diff --git a/__init__.py b/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/__pycache__/s17_plotting.cpython-311.pyc b/__pycache__/s17_plotting.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..304b0aace970879511f58d2741fd881ab576d73c Binary files /dev/null and b/__pycache__/s17_plotting.cpython-311.pyc differ diff --git a/bell_plotting.ipynb b/bell_plotting.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..bfbd0fabdad1aaa5bf062953668259f0374a41f7 --- /dev/null +++ b/bell_plotting.ipynb @@ -0,0 +1,776 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from plot.bell_plotting_helpers import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bell state: plot cycles vs. p_error " + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# for ancilla_fb_rnd[1,2,3]:\n", + "# for p_amp_ge in [0.01, 0.02]:\n", + "\n", + "runs = 10\n", + "after_clifford_depolarization_1 =0.001\n", + "after_clifford_depolarization_2 = 0.01\n", + "after_reset_flip_probability = 0\n", + "before_measure_flip_probability = 0\n", + "before_round_data_depolarization = 0\n", + "for p_amp_ge in 0.01,[0.02,0.03]:\n", + " for parity, phase in [(0,0), (0,1), (1,0), (1,1)]:\n", + " # for parity, phase in [(0,0), (1,1)]:\n", + " compare_4(parity=parity, phase=phase, ancilla_reset=True,\n", + " after_clifford_depolarization_1 = after_clifford_depolarization_1,\n", + " after_clifford_depolarization_2 = after_clifford_depolarization_2,\n", + " after_reset_flip_probability = after_reset_flip_probability,\n", + " before_measure_flip_probability = before_measure_flip_probability,\n", + " before_round_data_depolarization = before_round_data_depolarization, \n", + " runs = runs,\n", + " p_amp_ge=p_amp_ge)\n", + " plt.savefig(f'plot/bell/Bell__peg{p_amp_ge}_polerr1{0.001}_polerr1{0.01}_rep{runs}.png')\n", + " plt.ylim([0,15])\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# for ancilla_fb_rnd[1,2,3]:\n", + "\n", + "compare_4(parity=1, phase=1, ancilla_reset=True,\n", + "after_clifford_depolarization_1 = 0.001,\n", + "after_clifford_depolarization_2 = 0.01,\n", + "after_reset_flip_probability = 0.01,\n", + "before_measure_flip_probability = 0.001,\n", + "before_round_data_depolarization = 0.001, \n", + "max_error=0.02,\n", + "runs = 10000,\n", + "p_amp_ge=0.02)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_4(parity=1, phase=1, ancilla_reset=True,\n", + "after_clifford_depolarization_1 = 0.001,\n", + "after_clifford_depolarization_2 = 0.01,\n", + "after_reset_flip_probability = 0.001,\n", + "before_measure_flip_probability = 0.00,\n", + "before_round_data_depolarization = 0.00, \n", + "max_error=0.01,\n", + "runs = 10000,\n", + "p_amp_ge=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_new(parity=1, phase=1, ancilla_reset=True,\n", + " after_clifford_depolarization_1 = 0.001,\n", + " after_clifford_depolarization_2 = 0.01,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.00,\n", + " before_round_data_depolarization = 0.00, \n", + " cycles = 18,\n", + " max_error=0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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v57Y++/+/qnEp855SHFT9f83O2toaEREROHToEA4cOIADBw5g7dq18PX1xbp16wCI5+XTTz+Vt169T5YIs8LhRImpzftv2Hfv3oVUKi3Q5ZkdO3bAz88P8+fPl6979+4dXr9+nWNbS0tLDBw4EAMHDkRycjJat26NwMBAfP311/Jv1Lq6unl+A9SkO3fuoG3btvLfk5OTERsbi88//xyAGKH28uVLBAcHo3Xr1vLtoqOjC3XcD7UM+fr6okuXLrhw4QI2btyIRo0aoW7duoU6ZlGTtRZmP5fbt28DwAdfc7JLv9bW1vm+Ll69eoWjR49i6tSpmDx5snx9Xpd6AeCXX36Bjo4OvvvuO5iYmKBv3775xlKhQgWYmJggMzNTqdfolStXMG3aNAwcOBARERH4+uuvcfXqVXlrjYxUKsW9e/cUPjzff36qV6+Of/75By1atCiSJLuoqCOu4mgNLez/q56eHjp16oROnTpBKpXiu+++w++//46ffvoJTk5OqF69OpKTk0vke1lZwn2UmNosW7ZM4fclS5YAAD777DOV96WtrZ3j2+CSJUtyDLF9f4i2sbExnJyckJqaCkB8ELZp0wa///47YmNjcxzn/WHwuZUHUKeVK1cqDLFfvnw5MjIy5M+Z7Jty9uciLS0Nv/32W6GOK6sjlFviCYi/Wfny5TFnzhwcO3YsR2uSKuUB1OXJkyfYtWuX/PfExET8+eefcHFxybWVKDtvb2+Ymppi5syZuZ6D7HWR2/MPAAsXLsxz3xKJBCtXrkT37t3h5+eXaxmK7LS1tfHll19i586duHbtWp6xAKK/3oABA2Bra4tFixYhKCgIT58+xejRo3Pd99KlS+W3iQhLly6Frq4u2rVrB0C0lmVmZmL69Ok5HpuRkZHn60Pd1BFXfq/5oioPUJj/1/ffy7S0tOQtibL3s549e+LMmTPyFsXsXr9+jYyMjALHzrJwixJTm+joaHTu3Bk+Pj44c+YMNmzYgL59+6Jhw4Yq76tjx45Yv349zMzMUKdOHZw5cwb//PMPrKysFLarU6cO2rRpA1dXV1haWuLixYvYsWOHQifWZcuWoWXLlqhfvz6GDBmCatWq4enTpzhz5gwePXqEy5cvy7eVfYC836/q559/BgB5jZ3169fj5MmTAIBJkybJtwsMDMTUqVMREhKi1FQdaWlpaNeuHXr27Ilbt27ht99+Q8uWLdG5c2cAQPPmzWFhYQE/Pz/4+/tDIpFg/fr1hb6kUL16dZibm2PFihUwMTGBkZER3N3d5S2Curq66N27N5YuXQptbW306dNH4fETJkzAunXrEB0d/cHWm+PHj8s7mT5//hwpKSny57N169YK37wlEgk8PT2VmiKmRo0aGDx4MC5cuICKFStizZo1ePr0KdauXfvBx5qammL58uXo378/GjdujN69e6NChQp48OAB9u3bhxYtWmDp0qUwNTVF69atMXfuXKSnp6Ny5co4fPjwB1sItLS0sGHDBnTt2hU9e/bE/v378+wPBQCzZ89GSEgI3N3dMWTIENSpUwfx8fEIDw/HP//8g/j4eADidRgREYGjR4/CxMQEDRo0wOTJkzFp0iR0795d3hIJAAYGBjh48CD8/Pzg7u6OAwcOYN++fZg4caL80pWnpyeGDRuGWbNmISIiAu3bt4euri7u3LmD7du3Y9GiRejevfsHn8+ipo64XFxcoK2tjTlz5iAhIQH6+vr45JNPYG1tjV27dmHgwIFYu3ZtoeasK8z/69dff434+Hh88sknsLOzw/3797FkyRK4uLigdu3aAICAgAD89ddf6NixIwYMGABXV1ekpKTg6tWr2LFjB2JiYlC+fPkCx8/+U9zD7FjZJxsWfePGDerevTuZmJiQhYUFDR8+nN6+fauwLQD6/vvvc+zj/eHFr169ooEDB1L58uXJ2NiYvL296ebNmzm2+/nnn8nNzY3Mzc2pXLlyVKtWLZoxY4bCkHsiUUfF19eXKlWqRLq6ulS5cmXq2LEj7dixI0ccuZUHQC7DgWVLdmPHjiWJREKRkZH5Pmey4cjHjh2joUOHkoWFBRkbG1O/fv3o5cuXCtueOnWKmjVrRuXKlSNbW1saN24cHTp0KMdQZ09PT6pbt26ux3u/PAAR0Z49e6hOnTqko6OT69Do8+fPEwBq3759jv2pUh5A9vrIbZkyZYp8u6SkJAJAvXv3/uA+HRwcqEOHDnTo0CFq0KAB6evrU61atWj79u0K28me5wsXLuS6n5CQEPL29iYzMzMyMDCg6tWr04ABA+jixYvybR49ekRffPEFmZubk5mZGfXo0YOePHmSI/736ygRiaHinp6eZGxsTGfPns33nJ4+fUrff/892dvbk66uLlWqVInatWtHK1euJCKisLAw0tHRURjyTySG1zdt2pRsbW3p1atXRCT+PkZGRhQVFUXt27cnQ0NDqlixIk2ZMoUyMzNzHHvlypXk6upK5cqVIxMTE6pfvz6NGzeOnjx5kuM5z01e5QHef95ze46yx1uUceX2ml+1ahVVq1aNtLW1Ff5/VC0PkNf/GZHy/6/vlwfYsWMHtW/fnqytrUlPT4+qVKlCw4YNo9jYWIX9JyUl0YQJE8jJyYn09PSofPny1Lx5c5o3b16O9z1WMBKiYu7dxso8WSvK8+fPP/pvM25ubnBwcMD27dvz3S4oKAgDBw7EhQsX0KRJk2KKTjWXL1+Gi4sL/vzzT/Tv31/tx9u/fz86duyIy5cvo379+mo/Xlk2YMAA7NixA8nJyZoOhbFShy+9MaYmiYmJuHz5snyESmm3atUqGBsbo1u3bsVyvJCQEPTu3ZuTJMaYRnGixJiamJqayjtdlmZ///03bty4gZUrV2L48OHFNoHsL7/8UizHYYyx/HCixBjL14gRI/D06VN8/vnnmDp1qqbDYYyxYlUiygMsW7YMjo6OMDAwgLu7O86fP5/v9tu3b0etWrVgYGCA+vXr55gSI7tvvvkGEokkx/BdR0dH+YzRsmX27NlFcTofvcDAQBDRR98/SRWyKRNKYv+kmJgYvH37Frt374aJiYmmw2EFEBQUxP2TGCsgjSdKW7duxZgxYzBlyhSEh4ejYcOG8Pb2zrP0+unTp9GnTx8MHjwYly5dQteuXdG1a9dc643s2rULZ8+eha2tba77mjZtGmJjY+WLbC4yxhhjjDGgBCRKCxYswJAhQzBw4EDUqVMHK1asgKGhIdasWZPr9osWLYKPjw8CAgJQu3ZtTJ8+HY0bN1YopAYAjx8/xogRI7Bx40aFSUazMzExQaVKleRLcfW9YIwxxljpoNE+SmlpaQgLC8OECRPk67S0tODl5YUzZ87k+pgzZ85gzJgxCuu8vb2xe/du+e9SqRT9+/dHQEBAvtMszJ49G9OnT0eVKlXQt29fjB49WmFOp+xSU1MVOuZKpVLEx8fDysqqRE0MyhhjjLG8ERGSkpJga2sLLa0PtxdpNFF68eIFMjMzUbFiRYX1FStWxM2bN3N9TFxcXK7bx8XFyX+fM2cOdHR04O/vn+ex/f390bhxY1haWuL06dOYMGECYmNjsWDBgly3nzVrFndkZYwxxsqIhw8fws7O7oPblblRb2FhYVi0aBHCw8PzbenJ3irVoEED6OnpyUvk6+vr59h+woQJCo9JSEhAlSpV8PDhQ5iamhbtSTDGGGNMLRITE2Fvb6/04BSNJkrly5eHtrY2nj59qrD+6dOneU5iWalSpXy3P3HiBJ49e4YqVarI78/MzMTYsWOxcOHCHHN2ybi7uyMjIwMxMTGoWbNmjvv19fVzTaBMTU05UWKMMcZKGWW7zWi0M7eenh5cXV1x9OhR+TqpVIqjR4/Cw8Mj18d4eHgobA8AR44ckW/fv39/XLlyBREREfLF1tYWAQEBuc6wLBMREQEtLS1YW1sXwZkxxhhjrCzQ+KW3MWPGwM/PD02aNIGbmxsWLlyIlJQUDBw4EADg6+uLypUrY9asWQCAkSNHwtPTE/Pnz0eHDh2wZcsWXLx4EStXrgQAWFlZ5ZhRXldXF5UqVZK3FJ05cwbnzp1D27ZtYWJigjNnzmD06NH46quvYGFhUYxnzxhjjLGSTOOJUq9evfD8+XNMnjwZcXFxcHFxwcGDB+Udth88eKDQK7158+bYtGkTJk2ahIkTJ8LZ2Rm7d+9GvXr1lD6mvr4+tmzZgsDAQKSmpqJq1aoYPXp0jtF0jDHGGPu4SYiINB1EaZSYmAgzMzMkJCTk2UeJiJCRkYHMzMxijo6x4qOrqwttbW1Nh8EYY0pR5vM7O423KJVVaWlpiI2NxZs3bzQdCmNqJZFIYGdnB2NjY02HwhhjRY4TJTWQSqWIjo6GtrY2bG1toaenx0UpWZlERHj+/DkePXoEZ2dnbllijJU5nCipQVpaGqRSKezt7WFoaKjpcBhTqwoVKiAmJgbp6emcKDHGyhyNz/VWlilTGp2x0o5bSxljZRm3KDHGGGNlQWYmcOIEEBsL2NgArVoB3MpbaJwoMcYYY6VdcDAwciTw6FHWOjs7YNEioFs3zcVVBvC1oZIsMxMIDQU2bxY/ucxAgQwYMABdu3bVdBiMMaYewcFA9+6KSRIAPH4s1gcHayauMoITpZIqOBhwdATatgX69hU/HR3V+oI/fvw4OnXqBFtbW0gkEuzevVttx/qY+Pv7w9XVFfr6+nBxcdF0OIyxsiQzU7Qk5VYSUbZu1Cj+ol0InCiVRBr6dpCSkoKGDRti2bJlRbrf9PT0It1faTRo0CD06tVL02EwxsqaEydyflZkRwQ8fCi2YwXCiVJxIAJSUpRbEhMBf//8vx2MHCm2U2Z/KhRe/+yzz/Dzzz/jiy++KPCpxsTEQCKRYOvWrfD09ISBgQE2btwIqVSKadOmwc7OTt6ycvDgQfnjQkNDIZFI8Pr1a/m6iIgISCQSxMTEAACCgoJgbm6OQ4cOoXbt2jA2NoaPjw9iY2Plj8nMzMSYMWNgbm4OKysrjBs3Du8Xn9+xYwfq16+PcuXKwcrKCl5eXkhJSSnwOX/I4sWL8f3336NatWpqOwZj7COV7f0vX/klUyxfnCgVhzdvAGNj5RYzM9FylBci8YI3M1NufxqqDD5+/HiMHDkSkZGR8Pb2xqJFizB//nzMmzcPV65cgbe3Nzp37ow7d+6otN83b95g3rx5WL9+PY4fP44HDx7gf//7n/z++fPnIygoCGvWrMHJkycRHx+PXbt2ye+PjY1Fnz59MGjQIERGRiI0NBTdunXLkUxlZ2xsnO/yzTffqP4EMcZYUbCxUW674cOBb78FQkL4MpyKeNQbU4tRo0ahW7aRFvPmzcMPP/yA3r17AwDmzJmDkJAQLFy4UKVLfenp6VixYgWqV68OABg+fDimTZsmv3/hwoWYMGGC/NgrVqzAoUOH5PfHxsYiIyMD3bp1g4ODAwCgfv36+R4zIiIi3/uVmSuIMcbUolUrMbotvxYjLS0gIQFYsUIs1tbAl18CPXtyCQElcKJUHAwNgeRk5bY9fhz4/PMPb7d/P9C6tXLH1oAmTZrIbycmJuLJkydo0aKFwjYtWrTA5cuXVdqvoaGhPEkCABsbGzx79gwAkJCQgNjYWLi7u8vv19HRQZMmTeQtRg0bNkS7du1Qv359eHt7o3379ujevTssLCzyPKaTk5NKMTLGWLHR1gZ69wbmzct5n6wY7ObNgLk5sH276OP67BmwfLlYKlYUfV979gRatOCkKRd86a04SCSAkZFyS/v24ttBXtWOJRLA3l5sp8z+NFQ12cjISKXtZVXMs18Cy60TuK6ursLvEokk38tm79PW1saRI0dw4MAB1KlTB0uWLEHNmjURHR2d52P40htjrMS6dw9YuVLcNjFRvM/ODtixQyRB7dsDq1YBcXHAwYPAoEGAhQXw9CmwbBng6Sk+W/z9RcdvqbT4z6WE4kSppNHWFgXCgJxJjuz3hQtLVdZvamoKW1tbnDp1SmH9qVOnUKdOHQBivjAACh2zP3TJ631mZmawsbHBuXPn5OsyMjIQFhamsJ1EIkGLFi0wdepUXLp0CXp6egr9mN4XERGR75L90h9jjBWb1FSgVy8xuKd5c9FSFBICbNokfkZH5yw2qasLeHsDq1eLpGn/fmDgQNHiFBsLLFkirlbY24uBQ6dOffRJE196K4m6dRPfAnKrsrpwodqqrCYnJ+Pu3bvy36OjoxEREQFLS0tUqVKlUPsOCAjAlClTUL16dbi4uGDt2rWIiIjAxo0bAYjLW/b29ggMDMSMGTNw+/ZtzJ8/X+XjjBw5ErNnz4azszNq1aqFBQsWKIykO3fuHI4ePYr27dvD2toa586dw/Pnz1G7du0891nYS293795FcnIy4uLi8PbtW3kCWKdOHejp6RVq34yxj9gPPwAXLwKWlsCWLYCBAdCmjfKP19MDPvtMLCtWAP/8A2zbBuzeDTx5AixeLJbKlYEePcTSrJno8/QxIVYgCQkJBIASEhJy3Pf27Vu6ceMGvX37tnAHycggCgkh2rRJ/MzIKNz+PiAkJIQA5Fj8/Pzk20yZMoUcHBzy3Ed0dDQBoEuXLimsz8zMpMDAQKpcuTLp6upSw4YN6cCBAwrbnDx5kurXr08GBgbUqlUr2r59OwGg6OhoIiJau3YtmZmZKTxm165dlP1lnJ6eTiNHjiRTU1MyNzenMWPGkK+vL3Xp0oWIiG7cuEHe3t5UoUIF0tfXpxo1atCSJUtUfapU4unpmevzKjuv0q7IXu+MMeXt2kUkxkET/f130e773TuxT19fIlPTrOMARHZ2RKNHE505QySVFu1xi0l+n9+5kRCp0MGDySUmJsLMzAwJCQk5Rj29e/cO0dHRqFq1KgwMDDQUoXr4+flBIpEgKChI06GwEqIsv94ZK5Hu3wdcXIDXr4GxY3PvyF1UUlOBw4dFS9OePUBSUtZ9VaqIVqaePYGmTTXWJ1ZV+X1+5+Yjaz9jhUFECA0NxfTp0zUdCmOMfZzS08Uot9evAXd3YOZM9R5PXx/o1AlYv170gdq9G+jXT9Tpe/AAmD9fxFG1KhAQAFy4oFKh49KAEyWmNIlEgvv378Pe3l7ToTDG2Mdp4kTg7FnR+XrLFtHPqLgYGABdugAbNoikadcuoE8fMcL6/n3RsuXmBlSrJvpPhYWViaSJEyXGGGOsNNi3L+sy29q1YqJ0TSlXDujaVYywe/4c2LlTtHQZGQExMcDcuUCTJoCTEzB+PBAeXmqTJk6UGGOMsZLu4UPA11fc9vcXSUpJUa6cGI29ebNoaZLVbjI0FHWe5swBXF0BZ2fRIhYRkX/SlJkJhIaK/YWGanzKFU6UGGOMsZIsPV1c4