoKXF1djXbMqw655IC2J3ofPXrUYD4XOfSH321jgwYNtL9yXiCj5uzsLAAQrly5kufytLQ0wcHBQQAgxMbGqt4fP368YGtrK6SlpekslsaNGwsAhHv37qm1/oULFwRHR0cBgDB58mSt6nRwcBCUSqVQtmzZ9162trYCAMHCwkL13osXLzQqPzk5WQBQ5FdycnKB9ezevVto06aN6v8TJ04UUlNTC43vwYMHgr29vQBAmDhxokZt03Ubi9J+baWkpAje3t5Cv379tC5DjPbzpf4rJiZGZ/kRExMjeXtyXvwO8KXJS1ffA0P6DvDFF1986eNYqIvjoCAYTn9YqjGBWH0B5oC8c4D9YfVfHBNpxhRzgC+Oifjiiy/TfMmhP+zi4qJ1DLyy0silpKQAeHsv5rysW7cOL168gJOTE1xdXVXvnz59GpUrV8a6devw008/ISYmBhUrVsTEiRPx5Zdf6j3uixcvomXLlkhKSsLkyZMxadIkrcvKzs4u8CyLjIwM1XJtz+oDABcXF43PKFD3dpfNmzdHr1698OrVK9jb2yMtLQ3W1tYFbiMIAvr164e0tDRUrVoV06dPR7du3eDp6al2jP+laRsLokn7tfXXX38hIiICN2/exObNm99bHhkZiQ8++EDt8nTZfspfQbmRkJBQ6PbOzs4wNzdHZmZmgevnt8zS0hKlS5dWL9gi4HeACvLw4cN8j0mFfQ+K+h1QKpVwcXFRP1gDk/PZGXs7CpOWloanT59qvJ2FhQXKlCmjh4gMh1xy4OXLl3j16pXG29nZ2cHBwUEPEWlO38dCXR8HAWn7w4YwJtB1X4A5IO8cYH84f5mZmfn+jiHGmMjKygqlSpVSL9giYA5QfgRBwMOHD/O9ckjfYyIzM7NCr2A2ZHLpD6empuLZs2cabyfW3zgpySUHkpKSVPMfmrC3t0fx4sX1EJHm5NAffreNZcuW1aiuXIo03UqSq1ixogBAWLRo0XvLoqOjhdKlSwsAhKZNm+ZaVrlyZcHOzk4oXbq0sHLlSuHQoUNCt27dBADCoUOHtIpFkysrv//+ewHQ/opKdUyaNEkAIDRu3FjrMt49o0DTMx803bZTp07Cli1bhMjISGHlypWFrr9gwQIBgDBlyhQhKipKsLa2FurUqSNkZmbqNU6py9U1Y4nT1Hz00Udan6GTc4altmdIfvfdd6K00Vhyy1jiNDWffvqpZN+Bd6/YMEaurq4CAMHV1VXqUPQqKytL8PDw0Hj/rl69WurQ9U4uORAdHS0olUqNc+D27dtSh65iLMcYQ+oPSzEm0Od+Yg7IOwfkvv8Lkp2dLZQqVUqy/mBQUJAo7WQOUEHq1asn2Xega9euEre+aOTSH37z5o1Qrlw5jffvtm3bpA5d7+SSA9evX9d4/5ubmwvx8fFSh65iLMcYMedB8sNThYxcixYtAABTp07FzZs3Ve+fPXsWzZo1Q1JSEoDcz6sE3t4bPjk5GUuXLkXfvn3RokULbNiwAdWrV0dwcLBWsfTv3x/BwcEoUaJEoevOmjULO3bsKNIVlaYmICAAO3bswJ49e+Dv71/gunfu3MGYMWPg5+eHcePGoXLlyggODsb58+fx22+/iRQxkfb8/PxkWTdRDn4HqDBKpRKBgYEabePm5oYuXbroKSISW/ny5dG1a1eNtvnss8/wf//3f3qKiMTAMQExB+RBoVCwP0iyx+8AFcbCwgLff/+9RttUrFix0OMnGY8qVaqgXbt2Gm3TvXt3k77a1JRxstLIjR07FiVKlEBMTAyqVauG6tWrw8PDA/Xr14enpycaNGgA4P3JSicnJwD/TnYCbzvLzZo1w9WrV7WKpWfPnpgwYYJat51SKpUICAjQqh5T5e/vjwMHDiA+Pr7AW1RmZ2ejT58+yMzMxOrVq2Fu/vZuzoGBgahfvz4mT56MyMhIscIm0sq7f3vEpFQqdfKgaaKikuo7IHXdpJnBgwdjwIABaq3r4OCA3bt3F3q7QDIuS5YsUfvHtOrVq2PlypV6joj0jWMCYg7Ih1R9MktLSzRs2FCSuonexTERqeOHH35At27d1Fq3dOnS2L17t+qYSKZhzZo1qFq1qlrr1qlTBwsXLtRzRKQvnKw0ch988AFCQkLQtm1bWFtb48GDByhdujSWL1+OHTt2ICoqCsD7k5XVqlUDgPfuDZ+dnZ3v8y9Jv5ycnFC1atVC7+s8a9YsnDp1ClOmTFHtR+DtJMyqVaugVCrRp08fZGVl6TtkIq199dVXsLe3F71ef39/lC9fXvR6if6radOmqFy5suj1enp6olGjRqLXS9pRKBRYsmQJfvzxxwInIb28vPDPP/+8198j42dvb4+jR4/i888/L3C9gIAAnDx5Eo6OjuIERnrDMQExB+SjT58+sLKyEr3eL774wuSf5UbGwd/fH66urqLXW7duXfj6+opeL2lHqVRi3bp1+OGHH2BpaZnven5+fjhz5gwqVaokYnQkhpIlSyIkJKTAKywVCgW6du2KI0eOwNbWVsToSJc4WWkCqlWrhj179uDVq1d4+fIlzpw5g/79++P58+d4+PAhzM3N3zv7oEOHDgCAQ4cOqd7Lzs7G0aNHUbt2bVHj15fJkydDEAQcP35c6lDU1rNnT3Ts2DHf5devX8ePP/6IevXqYeTIke8tr1SpEn766SeEhoZi+vTpeoyUqGjs7e3Rq1cv0ev99ttvRa+TKC8KhQLffPON6PV+++23UCgUotdL2lMqlZgyZQri4uIwc+ZM1K9fX3WmcLFixXDixAlcvnw51w/VZFqKFy+OP//8E7du3cLIkSNRs2ZNmJmZAQBsbW0RFRWFHTt2cKLShHBMQMwBeShVqpTGt/vWBY6JyFCYm5tj0KBBotfL74DxMTMzw2+//YaYmBhMmzYNdevWzTUmOn36NEJDQ/k4BBNWsmRJ7N69G5GRkRg2bBgsLCwAvL1V8KhRo3D79m1s2rQJdnZ2EkdKRaEQ/ntpHZmMEydOoEmTJvDy8sKVK1dyLRMEAY0bN0ZkZCSmTZuG8uXLY8WKFfj7779x6NAhNGvWTKKoDUtKSorqj1xycrJGZ2YUZVsx6StOubefChcdHQ0vLy+8evVKo+1iYmLg5uaG2NhYja6SbNCgAU6cOAGlUpzzdIwlt4wlTlP06tUrVK9eHQ8ePNBoO22/Ax999BGuXLli9PvYzc0NcXFxcHV1RWxsrNThSELun4Hc2w8Yz2dgLMcY9of1F6fcPwO2X97tV8fNmzfh7e2t8R2utO0Ptm7dGnv37hXt5DXmABXm2bNnqFq1KhITEzXaTtvvQLVq1RAWFibJVc26ZCx9QX2S+2fA9htP+43lGGMI8yC8stKE5UxQ5nVLMIVCgZ07d6JTp04YN24cOnTogOjoaOzdu5cTlSSZChUqoEqVKvDx8YGPjw82b96s1nZ//vknvvnmG6SlpaFjx46oVKkSfHx80Lp1a9y/f1+/QZPWPvjgA8yYMUOUuooVK4Y//vhDtIlKbaibv4IgYNSoUahWrRpq1KiBpk2b4vbt26rlM2bMgJeXF3x8fFCvXj2EhoaK2ArShL29PVasWCFafStXrjTYTjERkabY/zM96u7Lo0ePom7duqhatSq8vLwQFBSU6/Em7AsZN7mNCXOughWDg4MDli1bxrtskEEpWbIklixZIkpdZmZmWLVqldFPVBIR5TDW/k9+DPdXWyqygiYrAcDR0RFLly7FkydPkJ6ejnPnzqFVq1Zihkj0nq1btyI8PBzh4eFq3xJn+/btqtskDRw4EDdu3EB4eDj8/f0xcOBAPUZLRfX111+jdevWGm2TkJCA2NhYJCQkqL3Nr7/+Cg8PD03DE506+btz506cPHkS4eHhuHz5Mpo3b47x48cDACIiIjB//nycPXsW4eHhGDp0KIYMGSJ2M0gDzZs3x9ChQzXaRpvvwHfffYcmTZpoGB0RkeFi/880qbMvS5QogY0bNyIyMhIXLlzAiRMnsHHjRgDsC5kKuY0Jhw8fjoYNG2q0jTb9wblz58LNzU3T8CSlyY+vBU1079+/H7Vq1UKNGjVQr149REREiNQCUkeHDh00fkyMNt+BcePGoVatWpqGR0RksIy5/5MXTlaasJzJyho1akgcCVHRPH/+HG5ubihVqhR8fHzg6ekJKysrDBo0CBkZGfjnn3/QtGlTWFtbo23btqozRevVq4e7d+9KHD0VRKFQYPPmzRoNGGrXro3y5cur/XzdwMBAo/iRSpP8TU9PR1paGgRBwMuXL3P96JCRkYGUlBQAQFJSktH9ICFHs2bNQkBAgNrra/od6NixI2bOnKlteEREkmD/T37U3Ze+vr5wd3dXbePj45NrPfaFTJMp/00wMzPDtm3bNHr+tKb9wUmTJqF3797ahigpTX58zWui+/nz5+jRowfWrl2Ly5cvY/r06ejevbtY4ZOalixZgubNm6u9vqbfgR49euB///uftuEREUnClPs/eeFkpQk7ffo0BEHg1ZJkVLp3747q1atjwIABePz4MYC3Z09/9dVXCAwMRHh4OObMmYNPPvkES5YswbFjx/Dxxx/D0tLyvbLmzZuH9u3bi90E0lDx4sVx6NAhfPzxxzove/To0ZgxY4ZR3uoov/xt3749mjZtCmdnZ7i4uODIkSOYMmUKgLdX0gcGBuKjjz6Cm5sbZs+ejfnz54sdOmnIwsICW7Zsweeff67zsrt27YrNmzfD3Nxc52UTEekT+3+kzr5MSEjA1q1b0bZtWwDsC5kKOY4JnZyccPToUfj6+uq87J9++gmTJk3Sebli0MWPr3fu3EGZMmXg6ekJAGjcuDEePHiAixcv6jxe0p61tTV27typ+nuuS3379jX4x8IQEeXF1Ps//8W/0kRkME6ePImIiAhcvHgRTk5Ouc78DA8PVw3cwsLC4OPjA+Dt5e6fffbZe2VNnToVt27dws8//yxK7FQ0jo6OOHLkCMaOHauTAUSpUqWwZcsWTJ8+3SgnKgvK34sXLyIqKgpxcXGIj4/PdRvRBw8eYOfOnbhz5w5iY2MxYsQInjVsJKysrLB582bMmTMHxYoVK3J5NjY2mDdvHjZs2JBnx5WIyBiw/ydf6uzLly9fon379hg9ejRq1qwJgH0hUyDnMWGZMmUQEhKC7777Tiflubi4YNeuXQgKCjLKMVFeCvvxNa+J7ooVK+Lx48c4e/YsAGDbtm1ITk42ymd5mTobGxvs2LED06ZN08kYxt7eHsuWLcOKFSt48iYRGS1T7/+8i5OVRGQwPvjgAwBvrzIaPnw4QkJCVMvCw8NVf4xz/jALgoADBw6gTZs2ucqZMWMG/v77b+zbtw82NjaixU9FY21tjWnTpuHMmTPw8/PTqgylUomvvvoKkZGR+OKLL3QcoTgKy99Vq1ahadOmcHR0hFKpRO/evXHs2DEAbx+s7eXlBRcXFwBvzyA9efIksrKyRG0DaUepVOL777/H5cuX0bJlS63LadWqFS5fvoxhw4bx7GEiMmrs/8mTOvvy1atXaN26NQICAhAYGKh6n30h4yf3MaGtrS3mzp2LEydOwMvLS6syzM3N0a9fP1y7dg3+/v46jlC3GjZsiFKlSuX5iomJybVuYT++5jfR7eDggL/++gtjx46Fn58fjh8/jqpVq8LCwkLv7SPNmZubY+zYsbh06RIaNWqkdTkBAQG4evUqBgwYYDKT9UQkT3Lo/+TgL1hEZBBSUlKQlJSk+v/GjRtVZ43ExcVBqVSqfnS4fPkyqlevjvPnz8PT0xN2dnaq7WbNmoWNGzfi0KFDcHR0FLMJpCN16tRBaGgozpw5g549e8La2rrQbVxcXDBhwgTcv38f69evR+nSpUWIVPfUyV93d3ccOXIEGRkZAIBdu3apfshwd3fHqVOnkJycrFrm6ekJMzMzUeIn3fDw8MDBgwdx9epVDBkyBA4ODoVu4+joiGHDhiEyMhL79+/H//3f/4kQKRGR/rD/J0/q7Mvk5GS0bt0arVq1wo8//phrGftCxo1jwn81atQIly9fxokTJ9C1a1e1rjIrX748pkyZgujoaKxYsQIlSpQQIdKiCQkJwZMnT/J8lS9fXrWeOj++FjTR3ahRIxw/fhxhYWH49ddfER8fr7otLBmmqlWr4sSJE7h06RIGDhyY6zueHycnJ4wcORI3b97Ejh07VDlBRGSs5Nb/4TXwRGQQEhMT0blzZ2RlZUEQBLi7u2PNmjUAgEuXLqnOIAHePuPw999/h5OTEzp27Kh6PzY2FiNHjoS7uzuaNm0K4O2tFc+dOydmU0gHFAoF6tWrh3r16mHFihWIjIxEWFgYbty4gdTUVJiZmcHe3h7e3t7w8/PDhx9+aPRnSxaUvwMGDEBAQAACAgIwZMgQXL9+HdWrV4elpSVcXFywZMkSAMBnn32G0NBQ1KpVC1ZWVrC3t8e6deukbBYVQbVq1bBgwQLMmzcPN2/eRFhYGK5du4aUlBQoFArY2NjAy8sLfn5+qFixIq+iJCKTwv6f/KjbF5o7dy7Onz+PlJQUbNu2DQDwxRdfICgoiH0hI8cxYW4KhQKNGjVCo0aN8ObNG1y7dg0XLlzArVu3kJaWBjMzMzg4OMDHxwd+fn5wc3Mz+jFRXnJ+fD18+HC+P76mpKQgIyNDtfzdiW4AePjwoeqH3uDgYDRr1gweHh76Dp10wMfHB0uWLMHvv/+OGzduICwsDJGRkUhJSYFSqYSdnR2qV68OPz8/uLu7c0xERCZFbv0fhSAIgtRBEBmqlJQU1RkKycnJsLW1FWVbMekrTjHaX61aNRw7dgxlypTRugxj2U9kfIwlt4wlTqIcbm5uiIuLg6urK2JjY6UORxJy/wzk3n7AeD4DfRxjdNH/+y9j7g/rgj7jlPtnwPZzTCh3Rf1sY2NjUb58ebi7u8Pe3h5A7h9f27ZtiylTpqBkyZLvTXTPnTsXFSpUAAAMGDAAp06dQmZmJurXr4/58+fnmvhkDpCxMZa+oD7J/TNg+42n/XIYE+mqjbyykoiM1rVr16QOgYiIiIhExP4fEb2LfxNMm5ubGwq6xmLv3r2qf1+6dCnf9ZYvX67TuIiIiKRkqv0fTlYSiSAlJUXqEPIlRmxybz+RIeeZIcdGRESmw5CPN+wPixOb3D8Dtl/e7SfD/pwNOTYiIjIdhny8MYTYOFlJJIKyZctKHYKk5N5+In4HiIhI7uR+LJR7+wF+Bmy/vNtPzAEiIiIeCwvGpw4TERERERERERERERERkSR4ZSWRntjY2CA5OVnqMDRiY2Oj07Lk3H4ifgeIiEju5H4slHv7c8qT82fA9su7/cQcICIi4rFQfZysJNIThUIBW1tbqcOQjNzbT8TvABERyZ3cj4Vybz/Az4Dtl3f7iTlARETEY6H6eBtYIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBLmUgdAZKoEQcDr16+lDkMjNjY2UCgUOilL7u0n5gAREZHcyb0vIPf2A/wM2H55t5+YA0RERDwWqo+TlUR68vr1a9jZ2UkdhkaSk5Nha2urk7Lk3n5iDhAREcmd3PsCcm8/wM+A7Zd3+4k5QERExGOh+ngbWCIiIiIiIiIiIiIiIiKSBK+sJBJBYmKiwZ6Zl5KSgrJly+q1Drm3n5gDREREcif3voDc2w/wM2D75d1+Yg4QERHxWFgwTlYSicDW1tZg/xCJQe7tJ+YAERGR3Mm9LyD39gP8DNh+ebefmANEREQ8FhaMt4ElIiIiIiIiIiIiIiIiIknwykoiIiORkZGBFy9e4M2bN7C0tISjoyPMzflnXE5SU1Px6tUrZGZmolixYnB0dIRCoZA6LCIiIiIiEoEgCEhKSkJqairMzMxQvHhxFCtWTOqwSERZWVl4/vw50tPTVb8LWFhYSB0WERFRkfFXbiIiA5WRkYFdu3bh0KFDCAsLw+XLl5Genq5aXqxYMXh7e8PPzw+tWrVC27ZtYWZmJmHEpGsvXrzApk2bcOrUKYSFhSEqKgqCIKiWlyxZEjVr1kStWrXQuXNn1KpVS8JoiYiIiIhI18LDw/Hnn3/iwoULCAsLw9OnT1XLFAoFKlWqBD8/P3zyySf46quv4OjoKF2wpHPZ2dk4cOAA9u3bh7CwMISHh+P169eq5ZaWlqhRowb8/PzQvHlzdOjQAZaWlhJGTEREpB1OVhIRGZinT59iwYIFWLp0KeLj4/NdLzU1FWfPnsXZs2excOFCfPjhhxg0aBC+/fZbODg4iBgx6dqNGzcwe/ZsrFu3DikpKfmu9+zZMxw+fBiHDx/GL7/8gjp16mDIkCHo3r07J66JiIiIiIxUdnY2Nm3ahAULFuDMmTP5ricIAm7cuIEbN25gw4YN+OGHH9C9e3eMGDECVatWFTFi0rXk5GQsWrQIixYtwr179/Jd782bN7hw4QIuXLiAJUuWwNnZGV9//TWGDRuG0qVLixgxERFR0fCZlURkUI4fPw6FQpHrZWdnh5o1a2L27NnIzMyUOkS92r59O6pVq4bJkycXOFGZlwcPHmD8+PHw8vLCgQMH9BShfsl9/2dmZmLatGmoUaMGlixZUuBEZV7Onz+P3r17o1GjRrh586aeoiQiItIfufcFiDlAzIE7d+6gadOm6N69e4ETlXlJTU3F8uXL4ePjg+DgYGRkZOgpSv2Sew4cPXoU1atXx+jRowucqMxLQkICgoODUbVqVfz55596ipCIiPRJrsdBXllJRAapa9eu8Pf3hyAISEhIwJo1axAYGIjr169j6dKlUoenc+np6Rg4cCDWrFlT5LJiY2PRunVrDB48GPPnzzfK51rKbf8Db/dbp06dEBoaWuSyTp8+DW9vb8ydOxcDBw7UQXRERETikmNfgHJjDpAcc2DVqlUYMmRIrtt8aiMjIwMTJ07Etm3b8Pfff6NChQq6CVBkcsuBrKwsBAYGYt68eUUu68mTJ+jSpQu6du2KP/74g882JSIyQnI7DhrfL9hEJAs+Pj7o0aOH6v/ffvstPD09sXz5cvz8888mdTuT1NRUBAQE4PDhwzotd/HixXj48CG2bNlidM+skNP+B4B79+6hadOmePDggc7KTEtLw6BBg/D06VOMGzdOZ+USERGJQW59AXofc4DklgOzZ89GYGCgTsu8dOkSGjRogKNHj6JSpUo6LVsMcsqBzMxMdO/eHVu2bNFpuZs3b8bDhw+xZ88e2NnZ6bRsIiLSLzkdBwHeBpZMRJ8+fd67NPq/r6ioKKnD1MrFixcLbZsmL2Nla2uLunXrQhAE3LlzR+pwdCYrKwtffPGFzicqc+zYsQO9evWCIAh6KV8sprr/gbe36WnRooVOJyrfNX78eCxYsEAvZRMREYnFlPsC6uCYgDnAHDDtHFi+fLnOJypzxMXFoUWLFoiNjdVL+WIy1RwQBAEDBgzQ+URljpMnT+Kzzz4z2tsCExHRW6Z6HMzBKyvJpFSsWBFlypTJc5mNjY3I0ejG3r17kZSUBAcHB6lDkVzOH2EnJyeJI9GdmTNnYs+ePXqtY/PmzWjatCkGDRqk13r0zRT3vyAI+Prrr3H37l291jNixAg0aNAAPj4+eq2HiIhIn0yxL6AujgneYg4wB0wxByIjIzFkyBC91hETE4N+/frhwIEDRjtZncMUc2DNmjVYvXq1Xus4fPgwpk2bhokTJ+q1HiIi0i9TPA7m4GQlmZTx48ejT58+UoehU3IdkL5+/RpPnjxR3ZN78eLFuHTpEmrXro2KFStKHZ5OXL9+XeOBQmhoKJydnZGQkIDatWurvd0PP/yAVq1aGc2zSuSw/wFg7dq12L17t0bbaJMDmZmZ6NOnD86fP290twQmIiJ5kktfQF1yHBMwB3JjDphmDuT009+8eaPRdtqMCQ4dOoRly5YZ1TPt5ZADcXFx+P777zXeTpscCA4ORocOHeDt7a1xfUREJD45HAffxclKIgMWHR2NDz/8UOowJBEcHIzg4OBc73Xs2BGLFi2SKCLdGzJkCNLT0zXaxtnZGW5ubhrXlZycjOHDh2P79u0abysFOez/V69eYfjw4Rpvp20OREREYP78+Rg5cqTG2xIZitu3b+P169cA3j7v99mzZyhZsqTEUZFYBEHA+fPnVTmQlpaGN2/e8CQMEyWHvoC65DomYA78iznwL1PLgaVLlyI0NFTj7bQdE/zwww/4/PPPjab/JIccGDlyJF68eKHxdtrkQGZmJgYPHowzZ85oXB8ZjqioqFxjohcvXsjuZBY5EwQBp0+fzjUmysjIgIWFhcSRkT7I4Tj4Lj6z0sQ8efIEP/zwA/7v//4P1tbWKF++PEaOHInU1FT06NEDCoUCy5cvlzpMFWN/jp6+7dq1C+3bt5c6DEn0798fhw4dwr59+/Dbb7/ByckJiYmJKFasmGqdkJAQ2NnZvfeytLSEmZmZhNEX7sqVKzh27Jiode7cuRP3798XtU5tmfr+B4B169bh+fPnota5cOFCZGVliVonkS7s27cPrVq1QsWKFVXfm2fPnsHV1RX9+vXD1atXJY6Q9CkzMxNLliyBt7c36tWrp8qBp0+fonz58ggKCsLjx48ljpJ0TQ59AXXJdUzAHPgXc8A0c0AQBMybN0/UOl+9eqX3243qkqnnQFxcHLZu3SpqnWfPntVqgpykt337djRr1gyenp7vjYkGDx6MmzdvShwh6VN6ejrmz5+PqlWrokGDBrnGRBUqVMD//vc/PHv2TOIoSddM/Tj4HoFMRkREhFC2bFkBgGBrayv4+voKZcqUEQAInTp1EmrVqiUAEM6fP6+3GBo3biwAEO7du1fouqGhoYK3t7dw9+7dItfbu3dvAYDQrl07oUOHDkLTpk2FL774Qpg5c6bw6NEjrctNTk4WAAgAhOTkZNG2zTFy5Mj33hs3bpwAQFixYkWe27Rs2VIwNzcXwsLCRItTl+UeO3ZMACBMmzYt1/tnzpwRlEql8OWXXxa4fVxcnODi4iL8/PPPeo2zqAYPHqyqV5NXTEyMIAiCEBMTo9X2Y8aMEa2N2ny2Yu9/beMsquzsbKFatWqS5MDu3btFaSORLmRnZwsTJkwoNK+LFSsm7Ny5U+pwRePq6ioAEFxdXaUORe9SUlKENm3aFJoDFSpUEG7cuCF1uKIxlhyQe19AV+Xqe0ygz74Qc0DeOcAxYcEOHz6sVX++qGMCDw8PISsrS5Q2MgcKNmnSJElyoE+fPqK1kYouOztb+P777wvdr/b29sLhw4elDlc0xtIf1oWkpCTVb+4FvSpVqqTWb/KmwJj2vxz6w7o6jvLKShPx5MkT+Pv7IzExEaNHj0ZCQgIuXryIxMREBAcH4++//0Z4eDiUSiW8vLykDhcAsGHDBkRERKBJkya4d++eTsrcs2cPduzYgWPHjuHPP//EyJEj8dFHH2HdunU6KV9Mr169yvM2DpMnT0b16tUxYsQIREdH51q2aNEiHDp0CEFBQahZs6ZYoYqiXr166NGjBzZu3IizZ8/muU56ejo6deqEBg0aYPz48SJHqL7s7Gxs3LhRkrrXr18vSb1FZUr7HwAuX76Ma9euSVK3seYAydPMmTPx008/FbpeamoqPv/8c5w6dUqEqEgs2dnZ+Oqrr7Bv375C171//z4+/fRTJCQkiBAZScHU+gLq4pjgX8yB3JgDxp8DUvXLb9++bbRX1jEHdGPz5s3IyMiQpG7S3KRJkzB37txC13v16hUCAgIQFhYmQlQkloyMDHz++ec4ceJEoevevHkTrVq14hWWJszUjoP/xclKE/Hdd98hJiYGgYGBmD59Ouzs7FTLgoKCUKVKFWRmZqJSpUq5LhOW0syZM9G/f39ER0cXecLS3d0dP/30E8LDw5GUlISUlBScPHkSLVu2REpKCnr16oU9e/boMHr927dvH1q3bv3e+5aWlli9ejVSU1PRt29f1a107969i1GjRsHX1xdBQUFihyuKH3/8EWZmZvjxxx/zXD548GCkpaVh1apV4gamoVu3bmn1TApdiI2NNdofck1l/wOQ9MeBCxcuSFY3kSaePHmCCRMmqL3+mzdvEBgYqMeISGwHDx7Ejh071F7/wYMH+O233/QYEUnNlPoC6uKYIDfmwL+YA8afAxwTaMdUcuD58+e4ffu2JHWnpqbi+vXrktRNmomJicHPP/+s9vqvX7/G6NGj9RgRiW3btm04fPiw2uvfvHlT9FuMk7hM5TiYF05WmoDIyEhs3rwZZcqUee+BqwCgUCjg5+cHAPD29la9v3XrVnTu3BkffvghbGxsUKVKFQQFBSE5OVknMYWHhxf4ioiIwJAhQ9CgQYMiT1hOnDgRQUFB8Pb2hoODA2xsbNCwYUPs378fHTp0gCAIGDFihME+IzMpKem998LCwlCrVq08188ZeB49ehQLFy5EdnY2+vTpg4yMDKxevdpkH6rs4eGBbt264fDhwwgJCcm1bN68edi9eze2b98OGxsbiSJUj9RnuUldv7ZMZf8D0u4DKSfLiTTxxx9/ID09XaNtQkNDjfZKAXrf77//rvE2f/zxB16/fq2HaMgQmFJfIC8cExSOOZAbc8B4c+D169eIjIyUrH5jHRMCppMDFy9elLR+Y84BOVm2bBmys7M12ubo0aOcjDYh2oyJli1bxqunTZipHAfzwslKE7B+/XpkZ2ejR48e+SahlZUVgNyTlTNmzICZmRmmTp2Kffv2YfDgwfj999/RqlUrjQ+E/9WuXTv4+voW+qpZs6bqlm3R0dEYOHBgker9L6VSienTpwN4+wP91atXdVq+LuzduxceHh6Ij49XvZeVlQUzMzMoFIp8t8u5pc+YMWMwfPhwhISEqG4FZMqCgoKgVCoxceJE1XvHjh3DmDFjsGXLFlSoUEG64NQkdadRykFxUZnC/gekz4GoqChJ6ydSx9q1a7Xazhhv/U7ve/bsGXbv3q3xds+fP8fevXv1EBEZClPpC/wXxwTqYw7kxhx4y9hy4NatW0X+3aUojHlMCJhGDkg9JjT2HJALbcdEfPyLaYiJiVHr9q//FR8fj2PHjukhIjIUpnAczItCMNRLzUht9erVw7lz57Br1y74+/vnuU6rVq1w8OBB7NmzB23btgUAPH78GKVLl8613rp169CzZ0+cOHECjRo10jiWJk2a4MSJE2jTpo3as/dRUVGqZ7dNmzYNY8eO1bjewjg5OeHZs2eqq0nVlZKSorqlrouLC5RK9ef3s7Oz8fDhQwBAcnIybG1t81wvKSkJQ4YMQaNGjTBo0CAAwIkTJ5CcnIx27doVWMfVq1fh5+eHN2/eoE6dOjh9+jTMzMzUjhEoWhsLom77i+r+/fuoXbs2Jk2ahKFDh2q8vb7aX5AXL17kewVzaGgonJ2d893W2dkZ5ubmyMzMLPR2rgkJCahdu/Z779vb26N48eKaBa0FMXKgqPsfkCYHHj16lO9ZbmLkQKlSpVQnsRAZqocPH2r1I561tTWcnJz0EJHhyPlslEolXFxcpA5HLzIyMvDo0SOttnVwcMj1SARTZCw5IPe+gCbtl3JMoM++EHNA3jnAMWH+0tPT8eTJkzyXFTYeANQfE+Q3HjA3N0fZsmU1C1oLzIH8vXr1Ci9fvsxzmRg5YGtrC0dHR41iJvHFxcVptZ2NjQ1KlCih42gMi7H0h4vizZs3ePz4sVbbOjo66u1vriEwpv0vh/7wu2308fHBpUuXtIoBAhk9Z2dnAYBw5cqVPJenpaUJDg4OAgAhNja2wLIiIyMFAMKGDRu0iqVx48YCAOHevXtqrX/hwgXB0dFRACBMnjxZqzrVUbZsWQGAsGnTJo22S05OFgAU+ZWcnFxgPbt37xbatGmj+v/EiROF1NTUQuN78OCBYG9vLwAQJk6cqFHbdN3GorRfWykpKYK3t7fQr18/rcsQo/2avGJiYnT2+cTExEjeHn3mgC72vyAwB/jiiy+++OJLjJfc+wLqtF+qMYFYfSHmgLxzgGNC9V+mOh5gDjAH+OKLL77k/pJDf9jFxUXrGMxBRi8lJQUAkJaWlufydevW4cWLF3BycoKrq2uBZZ08eRIAUKVKFd0GmYeLFy+iZcuWSEpKwuTJkzFp0iS91PP48WPVmfmFtb8gRTmjoDDNmzdHr1698OrVK9jb2yMtLQ3W1tYFbiMIAvr164e0tDRUrVoV06dPR7du3eDp6al2jP+lr7No9eWvv/5CREQEbt68ic2bN7+3PDIyEh988IHa5Yl1BuXLly/x6tWrPJcVdqWcplfV5UWsK070nQO63v+AeDnw5MmTfJ/FJ0YOlC5dGpaWluoFSySRgq5ALoidnR0cHBz0EJHhMKazSLVVlGOIk5NTof0oY2csOSD3voCm7TeEMYE+r6zUB+aAYecAx4T5K+gOAoX18QHNrqrLi6Wl5Xt32tIH5kD+kpOT8eLFizyXiZEDcugzm4LExERkZmZqvF3x4sVhb2+vh4gMh7H0h4siKytLrb8HeTH1O2oZ0/6XQ3/43TYW6c4NRZpuJYNQsWJFAYCwaNGi95ZFR0cLpUuXFgAITZs2LbCc2NhYoUyZMsKnn36qdSyaXFn5/fffC4B+r6gUBEEYM2aMAEBwcHAQ0tPTNdr23TMKND3zQdNtO3XqJGzZskWIjIwUVq5cWej6CxYsEAAIU6ZMEaKiogRra2uhTp06QmZmpl7jlLpcXZMizq1bt2p9dkrOGZZFOTvy0KFDorSTOZC/nL9/UuSAUqkUUlJSRGknUVEsXbpUqxy/ceOG1KHrnaurqwBAcHV1lToUverZs6fG+9/V1VXIyMiQOnS9M5YckHtfQJtypRgT6HM/MQfknQNy3/8FSU9PFywtLSUbEwwePFiUdjIH8hcSEqL1/tdFDqxfv16UdlLRzJgxQ+N9a2ZmptOrcw2VsfSHi6pDhw4a50ClSpWErKwsqUPXK2Pa/3I4Fuqqjfo/VYj0rkWLFgCAqVOn4ubNm6r3z549i2bNmiEpKQkA4O3tnW8ZycnJ6NChAywsLPDHH39oHUv//v0RHBys1n3RZ82ahR07dhT5ispDhw5h7NixuHPnTq73X79+jSlTpuDXX38FAIwbN86gryQKCAjAjh07sGfPnnyfPZrjzp07GDNmDPz8/DBu3DhUrlwZwcHBOH/+PH777TeRIiZt1apVS9L6/fz8JK2fpM2BqlWrqv1MYSIpffXVVxqf7d2iRQtUqlRJTxGR2L799luNtxk4cCDMzXnzGDJeHBMQc0AeLC0tUaNGDcnq55hQej4+PqJcwZkf5oBx6NOnj8Z3DAkICICbm5ueIiKxaTMmGjx4sKR/X4i0xaw1AWPHjkWJEiUQExODatWqoXr16vDw8ED9+vXh6emJBg0aAMh/sjItLQ0dOnTAvXv3cPDgQZQrV07rWHr27IkJEyao9eOiUqlEQECA1nXlSElJwfTp0+Hh4YFy5cqhdu3a8PPzQ6lSpTBp0iQIgoCBAwdi9OjRRa5Ln/z9/XHgwAHEx8cXeDuW7Oxs9OnTB5mZmVi9erXqB7nAwEDUr18fkydPRmRkpFhhkxY++OADODs7S1J3pUqVTP4h68agbt26sqybSBO2trZYsmSJ2uuXLFkSCxYs0GNEJLa6deti2LBhaq/v5+eHwMBAPUZEpH8cExBzQD7q1asnWd0cE0jPzs4O1atXl6TuEiVKoGLFipLUTZpxcnLC/Pnz1V6/bNmymDVrlh4jIrG1bNkSvXv3Vnv9Bg0a4JtvvtFjRET6w8lKE/DBBx8gJCQEbdu2hbW1NR48eIDSpUtj+fLl2LFjB6KiogDkPVmZkZGBLl264Pz589i3bx+qVq0qdvhF5ufnhwkTJqB58+awtLREZGQkrl27htKlS6Nr1644fPgwlixZAoVCIXWoBXJyckLVqlULva/zrFmzcOrUKUyZMgXVqlVTva9UKrFq1SoolUr06dMHWVlZ+g6ZtKRQKNCnTx9J6u7bt68k9VJuFStWxCeffCJJ3cwBMiZdu3bFqlWrCr1SztnZGYcOHULlypVFiozEoFAoMHv2bAwZMqTQdevWrYt9+/aJ8kxmIn3imICYA/Ih1ZjQz88PXl5ektRNuUmVA7179+ZVV0ZkwIABWLBgQaH7rHz58jhy5AgqVKggTmAkCoVCgWXLlqk1YdmkSRPs2rVL46txiQyG1jeQJaPw9OlTAYBgbm4upKWl5VqWlZUldO3aVbC2thaOHj0qUYSGTex7NS9btkyIiorKd3lkZKRgbW0t1KtXL99nkMycOVMAIPz88896i1PKcnVNqjjv3bsnKBQKUZ9LYWlpKSQmJorWRuZAwdavXy/6s0lq1KghZGdni9ZGIl25fv26MGzYMKF48eK5cvrDDz8Upk2bJjx69EjqEEVlTM/n0IXs7GzhyJEjwueffy6YmZnlyoG6desKq1evFlJTU6UOU1TGkgNy7wtoW67YYwI+s5I5YGjtF5uUcdapU0f0McGKFStEax9zoGDPnj0TihUrJnoOFPT3hQxXRESEMGjQIMHW1jbX/vTw8BBmzpwpPHv2TOoQRWUs/WFdyc7OFvbt2ycEBAQISqUyVw40aNBA2LBhg5Ceni51mKIxpv0vh2OhrtrIB7qYuCtXrgAAqlSpAisrq1zLhg4dis2bNyMoKAjFihXD2bNnVcvc3Nx4f3MJDBgwoMDlnp6eSE1NLXCdwMBA3gLNCFSoUAGdO3fG1q1bRauzZ8+eKFOmjGj1UcE6d+6McePGITo6WrQ6AwMDDf4qc6K8VKlSBfPmzcO0adNw69YtJCcnw9HREZ6enjAzM5M6PNIzhUKBZs2aoVmzZnj8+DHu37+PzMxMlC1bFu7u7lKHR6RzHBMQc0A+AgMD0a1bN9Hqc3Z2FrU+KliJEiXQt29f/P7776LV6e/vz7uRGKkaNWpg8eLF+O2333D79m28fv0aJUqUQJUqVXilrAwoFAq0bt0arVu3RkJCAmJiYpCZmYly5crhww8/lDo8Ip3gXzITlzNZmdctYPfu3QsA+Pnnn1G/fv1cr+XLl4saJ5EczZ07F46OjqLU5ezsjF9//VWUurSRlpaGjh07olKlSvDx8UHr1q1x//7999YTBAGjRo1CtWrVUKNGDTRt2hS3b99WLZ8xYwa8vLzg4+ODevXqITQ0VMRWaMbKygrLli0Trb4WLVqgV69eotVHpA+2trbw8fFBgwYN4OXlxYlKGSpdujRq166N+vXrc6KSyMSo2x88evQo6tati6pVq8LLywtBQUEQBEG13Jj6g0RdunRBu3btRKtv6dKlsLGxEa0+KtzUqVNFu1jA3t4eCxcuFKUu0h97e3v4+vrik08+QdWqVTlRKUPOzs6qMREnKsmU8K+ZiStosvL+/fsQBCHP1+TJk0WOlOjt1YZVqlSBj48PfHx8sHnzZrW2+/PPP/HNN9+o/QOHoShXrhzmzZun0TYJCQmIjY1FQkKCRtstWbIEJUuW1GgbsQ0cOBA3btxAeHg4/P39MXDgwPfW2blzJ06ePInw8HBcvnwZzZs3x/jx4wEAERERmD9/Ps6ePYvw8HAMHTpUreecSenTTz/F119/rdE22uSAnZ0dli9fzqsqiYjIZBhr/48Kpk5/sESJEti4cSMiIyNx4cIFnDhxAhs3bgRgnP1Byk1uY0KFQoGlS5dqfBKrNmOCnj17on379hpGKC1N9mdBubN//37UqlULNWrUQL169RARESFSCwrn4OCg1QUD2uTAzJkz8cEHH2hcFxERGSZj7f/kh5OVJi5nsrJGjRoSR0Kknq1btyI8PBzh4eHo2rWrWtts374dHTt2BKDeDxyGpEePHvjmm2/UXr927dooX748ateurfY2Y8aMQUBAgDbhicba2hpt27ZVTabVq1cPd+/ezXPd9PR0pKWlQRAEvHz5MtdZqBkZGUhJSQEAJCUlGcXtrGfNmoV69eqpvb6mOWBmZoZ169bxbDsiIjIpxtz/o7yp2x/09fVVXVltbW0NHx+fXOsZY3+QcpPbmLBcuXLYuHEjLCws1N5G0zFBzZo1MX/+fG1DlJQm+zOv3Hn+/Dl69OiBtWvX4vLly5g+fTq6d+8uVvhqadWqlcYXDWiaA3379i30FtNERGRcjLn/kxdOVpq406dPQxAEtGrVSupQiLT2/PlzuLm5oVSpUvDx8YGnpyesrKwwaNAgZGRk4J9//kHTpk01mvAyFAqFAgsWLNDboGHEiBGYNm2aXsrWp3nz5uV51m/79u3RtGlTODs7w8XFBUeOHMGUKVMAvL2CPDAwEB999BHc3Nwwe/ZsoxiQ29nZYe/evahTp47OyzY3N8f69evRoUMHnZdNRESkT6bc/yP15NcffFdCQgK2bt2Ktm3bAjDe/iAVztT/JrRu3RpbtmyBpaWlzsv29fXF/v374eDgoPOy9U0X+/POnTsoU6YMPD09AQCNGzfGgwcPcPHiRZ3HWxQTJ07EuHHj9FJ2jx49sHTpUt5ph4jIyJh6/+e/OFlJRAale/fuqF69OgYMGIDHjx8DeHurp6+++gqBgYEIDw/HnDlz8Mknn2DJkiU4duwYPv744zwHder8wGEIlEolli5dip9++gnm5uY6KdPKygqzZ8/GzJkzjW5AMnXqVNy6dQs///zze8suXryIqKgoxMXFIT4+Hs2bN8fQoUMBAA8ePMDOnTtx584dxMbGYsSIEQZ3xmx+SpQogcOHD6t95rg6XFxcsHfvXp2WSUREJBZT7/9RwQrqD+Z4+fIl2rdvj9GjR6NmzZoAjLs/SP+S45gQADp27IgDBw7o9GrgTp064dixYyhdurTOypRSYfszr9ypWLEiHj9+jLNnzwIAtm3bhuTkZIO7PZ5CocDUqVOxYMECFCtWTCdlmpmZ4ccff8Tq1at19lsDERGJRw79n3dxspKIDMbJkycRERGBixcvwsnJCb1791YtCw8Ph6+vLwAgLCwMPj4+AN5e7v7ZZ5+9V5Y6P3AYEoVCgaCgIFy4cEHVNm3VrVsX4eHhGD58uNFNVM6YMQN///039u3bBxsbm/eWr1q1Ck2bNoWjoyOUSiV69+6NY8eOAXh7n3YvLy+4uLgAeHubm5MnTyIrK0vUNmjL3t4emzZtwtatW4v8Y0KvXr1w7do1tGzZUkfRERERic/U+3+Ut8L6gwDw6tUrtG7dGgEBAQgMDFS9b+z9QZL3mBAAmjRpgqtXr6Jfv35FKsfJyUk1tjDkKyobNmyIUqVK5fmKiYnJtW5h+zO/3HFwcMBff/2FsWPHws/PD8ePH0fVqlU1uu2umIYMGYKIiAh88sknRSrHy8sLZ8+exZQpU6BU8udfIiJjJYf+Tw4erYjIYOQ86N3CwgLDhw9HSEiIall4eLjqj3HOH2ZBEHDgwAG0adMmVznq/MBhqLy9vXH+/Hls3LgRDRs21Gjb5s2bY+vWrTh16hSqVKmipwj1Z9asWdi4cSMOHToER0fHPNdxd3fHkSNHkJGRAQDYtWsXvLy8VMtOnTqF5ORk1TJPT0+YmZmJEr+udO7cGTdu3MDMmTPh4eGh9naWlpbo0aMHTp8+jdWrV6NEiRJ6jJKIiEj/5NL/o3+p0x9MTk5G69at0apVK/z444+5lplKf1DOOCZ8O7m2YsUKnD9/Hr1794aVlZXa23700Uf49ddfcePGDXTt2tXgT14NCQnBkydP8nyVL19etZ46+7Og3GnUqBGOHz+OsLAw/Prrr4iPj1fdFtYQVaxYESdOnMD27dvx6aefarTtxx9/jLVr1yIsLAy1atXSU4RERCQWufR/AID3ACAig5CSkoKMjAzVjxIbN25UnTUSFxcHpVKpOkP68uXLmDBhAs6fPw9PT0/Y2dmpysn5gePw4cP5/sBh6CwsLNCtWzd069YNV69exeHDhxEWFoawsDBERUVBEAQoFApUrVoVtWrVgp+fHz799FNUrlxZ6tC1Fhsbi5EjR8Ld3R1NmzYF8PZWtufOncOAAQMQEBCAgIAADBkyBNevX0f16tVhaWkJFxcXLFmyBADw2WefITQ0FLVq1YKVlRXs7e2xbt06KZultRIlSiAwMBDDhw/HyZMncerUKYSFheHSpUuIjo6GIAhQKpWoU6cO/Pz84OfnB39/f5O5vRMREZHc+n+kfn9w7ty5OH/+PFJSUrBt2zYAwBdffIGgoCCT6g/KEceEudWuXRurVq3CzJkzsXv3boSFheHChQu4desWnj59CkEQYGZmhnbt2sHPzw+ffPIJmjZtanJX0amzPwvKHQB4+PChKneCg4PRrFkzjU4MlYKZmRk6dOiADh064NatWzh48KAqB2JjY5GUlARBEGBubo4uXbrAz88PzZs3h7e3t9ShExGRjsit/6MQBEGQOggiQ5WSkqL60icnJ8PW1laUbcWkrzg1Lffu3bvo3LkzsrKyIAgC3N3dMXfuXFSoUAG7d+/GggULsH//fgCAn58fatasCScnJ3h4eGDAgAEA3v7AUb58ebi7u8Pe3h7Avz9w6CpOqbm5uSEuLg6urq6IjY2VOpwCGctnayxx5jCmHCAi/eDfATKWHCjKMVaf/T9dxilFubqmzzjl/hmw/RwT6oscjgNA4fuzbdu2mDJlCkqWLJlv7gDAgAEDcOrUKWRmZqJ+/fqYP39+rh9ymQNExoffAXkzpv0vhzGRro6jvLKSiAyCu7s7Ll26lOcyf39/+Pv7q/4fFhYGAKhWrZrqeYXA2wMVz78gIiIiMn7s/xHJD8eE9F+F7c+9e/eq/p1f7gDA8uXLdRoXERGRGOTW/+FkJREZrWvXrkkdAhERERGJiP0/InoX/yYQERGR3Jhq/4eTlUQiSElJkTqEfIkRm9zbT4b9ORtybERERKbCkI+37A+LE5vcPwO2X97tJ8P+nA05NiIiMh2GfLwxhNg4WUkkgrJly0odgqTk3n5iDhAREcmd3PsCcm8/wM+A7Zd3+4k5QERExGNhwZRSB0BERERERERERERERERE8sQrK4n0xMbGBsnJyVKHoREbGxudliXn9hNzgIiISO7k3heQe/tzypPzZ8D2y7v9xBwgIiLisVB9nKwk0hOFQgFbW1upw5CM3NtPzAEiIiK5k3tfQO7tB/gZsP3ybj8xB4iIiHgsVB9vA0tEREREREREREREREREkuBkJRERERERERERERERERFJgpOVRERERERERERERERERCQJTlYSERERERERERERERERkSQ4WUlEREREREREREREREREkuBkJRERERERERERERERERFJgpOVRERERERERERERERERCQJTlYSERERERERERERERERkSQ4WUlEREREREREREREREREkuBkJRERERERERERERERERFJgpOVRERERERERERERERERCQJTlYSERERERERERERERERkSQ4WUlEREREREREREREREREkuBkJRERERERERERERERERFJgpOVRERERERERERERERERCQJTlYSERERERERERERERERkSQ4WUlEREREREREREREREREkuBkJRERERERERERERERERFJgpOVRERERERERERERERERCQJTlYSERERERERERERERERkSQ4WUlEREREREREREREREREkuBkJRERERERERERERERERFJgpOVRERERERERERERERERCQJTlYSERERERERERERERERkSQ4WUlEREREREREREREREREkuBkJRERERERERERERERERFJgpOVRERERERERERERERERCQJTlYSERERERERERERERERkSQ4WUlEREREREREREREREREkuBkJRERERERERERERERERFJgpOVEnNwcIBCocDz589V7wmCgOLFi0OhUCApKSnX+gUtIyIiIiIiIiIiIiIiIjImnKyU0P379/Hy5Uu4uLigRIkSqvfv3LmDV69e4cMPP4Sjo2OubQpaRsCOHTvQvn17uLi4wMrKCi4uLmjatCl+++03qUMjIiIiIiIiIiIiIiKi/+BkpYSio6NRuXJlfPrpp7nej4iIAAB4e3u/t01By+TszZs3+OKLL9CxY0fs3r0bVlZW8Pb2hrW1NU6dOoXp06dLHSIRERERERERERERERH9h7nUAchZo0aNEBUV9d774eHhAAAfHx+NlsnZgAEDsHXrVtSvXx9LlixB9erVVctevnyJEydOSBgdERERERERERERERER5YWTlQaIV1Zq5uDBg1i7di3c3d1x6NAh2Nra5lpevHhxtG/fXqLoiIiIiIiIiIiIiIiIKD8mfRvY+/fvY8aMGWjdujXc3d1hY2MDGxsb+Pr6YtasWcjMzHxvG2dnZygUCty/fx8XL15E9+7dUa5cOdja2sLX1xd//fVXgXUKgoBt27ahU6dOKFeuHKysrODq6ooWLVpg4cKFyMjIUK3r5uYGhUKBO3fu5Coj5+rJvCYk81umTVulJgiCTsqZM2cOAGD8+PHvTVQSERERERERERERERGR4TLpycrJkydj1KhR+Oeff2Bubg4vLy+UKlUK4eHhGDlyJPr165dr/UePHiExMRHFixfH33//jTp16uDIkSNwdXWFlZUVwsPD8fnnn+d7S9FHjx6hWbNm6NSpE7Zt2wZLS0v4+PjAzMwMR44cwdixY2FmZgYAePr0KeLi4mBnZwd3d3dVGc+fP0dMTAzs7e1zvV/YMk3bqg9NmjRRTfQW5sKFC/D19cW9e/eKVGdqaioOHToEAPD398fp06cxcOBAtGjRAh07dsQvv/yCJ0+eFKkOIiIiIiIiIiIiIiIi0g+Tnqxs3bo1Ll68iJcvX+LmzZs4f/48oqOjcfr0aTg5OWHt2rW4deuWav2cqxbT0tLw008/YePGjXj48CFCQ0MRFxeHNm3aAABWrlz5Xl2vX79Gu3btcPz4cTRp0gRXrlzB/fv3ce7cOURHR+Ps2bMYMWIElEplrrpq1KgBhULxXgz/fb+wZZq2VWobNmxAREQEmjRpUqQJy4iICGRmZsLJyQlLlixBgwYNsGzZMhw5cgQ7duzAuHHjULFiRRw7dkyH0RMREREREREREREREZEumPRkZbdu3eDr6/vexF79+vXRrFkzAMC1a9dU7+c8DzIjIwObNm3CF198odq2WLFiGDx4MADgwYMH79UVGBiICxcuoGHDhjh48CC8vLxyLa9bty6mTJnyXl0+Pj651tPmFrDatFVqM2fORP/+/REdHV2kCcuHDx8CAF68eIFJkyahefPmuHLlCtLT03HlyhW0aNECSUlJ6NSpE2JjY3XZBCIiIiIiIiIiIiIiIioic6kD0Ke0tDTs2LEDJ0+exP379/Hq1StkZ2cDAK5evQoAsLS0VK2fM4HYpUsXfPrpp++V9+bNGwCAg4NDrvevX7+O5cuXw9raGuvXr4eFhUWhseXU9d+Jx/wmMQtbpmlbY2Nj8euvv+LChQsIDw9Hamoq7t27hwoVKhQae2EiIyORlJRU6HpDhgzBjRs3cOrUKTRp0gTHjx/HRx99pFFdKSkpAIDMzEyUK1cOu3btgrW1NQDAy8sLO3fuhIeHB+Lj4zFnzhzMmDFD4/bkqFixourKWCKp5EzQP3z4EG5ubhJHQ1JgDhAR/w4Qc4CISN54HCDmAMkdvwPyxv1vWHLmoQCgQYMGuHTpklblmOxk5aFDh9C3b1/ExcUVuN67k2M5k4HdunXLc93IyEgAQKVKlXK9v3btWmRlZaFPnz4oX768WvHld5WkNldWatPW27dvY/PmzfDz80Pjxo2xf/9+teJWR7t27TTeJjo6GgMHDlQ9f1JdOROTAPDNN9/k+j/w7xWxEydOxP79+4s0WZnzR5DIEGRnZxf6nSfTxhwgIv4dIOYAEZG88ThAzAGSO34H5I373/AkJiZqva1JTlaePXsW/v7+yMzMxODBg9GtWzdUq1YNjo6OMDc3x5UrV1CjRg1YW1ujYsWKAID09HRERUUBAJo0aZJnuTmThf+9svHw4cMAAH9/f7Xiy8jIwPXr16FUKlG9evU83//vbWTzW6ZNWwGgUaNGqsRZtWqVTicr27RpAxsbG7XWjYqKUt2etnnz5hrXVaJECdW/q1Spkuc6Oe/fv39f4/Lf5eLiwisrSXIPHz5EdnY2lEolXFxcpA6HJMAcICL+HSDmABGRvPE4QMwBkjt+B+SN+9+wZGdnqy70Klu2rNblmORk5fjx4/HmzRvMmjULI0aMeG/5nj17ALy9Tai5+duPIDIyEpmZmahQoQIcHR3zLDdnstLX1zfX+zExMQAAd3d3teK7du0aMjIyULly5VyTepGRkXjz5g2qVKny3mRffsu0aSsAvU66/f7772rdTjYsLAwtWrQAAEyePBljx47VuK53Jyj/e1Xlf9/PzMzUuPx33bp1C7a2tkUqg6io3NzcEBcXBxcXFz6HVaaYA0TEvwPEHCAikjceB4g5QHLH74C8cf8blpSUFNjZ2QEATp06pXU5JneZWFZWFk6ePAkA6NWrV57LN2zYACD3pGPOLWD/OxGZ48WLF7h37x6KFSuGypUr51qW89zE1NRUtWLM79mT+T3HMr9l2rbVEFy8eBEtW7ZEUlISJk+ejEmTJmlVjqurKz744AMAwN27d/NcJ+d9V1dX7YIlIiIiIiIiIiIiIiIivTC5yco3b96oHuj55s2b95ZPnz4dV65cAZD3ZOV/JxBz5FxVWb16dZiZmeValvOcyjNnzqgVY36Tkpo+r1LbthqCNWvW4Pnz50WaqMzRpUsXAG9vZ5uX1atXA9DuNrNERERERERERERERESkPyY3WVmsWDF89NFHAICffvoJWVlZAN5O5k2fPh1TpkxRTTa+OzFZ2JWV+T2vEgA6deoEAAgODsbRo0dzLUtISMDMmTPx4MGD98r676RkQROmeS3Ttq360r9/fwQHB+d6jmR+Zs2ahR07dhR5ohIARo0aheLFi+PSpUsYP3686navmZmZGD9+PC5dugQrK6s8b5NLRERERERERERERERE0jG5yUoAmDhxIoC3z050dXVF7dq1UaZMGUycOBHz589XPXy1Ro0aqm0Km6y8dOlSvsvHjBmDmjVr4tmzZ2jevDnKlSuHWrVqwcXFBS4uLhg3blyuB71evnwZQNFvA6ttW/WlZ8+emDBhAhwcHApdV6lUIiAgQCf1lilTBps2bYKVlRWmTZsGFxcX1K1bFy4uLpg2bRrMzc2xfPlyeHp66qQ+IiIiIiIiIiIiIiIi0g2TnKzs3bs3Fi1aBA8PDzx79gwPHz5E+/btcfHiRdSsWROCIKBixYqwtbUFAMTGxuLZs2dwcnKCm5tbnmUWdGWlnZ0dQkJCEBwcDG9vbyQlJSEyMhLFihVDp06dsGbNGlhaWqrqevr0KUqVKoVy5cqpysjv/cKWadpWU9WmTRtcunQJPXr0gIWFBS5dugQzMzN06dIF586dQ48ePaQOkYiIiIiIiIiIiIiIiP7DXOoA9GXw4MEYPHhwnssEQcj1fzc3t/fe+6+cycr82NjYYMKECZgwYUKB6+VXV0ExFBafJm01ZZ6enli7dq3UYRAREREREREREREREZGaTHaykgq3detWAMCFCxcAAPv27UPp0qVRoUIF1KpVS8rQiIiIiIiIiIiIiIiISAY4WSljX3zxRa7/f/vttwDe3lp21apVEkREREREREREREREREREcsLJShmT0y1iiYiIiIiIiIiIiIiIyPAopQ6AiIiIiIiIiIiIiIiIiOSJk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlzqQMgMlWCIOD169dSh6ERGxsbKBQKnZQl9/YTERHJHfsCJPcckHv7AX4GbL+8209ERMRjITEH1MfJSiI9ef36Nezs7KQOQyPJycmwtbXVSVlybz8REZHcsS9Acs8Bubcf4GfA9su7/URERDwWEnNAfbwNLBERERERERERERERERFJgldWEokgMTHRYM9ISUlJQdmyZfVah9zbT0REJHfsC5Dcc0Du7Qf4GbD98m4/ERERj4XEHCgYJyuJRGBra2uwf4jEIPf2ExERyR37AiT3HJB7+wF+Bmy/vNtPRETEYyExBwrG28ASERERERERERERERERkSR4ZSURERERkYHLyspCVFQU7ty5g9evXwMA0tPT8ezZM5QsWVLi6EgMqampuHz5MuLj41U58ObNG7x+/Ro2NjYSR0dEREREpF+ZmZmIjIzEvXv3co2Jnj9/jhIlSkgcHYnh9evXiIiIQGpqKoC3Y6Tz58+jRo0asLa2ljg6KipOVhIRERERGaBnz55h1apV+OuvvxAeHq4akOd48uQJnJycUKFCBTRo0ABff/01GjZsCIVCIVHEpGt37tzB4sWLcfDgQVy7dg1ZWVm5lj9+/BjFixeHp6cnWrZsicGDB6NSpUoSRUtEREREpFuPHz/GypUrsW3bNkRERCAtLS3X8idPnqBkyZJwd3dHo0aNMGjQINStW5djIhMSFRWFxYsX4/Dhw7h+/Tqys7NVy549e4a6devC3Nwc1apVQ6tWrTB48GB89NFHEkZM2uJtYImIiIiIDMjDhw8xYMAAuLq6YuTIkTh9+vR7E5Xvun//PtatW4fGjRujRo0aWL9+PQRBEDFi0rULFy6gTZs28PDwwIwZM3D58uX3JipzZGVl4erVq5g9ezYqV66MTz/9FGfPnhU5YiIiIiIi3YmOjkbPnj3h5uaGsWPH4ty5c+9NVL7r7t27WLVqFerXrw8/Pz/89ddfIkZL+vDPP/+gefPm8PT0xNy5c3Ht2rVcE5XvyszMREREBH799Vf83//9H/z9/XHp0iWRI6ai4mQlERmU48ePQ6FQ5HrZ2dmhZs2amD17NjIzM6UOkYiISC8EQcDatWtRtWpVrFixosDBeH6uXr2KHj16ICAgAPHx8XqIUv/k3BdIT09HUFAQ6tWrh/3792tVxqFDh/DJJ59g1KhRqtsjGRM57396izlAzAEiIvkSBAHLli2Dl5cX1q1bhzdv3mhcxqVLl/D555+jS5cuePz4sR6i1D85Hwtfv36NESNGoGHDhjh69KjG2wuCgD179qBOnTqYNGmSVjkkNbnuf94GlogMUteuXeHv7w9BEJCQkIA1a9YgMDAQ169fx9KlS6UOj4iISKfevHmDPn36YOPGjTopb/fu3ahWrRq2b9+Oxo0b66RMscmtL/Dw4UO0adMGERERRS4rOzsbM2bMwL59+7Bv3z6UL19eBxGKS277n97HHCDmABGRvKSmpuLLL7/Ejh07dFLen3/+iePHj2P37t2oU6eOTsoUm9yOhQ8ePEDr1q0RFRVV5LIyMzMxZcoU7NmzB3v27EHZsmV1EKG45Lb/eWUlERkkHx8f9OjRAz179sSoUaNw9uxZlC9fHsuXLzfas6KIiIjy8ubNG3Tu3FlnE5U5kpKS0Lp1axw+fFin5YpFTn2B+Ph4NGzYUCcTle+6du0aGjZsiOjoaJ2WKwY57X/KG3OAmANERPKRmpqKdu3a6WyiMsfjx4/RrFkznD59WqflikVOx8J79+6hQYMGOpmofFdYWBgaNWqEhIQEnZYrBjntf4CTlWQC7t+//95l0fm9/ve//0kdrsYuXryodvvUeRkrW1tb1K1bF4Ig4M6dO1KHQ0REpDNff/01du/erZey09LS0LFjR4SHh+ulfDGZal8gOTkZn376qd7a9ODBA7Rs2RIvXrzQS/liMdX9ry6OCZgDzAHmABGRqRIEAV999RWOHTuml/JTUlLQtm1bnU+CScFUj4XPnz9Hy5YtERsbq5fyb968iVatWuH169d6KV8sprr/c3CykoyetbU1Pvnkk3xfNWrUUK378ccfS1+vXkIAAQAASURBVBipdvbu3YukpCQIgqCTlzHL+SPs5OQkcSRERES6sWXLFqxZs0ajbUJDQxETE4PQ0FC11k9JSUGvXr2M8lkd/2WKfYGxY8fi2rVrGm2jaQ7cvHkTP/zwgzbhGRRT3P/q4pjgLeYAc0DOOUBEZKpWrFiB7du3a7SNpv3hFy9eoE+fPsjKytIiQsNiisfC4cOHazT5pun+B4DLly9jwoQJ2oRnUExx/+fgMyvJ6Dk7O+PUqVP5Lv/1119x+fJluLm5oXnz5iJGphtJSUlwcHCQOgzRvX79Gk+ePFHdk3vx4sW4dOkSateujYoVK0odHhERUZE9evQIQ4YM0Xg7Z2dnuLm5abTNlStXEBwcjODgYI3rk4oc+gLHjx/HwoULNd5OmxxYvnw5Pv/8c7Rq1Urj+qQgh/2vCTmOCZgDuTEHmANERKYoOjoagYGBGm+nTX/43LlzmDVrFkaNGqVxfVKRw7Fw9+7dGp/Aq83+B4A5c+agc+fO+OSTTzTeVgpy2P/v4mQlmbycP3Y9e/aEUmlcFxNHR0fjww8/lDoMSeT1g2rHjh2xaNEiiSIiqV25cgUbN27Eo0ePYG5ujooVK6JXr14oXbq01KGRCLKzs3H48GHs27cPL168gI2NDerUqYMuXbrA2tpa6vCItBIcHIwnT56IVt8vv/yCwYMHw9XVVbQ6i8LU+wKCIGD48OGi1vn999/j+vXrRnELSFPf/5qQ65iAOfAv5sC/5JoD9NbTp0+xZs0a3Lx5E2/evEGZMmXQtWtX+Pj4SB0aieTWrVtYt24d4uPjoVAoUKFCBfTq1UurSQsyDBMnTsSrV69Eq2/SpEno378/SpYsKVqdRWHqx8Ls7GyMGDFCtPoEQcCIESNw/vx50eosClPf//9lXDM3VKgnT57ghx9+wP/93//B2toa5cuXx8iRI5GamooePXpAoVBg+fLlUoepou/bz4SFhaluq9WrVy+91qUPu3btQvv27aUOQxL9+/fHoUOHsG/fPvz2229wcnJCYmIiihUrplonJCQEdnZ2770sLS1hZmYmYfSkS//88w8aNmyIGjVqYNq0aVixYgWWLFmCH374AW5ubujZsycSExOlDpP0aNWqVahcuTJatWqFOXPm4I8//sDChQvRu3dvuLm5YcKECcjIyJA6TCKNJCcnY/Xq1aLWmZmZaVD9wMKYel/g9OnTiIiIELXOGzdu6O1ZQLpm6vtfE3IdEzAH/sUcYA7I3ZMnT9C3b1+4uroiMDAQixcvxsqVK/HLL7/A19cXH3/8MY4fPy51mKRHERERaNWqFSpVqoQpU6Zg+fLlWLZsGYKCglChQgV07twZ9+/flzpM0tCTJ0+wadMmUetMTU3FqlWrRK2zKEz9WHjw4EHcvn1b1DpDQ0M1un2slEx9/79HIJMREREhlC1bVgAg2NraCr6+vkKZMmUEAEKnTp2EWrVqCQCE8+fP6y2Gxo0bCwCEe/fuFbpuaGio4O3tLdy9e1dv8QwbNkwAINStW1er7ZOTkwUAAgAhOTlZtG1zjBw58r33xo0bJwAQVqxYkec2LVu2FMzNzYWwsDDR4tRluceOHRMACNOmTcv1/pkzZwSlUil8+eWXBW4fFxcnuLi4CD///LNe45SKq6urAEBwdXWVOhRRbNu2TbC0tFTto/xeH330kXD//n2pwxWF3HJg/Pjxhe5/AEKrVq2EtLQ0qcMlUtvixYvVyu28XjExMYIgCEJMTIzG25YrV0548+aNKG1kX6BgX331lSQ50LlzZ9HaqM1nK/b+1zZOMcvV95hAn98B5oC8c4DHAf2R05ggNjZWqFixYqHHN3Nzc2HTpk1ShysaOeXA8ePHBTs7u0JzoGzZssLVq1elDpc08Ouvv0rSH/bw8BCysrJEaSOPhQVr37696PsfgNCnTx/R2iiH/rCu8odXVpqIJ0+ewN/fH4mJiRg9ejQSEhJw8eJFJCYmIjg4GH///TfCw8OhVCrh5eUldbgAgA0bNiAiIgJNmjTBvXv3dF5+RkYGNm7cCADo06ePzsvXt1evXuX5TJLJkyejevXqGDFiBKKjo3MtW7RoEQ4dOoSgoCDUrFlTrFBFUa9ePfTo0QMbN27E2bNn81wnPT0dnTp1QoMGDTB+/HiRIyRdu3jxIrp164Y3b94Uuu69e/fQpk0bpKWliRAZiWXp0qWYOnWqWuseOHAAgwYN0nNERLqzfft2SeqNj4/HhQsXJKm7qEypL5CdnY2dO3dKUvfu3buN8mp0U9r/muCY4F/MgdyYA/LJATl78+YN2rVrh1u3bhW6bmZmJnr27JlvbpBxunPnDjp06IDk5ORC101MTESbNm3w7NkzESIjXZBqTHT79m1ERkZKUndRmdKxMC0tDfv27ZOk7u3bt+v9jo/6YEr7Py+crDQR3333HWJiYhAYGIjp06fDzs5OtSwoKAhVqlRBZmYmKlWqlOsyYSnNnDkT/fv3R3R0tF4mLPfs2YMnT57AysoKXbt21WnZYti3bx9at2793vuWlpZYvXo1UlNT0bdvX9Uf1rt372LUqFHw9fVFUFCQ2OGK4scff4SZmRl+/PHHPJcPHjwYaWlpRnU7B8rfL7/8gvT0dLXXv379OrZs2aLHiEhMmZmZmDJlikbbrF69Gnfu3NFTRES6IwgCwsLCJKtfyrqLylT6Ajdv3lTrRzd9SE9PN9ofZ0xl/2uCY4LcmAP/Yg7IJwfkbPv27RrdMj0jI0Ptkx3JOMyZMwcvXrxQe/2YmBisWLFCjxGRrmRlZSE8PFyy+jkmkt6VK1eQmZkpSd1JSUl6uXhKDKay//PCyUoTEBkZic2bN6NMmTLvPXAVABQKBfz8/AAA3t7eqvebNGkChUKR52vw4MFFjik8PLzAV0REBIYMGYIGDRroZcJyzZo1AICAgACUKFFCZ+XqQ1JS0nvvhYWFoVatWnmunzPwPHr0KBYuXIjs7Gz06dMHGRkZWL16NSwsLPQcsTQ8PDzQrVs3HD58GCEhIbmWzZs3D7t378b27dthY2MjUYSkK/Hx8di2bZvG2/3+++96iIaksGvXLsTFxWm83eLFi/UQDZFuxcbG4vHjx5LVb8wDc1PpC0i9D6SuX1umsv/zwzFB4ZgDuTEHTC8HKDdtxne7d+/mswtNhLbPeF+0aBGys7P1EBHpUlRUFF6/fi1Z/cbaHwZM51go9T6Qun5tmcr+zwsnK03A+vXrkZ2djR49euSbhFZWVgByT1b+/vvvOHPmTK7XhAkTAAD+/v5Fiqldu3bw9fUt9FWzZk2cOnUKABAdHY2BAwcWqd4cT58+xZ49ewAY/i1g9+7dCw8PD8THx6vey8rKgpmZGRQKRb7b5dzSZ8yYMRg+fDhCQkJUtwIyZUFBQVAqlZg4caLqvWPHjmHMmDHYsmULKlSoIF1wpDP79u3T6uyqc+fO4dGjR3qIiMS2Y8cOrbaT6raKRJqQ+gzOu3fvSlp/UZlCX4A5oD1T2P954ZhAfcyB3JgDb5lCDlBuL168wIkTJzTeThAE7N27Vw8RkdiOHz+OV69eabzdvXv3cO3aNT1ERLrE/nDRmMKxUOockLr+ojCF/Z8XhWCMN+elXOrVq4dz585h165d+U4ytmrVCgcPHsSePXvQtm3bfMtq3749zp07h/j4eJibm2scS5MmTXDixAm0adNG7dn7qKgoVSdi2rRpGDt2rMb1/teCBQswbNgwODs7IzY2FmZmZlqVk5KSorqlrouLC5RK9ef3s7Oz8fDhQwBvzwaztbXNc72kpCQMGTIEjRo1Uj1v7cSJE0hOTka7du0KrOPq1avw8/PDmzdvUKdOHZw+fVrjthaljQVRt/1Fdf/+fdSuXRuTJk3C0KFDNd5eX+3Xl4cPHyI7OxtKpRIuLi5Sh6M3r169wsuXL7XatkyZMiZ5FnkOueTA06dPtXoGqal/LmQa0tLS8PTp0zyXhYaGwtnZucDtnZ2dYW5ujszMTCQkJOS7XkJCAmrXrv3e+xYWFihTpoxmQWuBfYH8vXz5Mt8f38TIATs7uzyfgadrYuRAUfc/YBj9YSnHBPr8DjAH5J0DPA7ojxzGBJmZmUhMTNRqW3t7exQvXlzHERkWOeTA69ev8fz5c622LVWqlOrCDTJMqamp+T5fVIz+sJWVFUqVKqVZ0FrgsTB/SUlJSElJyXNZYTmg7v4H8s8BsY4VcugPv9tGHx8fXLp0SasYIJDRc3Z2FgAIV65cyXN5Wlqa4ODgIAAQYmNj8y3n0aNHgrm5ufDdd99pHUvjxo0FAMK9e/fUWv/ChQuCo6OjAECYPHmy1vX+V61atQQAwsiRI4tUTnJysgCgyK/k5OQC69m9e7fQpk0b1f8nTpwopKamFhrfgwcPBHt7ewGAMHHiREnbWJT2ayslJUXw9vYW+vXrp3UZYrSfL7744osvvtR9xcTE6Ow4GRMTI3l7cl7sCzAH9JEDutj/gmA4/WGpxgRifQeYA/LOAR4H+OKLL774UvfF/rBmTPFYyBxQn6H1h11cXLSOQfNL58jg5JyBkN8VKOvWrcOLFy/g5OQEV1fXfMvZuHEjMjMz0bNnT73E+V8XL15Ey5YtkZSUhMmTJ2PSpEk6Kff69eu4cOECAN3eArYoZxQUpnnz5ujVqxdevXoFe3t7pKWlwdrausBtBEFAv379kJaWhqpVq2L69Ono1q0bPD091Y7xv/R1Fq2+/PXXX4iIiMDNmzexefPm95ZHRkbigw8+ULs8YziLVg5nTwJAeno6njx5ovF2SqUSzs7OBd4qy9jJJQe0vbrW2toaTk5OeoiISHcyMjLyvWV1YWeFApqdRZwXsb4n7AvkLzk5GS9evMhzmRg5ULx4cdjb26sXbBHoOwd0vf8BafvDhjAm0OeVlfrAHDDsHOBxQH/kMCYQBAEJCQlaPXvQycmp0O+OsZNDDmh7da1CoYCzs7NRfJflrKDffcToDxcrVgwlS5ZUL9gi4LEwfwX97lNYDmh6ZWVeHB0d9Xal67vk0B9+t41ly5bVqK5cijTdSgahYsWKAgBh0aJF7y2Ljo4WSpcuLQAQmjZtWmA5tWrVEjw9PYsUiyZXVn7//fcCoNsrKgVBEMaMGSMAEGrWrFnkst49o0DTMx803bZTp07Cli1bhMjISGHlypWFrr9gwQIBgDBlyhQhKipKsLa2FurUqSNkZmbqNU6py9U1Y4kzh6urqwBAcHV1lToUvcrOzhaqV6+u8dk748aNkzp0vZNLDiQmJgoWFhYa58DevXulDp2oUOnp6YKVlVWRzzLV9gxRXfe98mMsx1gp4jx16lSRzlYtag4cOXJElHbKPQe0KVeKMYE+9xNzQN45IPf9r09yGRP873//0/gYV6lSJSErK0vq0PVOLjnQokULjXOgqFcXkThevHghKBQKyfrDM2fOFKWdxnKMkSLOffv2Sbb/AQjnz58XpZ1yyAFdtZGnmJiAFi1aAACmTp2Kmzdvqt4/e/YsmjVrhqSkJACAt7d3vmVERUXhwoULRb6qsn///ggODkaJEiUKXXfWrFnYsWOHzq6oBN7O4q9btw4A0Lt3b52VK4aAgADs2LEDe/bsyffZoznu3LmDMWPGwM/PD+PGjUPlypURHByM8+fP47fffhMpYiL9USgU+O677zTaxsLCAgMHDtRTRCS2MmXK4Msvv9Rom4oVK6JVq1Z6iohIdywtLVGjRg3J6vfz85OsbnrLx8dH0rP9a9asKVndVDCOCYg5QPSvr7/+WuPnDg4dOpRX1JkQTX8XUCgUGDJkiJ6iIV0qXrw4KlWqJFn9HBNJT8p9YG5ujurVq0tWP+WNR28TMHbsWJQoUQIxMTGoVq0aqlevDg8PD9SvXx+enp5o0KABgIInK9euXQuFQoHu3bsXKZaePXtiwoQJcHBwKHRdpVKJgICAItX3X4cPH0ZcXBwsLCzw1Vdf6bRsffP398eBAwcQHx+P0qVL57tednY2+vTpg8zMTKxevRrm5m/v5hwYGIj69etj8uTJiIyMFCtsIr3p378/evToofb6f/zxBypUqKC/gEh08+bNg5eXl1rrOjg44O+//+YPE2Q0GjduLEm9FhYWqFevniR1079sbW1Rq1YtSequUaMGHB0dJambCscxATEHiP7l4uKC9evXq/2Yj88//5wTVSamffv2GDFihNrrz5o1iydlGRGpxkQ2NjacrDQApUuXLtLjzIqibt26Jn+7cGPEX/RMwAcffICQkBC0bdsW1tbWePDgAUqXLo3ly5djx44diIqKApD/ZKUgCFi/fj2aNGmi8f2LDc3q1asBAO3atUOpUqUkjkYzTk5OqFq1aqH3dZ41axZOnTqFKVOmoFq1aqr3lUolVq1aBaVSiT59+iArK0vfIRPplUKhwB9//FHoYNPGxgabN28u8skWZHgcHBxw/PjxQgcwH374IUJCQtSe2CQyBAMGDJCk3s6dOxtdH8lUSXU3gEGDBklSL6mHYwJiDhDl1rlzZ/z999+FPmt5wIAB2LBhA09eNEEzZ87Ejz/+WOC+tbS0xO+//47hw4eLFxgVmVT94e7du8POzk6Suik3jonoXTyCm4hq1aphz549qgfTnjlzBv3798fz58/x8OFDmJubo2rVqnlue/LkSTx48KDIt4A1BOvXr4cgCNi2bZvUoWilZ8+e6NixY77Lr1+/jh9//BH16tXDyJEj31teqVIl/PTTTwgNDcX06dP1GCmROMzNzbFgwQLcvHkTI0eORLly5XItmzdvHuLj49GlSxcJoyR9cnJywrFjxxASEoIvv/wy19VAlpaW+PPPP3Hr1i3evoOMTuXKlVW38hfTt99+K3qdlLf//k0Tg52dnUZ3LSBpcExAzAGi3Dp27IjY2FgsXLgw14n4SqUS33//Pa5fv45ly5bBwsJCwihJXxQKBaZMmYL79+9jwoQJuS60MDc3xy+//ILY2Fh88803EkZJ2vDz80PdunVFr5djIsPRp08fFCtWTNQ6S5UqhS+++ELUOkk9nKw0cVeuXAEAVKlSJd/7/K9duxbFihXD559/LmZolIcBAwagcuXK+S739PREamoqzpw5AzMzszzXCQwMhCAIGD9+vL7CJBJdxYoVMWPGDMTFxakmLMuWLYthw4apddtpMm4KhQINGjTAhg0b8Pz5c1UOlC5dGp9//jl/lCCjJfaxumHDhqrHA5D0bGxsEBgYKGqd3333HYoXLy5qnaQ5jgmIOUD0vuLFi+Pbb79FeHg4XF1dAby9TeycOXNQpUoViaMjMZQvXx7BwcF48OBBrt8FxowZU+Bts8mwBQUFiVpfu3bt4OPjI2qdlD9HR0cMHTpU1Dp/+OEH3gLWQHGy0sTlTFbmdwvYtLQ0bN26FR07diz0lhpE+lahQgVUqVIFPj4+8PHxwebNm9Xa7s8//8Q333yDtLQ0dOzYEZUqVYKPjw9at26N+/fv6zdoEp26zysh08UcIFPRtGlTDB48WJS6ihUrhpUrVxr090fd47ggCBg1ahSqVauGGjVqoGnTprh9+7Zq+YwZM+Dl5QUfHx/Uq1cPoaGhIrZCM2PHjhXtx5KqVati4sSJotQlBvb/TI+6+/Lo0aOoW7cuqlatCi8vLwQFBUEQBNVyY/obQO/jmJCI1GHIfVrSTPv27UV7rI+DgwOWLFkiSl2kvv/973+oVKmSKHXVqlUrz7tSGCtT6/9wstLEFTZZaW1tjaSkJGzYsEHMsIjytXXrVoSHhyM8PBxdu3ZVa5vt27erbpM0cOBA3LhxA+Hh4fD395fs3udERETq+PXXX1GhQgWNtklISEBsbCwSEhLU3uaXX36Bh4eHhtGJT53j+M6dO3Hy5EmEh4fj8uXLaN68uerKoYiICMyfPx9nz55FeHg4hg4dWuizj6VkYWGBVatWaXyFuKY5YGZmhlWrVuV7pxVjxP6faVJnX5YoUQIbN25EZGQkLly4gBMnTmDjxo0AjO9vAOWNY0IiInmZO3cunJ2dNdpGmzHR7NmzVVdmGwtNJqEKOuFn//79qFWrFmrUqIF69eohIiJCpBYUrlixYvjjjz80euawNvvf0tISq1atgrm5uTZhGiRT6/9wstLE5UxW1qhRQ+JIiLT3/PlzuLm5oVSpUvDx8YGnpyesrKwwaNAgZGRk4J9//kHTpk1hbW2Ntm3bqs6wq1evHu7evStx9ERERPmzt7fH3r174eTkpPY2tWvXRvny5VG7dm211v/mm28wbNgwbUMUjSbH8fT0dKSlpUEQBLx8+RJubm6qZRkZGUhJSQEAJCUl5VpmiLy9vbF+/XqNBuea5IBCocDq1avVzhdDwf6f/Ki7L319feHu7q7axsfHJ9d6xvY3gNTDvwlERKbLyckJe/bs0ehxBZqOiUaPHo0+ffpoGaG0NJmEyuuEn+fPn6NHjx5Yu3YtLl++jOnTp4t2Nau6Pv74Yyxfvlzt9TXd/2ZmZti0aROqVaumbYiSkFv/x3SmkSlPp0+fljoEIo10794d2dnZqFu3LqZNm4bSpUujRIkS+Oqrr+Do6Ijx48fjwIEDmD59OpYsWYKDBw/i448/hqWl5XtlzZs3D+3bt5egFUREROrz9PTEsWPH0LJlSyQmJuq07G+//Rbz5883yltl5Xccb9++PY4fPw5nZ2fY29vD1dUVJ06cAPB24i8wMBAfffQRSpYsCSsrK5w8eVLs0DX2xRdfICsrCz179kRmZqbOyjUzM8PKlSsN7scIdbD/R+rsy4SEBGzduhV79+4FYLx/Ayg3jgmJiOSnZs2aOHz4MFq3bo1nz57ptOzRo0fjl19+McoxUc4kVI569ephzpw5GpVx584dlClTBp6engCAxo0b48GDB7h48SJq1qypy3CLpG/fvsjOzsbAgQORnZ2ts3ItLCywceNGfPbZZzorUyxy6//wykoiMhgnT55EREQELl68CCcnJ/Tu3Vu1LDw8HL6+vgCAsLAw1fOdtm/fnufBZurUqbh16xZ+/vlnUWInIiIqiurVq+P8+fNo0aKFTsqzs7PDokWLsGDBAo2u2DMUBR3HL168iKioKMTFxSE+Ph7NmzfH0KFDAQAPHjzAzp07cefOHcTGxmLEiBFGM1HXrVs3HDt2TGe3661QoQIOHz6MXr166aQ8KbD/J1/q7MuXL1+iffv2GD16tOqHNmP+G0BvcUxIRCRftWvXxrlz59CgQQOdlOfg4IBVq1Zh+vTpRjlRmZfCJqG6d++O6tWrY8CAAXj8+DEAoGLFinj8+DHOnj0LANi2bRuSk5MN8pmG/fv3x8GDB/HBBx/opLxKlSrhxIkT6Ny5s07Kk4Kc+j/G98sFEZmsnAORhYUFhg8fjpCQENWy8PBw1R/jnD/MgiDgwIEDaNOmTa5yZsyYgb///hv79u2DjY2NaPETEREVxQcffICDBw9iyZIlcHBw0Lqcli1b4sqVKxg8eLBRDsoLO46vWrUKTZs2haOjI5RKJXr37o1jx44BAP788094eXnBxcUFwNuzc0+ePImsrCxR26CtBg0aICIiAsOHD4eZmZlWZSiVSnz77be4cuUKmjRpotsARcb+nzypsy9fvXqF1q1bIyAgAIGBgar3jf1vAHFMSEQkdx4eHjhx4gTmzJkDW1tbrctp3749rl27luukF0PUsGFDlCpVKs9XTExMrnULm4TK74QfBwcH/PXXXxg7diz8/Pxw/PhxVK1aFRYWFnpvnzaaN2+OK1euYNCgQVqfeGtubo6RI0ciPDwc9evX13GE4pJT/4eTlURkEFJSUpCUlKT6/8aNG1VnjcTFxUGpVKp+dLh8+bLqChRPT0/Y2dmptps1axY2btyIQ4cOwdHRUcwmEBERFZlCocDAgQMRGxuLxYsXo3r16mptZ21tjX79+uHChQs4ePAgKlSooN9A9USd47i7uzuOHDmCjIwMAMCuXbvg5eWlWnbq1CkkJyerlnl6emo98ScFGxsbzJ49Gw8ePMCkSZNU/Z/ClClTBkFBQbh//z4WLlyYq39kjNj/kyd19mVycjJat26NVq1a4ccff8y1zBT+BsgZx4RERAS8Pfnu+++/R1xcHObPn6+6fWlhbG1tMXjwYERERGDnzp1wdXXVc6RFFxISgidPnuT5Kl++vGo9dSahCjrhp1GjRjh+/DjCwsLw66+/Ij4+Xu3PVQrFixfH4sWLcefOHYwbNw6lS5dWa7ty5crhf//7Hx48eIAZM2agWLFieo5Uv+TW/+EzK4nIICQmJqJz587IysqCIAhwd3fHmjVrAACXLl1SnUECvD1g/f7773ByckLHjh1V78fGxmLkyJFwd3dH06ZNAQBWVlY4d+6cmE0hIiIqMjs7OwwaNAgDBw7E7du3ERYWhrCwMNy+fRtpaWkwNzeHo6MjfH194efnh5o1a8Le3l7qsIukoOP4gAEDEBAQgICAAAwZMgTXr19H9erVYWlpCRcXFyxZsgQA8NlnnyE0NBS1atWClZUV7O3tsW7dOimbpTVXV1dMnjwZQUFBuHr1qioH4uPjkZ6eDisrKzg7O8PPzw+1atVC9erVDfbsaG2w/yc/6v4NmDt3Ls6fP4+UlBRs27YNwNvnvgYFBZnU3wA54piQiIje5eDggKFDh2LIkCG4efMmwsLCcOHCBdy7dw+pqamwsLBAyZIlUbNmTfj5+cHX17d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y5co5tQ53bz8AABwLAffGbwDvAe137/ZLvAcAAOTWYyHHwdyBZCXgAkWLFs2VP8Su4u7tBwCAYyHg3vgN4D2g/e7dfon3AAAAjoXICtPAAgAAAAAAAAAAADAFIysBAACQqyUkJGjfvn0KDQ3VjRs3JEk3btzQ/Pnz1bhxY1WrVk0eHtyDB+Rn58+f144dO3To0CFdv35dkhQdHa1169apUaNGKl68uMkRAgAAAM5z7do1hYaGau/evWmui5ctW6bg4GCmMUWeR7ISAAAAuU5CQoJ+/fVXffbZZ9q8ebMSEhLSrL9+/bp69+4tSSpevLhCQkL00ksvqXnz5rJYLGaEDMDBTpw4oc8++0zz589XeHh4uvXXrl1T27ZtJUl169ZV//791b9/f5UuXdrVoQIAAAAOd+nSJc2ZM0dz5szRwYMH062/fv26OnfuLEmqUqWKevfurRdffFH33HOPq0MFcoxb0AEAAJBrpKSk6JNPPtE999yjnj17au3atekSlXe6fv26vv/+e7Vo0UJBQUFatWqVi6IF4AwnTpzQY489pmrVqundd9/NMFF5p/379+uNN95QpUqVNHToUF27ds0FkQIAAACOd/XqVb344ovy9/fXyJEjM0xU3un06dP6z3/+o3vvvVfdu3fXqVOnXBAp4DgkKwHkKuvWrZPFYknz8vHxUaNGjfTBBx8oKSnJ7BABAE7yzz//qE2bNnrllVcUGRlpVxl79uxRhw4d9OKLL1qnxslLOA7CnaWkpGjGjBkKDAzUkiVLZBiGzWXExcVp5syZqlevnv78808nROl8/A6APuDe+PwBwL0tXbpU9erV06xZsxQfH2/z/oZhaNGiRdYy7DmnNhvHQvfENLAAcqWePXsqJCREhmEoMjJSX3/9tYYPH66DBw/q888/Nzs8AICDrVq1St26dVNMTIxDyps1a5bWrl2rlStXqkqVKg4p05U4DsLdxMfH65lnntHChQsdUl5ERIQ6duyof//733rrrbfy5PTQ/A6APuDe+PwBwL0YhqFx48Zp8uTJDikvOjpaL774otauXauvv/5aXl5eDinXlTgWuheSlQBypaCgIPXp08f6/y+99JJq166t2bNna8qUKSpTpoyJ0QEAHOnPP/9U165d7zrdq62OHDmili1bauPGjXkuYclxEO4kISFBTzzxhJYuXerwssePH6/4+HhNmTLF4WU7G78DoA+4Nz5/AHAfhmFo1KhReu+99xxe9o8//qi4uDj9/PPPKliwoMPLdyaOhe6FaWCRaxiGoc2bN2vUqFFq3ry5SpcurYIFC6pcuXIKCQnRkiVLMt23X79+6YaG3/k6dOiQC1vjOKGhoXdtmy2vvKpo0aJ64IEHZBiGjh07ZnY4AAAH2bt3rx5//HGHJypTnT59Wg8//LDDRmyaheMg8rOXXnrJKYnKVG+//bY+++wzp5XvKu78O8A10S30AffuA+78+QNAfvfJJ584JVGZavHixXr11VedVr6rcCzM3xhZiVxjzZo1at++vSTJYrGoWrVqCggI0D///KOlS5dq6dKlGjBggGbPnp3pxUWNGjVUtmzZDNcVKVLEabE707JlyxQVFaUSJUqYHYrpUg9Cvr6+JkcCAHCExMRE9e3bVzdv3sz2Ptu3b1f58uUVGRmpJk2aZGufw4cPa+zYsfrwww/tDTVX4DiI/Oi3337Tl19+adM+9vwOvP766+rQoYOqVatmT5i5hrv+DnBN9D/0AffuA+76+QNAfnb48GGNHDnSpn3sOR/+7LPP1K1bNz3yyCP2hJlrcCzMv0hWItcwDEMBAQEaNmyYevXqJT8/P0lScnKyPv74Yw0fPlxfffWVgoOD9dJLL2VYxtixY9WvXz8XRu187npBFhsbq0uXLlnnJP/ss8+0a9cuNWnSRDVq1DA7PACAA0ydOlW7du2yaZ/y5cvL39/f5ro++ugjPfHEE2rVqpXN+5qB4yDcwdWrV/XCCy/YvJ89vwOxsbEaOHCg1qxZIw+PvDHBEL8D/8M1EX3AHfsAnz8A5H/JyckaMGCA4uLibNrP3uviQYMGad++fXnmmMqx0L3kjas0uIX7779fhw4d0ssvv2xNVEpSgQIF9Nprr2nw4MGS5FYPzz19+rTuueces8MwxaRJk1SmTBmVLVtW9evX18yZM9WtW7cspwPOzyIjIzV58mRdunRJknTp0iW9++671v9H/rdv3z69+uqr1s/88uXL+vbbb20+oQVyi6ioKL3zzjsurfPNN990aX05wXEQ7uDjjz/WuXPnXFbf+vXr9eeff7qsvpzid+AWronoA+7aB/j809u1a5eGDBmS5proxx9/dNrjBJC7JCcna9myZXr66ad18eJFSbdufNq4caMMwzA5OsA+v//+u7Zs2eKy+iIiIjRz5kyX1ZdTHAvdC8lKF7p06ZLeeOMNVatWTd7e3qpcubJef/113bx5U3369JHFYtHs2bPNDtNmjjohKF68eJYP+U0don748GGH1JcX/Pbbb+rSpYvZYZhi4MCBWrlypZYvX6733ntPvr6+On/+vAoXLmzdZuPGjfLx8Un38vLyUoECBUyM3nFiY2M1YMAAVa5cWW+99Zbi4+MlSfHx8Ro1apT8/f01dOhQ63LkPydPnlSbNm0UGBiojz/+2PpZx8XF6dlnn5W/v79mzJhhcpSA7ebNm6fY2FiX1rlp0ybt2bPHpXXai+Mg8rvExETNmjXL5fXmpWMmvwO3cE1EH3DXPsDn/z+HDx9W8+bN1ahRI3322Wdprol69eqlKlWqaM6cOSZHCWf6/fffVaNGDXXu3Fk//PCDNUEdGxurVq1aKTAwUFu3bjU5SsB2ZpybfvbZZ0pOTnZ5vfbgWOhmDLjE7t27jXLlyhmSjKJFixoNGzY0ypYta0gyunfvbjRu3NiQZPz9999mh2q0bt3akGScOHHirttu377daNCggXH8+HGnxzV//nxDklG6dOl06/r27WtIMjp37mw89thjRtu2bY0ePXoY77//vnHhwgW764yOjjYkGZKM6Ohol+2b6vXXX0+3bMyYMYYk48svv8xwnw4dOhienp7Gzp07XRanI8tdu3atIcl455130iz/66+/DA8PD+Ppp5/Ocv8zZ84YFSpUMKZMmeLUOF0hOjraaN68uTW+rF4dOnQw4uLizA4ZDnb48GHrseNurzfffNPscIFsS0lJMWrWrJmtvn3nKzw83DAMwwgPD7dr/xdeeMFl7bTnGOPq46C9cQI5tWDBAru+wzn9HbBYLC65djEMzocdVTbXRP+T1/qAo8p1dh/Ibd8BzgXS2rNnj1G6dOls/cb/5z//MTtcOMG3335reHh43PXz9/b2NlatWmV2uEC2HTlyxJTzYUnGkiVLXNbOvHAszM3HwbzAUe8fIytd4NKlSwoJCdH58+c1cuRIRUZGKjQ0VOfPn9ekSZP0yy+/KCwsTB4eHqpXr57Z4drk+++/1+7du9WmTRudOHHCqXX99NNPkqTWrVtnus3SpUu1ePFirV27Vj///LNef/113Xvvvfr222+dGpsz3LhxI8P5wydMmKDAwEANGzZMp0+fTrPu008/1cqVK/Xmm2+qUaNGrgrVJZo2bao+ffpo/vz5md4tFx8fr+7du6tFixYaO3asiyN0vBdeeCHbU0GsXLlSw4cPd3JEcKX4+Hh16tRJ58+fz9b2U6ZM0Q8//ODkqADHOHXqlGkzJeSlKSBv547HQeRvZn0XDcPQqlWrTKk7p9zxd4BrorToA//jjn3AHT//6OhoderUSVeuXMnW9qNHj9bvv//u5KjgSqGhoerfv79SUlLuum1cXJy6d++u8PBwF0QG5NyKFStMq5vrYuRGJCtd4NVXX1V4eLiGDx+uqVOnysfHx7ruzTffVK1atZSUlKT77rsvzRDmvOD999/XwIEDdfr0aacmLP/44w8tWrRIFotFI0aMSLc+ICBAkydPVlhYmKKiohQTE6MNGzaoQ4cOiomJ0XPPPaelS5c6JTZnWb58uTp27JhuuZeXl+bNm6ebN2+qf//+1ml4jx8/rhEjRqhhw4Z56plctnjrrbdUoEABvfXWWxmuf/HFFxUXF6e5c+e6NjAnOHXqlObPn2/TPrNnz+YZlvnIL7/8omPHjtm0z9SpU3lWB/KEnTt3mlb3yZMndfnyZdPqzwl3Og4i/9uxY4dpdZv5G5RT7vY7wDVRevSBW9y1D7jb5//9998rIiLCpn3effddJ0UDM3zwwQdKTEzM9vbXr1/XZ5995sSIAMcx85zUzHPxnHK3Y6E7IVnpZAcOHNCPP/6osmXLatKkSenWWywWBQcHS5IaNGhgXR4REaFXX31VzZs3V5EiRWSxWHTy5Ml0+69bt04WiyXdKygoyCGxh4WFZfnavXu3hg4dqhYtWjgtYXns2DE988wzkqRXXnlFzZo1S7fNuHHj9Oabb6pBgwYqUaKEihQpopYtW+qPP/7QY489JsMwNGzYsFz7R/yoqKh0y3bu3KnGjRtnuH3qhdeaNWs0Y8YMpaSkqF+/fkpMTNS8efOyfPZnXla9enX16tVLq1at0saNG9Os++ijj/T777/r119/VZEiRUyK0HE+//zzbN05eLuEhAR99dVXTooIrmbPA8/DwsJ4TgfyBLMTBWbXby93Og4if4uPj9e+fftMqz+v/gZI+ft3gGui7KEP/I879oH8/PnfyTAMu57ltnHjRu3du9cJEcHVLl68aJ1lzRazZ8+2PtMSyM3MPCfdvXu3TTcC5CbudCx0NyQrney7775TSkqK+vTpk+kXpFChQpLSJiv/+ecf/fjjjypZsmSW056mmjFjhv766y/r65tvvslx7J07d1bDhg3v+mrUqJE2bdokSTp9+rQGDx6c47pTRUZGqmPHjrpy5YoefvhhTZs2zab9PTw8NHXqVEnS0aNHTf2jSGaWLVum6tWr6+zZs9ZlycnJKlCggCwWS6b7pU5pM2rUKL322mvauHGjdSqc/OzNN9+Uh4eHxo0bZ122du1ajRo1Sj/99JOqVq1qXnAOtHr1apfuh9wlMTHR+rtqK/oA8oIzZ86YWv/tx9y8xl2Og8jfLl68aOofR8z+Dcqp/Pg7wDWRbegD/+OOfSA/fv4ZuXLlivbs2WPXvmvWrHFwNDDD5s2b7Uo6XrhwQfv373dCRIBjmXlOGhcXp6tXr5pWf065y7HQ3ViM3DrULJ9o2rSptm3bpt9++00hISEZbvPII49oxYoVWrp0qTp16iRJSklJkYfHrVzy3Llz1b9/f504cSLdF23dunVq27at1q5dqzZt2jgk5jZt2mj9+vV69NFHs30HwqFDh6wnAu+8845Gjx6d4ziuXLmiNm3aaO/evXrwwQe1YsUKu++I8PX11ZUrV7RgwQI98cQT2d4vJibGOm1vhQoVrJ9JdqSkpOjcuXOSbj1noWjRohluFxUVpaFDh6pVq1Z64YUXJEnr169XdHS0OnfunGUd+/btU3BwsBISEnT//fdry5YtKlCgQLZjlHLWxqxkt/05dfLkSTVp0kTjx4/Xyy+/bPP+zmp/Tp0/f15JSUk271ewYEGVLVvWCRHBlW7//tjKx8cnw+f6ALnJlStXdPPmzQzXbd++XeXLl8903/Lly8vT01NJSUmKjIzMsp7IyEg1adIk3fKSJUs67bh0O1ccC3N6HJRy77EQ+VdSUlKWz2R21O9AZr8BFotFFStWtC1oO3A+zDWRu/cBW9pvZh/IDd+BnMiv5wJ3O1ZkpVixYipevLiDI4KrxcbG2p1M8fPzsw4OAXKrs2fPZjoLoLPPhyWpXLly8vT0tC1oO+SFY2FuPA7mJbd/xkFBQdq1a5d9BRlwqvLlyxuSjL1792a4Pi4uzihRooQhyYiIiMhwmzlz5hiSjBMnTqRbt3btWkOSsXbtWofF3Lp160zry8iOHTuMkiVLGpKMCRMmOCSGa9euGU2aNDEkGY0aNTKioqJyVF65cuUMScYPP/xg037R0dGGpBy/oqOjs6zn999/Nx599FHr/48bN864efPmXeM7deqUUaxYMUOSMW7cOJva5ug25qT99oqJiTEaNGhgDBgwwO4yXNF+Xrx48eKV/Vd4eLjDjhPh4eGmtyf15YxjoSOOg4bBsZBX7ns56ncgv/8GGEbeOh/mmsi9+0B22m9WH8gt3wF7cC7AixcvXvnzlR/Ph6XceyzkOOi4V4UKFez+HJyfOndzMTExkm4Nrc7It99+q2vXrsnX11eVKlWyu56ePXvq0qVL8vPzU9euXTV16lSVLl3a7vKyKzQ0VB06dFBUVJQmTJig8ePH57jM2NhYhYSEaPv27apdu7b+/PPPHI0Sunjxoi5cuCBJOXqPczKy8m7atWun5557Tjdu3FCxYsUUFxcnb2/vLPcxDEMDBgxQXFyc6tSpo6lTp6pXr16qXbt2tmO8k7PuonWWhQsXavfu3Tpy5Ih+/PHHdOsPHDigKlWqZLu83HTnTFRUlPX3wxbcQZp/XLhwwa4p8riDFHnBtWvXFB0dneG6u42WtHVkZUZ8fX3vepx1BGcfCx19HJRy17EQ+ZdhGFlOx+yo34HM1rlqJgrOh7kmcvc+YGv7c0MfMPM7YI/8fC5gGIYuXLhg14xDZcqUkZeXlxOigislJyff9ZwgIxaLReXLl88V/RjISlazqjn7fFiSKlasmOVU646S146FueU4mJfc/hmXK1fO/oLsTnMiW2rUqGFIMj799NN0606fPm2UKVPGkGS0bds20zKyGlkZGhpqvPHGG8Zvv/1mrF271nj77beNYsWKGYGBgUZcXJxdMdsysvL//u//DMlxIyrj4+ONhx9+2JBkVKtWzThz5kyOyxw1apQhyShRooQRHx9v076331Vh650ftu7bvXt346effjIOHDhgfPXVV3fd/pNPPjEkGRMnTjQOHTpkeHt7G/fff7+RlJTk1DjNLtfRcmucR44csfnOFU9PT4d8Z5A7fPXVVzb3gVq1ahkpKSlmhw7c1Q8//GD3XXqpd5jm5A7RyMhIl7Qztx5j7pRX4kT+EhgYaNrvwMCBA13Sxrzy3XJmnFwTuXcfsKdcM/pAbvoOmCW3xvnhhx/a/BvfpEkTs8OGAz355JM294Hhw4ebHTaQLc8++6xp58PBwcEua2duPcbcLi/EmJs56v0jRexk7du3lyS9/fbbOnLkiHX51q1b9dBDDykqKkqS1KBBA7vKb9iwod577z2FhISoTZs2GjNmjL777jvt3btX8+fPt6vMgQMHatKkSSpVqtRdt50+fboWL17skBGVycnJ6t27t1asWCF/f3+tWrUqW8+SWblypUaPHq1jx46lWR4bG6uJEyfq3XfflSSNGTMmV99Z17VrVy1evFhLly7N9PmmqY4dO6ZRo0YpODhYY8aMUc2aNTVp0iT9/fffeu+991wUMZypRo0aeuyxx2zap3fv3i55/hJco2fPnjaPBn/99dddclcckFPBwcGm1e3v75+zO/0AOETjxo1Nq9vM3yBkjWsi0Adwu+eee05+fn427fP66687KRqYYdiwYTZd43p7e2vIkCFOjAhwHDPPSc08FwcyQ7LSyUaPHq1SpUopPDxcdevWVWBgoKpXr65mzZqpdu3aatGihST7k5UZCQkJkY+Pj7Zv327X/s8++6z+9a9/ZWvqVQ8PD3Xt2tWueu70008/aeHChZIkLy8v9enTRy1atMjwdfsQ9piYGE2dOlXVq1dXxYoV1aRJEwUHB8vPz0/jx4+XYRgaPHiwRo4c6ZA4nSUkJER//vmnzp49qzJlymS6XUpKivr166ekpCTNmzfP+iDk4cOHq1mzZpowYYIOHDjgqrDhRHPnzlVgYGC2tr3//vs1c+ZMJ0cEVypSpIh+//33bE+DPWTIEA0cONDJUQGOUa1aNVWtWtWUulNvJANgLjO/i+3atTOtbmSNayLQB3C7kiVLasmSJSpatGi2th85cqR69uzp5KjgSs2bN9fHH3+crW0LFCig77//XtWrV3dyVIBjmHk+zHUxciOSlU5WpUoVbdy4UZ06dZK3t7dOnTqlMmXKaPbs2Vq8eLEOHTokybHJSkkyDCPPja6Jj4+3/vv48ePavHlzpq/bnwEaHBysf/3rX2rXrp28vLx04MAB7d+/X2XKlFHPnj21atUqzZo1K9e/H76+vqpTp85dR3tMnz5dmzZt0sSJE1W3bl3rcg8PD82dO1ceHh7q16+fkpOTnR0ynKxkyZLasGFDliMsLRaLevbsqdWrV2f7Ag55R1BQkDZv3pxl0rpw4cL697//rRkzZuT63zkglcVi0YsvvmhK3dxpDeQOTzzxRJaJCGdp166d7rvvPpfXi+zhmgj0AdypWbNmWr9+vWrWrJnpNj4+Pnrvvff0n//8x4WRwVWGDh2qb775Rr6+vplu4+/vr6VLl+rxxx93YWRAztStW1ctW7Z0eb3ly5e3eTY3wBU8zQ7AHdStW1dLly5Nt/zKlSs6d+6cPD09VadOHYfVt2TJEsXExOiBBx5wWJmu0K9fP/Xr18/m/SpXrqxJkyY5PiATPPvss1kepA4ePKi33npLTZs2zXBqk/vuu0+TJ0/W66+/rqlTp2rs2LHODBcuULJkSf366686cuSIPv30U23cuFHR0dEqVqyYHnroIb344ou69957zQ4TTlS3bl3t3r1bGzdu1GeffaYDBw4oPj5efn5+evLJJ9W3b1+VLFnS7DABmw0cOFDjx49Pc7OSszVu3Fj333+/y+oDkLlChQpp0KBBeuedd1xa79ChQ11aH2zHNRHoA7hTcHCwDh48qDVr1mjWrFk6cuSIEhISVKZMGfXq1Ut9+vRRsWLFzA4TTtSnTx89+eST+vnnn/X111/r7Nmz8vDwUNWqVTVw4ECFhIRYR1gDecnQoUO1ceNGl9Y5ePBgFSxY0KV1AtlhMQzDMDsId7V+/Xq1adNG9erV0969e9OtX7BggSRp3bp1mjFjhmbOnKkyZcqoatWq1nmln332WdWoUUNBQUEqUqSI/vrrL7377ru677779Ndff+XqZzTmBTExMfLx8ZEkRUdH2zRyLSf7upKz4nT39gMA7m706NGaOnWqTfuEh4fL399fERERqly5sk37Ll++XB07drRpn5zIK8eYvBIn8p/z58+rbt26unz5sk372fs70KRJE23ZssVlf8zMK98tZ8bp7u8B7Xfv9ju7bEfKK3ECQH6TmJio+++/X2FhYTbtZ+/5cJkyZXTgwAGbnwecE3nhGJMXYszNHPX+MQ2siVITlJlNAdujRw/16NFDM2bMkCS99NJL6tGjhz755BPrNnXq1NHPP/+sPn36qFOnTpozZ45eeOEFrVu3jkQl8pyqVauqVq1aCgoKUlBQkH788cds7ffzzz9ryJAhiouLU7du3XTfffcpKChIHTt21MmTJ50bNADAbhMmTFCtWrVcUteAAQNcmqi0VXaPYYZhaMSIEapbt67q16+vtm3b6p9//rGunzZtmurVq6egoCA1bdrU7meYA65Qrly5NNc2zuTl5aU5c+bkm1EXnP/mP9n9LNesWaMHHnhAderUUb169fTmm2/q9nvQOQ7kbVwTA4B7KViwoObOneuyc9RPP/3UpYlKwBYkK010t2SlYRgZvubOnWvdZsyYMdq7d6+uX7+uhIQEHT9+XNOmTWP6C+RZCxYsUFhYmMLCwtSzZ89s7fPrr7+qW7dukm5NZXD48GGFhYUpJCREgwcPdmK0AICc8Pb21ty5c22agiYyMlIRERGKjIzM9j5VqlTR+++/b0+ILpWdY9iSJUu0YcMGhYWFac+ePWrXrp11ervdu3fr448/1tatWxUWFqaXX36ZKS+R6/Xs2VNPPvmkTfvY8zswadKkNM+1y+s4/82fsvNZlipVSvPnz9eBAwe0Y8cOrV+/XvPnz5fEcSC/4JoYANxLgwYNNH78eJv2sed8uHfv3nriiSdsDc9UttyEk9UNP3/88YcaN26s+vXrq2nTptq9e7e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+ "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(optimization_level=2, backend=backend)\n", + "trans_qaoa = pm.run(qaoa)\n", + "trans_qaoa.draw('mpl', style='bw')" + ] + }, + { + "cell_type": "markdown", + "id": "2c73da07-7029-46b7-8e08-8477c5649fe7", + "metadata": {}, + "source": [ + "### Optimize" + ] + }, + { + "cell_type": "markdown", + "id": "7e550cd0-fc38-4cb3-9f87-dd7661459051", + "metadata": {}, + "source": [ + "Let us first obtain the 2-qubit depth of the transpiled circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9a60f2c8-4d56-442d-a6fc-f05ce9d9fe64", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trans_qaoa.depth(lambda x:x[0].num_qubits==2)" + ] + }, + { + "cell_type": "markdown", + "id": "c77a2f74-9eff-424e-a705-a57f165acd7e", + "metadata": {}, + "source": [ + "In general, $\\lambda \\in \\mathbb{Z}$, and the most default values of $\\lambda$ used for ZNE are $\\{1,3,5\\}$. However, we note that the above circuit has a 2-qubit depth of 24. Therefore, folding it with $\\lambda = 5$ will create a circuit with 2-qubit depth of 120. The signal obtained from such a deep circuit may not be reliable enough for faithful extrapolation. Therefore, we shift to partial folding, where $\\lambda \\in \\mathbb{R}$. In particular, we shall use $\\lambda = \\{1,1.2,1.4\\}$.\n", + "\n", + "$\\lambda = 1.2$ implies that 2 out of 10 gates are selected randomly for folding. Below we show an example of this using the prototype-zne package. Note that for the rest of the notebook, we shall use Qiskit Runtime to incorporate ZNE. This is simply for better visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "748a5faa-6bf9-44c7-b5e9-e7a3fd68be97", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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x0SMLlt9//70WLlwoi8Wi559/3uxwHDZu3DgFBgZq3LhxRY5/4okndPHiRX366afuDcyFVqxYoW7duhV6vXTp0vrss8904cIFDRw40NoN8aFDh/T888+rTZs2Gjt2rLvDdTlfyoG4uDi/XHdJ+UoOJCcn68SJE6at31ty4J133lFeXp7N0+fl5emdd95xYURwp9zcXJu/kORLS0vT3LlzXRSRZ/CV46CtOBcqyN+2v0QO/J0/5gB8k2EYfCdykK8cB/bt22fqRWbenAMA4E+mTZtm1/Tp6ele+QgkiWKlR9m9e7fmzZunatWqaeLEiYXGWywWtWvXTpLUqlWrAuPWrl2rzp07q2zZsqpSpYr69evnlAr67t27lZCQcMVh+/btGjZsmDp37uxxBcvff/9djz76qCTp6aefVseOHU2OyHENGzZUnz599MMPPyg2NrbAuHfeeUdLly7VokWLVK5cOZMiLJkzZ84Uei0uLk7t27cvcvr8H2DWrFmj6dOnKy8vTwMGDFB2drY+++yzKz7D1Fv5Sg78+eefOnr0qGnr9+YvZb6SA2bf/ecNOXDixAlrrwD2mDt3rk6dOuWCiOBuK1eudOh8avr06S6IxnP4ynGwKJwLXZ0vb3+JHLCFr+cA/MfRo0f1559/mrZ+s8/HS8JXjgNmfyfx5hwAAH+xdetWbdmyxe753n//feXm5rogItcKMjsA/J8vv/xSeXl56tu3b7EnVcHBwZIKFitjY2N1xx13qFu3bpo/f75OnjypsWPH6rbbblNcXJx1Hkd0797d7nkSExM1ZMgQrV692uH1OkNqaqq6deumP//8U3fccYemTp3q8LLat2+v1NRUu+ax524YW40dO1Zz5szRSy+9pLVr10r6q1D9wgsvaPny5YqMjCzR8hs1aqSAAOdcw2BP+5cvX67HHntMO3bsUK1atST9dUdJYGCgLBZLsfONHTtW3333nV544QXt379fsbGxmjx5sqKiohyK2Zntl7wvB5zd/uJkZ2cXO27Lli2qUaPGFefPH1+jRg0lJSUVO11qaqo6dOhQ6PXNmzcrIiLCxmgd54rtL/lGDmRkZBQ7zh058L///U9ffvmljdGa4+LFi7p06ZLd82VlZalp06Yl+uyHZzh37pxD88XHx6t27dpX/Px0F46Dtr8HnAvZjvPhgsgBz84BoDhXOs9zx/nwmjVr+E5UDHcdA86fP1/sOHfkwGuvvab33nvPxmgBAGZIT093aL7ExERFREQoMDDQyREV7fLP+86dO2vbtm2OLcgpT9CEU1x//fWGJGPJkiXFTnPHHXcYkoxly5ZZX7vtttuMRo0aGTk5OdbXNm3aZEgypk+f7lAsXbp0MSQZd911l9G7d2+bhhYtWlgfpPr3h6A7qn///oYkY+zYsXbNd+rUKSMqKsqQZNx4441GRkZGieKoXbu2ww89lwsf0H748GEjPDzcePfddx1exuUPwHXVcLX2nz592njkkUeM999/3/raunXrjKVLl141/p07dxqlS5c2JBnXXXddgf3AU9rvyTngrvbbOiQlJTntvUlKSjK9Pa7e/oZBDlyJJ+UAA4O/DxwHr/wecC7kOM6HyQFvyQEGBlsHXz0f5lyAHGBgYGBg8P2hZs2aDn9mcWelB8nvFrG4K8CysrL066+/Sip4Z+Wvv/6q/v37F6iUX3/99apSpYoWLlyop556yuGYZsyYYdMVaXFxcfrHP/4hSRo/frxGjRrl8DpL6ty5c+rWrZt27typtm3batmyZSXu/uNqV7QVJS8vT8eOHSvReq8kMzNTPXv2VI8ePfTPf/7TKcusWbOmU68kt7X9lSpV0iOPPKLp06dr6NChkv660nP06NFXnbdChQoKDg7WpUuX1K1btxJdMeLM9kvelwPObn9xsrOzdfz48SLH2XIHc40aNRQUFKScnJwrTl/cuMDAQIf2aXu5evtL3psDGRkZRXZ1J7knB8qVK6fKlSvbFKtZsrKydPLkSYfmDQ8P585KH3Du3LkrXnF/JbVq1fKYOyv9/Tho63vAuZBjOB/+CznguTkAFOfSpUvFPsPdHefDpUqVUrVq1WwLtgQ4Fyheenq6zp49W+Q4d+RASEiIKlWqZFOsAABzXOn3s6upUaOGW++szP+8r169uuMLctqlOiix8uXLG5KMLVu2FDl+1qxZhiQjLCyswOsVKlQwhg8fXmj6WrVqGTVq1HAolvw7Kw8fPnzVaePi4ozKlSsbkozx48c7tL7i2HtnZUZGhnHTTTcZkoxmzZoZJ06ccGo89rj8yjxXXEE4e/ZsQ5JRtmxZIyQkpNBw9OhRU+O0d7kXLlwwqlSpYpw7d84wDMMYOXLkVefJy8szbrvtNqNUqVJG8+bNjeDgYGP37t0ujdNTlm0YzskBV8dYlPPnzxsWi8XhK3TyrzJ19ArRW265xS3tdMd766058P3335foKq2S5sBLL73klnaWRHp6ulGxYkW721a5cuUS9yYAz5DfS4a9wx133GF26FYcB+1bNudC9uN8mBzw9BwAipOammrq+fC9997rlnZyLlC8b775xtQcmDp1qlvaCQBw3MGDBx06xrdq1crIy8tzW5zO+hzlckEPkn+nz9atWwuNS0pKsl5Ve+211xYY16RJE23atKnAa0ePHtWxY8fc8sD22bNn6/Tp0xo/frxefvlll6+vOJcuXdJ9992n2NhYNWjQQD/88IPCw8NNi8fV+vXrJ8MwlJmZqfT09EJD3bp1zQ7RLmXKlFHXrl31/fffa8+ePWratOlV55kxY4Z+/PFHjRs3TgsWLJDFYtGAAQO88gHCjvDWHAgNDVWTJk1MW3/79u1NW7ezeWsOtGvXztT1e0MOhISEaMCAAXbPN3DgwBL3JgDPcN1116lt27Z2z1eSHjW8kbceB4vCuZD9fGn7S+SAI3wtB+A/qlevrtq1a5u2frPPx53JW48DZm8Ds9cPALi6Bg0aqFu3bnbP99RTT3lEb0v2oljpQfK7UZ08ebL2799vfX3Tpk269dZbrbf8Xt4FrCT9+9//1i+//KLx48fr+PHj2rt3r/r27auAgACHu66IiYnRxIkTbeomb9q0aVq8eLGphcrc3Fw98sgjWrVqlSIiIvTDDz+oVq1apsUDx/To0UOLFy/WsmXLFB0dfcVpf//9d73wwgtq166dRo8erSZNmmjixInavHmz3njjDTdFDEeZ+cWIL2XmCw8PN/VHA2/JgaefflqhoaE2T1++fHmndYEH81ksFpu6f7xcVFSUunfv7qKI4A6cC4EcAPwH34n8W2RkpKmPpmjTpo1p6wYA2O6FF16wq8ZTt25dPfLIIy6MyHUoVnqQUaNGqXLlykpKSlKLFi0UFRWlhg0bqmPHjmrWrJk6d+4sqXCx8tFHH9XYsWP1+uuvq3r16mrWrJlq1Kihu+66SzVr1nQoln79+unFF19UxYoVrzptQECAevTo4dB6/m7Dhg0KDw+3DnPnzpX0V0H08tc3bNhQYL6vv/5a8+fPlySVLl1affv2VefOnYscbOn7H+aIjo7WypUr9ccff6hq1arFTpeXl6cBAwYoJydHn332mYKC/nr87vDhw9WxY0eNHz9eu3fvdlfYcIBZP6aXLl1at912mynrRkFm5UCrVq285mKWBg0aaP78+SpTpsxVpy1btqwWLFiga665xg2RwV3uv/9+TZo0yaZp69Wrp2XLllk/E+GdOBcCOQD4D7POh0NDQ3XTTTeZsm78H4vFYloOdO7c2abf+wAA5uvatavef/99m+6UrFq1qlasWGHXhe+ehGKlB6lbt65iY2N19913q0yZMjp69KiqVq2qWbNmafHixdq7d6+kwsVKSXr11Vd16tQp7dixQ8eOHdM333yjAwcOWAuc3iI7O1unTp2yDllZWZKkCxcuFHg9Ozu7wHz500nSoUOHtGHDhmKHixcvurVNsF1YWJiaN29+1QfxTps2TevXr9eECRPUokUL6+sBAQH69NNPFRAQ4FfdX3mjXr16qVq1am5f74MPPujT3UN7kyeffNKU9XpbF5l33HGH1qxZc8Urn9u1a6e1a9dae2iAbxkzZow+/vhjRUREFDneYrGoR48e2rRpk+rUqePm6OBsnAuBHAD8xyOPPKIKFSq4fb2PPfaYypcv7/b1ojCzvhMNGzbMlPUCABwzePBgzZ8/Xw0bNix2mttuu02bNm1S8+bN3RiZc1Gs9DAtWrTQsmXLdP78eZ07d04bN25UTEyMTp8+rWPHjikoKKjYhAsJCVFUVJRq1KihZcuWad++fXriiSfc3IKS6dq1qwzDuOrQtWvXAvMNGDDApvkMw1BkZKQpbYNt+vXrp549exY7fs+ePRo3bpxuuOEGjRgxotD4xo0b69VXX9WWLVs0ZcoUF0aKkggODtbjjz/u9vWa9WUQhUVFRbn9iu4KFSp4ZVcYHTt2VFxcnDZt2qQnn3zSeqdlSEiINm/erK1bt+r66683OUq40sCBA3X48GEtXLhQffv2VXBwsKS/uv49dOiQFi9ebH32Obwf50IgBwD/EBoaqv79+7t9vXwn8hwdO3Ys8oYEV6pWrZp69erl1nUCAEruvvvu0759+7Ry5UoNGDDA+rtAaGio9u7dqx9++EH169c3OcqSsRiGYZgdBK7up59+UteuXdWyZUvt3LmzwLitW7dq1apVatu2rQzDUGxsrKZOnapnn32WL6cmysjIsN5ynZ6erpCQEJMjKpqr4vT39rt62c5iZoynTp1SixYtlJaWZtd8SUlJioiIUHJysl13EfXq1Uvffvut2x4w7Q3bXzI3zl9++UWdO3eWvacijubAf//7Xz3zzDN2Rul5IiIilJKSotq1ays5OdnscGACb8kBjoPe8R74e/slzofJAe+JE77n2LFjatGihU6fPm3XfI6eD/fv31+ffvqpnVE6zlv2LTPjXL16te644w6753M0B2bNmqWYmBi71wcA8Cye9LuAsz5HubPSS+QXKIu64io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3Y/s7E6fZ63U1X4kTAPzJli1bCnTnSkHHxPPnz/dIPX3lGGNGnB9++KGp50RnzpzxSD2t3gY4J/KNNuBN9ffFcyJX/X5cMulmrVu3liS99dZb2rdvn/37tWvX6p577rFfRdWgQQOn1v/888/r999/18iRI3Xy5Ent2bNHPXr0UEBAgNNXAPTt21ejR49WmTJl8px33Lhxmj9/vil3VGZq06aNypUrp7S0NHXp0kUHDx60Tzt//rz69eun3bt3y2azqUePHqbFibx16NBB8+fP18KFC3N9x2umgwcPaujQoWrcuLFefvll1apVS6NHj9b69es1duxYD0UMOKdJkyamld2gQQMFBfFgBZircePGppUdFhbm8JW18BzGAtbG9gcAWEW9evU8cldbbswcj+MaM/8uULVqVZUtW9a08nFjjImtzcrbn2Slmw0bNkxlypRRfHy86tWrp6ioKNWoUUMtWrRQnTp11KpVK0nOJyu7d++u4cOH69///rcqVKigOnXqqGLFimrXrp3Tj4br2bOnXn31VZUqVSrPeQMCAtShQwenysnJ6tWrFRYWZv988803kq4lRa//fvXq1fZlihUrpi+++EJFixbV2rVrVatWLd1yyy2KiopSxYoVNW3aNNlsNr311ltq1KiRy2KF68XGxuqnn37Sn3/+qXLlyuU6X0ZGhnr16qX09HRNnz7dnngZNGiQWrRooZEjR2rXrl2eChtwWIsWLRx+0bWr3HnnnaaUC1yvdu3aCgsLM6XsO++8M1+Pjoc5GAtYG9sfAGAVhQoVUsuWLU0pu1q1arrppptMKRv/Ex0drRIlSphSNn8X8G6Mia3NytufZKWbValSRStXrlT79u1VpEgRHTlyROXKldOUKVM0f/587dmzR5LzyUpJGjNmjM6cOaNt27bp+PHj+vbbb7V//357ItSXpKWl6cyZM/ZP5jvdUlJSsnyflpaWZbk2bdpo27Ztevrpp1W9enUlJCRo7969CgsLU+fOnbVixQoNGzbMjCrBAaGhoapbt26ez7YeN26cVq1apVGjRqlevXr27wMCAjRt2jQFBASoV69eunr1qrtDBpxSoUIFPfzww6aU3a9fP1PKBa4XFBSkJ5980pSyBwwYYEq5yB/GAtbG9gcAWEn//v1NKXfAgAFcvOcFihYtqp49e5pSNudE3o0xsbVZefuTrPSAevXqaeHChbp48aIuXLigNWvWqG/fvjp79qyOHz+uoKAg1a1bt0BlFCtWzH4n4cKFC7V371499dRTLqqB58TExMgwjDw/MTEx2ZatUaOGJkyYoL179yolJUWpqamKj4/X7NmzuWLIh/Ts2VMdO3bMdfru3bs1YsQINW/eXIMHD842vWbNmhozZow2bNigd955x42RAgXzzDPPeLzMNm3aqEaNGh4vF8iJGX8kqVGjhv0R/fBejAWsje0PALCKRx55ROXLl/domcHBwerTp49Hy0Tunn76aY+XGR0drebNm3u8XDiGMbG1WXX789IqE23fvl3StUeh5fSc+jlz5kiSNm7cKElavHixypUrp8jISPtzzTdu3KglS5aoUaNGMgxDK1eu1LvvvquXXnrJtMdJAAWR1502derUUUpKyg3nGTRokAYNGuTKsACXi4mJUcuWLfX77797rMxXXnnFY2UBeYmMjFTPnj01Y8YMj5X5yiuvOP1Ob3gOYwFrY/sDAKyicOHCGjp0aI5/aHaXAQMGmPY6BmRXv359dezYUfPmzfNYmcOHD+fOWh/AmNjarLr9+WuNiTKTlbk9ArZz587q3Lmzxo8fL+naXTidO3fWxx9/bJ8nODhYCxcuVJcuXfTII4/op59+0uTJk30qYw7Hffvtt3r66ad1+fJldezYUTVr1lR0dLTatm2rw4cPmx0e3Izt7x9sNps+//xzFSlSxCPlDRw4kLvM4XXef/99VaxY0SNltW3bVr169fJIWZ7AscA/7N+/Xy1btlTNmjXVrFmzHN8pcvjwYcXExKhUqVL2Cxavt2DBAtWuXVs1atRQp06dlJSUlG2ePn36yGaz5TgN3iUyMlK1a9dWdHS0oqOjNWvWrHwtxz4BAHzT888/77G73KpVq6a33nrLI2U5I7/HsBUrVigkJMR+rIyOjs7yR/uxY8eqfv36qlu3rh5++GGdO3fOc5VwwoQJE1SmTBmPlPXoo4/q0Ucf9UhZnsD4x9reeOMN2Ww27dixw+xQ4CIkK02UV7Iyt0egTps2zT5PVFSUVq9erfPnzyslJUWbNm1S7969PRE+TDRv3jz7reD9+/fX3r17FRcXp9jYWNPeeQDPYfv7j5o1azp8spiYmKiEhAQlJibme5mqVavq3//+t6Phme65555TZGRkvgefOQ1Unf2jLzyjbNmymjx5skPLONMHSpYsqU8++cSvriDmWOAfBgwYoP79+2vfvn166aWX1Ldv32zzlCxZUmPGjNHXX3+dbVpSUpL69u2refPm6cCBA6pUqZLefPPNLPP88MMPftX2rWDOnDmKi4tTXFycunTpkq9l2CcAgG8KDAzUtGnTHL6I1dExsc1m09SpU1WsWDFnwvSY/B7D6tataz9WxsXFqWjRopKkpUuXasaMGVqzZo127dql6OhoDR8+3JNVcFilSpX00UcfObSMM+dEYWFh9hti/AXjH+vavHmz1q5dqypVqpgdClyIZKWJMpOVt956q8mRwNucPXtWERERCgsLU3R0tOrUqaPg4GANGDBAaWlpWr16te6++24VKVJE7du3t/8Bqnnz5vrjjz9Mjh4Fxfa3lhdeeCHPxztcr2nTpqpcubKaNm2ar/nDwsK0aNEiFS9e3NkQTfPoo49q1apVuvnmm/Oc90YDVWf+6AvP6dChg95+++18z+9oHwgODtb8+fNVuXJlZ0M0BccC/3fy5Elt3rxZPXr0kCR16tRJhw4dynYVeNmyZdWqVasc/7i4ePFiNWnSRLVr15Z07UksM2fOtE8/c+aM3njjDY0bN859FYFHsE8AAP9Vq1YtzZ49W4GBgflextEx8cSJE3XXXXc5G6JHuOIYtnXrVt1xxx0qUaKEJCk2NlZffPGFy2N1te7duzv02hZHt3/x4sW1cOFCj78jtaAY/yAnV65c0cCBAzVhwgQuyvQzJCtN9Pvvv8swDLVp08bsUOBlypQpo27dumnQoEGKi4vT//3f/+n222/X5MmTtXz5crVs2VKFCxfOttyHH36oBx980ISI4Upsf2ux2WyaNGmS+vXr5/J1V6xYUcuWLbP/EdvX3HnnnYqIiMhzPgaqvm/YsGFueSRVsWLFtGDBAsXExLh83e7GscD/xcfH66abblJQUJCka8eDKlWq6OjRo/lex9GjR7Nc0BEZGaljx44pIyND0rVHgI8cOVKlSpVybfBwq+7duysqKkpPPvmkTp06JYl9AgD4uwcffFBz5szJcV9eEDabTePHj9eAAQNcul5PuNExbO/evWrUqJGaNm2qCRMm2L9v0qSJli5dqhMnTsgwDH355Ze6ePGi/vrrL0+F7bQxY8Y4lLDMr1KlSunHH39Us2bNXL5ud2P8g5y89tpr6tGjh6pWrWp2KHAxkpWAl4qLi1PDhg0lSZs2bVJ0dLSka484ePjhh7PN/9Zbb2n//v3ZHv0F38T2t5bAwEBNnjxZH330kUJCQlyyztatW2vdunWKiopyyfq8WV4D1Zz+6Avv8/LLL2vOnDkqV66cS9YXHR2t33//Xa1bt3bJ+szAscD//f0CC8MwCryOTN9++60KFy6s2NhYp2KDOX777Tdt3bpVmzdvVmhoqJ544gn7NPYJAODfOnbsqN9++81lF5uGh4dr4cKFeuaZZ1yyPk+60TGsUaNGSkhI0ObNm/X9999r0qRJmj17tiQpJiZGgwcP1gMPPKAWLVqoUqVKkqRChQp5NH5n2Gw2vfnmm5oxY4ZKly7tknXedtttWrt2rW6//XaXrM8MjH9wvTVr1mjDhg0+uV9D3khWAl4qLi7OfgDOPBgbhqGffvpJ7dq1yzLvu+++q++++06LFy92WaID5mL7W4/NZtOzzz6rbdu26e6773Z6PSVLltTkyZO1ZMkSr352/x133KGwsLAcP/Hx8fleT14D1Rv90Rfep1OnTtq5c2eBHtdbuHBhvfHGG1q/fr3PP2qfY4F/q1y5shISEpSeni7pWqIyPj7eoX13lSpVsjw29vDhwwoPD1dAQICWL1+uZcuWKTIyUpGRkZKkevXq2V9FAe+Uuf0LFSqkF154QStXrrRPY58AAP7vtttu0+bNmzVkyBD70xccZbPZ1Lt3b+3YsSPb8cEX5HUMK1mypP2pEREREfrHP/6R5Xj51FNPaePGjVq7dq39aT2Zj4X1BT179tTOnTvVoUMHp9dRtGhR/ec//9Hq1at99klLmRj/4Hq//vqr9uzZo6pVqyoyMlIJCQlq06aNFi9ebHZocAGSlYAXOnbsmAICAuxXgG3btk1RUVFav3696tSpk+Xdc+PGjdPMmTO1dOlSl115BXOx/a2tevXq+uWXX7Ru3To98cQTCg4OztdyUVFRmjRpko4dO6b+/ft7/eNQV65cqdOnT+f4ceTdgnkNVG/0R194p3Llyumbb77Rrl279Nxzz6lkyZL5Wi4yMlLvvPOOEhIS9Nprr/nE1dM3wrHA/5UvX14NGzbUl19+KUmaO3dulsRifrRt21YbNmzQnj17JEkTJkxQ165d7f+fkJCgw4cP2xOaO3futMQd974qOTlZ586ds/975syZ9jsJ2CcAgHVkJpqOHj2qUaNGKTw8PF/LlS1bVkOGDNH+/fs1depUnzwG5OcYdvz4cfsj7y9evKgFCxbYj5eZ0yXp0qVLeu211/TSSy+5PW5Xu+mmmzR//nxt3bpVTz31VI7vLs/JLbfconHjxunYsWMaMmSIQ+9B9UaMf/B3w4YN059//mk/x4mIiMgxcQ3f5NwlOgDcasuWLfarhqRrV41NmDBBoaGh6tixo/37hIQ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6p4m7CQoKyvcFg7e3t10XF2lpaYX6O7rVtWvX1KtXL/Xs2VNjxowpcH3u8HfOFX3g+vXr9IEcmNUHypUrp0cffVRz5syxXpT88MMPevHFF/NctkyZMvL19VVycrK6detWoB/m3GEfsIWjt79EH/D0PlDY1h9A9i5evGh2CDDZ2bNnzQ6hQPJ7TWDv9YAknTt3zq7l3E1RPRdwRR/gmjB7nn49ILnPfpBf9AGuCd3pdwF7H8CRSFY63YkTJyQpx0dvk5KSrEO03JqszG/m+tZEZYaMYWULetCdO3duvh4ZjoiIUJcuXSRJU6ZM0YQJEwrUrq1uTVD+/anKv09PTU21u53g4GCX3Wl+5coVu+6iLFasWJ5PJKFwuHDhgm7cuGHzciVLltRtt93mhIgcJzU1NccDV34uqoOCguTt7a3U1NRc58+pzNvbW5UqVcpfsAWQnp7u9BOcr776Svv27dPRo0e1bNmyLOXR0dG6/fbb812fq/7OXbt2TZcuXcq2zBV9wN/fX+XKlctXrAXh6X3A1vW/5557NHjwYF25ckWlS5fWjRs3cjyuZzAMQ48//rhu3LihBg0aaObMmerXr5/q169vV8yO3gec3Qccvf0l+oCn9wFXnu8CyF1u58x5qVChgkueGINz5XbOnBuLxaLg4GC3H3Hpjz/+yHHUnbyuCfJ7PZBbXRUrVnTJu8w4F8ieYRi53mzvqD6QU5mXl5eCg4PzF2wBePo1oWTbd+AO1wOSuddE9qAPcE1o9u8Ct65jgX5zNeBUpUuXNiQZu3fvzrZ8/vz5hiQjICAgxzo++eQTQ5Jx/PjxfLX53//+15BkREZG2hOy0alTp3y3FxERYZQvX96QZEyZMsWu9nIzZMgQQ5IxadKkXOe7/fbbDUnGO++8k23522+/bUgyatSoYVP7iYmJhiRDkpGYmGjTsgVx6tQpw9vb29p2fj/O2AYwx9dff23z9pdkbNy40ezQ85SWlmb922jPJzY21jAMw4iNjbVr+X79+rlkPc36+2ErM+Lcu3ev3dvfEX1gzpw5LllPT+8D9tTbu3dvY/ny5UZ0dLTx8ccf5zn/e++9Z0gypk6dahw+fNgoUaKE0bp1ayM1NdWpcbpD3Y5EH/DsPlAYYgQ8Vca1uS2fRo0aGenp6WaHDge4cuWKXddNo0aNMjv0fBk6dKhp1wMlSpQwUlJSXLKeheE4a1aMNWvWNK0PdO7c2SXrWBi2v2G41/mwGdcD9sRpdr2O5ul9wJ3W3ywFidNR68hts06W8ZTbnj17spTFxsZaH2Nu0qSJQ9o7deqUJk+erPvuu0/Nmzd3SJ25WbRokS5duqQpU6bolVdecXp7OXnkkUck3RwyNzsLFy6U5Pohau1VuXJlPfjggzYt4+3trSeeeMJJEcHVHnjgAZuHMqlXr55DxiV3Ni8vL7Vo0cK09lu2bGla27ipYcOG1vc1m4E+4L569uypVatWafXq1QoPD8913mPHjumFF15QaGioXnzxRdWtW1fTpk3Trl279MYbb7goYjgafQAA/vLUU0/ZtYy7P1GH/ClVqpSGDBli83L29BszZIwKZoZmzZrJ25vB5sxmZh/gmtB9cT0A+oDnIlnpZBnDo7722ms6evSodfqOHTt09913KyEhQVLmIWDtlZiYqH/84x8qXry4PvnkE7vrGTZsmKZNm5bpXZA5mT17tlatWmVqolKSnnvuOZUpU0Z79+7VxIkTrcO9pqamauLEidq7d698fX31zDPPmBqnLV5//XWbHpueMWOGKleu7MSI4Ere3t764IMP8j3Guo+Pj+bNm1dofpho06aNaW23bt3atLZxU/HixU1LWPv6+jrsBiE4Xnh4uNatW6fTp09nO9R9hvT0dA0dOlSpqalauHCh9cemcePGqV27dpoyZYqio6NdFTYciD4AAH956KGH1LNnz3zP36lTJz3++ONOjAiuNnnyZNWsWTPf8z/77LNq1KiREyNyHK4JQR9AdrgeAH3Ac5GsdLIJEyaofPnyio2NVcOGDdW4cWPVqlVL7dq1U/369dWhQwdJBU9W3rhxQ//4xz90/Phxff/99wVKWg0aNEgvvfSSypYtm+e8Xl5eNl085WXbtm0KDAy0fpYuXSrpZlL01unbtm3LtFzFihW1dOlS+fr6asaMGQoODlabNm0UHBysGTNmyNvbW/Pnzy/QeOWuVr16dW3YsCFfT9dNnz5d48ePd0FUcKXu3btb+3Vu/P39tXLlSnXs2NFFkRXc4MGDTWm3Ro0aat++vSltIzN77hJ3hL59++b5vgOYJyAgQA0aNMjzZp3Zs2dr69atmjp1qho2bGid7uXlpQULFsjLy0tDhw5VWlqas0OGg9EHAOAvxYoV05IlS/J1zR0WFqaVK1eaOnoFHK9ChQpav3696tatm+e8//d//6eZM2e6ICrHaNmypWm/0Zh1LYLM+vfvb8oTrrfddlueT2vBPFwPgD7guUhWOtntt9+uLVu26P7771eJEiV04sQJVahQQfPnz9eqVat0+PBhSQVLVqakpOiRRx7Rrl27tHbtWjVo0MBR4btcSkqKLly4YP0kJSVJkq5fv55penYvYe/evbv27t2rgQMHqnjx4tq7d6+KFSumRx55RDt37tTAgQNdvToF1qhRI+3du1evvfZati/C7d+/v7Zt26ZJkyYVmifqYJuHH35Y+/bt0z//+U+VKVMmU1n58uU1fvx47d+/X927dzcpQvs0bNhQnTp1cnm7o0aNcuhLsmG/AQMGqHTp0i5vt7AMi+XJBg0apF69euVYfujQIb388stq27Zttjfq1KlTR9OnT9fu3bsL1Q92+At9AAD+4ufnp6+//lrLli3L9ubENm3aaOHChVq3bp3KlSvn+gDhdHfccYd27dqlt956S7Vr185S3qtXL61fv15vv/12obrWsVgsppybt2nTxtTXkuAvwcHB6t27t8vbHTZsGDewujmuB0Af8EwWwzAMs4PwVBcvXlRAQIC8vb2VmJiY4x2QCxYs0GOPPabjx4+revXqmcrS09P16KOPatWqVVqzZk2heF9dYXL16lWVKlVK0s1hdv39/U2LJS0tTVFRUeratasuXLigoKAgnTlzxrR44HqJiYm64447dP78eQUGBurEiRPy8/MzOyy7rVq1KtcTj5zExsYqJCREcXFxqlq1ar6XK1OmjH7//XcFBATY3KY93OnvR27MjPPZZ5/VrFmzbF7O3j7Qtm1b/fzzzy67ucPT+4Cnr7+z63Yk+oBn94HCECOAvxw7dkxt27bV+fPnVbFiRcXHx5sdElwoPT1d+/fvV5cuXYrE7wJ//vmnatSooYsXL9q0nL3XA5K0ZMkS9evXz6ZlCqIwHGfNjHH79u268847bV7O3j7g4+Ojw4cP64477rC5TXsUhu0vcT4scU3k6X3A09dfKlicjlrHwnPLVRF04MABSVK9evWyTVR++eWX+vLLL7Vnzx5J0tq1azP9W5LGjBmjZcuWafz48SpZsqR27Nhh/cTFxblmReASxYoVU2hoqPXur/y+yxBFR6lSpax/K3x9fQt1olK6+cLsBx980GXtvfXWWy5LVNrjxo0b6tWrl+rUqaNmzZqpW7duiomJyTLf5s2b5efnp2bNmlk/169ft5a/8cYbatSokRo0aKAHH3zQ+m5kdzRlypQsN+E4i4+Pjz788EOeQkeR8eqrr8piseiXX34xOxQAgAvVrFnTek1QvHhxk6OBq3l5ealZs2ZF5neBsmXL6j//+Y/L2rv//vvVt29fl7WHvLVr104jR450WXuvvvqqyxKVgD2qV6+uevXqWX/vWbZsWZZ5YmJiFBYWprJly6ply5aZyhITE9W1a1frq9SAwoRkpYkykpU5DQHbp08f9enTR3PmzJF0c+i6Pn366L333rPOs2bNGknSv/71L7Vr1y7TZ/78+U5eAwCwn8Vi0fvvv6/bbrvNpuXOnj2ruLg4nT17Nt/LdO/eXY899pitIbrck08+qSNHjigqKkrh4eF68skns52vQYMGioqKsn5KliwpSVq/fr0WLVqk7du3Kzo6Ws2aNdOkSZNcuQo2KVWqlD766CObl7OnD7zyyitq1KiRzW25qy+++EKjRo3Kd5IbRUtkZKR27NiR7RDxKNzy8+NEdvibAAAorPr372/ziDv2XA+ULVtWH3zwQaG6edGW4/q6desUGhqq5s2bq1GjRlq4cGG+ytzB66+/rmrVqtm0jD19oFWrVnr22WdtDc9tcf5XdH355ZfW33uyu8GiTJkymj59uj7//PMsZcWLF9fzzz+vDRs2uCJUOIEnXxOSrDRRXslKwzCy/SxYsMA6T0xMTI7zTZkyxQVrAQD2q1SpkpYuXWrTXeGtWrVS1apV1apVq3zNX6tWLX3yySduf1FaokQJ3X///dY427Ztq99//92mOvbt26e77rrL+i7I8PBwLV682OGxOtLdd9+t6dOn27SMrX2gZ8+eev755+0Jz22tXLnS+qNOfpPcKBqSkpI0evRozZ071+3/rsE+ef04kR3+JgAACiuLxaIPP/xQ9erVy/cytl4PeHt767PPPlOVKlXsDdM0+TmuG4ahRx99VJ988on27t2rb7/9ViNGjNCVK1dyLXMXpUuX1hdffGEdQjA/bO0DQUFBWrp0qby9ve0N0+1w/ue5brvtNnXo0CHboTZ9fX11zz338B7rQs5TrwlJVpooI1nZpEkTkyMBAPPce++9+vLLL+Xj4+PwumvWrKkNGzaoUqVKDq/b2d5991098MAD2ZYdOXJELVq0UKtWrTR37lzr9JYtW2r9+vWKj4+XYRj69NNPdeXKFZvfAeNqEydOdNoToN26ddOyZcsK3UXppUuXFBISosDAQDVr1kz169eXr6+vRowYoZSUFG3btk2dO3d2SJIbhcvkyZM1cOBAhq/yMPxNAAAUZYGBgVq/fr3q1q3r8Lq9vb31+eefq0ePHg6v29lsPa5nvALk8uXLCggIyPTKqdz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xox588EHNmDFDzZs317Bhwwq0zZ49e+qNN97I19SrHh4e6tKlS4H282/z58/Xjz/+KOn6H5CRkZFq3bp1jq9/z7W8ceNGBQYGZr++//57SdeLqTe+v3HjRqvECtsICAhQnTp1bju39aRJk7Rhwwa9/fbbN0314OHhoZkzZ8rDw0O9e/dWRkaGrUOGFXH+gZt5eHho9uzZ6tGjx23X7dmzZ3b/B1zJO++8o9dff/22691///1asmQJz6p0EydOnNCAAQN04sQJo0NBITz33HOG7PfJJ5+0+XRssC1XGQOeffZZQ/abdT0Kzs0V8qB79+6G/O5WoUIFhYeH232/sC5XyAGgd+/ehuy3QYMGDjnLAle0bKxy5cpav369OnXqJG9vbx0/flxly5bV9OnTtWjRouz5uAtarNy1a5caNGhwy3RXYWFh2rdvX6Hjt6cbn9Xw999/a+PGjbm+/v0M0LS0NP3zzz/Zr6xtXb169ab309LS7HpMsFzPnj3VtWvXXJfv27dPo0ePzrUgX6tWLY0fP15bt27VxIkTbRgpbIHzD9ysWLFi+vbbb7VmzRo99thjN/289/T01OOPP661a9dq1qxZKlq0qIGRArZhMpn0zjvvaOvWrXruueduuaD14IMP6qefftKKFSsc4hnnsI/Lly9r3bp1unz5stGhoBA6d+6sihUr2n2/TJnu/FxlDGjQoEH2F9jtiRxwDa6QBwEBAerevbvd99u3b1/uxnMBrpADQI0aNdShQwe77/fFF1+UyWSy+35vp4jRAbiDunXraunSpbe8f/78eZ0+fVpFihRRnTp1CrTt8uXLKyYmRunp6dlTIUrS1q1bDfnDrzB69+5d4G8TtG3bVmaz2boBwRDPP/98nstDQkJ09erVPNcZOnSohg4das2wYCecf+BWJpNJ999/v+6//35duHBB8fHxMplMCgoKyteU7YAraNKkib7++mt98sknOnXqlNLS0lSuXLk8pw0H4NiKFCmiIUOGaPjw4XbbZ6tWrXT33XfbbX/A7bzyyivasGGD3fZXuXJlPf7443bbH3A7Q4YM0ezZs5WZmWmX/fn5+alv37522RcA5Mcrr7yilStX2m1/QUFBevrpp+22P0twZ6WBdu3aJUmqXbu2ihUrdsvyBQsWaMGCBdq2bZskafny5Tf9W5IGDhyoQ4cOqWvXrvrll1+0YsUKPfPMM/r999/1f//3f/Y5EAB29dZbb8lkMmn37t1GhwLAzkqXLq2QkBDVrl2bQiXckp+fn2rVqqW6detSqARcwJAhQ9SkSRO77KtYsWKaPn26Q36LHO7r4YcftmvxcPr06UyZDofSsGFDvfrqq3bb3/vvv6877rjDbvsDgNt54IEH1KtXL7vtb9q0aSpRooTd9mcJipUGyipW5jYFbLdu3dStWzdNnjxZ0vWpOrp166bPP//8pnV++eUXXbx4Ub1791b37t21f/9+fffddxo8eLDtDwKG+OGHH/Tiiy8qJSVFXbt2Va1atRQaGqrw8HAdO3bM6PBgQ9HR0dq8ebMqV65sdCiA1VWpUkW1a9dWaGioQkNDNW/evHy1Y0wEAMA5FSlSRP/9738tnso8Pj5esbGxio+Pz3ebcePGqXbt2paGCNjc5MmTFRgYaFGbguRA37599eCDD1oaHmBzY8eOtXjGuYLkwP33369+/fpZGh5gKEuuc6xcuVJhYWFq1KiR6tWrp1mzZuVrGYz38ccfW/xFioKMg08//bQefvhhS8OzG6aBNdDtipX5ndY0IiJCERERVosLju/nn3/WM888I+n6HxwdO3aUyWTS559/rr59+2rVqlUGRwhbSE1N1cCBAzVnzhy1a9fO6HAAm1iwYIHq1atnURvGRABwL0FBQRoxYoSCgoKMDgVWUK9ePc2YMUM9e/bM99/ATZs2tWgfTz75JI8JcCGuNgaUK1dOP/74ozp06KCUlJR8tbE0B1q1aqVJkyYVJDw4KFfKg2LFimnhwoW65557dPbs2Xy1sTQHatSooW+//Za7612IK+XA7eTnOofZbFaPHj20bt06NWjQQMeOHVPt2rX16KOPys/PL9dljnqHnbvx9/fXwoULdf/99+vKlSv5amPpOBgWFqYpU6YUJDy74c5KA2UVKxs0aGBwJHA0Fy5cUHBwsAIDAxUaGqqQkBAVK1ZM/fr1U1pamjZu3Kh27drJ29tbnTp1yv5lq3nz5vr7778Njh62MmbMGEVGRqpq1apGhwLYFWMiAOBGgYGB6t27t8V3IsFxPf3005o+fbo8PKx/iaJbt2765ptv5OnpafVtwxiuOAbce++9WrRokYoXL271bbds2VJLliyRr6+v1bcN47haHtx1111as2aNypUrZ/Vt16hRQ7/++qvKly9v9W3DOK6WA7mx9DpHYmKiJOnSpUsKCAi46dFzeS2D8e6++24tW7bMJgXksLAwrVixQiVLlrT6tq2JYqWBNm3aJLPZrA4dOhgdChxM6dKl1aNHDw0dOlQxMTH6+OOP1apVK02bNk3r1q1Ty5Ytc5wq6dNPP1Xnzp0NiBi29ueff2rr1q0aMGCA0aEANvX000+rfv36ev7557O/VcuYCAC40cWLF7VixQpdvHjR6FBgRc8995wWLVpktQvVHh4eGjlypObOnSsvLy+rbBOOwVXHgPbt2+u3335TzZo1rbbN3r17a9WqVfL397faNuEYXDEPGjRooE2bNunuu++22jbDw8O1YcMGHqXjglwxB/Ijt+scJpNJ8+fP16OPPqo777xTrVu31qxZs1S0aNE8l8Gx3Hvvvfrjjz8snho7L0899ZTWrl3rFIV9ipWAg4qJiVGjRo0kSVFRUQoNDZV0fbrDRx555Jb1J0yYoEOHDumdd96xZ5iwk99//1379+9X1apVVaVKFcXGxqpDhw5avny50aEBVvPHH39ox44dio6OVkBAwE0PGGdMBABkiY2N1csvv6zY2FijQ4GVRUREaO/evXrqqacKtZ06depo8+bNmjBhAndUuiBXHgOaNWummJgYvfzyy4WarrJixYpaunSp/vvf/3JHpYty1TyoXr26Nm7cqPfee69Qd32VLFlSM2bM0LJly9ximlB35Co5cM899ygwMDDH18mTJ29aN6/rHOnp6Xr33Xe1aNEiHT9+XL/++qt69eql8+fP57kMjic0NFTR0dEaOXJkoWYdKVeunBYuXKg5c+Y4/B2VWShWAg4qJiYm+2J81oV5s9mslStXqmPHjjet+8EHH2jhwoVavny5fHx8DIgWtvbaa6/p1KlTOnbsmI4dO6bg4OAc+wLgzLK+7erl5aUhQ4Zo/fr12csYEwEAcA8BAQGaM2eOtmzZol69ell0sfree+/V999/r+3bt1v8HB/AUfj4+GjSpEnau3evBg8ebNEFxgYNGmjatGnav3+/OnXqZMMoAdvx9PTU8OHDdfjwYY0ePdqiYmPVqlX13nvv6ciRI3r22Wd5RiUc3vr163Xu3LkcX5UqVcpe73bXOWJiYnTq1Cm1atVK0vXnGd5xxx3asWNHnsvgmIoVK6YJEybowIEDGjZsmEqXLp3vtnXq1NHnn3+uQ4cO5fjlfkdWxOgAANwqLi5OHh4eqlChgiRp586deuONN/TXX38pJCREfn5+2etOmjRJc+fO1Zo1a5jaBYDTunLlitLS0rLHsblz52bfScmYCACA+2nWrJmaNWumDz74QGvWrNG2bdsUFRWlY8eO6cSJE8rMzJSXl5eeeeYZhYWFqU2bNladMgswWu3atfXJJ59owoQJWrVqlaKiorRt2zYdOnRIx44dU2ZmpooUKaLu3bsrLCxMrVq1UpMmTSjOwGUEBwfr7bff1htvvKG1a9dq69atioqK0t69e3XkyJHsHHjkkUcUFhamu+++W/fee69Nnn8MGCk/1zkqVaqk2NhYHThwQHfddZcOHz6sI0eOqFatWipSpEiuy+DYatSooQ8++EDjxo3T6tWrs38fPnDggI4ePZo9Dj7xxBMKCwtTixYt1Lx5c6f9XYBiJeCAtm/fnn0HkXR9+oopU6YoICBAXbt2zX4/NjZWw4YNU7Vq1dSuXTtJ1795sWXLFjtHDHs7duyY0SEAVpWQkKDHHntMGRkZMpvNqlatmmbPni2JMREAAHcWGBio7t27q3v37tnvBQcHKy4uTuXKldP06dMNjA6wPV9fXz3yyCM33R2RlQNBQUH65ptvDIwOsL2iRYsqPDxc4eHh2e/dmAPz5883MDrAtm53naNTp056++231aRJE02bNk2PP/64PDw8ZDabNWXKFFWsWFGS8lwGx1e8eHF16dJFXbp0yX7vxnHwu+++MzA666FYCTigiIgIRUREZP87KipKklS3bl2tW7cu+/3g4GCZzWa7xwcA1latWjVt3749x2WMiQCAG3l7eyskJETe3t5GhwLAAIwBAHkAuEsO3O46x7Jly7L//6mnnsr1ud95LQMcBcVKwIns2bPH6BAAwGEwJgKAe6pevboWLlxodBgADMIYAJAHADkAuB6KlYAdXLlyxegQcmWP2NyTT2twAAEAAElEQVT9+O25H0u5+/FLjh2bK3Hkz9mRYwMAAAAAAM7Pka89OHJscB8UKwE7CAoKMjoEQ7n78Ut8Bu5+/KAPAACsZ+/everevbu+//571alTx+hwANgZYwBAHgDOmANcFwHy5mF0AAAAAAAA5JfZbFZaWhrPKQbcFGMAQB4A5ADgerizErARHx8fJSUlGR2GRXx8fKy6LXc+/qztOdNn4O7HL1n/M3B39AEAAAAAAOCuuC4C5B/FSsBGTCaTfH19jQ7DMO5+/BKfgbsfP+gDAAAAAADAfXFdBMg/poEFAAAAAAAAAAAAYAjurAQAAAAAOI3q1atr8eLFqlSpktGhADAAYwBAHgDkAOB6KFYCAAAAAJyGt7e3atasaXQYAAzCGACQBwA5ALgepoEFAAAAADiNuLg4vfHGG4qLizM6FAAGYAwAyAOAHABcD8VKAAA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uLs7quIzQrl07y5SWuQkJCclxce/06dN64oknNH369HzzQEEY1cfvuecede7cWd9//72ee+45SdK2bdt077335rudj4+PFixYoPDwcH300Ue6++679dprrxUqlqJwntMH6AOe2AfwP5UrVy7wH1s+Pj42/WF248aNIv17kXMABT0PbD0HsrKyitw5wHgY9mRrgQPGseZclmzLA+QAz5GRkcHn7YIYC8Cerly5oitXrhgdhsMVxXG9rdxlLBAfH2/zthQrXdyZM2ckKc9vkGffLSnlLFbOmzdPxYoV0z/+8Q+7xzR79uwCfaM9KipKHTt2lCRNnjxZr7/+utVt7dmzR15eXnryySdvWZY9vdqvv/5q+fb10aNHVbp0aavbkaQqVarwTXsHseabPtnfEPb397dqu2rVqlkdV2FlZWU59KJnSkqKevfurV69euX40oGt7N3HC3r8gYGBevrppzVr1ixLoWrTpk0aM2bMbbctXbq0/Pz8dOPGDXXp0kXe3t6Fitme74GjP3+JPiDRB4p6H0Du0tLSdOnSpVyXXbx48bbbV65cWT4+PsrIyMh3/byW+fr6qkKFCgULthA4B5CXzMxMm/putsKeA15eXqpSpUrBgnUSdx0Pw3Y3btyw6W4KSQoKCuLOShdj7d0vtuQBcoDr+fPPPy0Xo63h4+OjSpUqOSAiOBJjAfxdenq6zVO7ly1b1u3vrMzKyiqS43pbufJY4K9/+xfm94/JnN/XllHklS5dWomJidq1a1euz/X67LPPNHjwYAUFBeW4KNa+fXtdu3ZNL7zwgqZOnapz586pXr16mjhxop566imbYmnXrp02b96sU6dO3bZYuWfPHnXs2FFXrlzR5MmTNWnSJJvaDAwM1NWrVwu8/pUrVxQYGFjg9ZOTk1WyZElJN4ufAQEB1oaIArBmbu2DBw/qscce09KlS9W4ceMCb9ewYUNbQisUR/efL774Qs8884yKFy+e64XVmJgY1ahRw7AYrdl3amqqqlWrptOnT6tUqVIaPXq0pk2blu/+zWazHnzwQW3ZskX16tXTiRMntHfvXoWEhDgszqKw37+iD9AHinofQO6OHj2qBg0a2Lz9uXPnFBwcrNjYWFWvXt3q7Z988kl98803NrdfUJwDyEtaWppKliypjIwMm7Yv7DkQHh6u3bt329S2o7jreBi2u379uoKDg3X58mWrtvP391dcXJzKlSvnoMjgCNY+b8qWPEAOcD0ffPCBRowYYfV2L7/8st5//30HRARHYiyAv0tPT9cdd9xh9RdAfXx8dObMGctjdtxRcHCw4uLiVK1aNcuskq7OlccC9vqbmq8Nu7jsOwZz+2P73LlzlrtSmjZtmmPZhQsXdPToUY0ZM0YTJ07UunXrFBYWpqefflobNmxweNwLFy4sdKFSkhISEmQ2m3P9yd7v/fffb3nNmkIliqb69evrl19+Uf369Y0OxXD9+/eX2WxWSkqKkpKSbvm53cXZosTf31/t2rXTunXrdOjQoQL98pw9e7Y2btyoCRMmaPny5TKZTIqIiMj3GVjuhj5AH3CnPuBJ6tata/NMD/aQ2xfcXBXngGvy8/Mr1POFCys8PNywtu2B8bBnKF68uAYOHGj1dk899RSFSg9AHvAMzz77rIoXL271dkOHDnVANChKyAGeoVixYhoyZIjV2z388MNuXajETe6YByhWurjsaVTffvttHT161PL69u3b9cADDyghIUFSzilgpZtTLyUlJenTTz/VgAED1LFjR3399dcKDQ3VlClTbIpl0KBBmjJlisqWLXvbdWfOnKmVK1cWqlAJz1SsWDGVK1fO4c8ohfP16tVLK1eu1OrVq9WjR4981z1x4oRGjx6t8PBwjRkzRg0aNNCUKVO0c+dOTZ8+3UkRw97oA/AUXl5eat68uWHtu3qhBu7ByH7o6ucA42HP8cILL1j1zXRfX1/985//dGBEKCrIA56hbNmyVhcqHn74Ybe6cI3ckQM8x5AhQ1SmTJkCr+/t7a2RI0c6MCIUFe6YByhWurjXX39dZcuW1blz59S4cWOFhoaqbt26at26tUJCQtSmTRtJtxYrg4KCJP2v2ClJJpNJDzzwgH777TebYunfv7/Gjx9foATq5eWlXr162dQOPNvZs2f1wgsv6OzZs0aHAjvr0aOHfvzxR50/fz7fZ6llZWUpIiJCGRkZWrBggXx8bj5+eeTIkWrdurUmT56smJgYZ4UNO6IPwJN07tzZkHbLlCmju+++25C2gb8y6hwwmUx68MEHDWnbXhgPe45atWppyZIl8vX1ve26Xl5emj9//i1/+8M9kQc8x7vvvqsuXboUaN3mzZtr/vz5jg0IRQI5wHNUrVpV3333XYHusjaZTJozZ45atWrlhMhgNHfMAxQrXVyNGjW0detWdevWTf7+/jpz5owqVKiguXPnauXKlZa5jv/+B0v2PMZ/f2RpVlaWTQ/vBpwlMTFRkZGRSkxMNDoU2FlQUJAaNWp02wcxz5w5U9u2bdObb76ZY0727As0Xl5eHjcVqLugD8CTDBw4sEAXn+0tIiKCZzKiSHjooYdUpUoVp7fbtWtX1apVy+nt2hPjYc/StWtXrV+/Pt9nHdeqVUurVq3SU0895cTIYCTygOfw9fXVypUr9eKLL8rPzy/Xdby9vfXUU0/p559/NvRRA3AecoBnad++vSIjI/N9LmH16tW1ZMkSDRo0yImRwUjumAcoVrqBxo0ba/Xq1UpMTNS1a9f03//+V4MGDdKVK1d04cIF+fj4qFGjRjm2eeihhyRJ69evt7yWlZWlTZs2qUWLFk6N31EmT54ss9msn3/+2ehQABRQ//791bt37zyXHzp0SBMmTFCrVq00atSoW5bXr19fU6dO1a5duzRt2jQHRgpHoQ/AU1SsWFGPPfaY09t9/vnnnd4mkBtbn8FTWC+88ILT2wQKq23btjp06JA2btyofv36Wb7sUrx4ca1evVrHjh1T9+7dDY4SgKP4+vrqww8/VFxcnKZPn65OnTpZpv0rVaqUTp8+ra+//lqlSpUyOFIAjtKyZUsdOHBAW7Zs0bPPPmsZC/j7+2vlypU6efKkHn30UYOjBArHx+gA4DgHDhyQJDVs2PCWb1/17NlT9913n4YMGaI///xT1atX12effaZDhw7lKGACgDMNHjw43+UhISG6fv16vuuMHDmS+fldGH0AnmTSpElavny502a1iIiIUMOGDZ3SFlAQL730kubMmaOLFy86pb377rtPXbt2dUpbgL1lP7blgQceUGRkpOLi4lSuXDl169bN6NAAOElQUJBeeeUVvfLKKwoODlZcXJxKly6t4OBgo0MD4AQmk0n33Xef7rvvPm3YsEFxcXEKCgriUWtwG9xZ6cayi5W5PbPCZDJp1apVeuSRRzRmzBg99NBDOnv2rNasWaMHHnjA2aECsMKSJUs0dOhQpaamqnfv3qpfv77CwsLUpUsXnT592ujwYKOXXnpJNWvWlMlkyvPZwadPn1a7du1UpkwZ3XXXXTmWbdiwQWFhYZafqlWrqnnz5s4IHXZSs2ZNNWzY0PIZLl68uEDbkRNcV/369fXWW285pa1q1arp/fffd0pbtipoHzabzXr11VfVuHFjNW3aVO3bt9fx48cty9977z01adJEYWFhatWqlXbt2uXEo4A1ypUrpzlz5jilreLFi2vevHny8uJPYAAAAAAoavhLzY3lV6yUpMDAQH366ae6dOmS0tLStGPHDnXu3NmZIQJWq1SpkkaPHn3bZ9q5sxUrVlimyRwyZIiOHDmi6Oho9ejRw5Dp1GAfjz32mLZt26Y77rgjz3VKly6tqVOn6uuvv75lWceOHRUdHW35ad68ufr27evIkOEAS5cutXyGTz75ZIG2ISe4tn/+85+6//77rdrm4sWLio2NLfDdaF5eXpo7d64CAwNtiNC5CtKHV61apS1btig6Olr79+9Xhw4dNHbsWEnSvn379NFHH2n79u2Kjo7W8OHDNWzYMGcfBqzQq1cvDRgwwKptrD0HpJtF7Lp161obXpHEeBgAeQDwbOQAAO6YByhWurHsYmXTpk0NjgSwn/LlyysiIkLly5c3OhSHuXLlioKDg1W+fHmFhYUpJCREfn5+eu6555Senq5ffvlF7du3l7+/v7p16yaTySRJatWqlU6ePGlw9LBV27Ztbzt9T7ly5dSmTRsFBATku9758+e1adMm9e/f354hwiDkBPfm7e2tFStW5Pnlsty0aNFC1atXL/BzxufMmaMuXbrYGqLTWNOH09LSlJqaKrPZrGvXruXIn+np6UpOTpYkJSQkMDWaC/jkk0+smp7V2nPg9ddfd6tnVXrCeBhA/sgDgGcjBwBwxzxAsdKN/frrrzKbzdwtCbdy9epVrVu3TlevXjU6FIcpW7asnn76aY0cOVLR0dH64IMPdO+992rOnDmKjIzUPffcY3mQ9l99+OGH6tmzpwERo6hZsGCBunbtqooVKxodCqzUt29fhYaGavDgwfrjjz8kkRM8QWBgoDZt2qSWLVvadb/e3t76/PPPb/ss2KIqrz7cs2dPtW/fXpUrV1aVKlW0ceNGvfnmm5JuzigycuRI1apVS8HBwXr//ff10UcfOTt0WMnX11fLly/Xww8/bPd9T5o0SW+//bbd92skTxgPA8gfeQDwbOQAAO6YByhWAnApsbGxGjFihGJjY40OxaGio6PVrFkzSVJUVJTCwsIk3ZzuMbcLeW+//baOHTvmtGefoWj7/PPPNWjQIKPDgJW2bNmiffv2ac+ePQoKCtKzzz5rWUZOcH/lypXT5s2bNXbsWHl7exd6f40aNdJ///tfRUREFD44A+TXh/fs2aPDhw8rLi5O58+fV4cOHTR8+HBJ0pkzZ7Rq1SqdOHHCMmZgSmzX4O/vr6VLl+rDDz9UiRIlCr2/qlWravXq1Zo8ebLlbl134SnjYQB5Iw8Ano0cAMAd8wDFSgAogqKjoy3FiOzChNls1o8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ji8WiuXPn5rvMfffdp5IlS2r37t0uiNB5yIEbyAFy4J133lGbNm30ySef5Lly+vLly5o6daoiIyNtFy8B8C5nz55Vu3bt9MILL+inn37KM33z5s3q06ePevXqZbvbCoB3mT17tlq2bKmPP/5Y6enpuaZduXJF7777riIjI/XVV18ZFCEAZ7pw4YI6duyooUOHav/+/Xmmb9++XY899pj+9re/cbc1PEpaWpo++OADl2931apVHnPBr7efF9mzZ49++OEHl2931qxZys7Odvl2b4VipZfYu3evGjZsqKlTp+r8+fOqX7++rl+/rmnTpqlfv362H/Z33XWX02Lo0KGDLBZLoRq7Xbt2qUmTJjp+/HixthkSEqLw8HBJ0pYtW/JM/+WXX3T48GH5+vqqWbNmxdoW3ENgYKDatm2rwMBAo0NxqVatWqlfv35avHixtm3blu886enp+vvf/6527dppzJgxLo7Q8a5evZrvcwonTJigRo0aadiwYTp16lSuabNmzdL69es1duxYNW3a1FWhugQ58DtywDw58P7772v48OG3vMDpypUrioqK8vgCNQrHrH0BM7py5Yq6dOmi+Pj4W867bNkyDRgwwC1/dMPxaAfMY8GCBXrmmWdu+dlOTk5Wz549tXXrVhdFBiPRBphHSkqKunXrph07dtxy3jVr1ujRRx/lZgWT8IZ2YO3atbbRAlzJarVq0aJFLt+uI3jbeZGPP/7YkO0eP34831qK0ShWeoGLFy8qKipK58+f18iRI5WYmKjdu3fr/PnzmjhxopYtW6a4uDj5+PioYcOGRocrSVq0aJHi4+PVoUOHYhcs//Wvf8liseipp57Sp59+qosXLyo5OVnff/+9HnjgAaWlpWns2LGqXr26g6KHkWrUqKE5c+bkudPKDMaPH68SJUpo/Pjx+U5/5plnlJaWpnnz5rk2MCdZu3atunTpkud1Pz8/zZ8/X9euXdPjjz9uK2L8/PPPGjFihJo0aaKxY8e6OlyXIAduIAfMkQNXrlzRsGHDCj1/SkqKXnjhBecFBLdh5r6A2bz77rvat29foef/7LPP9PXXXzsxIrgL2gFzSE1N1T//+c9Cz5+enq6hQ4c6ZBQnuDfaAPOYPXu2du3aVej5V69ereXLlzsvILgNb2gHClOE98ZtF5c3nRchB3KjWOkFnnvuOZ0+fVrDhw/XlClTFBQUZJs2duxY1atXT5mZmapbt26u8ZyNNHXqVA0cOFCnTp0qdsGyb9+++uKLLxQaGqpHH31UlSpVUpkyZdShQwddvnxZn376aZEeVAz3lJWVpeTkZFM+l6h27drq3bu3vvnmG8XExOSa9t5772nVqlVavny5SpcubVCERZeUlJTntdjYWDVv3jzf+XOKURs2bNCMGTOUnZ2t6OhoZWRkaP78+SpZsqSTIzYGOfA7csD7cuDP5s+fr9TUVLuWiYmJsauwAc9k5r6AmWRkZGj27Nl2LzdjxgwnRAN3QztgDp988km+fcSbiYuL0/bt250TENwGbYA5ZGdna+bMmXYvV5Rl4Hm8oR2IjY015baLy1vOi2RlZWnPnj2Gbd8dc4BipYc7cOCAlixZosqVK+c7BrPFYrENf/rHIWDPnDmj5557Tm3atFHp0qULPXxrYWOKi4u76V98fLyGDh2qdu3aFbtgabVadezYMV2+fFk+Pj6qWbOmGjZsKH9/fx07dkz//e9/8wwTCM916NAhtWjRQocOHTI6FEOMHTtWPj4+euWVV2yvbdy4UaNGjdKnn37qkVeUrVmzRrVr19bZs2dtr2VlZalEiRKyWCwFLpczzOeoUaP0wgsvKCYmxjY8qDcjB35HDnhPDuSnqFdBesLVkyges/cFzOLbb7/N9b1QWKtXr9Yvv/zihIjgTmgHzIG+AApCG2AOW7Zs0bFjx+xebuPGjTp58qQTIoI78YZ2IL9nsLrKmTNndOXKFcO2X1zecF7k5MmTdl+g7Ug//vijYdsuiK/RAaB4Fi5cqOzsbPXr16/AqwX8/f0l5S5WHj16VEuWLFGzZs30l7/8xaEPon/ggQfsXubUqVMaNGiQ1q9fb/eygwcP1uzZs3X33Xfr66+/Vp06dSTdGD7un//8pz7++GO1bdtWBw4cUJkyZexef446derIx4f6vjNER0cXet5z585JulHcsOfqEyN+sBblmUkdOnS46bBFERERua4aO3HihHr16qW33npLHTt2LFKcORyd44Xd/zZt2uj+++/XypUr9fTTT0uSNm/erLZt2950OV9fX82fP1/NmjXT9OnTdffdd2vkyJHFitmR70FRn5lFDpAD3pQDxZHT3ttr1qxZWrJkiYOjcS857825c+dsz+72dN7aF3AWb8yBP0tJSSnSclarVQ0bNpSfn5+DI4Iz2dMGSEVrB7ypDTCLxMTEIi03b948rVq1ysHRwNnoC+DPinMSv3nz5rbzofAMZuwL3Ow3786dOxUaGlrg9JxpoaGhOn36dIHzJSYmqkWLFvlOq1evnkqUKFHIaIvO7OdHC5KRkVHgtFsdf6n4OXDgwAGH/Zb84zFu165dke8YpVjp4b799ltJuumH8MyZM5JyFyvbt2+v8+fPS7rRUDuyWNm1a9dC32Z96NAh21UknTp1sntb8fHxev/991WyZEl9+umnuv32223TypUrpw8++EA7d+7UoUOHNGPGDL388st2byNHUU+a4tbs6YCmpaXZ/mvPcgkJCXbH5e5SU1PVs2dP9ejRQ88++2yx12dUjgcHB6tPnz6aMWOGrVC1YcMGjR49+pbLli1bVv7+/rp+/bq6dOlS7E6Wp33OyQFywFtywJGuXbvmlW1+frKzs71mX+kLFI035YAjXbhwwegQYCd7T0gXpR3gs2Ie6enpHG8PRF8AjnTx4kWjQ4Cd6AvkFhoaWqhCkq+vb5ELTkW9KMjdeON5kcIef6noOZCVleWUz0ROzakoKFZ6uJxhDQq6tTk9Pd32vIY/FiudeXXAzJkzC3WrdWxsrDp37ixJmjBhQpEKiVu2bJHValWdOnVyFSpzlCxZUh07dtShQ4fseiB3fqpWreo2d5t4G3vGEA8ICLD9157lwsLC7I6ruLKzs536Bbd06VLFx8fr8OHD+d5FdODAAVWvXr3Q63N0jtuz/506ddKAAQN09epVlSlTRmlpabZjXRCr1aonnnhCaWlpql+/vqZMmaLevXsrIiKiyDE78j1w9vGXyAFywP1zoDh++eWXm15pWJCgoCCVK1fOCRG5j3Pnzik7O1s+Pj6qWrWq0eE4hLf2BZzFG3Pgz9LS0vTrr78WadnQ0FCXXCUOx7H3mUJFaQe8qQ0wiwsXLuj69et2L1e6dGmVL1/eCRHBmegL4M/S09OLXHSsUqWKfH057e1JzNgXyOnT5+dWhcTQ0FD5+voqMzPzpvPebJqrfv+b/fxoQTIzMwss7BWmkFzcHPD19VWVKlUKF+wt/PEYF2edtNoeLmd4pJyrSf5swYIFunLlikJCQtyqQd69e7fuvfdeJSUlacKECXr11VeLtJ6rV69K0k2faZajoPeosI4cOaLAwMBirQP5s2d8+f3792vu3Lnq1q2bGjRoUOjlJk2aVJTQiiUlJUVBQUFOW3///v3Vv39/h63P0Tluz/4HBASoQ4cO+uqrr9SwYUPVq1fvlsvMnDlT3377rV577TX16tVLkZGRio6O1tatW4t8gtKR74Gzj79EDpAD7p8DxTF9+nQ999xzdi+3detWr39uaXh4uBISElS1alXbCBqezlv7As7ijTnwZ5mZmapRo4bdV/t2795dX375pZOigrPY+7yporQD3tQGmMWHH36oJ554wu7lNmzYoJYtWzohIjgTfQH8WXZ2tu68804dPXrUruX++te/2kaig+cwY1/gvvvuK/CRaAUN3Zrj9OnTCg8PV2JioqpVq2b3tsPDw286dKgjmf38aEGysrJUrly5fB9/cavjLxU/Bx555BEtWrTI7uXy88djvHnz5iKvxz0unUeR5YxNnN9dg6dPn7YNode4cWOXxnUrH330kS5fvlysQqUk2/MpDx8+rFOnTuWZnpmZqe+++06SVLdu3SJvB+6jbt262rJlC8fTC/Xo0UMrVqzQ6tWrFRUVddN5jx07plGjRqlZs2YaPXq07rzzTk2cOFE7duzQW2+95aKI4WjkAP5owIABdl9de88993h9oRL0BczC19dXgwYNsnu5IUOGOCEauBvaAXN49NFHFRwcbNcyTZo00d133+2cgOA2aAPMwcfHR4MHD7Z7uaIsA8/jDe1As2bNTLlt3FCiRAlFRkYatn13zAGKlR4uZxjVyZMn6/Dhw7bXt23bpr/+9a9KSkqSlHsIWGcZOHCgJk6cWKjhVqZNm6YVK1YUq1ApSffff78qVaqkjIwMPfroozp27Jht2pUrV/TUU0/p4MGDslgs6tevX7G2BfdQsmRJVahQQSVLljQ6FDhYVFSU1q1bp7Nnz6pSpUoFzpedna3o6GhlZmZq/vz5tqFdhg8frtatW2vChAk6cOCAq8KGA5ED+KNy5crp3//+d6HnDwoK0rvvvuu8gOA26AuYxwsvvGDXRZePPvqo7rvvPidGBHdBO2AOpUuX1owZMwo9f0BAgGbMmFGokZfg2WgDzOOZZ56x6wKE7t27q2fPns4LCG7DG9oBI0cB4MIe90AO5Eax0sO9/PLLKl++vE6fPq0GDRqoUaNGql27tlq3bq2IiAi1a9dOkmuKlf3799e4ceMK9ZwoHx8f9ejRo9jbDAwM1Mcff6xSpUpp27ZtuvPOO1WnTh01atRIoaGhmjdvniwWiyZPnqymTZsWe3sw3qlTpzRkyJB876SFZwsJCVH9+vVvObb5tGnTtHnzZr322mu5hvrw8fHRvHnz5OPjo+joaGVlZTk7ZDgYOYA/e+qpp/Tvf//7licdg4ODtXr1ajVp0sRFkcFI9AXMo2zZsvrqq68KdcXxww8/bPsOgPejHTCPPn36aPb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fGJ6NlJy7tgEAgGczmfPGSYBLmjBhgmbMmKHRo0cXOezVkCFD9PHHH2vGjBl6/fXXJUmbN2/Wk08+qdatW8tsNmvdunWFTlhujcjISP3000+lLt+tWzdt2LDB6nLDhw/XBx98oHvuuUefffaZGjVqJEm6fPmy/t//+3/69NNPFRISooMHD6pixYpW7Ts9Pd3SUzU4OFheXiXP7+fm5urs2bOSpLS0NAUEBBS6XWpqqkaNGqX77rtPw4YNkyT99NNPSktL0yOPPHLbOn777Te1bt1aWVlZuueee/TLL7/I29u7xDFKZTvG2ynp8ZdVfHy82rZtqzfeeEMvvPCC1eXtdfwAAKD0srOzde7cuVKVrVy5cr6RRgBXZDab8z2wt0ZAQICqVKli24BsLCMjQ5cuXSp03c6dO1WrVq3blq9Vq5Z8fHyUk5Oj5OTkIrdLTk5W27ZtCyz38/NTUFCQdUGXAvdERbt06ZIyMjIKXVdcGyjp+ZeKbgOO+qxwRBso6/mXnOO5gJHPRux5DbhCG+C5CACgLG7+rAsPDy/1lAs+tgwKjrdx40ZJUpcuXYrcJjExUVL+npX33XefUlJSJEkLFizQunXrbBZTz549SzzcxOHDh3XgwAFJUteuXa2ua+/evfrwww9Vrlw5LVu2TPXq1bOsq1y5sv773/9q586dOnz4sObMmVOmOVzyLjhbq1Klip566inNmTPH8oX8xx9/tCSWb6dSpUry9fVVVlaWevToYXWi8lb2OkZ7ycjIUJ8+fdS7d+9S35TdzNWOHwAAFHT58mVdvnzZ6DAAw6Snpys9Pd3oMEqtVq1aCgkJKdG2Pj4+Jd72ZpmZmUpKSrK6nDNyx3uikraB0p5/yX0+K2x9/iXj2oCzPBtxhmvAGu74NwAA4Lryck6lQbLSxZ06dUqSiuwRee3aNW3fvl1S/mSlPX8lNXfu3BL10IyNjVW3bt0kSVOmTClVInHr1q0ym81q1KhRvkRlnnLlyqlLly46fPiwdu3aZfX+b1aWnpXF6dq1qwYOHKgrV66oYsWKyszMlJ+f323LmM1mDR48WJmZmWrWrJlmzpypfv36KTQ0tMQx3spev6C0l6+//lp79+7V0aNHtXTp0gLrDx48qLp165Z4f/yCEAAA51CW7xF33HGH08zTDpTF2bNnlZuba3W5SpUqWT2ijKNdvXpVFy9eLHRdcT3lJOt6VhamQoUKuuOOO0oWbBlwT1S01NTUIpPqxbUBa3tWFqZKlSp26+l6M3u3AVuff8nY5wLO8GzEnj0r7cFV/wYAANzHzZ91NWvWLPV+SFa6uLwv95mZmYWu/+yzz3T58mUFBQWpdu3ajgzttnbv3q0HH3xQqampmjJlit54441S7efKlSuSdNv5C/IU9R6V1LFjx6y6mbl5GI3i+Pn5KTIyUuvWrVOLFi3UtGnTYsvMnTtXGzdu1NSpU9W3b1+Fh4dr0KBBpRoKNo+1x3g71hx/aQ0YMEADBgyw2f5sefwAAKBsevfurZUrV1pVpmrVqjp9+nSJR/kAnNno0aP1zjvvWFXGy8tL+/btK/SHnM7k4MGDat68eaHrChuy81anT59WSEiIkpOTVadOHavrnzhxosaPH291OWtxT1S0Dz74QMOHDy90XXFtoKznX5K+++47de7cuVRlrWHvNmDr8y8Z+1zAGZ6N2PoacLU2wHMRAIC1bv6s27JlS6n3w09lXFzePA6F9Ro8ffq0ZbiMli1bOjSu4ixatEiXLl0qU6JSkmV+yqNHjyohIaHA+pycHG3evFmS1Lhx41LX4wi9e/fWihUrtHr1akVFRd122+PHj2vs2LFq3bq1Xn/9dTVp0kTR0dHasWOH3nrrLQdFDAAAYD+jRo2yuszgwYNJVMJtjBgxwuoyUVFRTp+olKQmTZoY+jC8devWhtWNG4w8ByaTSREREYbVj9vj2QgAAJ6JZKWLyxtGdcaMGTp69Khl+bZt2/TAAw8oNTVVUv4hYO1lyJAhio6OVtWqVYvddvbs2VqxYkWZEpWS1L17d1WvXl3Z2dl68skndfz4ccu6y5cv6/nnn9ehQ4dkMpnUv3//MtVlb1FRUfr+++915swZVa9evcjtcnNzNWjQIOXk5GjhwoXy8bnRQXr06NHq0KGDpkyZooMHDzoqbAAAALt48MEH1adPnxJvX69ePY0ZM8Z+AQEO1qhRI40ePbrE21euXFkzZsywY0S24+3tbWiyimSl8cLCwuTr62tI3aGhoXbv8YrS49kIAACeiWSlixs3bpxluKvmzZsrLCxMDRs2VIcOHRQaGqpOnTpJckyycsCAAZo4caIqV65c7LZeXl7q3bt3mesMCAjQp59+qgoVKmjbtm1q0qSJGjVqpLCwMNWqVUsLFiyQyWTSjBkz1KpVqzLXZ09BQUFq1qxZseM6z549W1u2bNHUqVPzDZ3k5eWlBQsWyMvLS4MGDdL169ftHTIAAIDdeHl5afHixXr44YeL3fYvf/mL1q9fX6b5MQBn9NZbb2nYsGHFble1alWtXr26yKFVndHTTz9tSL09evRQtWrVDKkb/8fX11dPPPGEIXU7+w+ZPR3PRgAA8EwkK11c3bp1FRMTo4cfflh+fn46deqUqlevrvnz52vFihU6fPiwJMckK43SvXt37du3TyNGjNBdd92lxMREHTlyRNWqVdMTTzyhzZs3a9y4cUaHWSIDBgy4bQ+CQ4cOadKkSWrfvr1eeeWVAusbN26sadOmaefOnZo5c6YdIwUAALA/f39/rVixQh988EGh0xrUrFlTkyZN0vbt251+yH+gNLy8vDRv3jwtW7ZM9913X4H1lSpV0osvvqjY2Fjde++9BkRYek899ZQqVark8HpHjhzp8DpROCPORbly5TRkyBCH1wvr8GwEAADPYzKbzWajg4B9XLx4UUFBQfLx8VFaWlqRQ6wsWLBAzz77rE6ePKn69es7Nkgnd/PksGlpaVbNq1KWso5krzg9/fgBAIBtmc1m7dq1S7///ruys7NVs2ZNdenSReXLlzc6NMBhDhw4oN9++02ZmZm644471KVLF5ceznL06NF65513rC53+vRphYSEKDExUXXq1ClxubvuuktHjhyRt7e31XWWhqvcaxgVp9ls1j333KNdu3ZZVa6051+6kQRbtGiRVWXKwtPbgKcfv733bSuuECMAwHnZ6nPEx5ZBwbns379fktS0adNCE5VfffWVJFluDNauXavq1aurfv36atOmjeMCBQAAAIphMpnUtm1btW3b1uhQAMM0b97cpYZ6Lc4bb7yhL7/8UomJiQ6p78MPP3RYorI0XnzxRX333Xc6deqU9u/frxYtWhS5bWZmplq1aiV/f3/LPX18fLwaNmyYr9zXX3+tu+66y+6xl4bJZNJ//vMftWvXziFDdd5xxx1688037V4PAAAArMcwsG4sL1lZ1BCwTzzxhJ544gnNmTNH0o0hWJ544gn9+9//dliMwM3q16+vpk2bKjw8XOHh4Vq6dGmJyn355ZcaMWKEMjMz1adPHzVu3Fjh4eHq0aOH4uPj7Rs0AAAAgFKpXLmy5s+fb3W55ORkJSYmKjk5ucRlRowYoQceeMDquhzpb3/7m7Zs2aJ69eoVu+2ECRPUoUOHAsurVKmiuLg4y8tZE5V5Wrdurddff92qMqU5/5L073//W7Vq1bKqjDPjPhi0AQCAOyFZ6caKS1aazeZCXwsWLHBglEB+X331leXG+sknnyxRmW+//dYyn8XQoUN15MgRxcXFKSoqSkOHDrVjtAAAAADKonv37ho3bpxVZdq2bas6deqUuKd169atXaJH3X333aeQkJBit4uJidGxY8c0YMAAB0RlfxMnTlSXLl1KvL2151+Snn/+efXr16804Tkt7oNBGwAAuBOSlW4sL1nZsmVLgyMByubSpUsKCQlRtWrVFB4ertDQUPn6+mrYsGHKzs7W1q1b1aVLF/n5+enhhx+WyWSSJLVv314nTpwwOHoAAAAAtzNjxgy98MILdtn33XffrXXr1rn03J43S09P10svvaR58+YVuv7PP/9U27Zt1apVK02dOtUhw6uWla+vr1asWKF7773XLvt/+umnNW/ePMt9oqvgPhi0AQCAJyFZ6cZ++eUXmc1mde/e3ehQgBJ7+umnFRYWpueee07nz5+XJFWtWlVPPfWURo8erbi4OL377ru699579cEHH2jTpk3q2LGjypcvX2Bf7733nnr16uXoQwAAAABgBZPJpPfee0/R0dE2nVOye/fu2rx5s6pVq2azfRptzJgxGjVqlGrXrl1gXXBwsBITE7Vz50798MMPiomJ0axZswyI0noVK1bU+vXr9be//c2m+3311Ve1aNEip56rtCjcB4M2AADwJCQrATiNn3/+WXv37tXu3bsVFBSkZ555xrIuLi5OERERkqTY2FiFh4dLujHsyaOPPlpgXzNmzNCxY8c0ffp0h8QOAAAAoPRMJpMmTpyobdu2qUWLFmXaV8WKFfXRRx9p7dq1qlKlim0CdBJbtmzR1KlTVb9+ffXr10/79+9X8+bNJd3ooVijRg1J0h133KHBgwcrJibGyHCt4u/vr2XLlumLL75QUFBQmfZ111136aefftJbb70lLy/XffTFfTBoAwAAT+G639gAuJ26detKksqVK6eXXnop3411XFyc5Ut53hd0s9ms77//Xj179sy3n7ffflvLly/X2rVr5e/v77D4AQAAAJRNmzZttGvXLs2dO9eShCupO+64Q2PGjNHBgwf13HPPudywnyWxb98+xcfHKz4+Xl988YXCwsJ04MABSdK5c+eUnZ0tSbp27ZqWL19uSXK4CpPJpCeffFIHDx7UpEmTVLNmTavKN2zYULNmzdLevXt133332SlKx+E+GLQBAICnIFkJwCmkp6crNTXV8u8lS5ZYbqyTkpLk5eWl4OBgSTdu0MPCwrRjxw6Fhobmm39m9uzZWrJkiTZs2OB2v6IGAAAAPIGvr69GjBi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+ "text/plain": [ + "
" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from zne.noise_amplification import TwoQubitAmplifier\n", + "\n", + "noise_amplifier = TwoQubitAmplifier(sub_folding_option='random', random_seed=0)\n", + "\n", + "test_qc = noise_amplifier.amplify_circuit_noise(trans_qaoa, 1.2)\n", + "test_qc.draw('mpl', style='bw')" + ] + }, + { + "cell_type": "markdown", + "id": "4d717cf6-198f-4a50-859d-e4e608257656", + "metadata": {}, + "source": [ + "We observe that some of the two qubit gates have been folded. This ensures that \n", + "\n", + "
    \n", + "
  1. the depth of the circuit does not increase too much due to folding
  2. \n", + "
  3. hence, the increase is noise is also low, resulting in better signal
  4. \n", + "
  5. since the increase in noise is low, low order extrapolator, such as linear, degree-2 polynomial etc. are sufficient for most of the scenarios
  6. \n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "53a475da-9971-42d6-b1f7-2b79988c7ef6", + "metadata": {}, + "source": [ + "### Run the circuit" + ] + }, + { + "cell_type": "markdown", + "id": "ea904277-dc06-4c8f-96a5-8ede3264b832", + "metadata": {}, + "source": [ + "We shall use noise factors ($\\lambda$) as $\\{1,1.2,1.4\\}$. As discussed above, for such a folding, the increase in noise in low, and a linear extrapolator is often sufficient to approximate the zero noise expectation value." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d96559da-883e-46b7-916f-6c6c38af0de1", + "metadata": {}, + "outputs": [], + "source": [ + "zne_options = Options()\n", + "zne_options.resilience_level = 2 # applies ZNE\n", + "zne_options.resilience.noise_factors = [1, 1.2, 1.4]\n", + "zne_options.transpilation.skip_transpilation = True\n", + "zne_options.resilience.extrapolator = 'LinearExtrapolator'\n", + "zne_estimator = Estimator(session=session, options=zne_options)" + ] + }, + { + "cell_type": "markdown", + "id": "01642342-62fc-417c-993a-cbe7945a5b18", + "metadata": {}, + "source": [ + "Now we can run the circuit using the previous options and estimator. For this notebook we shall use the average over all weight-1 Z type observable." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ca6c55eb-40d1-4d95-a195-46fdaa50eabb", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.quantum_info import SparsePauliOp" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1e182788-2088-442d-829a-d14216738570", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['ZIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIII', 'IIIIIIZIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIII', 'IIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIZIIIIII', 'IIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIZ'],\n", + " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "observable = ['I'*i + 'Z' + 'I'*(qaoa.num_qubits-i-1) for i in range(qaoa.num_qubits)]\n", + "observable = SparsePauliOp(observable, coeffs=[1/qaoa.num_qubits]*len(observable))\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "1fabeafa-d231-4c1c-ae76-67e1599b74d1", + "metadata": {}, + "source": [ + "Note that it is necessary to ensure that the observable follows the qubit indices of the circuit in the hardware. Therefore, we need to modify the ordering of the operators in the observable as per the final layout of the transpiled circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b80dd18d-a540-4bf3-9fd3-1be2bcd72558", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[9, 8, 5, 3, 2, 1, 4, 7, 10, 12, 13, 14, 16, 19, 22, 25, 24, 23, 21, 18]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_layout = trans_qaoa.layout.final_index_layout()\n", + "final_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0095e5b9-f44b-42ce-ba67-98d373fc7a24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['IIIIIIIIZIIIIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIZIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIIIIIIZIIIIIIIII'],\n", + " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", + "trans_obs" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d16335a6-e51f-4c8f-94c3-651abcb44c1a", + "metadata": {}, + "outputs": [], + "source": [ + "job = zne_estimator.run(trans_qaoa, trans_obs)" + ] + }, + { + "cell_type": "markdown", + "id": "6e6a5e39-0dd4-482b-8cbb-2b08bf528cde", + "metadata": {}, + "source": [ + "### Postprocess" + ] + }, + { + "cell_type": "markdown", + "id": "bb3a994e-9c65-46d2-908d-426dab5d9673", + "metadata": {}, + "source": [ + "In the postprocessing step we shall get the expectation value of the circuit and observable obtained using ZNE with partial folding." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "67eb6c3b-2504-4479-b222-70963f312632", + "metadata": {}, + "outputs": [], + "source": [ + "result = job.result()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4bf99a21-91eb-42e0-8e04-0b2971376af3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Expectation value with ZNE with partial folding is 0.5193389620533491\n" + ] + } + ], + "source": [ + "print(f'Expectation value with ZNE with partial folding is {result.values[0]}')" + ] + }, + { + "cell_type": "markdown", + "id": "6a1565b2-6a4b-445e-ade0-001af612adc4", + "metadata": {}, + "source": [ + "### Inference" + ] + }, + { + "cell_type": "markdown", + "id": "026984c5-9491-40b6-86b9-b05523454364", + "metadata": {}, + "source": [ + "The ideal expectation value of the circuit is $+1$. The value we obtained using partial folded ZNE is $\\sim 0.52$. Although it may seem that the result is not sufficiently close to the ideal value, we can verify that the extrapolated result is indeed better than running without ZNE.\n", + "\n", + "The following provides the expectation values corresponding to $\\lambda = \\{1, 1.2, 1.4\\}$." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d60fad38-edda-4ea7-b53f-d76bdb3ef6a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.24270000000000003, 0.18035, 0.1313]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.metadata[0]['zne']['noise_amplification']['values']" + ] + }, + { + "cell_type": "markdown", + "id": "680d2f0f-3ec2-4e87-933b-51b7a961e342", + "metadata": {}, + "source": [ + "### Cross-verify" + ] + }, + { + "cell_type": "markdown", + "id": "521852f0-be31-4549-add3-40b3bef96969", + "metadata": {}, + "source": [ + "Let us cross verify that using partial folding indeed provides better extrapolated expectation value than the usual ZNE folding with $\\lambda \\in \\{1,3,5\\}$. For this, we rerun the QAOA circuit with these values of $\\lambda$ and obtain the extrapolated expectation value." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "abf06fc4-c55c-4e2c-9735-91c55870b442", + "metadata": {}, + "outputs": [], + "source": [ + "zne_options.resilience.noise_factors = [1, 3, 5]\n", + "zne_estimator = Estimator(session=session, options=zne_options)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "cc441919-488d-4be8-bf43-8256d817035f", + "metadata": {}, + "outputs": [], + "source": [ + "non_partial_job = zne_estimator.run(trans_qaoa, trans_obs)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "61de014d-e638-4895-b1c7-dee29100a140", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Expectation value with ZNE without partial folding is 0.2445883315682424\n" + ] + } + ], + "source": [ + "result = non_partial_job.result()\n", + "print(f'Expectation value with ZNE without partial folding is {result.values[0]}')" + ] + }, + { + "cell_type": "markdown", + "id": "bbc99cc0-740b-4d43-9af3-28147538c299", + "metadata": {}, + "source": [ + "We note that the extrapolated expectation value here is indeed much worse as compared to partial folding. We can still ask the question whether using higher oder extrapolators will be helpful (note that in partial folding we used linear extrapolator). In order to answer this, we rerun the experiment with Quadratic Extrapolator." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4c33fafe-fa7c-4a80-85ef-21a70a3a138f", + "metadata": {}, + "outputs": [], + "source": [ + "zne_options.resilience.extrapolator = 'QuadraticExtrapolator'\n", + "zne_estimator = Estimator(session=session, options=zne_options)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "e420a9ee-8a73-4218-bca4-313e11e62237", + "metadata": {}, + "outputs": [], + "source": [ + "non_partial_poly_job = zne_estimator.run(trans_qaoa, trans_obs)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "37403572-d1a6-44a9-8eaf-1e34f6d037fd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Expectation value with ZNE without partial folding and quadratic extrapolator is 0.37446562499999997\n" + ] + } + ], + "source": [ + "result = non_partial_poly_job.result()\n", + "print(f'Expectation value with ZNE without partial folding and quadratic extrapolator is {result.values[0]}')" + ] + }, + { + "cell_type": "markdown", + "id": "7b72b3b0-426b-41cf-ad07-fd76e09e67ce", + "metadata": {}, + "source": [ + "The expectation values of the folded circuits are as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5c93675f-4d87-44ba-88d4-5ac8b42b3cd9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.20185, -0.008025000000000001, -0.037425]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.metadata[0]['zne']['noise_amplification']['values']" + ] + }, + { + "cell_type": "markdown", + "id": "c817b417-255d-4c86-869e-da46fb3921dd", + "metadata": {}, + "source": [ + "This asserts that\n", + "\n", + "
    \n", + "
  1. The obtained extrapolated expectation value via partial folding is significantly better than the extrapolated expectation value from general folding, even when the later uses higher-order extrapolators.
  2. \n", + "
  3. Partial folding ensures that the decay of the expectation value with folding is within an acceptable limit, and does not die to 0 as in usual ZNE, making the extrapolation difficult.
  4. \n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "6536ea02-7de5-424f-9dfa-13c5662a89c1", + "metadata": {}, + "source": [ + "We invite the users to try higher-order extrapolators with partial folding and verify the improvements obtained.\n", + "\n", + "It may be possible to further improve the result obtained from this method. One potential method is to use measurement error mitigation, and twirling (which avoids coherent error, making the channel effectively Pauli), as shown in\n", + "\n", + "*Majumdar, R., Rivero, P., Metz, F., Hasan, A., & Wang, D. S. (2023, September). Best practices for quantum error mitigation with digital zero-noise extrapolation. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 881-887). IEEE.*\n", + "\n", + "Another method can be to learn the noise in the circuit, and perform the folding accordingly, as shown in\n", + "\n", + "*Kim, Y., Eddins, A., Anand, S., Wei, K. X., Van Den Berg, E., Rosenblatt, S., ... & Kandala, A. (2023). Evidence for the utility of quantum computing before fault tolerance. Nature, 618(7965), 500-505.*" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "1b1dfbb3-3442-45dc-b654-3d6686e38628", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'qiskit.tools'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[27], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mqiskit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mjupyter\u001b[39;00m\n\u001b[1;32m 3\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_version_table\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_copyright\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'qiskit.tools'" + ] + } + ], + "source": [ + "import qiskit.tools.jupyter\n", + "\n", + "%qiskit_version_table\n", + "%qiskit_copyright" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ce84de60-65ef-47c7-9f71-2e5d2220e95d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb b/docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb new file mode 100644 index 0000000..3f7e009 --- /dev/null +++ b/docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb @@ -0,0 +1,865 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "57a88d32-f7b1-4bd9-9677-d172af205376", + "metadata": {}, + "source": [ + "### Wire cutting as a method to improve performance of quantum circuits" + ] + }, + { + "attachments": { + "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", + "metadata": {}, + "source": [ + "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", + "\n", + "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", + "\n", + "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", + "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", + "\n", + "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." + ] + }, + { + "cell_type": "markdown", + "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", + "metadata": {}, + "source": [ + "### Start" + ] + }, + { + "cell_type": "markdown", + "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", + "metadata": {}, + "source": [ + "We shall take a $p=2$ QAOA circuit as an example for this notebook." + ] + }, + { + "cell_type": "markdown", + "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", + "metadata": {}, + "source": [ + "### Build" + ] + }, + { + "cell_type": "markdown", + "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", + "metadata": {}, + "source": [ + "Here we show the function to build a QAOA circuit, and assign parameters to it. Initial parameters are assigned randomly." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "de911815-4760-472f-a8d8-faad17e46524", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n", + "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" + ] + } + ], + "source": [ + "from qiskit import QuantumCircuit\n", + "from qiskit.circuit import Parameter, ParameterVector\n", + "from numpy.random import default_rng\n", + "from numpy import pi\n", + "\n", + "def build_qaoa_circuit(\n", + " num_qubits: int,\n", + " depth: int, # here the convention is depth=2*p\n", + " ):\n", + " gammas = ParameterVector('γ', depth // 2) \n", + " betas = ParameterVector('β', depth // 2)\n", + "\n", + " circuit = QuantumCircuit(num_qubits)\n", + " circuit.h(range(num_qubits))\n", + " for layer in range(depth // 2):\n", + " for qubit in range(0, num_qubits - 1, 2):\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(1, num_qubits - 1, 2):\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(num_qubits):\n", + " circuit.rx(betas[layer], qubit)\n", + "\n", + " return circuit\n", + "\n", + "def produce_qaoa_parameters(num_layers, seed=None):\n", + " rng = default_rng(seed=seed)\n", + " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + "\n", + " params = []\n", + " for idx in range(len(betas)):\n", + " params.append(gammas[idx])\n", + " params.append(betas[idx])\n", + " return params" + ] + }, + { + "cell_type": "markdown", + "id": "841f4e16-2334-4c1b-b77f-cc7c028339e5", + "metadata": {}, + "source": [ + "Here we show an example of a 20 qubit $p=2$ QAOA circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9f0fe181-1500-4e98-874e-0222e859d420", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 20\n", + "p = 2\n", + "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw')" + ] + }, + { + "cell_type": "markdown", + "id": "1d2b5216-64df-4b5c-b53f-9c2b3df9557b", + "metadata": {}, + "source": [ + "#### First we look into the traditional QAOA without involving circuit cutting.\n", + "\n", + "For this notebook, we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. In the context of finding the maximum cut, the lower is the expectation value, the better it is.\n", + "\n", + "We initialize the initial set of parameters to some random value. We shall use these same initial parameters for noisy and cut versions as well." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cb6d2636-e751-4779-a14f-abf1816fc708", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.optimize import minimize\n", + "\n", + "init_params = produce_qaoa_parameters(p, seed=0)" + ] + }, + { + "cell_type": "markdown", + "id": "1dcdcb2c-54fa-4c9d-ac0d-85ee005042d9", + "metadata": {}, + "source": [ + "The resilience level is set to 0 so that no error mitigation is applied. This ensures that any improvement obtained henceforth is due to circuit cutting only." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "61c74485-c018-44e3-8335-907aadecccdb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['ZZIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIII', 'IIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIZZIIIIIII', 'IIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIZZIIIII', 'IIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIZZIII', 'IIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIZZ'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit_ibm_runtime import Estimator, Sampler, Options, Session, QiskitRuntimeService\n", + "from qiskit.quantum_info import SparsePauliOp\n", + "\n", + "options = Options()\n", + "options.execution.shots=4000\n", + "options.resilience_level=0\n", + "options.transpilation.skip_transpilation=True # this will ensure that the circuit is not transpiled after submission\n", + "\n", + "observable = SparsePauliOp(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", + "observable" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f3226742-be6f-4314-b511-75bc91bcd950", + "metadata": {}, + "outputs": [], + "source": [ + "service = QiskitRuntimeService()\n", + "backend = service.get_backend('ibm_auckland')" + ] + }, + { + "cell_type": "markdown", + "id": "994dc448-3ff2-4007-9df4-e498359323d1", + "metadata": {}, + "source": [ + "We need to transpile the circuit before submission to Qiskit Runtime" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ba1ab971-5065-4212-a357-b41d52e690ce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" + ] + }, + { + "data": { + "image/png": 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JkyZ68skntX///lzTpkyZoiVLlmjkyJFq1qyZWaF6nd3qwKxZs3T27FnTy01LS9OcOXNMLxfFZ7c2sHTpUrff5eIpn332mSXlwn1Hjx7VTTfdpC1btlxy3i+++EL9+/fnLleb2bBhg2655RalpqZect5hw4bZ/ikOu50LCoP+8P848fhL1IEL2a0OzJgxw5Lz9uHDh7Vo0SLTy0Xx2a0NzJs3r1B9HE/LysrSzJkzTS8XRXPo0CF17NhRu3btuuS8H3/8sR599FETooKZVq9ere7duystLa3A+bKzszVw4EDNmDHDpMisYbdzwYVsm/h7/PHHlZSUpKFDh2rcuHEKCQnJmTZy5EjVr19fmZmZqlevXq5HOa00fvx49e/fX/v37/da8m/RokX69ttv5XK59PTTT+c5z9mzZ/Xggw+qdOnSmjRpksdjKAlGjRolf39/jRo1Ks/pDz/8sE6dOqVp06aZG5gXLVy4UJ07d77o+8DAQE2fPl0nT55Uv379ci6W9uzZo6efflpNmzbVyJEjzQ7X6+xUB9atW+fIslE8tAHfLxvuGT9+vLZt21bo+WfMmKFly5Z5MSKYbciQIZe8wL3Q0KFDLfkDmpnsdC4oDPrDuTnt+EvUgX+yUx2gP4iioA34ftlwzyuvvOLW35vff/99rV+/3osRwUyGYWjQoEFuvSbl0UcfVUZGhhejsp6dzgUXsmXib+vWrZo1a5Yuv/xyjRkz5qLpLpdLkZGRkqRrr7025/uVK1eqU6dOqlatmkqXLq3w8HD16NHDrT8SFRRTYmJigZ+NGzdq8ODBatOmjVeSf7t371avXr0kSY899phatWqV53yvvfaafvvtNz3//POqU6eOx8ovSerWrauePXtq6dKlWrlyZa5p77zzjubNm6c5c+YoKCjIogiLJ68/UsXHxysqKirP+c9fyP7000+aNGmSsrOz1bdvX509e1bTp08v8J2RvspOdcDKcbftOua3E9AGPFc2T4WVfGfOnNGHH37o9nKTJ0/2QjSwwpYtW7RixQq3ljl58qSmT5/upYhKBjudC/6J/vCl2fn4S9SBwrBTHbC6PwjfRBvw/bJReOnp6UVKXHBNZB9r165VYmKiW8ukpqbqiy++8E5AJYSdzgUXsmXib8aMGcrOzlZsbGy+B6R06dKScif+jh49qsaNG+udd97RDz/8oHHjxum3335Tq1atdODAgWLFdMstt6hp06aX/DRr1kyrVq2SJO3fv18DBgwoVrnnJScnq3Pnzjpy5IhuuukmvfHGG3nOt2PHDr3yyitq0KBBvk8E2sXIkSPl5+enF154Iee7ZcuWafjw4Zo9e7Zq165tXXDFsGDBAtWtW1d//fVXzndZWVny9/eXy+XKd7nzQ9cMHz5cQ4YM0cqVK3OGvLErO9SBzMxMbd++3bLyf/vtN8vKRvHZoQ1I1tbDw4cP69ChQ5aVj8JZtGhRkY7TnDlzdPToUS9EBLMVNYH3ySefeDiSkscu54IL0R8uPDsef4k64A471IFjx47pzz//tKz8wgwjjpLLDm1AsrYe7tmzx/ZPBNnBnDlzdPz4cbeX++KLL9x6QgwlV1GfWPO1J92Kwi7nggu5DBvept6yZUutXbtW33//vWJiYvKc5+abb9YPP/yg+fPnq2vXrvmua8eOHapfv77eeustPfHEE27HEh0drZ9//lldunQpdFZ4+/btOX/EfPXVV/Xss8+6Xe6Fjhw5oujoaG3evFmtW7fWDz/8kG8sN9xwg5YtW6bly5df9A7A0aNH69///rfat2+v5cuXFzmeqKgot9/FlJ2drYMHD0o6916x4ODgIpefn71796p58+Z68cUXizyGdXp6es6wstWqVZOfn2dy6+5sf2pqqgYPHqx27dpp4MCBkqSff/5ZaWlpuuWWWwosZ8uWLYqMjNSZM2fUokUL/frrr/L39y90nN7afok6kJ8L90te1q9fr6pVq+Y7vWrVqgoICFBmZmaB7TI5OVnNmzfPc1r16tUL/ANKSXbw4EFlZ2fLz89P1apVszqcAtEG8nf+OObFjDYQFhamgIAA94IuIXypDRRHWlqajh07VqRlL7/8cls+5eE0R44c0cmTJ91ezuVyqXr16l6IyH1mnAek4p8L6A97dvvNOu7neaIvcCFP7g+n1oEL+UJ/0Iq+YFZWVoH9OG/3B0vSuaIofKk/6AttQLKmHfz111/5jkRixjVR1apV3fqtLEl8qQ0Ux4kTJ4qU+JN8+/jifw4fPqzTp0+7vZy/v3+BvyFmcsI10YXbGBERoQ0bNrhdviTJsKGqVasakozNmzfnOf3UqVNG+fLlDUnGgQMHClzX4cOHDUnGu+++W6RY2rdvb0gy/vjjj0LNHxcXZ1SoUMGQZIwePbpIZV7o2LFjRvPmzQ1JRrNmzYzU1NQC5y9fvrzh5+dnhIWFXfQJDg42JBmlSpXK+e7YsWNux1SjRg1DUpE/aWlpRd0d+UpPTzeuvfZa44EHHijWetLS0oq1bZ7a/nnz5hldunTJ+fcLL7xgnDx58pLL7du3zyhbtqwhyXjhhRdK5PZTB9z7JCUleWT/JCUlWb4tfP73oQ0U/kMb4MOHjx0/3jgPGIZnzgX0h723/d467ud5qi9wIW/tD6fWAW/XB1/5DXD3Q3/Qnp+S2gYMo+S1A9oAHz587PhxwjVRtWrVihyDb96efgnp6emSlO9jyJ999pmOHTum0NBQ1ahR46LpWVlZys7OVlJSkp577jlVr15dPXr08GrMkpSQkKBOnTopNTVVo0eP1osvvlis9WVkZCgmJkbr169XgwYNtHjxYpUvX/6Sy2VnZyslJSXf6WfPns2Znt8TFgUpyh0Cl3qqqbi+/vprbdy4UTt37tSsWbMumr5161bVqlXLrXV66w7nwrjxxht1//3368SJEypbtqxOnTqlMmXKFLiMYRh64IEHdOrUKTVs2FDjxo1Tz5491aBBgyLF7M27W72hpNeB/BiGkWsIo3+61NO17tzZlxfubjUPbSB/ycnJysrKyndaQYrbBs6vw1fvfvSlNlAcJ0+e1JEjR4q0rFn1GN517NgxpaWlub1cqVKldPnll3shIvd5+zwgef5cQH/Ys0/8eZs3+gIX8uQTf4VhlzpwIV/rD5p1Dr3UfvF2f9DX+1G+1B/0tTYglYxRUMy4JvLlPrMvtYHiyMjIKPJrDHx5pCf8z9GjR4s0LG9gYKCqVKnihYjc54Rrogu3MSwsrNDLXaTIKcMS7KqrrjIkGVOmTLlo2v79+40qVaoYkowOHTrkuXzr1q1zsqp169Y1tm/fXuRY3Hni74knnjAkzzzpd/r0aeOmm24yJBlXXnml8eeffxZ7nS+++KIhyWjfvn2x1+WuC7Pk3r7TtTi8FWdR1nvHHXcYs2fPNrZu3Wp8/PHHl5z/3XffNSQZL730krF9+3ajTJkyRosWLYzMzEyvxlkS1u1JVsTZoEGDIt85cv7Ov6LeudeyZUtTttFbzj+BXKNGDatDuSTaQP5uvfVWy9pA5cqVjezsbFO20xt8qQ0Ux+nTp42wsDC3j++dd95pdejwkC1bthSpjb/11ltWh57D6ecBp/aHfeW458eT8Tu1Dpi1bk+xKsbijCxU3P7gTTfdZNp2eoMv9Qd9oQ0YhjVxRkdHW9YG6tSpY8o2eosvtYHiSEtLM8qVK+f28e3bt6/VocNDVq9eXaQ2/tFHH1kdeg4nnAc8tY2+eSvGJXTs2FGSNHbsWO3cuTPn+zVr1uiGG25QamqqJOnaa6/Nc/mPPvpIa9as0cyZM1WuXDl16tRJ+/fvL1Is/fv315gxY1SxYsVLzjthwgTNnTu32E/6ZWVl6b777tMPP/yg8PBwLV261KefyEHRdOvWTXPnztX8+fPzfdflebt379bw4cMVGRmpESNG6Oqrr9aYMWO0bt06vf766yZFjKKKjIx0ZNnAeVa3Ae58LPkCAwP14IMPur3coEGDvBANrNCoUSO1a9fOrWUuu+wy9enTx0sRwQz0h0EdcA6r+4OA1WgDuJTg4GD17dvX7eW4JrKP6667Tk2bNnVrmQoVKqhnz55eigjeZMvE37PPPquKFSsqKSlJjRo1UpMmTVS3bl21atVKDRo0UJs2bSTln/i7+uqrdd1116lnz5768ccfdfz4cf3nP/8pUiy9e/fW888/X6ghNv38/NStW7cilXOh2bNn6+uvv5Z07g9dsbGxatOmTZ6fSz3uD98VExOjxYsX66+//irwcezs7Gz17dtXmZmZmj59ugICzo0APHToULVq1UqjR4/W1q1bzQobRdCiRQtHlg2cRxtAYTz11FNq2LBhoeePjY1Vhw4dvBgRzPb222/nvGC9MN58801VqFDBewHB6+gPgzrgHPQH4XS0ARTGyJEjVadOnULP//DDD6t58+ZejAhmcrlcmjRp0iWHPr/Qu+++q6CgIC9GBW+xZeKvVq1aWrlypbp27aoyZcpo3759qlKliqZOnaq5c+dq+/btkvJP/F2oQoUKqlu3rn7//Xdvh+0xp0+fzvn/PXv26Jdffsn3k997EOH7QkND1bBhw0uOBTxhwgStWrVKL730kho1apTzvZ+fn6ZNmyY/Pz/17ds33/dnwXo9evRQqVKlTC83JCRE3bt3N71c4J86duxo2bsYevfubUm5cF+FChW0ePFiNW7c+JLz9uzZUx999BFPc9pMRESEFixYUKhk3vjx4zVw4EDvBwWvoj8M6oBz9OrVy5LzduXKldW5c2fTywX+KSYmxpIblvz9/XXvvfeaXi6K5vLLL9eSJUt01VVXXXLeBx54QBMnTjQhKpipVatWmjt37iVviPTz89P777+vXr16mRQZPM2WiT/p3HA+8+fP14kTJ3T8+HGtXr1a/fv319GjR3Xw4EEFBAQU6q7vQ4cOaceOHbryyitNiNoz+vbtK8MwCvWpXbt2odc7evRoGYah5cuXey12eFbv3r0LTMxs27ZNo0aNUsuWLTVs2LCLpterV08vv/yy1q9fr3HjxnkxUhTH5Zdfrrvvvtv0cu+//36VK1fO9HKBfypVqpQGDBhgerk33XRToS6YUHKEh4fr119/1ZtvvpnnsYuOjtbs2bM1Y8YMBQYGWhAhvK1t27bauHGjnnnmGYWGhl40/d5779Xq1as1dOhQC6KDN9AfBnXAGWrXrn3J4Vy94cEHH3TryQnAW4KCgtSvXz/Ty+3evbtq1Khherkoujp16mjdunX6z3/+o3/9618XTb/ppps0Z84cTZ06NecJeNjLTTfdpI0bN2rIkCF5jlLYp08frVu3zpK/s8BzXIZhGFYHYaaff/5Z0dHRaty4sTZv3pxrWmxsrOrWrauIiAhVqFBBu3bt0ptvvqmDBw9q/fr1qlu3rkVRIz09PedOhLS0NAUHB1scUd68FafTt9/b6/Ykq+Jcu3atWrZs6fZySUlJCg8P14EDB1SzZs1CL+fv769Nmza5NWxeSRQeHq4///xTNWrU0IEDB6wOp0C0gYL99ddfqlu3rk6ePOnWckVtA5I0f/58de3a1a1lShpfagOelp2drYSEBN188806cuSIwsLCGALdYU6dOqV169bp9ttv15EjR1S1alUdPHjQ6rDy5fTzgFO331e2Oz+ejN9X9oXTr4msjPGnn37SjTfe6PZyRe0PBgYGaseOHW7dUF0S+VJ/0BfagGRdnL///rsaNmyos2fPurVcca6JVqxYobZt27q1TEnjS23A07KyshQXF6euXbtyTeRQ6enpWr9+ve68806uiTyoOHF6ahtt+8Rffs4n+/Ia5rNly5ZasGCB+vXrpy5duuj1119X27ZtlZiYSNLPxr788ks98sgjOnXqlLp376569eopIiJCnTt31t69e60ODyawQx247rrrTH3h8vDhw30+6edU06ZNU4UKFRQVFZXz3a5du3T99derXr16atGiRa532PTq1UtVq1bVU089ZUW4hVa9enWNHTvWtPLuuecen0/6OZ2fn5+ioqJ02WWXSRJ3szpQmTJl1K5du5w64O/vb3FE1rFDX8gpFixYoIYNGyoiIkKtWrXSzp07c6a5XC5dc801WrBggaSCz+8dOnRQpUqV9O6775q+DTBP7dq1Vb9+fUVERCgiIkKzZs0q1HK++ptwww03mDoM+0svveTzST+nyuua6PHHH1ft2rXlcrm0ZcuWXPP7yjVR3bp19fzzz5tWXv/+/X0+6ed0/v7+uu6667gmcrDg4GBFR0dzTSTf7f/kh8TfBR599FGtW7dOR48e1cmTJ7Vz5069//77uuKKK8wOEyaaM2dOztAvAwYM0I4dO5SYmKiYmBgeaXYIu9SBcePG5TlMQ0GSk5N14MABt+7oatSokV544QV3w0MJ0rFjR8XFxeX8e+DAgRowYIB27typZ555Rv3798+ZNmPGDD388MNWhOm2xx9/XG3atHFrmaK0gSpVqvCHUgC2Ype+kBMMHjxYkyZNUmJiojp27KgpU6bkmv7rr7/m3JhS0Pl92bJl6tatW6HKjI6O9sk/duCcr776SomJiUpMTFSPHj0KtYwv/ya8/fbbbr/7uSj9wRYtWuQ5NCx8xz+vie666y6tWrUqz78B+tI10YgRIxQREeHWMkVpA+Hh4Ro/fryb0QFAyeXL/Z+8ODbxd80111gcCcxy9OhRhYeHq3LlyoqIiFCDBg1UunRpDRw4UGfPntUvv/yiDh06qEyZMuratWvOC8FbtmypPXv2WBw9PMEpdSAkJESzZ8++5At6L9S8eXPVrFlTzZs3L9T8FStW1KxZs1S6dOmihgmTdOrUSU888UTOv48dO6YqVaro8OHDueY7dOiQEhISFBsbK0m688479ccff/jkH/j8/Pz02WefufWOCXfbQGBgoGbOnKkqVaoUNUwAMJ1T+kJOsG/fPkVFRSk9PV3x8fGqU6dOnvOZfX7Pr4499thjXikPxWPn34SKFSvqiy++cOu9e+72B8PCwvT555/zZIwPKOw1kSS1a9dO4eHhZobnFaVKldKsWbPcul5xtw0EBQVp9uzZeb4bDABKKjv3f/LiuMTfr7/+KsMwdPPNN1sdCkxSsWJF3XfffRo6dKgSExP11ltvqXXr1nr//fe1bNkyXX/99QoMDLxouXfeeUe33nqrBRHD05xUB6KiojRv3jy3kn+FVbFiRS1evFiNGjXy+LrheYsWLdLixYu1bds2SdLHH3+smJgYVa5cOdd8SUlJql69es4fLlwul2rVqqX9+/ebHrMnXHHFFVq6dKmqV6/u8XUHBgbqyy+/LNK7YwDASk7qC9mdYRj65ZdfFBYWlvOe0ryYfX7Pr45NnDjRK+Wh8Hr16qUmTZp2JNT2AAEAAElEQVTowQcf1N9//y3J/r8J7dq107fffutW8q+wwsLCtGTJEl155ZUeXzc8r7DXRHZTr149/fDDD17ZzqCgIM2dO1etWrXy+LoBwJvs3v/5J8cl/uBMiYmJatq0qSQpPj4+Z9iDOXPm6Pbbb79o/rFjx2rXrl165ZVXzAwTXuSkOtC+fXstW7Ys3zvAi6JBgwZasWJFoe8AhPX8/f3Vr18/TZs2TdnZ2Zo0aZIeffTRPOc9fxfTeYZhmBGi19SvX1+rVq3K9c6O4qpevboWL15c6GHRAKCkcVJfyO7atGmj48ePa/LkyWrbtq1SU1PznK845/d+/frlvBcuLi5OXbt2zfl3UlJSnsvkV8dgnRUrVmjjxo1KSEhQaGio+vTpkzPN7r8JnTt31pIlS1SzZk2PrTMiIkIrV65UkyZNPLZOeJc710R24436esUVV+jHH39Ux44dPbZOADCT3fs/FyLxB0dITEzMacjnG7VhGFq8eLG6dOmSa9433nhD33zzjRYuXKigoCALooU3OK0OREVFadOmTcUeXsnPz0/PPvusEhIS1LhxYw9FB7PExsbq888/1/fff6+wsDBFRkZeNE/NmjV14MABZWZmSjr3R8GkpCTVqlXL7HA96l//+pdWr16tsWPH5nnHljv69u2rLVu2KDo62jPBAYAFnNYXsjs/Pz/dcccdqlSpknbu3HnR9OKe3z/55JOc98JFRUVpwYIFOf/OL5GSVx2Dtc4f71KlSmnIkCFauXJlzjQn/Ca0adNGmzdv1oMPPlis9QQEBGj06NFat26drrrqKg9FB7MU5prIrurXr6+4uDg9//zz8vf3L9a6Hn74YW3evFktW7b0UHQAYD4n9H/OI/EH2/vzzz/l5+eX84LvTZs2qUmTJlq3bp0aNGiQa0jECRMmaObMmVqyZIkqVKhgUcTwNKfWgeDgYL3zzjuKi4tTnz593HovX1BQkAYMGKDExES9+uqrXhkmB95Xo0YN1a9fXw8//HC+SeDLL79cTZs21WeffSZJ+vrrr1W7dm3Vrl3bxEi9IyAgQCNGjNCWLVv0+OOPq1y5cm4te88992jlypX65JNPVLFiRS9GCgDe5dS+kF3NmzdPkrR//34lJyfnOeSg2ef3/OoYrJOenp7radCZM2fm3OHupN+E8uXL68MPP9Svv/6q++67T6VKlSr0smXLltXgwYO1efNmvfjii24ti5KjMNdEdhYYGKgxY8Zo06ZNeuSRR9x6LUhgYKBiY2O1du1aTZkyRWXLlvVipADgXU7q/0gSbyKG7W3YsCHX3ablypXT5MmTFRoaqu7du+d8f+DAAQ0bNkx16tRRhw4dJEmlS5fW2rVrTY4Ynub0OhAZGalp06Zp/Pjx+uqrr7R+/XrFx8frt99+09mzZyWd287GjRsrMjJSLVq00J133umzJzbk1rt3bz399NO68847853n/fffV9++fTV27FiVK1dO06dPNzFC77vqqqv09ttva+zYsfrmm2+0Zs0axcfHa9OmTTp58qSkc8MA1a9fX5GRkYqKitJdd92V0xkEAF/n9L6Q3bz99tsaPXq0/P39NXHiRIWGhuY5n5nn9/zq2FtvveW1MlGwlJQU3XnnncrKypJhGKpTp44+/fRTSc78TWjVqpVatWqlCRMm6KuvvlJcXJzi4+O1bdu2nCdjy5QpoyZNmigyMlItW7bUHXfcQaLDJgpzTTR48GDNnTtXycnJ6tixo0JCQvT777+bGKV3NWzYUJMnT9Zrr72mr7/+WmvXrlV8fLy2bNmiU6dOSTp382PDhg0VGRmp5s2b66677lKVKlUsjhwAPMNp/R8Sf7C9mJgYxcTE5Pw7Pj5ektSoUSMtW7Ys5/vw8HCff68V8kYdOCc0NFQDBw7UwIEDc747e/asXC6XAgI4HdhVrVq1VLNmzQLvUL766qu1evVqE6OyRnBwsHr37q3evXvnfJeZmans7GyVKlXqonchAYBd0BeylyVLlhTqiQ1Pnd+XL19+yXnyq2Pp6enFLh9FU6dOHW3YsCHPaU7+TQgLC9PgwYNz/m0Yhs6ePSs/Pz+uiWysMNdEkyZN0qRJk0yMyhrlypVTv3791K9fv5zvMjMzZRgGT7UCsDWn9X8Y6hOO9dtvv+nyyy+3OgxYiDpw7n0fXOA6y2WXXaa4uDhFRUUVav5evXrps88+c2uYTF8SEBCgwMBAkn4AHIm+kL2EhYWpdevWWrBgwSXn7dChg37++WcFBwebEBl8hRN/E1wulwIDA7kmchiuiXILCAgg6QfAseza/6FnAwCAjUVHRysuLi7n3z169FCPHj0KvfyMGTO8ERYAACiCgu4+Tk5OLvR6LryrGQDsjmsiAIDTkPiDzynJw8WYEZvTt9/McoqiJMcG+yjJ9awkxwYAdlGSf2vpD3svtpK83fnxVswleV84/ZqopMYF+ynJda0kxwYAdlGSf2tLQmwk/uBzwsLCrA7BUk7ffol9ANAGAMDZnH4ecOr2O3W788K+YB8AtAEAcDbOAwXjHX8AAAAAAAAAAACADfDEH3xCUFCQ0tLSrA7DLUFBQR5dl5O3//z6nL4P4Gy0AQBwNqefB5y6/b643fkp7v7wxX3h9Gsi+oLwNF9rAxLtAAA8ifN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Lli2zpNzk5OScGwl9kZ3qQGHQH87Nacdfog78kxPrgJOdOXNG3bp104kTJwo1/6JFi/Tyyy97OSrAXD179lRSUlKh5t20aZMGDRrk5Yg8x6r+cHZ2tlasWGFJ2Z5gl3Nhdna2li9fbknZu3fv9tnkr2SfOvBPtk78Pf7440pKStLQoUM1btw4hYSE5EwbOXKk6tevr8zMTNWrVy/XOK5WGj9+vPr376/9+/d7Lfm3aNEiffvtt3K5XHr66afznKdOnTp6+eWXlZiYqNTUVKWnp2vFihXq1KmT0tPTdf/992v+/Pkej80sdevWVc+ePbV06VKtXLky17R33nlH8+bN05w5cy75RGRJlZqaetF38fHxioqKynP+8xeyP/30kyZNmqTs7Gz17dtXZ8+e1fTp01WqVCkvR2w+u9cB5LZo0SLt3LnTrWWmTp1a6ItioKTbtm2bFi1a5NYy8+bN85l3vMTHxzuy7OKyy7nw4MGDOe8nsgJ1oGSiP3xpdj7+EnWgMOxeB5DbN9984/YfZidPnpwzYhTg69avX69ffvnFrWVmzZqlv/76y0sReY5hGFwTFZFdzoW///67pX/Dog6UPLZN/G3dulWzZs3S5ZdfnudLLV0ulyIjIyUVPMxnly5d5HK5NHr0aI/ElJiYWOBn48aNGjx4sNq0aeOV5N/u3bvVq1cvSdJjjz2mVq1a5TnfCy+8oJEjR+raa69V+fLlFRQUpLZt22rRokW67bbbZBiGnnzySZ99jFc6l/z18/PTCy+8kPPdsmXLNHz4cM2ePVu1a9e2LrhiWLBggerWrZurY5KVlSV/f3+5XK58lzs/dM3w4cM1ZMgQrVy5MmfIG7uyax3AxSZPnuz2MidOnNCMGTO8EA1gvqIO+WHVUCHuOHbsmHbv3m1Z+QkJCZaV7Ql2OBdafQysLr+47FAH/on+cOHZ8fhL1AF32LUO4GJFuSY6fPiwvvrqKy9EA5hvypQpbi+TlZWlDz/80AvReNZff/2lQ4cOWVY+/WHrWX0MrC6/uOxQB/7JZfhy5qYAI0eO1NixYzV06FCNHz8+z3n69++vjz/+WGPHjtWIESMumj579mw98cQTSk5O1osvvljk5F90dHSxhoHq2LGjlixZUuTlz0tOTlbbtm31+++/66abbtK8efOKdNfijh07VL9+fUnnHnt39yIoKipKycnJbi2TnZ2dcyd3WlqagoOD3Vq+MPbu3avmzZvrxRdf1KOPPlqkdaSnp+c8WVqtWjX5+Xkmt+7O9qempmrw4MFq166dBg4cKOncMGRpaWm65ZZbCixny5YtioyM1JkzZ9SiRQv9+uuv8vf3L3Sc3tp+iTqA4jl48KCys7PdXi4oKEgVK1b0QkSAuf7+++8ive8hMDBQVapU8UJEnpOZmamUlJR8p69fv15Vq1bNd3rVqlUVEBCgzMzMAvsnycnJat68+UXf+/v7F7h+TzHjPCgV/1xoxXkwPT09zyd7pEsff6n4deCyyy5TpUqV3Iq5KJxeB5zaHzbruJ/nif7whTy5P5xaBy7kC9dEXA+VXH/++WeRlgsODlaFChU8GwxggZSUFGVmZrq9XOnSpVW5cmUvROQ5Z86c0d9//53nNDP6wwEBAQoLC3Mv6CJwen+4IGlpafm+k9KMOmDWucIJdeDCbYyIiNCGDRvcLl+SAoq0lA/48ccfJUkdOnTId57zQxzk9cTf8ePHNWTIEL3xxhuKjY31SExdunQp9COh27dv12+//SZJuvHGG4td9pEjR3TTTTfp999/V+vWrfXtt98WeaiSq6++WpUqVdKRI0e0c+dOtxN/ycnJRe5wektGRoa6d++ubt26eeQCV5JlQ05VqFBB9913nyZNmpRzkfvTTz/lmdz+p3Llyql06dI6c+aMOnfu7NYF7j9ZOeRWUdipDsBzMjIylJGRYXUYgGXOnDlT4s7Z7qpatarCw8MvOV9AQECh5vunrKwsn99H53n6XFgSzoOFPf5S0evAyZMnqQP5oD9sfRtwhzf6wxcyc39QB4rGLr8B8Kz09HSlp6dbHQZgmdOnT/t0X8+M/nBmZqZP76ML2fFcaEYdsNO5oiTVgYJucr4U2yb+9u3bJ0n5PoZ5+vRprV27VlLeib+RI0eqXr166tWrl8cSf5MnTy7UY6Hx8fHq2LGjJGn06NF69tlni1Xu8ePH1blzZ23evFnNmjXT/Pnziz0m7fmkYVHulCnKXfEXZrq94euvv9bGjRu1c+dOzZo166LpW7duVa1atdxap7fucC6MG2+8Uffff79OnDihsmXL6tSpUypTpkyByxiGoQceeECnTp1Sw4YNNW7cOPXs2VMNGjQoUszevLvVG0p6HUDx8MQfnK6oT/z5wt2tl3ri71KjDLhzZ2NerHjiz1s8fS406zyYkZGho0eP5jmtMKNMFLcOWPHEn7eU5Drg1P6wGcf9PG/0hy/kySf+CsMudeBCvnZNxPVQyfLXX38V6XUtISEhKl++vBciAsx16NAhnT171u3lypQpo9DQUC9E5Dlnz57Nd6hPM/rDVjzx5y2+ei4s6Ik/M+qAFU/8eYvVdcAwjJzzdbVq1Qq9XF4rsqWyZcsakoz169fnOX3q1KmGJCM0NPSiaevXrzdKly5tbNmyxTAMw5BkvPjii0WOpX379oYk448//rjkvPHx8UbFihUNScbo0aOLXOZ56enpRtu2bQ1JRoMGDYy///672Os8dOiQ4XK5DEnGypUri72+wkhLSzMkGZKMtLQ0U8osCm/FWZT13nHHHcbs2bONrVu3Gh9//PEl53/33XcNScZLL71kbN++3ShTpozRokULIzMz06txloR1e5KvxOk0/fv3zzku7nzmzJljdeiAR7z66qtFagNvvPGG1aFf0smTJ42AgIAibZ8kIykpyTAMw0hKSirS8u3atTNlO33l/GJFnMuWLSvy8fdEHRg5cqQp2+n0OuDU/rCvHPf8eDJ+p9YBs9btKb4Qo1Pdc889RTrP/fjjj1aHDnjEc889V6Q28P7771sd+iUdOXLE0v7wLbfcYsp2+so5xoo4v/vuO0vrwGuvvWbKdlIHCs+2t16dv/M6Li7uomlJSUk5Q3xcc801uaZlZWXp4Ycf1qOPPqpGjRp5P9B/+PTTT3X06FGNHj1aL774YrHWdebMGd1+++1auXKlrrzySi1dutQjd+2PHz9ehmGofPnyatGiRbHXB+/o1q2b5s6dq/nz5ysmJqbAeXfv3q3hw4crMjJSI0aM0NVXX60xY8Zo3bp1ev31102KGPCeQYMGub1MrVq1Ltl2AF/Rv39/BQYGurVMmTJl1LdvX+8E5EFlypSxpM92XmRkpGVl45ymTZtaWj51oOSiPwzqAPA/Rbkmql+/foGv0AF8ycCBA91+8qpcuXLq1auXlyLynIoVK6pOnTqWlU9/2HpWHwOry8fFbJv4Oz9U5tixY7Vz586c79esWaMbbrhBqampki4e5vPdd99VcnKyRo8e7bFY+vfvrzFjxhRquLgJEyZo7ty5xU76ZWVl6b777tMPP/yg8PBwLV26VNWrVy/UskuWLNGzzz6r3bt35/o+IyNDL730kv7zn/9IkkaMGOH2HxFhnpiYGC1evFh//fWXqlSpku982dnZ6tu3rzIzMzV9+nQFBJwbAXjo0KFq1aqVRo8era1bt5oVNuAVzZo1U9euXd1a5tlnny3WO12AkqRKlSp6+OGH3VrmkUceKfFD2pwXFRVlWdlc4FivfPnyqlevnmXlUwdKLvrDoA4A/9OuXTu1bdvWrWVGjhwpl8vlpYgAc9WqVUt9+vRxa5knn3xSwcHBXorIs6zsk1p5PYZzqlevbsorKPLDNVHJY9vE37PPPquKFSsqKSlJjRo1UpMmTVS3bl21atVKDRo0UJs2bSTlTvwdPnxYo0aN0gsvvKDMzEylpqbmJAhPnTql1NTUIr0jqnfv3nr++ecLNSa6n5+funXr5nYZ/zR79mx9/fXXkqTAwEDFxsaqTZs2eX7+OTZvenq6xo0bp7p166p69epq3ry5IiMjVblyZb344osyDEMDBgzQM888U+w44T2hoaFq2LDhJcfYnjBhglatWqWXXnop1xMTfn5+mjZtmvz8/NS3b19lZWV5O2TAqz7//PNCd0SefPJJt5MkQEn3xhtv6NZbby3UvN27d8+50ccXWPV0bqlSpdSpUydLykZuVtWBJk2aqGbNmpaUjUujPwzqAPA/LpdL33zzTaFHSnjhhRcUGxvr5agAc02ePFk33nhjoeaNjY3VCy+84OWIPMeq/nBwcLDat29vSdnIzao6cP311xfqgSeYzJIBRk2yZcsWo2vXrkZISIhRtmxZo2XLlsbUqVON7Oxso1q1aoYkIyEhIWf+DRs2XHK82l27dlm4RYX3ySefFHoM3n++e3D//v3G888/b9x4443GFVdcYQQFBRmlS5c2atWqZfTo0cNYunSp6dtTEsbFLYyS9E4TwzCMDz/80Ni+fXu+07du3WqUKVPGaNmyZb7vrRg/frwhyXjllVe8FmdhOL0OwDNOnDhhPPTQQ0aZMmXy/D2sXr26MXHiRCM7O9vqUAGvOHv2rPHcc88Z5cuXz7MNVKhQwXj++efdepdRSXD27FkjPDzc9HcZ3HfffaZto6+cX6yKc+fOnZa8z2LKlCmmbaPT64BT+8O+ctzzY/U7/gzD9+uAWev2FF+I0emOHj1q9O7d2wgMDMzz3FarVi3jo48+sjpMwGtOnTplPPnkk0ZISEiebSA0NNR45ZVXjKysLKtDdcvJkyeNSpUqmd4fHjhwoGnb6CvnGKvijI+Pt+SaaMaMGaZtI3Wg8FyGYRhymCNHjig0NFQBAQFKS0tT6dKlJUlpaWl5vhOwQ4cO6tOnj/r27avrrrtOl112mdkhO156erpCQkIknTtOJfUxe2/F6fTt9/a6PclX4nS6I0eOaNq0aYqPj1dGRoYqVKigmJgYdevWTaVKlbI6PMDr0tPTNXP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+ "text/plain": [ + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", + "trans_qaoa = pm.run(qaoa)\n", + "trans_qaoa.draw('mpl',style='bw',idle_wires=False)" + ] + }, + { + "cell_type": "markdown", + "id": "17164c12-08c0-4d37-96b5-acd8279cebbc", + "metadata": {}, + "source": [ + "Note that when the circuit is transpiled, it is possible that the ordering of the qubits are changed due to qubit selection, or insertion of swap gates. It is necessary to permute the observables to conform to this transpiled ordering of qubits.\n", + "\n", + "First we find out the final qubit indexing after transpilation" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "25f7ef87-981f-4a25-b2c5-7691e59693e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[18, 21, 23, 24, 25, 22, 19, 16, 14, 13, 12, 10, 7, 4, 1, 2, 3, 5, 8, 9]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_layout = trans_qaoa.layout.final_index_layout()\n", + "final_layout" + ] + }, + { + "cell_type": "markdown", + "id": "b844a01a-0200-4083-b239-3cd88da049d3", + "metadata": {}, + "source": [ + "Now we can permute the observable according to this layout. Note that the observables are now stretched to conform to the number of qubits in the backend, and the Z operators are permuted to match the final layout after placement." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "85072379-902a-4f17-b621-f52a00c59621", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIZIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIZIIZI', 'IIIIIIIIIIIIIIIIIIIZIIZIIII', 'IIIIIIIIIIIIIIIIZIIZIIIIIII', 'IIIIIIIIIIIIIIZIZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII', 'IIIIIIIIIIZIZIIIIIIIIIIIIII', 'IIIIIIIZIIZIIIIIIIIIIIIIIII', 'IIIIZIIZIIIIIIIIIIIIIIIIIII', 'IZIIZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIZIIIIIIIIIIIIIIIIIIIII', 'IIIIIZIIZIIIIIIIIIIIIIIIIII'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", + "trans_obs" + ] + }, + { + "cell_type": "markdown", + "id": "218ad07c-1578-47be-a21e-9ffd58dcbf6b", + "metadata": {}, + "source": [ + "#### Now to run the optimization\n", + "\n", + "Note that the number of optimization loops can be significantly high for a 20-qubit QAOA. Therefore, we shall truncate the number of loops to 10, both for cut and uncut, for brevity.\n", + "\n", + "P.S. In order to run the entire optimization process, the user should remove options={'maxiter':10} from the code below." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "621fbf85-8136-4ea1-8ead-913af8666bac", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_expval(params, circuit, estimator, observable):\n", + " if circuit.num_clbits == 0:\n", + " circuit.measure_all()\n", + "\n", + " circuit = circuit.assign_parameters(params)\n", + "\n", + " expval = estimator.run(circuit, observable).result().values[0]\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", + "metadata": {}, + "outputs": [], + "source": [ + "with Session(backend=backend):\n", + " estimator = Estimator(options=options)\n", + " res = minimize(\n", + " calculate_expval, init_params, args=(trans_qaoa.copy(),estimator,trans_obs), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -5.1045\n", + " x: [-3.622e+00 3.718e-01 -1.849e+00 -2.152e+00]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", + "metadata": {}, + "source": [ + "### Optimize" + ] + }, + { + "cell_type": "markdown", + "id": "d4e27c33-8b4b-4cce-bcc9-fde578f1dd8f", + "metadata": {}, + "source": [ + "Now we leverage circuit cutting to improve the performance of QAOA." + ] + }, + { + "cell_type": "markdown", + "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", + "metadata": {}, + "source": [ + "#### 1. Cut the circuit into smaller subcircuits" + ] + }, + { + "cell_type": "markdown", + "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", + "metadata": {}, + "source": [ + "First we cut the circuit into smaller subcircuits. For this example, we stick to only 2 subcircuits. However, it is possible to partition the circuit into more subcircuits as well. In order to cut the circuit, we use the Circuit Knitting Toolbox from Qiskit Ecosystem. In particular, for this notebook we shall use the CutQc method to automatically find the cut location [2].\n", + "\n", + "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. Guide for installation of this package is provided here. The installation also includes the free version of CPLEX which is required for the automated cut finding used below. For bigger circuits, involving many cuts, the free version of CPLEX may not be sufficient." + ] + }, + { + "cell_type": "markdown", + "id": "17ebaf17-5d75-4df4-bff1-99802cb5b4ee", + "metadata": {}, + "source": [ + "Here we assign the maximum number of subcircuits to 2, and the maximum width of each subcircuit is set to num_qubits/2 + 2, i.e., each subcircuit should be roughly equal in size. The authors can refer to the How-to guides on Circuit Knitting Toolbox for more information on this.\n", + "\n", + "We shall also use the transpiled circuit template trans_qaoa for cutting so that the subcircuits are inherently transpiled." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Exporting as a LP file to let you check the model that will be solved : inf \n", + "Version identifier: 22.1.1.0 | 2022-11-28 | 9160aff4d\n", + "CPXPARAM_Read_DataCheck 1\n", + "CPXPARAM_TimeLimit 300\n", + "Warning: Non-integral bounds for integer variables rounded.\n", + "Tried aggregator 3 times.\n", + "MIP Presolve eliminated 37 rows and 8 columns.\n", + "MIP Presolve modified 7 coefficients.\n", + "Aggregator did 271 substitutions.\n", + "Reduced MIP has 1086 rows, 367 columns, and 3167 nonzeros.\n", + "Reduced MIP has 361 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", + "Presolve time = 0.02 sec. (5.37 ticks)\n", + "Probing time = 0.00 sec. (2.83 ticks)\n", + "Cover probing fixed 0 vars, tightened 2 bounds.\n", + "Tried aggregator 1 time.\n", + "MIP Presolve eliminated 0 rows and 106 columns.\n", + "Reduced MIP has 1086 rows, 261 columns, and 3167 nonzeros.\n", + "Reduced MIP has 255 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", + "Presolve time = 0.01 sec. (2.00 ticks)\n", + "Probing time = 0.00 sec. (2.04 ticks)\n", + "Tried aggregator 1 time.\n", + "Detecting symmetries...\n", + "MIP Presolve eliminated 0 rows and 2 columns.\n", + "Reduced MIP has 1086 rows, 259 columns, and 3167 nonzeros.\n", + "Reduced MIP has 253 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", + "Presolve time = 0.01 sec. (2.45 ticks)\n", + "Probing time = 0.00 sec. (1.81 ticks)\n", + "Clique table members: 728.\n", + "MIP emphasis: balance optimality and feasibility.\n", + "MIP search method: dynamic search.\n", + "Parallel mode: deterministic, using up to 10 threads.\n", + "Root relaxation solution time = 0.03 sec. (4.26 ticks)\n", + "\n", + " Nodes Cuts/\n", + " Node Left Objective IInf Best Integer Best Bound ItCnt Gap\n", + "\n", + " 0 0 0.8889 41 0.8889 110 \n", + " 0 0 1.2963 49 Cuts: 2 161 \n", + " 0 0 2.0000 45 Cuts: 27 228 \n", + " 0 0 2.0000 45 Cuts: 31 242 \n", + " 0 0 2.0000 46 Cuts: 35 265 \n", + "* 0+ 0 3.0000 2.0000 33.33%\n", + " 0 0 cutoff 3.0000 3.0000 265 0.00%\n", + "Elapsed time = 0.16 sec. (124.07 ticks, tree = 0.01 MB, solutions = 1)\n", + "\n", + "Implied bound cuts applied: 80\n", + "Zero-half cuts applied: 3\n", + "Gomory fractional cuts applied: 2\n", + "\n", + "Root node processing (before b&c):\n", + " Real time = 0.16 sec. (124.11 ticks)\n", + "Parallel b&c, 10 threads:\n", + " Real time = 0.00 sec. (0.00 ticks)\n", + " Sync time (average) = 0.00 sec.\n", + " Wait time (average) = 0.00 sec.\n", + " ------------\n", + "Total (root+branch&cut) = 0.16 sec. (124.11 ticks)\n" + ] + } + ], + "source": [ + "from math import ceil\n", + "from circuit_knitting.cutting.cutqc import cut_circuit_wires\n", + "\n", + "cuts = cut_circuit_wires(\n", + " circuit=qaoa,\n", + " method=\"automatic\",\n", + " max_subcircuit_width=ceil(qaoa.num_qubits/2) + 2,\n", + " max_cuts=3,\n", + " num_subcircuits=[2],\n", + " verbose=False\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", + "metadata": {}, + "source": [ + "##### We can check the two subcircuits produced by this method, and note that each of them have fewer qubit and gate count. Therefore, each subcircuit is expected to be less amenable to noise than the original circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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y3JQpU/Doo48iICAA/fr1w6JFixAUFGTktEREbU/XOpiZmQlPT0+sWbMGycnJ8PT0xN69e42cluSCU24QEUns0KFDcHR0vO84a2trJCYmGiEREZFx6VoHIyMjUVhYaIREZAl4RIiIyES5ublh8ODBOt0XIy0tDWPGjIGbm5sRkhERGQfrIBkSjwgREUmopZnfiouLdX6d6OhoXi9ERGaJdZCkwkZIpqqqqqSO0CxTzkbUlkz5Z92UsxGRfJhyrTHlbGQcbIRkioeFiaTH30MisnSsg2TKeI0QERERERFZHB4RkhF7e3tUVlZKHUMv9vb2UkcgalP8PSQiS8c6SOaCjZCMKBQKODg4SB2DyKLx95CILB3rIJkLnhpHREREREQWh40QkYzs3bsXYWFhWg+lUgk7O7sW1zVn/PjxyM7Ovu/7KhQKhIaGat3n4dKlSxg0aBACAgLw2GOP4fz585p1UVFRcHJywoYNGyCEwJAhQ3D58uUH+/BERDCtOjhv3jz4+PhAoVDg3LlzWuNZB4lMgCAik6dUKgUAoVQq9dru5s2bws/PT2zevFmvdUIIkZOTI6KionR6HwBCpVJpLYuKihJbtmwRQgjx6aefigEDBmitj42NFevXrxdCCJGeni5iY2N1ei8iskzmWAePHDkiCgoKRLdu3cTZs2cbbcM6SCQtHhEikim1Wo3Jkydj2LBhmDFjhs7rGiQnJ2Py5Mma5yNGjMD8+fM1zysqKuDi4oLS0tJG2/700084deoUYmJiAAATJkzA5cuXceXKlSbfa8yYMcjIyIBKpdL3YxIRNUvKOggAjz/+ODw9PXXKyjpIZHxshIhkavny5SgrK8O6dev0WtcgMzMTgwYN0jw/ePAgvvjiC+Tm5gIAPvroI4wePRpdunRptG1BQQE8PDxgY/PrfCwKhQLe3t64evVqk+/Vrl07hISEICsrS6/PSETUEinroL5YB4mMj40QkQzt2bMHqampSE9Ph62trc7r7lZYWAh3d3fNc2tra0yfPh1bt26FWq1GYmIi4uPjm91eoVBoPRdCtJjZ3d0dhYWFLY4hItKVKdRBfbEOEhkXp88mkpm8vDzExcVh9+7d8PDw0Hndvezt7VFTU4POnTtrlsXExGDAgAEYNGgQ3Nzc0Ldv3ya39fLyQmFhIerq6mBjYwMhBAoKCuDt7d3s+9XW1qJDhw56fFIioqaZQh1sDdZBIuPiESEiGVGpVBg3bhxWrFiBiIgIndc1JTQ0FBcuXNBaplQqERgYiJkzZ2Lu3LnNbuvq6orevXtj+/btAID09HT4+PjAx8en2W1yc3PRq1ev++YiImqJqdTB1mAdJDIuNkJEMpKYmIi8vDxs3ry50RSx69evb3bdtWvXGr3Ws88+iwMHDjRaPmXKFKjVakyYMKHFLMnJyUhOTkZAQAASEhKQmpra7NiGSRRCQkL0+8BERPcwpTo4Z84ceHp6orCwEMOHD4efn1+zY1kHiYxPIe534j4RSc7T0xNFRUVQKpVGO39cpVJh4MCByMnJ0bpDeGZmJhYuXIgTJ05olikUCqhUKjg6Our8+tOmTUN4eDji4+OxZMkS+Pv7Iy4urk0/AxHJB+sgEbU1HhEioiZ17NgRH3zwgU43+HNzc8PgwYO1biTYkqioKBw5ckTzxcLDwwPTp09/oLxERG2NdZBI3nhEiMgMSLEnlIjIlLAOElFb4xEhIiIiIiKyOGyEiIiIiIjI4rARIiIiIiIii8NGiIiIiIiILA4bISIiIiIisjhshIiIiIiIyOLYSB2A2o4QAtXV1VLH0Iu9vT0UCoXUMYhIJlgHicjSsQ7qjo2QjFRXV+t1R2tTUFlZqXW3biKiB8E6SESWjnVQdzw1joiIiIiILA6PCMlUSUmJye5hrKqqgpubm9QxiEjmWAeJyNKxDraMjZBMOTg4mOwPPhGRMbAOEpGlYx1sGU+NIyIiIiIii8NGiIiIiIiILA4bISIiIiIisjhshIiIiIiIyOKwESIiIouXmZkJhUKh9XB0dESfPn3w/vvvo66uTuqIREQGZYl1kLPGERER/SY6OhqjR4+GEALFxcXYtm0bFixYgNzcXGzatEnqeEREBmdJdZCNEBER0W/CwsIQExOjeT579mwEBQUhJSUFb775JlxcXCRMR0RkeJZUB3lqHBERUTMcHBzQv39/CCHwww8/SB2HiMjo5FwH2QgRERG1oOEPv7Ozs8RJiIikIdc6yEaoBaWlpVi4cCF8fX1hZ2cHLy8vvPLKK6ipqUFMTAwUCgVSUlKkjklERG2kuroapaWluHHjBs6ePYs5c+bg22+/Rb9+/eDv7y91PCIig7OkOshrhJpx5swZPPHEEygpKYGDgwOCg4NRVFSENWvW4MqVK7h69SoAoFevXhInbXuZmZmIiorCqlWrsGTJkibHODo6Ijw8HJmZmcYNZ0GEEMjMzMS2bdtQWloKALh58yZycnLw2GOPQaFQSJyQDO327dv47LPPsHv3bpSVlcHOzg6hoaF48cUX8cgjj0gdT5ZWrlyJlStXai175plnsHHjRokSWbb6+nocOHAAO3fu1NTB8vJynD17Fj179pQ4HRlDVVUVPvnkExw4cAAVFRWwt7fHY489hhkzZqBr165Sx5Mli6qDghq5ceOG8PLyEgDE4sWLhUql0qxbuXKlACBsbGyElZWVqK6uljCptsrKSgFAABCVlZWtfp3Dhw8LAGLVqlXNjnFwcBBDhw5t1eu3VU45+/LLL0VgYKDm3+neR58+fcR//vMfqWOSgajVarFu3Trh4uLS5P9/hUIhxo4dK4qLi6WOanJaW18a6l5cXJw4dOiQOHDggHjnnXeEs7OzGDhwoCgvL9eMra2tFT169BBvvvmm1mvExsaKp556yqA5Lcmnn34qfHx8mq2DERER4sKFC1LHJAOpr68XK1asEJ06dWry/7+NjY2IiYkRFRUVUkc1OayDumMj1IRJkyYJAGLBggWN1qnVas0X1MDAQAnSNY+NkDx89tlnwsbGptk//g0Pe3t7cfjwYanjkgEsWrTovv//AYju3buLwsJCqeOalAf9AnBv3cvOzhZWVlZi0qRJWstPnjwpHBwcxOnTp4UQQnz++efCyclJFBUVGTSnpdi4caNOvwNOTk6a/wckH/X19WLKlCk6/QyEhYWJmzdvSh3ZpLAO6o7XCN3j/PnzSEtLg6ura6PDggCgUCjQt29fANqnxRUWFmLevHkYNGgQ7O3toVAocOXKFWPFJpk4e/YsJk+erNNNy6qrq/HMM8+gsLDQCMnIWLZs2YJ33nlHp7E//vgjxo4dC7VabeBUlmvAgAGIiYnBzp07cfz4cc3yPn36YPHixZg6dSoKCwvx0ksvITExER4eHhKmlYfMzEzMmTNHp7FlZWUYNWoUKioqDJyKjCkhIQF//etfdRp7+vRpTJ482cCJLJuc6yAboXvs2LEDarUaMTExsLe3b3JM+/btAWg3Qt9//z3S0tLw8MMPY+jQoUbJamgNF8s19SDD+OCDD3D79m2dx1dUVODDDz80YCIyJrVajVWrVum1zalTp3Do0CEDJSIAWLZsGaytrbFs2TKt5a+//jpsbW3Ru3dvREZGYuLEiRIllJfVq1fr1dxfu3ZN5y/NZPpqa2uxZs0avbbJyMjAd999Z6BEBMi3DrIRusdXX30FAIiKimp2TMMe+LsboccffxwlJSXIyMhAdHS0YUMaycqVK+Hi4tLko6qqSup4snPz5k188sknem+3efNm3LlzxwCJyNi+/vprXLp0Se/tkpKSDJCGGvj5+WHixIn48ssvcfToUc1yGxsbREREoLS0FNOnT5cwoXz88MMPOHjwoN7bJSUlQQhhgERkbJ9++il+/vlnvbeT5YX8JkSudZCN0D3y8/MBAD4+Pk2uv337NnJycgBoN0JWVvL7p4yLi8OhQ4eafNjZ2UkdT3aysrJQW1ur93Y//fQTzpw5Y4BEZGytPbLzz3/+s42T0L2WLl0KKysrvPHGG5plWVlZSE1NRXx8PObPn4+amhoJE8rD119/3aqGJjc3F9euXTNAIjI21kHTJcc6yOmz79FwpKO5L6Tbt29HRUUFnJ2doVQqDZolPDwcxcXFOo9v6+sE/Pz8MHz48CbXWVtbt8l7+Pv7y7KJbI3q6upWbzty5EjNKZtkvsrLy1u1XW1tLZRKJadUR+vrYGRkZItfwIOCglBfX695XlVVhdjYWKxatQqzZs3C0KFDsWTJEqxdu1bv92Yd/B+VStXqbfv06YN27dq1YRqSQmuOBgG/7sj29PRs4zTmydLqoLu7O06cONGqbdkI3cPd3R0qlQonTpxAeHi41rqCggK89tprAIDQ0FCDZykuLkZRUZHB30dK169flzqCLPC6LeLecONasGABfHx8MHv2bCgUCmzduhVhYWEYN24cIiMj9Xot1sG28dNPP0kdgSSkVqtl/53J1MihDrIRusfw4cNx6dIlvPXWW/jd736HgIAAAMDx48cxZcoUzR5bY9xI1d3dXa/xarXa7P6gdu3alXtCf1NfX6/XEcAGCoUC7u7u/HeUgZqaGpSVlem9na2tLVxcXAyQyPwYow4ePHgQaWlpOHPmjOYonK+vLxISEjB9+nScOXMGHTt21Pn1WAf/55dffmlVQ2NtbQ03NzceFZWBysrKVs0C2KFDBzg5ORkgkfmxtDqo7/dlLZJM2m3C8vPzRefOnTU36woJCRG+vr4CgBgzZoyIiooSAMSWLVuafY0tW7YIAOLy5ctGyy0E7yMkB88++6xO9024+zF37lypY1Mb+eWXX4SHh4fePwN/+9vfpI5uMsylvphLTikMHjxY79+Be2/qSOaroqJCODg46P0zcPToUamjmwxzqS+mkJO7oO7h7e2No0ePYtSoUbCzs0N+fj5cXFyQkpKCPXv24MKFCwCMc0SILM/LL7+s1x5NW1tbzJ4924CJyJhsbGwwf/58vbZ55JFH8MwzzxgmEJEEFixYoNf4jh07Ii4uzkBpyNgeeugh/OEPf9Brm379+mHw4MEGSkRyxkaoCT169MD+/fuhUqlw69YtZGdnIy4uDjdv3sT169dhY2OD4OBgqWOSDA0ePBgffPCBTmOtrKzw8ccfIzAw0LChyKgWLlyI559/XqexnTt3xj/+8Q9eIE6yMn78eCxZskSnsba2tvj73/8ONzc3A6ciY0pISMDvfvc7ncZ6enoiPT2dp0VSq/AaIT2cPXsWABAYGNjkDF2fffYZAGhmrjhw4ABcXFzg4+PTaOIFU3a/WUOAX8/hJcOYN28eHnroIfzxj39sdhYxV1dXbN68GWPHjjVuODI4Kysr7NixAx4eHtiwYQPq6uqaHNezZ0/87W9/YyNMsvTWW2/B2dkZf/rTn5q9b523tze2b9+OIUOGGDkdGVr79u2xf/9+zJw5E9u2bWv2O8mgQYOQlpbG2eKo1RTift94SWPDhg2YO3cuJk+ejO3btzda39zeiNjYWGzdutXA6X6dxtDR0RHAr42Kg4ODwd+zNcwlp9Sqq6uxa9cufPzxx7h27RoUCgW6deuGuLg4jB8/Hra2tlJHJAMrLi5GSkoKdu/ejdOnT6O+vh4dOnTAgQMH8Pjjj3MPaBPMpb6YS06pVVRUYNu2bdi5cydKSkrQrl07+Pn54cUXX8Tvf//7NruVA5muK1euYNOmTcjIyMC5c+dQX18Pe3t7ZGZmol+/flLHM0nmUl9MIqckVyaZqRdffFEAEKtXr5Y6SpNM4aIzXZhLTiJTolQqBQChVCqljmLSWlNf9u/fL4KCgkSvXr3EgAEDRF5enmYdANGzZ0+xf/9+IYQQ9fX1Ij4+XnTv3l34+vqKxMREzdhdu3aJoKAg4ezsbJCcRJaOdVA3hq6D+/btE3379hW2trbilVde0Xodc6uDvEZIDw2nxhnjHkJERGQcc+bMQWJiIk6fPo3hw4dj48aNWuuPHTuGUaNGAfj1ptrnz5/HxYsX8c0332D16tWaSXSio6ORkZFh9PxERA9Knzro7++P1NRULFq0qNHrmFsdZCOkh2PHjkEIgSeffFLqKERE1Eby8/MRHh6OqqoqnDx5Et27d292bFpaGmbOnAlra2s4OTnh+eefx65du4yYloio7elTBwMCAtCrVy/Y2Jj/VANshIiIyKIJIZCVlQU3NzecOnWqxZ1dV69eRbdu3TTPfXx8cPXqVWPEJCIyGH3qoJywESIiIosXERGBW7duISkpCUOGDGl2xkZAe2IcwfmGiEgm9KmDcsFGiIiICL9OXT5+/Hg4OTnh4sWLTY7x9vbGlStXNM/z8/Ph7e1tpIRERIalSx2UEzZCRERk8fbt2wfg11PfiouL4evr2+S45557DsnJyaivr0dZWRnS0tIQHR1tzKhERAahax2UEzZCRERk8dauXYvAwECMHDkS69evh7Ozc5PjpkyZgkcffRQBAQHo168fFi1ahKCgICOnJSJqe7rWwczMTHh6emLNmjVITk6Gp6cn9u7da+S0bcP8p3sgIiJ6QIcOHdLc2K8l1tbWSExMNEIiIiLj0rUORkZGorCw0AiJDI9HhIiIiJrh5uaGwYMH63RfjLS0NIwZMwZubm5GSEZEZBxyroM8IkRERBatpZnfiouLdX6d6OhoXi9ERGbJUusgGyGZqqqqkjpCs0w5GxHJhynXGlPORkTyYcq1xhSysRGSKXM5JElEZCisg0Rk6VgHW8ZrhIiIiIiIyOLwiJCM2Nvbo7KyUuoYerG3t5c6AhHJCOsgEVk61kHdsRGSEYVCAQcHB6ljEBFJhnWQiCwd66DueGocERERERFZHDZCREQysnfvXoSFhWk9lEol7OzsWlzXnPHjxyM7O/u+76tQKBAaGqp1n4lLly5h0KBBCAgIwGOPPYbz589r1kVFRcHJyQkbNmyAEAJDhgzB5cuXH+zDExHBtOrgvHnz4OPjA4VCgXPnzmmNZx00AYKIiEyeUqkUAIRSqdRru5s3bwo/Pz+xefNmvdYJIUROTo6IiorS6X0ACJVKpbUsKipKbNmyRQghxKeffioGDBigtT42NlasX79eCCFEenq6iI2N1em9iMgymWMdPHLkiCgoKBDdunUTZ8+ebbQN66C0eESIiEim1Go1Jk+ejGHDhmHGjBk6r2uQnJyMyZMna56PGDEC8+fP1zyvqKiAi4sLSktLG237008/4dSpU4iJiQEATJgwAZcvX8aVK1eafK8xY8YgIyMDKpVK349JRNQsKesgADz++OPw9PTUKSvroPGxESIikqnly5ejrKwM69at02tdg8zMTAwaNEjz/ODBg/jiiy+Qm5sLAPjoo48wevRodOnSpdG2BQUF8PDwgI3Nr3PyKBQKeHt74+rVq02+V7t27RASEoKsrCy9PiMRUUukrIP6Yh00PjZCREQytGfPHqSmpiI9PR22trY6r7tbYWEh3N3dNc+tra0xffp0bN26FWq1GomJiYiPj292e4VCofVcCNFiZnd3dxQWFrY4hohIV6ZQB/XFOmhcnD6biEhm8vLyEBcXh927d8PDw0Pndfeyt7dHTU0NOnfurFkWExODAQMGYNCgQXBzc0Pfvn2b3NbLywuFhYWoq6uDjY0NhBAoKCiAt7d3s+9XW1uLDh066PFJiYiaZgp1sDVYB42LR4SIiGREpVJh3LhxWLFiBSIiInRe15TQ0FBcuHBBa5lSqURgYCBmzpyJuXPnNrutq6srevfuje3btwMA0tPT4ePjAx8fn2a3yc3NRa9eve6bi4ioJaZSB1uDddC42AgREclIYmIi8vLysHnz5kZTxK5fv77ZddeuXWv0Ws8++ywOHDjQaPmUKVOgVqsxYcKEFrMkJycjOTkZAQEBSEhIQGpqarNjGyZRCAkJ0e8DExHdw5Tq4Jw5c+Dp6YnCwkIMHz4cfn5+zY5lHTQ+hbjfSdtERCQ5T09PFBUVQalUGu38cZVKhYEDByInJ0frLuWZmZlYuHAhTpw4oVmmUCigUqng6Oio8+tPmzYN4eHhiI+Px5IlS+Dv74+4uLg2/QxEJB+sg9TWeESIiIia1LFjR3zwwQc63eDPzc0NgwcP1rqRYEuioqJw5MgRzRcLDw8PTJ8+/YHyEhG1NdZBeeMRISIiMyDFnlAiIlPCOkhtjUeEiIiIiIjI4rARIiIiIiIii8NGiIiIiIiILA4bISIiIiIisjhshIiIiIiIyOKwESIiIiIiIotjI3UAajtCCFRXV0sdQy/29vZQKBRSxyAimWAdJCJLxzqoOzZCMlJdXa3X3YxNQWVlpdadmomIHgTrIBFZOtZB3fHUOCIiIiIisjg8IiRTJSUlJruHsaqqCm5ublLHICKZYx0kIkvHOtgyNkIy5eDgYLI/+ERExsA6SESWjnWwZTw1joiIiIiILA4bISIiIiIisjhshIiIiIiIyOKwESIiIiIiIovDRoiIiCxeZmYmFAqF1sPR0RF9+vTB+++/j7q6OqkjEhEZlCXWQc4aR0RE9Jvo6GiMHj0aQggUFxdj27ZtWLBgAXJzc7Fp0yap4xERGZwl1UE2QkRERL8JCwtDTEyM5vns2bMRFBSElJQUvPnmm3BxcZEwHRGR4VlSHeSpcURERM1wcHBA//79IYTADz/8IHUcIiKjk3MdZCNERETUgoY//M7OzhInISKShlzrIE+NIyIi+k11dTVKS0s158Z/+OGH+Pbbb9GvXz/4+/tLHY+IyOAsqQ7yiFALSktLsXDhQvj6+sLOzg5eXl545ZVXUFNTg5iYGCgUCqSkpEgds801zBqSkJDQ7BhHR0dERkYaL5SFqq+vx7/+9S/s3LkTu3btwvHjxyGEkDoWGVFVVRUyMjJQXV0NAPjll18kTiRvK1euhIuLC1xdXREaGoqkpCQ888wz2Lt3r9TRLNYvv/yCL7/8Ep988gn+9re/4dtvv2UdtDDl5eX4xz/+oamDcpy9zJRYUh1kI9SMM2fOICQkBO+99x5KSkoQHByMO3fuYM2aNYiJiUFeXh4AoFevXhInJTlSqVRYvXo1/P39MXToULzwwguYNGkSBg4ciB49emDDhg24ffu21DHJgK5cuYKXX34ZSqUSv//973Hz5k0AwE8//YRhw4Zh9+7d/DJoAHFxcTh06BAOHDiAd955B87OzigpKUGHDh00Y27fvo2QkBC89dZbWttOmzYNI0eONHZk2SotLcXy5cvRrVs3jBgxApMnT0Z0dDT69OmDfv364aOPPkJ9fb3UMcmAcnNz8eKLL0KpVGLs2LGaOlhSUoIxY8bgq6++kjihPFlUHRTUyI0bN4SXl5cAIBYvXixUKpVm3cqVKwUAYWNjI6ysrER1dbWESbVVVlYKAAKAqKysbPXrHD58WAAQq1atanaMg4ODGDp0aKtev61yytW1a9dEr169NP9GzT0ef/xxcfPmTanjkgFkZWUJJyen+/4MzJ07V9TX10sd16S0tr40V/eys7OFlZWVmDRpktbykydPCgcHB3H69GkhhBCff/65cHJyEkVFRQbNaSkuXrwoHnnkkfv+Djz99NOipqZG6rhkAPv27RP29vb3/Rn4y1/+InVUk8M6qDseEWrCvHnzUFBQgAULFuDtt9+Go6OjZt3SpUsRGBiIuro6BAQEaHXHRA9KpVJh5MiR+O677+479l//+hfGjRuHO3fuGCEZGcv58+cxatQolJWV3Xfs+vXrsXTpUiOkslwDBgxATEwMdu7ciePHj2uW9+nTB4sXL8bUqVNRWFiIl156CYmJifDw8JAwrTyUlJTgiSeewOXLl+87ds+ePZgyZQqPjspMVlYWJkyYoDkVriX/93//h3Xr1hkhleWScx1kI3SP8+fPIy0tDa6urli5cmWj9QqFAn379gWgfVrcZ599hgkTJqBbt26wt7dHYGAgli5disrKSqNlb2sNF8s19SDD+PDDD3VqghpkZmbib3/7mwETkbEtWbIEFRUVOo9/++238eOPPxowES1btgzW1tZYtmyZ1vLXX38dtra26N27NyIjIzFx4kSJEsrL22+/jStXrug8/rPPPsPXX39tuEBkdC+//LJep38vWbJEc9ocGYZc6yAboXvs2LEDarUaMTExsLe3b3JM+/btAWg3Qu+++y6sra3x1ltv4cCBA5g5cyaSkpLw5JNPQq1WGyV7W2u4WK6pR1VVldTxZEetVmPjxo16b5eUlGSANCSFK1euYN++fXptI4RAcnKygRIRAPj5+WHixIn48ssvcfToUc1yGxsbREREoLS0FNOnT5cwoXxUV1djy5Ytem/HOigf//nPf3DixAm9tqmpqcHHH39soEQEyLcOshG6R8OFd1FRUc2OKSwsBKDdCP3jH//A3/72N0yePBlDhw7Fyy+/jPXr1+PYsWP497//bdjQBtJwsVxTDzs7O6njyU5WVpZOp4LcKzs7G99//70BEpGxffLJJ606xWfbtm0GSEN3W7p0KaysrPDGG29olmVlZSE1NRXx8fGYP38+ampqJEwoD/v27UN5ebne2+3Zs0evI6lkulpbz1gHDU+OdZD3EbpHfn4+AMDHx6fJ9bdv30ZOTg4A7UbIxcWl0diGU+iKiopalSU8PBzFxcU6j2/rI09+fn4YPnx4k+usra3b5D38/f1hZcV+HIBO50I3Z+DAgZojlWS+WvMFEACKi4uhVCqhUCjaNpAZam0djIyMbLEJDQoK0pqhrKqqCrGxsVi1ahVmzZqFoUOHYsmSJVi7dq3e7806+D+tPZ28vr4eAQEBaNeuXRsnImP7+eefW7Xdd999B09PzzZOY54srQ66u7vrfRSxARuhezSc8lVbW9vk+u3bt6OiogLOzs5QKpUtvta//vUvAEBgYGCrshQXF7e6iTIX169flzqCLPC6Lbp27ZrUESzKggUL4OPjg9mzZ0OhUGDr1q0ICwvDuHHj9L7HGutg2/jpp5+kjkASUqvVsv/OZGrkUAfZCN3D3d0dKpUKJ06cQHh4uNa6goICvPbaawCA0NDQFl+nqKgIb7zxBp544gn07t271Vn0oVarze4PateuXbkn9Dd37tzBjRs3WrWtm5sbbGz462zuVCoVbt26pfd21tbWetcLuTJGHTx48CDS0tJw5swZzVE4X19fJCQkYPr06Thz5gw6duyo8+uxDv5PTU2NTjMmNoX/jvJQUVHRqiOD7dq1g6urqwESmR9Lq4MP9PdPkkm7TdisWbMEAOHl5SXy8vI0y7Ozs4Wfn59o166dACBefvnlZl9DpVKJvn37CqVSqfNc6m2B9xEyb2q1WvTo0eO+90y49zF8+HCpo1MbKS4u1tQYfR4rVqyQOrrJMJf6Yi45je327dvCzc1N79+BKVOmSB2d2si5c+f0/v8PQGzatEnq6CbDXOqLKeTkrpN7LFmyBJ07d0ZBQQF69OiBnj17ws/PDwMHDkRQUBAiIiIAaF8fdLfa2lo8/fTTuHz5Mv75z3+a1VzqJC2FQoE5c+bovV1rtiHT5ObmhmeffVavbWxsbPCHP/zBQImIjMvW1hYvvvii3tvNnj3bAGlICj169ND7tKpOnTrhhRdeMEwgkjU2Qvfw9vbG0aNHMWrUKNjZ2SE/Px8uLi5ISUnBnj17cOHCBQBNN0K//PILnn/+eXzzzTc4cOAAgoODjR2fzNz/+3//T68/AM8++yzGjh1ruEBkdG+//bZeO1DeffdddO3a1YCJiIxr4cKF9z39/G6zZ89G//79DZiIjG3Dhg3o1KmTzuM//PBDODg4GDARyZVCCN6OWVdlZWVwdnaGjY0NKisrtWbpUqvVeOGFF7Bnzx5kZGS0OP22oVRVVcHR0RHArzPvmGpRMJecUqmoqMCECRM0U7k359lnn8Vf//pXTmUuQ7m5uRg5cqRmFsvmJCQk4NVXXzVSKvNgLvXFXHJKpbi4GL///e9x6tSpFsfNnDkTGzZsaLOZTMl05OTkYPTo0S1OBmRjY4NNmzaZ5f1rDMlc6osp5OQRIT2cPXsWwK+zwN07VXF8fDzS0tLwyiuvoEOHDjh+/Ljm0XDfISJddOrUCQcOHMCOHTswePDgRuufeOIJfP7550hLS2MTJFNBQUH49ttv8e6778LX11drXfv27REbG4tvvvmGTRDJlru7O/79739j8+bNCAsLa7T+6aefxhdffIGkpCQ2QTLVv39/nD17Fn/+858bzdLr6OiIWbNm4dtvv2UTRA+ER4T0sGHDBsydOxeTJ0/G9u3btdb5+Pg0u/d2+fLl+NOf/mTwfKbQWevCXHKaih9//BH9+/dHaWkp3Nzc9Lq3FJk/tVqNc+fOoaysDB06dIC/vz+cnJykjmWyzKW+mEtOUyCEwMWLFzV3r3d3dze7GVLpwdTV1eHs2bMoLy+Ho6MjAgMD9ZqRzNKYS30xhZw8IqSHhiNCTV0fdOXKFQghmnwYowki+erevbvmCCSnyLY8VlZWCA0NRWRkJPr3788myAAyMjIQHByMsLAwDBw4EBcvXtSsUygUCA0NRUZGBoBfG9O5c+fC19cXfn5+SEpK0oxNS0tDcHAwunTpYvTPIGcKhQKPPvqopg7yCJDlsbGxQe/evREVFYV+/fqxCTIAferg/v37ER4ejvbt22PhwoVar2NudZCNkB4aGiF9LuIkIiLTNmfOHCQmJuL06dMYPnw4Nm7cqLX+2LFjGDVqFIBfb6p9/vx5XLx4Ed988w1Wr16tmUQnOjpa80WBiMic6FMH/f39kZqaikWLFjV6HXOrg2yE9HDs2DEIIfDkk09KHYWIiNpIfn4+wsPDUVVVhZMnT6J79+7Njk1LS8PMmTNhbW0NJycnPP/889i1a5cR0xIRtT196mBAQAB69eoli7NU2AgREZFFE0IgKysLbm5uOHXqVIs7u65evYpu3bppnvv4+ODq1avGiElEZDD61EE5YSNEREQWLyIiArdu3UJSUhKGDBmC8vLyZscqFArNf3O+ISKSC33qoFywESIiIsKvE1OMHz8eTk5OWhcK383b2xtXrlzRPM/Pz4e3t7eREhIRGZYudVBO2AgREZHF27dvH4BfT30rLi5udP+mBs899xySk5NRX1+PsrIypKWlITo62phRiYgMQtc6KCdshIiIyOKtXbsWgYGBGDlyJNavXw9nZ+cmx02ZMgWPPvooAgIC0K9fPyxatAhBQUFGTktE1PZ0rYOZmZnw9PTEmjVrkJycDE9PT+zdu9fIaduG+U/3QERE9IAOHTqkubFfS6ytrZGYmGiERERExqVrHYyMjERhYaEREhkejwgRERE1w83NDYMHD9bpvhhpaWkYM2YM3NzcjJCMiMg45FwHeUSIiIgsWkszvxUXF+v8OtHR0bxeiIjMkqXWQTZCMlVVVSV1hGaZcjYikg9TrjWmnI2I5MOUa40pZGMjJFPmckiSiMhQWAeJyNKxDraM1wgREREREZHF4REhGbG3t0dlZaXUMfRib28vdQQikhHWQSKydKyDumMjJCMKhQIODg5SxyAikgzrIBFZOtZB3fHUOCIiIiIisjhshIhkZO/evQgLC9N6KJVK2NnZtbiuOePHj0d2dvZ931ehUCA0NFTrHgOXLl3CoEGDEBAQgMceewznz5/XrIuKioKTkxM2bNgAIQSGDBmCy5cvP9iHJyKCadXBefPmwcfHBwqFAufOndMazzpIZAIEEZk8pVIpAAilUqnXdjdv3hR+fn5i8+bNeq0TQoicnBwRFRWl0/sAECqVSmtZVFSU2LJlixBCiE8//VQMGDBAa31sbKxYv369EEKI9PR0ERsbq9N7EZFlMsc6eOTIEVFQUCC6desmzp4922gb1kEiafGIEJFMqdVqTJ48GcOGDcOMGTN0XtcgOTkZkydP1jwfMWIE5s+fr3leUVEBFxcXlJaWNtr2p59+wqlTpxATEwMAmDBhAi5fvowrV640+V5jxoxBRkYGVCqVvh+TiKhZUtZBAHj88cfh6empU1bWQSLjYyNEJFPLly9HWVkZ1q1bp9e6BpmZmRg0aJDm+cGDB/HFF18gNzcXAPDRRx9h9OjR6NKlS6NtCwoK4OHhARubX+djUSgU8Pb2xtWrV5t8r3bt2iEkJARZWVl6fUYiopZIWQf1xTpIZHxshIhkaM+ePUhNTUV6ejpsbW11Xne3wsJCuLu7a55bW1tj+vTp2Lp1K9RqNRITExEfH9/s9gqFQuu5EKLFzO7u7igsLGxxDBGRrkyhDuqLdZDIuDh9NpHM5OXlIS4uDrt374aHh4fO6+5lb2+PmpoadO7cWbMsJiYGAwYMwKBBg+Dm5oa+ffs2ua2XlxcKCwtRV1cHGxsbCCFQUFAAb2/vZt+vtrYWHTp00OOTEhE1zRTqYGuwDhIZF48IEcmISqXCuHHjsGLFCkREROi8rimhoaG4cOGC1jKlUonAwEDMnDkTc+fObXZbV1dX9O7dG9u3bwcApKenw8fHBz4+Ps1uk5ubi169et03FxFRS0ylDrYG6yCRcbERIpKRxMRE5OXlYfPmzY2miF2/fn2z665du9botZ599lkcOHCg0fIpU6ZArVZjwoQJLWZJTk5GcnIyAgICkJCQgNTU1GbHNkyiEBISot8HJiK6hynVwTlz5sDT0xOFhYUYPnw4/Pz8mh3LOkhkfApxvxP3iUhynp6eKCoqglKpNNr54yqVCgMHDkROTo7WHaozMzOxcOFCnDhxQrNMoVBApVLB0dFR59efNm0awsPDER8fjyVLlsDf3x9xcXFt+hmISD5YB4morfGIEBE1qWPHjvjggw90usGfm5sbBg8erHUjwZZERUXhyJEjmi8WHh4emD59+gPlJSJqa6yDRPLGI0JEZkCKPaFERKaEdZCI2hqPCBERERERkcVhI0RERERERBaHjRAREREREVkcNkJERERERGRx2AgREREREZHFsZE6ALUdIQSqq6uljqEXe3t7KBQKqWMQkUywDhKRpWMd1B0bIRmprq7W60ZupqCyslLrJnVERA+CdZCILB3roO54ahwREREREVkcHhGSqZKSEpPdw1hVVQU3NzepYxCRzLEOEpGlYx1sGRshmXJwcDDZH3wiImNgHSQiS8c62DKeGkdERERERBaHjRAREREREVkcNkJERERERGRx2AgREREREZHFYSNEREQWLzMzEwqFQuvh6OiIPn364P3330ddXZ3UEYmIDMoS6yBnjSMiIvpNdHQ0Ro8eDSEEiouLsW3bNixYsAC5ubnYtGmT1PGIiAzOkuogGyEiIqLfhIWFISYmRvN89uzZCAoKQkpKCt588024uLhImI6IyPAsqQ7y1DgiIqJmODg4oH///hBC4IcffpA6DhGR0cm5DrIRIiIiakHDH35nZ2eJkxARSUOudZCnxhEREf2muroapaWlmnPjP/zwQ3z77bfo168f/P39pY5HRGRwllQHeUSoBaWlpVi4cCF8fX1hZ2cHLy8vvPLKK6ipqUFMTAwUCgVSUlKkjklERG1k5cqVcHFxgaurK0JDQ5GUlIRnnnkGe/fulToaEZFRWFIdZCPUjDNnziAkJATvvfceSkpKEBwcjDt37mDNmjWIiYlBXl4eAKBXr14SJ217DdMnJiQkNDvG0dERkZGRxgtlga5du4YVK1bAz88PRUVFAICSkhK8++67+PnnnyVOR8bw3XffYebMmXB3d4etrS0eeughREREYMeOHbh9+7bU8WQpLi4Ohw4dwoEDB/DOO+/A2dkZJSUl6NChg2bM7du3ERISgrfeektr22nTpmHkyJHGjixrP/74I1599VV4e3tr6uBPP/2EpKQk3Lp1S+J0ZGhCCBw/fhxTp06Fi4sLbG1t8fDDD2PEiBH4/PPPZTmdsymwqDooqJEbN24ILy8vAUAsXrxYqFQqzbqVK1cKAMLGxkZYWVmJ6upqCZNqq6ysFAAEAFFZWdnq1zl8+LAAIFatWtXsGAcHBzF06NBWvX5b5ZQrtVotVq5cKaytrTX/Tvc+2rdvLz788EOpo5KBVFVViWeffbbZ//8AhJubm8jKypI6qslpbX1pru5lZ2cLKysrMWnSJK3lJ0+eFA4ODuL06dNCCCE+//xz4eTkJIqKigya01LU1dWJ+fPnC4VC0ezvgKOjo/jss8+kjkoGUlZWJoYNG9ZiHezevbs4d+6c1FFNDuug7tgINWHSpEkCgFiwYEGjdWq1WgQGBgoAIjAwUIJ0zWMjJA9LlixpsfDf/fjggw+kjkttrLa2VkRFRen0/9/Ozk78+9//ljqySWnrLwBCCDF16lQBQGRnZ2stX7FihQgNDRUFBQXC1dVV7Ny50+A5LYFarRaxsbE6/Q4oFAq9/t3JPFRUVIhevXrp9DPw8MMPsxm6B+ug7nhq3D3Onz+PtLQ0uLq6YuXKlY3WKxQK9O3bF4D2aXFHjx7FiBEj0LVrV7Rv3x6enp6Ijo5Gbm6u0bKT+Tt48GCLpyTe649//CNOnTplwERkbH/+859x+PBhncbW1tZi3LhxqKmpMXAqy7Zs2TJYW1tj2bJlWstff/112Nraonfv3oiMjMTEiRMlSigvW7duxccff6zTWCEEYmNjkZ+fb+BUZEwvv/wyvvvuO53GlpeXY8KECVCr1QZOZdnkWgfZCN1jx44dUKvViImJgb29fZNj2rdvD0C7Ebp58yZCQkKwbt06/POf/8Tbb7+N//73vxg4cCAKCwuNkr2tNcwa0tSDDGPt2rV6jRdCYMOGDQZKQ8ZWW1uL5ORkvba5ceMGdu3aZaBEBAB+fn6YOHEivvzySxw9elSz3MbGBhERESgtLcX06dMlTCgfQgi96+CdO3dkd7d7S3bjxg3s2LFDr23y8vLwz3/+00CJCJBvHWQjdI+vvvoKABAVFdXsmIbG5u5GaOzYsXj//ffx3HPPYejQoZg8eTLS09NRUVGB9PR0w4Y2kIZZQ5p6VFVVSR1Pdn788UccPHhQ7+127tyJmzdvGiARGdunn37aqokwkpKSDJCG7rZ06VJYWVnhjTfe0CzLyspCamoq4uPjMX/+fB6ZawPHjx/X+UjA3TZv3ow7d+4YIBEZ25YtW1r1/5J10PDkWAd5H6F7NBxe9/HxaXL97du3kZOTA+D+M8Z16dIFwK/dcmuEh4ejuLhY5/FtfVg4Li6u2UOcY8aMaZP38Pf3h5UV+3EArS4etbW1ePTRR2Fra9vGicjYysvLW7XdiRMnoFQqoVAo2jaQGWptHYyMjIQQotn1QUFBqK+v1zyvqqpCbGwsVq1ahVmzZmHo0KFYsmSJ3kczANbBu1VWVrZquxs3bsDb27vVf2/JdJSVlbVqu4yMDHh6erZxGvNkaXXQ3d0dJ06caNW2nCzhHh07dhQAxH/+858m16ekpAgAwtnZucn1dXV14s6dO+KHH34Q0dHRwsPDQ9y4caNVWZRKpc4Xzd/7MJfJEvjggw8+DPUw5MW3L774ohg2bJhQq9VCCCG+//574ejoKA4fPsw6yAcffJjMwxLqoFKpbPVn4K6Te7i7u0OlUuHEiRMIDw/XWldQUIDXXnsNABAaGtrk9kOHDkVWVhaAX8+n/PrrrzVHhlqTRR9qtRrXr19v1XtJpWvXrtwT+pva2tpW3x+o4f4KZN4qKipatUdcoVDAw8PDAInMjzHq4MGDB5GWloYzZ85ojsL5+voiISEB06dPx5kzZ9CxY0edX4918H+qqqpafWTU3d0d1tbWbRuIjO7mzZuorq7Weztra2u9vzfJlaXVwQf6/97qFkqmZs2aJQAILy8vkZeXp1menZ0t/Pz8RLt27QQA8fLLLze5/YULF8Tx48fFzp07RZ8+fYSXl5fIz883SnZOn23eVCqVeOihh/TeE+Lt7S3q6uqkjk9t4NixY63aG3bvvR0smbnUF3PJaWxFRUUt3kOtuUe/fv2kjk5tJD09vVV1sKlbnlgqc6kvppCTu6DusWTJEnTu3BkFBQXo0aMHevbsCT8/PwwcOBBBQUGIiIgA0Pz1QY8++ij69++PiRMn4quvvsKtW7ewevVqY34EMlOOjo6IjY3Ve7uZM2dyL6hMDBgwAGFhYXpvN3v27LYPQyQBDw8PjBs3Tu/t+DsgH2PHjm3VEe6ZM2caIA3JHRuhe3h7e+Po0aMYNWoU7OzskJ+fDxcXF6SkpGDPnj24cOECgPtPlAAADz/8MPz8/PD9998bOjbJxMsvv4xOnTrpPN7DwwN/+MMfDJiIjEmhUGD58uV6bTNs2DAMHjzYQImIjG/JkiWa21To4tFHH0V0dLQBE5Ex2djYNLpXzf3ExMTA39/fQIlIztgINaFHjx7Yv38/VCoVbt26hezsbMTFxeHmzZu4fv06bGxsEBwcfN/X+emnn5CXlwdfX18jpCY56N69O/bs2QNHR8f7ju3SpQsyMjJafQ0amaZnnnkG77//vk5j+/Tpg88++4yzxZGs9O3bF5988gnatWt337HdunXDgQMH0KFDByMkI2OZOXMmXn31VZ3GDhs2DJs3bzZwIpIrNkJ6OHv2LAAgMDCw0d6qmJgY/OlPf8Lu3buRmZmJzZs3IzIyEjY2NvjjH/8oRdxWa5g+ccmSJc2OqaysRGZmpvFCWZChQ4fi6NGjGD58eJPrraysMHbsWGRnZ+t0ZJLMz8svv4zPPvus2R0uDg4OmD17No4cOYKHH37YuOGIjGD8+PH46quvMHDgwCbXt2vXDhMnTkR2djYeeeQRI6cjY0hISEBKSgq6d+/e5PqHH34Yr776KjIyMmBnZ2fkdCQXCiFamDCctGzYsAFz587F5MmTsX379kbrtm3bhkuXLqG2thZeXl6IiorC66+/jm7duhklX1VVleZIQmVlJRwcHIzyvvoyl5ymIC8vD3/9619x7do1KBQKdOvWDbGxsUb7mSJpCSHwr3/9C7t370ZycjJqamrQqVMn5Ofn63UKpSUxl/piLjlNwbfffotdu3ahpKQE7dq1g5+fH2JjYzlDmIVQq9X44osvkJGRgdTUVNTU1ODhhx9GUVER7O3tpY5nksylvphETkmmaDBTL774ogAgVq9eLXWUJpnC7Bu6MJecRKak4b5iD3K/BEvQmvqyf/9+ERQUJHr16iUGDBigNWMoANGzZ0+xf/9+IYQQ9fX1Ij4+XnTv3l34+vqKxMREzdhdu3aJoKCgZu8z96A5iSwd66BuDF0H9+3bJ/r27StsbW3FK6+8ovU65lYHeWqcHhpOjWvuHkJERGR+5syZg8TERJw+fRrDhw/Hxo0btdYfO3YMo0aNAgBs374d58+fx8WLF/HNN99g9erVmkl0oqOjkZGRYfT8REQPSp866O/vj9TUVCxatKjR65hbHWQjpIdjx45BCIEnn3xS6ihERNRG8vPzER4ejqqqKpw8ebLZaxIAIC0tTTNlvZOTE55//nns2rXLiGmJiNqePnUwICAAvXr1go2NjRETGgYbISIismhCCGRlZcHNzQ2nTp1qcWfX1atXta7R8/HxwdWrV40Rk4jIYPSpg3LCRoiIiCxeREQEbt26haSkJAwZMgTl5eXNjr17unLB+YaISCb0qYNywUaIiIgIv05NP378eDg5OeHixYtNjvH29saVK1c0z/Pz8+Ht7W2khEREhqVLHZQTNkJERGTx9u3bB+DXU9+Ki4ubvRH2c889h+TkZNTX16OsrAxpaWmIjo42ZlQiIoPQtQ7KCRshIiKyeGvXrkVgYCBGjhyJ9evXw9nZuclxU6ZMwaOPPoqAgAD069cPixYtQlBQkJHTEhG1PV3rYGZmJjw9PbFmzRokJyfD09MTe/fuNXLatmH+0z0QERE9oEOHDmlu7NcSa2trJCYmGiEREZFx6VoHIyMjUVhYaIREhscjQkRERM1wc3PD4MGDdbovRlpaGsaMGQM3NzcjJCMiMg4510EeESIiIovW0sxvxcXFOr9OdHQ0rxciIrNkqXWQjZBMVVVVSR2hWaacjYjkw5RrjSlnIyL5MOVaYwrZ2AjJlLkckiQiMhTWQSKydKyDLeM1QkREREREZHF4REhG7O3tUVlZKXUMvdjb20sdgYhkhHWQiCwd66Du2AjJiEKhgIODg9QxiIgkwzpIRJaOdVB3PDWOiIiIiIgsDhshIiIZ2bt3L8LCwrQeSqUSdnZ2La5rzvjx45GdnX3f91UoFAgNDdW6z8SlS5cwaNAgBAQE4LHHHsP58+c166KiouDk5IQNGzZACIEhQ4bg8uXLD/bhiYhgWnVw3rx58PHxgUKhwLlz57TGsw6aAEFERCZPqVQKAEKpVOq13c2bN4Wfn5/YvHmzXuuEECInJ0dERUXp9D4AhEql0loWFRUltmzZIoQQ4tNPPxUDBgzQWh8bGyvWr18vhBAiPT1dxMbG6vReRGSZzLEOHjlyRBQUFIhu3bqJs2fPNtqGdVBaPCJERCRTarUakydPxrBhwzBjxgyd1zVITk7G5MmTNc9HjBiB+fPna55XVFTAxcUFpaWljbb96aefcOrUKcTExAAAJkyYgMuXL+PKlStNvteYMWOQkZEBlUql78ckImqWlHUQAB5//HF4enrqlJV10PjYCBERydTy5ctRVlaGdevW6bWuQWZmJgYNGqR5fvDgQXzxxRfIzc0FAHz00UcYPXo0unTp0mjbgoICeHh4wMbm1zl5FAoFvL29cfXq1Sbfq127dggJCUFWVpZen5GIqCVS1kF9sQ4aHxshIiIZ2rNnD1JTU5Geng5bW1ud192tsLAQ7u7umufW1taYPn06tm7dCrVajcTERMTHxze7vUKh0HouhGgxs7u7OwoLC1scQ0SkK1Oog/piHTQuTp9NRCQzeXl5iIuLw+7du+Hh4aHzunvZ29ujpqYGnTt31iyLiYnBgAEDMGjQILi5uaFv375Nbuvl5YXCwkLU1dXBxsYGQggUFBTA29u72ferra1Fhw4d9PikRERNM4U62Bqsg8bFI0JERDKiUqkwbtw4rFixAhERETqva0poaCguXLigtUypVCIwMBAzZ87E3Llzm93W1dUVvXv3xvbt2wEA6enp8PHxgY+PT7Pb5ObmolevXvfNRUTUElOpg63BOmhcbISIiGQkMTEReXl52Lx5c6MpYtevX9/sumvXrjV6rWeffRYHDhxotHzKlClQq9WYMGFCi1mSk5ORnJyMgIAAJCQkIDU1tdmxDZMohISE6PeBiYjuYUp1cM6cOfD09ERhYSGGDx8OPz+/ZseyDhqfQtzvpG0iIpKcp6cnioqKoFQqjXb+uEqlwsCBA5GTk6N1l/LMzEwsXLgQJ06c0CxTKBRQqVRwdHTU+fWnTZuG8PBwxMfHY8mSJfD390dcXFybfgYikg/WQWprPCJERERN6tixIz744AOdbvDn5uaGwYMHa91IsCVRUVE4cuSI5ouFh4cHpk+f/kB5iYjaGuugvPGIEBGRGZBiTygRkSlhHaS2xiNCRERERERkcdgIERERERGRxWEjREREREREFoeNEBERERERWRw2QkREREREZHHYCBERERERkcWxkToAtR0hBKqrq6WOoRd7e3soFAqpYxCRTLAOEpGlYx3UHRshGamurtbrbsamoLKyUutOzURED4J1kIgsHeug7nhqHBERERERWRweEZKpkpISk93DWFVVBTc3N6ljEJHMsQ4SkaVjHWwZGyGZcnBwMNkffCIiY2AdJCJLxzrYMp4aR0REREREFoeNEBERERERWRw2QkREREREZHHYCBERERERkcVhI0RERBYvMzMTCoVC6+Ho6Ig+ffrg/fffR11dndQRiYgMyhLrIGeNIyIi+k10dDRGjx4NIQSKi4uxbds2LFiwALm5udi0aZPU8YiIDM6S6iAbISIiot+EhYUhJiZG83z27NkICgpCSkoK3nzzTbi4uEiYjojI8CypDvLUOCIiomY4ODigf//+EELghx9+kDoOEZHRybkOshEiIiJqQcMffmdnZ4mTEBFJQ651kKfGERER/aa6uhqlpaWac+M//PBDfPvtt+jXrx/8/f2ljkdEZHCWVAd5RKgZpaWlWLhwIXx9fWFnZwcvLy+88sorqKmpQUxMDBQKBVJSUqSOaRANs4YkJCQ0O8bR0RGRkZHGC2Whrly5gjfffBOzZ8/GnDlz8M477+D69etSxyIjEUIgJycHr732Gm7evAkAqKqqQlVVlcTJ5GvlypVwcXGBq6srQkNDkZSUhGeeeQZ79+6VOprFys3NxfLlyzFr1izMnTsX69atQ1lZmdSxyEiEEDh8+DAWL16sqYPV1dW4ffu2xMnky5LqII8INeHMmTN44oknUFJSAgcHBwQHB6OoqAhr1qzBlStXcPXqVQBAr169JE5KcnX+/Hm8+uqr2L9/P4QQWutef/11jB8/HqtXr0a3bt0kSkiGtm/fPixfvhynTp3SWl5eXg6lUom4uDj85S9/QYcOHSRKKE9xcXGYOHEi6urqcO7cOSQkJKCkpETr3/n27dvo27cvXnjhBbz++uua5dOmTUNJSQkOHDggRXTZycnJweuvv46vv/660bpXX30VEydOxOrVq2V14TZp++STT/CXv/wFubm5Wstv3rwJb29vzJ49G0uXLoWNDb/OtiWLqoOCtNy4cUN4eXkJAGLx4sVCpVJp1q1cuVIAEDY2NsLKykpUV1dLmLSxyspKAUAAEJWVla1+ncOHDwsAYtWqVc2OcXBwEEOHDm3V67dVTrnKysoSnTp10vwbNfdwd3cX//3vf6WOSwawceNGoVAo7vszMHDgQFFRUSF1XJPS2vrSXN3Lzs4WVlZWYtKkSVrLT548KRwcHMTp06eFEEJ8/vnnwsnJSRQVFRk0p6XYt2+fsLOzu+/vgJ+fn7h69arUcckA/vSnP933/z8AMWrUKHH79m2p45oU1kHd8dS4e8ybNw8FBQVYsGAB3n77bTg6OmrWLV26FIGBgairq0NAQAD3xFKby8/Px5gxY1BRUXHfscXFxRg5ciRPEZGZ/fv3Y/bs2Y2OBDYlOzsbEydO1Gkstc6AAQMQExODnTt34vjx45rlffr0weLFizF16lQUFhbipZdeQmJiIjw8PCRMKw/fffcdnnvuOdTW1t537Pfff49Ro0bpNJbMx5YtW/CnP/1Jp7EZGRmYNWuWYQNZODnXQTZCdzl//jzS0tLg6uqKlStXNlqvUCjQt29fAC2fFjdy5EgoFAqdf4lNVcPFck09yDDWrl2rV2Nz9epVpKamGjARGduf/vQnvRqbAwcOICcnx4CJaNmyZbC2tsayZcu0lr/++uuwtbVF7969ERkZiYkTJ0qUUF4SEhJQU1Oj8/hz587h008/NWAiMqb6+nosX75cr222bNmCH3/80UCJCJBvHWQjdJcdO3ZArVYjJiYG9vb2TY5p3749gOYbob/97W84ffq0oSIaVcPFck09eLF226uursaWLVv03m7jxo1Qq9UGSETG9p///AcnTpzQe7ukpCQDpKEGfn5+mDhxIr788kscPXpUs9zGxgYREREoLS3F9OnTJUwoH8XFxUhPT9d7O/4OyMf+/ftRUFCg1zZCCCQnJxsoEQHyrYNshO7y1VdfAQCioqKaHVNYWAig6Ubo1q1bePnll/Huu+8aJqCRxcXF4dChQ00+7OzspI4nO//6179QXl6u93aXL1/GmTNn2j4QGd3u3btbtd3nn3/etkGokaVLl8LKygpvvPGGZllWVhZSU1MRHx+P+fPn63UUg5p24MAB/PLLL3pvd/z4cZSUlBggERkb66DpkmMd5DQbd8nPzwcA+Pj4NLn+9u3bmlNQmmqEli5dioCAAEyePBkxMTEPnCc8PBzFxcU6j2/rowJ+fn4YPnx4k+usra3b5D38/f1hZcV+HPj1iFBrjRgxQnO0ksxXaxphAKisrIRSqYRCoWjbQGaotXUwMjKyxVMSg4KCUF9fr3leVVWF2NhYrFq1CrNmzcLQoUOxZMkSrF27Vu/3Zh38H5VK1eptQ0ND0a5duzZMQ1L4+eefW7XdDz/8AE9PzzZOY54srQ66u7u36mwKgI2QlobTvZq76HL79u2oqKiAs7MzlEql1roTJ05g8+bNOHnyZJvlKS4uRlFRUZu9niniPXHaBq/bomvXrkkdwaIsWLAAPj4+mD17NhQKBbZu3YqwsDCMGzdO73ussQ62jZ9++knqCCQhtVot++9MpkYOdZCN0F3c3d2hUqlw4sQJhIeHa60rKCjAa6+9BuDXvU53q6+vx8yZMxEfH48ePXq0aR59qNVqs/uD2rVrV+4J/U1dXV2rT+1wd3dvs6N0JJ2qqqpWHRVq164dXF1d2z6QGTJGHTx48CDS0tJw5swZzVE4X19fJCQkYPr06Thz5gw6duyo8+uxDv7P7du3W7Vjx8rKCu7u7jwqKgMqlQq3bt3Se7v27dujS5cuBkhkfiytDur7fVmLJJN2m6hZs2YJAMLLy0vk5eVplmdnZws/Pz/Rrl07AUC8/PLLWtt98MEHQqlUat1zCIBYvny5saILIXgfITkYMWKETvdNuPsxdepUqWNTG6mqqhKdO3fW+2dg8+bNUkc3GeZSX8wlp7Gp1WoREhKi9+/A4sWLpY5ObaS4uFjzfUufx759+6SObjLMpb6YQk7ugrrLkiVL0LlzZxQUFKBHjx7o2bMn/Pz8MHDgQAQFBSEiIgKA9vVBpaWlWLZsGd544w3U1dWhvLxcs0e3trYW5eXlnNGLdDZ37ly9t5kzZ44BkpAU7O3tMWPGDL22cXJywqRJkwyUiMi4FAqF3nXQxsYGL730koESkbG5ubkhOjpar218fX3x1FNPGSgRyRkbobt4e3vj6NGjGDVqFOzs7JCfnw8XFxekpKRgz549uHDhAgDtRqiwsBAqlQovvfQSOnfurHkAwNtvv43OnTtzbnvS2ZgxY/Dyyy/rPD4hIQGPPfaY4QKR0a1YsQKDBw/WaaytrS0+++wzODg4GDgVkfHMmDFDr3uRpKSkoHv37gZMRMa2bt06BAcH6zS2Y8eOSE9P5+nh1CoKIXhLcl2UlZXB2dkZNjY2qKys1MzQVVlZ2eRMFVFRUYiNjcW0adPQv39/dOjQweAZq6qq4OjoqMllql+OzCWnVIQQWLZsGd56661mZ2+xsbHBu+++i/nz5xs5HRlDZWUlJk6ciP379zc7xsnJCenp6XpfkCp35lJfzCWnVOrq6hAfH9/ivWHs7OyQkpKCyZMnGzEZGcuNGzcwbtw4ZGVlNTvG09MTe/fuRe/evY2YzPSZS30xhZw8IqSjs2fPAgACAwO1pil2dHREZGRkowfw6zTckZGRRmmCSD4UCgX+8pe/4Mcff8SSJUvg4eGhWWdtbY0///nPuHr1KpsgGXN0dMQ//vEPHD9+HLGxsejUqROAXydF6Nu3L1JSUnD16lU2QSRbNjY2+PDDD3H+/HnMmzcPLi4uWuvee+89FBUVsQmSMRcXFxw9ehSHDx/Gc889p/mS3L59e0REROCTTz7B999/zyaIHgiPCOlow4YNmDt3LiZPnozt27ffd7xCocDy5cvxpz/9yfDhfmMKnbUuzCWnKVEqlbh27RqUSqXmpr5kWerr62FlZcVZse7DXOqLueQ0JayDVF9fz1PgdGAu9cUUcvKIkI4ajgg1dSPVpgghjNoEkbzxyy9ZW1vz58BAMjIyEBwcjLCwMAwcOBAXL17UrFMoFAgNDUVGRgaAX6elnTt3Lnx9feHn54ekpCTN2LS0NAQHB3MKXwPhzz+xCTIcferg/v37ER4ejvbt22PhwoVar2NudZCNkI4aGqF77yFERETmbc6cOUhMTMTp06cxfPhwbNy4UWv9sWPHMGrUKAC/3lj7/PnzuHjxIr755husXr1aM5FOdHS05osCEZE50acO+vv7IzU1FYsWLWr0OuZWB9kI6ejYsWMQQuDJJ5+UOgoREbWh/Px8hIeHo6qqCidPnmxxBrK0tDTMnDkT1tbWcHJywvPPP49du3YZMS0RUdvTpw4GBASgV69esLGxMWJCw2AjREREFk0IgaysLLi5ueHUqVMt7vC6evUqunXrpnnu4+ODq1evGiMmEZHB6FMH5YSNEBERWbyIiAjcunULSUlJGDJkiObG2E25+1oVzjdERHKhTx2UCzZCREREAKysrDB+/Hg4OTlpXSh8N29vb1y5ckXzPD8/H97e3kZKSERkWLrUQTlhI0RERBZv3759AH499a24uBi+vr5NjnvuueeQnJyM+vp6lJWVIS0tDdHR0caMSkRkELrWQTlhI0RERBZv7dq1CAwMxMiRI7F+/Xo4Ozs3OW7KlCl49NFHERAQgH79+mHRokUICgoycloioranax3MzMyEp6cn1qxZg+TkZHh6emLv3r1GTts2zH+6ByIiogd06NAhzY39WmJtbY3ExEQjJCIiMi5d62BkZKRsbmrMI0JERETNcHNzw+DBg3W6L0ZaWhrGjBkDNzc3IyQjIjIOOddBHhEiIiKL1tLMb8XFxTq/TnR0NK8XIiKzZKl1kI2QTFVVVUkdoVmmnI2I5MOUa40pZyMi+TDlWmMK2dgIyZS5HJIkIjIU1kEisnSsgy3jNUJERERERGRxeERIRuzt7VFZWSl1DL3Y29tLHYGIZIR1kIgsHeug7tgIyYhCoYCDg4PUMYiIJMM6SESWjnVQdzw1joiIiIiILA4bISIZ2bt3L8LCwrQeSqUSdnZ2La5rzvjx45GdnX3f91UoFAgNDdW6x8ClS5cwaNAgBAQE4LHHHsP58+c166KiouDk5IQNGzZACIEhQ4bg8uXLD/bhiYhgWnVw3rx58PHxgUKhwLlz57TGsw4SmQBBRCZPqVQKAEKpVOq13c2bN4Wfn5/YvHmzXuuEECInJ0dERUXp9D4AhEql0loWFRUltmzZIoQQ4tNPPxUDBgzQWh8bGyvWr18vhBAiPT1dxMbG6vReRGSZzLEOHjlyRBQUFIhu3bqJs2fPNtqGdZBIWjwiRCRTarUakydPxrBhwzBjxgyd1zVITk7G5MmTNc9HjBiB+fPna55XVFTAxcUFpaWljbb96aefcOrUKcTExAAAJkyYgMuXL+PKlStNvteYMWOQkZEBlUql78ckImqWlHUQAB5//HF4enrqlJV1kMj42AgRydTy5ctRVlaGdevW6bWuQWZmJgYNGqR5fvDgQXzxxRfIzc0FAHz00UcYPXo0unTp0mjbgoICeHh4wMbm1/lYFAoFvL29cfXq1Sbfq127dggJCUFWVpZen5GIqCVS1kF9sQ4SGR8bISIZ2rNnD1JTU5Geng5bW1ud192tsLAQ7u7umufW1taYPn06tm7dCrVajcTERMTHxze7vUKh0HouhGgxs7u7OwoLC1scQ0SkK1Oog/piHSQyLk6fTSQzeXl5iIuLw+7du+Hh4aHzunvZ29ujpqYGnTt31iyLiYnBgAEDMGjQILi5uaFv375Nbuvl5YXCwkLU1dXBxsYGQggUFBTA29u72ferra1Fhw4d9PikRERNM4U62Bqsg0TGxSNCRDKiUqkwbtw4rFixAhERETqva0poaCguXLigtUypVCIwMBAzZ87E3Llzm93W1dUVvXv3xvbt2wEA6enp8PHxgY+PT7Pb5ObmolevXvfNRUTUElOpg63BOkhkXGyEiGQkMTEReXl52Lx5c6MpYtevX9/sumvXrjV6rWeffRYHDhxotHzKlClQq9WYMGFCi1mSk5ORnJyMgIAAJCQkIDU1tdmxDZMohISE6PeBiYjuYUp1cM6cOfD09ERhYSGGDx8OPz+/ZseyDhIZn0Lc78R9IpKcp6cnioqKoFQqjXb+uEqlwsCBA5GTk6N1h+rMzEwsXLgQJ06c0CxTKBRQqVRwdHTU+fWnTZuG8PBwxMfHY8mSJfD390dcXFybfgYikg/WQSJqazwiRERN6tixIz744AOdbvDn5uaGwYMHa91IsCVRUVE4cuSI5ouFh4cHpk+f/kB5iYjaGusgkbzxiBCRGZBiTygRkSlhHSSitsYjQkREREREZHHYCBERERERkcVhI0RERERERBaHjRAREREREVkcNkJERERERGRxbKQOQG1HCIHq6mqpY+jF3t4eCoVC6hhEJBOsg0Rk6VgHdcdGSEaqq6v1upGbKaisrNS6SR0R0YNgHSQiS8c6qDueGkdERERERBaHR4RkqqSkxGT3MFZVVcHNzU3qGEQkc6yDRGTpWAdbxkZIphwcHEz2B5+IyBhYB4nI0rEOtoynxhERERERkcVhI0RERERERBaHjRAREREREVkcNkJERERERGRx2AgREZHFy8zMhEKh0Ho4OjqiT58+eP/991FXVyd1RCIig7LEOshZ44iIiH4THR2N0aNHQwiB4uJibNu2DQsWLEBubi42bdokdTwiIoOzpDrIRoiIiOg3YWFhiImJ0TyfPXs2goKCkJKSgjfffBMuLi4SpiMiMjxLqoM8NY6IiKgZDg4O6N+/P4QQ+OGHH6SOQ0RkdHKug2yEiIiIWtDwh9/Z2VniJERE0pBrHeSpcURERL+prq5GaWmp5tz4Dz/8EN9++y369esHf39/qeMRERmcJdVBHhFqQWlpKRYuXAhfX1/Y2dnBy8sLr7zyCmpqahATEwOFQoGUlBSpY7a5hllDEhISmh3j6OiIyMhI44WyYEVFRbhz5w4AoL6+XuI0ZGxCCFy6dAk5OTn47rvvoFKppI4kaytXroSLiwtcXV0RGhqKpKQkPPPMM9i7d6/U0Sxafn6+pg6q1WqJ05CxqdVqXLhwAcePH8fZs2dRU1MjdSRZs6Q6yEaoGWfOnEFISAjee+89lJSUIDg4GHfu3MGaNWsQExODvLw8AECvXr0kTkpyVFdXh7///e8YPnw4PD09cePGDQBAcXExxo4di4MHD0IIIXFKMqRbt24hMTERISEhCAgIwIABAxAWFoauXbti5syZOHPmjNQRZSkuLg6HDh3CgQMH8M4778DZ2RklJSXo0KGDZszt27cREhKCt956S2vbadOmYeTIkcaOLFu3b9/G9u3bMWjQIPj4+Gjq4PXr1zFx4kT861//kjghGdrPP/+Md955B35+fggKCsLAgQMRGhoKDw8PLFiwAJcuXZI6oixZVB0U1MiNGzeEl5eXACAWL14sVCqVZt3KlSsFAGFjYyOsrKxEdXW1hEm1VVZWCgACgKisrGz16xw+fFgAEKtWrWp2jIODgxg6dGirXr+tcsqVSqUSI0eO1PwbNfeIiYkRt2/fljouGcClS5eEn59fi///FQqFWLt2rdRRTU5r60tzdS87O1tYWVmJSZMmaS0/efKkcHBwEKdPnxZCCPH5558LJycnUVRUZNCcluLGjRtiwIAB962DL7/8sqivr5c6LhnAqVOnhLu7e4v//9u1ayd27NghdVSTwzqoOx4RasK8efNQUFCABQsW4O2334ajo6Nm3dKlSxEYGIi6ujoEBARodcdED+qXX37B+PHjceDAgfuO3b59O/7f//t/PDIkM9euXcPvfvc7fP/99y2OE0Jg/vz5+PDDD42UzDINGDAAMTEx2LlzJ44fP65Z3qdPHyxevBhTp05FYWEhXnrpJSQmJsLDw0PCtPJQWVmJp556SuvfuzkffPABFi9ebIRUZEx5eXkYNmwYiouLWxz3yy+/ICYmBn//+9+NlMwyybkOshG6x/nz55GWlgZXV1esXLmy0XqFQoG+ffsC0D4trqm78SoUCoSFhRkreptruFiuqQcZxpYtW3Do0CGdx+/YsQP79u0zYCIytldffRUFBQU6j583bx5KSkoMmIiWLVsGa2trLFu2TGv566+/DltbW/Tu3RuRkZGYOHGiRAnl5b333sPJkyf1Gv+f//zHgInI2ObMmYObN2/qNFYIgRkzZqC6utrAqSybXOsgG6F77NixA2q1GjExMbC3t29yTPv27QE0fX1QYmIisrOzNY+//vWvBs1rSA0XyzX1qKqqkjqe7AghkJiYqPd2SUlJBkhDUrhx4wb+9re/6bXNL7/8gtTUVAMlIgDw8/PDxIkT8eWXX+Lo0aOa5TY2NoiIiEBpaSmmT58uYUL5+OWXX1p15/qNGzcaIA1J4cKFC/jqq6/02ubmzZtIS0szUCIC5FsH2Qjdo+GXLyoqqtkxhYWFAJpuhIKDgzFgwADNo2fPnoYJagQNF8s19bCzs5M6nuycOnWqVRfAHzx4UK8jCGS6duzYoZkZSx9ynL3S1CxduhRWVlZ44403NMuysrKQmpqK+Ph4zJ8/nzNZtYEvvvgC165d03u7nTt3cgedTGzZsqVV27EOGp4c6yDvI3SP/Px8AICPj0+T62/fvo2cnBwAhp8xLjw8/L7nx96tracU9fPzw/Dhw5tcZ21t3Sbv4e/vDysr9uMAHqh49OnTR3OkksxXeXl5q7a7fPkylEolFApF2wYyQ62tg5GRkS1ebxcUFKQ1fX1VVRViY2OxatUqzJo1C0OHDsWSJUuwdu1avd+bdfB/KisrW7VdbW0tfH19YWPDrzXm7ueff27VdsePH4enp2cbpzFPllYH3d3dceLEiVZty4pxj4Y9SrW1tU2u3759OyoqKuDs7AylUtlofXR0NEpLS9GlSxeMHTsWb7/9NpycnFqVpbi4GEVFRa3a1lxcv35d6giywOu2qDV70an1FixYAB8fH8yePRsKhQJbt25FWFgYxo0bp/c91lgH2wavlbNsarVa9t+ZTI0c6iAboXu4u7tDpVLhxIkTCA8P11pXUFCA1157DQAQGhqqta5Tp05YuHAhhg4dCkdHR2RnZ2PVqlXIycnBf/7zn1btrXd3d9drvFqtNrs/qF27duWe0N/cvn271Q2Nq6sr2rVr18aJyNhu3brVqhumWllZoWvXrgZIZH6MUQcPHjyItLQ0nDlzRnMUztfXFwkJCZg+fTrOnDmDjh076vx6rIP/U11drfNF8vfiv6M8lJeXt+o0x3bt2sHV1dUAicyPpdVBfb8va5Fk0m4TNmvWLAFAeHl5iby8PM3y7Oxs4efnJ9q1a6e5d8H97N27VwAQW7ZsMWDi/+F9hMxbXV2d8Pb2vu99M+599OvXT+ro1Ea+//57oVAo9P4ZWLBggdTRTYa51BdzyWlsKpVKPPTQQ3r/DowdO1bq6NRGjh07pvf/fwDinXfekTq6yTCX+mIKObnr5B5LlixB586dUVBQgB49eqBnz57w8/PDwIEDERQUhIiICAC6XR80evRoODo6clpP0om1tTVmzpyp93azZ882QBqSgq+vL5566im9t2vNzw2RKXJ0dERsbKze27EOyseAAQP0vvWInZ2dWc5YRtJjI3QPb29vHD16FKNGjYKdnR3y8/Ph4uKClJQU7NmzBxcuXACg+0QJQghewEw6mz17NoKDg3UeP3jwYEyaNMmAicjYEhIStG7ifD9//OMf4e/vb8BERMa1ZMkSvS56Hzt2LEaMGGHARGRMCoUC77//vl6ne//5z3+Gs7OzAVORXPEaoSb06NED+/fvb7S8rKwM169fh42NjU5fVvfu3Yuqqir079/fEDEN5n6zhgCtn9mHWtapUyccPHgQTz75JHJzc1scO2DAAOzZs4ezxclMaGgo/vGPf+Dpp5/GrVu3Whw7Y8YMvPPOO0ZKRmQcHh4e+OKLL/DUU0/d99YATz31FD755BNeGyQzkZGRSEtLw6RJk3D79u0Wxy5duhQLFy40UjKSG1YOPZw9exYAEBgY2OjL55QpU/DnP/8Ze/fuxZdffomVK1ciJiYGffr0QXR0tBRxyUx5eXnh2LFjWLFiBTw8PBqt7969O9555x189dVX3AMmU5GRkThx4gReeuklODg4NFo/aNAg7Ny5E5s2bWqzqeyJTElwcDC++eYbvPrqq03WuR49eiAxMRF79+5t8neEzN+4ceOQk5ODKVOmwNbWttH6ESNGYN++ffjLX/7CM2+o1RTifrv+SWPDhg2YO3cuJk+ejO3bt2utW7VqFT755BPk5+ejtrYWnp6eGD9+PJYvX67XrBkPoqqqSnNKTWVlpcn+cTCXnKbgl19+wddff41r165BoVCgW7duGDp0KPd+WpCKigp89dVXiIuLQ3l5OVxdXTlNcAvMpb6YS05TUFtbiy+//BIlJSVo166d5rpdfvm1HDdu3MDhw4fx0ksvsQ7qwFzqiynk5LcpPTQcEWrq+qDXXnsNZ8+exa1bt3Dnzh38+OOPePfdd43WBJE8tWvXDk8++SSmT5+OadOmISoqik2QhenUqRPGjx+v+QPBadLbXkZGBoKDgxEWFoaBAwfi4sWLmnUKhQKhoaHIyMgA8Ou0tHPnzoWvry/8/PyQlJSkGZuWlobg4GB06dLF6J9Bzuzs7DB69GjExcVh6tSpGDRoEJsgC+Pi4oLnn3+eddCA9KmD+/fvR3h4ONq3b9/otERzq4P8RqWHhkbo3nsIERGR+ZozZw4SExNx+vRpDB8+HBs3btRaf+zYMYwaNQrArzfVPn/+PC5evIhvvvkGq1ev1kyiEx0drfmiQERkTvSpg/7+/khNTcWiRYsavY651UE2Qno4duwYhBB48sknpY5CRERtJD8/H+Hh4aiqqsLJkyfRvXv3ZsempaVh5syZsLa2hpOTE55//nns2rXLiGmJiNqePnUwICAAvXr1go2N+c+5xkaIiIgsmhACWVlZcHNzw6lTp1rc2XX16lV069ZN89zHxwdXr141RkwiIoPRpw7KCRshIiKyeBEREbh16xaSkpIwZMgQlJeXNzv27utTON8QEcmFPnVQLtgIERERAbCyssL48ePh5OSkdaHw3by9vXHlyhXN8/z8fHh7exspIRGRYelSB+WEjRAREVm8ffv2Afj11Lfi4mL4+vo2Oe65555DcnIy6uvrUVZWhrS0NN4rjohkQdc6KCdshIiIyOKtXbsWgYGBGDlyJNavX9/szYqnTJmCRx99FAEBAejXrx8WLVqEoKAgI6clImp7utbBzMxMeHp6Ys2aNUhOToanpyf27t1r5LRtw/yneyAiInpAhw4d0tzYryXW1tZITEw0QiIiIuPStQ5GRkaisLDQCIkMj0eEiIiImuHm5obBgwfrdF+MtLQ0jBkzBm5ubkZIRkRkHHKugzwiREREFq2lmd+Ki4t1fp3o6GheL0REZslS6yAbIZmqqqqSOkKzTDkbEcmHKdcaU85GRPJhyrXGFLKxEZIpczkkSURkKKyDRGTpWAdbxmuEiIiIiIjI4vCIkIzY29ujsrJS6hh6sbe3lzoCEckI6yARWTrWQd2xEZIRhUIBBwcHqWMQEUmGdZCILB3roO54ahwREREREVkcNkJERDKyd+9ehIWFaT2USiXs7OxaXNec8ePHIzs7+77vq1AoEBoaqnWfiUuXLmHQoEEICAjAY489hvPnz2vWRUVFwcnJCRs2bIAQAkOGDMHly5cf7MMTEcG06uC8efPg4+MDhUKBc+fOaY1nHTQBgoiITJ5SqRQAhFKp1Gu7mzdvCj8/P7F582a91gkhRE5OjoiKitLpfQAIlUqltSwqKkps2bJFCCHEp59+KgYMGKC1PjY2Vqxfv14IIUR6erqIjY3V6b2IyDKZYx08cuSIKCgoEN26dRNnz55ttA3roLR4RIiISKbUajUmT56MYcOGYcaMGTqva5CcnIzJkydrno8YMQLz58/XPK+oqICLiwtKS0sbbfvTTz/h1KlTiImJAQBMmDABly9fxpUrV5p8rzFjxiAjIwMqlUrfj0lE1Cwp6yAAPP744/D09NQpK+ug8bERIiKSqeXLl6OsrAzr1q3Ta12DzMxMDBo0SPP84MGD+OKLL5CbmwsA+OijjzB69Gh06dKl0bYFBQXw8PCAjc2vc/IoFAp4e3vj6tWrTb5Xu3btEBISgqysLL0+IxFRS6Ssg/piHTQ+NkJERDK0Z88epKamIj09Hba2tjqvu1thYSHc3d01z62trTF9+nRs3boVarUaiYmJiI+Pb3Z7hUKh9VwI0WJmd3d3FBYWtjiGiEhXplAH9cU6aFycPpuISGby8vIQFxeH3bt3w8PDQ+d197K3t0dNTQ06d+6sWRYTE4MBAwZg0KBBcHNzQ9++fZvc1svLC4WFhairq4ONjQ2EECgoKIC3t3ez71dbW4sOHTro8UmJiJpmCnWwNVgHjYtHhIiIZESlUmHcuHFYsWIFIiIidF7XlNDQUFy4cEFrmVKpRGBgIGbOnIm5c+c2u62rqyt69+6N7du3AwDS09Ph4+MDHx+fZrfJzc1Fr1697puLiKglplIHW4N10LjYCBERyUhiYiLy8vKwefPmRlPErl+/vtl1165da/Razz77LA4cONBo+ZQpU6BWqzFhwoQWsyQnJyM5ORkBAQFISEhAampqs2MbJlEICQnR7wMTEd3DlOrgnDlz4OnpicLCQgwfPhx+fn7NjmUdND6FuN9J20REJDlPT08UFRVBqVQa7fxxlUqFgQMHIicnR+su5ZmZmVi4cCFOnDihWaZQKKBSqeDo6Kjz60+bNg3h4eGIj4/HkiVL4O/vj7i4uDb9DEQkH6yD1NZ4RIiIiJrUsWNHfPDBBzrd4M/NzQ2DBw/WupFgS6KionDkyBHNFwsPDw9Mnz79gfISEbU11kF54xEhIiIzIMWeUCIiU8I6SG2NR4SIiIiIiMjisBEiIiIiIiKLw0aIiIiIiIgsDhshIiIiIiKyOGyEiIiIiIjI4rARIiIiIiIii2MjdQBqO0IIVFdXSx1DL/b29lAoFFLHICKZYB0kIkvHOqg7NkIyUl1drdfdjE1BZWWl1p2aiYgeBOsgEVk61kHd8dQ4IiIiIiKyODwiJFMlJSUmu4exqqoKbm5uUscgIpljHSQiS8c62DI2QjLl4OBgsj/4RETGwDpIRJaOdbBlPDWOiIiIiIgsDhshIiIiIiKyOGyEiIiIiIjI4rARIiIiIiIii8NGiIiILF5mZiYUCoXWw9HREX369MH777+Puro6qSMSERmUJdZBzhpHRET0m+joaIwePRpCCBQXF2Pbtm1YsGABcnNzsWnTJqnjEREZnCXVQTZCREREvwkLC0NMTIzm+ezZsxEUFISUlBS8+eabcHFxkTAdEZHhWVId5KlxREREzXBwcED//v0hhMAPP/wgdRwiIqOTcx1kI0RERNSChj/8zs7OEichIpKGXOsgG6FmlJaWYuHChfD19YWdnR28vLzwyiuvoKamBjExMVAoFEhJSZE6JhERtaHq6mqUlpbixo0bOHv2LObMmYNvv/0W/fr1g7+/v9TxiIgMzpLqIBuhJpw5cwYhISF47733UFJSguDgYNy5cwdr1qxBTEwM8vLyAAC9evWSOKlhNMwakpCQ0OwYR0dHREZGGi+UBbp9+zY++eQTPPXUU+jZsydCQ0MxduxY7N69W5Yzt1BjP//8M959911ERESgpKQEAHDz5k3k5ORACCFxOnlauXIlXFxc4OrqitDQUCQlJeGZZ57B3r17pY5mkaqqqrB582b87ne/Q0hICMLCwvDcc8/hn//8J9RqtdTxyAiuX7+OP//5zxg4cKCmDpaXl+Ps2bMSJ5Mvi6qDgrTcuHFDeHl5CQBi8eLFQqVSadatXLlSABA2NjbCyspKVFdXS5i0scrKSgFAABCVlZWtfp3Dhw8LAGLVqlXNjnFwcBBDhw5t1eu3VU4527lzp3BxcdH8O9378PT0FAcPHpQ6JhlIfX29eO2114SdnV2zPwOPPfaY+P7776WOanJaW18a6l5cXJw4dOiQOHDggHjnnXeEs7OzGDhwoCgvL9eMra2tFT169BBvvvmm1mvExsaKp556yqA5LcmGDRtEp06dmv0d8Pf3F8ePH5c6JhnI7du3xcyZM4WNjU2zPwPDhg0T169flzqqyWEd1B0boXtMmjRJABALFixotE6tVovAwEABQAQGBkqQrmVshOThww8/bLbo3/2wtrYW6enpUselNqZWq8XUqVN1+hlwcXEReXl5Ukc2KQ/6BeDeupednS2srKzEpEmTtJafPHlSODg4iNOnTwshhPj888+Fk5OTKCoqMmhOS7FixQqdfgc6dOggjhw5InVcamN37twRTz31lE4/A4888oi4du2a1JFNCuug7nhq3F3Onz+PtLQ0uLq6YuXKlY3WKxQK9O3bF0DTp8V9/vnnGDRoEBwcHNCpUycMHjwY//3vfw2em+QjJycHs2fP1mlsfX09Jk+ejO+//97AqciY1q5di23btuk09saNGxg9ejRPlTSgAQMGICYmBjt37sTx48c1y/v06YPFixdj6tSpKCwsxEsvvYTExER4eHhImFYe/vGPf2D58uU6ja2pqcHTTz+NGzduGDgVGdP//d//4eDBgzqNvXz5Mp599lmeLmxAcq6DbITusmPHDqjVasTExMDe3r7JMe3btwfQuBFat24dnn/+eURERGDv3r3YuXMnhg8fjpqaGoPnNpSGi+WaepBhfPDBB3qd915bW4ukpCQDJiJjqq+vx5o1a/Ta5tKlS/jHP/5hoEQEAMuWLYO1tTWWLVumtfz111+Hra0tevfujcjISEycOFGihPLy3nvv6TW+vLwcW7ZsMVAaMrbKykps3LhRr22OHTuGnJwcAyUiQL51kI3QXb766isAQFRUVLNjCgsLAWg3Qj/88AMWLVqE999/H6tXr8awYcMwatQorFixAuHh4YYNbUANF8s19aiqqpI6nuwUFxcjPT1d7+22bNnC/x8ysW/fPhQUFOi9XWJiogHSUAM/Pz9MnDgRX375JY4ePapZbmNjg4iICJSWlmL69OkSJpSP//73vzhy5Ije223cuBH19fUGSETGtn37dqhUKr23Yx00LLnWQRupA5iS/Px8AICPj0+T62/fvq3Z43B3I/TRRx+hXbt2+MMf/tCmecLDw1FcXKzz+LaeQScuLq7Zzn7MmDFt8h7+/v6wsmI/Dvx6iscvv/yi93bl5eV45JFHYGtra4BUZEwVFRWt2u6rr76CUqmEQqFo40Tmx1AziS1duhQ7d+7EG2+8gcOHDwMAsrKykJqaivj4eMyfPx+nT59Ghw4d9H5t1sH/ae1OnStXrkCpVMLGhl9rzF1ZWVmrttu5c6fmd9PSWVoddHd3x4kTJ1q1LSdLuEvHjh0FAPGf//ynyfUpKSkCgHB2dtZaHhkZKfr06SNSUlKEj4+PsLa2FoGBgeKTTz55oDxKpVKnCwWbepjLZAl88MEHH4Z6GPLi28rKSuHr6ys2bNgg6uvrRUREhJg3bx7rIB988GFSD0uog0qlstWfgbtO7uLu7g6VSoUTJ040OqWtoKAAr732GgAgNDRUa93169dRVFSE1157DW+//Ta8vLyQmpqKF154AS4uLhg+fHir8+hDrVbj+vXrrXovqXTt2pV7Qn9TU1PT6j1hLi4uPCIkAxUVFaisrGzVtkqlso3TmCdj1cEFCxbAx8cHs2fPhkKhwNatWxEWFoZx48bpfY811sH/qaqqQnl5eau2dXd3h7W1ddsGIqMrKytr1fXV1tbWen9vkitLq4MP9P+91S2UDM2aNUsAEF5eXlpT0mZnZws/Pz/Rrl07AUC8/PLLWtv5+fkJAOLzzz/XLFOr1aJnz57i8ccfN1Z8Tp9t5m7cuCHat2+v956QLl26iJqaGqnjUxs4cOBAq/aGjRo1SuroJsMY9eXAgQOiU6dOIj8/X2v5hg0bhI+Pj7h165ZJ5DRHeXl5rfodePTRR4VarZY6PrWBjz76qFU/A3FxcVJHNxmsg7rjLqi7LFmyBJ07d0ZBQQF69OiBnj17ws/PDwMHDkRQUBAiIiIANJ4xztnZGQC0jvwoFAr87ne/w7lz54z3AcisdenSBdHR0XpvFxcXBzs7OwMkImN74okn0L17d72303XKdWobTz31FMrLy+Ht7a21fM6cObh8+TI6duwoUTLzFxAQgBEjRui93axZs3iNnExER0ejc+fOem/HOmhccqmDbITu4u3tjaNHj2LUqFGws7NDfn4+XFxckJKSgj179uDChQsAGjdCPXr0AIBGc9ir1WrU1tYaJzzJwh//+Ee0a9dO5/EdO3bErFmzDJiIjMnKygqLFy/Wa5uePXviqaeeMlAiIuNbtGiRXuNdXV0xdepUA6UhY7O3t8e8efP02mb48OHo06ePgRKRnLERukePHj2wf/9+qFQq3Lp1C9nZ2YiLi8PNmzdx/fp12NjYIDg4WGubp59+GgBw6NAhzTK1Wo2vv/4a/fr1M2p+Mm9hYWH4+OOPdTpPtn379vjss8/QrVs3IyQjY3nxxRcRHx+v01gvLy/s27eP10WQrIwYMQIffPCBTmMfeugh7N+/v1VHEMh0LVu2DM8//7xOY4ODg7Fr1y4DJyK54mQJOjp79iwAIDAwUHNT1QZjxozBkCFD8OKLL+Lnn3/WTJaQm5ur1RyZi8jIyPveobm1F3TT/U2aNAmdOnVCfHw8Ll++3OSY4OBgbNq0CYMHDzZyOjI0hUKBdevWwcvLC6tWrWr2wvEnnngCW7ZsMas7eBPpav78+ejSpQsWLVrU7EXf4eHh2LJlC0JCQoycjgzN2toan3zyCbp3745169ahurq60RgrKyuMGzcOmzdvZiNMraYQ9/vGSwCADRs2YO7cuZg8eTK2b9/eaH15eTkWL16Mv//971CpVAgLC8Of//xnPPnkk0bLWFVVBUdHRwC/NioODg5Ge299mEtOqanVanzxxRf4+OOP8fnnn+POnTvo0KEDDhw4gMcff5znw1uA6upq7Ny5E7t370ZZWRns7OwQGhqKl156CYGBgVLHM0nmUl/MJafUfvnlF+zZswc7d+7Evn37cOfOHdjb2yMzM5NnXFiIiooKbNu2DRkZGaioqICDgwP69euHl156iWdENMNc6otJ5JRkigYz9OKLLwoAYvXq1VJHaZYpzL6hC3PJaUoa7in1IHPlE1mC1tSX/fv3i6CgINGrVy8xYMAArVlDAYiePXuK/fv3CyGEqK+vF/Hx8aJ79+7C19dXJCYmasbu2rVLBAUFNbrXXFvltHSsg0S6MXQd3Ldvn+jbt6+wtbUVr7zyitbrmFsd5DVCOmo4Ne7eewgREZF5mzNnDhITE3H69GkMHz4cGzdu1Fp/7NgxjBo1CgCwfft2nD9/HhcvXsQ333yD1atXaybSiY6ORkZGhtHzExE9KH3qoL+/P1JTU5uc2MTc6iAbIR0dO3YMQgijnupGRESGl5+fj/DwcFRVVeHkyZMtTmGelpaGmTNnwtraGk5OTnj++ed5oTYRmT196mBAQAB69eoFGxvzn2qAjRAREVk0IQSysrLg5uaGU6dOtbjD6+rVq1rXJfj4+ODq1avGiElEZDD61EE5YSNEREQWLyIiArdu3UJSUhKGDBnS7Gx9ALQmKhGcb4iIZEKfOigXbISIiIjw63S848ePh5OTEy5evNjkGG9vb1y5ckXzPD8/v9Gd1YmIzJUudVBO2AgREZHF27dvH4BfT30rLi6Gr69vk+Oee+45JCcno76+HmVlZUhLS0N0dLQxoxIRGYSudVBO2AgREZHFW7t2LQIDAzFy5EisX78ezs7OTY6bMmUKHn30UQQEBKBfv35YtGgRgoKCjJyWiKjt6VoHMzMz4enpiTVr1iA5ORmenp7Yu3evkdO2DfOf7oGIiOgBHTp0SHNjv5ZYW1sjMTHRCImIiIxL1zoYGRmJwsJCIyQyPB4RIiIiaoabmxsGDx6s030x0tLSMGbMGLi5uRkhGRGRcci5DvKIEBERWbSWZn4rLi7W+XWio6N5vRARmSVLrYNshGSqqqpK6gjNMuVsRCQfplxrTDkbEcmHKdcaU8jGRkimzOWQJBGRobAOEpGlYx1sGa8RIiIiIiIii8MjQjJib2+PyspKqWPoxd7eXuoIRCQjrINEZOlYB3XHRkhGFAoFHBwcpI5BRCQZ1kEisnSsg7rjqXFERERERGRx2AgRycjevXsRFham9VAqlbCzs2txXXPGjx+P7Ozs+76vQqFAaGio1j0GLl26hEGDBiEgIACPPfYYzp8/r1kXFRUFJycnbNiwAUIIDBkyBJcvX36wD09EBNOqg/PmzYOPjw8UCgXOnTunNZ51kMgECCIyeUqlUgAQSqVSr+1u3rwp/Pz8xObNm/VaJ4QQOTk5IioqSqf3ASBUKpXWsqioKLFlyxYhhBCffvqpGDBggNb62NhYsX79eiGEEOnp6SI2Nlan9yIiy2SOdfDIkSOioKBAdOvWTZw9e7bRNqyDRNLiESEimVKr1Zg8eTKGDRuGGTNm6LyuQXJyMiZPnqx5PmLECMyfP1/zvKKiAi4uLigtLW207U8//YRTp04hJiYGADBhwgRcvnwZV65cafK9xowZg4yMDKhUKn0/JhFRs6SsgwDw+OOPw9PTU6esrINExsdGiEimli9fjrKyMqxbt06vdQ0yMzMxaNAgzfODBw/iiy++QG5uLgDgo48+wujRo9GlS5dG2xYUFMDDwwM2Nr/Ox6JQKODt7Y2rV682+V7t2rVDSEgIsrKy9PqMREQtkbIO6ot1kMj42AgRydCePXuQmpqK9PR02Nra6rzuboWFhXB3d9c8t7a2xvTp07F161ao1WokJiYiPj6+2e0VCoXWcyFEi5nd3d1RWFjY4hgiIl2ZQh3UF+sgkXFx+mwimcnLy0NcXBx2794NDw8Pndfdy97eHjU1NejcubNmWUxMDAYMGIBBgwbBzc0Nffv2bXJbLy8vFBYWoq6uDjY2NhBCoKCgAN7e3s2+X21tLTp06KDHJyUiapop1MHWYB0kMi4eESKSEZVKhXHjxmHFihWIiIjQeV1TQkNDceHCBa1lSqUSgYGBmDlzJubOndvstq6urujduze2b98OAEhPT4ePjw98fHya3SY3Nxe9evW6by4iopaYSh1sDdZBIuNiI0QkI4mJicjLy8PmzZsbTRG7fv36Ztddu3at0Ws9++yzOHDgQKPlU6ZMgVqtxoQJE1rMkpycjOTkZAQEBCAhIQGpqanNjm2YRCEkJES/D0xEdA9TqoNz5syBp6cnCgsLMXz4cPj5+TU7lnWQyPgU4n4n7hOR5Dw9PVFUVASlUmm088dVKhUGDhyInJwcrTtUZ2ZmYuHChThx4oRmmUKhgEqlgqOjo86vP23aNISHhyM+Ph5LliyBv78/4uLi2vQzEJF8sA4SUVvjESEialLHjh3xwQcf6HSDPzc3NwwePFjrRoItiYqKwpEjRzRfLDw8PDB9+vQHyktE1NZYB4nkjUeEiMyAFHtCiYhMCesgEbU1HhEiIiIiIiKLw0aIiIiIiIgsDhshIiIiIiKyOGyEiIiIiIjI4rARIiIiIiIii8NGiIiIiIiILI6N1AGo7QghUF1dLXUMvdjb20OhUEgdg4hkgnWQiCwd66Du2AjJSHV1tV53tDYFlZWVWnfrJiJ6EKyDRGTpWAd1x1PjiIiIiIjI4vCIkEyVlJSY7B7GqqoquLm5SR2DiGSOdZCILB3rYMvYCMmUg4ODyf7gExEZA+sgEVk61sGW8dQ4IiIiIiKyOGyEiIiIiIjI4rARIiIiIiIii8NGiIiIiIiILA4bISIisniZmZlQKBRaD0dHR/Tp0wfvv/8+6urqpI5IRGRQllgHOWscERHRb6KjozF69GgIIVBcXIxt27ZhwYIFyM3NxaZNm6SOR0RkcJZUB9kIERER/SYsLAwxMTGa57Nnz0ZQUBBSUlLw5ptvwsXFRcJ0RESGZ0l1kKfGERERNcPBwQH9+/eHEAI//PCD1HGIiIxOznWQjRAREVELGv7wOzs7S5yEiEgacq2DPDWOiIjoN9XV1SgtLdWcG//hhx/i22+/Rb9+/eDv7y91PCIig7OkOsgjQi0oLS3FwoUL4evrCzs7O3h5eeGVV15BTU0NYmJioFAokJKSInXMNtcwa0hCQkKzYxwdHREZGWm8UBaquroaaWlpUKlUAICamhrcuXNH4lRkTMXFxfjoo4/w7rvvYsOGDfjXv/4FIYTUsWRr5cqVcHFxgaurK0JDQ5GUlIRnnnkGe/fulTqaxaqoqMD27ds1dbC2thb19fUSpyJjys/Px+bNm/HOO+8gKSkJJ06ckDqSrFlSHeQRoWacOXMGTzzxBEpKSuDg4IDg4GAUFRVhzZo1uHLlCq5evQoA6NWrl8RJSY5KSkqQkJCArVu3ory8XLO8rKwMXl5emDFjBhYvXoxOnTpJF5IM6vTp00hISEB6enqjKUuDg4MRHx+Pl156CVZW3J/VluLi4jBx4kTU1dXh3LlzSEhIQElJCTp06KAZc/v2bfTt2xcvvPACXn/9dc3yadOmoaSkBAcOHJAiuuxcuXIFq1atwvbt21FdXa1Z/vPPP+ORRx7BSy+9hFdeeQV2dnYSpiRDysrKwttvv419+/Y12gEUHh6Ol19+GS+88AIUCoVECeXJouqgoEZu3LghvLy8BACxePFioVKpNOtWrlwpAAgbGxthZWUlqqurJUyqrbKyUgAQAERlZWWrX+fw4cMCgFi1alWzYxwcHMTQoUNb9fptlVOuLl68KLp166b5N2ruERISIq5duyZ1XDKAffv2iQ4dOtz3Z+C5554Td+7ckTquSWltfWmu7mVnZwsrKysxadIkreUnT54UDg4O4vTp00IIIT7//HPh5OQkioqKDJrTUpw4cUK4uLjc93dg8ODBory8XOq4ZABbt24V1tbW9/0ZmDNnjlCr1VLHNSmsg7rjrsQmzJs3DwUFBViwYAHefvtt/P/27j0uqnJtH/g1gIiA7QBxkJMkB0ERULE8YEJqpmnlKXSLBza9pYJanl7KbWW+qR22ZYpuVMpKU9600gRtm1vMrWiZurEXT/UTZFRQRHE4aOI8vz+M2Y4cnEFm1sxa1/fzmT9mrWetuUbkZu5Zaz3L1dVVv27evHkIDQ1FTU0NQkJCDLpjogdVWlqKQYMGobCw8L5jf/nlFzz99NMG35SS7Tt06BBGjRqF6urq+4798ssvMXXqVAukUq6ePXsiISEBGzduxMGDB/XLu3Xrhrlz52LChAnQaDR46aWXkJaWBm9vbwnTykNBQQEGDx6My5cv33fs/v37MWLECJ4qJzPZ2dn4y1/+YtTPNS0tDW+88YYFUimXnOsgG6F75OfnIzMzE23btsXChQvrrFepVOjevTsAw9PiYmNj69yNt/YxefJki+VvTrUXy9X3IPNIS0vD2bNnjR5/9OhRrF+/3oyJyNLmzZuHGzduGD1+7dq1yM/PN2Mimj9/Puzt7TF//nyD5a+99hocHR3RtWtXxMbGYsyYMRIllJclS5YY1QTV+uc//4msrCwzJiJLEkJgzpw50Ol0Rm9Te+oWmY9c6yAboXts2LABOp0OCQkJcHZ2rndMy5YtARg2QitXrkRubq7B469//SsAYOjQoeYPbga1F8vV96isrJQ6nuzcunWrSXdsTktL48XzMnHy5Ens3r3b5O1WrVplhjRUKygoCGPGjMH333+Pffv26Zc7ODggJiYGpaWlSExMlDChfNROjGCqlStXmiENSeGHH34w+cudW7duISMjw0yJCJBvHWQjdI/aDyFxcXENjtFoNAAMG6FOnTqhZ8+eBo9jx47B09MTTz31lHlDm0lSUhJ27dpV74MXpza/ffv24cKFCyZvl5eXh5MnT5ohEVlaZmZmk7bbuHFjMyehe82bNw92dnZ4/fXX9cv279+PjIwMpKSkYMaMGUadzkiN2759e5O+aPvuu+9QVlZmhkRkaU2tZ6yD5ifHOshZ4+5Re21GQEBAvetv3ryJQ4cOAWh8xrjLly9j586dmDp1KhwcmvbPHB0djeLiYqPHm3IY2RhBQUEYMGBAvevs7e2b5TWCg4M569UfHuRan8cff1x/pJJs190zBJriypUr8PHx4cxJaHodjI2NbfTIalhYmMH1CpWVlZg4cSIWL16MKVOmoF+/fkhNTcWyZctMfm3Wwf+oqKho8rZhYWFo0aJFM6YhKVy5cqVJ2+Xn58PX17eZ09gmpdVBLy+vJk+pzkboHrXfRDV0jv769etRXl4ODw8P+Pj4NLifjRs3oqamBuPHj29yluLiYpw/f77J29uCixcvSh1BFnjdFjXlaCI13cyZMxEQEICpU6dCpVJh3bp1iIqKwvDhw02+xxrrYPO4dOmS1BFIQjqdTvafmayNHOogG6F7eHl5QavV4vDhw4iOjjZYV1RUhFdffRUAEBER0eh+Pv/8c4SFhdXZh6lZTKHT6WzuD2q7du34Tegfbt261eQ/5F5eXs12lI6kU1FRgfLycpO3c3BwgFqtNkMi22OJOrhz505kZmYiLy9PfxQuMDAQS5YsQWJiIvLy8tC6dWuj98c6+B83btxo0hEBlUoFLy8v/jvKQHl5eZOODDo6OsLT09MMiWyP0uqgqZ+XDUgyabcVmzJligAg/Pz8xKlTp/TLc3NzRVBQkGjRooUAIF5++eUG93HixAkBQCxatMgSkfV4HyHb9+ijj973ngn3Pp599lmpY1MzKSsrM+r+Qfc+3n//famjWw1bqS+2ktPSampqjLqP2r2Pl156Sero1Ex+++03oVKpTP4/sGHDBqmjWw1bqS/WkJNfndwjNTUVbm5uKCoqQufOndGlSxcEBQWhV69eCAsLQ0xMDIDGrw/6/PPPoVKpMG7cOEvFJployj1heB8Z+XBzc8Of//xnk7ZxcnLCpEmTzBOIyMLs7e2bdMuJKVOmmCENSaFDhw4YPHiwSdt4enpi5MiRZkpEcsZG6B7+/v7Yt28fhgwZAicnJxQWFsLT0xNr167F1q1b9bNzNdQICSGwYcMGxMbGwt/f35LRSQYSEhIwfPhwo8dPnjwZAwcONGMisrR33nkHwcHBRo9fu3YtPDw8zJiIyLJeeeUV9O3b1+jxCxYsaPTLSbI9K1euNPp0J3t7e6xfv54TBlHTSHIcykZduXJFABAODg7ixo0b9Y7JyckRAMTHH39s4XTWcYjRGLaSUyrV1dUiPj7+vqcBJCcni5qaGqnjkhkUFRWJiIiIRn/+Dg4OYt26dVJHtTq2Ul9sJadUysvLxcCBA+9bBxcsWCB0Op3UcckMTp48KR555JFGf/7Ozs7i22+/lTqq1bGV+mINOXlEyATHjx8HAISGhjb4zcPnn3+OVq1aYdSoUZaMRjLi5OSEjRs34p///CdGjRplMAlCy5YtMWHCBBw8eBDLly/nBAky5evrix9//BEbNmxAnz59DNbZ2dkhNTUVp0+fxsSJEyVKSGReDz30EHbs2IHt27djyJAhBlPDu7q6YsqUKcjLy8Prr7/OaeNlqmPHjjh+/DjWrFmDqKgog3V2dnZ466238Ouvv9rsTevJOqiE4C3pjbVixQpMmzYN48aNq/fO1zdu3ICXlxeGDBmCL774wuL5Kisr4erqCuDO7FMuLi4Wz2AMW8lpLa5fv45Lly7Bzs4OarWa/14KdPnyZYSHh+PSpUvw9vbmFLGNsJX6Yis5rcW1a9dw+fJltGjRAmq1Gq1atZI6ElmQEAIlJSWIjIxkHTSCrdQXa8jJI0ImqD0i1NC5yE5OTrh27ZokTRDJ10MPPYSgoCB06NDBaosZmZenp6f+RpH89rv5ZWdno1OnToiKikKvXr1w+vRp/TqVSoWIiAhkZ2cDuDMt7bRp0xAYGIigoCCsXLlSPzYzMxOdOnVCmzZtLP4e5O7hhx9GcHAwAgIC2AQpUO306KyD5mNKHczKykJ0dDRatmyJ2bNnG+zH1uogGyET1DZC97uHEBER2Y7k5GSkpaXh2LFjGDBgAFatWmWw/sCBAxgyZAiAOzfVzs/Px+nTp/Hjjz/i3Xff1U+iEx8fr/+gQERkS0ypg8HBwcjIyMCcOXPq7MfW6iAbIRMcOHAAQggMGjRI6ihERNRMCgsLER0djcrKSvz888/o0KFDg2MzMzMxefJk2Nvbw93dHc8//zw2bdpkwbRERM3PlDoYEhKCyMhIODg4WDChebARIiIiRRNCYP/+/VCr1Thy5EijX3adO3cO7du31z8PCAjAuXPnLBGTiMhsTKmDcsJGiIiIFC8mJgbXr1/HypUr0bdvX1y7dq3BsXdfn8D5hohILkypg3LBRoiIiAh3puQdMWIE3N3dDS4Uvpu/vz8KCgr0zwsLC3nzbCKSDWPqoJywESIiIsXbvn07gDunvhUXFyMwMLDecaNHj0Z6ejpu376NsrIyZGZmIj4+3pJRiYjMwtg6KCdshIiISPGWLVuG0NBQDB48GMuXL4eHh0e948aPH4+OHTsiJCQEPXr0wJw5cxAWFmbhtEREzc/YOpiTkwNfX18sXboU6enp8PX1xbZt2yyctnnY/nQPRERED2jXrl36G/s1xt7eHmlpaRZIRERkWcbWwdjYWGg0GgskMj8eESIiImqAWq1Gnz59jLovRmZmJoYNGwa1Wm2BZEREliHnOsgjQkREpGiNzfxWXFxs9H7i4+N5vRAR2SSl1kE2QjJVWVkpdYQGWXM2IpIPa6411pyNiOTDmmuNNWRjIyRTtnJIkojIXFgHiUjpWAcbx2uEiIiIiIhIcXhESEacnZ1RUVEhdQyTODs7Sx2BiGSEdZCIlI510HhshGREpVLBxcVF6hhERJJhHSQipWMdNB5PjSMiIiIiIsVhI0REJCPbtm1DVFSUwcPHxwdOTk6NrmvIiBEjkJube9/XValUiIiIMLjPxJkzZ9C7d2+EhITg0UcfRX5+vn5dXFwc3N3dsWLFCggh0LdvX5w9e/bB3jwREayrDk6fPh0BAQFQqVT45ZdfDMazDloBQUREVs/Hx0cAED4+PiZtd/XqVREUFCTWrFlj0johhDh06JCIi4sz6nUACK1Wa7AsLi5OfPLJJ0IIIb788kvRs2dPg/UTJ04Uy5cvF0IIsWXLFjFx4kSjXouIlMkW6+DevXtFUVGRaN++vTh+/HidbVgHpcUjQkREMqXT6TBu3Dj0798fL7zwgtHraqWnp2PcuHH65wMHDsSMGTP0z8vLy+Hp6YnS0tI62166dAlHjhxBQkICAGDkyJE4e/YsCgoK6n2tYcOGITs7G1qt1tS3SUTUICnrIAA8/vjj8PX1NSor66DlsREiIpKpN954A2VlZfjoo49MWlcrJycHvXv31j/fuXMnvvvuO5w4cQIA8PHHH2Po0KFo06ZNnW2Liorg7e0NB4c7c/KoVCr4+/vj3Llz9b5WixYtEB4ejv3795v0HomIGiNlHTQV66DlsREiIpKhrVu3IiMjA1u2bIGjo6PR6+6m0Wjg5eWlf25vb4/ExESsW7cOOp0OaWlpSElJaXB7lUpl8FwI0WhmLy8vaDSaRscQERnLGuqgqVgHLYvTZxMRycypU6eQlJSEb775Bt7e3kavu5ezszOqq6vh5uamX5aQkICePXuid+/eUKvV6N69e73b+vn5QaPRoKamBg4ODhBCoKioCP7+/g2+3o0bN9CqVSsT3ikRUf2soQ42BeugZfGIEBGRjGi1WgwfPhwLFixATEyM0evqExERgZMnTxos8/HxQWhoKCZPnoxp06Y1uG3btm3RtWtXrF+/HgCwZcsWBAQEICAgoMFtTpw4gcjIyPvmIiJqjLXUwaZgHbQsNkJERDKSlpaGU6dOYc2aNXWmiF2+fHmD6y5cuFBnX6NGjcKOHTvqLB8/fjx0Oh1GjhzZaJb09HSkp6cjJCQES5YsQUZGRoNjaydRCA8PN+0NExHdw5rqYHJyMnx9faHRaDBgwAAEBQU1OJZ10PJU4n4nbRMRkeR8fX1x/vx5+Pj4WOz8ca1Wi169euHQoUMGdynPycnB7NmzcfjwYf0ylUoFrVYLV1dXo/c/adIkREdHIyUlBampqQgODkZSUlKzvgcikg/WQWpuPCJERET1at26NT788EOjbvCnVqvRp08fgxsJNiYuLg579+7Vf7Dw9vZGYmLiA+UlImpurIPyxiNCREQ2QIpvQomIrAnrIDU3HhEiIiIiIiLFYSNERERERESKw0aIiIiIiIgUh40QEREREREpDhshIiIiIiJSHAepA1DzEUKgqqpK6hgmcXZ2hkqlkjoGEckE6yARKR3roPHYCMlIVVWVSTfxsgYVFRUGNygjInoQrINEpHSsg8bjqXFERERERKQ4PCIkUyUlJVb7DWNlZSXUarXUMYhI5lgHiUjpWAcbx0ZIplxcXKz2Pz4RkSWwDhKR0rEONo6nxhERERERkeKwESIiIiIiIsVhI0RERERERIrDRoiIiIiIiBSHjRARESleTk4OVCqVwcPV1RXdunXDBx98gJqaGqkjEhGZlRLrIGeNIyIi+kN8fDyGDh0KIQSKi4vx2WefYebMmThx4gRWr14tdTwiIrNTUh1kI0RERPSHqKgoJCQk6J9PnToVYWFhWLt2Ld5++214enpKmI6IyPyUVAd5ahwREVEDXFxc8Nhjj0EIgd9++03qOEREFifnOshGiIiIqBG1f/g9PDwkTkJEJA251kGeGkdERPSHqqoqlJaW6s+N//vf/46jR4+iR48eCA4OljoeEZHZKakO8ohQA0pLSzF79mwEBgbCyckJfn5+mDVrFqqrq5GQkACVSoW1a9dKHZMUQKfT4dq1aygvL4cQQuo4JIGamhrcvn0bAPh/wMwWLlwIT09PtG3bFhEREVi5ciWee+45bNu2Tepoinb79m1cvXoVWq2WvwMKdevWLX0dJPNSUh1kI1SPvLw8hIeH429/+xtKSkrQqVMn/P7771i6dCkSEhJw6tQpAEBkZKTESc2jdvrEJUuWNDjG1dUVsbGxlgulQMePH8eUKVPw0EMPwc3NDQ8//DA8PDwwa9YsnDlzRup4ZGY6nQ7fffcdnn32WbRs2RLFxcUAgJKSErz//vu4cuWKxAnlKSkpCbt27cKOHTvw3nvvwcPDAyUlJWjVqpV+zM2bNxEeHo5FixYZbDtp0iQMHjzY0pFlSwiBQ4cOYcKECXBxcYG7uzseeughtGvXDvPnz0dRUZHUEcnMampq8PXXX2PgwIFwdHQ0qIOrVq2CVquVOKE8KaoOCjJw+fJl4efnJwCIuXPnCq1Wq1+3cOFCAUA4ODgIOzs7UVVVJWHSuioqKgQAAUBUVFQ0eT979uwRAMTixYsbHOPi4iL69evXpP03V065qqmpEcnJyfp/o4Yeb775ptDpdFLHJTMoLS0Vffv2bfTn7+LiIrZt2yZ1VKvT1PrSUN3Lzc0VdnZ2YuzYsQbLf/75Z+Hi4iKOHTsmhBDi66+/Fu7u7uL8+fNmzakU1dXVIj4+vtHfAXt7e5GWliZ1VDKToqIiERER0ej/AQ8PD7Fv3z6po1od1kHjsRG6x9ixYwUAMXPmzDrrdDqdCA0NFQBEaGioBOkax0bI9ul0OvGXv/zlvk1Q7eO1116TOjI1s+vXr4uuXbsa9fO3s7MT3377rdSRrUpzfwAQQogJEyYIACI3N9dg+YIFC0RERIQoKioSbdu2FRs3bjR7TiW4deuWePrpp42ugx999JHUkamZFRcXi0ceecSon7+Tk5M4cOCA1JGtCuug8Xhq3F3y8/ORmZmJtm3bYuHChXXWq1QqdO/eHUDd0+L27duH/v37o02bNnj44YfRs2dPfPXVVxbJTfKxefNmfPzxx0aPX7RoEfbt22fGRGRp8+bNw9GjR40aq9Pp8Oc//xnXr183cyplmz9/Puzt7TF//nyD5a+99hocHR3RtWtXxMbGYsyYMRIllJeVK1ciKyvL6PEzZszQn7JO8pCSkoKzZ88aNfbGjRt4/vnncevWLTOnUja51kE2QnfZsGEDdDodEhIS4OzsXO+Yli1bAjBshP79739j4MCBsLe3x7p165CZmYmAgACMHDkS27dvt0h2c6idNaS+B5nHihUrTN4mLS3NDElIClqtFuvWrTN5m88//9w8gQgAEBQUhDFjxuD77783+OLBwcEBMTExKC0tRWJiooQJ5UOn05lcB4UQ+Pvf/26mRGRpGo0GX3/9tcnbfPvtt2ZKRIB86yAbobvs3r0bABAXF9fgGI1GA8CwEcrMzIRKpcLWrVsxdOhQDBo0CF988QXat2+PDRs2mDe0GdXOGlLfo7KyUup4snPixAn88MMPJm+3ZcsWXLp0yQyJyNI2bdrUpIt/+SHQ/ObNmwc7Ozu8/vrr+mX79+9HRkYGUlJSMGPGDFRXV0uYUB727t3bpMlgPvnkE9y4ccMMicjSPv744ybNDsc6aH5yrIO8j9BdCgsLAQABAQH1rr958yYOHToEwLAR+v333+Ho6AgnJyf9Mjs7O7Ru3Ro6na7JeaKjo/UzpBjjQV6rPklJSQ0e4hw2bFizvEZwcDDs7NiPA2hy8aipqUHnzp31RyvJdl27dq1J2/3yyy/w8fGBSqVq3kA2qKl1MDY2ttFpmcPCwgw+nFVWVmLixIlYvHgxpkyZgn79+iE1NRXLli0z+bVZB/+joqKiSduVl5cjICAADg78WGPrysrKmrTd7t274evr28xpbJPS6qCXlxcOHz7cpG05WcJdWrduLQCIn376qd71a9eu1c9Scrfjx4+LVq1aiVmzZoni4mJx5coV8d577wlHR0fxww8/NDmPj4+P0ReL3vuwlckS+OCDDz7M9TDnxbcvvvii6N+/v37mxl9//VW4urqKPXv2sA7ywQcfVvNQQh308fFp8nvgVyd38fLyglarxeHDhxEdHW2wrqioCK+++ioAICIiwmBdeHg49uzZg+HDh+Nvf/sbAMDFxQVffvkl+vbt+0B5TKHT6XDx4sUmv54U2rVrx29C/3Djxo0m3xumbdu2aNGiRTMnIku7fv16k06NU6lU8Pb2NkMi22OJOrhz505kZmYiLy9PfxQuMDAQS5YsQWJiIvLy8tC6dWuj98c6+B+VlZVNPjLq5eUFe3v75g1EFnf16lVUVVWZvJ2DgwPUarUZEtkepdVBUz8vG2hyCyVDU6ZMEQCEn5+fOHXqlH55bm6uCAoKEi1atBAAxMsvv2yw3enTp4Wfn5945plnRHZ2tvjHP/4hEhMTRatWrcTu3bstlp/TZ9u26upq0aZNG5O/CenYsSPvJyQTx44da9K3YUlJSVJHtxq2Ul9sJaelXb58WbRs2dLk34Gm/j0i67Njx44m1cG//vWvUke3GrZSX6whJ7+Cuktqairc3NxQVFSEzp07o0uXLggKCkKvXr0QFhaGmJgYAHWnzn7ttdfg7OyMr776CoMHD8bAgQPx8ccfo2fPnpg1a5YUb4VskJOTE1544QWTt5syZQqvDZGJyMhI9OnTx+Ttpk6daoY0RJbXpk2bJk2/y98B+XjyyScRGBho0jZ2dnZ48cUXzZSI5IyN0F38/f2xb98+DBkyBE5OTigsLISnpyfWrl2LrVu34uTJkwDqNkLHjx9HREREnUPy3bt3x4kTJyyWn2zf9OnT0a5dO6PHh4SE2OR0ldSwhQsXmnR6z+jRo9GtWzczJiKyrNTUVDz00ENGj+/Roweee+458wUii7Kzs8OiRYtM2iYlJQV+fn5mSkRyxkboHp07d0ZWVha0Wi2uX7+O3NxcJCUl4erVq7h48SIcHBzQqVMng228vLxw7Ngx1NTUGCz/6aef4OPjY8n4ZOPatWuH7OxstG3b9r5jH3nkEezYscOkDwxk/eLi4vDpp58aNfvVwIED8emnn1ogFZHlhIaGYuvWrUZdXxAREYHt27fD0dHRAsnIUp5//nl88MEHRo0dM2aM/vpsIlOxETLS8ePHAdwp0PdOU5ycnIwzZ87gueeew7fffoudO3diwoQJ2Lt3L2bMmCFF3AdSO31iampqg2MqKiqQk5NjuVAKEhUVhYMHD2L8+PH1/nF3cXHBSy+9hNzcXHTo0EGChGRu48aNw+7du9G/f/9613t7e2PhwoXIyspCq1atLJyOyPxiY2Nx4MABjBgxot4jpA8//DBeeeUV7Nu3z6gvjsj2vPzyy/j222/Rq1evetd36NABH374ITZs2MBp06nJVEI0MmE46a1YsQLTpk3DuHHjsH79+jrrt2/fjnfeeQf5+fm4ffs2QkJC8PLLL+PPf/6zxTJWVlbC1dUVwJ1GxcXFxWKvbQpbyWkNLl++jP/93/9FamoqKioq8PDDD6OgoAB/+tOfpI5GFnLy5Els27YNZWVlcHJyQkREBIYNG8ZZAhtgK/XFVnJaA41Gg82bN2P+/PmoqKiAm5sbNBoNnJ2dpY5GFnL06FHs2LED5eXlcHFxQY8ePTBo0CDOttgAW6kvVpFTkikabNCLL74oAIh3331X6igNsobZN4xhKzmtSe09pR5krnwiJWhKfcnKyhJhYWEiMjJS9OzZ02DWUACiS5cuIisrSwghxO3bt0VKSoro0KGDCAwMFGlpafqxmzZtEmFhYXXuNddcOZWOdZDIOOaug9u3bxfdu3cXjo6OYtasWQb7sbU6yFbaSLWnxt17DyEiIrJtycnJSEtLw7FjxzBgwACsWrXKYP2BAwcwZMgQAMD69euRn5+P06dP48cff8S7776rn0gnPj4e2dnZFs9PRPSgTKmDwcHByMjIwJw5c+rsx9bqIBshIx04cABCCAwaNEjqKERE1IwKCwsRHR2NyspK/Pzzz41ee5eZmYnJkyfD3t4e7u7ueP7557Fp0yYLpiUian6m1MGQkBBERkbK4tosNkJERKRoQgjs378farUaR44cafQLr3PnzqF9+/b65wEBATh37pwlYhIRmY0pdVBO2AgREZHixcTE4Pr161i5ciX69u2La9euNTj27hsYC843REQyYUodlAs2QkRERLhzI8cRI0bA3d0dp0+frneMv78/CgoK9M8LCwvh7+9voYREROZlTB2UEzZCRESkeNu3bwdw59S34uJiBAYG1jtu9OjRSE9Px+3bt1FWVobMzEzEx8dbMioRkVkYWwflhI0QEREp3rJlyxAaGorBgwdj+fLl8PDwqHfc+PHj0bFjR4SEhKBHjx6YM2cOwsLCLJyWiKj5GVsHc3Jy4Ovri6VLlyI9PR2+vr7Ytm2bhdM2D9uf7oGIiOgB7dq1S39jv8bY29sjLS3NAomIiCzL2DoYGxsLjUZjgUTmxyNCREREDVCr1ejTp49R98XIzMzEsGHDoFarLZCMiMgy5FwHeUSIiIgUrbGZ34qLi43eT3x8PK8XIiKbpNQ6yEZIpiorK6WO0CBrzkZE8mHNtcaasxGRfFhzrbGGbGyEZMpWDkkSEZkL6yARKR3rYON4jRARERERESkOjwjJiLOzMyoqKqSOYRJnZ2epIxCRjLAOEpHSsQ4aj42QjKhUKri4uEgdg4hIMqyDRKR0rIPG46lxRERERESkOGyEiGRk27ZtiIqKMnj4+PjAycmp0XUNGTFiBHJzc+/7uiqVChEREQb3GDhz5gx69+6NkJAQPProo8jPz9evi4uLg7u7O1asWAEhBPr27YuzZ88+2JsnIoJ11cHp06cjICAAKpUKv/zyi8F41kEiKyCIyOr5+PgIAMLHx8ek7a5evSqCgoLEmjVrTFonhBCHDh0ScXFxRr0OAKHVag2WxcXFiU8++UQIIcSXX34pevbsabB+4sSJYvny5UIIIbZs2SImTpxo1GsRkTLZYh3cu3evKCoqEu3btxfHjx+vsw3rIJG0eESISKZ0Oh3GjRuH/v3744UXXjB6Xa309HSMGzdO/3zgwIGYMWOG/nl5eTk8PT1RWlpaZ9tLly7hyJEjSEhIAACMHDkSZ8+eRUFBQb2vNWzYMGRnZ0Or1Zr6NomIGiRlHQSAxx9/HL6+vkZlZR0ksjw2QkQy9cYbb6CsrAwfffSRSetq5eTkoHfv3vrnO3fuxHfffYcTJ04AAD7++GMMHToUbdq0qbNtUVERvL294eBwZz4WlUoFf39/nDt3rt7XatGiBcLDw7F//36T3iMRUWOkrIOmYh0ksjw2QkQytHXrVmRkZGDLli1wdHQ0et3dNBoNvLy89M/t7e2RmJiIdevWQafTIS0tDSkpKQ1ur1KpDJ4LIRrN7OXlBY1G0+gYIiJjWUMdNBXrIJFlcfpsIpk5deoUkpKS8M0338Db29vodfdydnZGdXU13Nzc9MsSEhLQs2dP9O7dG2q1Gt27d693Wz8/P2g0GtTU1MDBwQFCCBQVFcHf37/B17tx4wZatWplwjslIqqfNdTBpmAdJLIsHhEikhGtVovhw4djwYIFiImJMXpdfSIiInDy5EmDZT4+PggNDcXkyZMxbdq0Brdt27YtunbtivXr1wMAtmzZgoCAAAQEBDS4zYkTJxAZGXnfXEREjbGWOtgUrINElsVGiEhG0tLScOrUKaxZs6bOFLHLly9vcN2FCxfq7GvUqFHYsWNHneXjx4+HTqfDyJEjG82Snp6O9PR0hISEYMmSJcjIyGhwbO0kCuHh4aa9YSKie1hTHUxOToavry80Gg0GDBiAoKCgBseyDhJZnkrc78R9IpKcr68vzp8/Dx8fH4udP67VatGrVy8cOnTI4A7VOTk5mD17Ng4fPqxfplKpoNVq4erqavT+J02ahOjoaKSkpCA1NRXBwcFISkpq1vdARPLBOkhEzY1HhIioXq1bt8aHH35o1A3+1Go1+vTpY3AjwcbExcVh7969+g8W3t7eSExMfKC8RETNjXWQSN54RIjIBkjxTSgRkTVhHSSi5sYjQkREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVhI0RERERERIrDRoiIiIiIiBTHQeoA1HyEEKiqqpI6hkmcnZ2hUqmkjkFEMsE6SERKxzpoPDZCMlJVVWXSHa2tQUVFhcHduomIHgTrIBEpHeug8XhqHBERERERKQ6PCMlUSUmJ1X7DWFlZCbVaLXUMIpI51kEiUjrWwcaxEZIpFxcXq/2PT0RkCayDRKR0rION46lxRERERESkOGyEiIiIiIhIcdgIERERERGR4rARIiIiIiIixWEjREREipeTkwOVSmXwcHV1Rbdu3fDBBx+gpqZG6ohERGalxDrIWeOIiIj+EB8fj6FDh0IIgeLiYnz22WeYOXMmTpw4gdWrV0sdj4jI7JRUB9kIERER/SEqKgoJCQn651OnTkVYWBjWrl2Lt99+G56enhKmIyIyPyXVQZ4aR0RE1AAXFxc89thjEELgt99+kzoOEZHFybkOshEiIiJqRO0ffg8PD4mTEBFJQ651kI1QA0pLSzF79mwEBgbCyckJfn5+mDVrFqqrq5GQkACVSoW1a9dKHZOIiJpRVVUVSktLcfnyZRw/fhzJyck4evQoevTogeDgYKnjERGZnZLqIK8RqkdeXh6efPJJlJSUwMXFBZ06dcL58+exdOlSFBQU4Ny5cwCAyMhIiZOaR05ODuLi4rB48WKkpqbWO8bV1RXR0dHIycmxbDgFEULgp59+wmeffYYrV64AAK5du4bjx4+jS5cuEqcjS6ipqcH27dvxzTffoKysDE5OToiIiEBSUhLatWsndTxZWrhwIRYuXGiw7LnnnsOqVaskSqRsQgjk5ORg48aN+jpYXl6OX3/9FUFBQRKnI0u4efMmtmzZgh07dqC8vBzOzs7o0aMHEhMT4e7uLnU8WVJUHRRk4PLly8LPz08AEHPnzhVarVa/buHChQKAcHBwEHZ2dqKqqkrCpHVVVFQIAAKAqKioaPJ+9uzZIwCIxYsXNzjGxcVF9OvXr0n7b66ccvavf/1LdO/eXf/vdO+jb9++Ii8vT+qYZEYZGRn6WnTvw8HBQYwdO1ZcuXJF6phWp6n1pbbuJSUliV27dokdO3aI9957T3h4eIhevXqJa9eu6cfeuHFDdO7cWbz99tsG+5g4caJ46qmnzJpTSbKyskRYWFiDdXDQoEHi//2//yd1TDITnU4n3n//feHp6Vnvz9/JyUm89NJLorKyUuqoVod10HhshO4xduxYAUDMnDmzzjqdTidCQ0MFABEaGipBusaxEZKHrKws0bJlywb/+Nc+HnroIXHgwAGp45IZvPnmm/f9+dfWoZKSEqnjWpUH/QBwb93Lzc0VdnZ2YuzYsQbLf/75Z+Hi4iKOHTsmhBDi66+/Fu7u7uL8+fNmzakU69atE3Z2dvf9HVCr1SI/P1/quNTMdDqdeOmll4yqg4899pi4fv261JGtCuug8XiN0F3y8/ORmZmJtm3b1jkkCAAqlQrdu3cHUPe0uD179iAmJgatWrWCu7s7xo8fj5KSEovkJvk4efIkRo8ejZs3b9537PXr1zFs2DBcvHjRAsnIUr744gu8+eabRo09efIknnvuOQghzBtKwXr27ImEhARs3LgRBw8e1C/v1q0b5s6diwkTJkCj0eCll15CWloavL29JUwrDwcOHEBSUhJ0Ot19x5aUlGDw4MGoqKiwQDKylA8++ADp6elGjT106BAmTpxo5kTKJuc6yEboLhs2bIBOp0NCQgKcnZ3rHdOyZUsAho3Qvn378OSTT8LNzQ1btmzBhx9+iJycHPTv39+oD7TWqvZiufoeZB4ffPABqqqqjB5/5coVo/9YkPUTQuB//ud/TNomNzcX//znP82UiABg/vz5sLe3x/z58w2Wv/baa3B0dETXrl0RGxuLMWPGSJRQXpYsWYLbt28bPb6wsBAbNmwwYyKypJs3b+Kdd94xaZuvv/4a//d//2emRATItw6yEbrL7t27AQBxcXENjtFoNAAMG6EFCxbgkUcewTfffIMhQ4ZgwoQJ2Lx5M/7v//4PGRkZ5g1tRgsXLoSnp2e9j8rKSqnjyU55eTnWr19v8narV6/GrVu3zJCILG3v3r04ceKEydutXLnSDGmoVlBQEMaMGYPvv/8e+/bt0y93cHBATEwMSktLkZiYKGFC+SgoKMD27dtN3m7lypU8MioTX331FS5dumTydrK8kN+KyLUOshG6S2FhIQAgICCg3vU3b97EoUOHABg2QocOHcKTTz4Je3t7/bLHHnsM7u7u+Prrr80X2MySkpKwa9eueh9OTk5Sx5Odf/3rXyYdDap18eJF5OXlmSERWdrOnTubtN2OHTuaOQnda968ebCzs8Prr7+uX7Z//35kZGQgJSUFM2bMQHV1tYQJ5eH7779vUkOTl5fH04RlgnXQesmxDnL67LvUHuW4ceNGvevXr1+P8vJyeHh4wMfHR7/czs5Of8rc3ZycnPDLL780OU90dDSKi4uNHm/M+dSmCAoKwoABA+pdd3fT9yCCg4NhZ8d+HECTmqBaTz31VL3/B8m2XLt2rUnbVVdXw8fHByqVqnkD2aCm1sHY2NhGP4CHhYUZnK5VWVmJiRMnYvHixZgyZQr69euH1NRULFu2zOTXZh38D61W2+Rtu3btihYtWjRjGpJC7TTppiooKICvr28zp7FNSquDXl5eOHz4cJO2ZSN0Fy8vL2i1Whw+fBjR0dEG64qKivDqq68CACIiIgzWdezY0eDiMeDO0aWLFy8+UFEuLi7G+fPnm7y9LeA3eM2D123RhQsXpI6gKDNnzkRAQACmTp0KlUqFdevWISoqCsOHD0dsbKxJ+2IdbB5NOZ2K5EOn08n+M5O1kUMdZCN0lwEDBuDMmTNYtGgRnnjiCYSEhAAADh48iPHjx+u/rb13xrgZM2YgISEBb775JqZOnYqysjL813/9F+zs7B7oWz4vLy+Txut0Opv7g9quXTt+E/qHmpqaJs00qFKp4OXlxX9HGaiqqsLVq1dN3s7R0RGenp5mSGR7LFEHd+7ciczMTOTl5emPwgUGBmLJkiVITExEXl4eWrdubfT+WAf/4/fff8fly5dN3s7Ozg5eXl48KioDFRUVKC8vN3k7JycneHh4mCGR7VFaHTT187IBSSbttlKFhYXCzc1Nf8PC8PBwERgYKACIYcOGibi4OAFAfPLJJ3W2nTdvnsG9X0aNGiWGDh0qHnnkEYvl532EbN+zzz5r1H0T7n5MnjxZ6tjUTG7evCnUarXJ/wc2bNggdXSrYSv1xVZySuHRRx81+XfgzTfflDo2NZOysjLRqlUrk/8P/POf/5Q6utWwlfpiDTn5FdRd/P39sW/fPgwZMgROTk4oLCyEp6cn1q5di61bt+LkyZMA6h4RAoD/+Z//wZUrV/QXbH755Zc4c+YMYmJiLP02yIbNmDHDpPH29vZITk42UxqyNEdHR5N/nj4+Phg5cqSZEhFZ3ssvv2zSeGdnZ/zXf/2XecKQxbm5uWHSpEkmbRMREWHyqVhEAGeNq6Nz587IysqCVqvF9evXkZubi6SkJFy9ehUXL16Eg4MDOnXqVO+2Li4u6NKlC7y8vJCVlYVTp05h8uTJFn4HZMvi4uKwaNEio8evXr0a4eHhZkxElvbqq69i2LBhRo1t3bo1vv32W06UQbIyZswYTJs2zaixDg4O2LRpk03dwJHu7/3330evXr2MGqtWq/H111/ztEhqEl4jZKTjx48DAEJDQ+t86Dh8+DD+8Y9/oFu3bhBCYN++fXj//fcxd+5c9O7dW4q4D+R+s4YA4F28zejVV19F69at8d///d8NziT3pz/9CatWrcLYsWMtnI7MzcHBAZs3b0ZycjIyMjIa/F0MDAzE5s2bERUVZdmARGamUqmwbNkyuLu7Y/Hixfj999/rHefp6Yn169fjySeftHBCMjdnZ2f84x//wKRJk7Bly5YGx0VGRuKrr75Chw4dLJiO5IRHhIxU2wjVd1pcy5YtkZWVhfj4eIwYMQLfffcd0tPTTb4zMlGtlJQUnD9/HsuWLUP37t3h5eUFb29v9OrVC2vXrsX58+fZBMmYo6Mj1qxZg99++w2pqano2LGj/iJSJycn/RFnNkEkVyqVCm+++SaKioqwePFiREREQK1Ww9fXF7Gxsfjiiy9QVFTEJkjGXF1dsXnzZuTn52P69OkICgrS18FWrVphz549OHr0KJsgejCSXJlkg1588UUBQLz77rtSR2mQNVx0ZgxbyUlkTXx8fAQA4ePjI3UUq9aU+pKVlSXCwsJEZGSk6Nmzpzh16pR+HQDRpUsXkZWVJYQQ4vbt2yIlJUV06NBBBAYGirS0NP3YTZs2ibCwMOHh4WGWnERKxzpoHHPXwe3bt4vu3bsLR0dHMWvWLIP92Fod5BEhI9UeEbr3HkJERGTbkpOTkZaWhmPHjmHAgAFYtWqVwfoDBw5gyJAhAO7cWDs/Px+nT5/Gjz/+iHfffVc/kU58fDyys7Mtnp+I6EGZUgeDg4ORkZGBOXPm1NmPrdVBNkJGOnDgAIQQGDRokNRRiIioGRUWFiI6OhqVlZX4+eefGz3VJjMzE5MnT4a9vT3c3d3x/PPPY9OmTRZMS0TU/EypgyEhIYiMjISDg+1PNcBGiIiIFE0Igf3790OtVuPIkSONfuF17tw5tG/fXv88ICAA586ds0RMIiKzMaUOygkbISIiUryYmBhcv34dK1euRN++fXHt2rUGx949Ta+4zwybRES2wpQ6KBdshIiIiADY2dlhxIgRcHd3x+nTp+sd4+/vj4KCAv3zwsJC+Pv7WyghEZF5GVMH5YSNEBERKd727dsB3Dn1rbi4GIGBgfWOGz16NNLT03H79m2UlZUhMzMT8fHxloxKRGQWxtZBOWEjREREirds2TKEhoZi8ODBWL58OTw8POodN378eHTs2BEhISHo0aMH5syZg7CwMAunJSJqfsbWwZycHPj6+mLp0qVIT0+Hr68vtm3bZuG0zcP2p3sgIiJ6QLt27YKrq+t9x9nb2yMtLc0CiYiILMvYOhgbGwuNRmOBRObHI0JEREQNUKvV6NOnj1H3xcjMzMSwYcOgVqstkIyIyDLkXAd5RIiIiBStsZnfiouLjd5PfHw8rxciIpuk1DrII0JERERERKQ4PCIkU5WVlVJHaJA1ZyMi+bDmWmPN2YhIPqy51lhDNjZCMmUr52YSEZkL6yARKR3rYON4ahwRERERESkOjwjJiLOzMyoqKqSOYRJnZ2epIxCRjLAOEpHSsQ4aj42QjKhUKri4uEgdg4hIMqyDRKR0rIPG46lxREQysm3bNkRFRRk8fHx84OTk1Oi6howYMQK5ubn3fV2VSoWIiAiD+0ycOXMGvXv3RkhICB599FHk5+fr18XFxcHd3R0rVqyAEAJ9+/bF2bNnH+zNExHBuurg9OnTERAQAJVKhV9++cVgPOugFRBERGT1fHx8BADh4+Nj0nZXr14VQUFBYs2aNSatE0KIQ4cOibi4OKNeB4DQarUGy+Li4sQnn3wihBDiyy+/FD179jRYP3HiRLF8+XIhhBBbtmwREydONOq1iEiZbLEO7t27VxQVFYn27duL48eP19mGdVBaPCJERCRTOp0O48aNQ//+/fHCCy8Yva5Weno6xo0bp38+cOBAzJgxQ/+8vLwcnp6eKC0trbPtpUuXcOTIESQkJAAARo4cibNnz6KgoKDe1xo2bBiys7Oh1WpNfZtERA2Ssg4CwOOPPw5fX1+jsrIOWh4bISIimXrjjTdQVlaGjz76yKR1tXJyctC7d2/98507d+K7777DiRMnAAAff/wxhg4dijZt2tTZtqioCN7e3nBwuHMpqkqlgr+/P86dO1fva7Vo0QLh4eHYv3+/Se+RiKgxUtZBU7EOWh4bISIiGdq6dSsyMjKwZcsWODo6Gr3ubhqNBl5eXvrn9vb2SExMxLp166DT6ZCWloaUlJQGt1epVAbPhRCNZvby8oJGo2l0DBGRsayhDpqKddCyOGscEZHMnDp1CklJSfjmm2/g7e1t9Lp7OTs7o7q6Gm5ubvplCQkJ6NmzJ3r37g21Wo3u3bvXu62fnx80Gg1qamrg4OAAIQSKiorg7+/f4OvduHEDrVq1MuGdEhHVzxrqYFOwDloWjwgREcmIVqvF8OHDsWDBAsTExBi9rj4RERE4efKkwTIfHx+EhoZi8uTJmDZtWoPbtm3bFl27dsX69esBAFu2bEFAQAACAgIa3ObEiROIjIy8by4iosZYSx1sCtZBy2IjREQkI2lpaTh16hTWrFlTZ4rY5cuXN7juwoULdfY1atQo7Nixo87y8ePHQ6fTYeTIkY1mSU9PR3p6OkJCQrBkyRJkZGQ0OLZ2EoXw8HDT3jAR0T2sqQ4mJyfD19cXGo0GAwYMQFBQUINjWQctTyXud9I2ERFJztfXF+fPn4ePj4/Fzh/XarXo1asXDh06ZHBzvpycHMyePRuHDx/WL1OpVNBqtXB1dTV6/5MmTUJ0dDRSUlKQmpqK4OBgJCUlNet7ICL5YB2k5sYjQkREVK/WrVvjww8/NOoGf2q1Gn369DG4kWBj4uLisHfvXv0HC29vbyQmJj5QXiKi5sY6KG88IkREZAOk+CaUiMiasA5Sc+MRISIiIiIiUhw2QkREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVhI0RERERERIrjIHUAIiKi5iKEQFVVldQxTOLs7AyVSiV1DCKSCdZB47ERIiIi2aiqqjLpru7WoKKiwuCO9URED4J10Hg8NY6IiIiIiBSHR4SIiEiWSkpKrPZIS2VlJdRqtdQxiEjmWAcbx0aIiIhkycXFxWo/ABARWQLrYON4ahwRERERESkOGyEiIiIiIlIcNkJERERERKQ4bISIiIiIiEhx2AgREZHi5eTkQKVSGTxcXV3RrVs3fPDBB6ipqZE6IhGRWSmxDnLWOCIioj/Ex8dj6NChEEKguLgYn332GWbOnIkTJ05g9erVUscjIjI7JdVBNkJERER/iIqKQkJCgv751KlTERYWhrVr1+Ltt9+Gp6enhOmIiMxPSXWQp8YRERE1wMXFBY899hiEEPjtt9+kjkNEZHFyroNshIiIiBpR+4ffw8ND4iRERNKQax3kqXFERER/qKqqQmlpqf7c+L///e84evQoevTogeDgYKnjERGZnZLqoOKOCJWWlmL27NkIDAyEk5MT/Pz8MGvWLFRXVyMhIQEqlQpr166VOiYREQDg999/xw8//IDq6moAkOWsPdZk4cKF8PT0RNu2bREREYGVK1fiueeew7Zt26SOplg6nQ4HDx7Etm3bkJ2djdOnT0sdiSysqqoKe/bs0dfB27dvS5xI3pRUBxXVCOXl5SE8PBx/+9vfUFJSgk6dOuH333/H0qVLkZCQgFOnTgEAIiMjJU5KREp38eJF/PWvf4Wfnx/69euHsrIyAEBJSQmeffZZ7Nq1S+KE8pSUlIRdu3Zhx44deO+99+Dh4YGSkhK0atVKP+bmzZsIDw/HokWLDLadNGkSBg8ebOnIslVeXo733nsPwcHB6NWrF5599lk8/fTT6NixI2JjY/G///u/0Ol0UsckMzp79ixmzpwJHx8fPPHEE/o6WFxcjLFjxyI3N1fihPKkqDooFOLy5cvCz89PABBz584VWq1Wv27hwoUCgHBwcBB2dnaiqqpKwqREpHSHDx8WarVaAGj08d///d9Cp9NJHdeqVFRU6P99KioqjN5uz549AoBYvHixwfLc3FxhZ2cnxo4da7D8559/Fi4uLuLYsWNCCCG+/vpr4e7uLs6fP2/WnEpRUFAgQkND7/s7MHbsWHHz5k2p45IZ7N69Wzz00EON/vxVKpVYunSp1FGtDuug8RTTCI0dO1YAEDNnzqyzTqfT6QtuaGioBOmIiO44ffq08PDwuO8HwNrHggULpI5sVZr7A4AQQkyYMEEAELm5uQbLFyxYICIiIkRRUZFo27at2Lhxo9lzKkFpaakIDg42+ndg/Pjx/EJAZn766Sfh7Oxs9P+B1atXSx3ZqrAOGk8Rp8bl5+cjMzMTbdu2xcKFC+usV6lU6N69OwDD0+I0Gg2mT5+O3r17w9nZGSqVCgUFBfW+xtmzZ/HMM8+gdevWcHNzw4QJE3DlyhWzvB8ikq/U1FSTaseCBQtw7tw5Myai+fPnw97eHvPnzzdY/tprr8HR0RFdu3ZFbGwsxowZI1FCeXn33Xdx5swZo8d//vnn+OGHH8yYiCxt+vTpqKqqMnr8K6+8guvXr5sxEcm1DiqiEdqwYQN0Oh0SEhLg7Oxc75iWLVsCMGyEfv31V2RmZuLhhx9Gv379Gty/VqtFXFwcNBoNNm7ciNWrV2Pfvn0YOnQoz18mIqNpNBps3brVpG10Op3s7vRtbYKCgjBmzBh8//332Ldvn365g4MDYmJiUFpaisTERAkTyseNGzeQkZFh8nYrV640QxqSwtGjR02+9qeyshKff/65mRIRIN86qIhGaPfu3QCAuLi4BsdoNBoAho3Q448/jpKSEmRnZyM+Pr7BbVevXo3z58/jm2++wdChQzF69Ghs2LBBP8sNEZExNmzY0KTZkNatW9f8YcjAvHnzYGdnh9dff12/bP/+/cjIyEBKSgpmzJihn9GKmi4rK6tJZ1N89dVXPCIgE59++mmTtmMdND851kGVEEJIHcLc2rVrh+LiYhw/fhzh4eF11t+8eRNqtRrl5eXQaDTw8fGpM2bdunVITEzE2bNnERAQYLCutsHas2ePwfJHHnkETzzxRJO+3QKA6OhoFBcXN2lbIrI9165dQ2VlZZO29fb2hkqlauZEtken0+HixYsAgIqKCri4uJjldSorKxEZGYlXXnkFU6ZMQb9+/dCtWzcsW7bM6O1dXV0B3PkbZWeniO8l76uiogLl5eVN2latVsPBgbdHtHVXrlzBjRs3TN7Ozs4O7dq1M0Mi26O0Oujl5YXDhw83aVtFVIzaDxYN/WKtX78e5eXl8PDwqLcJup/8/HyMHj26zvJOnTohPz/f5P3VKi4uxvnz55u8PREpx4ULF6SOoCgzZ85EQEAApk6dCpVKhXXr1iEqKgrDhw9HbGysSfuq/cBCD6akpETqCCQhnU7Hz0wWJoc6qIhGyMvLC1qtFocPH0Z0dLTBuqKiIrz66qsAgIiIiCbt/+rVq3j44YfrLHdzc8Ovv/7apH0Cd3ITkXJotdomnd5jb2/PevGHu78JNZedO3ciMzMTeXl5+qNwgYGBWLJkCRITE5GXl4fWrVsbvT8eEfqP6upq/b1iTMV/R3lo6pHxFi1aoG3btmZIZHuUVgcf5O+fIhqhAQMG4MyZM1i0aBGeeOIJhISEAAAOHjyI8ePH49q1awAe7Eaq9Z2S8qBnHTb1MB8R2aYLFy7A39/f5OuEXnvtNbz11ltmSmVb7j7Vwlyeeuop/d+NuyUnJyM5Odnk/Z05c8Zsp67Ymps3b8LX1xelpaUmbTdmzBhs3LjRTKnIkv79738jKirK5O2WLVuGKVOmNH8gG8Q6aDxFfHWSmpoKNzc3FBUVoXPnzujSpQuCgoLQq1cvhIWFISYmBkDTGyE3NzdcvXq1zvJr167B3d39gbITkXJ4e3tj+PDhJm1jb2+PF1980UyJiCyrZcuWeOGFF0zeburUqWZIQ1KIjIxEnz59TNrG1dUVCQkJZkpEcqaIRsjf3x/79u3DkCFD4OTkhMLCQnh6emLt2rXYunUrTp48CaDpjVBYWFi91wLl5+cjLCzsgbITkbK888478PT0NHr8W2+9BV9fXzMmIrKsuXPnIjQ01OjxiYmJ+i80SR4++ugjk44OfPTRRyadhkVUSxGNEAB07twZWVlZ+nPwc3NzkZSUhKtXr+LixYtwcHBAp06dmrTvoUOH4l//+heKior0yw4ePIiCggIMGzasud4CESlAhw4dsGvXLqNmP5o/f77+GkciuXBzc8M//vEPdO7c+b5jx48fj/T0dM6YKDPdunVDVlZWvddf302lUmH58uU2ef8asg6KaYQacvz4cQBAaGio/qaqd9u8eTM2b96sv15nx44dBs8B4MUXX0S7du3w3HPPYfv27di8eTP+/Oc/49FHH8Wzzz5rmTdCRLIRGRmJo0eP4s0334S3t7fBOnt7e4wcORJ79uzBW2+9xQ+AJEt+fn7Izc3Fhx9+qL+u924DBgzAV199hU8//RQtWrSQICGZW79+/fDvf/8bc+fOhYeHh8G6li1bYsKECTh06BBSUlIkSkhyoIj7CDVmxYoVmDZtGsaNG4f169fXWd/Qh4yJEyca3Lzrt99+w4wZM5CTkwMHBwcMHToUH3zwgUmnuBAR3evWrVs4fPgwysrK4OTkhLCwsDrNEf3H3RcJm/P+GQ/KVnJaA51Oh6NHj2LQoEG4cuUK1Go177GnMDdu3MBPP/2E8vJyuLi4oEuXLmjTpo3UsayWrdQXa8jJI0J/HBFq6PogIUS9j3vvYBwYGIjt27ejoqIC165dw/r169kEEdEDa9GiBXr16oWnn34a/fv3ZxNkBtnZ2ejUqROioqLQq1cvnD59Wr9OpVIhIiIC2dnZAO58KJ82bRoCAwMRFBSElStX6sdmZmaiU6dO/IDWzOzs7NC9e3c4OTkBAG+aqkBOTk7o27cvhg4diri4OP6OmYEpdTArKwvR0dFo2bIlZs+ebbAfW6uDbIT+aISaeg8hIiKybcnJyUhLS8OxY8cwYMAArFq1ymD9gQMHMGTIEAB3bsCdn5+P06dP48cff8S7776rn3AnPj5e/0GBiMiWmFIHg4ODkZGRgTlz5tTZj63VQcU3QgcOHIAQAoMGDZI6ChERSaCwsBDR0dGorKzEzz//jA4dOjQ4NjMzE5MnT4a9vT3c3d3x/PPPY9OmTRZMS0TU/EypgyEhIYiMjJTF0VnFN0JERKRsQgjs378farUaR44cafSLsXPnzqF9+/b65wEBATh37pwlYhIRmY0pdVBO2AgREZHixcTE4Pr161i5ciX69u1b7x3Ta909iY7C5xsiIhkxpQ7KBRshIiIi3Lkof8SIEXB3dze4UPhu/v7+KCgo0D8vLCyEv7+/hRISEZmXMXVQTtgIERGR4m3fvh3AnVPfiouLERgYWO+40aNHIz09Hbdv30ZZWRkyMzMRHx9vyahERGZhbB2UEzZCRESkeMuWLUNoaCgGDx6M5cuX17mBY63x48ejY8eOCAkJQY8ePTBnzhyEhYVZOC0RUfMztg7m5OTA19cXS5cuRXp6Onx9fbFt2zYLp20etj/dAxER0QPatWuX/sZ+jbG3t0daWpoFEhERWZaxdTA2NhYajcYCicyPR4SIiIgaoFar0adPH6Pui5GZmYlhw4ZBrVZbIBkRkWXIuQ6qBKe8ISIimaisrNR/o1lRUQEXFxeJE9XPVnJaE19fX5w/fx4+Pj6y+TaayBxspb5YQ06eGkdERLJUWVkpdYQGWXM2IpIPa6411pCNjRAREcmSrZyaQURkLqyDjeM1QkREREREpDg8IkRERLLh7OyMiooKqWOYxNnZWeoIRCQjrIPGYyNERESyoVKprPbCYCIiS2AdNB5PjSMiIiIiIsVhI0RERESysW3bNkRFRRk8fHx84OTk1Oi6howYMQK5ubn3fV2VSoWIiAiDe61Mnz4dAQEBUKlU+OWXXwzGx8XFwd3dHStWrIAQAn379sXZs2eb/saJyGRshIiIiEg2nnnmGRw7dkz/yMnJgbOzM1asWNHouvr8+OOPuHbtGnr16mXUax84cABDhgzRPx81ahT+9a9/oX379nXG7tmzB8888wyAO03UK6+8ggULFjThHRNRU7ERIiIiIlnS6XQYN24c+vfvjxdeeMHodbXS09Mxbtw4/fOBAwdixowZ+ufl5eXw9PREaWlpvds//vjj8PX1NSrrsGHDkJ2dDa1Wa9R4InpwbISIiIhIlt544w2UlZXho48+MmldrZycHPTu3Vv/fOfOnfjuu+9w4sQJAMDHH3+MoUOHok2bNg+ctUWLFggPD8f+/fsfeF9EZBw2QkRERCQ7W7duRUZGBrZs2QJHR0ej191No9HAy8tL/9ze3h6JiYlYt24ddDod0tLSkJKS0myZvby8oNFomm1/RNQ4Tp9NREREsnLq1CkkJSXhm2++gbe3t9Hr7uXs7Izq6mq4ubnplyUkJKBnz57o3bs31Go1unfv3my5b9y4gVatWjXb/oiocTwiRERERLKh1WoxfPhwLFiwADExMUavq09ERAROnjxpsMzHxwehoaGYPHkypk2b1qzZT5w4gcjIyGbdJxE1jI0QERERyUZaWhpOnTqFNWvW1Jkqe/ny5Q2uu3DhQp19jRo1Cjt27KizfPz48dDpdBg5cmSjWZKTk+Hr6wuNRoMBAwYgKCiowbEFBQUAgPDwcNPeMBE1mUoIIaQOQURERNQYX19fnD9/Hj4+Pha7jkar1aJXr144dOgQXFxc9MtzcnIwe/ZsHD58WL9MpVJBq9XC1dXV6P1PmjQJ0dHRSElJQWpqKoKDg5GUlNSs74GIGsYjQkRERET1aN26NT788EOjbnSqVqvRp08fgxuqNiYuLg579+7VN1je3t5ITEx8oLxEZBoeESIiIiKrJ8URISKSNx4RIiIiIiIixWEjREREREREisNGiIiIiIiIFIeNEBERERERKQ4bISIiIiIiUhwHqQNQ8xFCoKqqSuoYJnF2doZKpZI6BhEREREpDBshGamqqjLpRm7WoKKiwuAmdURERERElsBT44iIiIiISHF4REimSkpKrPZIS2VlJdRqtdQxiIiIiEjB2AjJlIuLi9U2QkREREREUuOpcUREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVhI0TIycmBSqUyeLi6uqJbt2744IMPUFNTI3VEIiIiIqJmxVnjSC8+Ph5Dhw6FEALFxcX47LPPMHPmTJw4cQKrV6+WOh4RERERUbNhI0R6UVFRSEhI0D+fOnUqwsLCsHbtWrz99tvw9PSUMB0RERERUfPhqXHUIBcXFzz22GMQQuC3336TOg4RERERUbNhI0SNqm2APDw8JE5CRERERNR8eGoc6VVVVaG0tFR/jdDf//53HD16FD169EBwcLDU8YiIiIiImo0ijwiVlpZi9uzZCAwMhJOTE/z8/DBr1ixUV1cjISEBKpUKa9eulTqmxS1cuBCenp5o27YtIiIisHLlSjz33HPYtm2b1NGIiIiIiJqV4hqhvLw8hIeH429/+xtKSkrQqVMn/P7771i6dCkSEhJw6tQpAEBkZKTESS0vKSkJu3btwo4dO/Dee+/Bw8MDJSUlaNWqlX7MzZs3ER4ejkWLFhlsO2nSJAwePNjSkYmISMYuXryIt956C2FhYbhw4QIA4PLly/j0009RXV0tcToisnWKaoRKS0sxdOhQlJSUYO7cuSguLsaRI0dQUlKChQsX4quvvsKxY8dgZ2eH8PBwqeNaXFBQEAYMGICnnnoKs2fPxvbt23Ho0CFMmTJFP6Zly5b47LPPsGjRIvz73/8GAHzzzTf49ttvkZGRIVV0IiKSEZ1Oh7/+9a/w9/fHG2+8gZMnT0IIAQD4/fffMWnSJPj5+SE7O1vipERkyxTVCE2fPh1FRUWYOXMm3nnnHbi6uurXzZs3D6GhoaipqUFISIjBURCl6tmzJxISErBx40YcPHhQv7xbt26YO3cuJkyYAI1Gg5deeglpaWnw9vaWMC0REcmBEAIpKSl4++23G72h95UrV/DMM89g69atFkxHRHKimEYoPz8fmZmZaNu2LRYuXFhnvUqlQvfu3QEYnhan0Wgwffp09O7dG87OzlCpVCgoKKizvbHjbM38+fNhb2+P+fPnGyx/7bXX4OjoiK5duyI2NhZjxoyRKCEREcnJF198gVWrVhk19vbt2xg7dizOnz9v5lREJEeKaYQ2bNgAnU6HhIQEODs71zumZcuWAAwboV9//RWZmZl4+OGH0a9fvwb3b+w4WxMUFIQxY8bg+++/x759+/TLHRwcEBMTg9LSUiQmJkqYkIiI5OTDDz80aXx1dTXWrFljnjBEJGuKaYR2794NAIiLi2twjEajAWDYCD3++OMoKSlBdnY24uPjG9zW2HG2aN68ebCzs8Prr7+uX7Z//35kZGQgJSUFM2bM4EWrRET0wH766SccPnzY5O1Wr16NW7dumSEREcmZYu4jVFhYCAAICAiod/3Nmzdx6NAhAIaNkJ2dcb2iseNMER0djeLiYqPH63S6Jr1ObGys/iLU+oSFheH27dv655WVlZg4cSIWL16MKVOmoF+/fkhNTcWyZctMfu3g4GCz/NsREZHtqaioaNJ2Fy9ehJ+fHxwcFPOxhoj+4OXl1aQvUAAFNUKVlZUAgBs3btS7fv369SgvL4eHhwd8fHwsGa1BxcXFVnne88yZMxEQEICpU6dCpVJh3bp1iIqKwvDhwxEbG2vSvi5evGiekEREpCglJSVSRyAiG6OYRsjLywtarRaHDx9GdHS0wbqioiK8+uqrAICIiAgp4tXLy8vLpPE6nc7sjcXOnTuRmZmJvLw8qFQqAEBgYCCWLFmCxMRE5OXloXXr1kbvr127djwiREREAO58aXnt2rUmbevl5QV7e/vmDUREVs/Uz8t3U0wjNGDAAJw5cwaLFi3CE088gZCQEADAwYMHMX78eH3htaYbqZp6mK+ystJgSnBzeOqpp+r9I5WcnIzk5GST93fmzBm4uLg0QzIiIrJ1586dwyOPPGLyqd5RUVE4cuSI/gs6IiJjKOar+NTUVLi5uaGoqAidO3dGly5dEBQUhF69eiEsLAwxMTEArKsRIiIiUhJ/f38MGzbM5O1qT9UmIjKFYhohf39/7Nu3D0OGDIGTkxMKCwvh6emJtWvXYuvWrTh58iQANkJERERSSk1NNWnSg0ceeQRjx441YyIikivFnBoHAJ07d0ZWVlad5WVlZbh48SIcHBzQqVMnCZIRERERAPTs2RPr1q3DxIkTDWYsrU+7du2wY8cOs58WTkTypKhGqCHHjx8HAISGhupvqnq3zZs3A/jPNTs7duyAp6cnAgICDCZeMHYcERERNWzcuHFo06YN5syZo/8bfTeVSoWnn34aaWlp8Pf3lyAhEcmBSjR2AxmFWLFiBaZNm4Zx48Zh/fr1ddY3dN7xxIkTsW7dOpPHmcvdkyVUVFRY7SQEtpKTiIikJYTAgQMHsHHjRpSUlKBFixYICgrCX/7ylwbvC0hEZCweEcJ/jgg1dH2Qsb2iLfaU2dnZmD17NhwdHdGqVSt8+umn+hn1VCoVunTpgiVLlmDIkCHQ6XSYMWMGsrOzoVKpMHPmTEydOhUAkJmZiQULFuDSpUsoLS2V8i0REZFMqFQq9OnTB3369JE6ChHJkGImS2hMbSNkTfcQspTk5GSkpaXh2LFjGDBgAFatWmWw/sCBAxgyZAiAOzedzc/Px+nTp/Hjjz/i3Xff1U8yER8fj+zsbIvnJyIiIiJqCjZCuPNhXwiBQYMGSR3F4goLCxEdHY3Kykr8/PPP6NChQ4NjMzMzMXnyZNjb28Pd3R3PP/88Nm3aZMG0RERERETNg42QwgkhsH//fqjVahw5cqTRZvDcuXNo3769/nlAQADOnTtniZhERERERM2KjRAhJiYG169fx8qVK9G3b19cu3atwbF3Twhhi9dEEREREREBbIToD3Z2dhgxYgTc3d1x+vTpesf4+/ujoKBA/7ywsJDTlhIRERGRTWIjRNi+fTuAO6e+FRcXIzAwsN5xo0ePRnp6Om7fvo2ysjJkZmYiPj7eklGJiIiIiJoFp88mLFu2DG+++Sbs7e2xfPlyeHh41Dtu/Pjx+Omnn/TTa8+ZMwdhYWGWjEpERERE1CzYCBF27dqlv8FpY+zt7ZGWlmaBRERERERE5sVT46hBarUaffr0Mer+QJmZmRg2bBjUarUFkhERERERPRiV4NRfslFZWak/slNRUQEXFxeJE9XPVnISERERkXzx1DiZqqyslDpCg6w5GxEREREpAxshmeIpakREREREDeM1QkREREREpDi8RkhGhBCoqqqSOoZJnJ2doVKppI5BRERERArDRoiIiIiIiBSHp8YREREREZHisBEiIiIiIiLFYSNERERERESKw0aIiIiIiIgUh40QEREREREpDhshIiIiIiJSHDZCRERERESkOGyEiIiIiIhIcdgIERERERGR4rARIiIiIiIixWEjREREREREisNGiIiIiIiIFIeNEBERERERKQ4bISIiIiIiUhw2QkREREREpDhshIiIiIiISHHYCBERERERkeKwESIiIiIiIsVhI0RERERERIrDRoiIiIiIiBSHjRARERERESkOGyEiIiIiIlIcNkJERERERKQ4bISIiIiIiEhx2AgREREREZHi/H/pDePVaKCxCAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cuts['subcircuits'][0].draw('mpl',style='bw')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cuts['subcircuits'][1].draw('mpl',style='bw')" + ] + }, + { + "cell_type": "markdown", + "id": "de15dfe0-dba6-4843-b90d-70b9e19608d2", + "metadata": {}, + "source": [ + "#### 2. Optimizing the overhead of cutting\n", + "\n", + "Note that QAOA, and similar variational algorithms, execute the same circuit template multiple times with updated parameters till convergence. Since the cut depends on the structure of the circuit, and not on the parameter values, we can cut the template circuit only once, and update the parameters in every instance. The reconstruction, nevertheless, needs to be performed for each instance since the outcome depends on the parameter values.\n", + "\n", + "First we shall transpile the two subcircuits in order to avoid doing so in every step of the QAOA optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "31306e15-1628-423d-9089-4df8305f1750", + "metadata": {}, + "outputs": [], + "source": [ + "cuts['subcircuits'][0] = pm.run(cuts['subcircuits'][0])\n", + "cuts['subcircuits'][1] = pm.run(cuts['subcircuits'][1])" + ] + }, + { + "cell_type": "markdown", + "id": "d3fe4d8f-462b-4ec6-8391-a573e221cea7", + "metadata": {}, + "source": [ + "Since we have partitioned the template circuit, it is necessary to keep a track of which parameter is in which subcircuit. For this particular example, there are in total 4 parameters in the original circuit, and all of them are in both subcircuits. However, for general cases, this may not be the scenario." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "d337112c-6572-4e9d-8816-9fbcb5ad6cc8", + "metadata": {}, + "outputs": [], + "source": [ + "params_ckt0 = list(cuts['subcircuits'][0].parameters)\n", + "params_ckt1 = list(cuts['subcircuits'][1].parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "e5cfbe8c-3a10-421b-9029-c8ed9fdd30d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters in the 1st subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n", + "Parameters in the 2nd subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n" + ] + } + ], + "source": [ + "print(\"Parameters in the 1st subcircuit are \",list(params_ckt0))\n", + "print(\"Parameters in the 2nd subcircuit are \",list(params_ckt1))" + ] + }, + { + "cell_type": "markdown", + "id": "d1a7e68a-3bc5-4d82-aaa1-00fd4163ae3a", + "metadata": {}, + "source": [ + "### Run and postprocess" + ] + }, + { + "cell_type": "markdown", + "id": "2a91e801-4364-4bfa-bad4-aed35e86038d", + "metadata": {}, + "source": [ + "Now, we run the QAOA algorithm with circuit cutting. Note that each of the two subcircuits is executed independently, and the results from them are combined classically. In this notebook, we use the same hardware to run both the subcircuits sequentially. However, they can be executed on two different hardware, thus parallelizing the process [6,7].\n", + "\n", + "Note that, in this approach the two distributions are combined classically, and not two expectation values. Therefore, for this approach, we shall use the sampler, and manually calculate the expectation value from the count distribution as a postprocessing step." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "ad0c2cb9-5e5b-4cc9-8c2e-9c6e3501aaf0", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting.cutqc import evaluate_subcircuits\n", + "from circuit_knitting.cutting.cutqc import reconstruct_full_distribution\n", + "from qiskit.result import sampled_expectation_value\n", + "\n", + "def calculate_cut_expval(params, circuit, cuts, service, options, observable):\n", + " cuts['subcircuits'][0].assign_parameters(params, inplace=True)\n", + " cuts['subcircuits'][1].assign_parameters(params, inplace=True)\n", + "\n", + " subcircuit_instance_probabilities = evaluate_subcircuits(cuts,\n", + " service=service,\n", + " backend_names=['ibm_auckland']*2,\n", + " options=options,\n", + " )\n", + " reconstructed_probabilities = reconstruct_full_distribution(\n", + " circuit, subcircuit_instance_probabilities, cuts\n", + " )\n", + "\n", + " prob_dict = {}\n", + "\n", + " for idx, prob in enumerate(reconstructed_probabilities):\n", + " prob_dict[bin(idx)[2:].zfill(circuit.num_qubits)] = prob\n", + "\n", + " expval = sampled_expectation_value(prob_dict, observable)\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "markdown", + "id": "180cc323-460d-4b55-b325-453d94b3d0db", + "metadata": {}, + "source": [ + "Note that we need to pass the transpiled observable trans_obs, and the copy of the cuts dictionary. This is necessary because the original cuts dictionary contains template circuits, and during execution actual parameter values will be assigned. The original template needs to be retained to ensure seamless assignment of parameter in every loop of optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "032e3e64-5f50-488a-a087-c3d0246d1db6", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Qubit(QuantumRegister(12, 'q'), 10) is not in list", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[73], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mminimize\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mcalculate_cut_expval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minit_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtrans_qaoa\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcuts\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrans_obs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcobyla\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmaxiter\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m}\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_minimize.py:716\u001b[0m, in \u001b[0;36mminimize\u001b[0;34m(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)\u001b[0m\n\u001b[1;32m 713\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_tnc(fun, x0, args, jac, bounds, callback\u001b[38;5;241m=\u001b[39mcallback,\n\u001b[1;32m 714\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n\u001b[1;32m 715\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcobyla\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 716\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43m_minimize_cobyla\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconstraints\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallback\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 717\u001b[0m \u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 718\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mslsqp\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 719\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_slsqp(fun, x0, args, jac, bounds,\n\u001b[1;32m 720\u001b[0m constraints, callback\u001b[38;5;241m=\u001b[39mcallback, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:35\u001b[0m, in \u001b[0;36msynchronized..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _module_lock:\n\u001b[0;32m---> 35\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:278\u001b[0m, in \u001b[0;36m_minimize_cobyla\u001b[0;34m(fun, x0, args, constraints, rhobeg, tol, maxiter, disp, catol, callback, bounds, **unknown_options)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_jac\u001b[39m(x, \u001b[38;5;241m*\u001b[39margs):\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 278\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43m_prepare_scalar_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjac\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_jac\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcalcfc\u001b[39m(x, con):\n\u001b[1;32m 281\u001b[0m f \u001b[38;5;241m=\u001b[39m sf\u001b[38;5;241m.\u001b[39mfun(x)\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_optimize.py:383\u001b[0m, in \u001b[0;36m_prepare_scalar_function\u001b[0;34m(fun, x0, jac, args, bounds, epsilon, finite_diff_rel_step, hess)\u001b[0m\n\u001b[1;32m 379\u001b[0m bounds \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39minf, np\u001b[38;5;241m.\u001b[39minf)\n\u001b[1;32m 381\u001b[0m \u001b[38;5;66;03m# ScalarFunction caches. Reuse of fun(x) during grad\u001b[39;00m\n\u001b[1;32m 382\u001b[0m \u001b[38;5;66;03m# calculation reduces overall function evaluations.\u001b[39;00m\n\u001b[0;32m--> 383\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43mScalarFunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhess\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 384\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinite_diff_rel_step\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepsilon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sf\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:158\u001b[0m, in \u001b[0;36mScalarFunction.__init__\u001b[0;34m(self, fun, x0, args, grad, hess, finite_diff_rel_step, finite_diff_bounds, epsilon)\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m fun_wrapped(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx)\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_fun_impl \u001b[38;5;241m=\u001b[39m update_fun\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# Gradient evaluation\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(grad):\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:251\u001b[0m, in \u001b[0;36mScalarFunction._update_fun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_update_fun\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated:\n\u001b[0;32m--> 251\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:155\u001b[0m, in \u001b[0;36mScalarFunction.__init__..update_fun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mupdate_fun\u001b[39m():\n\u001b[0;32m--> 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m \u001b[43mfun_wrapped\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:137\u001b[0m, in \u001b[0;36mScalarFunction.__init__..fun_wrapped\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnfev \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Send a copy because the user may overwrite it.\u001b[39;00m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;66;03m# Overwriting results in undefined behaviour because\u001b[39;00m\n\u001b[1;32m 136\u001b[0m \u001b[38;5;66;03m# fun(self.x) will change self.x, with the two no longer linked.\u001b[39;00m\n\u001b[0;32m--> 137\u001b[0m fx \u001b[38;5;241m=\u001b[39m \u001b[43mfun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 138\u001b[0m \u001b[38;5;66;03m# Make sure the function returns a true scalar\u001b[39;00m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39misscalar(fx):\n", + "Cell \u001b[0;32mIn[72], line 9\u001b[0m, in \u001b[0;36mcalculate_cut_expval\u001b[0;34m(params, circuit, cuts, service, options, observable)\u001b[0m\n\u001b[1;32m 6\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 7\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m----> 9\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m \u001b[43mevaluate_subcircuits\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43mbackend_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mibm_auckland\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 14\u001b[0m reconstructed_probabilities \u001b[38;5;241m=\u001b[39m reconstruct_full_distribution(\n\u001b[1;32m 15\u001b[0m circuit, subcircuit_instance_probabilities, cuts\n\u001b[1;32m 16\u001b[0m )\n\u001b[1;32m 18\u001b[0m prob_dict \u001b[38;5;241m=\u001b[39m {}\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:144\u001b[0m, in \u001b[0;36mevaluate_subcircuits\u001b[0;34m(cuts, service, backend_names, options)\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(backends_list) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(options_list):\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[1;32m 139\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe list of backend names is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(backends_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m), \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 140\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbut the list of options is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(options_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m). \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt is ambiguous how these options should be applied.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 142\u001b[0m )\n\u001b[0;32m--> 144\u001b[0m _, _, subcircuit_instances \u001b[38;5;241m=\u001b[39m \u001b[43m_generate_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 146\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m _run_subcircuits(\n\u001b[1;32m 147\u001b[0m cuts,\n\u001b[1;32m 148\u001b[0m subcircuit_instances,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 151\u001b[0m options\u001b[38;5;241m=\u001b[39moptions_list,\n\u001b[1;32m 152\u001b[0m )\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m subcircuit_instance_probabilities\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:286\u001b[0m, in \u001b[0;36m_generate_metadata\u001b[0;34m(cuts)\u001b[0m\n\u001b[1;32m 266\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_generate_metadata\u001b[39m(cuts: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any]) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[\n\u001b[1;32m 267\u001b[0m \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 268\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;28mstr\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, Sequence[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]]]]],\n\u001b[1;32m 269\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[Any, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]], \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 270\u001b[0m ]:\n\u001b[1;32m 271\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \u001b[38;5;124;03m Generate metadata used to execute subcircuits and reconstruct probabilities of original circuit.\u001b[39;00m\n\u001b[1;32m 273\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;124;03m containing indexes for each of the subcircuits\u001b[39;00m\n\u001b[1;32m 281\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 282\u001b[0m (\n\u001b[1;32m 283\u001b[0m summation_terms,\n\u001b[1;32m 284\u001b[0m subcircuit_entries,\n\u001b[1;32m 285\u001b[0m subcircuit_instances,\n\u001b[0;32m--> 286\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_summation_terms\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuits\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuits\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43mcomplete_path_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcomplete_path_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_cuts\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnum_cuts\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m summation_terms, subcircuit_entries, subcircuit_instances\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:286\u001b[0m, in \u001b[0;36mgenerate_summation_terms\u001b[0;34m(subcircuits, complete_path_map, num_cuts)\u001b[0m\n\u001b[1;32m 281\u001b[0m subcircuit_entry_idx, kronecker_term \u001b[38;5;241m=\u001b[39m subcircuit_entries[\n\u001b[1;32m 282\u001b[0m subcircuit_idx\n\u001b[1;32m 283\u001b[0m ][subcircuit_entry_key]\n\u001b[1;32m 284\u001b[0m \u001b[38;5;66;03m# print('Already in, subcircuit_entry {:d} : {}'.format(subcircuit_entry_idx,kronecker_term))\u001b[39;00m\n\u001b[1;32m 285\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 286\u001b[0m subcircuit_full_label \u001b[38;5;241m=\u001b[39m \u001b[43mfill_label\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuits\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_labels\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43mO_rho_pairs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mO_rho_pairs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 292\u001b[0m \u001b[38;5;66;03m# print('Full label :',subcircuit_full_label)\u001b[39;00m\n\u001b[1;32m 293\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(subcircuit_full_label) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m2\u001b[39m:\n", + "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:142\u001b[0m, in \u001b[0;36mfill_label\u001b[0;34m(subcircuit_idx, subcircuit, subcircuit_label, O_rho_pairs)\u001b[0m\n\u001b[1;32m 140\u001b[0m subcircuit_meas_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rho_qubit[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msubcircuit_idx\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m subcircuit_idx:\n\u001b[0;32m--> 142\u001b[0m qubit_idx \u001b[38;5;241m=\u001b[39m \u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mqubits\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrho_qubit\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuit_qubit\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 143\u001b[0m init[qubit_idx] \u001b[38;5;241m=\u001b[39m subcircuit_label[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minit\u001b[39m\u001b[38;5;124m\"\u001b[39m][subcircuit_init_label_counter]\n\u001b[1;32m 144\u001b[0m subcircuit_init_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", + "\u001b[0;31mValueError\u001b[0m: Qubit(QuantumRegister(12, 'q'), 10) is not in list" + ] + } + ], + "source": [ + "res = minimize(\n", + " calculate_cut_expval, init_params, args=(trans_qaoa, cuts.copy(), service, options, trans_obs), method=\"cobyla\", options={'maxiter':10}\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "02678952-600e-46a8-8caa-faa041fcdce7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -6.292421124586673\n", + " x: [-3.778e+00 -2.192e-01 -2.178e+00 -2.589e+00]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "865b684d-34ac-48f2-8124-26ead136a2d2", + "metadata": {}, + "source": [ + "### Inference" + ] + }, + { + "cell_type": "markdown", + "id": "53bccce5-2348-495b-9b42-0002e0052611", + "metadata": {}, + "source": [ + "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 10 steps of iteration, the uncut QAOA reached an objective function of -4.9565 whereas the cut QAOA reached -6.2924. This shows that cutting itself can suppress the effect of noise.\n", + "\n", + "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process.\n", + "\n", + "Word of caution\n", + "\n", + "The postprocessing time scales exponentially with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high postprocessing time, which may not be practical for most cases. Therefore, circuit cutting should be used only when the number of cuts is small." + ] + }, + { + "cell_type": "markdown", + "id": "66bffbc1-8ab0-4890-b306-439699f511dd", + "metadata": {}, + "source": [ + "References\n", + "\n", + "
