diff --git a/docs/guides/_toc.json b/docs/guides/_toc.json index 5247565ea67..5c46bb53e4a 100644 --- a/docs/guides/_toc.json +++ b/docs/guides/_toc.json @@ -300,6 +300,10 @@ "title": "Qiskit Runtime local testing mode", "url": "/guides/local-testing-mode" }, + { + "title": "Debug Qiskit Runtime jobs", + "url": "/guides/debug-qiskit-runtime-jobs" + }, { "title": "Build noise models", "url": "/guides/build-noise-models" diff --git a/docs/guides/debug-qiskit-runtime-jobs.ipynb b/docs/guides/debug-qiskit-runtime-jobs.ipynb new file mode 100644 index 00000000000..4eed04df69a --- /dev/null +++ b/docs/guides/debug-qiskit-runtime-jobs.ipynb @@ -0,0 +1,3688 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "34058107-a947-4a72-9efe-36ec87e2835e", + "metadata": {}, + "source": [ + "# Debug Qiskit Runtime jobs\n", + "\n", + "Use the Qiskit Runtime [`Neat` class](/api/qiskit-ibm-runtime/qiskit_ibm_runtime.debug_tools.Neat#neat) class to help understand the expected performance of Estimator jobs in these ways: \n", + "\n", + "- Verify that jobs are set up correctly before running them on quantum hardware by using the [`to_clifford` method](/api/qiskit-ibm-runtime/qiskit_ibm_runtime.debug_tools.Neat#to_clifford) to obtain Cliffordized primitive unified blocs (PUBs) for easy simulation.\n", + "- Examine the experimental results from the Cliffordized circuits to ensure that they align with expected experimental results before running the job on quantum hardware. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "179ef0f3-339f-4d13-85ea-82aaed61c155", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "from qiskit.circuit import QuantumCircuit\n", + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "from qiskit.quantum_info import SparsePauliOp\n", + "\n", + "from pea_summit.trotter_circuits import trotter_circuit\n", + "\n", + "from qiskit_ibm_runtime import QiskitRuntimeService\n", + "from qiskit_ibm_runtime.debug_tools import Neat\n", + "from qiskit_ibm_runtime.noise_learner import NoiseLearner\n", + "\n", + "from qiskit_aer.noise import NoiseModel, depolarizing_error\n", + "\n", + "from plotters import scattered_plot" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6abe4dc3-fa93-48a3-b1e9-52a09e89e115", + "metadata": {}, + "outputs": [], + "source": [ + "# choose a backend\n", + "service = QiskitRuntimeService()\n", + "backend = service.backend(\"ibm_pinguino1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1403810a-8f9a-4c33-923c-1cee33f8630e", + "metadata": {}, + "outputs": [], + "source": [ + "noise_model = None # option to specify a custom `NoiseModel`\n", + "\n", + "# initialize a neat object\n", + "analyzer = Neat(backend, noise_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7ef7f205-f4c1-41f9-b4f7-b6f018889c7d", + "metadata": {}, + "outputs": [], + "source": [ + "# generate a preset pass manager\n", + "pm = generate_preset_pass_manager(backend=backend, optimization_level=0)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "7b014658-0b7d-4123-bd19-6294b3afa5ef", + "metadata": {}, + "source": [ + "# Initialize a target circuit\n", + "\n", + "- Same circuit as in the utility paper (Trotterized time evolution of a 2D transverse-field Ising model)\n", + "- \\# qubits: 6\n", + "- \\# entangling layers: 12" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e4d86f68-f9d2-4988-9ba8-1054da1da1ef", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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Pv379JEm9e/cue23Dhg0aNWqUYmJiVK9ePbVu3brcLSzrIjk5WYmJiVX+SUpK0hNPPKGRI0cqKSlJ8fHxSkpKqvNnx8TEaMiQIbrqqqvUsmVL2Ww27dq1S3/729+UnZ1d5+VbrcVtv5MCAspV/XN2/VfJ7/xWHWb+Q/Wat7MuuDpofnWcbIHlV7dW8Vcq5b87Kpz/zO5j2rVopVqN6KMuk0bJFhCgYa88JEnaMG3xZb8Q8Bf+Ov41YXofmN5+yX/7gO2gcxj/C0wdf8l/c8BZ/tx+1gPn+HMOOCshIUEjR45UQkKC1aHUjcMhR6l/5qm7+U0O1JLp2wHT2y/5bx9wLOAcfx3/mjC9D2i//7bf5O1gkNUBVGfp0qWy2+2aOHFipbddDAsLk1S+EJeVlaWePXvq5z//uZo1a6bk5GQ9++yzGjRokPbs2aPWrVvXOqZhw4bV+D2JiYmaNGmSvvzyy1p/riTddNNNuummm8r+v3v3bj344INaunSpkpKStHHjxlovu3PnzgoIcK42awsJU/OFNT8piOo5Qv0+dFQ6PaxNnPqt/P5Xf4UnE3V0/u1qfd98RfUcUePPu1SXLp3lKCqo0zIuFewI0BwNrHa+djcO1pAFv9Rn9z6n9E17v39//XAV5+RX+r6dLy1X7HX91X/2PWrco52i+3bW5ieW6NyR1FrF26VzFxXbXLdxqk0OWDn+kmtzgHWAHDA9B5zdBkpsBy/lT+uAr+0HJXKA/QDbQdPXAcn160FVQkJC9OSTT6pDhw5asWKF01c3ZWRkSJLWrl2rbdu2VTt/YGCgJkyYoHXr1mn27NkqKiqqU9zOqEn+eyNXrwuV8UQOWDH+F5l+PCz53nbQG9ov+U8fcCzge+uAxPcC3rAdoP3+sw6YsB20X1LsW7lypSZNmlSrz/X6Qtz69eslSfHx8ZXOk5ycLKl8Ie7GG2/UjTfeWG6+AQMGqGvXrlqxYoWmTZtW65h69uypkJAQp+Y9ffp02W0p4+Liav2ZVcWyZs0adejQQV999ZU+/fRTjRo1qlbLSktLc3regHrhal6rT3GevTBfR579kRoMvFHNxk2t8/JSU1NlL6x8pa6pEFugnOmExFWbVL99C7W5fkDZRiaiVVPlJZ+q8n2OklJtmLZY49c+p273jdbJb/dr3xtrah1valqqihyuu7WJu3PA1eMvuTYHWAfIAdNzwNltoMR2sLa8fR3wtf2gRA6wH2A7aPo6ILl+PahKSEiI8vLyVFxcrPz8fJWUlDj1voKCgrK/8/Lyqp0/KChIxcXFysvLU0pKikcKMTXJf2/k6nWhMp7IASvG/yLTj4cl39sO+lr7Je/uA44FfG8dkPhewNe2A7Tfu9cB07aDCxcu9N9C3PHjxyVJbdu2rXB6SUmJvvrqK0nlC3EVadKkiaQLB6p1sWrVKrVr167a+ZKTkzV8+HBJ0h133KHXXnutTp9bmaioKA0fPlwrVqzQzp07a12Ii4mJqdEVce6WtWmFCo7t1PmUQ8rauOyy6T0W71NItPMPr27ZsqXLr4iTk8Xz42s36/+W/FZb5iyRJLW5tr9OrNta7fuKz+XLXlSiwJBgJX+2XXJU/muJ6rSMaenyXz25k6vHX3JtDrAOkAOm50BNtoES28Ha8PZ1wNf2gxI5wH6A7aDp64Dk+vWgKiEhIYqIiFBwcLDCw8OdvhrqYuElLCxMERER1c4fGBio4OBgRUREqFWrVh67Iq4m+e9tXL0uVMYTOWDF+F9k+vGw5HvbQV9rv+TdfcCxgO+tAxLfC/jadoD2e/c6YMJ20G63l13ANH369Fp/rtcX4i4egF78RdgPLVu2TJmZmYqKilL79u0vm15aWiq73a7jx4/rscceU4sWLXT77be7NWZJSklJUXx8vI4ePapbb71V7733ngIDA932eRd/WVeXhzknJCQ4daInSQUl0rCPa/1RTmkSP1lN4ie7bHmHDiUozIUZX5x/Xu93dK4Cnn0oWXJIDbu01tlDyYpq30I5S05W+74hCx9UQHCQzh46oV7TJyhx1SblHK/+fRU5lHBIweGhtXpvRdydA64ef8m1OcA6QA6YngM12QZKbAdrw9vXAV/bD0rkAPsBtoOmrwOS69cDZ2RkZOiuu+6Sw8kvDA4cOKClS5dqzJgx6tatW7Xz22w2xcbGavDgwbX+hW5N1TT/vY2r14XquDMHrBj/i0w/HpZ8bzvoa+2XvLsPOBbwvXVA4nsBX9sO0H7vXgdM2A7m5eWVPTLt5ptvrtVnSpJzlz9ZqEWLFpKk7du3XzYtLS1NjzzyiCSpV69estlsl80zfPhwhYSEqHPnztqxY4fWr1+v6Oho9wYtae7cuTp8+LBuvvlmLV26tM5X4VXlzJkz+uKLLyRJffr0cdvnoG5O/Ger2lw/QEHhoSrOrf5XB3H3j1XMkCu048V/6POfLVBAYKCGvPSAByIFAPdgO2g2xh9gPYBzOnXqpH//+9/q1KmT1aHAIuQA4L84FgBgOlO3g15fiLt4m8V58+bp0KFDZa9v2bJF8fHxyszMlFR5AerNN9/UN998o6VLl6p+/fq67rrrlJSUVKtYhg8frgkTJjh11djLL7+suXPnatmyZXUuwm3dulWzZ8/W4cOHL5v23XffacyYMTp79qx69uyp//u//6vTZ8F9TqzbqjbX9VfLEb2V+uWuKueNat9CfWfdrVPfJWjP4n/p7KFk7VjwgVoM6qG4+8d6KGIAcC22g2Zj/AHWAzgnKChIjRo1cuuPOeHdyAHAf3EsAMB0pm4Hvb4QN3PmTDVp0kQnTpxQjx491LNnT3Xu3FkDBw5Uhw4dNHLkSEmVPx+ua9euuuqqq3TnnXfqs88+U05Ojp5//vlaxTJ37lwtX77cqSvqwsLCNHv2bAUHB9fqsy6Vm5urP/zhD+rcubOaN2+u/v3766qrrlKrVq3Ut29fbd68WV26dNG//vUvt97+EnVz8tv9qt8hRm3HDNSpLQcrn9Fm09CFUxUQEKCN0xbLYb9wz9o9r36ozB2H1XfW3Ypq68NPRgdgLLaDZmP8AdYDOCc5OVkzZsxQcnKy1aHAIuQA4L84FgBgOlO3g15fiGvdurU2bNigcePGKTQ0VImJiWrcuLFef/11rVmzpuwqucoKcZdq2LChOnXqVOGVZd6sd+/eevnll/WjH/1I9evX16FDh/Tdd9+ptLRUo0aN0quvvqqdO3eqQ4cOVoeKKjhK7Ur5fOeFf9srfyBkj1/coOYDu+m7+cuUnZDy/fvtdm2ctthnL78FALaDZmP8AdYDOCc3N1cbNmxQbm6u1aG41PKBD+iTCXOsDsMn+GsOAOBYAABM3Q56fSFOkuLi4rR69Wrl5OQoJydH3377raZMmaK8vDwlJiYqICBAV1xxRbXLycjI0MGDB9WxY0cPRO06jRo10sMPP6yVK1cqISFB586dU1FRkdLT0/Wf//xHDzzwgEJDPfegadRe0trNSvpkS6XTG3Rupb4z71TG1oPa+6ePLpvuy5ffAoDEdtB0jD/AegAAgOk4FgBgOhO3gz59w/G9e/fK4XCoS5cuCg8PLzdt0qRJ6tSpk/r06aOGDRsqISFBL730koKCgvSrX/3KoohhuuOrv65yenZCit5tf3eV8+xetFK7F610ZVgA4DGmbweT//qosjevkmw2Nb32fjW/6dflpp/ZsExp/3hKstsV0XmAYh94QwHBIWXT849+pwOPXK2+Kwo9HbpLmD7+gMR6AACA6TgWAGA6E7eDPnFFXGV2794tqeLbUl599dX6+OOP9eMf/1hjxozR/PnzNWzYMO3YsUOdOnXydKiogQOPDpWjtFQnP3xRex+6QnsfukKJL/9Y9uIiq0ODh5ieA6a3X6IPTG+/v8reukZ5B79W91d2K27BVmWsXqTzyd/fD70kN0sn3pyuLn9Yrx6L98pedF6n1y8pm24vzFfS61PlKCEPfNnRF+7Snl920b7pfbRveh9lfV39iYOJ2wQT24zyyAEAFTFp22BSWytievtBDpjefok+ML39/sZvC3FTp07V5s2blZWVpYKCAh06dEivv/662rZt6+kwUQOFGccV0qS18o9sU+Znb6vb/G/V/ZXdcthLdOrjV60ODx5geg6Y3n6JPjC9/f6sQf9x6vLkp7IFBqo4O0OO0hIFhEaUTQ+KbKRef0lScINolZ7PU0l2hoIiG/0/e3ceH1V9/X/8PdnINiyBICEQEvaAARRE2YTwdQFxqYKiApbWilVBaKn8FC0QxAVBi4K2dlHrUopirQguFKmKK5vsW4Bsk4UQloTsk2R+fyDRlIRsM3Nn5r6ej0cewNzP3Dnnc89c5s7Jvbd6ecYrs3XRjZzV7+2KD29V72e+VZ9lO9Rn2Q61GXLzBcebcZ9gxpxRk9lrIDIyUjNnzlRkZKTRocAg1EDtzLRvMFOutTF7/qAGzJ6/xByYPX9f5NWXprxQIw6eq6LwtPY9eLGqyksU1K6zHPYyleUcVcSoKQrrPlCtBo6Vf3gbxUxbIf8fvqAMie2v8uPpBkcOZzF7DZg9f4k5MHv+ZmYJCFTmm4/p2PvPKWL4bQpsG33e8tObP1DqC1MVFBGtlgOukSSd/m6NqsqK1WbYBCPChpNUFJxQRcFxpfxhiux5GWo9dLyiJs5TZVG+6fYJ7AdBDdStbdu2mjRpktFhwEBmrYEL7RdiZ/xVBds+9Kl9g9n3g2bPH9SA2fOXmAOz5282Xn1G3MaNG+VwODRu3DijQ0EjBIS3VsSVd+qiG2apz7Id6nT3MoX1ukKxM/6q/O0fq+WlYxXcsYesF4+UJNlP5+r4hyvU+vKbDI4czmL2GjB7/hJzYPb8zS568iL1f+O4yo+nK2/9X85b3nrwDer/Rp5aDhyrtD/dJ/upHGW/s0gx05YbEC2cyX76mKz9r1bcrNfV65lvVLjnc5349FVT7hPMmDNqogbqVlBQoA0bNqigoMDoUGAQs9bAhfYLknxu32D2/aDZ8wc1YPb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+ "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "layer_couplings = [\n", + " [(1, 0), (2, 3), (4, 5)],\n", + " [(1, 2), (4, 3)],\n", + "]\n", + "\n", + "isa_qc = pm.run(\n", + " qc := trotter_circuit(\n", + " theta=0.2, \n", + " num_steps=6, # 6 qubits, 12 entangling layers\n", + " layer_couplings=layer_couplings, \n", + " backend=backend\n", + " )\n", + ")\n", + "\n", + "isa_qc.draw(\"mpl\", idle_wires=0)" + ] + }, + { + "cell_type": "markdown", + "id": "a81bbde4-6bc9-4d45-9023-c77673f61f0b", + "metadata": {}, + "source": [ + "We choose single `Z` as observables for our PUB." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c657133b-702c-4396-a9ea-ddc15befdc7a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Observables: ['ZIIIII', 'IZIIII', 'IIZIII', 'IIIZII', 'IIIIZI', 'IIIIIZ']\n" + ] + } + ], + "source": [ + "num_qubits = qc.num_qubits\n", + "\n", + "obs = [\"I\" * q + \"Z\" + \"I\" * (num_qubits - q - 1) for q in range(num_qubits)]\n", + "print(f\"Observables: {obs}\")\n", + " \n", + "isa_obs = [SparsePauliOp(o).apply_layout(isa_qc.layout) for o in obs]\n", + "pubs = [(isa_qc, isa_obs)]" + ] + }, + { + "cell_type": "markdown", + "id": "850a6db8-add5-4f43-b4d6-78ff21fd0337", + "metadata": {}, + "source": [ + "## Cliffordizing the target circuit\n", + "\n", + "To cliffordize the `pubs` we use the debugger's `to_clifford` method, which is a wrapper around a new `ConvertISAToClifford` transpiler pass." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3b56eec3-cc8c-4d2c-98c0-0285efc24880", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iqoCAAOXl5amkpET5+fkqLS2t1/3O1UNBQUGdC49+fn4qKSlRXl6eTpw44bGGPsDhK3WofltpXqEkyTcooMq2c7eV5Fj3S9aU1BQVuzxz+Qs714AkyREgtal7t/oa3LuNltx9uT7efEIB/j766bTeWvvhUX3ydeMb2IulpqRILvccI5/AkJpOg1qFDxynYe/WvNgb3Lmvhr19vkaLTh7T0WU/1GW3L1P4wHGN+InnpaSkyFlU8ySioWobCy50bP1mtejWUZ2vG1ExqQmNaqe85FO13s9VWqa4+as0dePT6nP7JJ38Zr/2vfT+JcXszjGAGgAAoHZ27ofr2wc1R8yJ3Mf0ftD0/KXGHQMr85fcewxMnxNK3lcDnAOMg9TApR2DFStWsNB1sY4dOyozM1M7duzQqFGjKm1LTU3VAw88IEkaNGiQHOc+JVONEydO6De/+Y0mTZqkIUOGNDqemJgYPtHlRgEBAQoNDZW/v79CQkLq/c61c89BcHCwQkNDa93X19dX/v7+Cg0NVVRUlEffvaga3vySd6K8SQnu0LrKtpAObVR0Nrfayxp6SqfITh5996Jda0Aq/0RXqpsey9/PR688eY1KSp2654kv5e/no53/vFF/XjJWA6b9S3kF9ZsQ1yWyUye3fqKrqTmL8nXkqRvVcuQNaj9l7iU/XqdOndz+ia6axoKLJW7cov9b/aC2LlktSeo8cbiSPt5W5/1KsvPlLC6Vb4C/kj/dccmfCHXnGEANAABQOzv3ww3pg5ob5kTuY3o/aHr+UtMfA3fnL7n3GJg+J5S8rwY4BxgHqYGGHwOn06nU1PLfgi5YsKDRP9e2C10TJkzQ/v37tXTpUk2cOFExMTGSpK1bt2rOnDnKyMiQpFoXr3Jzc/X9739fAQEB+tvf/nZJ8ezYsaPOBhINl56erpkzZ8pVzxfiAwcOaM2aNYqNjVWfPn1q3dfhcCg6OlqjR49u9EpyY5TkF+r1HtX/vOLsfOUknlTbgd2rbGs7sJtO7zrS1OHV6lD8IfmHBHn0Z9qxBiQpL79EYVe+4pbHevy+oRoU00YLnvlaR5NzJElPvLRLT8wbpqU/H6G5v3PPF3jHHzqk0BB/tzxWQal01QdueagaZW5ep4KEXSo8cUiZm9ZW2d5/1T4FRETX+/EOHYpXsBtfVWsbCy6WdShZckmtYi7T2UPJCu/WUTmrT9Z5vzEr7pOPv5/OHkrSoAXTdWz9ZuUk1n2/mrhzDKAGAACoHzv2ww3pg5ob5kTuY3o/aHr+UtMfA3fnL7n3GJg+J5S8rwY4BxgHqYGGH4O8vDyFhYVJkm666aYG/awL2fbXMYsWLdIbb7yhpKQk9e/fX3369FFhYaEOHz6s2NhYde3aVR999FGl7+e6UEFBga6//nolJCQoLi5OkZGRHs4ATaFnz5766KOPFB4ebnUojZb4/tfqd+cUtezZSVmHyy87F3nVQLXsGaU9L75rcXTNnx1qoCFGDW6vB24fqE070vT86+ev1b305V2a8b2uuueHffXmRwn67/Y0C6O0Rtvxc9R2/Byrw3CbpH9vU+frRig3OUMluXW/c6bvHZMVOWaAtj/1hpI+3KLrP16mMc/dqw+nLfFAtM2D3WoAAID6MK0fRlXUwHmm94Pkb6/8mRM2nN1qoKFMz1/iGNgpfx+rA2gql112meLi4jRlyhQFBQXp2LFjatOmjf70pz/p/fffr/jOrOoWukpKSvSDH/xA27Zt08aNG9WvXz9Ph48m4ufnp9atW8vPz3vXeHe/+K6Kzubqe28uUb+fTdXA+6dp/J9/qYxdR3Rk3X+tDq/Zs0MN1FdwkK/+/sTVKi5x6idL4ipdgaC01KU7lmyS0+nSXx+7SsFBvtYFCrdI+nibOn9vuDqNG6yU/35X677h3Tpq6MO36tS38dqz6h2dPZSsnc++qY6j+qvvHZM9FDEAALCCSf0wqkcNAPbEnBCAyWy70CVJffv21YYNG5STk6OcnBx98803uuuuu5SXl6djx47Jx8dHAwYMqHQfp9OpWbNm6dNPP9W7776rkSNHWhQ9mkJycrIWLlyo5ORkq0NptKLT2dp402Jl7kvU5Q/crH53TtHxD7fo37OelLPYPd+1ZGd2qIH6WvaLkerVpaV+88J2xSdmV9m+fV+Gnnttj3pGt9CT84ZbECHc6eQ3+9Wie6S6xI7Uqa0Ha97R4dDYFXPl4+OjTfNXyeUsv376nhfeVcbOwxr68K0K7+Kl3/4OAADqZFI/jOpRA4A9MScEYDJbL3TVZO/evXK5XOrVq5dCQkIqbbvvvvv0z3/+Uz//+c8VEhKir7/+uuLPqVOnLIoY7pKbm6u4uDjl5uZaHcolyT6Sok9m/06v95yjtQPv0KYFL6jodNWFDFRllxqoj7m/+0qOQX/Vs3/fU+M+i36/VY5Bf9Uvln3jwcjQFFxlTp34Ylf5v501f/lv/7uvV4eRffTtsrXKij9x/v5OpzbNXyUfX1+Nee7eJo8XAABYw6798Fsj79WH08253NalsGsNAKZjTgjAZEYudO3evVtS9Zct3LhxoyTp6aef1qhRoyr9ef/99z0aJwAADXF84xYd/3Brjdtb9orS0EW3KH3bQe3943tVtnO5CgAAAADwXswJAZjKyAsy17bQdezYMQ9HAwCAeyRu+KrW7VnxJ/Rqt1tr3Wf3yre1e+Xb7gwLAAAAAOABzAkBmIpPdAEAjHPgV2PlKivTyXd/r73zBmjvvAE69v9+LGdJsdWhwQN4/gEAAFAdk/pEk3Ktjun5gxowPX+JY2C3/I1c6Prss8/kcrk0ZcoUq0OBh0VERGj+/PmKiIiwOhRYhBpAUXqiAtpepvwj25Xx6cvqs+wb9Xt+t1zOUp364AWrw0MT4/kHAJiOfhjUQPVM6hNNyrU6pucPasD0/CWOgR3zN/LShTBX27ZtNWvWLKvDgIWoATOU5p7VvvsHyFlcoIB2neUqKVJR2lG1GTdHoT2HqeWwWPmGtVb0XavkGxQqSQruOljFp45bHDncgecfAICa0Q/D1BqorUfsOu8vyt7+ga36RNN7YtPzBzVgev4Sx8C0/I38RBfMlZ2drU8++UTZ2dlWhwKLUANm8AtrpTZX36oO1y9QvxU7ddkdKxTa+0p1nfcXZe34UC2GxiqoUy+FD7hGklRyNl2nPlilVld83+LI4Q48/wAA1Ix+GKbWQG09oiTb9Ymm98Sm5w9qwPT8JY6Bafmz0AWjpKSk6OGHH1ZKSorVocAi1IA58hN2Krj75eX/PrJdId0vl7OkSGX5WfJv1b5iv6KTx3To1+PVbuKdCh84zqJo4W48/wAAVI9+GHatgQOLRmnn7HbV/ik+lSSp+h5Rkm37RNN7YtPzBzVgev4Sx8Ck/Ll0IQDAlgoSdlZMXPOPbFerkTcoZ/cXCu9/TcU++Ud36vBvp6jj9F+p/dR5FkWKpsDzDwAAYJY+z3xV5z7V9YiSbNsnmt4Tm54/qAHT85c4Biblzye6AAC2U3z6hCSHAtpGSZIKjn2n4C4D/3fd/cmSpJKsU4p/bJI637XSq1/IURXPPwAAAC5WU48oyZZ9ouk9sen5gxowPX+JY2Ba/ix0AQBsJ//otxXvWJEk39BWSv/gReUd3qaQXiMkSenrV6gsP1upax/XvgVDtG/BEJ149RGrQoYb8fwDAADgYjX1iJJs2Sea3hObnj+oAdPzlzgGpuXPpQthlMDAQPXu3VuBgYFWhwKLUANmaDViqlqNmFrx/77Pbq2yT9ScJxU150lPhgUP4fkHAKBm9MMwtQZq6xH7LP2y4t926RNN74lNzx/UgOn5SxwD0/JnoQtG6datm1599VWrw4CFqAEAAACYjH4Y1AAAALAbLl0IAAAAAAAAAAAAr8RCF4xy8OBBjRkzRgcPHrQ6FFiEGgAAAIDJ6IdBDQAAALthoQtGcblcKikpkcvlsjoUWIQaAAAAgMnoh0ENAAAAu+E7ugCgGQoJ9lPu17dZHUaDhAS77yUlyFeKm+y2h/OIIF/3Pp5fcKBmHXnNvQ/axPyC3feF5tQAAADm8sY+6Bx39kOmM70fND3/c49n8jHwxrHQ3WOgt9UA5wDjIDVg3e9GWOgCgGbI4XAoNMTf6jAs43BIblw380oOh0P+IUFWh2EZagAAAHOZ3gehnOn9oOn5SxwDxkJqgPzNzl/iGDQEhwmwsbEr7lPPm8fXus/xD7fosx8/46GIAAAAAAAAAABwHxa6YJSuXbtqzZo1ioqKsjoUj9qy+GUVnsmudlteymkPR2MtU2sAAAAAkOiHQQ0AAAD7YaELRgkKClKPHj2sDsPjjm/cotzkU1aH0SyYWgMAAACARD8MagAAANiPj9UBAJ6UmpqqJ554QqmpqVaHAotQAwAAADAZ/TCoAQAAYDcsdMEoWVlZWr9+vbKysqwOpVlqd3kvTXjtYd164O+6Ze/L+r9XH1KrPtEV23+w5UWNXn63Rj97j2YffV0ztv9JgW3CLYy44agBAAAAmIx+GNQAAACwGy5dCBggoFWYAvMLq91WfDZPLqdT7a/oq+vWLlZBeqZ2v/iuygqK1O/OKZq07jFtuG5RxaUPu904RlnxJ7RlyWoFR7RS0ZkcT6YCAAAAAAAAAEAFFrrg9Xx8fORyueq977m/z/27Jg6H45Jjay5u+PeyGretn/BLndl7TCMW36aizBy9d90iFWXmSpKSP92hG/+7Qr1vv07bn3hNkuQbFKBPb1+qgpOZHom9PqgBAAAAmIx+GNQAAAAwGQtd8Grh4eHq27dvvfcvKiqSJHXr1k39+vVrqrCanf/e9/9UcOpstduyE9IU1LaFIob20p4/rK9Y5JKk7KOp2jDpV8o7caritpyEtGa1yEUNAAAAwGT0w6AGAACA6VjoglfLyWnYZfMKCws1atQoFRYW1vu+wcHBjQmtWUnfcqDi0oPVadkrSpKUnVD1y4jP7Emo9P/C09nuDe4SUQMAAAAwGf0wqAEAAGA6Frrg9ZK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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clifford_pubs = analyzer.to_clifford(pubs)\n", + "\n", + "clifford_pubs[0].circuit.draw(\"mpl\", idle_wires=0)" + ] + }, + { + "cell_type": "markdown", + "id": "38d8328d-bbe4-4183-a5f6-f23c5279333a", + "metadata": {}, + "source": [ + "## Application I. Benchmarking different strategies" + ] + }, + { + "cell_type": "markdown", + "id": "6089e3a1-94b3-475d-9fd5-bbaa7886672c", + "metadata": {}, + "source": [ + "### Example 1.\n", + "- Can twirling help boost performance?\n", + "- How does it compare to running my problem with PEA?" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "cb0ae517-dbf6-4ebd-9400-07cda4d0c9e0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/samferracin/Git/.hang311/lib/python3.11/site-packages/qiskit/qpy/interface.py:305: UserWarning: The qiskit version used to generate the provided QPY file, 1.2.4, is newer than the current qiskit version 1.2.2. This may result in an error if the QPY file uses instructions not present in this current qiskit version\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "# Jobs run on Cusco\n", + "\n", + "# Three strategies:\n", + "# 1. No mitigation\n", + "job = service.job(\"cwgm1sz31we00087v6mg\")\n", + "res = job.result()\n", + "\n", + "# 2. Using only Pauli twirling without PEA\n", + "job_twirled = service.job(\"cwgm20r0r6b0008pgtm0\")\n", + "tw_res = job_twirled.result()\n", + "\n", + "# 3. Using PEA\n", + "job_pea = service.job(\"cwgm1sq31we00087v6m0\")\n", + "pea_res = job_pea.result()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "704b6fbc-afcd-4195-b7a1-0800a775b2d6", + "metadata": {}, + "outputs": [], + "source": [ + "# How well do the results above compare with the ideal results?\n", + "\n", + "ideal_res = analyzer.ideal_sim(clifford_pubs, seed_simulator=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ebc6567b-2971-4df7-a993-29776d40cf81", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NeatPubResult(vals=array([1.95103419, 2.03433772, 2.04438431, 1.96519332, 2.02751955,\n", + " 2.00161454]))" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "abs(pea_res[0] - 3*ideal_res[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "46931171-f1bf-4cd9-8045-48b730a8e40d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean rel. diff. when no mitigation is applied:\n", + " 6.06%\n", + "\n", + "Mean rel. diff. when twirling is used:\n", + " 7.52%\n", + "\n", + "Mean rel. diff. when PEA is used:\n", + " 3.19%\n", + "\n" + ] + } + ], + "source": [ + "# Figure of merit: Relative difference\n", + "def rdiff(ideal_res, exp_res):\n", + " r\"\"\"The relative difference between `ideal_res` and ideal_res`.\n", + " \n", + " --> The closer to `0`, the better.\n", + " \"\"\"\n", + " d = abs(ideal_res[0] - exp_res[0]) / ideal_res[0]\n", + " return np.round(d.vals * 100, 2)\n", + "\n", + "vals = rdiff(ideal_res, res)\n", + "print(f\"Mean rel. diff. when no mitigation is applied:\\n {np.round(np.mean(vals), 2)}%\\n\")\n", + "\n", + "vals_twirled = rdiff(ideal_res, tw_res)\n", + "print(f\"Mean rel. diff. when twirling is used:\\n {np.round(np.mean(vals_twirled), 2)}%\\n\")\n", + "\n", + "vals_pea = rdiff(ideal_res, pea_res)\n", + "print(f\"Mean rel. diff. when PEA is used:\\n {np.round(np.mean(vals_pea), 2)}%\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "7f4a6891-3506-4f20-995c-08666ef791d9", + "metadata": {}, + "source": [ + "### Example 2.\n", + "PEA requires to specify a set of noise amplification factors.
\n", + "What choice of noise amplification factors is best for my problem?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fc0a46bf-c224-4ffc-bd60-e28ec38be362", + "metadata": {}, + "outputs": [], + "source": [ + "noise_factors = [\n", + " [1, 1.1],\n", + " [1, 1.1, 1.2],\n", + " [1, 1.5, 2],\n", + " [1, 1.5, 2, 2.5, 3],\n", + " [1, 4],\n", + "]\n", + "\n", + "# Jobs run on `ibm_pinguino1`\n", + "job0 = service.job(\"cwh35kp0r6b0008pk5q0\")\n", + "job1 = service.job(\"cwh35memptp00082ryqg\")\n", + "job2 = service.job(\"cwh35my40e000088t6k0\")\n", + "job3 = service.job(\"cwh35npmptp00082ryrg\")\n", + "job4 = service.job(\"cwh35p640e000088t6m0\")\n", + "\n", + "res0 = job0.result()\n", + "res1 = job1.result()\n", + "res2 = job2.result()\n", + "res3 = job3.result()\n", + "res4 = job4.result()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "01c98204-68c4-4703-ad3d-91c240c45cdc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean rel. diff. for factors [1, 1.1]:\n", + " 8.08%\n", + "\n", + "Mean rel. diff. for factors [1, 1.1, 1.2]:\n", + " 4.42%\n", + "\n", + "Mean rel. diff. for factors [1, 1.5, 2]:\n", + " 1.9%\n", + "\n", + "Mean rel. diff. for factors [1, 1.5, 2, 2.5, 3]:\n", + " 2.08%\n", + "\n", + "Mean rel. diff. for factors [1, 4]:\n", + " 1.39%\n", + "\n" + ] + } + ], + "source": [ + "results = [res0, res1, res2, res3, res4]\n", + "\n", + "for factors, res in zip(noise_factors, results):\n", + " d = rdiff(ideal_res, res)\n", + " print(f\"Mean rel. diff. for factors {factors}:\\n {np.round(np.mean(d), 2)}%\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "dc1b8f14-ca48-4c7d-b346-671222691121", + "metadata": {}, + "source": [ + "## [WIP] Application II. Using the analyzer to benchmark different noise models" + ] + }, + { + "cell_type": "markdown", + "id": "e8b33c0a-a7dd-4bac-a5dd-026ac350c95c", + "metadata": {}, + "source": [ + "Goal:\n", + "
Using NEAT to identify a noise model that fits my data, in order to:\n", + "\n", + "- Learn is my noise model is accurate.\n", + "- Be able to make predictions.\n", + "- [FUTURE] Did I set the parameters of my noise learner correctly?" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "8db1a733-f481-48e2-bd93-4dc1682f8c8e", + "metadata": {}, + "outputs": [], + "source": [ + "# Results obtained with twirling and no PEA\n", + "job_twirled = service.job(\"cwgm20r0r6b0008pgtm0\")\n", + "tw_res = job_twirled.result()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "8935c0c7-039e-4a6f-b204-d6e975d4431e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NeatResult([NeatPubResult(vals=array([0.82617188, 0.66992188, 0.76367188, 0.7890625 , 0.82421875,\n", + " 0.91992188]))])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Do the results of a noisy sim fit the observed 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Jk1ix6h+17niTBt98uY4+bD93fPf+D2jPXZup60VtkjpfaWlcC777WU0aN1TtmnlbFCGr/ynQz78t1h677lhlibPuIiXRmP59WX91aHeizm1zfFK5KzoYEeIRJSLEI0CGW0MAEWJNVcYFRYQYV4lVgRAhVtVlVFhEiFF1WBcGEVK1yuZ/E9d9o6OKxdaPb3t6RKefnJrf5C/8Y6nuHPGEPpo9X/vv01zntD5WrY5tqe9+/F19h4zTNZe209GHtXAvPnLCC/rp1z80pO+VumvkU+5/++HnhXp/1jwduO9uriBoukPDSk10yINPqukOjbRi1Wp9MOt/Ov+sE3Tq8Ydq0kvv6LFnp2nV6ny1O+0Ynd/2BHflxa8Ll8gZ88mcBcrJztThB++jO3pfpm9+/E1DH3xKE0f0Kbtul9736PIOZ+jg/XbXhiLEkSCODNlrt2aKhMPqc+2F2qZurU2eNysrM2EeTq7X3vpIzzx8q/s1Z3VIv6GPuHkaN2qg3XZp4j6C8/6n8zSkzxXuMc7qiwb16ujic09x/3zxdUN0bed/u7wuvGaQ+l57oZtnUzxenf5h2YqQ739eqD6Dx+rJkf3dVRzndx2o4444QG/891NXkJzX5nh1vfgs5eZkyZEsEyZN1aNPT9Xyv1fp8EP2UVFRSTlG02bMUr+h4zVr6uhK9VWZgxAhlaFUwTGIEI8AGW4NAUSINVUZFxQRYlwlVgVChFhVl1FhESFG1WFdGERI1SpzJMi8+fFyg7OypAeHZirs0YU4KwPaXNxHB+yzqzqefbJ+/OUP9Ro4Sm88fbd22K6B7hs7WU9MeUuvThziCoSuNw/Xi48OcvesuOqm4Zq34Addc0lb91GNhx59wd13YtBNnSs1UWe8s1eF80iJI2Ba7LmLFi1ZpgF3T9BtPS/Rzk2306jHX1SdWjU18MZLdUWvuxWJRHTd5Wdr5ap/NPnV/+qW6y/SvK9/1KXXD9X/Zkwou+7RZ3XTwBsv07FHHFBOhDw/dab7w/+4u3spIyOi3ZvvqF63j9rkeWvk5STMo8+dY11p4bByPov//Es9bhvpyp+2px6tmjVyVVBYpI7dBuvT18coHA7poJMvV6Nt62n6pHvdR3NOueDGssdb9jn2Yj3+QB9X2GyKx/inXi0TIf/7+ie1v3KA5k4f764IccY2b9ZYXTq1cfcN6TVwtO4d0NVdqbJunjdc2V5HHLKPpr79sfsIz4aM1j2aM+O5+7Rt/bqV6mxLByFCtkRoC19HhHgEyHBrCCBCrKnKuKCIEOMqsSoQIsSquowKiwgxqg7rwiBCqlZZ7wElWvZX4tght2aqwTZVO+e6UR/N/kqX3XCXHrv/Zq37wd8REW1OOUoXtD1B0VhMl1w3VPF4XF9//6tu73WJTj3+MHe484P7QS120+UdWrt/Xrd3xrvPP6BQaMuP7jjj92i+oys21n2cFRLNmjTShf8+yf1Pjny5c8ST+vCVh3TxtUPUYJs66tP9QjVssP4H94/nzK+0CNnUozHONTd13k2RPfOiPu71/+/gvcu+vPGjMcXFJTrw5Ms1cURfORuTPjzxJZfd4w/crF9+X6zRj7+k5x+5wx2/sQjZmMeGe4RsSoT858G+7soS59N70MPuypNeXc9zRYwjZ9ZJKWcVzSXXDyknQpwxbS/tp95XX1BuPl7uKESIF3qSECEeATLcGgKIEGuqMi4oIsS4SqwKhAixqi6jwiJCjKrDujCIkKpVVp0rQqa89q763/VI2Q/T6xIed+SBuuz809w/Om9dad3pZh3Zcl+NGdazbBIbi5BvfvjN/cH6ncn3lRMVm5v1xuOd45yVHHm5OQkrFO67/Rr98PMi3TT4YXcVhvO2k84dTncf4/EqQhxJsKnzbiq3Iy6mjB/oCpx1n03tEeKsXnEe3fll4RL3WIdNg3q15ezz4axq6dGl/SZFyIZiyTkgGREy6P6JisZKdesNF7kcr7v8HP379GPc62xOhDg5TznuUPcRpFR8ECEeKSJCPAJkuDUEECHWVGVcUESIcZVYFQgRYlVdRoVFhBhVh3VhECFVq6w69wj574dz1fP2Ue6Ki829wtV5lGT2l9+4+1A8OvwmHXrgnu5ENhYZL7/xgW4aPEZz3hirTe2vsfHsNyVCnD082rQ6suzRk43HOK+QdcTMmzM/1YOPPK9XHr/T3QOjU/fBlXo0ZsF3v+jfnW/R7DfGKnuDPUA2dd6dm26fUJizIqTfdZ3KGDgHuCKkeVN3f451H2dvjk8+X6BP537tZnT2URl43+OqVSNP11zatmyj1Y1XhKRKhDidbt+wfplwqWhFyI1dz3f3EEnFBxHikSIixCNAhltDABFiTVXGBUWEGFeJVYEQIVbVZVRYRIhRdVgXBhFS9cqq660xzltQTmzfw93f4rrL/+0GnPX51yqJRnXi0QfLWTHiPJri/DD/zEtv69mXZ7grIpw9JRyR4Tyi0rPLufrup981ZMST2mH7Brp3wNXueW4YMFKNt6vvfn1Tn02JkDH/eVkTJ7+hkXder71330m//7FUk1+ZIWevi3tGT9LZrf/lPvLhCA1Hmkwee5v7KE3LU7voocHXuXuNTH37EzmrI5w/b7xHyLp9MZxX6TqvpXUe+Rn12IubPK+zF8jGH0f07L93c3dj13UfJ7MjPJzX4DqPwjibr3654Eed1+U27bd3cz01sr+cvViOOONq5RcU6sNXRpa9Jaa6RMiL0953X/F71UVnattt6rqbzzqPBW24R0hhUbEObnVFpVfwVObuRYRUhlIFxyBCPAJkuDUEECHWVGVcUESIcZVYFQgRYlVdRoVFhBhVh3VhECFmVjZn3rfu22GcFR/Ox3k0xXnjSZPG26rdZf1dKfGvw/d3f5h3Vl44Kykeube3+9iGIwCcH+6dj/O2lLv6d3H323A+zmMyzqqKdWJk49k7IsTZJLTzBaeXfcnZX2P42MnuBqfrPi0P2FMT7rtJ3frer7ffn+P+Z2fz0Qvanlg21nmbzUMTXnC/5siPGR98XpbbESvvvD9HjvxwPs5KEmcTVufjbJr65PNvbfa8G2ee8MzrmvbfWa7cWPdxVqjcMOAh9/EXZ78OZ98OZ2+Vw1tfre6XtStb3eI8gvTN97+WvXHGGe+IEOdtNwe1WLNZ6sY8nDk7G9BeceEZ+uqbn3TOFeU3S91wjxBH/sRK47rl+k4qKi7RA+Oe0zsfzFHDBvW0+y47uhuobviGmLdmfqabB4/lrTEmfVsiQkxqgyzVSQARUp100/vciJD07re6Z4cIqW7C6Xt+REj6drs1ZoYI2RqUq34NZ3VISUlU9evVrvRmp86jHB3aneT+4F+7Zl7VL77RSOd8y5avVO1aNdzXwa77OKsYVq7K3+QeJM5qjGg0pjq1a2wxh7MypLikRHVqrTm2ovNueLIVK//Rief2kLNnibNnyoafZX+tyZuZEdni9av7AOdRH+eNNes2rR37xCt696Mvyl6f6/A95/Jbdc4Zx7mb4qbqw4oQjyQRIR4BMtwaAogQa6oyLigixLhKrAqECLGqLqPCIkKMqsO6MIgQ6yqrMPCmHm1JrxluejbOXijDxz6rp0fdWqlNYf1g4qzycV7ru8/uO6mgqFgffvo/d/XLur1AnNciv/fJl3p69C2b3RumKrkRIVWhtsEYRIhHgAy3hgAixJqqjAuKCDGuEqsCIUKsqsuosIgQo+qwLgwixLrKKgz8/qx57mMwG75BJb1muOnZOPuKvPrWR9pxh4bufiEmfpzHlZx+/ly2wl2pc2CL3bTDdg3cqM6ba95891P3cRxnf5VUfhAhHmkiQjwCZLg1BBAh1lRlXFBEiHGVWBUIEWJVXUaFRYQYVYd1YRAh1lVGYAgkRQARkhSuxIMRIR4BMtwaAogQa6oyLigixLhKrAqECLGqLqPCIkKMqsO6MIgQ6yojMASSIoAISQoXIsQjLoZbTAARYnF5PkdHhPhcgOWXR4RYXqCP8REhPsJPg0sjQtKgRKYAgQoIIEI83h6sCPEIkOHWEECEWFOVcUERIcZVYlUgRIhVdRkVFhFiVB3WhUGEWFcZgSGQFAFESFK4Eg9GhHgEyHBrCCBCrKnKuKCIEOMqsSoQIsSquowKiwgxqg7rwiBCrKuMwBBIigAiJClciBCPuBhuMQFEiMXl+RwdEeJzAZZfHhFieYE+xkeE+Ag/DS6NCEmDEpkCBCoggAjxeHuwIsQjQIZbQwARYk1VxgVFhBhXiVWBECFW1WVUWESIUXVYFwYRYkdlH83+So0a1NPOTbevMPCKlf/og0/n6dTjD7NjYqSsdgKIEI+IESEeATLcGgKIEGuqMi4oIsS4SqwKhAixqi6jwiJCjKrDujCIEDsq69htsE457lB1aHdihYG/nP+Dzrvqds1751GFQiE7JkfKaiWACPGIFxHiESDDrSGACLGmKuOCIkKMq8SqQIgQq+oyKiwixKg67AkTLVHGB68r5/u5Kg1nqGivloodcpwUDhs/h8b1c43IGF+2RCVzP1G8sEAZ+xyoSLNdqy0XIqTa0Kb9iREhHitGhHgEyHBrCCBCrKnKuKCIEOMqsSoQIsSquowKiwgxqg5rwmQ9cZ8y3nu1XN7isy5VtNX5xs/BBBESnfeZVg/uIUWjZbxyzrtCOe06pYTfL78v0R33Pa73Z81TsyaN9OeyFbru8rPdFSHxeFyTXnpHjz07TatW56vdacfo/LYnaLttt9G6FSHXXNpWz748Q6tWF+jKjmeo8wWnu7kG3D1Bhx20V9mjM+98MEevv/OJhva90v36zI+/0LCRT+v7nxfqoBa7q7i4REP6XuE+kuNc666RT7vHO58D991VuzffUT27nOv++dO5X7tjf/hlkU465mCd3/ZEtdhzZ/dr53cdqCsubK2ZH3+p+d/+rDt6X6bmzRqnhBUnqZgAIsTjHYII8QiQ4dYQQIRYU5VxQREhxlViVSBEiFV1GRUWEWJUHcaHicakd98Lq9VzZyqzePX6vCFpde2meu+MCTrmqFKj52GCCHEkSPTzj8tzys5R3cemSeGIJ37RWExnXtRH29Strcs7tFZWZob6Dh2ny84/3RUhr07/yBUat/W8RDs33U6jHn9RdWrV1MAbLy0TIaef8H864+Qj9NFnX2nCpNc17alharL9tnJWljj7h1zQ9gQ34/NTZ+rxZ6fp+UfucAXGGZ1u1rltjtdZrY7Ub4uWqtfAUZo89jbttVsz9blzrD774htdc0lbV86MfOwFZWVl6oGB3eWIm1M73KgeXdrr6MP207R3ZmnK1Hc1fdK97iM6+xx7sXu9Du1OUuPt6qvVsYdq+4bbeOLE4MoRQIRUjtNmj0KEeATIcGsIIEKsqcq4oIgQ4yqxKhAixKq6jAqLCDGqDuPDFBdJ9w9eoVsX/3tN1nX7SMSlmCLqv9Nb6nfT+lUOJk7IBBGysuu/Vbp0cQKe2g8+q3DDijc03RJTRzZ06j5Yrzx+Z9nmqBs+GnPhNYNcEXHhv09yT+WssLhzxJP68JWHNP+bnxP2CDntwt6uUGl76tEVipCRj72op55/SzNfGOGet6QkqgNO6uyKEGdFyMGtrtDgmy9Xm1ZHul93jl/w3c+uCBk54QW98taHuufWru7XotGYm+O5cbdrz12buiJk9NAeOvqwFluaPl9PMQFEiEegtoiQ0NJFyvturkKlUeXv3EKl2zfzOHOGB40AIiRojaduvoiQ1LEM4pkQIUFsPTVzRoSkhmNQzrJuRchpz5yscDxWbtolmTU1vf2LrAipxM1QnStCXnrjfQ0cPlGzpo4uS7KhCDn6rG7Ky83RtvXrlkt63+3XaNHiZQki5IYBD6lenVrqf32nCkVIv6HjVRKNlj0ms6EIqVkjV6dccGM5ObOhCLlp8BhNnzlbezTfsVymqy5qoyNb7uuKkP882FcH7rtbJehySCoJIEI80rRBhETmfqDsMbdLpWv/Ug+FVNz+akWPbeNx9gwPEgFESJD7c4hZAAAgAElEQVTaTu1cESGp5Rm0syFCgtZ46uaLCEkdy8CcKX+V8nq0S5huPCdXBcNfMh6DCStCqnOPkHlf/6hzr7zNFSGO8HA+G4qQsy+/1V2V0fHskxO62tRbY1qd30ttTjlKXS9qo0uvH6pj/m9/XXzuKe7YDR+NmfTyDHfvEWcFiPPZUITs0bypDjv9Kt19y1X61+H7u1/fUITcM3qSfvp1kUYMunaT9w8ixL9vK0SIR/Y2iJDsu7or8uP8cjON19lGBUOe8Th7hgeJACIkSG2ndq6IkNTyDNrZECFBazx180WEpI5lkM6Ue9O5Cq1YXm7KsZ33UtGNDxiPwQQR4kCqrrfGOHuEHN76anc/kAvanuju++GsuFi3WeqY/7ysiZPf0Mg7r9feu++k3/9YqsmvzNANV7Yv2yNk6hN3qWGDunr5zQ/c/USeefhW7bvHzq68+GTOfN0/sJt+X/Sn+0jN6n/y3T1C1u3z4Vy35QF7aurbn2jajE/K9gjpO2Sc5sz71n3MJr+gUKMff0kHttjNfTRm9pffuLJmSJ8rdOoJh2nFyn/05ruf6pD99tCuO+/AihAfv6sQIR7h2yBCcm84S6GCfxJmmn/PFCmvlkcCDA8KAURIUJpO/TwRIalnGqQzIkKC1HZq54oISS3PoJwtY8aLypr0kBSPr5lyOKKiK25RbP8jjEdgigipTlBPPj9dg+6f6F5i912aaMWqf9T5gtbuJqfOm1yGj53sbnK67uOIiwn33aQvF/yo87rc5q4kcWSF8+l99fnqdE4r9///8ZdFch6V+eaH39xjDt5vNy1dvrJsFci6VSGRcFjHHnmAHnzkeb38+J3apen2+uPP5brroae04LtftPsuO6o0XqqcrCzd1b+Le+4pr73ripV113X2MRk99AY13aERIqQ6b5YtnBsR4hG+DSKEFSEeS2a4SwARwo1QVQKIkKqSY5xDABHCfVBVAoiQqpJjXPSnH/XJg/9VPCNLR/U4VvFt7XidaRBEiHN3OkLBef1to23rbfJmdVaOLFu+UrVr1VBuTla5Y0qiMS3+c7nq16uT8DXnQEdqNNimjjIi5d9w45xz3X+b/eW36thtkD59fYx7jg2/VloaV5fe9+iAfXdzH7lZ93Fe7bvsr5XKzMxQnVo1+CYzgAAixGMJNogQ9gjxWDLDESHcA54IIEI84Qv8YERI4G+BKgNAhFQZXaAHhr/5QlnjBym8cs3jMaUNd1DR5f0Vb9LceC5BESF+FNHy1C46cN9dlZ2Vqbffn6Nul7ZTl05nulHGPfmqXn3rQ/cNMs7KkqXLV2jK+IEJm7b6kZtrbp4AIsTj3WGDCHGmGPrjV+W9NF6hoiLlt+6o0p339jhzhgeNACtCgtZ46uaLCEkdyyCeCRESxNZTM2dESGo4Bu0sOYO6KPzb11JphvOyU6lUih54pIq73mE8CkRI9VX0/qx5+m3hEmVkZKx57e0eO5VdzFlFMmvOAq36p0Db1q+jww/eR87bZPiYTQAR4rEfG0RIxrOjlDX9uQ3ehx5X9ICjVdzlVo+zZ3iQCCBCgtR2aueKCEktz6CdDREStMZTN19ESOpYBuZMpTHldTlZCofK/bs5npmlghGvGY8BEWJ8RQQ0iAAixGMZNoiQ3K4nKbR2v6ey6cal/NFvepw9w4NEABESpLZTO1dESGp5Bu1siJCgNZ66+SJCUscySGfK63KSFCo/47jiKhj1lvEYECHGV0RAgwggQjyWYYMIyety4nqrvYEJyR/+gpRT0yMBhgeFACIkKE2nfp6IkNQzDdIZESFBaju1c0WEpJZnIM5WuFp515/lPFS+kQmJK380IiQQ9wCTDAwBRIjHqq0QIVedlDBLW8y2x3oYnkICiJAUwgzYqRAhASs8xdNFhKQYaIBOhwgJUNkpnGruVScqtLEIcd5UMsr8ldSsCEnhjcCp0p4AIsRjxaaLkIlPRtTpgzOVG1tdbqbReIZGH/6GLrwgpqxMjxAYHggCiJBA1Fwtk0SEVAvWwJwUERKYqlM+UURIypEG4oS5V5+qUGm03FxLa9RS4d1TjJ8/IsT4ighoEAFEiMcyTBchA4dk6Mw/hunwwtcUD8Vdv+1sF/Jt5oEa02C4+vWOKivbIwSGB4IAIiQQNVfLJBEh1YI1MCdFhASm6pRPFBGScqTBOOHfS5V9V3eF/loq91/O2+2oot4PSjk5xs8fEWJ8RQQ0iAAixGMZpouQn34OabeHzlPmyj/XPu/oaJCQYlk5WnDdi2q2U1jhsEcIDA8EAURIIGqulkkiQqoFa2BOiggJTNUpnygiJOVIA3HCaEz6eFZYr08LKxKR2raJab994wpttG2IiTAQISa2QiZTCaStCCktjWvJsr/UYJs6ynD+FtvCp6QkqqXLV2jbBnUrdfy605kuQpycudedqVBRQTkC8VBIBQ9OlcJbZrMldnw9GAQQIcHouTpmiQipDqrBOSciJDhdp3qmiJBUEw3G+V5+JaxZs8v/lvDE40t1zFGlxgNAhBhfEQENIpCWIuS/H85Vz9tHKb+g0EV9a4+L1f6MYzeL/ZGnX9M9oyeVff2O3pep7alHu3+ePnO2uvd/IGHs7DfGKjsrUzaIkLxrW0tFDot1D8aEFA8jQgz6PrQiCiLEipqMDIkIMbIWa0IhQqypyrigiBDjKrEi0OChGSosKh+1fv24rr06Znx+RIjxFRHQIAJpJ0IKCot1TNvuuubSturQ7kTN+OBzXdt/hKY9NUxNtt82Af3Mj79Ql9736oGB3fWvI/bX1Okf66bBY/Ty43dql6bb662Zn+nmwWM1eext5cY23aGhQqGQFSIk99ozFCpeI4XWfVgRYtB3oSVRECGWFGVgTESIgaVYFAkRYlFZhkVFhBhWiAVxVq2Shg3PSEiaEZFu6Vt+A1UTp4MIMbEVMplKIO1EiLMapOvNwzXnjbHKWvs6lNMu7O1KkQ7tEl8jO/ShpzTr8wXlRMeZF/XR2a3/pU7ntHJFyG33TNDMF0ZsskMrVoRcd8baFSEbiJBwWAUjXuPRGFO/Mw3MhQgxsBRLIiFCLCnK0JiIEEOLsSAWIsSCkgyMOHpUXM1+ek27Fs9RLJSh+Vn/p9UtjlPHDs4+e2Z/ECFm90M6swiknQiZ9PIMTXhmql77z9Ay0t363q+ddtxePbq0T6B/39jJ+vDT/+mZh28t+5rzKEzjRg100zUXuCLEWVHSptWRys7O0iH776FWx7Ys20dkyd/lV1qYVe+aNFnXnikV5JeLFo9EVPIQIsTEvkzN5Pww8veqYsXi5v9DwFSGQc2VlRFWbnaGVvxTHFQEzNsDgbo1spRfFFVx1Pzn8z1Mk6HVQMARIXVrZmnZyo2ec6iGa3HK9CGQP+o+1Z3zSrkJ/X3SZco753zjJ9mwrvlvtjEeIgEDQyDtRMi4J1/V6+98Um6Fh7NfSM28XA3oeXFCsXO/+l4XdB2oc9scr/87aG/98vtiPTbpdZ1+4uGuCPlywY+aNuMT1alVQwsXL9Okl97RBW1PUN9rO7rnKrHgH2b/dD5Nyl9dfu7hsGr8Z0ZgbnQm6p1ARiSkaGl8zfuX+UAgCQLOTvvhcEixGDdPEtg4dC2BSCQkZwN0HCy3RFUIuP/bxd89VUEX2DH/dD5Vyv+n3PzDjZsq9+7/GM8kM4NXQRpfEgGNIZB2IiTZFSFOE86KkKdenK6Vq/K1565NNXHyG+p99fnuozEbf6a89q763/WI5k4f764KseLRmGtOlaIl5TdLDUmFQ55WvE59Y25GgphNgEdjzO7H5HQ8GmNyO+Zn49EY8zsyKeGfS0NavfZ3P5FQSHVqZGr56vWr0bZtEFfNmiYlJotJBEIrlin3pvMSI2VkKt95pNzwD4/GGF4Q8YwikHYiZN0eIZ+/OU6ZmWs2O2p1fi91OufkTe4RsnEbs7/8Rh27DdazYwZo7913Sihr5sdfqkvve/TZtDHKyc6yQoRkjeynjC8/LjeX0ibNVdh3tFE3I2HMJBD6e5ky//uispf8pOJa26rk8FYqbba7mWFJZSQBRIiRtVgTChFiTVVGBH3uhYjmfuG8JW/Tn3ZnxXTAfqxOM6IsQ0Pk3HGFQr//sP5di/GQovsequJrBhmaeH0sRIjxFRHQIAJpJ0LyC4rU8tQr3RUdF2zirTHOxqjOBqn33NpVzZo0cqtYsvRv1atbSz/8vFC33PWIGjaoqxGDrnW/9uTz07VH8x1dKbJi1Wr1un20MjMiemR4b/frNqwICf32vbLHDlR4ye9u5tLa26j4sr4q3X0/g25FohhJoKRYuQMuUWj5kvXxwmEV9ntYpdsnikIj50Ao3wkgQnyvwOoAiBCr69vq4d99L6zvvl8jQpYuW7M6pEH99atAjjmqVLs2R4Rs9WIsumDWyFuU8eWH5RKXHHeWStpfbfwsECHGV0RAgwiknQhx2L79