oqPFwnH3LmajihvhoZiepStW0XStG2bqPxdrhwQFQXMmgU0agTUrAlMmgRcvqyYNAUHi5aytm2Bvn3FT0dHsV5DeNRbAX2so94Yex+/3hlTswkTgNmzAVNT4NIl0QeotElJEZcOt20TP9+9y7qvRg3RAmVpKUbxvZ+WyEbT7dhRJHUEVR31xolSAXGixJjAr3fG1OjgQVEQEhBJRo8emo2nKCQnA3v3ivM5cEAxacqLRCKKLkdHF3pmCi4PwBhjjJUFT54A/fuL299+WzaSJECUFujdO2uC3k2bxIS8+SES/bROnCieGLPhKUwYY4yxkiYjQ/TRefFCFJdcsEDTEamHiYnofwWIeeU+JNt8oMWFW5RKsBLW8b/UatOmDUaNGqXpMNTu5s2baNasGQwMDODi4oKYmBhIJBKVJxdmjJUA06YBx46J1pdt20QNo7LMxqZotytCnCiVUJro+D9r1iw0bdoUJiYmsLa2RteuXXHr1i31HfAj8O7dOwwYMAD169eHjo4OuqpxSO+UKVNgZGSEW7du4ejRo2o7DmNMzf75B/j5Z3F75UoxrL6sa9VK9EHKaxoUiQSwtxfbFTNOlEqg4GAxmvLRI8X1jx+L9epKlo4dO4bvv/8eZ8+exZEjR5Ceno727dsjJSWlwPskImRkZBRhlKVLZmYmypUrB39/f3h5ean1WFFRUWjZsiUcHBxgZWWl1mMxxtQkLg746ivRJ2fIkKzLUmWdtjawaJG4/X6yJPt94cJCd+QuCE6UigGRGBmpzJKYKGqJ5TYWUbZu5EixnTL7U2VM48GDBzFgwADUrVsXDRs2RFBQEB48eICwsDCl9xEaGgqJRIIDBw7A1dUV+vr6OHnyJFJTU+Hv7w9ra2sYGBigZcuWuHDhgvxxQUFBMDc3V9jX7t27Icn2DxMYGAgXFxesX78ejo6OMDMzQ+/evZGUbZLGlJQU+Pr6wtjYGDY2Npg/f36OGH/77Tc4OzvDwMAAFStWRPfu3ZV/klRkZGSE5cuXY8iQIahUqVKB93Pw4EG0bNkS5ubmsLKyQseOHREVFSW/XyKRICwsDNOmTYNEIkFgYKD8vps3b6J58+YwMDBAvXr1cOzYscKcEmNMXTIzxTxqT58C9etnJQ4fi27dRAmAypUV19vZFVlpgIIoEYnSsmXL4OjoCAMDA7i7u+P8+fP5br99+3bUqlULBgYGqF+/Pvbv35/ntt988w0kEgkWLlyosD4+Ph79+vWDqakpzM3NMXjwYCQnJxfF6eTw5o24zKzMYmYmWo7yQiRamszMlNvfmzcFjzshIQEAYGlpqfJjx48fj9mzZyMyMhINGjTAuHHjsHPnTqxbtw7h4eFwcnKCt7c34uPjVdpvVFQUdu/ejb1792Lv3r04duwYZs+eLb8/ICAAx44dw549e3D48GGEhoYiPDxcfv/Fixfh7++PadOm4datWzh48CBat26d5/EePHgAY2PjfJeZ6p6UEiIBHDNmDC5evIijR49CS0sLX3zxBaRSKQAgNjYWdevWxdixYxEbG4v//e9/8scGBARg7NixuHTpEjw8PNCpUye8fPlS7TEzxlQ0Ywbw77+iaOO2baJI48emWzcxBUpIiBgNFxIiSgJoKEkCAJCGbdmyhfT09GjNmjV0/fp1GjJkCJmbm9PTp09z3f7UqVOkra1Nc+fOpRs3btCkSZNIV1eXrl69mmPb4OBgatiwIdna2tKvv/6qcJ+Pjw81bNiQzp49SydOnCAnJyfq06eP0nEnJCQQAEpISMhx39u3b+nGjRv09u1bIiJKTiYSKU7xL8nJSp+SgszMTOrQoQO1aNFCpceFhIQQANq9e7d8XXJyMunq6tLGjRvl69LS0sjW1pbmzp1LRERr164lMzMzhX3t2rWLsr9Ep0yZQoaGhpSYmChfFxAQQO7u7kRElJSURHp6erRt2zb5/S9fvqRy5crRyJEjiYho586dZGpqqrCP/KSnp9OdO3fyXV6+fKnUvvz8/KhLly5Kbfshz58/JwAKr/uGDRvSlClT5L9HR0cTAJo9e7bC+djZ2dGcOXOKJA6inK93xlgBhIQQaWmJN+516zQdTZmW3+d3bjTeorRgwQIMGTIEAwcORJ06dbBixQoYGhpizZo1uW6/aNEi+Pj4ICAgALVr18b06dPRuHFjLF26VGG7x48fY8SIEdi4cSN0dXUV7ouMjMTBgwfxxx9/wN3dHS1btsSSJUuwZcsWPHnypMjP0dBQ1NdSZsmncUzB/v3K7c/QsGAxf//997h27Rq2bNlSoMc3adJEfjsqKgrp6eloka1Ohq6uLtzc3BAZGanSfh0dHWFiYiL/3cbGBs+ePZMfJy0tDe7u7vL7LS0tUbNmTfnvn376KRwcHFCtWjX0798fGzduxJt8mt10dHTg5OSU71KQFjdV3blzB3369EG1atVgamoKx/8mw3zw4MEHH+vh4SG/raOjgyZNmqj8vDPG1OjZMzFqRyoFBgzImtONlQgaTZTS0tIQFham0MlVS0sLXl5eOHPmTK6POXPmTI5Osd7e3grbS6VS9O/fHwEBAahbt26u+zA3N1f4MPfy8oKWlhbOnTuX63FTU1ORmJiosChLIhETKiuztG+vXMf/9u2V219e+8nP8OHDsXfvXoSEhMDOzk71HUD0zVGFlpYW6L0OVenp6Tm2ez/plUgk8stPyjAxMUF4eDg2b94MGxsbTJ48GQ0bNsTr169z3b6kXHrr1KkT4uPjsWrVKpw7d07+Ok1LS1P7sRljaiSViqKSsbFAnTrAe1/6meZpNFF68eIFMjMzUbFiRYX1FStWRFxcXK6PiYuL++D2c+bMgY6ODvz9/fPch7W1tcI6HR0dWFpa5nncWbNmwczMTL7Y29t/8PwKQpMd/4kIw4cPx65du/Dvv/+iatWqRbLf6tWrQ09PD6eyFRNLT0/HhQsXUKdOHQBAhQoVkJSUpDDCTtX6P9WrV4eurq5Csvvq1Svcvn1bYTsdHR14eXlh7ty5uHLlCmJiYvDvv//muk9bW1tERETku3zzzTcqxamqly9f4tatW5g0aRLatWuH2rVr49WrV0o//uzZs/LbGRkZCAsLQ+3atdURKmNMVXPmAIcPi/5I27aJb7isRClzlbnDwsKwaNEihIeHK4yYKqwJEyZgzJgx8t8TExPVlizJOv6PHKlYIsDOTiRJ6urT9v3332PTpk3Ys2cPTExM5EmjmZkZyhWiU6GRkRG+/fZbBAQEwNLSElWqVMHcuXPx5s0bDB48GADg7u4OQ0NDTJw4Ef7+/jh37hyCgoJUOo6xsTEGDx6MgIAAWFlZwdraGj/++CO0tLK+D+zduxf37t1D69atYWFhgf3790MqlSpcnstOdumtMG7cuIG0tDTEx8cjKSlJngC6uLgo9XgLCwtYWVlh5cqVsLGxwYMHDzB+/Hilj79s2TI4Ozujdu3a+PXXX/Hq1SsMGjSoAGfCGCtSJ08CP/0kbi9dCuRyBYRpnkYTpfLly0NbWxtPnz5VWP/06dM8h1JXqlQp3+1PnDiBZ8+eoUqVKvL7MzMzMXbsWCxcuBAxMTGoVKmSvF+LTEZGBuLj4/M8rr6+PvT19VU+x4Lq1g3o0kVMaxMbK4qRtmql3hISy5cvByAqWWe3du1aDBgwAAAwYMAAxMTEIDQ0VKV9z549W35JNCkpCU2aNMGhQ4dgYWEBQPQl2rBhAwICArBq1Sq0a9cOgYGBGDp0qErH+eWXX5CcnIxOnTrBxMQEY8eOlY/eAwBzc3MEBwcjMDAQ7969g7OzMzZv3pzrJdqi8vnnn+P+/fvy3xs1agQA8kuNMTExqFq1KkJCQnI894C4LLllyxb4+/ujXr16qFmzJhYvXpzrtrmZPXs2Zs+ejYiICDg5OeGvv/5C+fLlC31ejLFCePFCzHeWmSnqJg0cqOmIWB4k9H7HkGLm7u4ONzc3LFmyBIDoX1SlShUMHz4812/NvXr1wps3b/D333/L1zVv3hwNGjTAihUr8PLlS8S+NxeMt7c3+vfvj4EDB6JmzZqIjIxEnTp1cPHiRbi6ugIADh8+DB8fHzx69Ai2trYfjDu/2YfL8mzqnp6eaNu2rUKdHlY4ISEh6NatG+7duydPHEuTsvx6Z0wtpFKgUycxKqdGDeDiRTHnGSsW+X1+50bjl97GjBkDPz8/NGnSBG5ubli4cCFSUlIw8L/s2tfXF5UrV8asWbMAACNHjoSnpyfmz5+PDh06YMuWLbh48SJWrlwJALCysspRlVhXVxeVKlWSX16pXbs2fHx8MGTIEKxYsQLp6ekYPnw4evfurVSS9LFKSEhAVFQU9u3bp+lQypT9+/dj4sSJpTJJYowVwPz5IknS1xf9kjhJKtE0nij16tULz58/x+TJkxEXFwcXFxccPHhQ3mH7wYMHCn1Mmjdvjk2bNmHSpEmYOHEinJ2dsXv3btSrV0+l427cuBHDhw9Hu3btoKWlhS+//BKLFy8u0nMra8zMzPDo/XlVWKH98ssvmg6BMVZczpwBJkwQtxctAho21Gw87IM0fumttPpYL70x9j5+vTOmpPh4oFEj4MEDoFcvYPPmgtVwYYWi6qU3jRecZIwxxso8ItFh+8EDwMkJWLmSk6RSghMlxhhjTN0WLQL++gvQ0xP9kpRoyWAlAydKjDHGmDpduACMGyduL1ggLr+xUoMTJcYYY0xdXr8GevYE0tNFgbzvvtN0RExFnCgxxhhj6kAEDB4MxMQAVasCq1dzv6RSiBMlxhhjTB2WLQOCgwFdXWDrVsDcXNMRsQLgRKkEy5RmIjQmFJuvbkZoTCgypZmaDqlUatOmDUaNGqXpMBhjH5PwcGDsWHF77lygaVPNxsMKjBOlEio4MhiOixzRdl1b9A3ui7br2sJxkSOCI4PVdszly5ejQYMGMDU1hampKTw8PHDgwAG1He9jEBoaii5dusDGxgZGRkZwcXHBxo0bNR0WY0ydEhNFv6S0NDFp58iRmo6IFQInSiVQcGQwum/rjkeJilWwHyc+Rvdt3dWWLNnZ2WH27NkICwvDxYsX8cknn6BLly64fv16gfdJRMjIyCjCKEuX06dPo0GDBti5cyeuXLmCgQMHwtfXF3v37tV0aIwxdSAChg4FoqKAKlWANWu4X1Ipx4lSMSAipKSlKLUkvkuE/wF/EHIWTJetG3lgJBLfJSq1P1UKr3fq1Amff/45nJ2dUaNGDcyYMQPGxsY4e/as0vsIDQ2FRCLBgQMH4OrqCn19fZw8eRKpqanw9/eHtbU1DAwM0LJlS1y4cEH+uKCgIJi/d/1+9+7dkGR7gwkMDISLiwvWr18PR0dHmJmZoXfv3khKSpJvk5KSAl9fXxgbG8PGxgbz58/PEeNvv/0GZ2dnGBgYoGLFiujevbvS56eqiRMnYvr06WjevDmqV6+OkSNHwsfHB8HB6msZZIxp0MqVoj+Sjg6wZQtgaanpiFghaXyut4/Bm/Q3MJ5lXCT7IhAeJT2C2RwzpbZPnpAMIz0jlY+TmZmJ7du3IyUlBR4eHio/fvz48Zg3bx6qVasGCwsLjBs3Djt37sS6devg4OCAuXPnwtvbG3fv3oWlCm8kUVFR2L17N/bu3YtXr16hZ8+emD17NmbMmAEACAgIwLFjx7Bnzx5YW1tj4sSJCA8Ph4uLCwDg4sWL8Pf3x/r169G8eXPEx8fjxIkTeR7vwYMHqFOnTr4xTZw4ERMnTlT6HBISElC7dm2lt2eMlRKXL2ddZps5EyjAeycreThRYgquXr0KDw8PvHv3DsbGxti1a9cHE4XcTJs2DZ9++ikA0cqzfPlyBAUF4bPPPgMArFq1CkeOHMHq1asREBCg9H6lUimCgoJg8t9s2/3798fRo0cxY8YMJCcnY/Xq1diwYQPatWsHAFi3bh3s7Ozkj3/w4AGMjIzQsWNHmJiYwMHBAY3yKf5ma2uLiIiIfGNSJdHbtm0bLly4gN9//13pxzDGSoGkJNEvKTUV+PzzrI7crNTjRKkYGOoaInlCslLbHr9/HJ9v+vyD2+3vux+tHVordWxV1KxZExEREUhISMCOHTvg5+eHY8eOqZwsNWnSRH47KioK6enpaNGihXydrq4u3NzcEBkZqdJ+HR0d5UkSANjY2ODZs2fy46SlpcHd3V1+v6WlJWrWrCn//dNPP4WDgwOqVasGHx8f+Pj44IsvvoChYe7Pk46ODpycnFSKMS8hISEYOHAgVq1ahbp16xbJPhljJQAR8O23wO3bQOXKwLp1gBb3bCkr+C9ZDCQSCYz0jJRa2ldvDztTO0iQe+c/CSSwN7VH++rtldqfRMVOhHp6enBycoKrqytmzZqFhg0bYtGiRSqfs5GRapf7tLS0cvSnSk9Pz7Gdrq6uwu8SiQRSqVTp45iYmCA8PBybN2+GjY0NJk+ejIYNG+L169e5bv/gwQMYGxvnu8ycOfODxz127Bg6deqEX3/9Fb6+vkrHyxgrBdasATZuBLS1Rb+k8uU1HRErQtyiVMJoa2ljkc8idN/WHRJIFDp1y5KnhT4Loa2lXSzxSKVSpKamFmof1atXh56eHk6dOgUHBwcAIgm6cOGCvL5RhQoVkJSUhJSUFHmS9aFLXrkdR1dXF+fOnUOVKlUAAK9evcLt27fh6ekp305HRwdeXl7w8vLClClTYG5ujn///RfdunXLsc+iuPQWGhqKjh07Ys6cORg6dKhK58QYK+GuXQNGjBC3p08HWrbUbDysyHGiVAJ1q90NO3ruwMiDIxVKBNiZ2mGhz0J0q53zA70oTJgwAZ999hmqVKmCpKQkbNq0CaGhoTh06FCh9mtkZIRvv/0WAQEBsLS0RJUqVTB37ly8efMGgwcPBgC4u7vD0NAQEydOhL+/P86dO4egoCCVjmNsbIzBgwcjICAAVlZWsLa2xo8//gitbE3ge/fuxb1799C6dWtYWFhg//79kEqlCpfnsivspbeQkBB07NgRI0eOxJdffom4uDgAouVOlb5NjLESKCVF9Et6+xZo3x744QdNR8TUgBOlEqpb7W7oUrMLTjw4gdikWNiY2KBVlVZqbUl69uwZfH19ERsbCzMzMzRo0ACHDh2Sd8oGgAEDBiAmJgahoaEq7Xv27NmQSqXo378/kpKS0KRJExw6dAgWFhYARKvMhg0bEBAQgFWrVqFdu3YIDAxUuQXml19+QXJyMjp16gQTExOMHTsWCQkJ8vvNzc0RHByMwMBAvHv3Ds7Ozti8ebPa+gytW7cOb968waxZszBr1iz5ek9PT5WfQ8ZYCTN8OBAZCdjYAOvXc7+kMkpCqhTaYXKJiYkwMzNDQkICTE1NFe579+4doqOjUbVqVRgYGGgoQvXw9PRE27ZtERgYqOlQWAlRll/vjOXpzz8BPz+RHB09CrRpo+mImJLy+/zODbcoMaUlJCQgKioK+/bt03QojDGmOZGRYpQbAEyZwklSGceJElOamZkZHj169OENGWOsrHrzRvRLevMG+OQT4McfNR0RUzO+oMoYY4wpa+RIMdKtYsWskgCsTOMWJcYYYwWTmQmcOAHExooOza1ale3EYdMm4I8/xCS3GzcClSppOiJWDDhRYowxprrgYNG6kv1yvJ0dsGgRkEtNslLv9m1g2DBxe9Ik4L9pkljZx5feGGOMqSY4GOjeXTFJAoDHj8X64GDNxKUu796JfknJyUDr1sDkyZqOiBUjTpQYY4wpLzNTtCTlVllGtm7UKLFdWTFmDHD5spiaZNMmQIcvxnxMOFFijDGmvBMncrYkZUcEPHwIHD9efDGp07ZtwPLl4vb69WLSW/ZR4bSYMcaY8mJjlduuUyegcWOgbl2gTh3xs25dwNpadIYuDaKigK+/FrfHjwd8fDQbD9MITpQYy0VgYCB2796t8sS8pU1cXBz69++P06dPQ1dXF69fv4ZEIsGuXbvQtWtXTYfHSiIbG+W2S0kRrU8nTiiut7LKSpqyLxUqFH2shZGaKvolJSUBLVqICW/ZR4kvvZV0sbFAYKDy3+IKYfny5WjQoAFMTU1hamoKDw8PHDhwIN/HXL9+HV9++SUcHR0hkUiwcOFCtcdZ1sXExGDw4MGoWrUqypUrh+rVq2PKlClIS0sr8mP9+uuviI2NRUREBG7fvl3k+2dlUKtWYnRbXq1CEom4/+JFYMMGYMIEoHNnoHp1cd/Ll+Ky3PLlYq60tm1FK5O1tbg9fDjw22/AsWPAixfFe27ZBQQA4eGApSWweTP3S/qI8V++pIuNBaZOFW80yn6TKyA7OzvMnj0bzs7OICKsW7cOXbp0waVLl/KcNPbNmzeoVq0aevTogdGjRxdZLOnp6dDV1S2y/ZUmN2/ehFQqxe+//w4nJydcu3YNQ4YMQUpKCubNm1ekx4qKioKrqyucnZ2LdL+sDNPWFiUAvvwy532y5GnRIsDVVSzZvXkD3LoFXL+uuERHA8+fA6GhYsnO2jr3FihLS3WcnRAcDCxZIm6vWwfY26vvWKzkI1YgCQkJBIASEhJy3Pf27Vu6ceMGvX37VqyQSomSkwu2nDxJBIifBXm8VFqo87SwsKA//vhDqW0dHBzo119/LdBxANBvv/1GnTp1IkNDQ5oyZQoREf32229UrVo10tXVpRo1atCff/4pf0x0dDQBoEuXLsnXvXr1igBQSEgIERGFhIQQAPrnn3/I1dWVypUrRx4eHnTz5k2F48+aNYusra3J2NiYBg0aRD/88AM1bNhQfn9ISAg1bdqUDA0NyczMjJo3b04xMTEFOteCmDt3LlWtWlWlx5w/f568vLzIysqKTE1NqXXr1hQWFia/38HBgQDIFz8/PyLK+lv4+PiQgYEBVa1albZv357ncXK83tnHoU4d8d6UfbG3J9q5U/V9JScTXbxItG4d0bhxRB06EDk65tx/9qVSJaJ27Yj8/YlWrCA6cYIoPr5g55KRQRQSQrRpk1hMTcUxxo4t2P5YiZbf53duSkSitHTpUnJwcCB9fX1yc3Ojc+fO5bv9tm3bqGbNmqSvr0/16tWjffv2Kdw/ZcoUqlmzJhkaGpK5uTm1a9eOzp49q7DN+x8SAGjWrFlKx6xSopScnP8/vDqX5GSlzym7jIwM2rx5M+np6dH169eVekxhEyVra2tas2YNRUVF0f379yk4OJh0dXVp2bJldOvWLZo/fz5pa2vTv//+S0SqJUru7u4UGhpK169fp1atWlHz5s3lj9m6dSvp6+vTH3/8QTdv3qQff/yRTExM5IlSeno6mZmZ0f/+9z+6e/cu3bhxg4KCguj+/ft5nk+dOnXIyMgoz8XHx0el5+fHH38kV1dXlR5z9OhRWr9+PUVGRtKNGzdo8ODBVLFiRUpMTCQiomfPnpGPjw/17NmTYmNj6fXr10Qk/hZWVla0atUqunXrFk2aNIm0tbXpxo0buR6HE6WPUGSkeH+RSIi2bRPJRUiISDiKUlIS0fnzRGvXEgUEEH3+OZGDQ/7veTY2RF5eRCNHEq1cSXTqFNGrV3kfY+dOIju7nPtxdiZKSyva82ElQqlLlLZs2UJ6enq0Zs0aun79Og0ZMoTMzc3p6dOnuW5/6tQp0tbWprlz59KNGzdo0qRJpKurS1evXpVvs3HjRjpy5AhFRUXRtWvXaPDgwWRqakrPnj2Tb+Pg4EDTpk2j2NhY+ZKsQlJRVhOlK1eukJGREWlra5OZmVmOJDQ/hU2URo0apbCuefPmNGTIEIV1PXr0oM8//5yIVG9Rktm3bx8BkP99PDw86LvvvlM4jru7uzxRevnyJQGg0NBQpc8nJiaG7ty5k+fy6NEjpfd1584dMjU1pZUrVyr9mNxkZmaSiYkJ/f333/J1Xbp0kbckyQCgb775RmGdu7s7ffvtt7nulxOlj9CYMeL9pXNnzRw/MZHo3DmiNWtEq4+Pj2jNyu+9sHJlok8/JRo1imjVKqLTp4n+/FMke7ltL5EUrHWMlXiqJkoa76O0YMECDBkyBAMHDgQArFixAvv27cOaNWswfvz4HNsvWrQIPj4+CAgIAABMnz4dR44cwdKlS7FixQoAQN++fXMcY/Xq1bhy5QraZSs7b2JigkrFMVePoaGo6KqsuDixAEBEhOjcuHQp4OIi1lWqpPwcQ4aGqkSKmjVrIiIiAgkJCdixYwf8/Pxw7Ngx1KlTR6X9FESTJk0Ufo+MjMTQoUMV1rVo0QKLFi1Sed8NGjSQ37b5r6/Xs2fPUKVKFURGRuKbb75R2N7DwwMhISEAAEtLSwwYMADe3t749NNP4eXlhZ49e8r3kxsHBweVY8zN48eP4ePjgx49emDIkCEqPfbp06eYNGkSQkND8ezZM2RmZuLNmzd48ODBBx/r4eGR4/eyPgKQKendO9FvBwDe+/8sNiYmgJubWLJLTARu3BD9nmQ/r18XdZ8ePxbLkSPKH2fUKKBLl7I9fx37II0mSmlpaQgLC8OECRPk67S0tODl5YUzZ87k+pgzZ85gzJgxCuu8vb2xe/fuPI+xcuVKmJmZoWHDhgr3zZ49G9OnT0eVKlXQt29fjB49Gjp5jGxITU1Famqq/PfExERlTlGQSAAjI+W3r15dLABQrpz46eEhapKomZ6eHpycnAAArq6uuHDhAhYtWoTff/9d7cc2UuU5gnitAABlqxCcnp6e67bZO4ZL/utwKpVKlT7W2rVr4e/vj4MHD2Lr1q2YNGkSjhw5gmbNmuW6fd26dXH//v0899eqVasPjih88uQJ2rZti+bNm2PlypVKxyrj5+eHly9fYtGiRXBwcIC+vj48PDzUMnqOfUR27RIj1+zsSl5dIVNToFkzsWSXkKCYOF2/Lka0vXyZ975khTNPnADatFFr2Kxk02ii9OLFC2RmZqJixYoK6ytWrIibN2/m+pi4uLhct4+TtcD8Z+/evejduzfevHkDGxsbHDlyBOXLl5ff7+/vj8aNG8PS0hKnT5/GhAkTEBsbiwULFuR63FmzZmHq1KkFOc1STSqVKiSIxal27do4deoU/Pz85OtOnTolb92q8F/dldjYWDRq1AgACtTqUbt2bZw7dw6+vr7ydWfPns2xXaNGjdCoUSNMmDABHh4e2LRpU56J0v79+/NM2gCgnCwBzsPjx4/Rtm1buLq6Yu3atfKkUBWnTp3Cb7/9hs8//xwA8PDhQ7xQcrj12bNnczwfsueYfeRWrRI/Bw8uPS0tZmbiy2b2ltLNm4H3rj7kqhhKs7CSTeOX3tSlbdu2iIiIwIsXL7Bq1Sr07NkT586dg7W1NQAotEo1aNAAenp6GDZsGGbNmgV9ff0c+5swYYLCYxITE2FfHENGbWyAKVPUXhoAEOf42WefoUqVKkhKSsKmTZsQGhqKQ4cOybfx9fVF5cqVMWvWLACixe7GjRvy248fP0ZERASMjY3lLVMFFRAQgJ49e6JRo0bw8vLC33//jeDgYPzzzz8ARLLRrFkzzJ49G1WrVsWzZ88wadIklY8zcuRIDBgwAE2aNEGLFi2wceNGXL9+HdWqVQMAREdHY+XKlejcuTNsbW1x69Yt3LlzRyGReF9hLr09fvwYbdq0gYODA+bNm4fnz5/L71PlUrGzszPWr1+PJk2aIDExEQEBAR9M0GS2b9+OJk2aoGXLlti4cSPOnz+P1atXq3wurIy5fRsICQG0tIBBgzQdTeEo+55aDO+9rIRTb5ep/KWmppK2tjbt2rVLYb2vry91zqOToL29fY4Ow5MnT6YGDRrkeywnJyeaOXNmnvdfu3aNAOQYNp4XlTpzlxKDBg0iBwcH0tPTowoVKlC7du3o8OHDCtt4enoqdP6Vdah+f/H09JRvs3btWvrQSw1AjtcBUf7lAYiIbty4QR4eHlSuXDlycXGhw4cP59qZ+1W2US+XLl0iABQdHS1fN2PGDCpfvjwZGxuTn58fjRs3Tt6ZOy4ujrp27Uo2Njakp6dHDg4ONHnyZMrMzMz3nApK9nzltmQHgNauXZvnfsLDw6lJkyZkYGBAzs7OtH379hwd7vPqzL1s2TL69NNPSV9fnxwdHWnr1q15Hqe0vt5ZAQQEiI7OHTpoOpLCy8gQo93y68xtb1/0I/mYxpW6UW9ubm40fPhw+e+ZmZlUuXLlPIfq9+zZkzp27KiwzsPDg4YNG5bvcapVqyavzZObDRs2kJaWFsUrWYejLCZK6jJ58mSFxIkV3r1790hHR4du376t6VD49f6xSE0lqlBBJBF79mg6mqKxc6dIiN5PlmTreNRbmVTqRr2NGTMGfn5+aNKkCdzc3LBw4UKkpKTIR8G9f6ln5MiR8PT0xPz589GhQwds2bIFFy9elHd2TUlJwYwZM9C5c2fY2NjgxYsXWLZsGR4/fowePXoAEB3Cz507h7Zt28LExARnzpzB6NGj8dVXX8HCwkIzT0QZduDAASxdulTTYZQp+/fvx9ChQ7miNis+e/aI6tm2tsB//d5KvW7dgB07gJEjxcg4GTs7YOFCcT/76Gk8UerVqxeeP3+OyZMnIy4uDi4uLjh48KC8w/aDBw8UOrI2b94cmzZtwqRJkzBx4kQ4Oztj9+7dqFevHgBAW1sbN2/exLp16/DixQtYWVmhadOmOHHihHwaDn19fWzZsgWBgYFITU1F1apVMXr06Byj6VjROH/+vKZDKHO+//57TYfAPjaykZeDBpWtec+6dRMlAE6cEB23bWzEfHalpaM6UzsJUbax1UxpiYmJMDMzQ0JCAkxNTRXue/fuHaKjo1G1alUYGBhoKELGige/3j8CUVGAk5ModXLvHuDoqOmIGCuw/D6/c6P6mGPGGGMflz/+ED+9vTlJYh8dTpQYY4zlLT0dWLtW3NZUJW7GNIgTJcYYY3n7+2/g6VOgYkWgY0dNR8NYseNEiTHGWN6yd+LONhUQYx8LTpQYY4zlLjoaOHxY3P76a83GwpiGcKLEGGMsd6tXixKMn34K/DelD2MfG06UWJnXpk0bjBo1StNhMFa6ZGQAa9aI29yJm33EOFEq4WJjgcDA4p/Aevbs2ZBIJJxgFNKtW7fQtm1bVKxYEQYGBqhWrRomTZqE9PR0TYfGWP727RNvPBUqAJ07azoaxjSmDJVXLZtiY4GpU8X7VHFNYn3hwgX8/vvvaNCgQaH3RUTIzMyETlmq5KsCXV1d+Pr6onHjxjA3N8fly5cxZMgQSKVSzJw5U9PhMZY3WSfugQMBPT3NxsKYBnGLUjEgAlJSCra8fSv28fZtwR6vat315ORk9OvXD6tWrSrQvHehoaGQSCQ4cOAAXF1doa+vj5MnTyI1NRX+/v6wtraGgYEBWrZsiQsXLsgfFxQUBHNzc4V97d69GxKJRP57YGAgXFxcsH79ejg6OsLMzAy9e/dGUlKSfJuUlBT4+vrC2NgYNjY2mD9/fo4Yf/vtNzg7O8PAwAAVK1ZE9+7dVT5PZVWrVg0DBw5Ew4YN4eDggM6dO6Nfv344ceKE2o7JWKE9eAAcOCBucydu9pHjRKkYvHkDGBsXbGnZUuyjZcuCPf7NG9Vi/f7779GhQwd4eXkV6pzHjx+P2bNnIzIyEg0aNMC4ceOwc+dOrFu3DuHh4XBycoK3tzfi4+NV2m9UVBR2796NvXv3Yu/evTh27Bhmz54tvz8gIADHjh3Dnj17cPjwYYSGhiI8PFx+/8WLF+Hv749p06bh1q1bOHjwIFq3bp3n8R48eABjY+N8F1Vahu7evYuDBw/C09NTpfNmrFjJOnF/8gnAEy+zj9zHeT2E5WrLli0IDw9XaOkpqGnTpuHTTz8FIFp5li9fjqCgIHz22WcAgFWrVuHIkSNYvXo1AgIClN6vVCpFUFAQTExMAAD9+/fH0aNHMWPGDCQnJ2P16tXYsGED2rVrBwBYt24d7Ozs5I9/8OABjIyM0LFjR5iYmMDBwQGNGjXK83i2traIiIjINyZLS8sPxt28eXOEh4cjNTUVQ4cOxbRp05Q4W8Y0IHsn7iFDNBsLYyUAJ0rFwNAQSE5Wfvu4OLEAQEQEMHw4sHQp4OIi1lWqJBZlj62Mhw8fYuTIkThy5EiRTGzapEkT+e2oqCikp6ejRYsW8nW6urpwc3NDZGSkSvt1dHSUJ0kAYGNjg2fPnsmPk5aWBnd3d/n9lpaWqFmzpvz3Tz/9FA4ODqhWrRp8fHzg4+ODL774AoZ5PFE6OjpwcnJSKcbcbN26FUlJSbh8+TICAgIwb948jBs3rtD7ZazIHTwIPHoEWFkBX3yh6WgY0zhOlIqBRAIYGSm/ffXqYgGAcuXETw8PoHHjoo9NJiwsDM+ePUPjbAfJzMzE8ePHsXTpUqSmpkJbW1vp/RmpcsIAtLS0QO91qMptZJjue5WBJRIJpFKp0scxMTFBeHg4QkNDcfjwYUyePBmBgYG4cOFCjj5SgGiBqlOnTr77nDhxIiZOnJjvNvb29gCAOnXqIDMzE0OHDsXYsWNVek4ZKxayTtwDBgD6+hoNhbGSgBMlBgBo164drl69qrBu4MCBqFWrFn744YdCfaBXr14denp6OHXqFBwcHACIJOjChQvy8gMVKlRAUlISUlJS5EnWhy555XYcXV1dnDt3DlWqVAEAvHr1Crdv31boE6SjowMvLy94eXlhypQpMDc3x7///otu3brl2GdRXXrLTiqVIj09HVKplBMlVrI8eiTKAgB82Y2x/3CiVMLZ2ABTpqi/NICJiQnq1aunsM7IyAhWVlY51qvKyMgI3377LQICAmBpaYkqVapg7ty5ePPmDQYPHgwAcHd3h6GhISZOnAh/f3+cO3cOQUFBKh3H2NgYgwcPRkBAAKysrGBtbY0ff/wRWlpZYxb27t2Le/fuoXXr1rCwsMD+/fshlUoVLs9lV9hLbxs3boSuri7q168PfX19XLx4ERMmTECvXr1ytI4xpnFr1gBSKeDpCeTxP8HYx4YTpRLOxkYUnCwpBgwYgJiYGISGhqr0uNmzZ0MqlaJ///5ISkpCkyZNcOjQIXkJAktLS2zYsAEBAQFYtWoV2rVrh8DAQAxVsSLwL7/8guTkZHTq1AkmJiYYO3YsEhIS5Pebm5sjODgYgYGBePfuHZydnbF582bUrVtXpeMoS0dHB3PmzMHt27dBRHBwcMDw4cMxevRotRyPsQLLzBSj3QBuTWIsGwm93zGEKSUxMRFmZmZISEiAqampwn3v3r1DdHQ0qlatWiQdo0sST09PtG3bFoElKXtjGlWWX+8flQMHgM8/BywsgCdPAP5bsjIqv8/v3HCLElNaQkICoqKisE/Wh4ExVnbIOnH7+XGSxFg2nCgxpZmZmeHRo0eaDoMxVtSePAH+/lvc5stujCngytyMMfaxW7tW9FFq2RL4QDkMxj42nCgxxtjHTCoF/vhD3ObWJMZy4ERJjVQphMhYacXjQUq5f/4BYmIAc3OgRw9NR8NYicN9lNRAT08PWlpaePLkCSpUqAA9PT1IJBJNh8VYkSMiPH/+HBKJhOtClVayTtz9+2dNBcAYk+NESQ20tLRQtWpVxMbG4smTJ5oOhzG1kkgksLOz4yrjpVFcHLBnj7jNl90YyxUnSmqip6eHKlWqICMjA5mZmZoOhzG10dXV5SSptAoKAjIyxGSS9etrOhrGSiROlNRIdjmCL0kwxkoc7sTNmFK4MzdjjH2MQkKAqCjA1BTo2VPT0TBWYnGixBhjHyNZJ+6vvgKMjDQbC2MlGCdKjDH2sXn+HNi1S9xWceJpxj42nCgxxtjHZt06ID0daNoUaNhQ09EwVqKViERp2bJlcHR0hIGBAdzd3XH+/Pl8t9++fTtq1aoFAwMD1K9fH/v371e4PzAwELVq1YKRkREsLCzg5eWFc+fOKWwTHx+Pfv36wdTUFObm5hg8eDCSk5OL/NwYY6xEIcq67MatSYx9kMYTpa1bt2LMmDGYMmUKwsPD0bBhQ3h7e+PZs2e5bn/69Gn06dMHgwcPxqVLl9C1a1d07doV165dk29To0YNLF26FFevXsXJkyfh6OiI9u3b4/nz5/Jt+vXrh+vXr+PIkSPYu3cvjh8/jqH8psEYK+uOHQPu3AGMjYHevTUdDWMlnoQ0PP+Au7s7mjZtiqVLlwIQ037Y29tjxIgRGD9+fI7te/XqhZSUFOzdu1e+rlmzZnBxccGKFStyPUZiYiLMzMzwzz//oF27doiMjESdOnVw4cIFNGnSBABw8OBBfP7553j06BFsbW0/GLdsnwkJCTA1NS3IqTPGWPHr2xfYvBkYNgzI4z2TsbJM1c9vjbYopaWlISwsDF5eXvJ1Wlpa8PLywpkzZ3J9zJkzZxS2BwBvb+88t09LS8PKlSthZmaGhv9diz9z5gzMzc3lSRIAeHl5QUtLK8clOpnU1FQkJiYqLIwxVqq8eAHs3Clucws6Y0pROlFav3494uPj87w/JSUF06ZNU+ngL168QGZmJipWrKiwvmLFioiLi8v1MXFxcUptv3fvXhgbG8PAwAC//vorjhw5gvLly8v3YW1trbC9jo4OLC0t8zzurFmzYGZmJl/s7e1VOlfGGNO49euBtDSgcWOxMMY+SOlEyc/PD25ubgp9gbJLTk7G1KlTiyywwmrbti0iIiJw+vRp+Pj4oGfPnnn2e1LGhAkTkJCQIF8ePnxYhNEyxpiacSduxgpEpUtv1apVQ/PmzREcHFwkBy9fvjy0tbXx9OlThfVPnz5FpUqVcn1MpUqVlNreyMgITk5OaNasGVavXg0dHR2sXr1avo/3k6aMjAzEx8fneVx9fX2YmpoqLIwxVmqcPAncvCmKS/bpo+loGCs1lE6UJBIJNmzYgB9++AE9e/bElClTCn1wPT09uLq64ujRo/J1UqkUR48ehYeHR66P8fDwUNgeAI4cOZLn9tn3m5qaKt/H69evERYWJr//33//hVQqhbu7e0FPhzHGSi5Za1KfPmLaEsaYckhJEomEnj59SkREf//9N5mZmVHXrl0pOTmZiIji4uJIS0tL2d3JbdmyhfT19SkoKIhu3LhBQ4cOJXNzc4qLiyMiov79+9P48ePl2586dYp0dHRo3rx5FBkZSVOmTCFdXV26evUqERElJyfThAkT6MyZMxQTE0MXL16kgQMHkr6+Pl27dk2+Hx8fH2rUqBGdO3eOTp48Sc7OztSnTx+l405ISCAAlJCQoPI5M8ZYsXr5kkhfnwggOn9e09EwplGqfn7rFCS56tixI86ePYuuXbvC3d0df/31F4wKOFdQr1698Pz5c0yePBlxcXFwcXHBwYMH5R22Hzx4AC2trIav5s2bY9OmTZg0aRImTpwIZ2dn7N69G/Xq1QMAaGtr4+bNm1i3bh1evHgBKysrNG3aFCdOnEDdunXl+9m4cSOGDx+Odu3aQUtLC19++SUWL15coHNgjLESbcMGIDVVVOHONtqXMfZhStdR0tbWRmxsrMJoscTERPTp0wdnz57FwoULMWDAAGRmZqot2JKE6ygxxkoFIqB+feD6dWDZMuC77zQdEWMapbY6SrnlU6ampti7dy+GDRuGAQMGqBQoY4yxYnDmjEiSypUD+vXTdDSMlToqlQcoV65cjvUSiQQzZ87E5s2b4enpWaTBMcYYKyRZJ+7evQEzM83GwlgppPEpTEorvvTGGCvxXr8GbG2Bt29Fy1KzZpqOiDGNK1VTmDDGGFOjjRtFklSvHsClTxgrEE6UGGOsLCICfv9d3B46FJBINBsPY6UUJ0qMMVYWnT8PXL0KGBgAX32l6WgYK7U4UWKMsbJI1om7Z0/AwkKzsTBWinGixBhjZU1iIrBli7g9ZIhmY2GslFOqMreFhQUkSl7fjo+PL1RAjDHGCmnTJuDNG6B2baBFC01Hw1ipplSitHDhQjWHwRhjrEhwJ27GihTXUSogrqPEGCuRLl4EmjYF9PWBx48BKytNR8RYiaLq53eBJsWVeffuHdLS0hTWcdLAGGMaJOvE3b07J0mMFQGVO3OnpKRg+PDhsLa2hpGRESwsLBQWxhhjGpKUBGzeLG5zJ27GioTKidK4cePw77//Yvny5dDX18cff/yBqVOnwtbWFn/++ac6YmSMMaaMLVuA5GSgRg2gdWtNR8NYmaDypbe///4bf/75J9q0aYOBAweiVatWcHJygoODAzZu3Ih+PDs1Y4xphuyyG3fiZqzIqNyiFB8fj2rVqgEQ/ZFk5QBatmyJ48ePF210jDHGlBMeLjpy6+kBfn6ajoaxMkPlRKlatWqIjo4GANSqVQvbtm0DIFqazM3NizQ4xhhjSlq1Svzs1g0oX16zsTBWhqicKA0cOBCXL18GAIwfPx7Lli2DgYEBRo8ejYCAgCIPkDHG2AekpAAbN4rb3ImbsSJV6DpK9+/fR1hYGJycnNCgQYOiiqvE4zpKjLESY80aYPBgwMkJuHUL0OLZqRjLS7HWUQIABwcHODg4FHY3jDHGCkrWiXvIEE6SGCtiKv9H+fv7Y/HixTnWL126FKNGjSqKmBhjjCnr8mXg3DlAVxcYMEDT0TBW5qicKO3cuRMtcplksXnz5tixY0eRBMUYY0xJsk7cXbsC1tYaDYWxskjlROnly5cwMzPLsd7U1BQvXrwokqA+ZrGxQGCg+MkYY/l68wbYsEHc5k7cjKmFyomSk5MTDh48mGP9gQMH5PWVWMHFxgJTp3KixBhTwvbtQEICULUq0K6dpqNhrExSuTP3mDFjMHz4cDx//hyffPIJAODo0aOYP38+Fi5cWNTxMcYYywt34mZM7VROlAYNGoTU1FTMmDED06dPBwA4Ojpi+fLl8PX1LfIAPwaxsVktSGvWiJ/r1mXdb2MjFsYYk7t+HTh9GtDRAQYO1HQ0jJVZhaqj9Pz5c5QrVw7GxsZFGVOpUJR1lAIDxeW2vEyZIrZhjDG5UaOARYuAL74AgoM1HQ1jpYaqn9+FaqutUKHCR5kkFbVhw4CwMLEsX654X7duwKBBmomLMVZCvX0L/PmnuD10qGZjYayMU+rSW+PGjXH06FFYWFigUaNGkOQzK3V4eHiRBfexyO3S2siRwOLF4ovi69eiz6alpUbCY4yVNDt3Aq9eAQ4OwKefajoaxso0pRKlLl26QF9fHwDQtWtXdcbD/uPrKwax9O0L/Psv0KwZsHcvUKOGpiNjjGmcrBP3118D2tqajYWxMq7Qc719rNQ111tsLPD77+JynI0NcOUK0KkT8OABYG4O7NjBo4AZ+6hFRgJ16ogE6f59oHJlTUfEWJHKlGbixIMTiE2KhY2JDVpVaQVtraL7QlCsfZSKyrJly+Do6AgDAwO4u7vj/Pnz+W6/fft21KpVCwYGBqhfvz72798vvy89PR0//PAD6tevDyMjI9ja2sLX1xdPnjxR2IejoyMkEonCMnv2bLWcnypsbETHbdmluAYNgPPnRYvS69eAt7dIpBhjH6k//hA/O3TgJImVOcGRwXBc5Ii269qib3BftF3XFo6LHBEcqbkBCyonShYWFrC0tMyxWFlZoXLlyvD09MTatWuV3t/WrVsxZswYTJkyBeHh4WjYsCG8vb3x7NmzXLc/ffo0+vTpg8GDB+PSpUvo2rUrunbtimvXrgEA3rx5g/DwcPz0008IDw9HcHAwbt26hc6dO+fY17Rp0xAbGytfRowYoerTUSwqVgRCQoB+/YDMTOCbb8SAl4wMTUfGGCtW795l1Q7hTtysjAmODEb3bd3xKPGRwvrHiY/RfVt3jSVLKl96+/XXXzFjxgx89tlncHNzAwCcP38eBw8exOjRoxEdHY3169djyZIlGKJESX13d3c0bdoUS5cuBQBIpVLY29tjxIgRGD9+fI7te/XqhZSUFOzdu1e+rlmzZnBxccGKFStyPcaFCxfg5uaG+/fvo0qVKgBEi9KoUaMKPJGvui695YcImDkTmDRJ/P7ZZ8DmzUAuM8owxsqizZtFx0U7OyAmhvsnsTIjU5oJx0WOOZIkGQkksDO1Q/TI6EJfhlP7pbeTJ0/i559/xvr16zFixAiMGDEC69evx88//4ywsDCsWrUKv/zyCxYvXvzBfaWlpSEsLAxeXl5ZAWlpwcvLC2fOnMn1MWfOnFHYHgC8vb3z3B4AEhISIJFIYG5urrB+9uzZsLKyQqNGjfDLL78gI58mmtTUVCQmJiosxU0iAX78UYyAK1cOOHAAaN4cuHev2ENhjGkCd+JmZdSJByfyTJIAgEB4mPgQJx6cKMaoBJUTpUOHDuVIVACgXbt2OHToEADg888/xz0lPr1fvHiBzMxMVKxYUWF9xYoVERcXl+tj4uLiVNr+3bt3+OGHH9CnTx+FzNHf3x9btmxBSEgIhg0bhpkzZ2LcuHF5xjpr1iyYmZnJF3t7+w+en7p07w6cOAHY2gI3bgDu7uJ3xlgZdvs2EBoqpirh4mqsjIlNUm6CU2W3K0oqJ0qWlpb4+++/c6z/+++/YflfoZ+UlBSYmJgUPrpCSk9PR8+ePUFEWP5eJccxY8agTZs2aNCgAb755hvMnz8fS5YsQWpqaq77mjBhAhISEuTLw4cPi+MU8uTqKjp5u7oCL16IkXBBQRoNiTGmTrJO3J99Bmjwixpj6mBjotw8XcpuV5RUnuvtp59+wrfffouQkBB5H6ULFy5g//798j5CR44cgaen5wf3Vb58eWhra+Pp06cK658+fYpKlSrl+phKlSoptb0sSbp//z7+/fffD16HdHd3R0ZGBmJiYlCzZs0c9+vr68trSZUUlSsDx48Dfn6ibMDAgWLk8KxZPD8mY2VKaiogGyTDnbhZGdSqSivYmdrhceJjEHJ2nZb1UWpVpVWxx6byx+mQIUNw7NgxGBkZITg4GMHBwTA0NMSxY8cwePBgAMDYsWOxdevWD+5LT08Prq6uOHr0qHydVCrF0aNH4eHhketjPDw8FLYHRGKWfXtZknTnzh38888/sLKy+mAsERER0NLSgrW19Qe3LUkMDYGtW7M6eM+dK6Y9SU7WbFyshMnMFJdtNm8WPzMzNR0RU8WePaLp2NYW+PxzTUfDWJHT1tLGIp9FeSZJALDQZ2GR1lNSGmnYli1bSF9fn4KCgujGjRs0dOhQMjc3p7i4OCIi6t+/P40fP16+/alTp0hHR4fmzZtHkZGRNGXKFNLV1aWrV68SEVFaWhp17tyZ7OzsKCIigmJjY+VLamoqERGdPn2afv31V4qIiKCoqCjasGEDVahQgXx9fZWOOyEhgQBQQkJCET4bhbNhA5G+PhFA1LAh0f37mo6IlQg7dxLZ2YkXhmyxsxPrWenQrp34u/30k6YjYUytmqxsQgiEwmK/wJ523ii69ytVP78LlChlZGTQjh07aPr06TR9+nQKDg6mjIyMguyKiIiWLFlCVapUIT09PXJzc6OzZ8/K7/P09CQ/Pz+F7bdt20Y1atQgPT09qlu3Lu3bt09+X3R0NAHIdQkJCSEiorCwMHJ3dyczMzMyMDCg2rVr08yZM+ndu3dKx1wSEyUiotOniaytxXtqxYpE2Z5K9jHauZNIIlFMkgCxTiLhZKk0uHs3628WE6PpaBhTm0cJj0hrqhYhEBR0KYg2XdlEIdEhlJFZ8PwiN6p+fqtcR+nu3bv4/PPP8fjxY3lfnlu3bsHe3h779u1D9erVi7C9q+TSRB0lZd2/L6Y9uXoV0NcXXRv69NF0VKzYZWYCjo7AozyG3Eokoh5PdDQPNS/JJkwAZs8GfHxETRDGyqifj/+Mn0J+QqsqrXB84HG1HUftdZT8/f1RvXp1PHz4EOHh4QgPD8eDBw9QtWpV+Pv7FyhoVrQcHIBTp0SylJoq6tNNmQJIpZqOjBWrEyfyTpIA0bb08CHXlijJ0tKANWvEbe7EzcqwTGkm/ggXIzuHupas17rKidKxY8cwd+5ceSkAALCyssLs2bNx7NixIg2OFZyJCbBrFxAQIH6fNk20Kr15o9m4WDGKVbLeiLLbseL399/As2dApUpAx46ajoYxtTly7wjuJ9yHuYE5vqz9pabDUaByoqSvr4+kpKQc65OTk6Gnp1ckQbGioa0tRsGtXg3o6gLbtgFt2gDvzQ/MyiobJeuNKLsdK36yStyDBol/YsbKqJVh4rXu28AX5XTLaTgaRSonSh07dsTQoUNx7tw5kOgMjrNnz+Kbb77JdeJZpnmDBgFHjgBWVsCFC4CbGxAerumomNq1avXh2eXt7MR2rOSJjhb/uADwX+kVxsqi2KRY/HXrLwDAENcPzxFb3FROlBYvXozq1avDw8MDBgYGMDAwQIsWLeDk5ISFCxeqIURWFDw9gXPngNq1gcePxWdjsGYmYmbFRVtbzG+THzs77rxWUq1eLfqRffopUK2apqNhTG2CIoKQSZlobt8c9azraTqcHFQe9SZz9+5dREZGAgBq164NJyenIg2spCvJo97yk5AA9OoF/DctH2bOBMaPFwOgWBlz+zZQrx6Qni6aE1++zLqvQgXg1SsgI0NMHrhpE1/aKUnS08WojNhYMQt29+6ajogxtZCSFE6LnRD9OhpBXYLg5+Kn9mOqfdSbjJOTEzp16oROnTrByckJV65c4T5KpYCZGbB3LzBihPh94kQxBUoeU9yx0ooI8PcXH7iffQbExQEhISIhCgkRH8B79gB6emL+m379RNLESoZ9+8TfyNoa4C4NrAw7eu8ool9Hw0zfDD3q9tB0OLkqshnBiAiZPC1CqaCjAyxeDPz2m7g6s3498MknYnANKyP27BHNhnp64o+toyN68vfpI35qa4upMIKDRUvS9u2cLJUksk7cAweKvyFjZdTKcPFa/6rBVzDUNdRwNLnjqVM/Yt9+Cxw8CJibA6dPi07eV69qOipWaG/eAKNGidsBAUB+l8U7dMhKlrZtA/r352RJ0x48EP+YAPD115qNhTE1epr8FLtv7gYADGlc8jpxy3Ci9JHz8gLOnhWfpffvA82bi1Z/VorNni3+mPb2oqrzh3TsCOzcKZKlLVsAX19OljRJ1on7k0/yT3IZK+XWXV6HDGkG3Cu7o2GlhpoOJ09KJ0qJiYn5LrnVVmKlQ82aIllq0wZIThYVvRcsEO/VrJSJihLFswDg118BIyPlHtepk7j8pqsLbN4sOq7xpfTil5EhEiWAK3GzMk1KUqwKXwWg5FXifp+Oshuam5tDks/QKCLK935WsllZiS4tw4cDq1YBY8cCkZHAsmXcRaJUGTVK9Mz/9FOgWzfVHtuli7j81qOH6PQtkQDr1vE8cMXpwAFRv6N8eaBrV01Hw5jahMaE4m78XZjomaBX3V6aDidfSidKISEh6oyDlQB6esDvvwN16ohE6Y8/gLt3xaAoKytNR8c+aO9esejqig7cBfni0rWrSJZ69gQ2bgS0tMSsypwsFQ9ZJ+4BA8SM1oyVUbJK3P3q94ORnpIt3xpS4DpKH7vSWkdJWfv2iQFSSUmim8TffwO1amk6Kpand++AunWBe/eAceOAOXMKt7/gYJEsZWaKPktr1nCypG6PHonaSVIpcPOmuCbOWBn0POU57H61Q1pmGsKHhqORTaNiPX6x1VFiZVuHDmIknKOjaFVq1ixrNgVWAv3yi0iSbG2Bn34q/P66dQO2bhXJ0Z9/iik0uM+Seq1ZI5IkT09OkliZ9uflP5GWmYYmtk2KPUkqCE6UWJ7q1RPTnrRoISp6f/aZqL3ESpiYGFFiHQDmzweMjYtmv19+KTp2a2uLvkpDhvB0J+qSmSmudQPciZuVaUQkr500tHHpeK1zosTyZW0NHD0qrr5kZgLffy+qevPo8RJkzBhx6a1tWzE/TVGSdezW1hZ9lThZUo9Dh4CHDwFLS9U74TNWihy/fxy3X96Gka4RetfrrelwlMKJEvsgfX0gKAiYNUv8vnSpuDT3+rUmo2IAxAfsrl0ikVmyRD2T9mXv2L1mjWjx4GSpaK0Sw6Th5wcYGGg2FsbUSNaa1Ld+X5jom2g4GuVwosSUIpGIyXODgwFDQ+DwYcDDQ5TtYRqSmpo1aZ+/v+jMrS69emUlS6tXA8OGcbJUVJ48EaMlANFix1gZ9fLNS+y8sRNAya+dlF2RJkqDBg3C+vXri3KXrIT54gvg5EnAzk4MzHFzA44d03RUH6kFC4A7d4BKlYDAQPUfr3dvMTGglpboT/Ptt5wsFYW1a8V17ZYtgdq1NR0NY2qz/sp6pGamolGlRnC1cdV0OEor0kTp3r17+Omnn+Di4lKUu2UlTKNGwPnzQNOmQHy8qG24Zo2mo/rIPHwI/PyzuP3LL0Bxlajo21eMgtPSEjV/vvuOk6XCkEqzLrtxJ25WhhGRvHbSUNehpapAtdIFJ5URGhoKALhx40ZR7paVQDY2oiVp4EAxinzwYFHJe/ZsLrdTLMaOFZPftmwJ9OtXvMfu10/Mb+PrKyqUammJEu6l6I1P4zIzgRMnxOS39+8DZmZA9+6ajooxtTn18BQiX0TCUNcQfev31XQ4KlGpRSk9PR2DBg1CdHR0vtvVqVOnUEGx0qFcOTF6fMoU8fu8eeLSnGzav9hYcUUoNlZjIZZN//wj5mXT0hI96zWRoHz1lSgZIJEAy5eLuW+KqXZtqX9dBQeLAmVt22YVBs3MFNOXMFZGyVqTetftDVP90lWkWaVESVdXFzt37lRXLKwUkkjEh9bmzWKwzt9/i7pL9++LD7KpU0vxB1pJlJaW1YH7+++Bhhqccbt/f9G/RiIRBbZGjCiWZKlUv66Cg0XL0aNHiutTUsT64GDNxMWYGr16+wrbb2wHULo6ccuo3Eepa9eu2L17txpCYaVZ795AaKjoV3z1qujkfeWKpqMqgxYvFr3oK1QApk3TdDRiOPuaNSJZWrYMGDmy2FqWSp3MzLyfH9m6UaO4AjorczZc2YB3Ge/QoGIDuFV203Q4KlO5j5KzszOmTZuGU6dOwdXVFUZGipPZ+fv7F1lwrHRxdxctSv36AbdvA19/LdZPnixamapVE9s4Omo0zNLryRPRlAKISzbm5hoNR27AAPFBP3hwVi2nhQuL9JJgbKxYXr8WU9kBwKlTWffb2IilRDtxImdLUnZEopP+iRNAmzbFFhZj6vR+Je7S1IlbRuVEafXq1TA3N0dYWBjCwsIU7pNIJJwofeT27hVJEpD1xXjfPrEA4rOzRg1R8if7UqMGoKenmZhLjYAAIDlZTLzn56fpaBQNHJiVLC1eLP7Qv/5aZMnS779n5Ygy2d9qpkwpngoJhaLstcJSeU2RsdydfXQW155dQzmdcujXoJgHnhQRlROlD3XkZh+3YcOAzp3FqOetW0UH71atxFxx9+6Jz/lbt8SSvTuGjg7g7JwzgXJ2BnR1NXc+JcaxY2IqEdklLq0SWCt20CDxhx8yBFi0SMQ4f36RJEs9ewJbtojXjYlJ1oABQAwg6FvSB9GEhYkEUhklvmmMMeXJWpN61u0JcwNzzQZTQBKigncokD20NDalFVZiYiLMzMyQkJAA0+KqYVPKhIcDrq7iM6JxY9Hg8OQJcP16ziX7B192Ojq5t0A5OX1ECVR6ungCr10DvvlGjDIryVatyqoJNGaMyJYL8R4RHw94eQGXLom5B5ctE1PQ9eolknEAqFJFFAz38iqC+ItSeLho6pJV3s6PRCIquUZHc40NViYkvEuAzXwbvM14i1ODTqG5fXNNhwSgAJ/fVADr1q2jevXqkb6+Punr61P9+vXpzz//LMiuSq2EhAQCQAkJCZoOpcQKCyMCxM/8SKVEDx4QHThANH8+0aBBRO7uRMbG4vG5Lbq6RPXqEfXqRTRtGtHOnUSRkUTp6cVzbsVq4UJx0lZWRC9fajoa5fz+e9Yf63//E3/kAoiPJ2rcWOymQgWia9cUX1chIUSOjlmH+vZboqSkoj2VAgkPJ+rSJSswLS2i/v2JliwhkkjEkv0FLVu3c6emI2esyCw7v4wQCKq7rC5JC/geoA6qfn6rnCjNnz+fDA0Nady4cbRnzx7as2cPBQQEkKGhIS1YsEDlgEsrTpQ+7MkToilTxM+CkEqJ7t8n2r+f6JdfiAYMIGralMjIKO8ESk+PqH59ot69iaZPJwoOJrp1iygjo0hPrfjExhKZmoqTW7lS09GoZvnyrD9MQIDKydKrV0SurllJ0tWrYv37r6ukJKLvvss6lKMj0b//FumZKC8igqhrV8UEqV8/ops3s7bZuZPIzk7xhWtvz0kSK1OkUik1WN6AEAhadHaRpsNRoPZEydHRkdatW5djfVBQEDk6Oqq6OyIiWrp0KTk4OJC+vj65ubnRuXPn8t1+27ZtVLNmTdLX16d69erRvn375PelpaXRuHHjqF69emRoaEg2NjbUv39/evz4scI+Xr58SX379iUTExMyMzOjQYMGUZIKX0U5UdKczEyi6GiivXuJ5s4l8vMjatKEyNAw7wRKX5+oYUOivn2JZswg2r2b6PZt5RKowiZ8heLrK06gSZPSme399lvWH+GHH5ROll69EqcMEJUvn5Uk5eeff4iqVMk63PDhRMnJhQtfaZcvE3XrpthC1LevaObMTUaGaA7btEn8LI1/2zJGo//nZdC5R+cIgSD96fr08o3qLeHq/HuoPVHS19enO3fu5Fh/+/Zt0tfXV3V3tGXLFtLT06M1a9bQ9evXaciQIWRubk5Pnz7NdftTp06RtrY2zZ07l27cuEGTJk0iXV1duvrfO+nr16/Jy8uLtm7dSjdv3qQzZ86Qm5sbubq6KuzHx8eHGjZsSGfPnqUTJ06Qk5MT9enTR+m4OVEqeTIzie7dI/r7b6LZs8WVjsaNicqVyzuBMjAgcnERX/pnziTas4fo7l2xLxllLyEWuZMnsz50P/DloURbujTrCR8//oPJ0uvXouVQdrXxyhXlD5WQQDR0aNbhqlUjOnaskPHn58oVoi+/VEyQevcmunFDjQdl6qCx//MyavCewYRA0FfBXxXo8er8e6g9Uapbty7NmDEjx/rp06dTvXr1VN0dubm50ffffy//PTMzk2xtbWnWrFm5bt+zZ0/q0KGDwjp3d3caNmxYnsc4f/48AaD79+8TEdGNGzcIAF24cEG+zYEDB0gikeRoecoLJ0qlR2YmUVQU0V9/Ec2aRfTVV0SNGokkKa8Eqlw5kWT17080YoQG3kAzMkQGBxB9/XUxHlhNlizJenInTswzWXr9WvRPkyVJly8X7HCHDomrWbLcZeRIopSUgoefw9WrRD16KCZIvXqJTlSsVElLE3nt3LniT1mav5OUFAnvEshohhEhEHQ85niB9vHXX+LvoY4vOmpPlHbs2EHa2trk7e1N06ZNo2nTppG3tzfp6OhQcHCwSvtKTU0lbW1t2rVrl8J6X19f6ty5c66Psbe3p19//VVh3eTJk6lBgwZ5HufIkSMkkUjkT8rq1avJ3NxcYZv09HTS1tbO8xzevXtHCQkJ8uXhw4ecKJVyGRlEd+6Iy3AzZogrJQ0bist0uSVPP/wgkqWwsGJonpe1wpibEz17puaDFZPFi7OezB9/zJEsJSQQNWsm7ra0FN19CuP1a5Fjyg7p5ER04kTh9knXrxP17KnYGbtHD+WuDTKNSk8XXcV27hQDQHr1IqpZk0hHR/H/vHx5ccnn3Dm+DFdQKy6sIASCai2tpVIn7idPxBWBrl1F9z5A3C7q9121J0pERGFhYdSvXz9q3LgxNW7cmPr160fh4eEq7+fx48cEgE6fPq2wPiAggNzc3HJ9jK6uLm3atElh3bJly8ja2jrX7d++fUuNGzemvn37ytfNmDGDatSokWPbChUq0G+//ZbrfqZMmUIAciycKJU9GRmif0terU2AeCNVm2fPRIIEEC1bpsYDaYBsBB9A9NNP8mQpIYHIwyMrSbp0qegOuX8/UeXKWQ0/Y8YQvXmj4k5u3BCX1LInSN27q3ZdkBWLjAwxgGPXLqKffybq04eoQQMx0CO//+ncli5dyuhIWjVr/HtjQiBowWnlB3jFxGSNcFX3+66qiZJKBSfT09MxbNgw/PTTT9iwYYMqD9WI9PR09OzZE0SE5YWsPTNhwgSMGTNG/ntiYiLs7e0LGyIrgbS1gYkTRbFpADhzBhg+POv+gQNFTUW1mTBBzNXh4iIqeJYlI0eKopRjxgDTpwNaWkgaG4jPPhPPs4UF8M8/4tSLymefiRJUo0cDQUHAggWignxQEODh8YEH37wp5tTbskW8VwNAt26iFHiDBkUXJFNZZqYoOfV+TbabN4HU1NwfU64cUKdOVj02GxvxmqtUCYiIEP/XX34JHD0q/gX37BHb//QT0KePqOvG8hf2JAzhseHQ09ZD/4b9P7j9gwfAzJliysj0dLHOzQ1o21bM1LRqlSgjB2iwFquqmZipqSndu3dP1YflSp2X3tLS0qhr167UoEEDevHihcJ9Bbn09j7uo/TxkHUqHDQo65vNF1+oaUTV2bNZBzl1Sg0HKCHmzycCKBHG1ML+PgFEFhbq7we2dy+RjU3WyP2AAKK3b3PZ8NYt0cNf1v4v+6MXZVMXU0pB+hgaGIhtvvpKPOavv8Q+sg/SeF/2zsNJSWJAiJVV1j5r1CDasIEHKH7I0L+GEgJBfXbkPzjqwQOib74RNfFkz3G7dlmXx0t1Z25fX98irZfk5uZGw4cPl/+emZlJlStXzrczd8eOHRXWeXh4KHTmliVJdevWpWe59O+Qdea+ePGifN2hQ4e4MzfLVfZ/2PXrs5rwXVyIHj4swgNlZGQVDvLzK8Idl0yJPy+iljguumIZvKFs/45qFR+fVXUBIKpVS+SnRCRqRvTvr5ggdekiCkgytcpt1Kqr64fLfuQ2arUgyUxuH8xJSSLRsrTMOmbNmkQbN3LClJuk1CQynmlMCASFRIfkus3Dh6LuWfZLoW3b5uy0XaoTpenTp5O5uTl9+eWXNHPmTFq0aJHCoqotW7aQvr4+BQUF0Y0bN2jo0KFkbm5OcXFxRETUv39/Gj9+vHz7U6dOkY6ODs2bN48iIyNpypQpCuUB0tLSqHPnzmRnZ0cREREUGxsrX1JTU+X78fHxoUaNGtG5c+fo5MmT5OzszOUBWK7er+dx6pQogAgQVapEdP58ER1IVs3a1JTov9d/WZWURNSq1X/91RFPF+AqKoQWoz17xN9PtC5JaXy9v+mdJFszRefOPFZcCarWu5FKRX+UffsU66B9qJBsgwaiv9HPP4v+R8rWQSuK80hMFAM+LCyyYqpdm2jzZk6YslsVtooQCHJe7JyjE/ejR0Tff6+YIHl6EoWG5r6vUl1HydHRMc+latWqKgdMRLRkyRKqUqUK6enpkZubG52Vf70j8vT0JL/3vl1v27aNatSoQXp6elS3bl2FgpPR0dG5droGQCEhIfLtXr58SX369CFjY2MyNTWlgQMHcsFJprSYGDGFiqyZf+vWQu7wxYusr60LFxZJjCVVUhJR69biVM3MiM4PX5f1zvnzz8Uay4sL96hvtdPyw9fFVbrQchQVW/NWGZDXN//sUxPNm0c0cCCRm1v+UxPlVVm/pHSoTkgQccnGWgBEdeoQbdmS/2W9j0XTlU0JgaBfTv0iX/f4sSixkn00cevWos6qpqg1UZJKpRQTE0NvVB4yUvZwosQSE4k6dMj65w8MLPCUZuJiPSA+JUrKp4IaJCeLb5GyhjN5zZpZs7KeyJkz1R9IVJT45NbWJgIoGF3JWi+eALHqxx+J3r1TfxhlwcWL4s+2ZIniXI0mJnknRLq6RHXrikoLU6cS7dhRuuZqfP1alBjInjDVrUu0bdvHmzBdir1ECATpTtOlZ8nP6MkTIn9/xQSpZUuio0cL8T5ZRNSaKGVmZpKuri7dvn27QMGVJZwoMSLR7D52bNYbQe/eBRh6fvFi1rBztZaR1qzkZKI2bbKSpGwNx8LMmVlPZB59FAvt3j2iwYMVi+d89hnRuXP0/Ln4+8lW16/PV97y8vgxUVCQ6BuU/XLU+4uOjmhx6dFDfJHYvl1UWkhL0/QZFI1Xr8R5mZllnXO9euI8P7aE6bu93xECQZ1WDqFRoxQ727doIaYY0nSCJKP2S2916tShM2fOqBxYWcOJEsvujz+yPnvd3FS4rp6ZmVWKul8/tcaoSSkposMmIFoa8nwL+fnnrHfXOXOKLoDoaFF9MnuC5OOTayDbt4uig7IP+smTibJ1b/xoSaWiBXDs2Kx5mvNauncXRco/luft1SvRnyb789KggShu+TEkTMmpyWQ8sTqh2XzS08+QPwceHkSHD5ecBElG7YnSX3/9RS1btpR3nv5YcaLE3hcSktXNyM5OyZHka9aIBxgbi6/pZVBKCtEnn2QlSe/Vl81p+vSsT5u5cwt38JgYMflb9gSpffsPBvH0qfiwlz2kYcPCVwovjaRSMVghIIDIwUExGSpXTuSa338vfl+1qhgr15dQ8fGijmr2y44NG4q+ViUtWSgqT58Sefe/StBJkZ9zs2ZiGqGSes5qT5TMzc1JT0+PtLS0yMDAgCwsLBSWjwUnSiw3d+6I4eaAGNb8XokwRfHxWcPn5s0rrhCL1Zs3ojaKLBdUujTU1KlZnzQFeW7u3ycaNkyxSMunn6pcm2rr1qxaOjo6IqyyctkoL1KpuBo8bhyRo6NicmRkJEaeBQdnXWLmyWRzevmSaNIkxYTJxUVMl1RSkwdVPXsmEujs5Rvsaz+mAwdK/jmq+vktISJSpUDlunXr8r3fz89Pld2VWomJiTAzM0NCQgJMTU01HQ4rQV6/Bnr2BI4cASQSYNYsYNw4cVvBiBHA0qVA7drA5cuArq4mwlWbt2+Bzp1FpW1jY+DgQaBFCxV2MHUqEBgobs+fL6p5Z2YCJ04AsbGiTG+rVqKUuszDh+IJ/+OPrDK/7dqJ/bRsWaDzePoU+PZbYNcu8XujRsC6dUD9+gXaXYlEBFy6BGzfDmzbBty7l3WfoSHQqZN4TX/2mahunV14OODqCoSFZVVQZsLLl6IS/OLFQHKyWNeokXg5duqUy3tCKfDiBfDLL+Kt682b/1banofWJ9Pw+LfVqGRSUaPxKUPlz2+1pm1lGLcosfykp4uiarJvWn5+742iunQpq6jh0aMailJ93rwRDTiyVogCT0Y7eXLWkzhggLimmb2Jw85OdATJrYrdJ58QHS/YzOXvk0pFkUFZx2VdXdGdqrSM0sqNVCpehhMmEFWvrvi0GhqKEWnbt4tLp/lRZ72bsuLFC/E8Z68V5eoqimuW9NYXmefPicaPVzyHJk2IOgYuJ0wBfbn1S02HqLRimRT37t279OOPP1Lv3r3p6dOnRES0f/9+unbtWkF2VypxosSUsXSpfAQ6tWwpmqtJKhXDQADxaVTGvH1L5O2dlSQVKleRSkWnj7x6DctGC2bvg9SmTd5V7ArpyRNRhzL7B0VpetuTSkVfqx9/JHJ2ztnnqHt3McRdLdPzMHr+nOiHH3ImG3v3ltyESZbkZa9/1bixSPKSU1PIfLY5IRB06O4hTYeqNLUnSqGhoVSuXDny8vIiPT09ioqKIiKiWbNm0Zdflp6MsrA4UWLKOnQoa/iwoyPRtZl7sr62F+kcKJr39q3o4CtLkoqk2kF6ev5FeWRLq1bFUsVOKhVT2chq6OjpiSk3SmrrklRKdOWK6DNTo4biU2ZgQNStmyiYqEK9XVZIz56JPmDZ+/e4uRHt319yEqaXL0VCnf1fr1EjUdFeFuO6iHWEQJDjQkfKlJae4X1qT5SaNWtG8+fPJyIiY2NjeaJ07tw5qly5sqq7K7U4UWKquHEj6/KGiSSR9sNHfbWCNOTtW1GSSJYDFlmjTkjIh5MkgOjff4vogMp5/Fix4Kibm/g7lxTXrokrl7LBBbJFX1/M77t5syiayjTn6VOi//1PtObJ/j7u7qTRDtHx8cp3RG+xugUhEDTj+AzNBFtAak+UjIyM6N69e0SkmChFR0eTvr6+qrsrtThRYqp68YLI0+4OAURayKCF89JLzLfHwnr3jujzz7OSpCJt2Nm0SblEadOmIjyocqRSorVrs1oM9fVFRQNNzf91/broL1S7tuJTo6cn5vbduJGTo5IoLk7Up8qeMBX3EPtXr0Ri/X4tqODg3GtBXXt6jRAI0p6qTU8SS1cHNVU/v7VU7S1ubm6O2NjYHOsvXbqEypUrq7o7xj4aVrHXcPhJfQzGH5BCG6P+p4NvvskanFVapaYCX34J7N8vRkTt3Qu0aVOEB7CxKdrtipBEAgwYAFy7Bvj4iOdi3DgxGO/WreKJ4eZNYNo0oF49oG5dMVgwMhLQ0xOjDjdsAJ4/B3bvBvr2BUxMiicupryKFYF588Row9GjAQMD4OxZwNtbDNY8ckSkLurw+rUYhefoKF5HiYliROfOnWIk5BdfAFq5ZAp/hP8BAOhUsxNsTIr/f69YqZqJjR07llq2bEmxsbFkYmJCd+7coZMnT1K1atUoMDBQ5cyutOIWJaYSqVQ+yZm06xc0f35WP+RPPhH9AUqjd++IOnXK6gyslgF8GRlidJvsCcutQ7e9vcancZdKiVavzvpGbmBAtGCBesK6eVPMNVa/vuJToatL1LEj0Z9/ivnIWOkUG0tqnwbk9WtRFyz7fHXKTr/yNv0tWcy2IASC9t/eXzQBFSO1X3pLTU2lr7/+mnR0dEgikZCuri5paWnRV199RRkafqMqTpwoMZVs3pyVTcTEEJEYNSIbSeLsLGZJL01SU7NGgBkYiDdxtdm5UyRE7ydLsnU7d6rx4Kq5fz+rNILsA64opse8dUuUJGjQIGdy1KED0bp14vIJKztym1i2VavCTSybkFD4CX03XN5ACARV+bUKZWSWvs/9YikPQET04MED2rdvH23duvWjnCSXEyWmtMREIltb8Y40fbrCXZcvE1WpIu4yN1dzslGEUlNFnxdZknTkSDEcdOdOyrCvTCGOoE31QCGOoIwqdiUqSZKRSol+/z0rES5XjmjhQtXn/bpzh2jGDNGZNntypKMjOs6vXSs637Ky7fFjohEjFBOm1q1V6wuYkCAS7eyTGNeuLUY8qvq6bL22NSEQNC10mmoPLCGKLVH6EBMTE3lH77KIEyWmtIAA8a5UvboYGvaeuDgxeSQgai6tWKGBGFWQlkbUtWtW5+XDh4vnuDtv7CS7+XaEQMgXu/l2tPNGyUuUZGJisqZwkX243b0r7surUOPdu2JAZKNGOZMjHx8xPWBpvVTLCufRIzG3Xva6qu+XDXv/dZWYKJJt2TyUgBgJuXlzwS4LRz6PJASCtKZq0cOE0lnepMQkStlHxJVFnCgxpURGZhVD3Ls3z83eviXq1y/rjczfv2TW5UlLE0PLZUnSoWKqMbfzxk6SBEoUkiQEgiSBEpIESkp0siSVEi1fnlVk0NBQFCK9cEH8HhZGFBUlajG5uiomR9raYg7fP/4QoyYZI8q9EH3btqK4q2zuvRMnRMItm6sQIKpZU4x8LEwvmbGHxhICQZ02dSq6Eypmap/rTVkmJia4fPkyqlWrpo7daxzP9cY+iAho315MdtapE/DXXx/cfNYs4Mcfxe8+PsCWLYCZWTHEqoT0dKBPHzEaRl8f2LNHjMpRt0xpJhwXOeJR4qNc75dAAjtTO0SPjIa2lnau25QE0dHAoEFAaKj4XTY/Wu3aYpSajLY28MknYm61rl2B8uU1ES0rDR4+BGbOBFavzho927QpcOECYG4uRrQBQI0awOTJQO/eilMjqio1IxWVF1TGy7cv8Xefv9GxRsfCnoJGqPr5rXJ5AMaYknbuFEmSvj6wcOEHN5dIgIkTgR07xDD7gweB5s0VJyjVlPR0MbR8504x7Hz3bvUmSWmZabj27Bq2XtuKgXsG5pkkAQCB8DDxIU48OKG+gIpA1apiqP64cWL4d1iYWB8ZKf72TZsCc+eK+X4PHwa+/pqTJJY/e3tg+XLg1CmgWzdAR0ckSYBIkuzsxJD/f/4B+vUrXJIEALtu7sLLty9hZ2oHHyefQsdfWuhoOgDGyqSUFDHbPQD88AOgQsvql1+KD9VOnYAbNwA3NzFzfatWaor1AzIyxJvsjh0iSdq1S7R2FYX0zHTcib+D68+u4/rz/5Zn13En/g4ypBkq7Ss2KWd9t5Jm1SqRDL2PSHzAff45UKFC8cfFSrd9+4Dg4JzrHz0SLUmZmaJWUmGtDFsJABjkMgg6Wh9P+qC2M5VIJOraNWMl38yZol3c0REYP17lhzduLD44O3cWLQ/t2gErV4rihsVJliRt3y6SpOBg8WGuqvTMdNyNvytPhGRJ0e2Xt/NMiEz0TFDXui4sDSyx/+7+Dx5j/5398HbyhmU5S9UDLCbDhom/KQCEhwNDhojkqXFjsU4DNTNZGVAcr6s7L+8gJCYEEkgwuPHgwu+wFFFboqSmrk+MlXx37ogyuwDw66/iOloB2NoCx48Dfn6iNWfgQHGZZubMwjehKyMjA+jfH9i2DdDVFZfdOnT4wGOkGYiKj8qREN16cQvp0txLkBvrGaNOhTqoW6GuWKzFTztTO0gkEnkfpceJj0HI+31lw9UN+Ov2XxjpPhKjm42GRTmLwpy+WtjY5PzQatw46wONsYIojteVrBL3Z86foYpZlaLbcSlQqERJlgzl1np04MABntKEfXyIAH9/IC1NXJ/q0qVQuzM0BLZuFc3m06eLyzY3bwIbNwLGxsrvJ1OaiRMPTiA2KRY2JjZoVaVVvh2fMzIAX1/RmVyWJHXsqLi/qFdR8mToxvMbuP78Om6+uIm0zLRc92mkayQSov8SIVlSZG9qn28LtLaWNhb5LEL3bd0hgUQhWZJAPO5/zf+Hg3cP4uqzq5h+fDoWnVuEUe6jMNpjNMwNzJV/ohhjOaRlpmFtxFoAwNDGQzUcTfEr0Ki31atX49dff8WdO3cAAM7Ozhg1ahS+/vrrIg+wpOJRbyxXe/aIoUp6emICMGfnItv1pk1i1FRqKtCwoRhEV0WJL3bBkcEYeXCkQodoO1M7LPJZhG61u+XYPjNTJEmbNgG6uoQla2NRyfWCQh+imy9uIjUzNdfjGeoaonb52jkSoipmVaAlKfj4kdzOw97UHgt9FqJb7W6QkhS7Inch8Fggrj27BgAw0zfD6GajMarZKJgZlJDhg/+JjQV+/11cNuFLbqyoqON1tf36dvTc0RM2xjZ4MPpBqe+fpOrnt8qJ0uTJk7FgwQKMGDECHh4eAIAzZ85g6dKlGD16NKZNm1awyEsZTpRYDm/fAnXqADExYvjajBlFfoizZ0Ue9vSpmEhz926gWbO8tw+ODEb3bd1zXLKStcTs6LlDnmTEvI7BldjrmDqqKiKO1AO00qHbpy/SnXfkuu9yOuVQu0LtHJfMHMwdCpUQ5UeZljEpSbHzxk5MPTYV159fBwCYG5hjdLPRGOk+ssQlTIyVdJ+u/xT/3PsHP7b6ET9/8rOmwyk0tSdKFSpUwOLFi9GnTx+F9Zs3b8aIESPw4sUL1SIupThRYjkEBoqp2+3tRWciIyO1HObBAzEi7soVUXlg7VpR3+h9H6o/BIjWn5pWNXHzxU28TUsFdq8FrvgCWulAj55A7d0w0DFArfK1ciREjuaOJbpukZSk2HFjB6Yem4obz28AACwMLDDGYwz83f1hqs//t4x9yL1X91B9cXVIIEGUfxSqWlTVdEiFpvZEydzcHBcuXIDze5cUbt++DTc3N7yWVbgq4zhRYgru3ROtSampYohY9+5qPVxSkhiN9vff4vfJk4EpUwCtbA05oTGhaLuurXI7lGpB6691kEZ8BYl2BvoE7kHP7jqoa10XVc2rluiE6EMypZnYfmM7ph6bipsvbgIQCdNYj7Hwd/eHib6JhiNkrOSaeHQiZp2cBe/q3jj41UFNh1Mk1F5wsn///li+fHmO9StXrkS/fv1U3R1jZcOoUSJJ8vIShZDUzMRE1DMKCBC/T5smqu6+eZO1jbJ1hUY2HYMvbsdDGvEVtLWB7Vt1sHHSl+hSqwucLJ1KdZIEiM7gvev1xrVvr2FTt02oaVUTr969wqSQSXBc5IhZJ2YhKTVJ02EyVuKkZ6ZjzaU1AIChrh9fJ24ZlVuURowYgT///BP29vZo9l/niHPnzuHBgwfw9fWFrq6ufNsFCxYUbbQlCLcoMbl9+8SQMB0dcT2sdu1iPfzataLjZno60KSJ6E9ua6tki5JUAp/Ixzi43Qba2mKUm5obwzQuU5qJLde2YNrxabj98jYAwKqcFf7X/H8Y7jYcxnoqDCdkrAwLjgzGl9u+REWjing4+iF0tXU//KBSQO2X3tq2Va4pXyKR4N9//1Vl16UKJ0oMAPDuHVCvHhAVJZp3ciu7XAyOHxdTGLx8CVSuLEbENXT5QB8lqRaMDm5Eyvne0NYGNm8GevQo3rg1KUOaIRKmY9NwJ16M4C1vWB4BzQPwfdPvYaSnnj5mjJUWPht8cCjqEMa3GI9ZXrM0HU6RUXuixAROlBgA4OefgZ9+Ek04N2+Ka2Iacu+eaNiKjBQ1LjdsAO5az8UPR3/IubFUC9j7OxD+NbS1RV2mXr2KP+aSIEOagU1XN2H68em4G38XAFDBsAICmgfgu6bfccLEPkoxr2NQbVE1EAh3R9xFdcvqmg6pyPCkuKxEyJRmIjQmFJuvbkZoTCgypZmaDqno3b8vymQDohK3BpMkQEwnd+aMmKz27VvRVWrFQkuAxOg2OakERofXA+FfQ0tLJFQfa5IEADpaOvBt6IvI7yMR1CUI1S2q4/mb5xj3zzhUW1wN80/Px5v0Nx/eEWNlyOrw1SAQvKp5lakkqSBKRKK0bNkyODo6wsDAAO7u7jh//ny+22/fvh21atWCgYEB6tevj/37FeeBCg4ORvv27WFlZQWJRIKIiIgc+2jTpg0kEonC8s033xTlaX20giOD4bjIEW3XtUXf4L5ou64tHBc5Ijgyl1kbS7MxY0RG4ukpelKXAGZmwN69ojg4AETv/Bpauzfg4oBr2PHZKXwRewVeV54g5WxfeZJUQkLXOB0tHfi5+CHy+0is6bwGVc2r4lnKM/zvyP9QdVFVLDizgBMm9lHIkGZg9aXVADRYiTs2VpRcidX8ZNcaT5S2bt2KMWPGYMqUKQgPD0fDhg3h7e2NZ8+e5br96dOn0adPHwwePBiXLl1C165d0bVrV1y7dk2+TUpKClq2bIk5c+bke+whQ4YgNjZWvszVUP+SskRW4PD9fjGPEx+j+7buZSdZOnxYzBCrrQ0sXQqUoEmgdXSABb9monKfnwFJBqSX++HrHlVhmtAcu36vj392V4KWFrB+fe71lz52utq6GNhoIG4Nv4XVnVfD0dwRz1KeYezhsai+uDoWnl2It/9v77zDojq6MP4uZakCYgEVEOyK3ShirBGjxkQTEzXG2GOJNbaoiQrYwN57QY1RLNhijQUbKiiKDSwYFFTASu+75/tjvt1lYRcW2AbOz+c+svfOnTlz63unnJOdrmszORyNceLJCcSmxKKSeSX0qleyMEzFJjaW+aXTA6Gk8zFKbm5uaNmyJdauXQsAEIvFcHR0xPjx4zFDQdT1fv36ITU1FcePH5eua926NZo2bYqNGzfKpX3+/DlcXFxw584dNG3aVG5bx44d0bRpU6xcubJYdvMxSvkpzMGhAAI4WDkgamJU6Z5ynpkJNG4MPHnC3AKsWKFri/Kx6+4uDD4yGBYxPWEUcBiJCQYwNWVjzwUCYNcu4OefdW1l6SBblI2dd3di/uX5eJH4AgBgb2mPGZ/PwMgWI2FmXLygxxyOvtJjTw+cfHoS09pMw+IuOmpAOHmSReEOCgLatFFr1qVqjFJWVhZCQ0Ph4eEhXWdgYAAPDw9cv35d4T7Xr1+XSw8AXbt2VZq+IP7++29UrFgRDRs2xMyZM5GWprxZPTMzE0lJSXILR54r0VcK9AJNIMQkxeBK9BUtWqUBVq5kIsnOjjUN6xkZORmYHTgbADDx6y7Yvs0Ajo5MJAHA0KHMN+bt23rxsab3GBsa45fmv+DJ+CfY/PVmOFk7IS4lDr+d+Q01V9fEmuA1yMjJ0LWZHI5aiE6MxulI5ljyl+Zajt8aGwuEhjLvuRJ/dHPnsoeVDh9YOhVK7969g0gkgp2dndx6Ozs7xMXFKdwnLi6uSOmV8dNPP2H37t0IDAzEzJkz8ddff+HnAj6xfXx8YG1tLV0cHR2LVF5ZJyEjAWuC16iUVlVHiHrJy5fAvHns7yVL2KAgPWNtyFpEJ0bDwcoBCB2F778HYmJk27dvB1q0YMumTbqzs7QhNBRiRIsReDr+KTb22AhHK0fEpsRiwukJqLm6JtaGrOWCiVPq2X5nO8QkRifnTqhToY52C1+yhDmDmztX9mV35ozOH1ilOwRwCRg5UjZArVGjRqhSpQo6d+6MZ8+eoWbN/CP8Z86cicmTJ0t/JyUlcbEEIDEjEStvrMSKGyuQmJmo0j5VypXiUOlTpgCpqcDnn+tl39XH9I9YeIXNxJvbcS662Rvj++/Yttu3gREjgC1bgObN2Toetb7oCA2FGPXZKAxpOgR+YX5YcGUBXia9xPhT4+F71Rd/tPsDw5sNh4mRia5N5XCKhNwgbm164iZi4wG2bmW/jY2Bnj2BgAC9eGDpVChVrFgRhoaGiI+Pl1sfHx8Pe3t7hfvY29sXKb2quLm5AQAiIyMVCiUTExOYmPAHn4TEjESsCl6FFTdWICEjAQDQoGIDxKfG40P6h3zR6gHZGKV2Tu20bK2auHAB2L+fBVRbt06vBnBL8L3qi48ZH9GwckMMajIIhgb5ny3Nm8ueO5ziY2JkgtGfjcbQpkOx7c42LLyyEK+SX2HsybFSwTS06VAumDilhtORp/Ey6SUqmFXAd/W+006hr1+z0AKSccctWwI7d7IZxQEBevHA0mnXm1AoRIsWLXD+/HnpOrFYjPPnz8Pd3V3hPu7u7nLpAeDs2bNK06uKxIVAFf6JXSBJmUmYf3k+XFa5wPOiJxIyEtCgUgPs+2Ef7o+5j83fbAbARJEiVnZbWboGcotEwMWLbIrYsGFs3ZgxQJMmOjVLETGJMVgVvAoA4NvZt3Qd51KMiZEJxrQcg8gJkVjTfQ2qlquKmKQY/HriV9ReUxubbm1ClihLbp9Pws8Yp9SxOZQ9vwc3Gax5gU/E/JM0bMhEklAI+PgA165pPQxUoZCO8ff3JxMTE9qxYweFh4fTyJEjycbGhuLi4oiIaODAgTRjxgxp+qCgIDIyMqKlS5dSREQEeXp6krGxMd2/f1+a5v3793Tnzh06ceIEASB/f3+6c+cOxcbGEhFRZGQkzZ07l27dukVRUVF09OhRqlGjBrVv315luxMTEwkAJSYmqulI6DdJGUk0/9J8Ku9bnuAFgheo/tr65H/fn3JEOXJpA8IDyGG5gzSdZGm5uaWOrC8mAQFEDg5E7JZmi4EB0c6durZMIUOODCF4gdr7tSexWJxv++vXRJ6e7P9SjZ5XJD07nVbfWE1VllaRXvvVV1Snzbc2U2ZOpsL7w2G5AwWEB+jadM4nzMvEl2TgbUDwAkW8jdBsYbGxRL16yZ6rLVoQ5XqHE5FG7/Oivr91LpSIiNasWUNOTk4kFAqpVatWdOPGDem2Dh060ODBg+XS79+/n+rUqUNCoZBcXV3pxIkTctv9/PwIQL7F09OTiIiio6Opffv2ZGtrSyYmJlSrVi2aNm1akUTPpyKUkjKSaOHlhWS7yFb6UK+3th7tubcnn0DKTY4ohwKjAmnPvT3kd8ePDL0NCV6gk09OatH6EhAQQCQQyIskySIQsO16xL24eyTwEhC8QDdibhS+Q2kmNJSdh9BQXVtSIGlZabTy+kqyX2ovvXcqLa6U7wMCXiCBl4AEXgIuljg6Y+7FudIPLY0hFhPt2UNka8vuYWNjovnzibKyNFemAor6/ta5H6XSSln3o5SSlYK1IWux9NpSvE9/DwCoW6Eu5nSYg36u/YrcrTP136lYdn0ZatnWwoNfH+j3uA2RCHB2ZjPcFCEQAA4OQFQUczipB0j8nvzQ4Acc6HNA1+Zoltu32QyY0FCdj11QhfTsdGwK3QSfKz54k6bYkS5QhvyMcUodIrEINVbXQHRiNHZ/txsDGg9QfyFv3gC//soc9QJAs2bAjh3MJ52WKVV+lDj6R2pWKhYHLYbLKhfMPD8T79Pfo7Ztbfz13V94OOYhfmr0U7Ee4nM6zIG9pT0iP0Ri2fVlGrBcjVy5olwkAaxdKSaGpdMDLj6/iJNPT8LIwAgLv1ioa3M0Q2wsE0hLlwLdu7N1f/7JovmGhuq1QygzYzP81vo37PxuZ4HpyoyfMU6p499n/yI6MRrlTcvj+wbfq7+A/fsBV1cmkoyMmMft4GCdiKTi8Mm6B+DIk5qVivU312PJtSV4m/YWAFDLthbmtJ+D/o36w8igZJeKlYkVlnZZip8P/4z5l+fj58Y/w8naSR2mqx9VX7p68HImIkw/Nx0Ai8lUu0JtHVukIVasYD5WcnP6NFsAoG1bYPVqoGlTvZyNCDDXDapQqv2McUolm2+zQdyDmgyCqZGp+jJ++xYYOxY48P9W7saN2Yy2PJEy9B3eovSJk5adhmXXlqHG6hr4/dzveJv2FjXL18SOXjsQMTYCA5sMLLFIkvBTo5/Qzqkd0nPSMeXfKWrJUyOoOvNRD2ZIHgw/iJBXIbAwtsCcDnN0bY5mOHoU8PNjfwsEshalFi0AicuOq1dZN1ydOqyl6e5d1vKnR6jqP6xU+xnjlDpik2Pxz+N/AAAjmo9QX8YBAawV6cABNkRhzhzg5s1SJ5IALpQ+WdKy07D8+nK4rHLB1LNT8Sb1DWqUrwG/Xn54NO4RBjcdrDaBJEEgEGDtV2thKDDEwfCDOPffObXmrzbatQOqVVO+XSAAHB1ZOh2SLcrGHxf+AABMbTMVdpZ2hexRyvjwARg4EPj2W+DdOzZlODgYmD+fbd+8GXj/Hti3j4U7MDUFIiOBhQvZw7hePWD2bODePb0QTe2c2sHBykGp6wwAKCcshzYO6o1rxeEUhF+YH0QkwueOn8O1smvJM3z/nkXb/uEH1qLUsCG7b729mQuAUggXSp8Y6dnpWHljJWqurokp/07Bm9Q3cLFxwbae2/Bo7CMMaTpE7QIpN43tGmNsy7EAgHEnx+XzL6MXGBqyYIyKkHTrrFyp84Hcm0M3I/JDJCpbVMYUdz1uoSsOx4+zB+zu3czB5/TpbIxSy5by6SwsgL59gYMH2UN5717gu++YaHryhImqJk2YyJozB3jwQGeiydDAEKu6MT9XysRSclYy+hzsg5SsFG2axvlEEZMYW25vAaAmT9xHj7JWJH9/9nz880/g1i3W+luK4ULpEyE9Ox2rbqxCjdU1MOnMJMSlxMHZxhlbv9mKx+MeY1izYTA2NNaKLd6dvFHZojIev3+MVTdWaaXMIpGSwm54ALCxkd/m4MBeyr17a92s3CRnJmPu5bkAAM8OnihnUk6n9qiNhARgyBDgm2/YGLC6dVn0cF9fJn4A1uXp6Zm/69PSEvjxRzZg9M0bYM8e1hplYgI8fsxi9DVqxB7kXl5AeLh26wagd/3eONj3IKpZybdYOlo5YlLrSTAxNMGxx8fw+fbPEZ0YrXX7OJ8W5/47h+cJz2FjaoM+DfoUP6MPH1hIp2+/BeLjWdTt69fZh0pZiGihSV8FZZnS4kdJkfM7pxVOUud3usLvjh/BC2SxwIJeJr7UmR0K8fZmPj5q1iRKSyMKDGS+PwIDiXKU+47SJp6BngQvUO3VtSkrR7s+SDTGyZNE1arJfFVNncqOf0lJTCTavZuoZ08ioVDeJ5arK5GXF1F4eMnLKQK5/YwFRgVKfZLdiLlBdkvsCF6gyksq0/WY61q1i/Np8f2+7wleoHEnxhU/k2PHiOztZQ55Z8wgSk9Xn5EaoFQ6nCyN6LtQSs9OpzXBa6jqsqpyAmnTrU06FUgSRGIRuW91J3iBfjz4o67NkREfT2RpyW76fft0bY1CYpNjyWKBBcELdODhAV2bU3ISEoiGD5eJl9q1ia5e1VxZf/1F9M03+UVTw4ZEc+cSPXqkmbJV5EXCC2qyoQnBC2Qyz4T+vve3Tu3hlE3ikuPIaK4RwQt0L+5e0TP48IFo0CDZ/VOvHtGN0uHslgslLaGvQikjO4PWhayjasuqyYVH2HBzA2VkZ+jaPDluv74t9SYdGBWoa3MY48axm/6zz4hEIl1bo5Bfj/9K8AK12tJKYaiSUsWZM7IwMQIB0aRJRKmp2in740cWjqZHD+YhOLdoatyYaN48osePtWNLHpIzk6nX3l7Se3j2hdkkEuvn9cgpnfhe8SV4gVpvbV30nU+cIKpaVXbfTpumntZfLcGFkpbQN6GUkZ1BG25uIMfljnICaX3Ier0TSLmRvPRd17nqvgvp6VMiIyN281+4oFtblPD43WNpOJiLURd1bU7xSUwkGjFCJkxq1iS6fFl39nz4QLRjB9FXX8muAcnSpAnRggVET55o1SSRWETTz06X3s8/7P+BUrO0JCI5ZRqRWEQ1V9UkeIG2396u+o4JCURDh8q3/gYFac5QDcGFkpbQF6GUmZNJG29ulBNIVZdVpbXBa/VaIEl4n/aeKiyqQPACLb+2XLfG9O3Lbv7u3XVrRwH8sP8Hgheox989dG1K8Tl7lsjJSfawnTCBKCVF11bJeP+eaPt2om7d8oumZs2IFi5kolpL+N3xI+O5xgQvUItNLfRvTB+n1HHu2TmCF8jKx4pSMlW8906f1l3rr5rhQklL6FooZeZk0uZbm6n6iupSgVRlaRVafWM1pWfr90C6vGwJ3ULwApVbWI5ik2N1Y0RIiOwBcPeubmwohBsxNwheIANvA7off7/wHfSN5GSiX3+ViQ4XFzZAXp95/55o2zairl2JDA3lRVPz5kS+vkTPnmncjMvPL0s/KKouq0q3Xt3SeJmcsku/A/0IXqBfj/9aeOK8rb+1ahFduaJ5IzUIF0paQldCKSsni7aEbiHnlc5SgWS/1J5W3VhV6gSSBJFYRC03tyR4gQYeGqh9A8Rioo4d2UNg8GDtl68CYrGY2vu1J3iBhh4Zqmtzis6FC0TOzrKH7dixTDiVJt6+JdqyhahLl/yi6bPPiBYtIvrvP40V/+zDM2qwrgHBC2Q234wOPjyosbI4ZZc3KW+kLZR3Yu8UnDhv6+/EiaW2FSk3XChpCU0IpZysTAo8vIL2bBxHgYdXUE6WbHZaVk4Wbbu9jVxWukgFkt0SO1pxfQWlZZWeQXTKCHkZIh3YfeWFlr9WTp5kDwETE6IXL7Rbtor88/gfghfIdL4pRSdE69oc1UlJkQ2QB4iqVyc6f17XVpWcN2+INm0i8vBgU6Jzi6aWLYmWLCF6/lztxSakJ1C33d2kz4D5l+aX/gH9eoAydw1lkSVBSwheoJabWypPlJRENGqU7JquUYPoYikeE5kHLpS0hLqFUsD2aeQw1ZDsp4A8O4Dsp4AcphrS/m1TaPvt7VRjVQ3pw7Hyksq07NqyMjewc8SxEQQvUOMNjSlblK2dQnNyiBo1Yg+DqVMVp3n9msjTk/2vA3JEOeS6zpXgBfr93991YkOxuHSJPWAlD9tRo9gDuKwRH0+0cSPRF1/kF01ubkRLlyoW4MW8rrJF2TTx1ETp82BAwADdtibr+P4oKQHhAeSw3EF6PCUTYQLCA3RtmtoRi8VUe3VtghdoS+gWxYnOn2cfNKW59bcQuFDSEuoUSgHbp5HAEwRPULOR7OJsNpL9hqfs5q20uBItDVpa5gSShLepb6m8b3mCF2hN8BrtFLpjB3sY2Niw8SiKCA1laUJDtWNTHrbd3kbwApX3LU8f0j7oxIYikZrKmugFAnbcHB2J/v1X11Zph7g4ovXriTp1ktVfsrRuTbR8OVH0/1sES3hdbby5UeoHx32rO8Ulx6mxIkVAx/dHSQgID5C2ZOdeBF4CEngJypxYCowKJHiBLBdaUnJmHvGTnMxEkeR6dXbW29m/JaWo72/NBfXiqIQoOwsTw5eDLAAIgGpJbL2hmP0GAAMxsNBjIca5TYCF0EJXpmqciuYVseCLBRhzcgxmXZiFvq59UdmisuYKzMhgQVMB4I8/AFvb/GnEYuDFC83ZUAjp2emYEzgHAPBnuz9R3qy8zmxRiatXgaFDWXBaAPjlF2DZMsDKSrd2aQs7O+DXX9kSF8fCqezfD1y+DNy4wZbJk4E2bYDWrdk+9+8DWUWPeTgKTdDCdQVmnp+J5JjrGHW/CZZ+uRS1bGupuVKF8PixdstTEyKxCBNPTwQhf+w/AkEAAX47/Rt61e0FQwPdxnVUF5K4bj81/AmWQkvZhkuX2H0bFcV+jx4NLF4MlCsjoZFKiIBID8Jql0KSkpJgbW2NxMREWJXgJXDxyEr0vzoJVZLZ7/kXgK8igWQhcKYmcK4GcLw2sLvDCnT89jf1GK/HiMQitNraCrdjb2No06HY3mu75gpbsgT4/XfA0ZEFUJXEEiMCTp5kAVbPnWOxiwDgs89YANY2bYAaNfLHGtMAi64uwozzM+Bk7YTH4x7D1MhU42UWi/R0YNYsYMUKdvyqVQO2bgW6ddO1ZfpBbCwQEMCC/AYH69oazeDuzoIXOzqye0ML90dJuPj8Ijrt7FRousDBgejo3FHzBmmY92nvUXV5VWSJsnBrxC20qNoCSE1lH4mrV7NETk7Atm2Ah4dujdUwRX1/8xYlHRMb/wyjbgFel+TXl8sCfohgS6oR8Pr2NsC6CdC+vc6j1msSQwNDrO2+Fm22t4FfmB9GthiJ1g6t1V/Qx4/AwoXs77lzWeDGkBD29X/gABCtICDprVtsAVhg1blzge7dATMz9dsH9mDzueoDAJjXaZ7+iqTr11kg2ydP2O+hQ4Hly/MHFP6UqVIFGDcOePeuYKFkY6O4ZbMQRCRGfEoc0nMyAAAVzCrA2tRa0iitfj58YAGMc3P9OguKCgDjx8tevnpK5IdIldKtC1kHe0t71KtYT8MWaZZdd3chS5SF5lWaM5F09Sq7b589YwlGjACWLv10Wn+LAG9RKiaaalFqHgts/QdY3hpwTgC+iAJsMnPtYGcHfP890KcP0K5dmRVNQ48OxY6wHWhepTlCfglRf9P377+zFqWaNdnD/eBB+S42c3MmSrt0YS1NY8cCXbsC9+6x1gEJFhZAz56spalbN1mrlBqYcmYKlt9YjsZ2jXF75G39a/7PyADmzGFda2IxULUqsGUL8NVXurZMf4mNlV0/t2+zl9OWLUDz5mxdCVpiskXZGH9qPDaFbgIADGs6DBu+3gChoVAdlsujqB6NGrFuRAAwMAAGD2atjDVqqL/8EpCYkYiVN1ZiybUlSM1OVXm/RpUboa9rX/R17Ys6Fepo0EL1Q0RosL4BHr17hK2dV2P4oShg5UrW+uvgwFp/u3bVtZlao6jvby6Uiom6hJIoOwvOf5jjlYUIJACavQZubwaajwTuVAWMc4A+jwzwV7nBMDhyhLWESLCzA374gb2kP/+8TImmN6lvUGdNHSRmJmJDjw0Y/dlo9WQs6Vbr1QsQieS3WVgA33wjEz2SlqLbt4EWLYDQUKBZM9aqtH8/W3K3PFlaykRT164lEk3PE56j7tq6yBJl4dSAU+hWS8+6sIKD2dfoo0fs96BB7MFbXs/HUOkTua8riVAqIUSENSFrMOnMJIhJjA7VOyCgbwAqmFdQS/4KyV2P7GzA2xs4dYptMzJigunPPwEXF83ZoAKJGYlYFbwKK26sQEJGAjPPwAg54hyF6QUQoLxZebhVc8PZ/87KpWti1wR9GvRBX9e+qF2htjbMLxFXXlxB+x3t8cVrU/x7oRoMI//fijRsGGv9tbbWrYFapqjvbwMt2MQpAENjIVY1mAwAEOSRrAICcgyB71sOgsH27WyszKlTrGvDxob9XrcO6NCBjQuYMAG4coV93ZdyKltUxrxO8wAAf174E+/T3hc/MyLgzh1g5kygVi3g669lIsncHOjXj40fefOGjUv67jvl3WkCAdCyJWuNev6cDc6dMoUd/5QUYM8e1kJVuTIwcCDwzz9AZqbivApgTuAcZImy8IXLF+haU4++9DIz2XFs04aJJHt74NgxYOdOLpL0AIFAgAluE3C8/3GUE5bDpReX4LbVDRFvI7RjgJsb+xC5fp19LOTksDEvdeqwVqfnz7VjRy6SMpMw//J8uKxygedFTyRkJKBBpQbY98M+7P1+LwT//5cbye8t32zByQEnET81Htt7bke3Wt1gZGCEu/F3MStwFuqsrYNmm5rB54qPyl15umDH9Q1Y/C9wdksGE0lVqwInTrBz84mJpGKhodl3ZR5t+FFynAwKqP//UAlZeQLGZmYyR4lDhhBZW8tPQ65alcXPunqVSFR6I45ni7Kp8YbGBC/QyGMji7azWEx05w7RzJnM5X7u4yNZfHxU8zKrip8YkYjo+nUW/0gSD0myWFkRDRxI9M8/RBmFx98Liw2TTlnWq1AVN28SubrK6jVggHKXCpzC0bD/oQfxD6QOaq19rOlM5BmNlFNgPa5dI/ryS9k1Y2RENHKkVhy7JmUk0fxL86UuR+AFqre2Hu29v1fOoeS07QFkOFXej5LhVEeatl2xa4D3ae9p2+1t1PWvrtIA1ZKl+abm5HPFhyLfR2q8fkrJcz4SLp6hiIq5XFUMHsyCQH/CcD9KWkIrnrlfPGf+fQAWvVwZGRlEx48TDRrEXsq5X9LVqhH99huL8FwKRdPl55elfk1uvrpZcGKxmMVp+/NPFtU693EwMyP64QcW1BQg6tNHc0aLROx4//YbO/657bC2Zg+qEyeY2FVA17+6ErxAPx78UXM2FoWMDHZMJWE7KlcmOnxY11ZxVOBNyhtqu70te/l7G2rPP1lerl5lXswl94GxMdHo0RoRTEkZSbTw8kKyXWQrFTB119SlPff25PO4HRDwf3dXghyCcyCh4R72v0EOCQRse0G8TX1LW0K3UJddXfKJphabWtCiq4vovw+aC2ujEIlfq2vXiKZPJ5EBE0nx1kYkPnZMu7boKVwoaQmtxXrbtYtd9EIh0YMHhafPyGAtFwMH5hdNDg6sxeP6dSYqSgk/H/qZ4AVqtaUVicR5xJ5YTHTvHtGsWUR168rX19SUqHdvIn9/5kwtMFD2Vaut6O8iEXtJTJjAWvpy22djw1oET56UiiZJVG/juca6/SqVEBoq81wOEP34I4t5xik1ZGRn0ODDg6Uv8DHHx2jP831erlwh6txZXjD9+itRTEyJs07OTCbfK77S4MHwAtVZU4d2392tMCRJTk7+xt/ci0DAfKXmqBjN5G3qW9p8azN57PIgA28DOdHUcnNLWnx1MUV9jCpxPQtFIpRcXKSV2dUYtPXsYs2XXUrgQklLaE0oicVEPXrIYkhlF+EBl55OdPQo6yKxtJR/Cjg5EU2ZQnTjht6LptdJr6ncwnIEL9DW0K1s5YMHRHPmENWrJ18vExOi774j2rtXPlyGWMyOH/7vkl8XiETsRTF+PJG9vbzd5cuTeOhQGjuhFhnNBo0/OV43NkrIzGTH18iI2VepEtFBHoS1tCIWi2nR1UXSLl2PXR70Mf2j7gy6dIl5L5dc/0Ihuy9fvixyVimZKbTo6iKquLiiVJjUXl2b/rr7V4GC8J9/lIuk3EtgYNGrF58STxtvbqQvdn6RTzS12tKKlgYtpRcJamxNe/2aPctXryZyd5can2VjRb99CXKZbkoJ6QnqK6+Uw4WSltCaUCJiDw/JOCRf3+LlkZ5OdOQI0U8/5RdN1auzOGchIXormpZdW0b1x4AWeZhRdv08LUdCIVGvXkR//608lti+fSytpSWLzaVrcnLYy2Ls2Hyi6b0ZKG3wAKIzZ/KPTdMGYWFETZrIbPrhBxYEllPqORJxhCwWWEi7o56+11LLqjIuXiTq0EH+Xh43jujVq0J3TclMoSVBS6jS4kpSEVJrdS3aGbZTTiAlJjINsW0b0eTJRF27FtySlHfZs6dkVYxLjqMNNzdQpx2d8omm1ltb07Jry4of6Dori+jUKaKmTQusxOF+TUpWiTIGF0paQqtCiYjIz0/WYhIeXrK80tKIDh1i3SgWFvI3lbMz0e+/E926pR+iKSKCyNubxK4N8oujnj2Jdu9mT8KCyMwkqlmT7eftrR27i0JODmWdP0u72pajOIs8D7kKFYhGjCA6e7ZorYnFISuLHR9JK1KFCkxgcsoUd2LvkONyR2n8wMCoQF2bxGKKtWsn3zI8YYLCAeKpWam0NGgpVV5SWSo4aq6qSRtv7KCg69m0fTtrLO/WjXWdqSqI1NmipIzY5FhaF7KOOvh1yBdjzn2rO624voJiEgvphszKYh9Rw4cT2drKG2trK22pS12/itzHmFCzkaCbN/nYpNxwoaQltC6UxGKi7t3ZzeDmpnrHeWGkprIRi/36EZmby990NWoQTZ/O+ry1KZoePSKaO1d+bAxAImMjOlYHNKi3gO4+vqx6fmvXsjzs7PQ2CvaqG6sIXqCqi+0o7cwJNtC1UiX581GxIpsxdO6c+kXTvXuyge4A676M01GQVY7GiU2OJbctbgQvkNFcI+WR5LWJWMwi17dtKz/OcOJEotevKS0rjZZfW06VF9tJxYX1HBdqNGg7OTlnFSh27O3Z0KgJE4g2bWLDBt++ZS1LeWMX516qVlXfozYvr5Ne05rgNdTer30+0fT5ts9p5fWV9DLx/12R2dkssPQvv7APmNxGVq7MxnkFBjJj/z9GyX/ndIIXqOH6hiTWh49ePYILJS2hdaFExKKOSwZoL1mi/vxTU4kOHGAzwszM5G/GmjXZVPs7dzQjmh4/Jpo/n6hxY/lyjY3ZGK2dO4k+fqR+B/oRvEBttrXJP7BbEUlJMsGxfr367VYDiRmJ0vEVG29ulG3IzmYvjlGjmEjKfVwqVWJi6sKFkj3Js7PZcTc2ln2R7tmjH62JHI2SlpVG/Q/2l76cJ5+erHDQs9YRi4nOnqWc1m2k13uGkTGtbGVOdlP+LyYmOhOabSMYyAskOzuiL75gwwA3bmRDAgvyYCGZ9aZMLDk5aafX+VXSK1p9Y7V0hiK8QIazQV8MAh3pYE9pNhaq3///F0p9Z9QieIFW31it+QqUMrhQ0hI6EUpERFu3yr60Hj3SXDkpKUT797PxKXlFU+3aRH/8wcaylOSF+vQpc3uQt3/dyIi1nvn55fP3EZMYIx1jsTNsZ+FlzJnD8qxTRzfjfVTgz/N/SseMKB18mp3Nut9GjCj8i1JVHjwg+uwzWT49exLFxqqlTpzSgVgsJu+L3tKXc4+/e1BihurPtJwcdtnt2VP0y09CWhrR7dtEf/1FNGMG0TffsMZsGKaRR71fKaiKsfQaTTUS0NLKXah+xRjq2JEN8Vu/ng33e/eu6GUTMbGUd8ySvb3MM0vjxlqc6JmTQ2+O7aO737WhD+WM5Yx6Yw462sGejqwdT7EfFXfP5YhyKCj4IF0c3JHsp4BM5pnQh7RP22eSIkqlUFq7di1Vr16dTExMqFWrVhQcHFxg+v3791PdunXJxMSEGjZsSCdOnJDbHhAQQF26dCFbW1sCQHfu3MmXR3p6Oo0ZM4ZsbW3JwsKCevfuTXFF6GrQmVASi2UO3Nq00Vy7cG6Sk9kU+969mUDL/USpU4dNzb93L79oUuSILjKSOXrM3c0jEUfduhFt316oE0PfK74EL5DdEruCZ3LExsrGYOnpjK1XSa/IbL4ZwQt0KPyQajtlZcma4fOOUbCzY2+PS5fyXxuS8xEdzSYFCIVsHxsb9pbirUifLPse7CPT+abSrhpVprErEhgODsp9D6Wnswbp3btZ43TPnqyhOl9rjlE6odVqwuSqTMB5gnr9VImeOsmmu5O5OZuAoqaJGYoEX0SEbJ5FkybFF2IqF/7rr+yjJ9fByLEtT/d6tabxk+uT4WxZ15zAS0Ad/DrQupB1FJfM3lsB4QHksFzecab5AnMKCC/EGdQnSKkTSv7+/iQUCmn79u308OFDGjFiBNnY2FC8khsgKCiIDA0NafHixRQeHk6zZs0iY2Njun//vjTNrl27yNvbm7Zs2aJUKI0ePZocHR3p/PnzdOvWLWrdujW1adNGZbt1JpSImJO2cuXYzbR8uXbLTk5mU++/+44NuMz9hKtXj2j2bKL799lLV+LP4+hR9mJu0UI+vaEhE31btxbpKZSZk0l119QleIEmnpqoPOHo0ayc1q31VgSMPDZS2pVYrHEEWVlEp08TDRtGVL68/PGtUoXNILp8mbkmkJyP3N61v/5apRlGnLJPyMsQqrK0CsELVGlxJbr64qrStFJHjXm6qiTdWMuWMdHx559E337LGqENDJSPBbK1Jfq8fQa1nbyWbOZWk77oHZc70sabGykzJ5Pdw6dOEbVqJS+Yfv9dY/1jERHs2wNgDd9qE0u5Z71KCpAs5cuzgdp5Zr1GJ0TT8mvLqfXW1nJiyMDbgBquayi3Lvci8BJwsZSHUieUWrVqRWNz+bURiURUtWpV8vHxUZi+b9++1KNHD7l1bm5uNGrUqHxpo6KiFAqlhIQEMjY2pgMHDkjXRUREEAC6fv26SnbrVCgRsRGJAOsWe/JENzYkJbEp+b165RdN9euzWXV5n4iGhkRduhBt2VKi9uwzkWek3obvxd3Ln+DRI5kn6UuXil9HDRLxNkLqzffKiyslzzAzk71Ihg6V9RtIlqpVWYud5Le1NdGOHXorIDm6ISYxhpptbEbwAgnnCWlX2K58aQpz1FjQUr48G6s9ahRz+XPuHNHzlxm0LmS9XGuIw3IH2nBzA2VkKwj5IxYzz/a5u40tLNjEEw30kYWHyxp6mjUrQdQekYh9tIwbxz5i8h6YYcPYR48KQwSef3xOS4OWUqstrZQKpNxCyXG5o36MP9MTSpVQyszMJENDQzqcJxzCoEGDqGfPngr3cXR0pBUrVsitmzNnDjVu3DhfWmVC6fz58wSAPn78KLfeycmJlitpocnIyKDExETpEhMTo1uhJBbLPNy2bav78CSJiaxN/csvZdPLc39mtmzJPi9ztfyVlN77ehO8QO392udvjfn+e1mLiZ7yrf+3BC9Qz72Kr/USkZnJXiZ9+uT3m+XqyryBh4ZqLM4Yp/SSkpkivbfgBZp5bqbcxIl//1VNFLm6siF1K1ey4XWvX8vr8sycTNpwc4PUVQG8QNWWVaN1IesUC6S8iMUsdFPulmpLS9avp+Z+socPiymWCvLMb22dzzN/cdh7f2+hYgle0A83EHpCUYWSgebD7irn3bt3EIlEsLOzk1tvZ2eHuLg4hfvExcUVKb2yPIRCIWxsbFTOx8fHB9bW1tLF0dFR5fI0gkAAbN0KWFgAV68Ca9fq1h4rK2DAAMDdnUUMzw0RcPMmsGABcPCg2opc0XUFzIzMcPnFZex9sFe24cYNICAAMDAAfH3VVp46CYoOwpFHR2AgMIBPZx/1FyAUAl99BTRoAKSkyG97+JBta9EC2LRJ/WVzSjUWQgsc6HMAf7T9AwDgc9UHvf1/wNGTqRg+HPjuO9Xy+fNPYPNmYOJEwMMDqFKFPbayRFnYHLoZtdfUxq8nfkVMUgyqlquKNd3XIHJCJMa0HAMTI5PCCxAIgB492LPl2DGgeXN2rfv4AM7OzIAPH4p/IHLRoAFw4QJQqRJw5w7QpQvw8aOSxGIxcO0aMGkS4OQEtG0LrF4NvH4NWFsDgwcDx48Db94Afn5A9+7sfi0mRKRSutjk2GKX8amjU6FUmpg5cyYSExOlS0xMjK5NYg+DJUvY3zNnAs+e6dQcAMCoUUBoKFu2bGHrtmyRrRs1Sm1FOVk74c92fwIApv47FUmZSUyU/f47SzBkCODqqrby1AUR4fdzzMZhTYehQaUGmitMi+eDU3YwEBjAq/0CTKu1CwYkxNEnh/HtsXbYfvAlUlNVy6NKFfnf2aJsbL29FXXW1MGo46MQnRiNKpZVsLrbajyb8AzjWo2DqZFp0Y0VCIBvvgFu3QKOHgWaNWOCaeFC9oycPbsAVaM6rq4ysXT7NhNLCQn/30jEPtAmTwaqVwc+/xxYuRJ49Yp9RA4cCPzzDxAfD+zYwQReCcRRbqqUq1J4oiKk4+THSJeFV6xYEYaGhoiPj5dbHx8fD3t7e4X72NvbFym9sjyysrKQkJAg16pUUD4mJiYwMVHhK0fbjBoF7N8PXLwIDB/O7mQDHerfKlXyPyGbN2eLBpjSZgr8wvzw7OMzzLs0D0sy2wNXrgCmpoC3t0bKLClHHx/FtZhrMDMyg3cnDduo5fPBKd3k5LBHyf79wKFDwPv3AwHHmsCP3wJV7sB8YissbnYUvhNa4tUrpg/yIhAADg5Au3bsd7YoG7vu7sL8K/PxPOE5AMDe0h4zPp+BkS1GwszYTD3GCwRAz55MNB09Cnh5AXfvAvPnsxadiRNZK0/58sUuomFD4Px54IsvgNBQwm/