    \n", + "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", + "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", + "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", + "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", + "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", + "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", + "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'qiskit.tools'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[74], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mqiskit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mjupyter\u001b[39;00m\n\u001b[1;32m 3\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_version_table\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_copyright\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'qiskit.tools'" + ] + } + ], + "source": [ + "import qiskit.tools.jupyter\n", + "\n", + "%qiskit_version_table\n", + "%qiskit_copyright" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "267a9fd3-db85-445d-88ca-66167ccafebc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 6f4918f4cca6de1fc1f1167a4a257aeb83518706 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar Date: Mon, 26 Feb 2024 13:01:29 +0530 Subject: [PATCH 03/21] docs: how-to guide on partial folding --- docs/notebooks/docplex_cutter.lp | 3078 +++++++++++++++++++++++++++++ docs/notebooks/wire_cutting.ipynb | 865 -------- 2 files changed, 3078 insertions(+), 865 deletions(-) create mode 100644 docs/notebooks/docplex_cutter.lp delete mode 100644 docs/notebooks/wire_cutting.ipynb diff --git a/docs/notebooks/docplex_cutter.lp b/docs/notebooks/docplex_cutter.lp new file mode 100644 index 0000000..1b13aa4 --- /dev/null +++ b/docs/notebooks/docplex_cutter.lp @@ -0,0 +1,3078 @@ +\ This file has been generated by DOcplex +\ ENCODING=ISO-8859-1 +\Problem name: docplex_cutter + +Minimize + obj: num_cuts +Subject To + cons_vertex_0: bin_sc_0_vx_0 + bin_sc_1_vx_0 = 1 + cons_vertex_1: bin_sc_0_vx_1 + bin_sc_1_vx_1 = 1 + cons_vertex_2: bin_sc_0_vx_2 + bin_sc_1_vx_2 = 1 + cons_vertex_3: bin_sc_0_vx_3 + bin_sc_1_vx_3 = 1 + cons_vertex_4: bin_sc_0_vx_4 + bin_sc_1_vx_4 = 1 + cons_vertex_5: bin_sc_0_vx_5 + bin_sc_1_vx_5 = 1 + cons_vertex_6: bin_sc_0_vx_6 + bin_sc_1_vx_6 = 1 + cons_vertex_7: bin_sc_0_vx_7 + bin_sc_1_vx_7 = 1 + cons_vertex_8: bin_sc_0_vx_8 + bin_sc_1_vx_8 = 1 + cons_vertex_9: bin_sc_0_vx_9 + bin_sc_1_vx_9 = 1 + cons_vertex_10: bin_sc_0_vx_10 + bin_sc_1_vx_10 = 1 + cons_vertex_11: bin_sc_0_vx_11 + bin_sc_1_vx_11 = 1 + cons_vertex_12: bin_sc_0_vx_12 + bin_sc_1_vx_12 = 1 + cons_vertex_13: bin_sc_0_vx_13 + bin_sc_1_vx_13 = 1 + cons_vertex_14: bin_sc_0_vx_14 + bin_sc_1_vx_14 = 1 + cons_vertex_15: bin_sc_0_vx_15 + bin_sc_1_vx_15 = 1 + cons_vertex_16: bin_sc_0_vx_16 + bin_sc_1_vx_16 = 1 + cons_vertex_17: bin_sc_0_vx_17 + bin_sc_1_vx_17 = 1 + cons_vertex_18: bin_sc_0_vx_18 + bin_sc_1_vx_18 = 1 + cons_vertex_19: bin_sc_0_vx_19 + bin_sc_1_vx_19 = 1 + cons_vertex_20: bin_sc_0_vx_20 + bin_sc_1_vx_20 = 1 + cons_vertex_21: bin_sc_0_vx_21 + bin_sc_1_vx_21 = 1 + cons_vertex_22: bin_sc_0_vx_22 + bin_sc_1_vx_22 = 1 + cons_vertex_23: bin_sc_0_vx_23 + bin_sc_1_vx_23 = 1 + cons_vertex_24: bin_sc_0_vx_24 + bin_sc_1_vx_24 = 1 + cons_vertex_25: bin_sc_0_vx_25 + bin_sc_1_vx_25 = 1 + cons_vertex_26: bin_sc_0_vx_26 + bin_sc_1_vx_26 = 1 + cons_vertex_27: bin_sc_0_vx_27 + bin_sc_1_vx_27 = 1 + cons_vertex_28: bin_sc_0_vx_28 + bin_sc_1_vx_28 = 1 + cons_vertex_29: bin_sc_0_vx_29 + bin_sc_1_vx_29 = 1 + cons_vertex_30: bin_sc_0_vx_30 + bin_sc_1_vx_30 = 1 + cons_vertex_31: bin_sc_0_vx_31 + bin_sc_1_vx_31 = 1 + cons_vertex_32: bin_sc_0_vx_32 + bin_sc_1_vx_32 = 1 + cons_vertex_33: bin_sc_0_vx_33 + bin_sc_1_vx_33 = 1 + cons_vertex_34: bin_sc_0_vx_34 + bin_sc_1_vx_34 = 1 + cons_vertex_35: bin_sc_0_vx_35 + bin_sc_1_vx_35 = 1 + cons_vertex_36: bin_sc_0_vx_36 + bin_sc_1_vx_36 = 1 + cons_vertex_37: bin_sc_0_vx_37 + bin_sc_1_vx_37 = 1 + cons_edge_0_1: - bin_sc_0_vx_0 - bin_sc_0_vx_3 + bin_sc_0_edg_0 <= 0 + cons_edge_0_2: - bin_sc_0_vx_0 + bin_sc_0_vx_3 + bin_sc_0_edg_0 >= 0 + cons_edge_0_3: bin_sc_0_vx_0 - bin_sc_0_vx_3 + bin_sc_0_edg_0 >= 0 + cons_edge_0_4: bin_sc_0_vx_0 + bin_sc_0_vx_3 + bin_sc_0_edg_0 <= 2 + cons_edge_1_1: - bin_sc_0_vx_0 - bin_sc_0_vx_2 + bin_sc_0_edg_1 <= 0 + cons_edge_1_2: - bin_sc_0_vx_0 + bin_sc_0_vx_2 + bin_sc_0_edg_1 >= 0 + cons_edge_1_3: bin_sc_0_vx_0 - bin_sc_0_vx_2 + bin_sc_0_edg_1 >= 0 + cons_edge_1_4: bin_sc_0_vx_0 + bin_sc_0_vx_2 + bin_sc_0_edg_1 <= 2 + cons_edge_2_1: - bin_sc_0_vx_1 - bin_sc_0_vx_5 + bin_sc_0_edg_2 <= 0 + cons_edge_2_2: - bin_sc_0_vx_1 + bin_sc_0_vx_5 + bin_sc_0_edg_2 >= 0 + cons_edge_2_3: bin_sc_0_vx_1 - bin_sc_0_vx_5 + bin_sc_0_edg_2 >= 0 + cons_edge_2_4: bin_sc_0_vx_1 + bin_sc_0_vx_5 + bin_sc_0_edg_2 <= 2 + cons_edge_3_1: - bin_sc_0_vx_1 - bin_sc_0_vx_2 + bin_sc_0_edg_3 <= 0 + cons_edge_3_2: - bin_sc_0_vx_1 + bin_sc_0_vx_2 + bin_sc_0_edg_3 >= 0 + cons_edge_3_3: bin_sc_0_vx_1 - bin_sc_0_vx_2 + bin_sc_0_edg_3 >= 0 + cons_edge_3_4: bin_sc_0_vx_1 + bin_sc_0_vx_2 + bin_sc_0_edg_3 <= 2 + cons_edge_4_1: - bin_sc_0_vx_2 - bin_sc_0_vx_6 + bin_sc_0_edg_4 <= 0 + cons_edge_4_2: - bin_sc_0_vx_2 + bin_sc_0_vx_6 + bin_sc_0_edg_4 >= 0 + cons_edge_4_3: bin_sc_0_vx_2 - bin_sc_0_vx_6 + bin_sc_0_edg_4 >= 0 + cons_edge_4_4: bin_sc_0_vx_2 + bin_sc_0_vx_6 + bin_sc_0_edg_4 <= 2 + cons_edge_5_1: - bin_sc_0_vx_2 - bin_sc_0_vx_3 + bin_sc_0_edg_5 <= 0 + cons_edge_5_2: - bin_sc_0_vx_2 + bin_sc_0_vx_3 + bin_sc_0_edg_5 >= 0 + cons_edge_5_3: bin_sc_0_vx_2 - bin_sc_0_vx_3 + bin_sc_0_edg_5 >= 0 + cons_edge_5_4: bin_sc_0_vx_2 + bin_sc_0_vx_3 + bin_sc_0_edg_5 <= 2 + cons_edge_6_1: - bin_sc_0_vx_3 - bin_sc_0_vx_7 + bin_sc_0_edg_6 <= 0 + cons_edge_6_2: - bin_sc_0_vx_3 + bin_sc_0_vx_7 + bin_sc_0_edg_6 >= 0 + cons_edge_6_3: bin_sc_0_vx_3 - bin_sc_0_vx_7 + bin_sc_0_edg_6 >= 0 + cons_edge_6_4: bin_sc_0_vx_3 + bin_sc_0_vx_7 + bin_sc_0_edg_6 <= 2 + cons_edge_7_1: - bin_sc_0_vx_4 - bin_sc_0_vx_9 + bin_sc_0_edg_7 <= 0 + cons_edge_7_2: - bin_sc_0_vx_4 + bin_sc_0_vx_9 + bin_sc_0_edg_7 >= 0 + cons_edge_7_3: bin_sc_0_vx_4 - bin_sc_0_vx_9 + bin_sc_0_edg_7 >= 0 + cons_edge_7_4: bin_sc_0_vx_4 + bin_sc_0_vx_9 + bin_sc_0_edg_7 <= 2 + cons_edge_8_1: - bin_sc_0_vx_4 - bin_sc_0_vx_5 + bin_sc_0_edg_8 <= 0 + cons_edge_8_2: - bin_sc_0_vx_4 + bin_sc_0_vx_5 + bin_sc_0_edg_8 >= 0 + cons_edge_8_3: bin_sc_0_vx_4 - bin_sc_0_vx_5 + bin_sc_0_edg_8 >= 0 + cons_edge_8_4: bin_sc_0_vx_4 + bin_sc_0_vx_5 + bin_sc_0_edg_8 <= 2 + cons_edge_9_1: - bin_sc_0_vx_5 - bin_sc_0_vx_10 + bin_sc_0_edg_9 <= 0 + cons_edge_9_2: - bin_sc_0_vx_5 + bin_sc_0_vx_10 + bin_sc_0_edg_9 >= 0 + cons_edge_9_3: bin_sc_0_vx_5 - bin_sc_0_vx_10 + bin_sc_0_edg_9 >= 0 + cons_edge_9_4: bin_sc_0_vx_5 + bin_sc_0_vx_10 + bin_sc_0_edg_9 <= 2 + cons_edge_10_1: - bin_sc_0_vx_5 - bin_sc_0_vx_6 + bin_sc_0_edg_10 <= 0 + cons_edge_10_2: - bin_sc_0_vx_5 + bin_sc_0_vx_6 + bin_sc_0_edg_10 >= 0 + cons_edge_10_3: bin_sc_0_vx_5 - bin_sc_0_vx_6 + bin_sc_0_edg_10 >= 0 + cons_edge_10_4: bin_sc_0_vx_5 + bin_sc_0_vx_6 + bin_sc_0_edg_10 <= 2 + cons_edge_11_1: - bin_sc_0_vx_6 - bin_sc_0_vx_11 + bin_sc_0_edg_11 <= 0 + cons_edge_11_2: - bin_sc_0_vx_6 + bin_sc_0_vx_11 + bin_sc_0_edg_11 >= 0 + cons_edge_11_3: bin_sc_0_vx_6 - bin_sc_0_vx_11 + bin_sc_0_edg_11 >= 0 + cons_edge_11_4: bin_sc_0_vx_6 + bin_sc_0_vx_11 + bin_sc_0_edg_11 <= 2 + cons_edge_12_1: - bin_sc_0_vx_6 - bin_sc_0_vx_7 + bin_sc_0_edg_12 <= 0 + cons_edge_12_2: - bin_sc_0_vx_6 + bin_sc_0_vx_7 + bin_sc_0_edg_12 >= 0 + cons_edge_12_3: bin_sc_0_vx_6 - bin_sc_0_vx_7 + bin_sc_0_edg_12 >= 0 + cons_edge_12_4: bin_sc_0_vx_6 + bin_sc_0_vx_7 + bin_sc_0_edg_12 <= 2 + cons_edge_13_1: - bin_sc_0_vx_8 - bin_sc_0_vx_13 + bin_sc_0_edg_13 <= 0 + cons_edge_13_2: - bin_sc_0_vx_8 + bin_sc_0_vx_13 + bin_sc_0_edg_13 >= 0 + cons_edge_13_3: bin_sc_0_vx_8 - bin_sc_0_vx_13 + bin_sc_0_edg_13 >= 0 + cons_edge_13_4: bin_sc_0_vx_8 + bin_sc_0_vx_13 + bin_sc_0_edg_13 <= 2 + cons_edge_14_1: - bin_sc_0_vx_8 - bin_sc_0_vx_9 + bin_sc_0_edg_14 <= 0 + cons_edge_14_2: - bin_sc_0_vx_8 + bin_sc_0_vx_9 + bin_sc_0_edg_14 >= 0 + cons_edge_14_3: bin_sc_0_vx_8 - bin_sc_0_vx_9 + bin_sc_0_edg_14 >= 0 + cons_edge_14_4: bin_sc_0_vx_8 + bin_sc_0_vx_9 + bin_sc_0_edg_14 <= 2 + cons_edge_15_1: - bin_sc_0_vx_9 - bin_sc_0_vx_14 + bin_sc_0_edg_15 <= 0 + cons_edge_15_2: - bin_sc_0_vx_9 + bin_sc_0_vx_14 + bin_sc_0_edg_15 >= 0 + cons_edge_15_3: bin_sc_0_vx_9 - bin_sc_0_vx_14 + bin_sc_0_edg_15 >= 0 + cons_edge_15_4: bin_sc_0_vx_9 + bin_sc_0_vx_14 + bin_sc_0_edg_15 <= 2 + cons_edge_16_1: - bin_sc_0_vx_9 - bin_sc_0_vx_10 + bin_sc_0_edg_16 <= 0 + cons_edge_16_2: - bin_sc_0_vx_9 + bin_sc_0_vx_10 + bin_sc_0_edg_16 >= 0 + cons_edge_16_3: bin_sc_0_vx_9 - bin_sc_0_vx_10 + bin_sc_0_edg_16 >= 0 + cons_edge_16_4: bin_sc_0_vx_9 + bin_sc_0_vx_10 + bin_sc_0_edg_16 <= 2 + cons_edge_17_1: - bin_sc_0_vx_10 - bin_sc_0_vx_15 + bin_sc_0_edg_17 <= 0 + cons_edge_17_2: - bin_sc_0_vx_10 + bin_sc_0_vx_15 + bin_sc_0_edg_17 >= 0 + cons_edge_17_3: bin_sc_0_vx_10 - bin_sc_0_vx_15 + bin_sc_0_edg_17 >= 0 + cons_edge_17_4: bin_sc_0_vx_10 + bin_sc_0_vx_15 + bin_sc_0_edg_17 <= 2 + cons_edge_18_1: - bin_sc_0_vx_10 - bin_sc_0_vx_11 + bin_sc_0_edg_18 <= 0 + cons_edge_18_2: - bin_sc_0_vx_10 + bin_sc_0_vx_11 + bin_sc_0_edg_18 >= 0 + cons_edge_18_3: bin_sc_0_vx_10 - bin_sc_0_vx_11 + bin_sc_0_edg_18 >= 0 + cons_edge_18_4: bin_sc_0_vx_10 + bin_sc_0_vx_11 + bin_sc_0_edg_18 <= 2 + cons_edge_19_1: - bin_sc_0_vx_12 - bin_sc_0_vx_17 + bin_sc_0_edg_19 <= 0 + cons_edge_19_2: - bin_sc_0_vx_12 + bin_sc_0_vx_17 + bin_sc_0_edg_19 >= 0 + cons_edge_19_3: bin_sc_0_vx_12 - bin_sc_0_vx_17 + bin_sc_0_edg_19 >= 0 + cons_edge_19_4: bin_sc_0_vx_12 + bin_sc_0_vx_17 + bin_sc_0_edg_19 <= 2 + cons_edge_20_1: - bin_sc_0_vx_12 - bin_sc_0_vx_13 + bin_sc_0_edg_20 <= 0 + cons_edge_20_2: - bin_sc_0_vx_12 + bin_sc_0_vx_13 + bin_sc_0_edg_20 >= 0 + cons_edge_20_3: bin_sc_0_vx_12 - bin_sc_0_vx_13 + bin_sc_0_edg_20 >= 0 + cons_edge_20_4: bin_sc_0_vx_12 + bin_sc_0_vx_13 + bin_sc_0_edg_20 <= 2 + cons_edge_21_1: - bin_sc_0_vx_13 - bin_sc_0_vx_18 + bin_sc_0_edg_21 <= 0 + cons_edge_21_2: - bin_sc_0_vx_13 + bin_sc_0_vx_18 + bin_sc_0_edg_21 >= 0 + cons_edge_21_3: bin_sc_0_vx_13 - bin_sc_0_vx_18 + bin_sc_0_edg_21 >= 0 + cons_edge_21_4: bin_sc_0_vx_13 + bin_sc_0_vx_18 + bin_sc_0_edg_21 <= 2 + cons_edge_22_1: - bin_sc_0_vx_13 - bin_sc_0_vx_14 + bin_sc_0_edg_22 <= 0 + cons_edge_22_2: - bin_sc_0_vx_13 + bin_sc_0_vx_14 + bin_sc_0_edg_22 >= 0 + cons_edge_22_3: bin_sc_0_vx_13 - bin_sc_0_vx_14 + bin_sc_0_edg_22 >= 0 + cons_edge_22_4: bin_sc_0_vx_13 + bin_sc_0_vx_14 + bin_sc_0_edg_22 <= 2 + cons_edge_23_1: - bin_sc_0_vx_14 - bin_sc_0_vx_19 + bin_sc_0_edg_23 <= 0 + cons_edge_23_2: - bin_sc_0_vx_14 + bin_sc_0_vx_19 + bin_sc_0_edg_23 >= 0 + cons_edge_23_3: bin_sc_0_vx_14 - bin_sc_0_vx_19 + bin_sc_0_edg_23 >= 0 + cons_edge_23_4: bin_sc_0_vx_14 + bin_sc_0_vx_19 + bin_sc_0_edg_23 <= 2 + cons_edge_24_1: - bin_sc_0_vx_14 - bin_sc_0_vx_15 + bin_sc_0_edg_24 <= 0 + cons_edge_24_2: - bin_sc_0_vx_14 + bin_sc_0_vx_15 + bin_sc_0_edg_24 >= 0 + cons_edge_24_3: bin_sc_0_vx_14 - bin_sc_0_vx_15 + bin_sc_0_edg_24 >= 0 + cons_edge_24_4: bin_sc_0_vx_14 + bin_sc_0_vx_15 + bin_sc_0_edg_24 <= 2 + cons_edge_25_1: - bin_sc_0_vx_16 - bin_sc_0_vx_21 + bin_sc_0_edg_25 <= 0 + cons_edge_25_2: - bin_sc_0_vx_16 + bin_sc_0_vx_21 + bin_sc_0_edg_25 >= 0 + cons_edge_25_3: bin_sc_0_vx_16 - bin_sc_0_vx_21 + bin_sc_0_edg_25 >= 0 + cons_edge_25_4: bin_sc_0_vx_16 + bin_sc_0_vx_21 + bin_sc_0_edg_25 <= 2 + cons_edge_26_1: - bin_sc_0_vx_16 - bin_sc_0_vx_17 + bin_sc_0_edg_26 <= 0 + cons_edge_26_2: - bin_sc_0_vx_16 + bin_sc_0_vx_17 + bin_sc_0_edg_26 >= 0 + cons_edge_26_3: bin_sc_0_vx_16 - bin_sc_0_vx_17 + bin_sc_0_edg_26 >= 0 + cons_edge_26_4: bin_sc_0_vx_16 + bin_sc_0_vx_17 + bin_sc_0_edg_26 <= 2 + cons_edge_27_1: - bin_sc_0_vx_17 - bin_sc_0_vx_22 + bin_sc_0_edg_27 <= 0 + cons_edge_27_2: - bin_sc_0_vx_17 + bin_sc_0_vx_22 + bin_sc_0_edg_27 >= 0 + cons_edge_27_3: bin_sc_0_vx_17 - bin_sc_0_vx_22 + bin_sc_0_edg_27 >= 0 + cons_edge_27_4: bin_sc_0_vx_17 + bin_sc_0_vx_22 + bin_sc_0_edg_27 <= 2 + cons_edge_28_1: - bin_sc_0_vx_17 - bin_sc_0_vx_18 + bin_sc_0_edg_28 <= 0 + cons_edge_28_2: - bin_sc_0_vx_17 + bin_sc_0_vx_18 + bin_sc_0_edg_28 >= 0 + cons_edge_28_3: bin_sc_0_vx_17 - bin_sc_0_vx_18 + bin_sc_0_edg_28 >= 0 + cons_edge_28_4: bin_sc_0_vx_17 + bin_sc_0_vx_18 + bin_sc_0_edg_28 <= 2 + cons_edge_29_1: - bin_sc_0_vx_18 - bin_sc_0_vx_23 + bin_sc_0_edg_29 <= 0 + cons_edge_29_2: - bin_sc_0_vx_18 + bin_sc_0_vx_23 + bin_sc_0_edg_29 >= 0 + cons_edge_29_3: bin_sc_0_vx_18 - bin_sc_0_vx_23 + bin_sc_0_edg_29 >= 0 + cons_edge_29_4: bin_sc_0_vx_18 + bin_sc_0_vx_23 + bin_sc_0_edg_29 <= 2 + cons_edge_30_1: - bin_sc_0_vx_18 - bin_sc_0_vx_19 + bin_sc_0_edg_30 <= 0 + cons_edge_30_2: - bin_sc_0_vx_18 + bin_sc_0_vx_19 + bin_sc_0_edg_30 >= 0 + cons_edge_30_3: bin_sc_0_vx_18 - bin_sc_0_vx_19 + bin_sc_0_edg_30 >= 0 + cons_edge_30_4: bin_sc_0_vx_18 + bin_sc_0_vx_19 + bin_sc_0_edg_30 <= 2 + cons_edge_31_1: - bin_sc_0_vx_20 - bin_sc_0_vx_25 + bin_sc_0_edg_31 <= 0 + cons_edge_31_2: - bin_sc_0_vx_20 + bin_sc_0_vx_25 + bin_sc_0_edg_31 >= 0 + cons_edge_31_3: bin_sc_0_vx_20 - bin_sc_0_vx_25 + bin_sc_0_edg_31 >= 0 + cons_edge_31_4: bin_sc_0_vx_20 + bin_sc_0_vx_25 + bin_sc_0_edg_31 <= 2 + cons_edge_32_1: - bin_sc_0_vx_20 - bin_sc_0_vx_21 + bin_sc_0_edg_32 <= 0 + cons_edge_32_2: - bin_sc_0_vx_20 + bin_sc_0_vx_21 + bin_sc_0_edg_32 >= 0 + cons_edge_32_3: bin_sc_0_vx_20 - bin_sc_0_vx_21 + bin_sc_0_edg_32 >= 0 + cons_edge_32_4: bin_sc_0_vx_20 + bin_sc_0_vx_21 + bin_sc_0_edg_32 <= 2 + cons_edge_33_1: - bin_sc_0_vx_21 - bin_sc_0_vx_26 + bin_sc_0_edg_33 <= 0 + cons_edge_33_2: - bin_sc_0_vx_21 + bin_sc_0_vx_26 + bin_sc_0_edg_33 >= 0 + cons_edge_33_3: bin_sc_0_vx_21 - bin_sc_0_vx_26 + bin_sc_0_edg_33 >= 0 + cons_edge_33_4: bin_sc_0_vx_21 + bin_sc_0_vx_26 + bin_sc_0_edg_33 <= 2 + cons_edge_34_1: - bin_sc_0_vx_21 - bin_sc_0_vx_22 + bin_sc_0_edg_34 <= 0 + cons_edge_34_2: - bin_sc_0_vx_21 + bin_sc_0_vx_22 + bin_sc_0_edg_34 >= 0 + cons_edge_34_3: bin_sc_0_vx_21 - bin_sc_0_vx_22 + bin_sc_0_edg_34 >= 0 + cons_edge_34_4: bin_sc_0_vx_21 + bin_sc_0_vx_22 + bin_sc_0_edg_34 <= 2 + cons_edge_35_1: - bin_sc_0_vx_22 - bin_sc_0_vx_27 + bin_sc_0_edg_35 <= 0 + cons_edge_35_2: - bin_sc_0_vx_22 + bin_sc_0_vx_27 + bin_sc_0_edg_35 >= 0 + cons_edge_35_3: bin_sc_0_vx_22 - bin_sc_0_vx_27 + bin_sc_0_edg_35 >= 0 + cons_edge_35_4: bin_sc_0_vx_22 + bin_sc_0_vx_27 + bin_sc_0_edg_35 <= 2 + cons_edge_36_1: - bin_sc_0_vx_22 - bin_sc_0_vx_23 + bin_sc_0_edg_36 <= 0 + cons_edge_36_2: - bin_sc_0_vx_22 + bin_sc_0_vx_23 + bin_sc_0_edg_36 >= 0 + cons_edge_36_3: bin_sc_0_vx_22 - bin_sc_0_vx_23 + bin_sc_0_edg_36 >= 0 + cons_edge_36_4: bin_sc_0_vx_22 + bin_sc_0_vx_23 + bin_sc_0_edg_36 <= 2 + cons_edge_37_1: - bin_sc_0_vx_24 - bin_sc_0_vx_29 + bin_sc_0_edg_37 <= 0 + cons_edge_37_2: - bin_sc_0_vx_24 + bin_sc_0_vx_29 + bin_sc_0_edg_37 >= 0 + cons_edge_37_3: bin_sc_0_vx_24 - bin_sc_0_vx_29 + bin_sc_0_edg_37 >= 0 + cons_edge_37_4: bin_sc_0_vx_24 + bin_sc_0_vx_29 + bin_sc_0_edg_37 <= 2 + cons_edge_38_1: - bin_sc_0_vx_24 - bin_sc_0_vx_25 + bin_sc_0_edg_38 <= 0 + cons_edge_38_2: - bin_sc_0_vx_24 + bin_sc_0_vx_25 + bin_sc_0_edg_38 >= 0 + cons_edge_38_3: bin_sc_0_vx_24 - bin_sc_0_vx_25 + bin_sc_0_edg_38 >= 0 + cons_edge_38_4: bin_sc_0_vx_24 + bin_sc_0_vx_25 + bin_sc_0_edg_38 <= 2 + cons_edge_39_1: - bin_sc_0_vx_25 - bin_sc_0_vx_30 + bin_sc_0_edg_39 <= 0 + cons_edge_39_2: - bin_sc_0_vx_25 + bin_sc_0_vx_30 + bin_sc_0_edg_39 >= 0 + cons_edge_39_3: bin_sc_0_vx_25 - bin_sc_0_vx_30 + bin_sc_0_edg_39 >= 0 + cons_edge_39_4: bin_sc_0_vx_25 + bin_sc_0_vx_30 + bin_sc_0_edg_39 <= 2 + cons_edge_40_1: - bin_sc_0_vx_25 - bin_sc_0_vx_26 + bin_sc_0_edg_40 <= 0 + cons_edge_40_2: - bin_sc_0_vx_25 + bin_sc_0_vx_26 + bin_sc_0_edg_40 >= 0 + cons_edge_40_3: bin_sc_0_vx_25 - bin_sc_0_vx_26 + bin_sc_0_edg_40 >= 0 + cons_edge_40_4: bin_sc_0_vx_25 + bin_sc_0_vx_26 + bin_sc_0_edg_40 <= 2 + cons_edge_41_1: - bin_sc_0_vx_26 - bin_sc_0_vx_31 + bin_sc_0_edg_41 <= 0 + cons_edge_41_2: - bin_sc_0_vx_26 + bin_sc_0_vx_31 + bin_sc_0_edg_41 >= 0 + cons_edge_41_3: bin_sc_0_vx_26 - bin_sc_0_vx_31 + bin_sc_0_edg_41 >= 0 + cons_edge_41_4: bin_sc_0_vx_26 + bin_sc_0_vx_31 + bin_sc_0_edg_41 <= 2 + cons_edge_42_1: - bin_sc_0_vx_26 - bin_sc_0_vx_27 + bin_sc_0_edg_42 <= 0 + cons_edge_42_2: - bin_sc_0_vx_26 + bin_sc_0_vx_27 + bin_sc_0_edg_42 >= 0 + cons_edge_42_3: bin_sc_0_vx_26 - bin_sc_0_vx_27 + bin_sc_0_edg_42 >= 0 + cons_edge_42_4: bin_sc_0_vx_26 + bin_sc_0_vx_27 + bin_sc_0_edg_42 <= 2 + cons_edge_43_1: - bin_sc_0_vx_28 - bin_sc_0_vx_33 + bin_sc_0_edg_43 <= 0 + cons_edge_43_2: - bin_sc_0_vx_28 + bin_sc_0_vx_33 + bin_sc_0_edg_43 >= 0 + cons_edge_43_3: bin_sc_0_vx_28 - bin_sc_0_vx_33 + bin_sc_0_edg_43 >= 0 + cons_edge_43_4: bin_sc_0_vx_28 + bin_sc_0_vx_33 + bin_sc_0_edg_43 <= 2 + cons_edge_44_1: - bin_sc_0_vx_28 - bin_sc_0_vx_29 + bin_sc_0_edg_44 <= 0 + cons_edge_44_2: - bin_sc_0_vx_28 + bin_sc_0_vx_29 + bin_sc_0_edg_44 >= 0 + cons_edge_44_3: bin_sc_0_vx_28 - bin_sc_0_vx_29 + bin_sc_0_edg_44 >= 0 + cons_edge_44_4: bin_sc_0_vx_28 + bin_sc_0_vx_29 + bin_sc_0_edg_44 <= 2 + cons_edge_45_1: - bin_sc_0_vx_29 - bin_sc_0_vx_34 + bin_sc_0_edg_45 <= 0 + cons_edge_45_2: - bin_sc_0_vx_29 + bin_sc_0_vx_34 + bin_sc_0_edg_45 >= 0 + cons_edge_45_3: bin_sc_0_vx_29 - bin_sc_0_vx_34 + bin_sc_0_edg_45 >= 0 + cons_edge_45_4: bin_sc_0_vx_29 + bin_sc_0_vx_34 + bin_sc_0_edg_45 <= 2 + cons_edge_46_1: - bin_sc_0_vx_29 - bin_sc_0_vx_30 + bin_sc_0_edg_46 <= 0 + cons_edge_46_2: - bin_sc_0_vx_29 + bin_sc_0_vx_30 + bin_sc_0_edg_46 >= 0 + cons_edge_46_3: bin_sc_0_vx_29 - bin_sc_0_vx_30 + bin_sc_0_edg_46 >= 0 + cons_edge_46_4: bin_sc_0_vx_29 + bin_sc_0_vx_30 + bin_sc_0_edg_46 <= 2 + cons_edge_47_1: - bin_sc_0_vx_30 - bin_sc_0_vx_35 + bin_sc_0_edg_47 <= 0 + cons_edge_47_2: - bin_sc_0_vx_30 + bin_sc_0_vx_35 + bin_sc_0_edg_47 >= 0 + cons_edge_47_3: bin_sc_0_vx_30 - bin_sc_0_vx_35 + bin_sc_0_edg_47 >= 0 + cons_edge_47_4: bin_sc_0_vx_30 + bin_sc_0_vx_35 + bin_sc_0_edg_47 <= 2 + cons_edge_48_1: - bin_sc_0_vx_30 - bin_sc_0_vx_31 + bin_sc_0_edg_48 <= 0 + cons_edge_48_2: - bin_sc_0_vx_30 + bin_sc_0_vx_31 + bin_sc_0_edg_48 >= 0 + cons_edge_48_3: bin_sc_0_vx_30 - bin_sc_0_vx_31 + bin_sc_0_edg_48 >= 0 + cons_edge_48_4: bin_sc_0_vx_30 + bin_sc_0_vx_31 + bin_sc_0_edg_48 <= 2 + cons_edge_49_1: - bin_sc_0_vx_32 - bin_sc_0_vx_36 + bin_sc_0_edg_49 <= 0 + cons_edge_49_2: - bin_sc_0_vx_32 + bin_sc_0_vx_36 + bin_sc_0_edg_49 >= 0 + cons_edge_49_3: bin_sc_0_vx_32 - bin_sc_0_vx_36 + bin_sc_0_edg_49 >= 0 + cons_edge_49_4: bin_sc_0_vx_32 + bin_sc_0_vx_36 + bin_sc_0_edg_49 <= 2 + cons_edge_50_1: - bin_sc_0_vx_32 - bin_sc_0_vx_33 + bin_sc_0_edg_50 <= 0 + cons_edge_50_2: - bin_sc_0_vx_32 + bin_sc_0_vx_33 + bin_sc_0_edg_50 >= 0 + cons_edge_50_3: bin_sc_0_vx_32 - bin_sc_0_vx_33 + bin_sc_0_edg_50 >= 0 + cons_edge_50_4: bin_sc_0_vx_32 + bin_sc_0_vx_33 + bin_sc_0_edg_50 <= 2 + cons_edge_51_1: - bin_sc_0_vx_33 - bin_sc_0_vx_36 + bin_sc_0_edg_51 <= 0 + cons_edge_51_2: - bin_sc_0_vx_33 + bin_sc_0_vx_36 + bin_sc_0_edg_51 >= 0 + cons_edge_51_3: bin_sc_0_vx_33 - bin_sc_0_vx_36 + bin_sc_0_edg_51 >= 0 + cons_edge_51_4: bin_sc_0_vx_33 + bin_sc_0_vx_36 + bin_sc_0_edg_51 <= 2 + cons_edge_52_1: - bin_sc_0_vx_33 - bin_sc_0_vx_34 + bin_sc_0_edg_52 <= 0 + cons_edge_52_2: - bin_sc_0_vx_33 + bin_sc_0_vx_34 + bin_sc_0_edg_52 >= 0 + cons_edge_52_3: bin_sc_0_vx_33 - bin_sc_0_vx_34 + bin_sc_0_edg_52 >= 0 + cons_edge_52_4: bin_sc_0_vx_33 + bin_sc_0_vx_34 + bin_sc_0_edg_52 <= 2 + cons_edge_53_1: - bin_sc_0_vx_34 - bin_sc_0_vx_37 + bin_sc_0_edg_53 <= 0 + cons_edge_53_2: - bin_sc_0_vx_34 + bin_sc_0_vx_37 + bin_sc_0_edg_53 >= 0 + cons_edge_53_3: bin_sc_0_vx_34 - bin_sc_0_vx_37 + bin_sc_0_edg_53 >= 0 + cons_edge_53_4: bin_sc_0_vx_34 + bin_sc_0_vx_37 + bin_sc_0_edg_53 <= 2 + cons_edge_54_1: - bin_sc_0_vx_34 - bin_sc_0_vx_35 + bin_sc_0_edg_54 <= 0 + cons_edge_54_2: - bin_sc_0_vx_34 + bin_sc_0_vx_35 + bin_sc_0_edg_54 >= 0 + cons_edge_54_3: bin_sc_0_vx_34 - bin_sc_0_vx_35 + bin_sc_0_edg_54 >= 0 + cons_edge_54_4: bin_sc_0_vx_34 + bin_sc_0_vx_35 + bin_sc_0_edg_54 <= 2 + cons_edge_55_1: - bin_sc_0_vx_36 - bin_sc_0_vx_37 + bin_sc_0_edg_55 <= 0 + cons_edge_55_2: - bin_sc_0_vx_36 + bin_sc_0_vx_37 + bin_sc_0_edg_55 >= 0 + cons_edge_55_3: bin_sc_0_vx_36 - bin_sc_0_vx_37 + bin_sc_0_edg_55 >= 0 + cons_edge_55_4: bin_sc_0_vx_36 + bin_sc_0_vx_37 + bin_sc_0_edg_55 <= 2 + cons_edge_0_1#262: - bin_sc_1_vx_0 - bin_sc_1_vx_3 + bin_sc_1_edg_0 <= 0 + cons_edge_0_2#263: - bin_sc_1_vx_0 + bin_sc_1_vx_3 + bin_sc_1_edg_0 >= 0 + cons_edge_0_3#264: bin_sc_1_vx_0 - bin_sc_1_vx_3 + bin_sc_1_edg_0 >= 0 + cons_edge_0_4#265: bin_sc_1_vx_0 + bin_sc_1_vx_3 + bin_sc_1_edg_0 <= 2 + cons_edge_1_1#266: - bin_sc_1_vx_0 - bin_sc_1_vx_2 + bin_sc_1_edg_1 <= 0 + cons_edge_1_2#267: - bin_sc_1_vx_0 + bin_sc_1_vx_2 + bin_sc_1_edg_1 >= 0 + cons_edge_1_3#268: bin_sc_1_vx_0 - bin_sc_1_vx_2 + bin_sc_1_edg_1 >= 0 + cons_edge_1_4#269: bin_sc_1_vx_0 + bin_sc_1_vx_2 + bin_sc_1_edg_1 <= 2 + cons_edge_2_1#270: - bin_sc_1_vx_1 - bin_sc_1_vx_5 + bin_sc_1_edg_2 <= 0 + cons_edge_2_2#271: - bin_sc_1_vx_1 + bin_sc_1_vx_5 + bin_sc_1_edg_2 >= 0 + cons_edge_2_3#272: bin_sc_1_vx_1 - bin_sc_1_vx_5 + bin_sc_1_edg_2 >= 0 + cons_edge_2_4#273: bin_sc_1_vx_1 + bin_sc_1_vx_5 + bin_sc_1_edg_2 <= 2 + cons_edge_3_1#274: - bin_sc_1_vx_1 - bin_sc_1_vx_2 + bin_sc_1_edg_3 <= 0 + cons_edge_3_2#275: - bin_sc_1_vx_1 + bin_sc_1_vx_2 + bin_sc_1_edg_3 >= 0 + cons_edge_3_3#276: bin_sc_1_vx_1 - bin_sc_1_vx_2 + bin_sc_1_edg_3 >= 0 + cons_edge_3_4#277: bin_sc_1_vx_1 + bin_sc_1_vx_2 + bin_sc_1_edg_3 <= 2 + cons_edge_4_1#278: - bin_sc_1_vx_2 - bin_sc_1_vx_6 + bin_sc_1_edg_4 <= 0 + cons_edge_4_2#279: - bin_sc_1_vx_2 + bin_sc_1_vx_6 + bin_sc_1_edg_4 >= 0 + cons_edge_4_3#280: bin_sc_1_vx_2 - bin_sc_1_vx_6 + bin_sc_1_edg_4 >= 0 + cons_edge_4_4#281: bin_sc_1_vx_2 + bin_sc_1_vx_6 + bin_sc_1_edg_4 <= 2 + cons_edge_5_1#282: - bin_sc_1_vx_2 - bin_sc_1_vx_3 + bin_sc_1_edg_5 <= 0 + cons_edge_5_2#283: - bin_sc_1_vx_2 + bin_sc_1_vx_3 + bin_sc_1_edg_5 >= 0 + cons_edge_5_3#284: bin_sc_1_vx_2 - bin_sc_1_vx_3 + bin_sc_1_edg_5 >= 0 + cons_edge_5_4#285: bin_sc_1_vx_2 + bin_sc_1_vx_3 + bin_sc_1_edg_5 <= 2 + cons_edge_6_1#286: - bin_sc_1_vx_3 - bin_sc_1_vx_7 + bin_sc_1_edg_6 <= 0 + cons_edge_6_2#287: - bin_sc_1_vx_3 + bin_sc_1_vx_7 + bin_sc_1_edg_6 >= 0 + cons_edge_6_3#288: bin_sc_1_vx_3 - bin_sc_1_vx_7 + bin_sc_1_edg_6 >= 0 + cons_edge_6_4#289: bin_sc_1_vx_3 + bin_sc_1_vx_7 + bin_sc_1_edg_6 <= 2 + cons_edge_7_1#290: - bin_sc_1_vx_4 - bin_sc_1_vx_9 + bin_sc_1_edg_7 <= 0 + cons_edge_7_2#291: - bin_sc_1_vx_4 + bin_sc_1_vx_9 + bin_sc_1_edg_7 >= 0 + cons_edge_7_3#292: bin_sc_1_vx_4 - bin_sc_1_vx_9 + bin_sc_1_edg_7 >= 0 + cons_edge_7_4#293: bin_sc_1_vx_4 + bin_sc_1_vx_9 + bin_sc_1_edg_7 <= 2 + cons_edge_8_1#294: - bin_sc_1_vx_4 - bin_sc_1_vx_5 + bin_sc_1_edg_8 <= 0 + cons_edge_8_2#295: - bin_sc_1_vx_4 + bin_sc_1_vx_5 + bin_sc_1_edg_8 >= 0 + cons_edge_8_3#296: bin_sc_1_vx_4 - bin_sc_1_vx_5 + bin_sc_1_edg_8 >= 0 + cons_edge_8_4#297: bin_sc_1_vx_4 + bin_sc_1_vx_5 + bin_sc_1_edg_8 <= 2 + cons_edge_9_1#298: - bin_sc_1_vx_5 - bin_sc_1_vx_10 + bin_sc_1_edg_9 <= 0 + cons_edge_9_2#299: - bin_sc_1_vx_5 + bin_sc_1_vx_10 + bin_sc_1_edg_9 >= 0 + cons_edge_9_3#300: bin_sc_1_vx_5 - bin_sc_1_vx_10 + bin_sc_1_edg_9 >= 0 + cons_edge_9_4#301: bin_sc_1_vx_5 + bin_sc_1_vx_10 + bin_sc_1_edg_9 <= 2 + cons_edge_10_1#302: - bin_sc_1_vx_5 - bin_sc_1_vx_6 + bin_sc_1_edg_10 <= 0 + cons_edge_10_2#303: - bin_sc_1_vx_5 + bin_sc_1_vx_6 + bin_sc_1_edg_10 >= 0 + cons_edge_10_3#304: bin_sc_1_vx_5 - bin_sc_1_vx_6 + bin_sc_1_edg_10 >= 0 + cons_edge_10_4#305: bin_sc_1_vx_5 + bin_sc_1_vx_6 + bin_sc_1_edg_10 <= 2 + cons_edge_11_1#306: - bin_sc_1_vx_6 - bin_sc_1_vx_11 + bin_sc_1_edg_11 <= 0 + cons_edge_11_2#307: - bin_sc_1_vx_6 + bin_sc_1_vx_11 + bin_sc_1_edg_11 >= 0 + cons_edge_11_3#308: bin_sc_1_vx_6 - bin_sc_1_vx_11 + bin_sc_1_edg_11 >= 0 + cons_edge_11_4#309: bin_sc_1_vx_6 + bin_sc_1_vx_11 + bin_sc_1_edg_11 <= 2 + cons_edge_12_1#310: - bin_sc_1_vx_6 - bin_sc_1_vx_7 + bin_sc_1_edg_12 <= 0 + cons_edge_12_2#311: - bin_sc_1_vx_6 + bin_sc_1_vx_7 + bin_sc_1_edg_12 >= 0 + cons_edge_12_3#312: bin_sc_1_vx_6 - bin_sc_1_vx_7 + bin_sc_1_edg_12 >= 0 + cons_edge_12_4#313: bin_sc_1_vx_6 + bin_sc_1_vx_7 + bin_sc_1_edg_12 <= 2 + cons_edge_13_1#314: - bin_sc_1_vx_8 - bin_sc_1_vx_13 + bin_sc_1_edg_13 <= 0 + cons_edge_13_2#315: - bin_sc_1_vx_8 + bin_sc_1_vx_13 + bin_sc_1_edg_13 >= 0 + cons_edge_13_3#316: bin_sc_1_vx_8 - bin_sc_1_vx_13 + bin_sc_1_edg_13 >= 0 + cons_edge_13_4#317: bin_sc_1_vx_8 + bin_sc_1_vx_13 + bin_sc_1_edg_13 <= 2 + cons_edge_14_1#318: - bin_sc_1_vx_8 - bin_sc_1_vx_9 + bin_sc_1_edg_14 <= 0 + cons_edge_14_2#319: - bin_sc_1_vx_8 + bin_sc_1_vx_9 + bin_sc_1_edg_14 >= 0 + cons_edge_14_3#320: bin_sc_1_vx_8 - bin_sc_1_vx_9 + bin_sc_1_edg_14 >= 0 + cons_edge_14_4#321: bin_sc_1_vx_8 + bin_sc_1_vx_9 + bin_sc_1_edg_14 <= 2 + cons_edge_15_1#322: - bin_sc_1_vx_9 - bin_sc_1_vx_14 + bin_sc_1_edg_15 <= 0 + cons_edge_15_2#323: - bin_sc_1_vx_9 + bin_sc_1_vx_14 + bin_sc_1_edg_15 >= 0 + cons_edge_15_3#324: bin_sc_1_vx_9 - bin_sc_1_vx_14 + bin_sc_1_edg_15 >= 0 + cons_edge_15_4#325: bin_sc_1_vx_9 + bin_sc_1_vx_14 + bin_sc_1_edg_15 <= 2 + cons_edge_16_1#326: - bin_sc_1_vx_9 - bin_sc_1_vx_10 + bin_sc_1_edg_16 <= 0 + cons_edge_16_2#327: - bin_sc_1_vx_9 + bin_sc_1_vx_10 + bin_sc_1_edg_16 >= 0 + cons_edge_16_3#328: bin_sc_1_vx_9 - bin_sc_1_vx_10 + bin_sc_1_edg_16 >= 0 + cons_edge_16_4#329: bin_sc_1_vx_9 + bin_sc_1_vx_10 + bin_sc_1_edg_16 <= 2 + cons_edge_17_1#330: - bin_sc_1_vx_10 - bin_sc_1_vx_15 + bin_sc_1_edg_17 <= 0 + cons_edge_17_2#331: - bin_sc_1_vx_10 + bin_sc_1_vx_15 + bin_sc_1_edg_17 >= 0 + cons_edge_17_3#332: bin_sc_1_vx_10 - bin_sc_1_vx_15 + bin_sc_1_edg_17 >= 0 + cons_edge_17_4#333: bin_sc_1_vx_10 + bin_sc_1_vx_15 + bin_sc_1_edg_17 <= 2 + cons_edge_18_1#334: - bin_sc_1_vx_10 - bin_sc_1_vx_11 + bin_sc_1_edg_18 <= 0 + cons_edge_18_2#335: - bin_sc_1_vx_10 + bin_sc_1_vx_11 + bin_sc_1_edg_18 >= 0 + cons_edge_18_3#336: bin_sc_1_vx_10 - bin_sc_1_vx_11 + bin_sc_1_edg_18 >= 0 + cons_edge_18_4#337: bin_sc_1_vx_10 + bin_sc_1_vx_11 + bin_sc_1_edg_18 <= 2 + cons_edge_19_1#338: - bin_sc_1_vx_12 - bin_sc_1_vx_17 + bin_sc_1_edg_19 <= 0 + cons_edge_19_2#339: - bin_sc_1_vx_12 + bin_sc_1_vx_17 + bin_sc_1_edg_19 >= 0 + cons_edge_19_3#340: bin_sc_1_vx_12 - bin_sc_1_vx_17 + bin_sc_1_edg_19 >= 0 + cons_edge_19_4#341: bin_sc_1_vx_12 + bin_sc_1_vx_17 + bin_sc_1_edg_19 <= 2 + cons_edge_20_1#342: - bin_sc_1_vx_12 - bin_sc_1_vx_13 + bin_sc_1_edg_20 <= 0 + cons_edge_20_2#343: - bin_sc_1_vx_12 + bin_sc_1_vx_13 + bin_sc_1_edg_20 >= 0 + cons_edge_20_3#344: bin_sc_1_vx_12 - bin_sc_1_vx_13 + bin_sc_1_edg_20 >= 0 + cons_edge_20_4#345: bin_sc_1_vx_12 + bin_sc_1_vx_13 + bin_sc_1_edg_20 <= 2 + cons_edge_21_1#346: - bin_sc_1_vx_13 - bin_sc_1_vx_18 + bin_sc_1_edg_21 <= 0 + cons_edge_21_2#347: - bin_sc_1_vx_13 + bin_sc_1_vx_18 + bin_sc_1_edg_21 >= 0 + cons_edge_21_3#348: bin_sc_1_vx_13 - bin_sc_1_vx_18 + bin_sc_1_edg_21 >= 0 + cons_edge_21_4#349: bin_sc_1_vx_13 + bin_sc_1_vx_18 + bin_sc_1_edg_21 <= 2 + cons_edge_22_1#350: - bin_sc_1_vx_13 - bin_sc_1_vx_14 + bin_sc_1_edg_22 <= 0 + cons_edge_22_2#351: - bin_sc_1_vx_13 + bin_sc_1_vx_14 + bin_sc_1_edg_22 >= 0 + cons_edge_22_3#352: bin_sc_1_vx_13 - bin_sc_1_vx_14 + bin_sc_1_edg_22 >= 0 + cons_edge_22_4#353: bin_sc_1_vx_13 + bin_sc_1_vx_14 + bin_sc_1_edg_22 <= 2 + cons_edge_23_1#354: - bin_sc_1_vx_14 - bin_sc_1_vx_19 + bin_sc_1_edg_23 <= 0 + cons_edge_23_2#355: - bin_sc_1_vx_14 + bin_sc_1_vx_19 + bin_sc_1_edg_23 >= 0 + cons_edge_23_3#356: bin_sc_1_vx_14 - bin_sc_1_vx_19 + bin_sc_1_edg_23 >= 0 + cons_edge_23_4#357: bin_sc_1_vx_14 + bin_sc_1_vx_19 + bin_sc_1_edg_23 <= 2 + cons_edge_24_1#358: - bin_sc_1_vx_14 - bin_sc_1_vx_15 + bin_sc_1_edg_24 <= 0 + cons_edge_24_2#359: - bin_sc_1_vx_14 + bin_sc_1_vx_15 + bin_sc_1_edg_24 >= 0 + cons_edge_24_3#360: bin_sc_1_vx_14 - bin_sc_1_vx_15 + bin_sc_1_edg_24 >= 0 + cons_edge_24_4#361: bin_sc_1_vx_14 + bin_sc_1_vx_15 + bin_sc_1_edg_24 <= 2 + cons_edge_25_1#362: - bin_sc_1_vx_16 - bin_sc_1_vx_21 + bin_sc_1_edg_25 <= 0 + cons_edge_25_2#363: - bin_sc_1_vx_16 + bin_sc_1_vx_21 + bin_sc_1_edg_25 >= 0 + cons_edge_25_3#364: bin_sc_1_vx_16 - bin_sc_1_vx_21 + bin_sc_1_edg_25 >= 0 + cons_edge_25_4#365: bin_sc_1_vx_16 + bin_sc_1_vx_21 + bin_sc_1_edg_25 <= 2 + cons_edge_26_1#366: - bin_sc_1_vx_16 - bin_sc_1_vx_17 + bin_sc_1_edg_26 <= 0 + cons_edge_26_2#367: - bin_sc_1_vx_16 + bin_sc_1_vx_17 + bin_sc_1_edg_26 >= 0 + cons_edge_26_3#368: bin_sc_1_vx_16 - bin_sc_1_vx_17 + bin_sc_1_edg_26 >= 0 + cons_edge_26_4#369: bin_sc_1_vx_16 + bin_sc_1_vx_17 + bin_sc_1_edg_26 <= 2 + cons_edge_27_1#370: - bin_sc_1_vx_17 - bin_sc_1_vx_22 + bin_sc_1_edg_27 <= 0 + cons_edge_27_2#371: - bin_sc_1_vx_17 + bin_sc_1_vx_22 + bin_sc_1_edg_27 >= 0 + cons_edge_27_3#372: bin_sc_1_vx_17 - bin_sc_1_vx_22 + bin_sc_1_edg_27 >= 0 + cons_edge_27_4#373: bin_sc_1_vx_17 + bin_sc_1_vx_22 + bin_sc_1_edg_27 <= 2 + cons_edge_28_1#374: - bin_sc_1_vx_17 - bin_sc_1_vx_18 + bin_sc_1_edg_28 <= 0 + cons_edge_28_2#375: - bin_sc_1_vx_17 + bin_sc_1_vx_18 + bin_sc_1_edg_28 >= 0 + cons_edge_28_3#376: bin_sc_1_vx_17 - bin_sc_1_vx_18 + bin_sc_1_edg_28 >= 0 + cons_edge_28_4#377: bin_sc_1_vx_17 + bin_sc_1_vx_18 + bin_sc_1_edg_28 <= 2 + cons_edge_29_1#378: - bin_sc_1_vx_18 - bin_sc_1_vx_23 + bin_sc_1_edg_29 <= 0 + cons_edge_29_2#379: - bin_sc_1_vx_18 + bin_sc_1_vx_23 + bin_sc_1_edg_29 >= 0 + cons_edge_29_3#380: bin_sc_1_vx_18 - bin_sc_1_vx_23 + bin_sc_1_edg_29 >= 0 + cons_edge_29_4#381: bin_sc_1_vx_18 + bin_sc_1_vx_23 + bin_sc_1_edg_29 <= 2 + cons_edge_30_1#382: - bin_sc_1_vx_18 - bin_sc_1_vx_19 + bin_sc_1_edg_30 <= 0 + cons_edge_30_2#383: - bin_sc_1_vx_18 + bin_sc_1_vx_19 + bin_sc_1_edg_30 >= 0 + cons_edge_30_3#384: bin_sc_1_vx_18 - bin_sc_1_vx_19 + bin_sc_1_edg_30 >= 0 + cons_edge_30_4#385: bin_sc_1_vx_18 + bin_sc_1_vx_19 + bin_sc_1_edg_30 <= 2 + cons_edge_31_1#386: - bin_sc_1_vx_20 - bin_sc_1_vx_25 + bin_sc_1_edg_31 <= 0 + cons_edge_31_2#387: - bin_sc_1_vx_20 + bin_sc_1_vx_25 + bin_sc_1_edg_31 >= 0 + cons_edge_31_3#388: bin_sc_1_vx_20 - bin_sc_1_vx_25 + bin_sc_1_edg_31 >= 0 + cons_edge_31_4#389: bin_sc_1_vx_20 + bin_sc_1_vx_25 + bin_sc_1_edg_31 <= 2 + cons_edge_32_1#390: - bin_sc_1_vx_20 - bin_sc_1_vx_21 + bin_sc_1_edg_32 <= 0 + cons_edge_32_2#391: - bin_sc_1_vx_20 + bin_sc_1_vx_21 + bin_sc_1_edg_32 >= 0 + cons_edge_32_3#392: bin_sc_1_vx_20 - bin_sc_1_vx_21 + bin_sc_1_edg_32 >= 0 + cons_edge_32_4#393: bin_sc_1_vx_20 + bin_sc_1_vx_21 + bin_sc_1_edg_32 <= 2 + cons_edge_33_1#394: - bin_sc_1_vx_21 - bin_sc_1_vx_26 + bin_sc_1_edg_33 <= 0 + cons_edge_33_2#395: - bin_sc_1_vx_21 + bin_sc_1_vx_26 + bin_sc_1_edg_33 >= 0 + cons_edge_33_3#396: bin_sc_1_vx_21 - bin_sc_1_vx_26 + bin_sc_1_edg_33 >= 0 + cons_edge_33_4#397: bin_sc_1_vx_21 + bin_sc_1_vx_26 + bin_sc_1_edg_33 <= 2 + cons_edge_34_1#398: - bin_sc_1_vx_21 - bin_sc_1_vx_22 + bin_sc_1_edg_34 <= 0 + cons_edge_34_2#399: - bin_sc_1_vx_21 + bin_sc_1_vx_22 + bin_sc_1_edg_34 >= 0 + cons_edge_34_3#400: bin_sc_1_vx_21 - bin_sc_1_vx_22 + bin_sc_1_edg_34 >= 0 + cons_edge_34_4#401: bin_sc_1_vx_21 + bin_sc_1_vx_22 + bin_sc_1_edg_34 <= 2 + cons_edge_35_1#402: - bin_sc_1_vx_22 - bin_sc_1_vx_27 + bin_sc_1_edg_35 <= 0 + cons_edge_35_2#403: - bin_sc_1_vx_22 + bin_sc_1_vx_27 + bin_sc_1_edg_35 >= 0 + cons_edge_35_3#404: bin_sc_1_vx_22 - bin_sc_1_vx_27 + bin_sc_1_edg_35 >= 0 + cons_edge_35_4#405: bin_sc_1_vx_22 + bin_sc_1_vx_27 + bin_sc_1_edg_35 <= 2 + cons_edge_36_1#406: - bin_sc_1_vx_22 - bin_sc_1_vx_23 + bin_sc_1_edg_36 <= 0 + cons_edge_36_2#407: - bin_sc_1_vx_22 + bin_sc_1_vx_23 + bin_sc_1_edg_36 >= 0 + cons_edge_36_3#408: bin_sc_1_vx_22 - bin_sc_1_vx_23 + bin_sc_1_edg_36 >= 0 + cons_edge_36_4#409: bin_sc_1_vx_22 + bin_sc_1_vx_23 + bin_sc_1_edg_36 <= 2 + cons_edge_37_1#410: - bin_sc_1_vx_24 - bin_sc_1_vx_29 + bin_sc_1_edg_37 <= 0 + cons_edge_37_2#411: - bin_sc_1_vx_24 + bin_sc_1_vx_29 + bin_sc_1_edg_37 >= 0 + cons_edge_37_3#412: bin_sc_1_vx_24 - bin_sc_1_vx_29 + bin_sc_1_edg_37 >= 0 + cons_edge_37_4#413: bin_sc_1_vx_24 + bin_sc_1_vx_29 + bin_sc_1_edg_37 <= 2 + cons_edge_38_1#414: - bin_sc_1_vx_24 - bin_sc_1_vx_25 + bin_sc_1_edg_38 <= 0 + cons_edge_38_2#415: - bin_sc_1_vx_24 + bin_sc_1_vx_25 + bin_sc_1_edg_38 >= 0 + cons_edge_38_3#416: bin_sc_1_vx_24 - bin_sc_1_vx_25 + bin_sc_1_edg_38 >= 0 + cons_edge_38_4#417: bin_sc_1_vx_24 + bin_sc_1_vx_25 + bin_sc_1_edg_38 <= 2 + cons_edge_39_1#418: - bin_sc_1_vx_25 - bin_sc_1_vx_30 + bin_sc_1_edg_39 <= 0 + cons_edge_39_2#419: - bin_sc_1_vx_25 + bin_sc_1_vx_30 + bin_sc_1_edg_39 >= 0 + cons_edge_39_3#420: bin_sc_1_vx_25 - bin_sc_1_vx_30 + bin_sc_1_edg_39 >= 0 + cons_edge_39_4#421: bin_sc_1_vx_25 + bin_sc_1_vx_30 + bin_sc_1_edg_39 <= 2 + cons_edge_40_1#422: - bin_sc_1_vx_25 - bin_sc_1_vx_26 + bin_sc_1_edg_40 <= 0 + cons_edge_40_2#423: - bin_sc_1_vx_25 + bin_sc_1_vx_26 + bin_sc_1_edg_40 >= 0 + cons_edge_40_3#424: bin_sc_1_vx_25 - bin_sc_1_vx_26 + bin_sc_1_edg_40 >= 0 + cons_edge_40_4#425: bin_sc_1_vx_25 + bin_sc_1_vx_26 + bin_sc_1_edg_40 <= 2 + cons_edge_41_1#426: - bin_sc_1_vx_26 - bin_sc_1_vx_31 + bin_sc_1_edg_41 <= 0 + cons_edge_41_2#427: - bin_sc_1_vx_26 + bin_sc_1_vx_31 + bin_sc_1_edg_41 >= 0 + cons_edge_41_3#428: bin_sc_1_vx_26 - bin_sc_1_vx_31 + bin_sc_1_edg_41 >= 0 + cons_edge_41_4#429: bin_sc_1_vx_26 + bin_sc_1_vx_31 + bin_sc_1_edg_41 <= 2 + cons_edge_42_1#430: - bin_sc_1_vx_26 - bin_sc_1_vx_27 + bin_sc_1_edg_42 <= 0 + cons_edge_42_2#431: - bin_sc_1_vx_26 + bin_sc_1_vx_27 + bin_sc_1_edg_42 >= 0 + cons_edge_42_3#432: bin_sc_1_vx_26 - bin_sc_1_vx_27 + bin_sc_1_edg_42 >= 0 + cons_edge_42_4#433: bin_sc_1_vx_26 + bin_sc_1_vx_27 + bin_sc_1_edg_42 <= 2 + cons_edge_43_1#434: - bin_sc_1_vx_28 - bin_sc_1_vx_33 + bin_sc_1_edg_43 <= 0 + cons_edge_43_2#435: - bin_sc_1_vx_28 + bin_sc_1_vx_33 + bin_sc_1_edg_43 >= 0 + cons_edge_43_3#436: bin_sc_1_vx_28 - bin_sc_1_vx_33 + bin_sc_1_edg_43 >= 0 + cons_edge_43_4#437: bin_sc_1_vx_28 + bin_sc_1_vx_33 + bin_sc_1_edg_43 <= 2 + cons_edge_44_1#438: - bin_sc_1_vx_28 - bin_sc_1_vx_29 + bin_sc_1_edg_44 <= 0 + cons_edge_44_2#439: - bin_sc_1_vx_28 + bin_sc_1_vx_29 + bin_sc_1_edg_44 >= 0 + cons_edge_44_3#440: bin_sc_1_vx_28 - bin_sc_1_vx_29 + bin_sc_1_edg_44 >= 0 + cons_edge_44_4#441: bin_sc_1_vx_28 + bin_sc_1_vx_29 + bin_sc_1_edg_44 <= 2 + cons_edge_45_1#442: - bin_sc_1_vx_29 - bin_sc_1_vx_34 + bin_sc_1_edg_45 <= 0 + cons_edge_45_2#443: - bin_sc_1_vx_29 + bin_sc_1_vx_34 + bin_sc_1_edg_45 >= 0 + cons_edge_45_3#444: bin_sc_1_vx_29 - bin_sc_1_vx_34 + bin_sc_1_edg_45 >= 0 + cons_edge_45_4#445: bin_sc_1_vx_29 + bin_sc_1_vx_34 + bin_sc_1_edg_45 <= 2 + cons_edge_46_1#446: - bin_sc_1_vx_29 - bin_sc_1_vx_30 + bin_sc_1_edg_46 <= 0 + cons_edge_46_2#447: - bin_sc_1_vx_29 + bin_sc_1_vx_30 + bin_sc_1_edg_46 >= 0 + cons_edge_46_3#448: bin_sc_1_vx_29 - bin_sc_1_vx_30 + bin_sc_1_edg_46 >= 0 + cons_edge_46_4#449: bin_sc_1_vx_29 + bin_sc_1_vx_30 + bin_sc_1_edg_46 <= 2 + cons_edge_47_1#450: - bin_sc_1_vx_30 - bin_sc_1_vx_35 + bin_sc_1_edg_47 <= 0 + cons_edge_47_2#451: - bin_sc_1_vx_30 + bin_sc_1_vx_35 + bin_sc_1_edg_47 >= 0 + cons_edge_47_3#452: bin_sc_1_vx_30 - bin_sc_1_vx_35 + bin_sc_1_edg_47 >= 0 + cons_edge_47_4#453: bin_sc_1_vx_30 + bin_sc_1_vx_35 + bin_sc_1_edg_47 <= 2 + cons_edge_48_1#454: - bin_sc_1_vx_30 - bin_sc_1_vx_31 + bin_sc_1_edg_48 <= 0 + cons_edge_48_2#455: - bin_sc_1_vx_30 + bin_sc_1_vx_31 + bin_sc_1_edg_48 >= 0 + cons_edge_48_3#456: bin_sc_1_vx_30 - bin_sc_1_vx_31 + bin_sc_1_edg_48 >= 0 + cons_edge_48_4#457: bin_sc_1_vx_30 + bin_sc_1_vx_31 + bin_sc_1_edg_48 <= 2 + cons_edge_49_1#458: - bin_sc_1_vx_32 - bin_sc_1_vx_36 + bin_sc_1_edg_49 <= 0 + cons_edge_49_2#459: - bin_sc_1_vx_32 + bin_sc_1_vx_36 + bin_sc_1_edg_49 >= 0 + cons_edge_49_3#460: bin_sc_1_vx_32 - bin_sc_1_vx_36 + bin_sc_1_edg_49 >= 0 + cons_edge_49_4#461: bin_sc_1_vx_32 + bin_sc_1_vx_36 + bin_sc_1_edg_49 <= 2 + cons_edge_50_1#462: - bin_sc_1_vx_32 - bin_sc_1_vx_33 + bin_sc_1_edg_50 <= 0 + cons_edge_50_2#463: - bin_sc_1_vx_32 + bin_sc_1_vx_33 + bin_sc_1_edg_50 >= 0 + cons_edge_50_3#464: bin_sc_1_vx_32 - bin_sc_1_vx_33 + bin_sc_1_edg_50 >= 0 + cons_edge_50_4#465: bin_sc_1_vx_32 + bin_sc_1_vx_33 + bin_sc_1_edg_50 <= 2 + cons_edge_51_1#466: - bin_sc_1_vx_33 - bin_sc_1_vx_36 + bin_sc_1_edg_51 <= 0 + cons_edge_51_2#467: - bin_sc_1_vx_33 + bin_sc_1_vx_36 + bin_sc_1_edg_51 >= 0 + cons_edge_51_3#468: bin_sc_1_vx_33 - bin_sc_1_vx_36 + bin_sc_1_edg_51 >= 0 + cons_edge_51_4#469: bin_sc_1_vx_33 + bin_sc_1_vx_36 + bin_sc_1_edg_51 <= 2 + cons_edge_52_1#470: - bin_sc_1_vx_33 - bin_sc_1_vx_34 + bin_sc_1_edg_52 <= 0 + cons_edge_52_2#471: - bin_sc_1_vx_33 + bin_sc_1_vx_34 + bin_sc_1_edg_52 >= 0 + cons_edge_52_3#472: bin_sc_1_vx_33 - bin_sc_1_vx_34 + bin_sc_1_edg_52 >= 0 + cons_edge_52_4#473: bin_sc_1_vx_33 + bin_sc_1_vx_34 + bin_sc_1_edg_52 <= 2 + cons_edge_53_1#474: - bin_sc_1_vx_34 - bin_sc_1_vx_37 + bin_sc_1_edg_53 <= 0 + cons_edge_53_2#475: - bin_sc_1_vx_34 + bin_sc_1_vx_37 + bin_sc_1_edg_53 >= 0 + cons_edge_53_3#476: bin_sc_1_vx_34 - bin_sc_1_vx_37 + bin_sc_1_edg_53 >= 0 + cons_edge_53_4#477: bin_sc_1_vx_34 + bin_sc_1_vx_37 + bin_sc_1_edg_53 <= 2 + cons_edge_54_1#478: - bin_sc_1_vx_34 - bin_sc_1_vx_35 + bin_sc_1_edg_54 <= 0 + cons_edge_54_2#479: - bin_sc_1_vx_34 + bin_sc_1_vx_35 + bin_sc_1_edg_54 >= 0 + cons_edge_54_3#480: bin_sc_1_vx_34 - bin_sc_1_vx_35 + bin_sc_1_edg_54 >= 0 + cons_edge_54_4#481: bin_sc_1_vx_34 + bin_sc_1_vx_35 + bin_sc_1_edg_54 <= 2 + cons_edge_55_1#482: - bin_sc_1_vx_36 - bin_sc_1_vx_37 + bin_sc_1_edg_55 <= 0 + cons_edge_55_2#483: - bin_sc_1_vx_36 + bin_sc_1_vx_37 + bin_sc_1_edg_55 >= 0 + cons_edge_55_3#484: bin_sc_1_vx_36 - bin_sc_1_vx_37 + bin_sc_1_edg_55 >= 0 + cons_edge_55_4#485: bin_sc_1_vx_36 + bin_sc_1_vx_37 + bin_sc_1_edg_55 <= 2 + cons_symm_0: bin_sc_0_vx_0 = 1 + cons_symm_1: bin_sc_0_vx_1 + bin_sc_1_vx_1 = 1 + c489: num_cuts - 0.500000000000 bin_sc_0_edg_0 - 0.500000000000 bin_sc_0_edg_1 + - 0.500000000000 bin_sc_0_edg_2 - 0.500000000000 bin_sc_0_edg_3 + - 0.500000000000 bin_sc_0_edg_4 - 0.500000000000 bin_sc_0_edg_5 + - 0.500000000000 bin_sc_0_edg_6 - 0.500000000000 bin_sc_0_edg_7 + - 0.500000000000 bin_sc_0_edg_8 - 0.500000000000 bin_sc_0_edg_9 + - 0.500000000000 bin_sc_0_edg_10 - 0.500000000000 bin_sc_0_edg_11 + - 0.500000000000 bin_sc_0_edg_12 - 0.500000000000 bin_sc_0_edg_13 + - 0.500000000000 bin_sc_0_edg_14 - 0.500000000000 bin_sc_0_edg_15 + - 0.500000000000 bin_sc_0_edg_16 - 0.500000000000 bin_sc_0_edg_17 + - 0.500000000000 bin_sc_0_edg_18 - 0.500000000000 bin_sc_0_edg_19 + - 0.500000000000 bin_sc_0_edg_20 - 0.500000000000 bin_sc_0_edg_21 + - 0.500000000000 bin_sc_0_edg_22 - 0.500000000000 bin_sc_0_edg_23 + - 0.500000000000 bin_sc_0_edg_24 - 0.500000000000 bin_sc_0_edg_25 + - 0.500000000000 bin_sc_0_edg_26 - 0.500000000000 bin_sc_0_edg_27 + - 0.500000000000 bin_sc_0_edg_28 - 0.500000000000 bin_sc_0_edg_29 + - 0.500000000000 bin_sc_0_edg_30 - 0.500000000000 bin_sc_0_edg_31 + - 0.500000000000 bin_sc_0_edg_32 - 0.500000000000 bin_sc_0_edg_33 + - 0.500000000000 bin_sc_0_edg_34 - 0.500000000000 bin_sc_0_edg_35 + - 0.500000000000 bin_sc_0_edg_36 - 0.500000000000 bin_sc_0_edg_37 + - 0.500000000000 bin_sc_0_edg_38 - 0.500000000000 bin_sc_0_edg_39 + - 0.500000000000 bin_sc_0_edg_40 - 0.500000000000 bin_sc_0_edg_41 + - 0.500000000000 bin_sc_0_edg_42 - 0.500000000000 bin_sc_0_edg_43 + - 0.500000000000 bin_sc_0_edg_44 - 0.500000000000 bin_sc_0_edg_45 + - 0.500000000000 bin_sc_0_edg_46 - 0.500000000000 bin_sc_0_edg_47 + - 0.500000000000 bin_sc_0_edg_48 - 0.500000000000 bin_sc_0_edg_49 + - 0.500000000000 bin_sc_0_edg_50 - 0.500000000000 bin_sc_0_edg_51 + - 0.500000000000 bin_sc_0_edg_52 - 0.500000000000 bin_sc_0_edg_53 + - 0.500000000000 bin_sc_0_edg_54 - 0.500000000000 bin_sc_0_edg_55 + - 0.500000000000 bin_sc_1_edg_0 - 0.500000000000 bin_sc_1_edg_1 + - 0.500000000000 bin_sc_1_edg_2 - 0.500000000000 bin_sc_1_edg_3 + - 0.500000000000 bin_sc_1_edg_4 - 0.500000000000 bin_sc_1_edg_5 + - 0.500000000000 bin_sc_1_edg_6 - 0.500000000000 bin_sc_1_edg_7 + - 0.500000000000 bin_sc_1_edg_8 - 0.500000000000 bin_sc_1_edg_9 + - 0.500000000000 bin_sc_1_edg_10 - 0.500000000000 bin_sc_1_edg_11 + - 0.500000000000 bin_sc_1_edg_12 - 0.500000000000 bin_sc_1_edg_13 + - 0.500000000000 bin_sc_1_edg_14 - 0.500000000000 bin_sc_1_edg_15 + - 0.500000000000 bin_sc_1_edg_16 - 0.500000000000 bin_sc_1_edg_17 + - 0.500000000000 bin_sc_1_edg_18 - 0.500000000000 bin_sc_1_edg_19 + - 0.500000000000 bin_sc_1_edg_20 - 0.500000000000 bin_sc_1_edg_21 + - 0.500000000000 bin_sc_1_edg_22 - 0.500000000000 bin_sc_1_edg_23 + - 0.500000000000 bin_sc_1_edg_24 - 0.500000000000 bin_sc_1_edg_25 + - 0.500000000000 bin_sc_1_edg_26 - 0.500000000000 bin_sc_1_edg_27 + - 0.500000000000 bin_sc_1_edg_28 - 0.500000000000 bin_sc_1_edg_29 + - 0.500000000000 bin_sc_1_edg_30 - 0.500000000000 bin_sc_1_edg_31 + - 0.500000000000 bin_sc_1_edg_32 - 0.500000000000 bin_sc_1_edg_33 + - 0.500000000000 bin_sc_1_edg_34 - 0.500000000000 bin_sc_1_edg_35 + - 0.500000000000 bin_sc_1_edg_36 - 0.500000000000 bin_sc_1_edg_37 + - 0.500000000000 bin_sc_1_edg_38 - 0.500000000000 bin_sc_1_edg_39 + - 0.500000000000 bin_sc_1_edg_40 - 0.500000000000 bin_sc_1_edg_41 + - 0.500000000000 bin_sc_1_edg_42 - 0.500000000000 bin_sc_1_edg_43 + - 0.500000000000 bin_sc_1_edg_44 - 0.500000000000 bin_sc_1_edg_45 + - 0.500000000000 bin_sc_1_edg_46 - 0.500000000000 bin_sc_1_edg_47 + - 0.500000000000 bin_sc_1_edg_48 - 0.500000000000 bin_sc_1_edg_49 + - 0.500000000000 bin_sc_1_edg_50 - 0.500000000000 bin_sc_1_edg_51 + - 0.500000000000 bin_sc_1_edg_52 - 0.500000000000 bin_sc_1_edg_53 + - 0.500000000000 bin_sc_1_edg_54 - 0.500000000000 bin_sc_1_edg_55 = 0 + cons_subcircuit_input_0: - 2 bin_sc_0_vx_0 - 2 bin_sc_0_vx_1 - 2 bin_sc_0_vx_4 + - 2 bin_sc_0_vx_8 - 2 bin_sc_0_vx_12 + - 2 bin_sc_0_vx_16 - 2 bin_sc_0_vx_20 + - 2 bin_sc_0_vx_24 - 2 bin_sc_0_vx_28 + - 2 bin_sc_0_vx_32 + original_input_0 = 0 + c491: _and422 - bin_sc_0_edg_0 <= 0 + c492: _and422 - bin_sc_0_vx_3 <= 0 + c493: _and422 - bin_sc_0_vx_3 - bin_sc_0_edg_0 >= -1 + cons_edge_var_downstream_vertex_var_0_0: + bin_edge_var_downstream_vertex_var_product_0_0 + - _and422 = 0 + c495: _and423 - bin_sc_0_edg_1 <= 0 + c496: _and423 - bin_sc_0_vx_2 <= 0 + c497: _and423 - bin_sc_0_vx_2 - bin_sc_0_edg_1 >= -1 + cons_edge_var_downstream_vertex_var_0_1: + bin_edge_var_downstream_vertex_var_product_0_1 + - _and423 = 0 + c499: _and424 - bin_sc_0_edg_2 <= 0 + c500: _and424 - bin_sc_0_vx_5 <= 0 + c501: _and424 - bin_sc_0_vx_5 - bin_sc_0_edg_2 >= -1 + cons_edge_var_downstream_vertex_var_0_2: + bin_edge_var_downstream_vertex_var_product_0_2 + - _and424 = 0 + c503: _and425 - bin_sc_0_edg_3 <= 0 + c504: _and425 - bin_sc_0_vx_2 <= 0 + c505: _and425 - bin_sc_0_vx_2 - bin_sc_0_edg_3 >= -1 + cons_edge_var_downstream_vertex_var_0_3: + bin_edge_var_downstream_vertex_var_product_0_3 + - _and425 = 0 + c507: _and426 - bin_sc_0_edg_4 <= 0 + c508: _and426 - bin_sc_0_vx_6 <= 0 + c509: _and426 - bin_sc_0_vx_6 - bin_sc_0_edg_4 >= -1 + cons_edge_var_downstream_vertex_var_0_4: + bin_edge_var_downstream_vertex_var_product_0_4 + - _and426 = 0 + c511: _and427 - bin_sc_0_edg_5 <= 0 + c512: _and427 - bin_sc_0_vx_3 <= 0 + c513: _and427 - bin_sc_0_vx_3 - bin_sc_0_edg_5 >= -1 + cons_edge_var_downstream_vertex_var_0_5: + bin_edge_var_downstream_vertex_var_product_0_5 + - _and427 = 0 + c515: _and428 - bin_sc_0_edg_6 <= 0 + c516: _and428 - bin_sc_0_vx_7 <= 0 + c517: _and428 - bin_sc_0_vx_7 - bin_sc_0_edg_6 >= -1 + cons_edge_var_downstream_vertex_var_0_6: + bin_edge_var_downstream_vertex_var_product_0_6 + - _and428 = 0 + c519: _and429 - bin_sc_0_edg_7 <= 0 + c520: _and429 - bin_sc_0_vx_9 <= 0 + c521: _and429 - bin_sc_0_vx_9 - bin_sc_0_edg_7 >= -1 + cons_edge_var_downstream_vertex_var_0_7: + bin_edge_var_downstream_vertex_var_product_0_7 + - _and429 = 0 + c523: _and430 - bin_sc_0_edg_8 <= 0 + c524: _and430 - bin_sc_0_vx_5 <= 0 + c525: _and430 - bin_sc_0_vx_5 - bin_sc_0_edg_8 >= -1 + cons_edge_var_downstream_vertex_var_0_8: + bin_edge_var_downstream_vertex_var_product_0_8 + - _and430 = 0 + c527: _and431 - bin_sc_0_edg_9 <= 0 + c528: _and431 - bin_sc_0_vx_10 <= 0 + c529: _and431 - bin_sc_0_vx_10 - bin_sc_0_edg_9 >= -1 + cons_edge_var_downstream_vertex_var_0_9: + bin_edge_var_downstream_vertex_var_product_0_9 + - _and431 = 0 + c531: _and432 - bin_sc_0_edg_10 <= 0 + c532: _and432 - bin_sc_0_vx_6 <= 0 + c533: _and432 - bin_sc_0_vx_6 - bin_sc_0_edg_10 >= -1 + cons_edge_var_downstream_vertex_var_0_10: + bin_edge_var_downstream_vertex_var_product_0_10 + - _and432 = 0 + c535: _and433 - bin_sc_0_edg_11 <= 0 + c536: _and433 - bin_sc_0_vx_11 <= 0 + c537: _and433 - bin_sc_0_vx_11 - bin_sc_0_edg_11 >= -1 + cons_edge_var_downstream_vertex_var_0_11: + bin_edge_var_downstream_vertex_var_product_0_11 + - _and433 = 0 + c539: _and434 - bin_sc_0_edg_12 <= 0 + c540: _and434 - bin_sc_0_vx_7 <= 0 + c541: _and434 - bin_sc_0_vx_7 - bin_sc_0_edg_12 >= -1 + cons_edge_var_downstream_vertex_var_0_12: + bin_edge_var_downstream_vertex_var_product_0_12 + - _and434 = 0 + c543: _and435 - bin_sc_0_edg_13 <= 0 + c544: _and435 - bin_sc_0_vx_13 <= 0 + c545: _and435 - bin_sc_0_vx_13 - bin_sc_0_edg_13 >= -1 + cons_edge_var_downstream_vertex_var_0_13: + bin_edge_var_downstream_vertex_var_product_0_13 + - _and435 = 0 + c547: _and436 - bin_sc_0_edg_14 <= 0 + c548: _and436 - bin_sc_0_vx_9 <= 0 + c549: _and436 - bin_sc_0_vx_9 - bin_sc_0_edg_14 >= -1 + cons_edge_var_downstream_vertex_var_0_14: + bin_edge_var_downstream_vertex_var_product_0_14 + - _and436 = 0 + c551: _and437 - bin_sc_0_edg_15 <= 0 + c552: _and437 - bin_sc_0_vx_14 <= 0 + c553: _and437 - bin_sc_0_vx_14 - bin_sc_0_edg_15 >= -1 + cons_edge_var_downstream_vertex_var_0_15: + bin_edge_var_downstream_vertex_var_product_0_15 + - _and437 = 0 + c555: _and438 - bin_sc_0_edg_16 <= 0 + c556: _and438 - bin_sc_0_vx_10 <= 0 + c557: _and438 - bin_sc_0_vx_10 - bin_sc_0_edg_16 >= -1 + cons_edge_var_downstream_vertex_var_0_16: + bin_edge_var_downstream_vertex_var_product_0_16 + - _and438 = 0 + c559: _and439 - bin_sc_0_edg_17 <= 0 + c560: _and439 - bin_sc_0_vx_15 <= 0 + c561: _and439 - bin_sc_0_vx_15 - bin_sc_0_edg_17 >= -1 + cons_edge_var_downstream_vertex_var_0_17: + bin_edge_var_downstream_vertex_var_product_0_17 + - _and439 = 0 + c563: _and440 - bin_sc_0_edg_18 <= 0 + c564: _and440 - bin_sc_0_vx_11 <= 0 + c565: _and440 - bin_sc_0_vx_11 - bin_sc_0_edg_18 >= -1 + cons_edge_var_downstream_vertex_var_0_18: + bin_edge_var_downstream_vertex_var_product_0_18 + - _and440 = 0 + c567: _and441 - bin_sc_0_edg_19 <= 0 + c568: _and441 - bin_sc_0_vx_17 <= 0 + c569: _and441 - bin_sc_0_vx_17 - bin_sc_0_edg_19 >= -1 + cons_edge_var_downstream_vertex_var_0_19: + bin_edge_var_downstream_vertex_var_product_0_19 + - _and441 = 0 + c571: _and442 - bin_sc_0_edg_20 <= 0 + c572: _and442 - bin_sc_0_vx_13 <= 0 + c573: _and442 - bin_sc_0_vx_13 - bin_sc_0_edg_20 >= -1 + cons_edge_var_downstream_vertex_var_0_20: + bin_edge_var_downstream_vertex_var_product_0_20 + - _and442 = 0 + c575: _and443 - bin_sc_0_edg_21 <= 0 + c576: _and443 - bin_sc_0_vx_18 <= 0 + c577: _and443 - bin_sc_0_vx_18 - bin_sc_0_edg_21 >= -1 + cons_edge_var_downstream_vertex_var_0_21: + bin_edge_var_downstream_vertex_var_product_0_21 + - _and443 = 0 + c579: _and444 - bin_sc_0_edg_22 <= 0 + c580: _and444 - bin_sc_0_vx_14 <= 0 + c581: _and444 - bin_sc_0_vx_14 - bin_sc_0_edg_22 >= -1 + cons_edge_var_downstream_vertex_var_0_22: + bin_edge_var_downstream_vertex_var_product_0_22 + - _and444 = 0 + c583: _and445 - bin_sc_0_edg_23 <= 0 + c584: _and445 - bin_sc_0_vx_19 <= 0 + c585: _and445 - bin_sc_0_vx_19 - bin_sc_0_edg_23 >= -1 + cons_edge_var_downstream_vertex_var_0_23: + bin_edge_var_downstream_vertex_var_product_0_23 + - _and445 = 0 + c587: _and446 - bin_sc_0_edg_24 <= 0 + c588: _and446 - bin_sc_0_vx_15 <= 0 + c589: _and446 - bin_sc_0_vx_15 - bin_sc_0_edg_24 >= -1 + cons_edge_var_downstream_vertex_var_0_24: + bin_edge_var_downstream_vertex_var_product_0_24 + - _and446 = 0 + c591: _and447 - bin_sc_0_edg_25 <= 0 + c592: _and447 - bin_sc_0_vx_21 <= 0 + c593: _and447 - bin_sc_0_vx_21 - bin_sc_0_edg_25 >= -1 + cons_edge_var_downstream_vertex_var_0_25: + bin_edge_var_downstream_vertex_var_product_0_25 + - _and447 = 0 + c595: _and448 - bin_sc_0_edg_26 <= 0 + c596: _and448 - bin_sc_0_vx_17 <= 0 + c597: _and448 - bin_sc_0_vx_17 - bin_sc_0_edg_26 >= -1 + cons_edge_var_downstream_vertex_var_0_26: + bin_edge_var_downstream_vertex_var_product_0_26 + - _and448 = 0 + c599: _and449 - bin_sc_0_edg_27 <= 0 + c600: _and449 - bin_sc_0_vx_22 <= 0 + c601: _and449 - bin_sc_0_vx_22 - bin_sc_0_edg_27 >= -1 + cons_edge_var_downstream_vertex_var_0_27: + bin_edge_var_downstream_vertex_var_product_0_27 + - _and449 = 0 + c603: _and450 - bin_sc_0_edg_28 <= 0 + c604: _and450 - bin_sc_0_vx_18 <= 0 + c605: _and450 - bin_sc_0_vx_18 - bin_sc_0_edg_28 >= -1 + cons_edge_var_downstream_vertex_var_0_28: + bin_edge_var_downstream_vertex_var_product_0_28 + - _and450 = 0 + c607: _and451 - bin_sc_0_edg_29 <= 0 + c608: _and451 - bin_sc_0_vx_23 <= 0 + c609: _and451 - bin_sc_0_vx_23 - bin_sc_0_edg_29 >= -1 + cons_edge_var_downstream_vertex_var_0_29: + bin_edge_var_downstream_vertex_var_product_0_29 + - _and451 = 0 + c611: _and452 - bin_sc_0_edg_30 <= 0 + c612: _and452 - bin_sc_0_vx_19 <= 0 + c613: _and452 - bin_sc_0_vx_19 - bin_sc_0_edg_30 >= -1 + cons_edge_var_downstream_vertex_var_0_30: + bin_edge_var_downstream_vertex_var_product_0_30 + - _and452 = 0 + c615: _and453 - bin_sc_0_edg_31 <= 0 + c616: _and453 - bin_sc_0_vx_25 <= 0 + c617: _and453 - bin_sc_0_vx_25 - bin_sc_0_edg_31 >= -1 + cons_edge_var_downstream_vertex_var_0_31: + bin_edge_var_downstream_vertex_var_product_0_31 + - _and453 = 0 + c619: _and454 - bin_sc_0_edg_32 <= 0 + c620: _and454 - bin_sc_0_vx_21 <= 0 + c621: _and454 - bin_sc_0_vx_21 - bin_sc_0_edg_32 >= -1 + cons_edge_var_downstream_vertex_var_0_32: + bin_edge_var_downstream_vertex_var_product_0_32 + - _and454 = 0 + c623: _and455 - bin_sc_0_edg_33 <= 0 + c624: _and455 - bin_sc_0_vx_26 <= 0 + c625: _and455 - bin_sc_0_vx_26 - bin_sc_0_edg_33 >= -1 + cons_edge_var_downstream_vertex_var_0_33: + bin_edge_var_downstream_vertex_var_product_0_33 + - _and455 = 0 + c627: _and456 - bin_sc_0_edg_34 <= 0 + c628: _and456 - bin_sc_0_vx_22 <= 0 + c629: _and456 - bin_sc_0_vx_22 - bin_sc_0_edg_34 >= -1 + cons_edge_var_downstream_vertex_var_0_34: + bin_edge_var_downstream_vertex_var_product_0_34 + - _and456 = 0 + c631: _and457 - bin_sc_0_edg_35 <= 0 + c632: _and457 - bin_sc_0_vx_27 <= 0 + c633: _and457 - bin_sc_0_vx_27 - bin_sc_0_edg_35 >= -1 + cons_edge_var_downstream_vertex_var_0_35: + bin_edge_var_downstream_vertex_var_product_0_35 + - _and457 = 0 + c635: _and458 - bin_sc_0_edg_36 <= 0 + c636: _and458 - bin_sc_0_vx_23 <= 0 + c637: _and458 - bin_sc_0_vx_23 - bin_sc_0_edg_36 >= -1 + cons_edge_var_downstream_vertex_var_0_36: + bin_edge_var_downstream_vertex_var_product_0_36 + - _and458 = 0 + c639: _and459 - bin_sc_0_edg_37 <= 0 + c640: _and459 - bin_sc_0_vx_29 <= 0 + c641: _and459 - bin_sc_0_vx_29 - bin_sc_0_edg_37 >= -1 + cons_edge_var_downstream_vertex_var_0_37: + bin_edge_var_downstream_vertex_var_product_0_37 + - _and459 = 0 + c643: _and460 - bin_sc_0_edg_38 <= 0 + c644: _and460 - bin_sc_0_vx_25 <= 0 + c645: _and460 - bin_sc_0_vx_25 - bin_sc_0_edg_38 >= -1 + cons_edge_var_downstream_vertex_var_0_38: + bin_edge_var_downstream_vertex_var_product_0_38 + - _and460 = 0 + c647: _and461 - bin_sc_0_edg_39 <= 0 + c648: _and461 - bin_sc_0_vx_30 <= 0 + c649: _and461 - bin_sc_0_vx_30 - bin_sc_0_edg_39 >= -1 + cons_edge_var_downstream_vertex_var_0_39: + bin_edge_var_downstream_vertex_var_product_0_39 + - _and461 = 0 + c651: _and462 - bin_sc_0_edg_40 <= 0 + c652: _and462 - bin_sc_0_vx_26 <= 0 + c653: _and462 - bin_sc_0_vx_26 - bin_sc_0_edg_40 >= -1 + cons_edge_var_downstream_vertex_var_0_40: + bin_edge_var_downstream_vertex_var_product_0_40 + - _and462 = 0 + c655: _and463 - bin_sc_0_edg_41 <= 0 + c656: _and463 - bin_sc_0_vx_31 <= 0 + c657: _and463 - bin_sc_0_vx_31 - bin_sc_0_edg_41 >= -1 + cons_edge_var_downstream_vertex_var_0_41: + bin_edge_var_downstream_vertex_var_product_0_41 + - _and463 = 0 + c659: _and464 - bin_sc_0_edg_42 <= 0 + c660: _and464 - bin_sc_0_vx_27 <= 0 + c661: _and464 - bin_sc_0_vx_27 - bin_sc_0_edg_42 >= -1 + cons_edge_var_downstream_vertex_var_0_42: + bin_edge_var_downstream_vertex_var_product_0_42 + - _and464 = 0 + c663: _and465 - bin_sc_0_edg_43 <= 0 + c664: _and465 - bin_sc_0_vx_33 <= 0 + c665: _and465 - bin_sc_0_vx_33 - bin_sc_0_edg_43 >= -1 + cons_edge_var_downstream_vertex_var_0_43: + bin_edge_var_downstream_vertex_var_product_0_43 + - _and465 = 0 + c667: _and466 - bin_sc_0_edg_44 <= 0 + c668: _and466 - bin_sc_0_vx_29 <= 0 + c669: _and466 - bin_sc_0_vx_29 - bin_sc_0_edg_44 >= -1 + cons_edge_var_downstream_vertex_var_0_44: + bin_edge_var_downstream_vertex_var_product_0_44 + - _and466 = 0 + c671: _and467 - bin_sc_0_edg_45 <= 0 + c672: _and467 - bin_sc_0_vx_34 <= 0 + c673: _and467 - bin_sc_0_vx_34 - bin_sc_0_edg_45 >= -1 + cons_edge_var_downstream_vertex_var_0_45: + bin_edge_var_downstream_vertex_var_product_0_45 + - _and467 = 0 + c675: _and468 - bin_sc_0_edg_46 <= 0 + c676: _and468 - bin_sc_0_vx_30 <= 0 + c677: _and468 - bin_sc_0_vx_30 - bin_sc_0_edg_46 >= -1 + cons_edge_var_downstream_vertex_var_0_46: + bin_edge_var_downstream_vertex_var_product_0_46 + - _and468 = 0 + c679: _and469 - bin_sc_0_edg_47 <= 0 + c680: _and469 - bin_sc_0_vx_35 <= 0 + c681: _and469 - bin_sc_0_vx_35 - bin_sc_0_edg_47 >= -1 + cons_edge_var_downstream_vertex_var_0_47: + bin_edge_var_downstream_vertex_var_product_0_47 + - _and469 = 0 + c683: _and470 - bin_sc_0_edg_48 <= 0 + c684: _and470 - bin_sc_0_vx_31 <= 0 + c685: _and470 - bin_sc_0_vx_31 - bin_sc_0_edg_48 >= -1 + cons_edge_var_downstream_vertex_var_0_48: + bin_edge_var_downstream_vertex_var_product_0_48 + - _and470 = 0 + c687: _and471 - bin_sc_0_edg_49 <= 0 + c688: _and471 - bin_sc_0_vx_36 <= 0 + c689: _and471 - bin_sc_0_vx_36 - bin_sc_0_edg_49 >= -1 + cons_edge_var_downstream_vertex_var_0_49: + bin_edge_var_downstream_vertex_var_product_0_49 + - _and471 = 0 + c691: _and472 - bin_sc_0_edg_50 <= 0 + c692: _and472 - bin_sc_0_vx_33 <= 0 + c693: _and472 - bin_sc_0_vx_33 - bin_sc_0_edg_50 >= -1 + cons_edge_var_downstream_vertex_var_0_50: + bin_edge_var_downstream_vertex_var_product_0_50 + - _and472 = 0 + c695: _and473 - bin_sc_0_edg_51 <= 0 + c696: _and473 - bin_sc_0_vx_36 <= 0 + c697: _and473 - bin_sc_0_vx_36 - bin_sc_0_edg_51 >= -1 + cons_edge_var_downstream_vertex_var_0_51: + bin_edge_var_downstream_vertex_var_product_0_51 + - _and473 = 0 + c699: _and474 - bin_sc_0_edg_52 <= 0 + c700: _and474 - bin_sc_0_vx_34 <= 0 + c701: _and474 - bin_sc_0_vx_34 - bin_sc_0_edg_52 >= -1 + cons_edge_var_downstream_vertex_var_0_52: + bin_edge_var_downstream_vertex_var_product_0_52 + - _and474 = 0 + c703: _and475 - bin_sc_0_edg_53 <= 0 + c704: _and475 - bin_sc_0_vx_37 <= 0 + c705: _and475 - bin_sc_0_vx_37 - bin_sc_0_edg_53 >= -1 + cons_edge_var_downstream_vertex_var_0_53: + bin_edge_var_downstream_vertex_var_product_0_53 + - _and475 = 0 + c707: _and476 - bin_sc_0_edg_54 <= 0 + c708: _and476 - bin_sc_0_vx_35 <= 0 + c709: _and476 - bin_sc_0_vx_35 - bin_sc_0_edg_54 >= -1 + cons_edge_var_downstream_vertex_var_0_54: + bin_edge_var_downstream_vertex_var_product_0_54 + - _and476 = 0 + c711: _and477 - bin_sc_0_edg_55 <= 0 + c712: _and477 - bin_sc_0_vx_37 <= 0 + c713: _and477 - bin_sc_0_vx_37 - bin_sc_0_edg_55 >= -1 + cons_edge_var_downstream_vertex_var_0_55: + bin_edge_var_downstream_vertex_var_product_0_55 + - _and477 = 0 + cons_subcircuit_rho_qubits_0: rho_0 + - bin_edge_var_downstream_vertex_var_product_0_0 + - bin_edge_var_downstream_vertex_var_product_0_1 + - bin_edge_var_downstream_vertex_var_product_0_2 + - bin_edge_var_downstream_vertex_var_product_0_3 + - bin_edge_var_downstream_vertex_var_product_0_4 + - bin_edge_var_downstream_vertex_var_product_0_5 + - bin_edge_var_downstream_vertex_var_product_0_6 + - bin_edge_var_downstream_vertex_var_product_0_7 + - bin_edge_var_downstream_vertex_var_product_0_8 + - bin_edge_var_downstream_vertex_var_product_0_9 + - bin_edge_var_downstream_vertex_var_product_0_10 + - bin_edge_var_downstream_vertex_var_product_0_11 + - bin_edge_var_downstream_vertex_var_product_0_12 + - bin_edge_var_downstream_vertex_var_product_0_13 + - bin_edge_var_downstream_vertex_var_product_0_14 + - bin_edge_var_downstream_vertex_var_product_0_15 + - bin_edge_var_downstream_vertex_var_product_0_16 + - bin_edge_var_downstream_vertex_var_product_0_17 + - bin_edge_var_downstream_vertex_var_product_0_18 + - bin_edge_var_downstream_vertex_var_product_0_19 + - bin_edge_var_downstream_vertex_var_product_0_20 + - bin_edge_var_downstream_vertex_var_product_0_21 + - bin_edge_var_downstream_vertex_var_product_0_22 + - bin_edge_var_downstream_vertex_var_product_0_23 + - bin_edge_var_downstream_vertex_var_product_0_24 + - bin_edge_var_downstream_vertex_var_product_0_25 + - bin_edge_var_downstream_vertex_var_product_0_26 + - bin_edge_var_downstream_vertex_var_product_0_27 + - bin_edge_var_downstream_vertex_var_product_0_28 + - bin_edge_var_downstream_vertex_var_product_0_29 + - bin_edge_var_downstream_vertex_var_product_0_30 + - bin_edge_var_downstream_vertex_var_product_0_31 + - bin_edge_var_downstream_vertex_var_product_0_32 + - bin_edge_var_downstream_vertex_var_product_0_33 + - bin_edge_var_downstream_vertex_var_product_0_34 + - bin_edge_var_downstream_vertex_var_product_0_35 + - bin_edge_var_downstream_vertex_var_product_0_36 + - bin_edge_var_downstream_vertex_var_product_0_37 + - bin_edge_var_downstream_vertex_var_product_0_38 + - bin_edge_var_downstream_vertex_var_product_0_39 + - bin_edge_var_downstream_vertex_var_product_0_40 + - bin_edge_var_downstream_vertex_var_product_0_41 + - bin_edge_var_downstream_vertex_var_product_0_42 + - bin_edge_var_downstream_vertex_var_product_0_43 + - bin_edge_var_downstream_vertex_var_product_0_44 + - bin_edge_var_downstream_vertex_var_product_0_45 + - bin_edge_var_downstream_vertex_var_product_0_46 + - bin_edge_var_downstream_vertex_var_product_0_47 + - bin_edge_var_downstream_vertex_var_product_0_48 + - bin_edge_var_downstream_vertex_var_product_0_49 + - bin_edge_var_downstream_vertex_var_product_0_50 + - bin_edge_var_downstream_vertex_var_product_0_51 + - bin_edge_var_downstream_vertex_var_product_0_52 + - bin_edge_var_downstream_vertex_var_product_0_53 + - bin_edge_var_downstream_vertex_var_product_0_54 + - bin_edge_var_downstream_vertex_var_product_0_55 + = 0 + c716: _and478 - bin_sc_0_edg_0 <= 0 + c717: _and478 - bin_sc_0_vx_0 <= 0 + c718: _and478 - bin_sc_0_vx_0 - bin_sc_0_edg_0 >= -1 + cons_edge_var_upstream_vertex_var_0_0: + bin_edge_var_upstream_vertex_var_product_0_0 + - _and478 = 0 + c720: _and479 - bin_sc_0_edg_1 <= 0 + c721: _and479 - bin_sc_0_vx_0 <= 0 + c722: _and479 - bin_sc_0_vx_0 - bin_sc_0_edg_1 >= -1 + cons_edge_var_upstream_vertex_var_0_1: + bin_edge_var_upstream_vertex_var_product_0_1 + - _and479 = 0 + c724: _and480 - bin_sc_0_edg_2 <= 0 + c725: _and480 - bin_sc_0_vx_1 <= 0 + c726: _and480 - bin_sc_0_vx_1 - bin_sc_0_edg_2 >= -1 + cons_edge_var_upstream_vertex_var_0_2: + bin_edge_var_upstream_vertex_var_product_0_2 + - _and480 = 0 + c728: _and481 - bin_sc_0_edg_3 <= 0 + c729: _and481 - bin_sc_0_vx_1 <= 0 + c730: _and481 - bin_sc_0_vx_1 - bin_sc_0_edg_3 >= -1 + cons_edge_var_upstream_vertex_var_0_3: + bin_edge_var_upstream_vertex_var_product_0_3 + - _and481 = 0 + c732: _and482 - bin_sc_0_edg_4 <= 0 + c733: _and482 - bin_sc_0_vx_2 <= 0 + c734: _and482 - bin_sc_0_vx_2 - bin_sc_0_edg_4 >= -1 + cons_edge_var_upstream_vertex_var_0_4: + bin_edge_var_upstream_vertex_var_product_0_4 + - _and482 = 0 + c736: _and483 - bin_sc_0_edg_5 <= 0 + c737: _and483 - bin_sc_0_vx_2 <= 0 + c738: _and483 - bin_sc_0_vx_2 - bin_sc_0_edg_5 >= -1 + cons_edge_var_upstream_vertex_var_0_5: + bin_edge_var_upstream_vertex_var_product_0_5 + - _and483 = 0 + c740: _and484 - bin_sc_0_edg_6 <= 0 + c741: _and484 - bin_sc_0_vx_3 <= 0 + c742: _and484 - bin_sc_0_vx_3 - bin_sc_0_edg_6 >= -1 + cons_edge_var_upstream_vertex_var_0_6: + bin_edge_var_upstream_vertex_var_product_0_6 + - _and484 = 0 + c744: _and485 - bin_sc_0_edg_7 <= 0 + c745: _and485 - bin_sc_0_vx_4 <= 0 + c746: _and485 - bin_sc_0_vx_4 - bin_sc_0_edg_7 >= -1 + cons_edge_var_upstream_vertex_var_0_7: + bin_edge_var_upstream_vertex_var_product_0_7 + - _and485 = 0 + c748: _and486 - bin_sc_0_edg_8 <= 0 + c749: _and486 - bin_sc_0_vx_4 <= 0 + c750: _and486 - bin_sc_0_vx_4 - bin_sc_0_edg_8 >= -1 + cons_edge_var_upstream_vertex_var_0_8: + bin_edge_var_upstream_vertex_var_product_0_8 + - _and486 = 0 + c752: _and487 - bin_sc_0_edg_9 <= 0 + c753: _and487 - bin_sc_0_vx_5 <= 0 + c754: _and487 - bin_sc_0_vx_5 - bin_sc_0_edg_9 >= -1 + cons_edge_var_upstream_vertex_var_0_9: + bin_edge_var_upstream_vertex_var_product_0_9 + - _and487 = 0 + c756: _and488 - bin_sc_0_edg_10 <= 0 + c757: _and488 - bin_sc_0_vx_5 <= 0 + c758: _and488 - bin_sc_0_vx_5 - bin_sc_0_edg_10 >= -1 + cons_edge_var_upstream_vertex_var_0_10: + bin_edge_var_upstream_vertex_var_product_0_10 + - _and488 = 0 + c760: _and489 - bin_sc_0_edg_11 <= 0 + c761: _and489 - bin_sc_0_vx_6 <= 0 + c762: _and489 - bin_sc_0_vx_6 - bin_sc_0_edg_11 >= -1 + cons_edge_var_upstream_vertex_var_0_11: + bin_edge_var_upstream_vertex_var_product_0_11 + - _and489 = 0 + c764: _and490 - bin_sc_0_edg_12 <= 0 + c765: _and490 - bin_sc_0_vx_6 <= 0 + c766: _and490 - bin_sc_0_vx_6 - bin_sc_0_edg_12 >= -1 + cons_edge_var_upstream_vertex_var_0_12: + bin_edge_var_upstream_vertex_var_product_0_12 + - _and490 = 0 + c768: _and491 - bin_sc_0_edg_13 <= 0 + c769: _and491 - bin_sc_0_vx_8 <= 0 + c770: _and491 - bin_sc_0_vx_8 - bin_sc_0_edg_13 >= -1 + cons_edge_var_upstream_vertex_var_0_13: + bin_edge_var_upstream_vertex_var_product_0_13 + - _and491 = 0 + c772: _and492 - bin_sc_0_edg_14 <= 0 + c773: _and492 - bin_sc_0_vx_8 <= 0 + c774: _and492 - bin_sc_0_vx_8 - bin_sc_0_edg_14 >= -1 + cons_edge_var_upstream_vertex_var_0_14: + bin_edge_var_upstream_vertex_var_product_0_14 + - _and492 = 0 + c776: _and493 - bin_sc_0_edg_15 <= 0 + c777: _and493 - bin_sc_0_vx_9 <= 0 + c778: _and493 - bin_sc_0_vx_9 - bin_sc_0_edg_15 >= -1 + cons_edge_var_upstream_vertex_var_0_15: + bin_edge_var_upstream_vertex_var_product_0_15 + - _and493 = 0 + c780: _and494 - bin_sc_0_edg_16 <= 0 + c781: _and494 - bin_sc_0_vx_9 <= 0 + c782: _and494 - bin_sc_0_vx_9 - bin_sc_0_edg_16 >= -1 + cons_edge_var_upstream_vertex_var_0_16: + bin_edge_var_upstream_vertex_var_product_0_16 + - _and494 = 0 + c784: _and495 - bin_sc_0_edg_17 <= 0 + c785: _and495 - bin_sc_0_vx_10 <= 0 + c786: _and495 - bin_sc_0_vx_10 - bin_sc_0_edg_17 >= -1 + cons_edge_var_upstream_vertex_var_0_17: + bin_edge_var_upstream_vertex_var_product_0_17 + - _and495 = 0 + c788: _and496 - bin_sc_0_edg_18 <= 0 + c789: _and496 - bin_sc_0_vx_10 <= 0 + c790: _and496 - bin_sc_0_vx_10 - bin_sc_0_edg_18 >= -1 + cons_edge_var_upstream_vertex_var_0_18: + bin_edge_var_upstream_vertex_var_product_0_18 + - _and496 = 0 + c792: _and497 - bin_sc_0_edg_19 <= 0 + c793: _and497 - bin_sc_0_vx_12 <= 0 + c794: _and497 - bin_sc_0_vx_12 - bin_sc_0_edg_19 >= -1 + cons_edge_var_upstream_vertex_var_0_19: + bin_edge_var_upstream_vertex_var_product_0_19 + - _and497 = 0 + c796: _and498 - bin_sc_0_edg_20 <= 0 + c797: _and498 - bin_sc_0_vx_12 <= 0 + c798: _and498 - bin_sc_0_vx_12 - bin_sc_0_edg_20 >= -1 + cons_edge_var_upstream_vertex_var_0_20: + bin_edge_var_upstream_vertex_var_product_0_20 + - _and498 = 0 + c800: _and499 - bin_sc_0_edg_21 <= 0 + c801: _and499 - bin_sc_0_vx_13 <= 0 + c802: _and499 - bin_sc_0_vx_13 - bin_sc_0_edg_21 >= -1 + cons_edge_var_upstream_vertex_var_0_21: + bin_edge_var_upstream_vertex_var_product_0_21 + - _and499 = 0 + c804: _and500 - bin_sc_0_edg_22 <= 0 + c805: _and500 - bin_sc_0_vx_13 <= 0 + c806: _and500 - bin_sc_0_vx_13 - bin_sc_0_edg_22 >= -1 + cons_edge_var_upstream_vertex_var_0_22: + bin_edge_var_upstream_vertex_var_product_0_22 + - _and500 = 0 + c808: _and501 - bin_sc_0_edg_23 <= 0 + c809: _and501 - bin_sc_0_vx_14 <= 0 + c810: _and501 - bin_sc_0_vx_14 - bin_sc_0_edg_23 >= -1 + cons_edge_var_upstream_vertex_var_0_23: + bin_edge_var_upstream_vertex_var_product_0_23 + - _and501 = 0 + c812: _and502 - bin_sc_0_edg_24 <= 0 + c813: _and502 - bin_sc_0_vx_14 <= 0 + c814: _and502 - bin_sc_0_vx_14 - bin_sc_0_edg_24 >= -1 + cons_edge_var_upstream_vertex_var_0_24: + bin_edge_var_upstream_vertex_var_product_0_24 + - _and502 = 0 + c816: _and503 - bin_sc_0_edg_25 <= 0 + c817: _and503 - bin_sc_0_vx_16 <= 0 + c818: _and503 - bin_sc_0_vx_16 - bin_sc_0_edg_25 >= -1 + cons_edge_var_upstream_vertex_var_0_25: + bin_edge_var_upstream_vertex_var_product_0_25 + - _and503 = 0 + c820: _and504 - bin_sc_0_edg_26 <= 0 + c821: _and504 - bin_sc_0_vx_16 <= 0 + c822: _and504 - bin_sc_0_vx_16 - bin_sc_0_edg_26 >= -1 + cons_edge_var_upstream_vertex_var_0_26: + bin_edge_var_upstream_vertex_var_product_0_26 + - _and504 = 0 + c824: _and505 - bin_sc_0_edg_27 <= 0 + c825: _and505 - bin_sc_0_vx_17 <= 0 + c826: _and505 - bin_sc_0_vx_17 - bin_sc_0_edg_27 >= -1 + cons_edge_var_upstream_vertex_var_0_27: + bin_edge_var_upstream_vertex_var_product_0_27 + - _and505 = 0 + c828: _and506 - bin_sc_0_edg_28 <= 0 + c829: _and506 - bin_sc_0_vx_17 <= 0 + c830: _and506 - bin_sc_0_vx_17 - bin_sc_0_edg_28 >= -1 + cons_edge_var_upstream_vertex_var_0_28: + bin_edge_var_upstream_vertex_var_product_0_28 + - _and506 = 0 + c832: _and507 - bin_sc_0_edg_29 <= 0 + c833: _and507 - bin_sc_0_vx_18 <= 0 + c834: _and507 - bin_sc_0_vx_18 - bin_sc_0_edg_29 >= -1 + cons_edge_var_upstream_vertex_var_0_29: + bin_edge_var_upstream_vertex_var_product_0_29 + - _and507 = 0 + c836: _and508 - bin_sc_0_edg_30 <= 0 + c837: _and508 - bin_sc_0_vx_18 <= 0 + c838: _and508 - bin_sc_0_vx_18 - bin_sc_0_edg_30 >= -1 + cons_edge_var_upstream_vertex_var_0_30: + bin_edge_var_upstream_vertex_var_product_0_30 + - _and508 = 0 + c840: _and509 - bin_sc_0_edg_31 <= 0 + c841: _and509 - bin_sc_0_vx_20 <= 0 + c842: _and509 - bin_sc_0_vx_20 - bin_sc_0_edg_31 >= -1 + cons_edge_var_upstream_vertex_var_0_31: + bin_edge_var_upstream_vertex_var_product_0_31 + - _and509 = 0 + c844: _and510 - bin_sc_0_edg_32 <= 0 + c845: _and510 - bin_sc_0_vx_20 <= 0 + c846: _and510 - bin_sc_0_vx_20 - bin_sc_0_edg_32 >= -1 + cons_edge_var_upstream_vertex_var_0_32: + bin_edge_var_upstream_vertex_var_product_0_32 + - _and510 = 0 + c848: _and511 - bin_sc_0_edg_33 <= 0 + c849: _and511 - bin_sc_0_vx_21 <= 0 + c850: _and511 - bin_sc_0_vx_21 - bin_sc_0_edg_33 >= -1 + cons_edge_var_upstream_vertex_var_0_33: + bin_edge_var_upstream_vertex_var_product_0_33 + - _and511 = 0 + c852: _and512 - bin_sc_0_edg_34 <= 0 + c853: _and512 - bin_sc_0_vx_21 <= 0 + c854: _and512 - bin_sc_0_vx_21 - bin_sc_0_edg_34 >= -1 + cons_edge_var_upstream_vertex_var_0_34: + bin_edge_var_upstream_vertex_var_product_0_34 + - _and512 = 0 + c856: _and513 - bin_sc_0_edg_35 <= 0 + c857: _and513 - bin_sc_0_vx_22 <= 0 + c858: _and513 - bin_sc_0_vx_22 - bin_sc_0_edg_35 >= -1 + cons_edge_var_upstream_vertex_var_0_35: + bin_edge_var_upstream_vertex_var_product_0_35 + - _and513 = 0 + c860: _and514 - bin_sc_0_edg_36 <= 0 + c861: _and514 - bin_sc_0_vx_22 <= 0 + c862: _and514 - bin_sc_0_vx_22 - bin_sc_0_edg_36 >= -1 + cons_edge_var_upstream_vertex_var_0_36: + bin_edge_var_upstream_vertex_var_product_0_36 + - _and514 = 0 + c864: _and515 - bin_sc_0_edg_37 <= 0 + c865: _and515 - bin_sc_0_vx_24 <= 0 + c866: _and515 - bin_sc_0_vx_24 - bin_sc_0_edg_37 >= -1 + cons_edge_var_upstream_vertex_var_0_37: + bin_edge_var_upstream_vertex_var_product_0_37 + - _and515 = 0 + c868: _and516 - bin_sc_0_edg_38 <= 0 + c869: _and516 - bin_sc_0_vx_24 <= 0 + c870: _and516 - bin_sc_0_vx_24 - bin_sc_0_edg_38 >= -1 + cons_edge_var_upstream_vertex_var_0_38: + bin_edge_var_upstream_vertex_var_product_0_38 + - _and516 = 0 + c872: _and517 - bin_sc_0_edg_39 <= 0 + c873: _and517 - bin_sc_0_vx_25 <= 0 + c874: _and517 - bin_sc_0_vx_25 - bin_sc_0_edg_39 >= -1 + cons_edge_var_upstream_vertex_var_0_39: + bin_edge_var_upstream_vertex_var_product_0_39 + - _and517 = 0 + c876: _and518 - bin_sc_0_edg_40 <= 0 + c877: _and518 - bin_sc_0_vx_25 <= 0 + c878: _and518 - bin_sc_0_vx_25 - bin_sc_0_edg_40 >= -1 + cons_edge_var_upstream_vertex_var_0_40: + bin_edge_var_upstream_vertex_var_product_0_40 + - _and518 = 0 + c880: _and519 - bin_sc_0_edg_41 <= 0 + c881: _and519 - bin_sc_0_vx_26 <= 0 + c882: _and519 - bin_sc_0_vx_26 - bin_sc_0_edg_41 >= -1 + cons_edge_var_upstream_vertex_var_0_41: + bin_edge_var_upstream_vertex_var_product_0_41 + - _and519 = 0 + c884: _and520 - bin_sc_0_edg_42 <= 0 + c885: _and520 - bin_sc_0_vx_26 <= 0 + c886: _and520 - bin_sc_0_vx_26 - bin_sc_0_edg_42 >= -1 + cons_edge_var_upstream_vertex_var_0_42: + bin_edge_var_upstream_vertex_var_product_0_42 + - _and520 = 0 + c888: _and521 - bin_sc_0_edg_43 <= 0 + c889: _and521 - bin_sc_0_vx_28 <= 0 + c890: _and521 - bin_sc_0_vx_28 - bin_sc_0_edg_43 >= -1 + cons_edge_var_upstream_vertex_var_0_43: + bin_edge_var_upstream_vertex_var_product_0_43 + - _and521 = 0 + c892: _and522 - bin_sc_0_edg_44 <= 0 + c893: _and522 - bin_sc_0_vx_28 <= 0 + c894: _and522 - bin_sc_0_vx_28 - bin_sc_0_edg_44 >= -1 + cons_edge_var_upstream_vertex_var_0_44: + bin_edge_var_upstream_vertex_var_product_0_44 + - _and522 = 0 + c896: _and523 - bin_sc_0_edg_45 <= 0 + c897: _and523 - bin_sc_0_vx_29 <= 0 + c898: _and523 - bin_sc_0_vx_29 - bin_sc_0_edg_45 >= -1 + cons_edge_var_upstream_vertex_var_0_45: + bin_edge_var_upstream_vertex_var_product_0_45 + - _and523 = 0 + c900: _and524 - bin_sc_0_edg_46 <= 0 + c901: _and524 - bin_sc_0_vx_29 <= 0 + c902: _and524 - bin_sc_0_vx_29 - bin_sc_0_edg_46 >= -1 + cons_edge_var_upstream_vertex_var_0_46: + bin_edge_var_upstream_vertex_var_product_0_46 + - _and524 = 0 + c904: _and525 - bin_sc_0_edg_47 <= 0 + c905: _and525 - bin_sc_0_vx_30 <= 0 + c906: _and525 - bin_sc_0_vx_30 - bin_sc_0_edg_47 >= -1 + cons_edge_var_upstream_vertex_var_0_47: + bin_edge_var_upstream_vertex_var_product_0_47 + - _and525 = 0 + c908: _and526 - bin_sc_0_edg_48 <= 0 + c909: _and526 - bin_sc_0_vx_30 <= 0 + c910: _and526 - bin_sc_0_vx_30 - bin_sc_0_edg_48 >= -1 + cons_edge_var_upstream_vertex_var_0_48: + bin_edge_var_upstream_vertex_var_product_0_48 + - _and526 = 0 + c912: _and527 - bin_sc_0_edg_49 <= 0 + c913: _and527 - bin_sc_0_vx_32 <= 0 + c914: _and527 - bin_sc_0_vx_32 - bin_sc_0_edg_49 >= -1 + cons_edge_var_upstream_vertex_var_0_49: + bin_edge_var_upstream_vertex_var_product_0_49 + - _and527 = 0 + c916: _and528 - bin_sc_0_edg_50 <= 0 + c917: _and528 - bin_sc_0_vx_32 <= 0 + c918: _and528 - bin_sc_0_vx_32 - bin_sc_0_edg_50 >= -1 + cons_edge_var_upstream_vertex_var_0_50: + bin_edge_var_upstream_vertex_var_product_0_50 + - _and528 = 0 + c920: _and529 - bin_sc_0_edg_51 <= 0 + c921: _and529 - bin_sc_0_vx_33 <= 0 + c922: _and529 - bin_sc_0_vx_33 - bin_sc_0_edg_51 >= -1 + cons_edge_var_upstream_vertex_var_0_51: + bin_edge_var_upstream_vertex_var_product_0_51 + - _and529 = 0 + c924: _and530 - bin_sc_0_edg_52 <= 0 + c925: _and530 - bin_sc_0_vx_33 <= 0 + c926: _and530 - bin_sc_0_vx_33 - bin_sc_0_edg_52 >= -1 + cons_edge_var_upstream_vertex_var_0_52: + bin_edge_var_upstream_vertex_var_product_0_52 + - _and530 = 0 + c928: _and531 - bin_sc_0_edg_53 <= 0 + c929: _and531 - bin_sc_0_vx_34 <= 0 + c930: _and531 - bin_sc_0_vx_34 - bin_sc_0_edg_53 >= -1 + cons_edge_var_upstream_vertex_var_0_53: + bin_edge_var_upstream_vertex_var_product_0_53 + - _and531 = 0 + c932: _and532 - bin_sc_0_edg_54 <= 0 + c933: _and532 - bin_sc_0_vx_34 <= 0 + c934: _and532 - bin_sc_0_vx_34 - bin_sc_0_edg_54 >= -1 + cons_edge_var_upstream_vertex_var_0_54: + bin_edge_var_upstream_vertex_var_product_0_54 + - _and532 = 0 + c936: _and533 - bin_sc_0_edg_55 <= 0 + c937: _and533 - bin_sc_0_vx_36 <= 0 + c938: _and533 - bin_sc_0_vx_36 - bin_sc_0_edg_55 >= -1 + cons_edge_var_upstream_vertex_var_0_55: + bin_edge_var_upstream_vertex_var_product_0_55 + - _and533 = 0 + cons_subcircuit_O_qubits_0: O_0 - bin_edge_var_upstream_vertex_var_product_0_0 + - bin_edge_var_upstream_vertex_var_product_0_1 + - bin_edge_var_upstream_vertex_var_product_0_2 + - bin_edge_var_upstream_vertex_var_product_0_3 + - bin_edge_var_upstream_vertex_var_product_0_4 + - bin_edge_var_upstream_vertex_var_product_0_5 + - bin_edge_var_upstream_vertex_var_product_0_6 + - bin_edge_var_upstream_vertex_var_product_0_7 + - bin_edge_var_upstream_vertex_var_product_0_8 + - bin_edge_var_upstream_vertex_var_product_0_9 + - bin_edge_var_upstream_vertex_var_product_0_10 + - bin_edge_var_upstream_vertex_var_product_0_11 + - bin_edge_var_upstream_vertex_var_product_0_12 + - bin_edge_var_upstream_vertex_var_product_0_13 + - bin_edge_var_upstream_vertex_var_product_0_14 + - bin_edge_var_upstream_vertex_var_product_0_15 + - bin_edge_var_upstream_vertex_var_product_0_16 + - bin_edge_var_upstream_vertex_var_product_0_17 + - bin_edge_var_upstream_vertex_var_product_0_18 + - bin_edge_var_upstream_vertex_var_product_0_19 + - bin_edge_var_upstream_vertex_var_product_0_20 + - bin_edge_var_upstream_vertex_var_product_0_21 + - bin_edge_var_upstream_vertex_var_product_0_22 + - bin_edge_var_upstream_vertex_var_product_0_23 + - bin_edge_var_upstream_vertex_var_product_0_24 + - bin_edge_var_upstream_vertex_var_product_0_25 + - bin_edge_var_upstream_vertex_var_product_0_26 + - bin_edge_var_upstream_vertex_var_product_0_27 + - bin_edge_var_upstream_vertex_var_product_0_28 + - bin_edge_var_upstream_vertex_var_product_0_29 + - bin_edge_var_upstream_vertex_var_product_0_30 + - bin_edge_var_upstream_vertex_var_product_0_31 + - bin_edge_var_upstream_vertex_var_product_0_32 + - bin_edge_var_upstream_vertex_var_product_0_33 + - bin_edge_var_upstream_vertex_var_product_0_34 + - bin_edge_var_upstream_vertex_var_product_0_35 + - bin_edge_var_upstream_vertex_var_product_0_36 + - bin_edge_var_upstream_vertex_var_product_0_37 + - bin_edge_var_upstream_vertex_var_product_0_38 + - bin_edge_var_upstream_vertex_var_product_0_39 + - bin_edge_var_upstream_vertex_var_product_0_40 + - bin_edge_var_upstream_vertex_var_product_0_41 + - bin_edge_var_upstream_vertex_var_product_0_42 + - bin_edge_var_upstream_vertex_var_product_0_43 + - bin_edge_var_upstream_vertex_var_product_0_44 + - bin_edge_var_upstream_vertex_var_product_0_45 + - bin_edge_var_upstream_vertex_var_product_0_46 + - bin_edge_var_upstream_vertex_var_product_0_47 + - bin_edge_var_upstream_vertex_var_product_0_48 + - bin_edge_var_upstream_vertex_var_product_0_49 + - bin_edge_var_upstream_vertex_var_product_0_50 + - bin_edge_var_upstream_vertex_var_product_0_51 + - bin_edge_var_upstream_vertex_var_product_0_52 + - bin_edge_var_upstream_vertex_var_product_0_53 + - bin_edge_var_upstream_vertex_var_product_0_54 + - bin_edge_var_upstream_vertex_var_product_0_55 = + 0 + cons_subcircuit_d_qubits_0: - original_input_0 - rho_0 + d_0 = 0 + cons_subcircuit_input_1: - 2 bin_sc_1_vx_0 - 2 bin_sc_1_vx_1 - 2 bin_sc_1_vx_4 + - 2 bin_sc_1_vx_8 - 2 bin_sc_1_vx_12 + - 2 bin_sc_1_vx_16 - 2 bin_sc_1_vx_20 + - 2 bin_sc_1_vx_24 - 2 bin_sc_1_vx_28 + - 2 bin_sc_1_vx_32 + original_input_1 = 0 + c943: _and534 - bin_sc_1_edg_0 <= 0 + c944: _and534 - bin_sc_1_vx_3 <= 0 + c945: _and534 - bin_sc_1_vx_3 - bin_sc_1_edg_0 >= -1 + cons_edge_var_downstream_vertex_var_1_0: + bin_edge_var_downstream_vertex_var_product_1_0 + - _and534 = 0 + c947: _and535 - bin_sc_1_edg_1 <= 0 + c948: _and535 - bin_sc_1_vx_2 <= 0 + c949: _and535 - bin_sc_1_vx_2 - bin_sc_1_edg_1 >= -1 + cons_edge_var_downstream_vertex_var_1_1: + bin_edge_var_downstream_vertex_var_product_1_1 + - _and535 = 0 + c951: _and536 - bin_sc_1_edg_2 <= 0 + c952: _and536 - bin_sc_1_vx_5 <= 0 + c953: _and536 - bin_sc_1_vx_5 - bin_sc_1_edg_2 >= -1 + cons_edge_var_downstream_vertex_var_1_2: + bin_edge_var_downstream_vertex_var_product_1_2 + - _and536 = 0 + c955: _and537 - bin_sc_1_edg_3 <= 0 + c956: _and537 - bin_sc_1_vx_2 <= 0 + c957: _and537 - bin_sc_1_vx_2 - bin_sc_1_edg_3 >= -1 + cons_edge_var_downstream_vertex_var_1_3: + bin_edge_var_downstream_vertex_var_product_1_3 + - _and537 = 0 + c959: _and538 - bin_sc_1_edg_4 <= 0 + c960: _and538 - bin_sc_1_vx_6 <= 0 + c961: _and538 - bin_sc_1_vx_6 - bin_sc_1_edg_4 >= -1 + cons_edge_var_downstream_vertex_var_1_4: + bin_edge_var_downstream_vertex_var_product_1_4 + - _and538 = 0 + c963: _and539 - bin_sc_1_edg_5 <= 0 + c964: _and539 - bin_sc_1_vx_3 <= 0 + c965: _and539 - bin_sc_1_vx_3 - bin_sc_1_edg_5 >= -1 + cons_edge_var_downstream_vertex_var_1_5: + bin_edge_var_downstream_vertex_var_product_1_5 + - _and539 = 0 + c967: _and540 - bin_sc_1_edg_6 <= 0 + c968: _and540 - bin_sc_1_vx_7 <= 0 + c969: _and540 - bin_sc_1_vx_7 - bin_sc_1_edg_6 >= -1 + cons_edge_var_downstream_vertex_var_1_6: + bin_edge_var_downstream_vertex_var_product_1_6 + - _and540 = 0 + c971: _and541 - bin_sc_1_edg_7 <= 0 + c972: _and541 - bin_sc_1_vx_9 <= 0 + c973: _and541 - bin_sc_1_vx_9 - bin_sc_1_edg_7 >= -1 + cons_edge_var_downstream_vertex_var_1_7: + bin_edge_var_downstream_vertex_var_product_1_7 + - _and541 = 0 + c975: _and542 - bin_sc_1_edg_8 <= 0 + c976: _and542 - bin_sc_1_vx_5 <= 0 + c977: _and542 - bin_sc_1_vx_5 - bin_sc_1_edg_8 >= -1 + cons_edge_var_downstream_vertex_var_1_8: + bin_edge_var_downstream_vertex_var_product_1_8 + - _and542 = 0 + c979: _and543 - bin_sc_1_edg_9 <= 0 + c980: _and543 - bin_sc_1_vx_10 <= 0 + c981: _and543 - bin_sc_1_vx_10 - bin_sc_1_edg_9 >= -1 + cons_edge_var_downstream_vertex_var_1_9: + bin_edge_var_downstream_vertex_var_product_1_9 + - _and543 = 0 + c983: _and544 - bin_sc_1_edg_10 <= 0 + c984: _and544 - bin_sc_1_vx_6 <= 0 + c985: _and544 - bin_sc_1_vx_6 - bin_sc_1_edg_10 >= -1 + cons_edge_var_downstream_vertex_var_1_10: + bin_edge_var_downstream_vertex_var_product_1_10 + - _and544 = 0 + c987: _and545 - bin_sc_1_edg_11 <= 0 + c988: _and545 - bin_sc_1_vx_11 <= 0 + c989: _and545 - bin_sc_1_vx_11 - bin_sc_1_edg_11 >= -1 + cons_edge_var_downstream_vertex_var_1_11: + bin_edge_var_downstream_vertex_var_product_1_11 + - _and545 = 0 + c991: _and546 - bin_sc_1_edg_12 <= 0 + c992: _and546 - bin_sc_1_vx_7 <= 0 + c993: _and546 - bin_sc_1_vx_7 - bin_sc_1_edg_12 >= -1 + cons_edge_var_downstream_vertex_var_1_12: + bin_edge_var_downstream_vertex_var_product_1_12 + - _and546 = 0 + c995: _and547 - bin_sc_1_edg_13 <= 0 + c996: _and547 - bin_sc_1_vx_13 <= 0 + c997: _and547 - bin_sc_1_vx_13 - bin_sc_1_edg_13 >= -1 + cons_edge_var_downstream_vertex_var_1_13: + bin_edge_var_downstream_vertex_var_product_1_13 + - _and547 = 0 + c999: _and548 - bin_sc_1_edg_14 <= 0 + c1000: _and548 - bin_sc_1_vx_9 <= 0 + c1001: _and548 - bin_sc_1_vx_9 - bin_sc_1_edg_14 >= -1 + cons_edge_var_downstream_vertex_var_1_14: + bin_edge_var_downstream_vertex_var_product_1_14 + - _and548 = 0 + c1003: _and549 - bin_sc_1_edg_15 <= 0 + c1004: _and549 - bin_sc_1_vx_14 <= 0 + c1005: _and549 - bin_sc_1_vx_14 - bin_sc_1_edg_15 >= -1 + cons_edge_var_downstream_vertex_var_1_15: + bin_edge_var_downstream_vertex_var_product_1_15 + - _and549 = 0 + c1007: _and550 - bin_sc_1_edg_16 <= 0 + c1008: _and550 - bin_sc_1_vx_10 <= 0 + c1009: _and550 - bin_sc_1_vx_10 - bin_sc_1_edg_16 >= -1 + cons_edge_var_downstream_vertex_var_1_16: + bin_edge_var_downstream_vertex_var_product_1_16 + - _and550 = 0 + c1011: _and551 - bin_sc_1_edg_17 <= 0 + c1012: _and551 - bin_sc_1_vx_15 <= 0 + c1013: _and551 - bin_sc_1_vx_15 - bin_sc_1_edg_17 >= -1 + cons_edge_var_downstream_vertex_var_1_17: + bin_edge_var_downstream_vertex_var_product_1_17 + - _and551 = 0 + c1015: _and552 - bin_sc_1_edg_18 <= 0 + c1016: _and552 - bin_sc_1_vx_11 <= 0 + c1017: _and552 - bin_sc_1_vx_11 - bin_sc_1_edg_18 >= -1 + cons_edge_var_downstream_vertex_var_1_18: + bin_edge_var_downstream_vertex_var_product_1_18 + - _and552 = 0 + c1019: _and553 - bin_sc_1_edg_19 <= 0 + c1020: _and553 - bin_sc_1_vx_17 <= 0 + c1021: _and553 - bin_sc_1_vx_17 - bin_sc_1_edg_19 >= -1 + cons_edge_var_downstream_vertex_var_1_19: + bin_edge_var_downstream_vertex_var_product_1_19 + - _and553 = 0 + c1023: _and554 - bin_sc_1_edg_20 <= 0 + c1024: _and554 - bin_sc_1_vx_13 <= 0 + c1025: _and554 - bin_sc_1_vx_13 - bin_sc_1_edg_20 >= -1 + cons_edge_var_downstream_vertex_var_1_20: + bin_edge_var_downstream_vertex_var_product_1_20 + - _and554 = 0 + c1027: _and555 - bin_sc_1_edg_21 <= 0 + c1028: _and555 - bin_sc_1_vx_18 <= 0 + c1029: _and555 - bin_sc_1_vx_18 - bin_sc_1_edg_21 >= -1 + cons_edge_var_downstream_vertex_var_1_21: + bin_edge_var_downstream_vertex_var_product_1_21 + - _and555 = 0 + c1031: _and556 - bin_sc_1_edg_22 <= 0 + c1032: _and556 - bin_sc_1_vx_14 <= 0 + c1033: _and556 - bin_sc_1_vx_14 - bin_sc_1_edg_22 >= -1 + cons_edge_var_downstream_vertex_var_1_22: + bin_edge_var_downstream_vertex_var_product_1_22 + - _and556 = 0 + c1035: _and557 - bin_sc_1_edg_23 <= 0 + c1036: _and557 - bin_sc_1_vx_19 <= 0 + c1037: _and557 - bin_sc_1_vx_19 - bin_sc_1_edg_23 >= -1 + cons_edge_var_downstream_vertex_var_1_23: + bin_edge_var_downstream_vertex_var_product_1_23 + - _and557 = 0 + c1039: _and558 - bin_sc_1_edg_24 <= 0 + c1040: _and558 - bin_sc_1_vx_15 <= 0 + c1041: _and558 - bin_sc_1_vx_15 - bin_sc_1_edg_24 >= -1 + cons_edge_var_downstream_vertex_var_1_24: + bin_edge_var_downstream_vertex_var_product_1_24 + - _and558 = 0 + c1043: _and559 - bin_sc_1_edg_25 <= 0 + c1044: _and559 - bin_sc_1_vx_21 <= 0 + c1045: _and559 - bin_sc_1_vx_21 - bin_sc_1_edg_25 >= -1 + cons_edge_var_downstream_vertex_var_1_25: + bin_edge_var_downstream_vertex_var_product_1_25 + - _and559 = 0 + c1047: _and560 - bin_sc_1_edg_26 <= 0 + c1048: _and560 - bin_sc_1_vx_17 <= 0 + c1049: _and560 - bin_sc_1_vx_17 - bin_sc_1_edg_26 >= -1 + cons_edge_var_downstream_vertex_var_1_26: + bin_edge_var_downstream_vertex_var_product_1_26 + - _and560 = 0 + c1051: _and561 - bin_sc_1_edg_27 <= 0 + c1052: _and561 - bin_sc_1_vx_22 <= 0 + c1053: _and561 - bin_sc_1_vx_22 - bin_sc_1_edg_27 >= -1 + cons_edge_var_downstream_vertex_var_1_27: + bin_edge_var_downstream_vertex_var_product_1_27 + - _and561 = 0 + c1055: _and562 - bin_sc_1_edg_28 <= 0 + c1056: _and562 - bin_sc_1_vx_18 <= 0 + c1057: _and562 - bin_sc_1_vx_18 - bin_sc_1_edg_28 >= -1 + cons_edge_var_downstream_vertex_var_1_28: + bin_edge_var_downstream_vertex_var_product_1_28 + - _and562 = 0 + c1059: _and563 - bin_sc_1_edg_29 <= 0 + c1060: _and563 - bin_sc_1_vx_23 <= 0 + c1061: _and563 - bin_sc_1_vx_23 - bin_sc_1_edg_29 >= -1 + cons_edge_var_downstream_vertex_var_1_29: + bin_edge_var_downstream_vertex_var_product_1_29 + - _and563 = 0 + c1063: _and564 - bin_sc_1_edg_30 <= 0 + c1064: _and564 - bin_sc_1_vx_19 <= 0 + c1065: _and564 - bin_sc_1_vx_19 - bin_sc_1_edg_30 >= -1 + cons_edge_var_downstream_vertex_var_1_30: + bin_edge_var_downstream_vertex_var_product_1_30 + - _and564 = 0 + c1067: _and565 - bin_sc_1_edg_31 <= 0 + c1068: _and565 - bin_sc_1_vx_25 <= 0 + c1069: _and565 - bin_sc_1_vx_25 - bin_sc_1_edg_31 >= -1 + cons_edge_var_downstream_vertex_var_1_31: + bin_edge_var_downstream_vertex_var_product_1_31 + - _and565 = 0 + c1071: _and566 - bin_sc_1_edg_32 <= 0 + c1072: _and566 - bin_sc_1_vx_21 <= 0 + c1073: _and566 - bin_sc_1_vx_21 - bin_sc_1_edg_32 >= -1 + cons_edge_var_downstream_vertex_var_1_32: + bin_edge_var_downstream_vertex_var_product_1_32 + - _and566 = 0 + c1075: _and567 - bin_sc_1_edg_33 <= 0 + c1076: _and567 - bin_sc_1_vx_26 <= 0 + c1077: _and567 - bin_sc_1_vx_26 - bin_sc_1_edg_33 >= -1 + cons_edge_var_downstream_vertex_var_1_33: + bin_edge_var_downstream_vertex_var_product_1_33 + - _and567 = 0 + c1079: _and568 - bin_sc_1_edg_34 <= 0 + c1080: _and568 - bin_sc_1_vx_22 <= 0 + c1081: _and568 - bin_sc_1_vx_22 - bin_sc_1_edg_34 >= -1 + cons_edge_var_downstream_vertex_var_1_34: + bin_edge_var_downstream_vertex_var_product_1_34 + - _and568 = 0 + c1083: _and569 - bin_sc_1_edg_35 <= 0 + c1084: _and569 - bin_sc_1_vx_27 <= 0 + c1085: _and569 - bin_sc_1_vx_27 - bin_sc_1_edg_35 >= -1 + cons_edge_var_downstream_vertex_var_1_35: + bin_edge_var_downstream_vertex_var_product_1_35 + - _and569 = 0 + c1087: _and570 - bin_sc_1_edg_36 <= 0 + c1088: _and570 - bin_sc_1_vx_23 <= 0 + c1089: _and570 - bin_sc_1_vx_23 - bin_sc_1_edg_36 >= -1 + cons_edge_var_downstream_vertex_var_1_36: + bin_edge_var_downstream_vertex_var_product_1_36 + - _and570 = 0 + c1091: _and571 - bin_sc_1_edg_37 <= 0 + c1092: _and571 - bin_sc_1_vx_29 <= 0 + c1093: _and571 - bin_sc_1_vx_29 - bin_sc_1_edg_37 >= -1 + cons_edge_var_downstream_vertex_var_1_37: + bin_edge_var_downstream_vertex_var_product_1_37 + - _and571 = 0 + c1095: _and572 - bin_sc_1_edg_38 <= 0 + c1096: _and572 - bin_sc_1_vx_25 <= 0 + c1097: _and572 - bin_sc_1_vx_25 - bin_sc_1_edg_38 >= -1 + cons_edge_var_downstream_vertex_var_1_38: + bin_edge_var_downstream_vertex_var_product_1_38 + - _and572 = 0 + c1099: _and573 - bin_sc_1_edg_39 <= 0 + c1100: _and573 - bin_sc_1_vx_30 <= 0 + c1101: _and573 - bin_sc_1_vx_30 - bin_sc_1_edg_39 >= -1 + cons_edge_var_downstream_vertex_var_1_39: + bin_edge_var_downstream_vertex_var_product_1_39 + - _and573 = 0 + c1103: _and574 - bin_sc_1_edg_40 <= 0 + c1104: _and574 - bin_sc_1_vx_26 <= 0 + c1105: _and574 - bin_sc_1_vx_26 - bin_sc_1_edg_40 >= -1 + cons_edge_var_downstream_vertex_var_1_40: + bin_edge_var_downstream_vertex_var_product_1_40 + - _and574 = 0 + c1107: _and575 - bin_sc_1_edg_41 <= 0 + c1108: _and575 - bin_sc_1_vx_31 <= 0 + c1109: _and575 - bin_sc_1_vx_31 - bin_sc_1_edg_41 >= -1 + cons_edge_var_downstream_vertex_var_1_41: + bin_edge_var_downstream_vertex_var_product_1_41 + - _and575 = 0 + c1111: _and576 - bin_sc_1_edg_42 <= 0 + c1112: _and576 - bin_sc_1_vx_27 <= 0 + c1113: _and576 - bin_sc_1_vx_27 - bin_sc_1_edg_42 >= -1 + cons_edge_var_downstream_vertex_var_1_42: + bin_edge_var_downstream_vertex_var_product_1_42 + - _and576 = 0 + c1115: _and577 - bin_sc_1_edg_43 <= 0 + c1116: _and577 - bin_sc_1_vx_33 <= 0 + c1117: _and577 - bin_sc_1_vx_33 - bin_sc_1_edg_43 >= -1 + cons_edge_var_downstream_vertex_var_1_43: + bin_edge_var_downstream_vertex_var_product_1_43 + - _and577 = 0 + c1119: _and578 - bin_sc_1_edg_44 <= 0 + c1120: _and578 - bin_sc_1_vx_29 <= 0 + c1121: _and578 - bin_sc_1_vx_29 - bin_sc_1_edg_44 >= -1 + cons_edge_var_downstream_vertex_var_1_44: + bin_edge_var_downstream_vertex_var_product_1_44 + - _and578 = 0 + c1123: _and579 - bin_sc_1_edg_45 <= 0 + c1124: _and579 - bin_sc_1_vx_34 <= 0 + c1125: _and579 - bin_sc_1_vx_34 - bin_sc_1_edg_45 >= -1 + cons_edge_var_downstream_vertex_var_1_45: + bin_edge_var_downstream_vertex_var_product_1_45 + - _and579 = 0 + c1127: _and580 - bin_sc_1_edg_46 <= 0 + c1128: _and580 - bin_sc_1_vx_30 <= 0 + c1129: _and580 - bin_sc_1_vx_30 - bin_sc_1_edg_46 >= -1 + cons_edge_var_downstream_vertex_var_1_46: + bin_edge_var_downstream_vertex_var_product_1_46 + - _and580 = 0 + c1131: _and581 - bin_sc_1_edg_47 <= 0 + c1132: _and581 - bin_sc_1_vx_35 <= 0 + c1133: _and581 - bin_sc_1_vx_35 - bin_sc_1_edg_47 >= -1 + cons_edge_var_downstream_vertex_var_1_47: + bin_edge_var_downstream_vertex_var_product_1_47 + - _and581 = 0 + c1135: _and582 - bin_sc_1_edg_48 <= 0 + c1136: _and582 - bin_sc_1_vx_31 <= 0 + c1137: _and582 - bin_sc_1_vx_31 - bin_sc_1_edg_48 >= -1 + cons_edge_var_downstream_vertex_var_1_48: + bin_edge_var_downstream_vertex_var_product_1_48 + - _and582 = 0 + c1139: _and583 - bin_sc_1_edg_49 <= 0 + c1140: _and583 - bin_sc_1_vx_36 <= 0 + c1141: _and583 - bin_sc_1_vx_36 - bin_sc_1_edg_49 >= -1 + cons_edge_var_downstream_vertex_var_1_49: + bin_edge_var_downstream_vertex_var_product_1_49 + - _and583 = 0 + c1143: _and584 - bin_sc_1_edg_50 <= 0 + c1144: _and584 - bin_sc_1_vx_33 <= 0 + c1145: _and584 - bin_sc_1_vx_33 - bin_sc_1_edg_50 >= -1 + cons_edge_var_downstream_vertex_var_1_50: + bin_edge_var_downstream_vertex_var_product_1_50 + - _and584 = 0 + c1147: _and585 - bin_sc_1_edg_51 <= 0 + c1148: _and585 - bin_sc_1_vx_36 <= 0 + c1149: _and585 - bin_sc_1_vx_36 - bin_sc_1_edg_51 >= -1 + cons_edge_var_downstream_vertex_var_1_51: + bin_edge_var_downstream_vertex_var_product_1_51 + - _and585 = 0 + c1151: _and586 - bin_sc_1_edg_52 <= 0 + c1152: _and586 - bin_sc_1_vx_34 <= 0 + c1153: _and586 - bin_sc_1_vx_34 - bin_sc_1_edg_52 >= -1 + cons_edge_var_downstream_vertex_var_1_52: + bin_edge_var_downstream_vertex_var_product_1_52 + - _and586 = 0 + c1155: _and587 - bin_sc_1_edg_53 <= 0 + c1156: _and587 - bin_sc_1_vx_37 <= 0 + c1157: _and587 - bin_sc_1_vx_37 - bin_sc_1_edg_53 >= -1 + cons_edge_var_downstream_vertex_var_1_53: + bin_edge_var_downstream_vertex_var_product_1_53 + - _and587 = 0 + c1159: _and588 - bin_sc_1_edg_54 <= 0 + c1160: _and588 - bin_sc_1_vx_35 <= 0 + c1161: _and588 - bin_sc_1_vx_35 - bin_sc_1_edg_54 >= -1 + cons_edge_var_downstream_vertex_var_1_54: + bin_edge_var_downstream_vertex_var_product_1_54 + - _and588 = 0 + c1163: _and589 - bin_sc_1_edg_55 <= 0 + c1164: _and589 - bin_sc_1_vx_37 <= 0 + c1165: _and589 - bin_sc_1_vx_37 - bin_sc_1_edg_55 >= -1 + cons_edge_var_downstream_vertex_var_1_55: + bin_edge_var_downstream_vertex_var_product_1_55 + - _and589 = 0 + cons_subcircuit_rho_qubits_1: rho_1 + - bin_edge_var_downstream_vertex_var_product_1_0 + - bin_edge_var_downstream_vertex_var_product_1_1 + - bin_edge_var_downstream_vertex_var_product_1_2 + - bin_edge_var_downstream_vertex_var_product_1_3 + - bin_edge_var_downstream_vertex_var_product_1_4 + - bin_edge_var_downstream_vertex_var_product_1_5 + - bin_edge_var_downstream_vertex_var_product_1_6 + - bin_edge_var_downstream_vertex_var_product_1_7 + - bin_edge_var_downstream_vertex_var_product_1_8 + - bin_edge_var_downstream_vertex_var_product_1_9 + - bin_edge_var_downstream_vertex_var_product_1_10 + - bin_edge_var_downstream_vertex_var_product_1_11 + - bin_edge_var_downstream_vertex_var_product_1_12 + - bin_edge_var_downstream_vertex_var_product_1_13 + - bin_edge_var_downstream_vertex_var_product_1_14 + - bin_edge_var_downstream_vertex_var_product_1_15 + - bin_edge_var_downstream_vertex_var_product_1_16 + - bin_edge_var_downstream_vertex_var_product_1_17 + - bin_edge_var_downstream_vertex_var_product_1_18 + - bin_edge_var_downstream_vertex_var_product_1_19 + - bin_edge_var_downstream_vertex_var_product_1_20 + - bin_edge_var_downstream_vertex_var_product_1_21 + - bin_edge_var_downstream_vertex_var_product_1_22 + - bin_edge_var_downstream_vertex_var_product_1_23 + - bin_edge_var_downstream_vertex_var_product_1_24 + - bin_edge_var_downstream_vertex_var_product_1_25 + - bin_edge_var_downstream_vertex_var_product_1_26 + - bin_edge_var_downstream_vertex_var_product_1_27 + - bin_edge_var_downstream_vertex_var_product_1_28 + - bin_edge_var_downstream_vertex_var_product_1_29 + - bin_edge_var_downstream_vertex_var_product_1_30 + - bin_edge_var_downstream_vertex_var_product_1_31 + - bin_edge_var_downstream_vertex_var_product_1_32 + - bin_edge_var_downstream_vertex_var_product_1_33 + - bin_edge_var_downstream_vertex_var_product_1_34 + - bin_edge_var_downstream_vertex_var_product_1_35 + - bin_edge_var_downstream_vertex_var_product_1_36 + - bin_edge_var_downstream_vertex_var_product_1_37 + - bin_edge_var_downstream_vertex_var_product_1_38 + - bin_edge_var_downstream_vertex_var_product_1_39 + - bin_edge_var_downstream_vertex_var_product_1_40 + - bin_edge_var_downstream_vertex_var_product_1_41 + - bin_edge_var_downstream_vertex_var_product_1_42 + - bin_edge_var_downstream_vertex_var_product_1_43 + - bin_edge_var_downstream_vertex_var_product_1_44 + - bin_edge_var_downstream_vertex_var_product_1_45 + - bin_edge_var_downstream_vertex_var_product_1_46 + - bin_edge_var_downstream_vertex_var_product_1_47 + - bin_edge_var_downstream_vertex_var_product_1_48 + - bin_edge_var_downstream_vertex_var_product_1_49 + - bin_edge_var_downstream_vertex_var_product_1_50 + - bin_edge_var_downstream_vertex_var_product_1_51 + - bin_edge_var_downstream_vertex_var_product_1_52 + - bin_edge_var_downstream_vertex_var_product_1_53 + - bin_edge_var_downstream_vertex_var_product_1_54 + - bin_edge_var_downstream_vertex_var_product_1_55 + = 0 + c1168: _and590 - bin_sc_1_edg_0 <= 0 + c1169: _and590 - bin_sc_1_vx_0 <= 0 + c1170: _and590 - bin_sc_1_vx_0 - bin_sc_1_edg_0 >= -1 + cons_edge_var_upstream_vertex_var_1_0: + bin_edge_var_upstream_vertex_var_product_1_0 + - _and590 = 0 + c1172: _and591 - bin_sc_1_edg_1 <= 0 + c1173: _and591 - bin_sc_1_vx_0 <= 0 + c1174: _and591 - bin_sc_1_vx_0 - bin_sc_1_edg_1 >= -1 + cons_edge_var_upstream_vertex_var_1_1: + bin_edge_var_upstream_vertex_var_product_1_1 + - _and591 = 0 + c1176: _and592 - bin_sc_1_edg_2 <= 0 + c1177: _and592 - bin_sc_1_vx_1 <= 0 + c1178: _and592 - bin_sc_1_vx_1 - bin_sc_1_edg_2 >= -1 + cons_edge_var_upstream_vertex_var_1_2: + bin_edge_var_upstream_vertex_var_product_1_2 + - _and592 = 0 + c1180: _and593 - bin_sc_1_edg_3 <= 0 + c1181: _and593 - bin_sc_1_vx_1 <= 0 + c1182: _and593 - bin_sc_1_vx_1 - bin_sc_1_edg_3 >= -1 + cons_edge_var_upstream_vertex_var_1_3: + bin_edge_var_upstream_vertex_var_product_1_3 + - _and593 = 0 + c1184: _and594 - bin_sc_1_edg_4 <= 0 + c1185: _and594 - bin_sc_1_vx_2 <= 0 + c1186: _and594 - bin_sc_1_vx_2 - bin_sc_1_edg_4 >= -1 + cons_edge_var_upstream_vertex_var_1_4: + bin_edge_var_upstream_vertex_var_product_1_4 + - _and594 = 0 + c1188: _and595 - bin_sc_1_edg_5 <= 0 + c1189: _and595 - bin_sc_1_vx_2 <= 0 + c1190: _and595 - bin_sc_1_vx_2 - bin_sc_1_edg_5 >= -1 + cons_edge_var_upstream_vertex_var_1_5: + bin_edge_var_upstream_vertex_var_product_1_5 + - _and595 = 0 + c1192: _and596 - bin_sc_1_edg_6 <= 0 + c1193: _and596 - bin_sc_1_vx_3 <= 0 + c1194: _and596 - bin_sc_1_vx_3 - bin_sc_1_edg_6 >= -1 + cons_edge_var_upstream_vertex_var_1_6: + bin_edge_var_upstream_vertex_var_product_1_6 + - _and596 = 0 + c1196: _and597 - bin_sc_1_edg_7 <= 0 + c1197: _and597 - bin_sc_1_vx_4 <= 0 + c1198: _and597 - bin_sc_1_vx_4 - bin_sc_1_edg_7 >= -1 + cons_edge_var_upstream_vertex_var_1_7: + bin_edge_var_upstream_vertex_var_product_1_7 + - _and597 = 0 + c1200: _and598 - bin_sc_1_edg_8 <= 0 + c1201: _and598 - bin_sc_1_vx_4 <= 0 + c1202: _and598 - bin_sc_1_vx_4 - bin_sc_1_edg_8 >= -1 + cons_edge_var_upstream_vertex_var_1_8: + bin_edge_var_upstream_vertex_var_product_1_8 + - _and598 = 0 + c1204: _and599 - bin_sc_1_edg_9 <= 0 + c1205: _and599 - bin_sc_1_vx_5 <= 0 + c1206: _and599 - bin_sc_1_vx_5 - bin_sc_1_edg_9 >= -1 + cons_edge_var_upstream_vertex_var_1_9: + bin_edge_var_upstream_vertex_var_product_1_9 + - _and599 = 0 + c1208: _and600 - bin_sc_1_edg_10 <= 0 + c1209: _and600 - bin_sc_1_vx_5 <= 0 + c1210: _and600 - bin_sc_1_vx_5 - bin_sc_1_edg_10 >= -1 + cons_edge_var_upstream_vertex_var_1_10: + bin_edge_var_upstream_vertex_var_product_1_10 + - _and600 = 0 + c1212: _and601 - bin_sc_1_edg_11 <= 0 + c1213: _and601 - bin_sc_1_vx_6 <= 0 + c1214: _and601 - bin_sc_1_vx_6 - bin_sc_1_edg_11 >= -1 + cons_edge_var_upstream_vertex_var_1_11: + bin_edge_var_upstream_vertex_var_product_1_11 + - _and601 = 0 + c1216: _and602 - bin_sc_1_edg_12 <= 0 + c1217: _and602 - bin_sc_1_vx_6 <= 0 + c1218: _and602 - bin_sc_1_vx_6 - bin_sc_1_edg_12 >= -1 + cons_edge_var_upstream_vertex_var_1_12: + bin_edge_var_upstream_vertex_var_product_1_12 + - _and602 = 0 + c1220: _and603 - bin_sc_1_edg_13 <= 0 + c1221: _and603 - bin_sc_1_vx_8 <= 0 + c1222: _and603 - bin_sc_1_vx_8 - bin_sc_1_edg_13 >= -1 + cons_edge_var_upstream_vertex_var_1_13: + bin_edge_var_upstream_vertex_var_product_1_13 + - _and603 = 0 + c1224: _and604 - bin_sc_1_edg_14 <= 0 + c1225: _and604 - bin_sc_1_vx_8 <= 0 + c1226: _and604 - bin_sc_1_vx_8 - bin_sc_1_edg_14 >= -1 + cons_edge_var_upstream_vertex_var_1_14: + bin_edge_var_upstream_vertex_var_product_1_14 + - _and604 = 0 + c1228: _and605 - bin_sc_1_edg_15 <= 0 + c1229: _and605 - bin_sc_1_vx_9 <= 0 + c1230: _and605 - bin_sc_1_vx_9 - bin_sc_1_edg_15 >= -1 + cons_edge_var_upstream_vertex_var_1_15: + bin_edge_var_upstream_vertex_var_product_1_15 + - _and605 = 0 + c1232: _and606 - bin_sc_1_edg_16 <= 0 + c1233: _and606 - bin_sc_1_vx_9 <= 0 + c1234: _and606 - bin_sc_1_vx_9 - bin_sc_1_edg_16 >= -1 + cons_edge_var_upstream_vertex_var_1_16: + bin_edge_var_upstream_vertex_var_product_1_16 + - _and606 = 0 + c1236: _and607 - bin_sc_1_edg_17 <= 0 + c1237: _and607 - bin_sc_1_vx_10 <= 0 + c1238: _and607 - bin_sc_1_vx_10 - bin_sc_1_edg_17 >= -1 + cons_edge_var_upstream_vertex_var_1_17: + bin_edge_var_upstream_vertex_var_product_1_17 + - _and607 = 0 + c1240: _and608 - bin_sc_1_edg_18 <= 0 + c1241: _and608 - bin_sc_1_vx_10 <= 0 + c1242: _and608 - bin_sc_1_vx_10 - bin_sc_1_edg_18 >= -1 + cons_edge_var_upstream_vertex_var_1_18: + bin_edge_var_upstream_vertex_var_product_1_18 + - _and608 = 0 + c1244: _and609 - bin_sc_1_edg_19 <= 0 + c1245: _and609 - bin_sc_1_vx_12 <= 0 + c1246: _and609 - bin_sc_1_vx_12 - bin_sc_1_edg_19 >= -1 + cons_edge_var_upstream_vertex_var_1_19: + bin_edge_var_upstream_vertex_var_product_1_19 + - _and609 = 0 + c1248: _and610 - bin_sc_1_edg_20 <= 0 + c1249: _and610 - bin_sc_1_vx_12 <= 0 + c1250: _and610 - bin_sc_1_vx_12 - bin_sc_1_edg_20 >= -1 + cons_edge_var_upstream_vertex_var_1_20: + bin_edge_var_upstream_vertex_var_product_1_20 + - _and610 = 0 + c1252: _and611 - bin_sc_1_edg_21 <= 0 + c1253: _and611 - bin_sc_1_vx_13 <= 0 + c1254: _and611 - bin_sc_1_vx_13 - bin_sc_1_edg_21 >= -1 + cons_edge_var_upstream_vertex_var_1_21: + bin_edge_var_upstream_vertex_var_product_1_21 + - _and611 = 0 + c1256: _and612 - bin_sc_1_edg_22 <= 0 + c1257: _and612 - bin_sc_1_vx_13 <= 0 + c1258: _and612 - bin_sc_1_vx_13 - bin_sc_1_edg_22 >= -1 + cons_edge_var_upstream_vertex_var_1_22: + bin_edge_var_upstream_vertex_var_product_1_22 + - _and612 = 0 + c1260: _and613 - bin_sc_1_edg_23 <= 0 + c1261: _and613 - bin_sc_1_vx_14 <= 0 + c1262: _and613 - bin_sc_1_vx_14 - bin_sc_1_edg_23 >= -1 + cons_edge_var_upstream_vertex_var_1_23: + bin_edge_var_upstream_vertex_var_product_1_23 + - _and613 = 0 + c1264: _and614 - bin_sc_1_edg_24 <= 0 + c1265: _and614 - bin_sc_1_vx_14 <= 0 + c1266: _and614 - bin_sc_1_vx_14 - bin_sc_1_edg_24 >= -1 + cons_edge_var_upstream_vertex_var_1_24: + bin_edge_var_upstream_vertex_var_product_1_24 + - _and614 = 0 + c1268: _and615 - bin_sc_1_edg_25 <= 0 + c1269: _and615 - bin_sc_1_vx_16 <= 0 + c1270: _and615 - bin_sc_1_vx_16 - bin_sc_1_edg_25 >= -1 + cons_edge_var_upstream_vertex_var_1_25: + bin_edge_var_upstream_vertex_var_product_1_25 + - _and615 = 0 + c1272: _and616 - bin_sc_1_edg_26 <= 0 + c1273: _and616 - bin_sc_1_vx_16 <= 0 + c1274: _and616 - bin_sc_1_vx_16 - bin_sc_1_edg_26 >= -1 + cons_edge_var_upstream_vertex_var_1_26: + bin_edge_var_upstream_vertex_var_product_1_26 + - _and616 = 0 + c1276: _and617 - bin_sc_1_edg_27 <= 0 + c1277: _and617 - bin_sc_1_vx_17 <= 0 + c1278: _and617 - bin_sc_1_vx_17 - bin_sc_1_edg_27 >= -1 + cons_edge_var_upstream_vertex_var_1_27: + bin_edge_var_upstream_vertex_var_product_1_27 + - _and617 = 0 + c1280: _and618 - bin_sc_1_edg_28 <= 0 + c1281: _and618 - bin_sc_1_vx_17 <= 0 + c1282: _and618 - bin_sc_1_vx_17 - bin_sc_1_edg_28 >= -1 + cons_edge_var_upstream_vertex_var_1_28: + bin_edge_var_upstream_vertex_var_product_1_28 + - _and618 = 0 + c1284: _and619 - bin_sc_1_edg_29 <= 0 + c1285: _and619 - bin_sc_1_vx_18 <= 0 + c1286: _and619 - bin_sc_1_vx_18 - bin_sc_1_edg_29 >= -1 + cons_edge_var_upstream_vertex_var_1_29: + bin_edge_var_upstream_vertex_var_product_1_29 + - _and619 = 0 + c1288: _and620 - bin_sc_1_edg_30 <= 0 + c1289: _and620 - bin_sc_1_vx_18 <= 0 + c1290: _and620 - bin_sc_1_vx_18 - bin_sc_1_edg_30 >= -1 + cons_edge_var_upstream_vertex_var_1_30: + bin_edge_var_upstream_vertex_var_product_1_30 + - _and620 = 0 + c1292: _and621 - bin_sc_1_edg_31 <= 0 + c1293: _and621 - bin_sc_1_vx_20 <= 0 + c1294: _and621 - bin_sc_1_vx_20 - bin_sc_1_edg_31 >= -1 + cons_edge_var_upstream_vertex_var_1_31: + bin_edge_var_upstream_vertex_var_product_1_31 + - _and621 = 0 + c1296: _and622 - bin_sc_1_edg_32 <= 0 + c1297: _and622 - bin_sc_1_vx_20 <= 0 + c1298: _and622 - bin_sc_1_vx_20 - bin_sc_1_edg_32 >= -1 + cons_edge_var_upstream_vertex_var_1_32: + bin_edge_var_upstream_vertex_var_product_1_32 + - _and622 = 0 + c1300: _and623 - bin_sc_1_edg_33 <= 0 + c1301: _and623 - bin_sc_1_vx_21 <= 0 + c1302: _and623 - bin_sc_1_vx_21 - bin_sc_1_edg_33 >= -1 + cons_edge_var_upstream_vertex_var_1_33: + bin_edge_var_upstream_vertex_var_product_1_33 + - _and623 = 0 + c1304: _and624 - bin_sc_1_edg_34 <= 0 + c1305: _and624 - bin_sc_1_vx_21 <= 0 + c1306: _and624 - bin_sc_1_vx_21 - bin_sc_1_edg_34 >= -1 + cons_edge_var_upstream_vertex_var_1_34: + bin_edge_var_upstream_vertex_var_product_1_34 + - _and624 = 0 + c1308: _and625 - bin_sc_1_edg_35 <= 0 + c1309: _and625 - bin_sc_1_vx_22 <= 0 + c1310: _and625 - bin_sc_1_vx_22 - bin_sc_1_edg_35 >= -1 + cons_edge_var_upstream_vertex_var_1_35: + bin_edge_var_upstream_vertex_var_product_1_35 + - _and625 = 0 + c1312: _and626 - bin_sc_1_edg_36 <= 0 + c1313: _and626 - bin_sc_1_vx_22 <= 0 + c1314: _and626 - bin_sc_1_vx_22 - bin_sc_1_edg_36 >= -1 + cons_edge_var_upstream_vertex_var_1_36: + bin_edge_var_upstream_vertex_var_product_1_36 + - _and626 = 0 + c1316: _and627 - bin_sc_1_edg_37 <= 0 + c1317: _and627 - bin_sc_1_vx_24 <= 0 + c1318: _and627 - bin_sc_1_vx_24 - bin_sc_1_edg_37 >= -1 + cons_edge_var_upstream_vertex_var_1_37: + bin_edge_var_upstream_vertex_var_product_1_37 + - _and627 = 0 + c1320: _and628 - bin_sc_1_edg_38 <= 0 + c1321: _and628 - bin_sc_1_vx_24 <= 0 + c1322: _and628 - bin_sc_1_vx_24 - bin_sc_1_edg_38 >= -1 + cons_edge_var_upstream_vertex_var_1_38: + bin_edge_var_upstream_vertex_var_product_1_38 + - _and628 = 0 + c1324: _and629 - bin_sc_1_edg_39 <= 0 + c1325: _and629 - bin_sc_1_vx_25 <= 0 + c1326: _and629 - bin_sc_1_vx_25 - bin_sc_1_edg_39 >= -1 + cons_edge_var_upstream_vertex_var_1_39: + bin_edge_var_upstream_vertex_var_product_1_39 + - _and629 = 0 + c1328: _and630 - bin_sc_1_edg_40 <= 0 + c1329: _and630 - bin_sc_1_vx_25 <= 0 + c1330: _and630 - bin_sc_1_vx_25 - bin_sc_1_edg_40 >= -1 + cons_edge_var_upstream_vertex_var_1_40: + bin_edge_var_upstream_vertex_var_product_1_40 + - _and630 = 0 + c1332: _and631 - bin_sc_1_edg_41 <= 0 + c1333: _and631 - bin_sc_1_vx_26 <= 0 + c1334: _and631 - bin_sc_1_vx_26 - bin_sc_1_edg_41 >= -1 + cons_edge_var_upstream_vertex_var_1_41: + bin_edge_var_upstream_vertex_var_product_1_41 + - _and631 = 0 + c1336: _and632 - bin_sc_1_edg_42 <= 0 + c1337: _and632 - bin_sc_1_vx_26 <= 0 + c1338: _and632 - bin_sc_1_vx_26 - bin_sc_1_edg_42 >= -1 + cons_edge_var_upstream_vertex_var_1_42: + bin_edge_var_upstream_vertex_var_product_1_42 + - _and632 = 0 + c1340: _and633 - bin_sc_1_edg_43 <= 0 + c1341: _and633 - bin_sc_1_vx_28 <= 0 + c1342: _and633 - bin_sc_1_vx_28 - bin_sc_1_edg_43 >= -1 + cons_edge_var_upstream_vertex_var_1_43: + bin_edge_var_upstream_vertex_var_product_1_43 + - _and633 = 0 + c1344: _and634 - bin_sc_1_edg_44 <= 0 + c1345: _and634 - bin_sc_1_vx_28 <= 0 + c1346: _and634 - bin_sc_1_vx_28 - bin_sc_1_edg_44 >= -1 + cons_edge_var_upstream_vertex_var_1_44: + bin_edge_var_upstream_vertex_var_product_1_44 + - _and634 = 0 + c1348: _and635 - bin_sc_1_edg_45 <= 0 + c1349: _and635 - bin_sc_1_vx_29 <= 0 + c1350: _and635 - bin_sc_1_vx_29 - bin_sc_1_edg_45 >= -1 + cons_edge_var_upstream_vertex_var_1_45: + bin_edge_var_upstream_vertex_var_product_1_45 + - _and635 = 0 + c1352: _and636 - bin_sc_1_edg_46 <= 0 + c1353: _and636 - bin_sc_1_vx_29 <= 0 + c1354: _and636 - bin_sc_1_vx_29 - bin_sc_1_edg_46 >= -1 + cons_edge_var_upstream_vertex_var_1_46: + bin_edge_var_upstream_vertex_var_product_1_46 + - _and636 = 0 + c1356: _and637 - bin_sc_1_edg_47 <= 0 + c1357: _and637 - bin_sc_1_vx_30 <= 0 + c1358: _and637 - bin_sc_1_vx_30 - bin_sc_1_edg_47 >= -1 + cons_edge_var_upstream_vertex_var_1_47: + bin_edge_var_upstream_vertex_var_product_1_47 + - _and637 = 0 + c1360: _and638 - bin_sc_1_edg_48 <= 0 + c1361: _and638 - bin_sc_1_vx_30 <= 0 + c1362: _and638 - bin_sc_1_vx_30 - bin_sc_1_edg_48 >= -1 + cons_edge_var_upstream_vertex_var_1_48: + bin_edge_var_upstream_vertex_var_product_1_48 + - _and638 = 0 + c1364: _and639 - bin_sc_1_edg_49 <= 0 + c1365: _and639 - bin_sc_1_vx_32 <= 0 + c1366: _and639 - bin_sc_1_vx_32 - bin_sc_1_edg_49 >= -1 + cons_edge_var_upstream_vertex_var_1_49: + bin_edge_var_upstream_vertex_var_product_1_49 + - _and639 = 0 + c1368: _and640 - bin_sc_1_edg_50 <= 0 + c1369: _and640 - bin_sc_1_vx_32 <= 0 + c1370: _and640 - bin_sc_1_vx_32 - bin_sc_1_edg_50 >= -1 + cons_edge_var_upstream_vertex_var_1_50: + bin_edge_var_upstream_vertex_var_product_1_50 + - _and640 = 0 + c1372: _and641 - bin_sc_1_edg_51 <= 0 + c1373: _and641 - bin_sc_1_vx_33 <= 0 + c1374: _and641 - bin_sc_1_vx_33 - bin_sc_1_edg_51 >= -1 + cons_edge_var_upstream_vertex_var_1_51: + bin_edge_var_upstream_vertex_var_product_1_51 + - _and641 = 0 + c1376: _and642 - bin_sc_1_edg_52 <= 0 + c1377: _and642 - bin_sc_1_vx_33 <= 0 + c1378: _and642 - bin_sc_1_vx_33 - bin_sc_1_edg_52 >= -1 + cons_edge_var_upstream_vertex_var_1_52: + bin_edge_var_upstream_vertex_var_product_1_52 + - _and642 = 0 + c1380: _and643 - bin_sc_1_edg_53 <= 0 + c1381: _and643 - bin_sc_1_vx_34 <= 0 + c1382: _and643 - bin_sc_1_vx_34 - bin_sc_1_edg_53 >= -1 + cons_edge_var_upstream_vertex_var_1_53: + bin_edge_var_upstream_vertex_var_product_1_53 + - _and643 = 0 + c1384: _and644 - bin_sc_1_edg_54 <= 0 + c1385: _and644 - bin_sc_1_vx_34 <= 0 + c1386: _and644 - bin_sc_1_vx_34 - bin_sc_1_edg_54 >= -1 + cons_edge_var_upstream_vertex_var_1_54: + bin_edge_var_upstream_vertex_var_product_1_54 + - _and644 = 0 + c1388: _and645 - bin_sc_1_edg_55 <= 0 + c1389: _and645 - bin_sc_1_vx_36 <= 0 + c1390: _and645 - bin_sc_1_vx_36 - bin_sc_1_edg_55 >= -1 + cons_edge_var_upstream_vertex_var_1_55: + bin_edge_var_upstream_vertex_var_product_1_55 + - _and645 = 0 + cons_subcircuit_O_qubits_1: O_1 - bin_edge_var_upstream_vertex_var_product_1_0 + - bin_edge_var_upstream_vertex_var_product_1_1 + - bin_edge_var_upstream_vertex_var_product_1_2 + - bin_edge_var_upstream_vertex_var_product_1_3 + - bin_edge_var_upstream_vertex_var_product_1_4 + - bin_edge_var_upstream_vertex_var_product_1_5 + - bin_edge_var_upstream_vertex_var_product_1_6 + - bin_edge_var_upstream_vertex_var_product_1_7 + - bin_edge_var_upstream_vertex_var_product_1_8 + - bin_edge_var_upstream_vertex_var_product_1_9 + - bin_edge_var_upstream_vertex_var_product_1_10 + - bin_edge_var_upstream_vertex_var_product_1_11 + - bin_edge_var_upstream_vertex_var_product_1_12 + - bin_edge_var_upstream_vertex_var_product_1_13 + - bin_edge_var_upstream_vertex_var_product_1_14 + - bin_edge_var_upstream_vertex_var_product_1_15 + - bin_edge_var_upstream_vertex_var_product_1_16 + - bin_edge_var_upstream_vertex_var_product_1_17 + - bin_edge_var_upstream_vertex_var_product_1_18 + - bin_edge_var_upstream_vertex_var_product_1_19 + - bin_edge_var_upstream_vertex_var_product_1_20 + - bin_edge_var_upstream_vertex_var_product_1_21 + - bin_edge_var_upstream_vertex_var_product_1_22 + - bin_edge_var_upstream_vertex_var_product_1_23 + - bin_edge_var_upstream_vertex_var_product_1_24 + - bin_edge_var_upstream_vertex_var_product_1_25 + - bin_edge_var_upstream_vertex_var_product_1_26 + - bin_edge_var_upstream_vertex_var_product_1_27 + - bin_edge_var_upstream_vertex_var_product_1_28 + - bin_edge_var_upstream_vertex_var_product_1_29 + - bin_edge_var_upstream_vertex_var_product_1_30 + - bin_edge_var_upstream_vertex_var_product_1_31 + - bin_edge_var_upstream_vertex_var_product_1_32 + - bin_edge_var_upstream_vertex_var_product_1_33 + - bin_edge_var_upstream_vertex_var_product_1_34 + - bin_edge_var_upstream_vertex_var_product_1_35 + - bin_edge_var_upstream_vertex_var_product_1_36 + - bin_edge_var_upstream_vertex_var_product_1_37 + - bin_edge_var_upstream_vertex_var_product_1_38 + - bin_edge_var_upstream_vertex_var_product_1_39 + - bin_edge_var_upstream_vertex_var_product_1_40 + - bin_edge_var_upstream_vertex_var_product_1_41 + - bin_edge_var_upstream_vertex_var_product_1_42 + - bin_edge_var_upstream_vertex_var_product_1_43 + - bin_edge_var_upstream_vertex_var_product_1_44 + - bin_edge_var_upstream_vertex_var_product_1_45 + - bin_edge_var_upstream_vertex_var_product_1_46 + - bin_edge_var_upstream_vertex_var_product_1_47 + - bin_edge_var_upstream_vertex_var_product_1_48 + - bin_edge_var_upstream_vertex_var_product_1_49 + - bin_edge_var_upstream_vertex_var_product_1_50 + - bin_edge_var_upstream_vertex_var_product_1_51 + - bin_edge_var_upstream_vertex_var_product_1_52 + - bin_edge_var_upstream_vertex_var_product_1_53 + - bin_edge_var_upstream_vertex_var_product_1_54 + - bin_edge_var_upstream_vertex_var_product_1_55 = + 0 + cons_subcircuit_d_qubits_1: - original_input_1 - rho_1 + d_1 = 0 + cons_build_cost_exponent_1: - 2 num_cuts + O_0 - d_0 + O_1 - d_1 + + build_cost_exponent_1 = 0 + +Bounds + 0 <= bin_sc_0_vx_0 <= 1 + 0 <= bin_sc_0_vx_1 <= 1 + 0 <= bin_sc_0_vx_2 <= 1 + 0 <= bin_sc_0_vx_3 <= 1 + 0 <= bin_sc_0_vx_4 <= 1 + 0 <= bin_sc_0_vx_5 <= 1 + 0 <= bin_sc_0_vx_6 <= 1 + 0 <= bin_sc_0_vx_7 <= 1 + 0 <= bin_sc_0_vx_8 <= 1 + 0 <= bin_sc_0_vx_9 <= 1 + 0 <= bin_sc_0_vx_10 <= 1 + 0 <= bin_sc_0_vx_11 <= 1 + 0 <= bin_sc_0_vx_12 <= 1 + 0 <= bin_sc_0_vx_13 <= 1 + 0 <= bin_sc_0_vx_14 <= 1 + 0 <= bin_sc_0_vx_15 <= 1 + 0 <= bin_sc_0_vx_16 <= 1 + 0 <= bin_sc_0_vx_17 <= 1 + 0 <= bin_sc_0_vx_18 <= 1 + 0 <= bin_sc_0_vx_19 <= 1 + 0 <= bin_sc_0_vx_20 <= 1 + 0 <= bin_sc_0_vx_21 <= 1 + 0 <= bin_sc_0_vx_22 <= 1 + 0 <= bin_sc_0_vx_23 <= 1 + 0 <= bin_sc_0_vx_24 <= 1 + 0 <= bin_sc_0_vx_25 <= 1 + 0 <= bin_sc_0_vx_26 <= 1 + 0 <= bin_sc_0_vx_27 <= 1 + 0 <= bin_sc_0_vx_28 <= 1 + 0 <= bin_sc_0_vx_29 <= 1 + 0 <= bin_sc_0_vx_30 <= 1 + 0 <= bin_sc_0_vx_31 <= 1 + 0 <= bin_sc_0_vx_32 <= 1 + 0 <= bin_sc_0_vx_33 <= 1 + 0 <= bin_sc_0_vx_34 <= 1 + 0 <= bin_sc_0_vx_35 <= 1 + 0 <= bin_sc_0_vx_36 <= 1 + 0 <= bin_sc_0_vx_37 <= 1 + 0 <= bin_sc_1_vx_0 <= 1 + 0 <= bin_sc_1_vx_1 <= 1 + 0 <= bin_sc_1_vx_2 <= 1 + 0 <= bin_sc_1_vx_3 <= 1 + 0 <= bin_sc_1_vx_4 <= 1 + 0 <= bin_sc_1_vx_5 <= 1 + 0 <= bin_sc_1_vx_6 <= 1 + 0 <= bin_sc_1_vx_7 <= 1 + 0 <= bin_sc_1_vx_8 <= 1 + 0 <= bin_sc_1_vx_9 <= 1 + 0 <= bin_sc_1_vx_10 <= 1 + 0 <= bin_sc_1_vx_11 <= 1 + 0 <= bin_sc_1_vx_12 <= 1 + 0 <= bin_sc_1_vx_13 <= 1 + 0 <= bin_sc_1_vx_14 <= 1 + 0 <= bin_sc_1_vx_15 <= 1 + 0 <= bin_sc_1_vx_16 <= 1 + 0 <= bin_sc_1_vx_17 <= 1 + 0 <= bin_sc_1_vx_18 <= 1 + 0 <= bin_sc_1_vx_19 <= 1 + 0 <= bin_sc_1_vx_20 <= 1 + 0 <= bin_sc_1_vx_21 <= 1 + 0 <= bin_sc_1_vx_22 <= 1 + 0 <= bin_sc_1_vx_23 <= 1 + 0 <= bin_sc_1_vx_24 <= 1 + 0 <= bin_sc_1_vx_25 <= 1 + 0 <= bin_sc_1_vx_26 <= 1 + 0 <= bin_sc_1_vx_27 <= 1 + 0 <= bin_sc_1_vx_28 <= 1 + 0 <= bin_sc_1_vx_29 <= 1 + 0 <= bin_sc_1_vx_30 <= 1 + 0 <= bin_sc_1_vx_31 <= 1 + 0 <= bin_sc_1_vx_32 <= 1 + 0 <= bin_sc_1_vx_33 <= 1 + 0 <= bin_sc_1_vx_34 <= 1 + 0 <= bin_sc_1_vx_35 <= 1 + 0 <= bin_sc_1_vx_36 <= 1 + 0 <= bin_sc_1_vx_37 <= 1 + 0 <= bin_sc_0_edg_0 <= 1 + 0 <= bin_sc_0_edg_1 <= 1 + 0 <= bin_sc_0_edg_2 <= 1 + 0 <= bin_sc_0_edg_3 <= 1 + 0 <= bin_sc_0_edg_4 <= 1 + 0 <= bin_sc_0_edg_5 <= 1 + 0 <= bin_sc_0_edg_6 <= 1 + 0 <= bin_sc_0_edg_7 <= 1 + 0 <= bin_sc_0_edg_8 <= 1 + 0 <= bin_sc_0_edg_9 <= 1 + 0 <= bin_sc_0_edg_10 <= 1 + 0 <= bin_sc_0_edg_11 <= 1 + 0 <= bin_sc_0_edg_12 <= 1 + 0 <= bin_sc_0_edg_13 <= 1 + 0 <= bin_sc_0_edg_14 <= 1 + 0 <= bin_sc_0_edg_15 <= 1 + 0 <= bin_sc_0_edg_16 <= 1 + 0 <= bin_sc_0_edg_17 <= 1 + 0 <= bin_sc_0_edg_18 <= 1 + 0 <= bin_sc_0_edg_19 <= 1 + 0 <= bin_sc_0_edg_20 <= 1 + 0 <= bin_sc_0_edg_21 <= 1 + 0 <= bin_sc_0_edg_22 <= 1 + 0 <= bin_sc_0_edg_23 <= 1 + 0 <= bin_sc_0_edg_24 <= 1 + 0 <= bin_sc_0_edg_25 <= 1 + 0 <= bin_sc_0_edg_26 <= 1 + 0 <= bin_sc_0_edg_27 <= 1 + 0 <= bin_sc_0_edg_28 <= 1 + 0 <= bin_sc_0_edg_29 <= 1 + 0 <= bin_sc_0_edg_30 <= 1 + 0 <= bin_sc_0_edg_31 <= 1 + 0 <= bin_sc_0_edg_32 <= 1 + 0 <= bin_sc_0_edg_33 <= 1 + 0 <= bin_sc_0_edg_34 <= 1 + 0 <= bin_sc_0_edg_35 <= 1 + 0 <= bin_sc_0_edg_36 <= 1 + 0 <= bin_sc_0_edg_37 <= 1 + 0 <= bin_sc_0_edg_38 <= 1 + 0 <= bin_sc_0_edg_39 <= 1 + 0 <= bin_sc_0_edg_40 <= 1 + 0 <= bin_sc_0_edg_41 <= 1 + 0 <= bin_sc_0_edg_42 <= 1 + 0 <= bin_sc_0_edg_43 <= 1 + 0 <= bin_sc_0_edg_44 <= 1 + 0 <= bin_sc_0_edg_45 <= 1 + 0 <= bin_sc_0_edg_46 <= 1 + 0 <= bin_sc_0_edg_47 <= 1 + 0 <= bin_sc_0_edg_48 <= 1 + 0 <= bin_sc_0_edg_49 <= 1 + 0 <= bin_sc_0_edg_50 <= 1 + 0 <= bin_sc_0_edg_51 <= 1 + 0 <= bin_sc_0_edg_52 <= 1 + 0 <= bin_sc_0_edg_53 <= 1 + 0 <= bin_sc_0_edg_54 <= 1 + 0 <= bin_sc_0_edg_55 <= 1 + 0 <= bin_sc_1_edg_0 <= 1 + 0 <= bin_sc_1_edg_1 <= 1 + 0 <= bin_sc_1_edg_2 <= 1 + 0 <= bin_sc_1_edg_3 <= 1 + 0 <= bin_sc_1_edg_4 <= 1 + 0 <= bin_sc_1_edg_5 <= 1 + 0 <= bin_sc_1_edg_6 <= 1 + 0 <= bin_sc_1_edg_7 <= 1 + 0 <= bin_sc_1_edg_8 <= 1 + 0 <= bin_sc_1_edg_9 <= 1 + 0 <= bin_sc_1_edg_10 <= 1 + 0 <= bin_sc_1_edg_11 <= 1 + 0 <= bin_sc_1_edg_12 <= 1 + 0 <= bin_sc_1_edg_13 <= 1 + 0 <= bin_sc_1_edg_14 <= 1 + 0 <= bin_sc_1_edg_15 <= 1 + 0 <= bin_sc_1_edg_16 <= 1 + 0 <= bin_sc_1_edg_17 <= 1 + 0 <= bin_sc_1_edg_18 <= 1 + 0 <= bin_sc_1_edg_19 <= 1 + 0 <= bin_sc_1_edg_20 <= 1 + 0 <= bin_sc_1_edg_21 <= 1 + 0 <= bin_sc_1_edg_22 <= 1 + 0 <= bin_sc_1_edg_23 <= 1 + 0 <= bin_sc_1_edg_24 <= 1 + 0 <= bin_sc_1_edg_25 <= 1 + 0 <= bin_sc_1_edg_26 <= 1 + 0 <= bin_sc_1_edg_27 <= 1 + 0 <= bin_sc_1_edg_28 <= 1 + 0 <= bin_sc_1_edg_29 <= 1 + 0 <= bin_sc_1_edg_30 <= 1 + 0 <= bin_sc_1_edg_31 <= 1 + 0 <= bin_sc_1_edg_32 <= 1 + 0 <= bin_sc_1_edg_33 <= 1 + 0 <= bin_sc_1_edg_34 <= 1 + 0 <= bin_sc_1_edg_35 <= 1 + 0 <= bin_sc_1_edg_36 <= 1 + 0 <= bin_sc_1_edg_37 <= 1 + 0 <= bin_sc_1_edg_38 <= 1 + 0 <= bin_sc_1_edg_39 <= 1 + 0 <= bin_sc_1_edg_40 <= 1 + 0 <= bin_sc_1_edg_41 <= 1 + 0 <= bin_sc_1_edg_42 <= 1 + 0 <= bin_sc_1_edg_43 <= 1 + 0 <= bin_sc_1_edg_44 <= 1 + 0 <= bin_sc_1_edg_45 <= 1 + 0 <= bin_sc_1_edg_46 <= 1 + 0 <= bin_sc_1_edg_47 <= 1 + 0 <= bin_sc_1_edg_48 <= 1 + 0 <= bin_sc_1_edg_49 <= 1 + 0 <= bin_sc_1_edg_50 <= 1 + 0 <= bin_sc_1_edg_51 <= 1 + 0 <= bin_sc_1_edg_52 <= 1 + 0 <= bin_sc_1_edg_53 <= 1 + 0 <= bin_sc_1_edg_54 <= 1 + 0 <= bin_sc_1_edg_55 <= 1 + num_cuts <= 3.100000000000 + original_input_0 <= 12 + rho_0 <= 12 + O_0 <= 12 + 0.100000000000 <= d_0 <= 12 + 0 <= bin_edge_var_downstream_vertex_var_product_0_0 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_0 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_1 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_1 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_2 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_2 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_3 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_3 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_4 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_4 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_5 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_5 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_6 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_6 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_7 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_7 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_8 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_8 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_9 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_9 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_10 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_10 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_11 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_11 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_12 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_12 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_13 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_13 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_14 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_14 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_15 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_15 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_16 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_16 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_17 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_17 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_18 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_18 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_19 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_19 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_20 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_20 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_21 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_21 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_22 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_22 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_23 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_23 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_24 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_24 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_25 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_25 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_26 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_26 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_27 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_27 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_28 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_28 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_29 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_29 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_30 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_30 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_31 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_31 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_32 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_32 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_33 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_33 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_34 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_34 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_35 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_35 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_36 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_36 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_37 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_37 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_38 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_38 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_39 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_39 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_40 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_40 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_41 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_41 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_42 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_42 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_43 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_43 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_44 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_44 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_45 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_45 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_46 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_46 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_47 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_47 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_48 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_48 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_49 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_49 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_50 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_50 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_51 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_51 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_52 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_52 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_53 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_53 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_54 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_54 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_0_55 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_0_55 <= 1 + original_input_1 <= 12 + rho_1 <= 12 + O_1 <= 12 + 0.100000000000 <= d_1 <= 12 + 0 <= bin_edge_var_downstream_vertex_var_product_1_0 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_0 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_1 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_1 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_2 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_2 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_3 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_3 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_4 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_4 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_5 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_5 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_6 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_6 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_7 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_7 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_8 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_8 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_9 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_9 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_10 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_10 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_11 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_11 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_12 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_12 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_13 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_13 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_14 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_14 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_15 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_15 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_16 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_16 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_17 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_17 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_18 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_18 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_19 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_19 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_20 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_20 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_21 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_21 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_22 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_22 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_23 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_23 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_24 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_24 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_25 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_25 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_26 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_26 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_27 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_27 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_28 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_28 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_29 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_29 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_30 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_30 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_31 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_31 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_32 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_32 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_33 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_33 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_34 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_34 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_35 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_35 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_36 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_36 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_37 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_37 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_38 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_38 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_39 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_39 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_40 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_40 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_41 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_41 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_42 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_42 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_43 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_43 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_44 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_44 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_45 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_45 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_46 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_46 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_47 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_47 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_48 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_48 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_49 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_49 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_50 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_50 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_51 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_51 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_52 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_52 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_53 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_53 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_54 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_54 <= 1 + 0 <= bin_edge_var_downstream_vertex_var_product_1_55 <= 1 + 0 <= bin_edge_var_upstream_vertex_var_product_1_55 <= 1 + build_cost_exponent_1 <= 27 + 0 <= _and422 <= 1 + 0 <= _and423 <= 1 + 0 <= _and424 <= 1 + 0 <= _and425 <= 1 + 0 <= _and426 <= 1 + 0 <= _and427 <= 1 + 0 <= _and428 <= 1 + 0 <= _and429 <= 1 + 0 <= _and430 <= 1 + 0 <= _and431 <= 1 + 0 <= _and432 <= 1 + 0 <= _and433 <= 1 + 0 <= _and434 <= 1 + 0 <= _and435 <= 1 + 0 <= _and436 <= 1 + 0 <= _and437 <= 1 + 0 <= _and438 <= 1 + 0 <= _and439 <= 1 + 0 <= _and440 <= 1 + 0 <= _and441 <= 1 + 0 <= _and442 <= 1 + 0 <= _and443 <= 1 + 0 <= _and444 <= 1 + 0 <= _and445 <= 1 + 0 <= _and446 <= 1 + 0 <= _and447 <= 1 + 0 <= _and448 <= 1 + 0 <= _and449 <= 1 + 0 <= _and450 <= 1 + 0 <= _and451 <= 1 + 0 <= _and452 <= 1 + 0 <= _and453 <= 1 + 0 <= _and454 <= 1 + 0 <= _and455 <= 1 + 0 <= _and456 <= 1 + 0 <= _and457 <= 1 + 0 <= _and458 <= 1 + 0 <= _and459 <= 1 + 0 <= _and460 <= 1 + 0 <= _and461 <= 1 + 0 <= _and462 <= 1 + 0 <= _and463 <= 1 + 0 <= _and464 <= 1 + 0 <= _and465 <= 1 + 0 <= _and466 <= 1 + 0 <= _and467 <= 1 + 0 <= _and468 <= 1 + 0 <= _and469 <= 1 + 0 <= _and470 <= 1 + 0 <= _and471 <= 1 + 0 <= _and472 <= 1 + 0 <= _and473 <= 1 + 0 <= _and474 <= 1 + 0 <= _and475 <= 1 + 0 <= _and476 <= 1 + 0 <= _and477 <= 1 + 0 <= _and478 <= 1 + 0 <= _and479 <= 1 + 0 <= _and480 <= 1 + 0 <= _and481 <= 1 + 0 <= _and482 <= 1 + 0 <= _and483 <= 1 + 0 <= _and484 <= 1 + 0 <= _and485 <= 1 + 0 <= _and486 <= 1 + 0 <= _and487 <= 1 + 0 <= _and488 <= 1 + 0 <= _and489 <= 1 + 0 <= _and490 <= 1 + 0 <= _and491 <= 1 + 0 <= _and492 <= 1 + 0 <= _and493 <= 1 + 0 <= _and494 <= 1 + 0 <= _and495 <= 1 + 0 <= _and496 <= 1 + 0 <= _and497 <= 1 + 0 <= _and498 <= 1 + 0 <= _and499 <= 1 + 0 <= _and500 <= 1 + 0 <= _and501 <= 1 + 0 <= _and502 <= 1 + 0 <= _and503 <= 1 + 0 <= _and504 <= 1 + 0 <= _and505 <= 1 + 0 <= _and506 <= 1 + 0 <= _and507 <= 1 + 0 <= _and508 <= 1 + 0 <= _and509 <= 1 + 0 <= _and510 <= 1 + 0 <= _and511 <= 1 + 0 <= _and512 <= 1 + 0 <= _and513 <= 1 + 0 <= _and514 <= 1 + 0 <= _and515 <= 1 + 0 <= _and516 <= 1 + 0 <= _and517 <= 1 + 0 <= _and518 <= 1 + 0 <= _and519 <= 1 + 0 <= _and520 <= 1 + 0 <= _and521 <= 1 + 0 <= _and522 <= 1 + 0 <= _and523 <= 1 + 0 <= _and524 <= 1 + 0 <= _and525 <= 1 + 0 <= _and526 <= 1 + 0 <= _and527 <= 1 + 0 <= _and528 <= 1 + 0 <= _and529 <= 1 + 0 <= _and530 <= 1 + 0 <= _and531 <= 1 + 0 <= 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_and490 _and491 _and492 _and493 _and494 _and495 + _and496 _and497 _and498 _and499 _and500 _and501 _and502 _and503 _and504 _and505 + _and506 _and507 _and508 _and509 _and510 _and511 _and512 _and513 _and514 _and515 + _and516 _and517 _and518 _and519 _and520 _and521 _and522 _and523 _and524 _and525 + _and526 _and527 _and528 _and529 _and530 _and531 _and532 _and533 _and534 _and535 + _and536 _and537 _and538 _and539 _and540 _and541 _and542 _and543 _and544 _and545 + _and546 _and547 _and548 _and549 _and550 _and551 _and552 _and553 _and554 _and555 + _and556 _and557 _and558 _and559 _and560 _and561 _and562 _and563 _and564 _and565 + _and566 _and567 _and568 _and569 _and570 _and571 _and572 _and573 _and574 _and575 + _and576 _and577 _and578 _and579 _and580 _and581 _and582 _and583 _and584 _and585 + _and586 _and587 _and588 _and589 _and590 _and591 _and592 _and593 _and594 _and595 + _and596 _and597 _and598 _and599 _and600 _and601 _and602 _and603 _and604 _and605 + _and606 _and607 _and608 _and609 _and610 _and611 _and612 _and613 _and614 _and615 + _and616 _and617 _and618 _and619 _and620 _and621 _and622 _and623 _and624 _and625 + _and626 _and627 _and628 _and629 _and630 _and631 _and632 _and633 _and634 _and635 + _and636 _and637 _and638 _and639 _and640 _and641 _and642 _and643 _and644 _and645 + +Generals + num_cuts original_input_0 rho_0 O_0 d_0 original_input_1 rho_1 O_1 d_1 + build_cost_exponent_1 +End diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb deleted file mode 100644 index 15fc60c..0000000 --- a/docs/notebooks/wire_cutting.ipynb +++ /dev/null @@ -1,865 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "57a88d32-f7b1-4bd9-9677-d172af205376", - "metadata": {}, - "source": [ - "### Wire cutting as a method to improve performance of quantum circuits" - ] - }, - { - "attachments": { - "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { - "image/png": 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yZWVuc2hvdDwvZXhpZjpVc2VyQ29tbWVudD4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+Clx/AM4AAAAcaURPVAAAAAIAAAAAAAAA2QAAACgAAADZAAAA2QAANTuFW8VxAAA1B0lEQVR4AeydB7QURdqGC0UxgYqKiqLgKhhREfFiDgjuIkcxr3HXVXDV35zBtKYjybQqelUMqBgQw4ogZteMCSMmDAiKYkYx1v+9PdtNz9yZ6eqZ6p4Ob50D3dNdVV31fB3eW+GrVlqCYiABEiABEiABEiABErBGoBUFljWWzIgESIAESIAESIAEHAIUWLwRSIAESIAESIAESMAyAQosy0CZHQmQAAmQAAmQAAlQYPEeIAESIAESIAESIAHLBCiwLANldiRAAiRAAiRAAiRAgcV7gARIgARIgARIgAQsE6DAsgyU2ZEACZAACZAACZAABRbvARIgARIgARIgARKwTIACyzJQZkcCJEACJEACJEACFFi8B0iABEiABEgg4QRGjx6tpkyZkvBSpq94l112merYsWMkBafAigQrMyUBEiABEiABewQGDRqkmpub7WXInBwC06dPV127do2EBgVWJFiTn+lnn32m5s6dm/yCxljCNddcU7Vp0ybGK/JSJEACJGBGgALLjFPYWBRYYYkxfiCBE088UY0YMSIwXp4ivP3226pbt255qjLrSgIkkBICfoF1ww03qN69e6ek5Mkr5u67765ee+01p2AUWMmzT+pLRIHV0oQUWC2Z8AgJkEAyCPgF1jPPPKOampqSUbAUlmKPPfZQ48ePd0pOgZVCAya9yH6Bteyyy6p+/folvciRlG/cuHFevhRYHgrukAAJJIwABZY9g1Bg2WPJnMoQ8AusSZMm5VZg7bnnnurOO+90CFFglblReIgESCARBCiw7JmBAsseS+ZUhgAFVgEKBVaZm4OHSIAEEkeAAsueSSiw7LFkTmUIUGAVoFBglbk5eIgESCBxBCiw7JmEAsseS+ZUhgAFVgEKBVaZm4OHSIAEEkeAAsueSSiw7LFkTmUIUGAVoFBglbk5eIgESCBxBCiw7JkkNQLr3XffVUsvvbTq0KGDvdob5DR79myFfz169DCIzSilBCiwCkQosErvDP4mARJIIgEKLHtWSYXAmjlzpurSpYvq1KmT+uCDD+zV3iCntddeW8F/xeTJk1Xfvn0NUjCKnwAFVoEGBZb/ruA+CZBAUglQYJlZRmutWrVqVTVyXAJLSWFqDlOnTtVSC73IIovUnEetCXv27Olce8CAAbVmket0J5xwgsMP9hM3DbllIQ+ax0HcNOSWAytOAiSQbAKHHnqo964SR6PJLmwDSvfdd9/pM888U0uvWuDVxZO7x1IaagLj1xqhLoH1wgsvOIVshMD697//7Vy7devWWtbVq7X+uU1HgVUwPQVWbh8BVpwEUkWAAqu8uX777Tc9evRoveKKK+rjjz++fKSSo3EJrLoWe5YWLLXpppsqEVjql19+qdokV3ryww8/VBMmTFDvv/+++vLLL9VKK62kunfvrrBGEMZ0BYWvv/5arbzyyurnn39Ww4cPVyIYgpLwvI8AuwgLMNhF6LspuEsCJJBYAuwiLDaNaCZ17733qiFDhqg33njDGar05ptvqqWWWqo4YplfqegirKUFa86cOXrgwIF6oYUWclqgVl99dS2LVur27ds7v5dcckktwDRUaVDYe++9nTTrrLNOUFSeLyHAFqwCELZgldwY/EkCJJBIAmzBKphl3rx5urm5Wa+55prO91/0k7O96667jO0WVwtWrF2Esnq17ty5swNjlVVW0ffcc48H5Mcff9TDhg3TCy+8sHO+T58++vvvv/fOl9uRAe4e4GeffbZcFB6rQIACqwCGAqvCDcLDJEACiSKQZ4E1f/58je/9IYccotu1a+d9911xtdVWW4WyVVwCK7Yuwp9++snpAnzvvfcUFhd+6qmnlLQ8tWi8u+aaa5TcSM5xbK+++uoWcdwDf/zxhxLBpj755BOF5tOrrrrKPcVtAIEouwhlsKG65ZZbnJkciy++uGrTpk2LWR2//vqrwj2BLt7+/fs7dnSLjO7mG264Qf3+++8K6RdbbLGy6eWhU/i37bbbqvXWW89NHmrLLsJQuBiZBEigQQTy2EV48cUXq4kTJyoZ1K9++OGHiuSnTZumNthgg4rnS09krovwlFNO8VTnqFGjqqrNHXbYwYv7wAMPVI07dOhQJ66M29JoBWMwIxBlC9bNN9/s2U9u7MD90vvh4YcfDkzjz/ekk04yq3SZWGzBKgOFh0iABBJHII8tWE888YTGsCH/+750f6+99gptq7hasGLpIkRXn7RiOJCWWGIJLQPUqwKR1g8P6DbbbFM1rrSIafF54cQfO3Zs1bg8uYBAlAJLWqC0/NWh77jjDn3JJZdoiF//QyHOYfWll16qb7vtNv3ggw+26AqWlknn+J133qkvv/xyje5kf/pu3brpkSNH6nHjxmkI8K+++mpBxULuUWCFBMboJEACDSGQR4EF0PhGSC9G0TfA/z148cUXQ9sjUwILg89cIJtttlkgDLREuaIJ2xkzZlRNAxGG/Lfffvuq8XhyAYEoBdaCqxT2ZIaoZ3+49Pjiiy9Ko1T9vdFGG3npYWeb/qoosKqi50kSIIGEEMirwAL+Aw88sOgb4OqJLbbYoibrZEpgHXzwwR6c/fbbzwiIuGDw0qC1olqQ8TpOXBMxVi2fPJ2LS2DBiZv7MGAr46VCYUZrpzvjFOnFg3+o9EGRKbCCCPE8CZBAEgjkVWC5w4D83xF3//rrr6/JNHEJrMgHuUvtVceOHZU4AxUmSomnVXXWWWc5+9X+a2pqUs8995wTRfpYlXQnVYwuLV6OHy3pinTyxjUYqhOIcpC7/8qYeHDYYYd5h2D7MPaBn5NddtnFS4+8rrzySu93vTsc5F4vQaYnARKIg0DSBrnDFyWWq8N6xPBlie8vBqJji4lK8EfVtm1bb7vaaqspGd7hLK8H35lBAdpBHIeqiy66yIsqK7eo++67z/mNyU/QFSZ+M70M/rcjf1ir8ePHO79Qh65du5ZGsfO7Jvn3v0QmfrDE8VdRC8ZNN91kdEl/y8Iaa6wRmAbTN4WI4wYCY3gYqhOIqwVrn332KbL/Y489Vr1gJWePOeaYovQYd2Uz+O8zm12PNsvIvEiABEigkS1YIpycJdUwoQguETp06FD0Xsa31/QfholgHC3evViRBRqhNMgMcj148OCiPM877zwnmvyB7Qwh6tevX2ky499xtWBFPsgd69z5wZuue3fUUUd56TDALSg8/fTTXnzMQmOoTiAugeXv6oUd4c8kTCgdf2V7WSQKLK2//fZb/eijj2pZEUGffPLJzuQBrOfFP1TC3KmMSwLREohbYIn7I33BBRfoLbfcUi+66KLe99X/Pbe1j+8Ehg9Jj4XzjfCPucLQH2nFKoKLYUOlx4oiBPzIjMC69tpriwxjKn6kC6sonfhLCkCmnfE5MLjpOK/ADDMcIQ6BhRYh/wMYdvzV3LlzvckOyMf2+CuYN88CC6slQFRVmqGDySOylFWGnwJWjQTSQyAOgYUJZnCz07dvX8/pt/8d7u4vs8wyGhPWDjjgAH3uuefq6667zpk1jlnd//3vf/Xzzz+vH3nkEUcwIT/MBj/uuOP0zjvvrNdaay2NNYTdvEq3/vcRxt/KMJOyRgr7x7o/k8wILPg48gN8/PHH/fWsuH/qqacWpTOZeXbhhRc6acQ5pf7mm28q5s0TWschsLAAp9/2Mv4qFHpZq7Io/T//+c9Q6U0i51VgyZgJjRk4fvuU25dxFPrWW281Qck4JEACERKIUmCJc2h9/vnn6+WWW67sO2HVVVd1xNSYMWO0rCNcdy3RYPLkk0/qs88+25n45LpxKn0HYRm8sMNKTAqXGYGFJkY/NHTlmYTSmQPwdxUUZs+e7SnjSqo3KI+8nI9DYLlrRbr2D/ug+LuJkQf8ZtkOeRVYpWPjXBuV28J33TvvvGMbPfMjARIIQSAKgQUflfhGL7/88kXfabwHZHKaRk8SlriLOuAPPvHE3qIM7vtou+2206aNMyZlzYzAQquFCwlbmRloUn9dmu6ll14ySocmSFzHxN+WUYYZjRSHwPL7v6pl/FX37t2L7h3b469g2jwKLDhw9T+TJvto7cLAUwYSIIHGELAtsOAI2v+OxnsA45123XVXx4EzhhDEETAGFAPn3fcQWrPg2klmHXrH3HMDBw7Us2bNqrtYmRVYposyy1T+IrhvvfWWEVS/U9NysxOMMslBpKgFFuzlPhTYhh1/hb9o8LC7eaCpOIqQR4HlX4rK5WuyNf0jJwo7MU8SyDsBWwILPT277bab927Fs493LcTLK6+8EitmjLPt1auXVxYsi/PQQw85ZUA3ImYMlgotWcvYGfNVzyScuARW5H6w4MNCBreJDQsBizxvvvnm7s+KW+kiVDIt0zs/depUtckmm3i/K+1gEWFZWkXJmC0FX0/Dhg2rFLWm41hY+rLLLnMWKq4pg4Qkgh1efvllpzQys1PJlFerJZPxV0rGTHl5yl8kjk8T70DAjnQnqiOOOMKLhbyuuOIK77etHb8frP3331/J4E1bWSc2n+bmZmeR7cQWkAUjgTIE4ANp9dVXL3MmH4dkpq964403nMpi8WP4igwbZDylOvLII5UsL+YllT+41IgRI5TM2PaOxbEzZ84cJYPp1auvvupcrl27dur+++9XMmux6PLwqXXNNdcoaAL43nLDjjvuqG688UbHB6Z7zHQrf1hnww9W6SxCLN5oEvyLQws0LUYwSebEOfbYYx1FjOZP2wEqH+XJ0j9T1xlhWJaOv6qXVxTjr1AffwtWvWVk+mw9F7Qn7ZnUe0AEVpjXsdO9X/pNxUxAES4Nccfy6aefavRKuHzbt2/vzDysVil0DZZ+fzt16qSTvBZh5C1Y0mWnpDlOOBYCVLh0F7k/K279nsYRCS1HMpOhYnz/CbRaiT8fJb47nJYmmerpP13XvjhaUzK1va48kpY4ihYsEbfq888/d6oqzb4KXojDBL/3XqSDx94VV1wxTBZGcf0tWEYJGIkESIAEGkwgTAsWPKujdR6rYrgBq2OgRwCrrMQdZBai6tOnjxIXMM6lxWmpmjJlipIxt0ZFkbFjTiscWsAQZBKOkuXyFFqlTENcLViRCyzxhaHQBOmGu+++u2jpE/d46Vb6m51mQff4Tz/9pGSgtPuz6hZNnWh2xMfz9ttvrxo37ElR2Eo82Ke+ixDLzbjLD9kWWDL+Sq277roe2p122kmJfxTvd9CO9MurFVZYAU5wnajyl46S8XRByWo67xdYssqAkr+IasonTYlkBqG3dFWYckurZJFdw6TNW1w8AxjWIH6C8lZ16/XFcA/xeeSIBOuZpyhDdOP95z//cUpsKrBkvJUz/ENmAjrp0NggfquUtGYpGXcVe+2xrA7E1ccff+xcG8N5ZMyVEh+HocqCBheIRHeYC+oibiaceplkFJfAityTO5rvpMLePwxaMwn9+/f30kjLhUkSJ47/enB6xlCeQJSD3OUvI892sD2mAYcJ/okKSB+F/yu3PP4uwrwslRPGRYP77MLh30cffeRi45YESCBmAmEHuWOi0Prrr++9i+HTTho4Yi71gsu9/vrr2r+yR+fOnetyZIzle/yD1fGuEhG64IJV9vzpZC3CKjHrOxW5wMIUTLyc3Rf1GWecYVTiHj16eGlkMJtRGkSSgdFOOjhG47TyytiiFFiyOLdnO9g97HiBOPxfuWTyKLDwQoFvK/eZNNliTUgGEiCBxhEII7Dw3e3Zs6f3jMOnVZhxzLZriYYPv68tWVxZSytW3ZfBTEL/2DLMhjTxgZkZgQWCG264oWdo3CQmwa90scCkSZBuRI0pnPhgDBkyxCRJbuNEKbDQ4uh+tDHtVmZ2huLsv1+QTxT+r9wC5VFgoe4XX3yxZyPXVpW2eBnOmzfPRcYtCZBAAwiYCiwsd+P3KwVhI7MPG1DiwiXxBzYG1LvvF7SqwVWEzeBfWg8NOrfcckvV7DMlsI4//ngPrkwtrVpxnAR8KFHXIKbe37Gkh5sGi9UyVCYQlcCC7zHXBthiTaswoXT9waj8X7llyqvAQututXUIXRtiPcIPPvjAxcUtCZBAgwiYCiw4CD366KOd9/DSSy9d0yw7W1WUSW26bdu23jcBPVMmy96FvT5asjCUBO8teA8I8reZKYHldzoJ4YRVuqsFjNNyX/BdunSpFrXoHLoSkW7rrbcuOs4fLQlEJbCwqKdrO2zFl1nLi1c5gjEC/vRRjr9CMfIqsFwTQBCLfyGNF7HLHX8BohXxkksuYTe7C4pbEmgwAVOB5RYTXWVYeLlRAe5/sC6w+17p3bu3Fj9WkRUHfzSefvrpRmNFMyWwQFRmDnig8eKuFvxx0ZVhEjAA1x3rdf3115skyXWcqASWzMrz7IwHSxyahuLs+jBzH8qo/F+5hcq7wHI5yGwcz2777ruve5hbEiCBhBAIK7AaWewJEyZo/wLOWEsQ6x4mJWROYKHLDuNx8OEUvxcVB7iJWwXvRb/xxhtr0/WQsCo38kZzJGYXMFQnEIXAQjMtbOuKIwykFi+81QtSctY/uQH5iC+tkhh2f1JgFXj6BZa4FrALmbmRAAnUTSAtAgtrnS6yyCLed0Dc9GiMC0tSyJzAAtyxY8fq1q1bO+AhnsThWBHzBx980BNhsiSCnjFjRtH5Sj/wYceUT3yQDznkkErReNxHIAqBhYGUrrjCFi2RYcI333zjtUIifdTjr1A2CqyChSiwwtypjEsC8RNIi8CCOwZ3xiA8r2NNwaSFTAosQH744Ye9FbzF07reb7/9NKblownR/ThjYK2puHLzdNOG7ZJKmuHjKk8UAqt0/NU555wTqjr33Xefdw/Anocffnio9LVEpsAqUKPAquXuYRoSiI9AWgQWiMAtw+DBg0PPII+LZmYFFgDCnQLWKEQlu3XrptFaJcvnOAaZPHlyaMYQafggizfY0GnzmiAKgVW6QvuTTz4ZCq9/tinsie7iqAMFVoEwBVbUdxrzJ4H6CKRJYNVX0+hTZ1pg2cSHWQnuTIULL7zQZtaZzsu2wMJM0VLnlWHGws2cObNo/BYE1jvvvBO5DSiwCogpsCK/1XgBEqiLAAVWXfiKElNgFeGo/MNdlgVju2w7L6t81fSfqVdgwfknblK0PGJKvzuDE8LI/QdnsXB4169fvxZLNMBxJfrn0TWM8XiyzqSXzk2PfvwtttjC8aU1ZsyYSKBTYBWwUmBFcnsxUxKwRoACyxrKoiV2Ur1Ujj0k5XNylwOALx8GcwL1CqwnnnjCEVUYRwcfSrI4c4t/OI7zEF+lyxfgpl544YWd2Sbt2rVrkRb5IT2m+sJ3GmaJRhEosApUKbCiuLuYJwnYI0CBZY8lW7AMWE6bNs1r9cACwQzmBOoVWOZXSnZMCqyCfSiwkn2fsnQkQIFl7x6gwDJgiQVo0Z0E30th/S0ZZJ/pKBRYBfNSYBU4UGBl+nFn5TJAgALLnhEpsAJYwreG62vjuOOOC4jN06UEKLAKRCiwChwosEqfEP4mgWQRoMCyZw8KrACW8BbrDoaGYzOGcAQosAq8KLAKHCiwwj0/jE0CcROgwLJHnAIrgOVf/vIXR2D16tUrICZPlyNAgVWgQoFV4ECBVe4p4TESSA4BCix7tkiFwHrzzTcdkbPMMsvYq7lhTh07dnSuXTo7zTB57qNRYBVuAQqsAgcKrNy/Eggg4QQosOwZKBUCCwsxDxs2TI8bN85ezQ1zwjWHDh2q58+fb5iC0fwEKLAKNCiwChwosPxPB/dJIHkEKLDs2SQugdUKRZaxTAw5I3DiiSeqESNGOLWeNGmSEmegOSNQqO6ee+6pZDyf8+Ptt99WsnRTLjm88sorShy+OnU/4IAD1I033phLDqw0CSSVwKBBg1Rzc7NTvGeeeUY1NTUltaiJL5f8Ya3Gjx/vlFN8MqquXbtGUmYKrEiwJj9TCqyCjSiwChwosJL/zLKE+SZAgWXP/hRY9lgypzIEKLAKUCiwChwosMo8JDxEAgkiQIFlzxgUWPZYMqcyBCiwClAosAocKLDKPCQ8RAIJIkCBZc8YFFj2WDKnMgQosApQKLAKHCiwyjwkPEQCCSJAgWXPGBRY9lgypzIE/AILp1u3bl0mVvYPyUxYr5Ic5M5B7t7NwB0SSBgBCix7BqHAsseSOZUhUCqwykTJ3SEKLAqs3N30rHBqCFBg2TMVBZY9lsypDIHhw4erMWPGlDmT30MTJ05UnTt3ziUAdhHm0uysdIoI+AXWgAEDVO/evVNU+mQV9bTTTvMKRDcNHgrukAAJREGAAisKqsyTBOwR8Asse7kyJwos3gMkQAKREqDAihQvMyeBuglQYNWNsGwGFFhlsfAgCZCALQIUWLZIMh8SiIbA888/r95///1oMs9xrjvvvLNq27ZtJAToyT0SrMyUBNJFgAIrXfZiaUmABJJPgAIr+TZiCUkgcgIUWJEj5gVIgARyRoACK2cGZ3VJoBwBCqxyVHiMBEiABGonQIFVOzumJIHMEKDAyowpWRESIIGEEKDASoghWAwSaCQBCqxG0ue1SYAEskiAAiuLVmWdSCAkAQqskMAYnQRIgAQCCFBgBQDiaRLIAwEKrDxYmXUkARKIkwAFVpy0eS0SSCgBCqyEGobFIgESSC0BCqzUmo4FJwF7BCiw7LFkTiRAAiQAAhRYvA9IgAQUBRZvAhIgARKwS4ACyy5P5kYCqSRAgZVKs7HQJEACCSZAgZVg47BoJBAXAQqsuEjzOiRAAnkhQIGVF0uzniRQhQAFVhU4PEUCJEACNRCgwKoBGpOQQNYIUGBlzaKsDwmQQKMJUGA12gK8PgkkgAAFVgKMwCKQAAlkigAFVqbMycqQQG0EKLBq48ZUJEACJFCJAAVWJTI8TgI5IkCBlSNjs6okQAKxEKDAigUzL0ICySZAgZVs+7B0JEAC6SNAgZU+m7HEJGCdAAWWdaTMkARIIOcEKLByfgOw+iQAAhRYvA9IgARIwC4BCiy7PJkbCaSSAAVWKs3GQpMACSSYAAVWgo3DopFAXAQosOIizeuQAAnkhQAFVl4szXqSQBUCFFhV4PAUCZAACdRAgAKrBmhMQgJZI0CBlTWLsj4kQAKNJkCB1WgL8PokkAACFFgJMAKLQAIkkCkCFFiZMicrQwK1EaDAqo0bU5EACZBAJQIUWJXI8DgJ5IgABVaOjM2qkgAJxEKAAisWzLwICSSbAAVWsu3D0pEACaSPAAVW+mzGEpOAdQIUWNaRMkMSIIGcE6DAyvkNwOqTAAhQYPE+IAESIAG7BCiw7PJkbiSQSgIUWKk0GwtNAiSQYAIUWAk2DotGAnERoMCKizSvQwIkkBcCFFh5sTTrSQJVCFBgVYHDUyRAAiRQAwEKrBqgMQkJZI0ABVbWLMr6kAAJNJoABVajLcDrk0ACCFBgJcAILAIJkECmCFBgZcqcrAwJ1EaAAqs2bkxFAiRAApUIUGBVIsPjJJAjAhRYOTI2q0oCJBALAQqsWDDzIiSQbAIUWMm2D0tHAiSQPgIUWOmzGUtMAtYJUGBZR8oMSYAEck6AAivnNwCrTwIgQIHF+4AESIAE7BKgwLLLk7mRQCoJUGCl0mwsNAmQQIIJUGAl2DgsGgnERYACKy7SvA4JkEBeCFBg5cXSrCcJVCFAgVUFDk+RAAmQQA0EKLBqgMYkJJA1AhRYWbMo60MCJNBoAhRYjbYAr08CCSBAgZUAI7AIJEACmSJAgZUpc7IyJFAbAQqs2rgxFQmQAAlUIkCBVYkMj5NAjghQYOXI2KxqKglMnz5dzZo1K5VlT3KhN9tsM7XEEktEUkQKrEiwMlMSSBcBCqx02YulzR+BQYMGqebm5vxVPOIaQ7h27do1kqtQYEWClZmSQLoIUGCly14sbf4IUGBFY3MKrGi4MlcSIIH/EaDA4q1AAskm4BdYvXr1Uk1NTckucIJLd+mll3qlo8DyUHCHBEggCgIUWFFQZZ4kYI+AX2A988wzFFh1oN1jjz3U+PHjnRwosOoAyaQkQALBBCiwghkxBgk0kgAFlj36FFj2WDInEiCBAAIUWAGAeJoEGkyAAsueASiw7LFkTiRAAgEEKLACAPE0CTSYAAWWPQNQYNljyZxIgAQCCFBgBQDiaRJoMAEKLHsGoMCyx5I5kQAJBBCgwAoAxNMk0GACFFj2DECBZY8lcyIBEgggQIEVAIinSaDBBCiw7BkgNQLr3XffVUsvvbTq0KGDvdob5DR79myFfz169DCIzSgkQALVCFBgVaPDcyTQeAIUWPZskAqBNXPmTNWlSxfVqVMn9cEHH9irvUFOa6+9toL/ismTJ6u+ffsapGAUEiCBSgQosCqR4XESSAYBCix7dkiFwHrxxRdVz5491SKLLKJ++eUXe7U3yGnTTTdVU6dOVQMGDFD33nuvQQpGIQESqESAAqsSGR4ngWQQoMAKtsOHH36ofv/9d/WnP/2pauRUCCwIHAidRgisyy+/XB155JGqdevWCi1pK664YlWgPEkCJFCZAAVWZTY8QwJJIECBVdkK33zzjTr//PMVPNw/9thjauGFF64cWc5kXmBBaU6YMEG9//776ssvv1QrrbSS6t69u9p9992dMV1V6cjJr7/+Wq288srq559/VsOHD1cnnHBCUBKeJwESqECAAqsCGB4mgYQQoMBqaYhff/1VXXXVVerss892NMGzzz7r9Kq1jFl8JC6BpXQd4YUXXtBSbC0tWMa5zJkzRw8cOFAvtNBCTtrVV19d9+7dW7dv3975veSSS+ohQ4bo3377LTDPvffe20mzzjrrBMZlBBIggcoEXn75ZedZwvO8//77V47IMyRAAg0hcOihh3rPqLTUNKQMSbnovHnz9OjRoz0eeG9Jj5Zx8aQhx0srY7mN04WNGKvAeu2113Tnzp2diq2yyir6nnvu8cr7448/6mHDhmlp2nPO9+nTR3///ffe+XI7MsDdgyTKtVwUHiMBEihD4KuvvtJjx47Ve+65p15zzTX14osv7j1LrVq10tI6rJuamvRZZ52lIb4YSIAEGkuAAks776JjjjnGa5CBsMI/6QHT0k1obKDMCSwIKLzIAWPZZZfVb775ZlkYzc3N3oseN1S1IIPZtMxgdOJL82m1qDxHAiQgBN577z3917/+1Wl1dl9OJls8uzfddJPGM8dAAiQQP4E8CiwZPqTvvvtuDVElA9c9bVD6zho1alQog2ROYJ1yyikenCAYO+ywgxf3gQceqApu6NChTlzxxaUh4hhIgARaEkBr8FFHHaUXXXRR79lyX1KLLbaYXnXVVb3jeJaWX35577cbD9uNN95YP/HEEy0vwCMkQAKREsijwDrssMPKvof876S11lrLaEiR3ziZElh4ubdp08YBtcQSS2gZoO6va4v9W265xYO6zTbbtDjvP4C/yNGlAeDo8mAgARIoJjBjxgwtE0i8ZwrPClqRDz/8cI1udpkoomWQu3feHYMlE1D0yJEj9WabbeadQ1qZuatlFm/xRfiLBEggUgJ5FFhoMT/ggAOK3j9+cYX9a665JjT3TAmsu+66ywOEl3VQQEuUK5qwxQeiWoAIA+jtt9++WjSeI4HcEcBg2BVWWMF7/tBadeKJJ2qMwfKHcgLLf/6+++7T66+/vpcPnjcItD/++MMfjfskQAIREcijwAJKTHjbaaedit49rsjCu23+/PmhiWdKYB188MEenP32288IBgbZuhDxV3S1cMMNNzhxTcRYtXx4jgSyREBWVygSV7Lqgp42bVrZKgYJLCSSKdHOTB33ucT2zDPPLJsfD5IACdglkFeBhclx4ufS0wP+9w+GHtUSMiOw8BcuRvi7UExfyP5uib322qsqQ0zZbNu2rXMNzHpiIIG8E/juu+/0Bhts4D13cIXyxRdfVMRiIrDcxFdeeWVRC/Mdd9zhnuKWBEggIgJJFliykoueO3euFv+WGoJIVnnRcH8wa9YsxxtArS3dyMc/HhRDjFwtgS2uVUvIjMDCbEE/EMxEMgniCMxLt8YaawQmOeSQQ5z4cANRqzEDL8IIJJASAkcccUTR81NNXKFKYQQW4otjPy9//HHz+eef4zADCZBARASSILA++ugjPW7cOOf533fffbUslafbtWvnvQv833r/Pvxewufljjvu6LSCX3rppfrRRx/VP/30U0VaTz/9tF5mmWW8vPEHI8aFbrnlls4xWY+4YtqgE5kRWJMmTfIAATh+mwTMeHINhHEjQQHGcOM//PDDQdF5ngQyS+Cdd97x3DDAv5XJX3lhBRb+iNltt928Zw6CjmEBAUzs+fjjjxcc4B4J1EmgEQILbhIgqOAGyXWz5H5nbWzxbcfY6XPPPVdjvKjbOALxtdRSS3nvl0022USjLAjffvutliX69LHHHlsz0cwIrGuvvdaDBIOYih8MxPUbEDOdggIULdKYjvMKyo/nSSCNBOA81H12TMcohBVY4PLJJ594DkqxmsO7776bRlzWyixromq0pK+77rqew2R0b/Tr10+zG9Ua5txmFJfAQncfnIDjD6hybl3cd4u7xXhpCCBMNtt5550dP3sHHXSQhojp27evs1ILngm/M2M3bekWPVBoGYPwcs9tvvnmLZyIojuy0nhSkxskMwILPq9cUNg+/vjjJvXXp556alG6oC4OZHrhhRc6aWDIMF5djQrESCSQAgJ4TtzVEJZbbrlAlyhulWoRWEh78skne8/paaed5maXuy0m2vi7M/zvPHcfS3uZvMdyB48VNiIQtcCaPXu2M8O4Q4cO3jPt3rvY4r2CLkE0fsAl0vPPP++0JhkVXiLB5cIM8QgA1zDoIsTzUGnwuntdzFzGeFLbITMC64ILLigyFrryTILrQNQFDX9XQQE3CHz0II0sABkUnedJIHMExowZ4z1vRx99tHH9ahVY6AZzXaqst956xtfLUsTrrrvOY+6+rypt8YHCbEwGEghLICqB9dlnn+njjjtOlw4gxz0Mf3mDBw92vKmXunYJW/5y8dEliCEMl1xyiXZ7oEqfHfjwGz9+vNd9WC6fsMcyI7Awq88P7LnnnjNiUZrupZdeMkqHJkpcz8TfllGGjEQCKSKw6667es/bI488YlzyWgUWLtCjRw/vmnnrJoTAhOd7/zsuaP+cc84xtgsjkoBLwLbA+uGHH5wW6FJhhUaK/v3769tvv70mH1NuecNs4SzUbXnH87Pkkku2eKY23HBD/dBDD4XJtmLczAos00WZ4c7B/6J66623KsLyn/A7Na203qE/PvdJIEsEVlttNee5wQDRMC0l9Qgsf2vzbbfdliWcgXUJ8jLtf4e5+xjXwlmXgWgZoYSATYGFsdCYne/ek9jivsRgdnTjxRkuu+wyrxUc5cAYaoy5xrhFv6sZnENr+T/+8Q/joQ+V6hGXwGqFAkjBawpTp05VMppfyQBXJQPjyuZx0UUXKWl+9M499dRTSgateb8r7chLW5133nneaVxLBtJ5vyvtyEdFrbLKKkrGOijpK1bDhg2rFLXm408++aSS5tKa0zPhAgLSPK3kIVLt27dfcJB7NRHAoyx/5Sk8A7Iwqrr//vuN8xGBpfbZZx8nPp5pcadinFaa79WQIUOc+DJ2Uh144IHGadMeUQbxKhnsH7oaeL9Jd2HodHlMIFP5Fe5tWQczj9X36nzGGWcoER3Ob5lxp5qamrxzpjsyA8/5LkqLkcMU6fD9/tvf/qZkDKWSQeamWVmJh++zjOP08pJJIkqG9yhx6+Acky5EJY0mStzCqNdff92L17FjR3XFFVeoXXbZxTsWZkfcQCm8txDEX5fq2rVrmOTmcSGwag0vvPCCo4Axg6hSKJ1FaLpQrH9xaKmNfvXVVytdosVxTN9EGjg4tR1Km1NxHf4jA94DvAd4D/AeiOsegEuDsOGNN97Q8odX0fcKYwLDfFvDXrNafBGMRWX5v//7v4rjrLBczvDhw1uMEzvmmGNCL/SMMsXVggUVW3MwEVgYnOa/6eDfwiSccMIJRekwJdw0uLMJ0eSJmQs2g78u3OcLlfcA7wHeA7wH4r4Hwgosac0ucgiKmfbSelSTOKn3e4qB7aXfd1N3Mhjjue222xZpA6xTGNZrQFwCK/IuQhloq3bYYQe5/wrh7rvvNmrWk/5mhWZMN6CZWHxjuD+rbjfaaCMlqlyJPyAlA/Wqxg17Es2VYpywyRg/gABsxVAfAfljwmlORy7iMkD16dPHOEM8L/Ly8uKjCd00iP8nJWMrnegyk1CJzxvTpKmOJx8ahfeZ/HWd6nqkpfDi6DLX3YSybIyS9UUdc4XpIpS1fJ1uOLwfENZZZx3nvo2sW8y5Svn/8MwceeSRTveeG+Nf//qXOv30092fgVvkIe6fiuokMxCVLEivcI+YhMx0EWItIamw9w/rmJkEzGJw08FXhmnwX++BBx4wTcZ4JJAJAq4vpk6dOoWqTz2D3C+++GLvWcVsoDyFLbbYwqu7+74y2cqY0jxhYl0tEKhlkHtpN9yf//zn0K09ForuZIFuPhnr5T0vGLA+YsSImrOfOHFi0QxeDAnCKhYmIa4WrMi7COHWHusQuS8dGNwk+Kd+Y/0i0+Cuwbbqqqta7x40LQPjkUCjCGAqM541vLw+/fRT42LUI7Aw68d9vqdMmWJ8zSxEvPrqq726uwyCttLCHmqGZxY4sQ71EwgrsCBe/PcifF1B5DQiwDs8HIu65YEmkEHqdRcFngL8S/hgvUOslxgUMiOwUFH3pQ+4uElMAtzvu8Y46aSTTJI4C0fCMRrSyawmozSMRAJZIoBnxX1uTFuLUf9aBRZenO4zB981P/74Y5ZwBtYF40mwHIjLPGiLcaFgzUACYQmEEVijR48ucn3QSN9r8+fP1zLbz3tG4O/q+uuvD1v9ivHhKFW6O738sQ+n49VCpgTW8ccf71VeppZWq7dzDnBc79B4YZl6f7/11lu96+TN4WEgVEbIBQFxg+I9A1hE1TTUKrDQTO+KCqxdlscAZ6PdunXzOLg8SreYbW3jr/Y8MmadtdM44d5T1Qa5Y2kZtOS4cU0bKKJgPG/ePGctTrcseAai8JWHZ9Bf5/PPP79qdTIlsOAk1AUM4RQ0IxB/ebvxu3TpUhWU/yS6EpFu66239h/mPgnkhgBmzYofOO/5MZ21W4vAQusNVrV3n9Wbb745N5xLK4qWO7iH8Q+HcLlgC4eJpqtRlObN3yQAAmFasGbNmqV79eqlDz/88IbBg9DDAtDuc9CmTRtnEemoCoRGFQwNwvrHQSFTAguVlRlNHmisO1Qt+ONiAK1JQL+r+3Kz2fxocm3GIYEkEUD3gPtSw0vWxFVJLQLL32KMdcTCeI5PEi+bZZFZXlocJBfxF8fEjmdqm9dhXvkjEEZggY7MvDd69qMgiXUL0VvlvofgPxKLPEcd0GJmEjInsKAu3fWFsFo3mvTKBax/5BpFPPcaD8oTT69OurZt22qsscRAAnklAKHj77ISD82BKMIKLDzP4n3fe1YnTJgQeI28RPDPZD7ooIPyUm3WM2ICYQVWxMWpmP2cOXM0vt3udxzf5Mcff7xi/EacyJzAAsSxY8dqLCQJ8DDAhx9+WMT2wQcf9EQY+lNnGK6JhK4KcfHv5Cuu9ovy5A8SyCOBSZMmeS266JYP6r4LI7C+/vprLb6uvBcoBnkzLCBAgbWABffsEUiLwLr88su9dwMmwJiuP2yPVHBOmRRYqDYWmYS/CogszKjBFO+jjjpKb7fddp5R0G9rKq7cPF21jEG+DCRAAlpjoKf7XGDmTrXudlOB9d577xWJq7XWWkvPnTuXuH0EKLB8MLhrjUBaBBYqjIH1K6ywgn755Zet1d9mRpkVWICEvmGsUYhKoisDrVVwfz948OCa+mldPzwYB8JAAiSwgMD+++/viSyILXRZoQm/NAQJLLQSY3X75ZZbzssPTk3hh4ahmAAFVjEP/rJDIE0CCzUO44fPDiHzXDItsMwxBMdEdwXWVcLHA2sQMpAACSwgAMeC7uLnbmtWu3btNPzi+IVWJYGF9Oi69w9YRT5w7ofFYxlaEqDAasmER+onkDaBVX+No8uBAsuQLfzK4IWPsV1BzsUMs2Q0EsgcAbQYy1qeXusTnhl0G2611VbOrLcLLrjAO4fWZLhK+fvf/+4087vCzN1ili+7BSvfIhRYldnwTO0EKLBqZ1eakgKrlEiF3z179nQ+DAMGDKgQg4dJgARAAK5M0EXoujNxBZPpFuOt0E2I7kKGygQosCqz4ZnaCVBg1c6uNGVcAqsVLiwv2JqCLFiqxNGgEu+sSpbMqCmPehK99tprqnv37k4Wd911lxo4cGA92TEtCeSCAJ6b6667Tt1zzz1KJpNUrbO0eilpsVJYfX7fffd1nvWqCXhSiUNRtckmmzgkRNAq8ctHKiRQN4FBgwap5uZmJx/x5K6k277uPPOaAd5n48ePd6o/ffp0JcvrRIIi1QJLxpYomRmlxK+WmjlzJl/+kdwizDTLBKZNm6Zkpo8Sz89KutiVOOpTsg6o6tixo5LJJ0pm9Kqllloqywis140CyzpSZigEKLDs3QYUWAEs0WImS4KoL7/8Uskq4WrkyJEBKXiaBEiABKInQIEVPeM8XoECy57VKbACWKJ5D5AQXn/9dbXeeusFpOBpEiABEoieAAVW9IzzeAUKLHtWp8AKYNm/f381ceJEJWutqeeeey4gNk+TAAmQQDwEKLDi4Zy3q1Bg2bN4KgTWW2+9pWTJDCUOB5X4o7JXe4Oc0D2IcSNXXXWV0zdtkIRRSIAESCByAhRYkSPO5QUosOyZPRUC6/fff1ejRo1Sq622mtp7773t1d4gp9tuu83pGhw6dKhq06aNQQpGIQESIIHoCVBgRc84j1egwLJn9VQILHvVZU4kQAIkkA0CFFjZsGPSakGBZc8iFFj2WDInEiABEoiNAAVWbKhzdSEKLHvmpsCyx5I5kQAJkEBsBCiwYkOdqwtRYNkzNwWWPZbMiQRIgARiI0CBFRvqXF2IAsueuSmw7LFkTiRAAiQQGwEKrNhQ5+pCFFj2zE2BZY8lcyIBEiCB2AhQYMWGOlcXosCyZ24KLHssmRMJkAAJxEaAAis21Lm6EAWWPXNTYNljyZxIgARIIDYCFFixoc7VhfwCa/LkyaqpqSlX9bdZWQisKVOmOFlOnz5dde3a1Wb2Xl6ttATvF3dIgARIgATqIkCBVRc+Jq5AwC+wKkTh4RoIUGDVAI1JSIAESKARBCiwGkE9+9ekwIrGxhRY0XBlriRAAiRgnQAFlnWkzFAIDBs2TN17771kYZnArbfeqjp16mQ510J27CKMBCszJQESyCsBCqy8Wp71JoFiAhRYxTz4iwRIgATqIkCBVRc+JiaBzBCgwMqMKVkREiCBJBCgwEqCFVgGEmg8AQqsxtuAJSABEsgQAQqsDBmTVSGBOghQYNUBj0lJgARIoJQABVYpEf4mgXwSoMDKp91ZaxIggYgIUGBFBJbZkkDKCFBgpcxgLC4JkECyCVBgJds+LB0JxEWAAisu0rwOCZBALghQYOXCzKwkCQQSoMAKRMQIJEACJGBOgALLnBVjkkCWCVBgZdm6rBsJkEDsBCiwYkfOC5JAIglQYCXSLCwUCZBAWglQYKXVciw3CdglQIFllydzIwESyDkBCqyc3wCsPgn8jwAFFm8FEiABErBIgALLIkxmRQIpJkCBlWLjsegkQALJI0CBlTybsEQk0AgCFFiNoM5rkgAJZJYABVZmTcuKkUAoAhRYoXAxMgmQAAlUJ0CBVZ0Pz5JAXghQYOXF0qwnCZBALAQosGLBzIuQQOIJUGAl3kQsIAmQQJoIUGClyVosKwlER4ACKzq2zJkESCCHBCiwcmh0VpkEyhCgwCoDhYdIgARIoFYCFFi1kmM6EsgWAQqsbNmTtSEBEmgwAQqsBhuAlyeBhBCgwEqIIVgMEiCBbBCgwMqGHVkLEqiXAAVWvQSZngRIgAR8BCiwfDC4SwI5JkCBlWPjs+okQAL2CVBg2WfKHEkgjQQosNJoNZaZBEggsQQosBJrGhaMBGIlQIEVK25ejARIIOsEKLCybmHWjwTMCFBgmXFiLBIgARIwIkCBZYSJkUgg8wQosDJvYlaQBEggTgIUWHHS5rVIILkEKLCSaxuWjARIIIUEKLBSaDQWmQQiIPD/AAAA//8hhtIhAAAyIklEQVTtnQfY1EQaxwcbYgV7BwufineoCAh2rCg2bFhOvPPs+qDYFaxnRUG8UxFRTxGxHSp6Fmyod4r99MSCqKig2Htvc+8bb7L5Pr7dTXaT3U3ym+f5vmSTmcnM780m/53yThsrwRAgAAEIQCAWAs8995xZb731vLz2228/c80118SSL5lAAALpItAGgZUug1FaCECgsQkgsBrbPpQOArUigMCqFWmuAwEI5IIAAisXZqaSEChLAIFVFhERIAABCIQngMAKz4qYEMgyAQRWlq1L3SAAgZoTQGDVHDkXhEBDEkBgNaRZKBQEIJBWAgistFqOckMgXgIIrHh5khsEIJBzAgisnN8AVB8C/yeAwOJWgAAEIBAjAQRWjDDJCgIpJoDASrHxKDoEINB4BBBYjWcTSgSBehBAYNWDOteEAAQySwCBlVnTUjEIRCKAwIqEi8gQgAAEShNAYJXmw1kI5IUAAisvlqaeEIBATQggsGqCmYtAoOEJILAa3kQUEAIQSBMBBFaarEVZIZAcAQRWcmzJGQIQyCEBBFYOjU6VIdAKAQRWK1A4BAEIQKBSAgisSsmRDgLZIoDAypY9qQ0EIFBnAgisOhuAy0OgQQggsBrEEBQDAhDIBgEEVjbsSC0gUC0BBFa1BEkPAQhAIEAAgRWAwS4EckwAgZVj41N1CEAgfgIIrPiZkqMxp59+urnllltAETOBu+66y3Tq1CnmXH/LDoGVCFYyhQAE8koAgZVXyydb74MOOsiMGTMm2YvkMPdp06aZpqamRGqOwEoEK5lCAAJ5JYDAyqvlk613S4E199xzJ3vBDOf+yy+/+LVDYPko2IEABCDQ2AQQWI1tn7SWLiiwpkyZYnr16pXWqtS93LvttpuZMGGCVw4EVt3NQQEgAAEIhCOAwArHiVjRCCCwovEqFRuBVYoO5yAAAQg0KAEEVoMaJuXFQmDFZ0AEVnwsyQkCEIBAzQggsGqGOlcXQmDFZ24EVnwsyQkCEIBAzQggsGqGOlcXQmDFZ24EVnwsyQkCEIBAzQggsGqGOlcXQmDFZ24EVnwsyQkCEIBAzQggsGqGOlcXQmDFZ24EVnwsyQkCEIBAzQggsGqGOlcXQmDFZ+7UCKzp06ebRRdd1Cy11FLx1T5ETrNnzzb6161btxCxiQIBCECgNgQQWLXhnLerILDis3gqBNasWbPMyiuvbFZccUXz5ptvxlf7EDmtscYaRh2ETZo0yWy99dYhUhAFAhCAQPIEEFjJM87jFRBY4az+3XffmXbt2pWMnAqB9eyzz5ru3bubeeed1/z4448lKxT3yR49ephnnnnG7LDDDuaOO+6IO3vygwAEIFARAQRWRdhIVIYAAqs0oNdff92cddZZ3t8KK6xQMnKtBJaxVYSnn37aSi2sCKwqcqks6SWXXOJde5555rHvv/9+ZZmQCgIQgEDMBOSHp/ds0mfjfvvtF3PuZJdXAgceeKB/X8lSOXnFMEe9P/nkE3vUUUfZ+eabz1544YVznG/twK677uqzlJ6w1qLEcqyqxZ61BUlbkippwXrrrbfMbbfdZt544w3z8ccfm2WWWcZ07drVSMW9MV0l5aec/Oyzz8yyyy5rfvjhB3PBBReYY489tlwSzkMAAhBInAAtWIkjzuUFaMFqbvavv/7ajBgxwowcOdLTA6oftFdNGl2aR2zlU2ZbsD788EPbv39/O9dcc3kKsmPHjrZ37952scUW8z4vuOCCdsiQIfbnn38uqyAHDBjgpVlzzTXLxiUCBCAAgaQI/PTTT3by5Mn2oosusgMHDvR/HctYUSvdFnbcuHH2gw8+SOry5JsDArRg/Wbk1157zR5zzDH+d0z0k23Tpo197LHHQt8FtWrBqmkX4Ysvvmg7derkgVl++eXtxIkTfSDffvutHTZsmJ177rm981tuuaX96quv/POt7cgAdx/yE0880VoUjkEAAhBIjMCjjz7qCarFF1/cfxbpA7+1P322bbTRRlZ+cdtvvvkmsTKRcTYJ5Flgyfgqe/HFF9sNN9zQE1Mtv18qmKKEzAksFVCrrbaa9+Dp0KGDffnll1vlMWbMGP/hpDdUqfDLL79YmcHoxZfm01JROQcBCEAgNgJTp061MsHGf1a1fOCX+6w/MPVZF6alPrZCk1GqCeRRYJ1wwgn+O77Ud2rmzJmRbJs5gXXiiSf6DyPpNy0JY4sttvDj3nPPPSXjDh061IsrvrisijgCBCAAgSQJBFva3UN/gQUWsDvttJMdNWqU/dvf/uY/v/r27WtvvPFGO3jwYLvKKqv4x126Xr162ffeey/J4pJ3RgjkUWBpd6CMtZ7je+O+P7o99NBDI1s4UwJLu/ratm3rQdIHkQxQLwlk/PjxPtBNN920ZFxtOtT+VwWt4xwIEIAABJIg8P333zcbX6XPnKWXXtpeeumlzbr8Ss0ifOqpp+w222zjP980D5lSbmXCUBJFJs8MEcijwFLzaWvxEkss0ew7o98b/dOx3DJRLrKVMyWwbr31Vh/O+uuvXxaGtkQ50aTbGTNmlEyjIkxhb7755iXjcRICEIBAJQR0OML222/vP8f0eaOtUq2NEy0lsNy177vvPrvccsv5+enknv/85z/uNFsIzEEgrwJLu9GLdcfrd7KSkCmBtf/++/sPkn322ScUj2Cz4PDhw0umufbaa738w4ixkhlxEgIQgEArBI4//nj/GTb//PPbsWPHthLrt0NhBJbGlJUwrDhq9vNdaaWV8OlXlCon8iiwxIG53WOPPfzviGu5cltx9VTRjVErgZW4HyypvZFfakacgQoTY0477TRz+umne/ul/snYBPPkk096UQSwuemmm4pGlxYvz4+W/Jr08tZrECAAAQjEQeAf//iH2X333b2sZCagkdnPpl+/fkWzjuIHS2YTmo033thI65WX3yabbGIefvhhIz8Wi+bPiXwSaCQ/WOLc01uqTsZIGf3Tz/r+1T/1T6Uru0irrFl44YX9P/kBYVZffXXT1NRkVl11Vc9/ZilLqo9Lffe7lVr0uyc/dIzMJjT6zl9kkUWMuD4x8oOnVDatnsuMHyydLSg19P+uu+66UIpTAPhpdHBouXDAAQd48dUNxK+//louOuchAAEIlCUg65pZ9dXnnmHi1LhsmrAtWC6jt99+2xvL5a6hg+IJEGhJoF4tWPo+feGFFzwfbzvuuGPR8VDu/g2z1RVY1lprLXvEEUfYCRMmWPXGHgzqxkTWGPa/d7pazM033+xFuffee70x3bvsskswSaT9WrVgJe4HS2EEgevnMGHQoEF+Om2SLxcef/xxP/6DDz5YLjrnIQABCJQloEtvuOdXnz59ysbXCFEFlqYJjlOVX/dWfr3r4VwHaQn0JhD86U9/svpil54Pe+edd1ppIckll1oKLB1z+NBDD3lLPS255JL+d8B9F+Le6mD19dZbz/OFqUvXSEuuf019/0srVjOb33777fbvf/97s2NRPmRGYF111VU+KDVKWPFz3HHHNUsX5oGjXpP1GmHHeUUxCHEhAIF8EVDv7G72ko7v1BmAYUIlAkvzVSeK7sWl40rzGnSWedAbvmPitipA1cFr3kItBJbOyDvllFN8h+COeXAr3X7e6iu6zuY555xjpQvdagOHOhKXJfCsLH1nv/zySzt79myrbhb0+6BiTf2+yZJ2nliWbkJ/Ilswb93X75o7pl4HdEJI3CEzAkt9XjlYun3kkUdCsTrppJOapfvoo4/Kpjv//PO9NO3atbOff/552fhEgAAEIFCMgP4YdM+uKLOVKhVY+iJx11OfWnkM2nqhTlgdh2JbbfFQf2R5CkkKLBVCKmrdSipB7vo+1ZVVVEzpItP6wyOOoMvmabffIYccYlVwBa/p9tUNyuWXXx57i25mBNa5557bDJwq3TDBORB1oNXfVbmgiln7djXN6NGjy0XnPAQgAIGiBILDFK655pqi8VqeqFRg6YvLrcmqv9zztpyOTsffYIMNmr0v3PO/ta0+68O2Kra0URo/JyGwpk+f7nUDuvem46ytSOr+6Oqrr/Zao5Lm9e6777bqiNeVR8dB6jtdZxXGETIjsLTf3EHSrcwMDMWnZTrtjw8TnK+aMP62wuRHHAhAIJ8EdBF5fWbpr/owLeiOUqUCS9MHu8buv/9+l2UutuqOJ/iuCLPfpUuX2F66jQ45ToGlQuUvf/mL7wDcsdbuP1115c0336wZDu1WdMvoaTl0zNdf//pXu9lmm81xP3Tt2tU+/fTTVZctswIr7KLM4mqhGdxXXnklFNTgYNFi6x2GyohIEIBArgkstNBC3jNo5ZVXjsShGoF10UUX+c89Hb+ap9CjRw+/7u6FH2Ybxws3DZzjEli6asDaa6/djLUKq5NPPtkbP1VLFtqCpv7fnJ3V+W7wvT158uQ5hJa2tukY7WqWxquVwGqjMKVyFQUxlJEvhefPQv1etBbkgWGOPvpo/9Rjjz1mpBnY/1xsR7oIzdlnn+2f1mvJLAP/c7EdaWY30odv5BenESMY6acvFrWi41dccYU5+OCDK0pLIgikhYCsB5qWosZSzpZ+p6S7yvNHpZmrL5+ePXuGvo76wZKB2n78KCzVr48sDeKlVV9BIu78fLK8I64APN66jRpkcpOR5YaiJktdfGlkMNKV5pVbxkIZ9RUZJSjbM88803uv6v2tQcayGVnLz5xxxhlm8cUXj5Jd1XFFSBkZ22VkaI+Xl7hYMg888IDnI6tl5jJI3hx++OHm1Vdf9U917tzZyBgus8466/jHwu5kxg9Wy1mEYWd/BBeHFmieH46wylqXsNA0yyyzTNgkoeNpvvzBgHuAe4B7gHugXveADjaPEnRJp/79+zd7d4nTT/uvf/0rSjaxxdUhP0H3DyKWrPqDKxXUJ51OfguOF9MlprTXKmqoVQtW4n6w1IlY8CbUJr8wQadzBtPNnDkzTDIvjptNON9881n15xFnUKenwXKxz0OWe4B7gHuAe6CW90AUgaXCJdglqAPYTzjhBKuCpR5Bhwl16NDBf4+qw9H33nsvdFFUnP3+97/30+uM0rPOOiuSg/FaCazEuwi1aS/YRC4OwoxMQZZ7sXSQ/mZz5ZVX+pHkZgjtEl+bDMXzrLe8hTYhxh3eeecdI24g4s42l/lpV2779u3LLpuQSzg1rrR2IWiXgUyNrvGVG+9yykKX9tCuFF3aQ1reQxdSuwi32247L37fvn2NzEAMnVbWOPSWA9EEMgPbiJPN0GnTHlEmJhkRA5GrocuoyYy3yOnSlkAaHcy4ceO8YoftIhTfVGarrbbylpTRhLp8jd5j4gW9LtUXN01GFm72ltTRAqy77rpG3JMY8TcXqTy6HM++++5rVE+48Mc//tFIj5n3DHPHim0z00UYHPAplbWjRo0KpVRlrS9foaovjLAheL177rknbDLiQQACEGhGYMUVV/SeQTrYPcr08OAzSJ0xRglBB8uVdH1EuVajxVWP7fqOiPKn7iw+/fTTRqtKIuWJOshdfVvpMBnHUweTy5qXiZQtTKaTJk2yai9XHhlDZtWpbKVBe6d0YH7QMamMjw7VklWrFqzEuwi/+OILq014Duqpp54aime3bt38NKLAQ6XRSDIQzksngx5j7x4MXQgiQgACqSega52555YMvg1dn2oElrod0GvqS0NaykNfMwsRtZtIBlr7zB37UltZ+DcLVQ9VhygCS7sFg7PztIvw/fffD3WdJCLJAunNXEKoCwb19h5HUB91QY2hw4vKhcwILK1osP9Xb5IwYdlll/W/aLKCdpgkXp+y69sdMmRIqDREggAEINAaAV2uxr3cdVHasKFSgaUtDu56ui5bHsP48eN9Bo5Fsa2+pOMeY9vIzMMKLBUuOmjccdPB7PUUV7p4uS7W7MqzzTbbVOVioTUbyez+Zi1ZuoZoqZApgXXMMcf4cLVZsFxQj+zBZr+w3t9vuOEG/zrqX4MAAQhAoFICuqaam7Ek4wRD+wiqVGC51nd9Ecl0+kqLnfp0upBvsGvLvZjdVt8Nhx12mNWZcXkKYQWWMtGhOHrviuuDuraE6oLMweV3dt55Z/v9998nYja3LJ826JSbkZgpgaVOQoNfjnIzAvXmcPGjOPnTrkRNpytxEyAAAQhUS0AXjnfPIvHnFyq7SgSWtl65X/m69lu5Z2SogqQ4knrO164e9dzt+C+yyCJ2r732slG6a1OMYI6iRxFYmljX0gyzxNwcF4rpwKWXXtqs627PPfeMNJaxkmJcf/31oYR3pgSWgtLFIt0XpVy/eTDuyJEjQ3FWxer6YaOsGxYqcyJBAAK5JKBLhrRt29Z7duk2jNfwqAJL1+BzPw71GalT6Am/EdC1Bt17QwfB5zlEFVj1ZHXBBRc064VS2+l93ighcwJLu+zUKZh+WZZaaqmizZa6urb7QskUztBGEU+0Xjp1+S9TOBvFjpQDAhBIOQFtuXLPJJ08U85nT1SBddRRR/n5y3T1qmZWpRz1HMVHYBWQpEVgXX755f79rN8b7foWtyeFijTAXuYEljIVHx7+mAYVT7rIYzCIPwxfhOnq2TNmzAieLrqvxtO+ZjXmAQccUDQeJyAAAQhEJaBrngXXyRM/e3bWrFlFswkrsPS5pQvuOvGmY2Z0KjuhQACBVWCRFoGlA+p1YL3e1+p2pBFDJgWWgtZ+YTeAUT2t6xiHQYMG2T59+vgPGnEaF1pcuTzdQ0rWOmxEe1ImCEAgxQRUUOlCtO45o7Ociy1cH0ZgqWjT8UQuP92GHQ6RYoyRi47AKiBLi8DSEusYQl24vFFDZgWWAlcX/bpGoVZSla62VumUW3USVskvODcQVRb9bFR7Ui4IQCDlBJ5//nmrXYROFGmLk770ZAHeZjUrJbDUrYC6fwj6KNJZcaecckqzPPjwGwEEVuFOSJPAKpS6MfcyLbDiRK6eYHXWjT70dA1CAgQgAIGkCOj4K3U140SWbtU79d57721lyRYrS2jZlgJLRZUOjh86dKjfdeLS67NL3csQWieAwCpwQWAVWFS7h8AKSfCyyy7zHnb6a1L9ZxEgAAEIJElAW+C1xclN2nFiyW3VnYDb1zjO/YI75rY6LEJbxQjFCSCwCmwQWAUW1e4hsEIS7N69u/cwkwUkQ6YgGgQgAIHqCWhr1iGHHGJ1rUInmspttTuwZ8+e9u67766+ADnIAYFVMDICq8Ci2r1aCaw2WlB5KFQUnnnmGSOza4z8QjOyGGpFeVSTSFcKF0d0XhayMKrp379/NdmRFgIQgEBkAuKZ2sjkHSPrrRlpkTIivMwHH3xgxO+PEQ/wRgbHG5nlbPr27Wt23HFHI2NOI18jrwmka9WIIPWqL76UzNVXX51XFOaggw4yY8aM8eo/ZcoUI13VuWVRbcV32203M2HCBC+badOmmaampmqzbDV9qgXW4MGDjcy8MeJXy8gsH0/otVpLDkIAAhCoIQFxweD96Jx//vlreNXsXQqBVbApAqvAoto9BFYZgtpitvzyyxtZL8yII0AzfPjwMik4DQEIQAACaSKAwCpYC4FVYFHtHgKrDEFt3lNIGqZOnWrWWmutMik4DQEIQAACaSKAwCpYC4FVYFHtHgKrDMF+/foZGSjq9c8/+eSTZWJzGgIQgAAE0kYAgVWwGAKrwKLavVQIrFdeecV06dLFG8gp/qiqrXOk9No9qINJR48e7Q3+i5SYyBCAAAQg0PAEEFgFEyGwCiyq3UuFwBIHembEiBFGvBKbAQMGVFvnSOnFqZ/XNSjO+4ysch8pLZEhAAEIQKDxCSCwCjZCYBVYVLuXCoFVbSVJDwEIQAACEChGAIFVIIPAKrCodg+BVS1B0kMAAhCAQKoJILAK5kNgFVhUu4fAqpYg6SEAAQhAINUEEFgF8yGwCiyq3UNgVUuQ9BCAAAQgkGoCCKyC+RBYBRbV7iGwqiVIeghAAAIQSDUBBFbBfAisAotq9xBY1RIkPQQgAAEIpJoAAqtgPgRWgUW1ewisagmSHgIQgAAEUk0AgVUwHwKrwKLaPQRWtQRJDwEIQAACqSaAwCqYLyiwOnfubHr16lU4yV4kAtddd50ff9q0aaapqcn/HOdOGyshzgzJCwIQgAAEIBAHAQRWgWJQYBWOslctAQRWtQRJDwEIQAACqSOAwCqYDIFVYBHnHgIrTprkBQEIQAACqSCAwCqYaebMmeaTTz4pHGAvFgJrrrlmYsvt0UUYi4nIBAIQgAAE4iaAwIqbKPnVkgACq5a0uRYEIAABCIQmgMAKjYqIDUgAgdWARqFIEIAABCBgDAKLuyDNBBBYabYeZYcABCCQYQIIrAwbNwdVQ2DlwMhUEQIQgEAaCSCw0mg1yuwIILAcCbYQgAAEINBQBBBYDWUOChORAAIrIjCiQwACEIBAbQggsGrDmaskQwCBlQxXcoUABCAAgSoJILCqBEjyuhJAYNUVPxeHAAQgAIFiBBBYxchwPA0EEFhpsBJlhAAEIJBDAgisHBo9Q1VGYGXImFQFAhCAQJYIILCyZM381QWBlT+bU2MIQAACqSCAwEqFmShkEQIIrCJgOAwBCEAAAvUlgMCqL3+uXh0BBFZ1/EgNAQhAAAIJEUBgJQSWbGtCAIFVE8xcBAIQgAAEohJAYEUlRvxGIoDAaiRrUBYIQAACEPAJILB8FOykkAACK4VGo8gQgAAE8kAAgZUHK2e3jgis7NqWmkEAAhBINQEEVqrNl/vCI7ByfwsAAAIQgEBjEkBgNaZdKFU4AgiscJyIBQEIQAACNSaAwKoxcC4XKwEEVqw4yQwCEIAABOIigMCKiyT51IMAAqse1LkmBCAAAQiUJYDAKouICA1MAIHVwMahaBCAAATyTACBlWfrp7/uCKz025AaQAACEMgkAQRWJs2am0ohsHJjaioKAQhAIF0EEFjpshelbU4AgdWcB58gAAEIQKBBCCCwGsQQFKMiAgisirCRCAIQgAAEkiaAwEqaMPknSQCBlSRd8oYABCAAgYoJILAqRkfCBiCAwGoAI1AECEAAAhCYkwACa04mHEkPAQRWemxFSSEAAQjkigACK1fmzlxlEViZMykVggAEIJANAgisbNgxr7VAYOXV8tQbAhCAQIMTQGA1uIEoXkkCCKySeDgJAQhAAAL1IoDAqhd5rhsHAQRWHBTJAwIQgAAEYieAwIodKRnWkAACq4awuRQEIAABCIQngMAKz4qYjUcAgdV4NqFEEIAABCAgBBBY3AZpJoDASrP1KDsEIACBDBNAYGXYuDmoGgIrB0amihCAAATSSACBlUarUWZHAIHlSLCFAAQgAIGGIoDAaihzUJiIBBBYEYERHQIQgAAEakMAgVUbzlwlGQIIrGS4kisEIAABCFRJAIFVJUCS15UAAquu+Lk4BCAAAQgUI4DAKkaG42kggMBKg5UoIwQgAIEcEkBg5dDoGaoyAitDxqQqEIAABLJEAIGVJWvmry4IrPzZnBpDAAIQSAUBBFYqzEQhixBAYBUBw2EIQAACEKgvAQRWfflz9eoIILCq40dqCEAAAhBIiAACqwD24YcfNi+//HLhAHuxENh7771N+/btY8mrZSYIrJZE+AwBCEAAAg1BAIFVMMNBBx1kxowZUzjAXiwEpk2bZpqammLJq2UmCKyWRPgMAQhAAAINQQCBVTADAqvAIs49BFacNMkLAhCAAARSQQCBVTBTUGANHDjQ9O7du3CSvUgEDj30UD8+AstHwQ4EIAABCOSFAAKrYOmgwJoyZYrp1atX4SR7kQjstttuZsKECV4aBFYkdESGAAQgAIEsEEBgFayIwCqwqHYPgVUtQdJDAAIQgECqCSCwCuZDYBVYVLuHwKqWIOkhAAEIQCDVBBBYBfMhsAosqt1DYFVLkPQQgAAEIJBqAgisgvkQWAUW1e4hsKolSHoIQAACEEg1AQRWwXwIrAKLavcQWNUSJD0EIAABCKSaAAKrYD4EVoFFtXupEVjTp083iy66qFlqqaWqrXOk9LNnzzb6161bt0jpiAwBCEAAAukggMAq2AmBVWBR7V4qBNasWbPMyiuvbFZccUXz5ptvVlvnSOnXWGMNo/4rJk2aZLbeeutIaYkMAQhAAAKNTwCBVbARAqvAotq9VAisZ5991nTv3t3MO++85scff6y2zpHS9+jRwzzzzDNmhx12MHfccUektESGAAQgAIHGJ4DAKtgIgVVgUWxv8uTJZoUVVjCdO3cuFsU7ngqBpQJHhU49BNall15qjjjiCDPPPPMYbUlbeumlSwLlJAQgAAEIpIsAAqtgLwRWgUXLvVdffdUcf/zx5pdffjF33XVXy9NzfM68wHrrrbfMbbfdZt544w3z8ccfm2WWWcZ07drV7Lrrrt6YrjmItDjw2WefmWWXXdb88MMP5oILLjDHHntsixh8hAAEIACBNBNAYBWsh8AqsHB7H374oTnjjDPMFVdc4TX0vPTSS96wJXe+2LZWAsvYKoLc/FYqYKUFK3QuAsT279/fzjXXXF7ajh07Wlm00i622GLe5wUXXNAOGTLE/vzzz2XzHDBggJdmzTXXLBuXCBCAAAQgkB4C8uPZTpw40XvG63tG3xvywzo9FYi5pAceeKDPQtYijDn3dGX3+uuv2yOPPNLnoffHWWedFboS0pDjp5Wx3KHTRY1YU4H14osv2k6dOnkVW3755b0vjyvwt99+a4cNG2bnnntu7/yWW25pv/rqK3e61a0McPchPfHEE63G4SAEIAABCDQ+gV9//dXqc/ykk06yXbp0sW3atPGf7/oCdX/t27e3e+21l73xxhvtF1980fgVi6mEeRdYX3/9tb3hhhvsNtts4zfQuHuiqanJqiAPGzInsFRArbbaat6XpEOHDvbll19ulcWYMWP8L5LeUKWC9LdamcHoxZfm01JROQcBCEAAAg1K4O6777YyRMR/9rsXZ7mt9niccsop9ssvv2zQmsVXrDwKrMcee8yed955tm/fviXvjfHjx0cCnTmBdeKJJ/qARowYURLGFlts4ce95557SsYdOnSoF1d8cVkVcQQIQAACEEgHAXHvY/v06eM/752g0tar3/3ud3ajjTbyz2nvx8Ybb2wXXnhh/5iLL34Y7dixY9NR6QpLmUeBdeGFF85ha2dzt+3Zs2dkopkSWNrV17ZtWw/UAgssULYfXdWog7fpppuWhKd9sa4pedy4cSXjchICEIAABBqDwCOPPGKXXHJJ/1mvz3xtxZIZ4nbmzJleIZ966in//P777+8d+/77763MFLMDBw60MovcP6/pjzrqqFDjdxuDQLRS5FFgKaEzzzyzmY2dNnBbmSwXDaTEzpTAuvXWW31A66+/flkY2hLlRJNuZ8yYUTKNijCFvfnmm5eMx0kIQAACEKg/Af0RPd988/nvBR3qce2111od9hEMrQms4HkdaiK+EP189D2w7bbbRhqPE8yvkffzKrDUJjrmzgmq4FYcnc9xz4SxYaYElv7ycFD22WefMPW34oLBTzN8+PCSafSLqfmHEWMlM+IkBCAAAQgkSuDf//6336Ohz+3NNtvMfvTRR61es5zAcolGjhzZrDXrz3/+szuVmW1eBda9995rtefLaYjg9txzz63IvpkRWDozRHxc+XBOO+20UEC0pcuB3GOPPUqm+eabb/x++dNPP71kXE5CAAIQgEB9CLz99ttWnEL7z3b9wS2rgBQtTFiBpRnoeN1gq5iKriyFRhRY+n5/99137QsvvGBVOKsYuuWWW+z111/veQl46KGHrNrwlVdesToLMGq4/fbbm4nxYMOLNqiIP82oWXrxMyOwtAnXCSXdXnfddaGAiCMwP90qq6xSNs0BBxzgxdeBkGp0AgQgAAEINBaBHXfc0X+u6wD2clProwgsrelVV13l56/jfnUQfVZCvQWWNmSoayRtxNAuu27dutmFFlrI5x18z7e2r4JIu4J1Etthhx1mR40a5QmvYvZRlwzqY9PlpTMJVaTtvffe3jFZpq9Y0rLHMyOwVNE6QLrVz2HCoEGD/HTzzz9/2SSPP/64H//BBx8sG58IEIAABCBQOwKPPvqo/4zWWX8ffPBB2YtHFVia4SGHHOJfJ+yQlLIFaYAI9RBYyl97nTbZZJNmrYPBd3q1+8stt5z9wx/+YK+++mr76aefeqR13/nE1PzVyawT4z/99JP3WT0IVBpqJbDaaAGlAhWFMGsRCigj/eF+/iJ+jAxG9z8X29F1hXQJHBcErpHmX/ex1a14dDe6JpF8qYzMKGw1DgchAAEIQKD2BKTFyohfI+/Cl1xyiTn88MPLFiK4VI6M5TXSQlU2zSeffGLE56L5/PPPjawYYp577jmz9tprl03X6BFqtVTOe++9570/ZWyzkR6oolikRcpbrm711Vc3IpKMuM8w0qLlbfVdLa1NRjwIeFu1hS6LN336dCOT2IrmKa2ORpzMmueff16doHvxpLXMiAsOb91hl1C6lY0IdCMtYu5QpG1mlspRn1dSc/9Pp+aGCerNN5iu2CDIYF7nn3++l6Zdu3ZWDBo8xT4EIAABCNSJgLxY/ee5OpwuNe4qWMRKWrA0/TnnnONf75hjjglmmdr9pFuwnnzySW9GZrDlKPgO1tVXtKVJu2GlcaUi5646fEfH4d13331eV6O2jDkXTsFruf311luvrFunSgxaqxasxJfK0VH+DpZutSsvTHAORF1a9XdVLsyePdufSTJ69Ohy0TkPAQhAAAI1IBB0GCmL84a+YqUCS98Fbr1bFXRZCEkJLBVW2223XbP3tHvv6jgrnSwgPUOJIdSxXSq4VEy56wa3uk6xrjMYp7f+zAgsHRAXhKXGDBNappNm3jDJ7Pbbb+9dL4y/rVAZEgkCEIAABKoioC0V7j0g3T+h86pUYOkFNthgA/+aL730UuhrNmrEuAWWtiQFJx04++j4uGOPPdb+97//rRmK4447zreVlkP9WzmB7Mq1+OKLW+larsjvVcuKZFZghV2UWQfWObC61WmeYULQqWmx9Q7D5EMcCEAAAhCIh8ASSyzhPc/15R0lVCOwTj31VP8doq4D0h7iEljaTafe8lsuOaTulHRITy2XnNOyyFg83076rneullTgqTeBlkJLl0uqtkWtVgIr8UHuF110kTn66KOF229BBznKLwv3sehWugjN2Wef7Z/XAfXShOh/LrYjMwyM9BUbGbNlRBWbYcOGFYta0fHvvvvOaNl0ICWhOgLywPMGL3bs2NGIs8HqMiN11QTEj403EHXffff1BgdXnWGOM5DWAW+QtSxEnHuW+kweMGCAN2h51VVXbTZ5qdwtooPcZZiJF61Dhw6hBrm7PB944AFz2WWXeR91opX0brhTqdxqXe6//36v7FOmTDG9evWKXA8ZauNNOpMZnX5aEb/m5JNPNgcffLARh57+8aR3xGu/0YH7OhFOgw6a1/e1tJ41u/SLL75oRHQZaTzxj4tnAe+YxpUxY/7xsDuZGeQe9Esilbc6VTdMCC4OrenUkVnYMHjwYE8RqyKPO2hZ+IMB9wD3APcA90C97gERWJFfbeqIddFFF232/lJ/Vh9++GHkvKpNoK4WgsvfqI8sbVUrFe688067wgorNCu/jh374osvSiVr9VytWrASH+Q+YcKEZkAmT57caoVbHtQ+4ODN6xb/bBmvtc9uNqF69W25tlVr8aMcC5aJfR6w3APcA9wD3AO1vgeiCizpSWrmV0qFigqWegRdrHvnnXf23+86a1H9XoUJKqakpc1fq1i5i1sHG2YSXDD/WgmsxLsIxVW+Ec+twuG3IK7vzU477eQ+Ft1Kf7O58sor/fPaNafNgmHCOuusY6TFy+y+++7m5ptvDpMkdBwZLOl1ccqMhtBpiAgBCOSTgHa7yLijfFb+/7XWLsLzzjvP+6T+kmTVjdA8tItQWl78+DKuyt8vt6PvgIkTJ3rRttpqq4q61Mpdo5bn77rrLs+nl14zbBfhzz//bA499NBm79Ktt97a3HTTTaZ9+/a1LL53LX2P77LLLkYcjnufxVO7N0xkzz33jFSWf/7zn56/S/celgHwRhpzzKabbhoqn8x0ET777LO+UpWae+7xg0qy2H6/fv38dLp2VdgQvJ42iRIgAAEIQKC+BFzXlC6VEiVUM8hdxvD675Dx48dHuWxDxo06yF17b9yyMvru1b8jjzzSavdcPYI4HfUW9nZlUf9XutZgpWHq1KlWl9Fz+emC0GGHINWqBSvxLkJt0gvOAtCZHWGC+t9w4OTXR5gkXhw3I0GbQOPuHgxdCCJCAAIQgIBPIPg8nzFjhn+83E41Amvbbbf13yFh3QOVK089z0cRWDo7TwaQ+/XXNf2uuOKKuhX/s88+s7179/bLo2Io7LJ5pQqtDsil1crPd5FFFrHS6lkqiXcuMwJLayPLFPgA9CYJE4KrZsuyOWGSWGl+tDLTxLvWkCFDQqUhEgQgAAEIJEtAZlP67wB1XBk2VCqw1Cml8xCuPSBZ+LEdRWCp93rXQKFjnHTh5HoFFUFBga3uIR5++OHYiqNuJYIiS/1lyczDkvlnSmAFjS1TS0tWXE+qF16dVeBukLDe3/Umcml0aQYCBCAAAQjUn4AureKezT179gxdoEoFlg6adteTMV+hr9fIEcMKLBWXPXr08Oqv79ExY8bUrVqyrqFda621fFtoA0jUAfphCq911vtKba6CslxrXaYEljoJdTe7GrzcjMBRo0b58dWja9igXYl6HfUaTIAABCAAgcYgoF1WnTt39p/rt912W6iCVSKwdJZax44d/WuJP6xQ12r0SGEFltZDW3X22GMPq7MH6xXeeeedZjZfcsklbdgVWSops/imtBtuuGGo2ZGZElgKa8stt/Rv+Isvvrgkv2DcsM3J6vbfjfW65pprSubPSQhAAAIQqC2BG2+80X8HrLHGGlaFULlQicCSGYv+dcSBcblLpOZ8FIFV70qp24ROnTr5dtAhP420XFHmBJZ22S244IIecF0uQdVta0HcKvhGWXfdda1MM20t2hzHdAFRbb3S/t2vv/56jvMcgAAEIACB+hHQVizXdaXP6oEDB5YtTFSBpWN7dEC35q+9JZo+KyEtAkuXqJPVVPz3+EorrWRfe+21hjJD5gSW0h03bpydZ555PPAqnt56661m0HVFbSfCtIl3RsjZJvrFdWo5K/3tzcDwAQIQgEAGCKjgEX+G/stXXSmUClEE1rRp06xb81AF1mGHHVYq69SdS4vAEh9bfm+SLI00x3u+EcBnUmAp2AcffNDqEjb6BVBP6/vss48dNGiQ7dOnj/+l0xkBYcWVy1Pz0z9Z67AR7EcZIAABCECgFQJjx471n/X6zFbXOsV8M4UVWPpeWWyxxfx8tWvwxx9/bOXq6T2UFoGlhMVJuDe4/d13321I4JkVWEpb3SnoGoVaydVXX90bkKhfCHWBP2nSpMgGUZGmX1Tt1ydAAAIQgEBjE1A3Ou5HsW51YtLzzz8/R6HLCSx1Xqm+FV3PiOal7xR1DZC1kCaBpezDjLGrl40yLbDihKoOzNq1a+d9WXUNQgIEIAABCDQ+AV3c142XUmGkk5T23XdfrxfC+a0qJrBmzZrlzZBTH1dBoaYTpHQ2WRZD2gRWI9ugVgIr8bUI5eZPNIhLByN97UZ+wRhx/2Ck+zHR65E5BCAAAQjEQ0DXqpXB7ka6kpplqM9xXT9QhpEY6e3wznXv3t2IN3AjXtmNrlEoL3A/jfg+MjLUxAwbNsx7F/gnMrQjntmN+LTyahR2LcIMVT/WqtRqLcLUCyyZlWLEiZ3ZYYcdzB133BGrEcgMAhCAAASSJSA+m4y44/HEkSytFvli+uw/99xzjTi0jJw2TQkQWPFZC4EVgqW4wzddu3b1Yt56662mf//+IVIRBQIQgAAEGo2AdO2ZW265xUycONFMnjzZ/PDDD0WLKONtzU477WT0RaktW3kICKz4rIzACsFy8ODB3i8f8atlpE/eSH9+iFREgQAEIACBRiYgg9eNrABiZKkV708mRhlxVun9yeoeRtzyNHLxEykbAis+rAisMixlCq4RZ2bm448/NkcffbQZPnx4mRSchgAEIAABCKSTAAIrPrshsMqwnDBhgtc8rNGmTp2a+f73Mjg4DQEIQAACGSaAwIrPuAisMiz79etn7r77biMraHuzSspE5zQEIAABCEAgtQQQWPGZLhUCS/vIu3TpYtq3b2/EH1V8tQ+Rk3YPav/86NGjjd54BAhAAAIQgEBWCSCw4rNsKgSWOIMzI0aMMLKYoxkwYEB8tQ+Rk6x35HUNDh061LRt2zZECqJAAAIQgAAE0kkAgRWf3VIhsOKrLjlBAAIQgAAEIFCMAAKrGJnoxxFY0ZmRAgIQgAAEIJBJAgis+MyKwIqPJTlBAAIQgAAEUk0AgRWf+RBY8bEkJwhAAAIQgECqCSCw4jMfAis+luQEAQhAAAIQSDUBBFZ85kNgxceSnCAAAQhAAAKpJoDAis98CKz4WJITBCAAAQhAINUEEFjxmQ+BFR9LcoIABCAAAQikmkBQYI0cOdL07t071fWpZ+F33XVXM2vWLK8I06ZNM01NTYkUp42VkEjOZAoBCEAAAhCAQCwEggIrlgzJxCOAwOJGgAAEIAABCOSYAAIrGeMjsJLhSq4QgAAEIACBVBAYO3asefTRR1NR1jQV8uyzzzZLL710IkWmizARrGQKAQhAAAIQgECeCSCw8mx96g4BCEAAAhCAQCIEEFiJYCVTCEAAAhCAAATyTACBlWfrU3cIQAACEIAABBIhgMBKBCuZQgACEIAABCCQZwIIrDxbn7pDAAIQgAAEIJAIAQRWIljJFAIQgAAEIACBPBNAYOXZ+tQdAhCAAAQgAIFECCCwEsFKphCAAAQgAAEI5JkAAivP1qfuEIAABCAAAQgkQgCBlQhWMoUABCAAAQhAIM8EEFh5tj51hwAEIAABCEAgEQIIrESwkikEIAABCEAAAnkmgMDKs/WpOwQgAAEIQAACiRBAYCWClUwhAAEIQAACEMgzAQRWnq1P3SEAAQhAAAIQSIQAAisRrGQKAQhAAAIQgECeCSCw8mx96g4BCEAAAhCAQCIEEFiJYCVTCEAAAhCAAATyTACBlWfrU3cIQAACEIAABBIhgMBKBCuZQgACEIAABCCQZwL/A9qHFiI1Sv+NAAAAAElFTkSuQmCC" 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" - } - }, - "cell_type": "markdown", - "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", - "metadata": {}, - "source": [ - "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", - "\n", - "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", - "\n", - "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", - "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", - "\n", - "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." - ] - }, - { - "cell_type": "markdown", - "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", - "metadata": {}, - "source": [ - "### Start" - ] - }, - { - "cell_type": "markdown", - "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", - "metadata": {}, - "source": [ - "We shall take a $p=2$ QAOA circuit as an example for this notebook." - ] - }, - { - "cell_type": "markdown", - "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", - "metadata": {}, - "source": [ - "### Build" - ] - }, - { - "cell_type": "markdown", - "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", - "metadata": {}, - "source": [ - "Here we show the function to build a QAOA circuit, and assign parameters to it. Initial parameters are assigned randomly." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "de911815-4760-472f-a8d8-faad17e46524", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n", - "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" - ] - } - ], - "source": [ - "from qiskit import QuantumCircuit\n", - "from qiskit.circuit import Parameter, ParameterVector\n", - "from numpy.random import default_rng\n", - "from numpy import pi\n", - "\n", - "def build_qaoa_circuit(\n", - " num_qubits: int,\n", - " depth: int, # here the convention is depth=2*p\n", - " ):\n", - " gammas = ParameterVector('γ', depth // 2) \n", - " betas = ParameterVector('β', depth // 2)\n", - "\n", - " circuit = QuantumCircuit(num_qubits)\n", - " circuit.h(range(num_qubits))\n", - " for layer in range(depth // 2):\n", - " for qubit in range(0, num_qubits - 1, 2):\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(1, num_qubits - 1, 2):\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(num_qubits):\n", - " circuit.rx(betas[layer], qubit)\n", - "\n", - " return circuit\n", - "\n", - "def produce_qaoa_parameters(num_layers, seed=None):\n", - " rng = default_rng(seed=seed)\n", - " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - "\n", - " params = []\n", - " for idx in range(len(betas)):\n", - " params.append(gammas[idx])\n", - " params.append(betas[idx])\n", - " return params" - ] - }, - { - "cell_type": "markdown", - "id": "841f4e16-2334-4c1b-b77f-cc7c028339e5", - "metadata": {}, - "source": [ - "Here we show an example of a 20 qubit $p=2$ QAOA circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "9f0fe181-1500-4e98-874e-0222e859d420", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "num_qubits = 20\n", - "p = 2\n", - "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", - "qaoa.draw('mpl', style='bw')" - ] - }, - { - "cell_type": "markdown", - "id": "1d2b5216-64df-4b5c-b53f-9c2b3df9557b", - "metadata": {}, - "source": [ - "#### First we look into the traditional QAOA without involving circuit cutting.\n", - "\n", - "For this notebook, we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. In the context of finding the maximum cut, the lower is the expectation value, the better it is.\n", - "\n", - "We initialize the initial set of parameters to some random value. We shall use these same initial parameters for noisy and cut versions as well." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "cb6d2636-e751-4779-a14f-abf1816fc708", - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.optimize import minimize\n", - "\n", - "init_params = produce_qaoa_parameters(p, seed=0)" - ] - }, - { - "cell_type": "markdown", - "id": "1dcdcb2c-54fa-4c9d-ac0d-85ee005042d9", - "metadata": {}, - "source": [ - "The resilience level is set to 0 so that no error mitigation is applied. This ensures that any improvement obtained henceforth is due to circuit cutting only." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "61c74485-c018-44e3-8335-907aadecccdb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['ZZIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIII', 'IIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIZZIIIIIII', 'IIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIZZIIIII', 'IIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIZZIII', 'IIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIZZ'],\n", - " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit_ibm_runtime import Estimator, Sampler, Options, Session, QiskitRuntimeService\n", - "from qiskit.quantum_info import SparsePauliOp\n", - "\n", - "options = Options()\n", - "options.execution.shots=4000\n", - "options.resilience_level=0\n", - "options.transpilation.skip_transpilation=True # this will ensure that the circuit is not transpiled after submission\n", - "\n", - "observable = SparsePauliOp(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", - "observable" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "f3226742-be6f-4314-b511-75bc91bcd950", - "metadata": {}, - "outputs": [], - "source": [ - "service = QiskitRuntimeService()\n", - "backend = service.get_backend('ibm_auckland')" - ] - }, - { - "cell_type": "markdown", - "id": "994dc448-3ff2-4007-9df4-e498359323d1", - "metadata": {}, - "source": [ - "We need to transpile the circuit before submission to Qiskit Runtime" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ba1ab971-5065-4212-a357-b41d52e690ce", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" - ] - }, - { - "data": { - "image/png": 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Lli2zpNzk5OScGwl9kZ3qQGHQH87Nacdfog78kxPrgJOdOXNG3bp104kTJwo1/6JFi/Tyyy97OSrAXD179lRSUlKh5t20aZMGDRrk5Yg8x6r+cHZ2tlasWGFJ2Z5gl3Nhdna2li9fbknZu3fv9tnkr2SfOvBPtk78Pf7440pKStLQoUM1btw4hYSE5EwbOXKk6tevr8zMTNWrVy/XOK5WGj9+vPr376/9+/d7Lfm3aNEiffvtt3K5XHr66afznKdOnTp6+eWXlZiYqNTUVKWnp2vFihXq1KmT0tPTdf/992v+/Pkej80sdevWVc+ePbV06VKtXLky17R33nlH8+bN05w5cy75RGRJlZqaetF38fHxioqKynP+8xeyP/30kyZNmqTs7Gz17dtXZ8+e1fTp01WqVCkvR2w+u9cB5LZo0SLt3LnTrWWmTp1a6ItioKTbtm2bFi1a5NYy8+bN85l3vMTHxzuy7OKyy7nw4MGDOe8nsgJ1oGSiP3xpdj7+EnWgMOxeB5DbN9984/YfZidPnpwzYhTg69avX69ffvnFrWVmzZqlv/76y0sReY5hGFwTFZFdzoW///67pX/Dog6UPLZN/G3dulWzZs3S5ZdfnudLLV0ulyIjIyUVPMxnly5d5HK5NHr0aI/ElJiYWOBn48aNGjx4sNq0aeOV5N/u3bvVq1cvSdJjjz2mVq1a5TnfCy+8oJEjR+raa69V+fLlFRQUpLZt22rRokW67bbbZBiGnnzySZ99jFc6l/z18/PTCy+8kPPdsmXLNHz4cM2ePVu1a9e2LrhiWLBggerWrZurY5KVlSV/f3+5XK58lzs/dM3w4cM1ZMgQrVy5MmfIG7uyax3AxSZPnuz2MidOnNCMGTO8EA1gvqIO+WHVUCHuOHbsmHbv3m1Z+QkJCZaV7Ql2OBdafQysLr+47FAH/on+cOHZ8fhL1AF32LUO4GJFuSY6fPiwvvrqKy9EA5hvypQpbi+TlZWlDz/80AvReNZff/2lQ4cOWVY+/WHrWX0MrC6/uOxQB/7JZfhy5qYAI0eO1NixYzV06FCNHz8+z3n69++vjz/+WGPHjtWIESMumj579mw98cQTSk5O1osvvljk5F90dHSxhoHq2LGjlixZUuTlz0tOTlbbtm31+++/66abbtK8efOKdNfijh07VL9+fUnnHnt39yIoKipKycnJbi2TnZ2dcyd3WlqagoOD3Vq+MPbu3avmzZvrxRdf1KOPPlqkdaSnp+c8WVqtWjX5+Xkmt+7O9qempmrw4MFq166dBg4cKOncMGRpaWm65ZZbCixny5YtioyM1JkzZ9SiRQv9+uuv8vf3L3Sc3tp+iTqA4jl48KCys7PdXi4oKEgVK1b0QkSAuf7+++8ive8hMDBQVapU8UJEnpOZmamUlJR8p69fv15Vq1bNd3rVqlUVEBCgzMzMAvsnycnJat68+UXf+/v7F7h+TzHjPCgV/1xoxXkwPT09zyd7pEsff6n4deCyyy5TpUqV3Iq5KJxeB5zaHzbruJ/nif7whTy5P5xaBy7kC9dEXA+VXH/++WeRlgsODlaFChU8GwxggZSUFGVmZrq9XOnSpVW5cmUvROQ5Z86c0d9//53nNDP6wwEBAQoLC3Mv6CJwen+4IGlpafm+k9KMOmDWucIJdeDCbYyIiNCGDRvcLl+SAoq0lA/48ccfJUkdOnTId57zQxzk9cTf8ePHNWTIEL3xxhuKjY31SExdunQp9COh27dv12+//SZJuvHGG4td9pEjR3TTTTfp999/V+vWrfXtt98WeaiSq6++WpUqVdKRI0e0c+dOtxN/ycnJRe5wektGRoa6d++ubt26eeQCV5JlQ05VqFBB9913nyZNmpRzkfvTTz/lmdz+p3Llyql06dI6c+aMOnfu7NYF7j9ZOeRWUdipDsBzMjIylJGRYXUYgGXOnDlT4s7Z7qpatarCw8MvOV9AQECh5vunrKwsn99H53n6XFgSzoOFPf5S0evAyZMnqQP5oD9sfRtwhzf6wxcyc39QB4rGLr8B8Kz09HSlp6dbHQZgmdOnT/t0X8+M/nBmZqZP76ML2fFcaEYdsNO5oiTVgYJucr4U2yb+9u3bJ0n5PoZ5+vRprV27VlLeib+RI0eqXr166tWrl8cSf5MnTy7UY6Hx8fHq2LGjJGn06NF69tlni1Xu8ePH1blzZ23evFnNmjXT/Pnziz0m7fmkYVHulCnKXfEXZrq94euvv9bGjRu1c+dOzZo166LpW7duVa1atdxap7fucC6MG2+8Uffff79OnDihsmXL6tSpUypTpkyByxiGoQceeECnTp1Sw4YNNW7cOPXs2VMNGjQoUszevLvVG0p6HUDx8MQfnK6oT/z5wt2tl3ri71KjDLhzZ2NerHjiz1s8fS406zyYkZGho0eP5jmtMKNMFLcOWPHEn7eU5Drg1P6wGcf9PG/0hy/kySf+CsMudeBCvnZNxPVQyfLXX38V6XUtISEhKl++vBciAsx16NAhnT171u3lypQpo9DQUC9E5Dlnz57Nd6hPM/rDVjzx5y2+ei4s6Ik/M+qAFU/8eYvVdcAwjJzzdbVq1Qq9XF4rsqWyZcsakoz169fnOX3q1KmGJCM0NPSiaevXrzdKly5tbNmyxTAMw5BkvPjii0WOpX379oYk448//rjkvPHx8UbFihUNScbo0aOLXOZ56enpRtu2bQ1JRoMGDYy///672Os8dOiQ4XK5DEnGypUri72+wkhLSzMkGZKMtLQ0U8osCm/FWZT13nHHHcbs2bONrVu3Gh9//PEl53/33XcNScZLL71kbN++3ShTpozRokULIzMz06txloR1e5KvxOk0/fv3zzku7nzmzJljdeiAR7z66qtFagNvvPGG1aFf0smTJ42AgIAibZ8kIykpyTAMw0hKSirS8u3atTNlO33l/GJFnMuWLSvy8fdEHRg5cqQp2+n0OuDU/rCvHPf8eDJ+p9YBs9btKb4Qo1Pdc889RTrP/fjjj1aHDnjEc889V6Q28P7771sd+iUdOXLE0v7wLbfcYsp2+so5xoo4v/vuO0vrwGuvvWbKdlIHCs+2t16dv/M6Li7uomlJSUk5Q3xcc801uaZlZWXp4Ycf1qOPPqpGjRp5P9B/+PTTT3X06FGNHj1aL774YrHWdebMGd1+++1auXKlrrzySi1dutQjd+2PHz9ehmGofPnyatGiRbHXB+/o1q2b5s6dq/nz5ysmJqbAeXfv3q3hw4crMjJSI0aM0NVXX60xY8Zo3bp1ev31102KGPCeQYMGub1MrVq1Ltl2AF/Rv39/BQYGurVMmTJl1LdvX+8E5EFlypSxpM92XmRkpGVl45ymTZtaWj51oOSiPwzqAPA/Rbkmql+/foGv0AF8ycCBA91+8qpcuXLq1auXlyLynIoVK6pOnTqWlU9/2HpWHwOry8fFbJv4Oz9U5tixY7Vz586c79esWaMbbrhBqampki4e5vPdd99VcnKyRo8e7bFY+vfvrzFjxhRquLgJEyZo7ty5xU76ZWVl6b777tMPP/yg8PBwLV26VNWrVy/UskuWLNGzzz6r3bt35/o+IyNDL730kv7zn/9IkkaMGOH2HxFhnpiYGC1evFh//fWXqlSpku982dnZ6tu3rzIzMzV9+nQFBJwbAXjo0KFq1aqVRo8era1bt5oVNuAVzZo1U9euXd1a5tlnny3WO12AkqRKlSp6+OGH3VrmkUceKfFD2pwXFRVlWdlc4FivfPnyqlevnmXlUwdKLvrDoA4A/9OuXTu1bdvWrWVGjhwpl8vlpYgAc9WqVUt9+vRxa5knn3xSwcHBXorIs6zsk1p5PYZzqlevbsorKPLDNVHJY9vE37PPPquKFSsqKSlJjRo1UpMmTVS3bl21atVKDRo0UJs2bSTlTvwdPnxYo0aN0gsvvKDMzEylpqbmJAhPnTql1NTUIr0jqnfv3nr++ecLNSa6n5+funXr5nYZ/zR79mx9/fXXkqTAwEDFxsaqTZs2eX7+OTZvenq6xo0bp7p166p69epq3ry5IiMjVblyZb344osyDEMDBgzQM888U+w44T2hoaFq2LDhJcfYnjBhglatWqWXXnop1xMTfn5+mjZtmvz8/NS3b19lZWV5O2TAqz7//PNCd0SefPJJt5MkQEn3xhtv6NZbby3UvN27d8+50ccXWPV0bqlSpdSpUydLykZuVtWBJk2aqGbNmpaUjUujPwzqAPA/LpdL33zzTaFHSnjhhRcUGxvr5agAc02ePFk33nhjoeaNjY3VCy+84OWIPMeq/nBwcLDat29vSdnIzao6cP311xfqgSeYzJIBRk2yZcsWo2vXrkZISIhRtmxZo2XLlsbUqVON7Oxso1q1aoYkIyEhIWf+DRs2XHK82l27dlm4RYX3ySefFHoM3n++e3D//v3G888/b9x4443GFVdcYQQFBRmlS5c2atWqZfTo0cNYunSp6dtTEsbFLYyS9E4TwzCMDz/80Ni+fXu+07du3WqUKVPGaNmyZb7vrRg/frwhyXjllVe8FmdhOL0OwDNOnDhhPPTQQ0aZMmXy/D2sXr26MXHiRCM7O9vqUAGvOHv2rPHcc88Z5cuXz7MNVKhQwXj++efdepdRSXD27FkjPDzc9HcZ3HfffaZto6+cX6yKc+fOnZa8z2LKlCmmbaPT64BT+8O+ctzzY/U7/gzD9+uAWev2FF+I0emOHj1q9O7d2wgMDMzz3FarVi3jo48+sjpMwGtOnTplPPnkk0ZISEiebSA0NNR45ZVXjKysLKtDdcvJkyeNSpUqmd4fHjhwoGnb6CvnGKvijI+Pt+SaaMaMGaZtI3Wg8FyGYRhymCNHjig0NFQBAQFKS0tT6dKlJUlpaWl5vhOwQ4cO6tOnj/r27avrrrtOl112mdkhO156erpCQkIknTtOJfUxe2/F6fTt9/a6PclX4nS6I0eOaNq0aYqPj1dGRoYqVKigmJgYdevWTaVKlbI6PMDr0tPTNXP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- "text/plain": [ - "
" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", - "\n", - "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", - "trans_qaoa = pm.run(qaoa)\n", - "trans_qaoa.draw('mpl',style='bw',idle_wires=False)" - ] - }, - { - "cell_type": "markdown", - "id": "17164c12-08c0-4d37-96b5-acd8279cebbc", - "metadata": {}, - "source": [ - "Note that when the circuit is transpiled, it is possible that the ordering of the qubits are changed due to qubit selection, or insertion of swap gates. It is necessary to permute the observables to conform to this transpiled ordering of qubits.\n", - "\n", - "First we find out the final qubit indexing after transpilation" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "25f7ef87-981f-4a25-b2c5-7691e59693e5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[18, 21, 23, 24, 25, 22, 19, 16, 14, 13, 12, 10, 7, 4, 1, 2, 3, 5, 8, 9]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "final_layout = trans_qaoa.layout.final_index_layout()\n", - "final_layout" - ] - }, - { - "cell_type": "markdown", - "id": "b844a01a-0200-4083-b239-3cd88da049d3", - "metadata": {}, - "source": [ - "Now we can permute the observable according to this layout. Note that the observables are now stretched to conform to the number of qubits in the backend, and the Z operators are permuted to match the final layout after placement." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "85072379-902a-4f17-b621-f52a00c59621", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIZIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIZIIZI', 'IIIIIIIIIIIIIIIIIIIZIIZIIII', 'IIIIIIIIIIIIIIIIZIIZIIIIIII', 'IIIIIIIIIIIIIIZIZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII', 'IIIIIIIIIIZIZIIIIIIIIIIIIII', 'IIIIIIIZIIZIIIIIIIIIIIIIIII', 'IIIIZIIZIIIIIIIIIIIIIIIIIII', 'IZIIZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIZIIIIIIIIIIIIIIIIIIIII', 'IIIIIZIIZIIIIIIIIIIIIIIIIII'],\n", - " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", - "trans_obs" - ] - }, - { - "cell_type": "markdown", - "id": "218ad07c-1578-47be-a21e-9ffd58dcbf6b", - "metadata": {}, - "source": [ - "#### Now to run the optimization\n", - "\n", - "Note that the number of optimization loops can be significantly high for a 20-qubit QAOA. Therefore, we shall truncate the number of loops to 10, both for cut and uncut, for brevity.\n", - "\n", - "P.S. In order to run the entire optimization process, the user should remove options={'maxiter':10} from the code below." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "621fbf85-8136-4ea1-8ead-913af8666bac", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_expval(params, circuit, estimator, observable):\n", - " if circuit.num_clbits == 0:\n", - " circuit.measure_all()\n", - "\n", - " circuit = circuit.assign_parameters(params)\n", - "\n", - " expval = estimator.run(circuit, observable).result().values[0]\n", - "\n", - " return expval" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", - "metadata": {}, - "outputs": [], - "source": [ - "with Session(backend=backend):\n", - " estimator = Estimator(options=options)\n", - " res = minimize(\n", - " calculate_expval, init_params, args=(trans_qaoa.copy(),estimator,trans_obs), method=\"cobyla\", options={'maxiter':10}\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -5.1045\n", - " x: [-3.622e+00 3.718e-01 -1.849e+00 -2.152e+00]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", - "metadata": {}, - "source": [ - "### Optimize" - ] - }, - { - "cell_type": "markdown", - "id": "d4e27c33-8b4b-4cce-bcc9-fde578f1dd8f", - "metadata": {}, - "source": [ - "Now we leverage circuit cutting to improve the performance of QAOA." - ] - }, - { - "cell_type": "markdown", - "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", - "metadata": {}, - "source": [ - "#### 1. Cut the circuit into smaller subcircuits" - ] - }, - { - "cell_type": "markdown", - "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", - "metadata": {}, - "source": [ - "First we cut the circuit into smaller subcircuits. For this example, we stick to only 2 subcircuits. However, it is possible to partition the circuit into more subcircuits as well. In order to cut the circuit, we use the Circuit Knitting Toolbox from Qiskit Ecosystem. In particular, for this notebook we shall use the CutQc method to automatically find the cut location [2].\n", - "\n", - "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. Guide for installation of this package is provided here. The installation also includes the free version of CPLEX which is required for the automated cut finding used below. For bigger circuits, involving many cuts, the free version of CPLEX may not be sufficient." - ] - }, - { - "cell_type": "markdown", - "id": "17ebaf17-5d75-4df4-bff1-99802cb5b4ee", - "metadata": {}, - "source": [ - "Here we assign the maximum number of subcircuits to 2, and the maximum width of each subcircuit is set to num_qubits/2 + 2, i.e., each subcircuit should be roughly equal in size. The authors can refer to the How-to guides on Circuit Knitting Toolbox for more information on this.\n", - "\n", - "We shall also use the transpiled circuit template trans_qaoa for cutting so that the subcircuits are inherently transpiled." - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Exporting as a LP file to let you check the model that will be solved : inf \n", - "Version identifier: 22.1.1.0 | 2022-11-28 | 9160aff4d\n", - "CPXPARAM_Read_DataCheck 1\n", - "CPXPARAM_TimeLimit 300\n", - "Warning: Non-integral bounds for integer variables rounded.\n", - "Tried aggregator 3 times.\n", - "MIP Presolve eliminated 37 rows and 8 columns.\n", - "MIP Presolve modified 7 coefficients.\n", - "Aggregator did 271 substitutions.\n", - "Reduced MIP has 1086 rows, 367 columns, and 3167 nonzeros.\n", - "Reduced MIP has 361 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", - "Presolve time = 0.02 sec. (5.37 ticks)\n", - "Probing time = 0.00 sec. (2.83 ticks)\n", - "Cover probing fixed 0 vars, tightened 2 bounds.\n", - "Tried aggregator 1 time.\n", - "MIP Presolve eliminated 0 rows and 106 columns.\n", - "Reduced MIP has 1086 rows, 261 columns, and 3167 nonzeros.\n", - "Reduced MIP has 255 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", - "Presolve time = 0.01 sec. (2.00 ticks)\n", - "Probing time = 0.00 sec. (2.04 ticks)\n", - "Tried aggregator 1 time.\n", - "Detecting symmetries...\n", - "MIP Presolve eliminated 0 rows and 2 columns.\n", - "Reduced MIP has 1086 rows, 259 columns, and 3167 nonzeros.\n", - "Reduced MIP has 253 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", - "Presolve time = 0.01 sec. (2.45 ticks)\n", - "Probing time = 0.00 sec. (1.81 ticks)\n", - "Clique table members: 728.\n", - "MIP emphasis: balance optimality and feasibility.\n", - "MIP search method: dynamic search.\n", - "Parallel mode: deterministic, using up to 10 threads.\n", - "Root relaxation solution time = 0.03 sec. (4.26 ticks)\n", - "\n", - " Nodes Cuts/\n", - " Node Left Objective IInf Best Integer Best Bound ItCnt Gap\n", - "\n", - " 0 0 0.8889 41 0.8889 110 \n", - " 0 0 1.2963 49 Cuts: 2 161 \n", - " 0 0 2.0000 45 Cuts: 27 228 \n", - " 0 0 2.0000 45 Cuts: 31 242 \n", - " 0 0 2.0000 46 Cuts: 35 265 \n", - "* 0+ 0 3.0000 2.0000 33.33%\n", - " 0 0 cutoff 3.0000 3.0000 265 0.00%\n", - "Elapsed time = 0.16 sec. (124.07 ticks, tree = 0.01 MB, solutions = 1)\n", - "\n", - "Implied bound cuts applied: 80\n", - "Zero-half cuts applied: 3\n", - "Gomory fractional cuts applied: 2\n", - "\n", - "Root node processing (before b&c):\n", - " Real time = 0.16 sec. (124.11 ticks)\n", - "Parallel b&c, 10 threads:\n", - " Real time = 0.00 sec. (0.00 ticks)\n", - " Sync time (average) = 0.00 sec.\n", - " Wait time (average) = 0.00 sec.\n", - " ------------\n", - "Total (root+branch&cut) = 0.16 sec. (124.11 ticks)\n" - ] - } - ], - "source": [ - "from math import ceil\n", - "from circuit_knitting.cutting.cutqc import cut_circuit_wires\n", - "\n", - "cuts = cut_circuit_wires(\n", - " circuit=qaoa,\n", - " method=\"automatic\",\n", - " max_subcircuit_width=ceil(qaoa.num_qubits/2) + 2,\n", - " max_cuts=3,\n", - " num_subcircuits=[2],\n", - " verbose=False\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", - "metadata": {}, - "source": [ - "##### We can check the two subcircuits produced by this method, and note that each of them have fewer qubit and gate count. Therefore, each subcircuit is expected to be less amenable to noise than the original circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cuts['subcircuits'][0].draw('mpl',style='bw')" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cuts['subcircuits'][1].draw('mpl',style='bw')" - ] - }, - { - "cell_type": "markdown", - "id": "de15dfe0-dba6-4843-b90d-70b9e19608d2", - "metadata": {}, - "source": [ - "#### 2. Optimizing the overhead of cutting\n", - "\n", - "Note that QAOA, and similar variational algorithms, execute the same circuit template multiple times with updated parameters till convergence. Since the cut depends on the structure of the circuit, and not on the parameter values, we can cut the template circuit only once, and update the parameters in every instance. The reconstruction, nevertheless, needs to be performed for each instance since the outcome depends on the parameter values.\n", - "\n", - "First we shall transpile the two subcircuits in order to avoid doing so in every step of the QAOA optimization." - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "31306e15-1628-423d-9089-4df8305f1750", - "metadata": {}, - "outputs": [], - "source": [ - "cuts['subcircuits'][0] = pm.run(cuts['subcircuits'][0])\n", - "cuts['subcircuits'][1] = pm.run(cuts['subcircuits'][1])" - ] - }, - { - "cell_type": "markdown", - "id": "d3fe4d8f-462b-4ec6-8391-a573e221cea7", - "metadata": {}, - "source": [ - "Since we have partitioned the template circuit, it is necessary to keep a track of which parameter is in which subcircuit. For this particular example, there are in total 4 parameters in the original circuit, and all of them are in both subcircuits. However, for general cases, this may not be the scenario." - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "d337112c-6572-4e9d-8816-9fbcb5ad6cc8", - "metadata": {}, - "outputs": [], - "source": [ - "params_ckt0 = list(cuts['subcircuits'][0].parameters)\n", - "params_ckt1 = list(cuts['subcircuits'][1].parameters)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "e5cfbe8c-3a10-421b-9029-c8ed9fdd30d4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Parameters in the 1st subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n", - "Parameters in the 2nd subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n" - ] - } - ], - "source": [ - "print(\"Parameters in the 1st subcircuit are \",list(params_ckt0))\n", - "print(\"Parameters in the 2nd subcircuit are \",list(params_ckt1))" - ] - }, - { - "cell_type": "markdown", - "id": "d1a7e68a-3bc5-4d82-aaa1-00fd4163ae3a", - "metadata": {}, - "source": [ - "### Run and postprocess" - ] - }, - { - "cell_type": "markdown", - "id": "2a91e801-4364-4bfa-bad4-aed35e86038d", - "metadata": {}, - "source": [ - "Now, we run the QAOA algorithm with circuit cutting. Note that each of the two subcircuits is executed independently, and the results from them are combined classically. In this notebook, we use the same hardware to run both the subcircuits sequentially. However, they can be executed on two different hardware, thus parallelizing the process [6,7].\n", - "\n", - "Note that, in this approach the two distributions are combined classically, and not two expectation values. Therefore, for this approach, we shall use the sampler, and manually calculate the expectation value from the count distribution as a postprocessing step." - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "id": "ad0c2cb9-5e5b-4cc9-8c2e-9c6e3501aaf0", - "metadata": {}, - "outputs": [], - "source": [ - "from circuit_knitting.cutting.cutqc import evaluate_subcircuits\n", - "from circuit_knitting.cutting.cutqc import reconstruct_full_distribution\n", - "from qiskit.result import sampled_expectation_value\n", - "\n", - "def calculate_cut_expval(params, circuit, cuts, service, options, observable):\n", - " cuts['subcircuits'][0].assign_parameters(params, inplace=True)\n", - " cuts['subcircuits'][1].assign_parameters(params, inplace=True)\n", - "\n", - " subcircuit_instance_probabilities = evaluate_subcircuits(cuts,\n", - " service=service,\n", - " backend_names=['ibm_auckland']*2,\n", - " options=options,\n", - " )\n", - " reconstructed_probabilities = reconstruct_full_distribution(\n", - " circuit, subcircuit_instance_probabilities, cuts\n", - " )\n", - "\n", - " prob_dict = {}\n", - "\n", - " for idx, prob in enumerate(reconstructed_probabilities):\n", - " prob_dict[bin(idx)[2:].zfill(circuit.num_qubits)] = prob\n", - "\n", - " expval = sampled_expectation_value(prob_dict, observable)\n", - "\n", - " return expval" - ] - }, - { - "cell_type": "markdown", - "id": "180cc323-460d-4b55-b325-453d94b3d0db", - "metadata": {}, - "source": [ - "Note that we need to pass the transpiled observable trans_obs, and the copy of the cuts dictionary. This is necessary because the original cuts dictionary contains template circuits, and during execution actual parameter values will be assigned. The original template needs to be retained to ensure seamless assignment of parameter in every loop of optimization." - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "032e3e64-5f50-488a-a087-c3d0246d1db6", - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Qubit(QuantumRegister(12, 'q'), 10) is not in list", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[73], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mminimize\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mcalculate_cut_expval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minit_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtrans_qaoa\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcuts\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrans_obs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcobyla\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmaxiter\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m}\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_minimize.py:716\u001b[0m, in \u001b[0;36mminimize\u001b[0;34m(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)\u001b[0m\n\u001b[1;32m 713\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_tnc(fun, x0, args, jac, bounds, callback\u001b[38;5;241m=\u001b[39mcallback,\n\u001b[1;32m 714\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n\u001b[1;32m 715\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcobyla\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 716\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43m_minimize_cobyla\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconstraints\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallback\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 717\u001b[0m \u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 718\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mslsqp\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 719\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_slsqp(fun, x0, args, jac, bounds,\n\u001b[1;32m 720\u001b[0m constraints, callback\u001b[38;5;241m=\u001b[39mcallback, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:35\u001b[0m, in \u001b[0;36msynchronized..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _module_lock:\n\u001b[0;32m---> 35\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:278\u001b[0m, in \u001b[0;36m_minimize_cobyla\u001b[0;34m(fun, x0, args, constraints, rhobeg, tol, maxiter, disp, catol, callback, bounds, **unknown_options)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_jac\u001b[39m(x, \u001b[38;5;241m*\u001b[39margs):\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 278\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43m_prepare_scalar_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjac\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_jac\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcalcfc\u001b[39m(x, con):\n\u001b[1;32m 281\u001b[0m f \u001b[38;5;241m=\u001b[39m sf\u001b[38;5;241m.\u001b[39mfun(x)\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_optimize.py:383\u001b[0m, in \u001b[0;36m_prepare_scalar_function\u001b[0;34m(fun, x0, jac, args, bounds, epsilon, finite_diff_rel_step, hess)\u001b[0m\n\u001b[1;32m 379\u001b[0m bounds \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39minf, np\u001b[38;5;241m.\u001b[39minf)\n\u001b[1;32m 381\u001b[0m \u001b[38;5;66;03m# ScalarFunction caches. Reuse of fun(x) during grad\u001b[39;00m\n\u001b[1;32m 382\u001b[0m \u001b[38;5;66;03m# calculation reduces overall function evaluations.\u001b[39;00m\n\u001b[0;32m--> 383\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43mScalarFunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhess\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 384\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinite_diff_rel_step\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepsilon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sf\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:158\u001b[0m, in \u001b[0;36mScalarFunction.__init__\u001b[0;34m(self, fun, x0, args, grad, hess, finite_diff_rel_step, finite_diff_bounds, epsilon)\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m fun_wrapped(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx)\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_fun_impl \u001b[38;5;241m=\u001b[39m update_fun\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# Gradient evaluation\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(grad):\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:251\u001b[0m, in \u001b[0;36mScalarFunction._update_fun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_update_fun\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated:\n\u001b[0;32m--> 251\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:155\u001b[0m, in \u001b[0;36mScalarFunction.__init__..update_fun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mupdate_fun\u001b[39m():\n\u001b[0;32m--> 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m \u001b[43mfun_wrapped\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:137\u001b[0m, in \u001b[0;36mScalarFunction.__init__..fun_wrapped\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnfev \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Send a copy because the user may overwrite it.\u001b[39;00m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;66;03m# Overwriting results in undefined behaviour because\u001b[39;00m\n\u001b[1;32m 136\u001b[0m \u001b[38;5;66;03m# fun(self.x) will change self.x, with the two no longer linked.\u001b[39;00m\n\u001b[0;32m--> 137\u001b[0m fx \u001b[38;5;241m=\u001b[39m \u001b[43mfun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 138\u001b[0m \u001b[38;5;66;03m# Make sure the function returns a true scalar\u001b[39;00m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39misscalar(fx):\n", - "Cell \u001b[0;32mIn[72], line 9\u001b[0m, in \u001b[0;36mcalculate_cut_expval\u001b[0;34m(params, circuit, cuts, service, options, observable)\u001b[0m\n\u001b[1;32m 6\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 7\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m----> 9\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m \u001b[43mevaluate_subcircuits\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43mbackend_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mibm_auckland\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 14\u001b[0m reconstructed_probabilities \u001b[38;5;241m=\u001b[39m reconstruct_full_distribution(\n\u001b[1;32m 15\u001b[0m circuit, subcircuit_instance_probabilities, cuts\n\u001b[1;32m 16\u001b[0m )\n\u001b[1;32m 18\u001b[0m prob_dict \u001b[38;5;241m=\u001b[39m {}\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:144\u001b[0m, in \u001b[0;36mevaluate_subcircuits\u001b[0;34m(cuts, service, backend_names, options)\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(backends_list) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(options_list):\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[1;32m 139\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe list of backend names is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(backends_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m), \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 140\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbut the list of options is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(options_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m). \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt is ambiguous how these options should be applied.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 142\u001b[0m )\n\u001b[0;32m--> 144\u001b[0m _, _, subcircuit_instances \u001b[38;5;241m=\u001b[39m \u001b[43m_generate_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 146\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m _run_subcircuits(\n\u001b[1;32m 147\u001b[0m cuts,\n\u001b[1;32m 148\u001b[0m subcircuit_instances,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 151\u001b[0m options\u001b[38;5;241m=\u001b[39moptions_list,\n\u001b[1;32m 152\u001b[0m )\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m subcircuit_instance_probabilities\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:286\u001b[0m, in \u001b[0;36m_generate_metadata\u001b[0;34m(cuts)\u001b[0m\n\u001b[1;32m 266\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_generate_metadata\u001b[39m(cuts: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any]) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[\n\u001b[1;32m 267\u001b[0m \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 268\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;28mstr\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, Sequence[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]]]]],\n\u001b[1;32m 269\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[Any, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]], \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 270\u001b[0m ]:\n\u001b[1;32m 271\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \u001b[38;5;124;03m Generate metadata used to execute subcircuits and reconstruct probabilities of original circuit.\u001b[39;00m\n\u001b[1;32m 273\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;124;03m containing indexes for each of the subcircuits\u001b[39;00m\n\u001b[1;32m 281\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 282\u001b[0m (\n\u001b[1;32m 283\u001b[0m summation_terms,\n\u001b[1;32m 284\u001b[0m subcircuit_entries,\n\u001b[1;32m 285\u001b[0m subcircuit_instances,\n\u001b[0;32m--> 286\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_summation_terms\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuits\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuits\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43mcomplete_path_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcomplete_path_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_cuts\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnum_cuts\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m summation_terms, subcircuit_entries, subcircuit_instances\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:286\u001b[0m, in \u001b[0;36mgenerate_summation_terms\u001b[0;34m(subcircuits, complete_path_map, num_cuts)\u001b[0m\n\u001b[1;32m 281\u001b[0m subcircuit_entry_idx, kronecker_term \u001b[38;5;241m=\u001b[39m subcircuit_entries[\n\u001b[1;32m 282\u001b[0m subcircuit_idx\n\u001b[1;32m 283\u001b[0m ][subcircuit_entry_key]\n\u001b[1;32m 284\u001b[0m \u001b[38;5;66;03m# print('Already in, subcircuit_entry {:d} : {}'.format(subcircuit_entry_idx,kronecker_term))\u001b[39;00m\n\u001b[1;32m 285\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 286\u001b[0m subcircuit_full_label \u001b[38;5;241m=\u001b[39m \u001b[43mfill_label\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuits\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_labels\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43mO_rho_pairs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mO_rho_pairs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 292\u001b[0m \u001b[38;5;66;03m# print('Full label :',subcircuit_full_label)\u001b[39;00m\n\u001b[1;32m 293\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(subcircuit_full_label) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m2\u001b[39m:\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:142\u001b[0m, in \u001b[0;36mfill_label\u001b[0;34m(subcircuit_idx, subcircuit, subcircuit_label, O_rho_pairs)\u001b[0m\n\u001b[1;32m 140\u001b[0m subcircuit_meas_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rho_qubit[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msubcircuit_idx\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m subcircuit_idx:\n\u001b[0;32m--> 142\u001b[0m qubit_idx \u001b[38;5;241m=\u001b[39m \u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mqubits\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrho_qubit\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuit_qubit\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 143\u001b[0m init[qubit_idx] \u001b[38;5;241m=\u001b[39m subcircuit_label[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minit\u001b[39m\u001b[38;5;124m\"\u001b[39m][subcircuit_init_label_counter]\n\u001b[1;32m 144\u001b[0m subcircuit_init_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", - "\u001b[0;31mValueError\u001b[0m: Qubit(QuantumRegister(12, 'q'), 10) is not in list" - ] - } - ], - "source": [ - "res = minimize(\n", - " calculate_cut_expval, init_params, args=(trans_qaoa, cuts.copy(), service, options, trans_obs), method=\"cobyla\", options={'maxiter':10}\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "02678952-600e-46a8-8caa-faa041fcdce7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -6.292421124586673\n", - " x: [-3.778e+00 -2.192e-01 -2.178e+00 -2.589e+00]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "865b684d-34ac-48f2-8124-26ead136a2d2", - "metadata": {}, - "source": [ - "### Inference" - ] - }, - { - "cell_type": "markdown", - "id": "53bccce5-2348-495b-9b42-0002e0052611", - "metadata": {}, - "source": [ - "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 10 steps of iteration, the uncut QAOA reached an objective function of -4.9565 whereas the cut QAOA reached -6.2924. This shows that cutting itself can suppress the effect of noise.\n", - "\n", - "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process.\n", - "\n", - "Word of caution\n", - "\n", - "The postprocessing time scales exponentially with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high postprocessing time, which may not be practical for most cases. Therefore, circuit cutting should be used only when the number of cuts is small." - ] - }, - { - "cell_type": "markdown", - "id": "66bffbc1-8ab0-4890-b306-439699f511dd", - "metadata": {}, - "source": [ - "References\n", - "\n", - "
    \n", - "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", - "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", - "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", - "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", - "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", - "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", - "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'qiskit.tools'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[74], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mqiskit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mjupyter\u001b[39;00m\n\u001b[1;32m 3\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_version_table\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_copyright\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'qiskit.tools'" - ] - } - ], - "source": [ - "import qiskit.tools.jupyter\n", - "\n", - "%qiskit_version_table\n", - "%qiskit_copyright" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "267a9fd3-db85-445d-88ca-66167ccafebc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 3ac8e8aac7864fca17c2866a2d5294c1414f7772 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar Date: Mon, 26 Feb 2024 13:13:24 +0530 Subject: [PATCH 04/21] docs: how-to guide on partial folding --- docs/notebooks/partial_folding.ipynb | 24 +++++++++++------------- 1 file changed, 11 insertions(+), 13 deletions(-) diff --git a/docs/notebooks/partial_folding.ipynb b/docs/notebooks/partial_folding.ipynb index a62ea72..a49ab4e 100644 --- a/docs/notebooks/partial_folding.ipynb +++ b/docs/notebooks/partial_folding.ipynb @@ -704,27 +704,25 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 3, "id": "1b1dfbb3-3442-45dc-b654-3d6686e38628", "metadata": {}, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'qiskit.tools'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[27], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mqiskit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mjupyter\u001b[39;00m\n\u001b[1;32m 3\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_version_table\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_copyright\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'qiskit.tools'" - ] + "data": { + "text/plain": [ + "'1.0.1'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "import qiskit.tools.jupyter\n", + "from qiskit import __version__\n", "\n", - "%qiskit_version_table\n", - "%qiskit_copyright" + "__version__" ] }, { From 613e7bbee0574b0a09cc50969605253bb60e6c54 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar Date: Mon, 26 Feb 2024 13:20:11 +0530 Subject: [PATCH 05/21] feat: removed wire cutting how-to guide --- docs/notebooks/docplex_cutter.lp | 3078 ----------------- .../wire_cutting(FATAL_NOT_WORKING).ipynb | 865 ----- 2 files changed, 3943 deletions(-) delete mode 100644 docs/notebooks/docplex_cutter.lp delete mode 100644 docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb diff --git a/docs/notebooks/docplex_cutter.lp b/docs/notebooks/docplex_cutter.lp deleted file mode 100644 index 1b13aa4..0000000 --- a/docs/notebooks/docplex_cutter.lp +++ /dev/null @@ -1,3078 +0,0 @@ -\ This file has been generated by DOcplex -\ ENCODING=ISO-8859-1 -\Problem name: docplex_cutter - -Minimize - obj: num_cuts -Subject To - cons_vertex_0: bin_sc_0_vx_0 + bin_sc_1_vx_0 = 1 - cons_vertex_1: bin_sc_0_vx_1 + bin_sc_1_vx_1 = 1 - cons_vertex_2: bin_sc_0_vx_2 + bin_sc_1_vx_2 = 1 - cons_vertex_3: bin_sc_0_vx_3 + bin_sc_1_vx_3 = 1 - cons_vertex_4: bin_sc_0_vx_4 + bin_sc_1_vx_4 = 1 - cons_vertex_5: bin_sc_0_vx_5 + bin_sc_1_vx_5 = 1 - cons_vertex_6: bin_sc_0_vx_6 + bin_sc_1_vx_6 = 1 - cons_vertex_7: bin_sc_0_vx_7 + bin_sc_1_vx_7 = 1 - cons_vertex_8: bin_sc_0_vx_8 + bin_sc_1_vx_8 = 1 - cons_vertex_9: bin_sc_0_vx_9 + bin_sc_1_vx_9 = 1 - cons_vertex_10: bin_sc_0_vx_10 + bin_sc_1_vx_10 = 1 - cons_vertex_11: bin_sc_0_vx_11 + bin_sc_1_vx_11 = 1 - cons_vertex_12: bin_sc_0_vx_12 + bin_sc_1_vx_12 = 1 - cons_vertex_13: bin_sc_0_vx_13 + bin_sc_1_vx_13 = 1 - cons_vertex_14: bin_sc_0_vx_14 + bin_sc_1_vx_14 = 1 - cons_vertex_15: bin_sc_0_vx_15 + bin_sc_1_vx_15 = 1 - cons_vertex_16: bin_sc_0_vx_16 + bin_sc_1_vx_16 = 1 - cons_vertex_17: bin_sc_0_vx_17 + bin_sc_1_vx_17 = 1 - cons_vertex_18: bin_sc_0_vx_18 + bin_sc_1_vx_18 = 1 - cons_vertex_19: bin_sc_0_vx_19 + bin_sc_1_vx_19 = 1 - cons_vertex_20: bin_sc_0_vx_20 + bin_sc_1_vx_20 = 1 - cons_vertex_21: bin_sc_0_vx_21 + bin_sc_1_vx_21 = 1 - cons_vertex_22: bin_sc_0_vx_22 + bin_sc_1_vx_22 = 1 - cons_vertex_23: bin_sc_0_vx_23 + bin_sc_1_vx_23 = 1 - cons_vertex_24: bin_sc_0_vx_24 + bin_sc_1_vx_24 = 1 - cons_vertex_25: bin_sc_0_vx_25 + bin_sc_1_vx_25 = 1 - cons_vertex_26: bin_sc_0_vx_26 + bin_sc_1_vx_26 = 1 - cons_vertex_27: bin_sc_0_vx_27 + bin_sc_1_vx_27 = 1 - cons_vertex_28: bin_sc_0_vx_28 + bin_sc_1_vx_28 = 1 - cons_vertex_29: bin_sc_0_vx_29 + bin_sc_1_vx_29 = 1 - cons_vertex_30: bin_sc_0_vx_30 + bin_sc_1_vx_30 = 1 - cons_vertex_31: bin_sc_0_vx_31 + bin_sc_1_vx_31 = 1 - cons_vertex_32: bin_sc_0_vx_32 + bin_sc_1_vx_32 = 1 - cons_vertex_33: bin_sc_0_vx_33 + bin_sc_1_vx_33 = 1 - cons_vertex_34: bin_sc_0_vx_34 + bin_sc_1_vx_34 = 1 - cons_vertex_35: bin_sc_0_vx_35 + bin_sc_1_vx_35 = 1 - cons_vertex_36: bin_sc_0_vx_36 + bin_sc_1_vx_36 = 1 - cons_vertex_37: bin_sc_0_vx_37 + bin_sc_1_vx_37 = 1 - cons_edge_0_1: - bin_sc_0_vx_0 - bin_sc_0_vx_3 + bin_sc_0_edg_0 <= 0 - cons_edge_0_2: - bin_sc_0_vx_0 + bin_sc_0_vx_3 + bin_sc_0_edg_0 >= 0 - cons_edge_0_3: bin_sc_0_vx_0 - bin_sc_0_vx_3 + bin_sc_0_edg_0 >= 0 - cons_edge_0_4: bin_sc_0_vx_0 + bin_sc_0_vx_3 + bin_sc_0_edg_0 <= 2 - cons_edge_1_1: - bin_sc_0_vx_0 - bin_sc_0_vx_2 + bin_sc_0_edg_1 <= 0 - cons_edge_1_2: - bin_sc_0_vx_0 + bin_sc_0_vx_2 + bin_sc_0_edg_1 >= 0 - cons_edge_1_3: bin_sc_0_vx_0 - bin_sc_0_vx_2 + bin_sc_0_edg_1 >= 0 - cons_edge_1_4: bin_sc_0_vx_0 + bin_sc_0_vx_2 + bin_sc_0_edg_1 <= 2 - cons_edge_2_1: - bin_sc_0_vx_1 - bin_sc_0_vx_5 + bin_sc_0_edg_2 <= 0 - cons_edge_2_2: - bin_sc_0_vx_1 + bin_sc_0_vx_5 + bin_sc_0_edg_2 >= 0 - cons_edge_2_3: bin_sc_0_vx_1 - bin_sc_0_vx_5 + bin_sc_0_edg_2 >= 0 - cons_edge_2_4: bin_sc_0_vx_1 + bin_sc_0_vx_5 + bin_sc_0_edg_2 <= 2 - cons_edge_3_1: - bin_sc_0_vx_1 - bin_sc_0_vx_2 + bin_sc_0_edg_3 <= 0 - cons_edge_3_2: - bin_sc_0_vx_1 + bin_sc_0_vx_2 + bin_sc_0_edg_3 >= 0 - cons_edge_3_3: bin_sc_0_vx_1 - bin_sc_0_vx_2 + bin_sc_0_edg_3 >= 0 - cons_edge_3_4: bin_sc_0_vx_1 + bin_sc_0_vx_2 + bin_sc_0_edg_3 <= 2 - cons_edge_4_1: - bin_sc_0_vx_2 - bin_sc_0_vx_6 + bin_sc_0_edg_4 <= 0 - cons_edge_4_2: - bin_sc_0_vx_2 + bin_sc_0_vx_6 + bin_sc_0_edg_4 >= 0 - cons_edge_4_3: bin_sc_0_vx_2 - bin_sc_0_vx_6 + bin_sc_0_edg_4 >= 0 - cons_edge_4_4: bin_sc_0_vx_2 + bin_sc_0_vx_6 + bin_sc_0_edg_4 <= 2 - cons_edge_5_1: - bin_sc_0_vx_2 - bin_sc_0_vx_3 + bin_sc_0_edg_5 <= 0 - cons_edge_5_2: - bin_sc_0_vx_2 + bin_sc_0_vx_3 + bin_sc_0_edg_5 >= 0 - cons_edge_5_3: bin_sc_0_vx_2 - bin_sc_0_vx_3 + bin_sc_0_edg_5 >= 0 - cons_edge_5_4: bin_sc_0_vx_2 + bin_sc_0_vx_3 + bin_sc_0_edg_5 <= 2 - cons_edge_6_1: - bin_sc_0_vx_3 - bin_sc_0_vx_7 + bin_sc_0_edg_6 <= 0 - cons_edge_6_2: - bin_sc_0_vx_3 + bin_sc_0_vx_7 + bin_sc_0_edg_6 >= 0 - cons_edge_6_3: bin_sc_0_vx_3 - bin_sc_0_vx_7 + bin_sc_0_edg_6 >= 0 - cons_edge_6_4: bin_sc_0_vx_3 + bin_sc_0_vx_7 + bin_sc_0_edg_6 <= 2 - cons_edge_7_1: - bin_sc_0_vx_4 - bin_sc_0_vx_9 + bin_sc_0_edg_7 <= 0 - cons_edge_7_2: - bin_sc_0_vx_4 + bin_sc_0_vx_9 + bin_sc_0_edg_7 >= 0 - cons_edge_7_3: bin_sc_0_vx_4 - bin_sc_0_vx_9 + bin_sc_0_edg_7 >= 0 - cons_edge_7_4: bin_sc_0_vx_4 + bin_sc_0_vx_9 + bin_sc_0_edg_7 <= 2 - cons_edge_8_1: - bin_sc_0_vx_4 - bin_sc_0_vx_5 + bin_sc_0_edg_8 <= 0 - cons_edge_8_2: - bin_sc_0_vx_4 + bin_sc_0_vx_5 + bin_sc_0_edg_8 >= 0 - cons_edge_8_3: bin_sc_0_vx_4 - bin_sc_0_vx_5 + bin_sc_0_edg_8 >= 0 - cons_edge_8_4: bin_sc_0_vx_4 + bin_sc_0_vx_5 + bin_sc_0_edg_8 <= 2 - cons_edge_9_1: - bin_sc_0_vx_5 - bin_sc_0_vx_10 + bin_sc_0_edg_9 <= 0 - cons_edge_9_2: - bin_sc_0_vx_5 + bin_sc_0_vx_10 + bin_sc_0_edg_9 >= 0 - cons_edge_9_3: bin_sc_0_vx_5 - bin_sc_0_vx_10 + bin_sc_0_edg_9 >= 0 - cons_edge_9_4: bin_sc_0_vx_5 + bin_sc_0_vx_10 + bin_sc_0_edg_9 <= 2 - cons_edge_10_1: - bin_sc_0_vx_5 - bin_sc_0_vx_6 + bin_sc_0_edg_10 <= 0 - cons_edge_10_2: - bin_sc_0_vx_5 + bin_sc_0_vx_6 + bin_sc_0_edg_10 >= 0 - cons_edge_10_3: bin_sc_0_vx_5 - bin_sc_0_vx_6 + bin_sc_0_edg_10 >= 0 - cons_edge_10_4: bin_sc_0_vx_5 + bin_sc_0_vx_6 + bin_sc_0_edg_10 <= 2 - cons_edge_11_1: - bin_sc_0_vx_6 - bin_sc_0_vx_11 + bin_sc_0_edg_11 <= 0 - cons_edge_11_2: - bin_sc_0_vx_6 + bin_sc_0_vx_11 + bin_sc_0_edg_11 >= 0 - cons_edge_11_3: bin_sc_0_vx_6 - bin_sc_0_vx_11 + bin_sc_0_edg_11 >= 0 - cons_edge_11_4: bin_sc_0_vx_6 + bin_sc_0_vx_11 + bin_sc_0_edg_11 <= 2 - cons_edge_12_1: - bin_sc_0_vx_6 - bin_sc_0_vx_7 + bin_sc_0_edg_12 <= 0 - cons_edge_12_2: - bin_sc_0_vx_6 + bin_sc_0_vx_7 + bin_sc_0_edg_12 >= 0 - cons_edge_12_3: bin_sc_0_vx_6 - bin_sc_0_vx_7 + bin_sc_0_edg_12 >= 0 - cons_edge_12_4: bin_sc_0_vx_6 + bin_sc_0_vx_7 + bin_sc_0_edg_12 <= 2 - cons_edge_13_1: - bin_sc_0_vx_8 - bin_sc_0_vx_13 + bin_sc_0_edg_13 <= 0 - cons_edge_13_2: - bin_sc_0_vx_8 + bin_sc_0_vx_13 + bin_sc_0_edg_13 >= 0 - cons_edge_13_3: bin_sc_0_vx_8 - bin_sc_0_vx_13 + bin_sc_0_edg_13 >= 0 - cons_edge_13_4: bin_sc_0_vx_8 + bin_sc_0_vx_13 + bin_sc_0_edg_13 <= 2 - cons_edge_14_1: - bin_sc_0_vx_8 - bin_sc_0_vx_9 + bin_sc_0_edg_14 <= 0 - cons_edge_14_2: - bin_sc_0_vx_8 + bin_sc_0_vx_9 + bin_sc_0_edg_14 >= 0 - cons_edge_14_3: bin_sc_0_vx_8 - bin_sc_0_vx_9 + bin_sc_0_edg_14 >= 0 - cons_edge_14_4: bin_sc_0_vx_8 + bin_sc_0_vx_9 + bin_sc_0_edg_14 <= 2 - cons_edge_15_1: - bin_sc_0_vx_9 - bin_sc_0_vx_14 + bin_sc_0_edg_15 <= 0 - cons_edge_15_2: - bin_sc_0_vx_9 + bin_sc_0_vx_14 + bin_sc_0_edg_15 >= 0 - cons_edge_15_3: bin_sc_0_vx_9 - bin_sc_0_vx_14 + bin_sc_0_edg_15 >= 0 - cons_edge_15_4: bin_sc_0_vx_9 + bin_sc_0_vx_14 + bin_sc_0_edg_15 <= 2 - cons_edge_16_1: - bin_sc_0_vx_9 - bin_sc_0_vx_10 + bin_sc_0_edg_16 <= 0 - cons_edge_16_2: - bin_sc_0_vx_9 + bin_sc_0_vx_10 + bin_sc_0_edg_16 >= 0 - cons_edge_16_3: bin_sc_0_vx_9 - bin_sc_0_vx_10 + bin_sc_0_edg_16 >= 0 - cons_edge_16_4: bin_sc_0_vx_9 + bin_sc_0_vx_10 + bin_sc_0_edg_16 <= 2 - cons_edge_17_1: - bin_sc_0_vx_10 - bin_sc_0_vx_15 + bin_sc_0_edg_17 <= 0 - cons_edge_17_2: - bin_sc_0_vx_10 + bin_sc_0_vx_15 + bin_sc_0_edg_17 >= 0 - cons_edge_17_3: bin_sc_0_vx_10 - bin_sc_0_vx_15 + bin_sc_0_edg_17 >= 0 - cons_edge_17_4: bin_sc_0_vx_10 + bin_sc_0_vx_15 + bin_sc_0_edg_17 <= 2 - cons_edge_18_1: - bin_sc_0_vx_10 - bin_sc_0_vx_11 + bin_sc_0_edg_18 <= 0 - cons_edge_18_2: - bin_sc_0_vx_10 + bin_sc_0_vx_11 + bin_sc_0_edg_18 >= 0 - cons_edge_18_3: bin_sc_0_vx_10 - bin_sc_0_vx_11 + bin_sc_0_edg_18 >= 0 - cons_edge_18_4: bin_sc_0_vx_10 + bin_sc_0_vx_11 + bin_sc_0_edg_18 <= 2 - cons_edge_19_1: - bin_sc_0_vx_12 - bin_sc_0_vx_17 + bin_sc_0_edg_19 <= 0 - cons_edge_19_2: - bin_sc_0_vx_12 + bin_sc_0_vx_17 + bin_sc_0_edg_19 >= 0 - cons_edge_19_3: bin_sc_0_vx_12 - bin_sc_0_vx_17 + bin_sc_0_edg_19 >= 0 - cons_edge_19_4: bin_sc_0_vx_12 + bin_sc_0_vx_17 + bin_sc_0_edg_19 <= 2 - cons_edge_20_1: - bin_sc_0_vx_12 - bin_sc_0_vx_13 + bin_sc_0_edg_20 <= 0 - cons_edge_20_2: - bin_sc_0_vx_12 + bin_sc_0_vx_13 + bin_sc_0_edg_20 >= 0 - cons_edge_20_3: bin_sc_0_vx_12 - bin_sc_0_vx_13 + bin_sc_0_edg_20 >= 0 - cons_edge_20_4: bin_sc_0_vx_12 + bin_sc_0_vx_13 + bin_sc_0_edg_20 <= 2 - cons_edge_21_1: - bin_sc_0_vx_13 - bin_sc_0_vx_18 + bin_sc_0_edg_21 <= 0 - cons_edge_21_2: - bin_sc_0_vx_13 + bin_sc_0_vx_18 + bin_sc_0_edg_21 >= 0 - cons_edge_21_3: bin_sc_0_vx_13 - bin_sc_0_vx_18 + bin_sc_0_edg_21 >= 0 - cons_edge_21_4: bin_sc_0_vx_13 + bin_sc_0_vx_18 + bin_sc_0_edg_21 <= 2 - cons_edge_22_1: - bin_sc_0_vx_13 - bin_sc_0_vx_14 + bin_sc_0_edg_22 <= 0 - cons_edge_22_2: - bin_sc_0_vx_13 + bin_sc_0_vx_14 + bin_sc_0_edg_22 >= 0 - cons_edge_22_3: bin_sc_0_vx_13 - bin_sc_0_vx_14 + bin_sc_0_edg_22 >= 0 - cons_edge_22_4: bin_sc_0_vx_13 + bin_sc_0_vx_14 + bin_sc_0_edg_22 <= 2 - cons_edge_23_1: - bin_sc_0_vx_14 - bin_sc_0_vx_19 + bin_sc_0_edg_23 <= 0 - cons_edge_23_2: - bin_sc_0_vx_14 + bin_sc_0_vx_19 + bin_sc_0_edg_23 >= 0 - cons_edge_23_3: bin_sc_0_vx_14 - bin_sc_0_vx_19 + bin_sc_0_edg_23 >= 0 - cons_edge_23_4: bin_sc_0_vx_14 + bin_sc_0_vx_19 + bin_sc_0_edg_23 <= 2 - cons_edge_24_1: - bin_sc_0_vx_14 - bin_sc_0_vx_15 + bin_sc_0_edg_24 <= 0 - cons_edge_24_2: - bin_sc_0_vx_14 + bin_sc_0_vx_15 + bin_sc_0_edg_24 >= 0 - cons_edge_24_3: bin_sc_0_vx_14 - bin_sc_0_vx_15 + bin_sc_0_edg_24 >= 0 - cons_edge_24_4: bin_sc_0_vx_14 + bin_sc_0_vx_15 + bin_sc_0_edg_24 <= 2 - cons_edge_25_1: - bin_sc_0_vx_16 - bin_sc_0_vx_21 + bin_sc_0_edg_25 <= 0 - cons_edge_25_2: - bin_sc_0_vx_16 + bin_sc_0_vx_21 + bin_sc_0_edg_25 >= 0 - cons_edge_25_3: bin_sc_0_vx_16 - bin_sc_0_vx_21 + bin_sc_0_edg_25 >= 0 - cons_edge_25_4: bin_sc_0_vx_16 + bin_sc_0_vx_21 + bin_sc_0_edg_25 <= 2 - cons_edge_26_1: - bin_sc_0_vx_16 - bin_sc_0_vx_17 + bin_sc_0_edg_26 <= 0 - cons_edge_26_2: - bin_sc_0_vx_16 + bin_sc_0_vx_17 + bin_sc_0_edg_26 >= 0 - cons_edge_26_3: bin_sc_0_vx_16 - bin_sc_0_vx_17 + bin_sc_0_edg_26 >= 0 - cons_edge_26_4: bin_sc_0_vx_16 + bin_sc_0_vx_17 + bin_sc_0_edg_26 <= 2 - cons_edge_27_1: - bin_sc_0_vx_17 - bin_sc_0_vx_22 + bin_sc_0_edg_27 <= 0 - cons_edge_27_2: - bin_sc_0_vx_17 + bin_sc_0_vx_22 + bin_sc_0_edg_27 >= 0 - cons_edge_27_3: bin_sc_0_vx_17 - bin_sc_0_vx_22 + bin_sc_0_edg_27 >= 0 - cons_edge_27_4: bin_sc_0_vx_17 + bin_sc_0_vx_22 + bin_sc_0_edg_27 <= 2 - cons_edge_28_1: - bin_sc_0_vx_17 - bin_sc_0_vx_18 + bin_sc_0_edg_28 <= 0 - cons_edge_28_2: - bin_sc_0_vx_17 + bin_sc_0_vx_18 + bin_sc_0_edg_28 >= 0 - cons_edge_28_3: bin_sc_0_vx_17 - bin_sc_0_vx_18 + bin_sc_0_edg_28 >= 0 - cons_edge_28_4: bin_sc_0_vx_17 + bin_sc_0_vx_18 + bin_sc_0_edg_28 <= 2 - cons_edge_29_1: - bin_sc_0_vx_18 - bin_sc_0_vx_23 + bin_sc_0_edg_29 <= 0 - cons_edge_29_2: - bin_sc_0_vx_18 + bin_sc_0_vx_23 + bin_sc_0_edg_29 >= 0 - cons_edge_29_3: bin_sc_0_vx_18 - bin_sc_0_vx_23 + bin_sc_0_edg_29 >= 0 - cons_edge_29_4: bin_sc_0_vx_18 + bin_sc_0_vx_23 + bin_sc_0_edg_29 <= 2 - cons_edge_30_1: - bin_sc_0_vx_18 - bin_sc_0_vx_19 + bin_sc_0_edg_30 <= 0 - cons_edge_30_2: - bin_sc_0_vx_18 + bin_sc_0_vx_19 + bin_sc_0_edg_30 >= 0 - cons_edge_30_3: bin_sc_0_vx_18 - bin_sc_0_vx_19 + bin_sc_0_edg_30 >= 0 - cons_edge_30_4: bin_sc_0_vx_18 + bin_sc_0_vx_19 + bin_sc_0_edg_30 <= 2 - cons_edge_31_1: - bin_sc_0_vx_20 - bin_sc_0_vx_25 + bin_sc_0_edg_31 <= 0 - cons_edge_31_2: - bin_sc_0_vx_20 + bin_sc_0_vx_25 + bin_sc_0_edg_31 >= 0 - cons_edge_31_3: bin_sc_0_vx_20 - bin_sc_0_vx_25 + bin_sc_0_edg_31 >= 0 - cons_edge_31_4: bin_sc_0_vx_20 + bin_sc_0_vx_25 + bin_sc_0_edg_31 <= 2 - cons_edge_32_1: - bin_sc_0_vx_20 - bin_sc_0_vx_21 + bin_sc_0_edg_32 <= 0 - cons_edge_32_2: - bin_sc_0_vx_20 + bin_sc_0_vx_21 + bin_sc_0_edg_32 >= 0 - cons_edge_32_3: bin_sc_0_vx_20 - bin_sc_0_vx_21 + bin_sc_0_edg_32 >= 0 - cons_edge_32_4: bin_sc_0_vx_20 + bin_sc_0_vx_21 + bin_sc_0_edg_32 <= 2 - cons_edge_33_1: - bin_sc_0_vx_21 - bin_sc_0_vx_26 + bin_sc_0_edg_33 <= 0 - cons_edge_33_2: - bin_sc_0_vx_21 + bin_sc_0_vx_26 + bin_sc_0_edg_33 >= 0 - cons_edge_33_3: bin_sc_0_vx_21 - bin_sc_0_vx_26 + bin_sc_0_edg_33 >= 0 - cons_edge_33_4: bin_sc_0_vx_21 + bin_sc_0_vx_26 + bin_sc_0_edg_33 <= 2 - cons_edge_34_1: - bin_sc_0_vx_21 - bin_sc_0_vx_22 + bin_sc_0_edg_34 <= 0 - cons_edge_34_2: - bin_sc_0_vx_21 + bin_sc_0_vx_22 + bin_sc_0_edg_34 >= 0 - cons_edge_34_3: bin_sc_0_vx_21 - bin_sc_0_vx_22 + bin_sc_0_edg_34 >= 0 - cons_edge_34_4: bin_sc_0_vx_21 + bin_sc_0_vx_22 + bin_sc_0_edg_34 <= 2 - cons_edge_35_1: - bin_sc_0_vx_22 - bin_sc_0_vx_27 + bin_sc_0_edg_35 <= 0 - cons_edge_35_2: - bin_sc_0_vx_22 + bin_sc_0_vx_27 + bin_sc_0_edg_35 >= 0 - cons_edge_35_3: bin_sc_0_vx_22 - bin_sc_0_vx_27 + bin_sc_0_edg_35 >= 0 - cons_edge_35_4: bin_sc_0_vx_22 + bin_sc_0_vx_27 + bin_sc_0_edg_35 <= 2 - cons_edge_36_1: - bin_sc_0_vx_22 - bin_sc_0_vx_23 + bin_sc_0_edg_36 <= 0 - cons_edge_36_2: - bin_sc_0_vx_22 + bin_sc_0_vx_23 + bin_sc_0_edg_36 >= 0 - cons_edge_36_3: bin_sc_0_vx_22 - bin_sc_0_vx_23 + bin_sc_0_edg_36 >= 0 - cons_edge_36_4: bin_sc_0_vx_22 + bin_sc_0_vx_23 + bin_sc_0_edg_36 <= 2 - cons_edge_37_1: - bin_sc_0_vx_24 - bin_sc_0_vx_29 + bin_sc_0_edg_37 <= 0 - cons_edge_37_2: - bin_sc_0_vx_24 + bin_sc_0_vx_29 + bin_sc_0_edg_37 >= 0 - cons_edge_37_3: bin_sc_0_vx_24 - bin_sc_0_vx_29 + bin_sc_0_edg_37 >= 0 - cons_edge_37_4: bin_sc_0_vx_24 + bin_sc_0_vx_29 + bin_sc_0_edg_37 <= 2 - cons_edge_38_1: - bin_sc_0_vx_24 - bin_sc_0_vx_25 + bin_sc_0_edg_38 <= 0 - cons_edge_38_2: - bin_sc_0_vx_24 + bin_sc_0_vx_25 + bin_sc_0_edg_38 >= 0 - cons_edge_38_3: bin_sc_0_vx_24 - bin_sc_0_vx_25 + bin_sc_0_edg_38 >= 0 - cons_edge_38_4: bin_sc_0_vx_24 + bin_sc_0_vx_25 + bin_sc_0_edg_38 <= 2 - cons_edge_39_1: - bin_sc_0_vx_25 - bin_sc_0_vx_30 + bin_sc_0_edg_39 <= 0 - cons_edge_39_2: - bin_sc_0_vx_25 + bin_sc_0_vx_30 + bin_sc_0_edg_39 >= 0 - cons_edge_39_3: bin_sc_0_vx_25 - bin_sc_0_vx_30 + bin_sc_0_edg_39 >= 0 - cons_edge_39_4: bin_sc_0_vx_25 + bin_sc_0_vx_30 + bin_sc_0_edg_39 <= 2 - cons_edge_40_1: - bin_sc_0_vx_25 - bin_sc_0_vx_26 + bin_sc_0_edg_40 <= 0 - cons_edge_40_2: - bin_sc_0_vx_25 + bin_sc_0_vx_26 + bin_sc_0_edg_40 >= 0 - cons_edge_40_3: bin_sc_0_vx_25 - bin_sc_0_vx_26 + bin_sc_0_edg_40 >= 0 - cons_edge_40_4: bin_sc_0_vx_25 + bin_sc_0_vx_26 + bin_sc_0_edg_40 <= 2 - cons_edge_41_1: - bin_sc_0_vx_26 - bin_sc_0_vx_31 + bin_sc_0_edg_41 <= 0 - cons_edge_41_2: - bin_sc_0_vx_26 + bin_sc_0_vx_31 + bin_sc_0_edg_41 >= 0 - cons_edge_41_3: bin_sc_0_vx_26 - bin_sc_0_vx_31 + bin_sc_0_edg_41 >= 0 - cons_edge_41_4: bin_sc_0_vx_26 + bin_sc_0_vx_31 + bin_sc_0_edg_41 <= 2 - cons_edge_42_1: - bin_sc_0_vx_26 - bin_sc_0_vx_27 + bin_sc_0_edg_42 <= 0 - cons_edge_42_2: - bin_sc_0_vx_26 + bin_sc_0_vx_27 + bin_sc_0_edg_42 >= 0 - cons_edge_42_3: bin_sc_0_vx_26 - bin_sc_0_vx_27 + bin_sc_0_edg_42 >= 0 - cons_edge_42_4: bin_sc_0_vx_26 + bin_sc_0_vx_27 + bin_sc_0_edg_42 <= 2 - cons_edge_43_1: - bin_sc_0_vx_28 - bin_sc_0_vx_33 + bin_sc_0_edg_43 <= 0 - cons_edge_43_2: - bin_sc_0_vx_28 + bin_sc_0_vx_33 + bin_sc_0_edg_43 >= 0 - cons_edge_43_3: bin_sc_0_vx_28 - bin_sc_0_vx_33 + bin_sc_0_edg_43 >= 0 - cons_edge_43_4: bin_sc_0_vx_28 + bin_sc_0_vx_33 + bin_sc_0_edg_43 <= 2 - cons_edge_44_1: - bin_sc_0_vx_28 - bin_sc_0_vx_29 + bin_sc_0_edg_44 <= 0 - cons_edge_44_2: - bin_sc_0_vx_28 + bin_sc_0_vx_29 + bin_sc_0_edg_44 >= 0 - cons_edge_44_3: bin_sc_0_vx_28 - bin_sc_0_vx_29 + bin_sc_0_edg_44 >= 0 - cons_edge_44_4: bin_sc_0_vx_28 + bin_sc_0_vx_29 + bin_sc_0_edg_44 <= 2 - cons_edge_45_1: - bin_sc_0_vx_29 - bin_sc_0_vx_34 + bin_sc_0_edg_45 <= 0 - cons_edge_45_2: - bin_sc_0_vx_29 + bin_sc_0_vx_34 + bin_sc_0_edg_45 >= 0 - cons_edge_45_3: bin_sc_0_vx_29 - bin_sc_0_vx_34 + bin_sc_0_edg_45 >= 0 - cons_edge_45_4: bin_sc_0_vx_29 + bin_sc_0_vx_34 + bin_sc_0_edg_45 <= 2 - cons_edge_46_1: - bin_sc_0_vx_29 - bin_sc_0_vx_30 + bin_sc_0_edg_46 <= 0 - cons_edge_46_2: - bin_sc_0_vx_29 + bin_sc_0_vx_30 + bin_sc_0_edg_46 >= 0 - cons_edge_46_3: bin_sc_0_vx_29 - bin_sc_0_vx_30 + bin_sc_0_edg_46 >= 0 - cons_edge_46_4: bin_sc_0_vx_29 + bin_sc_0_vx_30 + bin_sc_0_edg_46 <= 2 - cons_edge_47_1: - bin_sc_0_vx_30 - bin_sc_0_vx_35 + bin_sc_0_edg_47 <= 0 - cons_edge_47_2: - bin_sc_0_vx_30 + bin_sc_0_vx_35 + bin_sc_0_edg_47 >= 0 - cons_edge_47_3: bin_sc_0_vx_30 - bin_sc_0_vx_35 + bin_sc_0_edg_47 >= 0 - cons_edge_47_4: bin_sc_0_vx_30 + bin_sc_0_vx_35 + bin_sc_0_edg_47 <= 2 - cons_edge_48_1: - bin_sc_0_vx_30 - bin_sc_0_vx_31 + bin_sc_0_edg_48 <= 0 - cons_edge_48_2: - bin_sc_0_vx_30 + bin_sc_0_vx_31 + bin_sc_0_edg_48 >= 0 - cons_edge_48_3: bin_sc_0_vx_30 - bin_sc_0_vx_31 + bin_sc_0_edg_48 >= 0 - cons_edge_48_4: bin_sc_0_vx_30 + bin_sc_0_vx_31 + bin_sc_0_edg_48 <= 2 - cons_edge_49_1: - bin_sc_0_vx_32 - bin_sc_0_vx_36 + bin_sc_0_edg_49 <= 0 - cons_edge_49_2: - bin_sc_0_vx_32 + bin_sc_0_vx_36 + bin_sc_0_edg_49 >= 0 - cons_edge_49_3: bin_sc_0_vx_32 - bin_sc_0_vx_36 + bin_sc_0_edg_49 >= 0 - cons_edge_49_4: bin_sc_0_vx_32 + bin_sc_0_vx_36 + bin_sc_0_edg_49 <= 2 - cons_edge_50_1: - bin_sc_0_vx_32 - bin_sc_0_vx_33 + bin_sc_0_edg_50 <= 0 - cons_edge_50_2: - bin_sc_0_vx_32 + bin_sc_0_vx_33 + bin_sc_0_edg_50 >= 0 - cons_edge_50_3: bin_sc_0_vx_32 - bin_sc_0_vx_33 + bin_sc_0_edg_50 >= 0 - cons_edge_50_4: bin_sc_0_vx_32 + bin_sc_0_vx_33 + bin_sc_0_edg_50 <= 2 - cons_edge_51_1: - bin_sc_0_vx_33 - bin_sc_0_vx_36 + bin_sc_0_edg_51 <= 0 - cons_edge_51_2: - bin_sc_0_vx_33 + bin_sc_0_vx_36 + bin_sc_0_edg_51 >= 0 - cons_edge_51_3: bin_sc_0_vx_33 - bin_sc_0_vx_36 + bin_sc_0_edg_51 >= 0 - cons_edge_51_4: bin_sc_0_vx_33 + bin_sc_0_vx_36 + bin_sc_0_edg_51 <= 2 - cons_edge_52_1: - bin_sc_0_vx_33 - bin_sc_0_vx_34 + bin_sc_0_edg_52 <= 0 - cons_edge_52_2: - bin_sc_0_vx_33 + bin_sc_0_vx_34 + bin_sc_0_edg_52 >= 0 - cons_edge_52_3: bin_sc_0_vx_33 - bin_sc_0_vx_34 + bin_sc_0_edg_52 >= 0 - cons_edge_52_4: bin_sc_0_vx_33 + bin_sc_0_vx_34 + bin_sc_0_edg_52 <= 2 - cons_edge_53_1: - bin_sc_0_vx_34 - bin_sc_0_vx_37 + bin_sc_0_edg_53 <= 0 - cons_edge_53_2: - bin_sc_0_vx_34 + bin_sc_0_vx_37 + bin_sc_0_edg_53 >= 0 - cons_edge_53_3: bin_sc_0_vx_34 - bin_sc_0_vx_37 + bin_sc_0_edg_53 >= 0 - cons_edge_53_4: bin_sc_0_vx_34 + bin_sc_0_vx_37 + bin_sc_0_edg_53 <= 2 - cons_edge_54_1: - bin_sc_0_vx_34 - bin_sc_0_vx_35 + bin_sc_0_edg_54 <= 0 - cons_edge_54_2: - bin_sc_0_vx_34 + bin_sc_0_vx_35 + bin_sc_0_edg_54 >= 0 - cons_edge_54_3: bin_sc_0_vx_34 - bin_sc_0_vx_35 + bin_sc_0_edg_54 >= 0 - cons_edge_54_4: bin_sc_0_vx_34 + bin_sc_0_vx_35 + bin_sc_0_edg_54 <= 2 - cons_edge_55_1: - bin_sc_0_vx_36 - bin_sc_0_vx_37 + bin_sc_0_edg_55 <= 0 - cons_edge_55_2: - bin_sc_0_vx_36 + bin_sc_0_vx_37 + bin_sc_0_edg_55 >= 0 - cons_edge_55_3: bin_sc_0_vx_36 - bin_sc_0_vx_37 + bin_sc_0_edg_55 >= 0 - cons_edge_55_4: bin_sc_0_vx_36 + bin_sc_0_vx_37 + bin_sc_0_edg_55 <= 2 - cons_edge_0_1#262: - bin_sc_1_vx_0 - bin_sc_1_vx_3 + bin_sc_1_edg_0 <= 0 - cons_edge_0_2#263: - bin_sc_1_vx_0 + bin_sc_1_vx_3 + bin_sc_1_edg_0 >= 0 - cons_edge_0_3#264: bin_sc_1_vx_0 - bin_sc_1_vx_3 + bin_sc_1_edg_0 >= 0 - cons_edge_0_4#265: bin_sc_1_vx_0 + bin_sc_1_vx_3 + bin_sc_1_edg_0 <= 2 - cons_edge_1_1#266: - bin_sc_1_vx_0 - bin_sc_1_vx_2 + bin_sc_1_edg_1 <= 0 - cons_edge_1_2#267: - bin_sc_1_vx_0 + bin_sc_1_vx_2 + bin_sc_1_edg_1 >= 0 - cons_edge_1_3#268: bin_sc_1_vx_0 - bin_sc_1_vx_2 + bin_sc_1_edg_1 >= 0 - cons_edge_1_4#269: bin_sc_1_vx_0 + bin_sc_1_vx_2 + bin_sc_1_edg_1 <= 2 - cons_edge_2_1#270: - bin_sc_1_vx_1 - bin_sc_1_vx_5 + bin_sc_1_edg_2 <= 0 - cons_edge_2_2#271: - bin_sc_1_vx_1 + bin_sc_1_vx_5 + bin_sc_1_edg_2 >= 0 - cons_edge_2_3#272: bin_sc_1_vx_1 - bin_sc_1_vx_5 + bin_sc_1_edg_2 >= 0 - cons_edge_2_4#273: bin_sc_1_vx_1 + bin_sc_1_vx_5 + bin_sc_1_edg_2 <= 2 - cons_edge_3_1#274: - bin_sc_1_vx_1 - bin_sc_1_vx_2 + bin_sc_1_edg_3 <= 0 - cons_edge_3_2#275: - bin_sc_1_vx_1 + bin_sc_1_vx_2 + bin_sc_1_edg_3 >= 0 - cons_edge_3_3#276: bin_sc_1_vx_1 - bin_sc_1_vx_2 + bin_sc_1_edg_3 >= 0 - cons_edge_3_4#277: bin_sc_1_vx_1 + bin_sc_1_vx_2 + bin_sc_1_edg_3 <= 2 - cons_edge_4_1#278: - bin_sc_1_vx_2 - bin_sc_1_vx_6 + bin_sc_1_edg_4 <= 0 - cons_edge_4_2#279: - bin_sc_1_vx_2 + bin_sc_1_vx_6 + bin_sc_1_edg_4 >= 0 - cons_edge_4_3#280: bin_sc_1_vx_2 - bin_sc_1_vx_6 + bin_sc_1_edg_4 >= 0 - cons_edge_4_4#281: bin_sc_1_vx_2 + bin_sc_1_vx_6 + bin_sc_1_edg_4 <= 2 - cons_edge_5_1#282: - bin_sc_1_vx_2 - bin_sc_1_vx_3 + bin_sc_1_edg_5 <= 0 - cons_edge_5_2#283: - bin_sc_1_vx_2 + bin_sc_1_vx_3 + bin_sc_1_edg_5 >= 0 - cons_edge_5_3#284: bin_sc_1_vx_2 - bin_sc_1_vx_3 + bin_sc_1_edg_5 >= 0 - cons_edge_5_4#285: bin_sc_1_vx_2 + bin_sc_1_vx_3 + bin_sc_1_edg_5 <= 2 - cons_edge_6_1#286: - bin_sc_1_vx_3 - bin_sc_1_vx_7 + bin_sc_1_edg_6 <= 0 - cons_edge_6_2#287: - bin_sc_1_vx_3 + bin_sc_1_vx_7 + bin_sc_1_edg_6 >= 0 - cons_edge_6_3#288: bin_sc_1_vx_3 - bin_sc_1_vx_7 + bin_sc_1_edg_6 >= 0 - cons_edge_6_4#289: bin_sc_1_vx_3 + bin_sc_1_vx_7 + bin_sc_1_edg_6 <= 2 - cons_edge_7_1#290: - bin_sc_1_vx_4 - bin_sc_1_vx_9 + bin_sc_1_edg_7 <= 0 - cons_edge_7_2#291: - bin_sc_1_vx_4 + bin_sc_1_vx_9 + bin_sc_1_edg_7 >= 0 - cons_edge_7_3#292: bin_sc_1_vx_4 - bin_sc_1_vx_9 + bin_sc_1_edg_7 >= 0 - cons_edge_7_4#293: bin_sc_1_vx_4 + bin_sc_1_vx_9 + bin_sc_1_edg_7 <= 2 - cons_edge_8_1#294: - bin_sc_1_vx_4 - bin_sc_1_vx_5 + bin_sc_1_edg_8 <= 0 - cons_edge_8_2#295: - bin_sc_1_vx_4 + bin_sc_1_vx_5 + bin_sc_1_edg_8 >= 0 - cons_edge_8_3#296: bin_sc_1_vx_4 - bin_sc_1_vx_5 + bin_sc_1_edg_8 >= 0 - cons_edge_8_4#297: bin_sc_1_vx_4 + bin_sc_1_vx_5 + bin_sc_1_edg_8 <= 2 - cons_edge_9_1#298: - bin_sc_1_vx_5 - bin_sc_1_vx_10 + bin_sc_1_edg_9 <= 0 - cons_edge_9_2#299: - bin_sc_1_vx_5 + bin_sc_1_vx_10 + bin_sc_1_edg_9 >= 0 - cons_edge_9_3#300: bin_sc_1_vx_5 - bin_sc_1_vx_10 + bin_sc_1_edg_9 >= 0 - cons_edge_9_4#301: bin_sc_1_vx_5 + bin_sc_1_vx_10 + bin_sc_1_edg_9 <= 2 - cons_edge_10_1#302: - bin_sc_1_vx_5 - bin_sc_1_vx_6 + bin_sc_1_edg_10 <= 0 - cons_edge_10_2#303: - bin_sc_1_vx_5 + bin_sc_1_vx_6 + bin_sc_1_edg_10 >= 0 - cons_edge_10_3#304: bin_sc_1_vx_5 - bin_sc_1_vx_6 + bin_sc_1_edg_10 >= 0 - cons_edge_10_4#305: bin_sc_1_vx_5 + bin_sc_1_vx_6 + bin_sc_1_edg_10 <= 2 - cons_edge_11_1#306: - bin_sc_1_vx_6 - bin_sc_1_vx_11 + bin_sc_1_edg_11 <= 0 - cons_edge_11_2#307: - bin_sc_1_vx_6 + bin_sc_1_vx_11 + bin_sc_1_edg_11 >= 0 - cons_edge_11_3#308: bin_sc_1_vx_6 - bin_sc_1_vx_11 + bin_sc_1_edg_11 >= 0 - cons_edge_11_4#309: bin_sc_1_vx_6 + bin_sc_1_vx_11 + bin_sc_1_edg_11 <= 2 - cons_edge_12_1#310: - bin_sc_1_vx_6 - bin_sc_1_vx_7 + bin_sc_1_edg_12 <= 0 - cons_edge_12_2#311: - bin_sc_1_vx_6 + bin_sc_1_vx_7 + bin_sc_1_edg_12 >= 0 - cons_edge_12_3#312: bin_sc_1_vx_6 - bin_sc_1_vx_7 + bin_sc_1_edg_12 >= 0 - cons_edge_12_4#313: bin_sc_1_vx_6 + bin_sc_1_vx_7 + bin_sc_1_edg_12 <= 2 - cons_edge_13_1#314: - bin_sc_1_vx_8 - bin_sc_1_vx_13 + bin_sc_1_edg_13 <= 0 - cons_edge_13_2#315: - bin_sc_1_vx_8 + bin_sc_1_vx_13 + bin_sc_1_edg_13 >= 0 - cons_edge_13_3#316: bin_sc_1_vx_8 - bin_sc_1_vx_13 + bin_sc_1_edg_13 >= 0 - cons_edge_13_4#317: bin_sc_1_vx_8 + bin_sc_1_vx_13 + bin_sc_1_edg_13 <= 2 - cons_edge_14_1#318: - bin_sc_1_vx_8 - bin_sc_1_vx_9 + bin_sc_1_edg_14 <= 0 - cons_edge_14_2#319: - bin_sc_1_vx_8 + bin_sc_1_vx_9 + bin_sc_1_edg_14 >= 0 - cons_edge_14_3#320: bin_sc_1_vx_8 - bin_sc_1_vx_9 + bin_sc_1_edg_14 >= 0 - cons_edge_14_4#321: bin_sc_1_vx_8 + bin_sc_1_vx_9 + bin_sc_1_edg_14 <= 2 - cons_edge_15_1#322: - bin_sc_1_vx_9 - bin_sc_1_vx_14 + bin_sc_1_edg_15 <= 0 - cons_edge_15_2#323: - bin_sc_1_vx_9 + bin_sc_1_vx_14 + bin_sc_1_edg_15 >= 0 - cons_edge_15_3#324: bin_sc_1_vx_9 - bin_sc_1_vx_14 + bin_sc_1_edg_15 >= 0 - cons_edge_15_4#325: bin_sc_1_vx_9 + bin_sc_1_vx_14 + bin_sc_1_edg_15 <= 2 - cons_edge_16_1#326: - bin_sc_1_vx_9 - bin_sc_1_vx_10 + bin_sc_1_edg_16 <= 0 - cons_edge_16_2#327: - bin_sc_1_vx_9 + bin_sc_1_vx_10 + bin_sc_1_edg_16 >= 0 - cons_edge_16_3#328: bin_sc_1_vx_9 - bin_sc_1_vx_10 + bin_sc_1_edg_16 >= 0 - cons_edge_16_4#329: bin_sc_1_vx_9 + bin_sc_1_vx_10 + bin_sc_1_edg_16 <= 2 - cons_edge_17_1#330: - bin_sc_1_vx_10 - bin_sc_1_vx_15 + bin_sc_1_edg_17 <= 0 - cons_edge_17_2#331: - bin_sc_1_vx_10 + bin_sc_1_vx_15 + bin_sc_1_edg_17 >= 0 - cons_edge_17_3#332: bin_sc_1_vx_10 - bin_sc_1_vx_15 + bin_sc_1_edg_17 >= 0 - cons_edge_17_4#333: bin_sc_1_vx_10 + bin_sc_1_vx_15 + bin_sc_1_edg_17 <= 2 - cons_edge_18_1#334: - bin_sc_1_vx_10 - bin_sc_1_vx_11 + bin_sc_1_edg_18 <= 0 - cons_edge_18_2#335: - bin_sc_1_vx_10 + bin_sc_1_vx_11 + bin_sc_1_edg_18 >= 0 - cons_edge_18_3#336: bin_sc_1_vx_10 - bin_sc_1_vx_11 + bin_sc_1_edg_18 >= 0 - cons_edge_18_4#337: bin_sc_1_vx_10 + bin_sc_1_vx_11 + bin_sc_1_edg_18 <= 2 - cons_edge_19_1#338: - bin_sc_1_vx_12 - bin_sc_1_vx_17 + bin_sc_1_edg_19 <= 0 - cons_edge_19_2#339: - bin_sc_1_vx_12 + bin_sc_1_vx_17 + bin_sc_1_edg_19 >= 0 - cons_edge_19_3#340: bin_sc_1_vx_12 - bin_sc_1_vx_17 + bin_sc_1_edg_19 >= 0 - cons_edge_19_4#341: bin_sc_1_vx_12 + bin_sc_1_vx_17 + bin_sc_1_edg_19 <= 2 - cons_edge_20_1#342: - bin_sc_1_vx_12 - bin_sc_1_vx_13 + bin_sc_1_edg_20 <= 0 - cons_edge_20_2#343: - bin_sc_1_vx_12 + bin_sc_1_vx_13 + bin_sc_1_edg_20 >= 0 - cons_edge_20_3#344: bin_sc_1_vx_12 - bin_sc_1_vx_13 + bin_sc_1_edg_20 >= 0 - cons_edge_20_4#345: bin_sc_1_vx_12 + bin_sc_1_vx_13 + bin_sc_1_edg_20 <= 2 - cons_edge_21_1#346: - bin_sc_1_vx_13 - bin_sc_1_vx_18 + bin_sc_1_edg_21 <= 0 - cons_edge_21_2#347: - bin_sc_1_vx_13 + bin_sc_1_vx_18 + bin_sc_1_edg_21 >= 0 - cons_edge_21_3#348: bin_sc_1_vx_13 - bin_sc_1_vx_18 + bin_sc_1_edg_21 >= 0 - cons_edge_21_4#349: bin_sc_1_vx_13 + bin_sc_1_vx_18 + bin_sc_1_edg_21 <= 2 - cons_edge_22_1#350: - bin_sc_1_vx_13 - bin_sc_1_vx_14 + bin_sc_1_edg_22 <= 0 - cons_edge_22_2#351: - bin_sc_1_vx_13 + bin_sc_1_vx_14 + bin_sc_1_edg_22 >= 0 - cons_edge_22_3#352: bin_sc_1_vx_13 - bin_sc_1_vx_14 + bin_sc_1_edg_22 >= 0 - cons_edge_22_4#353: bin_sc_1_vx_13 + bin_sc_1_vx_14 + bin_sc_1_edg_22 <= 2 - cons_edge_23_1#354: - bin_sc_1_vx_14 - bin_sc_1_vx_19 + bin_sc_1_edg_23 <= 0 - cons_edge_23_2#355: - bin_sc_1_vx_14 + bin_sc_1_vx_19 + bin_sc_1_edg_23 >= 0 - cons_edge_23_3#356: bin_sc_1_vx_14 - bin_sc_1_vx_19 + bin_sc_1_edg_23 >= 0 - cons_edge_23_4#357: bin_sc_1_vx_14 + bin_sc_1_vx_19 + bin_sc_1_edg_23 <= 2 - cons_edge_24_1#358: - bin_sc_1_vx_14 - bin_sc_1_vx_15 + bin_sc_1_edg_24 <= 0 - cons_edge_24_2#359: - bin_sc_1_vx_14 + bin_sc_1_vx_15 + bin_sc_1_edg_24 >= 0 - cons_edge_24_3#360: bin_sc_1_vx_14 - bin_sc_1_vx_15 + bin_sc_1_edg_24 >= 0 - cons_edge_24_4#361: bin_sc_1_vx_14 + bin_sc_1_vx_15 + bin_sc_1_edg_24 <= 2 - cons_edge_25_1#362: - bin_sc_1_vx_16 - bin_sc_1_vx_21 + bin_sc_1_edg_25 <= 0 - cons_edge_25_2#363: - bin_sc_1_vx_16 + bin_sc_1_vx_21 + bin_sc_1_edg_25 >= 0 - cons_edge_25_3#364: bin_sc_1_vx_16 - bin_sc_1_vx_21 + bin_sc_1_edg_25 >= 0 - cons_edge_25_4#365: bin_sc_1_vx_16 + bin_sc_1_vx_21 + bin_sc_1_edg_25 <= 2 - cons_edge_26_1#366: - bin_sc_1_vx_16 - bin_sc_1_vx_17 + bin_sc_1_edg_26 <= 0 - cons_edge_26_2#367: - bin_sc_1_vx_16 + bin_sc_1_vx_17 + bin_sc_1_edg_26 >= 0 - cons_edge_26_3#368: bin_sc_1_vx_16 - bin_sc_1_vx_17 + bin_sc_1_edg_26 >= 0 - cons_edge_26_4#369: bin_sc_1_vx_16 + bin_sc_1_vx_17 + bin_sc_1_edg_26 <= 2 - cons_edge_27_1#370: - bin_sc_1_vx_17 - bin_sc_1_vx_22 + bin_sc_1_edg_27 <= 0 - cons_edge_27_2#371: - bin_sc_1_vx_17 + bin_sc_1_vx_22 + bin_sc_1_edg_27 >= 0 - cons_edge_27_3#372: bin_sc_1_vx_17 - bin_sc_1_vx_22 + bin_sc_1_edg_27 >= 0 - cons_edge_27_4#373: bin_sc_1_vx_17 + bin_sc_1_vx_22 + bin_sc_1_edg_27 <= 2 - cons_edge_28_1#374: - bin_sc_1_vx_17 - bin_sc_1_vx_18 + bin_sc_1_edg_28 <= 0 - cons_edge_28_2#375: - bin_sc_1_vx_17 + bin_sc_1_vx_18 + bin_sc_1_edg_28 >= 0 - cons_edge_28_3#376: bin_sc_1_vx_17 - bin_sc_1_vx_18 + bin_sc_1_edg_28 >= 0 - cons_edge_28_4#377: bin_sc_1_vx_17 + bin_sc_1_vx_18 + bin_sc_1_edg_28 <= 2 - cons_edge_29_1#378: - bin_sc_1_vx_18 - bin_sc_1_vx_23 + bin_sc_1_edg_29 <= 0 - cons_edge_29_2#379: - bin_sc_1_vx_18 + bin_sc_1_vx_23 + bin_sc_1_edg_29 >= 0 - cons_edge_29_3#380: bin_sc_1_vx_18 - bin_sc_1_vx_23 + bin_sc_1_edg_29 >= 0 - cons_edge_29_4#381: bin_sc_1_vx_18 + bin_sc_1_vx_23 + bin_sc_1_edg_29 <= 2 - cons_edge_30_1#382: - bin_sc_1_vx_18 - bin_sc_1_vx_19 + bin_sc_1_edg_30 <= 0 - cons_edge_30_2#383: - bin_sc_1_vx_18 + bin_sc_1_vx_19 + bin_sc_1_edg_30 >= 0 - cons_edge_30_3#384: bin_sc_1_vx_18 - bin_sc_1_vx_19 + bin_sc_1_edg_30 >= 0 - cons_edge_30_4#385: bin_sc_1_vx_18 + bin_sc_1_vx_19 + bin_sc_1_edg_30 <= 2 - cons_edge_31_1#386: - bin_sc_1_vx_20 - bin_sc_1_vx_25 + bin_sc_1_edg_31 <= 0 - cons_edge_31_2#387: - bin_sc_1_vx_20 + bin_sc_1_vx_25 + bin_sc_1_edg_31 >= 0 - cons_edge_31_3#388: bin_sc_1_vx_20 - bin_sc_1_vx_25 + bin_sc_1_edg_31 >= 0 - cons_edge_31_4#389: bin_sc_1_vx_20 + bin_sc_1_vx_25 + bin_sc_1_edg_31 <= 2 - cons_edge_32_1#390: - bin_sc_1_vx_20 - bin_sc_1_vx_21 + bin_sc_1_edg_32 <= 0 - cons_edge_32_2#391: - bin_sc_1_vx_20 + bin_sc_1_vx_21 + bin_sc_1_edg_32 >= 0 - cons_edge_32_3#392: bin_sc_1_vx_20 - bin_sc_1_vx_21 + bin_sc_1_edg_32 >= 0 - cons_edge_32_4#393: bin_sc_1_vx_20 + bin_sc_1_vx_21 + bin_sc_1_edg_32 <= 2 - cons_edge_33_1#394: - bin_sc_1_vx_21 - bin_sc_1_vx_26 + bin_sc_1_edg_33 <= 0 - cons_edge_33_2#395: - bin_sc_1_vx_21 + bin_sc_1_vx_26 + bin_sc_1_edg_33 >= 0 - cons_edge_33_3#396: bin_sc_1_vx_21 - bin_sc_1_vx_26 + bin_sc_1_edg_33 >= 0 - cons_edge_33_4#397: bin_sc_1_vx_21 + bin_sc_1_vx_26 + bin_sc_1_edg_33 <= 2 - cons_edge_34_1#398: - bin_sc_1_vx_21 - bin_sc_1_vx_22 + bin_sc_1_edg_34 <= 0 - cons_edge_34_2#399: - bin_sc_1_vx_21 + bin_sc_1_vx_22 + bin_sc_1_edg_34 >= 0 - cons_edge_34_3#400: bin_sc_1_vx_21 - bin_sc_1_vx_22 + bin_sc_1_edg_34 >= 0 - cons_edge_34_4#401: bin_sc_1_vx_21 + bin_sc_1_vx_22 + bin_sc_1_edg_34 <= 2 - cons_edge_35_1#402: - bin_sc_1_vx_22 - bin_sc_1_vx_27 + bin_sc_1_edg_35 <= 0 - cons_edge_35_2#403: - bin_sc_1_vx_22 + bin_sc_1_vx_27 + bin_sc_1_edg_35 >= 0 - cons_edge_35_3#404: bin_sc_1_vx_22 - bin_sc_1_vx_27 + bin_sc_1_edg_35 >= 0 - cons_edge_35_4#405: bin_sc_1_vx_22 + bin_sc_1_vx_27 + bin_sc_1_edg_35 <= 2 - cons_edge_36_1#406: - bin_sc_1_vx_22 - bin_sc_1_vx_23 + bin_sc_1_edg_36 <= 0 - cons_edge_36_2#407: - bin_sc_1_vx_22 + bin_sc_1_vx_23 + bin_sc_1_edg_36 >= 0 - cons_edge_36_3#408: bin_sc_1_vx_22 - bin_sc_1_vx_23 + bin_sc_1_edg_36 >= 0 - cons_edge_36_4#409: bin_sc_1_vx_22 + bin_sc_1_vx_23 + bin_sc_1_edg_36 <= 2 - cons_edge_37_1#410: - bin_sc_1_vx_24 - bin_sc_1_vx_29 + bin_sc_1_edg_37 <= 0 - cons_edge_37_2#411: - bin_sc_1_vx_24 + bin_sc_1_vx_29 + bin_sc_1_edg_37 >= 0 - cons_edge_37_3#412: bin_sc_1_vx_24 - bin_sc_1_vx_29 + bin_sc_1_edg_37 >= 0 - cons_edge_37_4#413: bin_sc_1_vx_24 + bin_sc_1_vx_29 + bin_sc_1_edg_37 <= 2 - cons_edge_38_1#414: - bin_sc_1_vx_24 - bin_sc_1_vx_25 + bin_sc_1_edg_38 <= 0 - cons_edge_38_2#415: - bin_sc_1_vx_24 + bin_sc_1_vx_25 + bin_sc_1_edg_38 >= 0 - cons_edge_38_3#416: bin_sc_1_vx_24 - bin_sc_1_vx_25 + bin_sc_1_edg_38 >= 0 - cons_edge_38_4#417: bin_sc_1_vx_24 + bin_sc_1_vx_25 + bin_sc_1_edg_38 <= 2 - cons_edge_39_1#418: - bin_sc_1_vx_25 - bin_sc_1_vx_30 + bin_sc_1_edg_39 <= 0 - cons_edge_39_2#419: - bin_sc_1_vx_25 + bin_sc_1_vx_30 + bin_sc_1_edg_39 >= 0 - cons_edge_39_3#420: bin_sc_1_vx_25 - bin_sc_1_vx_30 + bin_sc_1_edg_39 >= 0 - cons_edge_39_4#421: bin_sc_1_vx_25 + bin_sc_1_vx_30 + bin_sc_1_edg_39 <= 2 - cons_edge_40_1#422: - bin_sc_1_vx_25 - bin_sc_1_vx_26 + bin_sc_1_edg_40 <= 0 - cons_edge_40_2#423: - bin_sc_1_vx_25 + bin_sc_1_vx_26 + bin_sc_1_edg_40 >= 0 - cons_edge_40_3#424: bin_sc_1_vx_25 - bin_sc_1_vx_26 + bin_sc_1_edg_40 >= 0 - cons_edge_40_4#425: bin_sc_1_vx_25 + bin_sc_1_vx_26 + bin_sc_1_edg_40 <= 2 - cons_edge_41_1#426: - bin_sc_1_vx_26 - bin_sc_1_vx_31 + bin_sc_1_edg_41 <= 0 - cons_edge_41_2#427: - bin_sc_1_vx_26 + bin_sc_1_vx_31 + bin_sc_1_edg_41 >= 0 - cons_edge_41_3#428: bin_sc_1_vx_26 - bin_sc_1_vx_31 + bin_sc_1_edg_41 >= 0 - cons_edge_41_4#429: bin_sc_1_vx_26 + bin_sc_1_vx_31 + bin_sc_1_edg_41 <= 2 - cons_edge_42_1#430: - bin_sc_1_vx_26 - bin_sc_1_vx_27 + bin_sc_1_edg_42 <= 0 - cons_edge_42_2#431: - bin_sc_1_vx_26 + bin_sc_1_vx_27 + bin_sc_1_edg_42 >= 0 - cons_edge_42_3#432: bin_sc_1_vx_26 - bin_sc_1_vx_27 + bin_sc_1_edg_42 >= 0 - cons_edge_42_4#433: bin_sc_1_vx_26 + bin_sc_1_vx_27 + bin_sc_1_edg_42 <= 2 - cons_edge_43_1#434: - bin_sc_1_vx_28 - bin_sc_1_vx_33 + bin_sc_1_edg_43 <= 0 - cons_edge_43_2#435: - bin_sc_1_vx_28 + bin_sc_1_vx_33 + bin_sc_1_edg_43 >= 0 - cons_edge_43_3#436: bin_sc_1_vx_28 - bin_sc_1_vx_33 + bin_sc_1_edg_43 >= 0 - cons_edge_43_4#437: bin_sc_1_vx_28 + bin_sc_1_vx_33 + bin_sc_1_edg_43 <= 2 - cons_edge_44_1#438: - bin_sc_1_vx_28 - bin_sc_1_vx_29 + bin_sc_1_edg_44 <= 0 - cons_edge_44_2#439: - bin_sc_1_vx_28 + bin_sc_1_vx_29 + bin_sc_1_edg_44 >= 0 - cons_edge_44_3#440: bin_sc_1_vx_28 - bin_sc_1_vx_29 + bin_sc_1_edg_44 >= 0 - cons_edge_44_4#441: bin_sc_1_vx_28 + bin_sc_1_vx_29 + bin_sc_1_edg_44 <= 2 - cons_edge_45_1#442: - bin_sc_1_vx_29 - bin_sc_1_vx_34 + bin_sc_1_edg_45 <= 0 - cons_edge_45_2#443: - bin_sc_1_vx_29 + bin_sc_1_vx_34 + bin_sc_1_edg_45 >= 0 - cons_edge_45_3#444: bin_sc_1_vx_29 - bin_sc_1_vx_34 + bin_sc_1_edg_45 >= 0 - cons_edge_45_4#445: bin_sc_1_vx_29 + bin_sc_1_vx_34 + bin_sc_1_edg_45 <= 2 - cons_edge_46_1#446: - bin_sc_1_vx_29 - bin_sc_1_vx_30 + bin_sc_1_edg_46 <= 0 - cons_edge_46_2#447: - bin_sc_1_vx_29 + bin_sc_1_vx_30 + bin_sc_1_edg_46 >= 0 - cons_edge_46_3#448: bin_sc_1_vx_29 - bin_sc_1_vx_30 + bin_sc_1_edg_46 >= 0 - cons_edge_46_4#449: bin_sc_1_vx_29 + bin_sc_1_vx_30 + bin_sc_1_edg_46 <= 2 - cons_edge_47_1#450: - bin_sc_1_vx_30 - bin_sc_1_vx_35 + bin_sc_1_edg_47 <= 0 - cons_edge_47_2#451: - bin_sc_1_vx_30 + bin_sc_1_vx_35 + bin_sc_1_edg_47 >= 0 - cons_edge_47_3#452: bin_sc_1_vx_30 - bin_sc_1_vx_35 + bin_sc_1_edg_47 >= 0 - cons_edge_47_4#453: bin_sc_1_vx_30 + bin_sc_1_vx_35 + bin_sc_1_edg_47 <= 2 - cons_edge_48_1#454: - bin_sc_1_vx_30 - bin_sc_1_vx_31 + bin_sc_1_edg_48 <= 0 - cons_edge_48_2#455: - bin_sc_1_vx_30 + bin_sc_1_vx_31 + bin_sc_1_edg_48 >= 0 - cons_edge_48_3#456: bin_sc_1_vx_30 - bin_sc_1_vx_31 + bin_sc_1_edg_48 >= 0 - cons_edge_48_4#457: bin_sc_1_vx_30 + bin_sc_1_vx_31 + bin_sc_1_edg_48 <= 2 - cons_edge_49_1#458: - bin_sc_1_vx_32 - bin_sc_1_vx_36 + bin_sc_1_edg_49 <= 0 - cons_edge_49_2#459: - bin_sc_1_vx_32 + bin_sc_1_vx_36 + bin_sc_1_edg_49 >= 0 - cons_edge_49_3#460: bin_sc_1_vx_32 - bin_sc_1_vx_36 + bin_sc_1_edg_49 >= 0 - cons_edge_49_4#461: bin_sc_1_vx_32 + bin_sc_1_vx_36 + bin_sc_1_edg_49 <= 2 - cons_edge_50_1#462: - bin_sc_1_vx_32 - bin_sc_1_vx_33 + bin_sc_1_edg_50 <= 0 - cons_edge_50_2#463: - bin_sc_1_vx_32 + bin_sc_1_vx_33 + bin_sc_1_edg_50 >= 0 - cons_edge_50_3#464: bin_sc_1_vx_32 - bin_sc_1_vx_33 + bin_sc_1_edg_50 >= 0 - cons_edge_50_4#465: bin_sc_1_vx_32 + bin_sc_1_vx_33 + bin_sc_1_edg_50 <= 2 - cons_edge_51_1#466: - bin_sc_1_vx_33 - bin_sc_1_vx_36 + bin_sc_1_edg_51 <= 0 - cons_edge_51_2#467: - bin_sc_1_vx_33 + bin_sc_1_vx_36 + bin_sc_1_edg_51 >= 0 - cons_edge_51_3#468: bin_sc_1_vx_33 - bin_sc_1_vx_36 + bin_sc_1_edg_51 >= 0 - cons_edge_51_4#469: bin_sc_1_vx_33 + bin_sc_1_vx_36 + bin_sc_1_edg_51 <= 2 - cons_edge_52_1#470: - bin_sc_1_vx_33 - bin_sc_1_vx_34 + bin_sc_1_edg_52 <= 0 - cons_edge_52_2#471: - bin_sc_1_vx_33 + bin_sc_1_vx_34 + bin_sc_1_edg_52 >= 0 - cons_edge_52_3#472: bin_sc_1_vx_33 - bin_sc_1_vx_34 + bin_sc_1_edg_52 >= 0 - cons_edge_52_4#473: bin_sc_1_vx_33 + bin_sc_1_vx_34 + bin_sc_1_edg_52 <= 2 - cons_edge_53_1#474: - bin_sc_1_vx_34 - bin_sc_1_vx_37 + bin_sc_1_edg_53 <= 0 - cons_edge_53_2#475: - bin_sc_1_vx_34 + bin_sc_1_vx_37 + bin_sc_1_edg_53 >= 0 - cons_edge_53_3#476: bin_sc_1_vx_34 - bin_sc_1_vx_37 + bin_sc_1_edg_53 >= 0 - cons_edge_53_4#477: bin_sc_1_vx_34 + bin_sc_1_vx_37 + bin_sc_1_edg_53 <= 2 - cons_edge_54_1#478: - bin_sc_1_vx_34 - bin_sc_1_vx_35 + bin_sc_1_edg_54 <= 0 - cons_edge_54_2#479: - bin_sc_1_vx_34 + bin_sc_1_vx_35 + bin_sc_1_edg_54 >= 0 - cons_edge_54_3#480: bin_sc_1_vx_34 - bin_sc_1_vx_35 + bin_sc_1_edg_54 >= 0 - cons_edge_54_4#481: bin_sc_1_vx_34 + bin_sc_1_vx_35 + bin_sc_1_edg_54 <= 2 - cons_edge_55_1#482: - bin_sc_1_vx_36 - bin_sc_1_vx_37 + bin_sc_1_edg_55 <= 0 - cons_edge_55_2#483: - bin_sc_1_vx_36 + bin_sc_1_vx_37 + bin_sc_1_edg_55 >= 0 - cons_edge_55_3#484: bin_sc_1_vx_36 - bin_sc_1_vx_37 + bin_sc_1_edg_55 >= 0 - cons_edge_55_4#485: bin_sc_1_vx_36 + bin_sc_1_vx_37 + bin_sc_1_edg_55 <= 2 - cons_symm_0: bin_sc_0_vx_0 = 1 - cons_symm_1: bin_sc_0_vx_1 + bin_sc_1_vx_1 = 1 - c489: num_cuts - 0.500000000000 bin_sc_0_edg_0 - 0.500000000000 bin_sc_0_edg_1 - - 0.500000000000 bin_sc_0_edg_2 - 0.500000000000 bin_sc_0_edg_3 - - 0.500000000000 bin_sc_0_edg_4 - 0.500000000000 bin_sc_0_edg_5 - - 0.500000000000 bin_sc_0_edg_6 - 0.500000000000 bin_sc_0_edg_7 - - 0.500000000000 bin_sc_0_edg_8 - 0.500000000000 bin_sc_0_edg_9 - - 0.500000000000 bin_sc_0_edg_10 - 0.500000000000 bin_sc_0_edg_11 - - 0.500000000000 bin_sc_0_edg_12 - 0.500000000000 bin_sc_0_edg_13 - - 0.500000000000 bin_sc_0_edg_14 - 0.500000000000 bin_sc_0_edg_15 - - 0.500000000000 bin_sc_0_edg_16 - 0.500000000000 bin_sc_0_edg_17 - - 0.500000000000 bin_sc_0_edg_18 - 0.500000000000 bin_sc_0_edg_19 - - 0.500000000000 bin_sc_0_edg_20 - 0.500000000000 bin_sc_0_edg_21 - - 0.500000000000 bin_sc_0_edg_22 - 0.500000000000 bin_sc_0_edg_23 - - 0.500000000000 bin_sc_0_edg_24 - 0.500000000000 bin_sc_0_edg_25 - - 0.500000000000 bin_sc_0_edg_26 - 0.500000000000 bin_sc_0_edg_27 - - 0.500000000000 bin_sc_0_edg_28 - 0.500000000000 bin_sc_0_edg_29 - - 0.500000000000 bin_sc_0_edg_30 - 0.500000000000 bin_sc_0_edg_31 - - 0.500000000000 bin_sc_0_edg_32 - 0.500000000000 bin_sc_0_edg_33 - - 0.500000000000 bin_sc_0_edg_34 - 0.500000000000 bin_sc_0_edg_35 - - 0.500000000000 bin_sc_0_edg_36 - 0.500000000000 bin_sc_0_edg_37 - - 0.500000000000 bin_sc_0_edg_38 - 0.500000000000 bin_sc_0_edg_39 - - 0.500000000000 bin_sc_0_edg_40 - 0.500000000000 bin_sc_0_edg_41 - - 0.500000000000 bin_sc_0_edg_42 - 0.500000000000 bin_sc_0_edg_43 - - 0.500000000000 bin_sc_0_edg_44 - 0.500000000000 bin_sc_0_edg_45 - - 0.500000000000 bin_sc_0_edg_46 - 0.500000000000 bin_sc_0_edg_47 - - 0.500000000000 bin_sc_0_edg_48 - 0.500000000000 bin_sc_0_edg_49 - - 0.500000000000 bin_sc_0_edg_50 - 0.500000000000 bin_sc_0_edg_51 - - 0.500000000000 bin_sc_0_edg_52 - 0.500000000000 bin_sc_0_edg_53 - - 0.500000000000 bin_sc_0_edg_54 - 0.500000000000 bin_sc_0_edg_55 - - 0.500000000000 bin_sc_1_edg_0 - 0.500000000000 bin_sc_1_edg_1 - - 0.500000000000 bin_sc_1_edg_2 - 0.500000000000 bin_sc_1_edg_3 - - 0.500000000000 bin_sc_1_edg_4 - 0.500000000000 bin_sc_1_edg_5 - - 0.500000000000 bin_sc_1_edg_6 - 0.500000000000 bin_sc_1_edg_7 - - 0.500000000000 bin_sc_1_edg_8 - 0.500000000000 bin_sc_1_edg_9 - - 0.500000000000 bin_sc_1_edg_10 - 0.500000000000 bin_sc_1_edg_11 - - 0.500000000000 bin_sc_1_edg_12 - 0.500000000000 bin_sc_1_edg_13 - - 0.500000000000 bin_sc_1_edg_14 - 0.500000000000 bin_sc_1_edg_15 - - 0.500000000000 bin_sc_1_edg_16 - 0.500000000000 bin_sc_1_edg_17 - - 0.500000000000 bin_sc_1_edg_18 - 0.500000000000 bin_sc_1_edg_19 - - 0.500000000000 bin_sc_1_edg_20 - 0.500000000000 bin_sc_1_edg_21 - - 0.500000000000 bin_sc_1_edg_22 - 0.500000000000 bin_sc_1_edg_23 - - 0.500000000000 bin_sc_1_edg_24 - 0.500000000000 bin_sc_1_edg_25 - - 0.500000000000 bin_sc_1_edg_26 - 0.500000000000 bin_sc_1_edg_27 - - 0.500000000000 bin_sc_1_edg_28 - 0.500000000000 bin_sc_1_edg_29 - - 0.500000000000 bin_sc_1_edg_30 - 0.500000000000 bin_sc_1_edg_31 - - 0.500000000000 bin_sc_1_edg_32 - 0.500000000000 bin_sc_1_edg_33 - - 0.500000000000 bin_sc_1_edg_34 - 0.500000000000 bin_sc_1_edg_35 - - 0.500000000000 bin_sc_1_edg_36 - 0.500000000000 bin_sc_1_edg_37 - - 0.500000000000 bin_sc_1_edg_38 - 0.500000000000 bin_sc_1_edg_39 - - 0.500000000000 bin_sc_1_edg_40 - 0.500000000000 bin_sc_1_edg_41 - - 0.500000000000 bin_sc_1_edg_42 - 0.500000000000 bin_sc_1_edg_43 - - 0.500000000000 bin_sc_1_edg_44 - 0.500000000000 bin_sc_1_edg_45 - - 0.500000000000 bin_sc_1_edg_46 - 0.500000000000 bin_sc_1_edg_47 - - 0.500000000000 bin_sc_1_edg_48 - 0.500000000000 bin_sc_1_edg_49 - - 0.500000000000 bin_sc_1_edg_50 - 0.500000000000 bin_sc_1_edg_51 - - 0.500000000000 bin_sc_1_edg_52 - 0.500000000000 bin_sc_1_edg_53 - - 0.500000000000 bin_sc_1_edg_54 - 0.500000000000 bin_sc_1_edg_55 = 0 - cons_subcircuit_input_0: - 2 bin_sc_0_vx_0 - 2 bin_sc_0_vx_1 - 2 bin_sc_0_vx_4 - - 2 bin_sc_0_vx_8 - 2 bin_sc_0_vx_12 - - 2 bin_sc_0_vx_16 - 2 bin_sc_0_vx_20 - - 2 bin_sc_0_vx_24 - 2 bin_sc_0_vx_28 - - 2 bin_sc_0_vx_32 + original_input_0 = 0 - c491: _and422 - bin_sc_0_edg_0 <= 0 - c492: _and422 - bin_sc_0_vx_3 <= 0 - c493: _and422 - bin_sc_0_vx_3 - bin_sc_0_edg_0 >= -1 - cons_edge_var_downstream_vertex_var_0_0: - bin_edge_var_downstream_vertex_var_product_0_0 - - _and422 = 0 - c495: _and423 - bin_sc_0_edg_1 <= 0 - c496: _and423 - bin_sc_0_vx_2 <= 0 - c497: _and423 - bin_sc_0_vx_2 - bin_sc_0_edg_1 >= -1 - cons_edge_var_downstream_vertex_var_0_1: - bin_edge_var_downstream_vertex_var_product_0_1 - - _and423 = 0 - c499: _and424 - bin_sc_0_edg_2 <= 0 - c500: _and424 - bin_sc_0_vx_5 <= 0 - c501: _and424 - bin_sc_0_vx_5 - bin_sc_0_edg_2 >= -1 - cons_edge_var_downstream_vertex_var_0_2: - bin_edge_var_downstream_vertex_var_product_0_2 - - _and424 = 0 - c503: _and425 - bin_sc_0_edg_3 <= 0 - c504: _and425 - bin_sc_0_vx_2 <= 0 - c505: _and425 - bin_sc_0_vx_2 - bin_sc_0_edg_3 >= -1 - cons_edge_var_downstream_vertex_var_0_3: - bin_edge_var_downstream_vertex_var_product_0_3 - - _and425 = 0 - c507: _and426 - bin_sc_0_edg_4 <= 0 - c508: _and426 - bin_sc_0_vx_6 <= 0 - c509: _and426 - bin_sc_0_vx_6 - bin_sc_0_edg_4 >= -1 - cons_edge_var_downstream_vertex_var_0_4: - bin_edge_var_downstream_vertex_var_product_0_4 - - _and426 = 0 - c511: _and427 - bin_sc_0_edg_5 <= 0 - c512: _and427 - bin_sc_0_vx_3 <= 0 - c513: _and427 - bin_sc_0_vx_3 - bin_sc_0_edg_5 >= -1 - cons_edge_var_downstream_vertex_var_0_5: - bin_edge_var_downstream_vertex_var_product_0_5 - - _and427 = 0 - c515: _and428 - bin_sc_0_edg_6 <= 0 - c516: _and428 - bin_sc_0_vx_7 <= 0 - c517: _and428 - bin_sc_0_vx_7 - bin_sc_0_edg_6 >= -1 - cons_edge_var_downstream_vertex_var_0_6: - bin_edge_var_downstream_vertex_var_product_0_6 - - _and428 = 0 - c519: _and429 - bin_sc_0_edg_7 <= 0 - c520: _and429 - bin_sc_0_vx_9 <= 0 - c521: _and429 - bin_sc_0_vx_9 - bin_sc_0_edg_7 >= -1 - cons_edge_var_downstream_vertex_var_0_7: - bin_edge_var_downstream_vertex_var_product_0_7 - - _and429 = 0 - c523: _and430 - bin_sc_0_edg_8 <= 0 - c524: _and430 - bin_sc_0_vx_5 <= 0 - c525: _and430 - bin_sc_0_vx_5 - bin_sc_0_edg_8 >= -1 - cons_edge_var_downstream_vertex_var_0_8: - bin_edge_var_downstream_vertex_var_product_0_8 - - _and430 = 0 - c527: _and431 - bin_sc_0_edg_9 <= 0 - c528: _and431 - bin_sc_0_vx_10 <= 0 - c529: _and431 - bin_sc_0_vx_10 - bin_sc_0_edg_9 >= -1 - cons_edge_var_downstream_vertex_var_0_9: - bin_edge_var_downstream_vertex_var_product_0_9 - - _and431 = 0 - c531: _and432 - bin_sc_0_edg_10 <= 0 - c532: _and432 - bin_sc_0_vx_6 <= 0 - c533: _and432 - bin_sc_0_vx_6 - bin_sc_0_edg_10 >= -1 - cons_edge_var_downstream_vertex_var_0_10: - bin_edge_var_downstream_vertex_var_product_0_10 - - _and432 = 0 - c535: _and433 - bin_sc_0_edg_11 <= 0 - c536: _and433 - bin_sc_0_vx_11 <= 0 - c537: _and433 - bin_sc_0_vx_11 - bin_sc_0_edg_11 >= -1 - cons_edge_var_downstream_vertex_var_0_11: - bin_edge_var_downstream_vertex_var_product_0_11 - - _and433 = 0 - c539: _and434 - bin_sc_0_edg_12 <= 0 - c540: _and434 - bin_sc_0_vx_7 <= 0 - c541: _and434 - bin_sc_0_vx_7 - bin_sc_0_edg_12 >= -1 - cons_edge_var_downstream_vertex_var_0_12: - bin_edge_var_downstream_vertex_var_product_0_12 - - _and434 = 0 - c543: _and435 - bin_sc_0_edg_13 <= 0 - c544: _and435 - bin_sc_0_vx_13 <= 0 - c545: _and435 - bin_sc_0_vx_13 - bin_sc_0_edg_13 >= -1 - cons_edge_var_downstream_vertex_var_0_13: - bin_edge_var_downstream_vertex_var_product_0_13 - - _and435 = 0 - c547: _and436 - bin_sc_0_edg_14 <= 0 - c548: _and436 - bin_sc_0_vx_9 <= 0 - c549: _and436 - bin_sc_0_vx_9 - bin_sc_0_edg_14 >= -1 - cons_edge_var_downstream_vertex_var_0_14: - bin_edge_var_downstream_vertex_var_product_0_14 - - _and436 = 0 - c551: _and437 - bin_sc_0_edg_15 <= 0 - c552: _and437 - bin_sc_0_vx_14 <= 0 - c553: _and437 - bin_sc_0_vx_14 - bin_sc_0_edg_15 >= -1 - cons_edge_var_downstream_vertex_var_0_15: - bin_edge_var_downstream_vertex_var_product_0_15 - - _and437 = 0 - c555: _and438 - bin_sc_0_edg_16 <= 0 - c556: _and438 - bin_sc_0_vx_10 <= 0 - c557: _and438 - bin_sc_0_vx_10 - bin_sc_0_edg_16 >= -1 - cons_edge_var_downstream_vertex_var_0_16: - bin_edge_var_downstream_vertex_var_product_0_16 - - _and438 = 0 - c559: _and439 - bin_sc_0_edg_17 <= 0 - c560: _and439 - bin_sc_0_vx_15 <= 0 - c561: _and439 - bin_sc_0_vx_15 - bin_sc_0_edg_17 >= -1 - cons_edge_var_downstream_vertex_var_0_17: - bin_edge_var_downstream_vertex_var_product_0_17 - - _and439 = 0 - c563: _and440 - bin_sc_0_edg_18 <= 0 - c564: _and440 - bin_sc_0_vx_11 <= 0 - c565: _and440 - bin_sc_0_vx_11 - bin_sc_0_edg_18 >= -1 - cons_edge_var_downstream_vertex_var_0_18: - bin_edge_var_downstream_vertex_var_product_0_18 - - _and440 = 0 - c567: _and441 - bin_sc_0_edg_19 <= 0 - c568: _and441 - bin_sc_0_vx_17 <= 0 - c569: _and441 - bin_sc_0_vx_17 - bin_sc_0_edg_19 >= -1 - cons_edge_var_downstream_vertex_var_0_19: - bin_edge_var_downstream_vertex_var_product_0_19 - - _and441 = 0 - c571: _and442 - bin_sc_0_edg_20 <= 0 - c572: _and442 - bin_sc_0_vx_13 <= 0 - c573: _and442 - bin_sc_0_vx_13 - bin_sc_0_edg_20 >= -1 - cons_edge_var_downstream_vertex_var_0_20: - bin_edge_var_downstream_vertex_var_product_0_20 - - _and442 = 0 - c575: _and443 - bin_sc_0_edg_21 <= 0 - c576: _and443 - bin_sc_0_vx_18 <= 0 - c577: _and443 - bin_sc_0_vx_18 - bin_sc_0_edg_21 >= -1 - cons_edge_var_downstream_vertex_var_0_21: - bin_edge_var_downstream_vertex_var_product_0_21 - - _and443 = 0 - c579: _and444 - bin_sc_0_edg_22 <= 0 - c580: _and444 - bin_sc_0_vx_14 <= 0 - c581: _and444 - bin_sc_0_vx_14 - bin_sc_0_edg_22 >= -1 - cons_edge_var_downstream_vertex_var_0_22: - bin_edge_var_downstream_vertex_var_product_0_22 - - _and444 = 0 - c583: _and445 - bin_sc_0_edg_23 <= 0 - c584: _and445 - bin_sc_0_vx_19 <= 0 - c585: _and445 - bin_sc_0_vx_19 - bin_sc_0_edg_23 >= -1 - cons_edge_var_downstream_vertex_var_0_23: - bin_edge_var_downstream_vertex_var_product_0_23 - - _and445 = 0 - c587: _and446 - bin_sc_0_edg_24 <= 0 - c588: _and446 - bin_sc_0_vx_15 <= 0 - c589: _and446 - bin_sc_0_vx_15 - bin_sc_0_edg_24 >= -1 - cons_edge_var_downstream_vertex_var_0_24: - bin_edge_var_downstream_vertex_var_product_0_24 - - _and446 = 0 - c591: _and447 - bin_sc_0_edg_25 <= 0 - c592: _and447 - bin_sc_0_vx_21 <= 0 - c593: _and447 - bin_sc_0_vx_21 - bin_sc_0_edg_25 >= -1 - cons_edge_var_downstream_vertex_var_0_25: - bin_edge_var_downstream_vertex_var_product_0_25 - - _and447 = 0 - c595: _and448 - bin_sc_0_edg_26 <= 0 - c596: _and448 - bin_sc_0_vx_17 <= 0 - c597: _and448 - bin_sc_0_vx_17 - bin_sc_0_edg_26 >= -1 - cons_edge_var_downstream_vertex_var_0_26: - bin_edge_var_downstream_vertex_var_product_0_26 - - _and448 = 0 - c599: _and449 - bin_sc_0_edg_27 <= 0 - c600: _and449 - bin_sc_0_vx_22 <= 0 - c601: _and449 - bin_sc_0_vx_22 - bin_sc_0_edg_27 >= -1 - cons_edge_var_downstream_vertex_var_0_27: - bin_edge_var_downstream_vertex_var_product_0_27 - - _and449 = 0 - c603: _and450 - bin_sc_0_edg_28 <= 0 - c604: _and450 - bin_sc_0_vx_18 <= 0 - c605: _and450 - bin_sc_0_vx_18 - bin_sc_0_edg_28 >= -1 - cons_edge_var_downstream_vertex_var_0_28: - bin_edge_var_downstream_vertex_var_product_0_28 - - _and450 = 0 - c607: _and451 - bin_sc_0_edg_29 <= 0 - c608: _and451 - bin_sc_0_vx_23 <= 0 - c609: _and451 - bin_sc_0_vx_23 - bin_sc_0_edg_29 >= -1 - cons_edge_var_downstream_vertex_var_0_29: - bin_edge_var_downstream_vertex_var_product_0_29 - - _and451 = 0 - c611: _and452 - bin_sc_0_edg_30 <= 0 - c612: _and452 - bin_sc_0_vx_19 <= 0 - c613: _and452 - bin_sc_0_vx_19 - bin_sc_0_edg_30 >= -1 - cons_edge_var_downstream_vertex_var_0_30: - bin_edge_var_downstream_vertex_var_product_0_30 - - _and452 = 0 - c615: _and453 - bin_sc_0_edg_31 <= 0 - c616: _and453 - bin_sc_0_vx_25 <= 0 - c617: _and453 - bin_sc_0_vx_25 - bin_sc_0_edg_31 >= -1 - cons_edge_var_downstream_vertex_var_0_31: - bin_edge_var_downstream_vertex_var_product_0_31 - - _and453 = 0 - c619: _and454 - bin_sc_0_edg_32 <= 0 - c620: _and454 - bin_sc_0_vx_21 <= 0 - c621: _and454 - bin_sc_0_vx_21 - bin_sc_0_edg_32 >= -1 - cons_edge_var_downstream_vertex_var_0_32: - bin_edge_var_downstream_vertex_var_product_0_32 - - _and454 = 0 - c623: _and455 - bin_sc_0_edg_33 <= 0 - c624: _and455 - bin_sc_0_vx_26 <= 0 - c625: _and455 - bin_sc_0_vx_26 - bin_sc_0_edg_33 >= -1 - cons_edge_var_downstream_vertex_var_0_33: - bin_edge_var_downstream_vertex_var_product_0_33 - - _and455 = 0 - c627: _and456 - bin_sc_0_edg_34 <= 0 - c628: _and456 - bin_sc_0_vx_22 <= 0 - c629: _and456 - bin_sc_0_vx_22 - bin_sc_0_edg_34 >= -1 - cons_edge_var_downstream_vertex_var_0_34: - bin_edge_var_downstream_vertex_var_product_0_34 - - _and456 = 0 - c631: _and457 - bin_sc_0_edg_35 <= 0 - c632: _and457 - bin_sc_0_vx_27 <= 0 - c633: _and457 - bin_sc_0_vx_27 - bin_sc_0_edg_35 >= -1 - cons_edge_var_downstream_vertex_var_0_35: - bin_edge_var_downstream_vertex_var_product_0_35 - - _and457 = 0 - c635: _and458 - bin_sc_0_edg_36 <= 0 - c636: _and458 - bin_sc_0_vx_23 <= 0 - c637: _and458 - bin_sc_0_vx_23 - bin_sc_0_edg_36 >= -1 - cons_edge_var_downstream_vertex_var_0_36: - bin_edge_var_downstream_vertex_var_product_0_36 - - _and458 = 0 - c639: _and459 - bin_sc_0_edg_37 <= 0 - c640: _and459 - bin_sc_0_vx_29 <= 0 - c641: _and459 - bin_sc_0_vx_29 - bin_sc_0_edg_37 >= -1 - cons_edge_var_downstream_vertex_var_0_37: - bin_edge_var_downstream_vertex_var_product_0_37 - - _and459 = 0 - c643: _and460 - bin_sc_0_edg_38 <= 0 - c644: _and460 - bin_sc_0_vx_25 <= 0 - c645: _and460 - bin_sc_0_vx_25 - bin_sc_0_edg_38 >= -1 - cons_edge_var_downstream_vertex_var_0_38: - bin_edge_var_downstream_vertex_var_product_0_38 - - _and460 = 0 - c647: _and461 - bin_sc_0_edg_39 <= 0 - c648: _and461 - bin_sc_0_vx_30 <= 0 - c649: _and461 - bin_sc_0_vx_30 - bin_sc_0_edg_39 >= -1 - cons_edge_var_downstream_vertex_var_0_39: - bin_edge_var_downstream_vertex_var_product_0_39 - - _and461 = 0 - c651: _and462 - bin_sc_0_edg_40 <= 0 - c652: _and462 - bin_sc_0_vx_26 <= 0 - c653: _and462 - bin_sc_0_vx_26 - bin_sc_0_edg_40 >= -1 - cons_edge_var_downstream_vertex_var_0_40: - bin_edge_var_downstream_vertex_var_product_0_40 - - _and462 = 0 - c655: _and463 - bin_sc_0_edg_41 <= 0 - c656: _and463 - bin_sc_0_vx_31 <= 0 - c657: _and463 - bin_sc_0_vx_31 - bin_sc_0_edg_41 >= -1 - cons_edge_var_downstream_vertex_var_0_41: - bin_edge_var_downstream_vertex_var_product_0_41 - - _and463 = 0 - c659: _and464 - bin_sc_0_edg_42 <= 0 - c660: _and464 - bin_sc_0_vx_27 <= 0 - c661: _and464 - bin_sc_0_vx_27 - bin_sc_0_edg_42 >= -1 - cons_edge_var_downstream_vertex_var_0_42: - bin_edge_var_downstream_vertex_var_product_0_42 - - _and464 = 0 - c663: _and465 - bin_sc_0_edg_43 <= 0 - c664: _and465 - bin_sc_0_vx_33 <= 0 - c665: _and465 - bin_sc_0_vx_33 - bin_sc_0_edg_43 >= -1 - cons_edge_var_downstream_vertex_var_0_43: - bin_edge_var_downstream_vertex_var_product_0_43 - - _and465 = 0 - c667: _and466 - bin_sc_0_edg_44 <= 0 - c668: _and466 - bin_sc_0_vx_29 <= 0 - c669: _and466 - bin_sc_0_vx_29 - bin_sc_0_edg_44 >= -1 - cons_edge_var_downstream_vertex_var_0_44: - bin_edge_var_downstream_vertex_var_product_0_44 - - _and466 = 0 - c671: _and467 - bin_sc_0_edg_45 <= 0 - c672: _and467 - bin_sc_0_vx_34 <= 0 - c673: _and467 - bin_sc_0_vx_34 - bin_sc_0_edg_45 >= -1 - cons_edge_var_downstream_vertex_var_0_45: - bin_edge_var_downstream_vertex_var_product_0_45 - - _and467 = 0 - c675: _and468 - bin_sc_0_edg_46 <= 0 - c676: _and468 - bin_sc_0_vx_30 <= 0 - c677: _and468 - bin_sc_0_vx_30 - bin_sc_0_edg_46 >= -1 - cons_edge_var_downstream_vertex_var_0_46: - bin_edge_var_downstream_vertex_var_product_0_46 - - _and468 = 0 - c679: _and469 - bin_sc_0_edg_47 <= 0 - c680: _and469 - bin_sc_0_vx_35 <= 0 - c681: _and469 - bin_sc_0_vx_35 - bin_sc_0_edg_47 >= -1 - cons_edge_var_downstream_vertex_var_0_47: - bin_edge_var_downstream_vertex_var_product_0_47 - - _and469 = 0 - c683: _and470 - bin_sc_0_edg_48 <= 0 - c684: _and470 - bin_sc_0_vx_31 <= 0 - c685: _and470 - bin_sc_0_vx_31 - bin_sc_0_edg_48 >= -1 - cons_edge_var_downstream_vertex_var_0_48: - bin_edge_var_downstream_vertex_var_product_0_48 - - _and470 = 0 - c687: _and471 - bin_sc_0_edg_49 <= 0 - c688: _and471 - bin_sc_0_vx_36 <= 0 - c689: _and471 - bin_sc_0_vx_36 - bin_sc_0_edg_49 >= -1 - cons_edge_var_downstream_vertex_var_0_49: - bin_edge_var_downstream_vertex_var_product_0_49 - - _and471 = 0 - c691: _and472 - bin_sc_0_edg_50 <= 0 - c692: _and472 - bin_sc_0_vx_33 <= 0 - c693: _and472 - bin_sc_0_vx_33 - bin_sc_0_edg_50 >= -1 - cons_edge_var_downstream_vertex_var_0_50: - bin_edge_var_downstream_vertex_var_product_0_50 - - _and472 = 0 - c695: _and473 - bin_sc_0_edg_51 <= 0 - c696: _and473 - bin_sc_0_vx_36 <= 0 - c697: _and473 - bin_sc_0_vx_36 - bin_sc_0_edg_51 >= -1 - cons_edge_var_downstream_vertex_var_0_51: - bin_edge_var_downstream_vertex_var_product_0_51 - - _and473 = 0 - c699: _and474 - bin_sc_0_edg_52 <= 0 - c700: _and474 - bin_sc_0_vx_34 <= 0 - c701: _and474 - bin_sc_0_vx_34 - bin_sc_0_edg_52 >= -1 - cons_edge_var_downstream_vertex_var_0_52: - bin_edge_var_downstream_vertex_var_product_0_52 - - _and474 = 0 - c703: _and475 - bin_sc_0_edg_53 <= 0 - c704: _and475 - bin_sc_0_vx_37 <= 0 - c705: _and475 - bin_sc_0_vx_37 - bin_sc_0_edg_53 >= -1 - cons_edge_var_downstream_vertex_var_0_53: - bin_edge_var_downstream_vertex_var_product_0_53 - - _and475 = 0 - c707: _and476 - bin_sc_0_edg_54 <= 0 - c708: _and476 - bin_sc_0_vx_35 <= 0 - c709: _and476 - bin_sc_0_vx_35 - bin_sc_0_edg_54 >= -1 - cons_edge_var_downstream_vertex_var_0_54: - bin_edge_var_downstream_vertex_var_product_0_54 - - _and476 = 0 - c711: _and477 - bin_sc_0_edg_55 <= 0 - c712: _and477 - bin_sc_0_vx_37 <= 0 - c713: _and477 - bin_sc_0_vx_37 - bin_sc_0_edg_55 >= -1 - cons_edge_var_downstream_vertex_var_0_55: - bin_edge_var_downstream_vertex_var_product_0_55 - - _and477 = 0 - cons_subcircuit_rho_qubits_0: rho_0 - - bin_edge_var_downstream_vertex_var_product_0_0 - - bin_edge_var_downstream_vertex_var_product_0_1 - - bin_edge_var_downstream_vertex_var_product_0_2 - - bin_edge_var_downstream_vertex_var_product_0_3 - - bin_edge_var_downstream_vertex_var_product_0_4 - - bin_edge_var_downstream_vertex_var_product_0_5 - - bin_edge_var_downstream_vertex_var_product_0_6 - - bin_edge_var_downstream_vertex_var_product_0_7 - - bin_edge_var_downstream_vertex_var_product_0_8 - - bin_edge_var_downstream_vertex_var_product_0_9 - - bin_edge_var_downstream_vertex_var_product_0_10 - - bin_edge_var_downstream_vertex_var_product_0_11 - - bin_edge_var_downstream_vertex_var_product_0_12 - - bin_edge_var_downstream_vertex_var_product_0_13 - - bin_edge_var_downstream_vertex_var_product_0_14 - - bin_edge_var_downstream_vertex_var_product_0_15 - - bin_edge_var_downstream_vertex_var_product_0_16 - - bin_edge_var_downstream_vertex_var_product_0_17 - - bin_edge_var_downstream_vertex_var_product_0_18 - - bin_edge_var_downstream_vertex_var_product_0_19 - - bin_edge_var_downstream_vertex_var_product_0_20 - - bin_edge_var_downstream_vertex_var_product_0_21 - - bin_edge_var_downstream_vertex_var_product_0_22 - - bin_edge_var_downstream_vertex_var_product_0_23 - - bin_edge_var_downstream_vertex_var_product_0_24 - - bin_edge_var_downstream_vertex_var_product_0_25 - - bin_edge_var_downstream_vertex_var_product_0_26 - - bin_edge_var_downstream_vertex_var_product_0_27 - - bin_edge_var_downstream_vertex_var_product_0_28 - - bin_edge_var_downstream_vertex_var_product_0_29 - - bin_edge_var_downstream_vertex_var_product_0_30 - - bin_edge_var_downstream_vertex_var_product_0_31 - - bin_edge_var_downstream_vertex_var_product_0_32 - - bin_edge_var_downstream_vertex_var_product_0_33 - - bin_edge_var_downstream_vertex_var_product_0_34 - - bin_edge_var_downstream_vertex_var_product_0_35 - - bin_edge_var_downstream_vertex_var_product_0_36 - - bin_edge_var_downstream_vertex_var_product_0_37 - - bin_edge_var_downstream_vertex_var_product_0_38 - - bin_edge_var_downstream_vertex_var_product_0_39 - - bin_edge_var_downstream_vertex_var_product_0_40 - - bin_edge_var_downstream_vertex_var_product_0_41 - - bin_edge_var_downstream_vertex_var_product_0_42 - - bin_edge_var_downstream_vertex_var_product_0_43 - - bin_edge_var_downstream_vertex_var_product_0_44 - - bin_edge_var_downstream_vertex_var_product_0_45 - - bin_edge_var_downstream_vertex_var_product_0_46 - - bin_edge_var_downstream_vertex_var_product_0_47 - - bin_edge_var_downstream_vertex_var_product_0_48 - - bin_edge_var_downstream_vertex_var_product_0_49 - - bin_edge_var_downstream_vertex_var_product_0_50 - - bin_edge_var_downstream_vertex_var_product_0_51 - - bin_edge_var_downstream_vertex_var_product_0_52 - - bin_edge_var_downstream_vertex_var_product_0_53 - - bin_edge_var_downstream_vertex_var_product_0_54 - - bin_edge_var_downstream_vertex_var_product_0_55 - = 0 - c716: _and478 - bin_sc_0_edg_0 <= 0 - c717: _and478 - bin_sc_0_vx_0 <= 0 - c718: _and478 - bin_sc_0_vx_0 - bin_sc_0_edg_0 >= -1 - cons_edge_var_upstream_vertex_var_0_0: - bin_edge_var_upstream_vertex_var_product_0_0 - - _and478 = 0 - c720: _and479 - bin_sc_0_edg_1 <= 0 - c721: _and479 - bin_sc_0_vx_0 <= 0 - c722: _and479 - bin_sc_0_vx_0 - bin_sc_0_edg_1 >= -1 - cons_edge_var_upstream_vertex_var_0_1: - bin_edge_var_upstream_vertex_var_product_0_1 - - _and479 = 0 - c724: _and480 - bin_sc_0_edg_2 <= 0 - c725: _and480 - bin_sc_0_vx_1 <= 0 - c726: _and480 - bin_sc_0_vx_1 - bin_sc_0_edg_2 >= -1 - cons_edge_var_upstream_vertex_var_0_2: - bin_edge_var_upstream_vertex_var_product_0_2 - - _and480 = 0 - c728: _and481 - bin_sc_0_edg_3 <= 0 - c729: _and481 - bin_sc_0_vx_1 <= 0 - c730: _and481 - bin_sc_0_vx_1 - bin_sc_0_edg_3 >= -1 - cons_edge_var_upstream_vertex_var_0_3: - bin_edge_var_upstream_vertex_var_product_0_3 - - _and481 = 0 - c732: _and482 - bin_sc_0_edg_4 <= 0 - c733: _and482 - bin_sc_0_vx_2 <= 0 - c734: _and482 - bin_sc_0_vx_2 - bin_sc_0_edg_4 >= -1 - cons_edge_var_upstream_vertex_var_0_4: - bin_edge_var_upstream_vertex_var_product_0_4 - - _and482 = 0 - c736: _and483 - bin_sc_0_edg_5 <= 0 - c737: _and483 - bin_sc_0_vx_2 <= 0 - c738: _and483 - bin_sc_0_vx_2 - bin_sc_0_edg_5 >= -1 - cons_edge_var_upstream_vertex_var_0_5: - bin_edge_var_upstream_vertex_var_product_0_5 - - _and483 = 0 - c740: _and484 - bin_sc_0_edg_6 <= 0 - c741: _and484 - bin_sc_0_vx_3 <= 0 - c742: _and484 - bin_sc_0_vx_3 - bin_sc_0_edg_6 >= -1 - cons_edge_var_upstream_vertex_var_0_6: - bin_edge_var_upstream_vertex_var_product_0_6 - - _and484 = 0 - c744: _and485 - bin_sc_0_edg_7 <= 0 - c745: _and485 - bin_sc_0_vx_4 <= 0 - c746: _and485 - bin_sc_0_vx_4 - bin_sc_0_edg_7 >= -1 - cons_edge_var_upstream_vertex_var_0_7: - bin_edge_var_upstream_vertex_var_product_0_7 - - _and485 = 0 - c748: _and486 - bin_sc_0_edg_8 <= 0 - c749: _and486 - bin_sc_0_vx_4 <= 0 - c750: _and486 - bin_sc_0_vx_4 - bin_sc_0_edg_8 >= -1 - cons_edge_var_upstream_vertex_var_0_8: - bin_edge_var_upstream_vertex_var_product_0_8 - - _and486 = 0 - c752: _and487 - bin_sc_0_edg_9 <= 0 - c753: _and487 - bin_sc_0_vx_5 <= 0 - c754: _and487 - bin_sc_0_vx_5 - bin_sc_0_edg_9 >= -1 - cons_edge_var_upstream_vertex_var_0_9: - bin_edge_var_upstream_vertex_var_product_0_9 - - _and487 = 0 - c756: _and488 - bin_sc_0_edg_10 <= 0 - c757: _and488 - bin_sc_0_vx_5 <= 0 - c758: _and488 - bin_sc_0_vx_5 - bin_sc_0_edg_10 >= -1 - cons_edge_var_upstream_vertex_var_0_10: - bin_edge_var_upstream_vertex_var_product_0_10 - - _and488 = 0 - c760: _and489 - bin_sc_0_edg_11 <= 0 - c761: _and489 - bin_sc_0_vx_6 <= 0 - c762: _and489 - bin_sc_0_vx_6 - bin_sc_0_edg_11 >= -1 - cons_edge_var_upstream_vertex_var_0_11: - bin_edge_var_upstream_vertex_var_product_0_11 - - _and489 = 0 - c764: _and490 - bin_sc_0_edg_12 <= 0 - c765: _and490 - bin_sc_0_vx_6 <= 0 - c766: _and490 - bin_sc_0_vx_6 - bin_sc_0_edg_12 >= -1 - cons_edge_var_upstream_vertex_var_0_12: - bin_edge_var_upstream_vertex_var_product_0_12 - - _and490 = 0 - c768: _and491 - bin_sc_0_edg_13 <= 0 - c769: _and491 - bin_sc_0_vx_8 <= 0 - c770: _and491 - bin_sc_0_vx_8 - bin_sc_0_edg_13 >= -1 - cons_edge_var_upstream_vertex_var_0_13: - bin_edge_var_upstream_vertex_var_product_0_13 - - _and491 = 0 - c772: _and492 - bin_sc_0_edg_14 <= 0 - c773: _and492 - bin_sc_0_vx_8 <= 0 - c774: _and492 - bin_sc_0_vx_8 - bin_sc_0_edg_14 >= -1 - cons_edge_var_upstream_vertex_var_0_14: - bin_edge_var_upstream_vertex_var_product_0_14 - - _and492 = 0 - c776: _and493 - bin_sc_0_edg_15 <= 0 - c777: _and493 - bin_sc_0_vx_9 <= 0 - c778: _and493 - bin_sc_0_vx_9 - bin_sc_0_edg_15 >= -1 - cons_edge_var_upstream_vertex_var_0_15: - bin_edge_var_upstream_vertex_var_product_0_15 - - _and493 = 0 - c780: _and494 - bin_sc_0_edg_16 <= 0 - c781: _and494 - bin_sc_0_vx_9 <= 0 - c782: _and494 - bin_sc_0_vx_9 - bin_sc_0_edg_16 >= -1 - cons_edge_var_upstream_vertex_var_0_16: - bin_edge_var_upstream_vertex_var_product_0_16 - - _and494 = 0 - c784: _and495 - bin_sc_0_edg_17 <= 0 - c785: _and495 - bin_sc_0_vx_10 <= 0 - c786: _and495 - bin_sc_0_vx_10 - bin_sc_0_edg_17 >= -1 - cons_edge_var_upstream_vertex_var_0_17: - bin_edge_var_upstream_vertex_var_product_0_17 - - _and495 = 0 - c788: _and496 - bin_sc_0_edg_18 <= 0 - c789: _and496 - bin_sc_0_vx_10 <= 0 - c790: _and496 - bin_sc_0_vx_10 - bin_sc_0_edg_18 >= -1 - cons_edge_var_upstream_vertex_var_0_18: - bin_edge_var_upstream_vertex_var_product_0_18 - - _and496 = 0 - c792: _and497 - bin_sc_0_edg_19 <= 0 - c793: _and497 - bin_sc_0_vx_12 <= 0 - c794: _and497 - bin_sc_0_vx_12 - bin_sc_0_edg_19 >= -1 - cons_edge_var_upstream_vertex_var_0_19: - bin_edge_var_upstream_vertex_var_product_0_19 - - _and497 = 0 - c796: _and498 - bin_sc_0_edg_20 <= 0 - c797: _and498 - bin_sc_0_vx_12 <= 0 - c798: _and498 - bin_sc_0_vx_12 - bin_sc_0_edg_20 >= -1 - cons_edge_var_upstream_vertex_var_0_20: - bin_edge_var_upstream_vertex_var_product_0_20 - - _and498 = 0 - c800: _and499 - bin_sc_0_edg_21 <= 0 - c801: _and499 - bin_sc_0_vx_13 <= 0 - c802: _and499 - bin_sc_0_vx_13 - bin_sc_0_edg_21 >= -1 - cons_edge_var_upstream_vertex_var_0_21: - bin_edge_var_upstream_vertex_var_product_0_21 - - _and499 = 0 - c804: _and500 - bin_sc_0_edg_22 <= 0 - c805: _and500 - bin_sc_0_vx_13 <= 0 - c806: _and500 - bin_sc_0_vx_13 - bin_sc_0_edg_22 >= -1 - cons_edge_var_upstream_vertex_var_0_22: - bin_edge_var_upstream_vertex_var_product_0_22 - - _and500 = 0 - c808: _and501 - bin_sc_0_edg_23 <= 0 - c809: _and501 - bin_sc_0_vx_14 <= 0 - c810: _and501 - bin_sc_0_vx_14 - bin_sc_0_edg_23 >= -1 - cons_edge_var_upstream_vertex_var_0_23: - bin_edge_var_upstream_vertex_var_product_0_23 - - _and501 = 0 - c812: _and502 - bin_sc_0_edg_24 <= 0 - c813: _and502 - bin_sc_0_vx_14 <= 0 - c814: _and502 - bin_sc_0_vx_14 - bin_sc_0_edg_24 >= -1 - cons_edge_var_upstream_vertex_var_0_24: - bin_edge_var_upstream_vertex_var_product_0_24 - - _and502 = 0 - c816: _and503 - bin_sc_0_edg_25 <= 0 - c817: _and503 - bin_sc_0_vx_16 <= 0 - c818: _and503 - bin_sc_0_vx_16 - bin_sc_0_edg_25 >= -1 - cons_edge_var_upstream_vertex_var_0_25: - bin_edge_var_upstream_vertex_var_product_0_25 - - _and503 = 0 - c820: _and504 - bin_sc_0_edg_26 <= 0 - c821: _and504 - bin_sc_0_vx_16 <= 0 - c822: _and504 - bin_sc_0_vx_16 - bin_sc_0_edg_26 >= -1 - cons_edge_var_upstream_vertex_var_0_26: - bin_edge_var_upstream_vertex_var_product_0_26 - - _and504 = 0 - c824: _and505 - bin_sc_0_edg_27 <= 0 - c825: _and505 - bin_sc_0_vx_17 <= 0 - c826: _and505 - bin_sc_0_vx_17 - bin_sc_0_edg_27 >= -1 - cons_edge_var_upstream_vertex_var_0_27: - bin_edge_var_upstream_vertex_var_product_0_27 - - _and505 = 0 - c828: _and506 - bin_sc_0_edg_28 <= 0 - c829: _and506 - bin_sc_0_vx_17 <= 0 - c830: _and506 - bin_sc_0_vx_17 - bin_sc_0_edg_28 >= -1 - cons_edge_var_upstream_vertex_var_0_28: - bin_edge_var_upstream_vertex_var_product_0_28 - - _and506 = 0 - c832: _and507 - bin_sc_0_edg_29 <= 0 - c833: _and507 - bin_sc_0_vx_18 <= 0 - c834: _and507 - bin_sc_0_vx_18 - bin_sc_0_edg_29 >= -1 - cons_edge_var_upstream_vertex_var_0_29: - bin_edge_var_upstream_vertex_var_product_0_29 - - _and507 = 0 - c836: _and508 - bin_sc_0_edg_30 <= 0 - c837: _and508 - bin_sc_0_vx_18 <= 0 - c838: _and508 - bin_sc_0_vx_18 - bin_sc_0_edg_30 >= -1 - cons_edge_var_upstream_vertex_var_0_30: - bin_edge_var_upstream_vertex_var_product_0_30 - - _and508 = 0 - c840: _and509 - bin_sc_0_edg_31 <= 0 - c841: _and509 - bin_sc_0_vx_20 <= 0 - c842: _and509 - bin_sc_0_vx_20 - bin_sc_0_edg_31 >= -1 - cons_edge_var_upstream_vertex_var_0_31: - bin_edge_var_upstream_vertex_var_product_0_31 - - _and509 = 0 - c844: _and510 - bin_sc_0_edg_32 <= 0 - c845: _and510 - bin_sc_0_vx_20 <= 0 - c846: _and510 - bin_sc_0_vx_20 - bin_sc_0_edg_32 >= -1 - cons_edge_var_upstream_vertex_var_0_32: - bin_edge_var_upstream_vertex_var_product_0_32 - - _and510 = 0 - c848: _and511 - bin_sc_0_edg_33 <= 0 - c849: _and511 - bin_sc_0_vx_21 <= 0 - c850: _and511 - bin_sc_0_vx_21 - bin_sc_0_edg_33 >= -1 - cons_edge_var_upstream_vertex_var_0_33: - bin_edge_var_upstream_vertex_var_product_0_33 - - _and511 = 0 - c852: _and512 - bin_sc_0_edg_34 <= 0 - c853: _and512 - bin_sc_0_vx_21 <= 0 - c854: _and512 - bin_sc_0_vx_21 - bin_sc_0_edg_34 >= -1 - cons_edge_var_upstream_vertex_var_0_34: - bin_edge_var_upstream_vertex_var_product_0_34 - - _and512 = 0 - c856: _and513 - bin_sc_0_edg_35 <= 0 - c857: _and513 - bin_sc_0_vx_22 <= 0 - c858: _and513 - bin_sc_0_vx_22 - bin_sc_0_edg_35 >= -1 - cons_edge_var_upstream_vertex_var_0_35: - bin_edge_var_upstream_vertex_var_product_0_35 - - _and513 = 0 - c860: _and514 - bin_sc_0_edg_36 <= 0 - c861: _and514 - bin_sc_0_vx_22 <= 0 - c862: _and514 - bin_sc_0_vx_22 - bin_sc_0_edg_36 >= -1 - cons_edge_var_upstream_vertex_var_0_36: - bin_edge_var_upstream_vertex_var_product_0_36 - - _and514 = 0 - c864: _and515 - bin_sc_0_edg_37 <= 0 - c865: _and515 - bin_sc_0_vx_24 <= 0 - c866: _and515 - bin_sc_0_vx_24 - bin_sc_0_edg_37 >= -1 - cons_edge_var_upstream_vertex_var_0_37: - bin_edge_var_upstream_vertex_var_product_0_37 - - _and515 = 0 - c868: _and516 - bin_sc_0_edg_38 <= 0 - c869: _and516 - bin_sc_0_vx_24 <= 0 - c870: _and516 - bin_sc_0_vx_24 - bin_sc_0_edg_38 >= -1 - cons_edge_var_upstream_vertex_var_0_38: - bin_edge_var_upstream_vertex_var_product_0_38 - - _and516 = 0 - c872: _and517 - bin_sc_0_edg_39 <= 0 - c873: _and517 - bin_sc_0_vx_25 <= 0 - c874: _and517 - bin_sc_0_vx_25 - bin_sc_0_edg_39 >= -1 - cons_edge_var_upstream_vertex_var_0_39: - bin_edge_var_upstream_vertex_var_product_0_39 - - _and517 = 0 - c876: _and518 - bin_sc_0_edg_40 <= 0 - c877: _and518 - bin_sc_0_vx_25 <= 0 - c878: _and518 - bin_sc_0_vx_25 - bin_sc_0_edg_40 >= -1 - cons_edge_var_upstream_vertex_var_0_40: - bin_edge_var_upstream_vertex_var_product_0_40 - - _and518 = 0 - c880: _and519 - bin_sc_0_edg_41 <= 0 - c881: _and519 - bin_sc_0_vx_26 <= 0 - c882: _and519 - bin_sc_0_vx_26 - bin_sc_0_edg_41 >= -1 - cons_edge_var_upstream_vertex_var_0_41: - bin_edge_var_upstream_vertex_var_product_0_41 - - _and519 = 0 - c884: _and520 - bin_sc_0_edg_42 <= 0 - c885: _and520 - bin_sc_0_vx_26 <= 0 - c886: _and520 - bin_sc_0_vx_26 - bin_sc_0_edg_42 >= -1 - cons_edge_var_upstream_vertex_var_0_42: - bin_edge_var_upstream_vertex_var_product_0_42 - - _and520 = 0 - c888: _and521 - bin_sc_0_edg_43 <= 0 - c889: _and521 - bin_sc_0_vx_28 <= 0 - c890: _and521 - bin_sc_0_vx_28 - bin_sc_0_edg_43 >= -1 - cons_edge_var_upstream_vertex_var_0_43: - bin_edge_var_upstream_vertex_var_product_0_43 - - _and521 = 0 - c892: _and522 - bin_sc_0_edg_44 <= 0 - c893: _and522 - bin_sc_0_vx_28 <= 0 - c894: _and522 - bin_sc_0_vx_28 - bin_sc_0_edg_44 >= -1 - cons_edge_var_upstream_vertex_var_0_44: - bin_edge_var_upstream_vertex_var_product_0_44 - - _and522 = 0 - c896: _and523 - bin_sc_0_edg_45 <= 0 - c897: _and523 - bin_sc_0_vx_29 <= 0 - c898: _and523 - bin_sc_0_vx_29 - bin_sc_0_edg_45 >= -1 - cons_edge_var_upstream_vertex_var_0_45: - bin_edge_var_upstream_vertex_var_product_0_45 - - _and523 = 0 - c900: _and524 - bin_sc_0_edg_46 <= 0 - c901: _and524 - bin_sc_0_vx_29 <= 0 - c902: _and524 - bin_sc_0_vx_29 - bin_sc_0_edg_46 >= -1 - cons_edge_var_upstream_vertex_var_0_46: - bin_edge_var_upstream_vertex_var_product_0_46 - - _and524 = 0 - c904: _and525 - bin_sc_0_edg_47 <= 0 - c905: _and525 - bin_sc_0_vx_30 <= 0 - c906: _and525 - bin_sc_0_vx_30 - bin_sc_0_edg_47 >= -1 - cons_edge_var_upstream_vertex_var_0_47: - bin_edge_var_upstream_vertex_var_product_0_47 - - _and525 = 0 - c908: _and526 - bin_sc_0_edg_48 <= 0 - c909: _and526 - bin_sc_0_vx_30 <= 0 - c910: _and526 - bin_sc_0_vx_30 - bin_sc_0_edg_48 >= -1 - cons_edge_var_upstream_vertex_var_0_48: - bin_edge_var_upstream_vertex_var_product_0_48 - - _and526 = 0 - c912: _and527 - bin_sc_0_edg_49 <= 0 - c913: _and527 - bin_sc_0_vx_32 <= 0 - c914: _and527 - bin_sc_0_vx_32 - bin_sc_0_edg_49 >= -1 - cons_edge_var_upstream_vertex_var_0_49: - bin_edge_var_upstream_vertex_var_product_0_49 - - _and527 = 0 - c916: _and528 - bin_sc_0_edg_50 <= 0 - c917: _and528 - bin_sc_0_vx_32 <= 0 - c918: _and528 - bin_sc_0_vx_32 - bin_sc_0_edg_50 >= -1 - cons_edge_var_upstream_vertex_var_0_50: - bin_edge_var_upstream_vertex_var_product_0_50 - - _and528 = 0 - c920: _and529 - bin_sc_0_edg_51 <= 0 - c921: _and529 - bin_sc_0_vx_33 <= 0 - c922: _and529 - bin_sc_0_vx_33 - bin_sc_0_edg_51 >= -1 - cons_edge_var_upstream_vertex_var_0_51: - bin_edge_var_upstream_vertex_var_product_0_51 - - _and529 = 0 - c924: _and530 - bin_sc_0_edg_52 <= 0 - c925: _and530 - bin_sc_0_vx_33 <= 0 - c926: _and530 - bin_sc_0_vx_33 - bin_sc_0_edg_52 >= -1 - cons_edge_var_upstream_vertex_var_0_52: - bin_edge_var_upstream_vertex_var_product_0_52 - - _and530 = 0 - c928: _and531 - bin_sc_0_edg_53 <= 0 - c929: _and531 - bin_sc_0_vx_34 <= 0 - c930: _and531 - bin_sc_0_vx_34 - bin_sc_0_edg_53 >= -1 - cons_edge_var_upstream_vertex_var_0_53: - bin_edge_var_upstream_vertex_var_product_0_53 - - _and531 = 0 - c932: _and532 - bin_sc_0_edg_54 <= 0 - c933: _and532 - bin_sc_0_vx_34 <= 0 - c934: _and532 - bin_sc_0_vx_34 - bin_sc_0_edg_54 >= -1 - cons_edge_var_upstream_vertex_var_0_54: - bin_edge_var_upstream_vertex_var_product_0_54 - - _and532 = 0 - c936: _and533 - bin_sc_0_edg_55 <= 0 - c937: _and533 - bin_sc_0_vx_36 <= 0 - c938: _and533 - bin_sc_0_vx_36 - bin_sc_0_edg_55 >= -1 - cons_edge_var_upstream_vertex_var_0_55: - bin_edge_var_upstream_vertex_var_product_0_55 - - _and533 = 0 - cons_subcircuit_O_qubits_0: O_0 - bin_edge_var_upstream_vertex_var_product_0_0 - - bin_edge_var_upstream_vertex_var_product_0_1 - - bin_edge_var_upstream_vertex_var_product_0_2 - - bin_edge_var_upstream_vertex_var_product_0_3 - - bin_edge_var_upstream_vertex_var_product_0_4 - - bin_edge_var_upstream_vertex_var_product_0_5 - - bin_edge_var_upstream_vertex_var_product_0_6 - - bin_edge_var_upstream_vertex_var_product_0_7 - - bin_edge_var_upstream_vertex_var_product_0_8 - - bin_edge_var_upstream_vertex_var_product_0_9 - - bin_edge_var_upstream_vertex_var_product_0_10 - - bin_edge_var_upstream_vertex_var_product_0_11 - - bin_edge_var_upstream_vertex_var_product_0_12 - - bin_edge_var_upstream_vertex_var_product_0_13 - - bin_edge_var_upstream_vertex_var_product_0_14 - - bin_edge_var_upstream_vertex_var_product_0_15 - - bin_edge_var_upstream_vertex_var_product_0_16 - - bin_edge_var_upstream_vertex_var_product_0_17 - - bin_edge_var_upstream_vertex_var_product_0_18 - - bin_edge_var_upstream_vertex_var_product_0_19 - - bin_edge_var_upstream_vertex_var_product_0_20 - - bin_edge_var_upstream_vertex_var_product_0_21 - - bin_edge_var_upstream_vertex_var_product_0_22 - - bin_edge_var_upstream_vertex_var_product_0_23 - - bin_edge_var_upstream_vertex_var_product_0_24 - - bin_edge_var_upstream_vertex_var_product_0_25 - - bin_edge_var_upstream_vertex_var_product_0_26 - - bin_edge_var_upstream_vertex_var_product_0_27 - - bin_edge_var_upstream_vertex_var_product_0_28 - - bin_edge_var_upstream_vertex_var_product_0_29 - - bin_edge_var_upstream_vertex_var_product_0_30 - - bin_edge_var_upstream_vertex_var_product_0_31 - - bin_edge_var_upstream_vertex_var_product_0_32 - - bin_edge_var_upstream_vertex_var_product_0_33 - - bin_edge_var_upstream_vertex_var_product_0_34 - - bin_edge_var_upstream_vertex_var_product_0_35 - - bin_edge_var_upstream_vertex_var_product_0_36 - - bin_edge_var_upstream_vertex_var_product_0_37 - - bin_edge_var_upstream_vertex_var_product_0_38 - - bin_edge_var_upstream_vertex_var_product_0_39 - - bin_edge_var_upstream_vertex_var_product_0_40 - - bin_edge_var_upstream_vertex_var_product_0_41 - - bin_edge_var_upstream_vertex_var_product_0_42 - - bin_edge_var_upstream_vertex_var_product_0_43 - - bin_edge_var_upstream_vertex_var_product_0_44 - - bin_edge_var_upstream_vertex_var_product_0_45 - - bin_edge_var_upstream_vertex_var_product_0_46 - - bin_edge_var_upstream_vertex_var_product_0_47 - - bin_edge_var_upstream_vertex_var_product_0_48 - - bin_edge_var_upstream_vertex_var_product_0_49 - - bin_edge_var_upstream_vertex_var_product_0_50 - - bin_edge_var_upstream_vertex_var_product_0_51 - - bin_edge_var_upstream_vertex_var_product_0_52 - - bin_edge_var_upstream_vertex_var_product_0_53 - - bin_edge_var_upstream_vertex_var_product_0_54 - - bin_edge_var_upstream_vertex_var_product_0_55 = - 0 - cons_subcircuit_d_qubits_0: - original_input_0 - rho_0 + d_0 = 0 - cons_subcircuit_input_1: - 2 bin_sc_1_vx_0 - 2 bin_sc_1_vx_1 - 2 bin_sc_1_vx_4 - - 2 bin_sc_1_vx_8 - 2 bin_sc_1_vx_12 - - 2 bin_sc_1_vx_16 - 2 bin_sc_1_vx_20 - - 2 bin_sc_1_vx_24 - 2 bin_sc_1_vx_28 - - 2 bin_sc_1_vx_32 + original_input_1 = 0 - c943: _and534 - bin_sc_1_edg_0 <= 0 - c944: _and534 - bin_sc_1_vx_3 <= 0 - c945: _and534 - bin_sc_1_vx_3 - bin_sc_1_edg_0 >= -1 - cons_edge_var_downstream_vertex_var_1_0: - bin_edge_var_downstream_vertex_var_product_1_0 - - _and534 = 0 - c947: _and535 - bin_sc_1_edg_1 <= 0 - c948: _and535 - bin_sc_1_vx_2 <= 0 - c949: _and535 - bin_sc_1_vx_2 - bin_sc_1_edg_1 >= -1 - cons_edge_var_downstream_vertex_var_1_1: - bin_edge_var_downstream_vertex_var_product_1_1 - - _and535 = 0 - c951: _and536 - bin_sc_1_edg_2 <= 0 - c952: _and536 - bin_sc_1_vx_5 <= 0 - c953: _and536 - bin_sc_1_vx_5 - bin_sc_1_edg_2 >= -1 - cons_edge_var_downstream_vertex_var_1_2: - bin_edge_var_downstream_vertex_var_product_1_2 - - _and536 = 0 - c955: _and537 - bin_sc_1_edg_3 <= 0 - c956: _and537 - bin_sc_1_vx_2 <= 0 - c957: _and537 - bin_sc_1_vx_2 - bin_sc_1_edg_3 >= -1 - cons_edge_var_downstream_vertex_var_1_3: - bin_edge_var_downstream_vertex_var_product_1_3 - - _and537 = 0 - c959: _and538 - bin_sc_1_edg_4 <= 0 - c960: _and538 - bin_sc_1_vx_6 <= 0 - c961: _and538 - bin_sc_1_vx_6 - bin_sc_1_edg_4 >= -1 - cons_edge_var_downstream_vertex_var_1_4: - bin_edge_var_downstream_vertex_var_product_1_4 - - _and538 = 0 - c963: _and539 - bin_sc_1_edg_5 <= 0 - c964: _and539 - bin_sc_1_vx_3 <= 0 - c965: _and539 - bin_sc_1_vx_3 - bin_sc_1_edg_5 >= -1 - cons_edge_var_downstream_vertex_var_1_5: - bin_edge_var_downstream_vertex_var_product_1_5 - - _and539 = 0 - c967: _and540 - bin_sc_1_edg_6 <= 0 - c968: _and540 - bin_sc_1_vx_7 <= 0 - c969: _and540 - bin_sc_1_vx_7 - bin_sc_1_edg_6 >= -1 - cons_edge_var_downstream_vertex_var_1_6: - bin_edge_var_downstream_vertex_var_product_1_6 - - _and540 = 0 - c971: _and541 - bin_sc_1_edg_7 <= 0 - c972: _and541 - bin_sc_1_vx_9 <= 0 - c973: _and541 - bin_sc_1_vx_9 - bin_sc_1_edg_7 >= -1 - cons_edge_var_downstream_vertex_var_1_7: - bin_edge_var_downstream_vertex_var_product_1_7 - - _and541 = 0 - c975: _and542 - bin_sc_1_edg_8 <= 0 - c976: _and542 - bin_sc_1_vx_5 <= 0 - c977: _and542 - bin_sc_1_vx_5 - bin_sc_1_edg_8 >= -1 - cons_edge_var_downstream_vertex_var_1_8: - bin_edge_var_downstream_vertex_var_product_1_8 - - _and542 = 0 - c979: _and543 - bin_sc_1_edg_9 <= 0 - c980: _and543 - bin_sc_1_vx_10 <= 0 - c981: _and543 - bin_sc_1_vx_10 - bin_sc_1_edg_9 >= -1 - cons_edge_var_downstream_vertex_var_1_9: - bin_edge_var_downstream_vertex_var_product_1_9 - - _and543 = 0 - c983: _and544 - bin_sc_1_edg_10 <= 0 - c984: _and544 - bin_sc_1_vx_6 <= 0 - c985: _and544 - bin_sc_1_vx_6 - bin_sc_1_edg_10 >= -1 - cons_edge_var_downstream_vertex_var_1_10: - bin_edge_var_downstream_vertex_var_product_1_10 - - _and544 = 0 - c987: _and545 - bin_sc_1_edg_11 <= 0 - c988: _and545 - bin_sc_1_vx_11 <= 0 - c989: _and545 - bin_sc_1_vx_11 - bin_sc_1_edg_11 >= -1 - cons_edge_var_downstream_vertex_var_1_11: - bin_edge_var_downstream_vertex_var_product_1_11 - - _and545 = 0 - c991: _and546 - bin_sc_1_edg_12 <= 0 - c992: _and546 - bin_sc_1_vx_7 <= 0 - c993: _and546 - bin_sc_1_vx_7 - bin_sc_1_edg_12 >= -1 - cons_edge_var_downstream_vertex_var_1_12: - bin_edge_var_downstream_vertex_var_product_1_12 - - _and546 = 0 - c995: _and547 - bin_sc_1_edg_13 <= 0 - c996: _and547 - bin_sc_1_vx_13 <= 0 - c997: _and547 - bin_sc_1_vx_13 - bin_sc_1_edg_13 >= -1 - cons_edge_var_downstream_vertex_var_1_13: - bin_edge_var_downstream_vertex_var_product_1_13 - - _and547 = 0 - c999: _and548 - bin_sc_1_edg_14 <= 0 - c1000: _and548 - bin_sc_1_vx_9 <= 0 - c1001: _and548 - bin_sc_1_vx_9 - bin_sc_1_edg_14 >= -1 - cons_edge_var_downstream_vertex_var_1_14: - bin_edge_var_downstream_vertex_var_product_1_14 - - _and548 = 0 - c1003: _and549 - bin_sc_1_edg_15 <= 0 - c1004: _and549 - bin_sc_1_vx_14 <= 0 - c1005: _and549 - bin_sc_1_vx_14 - bin_sc_1_edg_15 >= -1 - cons_edge_var_downstream_vertex_var_1_15: - bin_edge_var_downstream_vertex_var_product_1_15 - - _and549 = 0 - c1007: _and550 - bin_sc_1_edg_16 <= 0 - c1008: _and550 - bin_sc_1_vx_10 <= 0 - c1009: _and550 - bin_sc_1_vx_10 - bin_sc_1_edg_16 >= -1 - cons_edge_var_downstream_vertex_var_1_16: - bin_edge_var_downstream_vertex_var_product_1_16 - - _and550 = 0 - c1011: _and551 - bin_sc_1_edg_17 <= 0 - c1012: _and551 - bin_sc_1_vx_15 <= 0 - c1013: _and551 - bin_sc_1_vx_15 - bin_sc_1_edg_17 >= -1 - cons_edge_var_downstream_vertex_var_1_17: - bin_edge_var_downstream_vertex_var_product_1_17 - - _and551 = 0 - c1015: _and552 - bin_sc_1_edg_18 <= 0 - c1016: _and552 - bin_sc_1_vx_11 <= 0 - c1017: _and552 - bin_sc_1_vx_11 - bin_sc_1_edg_18 >= -1 - cons_edge_var_downstream_vertex_var_1_18: - bin_edge_var_downstream_vertex_var_product_1_18 - - _and552 = 0 - c1019: _and553 - bin_sc_1_edg_19 <= 0 - c1020: _and553 - bin_sc_1_vx_17 <= 0 - c1021: _and553 - bin_sc_1_vx_17 - bin_sc_1_edg_19 >= -1 - cons_edge_var_downstream_vertex_var_1_19: - bin_edge_var_downstream_vertex_var_product_1_19 - - _and553 = 0 - c1023: _and554 - bin_sc_1_edg_20 <= 0 - c1024: _and554 - bin_sc_1_vx_13 <= 0 - c1025: _and554 - bin_sc_1_vx_13 - bin_sc_1_edg_20 >= -1 - cons_edge_var_downstream_vertex_var_1_20: - bin_edge_var_downstream_vertex_var_product_1_20 - - _and554 = 0 - c1027: _and555 - bin_sc_1_edg_21 <= 0 - c1028: _and555 - bin_sc_1_vx_18 <= 0 - c1029: _and555 - bin_sc_1_vx_18 - bin_sc_1_edg_21 >= -1 - cons_edge_var_downstream_vertex_var_1_21: - bin_edge_var_downstream_vertex_var_product_1_21 - - _and555 = 0 - c1031: _and556 - bin_sc_1_edg_22 <= 0 - c1032: _and556 - bin_sc_1_vx_14 <= 0 - c1033: _and556 - bin_sc_1_vx_14 - bin_sc_1_edg_22 >= -1 - cons_edge_var_downstream_vertex_var_1_22: - bin_edge_var_downstream_vertex_var_product_1_22 - - _and556 = 0 - c1035: _and557 - bin_sc_1_edg_23 <= 0 - c1036: _and557 - bin_sc_1_vx_19 <= 0 - c1037: _and557 - bin_sc_1_vx_19 - bin_sc_1_edg_23 >= -1 - cons_edge_var_downstream_vertex_var_1_23: - bin_edge_var_downstream_vertex_var_product_1_23 - - _and557 = 0 - c1039: _and558 - bin_sc_1_edg_24 <= 0 - c1040: _and558 - bin_sc_1_vx_15 <= 0 - c1041: _and558 - bin_sc_1_vx_15 - bin_sc_1_edg_24 >= -1 - cons_edge_var_downstream_vertex_var_1_24: - bin_edge_var_downstream_vertex_var_product_1_24 - - _and558 = 0 - c1043: _and559 - bin_sc_1_edg_25 <= 0 - c1044: _and559 - bin_sc_1_vx_21 <= 0 - c1045: _and559 - bin_sc_1_vx_21 - bin_sc_1_edg_25 >= -1 - cons_edge_var_downstream_vertex_var_1_25: - bin_edge_var_downstream_vertex_var_product_1_25 - - _and559 = 0 - c1047: _and560 - bin_sc_1_edg_26 <= 0 - c1048: _and560 - bin_sc_1_vx_17 <= 0 - c1049: _and560 - bin_sc_1_vx_17 - bin_sc_1_edg_26 >= -1 - cons_edge_var_downstream_vertex_var_1_26: - bin_edge_var_downstream_vertex_var_product_1_26 - - _and560 = 0 - c1051: _and561 - bin_sc_1_edg_27 <= 0 - c1052: _and561 - bin_sc_1_vx_22 <= 0 - c1053: _and561 - bin_sc_1_vx_22 - bin_sc_1_edg_27 >= -1 - cons_edge_var_downstream_vertex_var_1_27: - bin_edge_var_downstream_vertex_var_product_1_27 - - _and561 = 0 - c1055: _and562 - bin_sc_1_edg_28 <= 0 - c1056: _and562 - bin_sc_1_vx_18 <= 0 - c1057: _and562 - bin_sc_1_vx_18 - bin_sc_1_edg_28 >= -1 - cons_edge_var_downstream_vertex_var_1_28: - bin_edge_var_downstream_vertex_var_product_1_28 - - _and562 = 0 - c1059: _and563 - bin_sc_1_edg_29 <= 0 - c1060: _and563 - bin_sc_1_vx_23 <= 0 - c1061: _and563 - bin_sc_1_vx_23 - bin_sc_1_edg_29 >= -1 - cons_edge_var_downstream_vertex_var_1_29: - bin_edge_var_downstream_vertex_var_product_1_29 - - _and563 = 0 - c1063: _and564 - bin_sc_1_edg_30 <= 0 - c1064: _and564 - bin_sc_1_vx_19 <= 0 - c1065: _and564 - bin_sc_1_vx_19 - bin_sc_1_edg_30 >= -1 - cons_edge_var_downstream_vertex_var_1_30: - bin_edge_var_downstream_vertex_var_product_1_30 - - _and564 = 0 - c1067: _and565 - bin_sc_1_edg_31 <= 0 - c1068: _and565 - bin_sc_1_vx_25 <= 0 - c1069: _and565 - bin_sc_1_vx_25 - bin_sc_1_edg_31 >= -1 - cons_edge_var_downstream_vertex_var_1_31: - bin_edge_var_downstream_vertex_var_product_1_31 - - _and565 = 0 - c1071: _and566 - bin_sc_1_edg_32 <= 0 - c1072: _and566 - bin_sc_1_vx_21 <= 0 - c1073: _and566 - bin_sc_1_vx_21 - bin_sc_1_edg_32 >= -1 - cons_edge_var_downstream_vertex_var_1_32: - bin_edge_var_downstream_vertex_var_product_1_32 - - _and566 = 0 - c1075: _and567 - bin_sc_1_edg_33 <= 0 - c1076: _and567 - bin_sc_1_vx_26 <= 0 - c1077: _and567 - bin_sc_1_vx_26 - bin_sc_1_edg_33 >= -1 - cons_edge_var_downstream_vertex_var_1_33: - bin_edge_var_downstream_vertex_var_product_1_33 - - _and567 = 0 - c1079: _and568 - bin_sc_1_edg_34 <= 0 - c1080: _and568 - bin_sc_1_vx_22 <= 0 - c1081: _and568 - bin_sc_1_vx_22 - bin_sc_1_edg_34 >= -1 - cons_edge_var_downstream_vertex_var_1_34: - bin_edge_var_downstream_vertex_var_product_1_34 - - _and568 = 0 - c1083: _and569 - bin_sc_1_edg_35 <= 0 - c1084: _and569 - bin_sc_1_vx_27 <= 0 - c1085: _and569 - bin_sc_1_vx_27 - bin_sc_1_edg_35 >= -1 - cons_edge_var_downstream_vertex_var_1_35: - bin_edge_var_downstream_vertex_var_product_1_35 - - _and569 = 0 - c1087: _and570 - bin_sc_1_edg_36 <= 0 - c1088: _and570 - bin_sc_1_vx_23 <= 0 - c1089: _and570 - bin_sc_1_vx_23 - bin_sc_1_edg_36 >= -1 - cons_edge_var_downstream_vertex_var_1_36: - bin_edge_var_downstream_vertex_var_product_1_36 - - _and570 = 0 - c1091: _and571 - bin_sc_1_edg_37 <= 0 - c1092: _and571 - bin_sc_1_vx_29 <= 0 - c1093: _and571 - bin_sc_1_vx_29 - bin_sc_1_edg_37 >= -1 - cons_edge_var_downstream_vertex_var_1_37: - bin_edge_var_downstream_vertex_var_product_1_37 - - _and571 = 0 - c1095: _and572 - bin_sc_1_edg_38 <= 0 - c1096: _and572 - bin_sc_1_vx_25 <= 0 - c1097: _and572 - bin_sc_1_vx_25 - bin_sc_1_edg_38 >= -1 - cons_edge_var_downstream_vertex_var_1_38: - bin_edge_var_downstream_vertex_var_product_1_38 - - _and572 = 0 - c1099: _and573 - bin_sc_1_edg_39 <= 0 - c1100: _and573 - bin_sc_1_vx_30 <= 0 - c1101: _and573 - bin_sc_1_vx_30 - bin_sc_1_edg_39 >= -1 - cons_edge_var_downstream_vertex_var_1_39: - bin_edge_var_downstream_vertex_var_product_1_39 - - _and573 = 0 - c1103: _and574 - bin_sc_1_edg_40 <= 0 - c1104: _and574 - bin_sc_1_vx_26 <= 0 - c1105: _and574 - bin_sc_1_vx_26 - bin_sc_1_edg_40 >= -1 - cons_edge_var_downstream_vertex_var_1_40: - bin_edge_var_downstream_vertex_var_product_1_40 - - _and574 = 0 - c1107: _and575 - bin_sc_1_edg_41 <= 0 - c1108: _and575 - bin_sc_1_vx_31 <= 0 - c1109: _and575 - bin_sc_1_vx_31 - bin_sc_1_edg_41 >= -1 - cons_edge_var_downstream_vertex_var_1_41: - bin_edge_var_downstream_vertex_var_product_1_41 - - _and575 = 0 - c1111: _and576 - bin_sc_1_edg_42 <= 0 - c1112: _and576 - bin_sc_1_vx_27 <= 0 - c1113: _and576 - bin_sc_1_vx_27 - bin_sc_1_edg_42 >= -1 - cons_edge_var_downstream_vertex_var_1_42: - bin_edge_var_downstream_vertex_var_product_1_42 - - _and576 = 0 - c1115: _and577 - bin_sc_1_edg_43 <= 0 - c1116: _and577 - bin_sc_1_vx_33 <= 0 - c1117: _and577 - bin_sc_1_vx_33 - bin_sc_1_edg_43 >= -1 - cons_edge_var_downstream_vertex_var_1_43: - bin_edge_var_downstream_vertex_var_product_1_43 - - _and577 = 0 - c1119: _and578 - bin_sc_1_edg_44 <= 0 - c1120: _and578 - bin_sc_1_vx_29 <= 0 - c1121: _and578 - bin_sc_1_vx_29 - bin_sc_1_edg_44 >= -1 - cons_edge_var_downstream_vertex_var_1_44: - bin_edge_var_downstream_vertex_var_product_1_44 - - _and578 = 0 - c1123: _and579 - bin_sc_1_edg_45 <= 0 - c1124: _and579 - bin_sc_1_vx_34 <= 0 - c1125: _and579 - bin_sc_1_vx_34 - bin_sc_1_edg_45 >= -1 - cons_edge_var_downstream_vertex_var_1_45: - bin_edge_var_downstream_vertex_var_product_1_45 - - _and579 = 0 - c1127: _and580 - bin_sc_1_edg_46 <= 0 - c1128: _and580 - bin_sc_1_vx_30 <= 0 - c1129: _and580 - bin_sc_1_vx_30 - bin_sc_1_edg_46 >= -1 - cons_edge_var_downstream_vertex_var_1_46: - bin_edge_var_downstream_vertex_var_product_1_46 - - _and580 = 0 - c1131: _and581 - bin_sc_1_edg_47 <= 0 - c1132: _and581 - bin_sc_1_vx_35 <= 0 - c1133: _and581 - bin_sc_1_vx_35 - bin_sc_1_edg_47 >= -1 - cons_edge_var_downstream_vertex_var_1_47: - bin_edge_var_downstream_vertex_var_product_1_47 - - _and581 = 0 - c1135: _and582 - bin_sc_1_edg_48 <= 0 - c1136: _and582 - bin_sc_1_vx_31 <= 0 - c1137: _and582 - bin_sc_1_vx_31 - bin_sc_1_edg_48 >= -1 - cons_edge_var_downstream_vertex_var_1_48: - bin_edge_var_downstream_vertex_var_product_1_48 - - _and582 = 0 - c1139: _and583 - bin_sc_1_edg_49 <= 0 - c1140: _and583 - bin_sc_1_vx_36 <= 0 - c1141: _and583 - bin_sc_1_vx_36 - bin_sc_1_edg_49 >= -1 - cons_edge_var_downstream_vertex_var_1_49: - bin_edge_var_downstream_vertex_var_product_1_49 - - _and583 = 0 - c1143: _and584 - bin_sc_1_edg_50 <= 0 - c1144: _and584 - bin_sc_1_vx_33 <= 0 - c1145: _and584 - bin_sc_1_vx_33 - bin_sc_1_edg_50 >= -1 - cons_edge_var_downstream_vertex_var_1_50: - bin_edge_var_downstream_vertex_var_product_1_50 - - _and584 = 0 - c1147: _and585 - bin_sc_1_edg_51 <= 0 - c1148: _and585 - bin_sc_1_vx_36 <= 0 - c1149: _and585 - bin_sc_1_vx_36 - bin_sc_1_edg_51 >= -1 - cons_edge_var_downstream_vertex_var_1_51: - bin_edge_var_downstream_vertex_var_product_1_51 - - _and585 = 0 - c1151: _and586 - bin_sc_1_edg_52 <= 0 - c1152: _and586 - bin_sc_1_vx_34 <= 0 - c1153: _and586 - bin_sc_1_vx_34 - bin_sc_1_edg_52 >= -1 - cons_edge_var_downstream_vertex_var_1_52: - bin_edge_var_downstream_vertex_var_product_1_52 - - _and586 = 0 - c1155: _and587 - bin_sc_1_edg_53 <= 0 - c1156: _and587 - bin_sc_1_vx_37 <= 0 - c1157: _and587 - bin_sc_1_vx_37 - bin_sc_1_edg_53 >= -1 - cons_edge_var_downstream_vertex_var_1_53: - bin_edge_var_downstream_vertex_var_product_1_53 - - _and587 = 0 - c1159: _and588 - bin_sc_1_edg_54 <= 0 - c1160: _and588 - bin_sc_1_vx_35 <= 0 - c1161: _and588 - bin_sc_1_vx_35 - bin_sc_1_edg_54 >= -1 - cons_edge_var_downstream_vertex_var_1_54: - bin_edge_var_downstream_vertex_var_product_1_54 - - _and588 = 0 - c1163: _and589 - bin_sc_1_edg_55 <= 0 - c1164: _and589 - bin_sc_1_vx_37 <= 0 - c1165: _and589 - bin_sc_1_vx_37 - bin_sc_1_edg_55 >= -1 - cons_edge_var_downstream_vertex_var_1_55: - bin_edge_var_downstream_vertex_var_product_1_55 - - _and589 = 0 - cons_subcircuit_rho_qubits_1: rho_1 - - bin_edge_var_downstream_vertex_var_product_1_0 - - bin_edge_var_downstream_vertex_var_product_1_1 - - bin_edge_var_downstream_vertex_var_product_1_2 - - bin_edge_var_downstream_vertex_var_product_1_3 - - bin_edge_var_downstream_vertex_var_product_1_4 - - bin_edge_var_downstream_vertex_var_product_1_5 - - bin_edge_var_downstream_vertex_var_product_1_6 - - bin_edge_var_downstream_vertex_var_product_1_7 - - bin_edge_var_downstream_vertex_var_product_1_8 - - bin_edge_var_downstream_vertex_var_product_1_9 - - bin_edge_var_downstream_vertex_var_product_1_10 - - bin_edge_var_downstream_vertex_var_product_1_11 - - bin_edge_var_downstream_vertex_var_product_1_12 - - bin_edge_var_downstream_vertex_var_product_1_13 - - bin_edge_var_downstream_vertex_var_product_1_14 - - bin_edge_var_downstream_vertex_var_product_1_15 - - bin_edge_var_downstream_vertex_var_product_1_16 - - bin_edge_var_downstream_vertex_var_product_1_17 - - bin_edge_var_downstream_vertex_var_product_1_18 - - bin_edge_var_downstream_vertex_var_product_1_19 - - bin_edge_var_downstream_vertex_var_product_1_20 - - bin_edge_var_downstream_vertex_var_product_1_21 - - bin_edge_var_downstream_vertex_var_product_1_22 - - bin_edge_var_downstream_vertex_var_product_1_23 - - bin_edge_var_downstream_vertex_var_product_1_24 - - bin_edge_var_downstream_vertex_var_product_1_25 - - bin_edge_var_downstream_vertex_var_product_1_26 - - bin_edge_var_downstream_vertex_var_product_1_27 - - bin_edge_var_downstream_vertex_var_product_1_28 - - bin_edge_var_downstream_vertex_var_product_1_29 - - bin_edge_var_downstream_vertex_var_product_1_30 - - bin_edge_var_downstream_vertex_var_product_1_31 - - bin_edge_var_downstream_vertex_var_product_1_32 - - bin_edge_var_downstream_vertex_var_product_1_33 - - bin_edge_var_downstream_vertex_var_product_1_34 - - bin_edge_var_downstream_vertex_var_product_1_35 - - bin_edge_var_downstream_vertex_var_product_1_36 - - bin_edge_var_downstream_vertex_var_product_1_37 - - bin_edge_var_downstream_vertex_var_product_1_38 - - bin_edge_var_downstream_vertex_var_product_1_39 - - bin_edge_var_downstream_vertex_var_product_1_40 - - bin_edge_var_downstream_vertex_var_product_1_41 - - bin_edge_var_downstream_vertex_var_product_1_42 - - bin_edge_var_downstream_vertex_var_product_1_43 - - bin_edge_var_downstream_vertex_var_product_1_44 - - bin_edge_var_downstream_vertex_var_product_1_45 - - bin_edge_var_downstream_vertex_var_product_1_46 - - bin_edge_var_downstream_vertex_var_product_1_47 - - bin_edge_var_downstream_vertex_var_product_1_48 - - bin_edge_var_downstream_vertex_var_product_1_49 - - bin_edge_var_downstream_vertex_var_product_1_50 - - bin_edge_var_downstream_vertex_var_product_1_51 - - bin_edge_var_downstream_vertex_var_product_1_52 - - bin_edge_var_downstream_vertex_var_product_1_53 - - bin_edge_var_downstream_vertex_var_product_1_54 - - bin_edge_var_downstream_vertex_var_product_1_55 - = 0 - c1168: _and590 - bin_sc_1_edg_0 <= 0 - c1169: _and590 - bin_sc_1_vx_0 <= 0 - c1170: _and590 - bin_sc_1_vx_0 - bin_sc_1_edg_0 >= -1 - cons_edge_var_upstream_vertex_var_1_0: - bin_edge_var_upstream_vertex_var_product_1_0 - - _and590 = 0 - c1172: _and591 - bin_sc_1_edg_1 <= 0 - c1173: _and591 - bin_sc_1_vx_0 <= 0 - c1174: _and591 - bin_sc_1_vx_0 - bin_sc_1_edg_1 >= -1 - cons_edge_var_upstream_vertex_var_1_1: - bin_edge_var_upstream_vertex_var_product_1_1 - - _and591 = 0 - c1176: _and592 - bin_sc_1_edg_2 <= 0 - c1177: _and592 - bin_sc_1_vx_1 <= 0 - c1178: _and592 - bin_sc_1_vx_1 - bin_sc_1_edg_2 >= -1 - cons_edge_var_upstream_vertex_var_1_2: - bin_edge_var_upstream_vertex_var_product_1_2 - - _and592 = 0 - c1180: _and593 - bin_sc_1_edg_3 <= 0 - c1181: _and593 - bin_sc_1_vx_1 <= 0 - c1182: _and593 - bin_sc_1_vx_1 - bin_sc_1_edg_3 >= -1 - cons_edge_var_upstream_vertex_var_1_3: - bin_edge_var_upstream_vertex_var_product_1_3 - - _and593 = 0 - c1184: _and594 - bin_sc_1_edg_4 <= 0 - c1185: _and594 - bin_sc_1_vx_2 <= 0 - c1186: _and594 - bin_sc_1_vx_2 - bin_sc_1_edg_4 >= -1 - cons_edge_var_upstream_vertex_var_1_4: - bin_edge_var_upstream_vertex_var_product_1_4 - - _and594 = 0 - c1188: _and595 - bin_sc_1_edg_5 <= 0 - c1189: _and595 - bin_sc_1_vx_2 <= 0 - c1190: _and595 - bin_sc_1_vx_2 - bin_sc_1_edg_5 >= -1 - cons_edge_var_upstream_vertex_var_1_5: - bin_edge_var_upstream_vertex_var_product_1_5 - - _and595 = 0 - c1192: _and596 - bin_sc_1_edg_6 <= 0 - c1193: _and596 - bin_sc_1_vx_3 <= 0 - c1194: _and596 - bin_sc_1_vx_3 - bin_sc_1_edg_6 >= -1 - cons_edge_var_upstream_vertex_var_1_6: - bin_edge_var_upstream_vertex_var_product_1_6 - - _and596 = 0 - c1196: _and597 - bin_sc_1_edg_7 <= 0 - c1197: _and597 - bin_sc_1_vx_4 <= 0 - c1198: _and597 - bin_sc_1_vx_4 - bin_sc_1_edg_7 >= -1 - cons_edge_var_upstream_vertex_var_1_7: - bin_edge_var_upstream_vertex_var_product_1_7 - - _and597 = 0 - c1200: _and598 - bin_sc_1_edg_8 <= 0 - c1201: _and598 - bin_sc_1_vx_4 <= 0 - c1202: _and598 - bin_sc_1_vx_4 - bin_sc_1_edg_8 >= -1 - cons_edge_var_upstream_vertex_var_1_8: - bin_edge_var_upstream_vertex_var_product_1_8 - - _and598 = 0 - c1204: _and599 - bin_sc_1_edg_9 <= 0 - c1205: _and599 - bin_sc_1_vx_5 <= 0 - c1206: _and599 - bin_sc_1_vx_5 - bin_sc_1_edg_9 >= -1 - cons_edge_var_upstream_vertex_var_1_9: - bin_edge_var_upstream_vertex_var_product_1_9 - - _and599 = 0 - c1208: _and600 - bin_sc_1_edg_10 <= 0 - c1209: _and600 - bin_sc_1_vx_5 <= 0 - c1210: _and600 - bin_sc_1_vx_5 - bin_sc_1_edg_10 >= -1 - cons_edge_var_upstream_vertex_var_1_10: - bin_edge_var_upstream_vertex_var_product_1_10 - - _and600 = 0 - c1212: _and601 - bin_sc_1_edg_11 <= 0 - c1213: _and601 - bin_sc_1_vx_6 <= 0 - c1214: _and601 - bin_sc_1_vx_6 - bin_sc_1_edg_11 >= -1 - cons_edge_var_upstream_vertex_var_1_11: - bin_edge_var_upstream_vertex_var_product_1_11 - - _and601 = 0 - c1216: _and602 - bin_sc_1_edg_12 <= 0 - c1217: _and602 - bin_sc_1_vx_6 <= 0 - c1218: _and602 - bin_sc_1_vx_6 - bin_sc_1_edg_12 >= -1 - cons_edge_var_upstream_vertex_var_1_12: - bin_edge_var_upstream_vertex_var_product_1_12 - - _and602 = 0 - c1220: _and603 - bin_sc_1_edg_13 <= 0 - c1221: _and603 - bin_sc_1_vx_8 <= 0 - c1222: _and603 - bin_sc_1_vx_8 - bin_sc_1_edg_13 >= -1 - cons_edge_var_upstream_vertex_var_1_13: - bin_edge_var_upstream_vertex_var_product_1_13 - - _and603 = 0 - c1224: _and604 - bin_sc_1_edg_14 <= 0 - c1225: _and604 - bin_sc_1_vx_8 <= 0 - c1226: _and604 - bin_sc_1_vx_8 - bin_sc_1_edg_14 >= -1 - cons_edge_var_upstream_vertex_var_1_14: - bin_edge_var_upstream_vertex_var_product_1_14 - - _and604 = 0 - c1228: _and605 - bin_sc_1_edg_15 <= 0 - c1229: _and605 - bin_sc_1_vx_9 <= 0 - c1230: _and605 - bin_sc_1_vx_9 - bin_sc_1_edg_15 >= -1 - cons_edge_var_upstream_vertex_var_1_15: - bin_edge_var_upstream_vertex_var_product_1_15 - - _and605 = 0 - c1232: _and606 - bin_sc_1_edg_16 <= 0 - c1233: _and606 - bin_sc_1_vx_9 <= 0 - c1234: _and606 - bin_sc_1_vx_9 - bin_sc_1_edg_16 >= -1 - cons_edge_var_upstream_vertex_var_1_16: - bin_edge_var_upstream_vertex_var_product_1_16 - - _and606 = 0 - c1236: _and607 - bin_sc_1_edg_17 <= 0 - c1237: _and607 - bin_sc_1_vx_10 <= 0 - c1238: _and607 - bin_sc_1_vx_10 - bin_sc_1_edg_17 >= -1 - cons_edge_var_upstream_vertex_var_1_17: - bin_edge_var_upstream_vertex_var_product_1_17 - - _and607 = 0 - c1240: _and608 - bin_sc_1_edg_18 <= 0 - c1241: _and608 - bin_sc_1_vx_10 <= 0 - c1242: _and608 - bin_sc_1_vx_10 - bin_sc_1_edg_18 >= -1 - cons_edge_var_upstream_vertex_var_1_18: - bin_edge_var_upstream_vertex_var_product_1_18 - - _and608 = 0 - c1244: _and609 - bin_sc_1_edg_19 <= 0 - c1245: _and609 - bin_sc_1_vx_12 <= 0 - c1246: _and609 - bin_sc_1_vx_12 - bin_sc_1_edg_19 >= -1 - cons_edge_var_upstream_vertex_var_1_19: - bin_edge_var_upstream_vertex_var_product_1_19 - - _and609 = 0 - c1248: _and610 - bin_sc_1_edg_20 <= 0 - c1249: _and610 - bin_sc_1_vx_12 <= 0 - c1250: _and610 - bin_sc_1_vx_12 - bin_sc_1_edg_20 >= -1 - cons_edge_var_upstream_vertex_var_1_20: - bin_edge_var_upstream_vertex_var_product_1_20 - - _and610 = 0 - c1252: _and611 - bin_sc_1_edg_21 <= 0 - c1253: _and611 - bin_sc_1_vx_13 <= 0 - c1254: _and611 - bin_sc_1_vx_13 - bin_sc_1_edg_21 >= -1 - cons_edge_var_upstream_vertex_var_1_21: - bin_edge_var_upstream_vertex_var_product_1_21 - - _and611 = 0 - c1256: _and612 - bin_sc_1_edg_22 <= 0 - c1257: _and612 - bin_sc_1_vx_13 <= 0 - c1258: _and612 - bin_sc_1_vx_13 - bin_sc_1_edg_22 >= -1 - cons_edge_var_upstream_vertex_var_1_22: - bin_edge_var_upstream_vertex_var_product_1_22 - - _and612 = 0 - c1260: _and613 - bin_sc_1_edg_23 <= 0 - c1261: _and613 - bin_sc_1_vx_14 <= 0 - c1262: _and613 - bin_sc_1_vx_14 - bin_sc_1_edg_23 >= -1 - cons_edge_var_upstream_vertex_var_1_23: - bin_edge_var_upstream_vertex_var_product_1_23 - - _and613 = 0 - c1264: _and614 - bin_sc_1_edg_24 <= 0 - c1265: _and614 - bin_sc_1_vx_14 <= 0 - c1266: _and614 - bin_sc_1_vx_14 - bin_sc_1_edg_24 >= -1 - cons_edge_var_upstream_vertex_var_1_24: - bin_edge_var_upstream_vertex_var_product_1_24 - - _and614 = 0 - c1268: _and615 - bin_sc_1_edg_25 <= 0 - c1269: _and615 - bin_sc_1_vx_16 <= 0 - c1270: _and615 - bin_sc_1_vx_16 - bin_sc_1_edg_25 >= -1 - cons_edge_var_upstream_vertex_var_1_25: - bin_edge_var_upstream_vertex_var_product_1_25 - - _and615 = 0 - c1272: _and616 - bin_sc_1_edg_26 <= 0 - c1273: _and616 - bin_sc_1_vx_16 <= 0 - c1274: _and616 - bin_sc_1_vx_16 - bin_sc_1_edg_26 >= -1 - cons_edge_var_upstream_vertex_var_1_26: - bin_edge_var_upstream_vertex_var_product_1_26 - - _and616 = 0 - c1276: _and617 - bin_sc_1_edg_27 <= 0 - c1277: _and617 - bin_sc_1_vx_17 <= 0 - c1278: _and617 - bin_sc_1_vx_17 - bin_sc_1_edg_27 >= -1 - cons_edge_var_upstream_vertex_var_1_27: - bin_edge_var_upstream_vertex_var_product_1_27 - - _and617 = 0 - c1280: _and618 - bin_sc_1_edg_28 <= 0 - c1281: _and618 - bin_sc_1_vx_17 <= 0 - c1282: _and618 - bin_sc_1_vx_17 - bin_sc_1_edg_28 >= -1 - cons_edge_var_upstream_vertex_var_1_28: - bin_edge_var_upstream_vertex_var_product_1_28 - - _and618 = 0 - c1284: _and619 - bin_sc_1_edg_29 <= 0 - c1285: _and619 - bin_sc_1_vx_18 <= 0 - c1286: _and619 - bin_sc_1_vx_18 - bin_sc_1_edg_29 >= -1 - cons_edge_var_upstream_vertex_var_1_29: - bin_edge_var_upstream_vertex_var_product_1_29 - - _and619 = 0 - c1288: _and620 - bin_sc_1_edg_30 <= 0 - c1289: _and620 - bin_sc_1_vx_18 <= 0 - c1290: _and620 - bin_sc_1_vx_18 - bin_sc_1_edg_30 >= -1 - cons_edge_var_upstream_vertex_var_1_30: - bin_edge_var_upstream_vertex_var_product_1_30 - - _and620 = 0 - c1292: _and621 - bin_sc_1_edg_31 <= 0 - c1293: _and621 - bin_sc_1_vx_20 <= 0 - c1294: _and621 - bin_sc_1_vx_20 - bin_sc_1_edg_31 >= -1 - cons_edge_var_upstream_vertex_var_1_31: - bin_edge_var_upstream_vertex_var_product_1_31 - - _and621 = 0 - c1296: _and622 - bin_sc_1_edg_32 <= 0 - c1297: _and622 - bin_sc_1_vx_20 <= 0 - c1298: _and622 - bin_sc_1_vx_20 - bin_sc_1_edg_32 >= -1 - cons_edge_var_upstream_vertex_var_1_32: - bin_edge_var_upstream_vertex_var_product_1_32 - - _and622 = 0 - c1300: _and623 - bin_sc_1_edg_33 <= 0 - c1301: _and623 - bin_sc_1_vx_21 <= 0 - c1302: _and623 - bin_sc_1_vx_21 - bin_sc_1_edg_33 >= -1 - cons_edge_var_upstream_vertex_var_1_33: - bin_edge_var_upstream_vertex_var_product_1_33 - - _and623 = 0 - c1304: _and624 - bin_sc_1_edg_34 <= 0 - c1305: _and624 - bin_sc_1_vx_21 <= 0 - c1306: _and624 - bin_sc_1_vx_21 - bin_sc_1_edg_34 >= -1 - cons_edge_var_upstream_vertex_var_1_34: - bin_edge_var_upstream_vertex_var_product_1_34 - - _and624 = 0 - c1308: _and625 - bin_sc_1_edg_35 <= 0 - c1309: _and625 - bin_sc_1_vx_22 <= 0 - c1310: _and625 - bin_sc_1_vx_22 - bin_sc_1_edg_35 >= -1 - cons_edge_var_upstream_vertex_var_1_35: - bin_edge_var_upstream_vertex_var_product_1_35 - - _and625 = 0 - c1312: _and626 - bin_sc_1_edg_36 <= 0 - c1313: _and626 - bin_sc_1_vx_22 <= 0 - c1314: _and626 - bin_sc_1_vx_22 - bin_sc_1_edg_36 >= -1 - cons_edge_var_upstream_vertex_var_1_36: - bin_edge_var_upstream_vertex_var_product_1_36 - - _and626 = 0 - c1316: _and627 - bin_sc_1_edg_37 <= 0 - c1317: _and627 - bin_sc_1_vx_24 <= 0 - c1318: _and627 - bin_sc_1_vx_24 - bin_sc_1_edg_37 >= -1 - cons_edge_var_upstream_vertex_var_1_37: - bin_edge_var_upstream_vertex_var_product_1_37 - - _and627 = 0 - c1320: _and628 - bin_sc_1_edg_38 <= 0 - c1321: _and628 - bin_sc_1_vx_24 <= 0 - c1322: _and628 - bin_sc_1_vx_24 - bin_sc_1_edg_38 >= -1 - cons_edge_var_upstream_vertex_var_1_38: - bin_edge_var_upstream_vertex_var_product_1_38 - - _and628 = 0 - c1324: _and629 - bin_sc_1_edg_39 <= 0 - c1325: _and629 - bin_sc_1_vx_25 <= 0 - c1326: _and629 - bin_sc_1_vx_25 - bin_sc_1_edg_39 >= -1 - cons_edge_var_upstream_vertex_var_1_39: - bin_edge_var_upstream_vertex_var_product_1_39 - - _and629 = 0 - c1328: _and630 - bin_sc_1_edg_40 <= 0 - c1329: _and630 - bin_sc_1_vx_25 <= 0 - c1330: _and630 - bin_sc_1_vx_25 - bin_sc_1_edg_40 >= -1 - cons_edge_var_upstream_vertex_var_1_40: - bin_edge_var_upstream_vertex_var_product_1_40 - - _and630 = 0 - c1332: _and631 - bin_sc_1_edg_41 <= 0 - c1333: _and631 - bin_sc_1_vx_26 <= 0 - c1334: _and631 - bin_sc_1_vx_26 - bin_sc_1_edg_41 >= -1 - cons_edge_var_upstream_vertex_var_1_41: - bin_edge_var_upstream_vertex_var_product_1_41 - - _and631 = 0 - c1336: _and632 - bin_sc_1_edg_42 <= 0 - c1337: _and632 - bin_sc_1_vx_26 <= 0 - c1338: _and632 - bin_sc_1_vx_26 - bin_sc_1_edg_42 >= -1 - cons_edge_var_upstream_vertex_var_1_42: - bin_edge_var_upstream_vertex_var_product_1_42 - - _and632 = 0 - c1340: _and633 - bin_sc_1_edg_43 <= 0 - c1341: _and633 - bin_sc_1_vx_28 <= 0 - c1342: _and633 - bin_sc_1_vx_28 - bin_sc_1_edg_43 >= -1 - cons_edge_var_upstream_vertex_var_1_43: - bin_edge_var_upstream_vertex_var_product_1_43 - - _and633 = 0 - c1344: _and634 - bin_sc_1_edg_44 <= 0 - c1345: _and634 - bin_sc_1_vx_28 <= 0 - c1346: _and634 - bin_sc_1_vx_28 - bin_sc_1_edg_44 >= -1 - cons_edge_var_upstream_vertex_var_1_44: - bin_edge_var_upstream_vertex_var_product_1_44 - - _and634 = 0 - c1348: _and635 - bin_sc_1_edg_45 <= 0 - c1349: _and635 - bin_sc_1_vx_29 <= 0 - c1350: _and635 - bin_sc_1_vx_29 - bin_sc_1_edg_45 >= -1 - cons_edge_var_upstream_vertex_var_1_45: - bin_edge_var_upstream_vertex_var_product_1_45 - - _and635 = 0 - c1352: _and636 - bin_sc_1_edg_46 <= 0 - c1353: _and636 - bin_sc_1_vx_29 <= 0 - c1354: _and636 - bin_sc_1_vx_29 - bin_sc_1_edg_46 >= -1 - cons_edge_var_upstream_vertex_var_1_46: - bin_edge_var_upstream_vertex_var_product_1_46 - - _and636 = 0 - c1356: _and637 - bin_sc_1_edg_47 <= 0 - c1357: _and637 - bin_sc_1_vx_30 <= 0 - c1358: _and637 - bin_sc_1_vx_30 - bin_sc_1_edg_47 >= -1 - cons_edge_var_upstream_vertex_var_1_47: - bin_edge_var_upstream_vertex_var_product_1_47 - - _and637 = 0 - c1360: _and638 - bin_sc_1_edg_48 <= 0 - c1361: _and638 - bin_sc_1_vx_30 <= 0 - c1362: _and638 - bin_sc_1_vx_30 - bin_sc_1_edg_48 >= -1 - cons_edge_var_upstream_vertex_var_1_48: - bin_edge_var_upstream_vertex_var_product_1_48 - - _and638 = 0 - c1364: _and639 - bin_sc_1_edg_49 <= 0 - c1365: _and639 - bin_sc_1_vx_32 <= 0 - c1366: _and639 - bin_sc_1_vx_32 - bin_sc_1_edg_49 >= -1 - cons_edge_var_upstream_vertex_var_1_49: - bin_edge_var_upstream_vertex_var_product_1_49 - - _and639 = 0 - c1368: _and640 - bin_sc_1_edg_50 <= 0 - c1369: _and640 - bin_sc_1_vx_32 <= 0 - c1370: _and640 - bin_sc_1_vx_32 - bin_sc_1_edg_50 >= -1 - cons_edge_var_upstream_vertex_var_1_50: - bin_edge_var_upstream_vertex_var_product_1_50 - - _and640 = 0 - c1372: _and641 - bin_sc_1_edg_51 <= 0 - c1373: _and641 - bin_sc_1_vx_33 <= 0 - c1374: _and641 - bin_sc_1_vx_33 - bin_sc_1_edg_51 >= -1 - cons_edge_var_upstream_vertex_var_1_51: - bin_edge_var_upstream_vertex_var_product_1_51 - - _and641 = 0 - c1376: _and642 - bin_sc_1_edg_52 <= 0 - c1377: _and642 - bin_sc_1_vx_33 <= 0 - c1378: _and642 - bin_sc_1_vx_33 - bin_sc_1_edg_52 >= -1 - cons_edge_var_upstream_vertex_var_1_52: - bin_edge_var_upstream_vertex_var_product_1_52 - - _and642 = 0 - c1380: _and643 - bin_sc_1_edg_53 <= 0 - c1381: _and643 - bin_sc_1_vx_34 <= 0 - c1382: _and643 - bin_sc_1_vx_34 - bin_sc_1_edg_53 >= -1 - cons_edge_var_upstream_vertex_var_1_53: - bin_edge_var_upstream_vertex_var_product_1_53 - - _and643 = 0 - c1384: _and644 - bin_sc_1_edg_54 <= 0 - c1385: _and644 - bin_sc_1_vx_34 <= 0 - c1386: _and644 - bin_sc_1_vx_34 - bin_sc_1_edg_54 >= -1 - cons_edge_var_upstream_vertex_var_1_54: - bin_edge_var_upstream_vertex_var_product_1_54 - - _and644 = 0 - c1388: _and645 - bin_sc_1_edg_55 <= 0 - c1389: _and645 - bin_sc_1_vx_36 <= 0 - c1390: _and645 - bin_sc_1_vx_36 - bin_sc_1_edg_55 >= -1 - cons_edge_var_upstream_vertex_var_1_55: - bin_edge_var_upstream_vertex_var_product_1_55 - - _and645 = 0 - cons_subcircuit_O_qubits_1: O_1 - bin_edge_var_upstream_vertex_var_product_1_0 - - bin_edge_var_upstream_vertex_var_product_1_1 - - bin_edge_var_upstream_vertex_var_product_1_2 - - bin_edge_var_upstream_vertex_var_product_1_3 - - bin_edge_var_upstream_vertex_var_product_1_4 - - bin_edge_var_upstream_vertex_var_product_1_5 - - bin_edge_var_upstream_vertex_var_product_1_6 - - bin_edge_var_upstream_vertex_var_product_1_7 - - bin_edge_var_upstream_vertex_var_product_1_8 - - bin_edge_var_upstream_vertex_var_product_1_9 - - bin_edge_var_upstream_vertex_var_product_1_10 - - bin_edge_var_upstream_vertex_var_product_1_11 - - bin_edge_var_upstream_vertex_var_product_1_12 - - bin_edge_var_upstream_vertex_var_product_1_13 - - bin_edge_var_upstream_vertex_var_product_1_14 - - bin_edge_var_upstream_vertex_var_product_1_15 - - bin_edge_var_upstream_vertex_var_product_1_16 - - bin_edge_var_upstream_vertex_var_product_1_17 - - bin_edge_var_upstream_vertex_var_product_1_18 - - bin_edge_var_upstream_vertex_var_product_1_19 - - bin_edge_var_upstream_vertex_var_product_1_20 - - bin_edge_var_upstream_vertex_var_product_1_21 - - bin_edge_var_upstream_vertex_var_product_1_22 - - bin_edge_var_upstream_vertex_var_product_1_23 - - bin_edge_var_upstream_vertex_var_product_1_24 - - bin_edge_var_upstream_vertex_var_product_1_25 - - bin_edge_var_upstream_vertex_var_product_1_26 - - bin_edge_var_upstream_vertex_var_product_1_27 - - bin_edge_var_upstream_vertex_var_product_1_28 - - bin_edge_var_upstream_vertex_var_product_1_29 - - bin_edge_var_upstream_vertex_var_product_1_30 - - bin_edge_var_upstream_vertex_var_product_1_31 - - bin_edge_var_upstream_vertex_var_product_1_32 - - bin_edge_var_upstream_vertex_var_product_1_33 - - bin_edge_var_upstream_vertex_var_product_1_34 - - bin_edge_var_upstream_vertex_var_product_1_35 - - bin_edge_var_upstream_vertex_var_product_1_36 - - bin_edge_var_upstream_vertex_var_product_1_37 - - bin_edge_var_upstream_vertex_var_product_1_38 - - bin_edge_var_upstream_vertex_var_product_1_39 - - bin_edge_var_upstream_vertex_var_product_1_40 - - bin_edge_var_upstream_vertex_var_product_1_41 - - bin_edge_var_upstream_vertex_var_product_1_42 - - bin_edge_var_upstream_vertex_var_product_1_43 - - bin_edge_var_upstream_vertex_var_product_1_44 - - bin_edge_var_upstream_vertex_var_product_1_45 - - bin_edge_var_upstream_vertex_var_product_1_46 - - bin_edge_var_upstream_vertex_var_product_1_47 - - bin_edge_var_upstream_vertex_var_product_1_48 - - bin_edge_var_upstream_vertex_var_product_1_49 - - bin_edge_var_upstream_vertex_var_product_1_50 - - bin_edge_var_upstream_vertex_var_product_1_51 - - bin_edge_var_upstream_vertex_var_product_1_52 - - bin_edge_var_upstream_vertex_var_product_1_53 - - bin_edge_var_upstream_vertex_var_product_1_54 - - bin_edge_var_upstream_vertex_var_product_1_55 = - 0 - cons_subcircuit_d_qubits_1: - original_input_1 - rho_1 + d_1 = 0 - cons_build_cost_exponent_1: - 2 num_cuts + O_0 - d_0 + O_1 - d_1 - + build_cost_exponent_1 = 0 - -Bounds - 0 <= bin_sc_0_vx_0 <= 1 - 0 <= bin_sc_0_vx_1 <= 1 - 0 <= bin_sc_0_vx_2 <= 1 - 0 <= bin_sc_0_vx_3 <= 1 - 0 <= bin_sc_0_vx_4 <= 1 - 0 <= bin_sc_0_vx_5 <= 1 - 0 <= bin_sc_0_vx_6 <= 1 - 0 <= bin_sc_0_vx_7 <= 1 - 0 <= bin_sc_0_vx_8 <= 1 - 0 <= bin_sc_0_vx_9 <= 1 - 0 <= bin_sc_0_vx_10 <= 1 - 0 <= bin_sc_0_vx_11 <= 1 - 0 <= bin_sc_0_vx_12 <= 1 - 0 <= bin_sc_0_vx_13 <= 1 - 0 <= bin_sc_0_vx_14 <= 1 - 0 <= bin_sc_0_vx_15 <= 1 - 0 <= bin_sc_0_vx_16 <= 1 - 0 <= bin_sc_0_vx_17 <= 1 - 0 <= bin_sc_0_vx_18 <= 1 - 0 <= bin_sc_0_vx_19 <= 1 - 0 <= bin_sc_0_vx_20 <= 1 - 0 <= bin_sc_0_vx_21 <= 1 - 0 <= bin_sc_0_vx_22 <= 1 - 0 <= bin_sc_0_vx_23 <= 1 - 0 <= bin_sc_0_vx_24 <= 1 - 0 <= bin_sc_0_vx_25 <= 1 - 0 <= bin_sc_0_vx_26 <= 1 - 0 <= bin_sc_0_vx_27 <= 1 - 0 <= bin_sc_0_vx_28 <= 1 - 0 <= bin_sc_0_vx_29 <= 1 - 0 <= bin_sc_0_vx_30 <= 1 - 0 <= bin_sc_0_vx_31 <= 1 - 0 <= bin_sc_0_vx_32 <= 1 - 0 <= bin_sc_0_vx_33 <= 1 - 0 <= bin_sc_0_vx_34 <= 1 - 0 <= bin_sc_0_vx_35 <= 1 - 0 <= bin_sc_0_vx_36 <= 1 - 0 <= bin_sc_0_vx_37 <= 1 - 0 <= bin_sc_1_vx_0 <= 1 - 0 <= bin_sc_1_vx_1 <= 1 - 0 <= bin_sc_1_vx_2 <= 1 - 0 <= bin_sc_1_vx_3 <= 1 - 0 <= bin_sc_1_vx_4 <= 1 - 0 <= bin_sc_1_vx_5 <= 1 - 0 <= bin_sc_1_vx_6 <= 1 - 0 <= bin_sc_1_vx_7 <= 1 - 0 <= bin_sc_1_vx_8 <= 1 - 0 <= bin_sc_1_vx_9 <= 1 - 0 <= bin_sc_1_vx_10 <= 1 - 0 <= bin_sc_1_vx_11 <= 1 - 0 <= bin_sc_1_vx_12 <= 1 - 0 <= bin_sc_1_vx_13 <= 1 - 0 <= bin_sc_1_vx_14 <= 1 - 0 <= bin_sc_1_vx_15 <= 1 - 0 <= bin_sc_1_vx_16 <= 1 - 0 <= bin_sc_1_vx_17 <= 1 - 0 <= bin_sc_1_vx_18 <= 1 - 0 <= bin_sc_1_vx_19 <= 1 - 0 <= bin_sc_1_vx_20 <= 1 - 0 <= bin_sc_1_vx_21 <= 1 - 0 <= bin_sc_1_vx_22 <= 1 - 0 <= bin_sc_1_vx_23 <= 1 - 0 <= bin_sc_1_vx_24 <= 1 - 0 <= bin_sc_1_vx_25 <= 1 - 0 <= bin_sc_1_vx_26 <= 1 - 0 <= bin_sc_1_vx_27 <= 1 - 0 <= bin_sc_1_vx_28 <= 1 - 0 <= bin_sc_1_vx_29 <= 1 - 0 <= bin_sc_1_vx_30 <= 1 - 0 <= bin_sc_1_vx_31 <= 1 - 0 <= bin_sc_1_vx_32 <= 1 - 0 <= bin_sc_1_vx_33 <= 1 - 0 <= bin_sc_1_vx_34 <= 1 - 0 <= bin_sc_1_vx_35 <= 1 - 0 <= bin_sc_1_vx_36 <= 1 - 0 <= bin_sc_1_vx_37 <= 1 - 0 <= bin_sc_0_edg_0 <= 1 - 0 <= bin_sc_0_edg_1 <= 1 - 0 <= bin_sc_0_edg_2 <= 1 - 0 <= bin_sc_0_edg_3 <= 1 - 0 <= bin_sc_0_edg_4 <= 1 - 0 <= bin_sc_0_edg_5 <= 1 - 0 <= bin_sc_0_edg_6 <= 1 - 0 <= bin_sc_0_edg_7 <= 1 - 0 <= bin_sc_0_edg_8 <= 1 - 0 <= bin_sc_0_edg_9 <= 1 - 0 <= bin_sc_0_edg_10 <= 1 - 0 <= bin_sc_0_edg_11 <= 1 - 0 <= bin_sc_0_edg_12 <= 1 - 0 <= bin_sc_0_edg_13 <= 1 - 0 <= bin_sc_0_edg_14 <= 1 - 0 <= bin_sc_0_edg_15 <= 1 - 0 <= bin_sc_0_edg_16 <= 1 - 0 <= bin_sc_0_edg_17 <= 1 - 0 <= bin_sc_0_edg_18 <= 1 - 0 <= bin_sc_0_edg_19 <= 1 - 0 <= bin_sc_0_edg_20 <= 1 - 0 <= bin_sc_0_edg_21 <= 1 - 0 <= bin_sc_0_edg_22 <= 1 - 0 <= bin_sc_0_edg_23 <= 1 - 0 <= bin_sc_0_edg_24 <= 1 - 0 <= bin_sc_0_edg_25 <= 1 - 0 <= bin_sc_0_edg_26 <= 1 - 0 <= bin_sc_0_edg_27 <= 1 - 0 <= bin_sc_0_edg_28 <= 1 - 0 <= bin_sc_0_edg_29 <= 1 - 0 <= bin_sc_0_edg_30 <= 1 - 0 <= bin_sc_0_edg_31 <= 1 - 0 <= bin_sc_0_edg_32 <= 1 - 0 <= bin_sc_0_edg_33 <= 1 - 0 <= bin_sc_0_edg_34 <= 1 - 0 <= bin_sc_0_edg_35 <= 1 - 0 <= bin_sc_0_edg_36 <= 1 - 0 <= bin_sc_0_edg_37 <= 1 - 0 <= bin_sc_0_edg_38 <= 1 - 0 <= bin_sc_0_edg_39 <= 1 - 0 <= bin_sc_0_edg_40 <= 1 - 0 <= bin_sc_0_edg_41 <= 1 - 0 <= bin_sc_0_edg_42 <= 1 - 0 <= bin_sc_0_edg_43 <= 1 - 0 <= bin_sc_0_edg_44 <= 1 - 0 <= bin_sc_0_edg_45 <= 1 - 0 <= bin_sc_0_edg_46 <= 1 - 0 <= bin_sc_0_edg_47 <= 1 - 0 <= bin_sc_0_edg_48 <= 1 - 0 <= bin_sc_0_edg_49 <= 1 - 0 <= bin_sc_0_edg_50 <= 1 - 0 <= bin_sc_0_edg_51 <= 1 - 0 <= bin_sc_0_edg_52 <= 1 - 0 <= bin_sc_0_edg_53 <= 1 - 0 <= bin_sc_0_edg_54 <= 1 - 0 <= bin_sc_0_edg_55 <= 1 - 0 <= bin_sc_1_edg_0 <= 1 - 0 <= bin_sc_1_edg_1 <= 1 - 0 <= bin_sc_1_edg_2 <= 1 - 0 <= bin_sc_1_edg_3 <= 1 - 0 <= bin_sc_1_edg_4 <= 1 - 0 <= bin_sc_1_edg_5 <= 1 - 0 <= bin_sc_1_edg_6 <= 1 - 0 <= bin_sc_1_edg_7 <= 1 - 0 <= bin_sc_1_edg_8 <= 1 - 0 <= bin_sc_1_edg_9 <= 1 - 0 <= bin_sc_1_edg_10 <= 1 - 0 <= bin_sc_1_edg_11 <= 1 - 0 <= bin_sc_1_edg_12 <= 1 - 0 <= bin_sc_1_edg_13 <= 1 - 0 <= bin_sc_1_edg_14 <= 1 - 0 <= bin_sc_1_edg_15 <= 1 - 0 <= bin_sc_1_edg_16 <= 1 - 0 <= bin_sc_1_edg_17 <= 1 - 0 <= bin_sc_1_edg_18 <= 1 - 0 <= bin_sc_1_edg_19 <= 1 - 0 <= bin_sc_1_edg_20 <= 1 - 0 <= bin_sc_1_edg_21 <= 1 - 0 <= bin_sc_1_edg_22 <= 1 - 0 <= bin_sc_1_edg_23 <= 1 - 0 <= bin_sc_1_edg_24 <= 1 - 0 <= bin_sc_1_edg_25 <= 1 - 0 <= bin_sc_1_edg_26 <= 1 - 0 <= bin_sc_1_edg_27 <= 1 - 0 <= bin_sc_1_edg_28 <= 1 - 0 <= bin_sc_1_edg_29 <= 1 - 0 <= bin_sc_1_edg_30 <= 1 - 0 <= bin_sc_1_edg_31 <= 1 - 0 <= bin_sc_1_edg_32 <= 1 - 0 <= bin_sc_1_edg_33 <= 1 - 0 <= bin_sc_1_edg_34 <= 1 - 0 <= bin_sc_1_edg_35 <= 1 - 0 <= bin_sc_1_edg_36 <= 1 - 0 <= bin_sc_1_edg_37 <= 1 - 0 <= bin_sc_1_edg_38 <= 1 - 0 <= bin_sc_1_edg_39 <= 1 - 0 <= bin_sc_1_edg_40 <= 1 - 0 <= bin_sc_1_edg_41 <= 1 - 0 <= bin_sc_1_edg_42 <= 1 - 0 <= bin_sc_1_edg_43 <= 1 - 0 <= bin_sc_1_edg_44 <= 1 - 0 <= bin_sc_1_edg_45 <= 1 - 0 <= bin_sc_1_edg_46 <= 1 - 0 <= bin_sc_1_edg_47 <= 1 - 0 <= bin_sc_1_edg_48 <= 1 - 0 <= bin_sc_1_edg_49 <= 1 - 0 <= bin_sc_1_edg_50 <= 1 - 0 <= bin_sc_1_edg_51 <= 1 - 0 <= bin_sc_1_edg_52 <= 1 - 0 <= bin_sc_1_edg_53 <= 1 - 0 <= bin_sc_1_edg_54 <= 1 - 0 <= bin_sc_1_edg_55 <= 1 - num_cuts <= 3.100000000000 - original_input_0 <= 12 - rho_0 <= 12 - O_0 <= 12 - 0.100000000000 <= d_0 <= 12 - 0 <= bin_edge_var_downstream_vertex_var_product_0_0 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_0 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_1 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_1 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_2 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_2 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_3 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_3 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_4 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_4 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_5 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_5 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_6 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_6 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_7 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_7 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_8 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_8 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_9 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_9 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_10 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_10 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_11 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_11 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_12 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_12 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_13 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_13 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_14 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_14 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_15 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_15 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_16 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_16 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_17 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_17 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_18 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_18 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_19 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_19 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_20 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_20 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_21 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_21 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_22 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_22 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_23 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_23 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_24 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_24 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_25 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_25 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_26 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_26 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_27 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_27 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_28 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_28 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_29 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_29 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_30 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_30 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_31 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_31 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_32 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_32 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_33 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_33 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_34 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_34 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_35 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_35 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_36 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_36 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_37 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_37 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_38 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_38 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_39 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_39 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_40 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_40 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_41 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_41 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_42 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_42 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_43 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_43 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_44 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_44 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_45 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_45 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_46 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_46 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_47 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_47 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_48 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_48 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_49 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_49 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_50 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_50 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_51 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_51 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_52 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_52 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_53 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_53 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_54 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_54 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_0_55 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_0_55 <= 1 - original_input_1 <= 12 - rho_1 <= 12 - O_1 <= 12 - 0.100000000000 <= d_1 <= 12 - 0 <= bin_edge_var_downstream_vertex_var_product_1_0 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_0 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_1 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_1 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_2 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_2 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_3 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_3 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_4 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_4 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_5 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_5 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_6 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_6 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_7 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_7 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_8 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_8 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_9 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_9 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_10 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_10 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_11 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_11 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_12 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_12 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_13 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_13 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_14 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_14 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_15 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_15 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_16 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_16 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_17 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_17 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_18 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_18 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_19 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_19 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_20 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_20 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_21 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_21 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_22 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_22 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_23 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_23 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_24 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_24 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_25 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_25 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_26 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_26 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_27 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_27 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_28 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_28 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_29 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_29 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_30 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_30 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_31 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_31 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_32 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_32 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_33 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_33 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_34 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_34 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_35 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_35 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_36 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_36 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_37 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_37 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_38 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_38 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_39 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_39 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_40 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_40 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_41 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_41 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_42 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_42 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_43 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_43 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_44 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_44 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_45 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_45 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_46 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_46 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_47 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_47 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_48 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_48 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_49 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_49 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_50 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_50 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_51 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_51 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_52 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_52 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_53 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_53 <= 1 - 0 <= bin_edge_var_downstream_vertex_var_product_1_54 <= 1 - 0 <= bin_edge_var_upstream_vertex_var_product_1_54 <= 1 - 0 <= 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_and564 _and565 - _and566 _and567 _and568 _and569 _and570 _and571 _and572 _and573 _and574 _and575 - _and576 _and577 _and578 _and579 _and580 _and581 _and582 _and583 _and584 _and585 - _and586 _and587 _and588 _and589 _and590 _and591 _and592 _and593 _and594 _and595 - _and596 _and597 _and598 _and599 _and600 _and601 _and602 _and603 _and604 _and605 - _and606 _and607 _and608 _and609 _and610 _and611 _and612 _and613 _and614 _and615 - _and616 _and617 _and618 _and619 _and620 _and621 _and622 _and623 _and624 _and625 - _and626 _and627 _and628 _and629 _and630 _and631 _and632 _and633 _and634 _and635 - _and636 _and637 _and638 _and639 _and640 _and641 _and642 _and643 _and644 _and645 - -Generals - num_cuts original_input_0 rho_0 O_0 d_0 original_input_1 rho_1 O_1 d_1 - build_cost_exponent_1 -End diff --git a/docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb b/docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb deleted file mode 100644 index 3f7e009..0000000 --- a/docs/notebooks/wire_cutting(FATAL_NOT_WORKING).ipynb +++ /dev/null @@ -1,865 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "57a88d32-f7b1-4bd9-9677-d172af205376", - "metadata": {}, - "source": [ - "### Wire cutting as a method to improve performance of quantum circuits" - ] - }, - { - "attachments": { - "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { - "image/png": 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" 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" - } - }, - "cell_type": "markdown", - "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", - "metadata": {}, - "source": [ - "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", - "\n", - "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", - "\n", - "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", - "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", - "\n", - "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." - ] - }, - { - "cell_type": "markdown", - "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", - "metadata": {}, - "source": [ - "### Start" - ] - }, - { - "cell_type": "markdown", - "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", - "metadata": {}, - "source": [ - "We shall take a $p=2$ QAOA circuit as an example for this notebook." - ] - }, - { - "cell_type": "markdown", - "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", - "metadata": {}, - "source": [ - "### Build" - ] - }, - { - "cell_type": "markdown", - "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", - "metadata": {}, - "source": [ - "Here we show the function to build a QAOA circuit, and assign parameters to it. Initial parameters are assigned randomly." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "de911815-4760-472f-a8d8-faad17e46524", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n", - "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" - ] - } - ], - "source": [ - "from qiskit import QuantumCircuit\n", - "from qiskit.circuit import Parameter, ParameterVector\n", - "from numpy.random import default_rng\n", - "from numpy import pi\n", - "\n", - "def build_qaoa_circuit(\n", - " num_qubits: int,\n", - " depth: int, # here the convention is depth=2*p\n", - " ):\n", - " gammas = ParameterVector('γ', depth // 2) \n", - " betas = ParameterVector('β', depth // 2)\n", - "\n", - " circuit = QuantumCircuit(num_qubits)\n", - " circuit.h(range(num_qubits))\n", - " for layer in range(depth // 2):\n", - " for qubit in range(0, num_qubits - 1, 2):\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(1, num_qubits - 1, 2):\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(num_qubits):\n", - " circuit.rx(betas[layer], qubit)\n", - "\n", - " return circuit\n", - "\n", - "def produce_qaoa_parameters(num_layers, seed=None):\n", - " rng = default_rng(seed=seed)\n", - " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - "\n", - " params = []\n", - " for idx in range(len(betas)):\n", - " params.append(gammas[idx])\n", - " params.append(betas[idx])\n", - " return params" - ] - }, - { - "cell_type": "markdown", - "id": "841f4e16-2334-4c1b-b77f-cc7c028339e5", - "metadata": {}, - "source": [ - "Here we show an example of a 20 qubit $p=2$ QAOA circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "9f0fe181-1500-4e98-874e-0222e859d420", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "num_qubits = 20\n", - "p = 2\n", - "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", - "qaoa.draw('mpl', style='bw')" - ] - }, - { - "cell_type": "markdown", - "id": "1d2b5216-64df-4b5c-b53f-9c2b3df9557b", - "metadata": {}, - "source": [ - "#### First we look into the traditional QAOA without involving circuit cutting.\n", - "\n", - "For this notebook, we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. In the context of finding the maximum cut, the lower is the expectation value, the better it is.\n", - "\n", - "We initialize the initial set of parameters to some random value. We shall use these same initial parameters for noisy and cut versions as well." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "cb6d2636-e751-4779-a14f-abf1816fc708", - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.optimize import minimize\n", - "\n", - "init_params = produce_qaoa_parameters(p, seed=0)" - ] - }, - { - "cell_type": "markdown", - "id": "1dcdcb2c-54fa-4c9d-ac0d-85ee005042d9", - "metadata": {}, - "source": [ - "The resilience level is set to 0 so that no error mitigation is applied. This ensures that any improvement obtained henceforth is due to circuit cutting only." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "61c74485-c018-44e3-8335-907aadecccdb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['ZZIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIII', 'IIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIZZIIIIIII', 'IIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIZZIIIII', 'IIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIZZIII', 'IIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIZZ'],\n", - " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit_ibm_runtime import Estimator, Sampler, Options, Session, QiskitRuntimeService\n", - "from qiskit.quantum_info import SparsePauliOp\n", - "\n", - "options = Options()\n", - "options.execution.shots=4000\n", - "options.resilience_level=0\n", - "options.transpilation.skip_transpilation=True # this will ensure that the circuit is not transpiled after submission\n", - "\n", - "observable = SparsePauliOp(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", - "observable" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "f3226742-be6f-4314-b511-75bc91bcd950", - "metadata": {}, - "outputs": [], - "source": [ - "service = QiskitRuntimeService()\n", - "backend = service.get_backend('ibm_auckland')" - ] - }, - { - "cell_type": "markdown", - "id": "994dc448-3ff2-4007-9df4-e498359323d1", - "metadata": {}, - "source": [ - "We need to transpile the circuit before submission to Qiskit Runtime" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ba1ab971-5065-4212-a357-b41d52e690ce", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", - "\n", - "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", - "trans_qaoa = pm.run(qaoa)\n", - "trans_qaoa.draw('mpl',style='bw',idle_wires=False)" - ] - }, - { - "cell_type": "markdown", - "id": "17164c12-08c0-4d37-96b5-acd8279cebbc", - "metadata": {}, - "source": [ - "Note that when the circuit is transpiled, it is possible that the ordering of the qubits are changed due to qubit selection, or insertion of swap gates. It is necessary to permute the observables to conform to this transpiled ordering of qubits.\n", - "\n", - "First we find out the final qubit indexing after transpilation" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "25f7ef87-981f-4a25-b2c5-7691e59693e5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[18, 21, 23, 24, 25, 22, 19, 16, 14, 13, 12, 10, 7, 4, 1, 2, 3, 5, 8, 9]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "final_layout = trans_qaoa.layout.final_index_layout()\n", - "final_layout" - ] - }, - { - "cell_type": "markdown", - "id": "b844a01a-0200-4083-b239-3cd88da049d3", - "metadata": {}, - "source": [ - "Now we can permute the observable according to this layout. Note that the observables are now stretched to conform to the number of qubits in the backend, and the Z operators are permuted to match the final layout after placement." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "85072379-902a-4f17-b621-f52a00c59621", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIZIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIZIIZI', 'IIIIIIIIIIIIIIIIIIIZIIZIIII', 'IIIIIIIIIIIIIIIIZIIZIIIIIII', 'IIIIIIIIIIIIIIZIZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII', 'IIIIIIIIIIZIZIIIIIIIIIIIIII', 'IIIIIIIZIIZIIIIIIIIIIIIIIII', 'IIIIZIIZIIIIIIIIIIIIIIIIIII', 'IZIIZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIZIIIIIIIIIIIIIIIIIIIII', 'IIIIIZIIZIIIIIIIIIIIIIIIIII'],\n", - " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", - "trans_obs" - ] - }, - { - "cell_type": "markdown", - "id": "218ad07c-1578-47be-a21e-9ffd58dcbf6b", - "metadata": {}, - "source": [ - "#### Now to run the optimization\n", - "\n", - "Note that the number of optimization loops can be significantly high for a 20-qubit QAOA. Therefore, we shall truncate the number of loops to 10, both for cut and uncut, for brevity.\n", - "\n", - "P.S. In order to run the entire optimization process, the user should remove options={'maxiter':10} from the code below." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "621fbf85-8136-4ea1-8ead-913af8666bac", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_expval(params, circuit, estimator, observable):\n", - " if circuit.num_clbits == 0:\n", - " circuit.measure_all()\n", - "\n", - " circuit = circuit.assign_parameters(params)\n", - "\n", - " expval = estimator.run(circuit, observable).result().values[0]\n", - "\n", - " return expval" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", - "metadata": {}, - "outputs": [], - "source": [ - "with Session(backend=backend):\n", - " estimator = Estimator(options=options)\n", - " res = minimize(\n", - " calculate_expval, init_params, args=(trans_qaoa.copy(),estimator,trans_obs), method=\"cobyla\", options={'maxiter':10}\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -5.1045\n", - " x: [-3.622e+00 3.718e-01 -1.849e+00 -2.152e+00]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", - "metadata": {}, - "source": [ - "### Optimize" - ] - }, - { - "cell_type": "markdown", - "id": "d4e27c33-8b4b-4cce-bcc9-fde578f1dd8f", - "metadata": {}, - "source": [ - "Now we leverage circuit cutting to improve the performance of QAOA." - ] - }, - { - "cell_type": "markdown", - "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", - "metadata": {}, - "source": [ - "#### 1. Cut the circuit into smaller subcircuits" - ] - }, - { - "cell_type": "markdown", - "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", - "metadata": {}, - "source": [ - "First we cut the circuit into smaller subcircuits. For this example, we stick to only 2 subcircuits. However, it is possible to partition the circuit into more subcircuits as well. In order to cut the circuit, we use the Circuit Knitting Toolbox from Qiskit Ecosystem. In particular, for this notebook we shall use the CutQc method to automatically find the cut location [2].\n", - "\n", - "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. Guide for installation of this package is provided here. The installation also includes the free version of CPLEX which is required for the automated cut finding used below. For bigger circuits, involving many cuts, the free version of CPLEX may not be sufficient." - ] - }, - { - "cell_type": "markdown", - "id": "17ebaf17-5d75-4df4-bff1-99802cb5b4ee", - "metadata": {}, - "source": [ - "Here we assign the maximum number of subcircuits to 2, and the maximum width of each subcircuit is set to num_qubits/2 + 2, i.e., each subcircuit should be roughly equal in size. The authors can refer to the How-to guides on Circuit Knitting Toolbox for more information on this.\n", - "\n", - "We shall also use the transpiled circuit template trans_qaoa for cutting so that the subcircuits are inherently transpiled." - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Exporting as a LP file to let you check the model that will be solved : inf \n", - "Version identifier: 22.1.1.0 | 2022-11-28 | 9160aff4d\n", - "CPXPARAM_Read_DataCheck 1\n", - "CPXPARAM_TimeLimit 300\n", - "Warning: Non-integral bounds for integer variables rounded.\n", - "Tried aggregator 3 times.\n", - "MIP Presolve eliminated 37 rows and 8 columns.\n", - "MIP Presolve modified 7 coefficients.\n", - "Aggregator did 271 substitutions.\n", - "Reduced MIP has 1086 rows, 367 columns, and 3167 nonzeros.\n", - "Reduced MIP has 361 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", - "Presolve time = 0.02 sec. (5.37 ticks)\n", - "Probing time = 0.00 sec. (2.83 ticks)\n", - "Cover probing fixed 0 vars, tightened 2 bounds.\n", - "Tried aggregator 1 time.\n", - "MIP Presolve eliminated 0 rows and 106 columns.\n", - "Reduced MIP has 1086 rows, 261 columns, and 3167 nonzeros.\n", - "Reduced MIP has 255 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", - "Presolve time = 0.01 sec. (2.00 ticks)\n", - "Probing time = 0.00 sec. (2.04 ticks)\n", - "Tried aggregator 1 time.\n", - "Detecting symmetries...\n", - "MIP Presolve eliminated 0 rows and 2 columns.\n", - "Reduced MIP has 1086 rows, 259 columns, and 3167 nonzeros.\n", - "Reduced MIP has 253 binaries, 6 generals, 0 SOSs, and 0 indicators.\n", - "Presolve time = 0.01 sec. (2.45 ticks)\n", - "Probing time = 0.00 sec. (1.81 ticks)\n", - "Clique table members: 728.\n", - "MIP emphasis: balance optimality and feasibility.\n", - "MIP search method: dynamic search.\n", - "Parallel mode: deterministic, using up to 10 threads.\n", - "Root relaxation solution time = 0.03 sec. (4.26 ticks)\n", - "\n", - " Nodes Cuts/\n", - " Node Left Objective IInf Best Integer Best Bound ItCnt Gap\n", - "\n", - " 0 0 0.8889 41 0.8889 110 \n", - " 0 0 1.2963 49 Cuts: 2 161 \n", - " 0 0 2.0000 45 Cuts: 27 228 \n", - " 0 0 2.0000 45 Cuts: 31 242 \n", - " 0 0 2.0000 46 Cuts: 35 265 \n", - "* 0+ 0 3.0000 2.0000 33.33%\n", - " 0 0 cutoff 3.0000 3.0000 265 0.00%\n", - "Elapsed time = 0.16 sec. (124.07 ticks, tree = 0.01 MB, solutions = 1)\n", - "\n", - "Implied bound cuts applied: 80\n", - "Zero-half cuts applied: 3\n", - "Gomory fractional cuts applied: 2\n", - "\n", - "Root node processing (before b&c):\n", - " Real time = 0.16 sec. (124.11 ticks)\n", - "Parallel b&c, 10 threads:\n", - " Real time = 0.00 sec. (0.00 ticks)\n", - " Sync time (average) = 0.00 sec.\n", - " Wait time (average) = 0.00 sec.\n", - " ------------\n", - "Total (root+branch&cut) = 0.16 sec. (124.11 ticks)\n" - ] - } - ], - "source": [ - "from math import ceil\n", - "from circuit_knitting.cutting.cutqc import cut_circuit_wires\n", - "\n", - "cuts = cut_circuit_wires(\n", - " circuit=qaoa,\n", - " method=\"automatic\",\n", - " max_subcircuit_width=ceil(qaoa.num_qubits/2) + 2,\n", - " max_cuts=3,\n", - " num_subcircuits=[2],\n", - " verbose=False\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", - "metadata": {}, - "source": [ - "##### We can check the two subcircuits produced by this method, and note that each of them have fewer qubit and gate count. Therefore, each subcircuit is expected to be less amenable to noise than the original circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cuts['subcircuits'][0].draw('mpl',style='bw')" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cuts['subcircuits'][1].draw('mpl',style='bw')" - ] - }, - { - "cell_type": "markdown", - "id": "de15dfe0-dba6-4843-b90d-70b9e19608d2", - "metadata": {}, - "source": [ - "#### 2. Optimizing the overhead of cutting\n", - "\n", - "Note that QAOA, and similar variational algorithms, execute the same circuit template multiple times with updated parameters till convergence. Since the cut depends on the structure of the circuit, and not on the parameter values, we can cut the template circuit only once, and update the parameters in every instance. The reconstruction, nevertheless, needs to be performed for each instance since the outcome depends on the parameter values.\n", - "\n", - "First we shall transpile the two subcircuits in order to avoid doing so in every step of the QAOA optimization." - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "31306e15-1628-423d-9089-4df8305f1750", - "metadata": {}, - "outputs": [], - "source": [ - "cuts['subcircuits'][0] = pm.run(cuts['subcircuits'][0])\n", - "cuts['subcircuits'][1] = pm.run(cuts['subcircuits'][1])" - ] - }, - { - "cell_type": "markdown", - "id": "d3fe4d8f-462b-4ec6-8391-a573e221cea7", - "metadata": {}, - "source": [ - "Since we have partitioned the template circuit, it is necessary to keep a track of which parameter is in which subcircuit. For this particular example, there are in total 4 parameters in the original circuit, and all of them are in both subcircuits. However, for general cases, this may not be the scenario." - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "d337112c-6572-4e9d-8816-9fbcb5ad6cc8", - "metadata": {}, - "outputs": [], - "source": [ - "params_ckt0 = list(cuts['subcircuits'][0].parameters)\n", - "params_ckt1 = list(cuts['subcircuits'][1].parameters)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "e5cfbe8c-3a10-421b-9029-c8ed9fdd30d4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Parameters in the 1st subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n", - "Parameters in the 2nd subcircuit are [ParameterVectorElement(β[0]), ParameterVectorElement(β[1]), ParameterVectorElement(γ[0]), ParameterVectorElement(γ[1])]\n" - ] - } - ], - "source": [ - "print(\"Parameters in the 1st subcircuit are \",list(params_ckt0))\n", - "print(\"Parameters in the 2nd subcircuit are \",list(params_ckt1))" - ] - }, - { - "cell_type": "markdown", - "id": "d1a7e68a-3bc5-4d82-aaa1-00fd4163ae3a", - "metadata": {}, - "source": [ - "### Run and postprocess" - ] - }, - { - "cell_type": "markdown", - "id": "2a91e801-4364-4bfa-bad4-aed35e86038d", - "metadata": {}, - "source": [ - "Now, we run the QAOA algorithm with circuit cutting. Note that each of the two subcircuits is executed independently, and the results from them are combined classically. In this notebook, we use the same hardware to run both the subcircuits sequentially. However, they can be executed on two different hardware, thus parallelizing the process [6,7].\n", - "\n", - "Note that, in this approach the two distributions are combined classically, and not two expectation values. Therefore, for this approach, we shall use the sampler, and manually calculate the expectation value from the count distribution as a postprocessing step." - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "id": "ad0c2cb9-5e5b-4cc9-8c2e-9c6e3501aaf0", - "metadata": {}, - "outputs": [], - "source": [ - "from circuit_knitting.cutting.cutqc import evaluate_subcircuits\n", - "from circuit_knitting.cutting.cutqc import reconstruct_full_distribution\n", - "from qiskit.result import sampled_expectation_value\n", - "\n", - "def calculate_cut_expval(params, circuit, cuts, service, options, observable):\n", - " cuts['subcircuits'][0].assign_parameters(params, inplace=True)\n", - " cuts['subcircuits'][1].assign_parameters(params, inplace=True)\n", - "\n", - " subcircuit_instance_probabilities = evaluate_subcircuits(cuts,\n", - " service=service,\n", - " backend_names=['ibm_auckland']*2,\n", - " options=options,\n", - " )\n", - " reconstructed_probabilities = reconstruct_full_distribution(\n", - " circuit, subcircuit_instance_probabilities, cuts\n", - " )\n", - "\n", - " prob_dict = {}\n", - "\n", - " for idx, prob in enumerate(reconstructed_probabilities):\n", - " prob_dict[bin(idx)[2:].zfill(circuit.num_qubits)] = prob\n", - "\n", - " expval = sampled_expectation_value(prob_dict, observable)\n", - "\n", - " return expval" - ] - }, - { - "cell_type": "markdown", - "id": "180cc323-460d-4b55-b325-453d94b3d0db", - "metadata": {}, - "source": [ - "Note that we need to pass the transpiled observable trans_obs, and the copy of the cuts dictionary. This is necessary because the original cuts dictionary contains template circuits, and during execution actual parameter values will be assigned. The original template needs to be retained to ensure seamless assignment of parameter in every loop of optimization." - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "032e3e64-5f50-488a-a087-c3d0246d1db6", - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Qubit(QuantumRegister(12, 'q'), 10) is not in list", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[73], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mminimize\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mcalculate_cut_expval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minit_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtrans_qaoa\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcuts\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrans_obs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcobyla\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmaxiter\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m}\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_minimize.py:716\u001b[0m, in \u001b[0;36mminimize\u001b[0;34m(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)\u001b[0m\n\u001b[1;32m 713\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_tnc(fun, x0, args, jac, bounds, callback\u001b[38;5;241m=\u001b[39mcallback,\n\u001b[1;32m 714\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n\u001b[1;32m 715\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcobyla\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 716\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43m_minimize_cobyla\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconstraints\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallback\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 717\u001b[0m \u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 718\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mslsqp\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 719\u001b[0m res \u001b[38;5;241m=\u001b[39m _minimize_slsqp(fun, x0, args, jac, bounds,\n\u001b[1;32m 720\u001b[0m constraints, callback\u001b[38;5;241m=\u001b[39mcallback, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:35\u001b[0m, in \u001b[0;36msynchronized..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _module_lock:\n\u001b[0;32m---> 35\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_cobyla_py.py:278\u001b[0m, in \u001b[0;36m_minimize_cobyla\u001b[0;34m(fun, x0, args, constraints, rhobeg, tol, maxiter, disp, catol, callback, bounds, **unknown_options)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_jac\u001b[39m(x, \u001b[38;5;241m*\u001b[39margs):\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 278\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43m_prepare_scalar_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjac\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_jac\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcalcfc\u001b[39m(x, con):\n\u001b[1;32m 281\u001b[0m f \u001b[38;5;241m=\u001b[39m sf\u001b[38;5;241m.\u001b[39mfun(x)\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_optimize.py:383\u001b[0m, in \u001b[0;36m_prepare_scalar_function\u001b[0;34m(fun, x0, jac, args, bounds, epsilon, finite_diff_rel_step, hess)\u001b[0m\n\u001b[1;32m 379\u001b[0m bounds \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39minf, np\u001b[38;5;241m.\u001b[39minf)\n\u001b[1;32m 381\u001b[0m \u001b[38;5;66;03m# ScalarFunction caches. Reuse of fun(x) during grad\u001b[39;00m\n\u001b[1;32m 382\u001b[0m \u001b[38;5;66;03m# calculation reduces overall function evaluations.\u001b[39;00m\n\u001b[0;32m--> 383\u001b[0m sf \u001b[38;5;241m=\u001b[39m \u001b[43mScalarFunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhess\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 384\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinite_diff_rel_step\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepsilon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sf\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:158\u001b[0m, in \u001b[0;36mScalarFunction.__init__\u001b[0;34m(self, fun, x0, args, grad, hess, finite_diff_rel_step, finite_diff_bounds, epsilon)\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m fun_wrapped(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx)\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_fun_impl \u001b[38;5;241m=\u001b[39m update_fun\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# Gradient evaluation\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(grad):\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:251\u001b[0m, in \u001b[0;36mScalarFunction._update_fun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_update_fun\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated:\n\u001b[0;32m--> 251\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:155\u001b[0m, in \u001b[0;36mScalarFunction.__init__..update_fun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mupdate_fun\u001b[39m():\n\u001b[0;32m--> 155\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m \u001b[43mfun_wrapped\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/qeet-ckt/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:137\u001b[0m, in \u001b[0;36mScalarFunction.__init__..fun_wrapped\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnfev \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Send a copy because the user may overwrite it.\u001b[39;00m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;66;03m# Overwriting results in undefined behaviour because\u001b[39;00m\n\u001b[1;32m 136\u001b[0m \u001b[38;5;66;03m# fun(self.x) will change self.x, with the two no longer linked.\u001b[39;00m\n\u001b[0;32m--> 137\u001b[0m fx \u001b[38;5;241m=\u001b[39m \u001b[43mfun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 138\u001b[0m \u001b[38;5;66;03m# Make sure the function returns a true scalar\u001b[39;00m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39misscalar(fx):\n", - "Cell \u001b[0;32mIn[72], line 9\u001b[0m, in \u001b[0;36mcalculate_cut_expval\u001b[0;34m(params, circuit, cuts, service, options, observable)\u001b[0m\n\u001b[1;32m 6\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 7\u001b[0m cuts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubcircuits\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39massign_parameters(params, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m----> 9\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m \u001b[43mevaluate_subcircuits\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mservice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mservice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43mbackend_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mibm_auckland\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 14\u001b[0m reconstructed_probabilities \u001b[38;5;241m=\u001b[39m reconstruct_full_distribution(\n\u001b[1;32m 15\u001b[0m circuit, subcircuit_instance_probabilities, cuts\n\u001b[1;32m 16\u001b[0m )\n\u001b[1;32m 18\u001b[0m prob_dict \u001b[38;5;241m=\u001b[39m {}\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:144\u001b[0m, in \u001b[0;36mevaluate_subcircuits\u001b[0;34m(cuts, service, backend_names, options)\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(backends_list) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(options_list):\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[1;32m 139\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe list of backend names is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(backends_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m), \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 140\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbut the list of options is length (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(options_list)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m). \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt is ambiguous how these options should be applied.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 142\u001b[0m )\n\u001b[0;32m--> 144\u001b[0m _, _, subcircuit_instances \u001b[38;5;241m=\u001b[39m \u001b[43m_generate_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcuts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 146\u001b[0m subcircuit_instance_probabilities \u001b[38;5;241m=\u001b[39m _run_subcircuits(\n\u001b[1;32m 147\u001b[0m cuts,\n\u001b[1;32m 148\u001b[0m subcircuit_instances,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 151\u001b[0m options\u001b[38;5;241m=\u001b[39moptions_list,\n\u001b[1;32m 152\u001b[0m )\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m subcircuit_instance_probabilities\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting.py:286\u001b[0m, in \u001b[0;36m_generate_metadata\u001b[0;34m(cuts)\u001b[0m\n\u001b[1;32m 266\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_generate_metadata\u001b[39m(cuts: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any]) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[\n\u001b[1;32m 267\u001b[0m \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 268\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;28mstr\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, Sequence[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m]]]]],\n\u001b[1;32m 269\u001b[0m \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m], \u001b[38;5;28mtuple\u001b[39m[Any, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]], \u001b[38;5;28mint\u001b[39m]],\n\u001b[1;32m 270\u001b[0m ]:\n\u001b[1;32m 271\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \u001b[38;5;124;03m Generate metadata used to execute subcircuits and reconstruct probabilities of original circuit.\u001b[39;00m\n\u001b[1;32m 273\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 280\u001b[0m \u001b[38;5;124;03m containing indexes for each of the subcircuits\u001b[39;00m\n\u001b[1;32m 281\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 282\u001b[0m (\n\u001b[1;32m 283\u001b[0m summation_terms,\n\u001b[1;32m 284\u001b[0m subcircuit_entries,\n\u001b[1;32m 285\u001b[0m subcircuit_instances,\n\u001b[0;32m--> 286\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_summation_terms\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuits\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuits\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43mcomplete_path_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcomplete_path_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_cuts\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcuts\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnum_cuts\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m summation_terms, subcircuit_entries, subcircuit_instances\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:286\u001b[0m, in \u001b[0;36mgenerate_summation_terms\u001b[0;34m(subcircuits, complete_path_map, num_cuts)\u001b[0m\n\u001b[1;32m 281\u001b[0m subcircuit_entry_idx, kronecker_term \u001b[38;5;241m=\u001b[39m subcircuit_entries[\n\u001b[1;32m 282\u001b[0m subcircuit_idx\n\u001b[1;32m 283\u001b[0m ][subcircuit_entry_key]\n\u001b[1;32m 284\u001b[0m \u001b[38;5;66;03m# print('Already in, subcircuit_entry {:d} : {}'.format(subcircuit_entry_idx,kronecker_term))\u001b[39;00m\n\u001b[1;32m 285\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 286\u001b[0m subcircuit_full_label \u001b[38;5;241m=\u001b[39m \u001b[43mfill_label\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 287\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 288\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuits\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 289\u001b[0m \u001b[43m \u001b[49m\u001b[43msubcircuit_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubcircuit_labels\u001b[49m\u001b[43m[\u001b[49m\u001b[43msubcircuit_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 290\u001b[0m \u001b[43m \u001b[49m\u001b[43mO_rho_pairs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mO_rho_pairs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 291\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 292\u001b[0m \u001b[38;5;66;03m# print('Full label :',subcircuit_full_label)\u001b[39;00m\n\u001b[1;32m 293\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(subcircuit_full_label) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m2\u001b[39m:\n", - "File \u001b[0;32m~/Desktop/Codes/Enablement/circuit-knitting-toolbox/circuit_knitting/cutting/cutqc/wire_cutting_post_processing.py:142\u001b[0m, in \u001b[0;36mfill_label\u001b[0;34m(subcircuit_idx, subcircuit, subcircuit_label, O_rho_pairs)\u001b[0m\n\u001b[1;32m 140\u001b[0m subcircuit_meas_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rho_qubit[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msubcircuit_idx\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m subcircuit_idx:\n\u001b[0;32m--> 142\u001b[0m qubit_idx \u001b[38;5;241m=\u001b[39m \u001b[43msubcircuit\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mqubits\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrho_qubit\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msubcircuit_qubit\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 143\u001b[0m init[qubit_idx] \u001b[38;5;241m=\u001b[39m subcircuit_label[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minit\u001b[39m\u001b[38;5;124m\"\u001b[39m][subcircuit_init_label_counter]\n\u001b[1;32m 144\u001b[0m subcircuit_init_label_counter \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", - "\u001b[0;31mValueError\u001b[0m: Qubit(QuantumRegister(12, 'q'), 10) is not in list" - ] - } - ], - "source": [ - "res = minimize(\n", - " calculate_cut_expval, init_params, args=(trans_qaoa, cuts.copy(), service, options, trans_obs), method=\"cobyla\", options={'maxiter':10}\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "02678952-600e-46a8-8caa-faa041fcdce7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -6.292421124586673\n", - " x: [-3.778e+00 -2.192e-01 -2.178e+00 -2.589e+00]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "865b684d-34ac-48f2-8124-26ead136a2d2", - "metadata": {}, - "source": [ - "### Inference" - ] - }, - { - "cell_type": "markdown", - "id": "53bccce5-2348-495b-9b42-0002e0052611", - "metadata": {}, - "source": [ - "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 10 steps of iteration, the uncut QAOA reached an objective function of -4.9565 whereas the cut QAOA reached -6.2924. This shows that cutting itself can suppress the effect of noise.\n", - "\n", - "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process.\n", - "\n", - "Word of caution\n", - "\n", - "The postprocessing time scales exponentially with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high postprocessing time, which may not be practical for most cases. Therefore, circuit cutting should be used only when the number of cuts is small." - ] - }, - { - "cell_type": "markdown", - "id": "66bffbc1-8ab0-4890-b306-439699f511dd", - "metadata": {}, - "source": [ - "References\n", - "\n", - "
    \n", - "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", - "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", - "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", - "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", - "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", - "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", - "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'qiskit.tools'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[74], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mqiskit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mjupyter\u001b[39;00m\n\u001b[1;32m 3\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_version_table\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqiskit_copyright\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'qiskit.tools'" - ] - } - ], - "source": [ - "import qiskit.tools.jupyter\n", - "\n", - "%qiskit_version_table\n", - "%qiskit_copyright" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "267a9fd3-db85-445d-88ca-66167ccafebc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From dbf9b303e090edd43b5e0baefbeb7759ecd796d4 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar Date: Tue, 5 Mar 2024 16:26:49 +0530 Subject: [PATCH 06/21] doc: how-to guide on wire-cutting --- docs/notebooks/wire_cutting.ipynb | 1178 +++++++++++++++++++++++++++++ 1 file changed, 1178 insertions(+) create mode 100644 docs/notebooks/wire_cutting.ipynb diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb new file mode 100644 index 0000000..7b1fcc5 --- /dev/null +++ b/docs/notebooks/wire_cutting.ipynb @@ -0,0 +1,1178 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "57a88d32-f7b1-4bd9-9677-d172af205376", + "metadata": {}, + "source": [ + "### Wire cutting as a method to improve performance of quantum circuits" + ] + }, + { + "attachments": { + "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", + "metadata": {}, + "source": [ + "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", + "\n", + "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", + "\n", + "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", + "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", + "\n", + "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." + ] + }, + { + "cell_type": "markdown", + "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", + "metadata": {}, + "source": [ + "### Start" + ] + }, + { + "cell_type": "markdown", + "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", + "metadata": {}, + "source": [ + "We shall take a QAOA circuit as an example for this notebook." + ] + }, + { + "cell_type": "markdown", + "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", + "metadata": {}, + "source": [ + "### Build" + ] + }, + { + "cell_type": "markdown", + "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", + "metadata": {}, + "source": [ + "Here we show the function to build a QAOA circuit. Initially we build a template circuit without any specific parameter values. We also provide placeholders, called **CutWire**, to annotate the position of cuts." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "de911815-4760-472f-a8d8-faad17e46524", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit\n", + "from qiskit.circuit import Parameter, ParameterVector\n", + "from numpy.random import default_rng\n", + "from numpy import pi\n", + "from typing import Optional\n", + "\n", + "from circuit_knitting.cutting.instructions import CutWire\n", + "\n", + "def build_qaoa_circuit(\n", + " num_qubits: int,\n", + " depth: int, # here the convention is depth=2*p,\n", + " use_cut: bool = False,\n", + " cut_qubit: Optional[int] = None,\n", + " ):\n", + " gammas = ParameterVector('γ', depth // 2) \n", + " betas = ParameterVector('β', depth // 2)\n", + "\n", + " if use_cut and cut_qubit is None:\n", + " cut_qubit = num_qubits//2\n", + " if cut_qubit%2 == 0:\n", + " cut_qubit += 1\n", + "\n", + " if use_cut:\n", + " assert cut_qubit%2 == 1, \"cut_qubit should be odd\"\n", + "\n", + " circuit = QuantumCircuit(num_qubits)\n", + " circuit.h(range(num_qubits))\n", + " for layer in range(depth // 2):\n", + " for qubit in range(0, num_qubits - 1, 2):\n", + " if use_cut and qubit == cut_qubit+1:\n", + " if layer == 0:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.append(CutWire(),[qubit])\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(1, num_qubits - 1, 2):\n", + " if use_cut and qubit == cut_qubit+1:\n", + " circuit.append(CutWire(),[qubit])\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " #circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(num_qubits):\n", + " circuit.rx(betas[layer], qubit)\n", + "\n", + " return circuit\n", + "\n", + "def produce_qaoa_parameters(num_layers, seed=None):\n", + " rng = default_rng(seed=seed)\n", + " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + "\n", + " params = []\n", + " for idx in range(len(betas)):\n", + " params.append(gammas[idx])\n", + " params.append(betas[idx])\n", + " return params" + ] + }, + { + "cell_type": "markdown", + "id": "841f4e16-2334-4c1b-b77f-cc7c028339e5", + "metadata": {}, + "source": [ + "Here we show an example of a 50 qubit $p=2$ QAOA circuit, first without any cut annotations." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9f0fe181-1500-4e98-874e-0222e859d420", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 50\n", + "p = 1\n", + "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "4ef35956-d556-4fcb-a7b5-ea0ee2874b37", + "metadata": {}, + "source": [ + "Now we annotate the circuit for cutting by inserting proper **CutWire** to create two roughly equal cuts. We set *use_cut=True* in the function, and allow it to annotate after n/2 qubits, n being the number of qubits in the original circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "10bdb44d-c1b3-4c97-9d36-5c8055cbbd38", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True)\n", + "qaoa_cut.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", + "metadata": {}, + "source": [ + "### Optimize" + ] + }, + { + "cell_type": "markdown", + "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", + "metadata": {}, + "source": [ + "#### Cut the circuit into smaller subcircuits" + ] + }, + { + "cell_type": "markdown", + "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", + "metadata": {}, + "source": [ + "Next we cut the circuit into two smaller subcircuits. For this example, we stick to only 2 subcircuits. For this, we use the Circuit Knitting Toolbox from Qiskit Ecosystem.\n", + "\n", + "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. This can be done simply by executing\n", + "\n", + "pip install circuit_knitting_toolbox" + ] + }, + { + "attachments": { + "26029271-fd0f-4e61-837c-bf2b3b68e851.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "34b09a7d-c82c-41e3-8538-42f562e1b1eb", + "metadata": {}, + "source": [ + "Cutting the wire at a point increases the qubit count by one. Apart from the original qubit, there is now an extra qubit as a placeholder to the circuit after cutting. The following image gives a representation:\n", + "\n", + "![Screenshot 2024-03-04 at 11.41.11 AM.png](attachment:26029271-fd0f-4e61-837c-bf2b3b68e851.png)\n", + "\n", + "Note that it is possible to imagine this cut location as a virtual 2-qubit *cut gate*, thus making wire cutting equivalent to gate cutting.\n", + "\n", + "![Screenshot 2024-03-04 at 11.42.00 AM.png](attachment:feca617b-8b82-43ab-b9b3-2beabc0628a7.png)\n", + "\n", + "Circuit-knitting-toolbox replaces each **CutWire** annotation by a virtual 2-qubit **Move** operation." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from circuit_knitting.cutting import cut_wires, expand_observables\n", + "\n", + "qaoa_move = cut_wires(qaoa_cut)\n", + "qaoa_move.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", + "metadata": {}, + "source": [ + "#### Create and expand the observables\n", + "\n", + "First we create the observable for the problem. Since we have considered a QAOA circuit, we shall use the observable corresponding to the Max-Cut problem: $\\sum_{(i,j)\\in E} Z_i Z_j$. Note that the lower the value of this observable, the better is the result. This allows us to compare the performance of this algorithm with and without circuit cutting, even without knowing the exact result.\n", + "\n", + "Here, we first create the $Z_i Z_j$ observables for each edge." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PauliList(['ZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIII', ...])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.quantum_info import PauliList\n", + "\n", + "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "28c2d715-adb9-4218-aed5-96ebb1520756", + "metadata": {}, + "source": [ + "However, note that the number of qubits in the circuit has increased after inserting the virtual 2-qubit **Move** operations after cutting. Therefore, we expand the observables as well by inserting identitites to assert to the current circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PauliList(['ZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIZIZIIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIII...',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIII...', ...])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_obs = expand_observables(observable, qaoa, qaoa_move)\n", + "new_obs" + ] + }, + { + "cell_type": "markdown", + "id": "7989dc23-be58-4204-9176-929eb1237fc6", + "metadata": {}, + "source": [ + "Now we shall partition the circuit into two subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "705d104f-ea00-46aa-8c7e-578db70c03be", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting import (\n", + " partition_problem,\n", + " generate_cutting_experiments,\n", + " reconstruct_expectation_values,\n", + ")\n", + "\n", + "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" + ] + }, + { + "cell_type": "markdown", + "id": "c2a56846-5e94-4dc8-8962-514163487072", + "metadata": {}, + "source": [ + "Let us visualize the subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8fa306a5-ebcb-4ff5-a39b-c13e879b02df", + "metadata": {}, + "outputs": [], + "source": [ + "subcircuits = partitioned_problem.subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b54c893a-f9a4-48e1-984d-80bcd24a1fdb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[0].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bfcf6041-888c-4e28-851a-87f1c97b3416", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[1].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "2830a0f2-b617-4703-a6b0-a96e1cd2dd40", + "metadata": {}, + "source": [ + "The observables have been partitioned as well to fit the subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "156baa5b-9aa6-4081-b295-541ca7ce8fee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: PauliList(['IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'ZIIIIIIIIIIIIIIIIIIIIIIIIII', 'ZZIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIZZIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIZZIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIIIIZZIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIIIZZIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIIIIZZIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZZIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIIIIZZIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZ']),\n", + " 1: PauliList(['ZZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIZZIIIIIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIZZIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIZZIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIZZIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIZZIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIZZI',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII'])}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subobservables = partitioned_problem.subobservables\n", + "subobservables" + ] + }, + { + "cell_type": "markdown", + "id": "d1a7e68a-3bc5-4d82-aaa1-00fd4163ae3a", + "metadata": {}, + "source": [ + "### Run and postprocess" + ] + }, + { + "cell_type": "markdown", + "id": "55abd0cc-42be-4d88-bc11-3887906f45cd", + "metadata": {}, + "source": [ + "Note that each subcircuit leads to a number of samples. The reconstruction takes into account the outcome of each of these samples. Each of these samples is termed a *subexperiment* in Circuit-knitting-toolbox." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "91d7da19-ed57-4927-a28b-71415edf9131", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "subexperiments, coefficients = generate_cutting_experiments(\n", + " circuits=subcircuits,\n", + " observables=subobservables,\n", + " num_samples=np.inf,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "d707dd20-998d-48ac-937d-1e97af1f02b1", + "metadata": {}, + "source": [ + "#### Transpile each subexperiment" + ] + }, + { + "cell_type": "markdown", + "id": "7cb41441-609a-49bf-8d87-e4d11d5fb7db", + "metadata": {}, + "source": [ + "Currently we need to traspile our circuits before submitting them for execution. Therefore, we shall transpile each circuit in the subexperiments first." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "08f08585-ea95-472c-99b6-817a95e5392b", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import QiskitRuntimeService, Sampler, Options, Session\n", + "\n", + "service = QiskitRuntimeService()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d0db59a2-f39e-41eb-9026-e3a89fd6fb14", + "metadata": {}, + "outputs": [], + "source": [ + "backend = service.backend('ibm_pinguino1')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "122090fd-8f9d-4b33-b14b-4ec0958ea9c2", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(2, backend)" + ] + }, + { + "cell_type": "markdown", + "id": "3726c6cc-23ad-42aa-975c-136cefa7e9de", + "metadata": {}, + "source": [ + "We transpile each circuit in the subexperiment" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9065cb9b-4d82-4558-984b-8a4370036162", + "metadata": {}, + "outputs": [], + "source": [ + "subexperiments_trans = {}\n", + "\n", + "for key, subckt in subexperiments.items():\n", + " subexperiments_trans[key] = pm.run(subckt)" + ] + }, + { + "cell_type": "markdown", + "id": "a84253a7-6513-4ac3-a4a2-b0708b5fb0d2", + "metadata": {}, + "source": [ + "#### Run the optimization" + ] + }, + { + "cell_type": "markdown", + "id": "0c809bd4-21fd-4438-ab55-e21800bd2e1c", + "metadata": {}, + "source": [ + "Recall that we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. The lower is the value, the better it is.\n", + "\n", + "We initialize the initial set of parameters to some random value.\n", + "\n", + "Note that due to the iterative method of QAOA, the run and postprocess steps are shown together. For each step, the circuit is executed, and the postprocessing step (i) calculates the expectation value for the observable, and in case of cutting (ii) merges the outcomes of different subcircuits." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "cf38b700-117f-42ea-97f5-d073d32797b8", + "metadata": {}, + "outputs": [], + "source": [ + "init_params = produce_qaoa_parameters(p, seed=0)" + ] + }, + { + "cell_type": "markdown", + "id": "62cf5f5b-b892-4fad-b133-b1924f3d8b51", + "metadata": {}, + "source": [ + "Note that for each layer of QAOA there are two parameters. Therefore, each cut subcircuit also has two parameters. This makes the parameter assignment simpler. However, for more general problems, it is necessary to keep track of which parameter goes to which subcircuit, so that the assignment is proper." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7711ffd3-cb91-4eec-804a-3fc522286e8c", + "metadata": {}, + "outputs": [], + "source": [ + "options = Options()\n", + "options.execution.shots = 4000\n", + "options.transpilation.skip_transpilation = True\n", + "options.resilience_level = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "6f3e17c9-03d0-4e50-9775-1989a2df19bc", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", + " # assign parameters\n", + " circuits = {}\n", + " for key, ckt_list in subexperiments.items():\n", + " circuits[key] = []\n", + " for ckt in ckt_list:\n", + " circuits[key].append(ckt.assign_parameters(params))\n", + "\n", + " # execute the circuits\n", + " results = {\n", + " label: sampler.run(subexp).result()\n", + " for label, subexp in circuits.items()\n", + " }\n", + "\n", + " # reconstruct and calculate expectation values\n", + " reconstructed_expvals = reconstruct_expectation_values(\n", + " results,\n", + " coefficients,\n", + " subobservables,\n", + " )\n", + "\n", + " # return the sum of the expectation values\n", + " return sum(reconstructed_expvals)" + ] + }, + { + "cell_type": "markdown", + "id": "f5a57bec-3c85-4329-9909-dd2a0d6f45e0", + "metadata": {}, + "source": [ + "Often the optimization may run for hundreds of steps. For this example, we prematuredly stop the optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.optimize import minimize\n", + "\n", + "with Session(backend=backend):\n", + " sampler = Sampler(options=options)\n", + " res = minimize(\n", + " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a76c730d-8e28-4e61-999f-ad6eff06cd46", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -18.93506837499775\n", + " x: [-6.910e-01 8.084e-01]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "88d49499-2a63-415d-96ab-96ae238c2005", + "metadata": {}, + "source": [ + "### Cross verify\n", + "\n", + "Let us now run the same QAOA without circuit cutting, keeping other parameters and variables same." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "61c74485-c018-44e3-8335-907aadecccdb", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import Estimator\n", + "from qiskit.quantum_info import SparsePauliOp" + ] + }, + { + "cell_type": "markdown", + "id": "d4112007-9c9a-4131-9620-34b5590b2c81", + "metadata": {}, + "source": [ + "#### Transpile and map the observables" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "52007c77-481c-436b-a16c-b93eeebf7632", + "metadata": {}, + "outputs": [], + "source": [ + "trans_qaoa = pm.run(qaoa)" + ] + }, + { + "cell_type": "markdown", + "id": "315cd492-d4fc-4e5d-9bb2-f07f57ef38de", + "metadata": {}, + "source": [ + "We need the layout of the transpiled circuit to map the observables" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c877ae18-a7b7-4595-ab27-ee57e0cc8950", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[4,\n", + " 3,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 14,\n", + " 18,\n", + " 19,\n", + " 20,\n", + " 33,\n", + " 39,\n", + " 40,\n", + " 41,\n", + " 53,\n", + " 60,\n", + " 59,\n", + " 58,\n", + " 71,\n", + " 77,\n", + " 76,\n", + " 75,\n", + " 90,\n", + " 94,\n", + " 95,\n", + " 96,\n", + " 97,\n", + " 98,\n", + " 91,\n", + " 79,\n", + " 80,\n", + " 81,\n", + " 82,\n", + " 83,\n", + " 92,\n", + " 102,\n", + " 101,\n", + " 100,\n", + " 110,\n", + " 118,\n", + " 119,\n", + " 120,\n", + " 121,\n", + " 122,\n", + " 111,\n", + " 104,\n", + " 105,\n", + " 106,\n", + " 93,\n", + " 87,\n", + " 86]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "layout = trans_qaoa.layout.final_index_layout()\n", + "layout" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "23a3eef1-3006-4eba-a007-e15fd3af3198", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['ZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZ'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "observable = SparsePauliOp(observable)\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "7255d1aa-8363-4138-bbdf-13e249c20917", + "metadata": {}, + "source": [ + "Now we apply the final layout to the observable. Note that the mapped observable is not only expanded to include the ancilla qubits, they are also mapped to respect the layout of the transpiled circuit" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "667de072-ff92-4cb9-9bdf-961cb6aa12f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIZ', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZ', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIII'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", + " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "observable = observable.apply_layout(layout, num_qubits=backend.num_qubits)\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "5502d20c-d9a1-41ad-9672-aea98dfba32e", + "metadata": {}, + "source": [ + "#### Execute" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "621fbf85-8136-4ea1-8ead-913af8666bac", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", + " # assign parameters\n", + " circuit = circ.assign_parameters(params)\n", + " \n", + " # execute\n", + " expval = estimator.run(circuit, observable).result().values[0]\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "cea1311d-373a-438e-a6ef-69a01347af07", + "metadata": {}, + "outputs": [], + "source": [ + "with Session(backend=backend):\n", + " estimator = Estimator(options=options)\n", + " res = minimize(\n", + " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -17.819000000000003\n", + " x: [-7.419e-01 8.364e-01]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "865b684d-34ac-48f2-8124-26ead136a2d2", + "metadata": {}, + "source": [ + "### Inference" + ] + }, + { + "cell_type": "markdown", + "id": "53bccce5-2348-495b-9b42-0002e0052611", + "metadata": {}, + "source": [ + "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 10 steps of iteration, the uncut QAOA reached an objective function of -17.8 whereas the cut QAOA reached -18.9. This shows that cutting itself can suppress the effect of noise by lowering the number of qubits and/or gates.\n", + "\n", + "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process.\n", + "\n", + "Word of caution\n", + "\n", + "The number of circuits to be executed increases exponentially with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high number of circuit executions, which may not be practical for most cases. Therefore, circuit cutting should be used only when the number of cuts is small." + ] + }, + { + "cell_type": "markdown", + "id": "66bffbc1-8ab0-4890-b306-439699f511dd", + "metadata": {}, + "source": [ + "References\n", + "\n", + "
    \n", + "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", + "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", + "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", + "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", + "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", + "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", + "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Version Information

SoftwareVersion
qiskit0.45.2
qiskit_aer0.13.0
qiskit_ibm_provider0.7.2
qiskit_ibm_runtime0.14.0
System information
Python version3.10.13
Python compilerClang 14.0.6
Python buildmain, Sep 11 2023 08:39:02
OSDarwin
CPUs10
Memory (Gb)32.0
Tue Jan 23 11:42:42 2024 IST
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "

This code is a part of Qiskit

© Copyright IBM 2017, 2024.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import qiskit.tools.jupyter\n", + "\n", + "%qiskit_version_table\n", + "%qiskit_copyright" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "267a9fd3-db85-445d-88ca-66167ccafebc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 4e4087eb07b7fbabeb681841dc55d1ff68bd6288 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar Date: Tue, 5 Mar 2024 16:33:27 +0530 Subject: [PATCH 07/21] doc: how-to guide on wire-cutting --- docs/notebooks/wire_cutting.ipynb | 27 ++++++--------------------- 1 file changed, 6 insertions(+), 21 deletions(-) diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb index 7b1fcc5..91d26b3 100644 --- a/docs/notebooks/wire_cutting.ipynb +++ b/docs/notebooks/wire_cutting.ipynb @@ -1109,40 +1109,25 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 32, "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "

Version Information

SoftwareVersion
qiskit0.45.2
qiskit_aer0.13.0
qiskit_ibm_provider0.7.2
qiskit_ibm_runtime0.14.0
System information
Python version3.10.13
Python compilerClang 14.0.6
Python buildmain, Sep 11 2023 08:39:02
OSDarwin
CPUs10
Memory (Gb)32.0
Tue Jan 23 11:42:42 2024 IST
" - ], "text/plain": [ - "" + "'1.0.1'" ] }, + "execution_count": 32, "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "

This code is a part of Qiskit