/hw5G6Su+/S7rqPOP+sE94/vfDBH1/S5X1PGD3QFh/M598rbNO/rH5WXm6O2px6lHl3OVfbaN87c+/AkjX9q/VK4/fZurmH9u5S9itcGEeI8V/3Fl9LM5xYpFIvpwNN20KGHheS8CowPBCoiEP7mc+UM75VwSMnpHVXSuhPwIFApAoiQSmHioM0QQIRwa1SVwPMvRjRnbkht28R04P7Ij6pyDNq43BvOUqig/B4hpY12VOGAR4xHgQgxviICGkQgLUWIwzcWK9Uffy5Xw/p1yx6R2Rz3v1esVkFRsbbbtp5Czq5+G30Ki4r157K/VatGnurWKf9gqQ0ixPntyFtvl988qeVBpTqjNTvwG/S9aGSUjHdfUdZT66XiupDRQ/6l4sv6GZmZUOYRQISY14lNiRAhNrVlVlZEiFl92JCGPUJsaImMEEgNgbQVIanBs+Wz2CBC7n8oovjiRdqtaLYiKtH3WQdqRc2d1Kd3dMsT5IhAEwgtWajcARdr49c1FHe4XtGjTgs0GyZfeQKIkMqz4sjyBMI/LVCt375WUVaeivY8RPHa9UAEgUoTQIRUGhUHbkAgZ1AXhX/7vhyTaIvDVNz1DuM5sSLE+IoIaBABRIjHMmwQIZP7faQOywYoopg727hCer52Nx3Z7wzVquURAMPTnkDG1CeV9erjzjIrd66x/Q5XUed+UmZW2s+dCaaGACIkNRyDdpbM58Yo861ny6Ydz85TYY97Fd+xedBQMN8qEkCEVBFcwIeFv/lCWeMHKbxyuUuitOEOKrq8v+JNzP+7BxES8JuX6SdFABGSFK7Eg20QIatuvFaNVn1VLvzqjG0UHvGMx9kzPCgEQoUFqp+/WH9l11OsRp2gTJt5pogAIiRFIAN0GufvnNwebaXSNQJ23Sd6+Mkq7pS4b1GA0DDVShIIFebr0wmfacUPi7Xzv3bRzqcdKG3i8edKno7DAkagqDCm8YMWKZwVUZd+21lz7yBCAnajMl1PBBAhnvDZ8daY7OvPUqSw/KZPzrTz75ki5bEkxOMtEJjhjerlaOmKIsVK2XAuMKWnaKKIkBSBDNBpwj/MV86w7gkzLt1pTxX2HhEgEky1KgRCq/5Wzh1XKrT2N/rOOWJ7H6KibndW5XSMCSCBomJp0JAMZWdJfW+y51FyREgAb1amXGUCiJAqo1sz0IYVIdl3dVfkx/nlZhqvs40KhrAixGP9gRqOCAlU3SmdLCIkpTgDcbL1K0KizvOcaz6hkFgREoj6PU8yc9rTynxhfMJ5Cm98QKU77+X5/Jwg/QmwIiT9O2aGEECEeLwHbBAhkbkfKHvM7euXGIdCKm5/taLHtvE4e4YHiQAiJEhtp3auiJDU8gzK2bIf7KvIvI/XL0kPhVXY7U6V7nVQUBAwzyoSKH14mGp+/kbC6IILeyp+ZKsqnpVhQSHAHiFBaZp5Bp0AIsTjHWCDCHF/kbZ0kV4fPlfxaIlO6rqfIs2aeZw5w4NGABEStMZTN19ESOpYBuZMxcXKvam9QgXlH+uMHt9Wxed0DQwGJlo1Aj89+Iz2/t+4hME/dHxA2x3BipCqUQ3OKN4aE5yumWmwCSBCPPZviwhxpnnHkAwVF0v9ekeVle1x4gwPHAFESOAqT9mEESEpQxmYE4V//U45g69KmG/p7vup8Pp7AsOBiVaNwJSJK3XmR1eodumyshMsyGqpPzoN0aEHl1btpIxKewLOviCD7wxp6B8nK6zy98mqcD3d2WSK+t1s9n4h7BGS9rcpE0whAUSIR5iIEI8AGW4NAUSINVUZFxQRYlwlxgcKrVim3JvOS8jpvr77qtuNz09Afwl8Njuk118q0p5FH6tebLEWZu6qb7MPVvdrSlV/Gzb89rcdc6++boPUgX+0Vm68/Gq0JRlNdV/jxxAh5tZHMggkTQARkjSy8gMQIR4BMtwaAogQa6oyLigixLhKrAiUc8cVCv/+Y7msxed3U/SYM63IT0j/CESj0jOTw/r6m7AbIhySjju2VP86mtUg/rViz5WznrhPGe+9Wv7vnrMuVbTV+cZPghUhxldEQIMIIEI8loEI8QiQ4dYQQIRYU5VxQREhxlVifiBnj5De5yhUmL82a9x9e0z0hHbsEWJ+e8YknPRcRF/OC+nM1jG1PJiVIMYUY3qQaIkyPnhdOd/PVWk4Q0V7tVTskOOk8BqxZvIHEWJyO2QzjQAixGMjiBCPABluDQFEiDVVGRcUEWJcJcYHcvcIGeTsEVL+h9fS3VqosMdw4/MT0AwCz78Y0Zy5IbVtE9OB+yNCzGjFnhR1amQqGovrn0Kz9wXZkCgixJ77i6T+E0CEeOwAEeIRIMOtIYAIsaYq44IiQoyrxPhAob/+VG4fZxl6qFzW+PZNVXDLeOPzE9AMAogQM3qwNQUixNbmyA2ByhFAhFSO02aPQoR4BMhwawggQqypyrigiBDjKjE+UGjpH8rt3zEhZ+kOO6uw3xjj8xPQDAKIEDN6sDUFIsTW5sgNgcoRQIRUjpO1ImTikxGVlKyJ//MvIcXjUtOmcXfjMOdz4QUxZWV6hMDwQBBAhASi5mqZJCKkWrCm9Uk3J0Jiex+iom53pvXcmVzqCCBCUscyiGdChASxdeYcJAKIEI9tm74iZOCQDJUUb36S/XpHlZXtEQLD05pA5KtPlfHqREV+/0Gl2zRS9MjT3A0L+UCgsgQQIZUlxXFlBEpLlXvbJQotWVgOSkm7y1VyUntAQWCLBDKmT1H+668p95/FKmq4i7Lbd5Qj0vhAoLIEECGVJcVxELCTACLEY2+mi5Cffl6zCsT55GZFFA6F9E/R+k2fmjmrQ8zfBNtjSwyvKoHQqr+Vc8tFG7y5Yc2Ziq4ZrNg+Lat6WsYFjAAiJGCFp2i6oV+/V9ZLjyjy/TypRi2V7H+0Ss68RMrKStEVOE06EvhzaUj6YpaaPXtzuenFsvL07ZUTtU3T2qpZMx1nzpxSTQARkmqinA8CZhFAhHjsw3QRsuH0auZkKBwOaWX+2mdlPM6d4elPIPL5+8p+eEDCRKPHt+UVlulff0pmGPniQ2V98Z4yCvNV2GwvRY9urXhOXkrOzUmCQaB+7WytLihRUUlpMCbMLD0ReO6FiHZ67yEdvfo5961D8ZAUcn8hFNK4+kO097mH6ID9eIOMJ8gBGYwICUjRTDOwBBAhHqtHhHgEyHCjCSBCjK7H+HAZs95R1iODy+VkjwfjazMuICLEuEqMDvTue2HtPG2w9lj6Vvm3DsXjenWPgdrxzCO0a3NEiNElGhIOEWJIEcSAQDURQIR4BIsI8QiQ4UYTcB+N6XOhQiUFiodCa36rFg+pqDuPxhhdnCHhskfdosjcD9a+AXXtDs1xqWDo04rXqW9ISmKYTgARYnpD5uXLGjtQGbPfTQhW1GWAYvsfaV5gEhlJABFiZC2EgkDKCCBCPKJEhHgEyHCzCeSvVl7PdirbaMZNG1fxVbcpuh//mDS7PP/T5fbtoNDyJeWDxOMqvOFule5+gP8BSWAkgaJiaeHCteJMUp28TBUUxVQcW/NoTHZWXI0bGxmdUIYQyBneU+Fv5iakKW5/taLHnWVISmKYTgARYnpD5IOANwKIEG/8hAjxCJDhRhPImD5ZWZMfTshYutt+KrzhHqOzE85/Arn9O8p5DerGn4KBExVvsJ3/AUlgJIHfFoY0Zlxks9maNI7ris4xI7MTygwC2SNulvPGs3KfeFxFl9yk2GEnmhGSFMYTQIQYXxEBIeCJACLEEz4hQjzyY7jZBLLH3qHI7P8mhIzXqaeCIZPMDk863wnk3t5ZoUU/J+QovH4YK0J8b8fcAM5bP15+dc3rzIqKQ1q0SO5r3htvt2ZfhwYN4jrzdDZONbdB/5NlP9RXkXmfrA+y9vV5xRdcp+gxrf0PSAIrCCBCrKiJkBCoMgFESJXRrRnIihCPABluNIGMN59V1nMPS6H1y9SdwKU77KLCfokrRYyeDOG2OoGsZ0cqY/qUtRsWxt29QuK5NddINF6ButX7sPGCSz9ZoM8nz1d2/do65qqDFK9dz8ZpkHkrE8h47zVlPTF8zVVdfxaXwmEVDJigeEOeq9rKdVh7OUSItdURHAKVIoAIqRSmzR+ECPEIkOFGE8h49xVlPXHfms0uN5AhsX0OUdE1dxqdnXD+E8h44VFlvf7k2s1S1/5MkpOnguEv+h+OBMYTyHxujDLferYsZzw7T4U97lV8x+bGZyegzwRKipU97g45r+92P5GIik/vpOipF/gcjMvbRAARYlNbZIVA8gQQIckzKzcCEeIRIMONJhCZ/a6yx9y+drPUsLRmtbpiBxyloitvNTo74fwnkHf9GVJhYfkgcano9scU47ey/hdkcIJQYYFye7SVSqNrf6Pv2Ni4oke0UnGnXgYnJ5opBEKF+cr4bIZqLP1Fq3faT9H9Dk9Y3WhKVnKYSQARYmYvpIJAqgggQjySRIR4BMhwowlkfDhNWY8NW5NxgxUh0UNPUPElNxmdnXD+E8i76uR169LLhYmedL6K213qf0ASGEsg/MN85dzVrfwPrnGptPFOKrxlrLG5CWYGAffV73dcqdDK5WWBYnsfoqJurGQ0oyE7UiBC7OiJlBCoKgFESFXJrR2HCPEIkOFGEwj/6Pww0n3tipBQ2SMOJWddppJW5xmdnXD+E2BFiP8d2JogvGK5cnqfK4Xi5VaEOPs7FNz+uK3TIvdWIpA57WllPj9+vYh1RL7z6u7eI1S6815bKQWXsZ0AIsT2BskPgYoJIEI83iGIEI8AGW48gY1fQxivvY27UWq8Vl3jsxPQXwKR1ycp+4Wx5fYIKa1VT4V38cYhf5sx/+qbXRGy7Q4qHDjB/AmQ0FcCWeMGKePTdzZaURRX8UW9FD28la/ZuLg9BBAh9nRFUghUhQAipCrUNhiDCPEIkOHGElj0hzT/67D7W7Ttfv9Q2y2do79q76TfdzxO0cw8bd9I2mtPXmFpbIGGBIt884Wynh+r8D8rVXzQ0So5q7MhyYhhMoH1K0LKp4zV315Fd7AixOTuTMiWM+Jmhb/6NCFK8YXXK3rkaSZEJIMFBBAhFpRERAh4IIAI8QDPGYoI8QiQ4cYSmDM3pOdfjOj4Vf9Rq9UTFFHMzfq/7CM1se4t2vfATLVrs+a/8YHApgiEVixT9sj+Cv/y7Zov59ZU8XndFD30eIBBoEIC8W/mq8bw7gnHrKi1szLvGgM9CFRIIHvcIEU+m5FwTHGnnqwI4d6pNAFESKVRcSAErCSACPFYGyLEI0CGG0vAWRHy86d/6LjXOikUj5fL+UXLHio54jRWhBjbnhnBsp4dqYy3ny8XJp5bQwVDJklZWWaEJIWRBBb/XKCmQ9qWCdh1Iedv20rNbu9pZGZCmUPA3SPkBWePkPKfwhsfYI8Qc2oyPgkixPiKCAgBTwQQIZ7wsSLEIz6GG04gY9Y7ynpkcELK6FGnq7jDdYanJ57fBHKGdZez10PCDyN9Rql0x139jsf1DSawapU0/7ZxOvafZ8pSFoby9NpB9+mUzjsbnJxoJhDgrTEmtGB/BkSI/R0yAwhURAAR4vH+YEWIR4AMN5pA+JvPlTO8V0LGktM7qqR1J6OzE85/Arn9Oyq09I+1bx1yXsHsZAqpYOBExRts539AEhhN4PEnIiqev0A7Fc9Tfri2FmQfqlPPqa0W+5ZfoWb0JAjnG4FQYb4yvpqlmvnLtLJ+M8X2PKj85qm+JePCthBAhNjSFDkhUDUCiJCqcSsbhQjxCJDhZhMoKVbugEsUWr5kfc5w2H1rTOn2O5mdnXS+E8jtd6FCy/5YZ0DWCBHnFZbO/cOKEN/7MT1AUbH01vSIPvokpBp5Uts2Me2xOxLE9N5MyhcJh9SgTrYW/1VoUiyyWEIAEWJJUcSEQBUJIEKqCG7dMESIR4AMN55A6O9lWjbpRa386kdlNGykph1OVmmz3Y3PTUD/CeRd30YqzC8XJK64Cm95VPHtd/Q/IAmMJ/Db7yGNGR9Rkx2kKy6LGp+XgGYRQISY1YdtaRAhtjVGXggkRwARkhyvhKMRIR4BMtx4ApGvPlXRpInKXvKDCmo0Ut4ppyl6QjvjcxPQfwJ517aWiosSghRd1kexQ47zPyAJjCeACDG+IqMDIkKMrsf4cIgQ4ysiIAQ8EUCEeMLHZqke8THccALuhnO3XCTnWesNP0XXDFZsn5aGpyeenwReejWsM18/W3nRvxJiPNVijI48dxc1qM9jDn52ZMO1ESE2tGRuRkSIud3YkAwRYkNLZIRA1QkgQqrOzh3JihCPABluNIHI5+8r++EBCRmjx7dV8Tldjc5OOH8JjBkX0SHzR+io/PKvz10dqq0B272oKzvHtENjRIi/LZl99dCv3ys26RFFvp+nkszayj36KJWceQmvXja7NqPSIUKMqsO6MIgQ6yojMASSIoAISQpX4sGIEI8AGW40AUSI0fUYHW7hQqmoOKRtZz6qzE/fUUa0UCU77Kalra9XSXPrtyMAACAASURBVO0Gatw4ruwso6dAOD8JlJYq97ZLFFqysFyKknaXq+Sk9n4m49oWEUCEWFSWgVERIQaWQiQIpJAAIsQjTESIR4AMN5qA+2iM8+aPjfZ54NEYo2szJ1xxsTJfelQFM99TZslKxZrvq0j7SxXfsbk5GUliJAHntcvO65c3/sT2PkRF3e40MjOhzCKQPXqAwv/7RKFoieLZuYq2Ok8lp15gVkjSGE0AEWJ0PYSDgGcCiBCPCBEhHgEy3GgCrgjp64iQta8eDEmKh1TUjT1CjC7OkHCZb05S5pSx5dLEGzZWwa2PSuGwISmJYRoBZ1+QZx9eor5/Jv7QuiCrpaa2GOo+WsUHApsjkPnaE8p8eUL5v3skFQ54RPFGvLGKO6dyBBAhlePEURCwlUBgRUhxcYn+WrFaDRvUVSjk/HRX8WfZXysVCYdVt07NcgciQrZEjq/bTIBHY2xuz//s2SNulvPWoY0/BQMnKt5gO/8DksBIAo4IGTsupN5/dlKD2O/lMr5S60p9u/u5iBAjmzMnVM7gLgr/8r1j7h13r5C7HVFIJWdepJLTLjQnKEmMJoAIMboewkHAM4HAiZB4PK5Rj7+khx5ds4HfNnVr6cHB12n/vTe9VPv3P5bqhlsf0ryvf3SPb3nAnrrn1q6qX6+2+2dEiOd7kBMYTAARYnA5FkRDhFhQksERnc1Ss15as1mqatRSyf5Hs1mqwX2ZFC23/4VyHq9y5EfZJx5XySnnqeSsziZFJYvBBBAhBpdDNAikgEDgRMiced/qwmsGaeKIPmqx5y56YPwUvTr9Q731zL0KhxNXhgy4e4L++HOZbut5qbKzMnXljfeo+U6NNfjmyxEhKbgBOYXZBJxHY8I3X6TsWPnX567oPFiZB/P6XLPb8z8dj8b430E6JKhfO1urC0pUVFKaDtNhDluBQM7N5yv899KEK5W0OhcRshX4p8slECHp0iTzgMCmCQROhNwzepLmf/ezxt3dyyWyZOnfOu7s6zR57G3aa7dm5SitXJ2vw1t31cg7r9e/Dt/f/drb781Wt34PaN47j7qP1LAihG+tdCbw6+8h/feh2Tpp9WNqHP1ef0Ua6ePc1spp005HH8kPJencfUrmxmapKcEY9JMgQoJ+ByQ//9wb2yu06q+EgbFDjlPRZX2SPyEjAkkAERLI2pl0gAgEToT0vH2U6tWpqb7Xrt+Nfp9jLy4nO9b1v/qfAh12+lUaPbSHjj6shfufF3z3i/7d+Ra9+/wD7uMxiJAAfbcEcKpzPg/p+ZciCTM/YP+42rVhs8IA3hJJT/nrb0Ka8mJE+fnS/x0W14nHx3htbtIUgz0AERLs/qsy+6wJQ5Xx8VsbDY2rsPswle51YFVOyZgAEkCEBLB0phwoAoETIVf0ult7NG+qHl3alxXd8tQuGtDzYp1+wv8llH/VTcP19fe/qNul7ZSZkaE33p2l6TNnl4mQaMye34qH124KWxp3dw3jA4EtEvjx57iG3p94j7c9PaxWJ2x5k+EtXoAD0prArDlxjZ9Y/v7Ze4+Qul/JG2PSuvgUT87ZqNz53y1njy8+EKgUgfzV+ueGCxVfsXzt4XFF9m2p3L73Vmo4B0HAIeA+Mh+X+/ePLZ+MCP/7aktX5PSfQOBEiLMixNkgtU/39buGb25FiFPPqtX5Gvfkq5r71feqVSNXJdGoZn78ZdmjMUv+LvK/xUomyMuOuH+pry6IVnIEh0FAenRiSN9+t1561KoldbuqVDVrQAcCFROY+FRI8xckCrObe5bKuY/4QKAyBOrWzFR+YVTFUXt+GKnMvDim+glEFv+smgu/14pdDpDqbFP9F+QKaUWgVm6GYqVx5RfZswK2Yd3stOqAyUCgOgkEToQ4e4Q4KzzGDOvpcq1oj5BNgb/0+qGqkZejEYOudb/MozHVeXtybhMIOL8IeXN6WO99ENZOTePqcAGPNpjQiw0ZHno4Q4sXJya9pFNMO+/ED7U2dGhCRh6NMaEFOzNEwiE1qJOtxX8V2jkBUvtKgEdjfMXPxSFQ7QQCJ0LWvzWmr1rstYvuHzdZr03/qOytMRMmve4++uK8Vcb5OPuEOJuiRmMxvfLmBxr8wBN6evStarHnzoiQar89uYApBD6fu2afhwP3j6ste4OYUovxOaZOC+vDj8sv083JlnrdEFVmpvHxCWgIAUSIIUVYGAMRYmFpBkVGhBhUBlEgUA0EAidCnGeMH3z0eY1+/CUXZ15ujsYM66ED993N/fOwkU9r0sszNGvqaPfP78+aJ2dfEefTvFlj3dbrkrJjnf/GipBquCs5pXEEECHGVWJFoFWrpCeejmjhojWPx2RlSWeeHtN+LVgNYkWBhoREhBhShIUxECEWlmZQZESIQWUQBQLVQCBwImQdw8KiYi3/a6W2a1h/zWZIm/k4K0EWLV7mviHGkSYbfxAh1XBXckrjCCBCjKvEqkAPjV7ziMxll8XUrAkSxKryfA4b/mmBav32tYqy8lS05yGK167ncyIubxMBRIhNbZmXFRFiXickgkAqCQRWhKQKIiIkVSQ5j8kEECEmt2N+tofHZej3hdIVnWNq0hgRYn5jZiTMfG6MMt96tixMPDtPhT3uVXzH5mYEJIXxBBAhxldkdEBEiNH1EA4CngkgQjwiRIR4BMhwKwh8OatQH774u5rs31CnncPrPqwozaCQiBCDyrAkSqiwQLk92kql5d/WED38ZBV36mXJLIjpNwFEiN8N2H19RIjd/ZEeAlsigAjZEqEtfB0R4hEgw40nkDH1SWW+8rhCa38gie13uIo695Mys4zPTkAzCCBCzOjBphThH+YrZ1j3hMilO+6qwj6jbJoKWX0kgAjxEX4aXBoRkgYlMgUIVEAAEeLx9kCEeATIcKMJhJYsVO6AiyXnHbobfIo7XK/oUacZnZ1w5hBAhJjThS1JQqtWKLfX2dJGW3jFt2+qglvG2zINcvpMABHicwGWXx4RYnmBxIfAFgggQjzeIogQjwAZbjSBjFnvKOuRwQkZo0edruIO1xmdnXDmEECEmNOFLUnCv36nnEFdpNAGJiQulTbbTYU3j7RlGuT0mQAixOcCLL88IsTyAokPAURI9d4DiJDq5cvZ/SUQ/uZz5QxPfB6/5PSOKmndyd9wXN0aAogQa6oyJmhoxTLl3nSepLj7f2uWhsQV2/8IFV11uzE5CWI2AUSI2f2Yng4RYnpD5IOANwKsCPHGT4gQjwAZbjaBkmLlDrhEoeVL1ucMh1XY72GVbr+T2dlJ5yuB0WMjWrho868m5w0yvtZjxcWzR9ysyFeflstafGkfRVseZ0V+QvpPABHifwc2J0CE2Nwe2SGwZQKIkC0zqvAIRIhHgAw3nkDo72VaNulFrfzqR2U0bKSmHU5WabPdjc9NQH8JIEL85Z8OVw8V5itj5ivK+Xm+ojl5Kt7vKDmbNfOBQGUJIEIqS4rjNkUAEcJ9AYH0JoAI8dgvIsQjQIYbS2D1aunPpWt+o//9DyG9+15YuzWP66gjS93/VrOmtG2D8puoGjsZgvlKIDszrBq5mVq+ssjXHFzcTgL1a2drdUGJikrW/N3DBwKVJYAIqSwpjkOEcA9AIHgEECEeO0eEeATIcGMJfP5FSFNeiGw23wH7x9WuTczY/AQzhwAixJwubEyCCLGxNTMyI0LM6MHWFKwIsbU5ckOgcgQQIZXjtNmjECEeATLcWALffb9mFci6T1ZGWCXR0jX7FkratXlcxxzFb2iNLdCgYIgQg8qwMAoixMLSDImMCDGkCEtjIEIsLY7YEKgkAURIJUFt7jBEiEeADLeGQKN6OVq6okixUh6HsaY0Q4IiQgwpwtIYiBBLizMgNiLEgBIsjoAIsbg8okOgEgQQIZWAVNEhiBCPABluDQFEiDVVGRcUEWJcJVYFQoRYVZdRYREhRtVhXRhEiHWVERgCSRFAhCSFK/FgRIhHgAy3hgAixJqqjAuKCDGuEqsCIUKsqsuosIgQo+qwLgwixLrKCAyBpAggQpLChQjxiIvhFhNAhFhcns/RESE+F2D55REhlhfoY3xEiI/w0+DSiJA0KJEpQKACAogQj7cHK0I8AmS4NQQQIdZUZVxQRIhxlVgVCBFiVV1GhUWEGFWHdWEQIdZVRmAIJEUAEZIUrsSDESEeATLcGgKIEGuqMi4oIsS4SqwKhAixqi6jwiJCjKrDujCIEOsqIzAEkiKACEkKFyLEIy6GW0wAEWJxeT5HR4T4XIDll0eEWF6gj/ERIT7CT4NLI0LSoESmAIEKCCBCPN4erAjxCJDh1hBAhFhTlXFBESHGVWJVIESIVXUZFRYRYlQd1oVBhFhXGYEhkBQBREhSuBIPRoR4BMhwawggQqypyrigiBDjKrEqECLEqrqMCosIMaoO68IgQqyrjMAQSIoAIiQpXIgQj7gYbjEBRIjF5fkcHRHicwGWXx4RYnmBPsZHhPgIPw0ujQhJgxKZAgQqIIAI8Xh7sCLEI0CGW0MAEWJNVcYFRYQYV4lVgRAhVtVlVFhEiFF1WBcGEWJdZQSGQFIEECFJ4Uo8GBHiESDDrSGACLGmKuOCIkKMq8SqQIgQq+oyKiwixKg6rAuDCLGuMgJDICkCiJCkcCFCPOJiuMUEECEWl+dzdESIzwVYfnlEiOUF+hgfEeIj/DS4NCIkDUpkChCogAAixOPtwYoQjwAZbg0BRIg1VRkXFBFiXCVWBUKEWFWXUWERIUbVYV0YRIh1lREYAkkRQIQkhSvxYESIR4AMt4YAIsSaqowLiggxrhKrAiFCrKrLqLCIEKPqsC4MIsS6yggMgaQIIEKSwoUI8YiL4RYTQIRYXJ7P0REhPhdg+eURIZYX6GN8RIiP8NPg0oiQNCiRKUCgAgKIEI+3BytCPAJkuDUEECHWVGVcUESIcZVYFQgRYlVdRoVFhBhVh3VhECHWVUZgCCRFABGSFK7EgxEhHgEy3BoCiBBrqjIuKCLEuEqsCoQIsaouo8IiQoyqw7owiBDrKiMwBJIigAhJChcixCMuhltMABFicXk+R0eE+FyA5ZdHhFheoI/xESE+wk+DSyNC0qBEpgCBCgggQjzeHqwI8QiQ4dYQQIRYU5VxQREhxlViVSBEiFV1GRUWEWJUHdaFQYRYVxmBIZAUAURIUrgSD0aEeATIcGsIIEKsqcq4oIgQ4yqxKhAixKq6jAqLCDGqDuvCIEKsq4zAEEiKACIkKVyIEI+4GG4xAUSIxeX5HB0R4nMBll8eEWJ5gT7GR4T4CD8NLo0ISYMSmQIEKiCACPF4e7AixCNAhltDABFiTVXGBUWEGFeJVYEQIVbVZVRYRIhRdVgXBhFiXWUEhkBSBBAhSeFKPBgR4hEgw60hgAixpirjgiJCjKvEqkCIEKvqMiosIsSoOqwLgwixrjICQyApAoiQpHAhQjziYrjFBBAhFpfnc3REiM8FWH55RIjlBfoYHxHiI/w0uDQiJA1KZAoQqIAAIsTj7cGKEI8AGW4NAUSINVUZFxQRYlwlVgVChFhVl1FhESFG1WFdGESIdZURGAJJEUCEJIUr8WBEiEeADLeGACLEmqqMC4oIMa4SqwIhQqyqy6iwiBCj6rAuDCLEusoIDIGkCCBCksKFCPGIi+EWE0CEWFyez9ERIT4XYPnlESGWF+hjfESIj/DT4NKIkDQokSlAoAICiBCPtwcrQjwCZLg1BBAh1lRlXFBEiHGVWBUIEWJVXUaFRYQYVYd1YRAh1lVGYAgkRQARkhSuxIMRIR4BMtwaAogQa6oyLigixLhKrAqECLGqLqPCIkKMqsO6MIgQ6yojMASSIoAISQoXIsQjLoZbTAARYnF5PkdHhPhcgOWXR4RYXqCP8REhPsJPg0sjQtKgRKYAgQoIpK0IKS2Na8myv9RgmzrKiEQqdRMsWrJcjRrUUzgcqtTxzkGsCKk0Kg60nAAixPICfYyPCPERfhpcGhGSBiX6NAVEiE/g0+SyiJA0KZJpQGAzBNJShPz3w7nqefso5RcUutO+tcfFan/GsZu9CR5/dpqemPKWSqJRlZRE1fbUo3XDle3d46fPnK3u/R9IGDv7jbHKzspEhPCtFRgCiJDAVJ3yiSJCUo40UCdEhASq7pROFhGSUpyBOxkiJHCVM+GAEUg7EVJQWKxj2nbXNZe2VYd2J2rGB5/r2v4jNO2pYWqy/bYJ9f7v65/U/soBenT4TTr0wD31wy+LdEanm/XkyP7af+/memvmZ7p58FhNHntbubFNd2ioUCiECAnYN0yQp4sICXL73uaOCPHGL+ijESFBvwOqPn9ESNXZMVJChHAXQCC9CaSdCHFWg3S9ebjmvDFWWVmZbnunXdjblSId2p2U0ObHc+br0uuHauoTQ9V0h0bu148+q5tu7Hq+zjj5CFeE3HbPBM18YcQm7wQejUnvbxBmt54AIoS7oaoEECFVJcc4hwAihPugqgQQIVUlxziHACKE+wAC6U0g7UTIpJdnaMIzU/Xaf4aWNdet7/3aacft1aPLmsddNvwUF5fosh7DtOC7X9T9snZanV+gN2bM0mMP9FHtmnmuCHFWlLRpdaSys7N0yP57qNWxLcv2HUGEpPc3CLNDhHAPeCeACPHOMMhnQIQEuX1vc0eEeOMX9NGIkKDfAcw/3QmknQgZ9+Srev2dT8o9yuLsF1IzL1cDel68yT7HPvGKXn7jA+XmZGve1z+q8wWnq9tl7VzZ8eWCHzVtxieqU6uGFi5epkkvvaML2p6gvtd2dM+1qiBqzT2SlRFWKCQVlZRak5mg5hComZOh/KKoSuPmZCKJHQQywiFlZoZVUBSzIzApjSKQlx1RcUmpovzlY1QvNoRx9r7Py87Q6kJ7/q1mA9egZMzJDLv/5imO2vPv5lq5GUGph3lCwDOBtBMhya4ImfnxF+rS+159+MpIdwXI+7Pm6bpbHlTPLu11bpvjEwBPee1d9b/rEc2dPt4VJavySzyXsLVOsEaEhFRUwg8jW4t5Ol2nRm6G8gtjiscxIenU69aYSyQSUlZGRAVF/DCyNXin2zVyszNUHI0pFuPvnnTrtrrn4/ybJy8non8s+qVVdTPh/JUnkJ0VkfMWyhKbREjemm0B+EAAAlsmkHYiZN0eIZ+/OU6ZmWusaKvze6nTOSdvco+Q+8ZO1tvvzdZLjw0uo3V1n/tUIzdHd/XvkkBw5sdfqkvve/TZtDHKyc5is9Qt32MckSYE2CMkTYr0YRo8GuMD9DS6JI/GpFGZW3kqPBqzlYGn2eV4NCbNCmU6ENiIQNqJkPyCIrU89Ur1vvp8XbCJt8bM+nyBhj70lO65tauaNWmk16Z/rF4DR2n00Bt01KEt9OvCP3VqhxvV66rzdPG5p+jJ56drj+Y7au/dd9KKVavV6/bRysyI6JHhvV2U7BHC91RQCCBCgtJ06ueJCEk90yCdERESpLZTO1dESGp5Bu1siJCgNc58g0Yg7USIU+Db78+Rs0Hquk+/6zrq/LNOcP/4zgdzdE2f+zVl/EBXcDhL3h7+z0t6Yep7Wv73KtWqmaszTz5SV1/S1hUe9z48SeOfeq3sXPvt3VzD+ncpexUvIiRo3zLBnS8iJLjde505IsQrwWCPR4QEu38vs0eEeKHHWEQI9wAE0ptAWooQp7JYrFR//LlcDevXLXtEZktVLvxjqbZrWF9hZ3etDT6FRcX6c9nfqlUjT3Xr1Cz3NUTIlqjy9XQhgAhJlya3/jwQIVufeTpdERGSTm1u3bkgQrYu73S7GiIk3RplPhAoTyBtRcjWKhoRsrVIcx2/CSBC/G7A3usjQuztzoTkiBATWrAzAyLEzt5MSY0IMaUJckCgegggQjxyRYR4BMhwawggQqypyrigiBDjKrEqECLEqrqMCosIMaoO68IgQqyrjMAQSIoAIiQpXIkHI0I8AmS4NQQQIdZUZVxQRIhxlVgVCBFiVV1GhUWEGFWHdWEQIdZVRmAIJEUAEZIULkSIR1wMt5gAIsTi8nyOjgjxuQDLL48IsbxAH+MjQnyEnwaXRoSkQYlMAQIVEECEeLw9WBHiESDDrSGACLGmKuOCIkKMq8SqQIgQq+oyKiwixKg6rAuDCLGuMgJDICkCiJCkcCUejAjxCJDh1hBAhFhTlXFBESHGVWJVIESIVXUZFRYRYlQd1oVBhFhXGYEhkBQBREhSuBAhHnEx3GICiBCLy/M5OiLE5wIsvzwixPICfYyPCPERfhpcGhGSBiUyBQhUQAAR4vH2YEWIR4AMt4YAIsSaqowLiggxrhKrAiFCrKrLqLCIEKPqsC4MIsS6yggMgaQIIEKSwpV4MCLEI0CGW0MAEWJNVcYFRYQYV4lVgRAhVtVlVFhEiFF1WBcGEWJdZQSGQFIEECFJ4UKEeMTFcIsJIEIsLs/n6IgQnwuw/PKIEMsL9DE+IsRH+GlwaURIGpTIFCBQAQFEiMfbgxUhHgEy3BoCiBBrqjIuKCLEuEqsCoQIsaouo8IiQoyqw7owiBDrKiMwBJIigAhJClfiwYgQjwAZbg0BRIg1VRkXFBFiXCVWBUKEWFWXUWERIUbVYV0YRIh1lREYAkkRQIQkhQsR4hEXwy0mgAixuDyfoyNCfC7A8ssjQiwv0Mf4iBAf4afBpREhaVAiU4BABQQQIR5vD1aEeATIcGsIIEKsqcq4oIgQ4yqxKhAixKq6jAqLCDGqDuvCIEKsq4zAEEiKACIkKVyJByNCPAJkuDUEECHWVGVcUESIcZVYFQgRYlVdRoVFhBhVh3VhECHWVUZgCCRFABGSFC5EiEdcDLeYACLE4vJ8jo4I8bkAyy+PCLG8QB/jI0J8hJ8Gl0aEpEGJTAECFRBAhHi8PVgR4hEgw60hgAixpirjgiJCjKvEqkCIEKvqMiosIsSoOqwLgwixrjICQyApAoiQpHAlHowI8QiQ4dYQQIRYU5VxQREhxlViVSBEiFV1GRUWEWJUHdaFQYRYVxmBIZAUAURIUrgQIR5xMdxiAogQi8vzOToixOcCLL88IsTyAn2MjwjxEX4aXBoRkgYlMgUIVEAAEeLx9mBFiEeADLeGACLEmqqMC4oIMa4SqwIhQqyqy6iwiBCj6rAuDCLEusoIDIGkCCBCksKVeDAixCNAhltDABFiTVXGBUWEGFeJVYEQIVbVZVRYRIhRdVgXBhFiXWUEhkBSBBAhSeFChHjExXCLCSBCLC7P5+iIEJ8LsPzyiBDLC/QxPiLER/hpcGlESBqUyBQgUAEBRIjH24MVIR4BMtwaAogQa6oyLigixLhKrAqECLGqLqPCIkKMqsO6MIgQ6yojMASSIoAISQpX4sGIEI8AGW4NAUSINVUZFxQRYlwlVgVChFhVl1FhESFG1WFdGESIdZURGAJJEUCEJIULEeIRF8MtJoAIsbg8n6MjQnwuwPLLI0IsL9DH+IgQH+GnwaURIWlQIlOAQAUEECEebw9WhHgEyHBrCCBCrKnKuKCIEOMqsSoQIsSquowKiwgxqg7rwiBCrKuMwBBIigAiJClciQcjQjwCZLg1BBAh1lRlXFBEiHGVWBUIEWJVXUaFRYQYVYd1YRAh1lVGYAgkRQARkhQuRIhHXAy3mAAixOLyfI6OCPG5AMsvjwixvEAf4yNCfISfBpdGhKRBiUwBAhUQQIR4vD1YEeIRIMOtIYAIsaYq44IiQoyrxKpAiBCr6jIqLCLEqDqsC4MIsa4yAkMgKQKIkKRwJR6MCPEIkOHWEECEWFOVcUERIcZVYlUgRIhVdRkVFhFiVB3WhUGEWFcZgSGQFAFESFK4ECEecTHcYgKIEIvL8zk6IsTnAiy/PCLE8gJ9jI8I8RF+GlwaEZIGJTIFCFRAABHi8fZgRYhHgAy3hgAixJqqjAuKCDGuEqsCIUKsqsuosIgQo+qwLgwixLrKCAyBpAggQpLClXgwIsQjQIZbQwARYk1VxgVFhBhXiVWBECFW1WVUWESIUXVYFwYRYl1lBIZAUgQQIUnhQoR4xMVwiwkgQiwuz+foiBCfC7D88ogQywv0MT4ixEf4aXBpREgalMgUIFABAUSIx9uDFSEeATLcGgKIEGuqMi4oIsS4SqwKhAixqi6jwiJCjKrDujCIEOsqIzAEkiKACEkKV+LBiBCPABluDQFEiDVVGRcUEWJcJVYFQoRYVZdRYREhRtVhXRhEiHWVERgCSRFAhCSFCxHiERfDLSaACLG4PJ+jI0J8LsDyyyNCLC/Qx/iIEB/hp8GlESFpUCJTgEAFBBAhHm8PVoR4BMhwawggQqypyrigiBDjKrEqECLEqrqMCosIMaoO68IgQqyrjMAQSIoAIiQpXIkHI0I8AmS4NQQQIdZUZVxQRIhxlVgVCBFiVV1GhUWEGFWHdWEQIdZVRmAIJEUAEZIULkSIR1wMt5gAIsTi8nyOjgjxuQDLL48IsbxAH+MjQnyEnwaXRoSkQYlMAQIVEECEeLw9WBHiESDDrSGACLGmKuOCIkKMq8SqQIgQq+oyKiwixKg6rAuDCLGuMgJDICkCiJCkcCUejAjxCJDh1hBAhFhTlXFBESHGVWJVIESIVXUZFRYRYlQd1oVBhFhXGYEhkBQBREhSuBAhHnEx3GICiBCLy/M5OiLE5wIsvzwixPICfYyPCPERfhpcGhGSBiUyBQhUQCCwIqS4uER/rVithg3qKhQKbfEmyS8oVElJTHVq1yh3LCtCtoiOA9KEACIkTYr0YRqIEB+gp9ElESFpVOZWngoiZCsDT7PLIULSrFCmA4GNCAROhMTjcY16/CU99OjzLopt6tbSg4Ov0/57N9/kzbH4z790x32P66PZ892v77lrU/Xp3kF77dbM/TMihO+poBBAhASl6dTPExGSeqZBOiMiJEhtp3auiJDU8gza2RAhQWuc+QaNQOBEyJx53+rCawZp4og+arHnLnpg/BS9Ov1DvfXMvQqHE1eG3DhwtP5ehifPBAAAIABJREFUuVoPDb5OoXBIt93zmP5c9pdGD+2BCAnad0vA54sICfgN4GH6iBAP8BgqRAg3QVUJIEKqSo5xDgFECPcBBNKbQOBEyD2jJ2n+dz9r3N293GaXLP1bx519nSaPva1slceGlTvSpFmTRhp0U2f3Pz8/daZGPDJFbz87HBGS3t8bzG4jAogQbomqEkCEVJUc4xwCiBDug6oSQIRUlRzjECHcAxBIfwKBEyE9bx+lenVqqu+1Hcva3efYizXyzuv1r8P3T2j87fdmq1u/B3TC0Qep7alHa9jIp3Xpeafp/9u783gry3KN4/dmb2YMVETNEUk5mumpNBuO6dHKTM0cExwiTOWDoqLgACIqRRIKOQUiipHHAU0UU7RELcrxk0NWlh07ldmgIg7IvNnn865i13YtFuvdz2I/9/U+v/2fm/dd7/18r4e1FpdrOPLgff5RpLy5XGaX9OjSWHrVy5Llq2VmZlA/Atk/Rt58Z6U1t7T4GYpJJAS6NHWy7l2b7K13V0rMy5C+BPr07GJLV6y2lavX+BqMadwLZEVIn15dbNHbK9zPyoD+BHp1b7Lm5hZbtrLZ33DrmKhfn24yszIoArEFkitCTh59mQ0csK2dPezoVvs9DxxmF40aYgft//GyPF752+t20qjJttMO29jPnvqldeva2WZNPc8+0H+r0rGrhJ6YrX3rz5o1/EM29l88xes3NTbY6mzvsH0U44s6c/Z51Nn9T/aEkh8E8go0NjZY9rhFB5tXjuMzgdJjF/c9bIZ2CGRFWvaopfS8uXNTp3aslFMQSFMguSIke0VI9gGpY04/rjXxaq8I+fIpF9s+n/xPG/6VQ+2dJUtt/GU32sInfmGP/eAaa2ps5MNS0/x7k+SqeWtMkrHXZdG8NaYujMneCG+NSTb64IXz1phgwqRvgM8ISTp+Fp+AQHJFSPYZIb996U82Y/KoUrzVPiPk3aXL7WNfGGZXff102++/PlI6/le//YMdfcpFdtesr9uO/bemCEngLwlL/IcARQg7ob0CFCHtleO8TIAihH3QXgGKkPbKcV4mQBHCPkCg2ALJFSH/+taYsfahnXewK2beYfcteLz1W2NunHO/LVj4dOlbZbKfAwaNtv7bbmGTLhhmPbp1tW9fd4c9/OgzNu+7E3lFSLH/brC69whQhLAl2itAEdJeOc6jCGEPhAhQhITocS5FCHsAgWILJFeEtLS02NWz5tr02fNKyfbo3s1mTD7bPrzrjqX/zj4Mdc49j9hT86eX/vuF3/3Rps2+u1SOZMfusfvA0ttkshIl+/nLomUyO6RXt6bS+/TfXrpKZmYG9SNAEeInC7VJKELUEvM1L68I8ZWH0jQUIUpp+ZuVIsRfJkyEQD0FkitC1uItX7HS3lj8tm3Rb9NSObC+n+xtMqtXN1vv9/VscyhFyPrk+POiCFCEFCXJjl8HRUjHmxfpihQhRUqzY9dCEdKx3kW7GkVI0RJlPQi0FUi2CKnXRqAIqZckt+NdgCLEe0J+56MI8ZuNwmQUIQop+ZyRIsRnLipTUYSoJMWcCLRPgCKkfW6tZ1GEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFVX4wRUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFwUIYFcnC4sQBEiHF7k0SlCIgcgfnmKEPEAI45PERIRvwCXpggpQIgsAYEqAhQhgduDV4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVVfjBFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXBQhgVycLixAESIcXuTRKUIiByB+eYoQ8QAjjk8REhG/AJemCClAiCwBgSoCFCGB24NXhAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxVV+MEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxcFCGBXJwuLEARIhxe5NEpQiIHIH55ihDxACOOTxESEb8Al6YIKUCILAGBKgIUIYHbg1eEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFVX4wRUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFwUIYFcnC4sQBEiHF7k0SlCIgcgfnmKEPEAI45PERIRvwCXpggpQIgsAYEqAhQhgduDV4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVVfjBFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXBQhgVycLixAESIcXuTRKUIiByB+eYoQ8QAjjk8REhG/AJemCClAiCwBgSoCFCGB24NXhAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxVV+MEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxcFCGBXJwuLEARIhxe5NEpQiIHIH55ihDxACOOTxESEb8Al6YIKUCILAGBKgIUIYHbg1eEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFVX4wRUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFwUIYFcnC4sQBEiHF7k0SlCIgcgfnmKEPEAI45PERIRvwCXpggpQIgsAYEqAhQhgduDV4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVVfjBFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXBQhgVycLixAESIcXuTRKUIiByB+eYoQ8QAjjk8REhG/AJemCClAiCwBgSoCFCGB24NXhAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxVV+MEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxcFCGBXJwuLEARIhxe5NEpQiIHIH55ihDxACOOTxESEb8Al6YIKUCILAGBKgIUIYHbg1eEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFVX4wRUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFwUIYFcnC4sQBEiHF7k0SlCIgcgfnmKEPEAI45PERIRvwCXpggpQIgsAYEqAhQhgduDV4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVVfjBFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXBQhgVycLixAESIcXuTRKUIiByB+eYoQ8QAjjk8REhG/AJemCClAiCwBgSoCFCGB24NXhAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxVV+MEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxcFCGBXJwuLEARIhxe5NEpQiIHIH55ihDxACOOTxESEb8Al6YIKUCILAGBKgIUIYHbg1eEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFVX4wRUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFwUIYFcnC4sQBEiHF7k0SlCIgcgfnmKEPEAI45PERIRvwCXpggpQIgsAYEqAhQhgduDV4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVVfjBFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC6BwhYha9a02KuLFlvfTXpbU2NjLpQ8B1OE5NHiWGUBihDl9OLOThES11/96hQh6gnGm58iJJ59Ea5MEVKEFFkDAusWKGQR8uPHnrNRl0yzpcuWl1Y+/uwhdvQh+1ZUmDt/oV0w6fqyPztg34/ZlIuG24KFT9vp464s+/Onf3idde3S2ShC+OuVigBFSCpJ13+dFCH1N03pFilCUkq7vmulCKmvZ2q3RhGSWuKsNzWBwhUhy5avtE8fdrqdNvQwO/bwz9gjjz5rZ4y7yh64ZbJtveVmZfkueXeZLVr8dpvfnzdxhu06cHsbe8bx9uDCn9v5E6+zO667uM0x227VzxoaGihCUvsbk/B6KUISDj9w6RQhgYCJn04RkvgGCFg+RUgAHqcaRQibAIFiCxSuCMleDTL8/Kn2zA+vsy5dOpfS+8Jx55ZKkWMP/+x60/zFr1+yQcMn2Pz/+ZZlZUdWhFx8+Y228K6rKp7LK0LWS8oBBRGgCClIkBGWQRESAb1Al6QIKVCYHbwUipAOBi/Y5ShCChYoy0HgPQKFK0Lm3POI3XjbfLvvpkmtSx0x9grbfpst7exhR693Aww581IbsN37bdzIE0rHZkVI9oqSQw/4lHXt2sX22H2gHbDvnq2fO0IRsl5SDiiIAEVIQYKMsAyKkAjoBbokRUiBwuzgpVCEdDB4wS5HEVKwQFkOAkUvQmbefK/d//CTbd7Kkn1eSK8e3e2iUUOqboCFTzxvw8693B66faptvtnGpWOf/83/2QOPPGm9N+ppf/n7Ipsz72EbfNj+pbfNZD+rm9fIbKpODQ2lWde0tMjMzKB+BBobO1lzc7Z32D9+UtGYJHsbYXb/07xG5/5SQzaNKRs7dSo9brXw2JVG4HVdZYM1NjZYs9BztbounxsLEujUqaH0lEfpeXNTY6egNXMyAikJ8IqQf6adPUgeedKFtvdeu9lZp6z7lSN33vcTG/etG+y5BdeXXhXy6psrZPZLj66Nlt2pL1m2WmZmBvUj0Pd9XWzxkpXG80k/mahM0qWpwbp3a7K3lqxSGZk5HQn06dXZli5fbStXU8I6ikVilOzfhBv36mKvv71SYl6G9CWwUfcma17TYktXNPsarMo0/fp0lZmVQRGILVC4ImTtZ4Q8+6OZ1rlzU8n3gEGj7YSjPlf1M0LuXfC4nTNhuv307qts494brTOXta8a+fkDM6xb1y58WGrsHcz1O0yAt8Z0GHXhLsRbYwoXaYcuiLfGdCh3oS7GW2MKFWeHL4a3xnQ4ORdEoEMFCleELF22wvY88BQ799RBNrjCt8Y89exvbNI1t9jl44fbdltvXsJeuXKVff7Yc+zIg/e14V85tE0AN89dYAMHbGO77LS9vfXOEht9yXTr3NRoN0w9t3QcnxHSofuVi0UUoAiJiC9+aYoQ8QAjj08REjkA4ctThAiH52B0ihAHITACAhtQoHBFSGb10M+esewDUtf+XHDm8TboS/uX/vPhR5+x08ZcYXdeP6FUcGQ/t979kF0+fY49dPsU26hXjzbcU66dY9ffcl/r73bbZYBNHjes9at4KUI24O7kpl0JUIS4ikNqGIoQqbjcDUsR4i4SmYEoQmSicjkoRYjLWBgKgboJFLIIyXSyz/z422tvWL9N+7S+Raa9astXrLTXFr1pG/XsYX1692pzMxQh7VXlPDUBihC1xPzMSxHiJwvFSShCFFPzMTNFiI8cVKegCFFNjrkRqE2gsEVIbcsPP4oiJNyQW9AQoAjRyMnjlBQhHlPRmYkiRCcrb5NShHhLRGseihCtvJgWgbwCFCF5xd5zPEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxc5QdThAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxUUREsjF6cICFCHC4UUenSIkcgDil6cIEQ8w4vgUIRHxC3BpipAChMgSEKgiQBESuD14RUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFzlB1OEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFRRESyMXpwgIUIcLhRR6dIiRyAOKXpwgRDzDi+BQhEfELcGmKkAKEyBIQqCJAERK4PXhFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXOUHU4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVFERLIxenCAhQhwuFFHp0iJHIA4penCBEPMOL4FCER8QtwaYqQAoTIEhCoIkARErg9eEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxc5QdThAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxUUREsjF6cICFCHC4UUenSIkcgDil6cIEQ8w4vgUIRHxC3BpipAChMgSEKgiQBESuD14RUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFzlB1OEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFRRESyMXpwgIUIcLhRR6dIiRyAOKXpwgRDzDi+BQhEfELcGmKkAKEyBIQqCJAERK4PXhFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXOUHU4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVFERLIxenCAhQhwuFFHp0iJHIA4penCBEPMOL4FCER8QtwaYqQAoTIEhCoIkARErg9eEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxc5QdThAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxUUREsjF6cICFCHC4UUenSIkcgDil6cIEQ8w4vgUIRHxC3BpipAChMgSEKgiQBESuD14RUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFzlB1OEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFRRESyMXpwgIUIcLhRR6dIiRyAOKXpwgRDzDi+BQhEfELcGmKkAKEyBIQqCJAERK4PXhFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXOUHU4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVFERLIxenCAhQhwuFFHp0iJHIA4penCBEPMOL4FCER8QtwaYqQAoTIEhCoIkARErg9eEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxc5QdThAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxUUREsjF6cICFCHC4UUenSIkcgDil6cIEQ8w4vgUIRHxC3BpipAChMgSEKgiQBESuD14RUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFzlB1OEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BKgCMnFRRESyMXpwgIUIcLhRR6dIiRyAOKXpwgRDzDi+BQhEfELcGmKkAKEyBIQqCJAERK4PXhFSCAgp8sIUITIROVuUIoQd5FIDUQRIhWXq2EpQlzFITcMRYhcZAyMQC4BipBcXOUHU4QEAnK6jABFiExU7galCHEXidRAFCFScbkaliLEVRxyw1CEyEXGwAjkEqAIycVFERLIxenCAhQhwuFFHp0iJHIA4penCBEPMOL4FCER8QtwaYqQAoTIEhCoIkARErg9eEVIICCnywhQhMhE5W5QihB3kUgNRBEiFZerYSlCXMUhNwxFiFxkDIxALgGKkFxc5QdThAQCcrqMAEWITFTuBqUIcReJ1EAUIVJxuRqWIsRVHHLDUITIRcbACOQSoAjJxUUREsjF6cICFCHC4UUenSIkcgDil6cIEQ8w4vgUIRHxC3BpipAChMgSEKgiQBESuD14RUggIKfLCFCEyETlblCKEHeRSA1EESIVl6thKUJcxSE3DEWIXGQMjEAuAYqQXFzlB1OEBAJyuowARYhMVO4GpQhxF4nUQBQhUnG5GpYixFUccsNQhMhFxsAI5BJItghZuXKVLX5rifXr28caGhpyof37wRQh7abjRDEBihCxwByNSxHiKAzBUShCBENzMjJFiJMgRMegCBENjrERqFEguSKkpaXFps2eZ9fMmlsi2qTPRnb1xDNt910GVCTb+0sj7I033yn7s7tnfcM+0H8rowipcadxmLwARYh8hNEWQBESjb4QF6YIKUSMURZBERKFvTAXpQgpTJQsBIGKAskVIc/88nd23GnfsO9dNcY+9B872JXX32n3LnjMHrxtinXqVP7KkJf/8qqtWdPSivfrF/9goy6ZZg/dPtU232xjihD+YiUjQBGSTNR1XyhFSN1Jk7pBipCk4q7rYilC6sqZ3I1RhCQXOQtOTCC5IuTy6XPshf/9o828bHQp6ldff9P++8gz7Y7rLradd9xuvfEPO/dy22zTjW3COUNLx/KKkPWScUBBBChCChJkhGVQhERAL9AlKUIKFGYHL4UipIPBC3Y5ipCCBcpyEHiPQHJFSPZqjo1797KxZxzfSvHBfYfYd7450vb5xO5VN8hTz/7Ghpx5qf3o1svs/Vv0pQjhr1NSAhQhScVd18VShNSVM7kbowhJLvK6LZgipG6USd4QRUiSsbPohASSK0JOHn2ZDRywrZ097OjWmPc8cJhdNGqIHbT/x9cZffbZIscMu8Q+sttOdu6pg1qP4xUhCf1tSXypFCGJb4CA5VOEBOBxqlGEsAnaK0AR0l45zssEKELYBwgUWyC5IiR7RUj2AaljTj+uNdlaXhHy4MKf2xnjrrIf33mF9d2kd7F3BatDAAEEEEAAAQQQQAABBBBAoKACyRUh2WeE/PalP9mMyaNKkdbyGSGrm5vti18ZYwfut5eNGHp4QbcCy0IAAQQQQAABBBBAAAEEEECg+ALJFSH/+taYsfahnXewK2beYfcteLz1W2NunHO/LVj4dOlbZdb+3HnfT+ybV91sD8653Hpv1LP4u4IVIoAAAggggAACCCCAAAIIIFBQgeSKkOyzPq6eNdemz55XirRH9242Y/LZ9uFddyz99+Tv3Gpz7nnEnpo/vfTfK1auss8cfZadcNQBdtKxBxd0G7AsBBBAAAEEEEAAAQQQQAABBNIQSK4IWRvr8hUr7Y3Fb9sW/Ta1Tp0aZNI+YNBo+/NfXyub99Mf392mXTrSho6cZE8880Lpz3cd2N9uu3Z8xd/NuOkeu2Lm91tv54l7p9nNcx+s6Xe9enaX8WLQfwk8/fyLdvyIia2/mD7pLPtA/61LRV+ln9HDj7Hjjvis7b7/ia1//LXBB9mIEw9v9+9GnnwUkYgK1HrfcvGU79qceQ9XXOWvHrnRar3vefH3L5ft17332k1UL+2xK9339OzRrSzfT+zxwbL7luw+o16Pe2mnoLv6Wu8zan0O85PHf2GjJ0yrCHLrtAtt1erV3Pfobpc2k2dvba/3c5hKj4Xre9wrCCfLQKBwAskWIapJZiXIqlWrW8f/0yuv2vDzp5a+ySZ71Up2pz9h6mx7d+lyu3TsydbU2Fjxd83Na0pvCbpk6mx7dN7V1rlzk9X6O1W71OfOXg2V7Z/PDz7H7rx+gu3Yf2tb07LGXn7l1TY09z/ypF19w1y75TvjbLddBpT228EnnG9DjznQjjx4X2ts7BT0u9RzUF1/rfctr7/xlr2zZGnrMrNX1Z00anJpL10z8cya72cq7Vel0lo15w0xd6UsGxqs7P4oy7fS/U29Hvc2xNq4zQ0vUOtzk1qPW/LuMntt0ZttBp90zc324u//bHNv+Lq9r1ePintzw6+UK2wIgXo/h6n0WLi+x70NsS5uEwEEwgUoQsINo93C0mUr7JhhF9tOA7axyeOGWUP2zNKsVG68u3SZTRp7SutslX43/6En7MLJs1rfBpQdXOvvoi2aCwcJ/P21xbbfUSPtB7O/af233bLstl76wyv2xSFj7cKRJ9iXD92v9c+z/yN78nGH2BEHfbouvwtaBCdHE6j1vuXfBxz3rRvsyWdesNuvu7j0D4w89zPr26/RILhwboFKWa4r30r3N2svGPq4l3twTnAhUOtzk1qP+/dF3fPDR+28iTPs9hkX2S47bV/6I+57XMRetyHq/Rym0mPh+h736rYYbggBBOomQBFSN8qOvaHs/7CNnjDdXnzpZbt1+njr0b1r6wC1/mOl1icMlY7r2NVytXoJVHty9/aSpXbUSePtYx/e2SacM7TNJev9JKJe6+F2Olag1vuWtVNlb5HJXjI878Zv2IDQAMTvAAAKF0lEQVTtt2odttb7Hv4x0rH5bsir1aMIqcfj3oZcI7e94QRqvc+o9bi1k77wuz/akSeNt0vHnGyHfO6TrQvgvmfDZRnjluv9HKZaEbKux70Y6+aaCCBQXYAiRHSHZN9uc82su+z7My+xbbfq12YVtf5jpdYnDBQhopukwtjrenK3Zk2LnTHuytLXSc++aox17dKZIqQ4sddtJbXet2QXfO7XL9ng4RPsigkj7DN7f7TNDLXe9/CPkbpFF/2G6lGE1ONxLzoEA7RLoNb7jFqPy4ZY/NY7dsTXLrTP7bOnnXfa4DZzcd/TrpjcntRRRUi1xz23OAyGQMICFCGC4Wcfhpp9WNOMyaPsU3vuWraCWv+xUusTBooQwU2yjpHX9eRu2uy77YZb5ts9syfaFpttUnZ2vZ9EFEc0rZXUet+Svf/+8BPH2VGH7Gunn3hEGVKt9z38Y6Q4+yu0CKnX415xRNNaSa33GbUel33Ow7Bzp9jq1c123WWjrXNTI0VIgbdUvZ/DVHosXN/jXoF5WRoCsgIUIWLR/fXvi0qf4XDycQev8+t8a/3HSq1PGChCxDZJlXEr/WPkx489V/rA3dlXjrGP7rZTxbPr/SSiOKJpraSW+5bsg+m+OnKS9erZza6ZOLL04brv/an1vocipDj7K6QIqefjXnFE01pJrfcZtR435do5Nnf+wtKHo/bdpHcZJvc9xdpf9X4O897Hwloe94olymoQKIYARYhQjtn/wThm2CWliSddcIp1+ueHo2b/nX3ry9Zbbsa3xgjl2dGjVvrmhr++usi+9NULSu+NPv6Iz7YZaaNePUpPEOv9iesdvW6uVx+BWr81ZtI1t9js2x+wm64ea33e16vNxbfZqp81WENN31jFt8bUJzcPtxLyrTEt1lK3xz0PFsyQX6DWb4Op9biHfvq0jbjgSpt4/km22847tBmoX9+NS5+59t5vWOMbq/Ln5uWMej+HqfRYuL7HvewbHPlBAAF/AhQh/jJZ50RvvfOuffKQUyv++XZbb2733TSp9JaZ7CXE2c+uA/vbbdeOr/i7GTfdY1fM/H7rbT1x7zS7ee6DNf2uV8/uQmqMulbg6edftONHTGwFmT7prNJXmZ465tsVkQYftr+de9pg233/E1v//GuDD7IRJx7e7t+NPPkoAhEVqPW+5bChF5S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+ "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# noise model with dep. noise on every ECR\n", + "# - strenght: 0.007\n", + "# - num_qubits = 2\n", + "\n", + "noise_model = NoiseModel()\n", + "for qubits in backend.coupling_map:\n", + " noise_model.add_quantum_error(depolarizing_error(0.007, 2), [\"ecr\"], qubits)\n", + "\n", + "analyzer.noise_model = noise_model\n", + "\n", + "noise_res = [analyzer.noisy_sim(clifford_pubs) for _ in range(10)]\n", + "\n", + "scattered_plot(tw_res, noise_res, obs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "63525b2e-de53-4074-8013-83ea7650da83", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "description": "Use the Qiskit Runtime Debugging tools module and `Neat` class to debug and analyze jobs.", + "kernelspec": { + "display_name": "Python 3", + "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" + }, + "title": "Debug Qiskit Runtime jobs" + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/guides/debugging-tools.mdx b/docs/guides/debugging-tools.mdx index d24b5d1b2ff..3701f81ab3b 100644 --- a/docs/guides/debugging-tools.mdx +++ b/docs/guides/debugging-tools.mdx @@ -21,6 +21,7 @@ For general quantum circuits, the following tools are available to test and debu - For exact simulation of small quantum circuits, you can use the reference primitives included with Qiskit. See [Exact simulation with Qiskit primitives](./simulate-with-qiskit-sdk-primitives). - For higher-performance simulation that can handle larger circuits, or to incorporate noise models into your simulation, use [Qiskit Aer](https://qiskit.org/ecosystem/aer/), a project that is part of the [Qiskit Ecosystem](https://qiskit.github.io/ecosystem/). See [Exact and noisy simulation with Qiskit Aer primitives](simulate-with-qiskit-aer). - To build custom noise models, use the [`noise`](https://qiskit.org/ecosystem/aer/apidocs/aer_noise.html) module of Qiskit Aer. See [Building noise models](./build-noise-models). +- For Qiskit Runtime Estimator jobs, use the Qiskit Runtime [`Neat`](/api/qiskit-ibm-runtime/debug_tools) class to debug and analyze your jobs. See [Debug Qiskit Runtime jobs](/guides/debug-qiskit-runtime-jobs) for details. ## Hardware considerations diff --git a/qiskit_bot.yaml b/qiskit_bot.yaml index 8501d25f8d0..522c967a927 100644 --- a/qiskit_bot.yaml +++ b/qiskit_bot.yaml @@ -233,6 +233,10 @@ notifications: - "`@mtreinish`" "docs/guides/visualize-circuits": - "@frankharkins" + "docs/guides/debug-qiskit-runtime-jobs": + - "@beckykd" + - "@abbycross" + - "@SamFerracin" "docs/migration-guides/index": - "@javabster" "docs/migration-guides/qiskit-algorithms-module":