uIdjocQCmxw4A0dGyhJaWQK9eQN++wJdfsueRhmjn1A4OVg54lfQKhPwnRAABHKwc0M6pncZsKOvotEVJKBSiRYsWOH/+vHSdWCzG+fPn4e7urnAfd3d3ufQAcPbsWaXpFdGiRQsYGxvL5fP48WNER0cXKR+9wMAA2LYNMDcHLl0CNmzQtUVaxdTIFKu7rwYArAxeifCFk9iG335jT2s9I0ecg5nnZwIAJrWehKrlqurYIs6nTk4Oe/mPHs00dZcurNHx/XugYkVg1Fdt8HfHELhWaog0w1hMDW+Pvt772c4GIsD5ItBwL/vfQASANaaIkQ2/O36ot64efvnnFzxPeA47Czus6LoC/034DxNbT1SfSMqNQAB8+y1r9jl0CGjcGEhKAubNA1xcmICSNgUVESI0yriJ8B7T8MLABTsetYbp2mVMJFlaAj/9BBw5Arx9C+zezYSbBkUSABgaGGJVt1UAmCjKjeT3ym4rYWhgqFE7yjQaHTGlAv7+/mRiYkI7duyg8PBwGjlyJNnY2Eh9Gg0cOJBmzJghTR8UFERGRka0dOlSioiIIE9Pz3zuAd6/f0937tyhEydOEADy9/enO3fuUGwuZ3qjR48mJycnunDhAt26dYvc3d3J3d1dZbt1PustL2vWyGZ//Pefrq1hKPKjpCF67u1J8GKebMW25YnyDNTXFzbf2kzwAlVYVEH70by1eD44+k1ODnPqrChSjrLwgokZidTj7x6yMBvL+5HBVHm/PYZTHWjKtv3kd8ePaq6qKV1feUllWnZtGaVmpWq/siIR86PWsKH8QGpvb6KEXPegsvtDLGaxL3//ncXCzHWwkmFBe/Aj/V77ECXEpmmzVvlQ5EfJcbkjdw2ggFI1603CmjVryMnJiYRCIbVq1Ypu3Lgh3dahQwcaPHiwXPr9+/dTnTp1SCgUkquraz6Hk35+fgQg3+Lp6SlNI3E4Wb58eTI3N6fvvvtOTkgVht4JJZGIqH17dgN36qT7WXBa5r9XD8lkFns47PcdpGtzFJKSmSL1U7Pi+gpdm8P5xJD4NRwzJr/rHltb5r/0338Lnp2eI8qhyacnqzTLSuKPaWnQUt0IpLyIRCxEU24/YjY2LK5kYqLMz5gktmVoKHM5UKOG/MEyN2exMQMC6O71VKnP19atC4/PrWlyRDkUGBVIe+7tocCoQO4SQAlFfX8LiFQcMs+RIykpCdbW1khMTISVlZWuzWFERrJm5vR01gU3erSuLdIevr7wOjMT3h0Bh3LVEDHuESyFlrq2So4FlxdgVuAsONs449HYR6rN7OFwSoBIBAQFsTFHBw+yscQSypdnM9j69mVjboyNVcxTLEKlJZXwMUP5AGkDgQEWfrEQ41qNg4XQooS1UDNiMTsY3t5AeDhbV7480L8/sH49MHQocPmy/OQYMzPg66/ZwfrqKzbU4f+EhbHj9/Ejm/R7+jQbv83RX4r6/uZCqZjopVACgFWr2PgcS0vgwQM2A6Os8/49ULMm0lMT4epVCVE5bzHj8xnw8dDAtPti8jb1LWquronkrGT83ftv/NToJ12bxCmjiMVMHB04wPRAbK5Z4TY28uKoOBOvLj6/iE47OxWaLnBwIDo6dyx6AdpCJGL+CxYvBp4/z7/dxIT5NRg8mIkjC+WC784doHNnJpbatGFiqVw5zZnOKRlFfX9z9wBljfHj2dTUlBTgl18UT0spayxYACQmwsy1CVb23gwAWHZ9GZ68f6Jjw2QsuLIAyVnJaF6lOX5s+KOuzeGUMSTiaOJEwNERaN8eWLOGiSSJ654TJ1iL0vbtQLduxZ+drqo/Hr3322NoyA6IIpEEAJmZwGefAX36FCiSAOaR4Nw5JkSvXWOukZKT1W4xR0dwoVTWMDBgT0JTU3bnbt2qa4s0y/PnwLp17O9Fi/BNvV7oXqs7ssXZmHBqgsrO2DTJfx//w/qb6wEAizwWwUDAbztOyRGLgevXFfs1tLICBg1ifg0lrnu++ko9rnvKlN8eNfoZa95cJpaCgtjx5mKpbMC73oqJ3na9SVi2DJg6lbX/PnjAnqRlkYED2TTczp2Bs2cBgQCRHyLhut4VWaIsHOp7CN/VV9GVsIb4KeAn7H2wF11qdMG/A//VqS2c0g0REBwsG3OU2+9tuXLyrns05fZNJBbBeZVzoX57oiZGla4p6bdvM2/1oaEl8jN26xbrsUtMZL6kTp5kIyE4+gPveuMwfvsNaN2afdKMHFk2u+DCwoC//2Z/L1rE/KcAqGVbC9PaTAMATDozCWnZacUuQiRiDvj27mX/i0RF2z/0dag0vMoij0XFtoNTtijKdUUEhISw7x5nZzZgeMUKJpIsLVnkoKNHWUSMv/5i/hY16RuX++0pmM8+Y99s1tbM922PHvmjCHFKGZqaflfW0Tv3AIqIiCAyMWFzV7dv17U16ufLL1nd+vfPtyklM0UabHP2hdnFyj4gIH+UdAcHtl4VxGIxdd7ZmeAFGhAwoFg2cMoeqlxXYjFRSAjR1KlE1avLp7WwYJf84cNEaTp03VPm/Pao2c9YcDCRlRU7Zx06EKWkqCVbjhrg7gG0hN53vUlYvBiYPp193jx4oJfeqovFuXPMhbCxMfDoEVCjRr4kAeEB+OHADzAxNMHDMQ9R07amytkfOgT88EP+hrj/N1rh4EGgd++C8zgTeQbd/u4GoaEQj8c9hrONs8rlc8omhV1XixYB796xrrXcY4wtLFhLUd++bCC2mQYcWhcHkViEK9FXEJsciyrlqqCdU7tPtiVJEcHBrBs0KQno2JGNGStkXDhHC3D3AFqi1AilnBw2Cy4khI0uPH5c9lQurYjFQMuWbEzBhAnMJYICiAhdd3fF2f/O4us6X+Of/v+olL1IxLo4Xr5UvF0Syyoqik2cUWgiidF8U3Pcjb+LSa0nYXnX5SqVzSm7FHZd5cXcXOa6p3t3Odc9nFLEjRtMLCUnA506sUcwP5e6hY9R4shjZAT4+bHpLidPskEMpZ19+5hIKlcOmDVLaTKBQIDV3VfD2MAYx58cx/Enx1XK/sqVgl9mRGx8yJUrytPsub8Hd+PvwsrECn+0+0Olcjllm8KuKwnt27MWpTdv2KX+/ff8xVqaad0aOHOGPa4CA1nLYFrxh01ydAAXSp8CDRqwQJAAc7Ty+rVOzSkRmZnAn3+yv6dPBypVKjB5vYr1MKk1C5Q78fREZORkFFpErIruX5Sly8jJwKwLTMDN+HwGKppXVC1DTplG1etq9GiVXPdwShESj92WlsCFCyxWbnq6rq3iqAoXSp8K06axqa8JCexJXFp7XDduZH1eVaqwmX0qMLvDbFQtVxX/ffwPS4KWFJq+ioruX5SlW39zPV4kvkC1ctUwsfVE1TLjlHkqqqiXVb3+OKULicduS0vg/HkulkoTXCh9KhgZMa9zxsbAP/8Ae/bo2qKik5gIzJvH/vb2VvmT21JoiWVfLgMALLy6EM8TnitNSwTcvFl4ntWqMR8peUnISMCCKwuYiR29YW7M+0w4zJPFlCkFpxEImFdtRdcVp2zw+efAqVPs0XXuHPN7xcWS/sOF0qdEw4bAnDns7/Hjgbg43dpTVBYvZnHd6tVjgSuLQD/Xfujk3AkZORmYdGaSwjRZWcCIEcDvv8vWKRv3LhAA0dH51y+6uggf0j+gQaUGGNx0cJFs5JQ9srOZpm/ZErh/Xxb/K+91Jfm9cqXyCQKcskHbtjKxdPYsi72XUfiIAI4O4ULpU2P6dBaY6ONH4NdfS08X3OvXzMseAPj4sBayIiAQCLCm+xoYCgxx5NERnI48Lbf9/Xs2M2XbNhYFZuVK5gKgWjX5fOzsWKDxly+BVq2Aq1dl214mvcTK4JXMxM4+MDIomo2cssW9e4CbGxsemJPD3ElERgIBAfmvKwcH1VxOcMoGEo/d5uZsoDcXS3qO5lw6lW1KhcNJZdy9S2RkxDyh7d2ra2tUY8QIZm+bNswbXzGZdHoSwQtUe3VtysjOICLml7NmTZZ9uXJEJ0/K0ufkEAUGEu3Zw/7PySF6+ZKoRQuW3tiYaMcOlnbYkWEEL1Db7W1JXAIbOaWbrCyiefPYtQEQ2dqy2yz3JaHouuJ8ely8SGRuzq6T7t2J0tN1bdGnAXc4qSVKjR8lZXh7s0/dChWAhw9ZU4m+EhHBug0lIdLbtCl2VkmZSai7ti7iUuKw8IuFaJE+E337suFPLi5s+Jara+H5pKWxoKMBAez3sBkPscOsMcQkxrVh1+Du6F5sGzmllwcPgCFDWLgwgI1B2bgRsLfXqVkcPebiRebiLj2d/X/okGZD0HC4HyWOqsycCTRpwvqcxo7VtTUFM3MmE0nfflsikQQAViZWWNKFzXzzujAf3X+MRmIiGzcQHKyaSAJYk/n+/TI3TttfzICYxOhZuzcXSZ8gOTmsR1gSU7V8eRar+fBhLpI4BSPx2G1mxrrjvv+eeUHh6A9cKH2qCIVsFpyREWsWOXBA1xYpJiiIRfw0MGBvIjXQr/4AVMlqiyykQewxFYMHsxkohbhkyoeBAZuEN2vLZaDucUBsiMfrF8pFdOeUfcLDmX7/4w82IeDrr1kj7YABpd8JPkc7fPEFa802NQVOnGBhbrhY0h+4UPqUadqUtdYAwJgxwNu3OjUnH0SyKWjDh7PZbiUkIQHo0UOA2G1rAbEB4HoAA2afK3ZTNxHhnGA6AMA04hc8DqqLli1Z6xSnbCMSsYmYzZszlxLW1sDOncCxY9wXEqfodO4sE0vHjzOno1lZuraKA3ChxJk1C2jUiEXiHDdO19bIc/QocO0aa5OWeBYvAZGRLJzA2bOARUoT9KjMuhwnnB6PLFHxnkiHIg7hxssbMDc2x2VvTzRqBMTHAx06AP7+JTaZo6c8esS6a6dPZ1/+X33FWpEGDeKtSJzi4+HBhLapKRNNfftysaQPcKH0qSMUslhwhoZs0I1kdLKuycmRtXZNngxUrVqi7C5eZFO1Hz9mTv2uXgV2D5+LSuaV8OjdI6wOXl3kPLNF2Zh5ntk4xX0KWtavgqAg1vWSmQn07w94epYeDwycwhGJgGXLWGPsjRuAlRWwfTtrAcg75Z/DKQ5durBvRBMT9n+/flws6RoulPQIkYi90PfuZf+LRFoquEUL9mkMsC64d++0VHABbN/OPtsrVpT3AFkMtm5lD58PH5jvo5AQ9qKzMbXBIo9FAADvS954nVy0GHhbb2/F0w9PUcm8Eqa1mQaAORQ8coRFjAGAuXOBH3/k3nfLAk+esIC1U6cyIdy1K5vlNnQob0XiqJcvv5SJpSNH2DMkO1vXVn3CaNJXQVlG3X6UAgKIHByYPw3J4uDA1muFjAyiBg1Ywf37a6lQJaSkENnbM1tWrSp2Njk5RJMny47njz8SpaXJpxGJRdR6a2uCF6j/QdXrnZyZTHZL7AheoDXBaxSm2bZN5kunZUui16+LXRWODhGJiFasIDI1lfna2rKlRO68OByVOHWKSChk113v3sxHF6fkFPX9zYVSMVGnUAoIIBII5EUSwNYJBFoUSyEhRAYGrPDDh7VUqALmz2c2uLgwAVcMEhOJevSQHUtvb+UvtluvbpHAS0DwAl2MuqhS/t4XvQleoJqralJmTqbSdBcvElWowGyoVo3o9u3i1IajK54+JWrXTnYdeXgQvXiha6s4nxInT8rE0vffc7GkDrhQ0hLqEko5OflbkvKKJUdHLXrunT6dFWxnR/T+vZYKzcWbN+yTHWBui4tBVBRRw4YsC1NTon37Ct9n9D+jCV6ghusbUlZOwU+i+JR4slxoSfAC+d/3LzTvyEii+vWZPebmRIcOqVgRjs4QiYhWryYyM2PnzdKSaONG3orE0Q0nTsjEUp8+XCyVlKK+v/kYJR1z5QqLG6YMIiAmhqXTCl5ebBp+fDwwcaKWCs3F/PlAcjIbN9WvX5F3v3aNjUN68IBN0b58mc0cKYwFnRegglkFPHjzAOturisw7dxLc5GSlYLPqn6GPq59Cs27Zk3g+nU27iAtjcXz8vHhg7z1lf/+Y35tJkxgY8s6dWIBbUeN4mOROLrhq6/YPBtjY+by7uef2XwXjnbgQknHxMaqN12JMTVls+AMDJhr4X/+0VLBYG+oDRvY34sWMRuKwF9/sZfa27cs7m9ICIvargq2Zrbw6cwcWnpe9ERcSpzCdE/fP8Wm0E0AgMUei2EgUM1Ga2vmSG78ePb7jz+AwYO5Uzl9QiwG1q8HGjcGLl1i3tfXrWPOSJ2ddW0d51Pn669lYmn/fmDgQC6WtAUXSjpGVcd0ISFafKm2bs2m5APsM/rjR+2U++efbGpH167M+5qKiMVMeAwaxKbR9u7NWuAcHIpW/LBmw/BZ1c+QlJmE6eemKzbxwp/IEeege63u6OTSqUj5GxkBq1ezl7GhIRN2X3wBvHlTNDs56uf5czYzcuxYIDWV+cG6f59NAi2iXudwNMY33wAHDzKx5O/PnnlcLGkBDXcFllnUPUZJ0WDuvIujI9GGDUSZyscOq4+0NKI6dVjBgwdrvrxbt2SDsu7cUXm3lBQ2G0RyjP74g40vKS7BL4OlA7uvvriabxu8QAIvAd2Nu1v8Qojo7FkiGxtms7Mz0f37JcqOU0zEYjb2yNKSnQszMzY2qSTXEIejaY4cITIyYtfsTz9pcQxrGYEP5tYSmpj1llcsSdb98gtR1aqy9U5ORJs2aUEwBQXJjDpxQnPliMVEnTuzcn7+WeXdYmKImjVjuwmFRLt2qcecX47+QvACNdnQhHJEOf83UUwdd3QkeIEGHR6klnIePSKqVUs2WPj4cbVky1GRFy/YLDbJfdW2LZvlxuGUBg4flomlAQO4WCoKXChpCW34UXJ0lLkGSE9nX7pVqsi2V69OtHmzhmdATJokm9uekKCZMk6flqmdqCiVdgkJkR2LSpWIrl4tfB9VeZPyhmx8bQheoNU3VlNgVCBN+3cawQsknCukFwnqmx/+7h1Rx46sHgYGRMuX85lVmkYsZn6QJJMrTU2ZnyT+ouGUNg4dkomlgQPZx3NgIJswHBhYeq/pnBzN1qNUCqW1a9dS9erVycTEhFq1akXBwcEFpt+/fz/VrVuXTExMqGHDhnQiT2uHWCym2bNnk729PZmamlLnzp3pyZMncmmqV69OAOQWHx8flW1Wt1AiUu3iSE9nPhgl/hglXTdbt2pIMKWmypo9hg9Xf/4iEVGTJiz/yZNV2mXfPpnzv4YNVdZWRWJdyDppNxu8IF0sF1pSQLh6HVtlZhKNGCE7nyNGaKl79RMkJoaoa1fZsW7ThujxY11bxeEUn4MHiQwNZe5HdOa0WE1ow/lyqRNK/v7+JBQKafv27fTw4UMaMWIE2djYUHx8vML0QUFBZGhoSIsXL6bw8HCaNWsWGRsb0/1cgzx8fX3J2tqajhw5Qnfv3qWePXuSi4sLpaenS9NUr16d5s6dS7GxsdIlJSVFZbs1IZSKQloa+wq2s5NdTC4uzBu02gXT5cuyLrjTp9Wb965dLF9ra9a8UgBiMXMcKalvjx7MsaQmOPDggJxAkiwCLwEJvARqF0tiMTufEn+fHTsWejg4RUAsJtq+ncjKih1fExOipUtL7xc3h5ObqVOV++HTqtPiEqIt58tFfX8LiHTrzcXNzQ0tW7bE2rVrAQBisRiOjo4YP348ZsyYkS99v379kJqaiuPHj0vXtW7dGk2bNsXGjRtBRKhatSqmTJmCqVOnAgASExNhZ2eHHTt24McffwQAODs747fffsNvv/1WLLuTkpJgbW2NxMREWFlZFSsPdZCWBmzaxGbTx8ezdTVqALNnM18bRkZqKmjiRDZly8GBhUlXR50zMoC6dYHoaMDXVxZvTgHp6cDw4SwOHsAm5S1ezGaPqRuRWATnVc54maTYwZUAAjhYOSBqYhQMDdRrwIkTLJhucjJQqxbzzlCvnlqL+OR49QoYORI4eZL9dnMDduzgx5VTNhCJmPuKgvzx2diwuJP6PINTLAbmzAESEhRvFwjY6ycqquTP/SK/v9Wjz4pHZmYmGRoa0uE84TIGDRpEPXv2VLiPo6MjrVixQm7dnDlzqHHjxkRE9OzZMwJAd/LMnGrfvj1NmDBB+rt69epkZ2dHtra21LRpU1q8eDFlZ2crtTUjI4MSExOlS0xMjE5blPKSmsq+kCtXlqnwmjWJduwgKqBaqpOSQlSjBst45Eg1ZEhEy5bJxj/lDcKWi9hYIjc3ltTIiI0v0SSBUYEKW5PyLoFRgRop//591p0qaWg7e1YjxZR5xGKinTtlswuFQqJFi9R0P3A4ekJgYOEzpsvSEhhY8mNW1BYldbU3FIt3795BJBLBzs5Obr2dnR0ePXqkcJ+4uDiF6ePi4qTbJeuUpQGACRMmoHnz5rC1tcW1a9cwc+ZMxMbGYvny5QrL9fHxgbe3d9EqqEXMzYEpU4DRo5nPxsWLgWfPgCFDgAULWAtT//4laGGysAC2bwc6dgQ2bwb69AE8PIpvcEICMwxgnzpmZgqT3b3LfIfExAC2tszhWseOxS9WFWKTVfPuqWq6otKwIRAczPxBBQUB3boBa9YAv/6qkeLKJLGxzAWYxF9qy5asFalBA52axeGoHVWdEbu5AU5OmrWlJERHs+deYWjN+XIudCqUdMlkiUNFAI0bN4ZQKMSoUaPg4+MDExOTfOlnzpwpt09SUhIcHR21YmtRsLAApk5lL9V164AlS4CnT5ljsvnzZYKpWE2XHTowj3zr1rF+sAcPgHLlimeory/w4QPg6spcVCvg6FFgwADmALBuXeD4cdYdpWmqlFPNC6iq6YpD5crA+fOsy2jXLub4MDwcWLFCjd2pZRAiYM8e5gH940fmmM/bG5g2jR83TtlEVafFvr6a/8gsCRcvssgKhaFqfdWJTnssK1asCENDQ8RLBtf8n/j4eNjb2yvcx97evsD0kv+LkifAxkrl5OTg+fPnCrebmJjAyspKbtFnLCyA339n/bm+vkCFCsCTJ8ztvasre5mIRMXI2NeXdYhHRxc4pqhAYmKAVatk+eVRbUSsRey775hI8vBgsdK0IZIAoJ1TOzhYOUAAxYG9BBDA0coR7ZzaadQOExPWCuLDIqtg7VqgRw/lffifOvHxrBXu55+ZSGreHLh9G5g5k4skTtmlXTs2dkdZHEKBAHB0ZOn0GX2uh06FklAoRIsWLXD+/HnpOrFYjPPnz8Pd3V3hPu7u7nLpAeDs2bPS9C4uLrC3t5dLk5SUhODgYKV5AkBYWBgMDAxQuXLlklRJ77C0ZHomKgpYuJB1Xz1+zFpqGjZkg6OLJJgsLYFt29jfGzYAFy4U3ShPTzaQu3179ubPRWYmMGwYs5mItaScPAmUL1/0YoqLoYEhVnVjQi6vWJL8XtltpdoHcitCIABmzAAOHWLdq//+C7i7s27VTxGRiH157t3L/heJ2HXi788+AI4cYa1I8+YBN26wa5zDKcsYGsq+O/OKDMnvlSs1M/FFneh1PUo+LKpk+Pv7k4mJCe3YsYPCw8Np5MiRZGNjQ3FxcURENHDgQJoxY4Y0fVBQEBkZGdHSpUspIiKCPD09FboHsLGxoaNHj9K9e/eoV69ecu4Brl27RitWrKCwsDB69uwZ7d69mypVqkSDBqnucVnX7gGKS1IS0YIFROXLywbH1a9P5O9fxLANo0fLnDglJ6u+3/37sjnw16/LbXrzhqhdO7bJ0JBo7doi2KMBAsIDyGG5g9wAbsfljmp3DaAqt2/L/ItUqEB06ZJOzNAZivyrVKlC1Lq17HfTpkR3SxZdhsMplRTmtLi0oI16lDo/SkREa9asIScnJxIKhdSqVSu6ceOGdFuHDh1ocJ5YY/v376c6deqQUCgkV1dXpQ4n7ezsyMTEhDp37kyPc3mVCw0NJTc3N7K2tiZTU1OqX78+LVy4kDIyMlS2ubQKJQmJiUTz5slmBAFEDRowZ44qCaakJBZLBSAaN071gr/+mu3z/fdyqx88YH6gJDO9zpwpUnU0Ro4ohwKjAmnPvT0UGBUoDWmiK16/JmrZkh0nY2PmN+tTQJl/FcliYEDk5aVhL/Ucjp6jaY/W2kLfPHPr3I9SaUVf/CiVlMRE5h5p+XLZ2JeGDVnvWO/ehfjdOHeOhVwHWD9Ihw4FF3b5MktjaMhGJtepAwA4fRro1w9ISgJq1mQzlerXL2nNyi7p6cDQocC+fez31KkKh3qVGVTxE2Nnx/wlldVjwOFw1EdR39967H6Kow2srdlMuKgowMuL/X7wgM3+b9qUTccXi5Xs7OEBjBjB/h42jI28VgYRG10OsKlcdeqAiIm0Hj2YSGrfnk0P5SKpYMzM2BgdT0/2e+lSNvA9OVm3dqkbkQiIjGQisCCRBLCB3FeuaMcuDofzacFblIpJWWlRyktCAhswt2IFEy8A0LgxE1G9eiloYUpKYk1QMTHMe/fKlYozPniQqS8LCyAyEtkV7DF+