© Copyright IBM 2017, 2024.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "import qiskit.tools.jupyter\n", + "from qiskit import __version__\n", "\n", - "%qiskit_version_table\n", - "%qiskit_copyright" + "__version__" ] }, { From ff744046d443ce1ce81beb884c3e5c5a89925e7e Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Thu, 14 Mar 2024 12:13:55 +0530 Subject: [PATCH 08/21] Delete wire_cutting.ipynb To be replaced with updated wire cutting file --- docs/notebooks/wire_cutting.ipynb | 1163 ----------------------------- 1 file changed, 1163 deletions(-) delete mode 100644 docs/notebooks/wire_cutting.ipynb diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb deleted file mode 100644 index 91d26b3..0000000 --- a/docs/notebooks/wire_cutting.ipynb +++ /dev/null @@ -1,1163 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "57a88d32-f7b1-4bd9-9677-d172af205376", - "metadata": {}, - "source": [ - "### Wire cutting as a method to improve performance of quantum circuits" - ] - }, - { - "attachments": { - "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { - "image/png": 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" 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" - } - }, - "cell_type": "markdown", - "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", - "metadata": {}, - "source": [ - "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", - "\n", - "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", - "\n", - "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", - "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", - "\n", - "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." - ] - }, - { - "cell_type": "markdown", - "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", - "metadata": {}, - "source": [ - "### Start" - ] - }, - { - "cell_type": "markdown", - "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", - "metadata": {}, - "source": [ - "We shall take a QAOA circuit as an example for this notebook." - ] - }, - { - "cell_type": "markdown", - "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", - "metadata": {}, - "source": [ - "### Build" - ] - }, - { - "cell_type": "markdown", - "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", - "metadata": {}, - "source": [ - "Here we show the function to build a QAOA circuit. Initially we build a template circuit without any specific parameter values. We also provide placeholders, called **CutWire**, to annotate the position of cuts." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "de911815-4760-472f-a8d8-faad17e46524", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit import QuantumCircuit\n", - "from qiskit.circuit import Parameter, ParameterVector\n", - "from numpy.random import default_rng\n", - "from numpy import pi\n", - "from typing import Optional\n", - "\n", - "from circuit_knitting.cutting.instructions import CutWire\n", - "\n", - "def build_qaoa_circuit(\n", - " num_qubits: int,\n", - " depth: int, # here the convention is depth=2*p,\n", - " use_cut: bool = False,\n", - " cut_qubit: Optional[int] = None,\n", - " ):\n", - " gammas = ParameterVector('γ', depth // 2) \n", - " betas = ParameterVector('β', depth // 2)\n", - "\n", - " if use_cut and cut_qubit is None:\n", - " cut_qubit = num_qubits//2\n", - " if cut_qubit%2 == 0:\n", - " cut_qubit += 1\n", - "\n", - " if use_cut:\n", - " assert cut_qubit%2 == 1, \"cut_qubit should be odd\"\n", - "\n", - " circuit = QuantumCircuit(num_qubits)\n", - " circuit.h(range(num_qubits))\n", - " for layer in range(depth // 2):\n", - " for qubit in range(0, num_qubits - 1, 2):\n", - " if use_cut and qubit == cut_qubit+1:\n", - " if layer == 0:\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " circuit.append(CutWire(),[qubit])\n", - " else:\n", - " circuit.append(CutWire(),[qubit])\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " circuit.append(CutWire(),[qubit])\n", - " else:\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(1, num_qubits - 1, 2):\n", - " if use_cut and qubit == cut_qubit+1:\n", - " circuit.append(CutWire(),[qubit])\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " #circuit.append(CutWire(),[qubit])\n", - " else:\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(num_qubits):\n", - " circuit.rx(betas[layer], qubit)\n", - "\n", - " return circuit\n", - "\n", - "def produce_qaoa_parameters(num_layers, seed=None):\n", - " rng = default_rng(seed=seed)\n", - " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - "\n", - " params = []\n", - " for idx in range(len(betas)):\n", - " params.append(gammas[idx])\n", - " params.append(betas[idx])\n", - " return params" - ] - }, - { - "cell_type": "markdown", - "id": "841f4e16-2334-4c1b-b77f-cc7c028339e5", - "metadata": {}, - "source": [ - "Here we show an example of a 50 qubit $p=2$ QAOA circuit, first without any cut annotations." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "9f0fe181-1500-4e98-874e-0222e859d420", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "num_qubits = 50\n", - "p = 1\n", - "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", - "qaoa.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "4ef35956-d556-4fcb-a7b5-ea0ee2874b37", - "metadata": {}, - "source": [ - "Now we annotate the circuit for cutting by inserting proper **CutWire** to create two roughly equal cuts. We set *use_cut=True* in the function, and allow it to annotate after n/2 qubits, n being the number of qubits in the original circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "10bdb44d-c1b3-4c97-9d36-5c8055cbbd38", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True)\n", - "qaoa_cut.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", - "metadata": {}, - "source": [ - "### Optimize" - ] - }, - { - "cell_type": "markdown", - "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", - "metadata": {}, - "source": [ - "#### Cut the circuit into smaller subcircuits" - ] - }, - { - "cell_type": "markdown", - "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", - "metadata": {}, - "source": [ - "Next we cut the circuit into two smaller subcircuits. For this example, we stick to only 2 subcircuits. For this, we use the Circuit Knitting Toolbox from Qiskit Ecosystem.\n", - "\n", - "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. This can be done simply by executing\n", - "\n", - "pip install circuit_knitting_toolbox" - ] - }, - { - "attachments": { - "26029271-fd0f-4e61-837c-bf2b3b68e851.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "34b09a7d-c82c-41e3-8538-42f562e1b1eb", - "metadata": {}, - "source": [ - "Cutting the wire at a point increases the qubit count by one. Apart from the original qubit, there is now an extra qubit as a placeholder to the circuit after cutting. The following image gives a representation:\n", - "\n", - "![Screenshot 2024-03-04 at 11.41.11 AM.png](attachment:26029271-fd0f-4e61-837c-bf2b3b68e851.png)\n", - "\n", - "Note that it is possible to imagine this cut location as a virtual 2-qubit *cut gate*, thus making wire cutting equivalent to gate cutting.\n", - "\n", - "![Screenshot 2024-03-04 at 11.42.00 AM.png](attachment:feca617b-8b82-43ab-b9b3-2beabc0628a7.png)\n", - "\n", - "Circuit-knitting-toolbox replaces each **CutWire** annotation by a virtual 2-qubit **Move** operation." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from circuit_knitting.cutting import cut_wires, expand_observables\n", - "\n", - "qaoa_move = cut_wires(qaoa_cut)\n", - "qaoa_move.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", - "metadata": {}, - "source": [ - "#### Create and expand the observables\n", - "\n", - "First we create the observable for the problem. Since we have considered a QAOA circuit, we shall use the observable corresponding to the Max-Cut problem: $\\sum_{(i,j)\\in E} Z_i Z_j$. Note that the lower the value of this observable, the better is the result. This allows us to compare the performance of this algorithm with and without circuit cutting, even without knowing the exact result.\n", - "\n", - "Here, we first create the $Z_i Z_j$ observables for each edge." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PauliList(['ZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIII', ...])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit.quantum_info import PauliList\n", - "\n", - "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", - "observable" - ] - }, - { - "cell_type": "markdown", - "id": "28c2d715-adb9-4218-aed5-96ebb1520756", - "metadata": {}, - "source": [ - "However, note that the number of qubits in the circuit has increased after inserting the virtual 2-qubit **Move** operations after cutting. Therefore, we expand the observables as well by inserting identitites to assert to the current circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PauliList(['ZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIZIZIIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIII...',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIII...', ...])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "new_obs = expand_observables(observable, qaoa, qaoa_move)\n", - "new_obs" - ] - }, - { - "cell_type": "markdown", - "id": "7989dc23-be58-4204-9176-929eb1237fc6", - "metadata": {}, - "source": [ - "Now we shall partition the circuit into two subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "705d104f-ea00-46aa-8c7e-578db70c03be", - "metadata": {}, - "outputs": [], - "source": [ - "from circuit_knitting.cutting import (\n", - " partition_problem,\n", - " generate_cutting_experiments,\n", - " reconstruct_expectation_values,\n", - ")\n", - "\n", - "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" - ] - }, - { - "cell_type": "markdown", - "id": "c2a56846-5e94-4dc8-8962-514163487072", - "metadata": {}, - "source": [ - "Let us visualize the subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "8fa306a5-ebcb-4ff5-a39b-c13e879b02df", - "metadata": {}, - "outputs": [], - "source": [ - "subcircuits = partitioned_problem.subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "b54c893a-f9a4-48e1-984d-80bcd24a1fdb", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subcircuits[0].draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "bfcf6041-888c-4e28-851a-87f1c97b3416", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subcircuits[1].draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "2830a0f2-b617-4703-a6b0-a96e1cd2dd40", - "metadata": {}, - "source": [ - "The observables have been partitioned as well to fit the subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "156baa5b-9aa6-4081-b295-541ca7ce8fee", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: PauliList(['IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'ZIIIIIIIIIIIIIIIIIIIIIIIIII', 'ZZIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIZZIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIZZIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIIIIZZIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIIIZZIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIIIIZZIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZZIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIIIIZZIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZ']),\n", - " 1: PauliList(['ZZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIZZIIIIIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIZZIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIZZIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIZZIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIZZIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIZZI',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII'])}" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subobservables = partitioned_problem.subobservables\n", - "subobservables" - ] - }, - { - "cell_type": "markdown", - "id": "d1a7e68a-3bc5-4d82-aaa1-00fd4163ae3a", - "metadata": {}, - "source": [ - "### Run and postprocess" - ] - }, - { - "cell_type": "markdown", - "id": "55abd0cc-42be-4d88-bc11-3887906f45cd", - "metadata": {}, - "source": [ - "Note that each subcircuit leads to a number of samples. The reconstruction takes into account the outcome of each of these samples. Each of these samples is termed a *subexperiment* in Circuit-knitting-toolbox." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "91d7da19-ed57-4927-a28b-71415edf9131", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "subexperiments, coefficients = generate_cutting_experiments(\n", - " circuits=subcircuits,\n", - " observables=subobservables,\n", - " num_samples=np.inf,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "d707dd20-998d-48ac-937d-1e97af1f02b1", - "metadata": {}, - "source": [ - "#### Transpile each subexperiment" - ] - }, - { - "cell_type": "markdown", - "id": "7cb41441-609a-49bf-8d87-e4d11d5fb7db", - "metadata": {}, - "source": [ - "Currently we need to traspile our circuits before submitting them for execution. Therefore, we shall transpile each circuit in the subexperiments first." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "08f08585-ea95-472c-99b6-817a95e5392b", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit_ibm_runtime import QiskitRuntimeService, Sampler, Options, Session\n", - "\n", - "service = QiskitRuntimeService()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "d0db59a2-f39e-41eb-9026-e3a89fd6fb14", - "metadata": {}, - "outputs": [], - "source": [ - "backend = service.backend('ibm_pinguino1')" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "122090fd-8f9d-4b33-b14b-4ec0958ea9c2", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", - "\n", - "pm = generate_preset_pass_manager(2, backend)" - ] - }, - { - "cell_type": "markdown", - "id": "3726c6cc-23ad-42aa-975c-136cefa7e9de", - "metadata": {}, - "source": [ - "We transpile each circuit in the subexperiment" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "9065cb9b-4d82-4558-984b-8a4370036162", - "metadata": {}, - "outputs": [], - "source": [ - "subexperiments_trans = {}\n", - "\n", - "for key, subckt in subexperiments.items():\n", - " subexperiments_trans[key] = pm.run(subckt)" - ] - }, - { - "cell_type": "markdown", - "id": "a84253a7-6513-4ac3-a4a2-b0708b5fb0d2", - "metadata": {}, - "source": [ - "#### Run the optimization" - ] - }, - { - "cell_type": "markdown", - "id": "0c809bd4-21fd-4438-ab55-e21800bd2e1c", - "metadata": {}, - "source": [ - "Recall that we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. The lower is the value, the better it is.\n", - "\n", - "We initialize the initial set of parameters to some random value.\n", - "\n", - "Note that due to the iterative method of QAOA, the run and postprocess steps are shown together. For each step, the circuit is executed, and the postprocessing step (i) calculates the expectation value for the observable, and in case of cutting (ii) merges the outcomes of different subcircuits." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "cf38b700-117f-42ea-97f5-d073d32797b8", - "metadata": {}, - "outputs": [], - "source": [ - "init_params = produce_qaoa_parameters(p, seed=0)" - ] - }, - { - "cell_type": "markdown", - "id": "62cf5f5b-b892-4fad-b133-b1924f3d8b51", - "metadata": {}, - "source": [ - "Note that for each layer of QAOA there are two parameters. Therefore, each cut subcircuit also has two parameters. This makes the parameter assignment simpler. However, for more general problems, it is necessary to keep track of which parameter goes to which subcircuit, so that the assignment is proper." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "7711ffd3-cb91-4eec-804a-3fc522286e8c", - "metadata": {}, - "outputs": [], - "source": [ - "options = Options()\n", - "options.execution.shots = 4000\n", - "options.transpilation.skip_transpilation = True\n", - "options.resilience_level = 0" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "6f3e17c9-03d0-4e50-9775-1989a2df19bc", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", - " # assign parameters\n", - " circuits = {}\n", - " for key, ckt_list in subexperiments.items():\n", - " circuits[key] = []\n", - " for ckt in ckt_list:\n", - " circuits[key].append(ckt.assign_parameters(params))\n", - "\n", - " # execute the circuits\n", - " results = {\n", - " label: sampler.run(subexp).result()\n", - " for label, subexp in circuits.items()\n", - " }\n", - "\n", - " # reconstruct and calculate expectation values\n", - " reconstructed_expvals = reconstruct_expectation_values(\n", - " results,\n", - " coefficients,\n", - " subobservables,\n", - " )\n", - "\n", - " # return the sum of the expectation values\n", - " return sum(reconstructed_expvals)" - ] - }, - { - "cell_type": "markdown", - "id": "f5a57bec-3c85-4329-9909-dd2a0d6f45e0", - "metadata": {}, - "source": [ - "Often the optimization may run for hundreds of steps. For this example, we prematuredly stop the optimization." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.optimize import minimize\n", - "\n", - "with Session(backend=backend):\n", - " sampler = Sampler(options=options)\n", - " res = minimize(\n", - " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':10}\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "a76c730d-8e28-4e61-999f-ad6eff06cd46", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -18.93506837499775\n", - " x: [-6.910e-01 8.084e-01]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "88d49499-2a63-415d-96ab-96ae238c2005", - "metadata": {}, - "source": [ - "### Cross verify\n", - "\n", - "Let us now run the same QAOA without circuit cutting, keeping other parameters and variables same." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "61c74485-c018-44e3-8335-907aadecccdb", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit_ibm_runtime import Estimator\n", - "from qiskit.quantum_info import SparsePauliOp" - ] - }, - { - "cell_type": "markdown", - "id": "d4112007-9c9a-4131-9620-34b5590b2c81", - "metadata": {}, - "source": [ - "#### Transpile and map the observables" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "52007c77-481c-436b-a16c-b93eeebf7632", - "metadata": {}, - "outputs": [], - "source": [ - "trans_qaoa = pm.run(qaoa)" - ] - }, - { - "cell_type": "markdown", - "id": "315cd492-d4fc-4e5d-9bb2-f07f57ef38de", - "metadata": {}, - "source": [ - "We need the layout of the transpiled circuit to map the observables" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "c877ae18-a7b7-4595-ab27-ee57e0cc8950", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[4,\n", - " 3,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 14,\n", - " 18,\n", - " 19,\n", - " 20,\n", - " 33,\n", - " 39,\n", - " 40,\n", - " 41,\n", - " 53,\n", - " 60,\n", - " 59,\n", - " 58,\n", - " 71,\n", - " 77,\n", - " 76,\n", - " 75,\n", - " 90,\n", - " 94,\n", - " 95,\n", - " 96,\n", - " 97,\n", - " 98,\n", - " 91,\n", - " 79,\n", - " 80,\n", - " 81,\n", - " 82,\n", - " 83,\n", - " 92,\n", - " 102,\n", - " 101,\n", - " 100,\n", - " 110,\n", - " 118,\n", - " 119,\n", - " 120,\n", - " 121,\n", - " 122,\n", - " 111,\n", - " 104,\n", - " 105,\n", - " 106,\n", - " 93,\n", - " 87,\n", - " 86]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "layout = trans_qaoa.layout.final_index_layout()\n", - "layout" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "23a3eef1-3006-4eba-a007-e15fd3af3198", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['ZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZ'],\n", - " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "observable = SparsePauliOp(observable)\n", - "observable" - ] - }, - { - "cell_type": "markdown", - "id": "7255d1aa-8363-4138-bbdf-13e249c20917", - "metadata": {}, - "source": [ - "Now we apply the final layout to the observable. Note that the mapped observable is not only expanded to include the ancilla qubits, they are also mapped to respect the layout of the transpiled circuit" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "667de072-ff92-4cb9-9bdf-961cb6aa12f4", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIZ', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZ', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZZIII'],\n", - " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j,\n", - " 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "observable = observable.apply_layout(layout, num_qubits=backend.num_qubits)\n", - "observable" - ] - }, - { - "cell_type": "markdown", - "id": "5502d20c-d9a1-41ad-9672-aea98dfba32e", - "metadata": {}, - "source": [ - "#### Execute" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "621fbf85-8136-4ea1-8ead-913af8666bac", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", - " # assign parameters\n", - " circuit = circ.assign_parameters(params)\n", - " \n", - " # execute\n", - " expval = estimator.run(circuit, observable).result().values[0]\n", - "\n", - " return expval" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "cea1311d-373a-438e-a6ef-69a01347af07", - "metadata": {}, - "outputs": [], - "source": [ - "with Session(backend=backend):\n", - " estimator = Estimator(options=options)\n", - " res = minimize(\n", - " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':10}\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -17.819000000000003\n", - " x: [-7.419e-01 8.364e-01]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "865b684d-34ac-48f2-8124-26ead136a2d2", - "metadata": {}, - "source": [ - "### Inference" - ] - }, - { - "cell_type": "markdown", - "id": "53bccce5-2348-495b-9b42-0002e0052611", - "metadata": {}, - "source": [ - "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 10 steps of iteration, the uncut QAOA reached an objective function of -17.8 whereas the cut QAOA reached -18.9. This shows that cutting itself can suppress the effect of noise by lowering the number of qubits and/or gates.\n", - "\n", - "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process.\n", - "\n", - "Word of caution\n", - "\n", - "The number of circuits to be executed increases exponentially with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high number of circuit executions, which may not be practical for most cases. Therefore, circuit cutting should be used only when the number of cuts is small." - ] - }, - { - "cell_type": "markdown", - "id": "66bffbc1-8ab0-4890-b306-439699f511dd", - "metadata": {}, - "source": [ - "References\n", - "\n", - "
    \n", - "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", - "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", - "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", - "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", - "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", - "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", - "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'1.0.1'" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit import __version__\n", - "\n", - "__version__" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "267a9fd3-db85-445d-88ca-66167ccafebc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 2ae7877a286782cd2391a628842fffc7544132d2 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Thu, 14 Mar 2024 12:15:42 +0530 Subject: [PATCH 09/21] docs: add how-to guide on wire cutting Updated how-to guide on wire cutting (to be used for APAC Practitioner's Forum) --- docs/notebooks/wire_cutting.ipynb | 1596 +++++++++++++++++++++++++++++ 1 file changed, 1596 insertions(+) create mode 100644 docs/notebooks/wire_cutting.ipynb diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb new file mode 100644 index 0000000..5e2fefa --- /dev/null +++ b/docs/notebooks/wire_cutting.ipynb @@ -0,0 +1,1596 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "57a88d32-f7b1-4bd9-9677-d172af205376", + "metadata": {}, + "source": [ + "### Wire cutting as a method to improve performance of quantum circuits" + ] + }, + { + "attachments": { + "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", + "metadata": {}, + "source": [ + "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", + "\n", + "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", + "\n", + "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", + "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", + "\n", + "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." + ] + }, + { + "cell_type": "markdown", + "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", + "metadata": {}, + "source": [ + "### Start" + ] + }, + { + "attachments": { + "1eb59b12-e22c-4346-8910-a16f4dd61e1c.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", + "metadata": {}, + "source": [ + "We shall take a **QAOA** [5] circuit as an example for this notebook. A QAOA is a variational algorithm where first a trial parameterized circuit, called **ansatz**, is prepared which is initialized, usually, with some random parameters. The circuit is then measured, and the expectation value of some observable is calculated. This entire process is called one *iteration*. This value is passed on to a classical optimizer, which predicts a new set of parameters such that the following iteration is expected to produce a better expectation value. This process is repeated till some convergence criteria is met.\n", + "\n", + "![Box Notes Image 2023-04-19 11.21.57.png](attachment:1eb59b12-e22c-4346-8910-a16f4dd61e1c.png)\n", + "\n", + "A QAOA circuit is characterized by two unitaries $U(H_P,\\gamma)$ and $U(H_M,\\beta)$, where $\\gamma$ and $\\beta$ are parameters. $H_P$ is the Hamltonian whose ground state is the solution of the problem at hand (e.g., vertex cover, max-cut etc.), and $H_M$ is some other Hamiltonian such that $[H_P,H_M] \\neq 0$. A depth-p QAOA ansatz is mathematically expressed as:\n", + "\n", + "
$|\\gamma, \\beta \\rangle_p = U(H_M,\\beta_p)U(H_P,\\gamma_p) ... U(H_M,\\beta_1)U(H_P,\\gamma_1)|\\psi_0 \\rangle$
\n", + "\n", + "$|\\psi_0 \\rangle$ being some initial state, often an equal superposition state." + ] + }, + { + "cell_type": "markdown", + "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", + "metadata": {}, + "source": [ + "### Build" + ] + }, + { + "cell_type": "markdown", + "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", + "metadata": {}, + "source": [ + "Here we show the function to build a QAOA circuit. Initially we build a template circuit without any specific parameter values. We also provide placeholders, called **CutWire**, to annotate the position of cuts." + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "de911815-4760-472f-a8d8-faad17e46524", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit\n", + "from qiskit.circuit import Parameter, ParameterVector\n", + "from numpy.random import default_rng\n", + "from numpy import pi\n", + "from typing import Optional\n", + "\n", + "from circuit_knitting.cutting.instructions import CutWire\n", + "\n", + "def build_qaoa_circuit(\n", + " num_qubits: int,\n", + " depth: int, # here the convention is depth=2*p,\n", + " use_cut: bool = False,\n", + " cut_qubit: Optional[int] = None,\n", + " ):\n", + " gammas = ParameterVector('γ', depth // 2) \n", + " betas = ParameterVector('β', depth // 2)\n", + "\n", + " if use_cut and cut_qubit is None:\n", + " cut_qubit = num_qubits//2\n", + " if cut_qubit%2 == 0:\n", + " cut_qubit += 1\n", + "\n", + " if use_cut:\n", + " assert cut_qubit%2 == 1, \"cut_qubit should be odd\"\n", + "\n", + " circuit = QuantumCircuit(num_qubits)\n", + " circuit.h(range(num_qubits))\n", + " for layer in range(depth // 2):\n", + " for qubit in range(0, num_qubits - 1, 2):\n", + " if use_cut and qubit == cut_qubit+1:\n", + " if layer == 0:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.append(CutWire(),[qubit])\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(1, num_qubits - 1, 2):\n", + " if use_cut and qubit == cut_qubit+1:\n", + " circuit.append(CutWire(),[qubit])\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " #circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(num_qubits):\n", + " circuit.rx(betas[layer], qubit)\n", + "\n", + " return circuit\n", + "\n", + "def produce_qaoa_parameters(num_layers, seed=None):\n", + " rng = default_rng(seed=seed)\n", + " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + "\n", + " params = []\n", + " for idx in range(len(betas)):\n", + " params.append(gammas[idx])\n", + " params.append(betas[idx])\n", + " return params" + ] + }, + { + "cell_type": "markdown", + "id": "7adbf2cd-d5fe-4eba-8e4a-56b7f7f53cda", + "metadata": {}, + "source": [ + "We shall start with a 6 qubit p = 1 QAOA circuit for simplicity. We shall show the scalability of this approach later on in the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9c7939a1-6b70-4dad-b873-5f34d67551c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qEBgY2OXrXb9+Ha6urma8UyK6FxyREzkgnU6HqVOn4rXXXkNCQkKP2zoTHR2NkydPmqzz9/dHeHg45s2bh4ULF3a5r4+PD4YPH45t27YBAHbs2IGgoCAEBQV1uU9lZSWGDRt211xEZB0s5EQOKC8vD6dOncLmzZs73Gq2YcOGLtt++umnDs/15JNPYvfu3R3Wp6WlwWAwYPr06d1myc/PR35+PsLCwrBmzRoUFhZ2uW37RXBRUVHmvWEisphK3O2EFxFZzYMPPoi6ujr4+/vb7TyyTqfDmDFjcPToUZOZyvbv34/FixejrKzMuE6lUkGn08HDw6PHzz9nzhzExsYiOzsbS5cuRWhoKDIzM636HoioaxyREylc//798fbbb/doohaNRoOxY8eaTAjTnaSkJBw4cMD4BcHPzw8ZGRn3lJeIzMMROZEdSTEiJyJl44iciIhIxljIiYiIZIyFnIiISMZYyImIiGSMhZyIiEjGWMiJiIhkjHOtOyghBFpaWqSO0WNubm4dflyDiMhScusDAen6QRZyB9XS0mLW7FpS0+v1JrOGERHdC7n1gYB0/SAPrRMREckYR+Qy0NDQ4JCj3ebmZmg0GqljEJHCOWofCDhGP8hCLgPu7u4O+0dMRGRr7AO7x0PrREREMsZCTkREJGMs5ERERDLGQk5ERCRjLORERKQY+/fvh0qlMnl4eHhgxIgRWLduHVpbW6WOaHW8ap2IiBQnNTUVycnJEEKgvr4eH374IXJyclBZWYlNmzZJHc+qWMiJiEhxYmJioNVqjctZWVmIiIhAQUEBVq5cCW9vbwnTWRcPrRMRkeK5u7tj9OjREELg7NmzUsexKhZyIiLqFdoLuJeXl8RJrKtXFPLGxkYsXrwYwcHBcHFxQUBAAF544QVcu3YNWq0WKpUKBQUFUsckIiIraWlpQWNjI37++Wf88MMPWLBgAb7//nuMGjUKoaGhUsezKsWfIy8vL8ejjz5qnKs3MjISdXV1eOutt3D+/HlUV1cDAIYNGyZxUtvYv38/kpKSsHr1aixdurTTbTw8PBAbG4v9+/fbN1wvcvPmTezevRt6vR7A7U6mubmZ0072IpcvX8bnn3+OhoYG9O3bF2FhYZg4cSLUarXU0RQpNzcXubm5JuumTJmC9957T6JEtqPoEXljYyOSk5PR0NCAJUuWoL6+HsePH0dDQwNyc3Px//7f/8OJEyfg5OSEqKgoqeOSAul0OrzyyisYNGgQpkyZgitXrgAALl26BD8/Pzz77LO4cOGCxCnJls6ePYtnnnkGfn5+mD17Nl588UUsWrQIkyZNQnBwMNasWYMbN25IHVNxMjMzsXfvXuzevRtvvPEGvLy80NDQAFdXV+M2N27cQFRUFFatWmWy75w5czBp0iR7R7acULCZM2cKACInJ6dDm8FgEOHh4QKACA8PlyBd9/R6vQAgAAi9Xm/x8+zbt08AEKtXr+5yG3d3dzF+/HjJMipVfX29GDZsmPHfqKtHQECAqKyslDou2cCRI0eEp6fnXf8Gxo8fL65evSp1XIdiaf/SVZ9XWloqnJycxMyZM03WHzt2TLi7u4sTJ04IIYT49NNPhaenp6irq7NpTmtS7Ii8oqICRUVF8PHx6XB4BQBUKhVGjhwJwPSwem1tLZ599lnEx8fDzc0NKpUK58+ft1dsUojr168jOTkZ//3f/33XbWtqavDYY4+hoaHBDsnIXs6ePYvJkyejqanprtseOHAATz/9NAwGgx2S9U5xcXHQarXYvn07jhw5Ylw/YsQILFmyBLNnz0ZtbS3mzp2LvLw8+Pn5SZjWPIot5B999BEMBgO0Wi3c3Nw63aZfv34ATAv5jz/+iKKiIvzmN7/B+PHj7ZLVHtov/OjsQda3fft2lJWV9Xj76upqvPPOOzZMRPa2cuXKHhXxdnv27MHevXttmIiWL18OtVqN5cuXm6x/+eWX0bdvXwwfPhyJiYmYMWOGRAkto9hC/s033wAAkpKSutymtrYWgGkh/7d/+zc0NDSgpKQEqamptg1pR7m5ufD29u700dzcLHU8xdm4caPZ+xQUFPBcqUI0NTVh+/btZu9nyd8N9VxISAhmzJiBr7/+GgcPHjSud3Z2RkJCAhobG5GRkSFhQssotpBXVVUBAIKCgjptv3HjBo4ePQrAtJA7OSnzn6T9wo/OHi4uLlLHU5Qff/zRrNF4u4sXL2Lfvn02SET2VlxcjOvXr5u9365du6DT6WyQiNotW7YMTk5OeOWVV4zrDh06hMLCQmRnZ2PRokW4du2ahAnNp9jbz9pHmV19mLZt24YrV67Ay8sL/v7+Ns0SGxuL+vp6s/ax9rmykJAQTJgwodM2a9z+EhoaqtgvQea6l1H173//+y5PBZF8WFqMDQYDQkND4eys2K65xyztAxMTEyGE6LI9IiICbW1txuXm5makp6dj9erVmD9/PsaPH4+lS5di/fr1Zr/2vfSDvr6+Fg0AAAUXcl9fX+h0OpSVlSE2NtakraamBi+99BIAIDo62uZZ6uvrUVdXZ/PXkRJvobKOS5cu4dKlS1LHIAnxokf7ysnJQVBQELKysqBSqbB161bExMRg6tSpSExMNOu5pOoHFVvIJ0yYgDNnzmDVqlV4+OGHERYWBgA4cuQI0tLScPnyZQD2mQjG19fX7H0MBoOsiuMDDzzAEfn/aGtrM/sITDtvb2/07dvXyonI3q5du2bWhW7tVCoVHnjgAahUKhukkhd79IF79uxBUVERysvLjf/m7ff2Z2RkoLy8HP379+/x891LP2hJnWin2EK+dOlSfPzxx6ipqcGQIUMQHh6Oa9eu4ezZs0hJSUFAQAD27dtnl0JuyeGS5uZmeHh42CCNbZw5c4azlN3hqaeewt/+9jez9omJicHx48fZiStAa2srBg0ahJ9++sms/RYuXGjRIV0lskcf+PjjjxsHdXdasGABFixYYPbzSdUPKnYIFRgYiIMHD2Ly5MlwcXFBVVUVvL29UVBQgOLiYpw8eRKAcqdmJWllZWVZtA+LuDI4Oztj7ty5Zu83b948G6QhpVPsiBwAhgwZgi+++KLD+qamJly4cAHOzs6IjIyUIBkpXWJiIhYuXIgNGzb0aPvk5GRZ3vZCXXvxxRexZ88elJaW9mj71atXIyIiwsapSIkUXci78sMPPwAAwsPDjZPC3Kn9kGj7IfHdu3fD29sbQUFBHS6cc3R3u4ITgPGHPMh6VCoV1q1bB7VajbfffrvbbadNm4Zt27bxSmWFcXV1RUlJCaZOnXrXHyRatWoV/vf//t/2CUbKI8nEsBLbsGGDACBmzZrVaTu6mA85PT3dbhkdYf7eu5FDRkfw7bffioyMDOHi4mL891Kr1WLatGli7969oq2tTeqIZEOtra2iuLhYPP744yb9iUqlEgsWLBD/+Mc/pI7okOTSvzhCTsWeI+9O+4i8q/PjQohOH1u3brVjSlKKUaNG4YMPPkBjYyPOnj2L06dPo6mpCTt27MCECRN4tb/CqdVq/O53v8Pu3bvR1NQEHx8fALevcH733XcxZMgQiRMqR0lJCSIjIxETE4MxY8bg9OnTxjaVSoXo6GiUlJQAuH1V/MKFCxEcHIyQkBCTWfWKiooQGRmJgQMH2v09WKJX9iDthdwe95ATtXN3d8fgwYMRGhqK++67T+o4JIEBAwagT58+AMALG21gwYIFyMvLw4kTJzBhwoQOvz1++PBhTJ48GcDtScEqKipw+vRpfPvtt1i7dq3xIujU1FRjwZeDXlnIDx8+DCEEHnvsMamjEBGRlVRVVSE2NhbNzc04duwYBg8e3OW2RUVFmDdvHtRqNTw9PfH000/j448/tmNa6+mVhZyIiJRHCIFDhw5Bo9Hg+PHj3Q7WqqurMWjQIONyUFAQqqur7RHT6ljIiYhIMRISEnD16lVs3LgR48aN63TCl3Z3nt4Qd7m7x5GxkBMRkaI4OTlh2rRp8PT0NLng7U6BgYE4f/68cbmqqgqBgYF2SmhdLORERKQYu3btAnD70Hl9fT2Cg4M73e6pp55Cfn4+2tra0NTUhKKiIqSmptozqtVwBgoiIlKM9evXY8WKFVCr1diwYQO8vLw63S4tLQ3fffed8Qe1XnzxRdnOrMdCTkREirF3794e/diKWq1GXl6eHRLZHg+tExGR4mk0GowdO7ZH94cXFRUhJSUFGo3GDsnuHUfkRESkCN1deV5fX9/j50lNTZXV+XKOyImIiGSMI3IZaG5uljpCpxw1FxEpiyP3NY6QjYVcBuRynoaIyBbYB3aPh9aJiIhkjCNyB+Xm5ga9Xi91jB5zc3OTOgIRKYjc+kBAun6QhdxBqVQquLu7Sx2DiEgS7AN7jofWiYgc0M6dOxETE2Py8Pf3h4uLS7dtXZk2bRpKS0vv+roqlQrR0dEm91ufOXMG8fHxCAsLw0MPPYSKigpjW1JSEjw9PfHuu+9CCIFx48bh3Llz9/bmyTyCiIjsxt/fXwAQ/v7+Zu136dIlERISIjZv3mxWmxBCHD16VCQlJfXodQAInU5nsi4pKUls2bJFCCHEJ598IuLi4kza09PTxYYNG4QQQuzYsUOkp6f36LXIOjgiJyJycAaDAbNmzcIjjzyCZ555psdt7fLz8zFr1izj8sSJE7Fo0SLj8pUrV+Dt7Y3GxsYO+168eBHHjx+HVqsFAEyfPh3nzp0z+eWwO6WkpKCkpAQ6nc7ct0kWYiEnInJwr776KpqamvDOO++Y1dZu//79iI+PNy7v2bMHX375JSorKwEAH3zwAZKTkzFw4MAO+9bU1MDPzw/OzrcvqVKpVAgMDER1dXWnr9WnTx9ERUXh0KFDZr1HshwLORGRAysuLkZhYSF27NiBvn379rjtTrW1tfD19TUuq9VqZGRkYOvWrTAYDMjLy0N2dnaX+6tUKpNl0c1UqADg6+uL2trabrch6+FV60REDurUqVPIzMzEZ599Bj8/vx63/ZqbmxuuXbuGAQMGGNdptVrExcUhPj4eGo0GI0eO7HTfgIAA1NbWorW1Fc7OzhBCoKamBoGBgV2+3vXr1+Hq6mrGO6V7wRE5EZED0ul0mDp1Kl577TUkJCT0uK0z0dHROHnypMk6f39/hIeHY968eVi4cGGX+/r4+GD48OHYtm0bAGDHjh0ICgpCUFBQl/tUVlZi2LBhd81F1sFCTkTkgPLy8nDq1Cls3ry5w61mGzZs6LLtp59+6vBcTz75JHbv3t1hfVpaGgwGA6ZPn95tlvz8fOTn5yMsLAxr1qxBYWFhl9u2XwQXFRVl3hsmi6nE3U52EBGR1Tz44IOoq6uDv7+/3c4j63Q6jBkzBkePHjWZZGX//v1YvHgxysrKjOtUKhV0Oh08PDx6/Pxz5sxBbGwssrOzsXTpUoSGhiIzM9Oq74G6xhE5EZHC9e/fH2+//XaPJmrRaDQYO3asyYQw3UlKSsKBAweMXxD8/PyQkZFxT3nJPByRExHZkRQjclI2jsiJiIhkjIWciIhIxljIiYiIZIyFnIiISMZYyImIiGSMhZyIiEjGONe6gxJCoKWlReoYPebm5tbhhxWIiCwltz4QkK4fZCF3UC0tLWbNrCQ1vV5vMmMUEdG9kFsfCEjXD/LQOhERkYxxRC4DDQ0NDjnabW5uhkajkToGESmco/aBgGP0gyzkMuDu7u6wf8RERLbGPrB7PLROREQkYyzkREREMsZCTkREJGMs5ERERDLGQk5ERIqxf/9+qFQqk4eHhwdGjBiBdevWobW1VeqIVser1omISHFSU1ORnJwMIQTq6+vx4YcfIicnB5WVldi0aZPU8ayKhZyIiBQnJiYGWq3WuJyVlYWIiAgUFBRg5cqV8Pb2ljCddfHQOhERKZ67uztGjx4NIQTOnj0rdRyrYiEnIqJeob2Ae3l5SZzEunhonYiIFKelpQWNjY3Gc+Tvv/8+vv/+e4waNQqhoaFSx7OqXjEib2xsxOLFixEcHAwXFxcEBATghRdewLVr16DVaqFSqVBQUCB1TJtov4JzzZo1XW7j4eGBxMRE+4XqpYQQuHr1Ki5fvgyDwSB1HJJAW1ub8f9eCCFxGmXLzc2Ft7c3fHx8EB0djY0bN2LKlCnYuXOn1NGsTvGFvLy8HFFRUXjzzTfR0NCAyMhI3Lx5E2+99Ra0Wi1OnToFABg2bJjESUmpzp49ixdffBEDBw7E/fffjwEDBqB///7405/+hBMnTkgdj2xMCIHDhw9Dq9XCzc0NFy5cAADU19djxYoVqKurkzihMmVmZmLv3r3YvXs33njjDXh5eaGhoQGurq7GbW7cuIGoqCisWrXKZN85c+Zg0qRJ9o5sOaFgP//8swgICBAAxJIlS4ROpzO25ebmCgDC2dlZODk5iZaWFgmTdqTX6wUAAUDo9XqLn2ffvn0CgFi9enWX27i7u4vx48dLllGpDAaDWLlypVCpVMZ/p84ef/rTn8StW7ekjks20NLSIqZPn97t/7+zs7PYtGmT1FEdjqX9S1d9XmlpqXBychIzZ840WX/s2DHh7u4uTpw4IYQQ4tNPPxWenp6irq7OpjmtSdEj8meffRY1NTXIycnB66+/bvIj9cuWLUN4eDhaW1sRFhZm8i2NyBpee+01LFu27K6HUDdt2oSMjAwealWYW7duYcqUKdixY0e327W2tuJPf/oT8vPz7ZSsd4qLi4NWq8X27dtx5MgR4/oRI0ZgyZIlmD17NmprazF37lzk5eXBz89PwrTmUWwhr6ioQFFREXx8fJCbm9uhXaVSYeTIkQBMD6v/7W9/w/Tp0zFo0CC4ubkhPDwcy5Ytg16vt1t2W2i/8KOzB1nfkSNH8Nprr/V4+23btuGjjz6yYSKyt/Xr1+Orr77q8fZZWVn417/+ZcNEtHz5cqjVaixfvtxk/csvv4y+ffti+PDhSExMxIwZMyRKaBnFFvKPPvoIBoPBeF6qM/369QNgWsj/8pe/QK1WY9WqVdi9ezfmzZuHjRs34rHHHpP1BUrtF3509mhubpY6nuLk5eWZvc/GjRttkISk0NbWZvb/p8Fg4KjcxkJCQjBjxgx8/fXXOHjwoHG9s7MzEhIS0NjYiIyMDAkTWkaxt5998803AICkpKQut6mtrQVgWsg///xzkxl/xo8fj4EDByItLQ1///vf8W//9m82SmxbmZmZXX7LTElJsXMaZWtqasJf//pXs/crLS1FeXk5oqOjbZCK7Onrr7/GuXPnzN6vsLAQf/7zn9GnTx8bpCLg9mnV7du345VXXsG+ffsAAIcOHUJhYSGys7OxaNEinDhxQlanWxVbyKuqqgAAQUFBnbbfuHEDR48eBWBayDubtq/9ELylV5fGxsaivr7erH2sPfoPCQnBhAkTOm1Tq9X3/PyhoaFwclLsAR6z3Lx5Ezdv3rRo38TExC6PIJF86HQ6i/b75ZdfEBgYaJXPpNxZ2gcmJiZ2e71JREQE2trajMvNzc1IT0/H6tWrMX/+fIwfPx5Lly7F+vXrzX7te+kHfX19UVZWZtG+ii3k7YeLr1+/3mn7tm3bcOXKFXh5ecHf37/b5/qv//ovAEB4eLhFWerr6xV/i0n7LTV0by5duoRLly5JHYMkZO6Xfro3OTk5CAoKQlZWFlQqFbZu3YqYmBhMnTrV7Pk1pOoHFVvIfX19odPpUFZWhtjYWJO2mpoavPTSSwBw18OYdXV1eOWVV/Doo49i+PDhFmcxl8FgkFVxfOCBBzgi/x+3bt3CxYsXLdrXy8sLLi4uVk5E9tbc3IzLly9btC8/S7fZow/cs2cPioqKUF5eDpVKBQAIDg7GmjVrkJGRgfLycvTv37/Hz3cv/3eW1Il2ii3kEyZMwJkzZ7Bq1So8/PDDCAsLA3D7auK0tDTjh6y7iWD0ej2eeOIJ9OnTB1u2bLE4iyWHS5qbm01ul3N0Z86cgbu7u9QxHIIQAkOHDsU///lPs/YbMGAAqqureWhdARoaGhAQEIBbt26Ztd/EiRPNutJdyezRBz7++OOdfuFasGABFixYYPbzSdUPKvZr39KlSzFgwADU1NRgyJAhGDp0KEJCQjBmzBhEREQgISEBQNeF/Pr163jiiSdw7tw5fPXVV7K6p5CkpVKpLOoEMjIyWMQVQqPR4MknnzR7v6ysLBukIaVTbCEPDAzEwYMHMXnyZLi4uKCqqgre3t4oKChAcXExTp48CaDzQn7r1i08/fTT+Pbbb7F7925ERkbaOz7JXFpaGiIiInq8vY+PD5577jnbBSK7e/nll80aUcbHxyM5OdmGiUipVKIXTifV1NQELy8vODs7Q6/XG+8nB26fl/n973+P4uJilJSUdHv7mi3deVhJr9c75GFrOWSUUlVVFR555JG7/vaxl5cX9uzZ0+FaDpK/r7/+GlOmTLnrXA3Dhw/HV199hYEDB9opmeOTS//iCDkVOyLvzg8//ADg9lXodxZxAMjOzkZRURFeeOEFuLq64siRI8ZH+33nRD0xaNAglJaWYv78+Z2OzPr27Yvf//73OHLkCIu4Qk2YMAGHDh3ClClTOr0IytPTE4sXL8aBAwdYxMlivXJE/u6772LhwoWYNWsWtm3bZtIWFBRkvAf911599VWsWLHCDgkd41ve3cgho6O4evUqPvnkEzz//PPQ6XS4//77cfr0afj4+EgdjeykpqYGf/vb33Dx4kX06dMHYWFhmD59uqwmHrEnufQvjpCzV4/IOzs/fv78eQghOn3Yq4iT8tx3333IzMzEfffdB+D2b8CziPcuAQEBeP7557F69Wr8n//zf6DValnEraykpASRkZGIiYnBmDFjcPr0aWObSqVCdHQ0SkpKANw+jbpw4UIEBwcjJCTEZErdoqIiREZGyuYoSa8u5JwKk4hIORYsWIC8vDycOHECEyZMwHvvvWfSfvjwYUyePBnA7UnBKioqcPr0aXz77bdYu3at8SLo1NRUY8GXg15ZyA8fPgwhBB577DGpoxARkZVUVVUhNjYWzc3NOHbsGAYPHtzltkVFRZg3bx7UajU8PT3x9NNP4+OPP7ZjWuvplYWciIiURwiBQ4cOQaPR4Pjx490O1qqrqzFo0CDjclBQEKqrq+0R0+pYyImISDESEhJw9epVbNy4EePGjet2qtz2aVkBdPtDK46OhZyIiBTFyckJ06ZNg6enp8kFb3cKDAzE+fPnjctVVVUIDAy0U0LrYiEnIiLF2LVrF4Dbh87r6+sRHBzc6XZPPfUU8vPz0dbWhqamJhQVFSE1NdWeUa1GsT+aQkREvc/69euxYsUKqNVqbNiwAV5eXp1ul5aWhu+++874g1ovvviiWdMqOxIWciIiUoy9e/f2aI57tVqNvLw8OySyPR5aJyIixdNoNBg7dmyP7g8vKipCSkoKNBqNHZLdO47IiYhIEbq78ry+vr7Hz5Oamiqr8+Us5DJwt19Okoqj5iIiZXHkvsYRsrGQy4BcDu8QEdkC+8Du8Rw5ERGRjHFE7qDc3Nyg1+uljtFjbm5uUkcgIgWRWx8ISNcPspA7KJVK5bC/v0tEZGvsA3uOh9aJiIhkjIWcyAHt3LkTMTExJg9/f3+4uLh029aVadOmobS09K6vq1KpEB0dbXKv7ZkzZxAfH4+wsDA89NBDqKioMLYlJSXB09MT7777LoQQGDduHM6dO3dvb56IzCOIyG78/f0FAOHv72/WfpcuXRIhISFi8+bNZrUJIcTRo0dFUlJSj14HgNDpdCbrkpKSxJYtW4QQQnzyySciLi7OpD09PV1s2LBBCCHEjh07RHp6eo9ei4isgyNyIgdnMBgwa9YsPPLII3jmmWd63NYuPz8fs2bNMi5PnDgRixYtMi5fuXIF3t7eaGxs7LDvxYsXcfz4cWi1WgDA9OnTce7cOZNfjbpTSkoKSkpKoNPpzH2bRGQhFnIiB/fqq6+iqakJ77zzjllt7fbv34/4+Hjj8p49e/Dll1+isrISAPDBBx8gOTkZAwcO7LBvTU0N/Pz84Ox8+7pYlUqFwMBAVFdXd/paffr0QVRUFA4dOmTWeyQiy7GQEzmw4uJiFBYWYseOHejbt2+P2+5UW1sLX19f47JarUZGRga2bt0Kg8GAvLw8ZGdnd7m/SqUyWRbdTIMJAL6+vqitre12GyKyHt5+RuSgTp06hczMTHz22Wfw8/Prcduvubm54dq1axgwYIBxnVarRVxcHOLj46HRaDBy5MhO9w0ICEBtbS1aW1vh7OwMIQRqamoQGBjY5etdv34drq6uZrxTIroXHJETOSCdToepU6fitddeQ0JCQo/bOhMdHY2TJ0+arPP390d4eDjmzZuHhQsXdrmvj48Phg8fjm3btgEAduzYgaCgIAQFBXW5T2VlJYYNG3bXXERkHSzkRA4oLy8Pp06dwubNmzvcarZhw4Yu23766acOz/Xkk09i9+7dHdanpaXBYDBg+vTp3WbJz89Hfn4+wsLCsGbNGhQWFna5bftFcFFRUea9YSKymErc7YQXEVnNgw8+iLq6Ovj7+9vtPLJOp8OYMWNw9OhRk5my9u/fj8WLF6OsrMy4TqVSQafTwcPDo8fPP2fOHMTGxiI7OxtLly5FaGgoMjMzrfoeiKhrHJETKVz//v3x9ttv92iiFo1Gg7Fjx5pMCNOdpKQkHDhwwPgFwc/PDxkZGfeUl4jMwxE5kR1JMSInImXjiJyIiEjGWMiJiIhkjIWciIhIxljIiYiIZIyFnIiISMZYyImIiGSMc607KCEEWlpapI7RY25ubh1+XIOIyFJy6wMB6fpBFnIH1dLSYtbsWlLT6/Ums4YREd0LufWBgHT9IA+tExERyRhH5DLQ0NDgkKPd5uZmaDQaqWMQkcI5ah8IOEY/yEIuA+7u7g77R0xEZGvsA7vHQ+tEREQyxkJOREQkYyzkREREMsZCTkREirF//36oVCqTh4eHB0aMGIF169ahtbVV6ohWx4vdiIhIcVJTU5GcnAwhBOrr6/Hhhx8iJycHlZWV2LRpk9TxrIqFnIiIFCcmJgZarda4nJWVhYiICBQUFGDlypXw9vaWMJ118dA6EREpnru7O0aPHg0hBM6ePSt1HKtiISciol6hvYB7eXlJnMS6eGidiIgUp6WlBY2NjcZz5O+//z6+//57jBo1CqGhoVLHs6peMSJvbGzE4sWLERwcDBcXFwQEBOCFF17AtWvXoNVqoVKpUFBQIHVMIiKyktzcXHh7e8PHxwfR0dHYuHEjpkyZgp07d0odzeoUX8jLy8sRFRWFN998Ew0NDYiMjMTNmzfx1ltvQavV4tSpUwCAYcOGSZzUNtpvxVizZk2X23h4eCAxMdF+oXqhf/7zn3jhhRfwyy+/AAAuX76M0tJSCCEkTkb2IITAN998gz/+8Y944okn8OSTT2LZsmX417/+JXU0xcrMzMTevXuxe/duvPHGG/Dy8kJDQwNcXV2N29y4cQNRUVFYtWqVyb5z5szBpEmT7B3ZckLBfv75ZxEQECAAiCVLlgidTmdsy83NFQCEs7OzcHJyEi0tLRIm7Uiv1wsAAoDQ6/UWP8++ffsEALF69eout3F3dxfjx4+XLKOS/eMf/xDjx483/jv9+hETEyP2798vdUyyoeLiYvHb3/620/9/lUolJk+eLKqqqqSO6XAs7V+66vNKS0uFk5OTmDlzpsn6Y8eOCXd3d3HixAkhhBCffvqp8PT0FHV1dTbNaU2KHpE/++yzqKmpQU5ODl5//XWT37ZdtmwZwsPD0drairCwMJNvaUTW8N1332Hs2LE4cOBAl9ucOHECEydORHFxsR2Tkb0UFBRgypQpxiN/vyaEQElJCeLi4nDmzBk7p+td4uLioNVqsX37dhw5csS4fsSIEViyZAlmz56N2tpazJ07F3l5efDz85MwrXkUW8grKipQVFQEHx8f5ObmdmhXqVQYOXIkANPD6gcPHsTEiRPxwAMPoF+/fnjwwQeRmpqKyspKu2Un+bt48SKSk5Nx5cqVu25769YtzJgxAz/88IMdkpG9HDhwAHPnzu3R6ZMLFy5g0qRJuHbtmh2S9V7Lly+HWq3G8uXLTda//PLL6Nu3L4YPH47ExETMmDFDooSWUWwh/+ijj2AwGKDVauHm5tbpNv369QNgWsgvXbqEqKgovPPOO/jqq6/w+uuv45///CfGjBmD2tpau2S3hfYrODt7kPVt3rwZFy9e7PH2169fx7p162yYiOxt9erVMBgMPd7+7Nmz+Pjjj22YiEJCQjBjxgx8/fXXOHjwoHG9s7MzEhIS0NjYiIyMDAkTWkiSA/p2MHr0aAFAfP75511u8+ijjwoA4osvvuj2uU6ePCkAiLffftvaMbtk7XPkd3vwHLn13Lp1y3hthjkPFxcX8csvv0gdn6zgzJkzZv//AxCxsbFSR3cY1j5H3q6iokI4OTmJxMRE47q///3von///iI7O1uEhYWZdc2UI/SDir2PvKqqCgAQFBTUafuNGzdw9OhRAHe/Yn3gwIEAbn9rk6vMzMwuDxelpKTYOY2yVVZWoqamxuz9rl+/jgMHDmDq1Kk2SEX29NVXX1m0X1lZGRobG419DpkvMTGx29MZERERaGtrMy43NzcjPT0dq1evxvz58zF+/HgsXboU69evt0dcq5BvZbqL5uZmALc7x85s27YNV65cgZeXF/z9/Tu0t7W1wWAwoKamBi+//DL8/PyQmppqUZbY2FjU19ebtY85h+R6IiQkBBMmTOi0Ta1W3/Pzh4aGwslJsWdqzHLjxg2L9/3DH/6AhQsXWjENSUGn01m8b1RUlKwHDdZi7T6wKzk5OQgKCkJWVhZUKhW2bt2KmJgYTJ061ezbcu+lH/T19UVZWZlF+yr2r8XX1xc6nQ5lZWWIjY01aaupqcFLL70EAIiOju50//Hjx+PQoUMAbhfB//zP/7T4W3J9fT3q6uos2lcuLly4IHUERbh8+TIuX74sdQySUENDg9QReo09e/agqKgI5eXlUKlUAIDg4GCsWbMGGRkZKC8vR//+/Xv8fFL1g4ot5BMmTMCZM2ewatUqPPzwwwgLCwMAHDlyBGlpacbOsqvD6oWFhbh8+TLOnTuHN954AxMnTsTf//53BAYGmp3F19fX7H0MBoOsiuMDDzzAEfn/MBgMqK+vt2iyF41Gw9GYAty4ccOiC0nVajU0Go2xqPRm9ugDH3/88U6/OC9YsAALFiww+/nupR+0pE4YSXJm3g6qqqrEgAEDjJO+REVFieDgYAFApKSkiKSkJAFAbNmy5a7PdenSJXH//feLBQsW2D74/+CEMPK2cOFCsy90mjRpktSxyUoMBoOIiYkx+2+gu89pbyOX/sURcip2CBUYGIiDBw9i8uTJcHFxQVVVFby9vVFQUIDi4mKcPHkSQM+mZv3Nb36DkJAQ/Pjjj7aOTQqRlZWFPn36mLXPokWLbJSG7E2lUuG5554zax8PDw/84Q9/sE0gUjRFH8MbMmQIvvjiiw7rm5qacOHCBTg7OyMyMvKuz3Px4kWcOnUKo0ePtkVMUqDw8HAUFhYiPT29R4fYV6xYgccee8wOycheZs+ejdLSUuTn59912z59+uCTTz6Bj4+PHZKR0ii6kHelfQat8PBw46Qw7bRaLUJCQhATE4Pf/OY3OHPmDNatWwdnZ2c8//zzUsS9J3e7FQMA9Hq9ndL0LmlpaXB1dcUf//jHLi9gc3V1xcqVK80evZHjU6lU2LhxIwYOHIi1a9fi1q1bnW6n0WjwH//xH3j44YftnJCUQrGH1rvTXsg7O6weFxeHkpISZGRkYNKkSXjjjTcwbtw4nDhxAiEhIfaOSjL35JNPoq6uDh988AHGjh0LPz8/aDQajBgxAuvWrUNdXR2ef/55XtykUE5OTvjzn/+MmpoarFy5EkOHDjVeDNWvXz98/PHHqK6uZhGneyPJmXmJ/elPfxIAxNq1a6WO0iVHuIDibuSQkcjR+Pv7CwDC399f6igOzZL+5YsvvhARERFi2LBhIi4uTpw6dcrYBkAMHTrUOJNnW1ubyM7OFoMHDxbBwcEiLy/PuO3HH38sIiIihJeXl01yWluvHpF3dQ85ERHJz4IFC5CXl4cTJ05gwoQJeO+990zaDx8+jMmTJwO4PSlYRUUFTp8+jW+//RZr1641XgSdmpqKkpISu+e3VK8s5IcPH4YQghcXEREpSFVVFWJjY9Hc3Ixjx45h8ODBXW5bVFSEefPmQa1Ww9PTE08//bRsf7SmVxZyIiJSHiEEDh06BI1Gg+PHj3c7WKuursagQYOMy0FBQaiurrZHTKtjISciIsVISEjA1atXsXHjRowbN67bKY/vvMhUWDATo6NgISciIkVxcnLCtGnT4OnpidOnT3e6TWBgIM6fP29crqqqsmgKbkfAQk5ERIqxa9cuALcPndfX1yM4OLjT7Z566ink5+ejra0NTU1NKCoqsvgXLqXWKyeEISIiZVq/fj1WrFgBtVqNDRs2wMvLq9Pt0tLS8N133xl/UOvFF19ERESEPaNaDQs5EREpxt69e+Hh4XHX7dRqNfLy8uyQyPZ4aJ2IiBRPo9Fg7NixPbo/vKioCCkpKdBoNHZIdu84IiciIkXo7srz+vr6Hj9PamqqrM6Xc0ROREQkYxyRy0Bzc7PUETrlqLmISFkcua9xhGws5DIgl/M0RES2wD6wezy0TkREJGMckTsoNzc36PV6qWP0mJubm9QRiEhB5NYHAtL1gyzkDkqlUsHd3V3qGEREkmAf2HM8tE5E5IB27tyJmJgYk4e/vz9cXFy6bevKtGnTUFpaetfXValUiI6ONrnf+syZM4iPj0dYWBgeeughVFRUGNuSkpLg6emJd999F0IIjBs3DufOnbu3N0/mEUREZDf+/v4CgPD39zdrv0uXLomQkBCxefNms9qEEOLo0aMiKSmpR68DQOh0OpN1SUlJYsuWLUIIIT755BMRFxdn0p6eni42bNgghBBix44dIj09vUevRdbBETkRkYMzGAyYNWsWHnnkETzzzDM9bmuXn5+PWbNmGZcnTpyIRYsWGZevXLkCb29vNDY2dtj34sWLOH78OLRaLQBg+vTpOHfunMkvh90pJSUFJSUl0Ol05r5NshALORGRg3v11VfR1NSEd955x6y2dvv370d8fLxxec+ePfjyyy9RWVkJAPjggw+QnJyMgQMHdti3pqYGfn5+cHa+fUmVSqVCYGAgqqurO32tPn36ICoqCocOHTLrPZLlWMiJiBxYcXExCgsLsWPHDvTt27fHbXeqra2Fr6+vcVmtViMjIwNbt26FwWBAXl4esrOzu9xfpVKZLItupkIFAF9fX9TW1na7DVkPr1onInJQp06dQmZmJj777DP4+fn1uO3X3NzccO3aNQwYMMC4TqvVIi4uDvHx8dBoNBg5cmSn+wYEBKC2thatra1wdnaGEAI1NTUIDAzs8vWuX78OV1dXM94p3QuOyImIHJBOp8PUqVPx2muvISEhocdtnYmOjsbJkydN1vn7+yM8PBzz5s3DwoULu9zXx8cHw4cPx7Zt2wAAO3bsQFBQEIKCgrrcp7KyEsOGDbtrLrIOFnIiIgeUl5eHU6dOYfPmzR1uNduwYUOXbT/99FOH53ryySexe/fuDuvT0tJgMBgwffr0brPk5+cjPz8fYWFhWLNmDQoLC7vctv0iuKioKPPeMFlMJe52soOIiKzmwQcfRF1dHfz9/e12Hlmn02HMmDE4evSoySQr+/fvx+LFi1FWVmZcp1KpoNPp4OHh0ePnnzNnDmJjY5GdnY2lS5ciNDQUmZmZVn0P1DWOyImIFK5///54++23ezRRi0ajwdixY00mhOlOUlISDhw4YPyC4Ofnh4yMjHvKS+bhiJyIyI6kGJGTsnFETkREJGMs5ERERDLGQk5ERCRjLOREREQyxkJOREQkYyzkREREMsa51h2UEAItLS1Sx+gxNze3Dj+sQERkKbn1gYB0/SALuYNqaWkxa2Ylqen1epMZo4iI7oXc+kBAun6Qh9aJiIhkjCNyGWhoaHDI0W5zczM0Go3UMYhI4Ry1DwQcox9kIZcBd3d3h/0jJiKyNfaB3eOhdSIiIhljISciIpIxFnIiIiIZYyEnIiKSMRZyIiJSjP3790OlUpk8PDw8MGLECKxbtw6tra1SR7Q6XrVORESKk5qaiuTkZAghUF9fjw8//BA5OTmorKzEpk2bpI5nVSzkRESkODExMdBqtcblrKwsREREoKCgACtXroS3t7eE6ayLh9aJiEjx3N3dMXr0aAghcPbsWanjWBULORER9QrtBdzLy0viJNbFQ+tERKQ4LS0taGxsNJ4jf//99/H9999j1KhRCA0NlTqeVSl+RN7Y2IjFixcjODgYLi4uCAgIwAsvvIBr165Bq9VCpVKhoKBA6pg2034F55o1a7rcxsPDA4mJifYL1Uv985//xBdffIHPP/8cZWVlEEJIHYnsqK2tDaWlpbh27RoAKPLqaUeSm5sLb29v+Pj4IDo6Ghs3bsSUKVOwc+dOqaNZnaILeXl5OaKiovDmm2+ioaEBkZGRuHnzJt566y1otVqcOnUKADBs2DCJk5JStba24sMPP0RcXByioqKQnJyM3/3udxg1ahSGDBmCd955B83NzVLHJBu6dOkS1qxZg5CQEMTHx6OpqQnA7R8Cefjhh/G3v/2NX+psIDMzE3v37sXu3bvxxhtvwMvLCw0NDXB1dTVuc+PGDURFRWHVqlUm+86ZMweTJk2yd2TLCYX6+eefRUBAgAAglixZInQ6nbEtNzdXABDOzs7CyclJtLS0SJi0c3q9XgAQAIRer7f4efbt2ycAiNWrV3e5jbu7uxg/frxkGZVKr9eLyZMnG/+NunqMGDFC1NfXSx2XbODs2bMiJCTkrn8DaWlp4ubNm1LHdSiW9i9d9XmlpaXCyclJzJw502T9sWPHhLu7uzhx4oQQQohPP/1UeHp6irq6OpvmtCbFjsifffZZ1NTUICcnB6+//rrJD9QvW7YM4eHhaG1tRVhYmMk3NCJraGtrw4wZM1BSUnLXbY8fP45JkyZBr9fbIRnZy8WLFzFx4kT8+OOPd9323//93zF//nyOzG0oLi4OWq0W27dvx5EjR4zrR4wYgSVLlmD27Nmora3F3LlzkZeXBz8/PwnTmkeRhbyiogJFRUXw8fFBbm5uh3aVSoWRI0cC6P6w+qRJk6BSqbBixQpbRbWb9gs/OnuQ9RUXF2PXrl093v7777/Hxo0bbZiI7G316tX417/+1ePtCwsLcfToURsmouXLl0OtVmP58uUm619++WX07dsXw4cPR2JiImbMmCFRQssospB/9NFHMBgM0Gq1cHNz63Sbfv36Aei6kP/1r3/FiRMnbBXR7tov/OjswXO01mdJUX7//fdhMBhskIbsrbm5GVu2bDF7P36Zs62QkBDMmDEDX3/9NQ4ePGhc7+zsjISEBDQ2NiIjI0PChJZRZCH/5ptvAABJSUldblNbWwug80J+9epVPPfcc/jLX/5im4ASaL/wo7OHi4uL1PEUpaamxvg3aI5z586ZdC4kXzt37sSVK1fM3q+oqAgtLS02SETtli1bBicnJ7zyyivGdYcOHUJhYSGys7OxaNEi450FcqHI+8irqqoAAEFBQZ2237hxw3gIq7NCvmzZMoSFhWHWrFkmU/xZKjY2FvX19WbtY+2RWUhICCZMmNBpm1qtvufnDw0NhZOTIr8Xmu3GjRsW7zt16tQujyKRfOh0Oov2u3nzJgYPHgxnZ0V2zWaxtA9MTEzs9lqDiIgItLW1GZebm5uRnp6O1atXY/78+Rg/fjyWLl2K9evXm/3a99IP+vr6oqyszKJ9FfnX0n6o+Pr16522b9u2DVeuXIGXlxf8/f1N2srKyrB582YcO3bMannq6+tRV1dntedzRBcuXJA6giJcunQJly5dkjoGSaihoUHqCL1KTk4OgoKCkJWVBZVKha1btyImJgZTp041e34NqfpBRRZyX19f6HQ6lJWVITY21qStpqYGL730EgAgOjrapK2trQ3z5s1DdnY2hgwZYtU85jIYDLIqjg888ABH5P+jra3N7CMw7QYOHGi8foPkq6WlxeIvZPws3WaPPnDPnj0oKipCeXk5VCoVACA4OBhr1qxBRkYGysvL0b9//x4/373831lSJ9opspBPmDABZ86cwapVq/Dwww8jLCwMAHDkyBGkpaXh8uXLADoeVn/33XdRX19v9avULTlc0tzcbHLLnKM7c+YM3N3dpY7hMB599FHs3bvXrH0GDx6MM2fOsBNXgJaWFjz44INmF/P09HRs3brVNqFkxh594OOPP26sB3dasGABFixYYPbzSdUPKrLHWLp0KQYMGICamhoMGTIEQ4cORUhICMaMGYOIiAgkJCQAMC3kjY2NWL58OV555RW0trbi8uXLxv/g69ev4/Lly7yimHosKyvL7H3mz5/PIq4Qbm5uFl39bMnfDZEie43AwEAcPHgQkydPhouLC6qqquDt7Y2CggIUFxfj5MmTAEwLeW1tLXQ6HebOnYsBAwYYHwDw+uuvY8CAAWbdE0q9W0pKCqZMmdLj7WNjYzF//nzbBSK7e+mll8z6cY65c+di1KhRNkxESqUSvWwqoaamJnh5ecHZ2Rl6vd54PlKv13d6CDwpKQnp6emYM2cORo8ebbdZ4O48rKTX6x3ysLUcMkrp2rVrmDlzJoqLi7vd7qGHHsKuXbvg7e1tp2RkL+fPn8ekSZOMg4eu/OEPf0B+fj6vVr+DXPoXR8jZ6/5qfvjhBwBAeHi4yUVF3f0CWFBQEH8djMzm6uqKHTt24K9//Ss2btyIv//97ybtQ4cORVZWFtLT0zlNsEIFBQXhyJEjKCwsxHvvvddhutbHHnsMWVlZSElJMV5sRWSuXlvI+YtnZA9qtRozZ87EzJkzcerUKYwdOxa//PILfHx88N///d/svHuB+++/Hzk5OXjuuedw/PhxXLx4EX369EFISAj+1//6X1LHIwVQ5Dny7phbyIUQiphrnaT329/+1jiLXp8+fVjEexknJyfExsZi8uTJmDhxIou4DZSUlCAyMhIxMTEYM2YMTp8+bWxTqVSIjo42/pCRwWDAwoULERwcjJCQEJPpcYuKihAZGYmBAwfa/T1YotcW8l/fQ05ERPK2YMEC5OXl4cSJE5gwYQLee+89k/bDhw9j8uTJAG5PDFZRUYHTp0/j22+/xdq1a43XMqSmpvbolwsdRa8r5IcPH4YQAo899pjUUYiIyIqqqqoQGxuL5uZmHDt2DIMHD+5y26KiIsybNw9qtRqenp54+umn8fHHH9sxrfX0ukJORETKJITAoUOHoNFocPz48W4HbNXV1Rg0aJBxOSgoCNXV1faIaXUs5EREpBgJCQm4evUqNm7ciHHjxnU6c1u7O69TkfOd2CzkRESkKE5OTpg2bRo8PT1NLni7U2BgIM6fP29crqqqQmBgoJ0SWhcLORERKcauXbsA3D50Xl9fj+Dg4E63e+qpp5Cfn4+2tjY0NTWhqKgIqamp9oxqNb3uPnIiIlKu9evXY8WKFVCr1diwYQO8vLw63S4tLQ3fffed8Ue1XnzxRURERNgzqtWwkBMRkWLs3bu3R7+aplarkZeXZ4dEtsdD60REpHgajQZjx47t0f3hRUVFSElJgUajsUOye8cRORERKUJ3V57X19f3+HlSU1Nldb6chVwGmpubpY7QKUfNRUTK4sh9jSNkYyGXAbkc3iEisgX2gd3jOXIiIiIZ44jcQbm5uUGv10sdo8fc3NykjkBECiK3PhCQrh9kIXdQKpUK7u7uUscgIpIE+8Ce46F1IiIiGWMhJ3JAO3fuRExMjMnD398fLi4u3bZ1Zdq0aSgtLb3r66pUKkRHR5vca3vmzBnEx8cjLCwMDz30ECoqKoxtSUlJ8PT0xLvvvgshBMaNG4dz587d25snIvMIIrIbf39/AUD4+/ubtd+lS5dESEiI2Lx5s1ltQghx9OhRkZSU1KPXASB0Op3JuqSkJLFlyxYhhBCffPKJiIuLM2lPT08XGzZsEEIIsWPHDpGent6j1yIi6+CInMjBGQwGzJo1C4888gieeeaZHre1y8/Px6xZs4zLEydOxKJFi4zLV65cgbe3NxobGzvse/HiRRw/fhxarRYAMH36dJw7d87kV6PulJKSgpKSEuh0OnPfJhFZiIWcyMG9+uqraGpqwjvvvGNWW7v9+/cjPj7euLxnzx58+eWXqKysBAB88MEHSE5OxsCBAzvsW1NTAz8/Pzg7374uVqVSITAwENXV1Z2+Vp8+fRAVFYVDhw6Z9R6JyHIs5EQOrLi4GIWFhdixYwf69u3b47Y71dbWwtfX17isVquRkZGBrVu3wmAwIC8vD9nZ2V3ur1KpTJZFN9NgAoCvry9qa2u73YaIrIe3nxE5qFOnTiEzMxOfffYZ/Pz8etz2a25ubrh27RoGDBhgXKfVahEXF4f4+HhoNBqMHDmy030DAgJQW1uL1tZWODs7QwiBmpoaBAYGdvl6169fh6urqxnvlIjuBUfkRA5Ip9Nh6tSpeO2115CQkNDjts5ER0fj5MmTJuv8/f0RHh6OefPmYeHChV3u6+Pjg+HDh2Pbtm0AgB07diAoKAhBQUFd7lNZWYlhw4bdNRcRWQcLOZEDysvLw6lTp7B58+YOt5pt2LChy7affvqpw3M9+eST2L17d4f1aWlpMBgMmD59erdZ8vPzkZ+fj7CwMKxZswaFhYVdbtt+EVxUVJR5b5iILKYSdzvhRURW8+CDD6Kurg7+/v52O4+s0+kwZswYHD161GSmrP3792Px4sUoKyszrlOpVNDpdPDw8Ojx88+ZMwexsbHIzs7G0qVLERoaiszMTKu+ByLqGkfkRArXv39/vP322z2aqEWj0WDs2LEmE8J0JykpCQcOHDB+QfDz80NGRsY95SUi83BETmRHUozIiUjZOCInIiKSMRZyIiIiGWMhJyIikjEWciIiIhljISciIpIxTtHqoIQQaGlpkTpGj7m5uXWYk5tIzuT2GQT4OeytWMgdVEtLi1mTckhNr9ebTDZCJHdy+wwC/Bz2Vjy0TkREJGMckctAQ0ODQ37Lbm5uhkajkToGkc056mcQ4OeQWMhlwd3d3WE7EaLegJ9BcmQ8tE5ERCRjLOREREQyxkJOREQkYyzkREREMsZCTkRkJfv374dKpTJ5eHh4YMSIEVi3bh1aW1uljkgKxKvWiYisLDU1FcnJyRBCoL6+Hh9++CFycnJQWVmJTZs2SR2PFIaFnIjIymJiYqDVao3LWVlZiIiIQEFBAVauXAlvb28J05HS8NA6EZGNubu7Y/To0RBC4OzZs1LHIYVhIScisoP2Au7l5SVxElIaHlonIrKylpYWNDY2Gs+Rv//++/j+++8xatQohIaGSh2PFKZXjMgbGxuxePFiBAcHw8XFBQEBAXjhhRdw7do1aLVaqFQqFBQUSB3TJtqvol2zZk2X23h4eCAxMdF+oYgULjc3F97e3vDx8UF0dDQ2btyIKVOmYOfOnVJHIwVSfCEvLy9HVFQU3nzzTTQ0NCAyMhI3b97EW2+9Ba1Wi1OnTgEAhg0bJnFSUiq9Xo/8/Hw89NBDuHDhAoDbP8Kxdu1aNDY2SpyObCEzMxN79+7F7t278cYbb8DLywsNDQ1wdXU1bnPjxg1ERUVh1apVJvvOmTMHkyZNsndkkjOhYD///LMICAgQAMSSJUuETqcztuXm5goAwtnZWTg5OYmWlhYJk3ak1+sFAAFA6PV6i59n3759AoBYvXp1l9u4u7uL8ePHS5ZRybZv3y7uu+8+47/Trx/9+vUTa9euFQaDQeqo9CuW/H139XkrLS0VTk5OYubMmSbrjx07Jtzd3cWJEyeEEEJ8+umnwtPTU9TV1dk0JymLokfkzz77LGpqapCTk4PXX38dHh4exrZly5YhPDwcra2tCAsLM/mmTGQNW7duxcyZM3H16tUut7lx4waWLFmCV155xY7JyN7i4uKg1Wqxfft2HDlyxLh+xIgRWLJkCWbPno3a2lrMnTsXeXl58PPzkzAtyY1iC3lFRQWKiorg4+OD3NzcDu0qlQojR44EYHpYvbOZmVQqFWJiYuwV3SbaL77p7EHWV1lZiT/+8Y893v7Pf/4zdu/ebcNEJLXly5dDrVZj+fLlJutffvll9O3bF8OHD0diYiJmzJghUUKSK8Vetf7RRx/BYDBAq9XCzc2t02369esHoPPz43l5eRgxYoRxWe6/RZybm9vpFxqyjby8PLOn43znnXd4blTBQkJCMGPGDHz00Uc4ePAgxo0bBwBwdnZGQkICysrKkJGRIXFKkiPFFvJvvvkGAJCUlNTlNrW1tQA6L+SRkZGIi4uzTTgJZGZmdvlNPyUlxc5plE2v1+PDDz80e789e/bg7NmzCA4OtkEqcgTLli3D9u3b8corr2Dfvn0AgEOHDqGwsBDZ2dlYtGgRTpw4wVN9ZBbFFvKqqioAQFBQUKftN27cwNGjRwHY/or12NhY1NfXm7WPwWCwaoaQkBBMmDCh0za1Wn3Pzx8aGgonJ8WeqTHLzZs3odPpLNr3oYceYifuICz5DCYmJkII0WV7REQE2trajMvNzc1IT0/H6tWrMX/+fIwfPx5Lly7F+vXrLcrMz6F8+fr6oqyszKJ9FVvIm5ubAQDXr1/vtH3btm24cuUKvLy84O/v36E9NTUVjY2NGDhwIH73u9/h9ddfh6enp0VZ6uvrUVdXZ9G+ctF+WxXdm6amJqkjkB3l5OQgKCgIWVlZUKlU2Lp1K2JiYjB16lSL5nbg57B3Umwh9/X1hU6nQ1lZGWJjY03aampq8NJLLwEAoqOjTdruv/9+LF68GOPHj4eHhwdKS0uxevVqHD16FN99953xvLq5WcxlMBhk9aF84IEHOBL4H7du3cLFixct2tfT05Mjcgdh68/gnj17UFRUhPLycqhUKgBAcHAw1qxZg4yMDJSXl6N///5mPSc/h/JlSZ0wkvr+N1uZP3++ACACAgLEqVOnjOtLS0tFSEiI6NOnjwAgnnvuubs+186dOwUAsWXLFhsmNsX7yOWrtbVVBAYGdnnveFcPV1dX0dTUJHV8+h9y+fuWS06yHcV+dVu6dCkGDBiAmpoaDBkyBEOHDkVISAjGjBmDiIgIJCQkAOjZ+fHk5GR4eHjgu+++s3VsUgC1Wo158+aZvd/vf/97DBgwwAaJiEjJFFvIAwMDcfDgQUyePBkuLi6oqqqCt7c3CgoKUFxcjJMnTwLo+YVuQgjj4S+iu3nmmWfMOlTm6uqK559/3oaJiEipFHuOHACGDBmCL774osP6pqYmXLhwAc7OzoiMjLzr8+zcuRPNzc0YPXq0LWLa1N2uogVu3y5F1uXt7Y0vvvgCEydOvOsFbP369cNf//pXDBkyxE7piEhJFF3Iu/LDDz8AAMLDwztcvJaWlobQ0FDExMTAzc0NpaWlWLt2LUaMGIHU1FQp4pJMjRgxAocPH0Z2dja+/vrrTrcZNWoU3nrrLeOpHiIic/XqQt7VRDD/8R//gb/85S+4fv06HnzwQcydOxevvvoq+vbta++oJHO//e1vsXfvXpw+fRpbtmzB+fPn0dbWBj8/P2i12g53VBARmYuF/Fdeeukl461pRNYSFhaG1atXSx2DbKikpASLFy9G37594erqiv/7f/8vwsLCANz+bYehQ4dizZo1mDx5MgwGAxYtWoSSkhKoVCrk5OQgKysLAFBUVITXXnsNFy9e5G8hUI8o9mK37rQX8l/fQ05EZKkFCxYgLy8PJ06cwIQJE/Dee++ZtB8+fBiTJ08GcHtCqoqKCpw+fRrffvst1q5da7wANzU1FSUlJXbPT/LVKwv54cOHIYTAY489JnUUIlKIqqoqxMbGorm5GceOHcPgwYO73LaoqAjz5s2DWq2Gp6cnnn76aXz88cd2TEtK0isLORGRtQkhcOjQIWg0Ghw/frzbgUJ1dTUGDRpkXA4KCkJ1dbU9YpICsZATEVlJQkICrl69io0bN2LcuHG4fPlyl9veOS/F3W4RJeoOCzkRkRU5OTlh2rRp8PT0xOnTpzvdJjAwEOfPnzcuV1VVITAw0E4JSWlYyImIrGTXrl0Abh86r6+v7/K35Z966ink5+ejra0NTU1NKCoq4jwVZLFeefsZEZEtrF+/HitWrIBarcaGDRvg5eXV6XZpaWn47rvvjLenvfjii4iIiLBnVFIQFnIiIivZu3cvPDw87rqdWq1GXl6eHRJRb8BD60RENqbRaDB27Nge3R9eVFSElJQUaDQaOyQjJVAJXi7pkJqbm43f7PV6Pdzd3SVO1JEcMhJZSi5/33LJSbbDQ+sy0NzcLHWETjlqLiJrc+S/dUfORvbBQi4DPMRGJC1+BsmR8Rw5ERGRjPEcuYMSQqClpUXqGD3m5uZmMlMVkdzJ7TMI8HPYW7GQExERyRgPrRMREckYCzkREZGMsZATERHJGAs5ERGRjLGQExERyRgLORERkYyxkBMREckYCzkREZGMsZATERHJGAs5ERGRjLGQExERyRgLORERkYyxkBMREckYCzkREZGMsZATERHJGAs5ERGRjLGQExERyRgLORERkYyxkBMREckYCzkREZGMsZATERHJGAs5ERGRjLGQExERyRgLORERkYyxkBMREcnY/wdJCj6G81Tp6gAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 6\n", + "p = 1\n", + "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "ad6708aa-e6e8-42c2-a4b9-a8a805651222", + "metadata": {}, + "source": [ + "Now we annotate the circuit for cutting by inserting proper **CutWire** to create two roughly equal cuts. We set *use_cut=True* in the function, and allow it to annotate after n/2 qubits, n being the number of qubits in the original circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "31844134-514b-46ea-85f9-133e432f053f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True,cut_qubit=3)\n", + "qaoa_cut.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", + "metadata": {}, + "source": [ + "### Optimize" + ] + }, + { + "cell_type": "markdown", + "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", + "metadata": {}, + "source": [ + "Next we cut the circuit into two smaller subcircuits. For this example, we stick to only 2 subcircuits. For this, we use the Circuit Knitting Toolbox from Qiskit Ecosystem.\n", + "\n", + "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. This can be done simply by executing\n", + "\n", + "pip install circuit_knitting_toolbox" + ] + }, + { + "cell_type": "markdown", + "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", + "metadata": {}, + "source": [ + "#### Cut the circuit into smaller subcircuits" + ] + }, + { + "attachments": { + "26029271-fd0f-4e61-837c-bf2b3b68e851.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "34b09a7d-c82c-41e3-8538-42f562e1b1eb", + "metadata": {}, + "source": [ + "Cutting the wire at a point increases the qubit count by one. Apart from the original qubit, there is now an extra qubit as a placeholder to the circuit after cutting. The following image gives a representation:\n", + "\n", + "![Screenshot 2024-03-04 at 11.41.11 AM.png](attachment:26029271-fd0f-4e61-837c-bf2b3b68e851.png)\n", + "\n", + "Circuit-knitting-toolbox uses the function *cut_wires* to account for the extra qubits arising due to cutting." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting import cut_wires, expand_observables\n", + "\n", + "qaoa_move = cut_wires(qaoa_cut)" + ] + }, + { + "cell_type": "markdown", + "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", + "metadata": {}, + "source": [ + "#### Create and expand the observables\n", + "\n", + "First we create the observable for the problem. Since we have considered a QAOA circuit, we shall use the observable corresponding to the Max-Cut problem: $\\sum_{(i,j)\\in E} Z_i Z_j$. Note that the lower the value of this observable, the better is the result. This allows us to compare the performance of this algorithm with and without circuit cutting, even without knowing the exact result.\n", + "\n", + "Here, we first create the $Z_i Z_j$ observables for each edge." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PauliList(['ZZIIII', 'IZZIII', 'IIZZII', 'IIIZZI', 'IIIIZZ'])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.quantum_info import PauliList\n", + "\n", + "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "28c2d715-adb9-4218-aed5-96ebb1520756", + "metadata": {}, + "source": [ + "However, note that the number of qubits in the circuit has increased after inserting the virtual 2-qubit **Move** operations after cutting. Therefore, we expand the observables as well by inserting identitites to assert to the current circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0e2eabac-b224-4933-9567-7d218c53bc02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PauliList(['ZZIIIII', 'IZZIIII', 'IIZIZII', 'IIIIZZI', 'IIIIIZZ'])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_obs = expand_observables(observable, qaoa, qaoa_move)\n", + "new_obs" + ] + }, + { + "cell_type": "markdown", + "id": "b0f6d41d-2cd5-43b3-8cd4-afdefac65879", + "metadata": {}, + "source": [ + "Now we shall partition the circuit into two subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "07651125-238c-4e7d-82c5-3ca8d9ba6fc8", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting import (\n", + " partition_problem,\n", + " generate_cutting_experiments,\n", + " reconstruct_expectation_values,\n", + ")\n", + "\n", + "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" + ] + }, + { + "cell_type": "markdown", + "id": "e6ac68da-71ba-4344-9b87-fdb776f720b7", + "metadata": {}, + "source": [ + "Let us visualize the subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "265a60eb-50e8-47be-99f0-931fa876644d", + "metadata": {}, + "outputs": [], + "source": [ + "subcircuits = partitioned_problem.subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c10af39c-88fe-4605-975c-5bf0e21ee4c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[0].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "35920640-76e8-4af6-a252-ee6a22e9c26a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[1].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "0204a26d-5775-4604-8809-3a3b194c710e", + "metadata": {}, + "source": [ + "The observables have been partitioned as well to fit the subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3e892c89-3f46-44d2-a8f6-154daac0415b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: PauliList(['IIII', 'IIII', 'IZII', 'IZZI', 'IIZZ']),\n", + " 1: PauliList(['ZZI', 'IZZ', 'IIZ', 'III', 'III'])}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subobservables = partitioned_problem.subobservables\n", + "subobservables" + ] + }, + { + "cell_type": "markdown", + "id": "37491b7a-3cec-44d5-8248-35e5b487f248", + "metadata": {}, + "source": [ + "### Run and postprocess" + ] + }, + { + "cell_type": "markdown", + "id": "f7204362-5168-4e9e-a2b7-20313b89949a", + "metadata": {}, + "source": [ + "Note that each subcircuit leads to a number of samples. The reconstruction takes into account the outcome of each of these samples. Each of these samples is termed a *subexperiment* in Circuit-knitting-toolbox." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e3c96631-4b8c-4026-95ba-c95026c13956", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "subexperiments, coefficients = generate_cutting_experiments(\n", + " circuits=subcircuits,\n", + " observables=subobservables,\n", + " num_samples=np.inf,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "1bd19292-79a0-4402-b09d-baada463b616", + "metadata": {}, + "source": [ + "Let us see two examples where the cut qubits are measured in two different basis. First, it is measured in normal Z basis, and next it is measured in X basis." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "749e8f27-9c83-48d8-bcf6-635c967bf10b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subexperiments[0][6].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "987547e4-296a-41e4-ad82-41f4139a87a0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subexperiments[0][2].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "8178f3dc-f23f-4e0f-9fd5-f8895bb61dbb", + "metadata": {}, + "source": [ + "#### Transpile each subexperiment\n", + "\n", + "Currently we need to traspile our circuits before submitting them for execution. Therefore, we shall transpile each circuit in the subexperiments first.\n", + "\n", + "In order to avoid running on queue, we shall use a FakeBackend for this smaller simulation. We shall show results from real backend later on in the notebook." + ] + }, + { + "cell_type": "markdown", + "id": "28fdc698-ba02-49ed-8781-33d6858de23b", + "metadata": {}, + "source": [ + "We shall select the noise model from a backend to insert to this Generic Backend" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9b7f2f90-87c1-4a4c-90ca-d5d7e55ec4a7", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import QiskitRuntimeService, Sampler, Estimator, Session, Options\n", + "from qiskit_aer.noise import NoiseModel" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "12f869b8-f27d-4764-9064-da40977d1b3a", + "metadata": {}, + "outputs": [], + "source": [ + "service = QiskitRuntimeService()\n", + "backend = service.get_backend('ibm_osaka')\n", + "simulator = service.get_backend('ibmq_qasm_simulator')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0b5c8939-55e9-44c3-88e9-8f7c0431596a", + "metadata": {}, + "outputs": [], + "source": [ + "noise_model = NoiseModel.from_backend(backend)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d734a90e-14d3-4044-9aca-8348c0359ead", + "metadata": {}, + "outputs": [], + "source": [ + "options = Options()\n", + "options.execution.shots = 4000\n", + "options.transpilation.skip_transpilation = True\n", + "options.resilience_level = 0\n", + "options.simulator.noise_model = noise_model" + ] + }, + { + "cell_type": "markdown", + "id": "64bdf404-91ad-4119-9e51-2a34bfe876aa", + "metadata": {}, + "source": [ + "Now we need to transpile each of the circuits in the subexperiments. For that we first create a pass manager, and then use it to transpile each of the circuits." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "dcf80dc6-049a-4238-9665-eef90b48cefa", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(2, basis_gates=['x','sx','ecr','rz','id'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3d36b9ac-ba82-428d-9e99-ac8f5c55c9ae", + "metadata": {}, + "outputs": [], + "source": [ + "subexperiments_trans = {}\n", + "\n", + "for key, subckt in subexperiments.items():\n", + " subexperiments_trans[key] = pm.run(subckt)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "962c4745-a235-4ef8-b56b-d3026be67fb6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
global phase: π/2\n",
+       "                           ┌─────────┐   ┌────┐  ┌──────┐   ┌───┐    ┌──────────┐                ┌──────┐   ┌───┐    ┌─────────┐   ┌────┐   ┌──────────────┐┌────┐┌──────────┐        ┌─┐                                                                                 \n",
+       "                     q0_0: ┤ Rz(π/2) ├───┤ √X ├──┤0     ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0     ├───┤ X ├────┤ Rz(π/2) ├───┤ √X ├───┤ Rz(β[0] + π) ├┤ √X ├┤ Rz(5π/2) ├────────┤M├─────────────────────────────────────────────────────────────────────────────────\n",
+       "                           └──┬────┬─┘┌──┴────┴─┐│  Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│  Ecr │┌──┴───┴───┐└─┬──────┬┘   ├───┬┘   └─┬──────────┬─┘└────┘└──────────┘┌──────┐└╥┘   ┌───┐   ┌─────────┐     ┌────┐     ┌──────────────┐   ┌────┐   ┌──────────┐┌─┐\n",
+       "                     q0_1: ───┤ √X ├──┤ Rz(π/2) ├┤1     ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1     ├┤ Rz(-π/2) ├──┤0     ├────┤ X ├──────┤ Rz(-π/2) ├────────────────────┤0     ├─╫────┤ X ├───┤ Rz(π/2) ├─────┤ √X ├─────┤ Rz(β[0] + π) ├───┤ √X ├───┤ Rz(5π/2) ├┤M├\n",
+       "                           ┌──┴────┴─┐└──┬────┬─┘├──────┤└──┬───┬───┘┌┴────────┴┐└────┘└────────┘├──────┤└──┬────┬──┘  │  Ecr │ ┌──┴───┴───┐  └┬────────┬┘  ┌────┐ ┌────────┐ │  Ecr │ ║ ┌──┴───┴──┐└──┬────┬─┘┌────┴────┴────┐└────┬────┬────┘┌──┴────┴──┐└───┬─┬────┘└╥┘\n",
+       "                     q0_2: ┤ Rz(π/2) ├───┤ √X ├──┤0     ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0     ├───┤ √X ├─────┤1     ├─┤ Rz(γ[0]) ├───┤ Rz(-π) ├───┤ √X ├─┤ Rz(-π) ├─┤1     ├─╫─┤ Rz(π/2) ├───┤ √X ├──┤ Rz(β[0] + π) ├─────┤ √X ├─────┤ Rz(5π/2) ├────┤M├──────╫─\n",
+       "                           └──┬────┬─┘┌──┴────┴─┐│  Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│  Ecr │   └────┘     └──────┘ └──────────┘   └────────┘   └────┘ └────────┘ └──────┘ ║ └─────────┘   └────┘  └──────────────┘     └────┘     └──────────┘    └╥┘      ║ \n",
+       "                     q0_3: ───┤ √X ├──┤ Rz(π/2) ├┤1     ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1     ├──────────────────────────────────────────────────────────────────────────────╫────────────────────────────────────────────────────────────────────────╫───────╫─\n",
+       "                              └────┘  └─────────┘└──────┘└──────────┘ └────────┘ └────┘└────────┘└──────┘                                                                              ║                                                                        ║       ║ \n",
+       "observable_measurements: 3/════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════╩════════════════════════════════════════════════════════════════════════╩═══════╩═\n",
+       "                                                                                                                                                                                       0                                                                        2       1 
" + ], + "text/plain": [ + "global phase: π/2\n", + " ┌─────────┐ ┌────┐ ┌──────┐ ┌───┐ ┌──────────┐ ┌──────┐ ┌───┐ ┌─────────┐ ┌────┐ ┌──────────────┐┌────┐┌──────────┐ ┌─┐ \n", + " q0_0: ┤ Rz(π/2) ├───┤ √X ├──┤0 ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0 ├───┤ X ├────┤ Rz(π/2) ├───┤ √X ├───┤ Rz(β[0] + π) ├┤ √X ├┤ Rz(5π/2) ├────────┤M├─────────────────────────────────────────────────────────────────────────────────\n", + " └──┬────┬─┘┌──┴────┴─┐│ Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│ Ecr │┌──┴───┴───┐└─┬──────┬┘ ├───┬┘ └─┬──────────┬─┘└────┘└──────────┘┌──────┐└╥┘ ┌───┐ ┌─────────┐ ┌────┐ ┌──────────────┐ ┌────┐ ┌──────────┐┌─┐\n", + " q0_1: ───┤ √X ├──┤ Rz(π/2) ├┤1 ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1 ├┤ Rz(-π/2) ├──┤0 ├────┤ X ├──────┤ Rz(-π/2) ├────────────────────┤0 ├─╫────┤ X ├───┤ Rz(π/2) ├─────┤ √X ├─────┤ Rz(β[0] + π) ├───┤ √X ├───┤ Rz(5π/2) ├┤M├\n", + " ┌──┴────┴─┐└──┬────┬─┘├──────┤└──┬───┬───┘┌┴────────┴┐└────┘└────────┘├──────┤└──┬────┬──┘ │ Ecr │ ┌──┴───┴───┐ └┬────────┬┘ ┌────┐ ┌────────┐ │ Ecr │ ║ ┌──┴───┴──┐└──┬────┬─┘┌────┴────┴────┐└────┬────┬────┘┌──┴────┴──┐└───┬─┬────┘└╥┘\n", + " q0_2: ┤ Rz(π/2) ├───┤ √X ├──┤0 ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0 ├───┤ √X ├─────┤1 ├─┤ Rz(γ[0]) ├───┤ Rz(-π) ├───┤ √X ├─┤ Rz(-π) ├─┤1 ├─╫─┤ Rz(π/2) ├───┤ √X ├──┤ Rz(β[0] + π) ├─────┤ √X ├─────┤ Rz(5π/2) ├────┤M├──────╫─\n", + " └──┬────┬─┘┌──┴────┴─┐│ Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│ Ecr │ └────┘ └──────┘ └──────────┘ └────────┘ └────┘ └────────┘ └──────┘ ║ └─────────┘ └────┘ └──────────────┘ └────┘ └──────────┘ └╥┘ ║ \n", + " q0_3: ───┤ √X ├──┤ Rz(π/2) ├┤1 ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1 ├──────────────────────────────────────────────────────────────────────────────╫────────────────────────────────────────────────────────────────────────╫───────╫─\n", + " └────┘ └─────────┘└──────┘└──────────┘ └────────┘ └────┘└────────┘└──────┘ ║ ║ ║ \n", + "observable_measurements: 3/════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════╩════════════════════════════════════════════════════════════════════════╩═══════╩═\n", + " 0 2 1 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subexperiments_trans[0][0].draw(fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "d50225f1-4605-49fb-a982-46acff237760", + "metadata": {}, + "source": [ + "#### Run the optimization\n", + "\n", + "Recall that we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. The lower is the value, the better it is.\n", + "\n", + "We initialize the initial set of parameters to some random value.\n", + "\n", + "Note that due to the iterative method of QAOA, the run and postprocess steps are shown together. For each step, the circuit is executed, and the postprocessing step (i) calculates the expectation value for the observable, and in case of cutting (ii) merges the outcomes of different subcircuits." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "eab4ce0a-89a1-4c3d-b949-eadac29bb035", + "metadata": {}, + "outputs": [], + "source": [ + "init_params = produce_qaoa_parameters(p, seed=0)" + ] + }, + { + "cell_type": "markdown", + "id": "5b7b73c9-6849-421a-a5e7-6cab0c38ace5", + "metadata": {}, + "source": [ + "Note that for each layer of QAOA there are two parameters. Therefore, each cut subcircuit also has two parameters. This makes the parameter assignment simpler. However, for more general problems, it is necessary to keep track of which parameter goes to which subcircuit, so that the assignment is proper." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "91c4bc13-eb88-4ef1-bc86-9f8973f4aa92", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", + " # assign parameters\n", + " circuits = {}\n", + " for key, ckt_list in subexperiments.items():\n", + " circuits[key] = []\n", + " for ckt in ckt_list:\n", + " circuits[key].append(ckt.assign_parameters(params))\n", + "\n", + " # execute the circuits\n", + " results = {\n", + " label: sampler.run(subexp).result()\n", + " for label, subexp in circuits.items()\n", + " }\n", + "\n", + " # reconstruct and calculate expectation values\n", + " reconstructed_expvals = reconstruct_expectation_values(\n", + " results,\n", + " coefficients,\n", + " subobservables,\n", + " )\n", + "\n", + " # return the sum of the expectation values\n", + " return sum(reconstructed_expvals)" + ] + }, + { + "cell_type": "markdown", + "id": "590de9ca-a5a3-487b-8f4f-c476f02f6781", + "metadata": {}, + "source": [ + "Often the optimization may run for hundreds of steps. For this example, we prematuredly stop the optimization after 5 steps" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "1c2c1ad6-bfc8-49e3-b2e8-bab1d1f8d1c2", + "metadata": {}, + "outputs": [], + "source": [ + "sampler = Sampler(backend=simulator, options=options)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "5de87b89-8e9f-4cf2-98cc-2f4ee76010b6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/29/5g097jln3fx21kr9g9vfc4540000gn/T/ipykernel_15891/3246579515.py:11: DeprecationWarning: Circuits that do not match the target hardware definition will no longer be supported after March 1, 2024. See the transpilation documentation (https://docs.quantum.ibm.com/transpile) for instructions to transform circuits and the primitive examples (https://docs.quantum.ibm.com/run/primitives-examples) to see this coupled with operator transformations.\n", + " label: sampler.run(subexp).result()\n" + ] + } + ], + "source": [ + "from scipy.optimize import minimize\n", + "\n", + "res = minimize(\n", + " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':5}\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5a39d14d-deb3-4e1a-8822-28eb577d8309", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -1.9124577500000002\n", + " x: [-4.465e-01 8.606e-01]\n", + " nfev: 5\n", + " maxcv: 0.0" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "32cb0328-c8df-48d0-9b62-791a5dbc7631", + "metadata": {}, + "source": [ + "### Cross verify\n", + "\n", + "Let us now run the same QAOA without circuit cutting, keeping other parameters and variables same." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a13f693a-f878-49cd-9a17-77ebd73d212b", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.quantum_info import SparsePauliOp" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "e9da080b-006c-4fa0-85e4-8b1d0f9b1b31", + "metadata": {}, + "outputs": [], + "source": [ + "trans_qaoa = pm.run(qaoa)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "3686e796-8854-44dc-b601-3bcb8d7b449c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['ZZIIII', 'IZZIII', 'IIZZII', 'IIIZZI', 'IIIIZZ'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "observable = SparsePauliOp(observable)\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "7ed8380d-f043-4126-ada3-dfad343f8b91", + "metadata": {}, + "source": [ + "#### Execute" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "68792a53-234c-4c5b-b529-a655d58632cc", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", + " # assign parameters\n", + " circuit = circ.assign_parameters(params)\n", + " \n", + " # execute\n", + " expval = estimator.run(circuit, observable).result().values[0]\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c3eb635c-520e-42a1-ae75-9d57b768b283", + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Estimator(backend=simulator, options=options)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "21e8f68c-ce2b-4bb4-9da8-351f06d0be00", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/29/5g097jln3fx21kr9g9vfc4540000gn/T/ipykernel_15891/918225121.py:6: DeprecationWarning: Circuits that do not match the target hardware definition will no longer be supported after March 1, 2024. See the transpilation documentation (https://docs.quantum.ibm.com/transpile) for instructions to transform circuits and the primitive examples (https://docs.quantum.ibm.com/run/primitives-examples) to see this coupled with operator transformations.\n", + " expval = estimator.run(circuit, observable).result().values[0]\n" + ] + } + ], + "source": [ + "res = minimize(\n", + " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':5}\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "8aa1cfd0-aed6-4a96-a82e-d828e976aa3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -1.6695\n", + " x: [-4.465e-01 8.606e-01]\n", + " nfev: 5\n", + " maxcv: 0.0" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "d92e410c-54ff-4208-be67-3afddf694b6c", + "metadata": {}, + "source": [ + "### Inference\n", + "\n", + "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 5 steps of iteration, the cut QAOA reached an objective function which is lower than that of the uncut QAOA. This shows that cutting itself can suppress the effect of noise by lowering the number of qubits and/or gates.\n", + "\n", + "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [6,7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process." + ] + }, + { + "cell_type": "markdown", + "id": "359397f3-5a00-4e55-84b3-34b779680dc5", + "metadata": {}, + "source": [ + "### Scalability\n", + "\n", + "Previously, we showed the results for a 6-qubit QAOA circuit. Next, we show that this method is scalable, and repeat the process for a 50-qubit QAOA circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "9f0fe181-1500-4e98-874e-0222e859d420", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 50\n", + "p = 1\n", + "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "10bdb44d-c1b3-4c97-9d36-5c8055cbbd38", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True)\n", + "qaoa_cut.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "41691a7d-d2c9-40e5-a4fb-4c0cba64f355", + "metadata": {}, + "outputs": [], + "source": [ + "qaoa_move = cut_wires(qaoa_cut)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", + "metadata": {}, + "outputs": [], + "source": [ + "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", + "new_obs = expand_observables(observable, qaoa, qaoa_move)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "705d104f-ea00-46aa-8c7e-578db70c03be", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting import (\n", + " partition_problem,\n", + " generate_cutting_experiments,\n", + " reconstruct_expectation_values,\n", + ")\n", + "\n", + "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8fa306a5-ebcb-4ff5-a39b-c13e879b02df", + "metadata": {}, + "outputs": [], + "source": [ + "subcircuits = partitioned_problem.subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b54c893a-f9a4-48e1-984d-80bcd24a1fdb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9EokEoaGhavsRnT17FjExMQgMDMTjjz+OsrIyVVl8fDxcXFywdu1aCCEwfPhwnD9/vmM3T0R6YfJERARg/PjxKC0tVX0KCgoglUqxdu3adss0KSoqwvXr1xEdHa3Tdx85cgRjx45VHc+cORMzZsxARUUF0tLSkJqaqio7ePAgxo8fD+B+4vXGG29g2bJlHbhzItIXkyciogcoFApMnToVTz75JF555RWdy5RycnIwdepU1fHo0aMxf/581fGNGzfg5uaGurq6Nm2vXLmCkpISJCUlAQAmT56M8+fP48KFCxq/a9y4ccjPz0dDQ4O+t0lEBmLyRET0gHfffRf19fX45JNP9CpTKigoQExMjOp479692LdvH06fPg0A2LhxIxISEtCnT582bauqquDl5QU7u/vP80gkEvj4+KCyslLjd/Xo0QMhISE4fPiwXvdIRIZj8kRE1MquXbuQm5uL7du3w97eXuey1qqrq+Hp6ak6trW1RUpKCjZv3gyFQoGsrCzMnTtXa3uJRKJ23N5rSADA09MT1dXV7dYhIuPhVgVERP9y5swZpKamYufOnfDy8tK57EFSqRS3bt2Cs7Oz6lxSUhKioqIQExMDDw8PDB06VGPb/v37o7q6Gi0tLbCzs4MQAlVVVfDx8dH6fbdv30avXr30uFMi6giOPBERAWhoaMDEiROxbNkyxMbG6lymSWhoKMrLy9XOeXt7IygoCLNmzcK8efO0tnV3d0d4eDi2bt0KANi+fTt8fX3h6+urtc3p06cxePDg34yLiIyDyRMREYCsrCycOXMG69evb7MtwZo1a7SWXb58uc21nnvuOezZs6fN+WnTpkGhUGDy5MntxpKTk4OcnBwEBgYiMzMTubm5WusqF5KHhITod8NEZDCJ+K3JdCKiTqxfv364dOkSvL29zbYuqKGhAdHR0Th27JjartkFBQVYuHAhiouLVeckEgkaGhrg6Oio8/WTk5MRERGBuXPnIj09HQEBAWrbGRCRaXHkiYjIyJycnPDxxx/rtHmlh4cHhg0bprZJZnvi4+Nx6NAhVVLm5eWFlJSUDsVLRPrhyBMRdWmWGHkioq6NI09EREREemDyRERERKQHJk9EREREemDyRERERKQHJk9EREREemDyRERERKQHvtuOrIIQAk1NTZYOQy9SqbTNC1yJiDor9sO6Y/JEVqGpqUmvHZatgVwuV9s9moioM2M/rDtO2xERERHpgSNPZHVqa2utdkSnsbERHh4elg6DiMik2A+3j8kTWR2ZTGa1P7RERN0B++H2cdqOiIiISA9MnoiIiIj0wOSJiIiISA9MnoiIiIj0wOSJiIiIDFJQUACJRKL2cXR0xJAhQ/DRRx+hpaXF0iGaBJ+2IyIiog5JTExEQkIChBCoqanBli1bsGDBApw+fRqffvqppcMzOiZPRERE1CFhYWFISkpSHc+ePRvBwcHYsGEDli9fDjc3NwtGZ3yctjOyb775Bk899RRcXV0hlUoxaNAgrFy5Enfu3LF0aERERGYhk8kQGRkJIQTOnTtn6XCMjsmTEX344YcYM2YM9u3bBycnJzzyyCMoLy/H4sWLERcXh1u3blk6RCIiIrNQJk2urq4WjsT4mDwZSVFRERYtWgSJRIJNmzbhwoULOHHiBMrLy+Hv74/CwkK89dZblg6TiIjI6JqamlBXV4erV6/i1KlTmDNnDk6cOIHHHnsMAQEBlg7P6Jg8GUlGRgaEEEhJSUFycrLqvJ+fH3JzcwEA2dnZuHLlioUi7B6UT35kZmZqrePo6Ii4uDjzBUUWUVFRgU8//RQNDQ0AgLt371o4IjInIQR+/PFHrFu3Dh9++CE2b96M2tpaS4fVZWVkZMDNzQ3u7u4IDQ3FunXrMGHCBOzevdvSoZkEkyct6urqsHDhQvj5+cHBwQH9+/fHm2++iVu3biEpKQkSiQQbNmwAADQ0NOCbb74BALz66qttrvXEE08gMDAQd+7c6bL/IxFZi/379+Pf/u3f8Mgjj2DmzJm4efMmAODKlSuIj4/H119/beEIyZQUCgVycnIQGhqK4cOHY86cOVi4cCFSUlLQv39//OEPf8DJkyctHWaXk5qaiv3792PPnj1YtWoVXF1dUVtbi169eqnqNDc3IyQkBCtWrFBrm5ycjKefftrcIXeMoDb+8Y9/CA8PDwFAyGQyER4eLtzd3QUAMWnSJBERESEAiKKiIiGEEIcOHRIARM+ePcXdu3c1XnP69OkCgEhNTTXnrXQacrlcABAAhFwuN/g6Bw8eFADEypUrtdaRyWRixIgRBl3fWHGSafz5z39W/fu09/njH/9o6VDJBO7cuSMSExN/899fKpWKv//975YO1+oY0r9p63MLCwuFjY2NePHFF9XOHz9+XMhkMlFaWiqEEOKrr74SLi4u4tKlSyaN09g48vSAuro6JCQkoLa2FmlpaaipqUFJSQlqa2uRkZGBHTt2oLS0FDY2NggJCQFwf3oAAAYMGAA7O827P/j5+anVJSLj+stf/oIFCxboVPedd97BunXrTBwRmducOXOQl5f3m/WampowefJkFBUVmSGq7ikqKgpJSUnYtm0bjh49qjo/ZMgQpKWl4aWXXkJ1dTVmzpyJrKwseHl5WTBa/TF5esDrr7+OqqoqLFiwAO+//z4cHR1VZUuWLEFQUBBaWloQGBioGo68du0aAMDZ2VnrdZVlyrpkWsrFi5o+1PXcvXsXaWlperVZsmQJmpqaTBQRmVtZWRnWr1+vc/3bt29jyZIlJoyIli5dCltbWyxdulTt/OLFi2Fvb4/w8HDExcVhypQpForQcEyeWikrK0NeXh7c3d2RkZHRplwikWDo0KEAgMGDB6vO3759GwBgb2+v9do9e/YEALXtCqqrq/H6668jJiYGUqkUEokEFy5cMMatdHvKxYuaPo2NjZYOj4xs586dqKmp0avN9evX8cUXX5goIjK37OxsvdscOHAAZ86cMUE0BAD+/v6YMmUKDhw4gB9++EF13s7ODrGxsairq0NKSooFIzQck6dWPv/8cygUCiQlJUEqlWqso0yCWidPDg4OANDuRpjNzc0AoLZ47pdffkFeXh569+6NESNGdDh++j/KxYuaPsp/L+o6tm3bZlC7v/71r0aOhCzF0ESYCbRpLVmyBDY2NnjnnXdU5w4fPozc3FzMnTsX8+fP75R7IPL1LK18++23AID4+HitdaqrqwGoJ0+6TMlpmtp74oknVI/Obt68GXv37jUwcnURERF6/xVuaQqFwqjX8/f3x6hRozSW2draGuU7AgICYGPDvz+swdWrVw1qd+jQIfTr18/I0ZC5CSEMnpJftWqVXtN9XZkh/XBcXByEEFrLg4ODce/ePdVxY2MjXn75ZaxcuRKvvfYaRowYgfT0dKxevdqgmDvSD3t6eqK4uNigtkyeWrl48SIAwNfXV2N5c3Mzjh07BkA9eQoMDFS1b2lp0bhoXLnTqrIuAJP94q2pqcGlS5dMcm36P7/++qulQ6AOamlp4c9KN9fY2MipfDNasGABfH19MXv2bEgkEmzevBlhYWGYOHGiQfvvWaofZvLUivIHSLmG6UFbt27FjRs34OrqCm9vb9X58PBw2Nvbo7m5GcXFxYiKimrT9scffwQAREZGmiBydZ6enib/DmNTKBSdLhnp27cvR56sxLVr1wxa/N2rVy+4uLiYICIyt5qaGrURDl397ne/U3swqDszdT+8d+9e5OXl4eTJk5BIJADuP4memZmJlJQUnDx5Ek5OTnpdsyP9cEd+VzJ5asXT0xMNDQ0oLi5GRESEWllVVZXq9SqhoaFqZU5OThg9ejT+/ve/Y/369W2Sp++//x4VFRWwt7fHs88+a9qbAAwehrSkxsbGTteBnT17FjKZzNJhEIBjx45p/KPlt+zevVvr9C51LqtWrdL7ictevXrh/Pnz7T4p3Z2Yuh9+6qmncP369Tbn58yZgzlz5hh0TUv1w/yzuRVlJ7pixQq1/ZiOHj2KkSNHqv7RW0/ZKb399tuq99p99tlnqvPnzp1DamoqAGDmzJlwd3c34R0QdU+PP/44hgwZolebwMBAjBw50kQRkbmlpKSoHujR1YsvvsjEiQzC5KmV9PR0ODs7o6qqCo8++igGDRoEf39/REdHIzg4GLGxsQA0J09RUVHIzMyEEALJycnw9fVFeHg4goKC8MsvvyAyMrLd960RkeGUayceeughner36tULf/nLXzjt2oX06dNHr4Xf/v7+eP/9900YEXVl7Dla8fHxwQ8//ICxY8fCwcEBFy9ehJubGzZs2IBdu3ahvLwcgObkCQDS0tKwd+9ejB49Gjdu3EB5eTkCAwOxfPlyHDp0SOv2B2Q8yic/0tPTtdaRy+UoKCgwX1BkFoMGDcKBAwfg5ubWbj1nZ2fs3bsXjz/+uJkiI3OZNm0aNm7cqPVND0qDBg3Cd999hz59+pgpMupqJKK9ZwxJpb6+Hq6urrCzs4NcLtd7ePi3bN68GSkpKTh//rzWp/26stZz7XK53GrXEnWWOLuza9eu4bPPPsO6detw9uxZ1XlfX1+89tprmD59On9pdnHnzp1DTk4OcnNzUV9frzofFRWF2bNn4/nnn+d+bxp0lv7NGuLkyJOOTp06BQAICgoyauL05Zdf4ssvv1Qt8t6zZ4/aMRHpx9nZGf/+7/+O8vJyVFZW4n/+539w8eJF/PLLL0hLS2Pi1A34+fnhgw8+wOXLl+Hh4QHg/gNBhYWFmDZtGhMnI8nPz8fAgQMRFhaG6OhotbXCEokEoaGhyM/PB3D/Sb558+bBz88P/v7+au+WzMvLw8CBAzvVzyafttORMnnSNmVnqOeff17tePbs2QCAl19+GZs3bzbqdxF1JzY2Nujfv7+lwyAL6tmzp2oKz1ib49L/mTNnDjZu3Ij4+HgsXboU2dnZ+Oijj1TlR44cUY0Qbd26FWVlZaioqMCNGzcwZMgQjBw5EkFBQUhMTERkZGSbp9ytGUeedGSq5EkIofHDxImIiKzZxYsXERERgcbGRhw/fhwPP/yw1rp5eXmYNWsWbG1t4eLighdeeKFTvxqHyZOOlMnTg3s8ERERdUdCCBw+fBgeHh4oKSnBmDFjtNatrKzEgAEDVMe+vr6orKw0R5gmwWk7HR05csTSIRAREVmV2NhY3Lx5Ezt37sTw4cNx5swZ9O7dW2Nd5a7iANp9H15nwJEnIiIiMpiNjQ0mTZoEFxcXtUXjrfn4+ODChQuq44sXL8LHx8dMERofkyciIiIyyNdffw3g/rRcTU0N/Pz8NNZ7/vnnkZOTg3v37qG+vh55eXlITEw0Z6hGxWk7IiIiMsjq1avx3nvvwdbWFmvWrIGrq6vGetOmTcNPP/2EwMBAAMCiRYsQHBxszlCNiskTERERGWT//v06vUzY1tYWWVlZZojIPDhtR0REREbl4eGBYcOGqTbJbE9eXh7GjRun2tC0M+DIExEREemtvSfmampqdL5OYmJip1v/xJEnIiIiIj1w5ImsTmNjo6VD0MqaYyMiMhZr7uusITYmT2R1OtO8NxFRV8R+uH2ctiMiIiLSA0eeyCpIpVLI5XJLh6EXqVRq6RCIiIyG/bDumDyRVZBIJJDJZJYOg4io22I/rDtO2xEREQHYvXs3wsLC1D7e3t5wcHBot0ybSZMmobCw8De/VyKRIDQ0VG1PpLNnzyImJgaBgYF4/PHHUVZWpiqLj4+Hi4sL1q5dCyEEhg8fjvPnz3fs5kkvTJ6IiIgAjB8/HqWlpapPQUEBpFIp1q5d226ZJkVFRbh+/Tqio6N1+u4jR45g7NixquOZM2dixowZqKioQFpaGlJTU1VlBw8exPjx4wHcT7zeeOMNLFu2rAN3Tvpi8kRERPQAhUKBqVOn4sknn8Qrr7yic5lSTk4Opk6dqjoePXo05s+frzq+ceMG3NzcUFdX16btlStXUFJSgqSkJADA5MmTcf78eVy4cEHjd40bNw75+floaGjQ9zbJQEyeiIiIHvDuu++ivr4en3zyiV5lSgUFBYiJiVEd7927F/v27cPp06cBABs3bkRCQgL69OnTpm1VVRW8vLxgZ3d/WbJEIoGPjw8qKys1flePHj0QEhKCw4cP63WPZDgmT0RERK3s2rULubm52L59O+zt7XUua626uhqenp6qY1tbW6SkpGDz5s1QKBTIysrC3LlztbaXSCRqx+29CgUAPD09UV1d3W4dMh4+bUdERPQvZ86cQWpqKnbu3AkvLy+dyx4klUpx69YtODs7q84lJSUhKioKMTEx8PDwwNChQzW27d+/P6qrq9HS0gI7OzsIIVBVVQUfHx+t33f79m306tVLjzuljuDIExEREYCGhgZMnDgRy5YtQ2xsrM5lmoSGhqK8vFztnLe3N4KCgjBr1izMmzdPa1t3d3eEh4dj69atAIDt27fD19cXvr6+WtucPn0agwcP/s24yDiYPBEREQHIysrCmTNnsH79+jbbEqxZs0Zr2eXLl9tc67nnnsOePXvanJ82bRoUCgUmT57cbiw5OTnIyclBYGAgMjMzkZubq7WuciF5SEiIfjdMBpOI35pIJSIi6qT69euHS5cuwdvb26xrghoaGhAdHY1jx46pbTxZUFCAhQsXori4WHVOIpGgoaEBjo6OOl8/OTkZERERmDt3LtLT0xEQEKC2nQGZFkeeiIiIjMzJyQkff/yxTptXenh4YNiwYWqbZLYnPj4ehw4dUiVlXl5eSElJ6VC8pB+OPBERUZdlqZEn6to48kRERESkByZPRERERHpg8kRERESkByZPRERERHpg8kRERESkByZPRERERHrgu+3IKggh0NTUZOkw9CKVStu8vJOIqLNiP6w7Jk9kFZqamvTaXdcayOVytZ2DiYg6M/bDuuO0HREREZEeOPJEVqe2ttZqR3QaGxvh4eFh6TCIiEyK/XD7mDyR1ZHJZFb7Q0tE1B2wH24fp+2IiIiI9MDkiYiIiEgPTJ6IiIiI9MDkiYiIiEgPTJ6IiIjIIAUFBZBIJGofR0dHDBkyBB999BFaWlosHaJJ8Gk7IiIi6pDExEQkJCRACIGamhps2bIFCxYswOnTp/Hpp59aOjyjY/JEREREHRIWFoakpCTV8ezZsxEcHIwNGzZg+fLlcHNzs2B0xsdpOxP45ptv8NRTT8HV1RVSqRSDBg3CypUrcefOHUuHRkREZHIymQyRkZEQQuDcuXOWDsfomDwZ2YcffogxY8Zg3759cHJywiOPPILy8nIsXrwYcXFxuHXrlqVDJCIiMjll0uTq6mrhSIyPyZMRFRUVYdGiRZBIJNi0aRMuXLiAEydOoLy8HP7+/igsLMRbb71l6TCJiIiMqqmpCXV1dbh69SpOnTqFOXPm4MSJE3jssccQEBBg6fCMjsmTEWVkZEAIgZSUFCQnJ6vO+/n5ITc3FwCQnZ2NK1euWCjCrk/55EdmZqbWOo6OjoiLizNfUGQxd+/eRX19PafMuzEhhNp/yTQyMjLg5uYGd3d3hIaGYt26dZgwYQJ2795t6dBMgslTO+rq6rBw4UL4+fnBwcEB/fv3x5tvvolbt24hKSkJEokEGzZsAAA0NDTgm2++AQC8+uqrba71xBNPIDAwEHfu3Omy/zMRWYM7d+7giy++wPDhw2Fvbw9XV1f07NkTUVFR2LJlC27fvm3pEMnE6uvr8ec//xkBAQG4fPkyAODy5cuYOHEi9u/fD4VCYeEIu57U1FTs378fe/bswapVq+Dq6ora2lr06tVLVae5uRkhISFYsWKFWtvk5GQ8/fTT5g65YwRp9I9//EN4eHgIAEImk4nw8HDh7u4uAIhJkyaJiIgIAUAUFRUJIYQ4dOiQACB69uwp7t69q/Ga06dPFwBEamqqOW+lU5DL5QKAACDkcrnB1zl48KAAIFauXKm1jkwmEyNGjDDo+saKk0zjzJkzws/PT/VvpOnTv39/cfLkSUuHSibyt7/9Tchksnb/HxgxYoT45z//aelQrY4h/Zu2PrewsFDY2NiIF198Ue388ePHhUwmE6WlpUIIIb766ivh4uIiLl26ZNI4jY0jTxrU1dUhISEBtbW1SEtLQ01NDUpKSlBbW4uMjAzs2LEDpaWlsLGxQUhICACgoqICADBgwADY2WneAcLPz0+tLhEZz/nz5/HEE0/85pM9VVVVGDFiBMrLy80UGZlLfn4+JkyYgMbGxnbrHTp0CKNHj4ZcLjdTZN1PVFQUkpKSsG3bNhw9elR1fsiQIUhLS8NLL72E6upqzJw5E1lZWfDy8rJgtPpj8qTB66+/jqqqKixYsADvv/8+HB0dVWVLlixBUFAQWlpaEBgYqBqSvHbtGgDA2dlZ63WVZcq6ZDrKxYuaPtQ1JScno7a2Vqe6165dw4svvsh1MF3IzZs38eKLL+LevXs61S8pKcGSJUtMHFX3tnTpUtja2mLp0qVq5xcvXgx7e3uEh4cjLi4OU6ZMsVCEhmPy9ICysjLk5eXB3d0dGRkZbcolEgmGDh0KABg8eLDqvHIdhb29vdZr9+zZEwDUtiv48ssvMXnyZAwYMABSqRRBQUFYsmQJ/yLqIOXiRU2f3/qrlDqfkydP4vvvv9erTWlpKQoLC00UEZnb1q1bcfPmTb3abNq0iX2tCfn7+2PKlCk4cOAAfvjhB9V5Ozs7xMbGoq6uDikpKRaM0HBMnh7w+eefQ6FQICkpCVKpVGMdZRLUOnlycHAAgHaf6mlubgYAtQV0f/rTn2Bra4sVK1Zgz549mDVrFtatW4cxY8ZwUWMHKBcvavoo/62o68jJyTGo3X/+538aORKyFEP+LRsaGrBt2zYTRENKS5YsgY2NDd555x3VucOHDyM3Nxdz587F/PnzO+X+h3w9ywO+/fZbAEB8fLzWOtXV1QDUkyddpuQ0Te397W9/U9u2fsSIEejTpw+mTZuGH3/8EU888YTe9xAREYGamhq921mSsRNFf39/jBo1SmOZra2tUb4jICAANjb8+8MaXL161aB2X3zxBb777jsjR0PmJoRQPVWnrzfeeAPLli0zckSdkyH9cFxcXLvT38HBwWpTqY2NjXj55ZexcuVKvPbaaxgxYgTS09OxevVqg2LuSD/s6emJ4uJig9oyeXrAxYsXAQC+vr4ay5ubm3Hs2DEA6slTYGCgqn1LS4vGRePKhazKugA0vu9HOS146dIlA+4AqKmpMbgt6e7XX3+1dAjUQXfv3uXPSjfX2NjIqXwzWrBgAXx9fTF79mxIJBJs3rwZYWFhmDhxokH771mqH2by9ADlD5G2vWC2bt2KGzduwNXVFd7e3qrz4eHhsLe3R3NzM4qLixEVFdWm7Y8//ggAiIyMbDcG5dqNoKAgg+7B09PToHaWpFAoOl0y0rdvX448WYl//vOfBu3fZG9v3+VeWNpdXb582aAHAJycnPDQQw+ZIKLOx9T98N69e5GXl4eTJ09CIpEAuP8UemZmJlJSUnDy5Ek4OTnpdc2O9MMd+l1pkQ0SrFhAQIAAILKzs9uUVVZWCjc3NwFAxMfHtyl/5plnBAAxffr0NmXKfaDs7e1FbW2t1u+vrq4W7u7u4t/+7d86diOdDPd5oo7YtGlTu/v6aPt88sknlg6djES5j56+nxMnTlg6dKvRWfo3a4iTfzY/QLlOZsWKFWr7MR09ehQjR47E9evXAahP2Sm9/fbbqvfaffbZZ6rz586dQ2pqKgBg5syZcHd31/jdcrkczz77LHr06IFNmzYZ65aIurzExES4uLjo1UYmk+Gll14yUURkbrNnz9a7TUxMDMLCwowfDHV5TJ4ekJ6eDmdnZ1RVVeHRRx/FoEGD4O/vj+joaAQHByM2NhaA5uQpKioKmZmZEEIgOTkZvr6+CA8PR1BQEH755RdERkZqfefa7du38eyzz+L8+fP45ptvOt2GYUSW1KtXL7z77rt6tUlPT8fvfvc7E0VE5jZ06FBMnjxZ5/q2trb44x//aMKIqEuzyHiXlfv555/F2LFjhaOjo3BychJRUVFiw4YNQqFQiL59+woAoqSkRGv7vXv3itGjR4vevXsLBwcHMXDgQLF8+XJx+/ZtjfXv3Lkjxo0bJxwdHcWxY8dMdVtWzRqGYXXRWeLsjhQKhUhPT9dpqmb27NlCoVBYOmQyssbGRvHkk0/+5r+/ra2t2LJli6XDtTqdpX+zhjglQnCLXV3V19fD1dUVdnZ2kMvlqv2eOkKhUOAPf/gDdu3ahfz8/Ha3SOjKGhsbVTu5y+VyyGQyC0ekWWeJszv7/PPP8f777+PUqVNtyoKCgrBw4UJMnz5dtWCVupY7d+4gMzMT2dnZGrdsiY+PxzvvvGPQk11dXWfp36whTiZPejh06BDi4uIQEhKisWM2xOzZs5GdnY0lS5YgISFBraxfv37o16+fUb7H2lnDD4MuOkuc3Z0QAocPH8Z3332HVatWQS6Xo0+fPrhy5QqTpm7i7t272LVrF06ePInbt2/DxcUFzz77LIKDgy0dmtXqLP2bVcRpkfGuTmrNmjUCgJg6darRrjlgwACtQ8vvvvuu0b7H2lnDMKwuOkuc9H+8vb0FAOHt7W3pUIismr7929///ncRHBwsBg8eLKKiosSZM2dUZQDEoEGDxN///nchhBD37t0Tc+fOFQ8//LDw8/MTWVlZqrpffPGFCA4OFq6uriaJ0xS4z5MelKNNmhaLG+rChQtGuxYREZG5zJkzBxs3bkR8fDyWLl2K7OxsfPTRR6ryI0eOqEaItm7dirKyMlRUVODGjRsYMmQIRo4ciaCgICQmJiIyMhIRERGWuhW98Wk7PSiTp9DQUAtHQkREZFkXL15EREQEGhsbcfz4cTz88MNa6+bl5WHWrFmwtbWFi4sLXnjhBXzxxRdmjNa4mDzp4ciRIxBCYMyYMZYOhYiIyKLEv9YWenh4oKSkpN3fjZWVlRgwYIDq2NfXF5WVleYI0ySYPBEREZFBYmNjcfPmTaxbtw7Dhw9XbSStSeuHNUQnf1aNyRMREREZzMbGBpMmTYKLi4vamzla8/HxUVvje/HiRfj4+JgpQuNj8kREREQG+frrrwHcn5arqamBn5+fxnrPP/88cnJycO/ePdTX1yMvLw+JiYnmDNWo+LQdERERGWT16tV47733YGtrizVr1sDV1VVjvWnTpuGnn35CYGAgAGDRokWdes8tJk9ERERkkP3796u2I2iPra0tsrKyzBCReXDajoiIiIzKw8MDw4YNQ35+/m/WzcvLw7hx4+Dh4WGGyIyDI09ERESkt/aemNP0XkFtEhMTO936JyZPZHUaGxstHYJW1hwbEZGxWHNfZw2xMXkiq9OZhm6JiLoi9sPt45onIiIiIj1w5ImsglQqhVwut3QYepFKpZYOgYjIaNgP647JE1kFiUQCmUxm6TCIiLot9sO647QdERERkR6YPBERAdi9ezfCwsLUPt7e3nBwcGi3TJtJkyahsLDwN79XIpEgNDRUbT+cs2fPIiYmBoGBgXj88cdRVlamKouPj4eLiwvWrl0LIQSGDx+O8+fPd+zmiUgvTJ6IiACMHz8epaWlqk9BQQGkUinWrl3bbpkmRUVFuH79OqKjo3X67iNHjmDs2LGq45kzZ2LGjBmoqKhAWloaUlNTVWUHDx7E+PHjAdxPvN544w0sW7asA3dORPpi8kRE9ACFQoGpU6fiySefxCuvvKJzmVJOTg6mTp2qOh49ejTmz5+vOr5x4wbc3NxQV1fXpu2VK1dQUlKCpKQkAMDkyZNx/vx5tTfStzZu3Djk5+ejoaFB39skIgMxeSIiesC7776L+vp6fPLJJ3qVKRUUFCAmJkZ1vHfvXuzbtw+nT58GAGzcuBEJCQno06dPm7ZVVVXw8vKCnd3953kkEgl8fHxQWVmp8bt69OiBkJAQHD58WK97JCLDMXkiImpl165dyM3Nxfbt22Fvb69zWWvV1dXw9PRUHdva2iIlJQWbN2+GQqFAVlYW5s6dq7W9RCJRO27vNRgA4Onpierq6nbrEJHxcKsCIqJ/OXPmDFJTU7Fz5054eXnpXPYgqVSKW7duwdnZWXUuKSkJUVFRiImJgYeHB4YOHaqxbf/+/VFdXY2WlhbY2dlBCIGqqir4+Pho/b7bt2+jV69eetwpEXUER56IiAA0NDRg4sSJWLZsGWJjY3Uu0yQ0NBTl5eVq57y9vREUFIRZs2Zh3rx5Wtu6u7sjPDwcW7duBQBs374dvr6+8PX11drm9OnTGDx48G/GRUTGweSJiAhAVlYWzpw5g/Xr17fZlmDNmjVayy5fvtzmWs899xz27NnT5vy0adOgUCgwefLkdmPJyclBTk4OAgMDkZmZidzcXK11lQvJQ0JC9LthIjKYRPzWZDoRUSfWr18/XLp0Cd7e3mZbF9TQ0IDo6GgcO3ZMbcfmgoICLFy4EMXFxapzEokEDQ0NcHR01Pn6ycnJiIiIwNy5c5Geno6AgAC17QyIyLQ48kREZGROTk74+OOPddq80sPDA8OGDVPbJLM98fHxOHTokCop8/LyQkpKSofiJSL9cOSJiLo0S4w8EVHXxpEnIiIiIj0weSIiIiLSA5MnIiIiIj0weSIiIiLSA5MnIiIiIj0weSIiIiLSA99tR1ZBCIGmpiZLh6EXqVTa5gWuRESdFfth3TF5IqvQ1NSk1w7L1kAul6vtHk1E1JmxH9Ydp+2IiIiI9MCRJ7I6tbW1Vjui09jYCA8PD0uHQURkUuyH28fkiayOTCaz2h9aIqLugP1w+zhtR0RERKQHJk9EREREemDyRERERKQHJk9ERERkkIKCAkgkErWPo6MjhgwZgo8++ggtLS2WDtEkuGCciIiIOiQxMREJCQkQQqCmpgZbtmzBggULcPr0aXz66aeWDs/omDwRERFRh4SFhSEpKUl1PHv2bAQHB2PDhg1Yvnw53NzcLBid8XHajoiIiIxKJpMhMjISQgicO3fO0uEYHZMnI/vmm2/w1FNPwdXVFVKpFIMGDcLKlStx584dS4dGRERkNsqkydXV1cKRGB+TJyP68MMPMWbMGOzbtw9OTk545JFHUF5ejsWLFyMuLg63bt2ydIhERERG19TUhLq6Oly9ehWnTp3CnDlzcOLECTz22GMICAiwdHhGx+TJSIqKirBo0SJIJBJs2rQJFy5cwIkTJ1BeXg5/f38UFhbirbfesnSYRERERpeRkQE3Nze4u7sjNDQU69atw4QJE7B7925Lh2YSTJ6MJCMjA0IIpKSkIDk5WXXez88Pubm5AIDs7GxcuXLFQhF2D8rHZjMzM7XWcXR0RFxcnPmCIrNramrCpk2bMG3aNPzzn/8EcP99WHK53MKRkbnU1tZi5cqVePHFFzFhwgSkpqbib3/7G+7du2fp0Lqk1NRU7N+/H3v27MGqVavg6uqK2tpa9OrVS1WnubkZISEhWLFihVrb5ORkPP300+YOuWMEaXT16lXx5ptviocfflj07NlT9OvXTyxYsEA0NTWJqVOnCgBi/fr1Qgghbt68Kezt7QUAUVhYqPF6gYGBam1InVwuFwAEACGXyw2+zsGDBwUAsXLlSq11ZDKZGDFihEHXN1acZBotLS3inXfeEc7Ozqp/p9afhx56SPy///f/xJ07dywdKplIfX29mDp1qujRo4fG/wd8fHzEpk2bLB2mVTKkf9PW5xYWFgobGxvx4osvqp0/fvy4kMlkorS0VAghxFdffSVcXFzEpUuXTBqnsXHkSYOTJ08iJCQEH374IWprazFw4EDcuXMHf/7zn5GUlIQzZ84AAAYPHgwAOHHiBO7cuYOePXsiIiJC4zVjY2MBAEePHjXPTRB1M/fu3cOUKVPwxz/+EdeuXdNY5+bNm3j//fcxYcIEPsTRBV25cgXDhg3D559/jrt372qsU1lZiZSUFPzxj380c3TdS1RUFJKSkrBt2za133tDhgxBWloaXnrpJVRXV2PmzJnIysqCl5eXBaPVH5OnB9TV1SEhIQG1tbVIS0tDTU0NSkpKUFtbi4yMDOzYsQOlpaWwsbFBSEgIAKCiogIAMGDAANjZad46y8/PT60uERnXkiVL8OWXX+pUNz8/H//+7/9u2oDIrIQQmDhxIk6fPq1T/XfffRfbtm0zcVTd29KlS2Fra4ulS5eqnV+8eDHs7e0RHh6OuLg4TJkyxUIRGo7J0wNef/11VFVVYcGCBXj//ffh6OioKluyZAmCgoLQ0tKCwMBA1Vyu8q9cZ2dnrddVlmn7i5iMS/nkh6YPdT3Xr1/HmjVr9GqzYcMG1NTUmCgiMreDBw/iyJEjerX5j//4DwghTBQR+fv7Y8qUKThw4AB++OEH1Xk7OzvExsairq4OKSkpFozQcEyeWikrK0NeXh7c3d2RkZHRplwikWDo0KEA/m/KDgBu374NALC3t9d67Z49ewKA2nYFP/zwA0aPHo2+ffuiZ8+e6NevHxITE3X+y4m0Uz75oenT2Nho6fDIyD777DM0NTXp1ebu3bvYsGGDiSIic1u3bp3ebcrKyvD999+bIBpSWrJkCWxsbPDOO++ozh0+fBi5ubmYO3cu5s+f3ym38eHrWVr5/PPPoVAokJSUBKlUqrGOMglqnTw5ODgAQLtrKJqbmwFA7cmDa9euISQkBDNmzIC7uzuqq6uxcuVKREdH4+eff0a/fv06fE/dVWpqqtah4HHjxpk5GjK1PXv2GNQuPz8fb7/9tpGjIUvoyP8DI0aMMHI03UdcXFy7o3fBwcFqTzg2Njbi5ZdfxsqVK/Haa69hxIgRSE9Px+rVq80RrtEweWrl22+/BQDEx8drrVNdXQ1APXnSZUpO09Te+PHjMX78eLV6ERERCAoKwvbt2zF//nw97+D/rtHZpiMUCoVRr+fv749Ro0ZpLLO1tTXKdwQEBMDGhoO31sDQLUB++ukn/pHSBQgh9B55VFq7di0+//xzI0fUORm7H9ZkwYIF8PX1xezZsyGRSLB582aEhYVh4sSJBm0h05F+2NPTE8XFxQa1ZfLUysWLFwEAvr6+Gsubm5tx7NgxAOrJU2BgoKp9S0uLxkXjym3qlXW16dOnDwBoXXiui5qaGly6dMng9qSbX3/91dIhUAe1tLTwZ6Wba2pqMjjxIv3s3bsXeXl5OHnyJCQSCYD7D1NlZmYiJSUFJ0+ehJOTk17XtFQ/zOSpFeVaGOUapgdt3boVN27cgKurK7y9vVXnw8PDYW9vj+bmZhQXFyMqKqpN2x9//BEAEBkZ2abs3r17UCgUqKqqwuLFi+Hl5YXExESD78PT09PgtpaiUCg6XTLSt29fjjxZiRs3bhi0AaZMJkPv3r2NHxCZ3dWrVw3afsLZ2VnrMo3uxtT98FNPPYXr16+3OT9nzhzMmTPHoGt2pB/uyO9KJk+teHp6oqGhAcXFxW32a6qqqlK9XiU0NFStzMnJCaNHj8bf//53rF+/vk3y9P3336OiogL29vZ49tln23zviBEjcPjwYQD3p5u+++471QiUIQwdhrSkxsZGtScbO4OzZ89CJpNZOgwCcP78efj5+en95NTRo0dVW45Q5/b5558jKSlJrzbu7u6oqqpq92Gf7oT9sO74Z3MryjUyK1asUNuP6ejRoxg5cqQqY249Zaf09ttvq95r99lnn6nOnzt3DqmpqQCAmTNnwt3dvU3b3NxcHD16FNu2bcNDDz2E0aNHo7Ky0pi3RtSl/f73v8eECRP0ajNq1CgmTl3Ic889p/dGi3PmzGHiRAZh8tRKeno6nJ2dUVVVhUcffRSDBg2Cv78/oqOjERwcrNolXFPyFBUVhczMTAghkJycDF9fX4SHhyMoKAi//PILIiMjtb5v7ZFHHkFkZCSmTJmCb7/9Fjdv3sQHH3xg0nsl6mo2bNiA4OBgner+/ve/x1/+8hcTR0Tm1LNnT+zevVvnkZNnnnkGixcvNnFU1FUxeWrFx8cHP/zwA8aOHQsHBwdcvHgRbm5u2LBhA3bt2oXy8nIAmpMnAEhLS8PevXsxevRo3LhxA+Xl5QgMDMTy5ctx6NAhnebVe/fuDX9/f/zyyy9GvbfuQvnYbHp6utY6crkcBQUF5guKzMLFxQXff/89Ro4c2W69mJgYHD58uFOuDaT2DR06FN9//z1+//vfa60jkUgwffp07Nixo0MP5lD3JhHcXlUn9fX1cHV1hZ2dHeRyuWq/J2O7cuUK/Pz88NJLLyErK8sk32GNWs+1y+Vyq11L1Fni7O6Ki4uRnZ2N7777Djdv3oSTkxOGDx+OOXPmIDIyUvWkD3VN9+7dw549e5CdnY19+/bh3r17sLW1xZtvvomZM2fi4YcftnSIVqmz9G/WECeTJx0dOnQIcXFxCAkJwalTp4xyzaSkJPj7+yMsLAy9e/fG2bNn8dFHH+HXX3/FTz/9BH9/f6N8T2dgDT8MuugscRLRff369cOlS5fg7e2t2qePNNO3f8vPz8fChQthb2+PXr164bPPPlNtxyORSDBo0CBkZmZi7NixUCgUmD9/PvLz8yGRSLBgwQLMnj0bAJCXl4dly5bhypUrOr1Cyxr6YU7b6UiZMGmbsjNEVFQU8vPzkZKSgqeffhqrVq3C8OHDUVpa2q0SJyIi6nzmzJmDrKwslJaWYtSoUcjOzlYrP3LkCMaOHQvg/lY/ZWVlqKioQFFRET744APVUpjExETk5+ebPf6OYPKkI1MkT3PnzkVRURGuXbuGW7duoaKiAjk5ORgwYIDRvoOIiMgULl68iIiICDQ2NuL48ePtTofm5eVh1qxZsLW1hYuLC1544QV88cUXZozWuJg86UiZPD24xxMREVF3JITA4cOH4eHhgZKSEowZM0Zr3crKSrWBAV9f3069JQ8fNdDRkSNHLB0CERGRVYmNjcXNmzexc+dODB8+HGfOnNG6a3/rBzU6+3JrjjwRERGRwWxsbDBp0iS4uLiobTDdmo+PDy5cuKA6vnjxInx8fMwUofExeSIiIiKDfP311wDuT8vV1NTAz89PY73nn38eOTk5uHfvHurr65GXl9ehd7haGqftiIiIyCCrV6/Ge++9B1tbW6xZswaurq4a602bNg0//fSTaiuDRYsW6fxGAGvE5ImIiIgMsn//fp1eiWNra9ulNn7mtB0REREZlYeHB4YNG6bT/k15eXkYN24cPDw8zBCZcXDkiYiIiPTW3hNzNTU1Ol8nMTGx061/4sgTERERkR448kRWp7Gx0dIhaGXNsRERGYs193XWEBuTJ7I6nWnem4ioK2I/3D5O2xERERHpgSNPZBWkUinkcrmlw9CLVCq1dAhEREbDflh3TJ7IKkgkEshkMkuHQUTUbbEf1h2n7YiIiADs3r0bYWFhah9vb284ODi0W6bNpEmTUFhY+JvfK5FIEBoaqrYn0tmzZxETE4PAwEA8/vjjKCsrU5XFx8fDxcUFa9euhRACw4cPx/nz5zt286QXJk9EREQAxo8fj9LSUtWnoKAAUqkUa9eubbdMk6KiIly/fh3R0dE6ffeRI0cwduxY1fHMmTMxY8YMVFRUIC0tDampqaqygwcPYvz48QDuJ15vvPEGli1b1oE7J30xeSIiInqAQqHA1KlT8eSTT+KVV17RuUwpJycHU6dOVR2PHj0a8+fPVx3fuHEDbm5uqKura9P2ypUrKCkpQVJSEgBg8uTJOH/+PC5cuKDxu8aNG4f8/Hw0NDToe5tkICZPRERED3j33XdRX1+PTz75RK8ypYKCAsTExKiO9+7di3379uH06dMAgI0bNyIhIQF9+vRp07aqqgpeXl6ws7u/LFkikcDHxweVlZUav6tHjx4ICQnB4cOH9bpHMhyTJyIiolZ27dqF3NxcbN++Hfb29jqXtVZdXQ1PT0/Vsa2tLVJSUrB582YoFApkZWVh7ty5WttLJBK14/ZehQIAnp6eqK6ubrcOGQ+ftiMiIvqXM2fOIDU1FTt37oSXl5fOZQ+SSqW4desWnJ2dVeeSkpIQFRWFmJgYeHh4YOjQoRrb9u/fH9XV1WhpaYGdnR2EEKiqqoKPj4/W77t9+zZ69eqlx51SR3DkiYiICEBDQwMmTpyIZcuWITY2VucyTUJDQ1FeXq52ztvbG0FBQZg1axbmzZunta27uzvCw8OxdetWAMD27dvh6+sLX19frW1Onz6NwYMH/2ZcZBxMnoiIiABkZWXhzJkzWL9+fZttCdasWaO17PLly22u9dxzz2HPnj1tzk+bNg0KhQKTJ09uN5acnBzk5OQgMDAQmZmZyM3N1VpXuZA8JCREvxsmg0nEb02kEhERdVL9+vXDpUuX4O3tbdY1QQ0NDYiOjsaxY8fUNp4sKCjAwoULUVxcrDonkUjQ0NAAR0dHna+fnJyMiIgIzJ07F+np6QgICFDbzoBMiyNPRERERubk5ISPP/5Yp80rPTw8MGzYMLVNMtsTHx+PQ4cOqZIyLy8vpKSkdChe0g9HnoiIqMuy1MgTdW0ceSIiIiLSA5MnIiIiIj0weSIiIiLSA5MnIiIiIj0weSIiIiLSA5MnIiIiIj3w3XZkFYQQaGpqsnQYepFKpW1e3klE1FmxH9YdkyeyCk1NTXrtrmsN5HK52s7BRESdGfth3XHajoiIiEgPHHkiq1NbW2u1IzqNjY3w8PCwdBhERCbFfrh9TJ7I6shkMqv9oSUi6g7YD7eP03ZEREREemDyRERERKQHJk9EREREemDyRERERKQHJk9ERERkkIKCAkgkErWPo6MjhgwZgo8++ggtLS2WDtEk+LQdERERdUhiYiISEhIghEBNTQ22bNmCBQsW4PTp0/j0008tHZ7RMXkiIiKiDgkLC0NSUpLqePbs2QgODsaGDRuwfPlyuLm5WTA64+O0nZF98803eOqpp+Dq6gqpVIpBgwZh5cqVuHPnjqVDIyIiMguZTIbIyEgIIXDu3DlLh2N0TJ6M6MMPP8SYMWOwb98+ODk54ZFHHkF5eTkWL16MuLg43Lp1y9IhEhERmYUyaXJ1dbVwJMbH5MlIioqKsGjRIkgkEmzatAkXLlzAiRMnUF5eDn9/fxQWFuKtt96ydJhERERG19TUhLq6Oly9ehWnTp3CnDlzcOLECTz22GMICAiwdHhGx+TJSDIyMiCEQEpKCpKTk1Xn/fz8kJubCwDIzs7GlStXLBRh96B88iMzM1NrHUdHR8TFxZkvKLKImzdv4rvvvsOuXbvw7bff4vr165YOiczs0qVLuH37NgCgubmZyydMKCMjA25ubnB3d0doaCjWrVuHCRMmYPfu3ZYOzSSYPGlRV1eHhQsXws/PDw4ODujfvz/efPNN3Lp1C0lJSZBIJNiwYQMAoKGhAd988w0A4NVXX21zrSeeeAKBgYG4c+dOl/0fichalJeXY/bs2fD29saTTz6JCRMmYNSoUfDy8sKrr76KU6dOWTpEMrHvvvsOEydOhI+PD/75z38CuN+nDxgwAO+88w5qamosHGHXk5qaiv3792PPnj1YtWoVXF1dUVtbi169eqnqNDc3IyQkBCtWrFBrm5ycjKefftrcIXeMoDb+8Y9/CA8PDwFAyGQyER4eLtzd3QUAMWnSJBERESEAiKKiIiGEEIcOHRIARM+ePcXdu3c1XnP69OkCgEhNTTXnrXQacrlcABAAhFwuN/g6Bw8eFADEypUrtdaRyWRixIgRBl3fWHGSaezYsUM4ODio/o00fXr06CG2bt1q6VDJBBQKhVi8eHG7//4AhKenpygpKbF0uFbHkP5NW59bWFgobGxsxIsvvqh2/vjx40Imk4nS0lIhhBBfffWVcHFxEZcuXTJpnMbGkacH1NXVISEhAbW1tUhLS0NNTQ1KSkpQW1uLjIwM7NixA6WlpbCxsUFISAgAoKKiAgAwYMAA2Nlp3v3Bz89PrS4RGdeBAwfwwgsvqKZptLl79y5eeukl7Nq1y0yRkbksX768zaiGJjU1Nfi3f/s3/PLLL2aIqnuKiopCUlIStm3bhqNHj6rODxkyBGlpaXjppZdQXV2NmTNnIisrC15eXhaMVn9Mnh7w+uuvo6qqCgsWLMD7778PR0dHVdmSJUsQFBSElpYWBAYGqoYjr127BgBwdnbWel1lmbIumZZy8aKmD3U9CoUCr732ms67GSsUCsyePRt37941cWRkLpWVlXj33Xd1rl9XV4f09HQTRkRLly6Fra0tli5dqnZ+8eLFsLe3R3h4OOLi4jBlyhQLRWg4Jk+tlJWVIS8vD+7u7sjIyGhTLpFIMHToUADA4MGDVeeVf+na29trvXbPnj0BoN3tCp5++mlIJBK89957hoRPrSgXL2r6NDY2Wjo8MrIDBw7oPYpw+fJlrkHsQj799FMoFAq92uzcuROXLl0yUUTk7++PKVOm4MCBA/jhhx9U5+3s7BAbG4u6ujqkpKRYMELDMXlq5fPPP4dCoUBSUhKkUqnGOsokqHXy5ODgAADtPsnR3NwMAGqL51r7r//6L5SWlhoSNmmgXLyo6aP896KuY/PmzQa127Rpk3EDIYsx5P+Be/fuYevWrcYPhlSWLFkCGxsbvPPOO6pzhw8fRm5uLubOnYv58+d3yj0Q+XqWVr799lsAQHx8vNY61dXVANSTJ12m5Nqb2rt58yb+/d//HX/605/Utrc3VERERKd7mkTfvxh/i7+/P0aNGqWxzNbW1ijfERAQABsb/v1hDa5evWpQu3379qFfv35GjobMTQiBy5cvG9Q2IyMDa9asMXJEnZMh/XBcXByEEFrLg4ODce/ePdVxY2MjXn75ZaxcuRKvvfYaRowYgfT0dKxevdqgmDvSD3t6eqK4uNigtkyeWrl48SIAwNfXV2N5c3Mzjh07BkA9eQoMDFS1b2lp0bhoXLnTqrJua0uWLEFgYCCmTp1qlOSppqaGQ9Fm8Ouvv1o6BOqglpYW/qx0c42NjZzKN6MFCxbA19cXs2fPhkQiwebNmxEWFoaJEycatP+epfphJk+tKH+AtD2ts3XrVty4cQOurq7w9vZWnQ8PD4e9vT2am5tRXFyMqKioNm1//PFHAEBkZKTa+eLiYqxfvx7Hjx831m3A09PTaNcyF4VC0emSkb59+3LkyUrU19cbNPTfs2dP9OnTxwQRkbnV1NSojXDo6qGHHoKTk5MJIup8TN0P7927F3l5eTh58iQkEgmA+0+iZ2ZmIiUlBSdPntT736Ij/XCHfldaZIMEKxUQECAAiOzs7DZllZWVws3NTQAQ8fHxbcqfeeYZAUBMnz69TZlyHyh7e3tRW1urOt/S0iKGDh0q3nzzTdU5AOLdd981zg11ItzniTpi3759v7m3j6bPl19+aenQyUiWLFmi97+/ra2tqK6utnToVqOz9G/WECf/bG5FuUZmxYoVavsxHT16FCNHjlS93qH1lJ3S22+/rXqv3WeffaY6f+7cOaSmpgIAZs6cCXd3d1XZ2rVrUVNTw6friDpo1KhR8Pf316uNl5cXxo8fb6KIyNxmzJih9wjEhAkT1GYRiHTF5KmV9PR0ODs7o6qqCo8++igGDRoEf39/REdHIzg4GLGxsQA0J09RUVHIzMyEEALJycnw9fVFeHg4goKC8MsvvyAyMlLtfWt1dXVYunQp3nnnHbS0tOD69euq5Oz27du4fv260RdRE3VVNjY2+M///E+tm9Rqqp+dnY0ePXqYODIyFx8fHyxbtkzn+n369Gn3HZhE7bLIeJcV+/nnn8XYsWOFo6OjcHJyElFRUWLDhg1CoVCIvn37CgDtbuu/d+9eMXr0aNG7d2/h4OAgBg4cKJYvXy5u376tVu/EiRO/OaR89uxZU9+u1bCGYVhddJY4u6uvvvpKp9ezfP7555YOlUxAoVDoNH3H17No1ln6N2uIUyJEO88Ykkp9fT1cXV1hZ2cHuVyu2u/JUHK5XOMjkvHx8Xj55ZeRnJyMyMhIrftCdTWNjY2q3dzlcjlkMpmFI9Kss8TZnZWXl2PNmjXYsmUL5HK56rxEIsErr7yCefPmYdCgQRaMkEztu+++w9q1a7Fr1y61EXxPT0/MmDEDr732Wqd8sMbUOkv/Zg1xMnnS0aFDhxAXF4eQkBCTvpVdIpHg3Xff7XbroKzhh0EXnSVOAhoaGlBcXIznnnsO9fX16Nu3r8F7AVHndOnSJZSVleH27dtwcXHB448/zqnadnSW/s0a4uSaJx0pEyZN652IyPo4OTkhPj5eNXrLbSW6H29vb4wePRrjxo3DsGHDmDgZWX5+PgYOHIiwsDBER0erPWglkUgQGhqK/Px8APe3QZg3bx78/Pzg7++PdevWqerm5eVh4MCBnWrbEO7zpCNzJU8cCCQios5gzpw52LhxI+Lj47F06VJkZ2fjo48+UpUfOXJENUK0detWlJWVoaKiAjdu3MCQIUMwcuRIBAUFITExEZGRkYiIiLDUreiNf4rpSJk8hYaGWjgSIiIiy7t48SIiIiLQ2NiI48eP4+GHH9ZaNy8vD7NmzYKtrS1cXFzwwgsv4IsvvjBjtMbF5ElHR44cgRACY8aMsXQoREREFieEwOHDh+Hh4YGSkpJ2fz9WVlZiwIABqmNfX19UVlaaI0yTYPJEREREBomNjcXNmzexbt06DB8+XLVfoSbKV7IAnX+JCpMnIiIiMpiNjQ0mTZoEFxcXtUXjrfn4+ODChQuq44sXL8LHx8dMERofkyciIiIyyNdffw3g/rRcTU0N/Pz8NNZ7/vnnkZOTg3v37qG+vh55eXlITEw0Z6hGxaftiIiIyCCrV6/Ge++9B1tbW6xZswaurq4a602bNg0//fQTAgMDAQCLFi1CcHCwOUM1KiZPREREZJD9+/ertiNoj62tLbKysswQkXlw2o6IiIiMysPDA8OGDVNtktmevLw8jBs3Dh4eHmaIzDg48kRERER6a++JuZqaGp2vk5iY2OnWPzF5IqvT2Nho6RC0subYiIiMxZr7OmuIjckTWZ3ONHRLRNQVsR9uH9c8EREREemBI09kFaRSKeRyuaXD0ItUKrV0CERERsN+WHdMnsgqSCQSyGQyS4dBRNRtsR/WHaftiIiIiPTA5ImICMDu3bsRFham9vH29oaDg0O7ZdpMmjQJhYWFv/m9EokEoaGhavvhnD17FjExMQgMDMTjjz+OsrIyVVl8fDxcXFywdu1aCCEwfPhwnD9/vmM3T0R6YfJERARg/PjxKC0tVX0KCgoglUqxdu3adss0KSoqwvXr1xEdHa3Tdx85cgRjx45VHc+cORMzZsxARUUF0tLSkJqaqio7ePAgxo8fD+B+4vXGG29g2bJlHbhzItIXkyciogcoFApMnToVTz75JF555RWdy5RycnIwdepU1fHo0aMxf/581fGNGzfg5uaGurq6Nm2vXLmCkpISJCUlAQAmT56M8+fPq72RvrVx48YhPz8fDQ0N+t4mERmIyRMR0QPeffdd1NfX45NPPtGrTKmgoAAxMTGq471792Lfvn04ffo0AGDjxo1ISEhAnz592rStqqqCl5cX7OzuP88jkUjg4+ODyspKjd/Vo0cPhISE4PDhw3rdIxEZjskTEVEru3btQm5uLrZv3w57e3udy1qrrq6Gp6en6tjW1hYpKSnYvHkzFAoFsrKyMHfuXK3tJRKJ2nF7r8EAAE9PT1RXV7dbh4iMh1sVEBH9y5kzZ5CamoqdO3fCy8tL57IHSaVS3Lp1C87OzqpzSUlJiIqKQkxMDDw8PDB06FCNbfv374/q6mq0tLTAzs4OQghUVVXBx8dH6/fdvn0bvXr10uNOiagjOPJERASgoaEBEydOxLJlyxAbG6tzmSahoaEoLy9XO+ft7Y2goCDMmjUL8+bN09rW3d0d4eHh2Lp1KwBg+/bt8PX1ha+vr9Y2p0+fxuDBg38zLiIyDiZPREQAsrKycObMGaxfv77NtgRr1qzRWnb58uU213ruueewZ8+eNuenTZsGhUKByZMntxtLTk4OcnJyEBgYiMzMTOTm5mqtq1xIHhISot8NE5HBJOK3JtOJiDqxfv364dKlS/D29jbbuqCGhgZER0fj2LFjajs2FxQUYOHChSguLladk0gkaGhogKOjo87XT05ORkREBObOnYv09HQEBASobWdARKbFkSciIiNzcnLCxx9/rNPmlR4eHhg2bJjaJpntiY+Px6FDh1RJmZeXF1JSUjoULxHphyNPRNSlWWLkiYi6No48EREREemByRMRERGRHpg8EREREemByRMRERGRHpg8EREREemBr2chqyCEQFNTk6XD0ItUKm3zDjIios6K/bDumDyRVWhqatJrk0BrIJfL1TZAJCLqzNgP647TdkRERER64MgTWZ3a2lqrHdFpbGyEh4eHpcMgIjIp9sPtY/JEVkcmk1ntDy0RUXfAfrh9nLYjIiIi0gOTJyIiIiI9MHkiIiIi0gOTJyIiIiI9MHkiIiIigxQUFEAikah9HB0dMWTIEHz00UdoaWmxdIgmwaftiIiIqEMSExORkJAAIQRqamqwZcsWLFiwAKdPn8ann35q6fCMjskTERERdUhYWBiSkpJUx7Nnz0ZwcDA2bNiA5cuXw83NzYLRGR+n7Yzsm2++wVNPPQVXV1dIpVIMGjQIK1euxJ07dywdGhERkVnIZDJERkZCCIFz585ZOhyjY/JkRB9++CHGjBmDffv2wcnJCY888gjKy8uxePFixMXF4datW5YOkYiIyCyUSZOrq6uFIzE+Jk9GUlRUhEWLFkEikWDTpk24cOECTpw4gfLycvj7+6OwsBBvvfWWpcMkIiIyuqamJtTV1eHq1as4deoU5syZgxMnTuCxxx5DQECApcMzOiZPRpKRkQEhBFJSUpCcnKw67+fnh9zcXABAdnY2rly5YqEIuwflkx+ZmZla6zg6OiIuLs58QRERdXEZGRlwc3ODu7s7QkNDsW7dOkyYMAG7d++2dGgmweRJi7q6OixcuBB+fn5wcHBA//798eabb+LWrVtISkqCRCLBhg0bAAANDQ345ptvAACvvvpqm2s98cQTCAwMxJ07d7rs/0hE1uSnn35CSkoKBgwYgMuXLwMA6uvrceTIEQghLBwdmdq9e/ewe/duPP300/D29oarqysCAgKwaNGiLrn+xhqkpqZi//792LNnD1atWgVXV1fU1taiV69eqjrNzc0ICQnBihUr1NomJyfj6aefNnfIHSOojX/84x/Cw8NDABAymUyEh4cLd3d3AUBMmjRJRERECACiqKhICCHEoUOHBADRs2dPcffuXY3XnD59ugAgUlNTzXkrnYZcLhcABAAhl8sNvs7BgwcFALFy5UqtdWQymRgxYoRB1zdWnGQaV69eFfHx8ap/I02f6OhocfnyZUuHSiZSUlIifv/732v995dIJGL69OmiubnZ0qFaHUP6N219bmFhobCxsREvvvii2vnjx48LmUwmSktLhRBCfPXVV8LFxUVcunTJpHEaG0eeHlBXV4eEhATU1tYiLS0NNTU1KCkpQW1tLTIyMrBjxw6UlpbCxsYGISEhAICKigoAwIABA2Bnp3n3Bz8/P7W6RGRc9fX1eOKJJ3Dw4MF26xUWFmLYsGGoqakxU2RkLsXFxXjiiSdw/vx5rXWEENi4cSMmTpzYZTdwtAZRUVFISkrCtm3bcPToUdX5IUOGIC0tDS+99BKqq6sxc+ZMZGVlwcvLy4LR6o/J0wNef/11VFVVYcGCBXj//ffh6OioKluyZAmCgoLQ0tKCwMBA1XDktWvXAADOzs5ar6ssU9Yl01IuXtT0oa7plVdewenTp3Wqe/78eUybNs3EEZE5NTc349lnn4VcLtepfn5+fpvpIzKupUuXwtbWFkuXLlU7v3jxYtjb2yM8PBxxcXGYMmWKhSI0HJOnVsrKypCXlwd3d3dkZGS0KZdIJBg6dCgAYPDgwarzt2/fBgDY29trvXbPnj0BQG27Ak3b2kskEoSFhRnjdro15eJFTZ/GxkZLh0dGdv78eezcuVOvNgcOHMDPP/9smoDI7L788kvV+jZdZWVlcQ8+E/L398eUKVNw4MAB/PDDD6rzdnZ2iI2NRV1dHVJSUiwYoeG4w3grn3/+ORQKBZKSkiCVSjXWUSZBrZMnBwcHAGj3h7C5uRkA1BbPKWVlZWHIkCGqY5lMpn/wpCY1NVXrXzPjxo0zczRkajk5OQYtBM/OzkZWVpYJIiJzW7dund5trly5gh07dnTKkY/OYsmSJdi2bRveeecd1ZT64cOHkZubi7lz52L+/PkoLS3V+LvRmjF5auXbb78FAMTHx2utU11dDUA9edJlSq69qb2BAwciKipK/4C1iIiI6HTrORQKhVGv5+/vj1GjRmkss7W1Ncp3BAQEwMaGg7fWwNDp2PXr12PXrl1GjobMTQih96iT0quvvoqFCxcaOaLOyZB+OC4urt0/XIKDg3Hv3j3VcWNjI15++WWsXLkSr732GkaMGIH09HSsXr3aoJg70g97enqiuLjYoLZMnlq5ePEiAMDX11djeXNzM44dOwZAPXkKDAxUtW9padG4aFz5eKyyrinV1NTg0qVLJv+e7u7XX3+1dAjUQXfv3uXPSjcnl8t1XidFHbdgwQL4+vpi9uzZkEgk2Lx5M8LCwjBx4kSD9t+zVD/M5KkV5VoY5RqmB23duhU3btyAq6srvL29VefDw8Nhb2+P5uZmFBcXaxxF+vHHHwEAkZGRbcoSExNRV1eHPn36YPz48Xj//ffh4uJi8H14enoa3NZSFApFp0tG+vbty5EnK1FXV6eaGteHvb19l3thaXd1+fJlg6ZuHR0d8bvf/c4EEXU+pu6H9+7di7y8PJw8eRISiQTA/SfRMzMzkZKSgpMnT8LJyUmva3akH+7Q70qLbJBgpQICAgQAkZ2d3aassrJSuLm5CQAiPj6+TfkzzzwjAIjp06e3KVPuA2Vvby9qa2tV50tKSsTChQvF3/72N3Hw4EGxYsUK4eTkJAYNGiRu375t3JuzctzniTri448/bndvJ22fjIwMS4dORjJ58mSD/h8oKCiwdOhWo7P0b9YQJ/9sbkW5RmbFihVq+zEdPXoUI0eOxPXr1wGoT9kpvf3226r32n322Weq8+fOnUNqaioAYObMmXB3d1eVhYeHY9WqVUhISEBcXBzeeustfP755zh16hS2bdtmilsk6pJefvllrQ95aNOjRw+88sorJoqIzG327Nl6t3n00UfxxBNPmCAa6uqYPLWSnp4OZ2dnVFVV4dFHH8WgQYPg7++P6OhoBAcHIzY2FoDm5CkqKgqZmZkQQiA5ORm+vr4IDw9HUFAQfvnlF0RGRrb7vjWlhIQEODo64qeffjL6/RF1Vb1798a8efP0avPKK690yilu0iw+Ph4xMTF6tVmyZIlq+ohILxYZ77JiP//8sxg7dqxwdHQUTk5OIioqSmzYsEEoFArRt29fAUCUlJRobb93714xevRo0bt3b+Hg4CAGDhwoli9frvM0nEKhEDKZTMyZM8dYt9QpWMMwrC46S5zdUUtLi3j++ed1mqoZO3YsX8/RBV25ckUEBwfr9P/AsmXLLB2u1eks/Zs1xMkF4w949NFH8fe//73N+fr6evz666+ws7PDwIEDtbYfM2YMxowZY/D37969G42NjRoXlhORdra2tti2bRsGDhyITz75ROPWIQ899BBee+01ZGRkoEePHhaIkkzJzc0Nhw8fxuuvv468vDzcvXu3TZ0BAwbgvffeQ3JysvkDpC5DIgRfMa6LQ4cOIS4uDiEhITh16pRRrjlt2jQEBAQgLCwMUqkUhYWF+OCDDxAYGIjCwsJ2dyzvahobG1WvwpHL5Va7UWhnibO7u3XrFvLy8vDdd9+hoaEBjo6OGD58OP7whz+ovXKJuq7a2lps2rQJf/zjH3Hr1i1IpVLk5eXh6aefNtpeb11NZ+nfrCFOrnnSkTJh0rTeyVADBw7Ef//3fyMpKQljx47Fpk2bMHPmTBQUFHSrxInI2Hr16oXk5GRs2bIFX331Ff7yl79gxowZTJy6EQ8PD6Snp6u2fXF2dkZCQgITJyPKz8/HwIEDERYWhujoaLUHrSQSCUJDQ5Gfnw/g/jYI8+bNg5+fH/z9/dV2hM/Ly8PAgQPRp08fs9+DoZg86cgUydNbb72FU6dO4ebNm7hz5w7+93//F3/605/03ueCiIjI3ObMmYOsrCyUlpZi1KhRyM7OVis/cuQIxo4dC+D+PollZWWoqKhAUVERPvjgA5SXlwO4v9ehMsnqLJg86UiZPIWGhlo4EiIiIsu7ePEiIiIi0NjYiOPHj+Phhx/WWjcvLw+zZs2Cra0tXFxc8MILL+CLL74wY7TGxeRJR0eOHIEQokOLwYmIiLoKIQQOHz4MDw8PlJSUtPv7sbKyEgMGDFAd+/r6orKy0hxhmgSTJyIiIjJIbGwsbt68iXXr1mH48OGqzaQ1ab2nVmd/Vo3JExERERnMxsYGkyZNgouLi9qi8dZ8fHxw4cIF1fHFixfh4+NjpgiNj8kTERERGeTrr78GcH9arqamBn5+fhrrPf/888jJycG9e/dQX1+PvLw8JCYmmjNUo+ImmURERGSQ1atX47333oOtrS3WrFkDV1dXjfWmTZuGn376CYGBgQCARYsWITg42JyhGhWTJyIiIjLI/v37ddo/zdbWFllZWWaIyDw4bUdERERG5eHhgWHDhum0f1NeXh7GjRsHDw8PM0RmHBx5IiIiIr2198RcTU2NztdJTEzsdOufmDyR1WlsbLR0CFpZc2xERMZizX2dNcTG5ImsTmcauiUi6orYD7ePa56IiIiI9MCRJ7IKUqkUcrnc0mHoRSqVWjoEIiKjYT+sOyZPZBUkEglkMpmlwyAi6rbYD+uO03ZEREREemDyREREBGD37t0ICwtT+3h7e8PBwaHdMm0mTZqEwsLC3/xeiUSC0NBQtT2Rzp49i5iYGAQGBuLxxx9HWVmZqiw+Ph4uLi5Yu3YthBAYPnw4zp8/37GbJ70weSIiIgIwfvx4lJaWqj4FBQWQSqVYu3Ztu2WaFBUV4fr164iOjtbpu48cOYKxY8eqjmfOnIkZM2agoqICaWlpSE1NVZUdPHgQ48ePB3A/8XrjjTewbNmyDtw56YvJExER0QMUCgWmTp2KJ598Eq+88orOZUo5OTmYOnWq6nj06NGYP3++6vjGjRtwc3NDXV1dm7ZXrlxBSUkJkpKSAACTJ0/G+fPnceHCBY3fNW7cOOTn56OhoUHf2yQDMXkiIiJ6wLvvvov6+np88sknepUpFRQUICYmRnW8d+9e7Nu3D6dPnwYAbNy4EQkJCejTp0+btlVVVfDy8oKd3f1nuiQSCXx8fFBZWanxu3r06IGQkBAcPnxYr3skwzF5IiIiamXXrl3Izc3F9u3bYW9vr3NZa9XV1fD09FQd29raIiUlBZs3b4ZCoUBWVhbmzp2rtb1EIlE7bu9VKADg6emJ6urqduuQ8XCrAiIion85c+YMUlNTsXPnTnh5eelc9iCpVIpbt27B2dlZdS4pKQlRUVGIiYmBh4cHhg4dqrFt//79UV1djZaWFtjZ2UEIgaqqKvj4+Gj9vtu3b6NXr1563Cl1BEeeiIiIADQ0NGDixIlYtmwZYmNjdS7TJDQ0FOXl5WrnvL29ERQUhFmzZmHevHla27q7uyM8PBxbt24FAGzfvh2+vr7w9fXV2ub06dMYPHjwb8ZFxsHkiYiICEBWVhbOnDmD9evXt9mWYM2aNVrLLl++3OZazz33HPbs2dPm/LRp06BQKDB58uR2Y8nJyUFOTg4CAwORmZmJ3NxcrXWVC8lDQkL0u2EymET81kQqERFRJ9WvXz9cunQJ3t7eZl0T1NDQgOjoaBw7dkxt1+6CggIsXLgQxcXFqnMSiQQNDQ1wdHTU+frJycmIiIjA3LlzkZ6ejoCAALXtDMi0OPJERERkZE5OTvj444912rzSw8MDw4YNU9sksz3x8fE4dOiQKinz8vJCSkpKh+Il/XDkiYiIuixLjTxR18aRJyIiIiI9MHkiIiIi0gOTJyIiIiI9MHkiIiIi0gOTJyIiIiI9MHkiIiIi0gPfbUdWQQiBpqYmS4ehF6lU2ublnUREnRX7Yd0xeSKr0NTUpNfuutZALper7RxMRNSZsR/WHaftiIiIiPTAkSeyOrW1tVY7otPY2AgPDw9Lh0FEZFLsh9vH5Imsjkwms9ofWiKi7oD9cPs4bUdERESkByZPRERERHpg8kRERESkByZPRERERHpg8kREREQGKSgogEQiUfs4OjpiyJAh+Oijj9DS0mLpEE2CT9sRERFRhyQmJiIhIQFCCNTU1GDLli1YsGABTp8+jU8//dTS4RkdkyciIiLqkLCwMCQlJamOZ8+ejeDgYGzYsAHLly+Hm5ubBaMzPk7bGdk333yDp556Cq6urpBKpRg0aBBWrlyJO3fuWDo0IiIis5DJZIiMjIQQAufOnbN0OEbH5MmIPvzwQ4wZMwb79u2Dk5MTHnnkEZSXl2Px4sWIi4vDrVu3LB0iERGRWSiTJldXVwtHYnxMnoykqKgIixYtgkQiwaZNm3DhwgWcOHEC5eXl8Pf3R2FhId566y1Lh0lERGR0TU1NqKurw9WrV3Hq1CnMmTMHJ06cwGOPPYaAgABLh2d0TJ6MJCMjA0IIpKSkIDk5WXXez88Pubm5AIDs7GxcuXLFQhF2D8onPzIzM7XWcXR0RFxcnPmCIrMTQuCHH37AsmXLsHDhQrz33nv47rvvIISwdGhkJnfu3MF///d/4+bNmwCAhoYGlJWVWTiqrisjIwNubm5wd3dHaGgo1q1bhwkTJmD37t2WDs0kmDxpUVdXh4ULF8LPzw8ODg7o378/3nzzTdy6dQtJSUmQSCTYsGEDgPs/lN988w0A4NVXX21zrSeeeAKBgYG4c+dOl/0ficha/OUvf0FoaCieeOIJvPfee/jwww+xbNkyPPnkk6oFrEyiuq47d+7gvffew4ABA/DCCy+goaEBAHDz5k08+uijiI+Px8GDBy0cZdeTmpqK/fv3Y8+ePVi1ahVcXV1RW1uLXr16qeo0NzcjJCQEK1asUGubnJyMp59+2twhd4ygNv7xj38IDw8PAUDIZDIRHh4u3N3dBQAxadIkERERIQCIoqIiIYQQhw4dEgBEz549xd27dzVec/r06QKASE1NNeetdBpyuVwAEACEXC43+DoHDx4UAMTKlSu11pHJZGLEiBEGXd9YcZLxKRQKkZaWpvr3ae/z2muvCYVCYemQycgaGxvFyJEjf/Pf39bWVnz22WeWDtfqGNK/aetzCwsLhY2NjXjxxRfVzh8/flzIZDJRWloqhBDiq6++Ei4uLuLSpUsmjdPYOPL0gLq6OiQkJKC2thZpaWmoqalBSUkJamtrkZGRgR07dqC0tBQ2NjYICQkBAFRUVAAABgwYADs7zbs/+Pn5qdUlIuP65JNP8MEHH+hUNzs7G8uXLzdxRGRu06ZNw3ffffeb9e7du4fp06fjwIEDZoiqe4qKikJSUhK2bduGo0ePqs4PGTIEaWlpeOmll1BdXY2ZM2ciKysLXl5eFoxWf0yeHvD666+jqqoKCxYswPvvvw9HR0dV2ZIlSxAUFISWlhYEBgaqhiOvXbsGAHB2dtZ6XWWZsi6ZlnLxoqYPdT23bt3CH//4R73aZGZm4saNGyaKiMytuLgYO3bs0Ln+vXv38M4775gwIlq6dClsbW2xdOlStfOLFy+Gvb09wsPDERcXhylTplgoQsMxeWqlrKwMeXl5cHd3R0ZGRptyiUSCoUOHAgAGDx6sOn/79m0AgL29vdZr9+zZEwA0blfw1VdfISYmBjKZDL/73e8wbNgw/M///E+H7qW7Uy5e1PRpbGy0dHhkZHl5eaivr9erTWNjI7Zs2WKiiMjcsrOz9W5TWFiIEydOmCAaAgB/f39MmTIFBw4cwA8//KA6b2dnh9jYWNTV1SElJcWCERqOyVMrn3/+ORQKBZKSkiCVSjXWUSZBrZMnBwcHAGh3I8zm5mYAUFs8B9yfanjhhRcQGxuL3bt3Y9u2bRg1ahT3hOog5eJFTR/lvxd1Hdu3bzeo3ZdffmnkSMhSDP1/wNB2pJslS5bAxsZGbZTv8OHDyM3Nxdy5czF//vxO+fuOr2dp5dtvvwUAxMfHa61TXV0NQD150mVKTtPU3rlz57Bo0SJ89NFHmDt3rur82LFjDYj+/0RERKCmpqZD1zA3hUJh1Ov5+/tj1KhRGstsbW2N8h0BAQGwseHfH9bg6tWrBrU7cuQI+vXrZ+RoyNyEEAZPwX788cfYvHmzcQPqpAzph+Pi4tp9ejU4OBj37t1THTc2NuLll1/GypUr8dprr2HEiBFIT0/H6tWrDYq5I/2wp6cniouLDWrL5KmVixcvAgB8fX01ljc3N+PYsWMA1JOnwMBAVfuWlhaNi8aVO60q6wLAxo0b0aNHD43bG3RETU0NLl26ZNRrUlu//vqrpUOgDmppaeHPSjfX2NjIqXwzWrBgAXx9fTF79mxIJBJs3rwZYWFhmDhxokH771mqH2by1IryB0i5hulBW7duxY0bN+Dq6gpvb2/V+fDwcNjb26O5uRnFxcWIiopq0/bHH38EAERGRqrOHTlyBI888gi2bt2K//iP/0BVVRUCAgLwzjvv4MUXXzT4Pjw9PQ1uaykKhaLTJSN9+/blyJOVuH79ukG/AHv16gUXFxcTRETmVltbi5aWFr3b9e7dGzKZzAQRdT6m7of37t2LvLw8nDx5EhKJBMD9J9EzMzORkpKCkydPwsnJSa9rdqQf7tDvSotskGClAgICBACRnZ3dpqyyslK4ubkJACI+Pr5N+TPPPCMAiOnTp7cpU+4DZW9vL2pra1XnH3nkEeHo6Cjc3NzExo0bxf79+8WUKVMEALF//37j3pyV4z5P1BH/+Mc/dNrf6cHP4cOHLR06GUlWVpbe//5OTk6ioaHB0qFbjc7Sv1lDnPyzuRXlGpkVK1ao7cd09OhRjBw5EtevXwegPmWn9Pbbb6vea/fZZ5+pzp87dw6pqakAgJkzZ8Ld3V1Vdu/ePcjlcnz66adISUnBqFGj8Ne//hWDBg3S+LQfEWmm3FFcH+Hh4YiOjjZRRGRuSUlJeOihh/Rqk5KSorYdDZGumDy1kp6eDmdnZ1RVVeHRRx/FoEGD4O/vj+joaAQHByM2NhaA5uQpKioKmZmZEEIgOTkZvr6+CA8PR1BQEH755RdERka2ed+a8k3TrRc2SyQSjBw5Ej///LMJ75So69m8eTM8PDx0quvs7Iy//vWvqqkD6vweeughbNu2TecHQoYMGcKNUslgTJ5a8fHxwQ8//ICxY8fCwcEBFy9ehJubGzZs2IBdu3ahvLwcgObkCQDS0tKwd+9ejB49Gjdu3EB5eTkCAwOxfPlyHDp0qM32B48++igAtHlSQaFQaF13Re1TPvmRnp6utY5cLkdBQYH5giKz+P3vf4/vv/9etZu/Nv3798ehQ4cQFBRkpsjIXMaOHYudO3f+5mjSiBEjcODAAY46kcEk4sHf3KRRfX09XF1dYWdnB7lcrtrvqSN2796NZ599Ftu3b8ekSZMA3E+cQkND0adPn271C76xsVHVkcnlcqtdwNlZ4uzO7ty5g6+++gpZWVlqG/P16NEDubm5eP7557nXVxd37do1bN68GdnZ2Th79iyA+1uUjB8/HrNnz8aTTz7JUUcNOkv/Zg1xcuRJR6dOnQIABAUFGSVxAoBx48Zh+PDhmDFjBtavX4+9e/ciMTERp0+f5msDiAxkb2+PxMREfP/997hz5w769u0LAHB3d8e0adOYOHUDzs7OeOONN1BRUYFbt27h2rVraG5uxo4dOzBq1CgmTkaSn5+PgQMHIiwsDNHR0WprhSUSCUJDQ5Gfnw/g/sDAvHnz4OfnB39/f6xbt05VNy8vDwMHDkSfPn3Mfg+GYvKkI2XypG3KzhASiQS7d+/GpEmT8NZbb+HZZ59FZWUl8vPzMXLkSKN9D1F31aNHD24n0c05ODigd+/eRtscl/7PnDlzkJWVhdLSUowaNarNK3KOHDmi2vR569atKCsrQ0VFBYqKivDBBx+olsIkJiaqkqzOgr2KjkyRPAH39xj59NNPUVdXp9qEc8yYMUb9DiIiImO7ePEiIiIi0NjYiOPHj+Phhx/WWjcvLw+zZs2Cra0tXFxc8MILL+CLL74wY7TGxeRJR8rkKTQ01MKREBERWZ4QAocPH4aHhwdKSkra/cO/srISAwYMUB37+vqisrLSHGGaBHcY19GRI0csHQIREZFViY2Nxc2bN7Fz504MHz4cZ86cQe/evTXWbb3WrLM/q8aRJyIiIjKYjY0NJk2aBBcXF7VF4635+PjgwoULquOLFy/Cx8fHTBEaH5MnIiIiMsjXX38N4P60XE1NjdZ91p5//nnk5OTg3r17qK+vR15eHhITE80ZqlFx2o6IiIgMsnr1arz33nuwtbXFmjVrVG/OeNC0adPw008/ITAwEACwaNEiBAcHmzNUo2LyRERERAbZv3+/Tju129raIisrywwRmQen7YiIiMioPDw8MGzYMJ32b8rLy8O4ceN0fjelNeDIExEREemtvSfmampqdL5OYmJip1v/xJEnIiIiIj1w5ImsTmNjo6VD0MqaYyMiMhZr7uusITYmT2R1OtO8NxFRV8R+uH2ctiMiIiLSA0eeyCpIpVLI5XJLh6EXqVRq6RCIiIyG/bDumDyRVZBIJJDJZJYOg4io22I/rDtO2xERAdi9ezfCwsLUPt7e3nBwcGi3TJtJkyahsLDwN79XIpEgNDRUbT+cs2fPIiYmBoGBgXj88cdRVlamKouPj4eLiwvWrl0LIQSGDx+O8+fPd+zmiUgvTJ6IiACMHz8epaWlqk9BQQGkUinWrl3bbpkmRUVFuH79OqKjo3X67iNHjmDs2LGq45kzZ2LGjBmoqKhAWloaUlNTVWUHDx7E+PHjAdxPvN544w0sW7asA3dORPpi8kRE9ACFQoGpU6fiySefxCuvvKJzmVJOTg6mTp2qOh49ejTmz5+vOr5x4wbc3NxQV1fXpu2VK1dQUlKCpKQkAMDkyZNx/vx5tTfStzZu3Djk5+ejoaFB39skIgMxeSIiesC7776L+vp6fPLJJ3qVKRUUFCAmJkZ1vHfvXuzbtw+nT58GAGzcuBEJCQno06dPm7ZVVVXw8vKCnd39JakSiQQ+Pj6orKzU+F09evRASEgIDh8+rNc9EpHhmDwREbWya9cu5ObmYvv27bC3t9e5rLXq6mp4enqqjm1tbZGSkoLNmzdDoVAgKysLc+fO1dpeIpGoHbf3GgwA8PT0RHV1dbt1iMh4+LQdEdG/nDlzBqmpqdi5cye8vLx0LnuQVCrFrVu34OzsrDqXlJSEqKgoxMTEwMPDA0OHDtXYtn///qiurkZLSwvs7OwghEBVVRV8fHy0ft/t27fRq1cvPe6UiDqCI09ERAAaGhowceJELFu2DLGxsTqXaRIaGory8nK1c97e3ggKCsKsWbMwb948rW3d3d0RHh6OrVu3AgC2b98OX19f+Pr6am1z+vRpDB48+DfjIiLjYPJERAQgKysLZ86cwfr169tsS7BmzRqtZZcvX25zreeeew579uxpc37atGlQKBSYPHlyu7Hk5OQgJycHgYGByMzMRG5urta6yoXkISEh+t0wERlMIn5rMp2IqBPr168fLl26BG9vb7OtC2poaEB0dDSOHTumtulgQUEBFi5ciOLiYtU5iUSChoYGODo66nz95ORkREREYO7cuUhPT0dAQIDadgZEZFoceSIiMjInJyd8/PHHOm1e6eHhgWHDhqltktme+Ph4HDp0SJWUeXl5ISUlpUPxEpF+OPJERF2aJUaeiKhr48gTERERkR6YPBERERHpgckTERERkR6YPBERERHpgckTERERkR6YPBERERHpge+2I6sghEBTU5Olw9CLVCpt8wJXIqLOiv2w7pg8kVVoamrSa4dlayCXy9V2jyYi6szYD+uO03ZEREREeuDIE1md2tpaqx3RaWxshIeHh6XDICIyKfbD7WPyRFZHJpNZ7Q8tEVF3wH64fZy2IyIiItIDkyciIiIiPTB5IiIiItIDkyciIiIiPTB5IiIiIoMUFBRAIpGofRwdHTFkyBB89NFHaGlpsXSIJsGn7YiIiKhDEhMTkZCQACEEampqsGXLFixYsACnT5/Gp59+aunwjI7JExEREXVIWFgYkpKSVMezZ89GcHAwNmzYgOXLl8PNzc2C0Rkfp+2M7JtvvsFTTz0FV1dXSKVSDBo0CCtXrsSdO3csHRoREZFZyGQyREZGQgiBc+fOWToco2PyZEQffvghxowZg3379sHJyQmPPPIIysvLsXjxYsTFxeHWrVuWDpGIiMgslEmTq6urhSMxPiZPRlJUVIRFixZBIpFg06ZNuHDhAk6cOIHy8nL4+/ujsLAQb731lqXDJCIiMrqmpibU1dXh6tWrOHXqFObMmYMTJ07gscceQ0BAgKXDMzomT0aSkZEBIQRSUlKQnJysOu/n54fc3FwAQHZ2Nq5cuWKhCLsH5ZMfmZmZWus4OjoiLi7OfEGRRSgUClRWVuLu3bsAACGEhSMic2tubsb//u//oqysDDU1NZYOp0vLyMiAm5sb3N3dERoainXr1mHChAnYvXu3pUMzCSZPWtTV1WHhwoXw8/ODg4MD+vfvjzfffBO3bt1CUlISJBIJNmzYAABoaGjAN998AwB49dVX21zriSeeQGBgIO7cudNl/0cishbXrl3DRx99hKCgIAwYMED1B0ttbS3ef/99XL161cIRkqmdO3cOixYtgpeXF/z8/PDoo4+ib9++iIqKwpYtW3D79m1Lh9jlpKamYv/+/dizZw9WrVoFV1dX1NbWolevXqo6zc3NCAkJwYoVK9TaJicn4+mnnzZ3yB0jqI1//OMfwsPDQwAQMplMhIeHC3d3dwFATJo0SURERAgAoqioSAghxKFDhwQA0bNnT3H37l2N15w+fboAIFJTU815K52GXC4XAAQAIZfLDb7OwYMHBQCxcuVKrXVkMpkYMWKEQdc3VpxkGseOHRNubm6qfyNNn969e4tDhw5ZOlQykdzcXGFra9vu/wMhISGisrLS0qFaHUP6N219bmFhobCxsREvvvii2vnjx48LmUwmSktLhRBCfPXVV8LFxUVcunTJpHEaG0eeHlBXV4eEhATU1tYiLS0NNTU1KCkpQW1tLTIyMrBjxw6UlpbCxsYGISEhAICKigoAwIABA2Bnp3n3Bz8/P7W6RGRcJ0+exKhRo35zZOn69et46qmnUFRUZKbIyFy2bNmC1NRU3Lt3r916P//8M0aOHIm6ujozRdb9REVFISkpCdu2bcPRo0dV54cMGYK0tDS89NJLqK6uxsyZM5GVlQUvLy8LRqs/Jk8PeP3111FVVYUFCxbg/fffh6Ojo6psyZIlCAoKQktLCwIDA1XDkdeuXQMAODs7a72uskxZl0xLuXhR04e6HvGv9YYNDQ061b916xamTZsGhUJh4sjIXOrq6jBjxgyd6//yyy/4f//v/5kwIlq6dClsbW2xdOlStfOLFy+Gvb09wsPDERcXhylTplgoQsMxeWqlrKwMeXl5cHd3R0ZGRptyiUSCoUOHAgAGDx6sOq+cP7e3t9d67Z49ewKA2nYFcXFxbba1V35mzZpllHvqrpSLFzV9GhsbLR0eGVlRURFKSkr0alNRUYHvvvvORBGRuW3atAnNzc16tfnrX//KP2hNyN/fH1OmTMGBAwfwww8/qM7b2dkhNjYWdXV1SElJsWCEhuMO4618/vnnUCgUSEpKglQq1VhHmQS1Tp4cHBwAoN2NMJU/1K0Xz61btw43b95Uq/f3v/8d//Ef/4GEhATDboIA3F+8qO2vmXHjxpk5GjK19evXG9Tu008/xahRo4wcDVmCIf8P3L59G1u3bsW8efNMEBEB92dstm3bhnfeeQcHDx4EABw+fBi5ubmYO3cu5s+fj9LSUrXfjZ0Bk6dWvv32WwBAfHy81jrV1dUA1JMnXabkNE3tDRw4sE095Tb2Tz31lB6Rq4uIiOh0j+Uae/rE399f6y9FW1tbo3xHQEAAbGw4eGsNDH2CbufOnejXr5+RoyFzE0Lg8uXLBrV966238P777xs5os7JkH44Li6u3W1AgoOD1dagNTY24uWXX8bKlSvx2muvYcSIEUhPT8fq1asNirkj/bCnpyeKi4sNasvkqZWLFy8CAHx9fTWWNzc349ixYwDUk6fAwEBV+5aWFo2LxpU7rSrranL16lXs3bsXs2fP1rrwXBc1NTW4dOmSwe1JN7/++qulQ6AOunv3Ln9WurnGxkZO5ZvRggUL4Ovri9mzZ0MikWDz5s0ICwvDxIkTDdp/z1L9MJOnVpQ/QNr2ANm6dStu3LgBV1dXeHt7q86Hh4fD3t4ezc3NKC4uRlRUVJu2P/74IwAgMjJS6/dv27YNLS0tmDZtWkduA56enh1qbwkKhaLTJSN9+/blyJOV+Oc//2nQ3j09e/ZEnz59TBARmduvv/5q0MiJk5MTHnroIRNE1PmYuh/eu3cv8vLycPLkSUgkEgD3n0TPzMxESkoKTp48CScnJ72u2ZF+uEO/Ky2yQYKVCggIEABEdnZ2m7LKykrV/jHx8fFtyp955hkBQEyfPr1NmXIfKHt7e1FbW6v1+yMiIkRwcHDHbqKT4j5P1BH/9V//1e6+Pto+ubm5lg6djGTu3LkG/T9QXl5u6dCtRmfp36whTv7Z3IpyjcyKFSvU9mM6evQoRo4cievXrwNQn7JTevvtt1Xvtfvss89U58+dO4fU1FQAwMyZM+Hu7q7xu8vLy1FcXNzhUSei7mjChAl6/xXZu3fvTvmINGn22muv6d1m1KhReOSRR0wQDXV1TJ5aSU9Ph7OzM6qqqvDoo49i0KBB8Pf3R3R0NIKDgxEbGwtAc/IUFRWFzMxMCCGQnJwMX19fhIeHIygoCL/88gsiIyPbfd/aX/7yF0gkEkydOtVk90fUVfXo0QOrVq3Sq82KFSu0PlVLnc/AgQM1vh5LGwcHByxfvtyEEVGXZpHxLiv2888/i7FjxwpHR0fh5OQkoqKixIYNG4RCoRB9+/YVAERJSYnW9nv37hWjR48WvXv3Fg4ODmLgwIFi+fLl4vbt21rbKBQKMWDAAI3Tgd2FNQzD6qKzxNldffzxxzpN1WRkZFg6VDKBO3fuiClTpvzmv79UKhX5+fmWDtfqdJb+zRrilAjBV43ror6+Hq6urrCzs4NcLlft92QMhw4dQlxcHDZu3NhpNwzrqMbGRtVu7nK5HDKZzMIRadZZ4uzODhw4gFWrVqle1t1afHw83nzzTTzzzDMWiIzMQaFQIDc3F2vWrMGpU6fUynr06IHnn38e6enpGDRokIUitF6dpX+zhjj5tJ2OlD+EQUFBRk2cgPtTdr169cJzzz1n1OsSdUejRo3CqFGjcPbsWRQUFKChoQGOjo6IjY3VuLcadS02NjZ49dVX8corr+DIkSN45plncOPGDfTu3RtnzpzRuu6USB9c86QjZfKkab1TR9y+fRtffvklJkyYoPcjmkSkXUBAAF599VUsWLAAM2bMYOLUzUgkEgwbNkw1QiGTyZg4GVl+fj4GDhyIsLAwREdHqz1oJZFIEBoaivz8fAD3RwTnzZsHPz8/+Pv7Y926daq6eXl5GDhwYKfaNoTJk45MlTw5ODjg+vXr+Otf/2rU6xIREZnSnDlzkJWVhdLSUowaNQrZ2dlq5UeOHMHYsWMB3N8nsaysDBUVFSgqKsIHH3yA8vJyAEBiYqIqyeosmDzpSJk8hYaGWjgSIiIiy7t48SIiIiLQ2NiI48eP4+GHH9ZaNy8vD7NmzYKtrS1cXFzwwgsv4IsvvjBjtMbF5ElHR44cgRACY8aMsXQoREREFieEwOHDh+Hh4YGSkpJ2fz9WVlZiwIABqmNfX19UVlaaI0yTYPJEREREBomNjcXNmzexbt06DB8+XLWZtCbKV7IAaPdlwp0BkyciIiIymI2NDSZNmgQXFxe1ReOt+fj44MKFC6rjixcvwsfHx0wRGh+TJyIiIjLI119/DeD+tFxNTQ38/Pw01nv++eeRk5ODe/fuob6+Hnl5eUhMTDRnqEbFfZ6IiIjIIKtXr8Z7770HW1tbrFmzBq6urhrrTZs2DT/99BMCAwMBAIsWLUJwcLA5QzUqJk9ERERkkP3796v20mqPra0tsrKyzBCReXDajoiIiIzKw8MDw4YN02n/pry8PIwbNw4eHh5miMw4OPJEREREemvvibmamhqdr5OYmNjp1j8xeSKr09jYaOkQtLLm2IiIjMWa+zpriI3JE1mdzjR0S0TUFbEfbh/XPBERERHpgSNPZBWkUinkcrmlw9CLVCq1dAhEREbDflh3TJ7IKkgkEshkMkuHQUTUbbEf1h2n7YiIiIj0wOSJiIgIwO7duxEWFqb28fb2hoODQ7tl2kyaNAmFhYW/+b0SiQShoaFqeyKdPXsWMTExCAwMxOOPP46ysjJVWXx8PFxcXLB27VoIITB8+HCcP3++YzdPemHyREREBGD8+PEoLS1VfQoKCiCVSrF27dp2yzQpKirC9evXER0drdN3HzlyBGPHjlUdz5w5EzNmzEBFRQXS0tKQmpqqKjt48CDGjx8P4H7i9cYbb2DZsmUduHPSF5MnIiKiBygUCkydOhVPPvkkXnnlFZ3LlHJycjB16lTV8ejRozF//nzV8Y0bN+Dm5oa6uro2ba9cuYKSkhIkJSUBACZPnozz58/jwoULGr9r3LhxyM/PR0NDg763SQZi8kRERPSAd999F/X19fjkk0/0KlMqKChATEyM6njv3r3Yt28fTp8+DQDYuHEjEhIS0KdPnzZtq6qq4OXlBTu7+890SSQS+Pj4oLKyUuN39ejRAyEhITh8+LBe90iGY/JERETUyq5du5Cbm4vt27fD3t5e57LWqqur4enpqTq2tbVFSkoKNm/eDIVCgaysLMydO1dre4lEonbc3qtQAMDT0xPV1dXt1iHj4VYFRERE/3LmzBmkpqZi586d8PLy0rnsQVKpFLdu3YKzs7PqXFJSEqKiohATEwMPDw8MHTpUY9v+/fujuroaLS0tsLOzgxACVVVV8PHx0fp9t2/fRq9evfS4U+oIjjwREREBaGhowMSJE7Fs2TLExsbqXKZJaGgoysvL1c55e3sjKCgIs2bNwrx587S2dXd3R3h4OLZu3QoA2L59O3x9feHr66u1zenTpzF48ODfjIuMg8kTERERgKysLJw5cwbr169vsy3BmjVrtJZdvny5zbWee+457Nmzp835adOmQaFQYPLkye3GkpOTg5ycHAQGBiIzMxO5ubla6yoXkoeEhOh3w2QwifitiVQiIqJOql+/frh06RK8vb3NuiaooaEB0dHROHbsmNqu3QUFBVi4cCGKi4tV5yQSCRoaGuDo6Kjz9ZOTkxEREYG5c+ciPT0dAQEBatsZkGlx5ImIiMjInJyc8PHHH+u0eaWHhweGDRumtklme+Lj43Ho0CFVUubl5YWUlJQOxUv64cgTERF1WZYaeaKujSNPRERERHpg8kRERESkByZPRERERHpg8kRERESkByZPRERERHpg8kRERESkB77bjqyCEAJNTU2WDkMvUqm0zcs7iYg6K/bDumPyRFahqalJr911rYFcLlfbOZiIqDNjP6w7TtsRERER6YEjT2R1amtrrXZEp7GxER4eHpYOg4jIpNgPt4/JE1kdmUxmtT+0RETdAfvh9nHajoiIiEgPTJ6IiIiI9MDkiYiIiEgPTJ6IiIjIIAUFBf+fvfuPizHd/wf+mkoy1VmVfijSZ0tbJEW7JaFYx48Tu1ibPbJq28XScrT0saxdTh/kOD7Wjzgh7B6O7Zxll+NH2F1ZS9jQsif59VUKRQdpiqiu7x/OzMdsM5mZppmpeT0fj/njvq/ruud9G3P1nuu+7uuGRCJRetnZ2aFXr15YsWIFamtrjR1is+CEcSIiImqSmJgYREdHQwiB0tJSfPHFF0hKSsKFCxewfv16Y4end0yeiIiIqEmCgoIQGxur2J46dSr8/f2xceNGLFq0CM7OzkaMTv942Y6IiIj0ytbWFqGhoRBC4OrVq8YOR++YPOnZwYMHMXToUDg5OUEqlaJHjx5YsmQJHj9+bOzQiIiIDEaeNDk5ORk5Ev1j8qRHy5cvx5AhQ3DgwAHY29vjpZdeQkFBAebOnYvIyEg8fPjQ2CESERHpXXV1NcrLy3Hnzh2cP38e06ZNw9mzZ/Hyyy+ja9euxg5P75g86cmpU6cwe/ZsSCQSbN68GYWFhTh79iwKCgrg4+ODnJwcfPTRR8YOk4iISO9SUlLg7OwMFxcXBAYGYu3atXj99dexe/duY4fWLJg86UlKSgqEEIiPj0dcXJxiv7e3NzIyMgAA69atw+3bt40UoXmQ3zabmpqqto6dnR0iIyMNFxQZXFlZGRYvXoxXX30VoaGhGDRoEBYuXIibN28aOzQykPz8fEyfPh137twBAJSXl2P9+vWQyWRGjqx1SkhIwKFDh7B//34sW7YMTk5OKCsrQ7t27RR1ampqEBAQgMWLFyu1jYuLw7BhwwwdctMIUunOnTviww8/FC+++KJo27at6NSpk0hKShLV1dVi/PjxAoDYsGGDEEKIBw8eCGtrawFA5OTkqDyer6+vUhtSJpPJBAABQMhkMp2Pc/jwYQFALFmyRG0dW1tbMWDAAJ2Or684qXk8fPhQvPfee6JNmzaKz+nZl6WlpZgwYQI/u1asuLhYDBw4UOXnD0D85je/EYsXLxb19fXGDtXk6NK/qetzc3JyhIWFhXjrrbeU9p8+fVrY2tqKvLw8IYQQX3/9tXB0dBQ3btxo1jj1jSNPKpw7dw4BAQFYvnw5ysrK0K1bNzx+/Bj/+7//i9jYWFy8eBEA0LNnTwDA2bNn8fjxY7Rt2xYhISEqjxkREQEAOHHihGFOgsjMPHr0CMOHD8eGDRvw5MkTlXXq6urw17/+FYMGDeIIRCtUWFiIsLAwfP/992rrPHjwAHPnzsW0adMghDBgdOYlLCwMsbGx2L59u9LfvV69eiE5ORlvv/02SkpKMHnyZKSlpcHd3d2I0WqPydOvlJeXIzo6GmVlZUhOTkZpaSnOnDmDsrIypKSkYOfOncjLy4OFhQUCAgIAAJcuXQIAdOnSBVZWqpfO8vb2VqpLRPr1hz/8AYcPH9ao7smTJzFp0qRmjogMqa6uDtHR0bhx44ZG9detW4e//OUvzRyVeZs/fz4sLS0xf/58pf1z586FtbU1goODERkZiXHjxhkpQt0xefqV6dOno7i4GElJSVi6dCns7OwUZfPmzYOfnx9qa2vh6+uruJZ77949AICDg4Pa48rL5HWpecnv/FD1otbn9u3b2LRpk1ZtvvzySxQWFjZPQGRw+/fvx7/+9S+t2ixbtgz19fXNFBH5+Phg3Lhx+Pbbb3H06FHFfisrK0RERKC8vBzx8fFGjFB3TJ6ekZ+fj8zMTLi4uCAlJaVBuUQiQe/evQH83yU74OnlAgCwtrZWe+y2bdsCQIPlCo4ePYpBgwahQ4cOaN++PcLCwrBz584mn4u5k9/5oepVVVVl7PBIzzIyMtReqlNHCNEqHxthrtauXat1m2vXruHAgQPNEA3JzZs3DxYWFvjkk08U+44dO4aMjAwkJiZixowZLXIZHz6e5Rnbtm1DfX09YmNjIZVKVdaRJ0HPJk82NjYA0OhCmDU1NQCgdOfBzz//jMGDB6N///7YsmUL2rRpg82bN2PMmDH45z//iejo6Cafk7lKSEhQOxQ8YsQIA0dDza2xOS7N0Y5MT1P+D7S4O71MSGRkZKNzx/z9/VFXV6fYrqqqwsSJE7FkyRK8//77GDBgAObMmYOVK1caIly9YfL0jO+++w4AEBUVpbZOSUkJAOXkSZNLcqou7WVmZkIikWDXrl2KpGrw4ME4ceIEtm3bpnPyFBISgtLSUp3aGou+h859fHzw6quvqiyztLTUy3t07doVFhYcvDUFui4Bcvr0aXTq1EnP0ZChCSEUP1C1tXbtWmzfvl3PEbVMhriEmZSUBC8vL0ydOhUSiQRbtmxBUFAQRo0apdMSMk3ph93c3JCbm6tTWyZPzygqKgIAeHl5qSyvqanByZMnASgnT76+vor2tbW1KieNy5epl9cFno5UWVtbK0auAMDCwgL29vZN+k9cWlqq8aRJ0t2tW7eMHQI1UW1tLb8rZq66uhrV1dXGDsMsZGVlITMzE+fOnYNEIgHw9Gaq1NRUxMfH49y5c7C3t9fqmMbqh5k8PUM+F0Y+h+nXtm7dioqKCjg5OcHDw0OxPzg4GNbW1qipqUFubi7CwsIatP3xxx8BAKGhoYp9cXFxWLt2LWbPno3Zs2ejTZs22LRpEy5duqTT9Xs5Nzc3ndsaS319fYtLRjp27MiRJxPx4MEDVFZWat3Ozs4OL7zwQjNERIZWXl6u0+iTo6Oj0nQKc9bc/fDQoUNx//79BvunTZuGadOm6XTMpvTDTflbyeTpGW5ubqisrERubm6D9ZqKi4sVj1cJDAxUKrO3t8fgwYOxd+9ebNiwoUHy9MMPP+DSpUuwtrbGa6+9ptgfEBCAw4cPY9SoUVi+fDmAp0+i/sc//oF+/frpfB66DkMaU1VVldKdjS3B5cuXYWtra+wwCE9/fXp6eqK2tlbjNhKJBHl5eYplRKhl+/rrrzF69Git2nh6euL//b//p7dL+S0d+2HN8WfzM+RzZBYvXqy0HtOJEycwcOBARcb87CU7uY8//ljxXLvPP/9csf/q1atISEgAAEyePBkuLi6KssuXL2Ps2LF4+eWXsW/fPhw8eBBvvvkmxo0bx4msRFro2LEjYmNjtWozatQoJk6tyIgRI5SmRWhi5syZTJxIN0ZZ19xEFRUVCQcHBwFAWFlZiYCAAOHt7S0AiBEjRoioqCgBQGzevFll+6VLlyqWjO/SpYsICgoSVlZWAoAIDQ0VVVVVSvXfeOMN8dJLL4na2lql/VFRUSIoKKi5TtMk8fEs1FRVVVWiT58+ah/L8ewrKChI3L9/39ghk55dvHhRuLi4aPR/YOLEiXxEy6+0lP7NFOLkyNMzPD09cfToUQwfPhw2NjYoKiqCs7MzNm7ciF27dqGgoACA6pEnAEhOTkZWVhYGDx6MiooKFBQUwNfXF4sWLcKRI0caLH9w/vx5BAYGNvjl07t3b1y4cKF5TrKVk982O2fOHLV1ZDIZsrOzDRcUGYRUKsWhQ4cwfvx4tXMgJBIJxowZg+zsbM51aoV8fX2Rk5Ojct6pXLt27TBv3jxs2rRJMWmZSFsSIfhwH03cvXsXTk5OsLKygkwmU6z31BSRkZG4efMm8vPzle7Qi4yMRHFxseIOPXPw7LV2mUxmsnOJWkqc5u769etYv349vv/+e/z000+ora2FnZ0dfv75Z7z44ovGDo8MIDc3F3/5y19w7tw5PHz4EI6Ojhg1ahQmTpzY6NMgzFlL6d9MIU6OPGno/PnzAAA/Pz+9JE7A0zsMLl++jNdffx3//Oc/kZWVhbfffhtHjhzBjBkz9PIeRObI09MT//M//4Pjx4/D1dUVAPDCCy8wcTIjISEh2LhxI06dOoXz58/jyJEj+MMf/sDESY/27duHbt26ISgoCH369FGaKyyRSBAYGIh9+/YBeHon3wcffABvb2/4+Pgo3VGemZmJbt26oUOHDgY/B10xedKQPHlSd8lOF2PHjsU///lPVFRUIC4uDuPGjUNBQQG2bduG6dOn6+19iIiI9G3atGlIS0tDXl4eXn31Vaxbt06p/Pjx4xg+fDiAp0v95Ofn49KlSzh16hT+9Kc/KabCxMTEKJKsloLJk4aaI3kCgOjoaBw9ehT//ve/cf/+fZw6dQq///3v9foeRERE+lZUVISQkBBUVVXh9OnTjY7sZmZmYsqUKbC0tISjoyPefPNNfPnllwaMVr+YPGlInjz9eo0nIiIicySEwLFjx+Dq6oozZ85gyJAhautev34dXbp0UWx7eXnh+vXrhgizWXCRTA0dP37c2CEQERGZlIiICDx48ADffPMN+vXrh4sXL6J9+/Yq6z57d2NLv1eNI09ERESkMwsLC4wePRqOjo5Kk8af5enpicLCQsV2UVERPD09DRSh/jF5IiIiIp3s2bMHwNPLcqWlpWpX7R87dizS09NRV1eHu3fvIjMzEzExMYYMVa942Y6IiIh0snLlSixYsACWlpZYvXo1nJycVNabMGECfvrpJ8UjdGbPng1/f39DhqpXTJ6IiIhIJ4cOHdLoYcKWlpZIS0szQESGwct2REREpFeurq7o27evRus3ZWZmYsSIEYoFbVsCjjwRERGR1hq7Y660tFTj48TExLS4+U9MnsjkVFVVGTsEtUw5NiIifTHlvs4UYmPyRCanJQ3dEhG1RuyHG8c5T0RERERa4MgTmQSpVAqZTGbsMLQilUqNHQIRkd6wH9YckycyCRKJBLa2tsYOg4jIbLEf1hwv2xERERFpgckTERGA3bt3IygoSOnl4eEBGxubRsvUGT16NHJycp77vhKJBIGBgUrr4Vy+fBnh4eHw9fXFK6+8gvz8fEVZVFQUHB0dsWbNGggh0K9fP1y7dq1pJ09EWmHyREQEYOTIkcjLy1O8srOzIZVKsWbNmkbLVDl16hTu37+PPn36aPTex48fx/DhwxXbkydPxqRJk3Dp0iUkJycjISFBUXb48GGMHDkSwNPEa+bMmVi4cGETzpyItMXkiYjoV+rr6zF+/HgMGjQI7777rsZlcunp6Rg/frxie/DgwZgxY4Ziu6KiAs7OzigvL2/Q9vbt2zhz5gxiY2MBAGPGjMG1a9eUnkj/rBEjRmDfvn2orKzU9jSJSEdMnoiIfuXTTz/F3bt3sWrVKq3K5LKzsxEeHq7YzsrKwoEDB3DhwgUAwKZNmxAdHY0OHTo0aFtcXAx3d3dYWT29n0cikcDT0xPXr19X+V5t2rRBQEAAjh07ptU5EpHumDwRET1j165dyMjIwI4dO2Btba1x2bNKSkrg5uam2La0tER8fDy2bNmC+vp6pKWlITExUW17iUSitN3YYzAAwM3NDSUlJY3WISL94VIFRET/cfHiRSQkJOCbb76Bu7u7xmW/JpVK8fDhQzg4OCj2xcbGIiwsDOHh4XB1dUXv3r1Vtu3cuTNKSkpQW1sLKysrCCFQXFwMT09Pte/36NEjtGvXToszJaKm4MgTERGAyspKjBo1CgsXLkRERITGZaoEBgaioKBAaZ+Hhwf8/PwwZcoUfPDBB2rburi4IDg4GFu3bgUA7NixA15eXvDy8lLb5sKFC+jZs+dz4yIi/WDyREQEIC0tDRcvXsSGDRsaLEuwevVqtWU3b95scKw33ngD+/fvb7B/woQJqK+vx5gxYxqNJT09Henp6fD19UVqaioyMjLU1pVPJA8ICNDuhIlIZxLxvIvpREQtWKdOnXDjxg14eHgYbF5QZWUl+vTpg5MnTyqt2JydnY1Zs2YhNzdXsU8ikaCyshJ2dnYaHz8uLg4hISFITEzEnDlz0LVrV6XlDIioeXHkiYhIz+zt7fHZZ59ptHilq6sr+vbtq7RIZmOioqJw5MgRRVLm7u6O+Pj4JsVLRNrhyBMRtWrGGHkiotaNI09EREREWmDyRERERKQFJk9EREREWmDyRERERKQFJk9EREREWmDyRERERKQFPtuOTIIQAtXV1cYOQytSqbTBA1yJiFoq9sOaY/JEJqG6ulqrFZZNgUwmU1o9moioJWM/rDletiMiIiLSAkeeyOSUlZWZ7IhOVVUVXF1djR0GEVGzYj/cOCZPZHJsbW1N9ktLRGQO2A83jpftiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiISCfZ2dmQSCRKLzs7O/Tq1QsrVqxAbW2tsUNsFrzbjoiIiJokJiYG0dHREEKgtLQUX3zxBZKSknDhwgWsX7/e2OHpHZMnIiIiapKgoCDExsYqtqdOnQp/f39s3LgRixYtgrOzsxGj0z9ettOzgwcPYujQoXBycoJUKkWPHj2wZMkSPH782NihERERGYStrS1CQ0MhhMDVq1eNHY7eMXnSo+XLl2PIkCE4cOAA7O3t8dJLL6GgoABz585FZGQkHj58aOwQiYiIDEKeNDk5ORk5Ev1j8qQnp06dwuzZsyGRSLB582YUFhbi7NmzKCgogI+PD3JycvDRRx8ZO0wiIiK9q66uRnl5Oe7cuYPz589j2rRpOHv2LF5++WV07drV2OHpHZMnPUlJSYEQAvHx8YiLi1Ps9/b2RkZGBgBg3bp1uH37tpEiNA/yOz9SU1PV1rGzs0NkZKThgiKjKC4uxrZt21BVVQUArfauH1IvLy8Pn3/+OdLT0/GPf/wD9+/fN3ZIrVZKSgqcnZ3h4uKCwMBArF27Fq+//jp2795t7NCaBZMnNcrLyzFr1ix4e3vDxsYGnTt3xocffoiHDx8iNjYWEokEGzduBABUVlbi4MGDAID33nuvwbH69+8PX19fPH78uNX+RyIyFceOHcPo0aPh5eWF2NhYxR/MsrIyREdH4/vvvzdugNSshBDYtm0bwsLCEBwcjLi4OEyZMgVvvvkmPDw88N577+HSpUvGDrPVSUhIwKFDh7B//34sW7YMTk5OKCsrQ7t27RR1ampqEBAQgMWLFyu1jYuLw7BhwwwdctMIauDnn38Wrq6uAoCwtbUVwcHBwsXFRQAQo0ePFiEhIQKAOHXqlBBCiCNHjggAom3btuLJkycqj/nOO+8IACIhIcGQp9JiyGQyAUAAEDKZTOfjHD58WAAQS5YsUVvH1tZWDBgwQKfj6ytOah7p6enCwsJC8Rmpey1fvtzYoVIzqK2tVfS1jb1+85vfiO+++87Y4ZocXfo3dX1uTk6OsLCwEG+99ZbS/tOnTwtbW1uRl5cnhBDi66+/Fo6OjuLGjRvNGqe+ceTpV8rLyxEdHY2ysjIkJyejtLQUZ86cQVlZGVJSUrBz507k5eXBwsICAQEBAKD4FdOlSxdYWale/cHb21upLhHp11dffYXJkyejvr7+uXU//PBDbN682QBRkSElJSVh06ZNz6334MEDjBw5Enl5ec0flJkKCwtDbGwstm/fjhMnTij29+rVC8nJyXj77bdRUlKCyZMnIy0tDe7u7kaMVntMnn5l+vTpKC4uRlJSEpYuXQo7OztF2bx58+Dn54fa2lr4+voqhiPv3bsHAHBwcFB7XHmZvC41L/nkRVUvan1qa2sxc+ZMrdrMnj0bjx49aqaIyNAuXbqEVatWaVy/qqoKc+fObcaIaP78+bC0tMT8+fOV9s+dOxfW1tYIDg5GZGQkxo0bZ6QIdcfk6Rn5+fnIzMyEi4sLUlJSGpRLJBL07t0bANCzZ0/FfnkHbG1trfbYbdu2BYAGyxUcPnwYERERaNeuHRwdHTFhwgSUlZU1+VzMnXzyoqqXfAIxtR7//Oc/UVJSolWbf//73/j73//eTBGRof3lL3/Ruk1WVlarXIPIVPj4+GDcuHH49ttvcfToUcV+KysrREREoLy8HPHx8UaMUHdMnp6xbds21NfXIzY2FlKpVGUdeRL0bPJkY2MDAI0uhFlTUwMASpPnjh49it/+9rdwcHDAjh078NlnnyE7OxuDBg1S1CfdyCcvqnrJPy9qPbZt26ZTu61bt+o5EjIWXf4PCCHwt7/9rRmiIbl58+bBwsICn3zyiWLfsWPHkJGRgcTERMyYMaNFroHIx7M847vvvgMAREVFqa0j/3X7bPKkySU5VZf2Fi5ciP/6r//CN998A0tLSwDASy+9hLCwMGRkZGDq1Kk6nUdISAhKS0t1amssmsxT0YaPjw9effVVlWXyf+um6tq1Kyws+PvDFNy5c0endocPH0anTp30HA0ZmhBC52Vgli5divT0dD1H1DLp0g9HRkZCCKG23N/fH3V1dYrtqqoqTJw4EUuWLMH777+PAQMGYM6cOVi5cqVOMTelH3Zzc0Nubq5ObZk8PaOoqAgA4OXlpbK8pqYGJ0+eBKCcPPn6+ira19bWqpw0Lh8altcFgJMnT2LixIlKf8xDQ0Ph6OiIr7/+WufkqbS0FDdu3NCpLWnu1q1bxg6Bmqi2tpbfFTNXVVXFS/kGlJSUBC8vL0ydOhUSiQRbtmxBUFAQRo0apdP6e8bqh5k8PUP+BVI3iXTr1q2oqKiAk5MTPDw8FPuDg4NhbW2Nmpoa5ObmIiwsrEHbH3/8EcDT5EjOwsJCcRnwWTY2Nvjll190Pg83Nzed2xpLfX19i0tGOnbsyJEnE3Hv3j1UV1dr3c7GxqZVPjrCHJWWliqNcGjqhRdeULoxyJw1dz+clZWFzMxMnDt3DhKJBMDTO9FTU1MRHx+Pc+fOwd7eXqtjNqUfbtLfSqMskGCiunbtKgCIdevWNSi7fv26cHZ2FgBEVFRUg/Lf/e53AoB45513GpTJ14GytrYWZWVliv0vv/yyCA8PV6pbWFgoJBKJsLa21sMZtRxc54ma4ujRo89d20fVa9++fcYOnfRk8eLFWn/+bdu2FXfu3DF26CajpfRvphAnfzY/Qz5HZvHixUrrMZ04cQIDBw5UrFT87CU7uY8//ljxXLvPP/9csf/q1atISEgAAEyePBkuLi6KshkzZuD48eNYsGABbt++jYKCAsTGxsLCwoIjGkRa6Nu3LwIDA7Vq8+KLL2LIkCHNFBEZWkJCAtq0aaNVmzfffBMdOnRopoioNeNf6GfMmTMHDg4OKC4uRvfu3dGjRw/4+PigT58+8Pf3R0REBADVyVNYWBhSU1MhhEBcXBy8vLwQHBwMPz8/XLlyBaGhoQ2etzZ+/HjMmzcPqampcHV1hb+/P9zc3DBs2DB07NjRIOdM1BpIJBJkZGSovUv216ytrbFlyxb+SGlFXFxcsGbNGo3rd+nSBX/605+aMSJq1Ywy3mXCfvnlFzF8+HBhZ2cn7O3tRVhYmNi4caOor68XHTt2FADEmTNn1LbPysoSgwcPFu3btxc2NjaiW7duYtGiReLRo0dq28hkMnHu3Dlx69YtIYQQL730kpgwYYLez82UmcIwrCZaSpzm6ocffhAODg6NXqqxs7MTBw4cMHao1ExWr14tJBJJo/8HunbtKq5cuWLsUE1OS+nfTCFOiRCN3GNICnfv3oWTkxOsrKwgk8lUTvTWh7179yI6OhrHjh1DeHh4s7yHKaqqqlJM2pTJZLC1tTVyRKq1lDjNWVlZGTZs2ID09HSlhTPd3NwwadIkTJo0SemGD2p9fvnlF6xbtw5ffPEFZDKZYn+PHj0wdepUxMbGcpK4Ci2lfzOFOJk8aejIkSOIjIxEQEAAzp8/r5dj5ubm4uDBg+jVqxeEEDh69Cj+/Oc/Y+bMmVi6dKle3qOlMIUvgyZaSpz0dBmCK1euoLKyEnZ2dvD29m70KQDU+shkMnh7e+P27dtwdXXFrVu3FHd5UUPa9m/79u3DrFmzYG1tjXbt2uHzzz9XLMcjkUjQo0cPpKamYvjw4aivr8eMGTOwb98+SCQSJCUlKZbjyczMxMKFC3H79m2NHqFlCv0wlyrQkDxhUjXfSVdt27bF3r17sXTpUjx+/BjdunVDenp6i12unsiUWFlZwc/Pz9hhkBHZ2dkpJpFbWVkxcdKzadOmYdOmTYiKisL8+fOxbt06rFixQlF+/PhxRZKzdetW5Ofn49KlS6ioqECvXr0wcOBA+Pn5ISYmBqGhoQgJCTHWqWiNyZOGmiN56tGjB44dO6a34xERERlKUVERQkJCUFVVhdOnT2PYsGFq62ZmZmLKlCmwtLSEo6Mj3nzzTXz55ZdYsGCB4QLWI95qoiF58qTt7dBEREStkRACx44dg6urK86cOdPo0h/Xr19Hly5dFNteXl64fv26IcJsFhx50tDx48eNHQIREZFJiYiIwIMHD/DNN9+gX79+uHjxItq3b6+y7rOXTVv6dGuOPBEREZHOLCwsMHr0aDg6OiotMP0sT09PFBYWKraLiorg6elpoAj1j8kTERER6WTPnj0Anl6WKy0thbe3t8p6Y8eORXp6Ourq6nD37l1kZmYiJibGkKHqFS/bERERkU5WrlyJBQsWwNLSEqtXr1b7oO0JEybgp59+UixlMHv2bPj7+xsyVL1i8kREREQ6OXTokEYLjlpaWiItLc0AERkGL9sRERGRXrm6uqJv377Yt2/fc+tmZmZixIgRcHV1NUBk+sGRJyIiItJaY3fMlZaWanycmJiYFjf/iSNPRERERFrgyBOZnKqqKmOHoJYpx0ZEpC+m3NeZQmxMnsjktKTr3kRErRH74cbxsh0RERGRFjjyRCZBKpVCJpMZOwytSKVSY4dARKQ37Ic1x+SJTIJEIoGtra2xwyAiMlvshzXHy3ZEREQAdu/ejaCgIKWXh4cHbGxsGi1TZ/To0cjJyXnu+0okEgQGBiqtiXT58mWEh4fD19cXr7zyCvLz8xVlUVFRcHR0xJo1ayCEQL9+/XDt2rWmnTxphckTERERgJEjRyIvL0/xys7OhlQqxZo1axotU+XUqVO4f/8++vTpo9F7Hz9+HMOHD1dsT548GZMmTcKlS5eQnJyMhIQERdnhw4cxcuRIAE8Tr5kzZ2LhwoVNOHPSFpMnIiKiX6mvr8f48eMxaNAgvPvuuxqXyaWnp2P8+PGK7cGDB2PGjBmK7YqKCjg7O6O8vLxB29u3b+PMmTOIjY0FAIwZMwbXrl1DYWGhyvcaMWIE9u3bh8rKSm1Pk3TE5ImIiOhXPv30U9y9exerVq3SqkwuOzsb4eHhiu2srCwcOHAAFy5cAABs2rQJ0dHR6NChQ4O2xcXFcHd3h5XV02nJEokEnp6euH79usr3atOmDQICAnDs2DGtzpF0x+SJiIjoGbt27UJGRgZ27NgBa2trjcueVVJSAjc3N8W2paUl4uPjsWXLFtTX1yMtLQ2JiYlq20skEqXtxh6FAgBubm4oKSlptA7pD++2IyIi+o+LFy8iISEB33zzDdzd3TUu+zWpVIqHDx/CwcFBsS82NhZhYWEIDw+Hq6srevfurbJt586dUVJSgtraWlhZWUEIgeLiYnh6eqp9v0ePHqFdu3ZanCk1BUeeiIiIAFRWVmLUqFFYuHAhIiIiNC5TJTAwEAUFBUr7PDw84OfnhylTpuCDDz5Q29bFxQXBwcHYunUrAGDHjh3w8vKCl5eX2jYXLlxAz549nxsX6QeTJyIiIgBpaWm4ePEiNmzY0GBZgtWrV6stu3nzZoNjvfHGG9i/f3+D/RMmTEB9fT3GjBnTaCzp6elIT0+Hr68vUlNTkZGRobaufCJ5QECAdidMOpOI511IJSIiaqE6deqEGzduwMPDw6BzgiorK9GnTx+cPHlSaeHJ7OxszJo1C7m5uYp9EokElZWVsLOz0/j4cXFxCAkJQWJiIubMmYOuXbsqLWdAzYsjT0RERHpmb2+Pzz77TKPFK11dXdG3b1+lRTIbExUVhSNHjiiSMnd3d8THxzcpXtIOR56IiKjVMtbIE7VuHHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiIt8Nl2ZBKEEKiurjZ2GFqRSqUNHt5JRNRSsR/WHJMnMgnV1dVara5rCmQymdLKwURELRn7Yc3xsh0RERGRFjjyRCanrKzMZEd0qqqq4OrqauwwiIiaFfvhxjF5IpNja2trsl9aIiJzwH64cbxsR0RERKQFJk9EREREWmDyRERERKQFJk9EREREWmDyRERERDrJzs6GRCJRetnZ2aFXr15YsWIFamtrjR1is+DddkRERNQkMTExiI6OhhACpaWl+OKLL5CUlIQLFy5g/fr1xg5P75g8ERERUZMEBQUhNjZWsT116lT4+/tj48aNWLRoEZydnY0Ynf7xsp2GDh48iKFDh8LJyQlSqRQ9evTAkiVL8PjxY2OHRkREZFJsbW0RGhoKIQSuXr1q7HD0jsmTBpYvX44hQ4bgwIEDsLe3x0svvYSCggLMnTsXkZGRePjwobFDJCIiMinypMnJycnIkegfk6fnOHXqFGbPng2JRILNmzejsLAQZ8+eRUFBAXx8fJCTk4OPPvrI2GESEREZTXV1NcrLy3Hnzh2cP38e06ZNw9mzZ/Hyyy+ja9euxg5P75g8PUdKSgqEEIiPj0dcXJxiv7e3NzIyMgAA69atw+3bt40UIT1LfudHamqq2jp2dnaIjIw0XFBkNEIIPH78GEIIY4dCRsLP3jBSUlLg7OwMFxcXBAYGYu3atXj99dexe/duY4fWLMwueSovL8esWbPg7e0NGxsbdO7cGR9++CEePnyI2NhYSCQSbNy4EQBQWVmJgwcPAgDee++9Bsfq378/fH198fjx41b7H4Sopamrq8Pu3bsxdOhQ2NjYoG3btmjbti0GDRqEHTt24MmTJ8YOkZqZTCZDeno6goKCcPPmTQDAzZs3ERsbi+PHjzOhagYJCQk4dOgQ9u/fj2XLlsHJyQllZWVo166dok5NTQ0CAgKwePFipbZxcXEYNmyYoUNuGmFGfv75Z+Hq6ioACFtbWxEcHCxcXFwEADF69GgREhIiAIhTp04JIYQ4cuSIACDatm0rnjx5ovKY77zzjgAgEhISDHkqrY5MJhMABAAhk8l0Ps7hw4cFALFkyRK1dWxtbcWAAQN0Or6+4qTmce3aNdG9e3fFZ6Tq5ePjIwoKCowdKjWTb7/9Vjg4ODT6f2DYsGGioqLC2KGaHF36N3V9bk5OjrCwsBBvvfWW0v7Tp08LW1tbkZeXJ4QQ4uuvvxaOjo7ixo0bzRqnvpnNyFN5eTmio6NRVlaG5ORklJaW4syZMygrK0NKSgp27tyJvLw8WFhYICAgAABw6dIlAECXLl1gZaV6VQdvb2+lukRkHCUlJejXrx/+9a9/NVrvypUr6NevX6u8A8jcfffddxg2bBju3bvXaL39+/djyJAhvNmnGYWFhSE2Nhbbt2/HiRMnFPt79eqF5ORkvP322ygpKcHkyZORlpYGd3d3I0arPbNJnqZPn47i4mIkJSVh6dKlsLOzU5TNmzcPfn5+qK2tha+vr2KYUf4FdHBwUHtcednzvqxkWPLJi6pe1DrFx8ejpKREo7p37tzB73//+2aOiAxJJpNh7NixGl+WPXHiBObPn9/MUZm3+fPnw9LSssG/89y5c2FtbY3g4GBERkZi3LhxRopQd2aRPOXn5yMzMxMuLi5ISUlpUC6RSNC7d28AQM+ePRX7Hz16BACwtrZWe+y2bdsCgNIvmJKSEkyfPh3h4eGQSqWQSCQoLCxU2f7atWsYOXIk7O3t4eDggLfffhv//ve/tT5HUiafvKjqVVVVZezwSM8uXLiAb7/9Vqs2p06dwk8//dRMEZGh/e1vf9P6R2xGRgaqq6ubKSLy8fHBuHHj8O233+Lo0aOK/VZWVoiIiEB5eTni4+ONGKHuzCJ52rZtG+rr6xEbGwupVKqyjjwJejZ5srGxAYBGF8KsqakBAKVJcVeuXEFmZibat2+PAQMGqG1bWVmJqKgolJSUYPv27Vi/fj2OHj2K6Oho1NfXa36C1IB88qKql/xzpdbjL3/5i07t1q1bp+dIyFh0+T9w//59ZGZmNkM0JDdv3jxYWFjgk08+Uew7duwYMjIykJiYiBkzZrTIy6dm8XiW7777DgAQFRWlto58uP/Z5EmTS3KqLu31798fZWVlAIAtW7YgKytLZdv169fjxo0b+OGHH+Dp6QkA8PDwQN++fbF79268/vrrzzs1lUJCQlBaWqpTW2PRd7Lo4+ODV199VWWZpaWlXt6ja9eusLAwi98fJu/OnTs6tdu6davijlpquYQQirvqtPXBBx/w8t1/6NIPR0ZGNnr3or+/P+rq6hTbVVVVmDhxIpYsWYL3338fAwYMwJw5c7By5UqdYm5KP+zm5obc3Fyd2ppF8lRUVAQA8PLyUlleU1ODkydPAlBOnnx9fRXta2trVU4al086ldcFoPEHuWfPHkRERCgSJwAIDw+Hl5cX/vnPf+qcPJWWluLGjRs6tSXN3bp1y9ghUBM9efKE3xUzV1VVxUv5BpSUlAQvLy9MnToVEokEW7ZsQVBQEEaNGqXT+nvG6ofNInmSfzHkc5h+bevWraioqICTkxM8PDwU+4ODg2FtbY2amhrk5uYiLCysQdsff/wRABAaGqp1XPn5+Rg7dmyD/d26dUN+fr7Wx5Nzc3PTua2x1NfXt7hkpGPHjhx5MhHl5eWKS+jasLa2bnUPLDVXN2/e1Gn9Jjs7O7zwwgvNEFHL09z9cFZWFjIzM3Hu3DlIJBIAT+9YT01NRXx8PM6dOwd7e3utjtmUfrgpfyvNInlyc3NDZWUlcnNzERISolRWXFyseLxKYGCgUpm9vT0GDx6MvXv3YsOGDQ2Spx9++AGXLl2CtbU1XnvtNa3junfvHtq3b99gv4ODA65cuaL18eR0HYY0pqqqKqU7IFuCy5cvw9bW1thhEICNGzeqXMj2eVJTUzFz5sxmiIgM7e2338Zf//pXrdsdPny4wd8Fc9Xc/fDQoUNx//79BvunTZuGadOm6XRMY/XDZvGzWT73ZfHixUrrMZ04cQIDBw5UfJjPXrKT+/jjjxXPtfv8888V+69evYqEhAQAwOTJk+Hi4qJTbPLs+1m6/HoiMmdvvfWW1qMH7dq1U3rkErVsU6dO1brNyy+/zMSJdGIWydOcOXPg4OCA4uJidO/eHT169ICPjw/69OkDf39/REREAFCdPIWFhSE1NRVCCMTFxcHLywvBwcHw8/PDlStXEBoa2uhz1Brj4OCgcjL6/fv34ejoqNMxicyRra2t1g/oTkpKanQNN2pZQkNDMXz4cI3rSyQSLFiwoPkColbNLJInT09PHD16FMOHD4eNjQ2Kiorg7OyMjRs3YteuXSgoKACgOnkCgOTkZGRlZWHw4MGoqKhAQUEBfH19sWjRIhw5ckTt8gfP4+/vr3JuU35+Pvz9/XU6prmT3/kxZ84ctXVkMhmys7MNFxQZRHJyssZD/xMnTsQf//jHZo6IDEkikeDLL79EeHi4RnXXrVunVbJFpMQoD4UxIf/+978FAGFlZSUePXqk9+Nv3rxZABDXrl1rULZs2TLRpk0bcf36dcW+nJwcAUDs3LlT77GYMlN4VpEmWkqc5qq+vl785S9/Ed7e3iqfadalSxfx2Wefifr6emOHSs2kurpazJ49W+3z7V555RWxd+9eY4dpklpK/2YKcUqEMO8JNkeOHEFkZCQCAgJw/vx5vR33q6++AgBkZ2cjLS0Na9euhbOzM7y8vBTX2B88eIAePXqgQ4cOWLhwIR49eoTk5GQ4OzsjJyfHrO7kenaiokwmM9mJ2C0lTnNXX1+PQ4cO4fvvv0daWhqqqqrg6OiI27dv622dLzJtDx8+xN///necO3cODx8+hKOjI15//XXOcWpES+nfTCJOo6RsJmT16tUCgBg/frxejws1T/OeOHGiUr0rV66I3/3ud8LW1la88MILYvz48eL27dt6jaUlMIVfEppoKXHS//Hw8BAAhIeHh7FDITJp2vZve/fuFf7+/qJnz54iLCxMXLx4UVEGQPTo0UMxyldXVycSExPFiy++KLy9vUVaWpqi7pdffin8/f2Fk5NTs8TZHMxiqYLGyEeb1M130pXQcEDP29sbe/bs0et7ExERNbdp06Zh06ZNiIqKwvz587Fu3TqsWLFCUX78+HHFCNHWrVuRn5+PS5cuoaKiAr169cLAgQPh5+eHmJgYhIaGtqhRQfO5LqSGPHn69RpPREREpF5RURFCQkJQVVWF06dP48UXX1RbNzMzE1OmTIGlpSUcHR3x5ptv4ssvvzRgtPpl9snT8ePHIYTAkCFDjB0KERFRiyGEwLFjx+Dq6oozZ840+nf0+vXr6NKli2Lby8sL169fN0SYzcLskyciIiLSTUREBB48eIC1a9eiX79+KlcQl3t2UWhNp7aYKiZPREREpDMLCwuMHj0ajo6OSk/xeJanpycKCwsV20VFRfD09DRQhPrH5ImIiIh0Ir/h6fr16ygtLYW3t7fKemPHjkV6ejrq6upw9+5dZGZmIiYmxpCh6pXZ321HREREulm5ciUWLFgAS0tLrF69Gk5OTirrTZgwAT/99BN8fX0BALNnz27RT9Jg8kREREQ6OXTokGI5gsZYWloiLS3NABEZBi/bERERkV65urqib9++2Ldv33PrZmZmYsSIEXB1dTVAZPrBkSciIiLSWmN3zJWWlmp8nJiYmBY3/4nJE5mcqqoqY4eglinHRkSkL6bc15lCbEyeyOS0pKFbIqLWiP1w4zjniYiIiEgLHHkikyCVSiGTyYwdhlakUqmxQyAi0hv2w5pj8kQmQSKRwNbW1thhEBGZLfbDmuNlOyIiIiItMHkiIgKwe/duBAUFKb08PDxgY2PTaJk6o0ePRk5OznPfVyKRIDAwUGk9nMuXLyM8PBy+vr545ZVXkJ+fryiLioqCo6Mj1qxZAyEE+vXrh2vXrjXt5IlIK0yeiIgAjBw5Enl5eYpXdnY2pFIp1qxZ02iZKqdOncL9+/fRp08fjd77+PHjGD58uGJ78uTJmDRpEi5duoTk5GQkJCQoyg4fPoyRI0cCeJp4zZw5EwsXLmzCmRORtpg8ERH9Sn19PcaPH49Bgwbh3Xff1bhMLj09HePHj1dsDx48GDNmzFBsV1RUwNnZGeXl5Q3a3r59G2fOnEFsbCwAYMyYMbh27ZrSE+mfNWLECOzbtw+VlZXaniYR6YjJExHRr3z66ae4e/cuVq1apVWZXHZ2NsLDwxXbWVlZOHDgAC5cuAAA2LRpE6Kjo9GhQ4cGbYuLi+Hu7g4rq6f380gkEnh6euL69esq36tNmzYICAjAsWPHtDpHItIdkyciomfs2rULGRkZ2LFjB6ytrTUue1ZJSQnc3NwU25aWloiPj8eWLVtQX1+PtLQ0JCYmqm0vkUiUtht7DAYAuLm5oaSkpNE6RKQ/XKqAiOg/Ll68iISEBHzzzTdwd3fXuOzXpFIpHj58CAcHB8W+2NhYhIWFITw8HK6urujdu7fKtp07d0ZJSQlqa2thZWUFIQSKi4vh6emp9v0ePXqEdu3aaXGmRNQUHHkiIgJQWVmJUaNGYeHChYiIiNC4TJXAwEAUFBQo7fPw8ICfnx+mTJmCDz74QG1bFxcXBAcHY+vWrQCAHTt2wMvLC15eXmrbXLhwAT179nxuXESkH0yeiIgApKWl4eLFi9iwYUODZQlWr16ttuzmzZsNjvXGG29g//79DfZPmDAB9fX1GDNmTKOxpKenIz09Hb6+vkhNTUVGRobauvKJ5AEBAdqdMBHpTCKedzGdiKgF69SpE27cuAEPDw+DzQuqrKxEnz59cPLkSaUVm7OzszFr1izk5uYq9kkkElRWVsLOzk7j48fFxSEkJASJiYmYM2cOunbtqrScARE1L448ERHpmb29PT777DONFq90dXVF3759lRbJbExUVBSOHDmiSMrc3d0RHx/fpHiJSDsceSKiVs0YI09E1Lpx5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTAZ9uRSRBCoLq62thhaEUqlTZ4gCsRUUvFflhzTJ7IJFRXV2u1wrIpkMlkSqtHExG1ZOyHNcfLdkRERERa4MgTmZyysjKTHdGpqqqCq6urscMgImpW7Icbx+SJTI6tra3JfmmJiMwB++HG8bIdERERkRaYPBERERFpgckTERERkRaYPBEREZFOsrOzIZFIlF52dnbo1asXVqxYgdraWmOH2Cw4YZyIiIiaJCYmBtHR0RBCoLS0FF988QWSkpJw4cIFrF+/3tjh6R2TJyIiImqSoKAgxMbGKranTp0Kf39/bNy4EYsWLYKzs7MRo9M/XrYjIiIivbK1tUVoaCiEELh69aqxw9E7Jk8aOnjwIIYOHQonJydIpVL06NEDS5YswePHj40dGhERkcmRJ01OTk5GjkT/mDxpYPny5RgyZAgOHDgAe3t7vPTSSygoKMDcuXMRGRmJhw8fGjtEIiIio6murkZ5eTnu3LmD8+fPY9q0aTh79ixefvlldO3a1djh6R2Tp+c4deoUZs+eDYlEgs2bN6OwsBBnz55FQUEBfHx8kJOTg48++sjYYRIRERlNSkoKnJ2d4eLigsDAQKxduxavv/46du/ebezQmgWTp+dISUmBEALx8fGIi4tT7Pf29kZGRgYAYN26dbh9+7aRIqRnyW+bTU1NVVvHzs4OkZGRhguKDO7x48f4+9//jilTpuDu3bsAnv4yrqmpMXJkZCj379/HqlWr8O677yI2NhbTp0/H999/DyGEsUNrlRISEnDo0CHs378fy5Ytg5OTE8rKytCuXTtFnZqaGgQEBGDx4sVKbePi4jBs2DBDh9w0wszcuXNHfPjhh+LFF18Ubdu2FZ06dRJJSUmiurpajB8/XgAQGzZsEEII8eDBA2FtbS0AiJycHJXH8/X1VWpDupHJZAKAACBkMpnOxzl8+LAAIJYsWaK2jq2trRgwYIBOx9dXnNQ86urqxNKlS4Wbm5vic3r21aFDB/HHP/5R1NbWGjtUaiYPHjwQkyZNEu3atVP5f8DPz09kZmYaO0yTpEv/pq7PzcnJERYWFuKtt95S2n/69Glha2sr8vLyhBBCfP3118LR0VHcuHGjWePUN7MaeTp37hwCAgKwfPlylJWVoVu3bnj8+DH+93//F7Gxsbh48SIAoGfPngCAs2fP4vHjx2jbti1CQkJUHjMiIgIAcOLECcOcBBGpVF9fj3feeQf//d//jdLSUpV1ysvL8cknnyAmJqbVLt5nzu7du4cBAwZg/fr1aueiFhQUICYmBsuXLzdwdOYlLCwMsbGx2L59u9Lfx169eiE5ORlvv/02SkpKMHnyZKSlpcHd3d2I0WrPbJKn8vJyREdHo6ysDMnJySgtLcWZM2dQVlaGlJQU7Ny5E3l5ebCwsEBAQAAA4NKlSwCALl26wMpK9ZJY3t7eSnWJyDj++Mc/4vPPP9eo7o4dO5CcnNzMEZEhCSEwZswYnD17VqP6s2bNws6dO5s5KvM2f/58WFpaYv78+Ur7586dC2trawQHByMyMhLjxo0zUoS6M5vkafr06SguLkZSUhKWLl0KOzs7Rdm8efPg5+eH2tpa+Pr6Kq7R3rt3DwDg4OCg9rjyMnldMg3yOz9Uvaj1efDggdYjCWlpabhz504zRUSGdvToURw+fFirNgsXLuQcqGbk4+ODcePG4dtvv8XRo0cV+62srBAREYHy8nLEx8cbMULdmUXylJ+fj8zMTLi4uCAlJaVBuUQiQe/evQH83yU7AHj06BEAwNraWu2x27ZtCwBKQ8QlJSWYPn06wsPDIZVKIZFIUFhY2KCtpvVIe/I7P1S9qqqqjB0e6dnWrVshk8m0avP48WNs2rSpmSIiQ1u3bp3Wbc6dO4ecnJxmiIbk5s2bBwsLC3zyySeKfceOHUNGRgYSExMxY8aMFrncj1kkT9u2bUN9fT1iY2MhlUpV1pEnQc8mTzY2NgDQ6EKY8rt3nr2j4MqVK8jMzET79u0xYMAAtW01rUfak9/5oeol/1yp9dizZ49O7f75z3/qORIyFv4fMI7IyEgIITBnzhyV5f7+/qirq1OMClZVVWHixIlYsmQJVq5cCRcXF7VtTZlZPNvuu+++AwBERUWprVNSUgJAOXnS5JKcqkt7/fv3R1lZGQBgy5YtyMrKUtlW03raCgkJUTth1lTV19fr9Xg+Pj549dVXVZZZWlrq5T26du0KCwuz+P1h8nRdKuTkyZPo1KmTnqMhQxNCaD3yKLdq1Sr89a9/1XNELZO++2FVkpKS4OXlhalTp0IikWDLli0ICgrCqFGjdFpCpin9sJubG3Jzc3VqaxbJU1FREQDAy8tLZXlNTQ1OnjwJQDl58vX1VbSvra1VOWlcvvy8vC4AjT/I5vrDW1paihs3bjTLsen/3Lp1y9ghUBPV1tbyu2LmqqurUV1dbewwzEJWVhYyMzNx7tw5SCQSAE9vukpNTUV8fDzOnTsHe3t7rY5prH7YLJIn+RwX+RymX9u6dSsqKirg5OQEDw8Pxf7g4GBYW1ujpqYGubm5CAsLa9D2xx9/BACEhoY2Q+S6cXNzM3YIWquvr29xyUjHjh058mQiKioqdBp5kEqljd4QQi3H7du38eTJE63bOTg4qJ3OYW6aux8eOnQo7t+/32D/tGnTMG3aNJ2O2ZR+uCl/K80ieXJzc0NlZSVyc3MbrNdUXFyseLxKYGCgUpm9vT0GDx6MvXv3YsOGDQ2Spx9++AGXLl2CtbU1XnvtteY9CS3oOgxpTFVVVUp3QLYEly9fhq2trbHDIDz9LJ4d/dXUsWPHEBQUpP+AyOC2bNmi9Z1bHTp0QHFxMedB/gf7Yc2Zxc9m+dyXxYsXK63HdOLECQwcOFCRCT97yU7u448/VjzX7tk1ZK5evYqEhAQAwOTJk+Hi4tKMZ0BEjenatSt+97vfadWmf//+TJxakZiYGK374cmTJzNxIp2YRfI0Z84cODg4oLi4GN27d0ePHj3g4+ODPn36wN/fX7FKuKrkKSwsDKmpqRBCIC4uDl5eXggODoafnx+uXLmC0NDQRp+jRkSGsWnTJsWitc/j4eGBbdu2NXNEZEjt2rXDN998o3EyNHDgQKXb54m0YRbJk6enJ44ePYrhw4fDxsYGRUVFcHZ2xsaNG7Fr1y4UFBQAUJ08AUBycjKysrIwePBgVFRUoKCgAL6+vli0aBGOHDnC6+Um5Hm3zQKATCZDdna24YIig3BxccHRo0efO/8wKCgIx44d4112rVCfPn3w/fffo2PHjo3Wi4mJwZ49expdw4+oMWYx5wkAunfvjr179zbYf/fuXdy6dQtWVlbo1q2b2vZDhgzBkCFDmjNEImqijh07IicnB0ePHkVaWhq+//57VFZWws7ODv369cO0adMwaNAgxZ0+1Pr06dMHhYWF2LlzJ9atW4ejR49CCAELCwtMmTIF77//vuIRXES6MpvkSZ3z588DAPz8/BQLZerDV199BeD/Jm/v378fzs7O8PLyUpq0rmk9ItKMRCJB//790b9/f2OHQkZibW2NcePGYdy4cejUqRNu3LiBjh07Ii0tzdihtSr79u3DrFmzYG1tjXbt2uHzzz9X3LghkUjQo0cPpKamYvjw4aivr8eMGTOwb98+SCQSJCUlYerUqQCAzMxMLFy4ELdv3245j9ASZm716tUCgBg/frxejwtA5WvixIk61WvtZDKZ4txlMpmxw1GrpcRJRE95eHgIAMLDw8PYoZg8bfs3Ly8v8f333wshhPj444/FH/7wB0UZAFFZWanY/vzzz8XAgQNFbW2t+Pe//y26dOkiLly4oCi/du2acHJyapY4mwNHnv4z8qRuvpOuhIYPm9S0HhERkSkpKipCSEgIqqqqcPr0aQwbNkxt3czMTEyZMgWWlpZwdHTEm2++iS+//BILFiwwXMB6ZBYTxhsjT55+vcYTERERqSeEwLFjx+Dq6oozZ840Oi/4+vXr6NKli2Lby8sL169fN0SYzcLsR56OHz9u7BCIiIhapIiICDx48ADffPMN+vXrh4sXL6J9+/Yq6z57o0ZLv+pi9iNPREREpDsLCwuMHj0ajo6OSgtRP8vT0xOFhYWK7aKiInh6ehooQv1j8kREREQ62bNnD4Cnl+VKS0vVLlQ7duxYpKeno66uDnfv3kVmZiZiYmIMGapemf1lOyIiItLNypUrsWDBAlhaWmL16tVwcnJSWW/ChAn46aefFEsZzJ49G/7+/oYMVa+YPBEREZFODh06pNHDhC0tLVvVOlu8bEdERER65erqir59+2Lfvn3PrZuZmYkRI0bA1dXVAJHpB0eeiIiISGuN3TFXWlqq8XFiYmJa3PwnjjwRERERaYEjT2RyqqqqjB2CWqYcGxGRvphyX2cKsTF5IpPTkq57ExG1RuyHG8fLdkRERERa4MgTmQSpVAqZTGbsMLQilUqNHQIRkd6wH9YckycyCRKJBLa2tsYOg4jIbLEf1hwv2xEREQHYvXs3goKClF4eHh6wsbFptEyd0aNHIycn57nvK5FIEBgYqLQm0uXLlxEeHg5fX1+88soryM/PV5RFRUXB0dERa9asgRAC/fr1w7Vr15p28qQVJk9EREQARo4ciby8PMUrOzsbUqkUa9asabRMlVOnTuH+/fvo06ePRu99/PhxDB8+XLE9efJkTJo0CZcuXUJycjISEhIUZYcPH8bIkSMBPE28Zs6ciYULFzbhzElbTJ6IiIh+pb6+HuPHj8egQYPw7rvvalwml56ejvHjxyu2Bw8ejBkzZii2Kyoq4OzsjPLy8gZtb9++jTNnziA2NhYAMGbMGFy7dg2FhYUq32vEiBHYt28fKisrtT1N0hGTJyIiol/59NNPcffuXaxatUqrMrns7GyEh4crtrOysnDgwAFcuHABALBp0yZER0ejQ4cODdoWFxfD3d0dVlZPpyVLJBJ4enri+vXrKt+rTZs2CAgIwLFjx7Q6R9IdkyciIqJn7Nq1CxkZGdixYwesra01LntWSUkJ3NzcFNuWlpaIj4/Hli1bUF9fj7S0NCQmJqptL5FIlLYbexQKALi5uaGkpKTROqQ/vNuOiIjoPy5evIiEhAR88803cHd317js16RSKR4+fAgHBwfFvtjYWISFhSE8PByurq7o3bu3yradO3dGSUkJamtrYWVlBSEEiouL4enpqfb9Hj16hHbt2mlxptQUHHkiIiICUFlZiVGjRmHhwoWIiIjQuEyVwMBAFBQUKO3z8PCAn58fpkyZgg8++EBtWxcXFwQHB2Pr1q0AgB07dsDLywteXl5q21y4cAE9e/Z8blykH0yeiIiIAKSlpeHixYvYsGFDg2UJVq9erbbs5s2bDY71xhtvYP/+/Q32T5gwAfX19RgzZkyjsaSnpyM9PR2+vr5ITU1FRkaG2rryieQBAQHanTDpTCKedyGViIioherUqRNu3LgBDw8Pg84JqqysRJ8+fXDy5EmlhSezs7Mxa9Ys5ObmKvZJJBJUVlbCzs5O4+PHxcUhJCQEiYmJmDNnDrp27aq0nAE1L448ERER6Zm9vT0+++wzjRavdHV1Rd++fZUWyWxMVFQUjhw5okjK3N3dER8f36R4STsceSIiolbLWCNP1Lpx5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTAZ9uRSRBCoLq62thhaEUqlTZ4eCcRUUvFflhzTJ7IJFRXV2u1uq4pkMlkSisHExG1ZOyHNcfLdkRERERa4MgTmZyysjKTHdGpqqqCq6urscMgImpW7Icbx+SJTI6tra3JfmmJiMwB++HG8bIdERERkRaYPBERERFpgckTERERkRaYPBERERFpgckTERER6SQ7OxsSiUTpZWdnh169emHFihWora01dojNgnfbERERUZPExMQgOjoaQgiUlpbiiy++QFJSEi5cuID169cbOzy9Y/JERERETRIUFITY2FjF9tSpU+Hv74+NGzdi0aJFcHZ2NmJ0+sfLdho6ePAghg4dCicnJ0ilUvTo0QNLlizB48ePjR0aERGRSbG1tUVoaCiEELh69aqxw9E7Jk8aWL58OYYMGYIDBw7A3t4eL730EgoKCjB37lxERkbi4cOHxg6RiIjIpMiTJicnJyNHon9Mnp7j1KlTmD17NiQSCTZv3ozCwkKcPXsWBQUF8PHxQU5ODj766CNjh0lERGQ01dXVKC8vx507d3D+/HlMmzYNZ8+excsvv4yuXbsaOzy9Y/L0HCkpKRBCID4+HnFxcYr93t7eyMjIAACsW7cOt2/fNlKE9Cz5nR+pqalq69jZ2SEyMtJwQZFRPHz4ECdPnsS3336LEydOoKqqytghkYGVl5ejpqYGAPD48WPU1dUZOaLWKyUlBc7OznBxcUFgYCDWrl2L119/Hbt37zZ2aM3C7JKn8vJyzJo1C97e3rCxsUHnzp3x4Ycf4uHDh4iNjYVEIsHGjRsBAJWVlTh48CAA4L333mtwrP79+8PX1xePHz9utf9BiFqawsJCJCcno1OnTggLC8PgwYPRp08feHh44A9/+AMuX75s7BCpmZ04cQKxsbHw8PBAeXk5AODOnTvw8fHB0qVLcffuXSNH2PokJCTg0KFD2L9/P5YtWwYnJyeUlZWhXbt2ijo1NTUICAjA4sWLldrGxcVh2LBhhg65aYQZ+fnnn4Wrq6sAIGxtbUVwcLBwcXERAMTo0aNFSEiIACBOnTolhBDiyJEjAoBo27atePLkicpjvvPOOwKASEhIMOSptDoymUwAEACETCbT+TiHDx8WAMSSJUvU1rG1tRUDBgzQ6fj6ipOax/79+4Wtra3iM1L1srGxETt27DB2qNQM6uvrxaJFixr9/AGIzp07i19++cXY4ZocXfo3dX1uTk6OsLCwEG+99ZbS/tOnTwtbW1uRl5cnhBDi66+/Fo6OjuLGjRvNGqe+mc3IU3l5OaKjo1FWVobk5GSUlpbizJkzKCsrQ0pKCnbu3Im8vDxYWFggICAAAHDp0iUAQJcuXWBlpXpVB29vb6W6RGQcR48exWuvvfbcy3OPHj3Cm2++iQMHDhgoMjKUFStWYN68ec+tV1xcjFdffRVFRUUGiMo8hYWFITY2Ftu3b8eJEycU+3v16oXk5GS8/fbbKCkpweTJk5GWlgZ3d3cjRqs9s0mepk+fjuLiYiQlJWHp0qWws7NTlM2bNw9+fn6ora2Fr6+vYpjx3r17AAAHBwe1x5WXyeuSaZBPXlT1otZHCIFJkyZpvHRIXV0d3nvvPc6BaUVu3ryJ5ORkjeuXlpZizpw5zRgRzZ8/H5aWlpg/f77S/rlz58La2hrBwcGIjIzEuHHjjBSh7swiecrPz0dmZiZcXFyQkpLSoFwikaB3794AgJ49eyr2P3r0CABgbW2t9tht27YFAKXlCkpKSjB9+nSEh4dDKpVCIpGgsLCwQduvvvoKY8aMQZcuXSCVSuHn54d58+ZBJpPpdJ70f+STF1W9OHG49Tl8+DAKCgq0alNcXIw9e/Y0U0RkaBs2bNA6Gd6xYwdKS0ubKSLy8fHBuHHj8O233+Lo0aOK/VZWVoiIiEB5eTni4+ONGKHuzCJ52rZtG+rr6xEbGwupVKqyjjwJejZ5srGxAYBGf83K7+R4dlLclStXkJmZifbt22PAgAFq2/75z3+GpaUlFi9ejP3792PKlClYu3YthgwZgvr6es1PkBqQT15U9ZJ/rtR6bNq0yaDtyPTo8lk+efIEW7dubYZoSG7evHmwsLDAJ598oth37NgxZGRkIDExETNmzGiRayWaxeNZvvvuOwBAVFSU2jolJSUAlJMnTS7Jqbq0179/f5SVlQEAtmzZgqysLJVt//nPfyotWT9gwAB06NABEyZMwI8//oj+/fs3el7qhISEtLhfU/pOFn18fPDqq6+qLLO0tNTLe3Tt2hUWFmbx+8Pk3blzR6d2+/fvR6dOnfQcDRmaEAI3b97Uqe2CBQvw2Wef6TegFkqXfjgyMhJCCLXl/v7+SiOCVVVVmDhxIpYsWYL3338fAwYMwJw5c7By5UqdYm5KP+zm5obc3Fyd2ppF8iSfFOjl5aWyvKamBidPngSgnDz5+voq2tfW1qqcNC5fQVVeF4DGH6SqZ/3ILx/euHFDo2OoUlpa2qT2pJlbt24ZOwRqoidPnvC7Yuaqqqp4Kd+AkpKS4OXlhalTp0IikWDLli0ICgrCqFGjdFp/z1j9sFkkT/IvhnwO069t3boVFRUVcHJygoeHh2J/cHAwrK2tUVNTg9zcXISFhTVo++OPPwIAQkND9RLrDz/8AADw8/PT+Rhubm56icWQ6uvrW1wy0rFjR448mYi7d+/qNPTftm1bdOjQoRkiIkO7deuWTiMnv/nNb2Bvb98MEbU8zd0PZ2VlITMzE+fOnYNEIgHw9I711NRUxMfH49y5c1p/Fk3ph5v0t9IoCyQYWNeuXQUAsW7dugZl169fF87OzgKAiIqKalD+u9/9TgAQ77zzToMy+TpQ1tbWoqysTOV7b968WQAQ165de26cJSUlwsXFRfz2t799/km1MlzniZpiz549z13bR9Vr+/btxg6d9OS///u/tf78LSwsRGFhobFDNxktpX8zhTjN4mezfO7L4sWLldZjOnHiBAYOHIj79+8DUL5kJ/fxxx8rnmv3+eefK/ZfvXoVCQkJAIDJkyfDxcWlSTHKZDK89tpraNOmDTZv3tykYxGZm6FDh6q9LK+Oi4sLRo8e3TwBkcFNnjxZMZqhqejoaHTp0qWZIqLWzCySpzlz5sDBwQHFxcXo3r07evToAR8fH/Tp0wf+/v6IiIgAoDp5CgsLQ2pqKoQQiIuLg5eXF4KDg+Hn54crV64gNDS00eeoaeLRo0d47bXXcO3aNRw8eLDFLRZGZGyWlpZYs2aNVsP3q1atanQZEmpZ/uu//kurdZvat2/f5L6bzJhRxruM4JdffhHDhw8XdnZ2wt7eXoSFhYmNGzeK+vp60bFjRwFAnDlzRm37rKwsMXjwYNG+fXthY2MjunXrJhYtWiQePXrU6Ps+77Ld48ePxYgRI4SdnZ04efJkU06xRTOFYVhNtJQ4zdW2bdtEmzZtGr1UY2lpKTZs2GDsUKkZ1NXViRkzZjz3cp2Tk5PIyckxdrgmp6X0b6YQp9kkT+r8+9//FgCElZXVcxMhXTSWPNXV1YmYmBhhY2Mjvv/+e72/d0tiCl8GTbSUOM3ZmTNnxMSJE0Xbtm0b/NH8/e9/b9Y/UszF7t27xW9/+9sGn7+Dg4P48MMPRVFRkbFDNEktpX8zhTjN4m67xpw/fx7A07vb5Atl6sNXX30FAIo1JPbv3w9nZ2d4eXkhJCQEAJCYmIjMzEzMmzcP7dq1U3r+T6dOnbj+DJEOgoODsWXLFixfvhw5OTl4++23ce/ePbi5uWHbtm3GDo8MYMSIERgxYgSuXLmCX375BY8ePYKjoyP69euntKAxkc6MkrKZkNWrVwsAYvz48Xo9LtQMF0+cOFFRp0uXLmrrffrpp3qNx9SZwi8JTbSUOOn/eHh4CADCw8PD2KEQmTRt+7e9e/cKf39/0bNnTxEWFiYuXryoKAMgevToIfbu3SuEeHqlJTExUbz44ovC29tbpKWlKep++eWXwt/fXzg5OTVLnM2BI0//GXlSNVm8KUQjK67KqXreHRERUUswbdo0bNq0CVFRUZg/fz7WrVuHFStWKMqPHz8OOzs7AE/XU8zPz8elS5dQUVGBXr16YeDAgfDz80NMTAxCQ0MVV2VaArO4264x8uQpMDDQyJEQERG1HEVFRQgJCUFVVRVOnz6NF198UW3dzMxMTJkyBZaWlnB0dMSbb76JL7/80oDR6pfZJ0/Hjx+HEAJDhgwxdihEREQthhACx44dg6urK86cOdPo39Hr168rranl5eWF69evGyLMZmH2yRMRERHpJiIiAg8ePMDatWvRr18/xaLTqjy7iKkmU1tMGZMnIiIi0pmFhQVGjx4NR0dHpad4PMvT01Npnm9RURE8PT0NFKH+MXkiIiIinezZswfA08typaWl8Pb2Vllv7NixSE9PR11dHe7evYvMzEzExMQYMlS9Mvu77YiIiEg3K1euxIIFC2BpaYnVq1fDyclJZb0JEybgp59+gq+vLwBg9uzZ8Pf3N2SoesXkiYiIiHRy6NAhxXIEjbG0tERaWpoBIjIMXrYjIiIivXJ1dUXfvn2xb9++59bNzMzEiBEj4OrqaoDI9IMjT0RERKS1xu6YKy0t1fg4MTExLW7+E5MnMjlVVVXGDkEtU46NiEhfTLmvM4XYmDyRyWlJQ7dERK0R++HGcc4TERERkRY48kQmQSqVQiaTGTsMrUilUmOHQESkN+yHNcfkiUyCRCKBra2tscMgIjJb7Ic1x8t2RERERFpg8kREBGD37t0ICgpSenl4eMDGxqbRMnVGjx6NnJyc576vRCJBYGCg0no4ly9fRnh4OHx9ffHKK68gPz9fURYVFQVHR0esWbMGQgj069cP165da9rJE5FWmDwREQEYOXIk8vLyFK/s7GxIpVKsWbOm0TJVTp06hfv376NPnz4avffx48cxfPhwxfbkyZMxadIkXLp0CcnJyUhISFCUHT58GCNHjgTwNPGaOXMmFi5c2IQzJyJtMXkiIvqV+vp6jB8/HoMGDcK7776rcZlceno6xo8fr9gePHgwZsyYodiuqKiAs7MzysvLG7S9ffs2zpw5g9jYWADAmDFjcO3aNaUn0j9rxIgR2LdvHyorK7U9TSLSEZMnIqJf+fTTT3H37l2sWrVKqzK57OxshIeHK7azsrJw4MABXLhwAQCwadMmREdHo0OHDg3aFhcXw93dHVZWT+/nkUgk8PT0xPXr11W+V5s2bRAQEIBjx45pdY5EpDsmT0REz9i1axcyMjKwY8cOWFtba1z2rJKSEri5uSm2LS0tER8fjy1btqC+vh5paWlITExU214ikShtN/YYDABwc3NDSUlJo3WISH+4VAER0X9cvHgRCQkJ+Oabb+Du7q5x2a9JpVI8fPgQDg4Oin2xsbEICwtDeHg4XF1d0bt3b5VtO3fujJKSEtTW1sLKygpCCBQXF8PT01Pt+z169Ajt2rXT4kyJqCk48kREBKCyshKjRo3CwoULERERoXGZKoGBgSgoKFDa5+HhAT8/P0yZMgUffPCB2rYuLi4IDg7G1q1bAQA7duyAl5cXvLy81La5cOECevbs+dy4iEg/mDwREQFIS0vDxYsXsWHDhgbLEqxevVpt2c2bNxsc64033sD+/fsb7J8wYQLq6+sxZsyYRmNJT09Heno6fH19kZqaioyMDLV15RPJAwICtDthItKZRDzvYjoRUQvWqVMn3LhxAx4eHgabF1RZWYk+ffrg5MmTSis2Z2dnY9asWcjNzVXsk0gkqKyshJ2dncbHj4uLQ0hICBITEzFnzhx07dpVaTkDImpeHHkiItIze3t7fPbZZxotXunq6oq+ffsqLZLZmKioKBw5ckSRlLm7uyM+Pr5J8RKRdjjyREStmjFGnoiodePIExEREZEWmDwRERERaYHJExEREZEWmDwRERERaYHJExEREZEWmDwRERERaYHPtiOTIIRAdXW1scPQilQqbfAAVyKilor9sOaYPJFJqK6u1mqFZVMgk8mUVo8mImrJ2A9rjpftiIiIiLTAkScyOWVlZSY7olNVVQVXV1djh0FE1KzYDzeOyROZHFtbW5P90hIRmQP2w43jZTsiIiIiLTB5IiIiItICkyciIiIiLTB5IiIiIp1kZ2dDIpEovezs7NCrVy+sWLECtbW1xg6xWXDCOBERETVJTEwMoqOjIYRAaWkpvvjiCyQlJeHChQtYv369scPTOyZPRERE1CRBQUGIjY1VbE+dOhX+/v7YuHEjFi1aBGdnZyNGp3+8bKehgwcPYujQoXBycoJUKkWPHj2wZMkSPH782NihERERmRRbW1uEhoZCCIGrV68aOxy9Y/KkgeXLl2PIkCE4cOAA7O3t8dJLL6GgoABz585FZGQkHj58aOwQiYiITIo8aXJycjJyJPrH5Ok5Tp06hdmzZ0MikWDz5s0oLCzE2bNnUVBQAB8fH+Tk5OCjjz4ydphERERGU11djfLycty5cwfnz5/HtGnTcPbsWbz88svo2rWrscPTOyZPz5GSkgIhBOLj4xEXF6fY7+3tjYyMDADAunXrcPv2bSNFSM+S3/mRmpqqto6dnR0iIyMNFxQRUSuXkpICZ2dnuLi4IDAwEGvXrsXrr7+O3bt3Gzu0ZmF2yVN5eTlmzZoFb29v2NjYoHPnzvjwww/x8OFDxMbGQiKRYOPGjQCAyspKHDx4EADw3nvvNThW//794evri8ePH7fa/yBELVF+fj4++OADdO/eHaWlpQCAe/fu4eeffzZyZGQIQgh8//33GDt2LF566SV4enoiODgYCxcuxM2bN40dXquUkJCAQ4cOYf/+/Vi2bBmcnJxQVlaGdu3aKerU1NQgICAAixcvVmobFxeHYcOGGTrkphFm5Oeffxaurq4CgLC1tRXBwcHCxcVFABCjR48WISEhAoA4deqUEEKII0eOCACibdu24smTJyqP+c477wgAIiEhwZCn0urIZDIBQAAQMplM5+McPnxYABBLlixRW8fW1lYMGDBAp+PrK05qHvfu3RPR0dGKz0jVa/DgweLOnTvGDpWayb/+9S/RrVs3tZ+/paWl+OCDD9T26eZMl/5NXZ+bk5MjLCwsxFtvvaW0//Tp08LW1lbk5eUJIYT4+uuvhaOjo7hx40azxqlvZjPyVF5ejujoaJSVlSE5ORmlpaU4c+YMysrKkJKSgp07dyIvLw8WFhYICAgAAFy6dAkA0KVLF1hZqV7VwdvbW6kuERlHRUUFIiMjsWfPnkbrHTp0CBERESgvLzdQZGQo58+fR9++fZGfn6+2Tl1dHVavXo1x48ahrq7OgNGZl7CwMMTGxmL79u04ceKEYn+vXr2QnJyMt99+GyUlJZg8eTLS0tLg7u5uxGi1ZzbJ0/Tp01FcXIykpCQsXboUdnZ2irJ58+bBz88PtbW18PX1VQwz3rt3DwDg4OCg9rjyMnldMg3yyYuqXtQ6TZkyRePLchcvXsTEiRObOSIypMePH2PEiBG4f/++RvV37NiBZcuWNW9QZm7+/PmwtLTE/PnzlfbPnTsX1tbWCA4ORmRkJMaNG2ekCHVnFslTfn4+MjMz4eLigpSUlAblEokEvXv3BgD07NlTsf/Ro0cAAGtra7XHbtu2LQAoLVdQUlKC6dOnIzw8HFKpFBKJBIWFhQ3aHj16FIMHD0bHjh3Rtm1bdOrUCTExMbhw4YJO50n/Rz55UdWrqqrK2OGRnhUXF+Pvf/+7Vm327duHgoKCZoqIDO3rr79GUVGRVm1Wr16NJ0+eNFNE5OPjg3HjxuHbb7/F0aNHFfutrKwUo7/x8fFGjFB3ZpE8bdu2DfX19YiNjYVUKlVZR54EPZs82djYAECjC2HW1NQAgNKkuCtXriAzMxPt27fHgAED1La9d+8eAgICsGrVKhw8eBBLly7Fv/71L/Tp0wclJSWanyA1IJ+8qOol/1yp9Vi/fj3q6+u1brdu3bpmiIaMYe3atVq3uXnzJnbt2tUM0ZDcvHnzYGFhgU8++USx79ixY8jIyEBiYiJmzJjRItdKNIvHs3z33XcAgKioKLV15MnKs8mTJpfkVF3a69+/P8rKygAAW7ZsQVZWlsq2I0eOxMiRI5X2hYSEwM/PDzt27MCMGTPUvm9jQkJCFHcYtRS6/OFrjI+PD1599VWVZZaWlnp5j65du8LCwix+f5g8XS/Hrlu3Djt27NBzNGRoQgid76KLj4/HH/7wB/0G1ELp0g9HRkZCCKG23N/fX2luWVVVFSZOnIglS5bg/fffx4ABAzBnzhysXLlSp5ib0g+7ubkhNzdXp7ZmkTzJh3K9vLxUltfU1ODkyZMAlJMnX19fRfva2lqVk8blK6jK6wJo0h/UDh06AIDaCeqaKC0txY0bN3RuT5q5deuWsUOgJnry5Am/K2ZOJpNBJpMZOwyzkZSUBC8vL0ydOhUSiQRbtmxBUFAQRo0apdP6e8bqh80ieZLPcZHPYfq1rVu3oqKiAk5OTvDw8FDsDw4OhrW1NWpqapCbm4uwsLAGbX/88UcAQGhoqM7x1dXVob6+HsXFxZg7dy7c3d0RExOj8/Hc3Nx0bmss9fX1LS4Z6dixI0eeTER5ebniEro22rRpAxcXl2aIiAzt5s2bjY6AqGNnZ4cXXnihGSJqeZq7H87KykJmZibOnTsHiUQC4Okd66mpqYiPj8e5c+dgb2+v1TGb0g836W+lURZIMLCuXbsKAGLdunUNyq5fvy6cnZ0FABEVFdWg/He/+50AIN55550GZfJ1oKytrUVZWZnK9968ebMAIK5du6Y2vr59+yrWrPDx8REFBQWan1wrwXWeqCmWLVvW6NpO6l6ffPKJsUMnPRk5cqRO/wcOHTpk7NBNRkvp30whTrP42Syf+7J48WKl9ZhOnDiBgQMHKm5tffaSndzHH3+seK7d559/rth/9epVJCQkAAAmT57cpF+vGRkZOHHiBLZv347f/OY3GDx4MK5fv67z8YjMTXx8vNY3AlhaWmLSpEnNFBEZ2tSpU7Vu89JLL2HQoEHNEA21dmaRPM2ZMwcODg4oLi5G9+7d0aNHD/j4+KBPnz7w9/dHREQEANXJU1hYGFJTUyGEQFxcHLy8vBAcHAw/Pz9cuXIFoaGhjT5HTRMvvfQSQkNDMW7cOHz33Xd48OAB/vSnPzXpmETmxMnJCVOmTNGqzcSJE5Uu01PLNnjwYMWSM5qaM2eO4vIRkTbMInny9PTE0aNHMXz4cNjY2KCoqAjOzs7YuHEjdu3apVjrRVXyBADJycnIysrC4MGDUVFRgYKCAvj6+mLRokU4cuSI2uUPdNG+fXv4+PjgypUrejumOZHf+TFnzhy1dWQyGbKzsw0XFBnEn/70J0RHR2tUNyoqCmlpac0cERmShYUFdu/erXjqw/P893//t9LD3om0YRYTxgGge/fu2Lt3b4P9d+/exa1bt2BlZYVu3bqpbT9kyBAMGTKkOUMEANy+fRsXL15s0gR0InPUpk0b7Ny5E3PnzsW6detULoZqY2ODd999F3/+858Va7tR6+Hu7o7jx49jypQp2LVrl8pb711dXTF//nydLvMRyZlN8qTO+fPnAQB+fn567Uy/+uorAFCsIbF//344OzvDy8sLISEhAIDY2Fj4+PggKCgI7du3x+XLl7FixQpYWVlh5syZeouFyFy0adMGy5Ytw8cff4y//vWv+P7771FZWQk7Ozv069cP8fHxjT5uiVo+FxcX7Ny5E0VFRdiwYQOWL1+OR48eoV27dti0aRNGjx7d6FMjiDRilGnqJmT16tUCgBg/frxejws1d3ZMnDhR6b1ffvll0b59e2FjYyO6du0qJk2aJAoLC/UaS0tgCndPaKKlxElET3l4eAgAwsPDw9ihmDxt+7e9e/cKf39/0bNnTxEWFiYuXryoKAMgevToIfbu3SuEEKKurk4kJiaKF198UXh7e4u0tDRF3S+//FL4+/sLJyenZomzOXDk6T8jT+rmO+lKaLDeSGJiIhITE/X6vkRERIYwbdo0bNq0CVFRUZg/fz7WrVuHFStWKMqPHz8OOzs7AE/XU8zPz8elS5dQUVGBXr16YeDAgfDz80NMTAxCQ0MVV2VaArOYMN4YefIUGBho5EiIiIhajqKiIoSEhKCqqgqnT5/Giy++qLZuZmYmpkyZAktLSzg6OuLNN9/El19+acBo9cvsk6fjx49DCGGQyeBERESthRACx44dg6urK86cOdPo39Hr16+jS5cuim0vL68WvZ6h2SdPREREpJuIiAg8ePAAa9euRb9+/RSLTqvy7JpamkxtMWVMnoiIiEhnFhYWGD16NBwdHZWe4vEsT09PFBYWKraLiorg6elpoAj1j8kTERER6WTPnj0Anl6WKy0tVbtI6dixY5Geno66ujrcvXsXmZmZiImJMWSoemX2d9sRERGRblauXIkFCxbA0tISq1evhpOTk8p6EyZMwE8//QRfX18AwOzZs+Hv72/IUPWKyRMRERHp5NChQ4rlCBpjaWnZqh6JxMt2REREpFeurq7o27cv9u3b99y6mZmZGDFiBFxdXQ0QmX5w5ImIiIi01tgdc6WlpRofJyYmpsXNf2LyRCZH1QNdTYUpx0ZEpC+m3NeZQmxMnsjktKShWyKi1oj9cOM454mIiIhICxx5IpMglUohk8mMHYZWpFKpsUMgItIb9sOaY/JEJkEikcDW1tbYYRARmS32w5rjZTsiIiIiLTB5IiIiArB7924EBQUpvTw8PGBjY9NomTqjR49GTk7Oc99XIpEgMDBQaU2ky5cvIzw8HL6+vnjllVeQn5+vKIuKioKjoyPWrFkDIQT69euHa9euNe3kSStMnoiIiACMHDkSeXl5ild2djakUinWrFnTaJkqp06dwv3799GnTx+N3vv48eMYPny4Ynvy5MmYNGkSLl26hOTkZCQkJCjKDh8+jJEjRwJ4mnjNnDkTCxcubMKZk7aYPBEREf1KfX09xo8fj0GDBuHdd9/VuEwuPT0d48ePV2wPHjwYM2bMUGxXVFTA2dkZ5eXlDdrevn0bZ86cQWxsLABgzJgxuHbtGgoLC1W+14gRI7Bv3z5UVlZqe5qkIyZPREREv/Lpp5/i7t27WLVqlVZlctnZ2QgPD1dsZ2Vl4cCBA7hw4QIAYNOmTYiOjkaHDh0atC0uLoa7uzusrJ7e0yWRSODp6Ynr16+rfK82bdogICAAx44d0+ocSXdMnoiIiJ6xa9cuZGRkYMeOHbC2tta47FklJSVwc3NTbFtaWiI+Ph5btmxBfX090tLSkJiYqLa9RCJR2m7sUSgA4ObmhpKSkkbrkP5wqQIiIqL/uHjxIhISEvDNN9/A3d1d47Jfk0qlePjwIRwcHBT7YmNjERYWhvDwcLi6uqJ3794q23bu3BklJSWora2FlZUVhBAoLi6Gp6en2vd79OgR2rVrp8WZUlNw5ImIiAhAZWUlRo0ahYULFyIiIkLjMlUCAwNRUFCgtM/DwwN+fn6YMmUKPvjgA7VtXVxcEBwcjK1btwIAduzYAS8vL3h5ealtc+HCBfTs2fO5cZF+MHkiIiICkJaWhosXL2LDhg0NliVYvXq12rKbN282ONYbb7yB/fv3N9g/YcIE1NfXY8yYMY3Gkp6ejvT0dPj6+iI1NRUZGRlq68onkgcEBGh3wqQziXjehVQiIqIWqlOnTrhx4wY8PDwMOieosrISffr0wcmTJ5VW7c7OzsasWbOQm5ur2CeRSFBZWQk7OzuNjx8XF4eQkBAkJiZizpw56Nq1q9JyBtS8OPJERESkZ/b29vjss880WrzS1dUVffv2VVokszFRUVE4cuSIIilzd3dHfHx8k+Il7XDkiYiIWi1jjTxR68aRJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKfbUcmQQiB6upqY4ehFalU2uDhnURELRX7Yc0xeSKTUF1drdXquqZAJpMprRxMRNSSsR/WHC/bEREREWmBI09kcsrKykx2RKeqqgqurq7GDoOIqFmxH24ckycyOba2tib7pSUiMgfshxvHy3ZEREREWmDyRERERKQFJk9EREREWmDyRERERKQFJk9ERESkk+zsbEgkEqWXnZ0devXqhRUrVqC2ttbYITYL3m1HRERETRITE4Po6GgIIVBaWoovvvgCSUlJuHDhAtavX2/s8PSOyRMRERE1SVBQEGJjYxXbU6dOhb+/PzZu3IhFixbB2dnZiNHpHy/baejgwYMYOnQonJycIJVK0aNHDyxZsgSPHz82dmhEREQmxdbWFqGhoRBC4OrVq8YOR++YPGlg+fLlGDJkCA4cOAB7e3u89NJLKCgowNy5cxEZGYmHDx8aO0QiIiKTIk+anJycjByJ/jF5eo5Tp05h9uzZkEgk2Lx5MwoLC3H27FkUFBTAx8cHOTk5+Oijj4wdJhERkdFUV1ejvLwcd+7cwfnz5zFt2jScPXsWL7/8Mrp27Wrs8PSOydNzpKSkQAiB+Ph4xMXFKfZ7e3sjIyMDALBu3Trcvn3bSBHSs+R3fqSmpqqtY2dnh8jISMMFRUZx5swZ/PnPf8ann36KZcuW4eTJkxBCGDssMpC6ujrs27cPlZWVAACZTIZr164ZOarWKyUlBc7OznBxcUFgYCDWrl2L119/Hbt37zZ2aM3C7JKn8vJyzJo1C97e3rCxsUHnzp3x4Ycf4uHDh4iNjYVEIsHGjRsBAJWVlTh48CAA4L333mtwrP79+8PX1xePHz9utf9BiFqar7/+GmFhYejduzdmz56NP/7xj0hOTkZYWBhCQkKwfft2Y4dIzai2thZ//vOf4ePjg9/97nd48OABAKCiogLe3t4YMWIETp48aeQoW5+EhAQcOnQI+/fvx7Jly+Dk5ISysjK0a9dOUaempgYBAQFYvHixUtu4uDgMGzbM0CE3jTAjP//8s3B1dRUAhK2trQgODhYuLi4CgBg9erQICQkRAMSpU6eEEEIcOXJEABBt27YVT548UXnMd955RwAQCQkJhjyVVkcmkwkAAoCQyWQ6H+fw4cMCgFiyZInaOra2tmLAgAE6HV9fcVLz+OMf/6j4fBp7zZ49W9TX1xs7XNKzR48eiejo6Od+/tbW1uIf//iHscM1Obr0b+r63JycHGFhYSHeeustpf2nT58Wtra2Ii8vTwghxNdffy0cHR3FjRs3mjVOfTObkafy8nJER0ejrKwMycnJKC0txZkzZ1BWVoaUlBTs3LkTeXl5sLCwQEBAAADg0qVLAIAuXbrAykr1qg7e3t5KdYnIONavX49PPvlEo7rLli3D8uXLmzkiMrSEhATs2bPnufUeP36M3//+9zh69KgBojJPYWFhiI2Nxfbt23HixAnF/l69eiE5ORlvv/02SkpKMHnyZKSlpcHd3d2I0WrPbJKn6dOno7i4GElJSVi6dCns7OwUZfPmzYOfnx9qa2vh6+urGGa8d+8eAMDBwUHtceVl8rpkGuSTF1W9qPWpqanBxx9/rFWbP/7xj4r5MNTy/fzzz9i2bZvG9Z88eaL1/xnSzvz582FpaYn58+cr7Z87dy6sra0RHByMyMhIjBs3zkgR6s4skqf8/HxkZmbCxcUFKSkpDcolEgl69+4NAOjZs6di/6NHjwAA1tbWao/dtm1bAFBarqCkpATTp09HeHg4pFIpJBIJCgsLnxvnsGHDIJFIsGDBAk1Oixohn7yo6lVVVWXs8EjPvvrqK9y5c0erNpWVlVr9sSXTtm7dOq3b/PDDD/jll1+aIRoCAB8fH4wbNw7ffvut0iiflZUVIiIiUF5ejvj4eCNGqDuzSJ62bduG+vp6xMbGQiqVqqwjT4KeTZ5sbGwAoNGFMGtqagBAaVLclStXkJmZifbt22PAgAEaxfj3v/8deXl5GtWl55NPXlT1kn+u1Hr8/e9/16ldZmamniMhY9H1/4Cu7Ugz8+bNg4WFhdIl9WPHjiEjIwOJiYmYMWNGi1wr0Swez/Ldd98BAKKiotTWKSkpAaCcPGlySU7Vpb3+/fujrKwMALBlyxZkZWU1Gt+DBw/whz/8AX/+85+VlrfXVUhICEpLS5t8HEOqr6/X6/F8fHzw6quvqiyztLTUy3t07doVFhZm8fvD5Gk76iT3448/olOnTnqOhgxNCKHz1In//d//xaZNm/QcUcukSz8cGRnZ6BIg/v7+qKurU2xXVVVh4sSJWLJkCd5//30MGDAAc+bMwcqVK3WKuSn9sJubG3Jzc3VqaxbJU1FREQDAy8tLZXlNTY3i1tVnkydfX19F+9raWpWTxuUrqMrrAtD6g5w3bx58fX0xfvx4vSRPpaWluHHjRpOPQ427deuWsUOgJqqtreV3xcxVVVXxUr4BJSUlwcvLC1OnToVEIsGWLVsQFBSEUaNG6bT+nrH6YbNInuRfDPkcpl/bunUrKioq4OTkBA8PD8X+4OBgWFtbo6amBrm5uQgLC2vQ9scffwQAhIaG6hRbbm4uNmzYgNOnT+vUXhU3Nze9HctQ6uvrW1wy0rFjR448mYh79+6hurpa63bt2rWDo6NjM0REhlZWVoba2lqt273wwgtKNxCZs+buh7OyspCZmYlz585BIpEAeHrHempqKuLj43Hu3DnY29trdcym9MNN+VtpFsmTm5sbKisrkZubi5CQEKWy4uJixeNVAgMDlcrs7e0xePBg7N27Fxs2bGiQPP3www+4dOkSrK2t8dprr2kdV11dHaZMmYLExER0795d6/bq6DoMaUxVVVUtrgO7fPkybG1tjR0G4elq4vKbPrSxf/9+jeclkmlbuXIl/vCHP2jVxtbWFkVFRXjhhReaJ6gWprn74aFDh+L+/fsN9k+bNg3Tpk3T6ZjG6ofN4mezfO7L4sWLldZjOnHiBAYOHKj4MJ+9ZCf38ccfK55r9/nnnyv2X716FQkJCQCAyZMnw8XFReu41qxZg9LSUt5dR9REvXr1Ujky3Jju3bujf//+zRQRGdrEiRPV3hCkzoQJE5g4kU7MInmaM2cOHBwcUFxcjO7du6NHjx7w8fFBnz594O/vj4iICACqk6ewsDCkpqZCCIG4uDh4eXkhODgYfn5+uHLlCkJDQxt9jpo65eXlmD9/Pj755BPU1tbi/v37iiTu0aNHuH//vt4nURO1Zp9//rnGl+Ds7e2xbds2xaUDavnat2+PL774QuPPtHv37liyZEkzR0WtllHWNTeCX375RQwfPlzY2dkJe3t7ERYWJjZu3Cjq6+tFx44dBQBx5swZte2zsrLE4MGDRfv27YWNjY3o1q2bWLRokXj06FGj77t582YBQFy7dk1p/9mzZ5/7CIHLly/r49RbBFNYbl8TLSVOc3Xu3DnRuXPnRr9Xrq6u4qeffjJ2qNRM/v73v4u2bds2+n/glVdeEWVlZcYO1eS0lP7NFOKUCGHejxm/e/cunJycYGVlBZlMpljvSV+2bNmC+Ph4XLt2TeluP5lMpnJuUlRUFCZOnIi4uDiEhoYqrR/Vmj17rV0mk5nsXKKWEqc5q66uxvbt25GWloazZ88q9ltZWWH16tUYP3681pNSqWUpLS3Fxo0bkZ6erliGBgB++9vfYtq0aRg+fLjaR26Zs5bSv5lCnGZx2a4x58+fBwD4+fnpNXH66quv8NVXXykSpP379ytt29nZITIyssELeLqkQmRkpNkkTkT6JJVKkZCQgNOnT+P+/fuKO2pcXFwwZcoUJk5mwM3NDR9//DGKiopQXl6OkpISyGQyHDhwACNHjmTipCf79u1Dt27dEBQUhD59+ijNKZZIJAgMDMS+ffsAPL2T74MPPoC3tzd8fHywdu1aRd3MzEx069YNHTp0MPg56Mrs/wfJkydV852aYuzYsUrbU6dOBfB0UuOWLVv0+l5E1JBEIsELL7ygWBSV85vMj4WFBZycnIwdRqs1bdo0bNq0CVFRUZg/fz7WrVuHFStWKMqPHz+uGCHaunUr8vPzcenSJVRUVKBXr14YOHAg/Pz8EBMTg9DQ0AZ3w5syJk/NlDzpejXUzK+iEhFRC1FUVISQkBBUVVXh9OnTGDZsmNq6mZmZmDJlCiwtLeHo6Ig333wTX375ZYu925yX7f6TPP16jSciIiJSTwiBY8eOwdXVFWfOnMGQIUPU1r1+/Tq6dOmi2Pby8sL169cNEWazMPuRp+PHjxs7BCIiohYpIiICDx48wDfffIN+/frh4sWLaN++vcq6z146b+lXWcx+5ImIiIh0Z2FhgdGjR8PR0VFp0vizPD09UVhYqNguKiqCp6engSLUPyZPREREpJM9e/YAeHpZrrS0FN7e3irrjR07Funp6airq8Pdu3eRmZmJmJgYQ4aqV2Z/2Y6IiIh0s3LlSixYsACWlpZYvXq12rsbJ0yYgJ9++gm+vr4AgNmzZ8Pf39+QoeoVkyciIiLSyaFDhzR6mLClpSXS0tIMEJFh8LIdERER6ZWrqyv69u2rWCSzMZmZmRgxYgRcXV0NEJl+cOSJiIiItNbYHXOlpaUaHycmJqbFzX/iyBMRERGRFjjyRCanqqrK2CGoZcqxERHpiyn3daYQG5MnMjkt6bo3EVFrxH64cbxsR0RERKQFjjyRSZBKpZDJZMYOQytSqdTYIRAR6Q37Yc0xeSKTIJFIYGtra+wwiIjMFvthzfGyHRERgN27dyMoKEjp5eHhARsbm0bL1Bk9ejRycnKe+74SiQSBgYFK6+FcvnwZ4eHh8PX1xSuvvIL8/HxFWVRUFBwdHbFmzRoIIdCvXz9cu3ataSdPRFph8kREBGDkyJHIy8tTvLKzsyGVSrFmzZpGy1Q5deoU7t+/jz59+mj03sePH8fw4cMV25MnT8akSZNw6dIlJCcnIyEhQVF2+PBhjBw5EsDTxGvmzJlYuHBhE86ciLTF5ImI6Ffq6+sxfvx4DBo0CO+++67GZXLp6ekYP368Ynvw4MGYMWOGYruiogLOzs4oLy9v0Pb27ds4c+YMYmNjAQBjxozBtWvXlJ5I/6wRI0Zg3759qKys1PY0iUhHTJ6IiH7l008/xd27d7Fq1SqtyuSys7MRHh6u2M7KysKBAwdw4cIFAMCmTZsQHR2NDh06NGhbXFwMd3d3WFk9nZIqkUjg6emJ69evq3yvNm3aICAgAMeOHdPqHIlId0yeiIiesWvXLmRkZGDHjh2wtrbWuOxZJSUlcHNzU2xbWloiPj4eW7ZsQX19PdLS0pCYmKi2vUQiUdpu7DEYAODm5oaSkpJG6xCR/vBuOyKi/7h48SISEhLwzTffwN3dXeOyX5NKpXj48CEcHBwU+2JjYxEWUOtPDwAA2ktJREFUFobw8HC4urqid+/eKtt27twZJSUlqK2thZWVFYQQKC4uhqenp9r3e/ToEdq1a6fFmRJRU3DkiYgIQGVlJUaNGoWFCxciIiJC4zJVAgMDUVBQoLTPw8MDfn5+mDJlCj744AO1bV1cXBAcHIytW7cCAHbs2AEvLy94eXmpbXPhwgX07NnzuXERkX4weSIiApCWloaLFy9iw4YNDZYlWL16tdqymzdvNjjWG2+8gf379zfYP2HCBNTX12PMmDGNxpKeno709HT4+voiNTUVGRkZauvKJ5IHBARod8JEpDOJeN7FdCKiFqxTp064ceMGPDw8DDYvqLKyEn369MHJkyeVFh3Mzs7GrFmzkJubq9gnkUhQWVkJOzs7jY8fFxeHkJAQJCYmYs6cOejatavScgZE1Lw48kREpGf29vb47LPPNFq80tXVFX379lVaJLMxUVFROHLkiCIpc3d3R3x8fJPiJSLtcOSJiFo1Y4w8EVHrxpEnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSAp9tRyZBCIHq6mpjh6EVqVTa4AGuREQtFfthzTF5IpNQXV2t1QrLpkAmkymtHk1E1JKxH9YcL9sRERERaYEjT2RyysrKTHZEp6qqCq6ursYOg4ioWbEfbhyTJzI5tra2JvulJSIyB+yHG8fLdkRERERaYPJEREREpAUmT0RERERaYPJEREREpAUmT0RERKST7OxsSCQSpZednR169eqFFStWoLa21tghNgvebUdERERNEhMTg+joaAghUFpaii+++AJJSUm4cOEC1q9fb+zw9I7JExERETVJUFAQYmNjFdtTp06Fv78/Nm7ciEWLFsHZ2dmI0ekfL9tp6ODBgxg6dCicnJwglUrRo0cPLFmyBI8fPzZ2aERERCbF1tYWoaGhEELg6tWrxg5H75g8aWD58uUYMmQIDhw4AHt7e7z00ksoKCjA3LlzERkZiYcPHxo7RCIiIpMiT5qcnJyMHIn+MXl6jlOnTmH27NmQSCTYvHkzCgsLcfbsWRQUFMDHxwc5OTn46KOPjB0mERGR0VRXV6O8vBx37tzB+fPnMW3aNJw9exYvv/wyunbtauzw9I7J03OkpKRACIH4+HjExcUp9nt7eyMjIwMAsG7dOty+fdtIEdKz5Hd+pKamqq1jZ2eHyMhIwwVFRiGEwN27dxV3+wghjBwRGVpdXR1u376NoqIiVFZWGjucVi0lJQXOzs5wcXFBYGAg1q5di9dffx27d+82dmjNwuySp/LycsyaNQve3t6wsbFB586d8eGHH+Lhw4eIjY2FRCLBxo0bAQCVlZU4ePAgAOC9995rcKz+/fvD19cXjx8/brX/QYhaGplMhvXr1yM4OBhOTk4oKysDANy+fRtpaWl48OCBkSOk5nbz5k0sXLgQnp6ecHV1hZeXF37zm9/g1Vdfxc6dO1vt7fPGlJCQgEOHDmH//v1YtmyZ4rvXrl07RZ2amhoEBARg8eLFSm3j4uIwbNgwQ4fcNMKM/Pzzz8LV1VUAELa2tiI4OFi4uLgIAGL06NEiJCREABCnTp0SQghx5MgRAUC0bdtWPHnyROUx33nnHQFAJCQkGPJUWh2ZTCYACABCJpPpfJzDhw8LAGLJkiVq69ja2ooBAwbodHx9xUnNIy8vT3h4eCg+I1UvZ2dncfLkSWOHSs1k+/btwtrautH/AyEhIeLWrVvGDtXk6NK/qetzc3JyhIWFhXjrrbeU9p8+fVrY2tqKvLw8IYQQX3/9tXB0dBQ3btxo1jj1zWxGnsrLyxEdHY2ysjIkJyejtLQUZ86cQVlZGVJSUrBz507k5eXBwsICAQEBAIBLly4BALp06QIrK9WrOnh7eyvVJSLjKCgoQFRUFG7cuNFovTt37mDQoEHIy8szTGBkMP/4xz/w1ltvPfcu6NzcXAwcOBD37t0zUGTmJywsDLGxsdi+fTtOnDih2N+rVy8kJyfj7bffRklJCSZPnoy0tDS4u7sbMVrtmU3yNH36dBQXFyMpKQlLly6FnZ2domzevHnw8/NDbW0tfH19FcOM8i+Wg4OD2uPKy/glNC3yyYuqXtQ6xcfHa/w9lMlkGD9+POdBtSL37t1Tmpf6PBcuXODNPs1s/vz5sLS0xPz585X2z507F9bW1ggODkZkZCTGjRtnpAh1ZxbJU35+PjIzM+Hi4oKUlJQG5RKJBL179wYA9OzZU7H/0aNHAABra2u1x27bti0AKC1XUFJSgunTpyM8PBxSqRQSiQSFhYUN2qpa1l4ikSAoKEiX06RnyCcvqnpVVVUZOzzSs9OnTyv9utVEfn4+fvjhh2aKiAzt888/R3V1tVZttm7dioqKimaKiHx8fDBu3Dh8++23OHr0qGK/lZUVIiIiUF5ejvj4eCNGqDuzSJ62bduG+vp6xMbGQiqVqqwjT4KeTZ5sbGwAoNEh4JqaGgBQmhR35coVZGZmon379hgwYMBz40tLS0NOTo7i9de//vX5J0WNkk9eVPWSf67Ueuj6+If09HQ9R0LGosv/gaqqKvztb39rhmhIbt68ebCwsMAnn3yi2Hfs2DFkZGQgMTERM2bMaJFrJZrF41m+++47AEBUVJTaOiUlJQCUkydNLsmpurTXv39/xR0+W7ZsQVZWVqPxdevWDWFhYY3W0UZISAhKS0v1djxDqK+v1+vxfHx88Oqrr6oss7S01Mt7dO3aFRYWZvH7w+TduXNHp3ZfffUVR59aASEEbt68qVPb2bNnY9GiRXqOqGXSpR+OjIxs9PK3v78/6urqFNtVVVWYOHEilixZgvfffx8DBgzAnDlzsHLlSp1ibko/7ObmhtzcXJ3amkXyVFRUBADw8vJSWV5TU4OTJ08CUE6efH19Fe1ra2tVThqXr6AqrwvA6H9QS0tLnztplpru1q1bxg6BmujJkyf8rpi5qqoqXso3oKSkJHh5eWHq1KmQSCTYsmULgoKCMGrUKJ3W3zNWP2wWyZP8iyGfw/Rr8uveTk5O8PDwUOwPDg6GtbU1ampqkJubq3J06McffwQAhIaG6hxfTEwMysvL0aFDB4wcORJLly6Fo6Ojzsdzc3PTua2x1NfXt7hkpGPHjkZPlOmpf//732q/342xtrZudQ8sNVc3b97U6QYAe3t7/OY3v2mGiFqe5u6Hs7KykJmZiXPnzkEikQB4esd6amoq4uPjce7cOdjb22t1zKb0w035W2kWyZObmxsqKyuRm5uLkJAQpbLi4mLFHReBgYFKZfb29hg8eDD27t2LDRs2NEiefvjhB1y6dAnW1tZ47bXXtI7rhRdewKxZszBgwADY2dkhJycHS5YswcmTJ/HTTz8p5mFpS9dhSGOqqqpSugOyJbh8+TJsbW2NHQYB+Nvf/obx48dr3W7VqlWYPHlyM0REhvb+++/jL3/5i9btcnJy0L1792aIqOVp7n546NChuH//foP906ZNw7Rp03Q6prH6YbP42Syf+7J48WKl9ZhOnDiBgQMHKj7MZy/ZyX388ceK59p9/vnniv1Xr15FQkICAGDy5MlwcXHROq7g4GAsW7YM0dHRiIyMxEcffYRt27bh/Pnz2L59u9bHIzJXY8aM0XoEyd7eXqeEi0zT+++/r3WbAQMGMHEinZhF8jRnzhw4ODiguLgY3bt3R48ePeDj44M+ffrA398fERERAFQnT2FhYUhNTYUQAnFxcfDy8kJwcDD8/Pxw5coVhIaGNvocNW1FR0fDzs4OP/30k96OSdTatW3btsEjH55nwYIFLW60k9QLDAzEhAkTNK5vbW2N//mf/2nGiKg1M4vkydPTE0ePHsXw4cNhY2ODoqIiODs7Y+PGjdi1axcKCgoAqE6eACA5ORlZWVkYPHgwKioqUFBQAF9fXyxatAhHjhxRu/yBroQQiuvBpB35nR9z5sxRW0cmkyE7O9twQZFBvPvuuxr/MZwzZw5mzpzZzBGRoW3YsAEjRox4bj1ra2ts375d8cOZSFtmMecJALp37469e/c22H/37l3cunULVlZW6Natm9r2Q4YMwZAhQ5ozRADA7t27UVVV1aQJ6ETmat68eQgICMCyZctw7NixBuWvvPIKPvzwQ7z55ptGiI6aW9u2bfH1119j1apVSEtLU9wNLWdhYYERI0Zg7ty5eOWVV4wUJbUGZpM8qXP+/HkAgJ+fn84TtFX56quvAPzf5O39+/fD2dkZXl5eiknrEyZMQNeuXREUFASpVIqcnBz86U9/Qq9evRATE6O3WIjMyWuvvYbXXnsNP//8Mw4fPowHDx7A3t4e/fr1a3DDCLU+lpaWmDlzJmbMmIFvv/0WY8eOxYMHD/DCCy/g3Llz8PT0NHaI1BoY5XHEJmT16tUCgBg/frxejws1T/OeOHGios7ixYtFQECAsLe3F23atBH/9V//JT788EPx4MEDvcbSEpjCU7I10VLiJKKnPDw8BADh4eFh7FBMnrb92969e4W/v7/o2bOnCAsLExcvXlSUARA9evQQe/fuFUIIUVdXJxITE8WLL74ovL29RVpamqLul19+Kfz9/YWTk1OzxNkcOPL0n5EndfOddCU0WG/ko48+4oMpiYioRZo2bRo2bdqEqKgozJ8/H+vWrcOKFSsU5cePH1fclLF161bk5+fj0qVLqKioQK9evTBw4ED4+fkhJiYGoaGhLWpk2CwmjDdGnjz9eo0nIiIiUq+oqAghISGoqqrC6dOn8eKLL6qtm5mZiSlTpsDS0hKOjo5488038eWXXxowWv0y++Tp+PHjEEIYZDI4ERFRayGEwLFjx+Dq6oozZ840+nf0+vXr6NKli2Lby8sL169fN0SYzcLskyciIiLSTUREBB48eIC1a9eiX79+KlcQl3t2CR5NpraYMiZPREREpDMLCwuMHj0ajo6OSk/xeJanpycKCwsV20VFRS36zkcmT0RERKSTPXv2AHh6Wa60tBTe3t4q640dOxbp6emoq6vD3bt3kZmZ2aKX5DH7u+2IiIhINytXrsSCBQtgaWmJ1atXw8nJSWW9CRMm4KeffoKvry8AYPbs2fD39zdkqHrF5ImIiIh0cujQIY2eEWlpaYm0tDQDRGQYvGxHREREeuXq6oq+ffti3759z62bmZmJESNGwNXV1QCR6QdHnoiIiEhrjd0xV1paqvFxYmJiWtz8JyZPZHKqqqqMHYJaphwbEZG+mHJfZwqxMXkik9OShm6JiFoj9sON45wnIiIiIi1w5IlMglQqhUwmM3YYWpFKpcYOgYhIb9gPa47JE5kEiUQCW1tbY4dBRGS22A9rjpftiIiIiLTA5ImIiAjA7t27ERQUpPTy8PCAjY1No2XqjB49Gjk5Oc99X4lEgsDAQKU1kS5fvozw8HD4+vrilVdeQX5+vqIsKioKjo6OWLNmDYQQ6NevH65du9a0kyetMHkiIiICMHLkSOTl5Sle2dnZkEqlWLNmTaNlqpw6dQr3799Hnz59NHrv48ePY/jw4YrtyZMnY9KkSbh06RKSk5ORkJCgKDt8+DBGjhwJ4GniNXPmTCxcuLAJZ07aYvJERET0K/X19Rg/fjwGDRqEd999V+MyufT0dIwfP16xPXjwYMyYMUOxXVFRAWdnZ5SXlzdoe/v2bZw5cwaxsbEAgDFjxuDatWsoLCxU+V4jRozAvn37UFlZqe1pko6YPBEREf3Kp59+irt372LVqlValcllZ2cjPDxcsZ2VlYUDBw7gwoULAIBNmzYhOjoaHTp0aNC2uLgY7u7usLJ6ek+XRCKBp6cnrl+/rvK92rRpg4CAABw7dkyrcyTdMXkiIiJ6xq5du5CRkYEdO3bA2tpa47JnlZSUwM3NTbFtaWmJ+Ph4bNmyBfX19UhLS0NiYqLa9hKJRGm7sUehAICbmxtKSkoarUP6w6UKiIiI/uPixYtISEjAN998A3d3d43Lfk0qleLhw4dwcHBQ7IuNjUVYWBjCw8Ph6uqK3r17q2zbuXNnlJSUoLa2FlZWVhBCoLi4GJ6enmrf79GjR2jXrp0WZ0pNwZEnIiIiAJWVlRg1ahQWLlyIiIgIjctUCQwMREFBgdI+Dw8P+Pn5YcqUKfjggw/UtnVxcUFwcDC2bt0KANixYwe8vLzg5eWlts2FCxfQs2fP58ZF+sHkiYiICEBaWhouXryIDRs2/H/27j0u6mrfH/9rABEH2AnIRVDkxEUwQFEKRBTQzDI0Lxm2xQSpNKUsUrdpVh6+Cv6qbabIJsVLW1POyTLzbinm3RRN24q3jdwUFE3lIijM+v3hnjlOzODMMMwMzOv5eMwf81lrfeb9EWfxZq31WZ9G2xIsWbJEbdnVq1cbnevll1/G9u3bGx0fP348ZDIZRo8e3WQsWVlZyMrKgp+fH9LT05Gdna22rnwheWBgoHYXTDqTiMdNpBIREbVSXbp0QWlpKTw8PAy6JqiyshJ9+/bF0aNHlXbtzs3NxfTp03H8+HHFMYlEgsrKStjZ2Wl8/oSEBISGhiI5ORmzZs2Cr6+v0nYG1LI48kRERKRn9vb2+OKLLzTavNLV1RX9+vVT2iSzKTExMdi3b58iKXN3d0diYmKz4iXtcOSJiIjaLGONPFHbxpEnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSAp9tRyZBCIGamhpjh6EVqVTa6OGdREStFfthzTF5IpNQU1Oj1e66pqCqqkpp52AiotaM/bDmOG1HREREpAWOPJHJKS8vN9kRnerqari6uho7DCKiFsV+uGlMnsjk2NramuyXlojIHLAfbhqn7YiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiIdJKbmwuJRKL0srOzQ+/evbFo0SLU19cbO8QWwQXjRERE1CxxcXGIjY2FEAJlZWX4+uuvkZKSgnPnzuGrr74ydnh6x+SJiIiImqVXr16Ij49XvJ8yZQoCAgKwYsUKzJ8/H87OzkaMTv84bUdERER6ZWtri7CwMAghcPnyZWOHo3dMnjS0a9cuPP/883BycoJUKkVQUBDS0tJw//59Y4dGRERkcuRJk5OTk5Ej0T8mTxr4/PPPMWTIEOzcuRP29vbo3r078vPzMXv2bERHR+PevXvGDpGIiMhoampqUFFRgRs3buDMmTOYOnUqTp48iaeffhq+vr7GDk/vmDw9xrFjxzBjxgxIJBKsWrUKV65cwcmTJ5Gfnw8fHx8cPnwYH3zwgbHDJCIiMprU1FQ4OzvDxcUFwcHBWLZsGUaMGIHNmzcbO7QWweTpMVJTUyGEQGJiIhISEhTHvb29kZ2dDQDIzMzE9evXjRQhPUp+22x6erraOnZ2doiOjjZcUGRwt2/fxuLFi/HSSy9h4MCBGD58OD777DPcvHnT2KGRgRQUFOCDDz5ARUUFAODmzZtYt24d6urqjBxZ25SUlITdu3dj+/bt+PTTT+Hk5ITy8nJ06NBBUaeurg6BgYFYsGCBUtuEhAS88MILhg65eYSZuXHjhnj//ffFk08+Kdq3by+6dOkiUlJSRE1NjRg3bpwAIJYvXy6EEOLu3bvC2tpaABCHDx9WeT4/Pz+lNqSbqqoqAUAAEFVVVTqfZ+/evQKASEtLU1vH1tZWREVF6XR+fcVJLeP+/fvivffeE1KpVPFzevTVvn178dZbb4l79+4ZO1RqIWVlZWL48OFCIpGo/D/g7OwsvvzySyGTyYwdqsnRpX9T1+cePnxYWFhYiFdffVXp+IkTJ4Stra04deqUEEKI77//Xjg6OorS0tIWjVPfzGrk6fTp0wgMDMTnn3+O8vJy9OjRA/fv38ff//53xMfH4/z58wCAnj17AgBOnjyJ+/fvo3379ggNDVV5zsjISADAkSNHDHMRRKTSgwcPMGLECCxatAg1NTUq69TV1SEzMxMvvPAC1yq2QaWlpejbty82b94MIYTKOjdu3MA777yDv/3tbwaOzryEh4cjPj4e69evV/r92Lt3b8ycOROvvfYaSkpKMGnSJGRkZMDd3d2I0WrPbJKniooKxMbGory8HDNnzkRZWRny8vJQXl6O1NRUfPfddzh16hQsLCwQGBgIALhw4QIAoFu3brCyUr0llre3t1JdIjKO6dOnY9u2bRrVzc3NxdSpU1s4IjIkmUyG4cOHo6CgQKP6n376KVatWtXCUZm3uXPnwtLSEnPnzlU6Pnv2bFhbWyMkJATR0dEYO3askSLUndkkT++88w6Ki4uRkpKChQsXws7OTlE2Z84c+Pv7o76+Hn5+foo52j/++AMA4ODgoPa88jJ5XTIN8js/VL2o7bl58yaysrK0avP111+jpKSkhSIiQ9u1axfy8vK0apOWlgaZTNZCEZGPjw/Gjh2Ln376Cfv371cct7KyQmRkJCoqKpCYmGjECHVnFsnT2bNnkZOTAxcXF6SmpjYql0gk6NOnD4D/m7IDgNraWgCAtbW12nO3b98eAJSmAEpKSvDOO+8gIiICUqkUEokEV65cUXuO77//HhEREbC1tcUTTzyBfv364V//+pdW10jK5Hd+qHpVV1cbOzzSs1WrVmm9ELihoQHLly9voYjI0JYtW6Z1m4sXL2LPnj0tEA3JzZkzBxYWFvjoo48Uxw4ePIjs7GwkJydj2rRprXIK3SySp3Xr1kEmkyE+Ph5SqVRlHXkS9GjyZGNjAwBNboQp77AfvaPg0qVLyMnJQceOHREVFdVkbF9++SVeeeUVREZGYvPmzVi/fj2effbZVvmfyZTI7/xQ9ZL/XKnt2L17t07tdu3apedIyFh++uknndrx/0DzREdHQwiBWbNmqSwPCAhAQ0MD9u7dCwCorq7GhAkTkJaWhsWLF8PFxUVtW1NmFs+2+/nnnwEAMTExauvIh+8fTZ40mZJTNbU3YMAAlJeXAwBWr16NHTt2qGx7+fJlzJgxA4sWLUJycrLi+NChQ5u8nscJDQ1FWVlZs85haPoeOvfx8cGzzz6rsszS0lIvn+Hr6wsLC7P4+8Pk6bpVyPHjx9GlSxc9R0OGJoTQ+Q/OjIwMfPPNN3qOqHUyxBRmSkoKvLy8MGXKFEgkEqxevRq9evXCyJEjddpCpjn9sJubG44fP65TW7NIngoLCwEAXl5eKsvr6upw9OhRAMrJk5+fn6J9fX29ykXj8u3n5XUBaPyDXLlyJdq1a4c33nhDo/qaKisrQ2lpqV7PSY1du3bN2CFQM9XX1/O7YuZqamrU3p1J+rVjxw7k5OTg9OnTkEgkAB7edJWeno7ExEScPn0a9vb2Wp3TWP2wWSRP8jUu8jVMf7Z27VrcuXMHTk5O8PDwUBwPCQmBtbU16urqcPz4cYSHhzdqe+DAAQBAWFiY1nEdOnQI3bt3x9q1a/H//t//Q3FxMXx9ffHRRx/h1Vdf1fp8cm5ubjq3NRaZTNbqkpHOnTtz5MlE3L17F5WVlVq3s7W1RceOHfUfEBncjRs3dHrWqKOjo9KyC3PW0v3w888/j9u3bzc6PnXqVJ3vfm1OP9yc35VmkTy5ubmhsrISx48fb7RfU3FxseLxKsHBwUpl9vb2GDx4MLZu3Yrly5c3Sp5++eUXXLhwAdbW1njppZe0juvatWsoLS3FBx98gIULF6Jr167Izs7GX//6Vzg7O6uddnocXYchjam6ulrpDsjW4OLFi7C1tTV2GISH0+5eXl5oaGjQqt2JEyfQvXv3FoqKDOl//ud/EBcXp1Ubd3d3FBYWqt2KxtywH9acWfzZLE9CFixYoLQf05EjRzBw4EBFJvzolJ3chx9+qHiu3Zo1axTHL1++jKSkJADApEmT4OLionVcDQ0NqKqqwldffYXExEQ8++yz+OabbxAUFKTyrkAiUq1Lly545ZVXtGoTGxvLxKkNGTFihNqlGepMmzaNiRPpxCySp1mzZsHBwQHFxcV46qmnEBQUBB8fH/Tt2xcBAQGKXcJVJU/h4eFIT0+HEAIJCQnw8vJCSEgI/P39cenSJYSFhTX5HLWmODk5AYDSCJNEIsHAgQPx+++/63ROInP1j3/8AyEhIRrVDQgIwOrVq1s2IDIoa2trbNmypcl9+R71yiuvYPr06S0cFbVVZpE8eXp6Yv/+/Rg6dChsbGxQWFgIZ2dnrFixAj/88APy8/MBqE6eAGDmzJnYsWMHBg8ejDt37iA/Px9+fn6YP38+9u3bp3b7g8d56qmnAKDRYwRkMpna9VnUtMfdNgsAVVVVyM3NNVxQZBB/+ctfsHfvXowYMaLJes8//zz279+v+OOF2o6nnnoKhw4dQlBQkNo6VlZWePfdd7Fu3TquWSSdSYS6BwCZiVu3bsHJyQlWVlaoqqpS7PekL6tXr0ZiYiIKCgoaDSlv3rwZL730EjZu3IhRo0YBeJg4BQcHo1OnTmb1C/7RufaqqiqTXUvUWuI0d/n5+fjHP/6BPXv24OzZs2hoaICtrS2OHDmiePwStV1CCPzyyy/IzMzE6dOnUVtbC0dHR4wYMQKvv/56q7ypxhBaS/9mCnGa/WTvmTNnAAD+/v56TZy+/fZbAP+3eHv79u1wdnaGl5eXYtH6sGHD0L9/f7z55pu4efOmYsH4uXPndN70j4gefp+/+OILAA/XQ5WWlqJjx45MnMyERCJBVFTUYzcppubZtm0bpk+fDmtra3To0AFr1qxRbNsjkUgQFBSE9PR0DB06FDKZDNOmTcO2bdsgkUiQkpKCKVOmAABycnIwb948XL9+vfU8QkuYuSVLlggAYty4cXo9LwCVrwkTJijV++OPP8Qbb7whnJychLW1tXjmmWfEjh079BpLa1BVVaX4N6qqqjJ2OGq1ljjp/3h4eAgAwsPDw9ihEJk0bfs3Ly8vsWfPHiGEEB9++KF49913FWUARGVlpeL9mjVrxMCBA0V9fb24efOm6Natmzh37pyivKCgQDg5ObVInC3B7Cd85SNP6tY76UoIofL150WqHTt2xFdffYWKigrFZp1DhgzRayxERET6VlhYiNDQUFRXV+PEiRN48skn1dbNycnB5MmTYWlpCUdHR7zyyivYsGGDAaPVLyZP/0me/rzHExEREaknhMDBgwfh6uqKvLy8Jv/wLyoqQrdu3RTvvby8UFRUZIgwW4TZr3k6dOiQsUMgIiJqlSIjI3H37l1s2rQJ/fv3x/nz59Xu2i9/JAvQ+C7z1sbsR56IiIhIdxYWFhg1ahQcHR2VNqJ+lKenJ65cuaJ4X1hYCE9PTwNFqH9MnoiIiEgnW7ZsAfBwWq6srAze3t4q640ZMwZZWVloaGjArVu3kJOTo/XjdEyJ2U/bERERkW4WL16MTz75BJaWlliyZInazWfHjx+PX3/9VbGVwYwZMxAQEGDIUPWKyRMRERHpZPfu3Ro9TNjS0hIZGRkGiMgwOG1HREREeuXq6op+/fph27Ztj62bk5ODYcOGwdXV1QCR6QdHnoiIiEhrTd0xV1ZWpvF54uLiWt36JyZPZHKqq6uNHYJaphwbEZG+mHJfZwqxMXkik9Oahm6JiNoi9sNN45onIiIiIi1w5IlMglQqRVVVlbHD0IpUKjV2CEREesN+WHNMnsgkSCQS2NraGjsMIiKzxX5Yc5y2IyIiItICkyciIgCbN29Gr169lF4eHh6wsbFpskydUaNG4fDhw4/9XIlEguDgYKX9cC5evIiIiAj4+fnhmWeewdmzZxVlMTExcHR0xNKlSyGEQP/+/VFQUNC8iycirTB5IiICMHz4cJw6dUrxys3NhVQqxdKlS5ssU+XYsWO4ffs2+vbtq9FnHzp0CEOHDlW8nzRpEt58801cuHABM2fORFJSkqJs7969GD58OICHidd7772HefPmNePKiUhbTJ6IiP5EJpNh3LhxGDRoEF5//XWNy+SysrIwbtw4xfvBgwdj2rRpivd37tyBs7MzKioqGrW9fv068vLyEB8fDwAYPXo0CgoKlJ5I/6hhw4Zh27ZtqKys1PYyiUhHTJ6IiP7k448/xq1bt/Dll19qVSaXm5uLiIgIxfsdO3Zg586dOHfuHABg5cqViI2NRadOnRq1LS4uhru7O6ysHt7PI5FI4OnpiaKiIpWf1a5dOwQGBuLgwYNaXSMR6Y7JExHRI3744QdkZ2dj48aNsLa21rjsUSUlJXBzc1O8t7S0RGJiIlavXg2ZTIaMjAwkJyerbS+RSJTeN/UYDABwc3NDSUlJk3WISH+4VQER0X+cP38eSUlJ2LRpE9zd3TUu+zOpVIp79+7BwcFBcSw+Ph7h4eGIiIiAq6sr+vTpo7Jt165dUVJSgvr6elhZWUEIgeLiYnh6eqr9vNraWnTo0EGLKyWi5uDIExERgMrKSowcORLz5s1DZGSkxmWqBAcHIz8/X+mYh4cH/P39MXnyZLz99ttq27q4uCAkJARr164FAGzcuBFeXl7w8vJS2+bcuXPo2bPnY+MiIv1g8kREBCAjIwPnz5/H8uXLG21LsGTJErVlV69ebXSul19+Gdu3b290fPz48ZDJZBg9enSTsWRlZSErKwt+fn5IT09Hdna22rryheSBgYHaXTAR6UwiHjeZTkTUinXp0gWlpaXw8PAw2LqgyspK9O3bF0ePHlXasTk3NxfTp0/H8ePHFcckEgkqKythZ2en8fkTEhIQGhqK5ORkzJo1C76+vkrbGRBRy+LIExGRntnb2+OLL77QaPNKV1dX9OvXT2mTzKbExMRg3759iqTM3d0diYmJzYqXiLTDkSciatOMMfJERG0bR56IiIiItMDkiYiIiEgLTJ6IiIiItMDkiYiIiEgLTJ6IiIiItMDkiYiIiEgLfLYdmQQhBGpqaowdhlakUmmjB7gSEbVW7Ic1x+SJTEJNTY1WOyybgqqqKqXdo4mIWjP2w5rjtB0RERGRFjjyRCanvLzcZEd0qqur4erqauwwiIhaFPvhpjF5IpNja2trsl9aIiJzwH64aZy2IyIiItICkyciIiIiLTB5IiIiItICkyciIiIiLTB5IiIiIp3k5uZCIpEovezs7NC7d28sWrQI9fX1xg6xRfBuOyIiImqWuLg4xMbGQgiBsrIyfP3110hJScG5c+fw1VdfGTs8vWPyRERERM3Sq1cvxMfHK95PmTIFAQEBWLFiBebPnw9nZ2cjRqd/nLbT0K5du/D888/DyckJUqkUQUFBSEtLw/37940dGhERkUmxtbVFWFgYhBC4fPmyscPROyZPGvj8888xZMgQ7Ny5E/b29ujevTvy8/Mxe/ZsREdH4969e8YOkYiIyKTIkyYnJycjR6J/TJ4e49ixY5gxYwYkEglWrVqFK1eu4OTJk8jPz4ePjw8OHz6MDz74wNhhEhERGU1NTQ0qKipw48YNnDlzBlOnTsXJkyfx9NNPw9fX19jh6R2Tp8dITU2FEAKJiYlISEhQHPf29kZ2djYAIDMzE9evXzdShPQo+Z0f6enpauvY2dkhOjracEGRUdy4cQObNm1CTU0NAKChocHIEZGhXbhwAd9++y3Wrl2Lbdu2obq62tghtVmpqalwdnaGi4sLgoODsWzZMowYMQKbN282dmgtwuySp4qKCkyfPh3e3t6wsbFB165d8f777+PevXuIj4+HRCLBihUrAACVlZXYtWsXAOCNN95odK4BAwbAz88P9+/fb7P/QYham7y8PMTHx6NLly4YOXIk/vjjDwBAWVkZ4uLicOTIESNHSC1JCIFNmzZh0KBB6N69O8aMGYPx48fjxRdfhIeHB959911cuXLF2GG2OUlJSdi9eze2b9+OTz/9FE5OTigvL0eHDh0Uderq6hAYGIgFCxYotU1ISMALL7xg6JCbR5iR3377Tbi6ugoAwtbWVoSEhAgXFxcBQIwaNUqEhoYKAOLYsWNCCCH27dsnAIj27duLBw8eqDznxIkTBQCRlJRkyEtpc6qqqgQAAUBUVVXpfJ69e/cKACItLU1tHVtbWxEVFaXT+fUVJ7WMf/7zn8LKykrxM1L1srCwEP/4xz+MHSq1gIaGBpGcnNzkzx+AcHR0FAcPHjR2uCZHl/5NXZ97+PBhYWFhIV599VWl4ydOnBC2trbi1KlTQgghvv/+e+Ho6ChKS0tbNE59M5uRp4qKCsTGxqK8vBwzZ85EWVkZ8vLyUF5ejtTUVHz33Xc4deoULCwsEBgYCODhkC8AdOvWDVZWqnd18Pb2VqpLRMbx448/YsKECY/dlE8mk2Hy5MlYv369gSIjQ5kzZw6WLl362Hq3bt3C0KFDcfbsWQNEZZ7Cw8MRHx+P9evXK4329u7dGzNnzsRrr72GkpISTJo0CRkZGXB3dzditNozm+TpnXfeQXFxMVJSUrBw4ULY2dkpyubMmQN/f3/U19fDz89PMcwoH+53cHBQe155mbwumQb54kVVL2p7Ghoa8Pbbb0Mmk2nc5t1330VdXV0LRkWG9O9//xsLFy7UuP6dO3cwa9asFoyI5s6dC0tLS8ydO1fp+OzZs2FtbY2QkBBER0dj7NixRopQd2aRPJ09exY5OTlwcXFBampqo3KJRII+ffoAAHr27Kk4XltbCwCwtrZWe+727dsDgNJ2BSUlJXjnnXcQEREBqVQKiUSico49Ojq60bb28tfkyZN1ulZ6SL54UdWLi0bbnu3bt6OwsFCrNtevX8d3333XQhGRoWVlZUEIoVWbLVu2cP1TC/Lx8cHYsWPx008/Yf/+/YrjVlZWiIyMREVFBRITE40Yoe7MInlat24dZDIZ4uPjIZVKVdaRJ0GPJk82NjYA0ORGmPK/XB9dFHfp0iXk5OSgY8eOiIqKUtt22bJlOHz4sNLrww8/BADExsZqeHWkinzxoqqX/OdKbcfXX39t0HZkenT5WQoh8M0337RANCQ3Z84cWFhY4KOPPlIcO3jwILKzs5GcnIxp06a1yr0SzeLxLD///DMAICYmRm2dkpISAMrJkyZTcqqm9gYMGIDy8nIAwOrVq7Fjxw6VbXv06NHomHwb++eff17tZz5OaGgoysrKdG5vDNpMt2jCx8cHzz77rMoyS0tLvXyGr68vLCzM4u8Pk3fjxg2d2v3000/o0qWLnqMhQxP/eZ6aLhYsWIBly5bpOaLWSZd+ODo6uskRv4CAAKVtQqqrqzFhwgSkpaXhrbfeQlRUFGbNmoXFixfrFHNz+mE3NzccP35cp7ZmkTzJh/O9vLxUltfV1eHo0aMAlJMnPz8/Rfv6+nqVi8blO6jK6wLQ+Qd548YN7NixA1OmTFG7QF0TZWVlKC0t1bk9aebatWvGDoGaqb6+nt8VM1ddXc2pfANKSUmBl5cXpkyZAolEgtWrV6NXr14YOXKkTvvvGasfNovkSf7FkK9h+rO1a9fizp07cHJygoeHh+J4SEgIrK2tUVdXh+PHjyM8PLxR2wMHDgAAwsLCmh3n+vXrUV9fj/HjxzfrPG5ubs2OxdBkMlmrS0Y6d+7MkScTcevWLZ2G/m1sbNrkoyPMUVlZmU4bof7lL3+Bvb19C0TU+rR0P7xjxw7k5OTg9OnTkEgkAB7esZ6eno7ExEScPn1a659Fc/rhZv2uNMoGCQbm6+srAIjMzMxGZUVFRcLZ2VkAEDExMY3KX3zxRQFATJw4sVGZfB8oa2trUV5ervKzV61aJQCIgoKCx8YZGhoqAgICHn9BbRD3eaLm2LNnz2P39lH1+uGHH4wdOunJvHnztP75t2vXTpSVlRk7dJPRWvo3U4jTLP5slq99WbBggdJ+TEeOHMHAgQNx+/ZtAMpTdnIffvih4rl2a9asURy/fPkykpKSAACTJk2Ci4tLs2LMz8/H8ePHmz3qRGSOoqOjERAQoFUbT09PvPjiiy0UERna66+/rvVyh5dffhmurq4tFBG1ZWaRPM2aNQsODg4oLi7GU089haCgIPj4+KBv374ICAhAZGQkANXJU3h4ONLT0yGEQEJCAry8vBASEgJ/f39cunQJYWFhTT5HTVP//Oc/IZFIMG7cuGafi8jcSCQSLF++XHHX7ONYWVlhxYoVert5gIzP3d0dn376qVb19dF3k5kyyniXEfz+++9i6NChws7OTtjb24vw8HCxYsUKIZPJROfOnQUAkZeXp7b9jh07xODBg0XHjh2FjY2N6NGjh5g/f76ora1t8nM1mbaTyWSiW7duKqcNzYUpDMNqorXEaa527twp7Ozsmpyq6dChg/j++++NHSq1kPT09MdO13Xr1k2cPXvW2KGanNbSv5lCnGaxYBwAnnrqKWzdurXR8Vu3buHatWuwsrJSuXWA3JAhQzBkyJAWie2XX35BYWEhPv744xY5P5G5eO655/D777/jH//4B1asWKG0o7yDgwMmTpyIt956S/FYJWp7/va3v2HgwIHIyMjAhg0blHaR9/b2xltvvYWJEyc2+eQIoseRCKHllqxtzL59+xAdHY3AwECcOXNGb+f99ttvAQC5ubnIyMjAsmXL4OzsDC8vL4SGhirVff311/HNN9+gvLzcbO/6qK6uVjwyp6qqCra2tkaOSLXWEic93ILk999/x927d2Fvb4+nnnpKaTNbavtu3boFf39/3LhxAy4uLrh27RrvkG1Ca+nfTCFOs/9fJE+YVK13ao4xY8ZgzJgxyMjIAABMmTIFY8aMafTQytraWnz77bcYMWKE2SZORC2hffv26NOnD2JiYhAaGsrEyQw5OjoqHq/Vrl07Jk56tm3bNvTo0QO9evVC3759lW7IkkgkCA4OxrZt2wA83Abh7bffhre3N3x8fJQ2Js3JyUGPHj3QqVMng1+Drsxm2k6dlkqeNB3Qs7GxUdztR0RE1FpMnToVK1euRExMDObOnYvMzEwsWrRIUX7o0CHFCNHatWtx9uxZXLhwAXfu3EHv3r0xcOBA+Pv7Iy4uDmFhYY1mZUyZ2afh8uQpODjYyJEQERG1HoWFhQgNDUV1dTVOnDiBJ598Um3dnJwcTJ48GZaWlnB0dMQrr7yCDRs2GDBa/TL75OnQoUMQQrTYYnAiIqK2SAiBgwcPwtXVFXl5eU3+Hi0qKkK3bt0U7728vFBUVGSIMFuE2SdPREREpJvIyEjcvXsXy5YtQ//+/ZtchiJ/JAug+dIWU8XkiYiIiHRmYWGBUaNGwdHRUWnR+KM8PT1x5coVxfvCwkJ4enoaKEL9Y/JEREREOtmyZQuAh9NyZWVlavdQGzNmDLKystDQ0IBbt24hJycHcXFxhgxVr8z+bjsiIiLSzeLFi/HJJ5/A0tISS5YsgZOTk8p648ePx6+//go/Pz8AwIwZM7R+HqUpYfJEREREOtm9e7diO4KmWFpaKvY9bAs4bUdERER65erqin79+ik2yWxKTk4Ohg0bBldXVwNEph8ceSIiIiKtNXXHXFlZmcbniYuLa3Xrn5g8kcmprq42dghqmXJsRET6Ysp9nSnExuSJTE5rGrolImqL2A83jWueiIiIiLTAkScyCVKpFFVVVcYOQytSqdTYIRAR6Q37Yc0xeSKTIJFIYGtra+wwiIjMFvthzXHajoiIiEgLTJ6IiIgAbN68Gb169VJ6eXh4wMbGpskydUaNGoXDhw8/9nMlEgmCg4OV9kS6ePEiIiIi4Ofnh2eeeQZnz55VlMXExMDR0RFLly6FEAL9+/dHQUFB8y6etMLkiYiICMDw4cNx6tQpxSs3NxdSqRRLly5tskyVY8eO4fbt2+jbt69Gn33o0CEMHTpU8X7SpEl48803ceHCBcycORNJSUmKsr1792L48OEAHiZe7733HubNm9eMKydtMXkiIiL6E5lMhnHjxmHQoEF4/fXXNS6Ty8rKwrhx4xTvBw8ejGnTpine37lzB87OzqioqGjU9vr168jLy0N8fDwAYPTo0SgoKMCVK1dUftawYcOwbds2VFZWanuZpCMmT0RERH/y8ccf49atW/jyyy+1KpPLzc1FRESE4v2OHTuwc+dOnDt3DgCwcuVKxMbGolOnTo3aFhcXw93dHVZWD+/pkkgk8PT0RFFRkcrPateuHQIDA3Hw4EGtrpF0x+SJiIjoET/88AOys7OxceNGWFtba1z2qJKSEri5uSneW1paIjExEatXr4ZMJkNGRgaSk5PVtpdIJErvm3oUCgC4ubmhpKSkyTqkP9yqgIiI6D/Onz+PpKQkbNq0Ce7u7hqX/ZlUKsW9e/fg4OCgOBYfH4/w8HBERETA1dUVffr0Udm2a9euKCkpQX19PaysrCCEQHFxMTw9PdV+Xm1tLTp06KDFlVJzcOSJiIgIQGVlJUaOHIl58+YhMjJS4zJVgoODkZ+fr3TMw8MD/v7+mDx5Mt5++221bV1cXBASEoK1a9cCADZu3AgvLy94eXmpbXPu3Dn07NnzsXGRfjB5IiIiApCRkYHz589j+fLljbYlWLJkidqyq1evNjrXyy+/jO3btzc6Pn78eMhkMowePbrJWLKyspCVlQU/Pz+kp6cjOztbbV35QvLAwEDtLph0JhGPm0glIiJqpbp06YLS0lJ4eHgYdE1QZWUl+vbti6NHjyrt2p2bm4vp06fj+PHjimMSiQSVlZWws7PT+PwJCQkIDQ1FcnIyZs2aBV9fX6XtDKhlceSJiIhIz+zt7fHFF19otHmlq6sr+vXrp7RJZlNiYmKwb98+RVLm7u6OxMTEZsVL2uHIExERtVnGGnmito0jT0RERERaYPJEREREpAUmT0RERERaYPJEREREpAUmT0RERERa4ONZyCQIIVBTU2PsMLQilUobPX+KiKi1Yj+sOSZPZBJqamq02iDOFFRVVSltfkdE1JqxH9Ycp+2IiIiItMCRJzI55eXlJjuiU11dDVdXV2OHQUTUotgPN43JE5kcW1tbk/3SEhGZA/bDTeO0HREREZEWmDwRERERaYHJExEREZEWmDwRERERaYHJExEREekkNzcXEolE6WVnZ4fevXtj0aJFqK+vN3aILYJ32xEREVGzxMXFITY2FkIIlJWV4euvv0ZKSgrOnTuHr776ytjh6R2TJyIiImqWXr16IT4+XvF+ypQpCAgIwIoVKzB//nw4OzsbMTr947Sdhnbt2oXnn38eTk5OkEqlCAoKQlpaGu7fv2/s0IiIiEyKra0twsLCIITA5cuXjR2O3jF50sDnn3+OIUOGYOfOnbC3t0f37t2Rn5+P2bNnIzo6Gvfu3TN2iERERCZFnjQ5OTkZORL9Y/L0GMeOHcOMGTMgkUiwatUqXLlyBSdPnkR+fj58fHxw+PBhfPDBB8YOk4iIyGhqampQUVGBGzdu4MyZM5g6dSpOnjyJp59+Gr6+vsYOT++YPD1GamoqhBBITExEQkKC4ri3tzeys7MBAJmZmbh+/bqRIqRHye/8SE9PV1vHzs4O0dHRhguKiKiNS01NhbOzM1xcXBAcHIxly5ZhxIgR2Lx5s7FDaxFmlzxVVFRg+vTp8Pb2ho2NDbp27Yr3338f9+7dQ3x8PCQSCVasWAEAqKysxK5duwAAb7zxRqNzDRgwAH5+frh//36b/Q9C1NoIIbBnzx68/PLLcHR0RLt27eDg4ICXXnoJO3fuhEwmM3aI1MLq6uqwbt06REZG4urVqwCAa9euYfLkyfjtt9+MHF3blJSUhN27d2P79u349NNP4eTkhPLycnTo0EFRp66uDoGBgViwYIFS24SEBLzwwguGDrl5hBn57bffhKurqwAgbG1tRUhIiHBxcREAxKhRo0RoaKgAII4dOyaEEGLfvn0CgGjfvr148OCBynNOnDhRABBJSUmGvJQ2p6qqSgAQAERVVZXO59m7d68AINLS0tTWsbW1FVFRUTqdX19xUssoLS1VfI/VvYKCgkRBQYGxQ6UWcuDAAUU/r+718ssvi+rqamOHanJ06d/U9bmHDx8WFhYW4tVXX1U6fuLECWFraytOnTolhBDi+++/F46OjqK0tLRF49Q3sxl5qqioQGxsLMrLyzFz5kyUlZUhLy8P5eXlSE1NxXfffYdTp07BwsICgYGBAIALFy4AALp16wYrK9W7Onh7eyvVJSLjKC8vR2RkJI4fP95kvTNnzqBfv34oKioyUGRkKAcOHMCzzz6L8vLyJut9++23iI2NRV1dnYEiMz/h4eGIj4/H+vXrceTIEcXx3r17Y+bMmXjttddQUlKCSZMmISMjA+7u7kaMVntmkzy98847KC4uRkpKChYuXAg7OztF2Zw5c+Dv74/6+nr4+fkphhn/+OMPAICDg4Pa88rL5HXJNMgXL6p6Uds0ceJEFBQUaFT36tWrGDduXAtHRIZUU1ODUaNGoba2VqP6e/fuxbx581o4KvM2d+5cWFpaYu7cuUrHZ8+eDWtra4SEhCA6Ohpjx441UoS6M4vk6ezZs8jJyYGLiwtSU1MblUskEvTp0wcA0LNnT8Vx+ZfQ2tpa7bnbt28PAErbFZSUlOCdd95BREQEpFIpJBIJrly5orL9/v37MWjQIHTq1AkdO3ZEeHg4vvvuO62vkZTJFy+qelVXVxs7PNKzCxcuYNu2bVq1OXDgAE6ePNlCEZGh5eTk4MaNG1q1+eqrrzROtkh7Pj4+GDt2LH766Sfs379fcdzKygqRkZGoqKhAYmKiESPUnVkkT+vWrYNMJkN8fDykUqnKOvIk6NHkycbGBgCa3AhTPuz76KK4S5cuIScnBx07dkRUVJTatr/99hsGDx4MS0tLrF69Gjk5OfDy8sLo0aOxZcsWzS+QGpEvXlT1kv9cqe3IysrSqd2yZcv0HAkZS2ZmptZtbt68if/5n/9pgWhIbs6cObCwsMBHH32kOHbw4EFkZ2cjOTkZ06ZNa5V7JZrF41l+/vlnAEBMTIzaOiUlJQCUkydNpuRUTe0NGDBAMee+evVq7NixQ2XbnJwcSCQS/PDDD4rka/DgwThy5AjWrVuH2NjYx16bKqGhoSgrK9OprbHo+w4oHx8fPPvssyrLLC0t9fIZvr6+sLAwi78/TJ62Iw5ya9aswfbt2/UcDRmaEEJxV522pkyZgtmzZ+s5otZJl344OjoaQgi15QEBAWhoaFC8r66uxoQJE5CWloa33noLUVFRmDVrFhYvXqxTzM3ph93c3B67RlIds0ieCgsLAQBeXl4qy+vq6nD06FEAysmTn5+fon19fb3KRePyHVTldQFo/IO8f/8+rK2tlUZCLCwsYG9v36xkoqysDKWlpTq3J81cu3bN2CFQMz148IDfFTNXXV3NqXwDSklJgZeXF6ZMmQKJRILVq1ejV69eGDlypE777xmrHzaL5En+xVA3t7127VrcuXMHTk5O8PDwUBwPCQmBtbU16urqcPz4cYSHhzdqe+DAAQBAWFiY1nElJCRg2bJlmDFjBmbMmIF27dph5cqVuHDhQrOmE9zc3HRuaywymazVJSOdO3fmyJOJqKio0OnOKWtr6zb3wFJzdfXq1SZHQNSxs7PDE0880QIRtT4t3Q/v2LEDOTk5OH36NCQSCYCHd6ynp6cjMTERp0+fhr29vVbnbE4/3KzflUbZIMHAfH19BQCRmZnZqKyoqEg4OzsLACImJqZR+YsvvigAiIkTJzYqk+8DZW1tLcrLy1V+9qpVqwQAtfvKHDlyRHTu3FmxZ4Wtra344YcftLvANoD7PFFzLFu2rMl9fdS9Fi5caOzQSU9effVVnf4PHDp0yNihm4zW0r+ZQpxm8WezfO3LggULlPZjOnLkCAYOHIjbt28DUJ6yk/vwww8Vz7Vbs2aN4vjly5eRlJQEAJg0aRJcXFy0juvixYsYM2YMnn76aWzbtg27du3CK6+8grFjx2LPnj1an4/IXMXHxyttP6KJ9u3bY+LEiS0UERnalClTtG7Tq1cvlTMKRI9jFsnTrFmz4ODggOLiYjz11FMICgqCj48P+vbti4CAAERGRgJQnTyFh4cjPT0dQggkJCTAy8sLISEh8Pf3x6VLlxAWFtbkc9SaMnv2bEilUnz33Xd44YUXMHjwYKxcuRLh4eF4//33m3XNRObE3t4e06dP16pNcnIyOnXq1EIRkaH169cPgwYN0qrNxx9/rJg+ItKGWSRPnp6e2L9/P4YOHQobGxsUFhbC2dkZK1aswA8//ID8/HwAqpMnAJg5cyZ27NiBwYMH486dO8jPz4efnx/mz5+Pffv2qd3+4HHOnDmD4ODgRnd/9enTB+fOndPpnOZOfufHrFmz1NapqqpCbm6u4YIig5g7d67Ge8aMGTMGCxcubOGIyJAkEgn+93//F71799ao/t///neMGDGiZYOiNsssFowDwFNPPYWtW7c2On7r1i1cu3YNVlZW6NGjh9r2Q4YMwZAhQ/Qak5ubG06dOtXoTr5ff/1VaeE6ET2ehYUFsrOzERgYiM8//1zlresuLi6YNm0aZs2axcX+bZCDgwP27duHv/3tb1izZo3Ku+h69OiB//7v/8bo0aONECG1FWaTPKlz5swZAIC/v79io0x9+PbbbwFAsYfE9u3b4ezsDC8vL4SGhgIApk6dildeeQUjRozApEmT0K5dO3zzzTfYt2+fznteEJkziUSClJQUvP3229i8eTP27NmDVatW4d69e4qp+6aeGECtn52dHTIyMrBgwQKsXbsWp0+fRm1tLRwdHTFixAgMGDCAU3XUfEZZpm5ClixZIgCIcePG6fW8UHNnx4QJE5Tq/fjjjyIyMlI4OjqKJ554Qjz99NNi3bp1eo2lNTCFuyc00VripP/j4eEhAAgPDw9jh0Jk0rTt37Zu3SoCAgJEz549RXh4uDh//ryiDIAICgoSW7duFUII0dDQIJKTk8WTTz4pvL29RUZGhqLuhg0bREBAgHBycmqROFsCR57+M/Kkbr2TroSG+43ExsbqvJM4ERGRsUydOhUrV65ETEwM5s6di8zMTCxatEhRfujQIcVdsGvXrsXZs2dx4cIF3LlzB71798bAgQPh7++PuLg4hIWFKWZlWgOzn/SXJ0/BwcFGjoSIiKj1KCwsRGhoKKqrq3HixAk8+eSTauvm5ORg8uTJsLS0hKOjI1555RVs2LDBgNHql9knT4cOHYIQQu+LwYmIiNoyIQQOHjwIV1dX5OXlNfl7tKioCN26dVO89/LyQlFRkSHCbBFmnzwRERGRbiIjI3H37l0sW7YM/fv3V2w6rcqjC/U1Xdpiqpg8ERERkc4sLCwwatQoODo6Kj3F41Genp64cuWK4n1hYSE8PT0NFKH+MXkiIiIinWzZsgXAw2m5srIyeHt7q6w3ZswYZGVloaGhAbdu3UJOTg7i4uIMGapemf3ddkRERKSbxYsX45NPPoGlpSWWLFkCJycnlfXGjx+PX3/9FX5+fgCAGTNmICAgwJCh6hWTJyIiItLJ7t27NXoot6WlJTIyMgwQkWFw2o6IiIj0ytXVFf369cO2bdseWzcnJwfDhg2Dq6urASLTD448ERERkdaaumOurKxM4/PExcW1uvVPTJ7I5Kh6mKepMOXYiIj0xZT7OlOIjckTmZzWNHRLRNQWsR9uGtc8EREREWmBI09kEqRSKaqqqowdhlakUqmxQyAi0hv2w5pj8kQmQSKRwNbW1thhEBGZLfbDmuO0HREREZEWmDwREQHYvHkzevXqpfTy8PCAjY1Nk2XqjBo1CocPH37s50okEgQHByvth3Px4kVERETAz88PzzzzDM6ePasoi4mJgaOjI5YuXQohBPr374+CgoLmXTwRaYXJExERgOHDh+PUqVOKV25uLqRSKZYuXdpkmSrHjh3D7du30bdvX40++9ChQxg6dKji/aRJk/Dmm2/iwoULmDlzJpKSkhRle/fuxfDhwwE8TLzee+89zJs3rxlXTkTaYvJERPQnMpkM48aNw6BBg/D6669rXCaXlZWFcePGKd4PHjwY06ZNU7y/c+cOnJ2dUVFR0ajt9evXkZeXh/j4eADA6NGjUVBQoPRE+kcNGzYM27ZtQ2VlpbaXSUQ6YvJERPQnH3/8MW7duoUvv/xSqzK53NxcREREKN7v2LEDO3fuxLlz5wAAK1euRGxsLDp16tSobXFxMdzd3WFl9fB+HolEAk9PTxQVFan8rHbt2iEwMBAHDx7U6hqJSHdMnoiIHvHDDz8gOzsbGzduhLW1tcZljyopKYGbm5vivaWlJRITE7F69WrIZDJkZGQgOTlZbXuJRKL0vqnHYACAm5sbSkpKmqxDRPrDrQqIiP7j/PnzSEpKwqZNm+Du7q5x2Z9JpVLcu3cPDg4OimPx8fEIDw9HREQEXF1d0adPH5Vtu3btipKSEtTX18PKygpCCBQXF8PT01Pt59XW1qJDhw5aXCkRNQdHnoiIAFRWVmLkyJGYN28eIiMjNS5TJTg4GPn5+UrHPDw84O/vj8mTJ+Ptt99W29bFxQUhISFYu3YtAGDjxo3w8vKCl5eX2jbnzp1Dz549HxsXEekHkyciIgAZGRk4f/48li9f3mhbgiVLlqgtu3r1aqNzvfzyy9i+fXuj4+PHj4dMJsPo0aObjCUrKwtZWVnw8/NDeno6srOz1daVLyQPDAzU7oKJSGcS8bjJdCKiVqxLly4oLS2Fh4eHwdYFVVZWom/fvjh69KjSjs25ubmYPn06jh8/rjgmkUhQWVkJOzs7jc+fkJCA0NBQJCcnY9asWfD19VXazoCIWhZHnoiI9Mze3h5ffPGFRptXurq6ol+/fkqbZDYlJiYG+/btUyRl7u7uSExMbFa8RKQdjjwRUZtmjJEnImrbOPJEREREpAUmT0RERERaYPJEREREpAUmT0RERERaYPJEREREpAUmT0RERERa4LPtyCQIIVBTU2PsMLQilUobPcCViKi1Yj+sOSZPZBJqamq02mHZFFRVVSntHk1E1JqxH9Ycp+2IiIiItMCRJzI55eXlJjuiU11dDVdXV2OHQUTUotgPN43JE5kcW1tbk/3SEhGZA/bDTeO0HREREZEWmDwRERERaYHJExEREZEWmDwRERGRTnJzcyGRSJRednZ26N27NxYtWoT6+npjh9giuGCciIiImiUuLg6xsbEQQqCsrAxff/01UlJScO7cOXz11VfGDk/vmDwRERFRs/Tq1Qvx8fGK91OmTEFAQABWrFiB+fPnw9nZ2YjR6R+n7YiIiEivbG1tERYWBiEELl++bOxw9I7Jk4Z27dqF559/Hk5OTpBKpQgKCkJaWhru379v7NCIiIhMjjxpcnJyMnIk+sfkSQOff/45hgwZgp07d8Le3h7du3dHfn4+Zs+ejejoaNy7d8/YIRIRERlNTU0NKioqcOPGDZw5cwZTp07FyZMn8fTTT8PX19fY4ekdk6fHOHbsGGbMmAGJRIJVq1bhypUrOHnyJPLz8+Hj44PDhw/jgw8+MHaYRERERpOamgpnZ2e4uLggODgYy5Ytw4gRI7B582Zjh9YimDw9RmpqKoQQSExMREJCguK4t7c3srOzAQCZmZm4fv26kSKkR8lvm01PT1dbx87ODtHR0YYLigyuoaEBW7duxfvvv48//vgDAHDv3r02e9s0NVZdXY3s7GxMmzYNkyZNwgcffICjR49CCGHs0NqkpKQk7N69G9u3b8enn34KJycnlJeXo0OHDoo6dXV1CAwMxIIFC5TaJiQk4IUXXjB0yM0jzMyNGzfE+++/L5588knRvn170aVLF5GSkiJqamrEuHHjBACxfPlyIYQQd+/eFdbW1gKAOHz4sMrz+fn5KbUh3VRVVQkAAoCoqqrS+Tx79+4VAERaWpraOra2tiIqKkqn8+srTmoZMplMZGRkiP/6r/9S/JwefXXp0kV8/vnnoqGhwdihUguprq4WKSkp4oknnlD5f6BPnz7ixx9/NHaYJkmX/k1dn3v48GFhYWEhXn31VaXjJ06cELa2tuLUqVNCCCG+//574ejoKEpLS1s0Tn0zq5Gn06dPIzAwEJ9//jnKy8vRo0cP3L9/H3//+98RHx+P8+fPAwB69uwJADh58iTu37+P9u3bIzQ0VOU5IyMjAQBHjhwxzEUQkUpCCEydOhVTp05FQUGByjolJSV4//33kZCQAJlMZuAIqaXdvXsXgwYNwt///nfcuXNHZZ0TJ05g+PDhyMzMNHB05iU8PBzx8fFYv3690u/H3r17Y+bMmXjttddQUlKCSZMmISMjA+7u7kaMVntmkzxVVFQgNjYW5eXlmDlzJsrKypCXl4fy8nKkpqbiu+++w6lTp2BhYYHAwEAAwIULFwAA3bp1g5WV6i2xvL29leoSkXEsXLhQ41+I//znP/Hhhx+2cERkSEIIjB07VqM/ZOWJ9tatWw0QmfmaO3cuLC0tMXfuXKXjs2fPhrW1NUJCQhAdHY2xY8caKULdmU3y9M4776C4uBgpKSlYuHAh7OzsFGVz5syBv78/6uvr4efnp5ijla+VcHBwUHteeZm8LpkG+Z0fql7U9lRXVyMtLU2rNosWLcKtW7daKCIytCNHjmD79u0a1xdC4JNPPmm5gAg+Pj4YO3YsfvrpJ+zfv19x3MrKCpGRkaioqEBiYqIRI9SdWSRPZ8+eRU5ODlxcXJCamtqoXCKRoE+fPgD+b8oOAGprawEA1tbWas/dvn17AFDarqCkpATvvPMOIiIiIJVKIZFIcOXKFZXt9+7di8jISHTo0AGOjo4YP348ysvLtb5GUia/80PVq7q62tjhkZ598803uHv3rlZtamtrsXr16pYJiAxu2bJlWrc5fvw4fv311xaIhuTmzJkDCwsLfPTRR4pjBw8eRHZ2NpKTkzFt2rRWud2PWSRP69atg0wmQ3x8PKRSqco68iTo0eTJxsYGAJrcCLOurg4AlO4ouHTpEnJyctCxY0dERUWpbbt//34899xzcHBwwMaNG/HFF18gNzcXgwYNUpyXdCO/80PVS/5zpbZj06ZNOrX7/vvv9RsIGc0PP/ygUzv+H2ie6OhoCCEwa9YsleUBAQFoaGjA3r17ATwcJZ4wYQLS0tKwePFiuLi4qG1ryszi2XY///wzACAmJkZtnZKSEgDKyZMmU3KqpvYGDBigGD1avXo1duzYobLtvHnz8F//9V/YtGkTLC0tAQDdu3dHeHg4srOzMWXKlMdemyqhoaEoKyvTqa2x6Hvxro+PD5599lmVZfJ/6+by9fWFhYVZ/P1h8nTdKuTIkSPo0qWLnqMhQxNCoLKyUqe2ixcvxtdff63niFonQ9xEkZKSAi8vL0yZMgUSiQSrV69Gr169MHLkSJ22kGlOP+zm5objx4/r1NYskqfCwkIAgJeXl8ryuro6HD16FIBy8uTn56doX19fr3LRuHz7eXldABr/II8ePYoJEyYo/TIPCwuDo6Mjvv/+e52Tp7KyMpSWlurUljR37do1Y4dAzVRfX8/vipmrqalBTU2NscMwCzt27EBOTg5Onz4NiUQC4OFNV+np6UhMTMTp06dhb2+v1TmN1Q+bRfIkX+MiX8P0Z2vXrsWdO3fg5OQEDw8PxfGQkBBYW1ujrq4Ox48fR3h4eKO2Bw4cAPAw6dGWhYWFYrrwUTY2Nvj999+1Pp+cm5ubzm2NRSaTtbpkpHPnzhx5MhG3b9/WaS2bVCpt8oYQaj2uX7+OBw8eaN2uY8eOsLW1bYGIWp+W7oeff/553L59u9Fx+RYjumhOP9yc35VmkTy5ubmhsrISx48fb7RfU3FxseLxKsHBwUpl9vb2GDx4MLZu3Yrly5c3Sp5++eUXXLhwAdbW1njppZe0jqt79+6NbqstLCzEtWvX0K5dO63PJ6frMKQxVVdXK90B2RpcvHiRna6JyM/PR0BAgNbt9u3bp3YPN2pdli9fjjfffFOrNg4ODigpKVG7FtbcsB/WnFn82Sxf+7JgwQKl/ZiOHDmCgQMHKjLhR6fs5D788EPFc+3WrFmjOH758mUkJSUBACZNmgQXFxet45o2bRoOHTqETz75BNevX0d+fj7i4+NhYWHBEQ0iLfj7+2Pw4MFatQkLC2Pi1Ib89a9/haOjo1ZtkpKSmDiRTsziN/SsWbPg4OCA4uJiPPXUUwgKCoKPjw/69u2LgIAAxS7hqpKn8PBwpKenQwiBhIQEeHl5ISQkBP7+/rh06RLCwsKafI5aU8aNG4c5c+YgPT0drq6uCAgIgJubG1544QV07ty5WddMZG5WrVqFrl27alTXxcUF33zzTQtHRIZka2uLb7/9tsmtZR7Vr18//Pd//3cLR0VtllEeCmMEv//+uxg6dKiws7MT9vb2Ijw8XKxYsULIZDLRuXNnAUDk5eWpbb9jxw4xePBg0bFjR2FjYyN69Ogh5s+fL2pra5v83FWrVgkAoqCgQG2dqqoqcfr0aXHt2jUhhBDdu3cX48eP1+k6WytTeFaRJlpLnOaqsLBQBAUFqXymmfzl5+cnLl68aOxQqYXs2bNHODo6Nvl/4MUXXxSVlZXGDtXktJb+zRTiNJvkSZ2bN28KAMLKyuqxiZAuNEmeHrVlyxYBQBw8eFDvsZgyU/gyaKK1xGnO6uvrxdatW8WLL74oOnToIAAIGxsbMXjwYLFp0ybx4MEDY4dILayqqkosX75c9OnTR/F9lUgkYsKECeLo0aNCJpMZO0ST1Fr6N1OI0ywWjDflzJkzAB6umVB155uuvv32WwD/t3h7+/btcHZ2hpeXl2KdxfHjx7Fr1y707t0bQgjs378fn332GWbOnImIiAi9xUJkTiwtLTF06FAMHToUANDQ0KC3vb2odbC1tcXrr7+O119/HR4eHrh69Src3d25o7yebdu2DdOnT4e1tTU6dOiANWvWKLbtkUgkCAoKQnp6OoYOHQqZTIZp06Zh27ZtkEgkSElJUWzHk5OTg3nz5uH69eut5xFaRknZTMiSJUsEADFu3Di9nhdqhosnTJigqHP69GkREREh/vKXvwgbGxvRu3dvsXLlSr3G0VqYwl8SmmgtcRLRQx4eHgKA8PDwMHYoJk/b/s3Ly0vs2bNHCCHEhx9+KN59911FGQClqdE1a9aIgQMHivr6enHz5k3RrVs3ce7cOUV5QUGBcHJyapE4WwJHnv4z8qRqsXhzCCEeWycoKAgHDx7U6+cSEREZQmFhIUJDQ1FdXY0TJ07ghRdeUFs3JycHkydPhqWlJRwdHfHKK69gw4YNrfbhzGZxt11T5MnTn/d4IiIiIvWEEDh48CBcXV2Rl5eHIUOGqK1bVFSEbt26Kd57eXmhqKjIEGG2CLMfeTp06JCxQyAiImqVIiMjcffuXWzatAn9+/fH+fPn0bFjR5V15Y9kATSbnTFlZj/yRERERLqzsLDAqFGj4OjoqLQR9aM8PT1x5coVxfvCwkJ4enoaKEL9Y/JEREREOtmyZQuAh9NyZWVl8Pb2VllvzJgxyMrKQkNDA27duoWcnBzExcUZMlS9MvtpOyIiItLN4sWL8cknn8DS0hJLliyBk5OTynrjx4/Hr7/+qtjKYMaMGTo9j9JUMHkiIiIinezevVujhwlbWloiIyPDABEZBqftiIiISK9cXV3Rr18/bNu27bF1c3JyMGzYMLi6uhogMv3gyBMRERFprak75srKyjQ+T1xcXKtb/8SRJyIiIiItcOSJTE51dbWxQ1DLlGMjItIXU+7rTCE2Jk9kclrTvDcRUVvEfrhpnLYjIiIi0gJHnsgkSKVSVFVVGTsMrUilUmOHQESkN+yHNcfkiUyCRCKBra2tscMgIjJb7Ic1x2k7IiIiAJs3b0avXr2UXh4eHrCxsWmyTJ1Ro0bh8OHDj/1ciUSC4OBgpT2RLl68iIiICPj5+eGZZ57B2bNnFWUxMTFwdHTE0qVLIYRA//79UVBQ0LyLJ60weSIiIgIwfPhwnDp1SvHKzc2FVCrF0qVLmyxT5dixY7h9+zb69u2r0WcfOnQIQ4cOVbyfNGkS3nzzTVy4cAEzZ85EUlKSomzv3r0YPnw4gIeJ13vvvYd58+Y148pJW0yeiIiI/kQmk2HcuHEYNGgQXn/9dY3L5LKysjBu3DjF+8GDB2PatGmK93fu3IGzszMqKioatb1+/Try8vIQHx8PABg9ejQKCgpw5coVlZ81bNgwbNu2DZWVldpeJumIyRMREdGffPzxx7h16xa+/PJLrcrkcnNzERERoXi/Y8cO7Ny5E+fOnQMArFy5ErGxsejUqVOjtsXFxXB3d4eV1cNlyRKJBJ6enigqKlL5We3atUNgYCAOHjyo1TWS7pg8ERERPeKHH35AdnY2Nm7cCGtra43LHlVSUgI3NzfFe0tLSyQmJmL16tWQyWTIyMhAcnKy2vYSiUTpfVOPQgEANzc3lJSUNFmH9Id32xEREf3H+fPnkZSUhE2bNsHd3V3jsj+TSqW4d+8eHBwcFMfi4+MRHh6OiIgIuLq6ok+fPirbdu3aFSUlJaivr4eVlRWEECguLoanp6faz6utrUWHDh20uFJqDo48ERERAaisrMTIkSMxb948REZGalymSnBwMPLz85WOeXh4wN/fH5MnT8bbb7+ttq2LiwtCQkKwdu1aAMDGjRvh5eUFLy8vtW3OnTuHnj17PjYu0g8mT0RERAAyMjJw/vx5LF++vNG2BEuWLFFbdvXq1Ubnevnll7F9+/ZGx8ePHw+ZTIbRo0c3GUtWVhaysrLg5+eH9PR0ZGdnq60rX0geGBio3QWTziTicROpRERErVSXLl1QWloKDw8Pg64JqqysRN++fXH06FGljSdzc3Mxffp0HD9+XHFMIpGgsrISdnZ2Gp8/ISEBoaGhSE5OxqxZs+Dr66u0nQG1LI48ERER6Zm9vT2++OILjTavdHV1Rb9+/ZQ2yWxKTEwM9u3bp0jK3N3dkZiY2Kx4STsceSIiojbLWCNP1LZx5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTAZ9uRSRBCoKamxthhaEUqlTZ6eCcRUWvFflhzTJ7IJNTU1Gi1u64pqKqqUto5mIioNWM/rDlO2xERERFpgSNPZHLKy8tNdkSnuroarq6uxg6DiKhFsR9uGpMnMjm2trYm+6UlIjIH7Iebxmk7IiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSApMnIiIi0klubi4kEonSy87ODr1798aiRYtQX19v7BBbBO+2IyIiomaJi4tDbGwshBAoKyvD119/jZSUFJw7dw5fffWVscPTOyZPRERE1Cy9evVCfHy84v2UKVMQEBCAFStWYP78+XB2djZidPrHaTsN7dq1C88//zycnJwglUoRFBSEtLQ03L9/39ihERERmRRbW1uEhYVBCIHLly8bOxy9Y/Kkgc8//xxDhgzBzp07YW9vj+7duyM/Px+zZ89GdHQ07t27Z+wQiYiITIo8aXJycjJyJPrH5Okxjh07hhkzZkAikWDVqlW4cuUKTp48ifz8fPj4+ODw4cP44IMPjB0mERGR0dTU1KCiogI3btzAmTNnMHXqVJw8eRJPP/00fH19jR2e3jF5eozU1FQIIZCYmIiEhATFcW9vb2RnZwMAMjMzcf36dSNFSI+S3/mRnp6uto6dnR2io6MNFxQZxYMHD/Cvf/0LR44cwe+//84pdjNUWVmJBw8eAADq6+shhDByRG1XamoqnJ2d4eLiguDgYCxbtgwjRozA5s2bjR1aizC75KmiogLTp0+Ht7c3bGxs0LVrV7z//vu4d+8e4uPjIZFIsGLFCgAPv3i7du0CALzxxhuNzjVgwAD4+fnh/v37bfY/CFFrc/XqVcybNw9eXl4IDAxE3759ERQUhK5du2LOnDkoKioydojUwk6fPo3Jkyejc+fOij9sy8vLERgYiIyMDFRWVho5wrYnKSkJu3fvxvbt2/Hpp5/CyckJ5eXl6NChg6JOXV0dAgMDsWDBAqW2CQkJeOGFFwwdcvMIM/Lbb78JV1dXAUDY2tqKkJAQ4eLiIgCIUaNGidDQUAFAHDt2TAghxL59+wQA0b59e/HgwQOV55w4caIAIJKSkgx5KW1OVVWVACAAiKqqKp3Ps3fvXgFApKWlqa1ja2sroqKidDq/vuKklrF3717xxBNPKH5Gql62trZi27Ztxg6VWsgXX3whJBJJk/8HfHx8xMWLF40dqsnRpX9T1+cePnxYWFhYiFdffVXp+IkTJ4Stra04deqUEEKI77//Xjg6OorS0tIWjVPfzGbkqaKiArGxsSgvL8fMmTNRVlaGvLw8lJeXIzU1Fd999x1OnToFCwsLBAYGAgAuXLgAAOjWrRusrFTv6uDt7a1Ul4iM49ixYxg6dCju3LnTZL3q6mqMGDEC+/btM1BkZCiZmZl49913Hzs9d+nSJQwcOBBXr141UGTmJzw8HPHx8Vi/fj2OHDmiON67d2/MnDkTr732GkpKSjBp0iRkZGTA3d3diNFqz2ySp3feeQfFxcVISUnBwoULYWdnpyibM2cO/P39UV9fDz8/P8Uw4x9//AEAcHBwUHteeZm8LpkG+eJFVS9qe4QQSEpK0vjO1/v37yMxMRENDQ0tHBkZSnl5OaZNm6Zx/eLiYvztb39rwYho7ty5sLS0xNy5c5WOz549G9bW1ggJCUF0dDTGjh1rpAh1ZxbJ09mzZ5GTkwMXFxekpqY2KpdIJOjTpw8AoGfPnorjtbW1AABra2u1527fvj0AKHXa3377LUaPHo1u3bpBKpXC398fc+bMQVVVVaP2BQUFGD58OOzt7eHg4IDXXnsNN2/e1O1CSUG+eFHVq7q62tjhkZ4dOHAAv//+u1ZtCgoKsHPnzhaKiAwtOztbsThcU//zP/+DGzdutFBE5OPjg7Fjx+Knn37C/v37FcetrKwQGRmJiooKJCYmGjFC3ZlF8rRu3TrIZDLEx8dDKpWqrCNPgh5NnmxsbACgybt06urqAEBpUdxnn30GS0tLLFiwANu3b8fkyZOxbNkyDBkyBDKZTFGvsrISMTExKCkpwfr16/HVV19h//79iI2NVapH2pMvXlT1kv9cqe2Q3/mqLfnNIdT66fJ/4P79+1i7dm0LRENyc+bMgYWFBT766CPFsYMHDyI7OxvJycmYNm1aq9wr0Swez/Lzzz8DAGJiYtTWKSkpAaCcPGkyJadqau/HH39U2oo+KioKnTp1wvjx43HgwAEMGDAAAPDVV1+htLQUv/zyCzw9PQEAHh4e6NevHzZv3owRI0Zoc5kKoaGhKCsr06mtseg7WfTx8cGzzz6rsszS0lIvn+Hr6wsLC7P4+8Pk6Tp6sGXLFnTp0kXP0ZChCSF0Xr80d+5cfP7553qOqHXSpR+Ojo5uco1ZQECA0vR4dXU1JkyYgLS0NLz11luIiorCrFmzsHjxYp1ibk4/7ObmhuPHj+vU1iySp8LCQgCAl5eXyvK6ujocPXoUgHLy5Ofnp2hfX1+vctG4fAdVeV0AKp/hI58WLC0tVRzbsmULIiMjFYkTAERERMDLyws//vijzslTWVmZ0udQy7h27ZqxQ6BmevDgAb8rZq66uppT+QaUkpICLy8vTJkyBRKJBKtXr0avXr0wcuRInfbfM1Y/bBbJk/yLIV/D9Gdr167FnTt34OTkBA8PD8XxkJAQWFtbo66uDsePH0d4eHijtgcOHAAAhIWFNRnDL7/8AgDw9/dXHDt79izGjBnTqG6PHj1w9uzZx1yVem5ubjq3NRaZTNbqkpHOnTtz5MlE3Lx5U+33uynt27dHp06dWiAiMrRr167pNHJib2+Pv/zlLy0QUevT0v3wjh07kJOTg9OnT0MikQB4eMd6eno6EhMTcfr0adjb22t1zub0w836XWmUDRIMzNfXVwAQmZmZjcqKioqEs7OzACBiYmIalb/44osCgJg4cWKjMvk+UNbW1qK8vFzt55eUlAgXFxfx3HPPKR1v166dmDNnTqP648aNE35+fppcWpvBfZ6oOb7//vsm9/VR9/r666+NHTrpSUpKitY/f4lEIi5dumTs0E1Ga+nfTCFOs/izWb72ZcGCBUr7MR05cgQDBw7E7du3AShP2cl9+OGHiufarVmzRnH88uXLSEpKAgBMmjQJLi4uKj+7qqoKL730Etq1a4dVq1Y1Kpdn348SfIQAkVZiY2PRtWtXrdp06tRJ5cgvtU6TJ0/Wus3zzz+v2KuPSBtmkTzNmjULDg4OKC4uxlNPPYWgoCD4+Pigb9++CAgIQGRkJADVyVN4eDjS09MhhEBCQgK8vLwQEhICf39/XLp0CWFhYWqfo1ZbW4uXXnoJBQUF2LVrV6NNwBwcHFQuRr99+zYcHR31cOVE5sHKygqLFi1S+ceIOp999hnvvGxDfH198e6772pc387ODmlpaS0XELVtRhnvMoLff/9dDB06VNjZ2Ql7e3sRHh4uVqxYIWQymejcubMAIPLy8tS237Fjhxg8eLDo2LGjsLGxET169BDz588XtbW1Kuvfv39fDBs2TNjZ2YmjR4+qrBMVFaVyqtDLy0skJibqdqGtlCkMw2qitcRprpYvXy4sLS0fO1XzxRdfGDtUagH19fXi9ddff+x03RNPPCH27t1r7HBNTmvp30whTrNJntS5efOmACCsrKzUJkLaamhoEHFxccLGxkbs2bNHbb1PP/1UtGvXThQVFSmOHT58WAAQ3333nV5iaS1M4cugidYSpzk7dOiQePnll1UmUcOHDxe5ubnGDpFakEwmE+vXrxcREREqn2s4adIkceHCBWOHaZJaS/9mCnFKhDDvBTb79u1DdHQ0AgMDcebMGb2cc8qUKcjMzMScOXMQGxurVNalSxfFvjJ3795FUFAQOnXqhHnz5qG2thYzZ86Es7MzDh8+bFZ3clVXVysemVNVVQVbW1sjR6Raa4mTHm4Lsn//frz11lu4ffs2XF1dW93+Z9Q8p0+fxunTp1FbWwtHR0cMGjQITzzxhLHDMlmtpX8ziTiNkrKZkCVLlggAYty4cXo7Z7du3dQOF3/88cdKdS9duiRefPFFYWtrK5544gkxbtw4cf36db3F0lqYwl8SmmgtcdL/8fDwEACEh4eHsUMhMmna9m9bt24VAQEBomfPniI8PFycP39eUQZABAUFia1btwohHs7IJCcniyeffFJ4e3uLjIwMRd0NGzaIgIAA4eTk1CJxtgSz2OepKfLRJlWLxXV15coVjet6e3tjy5YtevtsIiIiQ5g6dSpWrlyJmJgYzJ07F5mZmVi0aJGi/NChQ4oRorVr1+Ls2bO4cOEC7ty5g969e2PgwIHw9/dHXFwcwsLCEBoaaqxL0Zr5zAupIU+egoODjRwJERFR61FYWIjQ0FBUV1fjxIkTePLJJ9XWzcnJweTJk2FpaQlHR0e88sor2LBhgwGj1S+zT54OHToEIQSGDBli7FCIiIhaDSEEDh48CFdXV+Tl5TX5e7SoqAjdunVTvPfy8kJRUZEhwmwRZp88ERERkW4iIyNx9+5dLFu2DP3791dsOq3Ko/uwiVZ+rxqTJyIiItKZhYUFRo0aBUdHR6WneDzK09NTaT1wYWEhPD09DRSh/jF5IiIiIp3Ib3gqKipCWVmZ2sfdjBkzBllZWWhoaMCtW7eQk5ODuLg4Q4aqV2Z/tx0RERHpZvHixfjkk09gaWmJJUuWwMnJSWW98ePH49dff4Wfnx8AYMaMGQgICDBkqHrF5ImIiIh0snv3bsV2BE2xtLRERkaGASIyDE7bERERkV65urqiX79+2LZt22Pr5uTkYNiwYXB1dTVAZPrBkSciIiLSWlN3zGnzKKS4uLhWt/6JyROZnOrqamOHoJYpx0ZEpC+m3NeZQmxMnsjktKahWyKitoj9cNO45omIiIhICxx5IpMglUpRVVVl7DC0IpVKjR0CEZHesB/WHJMnMgkSiQS2trbGDoOIyGyxH9Ycp+2IiIiItMDkiYgIwObNm9GrVy+ll4eHB2xsbJosU2fUqFE4fPjwYz9XIpEgODhYaT+cixcvIiIiAn5+fnjmmWdw9uxZRVlMTAwcHR2xdOlSCCHQv39/FBQUNO/iiUgrTJ6IiAAMHz4cp06dUrxyc3MhlUqxdOnSJstUOXbsGG7fvo2+fftq9NmHDh3C0KFDFe8nTZqEN998ExcuXMDMmTORlJSkKNu7dy+GDx8O4GHi9d5772HevHnNuHIi0haTJyKiP5HJZBg3bhwGDRqE119/XeMyuaysLIwbN07xfvDgwZg2bZri/Z07d+Ds7IyKiopGba9fv468vDzEx8cDAEaPHo2CggKlJ9I/atiwYdi2bRsqKyu1vUwi0hGTJyKiP/n4449x69YtfPnll1qVyeXm5iIiIkLxfseOHdi5cyfOnTsHAFi5ciViY2PRqVOnRm2Li4vh7u4OK6uH9/NIJBJ4enqiqKhI5We1a9cOgYGBOHjwoFbXSES6Y/JERPSIH374AdnZ2di4cSOsra01LntUSUkJ3NzcFO8tLS2RmJiI1atXQyaTISMjA8nJyWrbSyQSpfdNPQYDANzc3FBSUtJkHSLSH25VQET0H+fPn0dSUhI2bdoEd3d3jcv+TCqV4t69e3BwcFAci4+PR3h4OCIiIuDq6oo+ffqobNu1a1eUlJSgvr4eVlZWEEKguLgYnp6eaj+vtrYWHTp00OJKiag5OPJERASgsrISI0eOxLx58xAZGalxmSrBwcHIz89XOubh4QF/f39MnjwZb7/9ttq2Li4uCAkJwdq1awEAGzduhJeXF7y8vNS2OXfuHHr27PnYuIhIP5g8EREByMjIwPnz57F8+fJG2xIsWbJEbdnVq1cbnevll1/G9u3bGx0fP348ZDIZRo8e3WQsWVlZyMrKgp+fH9LT05Gdna22rnwheWBgoHYXTEQ6k4jHTaYTEbViXbp0QWlpKTw8PAy2LqiyshJ9+/bF0aNHlXZszs3NxfTp03H8+HHFMYlEgsrKStjZ2Wl8/oSEBISGhiI5ORmzZs2Cr6+v0nYGRNSyOPJERKRn9vb2+OKLLzTavNLV1RX9+vVT2iSzKTExMdi3b58iKXN3d0diYmKz4iUi7XDkiYjaNGOMPBFR28aRJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKfbUcmQQiBmpoaY4ehFalU2ugBrkRErRX7Yc0xeSKTUFNTo9UOy6agqqpKafdoIqLWjP2w5jhtR0RERKQFjjyRySkvLzfZEZ3q6mq4uroaOwwiohbFfrhpTJ7I5Nja2prsl5aIyBywH24ap+2IiIiItMDkiYiIiEgLTJ6IiIiItMDkiYiIiHSSm5sLiUSi9LKzs0Pv3r2xaNEi1NfXGzvEFsEF40RERNQscXFxiI2NhRACZWVl+Prrr5GSkoJz587hq6++MnZ4esfkiYiIiJqlV69eiI+PV7yfMmUKAgICsGLFCsyfPx/Ozs5GjE7/OG2noV27duH555+Hk5MTpFIpgoKCkJaWhvv37xs7NCIiIpNia2uLsLAwCCFw+fJlY4ejd0yeNPD5559jyJAh2LlzJ+zt7dG9e3fk5+dj9uzZiI6Oxr1794wdIhERkUmRJ01OTk5GjkT/mDw9xrFjxzBjxgxIJBKsWrUKV65cwcmTJ5Gfnw8fHx8cPnwYH3zwgbHDJCIiMpqamhpUVFTgxo0bOHPmDKZOnYqTJ0/i6aefhq+vr7HD0zsmT4+RmpoKIQQSExORkJCgOO7t7Y3s7GwAQGZmJq5fv26kCOlR8js/0tPT1daxs7NDdHS04YIiImrjUlNT4ezsDBcXFwQHB2PZsmUYMWIENm/ebOzQWoTZJU8VFRWYPn06vL29YWNjg65du+L999/HvXv3EB8fD4lEghUrVgAAKisrsWvXLgDAG2+80ehcAwYMgJ+fH+7fv99m/4MQtUYFBQWYNWsWnnnmGZSXlwMA7ty5g4sXLxo5MjIEIQSOHj2KhIQE9O7dGz169EBkZCQ+++wz3Lx509jhtUlJSUnYvXs3tm/fjk8//RROTk4oLy9Hhw4dFHXq6uoQGBiIBQsWKLVNSEjACy+8YOiQm0eYkd9++024uroKAMLW1laEhIQIFxcXAUCMGjVKhIaGCgDi2LFjQggh9u3bJwCI9u3biwcPHqg858SJEwUAkZSUZMhLaXOqqqoEAAFAVFVV6XyevXv3CgAiLS1NbR1bW1sRFRWl0/n1FSe1jMrKSjF27FghkUgUP6c/v0aMGCH++OMPY4dKLeTSpUvi6aefVvvzt7GxER988IFoaGgwdqgmR5f+TV2fe/jwYWFhYSFeffVVpeMnTpwQtra24tSpU0IIIb7//nvh6OgoSktLWzROfTObkaeKigrExsaivLwcM2fORFlZGfLy8lBeXo7U1FR89913OHXqFCwsLBAYGAgAuHDhAgCgW7dusLJSvauDt7e3Ul0iMo7q6mo8++yz2LBhA4QQautt2rQJUVFRuH37tuGCI4M4f/48+vbti19//VVtndraWqSlpSEhIQEymcyA0ZmX8PBwxMfHY/369Thy5IjieO/evTFz5ky89tprKCkpwaRJk5CRkQF3d3cjRqs9s0me3nnnHRQXFyMlJQULFy6EnZ2domzOnDnw9/dHfX09/Pz8FMOMf/zxBwDAwcFB7XnlZfK6ZBrkixdVvahtmjp1Ko4ePapR3dOnT2PixIktHBEZUn19PWJjY3Hjxg2N6v/zn//E4sWLWzgq8zZ37lxYWlpi7ty5Ssdnz54Na2trhISEIDo6GmPHjjVShLozi+Tp7NmzyMnJgYuLC1JTUxuVSyQS9OnTBwDQs2dPxfHa2loAgLW1tdpzt2/fHgCUtiv49ttvMXr0aHTr1g1SqRT+/v6YM2cOqqqqlNqWlJTgnXfeQUREBKRSKSQSCa5cuaLzddL/kS9eVPWqrq42dnikZ1evXsW6deu0avP999+3yf1nzNXmzZtx6dIlrdosWrQIDQ0NLRQR+fj4YOzYsfjpp5+wf/9+xXErKytERkaioqICiYmJRoxQd2aRPK1btw4ymQzx8fGQSqUq68iToEeTJxsbGwBociPMuro6AFBaFPfZZ5/B0tISCxYswPbt2zF58mQsW7YMQ4YMURomvnTpEnJyctCxY0dERUXpfoHUiHzxoqqX/OdKbcfy5ct1eoZWZmZmC0RDxrBs2TKt2xQXF2PLli0tEA3JzZkzBxYWFvjoo48Uxw4ePIjs7GwkJydj2rRprXKvRLN4PMvPP/8MAIiJiVFbp6SkBIBy8qTJlJyqqb0ff/xRaSv6qKgodOrUCePHj8eBAwcwYMAAAA/v1pPfCbR69Wrs2LFDq+tSJzQ0FGVlZXo5l6Hoe+2Bj48Pnn32WZVllpaWevkMX19fWFiYxd8fJk/X6dgvv/wSGzZs0HM0ZGhCCFy9elWntvHx8XjiiSf0HFHrpEs/HB0d3eQaw4CAAKXRverqakyYMAFpaWl46623EBUVhVmzZuk8hdqcftjNzQ3Hjx/Xqa1ZJE+FhYUAAC8vL5XldXV1irUSjyZPfn5+ivb19fUqF43Lh/3ldQGofIaPfFqwtLRUcaylfvGWlZUpfQ61jGvXrhk7BGqmBw8e8Lti5qqqqhotqaCWk5KSAi8vL0yZMgUSiQSrV69Gr169MHLkSJ323zNWP2wWyZN8jYt8DdOfrV27Fnfu3IGTkxM8PDwUx0NCQmBtbY26ujocP34c4eHhjdoeOHAAABAWFtZkDL/88gsAwN/fX6dr0Iabm1uLf4a+yWSyVpeMdO7cmSNPJqKiokIxha6Ndu3awcXFpQUiIkPTNQm2s7PjyNN/tHQ/vGPHDuTk5OD06dOQSCQAHt6xnp6ejsTERJw+fRr29vZanbM5/XCzflcaZYMEA/P19RUARGZmZqOyoqIi4ezsLACImJiYRuUvvviiACAmTpzYqEy+D5S1tbUoLy9X+/klJSXCxcVFPPfcc2rrrFq1SgAQBQUFml1UG8N9nqg50tLS1O7r09Rr9uzZxg6d9GTo0KE6/R/Yvn27sUM3Ga2lfzOFOM3iz2b52pcFCxYo7cd05MgRDBw4ULHfy6NTdnIffvih4rl2a9asURy/fPkykpKSAACTJk1S+9drVVUVXnrpJbRr1w6rVq3S1yUR0SMmTpzY5F2xqlhYWODNN99soYjI0KZMmaJ1myeffBLPPfdcC0RDbZ1ZJE+zZs2Cg4MDiouL8dRTTyEoKAg+Pj7o27cvAgICEBkZCUB18hQeHo709HQIIZCQkAAvLy+EhITA398fly5dQlhYmNrnqNXW1uKll15CQUEBdu3a1eo2ASNqLVxcXLTet+nVV19Ft27dWigiMrTnn38eQUFBWrWZOXMmp95JN0YZ7zKC33//XQwdOlTY2dkJe3t7ER4eLlasWCFkMpno3LmzACDy8vLUtt+xY4cYPHiw6Nixo7CxsRE9evQQ8+fPF7W1tSrr379/XwwbNkzY2dmJo0ePPjY+TtsZfxhWE60lTnNUW1srBg0apNFUTd++ffnza4OuXLkiunbtqtH/geTkZCGTyYwdsklpLf2bKcRpNsmTOjdv3hQAhJWVldpESFsNDQ0iLi5O2NjYiD179mjUhsmT8b8MmmgtcZqr2tpa8dZbbwlra2uVvzCtrKxEYmKiqK6uNnao1EJKSkrEc889pzZp6tixo1i4cCETJxVaS/9mCnGaxd12TTlz5gyAh3fByTfKbK7k5GTk5ORgzpw56NChg9Jzfbp06YIuXboo3n/77bcAoNhrYvv27XB2doaXlxdCQ0P1Eg+RuWjfvj2WLVuGefPmYeXKldizZw8qKythZ2eH/v3744033miVd6OS5jw8PLBz507k5+cjKysLmZmZqKurg42NDZYuXYpXX31V7WbJRBozSspmQpYsWSIAiHHjxuntnN26dVP7V8/HH3+sVFddvQkTJugtntbAFP6S0ERriZOIHvLw8BAAhIeHh7FDMXna9m9bt24VAQEBomfPniI8PFycP39eUQZABAUFia1btwohHs7IJCcniyeffFJ4e3uLjIwMRd0NGzaIgIAA4eTk1CJxtgSOPP1n5EnVYnFdafN8OtHEzqxERESmaurUqVi5ciViYmIwd+5cZGZmYtGiRYryQ4cOwc7ODsDD/RTPnj2LCxcu4M6dO+jduzcGDhwIf39/xMXFISwsrFXNtpj9bQby5Ck4ONjIkRAREbUehYWFCA0NRXV1NU6cOIEnn3xSbd2cnBxMnjwZlpaWcHR0xCuvvNKqH41k9snToUOHIITAkCFDjB0KERFRqyGEwMGDB+Hq6oq8vLwmf48WFRUpbQ3i5eWFoqIiQ4TZIsw+eSIiIiLdREZG4u7du1i2bBn69++v2HRaFfkjWYDWv2SFyRMRERHpzMLCAqNGjYKjo6PSUzwe5enpqbQeuLCwEJ6engaKUP+YPBEREZFOtmzZAuDhtFxZWRm8vb1V1hszZgyysrLQ0NCAW7duIScnB3FxcYYMVa/M/m47IiIi0s3ixYvxySefwNLSEkuWLIGTk5PKeuPHj8evv/4KPz8/AMCMGTMQEBBgyFD1iskTERER6WT37t2K7QiaYmlpiYyMDANEZBictiMiIiK9cnV1Rb9+/bBt27bH1s3JycGwYcPg6upqgMj0gyNPREREpLWm7pgrKyvT+DxxcXGtbv0TkycyOdXV1cYOQS1Tjo2ISF9Mua8zhdiYPJHJaU1Dt0REbRH74aZxzRMRERGRFjjyRCZBKpWiqqrK2GFoRSqVGjsEIiK9YT+sOSZPZBIkEglsbW2NHQYRkdliP6w5TtsRERERaYHJExEREYDNmzejV69eSi8PDw/Y2Ng0WabOqFGjcPjw4cd+rkQiQXBwsNKeSBcvXkRERAT8/PzwzDPP4OzZs4qymJgYODo6YunSpRBCoH///igoKGjexZNWmDwREREBGD58OE6dOqV45ebmQiqVYunSpU2WqXLs2DHcvn0bffv21eizDx06hKFDhyreT5o0CW+++SYuXLiAmTNnIikpSVG2d+9eDB8+HMDDxOu9997DvHnzmnHlpC0mT0RERH8ik8kwbtw4DBo0CK+//rrGZXJZWVkYN26c4v3gwYMxbdo0xfs7d+7A2dkZFRUVjdpev34deXl5iI+PBwCMHj0aBQUFuHLlisrPGjZsGLZt24bKykptL5N0xOSJiIjoTz7++GPcunULX375pVZlcrm5uYiIiFC837FjB3bu3Ilz584BAFauXInY2Fh06tSpUdvi4mK4u7vDyurhPV0SiQSenp4oKipS+Vnt2rVDYGAgDh48qNU1ku6YPBERET3ihx9+QHZ2NjZu3Ahra2uNyx5VUlICNzc3xXtLS0skJiZi9erVkMlkyMjIQHJystr2EolE6X1Tj0IBADc3N5SUlDRZh/SHWxUQERH9x/nz55GUlIRNmzbB3d1d47I/k0qluHfvHhwcHBTH4uPjER4ejoiICLi6uqJPnz4q23bt2hUlJSWor6+HlZUVhBAoLi6Gp6en2s+rra1Fhw4dtLhSag6OPBEREQGorKzEyJEjMW/ePERGRmpcpkpwcDDy8/OVjnl4eMDf3x+TJ0/G22+/rbati4sLQkJCsHbtWgDAxo0b4eXlBS8vL7Vtzp07h549ez42LtIPJk9EREQAMjIycP78eSxfvrzRtgRLlixRW3b16tVG53r55Zexffv2RsfHjx8PmUyG0aNHNxlLVlYWsrKy4Ofnh/T0dGRnZ6utK19IHhgYqN0Fk84k4nETqURERK1Uly5dUFpaCg8PD4OuCaqsrETfvn1x9OhRpV27c3NzMX36dBw/flxxTCKRoLKyEnZ2dhqfPyEhAaGhoUhOTsasWbPg6+urtJ0BtSyOPBEREemZvb09vvjiC402r3R1dUW/fv2UNslsSkxMDPbt26dIytzd3ZGYmNiseEk7HHkiIqI2y1gjT9S2ceSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wGfbkUkQQqCmpsbYYWhFKpU2engnEVFrxX5Yc0yeyCTU1NRotbuuKaiqqlLaOZiIqDVjP6w5TtsRERERaYEjT2RyysvLTXZEp7q6Gq6ursYOg4ioRbEfbhqTJzI5tra2JvulJSIyB+yHm8ZpOyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiItJJbm4uJBKJ0svOzg69e/fGokWLUF9fb+wQWwTvtiMiIqJmiYuLQ2xsLIQQKCsrw9dff42UlBScO3cOX331lbHD0zsmT0RERNQsvXr1Qnx8vOL9lClTEBAQgBUrVmD+/PlwdnY2YnT6x2k7De3atQvPP/88nJycIJVKERQUhLS0NNy/f9/YoREREZkUW1tbhIWFQQiBy5cvGzscvWPypIHPP/8cQ4YMwc6dO2Fvb4/u3bsjPz8fs2fPRnR0NO7du2fsEImIiEyKPGlycnIyciT6x+TpMY4dO4YZM2ZAIpFg1apVuHLlCk6ePIn8/Hz4+Pjg8OHD+OCDD4wdJhERkdHU1NSgoqICN27cwJkzZzB16lScPHkSTz/9NHx9fY0dnt4xeXqM1NRUCCGQmJiIhIQExXFvb29kZ2cDADIzM3H9+nUjRUiPkt/5kZ6erraOnZ0doqOjDRcUGcX58+fxj3/8A59++ikyMzPx+++/GzskMiAhBH755RdUVVUBePg8tLKyMiNH1XalpqbC2dkZLi4uCA4OxrJlyzBixAhs3rzZ2KG1CLNLnioqKjB9+nR4e3vDxsYGXbt2xfvvv4979+4hPj4eEokEK1asAABUVlZi165dAIA33nij0bkGDBgAPz8/3L9/v83+ByFqbXbu3Ilnn30W/v7+eOuttzBz5kxMmTIFQUFBiIqK4ne1jZPJZMjMzERgYCCioqJw584dAMDt27fRtWtXjB07FqdOnTJukG1QUlISdu/eje3bt+PTTz+Fk5MTysvL0aFDB0Wduro6BAYGYsGCBUptExIS8MILLxg65OYRZuS3334Trq6uAoCwtbUVISEhwsXFRQAQo0aNEqGhoQKAOHbsmBBCiH379gkAon379uLBgwcqzzlx4kQBQCQlJRnyUtqcqqoqAUAAEFVVVTqfZ+/evQKASEtLU1vH1tZWREVF6XR+fcVJLePzzz9X/Hyaen3yySfGDpVawP3798WYMWMe+/Pv0KGD+PHHH40drsnRpX9T1+cePnxYWFhYiFdffVXp+IkTJ4Stra04deqUEEKI77//Xjg6OorS0tIWjVPfzGbkqaKiArGxsSgvL8fMmTNRVlaGvLw8lJeXIzU1Fd999x1OnToFCwsLBAYGAgAuXLgAAOjWrRusrFTv6uDt7a1Ul4iM4+uvv8b777+vUd1PPvkEGRkZLRwRGdqUKVPwv//7v4+td+/ePYwZMwZHjx41QFTmKTw8HPHx8Vi/fj2OHDmiON67d2/MnDkTr732GkpKSjBp0iRkZGTA3d3diNFqz2ySp3feeQfFxcVISUnBwoULYWdnpyibM2cO/P39UV9fDz8/P8Uw4x9//AEAcHBwUHteeZm8LpkG+eJFVS9qe+7fv4+//e1vWrWZM2cOqqurWygiMrR//etfiiUXmqitrcWcOXNaMCKaO3cuLC0tMXfuXKXjs2fPhrW1NUJCQhAdHY2xY8caKULdmUXydPbsWeTk5MDFxQWpqamNyiUSCfr06QMA6Nmzp+J4bW0tAMDa2lrtudu3bw8AStsVfPvttxg9ejS6desGqVQKf39/zJkzR7FwUdt6pD354kVVL/7CbHs2bdqk9WLgO3fuYMOGDS0UERlaZmam1m1+/vln5Ofnt0A0BAA+Pj4YO3YsfvrpJ+zfv19x3MrKCpGRkaioqEBiYqIRI9SdWSRP69atg0wmQ3x8PKRSqco68iTo0eTJxsYGAJrcCLOurg4AlBbFffbZZ7C0tMSCBQuwfft2TJ48GcuWLcOQIUMgk8m0rkfaky9eVPWS/1yp7Vi/fr1B25Hp0TURzsnJ0XMk9Kg5c+bAwsICH330keLYwYMHkZ2djeTkZEybNq1V7pVoFo9n+fnnnwEAMTExauuUlJQAUE6eNJmSUzW19+OPPyptRR8VFYVOnTph/PjxOHDgAAYMGKBVPW2Fhoa2ulty9Z0s+vj44Nlnn1VZZmlpqZfP8PX1hYWFWfz9YfJu3LihU7t9+/ahS5cueo6GDE0IgZs3b+rU9tNPP8Xy5cv1HFHrpEs/HB0dDSGE2vKAgAA0NDQo3ldXV2PChAlIS0vDW2+9haioKMyaNQuLFy/WKebm9MNubm44fvy4Tm3NInkqLCwEAHh5eaksr6urUywcfDR58vPzU7Svr69XuWhcvoOqvC4Alc/wkU8LlpaWal1PW2VlZc1qT5q5du2asUOgZqqvr+d3xcxVV1dzKt+AUlJS4OXlhSlTpkAikWD16tXo1asXRo4cqdP+e8bqh80ieZJ/MeRrmP5s7dq1uHPnDpycnODh4aE4HhISAmtra9TV1eH48eMIDw9v1PbAgQMAgLCwsCZj+OWXXwAA/v7+eqnXFDc3N53bGotMJmt1yUjnzp058mQi/vjjD9TU1GjdrkOHDnB0dGyBiMjQysvLUV9fr3W7J554QukGInPW0v3wjh07kJOTg9OnT0MikQB4eMd6eno6EhMTcfr0adjb22t1zub0w836XWmUDRIMzNfXVwAQmZmZjcqKioqEs7OzACBiYmIalb/44osCgJg4cWKjMvk+UNbW1qK8vFzt55eUlAgXFxfx3HPPNRmnpvXaIu7zRM1x9OhRjfZ3+vPrp59+MnbopCeffvqp1j//Dh06iFu3bhk7dJPRWvo3U4jTLP5slq99WbBggdJ+TEeOHMHAgQNx+/ZtAMpTdnIffvih4rl2a9asURy/fPkykpKSAACTJk2Ci4uLys+uqqrCSy+9hHbt2mHVqlVqY9S0HhE19vTTTyumvDXVvXt3DBw4sIUiIkNLTEzU+maQv/71r01uRUOkjlkkT7NmzYKDgwOKi4vx1FNPISgoCD4+Pujbty8CAgIQGRkJQHXyFB4ejvT0dAghkJCQAC8vL4SEhMDf3x+XLl1CWFiY2ueo1dbW4qWXXkJBQQF27dqldhMwTesRkWrytRN/+ctfNKovlUrxz3/+UzF1QK2fk5OTVgu/fX19sXDhwhaMiNo0o4x3GcHvv/8uhg4dKuzs7IS9vb0IDw8XK1asEDKZTHTu3FkAEHl5eWrb79ixQwwePFh07NhR2NjYiB49eoj58+eL2tpalfXv378vhg0bJuzs7MTRo0fVnlfTem2dKQzDaqK1xGmufv31V8Ujl9S9HBwcxC+//GLsUKmFrF69WlhZWTX5fyA4OFgUFxcbO1ST01r6N1OI02ySJ3Vu3rwpAAgrKyu1iZC2GhoaRFxcnLCxsRF79uxpdj1zYApfBk20ljjN2R9//CEWL14sunfvrvQL09LSUnz22WeioqLC2CFSC/v3v/8tZs2aJTp16qT0f6Bfv35i3bp1euvr25rW0r+ZQpxmMW3XlDNnzgB4eHebfKPM5kpOTkZOTg7ef/99dOjQAUeOHFG85PtJaVOPiDTXsWNHvPPOOzh37hxKS0sV6xFdXV3x/vvvw8nJycgRUkv7r//6L6SlpaG0tBSFhYXIz8/H9evXceDAAfz1r3/VW19v7rZt24YePXqgV69e6Nu3r9KaYolEguDgYGzbtg3Awzv53n77bXh7e8PHxwfLli1T1M3JyUGPHj3QqVMng1+DzoySspmQJUuWCABi3Lhxejtnt27d1A4Xf/zxx1rXMwem8JeEJlpLnPR/PDw8BADh4eFh7FCITJq2/ZuXl5di1uTDDz8U7777rqIMgKisrFS8X7NmjRg4cKCor68XN2/eFN26dRPnzp1TlBcUFAgnJ6cWibMlmMU+T02RjzypWiyuqytXrui1HhERkakpLCxEaGgoqqurceLECbzwwgtq6+bk5GDy5MmwtLSEo6MjXnnlFWzYsAGffPKJ4QLWI07b/Sd5Cg4ONnIkRERErYcQAgcPHoSrqyvy8vIwZMgQtXWLiorQrVs3xXsvLy8UFRUZIswWYfYjT4cOHTJ2CERERK1SZGQk7t69i02bNqF///44f/48OnbsqLLuo1uDiCaeh9camP3IExEREenOwsICo0aNgqOjo9Ki8Ud5enoqLVUpLCyEp6engSLUPyZPREREpJMtW7YAeDgtV1ZWBm9vb5X1xowZg6ysLDQ0NODWrVvIyclBXFycIUPVK7OftiMiIiLdLF68GJ988gksLS2xZMkStVuBjB8/Hr/++iv8/PwAADNmzEBAQIAhQ9UrJk9ERESkk927d8POzu6x9SwtLZGRkWGAiAyD03ZERESkV66urujXr59ik8ym5OTkYNiwYXB1dTVAZPrBkSciIiLSWlN3zJWVlWl8nri4uFa3/okjT0RERERa4MgTmZzq6mpjh6CWKcdGRKQvptzXmUJsTJ7I5LSmeW8ioraI/XDTOG1HREREpAWOPJFJkEqlqKqqMnYYWpFKpcYOgYhIb9gPa47JE5kEiUQCW1tbY4dBRGS22A9rjtN2REQANm/ejF69eim9PDw8YGNj02SZOqNGjcLhw4cf+7kSiQTBwcFK++FcvHgRERER8PPzwzPPPIOzZ88qymJiYuDo6IilS5dCCIH+/fujoKCgeRdPRFph8kREBGD48OE4deqU4pWbmwupVIqlS5c2WabKsWPHcPv2bfTt21ejzz506BCGDh2qeD9p0iS8+eabuHDhAmbOnImkpCRF2d69ezF8+HAADxOv9957D/PmzWvGlRORtpg8ERH9iUwmw7hx4zBo0CC8/vrrGpfJZWVlYdy4cYr3gwcPxrRp0xTv79y5A2dnZ1RUVDRqe/36deTl5SE+Ph4AMHr0aBQUFCg9kf5Rw4YNw7Zt21BZWantZRKRjpg8ERH9yccff4xbt27hyy+/1KpMLjc3FxEREYr3O3bswM6dO3Hu3DkAwMqVKxEbG4tOnTo1altcXAx3d3dYWT1ckiqRSODp6YmioiKVn9WuXTsEBgbi4MGDWl0jEemOyRMR0SN++OEHZGdnY+PGjbC2tta47FElJSVwc3NTvLe0tERiYiJWr14NmUyGjIwMJCcnq20vkUiU3jf1GAwAcHNzQ0lJSZN1iEh/eLcdEdF/nD9/HklJSdi0aRPc3d01LvszqVSKe/fuwcHBQXEsPj4e4eHhiIiIgKurK/r06aOybdeuXVFSUoL6+npYWVlBCIHi4mJ4enqq/bza2lp06NBBiysloubgyBMREYDKykqMHDkS8+bNQ2RkpMZlqgQHByM/P1/pmIeHB/z9/TF58mS8/fbbatu6uLggJCQEa9euBQBs3LgRXl5e8PLyUtvm3Llz6Nmz52PjIiL9YPJERAQgIyMD58+fx/LlyxttS7BkyRK1ZVevXm10rpdffhnbt29vdHz8+PGQyWQYPXp0k7FkZWUhKysLfn5+SE9PR3Z2ttq68oXkgYGB2l0wEelMIh43mU5E1Ip16dIFpaWl8PDwMNi6oMrKSvTt2xdHjx5V2nQwNzcX06dPx/HjxxXHJBIJKisrYWdnp/H5ExISEBoaiuTkZMyaNQu+vr5K2xkQUcviyBMRkZ7Z29vjiy++0GjzSldXV/Tr109pk8ymxMTEYN++fYqkzN3dHYmJic2Kl4i0w5EnImrTjDHyRERtG0eeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC3y2HZkEIQRqamqMHYZWpFJpowe4EhG1VuyHNcfkiUxCTU2NVjssm4Kqqiql3aOJiFoz9sOa47QdERERkRY48kQmp7y83GRHdKqrq+Hq6mrsMIiIWhT74aYxeSKTY2tra7JfWiIic8B+uGmctiMiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiKd5ObmQiKRKL3s7OzQu3dvLFq0CPX19cYOsUXwbjsiIiJqlri4OMTGxkIIgbKyMnz99ddISUnBuXPn8NVXXxk7PL1j8kRERETN0qtXL8THxyveT5kyBQEBAVixYgXmz58PZ2dnI0anf5y209CuXbvw/PPPw8nJCVKpFEFBQUhLS8P9+/eNHRoREZFJsbW1RVhYGIQQuHz5srHD0TsmTxr4/PPPMWTIEOzcuRP29vbo3r078vPzMXv2bERHR+PevXvGDpGIiMikyJMmJycnI0eif0yeHuPYsWOYMWMGJBIJVq1ahStXruDkyZPIz8+Hj48PDh8+jA8++MDYYRIRERlNTU0NKioqcOPGDZw5cwZTp07FyZMn8fTTT8PX19fY4ekdk6fHSE1NhRACiYmJSEhIUBz39vZGdnY2ACAzMxPXr183UoT0KPmdH+np6Wrr2NnZITo62nBBkdHU1dWhoaHB2GGQkQghUF1djZs3b7bZu75MRWpqKpydneHi4oLg4GAsW7YMI0aMwObNm40dWoswu+SpoqIC06dPh7e3N2xsbNC1a1e8//77uHfvHuLj4yGRSLBixQoAQGVlJXbt2gUAeOONNxqda8CAAfDz88P9+/fb7H8Qotamrq4O33zzDfr16wcbGxuUlZUBAK5fv47Vq1dzmt0M3Lx5E5999hl8fX1hZ2eHTp06oX379njppZewc+dOyGQyY4fY5iQlJWH37t3Yvn07Pv30Uzg5OaG8vBwdOnRQ1Kmrq0NgYCAWLFig1DYhIQEvvPCCoUNuHmFGfvvtN+Hq6ioACFtbWxESEiJcXFwEADFq1CgRGhoqAIhjx44JIYTYt2+fACDat28vHjx4oPKcEydOFABEUlKSIS+lzamqqhIABABRVVWl83n27t0rAIi0tDS1dWxtbUVUVJRO59dXnNQy8vPzxZNPPqn4Gal6denSRfz222/GDpVayA8//CBsbW2b/D/Qv39/cfPmTWOHanJ06d/U9bmHDx8WFhYW4tVXX1U6fuLECWFraytOnTolhBDi+++/F46OjqK0tLRF49Q3sxl5qqioQGxsLMrLyzFz5kyUlZUhLy8P5eXlSE1NxXfffYdTp07BwsICgYGBAIALFy4AALp16wYrK9W7Onh7eyvVJSLj+Pe//40BAwbg3//+d5P1SkpKEBUVhbNnzxooMjKUH3/8ESNHjkR1dXWT9fbv349BgwahsrLSQJGZn/DwcMTHx2P9+vU4cuSI4njv3r0xc+ZMvPbaaygpKcGkSZOQkZEBd3d3I0arPbNJnt555x0UFxcjJSUFCxcuhJ2dnaJszpw58Pf3R319Pfz8/BTDjH/88QcAwMHBQe155WXyumQa5IsXVb2obUpISNB47eHt27fx17/+FUKIFo6KDOXu3bsYN26cxlNyp06dwuzZs1s4KvM2d+5cWFpaYu7cuUrHZ8+eDWtra4SEhCA6Ohpjx441UoS6M4vk6ezZs8jJyYGLiwtSU1MblUskEvTp0wcA0LNnT8Xx2tpaAIC1tbXac7dv3x4AlNZRfPvttxg9ejS6desGqVQKf39/zJkzB1VVVUpt9+/fj8GDB6Nz585o3749unTpgri4OJw7d073iyUA/7d4UdXrcX+VUuvz22+/Yf/+/Vq3OXToUAtFRIb2z3/+U+uRpDVr1nD0qQX5+Phg7Nix+Omnn5S+n1ZWVoiMjERFRQUSExONGKHuzCJ5WrduHWQyGeLj4yGVSlXWkSdBjyZPNjY2ANDkRph1dXUAoLQo7rPPPoOlpSUWLFiA7du3Y/LkyVi2bBmGDBmi9FfRH3/8gcDAQHz55ZfYtWsXFi5ciH/961/o27cvSkpKdL9gUixeVPWS/1yp7dD18Q//+Mc/9BwJGUtWVpbWbSorK7F+/foWiIbk5syZAwsLC3z00UeKYwcPHkR2djaSk5Mxbdq0VnkTh1k8nuXnn38GAMTExKitI09WHk2eNJmSUzW19+OPPyptRR8VFYVOnTph/PjxOHDgAAYMGAAAGD58OIYPH650vtDQUPj7+2Pjxo2YNm2aRtf3Z6GhoYo7jFoLfd/94uPjg2effVZlmaWlpV4+w9fXFxYWZvH3h8m7ceOGTu1ycnKwd+9ePUdDhiaEwNWrV3Vqm5KSgv/+7//Wc0Stky79cHR0dJPT3wEBAUrbhVRXV2PChAlIS0vDW2+9haioKMyaNQuLFy/WKebm9MNubm44fvy4Tm3NInkqLCwEAHh5eaksr6urw9GjRwEoJ09+fn6K9vX19SoXjct3UJXXBaDyGT7yacHS0tImY+3UqRMAqF2gromysrLHfg4137Vr14wdAjXTgwcP+F0xc9XV1ZzKN6CUlBR4eXlhypQpkEgkWL16NXr16oWRI0fqtP+esfphs0ie5F8M+RqmP1u7di3u3LkDJycneHh4KI6HhITA2toadXV1OH78OMLDwxu1PXDgAAAgLCysyRh++eUXAIC/v3+jsoaGBshkMhQXF2P27Nlwd3dHXFycZhengpubm85tjUUmk7W6ZKRz584ceTIRN2/eVPv9boq1tXWbe2Cpubp69apONwDY29vjL3/5SwtE1Pq0dD+8Y8cO5OTk4PTp05BIJAAe3rGenp6OxMREnD59Gvb29lqdszn9cLN+VxplgwQD8/X1FQBEZmZmo7KioiLh7OwsAIiYmJhG5S+++KIAICZOnNioTL4PlLW1tSgvL1f7+SUlJcLFxUU899xzKsv79eun2LPCx8dH5Ofna3F1bQP3eaLmWL16dZP7+qh7LVmyxNihk54kJSXp9H/g5MmTxg7dZLSW/s0U4jSLP5vla18WLFigtB/TkSNHMHDgQNy+fRuA8pSd3Icffqh4rt2aNWsUxy9fvoykpCQAwKRJk+Di4qLys6uqqvDSSy+hXbt2WLVqlco62dnZOHLkCNavX4+//OUvGDx4MIqKinS6ViJzFBcXB0dHR63a2NraYvz48S0UERnalClTtG4TERGBXr166T8YavPMInmaNWsWHBwcUFxcjKeeegpBQUHw8fFB3759ERAQgMjISACqk6fw8HCkp6dDCIGEhAR4eXkhJCQE/v7+uHTpEsLCwtQ+R622thYvvfQSCgoKsGvXLrWbgHXv3h1hYWEYO3Ysfv75Z9y9exf/3//3/+nvH4CojbOxscG8efO0ajN79mw88cQTLRQRGVrv3r0xZswYjetbWlqq3LqGSCNGGe8ygt9//10MHTpU2NnZCXt7exEeHi5WrFghZDKZ6Ny5swAg8vLy1LbfsWOHGDx4sOjYsaOwsbERPXr0EPPnzxe1tbUq69+/f18MGzZM2NnZiaNHj2oVa58+fcSQIUO0atPamcIwrCZaS5zmSCaTidmzZ2s0VZOcnCxkMpmxQyY9q6mpEc8+++xjf/5WVlZi7dq1xg7X5LSW/s0U4jSb5EmdmzdvKr5M6hIhbTU0NIi4uDhhY2Mj9uzZo1Xb8vJyYWdnJ6ZMmaKXWFoLU/gyaKK1xGnOvvnmG9GzZ0+VvzR79OghVq5cycSpDaurqxOpqanC3d1d5f+BQYMGiX379hk7TJPUWvo3U4hTIoR5P59g3759iI6ORmBgIM6cOaOXc06ZMgWZmZmYM2cOYmNjlcq6dOmCLl26AADi4+Ph4+ODXr16oWPHjrh48SIWLVqEa9eu4ddff4WPj49e4mkNqqurFY/Mqaqqgq2trZEjUq21xGnuhBA4fPgw9uzZg8rKStjZ2aF///6IiopS3OVDbduDBw/w448/IiEhAZWVlfjLX/6Co0ePqrzjmR5qLf2bScRplJTNhCxZskQAEOPGjdPbObt166Z2uPjjjz9W+uynn35aMRXo6+sr3nzzTXHlyhW9xdJamMJfEppoLXES0UMeHh4CgPDw8DB2KCZP2/5t69atIiAgQPTs2VOEh4eL8+fPK8oAiKCgILF161YhxMMZmeTkZPHkk08Kb29vkZGRoai7YcMGERAQIJycnFokzpZgFvs8NUU+2qRqsbiurly5olG95ORkJCcn6+1ziYiIDGXq1KlYuXIlYmJiMHfuXGRmZmLRokWK8kOHDilGiNauXYuzZ8/iwoULuHPnDnr37o2BAwfC398fcXFxCAsLQ2hoqLEuRWtmcbddU+TJU3BwsJEjISIiaj0KCwsRGhqK6upqnDhxAk8++aTaujk5OZg8eTIsLS3h6OiIV155BRs2bDBgtPpl9snToUOHIITAkCFDjB0KERFRqyGEwMGDB+Hq6oq8vLwmf48WFRWhW7duivdeXl6tej9Ds0+eiIiISDeRkZG4e/culi1bhv79+ys2nVbl0Zs1RCu/V43JExEREenMwsICo0aNgqOjo9JTPB7l6emptB64sLAQnp6eBopQ/5g8ERERkU62bNkC4OG0XFlZGby9vVXWGzNmDLKystDQ0IBbt24hJycHcXFxhgxVr8z+bjsiIiLSzeLFi/HJJ5/A0tISS5YsgZOTk8p648ePx6+//go/Pz8AwIwZMxAQEGDIUPWKyRMRERHpZPfu3YrtCJpiaWmJjIwMA0RkGJy2IyIiIr36/9u7+7ia7/4P4K9T6eZUPxRFJV3iXEVSZIpMGTOuYm62bEKtTUa7jOFCbFzusjsz4kK5G7P2w3Jz5XZkG7lnbMrdhW4oWrROqVbn8/vD1fk565Rz6tSpzuv5eJzHw/l+Pt/veX/R97z7fD7f99fe3h59+vRBUlLSc/smJCQgODgY9vb29RCZbnDkiYiIiLRW3R1z2dnZGh8nJCSk0a1/YvJEDU5hYaG+Q6hSQ46NiEhXGvK1riHExuSJGpzGNHRLRNQU8TpcPa55IiIiItICR56oQZBKpZDL5foOQytSqVTfIRAR6Qyvw5pj8kQNgkQigaWlpb7DICIyWLwOa47TdkRERERaYPJEREQEYM+ePfDy8lJ5OTo6wtzcvNq2qowYMQIpKSnP/VyJRAJPT0+Vmkg3btxA7969IZPJ8MILL+Dq1avKtsDAQNjY2GDVqlUQQqBv3764fft27U6etMLkiYiICMDQoUNx6dIl5Ss5ORlSqRSrVq2qtk2dM2fO4PHjx/Dz89Pos0+ePIkhQ4Yo30dGRmLChAm4fv06Zs6ciYiICGXbsWPHMHToUABPE6+pU6diwYIFtThz0haTJyIioj9RKBQYM2YMXnrpJbz99tsat1VYu3YtxowZo3w/cOBATJkyRfk+Pz8frVu3Rm5ubqV9Hzx4gAsXLiA0NBQAMHLkSNy+fRt37txR+1nBwcFISkpCQUGBtqdJNcTkiYiI6E8++ugj5OXl4csvv9SqrUJycjJ69+6tfH/gwAEcPHgQqampAIANGzYgKCgIrVq1qrRvRkYGHBwcYGLy9J4uiUQCZ2dnpKenq/2sZs2awcPDAydOnNDqHKnmmDwRERE9Y/fu3YiPj8fOnTthamqqcduzMjMz0aZNG+V7Y2NjhIeHY9OmTVAoFIiNjUVUVFSV+0skEpX31T0KBQDatGmDzMzMavuQ7rBUARER0X9du3YNERERSExMhIODg8ZtfyaVSvHkyRO0bNlSuS00NBS+vr7o3bs37O3t0aNHD7X7tmvXDpmZmSgrK4OJiQmEEMjIyICzs3OVn1dcXAwLCwstzpRqgyNPREREAAoKCjB8+HAsWLAA/v7+Grep4+npibS0NJVtjo6OcHNzw8SJE/Hee+9Vua+dnR28vb2xdetWAMDOnTvh4uICFxeXKvdJTU1Ft27dnhsX6QaTJyIiIgCxsbG4du0a1q9fX6kswcqVK6tsu3fvXqVjjRo1Cvv376+0fezYsVAoFBg5cmS1saxduxZr166FTCZDTEwM4uPjq+xbsZDcw8NDuxOmGpOI502kEhERNVJOTk7IysqCo6Njva4JKigogJ+fH06fPq1StTs5ORnTp0/HuXPnlNskEgkKCgpgZWWl8fHDwsLg4+ODqKgozJo1C506dVIpZ0B1iyNPREREOmZtbY0vvvhCo+KV9vb26NOnj0qRzOoEBgbi+PHjyqTMwcEB4eHhtYqXtMORJyIiarL0NfJETRtHnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAt8th01CEIIFBUV6TsMrUil0koP7yQiaqx4HdYckydqEIqKirSqrtsQyOVylcrBRESNGa/DmuO0HREREZEWOPJEDU5OTk6DHdEpLCyEvb29vsMgIqpTvA5Xj8kTNTiWlpYN9oeWiMgQ8DpcPU7bEREREWmByRMRERGRFpg8EREREWmByRMRERHVSHJyMiQSicrLysoK3bt3x/Lly1FWVqbvEOsEF4wTERFRrYSEhCAoKAhCCGRnZ2PLli2YNm0aUlNTsW7dOn2Hp3NMnoiIiKhWvLy8EBoaqnw/adIkuLu7Iy4uDosXL0br1q31GJ3ucdqOiIiIdMrS0hK9evWCEAK3bt3Sdzg6x+RJQ4cOHcIrr7wCW1tbSKVSdO3aFUuXLkVpaam+QyMiImpwKpImW1tbPUeie0yeNPDZZ59h0KBBOHjwIKytrfHXv/4VaWlpmDNnDgICAvDkyRN9h0hERKQ3RUVFyM3NxcOHD3HlyhVMnjwZFy9eRM+ePdGpUyd9h6dzTJ6e48yZM5gxYwYkEgk2btyIO3fu4OLFi0hLS0PHjh2RkpKC2bNn6ztMIiIivVm4cCFat24NOzs7eHp6YvXq1Xj11VexZ88efYdWJ5g8PcfChQshhEB4eDjCwsKU211dXREfHw8AWLNmDR48eKCnCOlZFbfNxsTEVNnHysoKAQEB9RcU1buioiLExcXhzTffRHBwMN544w2sWbMGBQUF+g6N6sn9+/exaNEi5OXlAQAePXqExMTEJnvrvL5FRETg8OHD2L9/Pz755BPY2toiJycHFhYWyj4lJSXw8PDAkiVLVPYNCwvD4MGD6zvk2hEG5uHDh+KDDz4QHTp0EGZmZsLJyUlMmzZNFBUViTFjxggAYv369UIIIX7//XdhamoqAIiUlBS1x5PJZCr7UM3I5XIBQAAQcrm8xsc5duyYACCWLl1aZR9LS0vRr1+/Gh1fV3FS3SgrKxNz584VzZs3V/47PfuysrIS06dPF6WlpfoOlerIb7/9Jt544w1hYmKi9v9Au3btRHx8vL7DbJBqcn2r6pqbkpIijIyMxBtvvKGy/fz588LS0lJcunRJCCHEd999J2xsbERWVladxqlrBjXydPnyZXh4eOCzzz5DTk4OOnfujNLSUnz++ecIDQ3FtWvXAADdunUDAFy8eBGlpaUwMzODj4+P2mP6+/sDAE6dOlU/J0FEapWVlSEkJASLFi1Cfn6+2j5yuRyffvophg4dyps9mqCcnBz06dMH27dvr3KEKSMjAxEREZg/f379BmdgfH19ERoaiu3bt6t8P3bv3h0zZ87EuHHjkJmZicjISMTGxsLBwUGP0WrPYJKn3NxcBAUFIScnBzNnzkR2djYuXLiAnJwcLFy4ELt27cKlS5dgZGQEDw8PAMD169cBAO3bt4eJifqSWK6urip9iUg/oqOjsXPnTo36HjhwAFOmTKnjiKg+CSHw6quvIi0tTaP+CxYswNdff13HURm2efPmwdjYGPPmzVPZPmfOHJiamsLb2xsBAQEYPXq0niKsOYNJnv7+978jIyMD06ZNw7Jly2BlZaVsi46OhpubG8rKyiCTyZRztI8ePQIAtGzZssrjVrRV9KWGoeLOD3UvanoePXqElStXarVPXFwc7t+/X0cRUX07evSo1jMAixYtghCijiKijh07YvTo0Thy5Ah+/PFH5XYTExP4+/sjNzcX4eHheoyw5gwiebp69SoSEhJgZ2eHhQsXVmqXSCTo0aMHgP+fsgOA4uJiAICpqWmVxzYzMwMAlXIFO3bswMiRI9G+fXtIpVK4ubkhOjoacrm82jgHDx4MiUTC4WQdqLjzQ92rsLBQ3+GRjm3evFnrkiFlZWWIi4uro4iovq1evVrrfVJTU3H8+PE6iIYqREdHw8jICB9++KFy24kTJxAfH4+oqChMmTKlUZb7MYjHs2zbtg0KhQKhoaGQSqVq+1QkQc8mT+bm5gBQ7dqIkpISAFC5o+DTTz+Fs7MzlixZAicnJ1y8eBELFixAcnIyfvzxRxgZVc5Zv/32W1y6dEnrcyP1IiIiqhwKDg4OrudoqK4dOHCgRvvt37+/0pQCNU61+T/Au29rLiAgoNrRO3d3d5SXlyvfFxYWYvz48Vi6dCneffdd9OvXD7NmzcKKFSvqI1ydMYjk6fvvvwcABAYGVtknMzMTgGrypMmUnLqpvb1796o8x6dfv35o1aoVxo4di59++gkvvviiyjF+//13vP/++/j0009Vng1UUz4+PsjOzq71ceqTQqHQ6fE6duyIAQMGqG0zNjbWyWd06tRJbSJM9a+mpULOnj0LJycnHUdD9U0IgaKiohrtu2rVKmzbtk3HETVOur4OqzNt2jS4uLhg0qRJkEgk2LRpE7y8vDB8+PAaJbG1uQ63adMG586dq9G+BpE83b17FwDg4uKitr2kpASnT58GoJo8yWQy5f5lZWVqF41XlJ+v6AtA7QMQK6YFs7KyKrVFR0dDJpNhzJgxOkmesrOz1X4O6RbXyzR+ZWVl/FkxcEVFRTVOvEg7Bw4cQEJCAi5fvgyJRALg6U1XMTExCA8Px+XLl2Ftba3VMfV1HTaI5KlijUvFGqY/27p1K/Lz82FrawtHR0fldm9vb5iamqKkpATnzp2Dr69vpX1/+uknAECvXr2qjeGHH34AALi5ualsP3fuHNavX4/z589rfkLP0aZNG50dq74oFIpGl4y0bduWI08NRH5+/nPXFKpjaWmJFi1a6D4gqncPHz6sUfmJli1bVrmcw9DU9XX4lVdewePHjyttnzx5MiZPnlyjY9bmOlyb70qDSJ7atGmDgoICnDt3rlK9poyMDOXjVTw9PVXarK2tMXDgQPz73//G+vXrKyVPP/zwA65fvw5TU1MMGzasys/PysrChx9+iJdffhne3t7K7eXl5Zg4cSKioqLQpUuX2p6mUk2HIfWpsLBQ5Q7IxuDGjRuwtLTUdxgE4M6dO+jQoYPWd06dPn1apz97pD/btm3TeuTe3t4e6enp1d4UZEh4HdacQfzaXLH2ZcmSJSr1mE6dOoX+/fsrM+Fnp+wqzJ07V/lcu82bNyu337p1CxEREQCAyMhI2NnZqf1suVyOYcOGoVmzZti4caNK26pVq5Cdnc2764hqycXFBcOHD9dqn4EDBzJxakJGjRqlMnOgicmTJzNxohoxiORp1qxZaNmyJTIyMtClSxd07doVHTt2hJ+fH9zd3ZVVwtUlT76+voiJiYEQAmFhYXBxcYG3tzfc3Nxw8+ZN9OrVq8rnqBUXF2PYsGG4ffs2Dh06pFJBNTc3F/PmzcOHH36IsrIyPH78WJnEFRcX4/Hjx/WyeI+oqYiLi0Pnzp016tuhQwd89dVXdRwR1SczMzPs2bNH4zUzQUFBfKg71ZxeHgqjB7/88osYMmSIsLKyEtbW1sLX11fExcUJhUIh2rZtKwCICxcuVLn/gQMHxMCBA0WLFi2Eubm56Ny5s1i8eLEoLi5W27+0tFQEBwcLKysrcfr06UrtFy9eVPvcpWdfN27c0Nn5N3QN4VlFmmgscRqq3NxcMWDAgGp/rvz9/cX9+/f1HSrVkYsXLwpXV9cq//0lEol4++23RUlJib5DbXAay/WtIcQpEcKwy6vm5eXB1tYWJiYmkMvlynpPtaFQKPDmm29i9+7dSEpKUlsiQS6Xq12bFBgYiPHjxyMsLAy9evVSqR/VlD071y6XyxvsWqLGEqehu3DhAtasWYOjR4/izp07UCgUsLCwQHJyMnr27Km804eapvLychw8eBBr1qzB5cuX8eTJE9jY2GD48OGIjIys8s5rQ9dYrm8NIU6DWDBenStXrgB4ehecLhInAIiKikJCQgKio6NhYWGh8sgAJycnODk5wcrKqsqaFi4uLizaRlQL3bt3x/r16wE8/ZnLysqCjY0NXnjhBT1HRvXB2NgYQ4YMwZAhQ/QdSpOWlJSE6dOnw9TUFBYWFti8ebOybI9EIkHXrl0RExODIUOGQKFQYMqUKUhKSoJEIsG0adMwadIkAEBCQgIWLFiABw8eNJpHaBnEmqfqVCRP6tY71VRSUhIAYPHixfDz81N58XEQRETUFEyePBmxsbG4dOkSBgwYgDVr1qi0nzx5UpnAbt26FVevXsX169dx5swZfPzxx8qHOIeEhCi/NxsLjjzVQfJ0586dGu9r4LOoRETUSNy9exc+Pj4oLCzE+fPnMXjw4Cr7JiQkYOLEiTA2NoaNjQ1ef/11fPPNN432bnOOPP03efpzjSciIiKqmhACJ06cgL29PS5cuIBBgwZV2Tc9PR3t27dXvndxcUF6enp9hFknDH7k6eTJk/oOgYiIqFHy9/fH77//jsTERPTt2xfXrl2rsmr/szdqNPZZFoMfeSIiIqKaMzIywogRI2BjY6NSiPpZzs7OKkta7t69C2dn53qKUPeYPBEREVGN7Nu3D8DTabns7Gy4urqq7ffaa69h7dq1KC8vR15eHhISEhASElKfoeqUwU/bERERUc2sWLEC8+fPh7GxMVauXAlbW1u1/caOHYuzZ88qSxnMmDED7u7u9RmqTjF5IiIioho5fPiwRg8TNjY2RmxsbD1EVD84bUdEREQ6ZW9vjz59+mhUvykhIQHBwcGwt7evh8h0gyNPREREpLXq7pjLzs7W+DghISGNbv0TR56IiIiItMCRJ2pwCgsL9R1ClRpybEREutKQr3UNITYmT9TgNKZ5byKipojX4epx2o6IiIhICxx5ogZBKpVCLpfrOwytSKVSfYdARKQzvA5rjskTNQgSiQSWlpb6DoOIyGDxOqw5TtsREQHYs2cPvLy8VF6Ojo4wNzevtq0qI0aMQEpKynM/VyKRwNPTU6Uezo0bN9C7d2/IZDK88MILuHr1qrItMDAQNjY2WLVqFYQQ6Nu3L27fvl27kycirTB5IiICMHToUFy6dEn5Sk5OhlQqxapVq6ptU+fMmTN4/Pgx/Pz8NPrskydPYsiQIcr3kZGRmDBhAq5fv46ZM2ciIiJC2Xbs2DEMHToUwNPEa+rUqViwYEEtzpyItMXkiYjoTxQKBcaMGYOXXnoJb7/9tsZtFdauXYsxY8Yo3w8cOBBTpkxRvs/Pz0fr1q2Rm5tbad8HDx7gwoULCA0NBQCMHDkSt2/fVnki/bOCg4ORlJSEgoICbU+TiGqIyRMR0Z989NFHyMvLw5dffqlVW4Xk5GT07t1b+f7AgQM4ePAgUlNTAQAbNmxAUFAQWrVqVWnfjIwMODg4wMTk6ZJUiUQCZ2dnpKenq/2sZs2awcPDAydOnNDqHImo5pg8ERE9Y/fu3YiPj8fOnTthamqqcduzMjMz0aZNG+V7Y2NjhIeHY9OmTVAoFIiNjUVUVFSV+0skEpX31T0GAwDatGmDzMzMavsQke7wbjsiov+6du0aIiIikJiYCAcHB43b/kwqleLJkydo2bKlcltoaCh8fX3Ru3dv2Nvbo0ePHmr3bdeuHTIzM1FWVgYTExMIIZCRkQFnZ+cqP6+4uBgWFhZanCkR1QZHnoiIABQUFGD48OFYsGAB/P39NW5Tx9PTE2lpaSrbHB0d4ebmhokTJ+K9996rcl87Ozt4e3tj69atAICdO3fCxcUFLi4uVe6TmpqKbt26PTcuItINJk9ERABiY2Nx7do1rF+/vlJZgpUrV1bZdu/evUrHGjVqFPbv319p+9ixY6FQKDBy5MhqY1m7di3Wrl0LmUyGmJgYxMfHV9m3YiG5h4eHdidMRDUmEc+bTCciasScnJyQlZUFR0fHelsXVFBQAD8/P5w+fVql6GBycjKmT5+Oc+fOKbdJJBIUFBTAyspK4+OHhYXBx8cHUVFRmDVrFjp16qRSzoCI6hZHnoiIdMza2hpffPGFRsUr7e3t0adPH5UimdUJDAzE8ePHlUmZg4MDwsPDaxUvEWmHI09E1KTpY+SJiJo2jjwRERERaYHJExEREZEWmDwRERERaYHJExEREZEWmDwRERERaYHJExEREZEW+Gw7ahCEECgqKtJ3GFqRSqWVHuBKRNRY8TqsOSZP1CAUFRVpVWG5IZDL5SrVo4mIGjNehzXHaTsiIiIiLXDkiRqcnJycBjuiU1hYCHt7e32HQURUp3gdrh6TJ2pwLC0tG+wPLRGRIeB1uHqctiMiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIqIaSU5OhkQiUXlZWVmhe/fuWL58OcrKyvQdYp3g3XZERERUKyEhIQgKCoIQAtnZ2diyZQumTZuG1NRUrFu3Tt/h6RyTJyIiIqoVLy8vhIaGKt9PmjQJ7u7uiIuLw+LFi9G6dWs9Rqd7nLbT0KFDh/DKK6/A1tYWUqkUXbt2xdKlS1FaWqrv0IiIiBoUS0tL9OrVC0II3Lp1S9/h6ByTJw189tlnGDRoEA4ePAhra2v89a9/RVpaGubMmYOAgAA8efJE3yESERE1KBVJk62trZ4j0T0mT89x5swZzJgxAxKJBBs3bsSdO3dw8eJFpKWloWPHjkhJScHs2bP1HSYREZHeFBUVITc3Fw8fPsSVK1cwefJkXLx4ET179kSnTp30HZ7OMXl6joULF0IIgfDwcISFhSm3u7q6Ij4+HgCwZs0aPHjwQE8R0rMq7vyIiYmpso+VlRUCAgLqLyjSi/z8fBw5ckQ5MqxQKPQcEdW3jIwMHDhwAImJifjhhx+4zKIOLVy4EK1bt4adnR08PT2xevVqvPrqq9izZ4++Q6sTBpc85ebmYvr06XB1dYW5uTnatWuHDz74AE+ePEFoaCgkEgni4uIAAAUFBTh06BAA4J133ql0rBdffBEymQylpaVN9j8IUWNz9epVTJw4EY6Ojhg4cCDy8vIAANnZ2YiIiMDPP/+s5wiprh0+fBjDhg2Di4sLBg8ejOHDh6Nfv35o164d5s6di/v37+s7xCYnIiIChw8fxv79+/HJJ5/A1tYWOTk5sLCwUPYpKSmBh4cHlixZorJvWFgYBg8eXN8h144wID///LOwt7cXAISlpaXw9vYWdnZ2AoAYMWKE8PHxEQDEmTNnhBBCHD9+XAAQZmZm4o8//lB7zLfeeksAEBEREfV5Kk2OXC4XAAQAIZfLa3ycY8eOCQBi6dKlVfaxtLQU/fr1q9HxdRUn1Y0dO3YIMzMz5b+RupeJiYnYvHmzvkOlOqBQKMQ//vGPav/9AQh7e3tx7tw5fYfb4NTk+lbVNTclJUUYGRmJN954Q2X7+fPnhaWlpbh06ZIQQojvvvtO2NjYiKysrDqNU9cMZuQpNzcXQUFByMnJwcyZM5GdnY0LFy4gJycHCxcuxK5du3Dp0iUYGRnBw8MDAHD9+nUAQPv27WFior6qg6urq0pfItKPQ4cOYfTo0SgpKam2X1lZGcLCwvDdd9/VU2RUXxYuXIhly5Y9t19OTg4GDRqEGzdu1ENUhsnX1xehoaHYvn07Tp06pdzevXt3zJw5E+PGjUNmZiYiIyMRGxsLBwcHPUarPYNJnv7+978jIyMD06ZNw7Jly2BlZaVsi46OhpubG8rKyiCTyZTDjI8ePQIAtGzZssrjVrRV9KWGoWLxoroXNT0KhQKTJk3SuJqxEAKTJ0/GH3/8UceRUX25e/cuFixYoHH/3377DbNmzarDiGjevHkwNjbGvHnzVLbPmTMHpqam8Pb2RkBAAEaPHq2nCGvOIJKnq1evIiEhAXZ2dli4cGGldolEgh49egAAunXrptxeXFwMADA1Na3y2GZmZgCgUq5gx44dGDlyJNq3bw+pVAo3NzdER0dDLper7KuurL1EIoGXl1eNz5Weqli8qO5VWFio7/BIxw4fPqx1LZn79+9j9+7ddRQR1bd169ZpfVPA7t27kZmZWUcRUceOHTF69GgcOXIEP/74o3K7iYkJ/P39kZubi/DwcD1GWHMGUWF827ZtUCgUCA0NhVQqVdunIgl6NnkyNzcHgGrv0KiYInh2Udynn34KZ2dnLFmyBE5OTrh48SIWLFiA5ORk/PjjjzAyUs1ZY2Nj0b17d+V7S0tLLc+Q/iwiIqLK32aCg4PrORqqa5s2barxfqNGjdJtMKQXmzdv1nqf8vJybNu2Df/4xz/qICICns7sbN++HR9++CGOHTsGADhx4gTi4+MRFRWFKVOm4NKlSyrfoY2BQSRP33//PQAgMDCwyj4Vv308mzxpMiWnbmpv7969KqXo+/Xrh1atWmHs2LH46aef8OKLL6oco3PnzvD19dX0dJ7Lx8cH2dnZOjtefdD1beQdO3bEgAED1LYZGxvr5DM6depUKREm/Xj48GGN9jt48CCcnJx0HA3VNyEE7t27V6N9Fy5ciJUrV+o4osapJtfhgIAACCGqbHd3d0d5ebnyfWFhIcaPH4+lS5fi3XffRb9+/TBr1iysWLGiRjHX5jrcpk0bnDt3rkb7GkTydPfuXQCAi4uL2vaSkhKcPn0agGryJJPJlPuXlZWpXTReMVVQ0ReA2mf4VEwLZmVl1eAMtJOdnV0vn2PoeLtz41dWVsafFQNXWFjIqfx6NG3aNLi4uGDSpEmQSCTYtGkTvLy8MHz48BrV39PXddggkqeKH4yKNUx/tnXrVuTn58PW1haOjo7K7d7e3jA1NUVJSQnOnTundnTop59+AgD06tWr2hh++OEHAICbm1ultpCQEOTm5qJVq1YYOnQoli1bBhsbG81OTo02bdrUeF99USgUjS4Zadu2LUeeGoi8vLwaPSbJ3Ny8ST46whBlZ2erjHBo6n/+539gbW1dBxE1PnV9HT5w4AASEhJw+fJlSCQSAE/vWI+JiUF4eDguX76s9b9Fba7Dtfqu1EuBhHrWqVMnAUCsWbOmUlt6erpo3bq1ACACAwMrtf/tb38TAMRbb71Vqa2iDpSpqanIycmp8vMzMzOFnZ2dePnll1W2X7hwQUyfPl3s3btXHDt2TCxZskRYW1uLrl27iuLi4hqcaePFOk9UG4cOHXpubR91r507d+o7dNKRuXPnav3vb2xsrFV9oaausVzfGkKcBvFrc8XalyVLlqjUYzp16hT69++Px48fA1Cdsqswd+5c5XPtnl2QeOvWLURERAAAIiMjYWdnp/az5XI5hg0bhmbNmmHjxo0qbd7e3vjkk08QFBSEgIAAzJ49G9u2bcOVK1ewffv2Wp0zkSF56aWXtH5+loODA4YOHVpHEVF9mzBhgtYjEMOHD2909YWoYTCI5GnWrFlo2bIlMjIy0KVLF3Tt2hUdO3aEn58f3N3d4e/vD0B98uTr64uYmBgIIRAWFgYXFxd4e3vDzc0NN2/eRK9evap8jlpxcTGGDRuG27dv49ChQxr9kAYFBcHKygpnz56t3UkTGRAjIyP861//QrNmzbTqX1XxW2p82rVrp7YUTVVat25d7TMwiaqll/EuPfjll1/EkCFDhJWVlbC2tha+vr4iLi5OKBQK0bZtWwFAXLhwocr9Dxw4IAYOHChatGghzM3NRefOncXixYurnF4rLS0VwcHBwsrKSpw+fVrjOBUKhbC0tBSTJ0/W+hwbs4YwDKuJxhKnoUpMTBTm5ubVTtWYmpqKr7/+Wt+hUh1QKBRi3rx5z52ua9u2rbh48aK+w21wGsv1rSHEaTDJU1V+++035fOudLXOqLy8XISEhAhzc3Nx9OhRrfZNTEwUAMSWLVt0Ektj0RB+GDTRWOI0ZNeuXRNRUVHC2tpa5QvT0tJSREZGil9++UXfIVIdO3bsmBg5cqQwNjZW+T/g4OAg5s+fL7Kzs/UdYoPUWK5vDSFOiRDVFGgwAMePH0dAQAA8PDxw5coVnRxz0qRJWLNmDaKjoxEUFKTS5uTkpKwrM3bsWHTq1AleXl6QSqVISUnBxx9/DJlMhpSUlGormzc1hYWFykfmyOXyBlsotLHESU//fc6fP4+CggJYWVnB29sbzZs313dYVI/u3bsHT09P/Pbbb2jVqhXu3bun8dSuIWos17eGEKdBrHmqTkXCpG69U00lJSUBABYvXgw/Pz+VV1xcnLJf586d8b//+78IDQ3FkCFDsHHjRkRGRiI5OdmgEieiumBlZYV+/fopb8hg4mR4HBwclE+KMDMzY+KkY0lJSejcuTO8vLzg5+enckOWRCKBp6en8vtQoVDgvffeg6urKzp27IjVq1cr+yYkJKBz585o1apVvZ9DTRn8asm6SJ7u3LmjUb/Zs2dj9uzZOvtcIiKi+jJ58mRs2LABgYGBmDdvHtasWYPly5cr20+ePKkcIdq6dSuuXr2K69evIz8/H927d0f//v3h5uaGkJAQ9OrVCz4+Pvo6Fa1x5Om/yZOnp6eeIyEiImo87t69Cx8fHxQWFuL8+fPo0KFDlX0TEhIwceJEGBsbw8bGBq+//jq++eabeoxWtww+eTp58iSEEBg0aJC+QyEiImo0hBA4ceIE7O3tceHChWq/R9PT09G+fXvlexcXF6Snp9dHmHXC4JMnIiIiqhl/f3/8/vvvWL16Nfr27assOq1OxSNZAFT7MOHGgMkTERER1ZiRkRFGjBgBGxsblUXjz3J2dlZZD3z37l04OzvXU4S6x+SJiIiIamTfvn0Ank7LZWdnw9XVVW2/1157DWvXrkV5eTny8vKQkJCAkJCQ+gxVpwz+bjsiIiKqmRUrVmD+/PkwNjbGypUrYWtrq7bf2LFjcfbsWchkMgDAjBkz4O7uXp+h6hSTJyIiIqqRw4cPK8sRVMfY2BixsbH1EFH94LQdERER6ZS9vT369OmjLJJZnYSEBAQHB8Pe3r4eItMNjjwRERGR1qq7Yy47O1vj44SEhDS69U9MnqjBKSws1HcIVWrIsRER6UpDvtY1hNiYPFGD05iGbomImiJeh6vHNU9EREREWuDIEzUIUqkUcrlc32FoRSqV6jsEIiKd4XVYc0yeqEGQSCSwtLTUdxhERAaL12HNcdqOiIiISAtMnoiIiADs2bMHXl5eKi9HR0eYm5tX21aVESNGICUl5bmfK5FI4OnpqVIT6caNG+jduzdkMhleeOEFXL16VdkWGBgIGxsbrFq1CkII9O3bF7dv367dyZNWmDwREREBGDp0KC5duqR8JScnQyqVYtWqVdW2qXPmzBk8fvwYfn5+Gn32yZMnMWTIEOX7yMhITJgwAdevX8fMmTMRERGhbDt27BiGDh0K4GniNXXqVCxYsKAWZ07aYvJERET0JwqFAmPGjMFLL72Et99+W+O2CmvXrsWYMWOU7wcOHIgpU6Yo3+fn56N169bIzc2ttO+DBw9w4cIFhIaGAgBGjhyJ27dv486dO2o/Kzg4GElJSSgoKND2NKmGmDwRERH9yUcffYS8vDx8+eWXWrVVSE5ORu/evZXvDxw4gIMHDyI1NRUAsGHDBgQFBaFVq1aV9s3IyICDgwNMTJ7e0yWRSODs7Iz09HS1n9WsWTN4eHjgxIkTWp0j1RyTJyIiomfs3r0b8fHx2LlzJ0xNTTVue1ZmZibatGmjfG9sbIzw8HBs2rQJCoUCsbGxiIqKqnJ/iUSi8r66R6EAQJs2bZCZmVltH9IdliogIiL6r2vXriEiIgKJiYlwcHDQuO3PpFIpnjx5gpYtWyq3hYaGwtfXF71794a9vT169Oihdt927dohMzMTZWVlMDExgRACGRkZcHZ2rvLziouLYWFhocWZUm1w5ImIiAhAQUEBhg8fjgULFsDf31/jNnU8PT2Rlpamss3R0RFubm6YOHEi3nvvvSr3tbOzg7e3N7Zu3QoA2LlzJ1xcXODi4lLlPqmpqejWrdtz4yLdYPJEREQEIDY2FteuXcP69esrlSVYuXJllW337t2rdKxRo0Zh//79lbaPHTsWCoUCI0eOrDaWtWvXYu3atZDJZIiJiUF8fHyVfSsWknt4eGh3wlRjEvG8iVQiIqJGysnJCVlZWXB0dKzXNUEFBQXw8/PD6dOnVap2JycnY/r06Th37pxym0QiQUFBAaysrDQ+flhYGHx8fBAVFYVZs2ahU6dOKuUMqG5x5ImIiEjHrK2t8cUXX2hUvNLe3h59+vRRKZJZncDAQBw/flyZlDk4OCA8PLxW8ZJ2OPJERERNlr5Gnqhp48gTERERkRaYPBERERFpgckT1Yv58+cjMTFR32E0GkIIrFq1Cl26dIG5uTnatm2LyMhI/Pbbb/oOjYjI4DF5onqxYMECJk9amDFjBt577z106NABK1euRHh4OL766isEBASgsLBQ3+ERERk0VhgnamBSU1OxfPlyDB06FLt371Zu79GjB0aNGoXly5dj7ty5eoyQiMiwceSJKiktLcXHH38MLy8vSKVSNG/eHD4+Pli1apWyT1hYWKVnL1WQSCQICwsD8LSmSUW/zZs3QyKRQCKRVFspt7pjHj16FH5+fpBKpXByckJMTAwA4NGjR4iIiICdnR0sLCzwt7/9Te2dNenp6QgLC0Pbtm1hamoKFxcXTJs2Dfn5+co++/fvh0Qiweeff642lr59+8LW1halpaXKbTdu3MDYsWNVjjtjxowajRJt374dCoUC06ZNU9k+cuRIuLi4KKsOExHpkhAChYWFjeqlr4IBHHkiFaWlpRg0aBCSk5MxaNAgjB07FmZmZrhy5Qp27dpV7YMs1XF3d8dXX32FsWPHom/fvpgwYQIAaFUMrsLFixexb98+TJgwAePGjcOOHTswe/ZsmJubY8uWLejQoQPmz5+Pmzdv4ssvv8S4ceNw9OhR5f4ZGRl44YUXkJeXh4kTJ8LNzQ0pKSlYvnw5jh49ipSUFFhYWODll19G27ZtsWXLlkoJzO3bt3HixAm8++67yoeCnj9/Hv3790eLFi0QGRkJR0dHXL58GV9++SVOnDiB48ePo1mzZhqf55kzZ2BkZARfX99KbX5+fti+fTvy8/PRvHlzrf8OiYiqUlRUVKNrsz7J5XKVIqT1RhA9Y9myZQKAiI6OrtRWXl6u/PP48eNFVf99AIjx48c/d5s2AAgjIyNx9uxZ5bbS0lLRtm1bIZFIxPvvv6/Sf+rUqQKASE1NVW4bM2aMACASExNV+i5atEgAEIsXL1Zumz59ugAgfv75Z5W+8+fPFwDE6dOnlds8PT2FTCYTv//+u0rfXbt2CQBi48aNWp2rh4eHsLOzU9s2Y8YMAUD8+uuvWh2TyFA5OjoKAMLR0VHfoTR4crlcAGhUL7lcrpe/K07bkYpt27ahefPmatfUGBnp97+Ln58ffHx8lO+bNWuGnj17QghRaUSsb9++AICbN28CABQKBfbs2YOuXbti2LBhKn2nTZsGKysr7Nq1S7lt/PjxAIAtW7ao9N26dSvc3NzwwgsvAACuXLmCy5cvY/To0SgpKUFubq7y5e/vD0tLSxw6dEir8ywqKoKZmZnaNnNzc2UfIqK6kpOTA7lc3iBfOTk5+v7r4bQdqbpx4wa6du2q/JJuSP7yl79U2tayZUsAqLSGqmJ7xa39Dx8+REFBAbp06VLpGBYWFnB1dcV//vMf5TYPDw94e3vj66+/xrJly2BsbIwTJ07g5s2bWLp0qbJfamoqAOCf//wn/vnPf6qNW9sfdKlUigcPHqhte/LkibIPEVFdsbS01M90WCPB5IlqpKrF4mVlZXX2mcbGxlq3if8uJhTPWVSorn38+PF4//33cfjwYbzyyivYsmULjIyMEBoaWmm/999/H3/729/UHrsikdOUo6Mjrl69ipKSkkojUFlZWco+RESkH0yeSIVMJsO1a9dQXFxc7eiTjY0NACAvL0/5ZwAqozcNiZ2dHaytrfHrr79WaisuLsZ//vMfuLm5qWx/8803MWPGDGzZsgWBgYH49ttv0b9/fzg5OSn7yGQyAE+nNAcMGKCTWHv27ImDBw/i1KlT6Nevn0pbSkoKZDIZF4sTEekR1zyRijFjxiA/Px+LFi2q1Pbs6ExF0nDkyBGVPp999pna41pZWeHRo0c6jFQ7RkZGGDp0KK5cuYJ9+/aptH3xxReQy+UYMWKEyvbWrVtj8ODBSExMxLZt2/D48WPlWqgKXl5e6Nq1K9atW6dcX/WssrIy5OXlaRXr6NGj1ZZK2LVrF+7cuaMy8kVERPWPI0+kYsqUKdi7dy8WL16Mc+fO4eWXX4a5uTl+/fVXXLt2TZksvfHGG5gzZw4mTJiAtLQ02NraYv/+/cjNzVV73F69euHIkSP45JNP0K5dO1haWiI4OLg+Tw1Lly7FkSNHMHLkSGWpglOnTmHLli3o1q0bpkyZUmmf8ePHY8+ePZg6dSqsrKwqJVgSiQRbtmxB//794eXlhbfeegtdunRBUVERbt68iV27dmHp0qXKulea6NKlC6ZMmYIvvvgCwcHBGDZsGG7fvo3ly5fD3d0dU6dOre1fBRER1YZe7vGjBu3Jkydi0aJFonPnzsLMzEw0b95c+Pj4iNjYWJV+p06dEr179xZmZmbC1tZWvPPOO+LRo0dqyxKkpaWJ/v37CysrKwFAtG/fXquY1B1TiKpLJhw7dkxtmYA7d+6IcePGCXt7e9GsWTPh7Owspk6dKh4/fqz2c0tKSoSNjY0AIMLCwqqM786dOyIyMlK0b99eNGvWTNjY2Iju3buLWbNmifT0dK3OVYinZSFWrFgh3NzchKmpqbC3txfvvPOOePjwodbHIjJkLFWguWdLFWhaAqDiWvvsy9LSUnh7e4vPP/9c/PHHHw0iTl2TCKGn8pxERER1zMnJCVlZWXB0dFT71AH6f4WFhcoimZoWn0xOTkZgYCBCQkIQFBQEIQSys7OxZcsW/PLLL3jnnXewbt06vcepa5y2IyIiolrx8vJSWY85adIkuLu7Iy4uDosXL0br1q31GJ3uMXnS0KFDh/D555/j7NmzePLkCVxdXfHmm2/igw8+UD6mg7Tz8OFDlJeXV9vHysqq0T0uQJ0nT56oPD+vKm3atKmHaIiI6palpSV69eqFjIwM3Lp1i8mTIfrss88wffp0AED79u3h7OyMX375BXPmzMHevXvx/fffw8LCQs9RNj49e/bE3bt3q+3z0UcfYf78+fUTUB1KSEhAeHj4c/txFp2Imopbt24BAGxtbfUcie4xeXqOM2fOYMaMGZBIJNiwYYPyrqlbt27hlVdeQUpKCmbPno0vvvhCr3E2Rtu2bVNWzK5Khw4dVN6npaVp9RkPHjzAt99+i9dffx12dnYa7fPnek+6MGjQIBw+fFjnxyUiagiKioqQm5urXPP0r3/9CxcvXkTPnj3RqVMnfYenc1ww/hzBwcHYt28f3nrrLcTHx6u0/fDDD+jXrx9MTU2RkZGh8Zcz1Zy2ydOvv/6KUaNGYceOHWofzaJOXSRPRKQfXDCuudosGFfn1VdfxZo1a3S+HKEhLBg3uCKZubm5mD59OlxdXWFubo527drhgw8+wJMnTxAaGgqJRIK4uDgAQEFBgfKhru+8806lY7344ouQyWQoLS3Fnj176vU8iIhIvbKyMiQmJmLQoEG4f/8+ACA7OxsffPABbty4oefomqaIiAgcPnwY+/fvxyeffAJbW1vk5OSoLGkpKSmBh4cHlixZorJvWFgYBg8eXN8h14pBJU+XL1+Gh4cHPvvsM+Tk5KBz584oLS3F559/jtDQUFy7dg0A0K1bNwDAxYsXUVpaCjMzM/j4+Kg9pr+/PwDg1KlT9XMSRERUpfPnz6NTp04YPnw4Dh06BIVCAQAoLy/H559/DplMhvDwcJSUlOg50qalY8eOGDBgAF555RVMnz4d+/btw+nTp/Huu+8q+5iZmWHLli1YsmQJfv75ZwBAYmIi9u7dW2lmp6EzmOQpNzcXQUFByMnJwcyZM5GdnY0LFy4gJycHCxcuxK5du3Dp0iUYGRnBw8MDAHD9+nUATxeJm5ioXx7m6uqq0peIiPTj7Nmz6NevH+7cuVNtv02bNmH48OH4448/6icwA+Tr64vQ0FBs375dZXChe/fumDlzJsaNG4fMzExERkYiNjYWDg4OeoxWewaTPP39739HRkYGpk2bhmXLlqnc/h4dHQ03NzeUlZVBJpMphxkrnsXWsmXLKo9b0abP57ZR1Zo3b47g4GA+SJeoiSsuLsawYcNQWFioUf/9+/dj8eLFdRyVYZs3bx6MjY0xb948le1z5syBqakpvL29ERAQgNGjR+spwpoziOTp6tWrSEhIgJ2dHRYuXFipXSKRoEePHgD+f8oOePrDCKDaOk5mZmYAoHLX2I4dOzBy5Ei0b98eUqkUbm5uiI6OhlwuV3uM7777Dr1794alpSWaN2+OPn364Ndff9X+RKkSJycnfPzxx3ByctJ3KERUh3bs2KFc36SpNWvWcPquDnXs2BGjR4/GkSNH8OOPPyq3m5iYwN/fH7m5uRqVcGmIDCJ52rZtGxQKBUJDQyGVStX2qUiCnk2ezM3NAQClpaVVHrviB+/ZRXGffvopjI2NsWTJEuzfvx8TJ07E6tWrMWjQIOX8e4Uvv/wSr7/+Ovz9/bFnzx5s374dAwYMeO4t/KSZkpIS3L17lxdIoiZu9erVWu/z4MED7Nq1qw6ioQrR0dEwMjLChx9+qNx24sQJxMfHIyoqClOmTGmU33cGUefp+++/B4Aqb6cEoLyF9dnkSZMpOXVTe3v37lWpptqvXz+0atUKY8eOxU8//YQXX3wRwNNaUTNmzMDy5csRFRWl7D9kyBCNz00dHx8fZGdn1+oYDVVFnS1N3b9/Hxs2bMBbb72Ftm3barTPpk2btA+MiPRGCIF79+7VaN8JEyZgxowZOo6ocfrzL/eaCAgIqLa4r7u7u8qTJAoLCzF+/HgsXboU7777Lvr164dZs2ZhxYoVNYq5U6dOMDKq2ThQmzZtcO7cuRrtaxDJU0UVaxcXF7XtJSUlOH36NADV5Ekmkyn3LysrU7tovKKCakVfAGrL0FdMC2ZlZSm3bdiwAc2aNVNbBqE2srOzVT6nKSkqKtKqf8XUa3Fxscb7NtW/OyKqTC6XV7mkgnRv2rRpcHFxwaRJkyCRSLBp0yZ4eXlh+PDhCAgI0Pp42k7V6opBJE8VCwgrvkj/bOvWrcjPz4etrS0cHR2V2729vWFqaoqSkhKcO3cOvr6+lfb96aefAAC9evWqNoYffvgBgGoBxpMnT+Kvf/0rtm7dikWLFiEjIwOdOnXChx9+iDfeeEO7k3xGU34+WlXTrlWpmHo1NzfXeN9n/w8QUeNw7969Gj3eyMrKijeU/JdCoajTZOTAgQNISEjA5cuXIZFIADy9Yz0mJgbh4eG4fPkyrK2ttTpm27ZtazXyVFMGUWFcJpPhxo0bWLNmDSZOnKjSlpGRgR49euDhw4cIDAzE0aNHVdqDgoLw73//u1YVxrOystC9e3d4eXnh4MGDyu1ubm7IysqChYUFli1bhnbt2iE+Ph7ffPMNDh8+jAEDBujob6DpYIVxIlLntddew44dO7Te7/jx48qlFIauIVTu1kRDiNMgFoxXJCFLlixRqcd06tQp9O/fH48fPwagOmVXYe7cuZBIJNi4cSM2b96s3H7r1i1EREQAACIjI6tMnORyOYYNG4ZmzZph48aNKm3l5eWQy+VYt24dwsPDMWDAAHz99dfo2rWr2rsCiYhIvUmTJmm9T5cuXdC3b986iIaaOoNInmbNmoWWLVsiIyMDXbp0QdeuXdGxY0f4+fnB3d1dWSVcXfLk6+uLmJgYCCEQFhYGFxcXeHt7w83NDTdv3kSvXr0QExOj9nMr6o7cvn0bhw4dqlQErOJJ08+OMEkkEvTv3x+//PKLrk7foHXp0gWpqakajzoRUeMUEBCAPn36aLVPxS/HRNoyiOTJ2dkZP/74I4YMGQJzc3PcvXsXrVu3RlxcHHbv3q2cClKXPAHAzJkzceDAAQwcOBD5+flIS0uDTCbD4sWLcfz4cbVraf744w+8/vrrOHPmDPbv34/OnTtX6lPxhf7nmVOFQlHl+iwiIqpMIpHgu+++0/gXpUWLFjXK4ozUMBjEmqfq5OXlwdbWFiYmJpDL5cp6T7WhUCjw5ptvYvfu3UhKSqqyRMKePXswbNgw7Ny5EyNGjFDu6+npiVatWiE5ObnWsTQ12q55un37NmbPno2lS5fiL3/5i0b7cM0TUeP1+PFjTJkyBd98843aGn0uLi5YsGABxo0bp4foGraGsJZIEw0hToO42646V65cAfD0C1MXiRMAREVFISEhAdHR0bCwsFB5ro+Tk5Oy2nVwcDD69u2LCRMm4LffflMuGE9NTcXhw4d1EouhKyoqws8//6x1iQMiapxatGiBzZs349NPP8XGjRtx+fJlFBcXw8bGBq+++ioGDRoEY2NjfYdJjZxBTNtVpyJ5qmrKriaSkpIAAIsXL4afn5/KKy4uTtlPIpFgz549GDFiBGbPno1hw4YhPT0dSUlJ6N+/v87iISIyNK1bt8bMmTOxdetW7NixA+vWrcOQIUOYOOlQUlISOnfuDC8vL/j5+anckCWRSODp6an8PlQoFHjvvffg6uqKjh07qlSET0hIQOfOndGqVat6P4ea4shTHSRPz3ui97NatGiBdevWYd26dTr7fCIioro2efJkbNiwAYGBgZg3bx7WrFmD5cuXK9tPnjypnF7bunUrrl69iuvXryM/Px/du3dH//794ebmhpCQEPTq1Qs+Pj76OhWtceTpv8mTp6enniMhIiJqPO7evQsfHx8UFhbi/Pnz6NChQ5V9ExISMHHiRBgbG8PGxgavv/46vvnmm3qMVrcMPnk6efIkhBAYNGiQvkOhOuDo6Ihly5axajgRkY4JIXDixAnY29vjwoUL1X6Ppqeno3379sr3Li4uSE9Pr48w64TBT9tR09aiRQsMHTpU32EQETVJ/v7++P3335GYmIi+ffvi2rVraNGihdq+z9bUauw3+hv8yBM1bXl5edi2bRvy8vL0HQoRUZNkZGSEESNGwMbGRmXR+LOcnZ1V1gPfvXsXzs7O9RSh7jF5oibt/v37WLRokd6evE1E1JTt27cPwNNpuezsbLi6uqrt99prr2Ht2rUoLy9HXl4eEhISEBISUp+h6hSn7YiIiKhGVqxYgfnz58PY2BgrV65UPnbsz8aOHYuzZ89CJpMBAGbMmAF3d/f6DFWnmDwRERFRjRw+fFhZjqA6xsbGiI2NrYeI6gen7YiIiEin7O3t0adPH2WRzOokJCQgODgY9vb29RCZbnDkiZo0S0tL9OnTp8E+o4mIqLGq7o657OxsjY8TEhLS6NY/MXmiJs3FxUXlkThERPR8hYWF+g6hSg0hNiZP1KSVl5fjyZMnsLCw4DOtiIg01Jim0PSBa56oSUtLS0PPnj2Rlpam71CIiKiJ4MgTERERQSqVQi6X6zsMrUilUr18LpMnIiIigkQi4c01GuK0HREREZEWmDwRERERaYHTdtSkyWQynDhxAtbW1voOhYiImggmT9SkNWvWDDY2NvoOg4iImhBO21GTlp6ejkmTJiE9PV3foRARURPB5ImatIKCAhw7dgwFBQX6DoWIiJoIJk9EREREWmDyRERERKQFJk9EREREWpAIIYS+gyCqKzk5Odi2bRvGjBnDB10SEZFOMHkiIiIi0gKn7YiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAv/B58Yu4OjrSgqAAAAAElFTkSuQmCC", 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[0].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bfcf6041-888c-4e28-851a-87f1c97b3416", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[1].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "156baa5b-9aa6-4081-b295-541ca7ce8fee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: PauliList(['IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'ZIIIIIIIIIIIIIIIIIIIIIIIIII', 'ZZIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIZZIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIZZIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIIIIZZIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIIIZZIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIIIIZZIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZZIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIIIIZZIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZ']),\n", + " 1: PauliList(['ZZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIZZIIIIIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIZZIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIZZIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIZZIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIZZIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIZZI',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII'])}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subobservables = partitioned_problem.subobservables\n", + "subobservables" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "91d7da19-ed57-4927-a28b-71415edf9131", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "subexperiments, coefficients = generate_cutting_experiments(\n", + " circuits=subcircuits,\n", + " observables=subobservables,\n", + " num_samples=np.inf,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "122090fd-8f9d-4b33-b14b-4ec0958ea9c2", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(2, backend)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9065cb9b-4d82-4558-984b-8a4370036162", + "metadata": {}, + "outputs": [], + "source": [ + "subexperiments_trans = {}\n", + "\n", + "for key, subckt in subexperiments.items():\n", + " subexperiments_trans[key] = pm.run(subckt)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7711ffd3-cb91-4eec-804a-3fc522286e8c", + "metadata": {}, + "outputs": [], + "source": [ + "options = Options()\n", + "options.execution.shots = 4000\n", + "options.transpilation.skip_transpilation = True\n", + "options.resilience_level = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "6f3e17c9-03d0-4e50-9775-1989a2df19bc", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", + " # assign parameters\n", + " circuits = {}\n", + " for key, ckt_list in subexperiments.items():\n", + " circuits[key] = []\n", + " for ckt in ckt_list:\n", + " circuits[key].append(ckt.assign_parameters(params))\n", + "\n", + " # execute the circuits\n", + " results = {\n", + " label: sampler.run(subexp).result()\n", + " for label, subexp in circuits.items()\n", + " }\n", + "\n", + " # reconstruct and calculate expectation values\n", + " reconstructed_expvals = reconstruct_expectation_values(\n", + " results,\n", + " coefficients,\n", + " subobservables,\n", + " )\n", + "\n", + " # return the sum of the expectation values\n", + " return sum(reconstructed_expvals)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.optimize import minimize\n", + "\n", + "with Session(backend=backend):\n", + " sampler = Sampler(options=options)\n", + " res = minimize(\n", + " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a76c730d-8e28-4e61-999f-ad6eff06cd46", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -18.93506837499775\n", + " x: [-6.910e-01 8.084e-01]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "69be52d6-aeca-4003-a9b1-10a7e15d83d0", + "metadata": {}, + "source": [ + "In order to run in real hardware, the observables need to be mapped to the transpiled circuit layout" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "52007c77-481c-436b-a16c-b93eeebf7632", + "metadata": {}, + "outputs": [], + "source": [ + "trans_qaoa = pm.run(qaoa)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "c877ae18-a7b7-4595-ab27-ee57e0cc8950", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[103,\n", + " 102,\n", + " 101,\n", + " 100,\n", + " 110,\n", + " 118,\n", + " 117,\n", + " 116,\n", + " 115,\n", + " 114,\n", + " 109,\n", + " 96,\n", + " 97,\n", + " 98,\n", + " 91,\n", + " 79,\n", + " 80,\n", + " 81,\n", + " 72,\n", + " 62,\n", + " 63,\n", + " 64,\n", + " 65,\n", + " 66,\n", + " 67,\n", + " 68,\n", + " 55,\n", + " 49,\n", + " 50,\n", + " 51,\n", + " 36,\n", + " 32,\n", + " 31,\n", + " 30,\n", + " 29,\n", + " 28,\n", + " 27,\n", + " 26,\n", + " 25,\n", + " 24,\n", + " 34,\n", + " 43,\n", + " 42,\n", + " 41,\n", + " 53,\n", + " 60,\n", + " 59,\n", + " 58,\n", + " 57,\n", + " 56]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "layout = trans_qaoa.layout.final_index_layout()\n", + "layout" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "23a3eef1-3006-4eba-a007-e15fd3af3198", + "metadata": {}, + "outputs": [], + "source": [ + "observable = SparsePauliOp(observable)\n", + "observable = observable.apply_layout(layout, num_qubits=backend.num_qubits)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "621fbf85-8136-4ea1-8ead-913af8666bac", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", + " # assign parameters\n", + " circuit = circ.assign_parameters(params)\n", + " \n", + " # execute\n", + " expval = estimator.run(circuit, observable).result().values[0]\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "cea1311d-373a-438e-a6ef-69a01347af07", + "metadata": {}, + "outputs": [], + "source": [ + "with Session(backend=backend):\n", + " estimator = Estimator(options=options)\n", + " res = minimize(\n", + " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -17.819000000000003\n", + " x: [-7.419e-01 8.364e-01]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "865b684d-34ac-48f2-8124-26ead136a2d2", + "metadata": {}, + "source": [ + "### Word of caution" + ] + }, + { + "attachments": { + "4d763fe6-292b-400f-ae21-0d51000f74ac.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "53bccce5-2348-495b-9b42-0002e0052611", + "metadata": {}, + "source": [ + "The number of circuits to be executed increases with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high number of circuit executions, which may not be practical for most cases. Below, we show an example of the number of subcircuits corresponding to the number of cuts for a 50-qubit circuit.\n", + "\n", + "![Screenshot 2024-03-12 at 9.44.07 AM.png](attachment:4d763fe6-292b-400f-ae21-0d51000f74ac.png)\n", + "\n", + "We note that even for 5 cuts the number of subexperiments is around 200k. Therefore, circuit cutting should be used only when the number of cuts is small." + ] + }, + { + "attachments": { + "42d19dad-5278-4d41-9159-05719f7a35e9.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "a9b1019b-826b-4224-91f3-faf1c7a2fbd6", + "metadata": {}, + "source": [ + "### One example of cut-friendly and cut-unfriendly circuits each\n", + "\n", + "#### Cut-friendly circuit\n", + "\n", + "As noted earlier, a circuit is cut-friendly when the circuit can be partitioned into smaller disjoint subcircuits with a small number of cuts. Any hardware-efficient circuit, i.e., a circuit which requires little to no SWAP gates when mapped to the hardware coupling map, is, in general, cut-friendly. Below, we show an example of an excitation preserving ansatz, which is used in Quantum Chemistry. Note that such a circuit can be partitioned into two subcircuits with a single cut irrespective of the number of qubits.\n", + "\n", + "![Screenshot 2024-03-12 at 10.04.48 AM.png](attachment:42d19dad-5278-4d41-9159-05719f7a35e9.png)\n", + "\n", + "#### Cut-unfriendly circuit\n", + "\n", + "A circuit is cut-unfriendly if, in general, the number of cuts required to form disjoint partitions grow significantly with the depth of the number of qubits. Recall that with each cut an extra qubit is required. So with the number of cuts, the effective number of qubits also increase. Below we show an example of a 3-qubit Grover circuit with a possible cutting instance.\n", + "\n", + "![Screenshot 2024-03-12 at 10.30.07 AM.png](attachment:824e681d-e466-4f20-bfa8-aae8ef1d1937.png)\n", + "\n", + "We note that three cuts are required, and the cut is more vertical than horizontal. This means, that the number of cuts is expected to scale linearly with the number of qubits, which is not amenable for cutting." + ] + }, + { + "cell_type": "markdown", + "id": "66bffbc1-8ab0-4890-b306-439699f511dd", + "metadata": {}, + "source": [ + "References\n", + "\n", + "
    \n", + "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", + "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", + "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", + "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", + "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", + "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", + "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.1'" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit import __version__\n", + "\n", + "__version__" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "267a9fd3-db85-445d-88ca-66167ccafebc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 73b4fabddc203aaa42c68460138554e722b22fe4 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Wed, 27 Mar 2024 15:52:26 +0530 Subject: [PATCH 10/21] delete wire_cutting.ipynb --- docs/notebooks/wire_cutting.ipynb | 1596 ----------------------------- 1 file changed, 1596 deletions(-) delete mode 100644 docs/notebooks/wire_cutting.ipynb diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb deleted file mode 100644 index 5e2fefa..0000000 --- a/docs/notebooks/wire_cutting.ipynb +++ /dev/null @@ -1,1596 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "57a88d32-f7b1-4bd9-9677-d172af205376", - "metadata": {}, - "source": [ - "### Wire cutting as a method to improve performance of quantum circuits" - ] - }, - { - "attachments": { - "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { - "image/png": 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" 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" - } - }, - "cell_type": "markdown", - "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", - "metadata": {}, - "source": [ - "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", - "\n", - "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", - "\n", - "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", - "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", - "\n", - "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." - ] - }, - { - "cell_type": "markdown", - "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", - "metadata": {}, - "source": [ - "### Start" - ] - }, - { - "attachments": { - "1eb59b12-e22c-4346-8910-a16f4dd61e1c.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", - "metadata": {}, - "source": [ - "We shall take a **QAOA** [5] circuit as an example for this notebook. A QAOA is a variational algorithm where first a trial parameterized circuit, called **ansatz**, is prepared which is initialized, usually, with some random parameters. The circuit is then measured, and the expectation value of some observable is calculated. This entire process is called one *iteration*. This value is passed on to a classical optimizer, which predicts a new set of parameters such that the following iteration is expected to produce a better expectation value. This process is repeated till some convergence criteria is met.\n", - "\n", - "![Box Notes Image 2023-04-19 11.21.57.png](attachment:1eb59b12-e22c-4346-8910-a16f4dd61e1c.png)\n", - "\n", - "A QAOA circuit is characterized by two unitaries $U(H_P,\\gamma)$ and $U(H_M,\\beta)$, where $\\gamma$ and $\\beta$ are parameters. $H_P$ is the Hamltonian whose ground state is the solution of the problem at hand (e.g., vertex cover, max-cut etc.), and $H_M$ is some other Hamiltonian such that $[H_P,H_M] \\neq 0$. A depth-p QAOA ansatz is mathematically expressed as:\n", - "\n", - "
$|\\gamma, \\beta \\rangle_p = U(H_M,\\beta_p)U(H_P,\\gamma_p) ... U(H_M,\\beta_1)U(H_P,\\gamma_1)|\\psi_0 \\rangle$
\n", - "\n", - "$|\\psi_0 \\rangle$ being some initial state, often an equal superposition state." - ] - }, - { - "cell_type": "markdown", - "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", - "metadata": {}, - "source": [ - "### Build" - ] - }, - { - "cell_type": "markdown", - "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", - "metadata": {}, - "source": [ - "Here we show the function to build a QAOA circuit. Initially we build a template circuit without any specific parameter values. We also provide placeholders, called **CutWire**, to annotate the position of cuts." - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "id": "de911815-4760-472f-a8d8-faad17e46524", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit import QuantumCircuit\n", - "from qiskit.circuit import Parameter, ParameterVector\n", - "from numpy.random import default_rng\n", - "from numpy import pi\n", - "from typing import Optional\n", - "\n", - "from circuit_knitting.cutting.instructions import CutWire\n", - "\n", - "def build_qaoa_circuit(\n", - " num_qubits: int,\n", - " depth: int, # here the convention is depth=2*p,\n", - " use_cut: bool = False,\n", - " cut_qubit: Optional[int] = None,\n", - " ):\n", - " gammas = ParameterVector('γ', depth // 2) \n", - " betas = ParameterVector('β', depth // 2)\n", - "\n", - " if use_cut and cut_qubit is None:\n", - " cut_qubit = num_qubits//2\n", - " if cut_qubit%2 == 0:\n", - " cut_qubit += 1\n", - "\n", - " if use_cut:\n", - " assert cut_qubit%2 == 1, \"cut_qubit should be odd\"\n", - "\n", - " circuit = QuantumCircuit(num_qubits)\n", - " circuit.h(range(num_qubits))\n", - " for layer in range(depth // 2):\n", - " for qubit in range(0, num_qubits - 1, 2):\n", - " if use_cut and qubit == cut_qubit+1:\n", - " if layer == 0:\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " circuit.append(CutWire(),[qubit])\n", - " else:\n", - " circuit.append(CutWire(),[qubit])\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " circuit.append(CutWire(),[qubit])\n", - " else:\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(1, num_qubits - 1, 2):\n", - " if use_cut and qubit == cut_qubit+1:\n", - " circuit.append(CutWire(),[qubit])\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " #circuit.append(CutWire(),[qubit])\n", - " else:\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(num_qubits):\n", - " circuit.rx(betas[layer], qubit)\n", - "\n", - " return circuit\n", - "\n", - "def produce_qaoa_parameters(num_layers, seed=None):\n", - " rng = default_rng(seed=seed)\n", - " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - "\n", - " params = []\n", - " for idx in range(len(betas)):\n", - " params.append(gammas[idx])\n", - " params.append(betas[idx])\n", - " return params" - ] - }, - { - "cell_type": "markdown", - "id": "7adbf2cd-d5fe-4eba-8e4a-56b7f7f53cda", - "metadata": {}, - "source": [ - "We shall start with a 6 qubit p = 1 QAOA circuit for simplicity. We shall show the scalability of this approach later on in the notebook." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "9c7939a1-6b70-4dad-b873-5f34d67551c4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "num_qubits = 6\n", - "p = 1\n", - "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", - "qaoa.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "ad6708aa-e6e8-42c2-a4b9-a8a805651222", - "metadata": {}, - "source": [ - "Now we annotate the circuit for cutting by inserting proper **CutWire** to create two roughly equal cuts. We set *use_cut=True* in the function, and allow it to annotate after n/2 qubits, n being the number of qubits in the original circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "31844134-514b-46ea-85f9-133e432f053f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True,cut_qubit=3)\n", - "qaoa_cut.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", - "metadata": {}, - "source": [ - "### Optimize" - ] - }, - { - "cell_type": "markdown", - "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", - "metadata": {}, - "source": [ - "Next we cut the circuit into two smaller subcircuits. For this example, we stick to only 2 subcircuits. For this, we use the Circuit Knitting Toolbox from Qiskit Ecosystem.\n", - "\n", - "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. This can be done simply by executing\n", - "\n", - "pip install circuit_knitting_toolbox" - ] - }, - { - "cell_type": "markdown", - "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", - "metadata": {}, - "source": [ - "#### Cut the circuit into smaller subcircuits" - ] - }, - { - "attachments": { - "26029271-fd0f-4e61-837c-bf2b3b68e851.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "34b09a7d-c82c-41e3-8538-42f562e1b1eb", - "metadata": {}, - "source": [ - "Cutting the wire at a point increases the qubit count by one. Apart from the original qubit, there is now an extra qubit as a placeholder to the circuit after cutting. The following image gives a representation:\n", - "\n", - "![Screenshot 2024-03-04 at 11.41.11 AM.png](attachment:26029271-fd0f-4e61-837c-bf2b3b68e851.png)\n", - "\n", - "Circuit-knitting-toolbox uses the function *cut_wires* to account for the extra qubits arising due to cutting." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", - "metadata": {}, - "outputs": [], - "source": [ - "from circuit_knitting.cutting import cut_wires, expand_observables\n", - "\n", - "qaoa_move = cut_wires(qaoa_cut)" - ] - }, - { - "cell_type": "markdown", - "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", - "metadata": {}, - "source": [ - "#### Create and expand the observables\n", - "\n", - "First we create the observable for the problem. Since we have considered a QAOA circuit, we shall use the observable corresponding to the Max-Cut problem: $\\sum_{(i,j)\\in E} Z_i Z_j$. Note that the lower the value of this observable, the better is the result. This allows us to compare the performance of this algorithm with and without circuit cutting, even without knowing the exact result.\n", - "\n", - "Here, we first create the $Z_i Z_j$ observables for each edge." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PauliList(['ZZIIII', 'IZZIII', 'IIZZII', 'IIIZZI', 'IIIIZZ'])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit.quantum_info import PauliList\n", - "\n", - "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", - "observable" - ] - }, - { - "cell_type": "markdown", - "id": "28c2d715-adb9-4218-aed5-96ebb1520756", - "metadata": {}, - "source": [ - "However, note that the number of qubits in the circuit has increased after inserting the virtual 2-qubit **Move** operations after cutting. Therefore, we expand the observables as well by inserting identitites to assert to the current circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "0e2eabac-b224-4933-9567-7d218c53bc02", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PauliList(['ZZIIIII', 'IZZIIII', 'IIZIZII', 'IIIIZZI', 'IIIIIZZ'])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "new_obs = expand_observables(observable, qaoa, qaoa_move)\n", - "new_obs" - ] - }, - { - "cell_type": "markdown", - "id": "b0f6d41d-2cd5-43b3-8cd4-afdefac65879", - "metadata": {}, - "source": [ - "Now we shall partition the circuit into two subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "07651125-238c-4e7d-82c5-3ca8d9ba6fc8", - "metadata": {}, - "outputs": [], - "source": [ - "from circuit_knitting.cutting import (\n", - " partition_problem,\n", - " generate_cutting_experiments,\n", - " reconstruct_expectation_values,\n", - ")\n", - "\n", - "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" - ] - }, - { - "cell_type": "markdown", - "id": "e6ac68da-71ba-4344-9b87-fdb776f720b7", - "metadata": {}, - "source": [ - "Let us visualize the subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "265a60eb-50e8-47be-99f0-931fa876644d", - "metadata": {}, - "outputs": [], - "source": [ - "subcircuits = partitioned_problem.subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "c10af39c-88fe-4605-975c-5bf0e21ee4c4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subcircuits[0].draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "35920640-76e8-4af6-a252-ee6a22e9c26a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subcircuits[1].draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "0204a26d-5775-4604-8809-3a3b194c710e", - "metadata": {}, - "source": [ - "The observables have been partitioned as well to fit the subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "3e892c89-3f46-44d2-a8f6-154daac0415b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: PauliList(['IIII', 'IIII', 'IZII', 'IZZI', 'IIZZ']),\n", - " 1: PauliList(['ZZI', 'IZZ', 'IIZ', 'III', 'III'])}" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subobservables = partitioned_problem.subobservables\n", - "subobservables" - ] - }, - { - "cell_type": "markdown", - "id": "37491b7a-3cec-44d5-8248-35e5b487f248", - "metadata": {}, - "source": [ - "### Run and postprocess" - ] - }, - { - "cell_type": "markdown", - "id": "f7204362-5168-4e9e-a2b7-20313b89949a", - "metadata": {}, - "source": [ - "Note that each subcircuit leads to a number of samples. The reconstruction takes into account the outcome of each of these samples. Each of these samples is termed a *subexperiment* in Circuit-knitting-toolbox." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "e3c96631-4b8c-4026-95ba-c95026c13956", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "subexperiments, coefficients = generate_cutting_experiments(\n", - " circuits=subcircuits,\n", - " observables=subobservables,\n", - " num_samples=np.inf,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "1bd19292-79a0-4402-b09d-baada463b616", - "metadata": {}, - "source": [ - "Let us see two examples where the cut qubits are measured in two different basis. First, it is measured in normal Z basis, and next it is measured in X basis." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "749e8f27-9c83-48d8-bcf6-635c967bf10b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subexperiments[0][2].draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "8178f3dc-f23f-4e0f-9fd5-f8895bb61dbb", - "metadata": {}, - "source": [ - "#### Transpile each subexperiment\n", - "\n", - "Currently we need to traspile our circuits before submitting them for execution. Therefore, we shall transpile each circuit in the subexperiments first.\n", - "\n", - "In order to avoid running on queue, we shall use a FakeBackend for this smaller simulation. We shall show results from real backend later on in the notebook." - ] - }, - { - "cell_type": "markdown", - "id": "28fdc698-ba02-49ed-8781-33d6858de23b", - "metadata": {}, - "source": [ - "We shall select the noise model from a backend to insert to this Generic Backend" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "9b7f2f90-87c1-4a4c-90ca-d5d7e55ec4a7", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit_ibm_runtime import QiskitRuntimeService, Sampler, Estimator, Session, Options\n", - "from qiskit_aer.noise import NoiseModel" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "12f869b8-f27d-4764-9064-da40977d1b3a", - "metadata": {}, - "outputs": [], - "source": [ - "service = QiskitRuntimeService()\n", - "backend = service.get_backend('ibm_osaka')\n", - "simulator = service.get_backend('ibmq_qasm_simulator')" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "0b5c8939-55e9-44c3-88e9-8f7c0431596a", - "metadata": {}, - "outputs": [], - "source": [ - "noise_model = NoiseModel.from_backend(backend)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "d734a90e-14d3-4044-9aca-8348c0359ead", - "metadata": {}, - "outputs": [], - "source": [ - "options = Options()\n", - "options.execution.shots = 4000\n", - "options.transpilation.skip_transpilation = True\n", - "options.resilience_level = 0\n", - "options.simulator.noise_model = noise_model" - ] - }, - { - "cell_type": "markdown", - "id": "64bdf404-91ad-4119-9e51-2a34bfe876aa", - "metadata": {}, - "source": [ - "Now we need to transpile each of the circuits in the subexperiments. For that we first create a pass manager, and then use it to transpile each of the circuits." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "dcf80dc6-049a-4238-9665-eef90b48cefa", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", - "\n", - "pm = generate_preset_pass_manager(2, basis_gates=['x','sx','ecr','rz','id'])" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "3d36b9ac-ba82-428d-9e99-ac8f5c55c9ae", - "metadata": {}, - "outputs": [], - "source": [ - "subexperiments_trans = {}\n", - "\n", - "for key, subckt in subexperiments.items():\n", - " subexperiments_trans[key] = pm.run(subckt)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "962c4745-a235-4ef8-b56b-d3026be67fb6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
global phase: π/2\n",
-       "                           ┌─────────┐   ┌────┐  ┌──────┐   ┌───┐    ┌──────────┐                ┌──────┐   ┌───┐    ┌─────────┐   ┌────┐   ┌──────────────┐┌────┐┌──────────┐        ┌─┐                                                                                 \n",
-       "                     q0_0: ┤ Rz(π/2) ├───┤ √X ├──┤0     ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0     ├───┤ X ├────┤ Rz(π/2) ├───┤ √X ├───┤ Rz(β[0] + π) ├┤ √X ├┤ Rz(5π/2) ├────────┤M├─────────────────────────────────────────────────────────────────────────────────\n",
-       "                           └──┬────┬─┘┌──┴────┴─┐│  Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│  Ecr │┌──┴───┴───┐└─┬──────┬┘   ├───┬┘   └─┬──────────┬─┘└────┘└──────────┘┌──────┐└╥┘   ┌───┐   ┌─────────┐     ┌────┐     ┌──────────────┐   ┌────┐   ┌──────────┐┌─┐\n",
-       "                     q0_1: ───┤ √X ├──┤ Rz(π/2) ├┤1     ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1     ├┤ Rz(-π/2) ├──┤0     ├────┤ X ├──────┤ Rz(-π/2) ├────────────────────┤0     ├─╫────┤ X ├───┤ Rz(π/2) ├─────┤ √X ├─────┤ Rz(β[0] + π) ├───┤ √X ├───┤ Rz(5π/2) ├┤M├\n",
-       "                           ┌──┴────┴─┐└──┬────┬─┘├──────┤└──┬───┬───┘┌┴────────┴┐└────┘└────────┘├──────┤└──┬────┬──┘  │  Ecr │ ┌──┴───┴───┐  └┬────────┬┘  ┌────┐ ┌────────┐ │  Ecr │ ║ ┌──┴───┴──┐└──┬────┬─┘┌────┴────┴────┐└────┬────┬────┘┌──┴────┴──┐└───┬─┬────┘└╥┘\n",
-       "                     q0_2: ┤ Rz(π/2) ├───┤ √X ├──┤0     ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0     ├───┤ √X ├─────┤1     ├─┤ Rz(γ[0]) ├───┤ Rz(-π) ├───┤ √X ├─┤ Rz(-π) ├─┤1     ├─╫─┤ Rz(π/2) ├───┤ √X ├──┤ Rz(β[0] + π) ├─────┤ √X ├─────┤ Rz(5π/2) ├────┤M├──────╫─\n",
-       "                           └──┬────┬─┘┌──┴────┴─┐│  Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│  Ecr │   └────┘     └──────┘ └──────────┘   └────────┘   └────┘ └────────┘ └──────┘ ║ └─────────┘   └────┘  └──────────────┘     └────┘     └──────────┘    └╥┘      ║ \n",
-       "                     q0_3: ───┤ √X ├──┤ Rz(π/2) ├┤1     ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1     ├──────────────────────────────────────────────────────────────────────────────╫────────────────────────────────────────────────────────────────────────╫───────╫─\n",
-       "                              └────┘  └─────────┘└──────┘└──────────┘ └────────┘ └────┘└────────┘└──────┘                                                                              ║                                                                        ║       ║ \n",
-       "observable_measurements: 3/════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════╩════════════════════════════════════════════════════════════════════════╩═══════╩═\n",
-       "                                                                                                                                                                                       0                                                                        2       1 
" - ], - "text/plain": [ - "global phase: π/2\n", - " ┌─────────┐ ┌────┐ ┌──────┐ ┌───┐ ┌──────────┐ ┌──────┐ ┌───┐ ┌─────────┐ ┌────┐ ┌──────────────┐┌────┐┌──────────┐ ┌─┐ \n", - " q0_0: ┤ Rz(π/2) ├───┤ √X ├──┤0 ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0 ├───┤ X ├────┤ Rz(π/2) ├───┤ √X ├───┤ Rz(β[0] + π) ├┤ √X ├┤ Rz(5π/2) ├────────┤M├─────────────────────────────────────────────────────────────────────────────────\n", - " └──┬────┬─┘┌──┴────┴─┐│ Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│ Ecr │┌──┴───┴───┐└─┬──────┬┘ ├───┬┘ └─┬──────────┬─┘└────┘└──────────┘┌──────┐└╥┘ ┌───┐ ┌─────────┐ ┌────┐ ┌──────────────┐ ┌────┐ ┌──────────┐┌─┐\n", - " q0_1: ───┤ √X ├──┤ Rz(π/2) ├┤1 ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1 ├┤ Rz(-π/2) ├──┤0 ├────┤ X ├──────┤ Rz(-π/2) ├────────────────────┤0 ├─╫────┤ X ├───┤ Rz(π/2) ├─────┤ √X ├─────┤ Rz(β[0] + π) ├───┤ √X ├───┤ Rz(5π/2) ├┤M├\n", - " ┌──┴────┴─┐└──┬────┬─┘├──────┤└──┬───┬───┘┌┴────────┴┐└────┘└────────┘├──────┤└──┬────┬──┘ │ Ecr │ ┌──┴───┴───┐ └┬────────┬┘ ┌────┐ ┌────────┐ │ Ecr │ ║ ┌──┴───┴──┐└──┬────┬─┘┌────┴────┴────┐└────┬────┬────┘┌──┴────┴──┐└───┬─┬────┘└╥┘\n", - " q0_2: ┤ Rz(π/2) ├───┤ √X ├──┤0 ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0 ├───┤ √X ├─────┤1 ├─┤ Rz(γ[0]) ├───┤ Rz(-π) ├───┤ √X ├─┤ Rz(-π) ├─┤1 ├─╫─┤ Rz(π/2) ├───┤ √X ├──┤ Rz(β[0] + π) ├─────┤ √X ├─────┤ Rz(5π/2) ├────┤M├──────╫─\n", - " └──┬────┬─┘┌──┴────┴─┐│ Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│ Ecr │ └────┘ └──────┘ └──────────┘ └────────┘ └────┘ └────────┘ └──────┘ ║ └─────────┘ └────┘ └──────────────┘ └────┘ └──────────┘ └╥┘ ║ \n", - " q0_3: ───┤ √X ├──┤ Rz(π/2) ├┤1 ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1 ├──────────────────────────────────────────────────────────────────────────────╫────────────────────────────────────────────────────────────────────────╫───────╫─\n", - " └────┘ └─────────┘└──────┘└──────────┘ └────────┘ └────┘└────────┘└──────┘ ║ ║ ║ \n", - "observable_measurements: 3/════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════╩════════════════════════════════════════════════════════════════════════╩═══════╩═\n", - " 0 2 1 " - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subexperiments_trans[0][0].draw(fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "d50225f1-4605-49fb-a982-46acff237760", - "metadata": {}, - "source": [ - "#### Run the optimization\n", - "\n", - "Recall that we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. The lower is the value, the better it is.\n", - "\n", - "We initialize the initial set of parameters to some random value.\n", - "\n", - "Note that due to the iterative method of QAOA, the run and postprocess steps are shown together. For each step, the circuit is executed, and the postprocessing step (i) calculates the expectation value for the observable, and in case of cutting (ii) merges the outcomes of different subcircuits." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "eab4ce0a-89a1-4c3d-b949-eadac29bb035", - "metadata": {}, - "outputs": [], - "source": [ - "init_params = produce_qaoa_parameters(p, seed=0)" - ] - }, - { - "cell_type": "markdown", - "id": "5b7b73c9-6849-421a-a5e7-6cab0c38ace5", - "metadata": {}, - "source": [ - "Note that for each layer of QAOA there are two parameters. Therefore, each cut subcircuit also has two parameters. This makes the parameter assignment simpler. However, for more general problems, it is necessary to keep track of which parameter goes to which subcircuit, so that the assignment is proper." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "91c4bc13-eb88-4ef1-bc86-9f8973f4aa92", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", - " # assign parameters\n", - " circuits = {}\n", - " for key, ckt_list in subexperiments.items():\n", - " circuits[key] = []\n", - " for ckt in ckt_list:\n", - " circuits[key].append(ckt.assign_parameters(params))\n", - "\n", - " # execute the circuits\n", - " results = {\n", - " label: sampler.run(subexp).result()\n", - " for label, subexp in circuits.items()\n", - " }\n", - "\n", - " # reconstruct and calculate expectation values\n", - " reconstructed_expvals = reconstruct_expectation_values(\n", - " results,\n", - " coefficients,\n", - " subobservables,\n", - " )\n", - "\n", - " # return the sum of the expectation values\n", - " return sum(reconstructed_expvals)" - ] - }, - { - "cell_type": "markdown", - "id": "590de9ca-a5a3-487b-8f4f-c476f02f6781", - "metadata": {}, - "source": [ - "Often the optimization may run for hundreds of steps. For this example, we prematuredly stop the optimization after 5 steps" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "1c2c1ad6-bfc8-49e3-b2e8-bab1d1f8d1c2", - "metadata": {}, - "outputs": [], - "source": [ - "sampler = Sampler(backend=simulator, options=options)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "5de87b89-8e9f-4cf2-98cc-2f4ee76010b6", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/29/5g097jln3fx21kr9g9vfc4540000gn/T/ipykernel_15891/3246579515.py:11: DeprecationWarning: Circuits that do not match the target hardware definition will no longer be supported after March 1, 2024. See the transpilation documentation (https://docs.quantum.ibm.com/transpile) for instructions to transform circuits and the primitive examples (https://docs.quantum.ibm.com/run/primitives-examples) to see this coupled with operator transformations.\n", - " label: sampler.run(subexp).result()\n" - ] - } - ], - "source": [ - "from scipy.optimize import minimize\n", - "\n", - "res = minimize(\n", - " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':5}\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "5a39d14d-deb3-4e1a-8822-28eb577d8309", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -1.9124577500000002\n", - " x: [-4.465e-01 8.606e-01]\n", - " nfev: 5\n", - " maxcv: 0.0" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "32cb0328-c8df-48d0-9b62-791a5dbc7631", - "metadata": {}, - "source": [ - "### Cross verify\n", - "\n", - "Let us now run the same QAOA without circuit cutting, keeping other parameters and variables same." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "a13f693a-f878-49cd-9a17-77ebd73d212b", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit.quantum_info import SparsePauliOp" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "e9da080b-006c-4fa0-85e4-8b1d0f9b1b31", - "metadata": {}, - "outputs": [], - "source": [ - "trans_qaoa = pm.run(qaoa)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "3686e796-8854-44dc-b601-3bcb8d7b449c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['ZZIIII', 'IZZIII', 'IIZZII', 'IIIZZI', 'IIIIZZ'],\n", - " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "observable = SparsePauliOp(observable)\n", - "observable" - ] - }, - { - "cell_type": "markdown", - "id": "7ed8380d-f043-4126-ada3-dfad343f8b91", - "metadata": {}, - "source": [ - "#### Execute" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "68792a53-234c-4c5b-b529-a655d58632cc", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", - " # assign parameters\n", - " circuit = circ.assign_parameters(params)\n", - " \n", - " # execute\n", - " expval = estimator.run(circuit, observable).result().values[0]\n", - "\n", - " return expval" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "c3eb635c-520e-42a1-ae75-9d57b768b283", - "metadata": {}, - "outputs": [], - "source": [ - "estimator = Estimator(backend=simulator, options=options)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "21e8f68c-ce2b-4bb4-9da8-351f06d0be00", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/29/5g097jln3fx21kr9g9vfc4540000gn/T/ipykernel_15891/918225121.py:6: DeprecationWarning: Circuits that do not match the target hardware definition will no longer be supported after March 1, 2024. See the transpilation documentation (https://docs.quantum.ibm.com/transpile) for instructions to transform circuits and the primitive examples (https://docs.quantum.ibm.com/run/primitives-examples) to see this coupled with operator transformations.\n", - " expval = estimator.run(circuit, observable).result().values[0]\n" - ] - } - ], - "source": [ - "res = minimize(\n", - " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':5}\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "8aa1cfd0-aed6-4a96-a82e-d828e976aa3c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -1.6695\n", - " x: [-4.465e-01 8.606e-01]\n", - " nfev: 5\n", - " maxcv: 0.0" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "d92e410c-54ff-4208-be67-3afddf694b6c", - "metadata": {}, - "source": [ - "### Inference\n", - "\n", - "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 5 steps of iteration, the cut QAOA reached an objective function which is lower than that of the uncut QAOA. This shows that cutting itself can suppress the effect of noise by lowering the number of qubits and/or gates.\n", - "\n", - "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [6,7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process." - ] - }, - { - "cell_type": "markdown", - "id": "359397f3-5a00-4e55-84b3-34b779680dc5", - "metadata": {}, - "source": [ - "### Scalability\n", - "\n", - "Previously, we showed the results for a 6-qubit QAOA circuit. Next, we show that this method is scalable, and repeat the process for a 50-qubit QAOA circuit." - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "9f0fe181-1500-4e98-874e-0222e859d420", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "num_qubits = 50\n", - "p = 1\n", - "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", - "qaoa.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "10bdb44d-c1b3-4c97-9d36-5c8055cbbd38", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True)\n", - "qaoa_cut.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "41691a7d-d2c9-40e5-a4fb-4c0cba64f355", - "metadata": {}, - "outputs": [], - "source": [ - "qaoa_move = cut_wires(qaoa_cut)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", - "metadata": {}, - "outputs": [], - "source": [ - "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", - "new_obs = expand_observables(observable, qaoa, qaoa_move)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "705d104f-ea00-46aa-8c7e-578db70c03be", - "metadata": {}, - "outputs": [], - "source": [ - "from circuit_knitting.cutting import (\n", - " partition_problem,\n", - " generate_cutting_experiments,\n", - " reconstruct_expectation_values,\n", - ")\n", - "\n", - "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "8fa306a5-ebcb-4ff5-a39b-c13e879b02df", - "metadata": {}, - "outputs": [], - "source": [ - "subcircuits = partitioned_problem.subcircuits" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "b54c893a-f9a4-48e1-984d-80bcd24a1fdb", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subcircuits[0].draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "bfcf6041-888c-4e28-851a-87f1c97b3416", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subcircuits[1].draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "156baa5b-9aa6-4081-b295-541ca7ce8fee", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: PauliList(['IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'ZIIIIIIIIIIIIIIIIIIIIIIIIII', 'ZZIIIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIZZIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIZZIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIIIIZZIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIIIZZIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIIIIZZIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZZIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIIIIZZIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZ']),\n", - " 1: PauliList(['ZZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIZZIIIIIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIZZIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIZZIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIZZIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIZZIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIZZI',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", - " 'IIIIIIIIIIIIIIIIIIIIIIII'])}" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "subobservables = partitioned_problem.subobservables\n", - "subobservables" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "91d7da19-ed57-4927-a28b-71415edf9131", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "subexperiments, coefficients = generate_cutting_experiments(\n", - " circuits=subcircuits,\n", - " observables=subobservables,\n", - " num_samples=np.inf,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "122090fd-8f9d-4b33-b14b-4ec0958ea9c2", - "metadata": {}, - "outputs": [], - "source": [ - "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", - "\n", - "pm = generate_preset_pass_manager(2, backend)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "9065cb9b-4d82-4558-984b-8a4370036162", - "metadata": {}, - "outputs": [], - "source": [ - "subexperiments_trans = {}\n", - "\n", - "for key, subckt in subexperiments.items():\n", - " subexperiments_trans[key] = pm.run(subckt)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "7711ffd3-cb91-4eec-804a-3fc522286e8c", - "metadata": {}, - "outputs": [], - "source": [ - "options = Options()\n", - "options.execution.shots = 4000\n", - "options.transpilation.skip_transpilation = True\n", - "options.resilience_level = 0" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "6f3e17c9-03d0-4e50-9775-1989a2df19bc", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", - " # assign parameters\n", - " circuits = {}\n", - " for key, ckt_list in subexperiments.items():\n", - " circuits[key] = []\n", - " for ckt in ckt_list:\n", - " circuits[key].append(ckt.assign_parameters(params))\n", - "\n", - " # execute the circuits\n", - " results = {\n", - " label: sampler.run(subexp).result()\n", - " for label, subexp in circuits.items()\n", - " }\n", - "\n", - " # reconstruct and calculate expectation values\n", - " reconstructed_expvals = reconstruct_expectation_values(\n", - " results,\n", - " coefficients,\n", - " subobservables,\n", - " )\n", - "\n", - " # return the sum of the expectation values\n", - " return sum(reconstructed_expvals)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.optimize import minimize\n", - "\n", - "with Session(backend=backend):\n", - " sampler = Sampler(options=options)\n", - " res = minimize(\n", - " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':10}\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "a76c730d-8e28-4e61-999f-ad6eff06cd46", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -18.93506837499775\n", - " x: [-6.910e-01 8.084e-01]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "69be52d6-aeca-4003-a9b1-10a7e15d83d0", - "metadata": {}, - "source": [ - "In order to run in real hardware, the observables need to be mapped to the transpiled circuit layout" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "52007c77-481c-436b-a16c-b93eeebf7632", - "metadata": {}, - "outputs": [], - "source": [ - "trans_qaoa = pm.run(qaoa)" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "c877ae18-a7b7-4595-ab27-ee57e0cc8950", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[103,\n", - " 102,\n", - " 101,\n", - " 100,\n", - " 110,\n", - " 118,\n", - " 117,\n", - " 116,\n", - " 115,\n", - " 114,\n", - " 109,\n", - " 96,\n", - " 97,\n", - " 98,\n", - " 91,\n", - " 79,\n", - " 80,\n", - " 81,\n", - " 72,\n", - " 62,\n", - " 63,\n", - " 64,\n", - " 65,\n", - " 66,\n", - " 67,\n", - " 68,\n", - " 55,\n", - " 49,\n", - " 50,\n", - " 51,\n", - " 36,\n", - " 32,\n", - " 31,\n", - " 30,\n", - " 29,\n", - " 28,\n", - " 27,\n", - " 26,\n", - " 25,\n", - " 24,\n", - " 34,\n", - " 43,\n", - " 42,\n", - " 41,\n", - " 53,\n", - " 60,\n", - " 59,\n", - " 58,\n", - " 57,\n", - " 56]" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "layout = trans_qaoa.layout.final_index_layout()\n", - "layout" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "23a3eef1-3006-4eba-a007-e15fd3af3198", - "metadata": {}, - "outputs": [], - "source": [ - "observable = SparsePauliOp(observable)\n", - "observable = observable.apply_layout(layout, num_qubits=backend.num_qubits)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "621fbf85-8136-4ea1-8ead-913af8666bac", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", - " # assign parameters\n", - " circuit = circ.assign_parameters(params)\n", - " \n", - " # execute\n", - " expval = estimator.run(circuit, observable).result().values[0]\n", - "\n", - " return expval" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "cea1311d-373a-438e-a6ef-69a01347af07", - "metadata": {}, - "outputs": [], - "source": [ - "with Session(backend=backend):\n", - " estimator = Estimator(options=options)\n", - " res = minimize(\n", - " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':10}\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " message: Maximum number of function evaluations has been exceeded.\n", - " success: False\n", - " status: 2\n", - " fun: -17.819000000000003\n", - " x: [-7.419e-01 8.364e-01]\n", - " nfev: 10\n", - " maxcv: 0.0" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "markdown", - "id": "865b684d-34ac-48f2-8124-26ead136a2d2", - "metadata": {}, - "source": [ - "### Word of caution" - ] - }, - { - "attachments": { - "4d763fe6-292b-400f-ae21-0d51000f74ac.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "53bccce5-2348-495b-9b42-0002e0052611", - "metadata": {}, - "source": [ - "The number of circuits to be executed increases with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high number of circuit executions, which may not be practical for most cases. Below, we show an example of the number of subcircuits corresponding to the number of cuts for a 50-qubit circuit.\n", - "\n", - "![Screenshot 2024-03-12 at 9.44.07 AM.png](attachment:4d763fe6-292b-400f-ae21-0d51000f74ac.png)\n", - "\n", - "We note that even for 5 cuts the number of subexperiments is around 200k. Therefore, circuit cutting should be used only when the number of cuts is small." - ] - }, - { - "attachments": { - "42d19dad-5278-4d41-9159-05719f7a35e9.png": { - "image/png": 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" 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" - } - }, - "cell_type": "markdown", - "id": "a9b1019b-826b-4224-91f3-faf1c7a2fbd6", - "metadata": {}, - "source": [ - "### One example of cut-friendly and cut-unfriendly circuits each\n", - "\n", - "#### Cut-friendly circuit\n", - "\n", - "As noted earlier, a circuit is cut-friendly when the circuit can be partitioned into smaller disjoint subcircuits with a small number of cuts. Any hardware-efficient circuit, i.e., a circuit which requires little to no SWAP gates when mapped to the hardware coupling map, is, in general, cut-friendly. Below, we show an example of an excitation preserving ansatz, which is used in Quantum Chemistry. Note that such a circuit can be partitioned into two subcircuits with a single cut irrespective of the number of qubits.\n", - "\n", - "![Screenshot 2024-03-12 at 10.04.48 AM.png](attachment:42d19dad-5278-4d41-9159-05719f7a35e9.png)\n", - "\n", - "#### Cut-unfriendly circuit\n", - "\n", - "A circuit is cut-unfriendly if, in general, the number of cuts required to form disjoint partitions grow significantly with the depth of the number of qubits. Recall that with each cut an extra qubit is required. So with the number of cuts, the effective number of qubits also increase. Below we show an example of a 3-qubit Grover circuit with a possible cutting instance.\n", - "\n", - "![Screenshot 2024-03-12 at 10.30.07 AM.png](attachment:824e681d-e466-4f20-bfa8-aae8ef1d1937.png)\n", - "\n", - "We note that three cuts are required, and the cut is more vertical than horizontal. This means, that the number of cuts is expected to scale linearly with the number of qubits, which is not amenable for cutting." - ] - }, - { - "cell_type": "markdown", - "id": "66bffbc1-8ab0-4890-b306-439699f511dd", - "metadata": {}, - "source": [ - "References\n", - "\n", - "
    \n", - "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", - "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", - "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", - "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", - "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", - "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", - "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'1.0.1'" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from qiskit import __version__\n", - "\n", - "__version__" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "267a9fd3-db85-445d-88ca-66167ccafebc", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.1" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 800973a4668eb10065be048e0ae5cc1dfa940795 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Thu, 28 Mar 2024 17:21:56 +0530 Subject: [PATCH 11/21] docs: update to Primitives V2 The notebook has been updated to Estimator V2 --- docs/notebooks/partial_folding.ipynb | 448 ++++++++++++++------------- 1 file changed, 229 insertions(+), 219 deletions(-) diff --git a/docs/notebooks/partial_folding.ipynb b/docs/notebooks/partial_folding.ipynb index a49ab4e..0e3e5a9 100644 --- a/docs/notebooks/partial_folding.ipynb +++ b/docs/notebooks/partial_folding.ipynb @@ -20,7 +20,7 @@ "source": [ "Zero Noise Extrapolation (ZNE) is an error mitigation technique used to obtain expectation values closer to the ideal noiseless value from a noisy quantum computer. ZNE can be classified broadly into three types - (i) analog ZNE, (ii) digital ZNE, and (iv) PEA ZNE. In this notebook we select digital ZNE primarily because it has a much simpler implementation than analog ZNE (Physical review letters, 119(18), 180509), and does not require the time consuming $learning$ step of PEA ZNE (Nature, 618(7965), 500-505).\n", "\n", - "The general idea of digital ZNE (dZNE) is to replace some gates $U$ by $U(U^{\\dagger}U)^{\\lambda}$ for some $\\lambda \\geq 1$. This ensures that the functionality of the circuit remains unchanged (since $U^{\\dagger}U = I$ $\\forall$ $U$), however, the noise is increased due to the increased number of gates. The expectation values are obtained for different values of $\\lambda$, and then extrapolated to $\\lambda = 0$ to obtain an estimate of the expectation value in zero noise limit.\n", + "The general idea of digital ZNE (dZNE) is to replace some gates $U$ by $U(U^{\\dagger}U)^{\\lambda}$ for some $\\lambda \\geq 1$. This ensures that the functionality of the circuit remains unchanged (since $U^{\\dagger}U = I$), however, the noise is increased due to the increased number of gates. The expectation values are obtained for different values of $\\lambda$, and then extrapolated to $\\lambda = 0$ to obtain an estimate of the expectation value in zero noise limit.\n", "\n", "![zne.png](attachment:77e9755f-d3a4-4c78-a563-c1c989e1d5db.png)" ] @@ -30,7 +30,7 @@ "id": "652fd452-ada9-440f-bcda-f717704543a0", "metadata": {}, "source": [ - "### Start" + "### Step 1: Map problem to quantum native format" ] }, { @@ -38,30 +38,14 @@ "id": "94970782-1fd3-487a-8814-5b45f2b5bc76", "metadata": {}, "source": [ - "We shall consider a $p=3$ QAOA circuit as an example for this notebook." - ] - }, - { - "cell_type": "markdown", - "id": "1f0b3ca8-0f2c-4805-b3e5-8d6b0dad9686", - "metadata": {}, - "source": [ - "### Build" - ] - }, - { - "cell_type": "markdown", - "id": "6e1e1f17-dea4-457c-a153-31f8cd83496d", - "metadata": {}, - "source": [ - "We consider a compute-uncompute circuit for this notebook. For any circuit, represented by the circuit unitary $U$, a compute-uncompute circuit appends $U^{-1}$ to it. This ensures that, in the noiseless scenario, the outcome is $|0\\rangle^{\\otimes n}$ where $n$ is the number of qubits. Therefore, the ideal expectation value of any $Z$ type observable is +1. This method ensures that the ideal outcome is known without explicit simulation.\n", + "In this notebook we shall consider a QAOA circuit as a use case. In particular, we consider the compute-uncompute version of the circuit. For any circuit, represented by the circuit unitary $U$, a compute-uncompute circuit appends $U^{-1}$ to it. This ensures that, in the noiseless scenario, the outcome of the circuit is $|0\\rangle^{\\otimes n}$ where $n$ is the number of qubits. Therefore, the ideal expectation value of any $Z$ type observable is $+1$. This method ensures that the ideal outcome is known without explicit simulation.\n", "\n", "Note that in Qiskit the $U$ and $U^{-1}$ must be separated by a barrier so that the transpiler does not optimize the circuit to identity during execution." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "ab255d68-0f83-47b0-a1fa-28bc49c4eb59", "metadata": {}, "outputs": [], @@ -113,23 +97,23 @@ "id": "9dfc47ee-5a96-4e75-9918-c81896902a1a", "metadata": {}, "source": [ - "Here we show an example of a 20 qubits $p=3$ QAOA circuit" + "Next, we show an example of a 20 qubits $p=3$ QAOA circuit" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "81490e03-34b8-426c-a19e-be9954a6ae78", "metadata": {}, "outputs": [ { "data": { - "image/png": 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MmTNaunSpCyKCJFWvXl09e/bUl19+qU2bNtme9/f3V4sWLXTq1CnuHOFEhclnWVlZXl1rcVNmZqb+9a9/ObzewYMHtWHDBhdEBIk86G6FyYMXLlzQokWLXBAN3O3EiROFOrHw66+/dvjCW7AfefCGvXv36p577tHevXuNDsXtOAbMo7D90QMHDigpKcn5AQEGoD+K3FALzWPlypUOX8xSkt577z0mjcAn/Pjjj9q6davD6yUmJuq3335zQUTwBNRBc+H7epjd3LlzZbVaHV6vsH878HycN3aTmcfIAQAAfMljjz2mTp06SZJSU1PVtWvXP3XTspEjR+r111+3PX7ppZdsF+Nr0qSJhg8f/ucCBgAAAFzA3+gA4D5HjhyRJEVEROS6/PLly/ruu+8k5Zww/9133+mJJ55QkSJFbM81btxYwcHBWrZsmQYPHuxwLHfffbdSU1MdWsfZd7Pq169fnlfD79ixo1Neo0aNGlw97f/9+uuvhVpv/vz5WrVqlZOjgbtlZWXpxIkThVp38ODBGjt2rJMj8k6uuKvf+PHjtWjRIr344ou2SbmbN2/W3Llz9fTTT+vZZ5/Vjh07VKJEiUJtnzx4U2H/BqZOnao5c+Y4ORq427Vr13ThwoVCrdutWzeVLFnSyRF5J/Kg97JarTp+/Hih1h0xYoReeeUVJ0cEd7t8+XKh/4ZbtmxZ6L9BX0MetE+fPn0cap/dT1u9erV++OEHu9ebP3++Q69TEKPu4u3qY6Ag1Er3uHbtWqFP9O3WrZuCgoKcHBHgXn+2P/ryyy87OSLkxoy1kDroPufPny/Uer/99puqVq3K+wSvl5mZWaj1rl27pjp16qhYsWJOjgh/ZMY6KFEL3akwF46RpHnz5nGHbfiE06dPF2q99evXKywszMnRoDA4b8x+7hgjd/b4uBG69H1OQSVL60TqCYWFhd3y2Nfltr9m/x2w/+baf4nfAftPHuQY8L79z69PbLFYcpxfNXDgQJ05c6bQr/XHyfLjx4/XpEmTtG7dOn399dfy8/PTuHHjFB8fn+ekfMZ9AAAAUFiVK1fWtm3bCrUuE+ZNJPuk2EuXLuW6fMGCBUpPT1f58uUVGhpqe97Pz0/Fixe/pX1AQIB++umnQsWSmpqqY8eOFWpdZ6levbratm2b67LfXxzgzyjs5EjcdOXKFcOPFRjr/PnzhT6ZEVLr1q3zvVJ+rVq1ctwhKSMjQ0888YT+8Y9/aNCgQbr33ns1duxYvf3224V6ffLgn3fx4kXyoMmlp6crPT3d6DC8FnnQ+2VkZJjuTh7I6c98gQdz5kFHJ4Jkj5NcunTJoXW9pY9m9DFQEGql50tLS1NaWprRYQCGuXDhQqEvgAbP4Mm1kDroHXifYHbcYd67eXIdlMix3uDy5cteMwYCuML169f5G/BRvnzemDvGyH3h7yLr//tAWf//d/7Hx74ut/01+++A/TfX/kv8Dth/8iDHgG/tf7t27fSXv/xFkvTFF19oxYoVhd5WXpPlJWnLli3617/+pSeeeELlypXTo48+qnnz5uW6HcZ9AAAAYAQmzJtI5cqVdf78eW3btk133313jmXJycl6/vnnJUn16tXLsezOO+/Ut99+m+O5I0eO6MSJEypatGihY3HUn7lDtVFuu+02roz2/3777TdduXLF4fUCAgJUvnx5F0QEd/ozd/EqXbq0SpUq5eSIvJM78uDw4cMVERGhwYMHy2KxaP78+YqOjlaXLl3UunVrh7dHHrzp5MmTunbtmsPrBQUFqWzZss4PCG51/fp1paamFmrdcuXKKTAw0MkReSfyoHc7fvx4vifn5qVUqVIqXbq0CyKCO129elW//vprodatUKFCrhdxMyPyoH0crZsBAQG2fx1Z9/cXG3QGTxn3cPYxUBBqpXvQHwXoj3oDM9ZC6qD7XLhwodAXJKxSpYosFouTIwLc69KlS4W+s26lSpUK/Z0w7GfGOihRC92J7+thdmfPnnV4ErEk+fv7KyQkxAURwVGeUisdYVSdc8cYubPHx43g9/8XRvArUkShoaG3PPZ1ue2v2X8H7L+59l/id8D+kwc5Brxv//PrEw8aNMj2/xkzZhT6NfKbLP/77T/xxBO2181rwjzjPgAAACiswsw9zsaEeRNp27atDhw4oEmTJum+++5TZGSkJOnbb79V7969bXeKql+/fo71nn32WcXFxWnChAkaPHiwzpw5o6eeekp+fn6F/hCzbds2h9fJyMhQyZIlC/V6Rjlw4ICCgoKMDsMjvPvuuzk+jNtr3rx5evTRR10QEdytV69e+uijjxxax2KxaOfOnbr99ttdFJV3cXUeXLt2rZYsWaKdO3faTgCtVq2aJk+erL59+2rnzp0OX7yAPHjThAkTNHHiRIfX++yzz1xyEhrc77777tOGDRscWicwMFCHDh1SmTJlXBSVdyEPercBAwZo9uzZDq/33XffqVatWi6ICO5ktVpVp04d7dmzx6H1brvtNh05coQT8/8fedA+e/fudaj9zz//rHnz5ik2NlZ16tSxe71XX33V0dDy5QnjHq44BgpCrXSfmJgYJSUlObROUFAQ/VH4jP79++u9995zeL3vv/9ed955pwsiwh+ZsRZSB93n+PHjCg8Pz3EXZXt069ZNn3zyiYuiAtzn8uXLqlq1qsN3i69fv75++OEHLhrhBmasgxK10J3i4+P19NNPO7zeBx98oEceecQFEQHu9cUXX+jBBx90eL2JEydq3LhxLogIjvKEWukoo+qcO8bInT0+boRJ8Qt17kKGbqt8m1JSUm557Oty21+z/w7Yf3Ptv8TvgP0nD3IMeN/+59Un9vPz03333Sfpxlj4qlWrCrV9eybLSzfmgezYsUPR0dG6++67VbZsWds8lN9j3AcAAABG4JJNJjJ27FiVK1dOycnJqlOnjurWravq1auradOmqlWrllq0aCHp1gnzvXr10vjx4zV58mSFhISoVq1aqly5stq3b6/bbrvNiF2BF+rVq5fDJ1BUrFhRXbt2dVFEcLfBgwc7vM5DDz3EZHk3ateundLS0hQeHp7j+SFDhujQoUNOPwnKbJ566ikV+f+rkNqrVq1auvfee10UEdytMHmwV69eTE5yI/KgaxXm4kkxMTFMlvcRFoulUMfAU089xWR5NzJrHoyMjNTmzZttFxY0M7MeA2ZBfxRmV5i+yH333cdkeZOhFvquKlWqqEuXLg6vV5jcAXii4sWLq1+/fg6vN2jQICbLmwh10Lf17t3b4ZPUQ0JC1LlzZ9cEBLhZ27ZtVa1aNYfWKVq0aKHqJ+BtGCMHAADwbjVr1rR95v/mm2+UlZXl8DbsnSyfbdOmTbb/33XXXQ6/HgAAAOAqTJg3kfDwcG3atEmxsbEKCAjQkSNHVLFiRc2ZM0crVqywXV32jxPmpRtXhT19+rR27typEydO6OOPP9aBAwdsk+yBgpQqVUoTJkxwaJ3XXntNxYsXd01AcLtmzZo5dEJFiRIlCnU3bsBThYaGatiwYXa3t1gsmjx5Micj+pC//vWvat68ud3tg4ODNWbMGBdGBLhXdHS0evXqZXf7YsWK+cTdKXBTnz59VLt2bbvbh4eHa8iQIS6MCLihaNGiCg4O5uIM8HmdO3dWs2bN7G5fvnx5+qPwKQ0aNNBjjz1md/tixYrplVdecWFEANztxRdfdOiOlO3atbPdlQfwBc8++6xCQ0Ptbl+vXj3FxcW5MCIA7lS6dGm99NJLDq0zadIkFStWzEURAe7l5+enKVOmOLTOyJEjFRIS4qKIAM/BGDkAAIB3+/2E9W3btjm8vqOT5f/4Og0bNnT4NQEAAABXYcK8ydSpU0erVq3S+fPnde7cOW3ZskX9+vXT2bNndeLECfn7++c5gSEoKEh169ZV5cqVtWrVKu3bt08DBw508x7Amw0bNszuE61fffVVPfXUUy6OCO5ksVi0cOFCtW3btsC2gYGBSkxM5KqD8DmTJ09Wnz59Cmzn5+enhIQEderUyfVBwW2KFi2qFStW6O677y6wbXBwsFatWuXwnS4ATzd37lx16NChwHbFixfX4sWLHZrUB89XqlQprVmzxq47lISFhWnt2rWqVKmSGyKD2R09elSDBw/W0aNHjQ4FcKns/qg9Jyxk90f/8pe/uCEywH3mzp2rhx56qMB2xYsX15IlS+iPAj6mbt26Wr58uV2T5lu1aqV///vfXMwSPqVy5cpau3atbrvttgLb1qpVS6tWrXL4btQAPNvIkSM1cuRIu9r+4x//0N/+9jcXRwS4V7du3RQfH29XH++pp57ior4wDcbIAQAAvFvlypVt/z948KBD6xZmsvwfX+f3rw8AAAAYjQnzkCTt2rVLklSzZs1b7ui9bds2TZo0SWvXrtWaNWs0btw4denSRaNHj/bKEwZbt24tq9WqsWPH5tnmwoULSkpKcl9QJpF9t+TFixfrnnvuybVN8+bNtXz5co0fP97N0cEdAgMDtWrVKv3jH/9QeHj4Lcv9/f3VvXt3bd68We3atTMgQsC1ihQponnz5mn27NmqU6dOrm3uv/9+ffnll1w0xEeVL19eSUlJGj9+fK53pChevLgef/xxffvtt2rSpIkBEQKuVbx4cS1btkxvvvlmrhPw/Pz81LlzZ23atEldunQxIEK4Wnh4uL755hsNGzZMZcuWvWV5yZIlNWjQIH377beqVauW+wOEKZ0/f14bNmzQ+fPnjQ4FcLkKFSrY+qO5XZSkePHieuKJJ/Tdd9+pcePGBkQIuFZAQICWL1+uN954Q3fccccty7P7o19//bU6d+7s/gABuFybNm20ZcsW9ezZU/7+/rcsDwsL0yuvvKIvvvhCpUqVMiBCwLWioqL03XffacCAAblOhg8ODtaIESO0efNmhYWFGRAhAFeyWCx6/fXXtWjRojwvptaiRQutXLky3/MpAG82ePBgffHFF2rTpk2uy+vWrau5c+cqISFBfn6cVueLOG/sVoyRAwAAeLekpCS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"text/plain": [ "
" ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -146,23 +130,23 @@ "id": "8109d0e6-fd99-4b87-ba9b-eab4b6a334dc", "metadata": {}, "source": [ - "We assign some random parameters for the qaoa circuit" + "We assign some random parameters for the qaoa circuit. Note that because of the compute-uncompute nature, the ideal outcome is independent of the assigned parameters." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "180a82f7-057c-4a99-96fe-c11b9de30716", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -173,50 +157,66 @@ "qaoa.draw('mpl', style='bw', fold=-1)" ] }, + { + "cell_type": "markdown", + "id": "8d0fd9ef-f582-4f94-ba9d-03353d6c2139", + "metadata": {}, + "source": [ + "### Step 2: Optimize circuits and observables" + ] + }, { "cell_type": "markdown", "id": "b5ddcae3-a031-4ae3-914f-34f52e35f064", "metadata": {}, "source": [ - "It is useful to transpile the circuit before folding, since that would imply that transpilation is performed only once." + "In ZNE, multiple circuits with different noise factors are executed. We shall transpile the original circuit at this stage so that all the folded circuits also remain transpiled, and we don't have to transpile them multiple times." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "a50b4b56-dae2-40f6-bf99-b1d3442430d1", "metadata": {}, "outputs": [], "source": [ - "from qiskit_ibm_runtime import QiskitRuntimeService, Session, Options, Estimator" + "from qiskit_ibm_runtime import QiskitRuntimeService, Session, Options, EstimatorV2 as Estimator" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "363d6bd5-7e1a-4eb7-8bb4-699efc502224", "metadata": {}, "outputs": [], "source": [ "service = QiskitRuntimeService()\n", - "backend = service.get_backend('ibm_auckland')\n", + "backend = service.get_backend('ibm_pinguino1')\n", "session = Session(backend=backend)" ] }, + { + "cell_type": "markdown", + "id": "3f5bb047-6d6b-4773-8f21-08f167287066", + "metadata": {}, + "source": [ + "#### Transpile the circuit" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "6cc95df0-b095-4752-8d27-359eedd46108", "metadata": {}, "outputs": [ { "data": { - "image/png": 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O27Zt04ABA9SiRYt8d1gahqF9+/bpzJkzCggIULVq1VS3bl0FBwdr3759+vTTT7MNi+OrRowYoYCAAI0cOdL+2apVq/TKK69ozpw5ioiIMC+4fFi6dKmqV6+uw4cP2z9LT09XgQIFZLPZrrte5rBGr7zyil566SWtXbvWPhySv/KHHIiPj1dSUpJp+zfzjwKu4A85sHPnTlP37+s5YBXO3gXoi3cPIruzZ89q/vz5Dq934sQJLVu2zA0RwVv4Qz2YE9rDeUcOZEUOXOVrOfDnn38qLS3NtP2b3R7PL3/IAbOvSXw9B6zCmWsbwzBMG2IYrnX48GH99NNPDq938OBBrVmzxg0RwVv4Qz2YE5txo5cAwauNGDFCY8eO1eDBg6877FXfvn01bdo0jR07Vq+++qokafXq1Xr88ccVFRUlwzD0448/av/+/flK5JYtW+brRHjfffdpxYoVDq/Xv39/TZkyRU2aNNHXX3+tW265RdLV4eP+9a9/aebMmQoPD1dcXJyKFi3qVGyNGjXS0aNHHVonIyNDR44ckSQlJSUpJCTEqX3n5sCBA2rcuLHeeOMNDRw40KltJCcn25/GrVixogICXHMPgyPlP3v2rAYMGKC77rpLzz77rKSrQ78lJSWpXbt2ue7njz/+UFRUlFJTU9WkSRP9/vvvKlCgQJ7jdFf5Jd/IAXeW/3quXLmi48eP5zhv8+bNqlChQq7rV6hQQYGBgUpLS8v1d3n06FE1btw42+cFChS44T5cwRPHX/LNHEhKStK5c+dynOeJHChcuLBKlSrlWNDwuCNHjigjI8Ph9axwfDO/m4CAAFWsWNHscNwit7riRooXL55lpBF/5Cs54AttIYn2sNXbwxI54A3lzw9fbA+npKTo5MmTOc7zRHs4MDBQ5cuXdyxoJ5AD13fhwgWdP38+x3meyIGQkBCVKFHCoZjheYcOHXJqvSJFiqhkyZIujsa7+Ep7OD9SU1N14sQJp9YtUaKE28653sCXjr8V2sPXlrF+/frOjx5gwKfdfvvthiRj0aJF113mgQceMCQZS5YssX+Wnp5u//8vv/zSkGTs378/X7HcfffdhiSjbdu2RufOnfM01alTx5BkSDLGjRvn8D5jY2MNm81mFCxY0Dhw4EC2+ampqUbNmjWd3n6msLAwe5zOTElJSU7v+3qSk5ON2267zejTp0++tpOUlJSvsrmq/IsXLzbatm1r//fIkSONS5cu3XC9gwcPGkWLFjUkGSNHjvTK8ntzDniq/HmdEhISXPb9JCQkmF4edx5/wyAHbsSbcoCJiYnJ6pO3toUMg/aw1dvDhkEOeEv5nUF7OHfe1B4mB8gBJiYmJqtPVmgPV6xY0ekYAgWfdvDgQUm67hORKSkp2rhxo6Ssw8C68y6xSZMm5ekJzejoaN13332SpFGjRmnYsGEO7+u3336TYRi65ZZbVLVq1WzzCxYsqFatWmn37t3asmWLw9vP5MxTWNfeUeAOc+fO1bZt27R3717Nnj072/y4uDhVqVLFoW266y7avLj33nvVs2dPXbhwQUWLFtXly5dVqFChXNcxDEN9+vTR5cuXVbt2bb377rvq2rWratWq5VTM7ryT3B1cnQOeuoM0LS1Nx44dy3FeXp5gduQO0pyYcRexu/hqDly8eFFnzpzJcZ4ncoC7iH3D8ePHHX4/iySFhoaqePHibojIe/jSXaTOys85tFSpUl7znnZ38ZUc8LW2kER72OrtYYkcMLP8zvDV9nBuIwh4oj0cFBSksmXL5i3YfCAHri+30WY8kQNWaDP7g6NHjzr17sGiRYuqWLFibojIe/hKezg/0tPTHR7pL1OZMmUUHBzs4oi8hy8dfyu0h68tY77+5pqv7laYLvPuyc2bN+c4f+rUqYYko3Tp0tfdhqufrMzLdqKjo42SJUsakoxRo0Y5vc933nnHkGTUqVPnuss899xzhiSjXbt2Tu/HGdfejeCuOwhdwV1xOrPdTp06GXPmzDHi4uKMadOm3XD5Tz75xJBkjB492ti9e7dRqFAho0mTJkZaWppb4/SGbbuKGTGmp6cboaGhTt+hk3mXqbN3iD7++OMeKacvHH/DMCfO6OjofN2lld8c+OSTTzxSTuTPxx9/7NTx3b59u9mhu13miA9hYWFmh+JWXbp0cfj4lytXzrh8+bLZobudr+SA1etC2sPkgNVzwOrHPzeXLl0yAgMDTWsPP/300x4pJzlwfatXrzb1mmj69OkeKSfy5+2333b42NpsNmPfvn1mh+52vtIezq/WrVs7nAMREREOtQN8kS8dfyvUha4qo/tvFYJbZT7xl9NTgwkJCfZ3VNarV8+jcd3IjBkzdObMGY0aNUpvvPGG09vJfD/l3r17FR8fn21+WlqaVq9eLUmqUaOG0/uBZ3To0EELFy7UkiVL1L59+1yX3bdvn1555RVFRUXp1Vdf1a233qoxY8Zo06ZNeu+99zwUMZwREBCgBg0amLb/qKgo0/aNq+rWraugoCDT9k8O+IaePXuqSJEiDq1z5513KjIy0k0RwdOef/55h9d5+umn/foOYvg/2sMgB6yhUKFCqlu3rmn7pz1sPjOviSVywFf07dtXBQsWdGidtm3bqlq1am6KCJ7mzDXRs88+69C7qwFvQWelj8scRnXs2LHau3ev/fMNGzbonnvu0dmzZyVlHQLWXfr27asxY8bk6QXOEyZM0MKFC/PVUSlJrVu3VtmyZXXlyhU9/vjj2rdvn33euXPn9Mwzz2jXrl2y2Wzq0aNHvvYF92vfvr2WL1+uw4cP5zokTUZGhnr16qW0tDRNnz5dgYFXR7QePHiwmjVrplGjRikuLs5TYcMJt99+u2n7btKkiWn7xlVBQUGmXZwHBQV5pE5E/hUvXlwffvhhnpcPDQ3VRx995L6A4HF33323evbsmefla9WqpX//+99ujAhwP9rDIAesg2siaytWrJhq165tyr6LFi2qmjVrmrJvOKZ8+fJ655138rx8yZIl9f7777sxInha+/bt1alTpzwv36BBAw0cONCNEQHuQ2eljxs2bJhKliyphIQE1alTR5GRkapevbqaNWumWrVqqUWLFpI801n55JNP6rXXXsvTmPcBAQHq0KFDvvcZEhKimTNnqnDhwtqwYYNuvfVW3XLLLYqMjFSFChX01VdfyWazaezYsWrYsGG+9wf3Kl26tGrXrn3Dsa0nTJigdevWafTo0apTp47984CAAH311VcKCAhQr169nBrXH57x5JNPmrLfiIgI+3kR5nKkA8KVunTp4vfvsvMnzzzzjD788EPZbLZclytRooSWLFli+h3qcC2bzabPP/9c3bt3v+GyderU0U8//ZSnm+YAb0Z7GOSAdZjVHq5bty5tJi9h1nVxjx49eOrKhwwaNEhjxoy54XJly5bVjz/+6PQ7i+GdAgIC9PXXX+vhhx++4bJRUVFatmyZQkNDPRAZ4Hp0Vvq4KlWqaO3atXrwwQdVqFAhHTx4UGXLltXUqVO1cOFC7d69W5JnOivN0rp1a23fvl3PPfecbr75ZiUmJmrPnj0qU6aMunTpotWrV2vYsGFmh4k8evLJJ9WxY8frzt+1a5def/11NW3aVEOGDMk2v0aNGnrrrbe0efNmvfvuu26MFPlRr149UzoN+/fvz0WZl+jRo4cpDWhnhlCBuV588UWtX79e3bt3zzZ8cOnSpfXyyy8rNjZWd911l0kRwp2CgoI0Y8YMfffdd7rnnnuyzb/lllv0wQcfaP369QoPDzchQsD1aA+DHLCGZs2amfK3mueff/6GN4LBM/r06WPK6zGee+45j+8TzrPZbHrttde0Zs0adenSxf4kfaZy5cppxIgRio2N5alpP1W4cGHNnTtX33zzTY5/S6tTp44++eQTrVmz5oY3OwHeLPDGi8Db1alTR0uWLMn2+enTp3XkyBEFBgaaNrSEp1SvXl2TJk0yOwy4wNNPP53r/Fq1aunSpUu5LjN48GANHjzYlWHBDV566SWtW7fOY/sLDQ1Vnz59PLY/5K5YsWLq27evR4ftbNSokZo1a+ax/cF1br/9dt1+++364IMPtGPHDiUnJ6tEiRJq3LixChUqZHZ4cLOAgAA9+uijevTRR7Vv3z7t27dPV65cUfny5dWwYUMFBHD/JfwL7WGQA9Zgs9n00ksvqXfv3h7bZ6lSpXhFjhcpV66cunfvri+//NJj+7znnnt4x7uPuuuuu3TXXXfp6NGj2rlzpy5duqQSJUqoSZMmpnR6w7MKFCigbt26qVu3btqzZ48OHDig9PR0VaxYUfXr1+cmFPgFruz92I4dOyRJNWvWVHBwcLb533//vb7//ntt2bJFkrRs2bIs/wYAd+rUqZPat2/vsf29//77ub73B543evRoVa5c2SP7CgwM1Oeff04D3seVLVtW99xzjx566CHdeeeddFRa0M0336wHHnhA7dq1U6NGjeioBHzcn3/+qebNm6tGjRpq0qRJju9YPHDggFq2bKnixYurUaNG2eYvXrxYNWvWVPXq1dW5c2clJSVlW6ZPnz6y2Ww5zgPM1LNnT7Vs2dJj+/vkk09UtGhRj+3PUZcvX1bHjh1Vo0YN1a9fX23atNGBAweyLbd69WoVKVJE9evXt0/XduC/9957qlu3rmrXrq1HHnlEZ8+e9VwhHPTuu+967Dq1UKFCmjx5skf2BfepUKGC7r33XrVv314tWrSgo9KCbr31VrVu3VoPPvigGjRowN854De4uvdjmZ2V1xtWpEuXLurSpYsmTpwo6epQIF26dNEnn3zisRjhnO+++07PPfdcnhvy8C/+cvxtNpumTJmiEiVKOLTe0aNHlZiYqKNHj+Z5nfvuu0/9+vVzMELzvfDCC4qIiJDNZtMff/xxw+XffPPNbMtGRESoZs2a9ov42bNnuzNkhxQrVkxTp051eD1ncuC1115T/fr1Hd4XAMA7+Ut7yOqeffZZ9evXT3v37tXQoUPVt2/fbMsUK1ZMb73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j9u3bZ+r+//rrL1P3n1/+UBeSA87zh+OfE9rDeUcOZEUOXOUPOfBPCxcudGpI1yVLlvj0jdr4H66J4M/Mbg+bvf/88oe60OxjwDWR98n5BX/wuF9++UWS1KpVq+suk5iYKClrZ+Xs2bNls9m0cOFCe0fc/fffrw0bNuibb75R+/btnY6pbdu2ee6B3717t3bu3ClJuvfee53epzPyMsRrXoaKzU2jRo109OhRh9Zx5qKiZcuWuY6XXatWrSzvGDpw4IAee+wxvffee7nmTl7dcsstCghwzT0MjpS/efPmat26tRYtWqRnn31WkrRu3Trdcccdua4XGBio6dOnKyoqSv/973/VpEkTDR061OmYXVl+yfdywNXlz48LFy44vW6dOnX88i5yqzl16pRT6+3du1fh4eEujgZwrdyGc9u8ebMqVKiQ6/qZ8ytUqJDr0DVHjx5V48aNs33++++/e+R34uw7s6xQF54/f/668zyRAx9++KG+/PLLPEbrPF9rC0m0h63eHpbIAbPKfy0r1AN5kVtdkRvDMFStWjUVKFDAxRHB05y9ETcmJoZrIni93G6q8ER7+KeffuKa6Do8VRfmNKJEphvlQF6Pv3T9HBgzZow++uijvAWbD1ZoD19bxhYtWmjr1q3O7diAV6hQoYIhydixY0eO8y9fvmwUL17ckGQkJibaPx8yZIhRrFgxIyMjI8vydevWNR577DGnYrn77rsNScb+/fvztPyWLVuMEiVKGJKMUaNGObXPnDz11FOGJGPEiBG5LrdmzRpDkhEcHGxcuXIlx2X69OljSDL69u3rVCxhYWGGJKenpKQkp/abm+TkZOO2224z+vTpk6/tJCUl5atsrir/4sWLjbZt29r/PXLkSOPSpUs3XO/gwYNG0aJFDUnGyJEjvbL83pwDnio/ExMTE1PepoSEBJfVEwkJCaaXJ3NyRz1oGP5ZF5IDeUd7+Craw+SAL+QA9QATExMTU14n2sOO8ce6kBzIO29rD1esWNHpGHiy0kskJydLuv6d9l9//bXOnTun0qVLKywszP55r169NGnSJL388st6+eWXVbBgQU2bNk179+71yHsKYmJidP/99+vs2bMaNWqUwy/+doUGDRooKChIKSkp2rJli5o2bZptmcxham+//Xan9nGju3lykpGR4db3Uc2dO1fbtm3T3r17NXv27Gzz4+LiVKVKFYe2WbFiRZfeRetI+e+991717NlTFy5cUNGiRXX58mX7EL/XYxiG+vTpo8uXL6t27dp699131bVrV9WqVcupmF1Zfsn3csDV5c+PlJQUp+4itdlsqlixYq5DZcE3nD9/3qknbIODg1WmTBk3RAS4Tmpqqk6cOJHjvLyM5FChQgUFBgYqLS0t1+WvN89TvxN314OS79aFSUlJOnfuXI7zPJEDxYoVU9GiRfMWbD74WltIoj1s9fawRA6YWX5n+Go9kBeXLl3S6dOnHV4vICBAFSpU4JrID5w7d86pd/oVKlRIpUuXdkNEgOvk9ncfT7SHCxcurFKlSuUt2HygLry+3P7uc6McyOvxz21bxYsXV2hoaN6CzQcrtIevLWP58uUd2lcW+epuhcvccssthiRj8uTJ2ebFx8cbZcuWNSQZrVq1yjZ/w4YNRsWKFe291yEhIcbChQudjsWRJytffPFFQ3LtE5WZ8vpkpWEYRrt27QxJOd5BkPnkZVBQkHHs2DGXx3k9196N4K47Z1zBXXE6s91OnToZc+bMMeLi4oxp06bdcPlPPvnEkGSMHj3a2L17t1GoUCGjSZMmRlpamlvj9IZtu4q3xpienm7UqFHD4bt3Bg8ebHbocJHExESjQIECDufA/PnzzQ4duKHLly8bBQsWzPddps7eIfraa695pJzeWsf8kxlxZrZPzcqB5cuXe6ScVs8B2sPkgNVzwOrHP7+uXLlihIeHO3yOf+ONN8wOHS6yZ88ep+r5n3/+2ezQgRs6c+aMqe3hd9991yPl9NY65p/MiHPRokWmHX9Jxvr16z1STivkgKvK6B23i0H33XefJGns2LHau3ev/fMNGzbonnvusY/hfO37KiXpzz//VJcuXdS4cWMtXbpUP/30kx577DF17dpVK1eudCqWvn37asyYMXl6v+OECRO0cOFCU56ovNZrr70mm82mL7/8UtOnT7d/vm/fPvXt21eS9Oyzz6pcuXJmhYg86NChgxYuXKglS5bc8H2r+/bt0yuvvKKoqCi9+uqruvXWWzVmzBht2rRJ7733nocihrsEBARo4MCBDq/Tv39/N0UETwsLC1OnTp0cWqdKlSr5elcz4CnBwcGqW7euafuPiooybd+4qkGDBqY+8UIOeC/awyAHkCkwMFDPPfecQ+sULFhQ/fr1c1NE8LQaNWqodevWDq1Tq1Yt3XPPPW6KCHCdEiVK6OabbzZt/7SHzWfmMShQoEC2fhZ4Aae7OeFSBw8eNEqWLGlIMgIDA426desaN998syHJeOihh4xWrVoZkowvv/wyy3qPPvqoceutt2a7a7JVq1ZG/fr1PViC/Fu3bp1RunRp+xQcHGxIMgoXLpzl83Xr1uW4/rvvvmvvwa9atapRv359IzAw0JBk3H777UZycrJHy2OFuyZcvd2TJ08aZcqUMQYNGpTrcunp6UaLFi2M4OBg448//sjyebNmzYzg4GBj586dboszr3whB7w5xrS0NKNDhw55viNq0qRJZocMFzt+/Li9LrzRVLhwYWPjxo1mhwzk2QsvvGDKXaQBAQHGkSNHPFJGb65jrmVWnPXr1zclB2rWrOmxMlo9B2gPkwNWzwGrH39XSElJMe699948n+NnzpxpdshwsYSEBCMsLCxPx79YsWLG9u3bzQ4ZyLNevXqZ0h4ODg42zp4965EyenMdcy2z4szr33xcefwlGY0bN/ZYGa2QAzxZ6WeqVKmitWvX6sEHH1ShQoV08OBBlS1bVlOnTtXChQu1e/duSdmfrNyxY4fq1aunAgUKZPk8KipKu3bt8lj8rnDlyhWdOnXKPqWkpEi6+p6Gaz+/cuVKjusPHTpUP/74o+6//36dO3dOu3fvVo0aNfT2229rzZo1KlKkiCeLAyeULl1atWvXvuHY1hMmTNC6des0evRo1alTx/55QECAvvrqKwUEBKhXr15KT093d8hwowIFCmjOnDnq1q1brssFBgZqypQpDt91DO9XtmxZrVmzRvXr1891uTJlyuiXX35RkyZNPBMY4AJPP/20Kft9+OGHnXoXN1zvmWeeMWW/PHHj3WgPgxzAtYKCgrRw4UI9/PDDuS4XHBysr7/+Wj169PBQZPCU8PBwrV27VjVr1sx1uUqVKmn16tWKjIz0UGRA/pnVHn788cdVvHhxU/aNrLgmQhZOd3PCY06dOmVIV5+4vHz5cpZ5d999t3HLLbcYV65cyfZ5tWrVPBkm/sEKd024Y7uff/65sXv37uvOj4uLMwoVKmQ0bdr0uu9hGT9+vCHJePvtt90WZ174Qg74QoyGYRibNm0yevfubRQuXNgeb0BAgDFq1Cjj0KFDZocHN0tLSzN++OEHo02bNobNZrPnQMGCBY3PPvvMq3MXyE2LFi08fhfpTz/95LHy+UodY1ac586dM0JDQz2aA4UKFTJOnTrlsTJaPQdoD5MDVs8Bqx9/V8rIyDB+++03o3v37kZQUJA93gIFChhjx441jh07ZnaIcLPU1FTj+++/N+65554sdXvBggWNL7/80rh48aLZIQIOy8jIMG677TaPXxNt2LDBY2X0hTrGMMyL8/jx41nqNU8c/+LFi3u0jFbIAVeV0WYYhiF4tTVr1qhly5aqW7euduzYkWXed999p8cee0zt2rXTs88+q4IFC+rbb7/VzJkz9dFHH+mFF14wKWokJycrNDRUkpSUlKSQkBCTI8qZu+K0evndvW1X8YUYr2UYhsLCwnTkyBGFhYUpMTHR7JDgYenp6apcuTI5AL+wdOlStWvXzuH1EhISFB4ersTERFWuXDnP60VFRWnTpk0KCPDM4Cq+UseYGeerr76qd955x+H1nM2BF198UR9++KHD+3OW1XPA6uV397ZdiRyg/L4QZ6aMjAyFh4fTHrawtLQ0ValShRyAX5g9e7a6du3q8HrOtodbtmyplStXeuz98b5Sx5gZ58CBAzVx4kSH1nH2+EvS66+/rtGjRzu0Tn5YIQdcVUaGgfUBmR2UOb30tUuXLlq0aJHOnTunXr16qWvXrtq9e7e++eYbOir92HfffafnnntOly9fVseOHVWjRg3Vr19fbdq00YEDB8wOD25m5eNvs9k89kd2eKcCBQqQA/AbDz74oMeGawsKCrIPCwjvMXLkSN16660e2Ve1atX09ttve2RfnmDl9pA/+fPPP9W8eXPVqFFDTZo0UVxcXLZlDhw4oJYtW6p48eJq1KhRtvmLFy9WzZo1Vb16dXXu3FlJSUnZlunTp49sNluO8+BdIiIiVLNmTdWvX1/169fX7Nmz87Selc4JAQEB1OcWFxgYSA7Abzz22GM3HOraVYoUKaIvvvjCYx2VzshrPbZ69WoVKVLEXl/Wr19fly5dss9/7733VLduXdWuXVuPPPKIzp4967lCOGjcuHGqWrWqR/ZVt25djRgxwiP78gR/a/9Qs/mA3DorJal9+/Zau3atTp06pbNnz2rTpk03fMcbfNuCBQvUsWNHSVfH2N6zZ49iY2PVvn17xty2AI4/APiPjz76SBUrVnRonaNHjyoxMVFHjx7N8zpvvPGG6tat62h4pnvhhRcUEREhm82mP/7444bLv/nmm9mWdfYP355QuHBhpzqRHc0Bm82madOmee1dvM6gPeQfnn32WfXr10979+7V0KFD1bdv32zLFCtWTG+99Za+/fbbbPOSkpLUt29fLViwQH/99ZcqVqyYrVN+0aJFXv1HSWT3/fffKzY2VrGxsXr88cfztA7nBADwTTabTZ9++qlKlSrl0HrOXBO9++67qlatmqMhelx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WrfLz88v08vb2lqenp4nRO9bKlSv14IMPmh2Gy9EH3N+MGTNcXueSJUsUExPj8nrtwTHg/ubMmaPk5GSX1rlnzx6bpo/NDwzD0IQJE1S5cmUNGzZM27Zts07fde3aNbVt21aNGzfWH3/8YXKkcJb4+Hg9+uijqlGjhiZPnqw9e/ZY+0BCQoJq1aqlhx56yO2mtOJz4H8YD9MH6AP0Abin9evXu/y5i1euXNHChQtdWmdecB5wb3/99Zd+/PFHl9ZpGIZmzpzp0jodYePGjapWrZq6deumFStWWL8PJCUlqX///goKCtK8efPMDRJOYxiGPvroI1WuXFmDBw/W5s2brX3g+vXr6tixo+rUqaNdu3aZHGkeGXCJ/fv3GxUqVDAkGcWLFzcaN25slC9f3pBk9OjRw2jWrJkhydi1a5fZoRrt2rUzJBknTpzIcdvdu3cbjRo1Mo4fP+70uBYtWmRIMsqWLZtpXb9+/QxJRpcuXYxu3boZ99xzj9GzZ09jypQpxrlz55weW1YSEhIMSYYkIyEhIVf7bNq0yZBkvP322xmWb9++3fDw8DAee+yxW+5/+vRpIzAw0HjzzTedGqcryx0xYkSmZWPHjjUkGZ9//nmW+9x3332Gl5eXER4e7rI4HVW2q/uAM9uP7MXFxRm+vr7Wv70tr6ioKMMwDCMqKsqu/SdNmuSydhaEY8DeOJE3aWlpxh133GHKMdC/f3+TW597aWlpxqBBg3LVrtKlSxv79+83O2Q4WHx8vPV7Qk6vRo0aGXFxcWaHnEFh/xxgPEwfKOx9wN5y+U6EwqJbt252jWfzOiYOCQlxWRs5D+BWXnrpJVOOAX9/f+P69esmtz73Vq1aZRQpUiRXbXv//ffNDhdO8Oqrr+bq/S9WrJixZcsWl8fnqHMod1a6wIULFxQWFqazZ89q1KhRiomJUUREhM6ePauJEyfq+++/1759++Th4aEGDRqYHa5NFi5cqP379ys0NFQnTpxwal3ffvutJKldu3bZbrN69WotX75cmzZt0nfffacRI0bojjvu0JdffunU2JztrrvuUt++fbVo0SLt2LEjy22SkpLUo0cPtWnTRi+//LKLI3SO+Pj4LJ/LMmHCBAUHB2vYsGE6depUhnUzZszQ+vXrNW7cODVp0sRVoTpdYe0D7mr79u26evWqKXVv2LDBlHrzimPAvRw7dszp44bsFKRjYNasWbme/j4uLk5hYWG6fv26k6OCKw0ePFh79uzJ1bb79+/XwIEDnRyReQrr5wDj4f+hD2REHyg8fQDuKS0tTRs3bjSl7n379ik2NtaUuvOK84B7Wb9+vSn1xsbGat++fabUbauTJ0/qkUce0Y0bN3K1/bBhw/Tzzz87OSq40tKlSzVx4sRcbXvt2jV169atwJ7jSVa6wAsvvKCoqCgNHz5c7777rvz8/Kzrxo0bpzp16iglJUW1atXKMI1BQTBlyhQNHDhQp06dcmrC8ocfftDSpUtlsVg0cuTITOurVaumSZMmad++fYqLi1NiYqK2bNmi++67T4mJiXriiSe0evVqp8TmKq+++qo8PT2zfZ7B4MGDdf36dbe65X/t2rXq1KlTpuXe3t7W+dgHDBhgnYr4+PHjGjlypBo3bqxx48a5OlynK4x9wF2Fh4ebVndERESBnceeY8B9mHkMREdHW5/tkJ+lpaVpypQpNu0TFRWlxYsXOykiuFp0dLQWLVpk0z7ff/99gX0GT24Uxs8BxsMZ0Qf+hz5QePoA3NPRo0cVHx9vWv1mjsfzivOAe7h27ZoOHjxoWv0F5Rj49NNPbb7Y/f3333dSNDCDrb8LXLp0qcCe/0hWOtmhQ4f0zTffqHz58llmwC0Wi5o2bSpJatSokXV5dHS0XnjhBbVq1Uq+vr6yWCyKjIzMtP/mzZtlsVgyvUJCQhwS+759+2752r9/v4YOHao2bdo4LWF57Ngx9enTR5L0/PPPq2XLlpm2GT9+vMaNG6dGjRqpVKlS8vX1Vdu2bfXDDz+oW7duMgxDw4YNc9jzNc1Qo0YN9erVSxs2bNDWrVszrPvoo4+0atUqLVu2TL6+viZFmDdxcXGZloWHh6tZs2ZZbp/+5Xvjxo2aNm2a0tLS1L9/f924cUPz58+/5fNPCyp37wOFiZmD4itXrrj8uSiOwjHgPiIiIkytvyB8Md24caOOHj1q837Tpk1zQjQww6xZs2y+uMQwDH366adOish87v45wHg4Z/SBjOgD7tcHUHiYPR41u/684DzgHg4cOGB95p4Zcjt7iZmSkpI0e/Zsm/dbuXJlplkXUDDt379fv/zyi837zZgxo0DeqOBldgDu7quvvlJaWpr69u2b7Ydk0aJFJWVMVv7111/65ptv1LRpU7Vr104//PDDLeuZNm1ahuldihcvnufYu3TpYvM+p06d0qBBgxx2G39MTIw6deqkixcv6v7779d7771n0/4eHh569913tXz5ch09elS///67goODbY6jWbNmiomJsWkfZ5wQxo0bp0WLFmn8+PHatGmTJGnTpk0aPXq01qxZo6pVq+ap/Jo1a8rDwzHXMNjS/jVr1uiJJ57Qb7/9pkqVKkmSUlNT5enpKYvFku1+48aN04oVKzR69GgdOXJEW7du1VtvvWXXeyw5tv1SwesDjm4/snf+/Pls1+3evVsVK1bMdn36uooVKyoqKuqW9cTExKh58+aZlrdq1cr62eNMBe0YkDgOXOXixYvZrnPFMdCnTx+HjJWc6cqVK3btt2PHDlWuXPmWn58oGG71WXErH374oRYuXOjgaOxT2D8HGA/TBwp7H3DWj2R8J4I7uNVdlTmNh6Xcj4mzGw+/+eabLrnIjfMAsnPt2rVs17niGFi4cKHWrVuXy2jNcePGDV24cMHm/dLS0hQSEkLC3g0kJCTYtd+xY8dUuXJleXp6OjiirP3zXN+mTRvt3bvXvoIc8gRNZOvOO+80JBkrV67Mdpv777/fkGSsXr3auiw1NdX677lz5xqSjBMnTmTaN/2B05s2bXJYzO3atTMkGQ888IDx8MMP5+pVv35960NU//3wa3vFxsYawcHBhiSjdevWRmJiot1llS1b1pBkLF682K79K1eubPcDn+XEh3OfOHHCCAgIMD7++GO7y/jnA3Cd9cqp/ZcuXTJ69+5tfPrpp9ZlmzdvNlatWpVj/AcOHDC8vb0NSUaLFi2MlJSUfNf+/NwHXNV+Xrl/pT8k3hHsedC8s1759RgwDI6D/PZy12OAF6/C/irsnwOMh+kDhb0POOv9Nwy+E/Fyv5e7joc5D/DK7ctdjwFevArDKzAw0O7jlTsrnezkyZOSlO0VPUlJSdq5c6ekjHdW5ocreKZPn56rK5HCw8PVoUMHSdKECRM0ZsyYPNd95coVderUSQcOHFCTJk20evXqPF0Nkj79jb3TC+R0NU9W0tLSdObMGbvqy42rV6+qe/fu6tq1q5577jmHlBkYGOjQq2hz2/7SpUurd+/emjZtmp555hlJN6e/Gzt2bI77lixZUkWLFlVycrI6deqUpytGHNl+qeD1AUe3H9k7f/68kpOTs1yX013cFStWlJeXl1JSUnLcNrv1AQEBLruzsiAdAxLHgatcvHgx2ytpXXEMlC5dukDcWWnvc4wqVarEnZVu4MKFC0pKSrJ5P29vb5UrV84JEdmusH8OMB6mDxT2PuDs91/iOxEKrvj4+Gxn0sjNzF65HRNnt6548eIqXbp0rmLNC84DyM61a9eynXHHFcdA0aJFFRAQkLtgTXLjxg2dO3fOrn3LlCnDnZVuICEhQZcvX7Zr34oVK7r0zsr0c32FChXsL8hhlykgSyVKlDAkGbt3785y/ezZsw1Jhr+/f7Zl5ObOyvLlyxseHh5G+fLljaeeesqIjY21O+b0Oyuzqu/fwsPDjTJlyhiSjAkTJthd5z8lJiYabdu2NSQZdevWNc6fP5+n8s6dO2dYLBZDkrF161aHxJgb/7wqyxlXjy1YsMCQZBQrVswoXrx4ptfJkydNjdPWcq9du2aULVvWuHLlimEYhjFq1Kgc90lLSzPuvfdeo0iRIka9evWMokWLGocOHXJqnPmlbMNwTB9wdozI2n/+8x+7r1BKv8IwL1cHHjt2zCXtLAjHgCviRGZjx4419Rj48ccfTf4L5GzLli12tS00NNTs0OEgkyZNsqsPvPrqq2aHblXYPwcYD9MHCnsfcMUYi+9EKKi+/vpru8eyjhgTv/vuuy5pJ+cBZGfPnj2mHgNPP/20yX+BnCUnJxuBgYE2t83Ly8v4+++/zQ4fDvDHH3/Y1b/r1q1rpKWluSxOR51DuUzEydLvyMvqob1RUVHWqyQbNmxoV/mlSpXSSy+9pM8//1w//fSTXnzxRX3zzTcKDQ2160psWy1YsECXLl3ShAkT9Nprr+W5vOTkZD300EPaunWrqlevrg0bNuT5KpcpU6bIMAyVKlVKLVq0yHOM+cXjjz8uwzB09epVJSQkZHrddtttZodoEx8fH4WGhuqHH37QH3/8oTp16uS4z/Tp0/XTTz/p1Vdf1ffffy+LxaL+/fsrNTXVBRGbz936QGHStGlT0+ouU6aM7rjjDtPqdySOgYLrn8/ZNoOZx2ButWnTRg0aNLB5vyFDhjghGpjhqaeess4Okluenp4aNGiQkyLKf9ztc4DxsO3oA/QBd+sDKDzMHo+aXb8jcR4omBo0aGDzWNeRCsIxUKRIEbvG9j169FBgYKATIoKr1alTR+3bt7d5vyFDhhTI2ZZIVjpZ+vSob731lo4cOWJdvmPHDrVv315xcXGSMk4Ba4vGjRtr8uTJCgsLU2hoqMaOHauvvvpKBw4c0KJFi+wqc+DAgZo4caLKlCmT47ZTp07V8uXLHZKoTE1NVe/evbVu3ToFBQVpw4YNqlSpUo77rV+/XmPGjNGxY8cyLL969areeOMN/fe//5UkjR07Vt7e3nmOE87TtWtXLV++XKtXr1ZYWNgttz127JhGjx6tpk2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8WattoqOjkZqaiujoaI23uXDhAsLDw7WMzviYYx3YunUr/u///k+rbXSpAz/99BN27NihbXhERGRkzLEt1AT7w/9hHZB3HZBr+RMRPS49PR3z589Henq61KGITq5tAfsCD5lz+XMaWDILLi4uCA4ORqdOneDv74/Vq1dj8+bNUoelF9nZ2ahfv77UYYguLy8PWVlZ6jm5v/32W8TFxcHf3x+tW7eWOjxRybEOyKH8BUHAO++8A5VKpdV2TZo0gVKp1Dq9zz//HAMHDkSnTp203lYKcqgDd+7c0emJR13rwJgxY9CtWzc4OTlpvS0REYlPDm2hpuTYHwZYBx4lxzrA8iciIrYF/2FfwPzLn4OVZBYen+71t99+kygS/UpJSUGLFi2kDkMS8+bNw7x588p9179/f6xcuVKiiKQh1zogh/I/ceIE9u/fL1p6paWlWLBgAbZt2yZamrUhhzrw3XffITMzU7T00tPTsXr1akyZMkW0NEl/rl27hlWrVmHz5s3IysqCra0t2rdvjzFjxqB///6wtraWOkQig8rMzMQPP/yAX375Benp6bCyskKrVq0watQoDB06FA4ODlKHqHdyaAs1Idf+MMA6UEaudYDlT0REbAseYl/gP+Zc/pwG1sxkZWVhypQp8PDwgJ2dHdzd3TF58mTk5+cjNDQUCoUCq1evljpMNVN+5FoMO3bsQN++faUOQxIjR47Evn37sGfPHixZsgTOzs7IzMxEnTp11OtERUXB0dGxwsfGxgaWlpYSRq8/cq0Dcij/FStWiJ7mzp07cf36ddHT1YW514GSkhJ8++23oqe7cuVKlJaWip4u6a6oqAhjxoyBh4cHFi9ejMuXLyM7OxuZmZk4cOAAXn/9dTzxxBM4ceKE1KESGYQgCJg3bx7c3d0xa9YsnD9/Hnfv3sXt27dx6tQpvPPOO3Bzc8OWLVukDlXvzL0t1JRc+8MA60AZudYBlj8REbEteIh9AXmUPwcrzcjZs2fRvn17LF26FJmZmfD29saDBw+wbNkyhIaG4uLFiwCAp59+2mAxBAYGQqFQIDk5ucZ1z5w5g44dO+LatWsGi8fUXbt2DS1btiz33cyZM6FQKLBmzZpKt3n55ZdhbW2N2NhYESI0HE9PT/Ts2RNBQUGYMmUKdu7ciVOnTmHs2LHqdbp16waVSlXuc+nSJbi4uFT41YmpkmsdMPfy//fff/H777+Lnm5paSm+//570dPVhbnXgb1790oycHz16lXs27dP9HRJNyUlJRg8eDC+++67an/gdePGDbz44os4evSoiNERieOjjz7C3LlzUVRUVOU69+7dw6BBg7B+/XoRIzM8c28LNSXX/jDAOlBGrnWA5U9EVDUHBwd07drVLGfXeBTbgofYF5BH+XOw0kxkZWUhODgYmZmZmDp1KjIyMhAbG4vMzEzMmzcPW7ZsQXx8PCwsLNC+fXupwwUA/Prrr0hISEBgYCAHLCuRk5NT6Tzc4eHh6NChAz788EOkpKSUW7Zy5Urs27cPs2bNgq+vr1ihiqJz584IDQ3F+vXrcfLkyUrXKSwsxIABAxAQEICZM2eKHKH+sQ78x9zK//jx49X+0dWQDh06JEm6tWVudUDKcjDVOiBHy5Ytwx9//KHRugUFBejfv7/W78ElMmZbtmzB0qVLNVpXEASEhYXhypUrBo5KOubWFmqC/eHyWAf+I8c6IMfyJyKqSsuWLbF69eoKA1jmTo5tAfsC/zH38udgpZl4//33kZqaikmTJmHx4sVwdHRUL5s1axbatm2L4uJitGnTptxjwlJaunQpRo4ciZSUFA5YVmLPnj0ICgqq8L2NjQ3WrVuH/Px8vPXWW+onLa5evYqPPvoIHTt2xKxZs8QOVxRz5syBpaUl5syZU+nyd999FwUFBfjxxx/FDcxAWAfKM6fyj4mJkSztuLg4lJSUSJZ+bbAOmH7apLni4mJ8/fXXWm3z77//4pdffjFQRETi++qrr7Ra/8GDB5JMsS0mc2oLNcH+cEWsAw/JtQ7IrfyJiKpSUlIClUplsn/fqA25tQXsC5RnzuXPwUozcP78eWzYsAGNGzeu9NFehUIBPz8/AOWngD106BAUCkWFj4+Pj15iio+Pr/aTkJCA8ePHIyAgQPYDltnZ2RW+i4mJwTPPPFPp+mUX24MHD2LFihUoLS1FWFgYioqKsG7dOlhbWxs4Yml4enpiyJAh2L9/P6KiosotW758OXbu3ImtW7fC3t5eogh1xzpQM3MqfymnoMjLy8OlS5ckS782WAdMP23S3O7du5Gamqr1dhEREQaIhkh8iYmJOHLkiNbbrVmzBvn5+QaIyDiYU1v4OPaHNcM68B851gFzLn8iIm0kJSXB398fSUlJUociOnNuC9gXqJk5l7+V1AFQ7f3yyy8oLS1FaGholZXQ1tYWQOXvq1yxYkW5x6H1Mdf3K6+8ovU2KSkpGD16tNG+S6t169awsNB8fL+0tFSj9Xbv3o0333wTZ8+eRbNmzQA8/HWQpaUlFApFldvNmjUL27dvx7Rp03Dp0iVERUVh4cKF6NChg8YxPk7bPFZH0/xra9asWVi/fj3mzp2LyMhIAEBkZCSmTZuG3bt312r6B33mHzC9OiBV/rVhyPIH9H8MqnLr1q0ql0VHR6NJkyZVLi9b1qRJkxoHMjIyMuDv71/h++eff17dLhgS60DlBEGotANeRl91oKry//fff+Hm5lbt9YWkd//+fZ22O3v2LMuXzEJeXp5O2925cwctW7Y0ij9MsD9sev1hgPdEUuXfWOoA74nEuyciInpUWFiYVuunp6cDeNh+xMXFabSNFE+ayb0vAJhef5B9gdqNgwQEBGh8Tj6Og5Vm4MCBAwCA7t27V7lOWloagMoHK729vdG5c2e9xtS7d2+NR++TkpKQmJgIAOjRo4de49CnskZQ35577jn06tULO3bswJgxYwAAR48eRdeuXavdzsrKCuvWrYOfnx++/vprdOrUCVOnTq1VLIbKozYCAwPVj+1XxsvLq9wUD8nJyXj99dexZMmSas8BTUiVf2OpA3Ivf8A4jkGTJk2gVCprXM/Kykqj9SqTlZWl03ZiYB0Qpw7cvHlTp+3INLB8Se6q+1GQKWB/mPdErAO8J5J7f5iI5EfbH6oVFBSo/6vptjdu3NA6LqmwL8C+gKn2BTIzM3XeloOVZuD69esAUOWIeWFhIU6dOgWg8sFKQ4iIiNBoBD8mJgY9e/YE8PCluNOnTzdwZLpr2rSp1r8o0OTEdnJywrBhw7BixQr1hfjgwYOYMWNGjdvWq1cPtra2ePDgAYKCgmBpaalxfJXRNo/V0TT/tZGXl4f+/fsjJCQEEyZMqPX+9Jl/wPTqgFT515W+yx/Q/zGoyu3bt/HgwYNKl2VkZFS7bZMmTWBlZYXi4uIa161quYuLi2hPVrIOVCQIQrWDSfqqA9Uta9asGZ+8M3L3799HTk6OTtuyfMkc5OXl4e7duzpt6+rqCisr6W912R82vf4wwHsiqfJvLHWA90Ti3RMRET1K2ykr7ezs1P/VdFs3Nzet46otufcFANPrD7IvULtxEFdXV90TFsjk1a1bVwAgREdHV7p89erVAgDB2dm53PeRkZECAKFx48aChYWF0LhxY2HUqFHCv//+q3MsL7zwggBAuHbtWo3rxsTECA0aNBAACOHh4TqnWZkRI0YIAIRZs2bVaj8qlUoAIAAQVCqVwbbNz88XGjZsKNy/f18QBEGYOnVqjfsvLS0VevToIVhbWwve3t6Cra2tcP78ea1i1DZOY9jvo3766ScBgFCnTh3BwcGhwuf69euSxmkKdcBY8q8LfZS/GHFWZujQoeo0tf2kpqYKgiAIqampOu8jJSVFlHyyDlRNqVRKVgdatGghSh6pds6cOaNT+fbp00fq0In0IjMzU7C2ttb6HHjyySeF0tJSqcMXBIH9YW33zXsi3RhzHdB2v7wn0p4p94eJiB514cIFrT6bNm0SAAibNm3SeBspyL0voO2+2RfQnjH0BfSVR/5UygyUvbvqzJkzFZalpqaqf33w1FNPlVtWv359TJkyBT/88AMOHDiAiRMnYsOGDQgMDERhYaHB4/7pp59w9+5dhIeH4+OPPzZ4esbMzs4OgYGB+PPPP3HhwgW0bdu2xm0iIiJw4MABzJkzB1u2bIFCoUBYWFi5R8DN3fDhwyEIAvLy8qBSqSp8mjdvLnWIGmMd0J4pl7+fn59kaTdq1EjnqUONDeuA6aVNmvPz80OnTp203m7cuHEGiIZIfI0bN8Zrr72m9XZjx46V1ZPFptwWPo79Yd2wDsi7DphT+RMRaaNNmzY4duwY2rRpI3UokjOntoB9Ae2ZU/lzsNIMlE2junDhQly6dEn9/cmTJ/Hiiy8iOzsbQMUpYDt27IglS5YgODgYgYGBmDFjBn755RecO3cO69ev1ymWkSNHYt68eWjQoEGN6y5btgzbtm2T/UBlmZCQEGzbtg27du1CcHBwteteuXIF06ZNg5+fH2bMmIEnn3wS8+bNw+nTp7FkyRKRIiZ9Yx2QD6kHquT0R1xjJXUdINMwa9Ysrdb38/NDUFCQgaIhEt9HH32k1bTlSqUSI0aMMGBEZGjsDxPrABERacLa2hoNGzaEtbW11KGQnrEvIF8crDQD06dPR4MGDZCamop27dqhQ4cO8PT0RJcuXeDl5YWAgAAAmr2vMjg4GI6OjoiOjtYpluHDh2P27NmoX79+jetaWFggJCREp3Qed+zYMbi4uKg/v/32G4CHA6KPfn/s2DG9pGcIwcHB2Lt3L27evIlGjRpVuV5paSnCwsJQXFyMdevWqd/HM2nSJHTp0gXh4eE4f/68WGGTHrEOyEfnzp3h7OwsSdo1dfRIHH379pUsbdYB0xESEoJly5ZptG7r1q2xY8eOWr+rjciY+Pj44Ndff9Xoj1CNGjXC7t274eTkZPjAyGDYHybWASIi0kRKSgrGjRuHlJQUqUMhPWNfQL44WGkGmjdvjqioKPTp0wd2dna4fv06GjVqhNWrV2Pbtm1ISkoCoNlgJQAIgmByT90UFRXh33//VX/KprHNz88v931RUZHEkVbN2dkZ3t7eNb6EdtmyZTh69Cg+/fRTtGvXTv29hYUFfvzxR1hYWMjqUXdzwjogH3Z2dhg5cqTo6To6OmL48OGip0sV+fj4oEuXLqKnGxAQUGFaeDJuH374IX777Te0bt260uXW1tYYOnQojh8/jqZNm4ocHZHhDRgwAH/99Rd8fX0rXa5QKBAUFIQTJ06gQ4cOIkdH+sb+MLEOEBGRJnJychAZGYmcnBypQyE9Y19AvjhYaSbatWuHXbt2IScnB/fv38eJEycwcuRI3L17F+np6bCysoK3t3eN+9m+fTtyc3Px7LPPihC1/gQGBkIQhBo/gYGBUodareHDh6N///5VLr9w4QLmzJmDzp07Y/LkyRWWt2nTBvPnz0d0dDQWL15swEjJUFgH5OPdd98V/Ychw4cPR7169URNk6omxbsF+T5D0zR48GAkJSXhr7/+wpgxY2BnZwcAqFevHlJTU/Hrr7/CxcVF4iiJDCcwMBBnzpzBqVOn8P7776NOnToAgLp16+Kff/7Bnj174OHhIXGUpC/sDxPrABERkbyxLyBPCkEQBKmDIMM5fPgwAgMD0b59e5w7d67csuHDh6N169bw8fGBvb09Tpw4gc8++wxt2rTBiRMnYGNjI1HUxiM3NxeOjo4AAJVKBQcHB1G2FZOh4jRk/j/55BOEh4fj3LlzaN++fa32Zcg4TaEOyD3/gLRxTpw4EV999ZVW26SmpkKpVCItLQ3u7u4ab+fk5ITz58+L+uQV60D1iouL8dxzz2k99bqudaBz5844evQopwk1A0qlEjdu3ICbmxvS0tKkDodIdKZyDrAd5DHQdr8tW7aEnZ2d+kcpM2bMwODBg8utk5ycjLCwMMTFxaF169Y4c+aMeplKpcLAgQMRExMDAMjKyjJInJqSe/kbet/6ZCpxEpH5KpsZUFOJiYkYNGgQNm3aVO6puuq0bdtWl9BqxVSur3JvC40p/++//z62b9+O69evV/m37+r6g/v378eUKVPU/7516xaaNGmC2NhYvcapr20fxScrzVzZAGVlU8B6e3vj999/R2hoKPr06YO1a9dizJgxOHToEAcqyWjFxsbi5MmTaN68udShkJ61bNkSbdu2hY+PD3x8fLBhwwaNtvv9998xduxYFBQUoH///mjTpg18fHwQFBSE5ORkwwZdSwsWLBDtSZDly5eb1BSR2pTn3r174efnh44dO6J9+/ZYt26dRsukZmVlhR9//FGUNtfW1hZr167lQCURkZkw5f4PVW/Tpk2Ij49HfHx8hYFK4OFT9fPnz8evv/5aYZm1tTWmTp2K/fv3ixEqGYAc74mIiEg3vPabp0GDBuHo0aNo0aJFletU1x/s2bOnui8ZHx8PX19fvPHGG4YMWW84WGnmqhusnDFjBs6dO4f79+/jwYMHuHr1Kj7//HPUrVtX7DCJNFJYWIjx48cjIiLC5N6rSpqp6Y8zldm6dat6aojRo0fj4sWLiI+PR3BwMEaPHm3AaGvPwcEB69at02qwKiMjA2lpacjIyNB4m0GDBiE0NFSXECWlSXkKgoBhw4Zh7dq1iIuLw86dOzFmzBjk5ORUu8xYeHt7az0liS514LPPPpPkV6RERGQYptz/odpp2LAhAgICKv3Fuq2tLXr06AEnJyfxAyO9kds9ERGRLlxdXTFt2rQa32toznjtN0/PP/88lEpltetU1x981M2bN3Hw4EEMHz5cnyEaDAcrzVzZYOVTTz0lcSREtTd37lyEhobiiSeekDoUEtHdu3ehVCrh4uICHx8feHl5wdbWFmPGjEFRURGOHTuG7t27w87ODn369FEPZHfu3BlXr16VOPqade3aFb/99husrKw0Wt/f3x/u7u7w9/fXaP0ePXrg559/NrkBfm3LMzs7GwBw//59ODs7w9bWVqNlxuCDDz7A1KlTNV5f2zowY8YMvP/++7qGR0REEjD3/g9V7Y033kCHDh0watQo3L59W+pwyEjwmkBEVJ6LiwvCwsLg4uIidSgGw2s/1da6devQu3dvNG7cWOpQNMLBSjN3/PhxCIKAXr16SR0KUa2cOHEC0dHRGDdunNShkAFV9seZBg0aYNiwYZg0aRLi4+Px5ZdfomvXrli1ahUiIyPx3HPPVfpk4vLly9G3b1+xs6CTV199FX/88Qfs7e31ut9+/fph586d6vcembKqylOhUGDjxo0YMGAAWrRogYCAAPXTqtUtMyYKhQL/+9//EB4ervd9z5s3DwsWLND7fomIyLDk0P+hio4cOYKEhATExsbC2dkZI0aMkDokkoBc74mIiLRx7949/Pnnn7h3757UoRgMr/1UW2vXrsXIkSOlDkNjHKwkIpNw+PBhJCUl4YknnkDLli2RlpaGXr16Yc+ePVKHRnpS3R9n4uPj0bFjRwBATEwMfHx8ADyc8uLVV1+tsK+FCxfin3/+MalBmuDgYCQkJKBbt2613pejoyNWrlyJP/74w2gHKrt16wYXF5dKP6mpqeXWra48i4uLsWjRImzbtg3Xr1/HgQMHMGLECNy5c6faZcZGoVDg448/xv79+6t9L4GmWrZsiYMHD2L27Nkm91QtERE9JIf+D5XXvHlzAA/fPTlx4kRERUVJHBGJTe73REREmkpLS8OHH36ItLQ0qUMxKF77SVdHjhxBXl6eST3ExsFKIjIJ06dPx82bN5GcnIzk5GQolUrs3bsXvXv3ljo00pPq/jgTHx+v7pCVdc4EQai0Dnz++efYsmUL9uzZo/cnFQ3N09MThw4dwjfffKM+HtqwsrLC66+/jnPnzuHdd9816kGqqKgoZGVlVfpxd3dXr1dTecbHx+PmzZvo2rUrgIdTpDZr1gwJCQnVLjNWPXr0wLlz5zBp0iTUq1dP6+3r1auHKVOm4Ny5c+jevbsBIiQiIrHIpf9DD+Xm5qqnrgeA9evXq/84SfLBeyIiInoUr/2kqzVr1iAsLAyWlpZSh6IxDlYSEZHkqvvjzI0bN2BhYYGmTZsCAM6ePYsOHTrg9OnT8PLygqOjo3q7ZcuWYf369di3bx+cnJzEzILeWFhYYPz48bh69Sp27NiBkJAQNGzYsMr1LS0t0aFDB3zyySe4fv06NmzYgJYtW4oXsAFpUp7u7u5IS0vDxYsXAQCXL1/GlStX0KZNm2qXGbO6deti6dKluHHjBlatWoWuXbuiTp06Va5fp04dBAQE4Pvvv8fNmzexZMmScucFERGZHrn1fwjIzMxE9+7d8dRTT6FDhw44fPgwfvrpJwDAqFGjsH37dgBAYWEhlEolXnvtNZw9exZKpRIzZsxQ78fX1xddunRRv+dq+PDhkuSHtMd7IiIiehSv/fI0fvx4KJVKpKWloWfPnvD09ASgXX8wJycHmzdvxttvvy1JHnRlJXUARES6SE5OljoE0qPMzEwMHDgQJSUlEAQBrVq1Uv9xJi4uTv0rMuDhk2MRERFwdnZG//791d+npaVh8uTJaNWqlfqJMltbW5w6dUrMrOiNpaUlgoODERwcDEEQcP36dcTFxeHtt99GdnY2GjRogN27d+Ppp5+udiDLVNVUnn369MGnn36KZ555BqtWrcKgQYNgYWEBQRAQEREBNzc3AKh2mbFzdHTE6NGjMXr0aBQXF+PChQtITEzE2LFj1XXgyJEjaNu2Lays2KUjIjIncu3/yFmrVq0QFxdX6bLVq1er/9/W1rbaKe9iY2P1HhuJg/dERET0KF775WnFihVYsWJFhe+16Q/WrVsXOTk5BonPkPiXLSIiklx1f5wpG7ArExMTAwBo164dIiMj1d8rlUoIgmDYQCWiUCjQsmVLtGzZEu+99x6ys7Nhb2+Pzp07Sx2awdRUnrt371b//9ChQzF06NBK16tumSmxsrJChw4d0KFDB0yZMkVdB9q3by91aEREZADs/xDJD++JiIg0Z2dnBy8vL9jZ2UkdisHw2k9yw8FKIiIySYmJiVKHQERERCQq9n+I6FG8JhCRXHl4eGDLli1ShyEJXvvJXHGwkkgEubm5UodQJTFik3v+xUxHW3LPP2DcsZkTYz7OxhwbERGZB2Nua9gf5D0R889zwJhjIyIyF8Z8rZV7Wyj3/APGERsHK4lE4OrqKnUIkpJ7/gEeA7nnn1gHiIhI3tgO8hgw//LOP8BjQESkT+fPn8eQIUPw22+/wdvbW+pwNMJ2gMdA7vmviYXUARAREREREREREREREWlCEAQUFRXxXY1EZoRPVhIZiL29PVQqldRhaMXe3l6v+5Jz/sv2Z0rHQO75B/R/DOSOdYCIiOSM7SCPAfMv7/yX7U/ux4CISM7YDpjeMZB7/gHp+gIcrCQyEIVCAQcHB6nDkIzc8w/wGMg9/8Q6QERE8sZ2kMeA+Zd3/gEeAyIiuWM7wGMg9/xrg9PAEhEREREREREREREREZEk+GQlERERERERERERERGZBA8PD2zfvh3u7u5Sh0JEesLBSiIiIiIiIiIiIiIiMgl2dnZo3bq11GEQkR5xGlgiIiIiIiIiIiIiIjIJN27cwOzZs3Hjxg2pQyEiPeFgJRERERERERERERERmYTs7Gxs3rwZ2dnZUodCRHrCwUoiIiIiIiIiIiIiIiIikgQHK4mIiIiIiIiIiIiIiIhIEhysJCIiIiIiIiIiIiIiIiJJcLCSiIiIiIiIiIiIiIhMgouLC9555x24uLhIHQoR6QkHK4mIiIiIiIiIiIiIyCQoFArY2NhAoVBIHQoR6QkHK4mIiIiIiIiIiIiIyCTcvn0bK1aswO3bt6UOhYj0hIOVRERERERERERERERERCQJDlYSERERERERERERERERkSQ4WElEREREREREREREREREkuBgJRERERERERERERERmYT69eujb9++qF+/vtShEJGeWEkdABERERERERERERERkSaUSiU+++wzqcMgIj3ik5VERERERERERERERGQSCgsLcf36dRQWFkodChHpCQcriYiIiIiIiIiIiIjIJFy+fBlBQUG4fPmy1KEQkZ5wGlgiAxEEAXl5eVKHoRV7e3soFAq97Evu+QdM7xjIPf+A/o8BEZGcsR0gueM5wGPA/Ms7/wCPARGR3LEdML1jIPf8A9L1BThYSWQgeXl5cHR0lDoMrahUKjg4OOhlX3LPP2B6x0Du+Qf0fwyIiOSM7QDJHc8BHgPmX975B3gMiIjkju2A6R0DuecfkK4vwGlgiYiIiIiIiIiIiIiIiEgSfLKSSASZmZlG+8vE3NxcuLq6GjQNuecfMN5jIPf8A+IdAyIiOWM7QHLHc4DHgPmXd/4BHgMiIrljO2C8x0Du+QeMoy/AwUoiETg4OBjthUgMcs8/wGMg9/wTEckd2wGSO54DPAbMv7zzD/AYEBHpU7t27XDhwgWpw9AK2wEeA7nnvyacBpaIiIiIiIiIiIiIiIiIJMEnK4mIiIjI6BUVFeHChQvIyspCUVERbG1t4e7ujlatWkGhUEgdHpHBlZaW4tKlS0hPT0dhYSFsbGzQtGlTtGnTBpaWllKHR0REREQkmmvXrmHGjBlYtGgRnnjiCanDISI94GAlERERERmlq1ev4rvvvkNkZCQSEhJQWFhYYZ0GDRrA19cXffv2xYgRI+Dk5CR+oEQGkpmZidWrV2Pv3r2Ii4uDSqWqsI6DgwM6duyIl156CaNGjUKzZs0kiJSIiIiISDx5eXlISEhAXl6e1KEQkZ5wGlgiIiIiMionTpxAnz594OnpicWLF+P06dOVDlQCwN27d3HgwAFMnDgRzZo1wzvvvIO0tDSRIybSr6SkJAwdOhTu7u6YPXs2oqKiKh2oBIDc3FwcPXoUH3/8MVq0aIHXX38df//9t8gRExEREREREemOg5VEZFQOHToEhUJR7uPo6AhfX1988cUXKC4uljpEMiCWP5G85eXlYfLkyejatSv27NkDQRC02j4/Px+rV69Gu3btsGbNGq23J+Mg57agpKQES5YsgY+PD3777TcUFRVptX1xcTF+//13+Pr6YsGCBWZ9rMyZnM8Beoh1QN5Y/kRExLZA3uRa/pwGloiM0uDBgxEcHAxBEJCRkYGffvoJkyZNwoULF/Ddd99JHR4ZGMufSH6uXr2KPn364OLFi7Xe1/379zFy5Ehs374dv/76K+zt7fUQIYlNbm3BnTt30K9fPxw9erTW+yoqKsLs2bOxfft27Ny5E40aNdJDhCQ2uZ0DVBHrgLyx/ImIiG2BvMmt/DlYSURGycfHB6Ghoep/jxs3Dl5eXli9ejUWLFjAP7qZOZY/kbz8888/eOGFF5Cenq7X/W7btg19+vTB7t27OWBpguTUFmRlZaF79+56n7719OnTeP7553Ho0CG4urrqdd9keHI6B6hyrAPyxvInIqqam5sbFi9eDDc3N6lDMSi2BfImt/LnNLBk8gRBwLFjxzBt2jQ899xzaNiwIaytreHq6org4GBs375d6hBrJTY2tsJj37X5mCoHBwc8++yzEAQBV65ckTocUbEOyLv8icxdZmYmevbsqfeByjKHDx/Ga6+9htLSUoPsn8Rjrm1BQUEBevfubbD3TCYlJaFXr17Izc01yP5JPOZ6DmiC/eGHWAfkXQfkXP5ERI9zcnJCSEgInJycpA5FVHJuC9gXMP/y52AlmbyDBw8iICAAn332GU6ePAlnZ2c8/fTTKCwsxK5du9CvXz+MHDnSZN9btXv3bmRnZ0MQBL18TFnZRdjZ2VniSMTFOvCQXMufyJwJgoCxY8ciJSVF422io6ORmpqK6OhojbfZvXs3VqxYoUuIZGTMsS2YO3cuzpw5o9U22p4HCQkJmDlzpi7hkZExx3NAE+wP/4d1QN51QK7lT0T0uDt37uCXX37BnTt3pA5FdHJtC9gXeMicy5/TwJLJEwQBrVq1wocffoghQ4bAxcUFAFBSUoKvv/4akyZNwpo1a+Dn54dx48ZJHK32srOzUb9+fanDEF1eXh6ysrLUc3J/++23iIuLg7+/P1q3bi11eKKSYx1g+RPJw4YNG/DHH39otU2TJk2gVCq1Tmv69Ono06cPPDw8tN6WpCGHtuDkyZNYunSp1tvpch4sX74cAwcOxPPPP691eiQNOZwDmpJjfxhgHXiUHOsAy5+IqGrp6emYP38+fHx80LBhQ6nDMRi2Bf9hX8D8y5+DlWTyOnXqhKSkJFhbW5f73tLSEhMnTkRSUhJWrVqF7777zuQGK1NSUtCiRQupw5DEvHnzMG/evHLf9e/fHytXrpQoImnItQ6w/CvKz8/H5s2bce/ePQBATk4OLl68iCeffFLiyEgst2/fxvr169V1QKVS4fbt2yb7joIHDx5g4sSJoqWXl5eHqVOnYvPmzaKlSbUjh7bggw8+EHWK4gkTJiAhIcFkpz2SGzmcA5qQa38YYB0oI9c6wPInIiK2BQ+xL/Afcy5/TgNrZrKysjBlyhR4eHjAzs4O7u7umDx5MvLz8xEaGgqFQoHVq1dLHaaaPh65rlevXoWBykf16tULAHDx4sVapyW2HTt2oG/fvlKHIYmRI0di37592LNnD5YsWQJnZ2dkZmaiTp066nWioqLg6OhY4WNjYwNLS0sJo9cfudYBlv9/8vLyMG3aNCiVSgwfPhwqlQoAcP/+fbRt2xY9e/bEsWPHJI6SDOn69esIDQ2FUqnEBx98oK4D9+7dg1KpxJtvvqnVNKrGYsuWLcjMzBQ1zW3btiEtLU3UNEl35t4WREdH4/Tp06Kmee7cObYZJsTczwFNybU/DLAOlJFrHWD5ExER24KH2BeQR/lzsNKMnD17Fu3bt8fSpUuRmZkJb29vPHjwAMuWLUNoaKh6sO7pp582WAyBgYFQKBRITk6ucd0zZ86gY8eOuHbtmsHiAYDCwkIAgL29vUHTMYRr166hZcuW5b6bOXMmFAoF1qxZU+k2L7/8MqytrREbGytChIbj6emJnj17IigoCFOmTMHOnTtx6tQpjB07Vr1Ot27doFKpyn0uXboEFxeXCr86MVVyrQMs/4fu3buHHj164LPPPqvyPQwHDhxA9+7dsWnTJpGjIzGcO3cOzz77LH755Rc8ePCgwvIHDx7g559/RufOnZGYmChBhLqLiIgQPc2SkhJ8//33oqdLujH3tkCqX8NKce6Rbsz9HNCUXPvDAOtAGbnWAZY/ERGxLXiIfQF5lD8HK81EVlYWgoODkZmZialTpyIjIwOxsbHIzMzEvHnzsGXLFsTHx8PCwgLt27eXOlwAwK+//oqEhAQEBgYadMBy48aNAIAXXnjBYGkYQk5OTqXzcIeHh6NDhw748MMPKzxJs3LlSuzbtw+zZs2Cr6+vWKGKonPnzggNDcX69etx8uTJStcpLCzEgAEDEBAQgJkzZ4ocof6xDvxHjuUvCAIGDhxYZX4fVVRUhGHDhuH48eMiREZiuXXrFnr37q3R04fp6eno3bs3bt++LUJktXfr1i1ERUVJkjYH9k2XObUFpaWl2LJliyRpb926FcXFxZKkTbVjTueAptgfLo914D9yrANyLH8ioqo4ODiga9eucHBwkDoUUcmxLWBf4D/mXv4crDQT77//PlJTUzFp0iQsXrwYjo6O6mWzZs1C27ZtUVxcjDZt2pR7TFhKS5cuxciRI5GSkmKwAcs///wTf/zxBxQKBT766CO979+Q9uzZg6CgoArf29jYYN26dcjPz8dbb72lnkr36tWr+Oijj9CxY0fMmjVL7HBFMWfOHFhaWmLOnDmVLn/33XdRUFCAH3/8UdzADIR1oDy5lf/Bgwdx4MABjdcvKirCJ598YsCISGwRERG4ceOGxuunpqZi1apVBoxIf2JiYiRLOykpCbm5uZKlT7VjLm3BlStX1O+fFVt+fj6SkpIkSZtqz1zOAU2xP1wR68BDcq0Dcit/IqKqtGzZEqtXr67wtJ0cyK0tYF+gPHMufw5WmoHz589jw4YNaNy4caWP9ioUCvj5+QGofgrY3r17Q6FQIDw8XC8xxcfHV/tJSEjA+PHjERAQYJAByytXruCNN94AALz33nvo0qWL3vatb9nZ2RW+i4mJwTPPPFPp+mUX24MHD2LFihUoLS1FWFgYioqKsG7dumrf4WnKPD09MWTIEOzfv7/CEznLly/Hzp07sXXrVpOc8pd1oGbmXP6V0WV6wL/++gv//POPAaIhsRUVFek0XemqVatM4okpKQcrS0tLER8fL1n6VDvm0hZIeQ4YQ/qkO3M5ByrD/rBmWAf+I8c6YM7lT0SkjZKSEqhUKpSUlEgdiujMuS1gX6Bm5lz+HKw0A7/88gtKS0sRGhpaZSW0tbUFUPVg5caNG/X6h7tXXnkFHTt2rPHj6+uLo0ePAgBSUlIwevRovaSfkZGBoKAg3LlzBy+//DI+//xzvezXEHbv3g1PT0/cvHlT/V1JSQksLS2hUCiq3K7sMfZp06Zh4sSJiIqKUj/+bs5mzZoFCwsLzJ07V/1dZGQkpk2bho0bN5rkL6pYBzRnjuVfmZKSEmzdulWnbf/44w/9BkOSOH36dLlrgqbS0tIQHR1tgIj068qVK5Kmf/nyZUnTp9oxh7aA5wDVhjmcA49jf1g7rAP/kWMdMMfyJyLSVlJSEvz9/WU7Y4g5tgXsC2jOHMsfABRC2fOxZLI6d+6MU6dOYceOHQgODq50nV69euGvv/7Crl270KdPn3LLtalZrwABAABJREFU7t+/j7Zt22LJkiUIDQ3Fxx9/rPPTlYGBgTh8+DB69+6t8eh9UlISEhMTAQCLFi3C9OnTdUq7zJ07dxAYGIhz586ha9eu+Ouvv3T+JUFubq56St2mTZvCwkLz8f3S0lKkp6cDAFQqVZVzqGdnZ2P8+PF4/vnnMWbMGADA4cOHoVKp8Morr1Sbxt9//w0/Pz88ePAAnTp1wvHjx2FpaalxjEDt8lgdTfNfW8nJyfD398fHH3+MCRMmaL29ofIPmEYdMIb810Ztyx8w7DHQ1aPHTluOjo6VzuVPpiU/Px937tzRaduGDRsazZTvVblz5w7y8/MrXRYdHY0mTZpUuW2TJk1gZWWF4uJiZGRkVJtORkYG/P39K3zv5ORk0u82SU9PR2lpKSwsLNC0aVOpw6kS+wJVu3//PnJycipdVtM5AGh+HlR1Dph6W8FzoDxjPgdMoT8M8J7IGPLPeyLdmes9ERHJS1hYmFbrp6enY82aNXj77bc17g9KMS2m3PsCgGn0B40h/7UhdV/g0Tz6+PggLi5OpxisdNqKjMr169cBoMoR88LCQpw6dQpA5U9Wzpo1C23atMEbb7yB0NBQvcQUERGh0Qh+TEwMevbsCeDhS3FrO1B5//59BAUF4dy5c/D19cWuXbv09sizrgMHNXFycsKwYcOwYsUK9YX44MGDmDFjRo3b1qtXD7a2tnjw4AGCgoK0vil/nKHyaCh5eXno378/QkJCdL4QP0qq/BtLHZB7+QOmdwwqo1KpoFKppA6DJKTrIKexaNKkCZRKZY3rWVlZabReZbKzsyudXsbUlJaWavVeU3NkLn2BR2l6DgC6nwfm0lbwHDCfc8BY+sOAcVwHtME6wHsi3hMRkTnIy8vTav2CggL1fzXd1lz7jewLsC9gTH2BzMxMnbflYKUZyM3NBfDfRfpx//d//4d79+7B2dkZbm5u5ZadOXMG33//vSTvrYmNjcVLL72E7OxshIeH4+OPP67V/vLy8hAcHIzo6Gh4eXlh7969ev3FeG1+UVCTHj164M0330ROTg7q1q2LgoIC2NnZVbuNIAh4++23UVBQAG9vbyxevBhDhgyBl5eXxjE+zlC/ojWUzZs3IyEhAZcuXcKGDRsqLD9//jyaN2+u8f4M+cuZmhhDHZAy/7rQd/kDxvMrYkEQkJmZqdO7Fxo0aGCS89JTecXFxTp38Jo0aVLrP9QaWnZ2trr/8rianpbU9snKypjC06fVMcWnygzF2PsCVVGpVLh3716ly2qq14B2T1ZWpl69eqhbt65mwRohngP/MfZzwNT6wwDviaTMvzHUAd4TGc89ERHJi7Z/xyhrH+zs7DTe9vG/i4tB7n0BwPT6g+wL1G4cxNXVVau0yhHI5LVu3VoAIKxcubLCspSUFKFRo0YCAKF79+7llhUXFwt+fn7C5MmT1d8BED7++GOdY3nhhRcEAMK1a9dqXPeDDz4QAAjh4eE6p1emsLBQePnllwUAgoeHh3Djxo1a71MQBEGlUgkABACCSqUy6LYDBgwQNm7cKJw/f15Ys2ZNjet/8803AgDh008/FZKSkgQ7OzuhU6dOQnFxsUHjlHq/+mbIOE2hDhhT/qVirHH+73//U8el6cfV1VUoLCyUOnTSk1deeUXrOhASEiJ12Br54YcftM5b2Sc1NVUQBEFITU3VeR9Xr16V+AjUjpubmwBAcHNzkzqUahnr9fVxUsR5+PBhneuvPs6Dv/76S5R8GgrPAf0ypv4g74mkYUz55z2RNEwlTiIyXxcuXNDqs2nTJgGAsGnTJo23kYKpXF+NqS1kX0AaYo6DVIU/lTIDZdOoLly4EJcuXVJ/f/LkSbz44ovqac4enwL2m2++QUZGhs7vp6zMyJEjMW/ePDRo0KDGdZctW4Zt27bV+onKkpISDBs2DH/99ReUSiX279+PZs2a1WqfUggJCcG2bduwa9euKt89WubKlSuYNm0a/Pz8MGPGDDz55JOYN28eTp8+jSVLlogUMekb6wA96u23367x12OPGz16NGxsbAwUEYlNl+k79DXlh6H5+flJlnaDBg1M9mXzZD46duwIhUIhWfq+vr6SpU1UHfaHiXWAiIg00aZNGxw7dgxt2rSROhTSM/YF5IuDlWZg+vTpaNCgAVJTU9GuXTt06NABnp6e6NKlC7y8vBAQEACg/GBlVlYW5syZg7lz56K4uLjcu5sKCgqQnZ2N0tJSrWMZPnw4Zs+erdH0qxYWFggJCdE6jcdt3LgRmzdvBgDY2NggNDQUAQEBlX40mVZLKsHBwdi7dy9u3ryJRo0aVbleaWkpwsLCUFxcjHXr1sHK6uFszpMmTUKXLl0QHh6O8+fPixU26RHrAD2qUaNG+L//+z+N/5j9/PPPY9asWQaOisQUFBSEiRMnarz+5MmT8dJLLxkuID3y9vbW6IdNhhAQECDpIBERANStW7fSd8mLwcvLC87OzpKkTVQT9oeJdYCIiDRhbW2Nhg0bwtraWupQSM/YF5AvDlaagebNmyMqKgp9+vSBnZ0drl+/jkaNGmH16tXYtm0bkpKSAJQfrExLS0NOTg7GjBmDBg0aqD8AsHjxYjRo0ABXr16VJD/aKiwsVP//1atXcezYsSo/Vb3X0xg4OzvD29u7xnmdly1bhqNHj+LTTz9Fu3bt1N9bWFjgxx9/hIWFBcLCwnR61x1Ji3WAHjdw4ED8/vvvNb5b75VXXsGuXbtga2srUmQklqVLl2r0MvnZs2eb1K8Gra2t8dZbb0mS9ujRoyVJl+hxUtVFngNkzNgfJtYBIiLSREpKCsaNG4eUlBSpQyE9Y19AvjhYaSbatWuHXbt2IScnB/fv38eJEycwcuRI3L17F+np6bCysoK3t7d6fU9PT0RGRlb4AMCIESMQGRkpyUuHdREWFgZBEDT6GPu0b8OHD0f//v2rXH7hwgXMmTMHnTt3xuTJkyssb9OmDebPn4/o6GgsXrzYgJGSobAO0OMGDhyI1NRULFmyBB4eHurvbWxsMGzYMBw9ehQ7duyAo6OjhFGSoVhYWKineZ80aRIaNmyoXtawYUNMnjwZ//zzD+bNm2dyTwu+++67oqfZokUL9O7dW/R0iSoTGhoq+rW7Tp06GDFihKhpEmmL/WFiHSAioprk5OQgMjISOTk5UodCBsC+gDxZSR0AGda5c+cAAG3bti33xI2joyMCAwMr3aZly5ZVLiPDGjVqVLXLvby8kJ+fX+06kyZNwqRJk/QZFomIdYAq4+zsjClTpmDKlCl48OABCgsL4ejoaHKDU6S71q1bY+nSpfj888+Rn58PhUJR4xO3xq5169Z47bXX8Pvvv4uW5rRp02BpaSlaekTVqVu3Lt577z0sWrRItDTfffddyaZgJtIU+8PEOkBERCRv7AvIE5+sNHNlg5VSvROHyBA++eQTKBQK/P3331KHQnrUsmVLtG3bFj4+PvDx8cGGDRs02u7333/H2LFjUVBQgP79+6NNmzbw8fFBUFAQkpOTDRu0BGxsbFC3bl0OVMqUQqGAvb29yQ9Ulvn6669Fe3feCy+8gDFjxoiSFpGm5s6di7Zt24qSloeHB+bNmydKWmR4cuv/yIUm/eHk5GQEBgaifv36eOaZZ8otU6lU6NWrF1xcXODi4iJW2KRHvCciIiJN8dpvnt5//320bNmy2r99V9cf3L9/v7of4ePjg2bNmsHX11eM0GuNg5VmTtvBSkEQEB4ebsCIiGonNjYWJ0+eRPPmzaUOhQxg06ZNiI+PR3x8PAYPHqzRNlu3blVPDTF69GhcvHgR8fHxCA4O5nu5iIycq6srvvnmG622ycjIQFpaGjIyMjText7eHj/88AMsLNj1NSXa3HTv3bsXfn5+6NixI9q3b49169ZptExqdnZ26vepaEPb80ChUGDt2rVwcHDQJUwyQuz/mK+a+sP16tXD/Pnz8euvv1ZYZm1tjalTp2L//v1ihEoGwnsiIiLSBK/95mnQoEE4evQoWrRoUeU61fUHe/bsqe5HxMfHw9fXF2+88YYhQ9Yb/sXGzJUNVj711FMSR0JUe4WFhRg/fjwiIiL4VJmM3L17F0qlEi4uLvDx8YGXlxdsbW0xZswYFBUV4dixY+jevTvs7OzQp08fdd3o3Lkzrl69KnH0RFSTIUOGYObMmRqv7+/vD3d3d/j7+2u0vpWVFX7//fdy73wl06HJTbcgCBg2bBjWrl2LuLg47Ny5E2PGjEFOTk61y4zFs88+i++//16rbbQ9DyIiItCtWzddwiOJsP9DVWnYsCECAgIq/fGBra0tevToAScnJ/EDI4PiNYGIqDxXV1dMmzYNrq6uUodiMLz2y9Pzzz8PpVJZ7TrV9QcfdfPmTRw8eBDDhw/XZ4gGw8FKM3f8+HEIgoBevXpJHQpRrc2dOxehoaF44oknpA6FDOSNN95Ahw4dMGrUKNy+fRsA0KBBAwwbNgyTJk1CfHw8vvzyS3Tt2hWrVq1CZGQknnvuOdjY2FTY1/Lly9G3b1+xs0BEOpg/fz6mT5+u9/3a2tpi06ZN6NOnj973TYan7U13dnY2AOD+/ftwdnYu97726pYZg7fffhurVq0yyI+xvv76a7z77rt63y8ZFvs/8lVZf5jkhfdEREQ1c3FxQVhYmFlPe85rP9XWunXr0Lt3bzRu3FjqUDTCwUoiMgknTpxAdHQ0xo0bJ3UoZCBHjhxBQkICYmNj4ezsjBEjRqiXxcfHo2PHjgCAmJgY+Pj4AHg45cWrr75aYV8LFy7EP//8gwULFogSOxHVjkKhwKJFi7BmzRrUq1dPL/ts06YNDh06hH79+ullfyS9qm66FQoFNm7ciAEDBqBFixYICAjAunXrYGNjU+0yYzN69Gjs2rULzZo108v+XF1dsW3bNkyYMEEv+yPxsf8jP9X1h0keeE9ERKSZe/fu4c8//8S9e/ekDsWgeO2n2li7di1GjhwpdRga42AlEZmEw4cPIykpCU888QRatmyJtLQ09OrVC3v27JE6NNKTsveQWltbY+LEiYiKilIvi4+PV3fIyjpngiBg79696N27d7n9fP7559iyZQv27NkDe3t70eInotp76623kJiYWOG81oaFhQUmT56M+Ph4dO7cWY/Rkb5169YNLi4ulX5SU1PLrVvdTXdxcTEWLVqEbdu24fr16zhw4ABGjBiBO3fuVLvMGPXu3RuJiYkICwur1X6GDRuGxMREhISE6CcwkgT7P/JTXX+Y5IH3REREmklLS8OHH36ItLQ0qUMxKF77SVdHjhxBXl6eSc24ycFKIjIJ06dPx82bN5GcnIzk5GQolcpKG2YyTbm5ueop+gBg/fr16l+O3bhxAxYWFmjatCkA4OzZs+jQoQNOnz4NLy8vODo6qrdbtmwZ1q9fj3379vFdPUQmSqlUYvfu3Th9+jTCwsJgZ2en0XaNGzfGrFmzcO3aNXz++eeoU6eOgSOl2oqKikJWVlalH3d3d/V6Nd10x8fH4+bNm+jatSuAh+9zbNasGRISEqpdZqycnJywdu1aXLhwAR988AHq16+v0XZ169bFhAkTkJiYiF9++QXOzs4GjpQMif0f+amuP0zywHsiIiJ6FK/9VBtr1qxBWFgYLC0tpQ5FY1ZSB0BERJSZmYmBAweipKQEgiCgVatW+OmnnwAAcXFx6l+RAUC9evUQEREBZ2dn9O/fX/19WloaJk+ejFatWqF79+4AHr6v7tSpU2JmhYj0xN/fH2vXrsUXX3yBkydPIiYmBrGxsdi5cycePHgAGxsbDBkyBH5+fvDz84O/v79RTu1JtVN2071///4qb7rd3d2RlpaGixcv4sknn8Tly5dx5coVtGnTBlZWVlUuM3Zt27bFl19+iYULF+L06dOIiYlBTEwMbt68iePHj6OoqAh16tTBJ598Aj8/P3Tq1KncHyzItLH/Iz/V9YdHjRqFkJAQhISEoLCwEB4eHigsLMS9e/egVCoxfPhwLFq0CADg6+uL9PR03L17F0qlEt27d8fPP/8sZdZIQ7wnIiKiR/HaL0/jx4/Htm3bkJGRgZ49e8LR0RGXL1/Wqj+Yk5ODzZs3G/WPdCujEARBkDoIImOVm5ur/qOPSqWCg4ODKNuKyVBxyj3/ht63vphy/tu1a4fIyMhavyTaFMqJiP6jVCpx48YNuLm5mf2UP1UxlWNQ2+trWloa3N3d0apVK9StWxdA+ZvuPn364NNPP8UzzzyD9evXY+HChbCwsIAgCJg5cyaGDBkCANUu00ecUjCVOmAoppJ/Q9QtffV/HmXK/UF94T0R82+q5wDviYjIXCQlJWm1fmJiIgYNGoRNmzahXbt2Gm3Ttm1bXUKrFfYHTaONkXv+AeMYB+GTlUREZJISExOlDoGIiAxIqVSiut9V7t69W/3/Q4cOxdChQytdr7plRKaG/R8iehSvCUQkV3Z2dvDy8tL4tSHmhNd+MlccrCQiIiIiIiIiIiIiIpPg4eGBLVu2SB0GEekRByuJRJCbmyt1CFUSIza551/MdLQl9/wDxh0bEZG5MOZrrTHHRubDmOsZ+4O8J2L+eQ4Yc2xERObCmK+1cm8L5Z5/wDhi42AlkQhcXV2lDkFScs8/wGMg9/wTEckd2wGSO54DPAbMv7zzD/AYEBHp0/nz5zFkyBD89ttv8Pb2ljocjbAd4DGQe/5rYiF1AERERERERERERERERJoQBAFFRUXVvuOeiEwLn6wkMhB7e3uoVCqpw9CKvb29Xvcl5/yX7c+UjoHc8w/o/xgQEckZ2wGSO54DPAbMv7zzX7Y/uR8DIiI5YztgesdA7vkHpOsLcLCSyEAUCgUcHBykDkMycs8/wGMg9/wTEckd2wGSO54DPAbMv7zzD/AYEBHJHdsBHgO5518bnAaWiIiIiIiIiIiIiIiIiCTBJyuJiIiIiIiIiIiIiMgkeHh4YPv27XB3d5c6FCLSEw5WEhERERERERERERGRSbCzs0Pr1q2lDoOI9IjTwBIRERERERERERERkUm4ceMGZs+ejRs3bkgdChHpCQcriYiIiIiIiIiIiIjIJGRnZ2Pz5s3Izs6WOhQi0hMOVhIRERERERERERERERGRJDhYSURERERERERERERERESS4GAlEREREREREREREREREUmCg5VERERERERERERERGQSLCws4O/vDwsLDm8QmQuezUREREREREREREREZBJKS0sRHR2N0tJSqUMhIj3hYCURERERERERERERERERSYKDlUREREREREREREREREQkCQ5WEhEREREREREREREREZEkOFhJREREREREREREREQmoX79+ujbty/q168vdShEpCdWUgdARERERERERERERESkCaVSic8++0zqMIhIj/hkJRERERERERERERERmYTCwkJcv34dhYWFUodCRHrCwUoiIiIiIiIiIiIiIjIJly9fRlBQEC5fvix1KESkJ5wGlshABEFAXl6e1GFoxd7eHgqFQi/7knv+AdM7BnLPP6D/YyB3rANERCRnbAd5DJh/eecf4DEgIpI7tgOmdwzknn9Aur4AByuJDCQvLw+Ojo5Sh6EVlUoFBwcHvexL7vkHTO8YyD3/gP6PgdyxDhARkZyxHeQxYP7lnX+Ax4CISO7YDpjeMZB7/gHp+gKcBpaIiIiIiIiIiIiIiIiIJMEnK4lEkJmZabS/TMzNzYWrq6tB05B7/gHjPQZyzz8g3jGQO9YBIiKSM7aDPAbMv7zzD/AYEBHJHdsB4z0Gcs8/YBx9AQ5WEonAwcHBaC9EYpB7/gEeA7nnn1gHiIhI3tgO8hgw//LOP8BjQESkT+3atcOFCxekDkMrbAd4DOSe/5pwGlgiIiIiIiIiIiIiIiIikgQHK4mIiIiIiIiIiIiIyCRcu3YNQ4YMwbVr16QOhYj0hNPAEhERGSlBEBAbG4ujR48iJiYG8fHxyM7ORnFxMerUqQMPDw/4+fnhmWeewcsvv4y6detKHTLpWXFxMSIjI3H69GnExMQgMTERKpUKCoUCjo6OaNeuHfz8/NCpUycEBgbCyopdOyIiIiIiIjJveXl5SEhIQF5entShEJGe8C9aRERERiYvLw+//vorIiIiEBcXV+V6V69exb59+wAAjo6OePPNNzFu3Di0a9dOrFDJQNLT07F69WqsWrUKN27cqHK9ixcvYsuWLQAApVKJMWPGYNSoUWjSpIlYoRIREREREREREdUKp4ElIqNy6NAhKBSKch9HR0f4+vriiy++QHFxsdQhkgGx/IG//voLbdu2xTvvvFPtQOXjVCoVIiIi0L59e7z33ntQqVQGjNJw5F4HSktL8fXXX8PT0xNz586tdqDycWlpaZgzZw48PT2xYsUKlJaWGjBSIiIyFLm3hcQ6IHcsfyIiYlsgb3Itfz5ZSURGafDgwQgODoYgCMjIyMBPP/2ESZMm4cKFC/juu++kDo8MTI7ln5+fjw8++ADff/99rff1zTffYNeuXfj555/RtWtXPUQnPjnWgZSUFAwfPhxHjhyp1X5yc3MxYcIEbNq0CT///DOUSqWeIiQiIjHJsS2k8lgH5I3lT0REbAvkTW7lz8FKIjJKPj4+CA0NVf973Lhx8PLywurVq7FgwQI0atRIwujI0ORW/jk5Oejbty8OHz6st31eu3YNPXr0wKZNmxAcHKy3/YpFbnXg4sWL6NmzJ9LS0vS2z0OHDuG5557D/v370aZNG73tl4iIxCG3tpAqYh2QN5Y/EVHV3NzcsHjxYri5uUkdikGxLZA3uZU/p4ElMnKxsbEVHvuuzcdUOTg44Nlnn4UgCLhy5YrU4YiKdcC8y7+goAD9+vXT60BlmcLCQgwcOBD79+/X+77FZs51IDk5GT169NDrQGWZ1NRU9OzZEykpKXrfNxERicuc28KasD/8EOuAvOuAnMufiOhxTk5OCAkJgZOTk9ShiErObQH7AuZf/hysJLOwfft2jB07Fv7+/mjWrBlsbGxQr149PPPMM/jkk09w7949qUPU2e7du5GdnQ1BEPTyMWVlF2FnZ2eJIxEX68BD5lr+06dPR2RkpMH2/+DBA7z22mtIT083WBpiMcc6UFxcjNdee02rd1NqKzU1Fa+//jpKSkoMlgYREYnDHNtCTbA//B/WAXnXAbmWPxHR4+7cuYNffvkFd+7ckToU0cm1LWBf4CFzLn9OA0tmYdmyZTh8+DBsbGzQrFkzPP3007h16xZiY2MRExODH374AZGRkfDw8JA6VK1lZ2ejfv36Uochury8PGRlZann5P72228RFxcHf39/tG7dWurwRCXHOiCX8o+KisLy5cu12iY6OhpNmjRBRkYG/P39NdomOzsbY8aMwbZt20zm12NyqQNLlizBmTNntNpGlzpw6tQpLFu2DB999JEuYRIRkQTk0hZqQo79YYB14FFyrAMsfyKiqqWnp2P+/Pnw8fFBw4YNpQ7HYNgW/Id9AfMvfw5Wkll4++238fHHH6Nr166wsbFRf3/u3DkMGzYMf//9N0aPHo0DBw5IGKX2UlJS0KJFC6nDkMS8efMwb968ct/1798fK1eulCgiaci1Dsih/IuKivD2229r/WuuJk2aQKlUap3ejh07sHHjRgwePFjrbaUghzrwzz//IDw8XOvtdK0Dc+bMwYABA0zyhztlHjx4gOLiYgAPn0oVBMFkBuCJ9KGkpAQpKSkoKioCAJP+RTDVTA5toSbk2h8GWAfKyLUOsPyJiIhtwUPsC/zHnMuf08CSWXjzzTfRvXv3cgOVANChQwf88MMPAIDIyEiTmw52x44d6Nu3r9RhSGLkyJHYt28f9uzZgyVLlsDZ2RmZmZmoU6eOep2oqCg4OjpW+NjY2MDS0lLC6PVHrnVADuW/bds2XL58WdQ0P//8c1HTqw051IFvvvkGDx48EC29wsJCrFixQrT09CklJQWzZ8+Gu7s7MjMzAQCZmZno0KEDIiIikJOTI3GERIaVlZWFzz77DK1bt0arVq1w69YtAA/Pg0WLFqn/TeZFDm2hJuTaHwZYB8rItQ6w/ImIiG3BQ+wLyKP8OVhpZrKysjBlyhR4eHjAzs4O7u7umDx5MvLz8xEaGgqFQoHVq1dLHaaaGL8G9/LyUqdVUFBg8PT06dq1a2jZsmW572bOnAmFQoE1a9ZUus3LL78Ma2trxMbGihCh4Xh6eqJnz54ICgrClClTsHPnTpw6dQpjx45Vr9OtWzeoVKpyn0uXLsHFxaXCr05MlVzrgBzKPyIiQvQ0z5w5g+joaNHT1YW514Hc3Fz8+OOPoqe7du1a5OXliZ5ubWzZsgVPPvkkFixYUGFAJjExEePHj0eHDh1w4cIFiSIkMqzjx4+jbdu2mDZtGq5du1ZuWUlJCWbOnIknn3wShw8flihCMhRzbws1Jdf+MMA6UEaudYDlT0REbAseYl9AHuXPwUozcvbsWbRv3x5Lly5FZmYmvL298eDBAyxbtgyhoaG4ePEiAODpp582WAyBgYFQKBRITk6ucd0zZ86gY8eOFf7oom/Hjh0DACiVSri6uho0LX3KycmpdB7u8PBwdOjQAR9++CFSUlLKLVu5ciX27duHWbNmwdfXV6xQRdG5c2eEhoZi/fr1OHnyZKXrFBYWYsCAAQgICMDMmTNFjlD/WAf+Y27lf+3aNURGRkqSdtnT5qbG3OrAli1bcP/+fdHTzc7Oxh9//CF6urrauXMnXnvttRp/bHT9+nV0795do/4HkSmJjY3Fyy+/jH///bfa9bKzs9G7d2+cOnVKpMhICubWFmqC/eHyWAf+I8c6IMfyJyKqioODA7p27QoHBwepQxGVHNsC9gX+Y+7lz8FKM5GVlYXg4GBkZmZi6tSpyMjIQGxsLDIzMzFv3jxs2bIF8fHxsLCwQPv27aUOFwDw66+/IiEhAYGBgXofsCwtLUV6ejp++uknhIWFwdLSEsuWLdNrGoa2Z88eBAUFVfjexsYG69atQ35+Pt566y3106lXr17FRx99hI4dO2LWrFlihyuKOXPmwNLSEnPmzKl0+bvvvouCggJJnlYyBNaB8syp/KvqUJh72rVlTnXgxIkTkqVtKnUgPz8fI0aMQGlpqUbrZ2ZmYsKECQaOikg8giDgrbfeQm5urkbr5+fn48033+R7LM2cObWFmmB/uCLWgYfkWgfkVv5ERFVp2bIlVq9eXeFpOzmQW1vAvkB55lz+HKw0E++//z5SU1MxadIkLF68GI6Ojupls2bNQtu2bVFcXIw2bdqUm9NYSkuXLsXIkSORkpKitwHLb7/9FgqFApaWlmjWrBlGjBgBLy8vREZG4rXXXtND1IaRnZ1d4buYmBg888wzla5fdrE9ePAgVqxYgdLSUoSFhaGoqAjr1q2DtbW1gSOWhqenJ4YMGYL9+/cjKiqq3LLly5dj586d2Lp1K+zt7SWKUHesAzUzp/I/c+aMZGknJiaa3JTYZVgH9CMmJkaytLWxYcMG3LlzR6ttdu/ebfAZG4jEcuzYMZw9e1arbS5duoSDBw8aKCIyBubUFj6O/WHNsA78R451wJzLn4hIGyUlJVCpVCgpKZE6FNGZc1vAvkDNzLn8OVhpBs6fP48NGzagcePGlc5DrFAo4OfnB6D8FLBRUVF46aWX0LRpU9ja2kKpVGLw4MF6eefT+fPnER8fX+0nISEB48ePR0BAgN4GLJs2bYquXbvi2WefRbNmzaBQKHDq1Cn8/PPPyM/Pr3W+DGH37t3w9PTEzZs31d+VlJTA0tISCoWiyu3KHmOfNm0aJk6ciKioKPXj7+Zs1qxZsLCwwNy5c9XfRUZGYtq0adi4caNJ/qKKdUBz5lL+2v7xWZ+Ki4tN+t1+5lAHBEGQtA5ImbY2vv/+e623EQTBZKc6JnqcLudAbbYj02EObeHj2B/WDuvAf+RYB8yx/ImItJWUlAR/f38kJSVJHYokzLEtYF9Ac+ZY/gCgEDhPkMmbNWsWFi5ciEmTJmHp0qWVrjNy5EisWbMGCxcuxIwZMwAA27dvR2RkJJ577jk0btwYaWlpWLRoEdLS0vD3339DqVRqHUtgYCAOHz6sc1569uyJffv26bz94/7++29MmDABhw8f1mnfubm56qdUmzZtCgsLzcf3y6aiBQCVSlXlHOrZ2dkYP348nn/+eYwZMwYAcPjwYahUKrzyyivVpvH333/Dz88PDx48QKdOnXD8+HFYWlpqHCNQuzxWR9P811ZycjL8/f3x8ccf6zT9n6HyD5hGHTCG/NdGbcsfMOwxqMqtW7dQVFRU6bLo6Gg0adKkym2bNGkCKysrFBcXIyMjo9p0MjIy4O/vX+F7FxcX2Nraahe0DlgHKicIQrnO9+P0VQeqKn8A6h/0GLP09HSNp4B9VJ06ddCwYUMDRGQ8yo6NhYUFmjZtKnU4ZCC3b9/GgwcPtN7O2toajRs3NkBExsNUzgH2h02jPwzwnsgY8s97It2ZYn+YiOhxYWFhWq2fnp6ONWvW4O2339a4PyjFtJhy7wsAptEfNIb814bUfYFH8+jj44O4uDidYrDSaSsyKgcOHAAAdO/evcp10tLSAJR/sjIkJAQhISHl1nvmmWfQtm1bbN68GR988IHOMfXu3VvjR42TkpKQmJgIAOjRo4fOaVamffv22LlzJ1q1aoX9+/cjMjKy2uNUnbITTt+cnJwwbNgwrFixQn0hPnjwoHpQuTr16tWDra0tHjx4gKCgIK1vyh9nqDwaSl5eHvr374+QkBC9vKdMqvwbSx2Qe/kDxnEMmjRpotGPRaysrHT6UQnw8D3H5oB1QPc6UN1gqanLz8/HjRs3pA5DFKWlpbLJK2muqKhINvWC5wD7wwDviVgHeE9kjv1hIpKfvLw8rdYve71NQUGBxtuaa7+RfQH2BYypL5CZmanzthysNAPXr18HgCof7y0sLMSpU6cAlB+srIyLiwuAh38ArY2IiAiNHjeOiYlBz549AQDh4eGYPn16rdKtjKOjI1544QVs2rQJsbGxOg9W1uYXBTXp0aMH3nzzTeTk5KBu3booKCiAnZ1dtdsIgoC3334bBQUF8Pb2xuLFizFkyBB4eXlpHOPjDPUrWkPZvHkzEhIScOnSJWzYsKHC8vPnz6N58+Ya78+Qv5ypiTHUASnzrwt9lz8g3q+Iq3tapqanJbV9srIyjRo1go2NjWbB1gLrQOVqerJSX3WgumVubm41ByqxzMxMFBcXa72dg4MDnJyc9B+QETGVp8qodv7991+d3jFsa2ur7tObK1M5B9gfNr3+MMB7Iinzbwx1gPdEfLKSiKSh7fv1ytoHOzs7jbeV4j5Y7n0BwPT6g+wL1G4cxNXVVau0yhHI5NWtW1cAIERHR1e6fPXq1QIAwdnZudLlxcXFwoMHD4QrV64IgwcPFpo1aybcvn1bp1heeOEFAYBw7dq1GteNiYkRGjRoIAAQwsPDdUpPU/369RMACJ999plW26lUKgGAAEBQqVQG3XbAgAHCxo0bhfPnzwtr1qypcf1vvvlGACB8+umnQlJSkmBnZyd06tRJKC4uNmicUu9X3wwZpynUAWPKv1SkiPOdd95Rp6ntJzU1VRAEQUhNTdV5H3fu3BEln6wDVWvbtq1kdaB9+/ai5LG25s+fr1P+jh07JnXoBufm5iYAENzc3KQOhQzot99+0+kcWLdundShG5ypnANsB02jP6xLnFLvV9+MKf+8J5KGqcRJRObrwoULWn02bdokABA2bdqk8TZSMJXrqzG1hewLSEPMcZCq8KdSZqDsvVZnzpypsCw1NVX9qPRTTz1V6fYvvPACbGxs4OHhgZiYGBw8eFCUX2P/9NNPuHv3LsLDw/Hxxx8bLJ07d+6o36Pp4+NjsHRqKyQkBNu2bcOuXbsQHBxc7bpXrlzBtGnT4OfnhxkzZuDJJ5/EvHnzcPr0aSxZskSkiEnfWAfkw8/PT7K0W7VqhQYNGkiWPj0kZR2QMm1tjBw5EtbW1lpt8/TTT6NLly4GiohIXK+++qrWv0pt2LAhXn/9dQNFRGR47A8T6wAREWmiTZs2OHbsGNq0aSN1KKRn7AvIFwcrzUDZNKoLFy7EpUuX1N+fPHkSL774IrKzswFUPQXsDz/8gJMnT2L9+vWoV68eXnrpJaSkpOgUy8iRIzFv3jyN/hC+bNkybNu2rdYDlWfOnMHcuXNx+fLlCsuioqLQq1cvZGdno0OHDnjxxRdrlZYhBQcHY+/evbh58yYaNWpU5XqlpaUICwtDcXEx1q1bp56yd9KkSejSpQvCw8Nx/vx5scImPWIdkA9/f3/J0jaVgSpzxzpQsyZNmmj0booylpaWWLJkCRQKhQGjIhKPjY2N1jfY//vf/2qcJonImLE/TKwDRESkCWtrazRs2FDrH7iS8WNfQL44WGkGpk+fjgYNGiA1NRXt2rVDhw4d4OnpiS5dusDLywsBAQEAqh6sfPLJJ/Hss89iyJAhOHDgAO7fv4/PPvtMp1iGDx+O2bNno379+jWua2FhgZCQEJ3SeZRKpcK8efPQunVruLq64plnnkHHjh3h7OyM559/HmfOnEHr1q2xdevWWr1c19CcnZ3h7e1d4y/oly1bhqNHj+LTTz9Fu3bt1N9bWFjgxx9/hIWFBcLCwlBSUmLokEnPWAfkw8fHR7Jf/w0dOlSSdKm8gQMHStImWVlZYeDAgaKnq6vw8HC89957Na5nbW2Nn3/+GS+99JIIURGJZ/jw4fjiiy80WnfRokV45513DBwRkWGxP0ysA0REpImUlBSMGzdO5wduyHixLyBfHKw0A82bN0dUVBT69OkDOzs7XL9+HY0aNcLq1auxbds2JCUlAah6sPJRTk5O8PT0rPQpRWP19NNP46uvvkK/fv1Qr149XLp0CYmJibC2tkbPnj2xYsUKnD17Fq1atZI61BoNHz4c/fv3r3L5hQsXMGfOHHTu3BmTJ0+usLxNmzaYP38+oqOjsXjxYgNGSobCOiAPFhYWGDt2rOjpKpVK9O3bV/R0qSKlUol+/fqJnu6rr76KZs2aiZ6urhQKBb766iv89ttvlU7vamlpiYEDB+Lo0aMciCezNXHiROzbtw9BQUGVLu/Zsyf27NmD6dOnixwZkWGwP0ysA0REVJOcnBxERkYiJydH6lDIANgXkCeFIAiC1EGQ4dy5cwfOzs6wsrKCSqWCra1ttevfunULHh4eePPNN7FixQqRojReubm5cHR0BPDwCU4HBwdRthWToeKUe/4NvW99kXv+AenizM7Ohru7O1QqlVbbpaamQqlUIi0tDe7u7lptu2DBAsycOVOrbWqDdaB6hw4dQvfu3bXerjZ14MiRI+jWrZvWaRqL+Ph4nDlzBiqVCk5OTnjppZfg5uYmdViiUyqVuHHjBtzc3JCWliZ1OCSiy5cv48iRI7h//z7q1q2Lbt26yfI9PaZyDrAd5DFg/uWdf0PvW59MJU4iMl9lD9toKjExEYMGDcKmTZvKPVVXnbZt2+oSWq2YyvVV7m2h3PMPGMc4iJVOW5HJOHfuHICHF+PHBypDQ0Ph6ekJHx8fODk54Z9//sEXX3wBKysrfPjhh1KES6SRTz75BOHh4Th37hzat28vdThEOnFycsKSJUtEe8Kybdu2mDRpkihpkWYCAwMxbNgw/Prrr6KkN3z4cJMeqAQeTqHs4+MjdRhEkvH09ISnp6fUYRCRgbRs2RJ2dnbqd8/OmDEDgwcPLrdOcnIywsLCEBcXh9atW+PMmTPqZSqVCgMHDkRMTAwAICsrS7zgiYiIiKjW3n//fWzfvh3Xr1+v8m/f1fUH9+/fjylTpqj/fevWLTRp0gSxsbGixF8bnAbWzJUNVlY2BWznzp2xe/duvPXWW+jduzeWLFmCbt26IT4+nn8EIaMVGxuLkydPonnz5lKHQnrWsmVLtG3bVj0YsWHDBo22+/333zF27FgUFBSgf//+aNOmDXx8fBAUFITk5GTDBl1LY8aMQY8ePbTaJiMjA2lpacjIyNB4m7L5+sv+8GUKtCnPvXv3ws/PDx07dkT79u2xbt06jZYZg+XLl9f4HobH6VIHmjZtiq+++krb8IiIyEiZcv+Hqrdp0ybEx8cjPj6+wkAlANSrVw/z58+v9MdO1tbWmDp1Kvbv3y9GqGQAcrwnIiIi3fDab54GDRqEo0ePokWLFlWuU11/sGfPnuq+ZHx8PHx9ffHGG28YMmS94WClmatusHLChAk4ffo07t69i/z8fFy6dAmrVq2q9kQgklJhYSHGjx+PiIgIKBQKqcMhA6jpjzOV2bp1q3oe+9GjR+PixYuIj49HcHAwRo8ebcBoa0+hUGDt2rVaTWPp7+8Pd3d3+Pv7a7zN/Pnz8eyzz+oSoqQ0KU9BEDBs2DCsXbsWcXFx2LlzJ8aMGYOcnJxqlxkLZ2dn/Pzzz7C2ttZ4G23rgI2NDX7++Wc0aNBA1zCJiMjImHL/h2qnYcOGCAgIqHR6LVtbW/To0QNOTk7iB0Z6I7d7IiIiXbi6umLatGla//jXnPDab56ef/55KJXKateprj/4qJs3b+LgwYMYPny4PkM0GA5WmrmywcqnnnpK4kiIam/u3LkIDQ3FE088IXUoJKK7d+9CqVTCxcUFPj4+8PLygq2tLcaMGYOioiIcO3YM3bt3h52dHfr06aMeyO7cuTOuXr0qcfQ1c3d3x759+9CkSROD7H/69OmYPn26QfZtSNqWZ3Z2NgDg/v37cHZ2Ljf1eXXLjMFLL72E3377TasBS01ZW1tjw4YNWj/BS0RE0jL3/g9V7Y033kCHDh0watQo3L59W+pwyEjwmkBEVJ6LiwvCwsLg4uIidSgGw2s/1da6devQu3dvNG7cWOpQNMLBSjN3/PhxCIKAXr16SR0KUa2cOHEC0dHRGDdunNShkAFV9seZBg0aYNiwYZg0aRLi4+Px5ZdfomvXrli1ahUiIyPx3HPPwcbGpsK+li9fjr59+4qdBZ14eXnh6NGj8Pb21ts+rayssGTJEixatMgsnkSuqjwVCgU2btyIAQMGoEWLFggICMC6detgY2NT7TJjM2DAAGzfvh0NGzbU2z6dnZ2xc+dO9S8tiYjIdMih/0MVHTlyBAkJCYiNjYWzszNGjBghdUgkAbneExERaePevXv4888/ce/ePalDMRhe+6m21q5di5EjR0odhsY4WElEJuHw4cNISkrCE088gZYtWyItLQ29evXCnj17pA6N9KS6P87Ex8ejY8eOAICYmBj4+PgAeDjlxauvvlphXwsXLsQ///yDBQsWiBK7Pnh4eCAmJgbTp0+HhUXtmuenn34a0dHR5V6obWy6desGFxeXSj+pqanl1q2uPIuLi7Fo0SJs27YN169fx4EDBzBixAjcuXOn2mXGKCgoCImJiejXr1+t9zVgwAAkJibi5Zdf1kNkREQkBTn0f6i85s2bA3g4M8LEiRMRFRUlcUQkNrnfExERaSotLQ0ffvgh0tLSpA7FoHjtJ10dOXIEeXl5JvUQGwcricgkTJ8+HTdv3kRycjKSk5OhVCqxd+9e9O7dW+rQSE+q++NMfHy8ukNW1jkTBKHSOvD5559jy5Yt2LNnD+zt7UWLXx/s7OywaNEiREdHY+jQoVpPC9q2bVt8/fXXOH36tPp4GauoqChkZWVV+nF3d1evV1N5xsfH4+bNm+jatSuAh+9zbNasGRISEqpdZqyaNGmCP/74A3/88QcCAwO13r579+7Ytm0bNm3aJOt3dxARmQO59H/oodzcXPXU9QCwfv169R8nST54T0RERI/itZ90tWbNGoSFhcHS0lLqUDTGwUoiIpJcdX+cuXHjBiwsLNC0aVMAwNmzZ9GhQwecPn0aXl5ecHR0VG+3bNkyrF+/Hvv27YOTk5OYWdArX19f/Prrr0hNTcWSJUvQr1+/Sl+ubWdnh2effRbjxo3DwYMHcf78eUyYMMEopznVhSbl6e7ujrS0NFy8eBEAcPnyZVy5cgVt2rSpdpkxUygU6N+/PyIjI5GYmIjp06ejR48elR4DJycn9OjRAzNmzMD58+dx8OBBhISEmMXUv0REcibH/o/cZWZmonv37njqqafQoUMHHD58GD/99BMAYNSoUdi+fTsAoLCwEEqlEq+99hrOnj0LpVKJGTNmqPfj6+uLLl26qN9zNXz4cEnyQ9rjPRERET2K1355Gj9+PJRKJdLS0tCzZ094enoC0K4/mJOTg82bN+Ptt9+WJA+6spI6ACIiXSQnJ0sdAulRZmYmBg4ciJKSEgiCgFatWqn/OBMXF1fuKcF69eohIiICzs7O5d7Fl5aWhsmTJ6NVq1bo3r07AMDW1hanTp0SMyt65erqiilTpqinc83KykL79u2RmZkJV1dXpKamav30pamoqTz79OmDTz/9FM888wxWrVqFQYMGwcLCAoIgICIiAm5ubgBQ7TJT4O3tjUWLFgEABEHAzZs34evri1u3bqFJkya4efMmByaJiMyQnPs/ctWqVSvExcVVumz16tXq/7e1ta12yrvY2Fi9x0bi4D0RERE9itd+eVqxYgVWrFhR4Xtt+oN169ZFTk6OQeIzJA5WEhGR5Kr740xwcDCCg4PV/46JiQEAtGvXDpGRkervlUolBEEwbKASc3FxgZXVw6bbysrKbAcqgZrLc/fu3er/Hzp0KIYOHVrpetUtMzUKhQJubm7qcre0tORAJRGRmWL/h0h+eE9ERKQ5Ozs7eHl5wc7OTupQDIbXfpIbDlYSEZFJSkxMlDoEIiIiIlGx/0NEj+I1gYjkysPDA1u2bJE6DEnw2k/mioOVRCLIzc2VOoQqiRGb3PMvZjraknv+AeOOzZwY83E25tiIiMg8GHNbw/4g74mYf54DxhwbEZG5MOZrrdzbQrnnHzCO2DhYSSQCV1dXqUOQlNzzD/AYyD3/xDpARETyxnaQx4D5l3f+AR4DIiJ9On/+PIYMGYLffvsN3t7eUoejEbYDPAZyz39NLKQOgIiIiIiIiIiIiIiISBOCIKCoqIjvaiQyI3yykshA7O3toVKppA5DK/b29nrdl5zzX7Y/UzoGcs8/oP9jIHesA0REJGdsB3kMmH95579sf3I/BkREcsZ2wPSOgdzzD0jXF+BgJZGBKBQKODg4SB2GZOSef4DHQO75J9YBIiKSN7aDPAbMv7zzD/AYEBHJHdsBHgO5518bnAaWiIiIiIiIiIiIiIiIiCTBJyuJiIiIiIiIiIiIiMgkeHh4YPv27XB3d5c6FCLSEw5WEhERERERERERERGRSbCzs0Pr1q2lDoOI9IjTwBIRERERERERERERkUm4ceMGZs+ejRs3bkgdChHpCQcriYiIiIiIiIiIiIjIJGRnZ2Pz5s3Izs6WOhQi0hMOVhIRERERERERERERERGRJDhYSURERERERERERERERESS4GAlEREREREREREREREREUmCg5VERERERERERERERGQSLCws4O/vDwsLDm8QmQuezUREREREREREREREZBJKS0sRHR2N0tJSqUMhIj3hYCURERERERERERERERERSYKDlUREREREREREREREREQkCQ5WEhEREREREREREREREZEkOFhJREREREREREREREQmoX79+ujbty/q168vdShEpCdWUgdARERERERERERERESkCaVSic8++0zqMIhIj/hkJRERERERERERERERmYTCwkJcv34dhYWFUodCRHrCwUoiIiIiIiIiIiIiIjIJly9fRlBQEC5fvix1KESkJxysJCIiIiIiIiIiIiIiIiJJ8J2VRAYiCALy8vKkDkMr9vb2UCgUetmX3PMPmN4xkHv+Af0fAyIiOWM7QHLHc4DHgPmXd/4BHgMiIrljO2B6x0Du+Qek6wtwsJLIQPLy8uDo6Ch1GFpRqVRwcHDQy77knn/A9I6B3PMP6P8YEBHJGdsBkjueAzwGzL+88w/wGBARyR3bAdM7BnLPPyBdX4DTwBIRERERERERERERERGRJPhkJZEIMjMzjfaXibm5uXB1dTVoGnLPP2C8x0Du+QfEOwZERHLGdoDkjucAjwHzL+/8AzwGRET61K5dO1y4cEHqMLTCdsB4j4Hc8w8YR1+Ag5VEInBwcDDaC5EY5J5/gMdA7vknIpI7tgMkdzwHeAyYf3nnH+AxICKSO7YDPAZyz39NOA0sERERERERERERERGZhGvXrmHIkCG4du2a1KEQkZ7wyUoiIiIiIiNWWlqKy5cvIyYmBleuXMG9e/cAPHzp/aFDh+Dr64t69epJHCWR4QiCgNTUVJw5cwZJSUm4f/8+ACAnJwd79+6Fn58fXFxcJI6SiIiIiMSSl5eHhIQE5OXlSR0KEekJByuJiIiIiIxQdHQ0IiIisGXLFvXgzKPu3buH7t27AwCefvppvPPOOxg+fDgHLslsXLx4EStXrsT69etx69atCsvv37+PoKAgAICnpyfeeustjBw5UvJ3rRAREREREZF2OA0sEREREZEROXnyJDp16oROnTrhxx9/rHSg8nEJCQmYMGECmjVrhmnTpiE/P1+ESIkM49KlS+jVqxfatm2Lr776qtKBysddvnwZs2bNgru7O0aOHIk7d+6IECkRERERERHpAwcricioHDp0CAqFotzH0dERvr6++OKLL1BcXCx1iGRALH8ikrOCggJMnToVXbt2RXR0tE77yM3NxWeffYaOHTvixIkTeo5QHGwL5KukpATLli3D008/jb/++kunfRQVFWHNmjVo164dtm/frucIxcFzgFgH5I3lT0REbAvkTa7lz2lgicgoDR48GMHBwRAEARkZGfjpp58wadIkXLhwAd99953U4ZGBsfyJSG6ysrLQu3dvnDlzRi/7u3jxIgICArBq1SqMGjVKL/sUG9sCecnPz8fgwYOxY8cOvewvIyMD/fr1w8yZMzF//nwoFAq97FdMPAeIdUDeWP5ERFVzc3PD4sWL4ebmJnUoBsW2QN7kVv4crCQio+Tj44PQ0FD1v8eNGwcvLy+sXr0aCxYsQKNGjSSMjgyN5U9EcnLnzh10794df//9t173W1painfeeQclJSUYM2aMXvctBrYF8lFYWIh+/fph3759et/3woULUVhYiCVLlpjcgCXPAWIdkDeWPxFR1ZycnBASEiJ1GAbHtkDe5Fb+nAaWzNJ3332nfkQ6MDBQ6nBqJTY2tsJj37X5mCoHBwc8++yzEAQBV65ckTocUbEOyLv8ici8lZSUoF+/fnofqHzU2LFjsXv3boPtXyxsC8zXO++8Y5CByjJLly7FN998Y7D9i0XO5wD7ww+xDsi7Dsi5/ImIHnfnzh388ssvsntPuZzbAvYFzL/8OVhJZicjIwPTpk2TOgy92b17N7KzsyEIgl4+pqzsIuzs7CxxJOJiHXhIruVPROZt2bJlOHr0qFbbREdHIzU1VeP3WgqCgFGjRuHu3bu6hGhU2BaYnz/++AM///yzVttoew4AwNSpU/HPP/9oG57Rkes5wP7wf1gH5F0H5Fr+RESPS09Px/z585Geni51KKKTa1vAvsBD5lz+nAaWzM57772H+/fvIzg4GDt37pQ6nFrLzs5G/fr1pQ5DdHl5ecjKylLPyf3tt98iLi4O/v7+aN26tdThiUqOdYDlT0RykJSUhDlz5mi9XZMmTaBUKrXaJj09HR988AF++uknrdOTCtsC8/fvv/9i7NixWm+nyzlQUFCAt956C4cPH4alpaXWaUqB58B/5NgfBlgHHiXHOsDyJyIitgX/YV/A/Mufg5VkVrZv345NmzbhvffeQ8OGDU1+sDIlJQUtWrSQOgxJzJs3D/PmzSv3Xf/+/bFy5UqJIpKGXOsAy58e9++//2Lt2rX4888/ce/ePdjb28Pf3x/vvvsuPD09pQ6PRPDPP//g22+/xZkzZ5CXl4f69eujT58+CAsLQ8OGDaUOTyeffvopCgsLRUvv559/xowZM+Dl5SVamrXBtsD8LV++HJmZmaKld+zYMezZswfBwcGipVkbPAcekmt/GGAdKCPXOsDyJyIitgUPsS/wH3Muf04Da0aysrIwZcoUeHh4wM7ODu7u7pg8eTLy8/MRGhoKhUKB1atXSx2mmr4ft87JycH48ePRrFkzzJ8/X6/7lsqOHTvQt29fqcOQxMiRI7Fv3z7s2bMHS5YsgbOzMzIzM1GnTh31OlFRUXB0dKzwsbGxMZlfzNdErnWA5U9liouLMWnSJLi5ueGjjz7CgQMHcObMGRw5cgRLly5F69atERISgqysLKlDJQO5ffs2+vbtizZt2mDZsmU4cuQIzpw5gwMHDmDy5Mlwc3PDlClTUFxcLHWoWsnMzMSmTZtET9eUbmrYFpi3oqIifPfdd6KnGxERIXqauuI58JBc+8MA60AZudYBlj8REbEteIh9AXmUPwcrzcTZs2fRvn17LF26FJmZmfD29saDBw+wbNkyhIaG4uLFiwCAp59+2mAxBAYGQqFQIDk5ucZ1z5w5g44dO+LatWt6S3/GjBlIS0vDl19+iXr16ultv1K6du0aWrZsWe67mTNnQqFQYM2aNZVu8/LLL8Pa2hqxsbEiRGg4np6e6NmzJ4KCgjBlyhTs3LkTp06dKjdVWLdu3aBSqcp9Ll26BBcXlwq/OjFVcq0DLH8CHg5Uvvbaa/jiiy+qffpsx44dCAgIwO3bt0WMjsRw69YtdO3atdqZEgoKCrB06VIMHjwYJSUlIkZXO2vWrEFRUZHo6a5btw65ubmip6sLtgXmbevWrcjIyBA93T///BNXr14VPV1d8Bx4SK79YYB1oIxc6wDLn4ioag4ODujatSscHBykDsWg2BY8xL6APMqfg5VmICsrC8HBwcjMzMTUqVORkZGB2NhYZGZmYt68ediyZQvi4+NhYWGB9u3bSx0uAODXX39FQkICAgMD9TJgefLkSaxcuRJBQUF47bXX9BCh9HJyciqdhzs8PBwdOnTAhx9+iJSUlHLLVq5ciX379mHWrFnw9fUVK1RRdO7cGaGhoVi/fj1OnjxZ6TqFhYUYMGAAAgICMHPmTJEj1D/Wgf/IsfzpYV3funWrRutevHgRr7/+umEDIlEJgoDXXnsN//zzj0brb9myBZ9++qmBo9KfvXv3SpLu/fv3cerUKUnSri22BeZFqnNAEATs27dPkrRrS47nAPvD5bEO/EeOdUCO5U9EVJWWLVti9erVFQawzJ0c2wL2Bf5j7uXPwUoz8P777yM1NRWTJk3C4sWL4ejoqF42a9YstG3bFsXFxWjTpk25R4SltHTpUowcORIpKSm1HrAsKirCqFGjYGtrixUrVugxSmnt2bMHQUFBFb63sbHBunXrkJ+fj7feeks9ne7Vq1fx0UcfoWPHjpg1a5bY4Ypizpw5sLS0xJw5cypd/u6776KgoAA//vijuIEZCOtAeXIrf7nLzc3FN998o9U2hw4dwpkzZwwUEYnt9OnTOHLkiFbbfP3118jPzzdQRPpTWloq6a87Y2JiJEu7ttgWmA8p6yHPAdPB/nBFrAMPybUOyK38iYiqUlJSApVKZVKz6+iL3NoC9gXKM+fy52CliTt//jw2bNiAxo0bV/pYr0KhgJ+fH4DKp4D9448/8Nxzz8HBwQH169dH165dkZiYWOuY4uPjq/0kJCRg/PjxCAgIqPWA5f/+9z8kJiZi9uzZaNWqVa1il0p2dnaF72JiYvDMM89Uun7ZxfbgwYNYsWIFSktLERYWhqKiIqxbtw7W1tYGjlganp6eGDJkCPbv34+oqKhyy5YvX46dO3di69atsLe3lyhC3bEO1Mycy58qWr9+Pe7du6f1dqb0Pj6qni7vlbt79y42bNhggGj06/Lly8jJyZEsfVMeqGFbYB4KCgrw999/S5Y+zwHjxP6wZlgH/iPHOmDO5U9EpI2kpCT4+/sjKSlJ6lBEZ85tAfsCNTPn8udgpYn75ZdfUFpaitDQ0CoroK2tLYCKg5XLly/H66+/joCAAGzfvh3r169Hz549a/1EwiuvvIKOHTvW+PH19cXRo0cBACkpKRg9erTWaV28eBELFiyAl5cXPvroo1rFLZXdu3fD09MTN2/eVH9XUlICS0tLKBSKKrcre4x92rRpmDhxIqKiotSPv5uzWbNmwcLCAnPnzlV/FxkZiWnTpmHjxo0mOf0D64DmzLH8qXKRkZGibkfGx5zrwKPXezmmX1tsC0xfVlYWiouLJUs/PT1dsrT1wRzPAfaHtcM68B851gFzLH8iItKOObYF7AtozhzLHwAUQtnzsWSSOnfujFOnTmHHjh0IDg6udJ1evXrhr7/+wq5du9CnTx8AwJUrV+Dt7Y2lS5diwoQJeoklMDAQhw8fRu/evTUeuU9KSlI/yblo0SJMnz5dqzRffPFFREZG4tChQ3jhhRfKLQsPD8cnn3yCF154AYcOHdJqv2Vyc3PV0+o2bdoUFhaaj++Xlpaq/xCiUqmqfOFzdnY2xo8fj+effx5jxowBABw+fBgqlQqvvPJKtWn8/fff8PPzw4MHD9CpUyccP34clpaWGscI1C6P1dE0/7WVnJwMf39/fPzxxzrVZUPlHzCNOmAM+a+N2pY/YNhjYAjp6ekoLS2FhYUFmjZtKnU4BvPvv/+ioKBA6+3M/bgA8qkDN2/ehC7dVDs7Ozg7OxsgIv0pKCjAv//+W+my6OhoNGnSpNrtmzRpAisrKxQXFyMjI6PK9TIyMuDv71/he2trazRu3Fi7oHXAvgBVpbi4GJmZmVUur+k8qO05oFAo0KxZM+2C1gHPAdPoDwO8JzKG/POeSHdyvCciIvMTFham1frp6elYs2YN3n77bY3vi6WYFlPufQHANPqDxpD/2pC6L/BoHn18fBAXF6dTDFY6bUVG4/r16wBQ5Wh5YWEhTp06BaD8k5Vr1qyBtbU13nnnHb3HFBERodHofUxMDHr27Ang4cCitgOVABAbGwsLCwsMHjy4wjKVSgUAOH78uPqPHZcuXUK9evW0Tgcw3C+wnZycMGzYMKxYsUJ9IT548CBmzJhR47b16tWDra0tHjx4gKCgIK1vyh9nar8yz8vLQ//+/RESEqKXQXep8m8sdUDu5Q+Y1jEoLS3FjRs3pA7D6MjpuMgpr9ooKCgw6ePSpEkTKJVKjda1srLSeN1HFRUVmfQxepS59AWoPE3PA13PAUEQeA5UQe79YcD0rgOsA7wnkvM9ERGZj7y8PK3WL/txc0FBgcbbmkv/73HsC7AvYEx9gep+lFoTDlaauNzcXACo8umT//u//8O9e/fg7OwMNzc39ffHjx/Hk08+if/7v//D/PnzkZqaitatW2Pu3LkYOnSoweOOjY3FSy+9hOzsbISHh+Pjjz/WeV+lpaXVngRFRUXq5aWlpTqnU5tfFNSkR48eePPNN5GTk4O6deuioKAAdnZ21W4jCALefvttFBQUwNvbG4sXL8aQIUPg5eWlcYyPM9SvaA1l8+bNSEhIwKVLlyp9R9n58+fRvHlzjfdnyF/O1MQY6oCU+deFvssfMI1fEcvlqbrc3NxK31VQE3t7ezRo0ED/ARkRudSBO3fu6DQ1vZOTk8F+raovRUVFuHXrVqXLqntKrIw2T5VVpk6dOmjYsKFmwdYC+wJUFUEQqp2OuKbzoLbngBRPFxuKsZ8DptYfBnhPJGX+jaEO8J6IbSERSUPb9+uVtQ92dnYab/vo38bFIve+AGB6/UH2BWo3DuLq6qpVWuUIZNJat24tABBWrlxZYVlKSorQqFEjAYDQvXv3csuefPJJwdHRUWjUqJGwZs0aYd++fcKQIUMEAMK+fft0iuWFF14QAAjXrl2rcd0PPvhAACCEh4frlJYmPv74YwGA8MILL+i8D5VKJQAQAAgqlcqg2w4YMEDYuHGjcP78eWHNmjU1rv/NN98IAIRPP/1USEpKEuzs7IROnToJxcXFBo1T6v3qmyHjNIU6YEz5l4qpxFnGzc1NACC4ublJHYpB5eTkCPXq1VOXjaafU6dOSR26wcmlDhw/flzr8ndychJyc3OlDr1GJSUlQt26dbXOX9knNTVVEARBSE1N1Wn7xYsXi5JPU7m+mkqc5ubpp5+W7BwYNWqUKHk0lbplTP1B3hNJw5jyz3siaZhKnERkvi5cuKDV5+zZs8KxY8eEs2fParyNFEzl+mpMbSH7AtIQcxykKvyplIkrm0Z14cKFuHTpkvr7kydP4sUXX1Q/lfLoFLDAw5fTqlQqfPfdd3jrrbfQs2dP/Prrr+jQoQPmzZunUywjR47EvHnzNHqiZdmyZdi2bVutnqg0NyEhIdi2bRt27dpV5ftHy1y5cgXTpk2Dn58fZsyYgSeffBLz5s3D6dOnsWTJEpEiJn1jHSD6j6OjI8aNG6fVNt26dav03WRkmjp37oyuXbtqtc348eO1/kWuFCwsLNCxY0fJ0vfz85MsbaIyUtZDngPGi/1hYh0gIiJNWFtbo2HDhrC2tpY6FNIz9gXki4OVJm769Olo0KABUlNT0a5dO3To0AGenp7o0qULvLy8EBAQAKDiYKWzszOA/wY7AUChUODFF1/E33//rVMsw4cPx+zZs1G/fv0a17WwsEBISIhO6Zir4OBg7N27Fzdv3kSjRo2qXK+0tBRhYWEoLi7GunXrYGX1cDbnSZMmoUuXLggPD8f58+fFCpv0iHWAqLx58+bV2DEt4+npid9//x0KhcLAUZFYFAoFNm3aBA8PD43W79evH8LDww0blB69/PLLkqRbt25dPPvss5KkTfQoqc4BoPw9EBkX9oeJdYCIiDSRkpKCcePGISUlRepQSM/YF5AvDlaauObNmyMqKgp9+vSBnZ0drl+/jkaNGmH16tXYtm0bkpKSAFQcrGzXrh0AQBCEct+XlpZW+f5LMixnZ2d4e3vXOK/zsmXLcPToUXz66afqcgQeDgD/+OOPsLCwQFhYGEpKSgwdMukZ6wBReVZWVtiyZQsmTJgAGxubKtfr3bs3jh8/Xrt58ckoNWnSBMeOHUOvXr2qXMfGxgbvv/8+fv/9d/XNiSkYOXKkJPG++eabcHR0FD1dose9+uqrorw38nEvv/wyPD09RU+XNMP+MLEOEBGRJnJychAZGYmcnBypQyE9Y19AvjhYaQbatWuHXbt2IScnB/fv38eJEycwcuRI3L17F+np6bCysoK3t3e5bfr16wcA2Ldvn/q70tJSHDx40Gym0AsPD4cgCDh06JDUoWhs+PDh6N+/f5XLL1y4gDlz5qBz586YPHlyheVt2rTB/PnzER0djcWLFxswUjIU1gGi8qytrfH1118jNTUVixYtQrdu3dQDPA4ODrhw4QJ2795d7a/tyLS5urrizz//xPnz5/Hee++pB65tbGzwv//9D2lpafjqq69MbvqfJk2aYODAgaKnO3bsWNHTJKqMjY0N3nnnHdHT1XaKcRIf+8PEOkBERCRv7AvIk0J4/NE6MhuHDx9GYGAg2rdvj3PnzpVbJggCXnjhBZw/fx6LFi2Cu7s7fvjhB2zZsgX79u3Diy++KFHUxiU3N1f99IFKpYKDg4Mo24rJUHHKPf+G3re+yD3/gOnEWUapVOLGjRtwc3NDWlqa1OFIQu7HgPk3n/yfP38eHTt2xIMHD7TaLjU1FUqlEmlpaXB3d9d4u2HDhuGXX37RNkydmcr11VTiNEdZWVnw9vbG7du3tdpO13Ogc+fOOHr0KCwtLbUNVSemUrfYH+Q9EfPPc8BU4iQi81U2O6CmEhMTMWjQIGzatKncU3XVadu2rS6h1YqpXF/l3hbKPf+AcYyD8MlKM1Y2QPn4FLDAw/dAbd++HQMGDMCMGTPQr18/pKSkYPfu3RyoJKP3ySefQKFQ6Px+VTJOLVu2RNu2beHj4wMfHx9s2LBBo+1+//13jB07FgUFBejfvz/atGkDHx8fBAUFITk52bBBExHVgre3Nz755BNR0nJ1dcXy5ctFSYtIUy4uLoiIiBAlLVtbW6xdu1a0gUpDY//HPGnSH05OTkZgYCDq16+PZ555ptwylUqFXr16wcXFBS4uLmKFTXrEeyIiItIUr/3m6f3330fLli2r/dt3df3B/fv3q/sRPj4+aNasGXx9fcUIvdY4WGnGqhusBAAnJyd89913yMrKQmFhIU6dOlXtO6GIjEFsbCxOnjyJ5s2bSx0KGcCmTZsQHx+P+Ph4DB48WKNttm7dqp4aYvTo0bh48SLi4+MRHByM0aNHGzBaIqLamzJlCrp06aLVNhkZGUhLS0NGRobG23z33XdwdnbWNjxJaXPTvXfvXvj5+aFjx45o37491q1bp9Eykt6gQYMwbNgwrbbR5RxYtGiRJL+mNxT2f8xXTf3hevXqYf78+fj1118rLLO2tsbUqVOxf/9+MUIlA+E9ERFRzVxdXTFt2rQa32toznjtN0+DBg3C0aNH0aJFiyrXqa4/2LNnT3U/Ij4+Hr6+vnjjjTcMGbLecLDSjJUNVj711FMSR0KkH4WFhRg/fjwiIiKgUCikDodEcvfuXSiVSri4uMDHxwdeXl6wtbXFmDFjUFRUhGPHjqF79+6ws7NDnz591HWjc+fOuHr1qsTRExFVz8rKCtu3b4eXl5fG2/j7+8Pd3V3j94x//fXXCAkJ0TVESWly0y0IAoYNG4a1a9ciLi4OO3fuxJgxY5CTk1PtMjIeP/zwA7p3767x+tqeA++//z4mTpyoY3TSYP+HqtKwYUMEBARUOr2Wra0tevToAScnJ/EDI4PiNYGIqDwXFxeEhYWZ9UwCvPbL0/PPPw+lUlntOtX1Bx918+ZNHDx4EMOHD9dniAbDwUozdvz4cQiCwKclyWzMnTsXoaGheOKJJ6QOhQzkjTfeQIcOHTBq1Cj1+6saNGiAYcOGYdKkSYiPj8eXX36Jrl27YtWqVYiMjMRzzz0HGxubCvtavnw5+vbtK3YWiIi05uLigkOHDqFjx4563a9CoUBERAQmTJig1/2KRdub7uzsbADA/fv34ezsDFtbW42WkfTs7Oywc+dOBAUF6X3fH330Eb788kuT+6Eb+z/yVVl/mOSF90RERDW7d+8e/vzzT9y7d0/qUAyG136qrXXr1qF3795o3Lix1KFohIOVRGQSTpw4gejoaIwbN07qUMhAjhw5goSEBMTGxsLZ2RkjRoxQL4uPj1f/ET8mJgY+Pj4AHk558eqrr1bY18KFC/HPP/9gwYIFosRORFRbjRs3xtGjRzFx4kS9DKp4eHjg8OHDGDt2rB6iMw5V3XQrFAps3LgRAwYMQIsWLRAQEIB169bBxsam2mVkXOzt7bFjxw7873//00v5NGrUCJs2bcJnn31mcgOVZdj/kZ/q+sMkD7wnIiLSTFpaGj788EOkpaVJHYpB8dpPtbF27VqMHDlS6jA0xsFKIjIJhw8fRlJSEp544gm0bNkSaWlp6NWrF/bs2SN1aKQnZe8htba2xsSJExEVFaVeFh8fr+6QlXXOBEHA3r170bt373L7+fzzz7Flyxbs2bMH9vb2osVPRFRb9vb2+OKLL3DkyBH1NU9bderUwaRJk3D27Fl069ZNvwHqWbdu3eDi4lLpJzU1tdy61d10FxcXY9GiRdi2bRuuX7+OAwcOYMSIEbhz5061y8j4WFlZYdq0aYiLi9NqWtjH9/Hmm2/i/PnzGDhwoJ4jFBf7P/JTXX+Y5IH3RERE9Che+0lXR44cQV5enknNusnBSiIyCdOnT8fNmzeRnJyM5ORkKJXKShtmMk25ubnqKfoAYP369epfjt24cQMWFhZo2rQpAODs2bPo0KEDTp8+DS8vLzg6Oqq3W7ZsGdavX499+/bxXT1EZLICAgIQGxuLY8eO4Y033tDoRtPLywtffPEFbty4gaVLl5rEzWlUVBSysrIq/bi7u6vXq+mmOz4+Hjdv3kTXrl0BPHyfYbNmzZCQkFDtMjJe3t7eOHjwIM6dO4dx48ahQYMGNW7TvHlzhIeH4/r161i3bp3Jv7+I/R/5qa4/TPLAeyIiInoUr/1UG2vWrEFYWBgsLS2lDkVjVlIHQERElJmZiYEDB6KkpASCIKBVq1b46aefAABxcXHlnjCqV68eIiIi4OzsjP79+6u/T0tLw+TJk9GqVSv10xi2trY4deqUmFkhItILhUKB5557Ds899xxKSkpw8eJFxMTE4PLlyygoKICVlRWcnJzQsWNH+Pr6omHDhlKHbBBlN9379++v8qbb3d0daWlpuHjxIp588klcvnwZV65cQZs2bWBlZVXlMjJ+7du3x4oVK/DNN9/g6tWriImJwYULF5CXlwcLCwvUq1cPTz31FHx9fdV/xDEX7P/IT3X94VG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v3x/Xr1/XSuzh4eFF/kVERGDs2LHw9PSUrMOyV69ecHZ2RkZGBj799NM8w76cOXMGEyZMUP5b1V9kkrRevHiBzZs3q71cWFiYwXz5pKmZM2fCxMQkz1Onx48fx9SpU7F161aD/EXZ/v37Ubt2bcTHxys/y87OhqmpKRQKRaHL5Q7lMHXqVIwfPx7BwcHKISCMGXPgLeaA8eSA3ERGRiIrK0uy8sPDwyUrWxvYBgzfixcvJH2NhKG0gdWrV6u9zMuXLyV5FyiRLmjSBgRBwB9//KGDaPSHsZ4HeU+gOmPMAe5/9RhjDqgrKioKHh4eiIqKkjoUSRhjDvA4oDpj3P8AoBCM+TEkPTBz5kwsXLgQEydOxJIlSwqcZ8SIEVi7di0WLlyI6dOnAwBOnDiB/v37w93dHYIg4ODBgwW+SHb37t04fvw42rZtiwoVKiAuLg4//PAD4uLicPXqVTg7O6sds5eXF06ePKn2crm6dOmCoKAgjZd/l5+fHwICAjBz5kwsWLCg0PnOnj2L7t2748WLFzA1NYWrqytSU1MRExMDe3t7dOzYEbt27ULv3r2xY8cOlctPTU1VPglbuXJlmJiwf18Mr1+/xqNHjzRatmzZsnrzy5GcnBzle8FSUlJ0Mo5+dHQ0PDw8MGfOHHz55ZdqL6/LHFe1/klJSRg7diw6dOiA0aNHAwBOnjyJlJQUfPDBB0WWcfXqVbi7uyMzMxMtW7bEv//+C1NTU7Xi1NU2EGP/A8wB5oB+54AuPHz4EDk5OTAxMUHlypWlDkcj6enpePr0aYHTQkJCUKlSpSKXr1SpEszMzJCVlYWEhIRC50tISICHh0e+zy0sLFC+fHn1gtYA24DuGHo7yMrKQmJiYqHTi2sHJW0DhrDdBEHI80WNOmxtbQt8rw+RoUlISNDoiRkrKys4ODjoICL1GcI9IaAf18NS3hPowz1RSejztRDvCXk9rCo/Pz+15n/48CHWrl2L4cOHq3xdJ8WwmMwBwzgO6EP9S0Lqa4F36+jm5oZLly5pFIOZRkuRyo4ePQoA6NSpU6Hz5D4J+O6TlR06dFDewK9fvx4HDx4scNlevXqhV69eeT5r0aIF6tWrh23btuHrr7/WOPbu3bur3OkTFRWFa9euAQA6d+6scZmaatOmDS5duoT/+7//w6FDh3Dnzh3Y29tj8ODBmDdvnvJXBsV9+VeU3AZH+u358+eyGe43LS0NvXv3Rq9evTQ+Eb1Lqhy3t7fHwIEDsWLFCuXFyLFjx5Q/3iiKnZ0dLC0tkZmZCW9vb7VvSP7L0No5c4A5YCw5oImcnJxC31dtyCpVqqTyj83MzMw0+mFaZmam0Ww7ObcBgO1A0zZgrNstV0pKCoeCJVlLT0836jb+Lm2fBwHeExjatYCxXAvpy/4HmANS1V/d0fDS09OV/1Xn3cbGyFhyQF+OA3I/BgAl2wZF/Si1OOys1LHcdygW9uhtRkYGzp8/DyBvZ2VJeu8dHR0BvLl5L4mVK1eq9MhwaGgounTpAgCYO3cupk2bVqJyNVWjRo1Ch4kJCQkBgELHt1aFofzS3hgU92v7opQrV05v3v367q9KdGHbtm2IiIjAzZs3sWXLlnzTIyMjUbVqVZXXp8tfDhWnc+fOGDJkCJKTk1G6dGmkp6fDysqqyGUEQcDw4cORnp6OBg0aYNGiRRgwYADq16+vccy6+gWlrjAHmAP6ngO6YOhPlAFvrv+ePHlS4LSinhLLpc5TZQWR4slKXZFjGwAMvx1kZ2drlLu5StoGDGW7xcfHa/Q+9tKlS8POzk4HERGJ69GjR3j9+rXay5UqVQrlypXTQUTqM7R7QkDa62F9uCeQ8p5IE/p+LcR7Ql4Pq0rdUdJyc8PKykrlZZ2cnNSOq6SYA4Z3HJD7eQAo2ZOVFStWVKusPATSqdKlSwsAhJCQkAKn+/v7CwAEBweHQtexbt06AYBw7969QufJysoSMjMzhTt37gj9+/cXqlSpIjx+/FijmDt27FhseblCQ0OFsmXLCgCEuXPnalReUYYOHSoAEGbOnKnxOq5evSoAEMzMzIT4+Hi1lk1JSREACACElJQUjWMg9eTk5AjNmzdXbntV/+zs7PRqPxlC/ugyRnXX3adPH2Hr1q1CZGSksHbt2mLnX758uQBAmDdvnhAVFSVYWVkJLVu2FLKysnQap9Tr1TbmAHPAUOLM5eTkJAAQnJycpA5FY/Hx8Wqf4979i42NFQRBEGJjYzVafuTIkaLU01Byy1DifJeht4Ps7GzB1tZWsjbg5eUl8RZQzbBhwzSq35UrV6QOnUgrFi5cqFEb2Llzp9ShKxnKOUafroeluCfQp3siKehT/XlPKA19iPP69etq/QUGBgoAhMDAQJWXkYI+bFtVyP04oE/1l0pJ4tRWHfX/Z8MGLnfY0YsXL+abFhsbq3yMuUmTJiUqp2PHjrCwsECtWrUQGhqKY8eOKZ+w1KUNGzbg+fPnmDt3LubMmaPz8tQlCILySc/+/fsbxC+oCVAoFBgzZozay/n5+els7HfSvV69emHXrl3Yt28ffHx8ipz3zp07mDp1Ktzd3TF9+nTUrVsX8+fPx4ULF7B48WKRIiZtYw6QXFSuXBlVqlSRrPySjDRBpA0mJiZo3ry5ZOW7u7tLVrY6xo4dq/YyHTp0QKNGjXQQDZH4RowYAXNzc7WWcXFxKfa9VqTfeE8gb9z/pCpXV1ecOXMGrq6uUodCWsbjgHyxs1LHcodHXbhwIW7evKn8/Ny5c3jvvfeQlJQEIO8QsJr4888/ce7cOWzevBl2dnbo2rUrYmJiNFrXiBEjMH/+fJQtW7bYeZcuXYpdu3ZJ3lG5f/9+nD17Ns9njx8/xpAhQ7B3716UL18eS5YskSg60sSnn36qVid++fLlMXHiRB1GRLrm4+ODQ4cOIT4+vsjhCXNycuDn54esrCwEBAQoh7yeOHEi2rRpg7lz5yIyMlKssEmLmAMkJ1J2GBpKRw0ZN7aB4rm7u6Nfv34qz29ubo758+frMCIicVWoUAGTJ09Wa5nvv/++xK/EIWnxnkDeuP9JVebm5ihXrpzaP2oh/cfjgHyxs1LHpk2bhrJlyyI2NhYNGzZE48aNUbt2bbRp0wb169eHp6cngJJ3VtatWxetWrXCgAEDcPToUbx8+RI//vijRusaPHgwZs2ahTJlyhQ7r4mJCXr16qVROQU5c+YMHB0dlX9///03gDedou9+fubMmTzLHT58GG3btoW9vT2aNWuGxo0bo3Llyvjf//4HJycnHD16tGTjJZPorK2tsW/fPtSrV6/YeR0cHLBv3z5Uq1ZNhMhIVxwcHNCgQYNi2+rSpUtx+vRpzJs3Dw0bNlR+bmJigvXr18PExAR+fn7Izs7WdcikZcwBkpO+fftKUm6NGjUkfaKNKJdUbcDa2hrdu3eXpGxNBAQEoGvXrsXOZ25ujr/++gsdOnQQISoi8SxYsADDhw9Xad5FixZh8ODBOo6IdI33BPLG/U+qiomJwZgxYzR+WIf0F48D8sXOSh2rWrUqgoOD0aNHD1hZWeH+/fsoX748/P39sWvXLkRFRQEoeWflu+zt7VG7dm3cvn1ba+sUy+vXr/H06VPlX0ZGBgDg1atXeT5//fp1nuV69+6NAQMGwMHBATdu3MD9+/fRuHFjzJs3D9evX0fjxo2lqA6VkLOzM86cOYNx48YV2HluYWGBQYMG4dy5c/Dw8JAgQtK2wYMHo3fv3oVOv379OmbPno3WrVtj0qRJ+aa7urpiwYIFCAkJwaJFi3QYKekKc4Dkol+/fnBwcBC93M8//xwmJrwFIOm1bt0abm5uopc7aNAg2Nvbi16upkqVKoV9+/ZhwYIFcHJyKnCebt264fjx4+jfv7/I0RHpnomJCfz9/fH777+jbt26Bc7Tpk0b7Nq1C1OmTBE5OtIV3hPIG/c/qSI5ORnHjx9HcnKy1KGQDvA4IE8KQRAEqYOQq2fPnsHBwQFmZmZISUmBpaVlgfOtX78ew4YNw71791C9evVi1/vo0SPUqlULQ4YMwYoVK7QctbykpqbC1tYWAJCSksL3IUooNTUVgYGB+Oqrr5CcnIwyZcrg5s2bqFChgtShFcoQ8keXMRpC/QHdxSn3+ut63drEHDCMOHM5OzvjwYMHcHJyQlxcnNThlMjUqVM1GgkjNjYWzs7OiIuLg4uLi8rLWVlZITY2VpT3mgOGk1uGEue7jKUd+Pv747PPPlN7OU3bAABcunRJkk5SbcjKysLevXsxZMgQJCcnw87ODqGhoahdu7bUoRGJQhAEHDt2DH369MHLly9hZ2eH48eP6/WIAYZyjuH1sLzvieRef4BtQB/izH2gR1XXrl1D3759ERgYmOepuqKoMnqbtunDtlWF3I8Dcq8/ULI4tVVH/qxaQleuXAHw5kBZUEdlYGAgAgMDcfHiRQDAgQMH8vwbAHx9fTF37lzs3LkTJ06cwB9//AEvLy+YmZlhwoQJ4lSESAQ2NjYYOnQo7OzsAAC2trZ63VFJpEvfffcdFAoFrl69KnUoRFQCM2bMgLOzs2jlzZ8/X7SOSiJV+Pn5oWXLlqKVN3r0aIPtqAQAMzMz9O7dW3k9XLp0aXZUkqwoFAp07twZpUuXBvCmDehzRyWRJqpXr4569erBzc0Nbm5u2LJlS755oqOj4eXlhTJlyuR7B3RKSgq6deumfI0SEREZlnHjxqF69epFfu9X1HngyJEjynOIm5sbqlSpYjDXS+yslFBuZ2VhQ8D269cP/fr1Uz4dOWbMGPTr1w/Lly9XztO6dWvs378fw4YNQ/fu3bF48WK0b98e4eHhvHElMlL//PMPvvjiC6Snp6N3795wdXWFm5sbvL29ER0dLXV4pGNhYWE4d+4cqlatKnUopGWqfDFREB4TDFeZMmXg7+8vSllt2rQxuB+yqZPThw4dgru7O5o1a4ZGjRohICBApWkkLTMzM6xbtw4WFhY6L6tatWpYvHixzsshIhILrwGNV2BgIMLDwxEeHl7gEN92dnZYsGABNm3alG+aubk5pkyZgiNHjogRKukA7wtJVdznxqlv3744ffo0qlWrVug8RZ0HunTpojyHhIeHo3nz5hg0aJAuQ9YadlZKqLjOSkEQCvxbv369cp4vv/wSFy5cwPPnz/Hq1SvcvHkTq1evLjKZiciw7dy5Uzlu+6hRo3Djxg2Eh4fDx8cHo0aNkjY40qmMjAyMHTsWK1euhEKhkDoc0oHivpgoCI8Jhq1bt25qdyImJCQgLi4OCQkJKs3v4OCAgIAAmJqaahKipFTJaUEQMHDgQKxbtw6XLl3C3r17MXr0aCQnJxc5jfRDgwYN8PPPP6u1jLptwNLSEn/99ZfyaSwiImPAa0D5KleuHDw9PQscZs/S0hKdO3c2qPczU368LyxexYoVMXXqVFSsWFHqUCQjt30uFx06dCh2BKaizgPvio+Px7FjxzB48GBthqgz7KyUUG5nZZMmTSSOhIj0yfPnz+Hs7AxHR0e4ubmhfv36sLS0xOjRo/H69WucOXMGnTp1gpWVFXr06KHstGrdujXu3r0rcfSkS99++y18fX1Ro0YNqUMhEfGYYPx++ukn+Pn5qTy/h4cHXFxc4OHhUey89vb2OHjwIOrUqVOCCKWhbk4nJSUBAF6+fAkHB4c8r1koahpJb8yYMZg/f77K86vTBszNzbF161a0b9++JCESEYmO14DyNWjQIDRu3BgjR47E48ePpQ6H9ASPCXk5OjrCz8/PqIc75j6nkgoICED37t0N5lVq7KyU0L///gtBENCtWzepQyEiPVK2bFkMHDgQEydORHh4OH755Re0a9cOq1evxvHjx9G2bdsCh0tbtmwZevbsKUHEJIazZ88iJCQEY8aMkToU0qGCvpjgMcH4mZiY4M8//8TEiRO1ul4XFxecOHEi3zssDFVhOa1QKLB161b06dMH1apVg6enJwICAmBhYVHkNNIvs2bNwi+//AIzMzOtrdPe3h579+5Fr169tLZOIiKx8BpQnk6dOoWIiAiEhYXBwcEBQ4cOlTokkgDvC4v34sULHDx4EC9evJA6FJ3hPqeSWrduHUaMGCF1GCpjZyURkR4KDw9Hs2bNAAChoaFwc3MD8GaIh48++ijf/AsXLsStW7fw/fffixkmiejkyZOIiopCjRo1UL16dcTFxaFbt244cOCA1KGRlhT1xQSPCcbPxMQES5YsweHDh+Hi4lLi9Y0cORJXrlwp9HUD+qB9+/ZwdHQs8C82NjbPvEXldFZWFn744Qfs2rUL9+/fx9GjRzF06FA8e/asyGmkf77++mtcuHBBKyPP+Pj44Nq1a3j//fe1EBkRkTR4DSg/VatWBfBmZIDx48cjODhY4ohIbLwvVE1cXBwmTJiAuLg4qUPRKe5z0tSpU6eQlpZmUA/KsbOSiEgPhYeHKy9Aci9GBEHAoUOH0L179zzz/vTTT9i+fTsOHDgAa2trCaIlMUybNg3x8fGIjo5GdHQ0nJ2dC8wHMlxFfTHBY4J8dO3aFVevXsXMmTM1Gqqla9euOHLkCP744w+UKVNGBxFqT3BwMJ48eVLg37sdtsXldHh4OOLj49GuXTsAb4YIrVKlCiIiIoqcRvqpWbNmCAkJwZIlSzQa9rxly5b4+++/sXv3blSpUkUHERIRiYfXgPKSmpqqHLoeADZv3qzspCD54H0hvYv7nDS1du1a+Pn5wdTUVOpQVMbOSiIiPfPgwQOYmJigcuXKAIDLly+jcePGuHDhAurXrw9bW1vlvEuXLsXmzZsRFBQEe3t7iSImopIq6osJHhPkx87ODgsWLEBMTAw2bdqkHMK0IFZWVmjdujUmT56MqKgoHD58GJ07dxY5Yt1RJaddXFwQFxeHGzduAABu376NO3fuwNXVtchppL8sLCwwceJE3Lp1C/v27cOgQYNQt27dAuc1NzdHs2bN8MUXXyAkJATnz59H//79le/sISIyVLwGlJ/ExER06tQJTZo0QePGjXHy5Els2LABwJtRM3bv3g0AyMjIgLOzM/r164fLly/D2dkZ06dPV66nefPmaNOmjfJ9d4MHD5akPqQ+3hfSu7jP5Wns2LFwdnZGXFwcunTpgtq1awNQ7zyQnJyMbdu2Yfjw4ZLUQVPaeyEIERFpxaVLl5S/mgLefGm9cuVKODg4oHfv3srP4+LiMGnSJNSsWROdOnUCAFhaWuL8+fMiR0xSiI6OljoE0qLExER8/PHHyM7OhiAIqFmzpvKLCR4T5MvS0hKffvopPv30UwDAkydPcPfuXbx69QpmZmYoW7YsXF1dtfqOP31SXE736NED8+bNQ4sWLbB69Wr07dsXJiYmEAQBK1euhJOTEwAUOY30m6mpKXr06IEePXoAAF6+fImbN28iLS0NJiYmKF26NOrVqwdLS0uJIyUi0j5eA8pPzZo1cenSpQKn+fv7K//f0tKyyKEvw8LCtB4biYP3hfQu7nN5WrFiBVasWJHvc3XOA6VLl0ZycrJO4tMl4/xmg4jIgPn4+MDHx0f579DQUABAw4YNcfz4ceXnzs7OEARB9PiISPuK+mKCxwTKlfs+R7koLqf379+v/P93O3X/q6hpZFjs7OzQokULqcMgIhIFrwGJ5If3haqzsrJC/fr1YWVlJXUoOsN9TnLDzkoiIgNx7do1qUMgIj3CYwIRERGR/PAakIjeJddjQq1atbB9+3apw5CEXPc5GT92VhIRiSA1NVXqEAokVlz6Wn9AnNjkXn8xy9EEc0B/YyPjoc95ps+xERGR8dDn8w2vh+V9TyT3+gNsA/ocmzHR5+0s9+OA3OsP6Eds7KwkIhJBxYoVpQ5BUqy/vOsPcBvIvf5EbANERCR3cj8Xyr3+ALcB6y/v+mtbZGQkBgwYgL///hsNGjSQOhyVMAe4DeRe/+KYSB0AERERERERERERERGRKgRBwOvXr/muRiIjwicriYh0xNraGikpKVKHoTJra2utr8+Q6g9odxvIvf6565PzNpB7/YnYBoiISO7kfi6Ue/1z12dI20Du9QfYBng9rF3MAcPbBnKvPyDdcYCdlUREOqJQKGBjYyN1GJJh/eVdf4DbQO71J2IbICIiuZP7uVDu9Qe4DVh/edefmAMAt4Hc668ODgNLRERERERERERERERERJLgk5VERERERERERERERGQQatWqhd27d8PFxUXqUIhIS9hZSUREREREREREREREBsHKygp16tSROgwi0iIOA0tERERERERERERERAbhwYMHmDVrFh48eCB1KESkJeysJCIiIiIiIiIiIiIig5CUlIRt27YhKSlJ6lCISEvYWUlEREREREREREREREREkmBnJRERERERERERERERERFJgp2VRERERERERERERERERCQJM6kDICIiIiIiIiIiIiIieapXr55a85cpUwZz5sxB27ZtUblyZR1FRURiYmclEREREREREREREREZhMqVK2Pu3LlSh0FEWsRhYImIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K7WkTJkyUCgUeP78ufIzQRBgZ2cHhUKBpKSkPPMXNY2IiIiIiIiIiIiIiIhIDthZqQXR0dF4+fIlKleujLJlyyo/v3PnDpKTk1GtWjXY29vnWaaoaXIkCALOnDmDqVOnom3btihXrhzMzc1RsWJF+Pj4YPfu3Sqt5/Dhw/D29oaDgwOsra3RuHFj/PDDD8jMzNRxDYiIiIiIiIiIiIiIiEhd7KzUgpiYGNStWxfvv/9+ns8jIiIAAE2bNs23TFHT5OjYsWPw9PTEjz/+iHPnzsHBwQFNmzZFRkYG9u3bhw8//BAjRoyAIAiFrmPJkiXo1q0bDh06hNKlS6Nu3bqIiorCjBkz4OXlhVevXolYIyIiIiIiIiIiIiIiIioOOyu1oEOHDoiKisL69evzfB4eHg4AcHNzy7dMUdPkSBAE1KxZE7/99hsePXqEW7du4eLFi3j69Cl+/vlnKBQKrF27FqtWrSpw+QsXLuCbb76BQqHAunXrEB0djUuXLiEqKgq1a9fG2bNnMX36dJFrRUREREREREREREREREVhZ6UO8clK1bVs2RJRUVH48ssv4ejoqPzc1NQU48ePx6hRowAAa9asKXD5+fPnQxAEDBs2DH5+fsrPa9WqhT///BMAsGrVKjx69Eh3lSAiIiIiIiIiIiIiIiK1GERnZXR0NH766Sd4e3ujZs2asLa2hrW1NZo1a4alS5ciKysr3zKVKlWCQqFAdHQ0wsLCMGjQIFSpUgU2NjZo1qwZtm3bVmSZgiBgx44d6NOnD6pUqQJLS0s4OTmhS5cuWLFiBV6/fq2c19nZGQqFAnfu3MmzjtynJwvqkCxsmiZ1lVpRQ7Oqys7ODubm5oVO79atGwDgxo0b+aYlJyfj8OHDAIDPPvss3/QOHTrA1dUVmZmZKr/7koiIiIiIiIiIiIiIiHTPIDor586di2+++QZnzpyBmZkZGjVqBEdHR4SHh2PSpEkYPnx4nvkfPXqExMRE2NnZYfv27WjZsiWOHj0KJycnWFpaIjw8HH379sXJkycLLO/Ro0d477330KdPH+zYsQMWFhZwc3ODqakpjh49imnTpsHU1BQA8PTpUzx48AC2traoWbOmch3Pnz9HbGwsSpcunefz4qapW1dd8PLyUnb0FufixYto1qwZ7t27p9OYMjIyAADW1tb5pl26dAmZmZmwtLREixYtClze09MTAHDu3DndBUlERERERERERERERERqMYjOSm9vb4SFheHly5e4efMmLly4gJiYGPz7779wcHDAX3/9hVu3binnz31qMT09HQsWLMDmzZvx8OFDhISE4MGDB+jevTsAYO3atfnKSktLwwcffIATJ07Ay8sLV65cQXR0NM6fP4+YmBicO3cOEyZMgImJSZ6ymjRpAoVCkS+G/35e3DR16yq1TZs2ISIiAl5eXjrtsNy6dSsAoGPHjvmm3bx5EwBQrVo1mJmZFbh8rVq18sxLRERERERERERERERE0jOIzsoBAwagWbNm+Tr22rRpg/feew8AcO3aNeXnue+DfP36Nf7++2/069dPuWypUqXw+eefAwDu37+fr6yJEyfi4sWLaN++PQ4fPoxGjRrlmd6qVSvMmzcvX1lubm555tNkCFhN6iq1JUuWYMSIEYiJidFZh+XBgwexY8cOKBQKfPPNN/mmP3/+HABQtmzZQteROy13XiIiIiIiIiIiIiIiIpJewY+h6Zn09HTs2rULp06dQnR0NJKTk5GTkwMAuHr1KgDAwsJCOX9uB+Inn3yC999/P9/6MjMzAQBlypTJ8/n169fh7+8PKysrbNy4sch3KP63rP92PBbWiVncNHXreuLECXTq1Cnfepo2barsFNVUZGQkkpKSip1v7NixuHHjBk6fPg0vLy+cOHECNWrUKFHZue7cuYNBgwYBAL766iu0adMm3zzp6ekA8m6X/7K0tAQAvHr1SitxERERERERERERERERUcnpfWdlUFAQhg0bhgcPHhQ537udY7mdgQMGDChw3sjISACAq6trns//+usvZGdnw8/PDy4uLirFV9hTkpo8WalJXXOtWLECzZs3V/7bxsamuNCL9cEHH6i9TExMDEaNGoWgoKASl5+QkABvb288e/YM77//Pn766acC57OysgLwthO6ILnvvCxVqpTG8dSpU0c5/C9J5+HDh8r/Ojs7SxwNERGJjecBIrYDueP+J7ljGyAiIiLSH7kP2wGAp6cnLl26pNF69Lqz8ty5c/Dx8UFWVhY+//xzDBgwAA0bNoS9vT3MzMxw5coVNGnSBFZWVqhTpw6AN51SUVFRAAAvL68C15vbWfjfJxuPHDkCAPDx8VEpvtevX+P69eswMTFB48aNC/z8v8PIFjZNk7q+q0GDBmjdurVKcauqe/fusLa2VmneqKgo5fC0nTt3LnHZuR2Ut2/fRrt27bBjx45Cn3RVZYhXVYaKLU7uDRHph5ycnGI79omIyHjxPEDEdiB33P8kd2wDRERERPolMTFR42X1urNyxowZyMzMxNKlSzFhwoR80/ft2wcAaNSoEczM3lQlMjISWVlZqF69Ouzt7Qtcb25nZbNmzfJ8HhsbCwCoWbOmSvFdu3YNr1+/Rt26dfN06kVGRiIzMxP16tXL19lX2DRN6qprK1euRPXq1YudLzQ0FF26dAEAzJ07F9OmTStRuS9fvoS3tzeuXLmC5s2bY9++fUV2muY+IXv//n1kZWUVuH3u3LmTZ15NVK5cmU9W6oGHDx8iJycHJiYmqFy5stThEBGRyHgeIGI7kDvuf5I7tgEiIiIi/ZGTk6N80KtixYoar0dvOyuzs7Nx6tQpAMCQIUMKnL5p0yYAeTsdc4eA/W9HZK4XL17g3r17KFWqFOrWrZtnWmpqKgDV32tY2LsnC3uPZWHTNK3ru/r3748nT57A0dERvXr1wqJFi1CuXDmV6lESYWFh6Nq1K5KSkjB37lzMmTOnROtLS0uDj48PQkJCUL9+fRw6dCjfu0X/q1mzZrCwsEBGRgYuXrxY4BOmp0+fBgC0atVK49hu3bqlleF1qWScnZ3x4MEDVK5cGXFxcVKHQ0REIuN5gIjtQO64/0nu2AaIiIiI9EdqaipsbW0BvO2H0YTePiaWmZmpHOu2oHcRLlq0CFeuXAFQcGflfzsQc+U+Vdm4cWOYmprmmZb7nsqzZ8+qFGNhnZLqvq9S07oCQJkyZTB58mT8+eefOHr0KMaPH48tW7bAy8tL+Z5GXdqwYQOeP3+ulY7KzMxMfPTRRwgODkatWrVw5MgRODo6Frtc6dKl0bVrVwDAH3/8kW/6qVOncPPmTVhYWODDDz8sUYxERERERERERERERESkPXrbWVmqVCnUqFEDALBgwQJkZ2cDeNOhtWjRIsybN0/Z2fhux2RxT1YW9r5KAOjTpw8AYP78+Th27FieaQkJCViyZAnu37+fb13/7ZQsqsO0oGma1jW3nosXL4aPjw+8vLwwffp0bNy4EVeuXMHmzZsL3AbFGTFiBObPn6/S+x2XLl2KXbt2lbijMjs7GwMHDsThw4fh7OyMI0eOoEqVKiovP2vWLCgUCqxbtw4BAQHKz+/cuYMRI0YAAEaPHo0KFSqUKE4iIiIiIiIiIiIiIiLSHoUgCILUQRQmICAAfn5+AN6Mdevi4oJbt27h1atXWL58OUaPHg2FQoGXL18qh+d0cHDAs2fPEBsbC2dn53zr9PPzQ0BAAFatWoXPP/88z7SUlBR07NgRYWFhAN68o7BKlSp48OABEhISYG5ujpSUFFhYWAAAHB0d8fTpUzx48CBPx1phnxc1TZO6FkYQBNjZ2WHIkCFYsWKFCltaeps3b8bAgQMBvHlnaFHvnQgMDESlSpXyff7jjz9i6tSpAIBq1aqhbNmyuHr1KrKystCqVSscO3asyHdfFuTdR5hTUlI4DKweyB3yx8nJiUP+EBHJEM8DRGwHcsf9T3LHNkBERESkP7TVh6K376wEgKFDh+LVq1fKJxrNzMzQs2dPTJs2Denp6RAEAa6ursrKx8XF4dmzZ3BwcCiwoxIo+slKW1tbBAcHY+nSpQgMDMTNmzeRlJSESpUqoU+fPujXr5+yozIuLg5Pnz6Fo6Njnk7Hwj4vbpq6dS2OIAhQKBQqzasP3h2y9u7du7h7926h86anpxf4+ZQpU9C0aVMsWbIEISEhSExMhKurKwYNGoRJkybB0tJS63ETERERERERERERERGR5vT6yUrSzK5du9C7d29s2LABgwcPljocg8YnK/UPf0VLRCRvPA8QsR3IHfc/yR3bABEREZH+kMWTlVS8wYMHo06dOnBzc4O1tTXOnj2LH3/8Ec2bN0f//v2lDo+IiIiIiIiIiIiIiIioUOysNHANGjTApk2b8NNPPyE9PR3Ozs4YPXo05syZoxyyloiIiIiIiIiIiIiIiEgfsbPSwE2fPh3Tp0+XOgwiIiIiIiIiIiIiIiIitZlIHQARERERERERERERERERyRM7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikgQ7K4mIiIiIiIiIiIiIiIhIEuysJCIiIiIiIiIiIiIiIiJJsLOSiIiIiIiIiIiIiIiIiCTBzkoiIiIiIiIiIiIiIiIikoSZ1AEQEREREREREREREZE8RUVFqTX/o0ePsHXrVnzyySeoUKGCSsvUq1dPk9CISCR8spKIiIiIiIiIiIiIiAzC48ePsWLFCjx+/FjqUIhIS9hZSURERERERERERERERESSYGclEREREREREREREREREUmCnZVEREREREREREREREREJAl2VhIRERERERERERERkUEoU6YMevbsiTJlykgdChFpiZnUARAREREREREREREREanC2dkZP/74o9RhEJEW8clKIiIiIiIiIiIiIiIyCBkZGbh//z4yMjKkDoWItISdlUREREREREREREREZBBu374Nb29v3L59W+pQiEhLOAwsEZGOCIKAtLQ0qcNQmbW1NRQKhdbWZ2j1B7S7DeRef4DbQO71JyIi4rmQ5E7ubUDu9QcMbxvIvf4A2wDPg9rFHDC8bSD3+gPSHQfYWUlEpCNpaWmwtbWVOgyVpaSkwMbGRmvrM7T6A9rdBnKvP8BtIPf6ExER8VxIcif3NiD3+gOGtw3kXn+AbYDnQe1iDhjeNpB7/QHpjgMcBpaIiIiIiIiIiIiIiIiIJMEnK4mIRJCYmKiXv0xLTU1FxYoVdV6OvtYfEGcbyL3+ALeB3OtPRETEcyHJndzbgNzrD+jvNpB7/QG2AZ4HxcEc0N9tIPf6A/pxHGBnJRGRCGxsbPT2ZCQG1l/e9Qe4DeRefyIiIp4LSe7k3gbkXn+A24D1l3f9ta1hw4a4fv261GGohTnAbSD3+heHw8ASERERERERERERERERkSTYWUlkQF6/fo2UlBSkp6dDEASpwyEiIiIiElV2djZSU1ORlpaGnJwcqcMhEl12djbS0tKQmpqK7OxsqcMhIiKSxL179zBgwADcu3dP6lCISEs4DCyRHrt69Sp27tyJixcvIjQ0FHFxccpppUqVQrNmzeDu7o4OHTqgV69esLCwkDBaIiIiIiLtiouLwz///IOQkBBcvHgRt27dUk4zMzNDo0aN4O7ujjZt2qBv374oU6aMhNESad+zZ8+wdetWnD9/HqGhoYiMjFR2UioUCtSrVw/u7u5o2bIlPvnkE8nfNURERCSGtLQ0REREIC0tTepQiEhL2FlJpGdycnIQGBiI5cuXIzg4uND5Xr16hX///Rf//vsvfvvtN1SoUAGfffYZxo4di8qVK4sYMRERERGRdp04cQLLli3D7t27C316LCsrC+Hh4QgPD8eff/6Jr7/+Gr6+vvj6669Rv359kSMm0q7w8HD8+uuv+Pvvv5Genl7gPIIg4Pr167h+/Tr+97//YdKkSfj4448xbtw4tGnTRuSIiYiIiIg0x2FgifTI7du34eXlhf79+xfZUVmQR48e4fvvv0f9+vWxbt06DhNroE6cOAGFQpHnz9bWFs2bN8fPP/+MrKwsqUMkHWMOEHOAiOTs2bNn8PX1RadOnbBjxw61hrlMTU3F6tWr0aRJE8ydOxeZmZk6jJR0Re7nwVevXmHy5Mlo3rw51q9fX2hHZUFev36Nv//+G23btsXo0aPx8uVLHUZKuiL3NkDMAWIOEHNA7uS6//lkJZGe8Pf3x7hx4/Dq1asSrefFixcYPnw4AgMDsXHjRtjb22snQBJV//794ePjA0EQkJCQgA0bNmDixIm4fv061qxZI3V4JALmADEHiEhujh49ikGDBiExMbFE68nKysJ3332HnTt34p9//kGdOnW0FCGJSY7nwStXrqBv3764efNmide1Zs0aHDx4EFu2bEHr1q21EB2JTY5tgPJiDhBzgJgD8ia3/c/OSiI98MMPP2DGjBlaXef+/fvh5eWFoKAglC9fXqvrJt1zc3ODr6+v8t9jxoxB/fr14e/vj++//577VAaYA8QcICI52blzJ/r376/VpyEjIiLQvn17HDlyBI0aNdLaekkccjsPnj9/Ht7e3khKStLaOmNiYtC5c2fs2rULXbp00dp6SRxyawOUH3OAmAOFc3JywqJFi+Dk5CR1KDrFHJA3ue1/DgNLJLFly5ZpvaMyV0REBLy9vZGcnKyT9ZN4bGxs0KpVKwiCgDt37kgdjqjCwsLyDX1Qkj9DxRxgDsg5B4jIuAUFBeGTTz7RybCtiYmJ6Nq1K4+bRsCYz4NXr17VekdlrrS0NHz44Yc4e/as1tdN4jLmNqAK3hPIOwe4/9+Qcw78l729PXr16iW7EeXknAM8Dhj//mdnJekNQRBw5swZTJ06FW3btkW5cuVgbm6OihUrwsfHB7t37y502Xv37uGPP/7AZ599hqZNm8LMzAwKhQKzZs0SsQbqu3jxIiZOnKjTMsLCwnReBokj9yTk4OAgcSTi2r9/P5KSkiAIglb+DBlzgDkg1xwgIuP16NEjDBw4EK9fv9ZZGQkJCRg0aJBa778k/WSM58H09HT0799fJx2VudLS0tC/f3++w9IIGGMbUBXvCd6Qaw5w/78l1xz4r2fPnmHjxo149uyZ1KGITq45wOPAG8a8/zkMLOmNY8eOKYemUSgUqFWrFmrWrInbt29j37592LdvH4YPHw5/f/98v3749ddf8euvv0oRtsYyMjLg5+en9pcmISEhqFSpEhISEuDh4aHSMv7+/ujbty+6deumSagkgbS0NDx58kQ5Jvnvv/+OS5cuwcPDQ3bvXUpKSkKZMmWkDkN0zIG3mAPMASIyXmPHjsWTJ0/UWkaT6+Hz589jyZIlmDJliiZhkgTkch787rvvEBkZqdYymrSB2NhYTJ482Sjfb2Ss5NIGVCXHewLmwFty3P8Ac6AoDx8+xIIFC+Dm5oZy5cpJHY7OMAfekuNxQG77n52VpDcEQUDNmjUxYcIEDBgwAI6OjgCA7Oxs/Pbbb5g4cSLWrl0Ld3d3jBkzJs+yjo6O8PHxQcuWLeHh4QF/f39s27ZNimqobMmSJbh27Zray1WqVAnOzs5qLzdq1Cjcvn0b5ubmai9L4ps/fz7mz5+f57PevXtj1apVEkUkjZiYGFSrVk3qMCTBHHiDOcAceNfDhw+Rnp4O4M2TKKmpqbCxsZE4KiLxPH/+HBcuXMCrV68AADk5ORJHVDL79+9HYGCg2stpej387bffYsCAAahataray5L45HAejIyMxI8//qj2cpq2gT/++ANDhw5Fu3bt1F6WxCeHNqAqud4TMAfekOv+B5gDxBzIJdfjgNz2P4eBJb3RsmVLREVF4csvv1R2VAKAqakpxo8fj1GjRgFAgb8EnTVrFvbs2YPZs2fD29sbtra2osWtidevX2P58uWilhkTE4OdO3eKWiZpbsSIEQgKCsKBAwewePFiODg4IDExEaVKlVLOExwcDFtb23x/FhYWMDU1lTB67dmzZw969uwpdRiSYA68wRxgDgDA6dOn0a9fP7i4uODp06cAgKdPn8LJyQnjx4/H3bt3JY6QSLeuXLmCkSNHwsnJCd7e3srhrh4+fIhhw4YhPDxc2gA19Msvv4haXkZGBlavXi1qmaQ5OZwHly9fLvqPDpYtWyZqeaQ5ObQBVcn1noA58IZc9z/AHCDmQC65Hgfktv/ZWSmiJ0+eYPLkyahVqxasrKzg4uKCSZMm4dWrV/D19YVCoYC/v7/UYapNW2M829nZFfnUX+4Qpjdu3NBKeVLatWsXHj58KHq5K1euFL1M0kzt2rXRpUsXeHt7Y/Lkydi7dy/Onz+PL774QjlP+/btkZKSkufv5s2bcHR0zPerG0N17949VK9ePc9nM2bMgEKhwNq1awtc5v3334e5uTnCwsJEiFB3mANvMAeYA4sXL0b79u0RGBiYb+j0Fy9e4Ndff0WzZs1w7NgxiSIk0q0tW7agRYsW+PPPP5VPVL5r/fr18PDwwIYNGySITnM3b95EUFCQ6OX6+/sjIyND9HJJfcZ+Hnz58iX++usv0cvdvn27JPeipD5jbwPqkOs9AXPgDbnuf4A5QMyBXHI9Dsht/7OzUiSXL19Go0aNsGTJEiQmJqJBgwbIzMzE0qVL4evrq+yAa9q0qcSRAl5eXlAoFIiOji523osXL6JZs2a4d++ezuPK/VLB2tpa52XpmhQ3pQBw4sQJxMbGSlI2lUzr1q3h6+uLzZs349y5cwXOk5GRgT59+sDT0xMzZswQOULtS05OLnAs+rlz56Jx48aYMGECYmJi8kxbtWoVgoKCMHPmTDRv3lysUEXBHHiLOSCfHFi5cqVK75d7+fIlevbsiZCQEBGiIhLPgQMHMGjQIGRmZhY5X1ZWFvz8/LBjxw6RIiu5jRs3SlLuo0ePcPjwYUnKppIxtvPgrl27kJKSInq5WVlZ+Pvvv0Uvl0rO2NqAqnhP8JYcc4D7Py855kBhbGxs0K5dO9m9FkSOOcDjwFvGvv/ZWSmCJ0+ewMfHB4mJiZgyZQoSEhIQFhaGxMREzJ8/H9u3b0d4eDhMTEzQqFEjqcNVy6ZNmxAREQEvLy+dd1hu3boVANCxY0edliOGCxcuSFY2v8g1XLNnz4apqSlmz55d4PTPP/8c6enpWL9+vbiB6ciBAwfg7e2d73MLCwsEBATg1atXGDZsmPLp7rt37+Kbb75Bs2bNMHPmTLHDFQVz4A3mgDxyICkpCZMnT1Z5/rS0NEyYMEGHERGJKzs7G2PGjMn3RHFhBEHAl19+idevX+s4Mu3g9TBpwpjOg2wDpAljagOq4j1BXnLLAe7//OSWA4WpXr06/P398z1tJwdyywEeB/Iy5v3PzkoRjBs3DrGxsZg4cSIWLVqU532KM2fORL169ZCVlQVXV9c84w0bgiVLlmDEiBGIiYnRaYflwYMHsWPHDigUCnzzzTc6KUMs8fHxSEhIkKz80NBQycqmkqlduzYGDBiAI0eOIDg4OM+0ZcuWYe/evdi5c6dBPn2clJSU77PQ0FC0aNGiwPlzLziOHTuGFStWICcnB35+fnj9+jUCAgKKHFLakDEH3mIOGF8O/FfuTYc6zpw5g4iICB1FRCSugwcPqjTSybvi4+Oxe/du3QSkRYIgSHpNyuthw2VM50G2AdKEMbWBgvCeoHjGnAPc/6ox5hxQR3Z2NlJSUlT+YZ8xMeYc4HGgeMa8/9lZqWORkZHYsmULKlSoUOAYwQqFAu7u7gDyDgEbFxeHcePGoW3btrC2ti5yWNbg4GB07twZjo6OsLe3R+vWrbF9+3atxB4eHl7kX0REBMaOHQtPT0+ddVjeuXMHgwYNAgB89dVXaNOmjVbXL7bIyEhJy7969aqk5VPJzJw5EyYmJvj222+Vnx0/fhxTp07F1q1bDfIXZfv370ft2rURHx+v/Cw7OxumpqZQKBSFLpc7lMPUqVMxfvx4BAcHK4eAMGbMgbeYA8aTAwUJCAgQdTkifWPMbeDJkyd4/PixZOVfu3ZNsrKp5IzlPChlHt68ebPY4aVJfxlLG/gv3hOozhhzgPtfPcaYA+qKioqCh4cHoqKipA5FEsaYAzwOqM4Y9z8AKITc52NJJ2bOnImFCxdi4sSJWLJkSYHzjBgxAmvXrsXChQsxffp0AG/eLdi/f3+4u7tDEAQcPHiwwBfJRkREoFWrVujQoQPGjRsHc3NzrFu3Dlu2bMGePXvg4+OjdsxeXl44efKk2svl6tKlC4KCgjRe/l0JCQlo3749bt++jffffx979+5V6RcRfn5+CAgIwMyZM7FgwQKNy09NTVU+CVu5cmWYmJS8f//Vq1d49uxZgdNCQkJQqVKlIpevVKkSzMzMkJWVVeQTmgkJCfDw8Mj3uaWlJRwdHdULWo88fPgQOTk5MDExQeXKlaUOp0g5OTl4+PAhACAlJUUn4+hHR0fDw8MDc+bMwZdffqn28rrI8Vyq1j8pKQljx45Fhw4dMHr0aADAyZMnkZKSgg8++KDIMq5evQp3d3dkZmaiZcuW+Pfff2FqaqpWnLraBmLsf4A5wBzQ7xwoidzjvbpKlSqFcuXK6SAiInE9evRIoyFdzc3NUaFCBR1EpD1ZWVlITEwsdHpx18QlvR42hOvIovB6OK+SngcBac6FDx48KHSartsAoF/nfHWxDeSlz21AnfpLeU+gD/dEJaHP9wO8J+Q9oar8/PzUmv/hw4dYu3Ythg8frvK5QIphMZkDhnEc0If6l4TU1wLv1tHNzQ2XLl3SKAYzjZYilR09ehQA0KlTp0LniYuLA5D3ycoOHToob+DXr1+PgwcPFrjsli1boFAosGvXLuUQsl27dsW5c+ewceNGjTorc3Xv3l3lx4WjoqKUvwzt3LmzxmW+69mzZ3j//fdx+/ZttGvXDjt27JD00e3cBqdLlSpVgrOzs0rzmpmZqTzvuzIyMoq8MTYUOTk5RlGPkkhLS0Pv3r3Rq1cvjU9E7xIjxwtib2+PgQMHYsWKFcqLkWPHjil/vFEUOzs7WFpaIjMzE97e3mrfkPyXVNtAU8wB5oCx5IA2vXr1SvbnB5K3169fG3wbUPWaWNPrYWO5jjSWepSEts+DgH6cC3XdBgD9qGdJsQ0YVxvQl3sCQ2sbxnI/oC/7H2AOSFX/tLQ0teZPT09X/lfVZY31nGEsOaAvxwG5HwOAkm2Don6UWhx2VurY/fv3AaDQR28zMjJw/vx5AHk7K1Xtuc7MzISFhQWsrKzyLFu6dGmNnkZ418qVK1V6ZDg0NBRdunQBAMydOxfTpk0rUbkA8PLlS3h7e+PKlSto3rw59u3bJ/k4y9r6VUV6ejqePn1a4DRV3mWpzq9oC2JlZQUHBwfVgtVDhvorWl3Ytm0bIiIicPPmTWzZsiXf9MjISFStWlXl9enyl0PF6dy5M4YMGYLk5GSULl0a6enpeY5rBREEAcOHD0d6ejoaNGiARYsWYcCAAahfv77GMevqF5S6whxgDuh7DpSEpk+V2draokyZMjqIiEhcz549U/u9rYBhXOtlZ2drdB2bq6TXw6ampsWOZqLPeD38lrbPg4B458L4+HgUNtCVrtsAAFSpUqXIIdX0GdvAW/reBtStvz7cE0h5T6QJfb8f4D0h7wlVpe73vrm5YWVlpfKyTk5OasdVUswBwzsOyP08AJTsycqKFSuqVVYeAulU6dKlBQBCSEhIgdP9/f0FAIKDg0Oh61i3bp0AQLh3716+aVeuXBFKlSolTJo0SUhISBCePn0qLF68WLCwsBBOnTqlUcwdO3YstLz/Cg0NFcqWLSsAEObOnatRef+VmpoqtG/fXgAg1K9fX3j8+LHa6xg6dKgAQJg5c2aJYklJSREACACElJSUEq0r18OHD5Xr1OQvNjZWEARBiI2N1Wj5WbNmaaUeUnFychIACE5OTlKHUixd5I+26TJGddfdp08fYevWrUJkZKSwdu3aYudfvny5AECYN2+eEBUVJVhZWQktW7YUsrKydBqn1OvVNuYAc0Bf48zdv+r+Xb16VerQibTi4MGDGrWBnTt3Sh16sXJycoSKFStKdj3s4+Mj8RYoGV4Pa58UcbZr106yNlCvXj1R6qgrbAPap0/Xw1LcE+jTPZEU9Kn+vCeUhj7Eef36dbX+AgMDBQBCYGCgystIQR+2rSrkfhzQp/pLpSRxaquO+vHTeSOW+4vdixcv5psWGxurfIy5SZMmGq2/UaNGOH78ODZt2oRKlSrBwcEBc+fOxT///IP27dtrHriKNmzYgOfPn2Pu3LmYM2dOideXmZmJjz76CMHBwahVqxaOHDli0O9XLEilSpVQpUoVycp3d3eXrGyiovTq1Qu7du3Cvn37ih3C+s6dO5g6dSrc3d0xffp01K1bF/Pnz8eFCxewePFikSImbWMO0LsGDx6s9rscOnbsiIYNG+ooIiJxde3aFbVq1VJrGRcXl2Lf56IPFAqFpNekvB4mfcA2QFQw3hPIG/c/qcrV1RVnzpyBq6ur1KGQlvE4IF/srNSx3OFRFy5ciJs3byo/P3fuHN577z0kJSUByDsErDpu3bqFfv36wcPDA/v378fhw4fxySefYMCAATh27JhG6xwxYgTmz5+PsmXLFjvv0qVLsWvXLq10VGZnZ2PgwIE4fPgwnJ2dceTIEUk79XSpVatWkpXt4eEhWdlERfHx8cGhQ4cQHx+P8uXLFzpfTk4O/Pz8kJWVhYCAAJiZvRnRfOLEiWjTpg3mzp2LyMhIscImLWIO0Lvs7Ozw22+/qTx/6dKlsWzZMh1GRCQuExMTrFmzRuV3tpuammL16tXKY6K+k/J6uGXLlpKVTZSLbYCoYLwnkDfuf1KVubk5ypUrp/K1MhkOHgfki52VOjZt2jSULVsWsbGxaNiwIRo3bozatWujTZs2qF+/Pjw9PQFo3lk5Y8YMWFtbY/v27ejevTu6du2KtWvXonXr1pg0aZJG6xw8eDBmzZql0vueTExM0KtXL43K+a+tW7di27ZtAAALCwv4+vrC09OzwL//vnvjzJkzcHR0VP79/fffAN50pr77+ZkzZ7QSa0kNGTJEknK7dOkiyfjsRKpwcHBAgwYNih3bfOnSpTh9+jTmzZuX5wkqExMTrF+/HiYmJvDz80N2drauQyYtYw7Qfw0bNgzLly8v9l0J5cqVw4EDBzQeqYJIX7333nsIDAxEqVKlipzP0tISmzdvRvfu3UWKrOR8fX0leV9e5cqV0bVrV9HLJfqvXr16wc7OTvRyLSwsMGDAANHLJVIV7wnkjfufVBUTE4MxY8YgJiZG6lBIy3gckC92VupY1apVERwcjB49esDKygr3799H+fLl4e/vj127diEqKgqA5p2VV65cQZMmTWBqaprnc3d3d1y/fr3E8YspIyND+f93797FmTNnCv1LT0/Ps+zr16/x9OlT5V/uul69epXn89evX4tap8L4+PjAxcVF9HLHjh0replE6hg8eDB69+5d6PTr169j9uzZhf4gw9XVFQsWLEBISAgWLVqkw0hJV5gD9F9jx47FhQsXMHToUFhaWuaZVr58ecyYMQMRERFo166dRBES6VavXr0QERGBcePG5evYKF26NMaOHYvw8HD069dPogg1U7NmTUk6V0eNGsVf4JNesLW1hZ+fn+jl9uvXDxUqVBC9XCJ18J5A3rj/SRXJyck4fvw4kpOTpQ6FdIDHAXlSCIIgSB2EXD179gwODg4wMzNDSkpKvi/gcq1fvx7Dhg3DvXv3UL169TzTvLy8EB8fj8jIyDxDPnl5eSE2NhZ37tzRZRWMXmpqKmxtbQEAKSkpar87qyiLFy/GlClT1F4uNjYWzs7OiIuLU6vDs2bNmrhx44bBDA1WGGdnZzx48ABOTk6Ii4uTOpwi6TJ/tEWXMRpC/QHdxSn3+ut63drEHDCMOAHg6dOnuHbtGlJTU2Fvb4/mzZsXev1EZIxSU1Nx6dIlJCcno3Tp0mjatClKly4tdVgaCwoKwvvvv6/2cppeD5cqVQq3bt0y+JFGeD2sfVLFefPmTTRs2BBZWVlqLadpGwCA8+fPG/wwsGwD2sfrYXnfE8m9/gDbgD7EmftAj6quXbuGvn37IjAwMM9TdUWpV6+eJqGViD5sW1XI/Tgg9/oDJYtTW3Xkk5USunLlCoA3B8qCvmgLDAxEYGAgLl68CAA4cOBAnn8Db542uHXrFnr37o09e/bg4MGDGDJkCE6ePImvv/5anIqQRsaPHw83NzfRyvvzzz8NvqOSiN747rvvoFAocPXqValDIRKVg4MDOnTogO7du6NNmzbsqCTZsbGxgaenJ7p37w5PT0+D7qgEgK5du2LQoEGilffDDz8YfEclGRdXV1fMnDlTtPK+/PJLg++oJDJ21atXR7169eDm5gY3Nzds2bIl3zzR0dHw8vJCmTJl0KJFizzTUlJS0K1bN+XrkIiIyLCMGzcO1atXL/J7v6LOA0eOHFGeQ9zc3FClShU0b95cjNBLjJ2VEsrtrCxsCNh+/fqhX79+WLFiBQBgzJgx6NevH5YvX55nnj179uDFixfw8/PDgAEDEBUVhY0bN2LcuHG6rwRpzNzcHOvXr1e7AzEhIQFxcXH53ttZlLFjx8LLy0vNCElf/fPPP/jiiy+Qnp6O3r17w9XVFW5ubvD29kZ0dLTU4ZGOhYWF4dy5c6hatarUoZCWqfLFREF4TCAiQ7Zs2TJUqlRJrWU0uR5u3749vvrqK3XDIwmpc147dOgQ3N3d0axZMzRq1AgBAQEqTdMHM2bMUPu1MJq0gZo1a+L//u//1A2P9BivAY1XYGAgwsPDER4ejv79++ebbmdnhwULFmDTpk35ppmbm2PKlCk4cuSIGKGSDvC+kFTFfW6c+vbti9OnT6NatWqFzlPUeaBLly7Kc0h4eDiaN28u6g9ES4KdlRIqrrNSEIQC/9avX59nPh8fHwQHB+Pp06dISkrChQsXMHDgQF2HT1rQtGlTZWe0qjw8PODi4gIPDw+V5m/Tpg3H5jYyO3fuVI7bPmrUKNy4cQPh4eHw8fHBqFGjpA2OdCojIwNjx47FypUroVAopA6HdKC4LyYKwmMCERmycuXKYcuWLbCyslJ5GXWvh52dnfG///0PJia8/TU0qpzXBEHAwIEDsW7dOly6dAl79+7F6NGjkZycXOQ0fWFhYYEtW7ao9QSUum2gdOnS2Lp1q94OO0aa4TWgfJUrVw6enp4FtmlLS0t07twZ9vb24gdGWsP7wuJVrFgRU6dORcWKFaUORTJy2+dy0aFDBzg7Oxc5T1HngXfFx8fj2LFjGDx4sDZD1BnerUkot7OySZMmEkdCUho1ahR+/vlnnazbw8MD+/bt402pgXn+/DmcnZ3h6OgINzc31K9fH5aWlhg9ejRev36NM2fOoFOnTrCyskKPHj2UnVatW7fG3bt3JY6edOnbb7+Fr68vatSoIXUoJCIeE4jI2HXo0AE7duxQq8NSVc7Ozjhy5AhHJDBA6p7XkpKSAAAvX76Eg4NDnqHCi5qmD+rWrYugoCCdDNlYunRp7Nu3D+7u7lpfN+kWrwHla9CgQWjcuDFGjhyJx48fSx0O6QkeE/JydHSEn5+fUQ93zH1OJRUQEIDu3bujQoUKUoeiEnZWSujff/+FIAjo1q2b1KGQxMaPH4///e9/sLOz09o6P/74Yxw9ehRly5bV2jpJHGXLlsXAgQMxceJEhIeH45dffkG7du2wevVqHD9+HG3btoWFhUW+5ZYtW4aePXtKEDGJ4ezZswgJCcGYMWOkDoV0qKAvJnhMICI58Pb2RlBQEFxcXLS2zlatWuH06dOoW7eu1tZJ0insvKZQKLB161b06dMH1apVg6enJwICAmBhYVHkNH3j5uaG06dPa/XHzHXq1MGJEyfQvn17ra2TxMNrQHk6deoUIiIiEBYWBgcHBwwdOlTqkEgCvC8s3osXL3Dw4EG8ePFC6lB0hvucSmrdunUYMWKE1GGojJ2VRHpi0KBBuHr1aok7rx0dHbFlyxYEBgaidOnSWoqOxBYeHo5mzZoBAEJDQ+Hm5gbgzRAPH330Ub75Fy5ciFu3buH7778XM0wS0cmTJxEVFYUaNWqgevXqiIuLQ7du3XDgwAGpQyMtKeqLCR4TiEgOPD09cfXq1RIPW2VpaYkff/wRZ86cKfJdLySt9u3bw9HRscC/2NjYPPMWdV7LysrCDz/8gF27duH+/fs4evQohg4dimfPnhU5TR/VrVsXISEh+Pbbb2FmZqbxehQKBSZMmKB8TxEZLl4Dyk/uSADm5uYYP348goODJY6IxMb7QtXExcVhwoQJiIuLkzoUneI+J02dOnUKaWlpBvWgHDsrifSIi4sLDhw4gD179qB79+5qvZOuatWqWLhwIa5fv45PPvlEh1GSGMLDw5UXILkXI4Ig4NChQ+jevXueeX/66Sds374dBw4cgLW1tQTRkhimTZuG+Ph4REdHIzo6Gs7OzgXmAxmuor6Y4DGBiOTCzs4Oq1evxvnz5+Hr66vWE3Bly5bFpEmTEBkZiW+++QampqY6jJRKKjg4GE+ePCnw790nbIs7r4WHhyM+Ph7t2rUD8OZVGFWqVEFERESR0/SVhYUFvvvuO1y5cgVjx45V6weopUqVwogRIxAWFoalS5fyOsAI8BpQXlJTU5XDVgPA5s2blZ0UJB+8L6R3cZ+TptauXQs/Pz+DuidiZyWRnlEoFPDx8cH+/ftx69YtLFmyBAMHDkTdunXzfFljYmKCrl27Ytq0adi3bx/u3r2L6dOnG/VY7XLx4MEDmJiYoHLlygCAy5cvo3Hjxrhw4QLq168PW1tb5bxLly7F5s2bERQUBHt7e4kiJqKSKuqLCR4TiEiOWrZsib/++gtxcXH4/fffMXLkSDRr1izPey0VCgU8PT3x9ddfY9OmTYiLi8NPP/2EmjVrShg5aZMq5zUXFxfExcXhxo0bAIDbt2/jzp07cHV1LXKavqtXrx6WL1+OBw8eYMOGDRg7dixat26d57yvUCjQokULjB49Gv7+/njw4AH8/f2VX2qSYeM1oPwkJiaiU6dOaNKkCRo3boyTJ09iw4YNAICRI0di9+7dAICMjAw4OzujX79+uHz5MpydnTF9+nTlepo3b442bdoo33c3ePBgSepD6uN9Ib2L+1yexo4dC2dnZ8TFxaFLly6oXbs2APXOA8nJydi2bRuGDx8uSR00pfm4IkSkc7Vq1cLEiRPzfObk5IT4+HhUrlwZhw8fligy0qVLly7l+YLBzs4OK1euhIODA3r37q38PC4uDpMmTULNmjXRqVMnAG+GPTt//rzIEZMUoqOjpQ6BtCgxMREff/wxsrOzIQgCatasqfxigscEIpKz8uXLY/To0Rg9erTys9zr4SpVqnB4PCNW3HmtR48emDdvHlq0aIHVq1ejb9++MDExgSAIWLlyJZycnACgyGmGoHTp0hg8eHCezoZ320BISIiE0ZEu8RpQfmrWrIlLly4VOM3f31/5/5aWlkUOfRkWFqb12EgcvC+kd3Gfy9OKFSuwYsWKfJ+rcx4oXbo0kpOTdRKfLrGzksjAqDM0LBkmHx8f+Pj4KP8dGhoKAGjYsCGOHz+u/NzZ2RmCIIgeHxFpX1FfTPCYQESUF6+H5aG489r+/fuV///pp5/i008/LXC+oqYZKrYBeeA1IJH88L5QdVZWVqhfv36eUTeMDfc5yQ07K4mIDMS1a9ekDoGI9AiPCURERETyw2tAInqXXI8JtWrVwvbt26UOQxJy3edk/NhZSUQkgtTUVKlDKJBYcelr/QFxYpN7/cUsRxPMAf2NjYiIjIc+n2/0OTYyHvqcZ7welvc9kdzrD7AN6HNsxkSft7PcjwNyrz+gH7Gxs5KISAQVK1aUOgRJsf7yrj/AbSD3+hMREfFcSHIn9zYg9/oD3Aasv7zrr22RkZEYMGAA/v77bzRo0EDqcFTCHOA2kHv9i2MidQBERERERERERERERESqEAQBr1+/5rsaiYwIn6wkItIRa2trpKSkSB2GyqytrbW+PkOqP6DdbSD3+ueuT87bQO71JyIi4rmQ5E7ubUDu9c9dnyFtA7nXH2Ab4HlQu5gDhrcN5F5/QLrjADsriYh0RKFQwMbGRuowJMP6y7v+ALeB3OtPRETEcyHJndzbgNzrD3AbsP7yrj8xBwBuA7nXXx0cBpaIiIiIiIiIiIiIiIiIJMEnK4mIiIiIiIiIiIiIyCDUqlULu3fvhouLi9ShEJGWsLOSiIiIiIiIiIiIiIgMgpWVFerUqSN1GESkRRwGloiIiIiIiIiIiIiIDMKDBw8wa9YsPHjwQOpQiEhL2FlJREREREREREREREQGISkpCdu2bUNSUpLUoRCRlrCzkoiIiIiIiIiIiIiIiIgkwc5KIiIiIiIiIiIiIiIiIpIEOyuJiIiIiIiIiIiIiIiISBLsrCQiIiIiIiIiIiIiIoNgYmICDw8PmJiwe4PIWLA1ExERERERERERERGRQcjJyUFISAhycnKkDoWItISdlUREREREREREREREREQkCXZWEhEREREREREREREREZEk2FlJRERERERERERERERERJJgZyURERERERERERERERmEMmXKoGfPnihTpozUoRCRlphJHQAREREREREREREREZEqnJ2d8eOPP0odBhFpEZ+sJCIiIiIiIiIiIiIig5CRkYH79+8jIyND6lCISEvYWUlERERERERERERERAbh9u3b8Pb2xu3bt6UOhYi0hMPAEhHpiCAISEtLkzoMlVlbW0OhUGhtfYZWf0C720Du9Qe4DeRefyIiIp4LSe7k3gbkXn/A8LaB3OsPsA3wPKhdzAHD2wZyrz8g3XGAnZVERDqSlpYGW1tbqcNQWUpKCmxsbLS2PkOrP6DdbSD3+gPcBnKvPxEREc+FJHdybwNyrz9geNtA7vUH2AZ4HtQu5oDhbQO51x+Q7jjAYWCJiIiIiIiIiIiIiIiISBJ8spKISASJiYl6+cu01NRUVKxYUefl6Gv9AXG2gdzrD3AbyL3+REREPBeS3Mm9Dci9/oD+bgO51x9gG+B5UBzMAf3dBnKvP6AfxwF2VhIRicDGxkZvT0ZiYP3lXX+A20Du9SciIuK5kORO7m1A7vUHuA1Yf3nXX9saNmyI69evSx2GWpgD3AZyr39xOAwsEREREREREREREREREUmCnZVERERERERERERERGQQ7t27hwEDBuDevXtSh0JEWsJhYIlIr6WmpiI8PByhoaG4cuUKnj17BgB4/vw5Fi1aBHd3dzRv3hzlypWTOFIiIiIiIu3LzMzE1atXERYWhkuXLimvh589e4Y5c+bA3d0d7u7ucHJykjhSIt3Izs7GjRs3EBoairCwsDxtYNq0aco2UKNGDSgUComjJSIiMaSlpSEiIgJpaWlSh0JEWsLOSiLSO4Ig4Pz581i5ciW2bNmCzMzMfPOkpaVh2rRpAACFQgFvb2+MHTsW3t7eMDU1FTtkIiIiIiKtunnzJlatWoX169cjKSkp3/RXr15h3rx5yn+3bNkSY8aMwSeffIJSpUqJGCmRbsTHx2PNmjVYs2YNHj58mG/6q1evsGjRIuW/69atizFjxmDIkCGwt7cXMVIiIiIiKikOA0tEeiUyMhKenp5o06YN/vrrrwI7Kv9LEAQcOHAAPj4+qFevHo4dOyZCpERERERE2peYmIhPPvkEdevWxS+//FJgR2VBLly4AD8/P7i4uGDdunUQBEG3gRLpSEpKCr788ktUrVoV3333XYEdlQW5ceMGvv76azg5OeGHH35AVlaWjiMlIiIiIm1hZyUR6YXs7GwsWrQIzZo1w7///qvxem7fvo3OnTtjzJgxSElJ0WKE4jhx4gQUCkWeP1tbWzRv3hw///wzb7hlgDlAzAEiIvnasmULGjZsiH/++UfjdTx9+hTDhw/HBx98gAcPHmgxOnHwPChvJ06cQJMmTbBixQpkZ2drtI60tDTMmDEDbdq0wbVr17Qcoe6xDRBzgJgDxByQN7nufw4DS0SSy8jIwKBBg7Bt2zatrXPVqlW4cOECDh48CEdHR62tVyz9+/eHj48PBEFAQkICNmzYgIkTJ+L69etYs2aN1OGRCJgDxBwgIpIPQRDw7bffYsGCBVpb54EDB+Dh4YGgoCA0bNhQa+sVC8+D8rN27Vp89tlnyMnJ0cr6Ll68iNatW2P37t3o1KmTVtYpJrYBYg4Qc6BwTk5OWLRokdG/s5s5IG9y2//srCQiSWVlZWHAgAHYuXOn1tcdGhqKzp0748SJEyhbtqzW169Lbm5u8PX1Vf57zJgxqF+/Pvz9/fH999+jfPnyEkZHYmAOEHOAiEg+Zs+eje+//17r63348CE6deqE4OBg1K1bV+vr1yWeB+Vl3bp1GDFihNbXm5KSgh49euDgwYPo2LGj1tevS2wDxBwg5kDh7O3t0atXL6nD0DnmgLzJbf9zGFjSK4Ig4MyZM5g6dSratm2LcuXKwdzcHBUrVoSPjw92796t1eVIetOmTdNJR2Wuy5cvo3///gb/zh4bGxu0atUKgiDgzp07UocjqrCwsHxDH5Tkz1AxB5gDcs4BIiJj9tdff+mkozLX48eP0b17dyQnJ+usDDHwPGi8Tp8+jZEjR+ps/enp6ejVqxdiYmJ0VoYY5N4GeE8g7xzg/n9DzjnwX8+ePcPGjRvx7NkzqUMRlZxzgMcB49//7KwkvXLs2DF4enrixx9/xLlz5+Dg4ICmTZsiIyMD+/btw4cffogRI0bk63jSdDmS1pkzZ7B06VK1lgkJCUFsbCxCQkJUXiYoKMgoHo3PPQk5ODhIHIm49u/fj6SkJAiCoJU/Q8YcYA7INQeIiIxVfHw8xo0bp9YymlwP37t3D1OnTlU3PL3D86DxSUtLw7Bhw9Qa+lWTNvDy5UuMHDmS14IGjPcEb8g1B7j/35JrDvzXw4cPsWDBAjx8+FDqUEQn1xzgceANY97/7KwkvSIIAmrWrInffvsNjx49wq1bt3Dx4kU8ffoUP//8MxQKBdauXYtVq1ZpZTmSTnp6OoYNG6b2yaFSpUpwdnZGpUqV1Fpu8uTJBvVL2rS0NDx58gSPHz/GlStXMHbsWFy6dAkeHh6oU6eO1OGJKikpCWXKlJE6DNExB95iDjAHiIiM1eeff46kpCS1ltH0enjVqlU4fvy4WstIiedBeZg1axZu376t1jKatoGgoCD8+eefai0jJbaBvOR4T8AceEuO+x9gDhBz4F1yPA7Ibf+zs5L0SsuWLREVFYUvv/wSjo6Oys9NTU0xfvx4jBo1CgDyPSWn6XIknb///hu3bt0SrbyUlBT88ssvopVXUvPnz0f58uVRoUIFNGnSBCtXrkTv3r1lN6RxTEwMqlWrJnUYkmAOvMEcYA4AQE5ODvbv3w8fHx9UqlQJdnZ2cHFxwejRoxERESF1eEQ6l/vKg0GDBqFKlSqws7NDlSpVMGDAAJw6dcqgfxksZ5cuXcKePXtELXPBggWillcSPA8avydPnmDFihWilrlgwQJkZ2eLWqam2Abekus9AXPgDbnuf4A5QMyBXHI9Dsht/7OzUmRPnjzB5MmTUatWLVhZWcHFxQWTJk3Cq1ev4OvrC4VCAX9/f6nDVJu2viCxs7ODubl5odO7desGALhx44ZWliPprFy5UvQy161bh7S0NNHL1cSIESMQFBSEAwcOYPHixXBwcEBiYiJKlSqlnCc4OBi2trb5/iwsLGBqaiph9NqzZ88e9OzZU+owJMEceIM5wByIiopCgwYN8MEHH2Dfvn1ITExEcnIy4uLisGbNGri5uaFXr154+fKl1KES6URCQgLat28PT09PbNq0CQ8fPkRycjIePnyILVu2oGPHjmjdujUePHggdaikJilGfTl27BiuX78uerma4HnQ+K1duxaZmZmilnn//n0cOHBA1DI1xTbwllzvCZgDb8h1/wPMAWIO5JLrcUBu+5+dlSK6fPkyGjVqhCVLliAxMRENGjRAZmYmli5dCl9fX2VHWtOmTSWOFPDy8oJCoUB0dHSx8168eBHNmjXDvXv3dB5XRkYGAMDa2lqU5Ug3Ll26pNb7RbQlKSkJW7duFb1cTdSuXRtdunSBt7c3Jk+ejL179+L8+fP44osvlPO0b98eKSkpef5u3rwJR0dHzJ8/X8LotefevXuoXr16ns9mzJihHNq5IO+//z7Mzc0RFhYmQoS6wxx4gzkg7xy4ceMGPD09i/2x0Z49e9C1a1ekpqaKFBmROB4/foz27dvjzJkzRc534cIFtGvXTpbv7DFUycnJ2LhxoyRlr169WpJy1cXzoHETBEGyXPz9998lKVddbANvyfWegDnwhlz3P8AcKIqNjQ3atWsHGxsbqUPRKebAG3I9Dsht/7OzUiRPnjyBj48PEhMTMWXKFCQkJCAsLAyJiYmYP38+tm/fjvDwcJiYmKBRo0ZSh6uWTZs2ISIiAl5eXjrvsMztaOrYsaMoy5FuSPmunBMnTkhWdkm0bt0avr6+2Lx5M86dO1fgPBkZGejTpw88PT0xY8YMkSPUvuTk5ALHop87dy4aN26MCRMm5HsP6apVqxAUFISZM2eiefPmYoUqCubAW8wBeeRATk4OPvroIzx9+lSl+S9cuIDJkyfrOCoicQ0bNkzld7ndv38fgwcP1nFEpC0hISGSjfjB62HSB7Gxsbh7964kZZ86dQo5OTmSlF0Scm0DvCd4S445wP2flxxzoDDVq1eHv79/vg4sYyfHHOBx4C1j3//srBTJuHHjEBsbi4kTJ2LRokWwtbVVTps5cybq1auHrKwsuLq65nmM1xAsWbIEI0aMQExMjE47LA8ePIgdO3ZAoVDgm2++0flypDuhoaGyLLukZs+eDVNTU8yePbvA6Z9//jnS09Oxfv16cQPTkQMHDsDb2zvf5xYWFggICMCrV68wbNgw5TDUd+/exTfffINmzZph5syZYocrCubAG8wBeeRAUFCQ2kMVBgQE4Pnz5zqKiEhct27dwr59+9Ra5ujRo7h69aqOIiJtkvKa9Nq1a0hPT5es/JKQ03nQ2EnZBpKTk3Hr1i3Jyi8JObYB3hPkJbcc4P7PT245UJjs7GykpKQYzHuItUluOcDjQF7GvP/ZWSmCyMhIbNmyBRUqVCjw0VuFQgF3d3cAeYeAjYuLw7hx49C2bVtYW1urPCxr9+7doVAoMHfuXK3EHh4eXuRfREQExo4dC09PT511WN65cweDBg0CAHz11Vdo06aNTpcj3ZLy8fvIyEi8evVKsvJLonbt2hgwYACOHDmC4ODgPNOWLVuGvXv3YufOnQY53HFSUlK+z0JDQ9GiRYsC58+94Dh27BhWrFiBnJwc+Pn54fXr1wgICCjyHbaGjDnwFnPA+HLgvzR5t/GrV68QEBCgg2iIxKfpMIWGMryh3El5PZyVlYUrV65IVn5JyOk8aOykHpJN6vI1ZextgPcExTPmHOD+V40x54A6oqKi4OHhgaioKKlDEZ0x5wCPA8Uz5v1vJnUAcrBx40bk5OTA19e30CSxtLQEkLez8vbt29iyZQvc3d3RsWNHHDx4sNiytm7divDwcK3EDQAffPCB2svExMRg1KhRCAoK0koMCQkJ8Pb2xrNnz/D+++/jp59+0ulyhalTpw5MTKTv3899F9HDhw/h7OwscTSaKep9SiEhIahUqVKh03OnVapUCbGxsYXOl5CQAA8Pj3yf5+TkoGbNmqK8YFgXQwvNnDkTmzdvxrfffqscTvf48eOYOnUq9u/fX6LhL7Sd46rWf//+/RgyZAguX76MKlWqAHjzCzlTU1MoFIpCl5s5cyZ2796NqVOn4ubNmwgODsbChQvRuHFjjWPW5jbQ1dBSzIG3mAP6nwMloem792bMmFHicz6RPnj8+LFGy61ZswY7d+7UbjB6xhiuh588eVLoNG1dDwOFXxN3794dVlZWKkarOUO7Hgb061xYGGNoAwV9GZlLjDbwxRdfiDLyktzbgDr115d7AqnuidRhSPcDvCfkPaGq/Pz81Jo/91y4f/9+XLp0SaVlpHjSjDlgeMcBuZ8HAPW3wbt19PT0VLlN/pdCyH0+lnSmdevWOH/+PPbs2QMfH58C5+nWrRsOHz6Mffv2oUePHgDe7OTcpFi/fj2GDRtW4Mtkc718+RL16tXD4sWL4evrizlz5mj8dKWXlxdOnjyJ7t27q9wLHxUVhWvXrgEAfvjhB0ybNk2jst/17NkzeHl54cqVK2jXrh0OHz6sUjyaLvdfqampeYbsJd2LjY3Vyg13XFwcXFxctBCRdqSkpOjkpd/R0dHw8PDAnDlz8OWXX6q9vFg5XlT9k5KSMHbsWHTo0AGjR48GAJw8eRIpKSnF/mDi6tWrcHd3R2ZmJlq2bIl///1X7Y5oMbaBrvY/wBxgDhhODhARkWq0dT0M6Nc1sb5eDwM8F+obtgH1GEobKK7+Ut4T6MM9UUkYyv0A7wl5T1iUCRMmqDV/YmIiNm3ahIEDB6JixYoqLfPzzz9rEprWMAf09zigD/UvCX26FqhcuTLi4+M1WpZPVorg/v37AFBoJ2NGRgbOnz8PIO+Tler24M+cOROurq4YNGgQfH19NQv2P1auXKlST3xoaCi6dOkC4M3LbbXRUfny5Ut4e3vjypUraN68Ofbt26dSh6OmyxWncuXKevEL24cPHyo7sitXrix1OBrJrUNBEhISily2UqVKMDMzQ1ZWVpHzFjWtUqVKoj1ZqemTQapIS0tD79690atXL41PRO/Sdo6rWn97e3sMHDgQK1asUF6MHDt2DNOnTy92WTs7O1haWiIzMxPe3t4l3q/a3Aa63v8AcwBgDuh7DpREQkKCRu8fsba2RtmyZXUQEZG4njx5goyMDLWXs7CwQPny5XUQkf4whuvhovavtq6Hi1qXg4ODaE9WGtL1MKBf58LCGEMbSEpKQmpqaoHTxGgDZcqUEeVLSbm3AXXqry/3BFLdE2lK3+8HeE/Ie0JVqfvdbe51jJWVlcrLOjk5qR1XSTEHDO84IPfzAKD+Nni3jqr+eKBAAulc6dKlBQBCSEhIgdP9/f0FAIKDg0Oh61i3bp0AQLh3716B00NCQgRLS0vh6tWrgiAIAgBhzpw5GsfcsWPHIst7V2hoqFC2bFkBgDB37lyNy3xXamqq0L59ewGAUL9+feHx48c6Xa4wKSkpAgABgJCSklKidWmLk5OTAEBwcnKSOhSNeXh4KLerun+xsbGCIAhCbGysRstbW1sLWVlZotRT1/mzYcMGAYBQqlQpwcbGJt/f/fv3JY1RnXW/evVKKFeunPDy5UtBEARhypQpxa4/JydH6Ny5s2Bubi40aNBAsLS0FCIjI3Uapz6s913MAeaAvudASYwdO1aj43xgYKDUoRNpxc8//6xRG/i///s/qUPXOWO4Hv7ss88kux4GIFy/fl2UehrC9bAYcWqbMbSBRYsWSdoG9uzZI0o95d4G1F2vVPcE+nJPpAl9vx/gPSHvCVV1/fp1tf4CAwOV93+qLiMF5oBhHAf0pf6a0IdrAW3VUb9/Lmgkct+ncPHixXzTYmNjlb8OaNKkiUbrz87Oxueff44vv/wSDRs21DxQDW3YsAHPnz/H3LlzMWfOnBKvLzMzEx999BGCg4NRq1YtHDlyBI6OjjpbjsTn7u4uWdlubm6iPFUphsGDB0MQBKSlpSElJSXfX9WqVaUOUWVWVlbw8vLCwYMHcf36ddSrV6/YZVauXImjR49i9uzZ2L59OxQKBfz8/DR6EstQMQeYA8aUA/81ZswYtZepUqUKPvzwQx1EQyQ+Pz8/lCpVSq1lLCwsMHz4cB1FRNok5fWwra0tXF1dJStfm4z5PGjspGwD+lC+thhbG+A9gfqMKQe4/zVjTDmgDldXV5w5c8ZormlKwphygMcB9RnT/mdnpQhyh0dduHAhbt68qfz83LlzeO+995Qvln93CFh1LF++HAkJCRq/n7IgI0aMwPz581UaRm3p0qXYtWuXVjoqs7OzMXDgQBw+fBjOzs44cuSI8oW6uliOpNGiRQtZlk1F69WrF3bt2oV9+/YV+n7fXHfu3MHUqVPh7u6O6dOno27dupg/fz4uXLiAxYsXixQxaRtzgN7VoEEDfPzxx2otM2PGDJiZ8S0HZBzs7e0xbtw4tZb54osvjH4IWGMhZUdJ8+bN9X6YUzJ+zZs3l6zsKlWqGOzwuXLAewJ54/4nVZmbm6NcuXIwNzeXOhTSMh4H5It3KCKYNm0aypYti9jYWDRs2BCNGzdG7dq10aZNG9SvXx+enp4ANOusfPLkCWbPno1vv/0WWVlZSEpKUnZ+pqenIykpqdB3AxZl8ODBmDVrFsqUKVPsvCYmJujVq5faZRRk69at2LZtG4A3vwz39fWFp6dngX/vvntC0+VIGtp4h4CmijvJkXR8fHxw6NAhxMfHF/lFa05ODvz8/JCVlYWAgABlx8TEiRPRpk0bzJ07F5GRkWKFTVrEHKD/CggIQLt27VSad/z48Ro9jUmkz77//nt88sknKs374Ycf4qefftJxRKQtbm5ukrw3CeD1MOmHsmXLon379pKUzTag33hPIG/c/6SqmJgYjBkzBjExMVKHQlrG44B8sbNSBFWrVkVwcDB69OgBKysr3L9/H+XLl4e/vz927dqFqKgoAJp1VsbFxSE5ORmjR49G2bJllX8AsGjRIpQtWxZ3797Van10KSMjQ/n/d+/exZkzZwr9S09PL/FyJA0nJydJhumrU6cOOnfuLHq5pBoHBwc0aNCg2BcxL126FKdPn8a8efPyDH1tYmKC9evXw8TERFbDPRgT5gD9l42NDYKCgvDVV1/BxsamwHmcnJywfPlyLF26FAqFQuQIiXTL1NQUmzZtwrx58+Dg4FDgPOXKlcPs2bMRGBjIJ4sNiJmZGUaPHi16uZaWlhwqmPTGF198IUm5/HGTfuM9gbxx/5OqkpOTcfz4cSQnJ0sdCmkZjwPyxc5KkTRs2BD79u1DcnIyXr58ibNnz2LEiBF4/vw5Hj58CDMzMzRo0EDt9dauXRvHjx/P9wcAQ4cOxfHjxyX7xa4m/Pz8IAiCSn/Vq1cv8XIkHSluEL/44gsOeaXnBg8ejN69exc6/fr165g9ezZat26NSZMm5Zvu6uqKBQsWICQkBIsWLdJhpKQrzAH6r1KlSmHZsmWIj4/H8uXLYW1tDQCwtrbGjh07EB0djbFjx7KjkoyWqakpZs+ejbi4OPz1118YPnw4rKysALwZKjYuLg7z5s1jR6UBGjlypOj7bcCAAYV2fBOJrU+fPqhQoYKoZbZt21bjV/CQeHhPIG/c/0TE44A88Vt7iV25cgUAUK9ePVhaWuabHhgYiMDAQFy8eBEAcODAgTz/trW1hZeXV74/AKhevTq8vLxQqlQpcSpDpIb33nsPH3zwgWjlubq64vPPPxetPNLMyJEjUbdu3UKn169fH69evcLZs2cLHUp44sSJEAQBM2bM0FWYkvvuu++gUChw9epVqUPROuYAFcbOzg5jx45VjiBRtmxZ9O7dmx00JBtWVlbw9fXFn3/+qexssrGx4bW+AatcuTKmTp0qWnmlS5fGd999J1p5RMWxtLQU9QtEExMTDpdtIOR8T1C9enXUq1cPbm5ucHNzw5YtW/LNEx0dDS8vL5QpUwYtWrTIMy0lJQXdunWDo6MjHB0dxQpbq+S8/4noDTkfB8aNG4fq1asX+b1fUeeBI0eOKM8hbm5uqFKliqTvClcHOysllttZWdgv+/r164d+/fphxYoVAN48jdavXz8sX75ctBiJdEGhUGDNmjWwt7cXpax169YZzZd5//zzD7744gukp6ejd+/ecHV1hZubG7y9vREdHS11eKRjYWFhOHfuHKpWrSp1KKRlqnwxURAeE4iIDNfs2bPRqFEjUcr66aefUK1aNVHK0gZ1zmuHDh2Cu7s7mjVrhkaNGiEgIEClaSS9oUOHokePHqKUlfsOK2PBa0DjFRgYiPDwcISHh6N///75ptvZ2WHBggXYtGlTvmnm5uaYMmUKjhw5IkaopAO8LyRVcZ8bp759++L06dNFXrcXdR7o0qWL8hwSHh6O5s2bY9CgQboMWWvYWSmx4jorCxvKdP369UWuVxAEzJ07V8vREmlXlSpV8Pvvv6u1TEJCAuLi4pCQkKDyMtOnT0fbtm3VDU9v7dy5UzkUwqhRo3Djxg2Eh4fDx8cHo0aNkjY40qmMjAyMHTsWK1eu5JCXRqq4LyYKwmMCEZHhsrS0REBAgFo/qtPketjHxwefffaZJiFKSpXzmiAIGDhwINatW4dLly5h7969GD16NJKTk4ucRvoh90esxb2X6l2atIGmTZti3rx5moSot3gNKF/lypWDp6dnge90t7S0ROfOnUX5YTjpDu8Li1exYkVMnTpVrfOHsZHbPpeLDh06wNnZuch5ijoPvCs+Ph7Hjh3D4MGDtRmizrCzUmK5nZVNmjSROBIiafTv3x+//PKLyvN7eHjAxcUFHh4eKs0/YsQILFiwQMPopPH8+XM4OzvD0dERbm5uqF+/PiwtLTF69Gi8fv0aZ86cQadOnWBlZYUePXooO61at26Nu3fvShw96dK3334LX19f1KhRQ+pQSEQ8JhARGbfmzZtjx44dsLCwUGl+da+H27dvjy1bthjcD53UPa8lJSUBAF6+fAkHB4c8r1kpahpJz8nJCYcPH0a5cuVUml/dNuDq6opDhw4Z3Eg7vAaUr0GDBqFx48YYOXIkHj9+LHU4pCd4TMjL0dERfn5+BjvcsSq4z6mkAgIC0L17d9HfEa4pdlZK7N9//4UgCOjWrZvUoRBJ5uuvv8bvv/9e6BjjJVnvmjVrDO6LmbJly2LgwIGYOHEiwsPD8csvv6Bdu3ZYvXo1jh8/jrZt2xb4ZdayZcvQs2dPCSImMZw9exYhISEYM2aM1KGQDhX0xQSPCURExq9bt244cOAA7OzstLpeb29vHDhwANbW1lpdrxQKO68pFAps3boVffr0QbVq1eDp6YmAgABYWFgUOY30S5MmTXDq1Ck4OTlpdb3NmjXDqVOnDPLJG14DytOpU6cQERGBsLAwODg4YOjQoVKHRBLgfWHxXrx4gYMHD+LFixdSh6Iz3OdUUuvWrcOIESOkDkNl7KwkIr0wevRonDt3Dg0bNizxuipVqoRdu3bhl19+gYmJYR7mwsPD0axZMwBAaGgo3NzcALwZ4uGjjz7KN//ChQtx69YtfP/992KGSSI6efIkoqKiUKNGDVSvXh1xcXHKLzbJOBT1xQSPCURExu+9997DlStX0LVr1xKvq1SpUvj111+xb9++YoeHkkr79u3h6OhY4F9sbGyeeYs6r2VlZeGHH37Arl27cP/+fRw9ehRDhw7Fs2fPipxG+qdhw4a4cuWKVoYqMzExwfTp03H27FmD7KjMxWtA+alatSqAN++eHD9+PIKDgyWOiMTG+0LVxMXFYcKECYiLi5M6FJ3iPidNnTp1CmlpaQb1kJxhfotPREapRYsWCA0NxXfffYfy5curvby1tTW++OILXLt2Db169dJBhOIJDw9XXoDkXowIgoBDhw6he/fueeb96aefsH37dqP51TwVbNq0aYiPj0d0dDSio6Ph7OxcYD6Q4SrqiwkeE4iI5KFq1ao4dOgQ/vzzT9SuXVvt5U1NTdGnTx9cvnwZ48aN0+sf7gUHB+PJkycF/rm4uCjnK+68Fh4ejvj4eLRr1w7AmyFCq1SpgoiIiCKnkX4qW7YsNmzYgN27dyu/nFXXe++9h3PnzmHhwoUGP+QvrwHlJTU1VTlsNQBs3rxZ43ZAhov3hfQu7nPS1Nq1a+Hn56f1kQx1SX/vXIhIliwtLfHtt98iNjYWGzduRJcuXYocDsvS0hKtW7fGsmXLEB8fj5UrV6r8rhN99eDBA5iYmKBy5coAgMuXL6Nx48a4cOEC6tevD1tbW+W8S5cuxebNmxEUFAR7e3uJIiaikirqiwkeE4iI5EWhUGD48OG4ceMGDh06hI8//rjI98yYmpqicePGmDNnDu7fv49t27Zp1NGpj1Q5r7m4uCAuLg43btwAANy+fRt37tyBq6trkdNIv/Xs2ROhoaE4d+4chg4dmqcDuyCurq74+uuvcf36dRw9elTl91nqM14Dyk9iYiI6deqEJk2aoHHjxjh58iQ2bNgAABg5ciR2794NAMjIyICzszP69euHy5cvw9nZGdOnT1eup3nz5mjTpo3yfXfaeFqZxMH7QnoX97k8jR07Fs7OzoiLi0OXLl2U1/XqnAeSk5Oxbds2DB8+XJI6aMpM6gCIiApiaWmJgQMHYuDAgcjJycHt27dx+fJlJCcnIycnBzY2Nqhfvz4aNGgAc3NzqcPVqkuXLil/NQUAdnZ2WLlyJRwcHNC7d2/l53FxcZg0aRJq1qyJTp06AXiz3c6fPy9yxCSF6OhoqUMgLUpMTMTHH3+M7OxsCIKAmjVrKr+Y4DGBiEieTExM8P777+P999+HIAh48OABLl26hGfPnuH169coVaoUatWqhSZNmhjlr+eLO6/16NED8+bNQ4sWLbB69Wr07dsXJiYmEAQBK1euVL77sKhppN8UCgVatWqFVq1aAQAeP36M0NBQPHr0CJmZmbCysoKzszOaNWuGMmXKSByt9vEaUH5q1qyJS5cuFTjN399f+f+WlpZFDn0ZFham9dhIHLwvpHdxn8vTihUrsGLFinyfq3MeKF26NJKTk3USny6xs5KI9J6JiQlcXV1l8wtoHx8f+Pj4KP8dGhoK4M07XI4fP6783NnZGYIgiB4fEWlfUV9M8JhAREQKhQLOzs5wdnaWOhTRFHde279/v/L/P/30U3z66acFzlfUNDIs5cuXh7e3t9RhiIbXgETyw/tC1VlZWaF+/fqwsrKSOhSd4T4nuWFnJRGRgbh27ZrUIRCRHuExgYiIiEh+eA1IRO+S6zGhVq1a2L59u9RhSEKu+5yMHzsriYhEkJqaKnUIBRIrLn2tPyBObHKvv5jlaII5oL+xERGR8dDn840+x0bGQ5/zjNfD8r4nknv9AbYBfY7NmOjzdpb7cUDu9Qf0IzZ2VhIRiaBixYpShyAp1l/e9Qe4DeRefyIiIp4LSe7k3gbkXn+A24D1l3f9tS0yMhIDBgzA33//jQYNGkgdjkqYA9wGcq9/cUykDoCIiIiIiIiIiIiIiEgVgiDg9evXfFcjkRHhk5VERDpibW2NlJQUqcNQmbW1tdbXZ0j1B7S7DeRe/9z1yXkbyL3+REREPBeS3Mm9Dci9/rnrM6RtIPf6A2wDPA9qF3PA8LaB3OsPSHccYGclEZGOKBQK2NjYSB2GZFh/edcf4DaQe/2JiIh4LiS5k3sbkHv9AW4D1l/e9SfmAMBtIPf6q4PDwBIRERERERERERERERGRJPhkJRERERERERERERERGYRatWph9+7dcHFxkToUItISdlYSEREREREREREREZFBsLKyQp06daQOg4i0iMPAEhERERERERERERGRQXjw4AFmzZqFBw8eSB0KEWkJOyuJiIiIiIiIiIiIiMggJCUlYdu2bUhKSpI6FCLSEnZWEhEREREREREREREREZEk2FlJRERERERERERERERERJJgZyURERERERERERERERERSYKdlUREREREREREREREZBAcHR3x2WefwdHRUepQiEhL2FlJREREREREREREREQGQaFQwMLCAgqFQupQiEhL2FlJREREREREREREREQG4fHjx1ixYgUeP34sdShEpCXsrCQiIiIiIiIiIiIiIiIiSbCzkoiIiIiIiIiIiIiIiIgkwc5KIiIiIiIiIiIiIiIiIpIEOyuJiIiIiIiIiIiIiMgglClTBj179kSZMmWkDoWItMRM6gCIiIiIiIiIiIiIiIhU4ezsjB9//FHqMIhIi/hkJRERERERERERERERGYSMjAzcv38fGRkZUodCRFrCzkoiIiIiIiIiIiIiIjIIt2/fhre3N27fvi11KESkJRwGloh0QhAEpKWlSR2GWqytraFQKLS2PkPbBnKvP6DdbSD3+gPcBkRsA0REJGc8D3IbyL3+gOFtA7nXH+D1MGkX24DhbQO51x+Q7jjIzkoi0om0tDTY2tpKHYZaUlJSYGNjo7X1Gdo2kHv9Ae1uA7nXH+A2IGIbICIiOeN5kNtA7vUHDG8byL3+AK+HSbvYBgxvG8i9/oB0x0EOA0tEREREREREREREREREkuCTlUSkc4mJiXr7q7TU1FRUrFhR5+Xo6zaQe/0BcbaB3OsPcBsQsQ0QEZGc8TzIbSD3+gP6uw3kXn+A18MkDrYB/d0Gcq8/oB/HQXZWEpHO2djY6O2BWCxy3wasv7zrD3AbELENEBGRnPE8yG0g9/oD3AZyrz9pV8OGDXH9+nWpw1AL2wC3gdzrXxwOA0tEREREREREREREREREkuCTlUREREQG4NmzZ7h27RpSUlKgUChga2uLBg0aoFy5clKHRiSK5ORkXL16FS9fvkROTg5KlSqFevXqoVKlSlKHRkREREREIrp37x6mT5+OH374ATVq1JA6HCLSAnZWEhEREemh7OxsHDx4EH/99RcuXLiAe/fuFThfjRo10KpVKwwZMgTdunWDiQkHziDjIAgCzpw5g7Vr1+Ls2bO4ceMGBEHIN1+VKlXQokULfPrpp+jTpw8sLCwkiJaIiIiIiMSSlpaGiIgIpKWlSR0KEWkJOyuJiIiI9Mjr16+xfPlyLFu2DNHR0cXOf+/ePdy7dw9///03atSogXHjxuHLL7+EmRkv88gwCYKAv/76Cz/99BOuXLlS7Pzx8fHYvXs3du/ejQoVKmD06NGYOnUq3wVCREREREREZCD403si0isnTpyAQqHI82dra4vmzZvj559/RlZWltQhkg5x/5Pcc+DKlSto3bo1Jk6cqFJH5X/du3cPEyZMQJs2bXDt2jXtB0g6J/c2EBsbi+7du2Po0KEqdVT+16NHjzB//nw0bdoUp06d0kGERESka3I/FxJzgJgDRGwD8ibX/c+f3BORXurfvz98fHwgCAISEhKwYcMGTJw4EdevX8eaNWukDo90jPuf5JgD/v7+GDNmDF6/fl3idV28eBHNmzfH77//jmHDhmkhOhKbHNvAwYMH0b9/f7x8+bLE67pz5w68vLzw7bffYs6cOVAoFFqIkIiIxCTHcyHlxRwg5gDJHduAvMlt/7Ozkoj0kpubG3x9fZX/HjNmDOrXrw9/f398//33KF++vITRka5x/5PccuDXX3/F+PHjtbrOzMxMDB8+HKmpqfjyyy+1um7SPbm1gZ07d+KTTz7RSmd9LkEQ8N133+HFixdYunQpOyyJiAyM3M6FlB9zgJgDVBgnJycsWrQITk5OUoeiU2wD8ia3/c9hYElvCIKAM2fOYOrUqWjbti3KlSsHc3NzVKxYET4+Pti9e3ehy+7evRtffPEFPDw8UKVKFVhYWMDOzg4tWrRQfklFhs3GxgatWrWCIAi4c+eO1OGIKiwsLN+j/yX5M0Ry3v8AcwAw7hzYuHGj1jsq3/XVV19h8+bNOls/icOY20BwcDD69++v1Y7Kd/3yyy9YuHChTtZNRETiMeZzYXF4P/AGc4A5IOccoLzs7e3Rq1cv2NvbSx2KqOTcBngcNP79z85K0hvHjh2Dp6cnfvzxR5w7dw4ODg5o2rQpMjIysG/fPnz44YcYMWIEBEHIt+zSpUvx+++/4/Lly7C0tETTpk1RtmxZhIWFYe7cuWjcuLFRNmC5yd2HDg4OEkcirv379yMpKQmCIGjlz1DJdf8DzIFcxpgD9+/fx+eff67WMiEhIYiNjUVISIjKy3z++eeIjY1VNzzSM8bYBpKTkzF48GBkZmaqvIwmbeDbb79Va34iItJPxnguVAXvB95iDjAH5JoDlNezZ8+wceNGPHv2TOpQRCfXNsDj4BvGvP85DCzpDUEQULNmTUyYMAEDBgyAo6MjACA7Oxu//fYbJk6ciLVr18Ld3R1jxozJs+zw4cMxZ84ctGvXDhYWFsrPr1y5goEDB+Lq1asYNWoUjh49KmqdSHNpaWl48uSJckzu33//HZcuXYKHhwfq1KkjdXiiSkpKQpkyZaQOQ1Tc/3kxB4wzBwRBwMiRI5GSkqLWcpUqVYKzs7Nay7x8+RKfffYZDhw4YLC/IJQbObQBAJgyZQru37+v1jKatIGcnBz4+fkhNDQUVlZWai1LRETSkMu5UBVyvB8AmAPvYg4wByivhw8fYsGCBXBzc0O5cuWkDkdn2AbekuNxUG77n52VpDdatmyJqKgomJub5/nc1NQU48ePR1RUFFavXo01a9bk66wcMmRIgets3Lgx/vzzT7Rq1QrHjx/HixcvDPagFhERgV27diEpKQnAm4NVRkYGLC0tpQ1MR+bPn4/58+fn+ax3795YtWqVRBFJIyYmBtWqVZM6DNFx/7/FHHjL2HJg165dOHLkiGjlHTp0CHv37kXPnj1FK5M0J4c2cPXqVfz++++ilRcZGYlVq1ZhwoQJopVJ2hUTE4MtW7Yor4dTUlKQlJQku+G/SL6ePHmCzZs3K19zkpycjIcPH6Jy5coSR6YbcjgXqkKu9wMAcyAXc4A5QPLFNvCGXI+Dctv/HAZWRE+ePMHkyZNRq1YtWFlZwcXFBZMmTcKrV6/g6+sLhUIBf39/qcNUm7Yem7azs8vXUfmubt26AQBu3Lih1nrr168P4E2c6enpmgcokaCgIHh6esLNzQ1z5sxBamoqAOD58+dwcXHBrFmzkJGRIXGU2jdixAgEBQXhwIEDWLx4MRwcHJCYmIhSpUop5wkODoatrW2+PwsLC5iamkoYvfbs2bNHlh0L3P9vMQeMNwdWrFghepkrV64UvUzSjBzagBT5uGrVKuTk5IheLpXM1atX8eGHH6JGjRqYMmWK8nr4xYsXcHJywmeffYbHjx9LHCWR7sTFxWHIkCFwdnbGuHHjlKMyvHz5ElWrVsUnn3yC27dvSxyl9snhXKgKud4PAMyBXMwB5gDJF9vAG3I9Dspt/7OzUiSXL19Go0aNsGTJEiQmJqJBgwbIzMzE0qVL4evrq+yAa9q0qcSRAv/P3p3HRVXvfxx/DyCSEi7gDmVuuRaKlqaWpikqmlmWuRSlWWn1S0vNFvOmda+38nZvqdn1umRpmXuaay65ZyJqKpq7qJimKKCAwPz+8MEkyTLAzJyZOa/n4zEPcc72+Z7zPd9zznzO+Z42bdrIYrHo2LFjBY77yy+/qHHjxjp69KjT48pOyJUqVapQ023atEmSFBoaqkqVKjk8LmeaOnWqIiMjbWX4q3Pnzun9999Xx44dbT/aeItatWqpffv2ioyM1Ouvv64lS5Zo27ZtevHFF23jtG7dWsnJyTk+Bw8eVEhIyE13nXiqo0ePqnr16jm+e/PNN2WxWDR16tRcp+nQoYNKlCihmJgYF0ToHGz/P1EHvLMOHDx40KVPVWZbvnw573D2EN6+D1y+fFkzZ850+XJ/++03XgvgYX766Sfdd999Wrx4ca6J5itXrmjKlClq0aJFobsUBjzBgQMH1Lx5c82cOTPXm1QzMjL03XffqXnz5tqxY4cBETqPtx8L7WXW6wGJOpCNOkAdgHmxD1xn1nbQbNufZKULnD9/XlFRUTp79qyGDx+uhIQExcTE6OzZsxozZozmz5+v2NhY+fj4qGHDhkaHWyizZs3Srl271KZNG6cnLOfMmSNJeuCBBwocNysrS2fOnNGXX36p6Oho+fr6avz48U6Nz9FWrFih5557zq67/9evX6++ffu6ICrjNG/eXH379tXs2bO1devWXMdJS0tTjx491KpVK7355psujtDxkpKScu22ePTo0WrUqJGGDBmiEydO5Bg2adIkrVq1Sm+99ZaaNGniqlCdzozbX6IO3Mjb6sCCBQtMuWwUnbftA6tWrSr0+1odZd68eYYsF4X322+/qVu3bkpKSipw3MOHD6tz5866cuWKCyIDXOPixYuKjIzUqVOnChz3jz/+UOfOne0a11N527HQHlwP5EQd+BN1wDx1ALkrXbq0WrZsqdKlSxsdikuZcR+gHfyTt29/kpUu8Morr+jkyZMaOnSoxo0bp8DAQNuwt956S3Xr1lVGRobq1KmT4xFeT/Dxxx+rf//+OnHihFMTlsuXL9eCBQtksVg0bNiwPMf7/PPPZbFY5Ovrq6pVq+rpp59WvXr1tHbtWvXs2dMpsTnLqFGjCtVN2cKFC/XLL784MSLjvfPOO/L19dU777yT6/AXXnhBqampmj59umsDc5Jly5YpMjLypu/9/f01Y8YMXb16Vc8884ytK+YjR45o2LBhaty4sd566y1Xh+t0Ztv+EnXgr7ypDhj55IO3PXVhJuwDnr9sFM5HH31kezefPfbt26dZs2Y5MSLAtaZMmWJXj0fZfv/9d3366afOC8gNeNOx0B5cD9yMOnAddcA8dQC5q169uqZMmXLT03ZmYLZ9gHYwJ2/e/iQrnWzfvn369ttvVbFixVwfu7VYLIqIiJCUswvY+Ph4vfLKK7rvvvtUqlSpPLtlze6yNbfPCy+8UOzYY2Nj8/3s2rVLgwcPVqtWrZyWsDx8+LD69OkjSXr55ZfVokWLPMetUqWKWrZsqXvvvVdVq1aVxWLRtm3bNHPmTF29etWhcTnTL7/8op9//rnQ03n7u8hq1aqlXr16afXq1dqwYUOOYf/5z3+0ZMkSLVy4sNBdBbuDxMTEm77bsWOHmjZtmuv42QfcNWvWaMKECcrKylJ0dLSuXbumGTNm5Pv+V0/lzdtfog7Yw5vqgJE3l5Co8VzsA46xe/dupaenG7Z82OfSpUv66quvCj3dhAkTbD9UAJ4sKytLkyZNKvR0//vf/5SamuqEiNyDNx0L/4rrAftQB/5EHfC+OgD7ZWZmKjk5WZmZmUaH4nLevA/QDhbMm7c/yUon+/rrr5WVlaW+ffvmWUFKliwpKWey8tChQ/r2229VtmzZfLs9nThxorZs2ZLj8/bbb0uSoqKiihV7ly5d1Lhx4wI/TZo00caNGyVJJ06c0MCBA4u13BslJCQoMjJSFy5cUIcOHfTRRx/lO/7DDz+sjRs3auvWrTp16pR2796te+65R//973/VrVs3h8XlbEXtom/+/PkOjsT9vPXWW/Lx8dGoUaNs361du1YjRozQnDlzPPKOqh9++EG1atXS6dOnbd9lZmbK19dXFoslz+myuzIYMWKEXn31VW3YsMHWBYK38sbtL1EHCsMb6kBWVpZL3vWcl8OHD/NDvgfzhn1AkqHvTk1PT/fqbhK9xcqVK4vUpWtsbCzvroRX2LVrV5HOF86fP2+7PvdW3nIsvBHXA4VDHfgTdcB76gAKJy4uTs2aNVNcXJzRoRjCG/cB2kH7eeP2lySLlV+rnKp58+batm2bvv/++zyThx07dtTKlSu1dOlSde7cWdL1HzJ9fK7nkqdPn65nnnkm1xfJ5qZr167atm2bTp8+LT8/v0LH3KZNG61fv16dOnWyOwMfFxenvXv3SpL+/ve/64033ij0cv/qwoULatOmjfbs2aOWLVtq5cqVRbojIDk5WTVq1NC5c+e0Zs0atW3b1u5pU1JSbN32VqlSxbZNnO3ixYtFft9O9hOlRst+b6h0fRs4qw/5Y8eOqVmzZnr33Xf10ksvFXp6Z25je9dBYmKiBg8erPvvv1/PP/+8pOvvIU1OTlaXLl3yXcavv/6qiIgIpaen65577tHmzZvl6+trd4zuUP7iKO72l5y3DgpTfupA0blzHciL1WrNcfL9V9u3b1flypXzHF65cmX5+fkpIyNDCQkJeY6XkJCgZs2a5TrMXY4VRXHmzBnbeVKVKlWMDidf7AN5y96OuXHUPiDlvR9UrFjRo++y9aT9oKhSUlJyvbPaHhUqVJC/v79jAwJcLDU1VX/88UeRpi1Xrpxb3E3PNaFnXBNK7nFNVBzUAXNfE0ruXQdgn+jo6EKNf+bMGU2dOlXPPvus3efDRnSLyT5AO2iG3wVuLGN4eLh27txZpBgKn8lCoWTf1ZtXkjEtLU3btm2TlPPJyqLuEOfOndPy5cs1aNCgIiUqbzRx4kS7kqM7duxQ+/btJV1/sa0jEpWXL19WZGSk9uzZoyZNmmjp0qVFvtgKDAzUAw88oLlz5yomJqZQycobZe9w7i6/H8C9zZUrV9S9e3d169atyA3xjYzaxmXLllXv3r01YcIE28F4zZo1GjlyZIHTBgUFqWTJkkpPT1dkZGShL0pv5Cl1PJujt79EHaAOuMc6qFy5skJDQwscz8/Pz67xcuMNx4qsrCzTPx3HPlD0feD3338v0nTuhv0gd+fOnTM6BMBQFy9e1MWLF40OwyW4JnTs9YDkHucChUEdMPc1oeQ9dcDsCvvQRnaX56mpqXZP663nzd6yD9AOFo27/S5w9uzZIk9LstLJUlJSJCnPd0Z89dVXunTpkoKDg1WtWrViL2/27NnKyMhQv379ij0ve8TExOihhx5SYmKiRo8erXfffbfY87xy5YqioqK0fft21atXTytWrFCZMmWKNc9r165JUp538NvDlXdWFfVO8hIlSqhixYqOD6gIbryjwlnmzZunXbt26eDBg/r2229vGr5v3z7ddtttds/PmXfOFKRdu3Z66qmnlJSUpFtvvVWpqakKCAjIdxqr1apnn31Wqampql+/vsaNG6devXqpXr16RYrXyPIXhaO3v+S8u4jtQR0oPHevA3mxWq06c+ZMnl2xFvSkWGGerMyNxWJR1apV7Q/YzXjSE2XsA3n7/fffbednf+WofSC/eVWuXLnYP+YayZP2g6JKT08vUtLRYrGocuXKPBEBj5eZmVlgG5eXSpUqFfvmZUfgmtDzrgklY6+JioI6YO5rQsn96wDsU9iHVLL3jYCAALundcRv74XFPkA7aIbfBW4sY6VKlQq1rByscKratWtbJVknTZp007ATJ05YK1SoYJVkbdu2bZ7zmDZtmlWS9ejRowUur2nTptZ69eoVJ2TrAw88YPfy/u///s8qyTp69OhiLTNbWlqatUOHDlZJ1po1a1pPnTpV7Hn+8ccf1rJly1olWVeuXFmoaZOTk62SrJKsycnJxY7FXklJSdagoCDbsu39fP755y6LsSBGrbvCcmachZ13jx49rHPmzLHu27fPOnXq1ALH/+yzz6ySrO+99541Li7OGhAQYL3nnnusGRkZTouxMMxeB4oyX+qAMYyIs1WrVoVu47M/J0+etFqtVuvJkyeLNH2bNm1cUkZnqVatmlWStVq1akaHUiD2gbxFR0cbtg+Ehoa6pIzO5En7QVFlZWVZIyIiCr19X3jhBaNDBxzmiSeeKPQ+0L59e6PDtuE46BnXhEWJ0+j5OprZ64A7ld8onhKnN9u/f3+hPnPnzrVKss6dO9fuaYzgKXXLndoB2kFjFCdOR5WR20ScLLt71A8++EAHDx60fb9161Y9+OCDtqfnbuwCtqji4uL0yy+/FPupyv79+2vMmDEqV65cgeOOHz9eixYtcsgTlZmZmerdu7dWrlyp0NBQrV692q4nP3755ReNGjVKhw4dumnYhg0b1LFjRyUmJqpRo0Z68MEHix2nKwQGBuqZZ54p1DRly5ZVnz59nBQRXKFbt25atGiRli5dmuc7brMdPnxYI0aMUEREhEaOHKk777xTY8aM0c8//6wPP/zQRRHD0agD5hEREWHYsps0aWLYsoFs7AMoiMViKXQ3RhaLRYMGDXJSRIDrFaUrL0d1/wVjcD0A6gBgnzp16mjTpk2qU6eO0aHAwWgHzYtkpZO98cYbKleunE6ePKkGDRqoUaNGqlWrllq0aKF69eqpVatWkhyTrJw5c6YsFkuxE1b9+vXT22+/bVfXqz4+PurWrVuxlpdtzpw5mjdvniTJ399fffv2VatWrXL93NgdTnJyssaMGaPatWurUqVKatq0qRo3bqzg4GDdf//9+uWXX1S7dm0tXLjQo7r7ev/999WsWTO7xvXz89O3335rewkuPFNUVJRWrFih06dPq0KFCnmOl5WVpejoaGVkZGjGjBm2Lp6GDh2qFi1aaPTo0dq3b5+rwoYDUQfMo3Xr1qZcNpCNfQD2eOqppwp1bfPxxx+rUaNGTowIcK1WrVpp1KhRdo8/ePBgh12fwxhcD4A6ANinRIkSKl++vEqUKGF0KHAw2kHzIlnpZLfddps2bNigzp07KyAgQMePH1eFChU0ZcoULVq0SHFxcZKKn6y0Wq36+uuv1aZNm0L3Qewu0tLSbH8fOXJEmzZtyvNz4ztA7777bv373//Www8/rKCgIB08eFB79+5ViRIl1L59e02YMEG7d+9WjRo1jChWkZUuXVorV65Uu3bt8h0vKChIS5YsUYcOHVwUGZwlODhY9evXL7Bv7/Hjx2vjxo1677331KBBA9v3Pj4+mj59unx8fBQdHa3MzExnhwwHow6YR9euXYvXj38RValSRV26dHH5coG/uvvuu3XPPfe4fLn+/v566qmnXL5cFE32ce3555/PdzxfX1999tlnGjJkiIsiA1xn9OjRev/992WxWPIdb9iwYfrPf/5T4Hhwb1wPgDoA2OfEiRMaNGiQTpw4YXQocDDaQfMiWekCDRo00NKlS5WUlKTLly9ry5Yt6t+/vy5evKgzZ87Iz89P9evXL9YyfvrpJx0/frzYXcAaKTo6Wlar1a5P9erVbdOVK1dOr7zyihYuXKjffvtNly9fVnp6uhISErRq1SoNGjS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wduxY7dmzp1DTVK5cWaGhoYVe1ueff67HHntM7dq1K/S0RqANMIeZM2dq6dKlhZ6uKPvBqlWr9N///lcDBw4s9PIAGINjwZ/MeE3A9s+JOkAdAMyIduBPHAe8f/uTrITbuOeeexQXF6cSJUrk+N7X11evvvqq4uLiNHnyZH3xxRd5Jiu9xZgxYzRmzJgc33Xv3t3jnwgpihMnTuj22283OgyXow5cZ9btL1EH4P0uXLigDz/80KXLfPvttz0mWUkb4P0yMzP19ttvu3SZ7777rqKjo+Xv7+/S5TpCenq65s+fr6+//lq///67pOvtyJo1a9S2bVueGDWBixcvavr06VqyZImtDiQmJmr//v2qV6+ewdE5B8eC68x6TcD2/xN14E9mrQOAWdEOXMdx4E/evP15Z6ULnT9/Xq+//rpq1qypgIAAhYWF6bXXXtPVq1fVt29fWSwWTZkyxegwC81qtTpkPkFBQTclKm/UsWNHSdKBAwccsjx31r9/f61atUrLli3Thx9+qODgYJ09e1a33HKLbZwNGzYoMDDwpo+/v798fX0NjN6xvv/+e3Xt2tXoMFyOOnCdWbe/RB2A95s2bZpSU1NdusytW7cqJibGpcssKtoA77dkyRKdPHnSpctMSEjQwoULXbpMR/jqq68UFhamJ598UkuWLNG1a9ckSVevXlW7du1Uv359bd261eAo4SyZmZl64403VK1aNQ0dOlRr1qyx1YGUlBTVr19fHTp00JkzZwyO1PE4Flxn1msCtv+fqAPUAcCsaAeu4zhgju1PstJFdu/erYYNG+rjjz/W2bNnVb9+faWnp2v8+PHq27evLQF39913Gxyp1KZNG1ksFh07dqzAcX/55Rc1btxYR48edXpc2e+zyu/dk3PnzlX37t314IMP6vHHH9f48eN17tw5p8fmaLVq1VL79u0VGRmp119/XUuWLNG2bdv04osv2sZp3bq1kpOTc3wOHjyokJCQm+648GRHjx5V9erVc3z35ptvymKxaOrUqblO06FDB5UoUcJjfpDODXXgOrNuf4k6AO9mtVoNuxNw4sSJhiy3sGgDvB/7gH0+/fRT9evXz/YkXW7i4uLUtm1brV271oWRwRWysrLUp08fjRs3TlevXs1zvFWrVqlFixY6deqUC6NzPo4F15n1moDt/yfqAHUA+KvSpUurZcuWKl26tNGhOBXtwHUcB8yx/UlWusD58+cVFRWls2fPavjw4UpISFBMTIzOnj2rMWPGaP78+YqNjZWPj48aNmxodLiFMmvWLO3atUtt2rRxesJyzpw5kqQHHnggz3GWLl2qRYsWae3atfruu+/02muv6Y477tBXX33l1NicrXnz5urbt69mz56d513jaWlp6tGjh1q1aqU333zTxRE6R1JSUq59kY8ePVqNGjXSkCFDdOLEiRzDJk2apFWrVumtt95SkyZNXBWq05mxDrD9czJjHYD3Onr0qO2l8K62atUqQ5ZbXLQB3iU9Pd2wxNrGjRt15coVQ5ZdWOvWrdP//d//2TVuamqqHnnkEa98us7M/v73v+vbb7+1a9zjx4+re/fuDuv5xx2Z8VjANcGfzLj9JerAjcxaB4DcVK9eXVOmTLkpgeXtzNgOcBz4k7dvf5KVLvDKK6/o5MmTGjp0qMaNG6fAwEDbsLfeekt169ZVRkaG6tSpk+MRXk/w8ccfq3///jpx4oRTE5bLly/XggULZLFYNGzYsJuG16hRQ2PHjlVsbKwSExOVkpKin376SQ899JBSUlL01FNPaenSpU6JzVXeeecd+fr66p133sl1+AsvvKDU1FRNnz7dtYE50bJlyxQZGXnT9/7+/poxY4auXr2qZ555xvaDxJEjRzRs2DA1btxYb731lqvDdTqz1QG2/83MVgfgvXbs2GHYsk+cOOGRvS5ItAHeZO/evUpPTzdk2ZmZmdq1a5chyy6sjz/+uFCJp0uXLnnkazWQu7S0NP373/8u1DS//PKL1q9f76SI3IPZjgVcE+Rktu0vUQf+yox1AMhNZmamkpOTlZmZaXQoLme2doDjQE7evP1JVjrZvn379O2336pixYq5PnZrsVgUEREhKWcXsPHx8XrllVd03333qVSpUnl2y7pu3TpZLJabPuHh4Q6JPTY2Nt/Prl27NHjwYLVq1cppCcvDhw+rT58+kqSXX35ZLVq0uGmcUaNG6a233tLdd9+tMmXKqFSpUmrdurWWL1+uhx9+WFarVUOGDPHou2xr1aqlXr16afXq1dqwYUOOYf/5z3+0ZMkSLVy4MN9uct1ZYmLiTd/t2LFDTZs2zXX87APOmjVrNGHCBGVlZSk6OlrXrl3TjBkz8n3/qafy5jrA9rePN9cBmIuRyUp3WH5R0QZ4D6ProNHLt8exY8eKdLPh5MmTlZGR4YSI4Grz588v0s0lntbVcWF587GAa4KCefP2l6gD9vD2OgDYKy4uTs2aNVNcXJzRobicN7cDHAcK5s3bn2Slk3399dfKyspS375986wgJUuWlJQzWXno0CF9++23Klu2bL7dnmabMGGCtmzZYvvMnDmz2LF36dJFjRs3LvDTpEkTbdy4UdL1pxUGDhxY7GVnS0hIUGRkpC5cuKAOHTroo48+KtT0Pj4+GjdunCTpt99+06+//uqw2Izw1ltvycfHR6NGjbJ9t3btWo0YMUJz5szx2K4PfvjhB9WqVUunT5+2fZeZmSlfX19ZLJY8p8t+lH/EiBF69dVXtWHDBlsXAN7KG+sA279wvLEOwHyM7qYxISHB0OUXB22AdzB6HzB6+fbYuHFjkW40PHXqlGHdTMOx1q1b59LpPIk3Hgu4JrCfN25/iTpQGN5aBwDYzxvbAY4D9vPG7S9JFqsnP2rmAZo3b65t27bp+++/V1RUVK7jdOzYUStXrtTSpUvVuXNnSVJWVpZ8fK7nkqdPn65nnnkm1xfJrlu3Tm3bttXatWvVpk0bh8Tcpk0brV+/Xp06dbI7Ax8XF6e9e/dKuv5ekTfeeKPYcVy4cEFt2rTRnj171LJlS61cubLIdwQEBwfrwoULmjt3rh599FG7p0tJSbF121ulShXbNrFHVlaW7Yeg5ORkp7zw+dixY2rWrJneffddvfTSS0WaR3HKmJ/ClD8xMVGDBw/W/fffr+eff16StH79eiUnJ6tLly75LufXX39VRESE0tPTdc8992jz5s3y9fW1O05nlV/yjDrgDuU3cvtL7rEPFIc71wEgLxcuXNDVq1dzHbZ9+3ZVrlw5z2krV64sPz8/ZWRkFJh0TEhIULNmzW76vmzZsk7bJ2/kCccBiXbACJcvX1ZSUlKuwwraByT794O89oHAwMBc3/viTlJSUnK9s9oeFSpUkL+/v2MDgsvld6woSLVq1RwcTdGY/XyQa0LOBagDnlEHOBeEO4iOji7U+GfOnNHUqVP17LPPqkqVKnZNY0S3mGY/F5A84/dBdyh/cRh9LnBjGcPDw7Vz584ixeBXpKlgt+PHj0tSntnstLQ0bdu2TVLOJyvd4cRg4sSJdmXhd+zYofbt20u6/mJbRyQqL1++rMjISO3Zs0dNmjTR0qVLi/XocvYj38XpEsrd7kC/cuWKunfvrm7duhW5Eforo8pYtmxZ9e7dWxMmTLAdjNasWaORI0cWOG1QUJBKliyp9PR0RUZGFjpRdSN328YFcXQdMPv2l6gDnlZ+eKfKlSsrNDS0wPH8/PzsGi83iYmJRU6CuBNvOhfAn+zdB6Si7wfJyclKTk4u9HSewlPfSwvHOXXqlNEhuIy3nA+6yzWBpx0HvelcgDpQNN7SBgBXrlwp1Pipqam2f+2d1lvPD7ylHeA4UDTudi5w9uzZIk9LstLJUlJSJP3ZgP7VV199pUuXLik4OLhYd38+8cQTOn/+vEJCQtStWzeNGzdO5cuXL/L87BUTE6OHHnpIiYmJGj16tN59991iz/PKlSuKiorS9u3bVa9ePa1YsaJYd36fO3dOv//+u6Ti3WFbnDsKnGHevHnatWuXDh48qG+//fam4fv27dNtt91WqHk66w5Ke7Rr105PPfWUkpKSdOuttyo1NVUBAQH5TmO1WvXss88qNTVV9evX17hx49SrVy/Vq1evSDE7884ZZ3B0HTCy/O6w/SVj94GicPc6AOTl0qVLeSZKCnpasrBPVuYmODi4wDbGETztOCDRDrhKfk8N2tNNcWGerMxNmTJlbHfNuquMjIwiXej6+PiocuXK+XYVBc9w5coVXbx4sdDTBQQEKDg42AkRFZ7Zzwe5JuRcgDrgeXWAc0EYpbAPqWS3DQEBAXZPa0TPC2Y/F5A87/dBsx8HpOLlQSpVqlSoZeVghVPVrl3bKsk6adKkm4adOHHCWqFCBaska9u2bfOcx7Rp06ySrEePHr1pWExMjPX111+3fv/999a1a9daP/jgA+utt95qbdSokTU1NbVIMT/wwAN5Lu+v/u///s8qyTp69OgiLeuv0tLSrB06dLBKstasWdN66tSpYs9zxIgRVknWMmXKWNPS0go1bXJyslWSVZI1OTnZZdO6krPiLMp8e/ToYZ0zZ45137591qlTpxY4/meffWaVZH3vvfescXFx1oCAAOs999xjzcjIcGqc7jBvR3Gn8hux/YsSp9HzdTRPiRPeZc6cObZ6V9jPyZMnrVar1Xry5Mkiz+P33393STk9Zf/ylDi9SUxMTJHrryP2g82bNxu8BuwTFRVV6LL97W9/MzpsOEhqaqrterkwnzVr1hgduo2ntK/udD7MNaExqAPmrgOeECO83/79+wv12b17t3XTpk3W3bt32z2NETxl/3KndpDjgDHcIQ/CrTJOlt096gcffKCDBw/avt+6dasefPBB2x3VN3YBWxiNGzfWhx9+qKioKLVp00YjR47U119/rT179mj27NlFmmf//v01ZswYlStXrsBxx48fr0WLFjnkicrMzEz17t1bK1euVGhoqFavXq2qVasWON2qVav0xhtv6PDhwzm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PHgEAVCoV7Ozssl0vPj4eQ4cOxaeffoqBAwcCAE6cOAGVSoXPP/881zyuXbsGX19fvHv3DnXq1MHZs2fVbUBT+SljbjQtf37du3cPfn5+mDRpEoYNG6Z1ekOVP78eP36s0xlOBQoUQIkSJQwQEYkpLS0NcXFxOqW1t7fP9l72ZDwEQch1svLixYtwdnbOcbmzszMsLS2RmpqaazuJi4uDn59ftstKlSqV62BXH9gP5Cw5ORnPnz/Pdlle9Q/kvw2I1VewDZjGeNAYyp8f+a1/wDjGw2wDujPmNpAfufUVeXFwcDDJqwkos9evX+s86ejs7Kz1bwNEJK5nz57leJGJvo4JgZyPCcTqKzgWyNnDhw9zPJFYjN8FSpYsCUtLS+2C1oEptAFjGA+b8hzBh2X08fHB5cuXtcpbTSCj4ezsLAAQrl69mu3y5ORkoUiRIgIAISYmRv2+vb29MHTo0CzrFytWTGjRooVOsTRu3FgAIERFRWm0/qVLl4SiRYsKAITJkyfrlGd2evXqJQAQAgMDNU7z6tUrwc/PTwAg1KpVS4iPj9c5f5VKJQDI90ulUuWaz969e4XWrVur//7pp5+EpKSkPOO7f/++UKhQIQGA8NNPP0laxvyUX1cJCQmCt7e38M033+i8DTHKzxdffPGlzSs6Olov+8jo6GjJy5LxYj8gfv0LAtuApsRqA8Y6HjSW8utCH/UvCMYzHmYb0J4ptQG++OKLL7740vTFYwLNmetYwBx/FzDmNmAs42FzmCNwcXHRKX9BEATDT52TxhISEgAgxwccZzx7wtHREaVLl1a/r1Qq1beH/ZCNjQ2uXbtmmGA/EBoaipYtWyI+Ph6TJ0/GpEmTDJ5nThITExEQEICLFy/C3d0dQUFBervCKD9nFOSlefPm6NmzJ968eYNChQohOTkZNjY2uaYRBAHffPMNkpOT4eHhgVmzZqFr165wd3fXOMaPGepMckPZtm0bwsPDcevWLWzatCnL8hs3bqBs2bIab89YzqIG3p9Nk7FP0AavqjMfT548QUpKitbpHB0d89x/kPRyO4MyrzNjtTmDMjtKpRIuLi6aB6sj9gM5S0lJyfHWfppcVZ3fNmBjYwNHR0fNgs0HtgHTGw9KWX5d6Lv+AWnHw2wD2jP2NpAf6enpiIuL0+nW7byqzjy8ffsWz5490zqdpaUlSpQoYfC7aBBR/rx8+RKJiYnZLtPXMWFu23Jycsr292R941ggZ7ndVc3QvwsA4txxCTC9NiD3Y0Igf/MgJUuW1DlfXllpRCpXriwAEJYsWZJl2YMHD4TixYsLAISmTZtmWubn5yd88sknmd67d++eoFAoBCsrK51i0ebKyuHDhwuAfq+ozKDNlZVv374VPvvsMwGAULFiRSE2Njbf+X94RoG2Z35om7ZTp07C5s2bhRs3bgh//PFHnusvXLhQACBMmTJFiIiIEGxsbIQ6deoIqampBo1T6u3qm7HGef36da3PXFEqlcL9+/elDp30ZNmyZVq3gYoVKwppaWlSh04aaNGihc5nqWWcYanrGZKtWrUSpYzGun/9mBRxpqSkCLa2tpK1genTp4tSTrYB0xgPGlP5pWJM42G2AWkYa5wDBw7Ueh//5ZdfSh026Ul6errg4eGhdRuYN2+e1KETkQaWLl0q2fEAAOHVq1eilNNY+9iPSRFnt27dJGsDNWvWFKWMgmAabcCYxsOmOEegr89P+tMFSa1FixYAgBkzZuDWrVvq98+dO4dmzZohPj4eAODt7Z0p3fDhw3H27FlMnjwZT548QUREBHr06AGlUqnzWQB9+/bF1KlT4eDgkOe6c+fOxa5duyS9ojItLQ3dunXDoUOH4OrqiiNHjqBUqVKSxaOLdu3aYdeuXdi3b1+OzyzNEBkZiR9//BG+vr4YN24cqlatiqlTp+LChQv49ddfRYqYDMnDwwOtWrXSKs2XX36p9dliZLy6deuG4sWLa5Xm+++/N4orAShvvr6+ssyb3rO0tISPj49k+bMNGC+OB4ltgD40bNgwrZ8lNXz4cANFQ2JTKBQYMWKEVmkcHBzQs2dPA0VERPok5Zi8SpUqKFy4sGT503v8XYCyI+fjAf6iaUTGjh0LBwcHREdHo3r16vDy8kKlSpVQv359uLu7o2HDhgCyTlZ2794dgYGB+Pnnn1GyZEm4u7vD2dkZrVu31vk2b19//TUmTJig0e0klUol2rVrp1M+Hztz5gycnJzUr7///hvA+wnRD98/c+ZMpnSbN2/Gtm3bAABWVlbo0aMHGjZsmO1Lk9urSSEgIABBQUF4+PBhrhMU6enp6N27N1JTU7F27Vr1wevIkSNRv359TJ48GTdu3BArbDKg9evXo3Llyhqt6+XlheXLlxs4IhKTvb09du/erfED73v06IGhQ4caOCrSl2bNmkmWd9OmTSXLm/4jVRuwsbFB3bp1Jcmb8sbxILEN0Ic8PT2xYsUKjdefM2eO+ncDMg99+/ZFv379NFrXxsYGO3fuRNGiRQ0bFBHpRY0aNUR5NEN2eExoHPi7AGVHzscDnKw0ImXLlsWpU6fQpk0b2NjY4P79+yhevDhWrlyJXbt2ISIiAkDWyUoAmDZtGp4/f44rV67g0aNH2LJlC27fvm1yByopKSl4/vy5+vX27VsAQFJSUqb3P36OW8Z6AHD37l2cOXMmx1dOzwSVmqOjIzw8PPK8r/PcuXNx+vRpTJkyBdWrV1e/r1QqsWbNGiiVSvTu3RtpaWmGDpkMrHjx4jh9+nSeA4g2bdrgxIkTfFalGapXrx5OnDiBChUq5LiOpaUlRo0ahTVr1vC5NCakRYsWcHNzEz3fypUrS3pARP/p16+fJFdCd+vWjT9iGjGOB4ltgD7Wu3dvbNq0Kde7HhUqVAjLly/HyJEjRYyMxKBQKLBs2TKMGzcOBQoUyHG9smXL4tixY/j0009FjI6I8sPKygrffPONJHkPHjxYknwpMx8fH0lOJHVycsIXX3wher6kGVkfD+h8A1kS1fPnzwUAgqWlpZCcnJzn+nv37hUACGfOnBEhOvMl9r2aV6xYIUREROS4/MaNG4KNjY1Qr169HO87PWfOHAFaPI/KmJ7RIwVTiTMkJETo27evYGlpqd4XDB48WLh69arUoZEIUlNThb179woBAQGChYWFAEAoUKCAMHXqVOHRo0dSh0c6+vXXX0V/NsVvv/0mWvlMZf8qZZzt2rUTvQ1cunRJtPKxDZjGeNDYyi8FYxsPsw2IzxTiTExMFFavXi18+umnmcaDS5YsEV6/fi11eCSCuLg4YcaMGYKPj4+gVCoFAIK1tbWwa9cuISUlRerwiEgHd+7cERQKhajHAw0aNBC1jKbQxwqCdHGuW7dO9GPCsWPHilY+QTCNNmBs42FTmyPQ1+enEARBABm9EydOoEmTJvD09MTVq1czLbt06RIOHTqEWrVqQRAEnDp1CrNnz8aIESMwa9YsiSI2DwkJCbC3twcAqFQq2NnZiZJWTIaKU+7lNxRXV1fExsaidOnSiImJkTockgDbgPl49eoVqlevjtjYWK3SRUdHw9XVFTExMShTpozG6VxdXXH9+nXRnk1iKvtXKeO8dOkS6tWrp/WZjrq2gYCAAOzZs0fbMHXGNmAan4Hcyw9wPMw2YDpxZuB4kNgGiMxHnz59sGbNGq3S6Ho8AACHDh1Cy5YttUqTH6bSx0oV59u3b1GzZk3cvHlTq3S6tgEHBwdcv35d50fH6cIU2gDHw8YxD8LbwJqIjAnK7G4Ba21tjX379qFLly7o1KkTgoKCsGzZMk5UkskpX748qlWrBh8fH/j4+GDTpk0apduyZQsGDx6M5ORkdOjQAVWqVIGPjw/8/f1x7949wwZNRKSjIkWKaPUcqvxauXKlaBOVutB0Hy4IAkaPHo3q1aujRo0aaNq0Ke7cuaNePnv2bHh6esLHxwf16tXDxYsXRSyFdmrXro0xY8aIklfRokWxbNkyUfISA/t+86NpXR47dgx169aFh4cHPD09ERgYiA/PvzWlfQBlxeMBIiKSm99++w2lSpUSJa/+/fuLOlFJebO2tlbfslMM8+fPF3Wi0pA4/jM/nKw0EblNVnp5eeHMmTN49eoVkpKSEBISgj59+ogdIpFebN26FWFhYQgLC0OXLl00SrNz50506NABADBgwAD8+++/CAsLQ0BAAAYMGGDAaImI8qd169bo27evVmni4uIQExODuLg4jdMMGDAArVq10jY80WmyD9+9ezdOnjyJsLAwXLlyBc2bN8f48eMBAOHh4ViwYAHOnTuHsLAwDBs2DEOHDhW7GFqZNGkSvLy8tEqjSxtYsGCBaD+CiIF9v3nSpC4dHBywceNG3LhxA5cuXcKJEyewceNGAKa5D6CseDxARERyUrRoUa1PYtXleKBcuXKYPXu2tuFJSptJqNxOeDp48CBq166NGjVqoF69eggPDxepBJqpU6cOfvzxR63S6NIGOnTogO7du2sbntHi+M/8cLLSRGRMVtaoUUPiSIjE9/LlS7i6usLJyQk+Pj5wd3eHtbU1Bg4ciJSUFJw5cwZNmzaFjY0N2rRpA4VCAQCoV68e7t69K3H0RES5W7RoET777DON1/fz80OZMmXg5+en0fr+/v5YsGCBruGJRpt9+Nu3b5GcnAxBEPD69Wu4urqql6WkpCAhIQEAEB8fn2mZMbK2tsb+/ftRrlw5jdNo2wYmT56MHj166BqiJNj3y4+mdVmzZk24ubmp0/j4+GRaz9T2AaQZ7hOIiMictWnTRqtjNm2PB4oXL46goCCjvtNOTrSZhMruhKeXL1+iR48eWL9+Pa5cuYJZs2YZ5YTd1KlT0bVrV43X17YN1KtXD+vXr1ePkUwBx3/yYyl1AKSZs2fPSh0CkSi6d++O9PR01K1bFzNnzkTx4sXh4OCAbt26oWjRohg/fjyCgoIwa9YsLFu2DIcOHcInn3wCKyurLNuaP38+2rZtK0EpiIg0Z21tjZ07d6Jz587Yt2+fXrfdrl07bNq0Kdt9pLHLaR/etm1bHD9+HM7OzihUqBBKly6NEydOAHh/B4qRI0eiQoUKKFasGKytrXHy5EmxQ9eaq6srTpw4gRYtWmS6pa0+TJs2TX3lqSlh30+a1GVcXBy2bt2K/fv3AzDdfQBlxuMBIiKSo2HDhkGpVOr9rhClS5fG4cOHUbVqVb1uVwwZk1AZ6tWrh99//12rbURGRqJEiRJwd3cHADRu3Bj3799HaGgoatWqpc9w88XCwgLr169HgQIFsH79er1uu1GjRtizZ4/6mYKmguM/+eGVlURkNE6ePInw8HCEhobC0dERvXr1Ui8LCwtDzZo1AQAhISHw8fEB8P6S/44dO2bZ1owZM3D79m1Mnz5dlNiJiPKjYMGC2LlzJ6ZPn44CBQrke3tWVlaYOXMmtm3bBhsbGz1EKK7c9uGhoaGIiIhAbGwsHj58iObNm2PYsGEAgPv372P37t2IjIxETEwMRowYYZRnzWanXLlyOH/+vN6ugCxZsiR27NiBwMBAkzp79kPs++VLk7p8/fo12rZtizFjxqh/aDLlfQC9x+MBIiKSsyFDhuDIkSMoW7asXrbXvn17XLp0ST1RZ+rymoTq3r07vLy80K9fPzx9+hQAULlyZTx9+hTnzp0DAOzYsQMqlcoon2loaWmJNWvWYOHChbC1tc339pRKJcaOHYtDhw6hSJEieohQfBz/yQsnK4nIaGQMxgoUKIDvv/8ep06dUi8LCwtTd0gZnZMgCAgKCkLr1q0zbWf27NnYvn07Dhw4oJfOnYhIDJaWlhg/fjxCQ0NRv359nbfToEEDhIaGYuzYsbC0NL2baOS1D1+zZg2aNm2KokWLQqlUolevXggODgYAbNmyBZ6ennBxcQEA9OnTBydPnkRaWpqoZdBVsWLFsH79euzatUvnHyiUSiW+/vprXL9+Xf38DlPFvl+eNKnLN2/ewN/fH+3atcPIkSPV75v6PoB4PEBERNS8eXNcu3YNgwcP1vl4ztnZGX/++Sd27NgBZ2dnPUeoP40aNYKTk1O2r+jo6Ezr5jUJldMJT0WKFMG2bdswduxY+Pr64vjx4/Dw8NDLScKGkHF17dWrV7V6XMzHvL298c8//2DmzJkmeQJzBo7/5IWTlURkFBISEhAfH6/+e+PGjeozZ2JjY6FUKtU/PF25cgVeXl64cOEC3N3dM93GYO7cudi4cSMOHz6MokWLilkEIiK98PT0xNmzZ3HhwgX07t1bowOLggUL4ptvvsHFixdx+vRpVK9eXYRI9U+TfbibmxuOHj2KlJQUAMCePXvg6empXnb69GmoVCr1Mnd3d1hYWIgSv760a9cOkZGR2LVrF1q1aqXRlZElS5ZEYGAgoqKisG7dOjg6OooQqeGw75cnTepSpVLB398frVq1wsSJEzMtM5d9gFzxeICIiOi9QoUKYfHixYiOjsbUqVM1fgZ348aNsWnTJty/fx/du3c3+jusnDp1Cs+ePcv2VaZMGfV6mkxC5XbC06efforjx48jJCQEv/zyCx4+fGj0V5u6ubkhKCgIV69exZAhQ1CoUKE80xQoUABdu3bFyZMncfnyZdSpU0eESA2H4z/5Mb3T7YnILD1+/BhffPEF0tLSIAgC3NzcsG7dOgDA5cuX1WfRAEDhwoWxePFiODo6ZrpqJCYmBqNGjYKbmxuaNm0K4P2z4M6fPy9mUYiI9MLPzw+rV6/G0qVLce3aNYSEhOD69etQqVRQKBSws7ODp6cnfH194enpaZLPpfxQbvvwfv36oV27dmjXrh2GDh2KmzdvwsvLC1ZWVnBxccGyZcsAAB07dsTFixdRu3ZtWFtbo1ChQvjzzz+lLJbOLC0t1WV+/fo1Ll++jJCQENy5cwfJycmwtLRE0aJFUbNmTfj6+qJSpUpQKs3nPET2/fKj6T5g3rx5uHDhAhISErBjxw4AQOfOnREYGGhW+wA54vEAERFRZs7OzpgwYYL6pMSQkBCEhobi+fPnSElJgY2NDSpUqABfX1/UqlULDg4OUoesdxmTUEeOHMlxEiohIQEpKSnq5R+e8AQAjx49Uk94TZ06Fc2aNUOlSpUMHbpeeHp6YtGiRZg3bx5u3LiBkJAQXLlyBW/evEF6ejrs7Ozg7u6O2rVro0aNGiZ9FeXHOP6TH4UgCILUQRAZq4SEBPVZGiqVCnZ2dqKkFZOh4hSj/NWrV0dwcDBKlCih8zZMpZ4yuLq6IjY2FqVLl0ZMTIzU4ZAE2AbIVJjK/tVU4jRFhvhs9dH3f8yQbcAU2pfcyw+Y9nhYH0y5Dehrn2AqdZWB40FiGyAiU5GfPjYmJgZlypSBm5ub+srCDyeh2rRpgylTpqBYsWJZTniaN28eypcvDwDo168fTp8+jdTUVNSvXx8LFizIMvFpamMBU6Lvz5bHhIZhDPMgvLKSiEzW9evXpQ6BiIiIRMS+n4g+xH0CERGR+XJ1dUVu11nt379f/f/Lly/nuN7KlSv1GhdJi+M/82U+94oiIiIiIiIiIiIiIiIiIpPCKyuJRJCQkCB1CDkSIza5l5+ISO6MeV9rzLGZE2P+nMWKzVg/A7mXH+B4mG3AuGMjIiIyF8bc3xpzbObEWD9njoeNIzZOVhKJoGTJklKHICm5l5+ISO7YDxDbAD8Dll/e5Qf4GRAREckdxwIk9zYg9/LnhbeBJSIiIiIiIiIiIiIiIiJJ8MpKIgOxtbWFSqWSOgyt2Nra6nVbci4/EZHcsR8gtgHT+wzkXn6A42G2AfYFRERE+sSxAJlaG+B4WLrvACcriQxEoVDAzs5O6jAkI/fyExHJHfsBYhvgZ8Dyy7v8AD8DIiIiueNYgOTeBuRefm3wNrBEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlLqQMgMleCICAxMVHqMLRia2sLhUKhl23JvfzENkBEJPf9oNzLD5jeZyD38gP8DnAsRPrE7wAREcm9L5B7+QHT+wzkXn5AuvEQJyuJDCQxMRH29vZSh6EVlUoFOzs7vWxL7uUntgEiIrnvB+VefsD0PgO5lx/gd4BjIdInfgeIiEjufYHcyw+Y3mcg9/ID0o2HeBtYIiIiIiIiIiIiIiIiIpIEr6wkEsHjx4+N9uzMhIQElCxZ0qB5yL38xDZARCT3/aDcyw8Y72cg9/ID/A5wLERi4HeAiIjk3hfIvfyA8X4Gci8/YBzjIU5WEonAzs7OaHdEYpB7+YltgIhI7vtBuZcf4GfA8su7/ET8DhARkdz7ArmXH+BnIPfy54W3gSUiIiIiIiIiIiIiIiIiSXCykojIRAiCAEEQsvyf5CM9PR3p6ekAwPonIiIikqHU1FSOB2Xu3bt3bANERERkdngbWCIiI5Weno4jR47g8OHDCAkJQWhoKF69egUAePjwIRwdHeHr6wtfX1+0atUKTZo0gUKhkDhq0qekpCRs374dp0+fRkhICMLDw/Hu3TsA79tA2bJl4evri9q1a6NTp05wd3eXOGIiIiIi0qdnz55h8+bNOH/+PEJCQnDz5k31RNXDhw9RrVo1+Pr6ok6dOvi///s/uLi4SBwx6dutW7ewbds2XLp0CZcuXcKDBw/Uyx4+fIjatWvD19cXDRo0wBdffMHbyxEREZFJ4mQlEZGRef36NVasWIElS5YgMjIyx/VevnyJI0eO4MiRI5g1axaqVauGwYMHo1+/frC1tRUxYtK3e/fuYcGCBVi9ejVevnyZ43rR0dGIjo7Gzp07MWHCBDRt2hRDhw5Fp06dOHFNREREZMJCQkIwf/58bNq0CW/fvs1xvX///Rf//vsvNmzYgB9++AEdO3bE8OHD0aBBAxGjJX0TBAG7d+/GokWLcPjw4VzXDQkJQUhICJYvX47vvvsOvXv3xnfffQc3NzeRoiUiIiLKP94GloiMyvHjx6FQKDK97O3tUatWLfz2229ITU2VOkSDOnz4MDw9PfHDDz/kOlGZnYiICAwfPhw1atTAqVOnDBShYcm9/tPT07FgwQJUr14dc+fOzXWiMjvBwcH48ssv8dlnn+H+/fsGipKIDEnu+0FiGyC2AblLTEzEiBEj4Ofnh3Xr1uU6Ufmx1NRUbNmyBQ0bNkT//v3x+vVrA0ZqOHL/DsTExKBNmzbo0KFDnhOVH3v16hXmzZunPp5IS0szUJRERIYj936A2AbkildWEpFR6tKlCwICAiAIAuLi4rBu3TqMHDkSN2/exPLly6UOT+9SUlLw/fffY/HixfneVmRkJBo3boxRo0bh559/hoWFhR4iFJfc6h8AHj9+jC5duuDEiRP53taRI0fg6emJpUuXonv37nqIjojEJsf9IGXGNkBsA/ITHh6Ozp074/bt2/ne1sqVKxEUFIS///4bn3zyiR6iE58cvwObN2/Wy0RzcnIyRo0ahW3btmHLli0oVaqUniIkIhKPHPsByoxtQGYEIsqRSqUSAAgABJVKJVpaMRkqTl23GxwcLAAQZs6cmWV7ZcqUERQKhfDkyRPJ49Sn5ORkoW3btuo49Pn66quvhJSUFEnKpctnK3b96xqnvkVHRwuVK1c2SBuYN2+eJGUiIu4HjWH/qglDxmkKbcDYyi8FY/sOmFMbIM39888/QpEiRfQ+FixYsKAQFBQkSZn4HdDO0qVLBYVCofc2UKFCBSEqKkqychGRvJnCeFjXOKXcrr4Z2zGBOY0F5NAG9FVG3gaWyMiFhoZmuew9Py9TZWdnh7p160IQBK1vj2rM0tPT0b17d+zZs8cg29+4cSP69+8PQRAMsn2xmGv9A8CzZ8/QsmVLvZxBn53hw4dj1apVBtk2EYnHnPeDmuB4SN5tgPX/npzbgLm7cuUK/P398erVK71vOykpCR06dMCZM2f0vm2xmfN34K+//sKgQYMMctwWFRWFFi1aIC4uTu/bJiISkzn3A5rgmFjebUAO9c/JSjIqUVFRWLFiBfr37w9vb29YWlpCoVBgwoQJuabbvXs3Bg8eDD8/P5QqVQpWVlYoXLgwateujf/9738GOegTy/79+xEfHw9BEPTyMmUZnZCjo6PEkejPggULsG3bNoPmsWbNGqxdu9ageYjBHOtfEAQMGjQIERERBs1nyJAhuH79ukHzICLDM8f9oKY4HnpPrm2A9f8fubYBc5acnIwuXboY9Jg1KSkJXbt2Nenj4gzm+B24ffs2+vfvb9A8IiMj0a9fP5PfBxIRmWM/oCmOid+TaxuQQ/3zmZVkVObNm4d58+ZpnW7u3Lk4ceIErKysUKpUKXh7e+PJkycIDQ1FSEgIVq1aheDgYFSsWNEAURtWfHw8ihQpInUYoktMTMSzZ8/U9yRfunQpLl++DD8/P1SuXFnq8PTizp07GDdunFZpLl68CGdnZ8TFxcHPz0/jdN9//z1atmyJ0qVLaxumJORQ/wCwZcsWrSerdWkD7969Q58+fXD27FlYWrLrJzIFctkPakqO4yG2gf/Isf4BtgG5mDx5stYnrukyHoyJicEPP/yAFStW6BKmJOTwHUhLS0OfPn2QlJSkVTpd2sC+ffuwfv169OzZU5dQiYhEJ4d+QBtyHBOzDfxHDvXPXyzJqDg5OSEgIAB16tSBn58fVq5cqdEP+d988w0mTZqEBg0awMrKSv3+1atX0a1bN1y7dg0DBgzA0aNHDRm+3j148ADlypWTOgxJTJ06FVOnTs30XocOHbBkyRKJItK/YcOGaX1Q6uzsDFdXV63zevXqFUaMGIHNmzdrnVYKcqj/hIQEDB06VOt0uraBixcvYsmSJfj222+1TmssVCoVzp49i1evXsHW1hY1a9ZEqVKlpA6LRBQbG4uwsDAkJiaiSJEi+OSTT2Bvby91WAYhh/2gpuQ6HmIbeE+u9Q+wDcjB9evX8euvv2qdTtfx4MqVK9GrVy80bNhQ67RSkMN3YPXq1TrdolfXNjB8+HC0b9/e7H/sNGevXr3CP//8gzdv3sDOzg6+vr4oWbKk1GGRiB48eIArV64gKSkJDg4OaNCgAQoWLCh1WAYhh35AU3IdE7MNvCeX+udkJRmVj2/3+vfff2uULqczA728vLBq1SrUrVsXwcHBePXqlUkNyvfs2YO2bdtKHYYk+vbti65duyI1NRXXrl3Dzz//jMePH2cagJ06dQqtW7fOkvbdu3dIS0tDWlqamCFr5ebNmwgKChI1z23btiE6OhplypQRNV9dmHv9A8CGDRvw7NkzUfOcP38+hg4dCqXStO4Cf/v2bcybNw/r1q3Dmzdv1O9bWFigQ4cOGD58OBo1aiRhhGRoJ06cwPz587Fr165M3+3ChQujZ8+eGD58OCpVqiRhhPonh/2gpuQ6HmIbeE+u9Q+wDcjBwoULkZ6eLmqe8+fPN5nJSnP/DgiCgN9//13UPOPj47Fu3TqTPoFRrm7cuIF58+bhzz//RGJiovr9AgUK4Msvv8Tw4cNRt25dCSMkQzt8+DDmz5+Pffv2ZbqFo4ODA/r06YPvvvvO7CYzzL0f0IZcx8RsA+/Jpv4FEs3Tp0+FUaNGCW5uboK1tbXg6uoqjBw5UkhMTBS6d+8uABBWrFghdZhaS09PN9i2e/XqJQAQAgMDdd7G69evBQACACEuLk6rtCqVSp1WpVKJljbDqFGjsrw3btw4AYCwatWqbNO0bNlSsLS0FEJCQkSLU5/bDQ4OFgAIM2fOzPT+P//8IyiVSuGrr77KNX1sbKzg4uIiTJ8+3aBx5te3336rzlebV3R0tCAIghAdHa1T+gkTJohWRl0+W7HrX9c48ys9PV3w8fGRpA0EBQWJUkZ9CQoKEuzt7fMs16+//ip1qGQgP//8c571X6hQIeHw4cNSh5qF3PeD+tquocdDhuwHTKENGFv5P8bx8H9MsQ1Qzl69eiXY2dmJPh60tLQUYmNjRSkjvwO5O3HihE71n982UK1aNYP+jkP6t2PHDsHGxibXelUqlcLixYulDpUMID09XQgMDMzzu+3g4CCcPn1a6nCzMIXxsK5xirldHhO9Z4pjATkcE+nr8zOtSytM2JUrV+Dp6Yk5c+bg8ePH8PDwwLt37zB37lz06NED//77LwDA29tb4kiBJk2aQKFQ4N69e3mue+nSJdSsWRNRUVGGD0xHGbdUcXV1NalbY7x58ybbq0AnT54MLy8vjBgxAg8ePMi0bMmSJTh8+DACAwNRq1YtsUIVRb169dCjRw9s3LgR586dy3adt2/folOnTmjYsCHGjx8vcoSaEwQBf/31lyR5r1+/XpJ888uc6h94f1ZsWFiYJHmbUhs4d+4c2rdvD5VKlee6o0ePxtKlS0WIisS0aNEijB07Ns/13rx5g3bt2uHChQsiRCUNc9sPaorjof/IsQ2w/jOTYxswZ7t27UJCQoLo+aampmLTpk2i56sP5vYd+PPPPyXJNyIiAiEhIZLkTdo7duwYOnfujOTk5FzXS09Px5AhQyRrV2Q4P//8M6ZPn57nei9fvkSbNm1w9epVEaKShrn1A5rimPg/cmwDcqp/TlaK4NmzZwgICMDjx48xZswYxMXFITQ0FI8fP8bUqVOxfft2hIWFQalUwtPTU+pwtbJhwwaEh4ejSZMmRjVhmZ6ejkePHmHdunXo3bs3LCwsMHfuXKnD0sqBAwfg7++f5X0rKyusXbsWSUlJ6NOnj/rWD3fv3sXo0aNRs2ZNBAYGih2uKCZOnAgLCwtMnDgx2+WDBg1CcnIy1qxZI25gWoqMjMSLFy8kyfv+/ft48uSJJHnnl7nUPwBJJ1QuXrwoWd7aGj58eJ4H5R8aNWoUXr16ZcCISEwvX77E6NGjNV4/KSkJI0aMMGBE0jOn/aCmOB7KTG5tgPWfldzagDnjeFA35vQdYBugvAiCgKFDhyI1NVXjNMOHD0dSUpIBoyIxPXz4ED/99JPG679+/VqrYyhTZE79gKY4Js5Mbm1ATvXPyUoRfPfdd4iOjsbIkSMxa9Ys2Nvbq5cFBgaiWrVqSE1NRZUqVUzugchz5sxB37598eDBA6OYsFy6dCkUCgUsLCxQqlQp9OrVC+7u7ggODkbnzp0ljS038fHxWd4LCQlB7dq1s10/Y2dz7NgxLFq0COnp6ejduzdSUlKwdu1aFChQwMARS6NSpUro2rUrjhw5glOnTmVaNn/+fOzduxc7d+6Era2tRBFq5tKlS5Lmb6pn0ZpL/QPStoFbt25leu6jsbp06ZLWP+AkJiZi3bp1BoqIxJYx6NbG2bNnJbtqWQzmtB/MDsdDeTPnNsD614w5twG5kXI8KPXxSH6Yy3cgKSkJ165dkyx/Uz0mlJvjx48jIiJCqzQvXrzA5s2bDRQRiW3lypVaTVYDQFBQEO7cuWOgiKRnLv1ATjgmzps5twG51z8nKw3sxo0b2LRpE0qUKIGpU6dmWa5QKODr6wsg8y1gY2Ji8N133+GTTz6Bra1trrdljYqKQrt27VCoUCE4ODigZ8+eeP78uV5iDwsLy/UVHh6OoUOHomHDhkYxYeni4oIGDRqgbt26KFWqFBQKBc6fP4/169cb7Zll+/fvR6VKlfDw4UP1e2lpabCwsIBCocgxXcZl3D/++CO+//57nDp1Sn35tzkLDAyEUqnMdGZZcHAwfvzxR2zevBnly5eXLjgN3bhxQ9L8r1+/Lmn++WEO9Q9I2wYEQcDNmzcly19Tuk46crLSfKxdu1andObeBsxlP/gxjoc0Z45tgPWvHXNsA3Ik5Xjw9u3bePfunWT555c5fAdu376NtLQ0yfI35WNCOdF1XKvrOJqMj65twJQe/6ILc+gHssMxsebMsQ2w/gGFkHF9KBlEYGAgZsyYgZEjR2LOnDnZrtO3b1/88ccfmDFjBsaNGwfg/dlTXbp0ga+vLwRBwMGDBxEVFZXli/bmzRt4eXmhWLFimDJlCpKSkjBmzBg4OzvjzJkzUCq1n49u0qQJTpw4oXW6DC1atMDhw4d1Tv+h3r17Y+3atQgMDMS0adO0Tn/t2jUMGzYMJ06c0CmuhIQE9ZWwLi4uWn2eGbeiBQCVSgU7O7ts14uPj8fQoUPx6aefYuDAgQCAEydOQKVS4fPPP881j2vXrsHX1xfv3r1DnTp1cPbsWVhYWGgcI5C/MuZG0/Ln17179+Dn54dJkyZh2LBhWqc3VPlz8+rVqxyfwXfx4kU4OzvnmNbZ2RmWlpZITU1FXFxcrvnExcXBz88vy/uFChVC4cKFtQtaB2K0gfzWPyBNG3jy5AlSUlKyXSZGG3BycoK1tbV2QYvs+fPnWt0CNoNSqYSLi4sBIiKxPXr0COnp6VqnK1iwIIoVK2aAiLQn9/2gNuWXcjxkyH7AFNqAMZSf4+H8MeY2QDmLjY3NcZm+xoM5jQUBceqa34GcvX37Fs+ePct2WV71D+S/DVhaWqJkyZLaBU2ie/bsGd6+fat1OgsLizzbEJmG3PqK3Nja2sLBwUHP0ejGFMbDgHGMB3lMpDtjHgvI4ZjowzL6+Pjg8uXLWuWtJpBB1a1bVwAg7NmzJ8d1PvvsMwGAsG/fPvV7aWlp6v+vXr1aACBERUVlSTt79mzB0tJSuH//vvq9M2fOCACEHTt26BRz48aNBQBC69athS+++EKjV/Xq1QUAAgBh5syZOuWbnV69egkAhMDAQJ238ebNG6F48eICAOHYsWNapVWpVOpy5eelUqlyzWfv3r1C69at1X//9NNPQlJSUp7x3b9/XyhUqJAAQPjpp5+0Kpu+y5if8usqISFB8Pb2Fr755hudtyFG+bV5RUdH6+3ziY6Olrw8hmwD+qh/QWAb4IsvvsR5yX0/qEn5pRoPidUPGGsbMJbyczysG1NqA3xp/tLXeNCYxoL8Dohf/4JgXG2AL7744stYx8OCYDzjQR4Tac+UxgJyOCZycXHRKX9BEARLkEHdv38fAHK89Pjt27c4f/48gMy3gdV05nrv3r1o2LAhypYtq37vk08+Qfny5bFnzx506NBBt8ABLF68WKNLpkNCQtCiRQsAwOTJkzF27Fid8zQEe3t7NG7cGFu3bkVoaCiaNm2q03byc0ZBXpo3b46ePXvizZs3KFSoEJKTk2FjY5NrGkEQ8M033yA5ORkeHh6YNWsWunbtCnd3d41j/JihzhwylG3btiE8PBy3bt3Cpk2bsiy/ceNGpu9GXsQ6i/b169c5PjMwryvltL2qLjuFCxdGoUKFNAs2HwzdBvRd/4B4beDp06c53npLjDZQvHhxWFlZaRasROLj45GQkKB1ugIFCqBEiRIGiIjEltsVyLmxt7dHkSJFDBCR9uS+H9S2/MYwHjLkWbSGYOxjIY6HOR6mnD18+BBCDje60td4MLdlGY9NMSR+B3KWkpKCJ0+eZLssr/oH8t8GrKysULx4cc2CJcm8fPkSiYmJWqeztraGk5OTASIisT1+/FjrZ1YC4t1RSxOmNh4GeEzEYyIeE+VnHiRfd27QeZqTNJIxo33x4sVsl69cuVIAIDg6Oua4jdyurCxRooQwdOjQLO+3adNGqFevnk4xZ1xZmV1+HwsJCREcHBwEAMLkyZN1yi83+riyUhAEoX379gIA4ZdfftEq3YdnFGh75oe2aTt16iRs3rxZuHHjhvDHH3/kuf7ChQsFAMKUKVOEiIgIwcbGRqhTp46Qmppq0Dil3q6+SRHn5s2bdT47JeMs2/ycIRsUFCRKOdkGcvbtt99K1gaUSqVR10eG8PBwncq3dOlSqUMnPVm0aJFObeD69etSh64m9/2gLtuVYjxkyHoyhTZgTOXneFgaphKnuWnQoIFk48Fq1aqJUkZTaVtSxJmcnCwUKFBAsjYwYMAAUcpJ+XP69Gmd6nfDhg1Sh056MnPmTK3rX6FQCPfu3ZM6dDW59wU8JjKNNmBM5TfFYyJ9fX48ZdLAMu4Rf+nSpSzLoqOj1c+orFGjhk7bf/nyJYoWLZrlfQcHB7x48UKnbWpj3bp1ePnyJSZPnoxJkyYZPD9dvHjxQv0MTh8fH2mDyUW7du2wa9cu7Nu3DwEBAbmuGxkZiR9//BG+vr4YN24cqlatiqlTp+LChQv49ddfRYqYdOXr6yvr/EnaOqhWrZrBnhekTzVq1EDDhg21SlOoUCF0797dQBGR2Hr06KF+XoKmmjRpAg8PDwNFRGLgeEjeWP8kJ1KOB3k8ID1ra2t4enpKlj/bgGn45JNPtP69sESJEujUqZOBIiKxffPNN1rfFSkgIADlypUzUEQkBo6J5U3O9c/JSgPLuD3qjBkzcOvWLfX7586dQ7NmzRAfHw8g8y1gtZXdrVuEHG4no4m+ffti6tSpGj2Iee7cudi1a5ekE5WXLl3CTz/9hDt37mRZdurUKbRq1Qrx8fHw8vJCs2bNJIhQMwEBAQgKCsLDhw9zvR1Leno6evfujdTUVKxduxaWlu/v5jxy5EjUr18fkydPxo0bN8QKm3RQoUIFyW65U7FiRTg6OkqSN/2nbt26kuVdp04dyfLW1sKFC7WarFq0aJHWk1tkvAoXLoyFCxdqtf78+fMNGBGJgeMheWP9k5xIOR6UMm/6D48JKC8KhQJLly7N8xaAH69vbW1t4MhILCVKlMDs2bM1Xt/R0RFz5swxYEQkBo6J5U3O9c/JSgMbO3YsHBwcEB0djerVq8PLywuVKlVC/fr14e7urr5qRNfJSgcHB7x8+TLL+/Hx8ShWrJhO2/z6668xYcIEjZ73pFQq0a5dO53yyc6ZM2fg5OSkfv39998A3k+Kfvj+mTNn1GlUKhWmTp2KypUro2TJkqhduzZq1qwJR0dHfPrpp7h06RIqV66MnTt3wsLCQm+x6pujoyM8PDzyvK/z3Llzcfr0aUyZMgXVq1dXv69UKrFmzRoolUr07t0baWlphg6ZdKRQKNCzZ09J8u7Vq5ck+VJm1apVk+wHAlNqA97e3jhw4ECeJ88olUosW7YMX3/9tUiRkVh69eqFxYsX5/msBEdHRxw4cABeXl4iRUaGwvGQvLH+SU7at28vyfPErKys0KVLF9HzpaykGpfXqFEjXyfMk7jq16+P3bt3o1ChQrmuV6BAAaxbtw4dO3YUKTISy7fffotffvklz/WcnZ1x6NAhVK5cWYSoyJA4JpY3Odc/JysNrGzZsjh16hTatGkDGxsb3L9/H8WLF8fKlSuxa9cuREREANB9stLd3T3bGfIbN27k6yGqUklJScHz58/Vr7dv3wIAkpKSMr2fkpKiTuPt7Y158+apD/Zu3bqF69evo0CBAmjRogUWLVqEK1euwM3NTapiaezrr79Ghw4dclx+8+ZNTJw4EfXq1cOoUaOyLK9SpQqmTZuGixcvYtasWQaMlPJr0KBBoudpaWmJfv36iZ4vZW/IkCGi5+nh4YHGjRuLnm9+NGzYEFeuXEFgYCBKlCiRaZlCoUDfvn0REhKCAQMGSBQhGdrgwYNx6dIl9OnTJ8tZ5SVLlsSECRMQHh6OTz75RKIISd84HpI31j/JhZ2dHXr37i16vp07d84ypiJp1K1bFzVr1hQ93yFDhmR7hy4yXi1btsSVK1cwevToLBcmKBQKDBo0CJcvX0aPHj0kipAMbfTo0Th37hx69OiR5bawpUuXxpQpUxAWFoZatWpJFCHpG8fE8ibX+lcI+blfKOXLixcv4OjoCEtLS6hUqhxv07BmzRr06dMHUVFRKF++fKZls2fPxvjx4xEZGYkyZcoAeH+L2fr162P79u08oyqfEhIS1LcUVKlUWj3nLT9pxWSoOOVefk106NABu3bt0ipNdHQ0XF1dERMTo/7Oa+rrr7/GunXrtEqTH2wDuUtOTkbFihXx8OFDrdLlpw0sX74c/fv31yqNMXn37h1CQ0MREBCA58+fw8XFRevPj0zbixcvULVqVTx79gzFixdHTEyM1s9wEZPc94NyL7+ht60vci8/wO+AqcRpjm7fvg0PDw+kpqZqlS4/48ELFy7Az89PqzS6MpW2JWWcf/75p053B9G1DRQvXhx3797loxNMWFJSEsLCwtC2bVseE8nUs2fP4O7urj4mevjwofr2j8ZI7n2B3Mtv6G3ri9zLDxjHPAivrJTQ1atXAby/HWB2E5Vbt27F1q1bcenSJQDAgQMHMv0NAAMGDICLiws6dOiAvXv3YuvWrejWrRvq1KmD9u3bi1MQItLJ/Pnz87yVi744OTlp9ZwDsSUnJ6NDhw6oUqUKfHx84O/vj3v37mVZTxAEjB49GtWrV0eNGjXQtGnTTM+rnT17Njw9PeHj44N69erh4sWLIpZCOzY2Nli6dKlo+TVq1Ah9+/YVLT9DsLKyQr169dRX1+V1a1AyP8WKFVOPmaysrIx6opJIW5r2hceOHUPdunXh4eEBT09PBAYGZnpevSn1hURyV7lyZUycOFG0/L777jvRJipJM927d0eLFi1Ey2/x4sWcqDRxBQsWRP369XlMJGNOTk6ZjomMeaKSSBdv377FsGHDULlyZVSvXj3bq8bv3buHJk2aoEiRIqhdu3aW5TwmMk3s0SSUMVmZ0y1gO3fujM6dO2PRokUA3t+qo3Pnzli4cKF6ncKFC+PYsWNwcXFB165d0a9fP3zyySfYu3cvByxkcsqXL49q1arBx8cHPj4+2LRpk0bptmzZgsGDB2v8I5+xKFu2rNYPPo+Li0NMTAzi4uK0Srdo0SKjv93TgAED8O+//yIsLAwBAQHZ3tZz9+7dOHnyJMLCwnDlyhU0b94c48ePBwCEh4djwYIFOHfuHMLCwjBs2DAMHTpU7GJopW3btlqfSa1LGyhYsCD++OMP9gtEZsRU+z7KnSZ9oYODAzZu3IgbN27g0qVLOHHiBDZu3AjANPtCykxu42ECxo0bBx8fH63S6DIerFixImbMmKFldNLSpj3n9t05ePAgateujRo1aqBevXoIDw8XqQR5UygUWLlypdYnserSBjp37owvv/xS2xCJiIwWxz/maezYsVAqlepHvf36669Z1ilcuDCmTZuGDRs2ZFnGYyLTxVMvJJTXZKWmd+itWLEi9u7dq7e4iKS0detWeHp6apVm586d6NmzJ4D3P/K1bt0aCoUCCxcuxIABA3Do0CFDhKoX/fr1w5kzZ7B27VqN1tflTOhvv/0W//d//6d1OjHZ2NigTZs26r/r1auH33//Pdt13759i+TkZFhaWuL169dwdXVVL0tJSVHfeiA+Pj7TMmO1YMECXL16FWFhYRqtr20bUCgUWL16NSpVqqRDdERkrEy576PsadoXfvh8MxsbG/j4+ODu3bvq90yxL6TM5DYelrsCBQpg06ZNaNiwIZ4+fapRGm3Hg4ULF8bmzZuN9rZjudGmPWf33Xn58iV69OiBU6dOwd3dHSdOnED37t1x7do1McLXSLly5bBu3Tp88cUXSE9P1yiNtm2gevXqot7VhYhIDBz/mJ+EhASsXr0aMTEx6ucru7i4ZFmvWLFiaNiwIY4fP57tdnhMZJp4iYWEMiYra9SoIXEkRMbt5cuXcHV1hZOTE3x8fODu7g5ra2sMHDgQKSkpOHPmDJo2bar+kS+jM6tXr16mH++MUcaZtF999ZVBtt+/f/8cJ/2M2fz589G2bdss77dt2xZNmzaFs7MzXFxccPToUUyZMgXA+xM/Ro4ciQoVKsDV1RW//fYbFixYIHboWitSpAiCgoIM0hcolUqsWrUKXbp00fu2iciwzLnvI83k1Bd+KC4uDlu3blVPcppqX0h54z7BvFWpUgWHDx9G8eLF9b7twoULY//+/ahVq5bet21o+mjPkZGRKFGiBNzd3QEAjRs3xv379xEaGqr3ePOjQ4cOWL9+PSwsLPS+bXd3dxw6dAjFihXT+7aJiAyJ4x/5iYyMhKOjI6ZNm4batWujUaNGOHr0qFbb4DGR6eJkpYTOnj0LQRDQqlUrqUMhMhrdu3eHl5cX+vXrpz6z2MHBAd26dcPIkSMRFhaG33//HQ0aNMCyZcsQHByMTz75JNvnlmnyI58xsLS0xPr169W3OdDXNqdOnYply5aZ3K0/Z8yYgdu3b2P69OlZloWGhiIiIgKxsbF4+PAhmjdvjmHDhgEA7t+/j927dyMyMhIxMTEYMWIEunfvLnb4OilRogSOHz+OgIAAvW3T0dER27dvR58+ffS2TSISj7n3fZS73PrCDK9fv0bbtm0xZswY9SSEKfeF9B85jofp/Q9rp0+f1vqWsLmpUqUKTpw4gQYNGuhtm1LKqz1n992pXLkynj59inPnzgEAduzYAZVKZZS3B+zWrRt2796t10nrVq1a4eTJkyhVqpTetklEJBaOf+QnJSUFd+/ehYeHBy5duoSFCxeia9euGt99AuAxkSkzrV+wicisnTx5EuHh4QgNDYWjoyN69eqlXhYWFqa+7VlISIj6IH7nzp3o2LFjlm1p8iOfMbGwsMDMmTNx+vRpVK1aNV/bqlGjBi5cuIAJEyaozyozFbNnz8b27dtx4MAB2NraZlm+Zs0aNG3aFEWLFoVSqUSvXr0QHBwM4P2zCjw9PdW3h+jTpw9OnjyJtLQ0UcugKwcHB+zevRtr165F0aJF87WtTp064fr162jfvr1+giMiSZh730fZy6svBIA3b97A398f7dq1w8iRI9Xvm3pfSPIeD9P7ycXz589j8uTJsLTU/ak9CoUCo0aNQlhYmF4nP/WtUaNGcHJyyvYVHR2dad282nNO350iRYpg27ZtGDt2LHx9fXH8+HF4eHigQIECBi+fLtq0aYMbN27k+84ohQsXxsqVK3HgwAE4OTnpKToiIvFx/CMv5cqVg1KpVE8uent7o0KFCrh+/brG2+AxkeniZCURGY2yZcsCeP/clu+//x6nTp1SL/vwQDtjcCIIAoKCgtC6detM29HkRz5jVb9+fYSFhWHFihVa/7BQt25drF27FhcvXsz0PCtTMXfuXGzcuBGHDx/OcbLOzc0NR48eRUpKCgBgz5496ufSuLm54fTp01CpVOpl7u7uBrmVkqEoFAr07NkTERERmDJlCkqXLq1xWqVSiY4dO+LIkSPYunUrSpYsacBIiUgMcun76D+a9IUqlQr+/v5o1aoVJk6cmGmZOfSFcsfxMFlZWWHSpEm4du0avv32WxQuXFjjtLa2tujfvz/CwsIwe/ZsFCxY0ICR5t+pU6fw7NmzbF9lypRRr6dJe87tu/Ppp5/i+PHjCAkJwS+//IKHDx+qbwtrjJycnPD3338jODgYX375pVb7cBcXF0yaNAkRERHo27evyZ28SkT0MY5/5MXJyQnNmzdHUFAQgPdXSUZFRWl1YQePiUyX7qfqERHpUUJCAlJSUtQ/zG3cuFE94RYbGwulUqk+I+bKlSuYMGECLly4AHd3d9jb26u3k/Ej35EjR/J9dZpUbGxs0K9fP/Tt2xcXLlzA4cOHERISgpCQEDx+/Bjv3r2DlZUVSpUqBV9fX/j6+qJVq1Ym+RyaDDExMRg1ahTc3NzQtGlTAIC1tTXOnz+Pfv36oV27dmjXrh2GDh2KmzdvwsvLC1ZWVnBxccGyZcsAAB07dsTFixdRu3ZtWFtbo1ChQvjzzz+lLJbOSpYsiYkTJ2LcuHE4ePAgTp8+jZCQEISFhSE+Ph6pqamwsbFBpUqV1G2gQ4cOmX7UISLTJre+jzTvC+fNm4cLFy4gISEBO3bsAAB07twZgYGBZtUXyhHHw/ShqlWrYv78+ZgxYwZ27dqF8+fPIyQkBNeuXYNKpYIgCLCzs4OHhwd8fX3h5+eHjh07ml2da9Kec/vuAMCjR4/U352pU6eiWbNmqFSpkqFDz7cmTZqgSZMmiI2Nxc6dO9XHhLdv30ZSUhIsLCxQtGhReHt7w9fXFw0aNECbNm2M9qpRIiJtcfwjT0uXLsU333yDH3/8ERYWFli+fDlcXFwyHRO9ffsWFStWxNu3b/Hq1Su4urri66+/xsyZM3lMZMIUgiAIUgdBZKwSEhLUHZ9KpYKdnZ0oacVkqDi13e7du3fxxRdfIC0tDYIgwM3NDfPmzUP58uWxd+9eLFy4EAcPHgQA+Pr6olatWnB0dESlSpXQr18/AO9/5CtTpgzc3NxQqFAhAP/9yKevOI2BIAgmcYasqXy2phLnh0ylDRiKq6srYmNjUbp0acTExEgdDonMlOo/P/sXQ/Z9+oxTiu3qmyHjNIXPQO7lB4znO8DxMGkq42ccYx8P5rdt5dWe27RpgylTpqBYsWI5fncAoF+/fjh9+jRSU1NRv359LFiwINMP2ab4HZD78QCZ1piY9M+U6p/HRKbRx8j9mEDu5QeMYx6EV1YSkVFwc3PD5cuXs10WEBCAgIAA9d8hISEAgOrVq6ufVwi8H6zJ4fwLHpQS2wCR+WPfRyQ/HA+TpuQyFsyrPe/fv1/9/5y+OwCwcuVKvcZlDOTSBohI3jj+IZIXTlYSkcnS5uHKRERE5oB9HxF9iPsEIiIikhuOf4jMEycriUSQkJAgdQg5EiM2uZefjPtzNubYiMh8GPO+hmMBcWIz1s9A7uUH+B0w5tjIfBhzOzPm2IiIzIkx7285HpT3MYHcyw8YR2ycrCQSQcmSJaUOQVJyLz+xDRARyX0/KPfyA/wMWH55l5+I3wEiIpJ7XyD38gP8DORe/rwopQ6AiIiIiIiIiIiIiIiIiOSJV1YSGYitrS1UKpXUYWjF1tZWr9uSc/mJbYCISO77QbmXP2N7pvQZyL38AL8DHAuRPvE7QEREcu8L5F7+jO2Z0mcg9/ID0o2HOFlJZCAKhQJ2dnZShyEZuZef2AaIiOS+H5R7+QF+Biy/vMtPxO8AERHJvS+Qe/kBfgZyL782eBtYIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBKcrCQiIiIiIiIiIiIiIiIiSXCykoiIiIiIiIiIiIiIiIgkwclKIiIiIiIiIiIiIiIiIpKEpdQBEJkrQRCQmJgodRhasbW1hUKh0Mu25F5+IiLuB0nubUDu5QdM7zOQe/kBfgfYDxARkT6xLyS5twG5lx8wvc9A7uUHpNsPcrKSyEASExNhb28vdRhaUalUsLOz08u25F5+IiLuB0nubUDu5QdM7zOQe/kBfgfYDxARkT6xLyS5twG5lx8wvc9A7uUHpNsP8jawRERERERERERERERERCQJXllJJILHjx8b7VlZCQkJKFmypEHzkHv5iYi4HyS5twG5lx8w3s9A7uUH+B1gP0BERGJgX0hybwNyLz9gvJ+B3MsPGMd+kJOVRCKws7Mz2h2RGORefiIi7gdJ7m1A7uUH+Bmw/PIuPxEREftCknsbkHv5AX4Gci9/XngbWCIiIiIiIiIiIiIiIiKSBCcriYiIiIiIiIiIiIiIiEgSvA0sERERGS1BEBAVFYWQkBCEhITgwYMHeP78OQAgPj4eq1evhq+vLzw8PGBpyWGNOUpNTcX169cREhKCy5cv48WLFwCAFy9eYOzYsfD19YWvry8qVKgAhUIhcbRERERERPqVnp6OyMhI9TFRTExMpmOidevWwdfXF9WqVYOFhYXE0ZIhvHv3LsdjosDAQPUxUdmyZXlMREQmi7/qERERkdF59eoV1q1bh8WLFyMiIiLbdRISEvDNN98AAEqUKIF+/fph4MCBKFu2rJihkoHcv38fy5Ytw8qVK/H06dMsy5OSkjBr1iz13x4eHhgyZAi+/vprFC5cWMxQiYiIiIj07sWLF1izZg2WLFmCO3fuZLtOQkICevXqBQAoVaoUBgwYgP79+6NUqVJihkoGcufOHSxduhR//PEHXr58mWV5UlISZsyYof7b29sbQ4YMQbdu3WBvby9mqERE+cbbwBIREZHRSEtLw6+//orSpUvju+++y3Gi8mNPnjzBjBkzUKFCBfTv3x+vXr0ycKRkKPHx8ejXrx/c3Nwwc+bMbCcqs3Pjxg0MGzYMpUuXxpw5c5CWlmbgSImIiIiI9C8lJQVTpkxB6dKlMWrUqBwnKj/28OFDTJ48GWXLlsV3332HhIQEA0dKhvLs2TN0794dlStXxpw5c7KdqMxOeHg4Bg4cCFdXVyxevBjp6ekGjpSISH84WUlERuX48eNQKBSZXvb29qhVqxZ+++03pKamSh0iERlIREQEGjRogDFjxuh8YJ2eno6VK1fC09MTQUFBeo5QHHLeDx44cACenp5YtWqVzgfWKpUKP/zwAxo1aoR///1XzxEanpzrn95jGyC2ASIi+bpy5Qrq1KmDSZMmITk5WadtpKWlYcGCBahRowZOnDih5wjFIee+cMeOHahevTo2bNig8zZevXqFoUOHokWLFoiKitJjdOKQc/3Te2wD8sTbwBKRUerSpQsCAgIgCALi4uKwbt06jBw5Ejdv3sTy5culDo+I9OzkyZNo27YtXr9+rZftxcTEwN/fH4sWLcKQIUP0sk2xyW0/uGDBAnz33Xd6294///yDunXrYt++fWjQoIHetisWudU/ZcU2QGwDRETyEhQUhI4dOyIpKUkv27t79y6aNWuGP/74Q32rWFMjp75QEAT8/PPPGD9+vN62GRwcjDp16iAoKAi1atXS23bFIqf6p+yxDciMQEQ5UqlUAgABgKBSqURLKyZDxanrdoODgwUAwsyZM7Nsr0yZMoJCoRCePHkieZxEpD+nT58WChYsqP4u6vu1aNEiScrF/aDm5s+fb7D6t7OzE/755x9JyqXLZyt2/esap5Tb1TdDxmkKbcDYyi8FY/sOmFMbICIizRw+fFiwsrIy2Jh47dq1kpSLfaHmpk+fbrD6L1KkiHD58mVJymUK42Fd45Ryu/pmbMcE5rQPkEMb0FcZeRtYMipRUVFYsWIF+vfvD29vb1haWkKhUGDChAlab2v58uXqy8SbNGmi/2BFEhoamuWy9/y8TJWdnR3q1q0LQRAQGRkpdThEpCcPHz5E27Zt9Xb2cHaGDRuGI0eOGGz7YjHX/WBQUJBer6j8WEJCAj7//HPExcUZLA8xmGv9a4rjIXm3Adb/e3JuA0RE5uzu3bvo2LEj3r17Z7A8vvnmG/zzzz8G275YzLUv3LZtGwIDAw22/VevXqFNmzZ48eKFwfIQg7nWv6Y4JpZ3G5BD/XOykozKvHnzMGDAAKxcuRJXrlxBWlqaTtuJi4vDjz/+qOfopLF//37Ex8dDEAS9vExZRifk6OgocSREpA+CIGDAgAF4+fKlVukuXryI6OhoXLx4UeN8+vbtq7dbzErJ3PaDr169Qr9+/bRKo239A8CLFy8waNAg9oMmjOOh9+TaBlj//5FrGyAiMlfp6eno06cPVCqVVum0HROnpaWhT58+Bj1JVCzm1hc+ffoUgwcP1iqNLsdEjx49wvDhw7UNz+iYW/1rg2Pi9+TaBuRQ/5ysJKPi5OSEgIAATJkyBQcOHMAXX3yh03a+/fZbvH79GgEBAXqOUHzx8fEoUqSI1GGILjExEc+ePcPTp09x9epVDB06FJcvX4afnx8qV64sdXhEpAd//vkn9u3bp3U6Z2dnuLq6wtnZWeM0Dx48wJgxY7TOS0py2A+OHj0aMTExWqXRpf4BYNeuXdi4caNWaaQkh/rXhhzHQ2wD/5Fj/QNsA0REcrBkyRKcPHlS63S6jIn//fdfTJo0Seu8pCSHvvDbb7/F06dPtUqj6zHRn3/+iT179miVRkpyqH9tyHFMzDbwHznUPycryahMmDABe/bswcSJE+Hv7w97e3utt7F7925s3boVQ4cOha+vrwGiFM+DBw9Qrlw5qcOQxNSpU1G8eHGUKFECNWrUwOLFi9GhQwfs3r1b6tBEJwgCgoOD0blzZ5QsWRJ2dnZwdnZGt27dcObMGaM9G4b05+3bt/jrr7/w6aefwtHREfb29ihfvjx++OEH3LlzR+rwdJKeno6pU6eKmufKlSvx8OFDUfPMD3PfD8bExGDVqlWi5jl16lST2Weae/1rQ67jIbaB9+Ra/wDbANGH0tPTERQUhPbt26NkyZKwt7dHqVKl0Lt3b62uLCLTlZSUhDVr1qB+/fpwdHREoUKFULFiRYwfPx7379+XOjydpKSkYMaMGaLmuWDBAq3vbCMlc+8LIyIisGnTJlHzFPs4PD/Mvf61IdcxMdvAe3Kpf05WiujZs2f44YcfULFiRdjY2KBMmTIYNWoUkpKS0KNHDygUCqxcuVLqMLVmTD/6vXnzBkOHDkWpUqUwbdr2I61+AAEAAElEQVQ0qcPJtz179qBt27ZShyGJvn374vDhwzhw4AB+/fVXODo64vHjxyhYsKB6nVOnTsHe3j7Ly8rKChYWFhJGrz/R0dHw8/NDs2bNsHXrVjx58gSJiYl4/PgxNm7ciIYNG6JRo0Z4/Pix1KGSgZw8eRLlypVDjx49cOrUKbx48QIJCQm4f/8+5syZg8qVK2PAgAFISUmROlStHD16FLdv3xY1z7S0NKxYsULUPPPD3PeDy5cvR3p6uqh5RkRE4Pjx46LmqStzr39tyHU8xDbwnlzrH2AbIMoQGRmJGjVqwN/fH7t378aTJ0+QkJCAR48eYe3atahTpw5atGhh8s9io5wFBQXB1dUVffr0wblz5/DixQuoVCrcvXsXM2fOhJubG4YPH67zo4Sksnv3btFPpkxOTsaaNWtEzTM/zL0vXLp0qeh5Xrx40WRO8jD3+teGXMfEbAPvyab+BRJFeHi4ULJkSQGAYGdnJ9SsWVMoUaKEAEDo1KmTULt2bQGAcOHCBalDFRo3biwAEKKiovJc9+LFi4K3t7dw9+5dg8TSq1cvAYAQGBio0fpDhw4VAAibN28WBEEQJk2aJAAQGjdurFP+KpVKACAAEFQqlWhpM4waNSrLe+PGjRMACKtWrco2TcuWLQVLS0shJCREtDj1ud3g4GABgDBz5sxM7//zzz+CUqkUvvrqq1zTx8bGCi4uLsL06dMNGqcYYmJihDJlyqjjy+1VuXJl4enTp1KHTHp27NgxwcrKSqM20LFjRyE1NVXqkDXWqVMnjcqV3Ss6OloQBEGIjo7WOm2pUqWEtLQ0UcrI/WDOUlNTBWdnZ9HrH4Dwf//3f6KUURB0+2zFrn9d4xRzu4YeDxnyO2AKbcDYyv8xjof/Y4ptgCi/IiMj1b+d5PXy8vIS4uPjpQ6Z9GzPnj2ChYWFRm2gR48eQnp6utQha6xly5aSHBNVqVJFtDKyL8xZUlKSUKRIEUmOifr27StKGQXBNMbDusYp5nZ5TPSeKe4D5HBMpK/Pj1dWiuDZs2cICAjA48ePMWbMGMTFxSE0NBSPHz/G1KlTsX37doSFhUGpVMLT01PqcLWyYcMGhIeHo0mTJoiKipI0lnPnzmHJkiXw9/dH586dJY1FH968eZPtfagnT54MLy8vjBgxAg8ePMi0bMmSJTh8+DACAwNRq1YtsUIVRb169dCjRw9s3LgR586dy3adt2/folOnTmjYsCHGjx8vcoT61717d0RHR2u07u3bt9G3b18DR0RievXqFTp16oR3795ptP6OHTvw22+/GTgq/RAEQbKr2x4+fGiyt841p/3gv//+i7i4OEnyPn78uFHdFUJT5lT/2uB46D9ybAOs/8zk2AZI3gRBQOfOnfHkyRON1s94lhWZj8ePH6NLly4aXzH5559/Yvny5QaOSj9SU1Nx+vRpSfK+desWHj16JEne+WVOfWF4eDhevXolSd6mcreZj5lT/WuDY+L/yLENyKn+OVkpgu+++w7R0dEYOXIkZs2alek5jIGBgahWrRpSU1NRpUqVTJcwm4I5c+agb9++ePDggaQTlikpKejXrx+sra2xaNEiSWLQtwMHDsDf3z/L+1ZWVli7di2SkpLQp08f9Q+ud+/exejRo1GzZk0EBgaKHa4oJk6cCAsLC0ycODHb5YMGDTK5W5rkJCwsDCdOnNAqzZ49exAZGWmgiEhs69evR3x8vFZpFixYYBK3Prp//76kt+kKCQmRLO/8Mpf9oJR18OTJE8TGxkqWf36YS/1rg+OhzOTWBlj/WcmtDZC8nTlzBqGhoVql2bRpk2QnRJH+rVq1ComJiVqlmT9/vkmcmHbz5k0kJSVJlj+PiaQnZR1ERkZq/XuDsTCX+tcGx8SZya0NyKn+OVlpYDdu3MCmTZtQokSJbB9grFAo4OvrCwDw9vZWvx8TE4PvvvsOn3zyCWxtbaFQKHDv3r0s6TVdT9fYw8LCcn2Fh4dj6NChaNiwoaQTlj///DOuX7+OCRMmwM3NTfT88yu7AUJISAhq166d7foZO5tjx45h0aJFSE9PR+/evZGSkoK1a9eiQIECBo5YGpUqVULXrl1x5MgRnDp1KtOy+fPnY+/evdi5cydsbW0lilB/lixZonUaQRCwbNkyA0RDUli8eLHWaR48eID9+/cbIBr9unz5sqT5a/ujlzExl/0g24BuzKX+c8LxUN7MuQ2w/jVjzm2A6GO6jIdTU1OxcuVKA0RDYktLS9Pp+PbGjRs4efKkASLSL6nHo1Lnnx/m0hdKXQdSH5PpylzqPyccE+fNnNuA3OvfUuoAzN1ff/2F9PR09OjRI8cviLW1NYDMk5V37tzBpk2b4Ovri8aNG+PgwYPZptV0PV18/vnnWqd58OABBgwYgMOHD+stjrz8+++/mD59Otzd3TF69GiD5VO5cmUolZrP76enp2u03v79+9GzZ09cuXIFpUqVAvB+UG5hYQGFQpFjusDAQOzevRs//vgjbt26hVOnTmHGjBnw8vLSOMaPaVvG3Ghafm0FBgZi48aN+OmnnxAcHAwACA4Oxo8//oj9+/ejfPnyOm9bn+XPL01vdfSx+fPnY8OGDXqOhsQmCAIePnyoU9ru3bujcOHCeo5IvxISEnJcdvHiRTg7O+eaPmO5s7NzrrdKjouLg5+fX5b3Fy9ejI0bN2oYre64H8xZblfW5tUGNK1/IOc20KtXL9jZ2WkYre4M0QYMWf+AdGMBYxkP6fs7YGptQKryG0v9AxwPG9N4mOjx48c6pZs+fTqWLl2q52hIbGlpaTpfJduuXTsUKlRIzxHp15s3b3JcJsYx0S+//CLKLXPZF+bs+fPnOS4T45joyy+/FOUOf6Y2HgZ4TMRjIh4T5WcepGHDhrqfDKHz0y5JI3Xr1hUACHv27Mlxnc8++0wAIOzbt0/9Xlpamvr/q1evFgAIUVFRWdJqup42GjduLAAQWrduLXzxxRcavapXr65+iOrHD77Nj169egkAhMDAwBzXadq0qQBAOH78eJZlkyZNEgAIjRs31in/Dx8Om59Xbg+WffnypdCtWzdh6dKl6veOHz8u7N27N8/4rl69KlhZWQkAhDp16gipqamSlVHX8udXVFSU4OTkJCxYsECn9GKUny+++NL8FR0drbf9Q3R0tOTlyXhxP8g2YKg2kN/6FwTjGAtIOR4S6ztgrG3AGMrP8XD+mEob4IsvvvjiS7MXx8PaM7e+kG1AOzwm4jGRqewD5HBM5OLionXeGXhlpYHdv38fAHKczX/79i3Onz8PIPOVlZrOXBvyTJ/FixdrdBZCSEgIWrRoAeD9g13Hjh1rsJiyExoaCqVSiS5dumRZplKpAABnz55Vn3V069Ytna46cnFx0fqMAk0eWF60aFF069YNixYtwsCBAwEAx44dw7hx4/JMW7hwYVhbW+Pdu3fw9/eHhYWFxvFlR9sy5kbT8udHYmIiOnTogHbt2mHYsGH53p4+y59fT58+xbt377ROZ21tDScnJwNERGIS8nFlZeHChY3+LOKEhIQcn4+hydnTzs7OsLS0RGpqaq7r57TM1tYWDg4OGsWaH9wP5uzly5c5Pn8orzagaf3ntq2iRYuKdmWlIduAvusfkG4sYCzjIX1/B0ytDUhVfmOpf4DjYWMaDxM9fvwYqampWqcrWLAgihUrZoCISEz52YcWKVIE9vb2eo5Iv1QqFV69epXtMjGOiezs7FC0aFGNYs0P9oU5e/78OZKTk7NdJsYxUbFixUS7stKUxsMAj4l4TMRjovzMg5QsWVL3jHWe5iSNFCpUSAAgXLx4MdvlK1euFAAIjo6OOW5D0ysm9X1lpSbbCQkJERwcHAQAwuTJk/OVb3Y0ubKySJEiWs3uv3z5UuP8PzyjQNszP7RJm5SUJBQrVkx4/fq1IAiCMGbMmDy3n56eLjRv3lwoUKCA4OHhIVhbWws3btzQKkZt4zSG7X5o3bp1AgChYMGCgp2dXZbX/fv3jSJOXUyfPl2ns1cWLlwodeikJ/7+/jq1gbCwMKlDz9Phw4fzdZZWxlmmup4hOmXKFFHKyf1gzn766SfJ6h+AEBwcLEo5Df3Z6qP+DRmnttuVajxkyHoyhTZgLOXneFg3xt4GiPJj7NixOvXz69atkzp00pNPPvlE6/pXKBTCnTt3pA49T9u3b5f0mOi3334TpZzsC3M2YsQISY+JLl26JEo5TWE8bMg4eUxkGm3AWMpvqsdE+vr8eMqkgWVczXfp0qUsy6Kjo9Uz4zVq1BA1Ln1Zt24dXr58icmTJ2PSpEmSxBAfHw9BELJ9ZcTUuHFj9XtinDmmLRsbGzRp0gQHDx7EzZs3Ua1atTzTLF68GEePHsXEiROxfft2KBQK9O7dG2lpaSJEbBy+/vprCIKAxMREqFSqLK+yZctKHaLO+vbtq/VDkO3t7fH1118bKCIS25AhQ7RO06BBg0xX6RurWrVqSZq/r6+vpPnrk6nuB6Wug5o1a0qav76Yav3nhOMh7ZlTG2D968ac2gDRxwYOHJjrM5qy4+joiM6dOxsoIhKbLsdE/v7+qFixogGi0S+px8NS569PptoXSlkHBQoUgKenp2T565Op1n9OOCbWnjm1AbnXPycrDSzj9qgzZszArVu31O+fO3cOzZo1U98Gz5h+XO7bty+mTp2q0S3y5s6di127dkk2UWlO2rVrh127dmHfvn0ICAjIdd3IyEj8+OOP8PX1xbhx41C1alVMnToVFy5cwK+//ipSxGRIJUuWxODBg7VK8/333+t0i2MyTm3atNHq4EWhUGDChAkGjEh/ihUrhgoVKkiWvzkdmJsqKeugcuXKKFKkiGT5U+44HpI31j8Rfah8+fLo1auXVmnGjBkDGxsbA0VEYvvyyy/h7u6u8foWFhYa3S7PGJQpU0ayR7goFAqzOXnPlEl5TOTl5QVra2vJ8qfccUwsb3Kuf05WGtjYsWPh4OCA6OhoVK9eHV5eXqhUqRLq168Pd3d3NGzYEIBxTVZ+/fXXmDBhgkY/5CmVSrRr105veZ85cwZOTk7q199//w3g/aToh++fOXNGb3kai4CAAAQFBeHhw4coXrx4juulp6ejd+/eSE1Nxdq1a2Fp+f7RsyNHjkT9+vUxefJk3LhxQ6ywyYBmz56NDh06aLRujx498L///c+wAZGoLCwssHfvXlSpUkWj9RcuXAh/f38DR6U/+uw7tOHn55e/++eTXpQqVUqyK2zbtm0rSb6kGY6H5I31T0QfW7JkCVq2bKnRuoMGDcLo0aMNHBGJydraGgcOHEC5cuXyXFepVGLVqlVo1KiRCJHln0KhkOyYqGnTpkb/TE85qFq1qsbH+/rGYyLjxjGxvMm5/jlZaWBly5bFqVOn0KZNG9jY2OD+/fsoXrw4Vq5ciV27diEiIgKAcU1WSiklJQXPnz9Xv96+fQsASEpKyvR+SkqKxJHqn6OjIzw8PPL8EX3u3Lk4ffo0pkyZgurVq6vfVyqVWLNmDZRKpcle6k2ZFShQAFu2bMFPP/2EYsWKZbtOiRIlMGPGDKxdu1aUB8CTuJydnXH27Fn06NEDVlZW2a7j4eGB7du363SLJClpe+Wwvpja52SuFAqFZHUhVdsjzXA8JG+sfyL6mI2NDfbu3YsxY8bkeEJ1qVKl8Ntvv2Hx4sVa3zaWjF+5cuVw7tw5dO7cWf1D7Me8vb2xd+9era/ElZpU49KhQ4dKki9lplAoMGjQINHztbCwwIABA0TPlzTHMbG8ybr+dX7aJeXb8+fPBQCCpaWlkJycnON6q1evFgAIUVFRuW5P0/VIc2I/WHbFihVCREREjstv3Lgh2NjYCPXq1RNSU1OzXWfOnDkCAGH69OkGi1PK7eqbqcSZmJgorFmzRrC1tRUACLa2tsKGDRty3XeQeXn8+LEwa9YsdRuws7MTjh8/LqSnp0sdms6aN2+u/v5p84qOjhYEQRCio6O1Sufg4CAkJiaKVj5T2b9IFWdCQoJQtGhR0eofgNCqVSvRyicIbAO6blfs8ZAh68kU2oCxlZ/jYfGZSpxEKpVKWL58eaZjoq1btwrv3r2TOjQSSWxsrDB9+vRMx0Rnz5416WMiPz8/UY+JSpcuLaSkpIhWPlPpY6SK88WLF0LBggVFPSb68ssvRSufILAN8JjINNqAsZXf1I6J9PX5cbJSQsePHxcACJ6entku37Jli7BlyxZh6NChAgBh8eLFwpYtW4SLFy/qtB5pzxi+pIZmbJ2x2EwlzgylS5dWH2CQPJlTGwgJCREsLCxEOzBbtmyZqOXTZv+SlJQktG/fXqhcubLg7e0ttGrVKtuTj9LT04UffvhB8PDwELy8vIQmTZoIt2/fVi//9ddfherVqwve3t5C3bp1hQsXLug1Tn1btGiRaPVvaWkphIWFiVo+U+ljOBYwjgNTTfcDR48eFerUqSO4u7sL1atXF8aPH5/pR1pt9wPGUn4p8TtgGnESZTCn8TDpxpzawMmTJwWFQiHamHjDhg2ils9U+hgp4/z5559Fq38bGxvh33//FbV8cm8Dci+/LttOTk4Whg4dKlSqVEnw8PAQunfvnmWdqKgooXHjxkLhwoUFX1/fLMt5TKQ9Y5gH4T0DJXT16lUAOd8CtnPnzujcuTMWLVoE4P2t6zp37oyFCxfqtB6RsStfvjyqVasGHx8f+Pj4YNOmTRql27JlCwYPHozk5GR06NABVapUgY+PD/z9/XHv3j3DBk1EOqtVqxbGjx8vSl4tWrRA//79RclLVwMGDMC///6LsLAwBAQEZHtrnt27d+PkyZMICwvDlStX0Lx5c/VnGB4ejgULFuDcuXMICwvDsGHDjP4WT4MGDULTpk1FyWvixIlmddt99n3mSZP9gIODAzZu3IgbN27g0qVLOHHiBDZu3AjANPcDlBnHw0RE8tKoUSN89913ouTVsWNHdO3aVZS89EWbfi23PvTgwYOoXbs2atSogXr16iE8PFykEuRt1KhRqFOnjih5zZgxQ7LnZBoCxz/maezYsVAqlbh16xauX7+OX3/9Ncs6hQsXxrRp07Bhw4Ysy3hMZLo4WSmhvCYrhfdXvmZ5rVmzRqf1iEzB1q1bERYWhrCwMHTp0kWjNDt37kSHDh0AaPYjHxEZjwkTJmh9YBYXF4eYmBjExcVptH7Gs6KN+RlGNjY2aNOmjTrGevXq4e7du9mu+/btWyQnJ0MQBLx+/Rqurq7qZSkpKUhISAAAxMfHZ1pmjJRKJVatWgVHR0eN02hb/8D7z3PcuHG6hGi02PeZH033AzVr1oSbm5s6jY+PT6b1TG0/QFlxPExEJC8zZsyAp6enVmm0HROXKlUKS5YsMepjopxo069l14e+fPkSPXr0wPr163HlyhXMmjUL3bt3Fyv8PFlaWmLNmjUoXLiwxml0OSZq3ry5aBPjYuH4x/wkJCRg9erVmDFjhnp/5eLikmW9YsWKoWHDhrCzs8t2OzwmMk2crJRQxmRljRo1JI6EyLi9fPkSrq6ucHJygo+PD9zd3WFtbY2BAwciJSUFZ86cQdOmTbX6sZ+IjIOVlRX27duX6WHgefHz80OZMmXg5+eX57pFixbFwYMHUa5cufyEKbr58+ejbdu2Wd5v27YtmjZtCmdnZ7i4uODo0aOYMmUKgPcnP40cORIVKlSAq6srfvvtNyxYsEDs0LVWoUIFHDx4UOODc23qHwC8vLywb98+FChQID9hio59H+W0H/hQXFwctm7dijZt2gAw3f0A5Y37BCIi82Vra4tDhw6hUqVKGqfRZkxcvHhxHD58GCVLlsxPmJLQR78WGRmJEiVKwN3dHQDQuHFj3L9/H6GhoXqPV1fu7u7Yu3cvbG1tNVpf22OiOnXqYMeOHbCwsMhPmKLj+Ed+IiMj4ejoiGnTpqF27dpo1KgRjh49qtU2eExkujhZKaGzZ89CEAS0atVK6lCIjEb37t3h5eWFfv364enTpwDe3+6sW7duGDlyJMLCwvD777+jQYMGWLZsGYKDg/HJJ5/Aysoqy7Y0+ZGPiKTn5OSEEydOoG7dunrdrouLC44fP45atWrpdbuGNmPGDNy+fRvTp0/Psiw0NBQRERGIjY3Fw4cP0bx5cwwbNgwAcP/+fezevRuRkZGIiYnBiBEjjOqM4dzUrl0bx48fh7Ozs163W79+fRw/fhzFihXT63bFwL5P3nLbD2R4/fo12rZtizFjxqj3c6a8H6D/cDxMRCQ/Li4uOHnypN4fW1CuXDmcOnUKHh4eet2uVPLq17LrQytXroynT5/i3LlzAIAdO3ZApVIZ3W1CGzVqhCNHjuj92KVZs2Y4cuQIChUqpNftioHjH/lJSUnB3bt34eHhgUuXLmHhwoXo2rWr+vusCR4TmS5OVhKR0Th58iTCw8MRGhoKR0dH9OrVS70sLCwMNWvWBACEhITAx8cHwPtbPnTs2DHLtjT5kY+IjIejoyNOnTqF//3vf7C0tMz39rp164arV6+a3DMKZ8+eje3bt+PAgQPZnlW7Zs0aNG3aFEWLFoVSqUSvXr0QHBwM4P3zOjw9PdW3SOnTpw9OnjyJtLQ0Ucugq5o1a+Lq1at6eY5OgQIFMG3aNJw4ccIkJyozsO+Tp7z2AwDw5s0b+Pv7o127dhg5cqT6fVPfDxDHw0REcubi4oJz586pn9eWX/369UN4eDiqVq2qh+gMo1GjRnBycsr2FR0dnWndvPq1nPrQIkWKYNu2bRg7dix8fX1x/PhxeHh4GOWdV+rXr4/r16+jffv2+d6WjY0NZs+ejUOHDpnkRGUGjn/kpVy5clAqlerJRW9vb1SoUAHXr1/XeBs8JjJdnKwkIqNRtmxZAO9/ZP7+++9x6tQp9bKwsDD1gCRjcCIIAoKCgtC6detM29HkRz4iMj4FChTATz/9hEuXLqF169Y6PU+lZs2a2LlzJ/766y+tnoNoDObOnYuNGzfi8OHDKFq0aLbruLm54ejRo0hJSQEA7NmzR/18Gzc3N5w+fRoqlUq9zN3d3aRu9ePk5ISNGzdix44d6n2+NhQKBdq0aYOQkBAEBgYa5Q8Q2mDfJz+a7AdUKhX8/f3RqlUrTJw4MdMyc9gPyB3Hw0RE8mZjY4OZM2fin3/+QYsWLXTaRt26dXHw4EGsWLECRYoU0XOE+nXq1Ck8e/Ys21eZMmXU62nSr+XWh3766ac4fvw4QkJC8Msvv+Dhw4fq28IaG2dnZ+zYsQMbNmzQ6YpYpVKJDh06ICwsDKNGjTL5cSDHP/Li5OSE5s2bIygoCMD7qySjoqK0OumCx0Smi5OVRGQUEhISEB8fr/5748aN6jOnYmNjoVQq1WfEXLlyBV5eXrhw4QLc3d1hb2+vTqfJj3xEZNy8vb2xf/9+3L59Gz/88APc3d1znbgsW7YsevXqhX/++QchISF6OQtVbDExMRg1ahTi4+PRtGlT+Pj4qG+L269fP+zevRsAMHToUJQtWxZeXl6oUaMGgoODsWjRIgBAx44d8fnnn6N27drw9vbGwoUL8eeff0pWpvzo0KEDQkNDcfbsWfTs2TPTDxUfUyqV8PDwwJgxYxAZGYl9+/bBy8tLxGgNg32f/Gi6H5g3bx4uXLigntT38fFRnzluTvsBOeJ4mIiIMtSpUweHDx9GREQEvv/+e1StWjXXY6Ly5cujb9++uHTpEs6dO2dWj5zSpF/LrQ8FgEePHqn/P3XqVDRr1kyrZ4SKTaFQ4KuvvsK1a9dw/PhxfPXVVyhVqlSO6yuVSnh6emLChAm4d+8eduzYYdRX1GqK4x95Wrp0KX755Rd4eXmhffv2WL58OVxcXDIdE719+xaurq7o3Lkzrly5AldXV4wbNw4Aj4lMmUIQBEHqIIiMVUJCgrrjU6lUsLOzEyWtmAwVp7bbvXv3Lr744gukpaVBEAS4ublh3rx5KF++PPbu3YuFCxfi4MGDAABfX1/UqlULjo6OqFSpEvr16wfg/Y98ZcqUgZubm/oWF9bW1jh//rze4pSaq6srYmNjUbp0acTExEgdDklArm1ApVIhLCwMDx48wNu3b2FlZQUnJyfUqlULxYsXlzq8bJnK/sVU4nzy5AkuX76MZ8+e4d27d7C2tka5cuXg4+NjtDHn57M1ZN+nzzil2K6+GTJOU/gM5F5+wHi+AxwPE2lGruNh+o9c28Dr169x+fJlxMbGqo+JSpQooe4PjFF++5i8+rU2bdpgypQpKFasWI59KPD+xK/Tp08jNTUV9evXx4IFCzJNaJlKXxgXF4fQ0FC8ePECKSkpsLa2RoUKFeDt7W20VxLymMg02pbcjwnkXn7AOOZB8v9QKCIiPXBzc8Ply5ezXRYQEICAgAD13yEhIQCA6tWrq5/VBrw/YOH5F0Tmyd7eHg0bNpQ6DJJQiRIlzOoM8byw7yOSH46HiYgoN4ULF0bjxo2lDkNUefVr+/fvV/8/pz4UAFauXKnXuKTi7OyMNm3aSB2GaDj+IZIXTlYSkcnS5uHKRERE5oB9HxF9iPsEIiIikhuOf4jMEycriUSQkJAgdQg5EiM2uZefiMiY9zXGHJs5MebPmWMBcWIz1s9A7uUH+B0w5tiIiMh8GHN/Y8yxmRNj/pw5HpT3MYHcyw8YR2ycrCQSQcmSJaUOQVJyLz8REfeDJPc2IPfyA/wMWH55l5+IiIh9Icm9Dci9/AA/A7mXPy9KqQMgIiIiIiIiIiIiIiIiInnilZVEBmJrawuVSiV1GFqxtbXV67bkXH4iIu4HSe5tQO7lz9ieKX0Gci8/wO8A+wEiItIn9oUk9zYg9/JnbM+UPgO5lx+Qbj/IyUoiA1EoFLCzs5M6DMnIvfxERNwPktzbgNzLD/AzYPnlXX4iIiL2hST3NiD38gP8DORefm3wNrBEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZqUdFihSBQqHAy5cv1e8JgoDChQtDoVAgPj4+0/q5LSMiIiIiIiIiIiIiIiIyd5ys1JN79+7h9evXcHFxgYODg/r9yMhIvHnzBuXKlUPRokUzpcltmVxFRUVhxYoV6N+/P7y9vWFpaQmFQoEJEybkmbZ3795QKBS5viIiIkQoBREREREREREREREREWnCUuoAzMWDBw9QtWpV1KtXL9P74eHhAABvb+8saXJbJlfz5s3DvHnz8rWNypUro0SJEtkus7W1zde2iYiIiIiIiIiIiIiISH84Waknn376abZX7YWFhQEAfHx8tFomV05OTggICECdOnXg5+eHlStXYtu2bVptY/z48ejdu7dhAiQiIiIiIiIiIiIiIiK94WSlgfHKSu18fLvXv//+W6JIiIiIiIiIiIiIiIiIyNBM5pmV9+7dw+zZs+Hv7w83NzfY2trC1tYWNWvWxNy5c5GampoljbOzMxQKBe7du4fQ0FB0794dpUqVgp2dHWrWrJnnFXuCIGDHjh3o1KkTSpUqBWtra5QuXRotWrTAokWLkJKSol7X1dUVCoUCkZGRmbaRcfVkdhOSOS3TpaxSEwRB6hCIiIiIiIiIiIiIiIjIxJjMZOXkyZMxevRonDlzBpaWlvD09ISTkxPCwsIwatQofPPNN5nWf/LkCR4/fozChQtj+/btqFOnDo4ePYrSpUvD2toaYWFh+PLLL3HixIls83vy5AmaNWuGTp06YceOHbCysoKPjw8sLCxw9OhRjB07FhYWFgCA58+fIzY2Fvb29nBzc1Nv4+XLl4iOjkahQoUyvZ/XMm3LaghNmjRRT/Tm5dKlS6hZsyaioqIMHpcmtm7dig4dOqBZs2b4v//7P8ydOxdPnz6VOiwiIiIiIiIiIiIiIiL6iMlMVvr7+yM0NBSvX7/GrVu3cOHCBTx48ABnz56Fo6Mj1q9fj9u3b6vXz7hqMTk5GdOmTcPGjRvx6NEjXLx4EbGxsWjdujUA4I8//siSV2JiIj7//HMcP34cTZo0wdWrV3Hv3j2cP38eDx48wLlz5zBixAgolcpMedWoUQMKhSJLDB+/n9cybcsqtQ0bNiA8PBxNmjQxignLffv2YdeuXQgODsaWLVswatQoVKhQAX/++afUoREREREREREREREREdEHTGaysmvXrqhZs2aWib369eujWbNmAIDr16+r3894HmRKSgr+/vtvdO7cWZ22YMGCGDRoEADg/v37WfIaOXIkLl26hEaNGuHQoUPw9PTMtLxu3bqYMmVKlrx8fHwyrafLLWB1KavU5syZg759++LBgweSTli6ublh2rRpCAsLQ3x8PBISEnDy5Em0bNkSCQkJ6NmzJ/bt2ydJbERERERERERERERERJSVpdQBaCo5ORm7du3CyZMnce/ePbx58wbp6ekAgGvXrgEArKys1OtnTCD+3//9Hz777LMs23v37h0AoEiRIpnev3nzJlauXAkbGxv89ddfKFCgQJ6xZeT18cRjTpOYeS3TtqynTp3ClClTcO3aNbx48QLFixdHgwYNMHnyZLi7u+cZf25u3LiB+Pj4PNcbOnQo/v33X5w+fRpNmjTB8ePHUaFChXzlra2ffvopy3uNGjXCwYMH0alTJ+zatQsjRoxAmzZtskwEExERERERERERERERkfhMYrLy8OHD6NOnD2JjY3Nd78PJsYzJwK5du2a77o0bNwAAVapUyfT++vXrkZaWht69e6NMmTIaxZfTVZK6XFmpS1lfvnwJT09PDBgwACVKlEBMTAxmzpyJ+vXr49q1a3B1ddWoHNn5/PPPtU7z4MEDDBgwAIcPH9Y5X31SKpWYNWsWdu3ahdu3b+PatWvw8vLSejuVK1dW3/qXSCqPHj1S/5uf7zaZLrYBIiIiIpIzjoeJbYCIiMh4ZFxoBwANGzbE5cuXddqO0U9Wnjt3DgEBAUhNTcWgQYPQtWtXVK9eHUWLFoWlpSWuXr2KGjVqwMbGBpUrVwYAvH37FhEREQCAJk2aZLvdjMnCj69sPHLkCAAgICBAo/hSUlJw8+ZNKJXKTBNgH77/8W1kc1qmS1kBoF27dmjXrl2mPGrXro1q1aph27ZtGD58uEZlyU7r1q1ha2ur0boRERHq29M2b95c5zwNoWrVqihWrBhevHiBW7du6TRZmTEYJjIG6enpeZ7UQOaNbYCIiIiI5IzjYWIbICIiMi6PHz/WOa3RT1aOHz8e7969w9y5czFixIgsyzOeQejp6QlLy/fFuXHjBlJTU1G+fHkULVo02+1mTFbWrFkz0/vR0dEA3j//UBPXr19HSkoKqlatmmlS78aNG3j37h2qVauWZbIvp2W6lDUnTk5OAJDnenlZvHgxypcvn+d6ISEhaNGiBQBg8uTJGDt2bL7yNYSMW/qmpqbqlN7FxYVXVpLkHj16hPT0dCiVSri4uEgdDkmAbYCIiIiI5IzjYWIbICIiMh7p6enqC71Kliyp83aMerIyLS0NJ0+eBAD07Nkz2+UbNmwAkHnSMeMWsB9PRGZ49eoVoqKiULBgQVStWjXTsoSEBABAUlKSRjHm9OzJnJ5jmdMyXcv68Trp6emIjo7G+PHjUapUKXTp0kWjcuRHaGgoWrZsifj4eEyePBmTJk0yeJ7aevr0KZ48eQIAKF26tE7buH37Nuzs7PQZFpHWXF1dERsbCxcXF8TExEgdDkmAbYCIiIiI5IzjYWIbICIiMh4JCQmwt7cHAJw+fVrn7Rj1ZWLv3r1T3+/23bt3WZbPmjULV69eBZD9ZOXHE4gZMq6q9PLygoWFRaZlGc+p/OeffzSKMadJSW2fV6lrWT/UuHFjWFlZoWLFiggJCcGxY8fUV1ga0rp16/Dy5UujnagEgDlz5kAQBBQpUgR16tSROhwiIiIiIiIiIiIiIiKCkU9WFixYEBUqVAAATJs2DWlpaQDeT+bNmjULU6ZMUU82fjgxmdeVlTk9rxIAOnXqBACYOnUqjh07lmlZXFwc5syZg/v372fZ1seTkrlNmGa3TNeyfmjVqlU4d+4cNm7ciMKFC6Nly5Z48OBBtuvmpW/fvpg6dSocHBzyXHfu3LnYtWuXpBOVhw8fxtixYxEZGZnp/cTEREyZMgW//PILAGDcuHGwsrKSIkQiIiIiIiIiIiIiIiL6iEIQBEHqIHKzdu1a9O7dG8D7+92WKVMGt2/fRlJSEhYuXIiBAwdCoVDg9evX6lt0Ojo64sWLF4iOjoarq2uWbfbu3Rtr167FkiVLMGjQoEzLVCoVGjdujNDQUADvn1NYqlQpxMbGIi4uDgUKFIBKpVJPeDk5OeH58+eIjY1FqVKl1NvJ6f3clulS1pzEx8ejfPny6NGjBxYuXKjBJ20czpw5g/bt26v/VqlUePv2LQoWLJjp+Z67du1CgwYN1H/v3LkTHTt2BPC+zkqXLo309HTcvHlTfUvfAQMGYOnSpVAoFBrH8+ElzCqVireBJcll3O6mdOnSvN2NTLENEBEREZGccTxMbANERETGQ19zKEb9zEoA6NWrF5KSktRXNFpaWqJt27YYO3YskpOTIQgCqlSpov4AYmJi8OLFCzg6OmY7UQnkfmWlvb09Tp06hblz52Lr1q24desW4uPj4ezsjE6dOqFz587qicqYmBg8f/4cTk5OmSYdc3o/r2XaljU3RYsWRaVKlXDnzp081zUmKSkpeP78eZb3k5KSMj1HNCUlJdNyX19fTJgwAf/88w/u3LmDGzduIC0tDSVLlkT9+vXRv39/NG/e3ODxExERERERERERERERkeaM/spK0s2TJ09QsWJF9OzZE4sWLZI6HJPFKyvJ2PAMUmIbICIiIiI543iY2AaIiIiMh2yurKS89ejRA5UqVYKPjw+KFi2K27dv47fffoOlpSVGjBghdXhERERERERERERERERE2eJkpRmoV68e1q1bh3nz5iE5ORllypRB06ZNMX78eJQrV07q8IiIiIiIiIiIiIiIiIiyxclKMzBs2DAMGzZM6jCIiIiIiIiIiIiIiIiItKKUOgAiIiIiIiIiIiIiIiIikidOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJDhZSURERERERERERERERESS4GQlEREREREREREREREREUmCk5VEREREREREREREREREJAlOVhIRERERERERERERERGRJCylDoDIXAmCgMTERKnD0IqtrS0UCoVetiX38hPbABERkan1hfruB02t/ADHw2wDbAMcD+sX2wARERGRZjhZSWQgiYmJsLe3lzoMrahUKtjZ2ellW3IvP7ENEBERmVpfqO9+0NTKD3A8zDbANsDxsH6xDRARERFphreBJSIiIiIiIiIiIiIiIiJJ8MpKIhE8fvzYaM9MTEhIQMmSJQ2ah9zLT2wDRERExtoXitUPGmv5AY6H2QbYBjgeFgfbABEREVHOOFlJJAI7OzujPSgRg9zLT2wDREREcu8LWX55lx/gZyD38hPbABEREVFueBtYIiIiIiIiIiIiIiIiIpIEJyuJiIiIiIiIiIiIiIiISBK8DSwRkRGLjIzEkSNHEBISgpCQEDx69AgA8OjRI/j5+aF27drw9fVFy5YtUa5cOYmjJX0TBAEXLlzA6dOnERISgsuXL6vbQFxcHJo1awZfX1/Url0brVq1QtGiRaUNmIiIiIhIzyIiInDs2DGEhIQgNDQ00zFRvXr11OPhzz77DKVLl5Y4WtI3QRBw9uxZnDlzBiEhIQgPD890TNSiRQvUrl1bfUxUqFAhiSMmIiIiXXCykojIyKSlpWHv3r1YvHgxDh06lO066enpuHTpEi5dugQAUCgU+PzzzzFkyBC0atUKSiUvnDdlKpUKf/75JxYvXoyrV69mu05aWhqCg4MRHBwMALC1tUWPHj0wZMgQeHt7ixkuEREREZFepaamYufOnVi0aBGOHz+e7Trp6ek4f/48zp8/DwCwsLBA+/btMWTIEDRr1gwKhULEiEnfXr16hbVr12LJkiWIiIjIdp20tDQcPXoUR48eBQAUKlQIPXv2xJAhQ+Dh4SFmuERERJRP/DWbiIzK8ePHoVAoMr3s7e1Rq1Yt/Pbbb0hNTZU6RIOKiIhAgwYN0KFDhxwnKrMjCAL27t2LNm3aoHnz5rh7964BozQcudc/ABw4cADVqlXD4MGDc5yozE5iYiKWL18OHx8fDB48GG/evDFglEREZCjsC4ltgOTeBsLDw+Hn54fOnTvnOFGZnbS0NGzfvh0tWrRAmzZtEBMTY7ggDUju9Q8AO3bsQJUqVTB8+PAcJyqz8+bNGyxatAienp4YMWIEEhMTDRglERER6ROvrCQio9SlSxcEBARAEATExcVh3bp1GDlyJG7evInly5dLHZ7eCYKA33//HePGjcPbt2/zta3jx4+jRo0amDt3LgYMGKCnCMUlt/oH3k82Dhs2DKtXr873tpYuXYoDBw5g3bp1+PTTT/UQHRERiU2OfSFlxjZAcmsD6enpmDFjBv73v//le0Lu4MGDqF69OhYuXIivv/5aTxGKS271DwCvX7/GwIED8ffff+drOxnH13v37sVff/2FOnXq6ClCIiIiMhROVhKRUfLx8UGPHj3Ufw8ZMgTu7u5YuXIlpk+fjuLFi0sYnX4JgoDhw4djwYIFettmQkICBg4ciPv372PatGkmdwskOdU/8P6g/PPPP8fp06f1ts379++jZcuW2Lx5M9q3b6+37RIRkTjk1hdSVmwDJKc2kJaWhv79++vlxL0Mr1+/Rs+ePREbG4uxY8fqbbtikVP9A8Dz58/h7++vftSJPty5cwdNmzbFzp070bJlS71tl4iIiPSPt4ElMnKhoaFZbgGTn5epsrOzQ926dSEIAiIjI6UOR28EQcAPP/yg14nKD82YMQNTp041yLbFZK71DwBJSUlo27atXicqM7x79w6dO3fGwYMH9b5tIiISlzn3hXnhePg9tgG2AXNtA4IgYPDgwXqdqPzQuHHj8Pvvvxtk22Iy1/oH3t++Vd8TlRkSExPRrl07nDp1Su/bJiIiIv3hZCUZlaioKKxYsQL9+/eHt7c3LC0toVAoMGHCBI23sWvXLrRt2xYuLi6wtraGi4sLmjZtil9//dWAkRvO/v37ER8fD0EQ9PIyZRkHZI6OjhJHoj9btmzB3LlzDZrHpEmTzGKyyhzrHwDGjBmDkydPGmz7KSkp6Nq1K2JjYw2WBxERicNc+8K8cDz8H7YBtgFzbAOrVq3CihUrDJrHyJEjzWKyyhzrHwCGDRtmkInKDMnJyfjyyy/x7Nkzg+VBRERE+cPbwJJRmTdvHubNm6dT2nfv3qF79+7YunUrAKBcuXLw9vbG06dPcfr0aVy9ehWjR4/WZ7iiiI+PR5EiRaQOQ3SJiYl49uyZ+vkcS5cuxeXLl+Hn54fKlStLHZ5ePHnyBEOHDtUqzcWLF+Hs7Iy4uDj4+flpnK5///64du2aybQlOdQ/8P75ogsXLtQqjS5t4NWrVxgwYAD27t1r0lcTEBHJiVz6Qk1wPMw2wDZgvm3gwYMHGDlypFZpdBkPC4KAb775BuHh4bC1tdUlVNHJof4BYM+ePVi3bp1WaXRpA0+ePMGwYcPy/TxMIiIiMgxOVpJRcXJyQkBAAOrUqQM/Pz+sXLkS27Zt0yhtv379sHXrVtSvXx/Lli2Dl5eXetnr169x4sQJQ4VtMA8ePEC5cuWkDkMSU6dOzXL70g4dOmDJkiUSRaR/I0aM0PrMTmdnZ7i6umqdV0xMDMaOHWsyn58c6v/du3fo27ev1ul0bQP79+/Hxo0b0a1bN63TkvF49uwZHj58CIVCARcXFzg5OUkdEpGoXr16hZiYGKSmpqJEiRJwcXGROiSDkUNfqAmOh9kG2AbMuw0MHToUb9680SqNruPhO3fu4H//+x9mzZqldVopyKH+ExISMHDgQK3T6doGNm3ahO7du6Nt27ZapyUiIuOQkpKCqKgoJCQkoFChQqhQoQIsLCykDov0gLeBJaMyYcIE7NmzBxMnToS/vz/s7e01Snfo0CGsX78ebm5uOHz4cKaJSgAoXLiwSQ5G9+zZY5Jx60Pfvn1x+PBhHDhwAL/++iscHR3x+PFjFCxYUL3OqVOnYG9vn+VlZWVl9J1UdHS06Gd0rl69Gs+fPxc1T12Ze/0DwM6dO3H37l1R85w9e7bJ3/pMjtLT0xEUFIT27dujZMmS8Pb2Ro0aNVCyZEl06NABhw4dYr2S2Tt37hx69uyJkiVLwtPTEz4+PihVqhSaNm2KrVu3IiUlReoQ9U4OfaEmOB5mG2AbMN82EBERgb1794qa59KlS6FSqUTNU1fmXv8AsHHjRjx69EjUPA39GBYiIjKMhw8f4n//+x/Kly+PqlWrolatWqhcuTIqVaqEWbNm4enTp1KHSPnEyUoRPXv2DD/88AMqVqwIGxsblClTBqNGjUJSUhJ69OgBhUKBlStXSh2m1ozhB9Lff/8dADB+/HjY2dlJG4weRUVFoXz58pneGz9+PBQKBf74449s03z22WcoUKAAQkNDRYjQcCpVqoQWLVrA398fP/zwA/bu3fv/7N17fM71/8fx57XNNnM2pzElOduYM6UiCjWS8lUhRDro1zd8i4j2pW9F6KyTCvWlfEkq5BhGOW2GzCQ5zPmQYWOzw+f3h9uurJ2u69p1XZ9rux732+1zK5/T+/Xe9f5cn/fnen0+74+2bNmip556yrrObbfdpuTk5BzTb7/9pipVquS6A9XTfPzxx8rKynJrmWlpafr888/dWqajSvrnL0kzZ850e5k7duzQ1q1b3V4uHJeamqqHH35Y3bt313fffZfjeyMrK0tLlixRt27d1L9/f6WlpZkYKeAaWVlZGjNmjDp06KAvvvgiVztft26d+vbtq7vuukvnz583KUrX8IZzoS3oD9MGaAMltw18+OGHbi/z4sWLmjdvntvLdURJ//wNw9D777/v9nLXrVun+Ph4t5cLAHDcqlWr1KhRI0VFRen48eM5lh06dEhjx45V48aN9csvv5gUIZyBZKWb7Nq1S2FhYZo+fbpOnTqlJk2a6OrVq5oxY4YGDBigffv2SZKaN29ucqRSp06dZLFYdOjQoULX3b59u1q0aKGDBw+6PrB8XLlyRatWrZIkRUZG6ueff9bw4cPVtWtX9e7dW6+//nqxfIn6pUuX8nwvS1RUlMLDwzVy5EgdOXIkx7IPPvhAq1at0vjx49WyZUt3heoW7du314ABAzR//nxt3rw5z3XS0tLUp08fdezYUePGjXNzhLYzDMO0pGF+P+h4upL0+UvSH3/8YdrQ1MW1DXijrKwsDRgwQAsWLCh03fnz52vQoEFuvwkCcLVx48Zp6tSpha63fv16RUZG6sqVK26Iyhwl7VxoC/rDOdEG/kIbKP5tIDMzU3PmzDGl7OLaHy5Jn7907XeyuLg4U8ouLjfxAgCujSIQGRlZ6LDx586d0913323auQVFR7LSDc6ePavIyEidOnVKL7zwgk6ePKnY2FidOnVKkydP1jfffKO4uDj5+PgoLCzM7HDtMm/ePO3cuVOdOnUyLWG5c+dOZWRkKDg4WB999JE6duyoTz75RGvWrNGSJUv04osvqn79+vrpp59Mic9Ry5cvV/fu3XPN9/f315w5c3TlyhUNGTLE+mTrH3/8oeeff14tWrTQ+PHj3R2uW0yYMEG+vr6aMGFCnsuffPJJpaamavbs2e4NzE5Hjx7VsWPHTCl77969SkpKMqXsoiopn7+kfH9cKOllwz5ff/21ze9tdmR9wNNt377drveK/fzzz9bRNkqqknQutAX94dxoA9fQBop/G9i3b59p1yWxsbHFdkSKkvL5SzL16ReuiQCgeMjMzNSjjz6qq1ev2rR+cnKyhg4d6hEjQcJ+JCvd4Nlnn1ViYqJGjRqlKVOm5HgP4/jx49WoUSNlZGSoQYMGOd49UBxMnz5dQ4cO1ZEjR0xLWGa/3+DChQt6+eWX1aVLF+3evVtpaWnavXu3unbtqqSkJPXp00dHjx51e3y2yOsiLSYmRq1bt85z/eyL77Vr1+r9999XVlaWBg8erPT0dM2ZM0elSpVyccTmqFevnh566CGtXr1a0dHROZa98847+uGHH/Ttt98qKCjIpAhts337dlPLL67DYZWUz18ytw3s2bOnRD95VJI4MlSwGcMLA67iSHv+8MMPlZmZ6YJoPENJOhf+Hf1h29AG/kIbKN5twMz+cHp6unbv3m1a+UVRUj5/6drxbZbY2NgS3V8AgJLixx9/tGn0x+vFxsbyCqRiimSli8XHx+vrr79WtWrV8nxfgMViUatWrSTlHAL26NGjevbZZ3XLLbcoKCgo32FZFy5cqAceeEA33nijgoKC1KhRI40fP94pL4yPj49XXFxcgdPOnTs1YsQIdezY0bSEZUpKiiQpIyNDNWvW1Pfff6+wsDD5+/srLCxM3333nWrWrKmkpCSPvNt+2bJlqlevXo7xtjMzM+Xr6yuLxZLvdtnDGo0ZM0bPPfecoqOjrcMhlWTjx4+Xj4+PJk6caJ33008/acyYMVqwYEGu99l4IrMvjHft2mVq+UVREj5/ydw2kJmZqb1795pWPmyzb98+bdy40e7t1q1bp/3797sgIsC9kpOTNX/+fLu3O3LkiPX1ACVVSTkXXo/+sH1oA3+hDRTfNsA1keNKwucvmdsGLl++rD/++MO08gEAtpk1a5ZD233yySdOjgTuYDF4Jtalxo8fr1dffVWjRo3S9OnT81xn6NCh+uyzz/Tqq6/qxRdflHTtx8Z+/fqpVatWMgxDP/74ow4ePJir09m+fXvdcMMNuu+++xQaGqodO3bo3//+t5o0aaLo6Gj5+Nifj+7UqVOR3qXWtWtXp/1INHjwYM2ZM0fjx4/XK6+8kuc6CxcuVN++fSVJkydP1ksvvZRrncmTJ2vixIlq2rSpfv31V5vLT0lJsT4JGxISYtffMysry/rUZ3JyssqUKZPneklJSRoxYoRuv/12PfHEE5KuvXcpOTlZ9957b4Fl/Prrr2rVqpWuXr2qtm3b6ueff5avr6/NMUpFq2NBbK1/UR06dEht2rTRyy+/rGeeecbu7V1V/4JcuHAh3xsKtm3bpho1auS7bY0aNeTn56eMjAydPHmywHJOnjypNm3a5Jpfrlw5lS9f3r6gHeCONlDUz18ypw2cPn1a6enpeS5zRxuoUqWKAgIC7AsabpWamqpz5845tG1wcLACAwOdHBHgXunp6Tp9+rRD21aoUCHHSCZmKg7nQleeB+kP0x+mDdAG8nP+/Hldvnw5z2Xu6A+761xRHM4Dkjlt4NSpU8rIyMhzmTvaQNWqVeXv729f0AAAtyroXFEQf39/Va1a1QURIS/X93ciIiK0Y8cOh/bj58ygkNuaNWskSZ07d853neyhSa9/svL222/XqVOnJEmzZ8/Wjz/+mOe233//fY4D74477lCVKlU0cOBAbdy4UbfffrvDsffo0cPmoUMSEhK0Z88eSVKXLl0cLtMRlSpVsv5/o0aN8lwne769j41fL/uAc7aKFSvqkUce0fvvv2+9MF+7dq01cV2Q8uXLKyAgQFevXlX37t3tvij/O1fV0VUuX76s3r17q1evXg5flF3PE+pfo0YNhYaGFrqen5+fTevl5dKlS4W+lLo4cPbnL3lPGzh79qxD26F4cDTJCZQUFy5c0IULF8wOwy1KSl+I/rDjaAO0gZLSBq7njv5wSTlXcE3keBs4c+aMQ9sBADzf1atXdezYMbPD8ErZOS1HkKx0scOHD0tSvsNwpKWlacuWLZJyJittvYstrzsEsoeVLeoBOXPmTJuGD4mJiVHXrl0lSVFRURo7dmyRyrXX9QnK/J4kyZ7vyJ0Y2YryZGVhunTpokcffVSXLl1SuXLllJqaWuhTMYZh6LHHHlNqaqqaNGmiKVOm6KGHHlLjxo1tjvHvXHUXsassWrRIO3fu1G+//aavv/461/L4+HjdcMMNNu/PXXeQXrx4Md9kYWF3hdp7B2leypcvr3LlytkWbBG4ug04+/OX3NcGzpw5k+/Lwd3RBriL2PNdvXrV4R9Q+HxREmRmZhb6HZefSpUqecy7uorbudCVT9UVhv6wY2gDtAFPbwP5SUpKsr7S5e/c0R+uWLGiy550vV5xOw9InjHajDvaQLVq1Ursu20BoKQ4e/as0tLS7N4uMDBQwcHBLogIebm+v1O9enXHd2TApcqVK2dIMrZt25bn8lmzZhmSjODg4Hz38fnnnxuSjIMHD9pU5ocffmhIMmJjYx0J2bjjjjtsLi8mJsaoVKmSIcmIiopyqLyCDBo0yJBkjB8/vsD1brjhBkOS8fbbb+e5/K233jIkGXXr1rWr/OTkZEOSIclITk526bZ9+vQxFixYYMTHxxufffZZoeu/9957hiRj0qRJRkJCghEYGGi0bdvWyMjIcGmcZu/X2cyI84svvrCWae+UmJhoGIZhJCYmOryP7777zi31pA3kb/jw4aa2gT///NMt9YTjMjMzjfr169v92TZq1MjIysoyO3zAKXr06GH3MVC+fHmPOucUh3OhK2OkP+z5n79h0AYcidPs/TqbGXHOnDnT1P7wunXr3FJP2kD+HnroIdPagJ+fn3HlyhW31BMA4Ljs3Im907fffmt26F7FWf0I198q5eWyx9jfvn17rmWJiYnWYW2aNWvmlPKOHTumiRMn6u6771aLFi2css+CzJ07V+fPn1dUVJRefvlll5eXn3/84x+Srg2Zm5c5c+ZIcv8Qtfbo1auXlixZoqVLlyoyMrLAdQ8cOKAxY8aoVatWevHFF9WwYUNNnjxZW7du1RtvvOGmiOGo7KefvbV8mPsZ1K1bN8fw2fBMPj4+euqpp+ze7umnn5bFYnFBRID7Pf3003ZvM3jwYLc8KQPXoD8M2oD3MPuaxB2/l6BgZraBsLAw3vEOAMXAww8/rAoVKti1Te3atQt95zk8E8lKF8seHvXVV1/Vb7/9Zp2/efNm3XnnnUpKSpKUcwhYRyUnJ+u+++5TqVKl9Pnnnzu8n6FDh2ry5Mk2/Zg9Y8YMLVmyxNREpSQ9//zzKl++vHbs2KFx48ZZh3vNyMjQuHHjtGPHDgUEBGjkyJGmxlmQyMhIrVixQsePHy/wBcBZWVkaPHiwMjIyNGfOHPn5XRvNedSoUerQoYOioqIUHx/vrrDhgAYNGrhlGNa8hISEqGbNmqaUjb+0adPGtLJbt25tWtmwz7BhwxQeHm7z+s2bN9eQIUNcGBHgXj169FD37t1tXr9WrVp64YUXXBgRXI3+MGgD3qNZs2amDcHZsGFDlS9f3pSy8ReuiQAAhQkKCtLUqVPt2mb69OnWviGKF5KVLjZ27FhVqlRJiYmJatq0qcLDw1WvXj116NBBjRs3VseOHSUVPVmZmpqq++67TwcPHtTKlSuLlIwYOHCgXnrpJZvuWvDx8VGvXr0cLuvvNm3apCpVqlinr776StK1pOj18zdt2pRju2rVqumrr75SQECAXnvtNYWEhKhdu3YKCQnRa6+9Jj8/P82aNatI7y5xteDgYDVp0qTQcZ1nzJihjRs3atKkSWratKl1vo+Pj2bPni0fHx8NHjxYmZmZrg4ZDvL19VW/fv1MKfuRRx4xpVzkFBERoYYNG5pSNm2g+ChXrpyWL1+e47s+P+Hh4Vq2bJnKli3rhsgA9/D19dWCBQt05513FrpurVq19OOPP6pWrVpuiAyuQn8YtAHvERgYqD59+phSNv1hz3DrrbcqNDTUlLJpAwBQfAwfPlyvv/56oev5+Pjoww8/VN++fd0QFVyBZKWL3XDDDYqOjtY999yjwMBAHT58WFWrVtWsWbO0ZMkSJSQkSCpasjI9PV3/+Mc/tHXrVi1fvlxNmjRxVvhul56ernPnzlmn7BfoXrlyJcf8vF7C3qNHD+3YsUMDBgxQqVKltGPHDvn6+uof//iHtmzZogEDBri7OnYbOHCgevfune/yvXv3asKECWrfvr1Gjx6da3mDBg30yiuvaNu2bZoyZYoLI0VROTK8ozM8+eSTppSLnCwWi0PDGxYVQ2EUP7Vq1dLGjRv18ssvKyQkJNfymjVrKioqStHR0Tw1jRIpO2k/Y8YM1atXL9fyihUratSoUdq6davCwsJMiBDORn8YtAHvYUZ/2M/PT8OGDXN7ucjNz89PTzzxhNvLbdSokTp16uT2cgEAjhszZoxWrFihbt265Vrm4+Oj++67T+vWrTPlvALnsRiGYZgdhLf6888/FRwcLD8/PyUnJysgICDP9WbPnq0hQ4bo4MGDqlOnTo5lWVlZeuSRR7RkyRItW7ZMnTt3dkPk3iMlJcX6lEpycrJd70Aqyrbu5Ko4vb3+tujYsWOup4QLk5iYqNDQUB09elS1a9e2a9t77rlHS5cutWuboqANFCwpKUk33HCDLl26ZNd2RWkDr732msaOHWvXNvAc6enpWrVqlfr376+kpCQFBwfrxIkTpg2hBrhbVlaWNmzYoPvvv19JSUmqXLmyEhMTFRQUZHZo+SoO50JXxlgc6i/RH6YN0AbMitMwDEVERGjXrl12bVeU/nC/fv2sIzi5A22gYCdPntRNN92k1NRUu7YrSht47733NGLECLu2AQB4jv3796tt27ZKSkpSpUqVtGPHDt14441mh+XVnNWP4MlKE+3evVvStbu68kpULly4UAsXLtT27dslScuXL8/xb0l65pln9PXXX2v06NEqXbq0Nm/ebJ2OHj3qnooAcMjMmTPdlmQoXbq03n77bbeU5YjU1FT17t1bDRo0UEREhLp3765Dhw7lWs8wDD3//PNq2rSpmjVrps6dO+v333+3Lp82bZrCwsIUERGh9u3ba9u2bW6shX0qVqyo6dOnu628Jk2aePR7e1G4UqVK6Z577rF2+gIDA0lUwqv4+PioU6dO1mOgdOnSHp2oBOxla39o7dq1ateunZo0aaKwsDCNHz9e19+DXJz6Q/BuFotFH374oXx83PPTVIUKFTRt2jS3lAXb1KhRQ6+88orbymvdujVP3QBAMVe/fn3rNWFQUBCJyhKEZKWJspOV+Q0B27dvX/Xt21fvv/++pGtDpPTt21fvvfeedZ1ly5ZJkv7zn/+oQ4cOOaZZs2a5uAaAc9WpU0eNGjVSRESEIiIi9PXXX9u03f/+9z899dRTNv/A4ymaNWumCRMm2LXNyZMndfToUZ08edKu7V5//fU8h8/zJMOHD9e+ffsUFxenyMhIDR8+PNc63333nTZs2KC4uDjt2rVLXbp00bhx4yRJO3fu1LvvvqvNmzcrLi5OzzzzjMffMTts2DDdfffddm3jSBvw9fXV7Nmz832CHwBQ/BTX/g8KZkt/qFKlSpo/f77i4+O1fft2rV+/XvPnz5dUPPtD+Iu3XQ9JUocOHTRq1Ci7tnH0muitt94y7R2JjrDn8yyo7fz4449q3bq1mjVrpvbt22vnzp1uqoFtnnvuOd1yyy12beNIG/D399ecOXPk5+dnb4gAAMANOEObqLBkpS0j9Hr6hQdgr4ULF9r9zqlvv/1Wjz76qKRrP/D06NFDFotF7733noYPH66VK1e6IlSnGDt2rNavX681a9bYtH6bNm3sLuO+++7TM888Y/d27hQYGKh77rnH+u/27dvrrbfeynPdtLQ0paamys/PTxcvXszxg0N6erp16IGkpCSP/zHCYrHos88+U4cOHZSYmGjTNo60gddff92h7QAAnqs493+QN1v7Qy1atMixTUREhP744w/rvOLWH0JO3nY9JEmTJk3Szz//rJ9//tmm9R3p1w4YMECDBg2yezuz2fN55tV2zp8/rwEDBig6OlqNGzfW+vXr1b9/f/3666/uCN8mvr6+mjt3rm655RadPn3apm0caQPvvPOOmjRpYvd2AADAPXiy0kTZycpmzZqZHAng2c6fP6/Q0FBVqVJFERERaty4sQICAvTEE08oPT1dmzZtUufOna0/8FgsFknXfuC5/ocbT1SqVCl9++236tixo0v2361bN3311VduG1rJWd555x317Nkz1/yePXuqc+fOqlGjhkJCQrRmzRpNmjRJ0rUbP0aNGqWbbrpJoaGhevPNN/Xuu++6O3S71apVS6tWrVLNmjVdsv+XXnpJ//rXv1yybwCA65Tk/g9sk19/6HonT57UwoULrUnO4tofQsFK+vdB6dKltXTpUrVu3dol++/Tp48+++wz69+luHDG53ngwAFVq1ZNjRs3liTdcccdOnz4sGJjY50eb1HcfPPNWrlypapUqeKS/U+dOpXhXwEA8HDF69frEubnn3+WYRjq1q2b2aEAHqN///4KDw/XsGHDdObMGUnXhrp65JFHNGrUKMXFxemtt97Srbfeqo8++kg//fSTbrnlFvn7++faly0/8HiCsmXLasWKFXrwwQedut9HH31US5YsUWBgoFP362qvvvqq9u/fr//85z+5lsXGxiohIUHHjh3T8ePH1aVLF+tTo4cPH9Z3332nAwcO6OjRoxo5cqT69+/v7vAd0rBhQ23cuFHh4eFO22epUqX05ptvavLkyU7bJwDAfUp6/wcFK6g/lO3ixYvq2bOnXnjhBbVs2VJS8e4P4RpvvB6Srr3Pfc2aNTmeLnaGp556Sl9//XWJeM93YZ9nXm2nfv36OnPmjDZv3ixJWrx4sZKTkz1ylK7mzZsrOjpaDRs2dNo+AwMD9fHHH+v555932j4BAIBrkKwE4DE2bNignTt3KjY2VsHBwTmG6YmLi7MOeRUTE6OIiAhJ14Y8uv/++3Pty5YfeDxJUFCQFixYoHnz5qly5cpF2lf16tW1ePFizZkzp9i9o3DatGn65ptvtHz5cgUFBeVaPnv2bHXu3FkVK1aUj4+PBg0apJ9++knStXf1hIWFKSQkRJI0ZMgQbdiwQZmZmW6tg6Nuuukmbd++XRMmTJCvr2+R9tWyZUvFxMToueeec05wAABTlPT+D/JWWH9Iki5duqTu3burV69eOd73V9z7Q97Om6+HJKl8+fL64Ycf9Omnn6p8+fJF2ldoaKh+/PFHzZw502PfUXjbbbepSpUqeU5/f0VEYZ9nfm2nQoUKWrRokcaOHatWrVpp3bp1atKkiccmbxs1aqQdO3boX//6V5FHB+rQoYPi4uL0+OO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x48f13XffafTo0erbt69GjRqlOnXqOCha2MPRo0f17rvvasGCBUpKSipwu6ysLO3du1d79+7Vl19+qWrVqmnw4MEaPnw4iWsAAAAAAIBigmlgASfy888/y2Qy5Xr5+vqqRYsWev/99y1T36Hkog/A1a1bt05NmjTRpEmTbpqo/LukpCR9+umnatq0qT766KNiO02sK58HsrOz9cEHH+iOO+7QZ599dsNEZX5Onz6t119/XU2aNNGGDRvsFCUAe3LlcyCuow8AAAAAroc7KwEn9OSTTyo8PFxms1lxcXGaP3++RowYoYMHD+rzzz83Ojw4AH0AriYzM1MvvfSSZs+efcv7SklJ0UsvvaTvv/9eS5YskZ+fnw0idDxXOw9cuHBBjz76qH755Zdb3tepU6f0wAMP6J///Kfef/99ubu72yBCAI7kaudA5EUfAAAAAFwHyUrACYWEhKhPnz6W988//7yCg4M1d+5cvfHGG6pcubKB0cER6ANwJRkZGXrqqae0ZMkSm+73559/1n333adNmzapSpUqNt23I7jSeSA+Pl7t27fXwYMHbbrfmTNnKj4+XgsXLuRZlkAx40rnQOSPPgAAKEi1atU0ffp0VatWzehQAAA2wjSwcBrR0dGaM2eOnn32WTVr1kweHh4ymUyaMGFCofexfv16denSRX5+fipTpoyaNm2qN998U+np6XaM3P58fHx05513ymw269ixY0aH43C7du3KMxXUrbyKI1fvAyi5zGazBg0aZPNEZY79+/erc+fOSkxMtMv+HamkngeuXr2qBx54wOaJyhzffvutBg8eLLPZbJf9A3CMknoOLCzGw/QBAMD/VKhQQd27d1eFChWMDgUAYCMkK+E0PvzwQw0ePFhz587V3r17lZWVZVX59957T507d9a6detUtmxZNWjQQIcOHdK4ceMUFhamlJQUO0XuGDl/kBfX6QxvxerVq5WQkCCz2WyTV3Hlyn0AJdeCBQs0f/58q8rs2LFDp06d0o4dOwq1fVRUlMaMGVOU8JxOSTwPjBo1Snv37i309tZ+/pL05ZdfavHixUUJD4ATKYnnwMJiPHydK/cBAMD/XLp0SQsXLtSlS5eMDgUAYCMkK+E0/P39FR4ersmTJ2vNmjV69NFHC112+/btGj16tEwmk7788kvFxMRo9+7dOnTokOrWravffvtNr776qh2jt63k5GRduHBB58+f1759+zRs2DDt3r1brVq1Ur169YwOz+ESEhJUvnx5o8NwKPoAXMHZs2f14osvWl0uICBAQUFBCggIKHSZTz75RJs2bbK6LiO5wnlg/fr1mjNnjlVlivL5S9ILL7yg+Ph4q8oAMI4rnAOtwXiYPgAA+J+zZ89q6tSpOnv2rNGhAABshIf3wGn8fbpXa+6AmDJlisxmswYMGKD+/ftbltepU0f//ve/dd999+mTTz7RuHHjisVzy6ZMmaIpU6bkWtajRw998sknBkVknJMnT6pGjRpGh+Fw9AG4grFjxyohIcFh9Q0ZMkR//vmn3NyKx7VaJf08kJWVpaFDhzqsvkuXLumVV17Rl19+6bA6be3ixYtas2aNLl68KC8vLzVu3Fjt2rUrtlM6wnpHjhzRf//7XyUmJsrX11f33HOPGjRoYHRYdlHSz4HWYDz8P67aBwAAAICSrnj8WudiLly4oFGjRqlOnTry9vZW9erVNXLkSKWkpKhPnz4ymUyaO3eu0WFaGD2N0LVr17R+/XpJ0rPPPptn/b333qv69esrPT1dK1ascHR4RTJw4EBt2LBBa9as0TvvvCM/Pz/Fx8erdOnSlm0iIiLk6+ub5+Xp6Sl3d3cDo7etlStXqlu3bkaH4XD0AZR0586dc/i0nEePHrV8XxQHJf08sGbNGh0/ftyhdS5atEgXLlxwaJ22cOjQIfXv31/VqlVT3759NXz4cA0dOlT33nuvmjRpotmzZ1s9fT6Klw0bNqhz586qX7++nn32Wb388st69tln1bBhQ3Xo0EFr1qwxOkSbK+nnQGswHqYPAAAAACUdyUons3fvXjVp0kTvvfee4uPj1ahRI6Wnp2vGjBnq06eP/vzzT0lSs2bN7BZDWFiYTCaTYmJibrrtzp071bx5c0VHR9stnpvZvXu30tPT5eXlpZYtW+a7Tbt27SRJ27Ztc2RoRVa3bl117NhRXbp00ahRo7Rq1Sr9/vvvue5Aueeee5SYmJjrdfjwYfn7++e5Ark4i46OVs2aNXMtGzdunEwmk7744ot8yzzwwAMqVaqUdu3a5YAI7YM+gJLu3//+tzIyMhxe7+zZsx1eZ1GV9POAEZ9FWlpasbuzcvPmzWrdurXmzZuntLS0POsPHDigYcOG6bHHHst3PYq/999/Xw888ECBF1ts2rRJDz74oN58800HR2ZfJf0caA3Gw/QBAAAAoKQjWelELly4oPDwcMXHx2vMmDGKi4vTrl27FB8frylTpmjZsmWKioqSm5ubmjRpYnS4kqSvv/5ae/bsUVhYmGEJy8OHD0uSatSoIQ+P/Gc2rlOnTq5ti5s2bdqoT58+WrRoUYEJ17S0NPXs2VPt2rXTuHHjHByhfVy7di3fZ/NMmjRJTZs21csvv6yTJ0/mWvfJJ59ow4YNGj9+vFq0aOGoUO3OVfsASi5H31WZY9WqVbp69aohdd+qknQeuHz5stauXWtI3YsWLTKk3qLYu3evunfvrmvXrt102+XLl2vQoEEOiAqONH/+fI0YMaJQ244bN06ff/65nSMyTkk6B1qD8fD/uGofAADk5ePjo7vvvls+Pj5GhwIAsBGSlU7kxRdf1KlTpzRixAhNnz5dvr6+lnXjx49Xw4YNlZmZqfr16+ea+sZI7733ngYOHKiTJ08alrC8fPmyJKlixYoFbpOzLmfb4mjixIlyd3fXxIkT813/3HPPKTU1VV999ZVjA7OjNWvWqEuXLnmWe3p6at68eUpJSdEzzzxjmYr4+PHjGj16tJo3b67x48c7Oly7c8U+gJIpOTlZf/zxhyF1m81m7d6925C6baGknAd27dpl2DTy+/btU2pqqiF1W+u1115TYmJiobdfsGCBIiMj7RgRHCk9PV1jxoyxqsyrr76qlJQUO0VkvJJyDrQG4+HcXLEPAADyqlmzpubOnZtn5gEAQPFFstJJHDhwQN98842qVKmS73Q1JpNJoaGhkvJOARsREaEOHTrI399fFSpUUJs2bbRs2TKbxBQVFXXD1549ezRs2DC1a9fOsIRlzg+Onp6eBW7j5eUlScX6x5u6deuqV69e2rhxoyIiInKt++ijj7Rq1SotX75cZcqUMSjCW5OQkJBnWWRkZIFT++b8ALNp0ybNmjVL2dnZ6t+/vzIyMjRv3jyVKlXKzhE7XknvA3Ade/bsUXZ2tmH1F+dkTkk5Dxj5GWRmZmrfvn2G1V9YJ0+e1MqVK60u98knn9ghGhjh+++/V3x8vFVlLl26pG+//dZOERmvpJwDC8J4+OZKeh8AABROVlaWEhMTeW47AJQgJCudxMKFC5Wdna0+ffoU+IdVTsLtr8nKPXv2qFOnTnJ3d9dXX32lb775RjVr1tSjjz6qVatW3VJMDz30kJo3b37TV4sWLbRlyxZJ139YGzx48C3Vay1vb29J168+L0jOM5yc5Y7Uoho/frzc3Nz02muvWZZt3rxZY8eO1bfffltsryhbvXq16tatqzNnzliWZWVlyd3dXSaTqcByOVNbjR07VsOHD1dERIRlSqySqqT2AbiWnOcvG+XQoUOG1n+rSsJ5gD5wc999912RkvqLFi0y7K5V2NbXX3/t0HLFRUk4B+aH8XDhldQ+AAAovEOHDqlVq1bFYlwPACic/B/wB4f76aefJEnt27cvcJvY2FhJuZOV33zzjUwmk3744QdLIq5Tp07atm2bFi5cqPDw8CLH1LVr10JfkXro0CHt379fktShQ4ci11kUhZnitTBTxd5MvXr15OZW+Px+UX5gDAsLu+EPjMHBwbmuGouJidETTzyhd95554Z9p7CsbeONWNP+tm3bqnPnzlq5cqWGDBkiSdqyZYvuvvvuG5bz8PDQvHnzFBoaqpkzZ6p169ZWT5f2V7Zsv1T8+oCt2w8U5EbTWu7YsUMBAQE3LJ+zPiAgQKdOnSpwu7i4OLVq1SrP8gULFmj16tWFjLboinr3qCucBy5dulTgupv1gcJ+/lLBfeDFF1/Uq6++WshojXHlypUilUtOTla1atU4n5cA586dK1K5zZs3KygoyMbRFE1xGwtJjIddfTwsMSYGACP079/fqu3Pnj0r6frFPoV9zEdJmCL8kWeGy8e3nM7GnVVQUFCe967A1Y8B7c/bXlc/Bs7Q/r+O+du1a1fkxy+RrHQSJ06ckKQCrwJNS0vT77//Lil3sjI9PV2enp6Wuwslyc3NTWXLlr3lKfZmz55dqKtSIyMj1bFjR0nSpEmT9Morr9xSvdaqX7++pOvHMDMzUx4eebv1sWPHcm1bFDkDIWeRnJysHj16qHv37nrhhRdssk+j2lihQgU99dRTmjVrluXHmU2bNhXqh+Ry5crJy8tL6enp6tKli9zd3Ysch7N9xjdj6z5Q3NqPkikgIKDQgysPD48iDcRSUlJ0+vRpq8s5o5J4HihsHyjq5y9dn2oxv+kWSwpn+BxhnIyMjBJzjrsZxsPXMR4uGX0AAFxZcnKyVdvnPBIqNTW10GVLwvgo+/8v1snOytLp06fzvHcFrn4MaH/e9rr6MXC29lv7KJO/IlnpJJKSkiT978v27xYsWKArV67Iz89P1apVsyzv37+/Zs+erdGjR2v06NEqVaqUvvjiCx0+fFizZ8+2e9y7du1Sp06dlJCQoEmTJun111+3e51/17x5c3l6eiotLU07d+5UmzZt8myTM03tnXfeWeR6AgMDrb6z0p5/6C5dulR79uzR4cOH9c033+RZf+DAAd1+++1W7dPaNt6Ite3v0KGD+vXrp2vXrqls2bJKTU3NlYTPj9ls1oABA5SamqpGjRpp+vTp6tWrl4KDg4sUsy3bLxW/PmDr9gMFSU5OLvBu+Li4uJuWDwgIkIeHhzIzM2+4fUHrfHx8VKFChULFeivsfQ6Qiu95ICEhwTL2+bub9YHCfv432lfFihWd/nlmSUlJRUqourm5KTAw0PYBweEuX75s9Q930vXHHlSqVMkOEVmvuI2FJMbDrj4elhgTA4ARrB2b53w/ent7F7rsX39PLa7c/v+CJDd39+uzqfztvStw9WNA+/O219WPgTO0/69j/qpVqxZ5PyQrnURAQICuXbumnTt3qmXLlrnWnTp1ynJF7R133JFrXZMmTbR582Y98sgjeu+99yRd/xH2u+++0z333GP3uOfPn6/Lly8blqiUpLJly6pTp0768ccfNWfOnDzJyl9++UWHDx+Wp6enHn744SLXc+TIEfn4+BR6+6SkJPn6+ha5vpvp27ev+vbta9N9WtvGG7G2/d7e3goLC9PatWvVpEkTNWzY8KZlZs+erZ9++kmTJ0/WE088oZCQEPXv31+//vprka4ot2X7peLXB2zdfqAg+/fvV5MmTfJdl9+UnX936tQpBQUFKS4uTtWrV7e6/g8++ECDBg2yupy17H0OkIrveeDTTz/V0KFD8113sz5wq5+/JP32229q0KBBkco6SmJiom677TZdu3bNqnITJ07UpEmT7BMUHGrr1q1q166d1eVWrlzp8McyFKS4jYUkxsOuPh6WGBMDgBGsffbk/v379cUXX+jBBx9U48aNC1Vm6tSpRQnNqUybtVBXE5MUGBCo2NjYPO9dgasfA9qft72ufgycof1/HfPn3DRWFFwu6CRyplGdNm2aDh8+bFm+bds23X///ZYr6/86Bax0/Q+pxx9/XK1atdLq1au1fv16PfHEE+rVq5c2bdpUpFgGDhyoKVOmFOr5jjNmzNAPP/xgWKIyx4QJE2QymfTll19q3rx5luXHjh3TwIEDJUlDhgxRlSpVjAoRhdC9e3f98MMP+vHHH2/6vNVjx45p7NixCg0N1auvvqoGDRpoypQp2r59u9555x0HRQygKBo2bGjoXW2hoaGG1Y3rjPwMypYtq3r16hlWf2H5+vqqX79+VpVxd3fXs88+a6eI4Ght27bNM/a/mQYNGuj++++3U0RwBMbDAADcXP369bV169ZbetwTAMC5kKx0Eq+88ooqVqyoU6dOqXHjxmratKnq1q2ru+66S8HBwZarqv/+g8W4ceNUpkwZLVu2TF27dlWnTp30xRdfqE2bNho5cmSRYunbt68mTJig8uXL33RbNzc3de/evUj1/N3WrVvl7+9veS1evFjS9YToX5dv3bo1T9k2bdrorbfektlsVv/+/VWzZk01b95cDRs21NGjR3XnnXfqrbfeskmcsJ/w8HCtW7dOZ86cUeXKlQvcLjs7W/3791dmZqbmzZtneU7piBEjdNddd2nSpEk6cOCAo8IGYCV3d3e1bt3akLp9fX0LfeUt7Kdp06aGJazvvPPOYjO935QpU6yayvHjjz92iWlvXEXOhXiFvSutdOnSmj9/vkwmk50jgz0xHgYA4OZKlSqlSpUqqVSpUkaHAgCwkeLxS40LuP322xUREaEHH3xQ3t7eOnHihCpXrqy5c+fqhx9+sEyH8Pdk5b59+3THHXfkmeInNDRUBw8edFj8tpCRkaGLFy9aXmlpaZKklJSUXMszMjLyLT9mzBitXbtWnTp10pUrV3To0CHVr19fb7zxhv773/86/bOpIPn5+alRo0Y3ndt6xowZ2rJliyZPnpwr6eDm5qavvvpKbm5u6t+/v7L+/wHDAJzPgAEDDKm3b9++8vT0NKRu/I+3t7d69+5tSN1G9b2iqFixon766Sc1b978htu5ublp5syZeu655xwUGRylefPm2rBhg/z9/W+4XcWKFbV27VrDLgSB7TAeBgDg5k6ePKnnn39eJ0+eNDoUAICNkKx0Io0bN9aPP/6oa9eu6erVq/rtt980cOBAXb58WWfPnpWHh4caNWqUq0xAQICioqKUmZmZa/mOHTuK3ZX1YWFhMpvNN32FhYUVuI/OnTtr/fr1unz5slJSUrR//36NGzdOXl5ejmsIbknfvn3Vo0ePAtcfPHhQEydOLPDu4fr162vq1KnasWOHpk+fbsdIAdyKxx9//KY/vttDQc9JhOM9//zzDq+zSpUqevTRRx1e760IDAzUb7/9poULF+ruu+/Otc5kMumll17S/v379cILLxgUIeytTZs2OnTokN555x3Vrl071zp3d3e99dZb+vPPP3XvvfcaFCFsjfEwAAA3du3aNW3evNnq57sDAJwXycpiYN++fZKuP+Pr70m3YcOG6ciRI+rRo4dWrlyptWvXql+/fvrvf/+rl156yYhwgVsyaNAgNWjQoMD1wcHBSklJ0W+//ZbnjuIcI0aMkNls1rhx4+wVJoBb5O3trX/+858OrbNz585q2rSpQ+tEwUJCQizP7HaUl156qVjeWevl5aWnnnpKW7Zs0dmzZy3P4A4MDNQHH3yghg0bGhwh7M3Pz0+jRo3SkSNHFBMTY+kDVatW1dixY284XSiKH8bDAAAAAFwNycpiICdZ+fcpYKXrd6asXLlSV65cUf/+/dWrVy8dOnRICxcu1IsvvujoUHEL0tLS9MILL6hevXpq3Lix+vTpk2ebmJgYhYWFqXz58mrZsmWe9e+++66aNGmikJAQtWnTRjt27HBE6LCRmjVrqmHDhgoJCVFISIi++eabQpX77rvvNHToUKWmpqpHjx6qX7++QkJC1KVLF8XExNg3aOAWjB07Vk2aNHFIXb6+vvr0008dUldRvfjii6pZs6ZMJpP++OOPG26bmpqqRo0a5fouiImJkYeHh+UcEhISomPHjtk77Fvy2WefOWya9mbNmmnUqFEOqcueAgICLM/m4dmErsfNzU01atSgD4jxD+gDAAAAQElCsrIYuFGyUpLCw8MVERGhixcvKiEhQdu3b9dTTz3lyBBhA6+88orc3Nx0+PBh7d+/X++8806ebcqVK6epU6fq66+/zrNuz549mjlzprZt26aoqCi98MILGjZsmCNChw0tWbJEUVFRioqK0pNPPlmoMsuXL7dMFTZ48GD9+eefioqKUnh4uAYPHmzHaIFb4+Xlpa+++qrAu0IKEhcXp9jYWMXFxRW6zDvvvKOaNWtaGaFjPfbYY9qyZYtq1Khx023Hjx+vu+66K8/yChUqWM4hUVFRqlOnjj1CtZnatWtbPUVhUT5/Dw8PffXVV8XyrkoA+WP8A/oAAAAAUHKQrCwGcpKVd9xxh8GRwF6SkpL05Zdfatq0aZYr5AMDA/NsV6lSJbVr104+Pj757icjI0NJSUmSpISEBAUFBdkvaDjM5cuXFRQUJH9/f4WEhCg4OFheXl4aMmSIMjIytHXrVrVv317e3t568MEHLX2oTZs2On78uMHRAzcWGhpq9R2PrVq1UvXq1dWqVatCbT9w4EANGTKkKOE51L333luo83ZERISOHDmivn37OiAq+3v++efVv3//Qm9v7ecvSZ9//rlCQkKsDw6AYRj/gD4AAChIzlT4VatWNToUAICNeBgdAG7u119/NToE2NmxY8fk5+enqVOnauPGjSpdurQmTZqkDh06FHofzZo104gRI1SrVi1VqlRJXl5e+uWXX+wYNeyhd+/eys7O1p133qk333xTlStXVsWKFfXUU0+pQoUKGjdunNatW6fp06frs88+0/r169W2bdt87xb66KOP1K1bNwNaAVhn0KBBlqmwba1fv3767LPPSsxUiUlJSRo+fLhWrFihI0eO5Fl/9epVtWrVSllZWerRo4fGjx9v9Z2rjubm5qY5c+YoMzNTCxYssOm+TSaTZs+erWeeecam+wVgf4x/QB8AABTE39/fqgseAQDOjzuvANI2AAEAAElEQVQrASeQkZGh48ePq1GjRtq5c6c+/vhj9erVS+fPny/0Pk6cOKEVK1bo2LFjio2N1csvv6zevXvbMWrY2i+//KI9e/Zo165d8vPz09NPP21ZFxUVpebNm0uSIiMjLXcILV++XI888kiefU2bNk1HjhzRG2+84ZDYgVs1bNgwLV26VH5+fjbZn4eHhyZPnqwvv/zS6ZN11hg9erSGDRumatWq5VkXGBio2NhY7dixQxs3blRERITee+89A6K0noeHh+bNm6dJkybJw8M219L5+/tr2bJleu6552yyPwCOx/gH9AEAQH6uXLmitWvX6sqVK0aHAgCwEZKVgBOoUaOG3NzcLMnFZs2aqVatWtq/f3+h9/Hdd9+pSZMmluljn3nmGf3yyy/KysqyS8ywvdtvv12SVKpUKQ0fPlwRERGWdVFRUZYfZ3J+qDGbzVq3bp26du2aaz/vvvuuli1bpjVr1qhMmTIOix+4VT179tT+/fvVs2fPW9pPSEiIdu7cqYkTJ8rNrWQNdbZs2aLJkyerZs2a6tWrl/bt26fGjRtLuv4M0CpVqki6Pm34gAEDcp1HnJ2bm5tef/117dixo8DndBfW448/rgMHDlieZQageGL8A/oAACA/ORfpx8bGGh0KAMBGStYveEAx5e/vrw4dOmjdunWSrt8lGR0drQYNGhR6H7Vr19aWLVuUmJgoSVq5cqWCg4NL1B1FJVlSUpISEhIs7xctWmS5ivz06dNyc3OzJKL37t2rpk2bavv27QoODpavr6+l3IwZM7Ro0SJt2LBBFSpUcGQTAJuoWrWqlixZoq1bt6p37975Tu9WkA4dOmjp0qU2SXY5q7179yomJkYxMTFavHixmjZtarmw5dy5c8rIyJAkpaWladmyZZbzSHGSk2xesmSJ7r///kKX8/T0VN++ffXrr7/q22+/VeXKle0YJQB7Y/wD+gAAAADgOnhmJeAkPv30Uw0YMEBjx46Vu7u7Pv/8cwUGBmrQoEHq3r27unfvrrS0NNWpU0dpaWm6cuWKgoKC1LdvX7355pt65JFHtGPHDrV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8/r777lNgYKAGDhyoqKgo3XvvvTbH3q1bN4uTPgcPHtS+ffskSZ06dbK5TluUK1fO/P969erlukzW9NzuTrVU1oEQXNvFixd18eJFo8NwimvXrql3797q1auXnnvuuQKvz6g+XrZsWT3++OOaNWuW+aT0t99+s+iZS6VLl5aPj49u3Lihrl27ysvLq0CxFLb9nD5AHygqfeBWQUFBFh1ge3t723wgnpSUVCSGSbT35y+5Tx84c+aMTeWAwiA5Odmw5wIDriAlJcXq4WMLq6J0LOAq5wSucCxkjaJyPnDt2jWrlk9JSTH/a2nZovC9kPl/SerMjAwlJCTkeO8O3H0b0P6c7XX3beBq7S/IKEYkKx3sxIkTkpTnEAypqanaunWrpOzJSkuvYro1UZkla1jZgnbO2bNnWzR0RHR0tDp37ixJmjhxosaNG1egeq11a4Ly9rsqb5+enp5ucz3BwcHcWekk6enpNn+xlS9f3mWe/ZqZmenQA/3vv/9eu3bt0qFDh7RkyZIc8/fv368qVapYvD5793Fr2t+pUyc9+eSTunLlikqVKqWUlJQ89+csJpNJgwcPVkpKiurXr6+pU6eqf//+CgsLszlme24DR3/+En2APuD6fSAvFy9ezPOPCvndRREUFCRvb2+lp6fnu2xe88uVK+eUu/AL2++A5Lw+kJiYmOczhpzRBypWrChvb06F4Nr+/vtvm56vWqpUKZUuXdoBEQHOdebMGZtG3ClRooTKly/vgIis5+7HAta23xXOCYw8J7JFYT0fuJ21x+ZZ/cLX19fisiEhIVbH5Wo8/y8R7+nlpZCQkBzv3YG7bwPan7O97r4NXKH9t/7WVaxY0eb1cIbuYFlXtGZd8XO7r7/+WpcuXVJAQIDdOtOmTZsk5X2XoT3t2LFDDzzwgJKSkjRx4kS98cYbDq/zdiEhIapSpYri4uJ07NixXJfJml6QbXz48GH5+/vbXB7Wad++vdXPnwwICFB8fHy+JzPOkpycrJIlSzps/QMHDtTAgQPttj5793Fr2u/r66vw8HCtXbtWDRs2tOj7a/bs2Vq/fr0mTZqkfv36qWnTpho0aJB+//13m6+ktec2cPTnL9EH6AOu3wfy8u6772rs2LG5zsttyM5bnTx5UqGhoUpMTFTlypVtqn/t2rVq3bq1TWWtUdh+ByTn9YGIiAitWrUq13mO7gN+fn5KSEgo8J3YgKONHDlSc+bMsbpcdHS0ateu7YCIAOeaOXOmXnrpJavLLVu2TF27dnVARNZz92MBa9vvCucERp4T2aKwng/cztpnT+7bt09ffvmlunfvrgYNGlhUZsqUKbaE5lLenrVQl68mKzgoWPHx8TneuwN33wa0P2d73X0buEL7b/2ti4qKsnk93CbmYFnP1Nm+fXuOeSdPnjQPZ9G4cWO71JeQkKDXX39dDz74oJo1a2aXdd7JggULdPHiRcMSlVn69esnKe/x5+fPny/J+UPUwnYjR460uszgwYNdJlEJ6/Xq1UsrVqzQqlWrFBERccdljx49qrFjx6pFixZ65ZVXVLduXU2ePFl//vmnpk2b5qSIYW/0AfeRNQqEEby9ve123AXbGdkHmjZtSqIShcKIESOsLvPAAw+QqESRMWjQIKvP72rUqKEHH3zQQRHBGTgngCXq1KmjzZs3q06dOkaHAgCwE5KVDpY1POrbb7+tQ4cOmadv2bJFHTt2ND8v6dYhYG119epVPfTQQypWrJj+85//2LyeIUOGaPLkydmeBZmXmTNnasWKFYYmKiVpzJgxKl26tHbu3KlXX33VPNxrenq6Xn31Ve3cuVM+Pj568cUXDY0Tluvbt6/atm1r8fKhoaF8voVcRESEfv75Z/3999+5DnGdJTMzU4MGDVJ6errmz59vHsZv9OjRateunSZOnKj9+/c7K2zYEX3AfTRv3tywuhs2bMiFLS4gv7snHcnIRClgjUaNGmnw4MEWL1+iRAm99dZbDowIcK7y5cvr9ddft3h5Dw8PTZs2jce3FHKcE8ASxYoVU/ny5VWsWDGjQwEA2AlHcA42btw4lStXTidPnlSDBg3UqFEj1apVS+3atVNYWJg6dOggqeDJypSUFD300EM6fvy4fvnlF1WqVMnmdQ0cOFATJkxQmTJl8l3W09NTvXr1srmu223evFmBgYHm1+LFiyXdTIreOn3z5s3ZylWoUEGLFy+Wj4+P3nnnHQUHB6tNmzYKDg7WO++8I29vb82dO7dAzzGDc/n4+GjlypUW/UE7JCREa9euVXBwsBMig6MEBASofv36+Y5tPnPmTEVFRWnSpEnZhnvx9PTUvHnz5OnpqUGDBuX5LDS4LvqA+yhXrpxhw7P94x//MKReZNe5c2fDnidGH0BhMmfOHD3yyCP5Lufn56fvv//e0AsBAEcYN26cRUPBenp66pNPPlGfPn2cEBUciXMCWCIuLk4jR45UXFyc0aEAAOyEZKWDValSRZGRkerevbt8fX114sQJ3XXXXZo7d65WrFhhHpO9IMnKtLQ09evXT3/++afWrFmj+vXr2yt8p0tLS9P58+fNr9TUVEnS9evXs01PS0vLUbZbt27auXOnBgwYoGLFimnnzp3y8vJSv379tHXrVg0YMMDZzUEB3XXXXfrvf/+rN954I9cEfOnSpfXcc89p69atFj+jAK5t4MCB6t27d57zDxw4oNdee01t27bN9Y8WderU0ZQpU7Rt2zZNnTrVgZHCUegD7sOW4b4LysfHx6q7lOA4vr6+GjJkiNPrbdq0qVUjNwBGK168uL799lvNnj071/O8YsWK6R//+If++OMPdevWzYAIAcfy8PDQ9OnTtWTJErVr1y7X+d27d9f69es1bNgwAyKEI3BOgPxcuXJFGzZs0JUrV4wOBQBgJ95GB+AOGjRooFWrVuWYfuHCBZ06dUre3t42JxgzMzM1cOBArVu3TqtXr1br1q0LGq6hwsPDZTKZbC4fFhamr776yo4RwWglS5bUxIkTNX78eK1du1YDBw7UpUuXVK5cOcXFxTn0QfVwvmeeeeaO88PCwnT9+vU7LjN69GiNHj3anmHBiegD7qN79+6qXr26jh8/7rQ6+/fvr8DAQKfVhzsbPny4Zs6c6dQ7Hp577jl5eHg4rT7AHjw9PTVixAgNHz5ckZGR6tWrly5duqSyZcvq4MGD+d59BBQF/fr1U79+/bRz507zI3XKli2r6Oho1ahRw+jwYGecEwAA4H64s9JAe/bskSTVq1dPPj4+OeYvXbpUS5cu1fbt2yVJa9asyfZeuvkHlyVLluill15SiRIltGXLFvMrPj7eOQ0BnKBYsWLq2bOnOTnp5+dHohJFTmpqqp577jnVrl1bDRo0yPWO8NjYWIWHh6tMmTJq2bJljvnTp09Xw4YNzXcPbdu2zRmhA1bz8vLSnDlznFZfuXLl9M477zitPms9//zzqlatmjw8PLR37947LpuSkqL69etn+w6IjY2Vt7e3mjZtan4dPXrU0WEXSI0aNTRu3Din1deuXTsNGjTIafUB9ubh4aF7773XfAzs7+9PohJup1mzZvL395d0cx8gUQkAAFA0kKw0UFayMq8hYPv27au+fftq1qxZkm4Ol9a3b199/PHH5mVWr14tSXrrrbfUrl27bK+5c+c6uAUAjPDdd99pxIgRSklJUe/evVWnTh01bdpUXbt2VWxsrNHhoQDGjRsnT09PHTp0SPv27dO0adNyLFO6dGlNmTJF33zzTY55u3bt0kcffaQtW7YoJiZGzz33nEaNGuWM0GEH1apVU7169cyJpiVLllhUrjB/J3Tp0sVpQ4F+9NFHLv1s40cffVRRUVGqWrVqvsuOHz8+16HwypYtq5iYGPOrZs2ajgjVrl577TU1bNjQ4fX4+PjoP//5j7y8vBxeFwAAzlCYjwFhH/QBAEBRQrLSQPklK00mU66vefPmmZeJjY3Nc7mJEyc6oRUAnO2HH34wP79j2LBh+uuvvxQTE6OIiAie01KIJScn6z//+Y/efvtt8xCFuSVWypcvrw4dOpivKL9dWlqakpOTJUlJSUkKDQ11XNCwu6VLl5oTTY899phFZQr7d8KMGTOsSlYlJiYqPj5eiYmJFpd58skn9fjjj9sSntPce++9Fu2vkZGROnz4sAYOHOiEqBzPx8dHCxcuVOnSpS0uY0sf+Pjjj1W3bl1bQgQAwCUV9mNAFJw794GKFStq7NixjDAAAEUIyUoDZSUrGzdubHAkAFzJxYsXFRoaqsDAQDVt2lRhYWHy8fHRs88+q7S0NG3evFn333+/fH191b17d3Niq23btjp27JjB0cNWR48eVUBAgKZMmaKWLVvqnnvu0fr1661aR5MmTTR69GhVr15doaGheu+99/TRRx85KGI4S1H/TihTpox++eUXixNJrVq1UuXKldWqVSuLln/kkUc0d+7cIvGcwuTkZL3wwgt5Dp97+fJltWrVSs2bN9ekSZOc+izIgmjcuLFWrVqlUqVKWbS8tX1g2rRp+T77CgAAV1PUjwGRP/pA3gIDAzVo0CCeRw8ARQjJSgP9/vvvMplM6tKli9GhAHAh5cqV0+OPP67Ro0crJiZG77//vu6++259+umn2rBhg9q3b6/ixYvnKPfhhx+qZ8+eBkQMe0hLS9OxY8dUv359bd++XR9//LH69++vs2fPWryOEydOaOXKlTp69Kji4+P14osv6oknnnBg1LC3J554Qo0aNdIzzzxj/uzd4TshODhYkZGRuvvuu+263hEjRmjx4sUqVqyYXddrlDFjxmjUqFEKCQnJMS84OFjx8fHatm2bfv31V0VGRmrGjBkGRGmbDh066LfffrPr3eA+Pj76/PPP9a9//ctu6wQAwFnc4RgQd0YfyNulS5e0du1aXbp0yehQAAB2QrISAFxQTEyMmjVrJkmKjo5W06ZNJd0c5uXhhx/Osfzbb7+tw4cP66233nJmmLCjqlWrytPT05xcbNKkiapXr659+/ZZvI7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fVpEiRVxS1okTJxQSEnLbYU9yMmTIEL3//vtOiso2iYmJ8vf3d2oZffr0UZ8+fRy2Pkd/xrZsAz8/P4WHh2v58uWqU6eOatasecdlJk+erDVr1mjUqFHq3r27wsLCFBUVpV9++cWuH+iMrL89HP35S47dBrbWnzZgO3dvA7dTt27dXJ/Zl9OQlbc6deqUgoODFRcXp/Lly9tcdlhYmN1DcriD4OBgnTlzRkFBQZbRKdwVfSB3Xbp00YIFC3Kc5uw+cM899+js2bN5+ofIvNQP7JWamqoKFSrYfGVuu3btch2VBshrmjZtqq1bt9q0TNWqVfX777+7xXcc54R575xQMvacyB7u3gZgHVufPblv3z599dVX6tChg2rXrm3VMmPGjLEnNLfy7qQZunItUUGBN48B//63J/D0bUD9s9fX07eBO9T/1v39xo0b7V6P8Uev+VzmM3W2b9+ebdqpU6csQ3rcd999dq2/Tp06WrdunWbOnKnAwECVKlVKI0eO1Pfff6/777/f/sCt9M033+jSpUsOS1SmpqaqS5cuio6OVpUqVbR69WoFBAQ4INK8pVKlSjY/M9RkMlmGi0He1KlTJy1cuFBLliy54xDOR48e1dChQ9WwYUO9+eabqlGjhkaPHq2tW7dq3LhxLooYjkYb8BwNGzb0yLKBTEa2wwYNGrjFj/i4vYIFC+qf//ynzcu99NJLTogGMIY97fnFF1/kOy4P43wAsE716tW1adMmVa9e3ehQAAAOwhGsk2UOj/ruu+/q0KFDlvc3b96shx56SAkJCZKyDgFri8OHD6tbt25q3Lixli5dqpUrV6p79+7q2bOn1q5da9c6+/btq9GjR6tEiRJ3nHfChAlauHChQxKV6enpevLJJ7Vy5UoFBwdr9erVuvfee+96vXnV+++/b9MdpW+88YYqV67sxIjgbJGRkVqxYoXOnj2r0qVL5zpfRkaGoqKidOPGDU2fPt0yjN3gwYPVvHlzjRw5Uvv373dV2HAg2oDnaNKkiWFlN2rUyLCygUz0AVjjlVdeselHyMjISJsv+APc2T/+8Q+1bt3a6vnr16+vfv36OTEiOBvnA4B1ChQooJIlS6pAgQJGhwIAcBCSlU72xhtvqESJEjp16pRq166tunXrqmrVqmrevLlCQ0PVqlUrSfYnK9966y0VLlxY8+bNU/v27fXwww/rq6++UrNmzfTqq6/atc4+ffpo+PDhViXKvLy81KlTJ7vK+bu5c+fqxx9/lHTzSurevXurVatWOb7+/vyhTZs2KSAgwPKaPXu2pJvJ1Fvf37Rpk0NidYXatWtr6dKlKlmy5B3nffnll/PFcBaerlSpUqpVq9Ydx/aeMGGCNm7cqFGjRmUZ7sTLy0vTpk2Tl5eXoqKilP7/D1hG3kEb8BxPPPGEISfWvr6+euKJJ1xeLvB3Dz74oGHPWuzdu7ch5cJ2JUuW1MqVK1WjRo07zhsREaHZs2fzrErkKwULFtT8+fMtvxvcTv369bV06VKnD7kJ5+J8ALBObGysXnrpJcXGxhodCgDAQUhWOlmFChUUHR2tDh06yM/PTydPnlTp0qU1depULVy40DImu73Jyr179+q+++7LdlLesGFDHThw4K7jd6WUlBTL/48dO6ZNmzbl+vr7M0DT0tL0559/Wl6Z67p+/XqW99PS0lxap7vVokUL7dy5U6+88oqKFy+ebXrbtm21YMECffzxxwz1k0/06dNHnTt3znX6gQMHNGLEiFwvSKhevbrGjBmjbdu2aezYsU6MFM5CG/AMZcqUUbdu3Vxebo8ePTxyeHW4nwIFChhy90+LFi0UFhbm8nJhv4oVK+rXX3/VmDFjcnxGaVhYmD7//HMtWrSIZ4whXypRooRWrVqliRMnKjQ0NNv0kJAQjRs3Ths2bLA8hgZ5G+cDwJ1dvXpV69at09WrV40OBQDgID5GB+AJateurSVLlmR7/+LFizp37px8fHxUq1Ytu9YdGBiomJgY3bhxwzLshyRt27ZN5cqVsztmI0RFRSkqKsquZcPDw2U2mx0bkJuoWLGiJkyYoDFjxujnn3/WxYsXVahQIdWtW1fVqlUzOjw42HPPPXfb6aGhobp+/fpt5xk8eLAGDx7syLDgQrQBzzFw4EDNnDnTpWW+/PLLLi0PuJ1//vOfGjt2bLaL0Jxp4MCBLisLjlOiRAkNGzZMQ4cO1caNGy3nUCEhIWrQoIFMJpPRIQJO5efnpwEDBqh///7asmWLYmNjlZGRoXLlyqlly5ZcuJrPcD4AAAA8EclKA+3du1eSVLNmTfn6+mab/sMPP0iStm/fLklatmyZSpcurUqVKlmetdO/f391795dnTt31vPPP68CBQpo5syZ+vnnn/Xxxx+7qCZwhcKFC6t9+/ZGhwE4TUpKil599VWtWLFCBQsWVP369fXdd99lmefEiROKiorSrl27VK1aNcv3Y6YPP/xQ06ZNk4+Pj/z8/DRx4kQ1btzYldUArNa0aVM9//zz+vzzz11SXv/+/XlWnxsbOHCgFi1apJMnT2rv3r2qU6dOrvMmJyerQYMGKly4sOV78MSJE6patWqW5X788UdVqVLF6bHbq1y5chozZoxee+01l5TXrl07de/e3SVlwTl8fHwUHh5udBiAYUwmk5o1a6ZmzZoZHQoAAADgUFx+Z6DMZGVuQ8B269ZN3bp106RJkyRJL730krp166ZPP/00yzyLFy/W5cuXFRUVpZ49e+rgwYOaMWMGV44j3/r+++/14osvKjk5WZ07d1b16tUVFhamiIgInThxwujwYKc33nhDXl5eOnTokPbt26dx48Zlm6do0aIaM2ZMjnej7d69WxMnTtTmzZsVExNjufoceUelSpVUs2ZNhYWFKSwsTHPmzLFqubz8nTBu3DhVrFjRpmXi4uJ0+vTpbM9vvp3KlSvr/ffftzU8uNATTzyhjRs3WtUehg0bpubNm2d7v3jx4oqJibG83DlRmWnQoEE51uV27OkDRYsW1ZdffskdeACQT+Tl4z84Bm0AAID8hTsrDXSnZKW1w5pGRkYqMjLSYXEB7m7BggV66qmnJEn9+vVT+/btZTKZ9Omnn6pfv35auXKlwRHCVomJifr66691+vRpyw/JQUFB2eYrWbKkWrVqpfXr1+e4nrS0NCUmJsrf318JCQkKDg52Zthwgh9++OG2d5TlJC9/J9xzzz2aPXu22rRpo6SkJKuWsfVu4SJFimj27Nny9/e3J0S4yAMPPGDVfNHR0Tp8+LAGDx6s3bt3Ozkq5/P29tZ3332nli1bWp18tLUPeHl56euvv87xeYcAgLwpLx//wTFoA56tbNmyGjp0qMqWLWt0KAAAB+HOSgNlJivvu+8+gyMB3MulS5cUHBysgIAAhYWFKTQ0VL6+vnr++eeVlpamTZs26cEHH5Sfn586dOhgSW41a9ZMx44dMzh62OPo0aMqVaqUxowZo0aNGun+++/XmjVrbFpHvXr1NHjwYFWuXFnBwcH66KOPNHHiRCdFDFfK798JzZo106JFi1S4cGGHr7tIkSJatGiRmjRp4vB1w/USExM1aNAgTZkyJcfpV65cUePGjdWgQQONGjVK6enpLo7QPiEhIVq1apVTfmzy8vLStGnT1LVrV4evGwDgPPn9+A93RhvA7QQEBCgqKkoBAQFGhwIAcBCSlQb65ZdfZDab1a5dO6NDAdxKiRIl9OSTT2rw4MGKiYnRf//7X7Vs2VKff/651q1bpxYtWqhgwYLZlvvkk0/UsWNHAyLG3UpLS9OxY8dUq1Ytbd++XZ9++ql69uypP/74w+p1nDx5UosWLdLRo0d1+vRpvfLKK+rVq5cTo4Yz9OrVS3Xr1tVzzz1n+fw94TuhTZs2Wr16tUPv/KpQoYLWrFmjhx56yGHrhLGGDBmi/v37q1y5ctmmBQUF6fTp09q2bZtWr16t6OhojR8/3oAo7VOnTh1FR0erbt26DltniRIlNH/+fPXp08dh6wQAuIYnHP/h9mgDuJ3Lly9r+fLlunz5stGhAAAchGQlALcUExOj+vXrS5J27NihsLAwSTeHeunSpUu2+d99910dPnxY//nPf1wZJhykYsWK8vLysiQX69Wrp8qVK2vfvn1Wr+P7779XnTp1LMPHPvPMM9qwYUOeubMI0oYNG7R7927t3LlTpUqV0tNPP22Z5gnfCc2bN9fevXv13HPP3fW6+vXrp71796pp06YOiAzuYuPGjRo1apQqVaqknj17au/evapdu7YkydfXV2XKlJF0c8jsZ599VtHR0UaGa7Nq1app+/btGj58uLy9ve9qXZ06ddK+ffvUqVMnB0UHAHA1Tzj+w+3RBpCbzAuUT58+bXQoAAAHIVkJwC3FxMRYTkQyT0rMZrNWrFih9u3bZ5n3ww8/1Lx587Rs2TKnDKMI5wsICFCbNm20YsUKSTfvkjx+/Lhq1Khh9TpCQkK0ceNGXbt2TZK0ePFihYaG3vUP3nCdChUqSJIKFCigQYMGZUm0eMp3QrFixfTll19qw4YNeuKJJ2xqvz4+PurWrZs2btyozz//XEWLFnVipDDCnj17dOLECZ04cUKzZ89W3bp1LRd1nD9/XmlpaZKklJQUzZs3z/LjXl5SsGBBjR49Wrt27VLfvn1VqFAhm5Zv166dFi9erAULFuT47GMAQN7hKcd/yB1tAAAAz0GyEoDbOXPmjLy8vCw/Mu7Zs0d169bV1q1bFRoaKn9/f8u8EyZM0KxZs7Rq1SoVL17coIjhCJ999pk++OAD1a1bV4899pi++OILBQUF6bnnntOiRYsk3fwBPjg4WN26ddOePXsUHBysN998U5LUpUsXPfroo2rUqJHq1aunTz/9VN99952RVYINEhMTlZCQYPl71qxZlkSLJ34n3H///fr+++918uRJffjhh+rRo4eqVKmSbb6qVauqR48eGj9+vGJjYzV37ly1bNnSgIhxt/r376/g4GCdPn1abdu2VdWqVSUpy3fg7Wz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uXdvocG3y1Vdfae/evWrVqpXTE5bffPONJKlly5ZZzv/ll180e/ZstW/fXt26dXNqLDDG66+/Lm9vb73++utZzn/hhReUmJioBQsWuDYwJ1m1apXat2+faXqBAgX06aef6ubNm+rdu7fl7uYTJ05oxIgRql+/vsaMGePqcJ3O095/iT7wT/mpD2zdutWwurdt22ZY3blFH8g9s9lsyB2dsM9zzz2nq1evWrVsXFycevbsyTP8kK8MGzZMJ06csGrZ1NRU9ejRQzdu3HByVDBSfjoWsAbnA5l5Wh9A1ipXrqx58+ZluusYAJB3kax0gSFDhujMmTMaPny4pkyZooCAAMu8MWPGqEaNGkpJSVH16tUzjLufF0ybNk19+/bV6dOnnZqwXL16tZYuXSqTyaQRI0Zkmp+cnKx+/frJz89PM2fOdEoMMF7VqlXVvXt3rVu3Tps3b84w7/3339d//vMfff/99znefeuuYmNjM03btWuXGjZsmOXy6SefGzZs0MyZM5WWlqaoqCglJyfr008/zXFI5bwqP7//En3AGvmpD+zatcsj686t/NIHbt68qQMHDhhWf17uA55kx44d2rFjh01l9u/fb+jFEIAjXbhwQd9++61NZa5cuaKvv/7aSRHBHeSXY4GscD5gnfzcB2C91NRUxcfHKzU11ehQAAAOQrLSyQ4ePKivv/5apUqVynKsfJPJpIiICEkZh4A9e/ashgwZoqZNm6pQoUJ3HZZ16dKlatq0qQoXLqyiRYuqWbNmuf4R7ODBg4qOjs7xb+/evRo0aJCaN2/utITl8ePH9cwzz0iSXnzxRTVp0iTTMm+99ZYOHDig1157TaGhoQ6tH+5lzJgx8vLy0tixYy3TNm7cqJEjR+qbb77Jk1fV/fDDD6patar+/PNPy7TU1FR5e3vLZDJlWy59WJ+RI0dq6NCh2rx5s2U4oPwqP77/En3AFvmhD5jN5kzPnXOlvXv3Gla3I+SHPnDw4EGlpKQYVr+R/Q/Wmzt3rl3l5syZ4+BIAGMsWLBAycnJNpdjH8j/8sOxwD9xPmCb/NgHYJvDhw+rUaNGOnz4sNGhAAAcxMfoAPK7L7/8UmlpaerZs2e2V3X5+flJypisPHbsmL7++mtFRESoZcuWWr16dbZ1vP/++3rppZc0bNgwTZw4UUlJSdq+fbtu3ryZq9gfffRRm8ucPn1a/fv319q1a3NVd7qYmBi1b99eV65c0UMPPaR33nkn0zK///673njjDYWFhWV516WjVKtWTV5exuf3z58/b/k3JCTE4Giyl5aWZle5Vq1a5Th8WVhYWIYr506ePKknn3xSU6dOVevWre2qM52j32Nrt0HTpk318MMPa8WKFXr++eclSVu2bFGzZs1yLOfj46NPP/1UERERmjFjhu677z698sordsdrVPvvZOT7Lzl2G9jSfvrA3/JTH8iO2WzO8Tt6x44dKlOmTLbz0+eVKVNGZ86cyXa5mJgYNWrUKNP0uLg4lS9fPscfvhyB74HsJSYmZjvvbu+/lPs+sG7dOrc+hsBtly5dsqvc119/rY0bNzo4GveSV46HkTvWDoH8T7/++mu+7xd5ZR/gWCDvnRNKxp0T3Sk/9QFYJyoqyqbl0z8Hf/jhB+3Zs8eqMvlhaOAuvYeqcECgzsfc/vz/52tP4OnbgPZnbq+nbwN3aP+d3/fNmze3+nP5n0hWOtn69eslKceDpbNnz0rKmKx84IEHdOHCBUm3v0yzS1YeP35cI0aM0LvvvqvBgwdbpnfo0CHXsT/yyCNWD5tx+PBhy52cbdu2zXXdkiwJymPHjqlZs2ZaunRplsOYDBgwQElJSZo9e7ZThzlJPxByF2lpaTp37pzRYRjqxo0b6ty5szp16pSh/9vLqPe4WLFi6tGjh2bOnGk5Md2wYYNGjx5917KBgYHy8/PTrVu31L59e3l7e9sdh7v18btx9Psv0QfoA+6xDcqUKWPVAaaPj4/dB6J3XrWfl+WX74E7Wfv+S/b3gVu3bnn8MUR+lpyc7DHvL8fDyIrZbPaYfsE+kH+OBdzlfEByj+MhW+SXPuDpbH3ecPrFf4mJiVaXzQ+fl2n/n6RPS03VuXPnMr32BJ6+DWh/5vZ6+jZwt/an57TsQbLSyU6dOiVJ2Q5BkX4XpJQxWWntVVzz58+Xr6+v/vWvf+Uu0CzMmjXLqqEzdu3apXbt2kmSxo8fr1GjRuW67uvXr6t9+/bav3+/GjRooJUrV2abON29e7e8vLz01FNPZZoXHx8vSdq2bZvlLoQjR44oMDDQ5pjKli3rFlfXnT9/XmlpafLy8lLZsmWNDidbaWlpTj/I/+6777R3714dOXIky2fTHDx4UBUrVrR6fY5+j23ZBm3bttWzzz6ruLg4FSlSRImJifL398+xjNlsVp8+fZSYmKiaNWtqypQp6t69u8LCwuyK18j228PR77/k2G1ga/vpA7Zz9z6QHbPZnGOyMCYmJsfyZcqUkY+Pj1JSUnJcNqd55cqVc8mdlZ7+PZCdpKQkXb58Oct5d3v/pdz3gQIFCqhkyZLWBQvDXL58WUlJSTaX8/PzU3BwsBMich955XgYuRMbG6uEhASby3l7e9/1DvW8Lq/sAxwL5L1zQsnYcyJ7uHsfgHVsfcZo+r7h7+9vddny5cvbHJe78fr/ixG8vL1Vvnz5TK89gadvA9qfub2evg3cof13ft+XLl3a7vWQrHSy9JOr7Ib7+uKLL3Tt2jUFBQXZ1Zm2bdume++9V1988YUmTZqkM2fOqFq1aho7dqyefvrpXMVujd27d+vBBx9UbGysxo8fr3HjxuV6nTdu3FBkZKR27NihsLAwrVmzRkWLFs2xTFpaWo5Z++TkZMt8e4chOXr0qAoXLmxXWUcKCQnRuXPnVLZsWctdue4oISFBAQEBTq2jV69e6tWrl8PW5+j32JZt4O/vr1atWmn16tWqXbu2atSocdcys2bN0vr16zVhwgQ9+eSTCg8PV1RUlLZt22bX1bRGtt8ejn7/JcduA1vbTx+wnbv3gZxUr15dR48ezXJeVsN23unMmTMKCQlRTEyMKlSoYHPdNWrU0KFDh2wuZyu+B7J34cKFbH9Iv9v7L+W+D0RFRfFMtzzgs88+03PPPWdzuRkzZjjlQkZ3kleOh5E7P//8s5o2bWpzueHDh+vtt992QkTuI6/sAxwL5L1zQsnYcyJ7uHsfgHVsffbkgQMHNH/+fHXo0EG1atWyqsykSZPsCc2tvDnzS12PT1DZMrc////52hN4+jag/Znb6+nbwB3af+f3/ZYtW+xeD5cKOVn6D1E7d+7MNO/MmTOWIT3q1q1r1/rPnz+vI0eOaPTo0Ro7dqxWr16t8PBw9ejRQ+vWrbM/cCt99tlnunr1qsMSlbdu3VKXLl20efNmValSRevWrbvrleGxsbEym81Z/qXH1LJlS8u0YsWK5TpOwBk6deqkZcuWaeXKlYqMjMxx2ePHj2vkyJGKiIjQ6NGjde+992rixIn69ddfNXXqVBdFDEejD3iOiIgIj6wbt5UuXdrQKz7pA3nDk08+qaCgIJvKBAYGqkePHk6KCHCtxo0bKzw83KYyJpNJL7zwgnMCAlyA8wHAOtWrV9fWrVtVvXp1o0MBADgIyUonSx8e9c0339SRI0cs03/55Re1adNGsbGxkjIOAWuL1NRUxcfHa+7cuerdu7fatWunr776SnXq1NHEiRPtWmffvn01ceJEFS9e/K7LTp8+XcuWLXNIojI1NVU9evTQjz/+qJCQEK1bt07lypXL9XqBvCIyMlJr1qzRn3/+mePwfGlpaYqKilJKSoo+/fRT+fjcvkl++PDhatKkicaPH6+DBw+6Kmw4EH3AczRs2NCwuklUuQf6AO7G39/f5uP5cePGcTcI8g2TyaTJkyfbNBzjCy+8oNDQUCdGBTgX5wOAdXx9fVWiRAn5+voaHQoAwEFIVjrZqFGjVLx4cZ05c0a1atVSnTp1VLVqVTVp0kRhYWFq3ry5JPuTlelXW6cnRaXbJ3Vt2rTRb7/9Ztc6e/Xqpddee+2uQ69Kt5+t2alTJ7vq+advvvlG3333naTbz1Lq2bOnmjdvnuWfNc9zAvKaoKAg1axZ865je0+fPl1btmzRhAkTMgx34uXlpQULFsjLy0tRUVFK/f8HLCPvoA94jscff9zpz4zMipeXlx5//HGX14vMunXrZki9VapUUf369Q2pG7YbMGCAxo8fb9Wyo0aN0rBhw5wbEOBi7du318cff2zVcJZPPfWU3n//fRdEBTgP5wOAdU6fPq2BAwfq9OnTRocCAHAQkpVOVrFiRW3evFkdOnSQv7+/Tp06pZIlS2revHlatmyZZUx2e5OV6QelZrM5w/S0tLRsn5PprpKSkiz/P3HihLZu3ZrtX15rG2CtXr16qXPnztnOP3TokF5//XU1btxYL730Uqb51atX16RJk7Rjxw5NmTLFiZHCWegDnqFy5crq0KGDy+vt2LGjKlas6PJ6kdkTTzxx16HunWHAgAE23aUE440bN07fffed7r///iznR0REaNGiRZo8ebIhF0EAzhYVFaUNGzbooYceynJ+tWrVNGPGDH311VeWu8uAvIzzAeDu4uLitHHjRsXFxRkdCgDAQTiSd4FatWpp5cqVmaZfuXJF58+fl4+Pj2rWrGnXuh977DHNnz9fa9euVdeuXSXdTlRu2LBBjRo1ylXcrhYVFaWoqCiHrnP8+PFWX40OuIN+/frlOD8sLEw3b97McZnhw4dr+PDhjgwLLkQf8ByDBw/O8vjAmQYNGuTS+pA9Pz8/9e/fX2+++abL6ixYsKDDj7XgGl27dlXXrl21a9cu/fTTT4qLi1ORIkX0wAMP5LljfsAeDzzwgB544AEdPXpUP/zwg65evapChQqpQYMGatOmDRdhIF/hfAAAAHgikpUG2r9/vySpRo0a8vPzyzR/8eLFkqSdO3dKklatWqWSJUuqcuXKluccdezYUS1atFD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iEhIS9Ne//lWJiYnau3ev5s6dq6ZNm5YpXqPafyNvyQFH2u+NOeCJ57+Asz8LAAAAKN2QIUMcWr9gpp3NmzfrwIEDdm1jxLRcZbkmNvp6mDGR8eNiM+ZARTn/EuPiitD+iqAsx8GZ7TW6H7hRefLC0/qBivB7QDJnP+CpOXB9Gzt27Gj3temNKBhe5/PPP5ekQolwo4LpNIsrGP7vf//TCy+8oDlz5mjgwIFOially5by8/Oza90zZ87YpiMNDw8v0/slJSVp2bJlqly5sj744APVr1/ftuyWW27RrFmztH//fm3btk3Tpk3Tm2++KUm67bbbbOuV9N4Fr584caJMsRUoGJRVFDk5OYqNjVXPnj01YsSIcu/PqPb169dPKSkphTrDtLS0QjlQnMqVK2vVqlVq06aN3nzzTXXs2FEvvPBCmeOoaOfXHuSAuXPA2ee/gKcdBwAAAE+Xk5Pj0PoXL160/dfebU+ePOlwXBWdK66HGRN51ljAW3Kgopx/iRzwtPa7iicdB1d9N3I9dxyPitIPeNK5L+At/YA35MDp06fLvC0Fw+v8+OOPklTiyc/Ly9Pu3bslFV8wfPnllxUWFqYBAwY4rWCYkJBg16276enp6ty5s6SrSb1kyZIyvd/u3btltVrVpEmTEo/DQw89pG3btmnfvn2215o1a2b7/5IKnAV3IZb3+Q516tRx6A5DV3cua9euVVJSko4ePar4+Pgiyw8fPqw777zT7v050j57OHIMevfurZ49e2r+/PmSpA0bNigmJuam21WtWlX+/v7Kzc1Vjx49yhW/ke0vq4qcA46239tywBPPfwFnfxYAAABQOkefsVMwxg0ICLB727p16zocV3m5+prYFdfDjIk8a1zsTTlQEc6/xLjY09rvKmU5Dka111XfjVyvPHnhaf2Ap/0ekLyrH/DEHLi+jbVq1Srz+8oKm9tuu80qybpnz55il7/77rtWSdYqVapY8/PzCy3bt2+f1d/f3/rdd99ZrVarVZJ10qRJZY6lc+fOVknWEydO3HTd9PR0a+PGja2SrI899pg1Nze3zO87Y8YMqyRr8+bNS1xn5syZVknWiIiIQq/feeedVknW5cuXF7vd/PnzrZKsjRo1cjiurKwsqySrJGtWVpbLt3M3V8bp6L4bN25sy+MXXnjhpuvn5+dbu3TpYvXz87OGh4dbAwMDrSkpKS6NsaLs25lcFWdZ9utNOeAp57+Ap8ULAADgTZKTkx36WbNmjVWSdc2aNXZvYwRPucasSGMCbxoTuXrfzlRRcsCI81+WOI3er7NVhPZHRERY69ev77T3LovyHgdPOd/2clZ7PKEf4PdAxegHCnhaDjjr2HHrwnVq164tSdq/f3+RZadOndKYMWMkSa1atZLFYrEtu3Lliv70pz9pxIgRioiIcE+w15kyZYpSUlLUu3dvxcXFyde37DeOFjyv8NixY7Y7Lm+0ZcsWSSoy/27fvn0lSatWrSqyjdVqtT2r4YEHHihzfHC9mJgYJSQkKCsrS1WqVLnp+osWLdKOHTs0adIkffDBB8rLy9PTTz9d6vzWqNjIAQAAAODmwsLCtHv3bts4Gt6DMZG5cf4B0A/ArDlAwfA6Xbt2lSTNnDlTR48etb2+b98+RUdHKzMzU5IUFRVVaLvFixfr9OnTmjx5stNi6dy5s/7whz8oKCjopusuXLhQU6ZMUXx8fLmKhdLV6UZvv/125ebm6vHHHy90HH777TeNHTtW27ZtkyQNHjy40LZjxozRrbfeql27dum1116zTT2al5encePGKSkpSf7+/nrxxRfLFSNcq6Az3LJlix588MFS1z127JjGjx+vNm3aaNy4cYqIiNDkyZO1c+dOLVq0yE0Rw9nIAQAAAODmKleurOrVq6ty5cpGhwInY0xkbpx/c3nnnXc0depUTZ06Vb/88ovOnz9v+/c777xjdHgwCP0ATJsDZb430Qv997//tdaoUcMqyerr62tt0aKFbarP7t27Wx9++GGrJOuyZcts2/zyyy/WKlWqWJcuXWr99ddfbT+SrOPGjbP++uuv1itXrhjYKsdt3brVGhQUZJVk9fHxsd51113WVq1aWQMDA223tT7//PPFbrt582arv7+/VZK1Zs2a1rZt2xY6pu+8806ZYmJKUvftOzc311qjRg3rwIEDrXl5eSWud+XKFWuHDh2s/v7+1sOHD9tez8vLs/7ud79z6LbritR+o1SkW+69KQc85fwX8LR4AQAAvImjU5J++umn1ujoaOunn37KlKROUJHGBN40JnL1vp2pouSAEee/LHEavV9nM6r9BY+FKu6nc+fOTovDWfG6evuKxqgpSfk9YIyK1A96Wg4wJakLhIaGateuXXrkkUcUEBCg1NRUVa9eXUuXLtWmTZtsd9tFRkbatklPT9eFCxf0pz/9SbfddpvtR7p6p+Jtt92mtLQ0Q9pTVl27dtXBgwc1YsQIhYWFKSMjQ8nJyapatap69eqljRs3avHixcVu2717dx04cEADBw6Ur6+vDhw4IF9fX/Xt21dff/21Bg4c6ObWwFG+vr56+OGHJUmVKlUqcb25c+dqz549evXVVxUeHm57vVKlSlq5cqXH3nYNcgAAAACwx4ULF7R9+3ZduHDB6FDgZIyJzI3zby47duyQ1Wot9mfHjh1GhweD0A/ArDlQvvkrvVB4eLg2btxY5PWsrCylpqbKx8dHLVq0sL3euHFjbd++vcj60dHR+uMf/6ghQ4bYno3oSRo2bFjm22XDw8O5Zd/DxcbGFnpO542Sk5M1ceJEtWvXTqNHjy6yvOC26wkTJmjRokUaOXKkK8OFC5ADAAAAAMyMMZG5cf4B0A/AjDlgsXpKadNgX3/9tdq1a6emTf8/e3ceF1X1/w/8NYiAgGKAS4mKCigogiSKO5RmWuJaWq6lopYfP6Yf9aPmVqaZ+5KpZYrVhzBcvrh8XHJJlD5pCS6IC+SIKJiaGEsqyP39wY/RkW1mmJk7d87r+XjwKOcu8z73vM+5594zc6cpLl68WOH6KpUKc+bMMervGoosNzcXzs7OAIomb3X5bUdDtnvw4AEGDRqECxcuoFq1aqhduza++OILeHl5lVh30aJFiIyMhJ2dHRwcHLBq1Sq0adMGQFH9t2jRQvPpg9WrV6NTp05GL58uTLlvYxG9/IDp4mT5lVH+YkqLl4iIiMia6HKt/7SkpCQMGDAAMTExaN68uU7bNGvWzJDQKkUpY0zRrwl4XcwcsJTyW9u9MaXUf7HKxqu08lbEWOVRwnHheYD9QGXiNFYZ+UhSHZ07dw6A9uNIyTpFRETg0qVLOHPmDHr37o1Ro0aVWCcxMRFr167FyZMnkZiYiPHjx2P8+PFa68TFxSExMRGJiYnlDojI8k2YMAGenp5QqVRITEwsc729e/ciKCgIgYGBaNGiBSIjIzXLPD090bRpUwQGBiIwMBDR0dFmiJwMdeXKFbRv3x4+Pj4IDg5GUlJSiXXu3r2rqc/AwED4+PjA1tYWf/75p9Z6mzZtgkqlws6dOzWvMR+IiIiISIkePHiAPn36wMfHBwEBAejWrRtSUlLK3aa08TApiy7XxBXlxr59+9C6dWu0bNkSISEhOHPmjJmiJ0Pw3piYdLkXost65bX38vqTV155BS1btkRgYCA6deqEhIQEo5eR9KfPub+ivv7hw4cYP348vL294e/vz58vs0CcMNSRvhOGkiTx24UK5ODggJ49e2q+ahwSEgK1Wl1iPZVKhfz8fOTm5gIAsrKy4OHhYc5QyYwGDBiA48ePo2HDhmWuI0kShgwZgs2bNyMxMRG7d+/GmDFjtH7PJDo6WjNQHjhwoDlCJwONGTMGERERuHz5MqZNm4YRI0aUWMfNzU1Tn4mJiYiIiECPHj3g6uqqWUetVuPLL79ESEhIie2ZD0RERETKVqdOHUybNg116tSROxSz0mUioVh542FSDl2uiYGyc+PevXsYPHgwIiMjcfbsWSxevBiDBw82R+hkAN4bE5cu90IqWq+i9l5ef7J161acPXsWiYmJmDRpUpnvT+any7lfl77+3//+N1QqFS5fvoxz585hyZIl5ioC6YgThjriNwzFtHLlSvTu3bvE6wEBAfjggw/QqFEjeHh4YPny5SV+8/Hll19GQEAAJk2apBk8kTJ17txZp0GvSqVCVlYWAOCvv/6Cm5sb7O3tTRwdGdsff/yBX3/9VfMpp/79++P69esVfnJ648aNGDlypObfhYWFGDVqFFavXs08ICIiIrJC7u7uGDFiBNzd3eUOxWx0nUgAOB62JrpcE5eXG6mpqXBzc9M8urdTp05IS0vD6dOnTRo3GQfvjYlB13shFa1XUXsvrz+pWbOm5v/v379f7m/Hkfnoeu6vqO5zc3OxceNGfPLJJ5p91a1b1zyFIJ1xwlBHhw8fhiRJeO211+QOhcxkwYIFSElJwcKFC0ssu3r1KrZv346UlBSkp6fjgw8+0PqG0LVr1/Dbb78hPj4et2/fxpQpU8wZOslApVIhOjoa/fr1Q8OGDdGxY0fNc/yLDRs2DP7+/hg5ciRu374tY7RUnuvXr+P555+Hra0tgKK6bdCgAdLS0srcJj4+Hvfu3cPrr7+ueW3ZsmXo0KEDXnzxxVK3YT4QERERKdv9+/exb98+3L9/X+5QZFPWRAJQ8XiYrNvTueHt7Y27d+8iPj4eABAbG4vs7OwyJ5vJcvDemDh0vRdS0XqVbe/Dhg1D/fr1MWvWLHzzzTdGKh0ZU1nn/orqPjU1Fa6urliwYAFat26NTp064dChQ+YMnXRgK3cARJZoyZIl2L59O3788Uc4OjqWWL5t2zb4+/vjhRdeAAC88847+Mc//oFHjx7Bzs4ODRo0AAA4OTnhvffeQ0REhFnjJ921a9cOV65cKXVZQkIC6tevr9N+CgoKMH/+fGzfvh2dO3fGqVOnEB4ejnPnzsHd3R3Hjh1DgwYNkJ+fjw8//BDDhw/H3r17jVkU0lFFdW6IjRs3YtiwYZoB8/nz57Ft2zYcO3as1PWZD0RERETKV3yDPCYmBi4uLnKHYxT6XB8VTySUdrOvovEwWQ5jXRM/7dnccHFxQUxMDKZPn46cnBy0a9cOfn5+musnsky8N2ZdTHEvpDSVbe9btmwBAERGRmLatGn44YcfjBYblc5Y5/6K6r6goADXrl2Dn58fPv30UyQkJKBbt25ISkoS7vHuloxnZqJnLFu2DFFRUfjxxx+1vgr/tMaNG2PTpk3IycmBs7Mzdu/eDR8fH9jZ2eHevXuwt7eHo6MjCgsLER0djVatWpm3EKSzn3/+2Sj7SUxMxM2bN9G5c2cAQHBwMDw8PDQnv+KBctWqVTFx4kT4+PgY5X1JfxXVub29PTIyMlBQUABbW1tIkoS0tDRNHT4rJycHW7duxalTpzSvxcXFQa1Ww9vbGwCQmZmJiIgIZGRkYNy4ccwHIiIiIrJIul4fVTSRUNF4mCyHsa6Ji5WVG2FhYQgLCwMAPHz4EHXr1oWfn59R35uMh/fGrI+x7oXUr1+/wvWM0d6HDx+OsWPH4u7du3ptR/oz1rkfKL/uGzRoABsbG83vGrZq1QqNGjXCuXPnOGFoQfhIUqKnpKenY/LkycjKykJYWBgCAwPRtm1bAMDs2bOxbt06AEDfvn0RHh6O1q1bIyAgACtXrsR//vMfAMDFixcREhKCgIAA+Pv74+7du1ixYoVcRSIzKR4wJScnAwBSUlKQmpqKpk2bIjc3V/PbhgAQFRXFgbIFq127NoKCgvDtt98CKPrUpIeHB7y8vEpdPzo6GgEBAWjWrJnmtXHjxiEjIwNqtRpqtRohISHYsGEDxo0bx3wgIiIiIkUrnkg4ePBgmRMJ5Y2HyXqVlxsZGRma///444/x0ksvlXmNRfLivTEx6XovRJf1DGnvWVlZuHnzpubfO3fuhJubG1xdXStdNqo8Xc79QPl17+7ujpdffhn79+8HUPRY46tXr8LX19eksZN++A1Doqd4eHhAkqRSl3300Uea/1epVFi4cGGpz3Bv164dzp49a7IYyfzGjBmDPXv2IDMzE927d0f16tU1P+Y8atQohIeHIzw8HBs2bMCbb74JGxsbFBYWYs2aNWjQoAF+//139O/fH48fP4YkSWjcuLHmEQtkmdavX48RI0ZgwYIFqFGjBjZt2qRZ9nSdA0WPIx09erTO+7516xbzgYiIiIgUqXgioXHjxppvENjb2+OXX34BUHKsTNZBl2vioKCgcnNj9uzZiIuLQ0FBAdq1a4eNGzfKVh4qH++NiUvXeyHlrQeU397L6k/u37+PN954A3///TdsbGxQq1Yt7N69GyqVymzlp9Lpc+6vqK9ft24dRo4ciWnTpsHGxgbr169HvXr1zF4mKptKKusMQGRBcnNz4ezsDKDo8X9OTk4m3c7cTBmnEo6B6OUHTBcny6+M8hdTWrxERERE1uTixYt6rZ+amoopU6Zg8eLFaNKkiU7bPP1UCnNRyhhT9GsCXhczB1h+sctfrLLxKq28FTFWeZRwXHgeYD9QmTiNVUZ+w5CIiIiIiIiISE9NmjTB9u3b5Q6DiIiIiMgoOGFIwsjNzZU7hDKZKzZLPQailx8wT2wsv+WWv5gSYiQiIiIi5bLk8abo1wS8LmYOsPxil7+YMWNUQnkrYooyWOpx4XmA/YAlxMYJQxJGnTp15A5BdqIfA5af5SciIiIiMpYLFy5g0KBB+P777+Hn5yd3ODoRfUwsevkBHgOWn+UXiWjl1ZXox4XlF7v8FbGROwAiIiIiIiIiIqWRJAn5+fmQJEnuUIiIiIiIKo3fMCSr5ujoiJycHLnD0Iujo6PR96ekYyB6+QHjHgOWX3nlL2bstkBEREREYlLimFj0awJeFzMHWH6xy1/MkOOg5PJWpDJ5obTjwvMA+wG57gtywpCsmkqlgpOTk9xhyEr0Y8Dys/wil5+IiIiISPQxsejlB3gMWH6WX6Tyi1ZeXYl+XFh+scuvDz6SlIiIiIiIiIiIiIiIiEhg/IYhEREREREREZGemjRpgtjYWNSvX1/uUIiIiIiIKo0ThkREREREREREenJwcIC3t7fcYRARERERGQUfSUpEREREREREpKcbN27gww8/xI0bN+QOhYiIiIio0jhhSERERERERESkp6ysLGzbtg1ZWVlyh0JEREREVGmcMCQiIiIiIiIiIiIiIiISGCcMiYiIiIiIiIiIiIiIiATGCUMiIiIiIiIiIiIiIiIigXHCkIiIiIiIiIhITzY2NggODoaNDW+tEBEREZHycVRLRERERERERKSnwsJCnDp1CoWFhXKHQkRERERUaZwwJCIiIiIiIiIiIiIiIhIYJwyJiIiIiIiIiIiIiIiIBMYJQyIiIiIiIiIiIiIiIiKBccKQiIiIiIiIiEhPLi4u6NWrF1xcXOQOhYiIiIio0mzlDoCIiIiIiIiISGk8PDzw2WefyR0GEREREZFR8BuGRERERERERER6evjwIa5du4aHDx/KHQoRERERUaVxwpCIiIiIiIiISE8pKSl49dVXkZKSIncoRERERESVxkeSEhFZKUmSkJeXJ3cYBnF0dIRKpTLKvpR4HFh+45UfUN4xEL38ANuAsXOAiIjEJvq5UPTyAzwGIlNi3T/NWHmgxOPAflDsflD08gNit/9icpwLOWFIRGSl8vLy4OzsLHcYBsnJyYGTk5NR9qXE48DyG6/8gPKOgejlB9gGjJ0DREQkNtHPhaKXH+AxEJkS6/5pxsoDJR4H9oNi94Oilx8Qu/0Xk+NcyEeSEhEREREREREREREREQmM3zAkIhLArVu3LP7Tmbm5uahTp45J38OSjwPLb/ryA5Z7DEQvP8A2YK4cICIisYl+LhS9/ACPgcgsue6fZuo8sOTjwH5Q7H5Q9PIDYrf/YnKfCzlhSEQkACcnJ4s/IZqD6MdB9PIDPAYsv9jlJyIi42revDmSk5PlDkMvop8LRS8/wGMgMtZ9EdGPg+jlB3gMRC6/yGXXFR9JSkRERERERERERERERCQwThgSEREREREREenp6tWrGDRoEK5evSp3KERERERElcYJQyIiIiIiIiIiPeXl5eHMmTPIy8uTOxQiIiIiokrjhCERERERERERERERERGRwDhhSERERERERERERERERCQwThgSERE94+jRo1CpVFp/zs7OCAoKwvLly1FQUCB3iGRizAFiDhARkch4HiTmABGxHyDmgHhs5Q6AiIjIUr311lvo2bMnJElCZmYmtmzZgkmTJiE5ORkbNmyQOzwyA+YAMQeIiKgs9erVw6JFi1CvXj25QzEZngeJOUBE7AeIOSAOThgSERGVISgoCEOGDNH8+7333kOzZs3w1Vdf4ZNPPkGtWrVkjM78VCqV0fYlSZLR9mVKzAFtzAHmABERPVGzZk2Eh4fLHYZJ8TxYkmjjIeYAkTbR+gCA/cCzmAPMAWvGR5JSme7cuYNp06bB398fTk5OsLe3R8OGDTF06FCcPn26xPpqtbrEV5TL+ps3b54MJSIiqhwnJyeEhIRAkiSkpqbKHY5ZpaWlYdmyZZAkySh/SsUcYA6InANERKTtzz//xHfffYc///xT7lDMRvTzIMdDzAESG/uAIiL3A8yBIiLngLXjNwypVJcuXUJoaCgyMzNhY2ODRo0awdnZGampqfj2228RFRWFyMhIDB48WLONg4MDOnToUOY+s7OzcfbsWQBA+/btTV4GIiJTKB4Iubq6yhyJee3atQu9evWSOwyLwBwgUXOAiIi0ZWRkYP78+QgMDBTqnCDyeZDjoSIi5wCJjX3AE6L2A8yBJ0TNAWvHCUMq1bhx45CZmYmmTZti586daNasGQAgNzcXkyZNwoYNGzB27Fj06NFD0ynUrVsXx48fL3Ofn332Gc6ePQsPDw+8/PLLZikHEVFl5OXl4c6dO5pntK9btw4JCQlo06YNfHx85A7PrK5cuYL3339f7jDMjjnwBHOAOUBEROLheVCbiOMh5gDREyL2AQD7gacxB5gD1o6PJKUSsrOzcfToUQDA4sWLNZOFQNHXjT///HO4u7sjJycHx44d03m/W7ZsAQAMHToUNjZMPSJLUFhYiOXLl6NZs2ZwcHBA/fr1MXnyZOTm5sodmkWYM2cOatWqhdq1a6Nly5ZYu3Yt+vXrh//7v/+TOzSzysnJQfXq1eUOQxbMgSLMAeYAERGJiefBJ0QdDzEHrB/vC+hG1D4AYD9QjDlgvTnAfvAJztqU486dO5g6dSq8vLw0ifLPf/4Tubm5GDlyJFQqFdasWSN3mBrGeu7xw4cPNftq3LhxieW2trZo2LAhACA/P1+nff72229ISkoCAAwfPtwocRJR5X3wwQeYNGkS/Pz8sHr1arzxxhtYtWoVevXqhcLCQrnDk11ERAQOHjyIvXv3YtGiRXB1dUV6ejocHBw068TFxcHZ2bnEn52dHapUqSJj9MZz8OBBvPLKK3KHIQvmQBHmAHOAiIjExPPgE6KOh5gD1o/3BXQjah8AsB8oxhyw3hxgP/gEJwzLkJiYCH9/fyxevBiZmZnw8/NDfn4+Vq1ahYEDByI5ORkAEBgYaLIYQkNDoVKpoFarK1z37NmzaNWqFVJSUir9vu7u7qhXrx4AID4+vsTyP//8ExcvXoSNjQ2CgoJ02mdkZCQAoG3btmjatGmlYySiyktKSsLq1avRr18/bN++HaNHj8ayZcuwbNkyHDlyBN9//73cIcrO29sbXbt2RY8ePTB16lTs2rULp06dwtixYzXrdOrUCTk5OVp/ly9fhru7Oz7++GMZozeeEydOlPjt2RkzZkClUuHrr78usb4kSQgNDYW9vT3Onz9vrjBNgjlQhDnAHCAiopKcnJzQoUMHODk5yR2KyfA8+ISo4yHmgHXjfQHdidoHAOwHijEHrDMH2A9q44RhKe7cuYNevXohMzMTkydPRkZGBk6fPo3MzEwsWrQIe/bswalTp6BSqdCyZUu5wwUAbNq0CWfOnEFYWBh+//33Su9vwYIFUKlUmDJlCjZt2oRbt24hNzcXJ06cwOuvv675LcMmTZpUuK/8/HxERUUBAEaMGFHp2IjIOKKioiBJEiZOnKj1+ujRo+Ho6Ihvv/1WnsAsWPv27TF06FBER0eX+oEKoOhb2v369UPHjh0xY8YMM0dofIWFhZAkqcSnwebOnYsWLVpg0qRJSE9P11q2YsUK/PTTT5g3bx5atGhhznBNjjnwBHNAnBwgIqLSeXp64quvvoKnp6fcoZiNqOdBjoeeEDUHrBXvC+iGfYA2EfsB5oA2a8oB9oPaOGFYigkTJiA9PR3jx4/HkiVLtJ5NPHXqVAQEBKCgoACenp6oUaOGjJE+sXTpUgwdOhTp6ekICwvT6VuJ5Rk2bBh27NgBb29vvPvuu6hbty6cnZ3RsWNH3Lx5E1u2bMHixYt12teePXtw584d2NvbY+DAgZWKi4iM59SpU7CxsUGbNm20XndwcEBgYCBOnTolU2SWbdasWahSpQpmz55d6vKxY8fiwYMH2Lx5s3kDM5GTJ0+WyBEAsLOzQ2RkpOYx3cUuXbqEmTNnom3btpgyZYo5QzUb5kAR5oA4OUBERKV7/PgxcnJy8PjxY7lDMSsRz4McD2kTMQesFe8L6IZ9QEmi9QPMgZKsJQfYD2rjhOEzkpOTER0dDXd3dyxcuLDUdV588UUAQEBAgOa1o0ePQqVSlfgzxiNL09PToVary/1LS0vD3Llz8dJLLyEtLQ1hYWFIS0sz+D0lSUJqaipu374NGxsbeHp6omXLlnB0dMS1a9ewfv16zWNZK7JlyxYAQHh4OJ577jmDYyIi47p58ybc3d1hb29fYlm9evVw584dPHr0SIbILJuXlxcGDRqEQ4cOIS4uTmvZqlWrsHv3buzcuROOjo4yRWi4Y8eOoaCgQOu1ffv24dVXXy11/aCgIEyfPh0HDhzAhg0b8PjxYwwbNgySJCEyMtLin1FvKObAE8wB68sBIiLS3cWLFxEcHIyLFy/KHYpZWft5kOOhill7DoiE9wVKYh+gG2vuB5gDurGWHGA/qM1W7gAsTVRUFAoLCzF48GA4OzuXuk61atUAaE8YFvv888+1ftfPGL9l0KlTJ723UavVGDJkCI4dO2bQe44bNw7r169HcHAwDhw4AB8fHwDA33//jTlz5mDx4sVo164dzp07h/r165e5n7t372LPnj0AjPc4Um9vb9jYcK6bqCIV/ShvXl5eqSdDAJofLc7Ly4OdnZ3RY6uIMdu5KX6ceObMmYiKisLs2bNx5MgRAMCRI0cwbdo0/Pe//630Y6nkKH90dDRGjRqF2NhYhIWFaV6/f/8+XFxcytxu1qxZiI2Nxb/+9S8kJibi5MmTWLp0aaV+r9bY/bzSckCu8ltrDpjqB8qVlANERKQbfa9ZMzIyAAB79+5FQkKCTtvI8Sl7pY2FAPnGApYyHhJ9PAxwPGQsSr4vABgvD3hNxGsipeWAEs4DgDJyQMn9oD7H4OlyduzYUeex6bM4YfiMw4cPA4BWh/Cs4ucRlzZh6Ofnh5CQEKPG5O/vr3NC3r17V/M4Ul9fX4Pe78yZM9iwYQOqVq2KH374AQ0bNtQsq1atGj777DOcPn0ahw4dwoIFC/DFF1+Uua+oqCg8evQIdevWRffu3Q2K51nFF2VEVDmOjo74448/Sl324MEDzTpykLudh4aGQpKkMpf7+vpqPXpKrVbjzTffxOLFixEaGlrp95ej/AMHDkRKSorWoDgtLU3rHFCaqlWrIjIyEsHBwfjiiy/QsWPHEs9915fc9Q/ImwNylZ85oE3EHCAiEl1eXp5e6xePmR88eKDztjdu3NA7LjmIOB4GLGc8ZAljAVFzQDSWfF8AMH8eWEofAFhGGxDxmshScsAS6h8QIwcsuR809BjcunXL4PfkhOEzrl27BgBldgIFBQU4ceIEgNInDE0hNjZWp9n49PR0dOnSBUBR57Z27VqD3u/EiROQJAne3t5lHodXXnkFhw4dqvAZvpGRkQCAwYMHG+3r188//zw/ZUakg8LCwnJPLC+88AIuXLiAhw8flvgkzY0bN+Du7i7bpwiN2c4rOg6VlZeXhz59+iA8PBzjx483yj7lKn/fvn0RHh6O5cuXAwB27dqFXr16Vbidi4sL7O3tkZ+fj549e1Y6dmP380rLATnLb405YOr6Byw/B4iISDf63gwq/tS5g4ODztvWq1dP77gqS2ljIUDesYAljIdEHw8DHA8Zi5LvCwDGywNeE/GaSGk5oLTzAGC5OaDkflCfY/B0OevUqWP4m0qk5bnnnpMASPHx8aUu//bbbyUAUvXq1aXCwkLN60eOHJEASLVr15ZsbGykWrVqSSNHjpRu375tcCxdunSRAEhXr16tcN309HTJy8tLAiANGDBAys/PN/h9P/30UwmA5OfnV+Y6ixYtkgBIzZs3L3OdpKQkCYAEQDp37pzB8UiSJOXk5Gj2lZOTU6l9EYmionYzc+ZMCYB07Ngxrdf//vtvydHRUXr11VfNFaokSaZr56buP7Zs2SIBkKpVqyY5OTmV+Lt27Zqsceq7Xy8vL+n8+fOSJEnSxIkTK1y/sLBQCg0Nlezs7CRfX1/J0dFRSklJMXmclrJvSTJODlhS+a0tB8wxhrD0HCAiIt0kJyfr9RcTEyMBkGJiYnTeRg5KGAuZMk5D9ivHeMiSxoP6svQcEJnS7gtIkmnygNdEvCZSQg5YUvkNYak5oLR+0NBjYKxjx4/qPKNu3boAgNOnT5dYlpGRgSlTpgAAWrZsCZVKpVnm4uKCKVOmYOPGjTh06BA++OADbN26FaGhoZqvrprSvHnzkJKSgr59+yIqKgq2toZ/ebT49wqvXLmi+cblsw4cOAAA5T6HecuWLQCKfvi1RYsWBsdDRKYxcOBAqFQqrFixQuv1L7/8Enl5eRg8eLA8gSnM0KFDIUkS8vLykJOTU+KvQYMGcoeol169eiE2NhY5OTmoXr16heuvXr0aR48exZw5c/DDDz+goKAA7777brmPrLA2zAHmgLXlABER6cbHxwcnTpzQXEOLyhrPgxwP6ccac0AUvC9QOvYB+rO2foA5oD+l5gD7QW2cMHxG165dAQCLFi3C5cuXNa+fOnUKYWFhuHPnDgAgMDBQa7tWrVrhs88+w+uvv47Q0FBMnz4d3333HZKSkhAVFWVQLF26dEH//v3h5ORU4borV67EvHnzEB0dXanJQqDocaO1a9dGfn4+3njjDa3j8Pfff2Pq1Kk4dOgQAGDYsGGl7qOwsBDffvstAGD48OGVioeITMPf3x/vv/8+tm/fjn79+uGrr77C5MmTMWnSJHTp0gVvv/223CGSDIoHxQcOHEC3bt3KXffKlSuYPn06goODMW3aNDRv3hxz587FsWPHsHr1ajNFTMbGHCAiItJN1apV4erqiqpVq8odChkZx0MkCt4XKB37AGIOiIP94DMM/m6ilbp+/brk5uYmAZBsbW2lFi1aaB712aNHD6l79+4SAGnDhg0V7quwsFBycnKS3nvvPTNEblwHDx6UnJycJACSjY2N1KhRI6lly5aSo6Oj5qut77//fpnb79+/XwIgVa1atVKPZS3Gx1IQ6U+XdlNQUCAtWbJE8vHxkezs7KQXXnhB+uCDD6Ts7GwzR6vsR28Yg6WUPz8/X3Jzc5OGDBkiFRQUlLne48ePpfbt20v29vbShQsXNK8XFBRIrVu31vvxG0p/9EZlWVL5rS0HlFD/kqScOImIrJm+jyTdv3+/FBYWJu3fv1/oR5IaiyWNBeQYD1nSeFAuSolTSZR2X0CSLOORpLwmkocl9YM8D8hDrvZvSf0gH0lqYTw8PBAXF4fXXnsNDg4OUKvVcHV1xfr167Fnzx7Nt+0CAgJ03ufTjy5Viq5du+Ls2bMYP348fHx8kJmZieTkZLi4uKB3797YvXs31qxZU+b2kZGRAIDXXnsN7u7u5gqbiPRUpUoVTJ48GZcuXcLDhw9x48YNLFu2DM7OznKHRjKxtbVF9+7dARTlR1mWLl2K+Ph4fPTRR/D19dW8XqVKFWzevFnIx29YC+YAERGRbrKzs3HkyBFkZ2fLHQoZGcdDJBLeFyiJfQAxB8TCfvAJThiWwtfXF7t370Z2djays7Pxyy+/ICIiArm5uVCr1bCxsdHpN/liY2ORm5uLNm3amCFq42vcuDFWr16N5ORk5OXl4dGjR7h58yZ27tyJ1157rdxtv/vuO0iShB07dpgpWiIiMpY+ffqgd+/eZS5PTk7GrFmzEBISgsmTJ5dYzsdvKB9zgIiIiETH8RCR2NgHEHOARKSSOL2ts19++QUhISFo2rQpLl68qLVsyJAhaNy4MYKCguDs7Iyff/4Zn332Gby8vPDLL7/Azs5OpqitQ25urmZGPycnR6ffdSQSndLajaniVcpxYPlNF6cSjoHo5QfYBpQSJxGRNXv2Or8iSUlJGDBgAGJiYtC8eXOdtmnWrJkhoVWKUs4xHAtwPKiUOJVEicfUFDEr5TiwHxS7HxS9/IDY7b+YofEaq5z8hqEezp07B6D0x5E2b94cO3bswLBhw9CjRw98/fXXGD16NI4ePcrJQiIiKxUTE4Nx48bhwYMH6NOnD3x8fBAQEIBu3bohJSVF7vCIyMTYBxAREZUUExODd955h+dGIiIiQXEsoFycMNRDeROG06dPx7lz5/DXX38hPz8fV69exbJly+Di4mLuMImIyEx27NiBPn36AAAiIiJw6dIlnDlzBr1798aoUaPkDY6MZsKECfD09IRKpUJiYqJB6929exeBgYGaPx8fH9ja2uLPP/80bfBkUuwDiIjEVqdOHUybNg116tSROxSLUnx+5LnROuj6wShdx7ubNm2CSqXCzp07zVQCIqosfT4guXfvXgQFBSEwMBAtWrRAZGSkTsvIunAsoFycMNRDeROGRERkfbKysuDh4QE3NzcEBgbC19cX9vb2GDVqFPLz83HixAm89NJLcHBwQM+ePaFSqQAAISEhUKvV8gZPRjNgwAAcP34cDRs2NHg9Nzc3JCYmav4iIiLQo0cPuLq6mipsMgL2AUREVB53d3eMGDEC7u7ucodiNuWdGwFozo89e/bkudGK6HLDV5fxrlqtxpdffomQkBBzhk9ERqBLPyBJEoYMGYLNmzcjMTERu3fvxpgxY5CdnV3uMlIWjgWsGycM9XD48GFIkoTXXntN7lCIiMgMatasibfffhsTJ05EYmIiVqxYgZCQEHz11Vc4cuQI2rdvj6pVq5bYbuXKleX+MDYpS+fOneHh4WG09QBg48aNGDlyZGVDIxNjH0BEROW5f/8+9u3bh/v378sditmUd24EUOb5kedG5TL0g1HPjncLCwsxatQorF69Gvb29qYKl4hMQJ9+QKVSISsrCwDw119/wc3NTdPmy1tGysGxgHWzlTsAIiIiS5aYmIgJEyYAAH777Te0atUKALBz50707du3xPoLFixASkoKDh06ZNY4STni4+Nx7949vP7663KHQjpgH0BERGVJT0/HBx98gJiYGKv5OZJ27drhypUrpS5LSEhA/fr1yzw3AqWfH3lutC663PAtbby7bNkydOjQAS+++KKpQyQiEyurH1CpVIiOjka/fv3g5OSEe/fuYfv27bCzswOAcpeR5eBYQGycMCQiIipHYmKiZuDz22+/ITw8HJIkYf/+/fjss8+01l2yZAm2b9+OH3/8EY6OjnKES3rSZSBsbBs3bsSwYcNga8thmBKwDyAiIpH8/PPPFa5T2rkRQKnnR54bLZ8+42Fdb/g+O949f/48tm3bhmPHjhkvcCIyGmP1AwUFBZg/fz62b9+Ozp0749SpUwgPD8e5c+dQs2bNMpeJ9GhvJeBYQGy8U0VERFSGGzduQKVSoV69egCAs2fPYubMmTh58iR8fX3h7OysWXfZsmWIiorCjz/+iJo1a8oUMelLl4GwMeXk5GDr1q04deqUWd+XDMM+gIiISFtZ50YAJc6PPDcqg67jYV1v+JY23o2Li4NarYa3tzcAIDMzExEREcjIyMC4ceMqVwAiqjRj9QOJiYm4efMmOnfuDAAIDg6Gh4cHEhIS8Nxzz5W5rFu3bsYrDJkcxwLWjb9hSEREVIaEhAStxyrUrFkTa9euxY4dO9CnTx/N6+np6Zg8eTKysrIQFhaGwMBAtG3bVoaIydJFR0cjICAAzZo1kzsU0gH7ACIiIm1lnRsBaJ0feW60LsU3fA8ePFjhDd/Sxrvjxo1DRkYG1Go11Go1QkJCsGHDBk4WEimILv1A/fr1kZGRgeTkZABASkoKUlNT0bRp03KXkbJwLGDd+A1DIiKiMrz++utav7tR/CnZ5s2b48iRI5rXPTw8IEmS2eMj8xgzZgz27NmDzMxMdO/eHdWrV0dKSgoAYNSoUQgPD0d4eHi56xXbuHEjRo8eLUcxyADsA4iIqDwODg7w9fWFg4OD3KGYTVnnRgDYtWuX5vzIc6P1KL7h27hxY4SFhQEA7O3t8csvvwDQHg8DHO8SWSN9+oENGzbgzTffhI2NDQoLC7FmzRo0aNAAAMpdRsrBsYB144QhERGRnpKSkuQOgcxo/fr1ZS776quvdFqvWHx8vFFiInmxDyAiIgBo0qQJtm/fLncYFoPnR+tU0Q3fp8fDgG7j3aNHj1Y2LCIyI336gbfeegtvvfVWqeuVt4ysA8cCyscJQyIiEkZubq7cIZTJHLGJXn5zvo++RC8/wDZgybEREZH1sOTzDccCHA9acmxkPSw5z9gPit0Pil5+wLJjEwUnDImISBh16tSROwRZiV5+gMeA5Re7/EREZFwXLlzAoEGD8P3338PPz0/ucHQi+rlQ9PIDPAZEorcB0csP8BiIXn4qn43cARARERERERERKY0kScjPz+fv8xARERGRVeA3DImIyKo5OjoiJydH7jD04ujoaNR9iVz+4v0p6RiIXn6AbcDYOUBERGIT/VwoevmL9yf6MSCxid4GRC9/8f6UdAxELz/A84BcOGFIRERWTaVSwcnJSe4wZCN6+QEeA5Zf7PITERGJfi4UvfwAjwGR6G1A9PIDPAail590x0eSEhEREREREREREREREQmME4ZERFSho0ePQqVSlflna8svrBMRERGRWJo0aYLY2Fg0adJE7lCIiEyO9wWISHQi9IPKLwEREZnNW2+9hZ49e5Z43caGnz8hIiIiIrE4ODjA29tb7jCIiMyK9wWISHTW3A9ywpCIiHQWFBSEIUOGmGTfkiSZZL9ERERERKZw48YNfPHFFxg3bhzq1asndzhERGZh6vsCOTk5Jtk3EZGxWPP9UeVPeRIRkcXZtm0bQkNDUbNmTTg6OqJp06aYMGECHj16BODJV/g3b96Mzz//HH5+fnBzc5M5aiIiIiIi3WVlZWHbtm3IysqSOxQiIotjyH0BBwcHrFy5UubIiYiMQ4n3R/kNQyIi0lleXh7u3LlT4nU7OzvUqFEDADBz5kwsWLAAfn5++OCDD/D8888jNTUV27Ztw0cffQQ7OzvNditWrMDdu3cxevRoPPfcc5gwYYLZykJERERERERE+jHlfYG6deuiVq1aZisLEZEhrPn+qEqS+zuORDrIzc2Fs7MzACAnJwdOTk4yR0Rk+YzZbo4ePYqwsLAyl7/22mvYvXs3Tp48ibZt2yIsLAx79+6Fg4ODZp3i041KpdLs77nnnsPFixdRu3ZttnMiIiIiktXFixf1Wj8pKQkDBgxATEwMmjdvrtM2zZo1MyQ0IiKDKO2+gLFjJiJSWj9oaLzGKie/YUhERDqLiIjAG2+8UeL14k8AfvfddwCAhQsXap0MgaIT4bOGDRumuSggIiIiIiIiIsvG+wJEJDpr7gc5YUhERDrz9vZG165dy1x+5coVqFQqBAQE6LQ/Hx8fY4VGRERERGRWNjY2CA4Oho2NjdyhEBGZDe8LEJHorLkf5KiWiIiMSqVSlfppmdI4OjqaOBoiIiIiItMoLCzEqVOnUFhYKHcoREQWhfcFiEh0Su0HOWFIRERG4+Pjg8LCQpw5c0buUIiIiIiIiIjIzHhfgIhEp+R+kBOGRERkNG+//TYAYMaMGXj06FGJ5cU/7EtERERERERE1of3BYhIdEruB/kbhkREpLPTp0/j22+/LXVZnz590KZNG0ybNg2LFi1CUFAQBg4ciLp16+Lq1auIiYnByZMnUbNmTfMGTURERERERERGwfsCRCQ6a+4HOWFIREQ6i4qKQlRUVKnLrly5Ai8vL3z66acICAjAmjVr8Nlnn6GwsBD169dHz549LeqZ3EREREREleHi4oJevXrBxcVF7lCIiMyG9wWISHTW3A+qJEv+/iPR/5ebmwtnZ2cAQE5ODpycnGSOiMjyKa3dKC1eIiIiIrIuFy9eNPl7NGvWzOTvQURUTInX2UqMmYgsl9L6FEPjNVY5+RuGRERERERERER6evjwIa5du4aHDx/KHQoRERERUaVxwpCIiIiIiIiISE8pKSl49dVXkZKSIncoRERERESVxglDIiIiIiIiIiIiIiIiIoHZyh0AkSlJkoS8vDy5w9CLo6MjVCqV0fantGMgevkB4x8D0YmeA6KXH1DeMRC9/IDxjoESy16M5wIiIjIWJZ4POR7meJA5wLGgMYmeA6KXH1DeMWAfQHLhhCFZtby8PM2PfSqFsX98VWnHQPTyA8r4AV4lET0HRC8/oLxjIHr5AeMdAyWWvRjPBUREZCxKPB9yPMzxIHOAY0FjEj0HRC8/oLxjwD6A5MJHkhIREREREREREREREREJjN8wJGHcunXLYj+ZkZubizp16pj8fSz1GIhefsB8x0B0oueA6OUHLPcYiF5+wPTHwJLLXoznAiIiZWnevDmSk5PlDkMvlnw+5HiY40HmAMeC5iB6DohefsByjwH7ALIEnDAkYTg5OVnkycCcRD8GopefmAOilx/gMRC5/CKXnYiIqJjo50PRyw/wGIhefmIOiF5+gMeAqDx8JCkRERERERERkZ6uXr2KQYMG4erVq3KHQkRERERUaZwwJCIiIiIiIiLSU15eHs6cOYO8vDy5QyEiIiIiqjROGBIREREREREREREREREJjBOGRERERERERERERERERALjhCFRKY4ePQqVSqX15+zsjKCgICxfvhwFBQVyh0gmxhwQG+ufmAPEHCAiIpHxPEjMARId2wAxB0hEtnIHQGTJ3nrrLfTs2ROSJCEzMxNbtmzBpEmTkJycjA0bNsgdHpkBc0BsrH9iDhBzgIiIylKvXj0sWrQI9erVkzsUk+F5kJgDJDq2AWIOkEg4YUhUjqCgIAwZMkTz7/feew/NmjXDV199hU8++QS1atWSMToyB+aA2Fj/xBwg5gAREZWlZs2aCA8PlzsMk+J5kJgDJDq2AWIOkEj4SFIq0+3btzF16lT4+vqiWrVqeO6559C5c2f85z//KXOb2NhYjBs3Dm3atEG9evVgb2+P6tWrIzAwEDNmzMCdO3fMWALjc3JyQkhICCRJQmpqqtzhmN2zX8OvzJ9SiZ4DohO9/tkHMAeYA8wBIiJ64s8//8R3332HP//8U+5QzIbnQY6HRM8B0euf2AYAtgPmAFkzThhSqZKTkxEYGIjFixcjNTUVvr6+eP7553H8+HEMHjwYI0eOLHW7ZcuWYd26dThz5gzs7OzQsmVLuLq64uzZs1i4cCH8/PyQmJho3sIYWfGJwNXVVeZIzCstLQ3Lli2DJElG+VMyUXOAioha/+wDnmAOMAdEzQEiItKWkZGB+fPnIyMjQ+5QzErk8yDHQ0VEzQHWPxUTtQ0AbAfFRM4Bsm58JCmV8PjxY/Tv3x83b95Ex44d8cMPP6Bu3boAgHPnzuH111/H119/jZCQEIwePVpr23fffRezZ89Gx44dYWdnp3n93LlzePvtt3H+/Hm8/fbbuHDhglnLZKi8vDzcuXNH84zqdevWISEhAW3atIGPj4/c4ZnVrl270KtXL7nDMDvmgNhY/0+wD2AOMAeYA0REJB6eB7WJOB5iDjwhYv0T28CzRGwHzAESCb9hSCXs3bsXycnJsLe3xzfffKOZLAQAf39/fP755wCAuXPn4vHjx1rbDhs2DC+99JLWZGHxdhs3bgRQ9O3F5ORkE5fCOObMmYNatWqhdu3aaNmyJdauXYt+/frh//7v/+QOzeyuXLkCLy8vucMwO2vPgYULF+KNN95A48aNoVKp4OnpKXdIFsXa618f7AOYA8wB5gAREYmH50FtIo6HmANPWGv9875A+dgGtFlrOygPc8D6sR98ghOG5bhz5w6mTp0KLy8vODg4oH79+vjnP/+J3NxcjBw5EiqVCmvWrJE7TA1jfY37+PHjAIDWrVuX2jhef/11ODk54ebNm4iLi9N5v76+vpr/z8vLq3Sc5hAREYGDBw9i7969WLRoEVxdXZGeng4HBwfNOnFxcXB2di7xZ2dnhypVqsgYvfHk5OSgevXqcochC2vPgRkzZuDw4cNo0qQJnnvuObnDsTjWXv+6Yh/AHGAOMAeIiEhMPA8+Iep4iDlQxJrrn/cFysc28IQ1t4PyMAesH/vBJ/hI0jIkJiaiR48eyMzMhJOTE/z8/HDz5k2sWrUKqampmh81DwwMNFkMoaGh+Omnn3D16tUKZ7XPnj2LYcOGISYmptKf8iguW7169cpcp169erh8+TLi4+MRGhqq035PnDgBoOiHYZs2bVqpGM3F29sbXbt2BQD06NEDHTt2RMeOHTF27Fh8//33AIBOnTohJydHa7ubN2+idevWGD9+vNljNoWDBw/ilVdekTsMWVh7DqSmpqJx48YAgBYtWpQoh+isvf51xT6AOcAcYA4QEVFJTk5O6NChA5ycnOQOxWR4HnxC1PEQc6CINdc/7wuUj23gCWtuB+VhDlg/9oNP8BuGpbhz5w569eqFzMxMTJ48GRkZGTh9+jQyMzOxaNEi7NmzB6dOnYJKpULLli3lDhcAsGnTJpw5cwZhYWH4/fffK7WvmjVrAgBu3LhR5jrFyy5dulTuvgoLC5GRkYEtW7ZgxIgRAIAFCxbA2dm5UjHKpX379hg6dCiio6MRHx9f6joPHz5Ev3790LFjR8yYMcPMEZrGiRMn0L59e63XZsyYAZVKha+//rrE+pIkITQ0FPb29jh//ry5wjQLa8uB4pMh6cba6l9X7AOeYA48wRwQKweIiKgkT09PfPXVV0I9tkrk8yDHQ0VEzQFrrn/eF9CPqG0AsO52oA+Rc8BasR98ghOGpZgwYQLS09Mxfvx4LFmyROur1lOnTkVAQAAKCgrg6emJGjVqyBjpE0uXLsXQoUORnp6OsLAwqNVqg/cVHBwMAPj1119x7dq1Esv37t2L3NxcAMC9e/dK3ce6deugUqlQpUoVvPDCCxg+fDg8PDywa9cuTJgwweDYLMGsWbNQpUoVzJ49u9TlY8eOxYMHD7B582bzBmYihYWFkCSpxNfn586dixYtWmDSpElIT0/XWrZixQr89NNPmDdvHlq0aGHOcM1CtBwgbaLVP/uAkpgDRZgD4uQAERGV7vHjx8jJycHjx4/lDsWsRDwPcjykTbQcYP3Ts0RrAwDbwbNEzAESAycMn5GcnIzo6Gi4u7tj4cKFpa7z4osvAgACAgJKLNuxYwfat28PJycnuLi4oEOHDkhKSqpUTOnp6VCr1eX+paWlYe7cuXjppZeQlpaGsLAwpKWlGfR+vXv3hoeHBx4+fIhBgwbh+vXrmmWnTp3C2LFjNf8u67cIn3/+eXTo0AFt27bFCy+8AJVKhbNnz+I///kP7t+/b1BclsLLywuDBg3CoUOHSvyG46pVq7B7927s3LkTjo6OMkVoXCdPnkSbNm1KvG5nZ4fIyEjNb3oWu3TpEmbOnIm2bdtiypQp5gzVbETLAdImWv2zDyiJOVCEOSBODhARUekuXryI4OBgXLx4Ue5QzErE8yDHQ9pEywHWPz1LtDYAsB08S8QcIDFwwvAZUVFRKCwsxODBg8t8bGa1atUAlJwwXLVqFd5880107NgRsbGxiIqKQteuXfH3339XKqZOnTqhUaNGFf41adIEhw8fBgCo1WoMGTLEoPezt7fH1q1b4eLigv/9739o1KgRfH190ahRI7Rp0wZ5eXno168fAJT5Q7e9e/fG8ePH8b///Q83btzAmTNnEBISgqioKLz22muGHQgLMnPmTNjY2Gh9iuTIkSOYNm0afvjhB8U+kubYsWMoKCjQem3fvn149dVXS10/KCgI06dPx4EDB7BhwwY8fvwYw4YNgyRJiIyMtOof9bXWHCDdWGv9sw/QHXOgCHPA+nKAiIhIF9Z8HuR4SDfWmgOsf9KVtbYBgO1AV9acAyQuW7kDsDTFE25hYWFlrlP89eqnJwxTU1MxZcoULF++XOuHTHv27FnpmPz9/WFnZ6fTunfv3tU8jtTX19fg92zXrh0SEhLw6aefYv/+/fj999/x3HPPYcSIEfjoo4+wYMECAEDdunV12p+/vz/27NmDxo0b48SJE/jxxx81PxarL29vb9jY6DbXXVhYaNB7hIaGQpKkMpf7+vpqPXZGrVbjzTffxOLFixEaGmrQexbTp3y60PUYREdHY9SoUYiNjdXK//v378PFxaXM7WbNmoXY2Fj861//QmJiIk6ePImlS5eiadOmBsUrV/mfZQ05YGjZLYEx88CQ4yBn/QPylN9S+gDAMvoBa+gDiomcA5XpB62pHyAiIt2MGDFCr/UzMjIAFP1sR0JCgk7byPFoMqWNhQD5rgcsZTwk+ngY4DWRJYyHLYGcx0HENgBYTjsQvR/k9aDxKLkfNHQepGPHjjqPTZ/FCcNnFP9mX8OGDUtdXlBQgBMnTgDQnjD8+uuvUbVqVYwePdroMcXGxur0iYT09HR06dIFADBw4ECsXbu2Uu/bqFEjrF+/vtRlxY9Zbd26tc77q169Orp06YJt27bhzJkzBk8YFl+UWYq8vDz06dMH4eHhWpPFhpKrfAMHDkRKSorWgCAtLa3MtlCsatWqiIyMRHBwML744gt07NgREydONDgOS6tfXVhLDlgSJR0DY9c/IE/5LaUPAJRV/4D19AHMAcNZSz9ARCS6sn5yoywPHjzQ/FfXbW/cuKF3XJbOms6DljIeUto4wFpywFLqH1BeDpiKUo6DtbQBwHLagVLqvpi13Bcgy2JoHty6dcvg9+SE4TNyc3MBoMzHiEZHR+POnTuoXr06GjVqpHk9Pj4eTZs2xbfffov58+fj+vXr8Pb2xuzZs/HWW2+ZPO4bN24gLCwMv//+OwYMGIBvv/3WZF/3vnPnDn7++WfY2trq/Q3K4q+zV+ZH4Z9//nm9ZtZN3cEWT4BevnwZ0dHRJZZfuHABDRo00Hl/+pRPF/ocg759+yI8PBzLly8HAOzatQu9evWqcDsXFxfY29sjPz8fPXv2rFT8cpbfUJaaA+You6kYMw9MfRyMXf+AfOW3hD4AUF4/YKl9QDGRc8Bc/aCl9wNERKQbfX9nyMHBQfNfXbetV6+e3nFVltLGQoC81wOWMB4SfTwM8JpIaeNhU1HKcbCmNgBYRjsQvR/k9aDxKLkfNHQepE6dOoa/qURafH19JQDSmjVrSiy7efOm9Pzzz0sApA4dOmgta9q0qeTs7CzVqlVL+vrrr6WDBw9KgwYNkgBIBw8eNCiWLl26SACkq1evVrju6NGjJQBS3759pfz8fIPeT1djxoyRAEiDBw/Wa7u7d+9KNWvWlABI+/fv12vbnJwcCYAEQMrJyTH5duZmyjj13beXl5d0/vx5SZIkaeLEiRWuX1hYKIWGhkp2dnaSr6+v5OjoKKWkpJg0RkvZtzGZIk5999m8eXOpYcOGRnlvQ5iqrkTOAUP2K0cfYEiclrJvY7Gk8ltTDiih7p+mtHiJiKxNcnKyXn9nz56VTpw4IZ09e1bnbeSglPOLpYyHJYnXxXKxlBwQeTws930BSbKM4yAXS2kDksR+UA5KiFGJlNYPyj0Pwm8YPqNr165ITk7GokWL0K1bN/j4+AAATp06haFDh+LOnTsAgMDAQK3tCgsLkZOTg2+++QZ9+vQBALz88su4cOECPv74Y4Mev9mlSxe4u7vDycmpwnVXrlwJDw8PTJ8+Hba2la/WvXv3wsXFBR06dNC8lpWVhblz52L9+vWoVasWli5dqrXNr7/+itjYWAwbNgxeXl5ayxISEjB27FhkZWXB398fL7/8cqVjJNPo1asXYmNj0bBhQ1SvXr3C9VevXo2jR4/ik08+Qe/evREUFIR3330XR48ehUqlMkPEVBnffPON5lHMt2/fxqNHjzB//nwARY9mHjp0qJzhkQzYBxBzgIiISDdVq1aFq6ur3GGQCXA8JDbR6p/3Bag0orUDEhv7wacYPNVopa5fvy65ublJACRbW1upRYsWkpeXlwRA6tGjh9S9e3cJgLRhwwat7dq2bSsBkLKzs7VenzRpkuTq6mrOIhjFP//5TwmAVKNGDally5ZSy5YtJTs7OwmAVK9ePens2bMltjly5IhmFrt27drSiy++KLVp00Z64YUXNK/7+PhIqampescj98y6qVnSJ2gOHz4shYSESNu2bZOOHTtW7rqXL1+WHB0dpeDgYKmgoECSJElasGCBBEBauXKlyWLUh8g5oMs+i7/JXNpfly5djBKHMeO1pP0am6WUX44+wJA4LWXfxmJJ5bemHFBC3T9NafESEVkbfb9huH//fiksLEzav38/v2FoBJYyHpYkXhfLxVJyQLTxsCXdF5Aksa8LLKUNSBL7QTkoIUYlUlo/KPc8CB+E+wwPDw/ExcXhtddeg4ODA9RqNVxdXbF+/Xrs2bMHly9fBgAEBARobde8efMy91n8Q+hK0qdPHwwaNAju7u64cuUKrl69Cj8/P3z00UdITk6Gv79/iW0CAgKwcuVK9OnTBzVq1MDly5eRkJCAx48fo2vXrvj8889x5swZNG7cWIYSka46deqEK1euYMeOHWjfvn2Z6xUWFmLEiBF4/PgxIiMjNb+ZOXXqVLRu3RrTp09HamqqucImAx09ehSSJJX6d/ToUbnDIxmwDyDmABERkW6ys7Nx5MgRZGdnyx0KGRnHQ2ITrf55X4BKI1o7ILGxH3yCE4al8PX1xe7du5GdnY3s7Gz88ssviIiIQG5uLtRqNWxsbNCiRQutbXr37g0AOHDggOa1wsJCHDx4EMHBwWaN3xhCQ0MRFRWF1NRU5OXl4a+//kJCQgJmzZpV5tfQn3vuOUyYMAE7duzAlStX8Ndff+HRo0fIzMzEwYMH8d5772l+FJ4sl62tLbp37w4AmpN8aZYuXYr4+Hh89NFH8PX11bxepUoVbN68GQUFBXj33XchSZLJYyYi42EfQMwBIiIiEh3HQ2Jj/ROxHRCJihOGekhKSoIkSfD29oajo6PWsl69eqFTp06IiIjAl19+if3792PgwIFISkrC7NmzZYqYyDB9+vTRTIKXJjk5GbNmzUJISAgmT55cYnnz5s0xd+5cHDt2DKtXrzZlqERkAuwDiDlAREREouN4SGysfyK2AyIR2codgJKcO3cOQMnHkQKASqVCbGwspk2bhhkzZuCvv/5CQEAA9u7di5deesncoRJVyhtvvFHucl9f3woftTt9+nRMnz7dmGGZxSuvvILMzEzY2NigevXqWLVqFVq1alVivY0bN+LTTz9FYWEhXnrpJaxduxZVq1bF0aNH0aNHDzRt2lSz7s8//4xq1aqZsxhkoAcPHmDQoEG4cOECqlWrhtq1a+OLL76Al5dXiXUXLVqEyMhI2NnZwcHBAatWrUKbNm0AFJ0TWrRoofkU3urVq9GpUyezlqUyRO4DqAhzgIiIiAwVExODPXv24N69ezqNqy0Vx0NiY/0TsR0QiYjfMNRDeROGAFCzZk2sX78et2/fxsOHD3Hy5EnNV7dJmR48eIA+ffrAx8cHAQEB6NatG1JSUkpdd9++fWjdujVatmyJkJAQnDlzRmv5w4cPMX78eHh7e8Pf3x9DhgwxRxFIT1u3bsXZs2eRmJiISZMmYcSIESXWuXr1KmbNmoW4uDikpKTg1q1b2LBhg2Z506ZNkZiYqPnjZKGyRERE4NKlSzhz5gx69+6NUaNGlVgnMTERa9euxcmTJ5GYmIjx48dj/PjxWuvExcVpckBJk4VU0oQJE+Dp6QmVSoXExMQy19u7dy+CgoIQGBiIFi1aIDIyUrPM09MTTZs2RWBgIAIDAxEdHW2GyKkyrly5gvbt28PHxwfBwcFISkoqsc7du3c1dRoYGAgfHx/Y2trizz//1Fpv06ZNUKlU2Llzp+Y15gQRkfLVqVMH06ZNQ506deQOxaLs2LEDffr00WlcTZZP1/silRkXERERkWXghKEeKpowJOuky0XOvXv3MHjwYERGRuLs2bNYvHgxBg8erLXOv//9b6hUKly+fBnnzp3DkiVLzFUE0kPNmjU1/3///n2oVKoS68TExCA8PBx169aFSqXC2LFjERUVZcYoyVQcHBzQs2dPTb2HhIRArVaXWE+lUiE/Px+5ubkAgKysLHh4eJgzVDKjAQMG4Pjx42jYsGGZ60iShCFDhmDz5s1ITEzE7t27MWbMGGRnZ2vWiY6O1kwiDxw40ByhUyWMGTMGERERuHz5MqZNm1bqB0jc3Ny0PiASERGBHj16wNXVVbOOWq3Gl19+iZCQkBLbMyeIiJTN3d0dI0aMgLu7u9yhmE3xuNfNzQ2BgYHw9fWFvb295jo5Pz8fJ06cQM+ePXUaV5My6HJfpLLjIiIlq6hvJOvG+idrwglDPRw+fBiSJOG1116TOxQyE10nD1JTU+Hm5obmzZsDADp16oS0tDScPn0aAJCbm4uNGzfik08+0eyrbt265ikE6W3YsGGoX78+Zs2ahW+++abE8rS0NK2JA09PT6SlpWn+nZqaiqCgIAQHB2Pt2rVmiZlMY+XKlaU+rz8gIAAffPABGjVqBA8PDyxfvrzE8/hffvllBAQEYNKkSZqJRVKmzp076zQhrFKpkJWVBQD466+/4ObmBnt7exNHR6bwxx9/4Ndff9U8DaB///64fv16mU8ZKLZx40aMHDlS8+/CwkKMGjUKq1evZi4QEVmh+/fvY9++fbh//77coZhNzZo18fbbb2PixIlITEzEihUrEBISgq+++goAcOTIEbRv3x5Vq1bV2q6scTVZPl3vizyL4yISSUV9I1k31j9ZE04YEumhrIscb29v3L17F/Hx8QCA2NhYZGdnawbRqampcHV1xYIFC9C6dWt06tQJhw4dMmfopIctW7bg+vXrmD9/PqZNm6bXtkFBQUhPT8fp06exY8cOrFu3Dlu3bjVRpGRKCxYsQEpKChYuXFhi2dWrV7F9+3akpKQgPT0dH3zwgda3g65du4bffvsN8fHxuH37NqZMmWLO0EkGKpUK0dHR6NevHxo2bIiOHTtqfuOy2LBhw+Dv74+RI0fi9u3bMkZLFbl+/Tqef/552NoW/dy3SqVCgwYNtD4c8qz4+Hjcu3cPr7/+uua1ZcuWoUOHDnjxxRdL3YY5QUSkbMXjwPT0dLlDMZp27drB3d291L/r168DKHo8f/HvvP/2229av/m+c+dO9O3bV2uf5Y2rSXl0mfw1ZFxEZMkq2zeSsrH+SSS2cgdAJKd27drhypUrpS5LSEhA/fr1Nf8uvsgpbaLPxcUFMTExmD59OnJyctCuXTv4+flpbjQWFBTg2rVr8PPzw6effoqEhAR069YNSUlJ/L0LCzZ8+HCMHTsWd+/ehZubm+b1Bg0aIDU1VfNvtVqNBg0aAABq1Kihed3DwwNvvfUW4uLi8Oabb5ovcKq0JUuWYPv27fjxxx/h6OhYYvm2bdvg7++PF154AQDwzjvv4B//+AcePXoEOzs7TT44OTnhvffeQ0REhFnjJ93pcx4oT0FBAebPn4/t27ejc+fOOHXqFMLDw3Hu3Dm4u7vj2LFjaNCgAfLz8/Hhhx9i+PDh2Lt3rzGLQnqoqN4NsXHjRgwbNkxz7j9//jy2bduGY8eOlbp+aTnxww8/GPTeRERExvLzzz9XuM6zN0XDw8MBFD2iff/+/fjss88061Y0rib5Geu+yNP0HRcRWbrK9I2kfKx/EgknDElounT4gG4XOWFhYQgLCwMAPHz4EHXr1oWfnx+AogkmGxsbze8atmrVCo0aNcK5c+c4YWhBsrKykJeXp5kE2rlzJ9zc3LR+cwEoejRdx44dMXfuXNSpUwfr1q3DoEGDAAAZGRmoU6cObGxskJ2djd27d2s9hoUs37JlyxAVFYUff/xR6zctn9a4cWNs2rQJOTk5cHZ2xu7du+Hj4wM7Ozvcu3cP9vb2cHR0RGFhIaKjo/nJMgum63mgIomJibh58yY6d+4MAAgODoaHh4fmAyLFk8hVq1bFxIkT4ePjY5T3JcNUVO/29vbIyMhAQUEBbG1tIUkS0tLSNPX4rJycHGzduhWnTp3SvBYXFwe1Wg1vb28AQGZmJiIiIpCRkYFx48YxJ4iISJFu3LgBlUqFevXqAQDOnj2LmTNnAgBOnjwJX19fODs7A9BtXE3yM+Z9EcCwcRGR0pXXN5L1Y/2TNeEjSYkqUHyRc/DgwXIvcjIyMjT///HHH+Oll16Cl5cXAMDd3R0vv/wy9u/fD6DocYZXr16Fr6+vSWMn/dy/fx99+vSBv78/AgICsGbNGuzevRsqlQqjRo1CbGwsgKLJonnz5qFDhw7w8vJCrVq1MGbMGABPvnkWEBCAkJAQdOvWDe+8846cxSI9pKenY/LkycjKykJYWBgCAwPRtm1bAMDs2bOxbt06AEDfvn0RHh6O1q1bIyAgACtXrsR//vMfAMDFixcREhKCgIAA+Pv74+7du1ixYoVcRSIzqV+/PjIyMpCcnAwASElJQWpqKpo2bYrc3FzNbxsCQFRUFCeRLVzt2rURFBSEb7/9FkBR3+7h4aE5rz8rOjoaAQEBaNasmea1cePGISMjA2q1Gmq1GiEhIdiwYQPGjRvHnCAiIsVKSEjQOmfVrFlT87vtO3bsQJ8+fQCUP64m5dH1vgig/7iIyBqU1zeS9WP9kzXhNwyJylF8kdO4cWPNtwft7e3xyy+/AABGjRqF8PBwhIeHY/bs2YiLi0NBQQHatWuHjRs3au1r3bp1GDlyJKZNmwYbGxusX79e88kTsgwNGzbEyZMnS1327A8Vjx49GqNHjy6x3vjx4zF+/HiTxEem5+HhAUmSSl320Ucfaf5fpVJh4cKFpf4OS7t27XD27FmTxUjmN2bMGOzZsweZmZno3r07qlevjpSUFADa54ENGzbgzTffhI2NDQoLC7FmzRo0aNAAv//+O/r374/Hjx9DkiQ0btwYW7ZskblUVJH169djxIgRWLBgAWrUqIFNmzZplj1d70DRY7dKOyeU5datW8wJIiIr4ODgAF9fXzg4OMgditm8/vrrWr9L9/S3yHbt2oUjR44AKH9cTcqiz30RQP9xEZE1KK9vJOvH+idrwglDonJUdJHz9CTSl19+We6+GjdurLl4IiIi5Vi/fn2Zy54+D7z11lt46623SqzTuHFjg38Xj+TTtGnTMh/R9eyHSOLj4yvc39GjRzX/X1ZO5Obm6hckERHJqkmTJti+fbvcYViMpKQkuUMgE9Dnvgig/7iIiIiILAcnDEkYlnwTzlyxWeoxEL38gOljs+SyFzNHjJZ8HFh+sfsB0csPsB8ElBEjEREpmyWfazge5niQOcDxMCD2cWAbELsftNS4rIkSjrHcMXLCkIRRp04duUOQnejHQOTyi1z2p4l+HEQvP8BjIHL5RS47ERGZxoULFzBo0CB8//338PPzkzscnYh+PhS9/ACPgcjlF7nsTxP9OIhefoDHQGSs+4rZyB0AEREREREREZHSSJKE/Px8/lYfEREREVkFfsOQrJqjoyNycnLkDkMvjo6ORt+fko6B6OUHjHcMlFj2YsbMAyUeB5Zf7H5A9PID7AcB4+cBERGJS4nnQ46HOR5kDnA8DIh9HNgGxO4HeT1oPEqr+6fJkQecMCSrplKp4OTkJHcYshL9GIhcfpHL/jTRj4Po5Qd4DEQuv8hlJyIiKib6+VD08gM8BiKXX+SyP0304yB6+QEeA5Gx7vXDR5ISERERERERERERERERCYzfMCQiIiIiIiIi0lOTJk0QGxuL+vXryx0KEREREVGlccKQiIiIiIiIiEhPDg4O8Pb2ljsMIiIiIiKj4CNJiYiIiIiIiIj0dOPGDXz44Ye4ceOG3KEQEREREVUaJwyJiIiIiIiIiPSUlZWFbdu2ISsrS+5QiIiIiIgqjROGRERERERERERERERERALjhCERERERERERERERERGRwDhhSERERERERERERERERCQwThgSEREREREREenJ3d0do0ePhru7u9yhEBERERFVGicMiYiIiIiIiIj0pFKpYGdnB5VKJXcoRERERESVxglDIiIiIiIiIiI93b59G59//jlu374tdyhERERERJXGCUMiIiIiIiIiIiIiIiIigXHCkIiIiIiIiIiIiIiIiEhgnDAkIiIiIiIiIiIiIiIiEhgnDImIiIiIiIiI9OTi4oJevXrBxcVF7lCIiIiIiCrNVu4AiIiIiIiIiIiUxsPDA5999pncYRARERERGQW/YUhEREREREREpKeHDx/i2rVrePjwodyhEBERERFVGicMiYiIiIiIiIj0lJKSgldffRUpKSlyh0JEREREVGl8JCmRlZIkCXl5eXKHYTBHR0eoVCq9tlF6mctjyPEAlHlMDC1rWUQ/BqKXH1DeMTB2+UWmtLp/GvsBlp/lF/c8ADAHeC40LtFzQPTyAzwGLL/Y5RedEuu/mEj3wnRRmXahxGPCflCefpAThkRWKi8vD87OznKHYbCcnBw4OTnptY3Sy1weQ44HoMxjYmhZyyL6MRC9/IDyjoGxyy8ypdX909gPsPwsv7jnAYA5wHOhcYmeA6KXH+AxYPnFLr/olFj/xUS6F6aLyrQLJR4T9oPy9IN8JCkRERERERERERERERGRwPgNQyIB3Lp1SxGfzMrNzUWdOnWMsi+llLk8xjwegGUfE2OXtSyiHwPRyw9Y7jEwV/lFZql1/zT2Ayw/yy/ueQBgDvBcaB6i54Do5Qd4DFh+scsvOkuu/2Ii3QvThSnahSUfE/aD8veDnDAkEoCTk5PFdoSmImKZK8JjwmMgevkBHgORse6LiH4cWH6xyw/wGIhefmNr3rw5kpOT5Q5DL6LngOjlB3gMWH6xyy86EetfxDJXRPRjInr5K8JHkhIREREREREREREREREJjBOGRERERERERER6unr1KgYNGoSrV6/KHQoRERERUaVxwpCIiIiIiIiISE95eXk4c+YM8vLy5A6FiIiIiKjSOGFIREREREREREREREREJDBOGBIREREREREREREREREJjBOGRESlOHr0KFQqldafs7MzgoKCsHz5chQUFMgdIpkQ65+YAyQ6tgFiDhBzQGysf2IOEHOARMc2QCLmgK3cARARWbK33noLPXv2hCRJyMzMxJYtWzBp0iQkJydjw4YNcodHJsb6J+YAiY5tgJgDxBwoW7169bBo0SLUq1dP7lBMhvVPzAFiDpDo2AZIpBzghCERUTmCgoIwZMgQzb/fe+89NGvWDF999RU++eQT1KpVS8bozE+lUhltX5IkGW1fpsL61yZa/QPMASK2AW3sB5kDzAHmwNNq1qyJ8PBwucMwKdZ/SaL1A8wBbaLVP8AcIGIb0MZ+0LpzgI8ktWJqtRobN27E2LFj8eKLL8LOzg4qlQojRozQafsDBw7g1VdfhZubGxwdHeHv74+FCxfi0aNHJtmOSAmcnJwQEhICSZKQmpoqdzhmlZaWhmXLlkGSJKP8KRHrX+z6B8TOASJA7DbAfrAIc4A5IHIOPOvPP//Ed999hz///FPuUMxG9PpnPyB2DrD+i4icA0SA2G2A/WARa84BThhasRUrVmDUqFFYv349Tp8+jfz8fJ23Xbp0Kbp37479+/ejevXqaNq0KS5evIgZM2YgLCwMf//9t1G3I1KS4hOBq6urzJGY165du9CrVy+5w5Ad659EzQGiYqK2AfaDTzAHSNQceFZGRgbmz5+PjIwMuUMxK5Hrn/1AEVFzgPX/hKg5QFRM1DbAfvAJa80BThhaMXd3d/Ts2RNz5szBrl278N577+m03cmTJzFlyhSoVCps3rwZarUaCQkJuHjxIry8vBAfH4/p06cbbTsiS5aXl4c7d+7g9u3bOHfuHN5//30kJCSgTZs28PHxkTs8s7py5Qq8vLzkDsOsWP9PiFj/AHOAiG3gCfaDzAHmAHNARKx/bSL2A8yBJ0Ssf4A5QMQ28AT7QevPAf6GoRX78MMPtf79v//9T6ftPv74Y0iShHfffRfDhw/XvN6kSRNs3LgRXbp0wRdffIEZM2agdu3ald6O5LNw4UKcPn0av/32G65evYqGDRtCrVbLHZZFmTNnDubMmaP1Wr9+/fD555/LFJE8cnJyUL16dbnDMDvWfxFR6x9gDoiA58LysQ0UYT/IHGAOMAdExfp/QtR+gDlQRNT6B5gDIuA1UfnYBoqwHxQjBxT7DcM7d+5g6tSp8PLygoODA+rXr49//vOfyM3NxciRI6FSqbBmzRq5w9Sb3M/uzc7OxoEDBwAAo0ePLrG8c+fO8PHxwaNHjxAbG1vp7UheM2bMwOHDh9GkSRM899xzcodjkSIiInDw4EHs3bsXixYtgqurK9LT0+Hg4KBZJy4uDs7OziX+7OzsUKVKFRmjN56DBw/ilVdekTsMs2P9FxG1/gHmgAh4Liwf20AR9oPMAeYAc0BUrP8nRO0HmANFRK1/gDkgAl4TlY9toAj7QTFyQJEThomJifD398fixYuRmZkJPz8/5OfnY9WqVRg4cCCSk5MBAIGBgfIGCiA0NBQqlUqnT2WcPXsWrVq1QkpKiukDK0NCQgIePXoEe3t7tG7dutR1OnbsCED7G4uGbkfySk1Nxd27d3Hw4EG88MILcodjkby9vdG1a1f06NEDU6dOxa5du3Dq1CmMHTtWs06nTp2Qk5Oj9Xf58mW4u7vj448/ljF64zlx4gTat2+v9dqMGTOgUqnw9ddfl1hfkiSEhobC3t4e58+fN1eYRsf6LyJq/QPMARHwXFg+toEi7AeZA8wB5kBpnJyc0KFDBzg5Ockdismw/p8QtR9gDhQRtf4B5oAIeE1UPraBIuwHxcgBxU0Y3rlzB7169UJmZiYmT56MjIwMnD59GpmZmVi0aBH27NmDU6dOQaVSoWXLlnKHq5dNmzbhzJkzCAsLw++//y5LDJcvXwYANGzYELa2pT+xtkmTJlrrVmY7klfjxo3lDkFx2rdvj6FDhyI6Ohrx8fGlrvPw4UP069cPHTt2xIwZM8wcofEVFhZCkqQSn4aZO3cuWrRogUmTJiE9PV1r2YoVK/DTTz9h3rx5aNGihTnDNSnW/xMi1j8gZg5YO54L9SNiG2A/qI058ARzQJwcKIunpye++uoreHp6yh2K2Yha/+wHnhAxB1j/2kTMAWvHayL9iNgG2A9qs+YcUNyE4YQJE5Ceno7x48djyZIlWs/NnTp1KgICAlBQUABPT0/UqFFDxkj1t3TpUgwdOhTp6ekICwuT5VnR9+7dA4Byv35evKx43cpsR6REs2bNQpUqVTB79uxSl48dOxYPHjzA5s2bzRuYiZw8eRJt2rQp8bqdnR0iIyM1j4IudunSJcycORNt27bFlClTzBmqWbD+i4ha/4B4OUD0LNHaAPvBkpgDRZgD4uRAWR4/foycnBw8fvxY7lDMSsT6Zz+gTbQcYP2XJFoOED1LtDbAfrAka80BRU0YJicnIzo6Gu7u7li4cGGp67z44osAgICAAM1rxROMbdq0gb29PVQqVanbxsXFoWvXrnj++edhb28PDw8PrUecVkZ6ejrUanW5f2lpaZg7dy5eeuklpKWlISwsDGlpaZV+b308ePAAQFFjL4u9vT0A4O+//670dkRK5OXlhUGDBuHQoUOIi4vTWrZq1Srs3r0bO3fuhKOjo0wRGu7YsWMoKCjQem3fvn149dVXS10/KCgI06dPx4EDB7BhwwY8fvwYw4YNgyRJiIyMVNQzunXF+n9CxPoHrDsHiHRhzW2A/aBumANPMAesLwf0cfHiRQQHB+PixYtyh2JW1l7/7AcqZs05wPrXjTXnAJEurLkNsB/UjbXmQOnPjrRQUVFRKCwsxODBg+Hs7FzqOtWqVQOgPWGYkpKCbdu2ITg4GHZ2djhx4kSp2967dw/+/v4YM2YMateujfT0dCxcuBDt2rXD+fPn4eHhYXDsnTp10nsbtVqNIUOG4NixYwa/r76Kf6jz0aNHZa7z8OFDAE+OdWW2M4S3tzdsbBQ11y2LwsJCuUOoFEPq2ZxlnjlzJqKiojB79mwcOXIEAHDkyBFMmzYN//3vf43+WCJD816fYxIdHY1Ro0YhNjYWYWFhmtfv378PFxeXMrebNWsWYmNj8a9//QuJiYk4efIkli5diqZNm+odL2D8Nm6KvDB1/RvzGOhafkupf4A5wPOc8Sj5XChHP6AP9oNPWHo/aKp2oKR+kDnAHNDViBEj9Fo/IyMDALB3714kJCTotI0cnzLneYDXRMwBngdMwRrPA9ZIxGsic5VZKfcGAfaDIvSDT5exY8eOOo9Nn6WoCcPDhw8DgFayPqv4WblPTxh27txZM5CfO3dumROG4eHhCA8P13otODgYTZs2xbZt2/DPf/7T4Nj9/f3L/fbd0+7evat5HKmvr6/B72kIXR4bWtrjRw3dzhDFdUnWTe56Dg0NhSRJZS739fXVevSQWq3Gm2++icWLFyM0NNTo8ZjjeAwcOBApKSlag4K0tDQ0bNiw3O2qVq2KyMhIBAcH44svvkDHjh0xceJEg+OQu+4B+etfjmNgKfUPMAcsofwkP7nzgP0g+0ER+0HmgDYRcyAvL0+v9YuftPPgwQOdt71x44becclBxPMAYDn9gOh9AMCxgOg5YAnlJ/nJnQdy94PPEuneICB//QPK7Qdv3bpl8LaKmjC8du0aAJSZoAUFBZrJwKcnDCszE+3m5gYAsLWt3KGKjY3VaUY5PT0dXbp0AVDUQNeuXVup99WXj48PgKJjXVBQUGq5U1NTtdatzHaGeP755/kpIx0UFhZaRMdqKEPqWa4y5+XloU+fPggPD8f48eNN8h6G5r2+x6Rv374IDw/H8uXLAQC7du1Cr169KtzOxcUF9vb2yM/PR8+ePSvVRo3dxk2dF6aof2MeA33Kbwn1DzAHeJ4zHiWfC+XqBwzBftCy+0FztANL7weZA8wBXen7yKjiJ+04ODjovG29evX0jquyeB7gNRFzgOcBngfEJeI1kRxltuR7gwD7QRH6wafLWKdOHcPfWFKQ5557TgIgxcfHl7r822+/lQBI1atXlwoLC0tdZ86cOVJFxS4oKJAePXokXblyRRowYIBUt25d6Y8//jAo5i5dukgApKtXr1a4bnp6uuTl5SUBkAYMGCDl5+cb9J5lmTlzpgRAGj58eJnr/PXXX5KdnZ0EQPr5559LXcfHx0cCIG3YsKHS2+kqJydHAiABkHJycvTeXkT6HrPmzZtLDRs2NH1g5ahsPcuVJ1u2bJEASNWqVZOcnJxK/F27ds2g/RqjPIbsw8vLSzp//rwkSZI0ceLECtcvLCyUQkNDJTs7O8nX11dydHSUUlJSTB6nJexbkoxX/6aKU9/9ylH/hsRpKfuWJOPkAM9zpqG0c6Gl9AP6Yj9o2f2gOfoXS+8HmQPMAV0lJyfr9RcTEyMBkGJiYnTeRg48D/CaiDnA8wDPA+IS8ZpIjlyy5HuDhuyH/aD+5O4HjVVGRX1Uo27dugCA06dPl1iWkZGBKVOmAABatmwJlUpl8Pt06dIFdnZ28Pb2RmJiIg4fPoxatWoZvD9dzZs3DykpKejbty+ioqIq/a1GQ1SvXh3dunUDAHz55Zcllh87dgyXL1+GnZ0devfuXentiKzB0KFDIUkS8vLykJOTU+KvQYMGcoeol169eiE2NhY5OTmoXr16heuvXr0aR48exZw5c/DDDz+goKAA7777brlf2bcmrH+x6x+wvhwg0pe1tQH2g/pjDjAHrC0HdOXj44MTJ05U+ik6SmeN9c9+QD/WlgOsf/1ZWw4Q6cva2gD7Qf1ZSw4oasKwa9euAIBFixbh8uXLmtdPnTqFsLAw3LlzBwAQGBhYqffZuHEj/ve//yEqKgo1atTAK6+8grS0NIP21aVLF/Tv3x9OTk4Vrrty5UrMmzcP0dHRskwWFvvwww+hUqmwadMmREZGal5PTU3FyJEjAQBjxoxB7dq1jbIdyeebb77B/PnzMX/+fNy+fRv379/X/Pubb76ROzySSfGg4MCBA5oPApTlypUrmD59OoKDgzFt2jQ0b94cc+fOxbFjx7B69WozRUzGxPon0fBcSM9iP0jMAdJV1apV4erqiqpVq8odChkZ+wGxsf5JNLwmomexHxSYwd9NlMH169clNzc3CYBka2srtWjRQvMIzx49ekjdu3ev8JGXujyS9Gn37t2TXFxcpPfff98YRTCr48ePS25ubpq/atWqSQAke3t7rdePHz9eYttFixZpvsLasGFDKTAwULK1tZUASG3btpVyc3NLfU9Dt6sIH0ugP12OWfEjc0v769Kli3kDlpT7SFJTkesxDPn5+ZKbm5s0ZMgQqaCgoMz1Hj9+LLVv316yt7eXLly4oHm9oKBAat26tV6PH1Dy43eMxVIeuyBH/RsSpz6UkANKiFGJlHYutJR+QC6WUn5r6wdFr39D9s0ckIclxKnvI0n3798vhYWFSfv37xf6kaTGYkltgNdE8rCUHOB5QB5KiVNpRLwmsqZcMlZZ2A8qIycqE6exyqiobxh6eHggLi4Or732GhwcHKBWq+Hq6or169djz549mm8dBgQEGO09a9asCS8vL6SkpBhtn+aSn5+Pu3fvav7+/vtvAMDDhw+1Xs/Pzy+x7dSpU7Fv3z5069YN9+/fx8WLF+Hj44NPPvkEP/30U5k/6G7odiSPo0ePQpKkUv+OHj0qd3gkE1tbW3Tv3h0AUKVKlTLXW7p0KeLj4/HRRx/B19dX83qVKlWwefNmIR8/YA1Y/yQangvpWewHiTlAusrOzsaRI0eQnZ0tdyhkZOwHxMb6J9HwmoiexX5QXIqaMAQAX19f7N69G9nZ2cjOzsYvv/yCiIgI5ObmQq1Ww8bGBi1atDDa+/3xxx+4dOkSmjRpYrR9mktoaGiZnf3Tf6GhoaVu3717dxw4cAD37t3D33//jaSkJMyYMQP29vblvq+h2xGR5ejTp0+5vzeanJyMWbNmISQkBJMnTy6xnI8fUDbWPxGJjv0gMQeIiP2A2Fj/RCQ69oNiUklWMr37yy+/ICQkBE2bNsXFixdLLI+JiQEAbN26FT/88AN++OEHAICnpydat24NABgyZAi8vLwQGBiImjVr4sqVK1i+fDkyMjJw6tQpeHl5ma9ApCU3NxfOzs4AgJycHJ1+E1J0SjxmlY1ZiWUujzHKo5RjYso4RT8GopffkH2/8soryMzMhI2NDapXr45Vq1ahVatWJdbbuHEjPv30UxQWFuKll17C2rVrUbVqVRw9ehQ9evRA06ZNNev+/PPPqFatmtFiJN0o7biyH2D5WX7LOA/IxVJyYMKECYiNjcW1a9eQkJCAwMDAEusUFhZqni5TUFCADh064IsvvoCdnR0AYNGiRYiMjISdnR0cHBywatUqtGnTxqhxmkJp9xLKk5SUhAEDBiAmJgbNmzfXaZtmzZoZElqlWMKx1YWltAG5sB9kDlhK+R88eIBBgwbhwoULqFatGmrXro0vvvii1Pui5fX3KpUKLVq00Hw7afXq1ejUqZPR4iTdKO24inQvTBfGKotSjoml9INyqUycxiqj4r5hWJZz584BKPtxpG+88QbeeOMNzURh8b/XrFmjWSckJAR79+7FO++8gx49emDx4sXo1KkTEhMTOVlIZMWuXLmC9u3bw8fHB8HBwUhKSjJovX379qF169Zo2bIlQkJCcObMGc2yCRMmwNPTEyqVComJiVrbvfLKK2jZsiUCAwPRqVMnJCQkGL2MZJgHDx6gT58+8PHxQUBAALp161bmI6rLq3+g6HHQ48ePh7e3N/z9/TFkyBBzFIEMsHXrVpw9exaJiYmYNGkSRowYUWKdq1evYtasWYiLi0NKSgpu3bqFDRs2aJY3bdoUiYmJmr/yJguJLJk+/WB55zp99kOWp7y6fdrevXsRFBSEwMBAtGjRApGRkZplnp6eaNq0KQIDAxEYGIjo6GgzRE6GGDBgAI4fP46GDRuWuc7GjRtx+vRpnD59GsnJybCxscHKlSsBAImJiVi7di1OnjyJxMREjB8/HuPHjzdX+GRihvTnmzZtgkqlws6dO80TJBmdLueBinKjouslsiwRERG4dOkSzpw5g969e2PUqFEl1tGlv4+Li9NcE5U3WUhkCXh/kMoi0v1BYSYMy3oc5+bNmzXrjB8/HidPntQ8SvPy5ctYv359uRdKRKR8Y8aMQUREBC5fvoxp06aVOjlQ0Xr37t3D4MGDERkZibNnz2Lx4sUYPHiwZnl5N150mZwg+ehyoVRR/QPAv//9b6hUKly+fBnnzp3DkiVLzFUE0lPNmjU1/3///n2oVKoS68TExCA8PBx169aFSqXC2LFjERUVZcYoicxHl34QqHiSQdf9kOXRZQJJkiQMGTIEmzdvRmJiInbv3o0xY8Zo/bZbdHS05qbhwIEDzRE6GaBz587w8PAod50zZ86ga9eusLOzg0qlQo8ePfDNN98AKPpGSX5+PnJzcwEAWVlZFe5PqerUqYNp06ahTp06codiVvr052q1Gl9++SVCQkLMGCEZmy7nAaDs3NDleoksh4ODA3r27Km5DgoJCYFarS6xnkj9PYmB9wepPKLcHxRmwpCIqDR//PEHfv31V82nOfr374/r16+X+JRIReulpqbCzc1N8yiiTp06IS0tDadPnwZQ/o0XXSYnSB66XihVVP+5ubnYuHEjPvnkE82+6tata55CkEGGDRuG+vXrY9asWZoboE9LS0vTGuB7enoiLS1N8+/U1FQEBQUhODgYa9euNUvMRKagaz8IlH+u02c/ZHl0mUACim4cZmVlAQD++usvuLm58XfMrdSLL76I2NhY/PXXX8jPz8fWrVs1bTogIAAffPABGjVqBA8PDyxfvtxqf7fG3d0dI0aMgLu7u9yhmI0+/XlhYSFGjRqF1atXsy9QOF3OA+XlRkXXS2TZVq5cWervmOnS37/88ssICAjApEmTNBOLRJaI9wepPCLdH7SaCcPDhw9DkiS89tprcodCRApy/fp1PP/887C1tQVQdKOrQYMGWjf+dVnP29sbd+/eRXx8PAAgNjYW2dnZOt8MrWhygixDWRdKFdV/amoqXF1dsWDBArRu3RqdOnXCoUOHzBk66WnLli24fv065s+fj2nTpum1bVBQENLT03H69Gns2LED69atw9atW00UKZF5ldUPyrUfshwqlQrR0dHo168fGjZsiI4dO2p+06jYsGHD4O/vj5EjR+L27dsyRkuVNWLECLz66qvo0qULunTpAh8fH804+erVq9i+fTtSUlKQnp6ODz74wGq/UXr//n3s27cP9+/flzsU2ZTXny9btgwdOnTAiy++aOaoyBI8nRuVvV4m+SxYsAApKSlYuHBhiWUV9ffXrl3Db7/9hvj4eNy+fRtTpkwxZ+hEeuH9QdKHNd8ftJU7ACIiU2rXrh2uXLlS6jJjPgvcxcUFMTExmD59OnJyctCuXTv4+flpBhAV2bJlCwAgMjIS06ZNw969e40WG5WtovyoX7++5t/FF0qlncgrqv+CggJcu3YNfn5++PTTT5GQkIBu3bohKSlJuEdYKc3w4cMxduxY3L17F25ubprXGzRogNTUVM2/1Wo1GjRoAACoUaOG5nUPDw+89dZbiIuLw5tvvmm+wIl0ZKx+UB/G2g8Zhz45UJ6CggLMnz8f27dvR+fOnXHq1CmEh4fj3LlzcHd3x7Fjx9CgQQPk5+fjww8/xPDhwzneUTCVSoW5c+di7ty5AIDvv/9e80nqbdu2wd/fHy+88AIA4J133sE//vEPPHr0SGsC2RoU3yCPiYmBi4uL3OEYhbHOC+fPn8e2bdtw7Ngxk8VKxmGs88DTns2Nyl4vkzyWLFmC7du348cff4Sjo2OJ5RX198XXR05OTnjvvfcQERFh1viJnqbU+4M//PCD0WKjsvH+4BM8MxORVfv555/LXW5vb4+MjAwUFBTA1tYWkiQhLS1NM7AtVr9+/QrXCwsLQ1hYGICiH7CtW7cu/Pz89Ir36ckJBwcHvbYl/VWUH8UqulACyq//Bg0awMbGRvPc8latWqFRo0Y4d+6cxQwIqEhWVhby8vI0F707d+6Em5sbXF1dtdbr378/OnbsiLlz56JOnTpYt24dBg0aBADIyMhAnTp1YGNjg+zsbOzevRsjR440e1mIdGHMftCc+yHj0TUHKpKYmIibN2+ic+fOAIDg4GB4eHhoLoKLx0xVq1bFxIkT4ePjY5T3JXk8ePAAf//9N5577jncuXMHn376KT7++GMAQOPGjbFp0ybk5OTA2dkZu3fvho+Pj9VNFlorY50X4uLioFar4e3tDQDIzMxEREQEMjIyMG7cOKPGTJVjrPNAsbJywxjXy2Q+y5YtQ1RUFH788UetxyQ+rbz+/t69e7C3t4ejoyMKCwsRHR2NVq1ambcQRE9R8v1BMj3eH3zCah5JSkRkiNq1ayMoKAjffvstgKJPyHl4eMDLy0vv9TIyMjT///HHH+Oll14qsZ9nZWVl4ebNm5p/lzU5QfIpvlA6ePBgmRdKQPn17+7ujpdffhn79+8HUPTolqtXr8LX19eksZP+7t+/jz59+sDf3x8BAQFYs2YNdu/eDZVKhVGjRiE2NhZA0cXxvHnz0KFDB3h5eaFWrVoYM2YMgCeftA0ICEBISAi6deuGd955R85iEVWKrv2gufZDlqn45klycjIAICUlBampqWjatClyc3M1v20IAFFRUbxpaMHGjBkDDw8PpKeno3v37prxzNPnwfv376N9+/Zo3rw5OnXqhLFjx6JXr14AgL59+yI8PBytW7dGQEAAVq5cif/85z+ylYeMT5f+fNy4ccjIyIBarYZarUZISAg2bNjAyUIrV15uGHK9TPJIT0/H5MmTkZWVhbCwMAQGBqJt27YAgNmzZ2PdunUAyu/vL168iJCQEAQEBMDf3x93797FihUr5CoSUYV4f5AqIsr9QZUkSZLcQRBVJDc3F87OzgCAnJwcODk5yRyR5VPiMatszIZuf+nSJYwYMQJ3795FjRo1sGnTJvj7+wMoujESHh6O8PDwctcDgNGjRyMuLg4FBQVo164dVq9erTmBjBkzBnv27EFmZibc3NxQvXp1pKSk4Nq1a3jjjTfw999/w8bGBrVq1cKSJUsQGBholDpUSh6YMs7K7Ds9PR3169dH48aNUb16dQBFnzr75ZdfAGjnR3n1DwC///47Ro4ciTt37sDGxgazZ89G//79jRJneZgDyjgGSohRiZR2XC2xH9CnHyzrXKfLfiobZ3mUkgeWXP7y6vbpHIiKisKCBQtgY2ODwsJCTJ8+HW+//TZ+//139O/fH48fP4YkSWjcuDFWrlwJT09Po8ZZFuaA2OXXx8WLF/VaPykpCQMGDEBMTIzmkawVadasmSGhVYoxj60+54WnhYaGYuLEiejTp49Z4jTHfo3NkvtBXc4DQUFB5eZGRddLxoizLKLngOjlF53Sjquc98Is8f6gt7e3UepPKXlgqf2gue4PViZOYx07ThiSIiilU7MkSjxmck0YWipOGFr+vo3JUgdF5iJ6DighRiVS2nFlP8Dys/zingcA5oAlxKnvhGFqaiqmTJmCxYsXo0mTJjpto/QJQ1NiG2A/yBxg+ZUQp9Io7biKdC9MF8Yqi1KOCftB+ScM+RuGRERERERERER6atKkCbZv3y53GERERERERsEJQyKySrm5uXKHUGnGLoMlHxNzxSb6MRC9/OZ8H31ZalxkfSw519gPsvzW9D6GYA5YbmzWxJKPM9sA+0HmAMtPZGxKzytTxG/Jx4T9oPyxccKQiKxSnTp15A7B4vCY8BiIXn6Ax4BI9DbA8otdfoDHQPTyG9uFCxcwaNAgfP/99/Dz85M7HJ2IngOilx/gMWD5xS4/iYc5X5Lox0T08lfERu4AiIiIiIiIiIiURpIk5OfnQ5IkuUMhIiIiIqo0fsOQiKyGo6MjcnJy5A7DJBwdHQ3eTmnHxNCylrc/kY+B6OUv3p+SjoGxy0+ktDYAsB9k+cU+DwDMAZ4LjUv0HBC9/MX7E/kYsPxil5/Eo8Sc10Vl2oUSjwn7QXn6QU4YEpHVUKlUcHJykjsMi8JjwmMgevkBHgMi0dsAyy92+QEeA9HLT8wB0csP8Biw/GKXn8TDnC9J9GMievn1wUeSEhEREREREREREREREQmM3zAkIiIiIiIiItJTkyZNEBsbi/r168sdChERERFRpXHCkIiIiIiIiIhITw4ODvD29pY7DCIiIiIio+AjSYmIiIiIiIiI9HTjxg18+OGHuHHjhtyhEBERERFVGicMiYiIiIiIiIj0lJWVhW3btiErK0vuUIiIiIiIKo0ThkREREREREREREREREQC44QhERERERERERERERERkcA4YUhEREREREREREREREQkME4YEhERERERERHpycbGBsHBwbCx4a0VIiIiIlI+jmqJiIiIiIiIiPRUWFiIU6dOobCwUO5QiIiIiIgqjROGRERERERERERERERERALjhCERERERERERERERERGRwDhhSERERERERERERERERCQwThgSEREREREREenJxcUFvXr1gouLi9yhEBERERFVmq3cARARERERERERKY2Hhwc+++wzucMgIiIiIjIKfsOQiIiIiIiIiEhPDx8+xLVr1/Dw4UO5QyEiIiIiqjROGBIRERERERER6SklJQWvvvoqUlJS5A6FiIiIiKjS+EhSsmqSJCEvL0/uMPTi6OgIlUoldxhWQ/QcYPmVV/5ixjoOSjwGxu4HlXYMRC8/wHOhsYmcA0osezG2AyIyFiX2haJfE3A8yBzgWKiIyMeBY0HjUloO8DzANiAXThiSVcvLy4Ozs7PcYeglJycHTk5OcodhNUTPAZZfeeUvZqzjoMRjYOx+UGnHQPTyAzwXGpvIOaDEshdjOyAiY1FiXyj6NQHHg8wBjoWKiHwcOBY0LqXlAM8DbANy4SNJiYiIiIiIiIiIiIiIiATGbxiSMG7dumWxn0rIzc1FnTp15A7D6omeAyy/5Za/mKmPgyUfA3P1g5Z6DEQvP8BzobmInAOWXPZibAdEZGqW3BeKfk3A8SBzgGOhIiIfB44FzcNSc4DnAbYBS8AJQxKGk5OTxXaGZB6i5wDLL3b5AR4DgMdA9PKT2DkgctmJyDSaN2+O5ORkucPQi+h9oejlB3gMRC6/yGV/Go8DiZ4DopefysdHkhIREREREREREREREREJjBOGRERERERERER6unr1KgYNGoSrV6/KHQoRERERUaVxwpCIiIiIiIiISE95eXk4c+YM8vLy5A6FiIiIiKjSOGFIREREREREREREREREJDBOGBIREREREREREREREREJjBOGRKU4evQoVCqV1p+zszOCgoKwfPlyFBQUyB0ikUmxDRBzQGysfyK2AyISG/tAYg6Q6NgGiNgORGQrdwBEluytt95Cz549IUkSMjMzsWXLFkyaNAnJycnYsGGD3OERmRzbADEHxMb6J2I7IKKy1atXD4sWLUK9evXkDsVk2AcSc4BExzZAxHYgEk4YEpUjKCgIQ4YM0fz7vffeQ7NmzfDVV1/hk08+Qa1atWSMjsxNpVIZbV+SJBltX6bENkDMAW2i9QOsf3qWaG0AYDsgorLVrFkT4eHhcodhUuwDSxLtXMgc0CZa/RPbAJUkYj/AdiAOPpLUiqnVamzcuBFjx47Fiy++CDs7O6hUKowYMUKn7Q8cOIBXX30Vbm5ucHR0hL+/PxYuXIhHjx6Z5P2UwMnJCSEhIZAkCampqXKHQ2aUlpaGZcuWQZIko/wpFdsAiZwD7AfErn9iGyjGdkBExf7880989913+PPPP+UOxWxE7wN5LhQ7B1j/BIjdBoj9QDG2A+vFbxhasRUrVmDlypUGbbt06VL861//AgA0bNgQDRo0wPnz5zFjxgzs3r0bP/74I6pVq2a091OS4k7Q1dVV5kjInHbt2oVevXrJHYZFYBsgUXOA/UARUeuf2AaexnZARACQkZGB+fPnIzAwUKj+QOQ+kOfCIqLmAOufionaBoj9wNPYDqwTv2Foxdzd3dGzZ0/MmTMHu3btwnvvvafTdidPnsSUKVOgUqmwefNmqNVqJCQk4OLFi/Dy8kJ8fDymT59utPezZHl5ebhz5w5u376Nc+fO4f3330dCQgLatGkDHx8fucMjM7py5Qq8vLzkDsPs2AaIOfCEiP0A65+eJmIbANgOiEhs7AO1iXguZA48IWL9E9sAaRO1H2A7EAe/YWjFPvzwQ61//+9//9Npu48//hiSJOHdd9/F8OHDNa83adIEGzduRJcuXfDFF19gxowZqF27dqXfz5LNmTMHc+bM0XqtX79++Pzzz2WKiOSQk5OD6tWryx2GLKy9DSxcuBCnT5/Gb7/9hqtXr6Jhw4ZQq9Vyh2VRrD0HdCVqP8D6p2KitgGA7YCIxMY+8AlRz4XMgSLWXP+8Li4f2wAVs+Z+oCJsB+JQ7DcM79y5g6lTp8LLywsODg6oX78+/vnPfyI3NxcjR46ESqXCmjVr5A5Tb3I/uzg7OxsHDhwAAIwePbrE8s6dO8PHxwePHj1CbGysucMzu4iICBw8eBB79+7FokWL4OrqivT0dDg4OGjWiYuLg7Ozc4k/Ozs7VKlSRcboyVgOHjyIV155Re4wZGHtbWDGjBk4fPgwmjRpgueee07ucCySteeArkTtB1j/VEzUNgCwHRCR2NgHPiHquZA5UMSa65/XxeVjG6Bi1twPVITtQByKnDBMTEyEv78/Fi9ejMzMTPj5+SE/Px+rVq3CwIEDkZycDAAIDAyUN1AAoaGhUKlUOn0y5+zZs2jVqhVSUlJMH1gZEhIS8OjRI9jb26N169alrtOxY0cA1vENwop4e3uja9eu6NGjB6ZOnYpdu3bh1KlTGDt2rGadTp06IScnR+vv8uXLcHd3x8cffyxj9GQsJ06cQPv27bVemzFjBlQqFb7++usS60uShNDQUNjb2+P8+fPmCtMkrL0NpKam4u7duzh48CBeeOEFucOxSNaeA7oStR9g/VMxUdsAwHZARGVzcnJChw4d4OTkJHcoJsM+8AlRz4XMgSLWXP+8Li4f2wAVs+Z+oCJsB+JQ3IThnTt30KtXL2RmZmLy5MnIyMjA6dOnkZmZiUWLFmHPnj04deoUVCoVWrZsKXe4etm0aRPOnDmDsLAw/P7777LEcPnyZQBAw4YNYWtb+hNrmzRporWuSNq3b4+hQ4ciOjoa8fHxpa7z8OFD9OvXDx07dsSMGTPMHCEZW2FhISRJKvFJmLlz56JFixaYNGkS0tPTtZatWLECP/30E+bNm4cWLVqYM1yTs7Y20LhxY7lDUBxrywFdsB94QsT6J7aBZ7EdEFExT09PfPXVV/D09JQ7FLMRtQ/kufAJEXPA2uuf18X6EbENkPX3A/piO7BeipswnDBhAtLT0zF+/HgsWbJE67nBU6dORUBAAAoKCuDp6YkaNWrIGKn+li5diqFDhyI9PR1hYWGyPC/83r17AFDuIwiKlxWvK5pZs2ahSpUqmD17dqnLx44diwcPHmDz5s3mDYxM4uTJk2jTpk2J1+3s7BAZGal5DHKxS5cuYebMmWjbti2mTJlizlDNhm2ARMsB9gPaRKt/YhsoDdsBEQHA48ePkZOTg8ePH8sdilmJ2AfyXKhNtBxg/dOzRGsDxH6gNGwH1klRE4bJycmIjo6Gu7s7Fi5cWOo6L774IgAgICBA81rxBGObNm1gb28PlUpV6rYxMTHo378/GjZsCEdHRzRr1gwzZ85ETk5OpWNPT0+HWq0u9y8tLQ1z587FSy+9hLS0NISFhSEtLa3S762PBw8eACjq7Mpib28PAPj777/NEpOl8fLywqBBg3Do0CHExcVpLVu1ahV2796NnTt3wtHRUaYIyVDHjh1DQUGB1mv79u3Dq6++Wur6QUFBmD59Og4cOIANGzbg8ePHGDZsGCRJQmRkpNU+n5ttgKw5B9gPVMya65/YBnTFdkBEAHDx4kUEBwfj4sWLcodiVtbeB/JcWDFrzgHWP+nCmtsAsR/QFduBdSr9mZMWKioqCoWFhRg8eDCcnZ1LXadatWoAtCcMU1JSsG3bNgQHB8POzg4nTpwoddslS5agQYMGWLBgATw8PJCYmIh58+bhp59+wrFjx2BjY/j8aqdOnfTeRq1WY8iQITh27JjB76uv4h8qffToUZnrPHz4EMCTY21u3t7eOtdFYWGhSWKYOXMmoqKiMHv2bBw5cgQAcOTIEUybNg3//e9/K/VIGn3KVx5Tld1czH0coqOjMWrUKMTGxiIsLEzz+v379+Hi4lLmdrNmzUJsbCz+9a9/ITExESdPnsTSpUvRtGlTg2M2VtkBsdsAoOx2YOl9gVJyAFBePyBX+fVhyvoHLD//zUGOvtBS2gCgjBxQSjsgIt2NGDFCr/UzMjIAAHv37kVCQoJO28jxKXuRxwKAfuW3lHMhx4McCylhLGQOlnwclNIGlJwDIvcDSjgPAMq6N2Ttnq7jjh076jw2fZaiJgwPHz4MAFqN9VnFzwp+esKwc+fOmoH83Llzy5ww3LVrF2rVqqX5d5cuXVCrVi0MHjwYx48fR+fOnQ2O3d/fv9xv7T3t7t27mseR+vr6GvyehtDlcaO6PLbUlIrr0pRCQ0MhSVKZy319fbUeO6NWq/Hmm29i8eLFCA0NrdR7m6N8SmDu4zBw4ECkpKRoDQjS0tLQsGHDcrerWrUqIiMjERwcjC+++AIdO3bExIkTKxWLJeQA24D85D4OIuaApfQDctc9IG/9A5ZxDOQmxzGwlDYAWEYOsB0QiScvL0+v9Yuf0PPgwQOdt71x44becclB1D7QUs6FlnAOEDEHLKX+AcvIAUsg53EQsQ1YGpH7AUupfxHvDVmDW7duGbytoiYMr127BgBlNtCCggLNZODTE4a6zkQ/PVlYrHXr1gAqP6iPjY3VaUY9PT0dXbp0AVDUQa1du7ZS76svHx8fAEXHuqCgALa2JVMkNTVVa11ze/755/X6hqGpO5e8vDz06dMH4eHhGD9+fKX3p0/5ymOOspuSHMehb9++CA8Px/LlywEUfYigV69eFW7n4uICe3t75Ofno2fPnpWO21hlB8RuA4Cy24GS+gJLzgFAef2AnOU3hLHrH1BW/puKXH2hJbQBQHk5YMntgIh0p+8js4qf0OPg4KDztvXq1dM7rsoSeSwA6F9+SzgXcjzIsZDSxkKmopTjYMltQMk5IHI/oLTzAGD594as3dN1XKdOHYP3o6gJw9zcXABl/3ZedHQ07ty5g+rVq6NRo0ZGec/ir9Ka45t+N27cQFhYGH7//XcMGDAA3377rdmfcdyqVSvY2dnh4cOH+PXXXxESElJinePHjwMA2rZta9bYil25cgVOTk46rZubm1vm42uNZdu2bThz5gwuX76M6OjoEssvXLiABg0a6Lw/fcpXHnOU3ZTkOA5+fn5QqVRISkpC8+bNkZKSgiZNmpS7jSRJeOedd/Do0SP4+vpi/vz5ePPNNyvcrjzGKjsgdhsAlN0OlNQXWHIOAMrrB+QsvyGMXf+AsvLfVOTqCy2hDQDKywFLbgdEpDt9f4swKSkJX3/9NXr27InmzZvrtM38+fMNCa1SRB4LAPqX3xLOhRwPciyktLGQqSjlOFhyG1ByDojcDyjtPABY/r0ha/d0HRfP3xhCUVO0devWBQCcPn26xLKMjAxMmTIFANCyZUuoVKpKv9+NGzcwa9YsvPrqqwgMDKz0/ioyb948pKSkoG/fvoiKiir1232mVr16dXTr1g0A8OWXX5ZYfuzYMVy+fBl2dnbo3bu3ucOzSEOHDoUkScjLy0NOTk6JP30HBCSvXr16ITY2Fjk5OahevXqF669evRpHjx7FnDlz8MMPP6CgoADvvvtuuV/XtzZsA2RtOcB+QD/WVv/ENmAItgMiMfn4+ODEiROyPX3HUlhjH8hzoX6sLQdY/6Qva2sDxH7AEGwH1kFRE4Zdu3YFACxatAiXL1/WvH7q1CmEhYXhzp07AGCUyb2cnBz07t0bdnZ2+Prrrw3eT5cuXdC/f3+dZsNXrlyJefPmITo6WpbJwmIffvghVCoVNm3ahMjISM3rqampGDlyJABgzJgxqF27tlwhEplM8YDgwIEDmsnzsly5cgXTp09HcHAwpk2bhubNm2Pu3Lk4duwYVq9ebaaIqTK++eYbzJ8/H/Pnz8ft27dx//59zb+/+eYbucMjmbAfINGxDRAR6aZq1apwdXVF1apV5Q6FjIznQrGJVv+8LiYqSbR+gEhDUpDr169Lbm5uEgDJ1tZWatGiheTl5SUBkHr06CF1795dAiBt2LChzH3MmTNHqqjYeXl5UmhoqOTq6iolJSUZuxhmc/z4ccnNzU3zV61aNQmAZG9vr/X68ePHS2y7aNEiCYAEQGrYsKEUGBgo2draSgCktm3bSrm5uUZ9v4rk5ORo4snJyTH5duZmijiVUvanWcJxyM/Pl9zc3KQhQ4ZIBQUFZa73+PFjqX379pK9vb104cIFzesFBQVS69atJUdHRyklJcVkccq9X2OTq/xdunTRLH/2r0uXLkaLw1jxWso+TcGUcSqhH7Ck8stF5PwvZinnAms6FzIHiEgfycnJev3t379fCgsLk/bv36/zNnJQSt9iKedBSeJ4UC6WkgOijYV4XWw5RC57MZH7AZ4HlBOnJTLWsVPUNww9PDwQFxeH1157DQ4ODlCr1XB1dcX69euxZ88ezbcOAwICDH6P/Px8DBgwAL/++iv++9//ws/Pz1jhm11+fj7u3r2r+Sv+7ceHDx9qvZ6fn19i26lTp2Lfvn3o1q0b7t+/j4sXL8LHxweffPIJfvrpp1J/0L0y70dkKWxtbdG9e3cAKPc3RJcuXYr4+Hh89NFHWr9xWqVKFWzevFnIRw8o0dGjRyFJUql/R48elTs8kgn7ARId2wARkW6ys7Nx5MgRZGdnyx0KGRnPhWITrf55XUxUkmj9AFExRU0YAoCvry92796N7OxsZGdn45dffkFERARyc3OhVqthY2ODFi1aGLTvwsJCDB48GIcOHcL//d//oU2bNkaO3rxCQ0PLPOE//RcaGlrq9t27d8eBAwdw7949/P3330hKSsKMGTNgb29vkvcjshR9+vQp9zc6k5OTMWvWLISEhGDy5MkllvPRA0TKx36ARMc2QEREouO5UGysfyJiP0Aiku+H8owsKSkJkiTBx8en1G+/xcTEAAAuXLig9W9PT0+0bt0aAPD+++/jhx9+wL///W84Ojrif//7n2b7Jk2aoFatWqYuBhFZgDfeeKPc5b6+vnjw4EG560yfPh3Tp083ZlhEZEbsB0h0bANERCQ6ngvFxvonIvYDJCLFfcOwLOfOnQNQ9uNI33jjDbzxxhv44YcftP69Zs0azTr//e9/AQCffvop2rVrp/W3Z88eE5eAiMgyvPLKK2jZsiUCAwPRqVMnJCQklLrexo0b4e3tjSZNmmD06NGaxw0fPXoU1apVQ2BgoOav+BHFZPkePHiAPn36wMfHBwEBAejWrRtSUlJKXXfRokXw8/NDYGAgQkJCcPLkSc0ylUoFf39/TQ7ExcWZqwhEREREJKOYmBi88847Oo8piYiIiMgyCDNhWNbjMTdv3qxZR61Wl7neiBEjzFAKsjT63Djft28fWrdujZYtWyIkJARnzpzRWv7w4UOMHz8e3t7e8Pf3x5AhQ8xRBCK9bd26FWfPnkViYiImTZpUav939epVzJo1C3FxcUhJScGtW7ewYcMGzfKmTZsiMTFR81etWjUzloAqKyIiApcuXcKZM2fQu3dvjBo1qsQ6iYmJWLt2LU6ePInExESMHz8e48eP11onLi5OkwOdOnUyV/hkZBMmTICnpydUKhUSExPLXG/v3r0ICgpCYGAgWrRogcjISM0yT09PNG3aVDOBHB0dbYbIiQx35coVtG/fHj4+PggODkZSUlKJde7evav14RgfHx/Y2trizz//1Fpv06ZNUKlU2Llzp+Y1tgki61CnTh1MmzYNderUkTsUi7Jjxw706dNHpzElWT5d74tU5rxIRERElkGYCUMiQ+lykXPv3j0MHjwYkZGROHv2LBYvXozBgwdrrfPvf/8bKpUKly9fxrlz57BkyRJzFYFILzVr1tT8//3796FSqUqsExMTg/DwcNStWxcqlQpjx45FVFSUGaMkU3FwcEDPnj019R4SEgK1Wl1iPZVKhfz8fOTm5gIAsrKy4OHhYc5QyUwGDBiA48ePo2HDhmWuI0kShgwZgs2bNyMxMRG7d+/GmDFjkJ2drVknOjpaM4E8cOBAc4ROZLAxY8YgIiICly9fxrRp00r98Iybm5vWh2MiIiLQo0cPuLq6atZRq9X48ssvERISUmJ7tgki5XN3d8eIESPg7u4udyhmUzzmc3NzQ2BgIHx9fWFvb6+5Ts7Pz8eJEyfQs2dPncaUpAy63Bep7HmRSMkq6huJrB3bgPWwmgnDw4cPQ5IkvPbaa3KHQlZE1xvnqampcHNzQ/PmzQEAnTp1QlpaGk6fPg0AyM3NxcaNG/HJJ59o9lW3bl3zFILIAMOGDUP9+vUxa9YsfPPNNyWWp6WlaU0eeHp6Ii0tTfPv1NRUBAUFITg4GGvXrjVLzGQaK1euLPVHvgMCAvDBBx+gUaNG8PDwwPLly0v8iPfLL7+MgIAATJo0STOxSMrTuXNnnSaDVSoVsrKyAAB//fUX3NzcYG9vb+LoiIzvjz/+wK+//qp5GkT//v1x/fr1Ch+lt3HjRowcOVLz78LCQowaNQqrV69mWyCyUvfv38e+fftw//59uUMxm5o1a+Ltt9/GxIkTkZiYiBUrViAkJARfffUVAODIkSNo3749qlatqrVdWWNKsny63hd5Fs+LJJKK+kYia8c2YD2sZsKQyBzKusjx9vbG3bt3ER8fDwCIjY1Fdna2ZhCdmpoKV1dXLFiwAK1bt0anTp1w6NAhc4ZOpJctW7bg+vXrmD9/PqZNm6bXtkFBQUhPT8fp06exY8cOrFu3Dlu3bjVRpGRKCxYsQEpKChYuXFhi2dWrV7F9+3akpKQgPT0dH3zwgdY3ZK5du4bffvsN8fHxuH37NqZMmWLO0MnMVCoVoqOj0a9fPzRs2BAdO3ZEZGQk7OzsNOsMGzYM/v7+GDlyJG7fvi1jtETlu379Op5//nnY2toCKMrvBg0aaH0w5lnx8fG4d+8eXn/9dc1ry5YtQ4cOHfDiiy+Wug3bBJHyFY+B0tPT5Q7FaNq1awd3d/dS/65fvw6g6NH0rVq1AgD89ttvmv8HgJ07d6Jv375a+yxvTEnKo8vkryHnRSJLVtm+kUjp2AbEYSt3AERyateuHa5cuVLqsoSEBNSvX1/z7+KLnNIm+lxcXBATE4Pp06cjJycH7dq1g5+fn+ZGU0FBAa5duwY/Pz98+umnSEhIQLdu3ZCUlMTfuyCLNnz4cIwdOxZ3796Fm5ub5vUGDRogNTVV82+1Wo0GDRoAAGrUqKF53cPDA2+99Rbi4uLw5ptvmi9wqrQlS5Zg+/bt+PHHH+Ho6Fhi+bZt2+Dv748XXngBAPDOO+/gH//4Bx49egQ7OztNPjg5OeG9995DRESEWeMn3ehzHixPQUEB5s+fj+3bt6Nz5844deoUwsPDce7cObi7u+PYsWNo0KAB8vPz8eGHH2L48OHYu3evMYtCpLOK8t4QGzduxLBhwzRjv/Pnz2Pbtm04duzY/2PvzqOjKNP+/386QBITEISwKOuwBMKWsBqRLY4IIiCgCCoijoCgPDwKCl9ABFxAFJDNDWEAHx2MAjoBHAUUBMERZiCgLEKQEINBZZUkEBJSvz/yS0PI1p10d3V3vV/n9DnQVdW57qrrvqqq766qAuenTwDwVt99912x81z/hWCfPn0k5dyi/Msvv9Rrr71mn7e4Y0qYz1Xfi1zL2f0i4O1KUxsBf0AfsA4GDGFpjhQ7ybGTnJiYGMXExEiSMjIyVKNGDTVt2lRSzuBKQECA/bmGrVq10l/+8hf98MMPDBjCq5w7d07p6en2QaDPPvtMVapUyfPcCSnn9mwdO3bUtGnTVL16db3zzjsaNGiQJCklJUXVq1dXQECALly4oHXr1uW5FQ2839y5c7Vy5Upt2rQpzzMtr1W/fn0tW7ZMqampKl++vNatW6fw8HAFBgbq7NmzCgoKUkhIiLKzsxUbG8svy7yUo/vB4sTHx+vXX39V586dJUnt2rVTrVq17D+QyR1ALleunJ5++mmFh4e75O8CJVFc3gcFBSklJUVZWVkqW7asDMNQUlKSPY+vl5qaqo8//li7du2yv7dt2zYlJiaqUaNGkqSTJ09qxIgRSklJ0ahRo+gTAHzWiRMnZLPZVLNmTUnSvn37NHnyZEnSzp07FRERofLly0ty7JgS5nPl9yJSyfaLgK8rqjYCVkAf8B/ckhQoRu5JzsaNG4s8yUlJSbH/+6WXXtIdd9yhhg0bSpLCwsL017/+VV9++aWknFv5HTt2TBEREW6NHXDW+fPn1bdvX7Vo0UKRkZFatGiR1q1bJ5vNpmHDhikuLk5SzmDR9OnTdfvtt6thw4aqWrWqnnjiCUlXrzyLjIxUdHS0unXrpscee8zMZsEJycnJGjdunM6dO6eYmBhFRUXp1ltvlSS98MILeueddyRJ/fr1U58+fdS2bVtFRkZq/vz5+sc//iFJOnTokKKjoxUZGakWLVro9OnTmjdvnllNggfUrl1bKSkpOnjwoCQpISFBR48eVePGjZWWlmZ/tqEkrVy5kgFkeLVq1aqpdevW+uCDDyTl7Ndq1aplP667XmxsrCIjI9WkSRP7e6NGjVJKSooSExOVmJio6OhoLV68WKNGjaJPAPBpe/bsyVOzKlWqZH9m+aeffqq+fftKKvqYEr7H0e9FJOf3i4A/KKo2AlZAH/AfXGEIFCH3JKd+/fr2qweDgoL0/fffS5KGDRumPn36qE+fPnrhhRe0bds2ZWVl6bbbbtPSpUvzfNY777yjxx9/XBMmTFBAQIDeffdd+68uAG9Rt25d7dy5s8Bp1z+oePjw4Ro+fHi++UaPHq3Ro0e7JT64X61atWQYRoHTXnzxRfu/bTabZs6cWeCzaG677Tbt27fPbTHCs5544gmtX79eJ0+eVPfu3VWhQgUlJCRIyrsfXLx4sR544AEFBAQoOztbixYtUp06dfTzzz/rvvvu05UrV2QYhurXr6/333/f5FYBRXv33Xc1dOhQzZgxQzfeeKOWLVtmn3Zt3ks5t10raH9YmN9++40+AfiJ4OBgRUREKDg42OxQPKZXr155nkt37VVka9eu1ebNmyUVfUwJ3+LM9yKS8/tFwB8UVRsBK6AP+A8GDIEiFHeSc+0AynvvvVfkZ9WvX99+8gQAgK949913C5127X7wwQcf1IMPPphvnvr165f4uXCAWRo3blzoLdqu/wHNjh07iv28LVu22P9NnwD8R4MGDbRmzRqzw/Aa+/fvNzsEuIEz34tIzu8XAQCA92DAEJaRlpZmdgiF8ubY/Ik3r2dPxGb19sO717OnYvPWdWD19kveHZs/8eb17O7YvLntuXwhRgC+zZvrDOdEHA+SA94bmz/x5vXszbH5E29dz+wHvDs2q2DAEJZRvXp1s0OAyayeA1ZvP8gBiXVg9fbD2jlg5bYDcI8DBw5o0KBB+uijj9S0aVOzw3GI1Wuh1dsvsQ6s3n6QAyAHrN5+FC3A7AAAAAAAAAB8jWEYyszM5Fl9AAAA8AtcYQi/FhISotTUVLPDcEpISIjZIfgVq+eA1dsPciD383xpHVi9/RJ1wNWsnAO+2PZc9AMAruKLtZBzIo4HyQGOA1yJHICv5QD7AfqAWRgwhF+z2WwKDQ01OwyYyOo5YPX2gxyQWAdWbz+snQNWbjsA5LJ6LbR6+yXWgdXbD3IA5IDV2w/HcUtSAAAAAAAAAAAAwMIYMAQAoBhbtmyRzWYr9FW2LBfsAwAAWE2DBg0UFxenBg0amB0KALgd58UA4P+o5AAAOOjBBx9Uz549870fEMDvbwAAAKwmODhYjRo1MjsMAPAozosBwH8xYAgAgINat26twYMHu+WzDcPwuQdQAwAAWNmJEyf09ttva9SoUapZs6bZ4QCAR3BeDAD+i59+AADgYqtXr1bXrl1VqVIlhYSEqHHjxhozZowuX74s6eqtXJYvX64333xTTZs2VXBwsObPn29y5AAAAHDUuXPntHr1ap07d87sUADA63BeDAC+hysMAQBwUHp6uk6dOpXv/cDAQN14442SpMmTJ2vGjBlq2rSpnnnmGd188806evSoVq9erRdffFGBgYH25ebNm6fTp09r+PDhqlGjhqpWreqxtgAAAAAA4CzOiwHAfzFgCACAg6ZOnaqpU6fme/+ee+7RunXrtHPnTs2YMUMxMTH6/PPPFRwcbJ/n1VdfzbdcUlKSDh06pGrVqkmS0tLS3Bc8AAAAAAClxHkxAPgvBgwBAHDQiBEjNGDAgHzv5/4C8sMPP5QkzZw5M89JkSTZbLZ8yw0ZMsR+UgQAAAAAgLfjvBgA/BcDhgAAOKhRo0a68847C51+5MgR2Ww2RUZGOvR54eHhrgoNAAAAHhYWFqbhw4crLCzM7FAAwGM4LwYA/xVgdgAAAPgTm81W4K8mCxISEuLmaAAAAOAuNptNgYGBDh/7AYBVcF4MAL6JAUMAAFwkPDxc2dnZ2rt3r9mhAAAAwM3++OMPvfnmm/rjjz/MDgUAvAbnxQDguxgwBADARR566CFJ0qRJk3T58uV80w3D8HRIAAAAAAB4DOfFAOC7eIYhAAAO2r17tz744IMCp/Xt21ft27fXhAkTNGvWLLVu3VoDBw5UjRo1dOzYMa1atUo7d+5UpUqVPBs0AAAAAAAuwnkxAPgvBgwBAHDQypUrtXLlygKnHTlyRA0bNtSrr76qyMhILVq0SK+99pqys7NVu3Zt9ezZk2czAAAAAAB8GufFAOC/GDAEAKAYXbt2deq2KQ8++KAefPBBl30eAAAAvE/FihXVu3dvVaxY0exQAMDtOC8GAP/HgCEAAAAAAICTatWqpddee83sMAAAAACXCDA7AAAAAAAAAF+TkZGh48ePKyMjw+xQAAAAgFJjwBAAAAAAAMBJCQkJ6tGjhxISEswOBQAAACg1bkkKAIAfMwxD6enpZofhlJCQENlsNpd9nq+tA6u3X3L9OrA6q+eA1dsPAFavg1Zvv8Q6AOgD8LUcYD/AsYBZNYABQwAA/Fh6errKly9vdhhOSU1NVWhoqMs+z9fWgdXbL7l+HVid1XPA6u0HAKvXQau3X2IdAPQB+FoOsB/gWMCsGsAtSQEAAAAAAAAAAAAL4wpDAAAs4rfffvPaXyimpaWpevXqbv873roOrN5+yXPrwOqsngNWbz8AWL0OWr39EusAoA/AW3OA/QDHAt5QAxgwBADAIkJDQ732oMhTrL4OrN5+kANWbz8A12rWrJkOHjxodhhOsXodtHr7JdYBQB+A1XOA9lu7/cXhlqQAAAAAAAAAAACAhTFgCAAAAAAA4KRjx45p0KBBOnbsmNmhAAAAAKXGgCEAAAAAAICT0tPTtXfvXqWnp5sdCgAAAFBqDBgCAAAAAAAAAAAAFsaAIQAAyGfLli2y2Wx5XuXLl1fr1q31xhtvKCsry+wQ4UZsf4B+AMDaqIEgBwBYHXUQVsyBsmYHAAAAvNeDDz6onj17yjAMnTx5Uu+//77Gjh2rgwcPavHixWaHBzdj+wP0AwDWRg0EOQDA6qiDsFIOMGAIAAAK1bp1aw0ePNj+/yeffFJNmjTRkiVL9Morr6hq1aomRgd3Y/sD9AMAhatZs6ZmzZqlmjVrmh2K21ADQQ4AsDrqIKyUA9ySFAAAOCw0NFTR0dEyDENHjx41OxyPu/5WFKV5+SKrb3/QByT6AYCrKlWqpD59+qhSpUpmh+Ix1ED2heQArM7qNQDUQfqAf+cAA4Z+LDExUUuXLtXIkSPVpk0bBQYGymazaejQoQ4tv2HDBvXo0UNVqlRRSEiIWrRooZkzZ+ry5cv55jUMQ9u3b9eECRPUoUMHVa5cWeXKlVP16tXVq1cvxcXFubh1AACz5B4MVa5c2eRIPCspKUlz586VYRguefkqq25/0AeuRT8AIElnzpzRhx9+qDNnzpgdikdZuQayL8xh5RyAtVEDkMuqdZA+cJW/5gC3JPVj8+bN0/z580u07Jw5c/Tss89KkurWras6deroxx9/1KRJk7Ru3Tpt2rRJN9xwg33+r7/+WnfeeaeknF8ZNGjQQPXr11dCQoLWr1+v9evX629/+5uWLFni078eAACrSU9P16lTp+z3aX/nnXe0Z88etW/fXuHh4WaH51Fr165V7969zQ7Do9j+uJYV+4BEPwBQuJSUFL388suKioryuy+LclED87LivpAcAK6yYg0AdfBaVu0DVsoBrjD0Y2FhYerZs6emTp2qtWvX6sknn3RouZ07d+q5556TzWbT8uXLlZiYqD179ujQoUNq2LChduzYoYkTJ+ZZxjAM1a9fXwsXLtTvv/+uI0eO6D//+Y9Onz6tN954QzabTX//+9/19ttvu6OpAAA3mTp1qqpWrapq1aqpZcuWeuutt9S/f3/985//NDs0jzty5IgaNmxodhgexfbHtazYByT6AQBrowbmZcV9ITkAXGXFGgDq4LWs2geslAMMGPqx559/XuvXr9e0adPUq1cv3XTTTQ4t99JLL8kwDD322GN69NFH7e83aNBAS5culSS9/fbb+v333+3T2rdvr0OHDmn06NEKCwuzv1+mTBk9/fTTGjFihCRp8eLFrmgaALhEdna23njjDTVp0kTBwcGqXbu2xo0bp7S0NLND8xojRozQxo0b9fnnn2vWrFmqXLmykpOTFRwcbJ9n27ZtKl++fL5XYGCgypQpY2L0rpOamqoKFSqYHYbHsf2Ry6p9QKIfALA2auBVVt0XkgP+j/Nix1i1BoA6mMvKfcBKOeCzA4anTp3S+PHj1bBhQ/vO7H//93+Vlpamxx9/XDabTYsWLTI7TKeZfe/eCxcuaMOGDZKk4cOH55veuXNnhYeH6/Lly3meS3jjjTeqXLlyhX5u9+7dJUk//fSTiyMGgJJ75plnNHbsWDVt2lQLFy7UgAEDtGDBAvXu3VvZ2dlmh+cVGjVqpDvvvFN33323xo8fr7Vr12rXrl0aOXKkfZ5OnTopNTU1z+vw4cMKCwvTSy+9ZGL0rrNx40bdddddZofhcWx/5LJqH5DoBwCsjRp4lVX3heSA/+O82DFWrQGgDuaych+wUg745IBhfHy8WrRooddff10nT55U06ZNlZmZqQULFmjgwIE6ePCgJCkqKsrcQCV17dpVNptNiYmJxc67b98+tWrVSgkJCe4PrBB79uzR5cuXFRQUpLZt2xY4T8eOHSVJ//73vx3+3EuXLkmSQkJCSh8kALjA/v37tXDhQvXv319r1qzR8OHDNXfuXM2dO1ebN2/WRx99ZHaIXqlDhw565JFHFBsbqx07dhQ4T0ZGhvr376+OHTtq0qRJHo7QPbZv364OHTrkeW/SpEn2W25fzzAMde3aVUFBQfrxxx89FabbWXX7gz5wLfoBgFyhoaG6/fbbFRoaanYoHmPlGsi+MIeVc8AfcV7sOGoAclm1DtIHrvLnHPC5AcNTp06pd+/eOnnypMaNG6eUlBTt3r1bJ0+e1KxZs7R+/Xrt2rVLNptNLVu2NDtcpyxbtkx79+5VTEyMfv75Z1NiOHz4sCSpbt26Klu2bIHzNGjQIM+8joiNjZWUM9IOAN5g5cqVMgxDTz/9dJ73hw8frpCQEH3wwQfmBOYDpkyZojJlyuiFF14ocPrIkSN16dIlLV++3LOBuUl2drYMw8h3C4lp06apefPmGjt2rJKTk/NMmzdvnr755htNnz5dzZs392S4bme17Q/6QEHoBwAkqV69elqyZInq1atndigeZcUayL4wLyvmgL/ivNgx1ABcz2p1kD6Qn7/mgM8NGI4ZM0bJyckaPXq0Zs+enee+uePHj1dkZKSysrJUr1493XjjjSZG6rw5c+bokUceUXJysmJiYhy6KtHVzp49K0lFPu8wd1ruvMX5/PPP7Q8AHT9+fCkjBADX2LVrlwICAtS+ffs87wcHBysqKkq7du0yKTLv17BhQw0aNEhfffWVtm3blmfaggULtG7dOn322Wd+c1X5zp078+WJJAUGBmrFihX226Hn+umnnzR58mTdeuuteu655zwZqkdYbfuDPlAQ+gEASbpy5YpSU1N15coVs0PxKCvWQPaFeVkxB/wV58WOoQbgelarg/SB/Pw1B3xqwPDgwYOKjY1VWFiYZs6cWeA8bdq0kSRFRkba38sdYGzfvr2CgoJks9kKXNbR+UoiOTlZiYmJRb6SkpI0bdo03XHHHUpKSlJMTIySkpJcFoMjcm8dGhgYWOg8QUFBkqSLFy8W+3lHjx7VI488IilnsPf6y5YBwCy//vqrwsLC7DXtWjVr1tSpU6d0+fJlEyLzDZMnT1ZAQECeX1Jt3rxZEyZM0CeffOKzv7TfunWrsrKy8rz3xRdfqEePHgXO37p1a02cOFEbNmzQ4sWLdeXKFQ0ZMkSGYWjFihU+9WBrZ/jr9gd9wBn0AwCHDh1Su3btdOjQIbND8Th/roHsCx3jzzlgJZwX50cNgKP8tQ7SBxznjzlQ8D0nvdTKlSuVnZ2thx9+WOXLly9wnhtuuEFS3gHDhIQErV69Wu3atVNgYKC2b99e4LKOzlcSJbkVZ2JiogYPHqytW7e6LI7iBAcHS1KRBwMZGRmSrq7rwpw8eVI9evTQmTNndNddd2n27NkuibFRo0YKCPCpsW5T+PqDqdnOcIWi+kF6enqBJ0XS1VqYnp5e5A8o3MlVfaCktaBr164yDKPQ6REREXl+TZ+YmKgHHnhAr7/+urp27Vqiv5nL1f3f0XUQGxurYcOGKS4uTjExMfb3z58/r4oVKxa63JQpUxQXF6dnn31W8fHx2rlzp+bMmaPGjRuXKF6z2n8tM7e/ZH7+ewNX5oGv9QHJnPZfz5/qIADHDB061Kn5U1JSJOXcVWfPnj0OLWPGbamsfCwgOdd+b9kXcjzIvtBVitv2nBfn5S01QOKcSDL/nMCfzges3Acka5wTXtvGjh07Onxsej2fGjD8+uuvJSlPsl4v91651w4Ydu7c2X4gP23atEIHAh2dryRatGjh8M719OnT9tuRRkREuCwGRzhyu1FHbluaO0iYkJCg22+/XZ9++qnKlSvnkhhztxH8G9sZ7hYSEqLff/+9wGm5V1ubedsAX+oD6enp6tu3r/r06aPRo0eX+vPMavvAgQOVkJCQ58A4KSlJdevWLXK5cuXKacWKFWrXrp3efvttdezYMd8zQJzhS9tecv32l3xvHbiDGevAW/qA5Hs54C91ELC69PR0p+bPPWa8dOmSw8ueOHHC6bi8nT8dC3jLvtDX9gP+lANWw3lxXt5SAyT6gORb68BfzgfoAyXnTTnw22+/lXhZnxowPH78uCQVmqBZWVn2Qb5rBwwdHYl15y+X4uLiHLoENTk5WV26dJGU00Hfeustt8VUkPDwcEk56zorK0tly+ZPkaNHj+aZ93p//vmnevTooR9++EGtW7fW+vXrXXpwcfPNN/MrMwdkZ2f7XGG9FtsZrlBUP7jlllt04MABZWRk5PtF5YkTJxQWFmbarygl1/UBT9SC1atXa+/evTp8+LBiY2PzTT9w4IDq1Knj8Oe5uv87sw769eunPn366I033pAkrV27Vr179y52uYoVKyooKEiZmZnq2bNnqeI3s/0l4ertL/lW/ruLK/PA1/qAZF77S8rb6yAAxzh73pp79U1wcLDDy9asWdPpuErLyscCkvPt94Z9IceD7Atdpbhtz3lxft5QAyTOiSTfOifw9vMBK/cByRrnhNe2sXr16g4vl4/hQ2666SZDkrFjx44Cp3/wwQeGJKNChQpGdnZ2gfNMnTrVcKTZjs5XnC5duhiSjGPHjhU7b3JystGwYUNDknH//fcbmZmZpf7715o8ebIhyXj00UcLnefPP/80AgMDDUnGd999V+A84eHhhiRj8eLF+aalpaUZnTp1MiQZERERxh9//OGS2FNTUw1JhiQjNTXVJZ/p73xxnflizPBuReVUbk3cunVrnvcvXrxohISEGD169PBkqIZhuKcP+Eq/cmeczn52w4YNjR9//NEwDMN4+umni50/Ozvb6Nq1qxEYGGhEREQYISEhRkJCgltj9JbPdiUr538ud8XrC32gJHGa/bmu5itxAv7s4MGDTr1WrVplSDJWrVrl8DJm8JX64k37AY4HzeErcfqS4tYp58UF86fjYV/rV960L/A0b9oP+FMfcOfnulpp4nRVG33qpzo1atSQJO3evTvftJSUFD333HOSpJYtW8pms3k0NleYPn26EhIS1K9fP61cubLAq/vcrUKFCurWrZsk6b333ss3fevWrTp8+LACAwN177335pl2+fJl9evXT9u2bVODBg20adMmhYWFeSRuAHDWwIEDZbPZNG/evDzvv/fee0pPT9fDDz9sTmAwXe/evRUXF6fU1FRVqFCh2PkXLlyoLVu2aOrUqfrkk0+UlZWlv/3tb0Xe5x7wZvQBAHBMeHi4tm/fXujdd+C72BfCKjgvLhg1AFZHH7AunxowvPPOOyVJs2bN0uHDh+3v79q1SzExMTp16pQkKSoqyozwCtSlSxfdd999Cg0NLXbe+fPna/r06YqNjTVlsDDX888/L5vNpmXLlmnFihX2948eParHH39ckvTEE0+oWrVq9mlXrlzRQw89pA0bNqhWrVratGmTbrnlFo/HDgCOatGihZ566imtWbNG/fv315IlSzRu3DiNHTtWXbp00UMPPWR2iDBJ7oHxhg0b7D+iKcyRI0c0ceJEtWvXThMmTFCzZs00bdo0bd26VQsXLvRQxIBr0QcAwDHlypVT5cqVVa5cObNDgYuxL4RVcF5cMGoArI4+YF0+NWA4fvx4ValSRb/88ouaNWumFi1aqFGjRmrfvr3q16+vO+64Q1Le5xeabfr06Vq1apWqVq1a7Lw33HCDXnjhBZedbGzfvl1hYWH219y5cyVJH330UZ73c5/7mCs6OlqvvvqqDMPQ0KFDVa9ePbVq1UpNmjRRQkKCbr31Vr366qt5lvn444+1evVqSVJgYKAGDx6sjh07Fvg6efKkS9oHAKU1b948zZ49W/v379dTTz2ljz76SP/zP/+jdevW8bwMC+vUqZOOHDmiTz/9VB06dCh0vuzsbA0dOlRXrlzRihUrVKZMGUk5xytt27bVxIkT7c/9BXwJfQAAHJOUlKQnn3xSSUlJZocCF2NfCCvhvDg/agCsjj5gXT5V9WvVqqVt27bpnnvuUXBwsBITE1W5cmW9++67Wr9+vf2qQ28aMDRTZmamTp8+bX9dvHhRkpSRkZHn/czMzHzLjh8/Xl988YW6deum8+fP69ChQwoPD9crr7yib775Jt8D3TMyMuz//vnnn7V9+/ZCX5cuXXJvwwHAQWXKlNG4ceP0008/KSMjQydOnNDcuXNVvnx5s0ODicqWLavu3btLkv1gtyBz5szRjh079OKLLyoiIsL+fpkyZbR8+XJuwQGfRR8AAMdcuHBBmzdv1oULF8wOBS7GvhBWwnlxftQAWB19wLp8asBQkiIiIrRu3TpduHBBFy5c0Pfff68RI0YoLS1NiYmJCggIUPPmzc0O0yt07dpVhmEU++ratWuBy3fv3l0bNmzQ2bNndfHiRe3fv1+TJk1SUFBQvnmHDh3q0N8yDEP16tVzb8MBACilvn375ntW77UOHjyoKVOmKDo6WuPGjcs3nVtwwNfRBwAAVse+ELA2agCsjj5gTeY9KM/F9u/fL8MwFB4enu/qN0latWqVJOnAgQN5/l+vXj21bdvW6fkAAID/GjBgQJHTIyIiir1ifuLEiZo4caIrwwI8hj4AALA69oWAtVEDYHX0AWvyuSsMC/PDDz9IKvx2pAMGDNCAAQP0ySef5Pn/okWLSjQfAABWt2rVKo0aNUqXLl1S3759FR4ersjISHXr1k0JCQlmhwcXGTNmjOrVqyebzab4+PgSzXf69GlFRUXZX+Hh4SpbtqzOnDnj3uABN6MOAkB+q1at0mOPPUZd9BOO7uMcPd5btmyZbDabPvvsMw+1AABKx5lj/c8//1ytW7dWVFSUmjdvrhUrVjg0Df7HV4+HLDNgWNjtMZcvX16i+QAAsLpPP/1Uffv2lSSNGDFCP/30k/bu3at7771Xw4YNMzc4uMz999+vb7/9VnXr1i3xfFWqVFF8fLz9NWLECN19992qXLmyu8IGPII6CFhb9erVNWHCBFWvXt3sULxKbm2kLvoPR7alI8d7iYmJeu+99xQdHe3J8AGg1Bypg4ZhaPDgwVq+fLni4+O1bt06PfHEE7pw4UKR0+CffPV4yDIDhgAAwDnnzp1TrVq1VKVKFUVFRSkiIkJBQUEaNmyYMjMztX37dt1xxx0KDg5Wz549ZbPZJEnR0dFKTEw0N3i4TOfOnVWrVi2XzSdJS5cu1eOPP17a0AC3ow4CKEpYWJiGDh2qsLAws0PxmKLqoiR7bezZsyd10U+UdB93/fFedna2hg0bpoULFyooKMhd4QKAyzlTB202m86dOydJ+vPPP1WlShV7zStqGnyLPx8P+c0zDL/++muzQwAAwK9UqlRJDz30kCpUqKApU6boyy+/1IwZM7RkyRJt2LBBHTp0ULly5fItN3/+/CIfjA1r27Fjh86ePatevXqZHQpQLOoggKKcP39e3333nW677TZVrFjR7HA8oqi6KEmbN28usDZSF/2HI9uyoOO9uXPn6vbbb1ebNm3cHSIAuFVhddBmsyk2Nlb9+/dXaGiozp49qzVr1igwMFCSipwG3+LPx0N+M2AIAABcLz4+XmPGjJEk/fe//1WrVq0kSZ999pn69euXb/4ZM2YoISFBX331lUfjRMncdtttOnLkSIHT9uzZo9q1a7v8by5dulRDhgxR2bIchsI3UAcBFCY5OVnPPPOMVq1a5TcDho4cGxRWF6WCayN10bs5czzo6La8/njvxx9/1OrVq7V161bXBQ4ALuKqOpiVlaWXX35Za9asUefOnbVr1y716dNHP/zwgypVqlToNCvdqcBXWPl4iG9qAABAoeLj4+0HPf/973/Vp08fGYahL7/8Uq+99lqeeWfPnq01a9Zo06ZNCgkJMSNcOOm7777z6N9LTU3Vxx9/rF27dnn07wKlQR0EYCWOHBsUVBclFVgbqYvez9HjQUe3ZUHHe9u2bVNiYqIaNWokSTp58qRGjBihlJQUjRo1qnQNAIBSclUdjI+P16+//qrOnTtLktq1a6datWppz549uummmwqd1q1bN9c1Bi5h5eMhv3mGIQAAcK0TJ07IZrOpZs2akqR9+/apRYsW2rlzpyIiIlS+fHn7vHPnztXKlSu1ceNGVapUyaSI4e1iY2MVGRmpJk2amB0K4BDqIADkVVhdlJSvNlIX/Ycz27Kg471Ro0YpJSVFiYmJSkxMVHR0tBYvXsxgIQCf4UgdrF27tlJSUnTw4EFJUkJCgo4eParGjRsXOQ2+x5+Ph7jCEAAAFGjPnj15bqlQqVIlvfXWWwoLC1Pfvn3t7ycnJ2vcuHGqX7++YmJiJElBQUH6/vvvPR0y3OCJJ57Q+vXrdfLkSXXv3l0VKlRQQkKCJGnYsGHq06eP+vTpU+R8uZYuXarhw4eb0QygRKiDAJBXYXVxyZIl+vTTT+21kbroP4rbltceD0oc7wHwP87UwcWLF+uBBx5QQECAsrOztWjRItWpU0eSipwG3+LPx0M2wzAMs4MAipOWlmYflU9NTVVoaKjJEXk/X1xnvhgzvJuv5ZQ74nXHZzZr1kybN29WtWrVSv1Zudy5rXwhD6zefsl38t+d3BWvr6wHX2q/r9VBAI45dOiQU/MfPXpUzz33nF5//XU1aNDAoWXMuMreU/WltLXRl/YD7sDxoO/E6Ut8cZ1a+bzAym3PZeV9AfsB/9j+pTkeKk2crmojVxgCAACn7N+/3+wQAMBU1EEAktSgQQOtWbPG7DC8BrURAABYna8fDzFgCACwhLS0NLNDKJa7Y/TmdeCp2Lx1HVi9/ZJ3x+ZPvHk9eyI2q7cfALy51rAf4HjQm2PzB76yfjkvhrt563pmP8CxgDfExoAhAMASqlevbnYIpmMdsA6s3n6QA1ZvPwDXOnDggAYNGqSPPvpITZs2NTsch1i9Dlq9/RLrwMrY9jlYD7B6DtB+a7e/OAFmBwAAAAAAAOBrDMNQZmamDMMwOxQAAACg1LjCEADgt0JCQpSammp2GCUSEhLiss/xtXXgqrZf+3m+tA6s3n7J9evA6qyeA1ZvPwBYvQ5avf25n2f1dWBVvrjtr8V5MVzF13KA/QDHAmbVAAYMAQB+y2azKTQ01OwwTMU6YB1Yvf0gB6zefgCweh20evsl1oGVse1zsB5g9Ryg/dZuvzO4JSkAAAAAAAA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Fq1mzpmbNmqWaNWuaHYrbUANADgAAYB0MGAIAABSidevWGjx4sP3/Tz75pJo0aaIlS5bolVdeUdWqVU2MzvNsNpvLPsswDJd9FtyHPpCXFfsAOQAUrlKlSurTp4/ZYbgVNSA/q+0LyIG8rLb9AQDWwi1J/VhiYqKWLl2qkSNHqk2bNgoMDJTNZtPQoUMdWn7Dhg3q0aOHqlSpopCQELVo0UIzZ87U5cuXHY7hvffes9+6omvXriVrCAAAXiI0NFTR0dEyDENHjx41OxyPSkpK0ty5c2UYhkte8E30AfqAlXMAuN6ZM2f04Ycf6syZM2aH4jFWrwHsC6ydA2x/AIC/4wpDPzZv3jzNnz+/RMvOmTNHzz77rCSpbt26qlOnjn788UdNmjRJ69at06ZNm3TDDTcU+RknT57U+PHjS/T3AQDwVrlfjFSuXNnkSDxr7dq16t27t9lhwAvQB2DVHACul5KSopdffllRUVGW6g9WrgHsC3JYNQfY/gAAf8cVhn4sLCxMPXv21NSpU7V27Vo9+eSTDi23c+dOPffcc7LZbFq+fLkSExO1Z88eHTp0SA0bNtSOHTs0ceLEYj/nf/7nf/Tnn3+qV69epW0KAACmSE9P16lTp/THH3/ohx9+0FNPPaU9e/aoffv2Cg8PNzs8jzpy5IgaNmxodhjwMPrAVVbtA+QAYG3UgLysuC8gB66y4vYHAFgLA4Z+7Pnnn9f69es1bdo09erVSzfddJNDy7300ksyDEOPPfaYHn30Ufv7DRo00NKlSyVJb7/9tn7//fdCPyMuLk6rVq3SU089pTZt2pSuIQAAt8nOztYbb7yhJk2aKDg4WLVr19a4ceOUlpZmdmheYerUqapataqqVaumli1b6q233lL//v31z3/+0+zQPCo1NVUVKlQwOwyYgD6Qw8p9gBwArI0acJVV9wXkQA6rbn8r4JwYAK7y+wHDU6dOafz48WrYsKG96P/v//6v0tLS9Pjjj8tms2nRokVmh2ln9j3ML1y4oA0bNkiShg8fnm96586dFR4ersuXLysuLq7Qz3jqqad0yy236OWXX3ZrvACA0nnmmWc0duxYNW3aVAsXLtSAAQO0YMEC9e7dW9nZ2WaHZ7oRI0Zo48aN+vzzzzVr1ixVrlxZycnJCg4Ots+zbds2lS9fPt8rMDBQZcqUMTF619m4caPuuusus8OACegDOazcB8gBwNqoAVdZdV9ADuSw6va3As6JAeAqvx4wjI+PV4sWLfT666/r5MmTatq0qTIzM7VgwQINHDhQBw8elCRFRUW5LYauXbvKZrMpMTGx2Hn37dunVq1aKSEhwW3xFGfPnj26fPmygoKC1LZt2wLn6dixoyTp3//+d4HTJ06cqOTkZM2bN0833nij22IFAJTO/v37tXDhQvXv319r1qzR8OHDNXfuXM2dO1ebN2/WRx99ZHaIpmvUqJHuvPNO3X333Ro/frzWrl2rXbt2aeTIkfZ5OnXqpNTU1Dyvw4cPKywsTC+99JKJ0bvO9u3b1aFDhzzvTZo0STabTX//+9/zzW8Yhrp27aqgoCD9+OOPngoTbkAfyGHlPkAOAIULDQ3V7bffrtDQULNDcRtqwFVW3ReQAzmsuv39HefEAJCX3w4Ynjp1Sr1799bJkyc1btw4paSkaPfu3Tp58qRmzZql9evXa9euXbLZbGrZsqXZ4UqSli1bpr179yomJkY///yzKTEcPnxYklS3bl2VLVu2wHkaNGiQZ95rfffdd3r77bd19913a8CAAe4LFABQaitXrpRhGHr66afzvD98+HCFhITogw8+MCcwL9ahQwc98sgjio2N1Y4dOwqcJyMjQ/3791fHjh01adIkD0foetnZ2TIMI9+vw6dNm6bmzZtr7NixSk5OzjNt3rx5+uabbzR9+nQ1b97ck+HCzegDV1m1D1gxB4DC1KtXT0uWLFG9evXMDsVjrFoD2BdcZcUcYPv7L86JASAvvx0wHDNmjJKTkzV69GjNnj07z33Gx48fr8jISGVlZalevXpecxXcnDlz9Mgjjyg5OVkxMTEOXZXoamfPnpWkIp93mDstd95cmZmZGj58uIKCgrzqNq8AgILt2rVLAQEBat++fZ73g4ODFRUVpV27dpkUmXebMmWKypQpoxdeeKHA6SNHjtSlS5e0fPlyzwbmJjt37syXI5IUGBioFStW2G/znuunn37S5MmTdeutt+q5557zZKjwEPpADiv3AavlAFCYK1euKDU1VVeuXDE7FI+yYg1gX5CX1XKA7e+/OCcGgLz8csDw4MGDio2NVVhYmGbOnFngPG3atJEkRUZG5nl/06ZNio6OVnBwsKpVq6aRI0fq/PnzpY4pOTlZiYmJRb6SkpI0bdo03XHHHUpKSlJMTIySkpJK/bedcenSJUk5Bz2FCQoKkiRdvHgxz/uvvvqq9u/fr+eff17169d3X5AAAJf49ddfFRYWZq/r16pZs6ZOnTqly5cvmxCZd2vYsKEGDRqkr776Stu2bcszbcGCBVq3bp0+++wzhYSEmBRhyW3dulVZWVl53vviiy/Uo0ePAudv3bq1Jk6cqA0bNmjx4sW6cuWKhgwZIsMwtGLFCr95Zg3yog9cZdU+4M85ADjj0KFDateunQ4dOmR2KB7l7zWAfUHx/DkH2P7WwjkxAORV8D0nfdzKlSuVnZ2thx9+WOXLly9wnhtuuEFS3gHDb775Rj169NC9996rqVOnKjk5WRMnTtRPP/2kr7/+WjabrcQxderUyellEhMTNXjwYG3durXEf9dZuQ+tLmpnmJGRIenqOpRyfj31yiuvKCIiwu2/nmrUqJECAvxyrNulfP3BzGxnoPSKqwPp6ekFnhhJV/cH6enpRf6IxF1cWQPcUQ8nT56slStX6oUXXtDmzZslSZs3b9aECRP0r3/9q1S3JnN1/XO0/bGxsRo2bJji4uIUExNjf//8+fOqWLFioctNmTJFcXFxevbZZxUfH6+dO3dqzpw5aty4cYljdtU68OV9oZX7gGRO+/2xD0ju6we+VAcBRw0dOtSp+VNSUiRJn3/+ufbs2ePQMmZcccV+wPH2e8u+wKzjQWf4Yw54y/aX2Be6UlHb35vPiSXX5AHnRIA1XNvXO3bs6PCx6fX8csDw66+/lqQ8O/fr5d5b/NoBwxdffFGNGjXSJ598Yi9GVapU0X333af169erV69eJY6pRYsWDu9cTp8+bb8daURERIn/ZkkUdrvRaxV029JRo0YpIyND77zzjsqVK+fWGHNPyuDf2M6A+4WEhOj3338vcFruFedm/SrY7BrQtWtXGYZR6PSIiIg8tx9LTEzUAw88oNdff11du3Yt1d82q+0DBw5UQkJCni9IkpKSVLdu3SKXK1eunFasWKF27drp7bffVseOHfM9A8RZZm9/b2D2OjCzD0jmtJ8+kJcV6yCQnp7u1Py5x0uXLl1yeNkTJ044HZcZrLgfkLxnX+ANddCKOeAt21/yjhywAm8+J5bIA6u3Hyip3377rcTL+uWA4fHjxyWp0B16VlaWtm/fLinvgOH333+vxx57LM8vF+666y5J0meffVaqAcO4uDiHfl2VnJysLl26SMo5UHnrrbdK/DdLIjw8XFLOOszKylLZsvlT5OjRo3nmlaTdu3crICBADzzwQL75U1NTJUk7duxQjRo1JEmHDx8u8bMjb775Zn5d4oDs7Gyf3rGynYHSK64O3HLLLTpw4IAyMjLy/aryxIkTCgsLM+2XlK6sAe6uh+np6erbt6/69Omj0aNHl/rzXF3/nGl/v3791KdPH73xxhuSpLVr16p3797FLlexYkUFBQUpMzNTPXv2LHX8rloHvrwvtHIfkMxrv7/1Ackz/cDb6yDgKGe/FM69+iQ4ONjhZWvWrOl0XKXFfsC59nvDvsDM48GS8Kcc8IbtL7EvdKWitr83nxNLrskDzokAa7i2r1evXr3En+OXA4ZpaWmS8j9jL1dsbKxOnTqlChUq6C9/+Yv9/TJlyuTbCZQrV042m0379+93X8D/vxMnTigmJkY///yz7r//fn3wwQcev9d5q1atFBgYqIyMDP3nP/9RdHR0vnm+/fZbSdKtt96a5/3s7OwiR68zMzPt00tzOfyRI0cUGhpa4uWtIi0trdBb8voCtjNQesXVgXbt2mnDhg3auXNnnltnX7p0SfHx8ercubMnwiyQK2uAu+vh6tWrtXfvXh0+fFixsbH5ph84cEB16tRx+PNcXf+caX/Tpk3txz3NmjVTQkKCGjRoUOQyhmHoscce0+XLlxUREaGXX35ZDzzwQLHLFcVV68CX94VW7gOSee33tz4geaYfeHsdBBzl7LMI9+/fr7///e/q2bOnmjVr5tAyL7/8cklCKxX2A8613xv2BWYeD5aEP+WAN2x/iX2hKxW1/b35nFhyTR5wTgRYw7V9PXf8piT8cog+9yq23bt355uWkpJif8Zey5Yt8zyXMDw8XN9//32e+Xft2iXDMHTmzBk3Rpxj+vTpSkhIUL9+/bRy5coCr+5ztwoVKqhbt26SpPfeey/f9K1bt+rw4cMKDAzUvffea3//3LlzMgyjwNfUqVMlSV26dLG/V6lSJY+0BwBQuIEDB8pms2nevHl53n/vvfeUnp6uhx9+2JzAfMwjjzwiwzCUnp6u1NTUfC9nvxwxW+/evRUXF6fU1FRVqFCh2PkXLlyoLVu2aOrUqfrkk0+UlZWlv/3tb0Xewgr+hT5AH/C3HAAcFR4eru3bt+e5+44V+WMNYF/gHH/LAba/dXBODAB5+eWA4Z133ilJmjVrlg4fPmx/f9euXYqJidGpU6ckSVFRUXmWGzNmjLZv366XX35Zp06dUnx8vJ588kmVKVOmxJc/d+nSRffdd59Dv4aYP3++pk+frtjYWFMGC3M9//zzstlsWrZsmVasWGF//+jRo3r88cclSU888YSqVatmVogAABdo0aKFnnrqKa1Zs0b9+/fXkiVLNG7cOI0dO1Z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NzS3w3oYNG3TXXXcVOX27du00YcIEbdy4UYsWLdKlS5f0yCOPyDAMLV++vNAvUP0JOXCZVXPAX+sfAABnHD58WNHR0Tp8+LDZoXicPx8LcDzoGH/NAerfWrg2BAAFVTI7AGesWLFCeXl5GjBggKpWrVrkNFWqVJFUsMMwKSlJq1evVnR0tAICArR9+/Yi512wYIH+97//FXhv/fr1mj59uu65555yxd65c2en50lOTtbAgQO1devWcn23JwQFBdn/P2rUKFWuXLnA58HBwfrzn/+sKVOmaMOGDZo5c2aZv6tZs2aqUMGn+rphkpIeTp2VlVXkAaF0JZ+zsrIUEBDglthK46o8L+sDumNjY2UYRrGfR0REFPgldXJysvr27atXXnlFsbGxZfrOfK7exh1dB/Hx8Ro6dKgSEhIUFxdnf//cuXOqXr16sfNNnjxZCQkJ+tvf/qbExETt3LlTs2bNUvPmzcscsyvXATngezlgVvmvZmb9S+zrAQDmGDx4sFPT54+089FHH2nPnj0OzWPGEI1WPxZwpvwcD15hxRzwlvqXOB52Ja4NAbCCq9u6Tp06OXxs+ns+1WH4+eefS1KBnfbv5Q93eXWHYZcuXewH8lOnTi22w7Bly5aF3nv++edVu3btYn9J5Kg2bdo4vHM5e/asfTjSiIiIcn2vp1x77bX2/xcXc/77x48fL9d35dclUB7BwcH66aefivzswoUL9mnM4kt5npWVpd69e6tXr14aNWpUuZdnVtn79eunpKSkAieHKSkpatiwYYnzVa5cWcuXL1d0dLRef/11derUqdDzD5zlS/UvkQOuzgGr17/ke+sAAOAfsrKynJo+/7zhwoULDs978uRJp+Pydv50LMDxYNn4Sw54S/1LvpcDvoprQwD80ZkzZ8o8r091GJ44cUKSit1R5+bm2jsDr+4wLOsvMX7++Wdt2LBBjz/+uCpVKt+qSkhIcGg4htTUVHXt2lXS5QOVBQsWlOt7PaVFixb2/xfXMZr/y5zyPt/h+uuv59c1cEheXl6xB1d/+MMfdPDgQWVnZxf6NdnJkycVGhpq2i/IJNfleUnrwFVWr16tvXv36siRI4qPjy/0+cGDB9WgQQOHl+fqbdyZdXDfffepV69emjNnjiRp7dq16tmzZ6nzVa9eXYGBgcrJyVGPHj3KHb8r1wE54Hs5YGb5y8LV9S+xrwcAmMPZi8L557hBQUEOz1uvXj2n4yovqx8LOFt+jged50854A31L3E87EpcGwJgBVe3dXXq1CnzcnyqwzD/OXm//fZbkZ/Hx8crLS1N1apV0w033FDu71uxYoVyc3M1aNCgci/LESdPnlRcXJy+//57PfDAA3rnnXd8ZqzzevXqqUGDBkpJSdH3339f5F2gx44dkySFhYWV67uOHj2qkJCQci0D1pCZmVns8MXR0dHauHGjdu7cWWDI4AsXLigxMVFdunTxVJhFclWel7QOXGXQoEEubSddvY07sw5atmwpm82mAwcOqFWrVkpKSlKTJk1KnMcwDD322GO6ePGiIiIiNH36dPXt27fU+UriynVADvheDphZ/rJwdf1L7OsBAOZw9lmEBw4c0D//+U/16NFDrVq1cmie6dOnlyW0crH6sYCz5ed40Hn+lAPeUP8Sx8OuxLUhAFZwdVv35Zdflnk5PvUThbp160qSdu/eXeizU6dO6amnnpIktW3bVjabrdzf9/bbbysiIkLt27cv97IcMW3aNCUlJem+++7TihUryn1Xo6f17dtXkrR8+fJCnxmGYX9WQ7du3TwZFlCkfv36yWazae7cuQXef/PNN5WVlaUBAwaYExhM17NnTyUkJCgjI0PVqlUrdfr58+dry5YtmjJlilauXKnc3Fz96U9/KvF5H/Bu5AAAAHBEeHi4tm/frvDwcLNDgYtxPGht1L91cG0IAAryqQ7D2267TZI0Y8YMHTlyxP7+rl27FBcXp7S0NElSVFRUub/r8OHD+vrrr8v9C6muXbvq/vvvd+jXIPPmzdO0adMUHx/vc52FkvTUU0/pmmuu0bZt2/Tcc8/Zhx7Nzc3V+PHjtXfvXgUGBurJJ580OVLg8nNF//KXv2jNmjXq06ePFi9erLFjx2rMmDHq2rWrHn74YbNDhEnyTw43btyo22+/vcRpjx49qgkTJig6Olrjx49Xq1atNHXqVG3dulXz58/3UMRwNXIAAAA4onLlyqpZs6YqV65sdihwMY4HrY36tw6uDQFAQTbDh37ukpqaqqioKJ09e1aVKlVSixYtdOHCBSUlJal79+7Ky8vTJ598okWLFmnYsGFFLmPq1KmaNm1aqb/ymTRpkl588UUlJyc7Pc66t9i+fbvuvfde+99ZWVn67bffFBgYWOBW/H//+9+69dZbyz2fJH388ce67777lJ2drdq1a+uGG27QsWPH7HW2dOlSDRw40OmyXH1LbUZGBrfjwyGl5c2lS5c0d+5cLVq0SMnJyQoNDVW/fv307LPPun0Ix7LE6y3LdAd3xunssnNzc1W3bl11795dy5YtK3Zo6Ly8PHXu3FnffPON9uzZo4iICEmX8yomJkYHDx7Uvn37HB6Gxl3rgBzwjRzwpvKbxVfiBAD4L2eHJE1JSdFLL72kv//97w5fN2jRokVZQisXX9nHetPxMMeD5vCWHPC3c0Kr49oQACtwVdvhU3cYhoWFadu2bbr77rsVFBSk5ORk1axZUwsXLtT69evtdx1GRkaW63sMw9C7776r2NhYn+0slKScnBydPXvW/sp/9mN2dnaB93NyclwynyR1795de/bs0cCBA1WpUiXt2bNHlSpVUt++ffXVV1+VqbMQcJeKFStq7Nix+u6775Sdna2TJ09q9uzZphwQwntUqlRJd955pySV+BzZWbNmaceOHXr22WftJ4b58yxbtoxhaHwYOQAAABxx/vx5bd68WefPnzc7FLgYx4PWRv1bC9eGAOAKnxv3MiIiQuvWrSv0fkZGhpKTk1WhQgW1bt26XN+xdetWnThxQlOmTCnXcswWGxtbpoOSss6XLyIiQm+//XaZ5wcAs/Xu3bvEZ+EeOnRIkydPVkxMjMaOHVvo8/xhaCZOnKj58+dr9OjR7gwXbkAOAAAAWBvHg9ZG/QMArMjnOgyLc+DAARmGofDwcAUHBxf6fNWqVZKkgwcPFvi7UaNGat++fYFp3377bVWpUkUPPPCAm6MGAHijBx98sMTPIyIidOHChRKnmTBhgiZMmODKsOBB5AAAAIC1cTxobdQ/AMCKfGpI0pLs379fUvHDkT744IN68MEHtXLlygJ/v/baawWmu3DhglatWqXevXurWrVq7g0aAP6fvXuPs7Hc/z/+XmOYaWYcYoSvcchhGKeZJjTkNEqFHLIT5ZCcOmy7XWxsSlRSItFpxyZ02FKoJFupiChsDHIoI2OMjIyMzEzGjLl/f/jNYprTmpm11r3Wul/Px2M9mHUf1ue67s993dd9X+u+lxdbsWKFHn74YV24cEF9+/ZVeHi4IiMj1a1bN8XHx5sdHpzo0UcfVf369WWz2RQXF1eq+c6cOaOoqCj7Kzw8XP7+/vrtt99cGzxcinYAAABroy9gDY6eD6xbt06tW7dWq1atFBMToz179tincT4AAIDns8yAoWEYBb6WLFmSZ77AwEClpqbqP//5j6tDBgCv9tFHH6lv376SpNGjR+vHH3/Unj171KdPH40cOdLc4OBUd999t7799lvVq1ev1PNVq1ZNcXFx9tfo0aPVvXt3Va1a1VVhww1oBwAAVlajRg1NnDhRNWrUMDsU09AXsAZHzgfOnj2rQYMGaenSpdq7d69mzZqlQYMG2adzPgAAgOezzIAhAKBkUlNTFRYWpmrVqikqKkoREREKCAjQyJEjlZWVpS1btqhr164KDAxUjx497L/vEBMTo4SEBHODh1N16tRJYWFhTptPkhYtWqQRI0aUNTS4GO0AAACFCw0N1bBhwxQaGmp2KC5DXwCSY/38I0eOqFq1amrevLkkqWPHjkpMTNSuXbsKnJ/zAQAAPI/PDBh+/fXXMgxDPXv2NDsUAPAJVapU0X333afHHntMcXFxmjt3rmJiYrRw4UJt2LBB7du3V/ny5fMtN2/ePPXp08eEiOEttm7dqrNnz+rOO+80OxQUg3YAAIDCnTt3TuvWrdO5c+fMDsVl6AvAUY0bN9aZM2e0detWSdLq1at1/vz5AgeOOR8AAMAz+ZsdAADAc8XFxenRRx+VJO3cuVM33HCDJOnjjz/WXXfdlW/+GTNmKD4+Xl999ZVb40TptWvXTocPHy5w2u7du1WnTh2nf+aiRYs0dOhQ+fvTDfEGtAMAABQsKSlJjz/+uFasWKHKlSubHY7L0Bfwbc46H6hcubJWrFihSZMmKS0tTe3atVOzZs0K7PNzPgAAgGfiyAwAKFRcXJz9gsDOnTvVu3dvGYahzz//XC+++GKeeWfPnq1Vq1bpyy+/VFBQkBnhohS+++47t35eWlqaPvjgA+3YscOtn4vSox0AAMDa6Av4NmeeD8TGxio2NlaSlJmZqZo1a6pZs2Z55uF8AAAAz+UzjyQFADjXiRMnZLPZVLt2bUnS3r171bJlS23fvl0REREKCQmxzztnzhwtW7ZM69evV5UqVUyKGN5g+fLlioyMVNOmTc0OBQ6gHQAAwNroC6AkTp48af//s88+q65du6pRo0Z55uF8AAAAz8WAIQCgQLt377Z/k1i6/Pslb7zxhj766CP17dvX/n5SUpLGjRun1NRUxcbGKioqSjfddJMJEcNVHnzwQYWFhSkpKUm33357npP+kSNHavXq1cXOl2vRokUaMWKE22JH2dAOAABgbfQFIDl+PvDUU0+padOmatSokY4dO6ZFixblWxfnAwAAeC4eSQoAKNCdd96Z50focx8Z07x5c23YsMH+flhYmAzDcHt8cJ/58+cXOm3hwoUOzZdr69atTokJ7kE7AABA4QIDAxUREaHAwECzQ3EZ+gK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1b95c69ev19mzZ3X27Fl98803iouLU2ZmplJSUlSpUqUy/2Ze3759JUmfffaZc1lubq42bNigDh06mBK/O8XExBTZ0K/8i4mJMeV1eZYtWybDMPT++++7vpAu0q9fP2d7KMzBgwc1adIkRUdHa8yYMQXWt2zZUlOmTNGmTZs0b948V4YKwAUYA0AbAOyNMQB2Rx8AwDgAu6MPALAjh1FBvuLwzTffKDo6Ws2aNdN3331XYP2qVaskSf/617+0cuVKrVy5UpLUpEkTtW/fXpJkGIa6deumAwcO6OWXX1ajRo20cOFCrVmzRhs2bNAtt9zivgIhn8zMTAUHB0uSMjIySvSbkOV5nbu5Ms7S7PvcuXO67777dODAAVWpUkV169bVm2++qbCwsALbTp8+XUuWLFFubq6aNWumRYsWqUaNGpIkh8OhVq1aOb+FNW/ePN10002mxFga3nL887giXm+pA0/pA1ayez+wexvwlPKXdB44fPiw7rnnHl28eFE5OTlq3ry5FixYoJo1ayolJUXXX3+9Wrdu7dx+9erVuv76602Ls6S84dhfiTqwdx0wD9i7/HnoA94zF0pcE7kCfcD6PmAlOx//PHauA/qA58wFJZ0L9+7dq8cff1w///yzfH191bFjR73++uuqUqWKJOmXX37RE088oe3bt6ty5crq3bu3/v73v5sWJ1AS3taurM6DeN0dhkXZu3evpKIfRzpgwAANGDDAmSjM+/9rr73m3MbhcGjdunW6++67NWHCBPXp00dHjhzRxx9/TLIQthEXF6fvv/9eu3fvVt++fTVixIgC22zYsEGLFi3S119/rQMHDqhdu3aaOHFivm0SEhKUmJioxMTEq14Yw7OdO3dO/fr1U3h4uCIiItS9e3clJycXuu3tt9+uNm3aKDIyUjfddJN27dqVb32TJk3UrFkzRUZGKjIyUitWrHBHEWCCUaNGqUmTJnI4HEpMTCx0m+LaSnHtA56jJPPAH/7wB23evFmJiYnat2+f/vCHP2jKlCnO9VWrVnXOAYmJicUmC+FZkpKS1KVLF4WHh6tDhw7av39/odsVNzZ8+umnat++vdq0aaPo6Gjt3r3bue78+fN64okn1LRpU7Vu3VqDBw92VXFQTiU9Fzh9+rRzjo+MjFR4eLh8fX313//+VxLHHN6FayJcqTTXRHkWLVokh8OhtWvX5ltekvNqwBOVtO0Wt93HH3+sqKgoRUZGqlWrVs6fNYLnKclcGBAQoNdee03fffeddu/erczMTE2bNs25fvjw4Wrbtq1++OEH7d+/X08++aQbSwCgLGyTMCzqsZqLFy/Ot12NGjU0f/58nTp1SufPn9e2bducz6wGKrqAgAD16NFDDodDkhQdHa2UlJQC2+3evVtdu3ZV1apVJUk9evTQe++9585Q4UYlOUmULt3BvWfPHiUmJmr06NEaNmxYgW1WrFjh/NBk4MCBLo4cZrnnnnu0efNmNW7c+KrbXa2tlKR9wHolnQf8/f2d3xq9ePGiMjMzna+B93v44YcVFxenH374QePGjSuyv15tbPjll180aNAgLVmyRHv27NH06dM1aNAg5/q//vWvcjgc+uGHH7R3717NmDHDVcWBCUpyLlC7du18XxSIi4vTnXfeqVq1aknimMN7cE2EwpT0mkiSUlJS9NZbbyk6OrrAupKeVwOepqRt92rbGYahwYMHa/HixUpMTNT69ev18MMP6+zZs64KG2VU0rmwadOmatOmjaRLv9vYoUMH53bJycnasWOHRo8e7dy+fv36Lo8dQPnYJmEIoPTmzp1b6PPa27Vrp88//1wnTpyQYRhatmyZzp496/wGuSTdeuutioiI0OjRo5WZmenOsGGikp4kSnI+fkmS/ve//5E8qEBuvvlmhYaGXnWb4toK7cM7FTUPSNKFCxcUGRmpkJAQJSUl6fnnn3euy8zMVIcOHRQVFaUXXnhBFy9edFfIKKeff/5ZO3bscN79dffdd+vo0aOF3klxtbHh0KFDql27tlq2bClJuummm5SamqqdO3cqMzNTb7/9tl566SXnWMCHB56rNOcCV3r77bf10EMPSRLHHF6NayKUZhzMzc3ViBEjNG/ePPn7+xdYX5LzasATlbTtFredw+HQmTNnJEm//vqrateuXWhfgWe52nVhnszMTC1cuNC53YEDBxQaGqpHH31U7dq10+23386ThgAvUGEShl988YUMw1DPnj2tDgWoEKZOnark5GS9/PLLBdbFxsbq6aefVq9evRQdHa06depIknx9fSVJR44c0bfffqutW7fq1KlTGjt2rFtjh+sUd5I4dOhQNWzYUJMmTSr0G9ZDhw5V69at9dBDD+nUqVOuDBUWK6ytFNc+4FmuNg9Ikp+fnxITE3Xy5EndcMMNmj9/viSpQYMGOn78uLZv367PP/9cCQkJmjlzpjtDRzkcPXpUDRo0cM7pDodDjRo1Umpqaqn207RpU50+fVpbt26VJK1bt05nz55VSkqKDh06pFq1amnq1Klq3769brrpJm3cuNH0ssA1SvKB0datW/XLL7+oV69eksQxh9fimgiFudo4OGvWLN14441q166dm6MCPJ/D4dCKFSvUv39/NW7cWF27dtWSJUvk5+dndWi4iuKuC6VLXyYdOHCgbr/9dt11112SpJycHG3btk333Xefvv32Wz311FPq1auXsrOz3RU6gDKoMAlDAOaZMWOG1qxZo08++USBgYGFbvPYY49px44d+uabbxQTE6PQ0FBVq1ZNktSoUSNJUlBQkB577DElJCS4LXaUTufOnRUSElLo39GjR/NtW5KTxHfffVdHjx7Viy++qHHjxuVbt2nTJu3Zs0c7d+5USEiIHnzwQZeUCaVTmjZQUkW1lau1D3iWkswDefz8/PSnP/3JmQT29/dX3bp1JUm1atXS8OHDmQc8iCv6fGGqV6+uVatWafz48WrXrp0+++wztWjRQr6+vsrJydGRI0fUokUL7dixQ6+++qoGDhyokydPmvb+KDmzzwWkS3cXDh061Jk44ZjDG3FNZB9mjYP79u3T6tWr9eyzz7ordMAU7jo/zMnJ0Ysvvqg1a9boyJEj2rhxo4YMGaL09HTT3gPmKslcmJ2drYEDB6pBgwaaO3euc3mjRo10zTXXKDY2VpJ055136sKFCzpy5IhbYgdQNr5WBwDAs8yaNUvLly/X559/nu8Rgr+XlpamBg0aKCsrS88995yeeeYZSZd+s8jf31+BgYHKzc3VihUr1LZtWzdFj9L6+uuvS7Rd3kni559/XmzyQJIefPBBPfLIIzp9+rRq164t6fKHJpUrV9aTTz6p8PDwsgcO05S0DZRUSdpKYe0DnqMk88CRI0dUp04d51i/cuVK529X/Pzzz6pZs6YqV66s8+fPa82aNcwDHqS4Pu/v76+0tDTl5OTI19dXhmEoNTXVOYaXRmxsrPMDgvPnz6t+/fpq0aKFatSooUqVKjl/07Bt27a69tprtXfvXnXu3Ln0hUK5mH0ukJGRoX/961/avn27c1mjRo2KPOb16tUrXwEAF+CayF7MGgcTEhKUkpKipk2bSpJOnDihuLg4paWl6dFHHzU1ZsBMZl8TFiUxMVE//fSTbr75ZklShw4dFBoaql27dql79+5uiQElV5K5MCcnR/fdd59q1aqlBQsW5PvpkXbt2qlatWras2eP2rRpo23btskwDDVs2NBNJQBQFtxhCMDp2LFjGjNmjM6cOaPY2FhFRkaqU6dOkqTnnntO//jHP5zb3n777WrZsqUiIiLUtWtXPfHEE5Kk7777TtHR0YqIiFDr1q11+vRpzZkzx4riwCR5J4kbNmwo8iTxzJkz+umnn5z/X7t2rWrXrq1atWpJuvQs+7zfKZCk5cuX86FJBVRUWymufcBzlHQe2LNnj6Kjo9WmTRu1adNGp06d0quvvipJ2rx5s9q2bauIiAhFRUWpfv36mjhxomVlQunUrVtXUVFRWrp0qSRp9erVCg0NVVhYWKn3lZaW5vz33/72N91yyy0KCwtTSEiIbr31Vv373/+WJB0+fFiHDx9W8+bNzSkETFeSc4E8K1asUEREhG644QbnMo45vAnXRChMScbBRx99VGlpaUpJSVFKSoqio6O1YMECkoXA/9ewYUOlpaXp4MGDkqTk5GQdOnRIzZo1szgy/F5J58IVK1ZozZo12rFjh9q2bavIyEg9/vjjki49gnbJkiUaOXKk2rRpo8cff1yrV6/mNysBT2cAXiAjI8OQZEgyMjIyXP46d3NlnN5QB66K0RvKfiVXxFvefR49etSQZFx33XVGRESEERERYXTs2NG5/qGHHjI++OADIyUlxejQoYPRqlUro02bNsatt95q7Nq1y7ndoUOHjMjISKN169ZGq1atjD59+hiHDx82Lc6r8ZZ24Mn9IC4uzrjmmmsMHx8fo27dusb111/vXJfXBq7WVoprH2bFWRRvaAN2L79heOYY6G6eUgffffedER0dbTRt2tRo166dsWfPHue6vD5vGFcfGwzDMEaMGGE0a9bMuP76643Bgwcbv/zyi3PdoUOHjJiYGOe4sGrVqjLHWxxvaQeeOg+U9FwgT+fOnY133nmnwH6KOuZmxVkUbzn+eegD9p0L6QOXeGIfKO04mKdbt27G+++/n2/Z1eZOu/cBw/DM4+9unloHJbkmLG47wzCMf/7zn85zgVatWhnLli0zNc6ieEs7sPtc4C1xwrt4W7uyOg/CI0kBAEUKDQ2VYRhFrl+4cKHz39u2bStyu+uuu067du0yNTa4z/z584tcd2UbKKqtNG7c+KrtA4BnadasWZGPprqyz19tbJCkt956q8h11113nb788suyBQi3Ks25gCRt3bq10O045gC8VWnHwTzx8fEFlhU3dwKeqqTXhMW18fvvv1/333+/aXEBAMzFI0kBAAAAAAAAAAAAG+MOQ9hGZmam1SEUyV2xeWodeGpcFY0n17Pd+4DkntjsXn53vk9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"text/plain": [ - "
" + "
" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -224,17 +224,9 @@ "source": [ "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", "\n", - "pm = generate_preset_pass_manager(optimization_level=2, backend=backend)\n", + "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", "trans_qaoa = pm.run(qaoa)\n", - "trans_qaoa.draw('mpl', style='bw')" - ] - }, - { - "cell_type": "markdown", - "id": "2c73da07-7029-46b7-8e08-8477c5649fe7", - "metadata": {}, - "source": [ - "### Optimize" + "trans_qaoa.draw('mpl', style='bw', idle_wires=False)" ] }, { @@ -242,12 +234,12 @@ "id": "7e550cd0-fc38-4cb3-9f87-dd7661459051", "metadata": {}, "source": [ - "Let us first obtain the 2-qubit depth of the transpiled circuit." + "We note the 2-qubit depth of the transpiled circuit" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "9a60f2c8-4d56-442d-a6fc-f05ce9d9fe64", "metadata": {}, "outputs": [ @@ -257,7 +249,7 @@ "24" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -268,193 +260,259 @@ }, { "cell_type": "markdown", - "id": "c77a2f74-9eff-424e-a705-a57f165acd7e", + "id": "c9c90b9f-29d4-46f3-bca5-8bc0b5e39204", "metadata": {}, "source": [ - "In general, $\\lambda \\in \\mathbb{Z}$, and the most default values of $\\lambda$ used for ZNE are $\\{1,3,5\\}$. However, we note that the above circuit has a 2-qubit depth of 24. Therefore, folding it with $\\lambda = 5$ will create a circuit with 2-qubit depth of 120. The signal obtained from such a deep circuit may not be reliable enough for faithful extrapolation. Therefore, we shift to partial folding, where $\\lambda \\in \\mathbb{R}$. In particular, we shall use $\\lambda = \\{1,1.2,1.4\\}$.\n", - "\n", - "$\\lambda = 1.2$ implies that 2 out of 10 gates are selected randomly for folding. Below we show an example of this using the prototype-zne package. Note that for the rest of the notebook, we shall use Qiskit Runtime to incorporate ZNE. This is simply for better visualization." + "#### Expand observables to match the transpiled circuit layout" + ] + }, + { + "cell_type": "markdown", + "id": "faaa4550-0eb2-4e7b-b879-85b5aed56be6", + "metadata": {}, + "source": [ + "For this notebook the observable that we consider is the average of all weight-1 Z type observables." ] }, { "cell_type": "code", - "execution_count": 9, - "id": "748a5faa-6bf9-44c7-b5e9-e7a3fd68be97", + "execution_count": 8, + "id": "0da348ff-9da8-47e7-9bf5-1a4904c183ce", "metadata": {}, "outputs": [ { "data": { - "image/png": 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jJ0Rsv/T0dD3++OO6fv26Tcvt3r1bQUFBOnv2rFq1apWvZWbOnKkHH3xQLVu2tCdUU1y7dk3nz5+3vp/kv//9r/bu3atWrVqpdu3aZofnEH/88YdGjx5t0zL2bH9JeuKJJ3Tw4EGVLVvW1jABACbwhOMg8i8hIcHjjuHsA5nRB4puH/jPf/6jbdu22bSMPdcEv/zyi6ZPn65p06bZE6YpPKEPGIahUaNG6cKFCzYtZ08f+Oijj9SnTx917drVnlABAACciicr4VYCAwMVHh6uqVOnau3atXrooYfyXCYtLU0PPfSQTp06pXbt2ikmJkbR0dE6efKktmzZoqCgIH388cf68MMPXbAG+ffBBx9o69atNi8XFBSkkJAQBQUF5XuZtLQ0Pf744059gtPRpk2bpgoVKqhixYpq0qSJ5s6dq169eul///uf2aE5zDPPPGPzRak921+STp06pQkTJti0DNxPYmKiDh48qMjISKfefQ+4qxs3bujw4cOKjIzUsWPHCvXTQXnxhOMg8ufkyZOqVq2a2WG4HPvAX+gDRbcPnDx5UhMnTrR5OXuvCWbMmKFffvnF5vbM4gl9YOXKlVqxYoXNy9nbB4YPH27zDdMAAACuQLISbuWll17SN998o5dfflndunVTqVKl8lxm9erVOnTokHx9fbVkyRKFhIRYyzp06KC33npL0s2hMJ3xXkh7pKena9asWS5t88CBA1q/fr1L2yyIYcOGaf369Vq7dq3eeOMNBQQEKD4+XiVLlrTOs2XLFpUqVSrLx8fHR8WKFTMx+rzFxsZq6dKlLm3zk08+sTk5Cvewf/9+jRgxQkFBQWrUqJFCQ0NVrVo1tW7dWgsWLOAHBxR5x48f1wsvvKCQkBDVr19foaGhqlWrlurXr6933nlHCQkJZofocEX9OIj8++abb/TAAw+YHYbLsQ/8hT5QdPvA3LlzXXoel5aWZtdIRmbxhD7w5ptvurS9uLg4ffHFFy5tEwAAID9IVrrQ+fPn9eyzz6pmzZoqUaKEqlatqvHjx+v69esaOHCgLBaL5s+fb3aYNjP7qYaMIXNatmyZ7R3HDz74oLy8vHT69Glt2bLF1eFla8OGDfrtt99c3u7cuXNd3qa9atWqpS5duqhbt2569tln9e2332rnzp0aNWqUdZ677rpLiYmJmT5Hjx5VYGCg2w9v9MEHH7j8SdekpCR98sknLm0TBffGG2+oadOm+uCDD3T16tVMZbt379Zjjz2mdu3a6dSpUyZFCDjXsmXLVK9ePb3++utZbrg4cuSIxo4dq8aNGxeqJ0Xyo6gfB5F/x48fV/Xq1TNNmzhxoiwWiz7++ONsl7nvvvtUvHhxRUZGuiBC52Af+At9oGj2gRs3bpjyqpLPPvus0NzkU9T7QFRUlH7++WeXt1uYfhcAAACeg2Sli+zfv1+NGjXSrFmzFB8frwYNGig5OVmzZ8/WwIEDdeTIEUlS06ZNTY5UCgsLk8ViUUxMTJ7z7tmzR82bN9fx48edH1gOLl68KEmqUqVKtuW+vr4KDAyUJFMuBLKT048Kzvbtt9/qjz/+MKXtgmrbtq0GDhyoJUuWaMeOHdnOk5SUpN69e6tDhw52DafkKoZhmNYHzGoX9nnrrbf0/PPP5znfvn371KVLF126dMkFUQGus2rVKvXv31/Jycm5zhcXF6e7775bv//+u4sic72idBxE/l25ciXb9xROmTJFjRs31jPPPJNlWPD3339f69ev16RJk9SiRQtXhep0nroP0Af+UtT6wLfffqvz58+7vN3r169r2bJlLm/XEYpaHzDrRtKdO3cqOjralLYBAAByQrLSBc6fP6/w8HDFx8fr+eef19mzZxUZGan4+HhNmzZNX3/9taKiouTl5aVGjRqZHa5NPv/8c+3bt09hYWGmJSzLlSsnSTk+VZSUlGS9CMxICpstpwsrZ0tPT9fu3btNadsRXn75ZRUrVkwvv/xytuUjR47UjRs3tGDBAtcGZqO4uDidPn3alLYPHTpUaO6k9nQnTpzQs88+m+/5Dx8+rMmTJzsxIsC1rl27psceeyzfIzicO3dOo0ePdnJU5ioqx0Hk39q1a9WtW7cs0318fLRw4UJdv349037y+++/67nnnlPz5s01adIkV4frdJ64D9AHMitKfcCsa0Kz2y4o+kDhbxsAACA7JCtd4Omnn1ZsbKzGjRunmTNnZnoP46RJk1SvXj2lpqaqTp06md69UBjMmjVLw4YN08mTJ01LWLZu3VrSzac8T5w4kaV8xYoV1uE23eGpowsXLmQbp6vs2bPHtLYLqlatWurXr582bNiQZUjfd999V99++61WrlwpPz8/kyLMH7O3QWEeDsyTzJs3z+ahghctWqTExEQnRQS41tKlS20+bq9bt07Hjh1zUkTmKyrHQWQvu5uJIiIi1LJly2znz0hG/fDDD5ozZ47S09M1dOhQpaSkaOHChSpevLiTI3a9or4P0AfyVpT6gJnXBGZfjxREUekDKSkp2rdvn2ntR0REmNY2AABAdkhWOll0dLSWLVumihUrZvu+BIvFotDQUEmZh4CNi4vT008/rTvvvFN+fn45Dsu6ZcsW3XvvvQoODpavr69CQkLUt29fHTp0yCGxR0VF5frZt2+fRo8erQ4dOpiWsOzZs6dCQkKUlJSk/v37Ky4uzlq2bds2PfPMM9Z/X7t2zaWxZefAgQOmtr9//35T2y+oSZMmycvLK9MTZJs2bdILL7yg5cuXZ3mfjzuiDyAvhmHY9Q7jy5cva/ny5U6ICHA9e/YBwzBMef+XKxWF4yCyWrNmjWrVqpVp5IW0tDQVK1ZMFoslx+Uyhvl84YUXNHbsWG3ZssU6PGhRVVT3AfpA/hWVPmDmNUF0dLRSUlJMa7+gikIf+PXXX5WUlGRa+1wTAgAAd2Mx8ju2FuwyadIkvfbaaxo3bpxmzZqV7TzDhg3Txx9/rNdee00vvviiJGnz5s3q27evQkNDZRiGvvvuOx0/fjzLSff//vc/bdq0SXfeeacqVqyouLg4zZgxQ3Fxcfrll18UEhJic8xhYWH68ccfbV4uQ5cuXbR+/Xq7l7/V0KFDtXDhQk2aNEnTp0/Pcb7t27ere/fu+vPPP1WsWDHVqVNHV69e1cmTJ1WuXDl16tRJq1atUq9evbRixYp8t3/16lXrk7DBwcHy8ip4fv/69evW92z+3e7duxUUFJTr8kFBQfL29lZqaqrOnj2b43xnz55Vq1atsky/9R2ezpSenq4zZ85IkhITE+Xv7++UdmJiYtSqVSu98sorGjNmjM3LO2Mb5+XPP//M8em3vPpAfre/lHMfKF26tMqUKWNb0HCpW/cfW7F9i74zZ84oPT1dXl5eCg4ONjscp8lYT1uVLFlSt912mxMisp0rjoUFPQ5K5hwLC6Iw7QP57QMJCQkaPXq0OnbsqBEjRkiSfvzxRyUmJqpHjx65tvHLL78oNDRUycnJat26tX7++WcVK1Ys3zE6c/t7+j5gy/rTB+znzn0gNzm9xkRy3DVBTtcDkmvWk2vCnCUnJ+vcuXPZlrnidwFvb29VqlTJtqABAACyces5X7NmzbR371676vF2ZFDIauPGjZKkzp075zhPxpOAtz5Z2bFjR8XHx0uSFixYoO+++y7bZXv27KmePXtmmtayZUvVq1dPX331lf7v//7P7ti7d++e76FTDh8+rIMHD0qS7rnnHrvbtFe7du20d+9e/fvf/7YOAVeuXDkNGjRIU6dOtd5xmdcJf27sTRzYIigoKN8JZm9vb7uS0UlJSbleGBcm165dU69evdSzZ0+7f5i4lSu2cV7y2wfs3f6SdOXKFV25csWuZeH+2L6eIz09vcj8PXek69eve8z34ujjoOQex8L8Kkr7QLly5fToo49qzpw51kTVDz/8YL2RMTdlypSRr6+vkpOT1a1bN5uSVH9XmLa/VLT2AfqAfYpSH7iVK64J3GE9HcGTrwkl+/tAampqkTmGAgAA95GR07IHyUony3g3YU7DkCQlJWnnzp2SMicrC3InX8ZTc97eBdu8c+fOzdfwKREREerSpYskacqUKZowYUKB2rXXHXfcoXnz5mVbtnv3bknK8X0v+eGoOyxv3LihCxcuZFuW15Nykm13UGanRIkSCggIyF+wBVCQJ8Py66uvvtK+fft09OhRLVu2LEt5dHS0br/99nzX56q7aC9fvpxjMimvPmDrk5XZKVOmjEqXLp2/YGEKwzB05swZ2TP4QdmyZTO9GxlFT2F6qqwg4uPjlZqaavNy/v7+KleunOMDsoOzj4WOPg5KPFnpaLb0gXvuuUeDBw/WlStXVLp0ad24cUMlSpTIdRnDMPT444/rxo0batCggWbOnKl+/fqpfv36dsXrzKfqnMHd9wFb158+YDt37wO5OX36dI7neo66JsitrHLlyrkOMewIXBPmLLcnK13xu0Dx4sVVsWLF/AULAACQi1vP+Qo0coMBpypdurQhydi9e3e25fPnzzckGQEBATnW8cknnxiSjOPHj+c4T2pqqpGcnGwcO3bM6Nu3r1G5cmXj3LlzdsXcqVOnPNvLEBERYZQvX96QZEyZMsWu9nIzZMgQQ5IxadIku+v45ZdfDEmGt7e3cfr0aZuWTUxMNCQZkozExES7Y7jViRMnrHXa84mNjTUMwzBiY2PtWv65555zyHrkxRnfnTOYEefixYtN2/6SjP/9738uWU8UzOOPP27ztvX29jZOnTplduhwsipVqhiSjCpVqpgdilO99tprdv2N2759u9mhW3EsdI7CtA/Y+t327t3bWL58uREdHW18/PHHec7/3nvvGZKMqVOnGocPHzZKlChhtG7d2khNTXVajLYoLH3LWXHaUy99wBxmxNmyZUvTrgnuuOMOl6wj2z/3Nr28vEzrA0OGDHHJegIAgKLPUedS7n3bdBGQMezonj17spTFxsZah/Vp0qRJgdrp1KmTfHx8VLNmTUVEROiHH35wyXsJFy1apEu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2bLBxNACMsHHjxnJtt2PHDqWlpdk4GgBG4F6geO7wXKQ469atU/PmzQtNXXPlyhV5e3vLZDKVuF3BUJ+TJ0/WU089pejoaMsQoe7KHesA51/yMToAVNzmzZslSb169SpxnYIHs39NVrZt27bIei+//LLq1q1bbNdia/Tr16/Mby/Ex8fr4MGDkqTevXtXqNwCy5cvV05OjoKCgtS3b1+b7LNFixby8iK/D1RUbm5uict2796toKCgUrcvWB4UFKTTp0+XuN65c+fUuXPnIt//9ttvCg4OLmO05Zefn1+u7SIiIkpN5rZp06ZQIuLkyZMaPHiw5s6dW+rfA2XhqHYuPT29xGWOqAPLly936X+8nT171vJfR9RlR7DmxaKC41+3bp327t1b5u1cbQiYS5culWs7s9mshg0buvU9i6dfA1L5rgNXuwY8ndlsVk5OTrm2ffPNN5m70sU4og2QaAdczZ9//lnubVu2bClvb28bRgN7414Axbl48WK5tnv//ff11Vdf2Tia8inPsxEjn4tItn02Ys3x9+jRQ3379tXq1as1duxYSVeHAu7Zs2ep2/n4+GjJkiUKCwvTm2++qS5dumjSpEnljtnWz4ZcrQ4YdfzOcv4l63+Dvx5jeHi4Vfenf0Wy0g2cOnVKkkp8YyA7O1u7du2SVDhZ+Xfnz5/Xt99+q3HjxsnHp2JVY+HChWV6gyEmJkZ9+vSRdHVS2Oeee65C5RZYsmSJJOn++++32Q16wY0gAPsJCgoq84NnHx+fcj2kvnLlis6cOWP1ds7o8uXLGjhwoAYMGKDHH3+8wvtzhnbOEXUgMzPTLepAfn6+WxyHdLUul1VWVpblv9Zs5y6/VVk4w7XsCJ56DUjluw7c5bfCtWVkZCgjI8PoMGAFR7QBEu2AJzl37pzRIcBK3AvAltzl37xlYevnIpJx/56qVauWhg0bpgULFliSVVu2bNHzzz9/zW1r1KghX19f5eTkKDIyskLPw13t35Pu8mzMWc6/VLHfICkpqdzbkqx0AwX/EC24Ufm7jz76SJcuXVJAQIAaNGhQ4n6WL1+uvLw8jRgxwi5x/l1sbKxuu+02paamasaMGXrxxRdtst/Dhw9rz549kmw7BGz9+vXdupcC4Cj5+fkl/qVXln9UBwUFycfHR3l5eaWuX9KyypUrq27dumULtgJKO05b+fLLL7Vv3z4dPXpUK1asKLL80KFDatSoUZn356h2LjMzs8Q3RB1RB6pVq6aaNWuWLVgndPbsWeXn58vLy0v169c3OhybsGYuCT8/P8t/rdmutHsgZ5SVlaULFy5YvV2lSpV03XXX2SEi5+Hp14BUvuvA1a4BXH2ZtDy9K+vUqaMqVarYISLYiyPaAIl2wNVkZ2crOTnZ6u18fHx03XXXlTpkHJwP9wIoTnJysrKzs63ernbt2k4zX5+9n43Y+rmIZNtnI9Yef+/evTVy5EilpaWpevXqysrKslzvJTGbzXrooYeUlZWltm3bas6cORo6dKjatGlTrpht/WzI1eqAkcfvDOdfsv43+Osx1qtXr9zlmsxGThwGm2jZsqWOHTumt99+W48++mihZadPn1ZYWJjOnz+vXr16acuWLSXup3PnzsrIyNChQ4fKHUtERIR++OEHnThx4po9K5966im9/vrrNk1UStJzzz2nOXPmqFOnToqJianQvjIyMlStWjVJV4ct9Pf3t0WIgMe74YYbdPLkyXJte/r0aQUHBysxMVENGza0evvHH39cb775ZrnKtoartB9GxFnec1egonVgxYoVGjx4cLnLN1pwcLDOnDmjBg0auM38m/Hx8WVeNzc313Ljbs1k8a1bty5PaIbJz89X8+bNdeLECau2++CDD/Tggw/aKSrn4OnXgFS+68DVrgFIn3zyie6//36rtmnQoIFOnjxZ4ZFy4FiOaAMk2gFXYzabFRISYpk2p6zeeOMNPfHEE3aKCvbCvQCK88033+if//ynVdsEBgbq9OnT10xwOIqnPxspz34HDRqkoUOHqn379tq5c+c1/323YMECPf7445o5c6YGDx6s0NBQdejQQT/99FOZe9jZ8zy5Qh1wpuM34vyXJ05bbftXdBNzAwXDqM6ePVtHjx61fL9z507deuutSk1NlVT6ELDx8fHas2dPhXtVjh49WrNmzVLt2rWvue78+fO1atUqmyYq8/Pz9dFHH0mSHnjgAZvtF4BthYWFeWTZuKpBgwaG9vyiDri2SpUqqU6dOlY9nHVFXl5eeuqpp6zaJigoSEOGDLFPQHAqnnIdeLpBgwZZ/VLOk08+SaLSA9AGeAaTyaQJEyZYtU2dOnU0cuRIO0UEZ0I74Bn69++vFi1aWLXNuHHjnCZRifIZMGCAVq1apbVr1yoqKqrUdY8fP67JkycrLCxMzz//vFq1aqVZs2bp559/1ty5cx0UMWzJk88/yUo38Nxzz6l27do6ffq02rVrp5CQEDVv3lzdu3dXmzZtFB4eLqn0ZOWyZctkMpmsfnP370aMGKFp06aVaXg9Ly8vDRgwoELl/d2mTZt05swZVapUScOGDbPpvgHYzq233mpIuSaTSREREYaUjf/PZDIZVgcaN26spk2bGlI2bCMhIUHjxo1TQkKC0aHY3eOPP67hw4eXad1q1app9erVTjPcE+zLk64DT+br66vVq1eXeejye++9V88884ydo4IzoA3wHA8++KBl3qprqVKlilatWuXS0x2g7GgHPIO3t7e++eYbBQQElGn9/v37a/r06XaOCvYWFRWlDRs26Pfffy91GqP8/HyNGjVKeXl5WrJkieWFtQkTJqh79+6aMWNGhUZQhDE8+fyTrHQDjRo1UnR0tO644w75+fnp1KlTqlu3rhYtWqRVq1ZZhpIoKVlpNpv18ccfKyIiwuoxvJ3NkiVLJF39yzkwMNDgaACUZPjw4YYM+9CvX79rDlENx3jssccMKffRRx9l/h4Xl5aWpq1btyotLc3oUOzOy8tLixcv1jPPPFPqW/MtWrRQdHS0brrpJgdGByN50nXg6W688UZt27at1DlnfHx89OSTT+qTTz5xyNzTMB5tgOcwmUxauHChpk2bpsqVK5e4XpMmTbR161bLy+pwf7QDnqN169b66aef1KFDhxLX8fLy0pgxY7Ry5UpGWHADAQEBatu27TXn/ps/f762bdummTNnql27dpbvC/4d6eXlpVGjRunKlSv2Dhk25Mnnn3/JuIl27dpp7dq1SktL059//qkdO3Zo9OjRSklJ0dmzZ+Xj46O2bdsWu+2PP/6oU6dOVXgIWGfw8ccfy2w266uvvjI6FAClqFGjhiFtzrhx4xxeJop38803F7qZcoTKlSvroYcecmiZQEV5e3tr7ty5SkhI0EsvvaSOHTta5p3w8/PTt99+q/j4eIWGhhobKAC7ad++vQ4ePKhNmzZp0KBBloeQlSpV0r/+9S+dOnVKr7/+Og8nATfl5eWlWbNmKTExUXPmzFFYWFihe4E1a9bo119/VdeuXQ2OFIC9tGzZUnFxcfr+++81ZMgQy9/5Pj4+mjZtmk6ePKl333231Jca4FpGjBihgQMHlrj88OHDmj59urp166aJEycWWd6yZUu99NJL2r17t+bMmWPHSGEPnnr+SVa6uQMHDki6+haOr69vsessW7ZMVapU0T333OPI0AB4uEmTJjl0uMJu3bopMjLSYeWhdCaTSTNnznRomY8//rihc2UCFREUFKSpU6cqNjZWQUFBkq6+cdm3b196UgEewGQyqXfv3vriiy8sb1lfd911euGFF3T99dcbHB0AR6hbt64mTZqkPXv2FLoX6N+/vyV5CcB9mUwm/eMf/9Cnn35quReoV6+eZs2aZfUc13B+Dz/8sFq1alXi8jZt2igzM1M7duwo8e+ACRMmyGw2a8qUKfYKE3biqeefJxturiBZWdIQsFlZWfriiy80cOBAVa9e3ZGhAfBwN9xwg8Pe7vH19dWHH37IP+KdzN13363Bgwc7pKyCt8oAAAAAAIDr+/zzz/XYY48pKytLAwcOVMuWLRUaGqrIyEidPHnS6PBQTk2aNFHr1q0VGhqq0NBQrVixosg6J0+eVEREhGrWrFlkOpT09HT17dtXgYGBTBPnYkhWurlrJSv9/PyUmpqqTz75xJFhAYCkq8Oy3nrrrVZtc+7cOSUmJurcuXNl3mb27Nlq3bq1teEZypqb7Q0bNigsLEwdO3ZU+/btLfP3XmuZM3jrrbeuOQ7/31lbB7y9vfXhhx+qSpUq5QkRTqZevXqaPHmy1fUGcCdcB4Bnow0AQDsASF9//bVlqMwxY8boyJEjiouLU1RUlMaMGWNscKiQL774QnFxcYqLi9OQIUOKLK9Ro4ZeeumlYnMalSpV0qRJk7Rp0yZHhAobIlnp5gqSlaVNwgwARvHy8tIXX3xR4gsVxencubMaNmyozp07l2n9cePG6emnny5viIYqy8222WzWsGHD9OGHH2rv3r1as2aNxo4dq7S0tFKXOYu6devq22+/Vc2aNcu8jTV1wGQyacmSJerRo0dFwoQTCQwM1KhRo3hDEh6N6wDwbLQBAGgH4AlSUlIUHByswMBAhYaGqk2bNvL19dXYsWOVm5ur7du3q1evXvLz89Mdd9whk8kk6eo0QL/99pvB0cOe6tSpo/DwcPn7+xdZ5uvrq969e6tWrVqODwwVQrLSzf30008ym83q27ev0aEAQLFq166tzZs3Fxm2wRaefPJJvfnmm5YbVldi7c12amqqJOnPP/9UQEBAoXmKS1vmDEJDQ7VlyxbVrVvXpvv19vbWRx99pPvvv9+m+4WxLl26pG+//VaXLl0yOhTAMFwHgGejDQBAOwBPULt2bQ0bNkwTJkxQXFyc/vvf/6pnz5569913tXXrVvXo0UOVK1cust0bb7yhO++804CIYSv333+/QkJC9PDDD+v8+fNGhwMHIVkJADBcQECAfvjhBz311FM2SSzWqlVLS5cu1X//+195ebn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uLs7quIzQrl07y5SWuQkJCclxce/06dN64oknNH369HzzQEEY1cfvuecede7cWd9//72ee+45SdK2bdt077335rudj4+PFixYoPDwcH300Ue6++679dprrxUqlqJwntMH6AOe2AfwP5UrVy7wH1s+Pj42/WF248aNIv17kXMABT0PbD0HsrKyitw5wHgY9mRrgQPGseZclmzLA+QAz5GRkcHn7YIYC8Cerly5oitXrhgdhsMVxXG9rdxlLBAfH2/zthQrXdyZM2ckKc9vkGffLSnlLFbOmzdPxYoV0z/+8Q+7xzR79uwCfaM9KipKHTt2lCRNnjxZr7/+utVt7dmzR15eXnryySdvWZY9vdqvv/5q+fb10aNHVbp0aavbkaQqVarwTXsHseabPtnfEPb397dqu2rVqlkdV2FlZWU59KJnSkqKevfurV69euX40oGt7N3HC3r8gYGBevrppzVr1ixLoWrTpk0aM2bMbbctXbq0/Pz8dOPGDXXp0kXe3t6Fitme74GjP3+JPiDRB4p6H0Du0tLSdOnSpVyXXbx48bbbV65cWT4+PsrIyMh3/byW+fr6qkKFCgULthA4B5CXzMxMm/putsKeA15eXqpSpUrBgnUSdx0Pw3Y3btyw6W4KSQoKCuLOShdj7d0vtuQBcoDr+fPPPy0Xo63h4+OjSpUqOSAiOBJjAfxdenq6zVO7ly1b1u3vrMzKyiqS43pbufJY4K9/+xfm94/JnN/XllHklS5dWomJidq1a1euz/X67LPPNHjwYAUFBeW4KNa+fXtdu3ZNL7zwgqZOnapz586pXr16mjhxop566imbYmnXrp02b96sU6dO3bZYuWfPHnXs2FFXrlzR5MmTNWnSJJvaDAwM1NWrVwu8/pUrVxQYGFjg9ZOTk1WyZElJN4ufAQEB1oaIArBmbu2DBw/qscce09KlS9W4ceMCb9ewYUNbQisUR/efL774Qs8884yKFy+e64XVmJgY1ahRw7AYrdl3amqqqlWrptOnT6tUqVIaPXq0pk2blu/+zWazHnzwQW3ZskX16tXTiRMntHfvXoWEhDgszqKw37+iD9AHinofQO6OHj2qBg0a2Lz9uXPnFBwcrNjYWFWvXt3q7Z988kl98803NrdfUJwDyEtaWppKliypjIwMm7Yv7DkQHh6u3bt329S2o7jreBi2u379uoKDg3X58mWrtvP391dcXJzKlSvnoMjgCNY+b8qWPEAOcD0ffPCBRowYYfV2L7/8st5//30HRARHYiyAv0tPT9cdd9xh9RdAfXx8dObMGctjdtxRcHCw4uLiVK1aNcuskq7OlccC9vqbmq8Nu7jsOwZz+2P73LlzlrtSmjZtmmPZhQsXdPToUY0ZM0YTJ07UunXrFBYWpqefflobNmxweNwLFy4sdKFSkhISEmQ2m3P9yd7v/fffb3nNmkIliqb69evrl19+Uf369Y0OxXD9+/eX2WxWSkqKkpKSbvm53cXZosTf31/t2rXTunXrdOjQoQL98pw9e7Y2btyoCRMmaPny5TKZTIqIiMj3GVjuhj5AH3CnPuBJ6tata/NMD/aQ2xfcXBXngGvy8/Mr1POFCys8PNywtu2B8bBnKF68uAYOHGj1dk899RSFSg9AHvAMzz77rIoXL271dkOHDnVANChKyAGeoVixYhoyZIjV2z388MNuXajETe6YByhWurjsaVTffvttHT161PL69u3b9cADDyghIUFSzilgpZtTLyUlJenTTz/VgAED1LFjR3399dcKDQ3VlClTbIpl0KBBmjJlisqWLXvbdWfOnKmVK1cWqlAJz1SsWDGVK1fO4c8ohfP16tVLK1eu1OrVq9WjR4981z1x4oRGjx6t8PBwjRkzRg0aNNCUKVO0c+dOTZ8+3UkRw97oA/AUXl5eat68uWHtu3qhBu7ByH7o6ucA42HP8cILL1j1zXRfX1/985//dGBEKCrIA56hbNmyVhcqHn74Ybe6cI3ckQM8x5AhQ1SmTJkCr+/t7a2RI0c6MCIUFe6YByhWurjXX39dZcuW1blz59S4cWOFhoaqbt26at26tUJCQtSmTRtJtxYrg4KCJP2v2ClJJpNJDzzwgH777TebYunfv7/Gjx9foATq5eWlXr162dQOPNvZs2f1wgsv6OzZs0aHAjvr0aOHfvzxR50/fz7fZ6llZWUpIiJCGRkZWrBggXx8bj5+eeTIkWrdurUmT56smJgYZ4UNO6IPwJN07tzZkHbLlCmju+++25C2gb8y6hwwmUx68MEHDWnbXhgPe45atWppyZIl8vX1ve26Xl5emj9//i1/+8M9kQc8x7vvvqsuXboUaN3mzZtr/vz5jg0IRQI5wHNUrVpV3333XYHusjaZTJozZ45atWrlhMhgNHfMAxQrXVyNGjW0detWdevWTf7+/jpz5owqVKiguXPnauXKlZa5jv/+B0v2PMZ/f2RpVlaWTQ/vBpwlMTFRkZGRSkxMNDoU2FlQUJAaNWp02wcxz5w5U9u2bdObb76ZY0727As0Xl5eHjcVqLugD8CTDBw4sEAXn+0tIiKCZzKiSHjooYdUpUoVp7fbtWtX1apVy+nt2hPjYc/StWtXrV+/Pt9nHdeqVUurVq3SU0895cTIYCTygOfw9fXVypUr9eKLL8rPzy/Xdby9vfXUU0/p559/NvRRA3AecoBnad++vSIjI/N9LmH16tW1ZMkSDRo0yImRwUjumAcoVrqBxo0ba/Xq1UpMTNS1a9f03//+V4MGDdKVK1d04cIF+fj4qFGjRjm2eeihhyRJ69evt7yWlZWlTZs2qUWLFk6N31EmT54ss9msn3/+2ehQABRQ//791bt37zyXHzp0SBMmTFCrVq00atSoW5bXr19fU6dO1a5duzRt2jQHRgpHoQ/AU1SsWFGPPfaY09t9/vnnnd4mkBtbn8FTWC+88ILT2wQKq23btjp06JA2btyofv36Wb7sUrx4ca1evVrHjh1T9+7dDY4SgKP4+vrqww8/VFxcnKZPn65OnTpZpv0rVaqUTp8+ra+//lqlSpUyOFIAjtKyZUsdOHBAW7Zs0bPPPmsZC/j7+2vlypU6efKkHn30UYOjBArHx+gA4DgHDhyQJDVs2PCWb1/17NlT9913n4YMGaI///xT1atX12effaZDhw7lKGACgDMNHjw43+UhISG6fv16vuuMHDmS+fldGH0AnmTSpElavny502a1iIiIUMOGDZ3SFlAQL730kubMmaOLFy86pb377rtPXbt2dUpbgL1lP7blgQceUGRkpOLi4lSuXDl169bN6NAAOElQUJBeeeUVvfLKKwoODlZcXJxKly6t4OBgo0MD4AQmk0n33Xef7rvvPm3YsEFxcXEKCgriUWtwG9xZ6cayi5W5PbPCZDJp1apVeuSRRzRmzBg99NBDOnv2rNasWaMHHnjA2aECsMKSJUs0dOhQpaamqnfv3qpfv77CwsLUpUsXnT592ujwYKOXXnpJNWvWlMlkyvPZwadPn1a7du1UpkwZ3XXXXTmWbdiwQWFhYZafqlWrqnnz5s4IHXZSs2ZNNWzY0PIZLl68uEDbkRNcV/369fXWW285pa1q1arp/fffd0pbtipoHzabzXr11VfVuHFjNW3aVO3bt9fx48cty9977z01adJEYWFhatWqlXbt2uXEo4A1ypUrpzlz5jilreLFi2vevHny8uJPYAAAAAAoavhLzY3lV6yUpMDAQH366ae6dOmS0tLStGPHDnXu3NmZIQJWq1SpkkaPHn3bZ9q5sxUrVlimyRwyZIiOHDmi6Oho9ejRw5Dp1GAfjz32mLZt26Y77rgjz3VKly6tqVOn6uuvv75lWceOHRUdHW35ad68ufr27evIkOEAS5cutXyGTz75ZIG2ISe4tn/+85+6//77rdrm4sWLio2NLfDdaF5eXpo7d64CAwNtiNC5CtKHV61apS1btig6Olr79+9Xhw4dNHbsWEnSvn379NFHH2n79u2Kjo7W8OHDNWzYMGcfBqzQq1cvDRgwwKptrD0HpJtF7Lp161obXpHEeBgAeQDwbOQAAO6YByhWurHsYmXTpk0NjgSwn/LlyysiIkLly5c3OhSHuXLlioKDg1W+fHmFhYUpJCREfn5+eu6555Senq5ffvlF7du3l7+/v7p16yaTySRJatWqlU6ePGlw9LBV27Ztbzt9T7ly5dSmTRsFBATku9758+e1adMm9e/f354hwiDkBPfm7e2tFStW5Pnlsty0aNFC1atXL/BzxufMmaMuXbrYGqLTWNOH09LSlJqaKrPZrGvXruXIn+np6UpOTpYkJSQkMDWaC/jkk0+smp7V2nPg9ddfd6tnVXrCeBhA/sgDgGcjBwBwxzxAsdKN/frrrzKbzdwtCbdy9epVrVu3TlevXjU6FIcpW7asnn76aY0cOVLR0dH64IMPdO+992rOnDmKjIzUPffcY3mQ9l99+OGH6tmzpwERo6hZsGCBunbtqooVKxodCqzUt29fhYaGavDgwfrjjz8kkRM8QWBgoDZt2qSWLVvadb/e3t76/PPPb/ss2KIqrz7cs2dPtW/fXpUrV1aVKlW0ceNGvfnmm5JuzigycuRI1apVS8HBwXr//ff10UcfOTt0WMnX11fLly/Xww8/bPd9T5o0SW+//bbd92skTxgPA8gfeQDwbOQAAO6YByhWAnApsbGxGjFihGJjY40OxaGio6PVrFkzSVJUVJTCwsIk3ZzuMbcLeW+//baOHTvmtGefoWj7/PPPNWjQIKPDgJW2bNmiffv2ac+ePQoKCtKzzz5rWUZOcH/lypXT5s2bNXbsWHl7exd6f40aNdJ///tfRUREFD44A+TXh/fs2aPDhw8rLi5O58+fV4cOHTR8+HBJ0pkzZ7Rq1SqdOHHCMmZgSmzX4O/vr6VLl+rDDz9UiRIlCr2/qlWravXq1Zo8ebLlbl134SnjYQB5Iw8Ano0cAMAd8wDFSgAogqKjoy3FiOzChNls1o8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xMe4O1+XMlgOs/7zMlgMwt4sXL+qpp55yaPynn37ahRHB3TZs2OBQryC7du3SG2+84cKI4Clq1KihmTNn5rm73Jts2bLFlMt2Fl/Igc2bNxu2bG/PAV9Y/xI5UBS+kgOF4UvnhGwDKAxf2gbsxfUxXM2XtwGKlT7g6aef1tGjRzVixAhNnjxZwcHBtmExMTGqX7++srKyVK9evVz9GRvpjTfe0ODBg3XkyJEiFywfeughLV68WFWqVFHfvn1VqVIllS5dWu3bt9f58+c1f/58jR071nnBG6ROnTrq16+ffvjhB61fvz7XsHfeeUfLli3T119/rVKlShkUYdEkJibm+Sw2NlbNmzfPd/ycH9zVq1dr2rRpys7O1sCBA5WZmanZs2erePHiLo7Y/Xw5B1j/9vHlHAD+6fPPP1dycrJD06xZs0Z79uxxUURwt8J0kfnRRx/p0qVLLogGnuTy5ctKTk726ncvxsbGGrbsw4cP29796q18IQe2bdtmymU7gy+s/4yMDEN7hDByH+QMvpADheVL54RG5qG37wfNzJe2gfxwfQzX48vbAMVKL7dnzx599dVXuuGGG/Ltg9hisdi6P726C9hjx47p6aef1i233KJSpUrZ3X2rvTHFx8df82/Hjh229wsVtWBptVp14MABnT9/Xn5+fqpVq5YiIiIUEBCgAwcO6IMPPsjzKLy3iomJkZ+fn15++WXbZz/99JNGjhyp+fPne+1dhcuXL1edOnV0/Phx22eXL19WsWLFZLFYCpwupyuDkSNH6plnntH69ettXSD4Kl/MAda/Y3wxB4D82NP1pzOng2e5ePGiFi5c6PB0J0+ezPfdlvAt+/btU4sWLbRv3z6jQym0X3/91dTLLypyoGh+++03ZWZmGrb8ovKF9b9//35D1wH7AO/mC+eEaWlpOnDggGHL9/ZtwOx8YRvID9fHYC9f3QYsVt6q7dViYmI0ceJEjRgxosBurwYPHqxPPvlEEydO1IsvvijpypMHffv2VXR0tKxWq7777rt8X9TriPbt22vt2rWFnr5Tp05atWqVw9M98cQT+vDDD3XzzTfr888/V926dSVJFy5c0L/+9S999tlnCg8P1549e1S6dGmH5p2SkmJ7UjU0NFR+fvbX97Ozs3XixAlJUnJyskvepXDo0CG1aNFCr7zyikNd5V2tKG28Fkfan5iYqOHDh6tt27Z6/PHHJUlr165VcnKy7rrrrmsu59dff1V0dLQuXbqkm2++WT///LOKFStmd5yuar/kHTngCe03cv1LnrENFIUn5wBQFCdOnLjuuyrzU7JkSVWoUMEFEXmOnO/Gz89PoaGhRofjEpmZmfrrr78KNW3ZsmVz9TTii3wtBwYOHOjQ+CdOnNAnn3yiQYMG2d1+T+sG6fTp0wU+Bbx161ZVqVKlwGmrVKkif39/ZWVl6eTJk9dczsmTJ9WiRYs8n4eEhCgwMNCxoF3IjDmQkJBQ4DBn5UBB61/yvOM+R3KgMOtf8qwcuHTpkk6fPp3vsOutf6noOeDv76/KlSs7FrSL+WoOmP26QEEuX758zdx19X7QYrGoatWqjgXtQbzpWNAbtgHJM64N+er1UVdgG8jN6G3g6jZGRUUpLi6uUDH4F2oqeIwff/xRktShQ4cCxzl27Jik3E9Wtm3bVqdOnZJ05WDNmXegd+3a1e7HjPft26fdu3dLkjp27Ojwsnbs2KEZM2aoePHimj9/vm688UbbsLJly+rjjz/W1q1btW/fPk2bNk2jRo1yeBk5cjY4T5GamqpevXqpZ8+ehd4J/ZNRbSxXrpwefPBBTZs2zfZjvHr1altx/VrKlCmjgIAAXbp0SV26dHG4UHU1T1vH1+PsHDD7+pfIAW9rP5CftLS0a14A9iXZ2dmmaasjLly4oAsXLhgdhlv4Sg6kpqY6NH56errtv/ZO603fU5UqVRQeHn7d8fz9/e0aLz9nz54t1HSuQg7k5o4c8LTjPkdyoDDrX/KeHLB3/UuFz4GsrCyP+z7IgcLx1XNCV+8HrVarT+SDrxwLFgXXR68w6/VRtgHP2wZyak6FQbHSyx0+fFiSCnwiMiMjw/bC6quLla68O2L69Ol2PaEZGxurTp06SZLGjh1bqELixo0bZbVaVbdu3VyFyhzFixdXhw4dtG/fviL3R1+UOwpcYeHChdqxY4f279+vr776Ks/wPXv2qHr16g7N01V3DtmjY8eOevjhh5WUlKTSpUsrPT39und7W61WDRo0SOnp6WrYsKEmT56sfv36qUGDBoWK2ZVPFrqCs3PAyPZ7wvqXjN0GCsPTcwAoir/++qtQ3aMFBQWpXLlyzg/Ig3jTXaSFVZR9aIUKFTzmPe2u4ms54Oj7VHKOEQIDA+2eNiwszOG4XOns2bO2i+3/dL2nJR19sjI/FStWVEBAgH3BuoEZc+D48eMqqKMrZ+XAtYZVrVr1ml3KuZsjOVCY9S95Vg5cqweB661/qeg5ULx4cd1www32BesmvpoDZr8uUJDrfS+u3g96+zGUNx0Lets2IHF91BuuDbEN/M0TtoGr21iUnhsoVnq5lJQUSSrwRPfzzz/XhQsXFBIS4lEH5tu3b9cdd9yhxMREjR07Vq+88kqh5pOUlCRJdp1kFfQd2ev333936DHtqx+ddoUBAwZowIABTp2no228FkfbHxgYqPbt2+u7775TRESE6tevf91ppk+frh9//FHjxo3T/fffr6ioKA0cOLBQXYFKzm2/5H05YGT7PWH9S8ZuA4Xh6TkAFMWbb76pESNGODzdhg0bFBUV5fyAPEh4eLgSEhIUGhpq60HDF/Xu3VuLFy92aJqQkBAdO3bMo7q3dAVfywFH3zm2e/duffLJJ+rWrZsaNWpk1zQTJkwoTGguM3LkSL322mv5Diuo284cR48eVXh4uE6ePKlq1aoVavm//vqrR3UBacYcaN26tTZt2pTvMFfnQN26dbV//36Hp3MlR3KgMOtf8qwcSEtLU+nSpXX58uU8w663/qWi58DDDz+smTNnOjydK/lqDpj9usC11KxZU4cOHcp3mKv3g23atCnSq6yM5k3Hgt62DUhcH/WGa0NsA3/zhG3g6jZu2LCh0Mv17BI5riun//b8nho8evSo7THxxo0buzWu65kzZ47Onz9fpEKlJNv7Kffv368jR47kGZ6VlaU1a9ZIkurVq1fo5cA9evbsqSVLlujbb79V9+7drznugQMHNHLkSEVHR+vFF1/UTTfdpPHjx2vLli2aMmWKmyKGM7H+AVxt4MCBDj8d17p1a58vVJrJsGHDHJ5m8ODBPl+oxJXj+o0bN3r18X10dLRhyw4LC/OoQmVhkAPeu2xn8IX1X7JkSYeKbM5GDsATsB8E8sf1MZgVxUovl9ON6sSJE3PdGblp0ybdfvvtSkxMlJS7C1hXGTx4sMaPH6/y5ctfd9ypU6dqyZIlRSpUSlLnzp1VqVIlZWZmqm/fvjpw4IBt2IULF/TYY49p7969slgs6t+/f5GWBdfr3r27Vq5cqePHj6tSpUoFjpedna2BAwcqKytLs2fPlr//lYfER4wYodatW2vs2LHas2ePu8KGk7D+AVytfPnyBT51lJ+SJUvqrbfecl1AcLuOHTuqb9++do9fp04dPf/88y6MCJ6iePHiqlChgooXL250KIVmz5NTvrhsZ/GFHLj55psNW7a354AvrH/J2Bxo3ry5Yct2Bl/JAbPjtxDIH9fHYFYUK73cqFGjVL58eR09elSNGjVSZGSk6tSpo9atW6tBgwZq06aNJPcUKwcMGKCXXnpJZcuWve64fn5+6tmzZ5GXGRQUpM8++0wlS5bUpk2bdNNNN6lu3bqKjIxUlSpVNGvWLFksFk2cOFHNmjUr8vLgWiEhIWrYsOF17/SeOnWqNmzYoHHjxuW6G9XPz0+zZs2Sn5+fBg4cmG+XOvBcrH8A//TUU09p0qRJ1x0vODhYS5YsMfSiH5zPYrFo1qxZ6t2793XHrVevnr7//ntVrFjRDZHBaEeOHNGwYcPy7VnFW9SsWVO33nqrIct++OGHDVmuM/lCDvTq1cuQLtb8/f3Vr18/ty/XmXxh/Utyepdt9qpfv77XFyt9JQfM7oEHHjDkvXhlypRxyjVJwFW4Pgazoljp5apXr67169erW7duCgwM1OHDh1WpUiXNnDlTS5YssfX5745ipVE6d+6snTt36sknn1Tt2rV17Ngx/fbbb6pYsaL69OmjNWvWaNSoUUaHCTsNGDBAvXr1KnD43r17NWbMGLVq1UrPPfdcnuH16tXThAkTtHXrVk2ePNmFkcIVWP8A/mnUqFFas2aNevfuned9G2XKlNFTTz1lexc2fE9gYKDmz5+vOXPmqHXr1nmGV69eXRMnTtSmTZtUs2ZNAyKEEZKSkvTTTz/Z3l/vrQrT1XFRhYWFqUePHm5frrP5Qg6UKVPGkGLVPffco6pVq7p9uc7kC+tfkm677TZDuoIdNmyYLBaL25frTL6SA2ZXvXp1Q36TBg4c6PHv4wO4PgYz8jc6ABRdo0aN9O233+b5/Ny5czpx4oT8/f3VsGFDAyJznzp16mj69OlGhwEnGDJkyDWHN2jQQGlpadccZ8SIERoxYoQzw4KbsP4B5Kddu3Zq166dEhISFB8fr+TkZJUrV0633nqrS19UD89QrFgxDRgwQAMGDNCvv/6qP/74Q1lZWapcubJuueWWPEVswFvce++9ev7553X8+HG3LfOpp56ydREG4z311FOaMWOGsrOz3bbMp59+2m3LwrVZLBb93//9n4YOHeq2ZZYtW9Ynnq6G7/i///s/LVmyxG3LK1asmCE3CwGO4voYzIgnK33Yrl27JF3p4iMgICDP8AULFmjBggXatm2bJGnFihW5/g3AfdLT09WrVy/Vq1dPUVFR6tKliw4dOpRnvNWrV6tly5Zq2LChIiIiFBMTI6vVahv++uuvKyIiQlFRUWrVqpW2bt3qxlYAgGuFhYXprrvuUt++fdW5c2cKlSYUERGhXr166b777tNtt91GoRJeLSAgQB9++KHblhcREaFnn33WbcvD9TVq1Ej//ve/3ba8wYMH214VA88waNAgt3YJ/fbbb9v16h7AXTp06ODWp8xffPFF3XTTTW5bHgA4KiMjQ0899ZTq1q2rRo0aqX///nnGOXTokNq3b6+yZcvm27W7t14fpljpw3KKlQV1AdunTx/16dNH06ZNk3SlK5A+ffrovffec1uMKJz//e9/evLJJ+0ucME7DB06VL/99pvi4+PVvXv3fO+wLV++vObNm6c9e/Zo27ZtWrt2rebNmydJ2rFjh959911t2rRJ8fHxeuqppzR8+HB3NwNFUKNGDdWvX19RUVGKiorSV199Zdd07BMAAPBO3bt3d/gpp5MnT+rYsWM6efKk3dMUK1ZMs2bNyvcmVhjrP//5j+rXr+/QNIXJgfDwcL3xxhuOhgcXK1asmD799FMFBgY6NF1hcuCuu+7iqUov48j53bXOJb/77js1b95cjRs3VqtWrbRjxw43tcA+b7/9tkJDQx2apjDbQGRkpMaMGeNoePBgXAuBLxo1apT8/Py0f/9+7d69W1OmTMkzTpkyZTRhwgTNnTs3zzBvvj5M/y8+7HrFyqufxoJ3+frrr20nGUOHDlXXrl1lsVj03nvvaejQofr+++8NjhCOCgwMVLdu3Wz/btWqld5666084zVt2jTXNFFRUfrzzz9tn2VmZiolJUXBwcFKTExUeHi4S+OG8y1YsEAREREOTcM+AQBgJpUrV9bIkSNVuXJlo0Nxirffflvx8fHauXOnXeO3aNHC4WVMnTpV0dHRDk/nqXwpBwIDA/XVV1+pbdu2unDhgl3TOJoDJUuW1JdffukzT9T50vqXpLp16+qjjz5y6OkyR3OgVq1amjlzpte/qzKHr+XAtThyfpffueT58+fVv39/rV+/Xg0aNNDatWv10EMP6ddff3VH+HbJuSm7c+fOysjIsGsaR7eBnGWUKFGiMCHCQ3EtBL4mJSVFn376qY4dO2b7zc7vZo4KFSqoTZs2WrNmTb7z8dbrwzxZ6cNyipWNGzc2OBI46vz58woPD1fFihUVFRWlBg0aKCAgQI8//rgyMzO1ceNGdejQwVbgytl5tWrVKlfhCt7rnXfeue6L5k+ePKkFCxbYipxNmjTRiBEjVLNmTYWHh+vNN9/Uu+++645w4WLsEwAA+FvFihU1cOBAVaxY0ehQnKJcuXJauXKlGjVq5JL5T5w40efeU+hrOdC4cWOtWLHCJcXEkiVL6uuvv3ZrV6Ou5mvrX5L69++vDz74wCXFxJo1a+qHH35QlSpVnD5vo/hiDuTHGed3Bw4c0A033KAGDRpIuvIu+MOHD2v79u1Oj7co2rVrp0WLFjn8lLE9ypcv79LfWbgO10JgNgcOHFBISIgmTJig5s2b67bbbtOPP/7o0Dy8+fowxUof9vPPP8tqtapz585GhwIHlS9fXg8++KBGjBih+Ph4vfXWW7r11lv14Ycf6qefftItt9yS791g9hS44PkmTpyo33//Xa+++mqB41y8eFE9evTQCy+8oGbNmkmSDh8+rKVLl+rAgQM6duyYnn32WT300EPuChtO8tBDDykyMlJDhgzR6dOnJbFPAADgahcuXNB3331n91No3qBKlSpau3at7rjjDqfNs2TJkpoxY4ZefPFFp83TU/hiDrRu3Vpr165V3bp1nTbP8PBw/fDDD7rzzjudNk9P4IvrX5Ief/xxffnllypTpozT5tm6dWtt2LBBNWvWdNo8PYGv5sD1XO/8Lr9zybp16+r06dPatGmTJGnx4sVKTk72yC4yu3XrppUrV6pq1apOm+dNN92ktWvXFqpXAhiPayEwm8zMTP35559q2LChtm3bpvfee0/9+vWz7dPt4c3XhylWAh4qPj7e1uVnbGysoqKiJF3p4uCee+7JM749BS54vtdff12LFi3SihUrVKpUqXzHSUpKUpcuXdSzZ0+NGDHC9vn//vc/RURE2LoHePTRR7Vu3TpdvnzZLbGj6NatW6cdO3Zo+/btCgkJ0SOPPGIbxj4BAIArck66jx07ZnQoThUSEqKVK1fqww8/VHBwcJHm1aZNG+3cuVOPPfaYk6LzLL6aA02aNFF8fLyeeeaZIj9hN3jwYP3666+65ZZbnBSd5/DV9S9J999/v3799dci33QeGBioN954Q+vXr3dq4cdT+EoO3HbbbapYsWK+f0ePHs017vXO7wo6lyxbtqwWLlyoUaNGKTo6WmvWrFHDhg1VvHhxl7evMNq2bavdu3dr4MCBRZqPxWLRv//9b8XFxSkyMtI5wcEQXAuBmdx4443y8/OzFRebNGmimjVravfu3XbPw5uvD1OsBDxUfHy87Qc458fYarVq5cqV6tq1a65x7SlwwfNNnTpV8+bN06pVq1SuXLl8x0lOTlaXLl3UuXPnPC+Gr1WrljZs2KDk5GRJ0jfffKMGDRqoWLFirg4dTlK9enVJUvHixfXMM89o/fr1tmHsEwAA8H0Wi0VDhw7V3r17NXLkSIe7OGzTpo3mzp2rtWvXqk6dOi6KEq5UqlQpvfnmm9q6dasefvhhBQQE2D2tv7+/7r//fq1fv14zZ870mXdUmk21atW0YsUKLV68WJ06dXJo2rJly+r//u//9Ouvv2rEiBGcC3q49evX68yZM/n+VatWzTaePed31zqXbNu2rdasWaPY2Fi99tprOn78uK1bWE9Urlw5ffrpp1q7dq3uu+8+h/I4MDBQAwcOVGxsrKZMmaKSJUu6MFK4A9dCYCYVK1ZUx44dtXLlSklXnpI8ePCgbrrpJrvn4c3Xh/2NDgBAXgkJCfLz87PdAbFz50699NJL2rJlixo0aJDrTuucAtcPP/xQYIELnu/YsWN67rnnVKtWLXXo0EGSFBAQoM2bN2vIkCHq2bOnevbsqbfffltbtmxRSkqKFi9eLEnq06ePYmJidM8992jr1q1q3ry5AgICVLp0aX3++edGNgsOSElJUWZmpm07njdvnu3uQfYJAACYS3h4uP773/9q7Nix+vrrr7V+/XrFxsZqx44dSk9Pt40XFham6OhoRUdH65577uHpER8SHR2t2bNn64033tD8+fO1efNmxcbGau/evcrOzraNd9NNNyk6OlotWrRQ3759bceL8G4Wi0W9evVSr169tH//fi1YsECxsbHatm2bjhw5kmvcnH3ArbfeqnvvvVdBQUEGRQ1XsOf87lrnkpJ04sQJ275h/Pjxuv32273ihpa2bduqbdu2SkhI0Pz587V161bFxsZq//79ucaLiIhQdHS0WrZsqfvvv18hISEGRQxn41oIzOiDDz7QoEGDNHLkSBUrVkwzZsxQaGhoruvDGRkZql27tjIyMnThwgWFh4drwIABmjRpkldfH6ZYCXiguLg4211DklSmTBlNnz5dISEh6tWrl+3zaxW44F3Cw8NltVrzHTZz5kzb/8fExCgmJibf8SwWiyZNmqRJkya5JEa41qlTp3Tvvffq8uXLslqtqlWrlubMmSOJfQIAAGYVGBiofv36qV+/fpKk7OxshYeH68SJE6patarXd4GI66tYsaKGDRumYcOGSZKysrJUvXp1Ww7s27fP4AjhavXq1dPo0aNt/87IyFDNmjVtObBt2zYDo4MrXe/8rlu3bho3bpwqVKhQ4LmkJI0ZM0YbNmxQVlaWWrdurY8//tiQ9hRWWFiYnn32Wdu/MzMzdeONN9q2gV27dhkYHVyJayEwo1q1amnNmjV5Pr/6+nBAQECB5wHefH2YYiXggbp3767u3bvb/h0bGytJatSokX766Sfb59cqcAHwLrVq1VJcXFy+w9gnAADwt8DAQDVo0ECBgYFGh+J2fn5+8vO78jaXor7T0JuZOQf8/f1NnwNmXv/SlQuU5IA5cuB653fLly+3/X9B55JS7gvcvqB48eKm3wbMgmshgLlQrAS8iCMv0wXg+9gnAADMqHbt2lq0aJHRYcBA5IC5sf5BDgDmxrUQwDdRrATcICUlxegQCuSO2Mzefncux1Fmb7/ENuDJsQEAAACAr/DUcy9PjQu+x5NzjWtDnhubL/Hk79kTYqNYCbhB5cqVjQ7BUGZvv8R3QPvN3X4AAJxpz5496tevn7788ks1bNjQ6HBgAHLA3Fj/8NYc4LwQZmf2bcDs7Qc5cD1+RgcAAAAAAIC9rFarMjMzeTeRiZED5sb6BzkAAIDv4clKwEVKlSql5ORko8NwSKlSpZw6LzO3P2d+3vQdmL39EtuAs3MAAAAAAMzM284LOSeEs3nbNiBxbYj9gHORA/ajWAm4iMViUVBQkNFhGMbs7Zf4Dmi/udsPAAAAAGbHeSHMzuzbgNnbD3LAEXQDCwAAAAAAAAAAAMAQPFkJAAAAAPAatWvX1tKlS1WtWjWjQ4FByAFzY/2DHAAAwPdQrAQAAAAAeI3AwEDVrVvX6DBgIHLA3Fj/IAcAAPA9dAMLAAAAAPAaCQkJeumll5SQkGB0KDAIOWBurH+QAwAA+B6KlQAAAAAAr5GYmKiFCxcqMTHR6FBgEHLA3Fj/IAcAAPA9FCsBAAAAAAAAAAAAGIJiJQAAAAAAAAAAAABDUKwEAAAAAAAAAAAAYAiKlQAAAAAAr+Hn56cWLVrIz4/TWbMiB8yN9Q9yAAAA38OvOgAAAADAa2RnZ2vr1q3Kzs42OhQYhBwwN9Y/yAEAAHwPxUoAAAAAAAAAAAAAhqBYCQAAAAAAAAAAAMAQFCsBAAAAAAAAAAAAGIJiJQAAAADAa5QtW1Y9evRQ2bJljQ4FBiEHzI31D3IAAADf4290AAAAAAAA2Cs8PFyvvfaa0WHAQOSAubH+QQ4AAOB7eLISAAAAAOA1MjIydPjwYWVkZBgdCgxCDpgb6x/kAAAAvodiJQAAAADAa/zxxx/q0qWL/vjjD6NDgUHIAXNj/YMcAADA99ANLOAiVqtVqampRofhkFKlSslisThlXmZvv+R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DBjtGBGdBHij4rl+/roMHDxrS94kTJyznxgVJ27ZtFRQUpKVLl2rXrl1ZbpOUlKQ+ffqoY8eOBer+nIWR2WzWjh07DOk7Li6OqWALKPJA4XTz5s0s71M3bdo0NW7cWGPHjlV4eHiGdR9//LF+++03TZ48WS1atHBUqHAA8kDhQw7AncgBro1ipQO8+OKLioiI0Lhx4zRr1qwM92GcPHmy6tevr1u3bqlu3boZLmEuCObMmaNhw4YpPDzcsILlvffeK+n2VZ7nzp3LtH716tWWqfGuXbvm0NjsITU1VbGxsdx/08Xt2LHD6i8xd+zYwRcvhQA5oPCYP3++Q9qg4CEPFHz/ntrd0YKDgw3tP6+mTp2qIkWKaOrUqVmuHzlypBITE7Vo0SLHBgar/fPPP4qOjjas/4L6HgB5oDBav369unXrlml5sWLFtHjxYiUkJGjo0KGWGUb+/vtvvfzyy2revLkmT57s6HDhAOSBwoUcgH8jB7guipV2FhYWpmXLlqlChQpZXnZsMpnUsmVLSRmngD1//rxefPFFtW/fXiVKlMh2Wtbt27froYceUqVKleTh4SF/f3/179/fJvevCwsLU0hIyF0foaGhGj16tDp27GhYwbJXr17y9/dXUlKS/vOf/+j8+fOWdTt37tTYsWMt/3aF6X6OHTum1q1b69ixY0aHAjv69NNPHdoOBQc5oHA4e/Zsnq6S/OWXXzL9qhSuhzxQ8Bn946KQkBBD+8+r2rVra8CAAfr9998z3Yv+ww8/1M8//6wff/xRJUqUMChC5JbRY9Do/pF35AHXFhMTk2lZcHCwWrVqleX26cWIzZs3a/78+UpLS9OQIUOUkpKixYsXq2jRonaOGEYgD7gucgBygxzgutyNDsDVffvtt0pLS1NQUFC2bxAPDw9JGYuVp06d0rJly9SyZUt17tw52y8sr127poCAAI0YMUIVKlTQ+fPn9dZbb6ldu3Y6fPiw/P398xz7o48+anWb8PBwjRgxQr/99lue+7WWh4eHli9fru7du+uvv/5SjRo1VLduXcXFxSk8PFxlypTRY489pjVr1qhkyZJ57qdOnTpyc7N9fd/aqTsjIyMl3f5COre/yueXJAXPxYsX89Tuiy++0Nq1a20cDezNmjyQlxwgkQcKmsTExDy1M5vNatGihTw9PW0cEeyJcwHrpB9/ZGRkvs51jXTjxo1s1+3du1d+fn53bZ++3s/PTxEREdluFxUVpdatW2daPnPmTH300Ue5jDbv0mc3saXJkydr6dKleu2117RlyxZJ0pYtWzRhwgT98ssv+Z4e2V7n/Mjobj8idcR74Ntvvy3QU6cXlDxojxwg2TcPkANsy5ox8Msvv2jw4ME6ePCgKleuLOn2bBJFihSRyWTKtt3kyZO1du1aTZgwQSdOnND27dv15ptvqnHjxnmKuaCMAfIAeaCgyO0YcJYcIBWMMVBQcoBU8D4TFITX39nc+Rp37NgxzzMJUay0s02bNkmS7r///my3Sb8S8M5iZadOnSzT4ixatCjbD1K9evVSr169Mixr1aqV6tevr5UrV+q///1vnmPv3r17rn+BcOzYMR05ckSS1KVLlzz3mVft2rXTgQMH9Pbbb+vXX3/V6dOnVaZMGQ0aNEjTp0/Xa6+9Jkk5fui9m/Q/ArZm7dWe6V9gJyYm5rptdvfzhOtJTk7m9S6ArMkDeckBEnmgMLly5YrRIcBKnAvkTVpamksel5+fX66/cHB3d8/TlxOxsbGKjY21up0jBAYGWqbxykqDBg0yTIF89uxZ9evXT7Nnz77rZ67cstc5P3LPEe+BxMREl8gfrpoHjcwD5ADjtG/fXl27dtVPP/2k5557TtLtW5106NDhru3c3d21ePFitWzZUh999JHuvfdevfLKK3mOo6CNAfLAbeSBgs9ZcoBUsMYAOeA2coDzyM+tHihW2ln6PRSzq+YnJSVp9+7dkjIWK/NTvff19ZV0O1nnx4IFC3L1K4Tg4GA9+OCDkm7f3HjixIn56jev7rnnnmynwNy7d68kZTttQG5UqlTJLr+qsPaS9PSrZTw9PXPdtkqVKlbHBWNdunRJycnJVrfz9PSUj4+PHSKCPVmTB/KSAyTyQEGTlJSky5cv56lt+fLlVaxYMRtHBHviXMA6kZGRSktLk5ubmypVqmR0OHly8+bNbK+ujIqKyrG9n5+f3N3ddevWrbtun926kiVLqlSpUrkLNh/S0tLs+mE/Pj5evXv3Vq9evfTCCy/YZJ/2OudHRvHx8bp27VqW6xzxHihevLjKlSuXu2CdUEHJg/bOAZLt8wA5wLasGQNlypTRU089pfnz51sKFZs3b9arr76aY9tSpUrJw8NDycnJ6tatm4oUKZLnmAvKGCAP/B/ygHPL7RhwlhwgFYwxUFBygFTwPhMUhNff2dz5GlesWDHP+6FYaWdxcXGSsp/O7ZtvvtH169fl4+OTry+RUlNTlZaWpoiICE2aNEmVK1dW//7987y/3Nq/f78eeughxcTEaNq0aXr99dft3qe1jhw5omPHjsnd3V2PPPJInvdz8uRJeXl52TCy26y939SRI0f05Zdf6pFHHlGjRo1y1WbmzJl5CQ0Gmjdvnv7f//t/Vrf77LPPNGjQIDtEBHuyJg/kJQdI5IGC5tatW7rnnnsy3Ic5N6pXr67Tp0/n+8MZHItzAev4+/vrwoULqlSpktXvEWexfPnybM/Vs5qy8t8iIiLk7++vqKgoVa1a1er+582bp8GDB1vdzlpxcXHy9va22/5Xrlyp0NBQnThxQsuWLcu0PiwsTNWqVbNqn/Y650dG+/fvV8uWLbNc54j3wEsvvaTp06db3c5ZFJQ8aO8cINk+D5ADbMvaMdClSxcNHjxYN2/eVMmSJZWYmJjj7Q3MZrOeeeYZJSYmqmHDhpo1a5YGDBigBg0a5CnmgjIGyAP/hzzg3KwZA86QA6SCMQYKSg6QCt5ngoLw+jubO1/jHTt25Hk/lIjtLH3a0X379mVaFxERYfl1SJMmTfLVT+fOnVWsWDHVqlVLwcHB2rx5s+UKS3tasmSJrl275rSFSrPZbLnSs3///k7/S5PcqFu3rnbu3Km6desaHQrsaPDgwVb/YfT19VXfvn3tFBGcBTmgcHB3d7f8mtQaI0eOpFBZCJAHCr7sijSOkp/ZRpzJoEGDZDabFR8fb5na9s6HtYVKOE5AQIChswAY/R6E7ZAHXIunp6cCAwO1YcMGHT16VPXr18+xzYIFC7Rp0yZNnTpVq1atkslk0pAhQzJMDwjXRh5wHeQA5AU5wHVQrLSz9OlR33zzTZ04ccKyfNeuXXrggQcUExMjKeMUsHnxxRdfaNeuXVq6dKlKlSqlhx56SOHh4Xna17BhwzRjxgyVLVs2x23nzp2rNWvWGF6o/OWXX/TXX39lWHbp0iUNHjxYP//8s8qXL685c+YYFJ1tFS1aVOXKlVPRokWNDgV2VKpUKU2ZMsWqNv/73/9y/MUZCj5yQOExcuRIVa9ePdfb33PPPRoxYoQdI4KzIA8UfDVr1lSZMmUM6dvLy0v16tUzpG8gXbFixfL9GTg/KFYCzqtXr15as2aN1q1bpx49etx129OnT2vChAlq2bKlXn31VdWrV08zZszQnj17NHv2bAdFDMCWyAFA4UWx0s4mTpyosmXLKiIiQo0aNVLjxo1Vu3ZttWvXTg0aNFDHjh0l5b9YWa9ePbVp00YDBgzQpk2bdOPGDb3zzjt52tegQYM0ZcoUlS5dOsdt3dzc1KtXrzz1k5WdO3fK19fX8vj+++8l3S6K3rl8586dGdpt3LhR7du3V5kyZdS8eXM1btxYlSpV0jfffKMqVapo06ZN+Zov2ZmEh4dr1KhReS5Go+CYMGGC/vvf/+Zq26lTp2rUqFF2jgjOgBxQePj6+mrDhg25mia+atWq2rBhQ4G+/xZyjzxQ8JlMJj355JOG9N2nTx+uwIZTMOo90LZtW/n7+xvSN4Cc9ejRQ7/++qv++ecflS9fPtvt0tLSNGTIEN26dUuLFy+Wu/vtO12NGzdO7dq107Rp0xQWFuaosAHYCDkAKLwoVtpZtWrVtH37dj3yyCPy9PTUuXPnVL58eS1cuFBr1qyx3KPIlr8qLVOmjGrXrq1Tp07ZbJ+OkpKSoitXrlgeSUlJkqSEhIQMy1NSUjK06927twYMGCAfHx8dP35c586dU+PGjTV9+nQdPXpUjRs3NuJw7OLmzZvasmWLbt68aXQosDOTyaT33ntPixcvVkBAQJbbtGjRQsuWLSvQ99yBdcgBhUv9+vW1e/duPfvssypevHim9SVKlNDw4cO1a9cupgQtRMgDruH5558vVP0C/zZ06FBDpoLlB36Ac/Px8VHDhg1z/MH53LlztWPHDk2fPj3DPbzd3Ny0aNEiubm5MRUkUACRA4DCi2KlAzRq1Ejr1q3TzZs3dePGDf31118aNmyYrl27psjISLm7u6thw4Y26+/ixYs6fvy4atWqZbN9OkpgYKDMZnOOj8DAwEztli5dqtOnTys+Pl43btzQgQMHNHXqVJUsWdKYgwFswGQyafDgwTp48KC2bdumUqVKSbo9TeyuXbu0b98+9evXz+AoAdhTlSpV9Pnnn+uff/7RZ599Zvm7VqZMGV24cEGfffaZKleubHCUAKzVokULtWvXzqF9Nm/eXG3btnVon0B2ypcvr/79+zu8T+7xDji/QYMGqXfv3tmuP3r0qKZOnaq2bdtq/PjxmdbXrVtXM2fO1N69ezVr1iw7RgrAHsgBQOFEsdJAhw4dknT7qgkPD49M61esWKEVK1Zo3759kqT169dn+LckBQUFadq0afrxxx+1detWff755woMDJS7u7vGjh3rmAMBYHcmk0n33XefpUhRsmRJtWnTRiaTyeDIADhKmTJlNHz4cMuPFry8vAy75x0A2/joo48cNiWryWTSvHnznPbcITExUb1791bdunXVrFkzdevWTWfPns20ndls1ss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"text/plain": [ - "
" + "SparsePauliOp(['ZIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIII', 'IIIIIIZIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIII', 'IIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIZIIIIII', 'IIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIZ'],\n", + " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from zne.noise_amplification import TwoQubitAmplifier\n", - "\n", - "noise_amplifier = TwoQubitAmplifier(sub_folding_option='random', random_seed=0)\n", + "from qiskit.quantum_info import SparsePauliOp\n", "\n", - "test_qc = noise_amplifier.amplify_circuit_noise(trans_qaoa, 1.2)\n", - "test_qc.draw('mpl', style='bw')" - ] - }, - { - "cell_type": "markdown", - "id": "4d717cf6-198f-4a50-859d-e4e608257656", - "metadata": {}, - "source": [ - "We observe that some of the two qubit gates have been folded. This ensures that \n", - "\n", - "
    \n", - "
  1. the depth of the circuit does not increase too much due to folding
  2. \n", - "
  3. hence, the increase is noise is also low, resulting in better signal
  4. \n", - "
  5. since the increase in noise is low, low order extrapolator, such as linear, degree-2 polynomial etc. are sufficient for most of the scenarios
  6. \n", - "
" + "observable = ['I'*i + 'Z' + 'I'*(qaoa.num_qubits-i-1) for i in range(qaoa.num_qubits)]\n", + "observable = SparsePauliOp(observable, coeffs=[1/qaoa.num_qubits]*len(observable))\n", + "observable" ] }, { "cell_type": "markdown", - "id": "53a475da-9971-42d6-b1f7-2b79988c7ef6", + "id": "2ab62f44-a76c-4ac9-8750-8dd9ff01cf8d", "metadata": {}, "source": [ - "### Run the circuit" + "Note that this is a 20 qubit observable. However, after transpilation, the circuit is now expanded to the number of qubits in the hardware by appending ancilla qubits. Moreover, we note from the above transpiled circuit, that when the virtual circuit qubits have been placed on physical hardware qubits, the ordering of the qubits have changed. Our observable should conform to this layout of the qubits post transpilation." ] }, { - "cell_type": "markdown", - "id": "ea904277-dc06-4c8f-96a5-8ede3264b832", + "cell_type": "code", + "execution_count": 9, + "id": "941964bc-c8aa-4b54-b679-3325e9638f20", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[67,\n", + " 66,\n", + " 73,\n", + " 85,\n", + " 86,\n", + " 87,\n", + " 93,\n", + " 106,\n", + " 105,\n", + " 104,\n", + " 103,\n", + " 102,\n", + " 101,\n", + " 100,\n", + " 110,\n", + " 118,\n", + " 117,\n", + " 116,\n", + " 115,\n", + " 114]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "We shall use noise factors ($\\lambda$) as $\\{1,1.2,1.4\\}$. As discussed above, for such a folding, the increase in noise in low, and a linear extrapolator is often sufficient to approximate the zero noise expectation value." + "final_layout = trans_qaoa.layout.final_index_layout()\n", + "final_layout" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "d96559da-883e-46b7-916f-6c6c38af0de1", + "execution_count": 10, + "id": "4f529eaf-13ed-421c-9e46-ea406bde0381", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['IIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII'],\n", + " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", + " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "zne_options = Options()\n", - "zne_options.resilience_level = 2 # applies ZNE\n", - "zne_options.resilience.noise_factors = [1, 1.2, 1.4]\n", - "zne_options.transpilation.skip_transpilation = True\n", - "zne_options.resilience.extrapolator = 'LinearExtrapolator'\n", - "zne_estimator = Estimator(session=session, options=zne_options)" + "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", + "trans_obs" ] }, { "cell_type": "markdown", - "id": "01642342-62fc-417c-993a-cbe7945a5b18", + "id": "1598ac05-db14-4ad0-b687-e838114baf4d", "metadata": {}, "source": [ - "Now we can run the circuit using the previous options and estimator. For this notebook we shall use the average over all weight-1 Z type observable." + "#### An example of partial folding using a smaller circuit" ] }, { - "cell_type": "code", - "execution_count": 12, - "id": "ca6c55eb-40d1-4d95-a195-46fdaa50eabb", + "cell_type": "markdown", + "id": "c77a2f74-9eff-424e-a705-a57f165acd7e", "metadata": {}, - "outputs": [], "source": [ - "from qiskit.quantum_info import SparsePauliOp" + "In general, $\\lambda \\in \\mathbb{Z}$. Let the $\\lambda$ used for ZNE are $\\{1,2,3\\}$. Here, we note that the above circuit has a 2-qubit depth of 24. Therefore, folding it with $\\lambda = 3$ will create a circuit with 2-qubit depth of 72. The signal obtained from such a deep circuit may not be reliable enough for faithful extrapolation. Therefore, we shift to partial folding, where $\\lambda \\in \\mathbb{R}$. In particular, we shall use $\\lambda = \\{1,1.2,1.4\\}$.\n", + "\n", + "$\\lambda = 1.2$ implies that if the original circuit contains 10 2-qubit gates, then some gates are randomly selected for folding so that the final circuit contains $1.2\\times10 = 12$ 2-qubit gates. Below we show an example of this using the prototype-zne package. Note that for the rest of the notebook, we shall use Qiskit Runtime to incorporate ZNE. This is simply for better transparency. And for the parts using protoytpe-zne, we move to a smaller circuit for better visualization." ] }, { "cell_type": "code", - "execution_count": 13, - "id": "1e182788-2088-442d-829a-d14216738570", + "execution_count": 11, + "id": "c4d52858-f60a-438c-b57f-3159bd819493", "metadata": {}, "outputs": [ { "data": { + "image/png": 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"text/plain": [ - "SparsePauliOp(['ZIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIII', 'IIIIIIZIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIII', 'IIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIZIIIIII', 'IIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIZ'],\n", - " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" + "
" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "observable = ['I'*i + 'Z' + 'I'*(qaoa.num_qubits-i-1) for i in range(qaoa.num_qubits)]\n", - "observable = SparsePauliOp(observable, coeffs=[1/qaoa.num_qubits]*len(observable))\n", - "observable" + "circ_temp = build_compute_uncompute_qaoa_circuit(6,2)\n", + "circ_temp.draw('mpl', style='bw', fold=-1)" ] }, { "cell_type": "markdown", - "id": "1fabeafa-d231-4c1c-ae76-67e1599b74d1", + "id": "fa004256-a03e-4b8e-90d6-0dc07ccbe504", "metadata": {}, "source": [ - "Note that it is necessary to ensure that the observable follows the qubit indices of the circuit in the hardware. Therefore, we need to modify the ordering of the operators in the observable as per the final layout of the transpiled circuit." + "Note that the above circuit has 10 2-qubit gates. Now we use random folding on this circuit." ] }, { "cell_type": "code", - "execution_count": 14, - "id": "b80dd18d-a540-4bf3-9fd3-1be2bcd72558", + "execution_count": 12, + "id": "748a5faa-6bf9-44c7-b5e9-e7a3fd68be97", "metadata": {}, "outputs": [ { "data": { + "image/png": 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AAHwNhVAAAAAAAAAAAAAAAAAAvB6FUAAA+LB169bJYrHk+ClRooSaNm2qadOmKSsry+gQ4WK0AQAAAAAAAAAAAJiFv9EBAAAA13v44YfVtWtXWa1WpaSkaMGCBXruuee0f/9+zZ492+jw4Aa0AQAAAAAAAAAAAPg6CqEAADCBpk2basCAAbbXw4YNU7169RQXF6fXXntNFSpUMDA6Y1WtWlUxMTGqWrWq0aG4FG0AAHJnlvMAAOSFPAiAPACYGzkAtAEAgK/h0XgAAJhQcHCw7rrrLlmtVv32229Gh2OoMmXKqGfPnipTpozRobgVbQAArjHreQAAriMPAiAPAOZGDgBtAMCt8POj5ASeh1YJAIBJXS9+CQkJMTgSY507d06ffvqpzp07Z3QobkcbAABznwcAQCIPAiAPAGZHDgBtADAfPz8/1atXTwMGDNArr7yiKVOmaNKkSRo5cqTatm2rEiVK2LWdLl26aOfOnapSpYqLIwYcw6PxAAAwgczMTKWmpspqtSolJUUffvihfvnlF7Vs2VJ169Y1OjxDnTx5UlOmTFFERIRPFwTRBgAgd2Y5DwBAXsiDAMgDgLmRA0AbAMyjdevWGj58uHr27JlvsVN2drZ27Nih2bNn67PPPlNGRsZNy3Tp0kVffvmlAgICtHbtWrVp00ZnzpxxZfiA3RgRyqRSU1M1ZswY1a5dW4GBgapWrZpGjRqljIwMDR48WBaLRe+//77RYcIErFZrjn9hLlarVenp6Tp79qyysrKMDsenTZw4URUqVFDFihXVuHFjffDBB3rwwQf11VdfGR0a3IQ2gNxYrVZlZmbq7NmzunLlitHhAAAMcOXKFV29etXoMAAYxGq1Kjs72/Y7APP567UAeQAAAN/Uvn17/fLLL9q0aZMeeeSRAkd88vPzU/PmzTV79mwdP35cEydOVNGiRW3z/1oEJUm//PILo8rBo1AIZUI7d+5Uo0aN9NZbbyklJUUNGjTQlStXNH36dPXr10/79++XJEVERBgbqIusW7dOFotFb7/9dp7LWCwWde/e3Y1Rmcsff/yhefPmqWXLljpx4oQk6cSJE7r77rv12Wef6fLlywZHCFc7ffq03njjDYWHh6tkyZIqX768AgMD1bdvX61du5ZOFxeIjo7Wt99+q4SEBMXExCgkJETJyckKDAy0LXP58mU1bNhQr732Wo51o6Ki1KVLF3eHDCejDeCv0tLS9N5776levXoKDg5W+fLlFRAQoG7dumnFihV8IA4APi4rK0tffvmlOnXqpGLFiiklJUWSdOrUKc2aNUsXL140OEIArpaYmKiXX35ZlSpV0smTJyVd65uJiorS1q1buS8HfNzVq1f19ddfq0uXLgoICLBdC5w+fVrTp0/XhQsXDI4QcC0+JwJgFsHBwZoxY4bWrVuX47P/s2fPasmSJRo3bpx69uype++9V507d9ZTTz2lDz/8ULt27bItW7p0aU2aNEnbt2/XnXfeeVMRVHx8vB599FH6lOFReDSeyaSmpqpHjx5KSUnR6NGjNXHiRJUsWVKS9Oabb2rs2LHy9/eXxWJR48aNDY4WvmjXrl3q3r27kpOTb5q3efNmbd68Wa+88ooSEhJ0++23GxAhXC0+Pl6PP/74TQVvV69e1eLFi7V48WL9/e9/1+eff65SpUoZFKXvqVOnjjp27CjpWqV+mzZt1KZNGz399NNatGiRJCkgIEALFixQu3bt1L17dzVp0kRLly7V119/rT179hgZPpyANoDrvvnmG/Xt21e///57julWq1UJCQlKSEjQ3/72Ny1btkwVK1Y0KEoAgKskJSWpW7duuZ7bs7KyNGzYML3yyiv66quvdPfddxsQIQBXe//99zVq1CjbSFB/NX/+fM2fP18PP/ywPv74Y9uHGwB8R0pKinr06KHt27ffNC8rK0ujRo3ShAkT9MUXX+iee+4xIEIAAOAMlStX1jfffKM77rjDNm379u169913tXjx4jwHpoiLi5MkNW3aVMOGDdNjjz2mokWLqnHjxrYvTVwfHYoiKHgqRoQymZEjRyo5OVkjRozQ22+/bSuCkqQxY8aoSZMmysrKUnh4OAUIcLp9+/apQ4cOuRZB/dV///tftW3bVv/973/dFBncZdGiRerfv3+Bo35988036tKli/744w83RWY+rVu31sCBAxUfH6/Nmzfbpjdr1kzPP/+8HnvsMSUnJys6OlozZ85UlSpVDIzWtYKDg3X33XcrODjY6FDcijZgTt999526det2UxHUjX766SdFRkbq/PnzbooMMI5ZzwMwp5SUFLVr167AAuezZ8+qY8eO+vHHH90UGYxEHjSXd999V88880yuRVB/tXDhQvXt25cPNEyCPGAeZ8+eVYcOHXItgvqrCxcu6L777tO6devcExgMRQ4AbQDwPZUqVdIPP/xgK4LKzMzUyJEj1bJlS3366ad2PZ1nx44devLJJ9WiRQvt3LlTkuTv708RFLwChVAmsn//fsXHx6t8+fJ64403cl2mWbNmkqQmTZrYpm3YsEEdO3ZU5cqVFRAQoLCwsByP0APsYbVa9cgjjygtLc2u5c+cOaPHH3/ctUHBrU6fPq2oqCi7l9+8ebP++c9/ui4g6JVXXlGRIkU0YcKEHNNffvll+fv7684771RkZKT69+9vUITuER4erri4OIWHhxsditvRBswlMzNT/fv3V1ZWll3L79u3T88//7yLowKMZ+bzAMxn+PDhOnr0qF3LXrp0SQ899JDd5w14L/Kgeezbt0/PPfec3ct//fXXmjVrlgsjgqcgD5jHc889pwMHDti17JUrV/TQQw/p0qVLLo4KRiMHgDYA+JZixYopISFBtWvXlnRtAIqIiAjNmDGjUI/A3rVrlyZMmJCj4Ck7O1uzZ8+mCAoei0IoE1m4cKGys7P16KOPqkSJErkuU7x4cUk5C6HOnz+vRo0aafr06frmm28UExOjvXv3qlWrVgWO7OPJMjMzlZqamusPnG/Tpk05nidrj40bN2r37t0uigjuNmfOHLsqzP8qLi7O4XVgv9q1a6t///76/vvvtWHDBtv0okWLqnXr1kpNTdWgQYMMjNA9rl69qvT0dFNesNMGzCU+Pl5nz551aJ3PPvtM586dc1FEgGcw83kA5pKcnKylS5c6tE5SUpK+/vpr1wQEj0EeNI9Zs2Y5/MHHBx98UKgPS+BdyAPmcObMGS1atMjhdRYvXuyiiOApzJwD+JzoGjO3AcAXvfLKK7rzzjslSUePHlX79u116NChQm+vS5cu+vzzz1WkSBHbND8/P8XFxTGSHDwWhVAmsmbNGklSZGRknstcL2z6ayFUz549NW3aNPXt21ft27fXo48+qi+++EIXLlzQkiVLXBu0C02cOFEVKlTI9QfOFxsb69b14FmsVmuh/pZnzpzRl19+6YKIcN348ePl5+eXY0SgDRs2aN68eRoxYoRGjRrl848o/PXXX9WiRQv9+uuvRodiCNqAeRQmD1+6dEkLFixwQTSA5zD7eQDmMWfOnAIfhZWbDz/80AXRwJOQB83hjz/+0Pz58x1eb//+/Tm+NAHfRB4wh/nz5+vPP/90eD2uBXyfmXMAnxNdY+Y2APiapk2b6sUXX5R0bXTHBx544JYGNunSpYu+/PJLBQQESLr2ZdsffvhBknTbbbcpJibm1oMGXMDf6ADgPseOHZMk1ahRI9f5WVlZ2rRpk6SchVC5KVeunKRrzwEtjObNmyslJcWhdQrTYZuf6Oho9e3bN9d5nTp1cso+6tSpIz8/6g2la49FK4y4uDh99dVXTo4G7padna2TJ08Wat3o6GgezfQ/hcmDHTp0yPfbu/Xr18/xTZ/09HRFRUVp6tSpGjp0qNq3b69x48Zp2rRphYrZqDzoyGMYr7fNhIQE/fLLL3avN2/ePAejyp+zz3PXGd0GCsK50n1OnDhRqPXGjx+vt99+28nRAK7ljecBwNUKO8Lf999/r7CwMCdHA1cjD+JGWVlZunjxYqHWvf/++/mmt5dxJAdIhcsD5ADvc/78+UKtt3nzZq4FvJCvXgvwOZH9fLUNOFOvQf9QcIlSOply0pbncpvmy258v7x/z3//BeXBV1991fb5/ZQpUxx+Ws9f5VYE9eijjyo8PFy7d+9WUFCQnn76acXExCgpKSnP7fAZAG5FpUqVtH37dofXoxDKRDIyMiQpz1Ed4uPjlZqaqpIlS+q22267af7Vq1eVnZ2tY8eO6aWXXlKlSpX00EMPFSqWlJQUHT9+vFDrOkudOnXUsWNHl+6jsIUf+P/+/PNPw9sKjHXx4sVCd9bCcaNHj9Ztt92mYcOGyWKxaN68eYqIiFCvXr3Url07h7dnVB7MzMy0e9lLly7Z/nVkPV/NTc5uAwXhXOn5MjMzHTo2AE/AeQBwnqtXr9LevRB5EM6UlpamtLQ0o8OAAxy9fi9MHiAHmIfVauXv7YW4FrCPL39ORBsoWPb/vhya/Zd7ntym+bIb3y/v37vf/2233aYuXbpIujZAyuuvv17obeVVBHX16lX99ttvevPNNzVp0iQVKVJE0dHReuWVV/LcFp8BwAgUQplIpUqVdP78ee3YsUOtWrXKMe/kyZN64YUXJEmNGzeWxWK5af327dvbRoyqXbu21qxZU+jhQStVquTwOrcyooxRKleuTIXr/5w5c6ZQQy8HBgbaRiCD97JarYUeiaRUqVIqWbKkkyPyTq7OgytXrlR8fLx2795tOw/UqlVLU6dO1aBBg7R7926HvwVsVB4MCgqye9nAwEDbv46sV7VqVYfjyo8nnOdc0QYKwrnSfU6ePFmob06WKFFCpUuXdkFEgOt443kAcLXz588XqrDV399foaGhLogIrkQexI2uXr3q8Ojs15UtW9ahtgHjOfr3KkweIAd4n7S0NNuXpR1RpEiRQvXnw1i+ei3gCf1njqJ/1HP5FSli+/f6e8ltmi+78f3y/j3//eeXB6Ojo2355sMPP1RWVlah9pF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"text/plain": [ - "[9, 8, 5, 3, 2, 1, 4, 7, 10, 12, 13, 14, 16, 19, 22, 25, 24, 23, 21, 18]" + "
" ] }, - "execution_count": 14, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "final_layout = trans_qaoa.layout.final_index_layout()\n", - "final_layout" + "from zne.noise_amplification import TwoQubitAmplifier\n", + "\n", + "noise_amplifier = TwoQubitAmplifier(sub_folding_option='random', random_seed=0)\n", + "\n", + "amplified_circ_temp = noise_amplifier.amplify_circuit_noise(circ_temp, 1.2)\n", + "amplified_circ_temp.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "4d717cf6-198f-4a50-859d-e4e608257656", + "metadata": {}, + "source": [ + "We observe that one 2-qubit gates has been folded to create a circuit with 12 2-qubit gates. This ensures that \n", + "\n", + "
    \n", + "
  1. the depth of the circuit does not increase significantly due to folding
  2. \n", + "
  3. hence, the increase is noise is also low, resulting in better signal
  4. \n", + "
  5. since the increase in noise is low, low order extrapolator, such as linear, degree-2 polynomial etc. are sufficient for most of the scenarios
  6. \n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "53a475da-9971-42d6-b1f7-2b79988c7ef6", + "metadata": {}, + "source": [ + "### Step 3: Execute using Qiskit Primitive" + ] + }, + { + "cell_type": "markdown", + "id": "ea904277-dc06-4c8f-96a5-8ede3264b832", + "metadata": {}, + "source": [ + "Now we shall execute using Estimator. For this, we return to our original 20 qubit QAOA circuit, and we shall set all ZNE options via Estimator only. We shall use noise factors ($\\lambda$) as $\\{1,1.2,1.4\\}$. As discussed above, for such a folding, the increase in noise in low, and a linear extrapolator is often sufficient to approximate the zero noise expectation value." ] }, { "cell_type": "code", - "execution_count": 15, - "id": "0095e5b9-f44b-42ce-ba67-98d373fc7a24", + "execution_count": 13, + "id": "5fe5f135-b3cf-4180-8f1c-3e0857c6613e", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['IIIIIIIIZIIIIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIZIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIIIIIIZIIIIIIIII'],\n", - " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", - "trans_obs" + "estimator = Estimator(session=session)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "7ae8dce3-0b4a-465d-94bf-19c1b9a23429", + "metadata": {}, + "outputs": [], + "source": [ + "estimator.options.resilience_level=2 # applies ZNE\n", + "estimator.options.resilience.zne.noise_factors=[1,1.2,1.4]\n", + "estimator.options.resilience.zne.extrapolator='linear'\n", + "estimator.options.default_shots=5000" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 32, "id": "d16335a6-e51f-4c8f-94c3-651abcb44c1a", "metadata": {}, "outputs": [], "source": [ - "job = zne_estimator.run(trans_qaoa, trans_obs)" + "job = estimator.run([(trans_qaoa, trans_obs)])" ] }, { @@ -462,7 +520,7 @@ "id": "6e6a5e39-0dd4-482b-8cbb-2b08bf528cde", "metadata": {}, "source": [ - "### Postprocess" + "### Step 4: Postprocess and analyze result" ] }, { @@ -470,22 +528,22 @@ "id": "bb3a994e-9c65-46d2-908d-426dab5d9673", "metadata": {}, "source": [ - "In the postprocessing step we shall get the expectation value of the circuit and observable obtained using ZNE with partial folding." + "We shall get the expectation value of the circuit and observable obtained using ZNE with partial folding." ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 33, "id": "67eb6c3b-2504-4479-b222-70963f312632", "metadata": {}, "outputs": [], "source": [ - "result = job.result()" + "result = job.result()[0]" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 34, "id": "4bf99a21-91eb-42e0-8e04-0b2971376af3", "metadata": {}, "outputs": [ @@ -493,12 +551,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE with partial folding is 0.5193389620533491\n" + "Expectation value with ZNE with partial folding is 0.7231236432292439\n" ] } ], "source": [ - "print(f'Expectation value with ZNE with partial folding is {result.values[0]}')" + "print(f'Expectation value with ZNE with partial folding is {result.data.evs}')" ] }, { @@ -514,30 +572,7 @@ "id": "026984c5-9491-40b6-86b9-b05523454364", "metadata": {}, "source": [ - "The ideal expectation value of the circuit is $+1$. The value we obtained using partial folded ZNE is $\\sim 0.52$. Although it may seem that the result is not sufficiently close to the ideal value, we can verify that the extrapolated result is indeed better than running without ZNE.\n", - "\n", - "The following provides the expectation values corresponding to $\\lambda = \\{1, 1.2, 1.4\\}$." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "d60fad38-edda-4ea7-b53f-d76bdb3ef6a3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.24270000000000003, 0.18035, 0.1313]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result.metadata[0]['zne']['noise_amplification']['values']" + "We note that we obtain an extrapolated expectation value of $\\sim 0.72$ using partial folding and linear extrapolation. Next we shall cross-verify this result using $\\lambda = \\{1,2,3\\}$." ] }, { @@ -553,33 +588,32 @@ "id": "521852f0-be31-4549-add3-40b3bef96969", "metadata": {}, "source": [ - "Let us cross verify that using partial folding indeed provides better extrapolated expectation value than the usual ZNE folding with $\\lambda \\in \\{1,3,5\\}$. For this, we rerun the QAOA circuit with these values of $\\lambda$ and obtain the extrapolated expectation value." + "Let us cross verify that using partial folding indeed provides better extrapolated expectation value than the usual ZNE folding with $\\lambda \\in \\{1,2,3\\}$. For this, we rerun the QAOA circuit with these values of $\\lambda$ and obtain the extrapolated expectation value." ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 36, "id": "abf06fc4-c55c-4e2c-9735-91c55870b442", "metadata": {}, "outputs": [], "source": [ - "zne_options.resilience.noise_factors = [1, 3, 5]\n", - "zne_estimator = Estimator(session=session, options=zne_options)" + "estimator.options.resilience.zne.noise_factors=[1,2,3]" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 37, "id": "cc441919-488d-4be8-bf43-8256d817035f", "metadata": {}, "outputs": [], "source": [ - "non_partial_job = zne_estimator.run(trans_qaoa, trans_obs)" + "non_partial_job = estimator.run([(trans_qaoa, trans_obs)])" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 38, "id": "61de014d-e638-4895-b1c7-dee29100a140", "metadata": {}, "outputs": [ @@ -587,13 +621,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE without partial folding is 0.2445883315682424\n" + "Expectation value with ZNE without partial folding is 0.4681826193216195\n" ] } ], "source": [ - "result = non_partial_job.result()\n", - "print(f'Expectation value with ZNE without partial folding is {result.values[0]}')" + "result = non_partial_job.result()[0]\n", + "print(f'Expectation value with ZNE without partial folding is {result.data.evs}')" ] }, { @@ -601,33 +635,32 @@ "id": "bbc99cc0-740b-4d43-9af3-28147538c299", "metadata": {}, "source": [ - "We note that the extrapolated expectation value here is indeed much worse as compared to partial folding. We can still ask the question whether using higher oder extrapolators will be helpful (note that in partial folding we used linear extrapolator). In order to answer this, we rerun the experiment with Quadratic Extrapolator." + "We note that the extrapolated expectation value here is indeed much worse as compared to partial folding. We can still ask the question whether using higher oder extrapolators will be helpful (note that in partial folding we used linear extrapolator only). In order to answer this, we rerun the experiment with Quadratic Extrapolator." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 39, "id": "4c33fafe-fa7c-4a80-85ef-21a70a3a138f", "metadata": {}, "outputs": [], "source": [ - "zne_options.resilience.extrapolator = 'QuadraticExtrapolator'\n", - "zne_estimator = Estimator(session=session, options=zne_options)" + "estimator.options.resilience.zne.extrapolator='polynomial_degree_2'" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 40, "id": "e420a9ee-8a73-4218-bca4-313e11e62237", "metadata": {}, "outputs": [], "source": [ - "non_partial_poly_job = zne_estimator.run(trans_qaoa, trans_obs)" + "non_partial_poly_job = estimator.run([(trans_qaoa, trans_obs)])" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 41, "id": "37403572-d1a6-44a9-8eaf-1e34f6d037fd", "metadata": {}, "outputs": [ @@ -635,42 +668,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE without partial folding and quadratic extrapolator is 0.37446562499999997\n" + "Expectation value with ZNE without partial folding and quadratic extrapolator is 0.3778073387023649\n" ] } ], "source": [ - "result = non_partial_poly_job.result()\n", - "print(f'Expectation value with ZNE without partial folding and quadratic extrapolator is {result.values[0]}')" + "result = non_partial_poly_job.result()[0]\n", + "print(f'Expectation value with ZNE without partial folding and quadratic extrapolator is {result.data.evs}')" ] }, { "cell_type": "markdown", - "id": "7b72b3b0-426b-41cf-ad07-fd76e09e67ce", - "metadata": {}, - "source": [ - "The expectation values of the folded circuits are as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "5c93675f-4d87-44ba-88d4-5ac8b42b3cd9", + "id": "81c896b8-7a5e-4637-8f5a-a5662e90d680", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.20185, -0.008025000000000001, -0.037425]" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "result.metadata[0]['zne']['noise_amplification']['values']" + "We note that higher order extrapolator, in fact, provided worse expectation value. This is largely because at $\\lambda = 3$, the signal coming from the circuit is mostly overcome by noise. Therefore, the extrapolation is not faithful." ] }, { @@ -691,8 +703,6 @@ "id": "6536ea02-7de5-424f-9dfa-13c5662a89c1", "metadata": {}, "source": [ - "We invite the users to try higher-order extrapolators with partial folding and verify the improvements obtained.\n", - "\n", "It may be possible to further improve the result obtained from this method. One potential method is to use measurement error mitigation, and twirling (which avoids coherent error, making the channel effectively Pauli), as shown in\n", "\n", "*Majumdar, R., Rivero, P., Metz, F., Hasan, A., & Wang, D. S. (2023, September). Best practices for quantum error mitigation with digital zero-noise extrapolation. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 881-887). IEEE.*\n", @@ -704,17 +714,17 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 42, "id": "1b1dfbb3-3442-45dc-b654-3d6686e38628", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'1.0.1'" + "'1.0.2'" ] }, - "execution_count": 3, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -728,7 +738,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ce84de60-65ef-47c7-9f71-2e5d2220e95d", + "id": "48a09ba8-6adb-4c11-87c1-c5380f1b2684", "metadata": {}, "outputs": [], "source": [] @@ -750,7 +760,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.1" + "version": "3.11.8" } }, "nbformat": 4, From 2e62497a8f7f9f78b63b996cb2fac3a77467c50d Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Fri, 29 Mar 2024 10:49:14 +0530 Subject: [PATCH 12/21] docs: correct issue of ZNE extrapolation failing ZNE extrapolation was failing in the previous version, most likely because the circuit was too shallow for using noise factors 1, 1.2, 1.4. Moved to a deeper circuit. --- docs/notebooks/partial_folding.ipynb | 283 ++++++++++++++++----------- 1 file changed, 165 insertions(+), 118 deletions(-) diff --git a/docs/notebooks/partial_folding.ipynb b/docs/notebooks/partial_folding.ipynb index 0e3e5a9..9b9ca1f 100644 --- a/docs/notebooks/partial_folding.ipynb +++ b/docs/notebooks/partial_folding.ipynb @@ -97,66 +97,34 @@ "id": "9dfc47ee-5a96-4e75-9918-c81896902a1a", "metadata": {}, "source": [ - "Next, we show an example of a 20 qubits $p=3$ QAOA circuit" + "Next, we show an example of a 30 qubits $p=5$ QAOA circuit" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 36, "id": "81490e03-34b8-426c-a19e-be9954a6ae78", "metadata": {}, "outputs": [ { "data": { - "image/png": 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SpRQUFOSGqHwPedC3paSkZLtblb1KlCihokWLuiEiGOnatWtOTzIpU6aMChYs6OKIfBN50D6Ofn7IqrNBQUEO9S1fvrxD68mPN4x7uGMfyA+10hgcjwLOH4+WLFnS5bkPOTNjLaQOGufChQtOXYgrICBAZcuWder7NcCbXLlyRSdPnnSqb9myZVWgQAEXR4S/M2MdlKiFRjp9+rRtQqQj+L4e/uLs2bNOXai/cOHCCgsLc0NEcJQ31EpHearOGTFG7urxcU8I+N8xbkCBAipfvvwNj/1dTttr9veA7TfX9ku8B2w/eZB9gO3P+pe/AfYBM26/xHvA9pMHfW0fyGtsqFq1amrevLkk6ccff1RiYqJT68hvsnyWWbNmafbs2ZKkwYMHa9SoUTm+Ht+BAM5zZu5xFibM+4G2bdtq//79mjJlitq1a6fo6GhJ0vbt29W/f3/bVf9jYmKcev3MzEylpaXpo48+Urdu3SRJbdq00b59+/Tyyy87NWF+x44dDvdJT0/3uYkyhw4d4mTK//nyyy/Vrl07h/tt2LBBjRo1ckNEMNrEiRP10ksvOdSnZMmSSk5OZsL8/7g7D3bo0EGpqak3PD9ixAiNGDHCqdckD/7lo48+0kMPPeRQH4vFot27dysqKso9QcFQcXFxmjNnjkN9KlWqpMOHD/Nh+X/Ig77tjTfe0Lhx4xzqExwcrCNHjqhkyZLuCQqGuvfee7Vy5UqH+jRp0kRbt251U0S+hzxon59++smh9nv37lVCQoI6duyo2267ze5+r7zyiqOh5ckbxj3csQ/kh1ppnEceeURz5851qE/lypV16NAhjkfhF6ZMmaJnnnnGoT5Zx6MlSpRwU1S4nhlrIXXQOJcvX1ZERITDd8p+6qmnNGXKFDdFBRjHarWqQYMG+uGHHxzq16NHDy1ZssRNUeF6ZqyDErXQSOvWrdM999zjcL9vvvlGd9xxhxsiAox16NAh2/lUjvjwww/Vp08fN0QER3lDrXSUp+qcEWPkrh4f94TJMz7RubR0lStbTsnJyTc89nc5ba/Z3wO231zbL/EesP3kQfYBtp+/AfYBM2+/xHvA9pMHfW0fyGts6PqbD3/66adOvb69k+UlacGCBZo5c6YCAgLUpEmTXF+T70AAz+BMRz8wduxYlSpVSkePHtVtt92mOnXqqFq1amrUqJEqV66s1q1bS5Lq1avn1OtnJfvrJ8ZbLBa1bdtWP/74481vAEyhdevWDn/5eMcdd6hhw4ZuighGe+SRRxy+A8nAgQOZLA+/0bt3b4fvPtCpUycmy/uR4cOHO9zn0UcfZXIS/MbgwYNVuHBhh/o88MADTJb3I87kQWf6AI6Kjo7Wli1bnDphFvAlHI/C7Jw5Hn3wwQeZLA/4icKFC2vIkCEO9bFYLBo6dKibIgKMZbFY+FwOmFy7du1UtWpVh/o0atSIyfLwG9WqVdPdd9/tUJ/w8HB1797dTREB3oMxcgAAAAAA4MuuH8fetm2bw/0dmSwvSefOndOBAwckSXXr1lXBggWdiBqAu3C2ox+IiIhQYmKiOnXqpKCgIB05ckShoaGKj4/XqlWrdPDgQUnOT5jP68qxly5dcuo1YT4BAQH6+OOPVaRIEbvaFy9eXPPmzZPFYnFzZDBKRESE3n33Xbvb161bVy+++KIbIwKMFRQUpI8++sjuC0eUK1dOM2bMcHNUMFJMTIwmTJhgd/uWLVtq9OjRbowIMFZYWJjee+89u9tHR0frtddec2NEMNo999yjRx55xO72PXv21AMPPODGiIA/FSxYUKGhoQxcw+/dfvvteuGFF+xu36pVK40aNcqNEQHGKl26tOLj4+1uX716dY5HAT/z/PPPq379+na3nzp1qipXruzGiABjDRw4UF26dLG7/YgRI2wXZgfg+wICAvTRRx8pKCjIrvYlSpTQBx984OaoAGPNnj1bZcqUsattYGCgPvnkExUqVMjNUQGexxg5AAAAAADwZXXr1rX9/4cffnCor6OT5bN8//33kv68cHv16tUdjBiAOzFh3k/UrFlTK1eu1Pnz53X+/Hl99913iouLU3p6uo4cOaKAgADVrl3bqdfu2rWrJOmLL76wPZeZman169dz9284pGHDhlq3bp1uueWWPNuVKVNGX331ldP7LLzXo48+qnfffTffu9M1bNhQ69evV/HixQ2KDDDGPffco6VLl+Z78ZBKlSppw4YNioyMNCgyGGXSpEmaOHFivu3uvvturVixwuG7HwLe7qGHHlJCQoICAwPzbFevXj19/fXXKlWqlEGRwQgWi0UzZ87UsGHD8m3bt29fffLJJ9zVGIZISkrS8OHDlZSU5OlQALd78cUX7bqIU/v27bV8+XKOR+F3BgwYoPfffz/fi9nVq1dPX331le0LUQD+oWjRovriiy/UrFmzPNtZLBa99dZbXMgQfqdAgQJauHChevXqlW/bUaNGafr06VzYGvAzTZo00dq1a1WyZMk825UtW1Zff/21atWqZUxggEEqVaqkjRs3qmLFinm2CwkJ0fLly9WmTRuDIgM8izFyAAAAAADgy7LmHV25ckV//PGH3f2cnSwvSb///vsN6wfgHTjz3M/t3btXVqtV1apVU3Bw8A3LFy9erMWLF2vfvn3ZHu/YscPW5t5771Xz5s0VFxenOXPmaN26derTp4/27t3r0F1SvUWrVq1ktVr11FNP5drGarVq5cqVBkZlHs2bN9ehQ4f0j3/844Y7s1SvXl3Tp0/XgQMH1KBBAw9FCHcbMWKEfvrpJz355JM3XDwhNjZW//rXv7Rlyxa7r+wO+JouXbro8OHDevHFF3XrrbdmW3b77bdrzpw52rNnD1ca81MWi0WTJk3Srl279OijjyokJCTbsk6dOmnlypVavXo1H57htwYNGqSDBw9q3LhxCgsLy7bsrrvu0qeffqrvvvtO5cuX91CEcKfAwEDNmDFDW7duVf/+/bPdnScwMFC9e/fWhg0b9OmnnzJJE4Y5f/68NmzYoPPnz3s6FMDtLBaLXnzxRe3cuVNDhw7N8Xh01apVWrVqFcej8FuDBw/WwYMHNXbs2Bsu0MTxKOD/SpUqpU2bNmnp0qVq27ZttmUlSpTQ6NGjtW/fPj3xxBMeihBwryJFiuhf//qXvvrqK/Xs2fOGi8gMHDhQ3333naZNm5bvBWYA+KaWLVvq0KFDeuONN1SpUqVsy2rWrKm3335bP/30k+rXr++hCAH3qlmzpn788UfFx8dnu/OU9OfFZV5++WUdPnxYHTt29FCEcDfOG7sRY+QAAAAAAMCX3X333YqKilKdOnUc6le7dm3bBWYdmSwvSW+88YaqVKmi8uXLa/v27Y6GDMCN8r6tH3zenj17JP15R5yc9O7dO8fHAwYM0Lx58yT9ebLsihUrNG7cOD333HM6d+6c6tWrp9WrV6t169buCx5+q1SpUnrqqaf05JNPqnz58kpJSVHZsmW1f/9+7lRhEtWqVdM///lPTZ48WSkpKbp06ZLCwsK4iyxM49Zbb9WECRP03HPPqUKFCrY8+P3335MHTaJu3bqaNWuW3nrrLaWkpCgjI0OlS5fO964ugL+oVKmSXn/9db300kuKjIzU77//rrJlyyoxMdHTocEAFotFTZo0UZMmTTRz5kydOHFCmZmZKlOmDJMzAcAg9erV0+zZszV16lSOR2FKlStX1pQpU/Tyyy9zPAqYUGBgoLp3767u3bvrzJkzOnnypIKCghQeHq6goCBPhwe4ncViUevWrdW6dWudO3dO0dHR+v3331WuXDl98MEHng4PgAHCwsL09NNPa8yYMTp+/LjOnz+v4sWLq1y5cnxPBVMoWrSo4uLi9Mgjj+j3339XvXr1dOLECYWHh2v8+PGeDg8AAAAAAACAA06fPq3Tp0873O+jjz5SYGCgBgwYoE6dOtk9WV6STpw4oRMnTji8TgDuxx3m/Vx+E+atVmuOP1mT5bOULFlS8fHxOnnypC5fvqxt27apffv27g4ffi4gIMB2d4oCBQrw5bsJFS5cWBUrVlT16tWZLO8Gq1evVq1atRQTE6OmTZvq4MGDtmUWi0V16tTR6tWrbc+98sorqlKliqpUqaLnn3/e9vyiRYtUq1YtJk64QWBgIHnQ5IoUKaJKlSqpWrVq/I25gSN5cPv27WrWrJmCg4PVrVu3bK9DHnSfQoUKKTDwz+u4cdcycypatKgqV66sqlWrMlneDRzJgwsXLlRMTIxq166t2rVr65///KetbWJiomJiYmSxWJSammr0ZiAfo0aNUlRUlCwWi3bu3Jlru0OHDqlZs2aKjo5Ww4YNtXfvXtsyq9UqSZo0aZKOHDlie+zIPnTp0iV169ZN0dHRqlevntq1a6fDhw/b2sfGxio0NFTTpk1z4dbjZnE8CrPjeNQ/eEstzC+WrFo4Y8YMF2w1XCU0NFTVq1dXxYoVmSwPUypevLitFgYEcOqAL/KmOpjXOvhM6J0CAgJUvnx51ahRQ7feeivfU8F0LBaLypYtq4IFC9oeAwAAAAAAADCPDz74QK1bt3ZosjwA78a33n4uvwnzAAD/NWLECE2fPl07d+5U27ZtNWvWrGzLExMT1bFjR0nSN998owULFmj37t3at2+f1q1bp1WrVkmS+vTpk+2EJwDwFY7kwXLlymnatGmaOnXqDa9DHgTgqxzJgxUqVNDatWv1448/asuWLZo1a5Y2btwoSWrevHmeJ93Ds3r16qXNmzerYsWKebYbOnSo4uLidPDgQY0bN04DBw60LVuyZInGjRun1NRUbdu2Tf3799fp06cd2ockKS4uTgcOHNCuXbvUtWtXDRkyxLZsw4YN6tKli2s2GgCA63hTLcwrFmohAMAdvKkO5rUO6iAAAAAAAAAAAPBGmZmZng4BgAsxYd7Pff3117JarerUqZOnQwEAGOzXX39VgwYNlJ6eru+//16VK1fOte2iRYvUv39/hYSEqHDhwho8eLAWLFhgYLQA4HqO5MGIiAg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"text/plain": [ - "
" + "
" ] }, - "execution_count": 2, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "num_qubits = 20\n", - "p = 3\n", + "num_qubits = 30\n", + "p = 5\n", "qaoa = build_compute_uncompute_qaoa_circuit(num_qubits,2*p)\n", "qaoa.draw('mpl', style='bw', fold=-1)" ] }, - { - "cell_type": "markdown", - "id": "8109d0e6-fd99-4b87-ba9b-eab4b6a334dc", - "metadata": {}, - "source": [ - "We assign some random parameters for the qaoa circuit. Note that because of the compute-uncompute nature, the ideal outcome is independent of the assigned parameters." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "180a82f7-057c-4a99-96fe-c11b9de30716", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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VlnFe1fyqKTExMcf3rs7dt1/iNWD73Xv7JV4Dtj/n9rr7a8D2u9f2S0XvNcjvmKht27aWfy9fvrxAz29Nk+R1y5Yt09ChQyVJ7dq1y/N8KOaGAACAEbhMgwuYNGmSfH19dfz4cTVs2FCNGzdWUFCQ7rjjDtWqVUudOnWSJDVp0sTgpHBnvXr1Uo0aNWxap0GDBrrrrrvslAiONnbsWJvXGTx4ME2ScBkREREqU6aMTet06tSJJkkXUpCTyUaNGkWTJFzGyJEjVez/r8Borf79+9Mk6UIeeeSRAq1DkyTsrW7duvr+++8tF54C7MFkMhWoDha0MQvOp1q1aurXr59N6xQvXlzDhw+3UyLAsby8vDRixAib16MOuo7GjRurffv2Nq1Tvnx5DRw40E6JAMeqWLGiBg0aZNM6JpOpQBffg3Pq3LmzgoKCbFrn9ttv1z333GOnRMA1zIsAAAAARV/z5s0t//7xxx9tXt+WJknp2oX/c/vZAAAAzoBGSRcQEBCgmJgY9ezZU97e3kpISFDFihUVFRWlL774Qr/99pskGiVhrGLFimnRokXy9LTuRrZeXl5auHAhJ0W7kNq1a+vll1+2enxgYKBN4wFnV7p0ac2fP9/q8eXKldPcuXPtmAiO1rp1a5uaxps0aaIJEybYMRHgWP7+/nrjjTdsGs8dE1xLnz59bGoQ6dixox566CE7JgKuKV68uCpWrMjFCWB3I0eOVFhYmNXjBwwYoF69etkxERztjTfekJ+fn9Xj33rrLZvGA85u0qRJatSokdXjH3vsMbVs2dKOieBo7777rsqWLWv1+Pnz51tOzgJcwauvvmrTRUVfffVV1axZ046J4EgeHh5atGiRSpQoYdX44sWLa9GiRfLw4JQO2BfzIgAAAEDRFxoaKkk6efKkkpKSbFrX1iZJSUpPT9ehQ4ckSSEhIZznCwAAnAqz6i6iQYMG2rBhg9LT05Wenq4ff/xRo0aN0vnz55WQkCAPDw+bTkAA7OHuu+/WZ599Jm9v73zHlS5dWtHR0Wrbtq2DksFRnn/+eT3//PM3HVe3bl1t2bJFVatWdUAqwHEefPBBLVy48KZ3VKtcubL+85//KDg42EHJ4Agmk0lz5szRqFGjbjq2efPm2rx5s00nDwJFwZNPPqnXXnvtpuMCAwP19ddfq3r16g5IBUcpVqyYPvroI6uaJbt06aJ169ZZffIgcCuOHTumRx55RMeOHTM6Clycl5eXPv/8c3Xo0OGmY/v3769ly5ZxUrSLqVmzprZs2WJVg8Qbb7yh8ePHOyAV4DjlypXTf/7zHzVt2vSmYx955BHNmjXLAangSI0bN9amTZvk6+ub7zhPT08tWbJEDzzwgIOSAY5RrVo1bdmyRbVr177p2BdffFFTpkxxQCo4UlhYmNatWycfH598x5UqVUpr1qxRp06dHJQM7ox5EQAAAKDoq1ChgiTpxIkTNq1XkCbJ667/LG9v75ueEwwAAOBInGnj4vbv3y+z2aygoKBcr7q7evVqrV69WgcOHMj2/c6dOws0rijo0KGDzGazJk6cmOcYs9msDRs2ODCV++jTp4/27dunCRMmWA7OrqtUqZKmTJmiffv2qWvXrgYlhD2ZTCa98sor+u677zRo0KAcVyatV6+eZs+erZ9//lm1atUyKCVgXyNGjFBcXJzGjBmT42SIgIAAvfzyy9q7d6/uuOMOgxLCnjw9PTV//nxt2rRJ9957b44T35s2baqFCxcqJiaGZnG4JJPJpGeeeUY//vijhg4dKi8vr2zL69Spo7ffflu7du1S/fr1DUoJeypZsqRWrVqltWvX6u67786xvF27dvrkk0+0ceNGmsXhMOnp6frmm2+Unp5udBS4gfLly2vz5s366KOP1KZNmxzLu3btqnXr1mnFihV8qOyigoODFRsbqzfffDPH3Ie3t7ciIyP1008/6emnnzYoIWBf1apV03fffacFCxaoSZMmOZb37dtX//nPfzRv3rybXmgKRVPr1q21b98+vfTSS7rtttuyLStdurQeeeQRxcXFKTIy0piAgJ3VqVNHv/zyi2bNmqW6devmWB4REaEdO3Zo2rRp3I3BRXXv3l379u3TpEmTcjSOV6xYURMnTtTevXvVu3dvgxK6Ps4XyI55EQAAAKDoa9Gihdq0aaMxY8bYtF5ERESBmiQlacKECWrTpo2aNWumy5cv25wZAADAXjyNDgD72rt3ryTlesKBdO3q9Ll9P2zYMC1dutTmcYA1ateurbfffluvvPKKDhw4oPT0dJUtW1aNGjXKcbI8XFPbtm3Vtm1bzZkzR8HBwfrrr79UpUoVHTx4kA/+4RYaNWqk999/XzNnztShQ4eUkZGh8uXLq3HjxvL0ZPfM1ZlMJnXr1k3dunVTUlKSQkJCdPr0aVWpUkW//PILdRBu4Y477tAdd9yhWbNm6ffff9fFixfl6+urhg0bcucsN1CsWDH17dtXffv21bFjx9S8eXOdPn1aVatWVUxMjNHxAMDuSpQooYiICEVEROjw4cNq1aqVpQ5u3rzZ6HhwgOsnwE+YMEH79u3T2bNnVbJkSdWtWzfHhcUAV1SqVCmNHDlSI0aM0KFDh9S+fXudPn1afn5+Wrt2rdHx4AB+fn564YUX9Mwzz2jfvn1KSUlR6dKlVb9+fZUpU8boeIDdlStXTk888YQef/xx7d+/Xx07drTUwY8++sjoeHCAwMBAzZw5Uy+99JL27dun9PR0lSlTRg0bNlTJkiWNjgcAAAAAKGLi4uIKtN7o0aNVsmRJlS5d2qYmSUnavXt3gX4mAACAvXEmvou7WaOk2Wy26nmsHQfYolSpUmrRooXRMWCgSpUqqUSJEpKk4sWL0xwEt1O2bFm1bNnS6BgwULVq1SwXCaAOFo7ff/9dw4YN0+nTp1WuXDktXbpUDRs2zDYmKytLEydO1KZNm+Tp6SlfX18tXLhQderUkSQdO3ZM48aN02+//aZixYpp7Nixeuyxx5SRkaH77rtPv/zyizIzM5WSkmLAFrqWihUr6s477zQ6BgxUo0YNSx3kYgGFa/z48YqOjtbRo0cVGxur0NDQHGOysrI0adIkbdq0SZmZmWrbtq3ef/99lShRQps3b9bkyZMtY//880/5+flp165dDtwKwPXVrl2bOujGPDw8FBISYnQMwDAmk0n169e31EHuIOl+ihcvrqZNmxodw6V17dpVycnJ8vDwUJkyZTRnzpxcX/PFixdrxowZysrKUqdOnfTee++pePHiluVms1mdO3fWrl27mA8pRCaTKdtFRKmD7sfb25vPSgEAAAAAhrl69aqGDh0qDw8Pm5okAQAAnBm36nBxN2uUBAC4j65duyokJEShoaFq3769YmNjcx33+++/q02bNqpbt65atmyp/fv35zpuyZIlMplMWrdunR1TA4BtRo8erVGjRum3337T5MmTFRkZmWNMdHS0vv/+e+3evVt79uxR586d9eyzz0q6duJf3759NXToUB06dEgHDhzQgAEDJF07gXPy5Mn6+uuvHblJAFAg999/v7777jvVrFkzzzGLFy/Wrl27tGvXLh08eFAeHh6aPXu2JKlbt26Ki4uzfDVr1kwRERGOig87GT9+vAIDA2UymfK9suymTZvUokULhYSEqFWrVtmuCHvmzBmFhoZavurWrStPT0+dPXvWAVsAALaxdo5j48aNatasmUJDQ9WoUSMtW7bMsuzy5ct69NFHFRQUpMaNG2vw4MGWZdbWVQAwyqpVq7Rnzx7FxcVpwoQJuc6THDlyRFOnTlVMTIzi4+N16tQpLViwINuYWbNmqXbt2g5KDQAAAAAAAEe5evUqTZIAAMCl0Cjp4rZu3Sqz2ayePXsaHQUAYDBrToqRrGsySkhI0MKFC9WqVSv7hgYAG/z555/auXOn5cTl++67T8ePH1d8fHy2cSaTSZcvX9alS5dkNpuVlpamgIAASdKWLVvk5eWl/v37W8ZXrVpVkuTl5aVOnTqpfPnyjtkgALgFYWFhltqWl927d6tLly4qUaKETCaTunfvrg8//DDHuJMnT2rLli0aMmSIveIaqmrVqpo8ebKl3rsyaxpoz507p4iICC1btkx79uzRm2++ma1J1tfXN1sT7ahRo9S9e3dVrFjREZsAADaxZo7DbDZr8ODBWrp0qeLi4rRhwwaNHj1a6enpkqQpU6bIZDLpt99+0969e/XWW29Z1rWmrgKAkW6cw0hNTZXJZMoxZvXq1QoPD5efn59MJpPGjBmjTz/91LJ8//79WrdunaZMmeKIyAAAB3OneREAAAAAAAAAro9GSQAA3IQ1J8VY02SUlZWlESNGaO7cufLy8rJ7bgCw1vHjx1WtWjV5enpKutYQWaNGDR07dizbuN69e6tDhw7y8/NTtWrVtGXLFr388suSpAMHDqhy5coaOHCgmjZtqr59++qPP/5w+LYAgCM0b95c0dHRSktL05UrV7Rq1SolJCTkGLd06VL16NFDVapUcXxIB6hUqZIiIyNVqVIlo6PYnTUNtIcPH5avr68aNmwoSWrfvr2OHTumXbt25Tp+8eLFGj58eKFnBYBbZe2FVKRrxw4pKSmSpLS0NPn6+srLy0vnz5/X4sWL9eqrr1rmUfz8/CzrWVNXAcBoQ4cOVfXq1TV16tRcL4xy7NixbA3fgYGBlrmUK1euaOTIkYqKilKxYsUclhkA4DjuNC8CAAAAAAAAwPXRKAkAgBu52Ukx1jQZvfPOO2rbtq2aN2/usNwAUJh27typffv26cSJEzp58qQ6d+6sMWPGSJIyMzO1detWTZ06VbGxserWrZsGDBhgcGIAsI/IyEjdc889uuuuu3TXXXepbt26lv3A68xmsz744AOXboRLTU3Vpk2blJqaanQUpxAUFKQzZ85ox44dkqTo6Gilp6fn2kS7Y8cOnTt3Tr169XJwSgC4OWsvpGIymbRy5Ur169dPNWvWVLt27bRs2TKVKFFChw8fVsWKFfXaa6+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- "text/plain": [ - "
" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "params = produce_qaoa_parameters(p, seed=0)\n", - "qaoa = qaoa.assign_parameters(params)\n", - "qaoa.draw('mpl', style='bw', fold=-1)" - ] - }, { "cell_type": "markdown", "id": "8d0fd9ef-f582-4f94-ba9d-03353d6c2139", @@ -170,12 +138,12 @@ "id": "b5ddcae3-a031-4ae3-914f-34f52e35f064", "metadata": {}, "source": [ - "In ZNE, multiple circuits with different noise factors are executed. We shall transpile the original circuit at this stage so that all the folded circuits also remain transpiled, and we don't have to transpile them multiple times." + "In ZNE, multiple circuits with different noise factors are executed. We shall transpile the original circuit at this stage so that all the folded circuits also remain transpiled, and we don't have to transpile each of them separately." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "a50b4b56-dae2-40f6-bf99-b1d3442430d1", "metadata": {}, "outputs": [], @@ -185,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 24, "id": "363d6bd5-7e1a-4eb7-8bb4-699efc502224", "metadata": {}, "outputs": [], @@ -205,28 +173,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 37, "id": "6cc95df0-b095-4752-8d27-359eedd46108", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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I07hxYzN27Fhz+fJll8fpCH85/jl4FJ1188CXHr/jLVY+/sb4Tg6cO3fO9OjRwzRo0MA0a9bMdOrUySQmJha47fPPP2+ioqJMZGSk6dmzp/n555/t6ySZJk2amOjoaBMdHV3kbz4UN05H+cvxz8E4QD/AOWDdHPD2OPDtt9+atm3bmgYNGpiWLVuar7/+utDysrOzTVxcnClfvnye5Rs2bDCNGjUy9evXN7169TK//PKLMcaY7777zsTExJjo6GgTFRVl7r33XvPTTz85FWdx+cOxz402sHYbWLkPNMb7/aAv8JUc8NY1gZXP/9y81Q6OfBbYunWrCQ0NtR/T6Ohok5mZaYwx5tVXX82zvHLlyqZXr175ynjooYeMpDy5Upw4neEvecAjSf3IV199JUmKjo4ucL258nuQ+V7Lli3zYJSAayQmJqpdu3Zq2LChWrVqpYMHD+bb5vz58+rZs6caNmyo6Ohode7cWUlJSfb1mzZtUsuWLdWsWTO1adNG+/fvt697//33FRMTo+bNm6tJkyZavny5R+oFx7z11ls6cOCAEhISNHr0aA0aNCjfNuXKldP06dP1xhtv5FtXsWJFvfnmmzp06JC+/PJL7d69W6+99poHIoerONIHSNKoUaNUt25d2Ww2JSQk5Ft/tX7gwoULGjlypBo0aKCmTZuqf//+7qoOSqio/j7HmTNn1Lx5c/urYcOGCgoK0k8//SSJY+5Phg8frm+++Ub79+9Xjx49NHTo0HzbbN68WUuXLtWnn36qQ4cOqUWLFpo0aVKebXbu3KmEhAQlJCSoQ4cOngofLuDoOJBj6dKlstlseueddxwu5/bbb1ezZs3UvHlzdejQQfv27XNHVeAkR3KgqH4/R0H5wfWA7/nLX/6i4cOH69tvv9X48eMLvAbIMXfuXNWrVy/PsvT0dA0ZMkTvvPOOEhMT9ac//Un/+Mc/JEl/+tOf9MknnyghIUFff/21/vSnP2nq1KlurA1KiusB5Mb1gDVxTWA9jn4WaNSokf2YJiQk6JprrpEkPfzww3mWV6tWTf369cuz77p161SmTBl3VwUl4fRUo8XExcUZSWbjxo3eDsWSuMPQs2XGxcWZpUuXGmOMWb16tWnZsmW+bc6dO2fee+89k52dbYwxZsGCBaZjx47GGGN++uknU6lSJfs3UXbs2GGioqKMMVe+jVqxYkWzf/9+Y8yVO9VCQkLMr7/+6nPt4Em++g2apUuX5ruDMLetW7dedb0xxvz1r381U6ZMcWucni7XXXzlzhJH+gBjjNm+fbs5fvy4qVOnjtm3b1+edVfrB4wx5vHHHzcjR4609yEnT560dB748rdpr9bfX82sWbPM3Xffbf+7oGPuyjgL4w/H3xjfzYG9e/eaOnXq5Fs+a9YsM2zYMPvfX375pSlbtqz9bxXyjVF3xenJMt3J38YBY658lmvbtq1p06aNefvttx0uJ3d+rFu3zjRr1ox+wIfOgeLkQI4/9vvGFJwfnr4eMMY/csCb48CpU6dM2bJlzaVLl4wxV45R1apVC7yb5OuvvzYdOnQwSUlJee4wfOutt8wdd9xh//vgwYOmRo0a+fbPysoyQ4YMMY899lix43SGPxz73HylDbx1PeBsvEXxlzzw1T7Q368H3F22K/lqDnjqmsDK539u3mgHRz8LOPL/gMYY89lnn5lrr73WXLx40b4sLS3NtGjRwvz666/cYVgI7jD0Ix9//LGMMeratau3QwHc6ocfftAXX3xh/6bXPffco+PHj+f79lhoaKi6dOkim80mSWrTpo2Sk5MlSUeOHFHlypUVFRUlSerQoYNSUlIUHx8vSbLZbDp79qwk6ddff1XlypUVEhLigdrBUQMHDlStWrU0efJkrVixwuly0tLStGbNGt19990ujA7u5GgfIEm33nqratasWWA5V+sHMjIytGTJEj3zzDP2PqRatWpuqhFK6mr9/dUsWbJEQ4YMkSSOuR+bP39+gb/Z0KJFC3300UdKS0uTMUb/+c9/9Ntvv+W5s+jPf/6zoqOjNXr0aGVkZHgybJRAccaB7OxsDR06VAsWLMj3Wa6ocipUqGDf9pdffrH3DfC+4uRAbrn7fenq+cH1gG85fvy4qlevrqCgIElXjk/t2rWVkpKSZ7tLly5p2LBhWrRokUqXLp1nXUpKiurUqWP/u27dujp58qSysrIkSRcvXlTz5s1VpUoVJSYmatq0aW6uFZzF9QD+iOsBcE0Q+Bz9LCBd6d9jYmLUqlUrvfzyywWWt2TJEg0YMCDP3YTDhg3T888/r7Jly7qnEnAJJgwB5FGcASK33B8eGjRooDNnzmj37t2SpPXr1+u3335TcnKybDabVq1apd69e6tOnTpq3769li9fruDgYPdWDMXy2muv6fjx45o+fbrGjx/vVBm//vqrunXrpnHjxqlly5YujhDu4mwf8EdX6weOHDmiSpUqacaMGWrZsqU6dOigLVu2uLwucI/CLhZz2717t37++Wf7lwU45v5pxowZSkpK0rPPPptvXVxcnJ588kndfffdatOmja699lpJsvcdx44dsz+W+scff9TYsWM9GjucV5xx4IUXXtAtt9yiFi1aOFWOq76gBNdy5rPAH/t9qfD84HrAf02bNk29e/dWZGRksfcNDg5WQkKCTp06pRtvvFGLFi1yQ4RwBa4HUBSuB6yFawLkFhMTo9TUVMXHx+vtt9/Wv/71L7311lt5tsnIyNCbb76Z54tkr7zyimrXrq3bbrvN0yGjmIK8HQAAz2rbtq0SExMLXOfsb8fkfHjI+bBXvnx5rVmzRhMmTFB6erratm2rxo0bKygoSFlZWZo+fbrWrVunW2+9VXv37lX37t311Vdf2Z95Dd/x0EMPacSIETpz5owqV67s8H6//fab7rzzTvXo0UOjR492Y4QoLnf0AQUpqh84duyYGjdurOeee0779u1T586dtWfPHpe9PxxXVE7UqlXL/vcf+/vCLFmyRAMHDrRfKBZ2zA8ePKiqVau6rjJwmdmzZ2vdunX66KOPFBYWVuA2jz76qB599FFJ0meffaaaNWuqXLlykqTatWtLksLDw/Xoo49q+PDhngkcRXLVOPD1119r7dq12rFjh9Ox5PzG8fLlyzV+/HitXr3a6bLgOHd8Fvhjv3+1/OB6wPfUqlXLfjdgUFCQjDFKSUmx9+U5tm/frpSUFC1cuFBZWVn69ddfVbduXe3du1e1a9fW5s2b7dsmJyfnmXTKERwcrIcffljDhg3TuHHjPFI/5OXL1wMHDx5URESEy2KAY7geQGG4JrAORz8L5BxbSapZs6YeeOAB7dy5U3369LEvX716taKiotS4cWP7sq1bt2rHjh3auHGjfVmzZs307rvv6qabbnJjzVBcTBgCFvPpp59edX1ISIhDA0SOwj48xMXFKS7u/7F379FRVef/xz8TQhKTIPebhosI4U4wCgSKhYA3QK4VUbloFalWShWqVCgiWkFEAUH9CtUqFJtSASkCVRFBEP0JlQSQm0AJGAQlKJZJFAjZvz9YGQi5JzNzZma/X2vNWjBzZufZez9n73NmzzmTLOn8D1vXq1dPrVq1Ulpamr755hv98pe/lCR16NBBcXFxSk1NVZcuXbxUS5TXyZMnlZ2drSuuuEKStHz5ctWsWVM1atQodRlut1u33HKLbrnlFv3pT3/yVagoJ2+PAcUpahyoVq2awsLCPD9+fc011+iqq67Srl27yl4hVFhJOZGnNCeL0vkx4J///Ke2bNniea5hw4aF9vmOHTv4gCAAzZw5UykpKfrwww/z3TbyUkePHlX9+vWVnZ2tJ554wvPB7w8//KDIyEhFR0crNzdXixcv5iQwgHhrHti4caPS09PVrFkzSedvQz5q1CgdPXpUDz74YKk/dJDyf0EJvuftY4HCxv3i8qNDhw6cDwSYOnXqKDExUYsWLdI999yjpUuXKi4uTk2bNs233caNGz3/Tk9PV/v27T23Jbzlllv00EMPac+ePWrRooVeeeUV3XHHHZLOX2FSu3Ztz7zw9ttvq127dn6rH/IL5POBHTt2qHPnzmWvFCqE8wEUhnMCu5T2WODo0aOqW7euwsLCdOrUKa1cuTLflYRSwdvUS9Jbb72V7/8ul0vbt28vNrfgDG5JCiCfiycISUVOENKFg4c1a9YUGOCPHj3q+ffTTz+tHj16qGnTpp4Pj3bv3i1J2r9/vw4cOKDmzZv7rlIotR9//FEDBgxQ27ZtlZCQoJdeekkrV66Uy+XSyJEjtWLFCklSdna24uLiNHjwYO3atUtxcXF6/PHHJZ2/PcnmzZu1bNkytW/fXu3bt9czzzzjZLVQBmUZA0pS1DhQq1Yt9ezZU++//74k6eDBgzp48CDjQAArbry/1OLFi5WQkKAWLVp4niuqz8tzSzP4VkZGhsaNG6eTJ08qOTlZ7du3V6dOnSRJTzzxhF599VXPtjfddJNat26thIQEde3aVaNHj5Yk7dmzR0lJSUpISFDbtm114sQJzZ4924nqoBxKOw88+OCDOnr0qNLT05Wenq6kpCTNnz9fDz74YInlnDx5Ut98842nrPJ8QQm+U9ZjgcLG/eLyg/OBwDRv3jzNmzdP8fHxevbZZ/XGG29IUr5zgOJUqVJFr732mgYMGKCmTZsqIyNDkyZNkiRt375dSUlJateundq1a6fjx49rzpw5Pq0Pys/J8wGODQMX5wN24ZzATqU5Fli6dKnnM8OkpCTdeOON+vWvf+0pY+/evUpLS9OQIUMcqQO8wABBwO12G0lGknG73T5/n7/5Is6KlLlnzx6TlJRkmjVrZq699lqzfft2z2v33Xef+de//mW+/vprI8k0adLEJCQkmISEBNOxY0fPdiNHjjTNmzc3V199tRk2bJj54YcfPK/9/e9/N23atDHt2rUzbdq0MW+99VaFYy6KzTngy3K9zfb65/F2vOUtrzRjgDHGjBo1ylx55ZWmUqVKpk6dOubqq6/OV05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31IHV9wGJ/cBb4vQ23lavzo7X6uV39XqdjfJTfrP6AocPH9b999+vlJQUVa5cWUuWLFHz5s3zzLN48WLNmzfP/ndSUpI6deqkVatW5Zlv2LBhWrp0qc6ePasqVapo3759GjJkiH16amqqfv/9d/32228ljhNAyXnbfmXlc8JcVq4D+gJcF/CUHLhw4YIGDhyoAwcO6JprrtF1112nf/3rX2rUqFG+eWfNmqWlS5cqJydHTZo00eLFi1WlShVJl6+Xt2jRwn531quvvqqOHTs6LU5HeMu2v5qV68FT9gGzlCVOZ5WROwwdtG/fPklSZGRkgdONy78Hme/FYCEAAIB3OXz4sNq3b6/w8HC1adNG+/fvL3C+2267Ta1atVJUVJQ6duyo3bt355n+6KOPqn79+rLZbIqLi8szrX79+mrSpImioqIUFRVV4BfSYL4LFy6ob9++Cg8PV2RkpLp166b4+PgC5y1qe585c8a+raOiohQeHi5/f/8CB43gfg8++KBGjx6tn376SRMnTtSwYcPyzfPAAw8oLi7O/qpZs6YGDRqUZ55Vq1apfPnyed5r2bJlnuXuvPPOfMsBgKdxtC9U1LFPktatW6fWrVurVatWiomJ0Z49e+zTMjMzNWbMGDVu3FgtW7bU4MGDXVUclJGj/aHi+jtsc+8yevRo/fjjj9qzZ4/69OmjkSNH5ptn/fr1Wrx4sb777jsdOHBAN954o5544ok882zevNneDypqsBCeqyTnREW1+1Lxxw2YjwFDBxU3YAhYUWpqqsLCwlStWjVFRUUpIiJCAQEBBXYi4JvIAZAD8EWODB5I0gcffKC9e/cqLi5OY8eOzTff3XffrW+//Vb16tUrcPnly5fbT54HDBjg5FLAWRy5WCIVvb2rVauWZ9Bo9OjR6t69u6pWrerq8FGMX3/9Vf/73//sFy3/8pe/6Pjx44VeBJGkbdu26ddff1Xv3r3t7506dUozZszQnDlzCl3uwoULeu+99zRixAjnFQAAXMDRvlBRx76zZ89q0KBBWrp0qfbu3atZs2bl+cLEP//5T9lsNv3000/at2+fZs+e7ariwAkc6Q8V199hm3uPwMBA9ejRw/5EvZiYGCUkJOSbb8+ePerQoYMqVqwoSerRo4feeecdd4YKN3GkDSiu3ZeKP0eG+RgwdNDXX38twzDUs2dPs0MBPEaVKlV033336bHHHlNcXJzmzp2rmJgYLVy40OzQ4CbkAMgB+JqSDB7kPmpHks6dO5fvEfWdOnVSWFiYS+OFazl6sUQq2fZetGgRg0Ye4vjx46pVq5b8/f0lXX50Vt26dZWYmFjoMosWLdKQIUPy3E04atQovfjii/YLZgVZtWqVGjRooKioKKfFDwDOVpK+UFHHviNHjqhatWr2Rzx37NhRiYmJ2rVrl9LT07Vo0SI999xz9mNszZo1XVQilFVJ+kNXu7q/wzb3bvPmzSvwd9xuvPFGffnll0pOTpZhGHrvvfd0/vz5PE/RuOWWWxQZGamxY8cqPT3dnWHDSRxtA4pq93Nxjuz5GDAEUKh27dopNDS0wNfx48clSXFxcbrhhhskSTt37rT/H76BHAA5AKsp6eDB0KFDVadOHU2ZMqXE36YdOnSoWrZsqREjRuj06dNljh2uV9jFkpLYunWrzp49qzvvvNNJUcGd0tPT9f777+cZ8F24cKHq1q2rrl27FrksA8UAvEFpvkhRkMaNG+vMmTPaunWrJGn16tU6f/68EhISdOTIEVWtWlUzZsxQ69at1bFjR3311VdOLwtcw5H+0J/7O2xz7zVjxgzFx8fr+eefzzctNjZW//jHP3TnnXcqJiZG1atXlyR7+3Hs2DHt3LlTW7du1enTpzV+/Hi3xg7XKKwNKKrdh/fwNzsAAJ7ru+++K3aePw8UXP1oJng/cgDkAHxNu3btdPjw4QKn/fk3CB3x9ttvS5KWLl2qiRMnau3atQ4tt2nTJtWtW1dZWVl68skndf/99+vDDz8s8eejbIrLhzp16tj/zr1YUtaLW4sWLdLQoUPtF1Jgrjp16ujkyZPKzs6Wv7+/DMNQYmKi6tatW+D8H374oZo3b65mzZrZ39uwYYM2bdqkNWvW2N9r1aqVPvnkE/vx8ejRo/r++++1cuVK1xYIAIrh7L5QYSpXrqwVK1Zo0qRJSktLU7t27dSsWTP5+/srOztbx44dU7NmzfTCCy9o9+7d6tatm/bv36+QkBCnxQDHuKI/9Of+TlHbvEaNGs4rDJxq9uzZWrVqlb788ksFBQUVOM8jjzyiRx55RJL0/fffKywsTJUqVZIke38qODhYjzzyiEaPHu2ewFEizmoDimr34T3YWgBK7cSJE7LZbKpdu7Ykae/evfl+3Bi+jRwAOQBvU9wgeEBAQIkGD3Ldf//9euihh3TmzBlVq1at2Dhy11e+fHk99thjCg8Pd7wQcBpHvhQhOXaxxBFpaWn64IMPtGPHjlKvA8513XXXKTo6Wu+++66GDRumlStXKiwsTI0aNSpw/oLuEnzvvffy/G2z2bR37948jy1+6623dNddd+V5DwDM4Kq+UEFiY2MVGxsrScrMzFTNmjXVrFkzValSRX5+fvbftrrhhht0/fXXa9++fWrXrl3JC4UycXZ/qKD+Tt26dQvd5gwYeqY5c+Zo2bJl+vLLL4vsv5w8eVK1atVSRkaGnnrqKU2YMEHS5d+zCwgIUFBQkHJycrR8+XKeRuShnNkGFNbuw3vwSFIApbZ79+48B/sqVarojTfeMDEiuBs5AHIAvubqwQNJhQ4epKam6pdffrH//fHHH6tatWqqWrVqsZ+Rnp6u1NRU+9/Lli3j5NmD5V4sWb9+fZkHe5YvX67IyEg1bdrUOcHBKebPn6/58+crPDxcL7zwghYvXixJGjlypFavXm2f78cff1RcXJwGDBhQovXn5ORoyZIlPI4UgFdwtC/kiJMnT9r//+yzz6pr165q1KiRQkNDdcstt+jzzz+XdPku7KNHjyoiIsI5hYDTlaQ/VFB/h23uXZKSkjRu3DilpqYqNjZWUVFRuummmyRJTz31lN588037vLfddpuaN2+uyMhIdejQQWPGjJEkHTp0SDExMYqMjFTLli115swZzZ0714ziwAkcbQMKa/fhRQzAC6SlpRmSDElGWlqay5dzN1fG6Q114KoYvaHsV3NFvN5SB1bfBwyD/cBb4vQ23lavzo63tOs7dOiQERMTYzRu3Ni48cYbjb1799qnjRgxwvjkk0+MhIQEo02bNkaLFi2MVq1aGbfccouxe/fuPOsZPXq0Ubt2baNcuXLGddddZzRs2NAwDMM4cuSIERUVZbRs2dJo0aKF0bt3b+Po0aO0Ax5Y/uPHjxuSjAYNGhiRkZFGZGSk0bZtW/v03HwwjMK399XatWtnvPXWW06PsyhW3/6uXrczeUucgDfxtv3KU84JHekLGUbxx76RI0caTZo0MRo2bGgMHjzYOHv2rH3akSNHjC5dutj7UitWrCh1vMXxljzw1L5ASfpDhlF4f6ewbe6sOItCDli3/N5S9qt5Wj2UpA0oqt03jOKPG+wDpY/TWWXkkaQAAADAVZo0aVLoY1kWLlxo///27duLXM/8+fMLfL9BgwYF/kZQenp6CaKEO4SFhckwjEKnX50PhW3vq23dutUpcQEA4EqO9oWKO/b9+9//LnRagwYNtGHDhtIFCLcqSX9IKry/wzYHvFNJ2oCi2n3JsXMmmItHkgIAAAAAAAAAAAAWxh2GsAxP/ta+u2Lz1Drw1Lh8jSfXs9X3Ack9sVm9/LA2b8gx2gHK7wufUVr0BTw7NgC+wRvaGVfH6Ml1QF+AvgA54Lmx+RJPrmf2AfNjY8AQllGjRg2zQzAddWBtbH/qwOrlh7WR/5dZvR4ov7XLL1EHAKyNNpA6sHr5JerA6uUHOWD18heHR5ICAAAAAAAAAAAAFsYdhvBpQUFBSktLMzuMEgkKCnL6+rypDpxdfqvztu0vsQ9Izq0Dq5cf1uaN+Z+LdoDyO3NdVi5/7vqsXgcArMsb28BczmoLvbEO6AvQFyAH6As5k9VzwOrlLwkGDOHTbDabgoODzQ7DVNSBtbH9qQOrlx/WRv5fZvV6oPzWLr9EHQCwNtpA6sDq5ZeoA6uXH+SA1ctfEjySFAAAAAAAAAAAALAwBgwBoBgbN26UzWYr9OXvz83aAHwb7SAAAAAAAIBv4+oOADjo3nvvVY8ePfK97+fHdy8AWAPtIAAAAAAAgG9iwBAAHBQdHa3Bgwe7ZN2GYXjdj+8CsB7aQQAAAAAAAN/E18EBwMlWrlypLl26qEqVKgoKClKTJk306KOP6uLFi5KuPNpvyZIlev3119WsWTMFBgZq3rx5JkcOAM5BOwgAAAAAAOBduMMQAByUkZGhlJSUfO9XqFBBlSpVkiQ98cQTmjFjhpo1a6bHH39ctWrV0pEjR7Ry5Uo988wzqlChgn25uXPn6syZMxo1apRq1qyp6tWru60sAFAatIMAAAAAAAC+iQFDAHDQ1KlTNXXq1Hzv9+zZU2vWrNH27ds1Y8YMxcbGau3atQoMDLTP88ILL+RbLjExUYcOHdJ1110nSUpPT3dd8ADgBLSDAAAAAAAAvokBQwBw0OjRo9W/f/987+feEfPee+9Jkp5//vk8F8klyWaz5Vtu6NCh9ovkAOANaAcBAAAAAAB8EwOGAOCgxo0b69Zbby10+uHDh2Wz2RQZGenQ+sLDw50VGgC4Be0gAAAAAACAb/IzOwAA8CU2m63Au2gKEhQU5OJoAMD9aAcBAAAAAAC8DwOGAOAk4eHhysnJ0Z49e8wOBQBMQTsIAAAAAADgnRgwBAAnue+++yRJkydP1sWLF/NNNwzD3SEBgFvRDgIAAAAAAHgnfsMQABy0a9cuvfvuuwVO69u3r9q2bauJEydq5syZio6O1oABA1SzZk0dPXpUK1as0Pbt21WlShX3Bg0ATkQ7CAAAAAAA4JsYMAQABy1btkz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HDzeSzD333OPz3/7HP/7hLa+ffvqpoqGbnJwcI8lIMjk5OQE7ptC6deuMJPPMM88UeX/z5s3G4/GYgQMHlnn8kSNHTNOmTc2UKVN8/ptViTfQ5x09erTJz88v8l56erqRZBYuXFhs/4KCAtO1a1cTGRlpPvnkk6DEGMzzBkog4q3sOYPdBgJZVm5oA/6K05/nDYc64Ms5Dx486P1369atTfPmzf3ytysrVPoBxsHi3DgWum0cNCa08sGWfjCUhHI/4Na5gO3XRMwFKn/OcCj/QJ0zkOgHQyv94TAXQPn5yjhQunBqA27oB0OtDzSG+cD5QrkO+CuNrrvDMDs7W7169dKxY8c0evRoHT16VNu3b9exY8c0ffp0rVy5Utu2bZPH41G7du2cDrdCXnnlFe3atUupqan64osvHIlh3759kqTmzZsrIqLkJ9a2bNmyyL6lKSgo0NGjR/Xqq6/qrrvukiRNnTpVsbGx/gs4yDp37qwhQ4ZoyZIl2rJlS4n7nDx5Uv3791eXLl00fvz4IEfofwUFBTLGFPsmyOTJk9WmTRs98sgjysrKKrJtzpw52rBhgx5//HG1adMmmOEiwGgDv7C1DYRbHbj00kudDsFVwq38fUU/gHPZ2g5sRh9QVLi1AeYCFRNu5Q/f0A8WRTsIL4wDFWdjG6AfLIo68ItwqwOuWzAcNWqUsrKy9OCDD2rGjBlFnhk7duxYJSUlKT8/Xy1atNAFF1zgYKQVN3PmTA0ZMkRZWVlKTU115HnZ33//vSSVeQt+4bbCfc/3pz/9SR7P/8/enUdHUab/3/80hAQCKBJWZZMlGLbEsEUGhDg6LLIr4sKmLDLK8BVR+AEi6LCIA7I5OCAMoI5MlG1YHEWUVZwJSoIKKIQhhiiooKBJBBJyP3/wpCFm6yTdXd1d79c5fQ7Uluuuuu6rqvvuqnaobNmyuvHGGzV06FDVqVNHmzdv1tixY90ftJdNnTpVZcuW1bPPPpvv/NGjR+vChQtatWqVdwPzkPj4eLVr1y7P9ODgYK1evdr5GOAcX331laZMmaL27dvr6aef9mao8BL6wBV27gN2ywHkZsfjTx3Ab9mxH9gZNSAv+oC9cfzthzqYF/0Adme3PkAdzIscuCLQcsCvBgyPHDmiuLg4VatWTbNnz853mdatW0uSIiMjndNyBhjbtWunkJAQORyOAv/GiRMn1Lt3b1WuXFk33HCDhgwZorNnz5Y69tTUVCUnJxf6SklJ0fTp03XHHXcoJSVFsbGxSklJKfXfLo4LFy5IupLoBQkJCZEk/frrr/nOr127tn73u9+pffv2uvHGG+VwOPTZZ5/pzTff1Pnz590ftJc1btxY999/vz744APt2bMn17xFixZpy5Yt2rhxo0JDQy2KsOR2796trKysXNPeffdddevWLd/lo6OjNWnSJG3btk3Lli3T5cuXNWTIEBljtHr16oB5PjVyow9cZdc+EMg5gKIF+vGnDsAVgd4P7Iwa4Br6gL1x/AMbddA19APYXSD3Aeqga8iBqwIpB/J/5qSPWrNmjbKzs/XQQw8V+FjLChUqSMo9YJiUlKR169apbdu2Cg4O1kcffZTvur/88otiY2NVtWpVrVmzRr/++qsmTJignj176qOPPlKZMiUfX+3UqVOx10lOTtagQYO0e/fuEv/d4sr5odJLly4VuMzFixclXd3Xv9WnTx/16dPH+f/PP/9cjz/+uNasWaOUlBTt3bu3VDE2adLEpWORnZ1dqr9TmClTpmjNmjV69tlntWPHDknSjh07NHHiRP373/9WgwYNSrV9V9voClf3Q1xcnEaMGKFNmzYpNjbWOf38+fO6/vrrC1xv6tSp2rRpk5566iklJiYqPj5e8+bNU9OmTUsUrxVt90Xu2g+e2gee7APuzAHJ//qA5B/9wB9ywJ9rgOTb+yEQz4OS79QBXz723uTr+4E66Fl2vh6W/CMH/OFc4M99QPLtPPCH4y/5dw5QB3lP5M73xXZGHaAPSP5XB/2hBkqBeT3grzlwbRs7duyohISEEv1dlfjXDy3wu9/9zkgyGzduLHCZPn36GElm/fr1zmmXL192/nvatGmmoGbPnTvXBAUFma+//to5bd++fUaS2bBhQ4li7ty5s5FkWrZsaVq3bu3Sq0GDBs4fqBw1alSJ/m5+pkyZYiSZoUOHFrjMq6++aiSZ8PDwApeZOXOmkWQ6derk8t/++eefTbVq1Ywk8/777xcnbGNM7h/tLMnL0z8WfeLECVOtWjWzePHiEm+jtG10x36YMWOGeeKJJ5z///rrr838+fOLjD0xMdGUK1fOSDIdO3bM1ef8pe2+wNP7wZP7oLR9wBs54Mt9wFv7wM454Erbfe0H7v0pBwLlPGhM4J4L/eE8aIx/74dAqINW84U6EMjXAnZ/T8S1gGfzwNePP3WQOuiNPPD1awFeRR9/zgOl4y99wFfroL/XQGMC53rA33Ogdu3axfq71/KrOwy//vprSVL9+vXznZ+VleW8e/DaOwxdHYndsmWLOnbsqHr16jmn3XbbbWrYsKE2b96svn37ljByadOmTS6NqKempqpz586SpIEDB2rJkiUl/pslER4eLunKvs7KylJQUN4UOX78eK5lXVG5cmV17txZ69at08GDB3XnnXeWOMbatWu7fIfhqVOnSvx3XJWRkaG+ffuqd+/eGjNmjFu26WobXVGc/dCvXz/17t1b8+fPlyRt3rxZvXr1KnK966+/XiEhIcrMzFSPHj1KFbtVbfc17toP3tgH7u4D7swByf/6gOR//cBXc8Cfa4DkP/shkM6Dkm/UAX859p7mT/uBOuh+dr4elvwvB3z1XODPfUDynzzw1eMv+XcOUAd5T8Qdhu5BHaAPSP5XB/2tBkqBdT3gjzlwbRtr1qxZ4r/rV3cY3nDDDUaS2bdvX77z33jjDSPJVK5c2WRnZ+e7TGF3GNaoUcM8/vjjeab36tXLxMTElCjmnDsMT5w4UeSyqamppnHjxkaSuffee01mZmaJ/mZBXLnD8OeffzbBwcFGkvn444/zXSY8PNxIMsuWLSvW38+5+3POnDnFWs+Y3KPrrn4ToiTrlMRrr71mJJkKFSqYihUr5nlde8eqFfEWd7uNGzc2X3zxhTHG5PomRUGys7NNly5dTHBwsImIiDChoaEmKSnJozFavV1P8US83tgH7ugDnozTH/pASeK0ervX8tUcKO42fe3bpP5SBwLtPGhM4JwL/e08aIz/7odAqYNW85U6EEjXAnZ/T8S1gOe2eS1fPf6e2qYnUQd9o/0l4avXAijefuU8UHK+3gf8oQ76cw00JvCuB/wtB9y13/zqqyq1atWSJB04cCDPvFOnTunpp5+WJLVq1UoOh6PY2//pp59UpUqVPNOrVq2qH3/8sdjbK67nnntOSUlJ6tevn9asWZPv3X2eVrlyZd11112SpFdffTXP/N27d+vo0aMKDg7O9TuFRfnxxx+1a9cuSVJUVJRbYvUVgwcPljFGGRkZSktLy/O69o5Vf9CrVy9t2rRJaWlpqly5cpHLL168WDt37tS0adP09ttvKysrS4888oiMMV6IFr6APkAfCLQcQPEE4vGnDqC4ArEf2Bk1oPjoA/bG8Q881MHiox/A7gKtD1AHi48cCIwc8KsBw5zHWM6ZM0dHjx51Tt+/f79iY2N15swZSb41INW5c2fdc889qlixYpHLLly4UM8995zi4uIsGSzM8cwzz8jhcGjlypVavXq1c/rx48c1fPhwSdKjjz6qGjVqOOd98sknevbZZ5WUlJRnewkJCerevbvOnTunli1b6ve//73nG4ESyymG27Ztcw4eF+TYsWOaNGmS2rZtq4kTJ6p58+aaPn26du/ercWLF3spYsC96AP28vrrr2vGjBmaMWOGfvjhB50/f975/9dff93q8GAR6gBgb9QAe+FaAMiLOgg74TyA/FAHYdscKPG9iRY4efKkCQsLM5JMUFCQadGihfMRnt27dzddu3Yt8lGZ3n4kqZX27t1rwsLCnK8KFSoYSSYkJCTX9L179+ZZd86cOc5bWOvXr2+ioqJMUFCQkWTat29v0tPTcy2/Y8cO5/I1atQwrVu3Nu3atTM33nijc3p4eLg5fvx4idpSkltq/e1RDr5y23lmZqYJCwszgwYNMllZWQUud/nyZdOhQwcTEhJiDh8+7JyelZVl2rRpU6zbrn2l7VbzlVvureBLj52wog+UJE6rt+tuVuV/zqPD83t17tzZLXEUB3XAN/pAoJwL/eXYX8vO+8HObc/hK3UgkK4F7J4DXAt4bpueYOe256AO+kb7reIvcfqbovYr5wHfYffPhuxeA3P4Sh/wtxxw137zqzsM69Spoz179ujuu+9W+fLllZycrKpVq2rp0qXaunWr867DyMjIEm0/IiJChw8fzjP98OHDioiIKFXsVsjMzNTZs2edr19//VWSdPHixVzTMzMz86w7YcIEvfvuu7rrrrt0/vx5ffnllwoPD9fMmTO1a9cuhYaG5lo+MjJSCxcuVN++fXXdddfp6NGjSkhI0OXLl3XnnXfqr3/9qw4ePKiGDRt6pe0ouaCgIHXt2lWSVLZs2QKXmzdvnvbt26fnn38+V/8oW7asVq1a5be3XQP0AXvZuXOnjDH5vnbu3Gl1eLAIdQCwN2qAvXAtAORFHYSdcB5AfqiDsG0OlHio0cf88ssvxuFwmDJlyuS5++1ahd1h+Je//MWUK1fOnDx50jntP//5j5Fk1q9f7/aY4TruMPTudt966y3z9ttvFzj/8OHDJiQkxMTExBT4DYtZs2YZSWbhwoUeidEV5ID/7ANf+haZMd7vAyWN08rtupud8/9adt4PvtYHAuFc6C/H/lp23g92bnsOX6oDgXItYPcc8Lf2G2PvPLBz23NQB32n/Vbwlzj9jb/tVzvXQrt/NmT3GpjDl/qAP+WAu/abwxh/Gdos3H//+1/FxMSoadOm+vLLL/PMX7t2rSTprbfe0ttvv623335bktSgQQO1adNGkvTzzz+rZcuWqlatmp577jlduHBBEyZMUPXq1fXxxx+rTBm/uiEzoKSnp6tSpUqSpLS0NJd+E7Ik61jJU/H6w36wc9uv5Yl4/WUfeDJOu+8DO7ffX9p+LTvvB/qAfY/9tey8H+zc9hzUAXLA3fH6W/sle+eBnduegzpI+/0hTn/jb/vVzrXQ7p8N2b0G5qAPlCxOd7UxYEbAPv/8c0kFP450wIABGjBggHOgMOf/L7/8snOZ6667Th9++KFq166t+++/XyNGjFCHDh20ZcsWBgsBALZw4cIF9e3bV+Hh4YqMjNRdd92lpKSkPMslJyerbNmyioqKcr6OHz/unD9nzhw1a9ZMUVFRiomJUXx8vDebgWI6duyYOnTooPDwcLVt21aHDh3Ks8yHH36odu3aqVmzZmrevLkmTJig7Oxs5/yUlBT16tVLTZs2VbNmzZw/7F1UrgAAAAAAAsfatWv18MMPu/TZAgDfEjCjYEUNGJoCnkW9atWqXMs1atRIW7ZsUVpams6dO6c33nhD1atX93T48CGufGgqXbk7tWnTps4PP+Pi4lye/8477yg6OlpRUVFq0aKFVq9e7dE2ASXl6uCRJI0dO1YNGjSQw+FQYmJirnlnz57NNVgQHh6uoKAg/fjjj15oBYpr1KhR+uqrr3Tw4EH16dNHI0aMyHe5ypUrKzEx0flq1KiRJCkxMVFLlixRfHy8EhMTNWbMGI0ZM8abTUAxPfrooxo1apSOHj2qiRMnatiwYXmWueGGG/TPf/5Thw8f1qeffqp9+/bptddek3TlOqtfv34aMmSIvvrqKx0+fFj33Xefc92CcgXwB4Wd3671hz/8Qa1atVJUVJQ6deqkhISEEm0H8BWuvC8q6hqvsPdE9AkAAALThg0b1LdvX5c/W4BvcvUz8qLeB128eFFjxoxRkyZN1LJlSw0aNMilebBGkNUBuEtRA4aAq3I+NB02bJjWrl2rYcOGaf/+/fkuGxcXp6ioqAK3ld98Y4wGDRqknTt3qlWrVkpOTtYtt9zi/BFVwNeMGjVK3bt3l8Ph0Msvv6wRI0bk+8Pf9957ryZMmKCOHTvmmRcWFpbrg6C5c+dq165dqlq1qgcjR0mUL19ePXr0cP4/JiZGc+fOLdY2HA6HMjMznY9DOHfunOrUqePuUOEm33//vT755BNt27ZNknTPPfdozJgxSkpKUuPGjZ3L3Xrrrc5/ly9fXlFRUUpOTpYkffDBBwoJCdGAAQOcy9SsWdM7DQA8rLDz27XeeustValSRdKVD0mGDRumgwcPFns7gK9w5X2RK9d4Bb1nok8EjnPnzqlFixb69ddfVbduXV28eFH/+9//NHjwYC1fvtzq8ACPow/ATorK98zMTH300UdatWqVypUr51yvJJ8twFqufkZe1Pug//f//p8cDoeOHj0qh8Oh06dPuzQP1giYOww//PBDGWN09913Wx0K/FjOh6Y532a45557dPLkSbffMu9wOHTu3DlJV347MywsTCEhIW79G4A75AweORwOSVcu8HIGCH7r9ttvd3lQaMWKFRo+fLi7woQHLVy4UH369Ml3Xnp6utq2bavo6Gg9//zzunz5sqQrX94ZN26cbr75ZtWpU0fz5893Pp4SvufkyZOqXbu2goKufI/M4XCoXr16SklJKXCd06dPa+3aterZs6ck6fDhw6pevbruv/9+3XrrrerXr5/+97//OZcvKFcAf+Dq+S3nTbIknT9/3nnuLO52AF9Q0vdFxbnGo08EjipVqujBBx/UE088ocTERC1YsEAxMTEMlMA26AOwk6LyfceOHerQoUOuwUKp8M8W4HuKcy1Y2Pug9PR0rVixQjNnznROr1WrVpHzYJ2AGTAE3KG4H5oOGTJELVu21PDhw/XDDz+4NN/hcCguLk79+/dX/fr11bFjR61evVrBwcGeaxjgJu64wNu3b59++ukn50ADfNesWbOUlJSk2bNn55lXu3ZtffPNN9q/f7+2b9+uPXv2aN68eZKkEydOaP369UpKSlJqaqrGjRungQMHejt8eMjPP/+sXr16acKECWrTpo0kKSsrSx9++KGmTp2qhIQEde3a1flI0sJyBQg0Q4YMUd26dTV16lS9/vrrVocDlFhJvkxS0DVeUe+Z4Ptuu+02VatWLd/XyZMnJV15JH3O0wg+/fTTXE8mAPwdfQB2Utp837hxo/r165drm4V9tgDfVJLPyPN7H3T8+HFVrVpVs2bNUps2bdSpUyd98MEHRc6DdRgwhK24ctJz1e7du/XZZ5/pwIEDqlatmoYOHerS/KysLM2YMUPr16/X119/rQ8++ECDBw/WmTNn3NZOwFXF6RPuusBbsWKFhgwZ4rzogG+aO3eu1q9fr3//+98KDQ3NMz8kJEQ1atSQJFWtWlWPPPKI9uzZI0lat26dWrZsqRtvvFGS9PDDD+ujjz7SpUuXvNcAuKxu3bo6deqUsrKyJF15dHZKSorq1auXZ9lffvlF3bp1U58+ffTkk086p9erV0+33nqrmjdvLkkaPHiwDhw4oMzMzEJzBbCaO68NJem1117TyZMnNWPGDE2cONEDEQPu4e7cl/K/xivqPRP8w8cff6wzZ87k+6pbt64kBksQ2OgDsJPS5LsxRu+99566d+/u3F5Rny3AGt56H5SVlaWvv/5azZo10yeffKJFixZp4MCB+u677wqdB+vwaS1s5eOPPy50fkhIiPND06CgoEI/NM2ZVq5cOT3xxBMKDw93aX5iYqK+/fZb3X777ZKktm3bqk6dOvrss89K3T6guIrqEzlyLvC2b99eqgu8tLQ0vfXWWwX+Lih8w0svvaQ1a9Zo+/btuR4tca3vv/9eN9xwg8qVK6eLFy9q/fr1zjcJDRs21MqVK5WWlqZKlSppy5YtCg8P505qH1WjRg1FR0frjTfe0LBhw7Ru3TrVqVMn1+8XSlf6b7du3dStWzc988wzueZ1795dEyZM0DfffKObbrpJ77zzjiIiIlSuXLlCcwWwmqvnweIaOnSoRo8erbNnzyosLMwjfwMoDXe+L5IKvsYr6j0TAsM333wjh8Ohm266SZL02WefacqUKRZHBXgPfQB2Uli+x8fHKyIiQpUqVZLk2mcLsIa7rwVz/PZ9UL169VSmTBk99NBDkqRbb71VN998sz7//HNFRUXlO+/w4cPuaSRKhDsMgWtc+6GppAI/NE1PT3f+BqEkrVmzJteHn4XNz7mT48iRI5KkpKQkHT9+XE2aNPFQq4DSybnAe//990t9gRcXF6fIyEjdcsst7gkObpeamqrx48fr3Llzio2NVVRUlNq3by9JevbZZ/W3v/1NkrR3717deuutioyMVHR0tGrVquV8k9CvXz/17t1bbdq0UWRkpBYuXKg333zTsjahaEuXLtXSpUsVHh6uF154QStXrpQkjRgxQps2bZJ05ZHE8fHxWr9+vaKiohQVFaWZM2dKkipWrKi//e1vuvvuuxUZGanFixfrn//8p6TCcwUIFOfOndO3337r/P/GjRsVFhamqlWrWhgVUHKuvi/Kkd81XlHvmRA4EhISch3bKlWqaMmSJRZGBHgXfQB2Uli+b9iwQX379pVU+GcL8H2uXgsW9T6oWrVq+v3vf6/33ntP0pWfsDlx4oQiIiIKnNe0aVNvNBEFMYAfSEtLM5KMJJOWluaxdYwx5ssvvzQxMTGmSZMmpnXr1uazzz5zzhs+fLj517/+ZY4fP26ioqJMy5YtTYsWLUzv3r3NiRMnnMsVNf/NN980LVq0MK1atTItWrQw//jHP0ocb1E8tV13snPbr+WJeEu7zZMnTxpJpmHDhiYyMtJERkaadu3aOefn9AljjBk1apS56aabTNmyZU2NGjVMo0aN8mzvtttuM3//+9/dHmdh/CUP7N4PfDH/rWDn/UAfsO+xv5Yv7ofCzm8558Hk5GTTtm1b5/Xd73//e5OQkODydtwRZ378LQeoA76VA668L8qR3zVeUe+J8usT7t4H/nLsr+VreeBNdm57Duog7feHOP2Nv+1Xf66FzZo1M999912J17f7Z0O+VgNduRZ05X3Q8ePHTZcuXZzLrF27ttB5/twHSqs0cbqrjTySFPiNpk2bFnhb9vLly53/TkhIKHAbDRs2LHT+Aw88oAceeCDXtPT09GJGCnhenTp1ZIwpcP61fWLp0qVFbm/fvn1uiQsAAG8p7Px27XkwPj6+xNsBfJGr74uk/K/xinpPlF+f4D0RAAD+69ChQ1aHADdy9VqwqPdBDRs21I4dO1yex/WgtRgwhC34Q6HxRoy+uh98Na5A48v72Vux2X0f2L398O39TB/w3dgCiS/vZ1+OLZD48n72dGy+3PYcnozRH9ov2TsPfDm2QOLL+5nrQd+NLVD4wz7mPBA4f6e47F4Dc9AHrMWAIWyhZs2aVofgE9gP9sbxZx/Yvf0gB+zefpADsHcO2LntEu3PwX6A3XPA7u23O44/+0Cy9z6wc9tzsA8KV8bqAAAAAAAAAAAAAABYhzsMEbBCQ0OVlpZmdRglEhoa6tZt+dN+cGfb4X/HX3J/Dth9H9i9/SAH7N5+kAOwdw74Y9tzuGMf+HP7JXvnAXXQveyeA3Zvv9354/HPwXnAvdvzp31g9xqYgz7gfQwYImA5HA5VrFjR6jAsx36wN44/+8Du7Qc5YPf2gxyAvXPAzm2XaH8O9gPsngN2b7/dcfzZB5K994Gd256DfeA6HkkKAAAAAAAAAAAA2BgDhgBQhJ07d8rhcBT4CgriZm0g0FEHYHf0AQAAAAAAAhvv7AHARQ888IB69OiRZ3qZMnz3ArAL6gDsjj4AAAAAAEBgYsAQAFwUHR2tQYMGeWTbxhi/+/FdwI6oA7A7+gAAAAAAAIGJrwIDgJutW7dOXbp0UZUqVRQaGqqmTZtq7NixunTpkqSrj3VbtWqV/vrXv6pZs2YqX768Fi5caHHkANyFOgC7ow8AAAAAAOB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- "text/plain": [ - "
" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", "\n", "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", - "trans_qaoa = pm.run(qaoa)\n", - "trans_qaoa.draw('mpl', style='bw', idle_wires=False)" + "trans_qaoa = pm.run(qaoa)" ] }, { @@ -239,17 +194,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 38, "id": "9a60f2c8-4d56-442d-a6fc-f05ce9d9fe64", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "24" + "40" ] }, - "execution_count": 7, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -276,20 +231,25 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 39, "id": "0da348ff-9da8-47e7-9bf5-1a4904c183ce", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SparsePauliOp(['ZIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIII', 'IIIIIIZIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIII', 'IIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIZIIIIII', 'IIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIZ'],\n", - " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" + "SparsePauliOp(['ZIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIZIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIZIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIZIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIZIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZ'],\n", + " coeffs=[0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j])" ] }, - "execution_count": 8, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -307,19 +267,20 @@ "id": "2ab62f44-a76c-4ac9-8750-8dd9ff01cf8d", "metadata": {}, "source": [ - "Note that this is a 20 qubit observable. However, after transpilation, the circuit is now expanded to the number of qubits in the hardware by appending ancilla qubits. Moreover, we note from the above transpiled circuit, that when the virtual circuit qubits have been placed on physical hardware qubits, the ordering of the qubits have changed. Our observable should conform to this layout of the qubits post transpilation." + "Note that this is a 30 qubit observable. However, after transpilation, the circuit is now expanded to the number of qubits in the hardware by appending ancilla qubits. Moreover, we note from the above transpiled circuit, that when the virtual circuit qubits have been placed on physical hardware qubits, the ordering of the qubits have changed. Our observable should conform to this layout of the qubits post transpilation." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 40, "id": "941964bc-c8aa-4b54-b679-3325e9638f20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[67,\n", + "[68,\n", + " 67,\n", " 66,\n", " 73,\n", " 85,\n", @@ -338,10 +299,19 @@ " 117,\n", " 116,\n", " 115,\n", - " 114]" + " 114,\n", + " 109,\n", + " 96,\n", + " 95,\n", + " 94,\n", + " 90,\n", + " 75,\n", + " 76,\n", + " 77,\n", + " 78]" ] }, - "execution_count": 9, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -353,27 +323,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 41, "id": "4f529eaf-13ed-421c-9e46-ea406bde0381", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['IIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII'],\n", - " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", - " 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)\n", - "trans_obs" + "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)" ] }, { @@ -389,14 +344,20 @@ "id": "c77a2f74-9eff-424e-a705-a57f165acd7e", "metadata": {}, "source": [ - "In general, $\\lambda \\in \\mathbb{Z}$. Let the $\\lambda$ used for ZNE are $\\{1,2,3\\}$. Here, we note that the above circuit has a 2-qubit depth of 24. Therefore, folding it with $\\lambda = 3$ will create a circuit with 2-qubit depth of 72. The signal obtained from such a deep circuit may not be reliable enough for faithful extrapolation. Therefore, we shift to partial folding, where $\\lambda \\in \\mathbb{R}$. In particular, we shall use $\\lambda = \\{1,1.2,1.4\\}$.\n", - "\n", + "In general, $\\lambda \\in \\mathbb{Z}$. Let the $\\lambda$ used for ZNE are $\\{1,2,3\\}$. Here, we note that the above circuit has a 2-qubit depth of 40. Therefore, folding it with $\\lambda = 3$ will create a circuit with 2-qubit depth of 120. The signal obtained from such a deep circuit may not be reliable enough for faithful extrapolation. Therefore, we shift to partial folding, where $\\lambda \\in \\mathbb{R}$. In particular, we shall use $\\lambda = \\{1,1.2,1.4\\}$." + ] + }, + { + "cell_type": "markdown", + "id": "8ca62614-cdb7-4ea3-accd-8188a40357db", + "metadata": {}, + "source": [ "$\\lambda = 1.2$ implies that if the original circuit contains 10 2-qubit gates, then some gates are randomly selected for folding so that the final circuit contains $1.2\\times10 = 12$ 2-qubit gates. Below we show an example of this using the prototype-zne package. Note that for the rest of the notebook, we shall use Qiskit Runtime to incorporate ZNE. This is simply for better transparency. And for the parts using protoytpe-zne, we move to a smaller circuit for better visualization." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 30, "id": "c4d52858-f60a-438c-b57f-3159bd819493", "metadata": {}, "outputs": [ @@ -407,7 +368,7 @@ "
" ] }, - "execution_count": 11, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -427,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "748a5faa-6bf9-44c7-b5e9-e7a3fd68be97", "metadata": {}, "outputs": [ @@ -438,7 +399,7 @@ "
" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -479,12 +440,12 @@ "id": "ea904277-dc06-4c8f-96a5-8ede3264b832", "metadata": {}, "source": [ - "Now we shall execute using Estimator. For this, we return to our original 20 qubit QAOA circuit, and we shall set all ZNE options via Estimator only. We shall use noise factors ($\\lambda$) as $\\{1,1.2,1.4\\}$. As discussed above, for such a folding, the increase in noise in low, and a linear extrapolator is often sufficient to approximate the zero noise expectation value." + "Now we shall execute using Estimator. For this, we return to our original 30 qubit QAOA circuit, and we shall set all ZNE options via Estimator only. We shall use noise factors ($\\lambda$) as $\\{1,1.2,1.4\\}$. As discussed above, for such a folding, the increase in noise in low, and a linear extrapolator is often sufficient to approximate the zero noise expectation value." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "5fe5f135-b3cf-4180-8f1c-3e0857c6613e", "metadata": {}, "outputs": [], @@ -494,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 42, "id": "7ae8dce3-0b4a-465d-94bf-19c1b9a23429", "metadata": {}, "outputs": [], @@ -507,12 +468,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 43, + "id": "9f2dffc0-238f-4e13-8b2e-20377646eca1", + "metadata": {}, + "outputs": [], + "source": [ + "params = produce_qaoa_parameters(p, seed=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, "id": "d16335a6-e51f-4c8f-94c3-651abcb44c1a", "metadata": {}, "outputs": [], "source": [ - "job = estimator.run([(trans_qaoa, trans_obs)])" + "job = estimator.run([(trans_qaoa, trans_obs, params)])" ] }, { @@ -533,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 45, "id": "67eb6c3b-2504-4479-b222-70963f312632", "metadata": {}, "outputs": [], @@ -543,7 +514,28 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 46, + "id": "9000ae65-13eb-4f53-b8f7-7317cd074026", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PubResult(data=DataBin<>(evs=0.5315592699419873, stds=0.06250611601561394), metadata={'shots': 5024, 'target_precision': 0.01414213562373095, 'circuit_metadata': {}, 'resilience': {'twirled_readout_errors': [[66, 0.00732421875], [67, 0.0107421875], [68, 0.0146484375], [73, 0.0205078125], [75, 0.041015625], [76, 0.03466796875], [77, 0.0205078125], [78, 0.0146484375], [85, 0.01953125], [86, 0.00830078125], [87, 0.0146484375], [90, 0.02001953125], [93, 0.00390625], [94, 0.0244140625], [95, 0.00732421875], [96, 0.07275390625], [100, 0.01953125], [101, 0.0068359375], [102, 0.015625], [103, 0.01416015625], [104, 0.015625], [105, 0.025390625], [106, 0.0048828125], [109, 0.01904296875], [110, 0.04833984375], [114, 0.0263671875], [115, 0.02099609375], [116, 0.04638671875], [117, 0.1494140625], [118, 0.02197265625]], 'zne_noise_factors': 0.0, 'zne_extrapolator': 'linear'}, 'num_randomizations': 32})" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result" + ] + }, + { + "cell_type": "code", + "execution_count": 47, "id": "4bf99a21-91eb-42e0-8e04-0b2971376af3", "metadata": {}, "outputs": [ @@ -551,7 +543,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE with partial folding is 0.7231236432292439\n" + "Expectation value with ZNE with partial folding is 0.5315592699419873\n" ] } ], @@ -572,7 +564,7 @@ "id": "026984c5-9491-40b6-86b9-b05523454364", "metadata": {}, "source": [ - "We note that we obtain an extrapolated expectation value of $\\sim 0.72$ using partial folding and linear extrapolation. Next we shall cross-verify this result using $\\lambda = \\{1,2,3\\}$." + "We note that we obtain an extrapolated expectation value of $\\sim 0.53$ using partial folding and linear extrapolation. On first look, it may seem like the expectation value is not sufficiently close to the ideal one. Therefore, we shall cross-verify the result, both without ZNE, and with ZNE using $\\lambda = \\{1,2,3\\}$." ] }, { @@ -583,6 +575,60 @@ "### Cross-verify" ] }, + { + "cell_type": "markdown", + "id": "0bba15e9-df20-40f4-90ed-dfc5d55131c7", + "metadata": {}, + "source": [ + "#### Expectation value without ZNE" + ] + }, + { + "cell_type": "markdown", + "id": "4cf0c799-e284-4332-aba9-c8c903ee6b30", + "metadata": {}, + "source": [ + "First we run the same circuit without ZNE mitigation, i.e., setting the resilience_level to 0." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "91316000-e5d8-4b08-9ab6-98c1c1aaed47", + "metadata": {}, + "outputs": [], + "source": [ + "estimator.options.resilience_level=0\n", + "job_ = estimator.run([(trans_qaoa, trans_obs, params)])" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "b052dc02-40cc-43f1-a8ef-17e198a95e9b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Expectation value without is 0.37334565404653514\n" + ] + } + ], + "source": [ + "result_ = job_.result()[0]\n", + "print(f'Expectation value without is {result_.data.evs}')" + ] + }, + { + "cell_type": "markdown", + "id": "8ac99e84-609f-4d81-9fc3-5d9fd1e23798", + "metadata": {}, + "source": [ + "#### Expectation value with ZNE where $\\lambda = \\{1,2,3\\}$" + ] + }, { "cell_type": "markdown", "id": "521852f0-be31-4549-add3-40b3bef96969", @@ -593,27 +639,28 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 48, "id": "abf06fc4-c55c-4e2c-9735-91c55870b442", "metadata": {}, "outputs": [], "source": [ + "estimator.options.resilience_level=2\n", "estimator.options.resilience.zne.noise_factors=[1,2,3]" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 49, "id": "cc441919-488d-4be8-bf43-8256d817035f", "metadata": {}, "outputs": [], "source": [ - "non_partial_job = estimator.run([(trans_qaoa, trans_obs)])" + "non_partial_job = estimator.run([(trans_qaoa, trans_obs, params)])" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 50, "id": "61de014d-e638-4895-b1c7-dee29100a140", "metadata": {}, "outputs": [ @@ -621,7 +668,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE without partial folding is 0.4681826193216195\n" + "Expectation value with ZNE without partial folding is 0.4322624681662612\n" ] } ], @@ -635,12 +682,12 @@ "id": "bbc99cc0-740b-4d43-9af3-28147538c299", "metadata": {}, "source": [ - "We note that the extrapolated expectation value here is indeed much worse as compared to partial folding. We can still ask the question whether using higher oder extrapolators will be helpful (note that in partial folding we used linear extrapolator only). In order to answer this, we rerun the experiment with Quadratic Extrapolator." + "We note that the extrapolated expectation value here is worse as compared to partial folding. We can still ask the question whether using higher oder extrapolators will be helpful (note that in partial folding we used linear extrapolator only). In order to answer this, we rerun the experiment with Quadratic Extrapolator." ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 51, "id": "4c33fafe-fa7c-4a80-85ef-21a70a3a138f", "metadata": {}, "outputs": [], @@ -650,17 +697,17 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 52, "id": "e420a9ee-8a73-4218-bca4-313e11e62237", "metadata": {}, "outputs": [], "source": [ - "non_partial_poly_job = estimator.run([(trans_qaoa, trans_obs)])" + "non_partial_poly_job = estimator.run([(trans_qaoa, trans_obs, params)])" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 53, "id": "37403572-d1a6-44a9-8eaf-1e34f6d037fd", "metadata": {}, "outputs": [ @@ -668,7 +715,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE without partial folding and quadratic extrapolator is 0.3778073387023649\n" + "Expectation value with ZNE without partial folding and quadratic extrapolator is 0.35828368467077454\n" ] } ], @@ -703,7 +750,7 @@ "id": "6536ea02-7de5-424f-9dfa-13c5662a89c1", "metadata": {}, "source": [ - "It may be possible to further improve the result obtained from this method. One potential method is to use measurement error mitigation, and twirling (which avoids coherent error, making the channel effectively Pauli), as shown in\n", + "A natural question is whether it is possible to improve the value of the expectation value to make it even closer to the ideal one. One potential method is to use measurement error mitigation, and twirling (which avoids coherent error, making the channel effectively Pauli), as shown in\n", "\n", "*Majumdar, R., Rivero, P., Metz, F., Hasan, A., & Wang, D. S. (2023, September). Best practices for quantum error mitigation with digital zero-noise extrapolation. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 881-887). IEEE.*\n", "\n", @@ -738,7 +785,7 @@ { "cell_type": "code", "execution_count": null, - "id": "48a09ba8-6adb-4c11-87c1-c5380f1b2684", + "id": "13bb50db-c556-4680-a23a-a62002e5aa16", "metadata": {}, "outputs": [], "source": [] From a11be1ae25903f96339c7ffdda09b57ce90b1d66 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Fri, 29 Mar 2024 22:53:27 +0530 Subject: [PATCH 13/21] docs: apply layout to observable Applying layout to the observable has been simplified. --- docs/notebooks/partial_folding.ipynb | 84 ++++++++++------------------ 1 file changed, 31 insertions(+), 53 deletions(-) diff --git a/docs/notebooks/partial_folding.ipynb b/docs/notebooks/partial_folding.ipynb index 9b9ca1f..fc5da4d 100644 --- a/docs/notebooks/partial_folding.ipynb +++ b/docs/notebooks/partial_folding.ipynb @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 2, "id": "81490e03-34b8-426c-a19e-be9954a6ae78", "metadata": {}, "outputs": [ @@ -113,7 +113,7 @@ "
" ] }, - "execution_count": 36, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -153,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 4, "id": "363d6bd5-7e1a-4eb7-8bb4-699efc502224", "metadata": {}, "outputs": [], @@ -173,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 5, "id": "6cc95df0-b095-4752-8d27-359eedd46108", "metadata": {}, "outputs": [], @@ -194,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 6, "id": "9a60f2c8-4d56-442d-a6fc-f05ce9d9fe64", "metadata": {}, "outputs": [ @@ -204,7 +204,7 @@ "40" ] }, - "execution_count": 38, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -231,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 7, "id": "0da348ff-9da8-47e7-9bf5-1a4904c183ce", "metadata": {}, "outputs": [ @@ -249,7 +249,7 @@ " 0.03333333+0.j, 0.03333333+0.j])" ] }, - "execution_count": 39, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -272,63 +272,41 @@ }, { "cell_type": "code", - "execution_count": 40, - "id": "941964bc-c8aa-4b54-b679-3325e9638f20", + "execution_count": 8, + "id": "4f529eaf-13ed-421c-9e46-ea406bde0381", + "metadata": {}, + "outputs": [], + "source": [ + "trans_obs = observable.apply_layout(trans_qaoa.layout)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "13819311-98d5-4257-b54f-78ab830d9509", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[68,\n", - " 67,\n", - " 66,\n", - " 73,\n", - " 85,\n", - " 86,\n", - " 87,\n", - " 93,\n", - " 106,\n", - " 105,\n", - " 104,\n", - " 103,\n", - " 102,\n", - " 101,\n", - " 100,\n", - " 110,\n", - " 118,\n", - " 117,\n", - " 116,\n", - " 115,\n", - " 114,\n", - " 109,\n", - " 96,\n", - " 95,\n", - " 94,\n", - " 90,\n", - " 75,\n", - " 76,\n", - " 77,\n", - " 78]" + "SparsePauliOp(['IIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'ZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII'],\n", + " coeffs=[0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", + " 0.03333333+0.j, 0.03333333+0.j])" ] }, - "execution_count": 40, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "final_layout = trans_qaoa.layout.final_index_layout()\n", - "final_layout" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "4f529eaf-13ed-421c-9e46-ea406bde0381", - "metadata": {}, - "outputs": [], - "source": [ - "trans_obs = observable.apply_layout(final_layout, num_qubits=backend.num_qubits)" + "trans_obs" ] }, { From 117a4d21fb618efc2b33d91dfc428a241a44b187 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Mon, 29 Apr 2024 16:33:17 +0530 Subject: [PATCH 14/21] Addressed comments from https://github.com/IBM-Quantum-Technical-Enablement/quantum-enablement/pull/18 --- docs/notebooks/partial_folding.ipynb | 796 ++++++++++++++++----------- 1 file changed, 480 insertions(+), 316 deletions(-) diff --git a/docs/notebooks/partial_folding.ipynb b/docs/notebooks/partial_folding.ipynb index fc5da4d..a2568c4 100644 --- a/docs/notebooks/partial_folding.ipynb +++ b/docs/notebooks/partial_folding.ipynb @@ -1,5 +1,14 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "3c2cbeeb-687e-4186-87a3-dad53ef9c05a", + "metadata": {}, + "source": [ + "### Ritajit Majumdar\n", + "Enabling Quantum Technologies Researcher @ IBM Quantum" + ] + }, { "cell_type": "markdown", "id": "adfe2702-5e7e-4246-8099-87fcf8816adf", @@ -18,9 +27,11 @@ "id": "0217380d-036c-435c-b317-216acec3cfa5", "metadata": {}, "source": [ - "Zero Noise Extrapolation (ZNE) is an error mitigation technique used to obtain expectation values closer to the ideal noiseless value from a noisy quantum computer. ZNE can be classified broadly into three types - (i) analog ZNE, (ii) digital ZNE, and (iv) PEA ZNE. In this notebook we select digital ZNE primarily because it has a much simpler implementation than analog ZNE (Physical review letters, 119(18), 180509), and does not require the time consuming $learning$ step of PEA ZNE (Nature, 618(7965), 500-505).\n", + "Zero Noise Extrapolation (ZNE) is an error mitigation technique used to obtain expectation values closer to the ideal noiseless value from a noisy quantum computer. ZNE can be classified broadly into - (i) analog ZNE, and (ii) digital ZNE. Digital ZNE is performed by folding the gates in the circuit, or by appending learned noise at the end of each layer, called Probabilistic Error Amplification (PEA).\n", + "\n", + "In this notebook we select digital ZNE via folding primarily because it has a much simpler implementation than analog ZNE (Physical review letters, 119(18), 180509), and does not require the time consuming $learning$ step of PEA (Nature, 618(7965), 500-505). Henceforth, the term $digital ZNE$ or $ZNE$ will imply digital ZNE via folding.\n", "\n", - "The general idea of digital ZNE (dZNE) is to replace some gates $U$ by $U(U^{\\dagger}U)^{\\lambda}$ for some $\\lambda \\geq 1$. This ensures that the functionality of the circuit remains unchanged (since $U^{\\dagger}U = I$), however, the noise is increased due to the increased number of gates. The expectation values are obtained for different values of $\\lambda$, and then extrapolated to $\\lambda = 0$ to obtain an estimate of the expectation value in zero noise limit.\n", + "The general idea of digital ZNE (dZNE) is to replace some gates $U$ by $U(U^{\\dagger}U)^{f}$ for some $\\lambda = 2f+1$, $f \\geq 0$. This ensures that the functionality of the circuit remains unchanged (since $U^{\\dagger}U = I$), however, the noise is increased due to the increased number of gates. The expectation values are obtained for different values of $\\lambda$, and then extrapolated to $\\lambda = 0$ to obtain an estimate of the expectation value in zero noise limit.\n", "\n", "![zne.png](attachment:77e9755f-d3a4-4c78-a563-c1c989e1d5db.png)" ] @@ -30,17 +41,15 @@ "id": "652fd452-ada9-440f-bcda-f717704543a0", "metadata": {}, "source": [ - "### Step 1: Map problem to quantum native format" + "### 1. Map circuit to quantum hardware native form" ] }, { "cell_type": "markdown", - "id": "94970782-1fd3-487a-8814-5b45f2b5bc76", + "id": "61fadf94-087a-4a4b-a49f-7121da5af52c", "metadata": {}, "source": [ - "In this notebook we shall consider a QAOA circuit as a use case. In particular, we consider the compute-uncompute version of the circuit. For any circuit, represented by the circuit unitary $U$, a compute-uncompute circuit appends $U^{-1}$ to it. This ensures that, in the noiseless scenario, the outcome of the circuit is $|0\\rangle^{\\otimes n}$ where $n$ is the number of qubits. Therefore, the ideal expectation value of any $Z$ type observable is $+1$. This method ensures that the ideal outcome is known without explicit simulation.\n", - "\n", - "Note that in Qiskit the $U$ and $U^{-1}$ must be separated by a barrier so that the transpiler does not optimize the circuit to identity during execution." + "For this study we consider a QAOA path circuit. QAOA is a variational algorithm to find approximate solutions to combinatorial optimization problems. Any combinatorial optimization problem can be represented as a graph. Here we consider the graph to be a path graph. Such a graph is essentially a 1D chain (i.e., a tree), and is therefore native to the hardware." ] }, { @@ -51,53 +60,87 @@ "outputs": [], "source": [ "from qiskit import QuantumCircuit\n", - "from qiskit.circuit import Parameter, ParameterVector\n", - "from numpy.random import default_rng\n", - "from numpy import pi\n", + "from qiskit.circuit import ParameterVector\n", + "\n", + "\n", + "class QAOAPathCircuit(QuantumCircuit):\n", + " \"\"\"Parameterized QAOA acyclic line graph quantum circuit.\n", + "\n", + " The cost parameter-vector is labeled γ, and the mixer\n", + " parameter-vector β. Overall, there will be one parameter per\n", + " unit of two-qubit depth: half in γ and half in ß [1].\n", + " Weights in the generating max-cut graph are all equal to one.\n", + "\n", + " Args:\n", + " num_qubits: number of qubits (must be even).\n", + " depth: two-qubit depth (must be even).\n", + " barriers: if True adds barriers between layers.\n", + " measurements: if True adds measurements at the end.\n", "\n", - "def build_compute_uncompute_qaoa_circuit(\n", - " num_qubits: int,\n", - " depth: int, # here the convention is depth=2*p\n", - " ):\n", - " gammas = ParameterVector('γ', depth // 2) \n", - " betas = ParameterVector('β', depth // 2)\n", + " Notes:\n", + " [1] Farhi et.al. A Quantum Approximate Optimization Algorithm,\n", + " https://arxiv.org/abs/1411.4028\n", + " \"\"\"\n", "\n", - " circuit = QuantumCircuit(num_qubits)\n", - " circuit.h(range(num_qubits))\n", - " for layer in range(depth // 2):\n", - " for qubit in range(0, num_qubits - 1, 2):\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(1, num_qubits - 1, 2):\n", - " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", - " for qubit in range(num_qubits):\n", - " circuit.rx(betas[layer], qubit)\n", + " def __init__(\n", + " self, num_qubits: int, depth: int, *, barriers: bool = False, measurements: bool = False\n", + " ) -> None:\n", + " num_qubits = _validate_qaoa_num_qubits(num_qubits)\n", + " depth = _validate_qaoa_depth(depth)\n", + " barriers = bool(barriers)\n", + " measurements = bool(measurements)\n", "\n", - " qaoa = QuantumCircuit(num_qubits)\n", - " qaoa.compose(circuit, inplace=True)\n", - " qaoa.barrier()\n", - " qaoa.compose(circuit.inverse(), inplace=True)\n", - " qaoa.measure_active()\n", + " super().__init__(num_qubits, name=f\"QAOAPathCircuit<{num_qubits}, {depth}>\")\n", "\n", - " return qaoa\n", + " gammas = ParameterVector(\"γ\", depth // 2)\n", + " betas = ParameterVector(\"β\", depth // 2)\n", "\n", - "def produce_qaoa_parameters(num_layers, seed=None):\n", - " rng = default_rng(seed=seed)\n", - " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", - " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + " self.h(range(num_qubits))\n", + " for layer in range(depth // 2):\n", + " if barriers:\n", + " self.barrier()\n", + " for qubit in range(0, num_qubits - 1, 2):\n", + " self.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(1, num_qubits - 1, 2):\n", + " self.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(num_qubits):\n", + " self.rx(betas[layer], qubit)\n", + " if measurements:\n", + " self.measure_all()\n", "\n", - " params = []\n", - " for idx in range(len(betas)):\n", - " params.append(gammas[idx])\n", - " params.append(betas[idx])\n", - " return params" + "\n", + "def _validate_qaoa_num_qubits(num_qubits: int) -> int:\n", + " \"\"\"Validate number of qubits for QAOA circuits.\"\"\"\n", + " # pylint: disable=duplicate-code\n", + " if not isinstance(num_qubits, int):\n", + " raise TypeError(f\"Invalid num. qubits type {type(num_qubits)}, expected .\")\n", + " if num_qubits <= 2:\n", + " raise ValueError(f\"Number of qubits ({num_qubits}) must be greater than two.\")\n", + " if num_qubits % 2:\n", + " raise ValueError(f\"Number of qubits ({num_qubits}) must be even.\")\n", + " return num_qubits\n", + "\n", + "\n", + "def _validate_qaoa_depth(depth: int) -> int:\n", + " \"\"\"Validate depth for QAOA circuits.\"\"\"\n", + " # pylint: disable=duplicate-code\n", + " if not isinstance(depth, int):\n", + " raise TypeError(f\"Invalid depth type {type(depth)}, expected .\")\n", + " if depth < 0:\n", + " raise ValueError(f\"Depth ({depth}) must be positive.\")\n", + " if depth % 2:\n", + " raise ValueError(f\"Depth ({depth}) must be even.\")\n", + " return depth" ] }, { "cell_type": "markdown", - "id": "9dfc47ee-5a96-4e75-9918-c81896902a1a", + "id": "c8377d60-8e04-4a27-af61-c323a0474fdd", "metadata": {}, "source": [ - "Next, we show an example of a 30 qubits $p=5$ QAOA circuit" + "In this notebook we shall use the small example of 6-qubit p=1 $reference\\_circuit$ to explain the steps for the ease of understanding. The original circuit, on which the experimentations will be performed will be termed $virtual\\_circuit$.\n", + "\n", + "The circuit construction considers $depth = 2p$ since the QAOA circuit for each $p$ consists of two 2-qubit layers." ] }, { @@ -108,9 +151,9 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] }, "execution_count": 2, @@ -119,651 +162,772 @@ } ], "source": [ - "num_qubits = 30\n", - "p = 5\n", - "qaoa = build_compute_uncompute_qaoa_circuit(num_qubits,2*p)\n", - "qaoa.draw('mpl', style='bw', fold=-1)" + "reference_circuit = QAOAPathCircuit(6,2)\n", + "reference_circuit.draw('mpl', style='bw', fold=-1)" ] }, { "cell_type": "markdown", - "id": "8d0fd9ef-f582-4f94-ba9d-03353d6c2139", + "id": "8109d0e6-fd99-4b87-ba9b-eab4b6a334dc", "metadata": {}, "source": [ - "### Step 2: Optimize circuits and observables" + "#### Mirror circuit: the compute-uncompute pattern" ] }, { "cell_type": "markdown", - "id": "b5ddcae3-a031-4ae3-914f-34f52e35f064", + "id": "5605f7d3-3ace-4f96-a110-487794d19772", "metadata": {}, "source": [ - "In ZNE, multiple circuits with different noise factors are executed. We shall transpile the original circuit at this stage so that all the folded circuits also remain transpiled, and we don't have to transpile each of them separately." + "A compute-uncompute circuit appends the inverse of the circuit unitary to the circuit, so that ideally the outcome is $|0\\rangle^n$, $n$ being the number of qubits. Having a compute-uncompute circuit removes the need of simulating the ideal outcome for verification. However, having a compute-uncompute type circuit also doubles the depth." ] }, { "cell_type": "code", "execution_count": 3, - "id": "a50b4b56-dae2-40f6-bf99-b1d3442430d1", + "id": "180a82f7-057c-4a99-96fe-c11b9de30716", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "from qiskit_ibm_runtime import QiskitRuntimeService, Session, Options, EstimatorV2 as Estimator" + "from qiskit.circuit.library import UnitaryOverlap\n", + "\n", + "reference_circuit.barrier()\n", + "reference_circuit = UnitaryOverlap(reference_circuit, reference_circuit)\n", + "\n", + "reference_circuit.draw(\"mpl\", style=\"bw\")" + ] + }, + { + "cell_type": "markdown", + "id": "5c3f61f6-b920-498f-b4ec-e99413ea3ad7", + "metadata": {}, + "source": [ + "Notice that Qiskit requires a barrier between the compute and uncompute parts of the circuit in order to avoid simplification of the circuit to identity during transpilation." ] }, { "cell_type": "code", "execution_count": 4, - "id": "363d6bd5-7e1a-4eb7-8bb4-699efc502224", + "id": "0c310411-98c7-4d8e-b22d-71cdc9366a6d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ">> Compute-uncompute 2-qubit depth: 4 (= 2 x 2)\n" + ] + } + ], "source": [ - "service = QiskitRuntimeService()\n", - "backend = service.get_backend('ibm_pinguino1')\n", - "session = Session(backend=backend)" + "def adds_two_qubit_depth(instruction):\n", + " \"\"\"Returns True if the instruction adds two-qubit depth, False otherwise.\"\"\"\n", + " if instruction.operation.name == \"barrier\":\n", + " return False\n", + " return instruction.operation.num_qubits > 1\n", + "\n", + "depth = reference_circuit.depth(adds_two_qubit_depth) # Original depth = 2\n", + "print(f\">> Compute-uncompute 2-qubit depth: {depth} (= 2 x 2)\")" ] }, { "cell_type": "markdown", - "id": "3f5bb047-6d6b-4773-8f21-08f167287066", + "id": "f888300f-42c5-4bc1-9485-b115382cf5a3", "metadata": {}, "source": [ - "#### Transpile the circuit" + "For our experimentation, we shall consider a 40 qubit $p = 5$ QAOA circuit. Note that the depth of the circuit is twice the value of $p$." ] }, { "cell_type": "code", "execution_count": 5, - "id": "6cc95df0-b095-4752-8d27-359eedd46108", + "id": "b6cafb35-1418-4c39-bbb2-eac93c0c1d0c", "metadata": {}, "outputs": [], "source": [ - "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", - "\n", - "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", - "trans_qaoa = pm.run(qaoa)" + "p = 5\n", + "virtual_circuit = QAOAPathCircuit(40,2*p)" ] }, { "cell_type": "markdown", - "id": "7e550cd0-fc38-4cb3-9f87-dd7661459051", + "id": "c5a5bcc5-d596-4e48-a29e-1aae43962082", "metadata": {}, "source": [ - "We note the 2-qubit depth of the transpiled circuit" + "Now, we shall assign the parameters. For each layer $p$, a QAOA circuit has one parameter $\\gamma$ and one parameter $\\beta$. Therefore, the total number of parameters is $2p$." ] }, { "cell_type": "code", "execution_count": 6, - "id": "9a60f2c8-4d56-442d-a6fc-f05ce9d9fe64", + "id": "6995edb1-fec4-43a3-93e6-69a0cf2e88c7", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "40" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "PARAMETERS:\n", + "γ:= [0.8605556614246863, -1.4464727375963786, -2.8841484100105235, -3.03774645687452, 1.9683349641197863]\n", + "β:= [2.5934197786078093, 0.6700123395200417, 1.441969420022903, 0.27410390540137985, 2.7336406607023154]\n" + ] } ], "source": [ - "trans_qaoa.depth(lambda x:x[0].num_qubits==2)" + "from numpy.random import default_rng\n", + "from numpy import pi\n", + "\n", + "rng = default_rng(seed=0)\n", + "\n", + "gamma = rng.uniform(-pi, pi, size=p).tolist()\n", + "beta = rng.uniform(-pi, pi, size=p).tolist()\n", + "\n", + "print(\"PARAMETERS:\")\n", + "print(f\"γ:= {gamma}\")\n", + "print(f\"β:= {beta}\")" ] }, { - "cell_type": "markdown", - "id": "c9c90b9f-29d4-46f3-bca5-8bc0b5e39204", + "cell_type": "code", + "execution_count": 7, + "id": "2dd558f0-7abb-4290-b8a6-5bbfd64ac782", "metadata": {}, + "outputs": [], "source": [ - "#### Expand observables to match the transpiled circuit layout" + "params = []\n", + "\n", + "for i in range(p):\n", + " params.append(gamma[i])\n", + " params.append(beta[i])\n", + "\n", + "virtual_circuit.assign_parameters(params, inplace=True)" ] }, { "cell_type": "markdown", - "id": "faaa4550-0eb2-4e7b-b879-85b5aed56be6", + "id": "4131275c-af51-4a58-ac21-e7335e9fcb50", "metadata": {}, "source": [ - "For this notebook the observable that we consider is the average of all weight-1 Z type observables." + "Now we create the compute-uncompute version of the virtual circuit" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "0da348ff-9da8-47e7-9bf5-1a4904c183ce", + "execution_count": 8, + "id": "545ec544-2e1f-4091-9d6f-24be12603129", "metadata": {}, "outputs": [ { "data": { + "image/png": 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+ve312NhYDR06VD179lR6err+8Y9/aOLEiapataqB1QI37/jx43rooYfsNhL+2ZQpU3gijR8jA2FGO3fu1KOPPurw+FGjRmnp0qVurAhGIgdhRqtXr75hI+Gf/etf/9KmTZvcWBGMRA7CjObPn3/DRsJc165dU1JSkg4ePOjmqmAUchDeJCIiQlOmTDHtjdpm3X5yCPC8F1544YaNhLnOnz+vBx54QJcvX3ZzVeZFDgKe969//euGjYS5jh8/rr/97W+2pxbC9chBwPN69uzp8JNX9+zZoz59+ri5InMjBwHPslqt6tat2w0bCXNt2LBBgwYNcnNV5kUGAp6Xk5Ojzp0737CRMNfSpUs1evRoN1cFf2WaZsIdO3Zo3rx5qlSpkkaNGnXdcovFottuu02S8szct2bNGt17772qUqWKgoKCFBYWpocfflg7d+687j1WrVqlFi1aqHjx4ipXrpz+7//+TydOnHDfRnnAhQsX9Ntvv+X7A9ebO3euTp486dQ6EydO5AKRnxsxYoSKFCmiESNG5Hn92Wef1S233KImTZqodevWSkxMNKhCwHWmTp2qCxcuOLXOW2+9xQUiP0YGwmwmTpzocEN1rrfffttN1cAbkIMwG2cz7dq1a5owYYKbqoE3IAdhNm+99ZZT43NycvT++++7pxh4BXIQ3uLq1avKysrS1atXjS7FEGbefnII8JwLFy5o8uTJTq1z8OBBLV682E0VQSIHAU86ceKE5syZ49Q6Gzdu1Lp169xUESRyEPCkHTt2aPny5U6t89lnn2nfvn1uqggSOQh40qpVq5x+ut2HH36o06dPu6kikIGAZ33yySc6evSoU+u8++67ysnJcVNF8Od+KtM0E/73v/+1zdRcokSJfMcEBQVJyttMePbsWUVFRWn8+PH66quv9Morr+jnn39W8+bNlZ6ebhu3Zs0a3Xfffbr11luVmpqqt956S2lpaWrTpo1PfzlHjRqlihUr5vuTnZ1tdHl+Z9KkSU6vc/ToUS4Q+bnatWsrMTFRK1as0Jo1a2yvBwYGqkWLFvrtt9/Uu3dvAysEXOPq1atOXySXpG3btnGByI+RgTCTrKwszZo1y+n1li5dygUiP0YOwkyOHDmiRYsWOb3enDlzdObMGTdUBG9ADsJMtmzZUqjj2w8++EC///67GyqCNyAH4S127dqlpk2bateuXUaXYggzbz85BHjO3LlzlZGR4fR6hbnGDMeRg4DnTJ06tVCTaZOD7kUOAp7z7rvvFmq99957z8WV4M/IQcBzCrNfd+nSJc2YMcP1xUASGQh4WmFy8NSpU0pNTXVDNZD8u58q0OgCPGXlypWSpPj4+ALH5DYH/rmZsHPnzurcuXOecXFxcapXr55SU1P1xBNPSJJeeukl1ahRQ59++qmKFCkiSapbt66aNWumqVOnqn///k7XHBcXp+PHjzu1zrVr15z+HHv69u1b4GwBnTp1csln1KlTRwEBpulrLZDVanW6kzxXcnKy7d8ijOXq72Cu4cOHa86cOXr++ee1atUqSdK3336rqVOnasCAAXriiSe0ZcsWFS9e3On35jsIb3H16lWn/38vV4cOHRQcHOziilAY7shBd2agRA7Ce/z+++/KzMws1Lq33357ob8DcC1yECi8S5cuFepJL5cuXVLdunVtk0TBWOQgUHiFvdhw6tQphYeHKzDQNKf7vRo5CF+RnJzs1Phjx45Jkr788ktt3rzZoXW8+SYeT2y/5Pm/AdcoAN9WmEZC6Y8nN4SFhbm2GB9FDgK+rbBPlJk3b57S0tJcW4yPIgcB33by5MlCrTd+/Hinn+zqr8hBwLcV9t7BESNG6M0333RxNb7HFzMwF1kI3FwvyWOPPaahQ4e6uCLfZLZ+qpCQEG3cuLFQ61qsVqu1UGv6mCpVquj48ePavn27oqKirluek5OjypUr69y5c0pPT1doaGiB73X69GlVqFBBEyZMUEpKiiSpVKlS6tWrlyZMmJBnbPny5RUbG+v04+clKSwsTEeOHHF6vVxZWVkqWbJkodZNS0tTfHy8Xn75ZQ0bNizfMcHBwYqLiyvUCbns7GyaPuD3buY7eCPZ2dmKjo7WoEGD9M9//lN33323YmNj9fbbbzu8Pt9BAO7mrhy82QzMfQ9yEIC7kYMAzI4cBGB25CC82aBBg5waf+LECX300Uf6+9//rsqVKzu0jjffwOOJ7ZeM/RtwjQKA2ZGDAMyOHARgduQgADPz5gz88/uQhQDcyQz9VKGhobaH6jnLNFMV587qfOnSpXyXz549W+fOnVP58uXzbSS8evWqrl27psOHD+vZZ59V1apV9fDDD9uWBwQE5DsDfrFixfTTTz8VquaQkBCn17l27ZptdlRfUaVKFWYT0M11k5cqVUqlS5d2cUUoDE99BwcPHqyIiAj1799fFotFM2bMUExMjLp27arWrVs79V58B+EtbubJhGXKlOHA0kt4IgddmYESOQjvcfny5ULPNlmuXDmeTOglyEGg8C5dulTo2ccrVqyoW265xcUVoTDIQaDwsrOzC/00msqVK/NkQi9BDsJXlChRwqnxxYoVs/2vo+vam7jTaJ7YfsnzfwOuUQC+LSMjo1BPqw4ICFCVKlXcUJHvIQcB33bmzBldvHjR6fUCAwOdmvDBn5GDgG87deqUfv/9d6fXCwoKUoUKFdxQke8hBwHfdvz4cV29etXp9YoXL65y5cq5oSLf4osZmIssBP5w9OhRFeZZccHBwSpTpowbKvI9ZuunKkzPWS7T3F0QEhKizMxMbdy4UXFxcXmWHT58WM8884wkqXHjxvmuf/fdd+vbb7+VJNWuXVtff/11ngOwunXrav369XnWOXjwoI4dO6aiRYsWqubCPG7SF7v09+zZ47bZD3zNAw88oMWLFzu93ldffaVmzZq5oSI4yxPfwaVLl2revHnatm2bLBaLJKlWrVoaO3asevfurW3btqlUqVIOvx/fQXiT22+/XRs2bHBqHYvFok2bNqlmzZpuqgrOcHcOujoDJXIQ3uPq1auqWbOmDh065NR6xYsX1969e3Xrrbe6qTI4gxwECi8rK0uhoaE6f/68U+tVrlxZhw4dopnQS5CDQOEdPXpU4eHhTl8ob9iwobZv3277TsBY5CB8xa5du5wa//PPP2vatGnq0KGDGjZs6NA6o0ePLkxpHuGJ7Zc8/zfgGgXg25YtW6b27ds7vV6PHj00a9YsN1Tke8hBwLfNnDlTycnJTq83ePBgvfLKK64vyAeRg4BvGzt2rO0+VmfXGzhwoOsL8kHkIODbnnjiCY0fP97p9aZNm6bExEQ3VORbfDEDc5GFwB8eeughzZ8/3+n1Pv/8c919991uqMj30E/lONO0cLdt21aSNGbMGP3yyy+219evX6977rnHNuNzdHR0vutPnTpV69ev15w5c1S6dGnde++9eW7yfeKJJ/Tdd9/pxRdf1MmTJ7Vr1y4lJSUpICCATnk4rH///k6v06RJE91xxx1uqAbeqn379srIyFB4eHie11NSUrR///5C7YgD3qIwOZiQkEAjoYmQgfBnRYoU0eOPP+70en//+99pJDQRchD+LDg4WL169XJ6vUcffZRGQhMhB+HPqlatqq5duzq9Xu7MrzAHchBGiYyM1LfffqvIyEijSzGE2bf/z8ghwH3uvfde1apVy+n1CnNtBYVHDgLu89BDDzn9RBmLxaJ//OMfbqoI+SEHAffp06eP09c7ihcvXqhrKyg8chBwn3/+859Or1OpUiV169bNDdUgP2Qg4F6FOc/XoEEDtWrVyg3VwN+Zpstt2LBhuvXWW3X48GE1bNhQjRo1Uu3atdW8eXPVr19fLVq0kFRwM2HdunV1xx13KDExUStXrtT58+f16quv2pb36NFDw4cP19ixY1W5cmXVr19fISEhSkhIUJUqVTyyjfB99957r26//Xan1nnuuee4WQiA33j44YdVu3Zth8cXKVJEw4YNc2NFAOBZ/fr1c+rR8yVKlNDgwYPdWBEAeNYTTzzh1AWG8uXLF6oRGwC81dChQ526Yah69epKSkpyY0UA8IeiRYuqXLlyKlq0qNGlGMLs2w/AMwICAvTcc885tU6bNm2YeBaA3yhevLieeuopp9bp0aMHE88C8BuVKlVyukF6wIABTDwLwG/Uq1dP3bt3d2qdYcOGMfEsAL9x99132/qaHEUvCQrLNM2E4eHhWrNmjTp06KBixYrp4MGDqlixoqZMmaJFixZp165dkgpuJvyzsmXLqnbt2tq7d2+e10ePHq3Tp09r27ZtOnbsmObPn689e/Y4/YWGeQUEBGjx4sWqW7euQ+NfffVVZtQA4FeKFy+uJUuWKDQ09IZjAwICNHXqVLVs2dIDlQGAZ1SsWFFffPGFQxd8goKC9PHHH6tBgwYeqAwAPKNWrVpauHChSpQoccOxpUuX1meffebQviMA+IqmTZvqww8/VGBg4A3HVq5cWUuWLFHp0qU9UBkAszt06JD69++vQ4cOGV2KIcy+/QA8Jzk52eGGwpiYGM2fP5+bhQD4lWHDhqlfv34OjY2Pj9f777/v5ooAwLNef/11de7c2aGx3bt318svv+zmigDAs2bMmKG77rrLobEpKSkaOHCgewsCAA+yWCxauHChoqKiHBo/atQoPfLII26uCv7KNM2EktSwYUN98cUXyszM1Pnz57Vu3Tr17dtXZ8+e1bFjxxQYGOjQjbgnT57U7t27VatWreuWlSxZUo0aNVJISIi++OIL7d692ydnyG/durWsVqvdpz1lZWUpLS3Nc0WZROXKlfXdd9+pR48eBc5wW7NmTf33v//VkCFDPFwdALhf7dq1tX79ej3wwAMKCMh/V6Vhw4b67LPP1KtXLw9XBwDuFxsbq++++05t2rQpcMztt9+ulStX6v777/dgZQDgGW3atFFaWpruvPPOAse0bt1aa9euVfPmzT1YGQB4xkMPPaQlS5YUOPGdxWJRhw4dtG7dOtWvX9/D1QEwq8zMTK1atUqZmZlGl2IIs28/AM8aNWqUPvjgA1WrVi3f5UFBQerTp49Wr17NU2gA+B2LxaL3339fr776qipVqpTvmODgYA0cOFBLlixR8eLFPVwhALhX0aJFlZqaquHDh6ts2bL5jilXrpxeeOEFzZ07V0WKFPFsgQDgZiVLltTy5cs1YMCAAiegDQkJ0Ztvvql33nmHCXYA+J0KFSpozZo16tmzZ4FPXo2IiNCMGTMcnpQMzjNDP9WNpzc2ge3bt0v64/HIQUFBeZYlJSWpdu3aiomJUdmyZbVnzx69+eabCgwM1KBBg2zjNm7cqK+++kqxsbGyWq1as2aNxo0bp6FDh9q9+Q3IT7ly5TR79my9/vrrmj59un766SddunRJ5cqVU7du3XTfffcV2GADAP4gLCxMn376qQ4dOqRp06bpl19+0eXLl1WpUiUlJiaqRYsWnAgA4Nfq1aunFStW6JdfftH06dN14MABXb16VVWrVlVSUpLi4uKMLhEA3Kpp06b69ttvtXXrVs2aNUvp6emyWCwKDw9XcnIyT2UF4Pfatm2rzZs3a/369froo490/PhxFS1aVLVq1VKfPn1Uo0YNo0sEAACAG/Xr10+9e/fWF198ocWLFysjI0PFixdXTEyMkpOTVb58eaNLBAC3sVgsGjJkiJ544gktWLBAy5Yt0/nz5xUcHKw77rhD//d//6dSpUoZXSYAuE1gYKBGjx6tZ599VnPnztXq1auVmZmpUqVKKT4+Xg899BDN1AD8WvHixfXOO+9o9OjRmjVrljZs2KDs7GyVKVNGCQkJ6tKlS4EPawEAf1C2bFnNnDlT48aN0/Tp07Vt2zZdvHhR5cqVU9euXdWuXTsmlcBNo5lQ/2smzG+m52bNmmnWrFl6++23denSJVWrVk3x8fF69tlnVb16ddu4oKAgffHFF3rllVf0+++/q0GDBpo8ebJ69+7tse2A/6lcubLdbmYA8Hfh4eF68cUXjS4DAAwTGRmpl19+2egyAMAw0dHRev31140uAwAMYbFY1Lx5c57CCgAAYFJFihRR586d1blzZ6NLAQBD3HLLLUpMTFRiYqLRpQCAIUqUKKE+ffqoT58+RpcCAIYoU6aM/vWvfxldBgAYpmLFiho6dKjRZcBP8Wgz2W8mHDBggH744QedPXtWFy9e1C+//KLJkyfnaSSUpEaNGunbb7/VuXPndPHiRf344480EgLI1549e3TnnXcqMjJSt99+u3bs2HHdGKvVqiFDhqhhw4Zq3Lix4uPjtXfvXtvyQ4cOqVOnTqpbt67q1aund955x7ase/fuqlq1qiwWi7KysjyyTQBQGJcuXVKXLl0UGRmpmJgYtW/fXgcOHLhuXFpamkqUKKGYmBjbz8WLF23LX3vtNUVFRalBgwbq2rWrMjIyPLcRAAAAuCmOHCNLf5y/a926terXr6+6detqwYIFkqQVK1bk2U+sWrWqYmNjPbkJAAAAPsvR83M3umYxbtw4RUVFKSYmRs2aNdOGDRs8uBUAAAAorH//+9+KiIiQxWLRTz/9ZHfspUuX1KBBA8XFxdleO3DggAIDA/Ocn9u3b5+7ywYAAAAAADeJZkL9r5mwcePGBlcCwAz+8Y9/6LHHHtMvv/yioUOHqm/fvteNWbx4sVavXq0tW7Zo27ZtatOmjZ599llJf1y079q1q3r27Kndu3dr586d+tvf/mZb9/HHH9eWLVs8tTkAcFMee+wx7d69W1u2bFHHjh312GOP5TuuQYMG2rJli+2nePHikqTly5dr1qxZWrdunXbs2KGYmBgNHz7ck5sAAC7lzIV7SXrppZeuGxsREaF69erZLtzPmzfPnSUDwE1x5Bj5woUL6tKli0aPHq2dO3fq559/VsuWLSVJbdu2zbOfGBsbqx49enh6MwDAJRxt6pGkZcuW6bbbblOTJk0UFRWlmTNnOrQMKKzKlSvr6aefVuXKlY0uxRD+vP2OnJ+zd81i69ateuedd7R+/Xpt2bJFAwYMUEpKiqc3AwBcxtFJb3JycjRgwADVqVNHDRs2VFJSkiQpIyMjT1NNZGSkAgMDdebMGU9uBgA4pHv37lq7du11k+rnZ/jw4WrevPl1r5ctWzbP+blatWq5o1QA8Ahnzs/Zuya7dOlSxcXFqXHjxmrWrJm2bt3qoS0AAOc5ehxs79pDQcfIkvP3wQAAPCPQ6AK8wXfffWd0CQBM4uTJk9q0aZO++uorSdKDDz6oAQMG6MCBA4qIiMgzNicnR5cuXVJgYKDOnz+vsLAwSdLKlStVvHhxWwOhxWJRSEiIbb22bdt6ZmMA4CYVK1ZMHTp0sP13s2bN9NZbbzn1Hlu3blXLli1VqlQpSVLHjh0VHx+viRMnurJUAPCY7t27a+jQoWrRosUNx27atEnr169XeHj4dcs++eQTRUVFuaNEAHAZR4+RP/roIzVv3tyWjYGBgapYseJ173f06FF9/fXXmjZtmkfqBwB3eOyxx5SQkCCLxaIJEyboscces+VkLqvVqr///e9atWqVGjdurAMHDqhevXrq1q2bgoODC1yWe+wMFEaFChWUnJxsdBmG8dftd+b8XEHXLCTp8uXLys7OVnBwsDIyMvIsAwBfkzvpTXJysj755BP17dtX69atu27csGHDFBAQoF9++UUWi0XHjh2T9L+mmlzjxo3TN998o3LlynlqEwDAYa1atXJo3Jo1a7Rnzx4NHjyYhhgAfs+R83O58rsme/bsWSUlJWnNmjWqX7++vvnmG/Xo0YMGGgBey5HjYHvXJUqVKlXgMbLk3H0wAADP4cmEAOBBhw8fVtWqVRUY+Ecvt8ViUXh4uA4dOpRnXKdOnRQfH6+QkBBVqVJFK1eu1MiRIyVJO3bsUMWKFZWYmKgmTZqoa9eu+vXXXz2+LQDgauPHj1enTp3yXbZ7927FxsaqadOmmjRpku31uLg4LV++XCdOnJDVatXs2bOVmZnJDL8AfFarVq0cuukyJydHKSkpmjRpkiwWiwcqAwDXc/QYeceOHSpWrJg6duyomJgY9ezZU6dOnbru/WbOnKmEhARVqlTJI/UDgKvlNvXk7t81a9bM7nm/jIwMSdL58+dVvnx5BQUFObQMKIxz585p6dKlOnfunNGlGMIs21/Q+Tl71yyio6M1ePBg1ahRQ2FhYXrzzTf1zjvveLp0AHCJ3Elvcp+g8OCDD2r//v3XPY0mOztb06dP15gxY2z7blWqVMn3PadPn66+ffu6tW4AcKfs7GwNHDhQ7777br7Lz58/r6ZNmyo2NlYjR47U1atXPVwhALiOs+fn8rNv3z5VqlRJ9evXlyTdfffdOnjwoDZt2uTyegHgZjl6HJwrv2sPNzpGdvQ+GACAZ9FMCAAe9tebva1W63VjNm3apF27dunIkSM6evSo2rRpowEDBkj6Y4bfFStWaMSIEdq8ebMSEhKUmJjokdoBwF3GjBmjPXv26D//+c91y2JjY5Wenq5NmzZp4cKFeu+99/Txxx9Lklq3bq0nn3xS999/v5o3b247EVG0aFGP1g8Anvb8888rKSlJNWrUyHd5jx491KhRI/Xr1y/fhhsA8BaOHCNfvnxZy5Yt0+TJk7V582ZVq1ZNKSkp143jBk0A/qagph6LxaKPP/5Y3bp1U/Xq1dWiRQvNnDlTt9xyi91lwM1IT0/XoEGDlJ6ebnQphjDD9ts7P2fvmsXBgwe1ePFi7du3z/Z36tGjh6fLBwCXcHTSm3379ql8+fIaPXq04uLi1LJlS61cufK691u3bp1Onz6tjh07eqR+AHCHIUOGKCUlRaGhodctq1KlitLT07VhwwatWLFCa9as0euvv25AlQDgHvYmxZbyvyZbp04dnTp1SuvXr5ckLVy4UFlZWQU25gCAkRw9DrZ37cHRY2QAgHehmRAAPKhatWpKT0/XlStXJP1xk+Thw4cVHh6eZ9yMGTMUHx+vsmXLKiAgQL169dKqVaskSdWrV1eTJk3UsGFDSVJSUpJ+/PFHZncD4LPGjRunBQsWaMmSJSpRosR1y0uXLq0yZcpIksLCwvTII49ozZo1tuWPP/64Nm7cqPXr19tmMipVqpTH6gcAR7Vs2VIVKlTI9+fw4cMOv8+6deu0YcMG9e/fP9/lq1ev1tatW7Vp0yaVL19evXr1ctUmAIBLOXqMXL16dcXHxys0NFQWi0U9evTQDz/8kGfM6tWrdeHCBbVr185j9QOAs5zZH7TX1HPlyhW9/PLLWrRokQ4ePKiVK1eqV69eOnPmjN1lAFCQG52fs3fNYv78+YqKirJN8tW7d2+tXr2aaxYAvJIj+2OOTnrz66+/qkGDBtq4caMmTJigxMTE6yb1mjZtmnr27Gm7KRMAfNHatWs1cuRIRUREKDExUdu3b7fdrxIUFKRKlSpJksqVK6c+ffrkuY4LAN7GVefnpIKvyZYpU0apqakaNmyYbrvtNqWlpalBgwZMig3AEK46DrZ37cHRY2QAgHfhjCUAeFClSpXUpEkTzZ49W8nJyUpNTVVERIQiIiLyjKtZs6aWLVumQYMGqWjRovrss88UFRUlSUpISNDTTz+tI0eOKDQ0VEuXLlVUVJSKFCliwBYBwM154403NGfOHK1YsUJly5bNd8yxY8dUuXJlBQQEKDMzU59//nmeJ84cO3ZMVapU0YULF/T8889r6NChHqoeAJzjqgvo33zzjXbt2mV7KmF6erratWunKVOmKCEhwdaEU7RoUQ0cOFCRkZEu+VwAcDVHj5EfeughTZ06VefPn1fp0qW1dOlSRUdH5xkzbdo0JScnc2wMwKs5uj+Y29SzYsWKfJt6tmzZoqNHj+quu+6SJDVt2lRVq1bV1q1bVapUqQKXxcfHu25jAPgNR87P2btmUbNmTc2aNUtZWVkKDg7WZ599pvr167NfBsAr3Wh/LCgoyDbpTWBgoN1JbwICAmxPYo2OjlaNGjX0888/q3Xr1pKk7OxszZs377rJcADA12zbts3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"text/plain": [ - "SparsePauliOp(['ZIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIZIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIZIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIZIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIZIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZ'],\n", - " coeffs=[0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j])" + "
" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from qiskit.quantum_info import SparsePauliOp\n", + "virtual_circuit.barrier()\n", + "virtual_circuit = UnitaryOverlap(virtual_circuit, virtual_circuit)\n", "\n", - "observable = ['I'*i + 'Z' + 'I'*(qaoa.num_qubits-i-1) for i in range(qaoa.num_qubits)]\n", - "observable = SparsePauliOp(observable, coeffs=[1/qaoa.num_qubits]*len(observable))\n", - "observable" + "virtual_circuit.draw(\"mpl\", style=\"bw\", fold=-1)" ] }, { "cell_type": "markdown", - "id": "2ab62f44-a76c-4ac9-8750-8dd9ff01cf8d", + "id": "f3e578ef-79a1-475b-9d51-7bb7b12f6c2e", "metadata": {}, "source": [ - "Note that this is a 30 qubit observable. However, after transpilation, the circuit is now expanded to the number of qubits in the hardware by appending ancilla qubits. Moreover, we note from the above transpiled circuit, that when the virtual circuit qubits have been placed on physical hardware qubits, the ordering of the qubits have changed. Our observable should conform to this layout of the qubits post transpilation." + "We shall keep track of the 2-qubit depth of the compute-uncompute virtual circuit" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "4f529eaf-13ed-421c-9e46-ea406bde0381", + "execution_count": 9, + "id": "c70f7fbc-1830-4b3c-b6d5-c2ea785c901e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2-qubit depth of the circuit is 20\n" + ] + } + ], + "source": [ + "print(f'2-qubit depth of the circuit is {virtual_circuit.depth(adds_two_qubit_depth)}')" + ] + }, + { + "cell_type": "markdown", + "id": "e6cd2503-0cfc-4a3b-8c12-f49f778166fa", + "metadata": {}, + "source": [ + "#### Select backend" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "80969801-0338-4809-bc04-454bd7ad7431", "metadata": {}, "outputs": [], "source": [ - "trans_obs = observable.apply_layout(trans_qaoa.layout)" + "from qiskit_ibm_runtime import QiskitRuntimeService\n", + "service = QiskitRuntimeService(channel='ibm_quantum', instance='quantum-demonstrations/main/summit-pf')" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "13819311-98d5-4257-b54f-78ab830d9509", + "execution_count": 11, + "id": "212fd81b-0c45-4b70-bbe8-f39c2f67f5a7", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SparsePauliOp(['IIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'ZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII'],\n", - " coeffs=[0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j, 0.03333333+0.j,\n", - " 0.03333333+0.j, 0.03333333+0.j])" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "trans_obs" + "backend = service.get_backend('ibm_pinguino1')" ] }, { "cell_type": "markdown", - "id": "1598ac05-db14-4ad0-b687-e838114baf4d", + "id": "eea5f251-c3a5-474f-a8fa-915fec6a98d8", "metadata": {}, "source": [ - "#### An example of partial folding using a smaller circuit" + "### 2. Optimize circuits and observables" ] }, { "cell_type": "markdown", - "id": "c77a2f74-9eff-424e-a705-a57f165acd7e", + "id": "24048f5e-cd27-4bce-8e6e-ec4e9932c0f1", "metadata": {}, "source": [ - "In general, $\\lambda \\in \\mathbb{Z}$. Let the $\\lambda$ used for ZNE are $\\{1,2,3\\}$. Here, we note that the above circuit has a 2-qubit depth of 40. Therefore, folding it with $\\lambda = 3$ will create a circuit with 2-qubit depth of 120. The signal obtained from such a deep circuit may not be reliable enough for faithful extrapolation. Therefore, we shift to partial folding, where $\\lambda \\in \\mathbb{R}$. In particular, we shall use $\\lambda = \\{1,1.2,1.4\\}$." + "#### Transpile the circuit" ] }, { "cell_type": "markdown", - "id": "8ca62614-cdb7-4ea3-accd-8188a40357db", + "id": "b5ddcae3-a031-4ae3-914f-34f52e35f064", "metadata": {}, "source": [ - "$\\lambda = 1.2$ implies that if the original circuit contains 10 2-qubit gates, then some gates are randomly selected for folding so that the final circuit contains $1.2\\times10 = 12$ 2-qubit gates. Below we show an example of this using the prototype-zne package. Note that for the rest of the notebook, we shall use Qiskit Runtime to incorporate ZNE. This is simply for better transparency. And for the parts using protoytpe-zne, we move to a smaller circuit for better visualization." + "It is useful to transpile the circuit before folding. This will ensure that the folded circuits are already transpiled." ] }, { "cell_type": "code", - "execution_count": 30, - "id": "c4d52858-f60a-438c-b57f-3159bd819493", + "execution_count": 12, + "id": "e28c89d4-6800-414a-9750-738e5efffa12", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "circ_temp = build_compute_uncompute_qaoa_circuit(6,2)\n", - "circ_temp.draw('mpl', style='bw', fold=-1)" + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3fdf211e-2d8e-44e6-a885-84400922aa60", + "metadata": {}, + "outputs": [], + "source": [ + "transpiled_circuit = pm.run(virtual_circuit)" ] }, { "cell_type": "markdown", - "id": "fa004256-a03e-4b8e-90d6-0dc07ccbe504", + "id": "0ed64d4f-f9e5-4b6b-a822-f3ca5014e3e5", "metadata": {}, "source": [ - "Note that the above circuit has 10 2-qubit gates. Now we use random folding on this circuit." + "Note that each $R_{ZZ}$ gate in the circuit, when transpiled, leads to two ECR gates. This doubles the depth of the transpiled circuit. Therefore, now we have a circuit of 2-depth 40 (pre-transpilation 2-qubit depth was 20). Thus this is a $40 \\times 40$ circuit." ] }, { "cell_type": "code", - "execution_count": 11, - "id": "748a5faa-6bf9-44c7-b5e9-e7a3fd68be97", + "execution_count": 14, + "id": "572debdb-23a8-421b-84fe-cd817dd9503c", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "2-qubit depth of the transpiled circuit is 40\n" + ] } ], "source": [ - "from zne.noise_amplification import TwoQubitAmplifier\n", - "\n", - "noise_amplifier = TwoQubitAmplifier(sub_folding_option='random', random_seed=0)\n", - "\n", - "amplified_circ_temp = noise_amplifier.amplify_circuit_noise(circ_temp, 1.2)\n", - "amplified_circ_temp.draw('mpl', style='bw', fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "4d717cf6-198f-4a50-859d-e4e608257656", - "metadata": {}, - "source": [ - "We observe that one 2-qubit gates has been folded to create a circuit with 12 2-qubit gates. This ensures that \n", - "\n", - "
    \n", - "
  1. the depth of the circuit does not increase significantly due to folding
  2. \n", - "
  3. hence, the increase is noise is also low, resulting in better signal
  4. \n", - "
  5. since the increase in noise is low, low order extrapolator, such as linear, degree-2 polynomial etc. are sufficient for most of the scenarios
  6. \n", - "
" + "print(f'2-qubit depth of the transpiled circuit is {transpiled_circuit.depth(adds_two_qubit_depth)}')" ] }, { "cell_type": "markdown", - "id": "53a475da-9971-42d6-b1f7-2b79988c7ef6", + "id": "df4d2652-3042-4698-a720-9d198eb660ce", "metadata": {}, "source": [ - "### Step 3: Execute using Qiskit Primitive" + "#### Apply layout to the observables" ] }, { "cell_type": "markdown", - "id": "ea904277-dc06-4c8f-96a5-8ede3264b832", + "id": "8bf8d0cb-d94e-4435-8fa2-ec76c2e792bb", "metadata": {}, "source": [ - "Now we shall execute using Estimator. For this, we return to our original 30 qubit QAOA circuit, and we shall set all ZNE options via Estimator only. We shall use noise factors ($\\lambda$) as $\\{1,1.2,1.4\\}$. As discussed above, for such a folding, the increase in noise in low, and a linear extrapolator is often sufficient to approximate the zero noise expectation value." + "For this study, we select the observable to be the average of all weight-1 Z type operators." ] }, { "cell_type": "code", - "execution_count": 12, - "id": "5fe5f135-b3cf-4180-8f1c-3e0857c6613e", + "execution_count": 15, + "id": "15d205c4-c79b-49d6-9188-df0e94ccf064", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['ZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZ'],\n", + " coeffs=[0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j,\n", + " 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j,\n", + " 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j,\n", + " 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j,\n", + " 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j,\n", + " 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j,\n", + " 0.025+0.j, 0.025+0.j, 0.025+0.j, 0.025+0.j])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "estimator = Estimator(session=session)" + "from qiskit.quantum_info import SparsePauliOp\n", + "\n", + "observable = ['I'*i + 'Z' + 'I'*(virtual_circuit.num_qubits-i-1) for i in range(virtual_circuit.num_qubits)]\n", + "observable = SparsePauliOp(observable, coeffs=[1/virtual_circuit.num_qubits]*len(observable))\n", + "observable" ] }, { - "cell_type": "code", - "execution_count": 42, - "id": "7ae8dce3-0b4a-465d-94bf-19c1b9a23429", + "cell_type": "markdown", + "id": "085fdcd9-444c-427e-9932-f0da4a6c1b90", "metadata": {}, - "outputs": [], "source": [ - "estimator.options.resilience_level=2 # applies ZNE\n", - "estimator.options.resilience.zne.noise_factors=[1,1.2,1.4]\n", - "estimator.options.resilience.zne.extrapolator='linear'\n", - "estimator.options.default_shots=5000" + "When the circuit is transpiled, the layout of the qubits is changed as per the transpilation process. Therefore, it is necessary to ensure that the observables are also modified as per the transpilation layout." ] }, { "cell_type": "code", - "execution_count": 43, - "id": "9f2dffc0-238f-4e13-8b2e-20377646eca1", + "execution_count": 16, + "id": "f93582eb-7edc-4f1e-a4cc-5a2d79b93850", "metadata": {}, "outputs": [], "source": [ - "params = produce_qaoa_parameters(p, seed=0)" + "transpiled_observable = observable.apply_layout(transpiled_circuit.layout, num_qubits=backend.num_qubits)" ] }, { - "cell_type": "code", - "execution_count": 44, - "id": "d16335a6-e51f-4c8f-94c3-651abcb44c1a", + "cell_type": "markdown", + "id": "53beceaa-da30-4c88-a503-4c071e721d0a", "metadata": {}, - "outputs": [], "source": [ - "job = estimator.run([(trans_qaoa, trans_obs, params)])" + "### 3. Execute using a Qiskit Primitive" ] }, { "cell_type": "markdown", - "id": "6e6a5e39-0dd4-482b-8cbb-2b08bf528cde", + "id": "c77a2f74-9eff-424e-a705-a57f165acd7e", "metadata": {}, "source": [ - "### Step 4: Postprocess and analyze result" + "In general, $\\lambda \\in \\mathbb{Z}$, and the most default values of $\\lambda$ used for ZNE are $\\{1,3,5\\}$. However, we note that the above circuit has a 2-qubit depth of 40. Therefore, folding it with $\\lambda = 5$ will create a circuit with 2-qubit depth of 200. The signal obtained from such a deep circuit may not be reliable enough for faithful extrapolation. Therefore, we shift to partial folding, where $\\lambda \\in \\mathbb{R}$. In particular, we shall use $\\lambda = \\{1,1.2,1.4\\}$." ] }, { "cell_type": "markdown", - "id": "bb3a994e-9c65-46d2-908d-426dab5d9673", + "id": "3a70a214-0421-4ae4-a047-532b462a4d3a", "metadata": {}, "source": [ - "We shall get the expectation value of the circuit and observable obtained using ZNE with partial folding." + "$\\lambda = 1.2$ implies that 2 out of 10 gates are selected randomly for folding. Below we show an example of this using the prototype-zne package. Note that for the rest of the notebook, we shall use EstimatorV2 from Qiskit Runtime to apply ZNE. This is simply for better visualization." ] }, { "cell_type": "code", - "execution_count": 45, - "id": "67eb6c3b-2504-4479-b222-70963f312632", + "execution_count": 17, + "id": "0f1a3e7b-b698-40c6-8e3e-04cac47e506d", "metadata": {}, "outputs": [], "source": [ - "result = job.result()[0]" + "from zne.noise_amplification import TwoQubitAmplifier\n", + "\n", + "noise_amplifier = TwoQubitAmplifier(sub_folding_option='random', random_seed=0)" ] }, { "cell_type": "code", - "execution_count": 46, - "id": "9000ae65-13eb-4f53-b8f7-7317cd074026", + "execution_count": 18, + "id": "08455ecc-ec54-4f48-9825-7a0194b91ca9", "metadata": {}, "outputs": [ { "data": { + "image/png": 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"text/plain": [ - "PubResult(data=DataBin<>(evs=0.5315592699419873, stds=0.06250611601561394), metadata={'shots': 5024, 'target_precision': 0.01414213562373095, 'circuit_metadata': {}, 'resilience': {'twirled_readout_errors': [[66, 0.00732421875], [67, 0.0107421875], [68, 0.0146484375], [73, 0.0205078125], [75, 0.041015625], [76, 0.03466796875], [77, 0.0205078125], [78, 0.0146484375], [85, 0.01953125], [86, 0.00830078125], [87, 0.0146484375], [90, 0.02001953125], [93, 0.00390625], [94, 0.0244140625], [95, 0.00732421875], [96, 0.07275390625], [100, 0.01953125], [101, 0.0068359375], [102, 0.015625], [103, 0.01416015625], [104, 0.015625], [105, 0.025390625], [106, 0.0048828125], [109, 0.01904296875], [110, 0.04833984375], [114, 0.0263671875], [115, 0.02099609375], [116, 0.04638671875], [117, 0.1494140625], [118, 0.02197265625]], 'zne_noise_factors': 0.0, 'zne_extrapolator': 'linear'}, 'num_randomizations': 32})" + "
" ] }, - "execution_count": 46, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "result" + "reference_folded_circuit = noise_amplifier.amplify_circuit_noise(reference_circuit, 1.2)\n", + "reference_folded_circuit.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "d410d048-6a04-47fb-8623-ead87250cb55", + "metadata": {}, + "source": [ + "Note that in the above example, only one $R_{ZZ}$ gate has been folded three times. Therefore, the folded circuit now contains 12 2-qubit gates, whereas the number of 2-qubit gates in the original reference circuit was 10.\n", + "\n", + "The original 2-qubit depth of the reference circuit was 4. We can verify the 2-qubit depth of this folded circuit." ] }, { "cell_type": "code", - "execution_count": 47, - "id": "4bf99a21-91eb-42e0-8e04-0b2971376af3", + "execution_count": 19, + "id": "4db9b1a7-dcdd-40d7-98c8-54bbe90779dd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE with partial folding is 0.5315592699419873\n" + "2-qubit depth of the folded circuit with \\lambda = 1.2 is 6\n" ] } ], "source": [ - "print(f'Expectation value with ZNE with partial folding is {result.data.evs}')" + "print(f'2-qubit depth of the folded circuit with \\lambda = 1.2 is {reference_folded_circuit.depth(adds_two_qubit_depth)}')" ] }, { "cell_type": "markdown", - "id": "6a1565b2-6a4b-445e-ade0-001af612adc4", + "id": "f63ac502-981f-460c-b136-bf36a18f1d35", "metadata": {}, "source": [ - "### Inference" + "We leave it to the readers to verify that $\\lambda = 3$ and $\\lambda = 5$ would have produced a folded circuit with 2-qubit depths 12 and 20 respectively. Thus, partial folding results in significantly lower increase in depth when folded." ] }, { "cell_type": "markdown", - "id": "026984c5-9491-40b6-86b9-b05523454364", + "id": "22a00d2a-1cb1-43c4-9cce-6993da9a086f", "metadata": {}, "source": [ - "We note that we obtain an extrapolated expectation value of $\\sim 0.53$ using partial folding and linear extrapolation. On first look, it may seem like the expectation value is not sufficiently close to the ideal one. Therefore, we shall cross-verify the result, both without ZNE, and with ZNE using $\\lambda = \\{1,2,3\\}$." + "#### Create the Estimator object and set its options" ] }, { "cell_type": "markdown", - "id": "680d2f0f-3ec2-4e87-933b-51b7a961e342", + "id": "2de5a045-f360-47fc-b7d7-a5ea48b159cc", "metadata": {}, "source": [ - "### Cross-verify" + "We shall create an estimator object for this study. In order to get the results corresponding to partial folding alone, we shall disable other error mitigation and suppression options such as measurement error mitigation and dynamical decoupling. However, for a general experiment, it may be more prudent to enable other mitigation and suppression methods." ] }, { - "cell_type": "markdown", - "id": "0bba15e9-df20-40f4-90ed-dfc5d55131c7", + "cell_type": "code", + "execution_count": 46, + "id": "a6501afc-4d16-4ad2-bea8-e7ba1c613b53", "metadata": {}, + "outputs": [], "source": [ - "#### Expectation value without ZNE" + "from qiskit_ibm_runtime import EstimatorV2\n", + "\n", + "estimator = EstimatorV2(backend=backend)\n", + "estimator.options.default_shots = 10000\n", + "\n", + "# first we disable other mitigation options\n", + "estimator.options.resilience_level = 0\n", + "estimator.options.dynamical_decoupling.enable = False\n", + "estimator.options.twirling.enable_gates = False\n", + "estimator.options.twirling.enable_measure = False\n", + "estimator.options.resilience.measure_mitigation=False\n", + "\n", + "# now we set the parameters for ZNE\n", + "estimator.options.resilience.zne_mitigation=True\n", + "estimator.options.resilience.zne.extrapolator='linear'\n", + "estimator.options.resilience.zne.noise_factors = [1,1.2,1.4]" ] }, { "cell_type": "markdown", - "id": "4cf0c799-e284-4332-aba9-c8c903ee6b30", + "id": "d1b5e73b-6cd1-4315-b5fb-c70c42c9620d", "metadata": {}, "source": [ - "First we run the same circuit without ZNE mitigation, i.e., setting the resilience_level to 0." + "#### Execute using the estimator" ] }, { "cell_type": "code", - "execution_count": 66, - "id": "91316000-e5d8-4b08-9ab6-98c1c1aaed47", + "execution_count": 21, + "id": "e05bacbb-57a2-4d8d-98d3-cbfa4b64174b", "metadata": {}, "outputs": [], "source": [ - "estimator.options.resilience_level=0\n", - "job_ = estimator.run([(trans_qaoa, trans_obs, params)])" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "b052dc02-40cc-43f1-a8ef-17e198a95e9b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Expectation value without is 0.37334565404653514\n" - ] - } - ], - "source": [ - "result_ = job_.result()[0]\n", - "print(f'Expectation value without is {result_.data.evs}')" + "job_partial = estimator.run([(transpiled_circuit, transpiled_observable)])" ] }, { "cell_type": "markdown", - "id": "8ac99e84-609f-4d81-9fc3-5d9fd1e23798", + "id": "2a6106e6-9900-4599-9e3c-7ca196ebaac0", "metadata": {}, "source": [ - "#### Expectation value with ZNE where $\\lambda = \\{1,2,3\\}$" + "### Step 4: Postprocess and Analyze" ] }, { "cell_type": "markdown", - "id": "521852f0-be31-4549-add3-40b3bef96969", + "id": "938521e7-3aaa-47ee-a098-5c897b30a397", "metadata": {}, "source": [ - "Let us cross verify that using partial folding indeed provides better extrapolated expectation value than the usual ZNE folding with $\\lambda \\in \\{1,2,3\\}$. For this, we rerun the QAOA circuit with these values of $\\lambda$ and obtain the extrapolated expectation value." + "Now we can find the extrapolated expectation value." ] }, { "cell_type": "code", - "execution_count": 48, - "id": "abf06fc4-c55c-4e2c-9735-91c55870b442", + "execution_count": 22, + "id": "465750df-937d-49e3-8991-5061b9b91b6f", "metadata": {}, "outputs": [], "source": [ - "estimator.options.resilience_level=2\n", - "estimator.options.resilience.zne.noise_factors=[1,2,3]" + "result_partial = job_partial.result()[0]" ] }, { "cell_type": "code", - "execution_count": 49, - "id": "cc441919-488d-4be8-bf43-8256d817035f", + "execution_count": 33, + "id": "769bc5d0-7b54-4653-8a3e-bde72b5721c2", "metadata": {}, "outputs": [], "source": [ - "non_partial_job = estimator.run([(trans_qaoa, trans_obs, params)])" + "mean_partial_mitigated = result_partial.data.evs\n", + "std_partial_mitigated = result_partial.data.stds" ] }, { "cell_type": "code", - "execution_count": 50, - "id": "61de014d-e638-4895-b1c7-dee29100a140", + "execution_count": 36, + "id": "b7d00e0c-a11b-4492-93e8-40826937c492", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE without partial folding is 0.4322624681662612\n" + "Mitigated expectation value with partial folding is 0.6998237438506633 +/- 0.12684126427220854\n" ] } ], "source": [ - "result = non_partial_job.result()[0]\n", - "print(f'Expectation value with ZNE without partial folding is {result.data.evs}')" + "print(f'Mitigated expectation value with partial folding is {mean_partial_mitigated} +/- {std_partial_mitigated}')" + ] + }, + { + "cell_type": "markdown", + "id": "0e3688f4-8470-4703-8146-e6062f4556fd", + "metadata": {}, + "source": [ + "We note that the mitigated expectation value is $\\sim 0.7$, which is quite close to the ideal expectation value of $1$. The mitigated expectation value can be further improved by turning on measurement error mitigation, twirling, dynamical decoupling etc. We refrain from using higher order extrapolators for this example since it is shown that linear extrapolators are often sufficient with partial folding, showing better accuracy than higher-order extrapolators. Furthermore, linear extrapolators are known to be more stable than higher order extrapolators as well. Refer to the paper Best Practices for Quantum Error Mitigation with Digital Zero-Noise Extrapolation for a detailed study on applying dZNE on problems of varying depth and qubit count." ] }, { "cell_type": "markdown", - "id": "bbc99cc0-740b-4d43-9af3-28147538c299", + "id": "680d2f0f-3ec2-4e87-933b-51b7a961e342", + "metadata": {}, + "source": [ + "### Cross-verify" + ] + }, + { + "cell_type": "markdown", + "id": "cc5322b4-11f6-4412-be49-782dcd134e2e", + "metadata": {}, + "source": [ + "Let us cross verify that using partial folding indeed provides better extrapolated expectation value than the usual ZNE folding with $\\lambda \\in \\{1,3,5\\}$. For this, we rerun the QAOA circuit with these values of $\\lambda$ and obtain the extrapolated expectation value.\n", + "\n", + "For this, we use both the linear and the exponential extrapolator to verify whether for any of these the mitigated expectation value can be as good as, or better than partial folding." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "7b63db5e-a89e-4f52-9b1c-cbe1f1b855fc", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import Batch\n", + "from qiskit_ibm_runtime import EstimatorOptions\n", + "\n", + "options = EstimatorOptions()\n", + "options.default_shots = 10000\n", + "\n", + "# first we disable other mitigation options\n", + "options.resilience_level = 0\n", + "options.dynamical_decoupling.enable = False\n", + "options.twirling.enable_gates = False\n", + "options.twirling.enable_measure = False\n", + "options.resilience.measure_mitigation=False\n", + "\n", + "# now we set the parameters for ZNE\n", + "estimator.options.resilience.zne_mitigation=True\n", + "estimator.options.resilience.zne.noise_factors = [1,3,5]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "68944a76-e4ff-4008-b6fb-c5710c4f5db9", "metadata": {}, + "outputs": [], "source": [ - "We note that the extrapolated expectation value here is worse as compared to partial folding. We can still ask the question whether using higher oder extrapolators will be helpful (note that in partial folding we used linear extrapolator only). In order to answer this, we rerun the experiment with Quadratic Extrapolator." + "jobs = {}\n", + "with Batch(backend=backend) as batch:\n", + " estimator = EstimatorV2(session=batch, options=options)\n", + "\n", + " # Linear extrapolation\n", + " extrapolator = 'linear'\n", + " estimator.options.resilience.zne.extrapolator = extrapolator\n", + " jobs[extrapolator] = estimator.run([(transpiled_circuit, transpiled_observable)])\n", + "\n", + " # Exponential extrapolation\n", + " extrapolator = 'exponential'\n", + " estimator.options.resilience.zne.extrapolator = extrapolator\n", + " jobs[extrapolator] = estimator.run([(transpiled_circuit, transpiled_observable)])" ] }, { "cell_type": "code", - "execution_count": 51, - "id": "4c33fafe-fa7c-4a80-85ef-21a70a3a138f", + "execution_count": 31, + "id": "2180c079-878b-40c4-9c3f-66dca00a5ca9", "metadata": {}, "outputs": [], "source": [ - "estimator.options.resilience.zne.extrapolator='polynomial_degree_2'" + "results = {extrapolator: job.result()[0] for extrapolator, job in jobs.items()}" ] }, { "cell_type": "code", - "execution_count": 52, - "id": "e420a9ee-8a73-4218-bca4-313e11e62237", + "execution_count": 35, + "id": "2e4b4ec8-8828-4cd1-a6ce-79cbf0ebc201", "metadata": {}, "outputs": [], "source": [ - "non_partial_poly_job = estimator.run([(trans_qaoa, trans_obs, params)])" + "mean_linear_mitigated = results['linear'].data.evs\n", + "std_linear_mitigated = results['linear'].data.stds\n", + "\n", + "mean_exp_mitigated = results['exponential'].data.evs\n", + "std_exp_mitigated = results['exponential'].data.stds" ] }, { "cell_type": "code", - "execution_count": 53, - "id": "37403572-d1a6-44a9-8eaf-1e34f6d037fd", + "execution_count": 37, + "id": "3ebf329c-72a2-4dac-a845-96a35baf4cd2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Expectation value with ZNE without partial folding and quadratic extrapolator is 0.35828368467077454\n" + "Mitigated expectation value with linear extrapolator without partial folding is 0.2022550000000001 +/- 0.0015346512722765394\n" ] } ], "source": [ - "result = non_partial_poly_job.result()[0]\n", - "print(f'Expectation value with ZNE without partial folding and quadratic extrapolator is {result.data.evs}')" + "print(f'Mitigated expectation value with linear extrapolator without partial folding is {mean_linear_mitigated} +/- {std_linear_mitigated}')" ] }, { - "cell_type": "markdown", - "id": "81c896b8-7a5e-4637-8f5a-a5662e90d680", + "cell_type": "code", + "execution_count": 38, + "id": "18ae1a11-3d43-4873-bfa3-3b93570e2822", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mitigated expectation value with exponential extrapolator without partial folding is 0.207345 +/- 0.0015341147455454564\n" + ] + } + ], "source": [ - "We note that higher order extrapolator, in fact, provided worse expectation value. This is largely because at $\\lambda = 3$, the signal coming from the circuit is mostly overcome by noise. Therefore, the extrapolation is not faithful." + "print(f'Mitigated expectation value with exponential extrapolator without partial folding is {mean_exp_mitigated} +/- {std_exp_mitigated}')" ] }, { "cell_type": "markdown", - "id": "c817b417-255d-4c86-869e-da46fb3921dd", + "id": "6a1565b2-6a4b-445e-ade0-001af612adc4", "metadata": {}, "source": [ - "This asserts that\n", - "\n", - "
    \n", - "
  1. The obtained extrapolated expectation value via partial folding is significantly better than the extrapolated expectation value from general folding, even when the later uses higher-order extrapolators.
  2. \n", - "
  3. Partial folding ensures that the decay of the expectation value with folding is within an acceptable limit, and does not die to 0 as in usual ZNE, making the extrapolation difficult.
  4. \n", - "
" + "### Inference" ] }, { "cell_type": "markdown", - "id": "6536ea02-7de5-424f-9dfa-13c5662a89c1", + "id": "026984c5-9491-40b6-86b9-b05523454364", "metadata": {}, "source": [ - "A natural question is whether it is possible to improve the value of the expectation value to make it even closer to the ideal one. One potential method is to use measurement error mitigation, and twirling (which avoids coherent error, making the channel effectively Pauli), as shown in\n", - "\n", - "*Majumdar, R., Rivero, P., Metz, F., Hasan, A., & Wang, D. S. (2023, September). Best practices for quantum error mitigation with digital zero-noise extrapolation. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 881-887). IEEE.*\n", + "These results clearly show how unreliable ZNE mitigation with $\\lambda \\in \\mathbb{Z}$ can get for deep circuits. Therefore, it is always a good practice to shift to partial folding for computations involving large circuits.\n", "\n", - "Another method can be to learn the noise in the circuit, and perform the folding accordingly, as shown in\n", - "\n", - "*Kim, Y., Eddins, A., Anand, S., Wei, K. X., Van Den Berg, E., Rosenblatt, S., ... & Kandala, A. (2023). Evidence for the utility of quantum computing before fault tolerance. Nature, 618(7965), 500-505.*" + "It is still an open question at what depth it becomes better to shift to partial folding. However, a general approach can be to pre-calculate the depth of the folded circuit, and decide whether any reliable signal can be obtained from them. In the 6-qubit example with $reference circuit$, the depth is clearly low, and reliable signal can be obtained with $\\lambda = 3$ or $\\lambda = 5$. However, for the $40 \\times 40$ circuit, the depth is clearly too high for obtaining any reliable signal with $\\lambda = 3$ or $\\lambda = 5$. Therefore, partial folding is a clear choice here." ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 49, "id": "1b1dfbb3-3442-45dc-b654-3d6686e38628", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "'1.0.2'" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "qiskit runtime version 0.23.0\n", + "qiskit version 1.0.2\n" + ] } ], "source": [ - "from qiskit import __version__\n", + "import qiskit_ibm_runtime\n", + "import qiskit\n", "\n", - "__version__" + "print(f\"qiskit runtime version {qiskit_ibm_runtime.version.get_version_info()}\")\n", + "print(f\"qiskit version {qiskit.version.get_version_info()}\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "13bb50db-c556-4680-a23a-a62002e5aa16", + "id": "ce84de60-65ef-47c7-9f71-2e5d2220e95d", "metadata": {}, "outputs": [], "source": [] From d2913929c117e3e0c901607d5cb231990243056d Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Thu, 30 May 2024 20:13:54 +0530 Subject: [PATCH 15/21] docs (challenges): add dynamical decoupling notebook --- docs/challenges/dynamical_decoupling.ipynb | 529 +++++++++++++++++++++ 1 file changed, 529 insertions(+) create mode 100644 docs/challenges/dynamical_decoupling.ipynb diff --git a/docs/challenges/dynamical_decoupling.ipynb b/docs/challenges/dynamical_decoupling.ipynb new file mode 100644 index 0000000..62a2ddb --- /dev/null +++ b/docs/challenges/dynamical_decoupling.ipynb @@ -0,0 +1,529 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "121bdf23-6240-48fe-8073-906cd3122b38", + "metadata": {}, + "source": [ + "**Ritajit Majumdar**
\n", + "Enabling Technologies Researcher @ IBM Quantum
\n", + "majumdar.ritajit@ibm.com" + ] + }, + { + "cell_type": "markdown", + "id": "05a25d5f-44e8-4386-91bf-34720b891e68", + "metadata": {}, + "source": [ + "## Understanding dynamical decoupling on hardware" + ] + }, + { + "cell_type": "markdown", + "id": "6a4b03a1-9d8b-442b-bff3-1960847e5761", + "metadata": {}, + "source": [ + "In this notebook we shall take a circuit of interest, vary its number of qubits and depth, and apply dynamical decoupling (DD) on it. The aim of this exercise is to get a feel for\n", + "\n", + "
    \n", + "
  • In which scenario applying DD leads to effective error suppression
  • \n", + "
  • Which DD sequence is most effective
  • \n", + "
\n", + "\n", + "For this study we shall select a TwoLocal circuit which is often used in problems related to quantum chemistry and quantum machine learning. Moreover, we shall use a compute-uncompute version of the circuit. In this, the circuit unitary $U$ is followed by $U^{\\dagger}$ so that the ideal noiseless outcome is $|0\\rangle^{\\otimes n}$ for an $n$-qubit circuit.\n", + "\n", + "The advantage of such a circuit is that the ideal expectation values for $Z$ type observables are known without explicit simulation which is not possible for utility-scale circuits. The disadvantage is that having an uncompute unitary doubles the depth of the base circuit." + ] + }, + { + "cell_type": "markdown", + "id": "86505a23-0806-4fa5-b227-ae212e84f46e", + "metadata": {}, + "source": [ + "## Qiskit Pattern" + ] + }, + { + "cell_type": "markdown", + "id": "d0b3a530-d34f-4182-b6e3-9887483f4299", + "metadata": {}, + "source": [ + "### Step 1: Map problem to quantum hardware native format" + ] + }, + { + "cell_type": "markdown", + "id": "fabceaac-a9b9-4152-88fa-0fd0aee65ec0", + "metadata": {}, + "source": [ + "**Virtual circuit**\n", + "\n", + "We start by declaring an example circuit. Feel free to change it to something else.\n", + "\n", + "We select the TwoLocal circuit which has alternate layers of single and two qubit gates. The number of single qubit gate layers may be more than one, depending on the types of parameterized gates used. The two qubit gate layers can also vary depending on the type of entanglement. Such a layer can be repeated multiple times. For this notebook, we shall use a TwoLocal circuit with `Ry` as the parameterized gate, and `linear` entanglement with one repetition." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ef95f537-423f-4f28-821d-f61ddd6b8ebb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.circuit.library import TwoLocal\n", + "\n", + "num_qubits = 10\n", + "reps = 1\n", + "rotation_blocks = 'ry'\n", + "entanglement_blocks = 'cx'\n", + "entanglement = 'linear'\n", + "\n", + "virtual_circuit = TwoLocal(num_qubits=num_qubits, reps=reps, rotation_blocks=rotation_blocks, \n", + " entanglement_blocks=entanglement_blocks, entanglement=entanglement,\n", + " insert_barriers=True)\n", + "virtual_circuit = virtual_circuit.decompose()\n", + "\n", + "virtual_circuit.draw('mpl', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "8454ceee-83fc-49d9-9999-22218270f375", + "metadata": {}, + "source": [ + "#### Create compute-uncompute circuit" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cf928c2a-7872-463a-93cf-d08a9e0e3c54", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qVc2IQDVrEKkaNfjMEwDAnKgJYDTmIAAA3udAVoGyc4rkX8OmBnXDFVMr2OiQnFZSUq77nlvh8HbOXhv7bl2WPv5qj+69qZnD2wIwhpVqEtM3ezdv3qx+/fopOztbYWFhatWqlTIzM/XOO+9o3759OnbsmCSpXbt2xgbqQrs+WaLUeavlF+CvqBZJuuSRQQpLiFFZ8emKda6c8rjkZ9MPI/5e8VpgrXAN+v5NrX9+mvbPcfwXJQDP+cd/tut0SbnHjldWZtek6ds19W89PHZMV9l3ME9TZuzQR1/uVm7eb++DDeuGa8QtLXTfTc0UFx1iYIQAALgeNQGMxhwEAMA7nC4p0+wlqXp35o6zvtfWv4ZNg69tqIdva6meHeJls9kMjNJxc79P076Dnn208t+nbdEfBzX1uX8rwKqsVJOY+pamnJwcDRgwQNnZ2Ro9erSysrK0ceNGZWdna8KECVqwYIHWrVsnm82mNm3aGB2uy+Ttz1bWii3KWLZJW9/9St/e/api2zVWtwkjKtZZ/eT7qt2puZIHXV7xWteX79fhtTt9ZvICVnWyqFT/+nKPx4/76fx9Op5X7PHjXowZX+9Xq0Ff6I1pW89q9EpSamaBnnx7vS4ZPEfrtx0xKEIAANyDmgBGYw4CAGC8o8dPqdf9izTsye/PavRKUmmZXTMXp+iqexdq1Ks/qazMczcVuMI//rPD48fctu+4lm/I9vhxATjHSjWJqZu9o0aNUnp6ukaOHKnXX39dERERFcvGjh2rtm3bqrS0VA0bNlRkZKSBkbrXkfW7tG/2ciUPulxxHZtLkk4fL9Cq0VPU5aX7FVInSg36d1V899Za/cRUg6N1r9DQUHXp0kWhoaFGhwI47ctlaTqef/rCK7rYyVOlmrUkxePHddbc79L0h79+f8E7oA8fO6Xew7/W9n25HooMAGAkq+aD1ARnWHX8vQFz0HtwHgCANZwsKtX1Dy85p8lbmcnTt+vPE9d4ICrXSMvM13frjPm+TSNuwABcycq5oJlrEtM2e3fs2KEZM2YoNjZWr7zySqXrdOjQQZLUtm3bitdWrFiha6+9VgkJCQoKClK9evV02223accOz39SyJV+fnO2ykvL1H7MbRWvZXy3WanzVqnn5FHq+uoDWjV6iopzCwyM0v2SkpI0adIkJSUlGR0K4LSfthw27NhrtvjGHbCnikt173MrVF5ur9b6x/NP66EXV7k5KgCAN7ByPkhNYO3x9wbMQe/AeQAA1vDmJ1u1dmv1r+O88/l2rf75wo1hb/DTL8Zdn1pj4HU5wBWsnguatSYxbbN3+vTpKi8v17BhwxQeHl7pOiEhZ76j8ffN3tzcXF166aV65513tGTJEk2YMEHbtm1Tt27dlJ6e7pHY3SE/NVspX61U3Z5tVLtLy4rX14+fpojkeGUs26T0bzcaGKFnlJWVqaCgQGVlZUaHAjhtw/Yc4469w7hjO2LWkhQdPe7YI6eXb8jWtr3c3QsAZmflfJCawNrj7w2Yg96B8wAAzK+0tFxTZ+90eLspMxzfxghGXhvblXpC+YWef+Ie4CpWzwXNWpOYttm7bNkySdLVV1993nV+bd7+vtk7cOBAvfnmm7rlllt05ZVXatiwYZozZ45OnDihL774wr1Bu9kvb3+h8rKzP7FQWlSsgrTDyt1xwMDIPGfPnj3q1auX9uzhcRvwXVv2GNeQ3Lo3t9p3yxrpw//udnK7XS6OBADgbayeD1q9JrD6+HsDq89Bb8B5AADm981PmTqYXejwdjMW71degfc3Mo28Nma3S9v2Hjfs+MDFIhc0Z03ib3QA7pKWliZJatCgQaXLS0tLtXLlSklnN3srExMTI0ny93fun6tjx47Kznbsi9sD7H56Tp0d2iZ79TZ9nDDkvMtP7MnQtHq3nXf5xWjWtJlKbFV/L6Y7DBly/p+3MocPn3nMxqJFi7Rhw4ZqbXPTTTc5HBfgLnZJ+dHjz7t83fSBio89//ctxMeGVPz/4NKh510vO+ekOt0+95zXS0vtqpfUSH4qqX7QBsiu+bhUo5bD2035cLZmvu3Y+woAwFhmzQedqQckaoILcWb8JXPUBM7OKUcZOQcdZdScdTWzvg8CAJxXENRJCrvB4e1Ol5SraatOCig/6oaoXOdIxL1SQOXX/V11bUw6//WxG24couDS/Q5EDLiXL9ZE7qxPvLkmqaoGiY+P1/r1653ar2mbvYWFZz65VFRUVOnyGTNmKCcnRxEREUpOTj5neVlZmcrLy5WWlqYnn3xS8fHxuvXWW52KJTs7WxkZGQ5tE2irIdVx6nCGyMzK1Gm752/7/3Wcq+vX+VBUVFTtbR0dO8Dtos+/KD42VPXqhF1wF/41/Kq1XmWysrKkcscekexxEXaphuObnTpVzDkPAD7GrPmgr9UDkm/UBM6Mv2SOmsAX55S7GTVnXc2s74MAgIsQ01xy7rKPDh/OkYozXRuPqzUqkQIqX+SJa2NHjx6TCvjdCO/hizWRVesTd9Ugpm32xsfHKzc3Vxs3blS3bt3OWpaVlaUxY8ZIktq0aSObzXbO9ldeeWXFnb9NmjTRsmXLFBcX53Qsjgqw+0k+9AHjugl1DflEdFiYY7+Qf33zCgkJqfa2iYmJDscFuFOm/bTstsBKl2XnnKxy2/jYEPnX8FNpWbmycyr/MEyV+7GXq25CnGzy7kc5H7adVImiHN4uNLBUUZzzAOBTzJoP+lo9IPlGTeDM+EvmqAl8cU65m1Fz1tXM+j4IAHBeUUANHXNmQ7td8XFhqmH37vf9nECbzncbgquujVW1r9iYSAXV9O5/I1iLL9ZEVq1PqqpBnOkl/spmt9u9+4q9k0aNGqVJkyapfv36+uabb9SsWTNJ0rp163TnnXdq//79Kikp0SOPPKLJkyefs/2uXbt0/PhxpaSkaOLEiTp8+LBWrlyppKQkj8RfcvKUPmt8h0eO5QrD9n2qgNBgjx933bp1Dq2/c+dO3XXXXZo2bZpatGhRrW06derkTGiA21x265fatNO5x+kcXDpU9eqEKf1Qoer3/o/D2zdvWFM753r/Y47f+mSrHp+4xuHtlv+rv67o4PwvVQCA55k1H/S1ekDyjZrAmfGXzFET+OKccjej5qyrmfV9EADgvJNFpUq8drqO5zv2/bvXX1FPC/7Rx01Ruc6jr6zW5Onbndr2Yq+NSVLO8mGKqeX7OQTMwxdrIqvWJ+6qQfxcvkcvMXbsWMXExOjgwYNq3bq1Lr30UjVt2lSdO3dWo0aN1KtXL0nn/77e5s2bq0uXLho6dKi+/fZb5efn67XXXvPkjwA3aNKkiRYvXqwmTZoYHQrgtA6tYgw8dqxhx3bE3Tc2VUiwY89xvqRJlHpcZsFnhwCAxZAPWhvjD3AeAIAVhIb464+Dmjq83cO3tXRDNK5n5LWxBnXDafTCp5ELmpNpm7316tXTihUr1L9/fwUHBys1NVXR0dGaOnWqFixYoN27d0s6f7P392rVqqUmTZpo79697g4bbubv76+oqCj5+5v2CeawgE6XOPdIeVfo2No3mr1RkUF66dGO1V7fv4ZNb47tUulj/QEA5kI+aG2MP8B5AABWMfaPbZSUUP1HtF5/RT31vbyeGyNynU6tDbw25iM3QgDnQy5oTqZt9kpSy5YtNX/+fOXn5ys/P19r1qzR8OHDVVhYqNTUVPn5+emSSy654H4OHz6sXbt2qXHjxh6IGu6Unp6u0aNHKz093ehQAKcNvqahggIdu2vVFWrUsOnW65I9flxn/emO1nruwfYXXC8wwE+fT7ha13blu1YAwArIB62N8Qc4DwDAKuJjQ7X4n33VoG74Bdft3a2uZkzspRo1fKNd0KpxLbVtHm3IsYf1p0cA30YuaE6+8e7tYtu2bZPdblfTpk0VGhp61rI77rhD48aN05dffqnvv/9e77//vq666ir5+/vr8ccfNyhiuEpBQYFWrFihgoICo0MBnBYbFazb+ni+6Tro6gZKrFP9T4QazWazadzDl2nRu310XfdzG7mBAX4a1r+xfvp0gG7xoSY2AODikA9aG+MPcB4AgJW0SK6lNZ8N1F/va6PYqHMfPdyqcS1NerKbFkzuo/DQAAMidI7NZjPkkdOJtUM14Mokjx8XcCVyQXOyZLN3y5Ytkip/hHPXrl21cOFC/fGPf1S/fv00ceJEXXHFFdq8eTPPMAfgNR79QytLHNMV+vaop8X/7Kvd84YoKjJQkhQVGaiDS4bq01euUvuWPH4HAAAAAACYU52YEL3yWCelLx2q+ZN7q1bEmWsjsbWCtHXOYI28vZUCAnyvTfCH6xsrumaQR4/58G0t5e/ve/9WAMzPkg/lrqrZO3LkSI0cOdLTIQGAQzq2jtNDt7bQlJk7PXK8uwY00ZUdEzxyLHdp2qCmQoP9lZt3WqHB/qodE2J0SAAAAF6v8wv3KqlPR4XXr6251/5Fx7alVrpeRHK8rnj7UQVFR6gk/6R+fGyyju8++9Fw7Ubfqr0zvlNB+hFJUlSrBur++oMKCA9RYfoRLX90koqP5kmS7smardwdaVr/4qfKWLapyjh6/+dZhcTVksrLVVJ4Smue+UjHtqZIkvrMHqfoVg3085uztf39BS7/9wEAwFcEBdZQ/55JCgvx1/H80woKrCGbzWZ0WE4LDw3QO3/tqjue/MEjx2vVuJZG332pR44FoGreUqN4Ux1Cs9dEKpuEUc3q69rPnlLevkwtGfqCTh3NU/u/3q6k6zrKXlYuSdoy+UulfLVSktTx2TvV8MbuOrYlRcv++JqRPw6AC5jweCct/DFdaZnVf+RGds7Js/5fHQlxoXrria4OxwcAANyvujVAk6G91Hp4f9VsWk/rn592VrFJfYCqpC1Yra3vfqnrv3qxyvW6vzZCuz9dqr0zv1eD/l3V4+2Rmt/vr5KkBv27KrZdE9UI8lds+yZq/9fbtfbZj9TjrZFa+fg/dGxbqpoM7aVOf7tLPz42uWKfiwY9q9N5Jy8Yxw/D36hYL6lfZ/V46xHNvfYvkqTFQ8apx1uPuOTfAgAAeJc/XN9YMxenaO73B6q9jTPXxvz8bPrX8z0VFFjD4RgBuJ631CjeVIdYstm7bNkyo0Nwi8om4d7/fKe8fZma23tMxXrb3v1Km16dLkkKjY/WoOVvKXPFLyo+lq/1L3yi47sOKqlfZ6N+DLeKi4vTY489pri4OKNDAS5aRFig/jPhavV6YKGKTpVVa5tOt8916BiBAX767JUrFRXp2cfiAADgLmbLB6tbAxz9ZZ++H/F3Xfro4HP2YaX6wGzj7wmHftpxwXWCYyIV07axlgx9QZKUtuAndX35PkU0jFd+arbSFvykgvQj6jPrOUW1aqhvhr2kmk3rqfTkqYpP4e+b+b06PXeX/AL8VV5S6lAcv15gkaTAiFDJbnfwp7QWzgMAgFnYbDa991wPbds3T/sO5ldrG0evjUnShD91UudL+b0JczBDLugtNYo31SGWbPaaUfQlyZVOwv1zVpyz7u8noH9YsGw2m08/ssMRMTExGjZsmNFhAC7TtW1tffV2b9342NJqN3yrKzDAT7Ne76WrO9d16X4BADCSmfJBR2qA3O1pZ/5QXn7OMivVB2Yaf28SlhirokO5FXeHS1JBRo7CEmOVn5qtpOu7KK59U+2d8Z0Or92pbhMf1MHFaxXVIkkDl06s2MY/JEih8dEqOHjY4Rh6vPOoErq3liQtvePli/+hTIzzAABgJnViQrR0aj/1un+hUh14+l11/W1Ee/3lHh7fDPOwSi7oqRrFW+oQmr0mEZ5U+7yTsDIt77teLe7po9C6MVo1eopO/f8zx80uLy9Pa9euVefOnRUZGWl0OIBL9O6WqCX/7Kvbxn6nzMPVfwRNVWpHB+vzV6/WNV1p9AIAzMVM+aCjNUBVrFIfmGn8XeH6eS8pslFCpcvm9h6jk5lHXXKcAwvX6MDCNWo3+lblbNqr1HmrlXR9Fx3ZtEdLb//t0WtDt37o9DF+HDVJktT4livV8Zk79A0N3/PiPAAAmE1yvQit+PgG3fT4N1q/Lccl+wwM8NPEP3fWqGGtXbI/wFt4ey7oazWKt9QhNHtNxJFJuOPDhdrx4UJFtWqgnpNHKfOHn1Wc6/pPPnmbzMxMPfXUU5o2bZpXvpEBzupxWby2zhmsx19bo3/P3XNR+xrat5EmPdlNsVHBLooOAADvYbZ80FXNMqvUB2Yb/4u1cMDTLtlPYUaOQupEyVbDr+KT8+GJsSrMOPti6+Y3Zlb8uSDtkMISYyv+HhAeIv/QYJ3MPnZRseyb9YO6TRiuoKhwU85hV+A8AACYUb34MK3+ZIAmfrxF46Zs1OmSc59oU10dW8fq4xd6qnWTKBdGCHgHb88FfbVGMboO8fP4EeEWzk7C3O1pOpl9TPHd+YQS4OuiIoP08Ys99e37/TTwqiT5+VX/8Ys2m9SvRz19PaWPpr92NY1eAAB8gDuaZdQHcMapo3k6tiVFjW/uKUlq0L+rCrOOKT81+7zbHNuWqvKSMiX0bCNJanFPH6V8tbLS78KqSmBkqELq/HYhNqlvJxXnFtDoBQDAgvz9/fTk/W318+ybNHxIc4UGO3avW7sW0Xr/uR5a/ckAGr2Aj3N3jeJtdQh39prE7ydh1vJffpuEp8+dhDWb1dOJ3emSpIgGdRR9SbKO///fAfi+Xl3qqleXukrLzNen8/dp7dYj2rA9Rxn/84jnhLhQdWgZo06XxGlY/8ZqXN/7PskFAADOz5EaoCrUB6hKt9eGq941HRRSu5Z6T39GJQVFmtP9UUlS99cf1MEl63VwyXqtGjtVPd56RJeOGqySgiL9+Kd/XHDfyx95Wz3eekSBrz6g/NRsLR/5jsNxBESG6qr3Rss/OFD2crtOHc3Tt3e94rKfHwAA+J4WybU09W899NrjnfX5wn36cdMhbdieo91pJ2S3/7ZeZHiALmsZqw4tY3Rz74bq2qa2bLbq3zwBwBjeUKN4Wx1Cs9dEKpuEUc2Tzlmv4zN3KjyptuwlpSovK9dPT32oE3syDIgYgDs1qBuhp4e3q/j78bxiFRaVym6XwkL9FRUZZFxwAADAJapbAzS59Sq1f+J2BdYKU1Lfzmr94EB9e/erOrY1hfoAVVo99r3zLlv1l39W/DlvX6bDj1w7vvOA5vd94qLiKEzP0YLrn3TouAAAwBpqRgTqodta6qHbWkqSCk+WKK+wRCWl5QoJqqGYWsEOPRkPgHfwhhrF2+oQmr0mUt1JaOVPOQcFBal58+YKCqLJBeupFRmkWjR4AQAWZ7Z8sLo1wN6Z32vvzO8rXWal+sBs429mRYdz1XfO89rw8mfKWLbJ6f30mT1O4fXjdGjdLhdG59s4DwAAVhUWGqCw0ACjwwAMRS7oPEdqFE/XITR7Ta6spFRBUREauHSilgx9QaeO5lW5fsdn71T96zrq8HpzFsLJycn65JNPjA4DAAAABrFCPuhoDVAVs9UHVhh/s5jR9gGX7GfxkHEu2Y+ZcB4AAABYF7mg8xypUTxdh9DsNbkj63dpVscHq73++hc+0foXONEBAAAAX+VoDVAV6gMAAAAAALybn9EBAJ60a9cuXX755dq1yxx3JgAAAMAx5IPWxvgDnAcAAABWRi5oTjR7YSl2u10lJSWy2+1GhwIAAAADkA9aG+MPcB4AAABYGbmgOfEYZy/lHxKkYfs+NTqMavMP4cu8AQAAAFfxtXpAoibwdr44p9yNOQsAAAAYw6r1ibtqEJq9XspmsykgNNjoMAAAAAAYgHoArsacAgAAAOAtqE9ci8c4AwAAAAAAAAAAAIAP4s5eWErDhg01ffp0JSYmGh0KAAAADEA+aG2MP8B5AAAAYGXkguZEsxeWEhwcrMaNGxsdBgAAAAxCPmhtjD/AeQAAAGBl5ILmxGOcYSlZWVl68cUXlZWVZXQoAAAAMAD5oLUx/gDnAQAAgJWRC5oTzV5YyokTJzR37lydOHHC6FAAAABgAPJBa2P8Ac4DAAAAKyMXNCeavQAAAAAAAAAAAADgg2j2AgAAAAAAAAAAAIAPotkLAAAAAAAAAAAAAD6IZi8sxc/PT+3bt5efH1MfAADAisgHrY3xBzgPAAAArIxc0JwYTVhKeXm5Nm3apPLycqNDAQAAgAHIB62N8Qc4DwAAAKyMXNCcaPYCAAAAAAAAAAAAgA+i2QsAAAAAAAAAAAAAPohmLwAAAAAAAAAAAAD4IJq9sJSIiAj17dtXERERRocCAAAAA5APWhvjD3AeAAAAWBm5oDn5Gx0A4EmJiYl6/vnnjQ4DAAAABiEftDbGH+A8AAAAsDJyQXPizl5YSnFxsQ4ePKji4mKjQwEAAIAByAetjfEHOA8AAACsjFzQnGj2wlJSUlJ08803KyUlxehQAAAAYADyQWtj/AHOAwAAACsjFzQnmr0AAAAAAAAAAAAA4IP4zl4vZbfbVVrkO7fR+4cEyWazGR0GAAAAYAq+Vg9I1ATezhfnlLsxZwEAAABjWLU+cVcNQrPXS5UWFeuzxncYHUa1Ddv3qQJCg40OAwAAADAFX6sHJGoCb+eLc8rdmLMAAACAMaxan7irBuExzgAAAAAAAAAAAADgg7izF5bSokULrV271ugwAAAAYBDyQWtj/AHOAwAAACsjFzQn7uwFAAAAAAAAAAAAAB9EsxeWkpaWpnvvvVdpaWlGhwIAAAADkA9aG+MPcB4AAABYGbmgOfEYZ1hKUVGRtm7dqqKiIqNDAeAhuXnF2rj9qDbuyNGJgtOSpBMFpzV5+nZ1aBWjts1iFBrCr0MAsAryQWtj/AHOAwCwmrKycu1MOaEN23O0K/WEjuefuTaSV1ii/36bqg6tYlU/Pkw2m83gSAF4ArmgOXF1GwBgOoUnS/T5wn3656yd2rjj6DnLC06W6tFXVkuSatSwqVfnBD18W0vd0DNJ/v489AIAAAAAAPi2Ddtz9O6MHZq5OEUFJ0vOWZ5fWKLBj38rSUqsHap7b2qm4Te3UL34ME+HCgC4SDR7AQCmUVJSrokf/6LXPt6iE///SdULKSuza+nqTC1dnal6dcI04U+ddPv1jfhEKwAAAAAA8Dmbdx7Vwy+t0uqfD1d7m4zDJ/XC1M16+YOfNbRvI705poviokPcGCUAwJVo9ppIfLfW6jtn/FmvlRQWKW9/lvbNXq4dHy6UvazcoOgAwL227D6me55dXumdvNWVfqhQw578XrOWpmjKM90VHxvqwggBAHA/agIYjTkIAIAxTpeU6aX3ftbLH25WaandqX2Uldn12YJ9WrwqQ+8+3V23XJfs4igBwP2sWJPQ7DWh/XNWKH3ZRslmU0hcLTW55Up1Hn+PajZN1OoxU40Oz1AJCQkaP368EhISjA4FgAvN+/6AbvnLMhWfLnPJ/r5clqaffjmspVP76pKm0S7ZJwDAO1glH6QmqJxVxt8bMAe9F+cBAJhPfuFpDRz1jb5fl+WS/eXkntKtf1mmMfdcqgmPd+LpZ4CJWCkXtFJNQrPXhI5uSdH+L1ZU/H3Xx4t104q31ewP12jjq9NVfDTPwOiMVbNmTfXr18/oMAC40Nzv0jT4z9+qrMy5T62eT3ZOka68d6GW/6u/WjeJcum+AQDGsUo+SE1QOauMvzdgDnovzgMAMJfCkyXq8+Bihx7bXF0TP96iktJy/X1MFxq+gElYKRe0Uk3iZ3QAcL/SomId2bhHNj8/RTaoY3Q4hsrNzdWsWbOUm5trdCgAXGDTjhzdOuY7lzd6f3XsRLH6PPi1jp0odsv+AQCeZ9V8kJrgDKuOvzdgDnoPzgMAMA+73a5hT37vlkbvr976dJsmfb7dbfsH4FlWzgXNXJPQ7LWIiIZnJm7x8QKDIzHWoUOHNHHiRB06dMjoUABcpNMlZbrn2RUOPbp53fSBOrh0qNZNH1jtbTIOn9SoV1c7EyIAwAtZOR+kJrD2+HsD5qB34DwAAPP4ZN5effXdAYe2cebayBNvrdPu1BOOhgfAC1k9FzRrTcJjnE3IPyRQQdERFc8hb37XdYq5tJGObNyjvP2u+d4GADDaS+/9rF92H3Nom/jYUNWrE+bwsT5bsE+3XJesG69u4PC2AAAYgZoARmMOAgDgXpmHC/XYhJ8c3s6ZayOnisv0x78t1/J/9VeNGtw/BsA3WKkmMX2zNycnR6+99prmzJmj9PR0xcXFafDgwXr55Zc1atQoffTRR5o0aZJGjhxpdKgu037sULUfO/Ss11IX/KQ1T35gUEQA4FrH84o18d+/ePSYz0zaoIFXJfnkd9ScyD+tT+bv1awlKco5fkqBAX5qmVxLD97SQld0iPfJnwkAUDVqAhiNOQgA8Cb7DubpnzN36ocNWSo4WarwUH9d1TFBD93aUsn1IowOzylvTNuq4/mnPXa8VZsP6+uV6erfM8ljxwSAi2GlmsTUzd7NmzerX79+ys7OVlhYmFq1aqXMzEy988472rdvn44dO3NHWLt27YwN1MV2fbJEqfNWyy/AX1EtknTJI4MUlhCjsuLffvlfOeVxyc+mH0b8veK1wFrhGvT9m1r//DTtn7Oisl0DgFf499w9KjpV/cc3u8LWvbn6ceMhXdEh3qPHvRh2u12vfviLXnp/swqLSs9atnnnMU1ftF+XNo3S569epUuaRhsUJQDAHagJYDTmIADAG+QVnNa9f1uhL75JPWfZuq05ev3fW3TLdcn6YFwPRYQFej5AJ50sKtW/vtzt8eO+O2MHzV4APsNKNYlpn7mQk5OjAQMGKDs7W6NHj1ZWVpY2btyo7OxsTZgwQQsWLNC6detks9nUpk0bo8N1qbz92cpasUUZyzZp67tf6du7X1Vsu8bqNmFExTqrn3xftTs1V/Kgyyte6/ry/Tq8dqfPTF5nhIaGqkuXLgoNDTU6FABOstvtmjJzpyHHnjJzhyHHdYbdbtefJvykp95Zf06j9/e27MnV5XfP18btOR6MDgCMY5V8kJqgclYZf2/AHPRenAcArCKv4LSuundhpY3eX9nt0szFKep1/yIVnCzxXHAXaeaS/crN89xdvb9a9GO6UjPyPX5cAK5jpVzQSjWJaZu9o0aNUnp6ukaOHKnXX39dERG/PY5j7Nixatu2rUpLS9WwYUNFRkYaGKn7HVm/S/tmL1fyoMsV17G5JOn08QKtGj1FXV66XyF1otSgf1fFd2+t1U9MNTha90pKStKkSZOUlMQn0ABflX6oULtSTxhy7G9+ypTdbjfk2I6aNnev3vl8e7XWzSso0Q2PLlWhDxW2AOAsq+aD1ARnWHX8vQFz0HtwHgCwigfG/6hNO49Wa93123I04vmVbo7IdZauzjTkuHa7tGytub7nErAaK+eCZq5JTNns3bFjh2bMmKHY2Fi98sorla7ToUMHSVLbtm3Pu59+/frJZrNp3Lhx7gjTo35+c7bKS8vUfsxtFa9lfLdZqfNWqefkUer66gNaNXqKinMLDIzS/crKylRQUKCyMs8+/hWA62ww8A7UI7mnlH6o0LDjV5fdbtfr/97i0DZZR07qP1/vd1NEAOA9rJwPUhNYe/y9AXPQO3AeALCC1Ix8zVqS4tA2//l6v9Kzvb/ml4y9NmLksQFcPKvngmatSUzZ7J0+fbrKy8s1bNgwhYeHV7pOSEiIpPM3e2fOnKnNmze7K0SPy0/NVspXK1W3ZxvV7tKy4vX146cpIjleGcs2Kf3bjQZG6Bl79uxRr169tGfPHqNDAeCkjTuq96lcd1m/zfuLmh83HtLWvbkOb/eP/+zwmTuXAcBZVs4HqQmsPf7egDnoHTgPAFjBP2ftlKPlbXm5XVNnG/O1UY7ILzyt3WnGPPFM8o3rIgDOz+q5oFlrEn+jA3CHZcuWSZKuvvrq866Tnp4uqfJmb15env70pz/p9ddf1x133HHR8XTs2FHZ2dkObRNg99Nz6nzRx/69X97+QsmDLlf7Mbdp8ZBxkqTSomIVpB1W7o4DF7XvZk2bqcRW7oIoHTNkyBCH1j98+LAkadGiRdqwYUO1trnpppscjguA++SGDpCCO1a6bN30gYqPPf/3TcTHhlT8/+DSoVUeJzvnpDrdPvec1+8d/ic9WrzegYg9Lz/4Cin0Woe327TzqBLrN5KfeJwzAN9h1nzQHfWARE3gzPhL5qgJ3DWnHOXOOegoo+asq5n1fRAALsaRiPukAMcfUfraP/6rf716oxsicp1SvyjZa/3pvMtddW3kfNdFNvy8W/Xq1at+wADczhdrIiPrEyNrkqpqkPj4eK1f79x1Z1M2e9PS0iRJDRo0qHR5aWmpVq488x0MlTV7n376aTVr1kzDhg1zSbM3OztbGRkZDm0TaKsh1XHwOKu36eOE85/UJ/ZkaFq92867/GJkZmXqtN3zt/0XFjr2aJWioqKK/1d3W0fHDoCb1SuWgitfFB8bqnp1wi64C/8aftVarzLHTxTo+FEvf1+oUyydv66rUtahY1JpnmvjAQA3Mms+6Ew9IFETXIgz4y+ZoyZwdk45ysg56Cij5qyrmfV9EAAuShObFOD4ZqdLbN7/nhdUJtU6/2J3XxspK/eBfyPAYnyxJnJnfeLNNYm7ahBTNnt/naC/Ttr/NWPGDOXk5CgiIkLJyclnLVu/fr3ef/99hz7RcCHx8fEObxNg95N86APGdRPqGvKJ6LAwxxKSX+dGSEhItbdNTEx0OC4A7pMbEqST51mWnXO+JWfEx4bIv4afSsvKlZ1T+e+IC+2rVs1whQV79/tCfnCgnG3XJtSJlp8iXBoPALiTWfNBX6sHJN+oCZwZf8kcNYEvzil3M2rOuppZ3wcB4GIc8S/XaSe2CwywK87L3/NK/aJ0qIrlrro2cr791PCzK97L/40Aq/HFmsiq9UlVNYgzvcRfmbLZGx8fr9zcXG3cuFHdunU7a1lWVpbGjBkjSWrTpo1sNlvFsrKyMo0YMUIjR45U69atXRaPM7ddl5w8pc8aX/xdxZ6ye89uBYSe51Y7N1q3bp1D6+/cuVPTp09Xv3791KJFi2pt89ZbbzkRGQB3GT9lo8ZN2VTpssoeL/R7B5cOVb06YcrOKVL93v9x6vjTPnxHA65y/FFQnrR2yxF1GVb1v0VluraJ0+pPU9wQEQC4j1nzQV+rByTfqAmcGX/JHDWBL84pdzNqzrqaWd8HAeBiPPePjXp+auXXDqry7OM365nhL7ohItcpPFmiyO6fqLy88i8ldve1kS4dmmvltHSHtwPgPr5YE1m1PnFXDWLKZu+1116rHTt2aMKECerdu7eaNWsm6cyEv/POO5WTc+ZL5Nu1a3fWdpMnT9ahQ4c0btw4D0dsrK9vfs7oEDymSZMmWrx4sSIiuGsN8FWXtYw19PgdWsUYevzq6HRJrDq0itWG7TkObffwbS3dFBEAeA/ywcpZpSZg/L2XVeagN+A8AGAFD9zcXC99sFllZZU3RCvjX8Om+wc3d2NUrhEWGqAWyTW1fd9xQ47foZWx12UAXBxywfPz5ZrEz+gA3GHs2LGKiYnRwYMH1bp1a1166aVq2rSpOnfurEaNGqlXr16Szv6+3pycHD377LP629/+ptLSUh0/flzHjx+XJJ06dUrHjx9XebkF7yk3GX9/f0VFRcnf35SfcwAswchma3xsiOrWdu67fj3JZrNp7B8vdWibhnXDdct1yRdeEQB8HPmgtTH+AOcBAGuoFx+mO/o3cWibe25sqvjYUDdF5FodDPwgvJHHBnDxyAXNyZTN3nr16mnFihXq37+/goODlZqaqujoaE2dOlULFizQ7t27JZ3d7E1PT1d+fr5GjBihqKioiv8kacKECYqKitKBAwcM+XngOunp6Ro9erTS03nUCOCr6tYO06VNoww5dp/u9Qw5rjNu7dNIz45oV61146KCtfDdPgoOIskDYH7kg9bG+AOcBwCsY8oz3dWjfZ1qrXtVpwRNerLbhVf0En0vN+b6RI0aNl3Tpa4hxwbgGuSC5mTKZq8ktWzZUvPnz1d+fr7y8/O1Zs0aDR8+XIWFhUpNTZWfn58uueSSivWbNGmi77777pz/JOnuu+/Wd999d1FfjgzvUFBQoBUrVqigoMDoUABcBKMeN+xrjzl+/pEOevfp7oqNOv/3QFxxWR399NkAtWxUy3OBAYCByAetjfEHOA8AWEdIsL+WTO2r+wc3U4B/5ZfBAwP8NHxIcy169zqf+gD0zb0bKq6KWt9dBl6VpHrx3v/EMwDnRy5oTr7zG8xFtm3bJrvdrmbNmik09LfHcoSHh+uqq66qdJuGDRuedxkAwPOG9W+ssW+uU35hiceO2aFVrDpd4nuPKnrotpa696Zmmr00RbOWpGjRj+k6XVKusBB/rfpkgNo0izY6RAAAAAAA3CIk2F/vj7tCLz7aUR/O2aXnp25S8elyBQX66bkHL9N9NzVT7ZgQo8N0WFBgDd0/uLle+fBnjx7X1z4EDwBWYdo7e89ny5Ytks5+hDMAwLdEhAXqmQfaefSYrzzWUTabzaPHdJWgwBoa1r+Jvny7d8Unf2tFBNLoBQAAF9T5hXs1ZO27uidrtqJbNzzvehHJ8bp+7ku66cd3dMOiV1Wr2bmPl2w3+laF14ur+HtUqwbqv/AVDVr+lnp//rSCYiIrlt2TNVs3LntDib3aVzuOJrddrXuyZiupb6eK1/rMHqfbt/9LrR7o7+BPDgAwkzoxIXrqgXaKrXWmJo6tFawn72/rk43eXz1+Z2uP3t17bde6PMIZgFfwlhrlV95Qh9DsvQC73a5x48a5MSLXqWwSxndrrTv2f6aBSycq+HeTUpJqNk3UHfs/U+fn76l4rdXwGzR41SQNXDrRw9EDgGP+fNcl6nxJ3IVXdIHhQ5qrd7dEjxwLAABHVLcGaDK0l25c9obuOjjjvMUm9QEqk7ZgtRbe+IwKDh6ucr3ur43Q7k+X6r89RmnL5C/V4+2RFcsa9O+qDk/focCaoYpt30RXTB6loKhw9XhrpFaPmaove/5JKXNXq9Pf7jprn4sGPauMZZuqFUd4vTg1G3a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", + "text/plain": [ + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inverse = virtual_circuit.inverse()\n", + "virtual_circuit.barrier()\n", + "virtual_circuit.compose(inverse, inplace=True)\n", + "\n", + "virtual_circuit.draw('mpl',fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "0f4d4cdd-e415-4922-8877-0a3385b8b8b2", + "metadata": {}, + "source": [ + "#### Assign parameters" + ] + }, + { + "cell_type": "markdown", + "id": "ef5bf41d-66dd-436b-a9bb-8de758950cb9", + "metadata": {}, + "source": [ + "We shall assign parameters randomly to this circuit. Note that since the circuit is of type compute-uncompute, the ideal outcome of the circuit is independent of the exact values of the parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "72ba8c1e-097f-47f5-b2eb-20636aa3c352", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MmKHmzZurY8eOFxSLowJsVsmLXhFVK66WIVdvh4U5lpSf+Q9XSEiI3cfGx8c7HBcAAO6SG+ivExVsS0s/ed7jY6ND5O9nVVFxidLSy78g7FznqhJmUUQl/7OxyJqnw9Lpl0idI8/7X5aSPMVG+cmqyv39UJav5oPeVg9I3lETODP/kufXgDfO/xlGrANfXAO4MMWWAqXZSiSLY29sstgKFRtpk7V65Z7vE8Elquhn2fPlg/bmguc6V1TVIAWHVe5/RwAA8/BETShRE9jjQmoBZ/poZ1hsNpvN6aMrsbFjx2ry5MmqU6eOli5dqiZNmkiS1q1bp5tuukn79u1TYWGhxowZo3fffbfcc+zcuVPNmzfXiy++qMcee8yT4avw5Cl91vBGj455IUbt/VQBocEeH3fdunUO7V9UVKTs7GxFRETY/Sjiiy++2JnQAABwi827jqnddd84ffyhJSNUu2aYkg7nqk6fLxw+fvHUvurTtfL/sNXv3kVauDLJoWPGjWqpfz3SxU0RwV18NR/0tnpA8o6awJn5lzy/Brxx/s8wYh344hrAhRv28I/6ammiQ8fcMbiJPpp0qXsCcqH/fLNbtz+9wqljLzQXlKSjP49SdHXP//ceAIDyeKImlKgJ7GFUTejYpW1eZOLEiYqKitKhQ4fUsmVLtW7dWo0bN1anTp3UoEED9erVS9K53885Y8YMWSwWjRo1ylNhw838/f1VvXp1p9+3CgCA0Vo0qK6gQD/Dxr+oeZRhYzviwRtbOrR/gL9V917fzE3RoDIhHzQ35h+sAfMYN8qxXMBqtej+keW/97Ky6dAi2rCx68aF0eQEAHg18kHf47ONztq1a2vFihUaMGCAgoODlZiYqMjISE2dOlULFizQ7t27JVXc6LTZbPrss890+eWXq27dup4MHW6UlJSk8ePHKynJsTs8AACoLAICrLr0ImNe0tCmSaSiqnnHD1tXda+tZ0a3t2tfi0Wa9uylappQzb1BoVIgHzQ35h+sAfO4tEOsXn3I/jsv3n+ym9o1844Lulo0qKYakcbkZD0vrmXIuAAAuAr5oO/x2UanJDVv3lzz589Xdna2srOztWbNGt19993Kzc1VYmKirFarWrVqVe6xv/zyiw4cOKCbbrrJw1HDnXJycrRixQrl5OQYHQoAAE4bfZ0xdx4aNa6znrm3vd6c0FnBQRXfAVu9SqBmv95LNw5s5MHIYCTyQXNj/sEaMJcJt7XRlCe6KSyk4js2qoQHaMaLl+nuYd6T5/j7W3XnkKaGjO1t+SAAAP+LfND3+HSjsyLbtm2TzWZT48aNFRoaWu4+M2bMUEhIiIYNG+bh6AAAAM5t0OX1VKtG+TmMu4SHBujGgQ09OuaFslgseuimVkr5caTemtBZFzWPkvX/s9/AAKumPXupkpeO1NA+CcYGCgAA3Obe4c2VvHSkJj/WVR1bRpfmAgH+Vv376e5KXjrSKy94untYU1mtFo+OeVHzKHVuE+PRMQEAAM7HlI3OLVu2SKr4sbWnTp3SnDlzdO211yoiIsKToQEAAJxXQIBVT97VzqNjjr+5lSLCAj06pqtUrxKkB29qpQ2zrlVc9OkGcUz1YN12bROFBPNODgAAfF3ViEDdP7KF1s28pjQXqBEZrLuGNVN4aIDB0TmnXq0I3X5tY4+O+czo9rJYPNtcBQAAOB9T/rJzvkZncHCwTpw44cGILkyn525X3as6KrxODc274h86vi3xnPtfNfsZRbVuoM+b3XLWtkv+NUaNhvfU501vVkHWSTdFDAAALtQ91zXTl4v366d1qW4fq23TSD1+V/l5EwDjRCTE6tK3H1BQZIQKs0/q13Hv6sTusu+Zie3eSh2eGKWAsGDZbFLS0g3a8MJnks0mSQqLj1aXF+9UlQZxspWUaOd/F2vntB/kHxqsnh//Q1FtGsjq51du7QAAMNbr4ztr4cpkJR3OdftYowY01KCe9dw+DgAAgKO4o9MHHFiwWt9f86RyDh05774t7hmo7AOHy91Wt39nlRQVuzq8SiUmJkbjxo1TTAyPWgEAeDer1aJpky5VRJhjdyGkpZ9U0uFcpaXbd0FTYIBVnzzXQ4EBFb/nEvAmvpQPdnv1Hu3+dIm+vmSstrz7jS55+/6z9inIzNXPo9/SN5c9pPlXTVSNi5uq0XWXlW7vOW2C/pz9s76+dJy+uewhJc5bJUkqKSrSlne/0eLrn/XY9/EEX5r/8kQkxKr/vBc0+Nd3NPCHl1WtSe2z9vELClCv/0zU4F/f0aClr+vKL55SRP3Y0u3WQH91fuEODVk5Wdcse0OXvju2dFun527XsLVTdGvqHEW2rO+Jr+Ryvr4GYC5VIwL10T8vkSM3WTqaC0pSXEyo3nm0qxMRAgBQ+ZgpH3Q0f280vKduTZ2jun0vdmq7UUx5R+eyZcuMDsGlDv+2w679qjWprbp9O2nlg++p/sCyCWpwdFW1GTtEC4c+oyajrnBHmJVCVFSURo0aZXQYAAC4RELtCM17p4/63rtI+QX2Xax08ch5dp/farXoi1d7ql2zKGdDBCodX8kHg6OqKKptQy0e8Zwk6cCC39TlxTsUUT9W2Ylppfsd37q/9O+L8wt1fGuiwuvUkCTFXdpaJflFOjB/dek+p9IzJUklBUVKW7lV4bV9q/j3lfmvyJnm959f/qR6A7rokrfv1/x+j561364ZS5S8bJMkqdltfdX9jXu1cOgzkqQOT9wo2Wya2/0BSVJITLXS4w4sWK2tU75R/2+fd/+XcRNfXwMwn6u619a7j3XVmBdXn39nOZYLSlK1iEAtfP8qRVYNciY8AAAqHTPlg47k7+G1Y9Rk1BU6sn6XU9uNZMo7Os3I4u+nbq/fq9UTp8pWXHLW9m6vj9b652aoKPeUAdF5TlZWlpYuXaqsrCyjQwEAwCUuvzhO3793pcJCXHv9WmCAVbNf76XBveu79LyA0XwlHwyLj1be4YwyuX1OcrrC4qMrPCYkpprqD+yiQ0s3SJKqNamjU8eydNn7D+nqxa+p57QJCq9bw+2xG8lX5r88Z5rfe7/6RdLp5ndYragyd2tKpxveZ5qcknR04x6F1znd0PYPCVLjkb208eWZpdvzjp4o/fvDv+3QydTjbvwW7ufLawDmdd+IFpryRDeH7uy0R0z1YC37qJ/aNIl07YkBADCQmfJBu/N3i0Xd3rhXa578WCUFRY5vNxiNTpNoN/46Hfh+jTL3JJ+1rfENvZWbnK60lVsNiMyzUlJS9PjjjyslJcXoUAAAcJlenWtp3cxr1KmVa+68atGwmlZOH6ghV9R3yfmAysSs+WBAeIh6T39UW6Z8q2Ob90qSLP5WxV3SSpvfmq3vrpyglJ826/J/jzc4Uvfy5fl3pvktSS3u7K+Di9ZJkiLqx6rgRI7ajB2igQtfUb9vnlPcJa3dGren+fIagLndO7y5Fk/tq7pxYS45X5+utbT+i2vUvvm5/xsCAIC3IR88W8t7rtaRdTt17I99Tm03mikfXWtGsV1bKiw+Ws1v7yuLn58CIkI0bO0UfdfvUcV2b6XYzs1Vp0+H0v0HLXtDy259tcyjrgAAQOXVvMHp5uQb07fo+X9vVs7JQofPERzkp4dubKVn7m2voEDeyQlUZrnJ6QqpWV0WP2tpYys8Plq5yeln7esfFqw+nz+pg4vWafvU+X+dIyldx7bu14ndSZKkvbN/VpeX7pTF30+2Ivsehw3P6f/dC6rSIK7cbfP6THDqnK3HDlFE/Vitun6SpNPN7/A6NXRiT5I2vPiZIlsl6MpZT+mbyx4qfawxgMrrii7x2vLVED3y1jp99PUuFRXZHD5HZNUgvTyuo+4c2lQWV98iCgAAXOZ89cHJlGN2nada0zqqN6Czfhj8tFPbKwManSbxw7VPlf59eO0YDVr6uuZ0uk+StGLM22X2vTV1jub1Gq+CLPtfTA8AAIzn72/VI7e31X3Dm+vT+Xs1ZdYObf0z47zHNawToXuvb65br2msqGrBHogUwIU6dSxLx7fsV8OhPUrfx5iberzM+zklyT/0dJMzefkm/fGvr8psS162SR2fukmhsZE6mXZc8b0v0ok9yTQ5K6nvr37inNtL8gvtbn5LUsvRg1Svf2ctvn6SivMKJJ1uoJcUF2vfVysknX7Ha87BI6revK5SV2xx4bcB4C5VwgP1/lPd9dQ97fTR3N3695ydSj5y/t93OrWK0ZgRzXXdlQkKCebnQgAAKrvz1Qf2qtm5ucLr1NDQVZMlnX7lSdfXRiukRnXtmr74vNsrAzIXH9D11btVu3cHhdSopj4zn1RhTp7mdntA3V4frUOL1+vQ4vVGhwgAADwoIixQ9w5vrtHXN1PKkZNavz1dG7anK/nISeUXFCswwKrYqFB1aBGlDi2iVa9WOFfsA15o1cSpuuRfY9R67BAV5uTp1wffk6QydUCLu/orpn0jBYQGqV7/zpKkxPmr9cfbc1WUl6/Vj/xbV8x4TLJYVJB9Uj+Pfqv0/IN+fEPBUVUUEBGi6zZMVdqqrVrxwGRDvivOz97mtyS1uGegEgZ31+Lrny1zgWv+8Wyl/rpVtS5vq+RlmxRep4bC69Yo9xUoACq3WjXC9PTo9nry7nbaeyhLG7ana8P2YzqWeUoFhSUKDvRT/fhwdWgerQ4tolUjKsTokAEAgAF2TV9cpmHZ96tJ2v7hfB1cuM6u7ZUBjU4fsHriv8v9fNU/Pij385yko/q82S0Vnu+TuGEuiasyCgoKUtOmTRUUFGR0KAAAuJ3FYlF8zTDF1wzTNT3rGR0OUCn4Uj6YtTel3Kt4/14H/PH2XP3x9twKz5Hy82bN+3lzudvm9fa993X60vyXp6Lmt/RXA/zYln3q9M9blZWYpr5z/ilJKi4o0oIBj0mSVk+cqu5v3qeOT94oW4lNqydO1cm045IqvsjWm/j6GgD+l9VqUeN6VdW4XlWN6NfQ6HAAADCcmfLBc+XvvnSjHI1OmEpCQoJmzJhhdBgAAAAwCPm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exo8fr0ceeUT+/v6aOnWq9uzZoylTpjgdT1pampKTkx06JtDiJ9V0ekiPS0lNUYHN87d6n5lre51ZE3l5eXYf6+jcAQAAN/KvIlWveHNsdKhq1ww7/2n8rHbt979sJSXekRuc49/RuZzMzdHJFC/4fn/jq/mgt9UDknfUBM7Mv8QasBdroBKpd0oKdPyw4uKiyv9drUFSZMWb3Z0LSFJKZf93BACAiXiiJpQ8mw96Yy3wd56uC3yy0RkbG6uMjAxt3LhRXbt2LbMtNTVVEyacvgugTZs2slj+ugavbdu2+vHHHzVkyBC99dZbkqSwsDDNnj1bPXr0uKB4HBVgs0qevxDWabXiahly5W5YmGNFyZn/cIWEhNh9bHx8vMNxAQAA9yhRoFLPsT0t/eQ5j4+NDpG/n1VFxSVKSy//orhzncdqKVKcF+QGaSVZKvZzvNtZJaRYEV7w/f7OV/NBb6sHJO+oCZyZf4k1YC/WQOVxIjBfzjzoPdCSq5hK/l1tsirFViJZyn8bk7tzAYsKVKuS/zsCAMBMPFETSp7NB72xFvg7Z+oCZ/poZ1hsNpvN6aMrqbFjx2ry5MmqU6eOli5dqiZNmkiS1q1bp5tuukn79u1TYWGhxowZo3fffbf0uDPPZm7Xrp3uu+8++fn56bPPPtPs2bM1f/589erVy2PfofDkKX3W8EaPjXehRu39VAGhwR4fd926dQ7tv3PnTt18882aPn26mjVrZtcxF198sTOhAQAAN6l75Rc6lObcezoPLRmh2jXDlHQ4V3X6fOHw8X261tLiqf2cGtuTnv1gk56ZstGhY6xWi/b/cL3qxoW7KSr38NV80NvqAck7agJn5l9iDdiLNVB5rNt6VJ1uOPuxq+fz8aRLdfvgJm6IyLVaXPuVduw74dSxF5oLdG1bQ6tmXO3U2AAAwPU8URNKns0HvbEW+DtP1wXlX/7m5SZOnKioqCgdOnRILVu2VOvWrdW4cWN16tRJDRo0KG1Y/v39nJL0+OOPKzQ0VF9//bX69eunK6+8Uv/973/VuXNnjR8/3oivAhdr1KiRFi1apEaNGhkdCgAAcFKHFtGmHNsRdw5pIn8/x94edvVldbyuyekM8kFzY/5hljVwcasYdWzp2J9Z1SICNaJvAzdF5FodWkQZOLZ35AIAAKB8ZskHzcQnG521a9fWihUrNGDAAAUHBysxMVGRkZGaOnWqFixYoN27d0s6u9G5ZcsWtW3bVv7+ZZ/o27FjR+3YscNj8cN9/P39Vb169bPmGAAAeI/OrWMMG7tTK+PGdkStGmF6cWxHu/ePqhakVx/q5MaIKg/yQXNj/mGmNfDe490UEuTn0P6hId7x78XIP487taLRCQCANzNTPmgWPtnolKTmzZtr/vz5ys7OVnZ2ttasWaO7775bubm5SkxMlNVqVatWrcocExsbq99//11FRUVlPl+3bp3XvY8D5UtKStL48eOVlJRkdCgAAMBJN/RvKKvVsbsVXSGqWpD6XVLb4+M66x+3ttak+y467341o0K06IO+alK/qgeiMh75oLkx/zDTGujUOkbzJvdRRFjAOfezWi2a+nR33TCgoYciu3DDr2qgAH/P/6QVERaga3vV8/i4AADAdcyUD5qFzzY6K7Jt2zbZbDY1btxYoaGhZbaNGTNGe/bs0eDBgzV//nz98MMPuummm/Tzzz9r3LhxBkUMV8rJydGKFSuUk5NjdCgAAMBJdePCdfVldTw+7h2Dmyg4yHuu+LRYLHp6dHv9PK2/rrsy4axH2cbFhOqZ0e31++xrTfUYPvJBc2P+YbY1cEWXeG2ePVjjb26l6lUCz9p+6zWNte7zQbp7mP3vp6oMakSF6LorEzw+7s1XN1JE2Nn/HgEAgPcwWz5oBqZrdG7ZskXS2Y+tlaTrrrtO3333nU6cOKFbbrlFI0eO1K5du/TZZ59p7Nixng4VAAAAFXjoplbn38mFAgOsuvf65h4d01V6dIzTl6/30sHFIxRdLUiSFF09SAcWDtc/77tIsdGh5zkDAMCbJdSO0Ov/6KzkpSP187T+iqx6+s+C2OgQ/ee5HrrISy92GTeqpUfH8/OzaMyIFh4dEwAAAOfnPZeku8i5Gp2SNHDgQA0cONCTITklIiFWl779gIIiI1SYfVK/jntXJ3aXvdU6tnsrdXhilALCgmWzSUlLN2jDC59JNptqXd5WHZ+4sXTf4Oiqyjt6Qt9dObHMOdr943q1G3+95l3xDx3fluiJrwYAAHBel3WM063XNNYn3+7xyHiT7rtI9eMjPDKWu8TFhCoo8PS72oIC/BQQYLprHgGf1um521X3qo4Kr1OjwvrtXDWiJIXFR6vLi3eqSoM42UpKtPO/i7Vz2g8e/iZwl5Bgf/XoGFf63k4/Ax4D70qdWsdozIjmeu+LHR4Z77E72qp5g2oeGQsAAAD2o9Hppbq9eo92f7pEf375k+oN6KJL3r5f8/s9Wmafgsxc/Tz6LeUcPCK/oABd+eXTanTdZfrzy5+U8tNmzftpc+m+vac/prSVW8scH92ukaLbNVLOoSMe+U4Aqi0eDAAAKbRJREFUAACOeGtCZy1ZnazkIyftPiYt/WSZ/7VHp1Yx+sctrR2ODzCaPY0vv6AAXfbBQ6rauLaKTxXoVHqmVj/6obIT0yRJ1kB/XfzMLYq/vJ2K8wt0fPsBrbj/HQ9/E9jjwILV2jrlG/X/9vkK9zlXjShJPadN0JbJ3+jA/NWSTl8QC1RmLz94sb5fkaT9ydl2H+NMLtC6cXU9dU87R8MDAADwKHtukDtXDRhUPVxXffnMX/uGBCmiXk190foOFZz461G/jYb31CX/GqNlt72igwvXeez7VcR0jc5ly5YZHcIFC46qoqi2DbV4xHOSpAMLflOXF+9QRP3Y0h8kJOn41v2lf1+cX6jjWxMVXqfGWecLqVldcZe00sqH3iv9zC8kUJ1fvEPL73xd/b95zo3fxrNiYmI0btw4xcTEGB0KAAC4QNWqBGnWa73U554flHeq2K5jLh45z6ExakaF6PNXLpe/P3c/+goz5YP2NL4kadeMJUpetkmS1Oy2vur+xr1aOPR0cdvhiRslm01zuz8gSQqJqebWmN3Nl+f/8G/nv6vtXDVi3KWtVZJfVNrklKRT6ZmuD9RgvrwGzCg8NECz3+ily2//XjknC+06xtFcIKra6XwjMMDPmRABAEAl48v5oD03yEkV14D5GTma12dC6X4tRw9SbNcWZZqc4bVj1GTUFTqyfpf7v5Cd+MXGC4XFRyvvcIZsxSWln+UkpyssvuL3aoTEVFP9gV10aOmGs7Y1Gt5TScs26dSxrNLPOj55k3b9d7FOphxzbfAGi4qK0qhRoxQVFWV0KAAAwAW6t6+pb9/uo5Bg1//4WDMqREum9lXDOlVcfm4Yx0z54OHfduhk6vFz7lOcX1ha4ErS0Y17FF7ndMHvHxKkxiN7aePLM0u35x094ZZYPcVM838+/1sjVmtSR6eOZemy9x/S1YtfU89pExRe9+wLZb0da8D3dGgRrQXv9lFEWIDLzx1ZNUiLPujLI2sBAPAhvpoPnrlBbu9Xv0g6fYNcWK0oRdSPLbPfuWrA/9X4hl7aM/PHvz6wWNTtjXu15smPVVJQ5Pov4SQanSYQEB6i3tMf1ZYp3+rY5r1nbW88oqf2fP7XYo3r0UbhtWP056zlngzTI7KysrR06VJlZWWdf2cAAOAV+nSN148f9lO9WuEuO2f7ZlH69b8D1bpJpMvOicqBfPDcWtzZXwcXnX70UET9WBWcyFGbsUM0cOEr6vfNc4q7xLsf48z8n1ZejWjxtyruklba/NZsfXflBKX8tFmX/3u8wZG6HmvAN/XoGKflH/dXo7quuzipZcNqWvHJAHVoUfFF5QAAwPv4aj7ozA1yUtka8O9iOjZVUNUwHVry181zLe+5WkfW7dSxP/a5LnAXMN2ja31BbnK6QmpWl8XPWrpow+OjlZucfta+/mHB6vP5kzq4aJ22T51/1vbYri3lFxSolL+9rzPuklaKbJ2gYWunSJJC46J0xaePa9XEqUpacvYdod4kJSVFjz/+uKZPn64qVbg7AwAAX9G1bU1t+WqwJr65Th/M3un0eQL8rXrqnnZ69Pa2CgjgmkBf5Cv5YP/vXlCVBnHlbpvXZ4JTT2ZpPXaIIurHatX1kySdbnyF16mhE3uStOHFzxTZKkFXznpK31z2kNc+0tRX5v9CVFQj5ial69jW/aXv8Nk7+2d1eelOWfz9ZCuy7/Hg3oA14Ls6tIjW5tmD9fg76/XO59tkszl3Hj8/ix65rY2eHt1eQYE8rhYAAF/jrfng+WpAZ/xvDfh3jUf20p+zfy7tQVVrWkf1BnTWD4Ofdmosd6LR6YVOHcvS8S371XBoj9JnLeemHi/zfk5J8g89XcAmL9+kP/71VbnnanxDL/355XLZSv7q8m988XNtfPHz0n8etnaKlt32qo5vS3TL9wEAAHCFiLBAvf9Ud912bRNNnrlNXy7ar4LCkvMfKCkiLEC3DGqs+0c0V9OEau4NFHCB769+wqXnazl6kOr176zF109ScV6BpNMXWJYUF2vfVysknX6/Y87BI6revK5SV2xx6fjwjHPViMnLNqnjUzcpNDZSJ9OOK773RTqxJ9mnmpzwfaEh/vrXI110y6BGmjxzu2b+sE+n8u1bw2Eh/rppYCPdP7KFWjaq7uZIAQAAHHO+GrAkv9DuG+Sk8mvAM/xDg5UwqJvm93uk9LOanZsrvE4NDV01WdLpV2F0fW20QmpU167piy/kq10wGp1eatXEqbrkX2PUeuwQFebk6dcH35MkdXt9tA4tXq9Di9erxV39FdO+kQJCg1Svf2dJUuL81frj7bmSpICIUNXt31nf9nzYsO8BAADgap1ax2hG68v15j8666uliVq3LV0btqdrx74TpY3P0GB/tW5cXR1aRKtz6xgNuaK+wkNd/24vwBu0uGegEgZ31+Lrn1VB1snSz/O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+ "text/plain": [ + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from numpy import pi\n", + "from numpy.random import default_rng\n", + "\n", + "rng = default_rng(seed=0)\n", + "parameter_values = rng.uniform(-pi, pi, size=virtual_circuit.num_parameters)\n", + "virtual_circuit.assign_parameters(parameter_values, inplace=True)\n", + "\n", + "virtual_circuit.draw(output='mpl', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "74551a80-7805-497c-b6ef-72e29d623229", + "metadata": {}, + "source": [ + "#### Observables" + ] + }, + { + "cell_type": "markdown", + "id": "d3a940fa-6b30-4ef4-935e-fbf2df0a5ec0", + "metadata": {}, + "source": [ + "Let us select the average of all weight-1 Pauli-Z observables for this example. Note that by nature of the compute-uncompute circuit the ideal value is exactly 1." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "87c33716-e9f2-443c-8f27-1ae319314c20", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SparsePauliOp(['ZIIIIIIIII', 'IZIIIIIIII', 'IIZIIIIIII', 'IIIZIIIIII', 'IIIIZIIIII', 'IIIIIZIIII', 'IIIIIIZIII', 'IIIIIIIZII', 'IIIIIIIIZI', 'IIIIIIIIIZ'],\n", + " coeffs=[0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j,\n", + " 0.1+0.j, 0.1+0.j])\n" + ] + } + ], + "source": [ + "from qiskit.quantum_info import SparsePauliOp\n", + "\n", + "paulis = ['I'*i + 'Z' + 'I'*(num_qubits-i-1) for i in range(num_qubits)]\n", + "coeffs = 1/len(paulis)\n", + "\n", + "observable = SparsePauliOp(paulis, coeffs)\n", + "print(observable)" + ] + }, + { + "cell_type": "markdown", + "id": "382df3e6-96a3-42ea-8ffd-63fc2eeca847", + "metadata": {}, + "source": [ + "### Step 2: Optimize circuit and observable" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "676c24d7-60ad-40e0-a80b-281e18339265", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import QiskitRuntimeService\n", + "\n", + "service = QiskitRuntimeService() # Credentials may be needed\n", + "backend = service.get_backend('ibm_kyiv') # Choose your desired backend" + ] + }, + { + "cell_type": "markdown", + "id": "ef3f57c4-9ff3-46b3-a9ce-c4a8f559b6bd", + "metadata": {}, + "source": [ + "#### Physical circuit (transpilation)" + ] + }, + { + "cell_type": "markdown", + "id": "ae56b8c2-6821-428f-81f6-1d061a07ee43", + "metadata": {}, + "source": [ + "In order to execute the logical circuit on actual hardware we need to express it in terms of the hardware's native gates (i.e. Instruction Set Architecture, ISA), as well as assign physical qubits for execution. This action is carried out through the process of circuit transpilation." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6b5788e3-44bd-4c04-8704-cdbec634abe3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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W2ucBnwlXJgeWkgPl5AAtlTj+6kBLJeYAAAAAALxdSetH9UdbKq0/avxXVloOrE5JdfCdSssBdaCl0sY/kQOrow6WMw/MgZZKG38AAAAAAIBlSrtO4jrZyuTAUl09B/yemXVnDizV1efAuipt/AEAVsX64XJ+HvR5YGVyYKlazIFOv3nYE088keuuuy5DhgzJ+eefv8pjdt111yTJjjvuuPyxiRMn5sADD8zw4cPTq1evbLbZZjnyyCPzxBNPrHdMDQ0NmTJlyhr/TJs2Leecc04OOOCATJs2LRMmTMi0adPW+Ws2NzfnueeeyyuvvJL6+vqMHDkyO+ywQ/r27ZupU6fmhz/84Sq/ty996Uv5whe+kB133DEbbLBB+vbtm3333Te//e1v8w//8A9pbm7OF77whTQ3N6/PP0m72WTPcanr1jJNR0zYOS/e/uAqj3/tkefz8KU3ZsT+O2XsMQemrr4++37380mSiadettKOgLWg9/CtM2jfj2fuw3/I3Mcmtnju5Zu/m9fv/XW2OvOXqe/Vt0oRrjvj3zq1nANt8cwzz+SAAw7IM888s/aDa0wt54A60Dq1nAMAAJSj7yYbZeFrc9O0qHGl5+bPfC29B2+Q+h7dqxBZ51bLnwd8JmwdObCCHKi9HGDtan381YG1q/UcAAAAAIC1qdX1o/qja1fL/VHj3zq1nANtUat1sDVqOQfUgbWr5fFP5EBbqIO1OQ/MgbWr5fEHAAAAAABYk1q+TuI6WevIgRW6cg74PTPrzhxYoSvPgXVVy+MPANBa1g/X5s+DPg+0jhxYodZyoNN3Qa699to0NTXl6KOPTv/+/Vd5TJ8+fZK03Dxs9uzZGT9+fD772c9m4403TkNDQ84///zstddeefTRR7PZZputc0z77rtvm8+ZMmVKjjnmmNx5553r9DU/97nP5Yc//GHe/e535/e//33Gjh2bJFmwYEHOPvvsXHTRRdlrr73yyCOPZPPNN1/r69XV1eWCCy7Ir371qzz77LN55JFHssMOO7Qppt122y0zZ85s0zk9mutzdnZv1bEjD31P9v7m5/KH47+RmXc9tuI1BvbN4rnzV3veQ9++Plv8/W7Z7azjMmj7kRm6y5jcc86VeeO56W2KdZmxY8ZmcV3lJnZdzz7Z5JLK/jAx7KNfzmsTr830n5+Vbb5+e5Jk7sO3p+Hqf8uYs25Nr01Grtfrjx07Js2LFlQg0tbnQGcZ/6SyOdAe45+0bw5Ucvzb4iMf+Uibjn/55ZeTJLfeemvuu+++Vp1z2GGHtTmu9SUHul4d6ArvA0nXygEAAMq0ts8C3fr0ypJFi1f53JKFSx/v3qdnFi1eedFXe+vsvYGu9Hmgq30mTDr/+Cdy4O3kQOfNgbZcH+iMKpUHXe19IKnONYKk89SBrtAf7Ao1AAAAAABaq1bXj+qP6o+6TlbudbK2qtU6KAe6Xh0o/X0gca200jnQWupg23SVOmgOqIMAAAAAAFCirnxvbWe+rzbpOtfJkq63XiCxbsi10sqN/5q+/878e2YSdbDkOmi9gPUCAPD/s3fnYXKVZd6Af93pzkpCyAIJAbJACAHZZRNBAgyyKAioqCwyLgwoisuA6wjoiErwU4TBgVFBFBFlU0EdBFwQVILsECAQkhCSAAkJZE863d8fmXTSZKvudHd11bnv6/KSVJ2qvJX3V885Veep81Ierekhbkv/cFI9PcSVdDxYaZ8HEp8Jiv6ZMNm0DAwZMiQPPPBAmx7b5RcPu/vuu5Mk48aNW+8206dPT9Jy8bBjjz02xx57bIvt9tlnn4wZMyY33XRTzjnnnDaPadddd0337t1L2nbOnDmZMmVKkmTs2LFt+vseeeSRXHXVVamvr88vf/nLDB8+vPm+Xr165eKLL86DDz6Yu+66KxdddFG+//3vl/S8Y8aMyYABA/Lqq69m0qRJrV48bNasWXnxxRdb9ZjuNd2SrUrbdsqv70u/kUOy7dv3aX6D9hk2KAunv7LBxzU1rMg951yed/zum9np9CPz0j8m5smrbm/VONc0Y+aMLGta0ebHv1Ftj96l/hM067vrIdn7V03rvb/XtmOz9y2rx7j0pSmZPP692eb08em76yFtG+gaZsyYkcal6y+KrVFqBrrK/Cftm4G2zH9S3gy05/y3xsKFC1u1/eLFi5v/v9THtraGtQcZqLw60BX2A0l1ZQAAgGLa2GeBFYuXpr7P5uu8r1uP+iRJw+JlHTG0jSr3dwPV9Hmg0j4TJuWf/0QGZKA6MtCa8wNdUXvloNL2A0l5zhEkXacOdIXvB6uhBgAAAABAqaq1f9T3o74fdZ6suOfJWqta66AMVF4dKPp+IHGutL0zUCp1sKVqqYPeA+ogAAAAAAAUUSX/tracv6tNquc8WVJ5/QKJviHnSttv/jf0+rvydWYSdbDIdVC/gH4BAKA8WtND3Jb+4aRyeoir6Xiw0j4PJD4TFP0zYVK+31J0+cXDpk6dmiQtFsxaU0NDQ+69994kLRcPW5eBAwcmSerqNu1l//rXv86IESM2ut306dPztre9LUly0kkn5YorrmjT33fvvfemqakpo0ePXu+/wxFHHJG77rorEyZMaNVz19f/3xdiDQ2tHteQIUNa/Zj6ptqkFYvkTf3d/Tnsms9lwvnXJEm2/Zc354U7Nr5S3vLXF6VxWUO6da/P9LseTJrWX9w2ZuuhW7f76o4dqXHpojz3jXdl832PzZbHnN0uz7n11lu36wqfpWagK8x/0r4Z6Oj5T9o/A+05/63Rp0+fVm2/6gC9V69eJT922LBhrR7XppKByqsDlbYfSLp+BgAAKKaNfRZY9NLcbL7jNqntXpfGZS2/q+o9ZECWzHktjctb/x1We6ik7wa6+ueBSvtMmFTW/CcykMhAV81Aa88PdDXtlYNK2w8k5TtHkHSNOlBp3w921RoAAAAAAKWq1v5R34/6ftR5suKeJ2utaq2DMlB5daDo+4HEudL2zkCp1MG268p10HtAHQQAAAAAgCKq5N/WVsrvapOufZ4sqbx+gUTfkHOl7Tf/G3r9Xfk6M4k6WOQ6qF9AvwAAUB6t6SFuS/9wUp09xF39eLDSPg8kPhMU/TNhsmkZaMsaTqt0+cXDVhXfVSs4vtENN9yQ2bNnp2/fvhk5cuRa969YsSKNjY2ZOnVqvvCFL2TIkCF573vf26FjTlauHDlu3LhMnjw57373u/PTn/403bp1a9NzzZ8/v+RtlyxZUvK2r7zySl5++eUkyTbbbNPqcT3wwMbfKG+0fNGSXLf9KSVv/9oz05OmpP+O22TeM9PTd+SQzL/mpY0+7sDvfjy19XWZ98wL2e1TJ2bKr+/L/Kkbf9y6PDPpmdT37tmmx67L4obkoN+229OtZe59N2Xx849kyYvPZO5fb1jr/l0ufzLdB2/Xqud85plJ6dVO1aI1GegK85+0bwY6ev6T9s9Ae85/a7R2McSnnnoq119/fY466qjstNNOJT3mu9/9bhtGtmlkoPLqQKXtB5KunwEAAIppY58FZj/8bIYdskcG7Tk6L/9jYvPt3XrUZ8CbRuSlv09c72M7WiV9N9DVPw9U2mfCpLLmP5GBRAa6agZae36gq2mvHFTafiAp3zmCpGvUgUr7frCr1gAAAAAAKFW19o/6ftT3o86TFfc8WWtVax2UgcqrA0XfDyTOlbZ3BkqlDrZdV66D3gPqIAAAAAAAFFEl/7a2Un5Xm3Tt82RJ5fULJPqGnCttv/nf0OvvyteZSdTBItdB/QL6BQCA8mhND3Fb+oeT6uwh7urHg5X2eSDxmaDonwmT8v2Wost/DBsyZEjmzp2bBx98MAcccECL+2bOnJlzzz03SbLbbrulpqZmrce/7W1vy7333psk2WGHHXL33Xdn8ODBHT7uCy+8MM8++2yOP/74XH/99amra/s/9Y477pgkmTRpUqZOnZrhw4evtc0dd9yRJBkzZkzJz/vtb387TU1N2XzzzbPPPvu0eXwd7YU/PJBt375PFkyfneULNr7K4NgPH52hB74p//zGz/LC7+/PO+8YnwO/87H8/oTzO2G05Tdw3KkZOO7Ucg+j3Zj/1qu2DJRqhx12yP/+7/+mb9++5R5K2VVbBtSB1qu2DAAAUAzP/+q+7PbJE7LzR49p0dQ1+uTDU9+7Zybf/Jcyjq5yVNvnAZ8JW08GZKDaMkDrVOP8qwOtU40ZAAAAAIANqeb+Ud+Ptk61fT9q/luv2jJQqmqug61VbRlQB1qn2uY/kYFSqYOrVdv7wHugdapt/gEAAAAAAEpVbedJnCdrPRmozAy4zkz78R6ozPdAe6m2+QcAKIX+4dWq7XjQ54HWk4HqyUBtuQewMYcffniS5Fvf+laeeeaZ5tsnTJiQcePGZfbs2UmSPfbYY52P/+EPf5i///3vuf7669OvX78cccQRmTZtWpvG8ra3vS0nnnhi+vTps9FtL7300lx44YW54YYbNmnhsCQ54ogjsuWWW2b58uV5z3ve0+LfYfHixTnvvPNy1113JUlOO+205vv+8Ic/5POf/3yee+65Fs+3aNGifPWrX83FF1+cJPnCF76Q7t27b9IYO9ILdzyQbY94c7Y+ZPfM+MujG9y278gh2euLH8grD03K45ffmnnPTM/D3/5FhhywS8Z++OhOGjHtyfxTqrq6umyxxRabXHPpetQBAAAohnlPTctTV/8+I47ZP+N+eG5Gf+CwvPn807LvBR/MrPueyOSb/1ruIVIGPhMiA8Uy6t0HZ7dPnZjdPnVieg7sl/q+vZv/POrdB5d7eJSJOgAAAAAAbEg194/6frTYzD+lquY6WHTqADJQGnWwenkPAAAAAAAA1c7valkX58koSgZcZ4b1Kcp7AACAttM/XL18HqDIGejyi4edd955GThwYF544YXssssu2XXXXTN69Ojsu+++GTVqVA499NAkye67777Ox48ZMyb77bdf3ve+9+Wuu+7K/PnzmxfNaq0LL7wwN954YwYPHrzRbXv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+ "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(optimization_level=3, backend=backend)\n", + "physical_circuit = pm.run(virtual_circuit)\n", + "\n", + "physical_circuit.draw(output='mpl', fold=-1, idle_wires=False)" + ] + }, + { + "cell_type": "markdown", + "id": "5eef7f61-b0fd-46e6-94a5-94030d9969f8", + "metadata": {}, + "source": [ + "#### Physical observable (layout)" + ] + }, + { + "cell_type": "markdown", + "id": "b49a11c8-dd31-41e0-8278-f5a1cac358d9", + "metadata": {}, + "source": [ + "In the same way that we needed to adapt our logical circuit to the hardware, we will need to adapt the associated logical observable in an equivalent way. The resulting physical observable will need to account for the additional qubits in the hardware, as well as for any routing that the logical qubits may have experienced when mapped on to physical ones. This can be easily done by applying the physical circuit's layout to the logical observable. We refer to this process as *observable layout*." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "69ddeb2d-e5bd-4323-8261-f9eda53d0252", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SparsePauliOp(['IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII'],\n", + " coeffs=[0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j,\n", + " 0.1+0.j, 0.1+0.j])\n" + ] + } + ], + "source": [ + "physical_layout = physical_circuit.layout\n", + "physical_observable = observable.apply_layout(physical_layout)\n", + "\n", + "print(physical_observable)" + ] + }, + { + "cell_type": "markdown", + "id": "8fdd957f-ba64-4b9b-a742-38120d17c608", + "metadata": {}, + "source": [ + "### Step 3: Execute using Qiskit Primitives" + ] + }, + { + "cell_type": "markdown", + "id": "88e4cd1d-7449-45d9-a487-7acc76ea1b0d", + "metadata": {}, + "source": [ + "#### Dynamical decoupling" + ] + }, + { + "cell_type": "markdown", + "id": "b8a289bc-1f79-4726-b105-9362d23654a4", + "metadata": {}, + "source": [ + "Note that in the original circuit, most of the qubits remain idle for a significant amount of time while other qubits are involved in gate operations. Such idle qubits are susceptible to crosstalk appearing from the gate operations on other qubits. Therefore, dynamical decoupling appends some single qubit gate operations on these idle timespans to avoid such crosstalk. The sequence of gates appended to the idle timestamp must cummulatively lead to identity to ensure functional equivalence." + ] + }, + { + "cell_type": "markdown", + "id": "930cff04-dbff-47ca-b9ba-bf758622c207", + "metadata": {}, + "source": [ + "#### Execute" + ] + }, + { + "cell_type": "markdown", + "id": "a25989f9-e2cd-4ca5-948e-628020b040e3", + "metadata": {}, + "source": [ + "Now we shall execute the circuit using an `EstimatorV2` primitive. The dynamical decoupling shall be applied using the primitive itself. Qiskit currently allows three DD sequences -- namely `XX`, `XpXm` and `XY4`. We shall run the circuit with each of these DD sequence, and also without any DD. We shall not use any other error mitigation or suppression technique for this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f359d592-7fa0-4ad1-b7c8-d01937d0927c", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import EstimatorOptions\n", + "\n", + "options = EstimatorOptions()\n", + "\n", + "options.default_shots = 4096\n", + "options.optimization_level = 0 # Deactivate error suppression\n", + "options.resilience_level = 0 # Deactivate error mitigation" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "f705b42a-92ed-4114-be7a-b6b8029c0432", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import Batch, EstimatorV2\n", + "\n", + "jobs = {}\n", + "with Batch(backend=backend) as batch:\n", + " estimator = EstimatorV2(session=batch, options=options)\n", + " pub = (physical_circuit, physical_observable)\n", + "\n", + " # No DD\n", + " estimator.options.dynamical_decoupling.enable = False\n", + " jobs['no_dd'] = estimator.run([pub])\n", + "\n", + " # DD with XX pulse sequence\n", + " dd_sequence = 'XX'\n", + " estimator.options.dynamical_decoupling.enable = True\n", + " estimator.options.dynamical_decoupling.sequence_type = dd_sequence\n", + " jobs[dd_sequence] = estimator.run([pub])\n", + "\n", + " # DD with XpXm pulse sequence\n", + " dd_sequence = 'XpXm'\n", + " estimator.options.dynamical_decoupling.sequence_type = dd_sequence\n", + " jobs[dd_sequence] = estimator.run([pub])\n", + "\n", + " # DD with XY4 pulse sequence\n", + " dd_sequence = 'XY4'\n", + " estimator.options.dynamical_decoupling.sequence_type = dd_sequence\n", + " jobs[dd_sequence] = estimator.run([pub])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1080c72b-d73f-417e-82ec-5dee6617cbf0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "JOB IDS:\n", + " - csc0ew33dkhg008ze3m0 (no_dd)\n", + " - csc0ewkzx1qg008m9hs0 (XX)\n", + " - csc0ex3tj7dg008cbcs0 (XpXm)\n", + " - csc0exbx35wg0080yk3g (XY4)\n" + ] + } + ], + "source": [ + "print(\"JOB IDS:\")\n", + "for dd_sequence, job in jobs.items():\n", + " print(f\" - {job.job_id()} ({dd_sequence})\")" + ] + }, + { + "cell_type": "markdown", + "id": "f3e2e1f9-8e42-4bae-8d3e-280076c3e643", + "metadata": {}, + "source": [ + "### Step 4: Postprocess" + ] + }, + { + "cell_type": "markdown", + "id": "37a76c4b-5b5a-41d0-ac1c-5482eed1111e", + "metadata": {}, + "source": [ + "Let us observe the expectation values obtained for different DD sequences" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b05b66dd-006f-46fb-8177-e65da36ce99b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EXPECTATION VALUES:\n", + " - 0.19667968750000003 (no_dd)\n", + " - 0.574072265625 (XX)\n", + " - 0.5982910156250001 (XpXm)\n", + " - 0.6757324218749999 (XY4)\n" + ] + } + ], + "source": [ + "results = {dd_sequence: job.result()[0] for dd_sequence, job in jobs.items()}\n", + "evs = {dd_sequence: result.data.evs.tolist() for dd_sequence, result in results.items()}\n", + "\n", + "print(\"EXPECTATION VALUES:\")\n", + "for dd_sequence, ev in evs.items():\n", + " print(f\" - {ev} ({dd_sequence})\")" + ] + }, + { + "cell_type": "markdown", + "id": "c1500231-f277-4318-9b51-abd29b4d0189", + "metadata": {}, + "source": [ + "### Practice" + ] + }, + { + "cell_type": "markdown", + "id": "8e031a61-0d29-49da-ba42-a760bdf4213c", + "metadata": {}, + "source": [ + "Challenge questions to come" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d223d2c1-a0a7-416b-bc1c-b8ce943dcbad", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From fbe9a2126372b1bc2e75a8487535d012f7b9bd14 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Wed, 5 Jun 2024 13:04:17 +0530 Subject: [PATCH 16/21] docs (challenge): update circuit and include challenge questions The circuit is updated to include the concept of density. The challenge questions are added. --- docs/challenges/dynamical_decoupling.ipynb | 187 ++++++++++++++++++--- 1 file changed, 166 insertions(+), 21 deletions(-) diff --git a/docs/challenges/dynamical_decoupling.ipynb b/docs/challenges/dynamical_decoupling.ipynb index 62a2ddb..cb91dc3 100644 --- a/docs/challenges/dynamical_decoupling.ipynb +++ b/docs/challenges/dynamical_decoupling.ipynb @@ -60,42 +60,130 @@ "\n", "We start by declaring an example circuit. Feel free to change it to something else.\n", "\n", - "We select the TwoLocal circuit which has alternate layers of single and two qubit gates. The number of single qubit gate layers may be more than one, depending on the types of parameterized gates used. The two qubit gate layers can also vary depending on the type of entanglement. Such a layer can be repeated multiple times. For this notebook, we shall use a TwoLocal circuit with `Ry` as the parameterized gate, and `linear` entanglement with one repetition." + "We select a circuit which is similar to the `TwoLocal` circuit which is often used in QML studies. A `TwoLocal` circuit has one linear chain of CNOTs, sandwitched between layers of single qubit parameterized gates. In this study, we shall modify that circuit to include more than one chain of CNOTs. The number of chains will allow us the vary the `density` of the circuit.\n", + "\n", + "Let us first see the circuit with only the main diagonal." + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "eda5b0ce-0c4d-4b0e-9359-138c56e158f3", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit\n", + "from qiskit.circuit import ParameterVector\n", + "\n", + "def construct_circuit(num_qubits:int, num_diagonals:int, measurement:bool=False, barrier:bool=True) -> QuantumCircuit:\n", + " \"\"\"\n", + " This function constructs the circuit given the number of qubits and the number of diagonals\n", + " num_qubits: total number of qubits in the circuit, expected to be odd\n", + " num_diagonals: this circuit can accommodate 2.(num_qubits/2) diagonals.\n", + " the input to this variable should be 1 <= num_diagonals <= num_qubits/2\n", + " this value will be multiplied by 2 to insert a diagonal both to the\n", + " upper and lower halves of the main diagonal.\n", + "\n", + " density of the circuit is defined by num_diagonals/num_qubits\n", + " \"\"\"\n", + " \n", + " assert num_qubits%2 == 0, \"the number of qubits should be even\"\n", + " assert num_diagonals >= 1 and num_diagonals <= num_qubits/2, \"the number of diagonals should be between 1 and num_qubits/2\"\n", + " \n", + " virtual_circuit = QuantumCircuit(num_qubits)\n", + " params = ParameterVector(\"θ\", 2*num_qubits)\n", + "\n", + " # 1st layer of single qubit gates\n", + " for idx in range(num_qubits):\n", + " virtual_circuit.ry(params[idx], idx)\n", + " if barrier:\n", + " virtual_circuit.barrier()\n", + "\n", + " # the entangling layers\n", + " if num_diagonals == 1: # only the main diagonal\n", + " for i in range(0, num_qubits-1):\n", + " virtual_circuit.cx(i,i+1)\n", + "\n", + " if num_diagonals > 1:\n", + " # the lower diagonals\n", + " for diag in range(num_diagonals-1, 0, -1):\n", + " for i in range(2*diag,num_qubits-1):\n", + " virtual_circuit.cx(i,i+1)\n", + "\n", + " # the main diagonal\n", + " for i in range(0, num_qubits-1):\n", + " virtual_circuit.cx(i,i+1)\n", + "\n", + " # the upper diagonal\n", + " for diag in range(num_diagonals-1):\n", + " for i in range(num_qubits-2*diag-3):\n", + " virtual_circuit.cx(i,i+1)\n", + "\n", + " return virtual_circuit" ] }, { "cell_type": "code", - "execution_count": 2, - "id": "ef95f537-423f-4f28-821d-f61ddd6b8ebb", + "execution_count": 149, + "id": "2aef13b6-8dca-457f-89ee-b6ab5c901d05", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "execution_count": 2, + "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from qiskit.circuit.library import TwoLocal\n", - "\n", - "num_qubits = 10\n", - "reps = 1\n", - "rotation_blocks = 'ry'\n", - "entanglement_blocks = 'cx'\n", - "entanglement = 'linear'\n", - "\n", - "virtual_circuit = TwoLocal(num_qubits=num_qubits, reps=reps, rotation_blocks=rotation_blocks, \n", - " entanglement_blocks=entanglement_blocks, entanglement=entanglement,\n", - " insert_barriers=True)\n", - "virtual_circuit = virtual_circuit.decompose()\n", + "virtual_circuit = construct_circuit(10, 1)\n", + "virtual_circuit.draw('mpl',fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "e59c99c7-580f-4999-8e32-a98dc5073833", + "metadata": {}, + "source": [ + "Note now that it is possible to add diagonals to the left and right of the main diagonal, thus increasing the density of the circuit. As per the circuit construction, when we increase the number of diagonals to, say 2, then the circuit contains the main diagonal, and one diagonal is added to both the left and the right of the main diagonal. Therefore, the parameter `num_diagonals` is one more than the number of diagonals added to each side of the main diagonal. The total number of such diagonals is equal to the number of qubits in the circuits. Therefore, as per our convention (add one diagonal to both sides of the main diagonal), `1 <= num_diagonals <= num_qubits/2`.
\n", "\n", - "virtual_circuit.draw('mpl', fold=-1)" + "Here, we show an example of a 10-qubit circuit with num_diagonals == 3." + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "9eeaf29b-445f-4eed-9298-793c0636c5ef", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "example_circuit = construct_circuit(10, 3)\n", + "example_circuit.draw('mpl',fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "57f3b004-79de-4b57-b7c5-c4e43ec5cb74", + "metadata": {}, + "source": [ + "`Density` of a circuit is defined as `(2*num_diagonals-1)/num_qubits`. Since `1 <= num_diagonals <= num_qubits/2`, we have `1/num_qubits <= density <= (num_qubits-1)/num_qubits`." ] }, { @@ -106,6 +194,14 @@ "#### Create compute-uncompute circuit" ] }, + { + "cell_type": "markdown", + "id": "7c769466-4a9f-48a9-b935-b68764e8f912", + "metadata": {}, + "source": [ + "We shall use the `virtual_circuit` with `num_diagonals = 1` for the rest of the example in this notebook." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -488,18 +584,67 @@ "### Practice" ] }, + { + "cell_type": "markdown", + "id": "8b839f90-e141-48e0-a6c9-fe79b1b6f81a", + "metadata": {}, + "source": [ + "#### Challenge 1" + ] + }, + { + "cell_type": "markdown", + "id": "0744f595-6e6e-43f8-9415-bea1d34c628b", + "metadata": {}, + "source": [ + "Run the above example over (i) multiple days and (ii) different times of the day. Verify whether the best DD sequence, and the obtained expectation value varies over time.\n", + "\n", + "P.S. Since the method is statistical, and noise is not deterministic, it is better to run the circuit with the same DD pulse multiple times and report the mean and the standard deviation of the expectation value for each case." + ] + }, { "cell_type": "markdown", "id": "8e031a61-0d29-49da-ba42-a760bdf4213c", "metadata": {}, "source": [ - "Challenge questions to come" + "#### Challenge 2" + ] + }, + { + "cell_type": "markdown", + "id": "c855eed9-b530-474b-8863-b75f0e012924", + "metadata": {}, + "source": [ + "When the circuit becomes `too dense`, the idle time is hardly significant for the DD pulse to show any improvement, rather the insertion of single qubit gates will increase the gate noise. We can verify how dense is `too dense`.
\n", + "\n", + "Create a circuit with a particular value of `num_qubits` and vary the `density` of the circuit. For each `density` report\n", + "\n", + "
    \n", + "
  1. the DD pulse which leads to the best expectation value
  2. \n", + "
  3. whether the obtained expectation value from the best DD pulse is better than the scenario where no DD is applied
  4. \n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "98a46ab2-2448-4b55-aa31-e74bec6f18ce", + "metadata": {}, + "source": [ + "#### Challenge 3" + ] + }, + { + "cell_type": "markdown", + "id": "1bd78683-4503-49c5-ba5e-0d2bf5002ca8", + "metadata": {}, + "source": [ + "Vary the number of qubits and the density of the circuit. For each case, apply DD pulse and use measurement error mitigation by setting `resilience_level` to 1. Report whether the inclusion of measurement error mitigation can minimize the difference in performance between the cases when DD is and is not applied." ] }, { "cell_type": "code", "execution_count": null, - "id": "d223d2c1-a0a7-416b-bc1c-b8ce943dcbad", + "id": "5f7028db-ae37-46ab-9dfd-71b3938224f2", "metadata": {}, "outputs": [], "source": [] From 2a1725d325fd916d4de8e53fd484bf2608d1a555 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Tue, 11 Jun 2024 22:30:45 +0530 Subject: [PATCH 17/21] docs(challenge): updated circuit with new definition of density --- docs/challenges/dynamical_decoupling.ipynb | 290 +++++++++------------ 1 file changed, 119 insertions(+), 171 deletions(-) diff --git a/docs/challenges/dynamical_decoupling.ipynb b/docs/challenges/dynamical_decoupling.ipynb index cb91dc3..81caddc 100644 --- a/docs/challenges/dynamical_decoupling.ipynb +++ b/docs/challenges/dynamical_decoupling.ipynb @@ -58,22 +58,29 @@ "source": [ "**Virtual circuit**\n", "\n", - "We start by declaring an example circuit. Feel free to change it to something else.\n", + "We start by declaring an example circuit. Feel free to change it to something else.
\n", "\n", - "We select a circuit which is similar to the `TwoLocal` circuit which is often used in QML studies. A `TwoLocal` circuit has one linear chain of CNOTs, sandwitched between layers of single qubit parameterized gates. In this study, we shall modify that circuit to include more than one chain of CNOTs. The number of chains will allow us the vary the `density` of the circuit.\n", + "In this study, we shall consider a circuit in which one or more chains of CNOTs are sandwitched between two layers of Hadamard gates acting on all the qubits. The number of chains will allow us the vary the `density` of the circuit. We shall discuss about `density` more later.
\n", "\n", - "Let us first see the circuit with only the main diagonal." + "Let us first try to argue about the outcome of such a circuit. We start with an $n$-qubit system in state $|00..0\\rangle$. Applying Hadamard on all the qubits creates an equal superposition of the form\n", + "\n", + "
$\\frac{1}{2^n}\\sum_{i=0}^{2^n-1} |i\\rangle = \\frac{1}{2^n} \\sum_i |i_0 i_1 ... i_{2^n-1}\\rangle$
\n", + "\n", + "Now let us consider a CNOT operation between any two qubits $k$ and $l$. The action of such a CNOT can be denoted as\n", + "\n", + "
$\\frac{1}{2^n} \\sum_i |i_0 i_1 ... i_k ... i_l \\oplus i_k ... i_{2^n-1}\\rangle$
\n", + "\n", + "In other words, the qubit $l$ changes its state from $i_l$ to $i_l \\oplus i_k$. However, since the initial state is an equal superposition, the CNOT operation simply shuffles two states from the superposition, and the final state is also the same. Hence, irrespective of the number of CNOT gates applied between any two pair of qubits, the state always remains an equal superposition. The second layer of Hadamard gates on all the qubits restore the state back to $|00..0\\rangle$. Therefore, for any $Z$-type observable, the ideal expectation value is always $+1$." ] }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 1, "id": "eda5b0ce-0c4d-4b0e-9359-138c56e158f3", "metadata": {}, "outputs": [], "source": [ "from qiskit import QuantumCircuit\n", - "from qiskit.circuit import ParameterVector\n", "\n", "def construct_circuit(num_qubits:int, num_diagonals:int, measurement:bool=False, barrier:bool=True) -> QuantumCircuit:\n", " \"\"\"\n", @@ -91,11 +98,10 @@ " assert num_diagonals >= 1 and num_diagonals <= num_qubits/2, \"the number of diagonals should be between 1 and num_qubits/2\"\n", " \n", " virtual_circuit = QuantumCircuit(num_qubits)\n", - " params = ParameterVector(\"θ\", 2*num_qubits)\n", "\n", - " # 1st layer of single qubit gates\n", - " for idx in range(num_qubits):\n", - " virtual_circuit.ry(params[idx], idx)\n", + " # 1st layer of hadamard gates\n", + " virtual_circuit.h(range(num_qubits))\n", + " \n", " if barrier:\n", " virtual_circuit.barrier()\n", "\n", @@ -119,100 +125,37 @@ " for i in range(num_qubits-2*diag-3):\n", " virtual_circuit.cx(i,i+1)\n", "\n", - " return virtual_circuit" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "id": "2aef13b6-8dca-457f-89ee-b6ab5c901d05", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "execution_count": 149, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "virtual_circuit = construct_circuit(10, 1)\n", - "virtual_circuit.draw('mpl',fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "e59c99c7-580f-4999-8e32-a98dc5073833", - "metadata": {}, - "source": [ - "Note now that it is possible to add diagonals to the left and right of the main diagonal, thus increasing the density of the circuit. As per the circuit construction, when we increase the number of diagonals to, say 2, then the circuit contains the main diagonal, and one diagonal is added to both the left and the right of the main diagonal. Therefore, the parameter `num_diagonals` is one more than the number of diagonals added to each side of the main diagonal. The total number of such diagonals is equal to the number of qubits in the circuits. Therefore, as per our convention (add one diagonal to both sides of the main diagonal), `1 <= num_diagonals <= num_qubits/2`.
\n", + " if barrier:\n", + " virtual_circuit.barrier()\n", "\n", - "Here, we show an example of a 10-qubit circuit with num_diagonals == 3." + " # 2nd layer of hadamard gates\n", + " virtual_circuit.h(range(num_qubits))\n", + "\n", + " return virtual_circuit" ] }, { "cell_type": "code", - "execution_count": 151, - "id": "9eeaf29b-445f-4eed-9298-793c0636c5ef", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 151, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "example_circuit = construct_circuit(10, 3)\n", - "example_circuit.draw('mpl',fold=-1)" - ] - }, - { - "cell_type": "markdown", - "id": "57f3b004-79de-4b57-b7c5-c4e43ec5cb74", - "metadata": {}, - "source": [ - "`Density` of a circuit is defined as `(2*num_diagonals-1)/num_qubits`. Since `1 <= num_diagonals <= num_qubits/2`, we have `1/num_qubits <= density <= (num_qubits-1)/num_qubits`." - ] - }, - { - "cell_type": "markdown", - "id": "8454ceee-83fc-49d9-9999-22218270f375", - "metadata": {}, - "source": [ - "#### Create compute-uncompute circuit" - ] - }, - { - "cell_type": "markdown", - "id": "7c769466-4a9f-48a9-b935-b68764e8f912", + "execution_count": 2, + "id": "561227c4-b82f-443e-a8d3-7178565ba1e9", "metadata": {}, + "outputs": [], "source": [ - "We shall use the `virtual_circuit` with `num_diagonals = 1` for the rest of the example in this notebook." + "num_qubits = 16\n", + "num_diagonals = num_qubits//num_qubits # concept of diagonals to be discussed later" ] }, { "cell_type": "code", "execution_count": 3, - "id": "cf928c2a-7872-463a-93cf-d08a9e0e3c54", + "id": "12b79052-09a1-4821-9cba-0e9c5419e1a3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "execution_count": 3, @@ -221,58 +164,10 @@ } ], "source": [ - "inverse = virtual_circuit.inverse()\n", - "virtual_circuit.barrier()\n", - "virtual_circuit.compose(inverse, inplace=True)\n", - "\n", + "virtual_circuit = construct_circuit(num_qubits, num_diagonals)\n", "virtual_circuit.draw('mpl',fold=-1)" ] }, - { - "cell_type": "markdown", - "id": "0f4d4cdd-e415-4922-8877-0a3385b8b8b2", - "metadata": {}, - "source": [ - "#### Assign parameters" - ] - }, - { - "cell_type": "markdown", - "id": "ef5bf41d-66dd-436b-a9bb-8de758950cb9", - "metadata": {}, - "source": [ - "We shall assign parameters randomly to this circuit. Note that since the circuit is of type compute-uncompute, the ideal outcome of the circuit is independent of the exact values of the parameters." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "72ba8c1e-097f-47f5-b2eb-20636aa3c352", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from numpy import pi\n", - "from numpy.random import default_rng\n", - "\n", - "rng = default_rng(seed=0)\n", - "parameter_values = rng.uniform(-pi, pi, size=virtual_circuit.num_parameters)\n", - "virtual_circuit.assign_parameters(parameter_values, inplace=True)\n", - "\n", - "virtual_circuit.draw(output='mpl', fold=-1)" - ] - }, { "cell_type": "markdown", "id": "74551a80-7805-497c-b6ef-72e29d623229", @@ -291,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "87c33716-e9f2-443c-8f27-1ae319314c20", "metadata": {}, "outputs": [ @@ -299,9 +194,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "SparsePauliOp(['ZIIIIIIIII', 'IZIIIIIIII', 'IIZIIIIIII', 'IIIZIIIIII', 'IIIIZIIIII', 'IIIIIZIIII', 'IIIIIIZIII', 'IIIIIIIZII', 'IIIIIIIIZI', 'IIIIIIIIIZ'],\n", - " coeffs=[0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j,\n", - " 0.1+0.j, 0.1+0.j])\n" + "SparsePauliOp(['ZIIIIIIIIIIIIIII', 'IZIIIIIIIIIIIIII', 'IIZIIIIIIIIIIIII', 'IIIZIIIIIIIIIIII', 'IIIIZIIIIIIIIIII', 'IIIIIZIIIIIIIIII', 'IIIIIIZIIIIIIIII', 'IIIIIIIZIIIIIIII', 'IIIIIIIIZIIIIIII', 'IIIIIIIIIZIIIIII', 'IIIIIIIIIIZIIIII', 'IIIIIIIIIIIZIIII', 'IIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIZ'],\n", + " coeffs=[0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j,\n", + " 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j,\n", + " 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j])\n" ] } ], @@ -325,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "676c24d7-60ad-40e0-a80b-281e18339265", "metadata": {}, "outputs": [], @@ -354,18 +250,18 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "6b5788e3-44bd-4c04-8704-cdbec634abe3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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DL+uQIeNPypDxJ1VsfxMnPp6+FTxSli1cnJ/ueGK7tp07cXrSmgzaZdvMmTg9A3YYlnlXPLvB1x38rY+lsWdT5kx8Knt84thMueG2zJu64dety8THJ6Znvz4b/fqXKz0HOjL+SffIgUqOf0fcddddHdr+X//6V66++uoceeSRbRZdXJ9vfetbGxHZpin9GEhqrw5W+hgoPQfUwc7PgUqPf1L5OgAAAAAApenovdHupJbmCrv7/dFamyNJ3CMvfZ4sqa0akHTfHKjl80BSuTwoOQcSc6VJ7Z0HEnOlAFAN+kc3Xne+Hk5q73NxrV0PJ907B3wmar96rYO1VgOS2qsD3bkGJHKg9PNAR9RrHSw9B1wL1N55IHF/FACAyqjlvhk9MxXbnXtDhedA6fcF1EEAAAAAAIAN60gP8cb0Dye+S9Fe5krLni/XQ129HurGrv8rO2blymj33nvvGs/NmDEjZ511VpJkjz32SENDQ5vnJk6cmHPOOSfnnntufv/732evvfbKe9/73txyyy2dHvd5552XJ554IkcffXSuvvrqNDVt2ugef/zxSZIf//jHazzX2tqaK664Ikly2GGHtXuf3/jGN9La2prNN988r371qzcpPjrPU3+4O9u96dVp6tcny+ZveIXBsR88KsMPflXu/+Yv8ucPfyONPXrk4Is+2gWR0lnkQPvstNNO+Z//+Z/stNNO1Q6FCnMMIAcAAAAAACiR++PIAUAdAADYMP2j9cv1MHKgfeq1Dhp/5ADtVa91EHUAAACgZD4TIgcAAAAAAABYl3ruHzZPhhwoV7dfPOzwww9Pknzta1/LxIkTVz1+1113Zfz48Zk1a1aSZK+99mrzupaWlsyfPz/f+9738m//9m85/PDD89///d/ZY4898sUvfnGjYnn961+fY489Nv3799/gthdffHHOO++8XHPNNZu8cFiSnHXWWRk4cGAmTJiQL37xi1m+fHmSpLm5OZ/61KfywAMPpHfv3vnkJz+56jV/+MMf8ulPfzpPPvlkm30tXLgwX/jCF/L1r389SXLOOeekV69emxwjneOpm+/Odm/cL9scumee+euD6912wA7Dss9n3pvn73s8/7z0V5kzcXru/8bPM+yg3TP2g0d1UcRUmhxon6ampmyxxRYVqbl0L44B5AAAAAAAUILRx70ue3zi2OzxiWPTZ8jA9BzQb9WfRx/3umqHRxW4P44cKIvzAGujDgAAbJj+0frlehg50D71WgeNP3KA9qrXOog6AAAApdAzw9r4TEhJOaAOAgAAAAAAdEw99w+XNE/G2smBcnX7xcPOPvvsDBkyJE899VR23333jBs3LjvvvHP233//jB49OocddliSZM8992zzusGDBydZvfhYkjQ0NOTwww/PP//5z42K5bzzzsu1116boUOHbnDbvn375txzz03Pnj036u96pa222io/+9nP0rt375x77rkZPnx4DjjggAwbNiwXXHBBmpqa8v3vfz9jx45d9ZoFCxbka1/7Wnbaaadss802efWrX5199903W265ZT73uc+ltbU1p5xySs4+++yKxEjnePaORzNw9PBsf+T+ef6ux9a9YUNDXvut09LY2Ji/nXFpWltakiT//M9fZ9b9T2Sfz7w3A7bfuouippLkQPtMnz49Z555ZqZPn17tUKgwxwByAAAAAAAowS7veUP2+dR7ss+n3pO+Qwel96DNVv15l/e8odrhUQXujyMHyuI8wNqoAwAAG6Z/tH65HkYOtE+91kHjjxygveq1DqIOAABAKfTMsDY+E1JSDqiDAAAAAAAAHVPP/cMlzZOxdnKgXN1+8bBtt902EyZMyJvf/Ob06dMnU6ZMyeDBg3P55ZfnpptuysSJE5OsuXjY7rvvvs59Ll68uFNj7ixHHnlk7rvvvpx44olpamrKfffdl6amphx//PG54447cuKJJ7bZft99981nP/vZvOENb0ivXr3yyCOP5OGHH87QoUPzrne9K7fccksuv/zyNDQ0VOkd0R6ty1vy9J8fWPH//7fors3uH3lrtt5/TO674JrMffzp1a9vacnfzrg0jT165OCLPtrp8VJ5cqB95s+fnwkTJmT+/PnVDoUKcwwgBwAAAACAEvz+2M/liuHHrfW/3x/7uWqHRxW4P44cKIvzAGujDgAAbJj+0frlehg50D71WgeNP3KA9qrXOog6AAAApdAzw9r4TEhJOaAOAgAAAAAAdEw99w+XNE/G2smBcnX7xcOSZOzYsbnxxhszb968zJs3L3fccUdOOeWULFiwIFOmTEljY2Ne9apXtXnN29/+9iTJzTffvOqxlpaW/OEPf8irX/3qLo2/ksaOHZsrr7wyzzzzTJYuXZqZM2fmmmuuyT777LPGttttt12++MUv5pZbbsmUKVOyYMGCLF68OFOnTs3PfvazvOENb6jCO2BjTPvdnZn2+7vW+fzmO4/IPme/O8/d/Vge/u5v1nh+zsTpuf8bP8+wg3bP2A8e1Zmh0knkAKVzDCAHAAAAAAAokfvjyAFAHQAAoGSuh5EDZTP+yAFAHQAAACiXz4TIAQAAAAAAAEpkngw5UKamagewKR5++OG0trZml112Sb9+/do899a3vjWHHHJITjnllLzwwgsZOXJkvv/97+fhhx/OH/7whypFDBtn6o23r/f5uY8/nSt3eO96t3nokuvz0CXXVzKsTteydHEmXfjuLH7qkTT26pumzbfKyFO/kz7Dd1rna6ZcfHJeuPXH2fOns9O02aAsmvJQJn/rpFXPL18wJ8sXvpS9fvpiV7yFiik1B2AlxwByAAAAAACg/i1+5vFM+db70zxvVnr02zyjzrgifUfu3mabWbf8KM/dePGqPy+dNT0Ddn9ddjznuiTJzF9+LS/c+uM09OyVxp59st2Hv53+u+yfJLnn7Q3ps/2r0tDYI0my3YcvyYDdD+mid7dx3B+n5Bxob8/A3Hv/J0//5FOr/tw857k0bTEsu110b930DFC2UutAe2vAoikPZdrlH8uyuc+loUdT+u+8f0b++3+msXffJMkLt/44M3914f+e/xsy4sQvZ/P9NLgCANSKUq+Hk/bdK2ttacn0H/1/eene36ehR1N6DBiS7U/7r1XXzUufn5Zpl38si5+emIbGHhl65KnZ6i2nV+PtbLSScwDjrw7IAUAdAAAAKJnPhMgBAAAAAAAASlTqPJl1SVYrNQdKV9OLhz300ENJkj333HON5xoaGnLDDTfkU5/6VD7zmc/kpZdeyp577pnf/va3Oeyww7o6VGAjDX3jKRm475FpaGjIczddmqmXfii7fvnPa9129u3XpaFHzzaP9R01Lrt96/5Vf552+WlJQ0MnRgzdy+y/X5u5d9+U5gWzO3TBS/c17Xsfz9y7bsjS56Zm7EX3pd/ovda63Ya+LD7xc29M8+yZSWNjevQdkO0+/O30G713F70LupI6AAAAAADUimmX/Xu2fNMp2fINJ2f236/NlItPzthv3NVmmy0P/7dsefi/rfrzw6e/KoNff0KSZOGk+/P87y7Lbpc8nB59N8sLf74q0753WsZeeOeq7Xc9f0KaNhvUJe+HymvvPMn6tmt+6YVMPPcNq/7csmRhlsyclD1/8lyaBgzu5HdAR7WnZ2Dzfd6Uzfd506o/P/HFt2TAuPFJ9AyUZPbfr81LD/4x233wog43hNJ9tacGNPTqk+3+/dL0G7VHWpcvz+RvvDczr/tatnnP59M878VM+97pedV3JqbnFsMy/5G/5cmvHpM9f/Jcdd4QAAB0QHvulc2984bMf/Tv2e3iB9LQ1DMzfv6lPHPlZzL67J+ntbU1T37l6Aw79tPZ4uB3JkmWzXm2Gm8F2EjqANAeK++Nbn/qd1Y9NuuWH2XqJR/Ijudcn0EHvqN6wdFl3CMHAABeyffLa9vG/haE+wQAAAAAAABALbMuCSVrrHYAm2J9i4clyaBBg3L55Zfn+eefz5IlS3LnnXfmTW9601q3pT40z5+TBz+wbe4/cUge+cReefhjY3Pvsb0z5ZIPVTs0NkJjrz7ZfL+j0vC/J9X+uxyYpc9NWeu2y+Y8m5m/OD/bfuCb69xfy9LFefEvP82Wh3+wM8KlyoYOHZozzjgjQ4cOrXYo3cqcf6xo4Bv6xlOy+2WPZbeLH8igA96eqZeqi7Vqi4OPy65f+Vt6bbX9erdb+WXxV31nYoYd86lMufjkNs+PPuvn2e3bD2a3b92frd72f9d4nvqhDgAAAAAAtWDZnOey4Im7M+TQE5Mkg15zbJbOeiqLZzyxztcseOyONM99LoP2f9uKBxoa0tq8LC1LFiRJli+Yk15Dtu302Ok67Z0nWd92TQOHZLdv3b/qvy3feEo23/dIC4d1Qx3pGVhp6QvP5KUH/5jBh560xnN6BurbnH9cn0EHvCNJzIvVifbWgD7b7Jx+o/ZIkjT06JF+O7969XatLUlra5YvmpckaV4wJz1dGwBA3dE/uoI++vrS7ntlDQ1pbV6SlqWL09ramuULX1p1zTvvgT+moan3qgWDkqTnoK277D3QddTB+qQO0FElXwuUXgdffm80SZY8OyWzbv6v9N/1wOoFRZdzjxwAAHgl3y+vbRv7WxDuEwAAAAAAAFCC0vuH65V1SdgY9fRdiqZqB7ApNrR4GOVp2mxQBr/uvenRd0CGv+v/Ze69/5OZ156fUad/v9qhUQHP3XhxBu3/9rU+N/XSD2fEyV9Pj34D1vn6Obdfl97DRqff6L06KUKqaciQITnhhBOqHUaXap4/J498/FVpWboovbbcLq3LlmTJzEkZfOhJGXX699PavCzz//X3jDrjijQ0rV79tv8uB+bZX11YxcjZFAN2f90Gt1n5ZfGdz7s5yYovi0/73mlZPOOJ9Bm+U5IV58yVli+ca/XjGqUOAAAAAAD1Yumsp9Jzi+Fp6LGijaGhoSG9ho7M0uenrbq3/UqzbvlBBh960qr7n/122DNbve2TeejDO6RpwOA09OydXc//a5v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"text/plain": [ - "
" + "
" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -397,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "69ddeb2d-e5bd-4323-8261-f9eda53d0252", "metadata": {}, "outputs": [ @@ -405,9 +301,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "SparsePauliOp(['IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII'],\n", - " coeffs=[0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j, 0.1+0.j,\n", - " 0.1+0.j, 0.1+0.j])\n" + "SparsePauliOp(['IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZ', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIZIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII'],\n", + " coeffs=[0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j,\n", + " 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j,\n", + " 0.0625+0.j, 0.0625+0.j, 0.0625+0.j, 0.0625+0.j])\n" ] } ], @@ -460,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "id": "f359d592-7fa0-4ad1-b7c8-d01937d0927c", "metadata": {}, "outputs": [], @@ -470,13 +367,13 @@ "options = EstimatorOptions()\n", "\n", "options.default_shots = 4096\n", - "options.optimization_level = 0 # Deactivate error suppression\n", - "options.resilience_level = 0 # Deactivate error mitigation" + "options.optimization_level = 0 # Deactivate circuit optimization\n", + "options.resilience_level = 0 # Deactivate error mitigation or suppression" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "id": "f705b42a-92ed-4114-be7a-b6b8029c0432", "metadata": {}, "outputs": [], @@ -511,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "id": "1080c72b-d73f-417e-82ec-5dee6617cbf0", "metadata": {}, "outputs": [ @@ -520,10 +417,10 @@ "output_type": "stream", "text": [ "JOB IDS:\n", - " - csc0ew33dkhg008ze3m0 (no_dd)\n", - " - csc0ewkzx1qg008m9hs0 (XX)\n", - " - csc0ex3tj7dg008cbcs0 (XpXm)\n", - " - csc0exbx35wg0080yk3g (XY4)\n" + " - csm7aqap1vzg008a66cg (no_dd)\n", + " - csm7aqtvnxy0008d8arg (XX)\n", + " - csm7ar31k2e0008p0xb0 (XpXm)\n", + " - csm7ark1k2e0008p0xbg (XY4)\n" ] } ], @@ -551,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "id": "b05b66dd-006f-46fb-8177-e65da36ce99b", "metadata": {}, "outputs": [ @@ -560,10 +457,10 @@ "output_type": "stream", "text": [ "EXPECTATION VALUES:\n", - " - 0.19667968750000003 (no_dd)\n", - " - 0.574072265625 (XX)\n", - " - 0.5982910156250001 (XpXm)\n", - " - 0.6757324218749999 (XY4)\n" + " - 0.0784912109375 (no_dd)\n", + " - 0.38140869140625 (XX)\n", + " - 0.367706298828125 (XpXm)\n", + " - 0.560638427734375 (XY4)\n" ] } ], @@ -576,6 +473,14 @@ " print(f\" - {ev} ({dd_sequence})\")" ] }, + { + "cell_type": "markdown", + "id": "ae164eb0-b4de-4806-ada7-e2eafe2d90d7", + "metadata": {}, + "source": [ + "Note the significane improvement in the outcome that the introduction of DD causes. For this example, the best DD pulse is XY4." + ] + }, { "cell_type": "markdown", "id": "c1500231-f277-4318-9b51-abd29b4d0189", @@ -597,9 +502,9 @@ "id": "0744f595-6e6e-43f8-9415-bea1d34c628b", "metadata": {}, "source": [ - "Run the above example over (i) multiple days and (ii) different times of the day. Verify whether the best DD sequence, and the obtained expectation value varies over time.\n", + "Run the above experiments with the number of qubits $\\in \\{8, 16, 32, 64\\}$. For each case, fix the number of diagonals to num_qubits//num_qubits (as shown in the above example), and determine the best DD pulse for each.
\n", "\n", - "P.S. Since the method is statistical, and noise is not deterministic, it is better to run the circuit with the same DD pulse multiple times and report the mean and the standard deviation of the expectation value for each case." + "Moreover, since the number of shots is finite, there exists some statistical error in the calculation of expectation value. Noise in the system is also not deterministic. Therefore, repeat each experiment, say, 10 times and report the mean and standard deviation of the expectation value in each case." ] }, { @@ -612,16 +517,54 @@ }, { "cell_type": "markdown", - "id": "c855eed9-b530-474b-8863-b75f0e012924", + "id": "7dd6a3dc-e8f3-4557-b890-f95bee9a0724", + "metadata": {}, + "source": [ + "In the above circuit, it is possible to add layers of CNOT gates on the left and right of the main diagonal consisting of CNOTs. For example, if the number of diagonals is $4$, it indicates that the circuit contains the main diagonal, and three diagonals both to the left and right. We can visualize this below" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3db1cbe9-5e3e-4672-9929-3fa60f8124ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "example_circuit = construct_circuit(num_qubits, num_diagonals=4)\n", + "example_circuit.draw('mpl',fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "6fe7ec20-0754-401b-9f9c-64a916199474", "metadata": {}, "source": [ - "When the circuit becomes `too dense`, the idle time is hardly significant for the DD pulse to show any improvement, rather the insertion of single qubit gates will increase the gate noise. We can verify how dense is `too dense`.
\n", + "As per our initial discussion, the ideal outcome of the circuit still remains $|00..0\\rangle$ irrespective of the number of diagonals in the circuit. However, note that increasing the number of diagonals make the circuit `more dense`, i.e., the idle time of each qubit decreases. We define the `density` of the circuit as\n", + "\n", + "
density = (2*num_diagonals)/(num_qubits)

\n", + "\n", + "The total number of diagonals can vary from 0 to `num_qubits/2`. Therefore, the `density` of the circuit varies from `2/num_qubits` to `1`. The goal of this challenge is to understand the utility of DD with variation in the `density` of the circuit.
\n", "\n", - "Create a circuit with a particular value of `num_qubits` and vary the `density` of the circuit. For each `density` report\n", + "**Question**: For each num_qubit $\\in \\{8, 16, 32, 64\\}$, vary the number of diagonals as \\{num_qubits/2, num_qubits/4, num_qubits/num_qubits\\}. In other words, the `density`, for each number of qubits, is varied between \\{1, 1/2, 2/num_qubits\\}.
\n", + "\n", + "For each instance\n", "\n", "
    \n", - "
  1. the DD pulse which leads to the best expectation value
  2. \n", - "
  3. whether the obtained expectation value from the best DD pulse is better than the scenario where no DD is applied
  4. \n", + "
  5. determine the best DD pulse
  6. \n", + "
  7. determine whether applying DD improves the outcome over no DD
  8. \n", + "
  9. plot the variation in the performance improvement obtained by DD over no DD with respect to density
  10. \n", "
" ] }, @@ -638,7 +581,12 @@ "id": "1bd78683-4503-49c5-ba5e-0d2bf5002ca8", "metadata": {}, "source": [ - "Vary the number of qubits and the density of the circuit. For each case, apply DD pulse and use measurement error mitigation by setting `resilience_level` to 1. Report whether the inclusion of measurement error mitigation can minimize the difference in performance between the cases when DD is and is not applied." + "Vary the number of qubits and the density of the circuit. For each case, apply DD pulse and use measurement error mitigation by setting `resilience_level` to 1. For each instance \n", + "\n", + "
    \n", + "
  1. determine whether the best DD pulse changes from the previous scenario with no mitigation
  2. \n", + "
  3. plot the variation in the performance improvement obtained by DD over no DD with respect to density and determine whether the nature of this curve remains same as the previous scenario with no mitigation
  4. \n", + "
" ] }, { @@ -666,7 +614,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.0" } }, "nbformat": 4, From a71c4be82c00068204187b3f1b043cdb713aed32 Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Wed, 12 Jun 2024 18:42:19 +0530 Subject: [PATCH 18/21] docs (challenge): update circuit construction code and convention for number of diagonals --- docs/challenges/dynamical_decoupling.ipynb | 96 +++++++++++----------- 1 file changed, 48 insertions(+), 48 deletions(-) diff --git a/docs/challenges/dynamical_decoupling.ipynb b/docs/challenges/dynamical_decoupling.ipynb index 81caddc..18d5014 100644 --- a/docs/challenges/dynamical_decoupling.ipynb +++ b/docs/challenges/dynamical_decoupling.ipynb @@ -7,7 +7,11 @@ "source": [ "**Ritajit Majumdar**
\n", "Enabling Technologies Researcher @ IBM Quantum
\n", - "majumdar.ritajit@ibm.com" + "majumdar.ritajit@ibm.com\n", + "\n", + "**Pedro Rivero**
\n", + "Technical Lead @ IBM Quantum
\n", + "pedro.rivero@ibm.com" ] }, { @@ -64,71 +68,67 @@ "\n", "Let us first try to argue about the outcome of such a circuit. We start with an $n$-qubit system in state $|00..0\\rangle$. Applying Hadamard on all the qubits creates an equal superposition of the form\n", "\n", - "
$\\frac{1}{2^n}\\sum_{i=0}^{2^n-1} |i\\rangle = \\frac{1}{2^n} \\sum_i |i_0 i_1 ... i_{2^n-1}\\rangle$
\n", + "
$\\frac{1}{\\sqrt{2^n}}\\sum_{i=0}^{2^n-1} |i\\rangle = \\frac{1}{\\sqrt{2^n}} \\sum_i |i_0 i_1 ... i_{2^n-1}\\rangle$
\n", "\n", "Now let us consider a CNOT operation between any two qubits $k$ and $l$. The action of such a CNOT can be denoted as\n", "\n", - "
$\\frac{1}{2^n} \\sum_i |i_0 i_1 ... i_k ... i_l \\oplus i_k ... i_{2^n-1}\\rangle$
\n", + "
$\\frac{1}{\\sqrt{2^n}} \\sum_i |i_0 i_1 ... i_k ... i_l \\oplus i_k ... i_{2^n-1}\\rangle$
\n", "\n", "In other words, the qubit $l$ changes its state from $i_l$ to $i_l \\oplus i_k$. However, since the initial state is an equal superposition, the CNOT operation simply shuffles two states from the superposition, and the final state is also the same. Hence, irrespective of the number of CNOT gates applied between any two pair of qubits, the state always remains an equal superposition. The second layer of Hadamard gates on all the qubits restore the state back to $|00..0\\rangle$. Therefore, for any $Z$-type observable, the ideal expectation value is always $+1$." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 72, "id": "eda5b0ce-0c4d-4b0e-9359-138c56e158f3", "metadata": {}, "outputs": [], "source": [ "from qiskit import QuantumCircuit\n", "\n", - "def construct_circuit(num_qubits:int, num_diagonals:int, measurement:bool=False, barrier:bool=True) -> QuantumCircuit:\n", - " \"\"\"\n", - " This function constructs the circuit given the number of qubits and the number of diagonals\n", - " num_qubits: total number of qubits in the circuit, expected to be odd\n", - " num_diagonals: this circuit can accommodate 2.(num_qubits/2) diagonals.\n", - " the input to this variable should be 1 <= num_diagonals <= num_qubits/2\n", - " this value will be multiplied by 2 to insert a diagonal both to the\n", - " upper and lower halves of the main diagonal.\n", - "\n", - " density of the circuit is defined by num_diagonals/num_qubits\n", + "def construct_circuit(\n", + " num_qubits:int, num_diagonals:int, measurement:bool=False, barrier:bool=True\n", + ") -> QuantumCircuit:\n", + " \"\"\"Construct the circuit given the number of qubits and the number of diagonals.\n", + " \n", + " Args:\n", + " num_qubits: total number of qubits in the circuit, expected to be even.\n", + " num_diagonals: this circuit can accommodate `(num_qubits - 1)` diagonals. \n", + " The input to this variable should be such that `0 < num_diagonals < num_qubits`.\n", " \"\"\"\n", " \n", - " assert num_qubits%2 == 0, \"the number of qubits should be even\"\n", - " assert num_diagonals >= 1 and num_diagonals <= num_qubits/2, \"the number of diagonals should be between 1 and num_qubits/2\"\n", + " assert num_qubits%2 == 0, \"The number of qubits should be even\"\n", + " assert num_diagonals > 0 and num_diagonals <= num_qubits - 1, \"The number of diagonals should be more than zero and less than the number of qubits\"\n", " \n", " virtual_circuit = QuantumCircuit(num_qubits)\n", "\n", - " # 1st layer of hadamard gates\n", + " # Initial layer of hadamard gates\n", " virtual_circuit.h(range(num_qubits))\n", " \n", " if barrier:\n", " virtual_circuit.barrier()\n", "\n", - " # the entangling layers\n", - " if num_diagonals == 1: # only the main diagonal\n", - " for i in range(0, num_qubits-1):\n", - " virtual_circuit.cx(i,i+1)\n", + " num_lower_diagonals = (num_diagonals - 1) // 2\n", + " num_upper_diagonals = (num_diagonals - 1) - num_lower_diagonals\n", "\n", - " if num_diagonals > 1:\n", - " # the lower diagonals\n", - " for diag in range(num_diagonals-1, 0, -1):\n", - " for i in range(2*diag,num_qubits-1):\n", - " virtual_circuit.cx(i,i+1)\n", - "\n", - " # the main diagonal\n", - " for i in range(0, num_qubits-1):\n", - " virtual_circuit.cx(i,i+1)\n", + " # Lower CNOT diagonals\n", + " for diagonal in range(num_lower_diagonals,0,-1):\n", + " for qubit in range(2 * diagonal, num_qubits - 1):\n", + " virtual_circuit.cx(qubit, qubit + 1)\n", + " \n", + " # Main CNOT diagonal\n", + " for qubit in range(0, num_qubits - 1):\n", + " virtual_circuit.cx(qubit, qubit + 1)\n", "\n", - " # the upper diagonal\n", - " for diag in range(num_diagonals-1):\n", - " for i in range(num_qubits-2*diag-3):\n", - " virtual_circuit.cx(i,i+1)\n", + " # Upper CNOT diagonals\n", + " for diagonal in range(num_upper_diagonals):\n", + " for qubit in range(num_qubits - 2 * diagonal - 3):\n", + " virtual_circuit.cx(qubit, qubit + 1)\n", "\n", " if barrier:\n", " virtual_circuit.barrier()\n", "\n", - " # 2nd layer of hadamard gates\n", + " # Final layer of hadamard gates\n", " virtual_circuit.h(range(num_qubits))\n", "\n", " return virtual_circuit" @@ -136,18 +136,18 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 99, "id": "561227c4-b82f-443e-a8d3-7178565ba1e9", "metadata": {}, "outputs": [], "source": [ "num_qubits = 16\n", - "num_diagonals = num_qubits//num_qubits # concept of diagonals to be discussed later" + "num_diagonals = 1 # concept of diagonals to be discussed later" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 100, "id": "12b79052-09a1-4821-9cba-0e9c5419e1a3", "metadata": {}, "outputs": [ @@ -158,7 +158,7 @@ "
" ] }, - "execution_count": 3, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -502,7 +502,7 @@ "id": "0744f595-6e6e-43f8-9415-bea1d34c628b", "metadata": {}, "source": [ - "Run the above experiments with the number of qubits $\\in \\{8, 16, 32, 64\\}$. For each case, fix the number of diagonals to num_qubits//num_qubits (as shown in the above example), and determine the best DD pulse for each.
\n", + "Run the above experiments with the number of qubits $\\in \\{8, 16, 32, 64\\}$. For each case, fix `num_diagonals = 1` (as shown in the above example), and determine the best DD pulse for each.\n", "\n", "Moreover, since the number of shots is finite, there exists some statistical error in the calculation of expectation value. Noise in the system is also not deterministic. Therefore, repeat each experiment, say, 10 times and report the mean and standard deviation of the expectation value in each case." ] @@ -520,29 +520,29 @@ "id": "7dd6a3dc-e8f3-4557-b890-f95bee9a0724", "metadata": {}, "source": [ - "In the above circuit, it is possible to add layers of CNOT gates on the left and right of the main diagonal consisting of CNOTs. For example, if the number of diagonals is $4$, it indicates that the circuit contains the main diagonal, and three diagonals both to the left and right. We can visualize this below" + "In the above circuit, it is possible to add layers of CNOT gates on the left and right of the main diagonal consisting of CNOTs. For example, if the number of diagonals is $2k+1$, the circuit contains $k$ diagonals each to the left and right of the main diagonal. We can visualize this below with `num_diagonals = 3` which will add one diagonal to the left and right of the main diagonal." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 107, "id": "3db1cbe9-5e3e-4672-9929-3fa60f8124ff", "metadata": {}, "outputs": [ { "data": { - "image/png": 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KBewFx/wKcObMrTXzQkNDodFo7nls3LhxmDt3Lvr164fp06ejqKgIkydPRvPmzfHUU09JUW6ldPDxQ8mTQx56TGbvASJVQ2Jr0dAPVzYMwcpt8fhx2XnsPpYKg+FWWPLioHp4eUgYGoRwWQhbNqZ/CPp3qYk/V8ViwcoYnLucCYMBUKkU+PClJnhhYD2ODrRharUS309tjTefqY+fl1/APxuvICElHwYADmolfnyvNYb1fAwuzgI25SJZ8fHUYvv8Xjh0+jp+WBqNTfuScD2zCACgcVQi6uuu6NE6ECoVv18nIiIiskX2kAvxTlaA26FoeZssValSBdu3b0e1atUwbNgwPP/882jdujXWrl0LpQx3/iJydFBhaM/HsPO3JxDgeyv8qubjhHnvtWEgaic8q2jw+qj6OBM14E4f8Pd2wvsvNmEgaiceq14Fs99ojvhNwxDwv9Hjfl5ajB1Qj4GoHVAoFGjZyA8LZ3VE+q4Rd2YQ+Hho0btdDQaiRERERCRrHCkqwMNCUQAIDg7G2rVrxSyJiIiIiIiIiIiIBOJX/ALcDkUbNmwocSUkNl9fX0ycOBG+vr5Sl0JEREREREREImMuYHs4UlSA/fv3S10CScTb2xsjRoyQugwiIiIiIiIikgBzAdvDkaJERsjJycHWrVuRk5MjdSlEREREREREJDLmAraHoSiREZKTkzF16lQkJydLXQoRERERERERiYy5gO1hKEpERERERERERER2haEoERERERERERER2RWGokRERERERERERGRXGIoSGUGj0aBevXrQaDRSl0JEREREREREImMuYHvUUhdAJAe1a9fGwoULpS6DiIiIiIiIiCTAXMD2cKQoERERERERERER2RWGokRGuHjxItq0aYOLFy9KXQoRERERERERiYy5gO1hKEpkBIPBgNLSUhgMBqlLISIiIiIiIiKRMRewPQxFiYiIiIiIiIiIyK5woyVbo9FAvexPqaswHndtIyIiIiIiIiIyD7nlQoBk2RBDURujUCgArVbqMoiIiIiIiIiISGTMhYzHUJTICLVq1cKSJUsQGBgodSlEREREREREJDLmAraHoSiREbRaLYKDg6Uug4iIiIiIiIgkwFzA9nCjJSIjpKSkYObMmUhJSZG6FCIiIiIiIiISGXMB28NQlMgI2dnZWL16NbKzs6UuhYiIiIiIiIhExlzA9jAUJSIiIiIiIiIiIrvCUJSIiIiIiIiIiIjsCkNRIiIiIiIiIiIisisMRYmM4OXlhdGjR8PLy0vqUoiIiIiIiIhIZMwFbA9DUSIjKJVKODg4QKnknwwRERERERGRvWEuYHv4TBIZISMjA/Pnz0dGRobUpRARERERERGRyJgL2B6GokRERERERERERGRXGIoSERERERERERGRXWEoSkRERERERERERHaFoSiREdzc3NCzZ0+4ublJXQoRERERERERiYy5gO1RS10AkRwEBgbi448/lroMIiIiIiIiIpIAcwHbw5GiREYoLi5GQkICiouLpS6FiIiIiIiIiETGXMD2MBQlMkJcXBwGDhyIuLg4qUshIiIiIiIiIpExF7A9nD5vYwwGAyCnby00GigUCqmrICIiIiIiIiKSPdnlQoBk2RBDUVtTXIyyIaOlrsJo6mV/Alqt1GUQEREREREREcmfzHIhQLpsiNPniYiIiIiIiIiIyK4wFCUiIiIiIiIiIiK7wunzREYIDQ3F4cOHpS6DiIiIiIiIiCTAXMD2cKQoERERERERERER2RWGokRGiI+Px5gxYxAfHy91KUREREREREQkMuYCtofT54mMUFhYiLNnz6KwsFDqUixOrzdg++Fk7D6WiuPnb+DEhRtITi8AACRfL0CDAVGIDPdBZLg3nuwQhFqBbhJXTOZWWFSG1Tuv4dCZdByLvoGzlzJxM7sYwK0+0GrkakSG+6BZhC/6da4JdzdHiSsmc0u7UYhVO+Jx9FwGjkVnIPZaDnLzSwEAKdcL0G3cBkSG+6BN46ro2aY6HBz4Hautib6ciQ17E3EsOgPHom8gMS0fBUVlAIDUjEIMeGMrIsN80LlFNbRs6AeFQiFxxURERESWZU+5gL1gKEpEAICsnGIsWBmDH5edx+WE3HKPMRiAs5cycfZSJv5cHYuJsw+iT/sgjB8ahh5tAvmhWOauJOZg3j/n8dt/McjMKSn3GIMBOHj6Og6evg7gPJw/UWNkn2C8OiwcDUK8xC2YzG7/yTR8vyQaK7ZcRWmZvtxj9AZg68FkbD2YDAAI8HPGuIH18OLgUPj7OItZLpmZTqdH1LZ4zFt6HjuPpFR8nN6AldvisXJbPPA90KieF8YPDcPIJ+rA2Ym3lkREREQkDxzaQURYtSMeoU/9i7e+PFxhIFoegwFYs+saeo3fhCdf24KktHwLVkmWUlamx2cLTiHsqX/x5V9nKwxEy1NQVIZfVlxEo8Er8dYXh1D4v5FkJC+ZOcUYPW0X2jyzFks2XKkwEC1PcnoBPvrxBOr1XYEFURdhMBgsWClZyoW4LLQdvRZD3tr+0EC0PKcu3sSLH+9Dw0FR2HMs1UIVEhERERGZF0NRIjuWX1CKke/uRL+JW5F2o3JTANbtTkDEgCgs3XjFTNWRGOISc9H6mTV499ujKCk1Pgi7n8EAfPnXWTQe/B9OnM8wY4VkadsOJqP+gCj8teZSpc6Tk1eK5z/ai14vb8L1m5xSJBcGgwHfLT6HxoP/+98IcNNdTshFhzHr8OacgygTEKwTEREREUmBoSiREapVq4bp06ejWrVqUpdiNjl5Jejx8iYsXnfZbOfMzi3BsMk78P2SaLOdkywn+nIm2oxeiyNnzRdixsRno8OY9dh7nKPF5ODfLXHoNX7TnXWDzWHT/iS0f24dktM5ctzaGQwGTPnmCCbOPojiEp2Zzgl8vfAchry9HSWl5jknERERkTWwxVzA3jEUJTKCu7s7evXqBXd3d6lLMYvCojI8+doW7DuRZpHzv/bpASyIumiRc5N5xCXmouu4jUi5br4w7Lbc/FL0fmUzjkVzxKg127AnAcPe2SFoqryxLsRlo9uLG3Ejq8js5ybz+WjeCXz++xmLnHvltng8M20X9Houp0BERES2wdZyAWIoSmSUzMxMLF++HJmZmVKXYhbT5h7Fbguv+/byzP04HXPTotcg05SV6TFs8g6LBKK35eaXYvCk7cgrKLXYNch0yen5eHrKTpSVWS6wir6chXHT93GNUSu1aV8iPv75hEWvsXRjHOb+fc6i1yAiIiISi63lAsRQlMgoaWlpmDNnDtLSLDOyUkx7j6fim0XCPqQeWdIXCVuG4ciSvka3KS3T49n3dqO0EutUkmV8+dcZHD4rbO1AU/pAXFIupnxzRGh5ZGEGgwHjPt6HrFzjN9QCTOsDUduuYtmmOKElkoVl55bg+Y/2Cm5nSh9497ujiI3PFnwtIiIiImtjS7kA3cJQ9CEyMjLw1ltvITg4GFqtFjVq1MCkSZNQWFiIkSNHQqFQYP78+VKXSWQ0nU6PsR/uhdCBW/4+zqhe1QX+Ps6C2p24cAPfLpb3KCGdTo/j0RnYdjAZ+0+m4WZ2sdQlVUpcYi4++OG44Ham9oEf/jmPg6fSBV/PmuQVlOLgqXRsO5iMw2eum23tRaks3xyHdbsTBLcztQ+8Mms/cvKEBbDWJjWjAHuPp2L7oWScibkp+9Gv731/DIlpwtd8NaUPFBbp8PLM/YKvZW1i47Ox80gKdh1NwdWkXKnLISIiIiIzUEtdgLU6ffo0unfvjrS0NLi4uCA8PBxJSUn46quvcPXqVVy7dg0A0KhRI4krtYxdGenodmAnZoY2wOS6YeUe47k+CpEentjaupPI1ZGpNuxNRIzII3a++/scXh8ZAbVaXt/BXL9ZiF//vYifV1zAtZT/Dw80jioM6/kYXh0ehqYRvhJWaJofl52v1C7zpvh28Tm0bOQn6jXN4UJcFr5fEo2/1lxCbv7/LwPg66nF2AEheHlIGIKquUpYoWm+XnhW1OvdyCrGorWXMH5YuKjXNYfth5Lxwz/nsWpnPHS6/w9CQ2u7Y/zQMDz7VF24uThKWKFwWTnF+G1ljKjX3HYoGadjbqJhiJeo162sklIdlm2Kw7yl53Hgvi93OjWrhvFDw9C/S02oVPJ6fyMiIiIyhj3kQryLK0dGRgb69OmDtLQ0TJ48GampqTh+/DjS0tIwY8YMREVF4eTJk1Aqlahfv77U5RIZbd7S86JfMyE1H+v2CB+VJqVTF2+g8ZD/MG3usXsCUQAoLtHhz9WxaP70anz1l2U2KLGUwqIyLBA5DAGAf7deRWqG5dYvtYR/NlxGo0Er8cM/5+8JRAHgemYRPltwGg0GRmH7oWSJKjTN8egMHDwtbOkEc5i39LysRlfq9Qa8OecgurywAVHbrt4TiAK3NpKa8NlBtBixBvHJ8ho1+NeaSygoKhP9uj9K8P5TGdm5Jej50iaMmrrrgUAUAHYcScHgt7Zj4JvbUCjB75OIiIiIKo+haDkmTJiAhIQEvPnmm5g9ezZcXf9/JNC0adMQGhqKsrIyhISEwMnJScJKSSzOzs5o0aIFnJ2FTRu1JqkZBdi4L1GSa/+xKlaS65rickIOuo7biOT0h4d4BgMw6YvDsvqgv253giTT/0vL9Fiy4Yro1zXV6h3xGPHurkeOqM3JK0WfVzfj0Gn5LA/w52pp/hbPXc7CsegMSa5tiqnfHcXXCx+99Mf5K1noOm4jMjKLRKjKPKR6PV607jLKyuSxxnRxiQ79Xt+KHUdSHnnsqh3XMPydHdDp5PGzERERkelsIRegezEUvU90dDSWLl0KPz8/zJgx44HHFQoFIiMjAdw7dT4xMRETJkxA69at4ezsDIVCgatXr4pVNllYUFAQ5s6di6CgIKlLMdmRsxmC1xI1F6Gb+khp0heHBAUcb8wRdryUpHweDp2RR3BYUqrDC9P3Qq837o+lsFiHl2bKZ4d1afuAPF4HzsbexOzfTht9/KVrOZhh4V3czaWwqAynY29Kcu28glJEX8mS5NpC/f5fDHYaEYjetmrHNazcFm/BioiIiMga2EIuQPdiKHqfxYsXQ6/XY+TIkRWm/xqNBsC9oeilS5ewdOlSeHh4oEOHDqLUKoYCnQ4ZxcXl/mNPdDod8vLyoNPJd4MVKUdpJacXyGL69LWUPKzZJWyqf3GJTvT1+UwlZR84Fn1DsmsLEbX1KtJvCgu5T164iYMyGC1aVqbHqRhpAjFA2v4nxI/LLghu88fqWOQVlD76QImdjrn5wFIAYpJDHzAYDCYtNSPF8jREREQkLlvIBUxhy7kQN1q6z7Zt2wAAnTpVvEhsYuKtKch3h6Lt27dHWloaAOCPP/7Axo0bLVileGbFRmNWbLTUZUguNjYWzzzzDP766y+EhoZKXY5Jzl7KlPT6Z2IzBe9aLbY/V8caPULwbr/9F4PJYxpaoCLzkrIPXLqWg8KiMjhprftt57f/TAu4f1sZg1aNqpq5GvO6kpiLwiLpbuDOxEr7GmSM0lI9/lpzSXC7nLxSRG29imf61rVAVeYj/fuAdKG8sY5FZ5jUV3ccSUFcYi5qV3ezQFVERERkDWwhFzCFLedC1v3pVALx8bemP9WqVavcx4uLi3Ho0CEA94aiSqX5B902bdoUqampgto4KZWIbtzKbDU8F1QbQwLKHxre//DeSp8/JCQEhXrx1+EaNGiQoOPT02+NAtuwYQOOHTtmVJv+/fsLrsuSMtxGAQ51yn3syJK+Dw0s/X2c7vw7Ycuwh14nNaMAzYavfuD/D3t6NJxKhY/AElOmc19AGym43cW4DFSvXt0CFZnXdc9pgKL8nbLN1Qcqev4B4LG64VAZrHvEcJr7a4DKR3C7hUvXY8P84RaoyHxKVNUA95fKfexRzz9Q+T5w8vR5VK/+ioCKxadTuCDPc7JJbV998yNMHb/LvAWZWZ6mJeDSq9zHxOgDP//6J5Z9K+z9V2yFDmGA28Pf5yrSvG1PaMo4jZ6IiEguxMgFAPGzAbnlQkDlsiF/f38cPXrUpLYMRe+Tn39rp+miovKnTy5atAjZ2dnw9vZGYGCgRWtJTU1FUlKSoDbOKhXQ2Hw1BDu7ootv+aOfVApFpc+fnJyMAgmGnt9+no1VWFh459/GthX63FlcrWLAofyH/H2cUb2qyyNPoVYpjTquPDdvZgI5VvY7uV9gAaA1oZ3BCp/v8ngAqODPVow+kJqSAujyTGorGpcyQCW8WXFRifX3ASc14F7+Q8Y+/4DpfaCstMz6f0fqKoCnaU1zc3OQm27lP593DlDBUydGHygoKECBtfeBKv6AiYM9MzJuAPlW/vMRERHRHWLkAoD4nxXllgsB0mVDDEXv4+/vj9zcXBw9ehRNmza957GEhAS8++67AICGDS0/Vdbf319wGycLjFi1pICAAElGirq4CPswd/sFz8nJyei2lg7NhbqhUaKilRIftd6nv48T1ColynR6pGYUPvTYis7l7eUKrZt1/U7ul+OkQ64J7VSGXPhb2fNdnhSUQo/yR4qaqw887DzV/H2grCiVsxLXlYUoMaGds2MxPK28D5QqPVDRyqfGrPlb2T7goDbAz8p/RwaokGwoBRQVfIP0EB4uCrhY+c+Xr3FCVgWPidEHXJwd4GHlv6NitRoZAGAwAMbe5P/vWD8vDRw8rPvnIyIiov8nRi4AiJ8NyC0XAiqXDZmSnd3GUPQ+Xbt2RWxsLGbNmoXOnTsjJCQEAHDw4EGMGjUKWVlZAO6dOm8ppgz/NRQVoWzIaAtUYxkxMTFQaE0Zmlc5R44cEXT8hQsXsGTJEvTq1cvotUO++eYbEyqznGnfHcWs+afKfayi6c63JWwZhupVXZCaUYga3f4x6fonDqxDDX9Xk9qKJeZqNur1XSG43fuvdsGHL79tgYrMq/2za7HneFq5j1m6D9QMcMXV03GC24nt9/9iMOaDPYLbrflrKjq3+N4CFZlPSakObi3/Qknpgzcbj3r+gcr3gaH92mHhrPcFtxPbmA924/f/YgW1cdKqELd3OTyqaCxUlXnsPZ6Kds+uK/cxMfrAV7PewrhB8wW3E5Neb0DoUysQG59jfCOFAi0b+uLAovLfY4mIiMg6iZELAOJnA3LLhQDpsiH5xccWNmXKFHh6eiIhIQERERFo0KAB6tSpg1atWiEsLAxt27YFIE4oStajTp062LRpE+rUKX9NTjloGiF8nURz8fXUmjzlWkwhtdzRrVWAoDYqlQIvDKxnoYrMKzJcuj7QVMJrCzG0x2PwcCt/NG1F6tVyR6fm1SxUkfk4OqjQoK6XZNeXSx94eUiY4DYjegdbfSAKAI1DvY0e/GgJcugDSqUCLw0WvnGCKf2GiIiI5MUWcgG6F0PR+wQFBWHPnj3o3bs3tFot4uPj4evri/nz52PVqlW4cOHWRjEMRe2LWq2Gp6cn1Gr5Dq5uFuEr3bXr+0Ah5SdxAea82RxuLsZPnf3o5SYI8LP+wBcAmteXtg/IgbOTGt9Mbmn08WqVAt9PbSWb/t1cwuehmYT9T4hm9X0xtn+I0ccH+Dnjg5eaWLAi83F1dkBEsImLplaSVqNC/brSXFuocYNC8XiYt9HHd2xWDcN6PWbBioiIiMga2EIuQPdiKFqOiIgIrFu3Drm5ucjJycGBAwcwduxYZGZmIiUlBWq1GuHh4VKXSSJKTEzEpEmTkJiYKHUpJqvu74IOTU1fa6MyRvWRzzdpjep5Y9333Y0aLfjOmIaY9kJjyxdlJk92DBIU+JqLUqnA8F7Bol/XVKOfqou577Z65Ig6jaMS/3zeCV1bymcNwZES/S0G13BDy4Z+klzbFD++1wYj+zy6z1av6oLNP/W0+qVB7mbMz2UJQ3s8BkcHE3Yxk4CrswPWz+thVDDaPtIfK7/uIpufjYiIiExnC7kA3YuhqABnzpwBAISGhkKjeXCa3IoVK7BixYo7a4Fu2LDhnv+Wkw4+fih5cggm1614Olhm7wHY2rqTiFVJJy8vD3v27EFenpXvnP0I44eKP73Pz0uLAV1riX7dymgX6Y/jS/th4ogIuJcTjvZqWx3rf+iOz15vJpsRgsCtD/qj+9YV/bp92tdAUDX5hEYA8OrwcOz9sw+G9KgNtere59hJq8LY/iE48vdTGNittkQVmqZVIz80qif+FPqXBodBqZTP34qDgxJ/fdIBS2Z3RLvHH9xps6q3E94b1xhH/3kKEXXkMfrxtjH9QuDoIP7tnxTvP5VR1dsJu35/Al++1Rx1gqo88HhEsAd+mNoKm3/uKYulE4iIiKjybCUXMJY95EIc8yvA7VC0oqnzgwcPvue/x48fDwAYPXo0/vjjD4vWRmSMfp1rooa/CxJS80W75stDwmQ5gqZ2dTd8805LfPJaJPYcT8PTU3YgM6cEVb21WD+vh9TlmeyVYWH4cdl56HQG0a454ekI0a5lTq0bV0XrxlWRcr0A9Qf8i5vZJfB21yB23WB4yjQEUSgUmDgiwqTNpEzl6uyA5/qJH8ZXlkKhwLBewRjWKxjRlzPR7tm1t/qAhwbXNg+V5esaAPh6OWHEE8GCN5OqjBYNfGWzhMbdXJ0d8OYzDfD6yPo4eDodT766GTdzSuDrqcGZqAGy+lKMiIiIiB7EkaICPCoUNRgM5f7DQJSshaODCj+/30a069Wr5Y53xjQU7XqW4OLsgJ5tq8NZe+s7JLVK3i+bobU9MPlZ8Z6TEU8Eo0tLYZtXWZtqvs5w0tx6/rUalWwD0dtG962L9pHiLaXxxaTm8PYQfydJcwoP9vz/PuCokm0gettnE5vBx1Oc50StVuDnD9rIOkBUKhVo3bgqnP73PuDooJL1z0NEREREt8j7073IboeiDRvKO+Qh+9arXQ3Bo7ZSMwqQmJaP1IwCo9soFMDvM9rd+RBJ1uPDl5sgPNhDUBtT+oC/jxO+m9JKYHVkaUqlAr993A5OWmHBnil9oGvLAIwbVE9oiWRhft5OmDetteB2pvSB98c1QaN6xm9aREREREQkFqYVAuzfv1/qEkgivr6+mDhxInx95bF78qN8M7klTly4gZMXbhp1fLPhqwVf47OJzdCq0YNr8ZH0NI4qLP28E9o9uw5ZuSVGtRHaBzSOKvz9WUd4uct7VKWtCq5RBfM/bIeRU3fCYORKCkL7QFA1F/wxoz1H1Fmpwd1rY/zQMMxbet7oNkL7QPfWgXh3bPmza4iIiIjkxtZyAeJIUSKjeHt7Y8SIEfD2to3RLlVcHbHpx56ob6ENQj54sQkmy3zavK2rX9cLG3/sAY9yNpKqLI2jCiu+7IxOzeU9bd7WPf1EMH5+vw0skVnW8HfB1l96IbCqi/lPTmYz991WFlvvtWOzaoj6qgscJNjUiYiIiMgSbC0XIIaiREbJycnB1q1bkZOTI3UpZuP3v511u7cONNs5NY4qzH23Faa/8rjZzkmW06KhH3b9/gTq1nxwZ2VT+fs4YeOPPdCnQ5DZzkmW88KgUCyd0xlVXB3Mds6mET7Y+2cf1K3pbrZzkmUolQrM/6gdpr3QCEql+dLxkX2CsWFed7g4m69fEREREUnNFnMBe8dQlMgIycnJmDp1KpKTk6Uuxay83DXY+GMP/PJBG7i5VO7Da4sGvjixrB9eHR5upupIDA1DvHByWX+8MSqi0iMGR/Wpg3MrB6Jjs2rmKY5EMbh7bZyLGoiebapX6jyODkrMmtAUBxY+iaBqrmaqjixNqVRg5mtNse/PPqhXq3JBtp+XFiu/6YKFszpCq+EKTURERGRbbDUXsGe8YyWycwqFAi8MCkWvtjUwd8k5LFgZgxtZxUa3b9HAF+OHhmHEE8FQyXxndnvl7KTGV2+3xIgn6uDbReewdNMVlJTqjWqrVCrQt2MQJjwdzunyMlbd3wXr53XHqh3x+OGf89h60PgbPVdnBzzzZB1MeDoc9Wp7WK5IsqiWjfxwYlk//PZfDOYtPY/oy1lGt61e1QUvDq6Hl4eEwdtDnF3tiYiIiIgqi6EoEQG4FYrMfqM5po9/HCu3xWP3sVQcO5+BUxdv3hOQ+Xlp0TTCB5HhPniqU01EhvtIWDWZU2S4D/6a1QFfvtUcSzfF4dCZdByLvoELcVn3bMYTXMMNkeE+aBbhi6E9a6OGP0cF2gKFQoF+nWuhX+dauBiXheVb4nAs+gaORWcgITX/znEqlQL163giMtwHrRv5YUiP2nBzMf/atCQ+J60arwwLx/ihYdh9LBUb9ibiWHQGjp7LuGdTNmetGk3CvBEZ5o0uLQLQu10NqNX8UoyIiIiI5IWhKBHdQ6tRY3jvYAzvHQwA0On0yC8sQ2mZHk4aNZy0Ku4mbeN8vZzw6vDwO0shlJTqUFBYBgNuhSEaR5W0BZLF1avtgffGNbnz34VFZSgs1kGlVMBZq+bmOTZOoVCgQ9Nq6ND01lIYBoMBBYVlKCrRwdFBCRcnB7OuQUpEREREJAWGokRG0Gg0qFevHjQajdSliE6lUqKKK0eB2TNHBxUcHRiE2jMnrRpOWt4y2CuFQgEXZwdunERERER2zZ5zAVvFTzhERqhduzYWLlwodRlEREREREREJAHmAraH89+IiIiIiIiIiIjIrjAUJTLCxYsX0aZNG1y8eFHqUoiIiIiIiIhIZMwFbA9DUSIjGAwGlJaWwnD3FtxEREREREREZBeYC9gerilqazQaqJf9KXUVxuMCxURERERERERE5iG3XAiQLBtiKGpjFAoFoNVKXQYREREREREREYmMuZDxOH2eiIiIiIiIiIiI7ApHihIZoVatWliyZAkCAwOlLoWIiIiIiIiIRMZcwPYwFCUyglarRXBwsNRlEBEREREREZEEmAvYHk6fJzJCSkoKZs6ciZSUFKlLISIiIiIiIiKRMRewPQxFiYyQnZ2N1atXIzs7W+pSiIiIiIiIiEhkzAVsD0NRIiIiIiIiIiIisisMRYmIiIiIiIiIiMiuMBQlIiIiIiIiIiIiu8JQlMgISqUSTZo0gVLJPxkiIiIiIiIie8NcwPbwmSQygl6vx4kTJ6DX66UuhYiIiIiIiIhExlzA9jAUJSIiIiIiIiIiIrvCUJSIiIiIiIiIiIjsCkNRIiIiIiIiIiIisisMRYmM4Obmhp49e8LNzU3qUoiIiIiIiIhIZMwFbI9a6gKI5CAwMBAff/yx1GUQERERERERkQSYC9gejhQlMkJxcTESEhJQXFwsdSlEREREREREJDLmAraHoSiREeLi4jBw4EDExcVJXQoRERERERERiYy5gO1hKEpERERERERERER2hWuK2hiDwQDIaSi3RgOFQiF1FUREREREREREsie7XAiQLBtiKGpriotRNmS01FUYTb3sT0CrlboMIiIiIiIiIiL5k1kuBEiXDXH6PBEREREREREREdkVjhQlMkJoaCgOHz4sdRlEREREREREJAHmAraHI0WJiIiIiIiIiIjIrjAUJTJCfHw8xowZg/j4eKlLISIiIiIiIiKRMRewPZw+T2SEwsJCnD17FoWFhVKXQiLJySvB8fM3cCw6A3FJucjMKb7z/6O2XkVkuDeCqrlKskMeiSPlegGORWfg+PkbyMotAQBk5Zbg0/mnEBnujchwH3h7cKM4W6XXG3A5IQfHojNwKuYmMnP+vw/M/fscmkb4oFGIN5ydeCtlq0pKdTh3KRPHom8g+krmnfeB7NwS/LEqBpFhPgh7zANqNccYEBER2QPmAraHd/JERP9TWqrHqh3x+HHZeWw/nFLuMbkFZRj45jYAQK0AV4wbFIqx/UPg5+0kZqlkIdm5JfhrTSx+Wn4B0ZezHng8v7AMU787eue/m9X3wfihYRja4zE4afmWagvik3Px8/KLWLDyItJvFj3weH5hGSZ8dhAAoFIp0Kd9DYwfGoauLQOhVPJLEltw5Ox1zFt6Hks3XUFhke6Bx/MKy/Dc+3sAAK7ODhj5RDBeHhqGhiFeYpdKRERERJXAT3BEZPcMBgOWbryCSV8eRnJ6gdHtribnYep3R/HhvON4cXAoPp3YFK7ODhaslCylpFSHWb+ewpw/zqCgqMzodkfOZuC5s3vw5pxD+PiVSIwfGsZgTKau3yzE658fwpINl2EwGNdGpzNg1Y5rWLXjGkJquuOHaa3QtWWgZQslizkdcxMvzdiHA6fSjW6TV1CKn5ZfwE/LL6BLiwD8+F5r1K3pbsEqiYiIiMhcON+HiOxa+o1CDHpzO4a/s1NQIHq30jI9vl8SjYYDV2LnkfJHmJL1OnnhBpo/vRrTfzohKBC9W2ZOCV779AC6vLABVxJzzFwhWdqKzXGI6B+Fv9cbH4jeLyY+G93GbcRLM/YhN7/EvAWSRZWW6jHj5xNoOmyVoED0ftsOJaPR4JX4dtFZ6PUmdiQiIiIiEg1DUSIjVKtWDdOnT0e1atWkLoXM6EJcFiKHrULUtqtmOV9cUi46P78ePy+/YJbzkeWt2hGPFiNW49TFm2Y5384jKYgcugoHTqWZ5XxkWQaDAe/NPYrBb23H9cwHp8qb4uflF9B61FqkXDftSxYSV0FhGfpO2IIPfjiO0jJ9pc9XWKTD658fwtNTdqCk9MGp90RERCRfzAVsD0NRIiO4u7ujV69ecHfnlDhbERufjY5j1iMxLd+s5zUYgJdm7MOPS8+b9bxkfqt2xGPgm9tQUlr5IORuWbkl6DZuIw5WYsQZiWPqd0fxya+nzH7es5cy0XHMeqTf4CL81qyouAxPvrYZG/clmv3cSzfGYfjknSgzQ9BKRERE1oG5gO1hKEpkhMzMTCxfvhyZmZlSl0JmkJtfgh4vbUKaBQOLV2btx8a95v+gTeZx6uINDH17B3Q6y0xxzS8sQ+9XNiHJzKE7mc/8fy/iswWnLXb+mPhs9J2whaGYFXvx430VbqpnDlHbrmLy14ctdn4iIiISF3MB28NQlMgIaWlpmDNnDtLSOCXWFkz+6gjiknIFtTmypC8StgzDkSV9jTreYABemL4X2blcW9DalJbq8ez7u1FcYvzUVqHPP3BrndFxH++FwdRFKsliribl4o05hwS1MaUPHDpzHV/8eUZoeSSCVTvi8deaS4LamNIHvll0DnuOpQotj4iIiKwQcwHbw1CUiOzK9kPJ+MmENT/9fZxRvaoL/H2cjW6TmJaPSV8IC17I8j5dcAonLwhbQ9SU5x8A1u9JxF+rhQUvZFkGgwHPf7QXeQWlgtqZ2gc+nHcc0Zc5msCa3Mwuxosf7xPczpQ+YDAAz32wGwWFpm3iRkRERESWw1D0ITIyMvDWW28hODgYWq0WNWrUwKRJk1BYWIiRI0dCoVBg/vz5UpdpEbsy0uG4Zhk+j614XUTP9VHoun+HiFWRmAwGA3YcTsaQt7aj3pMrENT9HzQZshIfzTsu6ynBH847Lur1fvsvBnGJwkalWoviEh0Wr7uELs+vR3DvZajdcynajl6Ln5dfEBwoWYucvBLM+UPckXsf/XgcOp08p1DfyCrCF3+cQbPhq1Cr51LU7bMcfV7djDU7r8n2Z9p7PA3bDiWLdr2SUj1mzTf/uqViiY3PxqQvDqHBgCgEdf8HYU+twJgPduPouetSl2ayn5adt+jyKfe7nJCLRevk+eWIwWDAnmOpGDFlJ0L73roXaDRoJaZ9dxTXUvKkLo+IiIgsyB5yIbXUBVir06dPo3v37khLS4OLiwvCw8ORlJSEr776ClevXsW1a9cAAI0aNZK4UiLzO38lC0Pe2o6zl+4d3ZSQmo+TF25i5q8n8eKgUHwzuSUcHOTz3crpmJvYe0LcqQ4GA/Dzigv47PVmol63slbtiMcLH+19YEfuq8l52HciDW9/dRhfTGqOcYNCJarQNIvWXhI90L2anIeN+xLxRPsgUa9bGQaDATN+PolZ8089sMzApWs5WLc7ATUDXPH3Zx3RunFViao0zTwJNkFbvjkOX73VAn7eTqJf21T5BaUY8+EeLNsU98BjF+Ky8ft/sWjbpCqWzumEAD8XCSo0jU6nN2m2QGX98M95vDCwHhQKhejXNtXlhBwMeWs7jp+/cc//T0jNx+mYm/jst9N47qm6+GFaa2gcVRJVSURERGQ6+aQZIsrIyECfPn2QlpaGyZMnIzU1FcePH0daWhpmzJiBqKgonDx5EkqlEvXr15e6XBKBs7MzWrRoAWdnYdMm5ejcpUy0eWbNA4Ho3XQ6A+YtPY+hk7fLarTYzxJ8EAaA+VEXUVJq/PqVUvtnw2X0f33rA4Ho3XLzS/Hix/vwhcijLitLijAEAH5cJs11TWEwGDBx9kF8OO/4Q9ddjU/OQ+fn12PnEcttVGNu6TcK8e/Wq6Jft6RUj99XxYh+XVMVFJah24sbyw1E77b3RBpaP7MWyenymT2wYW8iElLFr/d0zE0cPJ0u+nVNdelaDlqPWvNAIHo3vd6ABStj0G/iVpSWyudegIiIyFT2lAvYC4ai5ZgwYQISEhLw5ptvYvbs2XB1db3z2LRp0xAaGoqysjKEhITAyUk+oz7IdEFBQZg7dy6CguQz0ssUpaV6PPnaFmTmGLc50Mpt8RbdvdncxJwye7cbWcU4EyuPNQUvxmVh9Hu7YezeQG9/dVg2oVj6jULJnoedR1Jk8wXC4nWXMffvaKOOLS7Ro//rW3Ezu9jCVZnH3hNpKJVoN3hL7nJubm/MOYgDp4wL8OKT8zD0bflMmZLqfQAAth+SRx/Q6w14auIWpN+s+Iuxu23clyj60jRERERSsJdcwJ4wFL1PdHQ0li5dCj8/P8yYMeOBxxUKBSIjIwHcO3V+xYoVGDhwIGrWrAlnZ2eEhoZi2rRpyMuT93pLBTodMoqLy/3Hnuh0OuTl5UGnk89oP1Os2hEveFf27/+JlsUoyJy8Ely8mi3Z9Y+ey5Ds2kLMW3oeJQJH/Hy7+JyFqjGvY9HSPQf5hWWIic+R7PrGMhgM+PIvYaN/s3JL8IdMRkFK+Xd4LDoDBmO/bZBQRmYR/hS4OdjeE2k4clYea4xK2QeOSvgaJMTm/UmIvpwlqM1Py89zMykiIrJ59pIL3M+WcyGGovdZvHgx9Ho9Ro4cWeGQaI1GA+DeUPSLL76ASqXCrFmzsGHDBrz00kuYN28eevToAb1eHqODyjMrNhoBm1eV+0++zn5ufmNjY9G5c2fExsZKXYpFmbLWXmpGIVZui7dANeZ18kLFUwDFIGUgZ6z8glL8sVp4H1+98xoSUq3/C6CHTQMVgxz6wKHT13Hywk3B7X5cdgF6vfUHfsfPS/cc3MgqlsXGNL//F/PQZRMqIsVarULp9QackPC9QA6vAYBpz2VmTgn+2XjFAtUQERFZD3vJBe5ny7mQwiCHYQsiatmyJQ4dOoQ1a9agT58+5R7To0cPbN68GevWrUPv3r0BANevX4evr+89xy1atAijRo3Crl270L59e8G1NG3aFKmpqYLaOCmViG7cSvC17rcrIx3dDuzEc0G1MSSg/KHh/Q/vRXNPL2xt3cnk64SfPIBCCULjQYMGCTo+PT0dS5YswfDhw+Hn52dUmxUrVphSmqSSPafBoHAU3M6l6AA8CjZaoCLzKXQIx023oeU+dmRJX/j7PHxdGH8fJ6hVSpTp9EjNqHjX4tSMAjQbvvqB/68tOQ/vvH+EFS2yElUArru/aFJbr9wlcCq17nUzs5x7IV/bstzHHtUHjH3+gYr7QJWCjXArOiCsaJHlaVoh26WnSW39M2dDZSgwc0XmlV7lJZSqq5X7mBh9wDf7ZzjqpJu+bYwbrkNR5BguuJ1adx1Vs7+3QEXmo4cjUrymVfi4ufpARc8/DKUIzJwpqGYppHhMhl4pfPMs56Kj8CxYY4GKiIiILEOMXAAQPxuQWy4EVC4b8vf3x9GjR01qy93n7xMff2vEW61atcp9vLi4GIcOHQJw70jR+wNRAHem2SclJZlUS2pqquC2zioV0Niky5Ur2NkVXXzL31lYZYYdVJOTk1EgwdDz/HxhmywUFhbe+bexbU193qWjALyEB6LArRGG+db+87oHAm7lP+Tv44zqVY37AKhWKY0+9m5FRaXW3ydcXAB305rezCoAsqz85wsoArTlP2RsHzD1+QeAnJx85Fy38t+RbyFg4kbiqWk3gVJpR+M+krO+wjsfMfrA9YxMoMDK+0AtPWDCW0GZTmX9r3EqF8Cr4oct3wdk8DsCAA/TPh4UFOlQIIefj4iI6H/EyAUA8bMBueVCgHTZEEPR+9zu2EVF5S8uv2jRImRnZ8Pb2xuBgYEPPdfu3bsBAKGhoSbV4u/vL7iNk1JeKyIEBARIMlLUxUXYh5nb/cLJycnoto/qH9Yo2VAMg0IjuJ2rkxruVv7zFjpUQUWTglMzHj26TcgIofJotWp4W/nvqETlBlNXBfTycIKTi3X/fFnOGlR06/KoPiB0lGB53N1c4Opo3b+jPI0Gpq68W62qJ5SGClJnK5GuVqC0gsfE6AO+Pp5w1Fl3H7ihUcC47XXupVaWoaqVv8bp4YCHbXVkrj5Q8Xl0srg3SEEJ9BB+L+CsVcJTBj8fERHRbWLkAoD42YDcciGgctmQKdnZbQxF7+Pv74/c3FwcPXoUTZs2veexhIQEvPvuuwCAhg0bPvQ8SUlJ+OCDD9C9e3c0adLEpFpMGf5rKCpC2ZDRJl1PCjExMVBoxf8QfeTIEUHHX7hwAUuWLEGvXr2MDrm/+eYbEyqT1oA3tpq0PuiKP6ajR5sFFqjIfA6dTkfLkeVP6yt3muN9ErYMQ/WqLkjNKESNbsKnwb/w7CB8N+VLwe3EVFKqQ80eSx8Z+NxPq1EhZvc6eHtYdyD2xR9n8PZXh8t97FF9oLLPPwDM//FzDOpe26S2Yom+nImI/lGC20WG++DIkhgozPRNsaU8NWELVu+8Vu5jYvSBM8d3oaq3k0ltxfLLigt48eN9gtu9+mwnfD35XQtUZD4GgwE+7RfjZnb5mwJYug/UreWNmDOJgtuJbdTUnVi09rLgdgvnTcGArj9ZoCIiIiLLECMXAMTPBuSWCwHSZUPyi48trGvXrgCAWbNmISbm/3fTPXjwIDp37oysrCwA906dv19eXh6eeuopODg44Pfff7dovSSOOnXqYNOmTahTp47UpVjU+KFhgtvUCaqCbq2sf2RIwxAvqFTSBTaRYT6SXdtYjg4qjBsofGT7sJ6PWX0gCgCR4d4SX9/6+0B4sCc6NSt/zc2HGT80zOoDUUDa5yDQz9nqA1EAGNE7GFVcHQS3e3mI8PcPsSkUCjweJt3rgBzeBwDglaHC15QN9HNG347lrzVGRERkK+wlF7AnDEXvM2XKFHh6eiIhIQERERFo0KAB6tSpg1atWiEsLAxt27YFUHEoWlRUhKeeegpxcXHYvHkzAgICxCyfLEStVsPT0xNqtW0Pru7cPADN6z+4Pu7DTBnTEEql9YchTlo1IoI9Jbu+1IGcsV4cXA+eVYxfUFDjqMQbo+pbsCLzeVzCQMKziiNqBbpKdn0hpoxtCCH5Zq0AVwzr+ZjlCjIjKf8O5RCKA4CLswNeHyHsb3pQt1oIqWXigsQik/J5kEsfaNHQV/CXI5Ofawi1mh8riIjIttlLLmBPePdyn6CgIOzZswe9e/eGVqtFfHw8fH19MX/+fKxatQoXLtzaXbm8ULS0tBRDhgzB4cOHsWHDBoSHC/+mnaxTYmIiJk2ahMRE65/2VhlKpQKrvuuKOkFVjDr+rdENMHZAPQtXZT6921WX5Lo1A1wR9piHJNcWKsDPBau+7QYXp0e/0atVCiya1RENQx6yc4kVcXdzRJsm5S8Qbmm92taQxUhKAOjeujq+mdzSqGP9vLRYP68HnI3oL9ag3eP+RvVtS+jVVprXH1N88FJjDO1p3FIPLRr44vcZ7S1ckfn0lvB5kEsfUCgUWP5lZ0QEexh1/MtDQvHa07znJSIi22cvuYA9YShajoiICKxbtw65ubnIycnBgQMHMHbsWGRmZiIlJQVqtfqBwFOv12PUqFHYsmULVq9ejebNm0tUvXl08PFDyZNDMLluxdPhMnsPwNbWnUSsSjp5eXnYs2cP8vLypC7F4vx9nLH/rz4Y0KVWhSNA/by0+G5KS3z+ZjORq6ucFweFChoBZy4vDQ6FSiWfl9t2kf7Y/fsTDx01HB7sgQ0/9rD6NTLvN16iKb6mLE0hpQkjIrBkdkfUDKh4dGuXFgE4uKivbAJ/AKji6ohRfcSf7uTm4oARTwSLfl1TqVRKLP60I95/sXGFU+kdHZQY2z8E237tBVdn4dPtpdIu0t/osM+cOjT1R0Qd6WYrCOXtocXeP/tgWM/HKlx6xttDg8/faIYfprWWzZc+RERElWFPuQBgH7mQfD6lW4EzZ84AuLWbvEZz766cr776KpYuXYpJkybByckJBw8evPMPv0UgufH1csK/X3dB3IYheG9cY2gdVQAAJ40Kf3/WEdc2D8NrT0fI7kNQrUA39Gkv7ppnt4MDuXk83AeH/u6LI0v64uUhodA43nq7cNaqsGNBb5yNGoCuLa1/Ldn7DexWC35e4q5/2jDEC60b+4l6TXMY1isYl9cNxpq53TDiieA7fcDVSY3zqwZi66+9ULu6m8RVCveyBAH1M0/WgZuL8ctSWAOVSomPX4lE0tbh+PmDNhjQpRY0Drf6QBUXByRuGYb509vBRUaBKHBrFKQUX1LIYc3V+3lU0WDJ551wbdNQfPRyk3vuBf6c2R6JW4bh7ecayu5egIiIiOg2hqIC3A5Fy5s6v379egDAJ598glatWt3zz/z580Wtk8hcgqq5YsarkfD2uPUlgJe7BsN7B0Pzvw9GcjTztUg4iLju2eTnGsLXy/o3V6lI0whfzHuvDXz+t5GSZxUNOjarJtsPwRpHFWa+GinqNT9/o5lsf18qlRJ9OgRh0acd7/QBdzdHhNb2kLawSmgY4iXqaFEPN0dMfb7izRmtnauzA8YNCsW/X3eBj+etPuDm4iDr17Ux/UMQWlu8NVBbNPDFoG61RLueuQX4ueDDlx+/517gmb51odXIY9kMIiIiooowFBXgYaHo1atXYTAYyv3no48+ErlSIqpIwxAvvP9iY1Gu1aCup2jXIuM9P7AeurcWZ5Tr8wNC0KONPNYRtCffvNMS/j7ihHrfvtMSAX4uolyLjKPVqPH7x+1F2SRQ46jC7zPay2oJFSIiIiJ7wTs0AW6Hog0bNpS4EhKbr68vJk6cCF9fYTuzk3WaMqYRWjQQ9lymZhQgMS0fqRkFRh2v1ajwx4z2cHSQ76haW6VQKPDrh23vjHoyhtDnHwAeq+6GLya1MKVEsjAvdw0WTG8naI1hU/pA/y41MepJ8dcwpUdr2cgP744Vdj9nSh/4bGJTWa27S0RERBVjLmB7OO9FgP3790tdAknE29sbI0aMkLoMMhMHByXWft8dHcasQ/TlLKPaNBu+2vjzq5X496sueDzcx8QKydKCqrli44890OWFDcjJK33k8UKefwAI8HPGll96wt1NXutI2pPe7Wrglw/a4oXpe406XmgfaB/pj0WzOsp26QR78PErkUi+XoDf/4s16nihfWDSM/UxcWSEKaURERGRFWIuYHs4UpTICDk5Odi6dStycnKkLoXMxMdTi12/PYGmEeYNLp21aqyZ2w2929Uw63nJ/JpG+GL7/N7w9TTvxkvBNdyw548n8Fj1KmY9L5nf8wPr4c+Z7SvcXdtUPdtUx4Z5PeDsxO+erZlSqcD8j9pZZOOl98Y1xpxJzRmKExER2RDmAraHoSiREZKTkzF16lQkJydLXQqZkY+nFnv/7IN3xzYyy9py7SP9cfrf/lxDUkYiw31w+t/+6Ne5plnON25QPRxf2o+BqIw807cuDi/uiwZ1PSt9Lq1Gha/eboG133djICoTSqUCP0xrjWVfdL6zkVRlBPo5Y/0P3THj1UgGokRERDaGuYDtYShKRHZN46jCrIlNcXDRk2j3eFWTzhHg54y577bCjgW9EVyDYZjc+Ps4I+rrLvj7s46oE2Ta89c41AubfuqBnz9oiyqunDIvN4+H++DoP09h+vjH4eVu/FqztykUwBPta+D0iv54Y1R9bqojQ4O718a5qAF49qm6cHQQ/vw5aVUYPzQMZ6MGoBdnChARERHJAocxEBEBaFbfF7v/6IMzMTfx47LzWLXzGpLTK95Mw1mrRtvHq+LFQaHo2zEIajVDEDlTKBQY3jsYQ3s+hm2HkvHjsvPYfjgF2bklFbbx8dSiZ5tAvDI0HC0a+nJUmMw5OqjwwUtN8PazDbBsUxzmR13E4bPXUVKqr7BNrQBXDOlRGy8ODuXoYBvg5+2E32e0x+zXm+G3/2KwcO0lnL+SBYOh/OOVSgUa1PXEs33rYvRTdeFZRXigTkRERETSYShKRHSXBiFemPdeG8x7rw1SMwpwLDoDcUl5KCrWwUGtgLeHFo+HeaNeLXeOBrNBSqUC3VoFolurQOj1BlxJzMWx6Ayk3ShESakeGkclqld1QWS4D2r4uzAItUFOWjVGP3Ur5Cop1SH6chZOXryBrJwSlOkMcNaqULemOx4P84a3h3nXoyXr4OfthCljG2HK2EbIzS/ByQs3EX0lC/mFpVAoFHB1UqN+XU80CvHmMglEREREMsY7OSIjaDQa1KtXDxoNR4HYE38fZzzRPkjqMkgiSqUCdYKqmDylnuTP0UGFxqHeaBzqLXUpJBE3F0e0i/RHu0h/qUshIiIiiTEXsD0MRYmMULt2bSxcuFDqMoiIiIiIiIhIAswFbA/nfhIREREREREREZFdYShKZISLFy+iTZs2uHjxotSlEBEREREREZHImAvYHoaiREYwGAwoLS2FoaItaImIiIiIiIjIZjEXsD1cU9TWaDRQL/tT6iqMxwWKiYiIiIiIiIjMQ265ECBZNsRQ1MYoFApAq5W6DCIiIiIiIiIiEhlzIeNx+jwRERERERERERHZFY4UJTJCrVq1sGTJEgQGBkpdChERERERERGJjLmA7WEoSmQErVaL4OBgqcsgIiIiIiIiIgkwF7A9nD5PZISUlBTMnDkTKSkpUpdCRERERERERCJjLmB7GIoSGSE7OxurV69Gdna21KUQERERERERkciYC9gehqJERERERERERERkVxiKEhERERERERERkV1hKEpERERERERERER2haEokRG8vLwwevRoeHl5SV0KEREREREREYmMuYDtYShKZASlUgkHBwcolfyTISIiIiIiIrI3zAVsD59JIiNkZGRg/vz5yMjIkLoUIiIiIiIiIhIZcwHbw1CUiIiIiIiIiIiI7ApDUSIiIiIiIiIiIrIrDEWJiIiIiIiIiIjIrjAUJTKCm5sbevbsCTc3N6lLISIiIiIiIiKRMRewPWqpCyCSg8DAQHz88cdSl0FEREREREREEmAuYHs4UpTICMXFxUhISEBxcbHUpRARERERERGRyJgL2B6GokRGiIuLw8CBAxEXFyd1KUREREREREQkMuYCtofT522MwWAA5PSthUYDhUIhdRVERERERERERLInu1wIkCwbYihqa4qLUTZktNRVGE297E9Aq5W6DCIiIiIiIiIi+ZNZLgRIlw1x+jwRERERERERERHZFYaiREREREREREREZFc4fZ7ICKGhoTh8+LDUZRARERERERGRBJgL2B6OFCUiIiIiIiIiIiK7wlCUyAjx8fEYM2YM4uPjpS5FVHq9AVcSc1BSqgMAlJTqkZkjs13sqFJKSnWIvpx5pw+UlulRWFQmcVUkpryCUpy6eAPFd/UBnU4vcVUkpvQbhTgenXGnD5Tp9Ld2NSW7YDAYcDUp9557gZvZvBcgIiL7Y6+5gC3j9HkiIxQWFuLs2bMoLCyUuhSLu5aShwVRMdh9PBUnLtxAdm7JnceuZxbBq+0iPFbdDZHhPujXqSYGdqsFjaNKworJ3I5FZ+CPVbE4eDodp2NuoqT0/wOw9JtFcGv1FyKCPdEswgcj+9RBh6b+UCgUElZM5qTT6bF+TyKWbb6Co+cycPFqNu7Ov9JvFsG99UI0DvVG60Z+GNs/BPVqe0hWL5lfXkEp/l5/Gev3JOBY9A0kpuXf83jajSL4dfwbkWHe6Nw8AM/1qwtfLyeJqiVLSE7Px2//xWDnkVQcP5+BzJx77wW82y1CrQBXRIb7oG/HIAzpURtaDT9WEBGRbbOnXMBe8O6FiAAAh06n49MFp7BmVwL0+oePALqSmIsriblYvjkOb8zR4vkB9TD5uYZwd3MUqVoyN4PBgGWb4vDVX2dx+Oz1hx6r0xlwOuYmTsfcxIKVMQh7zAMTR0Tg+QEhUKk4AUGuiorL8N3iaMxbdh7xyXkPPTa/sAz7TqRh34k0zPnjDLq0CMDbzzZAjzbVRaqWLCHlegE+XXAKf66ORU5e6UOPzcgswqb9Sdi0Pwnv/3AMQ3rUxtTnGyPsMQ9xiiWLOB6dgU8XnMLK7fHQ6R5+L3A1OQ9Xk/Pw79arePOLQxjTLwTvjGkIbw+tSNUSERERVQ4/vRLZucKiMkz64hBajVqDVTuuPTIQvV/6zSLMmn8K9QdEYePeRAtVSZaUlJaPPq9uxrDJOx4ZiJbn/JUsvDRjH9qOXosLcVnmL5As7tDpdDw+dBXe+ebIIwPR8mw7lIyeL2/C6Gm7uMSGDBkMBixaewkR/f/F3L+jHxmI3q+kVI9Fay+j8eCVmP3bKZSVcXkFuSku0WHad0fRfMRqrNhy9ZGB6P1uZBVjzh9nENE/Cqt2cEohERERyQNDUSI7dulaDpoM+Q9f/XUWlV0eLjEtH73Gb8Jrnx7geoMysmFPAiIGRGH9nsoH2gdPX0fjwf/hj1UxZqiMxGAwGDDr15No/cxanL+SVenz/bXmEiL6R+GICeE6SaOwqAxD3tqOUVN33TNF2hQlpXpM+eYo2j27Fuk3OK1MLq6l5KHZ8FWYNf+U4DD0fmk3CtFv4lY8/+EelJbyXoCIiIisG0NRIiNUq1YN06dPR7Vq1aQuxWwuxGWh7ei1uHg126zn/X5JNEZN3cVgVAaitl5F34lb7lk3trKKS3R47v09+H5JtNnOSZZhMBjwztdHMG3uMcEjxB8m5XoBOj+/AXuPp5rtnGQZBYVleOKVzVix5apZz3vw9HW0e3YdUq4XmPW8ZH5XEnPQ5pm1OBObadbzLlgZgyFvb2cwSkRENsUWcwF7x1CUyAju7u7o1asX3N3dpS7FLJLS8tFt3EakWWgkz5INV/DqrAMWOTeZx/ZDyRg2eQfKyiyzg/Rrnx7A4nWXLHJuMo/PFpzGnD/OWOTceQWleOLVzTgbe9Mi56fK0+sNGPL2duw4kmKR88fEZ6P7ixuRm2++L13IvNJvFKLrCxsf2EjLXP7bHo+xH+6BobJTUYiIiKyEreUCxFCUyCiZmZlYvnw5MjPNO5JCCgaDAc9/tFfQh6AjS/oiYcswHFnS1+g2Py2/gP+2XzWhQrK0zJxijJq2C6UC1v0zpQ+8NGM/riblmlIiWdjhM9fx3vfHBLUR2gdy8koxcuoulJTqTCmRLGzu3+ewbneCoDZC+8DZS5l4+6sjppRHFmYwGDD+k/2IE/Aabcr7wMK1l/D3+sumlEhERGR1bCkXoFsYihIZIS0tDXPmzEFaWprUpVTa7//FYuM+YetH+vs4o3pVF/j7OAtq99KM/biRVSSoDVnem3MOITld2LRWU/pAXkEpnv9oL0cJWZmi4jI898FuwVPmTekDpy7exKxfTwktkSzs0rUcvPvdUcHtTOkDPy+/gK0HkwRfiyxr+eY4/Lv1qqA2pt4LvPbpAaRmcCkFIiKSP1vKBegWtdQFWLOMjAx89tlnWLlyJZKSkuDr64shQ4Zg5syZeOGFF7B48WL8+uuveP7556UulcgoeQWlmPTFIdGul3ajEB/9eAJz320l2jXN7XJCDtbuuobMnBI4aVVoEuqNri0DoVQqpC7NJAdPpeOPVbGiXW/boWQs3xyHIT0eE+2a5mQwGLD/ZDr2n0xDfmEZ3Fwc0K1VIBqGeEldmsm+X3Ie0ZezRLveJ/NPYkz/EARVcxXtmuZUWqrH2t3XcCEuGyWlOvh6atGvc00E+LlIXZrJJn1xCIVF4o3gfeWTAzi/aqBsXzezc0sQte0qEtPyoVAANau5YkCXWnBxdpC6NJMUl+gw4bODol0vM6cEU787it8+bi/aNc3talIu1uy6hhtZxdBqVGgY4oUerQOhUnF8CRERkZwxFK3A6dOn0b17d6SlpcHFxQXh4eFISkrCV199hatXr+LatWsAgEaNGklcqWXsykhHtwM7MTO0ASbXDSv3GM/1UYj08MTW1p1Ero5M9ff6y8gy46Y6xvhzdSxmTYiEm4ujqNetrL3HU/HJr6fKHVUbXMMNrw0Px2tPR8juQ/4PS8XfAOmHf87LLhQ1GAxYuOYSvvzrLE7HPLguZpsmVTFlTEP06RAkQXWm0+n0mLf0vKjXLCsz4JcVFzDztaaiXreyiorLMPu30/h5xcUHNgyaOPsg+nephffHNUYDmQXkt8MdMcXEZ2PrwSR0b11d1OtWVlJaPj7++QQWrb2MgqKyex579dMDeLZvXbz/YhP4eGolqtA0/265arE1xSuyZMMVzHmzObw95PW7OnzmOmb8fALr9iTg/kkPNQNc8crQMLwxqj7UaoajRERke+whF+I7eDkyMjLQp08fpKWlYfLkyUhNTcXx48eRlpaGGTNmICoqCidPnoRSqUT9+vWlLpfIKAaDQfQwBABy80uxeJ281hNbvO4SOo1dX+EyA5cTcvH654cw5C157ax7/WYhlm2KE/26u4+lymrDHYPBgImzD2L0e7vLDUQBYN+JNDz52hbM+f20yNVVzqb9SYLWEDSXX/+9KKu1RXPyStBt3EZ89OOJcndQL9MZsHxzHFo/s0Z2U8N/XnHhgXBHDFK8/1RG9OVMtBixGr+suPhAIArcWjP3u7+j0WrUGtmtnTxvmfjPRVGxTtRZCuYQtfUq2j27Fmt3PxiIAkB8ch4mf30ET03cgqLiB/sIERERWT+GouWYMGECEhIS8Oabb2L27Nlwdf3/KX/Tpk1DaGgoysrKEBISAicnJwkrJbE4OzujRYsWcHYWto6WNbl0LQenLkoTTC2VIIgz1daDSRj93m6U6R6dGvy79SrGf7JPhKrMY/XOayiRKMRdvvmqJNc1xcxfTmLu38aNqJ389RH8tVo+H/SlCMUBIP1mEXYfS5Xk2kLp9QYMfms79p549FpReQVl6Ddxa4XhuTWSqg+s2ZWA/IJSSa4tVPqNQvR8eROSjFh7+dK1HPQavwm5+eLOwjBVcno+9hnRty1h6aYrklzXFPtOpGH4OzuMes9cvycRz72/R4SqiIhIaraQC9C9GIreJzo6GkuXLoWfnx9mzJjxwOMKhQKRkZEA7p06v2fPHnTr1g3VqlWDRqNB9erVMXToUJw/L6+REVS+oKAgzJ07F0FB8poqe7ej5zIku/bx8xmCN3WRytTvjkJnRCB62/yoGMRczbZgReYjZR84dl66awuRmVOMWfOFbQw09bujKCuTx4jho+euS3btY9Hy6APbDydj837jR3/mF5Zhxs8nLFiR+dzMLsaVRGlGNer1BpySSXj8wz/nkZCab/TxF+KyZTMKUsr3gdMxmbKZXfHe98cEfYn4z8YrOCGT9zkiIjKdLeQCdC+GovdZvHgx9Ho9Ro4cWWH6r9FoANwbimZmZqJ+/fr47rvvsHnzZsyePRvnzp1Dq1atkJgobKdva1Kg0yGjuLjcf+yJTqdDXl4edDr5TP+8n5SBRE5eKS4n5Eh2fWMdOXsdR84K/z39KMFURFNIGUwei86QxS70f6yKRVGxsL/zpPQCrN4p7hqNpsgvKMX5OOkC/GPRNyS7thCmTPNeuT0eyenGh2hSOS5xaCOHYLy0VI9f/r0guN28pedl8Ron5d9hcYkO5y5nSnZ9Y0VfzsTOIymC2/24THi/ISIiebGFXMAUtpwLcaOl+2zbtg0A0KlTxYvE3g457w5F+/bti759+95zXNOmTREaGop///0XEydOtEC1ljcrNhqzYsXfmMXaxMbG4plnnsFff/2F0NBQqcsxSUy8tKFk7LUc1K3pLmkNj7J8s2nTSpduisPXk1uauRrzi5WwD6RmFCKvoNTqN9xaZuL0zqWbrmBA11rmLcbM4pJyJR2xHRNv/SOqi4rLsGqH8IBbpzMgals8Xh0eboGqzEfK1wBA+vchY+w9kYrUDOGbEF2Iy8aZ2Ew0tPKNt2KvSft3GBOfjcah3pLW8Cim3wtcwS8ftjVzNUREZE1sIRcwhS3nQgxF7xMfHw8AqFWrVrmPFxcX49ChQwAevfO8j48PAECtNu3X3LRpU6SmCluDzUmpRHTjViZdrzzPBdXGkIDyh4b3P7y30ucPCQlBoV78qVSDBg0SdHx6ejoAYMOGDTh27JhRbfr37y+4LkvKcHsGcAgu97EjS/rC36fidVH8fZzu/Dthy7CHXic1owDNhq9+4P+PemYMnEqte0Rlpks/QNNEcLuU9BxUr279uypneb4HKBzKfcxcfaCi5x8AQkIbQGWw7tF0qe4TAJXwD+yr1m5D9SXPWKAi8ylRBQDuL5b72KOef6DyfeBcdIzV/53oFG7Qe75lUtupH8zCZ2/vNG9BZparbQU49yz3MTH6wG+/L8TKHwYLqFh8BY4RgOsQk9p27v4UtGXWvYb2DddhgGP5u8eKcS/w0suv4c0SYUuUiC3LuTegbSG4XU5eKQKr14QC9jV6iIhIzsTIBQDxswG55UJA5bIhf39/HD161KS2DEXvk59/6wN7UVFRuY8vWrQI2dnZ8Pb2RmBg4AOP63Q66PV6JCQkYOrUqQgICMDQoUNNqiU1NRVJScJ2tXVWqYDGJl2uXMHOrujiW7Xcx1QKRaXPn5ycjAIJhp7ffp6NVVhYeOffxrYV+txZXK1CoPw8DP4+zqhe1eWRp1CrlEYdV56bNzOAHCv7ndwvIAfQmNBOX2Z9z3d5PPRABX+2YvSB1JQkQGfdoSiciwGV8GbFRfnW3we0KqCCwdrGPv+A6X2grLTE+n9HKlfA07SmudmZyL1u5T+fdyZQQeYlRh8oyM9FQbKV/46q+AGujz6sPDeupwEFVv7zBeUDFQzYF+N9IDPzBjKzrPx3VC0b0JrQzqBHclICAOtfRoGIiG4RIxcAxM8G5JYLAdJlQwxF7+Pv74/c3FwcPXoUTZs2veexhIQEvPvuuwCAhg0bltu+Q4cO2Lfv1m7UderUwfbt2++MGDWlFqGclPJaJjYgIECSkaIuLsJu5m+/4Dk5ORndtrzQXEo3HQ2oaEJgasbDd9j193GCWqVEmU7/yGmFFZ3Lx9MFGjfr+p3cL09TCFMmFjoYbsLPyp7v8qSgGPoKUl9z9YEKz2PQI8DfGwp4GFuuJG4os1CEAMHtXBzy4GHlfaBMWQUV7Tn9qOcfqHwfcFSVwdfKf0cGKJCqz4NeKTwV83IpgZOjdf98+Y4aZFXwmBh9wNVZDXcr7wOlSj3SAcBgAITc5Bv08PdSQuVp3T9fplaJip5pMe4FvDyc4eRi3b+jfE1RhX8nD6PW30DVQOHvH0REJB0xcgFA/GxAbrkQULlsyJTs7DaGovfp2rUrYmNjMWvWLHTu3BkhISEAgIMHD2LUqFHIysoCUPHU+QULFiArKwtxcXGYM2cOunXrhr1795q0O5kpw38NRUUoGzJacDupxMTEQKE15ev4yjly5Iig4y9cuIAlS5agV69eRq8d8s0335hQmeV8tuAU3v22/D5V0XTn2xK2DEP1qi5IzShEjW7/mHT9i6e2wcvdlGGY4snILEL1bv+guETYN1TffzwY4wa9b6GqzKf3+E3YsLf8jd8s3Qfq1/XGmah4we3EtnFvInqN3yS43eENcxAePN8CFZmPXm+AR5uFyM0vfeCxRz3/QOX7wNgR3THvvemC24lt2ndHMWu+sOm9/j5OiD+2EY4OJgwzFtHJCzfQZMh/5T4mRh/45dv3MLz374Lbia39s2ux53hFXyGUr3/X2oj62vo32pn79zlM+OxguY+JcS9w6sAaVPc3bZSpWHLyShDYdQnyCsoEtft8Sh+8MWqKhaoiIiJLECMXAMTPBuSWCwHSZUPyi48tbMqUKfD09ERCQgIiIiLQoEED1KlTB61atUJYWBjatr21gHpFoWi9evXQokULDBs2DNu2bUNOTg4+//xzMX8EsoA6depg06ZNqFOnjtSlmCwy3LQRy+ZQO9DN6gNRAPDx1GJYz8cEtXF3c8TTvctfq9XaSNkHpLy2EN1bByK4hpugNp2aVUN4sIlzrkWkVCrweJh0G5zIpQ+MG1QPKpWwaUDjBoZafSAKABHBntA4SlenXPrAK8OEb5g1fmj563RaGymfAz8vLQKrPnzdWmtQxdURzzxZV1AbJ60Ko/sKa0NERPJjC7kA3Yuh6H2CgoKwZ88e9O7dG1qtFvHx8fD19cX8+fOxatUqXLhwaxTAozZZAgAPDw/UqVMHly5dsnTZZGFqtRqenp4mb5plDZpG+MBBLc2ffOvGfpJc1xRfvtUcITUrWHjxPkqlAos/7QBX5woWa7UybRqXvw6MGOTSB5RKBZbM7gRnrXF/635eWsyfLp/dhqXtA9JdW4iaAW74YWpro49v3dgPU8aWv6SOtXFwUKJ5fWlCMV9PLeoEVZHk2kIN6VEbI/sY/2XXxBER6NrSuqeE39a4njectNIE460bV4XCTOuOWdqsCU3RoK7xX3b9ObODLL78JSKiyrGFXIDuxVC0HBEREVi3bh1yc3ORk5ODAwcOYOzYscjMzERKSgrUajXCwx89iiA9PR0XL15EcLA8RpFRxRITEzFp0iQkJpY/9VgOPKtoMKhbLUmu/cLAepJc1xTeHlrsWNALTUIfPqLOWavGyq+74In2wpfGkEq3VgEIqib+tEUXJ7XgEbhSalbfF1t+6Qlvj4d/wK0d6IZdvz+Bx6rLI+gBgDH9QyS5bpsmVRH2mIck1zbFi4ND8fMHbR45YrRrywCs/6EHnIwM0a3B8wOkeT0eOyAESqU8AjGFQoHfprfH8wMe/ffy1ugG+Opt4TuVS8XZSY0REs1ukNO9gLubI7b92gstG/o+9DiNoxL/fN4Jg7vXFqkyIiKSki3kAnQvhqICnDlzBgAQGhoKjebeD8sjR47ERx99hP/++w87d+7Er7/+io4dO0KtVuONN96QotxK6eDjh5Inh2By3Yqng2X2HoCtrTuJWJV08vLysGfPHuTl5UldSqW8PET86X3hwR5oH2n6wsdSCPBzwaHFffHvV13QpcW9myaolAp8OrEp4jYMQd9ONSWq0DQqlRIvDjJ+7RtzGdmnDqq4VrDdsZVq3bgqLq8bgrnvtnogzGte3xd/zGiPcysHILS2R7ntrVVwjSro2aa66Nd9eYj4/a6yxg0KxeV1gzH1+Ubw9bx3faOnOgVh8889semnnnB3k1ffHtKjtugj2hQKSPLaUxkODkr8+lE7HP67L57rVxdazf+PrlQobvXp0yv6Y86k5rIJe2+T4l6gdqAberSWx2ja23y9nLD3zz5Y9W3XB2pXKhX4+JXHEbdhKIbK6Es/IiKqHFvJBYxlD7kQQ1EBboei5U2db9myJdavX4/nnnsOvXr1wpw5c9CuXTucPHmS602Q1Wj7eFW0aiTuNObJzzaUzXS5uzk4KDGgay1s/bUXcg8+A3/vW6FIVW8tpoxtBD9vJ4krNM0LA+vBQ8QQx0GtxOsjI0S7njm5uzni1eHhOLdyAKr53Hq+q/k44dDffTH6qbqyGh14t8nPNRD1erUD3TComzxHUdUMcMMnE5oiZftw+P+vDwT4OuG/b7uhW6tA2YVhAKDVqEX/mxza4zHUChS2Vq+1aFbfF7993B7Z+0fB3/v/XwfmvdcGDUK8JK7ONI+H+6BbK3F3SX9rdH2oVPL72KFSKdG3U01s/Kkn8u66F/D31uL9F5ugmq/1r5FKREREFZPf3YmEHhaKvvrqqzh8+DAyMzNRWFiImJgY/Pzzz6hZU14jyci2KRQK/PZxO9E22ujZpjqe6Sv/LwVcnR3ufJiTY8B7N18vJ3w3paVo1/vwpSayG015P4VCcSf8kmMIdr9OzQNEncYq5muOpahUSqj+99zL/TUAAN4Z0xANRQr0fDy1+PYd8V5zLMXRQXVnOQVb6AM/v98WLk7ifLHTPtIfL0kwOtXcXGzoXoCIiIhuYSgqwO1QtGFDeWyoQFSe0NoemPlqpKA2qRkFSEzLR2pGgdFtqrg64JcP2/CDgxUa2acOnuwgbC1UU/pAZLgP3hnD10tr9MWk5oLXlzWlD7w6PBwdm1UTWh5ZmKODCn/MaAe1Wtjrsyl9YN601rIdWW/Lald3w5w3mwtqY8rz76xV47eP29nEF0pERERke+Q5908i+/fvl7oEkoivry8mTpwIX9+HL7gvF28+Ux+nYm5g0drLRh3fbPhqQed3dFBixZddUMPf1ZTyyMIUCgX+/KQ9Ojy3DmdiM41qI7QP1PB3QdTXXaBW87s3a1TF1RGrvu2GjmPXIzu3xKg2QvtAlxYBmPNmM1PKIxE0CfPBgo/aYfR7u41uI7QPvDu2ETegsWIvDQnFyYs38MuKi0YdL/T5V6kU+OfzTgiuIZ/N6IiIiB7G1nIB4khRIqN4e3tjxIgR8PZ++I7kcqFU3tpZ92kL7ECr1agQ9XUXdGslrw0V7I1nFQ22/tILjeqZfwptUDUXbPu1F4KqMRS3Zo1DvbH5p57wrGL+NWa7tAjAf992hVbD716t2TN96+LXD9vCEgP63362AT6ZIGxWAolLoVBg3rTWGNs/xOzndlAr8c/sTniyo7BZCURERNbM1nIBYihKZJScnBxs3boVOTk5UpdiNg4OSiyc1QEfv/I4HMw0mq9uzSrYMb83nmjPD0Fy4OfthJ0LemN4L/PtnNutVQD2//Uk6tZ0N9s5yXKaN/DF/oVPommEj9nO+drT4Vj7fTe4OjuY7ZxkOc8PrIe133c324Yxrs4O+PmDNvj8zeZcPkUGVColfv2oLea82dxsa//WCnDF1l96YhBHCRMRkY2xxVzA3jEUJTJCcnIypk6diuTkZKlLMSulUoH3X2yCo/88hSahpn/bpVDcmpJ/cll/tBR5d3uqHI8qGvw9uxOivu6CqpVY98/NxQG/fNAGm37qicCqwtaqJGmF1vbAgYVPYtaEpnB0MP22ILiGG3b91hvfTWnFEaIy07tdDZyNGoBnnqzcxnidm1fDmX/7Y9ygUDNVRmJQKBR469kGOLGsH1o0qNx0wPFDw3AmagDaN+VawkREZHtsNRewZ/zUQkRoGOKFI0v6YuO+RMxbeh4b9ibCYHh0Oy93Dcb2D8GLg0O5ZpjM9e9SC91bBWLJhiv4YWk0Tl64aVS7OkFVMH5oGJ59qi48q2gsXCVZilqtxLvPN8LovnUwPyoGP6+4gOR04zZTaR/pj/FDw9C/S004Osh7l3l75uWuwZ+fdMCk0Q3w49LzWLj2EvILyx7ZTq1WYGDXWhg/JAztIv05OlTGwh7zwP6FT2LrwSTMW3oea3YlQK9/9M2Au5sjnnuqLl4aHIp6tT0sXygRERGRmTAUJSIAt6bQPdE+CE+0D0J8ci72nUjHsfMZOHH+Bm7mFKO0TA+towq1A93QNMIHkeE+aNukKpy0fBmxFS7ODnh+YD2MHRCC0zE3cejMdRyLzsCZ2EzkFZRCrzfAxckB4cEeiAz3QbMIHzSr78tdhW1IgJ8LPnipCd4d2wj7T6XhWHQGjkXfwMWr2SgqLoNKpUQVFwc0DvVGZLg3WjeqipBaXCrBljQM8cKP77fB7DeaYc/xVByLvoGj5zKQmJaP4lIdHB2U8PXUIjLcB5FhPmgX6V+pUeZkXZRKBbq3ro7urasjKS0fe0+k4ei5DBw/n4Eb2bfuBTQOKtQKdEVkmA+aRty6F3DhchlEREQkQ0wziOgBNQPcUDPADU8/Yf6NmMj6KRQKNKrnjUb1uIC4vXJwUKJD02rowCmwdquKq+OdL8rIPgVWdcHQno9haE/zrTtNREREZE24piiRETQaDerVqweNhtODiYiIiIiIiOwNcwHbw5GiREaoXbs2Fi5cKHUZRERERERERCQB5gK2hyNFiYiIiIiIiIiIyK4wFCUywsWLF9GmTRtcvHhR6lKIiIiIiIiISGTMBWwPQ1EiIxgMBpSWlsJgMEhdChERERERERGJjLmA7eGaorZGo4F62Z9SV2E8LlBMRERERERERGQecsuFAMmyIYaiNkahUABardRlEBERERERERGRyJgLGY/T54mIiIiIiIiIiMiucKQokRFq1aqFJUuWIDAwUOpSiIiIiIiIiEhkzAVsD0NRIiNotVoEBwdLXQYRERERERERSYC5gO3h9HkiI6SkpGDmzJlISUmRuhQiIiIiIiIiEhlzAdvDUJTICNnZ2Vi9ejWys7OlLoWIiIiIiIiIRMZcwPYwFCUiIiIiIiIiIiK7wlCUiIiIiIiIiIiI7ApDUSIiIiIiIiIiIrIrDEWJjKBUKtGkSRMolfyTISIiIiIiIrI3zAVsD59JIiPo9XqcOHECer1e6lKIiIiIiIiISGTMBWwPQ1EiIiIiIiIiIiKyKwxFiYiIiIiIiIiIyK4wFCUiIiIiIiIiIiK7wlCUyAhubm7o2bMn3NzcpC6FiIiIiIiIiETGXMD2qKUugEgOAgMD8fHHH0tdBhERERERERFJgLmA7eFIUSIjFBcXIyEhAcXFxVKXQkREREREREQiYy5gexiKEhkhLi4OAwcORFxcnNSlEBEREREREZHImAvYHk6ftzEGgwGQ07cWGg0UCoXUVRARERERERERyZ7sciFAsmyIoaitKS5G2ZDRUldhNPWyPwGtVuoyiIiIiIiIiIjkT2a5ECBdNsTp80RERERERERERGRXGIoSERERERERERGRXeH0eSIjhIaG4vDhw1KXQUREREREREQSYC5gezhSlIiIiIiIiIiIiOwKQ1EiI8THx2PMmDGIj4+XuhQiIiIiIiIiEhlzAdvD6fNERigsLMTZs2dRWFgodSkkgvyCUuw+lopj5zNw9FwG4pLykHbj1nN/PbMIb3x+EJHhPmj3eFXUDHCTuFqyhLQbhdh9LBVHz13H8fM37jz/aTcK0Xv8JkSG+6BphA/aR/rDs4pG4mrJEi7GZWHfyXQci87AqZibd/pA+s1CDHlrO5r+rw+0fbwqHB1UEldL5qbXG3D4zHUcPnsdx6IzEH0l664+UISxH+5BZJg3WjT0w+Nh3lAoFBJXTOZWWFR2614gOgPHom/gcmLOPfcCEz87gMjwW68Bj1WvInG1REQkBuYCtoehKBHR/1yIy8JPyy7gj9WxyM4tKfeYklI9vll0DgCgUAA921TH+KFh6NW2OlQqDr6XM4PBgF1HUzFv6Xms3H4VZWWGB44p0xmwYW8iNuxNBAA4aVV4ulcwXh4ahshwH7FLJjMrLtEhautVzFt6HntPpJV7TGmZAcs3x2H55jgAQFVvJ7wwsB7GDaqHGv6uYpZLFnAzuxh/rIrBj8su4NK1nHKPKS3T47eVMfht5a3/jgj2wPihYRjZpw6quDqKWC1ZwqVrOfhp2Xn8vioWN7OLyz2mpFSP7/6OvvPfXVsGYPzQMDzZIQhqNe8FiIiI5IKhKBHZvbyCUrzz9RHMW3peUDuDAXcCsiah3vhzZns0CPGyUJVkSVeTcjH2wz3YfjhFULvCIh0WrIzBgpUxGNKjNn6Y2ho+nloLVUmWtPtoCsZ8uAeXE3IFtUu7UYiZv5zEZ7+dwrTnG2PqC404clSGDAYDFkTF4M0vDiE3v1RQ23OXs/DKrAP4YN5x/DC1NYb0qM2RozJUWFSG974/hq8XnoXhwe/EHmrrwWRsPZiM+nU88cfM9vySjIiISCb4VSYR2bU9x1LRcOBKwYHo/U5cuIHIYavwyS8nodcL/DRFkvp1xQU0GLhScCB6v2Wb4hDe71+s2sE1huSkuESHiZ8dQMex6wUHoncrKzNg+k8n0Pzp1Tgbe9OMFZKlJafno+fLm/DC9L2CA9G73cgqxrDJOzB40nbcyCoyY4VkaYfPXEfjwf/hq7+EB6J3O3spEy1GrMb73x+DTqc3X4FERERkEQxFiYxQrVo1TJ8+HdWqVZO6FDKjqK1X0XXcBsQlmR6E3K20TI/3vj+GZ9/bjbIyfhiydgaDAVO+OYJxH+9DXoHpQcjdrmcWod/Erfjhn+hHH0ySyy8oxZOvbcZ3f0dXKgi526mLN9Fm9FrsPZ5qnhOSRV1OyEGbZ9Zi8/4ks53z361X0f65dUhOzzfbOclyNuxJQIcx6xATn22W8+l0Bsz85SSGTd6BklKdWc5JRETWgbmA7WEoSmQEd3d39OrVC+7u7lKXQmaydtc1DJ28HSWl5g8vF669hOc/2ssRo1bugx+OY/Zvpy1y7ldnHcCvKy5Y5NxkHsUlOvR/Yyu2HEg2+7lz8krRa/xmHDl73eznJvNJSM1D5+fX42pyntnPHX05C13HbURGJkeMWrNtB5PR7/WtKCo2f3i5YstVjHx3F0eMEhHZEOYCtoehKJERMjMzsXz5cmRmZkpdCplBXGIuhk3eUe5GOuby5+pYfLf4nMXOT5UTtfUqZv5y0qLXeGnmfhw6nW7Ra5DppnxzxCKB6G15BaV4auJWZOaUv1ELSausTI9Bb27HtRTLjeY8fyULI9/dCYO5hiGTWSWl5WPgpG0W+XL0tuWb4/DZAst8+UZEROJjLmB7GIoSGSEtLQ1z5sxBWlr5uxGTfOj1Boz5cA/yC8sEtTuypC8StgzDkSV9jW4zde5RxJppOh6ZT0ZmEV6euU9QG1Oef73egGff342iYmF9jSxvz7FUfCvwSwtT+kDK9QK8Pvug0PJIBF/+dQaHBY7kNaUPbNqfhN9WxggtjyzMYDBg3Md7kZ1bIqidKX1g+k8ncCaG6wwTEdkC5gK2h6EoET2UTqdH+o1CxCfnIjdf2IcHazQ/6iJ2HhG+oY6/jzOqV3WBv4+z0W0Ki3R4/qO9sh8lVFKqQ3J6PhJT820i4HtjzkGk3xQ2pdWU5x8ALsRlW3xEqhjyC0qRkJqH1IwC2a+XW1Kqw5gP9wheQ9TUPvDXmkvYtC9R2MWsUFZOMeKTc5GRWST717TY+Gx88MNxwe1M7QNvzDmElOsFgq9nTfR6A67fvHUvkJMn/3uBv9dfxvo9wv8uTekDpWV6PPfBHtn/3ZSU6pByvQAJqXkoLJL/vQARERHAULRCGRkZeOuttxAcHAytVosaNWpg0qRJKCwsxMiRI6FQKDB//nypy7SYXRnpcFyzDJ/HVrwjt+f6KHTdv0PEqkhMyen5+PinE6jZYymqdvobtXouQ5VWC9Hl+fX4d0scSi043cxS9HoD5vxxRtRr7j6WisNn5Lmu4OmYm3hpxj54tV2EwK7/oEb3f+DeeiFGvrsT+0+myfIDXkJqHv5ef0XUa37/z3nkm2kjJzHp9QZs2peIpyZsQZXWCxHUfSmqdV4C/85/4+0vD+NyQo7UJZpk5bZ4XLombu2f/y7P6bOFRWX4Y1UMmj+9Cp5tF6FWz2Xw7bAY9fquwNcLz8p2aYBvF5+z6JTp++Xml+Ln5fJcYzj9RiE+nX8KtXsthV/HW/cC7q0Xov2za/HPhsuy3EjIYDDg89/FvRc4Fp2B7YeEfyFrDaIvZ+K1Tw/At8NiBHRZgqDuS1Gl9V8YNnk7dh1NkeW9ABERGcceciGGouU4ffo06tevjy+//BJpaWkIDw9HSUkJvvrqK4wcORIXL14EADRq1EjiSoksY/nmODzWexk+nHccSen3jm7ZfjgFgyZtR8uRq2U38mXrwSTRwxAAmLe04jcRa6TXG/DO14fRaNBK/Lz8wj1LDZSU6rF43WW0eWYtnpm2S3YfiH9ZcVH0DbCyc0uwZIO4QWxl5eSVoNf4Tej58ias3nntnt/ZjaxifPHnGdTts1yW6+b+uEz8v8fth1Nw/kqW6NetjItxWag/IArPvb8HR85m3PNYbHwO3pxzCI/1WoZdR+UV9OQVlOKvNZdEv+6vURdl92Ximp3XULvXMkz97ugDa6/uOZ6G4e/sROTQVUhINf9GVZa0/2Q6TkswnV2K157KMBgMmP7jcUT0j8L3S6KRk/f/X+6VlRmwdGMcOo5ZjyFvbefIUSIiki2GovfJyMhAnz59kJaWhsmTJyM1NRXHjx9HWloaZsyYgaioKJw8eRJKpRL169eXulwSibOzM1q0aAFnZ2FT5uTo3y1xGPr2dhSXPPzD2/HzN9D5+fW4mS2fkULzo6RZ123ppjhZTTd8+6vDRo2iWbT2Mka+u0v0kNFUBoMBCyRa229+1EVJrmuKouIyPPHKZmzen/TQ4wwGYOLsg/h20VmRKqu82Phs7DqaKsm15bSu5NWkXHQYsx5XEnMfelxWbgl6vLQR+0/KZ12t5ZvjkJsv/sjt5PQCbNibIPp1TbVhTwL6v7EVBY8Iu85eykSH59Yj7UahSJVVnlSvx//tiMf1m/L5PX007wQ++vHEI49bseUqBr+1XfZLqxARGcOecgF7wVD0PhMmTEBCQgLefPNNzJ49G66urncemzZtGkJDQ1FWVoaQkBA4OTlJWCmJKSgoCHPnzkVQUJDUpVhUdm4JRr+32+i19i7EZeOdrw9btigz2ifRB/fiEh2On78hybWF2nkkBV/9ZXzItXxzHBatFX/UlSniknIlG9187HyGbNZj/eLPM9h7wvi/lTfmHJJkBLYp9p9Ml+7ap+QTHL44Y5/RIVdxiR5PT9kJnU4egcg+AX3b3Pafkq7/CVFQWIaRU3dBpzPuZiAuKRdvfC6fDcWkeh3Q6QyCN/eSypGz1/Hxz48ORG9btzsBv/4rny//iIhMZS+5gD1hKHqX6OhoLF26FH5+fpgxY8YDjysUCkRGRgJ4+NT5Xr16QaFQ4KOPPrJUqaIp0OmQUVxc7j/2RKfTIS8vDzqdvKYKC/XXmljBu7IvXn8ZWTJYVy41owDJ6dJN9z8WnfHog6yAKVP95bI8wLFo6YLpsjIDzsRmSnZ9Y5WV6fHTMmFrHxoMkM16icfOS/d3ePLCTVkEhzFXsx85Svh+8cl5Jm1aIwUp+4Bc3geWbroieBbIii1XZTFaNCevBDHx2ZJdX8r3ISFMvRfg+qJEZOvsJRe4ny3nQgxF77J48WLo9XqMHDmywuHQGo0GQMWh6LJly3Dy5ElLlSi6WbHRCNi8qtx/8nXyGPVkDrGxsejcuTNiY2OlLsWiflkh/Fv+wiIdFq27bIFqzOvURfHXD7vbyYvW/0Eo/UYhVm67KrjdoTPXcUoGP5/UNZ68YP2/o/V7Eh5YR9gYv/0XI4v1EqV8HSgoKkOsDEbUmjra6+cV1h+Ml5XpcfaSdF9OnJT4fchYpnzJUVqmxx+rrH+JCKm/nJLDvUBOXgn+2Sh8HeyzlzJxQCajoYmITGUvucD9bDkXUktdgDXZtm0bAKBTp04VHpOYeGskRHmhaE5ODl5//XV88cUXGDlyZKXradq0KVJTha195qRUIrpxq0pf+7bngmpjSED5Q8P7H95b6fOHhISgUC/+B+lBgwYJOj49/dZN3oYNG3Ds2DGj2vTv319wXVIyAEj2/ABQqAS3nfLhN/js7fXmL8qMChwjANch5T52ZElf+Ps8fF0Yfx+nO/9O2DKswuNSMwrQbPjqB/7/iqh12PFX5V8XLKlEVR1l7i+Y1LZTr6fhXGLdm+5kOfcGtC3KfexRfcDY5x+ouA+8NeUDTH99v4CKxZerbQM4dxfc7mZ2MYIeC4fKYN0brqRVeRlQ+5f7mBh9oH3HHnDUCRuFKbYbrsMBx1DB7TbuOInq1cdYoCLz0UODMq+pFT5urj5Q0fOfcTMP1atXF1CxNJI9pgBK4UtEfTz7F8z9YJUFKjKfIoe6gFv578Vi3Aus37gD1Zc/a3zBEihV+aHI/RWT2j4xYCxcSk6atyAiIgsSIxcAxM8G5JYLAZXLhvz9/XH06FGT2jIUvUt8fDwAoFatWuU+XlxcjEOHDgEoPxSdNm0aQkJCMGLECLOEoqmpqUhKEvbhyVmlAhpX+tJ3BDu7ootv1XIfUykUlT5/cnIyCiQYep6fn//og+5SWFh459/GthX63ElPAXgJD0QBID+/CPnJVv7zugcCruU/5O/jjOpVXYw6jVqlNPrYuxUVFVt/n3B2BtxNa5qZmYPMLCv/+QIKAG35DxnbB0x9/gEgJzsXORlW/jvyzQdMXDc+Ne06UGrlI+GcdRXe+YjRB65n3AAKrLwP1CoDHIU30+lk8L6ndAa8Kn7Y8n1Aaf2/IwDwMG0iWUFBCQqs/edz8wHcyn9IjHuB4uJS6+8DWpXJ9wJZ2bnIumnlPx8R0V3EyAUA8e+R5JYLAdJlQwxF73K7UxcVFZX7+KJFi5CdnQ1vb28EBgbe89jRo0fx66+/Cvq24FH8/csfzfIwTkp5rYgQEBAgyUhRFxdhN7K3+4aTk5PRbe/vI3KQos+HXin8Jt/NGahi5T9voYMbKoprUjMePV3Y38cJapUSZTo9UjMqXjetonNptWp4W/nvqFTpjHTg1iKRAt/cvN0doXWx7p8v20mDisYxPqoPGPv8P+xc7lWc4aqx7t9RvkaFLFMaGgyo5ucOJax7A8J0tQEV7TsuRh/w9fGAo866+8BNRx1MWRnSQVkEPyt/jTNAjeSHPG6uPlDReRQoRYCV/44AINVQAB00gtu5OBngYeU/X5G6CiqawC7GvYDGUQkfK/8dlSldkAaYdC/gVcURTk7W/fMREd1NjFwAED8bkFsuBFQuGzIlO7uNoehd/P39kZubi6NHj6Jp06b3PJaQkIB3330XANCwYcN7HtPpdHjppZfw6quvIiIiwmz1mDL811BUhLIho81Wg6XFxMRAoa1g6JYFHTlyRNDxFy5cwJIlS9CrVy+Ehho3rfCbb74xoTJpvTprP374R/ji+nvXfYOGIQ8ZfmMFzl3KRP0BUeU+Vt4Ut/slbBmG6lVdkJpRiBrd/hF8/TdefhqzJn4luJ2YDAYDGg1aKXjNNT8vLa4d3Q6No2kjjcXy07LzeHlm+dPXH9UHKvv8A8A/f36Lnm2te+ps+o1CVO/2D0rLhN2QPNmxJlbPFb4GndhGTNmJv9eXvwaypfuAQgFcjt4PNxcThmGKaO2ua3jytS2C233ydj+8/dwHFqjIvIK6/4OE1PJHdli6DzQOC8DxZda/IdU7Xx/G57+fEdxu6/JZaNlovgUqMp/45FzU6rms3MfEuBd48dmn8O2UzwS3E1vrUWsErw9axdUB1w6uh4uzg4WqIiIyPzFyAUD8bEBuuRAgXTYkv/jYgrp27QoAmDVrFmJi/n+x+IMHD6Jz587IysoC8ODU+e+//x6pqak2sds8la9OnTrYtGkT6tSpI3UpFvXykDDBbdo2qWr1gSgAhNZ2h7NWuu+BIsO9Jbu2sRQKBcYPFd4HxvavZ/WBKABEhvtIfH3r7wN+3k4Y3L224HYvDxG+BqUUpHwOQmq6W30gCgC92lZHzYAK1hqpgMZRhef6hVioIvOS8nVADq8BAPDi4FChAwTRJNQbLRr6WqYgMwqq5gpvD+GjYM1F6vchY5nymv5s37oMRInI5tlLLmBPGIreZcqUKfD09ERCQgIiIiLQoEED1KlTB61atUJYWBjatm0L4N5QNCMjA++//z4++OADlJWVISsr6054WlRUhKysLOglmB5O5qVWq+Hp6Qm12rYHV0fU8cSzT9U1+ngHtRKfvBZpwYrMR6VSokmYdB9Im0bI44PQqD510KCup9HHV6/qggkjwi1Ykfk0DPGCg1qat70a/i7w9bLuqeW3vTeuMaq4Gv/BtkuLAPRoY90jYG9rKmkgJo/XAJVKidmvNxPUZsqYhvDxFP+bfVNI2QeaRlh/aAgAj1WvgleGGf+6rlQq8OnEplCYaU0xS1IoFBL3AXm8Dgzp8Ria1Te+Vj8vLSaNbmDBioiIrIO95AL2hKHoXYKCgrBnzx707t0bWq0W8fHx8PX1xfz587Fq1SpcuHABwL2haGJiInJzc/Hiiy/C09Pzzj8AMHv2bHh6euLKFeufUkgPl5iYiEmTJiEx0fqnvVXWzx+0Qb/ONR95nKODEos/64j2TauJUJV5DDFhBJw5NK/vi5oBFezsYGVcnB2w/oceCK396F0WAvycsWFe90fu1mstNI4qPNWp/F0TLU2qvmeKsMc8sOa7bkYFo60b++Hfr7pAqbT+MAQAWjeuigA/afrrkB7y6QNDez6Gb99padSx44eG4cOXm1i4IvMZ1K2WJNd1UCsle/0xxddvt8DwXo898ji1SoE/ZrSTzRcjAEwaDW8OEcEeCHvMQ5JrC6VxVGHt3O5oVO/RM4F8PbXYMK8HgqoJG2FORCRH9pQL2AuGoveJiIjAunXrkJubi5ycHBw4cABjx45FZmYmUlJSoFarER7+/9+e16lTBzt27HjgHwAYPXo0duzYIcsNdzr4+KHkySGYXLfiqbSZvQdga+tOIlYlnby8POzZswd5eRVt02I7HB1UWPFlZ3z9dgvUCarywONKpQJPdgjC7t+fkOyDhalG960ryRT6V4YJn5Iuper+Lti/8ElMeqY+PKs8ON3XxUmNFweH4uCiJ1G/rvUvnXA3IaOfzOllE5YlkFL7ptVwcFFfPN07uNzRtQF+zvjo5SbY+ksvuLtZ/5Tw29RqJV4cJP5U/6BqLujTvobo162MCSMisPHHHujUrPwvvhrV88IfM9rj+6mtZDFC8LZ6tT3QtWWA6Ncd2LWWbL5AAm79rSz6tCPmTWtd7pdkCsWtpRa2z++NUU8aP8PEGgzvFQwPCV63xg8Nk9Xfip+3E3b//gTeqWAkuFajwpj+ITi0uC8el8lIeCKiyrKnXACwj1yIY36NdObMrQXnQ0NDodH8/1pErq6u6NixY7ltatWqVeFjRNZMpVLi9VH1MWFEBLYdSsagSduQk1cKd1cHnFrRXzajHu/n7uaIZ56sg5+WXxDtmj6eWlmNELvNs4oGX7zVAjNejcSqHfF48eN9yMkvhYebI65uHCqrIOxuHZr6IyLYA+cuZ4l2zV5tqyO4xoNfMFi7sMc8sPizjvj67Rb4b0c83vryMHLzS+Hl7oirG4bCwUGe36u+MLAePvn1JEpKxVva5qXBYVCp5Pf76tGmOnq0qY7oy5nYciAJ7/9wHLn5pfDx1ODEsn6yCnju9urwcGw9+LB96M1Pbl+OAbe+BH15aBheGhKKnUdS0O/1rXfuBY4t7SfL1zUAcHZSY2z/EHz511nRrlnF1QEj+8hv/bkqro747PVmmD7+cazeeQ3Pf7jnzr3AlQ1D4FlFuvVZiYiIzEF+d+gSuR2K3r/JEpEtUyoV6NYqEG7/Wzjf1dlBtoHobR+/8jh8RVz77tvJLaHVyPf7JyetGsN6BcPN5VYfcHFSyzYQBW6tJzdvWmvRrqfVqPDNZOOmIVsrP28njBsUiir/6wNOGrVsA1EAqObrjA9fEm+6d71a7nh9ZIRo17OE8GBPTBxZ/04f0DioZBuIAkDfjkHo1Va86d4j+wSj7eP+ol3P3BQKBTo1D7jnXkCugeht741rjEARl9KY82ZzVHGV73unxlGFwd1r33MvwECUiIhsgXw/1YhMaChqMBi4Gz2RFfL1chItFOvXuSaG9370mmwkrvZNq2HC0+JMo//ktUiE1Hr0+qwkrsnPNRRlwxOlUoE/ZrSHkwTLdlDFFAoFfvmgrShf8Pj7OOHbd1pZ/DokjEcVDX75sK0o1+rWKgAvDKwnyrWIiIhIGIaiRrodijZs2FDiSkgKvr6+mDhxInx95bFzLD3coO618fyAEEFtUjMKkJiWj9SMAqOOrxXgip/ebyPr0VS2bNaEpmgS6m308UKffwDo2aY6Jo6Q9whBW6VWK7FwVody18ytiCl94KOXm6BlIz9TSiQLq+7vgvkftoWQl2ihfcDhf/3My50j6qxR73Y1BL9GC+0DAX7OWDC9He8FiIhsBHMB28OhC0bav3+/1CWQhLy9vTFixAipyyAz+vG9NsgtKMXSjXFGHd9s+Gqjz129qgu2/NILVb2dTC2PLMzF2QGbfuqBTmPXG7W+qJDnH7i1dum/X3WR5TqS9iK0tgc2/tgT3V/aiOzckkceL7QPvPlMfbw3rrGJ1ZEYBnWvjZ9z2uDFGftgMDz6eCF9QK1W4O/POqJrS/lttmlPvnq7BXLyS/D7f7FGHS+kD1T1dsKWn3uihj93ZScishXMBWwPP60RGSEnJwdbt25FTk6O1KWQmajVSiz+tKPZN7+oX8cTe/98AnWC5L3emj3w9XLCrt+fQLvHq5r1vAO71sKGeT3g7MTvHa1d8wa+2LmgN2r4u5jtnEqlAjNfjcQXk5pzdJgMvDAoFIs/7QhnMy5x4O7miP++6YpB3eW3yZ69USoVmP9RO7w1uoFZzxtS0x17/ngC4cGeZj0vERFJi7mA7WEoSmSE5ORkTJ06FcnJ4u5WS5alUinx/dTWWP9D90pvuKBSKTD1+UY4+s9Tst+Myp54e2ixY0FvfPV2C2g1qkqdy7OKIxbO6oDlX3bmGpIy0jjUG2ejBphlzb/Q2u7Y/1cfTBvXmIGojAzvHYzT//ZH+8jKb4bUu111nIsagCfaB5mhMhKDUqnAnEnNse3XXqgZULlRnQrFrVHiJ5f3Q92aXE+aiMjWMBewPQxFicju9WpXA2ejBmDq843g5yVsZ3q1WoHB3Wvj0OK++GRCU2gcKxeskfhUKiXeGFUfp5b3x3P96goOR6u4OmDC0+E4t3IgRvapwzBMhqq4OuKXD9ti26+90LON8F3Jawa4YvbrzXBiWT+0aMg1ROUouEYV7FjQGwumt0PDEC/B7Vs08MWS2R2x9vvuCKxqvpHHJJ7OLQJw5t/++PClJqjmK+yLUqVSgX6da2L/X0/iy7da8IsxIqL/Y+++w5sq/zaA30nTvReUsncHuyAb2Utkb0EQB4IKKogDRQFFcaIIiCDIkr33njLLhtLBKt2le6fNeP/gB69ACzlpck5Oen+ui+t9fyZPzrfN0+Sc+zyDSCb4jU1EhAc70X4zoSm+HNcYmw7cxdbD93D+Rgqiop+eGuHlbo+QIG+8GFIBr/WtDf9yvAC2BnWquWPJjHb4cVJzLN8WhYNn4hEaloLElPynnlulgjOaBvmie+uKGN6zJpydbCWomEytY3N/dGzuj5v3srB0SyT+vZSECzdSkZ1b9NjzlEoFAqu7IyTIB4O7VUf31pW4fqwVUCoVGNOvDl7rWxunLidjxfabOHc9BVci01Ck0T32XAd7GzSs44UX6vtiVO/aCAnykahqMiVXZzt8Nb4Jpr7ZCNuORGPTwWicD0tBZHTmU+vOerjaISTIB22blMeYfnW4digREZEMMRQlIvoPO1sbDO1RE0N71AQAZGSpEZ2QgwK1FrYqJbw97FGlggtHA1oxL3d7vD+yHt4fWQ8AEJ+ci6TUfBQW6WBvZ4OK5Zzg68VNtKxZrSpu+GZCUwCATqfHnbhsZGQXQqPRwclBhRqVXBmEWzGFQoFWjcqjVaMH6w2rC7W4FZOF3HwNFArAxckWNSu5wdaWQbi1srVVYkCX6hjQ5cG6sFk5hbgbn4P8Ag1sVUp4udujqj/PBYiIiOSOoSiRAezt7VG3bl3Y29tLXQqJzMPNHh5ufN/LMv9yzhwNXIYplQrUrMyN08oyezsbbphTxrm52Bm1rAIREVkX5gLWh6EokQGqV6+OFStWSF0GEREREREREUmAuYD14bwfIiIiIiIiIiIiKlMYihIZICIiAq1bt0ZERITUpRARERERERGRyJgLWB+GokQG0Ov1KCoqgv7JrUeJiIiIiIiIyOoxF7A+XFPU2tjbQ7VumdRVGI4LFBMRERERERERmYbcciFAsmyIoaiVUSgUgIOD1GUQEREREREREZHImAsZjtPniYiIiIiIiIiIqEzhSFEiA1SrVg2rV69GxYoVpS6FiIiIiIiIiETGXMD6MBQlMoCDgwNq1qwpdRlEREREREREJAHmAtaH0+eJDJCQkICvv/4aCQkJUpdCRERERERERCJjLmB9GIoSGSAzMxPbtm1DZmam1KUQERERERERkciYC1gfhqJERERERERERERUpjAUJSIiIiIiIiIiojKFoSgRERERERERERGVKQxFiQygVCrRuHFjKJX8kyEiIiIiIiIqa5gLWB++k0QG0Ol0uHjxInQ6ndSlEBEREREREZHImAtYH4aiREREREREREREVKYwFCUiIiIiIiIiIqIyhaEoERERERERERERlSkMRYkM4Orqiu7du8PV1VXqUoiIiIiIiIhIZMwFrI9K6gKI5KBixYqYMWOG1GUQERERERERkQSYC1gfjhQlMoBarUZMTAzUarXUpRARERERERGRyJgLWB+GokQGuHPnDgYMGIA7d+5IXQoRERERERERiYy5gPVhKEpERERERERERERlCtcUtTJ6vR6Q01Bue3soFAqpqyAiIiIiIiIikj3Z5UKAZNkQQ1Fro1ZDM3iU1FUYTLVuGeDgIHUZRERERERERETyJ7NcCJAuG+L0eSIiIiIiIiIiIipTOFKUyAABAQE4e/as1GUQERERERERkQSYC1gfjhQlIiIiIiIiIiKiMoWhKJEBoqOjMWbMGERHR0tdChERERERERGJjLmA9eH0eSID5Ofn49q1a8jPz5e6FNEUFekQdjsdF8NTkZ1XBADIySvCtsPRaBrsA/9yzhJXSOaWm1eESxFpuBqV9lgfOHw2Hk0CfeDuaidxhWRuKekFOB+WgsjoTGTnPugDufkanLt2Hw3qeMHezkbiCsmc9Ho97sbl4HxYCmKTch/1gbwCDW7czkCdqm6wseH9dWum0ehw43bGU+cCWw7dRUiQDyqVd5Zkp1gST16+BpcjU3ElMv2xPnDgdBxCgnzg6WYvcYVEROIpi7mAtWMoSkSPFBZpsflgNBauD8fJy8lQF2ofezwzpwh9Jh4AAPj5OKJvh6oYPyQQ9et4SVEumUF6lhrLtkbh721RuBqVDp1O/9jjmTlF6PjGbgBAnaruGNGrJt7oXxcVfJ2kKJfM4HZsFv5YF451++4gOj7nqcczsgvxwvBtUKkUaBrkg9f71cWwHjXg7GQrQbVkanq9HqevJGP+2hvYdTwWaZnqp56TnlWIoL4b4eJki/ZN/TBuSCC6tarIgNRKaDQ6bDtyDws3hOP4hUTkFzx9LtDv/YMAgHJeDujdvgrGDwlE40AfKcolM8jMLsSKHTexdEskLkemQat9+lygy1t7AAC1qrhhWI8aeGtAACr58YY5ERHJi0Kv1+uf/zSSC31BATSDR0ldhsFU65ZB4eAg+nHPnTsn6Pnh4eF49dVXsXz5cgQEBBjUplmzZsaUJgmtVoff/gnD7CVXkJQq/K5X2ybl8cuUFggJ4gWRXGVmF2Lq3FAs2RL51AXw86hUCgzpVgM/fPgCw1EZi4rOxIc/nMHO4zEQembg7mqHd4cG4vO3GsHBnvdb5erA6Th89PNZXApPE9y2ekVXfPl2Y7zauxZHDsqUTqfHgnU3MGvxZcQn5wlu36KBL36a3BytGpU3Q3Ukhpy8Ikybdx5/bohAbr5GUFsbGwX6d6qGnya/gMp+LmaqkIjItMTIBQDxswG55UKAdNkQb+kTlXHhdzLQZtQOfPjDGaMCUQA4fiEJzV/Zhs/nhj41upQs354TsajXfxPmrbkhOBAFAI1Gj1U7byG430as2nkTvNcmLzqdHnNWXEPDQZux45jwQBR4EKp/s+gymgzZirNX75u+SDKrrJxCjJ1xAl3e2mNUIAoAd+KyMfqLY3j5vf2IS8o1cYVkbrdistDxjV14d9YpowJRADh95T7ajNqByT+eQX6BsECNpHf4bDzq99+EX1ZcFxyIAoBWq8f6fXdQr/8m/LUpgucCREQkCwxFiQxQoUIFTJ8+HRUqVJC6FJPafuQeGg/egtNXSh9iaLV6fLPoMtqN3onUjAITVEfmptfr8eW8C+gxfi9iTRBipGcVYsSnR/HmVyeg1epMUCGZW16+Bi+/tw8f/HDGqED8STduZ6DlyO34c0O4CaojMdyNy0bI0K34c0OESV5v57EYNBi4GacvJ5vk9cj89p+KQ8OBm3E0NLHUr6XXAz8tv4aWI7cbfaOVxDd7yWV0fGM37hazZIpQWTlFeOOrExjx6VEUFfFcgIisi7XmAmUZQ1EiA7i7u6NHjx5wd3eXuhST2XLoLvp9cAAFatOO7Dx77T46vL6r2HXoyHLo9Xp8MuccZiy8aPLX/mtzJF6deuyp9UjJsuQXaNDr3X3YdTzWpK+r0+kxdsa/mL8mzKSvS6Z3Ny4bbUfvxM17WSZ93bRMNTq/tRunLieZ9HXJ9Pb+G4te7+4zamTgs1yOSEO70TsZjMrAzIUX8cmcUJO/7j+7bmHwR4eg0TAYJSLrYY25QFnHUJTIAOnp6Vi/fj3S09OlLsUkzlxJxpCPDj+1cL6pXI1Kx8vv7eOJsAX7fXUYvl961Wyv/8+uW/j4F2Fr9JB49Ho9Rn1+DIfPJZjtGO/MOoUth+6a7fWpdLJzC9H17T0mGSVenNx8DXqO34fbsaYNXMl0Lkekot8HB1BoptF8kdGZ6Dl+L5fVsWBLt0Ri2rwLZnv9LYei8d63p8z2+kREYrO2XIAYihIZJCkpCT/88AOSkuQ/6iW/QINRnx8TdBF0bnVvxOwfinOrexvc5uSlZPzwt/lCNzJexJ0MTBEYWBrTB35afhXHz5d+OiaZ3j+7bmH9vjuC2hjTB96a/i/up3GkmCX66OdziIoWFlgK7QMZ2YUYM+04R41boMIiLUZ9fkzQshnGfAZcuJGKmWaYkUCldzcuGxO+Oy2ojTF94I/14dhzwrQzEoiIpGJNuQA9wFCUqIyZNu8CIu5mCmrj5+OESuWd4ecjbGfxrxZcwLUo4zbtIPPQanV4bdpxwcsmGNMH9HrgtWnHkJtXJLRMMqPElDyjRu4Y0wfupxfgXY4SsjgHTsdh4Xrh674a0weOhiZi/tobgo9F5vXt4su4HCHs+9nYc4HvllxB6HVuwGZJ9Ho93vjqBHIEfj8b2wfenH4CmdmFgtoQERGJgaHoM6SkpGDy5MmoWbMmHBwcULlyZUyaNAn5+fkYMWIEFAoFFi9eLHWZZnE0JRl229fh+6iSL2Q8d21C55OHRayKSis+ORe/rLwm2vEKi3SYNt9807LMrUCtwfJtURj44UF0emMXer27D1/8fh73Ekq/EYFUthyKxikRN0C5FZONPzeaZgMXKdxPy8d3f11G7/f2o9Mbu9B34n7MWxOGrBz5Xtx999cVpGeJV/+6vXdkHYiE38nAhz+cRs/xe9H5zd0YNuUwNh24K9vlQfR6vehLW0ybd162u5Hr9XocOZeAMdOOoevY3ej29h68Nf0ETl9Olu3u2qkZBfhuyRXRjqfV6jF17nnRjmdq6kIt/tl5C4MnH0KnN3bhpXf24tNfz+FObLbUpRlt38k4HDwTL9rxYpNyMXf1ddGOZ2ppmWr8tOwq+kx4cC7QZ8J+zFlxDelZXD+fiKxbWciFVFIXYKmuXLmCrl27IikpCc7OzggKCkJcXBx+/vln3L17F/fu3QMANGzYUOJKiQy3aGOE2dYRLcnWw/cQm5iLSn7Ooh63NPR6PX5efg3f/nUZqRmPn/DuPBaDWYsvo1/Hqlg4rTW8PRwkqtI4UozYWrDuBia+EgylUiH6sY2Vl6/BxNmnsHz7zaeWmth6+B4+mXMO7wwNwtfvhkClks/9xdy8Ivy9LUr04y5YF46/pvuKftzSuBuXjTe+OlFscLBmz21ULOeEWROa4tXetSWoznhnr97HhRupoh4zPasQa/fexug+dUQ9bmkdOhOPd789hRu3M556bNHGCDQO8MYfX7TGC/Xl1beXboky+SaLz7PvZByiojNRu6p8NqbQ6/WYv/YGZvxxEclpBY89tut4LGYvuYJe7argzy9bCx45KTUpzgUWro/AJ2Mayuo7U12oxaQfz+CvzZFP/c1sO3IPn80NxdiBAZj9QTPY2dpIVCUREZWGfL6VRJSSkoJevXohKSkJU6ZMQWJiIi5cuICkpCTMnDkTmzZtwqVLl6BUKlGvXj2pyyURODk5oXnz5nByktdJ739pNDpJRuzpdHr8uVH4NE2p6PV6TPjuNCb/dPapQPQhnU6PjQfuotXIHbLaWTf8TgYOnTXfxjoliYrOwqGz4o1IKa3cvCJ0GbsbizdFlrj2bk6eBrOXXJHdzrqrd9+WZArjP7tuyWpETcSdDLQYsf2ZI6nikvMw6vNj+GGpeCPuTEGqqexym0K/+eBddHt7T7GB6EMXw1PRfsxOHBJxxF1p6XR6LFgnzXvxhxFLNkjp019D8e6sU08Fog/p9cD2o/fQcsR2xCaaZ8Myc7iXkIMdx2JEP25sUi52HLsn+nGNVaDWoMe4vZi35kaJNxHyC7SYs/I6+kw4gMIibihGVBZYQy5Aj2MoWowJEyYgJiYGH374IWbPng0XF5dHj02dOhUBAQHQaDSoU6cOHB0dJayUxFKlShXMnTsXVapUkboUo12JTEN8cp4kx94towX2F6y9gd9Xhxn03MjoTPT/4IBsplBKudGBnPrA618dx8lLhi0xsPlgND7/XT7TQqV6HwrUWhwNFT+QN0aBWoOe7+wz+IbHlF/OYfsReVzo6/V6yfrAuWspSM0oPlyyNNdvpmP4J0egMWBmRb5ai34fHJDNsipR0Zm4LdG0bzl9DyzbGoXZBi4xcDc+By9P2AetVh43yPadjJNs8zM59YF3Z53C4XOGfW/t+TcWH/5wxswVEZElsIZcgB7HUPQJYWFhWLt2LcqVK4eZM2c+9bhCoUBISAiAx6fOHzlyBAqF4ql/jRo1Eqt0s8jTapGiVhf7ryzRarXIycmBVivfu8Dnw1IkO/aVyDRZ3EHXanWYLXDU18lLybLZYf38Den6gJT9T4hbMVlYu0fYruy/r5bPGqPS9gFxp2wba93eO4JDI6GfG1KJTcrF/XTpgkm5fA7MWXlN0PTyrJwiyUZfCiXl32H4nQzBG/tIQa/X49u/Lgtqcyk8DXtPxpmpItOS8u9QLt8D8cm5gpeaWbQxAvfT5DN7iIiMYw25gDGsORdiKPqEVatWQafTYcSIESUOiba3twdQ/Hqi8+bNw6lTpx79W7FihVnrNbdZUWHw37e12H+5WnlummCMqKgodOzYEVFR4q/FZyqhEp4EFxbpcP1mumTHN9Su47G4lyB8Ctx8Xgw/14UbqZKNTBHij3XCp3fm5muwYsdNM1RjWqkZBYiOl240W+h1eQRixkzz/vdiEi5HWP7FvtShpBz6QEaWGqt23RLcbvGmSKgLLf8CKTRMuk3P9Hrgosjr2Rrj8NkERNzNFNxOLktESHk+eDVKHjfJjVmDv7BIhyVbIs1UERFZCmvIBYxhzbkQN1p6wsGDBwEAHTp0KPE5sbEPpn4UF4oGBQWhRYsW5ilOAq9VqY7B/sUPDe939oTI1VBpxCZJu95VbFIeGgdKWsJz7T9t3CiPfTIZHSJlH8jOLUJWTiE83Owlq8EQB84Y3wfeGRpk4mpMS/rPAMtfcy87txBnrhoXGu0/FY+Gdb1NXJFpxSZJs4TKQ3ESLeEixMnLycgvEB7apKQX4HJEmsVvuiT1exCXbPmfA8aeC+w/FQe9Xg+FwrI3FZSyDxQW6XA/rQAVy1v25pv7Txu3TvD+U/H4eAw34SUi62PNuRBD0SdER0cDAKpVq1bs42q1GmfOPFgzxtw7zzdt2hSJicKm5ToqlQhr1NJkNdR0ckEn3/LFPmZjgpO+OnXqIF8n/hpMAwcOFPT85OQH6wvu3r0b588btn5gv379BNdlTimurwK2NYt97Nzq3s/cOdXPx/HR/43ZP/SZx0lMyUOzYdue+u+jX3sDjkWGrdUplXTnvoB9Y+HtMvNRqVIl0xdkYtmeXwCK4j/2TdUHSnr/ASAwuAFs9JZ9QZzoPhGw8RLcbs/+o6hU6TUzVGQ6hTYVAfe3in3see8/UPo+cCMiyuL/TrQKV8BzslFtZ3zzPeZ8ftjEFZlWtkMrwKlbsY+J0Qf+XrYSWxcMFlCx+PLs6gEug4xq2/PlAXDQ3DZxRaaV6jIUsCv+DqUY5wLj3pmAyYXCpqaLLcPpJcDhBcHtCot0qFS5OhSw7BEziR4fA8ri32cxzgVCmrWASmfZs4eS3MYBKj/B7Y79exaVKr1phoqIyFzEyAUA8bMBueVCQOmyIT8/P4SGhhrVlqHoE3JzH1ywFxQUv+bWypUrkZmZCW9vb1SsWPGpx4cMGYKUlBT4+Pigd+/emD17Nry8hF9gA0BiYiLi4oTdrXaysQEaGXU4ScTHxyNPgvU4Hr7PhsrPz3/0fw1tK/S9M7tqeYBt8Q/5+TihkgF37VU2SoOeV5y01GQg28J+J0/yTweMGcioU1ve+10cdw1gU/zHvhh9IDE+FtBZ+EgxxzzAUfhndmF+luX3AQcl4F78Q4a+/4DxfUBbJIO/E6Uj4Glc0+yMFGSnWPjP550KlJB3iNEH8nKzkBdv4b8jV2/A5flPK05qchyQb+E/X+UcwK74h8T4HshIS0FGpoX/jvzSAAcj2uk1iI+LNnk5JudaWGIoKkYfSEqIAzSWHYrCIdeoq+SigmzL/54joseIkQsA4mcDcsuFAOmyIYaiT/Dz80N2djZCQ0PRtGnTxx6LiYnBp59+CgBo0KDBY4+5u7tj8uTJePHFF+Hi4oJTp07h22+/xZkzZ3Du3LlH65AKrUUoR6W8lon19/eXZKSos7OwE7mHH3iOjo4Gty0uNJdSul0RSoqjElOeHVT5+ThCZaOERqtDYsqzF5Ev6bV8Pe1h52ZZv5Mn5dmlwZjTdHttHHws7P0uTiJyoS3hSs9UfaDE19EXwb+CNxTGJk4iSVckIg/CRzO6qe7D1cL7gFbhhJLmHjzv/QdK3wfsbdQW/3eiB5CsSYZGVU5AIz2gUMDHORP29pb98+XZqUr8jBOjD7g6AW4W3ge0CjUS9VpAYSOonUKvhp+XHkpY9s+X4aBDSZdwYpwLeHvYwcHFsn9H+bbpSDOinZ0mFr4W3r8BIFmRjyJ4FPuY+c8FdPAv7wZFSXdnLESmIgk5KH521bO42NyHuwz6ABH9PzFyAUD8bEBuuRBQumzImOzsIYaiT+jcuTOioqIwa9YsdOzYEXXq1AEAnD59GiNHjkRGRgaAp6fON27cGI0b//+02/bt26NevXro3bs3Vq9ejdGjRwuuxZjhv/qCAmgGjxLcTiqRkZFQOBhzO750zp07J+j5Go0Go0ePhqurK1Qqw/5s5syZY0Rl5vP76jC89+2pYh8raYrTQzH7h6JSeWckpuSjcpc1go9tY6NAdMS/cHSw7I8cdaEWlbqsQYrA3Zk3LByPXi9+Z6aqTGfw5ENYv6/4ndXN3QdaNPTHqZX3BLcT26XwVDQevEVQG1uVElFnlqCct6N5ijKhCh3/KfZC9nnvP1D6PjDhzT74/sNvBLcT27M+K4ulUKB+bU9c3vCvxa8lePNeFmr3Wl/sY2L0gVWLZuHl9sWvR2VJhnx0COv2Fv9ZWZJxQxth3lTLnjoPAEu3RGLMtOPFPmbu7wEAiLpyAJ4Wvra0RqND9R7rBK+DvOzn0RjaY6aZqjKdMdOOYemW4jcIMXcfqFfbG1c33RXcTmxR0Zmo8/IGQW2USgWuHf0dVf1dzVQVEZmDGLkAIH42ILdcCJAuG5JffGxmn3zyCTw9PRETE4Pg4GDUr18ftWrVQsuWLREYGIg2bdoAMGw90V69esHFxUXwHxpZHpVKBU9PT0EffJYmJEi6DUCCanhYfCAKAPZ2Nnh3qLDdoOpWc0ePNpa9TuJDUvaBkCAfyY4tRKMAb3R8oYKgNiNfriWLQBSQ9n2QSx8Y2asWvD2EhTYfvlrP4gNRAKhZ2RXuriXMnRaBlJ9BQrw/IhhC3k5blRLvCPzukIqUf4c1KrlafCAKACqVEhNfCRbUpkoFZ/TvXM08BZkYvweer3ZVd/QWeANnYJdqDESJygBryAXocQxFn1ClShUcP34cPXv2hIODA6Kjo+Hr64vFixdj69atCA8PB2D4Jkty2IWSni82NhaTJk1CbGys1KUYrXGANzzdpLkY7tTcX5LjGmPqm40MPhH29XTAtt+6wMZGHh+lUr4PcuoDq2d3QK0qbgY9t3l9X/z2cQszV2Q6Ur0PNjYKtAsxflqLmNxd7bDtty5wMvBGzvghgRjVu7aZqzINhUIhOPQ3lYDq7vAvZ9k7Tj/UsmF5/PaJYZsTKBTA0pltEVTTspcGeSiohsejzXLEJqfvgQ9frYeh3WsY9FwPVzvsmNsVdrbCllyQirTnAtJ8/hhj6cx2CKrpYdBzGwV4YdGXbcxbEBFZBGvIBehx8riSF1lwcDB27tyJ7OxsZGVl4dSpU3j99deRnp6OhIQEqFQqBAUFPfd1tm3bhtzcXDRv3lyEqk3rRZ9yKHx5MKbULnnkQ3rP/jjQqoOIVUknJycHx48fR05OjtSlGM3BXoXX+taR5NhvDwqQ5LjGUKmU2PBTJ4wfEggbm5JvaDQJ9MaplS+jTrUSdq6xQE2DfdE0WPxRGv7lnPDyi5Y/Zfahct6O+HdZr+eGR4O7VceBRT3g7FTCDmYWaFTv2nCwF//CvV/Hqqjga9lryP1Xq0blcXRpT9SsXPKoHwd7G3w1rjF+/6ylrG5+jhsszYhGqY5rrHeHBeHvme3g8YyRtb6eDtj0Sye88lItESsrHZVKiTcH1JXk2OMGy+dcQKlUYOW3L+LDV+vBVlXy5VK9Wp44ueJl1K9j3KaqUgio7oH2zcQPJ7097DGoa3XRj2ssL3d7HP+713NnA/VuXwVH/noJbi7SjcInIvFYQy4gRFnIhRiKCnD16lUAQEBAwFMbJ40cORIzZszAtm3bcODAAcycORMjRoxAkyZNMGTIECnKJXqKFOFk5xb+qFvdQ/TjloatrRLzprZC9J4h+GpcYzQO8IaN8kHo4WhvgxPLeiF0TR/UrGzYaEJLIsUUz7EDA6B6xkWlJSrn7YiDi3vi4rq+eGtgXaj+F5CrVApMerUeonYMwtofOsJFRoEo8OAib3hP4ZtHlNb4IfIKxIAHNxEitw/C7vnd0Ldj1Ud9wFalxI+TXkDcgWH4clwTWQWiwINRYnWqinszx8lBJZvRtP81qk9txB0YhiUz2uLFpn6PbpTZ2yrxz3ftEbN/KPp2rCZtkUZ4a0DAM2/6mUPLhuXQOFAeU6cfsrFR4qfJzXFv3xB8/W4IQoJ8HjsXOPxXT1zZ2A+BNTykLdQI70jwmfx6vzpwsJfXdFMvd3vsmt8N1zb1xztDA///XMBGgQnDg3Bj6wBs/a2LpMuSEBFR6cjrKlViD0PR4qbOBwUFYf369RgxYgR69uyJpUuXYuzYsThy5Ajs7PhFSZahdlV3vPqyeCNaFArgy7cbP/+JFqpieWd8Oa4JLqzr+2i6oZe7PVo3Li+7IOShod1rIKC6eIFIOS8HWQZiDzUK8MbCaW1Q/n9rhpb3csSPk5sbPL3eEn0ypoGoo0XbN6sgyagkU1AqFejephI2z+n8qA+U83LApFH14eVu+WsjFkepVGD6eHE/lyePqi/b0MDJ8cEsiyNLXoLf//qAj6cDhvWsCXs7eUyXflIlP2eMHSjuTdLp45uIejxT8vNxwtS3GiF0TZ/HzgXaN6sg23OBvh2ronGAeGv8erja4f0R9UQ7nqkF1/LE75+1+v9zAW9H/PpJSwTI7KY/ERE9jaGoAM8KRT/99FNcvXoVWVlZKCwsxO3bt/Hjjz/C1ZULbpNlmfNxC9GmsU58JRhtmshjHcGywsFehb9ntoNSKc6F3ILPW8PHU/xdBKlktau6Y9aEpqIcy9lRhSXT28o2OLBWQ7rXQL9OVUU5VoM6Xpj6lmHrsJN4Zn/QDNX8XUQ51psD6qJLy4qiHIsMo1Ip8ffX7Z65NIAp/faJeOeeREREQjAUFeBhKNqgQQOJKyGx+fr6YuLEifD19ZW6lFLzdLPHoi9bC2qTmJKH2KRcJKbkGdymTlV3fPOeOMELCdO8QTlMea2+oDbG9IHhPWvKZjfesmbC8CDBGx8Z0wd+nPQCqlfizUFLo1AosODz1vAVeMNCaB+ws1Vi6Yy2stmApixxcbLFkhltBd0gM+YzoJq/C36c9IIxJZKZNajjJXg2jzF9oE+HKhjRSz7r7hIRPYs15QL0gLwWdpHYyZMnpS6BJOLt7Y1XXnlF6jJM5qV2VTD305Z479tTBj2/2bBtgl6/Yjkn7P2jG5wc+RFjqb5+NwR343KwZs9tg54vtA+0b1YBf03nTqyWysZGiU2/dMKLr+3E9VsZBrUR2gc+Gl0fY2W0yVpZU97bEXsWdEOHN3YhK6fIoDZC+oBSqcCa7zugSZC81pEsSzq84I9FX7bB618eN+j5Qj8DfD0dsGdBN25AY8E+e7MhbsdlY8nmSIOeL7QPNK/vi5XftudsASKyGtaWCxBHihIZJCsrCwcOHEBWVpbUpZjMu8OCMO+zliZ/3eoVXXF06UuoVpGjwyyZjY0SK2a9iJFmGL3RtVVF7JjbRXYbKpQ13h4OOLS4p1nWlfv09YaY/UEzXghbuCZBPji4qAe8PUy7PqqdrRIbfuqIfp2qmfR1yfTG9KsjeMSoISqWc8LRpS/JbqPFskahUODPaa3NcgOrXYgf9v7RXXYbEhIRPYs15gJlHUNRIgPEx8fjs88+Q3x8vNSlmNT4oUE4uKiHydYVG96zJs6t7i3LXdnLoodris2f2grOJhjVa6tSYsY7TbBjblc48yJIFsp5O+L43y9hwvAgk7yer6cD1v3YEbMmNmUgKhNNg31xYW1fdGnpb5LXa1DHC6dXvsxAVEZe61sHx5a+hNpVTfPd3a9TVZxf21eWu7KXRTY2Siz4vBWWzGgLN5fSf3fb2Cgw9c2G2Lewu2w3WCMiKom15gJlGUNRojKuY3N/XN3UH+8OC4KdrXEfCVX9XbB5Ties+q49vD24qY6cKJUKjBsSiGub+qNHm0pGv07LhuUQuqYPvhjbGLZG9iOShrOTLX79pCWOLumJ4JoeRr2GUqnA8J41cX1zfwzqWt20BZLZVanggr1/dMeiL9sIXmf0IWdHFb58uzHOre6NxoGcMi83rRuXx6V1/TDp1XqwtzNuDVj/ck5YPbs9Nv7c6dEu3SQPCoUCr/Wtg+ubBqBPhypGv05IkA9Or3wZX7/X1Oh+REREJCbObSQiuDjZYu6nLfHFW42wZEskFq4Px934nGe2USoV6NLCH+8MDULPtpVgY8MgTM6qVXTFrvndcON2Bv5YdwPLtt9EZnbhM9s4OthgaPcaGDc4EM3qcbFxuWvXtAKubuqPI+cSMH/tDWw9fA9FGt0z25T3dsTr/ergrYF1UdWfS2bImUKhwBsD6mLky7Wwcf9dzFsbhpOXkp/bLrimB8YNCcTIXrW4dqTMOTmq8OPk5vj0jYb4e2sU/lgfjpv3nj09UKEAOjSrgHeGBuHlF6vwppjMVfJzxpZfuyAqOhN/rA/H31ujkJapfmYbezsbDOpaDeOHBKJFg3KcJUBERLLCUJSIHinn7YhPXm+Ij8c0QGxSLs6HpeDijTSkZalRpNHB0d4G1Su6IiTIB43qenGKtBUKrOGBXz9piZ8/ao7I6CycD0vBtZvpyM4tgl6vh7OjLQJreCAkyBtBNTx5AWxlFAoFOrzgjw4v+KNArcHVqHScD0tBZHQm8gu0sLFRwN3FDg3reqFpsA+qV3TlBbCVsbezwfCXamL4SzWRkaXGxfBUnA9LRWxSLgoKtbCzVaKclwNCAn3QJMiHIwKtkLeHAyaNqo9Jo+ojPjkX58NSceFGClIyHpwLONjZoJq/y4NzgQAvuDozDLc2tau646fJzfHDhy/g5r0H5wJXotKQlVMEnU4PJ0cVAqs/OBcIruUJO1uOCiUiInliKEpkAHt7e9StWxf29qbdjMJSKRQKVPZzQWU/F/TtWE3qckgCNjZKBNbw4JpwZZiDvQrN6vlyFHAZ5uFm/ygkp7LJv5wz/Ms54+X2xk+pJvlSKhWoU80ddaq5YxhqSl0OEZHkylouUBYwFCUyQPXq1bFixQqpyyAiIiIiIiIiCTAXsD6c90hERERERERERERlCkNRIgNERESgdevWiIiIkLoUIiIiIiIiIhIZcwHrw1CUyAB6vR5FRQ82miEiIiIiIiKisoW5gPXhmqLWxt4eqnXLpK7CcFygmIiIiIiIiIjINOSWCwGSZUMMRa2MQqEAHBykLoOIiIiIiIiIiETGXMhwnD5PREREREREREREZQpHihIZoFq1ali9ejUqVqwodSlEREREREREJDLmAtaHoSiRARwcHFCzZk2pyyAiIiIiIiIiCTAXsD6cPk9kgISEBHz99ddISEiQuhQiIiIiIiIiEhlzAevDUJTIAJmZmdi2bRsyMzOlLoWIiIiIiIiIRMZcwPowFCUiIiIiIiIiIqIyhaEoERERERERERERlSkMRYmIiIiIiIiIiKhMYShKZAAvLy+MGjUKXl5eUpdCRERERERERCJjLmB9GIoSGUCpVMLW1hZKJf9kiIiIiIiIiMoa5gLWh+8kkQFSUlKwePFipKSkSF0KEREREREREYmMuYD1YShKREREREREREREZQpDUSIiIiIiIiIiIipTGIoSERERERERERFRmcJQlMgArq6u6N69O1xdXaUuhYiIiIiIiIhExlzA+qikLoBIDipWrIgZM2ZIXQYRERERERERSYC5gPXhSFEiA6jVasTExECtVktdChERERERERGJjLmA9WEoSmSAO3fuYMCAAbhz547UpRARERERERGRyJgLWB9On7cyer0ekNNdC3t7KBQKqasgIiIiIiIiIpI92eVCgGTZEENRa6NWQzN4lNRVGEy1bhng4CB1GURERERERERE8iezXAiQLhvi9HkiIiIiIiIiIiIqUxiKEhERERERERERUZnC6fNEBggICMDZs2elLoOIiIiIiIiIJMBcwPpwpCgRERERERERERGVKQxFiQwQHR2NMWPGIDo6WupSSGR6vR5ZOYXQ6vSP/jeVLVqtDrr/vf86nf7R/09lR2GR9rE+QGVPfoGG3wNlmF6vR3YuzwXKMp4LEBHAXMAacfo8kQHy8/Nx7do15OfnS10KmZler8eZK/ex9Ug0zoel4HxYKtIy1Y8ej7+fj6ZDtyIkyBvtQvwwoHM1ONjzo9SaaDQ67Dh2DwfPJOB8WAouRaQiv0ALAEhIyYdnmxVoHOCNkCAf9GhTCR1f8IdSqZC4ajKlrJxCrN1zG/9eSsb5sBTcuJMBrfbBBXBCSj4qdPwHIUE+aBrkg4FdqqFebS+JKyZTu5eQgzW7b+Pstfs4H5aCu/E5jx6Lv5+P2r3WIyTIG83rl8OwHjXg5+MkYbVkDufDUrDpwN0H5wI3UpGSXvDosfj7+Wg8eDNCAn3QLsQPA7tUh5MjzwWsiVarw55/Y7HvZBzO30jFpfBU5OZrADz4HnBvtQKNA7wQEuSDri0rolvrSjwXICoDmAtYH4Wetzqtir6gAJrBo6Quw2CqdcugcHAQ/bjnzp0T9Pzw8HC8+uqrWL58OQICAgxq06xZM2NKI4kUFemwbFsU5q+9gYvhqQa38/awx5i+dTBheDAq+TmbsUIyt9SMAsxfewML14cjLjnP4HZ1qrpj3OAAvDmgLpydbM1YIZlbxJ0M/LrqOlbsuIWcvCKD27UL8cO7w4IwsEs1KBS8KJazw2fj8euq69h+NMbgkWC2KiUGdK6Gia8Eo0XDcmaukMxJq9Vh1c5bmLfmBs5eu29wOw9XO7zWtzYmDA9GtYquZqyQzC0zuxAL1t3AH+vDEf2fmyHPU6OSK94eFIC3BwfA1dnOjBUSkSmJkQsA4mcDcsuFAOmyIU6fJ6Iy70pkGlqM2IY3p58QFIgCQGqGGj/8fRVB/TZi8cYITqmTqc0H7yKo70ZMm3dBUCAKAJHRmfjghzNoOGgzjp9PNFOFZE4ajQ7fLr6MBgM3Y8G6cEGBKAAcO5+IwZMPofObu3E3LttMVZI5pWep8epnR9Hxjd3YevieoKmxRRod1uy5jZYjt+Odb04K7j9kGcLvZKD1qzsw6vNjggJRAMjILsQvK64juN8m/L46jFOrZWr38RgE99uIT38NFRSIAsDt2GxM+eUc6vXfhAOn48xUIRERmRpDUSIqs/R6PX5adhVNh27FhRvCwtAnZecW4c3pJ9Bj3F6kZ6mf34AsQoFag5GfHUH/Dw4iOa3g+Q2e4VZMNl4csxOTfzwDrVZnogrJ3O4l5KDlyO347LdQFBaV7n07dDYB9QdsxsodN01UHYnhaGgCgvttwgoTvG/z195A/f6bcD4sxQSVkVjmrwlDo0FbcOaqsDD0SXkFGrz37Sl0enM37qdxaqVcFBZp8db0E+j5zj7BN0afdC8hF13e2oN3vjkJjYbnAkRElo6hKJEBKlSogOnTp6NChQpSl0Imotfr8fEv5zD5p7MoMuFJ696TcWg/ZhcvhmQgL1+Dl97Zh5U7bpnsNfV64Kfl1zDys6O8GJKBWzFZaDNqB0Kvmy7AyskrwsjPjmLuP9dN9ppkPruOx6Db23uRcL90Qch/3Y3PQYfXd+HEBY4cl4PpCy7gnVmnoC7Umuw1j5xLQLvXdiI+Oddkr0nmUaDWoN/7B7BoY4RJX3f+2hsYNPkQCotM16+ISHrMBawPQ1EiA7i7u6NHjx5wd3eXuhQykZkLL+GHv6+a5bWvRKah+7i9yM4tNMvrU+lpNDoM+PAgDp1NMMvrr959G2Nn/svlFCxYwv08dH5zN2ISzRNaTPjuNJZuiTTLa5NpHAtNQP8PDpo0DHsoO7cIPd/Zh4s3OGLUkv207Cq+WnDRLK8dficTXcfu4ewRC6bT6TH8kyPYdTzWLK+/5VA0Rk09xnMBIivCXMD6MBQlMkB6ejrWr1+P9PR0qUshEzhyLgFfzr9g1mNcuJGKyT+dNesxyHizl1zBnn/NcxH00JLNkVi103SjUMl09Ho9Xvvi2GM7ipvDuK9PIvxOhlmPQcZJz1Jj2CdHzBKIPpSdW4ShU44gv0BjtmOQ8c5cScaUX4RtsCHU9VsZeO/bU2Y9Bhnvt1XXsflgtFmPsWbPbfy5wbSjUIlIOswFrA9DUSIDJCUl4YcffkBSUpLUpVAp5eYVYcy044LbnVvdGzH7h+Lc6t4Gt/lzQwQX27dA16LSMP0PYSODjHn/AWDCd6dMOi2XTGPJ5kjsPSnsb9OYPqAu1OK1L45xjVkL9MH3ZxAvcO1AY/pAZHQmvvj9vNDyyMwK1Bq8Nu244A2RjOkDq3bewtbD5g3eSLio6Ex8NjdUUBtjzwUm/3QW0fHchI/IGjAXsD4MRZ8hJSUFkydPRs2aNeHg4IDKlStj0qRJyM/Px4gRI6BQKLB48WKpyyQyq6joTGzcfwcrd9zEruMxyJX5rrrfLLqMO0bsDu3n44RK5Z3h5+MkqN1b0/+V9dqSer0epy8nY83uW1i96xaOhibIPuAZ9/VJwevIGvv+p2cVyn7EcGGRFvtOxmLVzptYv+8OrkSmSV1SqaRnqfHhj2cEtzO2D5y+ct/ka9WJLS1TjW2Ho7Fyx01sPngXMYnmHWFrbkdDE7BsW5Tgdsb2gZ9XXJP9383t2KxH5wI7jt5DVo68l4f5adk13LidIbidsX3g7Zn/okAt3xHDer0eodfvY+2e2/hn5y0cPhsv63MbAHjv21PILxA2UtzY9z8nrwgTZ58W1MbSFBXpcPB0PP7ZeQvr9t7GhbAULgtARFZBJXUBlurKlSvo2rUrkpKS4OzsjKCgIMTFxeHnn3/G3bt3ce/ePQBAw4YNJa7UPI6mJKPLqSP4OqA+ptQOLPY5nrs2IcTDEwdadRC5OhLDtsPR+O2fMBw8E//Yf3dzscXo3rXx/oh6qF7JVaLqjJNfoMHCDeGiHvNOXDZ2HLuHvh2riXrc0lIXarF4UwTmr72BsFsZjz1Wzd8Fbw8OwLjBgXBzsZOmQCOdD0vBiYvi3tldt+82fpz0Air4CruIklpSaj7m/nMdizZGIDmt4LHHmtf3xTtDA/HKS7WgVCokqtA4y7ZGIStH3Js7v/0ThrGDAqBQyOt3dS0qDT+vuIbVu2+jQP3/4YFSqUDv9lXw/ohgvNhUfhsN/LYqTNTj6fXAvDVhWDitjajHNYU9J2Lx66rrTy034uKkwshetfDByHqoXVVe66oVFekwb+0NUY+ZmJKPDfvvYkSvWqIet7SKinRYujUS89fewOWIx4P9SuWdMXZQXbwzNAiebvYSVWicG7czBM8WKK1tR+7hTmy27M6dUzMKMPefMPy5MeKpmS9NAr0xfkggRvepDRsbjrUiskZlIRfip1cxUlJS0KtXLyQlJWHKlClITEzEhQsXkJSUhJkzZ2LTpk24dOkSlEol6tWrJ3W5RCal1+vx/uzT6DPxwFOBKABk5RTht3/CEDJ0i+x21l239w7SMsXf8GC+yBdfpZWZXYhub+/Bu7NOPRWIAg92Vv5kTijajNqBuCR57ay7QIL3QqPRY/EmeY0UDLuVjmbDtuKbRZefCkQB4MzV+3h16jEMnXJYVjvr6nR6zF8nfh+4cTsDR0Pl9Xm5+eBdNB22FUu3RD0WiAIPfo9bDkWj/Zhd+NFMG9aZS2xiLrYeEX8q88odt5CZLZ/RlXq9HlN/C0WP8XuLXX85J0+DBevCETJ0Kw6efvpcwZJtPRwtybImcjsXyM0rwsvv7cPYGf8+FYgCQGxSLr74/QJajtiOu0bMwJHSHxJ8D+j1EP3GfGndvJeFF4Zvw/Q/Lhb7N3PhRire+OoE+r1/kGsnE5FsMRQtxoQJExATE4MPP/wQs2fPhouLy6PHpk6dioCAAGg0GtSpUweOjo4SVkpicXJyQvPmzeHkJK+RXsb44vfz+HXV9ec+Lz2rEC+9uw/XouQzJXDlzpuSHHf/qXgkpshjXcmiIh36f3DAoADnalQ6eozfK5tplBqNDqt335bk2Ct2SNP3jBGXlIuuY/cYtCv7+n138PqXx2Uzhe58WAqiorMkObac+sChM/EYPPkQ1IXPnx770c9nsUhGF/rr9t2GVit+f80r0GDLIfmsKzl7yRXMWnz5uc/Lzi1C7wn7EXr9vghVmYZU5wKnLifjdqw0nz9CabU6DJ1y2KDRlBF3M9Ht7b2S3HQ2hl6vx0qJNkGU0/dAcmo+uo7dg9uxzw+8tx+9hxGfHhW8Ri+RHJWlXKCsYCj6hLCwMKxduxblypXDzJkzn3pcoVAgJCQEQPFT5zdv3oxWrVrB2dkZ7u7uaN26Na5ff37ARJatSpUqmDt3LqpUqSJ1KWZ1Ny7boIugh7JyivDxHPPu3Goqer0e566nSHb8UAmPLcT6fXdw6GyCwc+/GpWOBRKMuDBG2O0M5Ek0kiEqOgsZWfK4YPz6z0uIE7ABzcodt3DqcrIZKzKds9ekC27k8hmg1+sx4btT0AgIDif9dBY5MllvWso+cE4mwWFiSh6mzbtg8PPzCjSyWjtZynOBc9fk8Tmw81gMdhyLMfj5kdGZ+GXFNTNWZDp34rIlC3Djk/MQnyyPGTY//H1V0Br8mw7e5eaiVCaUlVygLGEo+oRVq1ZBp9NhxIgRJab/9vYP1s15MhT97bffMHjwYLRp0wbbtm3D6tWr0blzZ+Tn55u9bnPJ02qRolYX+68s0Wq1yMnJgVYrn2mixvhzQwSEDvjafSJWFiMfbsVkSzp18XyYPC6EjJla/Me6cFlsviT1e3AxPFXS4xsiK6fQqJEscpkWKmUfuH4rXRbTC4+fT8T1YpbNeJbs3CKskmjklVDnw6T7O5T6M8hQf22KFLwZ3dHQRFy/mW6mikwnMSUP8QJu+piaXPqAMZ/pizZGyGI5FSk/Ayzh+IbIL9BgyZZIwe3kci5AVBplJRd4kjXnQgxFn3Dw4EEAQIcOJS8SGxv7YG2l/4ait27dwkcffYRffvkF33//PTp16oSePXti+vTpaNq0qXmLNqNZUWHw37e12H+5Wsu/uDOVqKgodOzYEVFRwnerlZPl24X/fHo9ZHExHHZL2ou1MCN2uRXb7dgs/GvEJkR343NE37zIGMWtjyrq8WXQBzYfjEZuvvDP9vX77sgi8JOyD2i1ekTds/wbSMu3Gze905jvD7EVFmlxU8L3QA6fAYDxfUAOU4P5PfB8iSl5Rm1ClJSaj/2nLH+koPTng5Z/82DX8RijRtNuP2pcOyI5KSu5wJOsORdS6OWyEJhIKlSogMTERFy9erXYTZTUajXKly+PzMxMxMbGomLFigAerDX666+/IjU19dFI0tJq2rQpEhOFbczgqFQirFHLUh/74S5jr1WpjsH+xQ8N73f2BF7w9CrVLmNBl04hXyf+CLOBAwcKen5ycjJWr16NYcOGoVy5cga12bBhgzGlSUYPBeI9pwEK4fdKnArOwTNvhxmqMp08u3pIdxlU7GPnVveGn8+z14Xx83GEykYJjVaHxJSSR38npuSh2bBtT/13+8II+OT8I6xokalVVZDi9rpRbT1zNsCp0LI3XMlwegm5Di8U+9jz+oCh7z9Qch9wy9sH14J/hRUtsmyHtshy6mxU2/IZP0Gls+zQL8ltPDSq8sU+JkYf8MlaBHvN05vWWJIUl1egtqsjuJ2NNh1+mXNMX5AJ6RQOSPD8tMTHTdUHSnr/odeiYvoMQTVLId7zM+gVws9lHdWX4ZW7yQwVmU6+bR2kub5S7GNinAvYFd2Bb/bfgmoWW6GNH+67jzOqrUfuNjirz5u4ItPKdOyCHMc2xT4mxveAa/4RuOUfFla0yHLsmyPTuadRbctlzIWtTh4jookAcXIBQPxsQG65EFC6bMjPzw+hoaFGtVUZ1cqK5eY+WOeloODp3XYBYOXKlcjMzIS3t/ejQBQATp48ibp162LlypX4+uuvERMTg9q1a2PatGkYNmyYUbUkJiYiLk7YHVcnGxugkVGHK1ZNJxd08i3+AtJGoSj168fHxyNPgqHnD99nQz1cAiE/P9/gtkLfO4vgadw9krzcHOTFW/jP6+4PuBT/kJ+PEyqVdzboZVQ2SoOf+1/qgnzL7xNOjoCbcU3T01KRnmnhP59/DuBQ/EOG9gFj338AyMrMRFaKhf+OfDMBI9eNT0pIADQZJi3H5ByLSjzzEaMPpCTfB/ItvA9ULQDshDfTajWW/xmndAQ8S37Y/H1Ab/m/IwBw1wE2wpvl5+Va/s/n6g24Fv+QGOcCheoCy/8dOSgAd+OaZqSnIyPdwn8+v2yghH1yxfgeyM7KQnayhf+OvNMB4348JCclAoWWP3uI6CExcgFA/GxAbrkQIF02xFD0CX5+fsjOzkZoaOhT095jYmLw6acPRhg0aNDgsccSEhIQFxeHTz/9FLNnz0blypXx119/Yfjw4fD19UXnzsJH3vj5+Qlu46iU14oI/v7+kowUdXYW9k3/8APP0dHR4Lb/Dc3lIlGXCa2Nl+B2bo5FcLXwn7fA1hklreJkyM7wQkaHFMfR3gZeFv470ipskQg8WBPB0C+3/z3X110JOxfL/vkyHW2RU8Jjz+sDQkeHFMfdzREu9pb9O8qz08GYiX0KfSEqlHeDwtirKJHcV+lQ0srCYvSBcr7usNVadh/IsCuAMduA2Cmy4Wvhn3F6KBGv15U4I8JUfaCk11Hoi+Bv4b8jAEjSZ0JTUmr0DK4OhXCz8J9PrXJBSWPYxDgXcLBTwNvCf0dahQMSn/F38izeboCDk2X/fFkOdihp+yAxvgfcXB3gamvZv6N8WyDNmIZ6LSr4OkMJy/75iP5LjFwAED8bkFsuBJQuGzImO3uIoegTOnfujKioKMyaNQsdO3ZEnToPppCdPn0aI0eOREZGBoCnN1l6uODuihUr0LdvXwBAp06dcP36dcycOdOoUNSY4b/6ggJoBo8S3E4qkZGRUDiUMHTLjM6dE7Zjenh4OFavXo0ePXogICDAoDZz5swxojJpffPnJXz+u7BpTyobBcJPLUUFXyOHl4kkOj4b1bqvK/axYqc5PiFm/1BUKu+MxJR8VO6yRvDxP588Gp+9OUdwO7F1e3sP9glZS0yhQGAND1zffAoKE90lNJeVO25i5GdHi33seX2gtO8/AOxYvwBtmhj/hS2G/AINKnVZI3hNsDcH1cfCadFmqsp0xs44gT83RBT7mLn7gJ2tEjE3z8HO1ogheCI6H5aCpkO3Cm731w+vYUSvb8xQkWkF9d2IGyWs62juPtCmaTUc+9uyl08AgDkrruGDH84IaqNQAJcPz0f1SiUMw7QQqRkF8Gm3qtjHxDgX+HD8EHwz4QfB7cQ24IOD2HTwrqA2Vf1dcOviEdjYWPaF+JZDd9Hv/YPFPibGucDav39C9zaVjGorlqIiHap2X4uE+8I2JRv+Uh2s+s7y9xkg+i8xcgFA/GxAbrkQIF02ZNnfWhL45JNP4OnpiZiYGAQHB6N+/fqoVasWWrZsicDAQLRp82ANmidDUW9vbwB4LPxUKBTo2LEjrl27Jt4PQGZRq1Yt7N27F7Vq1ZK6FLN6vX8d2KqEfSz071zN4gNRAKhSwQU+nuJ/yD7UNNhHsmML8c6QQMFtxg8JtPhAFJD2PVAogEYB3pId31CODiqM6St8Pclxg4X3Gyk0DZKuD9Sv7WXxgSgAhAT5oHl9X0FtfDwdMKhrdTNVZFpS9gG5fA+M7lMbjg7C+mrPtpUtPhAFAG8PB1T1L2EtHRHIpQ+MN+JcYNzgAIsPRIEHn3HSHt/yzwVsbZV4a0Bdwe3eGSqPcwGi0igruUBZYvnfXCKrUqUKjh8/jp49e8LBwQHR0dHw9fXF4sWLsXXrVoSHhwN4OhQNDg4GADy5b5VOpytxfVKSD5VKBU9PT6hU1j242s/HCT9NLn4jmuKf74jvP2hmxopMR6FQCL7QNxWlUiH5Sbiher1YBYO7GR5utAvxwxv9hYdoUqhT1R0erkYslmgC9Wp5wsXJVpJjC/XZmw0RWMPD4OdPerWeLAJfAGjewPAF8U1+bIk+f4yx4PNWcHY07PtOoQD+nNYa9naWH/gCQPMG0r0PzetL1/+E8HCzx++ftjL4+d4e9vjlo+ZmrMi0pPxbbBYsj8+Bjs0rYHSf2gY/v1k9H7w7NMiMFZlOpfLOkt3Mr1HJFb5ewpemkMKkUfXQKMDwJbXGDQ5Ay4by+IwjKo2ykguUJQxFixEcHIydO3ciOzsbWVlZOHXqFF5//XWkp6cjISEBKpUKQUGPf/H36dMHALB///5H/02n0+HQoUNo1kweoRGVLDY2FpMmTUJsrOVPeyut94YHGxR0VqngjAN/9kBVf8sfGfLQ6N6Gn+CbUu/2VeDtId0oVSGUSgWWfd3OoGC0fbMK2PprZzjYy+OkQKlU4NWXpbmrK+TiUmqebvbY90d31K/9jB1p/mfiK8H4/kPDb6RIrX5tT0EXeaYkpz7QONAHu+d3g6fbs28i2KqUWDmrPfp1qiZOYSYwpFsNSQJcD1c7vPxi8bu2WqIx/epg3mctoVQ+exZABV8n7F/YHbWrGrkzjwSkOhfo3MIflfwse93lhxQKBf6c1gajDPhdtWxYDrvmdYOzTG78KRQKyfqAnL4HXJ3tsGdBd4Nu6r81sC5++6SlLGYNEZVWWcoFygqGogJcvXoVABAQEAB7e/vHHnv55ZfRtm1bvPXWW1i0aBH27NmDIUOG4MaNG5g2bZoU5ZbKiz7lUPjyYEypXfI0iPSe/XGgVQcRq5JOTk4Ojh8/jpyckrZpsS4fvdYA51b3xug+teFg//jFY41KrvjhwxdwcV0/BNd6fmhiSfp0qCrJ6ABjpqFJycFehdWzO2DLr53RrdXTi4K3alQOK799EXv/6AYPN/tiXsFyjZPgvXCwt8HoPvIYTftQJT9nnFrxMhZ83qrYcHRA52o4uKgH5nzc4rmhiSVRKBQYL8FU/6bBPmhWTx4jxB5qG+KHa5v6Y9rYxvDzeXxkk0IBvDssCJc39MPwl2pKVKFxfDwdMFiCqf6v9a0NJwNH31qK8UODcGFtH7w5oC6cHB6vvUoFZ8ya0BSX1/dF40B5zIR4qFvrSqheUfwbunI7F7C1VWLpzLbY8XsXvNSu8lP7Lzar54OlM9vi0OIeki5PZIyxg+oavJ+kqahUCrzRX/iUdCmV93bE8b9fwuKv2qBxMTNC+nSogj0LuuGPL1pDJXD5LSK5Kmu5QFnIhfjpJcDDUPTJqfPAgwutbdu2oX///vj000/Rp08f3Lt3D7t27ULHjh3FLpWo1JoG+2LpzHaIPzgMvp4Pgq9yXg6I2jEIk0fXh5e7vMIw4MEJ/oTh4k7vqlfLE52a+4t6TFNQKhXo06Eq9vzRHff2DYGPx4P3u7yXA/5d/jJeeamWLNZHfFJAdQ/0bCvuBgeje9eW5d+Ls5Mt3h4ciMsb+iFsy4BHfcDPxxEbfu6EjjLs1wAwvGdNlPMS9wL+gxH1RD2eqfiXc8b0d5rg3t6hOL+mz//3AW9HzP20paBlFizJxBHBogYitiolxg+Rx9TiJzWs640/v2zz2LmAr6cDbu8ajE/faCibqcD/pVQq8MHIYFGPWbOyq6xGCj+kUCjwUrsq2PF7V8TsGwofz/8/Fzj7Tx+M7lNHNrNF/quqvysGdhH35siw7jVlsQb/kxwdVHi9f12cX9sH4VsHPPY9sOXXLujWuhJHiBKRrDEUFeBZoSgAeHh44M8//0RKSgrUajXOnDmDbt26iVkikcl5utk/Cr9sVUpZjQorzoev1kODOuJMn1UqFVgyo63sf2eV/VweTTe1hpEA8z4zfL3E0vIv54RvJzYV5VjmolAoEFjD41EfsJF5f3Z2ssUfX7QW7XjdW1fCsJ41RDueOdjaKtEkyOdRH5D7Z1pIkA/eHyFeKPbVuMaoVcVNtOOZg7ur3aNzATtbpSw21HmW8UMCRV1b9K/pbWX//VmxvDPsba3nXGDOlOairTPu4+kgaM1+S6RQKFC3+n/OBWzk/T1ARPSQ/L/RRPQwFG3QoIHElRCRsexsbfD3zLZQqYSdzCWm5CE2KReJKXkGt5nyWn3ZTZktC6pVfLAEhBDGvP8AsOjLNrJbYqAs6NepGob1EBZUGtMH3FxssejLNhxFY4G+frcpalcVFlQa0weaBvtgyms8b7Q0NjZKLJ3ZTvD6ssb0gfeGB+HFphWElkhm5l/OGb9+3EJQG2PPBeZPbSXLUdVERGWB/OY7SOjkyZNSl0AS8fX1xcSJE+Hry4DLGjQO9MG8z1ph7Ix/DW7TbNg2Qcfo3MIfX41rIrQ0EsnYQQE4dTkZK3bcNOj5Qt9/AJj6ZkP0bFtZcDsSx/yprRB2OwOXI9IMer7QPqBSKbDq2/ay2VilrHFyVGHDT53w4ms7kZFdaFAboX3Az8cRa77vYBWj6qxRYA0PLP6qDUZ+dtTgNkL7QJvG5fHdRG64aqlGvlwLpy4n44/14QY935hzgfdHBGOQBOsYE5F5MBewPjxLIzKAt7c3XnnlFXh7P73IOMnTWwMDMGdKc7O8dodmFbB5TmdJdjgmwzxc2mBod/NMa570aj3MfDfELK9NpuHhZo+9f3Q3y3Iatiol/vmuA3rJcA3BsqRBHS/sWdDNLFNoK/g64cCfPVCzsrynzVu7Eb1q/W80t+lfu1Wjctjxe1fZbbBVligUCvz+WUuM6WeezRDHDQ7AT5PNc65JRNJgLmB9GIoSGSArKwsHDhxAVlaW1KWQCU0cUQ+rZ7eHuwkviF/vVwe75neFi5OtyV6TzEOlUmLlty/ik9cbmGyNRHs7G8yZ0hw/THqBU6ZloLy3I44s6WnSDVAq+Dph1/yuHBkkE80blMPxv19CcE0Pk71ms3o+OLHsJQTX8jTZa5L5vDGgLjb90smkG+IN71kT+/7obtLzCzIPGxslFn3ZBtPHNxG8tFJJbFVKfDuxKeZNbSX7NZiJ6HHMBawPQ1EiA8THx+Ozzz5DfHy81KWQiQ3tURPXNvZHjzal25G8Yjkn7JrXFYunt5XlTqxllY2NEt9ObIZ/l/VCQHX3Ur1Wiwa+uLS+LyaOqMdAVEY83eyx9bfOWP5Nu1KPGHz15Vq4vrk/OreoaKLqSAz1anvh/Nq++PT1hqUKMOxsHwQhJ5e/jBqVOEJUTvp2rIawLQPQr1PVUr1OeW9HbJ7TCau+aw9n3hyVDaVSgWlvN8bZVb1Rv3bpbmY0DvBG6Jo++OT1hjwXILJCzAWsD6/ciajMq+TnjJ3zumLvv3FYsO4GdhyLgU6nN6htQHV3jBsciNF9asPNhSNC5KpFw3K4uK4vVu++jflrbyD0eorBbTs0q4DxQwLRr1NV2e/IXFYpFAqMfLk2urWqhMWbIvDH+nDEJOYa1NbOVolBXatj/JBAtGpU3syVkrnY29lg1sSmGPlyLcxfewPLtkUhO7fIoLZe7vYY07cOxg0JYBgqY+W9HbHx5044fDYB89fewJbD0dBqDTsXqFXFDeMGB+C1vnXgyc31ZKtxoA9C1/TBur13MH/tDZy6nGxw2zaNy2P8kEAM7FIdtrY8FyAikguGokREeBCKdG9TCd3bVEJ0fDZ2HovB+RupCL2egjtx2ShQa2GrUsLbwx5NAr0REuSDF0P80DbEjyMBrISDvQqv9a2D1/rWQej1+zh0JgGhYSk4H5aCpNR8FBbpYG9ng0rlnRAS5IOmQT7o1roSAmt4SF06mUg5b0d89mYjfDymAfafise/l5JwPiwFlyLSkJGthkajh5OjCrWruKFpkA9CgnzQu30VlPPmrsLWIrCGB+Z+2hLfTmyKbYfv4dz1+zgfloLrtzKQm6+BQgG4ONmifi1PhAT54IX6vujVrjIcHXhKbQ0UCgU6NvdHx+b+iEvKxfaj93A+LAXnw1JxKzYL+QUPzgW83O3ROMAbIUHeaNvED+2bVeA0aSthZ2uDEb1qYUSvWrgUnooDp+NxPiwFoWEpSEzJh7pQC3s7G/j7OiEk6MH5YNeWFVHfDOtTExGR+fEMjojoCVX9XTF+aJDUZZCEmgb7omkwd5Usq2xslI9uklDZ5OJki+Ev1cTwl2pKXQpJpGJ5Z7w9OFDqMkhCjQK80SiAm6kQEVkzju0nMoC9vT3q1q0Le3tOiSIiIiIiIiIqa5gLWB+OFCUyQPXq1bFixQqpyyAiIiIiIiIiCTAXsD4cKUpERERERERERERlCkNRIgNERESgdevWiIiIkLoUIiIiIiIiIhIZcwHrw1CUyAB6vR5FRUXQ6/VSl0JEREREREREImMuYH24pqi1sbeHat0yqaswHBcoJiIiIiIiIiIyDbnlQoBk2RBDUSujUCgABwepyyAiIiIiIiIiIpExFzIcp88TERERERERERFRmcKRokQGqFatGlavXo2KFStKXQoRERERERERiYy5gPVhKEpkAAcHB9SsWVPqMoiIiIiIiIhIAswFrA+nzxMZICEhAV9//TUSEhKkLoWIiIiIiIiIRMZcwPowFCUyQGZmJrZt24bMzEypSyEiIiIiIiIikTEXsD4MRYmIiIiIiIiIiKhMYShKREREREREREREZQpDUSIiIiIiIiIiIipTGIoSGUCpVKJx48ZQKvknQ0RERERERFTWMBewPnwniQyg0+lw8eJF6HQ6qUshIiIiIiIiIpExF7A+DEWJiIiIiIiIiIioTGEoSkRERERERERERGUKQ1EiIiIiIiIiIiIqUxiKEhnA1dUV3bt3h6urq9SlEBEREREREZHImAtYH5XUBRDJQcWKFTFjxgypyyAiIiIiIiIiCTAXsD4cKUpkALVajZiYGKjVaqlLISIiIiIiIiKRMRewPgxFiQxw584dDBgwAHfu3JG6FCIiIiIiIiISGXMB68Pp81ZGr9cDcrprYW8PhUIhdRVERERERERERLInu1wIkCwbYihqbdRqaAaPkroKg6nWLQMcHKQug4iIiIiIiIhI/mSWCwHSZUOcPk9ERERERERERERlCkNRIiIiIiIiIiIiKlM4fZ7IAAEBATh79qzUZRARERERERGRBJgLWB+OFCUiIiIiIiIiIqIyhaEokQGio6MxZswYREdHS10KEREREREREYmMuYD14fR5IgPk5+fj2rVryM/Pl7oUUeQXaHApIhXnw1JxMTwVqRlqAEBqphof/XQWTYN9EBLkg5qVXaFQKCSulswhLVON82EpOB+WgqtR6Y/6QFqmGjP+uIiQIG80DfZFeW9HiSslc4lJzEHo9Qd9IDI6CykZBQCAtCw1fl5+FSFBPmgS6A1XZzuJKyVz0On0CL+TgfNhKQi9noLYpLxHfSA9qxB/bghHSJAP6tf2hJ2tjcTVkjmoC7W4HJGG0Ov3nzoXmPTjGYQE+qBpsA9qV3XjuYCVyshS43xYKs6HpeBKVNpj5wJfzruApsEP+kAFXyeJKyVziUvKRej/zgcj7mYi9eG5QKYaP/59FSFB3mgS6AN3V54LUNlQ1nKBsoChKBE9cv1mOhasu4Hl228iO7foqccL1Fr8uOzqo/9dr5Ynxg8JxIheNRmMWAG9Xo9DZxIwb20Yth25B61W/9Rz8tVafDn/wqP/3aWlP8YPCUSvdlWgUnHygdwVqDVYv+8O5q+9gdNX7hf7nPwCLSb9+GAtJXs7GwztXgPjhwSiWT0fBiNWICW9AEs2R+KP9eG4E5dd7HPyCjQYO+NfAICPpwPe6F8HYwcGoFpFVzFLJTOJuJOBP9aHY+nWKGRmFz71eIFai5+XX3v0vwOqu2Pc4EC8+nIteLjZi1kqmYFer8ex84mYv/YGNh28C42m+HOBGQsvPvrf7ZtVwDtDAtGnQ1XY2vJcQO4Ki7TYdOAu5q+9geMXkop9Tr5ai49+fnAuYKtSYlDX6hg/JBCtGpXjuQARyYpCr9c//U1HsqUvKIBm8CipyzCYat0yKBwcRD/uuXPnBD0/PDwcr776KpYvX46AgACD2jRr1syY0iSRcD8P4785iS2HjJsG4Opsi1kTmmL8kEAolTwRkqPQ6/fxxlcncDkizaj21Su64s8vW6Nzi4omrozEoNfrsXbPbUycfRrJaQVGvcaLTf2w6Ms2qF3V3cTVkRgKi7SYtegyvltyBepCreD2CgUwpm8d/DS5OUcMydT9tHy8990prN1zx6j2Tg4qTB/fBB+MDIaNDYMxOboSmYbXvzyO0OspRrWv7OeMBZ+3wkvtqpi4MhLLlkN38c6sU4hPzjOqfcuG5bD4qzYIqulp4sqIzEOMXAAQPxuQWy4ESJcN8YyFqIxbtfMmgvttNDoQBYDs3CK89+0pdHxjF27HZpmwOjK3wiItpv4WihYjthsdiALAnbhsdHlrD8bOOIHs3KdHFpHlSk7Nx8APD2HYx0eMDkQB4GhoIhoO2ow5K65Bp+P9Vjm5FJ6KF4Zvw/Q/LhoViAKAXg/8tTkS9fpvwt5/Y01cIZnbxv13ENxvk9GBKPBgBPFHP59F29E7EXEnw3TFkdlpNDrMXHgRTYduNToQBYCYxFz0enc/Rn9+DBlZahNWSOaWlqnG8I8Po9/7B40ORAHg1OVkNB68Bd/9dRlarc6EFRIRmQdDUSIDVKhQAdOnT0eFChWkLsVk9Ho9pv4WihGfHkV6lmlCrKOhiWj+ynacDzP+hJrEk5tXhN7v7cesxZeLnSpvjD83RKD9mF24n8Z1duTgVkwWWozYjk0H75rk9fILtPjghzMYM+04NBpeDMnBnhOxaPVq6W6K/FdsUi56jN+LBWtvmOT1yLz0ej2++fMSBk46hPvpxt8U+a9Tl5PRfMR2/Hux+Gm3ZFkK1BoMnHQQ0+ZdQJGJPreXbYtCm1E7EJ+ca5LXI/OKScxBq5HbsXr3bZO8XmGRDp/+GophHx9BYZFxN9qILJU15gJlHUNRIgO4u7ujR48ecHe3nmmhn889j1mLL5v8dVPSC9D5zd24HJFq8tcm0ylQa9Bn4gHsPRln8te+cCMVXcbuQTpHiVi0ewk56PD6rhLXjSyNZduiMGbacY4YtXD7T8Whz8T9yC8w7UWrXg+M/+YkFq4PN+nrkul9u/gyPv/9vMlfNzO7EN3e3oMzV5JN/tpkOkVFOgyadAhbD98z+Wtfv5WBjm/s5k1SC5dwPw8dXt+FiLuZJn/t9fvuYPjHR3iTlKyKNeYCZR1DUSIDpKenY/369UhPT5e6FJNYsT3KLIHoQxnZhegxfh/SMhmKWar3vj2Fg2fizfb6lyPSMGzKYXDZasukLtSi17v7EJNovlE8K3bcxKzFl8z2+lQ6t2Oz0O/9AygsMt/F6riv/8Xhs+b7nKHS2XTgLqbONX0g+lBuvga93tuPpFSGYpZqyi9nseNYjNleP+JuJvp/cJDTqC2URqND34kHcCvG9DdHH9p44K5ZbrwQScXacgFiKEpkkKSkJPzwww9ISpL/VLD45FxM+O60oDbnVvdGzP6hOLe6t8FtEu7n4f3Zwo5D4thzIhaLN0UKamNMH9h7Mg5/CTwOiWPmwou4GiXsZM6YPjDjj0u4EmmaadlkOjqdHmOmHUduvkZQO6F9QK8Hxkw7jpy8ImPKJDO6n5aPt2f+K6iNMZ8BKekFGP/1Sd4gs0DHzyfi11XXBbUxpg+cuJiEuf+ECS2PRPDjsqs4e+2+oDbG9IEf/r7KUeNkNawpF6AHGIoSlTFvzzyJjGxha4j6+TihUnln+Pk4CWq3YsdN7Dxm+ilZZLzs3EK8Of2E4HbG9oEPfzyDWDOORiThLt5IwXdLrghuZ0wfKNLoMPrzYxwlZGEWrg/H0dBEwe2M6QN343Pw6a+hgo9F5jVx9mnBa4ga+z2w6eBdrN9n/AZOZHr5BRq8Nu0YhGbVxvaBz+aG4lYMN+K0JDduZ+DL+RcEtzOmD+h0erw27TjXFyUii8RQ9BlSUlIwefJk1KxZEw4ODqhcuTImTZqE/Px8jBgxAgqFAosXL5a6TLM4mpIMu+3r8H1UyRsleO7ahM4nD4tYFZXW5YhUbD8qbkj59Z+XRD2eKV0IS8EbXx5H+farYNdkKdxbLUf7MTuxds9t2Z7YLdt2E7FJ4oWU2blF+O0fYSNRLIVWq8POY/fw0jt74dl6BeyaLIV325UYOuUQjoUmyHbk03dLrphsYy1DXAxPxa7j8tyNPDevCIs2hKPZsK1wbbEc9iFLUanzanzw/WlEmmH9NTFoNDqzLp9SnIXrw5Es0ynUCffzMOOPi6jdaz0cm/0Npxf+RmCfDfh+yRWkmGhjIrFFRWeabEMVQ3395yXZfmZeiUzDuJn/okLHf2DXZCncWi5Hm1E7sHLHTRSohY22thRr994265TpJ+UXaPHz8muiHc+UdDo99p2MRd+J++HV5sG5gFebFRjwwUEcPB0v2379w99XzLp8ypNu3M7ApgN3RTueKeUXaPD31ki0HLENbi0fnAv4d1qNd2edxPWbnEJN1q0s5EIMRUtw5coV1KtXDz/99BOSkpIQFBSEwsJC/PzzzxgxYgQiIiIAAA0bNpS4UiLDLVgn/qYXp6/cxwWZ7Uafk1eEPhP2I2ToVvy1ORLJaQUo0uiQlVOEo6GJGDrlMGr0WIdzAqccSU2v12O+BDtCL9kSKbsLx5v3slCv/yb0enc/dh2PRUZ2IYo0OqRlqrF2zx28OGYX2ozaIbu18hLu55lsp3khFqyT307ku4/HoFKXNXhrxr8IvZ6CnLwiFBbpEJechzkrr6Nu7w1486vjKBLxotIUdhy7J+qNEeDBiOG/NstrKQ29Xo9Ziy6hStc1+HL+Bdy8l4UCtRb5BVqE38nEx3POoVKXNVggwWdqaf0hwQZYV6PSZbcbfX6BBkM+OoSGAzfjj/XhSEzJR5FGh+zcIvx7MQkjPzuKqt3W4sQF4aOupSbFucDy7TeRnStsppLUouOz0WTIFnR7ey+2Hr6H9KwH5wLpWYXYdPAuOr+1G82GbUOcyJ+ppZWepRb9xgggTb8rrcNn41Gl21q89sVxnL5yH9m5D84FEu7nYd6aG6jXfxNGfnYE6kJ5DpYgIoaixUpJSUGvXr2QlJSEKVOmIDExERcuXEBSUhJmzpyJTZs24dKlS1AqlahXr57U5ZIInJyc0Lx5czg5CZsuZEly84qwcsdNSY7958YISY5rjPwCDbq9vQfbjjx7RG1c8oPdOuUUjJ64kIQbtzNEP25qhhqbDkSLflxj3YrJQutXtyP8zrNHAp68lIx2o3fKarTY0i2R0GjEH9Wy599Y3DXDLvfmsv3IPbw8Yf9zlxpZvCkSQ6ccltXyAAvXS/N5vHBDuKxGVH0+9zymzj0PzTNGVasLtRj/zUn8vPyqiJWVTmGRFku3SBNQL9wgfhhrrMIiLV5+bz/W7X32tP/ktAJ0fms3jp+XTzB68UYKzl0T/2Z1Tl6RJEGcsWITc9Fm1E5cjnj2utjnw1LQZtQOJNzPE6my0lux/SYK1OKHeMcvJCHslnxGVh48HY9ub+997nneyh230O/9A9Bo5HMuQMazhlyAHsdQtBgTJkxATEwMPvzwQ8yePRsuLi6PHps6dSoCAgKg0WhQp04dODo6SlgpiaVKlSqYO3cuqlSpInUpRjsfliJ4Uw1TORqaIMlxjTF1bihOXjJsMfjcfM3/dm+Wx93ho+elex+kPLYQer0eQz46jOQ0w4LOyOhMjJ0hbLMSKR2V6MJdr3+w2YYc3E/L/1/QaViAt+ngXdlsIqLV6nBcolFt0fE5uJeQI8mxhdr7b6ygJQYm/XhWNjfIrkalIz1LmtF6xqxjK5WZCy/h4Jl4g56rLtSh3wcHkCuTDcWkfB/k1AdGfHbE4FH1d+NzMPqLY2auyHSkfB+OyeQGQlZOIQZ8eBBFBgadu0/EYrYR67WT/FhDLkCPYyj6hLCwMKxduxblypXDzJkzn3pcoVAgJCQEwONT59u3bw+FQlHsv7ffflu0+k0tT6tFilpd7L+yRKvVIicnB1qtPMKv4py/kSrZsSPuZspiylROXpHgKZ5xyXmyWSPpfJh0fUDKYwtx6nIyzgtc7mHL4WhZhD16vV7wz2ZKUh5biCVbIpFXIOwG0u9rwqDTWf4oyMjoLMlujgHy+RyYu1p4yD1vjTymhUr5dxiTmCuLtWUL1BrBSwykZqixZo88RkGev8Hvgee5HJEqODjcdzIO4XcyzFOQibEPPN/y7TeRmSPs2mX+uhuyW1KHhLOGXMAY1pwLMRR9wqpVq6DT6TBixIgSh0Tb29sDeDwUnT9/Pk6dOvXYv88//xwA0KtXL/MXbiazosLgv29rsf9ytfJaI7A0oqKi0LFjR0RFRUlditEuSHgCpNfjudOPLME/u24hK0f4SA+5rJF0MVy6QOJKZJosThSNWftSp9NjoQRr9AkVm5SL1AzpTlzkcCGk0+nxhxFrL9+Kyca+k3FmqMi0Lkp4cwyQRx+4G5eNXcdjBLdbs+c20jIt/8LggsR9QOrjG2LjgbtGLYsil3MBKd+DyOhM5MhgRK2xa/Ab8/0htrRMNaLjpbuRK4fPAMC488H45DxsOyKf5aLIONaQCxjDmnMhhV5OCzyJoEWLFjhz5gy2b99eYpjZrVs37Nu3Dzt37kTPnj1LfK2XX34ZZ86cQXx8PFQqleBamjZtisREYXcpHZVKhDVqKfhYTzqakowup47gtSrVMdi/+KHh/c6ewAueXjjQqoPRxwm6dAr5OvGDkoEDBwp6fnJyMlavXo1hw4ahXLlyBrXZsGGDMaWZTYrLCKjtahf72LnVveHnU/K6KH4+jlDZKKHR6pCY8uxRHokpeWg2bNtT/90r+x84Fln22qIZTr2Q69BMcDuFvgD+6d+aoSLTivf8DHqFfbGPmaoPlPT+A0CF9O+g1Fv2KKEkt/HQqMoLbmdfGAmfnFVmqMh0Cm38cN99XLGPPe/9B0rfB1SaZJTPmiesaJHpFA5I8PzUqLZuefvhWnDCxBWZVo59c2Q6F3/eIkYfcC44B4+8HcKKFlm+bV2kuQ43qq1P1mLYa4QHqmJKdRmMArvgYh8T41zAM2cDnAotew3WTMeuyHFsLbyhXgf/9BlQwLIvrRI8JkOndC32MTHOBcpn/ASVLktY0SJLdnsTRapKgtvZFd2Bb/bfpi/IhIqU3kj2mFDsY2J8D9ho0+GXOUdQzWLTwwbxXtOMauuafxRu+YdMXBGZkxi5ACB+NiC3XAgoXTbk5+eH0NBQo9oKT+qsXHT0g7s71apVK/ZxtVqNM2fOAHj2zvP379/Hnj17MH78eKMCUQBITExEXJywkSdONjZAI6MOV6yaTi7o5Ft8QGCjUJT69ePj45EnwdDz3Fxhu0Tm5+c/+r+GthX63pldtSLArviH/HycUKm883NfQmWjNOh5xUlLywSyLOx38qRKhYCD8GZ6qCzv/S6OhxIo4c9WjD6QkJgMaCz7QgjOCqO+GdWFWsvvA462gHvxDxn6/gPG9wGNVmf5vyOVB+BpXNOs7HxkJVv4z+eTDZTw1onRB3LzCpBr6X3A3R8oPi96rpSUTCDXwn++KmpJzwXS07OQnmHhvyN/NWDMlgEKJeLjEwG9hY+YcUOJcwXF6ANJifeBIgsfNe4Io84FCov0lv89Z68DPIp/SIzvAa3OAq+RnqR0BLyMa5qdU4DsRAv/+egxYuQCgPj9Xm65ECBdNsRQ9AkPO3ZBQfHTZlauXInMzEx4e3ujYsWKJb7O6tWrodFoMHLkSKNr8fPzE9zGUSmvFRH8/f0lGSnq7CzsS/xhv3B0dDS47bP6hxRS7G1Q0sS+xJRn75gpdHRIcby83ODoalm/kydlOCoh7GvxAaVejQoW9n4XJx5a6GFb7GOm6gPPep0Kfj5Q6o1MG0SSbFMEYyb2Odjp4W3hfaDIxgslbSH2vPcfKH0fUNkA5S38d6SDLYzdEszdxQ4utpb98+XYuyCzhMfE6APOTvbwsPA+UGDrCGMnd/p6O8POw7J/vjQHW5T0zolxLuDp6QonZ8v+HWU52iDbiHYKfSH8/YXPNBBbglKPks68xTgX8CvvAxt98bNWLMV9lQbGrIRvb6uDj4V/xmmUnihp20MxvgdslHr4WfjvSA8F4vVaQGEjuK2rswpuFv7z0ePEyAUA8bMBueVCQOmyIWOys4cYij7Bz88P2dnZCA0NRdOmTR97LCYmBp9++mBaXYMGDZ75OitWrEBgYOBTryGEMcN/9QUF0AweZfQxxRYZGQmFgxFD80rp3Llzgp4fHh6O1atXo0ePHggICDCozZw5c4yozHze+/YUfi9h84iSpjg9FLN/KCqVd0ZiSj4qd1lj1PGP7d+I4FpGDsESyaEz8ej05m7B7UYPaIy/pseaoSLTajRoc4lru5q7D3i62SHu8k0oTHQn0VymL7iArxZcFNxuweyxGN3nJzNUZDqZ2YXwaL2i2Mee9/4Dpe8DPTu/gK2/TRXcTmyd39xt8K7T/3Xu0GLUrlrCUFwLset4DF56Z1+xj4nRB7767F1MHr1QcDsx5eVr4N95NTKzhUUilf2ccfvCGahUln0R8smccyXukCzGucDuLcvRvIHh0w2lcOZKMlqM2C643eAedbHme8s/F2j96nacvFT8LTJz9wFHBxvE3Llu8X8nP/59FR/9fFZwu5++HIl3hlr2ckoFag1cWy6HRvP0Mg9ifA+0b1UPBxZZ/t9Jnwn7se3IPcHtju+ci4Z1vc1QEZmLGLkAIH42ILdcCJAuG7LsbyQJdO7cGQAwa9YsREb+/y7Up0+fRseOHZGRkQHg2VPnw8PDERoaWqpRomRZatWqhb1796JWrVpSl2K0kCDpvqCdHFQIqG7ZYQEAdHihAupWE17n+CGBZqjG9EKCfCQ9tqUHogDw5oC6sLERVqenmx2GdKthpopMx93VDrWrukl2fCn7nxDG/D13bVXR4gNRQPr3QMrvIUM5OarwWp/i199+lrEDAyw+6AGk7QM2Ngo0qGPknFQRvVDfF00ChffV8YN5LvA8jep6y+Lv5LW+tWFvJ2yUoLOjCiN7Wf51goO9CvUkHKQgh+8BwLhzgdaNyzMQLQOsIRegx1n+t5LIPvnkE3h6eiImJgbBwcGoX78+atWqhZYtWyIwMBBt2rQB8OxQdMWKFVAoFHjllVfEKpvMTKVSwdPT0+j1YS1BUylPggO8YGNj+R83CoUCX41rLKhNr3aVJQ8aDBVixEWeyY4tk9+RfzlnjB1o+F1fAPhkTEM4OsjjsyEkUMpgXB4XCr3bV0HjAMNrtbFRYOobJZ8TWJLy3o6oWO7Zm2iYUxMJ+58QE4YHw8O1hIU3i+Hn44g3B9Q1Y0WmI+W5QHBNT1l8VioUCnz5trBzgfbNKqBtiPFT98QkZR+Qy7mAt4cDJgwPEtTmw1frwc3F8M8NKbEPPF+XlhXRqpHho9oVCuCLtxqZryCyGNaQC9DjLD+lEFmVKlVw/Phx9OzZEw4ODoiOjoavry8WL16MrVu3Ijw8HEDJoaher8eqVavQvn17VKlS/O5cJD+xsbGYNGkSYmMtf7pHSYJqeqJmZWnWc+zdXj5/C0N71MS3Ew1b9qJFA1/8M7u9eQsyoZfaVYZSKc1ozT4d5NMH5kxpYXCfHTc4AB+9Vt/MFZmOVO+Dm4stXmxaQZJjC6VSKbHj9y6oY8DITxsbBZZMb4t2MvnZAKBPh6qSHLd9swpwFxA0Sql6JVds/bUzXJyef8Hj7WGPXfO6opy3MTvziK9aRRfUry3NKDE5fQ/07lAVv37cwqDnNg7wxqZfOsliNgQAdG9dCbYSjdaU0/ngtxObYmh3w2aBjOpdG1+Na2Lmikynd3tpvgcc7G3QuYU81ttUKhXYMqezQaNqFQpgweet0a11JREqI6lZQy5Aj2MoWozg4GDs3LkT2dnZyMrKwqlTp/D6668jPT0dCQkJUKlUCAoq/u7hsWPHEB0dLfup8y/6lEPhy4MxpXbJUwfSe/bHgVYdRKxKOjk5OTh+/DhycnKkLsVoSqUCbw8Sf2qXvZ0NXu8njxE0D33yekP88137EqfSuzrbYsLwIBxc1BOuzvK4yAeAqv6u6NWusujHbRTghRYWvobcf9naKrHx50748u3G8PEsfl2byn7OmPtpS8yb2ko2F8IA0L9zNZTzEn+tnlG9a8PFqfhNviyRfzlnnFzRC6N6lzyFMiTIB7vmdcWrvYVPtZbSuMHCRkKbyjsyWWbkoXZNK+DEsl7o0tK/2McVCuDlF6vg1IqX0VgmI2CBB6MgpVjyxcZGgbcGSNP3jDXhlWBs/LkTgmt6FPu4k4MKbw8KwNGlPeHpZtkbB/1XOW9HDOpaXfTj1qnqjk7Ni/97skQ2Nkqs+q49Zk1oivIl3PSo4OuEHz58AUtntpXsprMxerathCoVhO8cX1rDe9aEl7t8/lZ8vRxxYlkvvDmgLhwdij8XaFDHC9t+64Kxg+T1+UbGs4ZcQIiykAsxFBXg6tWrAICAgADY2xf/gb5ixQo4Ojpi4MCBYpZGZJDX+taGg73wnRRLY3DX6iUGS5ZsWM+auLF1AA4u6oEJw4MenQx5uNoi7sBQ/PpJSzg5ym/ahBQXw+MHB8oqOAQejBb8anwTxOwbghWzXoTz/95rZ0cVtvzaGbd3Dca7w4Jk93PZ2dpIMs13nEzW2vsvbw8H/P11O8TuH4qfJr8Ap/99Brg4qnBmVW+ErumDrq3kNyqkXm0vtBN5mm8FXyfJRqiWRsO63ti3sAcitg3E5281etQHXJ1tcXvXYGyb20UWa8k+6ZWXasLVWdybFH3aV0UlP/FDmNLq37karm7qj6NLeuL9EcGPzgXcXWwRf3AYFnzRWlY3Rx+S4lxg3OAAWQWHwIMBBZ++0RD39g3Bmu87PHYusP7HjojeMwSTR9eX3bmAjY1SkoESUt2UKw13Vzv8+WUbxB0Yhl8/bgEnh//vA/8u74VL6/ui14vyGQFNRE9jKCrAw1C0pKnzBQUF2LBhA/r27QtXV2mmKRM9i7eHA6aNFbZOVmm4Otti5rvymU70JIVCgY7N/fHrJy3h9b9RIM6OtrK8AHqoa6uK6NlWvCCnUYAXRvepI9rxTM3BXoURvWo9Wl/Qw9UOfTpUlcVGESWZPKq+qOtKvj0oAIE1PEQ7nqn5eDrgw1frPxoJ5u5qhxfq+0pcVen8NPkFwRuKlep4k16Ara18/2bqVHPHzHdDHvUBN2dbVKso3/M8V2c7fPNeiGjHc7C3MXhZGkukUCjQrmkF/DKlxaNzARcnW9ksB1Gc1o3LizpaNKC6O96WYSD2kJ2tDYZ0r/HYucDArtVl/bk2YXgQalQS73NsZK9aaBos3+9OTzd7THglGJ5u/98HWjUqL7tAnIieJt9Pcgk8LxR1cHBARkYG/vnnHzHLIhLko9H10ayeOFP9fpz0Aqr6y/fC0RopFAr8Oa2NKBdzKpUCf89sJ+uLBmvk4WaPRV+2EeVYVf1d8P2HzUQ5FhmuabAvPn6tgSjH6tepKob2MGxdPhLPO0ODRBsxPGtCU9QpYTkaks68z1qKMpNHqVRg6Yx2cLCX3+waa+bsZIslM9qKcqwKvk749RPD1uglIhIbr1QFeBiKNmggzoUEWQ5fX19MnDgRvr7yvcP5kEqlxLKvX4Sbi+FT5xJT8hCblIvElDyD27z8YhXZ7MZb1lQs74wFU1sJamNMH5j1XlM0rCuPHcfLmh5tKwuePim0D9iqlFj2dTtZj6y2ZtPeboymwcJukAntAxXLOWG+zNbdLSuUSgWWzmwraH0/Y74HOjX3F7yLN4nD18sRf33VBkL+PI3pA5+/2QgtGspnXfGy5MWmFTBF4GaRQvvAww0J5bTuLtGzWFMuQA/wlp0AJ0+elLoEkoi3tzdeeeUVqcswmcAaHtgxtyu6j9uLvALNc5/fbNg2Qa//YlM/rPm+Ay+ELdiwnjWRnJaP978/Y9DzhfaBSa/Ww+TR8tmVvSz67ZMWSMkowLq9dwx6vpA+YGOjwD/ftZfNjvNlkb2dDXbP74YXx+xE2K0Mg9oI6QO+ng7Y/2cP+PmIt1QDCVOjkhv2LOiGzm/tRlZO0XOfL/R7oHl9X2ye0wk2NhyDYal6d6iKhV+0xlsz/jXo+UL7wNhBAfhqvHjLNpFw305shuS0Avy9Ncqg5wvpAwoFsGR6W3RvI7/1t4lKYm25AHGkKJFBsrKycODAAWRlZUldism0DfHDgUXd4e1h2ju3vdpVxq553WS5CVFZM3FEPfzxRWuoVKYNr6eNbYwfJr3AUNzC2dgoserb9nijv2nXfHVyUGHTz50wUILdjUkYH08HHF3yEpqbeI3Uav4uOLGsl6zXki0rmtXzxeHFPeHnU/zu2sbq3MIf+//szpHiMvDmwAAs+7odbE28VvZHo+tjweccKW7plEoF/preFu+ZeES3vZ0NVs/ugFd71zbp6xJJzRpzgbKOoSiRAeLj4/HZZ58hPj5e6lJMqmXD8ri+eQD6dSr9rsDOjirMn9oKW3/rwkBURsYOCsDZVb3RoI5XqV+rmr8LDi7qgenvNOFFkEyoVEos+qot1v3Y0SRry7UL8cOVjf3QW4Y7jZdVPp4OOP53L8x4p4lJQpG3BtbF5Q39uIakjDQJ8sG1Tf0xzARrvzo62OCXj5pjz4JuDERl5NXetXFhbR+EBJV+zflK5Z2xe343fP8hb47KhVKpwG+ftMTWXzub5AZJiwa+uLS+L4Z053rSZH2sNRcoyxiKEpVx5b0dsfHnTlj7QwfUr+0puL2tSolhPWrg2qb+GDckEEolT4DlpnGgD86t7o1ZE5qigq/wqa6ebnaY8lp9XN3UHx2b+5uhQjK3QV2rI2xzf4wdFAAnB+E3NWpUcsWCz1vh8F89UbOymxkqJHOytVXii7GNEbqmD3q1qyxojcGHWjcuj/1/dsfCaW3g5sIwTG68PRzwz+wO2DynE5oECl8L2sZGgYFdquHy+n54f2Q9TpmXoXq1vXB65cv4cdILqFTeWXB7NxdbfDAyGNc29ed0aZnq3aEqrm8egHeHBcHFyfC9Bx6q6u+CXz9ugRPLeiGguofpCyQiMgMO5yIiKBQKDO5WA4O6VsfJS8lYuD4cxy4kIjo+p9jn29kq0aCOF/p2qIo3BtRFeW/TTrsj8dnZ2uDTNxpi8qj62Ho4Gku3RuLM1ftIzVAX+3w3F1s0DfLBiF61MKRbDY4OtgK+Xo7444vW+G5iUyzffhNr997GpfC0EtcdruDrhFYNy+GN/nXRtVVF3hCxAg3qeGH7711xNy4bf6wPx+4Tsbh+Kx1arb7Y59ep6o6OL1TA24MDuKmalejbsRr6dKiKs1fvY+GGcBwNTcTt2Oxin2urUqJ+bc9HGytWNCJII8uiUikxaVR9THwlGDuO3cPSLVE4fSUZyWkFxT7fxckWIUHeGN6zJob3rGlUkEaWxcvdHnM/bYlZE0KwcsctrN59CxdupCI3v/hzgfLejmjZsBxe71cHPdpU4g0RIpIdXsUS/uqzVQABAABJREFU0SMKhQKtG5dH68blAQAp6QW4FJGKtEw1ijQ6ONqrUL2iC4JrecLO1kbiaskcbG2VGNi1OgZ2rQ69Xo97CTm4djMd2blF0OsfLJMQWMMDNSu7MQSzUh5u9pjwSjAmvBIMrVaH8DuZiIzORH6BFjY2Cri72KFhXS+jRhWTPFSr6Irv3m+G795vhvwCDa5EpiE2KRcFhVrY2dqgnJcDGgd4c0SolVIoFGjeoByaN3iwY3h6lhoXb6QiJaMARRodHOxsUK2iK+rV8oS9Hc8FrJFKpUTfjtXQt2M16PV6xCXl4UpUGrJyCqHTAU6ONgis7oHaVd15LmClXJ3tMG5IIMYNCYRWq0NkdBYi7mYgL//BuYCbsy0a1PGCfzknLpNARLLGUJTIAPb29qhbty7s7U27KZGl8/F0QOcWFaUugySiUChQ1d8VVf1dpS6FJGJjo0RwLU8E1xK+tAZZB0cH1YOATOpCSDKebvZcGqUMUygUqOTnjEp+HAlcVtnYKBFYw4Ob5xGh7OYC1oyhKJEBqlevjhUrVkhdBhERERERERFJgLmA9eGiH0RERERERERERFSmMBQlMkBERARat26NiIgIqUshIiIiIiIiIpExF7A+DEWJDKDX61FUVAS9vvgdeImIiIiIiIjIejEXsD5cU9Ta2NtDtW6Z1FUYjgsUExERERERERGZhtxyIUCybIihqJVRKBSAg4PUZRARERERERERkciYCxmO0+eJiIiIiIiIiIioTOFIUSIDVKtWDatXr0bFihWlLoWIiIiIiIiIRMZcwPowFCUygIODA2rWrCl1GUREREREREQkAeYC1ofT54kMkJCQgK+//hoJCQlSl0JEREREREREImMuYH0YihIZIDMzE9u2bUNmZqbUpRARERERERGRyJgLWB+GokRERERERERERFSmMBQlIiIiIiIiIiKiMoWhKBEREREREREREZUpDEWJDODl5YVRo0bBy8tL6lKIiIiIiIiISGTMBawPQ1EiAyiVStja2kKp5J8MERERERERUVnDXMD68J0kMkBKSgoWL16MlJQUqUshIiIiIiIiIpExF7A+DEWJiIiIiIiIiIioTGEoSkRERERERERERGUKQ1EiIiIiIiIiIiIqUxiKEhnA1dUV3bt3h6urq9SlEBEREREREZHImAtYH5XUBRDJQcWKFTFjxgypyyAiIiIiIiIiCTAXsD4cKUpkALVajZiYGKjVaqlLISIiIiIiIiKRMRewPgxFiQxw584dDBgwAHfu3JG6FCIiIiIiIiISGXMB68Pp81ZGr9cDcrprYW8PhUIhdRVERERERERERLInu1wIkCwbYihqbdRqaAaPkroKg6nWLQMcHKQug4iIiIiIiIhI/mSWCwHSZUOcPk9ERERERERERERlCkNRIiIiIiIiIiIiKlM4fZ7IAAEBATh79qzUZRARERERERGRBJgLWB+OFCUiIiIiIiIiIqIyhaEokQGio6MxZswYREdHS10KiUir1SHsVjp2HruH/AINAEBdpEVOXpHElZFYCtQanLt2H/nqB+9/vlqLS+GpKCrSSVwZiSUjS41joQmP+kCBWoub97Ie7OpJVk+v1yM2MRf7T8X9fx8o1CIxJU/iykgsOp0e4XcysOt4zP+fCxRqkZVTKHFlJBZ1oRbnw1KQr9YCeHAucCEsBYVFWokrI7FkZhfi+PnEx84FIu9mQqfjuUBZw1zA+nD6PJEB8vPzce3aNeTn50tdCplZSnoBlm6JxNYj93ApPBW5+ZonHlfDreVyBFT3QLsQP4wdWBeNA30kqpbMIfJuJhZuCMfBM/G4fisdGs3/n/CmZarRePAW2NvZoEEdT/RoXRlvDqiLSn7OElZMpqTX63H8fCIWb4rEv5eScDs2+7HHUzPVqN1rPdxd7RAS6I1BXavjlZdqwtXZTqKKydQKi7TYfDAaK3fcxNlr95GcVvDY46kZalTouBr+5ZzQvL4vRvWujV7tKsPGhmMNrEV6lhrLtkZh08G7uBie9tTN0JQMNTxar0DtKu5oF1Iebw0MQLN6vhJVS+ZwOzYLf26IwL6Tcbh2Mx1Fmv+/GZqWqUbI0K2ws1Wifm0vdG1ZEWMH1UVVf1cJKyZT0uv1OH0lGYs2RuDExSRERWc99nhqphp1e2+Am4stGgd4Y0Dnanj15dpwd+W5gLVjLmB9FHoOdbAq+oICaAaPkroMg6nWLYPCwUH04547d07Q88PDw/Hqq69i+fLlCAgIMKhNs2bNjCmNJHIvIQdf/H4ea/fegbpQ2J3/Fg188cXYxujZtrKZqiMxnLyUhK8WXMD+U/GC2tnYKNCnfVXMfLcJgmp6mqk6Mje9Xo9VO29h9pIruHYzXVBbV2dbjO5TG1++3RjeHuJ/p5FpFKg1+OHvq5i/9gYSU4Rd7FSp4IwJw4MxYXgwbG0ZjspVwv08TJt3Hqt23UJ+gbBzgabBPvjsjYbo16maeYojUYRev48v51/A7hOxEHKVrFQq8FLbypjxThM0CvA2X4FkVnq9Hhv238W3iy/jYniqoLbOjiqM6FUL08c3QXlvRzNVSKYmRi4AiJ8NyC0XAqTLhnjWRkRlml6vx6IN4ajXfxOWb78pOBAFgNNX7uOld/Zh1NSjSM9Sm6FKMqe8fA0m/XgGbUbtEByIAoBWq8emg3fRePAWfPfXZWg0nFovN3FJuej17j6M/Oyo4EAUALJzizD3nzAE99uErYc5nUqOzlxJRuPBWzBt3gXBgSgA3EvIxeSfzqLFiG24GplmhgrJnPR6PVZsj0JQ341YvClScCAKAKHXU9D/g4MY8tEh3E/jCCK5URdqMfW3ULQYsR27jgsLRIEHyyxsP3oPzYZvxVfzL3BqvQwlpeZjwIcHMXjyIcGBKADk5muwcH04gvttxNo9t7nMDpFMMBQlojIrv0CDfu8fwFsz/kV2bunXCV2+/Sbq9d+EyxHCT6RIGtHx2QgZugU/L78m+ALoSYVFOnz6ayheHLMTaZkMx+Xi4Ol4BPffhF3HY0v9Wkmp+eg78QDGzfwXWi3Dcbn4adlVtHp1B8LvZJb6tS7cSEXI0K34a1OECSojMagLtRj+8RG8OvUYMrJLv07our13ENxvE85evW+C6kgM8cm5aP7KNsxafBlabelOBjQaPab/cRGtRu5AUirDcbk4cSERwf02YvPB0t/YTM1QY+iUw3jti+Ncg55IBhiKEhmgQoUKmD59OipUqCB1KWQi+QUa9HxnH7YevmfS141PzsOLY3bhfFiKSV+XTO92bBbajNppkiDkv05eSsaLr+1EakbB859Mktp9PAY939mLTBMEIf/1x/pwjPzsKINRGZjxx0VM/umsSTfLKNLo8MZXJ/D76jCTvSaZR2GRFv0/OIA1e26b9HXvpxeg05u78e/FJJO+LplebGIu2ozaicsRph3hfT4sBe1G7+SmbDJw+Gw8ur69B6kZpr2hvWxbFAZNPshg1MowF7A+DEWJDODu7o4ePXrA3d1d6lLIBPR6PYZOOYwj5xLM8vqZ2YXo9vYe3I7Nev6TSRJpmWp0eWsPYpNyzfL6126mo8f4vUYtx0DiOHv1Pvp/eBCFZrpYWb37Nt7//oxZXptMY8HaG/hy/gWzvf57357CWhOHbWQ6er0eoz8/ZpJR4sXJySvCS+/uw43bGWZ5fSq9rJxCdBm7G3fisp//ZCNERmei29t7kffEpp1kOa5EpqH3hANGLZlhiK2H72HszBNmeW2SBnMB68NQlMgA6enpWL9+PdLTha81R5Zn0cYIbDsibIToudW9EbN/KM6t7m3Q81Mz1Bgz7bhJRx+R6UycfeqpXcWfRej7DwDnrqVg5sKLxpRHZpZfoMHIz46iQG34RZAxfeD31WHYc8I8gQuVTsSdDHz4o7DQ2pg+MHbmv4gz080XKp1/dt3C6t3CQmuhfSAzuxCjPj/KtaYt1JRfzgmaLWLMZ8CVyDRMnRtqTHlkZoVFWrw69Shy8gxfQsuYPrB0SxQ27r9jTIlkgZgLWB+GokQGSEpKwg8//ICkJE6Dkrvo+GxM+vGs4HZ+Pk6oVN4Zfj5OBrc5GpqI+WtvCD4Wmde2w9FYueOWoDbGvP8A8N2SKwi9znXlLM0Xv59HZLSwZROM7QNvTj9h8un5VDparQ6vTTsuKBQHjOsDmdmFeGvGCW64YWES7ufhvW9PCW5nTB84dy0FPy67KvhYZF4HTsdh4fpwQW2M/R74ddV1HD+fKKgNmd+sRZcFL5tgbB8Y/81JpKRzWSVrwFzA+qikLsCSpaSk4LvvvsPmzZsRFxcHX19fDB48GF9//TXefPNNrFq1CosWLcIbb7whdalEZKCpc88LuiNcWp/9FopRvWvB1dlOtGOaUmJKHlZsv4m78TnQ6/XwL+eEV3rWQvVKrlKXZhStVifqlGatVo8PfziDY3/3Eu2YpnYtKg3r9t1BcloB7GyVqFPVHSNeqgkPN3upSzPK7dgs/LzimmjHi03KxfdLr+CbCU1FO6Yp6XR6HDwTj30n45CVWwhnRxVaNCiHvh2rws7WRuryjLJ6922cupws2vF2HY/F3n/j0L1NJdGOaUoFag3W77uD82GpyFdr4OFqh17tqqBNk/JQKBRSl2eUrxZcQHqWeDcrvlpwEW/0rwsfTwfRjmlK99PysXLnLdyKyYJWq0cFXycM61EDtavKc/qoXq/HxNmnRTwe8P73pxG6po9s/2bC72Rgze7bSErNh0qlRK3KrhjRqxa8PeTZpxPu52HW4suiHS85rQBf/3kJcz5uIdoxTUmv1+NoaCJ2HY9BZk4hnBxUaBbsiwFdqsHeTp7nAkQPMRQtwZUrV9C1a1ckJSXB2dkZQUFBiIuLw88//4y7d+/i3r0HU28bNmwocaXmcTQlGV1OHcHXAfUxpXZgsc/x3LUJIR6eONCqg8jVERknOTUf6/eJO30lO7cIK7bfxPihQaIet7TuJeRgyi9nsXH/XWie2Il12rwL6Nm2Mr6b2BT1antJVKFxdp+INdvaYSU5fiEJVyPTUL+OvH5XJy4kYurc8zhWzOiWKb+cxYiXauG795vBy11e4ejC9eEQe9Deoo0RmPZ2Y9ldOPy9NRLfLr5SzKja6/DzccS7Q4PwyesNYGMjr4lHUozgn7/2huxC0cIiLaYvuIiFG8Kf2oDk+6VXUb+2J6aNbYyBXatLVKFxMrLUgmcLlJa6UIulWyLx0WsNRD1uaSXcz8OUX85i3d47T62//OX8C+jaqiK+ndAUTYJ8JKrQOEfOJSDsVoaox7xwIxVnrtxHi4blRD1uaZ29eh+f/noOh84+vQ7/x3NCMbR7DXz/QTOU83aUoDrjLdoYgSKRl7X4e1sUvnkvBM5OtqIet7RW77qFmX9eKnZ95Pe/d8C4wYH4/K1GsLWV17kAGaYs5ELsucVISUlBr169kJSUhClTpiAxMREXLlxAUlISZs6ciU2bNuHSpUtQKpWoV6+e1OUSkYH+2hxptk1VnmX+2huymjp543YGWozYjrV77jwViAIPRjzsPBaD1qN24MQFeU0Hk2o5A7kto7DpwF10enN3sYEoAOQXaLFoYwRav7odCffls7NugVqDvzZHin7c++kF2Lj/rujHNZZer8cnc87htS+Ol7jMQGJKPj7//TwGTT4kq511L95IEXWU6EM7jt3DXZFvyJRGfoEGPcfvw6zFl0vckflqVDoGTT6EH5ZeEbm60lm+/SbyCsTf+GbBunBZrTN+OzYLLUdux8odt0o8d9p3Mg5tR+/EwdPxIldXOjwXMMyu4zF4cczOYgNR4EHYv2xbFFqO3I57CTkiV2e8oiIdFm4QtnSCKWRmF+KfXeLekCmtmQsvYvgnR0rcMO5+egFmLLyI3hP2c3NRki2GosWYMGECYmJi8OGHH2L27NlwcXF59NjUqVMREBAAjUaDOnXqwNFRXnfFyDhOTk5o3rw5nJyErR9DlmXzobuSHPf6rQzcvCePnejTs9ToMX6vQUFXVk4Rek/YjzsCNiySUl6+BntPxkly7M2HomUTjJ+7dh/DPj5s0A2E8DuZ6PXuPtmEYicuJpUY8JibVJ8/xliw9gZmLzEs6Np8MBof/CDeNNTS2nJI2CZ7pqLXA9uPSnNsY4yZdhwHzxgWdE355RzW7JbPhf7mQ9GSHPdOXDauRApbv1AqOXlF6D5uL6Ljnx905RVo0O+DAwi/k2H+wkygqEiHHcdiJDn2lsPRsgnGr0amYdCkQwatvXw7Nhs9x+9FvgQ3G4wRGnYf8cnS3NCV6vPHGH9vjcS0eRcMeu6ef2Mxdsa/Zq7IMjAXsD4MRZ8QFhaGtWvXoly5cpg5c+ZTjysUCoSEhAB4eur88ePH0alTJ/j4+MDDwwMtWrTApk2bRKmbzKtKlSqYO3cuqlSpInUpZKSiIh2uREq3S+D5sBTJji3Eks2RBl0EPZSeVYg5K8Vbn7E0LkWkSnYxkpSaL9kJuFDfLLokaET1hRup2HpYHif5Uv4dng9LlezYQhQWaTFj4SVBbf5YHy6bHdbP32AfeJ7rN9OxZo+wXdm/nH9RFjd+dDo9LkjaB+RxLrByx01ERRt+Mzc7twg//i2PzaTCbqcL3mTNVLJzi2Rzk/y7JVcEjai+fisD6/bKY4d1KT+Lz4elyOKzUqvV4asFFwW1WbYtSjb9uzSYC1gfhqJPWLVqFXQ6HUaMGFFi+m9v/2D9tP+GopcvX0aXLl1gY2ODv//+G2vXrkW1atUwYMAA7NixQ5TazSFPq0WKWl3sv7JEq9UiJycHWi2nBcjV9Vvpkk7rkMPFsE6nx4J1wqd2/b0tCrkibl5lLKkvRqU+viHuJeRg+1HhI2jkMiVQyr/DO3HZSMu0/O/OzQejkZSaL6iNVqvHoo0RZqrItKQNxi3/MwCAUd8DkdGZOHSm+Cm2luRWTBaycqT7vpJDH9Dr9UZ9pv+z+xbSsyz/M07q8zE59AFj1+CXz7mAdO9BcloB4pIs/yb57hOxggZJPPSHEd8fclNWcwFrzoUYij7h4MGDAIAOHUpeJDY2NhbA46Ho2rVroVAosHXrVvTq1QvdunXDP//8g6pVq2LVqlXmLdqMZkWFwX/f1mL/5WrlMUXCFKKiotCxY0dERUVJXQoZ6bbEU7ylPr4hrt9Mx60Y4XVm5RThSKjlXwxL/R6IvcGTMXYcvWfUaNrD5xKQmS3eTs7GkroPyGFNyS1GTu2Tw5TA/AINElOEBb6mJHX/M5TxfeCuaQsxA6k/h+XQB+7G5eBqlPCZNfkFWuyTaIkaIdgHnm/Pv7FGbUJ09tp9xCdb/qwBqd+D27GWP5rS2BlAW2Qyc6g0ymouYM25kEIvh/HbIqpQoQISExNx9erVYjdRUqvVKF++PDIzMxEbG4uKFSsCACZPnoxFixYhIyMDCoXi0fPr16+PoKAgrF27VnAtTZs2RWKisE1MHJVKhDVqKfhYT3q4y9hrVapjsH/xQ8P7nT2BFzy9SrXLWNClU8jXib8W3cCBAwU9Pzk5GatXr8awYcNQrpxhu0Zu2LDBmNLITPLs6iHdZVCxj51b3Rt+Ps9eF8bPxxEqGyU0Wt0zL6oTU/LQbNi2p/67fWEkfHIs+waJWlUVKW5jjGrrmbMRToWWvdlGhtNLyHV4odjHntcHDH3/gZL7gFvefrgWnBBWtMiyHNoh26mTUW3LZ/wClS7DtAWZWJLbeGhU5Yt9TIw+4JO1GPYaadayM1SK60iobWsJbmejzYRf5s9mqMh0dAoHJHh+WuLjpuoDJb3/0OtQMX26oJqlEO85FXqFneB2juor8MrdaIaKTCffti7SXIcX+5gY5wJ2RXfhm71UWNEiK7SpgPvubxvV1j13B1zU50xckWllOnZFjmPrYh8T43vANf8o3PIPCStaZDn2LZHp3N2otuUy58FWK/5mdkIku72BIlXlYh8Tow94Zy2Hg8ay12FOdRmCArsgwe0Uujz4Z8w2Q0XmI0YuAIifDcgtFwJKlw35+fkhNDTUqLYqo1pZsdzcB3e3CgoKin185cqVyMzMhLe396NAFABGjx6N+fPn46OPPsJHH30EW1tbLFmyBJGRkZg/f75RtSQmJiIuTtgdVycbG6CRUYcrVk0nF3TyLf4C0uY/4a+x4uPjkSfB0POH77Oh8vPzH/1fQ9sKfe/IzNz8AJfiH/LzcUKl8s4GvYzKRmnwc/9LnZ9r+X3C0Q5wM65pemoy0rMs/OerkA04FP+QoX3A2PcfALIy05GVYuG/I59UwMh145MSYgCNhY9+cFSXeOYjRh9ISU4C8i28D1TNBmyFN9Nq8i3/M05pD3iW/LDZ+4Bea/m/IwBwKwJUwkPR/NxMy//5XL0A1+IfEuNcoFCdZ/m/I3s94G5c08y0ZGRmWPjPVz4TKGGfXDG+B7Kz0pGdbOG/I6/7gHE/HpITY4HC+6atx9TsCyQ9F0hNSQJyLbwPVM4ChH8NQK9VW/5n3BPEyAUA8bMBueVCgHTZEEPRJ/j5+SE7OxuhoaFo2rTpY4/FxMTg008fjDBo0KDBY4/Vq1cPhw8fRr9+/fDTTz8BAJydnbF+/Xq0bdvW6FqEclTKa0UEf39/SUaKOjsL+xJ7+IHn6OhocNv/huYkvQKVI0paRSox5flr+wgZHVIcJwfA08L7hE6hRIK+CFAISET0ekChQDn3Iti6WvbPl+WoREkTpp7XB4SODCiOh6stnO0t+3dUoMp/8Hfyv/fVUEpdFvzKu0FRUtpgIVJUGpS08pEYfaC8jwtUOsvuA1m2mSX+nTyLgyIV3hb+GaeHAvHP+IwzVR8o6XWUKEAFC/8dAcB9fTIKUV1wO3f7bLhY+M9XaOOIkuIaMc4FHG118LLw35EOtkjUF0CvKOEuYnH+953h66aGnbNl/3zZDjYo6fadGN8D7i52cLG17N+RWlWAFEDwuYBCl4cKvk5QwLJ/vlRbLYof/iROH/D1doGdh2X/jrLtskr8O3kWe30KfCz8M+5JYuQCgPjZgNxyIaB02ZAx2dlDDEWf0LlzZ0RFRWHWrFno2LEj6tSpAwA4ffo0Ro4ciYyMDABP7zwfFRWFQYMGoVmzZnj77behUqmwevVqDB06FDt27EDHjh0F12LM8F99QQE0g0cJbieVyMhIKBwEnHSZyLlzwqb2hIeHY/Xq1ejRowcCAgIMajNnzhwjKiNzSc0ogE+74qevFzvN8Qkx+4eiUnlnJKbko3KXNYKP/92X4/De8N8FtxPba18cw99bBayRo1Cg4wsVcHDxZfMVZSJbD0ej78QDxT72vD5Q2vcfAA7vWoZGAd5GtRWLTqdH3d4bBO8e+sX4F/HV+A/MVJXpTP7xDH5afq3Yx8zdB1ydbRF/6TKUStPcTTeXmMQcVOu+TvDasjuXTUbH5pY9fR4Amg/fhrPXio/FzN0Hur8YiJ3zYgW3E9u6vbcx5KPDgto4Otjg7ol/4OFmb6aqTCMvXwPXlsuL7d9inAtMmzIan7z+i+B2Ynt31knMWyNgwxSFAs3r++L0KuOmLorpwOk4dHlrT7GPiXEusHPDfLRuXPxoK0uh1+vRaNAWXIlME9Ru0mvN8cOku+YpyoS+nHcBMxYWv7O6ufuAna0SsTfPwM7WRnBbMSWn5qNy1zUoLBIWUK1bMA69O3xnpqrMQ4xcABA/G5BbLgRIlw3JLz42s08++QSenp6IiYlBcHAw6tevj1q1aqFly5YIDAxEmzZtADwdin722WdwcnLCpk2b0KNHD3Tp0gVLlixBixYtMGnSJCl+FDKhWrVqYe/evahVS/g6a2QZvD0cUM2/hPnzIggJ8pHs2EK8MzRQcJt3hwlfc0gKIYHSvQf2djYIrvmMebsWQqlU4F2BfcDOVok3B9Q1U0WmJeXfYZNAb4sPRAGgsp8L+nWsKqhNUE0PdHihgpkqMq2QIOluTMjle6Bvx6qoWE7YOhoje9Wy+EAUAJwcVQisbuTccBOQSx8YPyRQ8OeVXM4Fmkh4LqBUKtCorpdkxzeUQqHAewLfTxsbBcYOMjwgkpKU3wMN6nhZfCAKAOW8HTG0ew1Bbar5u+CldsWv1WpNmAtYH4aiT6hSpQqOHz+Onj17wsHBAdHR0fD19cXixYuxdetWhIeHA3g6FL169SoaNGgAG5vHP+RCQkJw44aAO61kkVQqFTw9PaFScXC1nLULMX5YfWm4ONmiUV3LHiH4UNNgX/zwYfGbERXn/9i76/imzj0M4E+kTd1bWqQ4VPAWdxkOw10GTBjbYAPGGMwYjDkTbGyMoWNFh7sMlxantDi0VKDumtw/uDAYLeSkyTk56fP9fPa5d0vec35t3iYnz3nl7cEB6CUwQJFKuTJ2qFxOmundTep4wspKHh+5Ql5ThQJYNqsVyhm4rpbYWjQoI2QmoFG1bCDN+48hfvm4OapX1G+BYRdHa6z9rt1Tm0yaM6k+BwD59AFrKxU2/NABdjb6XfPU93PHd5P0/9yQmlR9QGOtQsNAeYSiAVVdMe9D/TfoGN27BoZ2q2rCiozHzVmDWtWkuUnZwN8d9nYGLNosgdG9a2BIV/1f018/aYFqvgYuTC+ypnW9oFZL85nVsoF5jxJ+0k8fNEFgVRe9nutgp8aGH9pDpZLHtW5JMBewPJbfaw0QGBiIbdu2IT09HWlpaTh+/DjGjBmD5ORkxMbGQq1WIyDg6btn3t7eOHfuHAoKCp7676dPn+bakhYgOjoakyZNQnS0+U97o+K93k+aO9jDu1eFna18Pjgnv1IbP09tArWq+AtGhQKYOqYOfvqgiWzCEIVCgdf7STOi8Q2J+p4hVColQr5ti1derv7c59nZqLHm23YY1EUeX4SBh6Mgu7QoL/p5FQrg1T41RD+voTxcbXDoj25oWOv5AU7Fsg44vLQbAmQwCvqRXu0qwsNV/KlZVco7on3jsqKf11CNanti/+IuKONezI40//dw+ZQucLQ3YEcOiUh1LTCwU2VZjKZ95M2B/lj8WQtYv+CG3oShgfj1k+ayuRYAwGsBPSiVCiyb1QpjXzD600ajwvIvWmF0b/l8xnm62aJ3u0qSnFuq9x9DuDhpcHBJN7R4wXIPZb3scHBJN9SXcBS2mJgLWB6GogJcvHgRAODn5weN5umLmrfeegvXrl1Dr169sGXLFuzcuRMjRozAP//8gwkTJkhRbom09vBCXo8BmFK9+GmUyV37YG+ztiJWJZ2MjAwcPnwYGRkZUpdCJdCsnhfq1BB/2tKbA4RPSZfaO0MCEbVnEGa+3eCp0ZVKpQIfjK6DG9sG4MsJDWUxHfhJo3vVeOEXPGPzcrNBnw6VRD1nSVlbqfDHzFa4uL43xg30h7vLv595apUCP05pjHt7B6FfR+GbsUht3EDx/x67t/JFxbLmvQnVf3l72OHEyp7Y82tn9G5f8alRg9ZWD4Pzq1v6oVZ1858K+iQbjRpjJPjy/uYA4dORpda4jhdu7xyA5V+0QpM6no//u0IBDO5SBYeXdsPe37rAVUZBHwDU83NH07peop9XiveekhrTpyai9wzCV+8GPzUKUKkEJo6ohatb+uHHD5rIbnTYiB7V9R4JbSzOjtYY3EXYdGSpqdVKLPy4Oa5s6osJQwPh+cQNJbVKge8mNUL0nkEY3uP5N1HNkRR/j+0a+cCvsovo5y0JD1cbHFraDQd+74oBnSrD4YmRztZWSqz6sg1ubh8gm6VBjKG05QKlIReS1yeYxB6Fov+dOg8A/fv3x5YtW5CamopXXnkFgwYNQkREBFatWoXx48eLXSoRFUGhUGD6a8/+/ZpSzza+qC1BEGsM3h52+Oj1+ri5YwDKej4cLeTjYYuv3m2IyuXlFfA84uVuK/pd+vdfqQONtfmvH1WUWtXdMH96MyQcGva4D5Rxt8WEYbVkNeLpSZ2bl0d9ETe8ejSqWo6USgU6NCmHDT90QOapkY/7gKerDQZ0qiKLddGK8vagADjaizeF1cvNBmNkNFL4STYaNYb3qI7jK3s+fv3Letrhz6/bokUDb1mNDnyS2NcC7Rr5oFFtzxc/0Qx5utnig9F1cW1r/yeuBezw/eTGqF5RuvVZS8LZ0RrvDBF3DdT3hgXKZur8f/lVdsGPHzTB/X+GPnUtMGlkbbi7iD/y3hhaB3uLvuHVtFfriXo+Y1EoFGjT0Ach37ZD+okRT10LDOlWVbbXuESPMBQV4HmhKAB0794dhw8fRmJiIlJSUnDq1CkMGTJEzBKJ6AX6d6yM3u3FWQPTxdEaCz9qJsq5TE2uX3yL8uWEYNE23WpUyxPvDgsU5VymZil9QKVSYumsVrBSi3MJNGFoIJrVk88aYs9jKX2gvLc9vhdxDcxfPm4uu9GURbGU1x8AurXyxbDu4iz9YW+rxuLPWlrE788SfoZHPh1bHzUriRPq1qnhhg9fFTeINxVL6QMKhQJLZrSEjUacQO+1vjXRvol8llB5HkvpA0SPMBQV4FEoWqeOPEd8ENHDD/KFHzV/ajqwPuISshAdn4m4hCy92/z0QROU9ZLHBjSliYOdFZZ83lJQG0Nef421CktntYJapPCN9Fenhhs+GVtPUBtD+kD1ik744p1ggdWRGF7tWxMdmwlb892QPjC4SxX0bl9JYHUkhp8+aAofTztBbQzpA99ObCTb2RWWzNZGjaUzWwla1sKQ11+tVmDpzJayHVlvyWpUcsbs8cI+ow3pA74+9rLajI6otJHPzh9m4NixY1KXQBLx9PTEhAkT4Okpz6lP9LQy7rbYMvcldHhtJ7JyCl7cAEDDwZsFneOD0XUwoqf81lgqLdo2Kot505ri7dnH9Xq+0NdfpVLgr2/awL+KiwHVkRimvVoPV26m4s/tN/R6vtA+4OVmg61zO8pqk7XSRKFQYPXXbdF61DZcup6sVxuhfaBZPS/89mkLQ8ojEbg5a7Bt3ktoM2Y70jLy9WojtA+8PTgAYwfIZ2OV0qZJXS8s/qwFRn9yWK/nC339FQpg+azWpWYDGjl6d1ggLl9Pxu8br+r1fKF9wNXJGtvmdYSTg3w2o6PnYy5geTh8hUgP7u7uGDp0KNzdxVuHjkyrad0y2LmwE5wcjL++0wej6+DLCRwdZu7eGhSAuR82Nfpxra2UCPmmLXpJtLMp6UepVGDpzFYmmUJb1ssOB37vihoiTc0kw7g5a7Dvty6o52f8dZ9bNiiD7fM7yXYNwdKivr8H9v7aBW7Oxl/e4J0hAfjpgyacamrmRvWqgd9ntDT6RmgqlQLLv2iNwV3FWaaBDKNQKLDok+Z4rW9Nox/b09UG+37rIrsNCen5mAtYHoaiRHpIS0vD3r17kZaWJnUpZEQtg7xxYmVPBAca5w6+s6M1ls5sha/ebcgvQTLx9uAAbJ33kuAplMWpUdEZB5d0Rd+X5Lcre2lkZaXEslmt8c17DY22UUCnZuVwcmVPBFR1NcrxyLS83G3xz5JuGG2kHekViofryO5c2BnOjhwZJAcNa3ni5KqeRtt0xcHOCr983Bw/fdDE6EEbmcbo3jWw65dOqOBtnCWPKpdzxN5fu2BY92pGOR6ZlkqlxKJPmuPnqU1gZ2Oc2R2tg71xclVPjhK2QMwFLA9DUSI9xMTEYNq0aYiJiZG6FDIy/youOL6iB76cEFyixda7taqAyxv6YOTLnDIvN91a+eLyxj4Y0cPwLy8qlQKTRtTCubW90LSuZWyqU1oolQq8P6rO/187L4OP4+xojcWftcCOhZ1Q3khfrEkcTg7W+H1GS2yf37FEoUj1ik74Z0k3/PhBEy6bIDPVfJ3wz5Ku+OH9xiUKRV5qWhYX1/fGG/39eHNUZjo0KYdLG/rg9X41YehLp1Qq8NYgf1xY3xttGvoYt0AyKYVCgXeGBJb4tXOws8K8aU2xf3FXriVsoZgLWB5esRFRqadWKzF1TF281rcm/vj7GhauuYKb0ekvbGdno8bQblXx5gA/3gmWOVcnDZZ90RofvV4Pv6yNwJKNV5GSnvfCdj6edni9b0281rcmypVhECZnfpVdcHR5dxw5E48FIVewfu9t5BdoX9iudnVXvDUoAEO7VYUDp0rLWpeWFXB9W3/8vf8OFoRcwT+hcXq169SsHMYN9Ee3VhWgUnG8gVypVEq8O7wWXnm5OpZtvoYFIRG4eif1he1sNCoM6lwF4wb6o2EtrjEnZ04O1lj0SQtMHV0Xv6y9gt83XkViSu4L23m62uC1vjXxer+aqFiWQZicVa3ghP2Lu+DkhQdYEHIFIbtuIi//xdcC/lVcMG6gP4Z3r8ZZAkQyw1CUiOj/3F1sMPmV2pg4ohYuX09G2JUEhF5OwK176cjN08JKrYSbswYN/N0RFOCBoAB3ONrzwseSVK/ojO8nN8YX7wThbEQiQi8nICw8EfeTspGXr4XGWolyXvYICvBAcKAH6lR3g5UVQxBLoVAo0DLIGy2DvJGUmovQyw8QFp6Ic5GJSE3PQ0GhDrYaFapXdEJwgCeCAtxRo5IzR4RZEGsrFQZ0qoIBnaogKi4Dpy8lICw8AZdvJCMzuwBKpQL2tmrUruaGoAB3NKzlabTlN8g8uDhpMGFYLYwfGojwGykIC3/YB25EpyMntxBWaiVcnaxR38/98WcBN1GxLJXLO+Lr9xrh87eCcC4iEWHhCQgNT0Bcwr/XAj4edv+/FvRAPT837i5vQRQKBZrU9UKTul6Y+2FThF5OQGj4A5yLSEJyWi4KCnWw0ahQrYITggIevg/4V3HhtQCRTDEUJSL6D6VSgdo13FC7hhteedk468yRvNho1Ghatwynwpdibs4adGxWHh2blZe6FJJIBW8HVPB2QJ8OlaQuhSSgUCgQWM0VgdVcMaInl8YpjTTWKjSu44XGdQxfWoXkzdnRGu2blEX7JmWlLoWITITDW4j0oNFoULNmTWg0xt+dlIiIiIiIiIjMG3MBy8ORokR6qFy5MlasWCF1GUREREREREQkAeYClocjRYmIiIiIiIiIiKhUYShKpIfIyEg0b94ckZGRUpdCRERERERERCJjLmB5GIoS6UGn0yE/Px86nU7qUoiIiIiIiIhIZMwFLA/XFLU0Gg3Ua5ZJXYX+uEAxEREREREREZFxyC0XAiTLhhiKWhiFQgHY2EhdBhERERERERERiYy5kP44fZ6IiIiIiIiIiIhKFY4UJdJDpUqVsHr1apQrV07qUoiIiIiIiIhIZMwFLA9DUSI92NjYoGrVqlKXQUREREREREQSYC5geTh9nkgPsbGxmDVrFmJjY6UuhYiIiIiIiIhExlzA8jAUJdJDamoqNm/ejNTUVKlLISIiIiIiIiKRMRewPAxFiYiIiIiIiIiIqFRhKEpERERERERERESlCkNRIiIiIiIiIiIiKlUYihLpQalUon79+lAq+SdDREREREREVNowF7A8fCWJ9KDVanH27FlotVqpSyEiIiIiIiIikTEXsDwMRYmIiIiIiIiIiKhUYShKREREREREREREpQpDUSIiIiIiIiIiIipVGIoS6cHR0RGdO3eGo6Oj1KUQERERERERkciYC1getdQFEMlBuXLl8Pnnn0tdBhERERERERFJgLmA5eFIUSI95ObmIioqCrm5uVKXQkREREREREQiYy5geRiKEunh1q1b6Nu3L27duiV1KUREREREREQkMuYClofT5y2MTqcD5HTXQqOBQqGQugoiIiIiIiIiItmTXS4ESJYNMRS1NLm5KBgwUuoq9KZeswywsZG6DCIiIiIiIiIi+ZNZLgRIlw1x+jwRERERERERERGVKgxFiYiIiIiIiIiIqFTh9HkiPfj5+eHUqVNSl0FEREREREREEmAuYHk4UpSIiIiIiIiIiIhKFYaiRHq4c+cORo8ejTt37khdChERERERERGJjLmA5eH0eSI9ZGdn49KlS8jOzpa6FCKTy8/XYvfxaJy8+ABh4Qm4eC0ZMQ+yAACxCdl46fUdCArwQMNAD3RpUQF2tvwosTQpabnYfjgaoeEPEBaeiKt3UhGf+PD9Ly4hG73f3YugAHc0r1cGrYN9oFQqJK6YjO32vXTsOnYPYeEJCL2cgOj4TCSk5AAA4hOzMXzaQQT5e6B947KoXcNN4mrJ2HQ6HcLCE/BPaBxCLyfgbETiv58DD7LQaMgmBPl7IDjQA11alEdZL3uJKyZjKyjQYt/JGBw/fx9h4Qm4cC3pqWuBdmO2IzjQAw1reaJLi/JwsLOSuGIytvTMPGw7FIXQywkIu5KIyNupiEt42AfiErLx8vg9CArwQNO6XmjXyAcqFcdbWZqouAzsPBKNsCuJCAtPwJ2YjKeuBYZOPYigAHe0beiD+v4eElcrDuYCloffZImICABwLz4Tv66LxG8bIhH7/y8+/6XV6rD3RAz2nogBALg6WeOVl6vjzQH+qF7RWcxyyQTORSRiQcgVrNp2A1k5BUU+p1Crw9/77+Dv/Q/vkFet4Iix/f0xuncNuDlrxCyXjEyr1WHX0WgsCLmCbYejoNMV/byCQh1Wbr2BlVtvAACa1fPCuIH+6N+xMqytVCJWTMaWnVOAP7ffwIKQKzhzJbHI52h1wOlLCTh9KQFYC6hUCvRqWxHjBvqjbSMfKBS8SSJn8YnZ+G19BBatjUR0fGaRz9FqdThwOhYHTscCAJwcrDCyZ3WMG+gPv8ouIlZLpnDpWhIWhFzBiq03kJGVX+RzCrU6bD54F5sP3gUAVCzrgDf6+eHVPjXg6WYrZrlkZDrdw2v9BSFXsPngXWi1RV8MFBTq8Of2G/hz+8NrgYa1PDBuoD8Gda4CGw1jJpIPhU5X3CUvyZEuJwcFA0ZKXYbe1GuWQWFjI/p5T58+Lej5ERERGDFiBJYvXw4/Pz+92jRs2NCQ0ohEp9XqMP+vcEz9MbTYIOxF1GoFpo2ph+mv12UoIkMZWfn44IfTWBByxeBjuLtoMO/DphjYuQpDERm6fS8dYz49jP2nYg0+Rq1qrlg6qxWCAkrHaBFLcyg0FqM+OYyb0ekGH6NnG1/88nFz+HjaGbEyEoNOp8Pi9ZGY9P0ppGcWHYS9iFKpwPuv1MZnb9ZnKCJDWdkF+GheKH5cebnYm2Iv4uxojZ+mNMGIntV4LSBD0XGZeP3zI9hxJNrgY9So6Iw/ZrZEs3pljFiZ6YiRCwDiZwNyy4UA6bIhjnEnIirFouMy0e7V7Rj/1QmDA1EAKCjQ4fNFZ9FoyGaE30g2YoVkasfOxaN2nw0lCkQBIDElF4M/OIh+E/cjJS3XSNWRGJZsvIpafTaUKBAFgEvXk9F46GZ8Mj+s2JElZH7y87V49+sTaD16e4kCUQDYfPAuAnuvx7rdt4xUHYkhPjEbncbuxOufHzU4EAUe3mT9eskFNBi4Cecjix5pTOYp9PID1BuwET+sMDwQBYDU9Dy88vEh9HhnDxKSc4xXIJncn9tuoFbfDSUKRAHg6p1UtBi5FVPmnEJBgdZI1RGZDkNRIj34+PhgxowZ8PHxkboUIqO5EZWGFq9sxT+hcUY75vnIJLR8ZRtCLz8w2jHJdLYfjkL713bgdkyG0Y65Yd9ttH11Ox4kca0lOZi56CzGfHoYmdmG3xR5UmGhDjMXncPIj/7hlyEZyMktQJ/39uKnVZeNdszktDz0n7wf81aHG+2YZDp3YzPQYuRW7DkeY7RjXrmZglajtuHIGeNdX5DpHDgVgzajt+PanTSjHXPboSi0GrUNMfeLXoKBzMv3yy5i6IcHkZqeZ5Tj6XTAt0svYuD7B5CXX2iUY5oL5gKWh6EokR6cnZ3RpUsXODtzzUSyDI9GiN4xYhj2SFJqLjq+sRMXryYZ/dhkPPtPxqDPe/uQk2v8i9VzEUnoNHaX0S6uyTS+WXIBn8w/Y5Jjr9x6A6/NOAKu0mS+Cgq0GDTlALYeijLJ8d/58jgWr480ybHJOOITs9Hh9R24ftd4YdgjaRn56PrWbt4kNXPHz8ej+9t7jHZj7ElXbqbgpTd2csSomZv/Vzgmf3/KJMfesO82hk/7B4WFlnOTlLmA5WEoSqSH5ORkrF27FsnJnBZM8qfV6jD4gwO4G2u6u/fJaXnoN2k/skswJZ9MJz4xGwPe34/cPNPdvT8bkYhxXxwz2fGpZA6cisEHPwpbR0uopZuuYdHaCJOegwz31ZLz2HTgrknP8eYXR3EugtOozZFOp8PI6f8YdXTgf6Vn5qPvxH1Iy+ANMnOUnJaLvhP3l2j5pBcJv5GCMZ8e5g0yM3Xywn2M/+qESc+xZtct/LjSeLMRpMZcwPIwFCXSQ3x8PL799lvEx8dLXQpRic398zKOnBXWl0+v7omoPYNwenVPvdtcvZOKj+aFCS2PTEyn02HcrGNITBG27qchfeDP7Tfw9/7bAiskU8vIyseYT48IbmdIH3h/zmncvleydSrJ+C5eTcLnv5wT1MaQ17+gQIdXPj5kcdMnLcGSjVex69g9QW0M6QN3YzMx5QfT3oAhw7z79QnEPsgS1MaQPrD54N3HO5ST+cjJLcArHx8SvAa4IX3go3lhiLyVIrBC88RcwPIwFH2OhIQETJ48GVWrVoWNjQ0qVKiASZMmITs7G8OGDYNCocDixYulLpOISG9RcRn48OdQwe28PexQvow9vD2E7Sj8w4pLsp86l5tXiEvXknDi/H2E30iW/TqJmw/exYZ9twW3M7QPjJ15DBlZhm/cYQ5S0nJxLiIRJy/cx83oNNmPePlswRncMiCoNKQPZGTlW8SI4Zj7mTh96QHCwhMQnyjv9XJ1Oh1e/ewI8gW+lxn6HnA+MgnfL7skqI250el0uHYnFSfO38f5yESkZ8p75OP9xGxM/O6k4HaG9oFFayNwOEze64vm5Rfi8vVknDh/H5evJyM/X97XAnuO38PyLdcFtzO0D7zz5XEky3wTxtT0vMfXAjei5H8t8OXiC4i4lSq4nSF9ICe3EK/NEH4zlkgMaqkLMFcXLlxAx44dER8fD3t7ewQEBODevXuYM2cObt++jbt3H043qlu3rsSVmsY/Cffx0vGDmOVXG1Oq+xf5HNftGxDk4oq9zdqKXB0RGeqXNRHIzhFvxI5OB/y06jJWzG4j2jmN5fa9dPyyNgK/b7z61HpYFbzt8UY/P7zatybKuNtKWKFhvl92UdTzxSdm48/tN/B6Pz9Rz2sMJy/cx4KQKwjZdeuppQaCAjwwbqA/BnepAlsbeV1KpWfmYdE6cdd53HEkGldupsC/iouo5y2pwkItNh+8iwUhV7D3xL+b0CgUQLeWFTBuoD86NS8PpVIhYZXCHT0bj1OXxL1Z9fOflzF5ZG1YWclrPEZ6Zh5WbLmOBSFXcPlGyuP/bmejxrDuVTFuoD/q1nSXrkAD/b7xKtIyxL1Z9cPKS2gZ5C3qOY0hOi4Ti9ZF4Lf1kU/dEPHxtMPrfWvi9X41UdbLXsIKDTNnubg3KpLT8rB00zW8N7yWqOc1hjPhCZgfcgWrd9x46hq6Tg03jBvoj2HdqsLezkrCCoXLzinAvL/E3Qzv8Jl4nL70AA1reYp6XiqZ0pALyevKRCQJCQno3r074uPjMWXKFMTFxeHMmTOIj4/HzJkzsWHDBpw7dw5KpRK1asnvjZ2ISqfcvEL8JsGmF2t23ZLdTuSbDtxBQK/1+HrJhWc2CIiKy8RH88IQ2Hs9jp2T19SZi1eTcPiM+DXP/+uKrEZU6HQ6fDI/DE2GbcHyLdefWXs1LDwBYz49jGYjtshuZ90VW65LMnJ3QcgV0c9ZEhlZ+eg5fg/6vLfvqUAUeHizZ+uhKHR9azeGfXjQpGvzmsL8v8R/LeISsrFRZktp3IhKQ9CgTXhr9vGnAlEAyMopwK/rIlF/wN/4YYW8RsEWFmrxy1rx+8CmA3cRFWf8zR1NadfRaPj3WodZv557ZoR47IMszPjlLPx7rcf+kzHFHME83YhKw86j0aKfd0HIFcFTtaWk0+nw1e/nETRoE5ZsvPrMoIILV5MwduZRNByyGXdi5LVMzNrdt5CUKv7I3YVr5HUtQKUDQ9EijB8/HlFRUZg4cSK+/vprODg4PH5s+vTp8PPzQ0FBAWrUqAFbW/mNEiLh7Ozs0LhxY9jZCZsqQmROdhyJwgMJdgDNy9di9Y6bop/XULuORqPvxH3IfsGu7Ikpueg0dqesNhFZuvmaJOe9cDVJVr+nz385i5mLzr3weecikvDSGzuRIqMpgVL1geVbrslm6Yn8fC36TdyH7YdfHBqs3nETr3wkfE02qaRl5GH93tuSnPuPv6Xpe4aIfZCFdq9uf+EmRDodMPHbk5gv8oirkth/KtakGy0WR6vVYYUB07Wlcig0Fj3H70FG1vM3IUrLyEe3t3fjxPn7IlVWcssk+hy4fjcNRwWuaS+lOcsv4cOfXrzk1JWbKWj/2g5ZDQD4Y5M0fWD1jpuy34SVuYDlYSj6H+Hh4QgJCYGXlxdmzpz5zOMKhQJBQUEAnp06f+DAAbRo0QK2trZwc3PD8OHDuQCvhfD19cXcuXPh6+srdSlEBjtxQbq1PU9ckMeXhfx8LUZ/ehiFhfoFHBlZBXj9c/mskSTl6yBl/xMi4lYKPlt4Vu/nh99Iwcxfz5muICPKyS3AWYnC6bSMfETIZJOFZZuvCdqA5q+dN7H54B0TVmQ8Z64kCl5L1FhOXrwvmxHjU388LSg4NGTDGqlI+Tlw8qI8Pge0Wh1Gf3oYeXquG5qTW4jRMtphnX3gxe7GZgjaIOxGVDo+nn/GhBUZT2GhFqckeh1ycgtx4WqSJOc2FuYCloeh6H+sWrUKWq0Ww4YNKzb912g0AJ4ORQ8fPoyOHTvC1dUV69evx48//oiDBw+iffv2yM2VzwiS/8oqLERCbm6R/5QmhYWFyMjIQGGhvKbIET0pLDxBwnPLY5Tg5oN3EHNf4E6slxJwWuT1+QxRWKjFuQjpLkSl7H9C/LImQnCbP/6+iqxs8x/5cPFaMgoKpPvSLof3AZ1OZ9BU/4UG9BspSPl3mJyWZ9AGX2JLSM5ByK5bgtoUFOrw+0bxl6cxhLTXAvL4HNh97B5uRAnrq1dupuCQDDaT0ul0kr4Xy6UPLFobIXgGwMqt15Gabv6bsEXeTkWWhKM15dIHilNacwFLzoXktTuACPbt2wcAaNu2+EVio6MfTqd6MhSdMWMGKleujL///hsqlQoAULNmTTRp0gS///47xo0bZ8KqTWf2tXDMviafKUGmcu3aNYwYMQLLly+Hn5/8NgshAh4GIlK5eicVObkFsNGY98fO7xuvGtzO3BeOvxmdLulF8IVr5j8yoKBAa9D08uS0PGzcfxtDu1UzQVXGI+V7ACCPPnA+Msmg0bS7j93D3dgM+Po4vPjJEpK8D1xNQpXyTpLW8CJ/br9h0DqxizdcxUev1zdBRcYlZR+4dz8LSam5cHPWSFaDPgwNuBdviETrYB8jV2NcsQ+yJFlL8hE5fA7odDqDrgczswsQsuum2W8sKfnngMTnL6nSmgtYci6k0MllnL9IfHx8EBcXh4sXLxa5iVJubi7KlCmD1NRUREdHo1y5cgAAR0dHjBw5EvPmzXvq+e7u7mjQoAH27NkjuJbg4GDExQm742irVCK8XlPB5/qvR7uMjfKtjAFlix4a3vvUETRydSvRLmMB544jWyv+NK5+/foJev79+/exevVqDB48GF5eXnq1WbdunSGlEZlMjOt06BTWRT52enVPeHsUvzaOt4ct1ColCgq1iEsofs2kuIQsNBy8uehjJH8Nlc68pxfGO7+NApXwcFOTfx0e6StMUJHx5Kl88MB5bJGPvej1B0reB9SFD1AmdV4RLcxHocIOca4fGNTWMWsfnHIOGbki48rQNEGqfZciHxOjD9jlhMI1a4uwokWWbeWPJMdBBrX1SFsCTYF5T6NPdBiIHOuAIh8z1ucAUHwfcM1YD7u8C8KKFlmKXWdk2hh2LV026TMoYN5frWJd3odWWXR4L8a1QJmUOVBrU4UVLbL7Tm8gX11WcDvr/DvwTF9igoqMJ1/pgfsu7xT5mBifA6rCFHin/iCsaJFpYYVYt48MauuQfRjO2XuNXJFxZWqCkGLfs8jHxOgDtrkX4Ja5XljRJiRGLgCInw3ILRcCSpYNeXt7IzT0xWsAF8W8h+xIIDPz4fpBOTlFb0aycuVKpKamwt3d/XEgCgBKpfLxtPon2djY4NIlw3aljIuLw717+q9pBQB2KhVQz6DTFamqnQPae5Yp8jGVQlHi48fExCBLgqHnj15nfWVnZz/+X33bCn3tiEzOBUAxf7beHnYoX8b+hYdQq5R6Pa8ocbFxQKGZT5201wIq4c1yc/PM/2/eVg04F/2Qvq8/YHgfKCgoNP/fkdoZcDWsaXp6BtLvm/nP554GFPPSidEHsrKykGXufcDZB3A0rGlCQhKQaeY/n28OUPS9MVE+B5KTU5CcYua/I58swMawpjExsYDOzKdUOumKXUBNjD4QH3cfyDfz6bO2BQZ9S87LLzD/zzmN9uH1YBHE+Bwo1GrN/3ek1ABuhjXNyMhERpyZ/3yuVSW9FsjOzjarPiBGLgCInw3ILRcCpMuGGIr+h7e3N9LT0xEaGorg4OCnHouKisKHH34IAKhTp85Tj9WsWRMnTpx46r/duXMHsbGxsLKyMrgWoWyV8lomtmzZspKMFLW3F/YG/ugNz9bWVu+2T4bmROYgBgXQFfNtOC7h+SM4hdwVLo6PtzuUMO9pkw+U2TBkNShbq3y4mfnffL7SFcVtrfCi1x8oeR+wUmnhZea/Ix1UiNEVAArhl0cuDgrYW5n3z5epsUNKMY+J0Qfs7azhYuZ9IFdtBcFxjU4HKBTwctPAysW8f74kGxWKe+WM9TnwvGO5uTjA1t68f0fpNjo8f8/5oim1mfApK/zaXWxxikIU95VTjGsB7zJuUOnMe/p8gioXhkwwt1Hnwt3M3+MKlM4obhtgMT4H1Eotypj570gHIFaXC51CeD91tgMczPzny7K2R3ET2MXoA3Y2aria0e9IjFwAED8bkFsuBJQsGzIkO3uEoeh/dOjQAdeuXcPs2bPRrl071KhRAwBw4sQJDB8+HCkpKQCe3Xl+woQJGDZsGD777DOMGzcOSUlJeO2116BUKqE0sEMaMvxXl5ODggEjDTqfFK5evQqFjYG340vg9Gn9dxMEgIiICKxevRpdunTRe+2QH3/80YDKiEynxcitOHq26Evh4qa5PRK1ZxDKl7FHXEI2Krz0l+BzV/C2x90LwjaukMKv6yLwxudHBbfbuGQKOjX/2QQVGU9uXiEcmywvcufpF73+QMn7QP+eLbHqq48FtxPb8GkHsXLrDUFtNNYqXD8UAncX8T/PhDgUGovWo7cX+ZgYfeC7WRMxdsBvgtuJqbBQi+rd1wnbEEihQFCAB06vPguFkUZLmMqsX8/i43lF75Bs6s8BADi0JwSB1Qwcji2SW9HpqNptDYQuMDZ+RCP8MCXaNEUZUaexO7H7WNEjlkzdB9ycNYg5H2H2fyertl3HsA//Ed5u3jvo0+F7E1RkPIWFWjg3W4HMIjYHFONzoFuHBvj7J/P/Oxk78ygWrRW2gZ5KpUD48aUo62XYKGqxhIUnIHjQpiIfE6MPfD79TUwauUBwO1MRIxcAxM8G5JYLAdJlQ/KLj01s6tSpcHV1RVRUFAIDA1G7dm1Uq1YNTZs2hb+/P1q0aAHg2VB06NChmD59Or766iuUKVMG/v7+8Pb2RpcuXeDjY94LbtOLVatWDbt27UK1aua9iQbR8wT5u0t37gAPyc4txJCuVeHkIGx0fzVfJ7zU1HzueBdHY61CLQnDiKAA6fqfEOMG+gtuM6hzFbMPRAGgvr87pMwi5PA+oFIpMba/8I0Txg30N/ugBwCC/KV7Dexs1PCrXMwaHmakcnlHdG1ZQXA7Q/qNFKTsA0EB7rL4O+n3UmV4ugp7Ty/rZYeebYpeb8+cqFRK1Pfj9eCLGHIt0LtdRbMPRAGgVjVXWKmli4Hk0geKw1zA8jAU/Q9fX18cPnwYXbt2hY2NDe7cuQNPT08sXrwYmzZtQkTEwztG/w1FAWDWrFlITEzEhQsXEBsbi7Vr1+LatWuPg1SSL7VaDVdXV6jVHFxN8iXl7ugNA+VxAeRgZ4Vv3muk9/OVSgV+eL8xlErz/5IHAA1rSfc6NAyUrv8J0aSOF4Z0rar38z1dbfDpWPPfcRoAHO2t4VfZRZJzW1spUbu6eY8QfGTsAD8EVnXR+/lN6nhiSNcqpivIiIIlfC9u4O8OlUoeXz2+HB8MR3v9b5CNHxKAmhL9bQkl5edAcIA8Pgc01ip8P1n/awEA+OH9xlBLGDQJIW0fkMf1YJ0abni9X029n+/iaI2ZbweZsCLj0VirULemgYumlpBSqZA0lDcG5gKWRx7v3CILDAzEtm3bkJ6ejrS0NBw/fhxjxoxBcnIyYmNjoVarERBQ9M6d9vb2qF27Nry9vbFt2zZERkZi7Niid/sl+YiOjsakSZMQHW3+0z2IitOjtS/sbcX/AFcogEFd5BEYAMAb/f3w1bvBL3yeWqXA0pkt0b21+Y8MeURI2GdMFcs6oFk9/XfolJJCocCSz1uiT/tKL3xuGXdb7FzYCZXLG7gzjwSkCu/6vVQZNhp5fIFwcrDGzoWdEaBHMNqolie2zO0om5/N080WHZtJM7J9aDdp3n8MUbuGG7bOfQnODsXsSvWE0b1rYM77jUWoyjg6Ny8PV6cX/1ymIJebBwAwvEd1/Dy1yQtH1yuVCiz6pDkGdJLPzza0mzQj3LzcbNC+SVlJzm2I+dOa6fW+5easwfYFHSW76WiIoRJdD/ZoXQHOjtK8/xgLcwHLw1BUgIsXLwIA/Pz8ntlpPjQ0FLNnz8bOnTuxY8cOTJs2Db1798aUKVPQrFkzKcotkdYeXsjrMQBTqhc/dSC5ax/sbdZWxKqkk5GRgcOHDyMjI0PqUogM5uxojWHdxb8Q7ty8PKqUN+8Nlv7rg9F1sefXzujasvwzX4jUKgUGdq6MYyt6YHiP6tIUaKBWQd56BT3G9kY/P9mMEAMejqJY811bLP6sBer5PTuawsXRGu8ND8Tp1T3RQCajXh55tU9NqNXij2w2ZCqilMp72+Posu74/K0GKOdl98zjlcs54pv3GuLA713hIXCardSkeC0c7a1kFYoCQKtgH4T+9TLG9vcr8oZi07peWPVlGyz+rIWs3t9sbdQY3auG6OdtFeSNWtWlGZ1mqHeGBOLg713xclvfZ2aEqFQK9O1QCYeXdsPr/eSxdMIjQQEekowWfa1vTVhbqUQ/r6HUaiVWzG6N5V+0QqMiZls52lvh7cEBCF39MprWLXpXbnM18uXqsLUR/7V4c4C8rgWKUtpygdKQC8nnE9wMPApFi5o6r9FosG3bNgwcOBB9+vTBrl27sGjRInz99ddil0lEVKy3BvqLvqbgO4OLHllv7jo0KYdt8zvh+rb+j0fVuDpZI2rPIPz1TTtJlyMwlEKhwPghgaKe09ZGhTG9xf8CXlIqlRJj+tTEmZBeOPVnT7j+f2SDm7M17u0djDnvN0EFbweJqxTO28MOA0Ue0dTA3102I4Wf5OKkwcdv1MftnQOx65dOcPl/H/Bw0eD6tv54f1Qd2Ekw+r6kurWsgMrlxB3dPOrl6nC0l9/ooGq+Tlj4cXPE7BuM9XPaP+4DXq42OLaiB4Z0qyqLNTL/682B/qLfHJHrtUCrYB/8/dNLuLVjwFPXArd3DMS6Oe3RrJ68wrBHxL4WsLZSyi48Bh5eNw3vUR0n/+yJsL9eftwH3JytEbNvMOZ+2FRWs0UecXXSYLjIAyVqVnKWxRr8VPowFBXgeaFo7dq1cfToUaSmpiI7OxthYWEYNWqU2CUSET1X7RpueG94LdHO1++lSuhiwIYV5qRKeSfY2TwMPuxs1PD2eHbUmJy82qcGmtQRL9D9akJDeLnbinY+Y1MoFGhYy/Nx+GWrUcsyCHvStxMbPQ53TE2leji1VI7B0SNqtRIdm5V/PFpQY62SzTrCRVGrlVj0SXPRzlfOyw4zxjUQ7Xym4ORgjT4dKj3uA1ZW8v4KVbWCE6aNqSfa+bq0KI++L1US7Xym4Ovj8NS1QHlv899Q53mGdK2Ktg3F2wz4szcbwNdHfjcSn9QgwONxH7DVqOFgJ2xjTnPzxTvB8HITb6bDr580l/VnJ1kueX+ii+xRKFqnTh2JKyEiMtzMt4JQvaKw6exxCVmIjs9EXEKW3m08XG0wf5r8lg+xdCqVEn/MbAWNtbBpU4b0gVZB3nhbpqODLJmPpx1+ntpEcDtD+sCUV+ogWCabbJUmLzUth9f66r+JCGDY6w8Av33aAi5Omhc/kUQ1/fW6qFND2HR2Q/qAs6M1fv2khaxvjFgipVKB32e0FLzWvCF9IDjQA++/UltoiWRiHq42+OVj4TfIDOkD44cEoFWweCE8kRDyHuogsmPHjkldAknE09MTEyZMgKcnv9iR/NnZqvHX123RZsx2pGfm69Wm4eDNgs6hViuw4ovWsh4haMn8KrtgwfRmGPPpYb3bCO0DPp52WDarFUcFmKlh3ath/6lYLN10Te82QvtAqyBvfPpmfaGlkUi+n9wIpy8/wLmIJL2eL/T1B4DJI2vLfraApbK2UuHPr9qg5StbkZyWp1cboX1AqVTgj89byn5UpaWqXN4Riz9rgSFTD0Kn06+N0D7g4WqDVV+2gVrNsVjmqHf7Snh7cADmrQ7Xu43QPtColidmj3/xBqZywVzA8vDdiUgP7u7uGDp0KNzd3aUuhcgoGgR4YOvcl0wy9UetVuDPr9qic4vyRj82Gc/o3jXwg4l2TC7jbos9izqjksjrFpL+FAoFfvu0BQZ2rmyS4zep44ktc18SPCKZxONob41dCzujVjVXkxx/bH8/fDOxoUmOTcYRWM0VOxZ0MslyGo8C0d7tKxn92GQ8g7pUxaKPm5tkvXk3Zw12LeyEGpWcjX9wMpqfPmiCUb1Ms3FofT937FjYCfYyX2rgScwFLA9DUSI9pKWlYe/evUhLS5O6FCKjaRXsg32/dUEFI47gcHfRYPNPL6F/R9MELWRc7w6vhaUzWz1eI8sYAqu64PDSbgg0UdBCxqNWK7HqyzaYMNS4G270alcRe37tAicH+W2sU9p4udvinz+6oX3jskY7plKpwKdj62PBR804ZVoGGtfxwsElXVHFiJvFODtaY9337TCip2mCFjKu1/r5YfXXbeFob7zgqkZFZxz6oxsaBIi/yz0Jo1QqsPizlpg6po5Rw/HOzcvjwO9d4eZsWcunMBewPAxFifQQExODadOmISYmRupSiIyqUW1PXNrQB6/3E7a2XFF6t6+Iyxv7cqqkzIx8uTourO+NVkHeJTqOSqXAtFfrIiykF6pX5KgQuVCplPjxgybY91sXVCpbsk0wXJ2ssWJ2a2z4ob3sN6AoTdycNdi9qDMWTG8meH3B//Kr7Ixjy7vjs3ENGIjKSN2a7riwrjfeGVLyNaC7tiyPyxv6cISozAzsXAWXNvTBS01LdoNEoQAmjaiFc2t78eaojCiVCnw5oSEO/dFN8L4D/+XkYIXFn7XA9gUd4SzSpo5iYi5geRiKEhGVck4O1lj0SQsc+qMb+rSvBJVK2BfZl5qWxZa5L2H9nPYowzVEZalqBScc+L0rVn7ZWvDO9BprFUb2rI6wv17GF+ODOV1apto1LouLG/rg63cbCg5HPVxtMHVMHVze2BfDuldjGCZDSqUCbw70x+WNffDusEDBX2RrVnLGTx80wdk1vdC4jpeJqiRTsrezws9Tm+L4ih4Y0Kky1Gphf8dtG/pgww/tsXVeR5QrwzVE5cjXxwG7fumMkG/bomWDMoLaWqmVGNK1Kk792RPfTW4MWyPOQCHxtGjgjXNreuP7yY1QzVdYOOrqZI1JI2rh8oa+GNOnJq8FSDb4bkVERACAlkHeaBnkjei4TKzcdh0nLz5AWHgCouIyn3peGXdbBAW4o2GgJ4Z0rcq1oiyEUqnA0G7VMLRbNZwJT8Ca3bcQFp6AsPCEZzbhqFrBEUEBHmhW1wvDuleDu4uNRFWTMTnYWWHK6DqYNLIWdh6Nxo4j0QgLT8C5yCTk5BY+fp5arUCtaq4I8vdAu0Zl0felSgzDLUTFso74YUoTzHo7CGt238I/oXEIC09A+M0UaLX/7sRib6tGfT93BAV4oEdrX7Rr7MMvwBaiSV0vhNRth9gHWVi17QZOXLiPsPAE3I7JeOp5nq42CArwQHCgBwZ3qYKAqhwVaAkUCgUGdKqCAZ2q4OLVJPy18yZC/38tkJiS+9RzK5dzRFCAO5rW9cLQbtV4Y9xC2NmqMXFEbbw7rBb2nriHrYeiHl4LRCQhK6fg8fNUKgUCqrggKMADbYJ9MKBTZYbhJEvstURE9JTy3vaYOqbu439PTc9DRlY+dDrA3k4NF0drfvm1cA0CPB6vA6bT6ZCYkovs3AKolAo4OVhzarSFU6mU6NbKF91a+QIACgq0SErNRU5eIaytlHB10jAEtXD2dlYY1asGRvWqAQDIzilASnoe8gu0sLFWwd1FA5WKE84smY+nHSa/Uvvxv6dl5CE9Mx9anQ52Nmq4OWt4LWDhatdwQ+0abgAeXgskpeYiK+fhtYCjvRUc7S1vajT9S6lUoGOz8ujY7OHGqYWFWiSm/Hst4OJoDRsN4ySSP/ZiIj1oNBrUrFkTGo1lLRRNpA9nR2uLXBOI9KNQKODhypGgpZlarYQXRwCVarY2ao4AKuWcHKy5eVopplAo4O5iA+63XXqpVLwWAJgLWCJe3RDpoXLlylixYoXUZRARERERERGRBJgLWB7OeyEiIiIiIiIiIqJShaEokR4iIyPRvHlzREZGSl0KEREREREREYmMuYDlYShKpAedTof8/HzodLoXP5mIiIiIiIiILApzAcvDNUUtjUYD9ZplUlehPy5QTERERERERERkHHLLhQDJsiGGohZGoVAANtwlmIiIiIiIiIiotGEupD9OnyciIiIiIiIiIqJShSNFifRQqVIlrF69GuXKlZO6FCIiIiIiIiISGXMBy8NQlEgPNjY2qFq1qtRlEBEREREREZEEmAtYHk6fJ9JDbGwsZs2ahdjYWKlLISIiIiIiIiKRMRewPAxFifSQmpqKzZs3IzU1VepSiIiIiIiIiEhkzAUsD0NRIiIiIiIiIiIiKlUYihIREREREREREVGpwlCUiIiIiIiIiIiIShWGokR6UCqVqF+/PpRK/skQERERERERlTbMBSwPX0kiPWi1Wpw9exZarVbqUoiIiIiIiIhIZMwFLA9DUSIiIiIiIiIiIipVGIoSERERERERERFRqcJQlIiIiIiIiIiIiEoVhqJEenB0dETnzp3h6OgodSlEREREREREJDLmApZHLXUBRHJQrlw5fP7551KXQUREREREREQSYC5geThSlEgPubm5iIqKQm5urtSlEBEREREREZHImAtYHoaiRHq4desW+vbti1u3bkldChERERERERGJjLmA5WEoSkRERERERERERKUK1xS1MDqdDpDTUG6NBgqFQuoqiIiIiIiIiIhkT3a5ECBZNsRQ1NLk5qJgwEipq9Cbes0ywMZG6jKIiIiIiIiIiORPZrkQIF02xOnzREREREREREREVKpwpCiRHvz8/HDq1CmpyyAiIiIiIiIiCTAXsDwcKUpERERERERERESlCkNRIj3cuXMHo0ePxp07d6QuhYiIiIiIiIhExlzA8nD6PJEesrOzcenSJWRnZ0tdChGJJDU9D2euJODMlUSkZuQ9/G8Zefh51WUEBXigXk032NtZSVwlmVLM/UyEhSfi/NVEpKb/2weWbLyK4EAPBFRxgVrN+8uWSqvV4frdNISFJyD8ZgpS/t8H0jLysHb3LQQFuKNyOUdJdkolceTlF+LStWSEhSfgRnT64z6QnpmPHYejEBTgAS93W4mrJFNKz8zD2SuJCPvPtcCPKy4hKMAD9f3d4cBrAYsWl5CFsPAEnItIeupaYPH6SAQFuKNWNTdYWfFaoLRgLmB5GIoSERH9X1Z2AUJ23cTCNVdw+lLCM49nZBVgwtcnAABKpQKtg7wxbqA/Xm5bkRfEFiI+MRuL10di8YZI3I7JeObxjKwCjPn0MADA1kaF3u0qYdxAfzSr58VwzEJcvp6MhWuuYNW2G49DsCelZxVgwOT9AABPVxuM6FENYwf4o5qvk9ilkgnodDrsPxmLBSFXsPXQXeTla595TlpmPrq+tRsAUKOiM17vVxOjetWAm7NG7HLJBHJyC7Buz20sXHMFx8/fh0739OMZWQV479uTAACFAmherwzGDfRH35cqwdpKJUHFZGwJyTlYsvEqftsQiet30555PCOrAK/NOAIA0Fir0LONL8YN9EfrYG9eCxDJDENRIiIq9QoLtZiz/BK+/P08ktOeDUGKotXqcOB0LA6cjoWPpx1mjw/CyJ7VeTEsUylpufjgx9P44+9ryC94NgQpSnZOIf7cfgN/br+Ben5umD+tGZrVK2PiSslUrt5OxdtfHsOe4zF6t3mQnIPvl1/C98sv4eW2vvh5alP4+jiYsEoypT3H72H8V8cRcStV7zZX76Ri8ven8NG8MLw5wA8z3wriLAKZ0mp1mP9XOD5fdA4JyTl6tdHpgCNn43HkbDy8vrHBjHEN8EZ/P14LyFRGVj6m/RyKX9dFIjevUK82uXmFWLv7FtbuvoXAqi6YN60Z2jT0MXGlRGQsHNZCRESlWsStFDQfsRVTfjitdyD6X7EPsjDq48Po/vZu3IvPNHKFZGo7DkehVp8N+HVdpN6B6H+di0hCi5FbMem7k8jOKTByhWRKhYVa/LDiEur23ygoEP2vTQfuolafDVi8PhK6/w4tI7OWlpGH12ccQcc3dgoKRJ+Uk1uIH1ZcRt3+G3E4LM7IFZKp3YhKQ9sx2zH+qxN6B6L/dT8pB2/OOoYOr+3A7XvpRq6QTG3/yRjU7rMBc/8M1zsQ/a/LN1LQdsx2vD37GDKy8o1cIRGZAkNRIj34+PhgxowZ8PHhXT8iS7L7WDSCBm7CyYsPjHK87YejUW/A3zgT/uzUezJPX/1+Hl3f2o1797NKfCydDpiz/BJavrLN4C/VJK7cvEL0n7wfE789iZxcw74EPyk9Mx+vzTiCMZ8eRoGBATuJKzouE42HbsZv6yONcrwbUeloPXobFq2NMMrxyPQOhcai/oC/cchIYfb+Uw+Pd/x8vFGOR6b386rLaP/ajiKXzTHE/L+uoNnwLYhLKPm1BZkX5gKWh6EokR6cnZ3RpUsXODs7S10KERnJrqPR6P72HmQZeVRfQnIO2r22A2evMBg1d7N+PYsPfwo1+nHDwhPQdsx2JKXmGv3YZDx5+YXoO3EfNu4z/g6yf/x9Da98fAhaLUeMmrOY+5loPXqbwaNDi6PTAWNnHsXCkCtGPS4Z36HQWHR6cxfSM407qi8lPQ8vvb4TJ87fN+pxyfjmLL/4eL14Y7p4LRmtR23H/URuyGNJmAtYHoaiRHpITk7G2rVrkZycLHUpRGQE4TeS0ee9fQZPlX6R1PQ8dH5zF+J5IWy2Vm69jo/nnTHZ8S9dT0bvd/eisJCjBc3V+K9OYNuhKJMdf9W2G/h4XpjJjk8lk5tXiK5v7cbNaNNNc35r9jFsP2y6PkYlczM6DT3G7zHKKPGiZGYXoOtbuxAVZ5zRh2R8G/bexqTvTpns+FfvpKL7O7uRX8SGbSRPzAUsD0NRIj3Ex8fj22+/RXw8p8EQyV1BgRajPj4saITo6dU9EbVnEE6v7ql3m4drix3l2oJm6F58Jt7+8rigNob0gUNhcZj7Z7jQ8kgEO49EC57ebEgf+GrJBZy8wJFi5mjmorM4H5kkqI3QPqDTAa9+dgTJaRw1bm60Wh1Gf3IYaRn6jxA15D0gOS0Pr312hNcCZuhBUjbGzjwqqI0hfeD0pQR888cFoeWRmWIuYHkYihIRUany/fKLOHVJ2Bqi3h52KF/GHt4edoLabdx3ByE7bwpqQ6al0+nwxsyjSE0XtqmWoX1g2txQXLtj3Km5VDKp6Xl4bcYRwe0M6QNarQ6vfHwIObncfMuchIUn4KslwkMKQ/pA7IMsvGuCqblUMgtCruCfUGFriBr6ObDr2D0s2XhVUBsyvbe/PI4HAtf/NrQPzPjlLC5eFXYThojEUSpD0YSEBEyePBlVq1aFjY0NKlSogEmTJiE7OxvDhg2DQqHA4sWLpS5TUv8k3If1ljX45lrxayG5bt+ADscOiFgVEVHJZGblY/bi86Ke8+P5Z2S7rmB6Zh5+WXMFbcdsR2Dv9ag/YCMGvr8f+0/GyHbUy4kL9006Zfq/snMKRe9zxhQdl4lP5oehydDNCOi1Hg0Hb8I7Xx5H+A35ThtbtDYC0fGZop0v4lYq/twu35sjZ68k4PUZRxA08G8E9FqPZsO3YPZv52S9Tt5nC86gsFC897DlW64j8laKaOczpsJCLbYfjkKf9/aibr+NqNV7PV56fQeWbrqKbCOvyS2W3LxCfP7LWVHP+emCM7LdfC0ruwC/b4hE+1e3o1bv9ajXfyP6TdyHXUejZXt9c+FqEtbsuiXa+fILtJj56znRzmdssQ+yMHPRWTQd9vBaIHjQJrw58yguMOi1eKUhF1JLXYDYLly4gI4dOyI+Ph729vYICAjAvXv3MGfOHNy+fRt3794FANStW1fiSomIyNj+3H5D0FQ5Y7h+Nw17T9xDx2blRT1vSeh0Ovyw4hI+W3j2mc0nzkU8/CLhX8UFK2e3RoMAD4mqNMwCCTY++WvnTXw3qRHcXWxEP7ehcnIL8Nbs41i2+doz4VHo5QTMWx2OTs3KYcXs1vB0s5WoSuG0Wh1+kWBX8AUhVzC6dw3Rz1sS0XGZGDL1AA6feXaK4PHz9/HZwrMYN9Af301qBLVaPuMsbt9LxzYJ1vn8ZW0EfpjSRPTzlsSh0Fi88vFh3Lr39Lqrl2+kYO+JGEz89iS+ndgIY/rUlKhCw6zfc1vwCMGSunc/C1v+uYve7SuJet6SWhhyBR/+HPrM7IrzkUlYv/c2qvk6YfkXrdC0bhmJKjSMFJugbdx/GzH3M1HWy170cxsqL78Q7359Ar+tj0TBf64FwsIT8MvaCLRt6INVX7WBj6ew0bNE5kI+VzBGkJCQgO7duyM+Ph5TpkxBXFwczpw5g/j4eMycORMbNmzAuXPnoFQqUatWLanLJTNiZ2eHxo0bw86Ob/ZEcrZwjfhhCCBNEFcS034OxaTvTj13N94rN1PQatQ2We2sm5iSI+rIkEdycguxdNM10c9rqNy8QnQdtxtLNl597mi6XcfuocXIbXiQJJ8Rg7uP3Xsm4BFDWHgCTgtctkNKd2LS0XT4liID0UfyC7T4adVlDHh/v6w2FPt1XSSkGOi+dNM1WY2s3H0sGi+9sfO5fy/JaXl49bMj+G7pRRErK7mFa6T5TJbbtcCsX89i3BfHnrvczPW7aWj36g4cPB0rYmUlk56ZhxVbr4t+3oICHRZvkM8yCvn5WvR+dy8Wrol4JhB90oHTsWg6fAvuiTgDQ0rMBSxPqQpFx48fj6ioKEycOBFff/01HBwcHj82ffp0+Pn5oaCgADVq1ICtrXxGPZDp+fr6Yu7cufD19ZW6FCIyUGJKDs5GJEpy7v2nYmUzxWzNrpv46nf91trLzC5Aj/F7BK/PKZXDZ+KQJ9EOsHtPxEhyXkO8P+cUDuj5BffqnVQM/uCgaQsyoj0n7kl2brn0AZ1Oh17v7tV7iYGN++5gloymhUrVB1LS8xAWniDJuYW6F5+JvhP36f1++f6cU9gr4d+WEJlZ+Tgm0c28Q2FxyMs3zU73xrbt0F18PO+MXs/NyS1Erwl7ZbOkxokLD5CZLc0NCrn8nQDAJwvCsP1wtF7PvROTgb4T98l2aSUhmAtYnlITioaHhyMkJAReXl6YOXPmM48rFAoEBQUBeHrqfHR0NMaPH49mzZrBzs4OCoUCt2/fLvIct27dQs+ePeHo6AhXV1eMGDECiYnSfAE3lqzCQiTk5hb5T2lSWFiIjIwMFBbK40KGiJ4l5ZfR9Mx82Wy28/2yS4Ken5Ccg+Vb5DEKMixcus/ksPAEWXxZSE7LxeINkYLa7DsZg3MS3XAQSsr3AbkEYvtPxuJchLB14ub9dUUWm0nl5RdKugaeXPrAr+sikZEl7PX8YYWwzw6pnItMkuwmZV6+FpeuyWM9ZqHXAqkZeVjytzxGQUr5d3g2IkkWI+szs/IFj2w+efEBjp2Tz+whQ5XWXMCSc6FSE4quWrUKWq0Ww4YNK3aos0ajAfB0KHr9+nWEhITAxcUFrVu3Lvb46enpaNu2LaKjo7F69Wr8+uuvOHz4MLp37w6t1vzf+Ioz+1o4yu7eVOQ/mYXmf/FrLNeuXUO7du1w7Zo8vvgT0bOkDMTM4fz6CL38AKcMmOK7IOSKLAI/Kb8IPUjOEXVzH0M9nOIr/EJfDtNCtVodzlyR7u8wVCaB2PyQcMFtEpJzsHa3+EtTCBV+I0Wy0eKAPPpAfr4Wvwm8MQIAO45E42Z0mgkqMq4zV6R9DeTQB67cTNF7tsCTflkbIYvAT8prgYysfFy9Y/5/J4auwT//L+GfH3JTWnMBS86FFDo5fIsxgiZNmuDkyZPYsmULunfvXuRzOnXqhN27d2Pbtm3o2rUrAECr1UKpfJgdL126FKNGjcKtW7dQqVKlp9p+//33mDp1Km7cuPF4KPWxY8fQvHlzbNy4Eb169RJcc3BwMOLi4gS1sVUqEV6vqeBz/dc/Cffx0vGDGOVbGQPKFj00vPepI2jk6oa9zdoafJ6Ac8eRLUFo3K9fP0HPv3//PlavXo3BgwfDy8tLrzbr1q0zpDQiMpEUuy7ItCl6k4vTq3vC26P4tYG8PWyhVilRUKhFXMLzp4fFJWSh4eDNz/x358ydcMg9LqxokWVomiLVvrNBbb2Tv4ZKl2XkiozrvtMbyFeXLfIxMfqAZ+oiWBea9xTqRIeByLEOENxOXfgAZVLnmaAi49HCCrFuHxX7uLH6QHGvP3T5KJc8S1DNUoh1mQKtUvhGIHY5oXDN2mKCiownx6oaEh2HF/nYi15/oOR9QJN/HR7pK4QVLbJ8pQfuu7xjUFvXjPWwy9Nv+RWppNq2R4ZtqyIfE+NzwDFrP5xy/hFWtMgyNUFIse9pUNsyKT9ArU0xbkFG9sBxNPKsKhb5mBh9wCPtD2gKbguqWWxJ9r2RraknuJ2qMAXeqT8YvyATEiMXAMTPBuSWCwEly4a8vb0RGhpqUNtSs/v8nTt3AOCZMPOR3NxcnDx5EsDTI0UfBaIvsnXrVrRo0eKptSWaNWuGSpUqYcuWLQaFonFxcbh3T9i6I3YqFVBP8KmKVdXOAe09i95NUKVQlPj4MTExyJJg6HlmprDROtnZ2Y//V9+2Ql87IjKxsjlAMZt/e3vYoXyZF4cAapVSr+cVJTU9E6kPzPx9wSsHMHBT1Lj4JCDfzEfD2umKvfIRow88SEgGssy8D1TSAdbCmxUUqsz/c09pB7gV/7Dp+4AMfkcA4GJlULOsnEJkmfvP5+gBOBb9kL6vP2B4H8jNLTT/PmCrBlwMa5qcmo3kJDP/+byzgGK2jhDjcyA9IxPp8Wb+O3IPMPhaIP5+MpBr3jf/ULUQKOZtTow+kJCYDGSYeR/w1QIa4c0KYWX+73H/IUYuAIifDcgtFwKky4ZKTSj6qMPm5OQU+fjKlSuRmpoKd3d3lCtXTvDxw8PD0b9//2f+e0BAAMLDDRtG7u3tLbiNrZ4hrrkoW7asJCNF7e2FfYg96j+2trZ6tzWkHxGR6aTYaVDcpUtcwvNHOAodGVAUZ0d7OFib9/tChkYDQ1c+9S7jCpWumNTZTNxXK1DcZDAx+oCnhyusC827DyRqgKKvlJ5PrSpAGTP/3NPCCs+bEGqsPlD8cQplcW0QizxoDUjG7WxUcDXzny/HygXF3bp50esPlLwPaDQqeJj57yhf6QxDVwV0dbaFna15/3yptnbIKOYxMT4HHB3s4KQ2799RprUNUoQ20ukAhQJlvFyg1honIDGVB1ZKFLc9pBh9wMPdBRpn8+4DyTYKGDL3R4V8eJv5e9x/iZELAOJnA3LLhYCSZUOGZGePlJpQ1NvbG+np6QgNDUVwcPBTj0VFReHDDz8EANSpU8eg4ycnJ8PFxeWZ/+7q6orr168bdExDhv/qcnJQMGCkQeeTwtWrV6GwEf9L9OnTpwU9PyIiAqtXr0aXLl3g5+enV5sff/zRgMqIyFS+WXIBH/xY9N9+kVNdnxC1ZxDKl7FHXEI2Krz0l0HnXzT/awzsXMWgtmK5cDUJdfttFNyubk03nF1zFQoj3Sk2lR5v78bWQ1FFPiZGHzh3+gDKehk4/EYkC/4Kx1uzhS/zMHZYG8z9/7WUudLpdHBrsRIp6UV/HTZ1H6jq64brF/XbyVdKg6ccwF87bwpu98fc9zGg00ITVGQ8F68moU4x73Evev2BkveBwf264I+ZXwpuJ6bCQi2qdF2Du7HCRk8plQqcP7YGFbwdTFSZcTzvPU6Mz4Efv/0Mo3vXMKitWG5EpaFat7XCGikUqObrhMhzl6BUmve1wKAp+xGys+g1kMXoA8f+2Y7qFZ0NaiuW5ZuvYeRHhwS3G9G3IZZ8bv6fc08SIxcAxM8G5JYLAdJlQ/KLjw3UoUMHAMDs2bNx9eq/O+OdOHEC7dq1Q0pKCoCnp84LVdSXwVKyZKvFq1atGnbt2oVq1apJXQoRGSgowKNUn18fdWq4oUX9oqfGPM+4gf5mH4gC0r4G3h62Zh+IAsCw7tXgYCf8nvmbA/T/YiAVhUKBBv7ukp1fDu8BwMO/Z6G8PWzRq13Ra/SZE/8qLrDRqCQ7vxz6gEqlxBv9hP8992zja/aBKAA08Jf6WkC69yB9Va3ghM7Nywtu9+YAP7MPRAEgSMI+4ORghaoVnCQ7v74GdKoMN2fh8+cN+fyQG+YClqfUhKJTp06Fq6sroqKiEBgYiNq1a6NatWpo2rQp/P390aJFCwCGh6Kurq5ITk5+5r+npKTAze05C1iRLKjVari6ukKtLjWDq4ksTgMJv4g4O1qjaoViFrIzMx+MFjZjopyXHYZ0rWqiaoxLykBCDmEIADg5WAv+UtOjtS8CqrqaqCLjkrQPSBzG6KtFgzJoVk//zSMAYOLwWrC2ki5s1JdarUTdGtJdl8shEAOAV/vUFBSIKJUKTBpRy4QVGU/dmm5QqaQJ7jTWKgRUkcd75eSRtSHkXqenqw1eedm8R8A+IuXnQAN/D1kExzYaNd4dFiioTduGPggO9DRRReaDuYDlKTWhqK+vLw4fPoyuXbvCxsYGd+7cgaenJxYvXoxNmzYhIiICgOGhqL+/f5Frh4aHh8Pf3/LvmFi66OhoTJo0CdHR8poOQET/cnXSoHFtaS7WOjUrJ4uRlADQvbUvvpwQ/OInAnB1ssa2+R3hYGfYxixia9mgDGxtpAluDBl1I5Uv3glGzzZF7zD6X/X83LBidmsTV2Q8Ur4OnZrLY501hUKB9XPao5qvfqOZRvasjsmv1DZxVcYjVR/wcLWRfJSivrzcbbH555dgb6vfl/6FHzVDiwaGr+cmJlsbNVoHSVNrhyZlYWUlj6/f7ZuUxY9Tmuj1XCcHK2yd19GgkYVSaFLHC86OBuwoaASdZfI5AADTX6uHgZ0r6/Vc/youWPNdOxNXZB6YC1geebwrG0lgYCC2bduG9PR0pKWl4fjx4xgzZgySk5MRGxsLtVqNgIAAg47dvXt3HDlyBFFR/65VduLECdy+fRs9evQw1o8gmtYeXsjrMQBTqhcf6CZ37YO9zdqKWJV0MjIycPjwYWRkFLc0OxHJgVTTeuQ2nWjqmLr4fUZLlHEvZoteAE3qeOL4ih6oW1MeI58AwMVJgyFdxB/Vam+rxvDu8plmpVYrsX5Oe0wcUavYEFmpVGBQ5yr4Z0k3yb5cGqJtIx/UrCT+Wm7N6nnJ6m/F28MOx5Z3R4/WvsWOFnO0t8KnY+tjyectZXPTBwBe61tTkpGCY3rXgMba/EfTPtK8fhkc+qMb6tYsfmRtBW97rP2uHV43YLq9lHgtoJ/xQwOx6ss2KOtlV+xzggI8cGRpdzSS6KazIexs1XilZ3XRz2ttpcToXvIYTQs8/Jxf9WUbfDimbrE3SBQKoE/7SjiyrDs8XM17s01jKW25QGnIhUpVKFqcixcvAgD8/Pyg0Tx7h2vdunVYt27d442PduzY8dS/A8Drr78OHx8f9OrVC1u3bsW6deswZMgQNGrUCC+//LI4PwgRET2XoWsklURAVRe0kmhUSkmM7l0Dd3cPxF/ftEWvdhVh/f/RLXY2aoT99TKOr+yJmpVdpC3SAFJ8KR3WvZqsgkPgYTD6/eTGuLd3MOa83xidmpWDtfphH3C0U+POzoFY/U1bODnI6+dSKBSSrH8qtzAEADzdbLF57ku4trU/3n+lNjT/fw/QWCuxYHoz3Ns7CJ+NayCLqaBPKlfGHr3airv+qUIBg9bplFqDAA+cXdMLx1Z0x6he1R9/DthoVPj7pw64uX0A+nXUbySZOenZpuJzgz5TqFzOEZ2ayWeU4CNDulXF7R0DsX5Oe/TtUOmJawEVTq7qidOre6K2hEtSGEqKz4EBnSrD0634m83mSKVSYvaEYNzbOxhzP2yKLi3KP74WcLBT4+b2AVj/Q3vZjBImKgpDUfwbihY3db5///7o378/5s+fDwAYN24c+vfvj3nz5j1+jpOTE/bv3w8fHx8MGjQIr776Kpo1a4atW7dCqeSvmYjIHNho1JgxroGo5/xyfLCsRlE9ydpKhYGdq2Djjx3g+f8RAK5O1mggk/Uxi9IgwAP9RfwS72hvhQ/HCFun1Zy4Omnw3vBa2PlLZ3i6PewDTg7WKO9t/ptGFefVPjVFXeO3np8bBnSsItr5jK1qBSd8M7HR41FAHi42eHOgPxzt5RWIP2nGuAaPwx0xjO3vh8rl5bGu9H8pFAo0rVsGSz5v9fhzwN1Zg5fbVoRaLc/vOFZWSsx6O0jUc37xThBUKvn+vvp0qIR1c9o/cS2gQaPanrK9vqlZ2QWjeok3WtRGo8LHr9cX7XzG5uxojbcHB2D7gk6PrwWcHaxRqZw839eIniTPd2Yje1EoqtPpivxn6dKlTz2vatWq2Lp1KzIyMpCSkoKVK1fC01M+UwmIiEqDcQP90TpYnJGbw7pXRU+RRyTRi82f1vTxFztT+25SI1Qsyy8N5sTezgpLZrQU5VxWaiWWzWotm3UES4vAaq74dKw4AUWlsg74ZmIjUc5F+nvl5ero0kKc9WV7t6+IQV3ke2PEUs2Z3BjlRBoxPHt8MGpIsHQLEb0Yr9Dwbyhap458R3KQaXl6emLChAkMuYksgFKpwJLPWwqazhyXkIXo+EzEJWTp3aaCtz1++qCpISWSiXm62WLRJ80FtTGkD3RpUR6v9a0ptDwSQatgH8G7ZRvSB2aMa4A6MpxaWhpMGVUHTet6CWojtA+oVAr8MbOVbDajK00UCgV+/aQF3F30n/ZryHtAGXdbLPyouWxHVFoyFycNfp/RUtASIIb0gTYNfTB+iGH7lpD5YS5gefTbUtDCHTt2TOoSyMy5u7tj6NChUpdBREZSpbwTts3riI5v7ERWTsELn99w8GZBx/d0tcHuRZ25xpIZ692+En6e2gTjvzqh1/OF9oHGtT0R8m1bfhE2Y1+/1xD37mfhr5039Xq+0D7w5gA/TJXx0gmWTq1WYsvcl9B61DZcvpGiVxshfUChAJbObIU2DX0MrJBMrby3PXYu7IR2r+5Aemb+C58v9D3AxdEauxd1fu6mhSStTs3L49dPmuPVz47o9XyhfaBuTTds/KG9bJdOoGcxF7A8/Osk0kNaWhr27t2LtLQ0qUshIiNpXr8M9vzaGS5G3gCnfBl7HFraDX4y3ISotHlnSCAWTG9W7O7ahmod7I3dizrLes3F0kClUmLF7NYYaYJdiN8bHoh505oxFDdz7i42OPB7VwQZeZ1ktVqBP79qg2Hdqxn1uGR8wYGeOPB7V6PvnF3G3Rb//NGNI8VlYEyfmlg6sxVUKuO+Xzep44n9i7vCxYk3yC0JcwHLw1CUSA8xMTGYNm0aYmJipC6FiIyoWb0yOL+uN15qWtYoxxvStSrOre3FQFRG3hzoj8NLu6N6RacSH8tKrcTMtxtgz6IustuVvbRSq5X4Y2ZLwUtqFMfT1QZrv2uHOe83kd2u7KWVp5stjizrhimjahvlNatb0w2n/3wZg7pUNUJ1JIagAA9cWNcbPVr7GuV4fdpXwvl1vRmIysjIl6vjxMoeCKzqUuJjqVQKfPR6PRxc0o0zhiwQcwHLw1CUiIhKNV8fB+z6pTN++7QFypcxbEftGhWdsfHH9lj1VRu4u4izgQ8ZT/P6ZXBuTW9MGVXb4LX/2jT0QehfL+Oj1+tzUx2ZUSgUGNWrBi6t74P+HSsbFIxZqZUY2bM6Lm/sg34dK5ugSjIlG40aX7/XCMeWd0fj2oatE+fiaI3P32qAU3/2RD0/dyNXSKbm42mHTT93wIrZrVGxrINBx6hS3hGrv26DdXPaccq8DAUHeiIspBc+fqOewTfJmtcvg5OremLm20HQWKuMXCERmQLXFCUiolJPoVDg1b418crL1bH10F0sXBOBf0LjkJtXWGwbe1s1OjYrh7cGBqBdYx9Ok5U5O9uHocj01+ph5dbrWLzhKs5FJkKnK76Np6sNBnSqjDcH+COwmqt4xZJJlPe2x5rv2iEqLgO/rovEiq3XcScm47ltqvk64ZWe1TGmTw14e4izizGZTuM6XjixqifCwhOwMOQKNuy7jeS0vGKfr1IpEBzggdf7+WFQ5yqws+VXKzlTKBQY1r0aBnepgp1Ho7Eg5Ar2n4pFTm7x1wK2Nip0aFwO4wb6o2OzchwhLnMaaxU+fysIH4yqgz+338BvGyIRFp4Irbb4iwF3Fw36dqiENwf484YIkQzxk5uIiOj/1GolerWrhF7tKiE/X4vLN5IRFp6A+0k5yMsvhMZahXJedggK8EDNSs5cON8COTlYY9ygAIwbFICMrHyci0jEucgkpKbnoaBQC1uNGtUrOiE40APly9gzDLdAFbwdMPPtIMx8Owj3E7Nx5koiLt9IRmZ2AZRKwN7WCrWru6KBvwenRlqooAAPLJ7REr991gK372UgNDwBN6PTkJNbCCu1Eq5OGtT3c0fdmm6wteHXKUujUinRrZUvurXyRUGBFuE3UxAWnoC4hOzH1wI+HnYICnCHX2UXqNW8FrA09nZWeK2fH17r54fMrHycv5qEcxGJSE57eC1go1GhWgUnBAV4oGJZB14LEMkYP8WJ9KDRaFCzZk1oNPzyQ1RaWFkpUc/PnXf9SzEHOyu0aOCNFg28pS6FJOLlbovOLcqjc4vyUpdCElAoFKhc3hGVyztKXQpJRK1Wok4NN64PWorZ21mhWb0yaFavjNSlkBlgLmB5GIoS6aFy5cpYsWKF1GUQERERERERkQSYC1gejvUnIiIiIiIiIiKiUoWhKJEeIiMj0bx5c0RGRkpdChERERERERGJjLmA5WEoSqQHnU6H/Px86J63DTERERERERERWSTmApaHa4paGo0G6jXLpK5Cf1ygmIiIiIiIiIjIOOSWCwGSZUMMRS2MQqEAbGykLoOIiIiIiIiIiETGXEh/nD5PREREREREREREpQpHihLpoVKlSli9ejXKlSsndSlEREREREREJDLmApaHoSiRHmxsbFC1alWpyyAiIiIiIiIiCTAXsDycPk+kh9jYWMyaNQuxsbFSl0JEREREREREImMuYHkYihLpITU1FZs3b0ZqaqrUpRARERERERGRyJgLWB6GokRERERERERERFSqMBQlIiIiIiIiIiKiUoWhKBEREREREREREZUqDEWJ9ODm5oaRI0fCzc1N6lKIiIiIiIiISGTMBSwPQ1EiPSiVSlhZWUGp5J8MERERERERUWnDXMDy8JUk0kNCQgIWL16MhIQEqUshIiIiIiIiIpExF7A8DEWJiIiIiIiIiIioVGEoSkRERERERERERKUKQ1EiIiIiIiIiIiIqVRiKEunB0dERnTt3hqOjo9SlEBEREREREZHImAtYHrXUBRDJQbly5fD5559LXQYRERERERERSYC5gOXhSFEiPeTm5iIqKgq5ublSl0JEREREREREImMuYHkYihLp4datW+jbty9u3boldSlEREREREREJDLmApaH0+ctjE6nA+R010KjgUKhkLoKIiIiIiIiIiLZk10uBEiWDTEUtTS5uSgYMFLqKvSmXrMMsLGRugwiIiIiIiIiIvmTWS4ESJcNcfo8ERERERERERERlSoMRYmIiIiIiIiIiKhU4fR5Ij34+fnh1KlTUpdBRERERERERBJgLmB5OFKUiIiIiIiIiIiIShWGokR6uHPnDkaPHo07d+5IXQoRkajy8gtx/W4a8gu0AIDCQu3DHS2p1EjPzEPkrZR/+4CWr39p8yAp+/Hrn1+gRVZ2gcQVkZh0Oh3uxmY87gMFBVoU/P//U+mQn6/Fjah/rwUKeC1Q6mRk5fNaAMwFLBGnzxPpITs7G5cuXUJ2drbUpRARmZROp8PB07FYs+sWQsMTcOFqEvLy//3yG5eYA8/WqxAU4IHm9crglZerw9fHQcKKydhy8wqxfs9tbD8ShbDwBETeTsWT333jErJRqXMIgvw90L6xD4Z2qwZnR2vpCiajS0zJwfIt1/FPaCxCLyfg3v2sx4/dT8qBY9Pl8K/sjOBAT/Rs44uebXyhVnOshSW5dicVyzZfw/Hz93HmSiJS0vMePxaflAOnZstRt4YbGtbyxOAuVdCkjhcUCoWEFZMx6XQ6HDkTj7923kTo5QScv5qE3LzCx4/HJ+bAveVKBAV4oGldL7zycnVUKe8kYcVkbHn5hfh7/x1s/ScKYVcSEHErFdongtC4hGz4dvwLQQEeaNvQB8N7VIOrk0bCisXBXMDyKHS8xWNRdDk5KBgwUuoy9KZeswwKGxvRz3v69GlBz4+IiMCIESOwfPly+Pn56dWmYcOGhpRGRCSJ/Hwtfl0fgXmrwxFxK1XvdkqlAt1bVcDkkbXRMsjbhBWSqSWm5OD7ZZeweEMkHiTn6N3O3laNYd2rYcqo2vxSLHPhN5LxzR8X8dfOm08FIC9S1ssOr/etifeG14KTAwNyOdt9LBrfL7+E3cfuCWpXz88N7wwOxMie1aBSMSCXq8JCLX7feBVz/wzHpevJerdTKIDOzctj8sjaaNe4rAkrJFNLScvFnBWX8Nv6SMQl6B/82dqoMLhLVXwwqg5qVHI2YYXGJUYuAIifDcgtFwKky4b4iUVERFTKXbiahMZDN+Pt2ccFBaIAoNXqsPngXbQatQ1vfXEMGVn5JqqSTGnjvtsI6LUeX/5+XlAgCgCZ2QVYtDYCtftsxNw/Lz81koTkoaBAi9m/nUP9AX9j2eZrggJRAIi5n4XPFp5F7b4bsOe4sDCNzENSai6GTzuITmN3CQ5EAeBcRBLGfHoYbUZvx7U7wj5HyDxcuZmC5iO24o3PjwoKRAFApwN2HIlG+9d2YMynh5H6xMhiko/th6NQq88GzFx0TlAgCgDZOYVYsvEq6vTbiO+WXkRhIZfYIHlgKEpERFSK/bzqMoIHbcLZiMQSH2tByBXU7rMBF64mGaEyEkNefiFe+egQ+ry3D/eThIWh/5WVU4DxX51Ah9d2ICk110gVkqnFPshCsxFbMH1u2FNLZRjibmwmOr6xExO+Os4vxDJy7Fw8Anuvx8qtN0p8rCNn41G3/0Ys23TNCJWRWH5bF4H6A/7GyYsPSnysJRuvolafDTh9qeTHInEUFGjx5syj6PbW7qeWSzFEbl4h3p9zCq1GbcP9RE4xJ/PHUJRIDz4+PpgxYwZ8fHykLoWIyGhmLDyDCV+feLxovjHcjslA61HbEHqZX4bMXW5eIXq/uxfLNhs3vDhwOhZtRm9DgsARpyS+qLgMtHxlK05fSjDqcX/+MxzDp/3DYFQGDpyKwUuv7xQ8Kux5snMK8crHhzD3z8tGOyaZzndLL+L1z48KHiH+PNHxmWj36g4cORNntGOSaeTnazFoygH8sjbCqMc9du4+Wo3ahtgHJQtZzQ1zAcvDUJRID87OzujSpQucneWzPgoR0fP8uOISPlt41iTHTknPQ6exuxB5K8Ukx6eS0+l0GDr1ILYfjjbJ8S9eS0bnN3chk8spmK2k1Fy89PpO3IhKN8nxV++4iXFfHDPJsck4wsIT0OOdPcjKKTDJ8cd/dQLLjXzThYxr8fpIvD/nlEmOnZGVj25v78b5yJLPRCHT0Ol0eG3GEazfe9skx4+8nYqOb+y0qOUUmAtYHoaiRHpITk7G2rVrkZwsbH0dIiJzdC4iEe//IOxL0OnVPRG1ZxBOr+6p1/OTUnMxbNo/KDDiKFQynl/XRQr+EiS0D4SFJ2D63DADqiMxjP/qOCJv67/2o9DXH3jYz9btvmVIeWRi2TkFGPLBQWRm6x+IGtIH3px1DDej0wwpkUws4lYK3v7yuKA2QvtAWkY+hn34j1FHoZLxrNp2Q/BsEaF94NL1ZEz67qQh5Zkl5gKWh6EokR7i4+Px7bffIj4+XupSiIhKJC//4bTGggJhm+F4e9ihfBl7eHvY6d0m9HICvl16UWiJZGK376Vj8vfCRwYZ0gd+/vMyDodx+qS52XTgDlZtE7Z+pCGvPwCM++IYHiRxXTlz8/G8MFwVuCGSIX0gK6cAoz85zA3YzExhoRajPj4kOKw0pA9cup6MmYtMMzOFDBf7IAvjvxIWigOG9YHfN17FziOmmZkiNuYClqdUhqIJCQmYPHkyqlatChsbG1SoUAGTJk1CdnY2hg0bBoVCgcWLF0tdJhERkdEtDLmC85HibYT02cIzuBefKdr5jE2r1WHP8XuY++dlfLf0IpZtuib7TYQmf38KGSJNa9fpgLGzjkKnk28gkpVdgDW7bmLO8ov4ccUlbNx3W9ajnvLztXhLxGntD5Jz8PH8M6KdzxTiE7OxZONVfPvHBcxbHY5DobGy7tNXbqZgzopLop3vn9A4rN5R8k2cpHT5ejJ+WXMF3/5xAb+suYIImS8P88ff13Dignhrf3+15AJuRMl3xLBOp8OBUzGPrwWWbroq+5s9U388jeQ08aa1vznrKNeZJrOklroAsV24cAEdO3ZEfHw87O3tERAQgHv37mHOnDm4ffs27t69CwCoW7euxJVK65+E+3jp+EHM8quNKdX9i3yO6/YNCHJxxd5mbUWujoiIDKHV6jDvryuinjMvX4vFGyLx6ZsNRD1vSeXna/HTqstYuOYKbkY/veaijUaFQZ2r4MMxdVGjkrzWlIqKy8DG/XdEPWf4jRQcOBWLdo3LinrekrqfmI2vlpzHH39fQ8p/1kPzdLXBq31qYsqo2nBx0khUoWE27r9d4t2FhVqx5Tq+mhAsu9/VhatJ+HLxeazfe/uZDen8q7jg7UH+GDvAH0qlQqIKDbMg5ArEznTn/hmOod2qiXtSI9hy8C6+X34R/4Q+O+K9XSMfvP9KHXRuUV6Cygyn0+kwd3W4qOcsLNThlzUR+HZSI1HPW1IFBVosCLmC+X9deWZktbWVEv07VsaHY+oisJqrRBUa5kFSNv7aeVPUc96OycD2w9Ho0cZX1PNSyZSGXKhUjRRNSEhA9+7dER8fjylTpiAuLg5nzpxBfHw8Zs6ciQ0bNuDcuXNQKpWoVauW1OUSEREZ1d4T93D9rvgjNX5dH4n8fPmMDsjMykfXt3bh/TmnnglEASAntxBLN11DoyGbZbez7q/rIiWZxrogRNwwvqSu301D46Gb8cOKy88EosDD0Y9f/n4eLUZuld1IaClei6ycAsHr1klt++EoNBm6GX/tvPlMIAo8HG351uzjGDB5P/Ly5TNyOCMrX5LX4uTFBwgLTxD9vCUxc9FZ9By/p8hAFAD2n4pFl3G78O0fF0SurGSOn7+PC1fFmzHyyJK/ryLbRJt6mUJuXiH6vLcPE74+UeRSE3n5WqzadgNNhm3G3hP3JKjQcEv+voo8Ca7L5HYtQKVDqQpFx48fj6ioKEycOBFff/01HBwcHj82ffp0+Pn5oaCgADVq1ICtra2ElZK5sbOzQ+PGjWFnJ2wdLSIicxKyS5oNT2LuZ+HIWXmEhzqdDkOmHsTeEzEvfG5qRh66v71HVtMoQ3aJOzLkkU0H78jmy3BiSg46jd2J2zEZL3zu5Rsp6PrWbmSKtBxBScUlZBUb8Jia2KOSSuL0pQfoO3EfsnNfHHau33sbY2ceFaEq49hxJBrpmdL01xAZ9YGFIVfwiZ7LPkz54TT++PuqiSsyHqn+FpNSc/X6bDUXoz85jC3/3H3h8zKyCtBrwl6ci0gUoSrjkKoP7DwajeQ0eS9BxFzA8pSaUDQ8PBwhISHw8vLCzJkzn3lcoVAgKCgIwNNT56OjozF+/Hg0a9YMdnZ2UCgUuH379jPt9X0eyZOvry/mzp0LX18O9yci+Qq9LN0oHSnPLcQ/oXHYfPDFX4IeSc3Iw+e/yGMDidT0PFy7I82abgUFOlHXsi2JBSHPLpnwPBeuJmH5lusmrMh4pPw7PBeZhIIiRlyao+lzQ5GjRyD6yB9/X8NFCUbeGSL0snjrSP6XXEaKZmUXYPrcUEFtpv54WjZrDUv5PiCXPnD60gP8uV3/dXAzswvw6QJ5rJ2ck1uAS9el2zn9TLh8wuOiMBewPKUmFF21ahW0Wi2GDRtWbKqv0Txc5+jJUPT69esICQmBi4sLWrduXezx9X2e3GQVFiIhN7fIf0qTwsJCZGRkoLBQHhc7RET/lZ1TgMs3pLsIDrsijy9ChkztWrfnNuITzX/DhTMSvwZy6AMFBVosWhshuN3DNRrNf+MdKQOJnNxChN9Mkez8+rp6OxV7jgsfzbZwjTymhYZJGEicuZIoi7+TkF03BW9Acz8pBxv23jZNQUZUUKDFuUjp+oBcQlFD/p63HorCnRj9b6hJ5cLVZBQUSPd3KJc+UJzSmgtYci5UakLRffv2AQDati1+8dfo6GgAT4eirVq1Qnx8PLZv346BAwcW21bf58nN7GvhKLt7U5H/ZBbKYxqcMVy7dg3t2rXDtWvyWg+LiOiRm9HpKCyU7iI48vaz63GZm5zcAmzcf1twu/wCrSy+DEv9Gkh9fn0cPRdv0CZEl64n47KEI2/0JfVrIPX59WHoEhOrd8hjariUr0FKeh7uJ+VIdn59rd6h/wjBp9uZfx+Ijs9Edo50YU5kEWtzmhudTmfQ9HKtVoe1u28bvyAji7ydIu35ZdAHnqe05gKWnAuVmt3n79x5uNNqpUqVinw8NzcXJ0+eBPB0KKpU6pcb6/s8IYKDgxEXJ2zdJ1ulEuH1mhqthlG+lTGgbNFDw3ufOlLi49eoUQPZWvGnUvXr10/Q8+/fvw8A2LFjB8LCwvRq07t3b8F1ERGZSp6qLOD8RpGPnV7dE94ez18bydvD9vH/Ru0ZVOzz4hKy0HDw5mf++6XLV1G+vHnv0FuocECB6/sGtf3goy/wxaSDRq3H2DI0TQH7zkU+JkYf+H3JCmyY119AxeLLsg4EHAYY1LbNSy/DpkCadXv1legwCLAuevfYF/UBfV9/oPg+8MbYt/Fe3nkBFYsvxa4rYNNYeLv0PJQrXxEKmPfooViXKYDSvsjHjNUHinv9AaBu/YZQa1P0L1gC953GAmofwe127juK8uVHmaAi48lXegAu7xT5mBifAzduRZn9tYAW1sh2m25Q2xlf/IAfP9pt5IqMK1MTBNj3LPIxMfrA6r/WY9fvgwVUbFpi5AKA+NmA3HIhoGTZkLe3N0JDhS178kipCUUzMx/uDJqTU/TdyZUrVyI1NRXu7u4oV66cmKUVKy4uDvfuCdvJzk6lAuoZr4aqdg5o71mmyMdUCkWJjx8TE4MsCYaeP+oP+srOzn78v/q2FfraERGZlI0KcC76IW8PO5QvU/SX5P9Sq5R6P/dJBfl55v++qHIAXA1rmp6agvQHZv7zuScDxbx0YvSBrMx0ZMWY+e/IyQtwePHTipL4IB7IMvOfzzcTsC76IX37gKGvPwAkJyciOcXMf0c+aYCNAe10WsTciwJg5tPDHQuLnSsoRh+Ij4sF8s18/VWbXIO+JefnZpv/55x1AeBS9ENifA5oCwrM/3eksALcDGuakZ6CjHgz//lcq0h6LZCdlWlWfUCMXAAQPxuQWy4ESJcNlZpQ1NvbG+np6QgNDUVwcPBTj0VFReHDDz8EANSpU0eK8ork7e0tuI2tCUasmlLZsmUlGSlqby/sDfzRG56tra3ebc0lXCciAoACpRPii3ksLuHF04W9PWyhVilRUKhFXELx62cWdywrdSG8zPx9UQcF4rSZ0BYziup5XB3yYWdt3j9fprUNUop5TIw+4GBnBWcz7wP5KuA+AOh0gJCLfJ0O3m4qqFzN++dLtlGiuFf6RX1A39f/ecdyc7GHrb15/44yNLkwZHKnSpsM73JljV6PscUp84sdy2qsPvC84/iUcYVSZ6tPqZJJUqXDkFWi7dQZcDXz97hChQOKm4coxueAWlmAMmb+OwKAWG0qtMpi7iQ/h4tdHuzN/OfLtrJBcbclxOgD9rZKuJjR70iMXAAQPxuQWy4ElCwbMiQ7e6TUhKIdOnTAtWvXMHv2bLRr1w41atQAAJw4cQLDhw9HSkoKgKenzkvNkOG/upwcFAwYaYJqTOPq1atQ2BhyO75kTp8+Lej5ERERWL16Nbp06QI/Pz+92vz4448GVEZEZBparQ7OzVYgIyv/mceKm+b4pKg9g1C+jD3iErJR4aW/BJ9/1KAOWPTJZ4LbiW3KnFP4dulFQW08XW0QFbodGmuViaoyjjPhCQgatKnIx8ToAwt/mIZh3ZcIbie2psM248QFYTt0d2/tiy3zzH+jnR9XXMJ7354s8rEX9YGSvv4AcObo36hY1tGgtmJJSctFuQ5/IStH2Bppsyd1xpTRU0xUlfH0fW8fNuy7XeRjpu4Dvj72uHPhuuB2YjtwKgbtXt0huN3eNZ+gad35JqjIeHQ6Hcq0+RMPkp+dPSnG58DAl5th5ZfTBLcT2+e/nBW8m7yTgxWiT2yEvZ2ViaoyjshbKfB7eX2Rj4nRB77/4j280X+R4HamIkYuAIifDcgtFwKky4bkFx8baOrUqXB1dUVUVBQCAwNRu3ZtVKtWDU2bNoW/vz9atGgBwLxCUTIf1apVw65du1CtWjWpSyEiMohSqUB9PwPngxlBcICHZOcWYuwAP0EDBAHg1T41zT4QBYBa1V1hbSXdpV9woDz6wLiBRa+5aew2UpDyNfBwtYGvj4FrE4jIxUmDod2qCmqjsVZhdO8aJqrIuKTsA0Ey+Rxo09AH/lVcBLWp5+eGJnW8TFOQESkUCvYBPbzWtybUKmEXA6/0rG72gSgAVK/oDEd76eqUy7VAcZgLWJ5SE4r6+vri8OHD6Nq1K2xsbHDnzh14enpi8eLF2LRpEyIiIgAwFKWiqdVquLq6Qq0uNYOricgCNa0r3Rc2Kc8tRJXyTvh+sv6brAQFeGD6a/K4drC2Ukn2hdTNWYMaFYVPRZTC0G7V0LdDJb2f/1rfmujcwrw3Dnmkvp+7ZAF+0zpeUBhp3TFT+3JCsKD++usnzeHhKv7oFkNI+jkgg9AQeBgcLv+iFexs9Lvud7S3wrJZrWXTv9kHXszH0w4LpjfT+/m1qrni87eCTFiR8SiVCjSp4ynJue1t1ahVzcDF280EcwHLU2pCUQAIDAzEtm3bkJ6ejrS0NBw/fhxjxoxBcnIyYmNjoVarERAQIHWZZIaio6MxadIkREdHS10KEZHBRveSZiRTo1qeqFVdulGqQr07LBDfT270wuc1r18Gu37pJIuRIY+MkWg026iXq0OplEdgoFQqsOqrNhjUucoLn/vmAD8smN5MNmGIvZ2VXj+XKYzpI4+RlADg7mKD/Yu7oG7N579vqVUK/D6jJUb0rC5SZSXXKsgbVSuIv4SBWq3A8B7yGVkVHOiJ3Ys6w81Z89znebraYO+vXVCnhnw+40b2lOb9OKCqCxpLFMYZ4rV+flj4UbMX/q6CAz2w97cucHYsZhc7MzSmd01Jzju8ezVZzKx5HuYClqdUhaLFuXjx4dphfn5+0Gie/eBbt24d1q1b93iNzx07djz170KfJwetPbyQ12MAplQvfjpYctc+2NusrYhVSScjIwOHDx9GRkaG1KUQERmsZmUXtG8s/kYgcpla/IhCocDEEbVxZVNfTBga+MwXnQ5NymLDD+1x8PeucHeRx+iwRwZ3qQoXCb64jR0grz6gsVbhz6/b4MDvXdG/Y2Wo1U9/KR7evRqOr+iB+dObQa2W1+W0FH+PFbzt0a1lBdHPWxLlytjj5Kqe+POrNmhR/+kdd5UK4IPRdXB1S3/ZTJt/RKlU4E0J/h77dqgEbw870c9bEs3rl8G1rf3x/eRGqObr9NRjNSo648cpjRG5pR8a1ZZP0AcAvj4O6NFa/L/HcQP9ZXMD6ZGxA/wRubkfJo2oBVenpz87Wwd7I+Tbtji6vDvKuJv35mH/1bt9RUlqflNm14NFKW25QGnIheR1FWcij0LR4qbO9+/fH/3798f8+Q8Xzh43bhz69++PefPmGfQ8IiIiqbz/Sm1Rz1fB2x4DOlUW9ZzG4lfZBT9+0ARx+wejjPvD8NPHwxZ7fu2C3u0ryS4MAwA7WzXeGiTul5I+7Ss9EyjIgUKhQJuGPljzXTskHhqGMm7/9oHls1ujSV35TAd/UqPanmgVZPgurYaYOLyWLP9eNNYqDO5aFYeXdcf9g0Pg9f8+4O1hi6/ebYjK5c1706jijO5dA+4uzx8BaUwKBTBphLifPcbi5qzBxBG1Ebm5H7z//zng7W6DiM19MWFYLbg6ifd7NCaxXw8vNxsM7y6fkcJPqubrhO8mN0bs/iGPrwW8PWxxcEk3DOhUBdZW8hv5aG2lwrvDAkU9Z8dm5WQ1oppKD/ldnZjAi0JRnU5X5D9Lly416HlERERS6dS8vKhfTBZ/1gK2eq7LZq5sNGqoVQ8vmeQyBfx5Pnq9Hvwqi7O+p4ujNeZ+2ESUc5mSk4P141DPEvrAb5+2gI1GnC/yjWt74p0h8l+eytPNFlb/7wNyDMOf5OqkwdypTUU737vDAtGwlrxGU/6XUqmA6v+fAyqVUvZ9oGWQN94coP/O2SX1y8fN4eQgn+nlRdFYqx5fC6gs4HNg0ojaqO/nLsq5HOyssOjj5qKci0gohqL4NxStU6eOxJUQERGZ3k9Tm8DHU9g0xriELETHZyIuIUvvNq/1rYmOzeSxAU1pYqNRY+nMVoLDPUP6wM9Tm6Csl73QEsnEalRyxuzxwYLaGPL6a6xVWDqr1eMwiczHoC5V0Lt9RUFtDOkD1Ss6YdbbwvoaieObiY1QqayDoDaG9IHBXaqgd/tKAqsjU7OyUmLprFbPLA/zIob0gW8nNkSlcvIcWU+WT95DN4zk2LFjUpdAZs7T0xMTJkyAp6e873ITEQEPRwlt/KE92r+2A5nZBXq1aTh4s6BzNK9fBj+8r/8u7iSuxnW8MH9aU7w5S/9rIKF9YPyQAAyT6XTJ0mDC0ECcuZKAlVtv6PV8oa+/QgEs/6IV/Cq7GFAdmZpC8XCTqBtR6bhwNUmvNkL7gLuLBht/6AA7W37lNEcOdlb4+6cOaDN6O1LS8/RqI7QPBAV44BeOEDRbdWq4YcmMlhgx/ZDebYT2gVf71MAb/cUblWxqzAUsD2/bEunB3d0dQ4cOhbu7OFMMiIhMrXEdL2yf3xGO9sbfOb15/TLYNq+jrHZlL43GDvDHTx+YZmr7uIH++GFKE9lPMbVkSqUCf3zeCkO6VjX6sVUqBZbNaoUBnaTZ6Z704+qkwe5FnVG3pvHX+fNwtcHuXzojsJqr0Y9NxlO3pjt2/dL5mU2EjCEowAM7F3aS/bR5Sze8R3Us/qwFTPFxPapXdfzycXOLuhZgLmB5GIoS6SEtLQ179+5FWlqa1KUQERlNq2AfHF7aDYFVXYx2zNG9a2DXwk7P7NhO5mn80ECs+76d0TZdsdGoMOf9xpg3ralFrL1p6dRqJVbMbo3P3qwveAplccp62WHbvI4Y3qO6UY5HplXG3RYHfu+K/h2NtyFew1oeOLqsOxoEeBjtmGQ6jWp74ujyHkZdX3Jot6rYv7gLPFxtjHZMMp0xfWpi888vPd5MrqSs1Ep88U4QFn/W0uKWT2EuYHksq4cSmUhMTAymTZuGmJgYqUshIjKqujXdERbSC9NerQuVyvBQpHwZe+xY0Am/z2jJEaIy0/elyri8sa/g9QX/q0kdT5xb0wvvDa9lUaNCLJ1SqcCnbzbAqVU9S7wz8Mie1XFpQx90as61hOXE1UmDNd+1w5rv2pUoxLK2UuKrd4NxbHkP1KgkzmZuZBz+VVxwclVPfP5Wg8cbihmijLst/v6pA1Z+2YYjRGWme2tfhP/dF4O7lGyEfwN/d4T99TKmvVbPIm+OMhewPFzghYiIqJTTWKvwxfhgjOlTA4vWRuD3jVeRmJKrV9v6fu54a5A/BnWuwjBUxsq422L9nPY4ceE+FoZEIGTXTeTla1/YTqEAurasgHED/dGpWTmLGxFSmtT390Do6pex5Z+7WBByBftO6veFz85GjSFdq+DNAf4cGShz/TtWRqdm5bBi63UsCLmC8BsperXz9rDF63398FrfmijvzY3V5MrKSomP36iPET2q4dd1kVi8IRL3k3L0alu7uivGDfTH0G5V4WjPMFSu3F1s8OfXbfHe8FpYuOYKVu+4iZzcQr3admxWDuMG+qNbywpQlyBYJxIbQ1EiIiICAFQp74Sv32uEGeMaYP+pWISFJyAsPAGRt1ORnVsIlVIBZwdr1PNzQ1CAB5rV9UI9P3eOCrQQCoUCTeuWQdO6ZfD95EY4cPphHwi9nIDo+Czk5BXA2koFLzcbBAV4IMjfA20aeqNiWe4oaymsrJTo06ES+nSohOt303AoLA6hlx/gzJVEJKTkIL9ACxtrNSqVc0CQvweCAz3QrpEPXJyMs/wCSc/JwRpvDQrAuIH+OHXxAU5cuI+w8ERcuJaEtIx8aHU62Nmo4V/ZBcGBD/tAm2AfWFkxBLEUFcs64ovxwfj0zfo4cCoWoZcTEHYlARG3UpGVUwCVUgEnByvUreGOoAB3NK3rhaAAD14LWJCGtTzRsJYnvpvUGPtPxiDsysPrwTsxmY+vBTxcNA+vBQI80DrYG1XKO0ldNpFBGIoSERHRU2w0anRtWQFdW1aQuhSSiKebLQZ0qsKNckqxar5OqObrhNG9a0hdCklAoVCgcR0vNK7jJXUpJBFrKxU6NS/P5TBKMTdnDfp1rIx+RlxzmMjc8JYekR40Gg1q1qwJjYYjIYiIiIiIiIhKG+YClocjRYn0ULlyZaxYsULqMoiIiIiIiIhIAswFLA9HihIREREREREREVGpwlCUSA+RkZFo3rw5IiMjpS6FiIiIiIiIiETGXMDyMBQl0oNOp0N+fj50Op3UpRARERERERGRyJgLWB6uKWppNBqo1yyTugr9cYFiIiIiIiIiIiLjkFsuBEiWDTEUtTAKhQKwsZG6DCIiIiIiIiIiEhlzIf1x+jwRERERERERERGVKhwpSqSHSpUqYfXq1ShXrpzUpRARERERERGRyJgLWB6GokR6sLGxQdWqVaUug4iIiIiIiIgkwFzA8nD6PJEeYmNjMWvWLMTGxkpdChERERERERGJjLmA5WEoSqSH1NRUbN68GampqVKXQkREREREREQiYy5geRiKEhERERERERERUanCUJSIiIiIiIiIiIhKFYaiREREREREREREVKowFCXSg1KpRP369aFU8k+GiIiIiIiIqLRhLmB5+EoS6UGr1eLs2bPQarVSl0JEREREREREImMuYHkYihIREREREREREVGpwlCUiIiIiIiIiIiIShWGokRERERERERERFSqMBQl0oOjoyM6d+4MR0dHqUshIiIiIiIiIpExF7A8aqkLIJKDcuXK4fPPP5e6DCIiIiIiIiKSAHMBy8ORokR6yM3NRVRUFHJzc6UuhYiIiIiIiIhExlzA8jAUJdLDrVu30LdvX9y6dUvqUoiIiIiIiIhIZMwFLA+nz1sYnU4HyOmuhUYDhUIhdRVERERERERERLInu1wIkCwbYihqaXJzUTBgpNRV6E29ZhlgYyN1GURERERERERE8iezXAiQLhvi9HkiIiIiIiIiIiIqVRiKEhERERERERERUanC6fNEevDz88OpU6ekLoOIiIiIiIiIJMBcwPJwpCgRERERERERERGVKgxFifRw584djB49Gnfu3JG6FCIiIiIiIiISGXMBy8Pp80R6yM7OxqVLl5CdnS11KUREJIK7sRk4fv4+wsITcP5qEu4n5QAAHiTnYNTHhxAc6IHgAA8EB3pApeI9Zkuj0+lw6VoyTl16gLDwBITfTHmqD4z/6jiC/D3QuI4n/Cq7SFssmUR+vhYnLz58DwgLT8SN6LTHfSAhJQfTfgpFUIA7mtUrAx9PO4mrJVNIy8jDsXP/7wNXEv59D0jKQd/39iEowB1BAR5oVs8LjvbWEldLpnAvPhPHz99HaHgCzkUkPvU5MHL6Pwj6/3VAo1qeUKt5LVAaMBewPAxFiYiIiAAUFmqx/XA05v8Vjl3H7hX5nLx8LZZuuoalm64BACqWdcDY/n4Y07sGPN1sxSyXTCAjKx+rtt3AgpAruHA1qcjn5OVrMffP8Mf/3qiWJ94a5I8BnSrDRsNLa7m7F5+J39ZH4tf1kYh9kFXkc3LztPjy9/MAAKVSgZ5tfDFuoD/aNy4LpVIhZrlkAucjE7Eg5ApWbr2BrJyCZx7PK9Biw77b2LDvNgDAwc4Kw7tXxbiB/qhV3U3kasnYtFoddh+7h/l/hWPb4SjodM8+Jy9fi+VbrmP5lusAgPJl7PFG/5p4tU9NeHvwJgmRnPB2BhEREZV6oZcfoG6/jeg5fk+xgWhR7sRk4MOfQuHbKQTfLb2IwkKtCaskU9HpdFi9/QYqdQ7B2JlHiw1Ei3Lq0gOM/OgQqnZbi63/3DVhlWRKefmF+HT+GVTqEoIZv5wtNhD9L61Wh7/330HHN3aiybDNCL+RbOJKyVQeJGVj4Pv7Ua//3/h1XWSRgWhRMrLysXBNBGr33YihUw8iMSXHxJWSqVy4moTgQZvQZdwubD1UdCBalOj4THw87wx8O4Zg1q9nkZ/PawEiuWAoSkRERKVWfr4W038ORZNhW3D5RorBx8nJLcT7c06hxcituHYn1XgFksk9SMpG34n7MGTqQSSm5Bp8nJj7Wejxzh6MnP4PUtPzjFghmdr5yEQ0HLwZny86i4ICPVOQIpy+lID6A/7GV7+fh1Zr+HFIfBv23kZA7w1Ys+tWiY7z5/YbCOy9AZsPcL1BOSks1GLmorMIHrQJZyMSDT5OfoEWH887gybDNuPydd4gIZIDhqJEevDx8cGMGTPg4+MjdSlERGQkObkF6DdpH2YvPo/CQuMEGCcuPEDT4VsQevmBUY5HpnU3NgMtRm7Dxn3GCzCWb7mOtmO240ES1xuTgwOnYtBi5DZBo4OfJy9fiw9/CsUrHx1CQQFHi8nBnOUX0XfiPiQkG2eEZ3xiNl6esBfz/wp/8ZNJcnn5hRj64UF8Mv8M8o30N3vmSiKaj9yKo2fjjXI8Mh/MBSwPQ1EiPTg7O6NLly5wdnaWuhQiIjKC/HwtBkw+gM0HjT/dOTElFy+9vhPnIw0fbUKmF/sgC+1e3Y6rJhjZezYiES+9sRMpaYaPPCXTO3ImDt3e3o2MrHyjH3vF1usY8+lhjhg1cz+tvIRJ350yybHfnn0cv66LMMmxyTgKC7UYPu0fhOws2QjhoqSm56Hzm7tw6iJvkloS5gKWh6EokR6Sk5Oxdu1aJCdzGgQRkSX4eH4Ytphw/ceU9Dz0eGcP0jI4jdocabU6DJi8Hzei0k12jvORSRj50SHo9F2UjkQVn5iNXu/uRXZOocnOsXzLdcxZfslkx6eSOXAqBu9+c9Kk5xg78yiOneNoQXM1e/H5Ei+Z8DwZWfnoOX4P15m1IMwFLA9DUSI9xMfH49tvv0V8PC9qiIjk7uSF+/h26UVBbU6v7omoPYNwenVPvdtExWXi/TmmGYFEJfPzqss4InBaoyF9YPPBu1i17YbQ8sjEdDod3px1VPAasob0gY/mhSHiVorACsnUMrLyMfqTw4LaGPL663TAqI8PI1vPTZtIPBeuJmHmonOC2hjSB+ITszHh6xMCqyNzxVzA8jAUJSIiolKjoECLUZ8In9Lq7WGH8mXs4e1hJ6jdr+sisf9kjKA25igvvxCJKTnIyZX/F/tb0emYNjdUcDtD+8D4r47jfqK81xfV6XTIyi5AYkqOReyqvH7PbYPWkTWkD+TmFWL0J4dlP2JYp9MhLSMPyWm5FrEkwPSfQ3E7JkNQG0PfA67eScVnC88IamOOCgu1SE7LRXpmnuz7s1arw6iPDwleQ9TQPrBq2w1sNeHsFLHk52uRmJLDkJ8sSqkMRRMSEjB58mRUrVoVNjY2qFChAiZNmoTs7GwMGzYMCoUCixcvlrpMSf2TcB/WW9bgm2tXin2O6/YN6HDsgIhVERERlczmg3dx5WaKqOf85o8Lop7PWPLztVi3+xbajtkOTdBSeLRaBduGy1Cv/0b8ui7CJOswiuHnPy+bdMr0fyWn5eG39ZGinc+YUtJy8fOqywjotR72jZfBo9UqaIL/QJc3d2HrP3dRWCi/gFSn0+HL38+Les7j5+/jcFicqOc0ltv30vHhT6fh1eZPODdbAbcWK+HQZBnGfHoYYeEJUpdnkMSUHPwq8t/kgpAIWS6notPpcOriA7zy0SHYN14OtxYr4dR0Bbzb/omP5obibqywYNlc7D1xD2euiLvu99dL5HktUFCgxd/7b6PjGztgHfQHPFqtgl2jZajVez0W/BUuy35N+isNuVCpC0UvXLiAWrVq4fvvv0d8fDwCAgKQl5eHOXPmYNiwYYiMfPgBWbduXYkrJSIiImNbEFL8RZ2p7Dp2D9fvpol+3pK4fS8ddftvRP/J+3HwdOxTj52PTMIbnx9F1a5rcPLCfYkqNExWdgGWbrom+nkXrYuQXYC470QMKnVegwlfn0DErX83o9LpgJ1Ho9HjnT1oMmwL4hKyJKxSuNOXEkQPQwBgwRrx33tKQqfT4ftlF1Gl6xp89fuFp3Zmz84pxJKNVxE8aBNe+egQ8vLFu8lgDEs3XUNOrrg1Z2TlY+XW66Kes6Ry8woxdOpBNB66Gcs2X0Nu3r+/s/tJOfjit/Oo3GUN5q0Ol7BKw0hxLXDkbDwuXE0S/bwlcS8+E8GDN6H3u/uw5/jTs14u30jBW7OPo3KXNTgUGlvMEYjMX6kKRRMSEtC9e3fEx8djypQpiIuLw5kzZxAfH4+ZM2diw4YNOHfuHJRKJWrVqiV1uWRG7Ozs0LhxY9jZCZsqQURE5uNWdDr2STSVffEG+YwUvBefiVajtr1wRO39pBy0f22HrEaLrd97Cynp4o9qiYrLxK5j90Q/r6EOnIpBl3G7kPqCEUChlxPQZvR2JKUKW5tTSr+tl2Y38PV7b8tqs5Vv/riAyd+fwotmSS/bfA1Dpx6U1ZR6qUZuiz06tSQKCrToP2k/Vu+4+dznabU6vPPlcfy0Uj4bisU+yMKWf6IkObecZg3cT8xGq1HbcD7y+UFuUmouOo7diaMC1+mWK+YClqdUhaLjx49HVFQUJk6ciK+//hoODg6PH5s+fTr8/PxQUFCAGjVqwNbWVsJKydz4+vpi7ty58PX1lboUIiIy0FEJdwCW05eFN2YeRVRcpl7PzcwuwMD398smEBG6uZIxyaUP5OQWYOD7B/Reay/ydire+0Y+m4hI1QcKCnQ4fUkeNxDORSRi6o/6r7u7bs9tLNl41YQVGU9Ccg4ib6e++IkmcOFqEtIz5THV+Je1EdgiYA3M9749KfrSNIY6ceG+ZJ9ZcvkcAIB3vjqOm9Hpej03N0+LAe/vt4g1p1+EuYDlKTWhaHh4OEJCQuDl5YWZM2c+87hCoUBQUBCAp6fOR0dHY/z48WjWrBns7OygUChw+/btZ9qvW7cOffv2RcWKFWFnZwc/Pz9Mnz4dGRnyXGflkazCQiTk5hb5T2lSWFiIjIwMFBbKa3oQERH9S8oRjWcjEmUxffpGVBq2HxY2guZGVDp2HY02UUXGFRYu/rTpf88tj0Bs7e5beJAsbETjXztvPjW92lylZ+ZJFogB8ukDhkwtnh8SLovNd6R8DXQ64KwESzcIpdPpMP8vYVPidTpgoUyWiJCyD1y6niyLDQtj7mdiw97bAttkYdMB4RvYyU1pzQUsORcqNaHoqlWroNVqMWzYsGKHOms0GgBPh6LXr19HSEgIXFxc0Lp162KP/91330GlUmH27NnYsWMHxo4diwULFqBTp07Qas3/S1BxZl8LR9ndm4r8J7PQ/N/QjeXatWto164drl0Tfx0yIiIyjrMR0n0ZzcwuwI0o/UZcSGnxhsgXTpctyi9rpZmSLERhoVbS9dyk7H9CLFonfHpnXr5WkrVahbp4Ldmg/m0scugD6Zl5WLXthuB25yKScOriAxNUZFznIqV9DeTQBw6HxT21jrC+lm2+JotdyaV8DfILtAi/kSLZ+fX1x9/XUFAo/M1SDtcCJVVacwFLzoXUUhcgln379gEA2rZtW+xzoqMfjnJ4MhRt1aoV4uMfDnNfunQpdu7cWWTbLVu2wNPT8/G/t27dGh4eHhg+fDiOHDmCVq1aCa45ODgYcXHCdqq0VSoRXq+p4HMVZ5RvZQwoW/TQ8N6njpT4+DVq1EC2BKFxv379BD3//v2HG0ns2LEDYWFherXp3bu34LqIiMh07juNBdQ+RT52enVPeHsUvz6Ut4ft4/+N2jPoueeJS8hCw8Gbn/nvLVp3hHWhea8rmegwGLD2E9xu276zKF9+lAkqMh4trJHvNr3Yx43VB4p7/e8nZqB8+fICKpZGjMtUQCl8GalPv/wFP360yQQVGU+OVXXAcViRj73o9QdK3ge27tiP8mtGCqhYfPkqL2Q5v2VQ2869RsM+75xxCzKyVNsOgG3LIh8T43Pg48++wrdTD+pfsAQyNA0B++6C26Vl5KNyjQZQa817M6EHjmMAq6K/34rRBzp17Q1NwS0BFYsvyb4voKkjuN2B4xEoX/41E1RkOmLkAoD42YDcciGgZNmQt7c3QkP1X/blSaUmFL1z5+FQ7kqVKhX5eG5uLk6ePAng6VBUqdRvMO2Tgegjj6bj37tn2BeguLg4wW3tVCqgnkGnK1JVOwe09yxT5GMqhaLEx4+JiUGWBEPPMzP1Wyvtkezs7Mf/q29bQ193IiIyETttsVc+3h52KF/G/oWHUKuUej2vKA8SkoAsM/9sqFQAWAtvVlgog889pR3gVvzDpu8DSvP/HQGAi2ETybKy85Bl7j+fowfgWPRD+r7+gOF9IDc33/z7gI0acDasaUpqBlKSzPzn884Eisn8xfgcSM/IQHq8mf+O3P0Bw348xN9PBHKl2dBQb1XzAauiHxKjDyQkJgEZZt4HfPMBjfBmWq3K/N/j/kOMXAAQ/xpJbrkQIF02VGpC0UcdNien6PWOVq5cidTUVLi7u6NcuXJGOeehQ4cAAH5+wkdcAA/TbqFs9QxxzUXZsmUlGSlqby/sQ+xR/7G1tdW7rbH6ERERGcd9NZBfzGNxCVnPbev9v/buO77Gs/8D+OeMJCd7E0lEIhEZdmJvtVetoEWptmq0tKUDjw5UH9VdqkNLq33ULi0xS1ErVo3IQEQ2IXsn5/z+8KNViZz75Jz7PuPzfr28+jzucX3jXDnjc67hYQulQo7KKjUys0seeW5N9/L0cIF1lXG/NtyxVuPRP131rORlqGfkr3saKPGoj+r66gM13UeGSngb+b8RAGRqSlClw6dhexXgYuQ/X6nSCTVNnK3t8Qfq3gdsrOXwMPJ/o0q5PbKAu4tECvyg6+ZkDVtb4/758m1VqGkhEzFeB5wcbOGoNO5/o2JrK+QIvej/+4uXpyMUGuP++W5ZyVHTdldi9AEPd2fYOBv3v1GOjQa1PyM+TCkrQX0jf477NzFyAUD8bMDUciGgbtmQLtnZPRYTinp5eaGgoACnTp1CZGTkA8dSUlIwd+5cAECLFsKHiVcnLS0Nb775Jvr27YvWrVvrdA9dhv9qSktROdq4p+X8U0JCAmQqlejtxsTECDo/Li4O69atw4ABA7QOuT/55BMdKiMiIkN54rUD+HnXtWqPVTfF7Z9S9o6Fb317ZGaXoGGfn3VqP/Hin3B21GEYpoi27r+OES/vF3zd2y8PwbznFhigIv3y7b0OaTer/6hn6D7QIsQL5zYa/4ZUryw7jo/XXhJ8XfS6Rega8Y0BKtKfa6n5CBy4sdpjtT3+QN37wHMTH8fnc/8r+DqxtX1iG05dErYZjYOdEklHf4OTg3E/x32/LRGTFhyq9pgYrwPfrHgXo/s11ulasdzJK4NP73UoLRMwYksmQ5fW9XH4e+NfU/LZtw7j260J1R4Tow+cj9mHBp6PXqpDanuPpaHv89UvG/gorz3/GN6d+boBKjIcMXIBQPxswNRyIUC6bMj04mMd9e7dGwCwZMkSJCT8/SR4/Phx9OrVC7m5uQAenDqvq8LCQjz++OOwsrLC6tWr63w/kl5QUBB2796NoKAgqUshIiIdRYR5SNZ2kJ+T0QeiADCku5/gKYFWSjmeGdHUQBXpl5R9QMq2hZg2OlTwNc2CXNGlTfXT6oxJgI8jXJ2k+z2MCHOXrG0hpo8R3gcmDA4y+kAUkP4xMIXnATdnGzwxQHhwq0u/kYKUj0EDTzujD0QB4LH23mjSyEnQNXK5DFNGmcZ7gbpgLmB+LCYUfeONN+Dq6oqUlBSEh4ejefPmCAoKQseOHREaGoouXboAqHsoWlpaiscffxxJSUnYs2cPvL299VE+SUypVMLV1RVKpcUMriYiMjuR4VIGYqYRhiiVcix+IULQNa881Qz13YVvzCMFSftAqGn0gSaNnPHsiGCtz5fJgCUzIyHT05pihiSTyaQNxkONPxADgLH9G6NF8CMW4P0XN2cbzJnU3IAV6U9IgAvsVNK8n3dxtEZj3xoWtTUyrz/dAs4CQu7IcA+M7ONvuIL0iK8DtZPLZXj3xcjaT/yHaaND0MjbNPp3XTAXMD8WE4r6+fnh8OHDGDhwIFQqFZKTk+Hp6YlVq1Zh27ZtiIu7O9S/LqFoRUUFRo8ejZMnTyI6OhphYWH6Kp8klpqaitmzZyM11finvRERUfU6tap3f+dYsUX1CZCkXV1MfLwJ3pul3YehSY83wZKZwj44SWlkb39J2lUoZBjWq5EkbetixfxOWtUrkwEr/9MZQ3pUvyOtMRol0e9iU39nNGviKknbQtmqlNi5oi9CAmrfccnF0Rq/Le+Dxr7CRpVJRamUY/hj0vwujurjbxJfHgBA0wAXbP+sNxzta9iR6B+aBbnit+V9YW2lEKGyumsT6g5/bwdJ2o7qazrvBaL6BuDT1ztode7ofgH45DXtzjV1zAXMj8WEogAQHh6OHTt2oKCgAPn5+Th27BieeeYZ5OTkICMjA0qlUucgU61WY8KECdi7dy+2b9+Odu3a6bl6cXX3qIfyIaPxWpOap0HkDByBfZ16iliVdAoLC3H48GEUFhZKXQoREenI2kqB50aKP7XLu54dhvYwnUAMAN54piW2fPwY2jarfkRNk0ZOWDGvI75b2BVyuWl8yAeAsEBX9GjbQPR2h/dqBO96Om7nLAFrKwU2fdgL77/cFn4Nqq+7W4QXdq3sh+ejdNtQVCrjBgVqFfTo2/QxoSYTiAGAT317/PnDELzwRBicHB7+91IqZBjTPwDHfxyCji2Nf+mEf5JqmrcuS1NIqVtkAxxbOwSj+vhDoXi47zo7WuOl8eE48v1gk5ktAAAKhRxTR4v/vOXmbIPR/UwnFAWAmePC8dvyPujUql61xwN8HPHxq+2xbmlPKJWWES1ZWi5gCbkQx/wCuHDhAoC7u8Tb2Dy82+amTZsA/L3xUXR0NDw9PeHv739/06YXXngB69evx/z582Fra4vjx4/fv97X1xe+vr6G/jGIiIioFlNGhuC9b/9CZaVGtDafHxUCKyvT+7Aw/DF/DH/MHzEXb2HP0TT897u/UFhcCXdnG8RtG2VSYeg/zRgTioMxGaK2aSpr7f2TQiHHq0+3wCtPNcPOw6kYN/cgCooq4GRvhSPfD0ZzAdOrjYmDnRUmPd4En/8vVrQ27W2VeGqI6a0/5+Zsg8/ndsR7syKxcU8SZv33GAqKK+HsYIW47aPg5WH8ayNWp2PLemgd4o6zcbdFbbONCawn+m/hQa7Y+OFjSMsqwqa9SfjP8tMoLK6Ei6M1UveOhb2d+F8w6MPkYcF4e+VZYZtJ1dGzI4KhsjG9+GVQNz8M6uaHc3G3EX0kFUtWnbv/XuDKjiiTfS9AdI/pvUM3gHuhaE1T56OiohAVFYUVK1YAAKZPn46oqCgsX778/jk7d+4EALz77rvo2LHjA39WrVpl4J+AiIiItOHrZY95z7QSrb3Gvo6Y/VQz0dozhLbNPDF/Sqv768upbBQm/SFoRG9/9Gon3mjRqL4B6NnOdNeYVyjkGNLDD07/P7rS0d7KZAPRe96a2hr13MTb4fa9WZFwcXp44IWpcLCzwtPDgu9vpORgZ2WygShwd23Zz+d2hFgDdxUKGT57w7SnFvvUt8es8c3uvw7Y2ypNNhAFAE83Wyyc3ka09nzr22Pes61Ea88QWoW4Y+6zLc3mvQDRPQxFUXsoqtFoqv2zZs2a++dcv369xvPefvttEX4KIiIi0sb8KS3Rsqk4oc53C7ua9AdHcySXy/DtO13hIMLj4umqwop5HQ3eDgnj7qLClws6i9JW90gvzBjLfQaMTefW9fHS+HBR2nr96RaIDPcUpS3S3itPNUP75uI8Ll+/2RnOjtpvXEVE4mEoir9D0RYtWkhcCRkrT09PzJo1C56efENDRGTqrK0UWPtud0HrCmZmFyM1qwiZ2cVaXzP3mZboHin++pVUO38fR6z8TydB1wjtA3K5DN8t7ApPN9NZa8+SDH/MH1NGCVtjWGgf8HRVYfXCbhxNZaQWvxCJNgJ2A9fldaBDC0+8ObW1LuWRgSkUcvzwbne4OWs/iluXPjDzyTAM6NpQlxLJCDEXMD+mt6iFARw9elTqEsjIubu7Y9y4cVKXQUREetI82A2/fd4HA2fsQVFJZa3nt31iu6D7Px8VgndnRuhaHolg/OAg3M4txUvvn9DqfCF9QC6XYfXCrhjc3XR2ZbdEX8zvhLzCcqzflaTV+UL6gJuzDXZ/2Q8Bvo66lkcGZmerxK6V/dDjmZ2IvZpb6/lCXwdaNnXDjhX9YGNtGruyW6Jgf2dEf9EPfZ6PRn5hRa3nC+0DEwYH4WML2ZXdUjAXMD8cKUqkhfz8fOzbtw/5+flSl0JERHrSLbIB9n09QO+75r7xTAus/E8nk9pp2lLNGt8M37zVBdZ63AjLTqXEz+/3xFNDm+jtnmQYCoUcP73XA1Oj9LsTtV8De/zx3UC0DjW9jXUsjaebLQ6tHoTOrevr9b492jbAwW8HChqFSNJo19wTB78dCJ96+l0nd9a4cKxZzJHi5oa5gPlhKEqkhfT0dMybNw/p6elSl0JERHrUoWU9XNo6Ak8ODKzzvQJ8HPH7qgF4b1ZbBqIm5NmRTXFm/TBEhtc9wOoe6YULW4Yjqm+AHiojMSgUcqxc0BnbP+uDBp51D0WejwrBxS0j0KyJaW9GZUncXVT447uBeP/ltnUe1WmrUuCT19pj/zcDTHpzLUvTOtQDF7eMwOThwXW+l299e0R/0Q+fvN6BgagZYi5gfhiKEhERkUVzd1Hhp//2wK+f90EXHUYL1Xe3xYLnW+H85uEmvcu4JQsPcsWxtUPw2RsdEOTnJPz6QBesersLfl81EI19hV9P0hvSww+Xto7AnInNdRrd16ejN/Z/MwBfLugMR3tuqGJqFAo5Xn26Bc5tHIZxgwIFjx63sVbgqSFB+GvjcMwa34xhmAlycbLBt+90xZ6v+qNnW+HrgXu4qvDGMy1wccsI9O/ia4AKicgQuKYoEREREYDB3f0wuLsfzifcwbdb4vHnuZu4kHgH5RXqh85t5O2AiFAPjO4XgOGPNYK1FdeMM3VKpRwvPhmOGWPDsO94Gtb+dgUxF7ORkJwHjebBc+VyGUIDnNGuuScmDW2CrhFeHB1sBlydbLBsdjssnNEGG3YnYcv+6zgdm420mw9vqqKyUaBlsBu6tvHCsyOC0TTARfyCSe9CAlzw43s98NGc9vjulwTsPZaGM5dvI7eg/KFzXZ2sERHmgb4dffD0sGB4uKokqJj0rU9HH/Tp6IPL13Kxaks8jpzJwl8Jd1BWXvXQuQ297BER5oGRvf0xqo8/VDaMV4hMDX9riYiIiP6hRbAbPn2jIwCgvKIKcUl5yM0vQ2WVBnYqJYL8nPjh14zJ5TL07eSLvp3ujvQpKCpHXFIeikoqIZMBDnZWCPF3hr2dlcSVkqHYqpSY+HgTTHz87rqwWbdLcC01HyWlVbBSyuHqZI2QABcolZx0Z67qudvijWda4o1nWkKj0eBaagEys0tQVl4FG2sFvD3t4O/jwC9DzFhoYxd8OKc9AKCiQo24pFzkFpSjskoNlY0Cgb5OqKfnNcmJSHwMRYm0YGNjg6ZNm8LGhmsDERFZEmsrBVoEc21AS+Zob422zTylLoMkVN/dVu8bspHpkMlkCGzohMCGXBrDUllZydGc7wUIzAXMEUNRIi0EBARg7dq1UpdBRERERERERBJgLmB+OOeDiIiIiIiIiIiILApDUSItxMfHo3PnzoiPj5e6FCIiIiIiIiISGXMB88NQlEgLGo0GFRUV0Px7+1kiIiIiIiIiMnvMBcwP1xQ1NzY2UG74XuoqtMcFiomIiIiIiIiI9MPUciFAsmyIoaiZkclkgEoldRlERERERERERCQy5kLa4/R5IiIiIiIiIiIisigcKUqkBX9/f6xbtw4+Pj5Sl0JEREREREREImMuYH4YihJpQaVSITAwUOoyiIiIiIiIiEgCzAXMD6fPE2khIyMDixcvRkZGhtSlEBEREREREZHImAuYH4aiRFrIy8vD9u3bkZeXJ3UpRERERERERCQy5gLmh6EoERERERERERERWRSGokRERERERERERGRRGIoSERERERERERGRRWEoSqQFuVyO1q1bQy7nrwwRERERERGRpWEuYH74SBJpQa1W4+zZs1Cr1VKXQkREREREREQiYy5gfhiKEhERERERERERkUVhKEpEREREREREREQWhaEoERERERERERERWRSGokRacHR0RP/+/eHo6Ch1KUREREREREQkMuYC5kcpdQFEpsDHxwcLFy6UugwiIiIiIiIikgBzAfPDkaJEWigrK0NKSgrKysqkLoWIiIiIiIiIRMZcwPwwFCXSQlJSEkaOHImkpCSpSyEiIiIiIiIikTEXMD8MRYmIiIiIiIiIiMiicE1RM6PRaABTGsptYwOZTCZ1FUREREREREREJs/kciFAsmyIoai5KStD5eiJUlehNeWG7wGVSuoyiIiIiIiIiIhMn4nlQoB02RCnzxMREREREREREZFF4UhRIi2EhITg5MmTUpdBRERERERERBJgLmB+OFKUiIiIiIiIiIiILApDUSItJCcnY/LkyUhOTpa6FCIiIiIiIiISGXMB88Pp80RaKCkpwcWLF1FSUiJ1KURERKK5dacEp2NvIzWrCIXFFQCAkrJKpGQWwre+vSS7hJJ4NBoNrqcV4mzcbRSV3H38i0oqse94GtqEesDN2UbiCsnQKivVuHwtF+cT79x/DigqqcTxv26iZVM32Kr4cdLcFZdU4lz8bcRfz7vfB4pLK3Ex8Q5CAlygVHKclbm7nVuK07HZuJHx4HuB62kFaOTtYFHvBZgLmB++ihERERHRfX/F38bKDXHYeTgFKZlFDx2/k1cOv77r4emqQq/2DTBtdCi6RXhZ1Icic6ZWa7D3WBq+2hSHP05l4k5e2QPHcwvK0WfKLgBAgI8jhvbww7TRIWga4CJBtWQIJaWV+HnXNaz+JQGnYrNRUlr1wPHcgnJ0nPArFAoZmgW54okBjTF5WDA83Wwlqpj0Let2Cb7dEo910dcQey0XarXmgeM5+eVoPnIrbFUKtGvmicnDgjG6XwBUNowXzEXs1Rys3BCHX/+4geT0woeO38krR8CADXB3sUGPyAaYOjoEvdp5Qy7newEyLXzWIiIiIiL8eTYLr38Sgz/PZml1/q2cUqzflYT1u5IQFuiCd6a1wai+AQaukgxFo9Hg++2JWPz1OVxNKdDqmqS0Anz60yV8+tMlPNbeG8teaYvWoR4GrpQMpaS0EktW/YUVP8ciJ7+81vOrqjT4K/4O/oq/gzdXnMGTAwPx35faor47w1FTlX6zCK9/EoP1u5JQUamu9fyS0ir8cSoTf5zKxCsfnMCLT4ThjWdawsZaIUK1ZAgxF2/htY9jcDAmQ6vzb+eWYfO+69i87zqCGznjzamt8OTAQH5RSiaDY92JiIiILFhxSSVeWXYcXSf9pnUg+m+xV3MRNed3jHn1d9y6wyllpiY1swiDZuzB0wsOax2I/tv+E+loN2473lpxBuUVVbVfQEbl+F830Xr0L1j89TmtAtF/K69QY822RIQP34yfo69Co9HUfhEZDY1Ggx+2JyJ8+Bb8+NtVrQLRf7udW4a3V55F5NhtOHXplgGqJEMqK6/C3E9j0GH8r1oHov+WkJyH8XP/wLBZ+5Bxq1jPFRIZBkNRIi00aNAA77zzDho0aCB1KURERHqTllWEdk9uw8drL0EfGcaG3UloPnIrzl7OrvvNSBSHT2ei+cgtiD6SWud7VVZqsPCrs+g2aQdu55bqoToSw/J1seg88TfEX8+r871u55bhidcPYso7R1BVJTxYI/FVVKgxcf4hTPzPIeQWCA/E/+3ilRx0GP8rvtkUp4fqSAw3b5eg04Rf8d9vzz+0VIIuth+8gWYjtuD4Xzf1UJ1xYS5gfhiKEmnB2dkZAwYMgLOzs9SlEBER6UVaVhG6TtqBS1dz9XrfrNsl6PlsNM7EMhg1dgdjMtBv2i69BCH/dOLCLfSYvJPBqAn48PsLePG9Y3oJQv5p1ZYETJj3B4NRI1dZqcYTrx/A2t+u6PW+VVUaTFn4J5avi9XrfUn/bt4uQffJO3Dm8m293vdOXhl6T4nG0XO6zUAxVswFzA9DUSIt5OTkYOPGjcjJyZG6FCIiojorLqlEv6m7kJSm21Tp2uQVlKPftN1IyXx4cwYyDpev5WLozL0PbaKjLxev5GDwC3tQUcFQzFit23kVcz48abj7R1/Dqx8Z7v5UdzP/ewyb91032P1ffO8YNu9NMtj9qW7KyqswcMYexCXVfZR4dYpKKjFoxh5cuZFvkPtLgbmA+WEoSqSFrKwsLFu2DFlZ5vVNFxERWaZ5n50SPEI0Zt1QpOwdi5h1Q7U6PzunFM+9fYRrCxqhyko1Jv7nDxQUVWh9jdDHHwCOn7+Fpav/0qVEMrC0rCJMe/eooGt06QMfr72EAyfThZZHIog+nIKVG4RNcdelDzy/6E9k3eZa08Zo4ZdncVrgrA6hfSC3oBxPLzik99HoUmEuYH4YihIRERFZkMOnM/HZ/y4Jvs7Lww6+9e3h5WGn9TW7j6bh2y0Jgtsiw/rg+wuIuSjsg7Aujz8ALPzyHM4n3BF0DRmWRqPBlIVHkCdw2QRd+8DkNw+jsFj7AJ4ML6+gHM+9c0Twdbr0gdu5ZZi++Ci/IDMypy7dwtLV5wVfp0sfOHI2C5/r8L6DSAwWGYpmZ2djzpw5CAwMhEqlQsOGDTF79myUlJRg/PjxkMlkWLVqldRlSuqP7Juw/nUD3k+8XOM5rju3oPfRAyJWRURERHX16kcn9bKpkrbmfnYKZeWmuxt5zMVbePG9Yxj+0j6MeHkfXn7/OC6YcMiXm1+GRV+dE629iko15n12SrT29K2yUo1tB5Lx9IJDGPriXoye8zsWf33WpHdWPnAyAzsP131jLW1dTy/Eip9Nd23JgqJyfLnhMp58/QCGvrgXT75+AN9sikORCQe9n/x4EWk3xevDW/ZfxzET3nQnNbMI76w8g9FzfsfjM/di8puHsOPQDZNeM/eNT06hqkq8NwMLVpzhlyMmyBJyIaXUBYjt/Pnz6Nu3L7KysmBvb4+wsDCkpaXho48+wvXr13Hjxg0AQMuWLSWulIiIiEi/Tsdm48SFW6K2mZ1Tik17kzBuUJCo7dbV0XNZmLX0OE5denhE5Sc/XkKX1vWxfF5HtGzqLkF1uvt+eyKKSytFbXPn4RQkpRYgwNdR1HbravUvCXjrizNIySx64O837knCOyvPYlSfACyf1xHuLiqJKtTNF+tr/nBrKF9uiMOcic2hUJjOmJyKCjX+s/wUVm6Ie2ipiXXR1/DqxzF4YWwo3p7WBkqlaf1cX2+OF73dL9ZfRqdW9UVvty5u3i7BjCVHsfX35IcCxNW/JMLf2wGLX4wwude3uKRc7D8h7rIWBUUV+N/Oq5gyKkTUdolqYzrP3nqQnZ2NwYMHIysrC6+99hoyMzNx5swZZGVlYdGiRdiyZQvOnTsHuVyOZs2aSV0uGRE7Ozu0b98ednbCpgsREREZk5UShCEAsOJnadrVVfThFPR6dme1geg9R85moeukHfjzrOmsK6bRaASvIaifdoEvN5pWH1j45VlMfvPwQ4HoPZVVGvy86xo6TfgNmdmmM2o0LasIvxxIFr3d6+mFiD4i3ujUuiqvqMKwl/bi/dUXalx7N6+gHO9+8xdGv/o7KitNZ8Tg9oPJSBdxlOg9G/ck4aYJrS2allWEjhN+xaa912scUXk9vRDj5/6BZTpMQ5fSlxK8DgB33wuY+jIKzAXMj0WFojNnzkRKSgpeeeUVLF26FA4ODvePzZ8/HyEhIaisrERwcDBsbW0lrJSMjZ+fHz7//HP4+flJXQoREZFONBoNfjuUIknbx/66iTt5ZZK0LVR8Ui6i5vyOsvLaQ46CogoMnbkXaVnVB2fG5sqNfMRfN8wuw7XZIVHf08XP0Vfx1hdntDo3ITkPj8/cZzKbiOw+mibqlNl/MqU+8MqyE1ovMbB1fzJe/yTGwBXpj1SvA+UVauw7bhqbblVVqTH4xT24llqg1fmvfRyDX36/btii9Oi3Qzckafd8wh2kZZnOl0jVYS5gfiwmFI2NjcX69etRr149LFq06KHjMpkMERERAB6cOp+amoqZM2eiU6dOsLOzg0wmw/Xr1x+6/vDhw+jTpw8aNGgAGxsb+Pr6YsyYMbh82bS+Ff+34qoqZJeVVfvHklRVVaGwsBBVVaa7JhoREVm29JvFku4AfOaysI19pPLpT5dQVKL99PI7eWX4apM0o26EErrLsD5dTsoziTUYNRoNFn99TtA1Jy/eEn0qqq6k7AOnTeQ5IOt2Cb7eJGx6+RfrL5vMFz/sA7XbcSgF5+KErR397jd/Gaga/crNL8PVFO3CXkMwlT5QE0vNBcw5F7KYUPSnn36CWq3G+PHjaxzqbGNjA+DBUPTKlStYv349XFxc0L179xrvn5OTg2bNmuGzzz7Dnj17sHTpUly6dAkdO3ZEaqrpTBX5tyWJsfDes63aP0VV4q5HJaXExET06tULiYmJUpdCRESkkzOXb0vavpQfxLWVX1iOtb9dEXzdN5vjUV5h/B+QTsdK1wfUag3+MoENqg6fzsSlq7mCr5NinU5dSPl7eD4hBxUVxj/NfNXmeFQInA5fWlaFNdsSDFSR/pSUViL2Wq5k7ZvC6wCg2+/zqUvZiLko7prduuB7gbqx1FzAnHMhi9loaf/+/QCAnj171njOvfDyn6Fot27dkJV1d62oNWvWYNeuXdVeO3ToUAwdOvSBv4uMjERISAg2b96MWbNm1al+qTztF4DR3tUPDR9+8ojI1RAREZGubmQWStt+hvFPMf/zbBYKi4W/uc/MLsFf8XfQtpmnAarSH+n7QKHRb7Sy6880na6LPpIKjUYDmUym54r060YNa6SKoay8CrdySuBdz16yGrSx60/dBrREH0nFK08113M1+pV+q1iy5RMA1LhGrzGpqlJjzzHdnwf4OlBL+ybwXoAeZs65kMWEosnJdxcU9/f3r/Z4WVkZTpw4AeDBUFQu130wrYeHBwBAqdTtnzkyMhKZmZmCrrGVyxHbqqNO7VUn0M4Bj3lW/+ZVoYc3fcHBwShRi/+N8ahRowSdf/PmTQBAdHQ0Tp8+rdU1w4cPF1wXERGRoRSoOgJ2/as9FrNuKLw8Hr1pgJeH7f3/puwdW+N5mdnFaPvE9of+fs33P2LbytECKhZfsXUzwCFKp2sHDB4JVeU1PVekX7cdxgLWodUeq60PaPv4AzX3gWkzZmJOuXFPMc21GwSo2gm+rqy8Cr4NAyCDcY+YyXR5HZBX/zjrqw/U9PgDQJvIDlCqcwRULL4sp2mA0kvwdX8cOQlf3+cMUJH+VMg9AZcXqj0mxuvA9Rtp8PX1FVCx+NQyG2hc5+l07bIPl+Prxbv1XJF+FdlEAvZDqj0mRh/YsHEL9q15UkDFhiVGLgCInw2YWi4E1C0b8vLywqlTp3S61mJC0aKiu99IlJaWVnv8xx9/RF5eHtzd3eHj46NzO1VVVVCr1UhJScG8efPg7e2NMWPG6HSvzMxMpKUJ+5bKTqEAWunUnCTS09NRLMF6HPf6g7ZKSkru/1fba4U+dkRERAblfgeo4bOOl4cdfOtrN3pLqZBrfe4/FRflozjdyF8bHT0Ah9pPq87tW2lAsZH/fA0LAevqD2nbB3R9/AEg9042cvOM/N/I6w6g0uE6TRXS08Tf1V0wx/IaQ1Ex+kBWRhpQadyhKFRFOn1KrigtNP73/9YVgEv1h8R4HVBXlhn/vxEUgKtuVxbm30bhTSP/+Vz9gRoeOjH6QElxgVH1ATFyAUD8bMDUciFAumzIYkJRLy8vFBQU4NSpU4iMjHzgWEpKCubOnQsAaNGiRZ3a6d69O/78808AQFBQEH7//ff7I0Z1qVko2zqMbJWCt7e3JCNF7e2FPYHfe8KztbXV+tq6hOtERET6VmxthZqiiMzs2neD9fKwhVIhR2WVGpnZNW/YVNO9HO1kcDLy18YqWRkyNWpAJuz9lExTDi83QO5q3D9frkqDmj7C1dYHtH38H3UvdxcbqByM+9+oxCoPuqx8al2ZBk8j798AkCUrq3Esq776QI330ajRoL4z5DV9O2MkcuW3UIRAwdc5KLLhbOR9QC1TIaOGY2K8DljJy1DPyP+NAOBmZQYqlA0EX+dmlw9bI//5Sqysa3yOE6MPOKhgVL8nYuQCgPjZgKnlQkDdsiFdsrN7LCYU7d27NxITE7FkyRL06tULwcHBAIDjx49jwoQJyM3NBfDg1HldfPvtt8jNzUVSUhKWLVuGPn364MiRI/Dzq379hUfRZfivprQUlaMnCr5OKgkJCZCpdPk6vm5iYmIEnV9ZWYlJkybB0dFR6+UQPvnkEx0qIyIiMoyE63loOnRTtcdqmur6Tyl7x8K3vj0ys0vQsM/Pgttf+/ViPN6zkeDrxDbi5X3Yul/YiL9nRzXH129dNVBF+vPtlng8+3b1a3/V1gfq+vgDQPy5PXB3Ef99nxAVFWr49fu51uD331a9Px4ThrxjoKr0Z9J/DuH77dVvEGLoPhAW5IZLW5MEXye2y9dyETZss6BrZDLgrwOforGvk4Gq0p/AgRtwLfXh3cfFeB2Y/ERvfLngLcHXie2bTXGYsvBPQdc08nbA1R37oFAYdxiVfrMIPr2rf+zE6ANffTIPTw76VvB1hiJGLgCInw2YWi4ESJcNGfdvrB698cYbcHV1RUpKCsLDw9G8eXMEBQWhY8eOCA0NRZcuXQDUPRRt2rQp2rdvj7Fjx2L//v3Iz8/H+++/r48fgSSkVCrh6uqq8/qwREREUgvyc4KjvZVk7UeE6jZzRmyzxoULOl+hkOGFJ8IMVI1+RYRJ9xj4ezsYfSAKAFZWcrwwVtjj2cDTDlF9AwxUkX5FhLlL17aJPAeENnZBv07CRnUN7eFnEoEoIO3zQESodP1PiCcHBsLTVdjz1cwnw4w+EAUA73r299cFlYKUz0H6wFzA/Bj/b62e+Pn54fDhwxg4cCBUKhWSk5Ph6emJVatWYdu2bYiLiwNQ91D0n1xcXBAUFIQrV67o7Z4kjdTUVMyePRupqbrtRklERCQ1uVyGHpHCpwPqQ5CfE3zqG/eU2Xu6RzbAf1+KrP3E/7dyfie0CHYzYEX6Ex7oKviDvr70bCdN39PF65NbYGgP7WZ5Odgpsf2z3lDZmMYH5J5tpXscTKkP/PBudwT5aRdyhgQ447uF3Qxckf5I2Qd6SNi2EPZ2Vtj2WW/Y2ii0Oj+qbwBeGt/MwFXpj1R9wLueHZo0cpakbX1hLmB+LCYUBYDw8HDs2LEDBQUFyM/Px7Fjx/DMM88gJycHGRkZUCqVCAvT3zf9N2/eRHx8PAIDha9JI7XuHvVQPmQ0XmtS/Q6lAJAzcAT2deopYlXSKSwsxOHDh1FYWCh1KURERDqbOjpEmnajQiDT0+6kYnh9ckusmNcRdqqagy4nByv8+F53PDdKmn9TXVhZyfHMiGBJ2p4aVfN7SmOjVMqx8cNemDKqKR7VbRv7OuLQ6kGIDPcUr7g6atbEDZ1bV7+DsCG5OFpjTL/Gorerq3rutjjy/WB0bfPof6te7Rrg8JrBcHO2Eamyuhs3KBD2tuKH+I+19zapQKxjy/o4+N0gNPKuefc9ufzuTIH//bcH5HLTeY2bGiXN69bzo0JM6t+pOpaWC1hCLmQaX2ka2IULFwAAISEhsLF5+AVt06a762/dW+MzOjoanp6e8Pf3v79p0/jx4xEUFIRWrVrBxcUFiYmJ+Pjjj6FUKvHyyy+L9JMQERER1ax/Z18E+DgiKe3h9eQMRWWjwNPDpAni6mL62DCMGxSEH35NxA+/XsGZy9lQqwFrpRwr5nfCEwMaw95OuuUIdDU1KgRLvzsPjUa8NiPDPdCuuekEhwBgbaXAV292wdxnWuLrTfHY+vt1JFzPg1oD2FjLsfmjx9C/s69JTJf9txljQvHn2SxR23x6WBPYSRDE1UV9d1scWjMYMRdv4Yv1l7H21yuoUmugkMsw6fEmmDYmVNKp6LpycrDGhMFB+HJjnKjtzhhrOl+M3NOuuSeu/BaFHYdT8OWGOOw9loYqtQZKhQxzn22J50Y2RUOvmkNTY9U1wgvhgS64dDVXtDaVShmelehLOaJHMb1XcQO4F4rWNHU+KioKUVFRWLFiBQBg+vTpiIqKwvLly++f06FDB+zcuRNPP/00BgwYgGXLlqFr1644d+4cgoKCDP9DEBEREdVCLpfhramtRW1z5pNhJjWK6p+cHa3x4pPhiFn3OBp43J3+7+mmwrMjm5pkIAoAjbwdMVnkkFrsPqdP/j6OWDIrEpe3jUIDz7t9wMNFhUHd/EwyEAWAkX38ER7oIlp7jvZWeHmC6Uwt/re2zTyxelG3++swennYYtU7XU0yEL3n1aebw1al3dRwfWgd4o4h3YVvPGwMlEo5Hu/ZCNEr+93vA/XdbbFwRoRJBqIAIJPJ8Pa0NqK2OWVkCLzrCdvpnUgMpvlKrme1haIajabaP2vWrLl/zgsvvICTJ08iJycHJSUlSEhIwFdffYVGjYx/l1UiIiKyHE8NDcLArr6itBUS4Ix3pov7wYtq98HsdvCpJ84arxMGB2GwiYYh5sraSoE1i7tBoRBnGuuHs9uZbHhkrhr7OuG/s9qK0paVUo41i7tBqWT0YExG9Q3AqD7+orTl7+2ApS+L09+IhOIzE/4ORVu0aCFxJWSsPD09MWvWLHh6mtbULyIion+TyWT4+s0ucHWyFnRdZnYxUrOKkJldrNX5CoUMqxd2M5kNaCyJi5MNVr3dVdA1Qh9/4O6mGp++0UFoeSSCyHBPzH1G2AazuvSBfp188OzIpkLLIxG88ESY4I2PdOkDb05tZTKb0VmaL+Z3Qj03YZvvCe0DcrkM3y3sCgcTnV3xb8wFzA/fpQI4evSo1CWQkXN3d8e4ceOkLoOIiEgvfOrb47flfdFnyi4Ul1ZqdU3bJ7ZrfX+ZDPhhcXd0aFlP1xLJwPp38cXyeR3xwpJjWp0v5PEHAFcna+z6oh9cnUxz6QRL8Pa01riako910de0Ol9oH2gd4o71y3qZ1CZrlkQul2HzR4+h+9M7cPFKjlbXCO0Dkx5vgnnPttKhOhKDp5stor/oh57P7kR+YYVW1wjtA18t6Iye7bx1Kc8oMRcwPxwpSqSF/Px87Nu3D/n5+VKXQkREpBedWtXH7i/7wdlR2IjR2iiVMvy4pAeeHBSo1/uS/s0YG4bl8zrq/b713FQ48O1ANOfoMKOmUMjxw7vdMWGw/vc/aNfME3u/7q/35xfSLzdnG+z/ZgBah7jr/d7PjgjGqre7mPxu4+auTZgH9n8zAO4u+v0CSy6XYdXbXcxupDhzAfPDUJRIC+np6Zg3bx7S09OlLoWIiEhvurTxQsz/hqJz6/p6uV9wI2ccWj2IgagJmTE2DHu/7g+/BvrZAKNfJx+c+vlxtGyq/5CF9E/5/+s9fvZGB9ip6j6JUCYDZo0Lx4FvB8LdRdi0XJJGPXdbHFozCNPH6Gd3eAc7K3y5oDO+fquLyW5GZmkiwz1xat3j6NVO2HIKNQnwccT+bwbgmRHmFYgCzAXMEZ+liIiIiCxYk0bO+OO7gfj41fZwctBtzS9rKzlmP9UM5zYOQ8eW+glYSTy9O/jgwuYReD4qROfNd9xdbPDNW10QvbIfN9UxMXK5DC8+GY7zm4fjsfa6T3MNbeyCP74bhE9e7wA7W67SZkoc7KywYn4n7P9mAJo0ctL5Pv07++LC5uF4PiqEyyaYGH8fR+z9egC+mN9J8Jrj9yiVMrzwRBjObx4ueL1aIqnw1YqIiIjIwikUcrw0oRmeHdkU63ZexYr1l/FX/J1ar/P3dsDU0SGYPCwYnm62IlRKhuLkYI0vF3TGgimtsGpLPL7eHI/0m7VvpNG+uSdmjA1FVN8Abqpl4gIbOmHfNwPwV/xtrNwQhx9/u4KikkevOaxQyDC0hx+mjwlFr3benCpt4nq190bctlHYczQNKzdcxm+HUqBWax55jYOdFZ4aEoRpo0PQrAmXzDBlcrkM08aEYuLQJli/+xq+WH8Zpy5l13qdb317TI0KwTMjguHlYSdCpUT6w3cuRERERATg7ofb50aF4LlRIUi/WYTTsbdxOjYbqVlFKC2vgrWVHPXcbBER5oGIMHcE+DhyNJCZ8alvj7emtcGC51vjyo18nI7NxpnLt5GdW4qKSjVU1gr4+zggItQDEWEeqOfOMNzctGzqji8XdMZnb3TAxcQcnI7NxvnEHOQXlkOt0cBOpURogAsiwz3QKsTdbHaVprvkchn6d/FF/y6+KCgqx9nLt3H68m3EJeWiuLQSCrkcTg5WaBnshogwD4QHusLKihNQzYmdrRJPDwvG08OCkXW7BKdjs3HqUjZuZBTefy/g4aL6//cCHmjs68gvRMhkMRQl0oKNjQ2aNm0KGxvuoEpERJbBu549vOvZY0gPP6lLIQnI5TIE+zsj2N8ZTwzkGrGWyNpKgTZhHmgT5iF1KSQRR3trdItsgG6RnAptqeq722Jg14YY2LWh1KUYBeYC5oehKJEWAgICsHbtWqnLICIiIiIiIiIJMBcwPxznTkRERERERERERBaFoSiRFuLj49G5c2fEx8dLXQoRERERERERiYy5gPlhKEqkBY1Gg4qKCmg0j959kYiIiIiIiIjMD3MB88NQlIiIiIiIiIiIiCwKN1oyNzY2UG74XuoqtMdd24iIiIiIiIiI9MPUciFAsmyIoaiZkclkgEoldRlERERERERERCQy5kLaYyhKpAV/f3+sW7cOPj4+UpdCRERERERERCJjLmB+GIoSaUGlUiEwMFDqMoiIiIiIiIhIAswFzA83WiLSQkZGBhYvXoyMjAypSyEiIiIiIiIikTEXMD8MRYm0kJeXh+3btyMvL0/qUoiIiIiIiIhIZMwFzA9DUSIiIiIiIiIiIrIoDEWJiIiIiIiIiIjIojAUJSIiIiIiIiIiIovCUJRIC25ubpg4cSLc3NykLoWIiIiIiIiIRMZcwPwwFCXSglwuh5WVFeRy/soQERERERERWRrmAuaHjySRFrKzs7Fq1SpkZ2dLXQoRERERERERiYy5gPlhKEpEREREREREREQWhaEoERERERERERERWRSGokRERERERERERGRRGIoSacHR0RH9+/eHo6Oj1KUQERERERERkciYC5gfpdQFEJkCHx8fLFy4UOoyiIiIiIiIiEgCzAXMD0eKEmmhrKwMKSkpKCsrk7oUIiIiIiIiIhIZcwHzw1CUSAtJSUkYOXIkkpKSpC6FiIiIiIiIiETGXMD8cPq8mdFoNIApfWthYwOZTCZ1FUREREREREREJs/kciFAsmyIoai5KStD5eiJUlehNeWG7wGVSuoyiIiIiIiIiIhMn4nlQoB02RCnzxMREREREREREZFFYShKREREREREREREFoXT54m0EBISgpMnT0pdBhERERERERFJgLmA+eFIUSIiIiIiIiIiIrIoDEWJtJCcnIzJkycjOTlZ6lKIiIhIZBqN5u5Orv//v8nyqNUaqNkHLBqfAywbXwcIYC5gjjh9nkgLJSUluHjxIkpKSqQuhYiIiAzs5u0SbNqbhJMXs3E6NhuXk3JRVXX3Q3D6rRK0Hr0VEaEeaN/cE6P6BsDVyUbiiknf4pJysXV/Mk7H3u0D19ML7x/LyC5B14m/ISLMA13b1MeQHn6wtlJIWC3pm0ajwR+nMrH3WNrdPnD5NrJzSgHcfQ6o1/0nRIR5ICLMHf06+aJLm/qQyWQSV036VFZehe0Hb+DImUycis3Gubg7KC6tBHC3DzQesAERYe6IDPfA8F7+CPZ3lrhiEgNzAfPDUJSIiIiICMCJ8zfx+bpYbNyThPIKdY3nnYu7g3Nxd/Dt1gTMev84nhwQiJnjwtEi2E3Eaknf1GoNtu6/ji/WX8bvJzNqPE+jAY6czcKRs1n49KdLqO9ui+dGNsX0MaFo4GknYsWkb0XFFfjulwSs3BCHy9dyazzvVk4pdv2Zil1/puLdb/5CsyBXTBsdgqeHBcNWxY/Ypiwtqwgrfr6MVVvicev/g/DqJKUVICmtAJv2Xscbn5xCn47emDE2DEN7+DEgJzIhnD5PRERERBatoKgc0xb9iQ7jf8VPO64+MhD9t5LSKny7NQGtR/+C1z8+idKySgNWSoaSlFqA3s9FY9Ts3x8ZiFYn63YJFn99DqHDNmP1LwmcWmui/jiVgRajtmLmf48/MhCtzsUrOZix5BhaRm3F0XNZhimQDEqj0eDrTXEIHbYZ73371yMD0ersPZaOYbP2of+03biRUVj7BURkFBiKEhEREZHFOnH+JlqM3IovN8bV6T5qtQbvr76A1qN/wcXEO3qqjsTw/bZENB+5BQdihIWh/5ZXUI7Jbx7G4Bf2IDe/TE/VkaFVVqrxyrLj6DF5J66lFtTpXonJ+egy8Te8/vFJqNUMx03F7dxS9J+2G88v/BMFRRV1uteeo2loNmIL1u28qqfqiMiQGIoSaaFBgwZ455130KBBA6lLISIiIj35/UQ6Hnsu+oH1IusqLikP3Z7egZiLt/R2TzKcD7+/gEkLDqGoRH8jfHceTkWPZ3bi1h2uOWfsKirUeOL1A/h47SW93VOjAd5ffQET5v2BykrtR52TNDJuFaPb0zuw52ia3u5ZUFSBJ984iOXrYvV2TzIOzAXMD0NRIi04OztjwIABcHbmAtpERETm4MT5mxg6c69ew7B7cvLL0X/ably6kqP3e5P+rFx/GXM+PGmQe/8Vfwf9p+1GfmG5Qe5PdadWazBpwSFs2nvdIPf/386reH7Rn1xOwYjl5Jeh7/O7EHs11yD3f/G9Y/hua4JB7k3SYC5gfhiKEmkhJycHGzduRE4OP9wQERGZuvzCcox+9XeDBKL33Mkrw5hXf0dZeZXB2iDdnb2cjZlLjxm0jTOXb+PlZScM2gbp7utNcfifgac4f7c1AT9sv2LQNkh3Lyw5hosG/vJq2uI/EXuVnyHNBXMB88NQlEgLWVlZWLZsGbKyuHA6ERGRqXv1o5O4kVEk6JqYdUORsncsYtYN1fqaS1dzsfDLs0LLIwMrr6jCpAWHUVkpbASfLn3gu60JiD6cIrREMrDraQV49aMYQdfo8vgDwKz3jyMtS9jzDRneL79fFxyK69IHyivUmLTgEJdSMBPMBcyPxYWi2dnZmDNnDgIDA6FSqdCwYUPMnj0bJSUlGD9+PGQyGVatWiV1mURERERkAEfPZeHrTfGCr/PysINvfXt4edgJum7p6vOCd7I2Nhm3irH7z1T88vt1HIzJQGmZ4UbYiuGTtZdwPkH4Zli69oEpC/9EeYVpjxiOS8rFjkM3sP1AMmIu3jL5TYRefO8YCouFbaij6+OfV1Bu8iOG1WoNTpy/ie0HkrHzcAoSrudJXVKdlJRWYtrio4Kv07UPxFzMxsoNlwW3Z0yKSypx4GQ6fvn9OvYcTUXWba6ZTOZBKXUBYjp//jz69u2LrKws2NvbIywsDGlpafjoo49w/fp13LhxAwDQsmVLiSuV3h/ZN9Hn2EEsDmmO15qEVnuO684tiHBxxb5OPUWujoiIiEg3n/1PfxuqaKOqSoMVP8di+bxOorarD4dOZeDzdbHY+nsyqqr+DsHcXWwweVgwXngiDH4NHCSsULjKSjWW/yzu5iepWUXYuj8ZY/o3FrXduqqqUuPnXdfwxfrLOHru5gPHmjRywrTRoXh2RDAc7a0lqlA3V27k47dD4o7e3bzvOlIyC9HQy7R+X/IKyvHN5nh8ufEyrqYUPHCsW4QXpo8JRVTfAMjlMokq1M2G3UnIzBY31Pvsf7GYMTbM5P6tklILsPznWKz+JQE5+X+vkaxUyDCyjz9mPhmOTq3qS1ghGZIl5EIWM1I0OzsbgwcPRlZWFl577TVkZmbizJkzyMrKwqJFi7BlyxacO3cOcrkczZo1k7pcIiIiItKzzOxibN53XfR2f/j1CgqKTGvDnSXfnEP3yTuxae/1BwJRALidW4Zlay6gVdRWHDmTKVGFuvnt0A2kZIo/lfmL9aY1Sqy0rBJRc37H+Ll/PBSIAkBicj5eWXYCXSbuMLmp4VKM2FOrNfhqY5zo7dZFcnoBOk74Fa9+dPKhQBQADp3OxNjXDuCJ1w+Y3NrJK9aLvyv8lRv52HtMfzvci+HAyXS0Gr0VH/1w8YFAFAAqqzRYvysJnZ/6DR+suSBRhUR1ZzGh6MyZM5GSkoJXXnkFS5cuhYPD39/SzZ8/HyEhIaisrERwcDBsbW0lrJSMkZ2dHdq3bw87O2FTJYiIiMh4rN91TfA6kvpQUFSBbQduiN6urj798SLmf3661vNy8ssxcMYenaaiS2Xtr4bdWKcmh05nIjn94WDJGKnVGoyf+we27k+u9dzzCXfQf9pu5BWYRuiv0Wiw9ldpNj76QaJ2dXEnrwz9pu7WaumPDbuT8Mxbh6HRmMaSCvFJuYi5mC1J26bUB07HZmPwC3uRX1j7MhOvfnQSX5r48gDaYi5gfiwiFI2NjcX69etRr149LFq06KHjMpkMERERAB6cOp+amoqZM2eiU6dOsLOzg0wmw/Xr12ttb8CAAZDJZHj77bf19SOQxPz8/PD555/Dz89P6lKIiIhIRycl+iAMADEXb0nWthDZOaV47WPtN6ApKKrA7A9MZ73EkxI+DlIFMULt+jNV0Ijqi1dy8OlP4i5Loavk9ELcyimVpO2UzCJkZhdL0rZQy9acR7yAdUN/2nEVB2MyDFiR/kj6HHDJNF4HAGDW0uMoLtV+/ejZH5xEbn6ZASsyDswFzI9FhKI//fQT1Go1xo8fX2Oib2NjA+DBUPTKlStYv349XFxc0L17d63a2rBhA86dO1fnmo1FcVUVssvKqv1jSaqqqlBYWIiqKtOaGkJERER/O3VJulDqVKxpBGLfbU1AeYWwXZL3HU9HfFKuYQrSo5u3S5Aq4VRvU+kDukz1/2pTHCoE9hspnJb4MZC6fW2UlVdh1ZYEwdeZyhIRUr4OJCbnm8So6vMJd/DnWWG7qxeXVprUSFhdWWouYM65kEWEovv37wcA9OxZ88KvqampAB4MRbt164asrCzs3LkTY8aMqbWd/Px8vPTSS/jggw/qWLHxWJIYC+8926r9U1Rl2juPCpGYmIhevXohMTFR6lKIiIhIB+UVVUhIlm7H5EtXcyVrW4g123V7r2MKH4YvXc2Rtv0r0ravjZu3S7DzsPBNiNJvFmP/iXQDVKRfUv8eXroibfvaiD6SgmwdRtNu/T3ZJEYKSt0HYq8Z//PA9zq+Duh6nSmx1FzAnHMhi9h9Pjn57no4/v7+1R4vKyvDiRN3p/38MxSVy4VlxvPnz0dwcDDGjRuH8ePH61bsP0RGRiIzU9ji9bZyOWJbdaxz2/c87ReA0d7VDw0ffvJIne8fHByMErX43yqPGjVK0Pk3b95dYD46OhqnT9e+xhYADB8+XHBdREREZBhqmQpwnVvj8Zh1Q+HlUfMaYV4etvf/m7J3bI3nZWYXo+0T2x/6+7z8Evj6+gqoWBrprvMAmY3g6z5e8T2+f3+Y/gvSoxKrYMBxXLXHanv8gbr3gT37D8HXd7KAisVXrvCCxnmaTtc+MXEG7Mu0e58slTzbPoBtl2qP6es5AKi5Dyx+bxk+e/OAgIrFV2jTHrAfKPi6qioNmjZrDyu1cY+Gven0LKBsWO0xMfrAkMejoKq8JqBi8d2xjwJshG8+fe7SDZN4nfsnMXIBQPxswNRyIaBu2ZCXlxdOnTql07UWEYoWFd2dJlNaWv03Xj/++CPy8vLg7u4OHx8fndo4deoUvvnmG0G/GLXJzMxEWpqwHersFAqgld5KQKCdAx7zrF/tMYVMVuf7p6eno1iCoef3+oS2SkpK7v9X22uFPnZERERkQHJbwLXmw14edvCtb1/rbZQKuVbnPUxjGu8NnNWAQvhlJcXFxv/zOboDjtUf0vbxB3TvA+Vlpcb/b6SSAc66XZqbk4PcHCP/+bwKgBr21DX8cwBQkJ+PgptG/m/kngvo9uPhZlYmUC5s2rXobMpqTEHE6AO3s28BRUbeBxqWAMK/G4NaXWX8z3H/IkYuAIifDZhaLgRIlw1ZRCjq5eWFgoICnDp1CpGRkQ8cS0lJwdy5d0cNtGjRQqf7V1VVYerUqXjhhRcQHh5e53rv8fLyEnyNrcDRrVLz9vaWZKSovb2wF7F7T3i2trZaX6trwE5ERET6p4EC6Ro1IKv+vVJtG6B4edhCqZCjskqNzOySGs+r6T4yTQW8TeC9QZamAJU1pUaP4KiqgJOR/3xlSkfUNIZNmw1w6toHVNZyuBv5v1GVzBaZj/g9eRR3ZxlUdsb98+WrbFBQwzF9PQc86l5Ojio4Whn3v1GJFXBHlws1VWhQzx5yjXH/fNnWMtQ0yV+MPuDh4QwbF+P+N8qzKUehDtdZoRD1jPw57t/EyAUA8bMBU8uFgLplQ7pkZ/dYRCjau3dvJCYmYsmSJejVqxeCg4MBAMePH8eECROQm5sL4MGp80IsX74cmZmZet9tXpfhv5rSUlSOnqjXOgwpISEBMpVK9HZjYrTfVRUA4uLisG7dOgwYMAAhISFaXfPJJ5/oUBkREREZSsjQTTXuqFzdNMd/Stk7Fr717ZGZXYKGfX4W3HanCH8c+T5V8HVi+2DNBbz60UnB153e9zmaNNJxiKFIbt0pQb0e/6v2WG2PP1D3PvDStCi8N+t9wdeJbeiLe/HrHzcEXeNb3x5JZw5AqTTuD+Jb9l3HyFf2V3vM0M8BALBu9QcY2LX6qdvGoqy8Cn59f8bNO8LWFR3dPwjrl101UFX689LS4/j0p0vVHhOjD1y5cAjOjtY6XSuWCwl30GLUVsHXfbRgJF54YoEBKjIcMXIBQPxswNRyIUC6bMi4X7X05I033oCrqytSUlIQHh6O5s2bIygoCB07dkRoaCi6dLm7rowuoWh2djYWLFiAN998E5WVlcjNzb0fspaWliI3NxdqCUZCkn4FBQVh9+7dCAoKkroUIiIi0lFEmId0bYe6S9a2EE8PawIba2Hz5/t28jH6QBQAPN1s0dBLx3nBehARKl3/E2L6mFDB1zwf1dToA1EAiAiT9vdQyucgbdlYK/DsiKaCr9Ol30hByj7QpJGT0QeiANA82A1d21Q/Vbom9rZKTBhs/p+VmQuYH+N/5dIDPz8/HD58GAMHDoRKpUJycjI8PT2xatUqbNu2DXFxcQB0C0VTU1NRUFCA559/Hq6urvf/AMDSpUvh6uqKa9eMeyFlqp1SqYSrqyuUSosYXE1ERGSW2jf3lKztdhK2LYS7iwofzmmn9fnODtb4aE57A1akX+2asQ/Upm8nH4zt31jr81s2dcPMJ/W3hJgh+TVwQD038Uci3W3bHvXdhS9NIYU5k5ojtLGL1udPHNoE3SJ0n74qpvbN60nWtpTPP0J99kZHONhp/9n3k9c6mETgW1fMBcyPRYSiABAeHo4dO3agoKAA+fn5OHbsGJ555hnk5OQgIyMDSqUSYWFhgu8bFBSEAwcOPPQHACZOnIgDBw5wbUkzkJqaitmzZyM11finvREREVH1xvRvDCsJRrM5OVjh8Z6NRG9XVzPGhuH9l9vWep6Hqwq7VvZDeNAjdrAyMk8NkWZ0T4+2DeDXwEGStoWSy2VYs7gbovoG1Hpu6xB37FrZD04OphGGyGQyPDWkiSRtTxwqTbu6cHWywZ4v+6OZFr/b4wYF4uu3OkOmp81WDC3Y31myL8hMqQ+0CnHHzhX94FJL0CmTAZ++3gHPjhQ+utgUMRcwPxYfb1+4cAEAEBISAhubh7dY27RpE4C/1/eMjo6Gp6cn/P39ERkZCQcHB/To0aPae/v7+9d4zNh196iH8iGjH3lOzsARIlUjvcLCQhw+fBjPPfec1KUQERGRjuq722JUH3+sixZ3Fs/EoU3gYGclapt19erTLdClTX18/r9YbNp7HRWVfy8HVc9NhedGNsW00aHw0XEHZqkM6tYQfg3scSND2I7DdWUqU4vvsbFW4Of3e2JUH3+s3BCHgzEZDxwPC3TB9DGhmDS0CexNrG9PHR2CD3+4AI1GvDYVChmmjNR+/UFj4Otlj6NrB2P1L4n4Yv3lh9Zjfqy9N6aPCcXwxxqZTCB6z/QxoThx4ZaobTZp5ITH2nuL2mZddY3wwl+bhuOL9Zfx7dYEZOc8uM7shMFBeOGJMJMZBa8PlpYLWEIuZDEjRWtyLxStaep8VFQUoqKisGLFCgDA9OnTERUVheXLl4tWIxERERHpx6xx4k7zVSplmGFigdg9HVvWx/+W9kTq3rHwcLk7eMDDxQY39ozF4hcjTS4QBQCFQi76VG+/BvYYZkIjhe+Ry2UY3a8xDnw7EAm/joK7890+4OmqwsUtIzBjbJjJBaIAENjQCUN7+Ina5qg+/vCVcD1bXTnaW2PmuHBc3jYSp35+/H4fqO+mwr5vBmBEb3+TC0QBYHS/ADTwtBO1zVnjwiGXm96/lV8DB/z3pbZI2TMGh9cMgtv/9wEvD1v8sKS7RQWiZJ4YitYSimo0mmr/rFmz5pH31Wg0et+NnoiIiIjqpn2LeqKO2pv3TCs0DXARrT1DqOdue3/zJRtrheCNmIzNzCfD0TpEvM1WVr3dFVZWpv2xq0kjZ6hs7j7u1lZykwzC/umzNzrC0V6cQNfVyRofv9pBlLYMRSaTISLM434fMIVNtR5FZaPEVws6i9ZehxaemBplWiOF/01lo0SXNl6w/f8+oDDBgJeoOqb9bKYH90LRFi1aSFwJEREREYlh6ctt4e8tbH3HzOxipGYVITO7WOtrWgS7Yf4U4Rt5kmFZWcmxZnE3wevL6tIHpoxqij4dub+AsfFr4IAPZ2u/oRig2+MP3A1gxR6VSLUb0sNP8G7puvQBG2sFVi/qBoXC4qMXIqNk8WuKHj16VOoSyAR4enpi1qxZ8PTk9AAiIiJT52BnhY0f9kLPZ6JRWFyh1TVtn9guqA13FxusX9YT1lamParSXLUIdsOKeR0xZeGfWl8jtA+0beaBD+e0F1oaieTZkU1x5GwWfvj1ilbnC338gbuh+LhBgYKvI3F8PrcjzifewV/xd7Q6X5c+8PWbnRFi4rMF6G/MBcwPv64g0oK7uzvGjRsHd3fxploRERGR4USGe+K35X0MsgGSu8vdnZv5Qdi4PTcqBJ+8ZpjQsk2oO6K/6GdyG2xZEplMhm/f6Yox/QMMcv+nhgThi/mdTH6pAXPm7GiN3V/2R/Mmrnq/t0wGrPxPJzxlQjvOU+2YC5gfhqJEWsjPz8e+ffuQn58vdSlERESkJ90jG+DAtwPQ2NdRb/dsFuSKw2sGo02Yh97uSYYza3wz/Phed72uLzm0hx9+XzUQ7i4qvd2TDEOplOOn93rg1UnNoa/sUi6XYf5zLTll2kTUd7fFwe8GYUAXX73d09nRGuuX9cLU0aa5yR7VjLmA+eGzNJEW0tPTMW/ePKSnp0tdChEREelRZLgnzm8ajplPhtXpPgrF3SDk1M+PI7Sxi36KI1GMGxSEi1tGoE9H7zrdx9XJGj++1x2/fNobzo7WeqqODE2hkOP9V9rh8JrBaNLIqU73Cm3sgqM/DMbiFyNNcqdxS+XmbIMdK/riu4Vd6/y7O6hbQ1zaMgJRfQ0zApmkxVzA/Fj8mqJEREREZNns7azw6RsdMXFoE3y+LhY/77qG0rIq7a61VWLC4CC8+GQYwgL1PwWTxOHXwAG7v+yPXw/ewBfrL2P30TStr/WpZ4fno0Lw/KgQ1HO3NWCVZEidW9fHXxuH44dfr2DFz7G4kJij9bWtQtwwY0wYxg8OhMqGH7FNkUwmw9PDgjGgiy9Wro/D15vjkJldouW1wIAuvpgxNgwDuvhyyQQiE8JnbCIiIiIiAG3CPLB6UTd8MLsdNu+7jpiLt3A69jZir+WirPxuSGqrUqBZkCsiQj3QrrknRvb2h5MDRwWaA5lMhqE9G2Foz0ZITM7DtgM3cDo2G6cvZ+NqSgHUag0AwMXRGq1D3BER5oGubepjYNeGUArcyZ6Mk61KieejQjBlVFMcPXcTe4+l/X8fuI3M7GJoNHcDMG9PO0SEeSAizAN9O/qgfQtPBmFmwsvDDu/MaIP/TGmFHYdv4MiZLJy+fBtn424jr6AcwN2ZAUENnf6/D7hjWK9GaOxbt1HGRCQNhqJERERERP/g7qLClFEhmDIq5P7fVVaqIZOBawRaiCaNnDFnUvMH/q6iQg2FQsZp0RZAJpOhc+v66Ny6/v2/02g0qKzUQKmUMQC1AFZWcgzr5Y9hvfzv/51arYFareGXIERmhKEokRZsbGzQtGlT2NjYSF0KERERSYAfgsnKin3AkslkMlhZMQy1ZHI5vxSxdMwFzA9DUSItBAQEYO3atVKXQUREREREREQSYC5gfvh1JxEREREREREREVkUhqJEWoiPj0fnzp0RHx8vdSlEREREREREJDLmAuaHoSiRFjQaDSoqKqDRaKQuhYiIiIiIiIhExlzA/HBNUXNjYwPlhu+lrkJ7XKCYiIiIiIiIiEg/TC0XAiTLhhiKmhmZTAaoVFKXQUREREREREREImMupD1OnyciIiIiIiIiIiKLwpGiRFrw9/fHunXr4OPjI3UpRERERERERCQy5gLmh6EokRZUKhUCAwOlLoOIiIiIiIiIJMBcwPxw+jyRFjIyMrB48WJkZGRIXQoRERERERERiYy5gPlhKEqkhby8PGzfvh15eXlSl0JEREREREREImMuYH4YihIREREREREREZFFYShKREREREREREREFoWhKBEREREREREREVkUhqJEWpDL5WjdujXkcv7KEBEREREREVka5gLmh48kkRbUajXOnj0LtVotdSlEREREREREJDLmAuaHoSgRERERERERERFZFIaiREREREREREREZFEYihIREREREREREZFFYShKpAVHR0f0798fjo6OUpdCRERERERERCJjLmB+lFIXQGQKfHx8sHDhQqnLICIiIiIiIiIJMBcwPxwpSqSFsrIypKSkoKysTOpSiIiIiIiIiEhkzAXMD0NRIi0kJSVh5MiRSEpKkroUIiIiIiIiIhIZcwHzw+nzZkaj0QCm9K2FjQ1kMpnUVRARERERERERmTyTy4UAybIhhqLmpqwMlaMnSl2F1pQbvgdUKqnLICIiIiIiIiIyfSaWCwHSZUOcPk9EREREREREREQWhaEoERERERERERERWRROnyfSQkhICE6ePCl1GUREREREREQkAeYC5ocjRYmIiIiIiIiIiMiiMBQl0kJycjImT56M5ORkqUshIiIiIiIiIpExFzA/nD5PpIWSkhJcvHgRJSUlUpdCREREZHBVVWrEJeXhdGw2zsbdxp28MgDAnfwyvLXiDCLC3BER5gHvenaQyWQSV0uGUFJaifMJd3A6NhvnE3Pu94Gc/DIsW30eEWEeaBPqDhcnG4krJUPJyS/D6dhsnI7NRvz1vPt9ILegHCvXX0ZEmAdaBLtCZcNYwRxpNBqkZhX9fx+4jRsZhQ/0gbW/JiIizANN/Z2hUFjGeDvmAuaHz15ERERERAQAuJFRiK83xeGbzfG4eaf0oeMlpVVY+NXZ+/+/Tag7po8JxRMDAmFny48W5uB0bDZW/ByLddHXUFpW9dDx4tIqvPZxDABAJgMGdm2I6WNC0b+zL+RyBuSmrqpKjZ2HU/HF+svY9WdqtecUlVRi+rtHAQB2KiWeHNgYM8aGoVWIu5ilkoEUFlfgfzuv4ov1l/FX/J1qzykqqcRT8w8BALw8bDFlZAieG9kUvl72YpZKVGd850JEREREZOFy88sw+8OTWLMtEWq1Ruvrzly+jWffPoI5H57EkpmReD4qhMGYiUq4nocpC4/gj1OZWl+j0QA7DqVgx6EUNGnkhK8WdEbPdt4GrJIMac/RVExbfBTXUgu0vqa4tBKrtiRg1ZYEPNbeG1+/1RmNfZ0MWCUZilqtwfJ1sViw4jTyCyu0vi4zuwQLvzqLd1edw7MjmuL9l9vCycHagJUS6Y9ljHEmIiIiIqJqRR9OQbMRW/Dd1gRBgeg/5RaUY/q7R9FnSjSup2kfqJD0qqrU+OiHCzXvZfUAABR3SURBVGgZtVVQIPpvicn56PVsNGa8exSFxdoHKiS9/MJyPPf2YfSbultQIPpv+0+ko/mIrVi+Llbn5xKSxtWUfPSYvAOzlh4XFIj+U1WVBl9tjEPzkVuw91ianiskMgyGokRaaNCgAd555x00aNBA6lKIiIiI9OaTtRcxcMYepN0s1sv9fj+ZgbZPbsfp2Gy93I8Mq6JCjfFz/8DsD05WO1VeF1+sv4zuT+/ArTtcc88UZGYXo8vE37BqS4Je7ldcWokX3zuGyW8eRmWlWi/3JMM6/tdNRI7dhsNnsvRyvxsZReg3dRdWrr+sl/sZE+YC5oehKJEWnJ2dMWDAADg7O0tdChEREZFefLL2Il5edkLv983OKcVjz0XjXNxtvd+b9KeqSo1xcw/i513X9H7vM5dv47HnopGTX6b3e5P+ZOeUotez0biQmKP3e3+/PRGTFhziiFEjF3PxFvo8vwu5BeV6va9GA0x/9yi+3GBewShzAfPDUJRICzk5Odi4cSNycvT/hoGIiIhIbDsO3TBIIHpPXkE5Bkzfjdu5D2/WRMZhwfIz2LgnyWD3v5CYg9FzfodGw1DMGKnVGox4eR8uX8s1WBs/7biKRf/YmI2MS9btEgyascegy11Mf/co9h9PN9j9xcZcwPwwFCXSQlZWFpYtW4asLP1MKSAiIiKSSk5+GZ57509B18SsG4qUvWMRs26o1tdkZpdg5n+PCy2PRHDi/E0sXX1e0DW69IF9x9Px1cY4oeWRCD776ZLg6dK69IHF35zjqHEjpNFoMH3xUdzKEfbFldA+oNEAz7x9GAVF+h2JKhXmAuaHoSgRERERkQV5ZdkJZNwStoaol4cdfOvbw8vDTtB1/9t5FdsOJAu6hgyrrLwKT795WPC0Zl37wKsfxSA5nZtvGZMrN/Ix7/NTgq/TpQ9UVmowacEhVFRwfVFjsmF3Erbsvy74Ol36QHJ6IV77KEZwW0RisMhQNDs7G3PmzEFgYCBUKhUaNmyI2bNno6SkBOPHj4dMJsOqVaukLlNSf2TfhPWvG/B+Ys1rgLju3ILeRw+IWBURERER1UVSagG+354oapvvrDzLKdRGZNPeJINOmf63wuIKfLz2kmjtUe2WrTmPklL9bKyljb/i72D7QX45Yiw0Gg3e+VLcZQ2+2RKPtKwiUdukurOEXMjiQtHz58+jWbNm+PDDD5GVlYWwsDCUl5fjo48+wvjx4xEfHw8AaNmypcSVEhERERHp11eb4iB2Pnk27jZOXrglbqNUoy8k2BF6zfZEFBlw3ULSXl5BOX787aro7UrR76h6f5zKFPWLEQCoqtLgm83xorZJpA2LCkWzs7MxePBgZGVl4bXXXkNmZibOnDmDrKwsLFq0CFu2bMG5c+cgl8vRrFkzqcslI2JnZ4f27dvDzk7YdCEiIiIiY1FRoca3WxMkaXvlBq4raQwuJNzB0XM3RW83r6DcILvck3A/7biC4tJK0dv9/WQGEq7nid4uPUyqdX6/3hwveNkOY8NcwPxYVCg6c+ZMpKSk4JVXXsHSpUvh4OBw/9j8+fMREhKCyspKBAcHw9bWVsJKydj4+fnh888/h5+fn9SlEBEREenk4pU7yBa4qYa+HDyVIUm79KADMdI9DuwDxoF9wLJpNBrJ+kDGrWIkJJt2MM5cwPxYTCgaGxuL9evXo169eli0aNFDx2UyGSIiIgA8OHU+NTUVM2fORKdOnWBnZweZTIbr168/dP3Bgwchk8ke+tOqVStD/UiiKK6qQnZZWbV/LElVVRUKCwtRVSXe2jtERERE+nQ6VrodoJPTCyULZOlvp2OzJWybO5AbAykfByn7H92VfrMYWbdLJGvf1PuApeYC5pwLKaUuQCw//fQT1Go1xo8fX+NQZxsbGwAPhqJXrlzB+vXrERERge7du2PXrl2PbGfFihVo06bN/f9vb2+vh+qlsyQxFksSY6UuQ3KJiYl46qmn8MMPPyAkJETqcoiIiIgEO3NZ2g+jZy5no28nX0lrsHRnLksXiMUl5aKouAL2dlaS1WDpcvLLkJRWIFn7UvY/ukvqx+B0bDbGDQqStIa6sNRcwJxzIYsJRffv3w8A6NmzZ43npKamAngwFO3WrRuysrIAAGvWrKk1FA0LC0OHDh3qWi4AIDIyEpmZmYKusZXLEduqo17aB4Cn/QIw2rv6oeHDTx6p8/2Dg4NRolbX+T5CjRo1StD5N2/eXXspOjoap0+f1uqa4cOHC66LiIiIyFBuO4wGrMOrPRazbii8PGpeI83Lw/b+f1P2jn1kO5nZxWj7xPaH/n7s+OdgV35BQMWkbxkucwC5Y7XH9NUHanr8NRogqGlLKDT5AqsmfamUuwEus6o9VtvjD9S9D5w9nwhfX34xIqUi69aAw7Bqj4nRB75c9RM2fCrss7ghiZELAOJnA6aWCwF1y4a8vLxw6tQpna61mFA0OTkZAODv71/t8bKyMpw4cQLAg6GoXC7dCgOZmZlIS0sTdI2dQgG00l8NgXYOeMyzfrXHFDJZne+fnp6OYgmGnhcVFQk6v6Sk5P5/tb1W6GNHREREZFB+5YB19Ye8POzgW7/2GU5KhVyr86qTk5OPnFy+P5KUk6zGBdTE6AOZWbeACtOePmvSbNSAS/WHtH38Ad37QJWan5Ek5xYIOFR/SIw+UFJSblR9QIxcABC/35taLgRIlw1ZTCh6r8OWlla/ltGPP/6IvLw8uLu7w8fHR+d2xowZg+zsbHh4eGDo0KFYunQp3NzcdLqXl5eX4GtsJQxxdeHt7S3JSFGhyxrc6z+2trZaX1uXfkRERESkb3dUStS0klxmdvEjr/XysIVSIUdllRqZ2Y9ej66me7m6OsLOnu+PpJQhV6Omd9766gOPuo9XfQ8oNDbalEoGUCl3RVYNx2p7/IG69wGFXAMvfkaSVJG1I3JrOCZGH7CztYKrEfUBMXIBQPxswNRyIaBu2ZAu2dk9FhOKenl5oaCgAKdOnUJkZOQDx1JSUjB37lwAQIsWLXS6v7OzM+bMmYPu3bvDwcEBx44dw3vvvYcTJ04gJibm/nqlQugy/FdTWorK0RMFXyeVhIQEyFQq0duNiYkRdH5cXBzWrVuHAQMGaL12yCeffKJDZURERESG8dpHJ7FsTfXT16ub5vhPKXvHwre+PTKzS9Cwz886tb9j6/fo2LL6kSYkjo7jt+P4+VvVHjN0H7CxVuDGtUuwsjK9D+vmoqS0Eo4df0BVleahY7U9/kDd+0DXDuE48G2q4OtIfw6cTEevZ6OrPSZGH5gzczLembFc8HWGIkYuAIifDZhaLgRIlw1ZTCjau3dvJCYmYsmSJejVqxeCg4MBAMePH8eECROQm5sL4MGp80K0bt0arVu3vv//e/TogWbNmmHo0KFYt24dJk2aVNcfgSQUFBSE3bt3w9Gx+jWYiIiIiIxdRJiHZG3L5TK0DHaXrH26KyLMo8ZQ1NBaBrsxEJWYrUqJ8EBXnE+4I0n7EaF8DpBam1DpXgcAICLMtPsAcwHzYzGvSm+88QZcXV2RkpKC8PBwNG/eHEFBQejYsSNCQ0PRpUsXALqHotUZPHgwHBwcBH/7QMZHqVTC1dUVSqXFfI9AREREZkbKUDSssQvsbPk+SmpS9gFTD0PMhZSPg5T9j+5ydrRGkJ+TZO2beh9gLmB+LCYU9fPzw+HDhzFw4ECoVCokJyfD09MTq1atwrZt2xAXFwdAv6EoAGg0Gsj0tPAsSSc1NRWzZ89GaiqnexAREZFpCmzoiNDGLpK0Pbh7Q0napQf17+wLpVKazyaDu1e/czGJa4hEj4O1lRy9O3hL0jY9aIhEz8etQtzgXe/Ru9sbO+YC5sei4u3w8HDs2LHjob+/c+cOMjIyoFQqERYWprf2tm/fjqKiIrRv315v9xRLd496KB8y+pHn5AwcIVI10issLMThw4fx3HPPSV0KERERkU5kMhmmjQ7BzP8eF7ldYGqU9muvkeE08LTD8F7+2LgnSdR2A3wc0b+zr6htUvWGdPeDTz07pN2sfVMdfRrTrzE83WxFbZOqNzUqFB+vvSR6u9NHh5r8gDFLywUsIReyqFC0Jhcu3F1wPiQkpNoNkTZt2gTg742PoqOj4enpCX9///ubNk2YMAFNmjRBq1atYGdnh2PHjuH9999HmzZtMGbMGJF+EiIiIiKimj01pAnmfnoKRSWVorU5qGtDNPLm+mvGYvqYUNFD0alRIZDLTTsMMRdKpRxTRoXgrS/OiNrutDH8YsRYBPs7o3cHb+w7ni5am04OVnhyYKBo7RFpy2Kmzz/KvVC0pqnzUVFRiIqKwooVKwAA06dPR1RUFJYv/3vXtLCwMGzcuBHjx4/HwIEDsXr1ajz//PM4ePAgrK2tDf9DEBERERHVwtnRGm9NbV37iXpibSXHf19qK1p7VLvukV6iTqEObOiIGWNDRWuPavfS+HA09LIXrb2ovgHo2LK+aO1R7Za+1BYKhXhfVCx+IQL2dlaitUekLYaiqD0U1Wg01f5Zs2bN/XPmzp2LCxcuID8/H+Xl5bh27Ro++OAD7kpGREREREbllaeaoUMLT1HaentaG4QHuYrSFmlHJpPhqzc7w8VRnIEb373TlWGIkXFysMaqt7uI0paHqwor5nUUpS3SXpswD8x7Vr/7qdSke6QXZozV3zKFRPrEUBR/h6ItWrSQuBIyVp6enpg1axY8PcX5AEFERERkKAqFHKsXdYOTg/ZBVWZ2MVKzipCZrf06hJ1b18erk5rrUiIZWANPO3y5oLOga3TpA3MmNke3yAZCyyMR9O3kixefFBZUCe0DMhnwzVuduZaokfrPlFZo20zYbvBC+4CrkzW+faer2SyfwVzA/Mg0Go1G6iJIfzSlpagcPVHqMrSm3PA9ZCqV6O3GxMQYvI22bTlVjIiIiIzXkTOZ6Dd1N4pL9b++aMumbjjw7UC4Oj28Xj8Zj09/vIiX3j9hkHs/NSQIqxd1M5swxBxVVakxbu5BrN9lmDVmV/6nE6aO5tIJxiw7pxQ9Ju/Apau5er+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93je6oxo28DOsP1dp1ypUL/71Yv3jwZ5avTVbNz/2g3ILytU8IlBLX7va7PKc9qexHfX6/F2q+kPI524P3dzJsL5c6ZLuzXVJ9+bKPFKszjd8pmP55YoIC1DykhsV3vjMN8YAAAAAAJ6D5fMOOFcoarPZavxFIIr6omEDP735976G9dehbZj+OrGrYf25Q0hwAw3u10rBgb+/h+Tv59nfNhPaNdGU24x7TW65Jk5XXOzY4VX1TYuoYAUF/P76Bwb4EYgCAAAAgBfw7J/uDXYiFO3a1bNDHvi2IZe21u3Xn+9Qm6ycYqVnH1dWTrHdbSwW6b3plyookAnp9c1T9/VQYlwTh9o4MwaiI4P00mN9HKwOAAAAAAD3I61wwNq1a80uASaJiorSpEmTFBVl3undrvTilIv18+6j2rb7mF33X3jTYof7+NekC9WnW3OH28H9Ahr6ad5zA3TpbUuUd9p+qbVxdAwENPTT//51uZqGMasSAAAAgOfztlwAzBQF7BIREaFbbrlFERERZpfiEo0bNdQ3rw9W5/bhbnn+k/f00BQPXzbv7Tqf31Rfv361moQ2dPmzAxr66dN/D9SAizx72TwAAAAAnOBtuQAIRQG7FBQUaPny5SooKDC7FJdpFhGkle9do0GXxLjsmQEN/fTy43007U8XuOyZcJ/eXZtp5XvX6Pw2jV32zOjIIH39+tUa1j/WZc8EAAAAALN5Yy7g6whFATtkZGToiSeeUEZGhtmluFTTsAB9/frVeuvJvgoNaVCnZ/XuEqWf51+vB25KdFF1MELX+KbaNn+EHh7fSRZL3Z41flh7/fr5SF1+YQvXFAcAAAAA9YS35gK+jFAU8HEWi0V3jUpQ0ucjNeX2Lopo4tgekL27ROmDZy/TTx8OU8fzmrinSLhVcJC/XvjLxdo09zqNH9ZeDRvY/1eD1WrR9QPb6PvZQ/ThjP7sIQoAAAAA8AgctARAktQqOkQzH75I0+6/QJ+vSNWqLVnasitHv+w5pvKK6pP3NWsaqF6dItUzMVLXDWijnomRJlYNV+qZGKkPZ/TXvx+9SPO+SdGGHYe1JemodqfkyWb7//fFtQ5Vz8RIXdgpSmMGt1Pr6EbmFQ0AAAAAgBMIRQGcIjDAXzcNjdNNQ+MkSVVV1TpeUqmKymoFBfgrKNBPlrqus0a9FtU0SA/clHhyK4TyiioVl1TKJik40F8BDf3MLRAAAAAAgDoiFAXsEBAQoA4dOiggwPeWBvv5WdW4ketPKIfnaNjATw0bEIQCAAAA8F2+nAt4K0JRwA7t2rXTRx99ZHYZAAAAAADABOQC3oeDlgAAAAAAAAD4FEJRwA579uxR3759tWfPHrNLAQAAAAAABiMX8D6EooAdbDabKioqZPvjEdwAAAAAAMAnkAt4H/YU9TYBAfKf/4HZVdiPDYoBAAAAAABcw9NyIcm0bIhQ1MtYLBYpMNDsMgAAAAAAAGAwciH7sXweAAAAAAAAgE9hpihgh7Zt22ru3LmKiYkxuxQAAAAAAGAwcgHvQygK2CEwMFBxcXFmlwEAAAAAAExALuB9WD4P2CEzM1PPPvusMjMzzS4FAAAAAAAYjFzA+xCKAnbIz8/X4sWLlZ+fb3YpAAAAAADAYOQC3odQFAAAAAAAAIBPIRQFAAAAAAAA4FMIRQEAAAAAAAD4FEJRwA5Wq1U9evSQ1cqXDAAAAAAAvoZcwPvwSgJ2qK6u1s8//6zq6mqzSwEAAAAAAAYjF/A+hKIAAAAAAAAAfAqhKAAAAAAAAACfQigKAAAAAAAAwKcQigJ2CA0N1eDBgxUaGmp2KQAAAAAAwGDkAt7H3+wCAE8QExOjZ555xuwyAAAAAACACcgFvA8zRQE7lJWVKS0tTWVlZWaXAgAAAAAADEYu4H0IRQE7pKSkaOTIkUpJSTG7FAAAAAAAYDByAe9DKAoAAAAAAADAp7CnqJex2WySJ03lDgiQxWIxuwoAAAAAAACP53G5kGRaNkQo6m3KylQ5eoLZVdjNf/4HUmCg2WUAAAAAAAB4Pg/LhSTzsiGWzwMAAAAAAADwKcwUBeyQkJCgjRs3ml0GAAAAAAAwAbmA92GmKAAAAAAAAACfQigK2CE1NVUTJ05Uamqq2aUAAAAAAACDkQt4H5bPA3YoKSnRzp07VVJSYnYpMEhBUbm27jqqLUk5SjlUqNyCspN/vnD5AfVMjFBsi0amnJAHY2QeKdaWpBxt3XVUeYXlkqS8wnL9c/Yv6pkYoZ6JkYpowkFxAAAAgC8gF/A+hKIA8H8qKqq16IdUvT5/l77fmFnjPYXFlRr5yApJUtuWjXT3qATdMSJezSKCjCwVbpJfWK4Pv0zWGwt2K+m3vDOuHy+p1BMvbT75/xd2jtT9YzpqzNXnKSiQv1IBAAAAwFOwfB6Az7PZbPpk2W9qO2Sebnz0+1oD0dMdyCjSEy9tVqurPtGD/1ynouIKN1cKdymvqNLTr21Vyyvm6qF/ra8xEK3Jpp05uv3vqxVz5Vy9MjdJ1dU29xYKAAAAAHAJQlEAPu3w0RKNeuR73fTXH5VxuNipZ1RUVuuVuUnqOvJz/bjJvkAV9ce23Ud10c2LNe2Nn1VcWunUM3ILyvXgP9fpiruWaX96gYsrBAAAAAC4GqEoYIcWLVpo2rRpatGihdmlwIV2p+Sp59hFWrjigEuel3KoUAPvXKo3F+x2yfPgfot+SFXvWxbrlz3HXPK8HzdlqueYRVr3S7ZLngcAAACgfiAX8D6EooAdwsLCNGTIEIWFhZldClwkOTVfl09cqvTs4y59rs0m3Tv9J70+b5dLnwvXW/RDqkY+skLlFdUufW5eYbmuuvtrrf/lsEufCwAAAMA85ALeh1AUsENubq4WLFig3Nxcs0uBCxQeL9fV936j7KPuOzXwTzPW6us16W57Purmlz1HNeYvP6iqyj17gB4vqdTQP32jQy4O3QEAAACYg1zA+xCKAnbIzs7WrFmzlJ3NklhvMOWFTUo5VOhQm01zhyvtu7HaNHe4XffbbNJd09Yov7DcmRLhRhUV1brt76tUVl5ldxtHX3/p931G735mjWw2Dl8CAAAAPB25gPchFAXgU77fkKE3nNjzMzoyWK2ahyg6MtjuNunZxzX5+Q0O9wX3+uc7v2jbbsf2EHXm9ZekpavT9eHifQ61AQAAAAC4H6HoWeTk5OjRRx9VXFycAgMD1bp1a02ePFklJSUaN26cLBaLZs+ebXaZbrEy57AafjlfzyXXvi9i+NKFunLtDwZWBSPZbDb9sDFDox/9Xh2u/VSxgz5Rj9Gf6+nXtnr0kuCnXttqaH/vfrFXKemOzUqtL8rKqzRnyT5dcedSxQ2dr3aD56nfhK/05oLdKiquMLs8pxQUlWvW+zsM7fPp17eqqsq1+5Ya5WheqZ5/f4cuvGmR2g6ep/OHLdCwB77Vlz8e9NiPCQAAAMC5+UIu5G92AfXV9u3bNWjQIGVnZyskJESJiYk6dOiQXnjhBR04cEAHDx6UJHXr1s3kSgHX27U/T6Mf/V479526V0pa1nFt231Mz769TfeMStCLUy5Wgwae897K9r3HtOZnY5c62GzSm5/u1r/+fKGh/dbVoh9SddfTa3Qkt/SUPz+QUaSffs7WX17YqOcnX6S7RyWYVKFzPv5qn+GB7oGMIn39U7quuSzW0H7rwmazafqb2zRj9i9nbDOw72CBlqxKU5uWjfS/f12uS7o3N6lKAAAAAHCe56QZBsrJydGwYcOUnZ2tKVOmKCsrS1u3blV2dramT5+uhQsXatu2bbJarercubPZ5cIAwcHB6t27t4KDHVs664l+3Zervrd+eUYg+kdVVTa9Nm+Xxkz53qNmi73pxLJ5V5i9cI/KK+zfv9Jsnyz7TSP+vPyMQPSPCo9X6J5nftLzBs+6rCtntk5whdfnm9OvM2w2mybNXK+nXtt61n1XUzOKNPDOpfpxU6aB1QEAAADm8KVcwFcQitbgoYceUlpamh555BHNnDlTjRo1Onlt6tSpSkhIUGVlpeLj4xUUFGRipTBKbGysXn75ZcXGes5ML2dUVFTr2ge/U26BfYcDfb4iVf96Z7ubq3KdFRsyTOn3aF6ZdiR7xgmFe1LyNOFvq2Tv2UB/eWGjx4Rih4+WmPY6/Lgp02PeQJiz5De9/L8ku+4tK6/WiD8v17H8MjdXBQAAAJjLV3IBX0IoepqkpCTNmzdPzZo10/Tp08+4brFY1LNnT0mnLp3/9NNPNXLkSLVp00bBwcFKSEjQ1KlTVVRUZFjt7lBcVaWcsrIaf/mSqqoqFRUVqarKc2b7OWPRD6kOn8r+yidJHjELsqCoXHsO5JvW/+Zfc0zr2xGvzdul8grHwrv/zvnVTdW41pYk816D4yWV2ptaYFr/9rLZbPr3h47N/s0rLNf7i/a6qSIAAACgfvCVXOB03pwLsafoaebMmaPq6mqNGzeu1inRAQEBkk4NRZ9//nnFxsZqxowZatWqlX7++WdNmzZNP/74o1avXi2r1TPz5xnJSZqRbN+MIW+WnJysW2+9VR9++KESEjxrD0VHvDav9g2Ua5OVU6LPV6RqzODz3FCR62zbfdTU/s0M5Ox1vLhC7y9Odrjd4h8PKi2rSK2jG537ZhNt3WX+GOh4XhNTaziXDduPaNvuYw63e33+bv15XGdZrRY3VAUAAACYz1dygdN5cy5EKHqaFStWSJIGDBhQ6z3p6emSTg1Fv/zyS0VFRZ38//79+ysyMlLjx4/XmjVrdNlllzlcS69evZSVleVQmyCrVUnd+zjcV21uj22n0S1rnho+YuOaOj8/Pj5eJdXGLykdNWqUQ/cfPnxYkrRs2TJt2bLFrjYjRoxwuC6zZYRPlSwNHW53x0MzNLn4azdU5DolDRKl0DE1Xts0d7iiI8++L0x0ZNDJ39O+G1vrfVk5xbrwpsVn/PlHc7/Q0rdrb1cflPu1VEHYPQ63q662qXuf6xVUUb/3zcwLHiIFXlzjtXONAXtff6n2MfCnPz+ux+5d50DFxisK6COFDHa43b6DBYpp00F+tmI3VAUAAAC4nhG5gGR8NuBpuZBUt2woOjpamzdvdqotoehpUlNTJUlt27at8XpZWZk2bNgg6dRQ9I+B6AknltkfOnTIqVqysrIcbhvs5yd1d6q7GsUFN9IVUTWfLOxnqfuMoIyMDBWbMPX8+PHjDt1fUlJy8nd72zr7upvHIjV1PBCVfp9heLy+f7xhMVJozZeiI4PVqnmIXY/x97Pafe8flZZW1P8xERIihTnX9FhesZRXzz++lqVSYM2X7B0Dzr7+klRQcFwFR+r55yiqRHLuw1NW9jGpwtzZuAAAAIC9jMgFJOOzAU/LhSTzsiFC0dOcGNilpTWfuvzxxx8rPz9fERERiomJOeuzVq1aJUlOT6uOjo52uE2Qhy3Tb9mypSkzRUNCHPup/8S4CAoKsrvtucZHfZRhK5PNEuBwu0ZB/gqr5x9vSYPGqm1RcFbOuWe3RUcGyd/PqsqqamXllNR6X23PCgz0V0Q9/xyV+4XqiJNtmzYJUlBI/f748oIDVNs/Xc41Bux9/c/2rLDQEDVqWL8/R0UBAXJ2590WzcNltdWSOgMAAAD1jBG5gGR8NuBpuZBUt2zImezsBELR00RHR6uwsFCbN29Wr169TrmWlpamxx9/XJLUtWvXsz7n0KFDevLJJzVo0CD16NHDqVqcmf5rKy1V5egJTvVnhr1798oSaPwP0Zs2bXLo/t27d2vu3LkaMmSI3SH3iy++6ERl5rrh4eX6fEWqw+0+fX+aru77jhsqcp0N2w/r4nFf1nitpqXOp0v7bqxaNQ9RVk6JWl/1icP933XbKL302L8dbmek8ooqtbl63jlDv9MFBvhp76olimhSvwOx59/fob+8sLHGa+caA3V9/SVp9uvPadSgdk61NUrSb7nqNGKhw+16JkZq09y9srjonWIAAADA3YzIBSTjswFPy4Uk87Ihz4uP3ezKK6+UJM2YMUN79/7/03TXr1+vgQMHKi8vT9KpS+dPV1RUpOuuu04NGjTQe++959Z6YYz27dvrm2++Ufv27c0uxa3uH9PR4TbtYxvrqj71e/abJHWNbyo/P/MCm54dI03r214NG/jp7pGOz2wfO/i8eh+ISlLPxAiT+6//YyAxLlwDLmzhcLv7x3QkEAUAAIBX85VcwJcQip7mscceU3h4uNLS0tSpUyd16dJF7du3V58+fdSxY0f169dPUu2haGlpqa677jqlpKTo22+/VcuWLY0sH27i7++v8PBw+ft79+TqgRe11EWdz9wf92wem9jVI06cDgr0V6e4cNP6NzuQs9c9N3ZQeGP795YNaGjVw+M7u7Ei17nAxGA6vHFDtY1pZFr/jnjsjq5yJN9s27KRxg4+z30FAQAAAPWAr+QCvoRQ9DSxsbFavXq1hg4dqsDAQKWmpioqKkqzZ8/WokWLtHv376cr1xSKVlRUaPTo0dq4caOWLVumxMREo8uHm6Snp2vy5MlKT083uxS3slotWvTSlWof29iu+x+d0EV33NDBzVW5ztBLW5nSb5uWjdTxvCam9O2ols1CtOi/Vykk6Nx/0fv7WfTxjMvVNb6pAZXVXVhoQ/XtUfMG4e42pF9rj5lJOeiSVnpxysV23dusaaCWvna1gu0YLwAAAIAn85VcwJcQitagU6dOWrJkiQoLC1VQUKB169bpjjvuUG5urjIzM+Xv739G4FldXa3x48fru+++0+LFi3XRRReZVL1r9I9spvJrR2vK+bUvp84deoOWXzLAwKrMU1RUpNWrV6uoqMjsUtwuOjJYaz8cphuuaFvrDNBmTQP10mMX67lHLjS4urq5Z1SCQzPgXOXeGxPk5+c5324v7RmtVe9dc9ZZw4lxTbTs9avr/R6Zp7t/tONbRLikXye2pjDTQ7d00tyZl6tNy9pnt17Ru6XWfzzcYwJ/AAAAoC58KReQfCMXYmqHA3bs2CHp99PkAwJOPaH7gQce0Lx58zR16lQFBQVp/fr1J6+1atVKrVqZM0MNcEZU0yB99p8rdDCzSG9/tkfPv79DpeVVCgrw0zvTLtUNV7ZVQEM/s8t0WNuYUA27LFZfrjxoWJ8NG1h1x4h4w/pzlQsSI7Xhf8O1+dcjevfzvXr3i70qK69WcKCflrx6tfr3ivaYmY9/NPKqtnp4VqAOHys1rM+u8U11SfdmhvXnKmOHxOnGQe20bE26Pvl6vz79LkVl5dVqFOSvTZ9cp4R2TcwuEQAAAACc5jlTl+qBE6FoTUvnly5dKkn6xz/+oT59+pzya/bs2YbWCbhKbItGmv5AT0U0+f1NgKZhAbppaJxHBqInPPtgTzXwN+5b35TbuyqqaZBh/blar05Reu1vfRX5fwcphTcO0OUXtvDIQFSSAhr66dkHehra53MPX+ixny8/P6uG9Y/Vx/+8/OQYCAttSCAKAAAAwOMRijrgbKHogQMHZLPZavz19NNPG1wpgNp0jW+qv9/T3ZC+upwfblhfsN+dIzto0CUxxvR1Q7yu7stKAQAAAACobwhFHXAiFO3atavJlcBoUVFRmjRpkqKiHDuZHfXTYxO7qXcXx17LrJxipWcfV1ZOsV33Bwb46f3pl6lhA8+dVeutLBaL3n6q38kZ0PZw9PWXpPNaher5yb2dKREAAABAPUMu4H3YU9QBa9euNbsEmCQiIkK33HKL2WXARRo0sOqrVwap/8QlSvotz642F9602P7n+1v12QtX6ILESCcrhLvFtmikr1+/WlfctUwFRRXnvN+R11+SWjYL1ndvDVZYaENnSwQAAABQj5ALeB9migJ2KCgo0PLly1VQUGB2KXCRyPBArXz3GvXq5NrgMjjQX1++fJWGXtrapc+F6/XqFKXvZw9VVHigS58b1zpUq9+/Rue1auzS5wIAAAAwD7mA9yEUBeyQkZGhJ554QhkZGWaXAheKDA/Umg+G6fE7uslqrftBOJf1jNb2z0awh6QH6ZkYqe2fjdD1A9u45Hl3j+qgrfOuJxAFAAAAvAy5gPchFAXg0wIa+mnGpF5a//G1uvSC5k49o2WzYL38eB/98M5QxbUmDPM00ZHBWvifK/S/f12u9rHOvX7dE5rqmzeu1ptP9lPjRiyZBwAAAID6jj1FAUDShZ2jtOr9Ydqx95hen79Li348qIzDtR+qExzor34XNNc9oxI0/PJY+fvzHpMns1gsumlonMYMPk8rNmTo9fm79P3GTOUXltfaJjI8UIP7xuhPYxLVu2uULJa6zzYGAAAAABiDUBQA/qBLfFO99re+eu1vfZWVU6wtSTlKOVSk0rIqNfC3KKJJoC7oGKEObcPk50cQ6m2sVouu6hOjq/rEqLrapv3phdqSlKPsoyUqr6hWQEOrWjUPUc/ESLWODiEIBQAAAAAPRSgK2CEgIEAdOnRQQECA2aXAQNGRwbrmslizy4BJrFaL2sc2dnpJPQAAAADvQS7gfQhFATu0a9dOH330kdllAAAAAAAAE5ALeB/WfgIAAAAAAADwKYSigB327Nmjvn37as+ePWaXAgAAAAAADEYu4H0IRQE72Gw2VVRUyGazmV0KAAAAAAAwGLmA92FPUW8TECD/+R+YXYX92KAYAAAAAADANTwtF5JMy4YIRb2MxWKRAgPNLgMAAAAAAAAGIxeyH8vnAQAAAAAAAPgUZooCdmjbtq3mzp2rmJgYs0sBAAAAAAAGIxfwPoSigB0CAwMVFxdndhkAAAAAAMAE5ALeh+XzgB0yMzP17LPPKjMz0+xSAAAAAACAwcgFvA+hKGCH/Px8LV68WPn5+WaXAgAAAAAADEYu4H0IRQEAAAAAAAD4FEJRAAAAAAAAAD6FUBQAAAAAAACATyEUBezQtGlTTZgwQU2bNjW7FAAAAAAAYDByAe9DKArYwWq1qkGDBrJa+ZIBAAAAAMDXkAt4H15JwA45OTmaPXu2cnJyzC4FAAAAAAAYjFzA+xCKAgAAAAAAAPAphKIAAAAAAAAAfAqhKAAAAAAAAACfQigK2CE0NFSDBw9WaGio2aUAAAAAAACDkQt4H3+zCwA8QUxMjJ555hmzywAAAAAAACYgF/A+zBQF7FBWVqa0tDSVlZWZXQoAAAAAADAYuYD3IRQF7JCSkqKRI0cqJSXF7FIAAAAAAIDByAW8D8vnvYzNZpM86V2LgABZLBazqwAAAAAAAPB4HpcLSaZlQ4Si3qasTJWjJ5hdhd38538gBQaaXQYAAAAAAIDn87BcSDIvG2L5PAAAAAAAAACfQigKAAAAAAAAwKewfB6wQ0JCgjZu3Gh2GQAAAAAAwATkAt6HmaIAAAAAAAAAfAqhKGCH1NRUTZw4UampqWaXYqjqapv2pxeovKJKklReUa3cAg87xQ51Ul5RpaTfck+OgYrKapWUVppcFYxUVFyhX/YcVdkfxkBVVbXJVQEAAADG8tVcwJuxfB6wQ0lJiXbu3KmSkhKzS3G7g5lFemfhXq3amqWfdx9VfmH5yWtHckvVtN/HOq9VqHomRur6AW008qq2CmjoZ2LFcLUtSTl6f1Gy1m8/rO17j6m84v8HYIePlSq0z4fqFBeuCztFatyw9urfK1oWi8XEiuFKVVXVWro6XfO/3a/Nv+Zoz4F82Wz///rhY6UKu+QjdU+I0CXdmumOEfHq0K6JafUCAAAARvClXMBXEIoCkCRt2H5Y/3znF325Mk3V1baz3rs/vVD70wu14NsUPTwrUHfe0EFTbu+qsNCGBlULV7PZbJr/TYpe+HCnNu48ctZ7q6ps2r73mLbvPaZ3Pt+rjuc10aRbOunOG+Ll58cCBE9VWlapl+Yk6bX5u5SaUXTWe4+XVOqnn7P108/ZmvX+Dl3Ru6X+clsXXd23lUHVAgAAAEDd8NMr4ONKSis1+fkN6jP+Sy364eA5A9HTHT5Wqhmzf1HnGxbq6zXpbqoS7nQo+7iGPfCtxk754ZyBaE127c/TvdN/Ur8JX2l3Sp7rC4Tbbdh+WBeMWaS/vrjpnIFoTVZsyNDg+77RhKkr2WIDAAAAgEcgFAV82L6DBeox+gu98OHOU5bHOiM9+7iG3P+NHvznOvYb9CDLVqep0w0LtXR13QPt9duPqPuNX+j9RXtdUBmMYLPZNOPtbbrk1q+0a39enZ/34Zf71GnEQm1yIlwHAAAAACMRigJ2aNGihaZNm6YWLVqYXYrL7E7JU78JX2nPgXyXPveVuUka/8RKglEPsHD5AQ2f9N0p+8bWVVl5lW7/+2q9MjfJZc+Ee9hsNv31P5s09eUtDs8QP5vMI8UaeOcyrdma5bJnAgAAAGbzxlzA1xGKAnYICwvTkCFDFBYWZnYpLnEo+7iuuvtrZR91zwbRc5ft1wMz1rnl2XCN7zdkaOyUH1RZ6bow7I8e/Oc6zVmyzy3Phmv8653tmvX+Drc8u6i4Qtc88K12Jh9zy/MBAAAAo3lbLgBCUcAuubm5WrBggXJzc80upc5sNpvufHqN0rOP291m09zhSvturDbNHW53mzcW7NYX3x9wokK4W25BmcZPXamKSvtn8zozBu6dvlYHDhU6UyLcbOOOI/rbK1scauPoGCgoqtC4J1aqvKLKmRIBAACAesWbcgH8jlAUsEN2drZmzZql7Oxss0ups/e+SNbXPzm2f2R0ZLBaNQ9RdGSwQ+3unb5WR/NKHWoD93tk1gZlHC52qI0zY6CouEJ3Pr1GtrpuWAuXKi2r1O1PrnJ4ybwzY+CXPcc04+1fHC0RAAAAqHe8KRfA7whFzyInJ0ePPvqo4uLiFBgYqNatW2vy5MkqKSnRuHHjZLFYNHv2bLPLBOxWVFyhyc9vMKy/7KMlevr1nw3rzx1+SyvQfz/eqadf26qZ7/6ib9emu3T/RaOt/+Ww3l+UbFh/KzZkaMG3KYb152o2m00//ZytWe9t19OvbdW/P9ih7Xs9e0n4K3N3Kem3PMP6+8fsbTqY6fiJ9vVFRUW1Pl9xQP+c/Yumvb5Vr32SpIzD9s+0BwAAAFA/+ZtdQH21fft2DRo0SNnZ2QoJCVFiYqIOHTqkF154QQcOHNDBgwclSd26dTO5UvdYmXNYV637Uc8mdNGU8zvWeE/40oXq2SRcyy8ZYHB1cNb/lv6mPBceqmOPDxYna8ZDPRUa0tDQfutqzdYs/ePtX2qcVRvXOlQP3pSoB2/uJKvVYkJ1znt1nvEHIL36yS6Nvvo8w/utC5vNpo++3Kd/f7izxhC0b4/memxiVw3rH2tCdc6rqqrWa/N2GdpnZaVNb326W88+2MvQfuuqtKxSM9/drjc/3aPMI6fOrJ40c71GXNFWf7+7u7rENzWpQgAAAMB9fCEXYqZoDXJycjRs2DBlZ2drypQpysrK0tatW5Wdna3p06dr4cKF2rZtm6xWqzp37mx2uYBdbDab4WGIJBUer9CcJb8Z3m9dzFmyTwPuWFrrNgO/pRXqz89t0OhHv1dFhf37cprtyLESzf/G+Fmbq7ZkedSBOzabTZNmrteEv62qdVboTz9n69oHv9Os97YbXF3dfLP2kFJM2Of17c/2eNTeogVF5brq7q/19Os/nxGISlJllU0Lvk3RJbd+qeXrD5lQIQAAAIC6IhStwUMPPaS0tDQ98sgjmjlzpho1anTy2tSpU5WQkKDKykrFx8crKCjIxEphlODgYPXu3VvBwY7tqVmf7DtYoF/2mBNMzTMhiHPW8vWHNOFvq1RZde4l8p8tP6D7//GTAVW5xuIfD6rcpBB3wbcHTOnXGc++tU0v/8++GbVT/rNJHy42bjuCujIjFJekw8dKtWpLlil9O6q62qYbH/1ea34+915RRcWVun7Sco/fUgEAAADn5g25AE5FKHqapKQkzZs3T82aNdP06dPPuG6xWNSzZ09Jpy6dX716ta666iq1aNFCAQEBatWqlcaMGaNdu4yfmQfXi42N1csvv6zYWM9aKvtHm3/NMa3vrbtyPGYfzide2qwqOwLRE2Yv3Ku9B/LdWJHrmDkGtuwyr29H5BaUacZsxw4GeuKlzaqs9IwZw5t/PWJa31uSPGMMfL8xQ9+utX/25/GSSk1/07P3TgYAAMC5eUMugFMRip5mzpw5qq6u1rhx42pN/wMCAiSdGorm5uaqc+fOeumll/Ttt99q5syZ+vXXX9WnTx+lpzt20nd9UlxVpZyyshp/+ZKqqioVFRWpqspzln+ezsxAoqCoQr+lFZjWv7027TyiTTsd/zy9Pt8z3vwwM5jckpTjEafQv78oWaVljn2dHzpcrMU/HnRTRa5zvLhCu1LMC/C3JB01rW9HOLPNyOffp3L4EgAAgJfzhlzAGd6cC3HQ0mlWrFghSRowoPZNYk+EnH8MRYcPH67hw4efcl+vXr2UkJCgzz77TJMmTXJDte43IzlJM5KNP5ilvklOTtatt96qDz/8UAkJCWaX45S9qeaGkskHC3R+mzBTazgXZ09Jn/dNiv4z5WIXV+N6ySaOgaycEhUVV9T7A7fmf7PfqXbzvtmvG65s69piXCzlUKGpM7b3ptb/GdWlZZVa9IPjAXdVlU0LV6TqgZsS3VAVAAAA6gNvyAWc4c25EKHoaVJTUyVJbdu2rfF6WVmZNmzYIOncJ89HRkZKkvz9nfs09+rVS1lZju3BFmS1Kql7H6f6q8ntse00umXNU8NHbFxT5+fHx8erpNr4ZaejRo1y6P7Dhw9LkpYtW6YtW7bY1WbEiBEO1+VOOaG3Sg3iary2ae5wRUfWvi9KdGTQyd/Tvht71n6ycop14U2Lz/jz8bdOVFBF/Z5RmRtyvRTQw+F2mYcL1KpVK9cX5GJ54X+TLA1qvOaqMVDb6y9J8Qld5Ger37PpssIekvwiHG636KsVajX3VjdU5Drlfi2lsHtqvHau11+q+xj4NWlvvf86qbKEqjr8UafaPvHkDP3rLz+6tiAAAAC4jRG5gGR8NuBpuZBUt2woOjpamzdvdqotoehpjh///Qf20tLSGq9//PHHys/PV0REhGJiYs64XlVVperqaqWlpemJJ55Qy5YtNWbMGKdqycrK0qFDjp1qG+znJ3V3qrsaxQU30hVRzWu85mex1Pn5GRkZKjZh6vmJ19leJSUlJ3+3t62jr53btS2Ras7DFB0ZrFbNQ875CH8/q1331eTYsRypoJ59Tk7XskAKcKJddWX9e71r0qRaquXL1ogxkJV5SKqq36GogsskP8eblZUer/9jINBPqmWytr2vv+T8GKisKK//nyO/RlK4c00L83NVeKSef3wAAAA4yYhcQDI+G/C0XEgyLxsiFD1NdHS0CgsLtXnzZvXq1euUa2lpaXr88cclSV27dq2xff/+/fXTT7+fRt2+fXt9//33J2eMOlOLo4KsnrVNbMuWLU2ZKRoS4tgP9Ce+4QUFBdndtqbQ3EzHGtpUUsu1rJzis7aNjgySv59VlVXVysqp7Slnf1ZkeIgCQuvX5+R0RQElcmaBbwPbMTWrZ693TTJVpupaUl9XjYFan2OrVsvoCFnUxN5yTXHUmqdStXS4XUiDIjWp52Og0tpYtZ2nfq7XX6r7GGjoV6moev45ssmirOoiVVsbOdy2aUi5ghrW748PAAAA/58RuYBkfDbgabmQVLdsyJns7ARC0dNceeWVSk5O1owZMzRw4EDFx8dLktavX6/x48crLy9PUu1L59955x3l5eUpJSVFs2bN0lVXXaU1a9Y4dTqZM9N/baWlqhw9weF2Ztm7d68sgYGG97tp0yaH7t+9e7fmzp2rIUOG2L13yIsvvuhEZe7zr3d+0eP/rXlM1bbc+YS078aqVfMQZeWUqPVVnzjV/55fVqhpmDPTMI2Tk1uqVld9orJyx96heuWZG3X3qL+7qSrXGXr/N1q2puaD39w9BjqfH6EdC1Mdbme0r9eka8j93zjcbuOyWUqMm+2GilynutqmJn0/UuHxijOunev1l+o+Bu64ZZBe+9s0h9sZbepLmzVj9i8OtYmODFLqlq/VsIET04wBAABgCiNyAcn4bMDTciHJvGzI8+JjN3vssccUHh6utLQ0derUSV26dFH79u3Vp08fdezYUf369ZNUeyjaoUMH9e7dW2PHjtWKFStUUFCg5557zsgPAW7Qvn17ffPNN2rfvr3ZpTitZ6JzM5ZdoV1MaL0PRCUpMjxQYwef51CbsNCGunlozXu11jdmjgEz+3bEoEtiFNc61KE2Ay5socQ4J9dcG8hqteiCjo7vl+oqnjIG7h7VQX5+ji0DuntkAoEoAACAl/OGXACnIhQ9TWxsrFavXq2hQ4cqMDBQqampioqK0uzZs7Vo0SLt3r1b0rkPWZKkJk2aqH379tq3b5+7y4ab+fv7Kzw83OlDs+qDXp0i1cDfnC/5S7o3M6VfZ/z70YsU36aWjRdPY7VaNOef/dUouJbNWuuZvt1r3gfGCJ4yBqxWi+bOHKDgQPu+1ps1DdTsaf3cXJXrmDsGzOvbEW1ahurVJy6x+/5LujfTY3fUvKUOAAAAvIc35AI4FaFoDTp16qQlS5aosLBQBQUFWrdune644w7l5uYqMzNT/v7+SkxMPOdzDh8+rD179iguzjNmkaF26enpmjx5stLTa1567AnCGwdo1FVtTen7rpEdTOnXGRFNAvXDO0PUI+HsM+qCA/31+X+u0DWXOb41hlmu6tNSsS2cOySpLkKC/B2egWumCztH6bu3BiuiydlnN7eLCdXK967Rea0aG1RZ3U0cEW9Kv317NFfH85qY0rcz7rkxQW8+2fecM0avvLillr56tYLsDNEBAADgubwhF8Cp+Fe8A3bs2CFJSkhIUEDAqT8sjxs3Tu3bt1f37t3VpEkTJScn6z//+Y/8/f318MMPm1FunfSPbKbya0ef9Z7coTcYVI35ioqKtHr1at11111ml1In943uqLnL9hvaZ2JcE13W0/mNj83QslmINswZri9XHtRr83ZpxYaMk9f8rBY9+2BPTbw+Xs0igkys0nF+flbdMypBU1/eYmi/44a1V+NGDQ3ts64u6d5cvy0ZrY++2qfX5u3Srv15J69d1DlK94/pqNFXt/O4MCyudWMN7ttKX/9k7D/k7htt/55L9cXdoxJ09SUxeuvTPXr7sz06klt68tp1A2L1p7GJuqJ3S1mtrjlxEwAAAPWbt+QC9vKFXIiZog44EYrWtHT+4osv1tKlS3X77bdryJAhmjVrli699FJt27aN/SZQb/S7oLn6dDN2GfOU27rKYvG80KBBA6tuuLKtlr89RIXrb1V0xO+bPjePCNRjd3TzuED0hLtGdlCTUOMCygb+Vv15XCfD+nOlsNCGeuCmRP36+Q1qEfn7690iMkgb/jdcE6473+MC0ROm3N7F0P7axYRq1FXtDO3TVdq0DNU/HuqlzO9vUvT/jYGWUUH64r9X6ao+MQSiAAAAgAcjFHXA2ULRBx54QBs3blRubq5KSkq0d+9evfnmm2rTpo3RZQK1slgseveZSxXQ0JgDQQb3baVbh3v+mwKNghvIz+/3b5eeGPD+UVTTIL302MWG9ffUvT2U0K6JYf25g8ViORl+eUMINuCiloZuaWHk9xx38fOzyu//XntP/x4AAAAA4HeEog44EYp27cqBCvBcCe2a6NkHejrUJiunWOnZx5WVU2x3m8aNGuitp/oSINRD44a117X9HdsL1Zkx0DMxUn+dyPfL+uj5yRc5vL+sM2PggZsSdfmFLRwtDwAAAADczjPX/plk7dq1ZpcAk0RFRWnSpEmKiooyuxSXeOTWzvpl71F9/NVvdt1/4U2LHXp+wwZWffrvK9Q6upEz5cHNLBaLPvjHZep/+xLtSM61q42jY6B1dIgW/ucK+fvz3lt91LhRQy3671W6/I6lyi8st6uNo2Pgit4tNeuRC50pDwAAAKh3vC0XADNFAbtERETolltuUUTE2U8k9xRWq0XvTrtMNw+Nc/mzAwP8tPA/V+iqPjEufzZcJ7xxgJa/NUTdOjR1+bNjW4RoxdtDFNuCULw+654QoW/fGKzwxq7fY/aK3i31xX+vVGAA770CAADAO3hbLgBCUcAuBQUFWr58uQoKCswuxWUaNLDqoxn99cyfLlADF83mO79NY/0we6iuucyxpdkwR7OIIP34zlDdNOQ8lz3zqj4ttfbDa3V+mzCXPRPuc1GXKK396Fr16hTpsmc+eHOivnrlKjUKbuCyZwIAAABm88ZcwNcRigJ2yMjI0BNPPKGMjAyzS3Epq9Wiv9/TQ5s/uU49Epx/t8ti+X1J/rb5I3Sxwafbo26aNA7Q/2YO0ML/XKHmEUFOPyc0pIHeerKvvnljsGKaO7ZXJcyV0K6J1n10rWY81EsNGzj/z4K41qFa+e5QvfRYH2aIAgAAwOt4ay7gy/ipBYC6xjfVprnD9fVP6Xpt3i4tW5Mum+3c7ZqGBeiOEfG658YExbVu7P5C4TYjrmirQX1iNHfZfr06L0nbdh+zq1372Ma6f0xH3Xbd+QpvHODmKuEu/v5WPX5nN00Y3l6zF+7Vm5/uVsZh+w5UuqxntO4f01Ejrmijhg08+5R5AAAAAL6DUBSAJMnPz6prLovVNZfFKjWjUD/9fFhbduXo511HdaygTBWV1Qps6Kd2MaHq1SlSPRMj1a9HcwUF8m3EW4QEN9CdIzvojhvitX3vMW3YcURbknK0IzlXRcUVqq62KSSogRLjmqhnYqQu7BSpCztHyWq1mF06XKRlsxA9eW8PPX5HN639JVtbknK0Jemo9hzIV2lZpfz8rGoc0kDdEyLUMzFCl3Rrrvi2bJUAAAAAwPOQZgA4Q5uWoWrTMlQ3X+P6g5hQ/1ksFnXrEKFuHdhA3Fc1aGBV/14t1L9XC7NLAQAAAAC3YE9RwA4BAQHq0KGDAgJYHgwAAAAAgK8hF/A+zBQF7NCuXTt99NFHZpcBAAAAAABMQC7gfZgpCgAAAAAAAMCnEIoCdtizZ4/69u2rPXv2mF0KAAAAAAAwGLmA9yEUBexgs9lUUVEhm81mdikAAAAAAMBg5ALehz1FvU1AgPznf2B2FfZjg2IAAAAAAADX8LRcSDItGyIU9TIWi0UKDDS7DAAAAAAAABiMXMh+LJ8HAAAAAAAA4FOYKQrYoW3btpo7d65iYmLMLgUAAAAAABiMXMD7EIoCdggMDFRcXJzZZQAAAAAAABOQC3gfls8DdsjMzNSzzz6rzMxMs0sBAAAAAAAGIxfwPoSigB3y8/O1ePFi5efnm10KAAAAAAAwGLmA9yEUBQAAAAAAAOBTCEUBAAAAAAAA+BRCUQAAAAAAAAA+hVAUsIPValWPHj1ktfIlAwAAAACAryEX8D68koAdqqur9fPPP6u6utrsUgAAAAAAgMHIBbwPoSgAAAAAAAAAn0IoCgAAAAAAAMCnEIoCAAAAAAAA8CmEooAdQkNDNXjwYIWGhppdCgAAAAAAMBi5gPfxN7sAwBPExMTomWeeMbsMAAAAAABgAnIB78NMUcAOZWVlSktLU1lZmdmlAAAAAAAAg5ELeB9CUcAOKSkpGjlypFJSUswuBQAAAAAAGIxcwPuwfN7L2Gw2yZPetQgIkMViMbsKAAAAAAAAj+dxuZBkWjZEKOptyspUOXqC2VXYzX/+B1JgoNllAAAAAAAAeD4Py4Uk87Ihls8DAAAAAAAA8CmEogAAAAAAAAB8CsvnATskJCRo48aNZpcBAAAAAABMQC7gfZgpCgAAAAAAAMCnEIoCdkhNTdXEiROVmppqdikAAAAAAMBg5ALeh+XzgB1KSkq0c+dOlZSUmF0KDHC8uEKrtmRpy64cbf41RymHipR99PfX/khuqR5+br16Jkbq0guaq03LUJOrhTtkHy3Rqi1Z2vzrEW3ddfTk6599tERD7/9GPRMj1atTpC7rGa3wxgEmVwt32JOSp5+2HdaWpBz9svfYyTFw+FiJRj/6vXr93xjod0FzNWzgZ3K1AAAAcDdyAe9DKAoA/2d3Sp7emL9b7y9OVn5heY33lFdU68WPf5UkWSzS4L6tdP+YjhrSr5X8/Jh878lsNptWbs7Sa/N26fPvD6iy0nbGPZVVNi1bk65la9IlSUGBfrp5SJzuG9NRPRMjjS4ZLlZWXqWFyw/otXm7tObn7Brvqai0acG3KVrwbYokqXlEkO4a2UF3j+qg1tGNjCwXAAAAQB0QigLweUXFFfrrfzbptXm7HGpns+lkQNYjIUIfPHuZusQ3dVOVcKcDhwp1x1Or9f3GTIfalZRW6Z3P9+qdz/dq9NXt9OoTlygyPNBNVcKdVm3O1MSnVuu3tEKH2mUfLdGzb23Tv979RVPv7K4n7urGzFEAAADAAzCtCYBPW70lS11Hfu5wIHq6n3cfVc+xi/SPt7apuvrMGYaov97+dLe6jPzc4UD0dPO/SVHi9Z9p0Q/sMeRJysqrNOlf63T5HUsdDkT/qLLSpmlv/KyLbl6sncnHXFghAAAAAHcgFAXs0KJFC02bNk0tWrQwuxS40MLlB3Tl3cuUcsj5IOSPKiqr9bdXtui2v61SZWW1S54J97HZbHrsxU26+5mfVFRc4ZJnHskt1fWTluvVT5Jc8jy41/HiCl374Ld66X9JsrnovYxf9hxT3wlfac3WLNc8EAAAAPUCuYD3IRQF7BAWFqYhQ4YoLCzM7FLgIl+tPKgxU75XeYXrw8uPvtqnO59ew4zReu7JV7dq5rvb3fLsB2as09uf7nbLs+EaZeVVGvHwcn23LsPlzy4oqtCQ+7/Vpp1HXP5sAAAAmINcwPsQigJ2yM3N1YIFC5Sbm2t2KXCBlPRCjZ3yQ40H6bjKB4uT9dKcX932fNTNwuUH9Oxb29zax73PrtWG7Yfd2gec99iLm9wSiJ5QVFyh6yYtV25Bmdv6AAAAgHHIBbwPoShgh+zsbM2aNUvZ2TWfRgzPUV1t08SnVut4SaVD7TbNHa6078Zq09zhdrd54uXNSk7Nd7REuFlObqnue/Ynh9o48/pXV9t0299XqbTMsbEG91u9JUv/dfBNC2fGQOaRYv155npHywMAAEA9RC7gfQhFAfiU2Qv36MdNjh+oEx0ZrFbNQxQdGWx3m5LSKt359BrZXLVZoUnKK6qUcfi40rOOe0XA9/Cs9Tp8rNShNs68/pK0OyXf7TNSjXC8uEJpWUXKyin2+P1yyyuqNPGp1Q7vIersGPjwy3365qd0xzqrh/IKypSaUaic3FKP/54GAAAASISitcrJydGjjz6quLg4BQYGqnXr1po8ebJKSko0btw4WSwWzZ492+wy3WZlzmE1/HK+nkuu/UTu8KULdeXaHwysCqib6mqbZr2/w9A+V23J0sYdnrmv4Pa9x3Tv9J/UtN/HirnyE7Ue9InCLvlI4x7/UWu3ZXtkMJKWVaT/Ld1vaJ+vfLJLx110kJORqqtt+uandF330HdqfMlHih00Ty0GzlX0wP/pL//eqN/SCswu0Smfr0jVvoPG1v7ce+7Zu9bdSkor9f6ivbro5kUK7/ex2g6er6j+c9Rh+Kf6z0c72RoAAADAi/lCLkQoWoPt27erc+fO+ve//63s7GwlJiaqvLxcL7zwgsaNG6c9e/ZIkrp162ZypQAcsXz9IcPDEEl6bV7tf4nUR9XVNv31PxvVbdTnenPB7lO2GiivqNacJb+p761f6dapK1VeUWVipY5769M9hh+AlV9YrrnLjA1i66qgqFxD7v9Gg+/7Rot/PHjK5+xoXpme/2CHzh+2wCP3zX19vvFfj99vzNSu/XmG91sXe1Ly1PmGhbr976u1aWfOKdeSUwv0yKwNOm/IfK3c7PjMewAAAKA+IBQ9TU5OjoYNG6bs7GxNmTJFWVlZ2rp1q7KzszV9+nQtXLhQ27Ztk9VqVefOnc0uFwYJDg5W7969FRzs2LJJ1C+zF+41pd9536SooKjclL6d8ZcXNuq59849o/bjr37TuMdXGh4yOstms+mdz80ZA7MX7jGlX2eUllXqmj99q2/XHjrrfTabNGnmev33450GVVZ3yan5Wrk5y5S+3zVp7DnjwKFC9Z+4VPvTC896X15hua6+92ut3ca+WgAAwPuRC3gfQtHTPPTQQ0pLS9MjjzyimTNnqlGjRievTZ06VQkJCaqsrFR8fLyCgoJMrBRGio2N1csvv6zY2FizS0Ed/GTSD+5l5VXauuuoKX076sdNmXrhQ/tDrgXfpujjr/a5sSLXSTlUqMwjxab0vWVXjsfsx/r8Bzu05mf7v1YenrXBlBnYzli77bB5ff/iOcHhPdN/UvbRErvuLSuv1s2P/aiqKs/eaxYAAOBcyAW8D6HoHyQlJWnevHlq1qyZpk+ffsZ1i8Winj17Sjr70vkhQ4bIYrHo6aefdlephimuqlJOWVmNv3xJVVWVioqKVFXlWUuF8f9l5RQr47A5gZgkbUnKOfdN9YAzS/09ZXuALUnmBdOVlTbtSM41rX97VVZW6435ux1qY7NJby5wrI1Ztuwy7+tw2+5jHhEc7j2Qf85ZwqdLzSjS0tWef5gUAADA2fhqLuDNuZC/2QXUJ3PmzFF1dbXGjRtX63TogIAASbWHovPnz9e2bdvcVaLhZiQnaUZyktllmC45OVm33nqrPvzwQyUkJJhdDpzwy55jpva/bU/9nyl6+GiJPl9xwOF2G3Yc0S97jqpbhwjXF+VCv5j8GmzbfVQXdo4ytYZzWbo6TYecePPg3S/2asZDvdSgQf1+r9XM7wPFpZVKPlighHZNTKvBHm9/5txWD29+ulvXXs6sCQAA4L18NRfw5lyIUPQPVqxYIUkaMGBArfekp/8+E6KmULSgoEB//vOf9fzzz2vcuHF1rqdXr17KynJs77Mgq1VJ3fvUue8Tbo9tp9Eta/4hZ8TGNXV+fnx8vEqqjZ85M2rUKIfuP3z49yWXy5Yt05YtW+xqM2LECIfrgvsUN+wkNRpd47VNc4crOvLs+8JERwad/D3tu7G13peVU6wLb1p8xp9/unCJfviw7t8X3Kncr5Uqw+5yqu2AITcruLx+H7qTFzxUCuxd47VzjQF7X3+p9jHw6GNPatqf1zpQsfEKA/tKwYMcbncsv0yx5yXKz1bkhqpcJ7vxfZJ/dI3XjBgDl11+tRpWOTYL02hHG90kNXT8H/lf/7BNrVpNdENFAAAA7mFELiAZnw14Wi4k1S0bio6O1ubNm51qSyj6B6mpqZKktm3b1ni9rKxMGzZskFRzKDp16lTFx8frlltucUkompWVpUOHHPvhKdjPT+pe565PigtupCuimtd4zc9iqfPzMzIyVGzC1PPjx487dH9JScnJ3+1t6+hrBzcLi5Ea1XwpOjJYrZqH2PUYfz+r3ff+UWlpWf0fE8HBUphzTXNzC5SbV88/vpbFUmDNl+wdA86+/pJUkF+ogpx6/jmKOi45uW98VvYRqcLcGdnnFFxV6798jBgDR3KOSsX1fAy0rZQaOt6sqoq/9wAAgGcxIheQjP83kqflQpJ52RCh6B+cGNSlpaU1Xv/444+Vn5+viIgIxcTEnHJt8+bNevvttx16t+BcoqNrns1yNkHW+r108XQtW7Y0ZaZoSIhjP9CeGBtBQUF2tz19jMBcJQ1CVVtck5Vz7uXC0ZFB8vezqrKqWlk5tR9AUtuzAgP9FVHPx0SFNViHpd83iXTwL7eIsIYKDKnfH19+UIBqm8d4rjFg7+t/tmeFNQ5Wo4D6/Tk6HuCnPGca2mxq0SxMVtXvAwgP+9tUUcs1I8ZAVGQTNayq32PgWMMq2XfE0qkaWEvVrJ5/jwMAAPgjI3IByfhswNNyIalu2ZAz2dkJhKJ/EB0drcLCQm3evFm9evU65VpaWpoef/xxSVLXrl1PuVZVVaV7771XDzzwgDp16uSyepyZ/msrLVXl6Akuq8Hd9u7dK0tgLVO33GjTpk0O3b97927NnTtXQ4YMsXvvkBdffNGJyuAuv+7LVecbFtZ4raZlrqdL+26sWjUPUVZOiVpf9YnD/T98382aMekFh9sZyWazqduozx0+EKhZ00Ad3Py9Ahr6uaky13hj/i7d92zNy9fPNQbq+vpL0icf/FeD+7Vyqq1RDh8tUaurPlFFpWP/ILn28jZa/PJ+N1XlOrc89qP+t/S3Gq+5ewxYLNJvSWsVGuLENEwDfbXyoK598DuH2/3jL9frL7c/6YaKAAAA3MOIXEAyPhvwtFxIMi8b8rz42I2uvPJKSdKMGTO0d+/ek3++fv16DRw4UHl5eZLOXDr/yiuvKCsryytOm0fN2rdvr2+++Ubt27c3uxQ4KaFdmIIDzXsfqGdi/T6ESJIsFovuH9PR4XZ3jOhQ7wNRSeqZGGly//V/DDSLCNKNg9o53O6+0Z6x0byZr0F8m7B6H4hK0pB+rdSmZS17jdQioKGfbr8+3k0VAQAA1A/kAt6HUPQPHnvsMYWHhystLU2dOnVSly5d1L59e/Xp00cdO3ZUv379JJ0aiubk5Ojvf/+7nnzySVVWViovL+9keFpaWqq8vDxVm7A8HK7l7++v8PBw+fszudpT+flZ1aOjeYFIr07mBnL2Gj+svbqcH273/a2ah+ihWxLdWJHrdI1vqgb+5vy11zo6RFFN6/fS8hP+dnd3NW7UwO77r+jdUlf3rd8zYE/oZWIwbnYoby8/P6tm/vlCh9o8NrGrIsONf2cfAADASOQC3odQ9A9iY2O1evVqDR06VIGBgUpNTVVUVJRmz56tRYsWaffu3ZJODUXT09NVWFioe+65R+Hh4Sd/SdLMmTMVHh6u/fvr/5JCnF16eromT56s9PR0s0tBHYx2YgacK1zUOUptWoaa0rejQoIbaOmrVyuh3blPXGrZLFjLXht01hO765OAhn66bkDNpya6m1ljzxkdz2uiL1+6yq5g9JLuzfTZC1fIanXNBuvudkn35mrZzJzxOvpqzxkDYwafp//+9WK77r1/TEc9dV8PN1cEAABgPnIB70O8fZpOnTppyZIlZ/z5sWPHlJmZKX9/fyUm/v9ZUe3bt9cPP/xwxv0DBgzQhAkTdNttt3nkgTv9I5up/NrRZ70nd+gNBlVjvqKiIq1evVp33XWX2aWgDiYMP1+P/3eziksrDe33T2MdX5JuplbRIVr70bX6x1vb9O4Xe5VbUH7K9ZAgf40b1l5T7+qm1tGOLbM125/GJurT7w4Y3u99TmxLYKbLerXQ+o+H69m3tmnBtyln7DHaslmw7h7ZQVNu76ogE7elcJS/v1X3jErQU69tNbTf2BYhGnZZa0P7rKuHbumkDm3DNPPd7fphU+YZ17t1aKqHx3XWrcPby+KiU0cBAADqM1/LBXwhF/Kcn2RMtmPHDklSQkKCAgICTv55o0aNdPnll9fYpm3btrVeA2C8sNCGuvXa9npjwW7D+owMD/SoGWInhDcO0POP9tb0B3pq0Q+puueZn1RwvEJNQhvqwNdjFBZa//dGrEn/XtHqFNdEv/6WZ1ifQ/q1Ulzrxob15yodz2uiOf+6XP/5S2998UOqHv33RhUer1DTsIY6sGyMGjTwzMUmd43soH+8vU3lFcZtbXPvjR3l5+d5n6+r+7bS1X1bKem3XH237pD+/upWFR6vUGR4gH6efz1hKAAAADya5/0L3SQnQtHTD1kC4Fme+dMFijJw77v/TrlYgQGe+/5TUKC/xg6JU2jI70upQ4L8PTYQlX4/TOq1qZcY1l9ggJ9enGLfMuT6qllEkO4elaDG/zcGggL8PTYQlaQWUcF66l7jlnt3aBumP4/rZFh/7pAYF65J4zqfHAMBDfwIRAEAAODxPPenGoM5GorabDZOowfqoaimQYaFYtcPbKObhp5nSF+w32W9Wuihm405HOofD/ZUfNtz788KY025vashh59ZrRa9P/0yj9piAAAAAPAVhKJ2OhGKdu3a1eRKYIaoqChNmjRJUVFRZpcCFxg1qJ3uvCHeoTZZOcVKzz6urJxiu+5v27KR3vh7X2ZT1VMzHuqlHgkRdt/v6OsvSYP7ttKkWzx7hqC38ve36qMZ/RXe2P5Zz86Mgafv66GLuzVzpkQAAADUM+QC3oepC3Zau3at2SXARBEREbrlllvMLgMu9Prf+qqwuELzvk6x6/4Lb1ps97NbNQ/Rd28NUfOIIGfLg5uFBDfQN29crQF3LLVrf1FHXn/p971LP3vhCo/cR9JXJLRroq9fH6xB936t/MLyc97v6Bh45NbO+tvd3Z2sDgAAAPUNuYD34ac1wA4FBQVavny5CgoKzC4FLuLvb9Wcf17u8pPhO7cP15oPrlH7WM87WMfXRDUN0sr3rtGlFzR36XNHXtlWy167WsFBvO9Y313UJUo/vjNUraNDXPZMq9WiZx/oqecnX8RMcQAAAC9CLuB9CEUBO2RkZOiJJ55QRkaG2aXAhfz8rHrliUu09NVBimkWXMdnWfTEnd20+ZPr1KZlqIsqhLtFNAnUD+8M1Qt/6a3AAL86PSu8cUN9NKO/Fvx7IHtIepDuCRHaufAG3TWyQ52fldAuTGs/HKapd3cnEAUAAPAy5ALeh1AUgM8bcmlr7Vx4g564s5uaNXXsZHp/f4tuHNROG+YM1z8e6qWAhnUL1mA8Pz+rHh7fWb8sGKHbrz/f4XC0caMGeujmRP36+UiNG9aeMMwDNW7UUG891U8r3h6iwX1bOdy+TctGmvnnC/Xz/OvVuyt7iAIAAACegKksACCpSeMA/eOhXnrqvh5auPyAFv1wUFt25Sg59cylEU3DAtQzMUL9e7bQ7defr5bNXLf0FuaJbxumd5+5TM9P7q0PFydrxYYMbU7KUVZOyRn3xrYIUa/EKA3uG6Obh8YpJLiBCRXD1Qb2bqmBvVtq38ECvffFXv20LVtbdx1V4fGKU+6zWi3q2C5MPRMjNfrqdhrctxX7xwIAAAAehlAUAP6gYQM/jR0Sp7FD4iRJeQVlSs0sUmlZlRr4WxXRJECxLRoxG9CLNQ0L0J/Hd9afx3eWJGUcPq7soyUqr6hWQEM/xTQLVlRTDtHyZu1jG+sfD/WSJFVX25RyqFB5heWqrKxWcKC/zmsVShAOAAA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"text/plain": [ "
" ] }, - "execution_count": 12, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "example_circuit = construct_circuit(num_qubits, num_diagonals=4)\n", + "example_circuit = construct_circuit(num_qubits, num_diagonals=3)\n", "example_circuit.draw('mpl',fold=-1)" ] }, @@ -553,11 +553,11 @@ "source": [ "As per our initial discussion, the ideal outcome of the circuit still remains $|00..0\\rangle$ irrespective of the number of diagonals in the circuit. However, note that increasing the number of diagonals make the circuit `more dense`, i.e., the idle time of each qubit decreases. We define the `density` of the circuit as\n", "\n", - "
density = (2*num_diagonals)/(num_qubits)

\n", + "
density = num_diagonals/(num_qubits-1)

\n", "\n", - "The total number of diagonals can vary from 0 to `num_qubits/2`. Therefore, the `density` of the circuit varies from `2/num_qubits` to `1`. The goal of this challenge is to understand the utility of DD with variation in the `density` of the circuit.
\n", + "The total number of diagonals can vary from `0` to `num_qubits - 1`. Therefore, the `density` of the circuit varies from `0` to `1`. The goal of this challenge is to understand the utility of DD with variation in the `density` of the circuit.
\n", "\n", - "**Question**: For each num_qubit $\\in \\{8, 16, 32, 64\\}$, vary the number of diagonals as \\{num_qubits/2, num_qubits/4, num_qubits/num_qubits\\}. In other words, the `density`, for each number of qubits, is varied between \\{1, 1/2, 2/num_qubits\\}.
\n", + "**Question**: For each num_qubit $\\in \\{8, 16, 32, 64\\}$, vary the number of diagonals as $\\{1, \\frac{num\\_qubits}{2}-1, \\frac{num\\_qubits}{4}-1 \\}$. In other words, the `density`, for each number of qubits, is varied between $\\{\\frac{1}{num\\_qubits-1}, \\frac{num\\_qubits-2}{2num\\_qubits-2}, \\frac{num\\_qubits-4}{4num\\_qubits-4} \\}$.\n", "\n", "For each instance\n", "\n", From 023a75e666353a725e690633f0fc8060f228a10f Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Wed, 12 Jun 2024 21:03:03 +0530 Subject: [PATCH 19/21] docs (challenge): polish code --- docs/challenges/dynamical_decoupling.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/challenges/dynamical_decoupling.ipynb b/docs/challenges/dynamical_decoupling.ipynb index 18d5014..4cb4999 100644 --- a/docs/challenges/dynamical_decoupling.ipynb +++ b/docs/challenges/dynamical_decoupling.ipynb @@ -87,7 +87,7 @@ "from qiskit import QuantumCircuit\n", "\n", "def construct_circuit(\n", - " num_qubits:int, num_diagonals:int, measurement:bool=False, barrier:bool=True\n", + " num_qubits:int, num_diagonals:int, barrier:bool=True\n", ") -> QuantumCircuit:\n", " \"\"\"Construct the circuit given the number of qubits and the number of diagonals.\n", " \n", @@ -520,7 +520,7 @@ "id": "7dd6a3dc-e8f3-4557-b890-f95bee9a0724", "metadata": {}, "source": [ - "In the above circuit, it is possible to add layers of CNOT gates on the left and right of the main diagonal consisting of CNOTs. For example, if the number of diagonals is $2k+1$, the circuit contains $k$ diagonals each to the left and right of the main diagonal. We can visualize this below with `num_diagonals = 3` which will add one diagonal to the left and right of the main diagonal." + "In the above circuit, it is possible to add layers of CNOT gates on the left and right of the main diagonal consisting of CNOTs. For example, if the number of diagonals is $2k+1$, the circuit contains $k$ diagonals each to the upper and lower triangle, along with the main diagonal. We can visualize this below with `num_diagonals = 3` which will add one diagonal to the left and right of the main diagonal." ] }, { From 57773e1a0c4c891cb41fb6751ac7e13dfef38dfa Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Wed, 12 Jun 2024 22:47:00 +0530 Subject: [PATCH 20/21] docs (challenge): minor changes to the writing --- docs/challenges/dynamical_decoupling.ipynb | 20 ++++++++------------ 1 file changed, 8 insertions(+), 12 deletions(-) diff --git a/docs/challenges/dynamical_decoupling.ipynb b/docs/challenges/dynamical_decoupling.ipynb index 4cb4999..f84ae63 100644 --- a/docs/challenges/dynamical_decoupling.ipynb +++ b/docs/challenges/dynamical_decoupling.ipynb @@ -32,11 +32,7 @@ "
    \n", "
  • In which scenario applying DD leads to effective error suppression
  • \n", "
  • Which DD sequence is most effective
  • \n", - "
\n", - "\n", - "For this study we shall select a TwoLocal circuit which is often used in problems related to quantum chemistry and quantum machine learning. Moreover, we shall use a compute-uncompute version of the circuit. In this, the circuit unitary $U$ is followed by $U^{\\dagger}$ so that the ideal noiseless outcome is $|0\\rangle^{\\otimes n}$ for an $n$-qubit circuit.\n", - "\n", - "The advantage of such a circuit is that the ideal expectation values for $Z$ type observables are known without explicit simulation which is not possible for utility-scale circuits. The disadvantage is that having an uncompute unitary doubles the depth of the base circuit." + "" ] }, { @@ -64,7 +60,7 @@ "\n", "We start by declaring an example circuit. Feel free to change it to something else.
\n", "\n", - "In this study, we shall consider a circuit in which one or more chains of CNOTs are sandwitched between two layers of Hadamard gates acting on all the qubits. The number of chains will allow us the vary the `density` of the circuit. We shall discuss about `density` more later.
\n", + "In this study, we shall consider a circuit in which one or more ladders of CNOTs are sandwitched between two layers of Hadamard gates acting on all the qubits. By construction, it is a square circuit with the 2-qubit depth scaling linearly with the number of qubits. Therefore, it intentionally leads to a lot of idling time in the qubits. The number of ladders will allow us to vary the `density` of the circuit, which changes the idling time of each qubit. We shall discuss more about `density` later.\n", "\n", "Let us first try to argue about the outcome of such a circuit. We start with an $n$-qubit system in state $|00..0\\rangle$. Applying Hadamard on all the qubits creates an equal superposition of the form\n", "\n", @@ -181,7 +177,7 @@ "id": "d3a940fa-6b30-4ef4-935e-fbf2df0a5ec0", "metadata": {}, "source": [ - "Let us select the average of all weight-1 Pauli-Z observables for this example. Note that by nature of the compute-uncompute circuit the ideal value is exactly 1." + "Let us select the average of all weight-1 Pauli-Z observables for this example." ] }, { @@ -520,7 +516,7 @@ "id": "7dd6a3dc-e8f3-4557-b890-f95bee9a0724", "metadata": {}, "source": [ - "In the above circuit, it is possible to add layers of CNOT gates on the left and right of the main diagonal consisting of CNOTs. For example, if the number of diagonals is $2k+1$, the circuit contains $k$ diagonals each to the upper and lower triangle, along with the main diagonal. We can visualize this below with `num_diagonals = 3` which will add one diagonal to the left and right of the main diagonal." + "In the above circuit, it is possible to add ladders of CNOT gates to the left and right of the main diagonal consisting of CNOTs. For example, if the number of diagonals is $2k+1$, the circuit contains $k$ ladders of CNOTs each to the upper and lower triangle, along with the main diagonal. We can visualize this below with `num_diagonals = 3` which will add one diagonal to the left and right of the main diagonal." ] }, { @@ -555,14 +551,14 @@ "\n", "
density = num_diagonals/(num_qubits-1)

\n", "\n", - "The total number of diagonals can vary from `0` to `num_qubits - 1`. Therefore, the `density` of the circuit varies from `0` to `1`. The goal of this challenge is to understand the utility of DD with variation in the `density` of the circuit.
\n", + "The total number of diagonals can vary from `1` to `num_qubits - 1`. Therefore, the `density` of the circuit varies from `0` to `1`. The goal of this challenge is to understand the utility of DD with variation in the `density` of the circuit.
\n", "\n", - "**Question**: For each num_qubit $\\in \\{8, 16, 32, 64\\}$, vary the number of diagonals as $\\{1, \\frac{num\\_qubits}{2}-1, \\frac{num\\_qubits}{4}-1 \\}$. In other words, the `density`, for each number of qubits, is varied between $\\{\\frac{1}{num\\_qubits-1}, \\frac{num\\_qubits-2}{2num\\_qubits-2}, \\frac{num\\_qubits-4}{4num\\_qubits-4} \\}$.\n", + "**Question**: For each num_qubit $\\in \\{8, 16, 32, 64\\}$, vary the number of diagonals as $\\{1, \\frac{num\\_qubits}{2}-1, num\\_qubits-1 \\}$. In other words, the `density`, for each number of qubits, is varied between $\\{\\frac{1}{num\\_qubits-1}, \\frac{num\\_qubits-2}{2num\\_qubits-2}, 1 \\}$.\n", "\n", "For each instance\n", "\n", "
    \n", - "
  1. determine the best DD pulse
  2. \n", + "
  3. determine the best DD sequence
  4. \n", "
  5. determine whether applying DD improves the outcome over no DD
  6. \n", "
  7. plot the variation in the performance improvement obtained by DD over no DD with respect to density
  8. \n", "
" @@ -581,7 +577,7 @@ "id": "1bd78683-4503-49c5-ba5e-0d2bf5002ca8", "metadata": {}, "source": [ - "Vary the number of qubits and the density of the circuit. For each case, apply DD pulse and use measurement error mitigation by setting `resilience_level` to 1. For each instance \n", + "Vary the number of qubits and the density of the circuit. For each case, apply DD pulse and use measurement error mitigation by setting `resilience_level` to 1 (measurement error mitigation) and 2 (zero noise extrapolation). For each instance \n", "\n", "
    \n", "
  1. determine whether the best DD pulse changes from the previous scenario with no mitigation
  2. \n", From eb3862229be210bcd89ef2da45bb236a236ce05e Mon Sep 17 00:00:00 2001 From: Ritajit Majumdar <122992142+ritajitmajumdar1@users.noreply.github.com> Date: Wed, 12 Jun 2024 23:00:06 +0530 Subject: [PATCH 21/21] docs (challenge): add link to reference for resilience level --- docs/challenges/dynamical_decoupling.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/challenges/dynamical_decoupling.ipynb b/docs/challenges/dynamical_decoupling.ipynb index f84ae63..e38906c 100644 --- a/docs/challenges/dynamical_decoupling.ipynb +++ b/docs/challenges/dynamical_decoupling.ipynb @@ -577,7 +577,7 @@ "id": "1bd78683-4503-49c5-ba5e-0d2bf5002ca8", "metadata": {}, "source": [ - "Vary the number of qubits and the density of the circuit. For each case, apply DD pulse and use measurement error mitigation by setting `resilience_level` to 1 (measurement error mitigation) and 2 (zero noise extrapolation). For each instance \n", + "Vary the number of qubits and the density of the circuit. For each case, apply DD pulse and use measurement error mitigation by setting `resilience_level` to 1 and 2 [1]. For each instance \n", "\n", "
      \n", "
    1. determine whether the best DD pulse changes from the previous scenario with no mitigation
    2. \n",