PPMqDjCdtWEDIBRqpFplFn9/1rqUkcHO07FjQPXquraqaIjFwPPnzOF77uXRI9Z6pip79jDXFxwOh1MQRX1/c6FUTMqqUJLw8SMTSytXyloqmjZlrRi9euWZlXDmDPOKKBAAly7ln7+Znc2mJD19CsyZgw8TvdGnD5swJxAwX0+TJyufFsopmOBg4Ntvgbg45n/pyBE2M07fEIuZV4m8gigigoXiUYSJCZsyrMosv8BA/fYTw+Fw9AMulLREWRdKEj58YIJp1SqZYGrWjLUwffNNLnEzfDjz3F2rFnOnbW4uy2TDBjbPv3JlPDn1DF//aImnT5mngT17WD6ckhETA/TsCYSFMXGxbRtzAaELiJQLImW9s0Ihi73m6ipbGjRgY9YANkbp1SuWd17UGQOKw+GUfbhQ0hKfilCS8P49G/C9ejWQksLWNW/OBNPXXwOCxATWBffqFTB5MkQ+i3Fl/X3ERiSgyp5laJdyEpfGB+CH3d/i40fmSv+ff1h3EUc9pKQwh6JHjrDfs2Yxr9QGBmy8z5UrzP1/lSqs0a+kooKIjR3KK4jCw2XXSF6MjZmX9dyCyNWVCaKCnEIeOgT88IOsXAkSoX7wIJt8wOFwOIXBhZKW+NSEkoT374Fly5hgkrQOfPYZE0xf4SQEX/fAIXyHiQZr8FJcTbqfDT4iycAaYrEB3N2Bw4fZTCWOehGLgT//ZAOgASYuevdm4+hzD4h2cGCthKqICyKmf3MLIcn/knFseTE2ZpMa8wqiWrWK7yX70CE2DC53PRwdWfcwF0kcDkdVuFDSEp+qUJLw7h2bbbV2rUwwtWwJdIn/Cz7RA8AuqvyTKts1eIt/QyvB1FSb1n567NzJJiRmZyverqglhoi1OClqIUpMVJyPkRFQu3Z+QVS7NhNL6kYTLWMcDufTggslLfGpCyUJb9/KBJNsQC4BCuOkERwNXyMqzR6GQv520zSXLgFffFGAewcANjas1SkigokiZXHkDA2VCyI+U5HD4ZQmuFDSElwoyfPmDTD+x3jsDyy8Py1wRRg6/tZU80Z94qgajTs3BgaseyyvIKpThw0S53A4nNJOUd/fPKY2Ry1Urgx86/pMJaEU+0zJXHCOWomNVS3dt98CffsyQVS3LhdEHA6HkxsulDhqo0pN88ITFSEdp2RUqaJauokTuf8hDofDUQbveismvOstP6IsEZzN4/FKZA9SMJBbADEcDGP5GCUtIYmRxv0PcTgcjgwe642jMwyFhlg1ORoAE0W5kfxeOTmGiyQtYWjIXAAA+b2eS36vXMlFEofD4RQEF0octdJ7cWscnBaCaoZxcusdDGNxcFoIei9urSPLPk1692YuAKpVk1/v4MCdNHI4HI4q8K63YsK73gpGlCVinrmfpaFKTXO0G9OItyTpEO5/iMPhcBjcPYCW4EKJw+FwOJzSBx+jxOFwOBwOh6MmuFDicDgcDofDUQIXShwOh8PhcDhK4EKJw+FwOBwORwlcKHE4HA6Hw+EogQslDofD4XA4HCVwocThcDgcDoejBC6UOBwOh8PhcJTAhRKHw+FwOByOEox0bUBpReLQPCkpSceWcDgcDofDURXJe1vVwCRcKBWT5ORkAICjo6OOLeFwOBwOh1NUkpOTYW1tXWg6HuutmIjFYrx+/RrlypWDQCBQW75JSUlwdHRETExMmY0hV9brWNbrB5T9OvL6lX7Keh15/YoPESE5ORlVq1aFgUHhI5B4i1IxMTAwgIODg8byt7KyKpMXf27Keh3Lev2Asl9HXr/ST1mvI69f8VClJUkCH8zN4XA4HA6HowQulDgcDofD4XCUwIWSnmFiYgJPT0+YmJjo2hSNUdbrWNbrB5T9OvL6lX7Keh15/bQHH8zN4XA4HA6HowTeosThcDgcDoejBC6UOBwOh8PhcJTAhRKHw+FwOByOErhQ4nA4HA6Hw1ECF0ocDofD4XA4SuBCqYSsW7cOzs7OMDU1hZubG0JCQgpMf+DAAdSrVw+mpqZo1KgRTp48KbediDBnzhxUqVIFZmZm8PDwwNOnT+XSfPjwAQMGDICVlRVsbGwwfPhwpKSkyKW5d+8e2rVrB1NTUzg6OmLx4sWlpo7Pnz/H8OHD4eLiAjMzM9SsWROenp7IysqSSyMQCPItN27c0Pv6AYCzs3M+2319feXSqOscart+Fy9eVHhuBAIBbt68CUC9508TdTx06BC+/PJLVKhQAQKBAGFhYfnyyMjIwNixY1GhQgVYWlri+++/R3x8vFya6Oho9OjRA+bm5qhcuTKmTZuGnJwcva/fhw8fMH78eNStWxdmZmZwcnLChAkTkJiYKJdO0Tn09/fX+/oBQMeOHfPZPnr0aLk06jp/uqijsntMIBDgwIED0nT6eA6zs7Mxffp0NGrUCBYWFqhatSoGDRqE169fy+WhtXchcYqNv78/CYVC2r59Oz18+JBGjBhBNjY2FB8frzB9UFAQGRoa0uLFiyk8PJxmzZpFxsbGdP/+fWkaX19fsra2piNHjtDdu3epZ8+e5OLiQunp6dI03bp1oyZNmtCNGzfoypUrVKtWLerfv790e2JiItnZ2dGAAQPowYMHtHfvXjIzM6NNmzaVijqeOnWKhgwZQmfOnKFnz57R0aNHqXLlyjRlyhRpHlFRUQSAzp07R7GxsdIlKytL7+tHRFS9enWaO3eunO0pKSnS7eo6h7qoX2Zmply9YmNj6ZdffiEXFxcSi8VEpL7zp6k67tq1i7y9vWnLli0EgO7cuZMvn9GjR5OjoyOdP3+ebt26Ra1bt6Y2bdpIt+fk5FDDhg3Jw8OD7ty5QydPnqSKFSvSzJkz9b5+9+/fp969e9OxY8coMjKSzp8/T7Vr16bvv/9eLh0A8vPzkzuHua9zfa0fEVGHDh1oxIgRcrYnJiZKt6vr/Omqjjk5OfnuQ29vb7K0tKTk5GRpOn08hwkJCeTh4UH79u2jR48e0fXr16lVq1bUokULuXy09S7kQqkEtGrVisaOHSv9LRKJqGrVquTj46Mwfd++falHjx5y69zc3GjUqFFERCQWi8ne3p6WLFki3Z6QkEAmJia0d+9eIiIKDw8nAHTz5k1pmlOnTpFAIKBXr14REdH69eupfPnylJmZKU0zffp0qlu3bqmooyIWL15MLi4u0t+SF62iB2BR0FX9qlevTitWrFBql7rOoT6cv6ysLKpUqRLNnTtXuk5d549I/XXMjTI7ExISyNjYmA4cOCBdFxERQQDo+vXrRER08uRJMjAwoLi4OGmaDRs2kJWVldx51cf6KWL//v0kFAopOztbug4AHT58WLWKKEFX9evQoQNNnDhRqV3qOn9E+nMOmzZtSsOGDZNbp+/nUEJISAgBoBcvXhCRdt+FvOutmGRlZSE0NBQeHh7SdQYGBvDw8MD169cV7nP9+nW59ADQtWtXafqoqCjExcXJpbG2toabm5s0zfXr12FjY4PPPvtMmsbDwwMGBgYIDg6Wpmnfvj2EQqFcOY8fP8bHjx/1vo6KSExMhK2tbb71PXv2ROXKldG2bVscO3ZM5brpQ/18fX1RoUIFNGvWDEuWLJFr0lfHOdR1/SQcO3YM79+/x9ChQ/NtK8n501QdVSE0NBTZ2dly+dSrVw9OTk5y92qjRo1gZ2cnV05SUhIePnyo1/VTRGJiIqysrGBkJB9LfezYsahYsSJatWqF7du3g4rgw1jX9fv7779RsWJFNGzYEDNnzkRaWppcOSU9f4Du6yghNDQUYWFhGD58eL5tpeEcJiYmQiAQwMbGRpqHtt6FRoUn4Sji3bt3EIlEcjcRANjZ2eHRo0cK94mLi1OYPi4uTrpdsq6gNJUrV5bbbmRkBFtbW7k0Li4u+fKQbCtfvrxe1zEvkZGRWLNmDZYuXSpdZ2lpiWXLluHzzz+HgYEBAgIC8O233+LIkSPo2bOn3tdvwoQJaN68OWxtbXHt2jXMnDkTsbGxWL58uTSfkp5DfTl/27ZtQ9euXeHg4CBdp47zp6k6qkJcXByEQqH0oa0oH2XlSLapgq7qp8iOefPmYeTIkXLr586diy+++ALm5ub4999/MWbMGKSkpGDChAkq56ur+v3000+oXr06qlatinv37mH69Ol4/PgxDh06VGA5km2qoi/ncNu2bahfvz7atGkjt740nMOMjAxMnz4d/fv3h5WVlTQPbb0LuVDi6DWvXr1Ct27d0KdPH4wYMUK6vmLFipg8ebL0d8uWLfH69WssWbKkSC9aXZHb9saNG0MoFGLUqFHw8fHRi9hG6uLly5c4c+YM9u/fL7e+tJ+/T4mkpCT06NEDDRo0gJeXl9y22bNnS/9u1qwZUlNTsWTJEpVfsrokt+hr1KgRqlSpgs6dO+PZs2eoWbOmDi1TP+np6dizZ4/c+ZKg7+cwOzsbffv2BRFhw4YNOrGBd70Vk4oVK8LQ0DDfLJf4+HjY29sr3Mfe3r7A9JL/C0vz5s0bue05OTn48OGDXBpFeeQuQ5/rKOH169fo1KkT2rRpg82bNxdqr5ubGyIjIwtNJ0HX9ctre05ODp4/f15gObnLKAx9qJ+fnx8qVKigkvgp6vkDNFNHVbC3t0dWVhYSEhKU5qOv57AoJCcno1u3bihXrhwOHz4MY2PjAtO7ubnh5cuXyMzMVCl/XdcvN25ubgAgvQb1+TlaVA4ePIi0tDQMGjSo0LT6dA4lIunFixc4e/astDVJkoe23oVcKBUToVCIFi1a4Pz589J1YrEY58+fh7u7u8J93N3d5dIDwNmzZ6XpXVxcYG9vL5cmKSkJwcHB0jTu7u5ISEhAaGioNM2FCxcgFoulN7q7uzsuX76M7OxsuXLq1q2rclOjLusIsJakjh07okWLFvDz84OBQeGXalhYGKpUqVIq6qfIdgMDA2lTsjrOoa7rR0Tw8/PDoEGDCn3BAkU/f4Bm6qgKLVq0gLGxsVw+jx8/RnR0tNy9ev/+fbmHueRh36BBA72uH8DO65dffgmhUIhjx47B1NS00H3CwsJQvnx5lVtFdVm/vEim10uuQXWcP0A/6rht2zb07NkTlSpVKjStvpxDiUh6+vQpzp07hwoVKuTLQ1vvQj7rrQT4+/uTiYkJ7dixg8LDw2nkyJFkY2MjnSUxcOBAmjFjhjR9UFAQGRkZ0dKlSykiIoI8PT0VTr22sbGho0eP0r1796hXr14K3QM0a9aMgoOD6erVq1S7dm25KZEJCQlkZ2dHAwcOpAcPHpC/vz+Zm5sX2z2Atuv48uVLqlWrFnXu3JlevnwpN21Vwo4dO2jPnj0UERFBERERtGDBAjIwMKDt27frff2uXbtGK1asoLCwMHr27Bnt3r2bKlWqRIMGDZLmoa5zqKtrlIjo3LlzBIAiIiLy2aWu86epOr5//57u3LlDJ06cIADk7+9Pd+7ckbsGR48eTU5OTnThwgW6desWubu7k7u7u3S7ZHr5l19+SWFhYXT69GmqVKlSsdwDaLt+iYmJ5ObmRo0aNaLIyEi5ezAnJ4eIiI4dO0Zbtmyh+/fv09OnT2n9+vVkbm5Oc+bM0fv6RUZG0ty5c+nWrVsUFRVFR48epRo1alD79u2leajr/OmqjhKePn1KAoGATp06lc8ufT2HWVlZ1LNnT3JwcKCwsDC56y/3DDZtvQu5UCoha9asIScnJxIKhdSqVSu6ceOGdFuHDh1o8ODBcun3799PderUIaFQSK6urnTixAm57WKxmGbPnk12dnZkYmJCnTt3psePH8ulef/+PfXv358sLS3JysqKhg4dKucXg4jo7t271LZtWzIxMaFq1aqRr69vqamjn58fAVC4SNixYwfVr1+fzM3NycrKilq1aiU3VVuf6xcaGkpubm5kbW1NpqamVL9+fVq4cCFlZGTI5aOuc6iLa5SIqH///nJ+hXKjzvOniToquwY9PT2ladLT02nMmDFUvnx5Mjc3p++++y7fS+r58+fUvXt3MjMzo4oVK9KUKVPkptfra/0CAwOV3oNRUVFExKZiN23alCwtLcnCwoKaNGlCGzduJJFIpPf1i46Opvbt25OtrS2ZmJhQrVq1aNq0aXJ+lIjUd/50UUcJM2fOJEdHR4XnRV/PocTlgaIlMDBQmk5b70IBURHmAXI4HA6Hw+F8QvAxShwOh8PhcDhK4EKJw+FwOBwORwlcKHE4HA6Hw+EogQslDofD4XA4HCVwocThcDgcDoejBC6UOBwOh8PhcJTAhRKHw+FwOByOErhQ4nA4HA6Hw1ECF0ocDqfYPH/+HAKBQBon6+LFixAIBPmCxebF2dkZK1eu1Lh9haGqvaWRHTt2wMbGRvrby8sLTZs2lf4eMmQIvv322xKV0bFjR/z2228lyuPixYtwdnYuUR4cjibhQonD0SNSU1NRs2ZNTJ48WW798+fPYWVlhS1btujIMtVo06YNYmNjYW1tDSD/y1rCzZs3MXLkSC1b92nRr18/PHnyRKNlHDp0CPPmzVN7vgsWLECbNm1gbm6u8PrhcLQJF0ocjh5hYWEBPz8/rFmzBleuXAEAEBGGDh2Kzz//HCNGjNCxhQUjFAphb28PgUBQYLpKlSrB3NxcS1Z9mpiZmaFy5coaLcPW1hblypVTe75ZWVno06cPfv31V6VpoqOj1V4uh6MILpQ4HDXTsWNHjBs3DuPGjYO1tTUqVqyI2bNnQ9Wwiu3bt8f48eMxdOhQpKamYtWqVQgLC8PWrVsL3C8hIQGjRo2CnZ0dTE1N0bBhQxw/fly6PSAgAK6urjAxMYGzszOWLVsmt7+zszMWLlyIYcOGoVy5cnBycsLmzZvl0oSEhKBZs2YwNTXFZ599hjt37shtz92VdfHiRQwdOhSJiYkQCAQQCATw8vKSlpW76y06Ohq9evWCpaUlrKys0LdvX8THx0u3S7qN/vrrLzg7O8Pa2ho//vgjkpOTpWnEYjF8fHzg4uICMzMzNGnSBAcPHpSz7+TJk6hTpw7MzMzQqVMnPH/+vMBjqi7b8vL+/Xv0798f1apVg7m5ORo1aoS9e/fKpenYsSMmTJiA33//Hba2trC3t5cePwkFnXNlrXnKOH36NNq2bQsbGxtUqFABX3/9NZ49e1bgPnm73lS5hlTB29sbkyZNQqNGjZSmcXFxgYeHB/766y+kpaUVuQwOR1W4UOJwNMDOnTthZGSEkJAQrFq1CsuXLy9U6ORmwYIFMDIyws8//4w//vgDa9asQbVq1ZSmF4vF6N69O4KCgrB7926Eh4fD19cXhoaGAIDQ0FD07dsXP/74I+7fvw8vLy/Mnj0bO3bskMtn2bJlUgE0ZswY/Prrr3j8+DEAICUlBV9//TUaNGiA0NBQeHl5YerUqUptatOmDVauXAkrKyvExsYiNjZWYXqxWIxevXrhw4cPuHTpEs6ePYv//vsP/fr1k0v37NkzHDlyBMePH8fx48dx6dIl+Pr6Srf7+Phg165d2LhxIx4+fIhJkybh559/xqVLlwAAMTEx6N27N7755huEhYXhl19+wYwZMwo8D+qyLS8ZGRlo0aIFTpw4gQcPHmDkyJEYOHAgQkJC5NLt3LkTFhYWCA4OxuLFizF37lycPXtWaltB57yopKamYvLkybh16xbOnz8PAwMDfPfddxCLxUXKp6BrSJ2Eh4ejVatWmDVrFuzs7DBs2DBcunRJ5Q8SDkdliMPhqJUOHTpQ/fr1SSwWS9dNnz6d6tevX6R8Tp8+TQCoe/fuhaY9c+YMGRgY0OPHjxVu/+mnn6hLly5y66ZNm0YNGjSQ/q5evTr9/PPP0t9isZgqV65MGzZsICKiTZs2UYUKFSg9PV2aZsOGDQSA7ty5Q0REgYGBBIA+fvxIRER+fn5kbW2dz57q1avTihUriIjo33//JUNDQ4qOjpZuf/jwIQGgkJAQIiLy9PQkc3NzSkpKkrPfzc2NiIgyMjLI3Nycrl27JlfO8OHDqX///kRENHPmTLn6ErHzktvevKjDNlXp0aMHTZkyRfq7Q4cO1LZtW7k0LVu2pOnTpxNR4ec877H39PSkJk2aSH8PHjyYevXqpdSet2/fEgC6f/++0jQdOnSgiRMnSn8Xdg0pIjAwkKpXr65SHRQhFovpwoULNGTIECpXrhy5uLiQp6cn/ffffwXux+GoCm9R4nA0QOvWreXG6bi7u+Pp06cQiUQq57Ft2zaYm5vj/v37SExMLDBtWFgYHBwcUKdOHYXbIyIi8Pnnn8ut+/zzz/PZ1LhxY+nfAoEA9vb2ePPmjTSPxo0bw9TUVK5eJSUiIgKOjo5wdHSUrmvQoAFsbGwQEREhXefs7Cw3HqZKlSpS2yIjI5GWloYuXbrA0tJSuuzatUvafRQREQE3Nze5sguzXx22KUIkEmHevHlo1KgRbG1tYWlpiTNnzuQbd5P7fOTNt7BzXlSePn2K/v37o0aNGrCyspLORCvqWKCCriFNIBAI0KlTJ/j5+eHly5dwd3eXdt1xOOrASNcGcDic/Ozbtw/Hjx/H9evX0b9/f0yaNAnbt29Xmt7MzEwt5RobG8v9FggERe560RQF2ZaSkgIAOHHiRL4uShMTE53apoglS5Zg1apVWLlyJRo1agQLCwv89ttvyMrKUjlfdZ1zCd988w2qV6+OLVu2oGrVqhCLxWjYsGE+mwpDF9fQ7du3sWvXLuzduxcCgQCTJ0/GL7/8otEyOZ8OvEWJw9EAwcHBcr9v3LiB2rVrqzR+JD4+HmPHjsX8+fPRpEkT7NixA7t27cKpU6eU7tO4cWO8fPlS6XTw+vXrIygoSG5dUFAQ6tSpo/KYlvr16+PevXvIyMiQq1dBCIXCQlvR6tevj5iYGMTExEjXhYeHIyEhAQ0aNFDJtgYNGsDExATR0dGoVauW3CJpDapfv36+MUCF2a8O2xQRFBSEXr164eeff0aTJk1Qo0aNIk/lL+ycF4X379/j8ePHmDVrFjp37oz69evj48ePJc5Xk7x8+RK+vr5wdXVFmzZt8OrVK2zbtg0vX77EsmXLUL9+fV2byCkjcKHE4WiA6OhoTJ48GY8fP8bevXuxZs0aTJw4UaV9R44cifr160tnE7Vq1QrTpk3DyJEjlXbBdejQAe3bt8f333+Ps2fPIioqCqdOncLp06cBAFOmTMH58+cxb948PHnyBDt37sTatWsLHIydl59++gkCgQAjRoxAeHg4Tp48iaVLlxa4j7OzM1JSUnD+/Hm8e/dO4ewkDw8PNGrUCAMGDMDt27cREhKCQYMGoUOHDvjss89Usq1cuXKYOnUqJk2ahJ07d+LZs2e4ffs21qxZg507dwIARo8ejadPn2LatGl4/Pgx9uzZk28wuyZsU0Tt2rVx9uxZXLt2DRERERg1apTcTDpVKOycF4Xy5cujQoUK2Lx5MyIjI3HhwoV8vry0SXR0NMLCwhAdHQ2RSISwsDCEhYVJWw4BoHr16jh8+DDGjh2L2NhYHDhwAF9//TWMjHhHCUe9cKHE4WiAQYMGIT09Ha1atcLYsWMxceJElRws7tq1C+fOnYOfnx8MDGS3p7e3N2xsbAocdxEQEICWLVuif//+aNCgAX7//Xdpa07z5s2xf/9++Pv7o2HDhpgzZw7mzp2LIUOGqFwnS0tL/PPPP7h//z6aNWuGP//8E4sWLSpwnzZt2mD06NHo168fKlWqhMWLF+dLIxAIcPToUZQvXx7t27eHh4cHatSogX379qlsGwDMmzcPs2fPho+PD+rXr49u3brhxIkTcHFxAQA4OTkhICAAR44cQZMmTbBx40YsXLiwwDzVZVteZs2ahebNm6Nr167o2LEj7O3ti+Ulu6BzXhQMDAzg7++P0NBQNGzYEJMmTcKSJUuKnI+6mDNnDpo1awZPT0+kpKSgWbNmaNasGW7duiVN8/DhQwQHB2PMmDEoX768zmzllH0ERHwuJYejTjp27IimTZvqRYgODkffuXjxIoYMGaKSTysORxfwFiUOh8PhcDgcJXChxOFokStXrshNX8+7cDgcDke/4F1vHI4WSU9Px6tXr5Rur1Wrlhat4XB0z/Pnz3HkyBG5UCgcjj7BhRKHw+FwOByOEnjXG4fD4XA4HI4SuFDicDgcDofDUQIXShwOh8PhcDhK4EKJw+FwOBwORwlcKHE4HA6Hw+EogQslDofD4XA4HCVwocThcDgcDoejhP8B+zNFNFW6mkIAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#phi11, constant rounds\n", + "compare_adapt(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability = 0.0,\n", + " before_round_data_depolarization = 0.0, break_experiment=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#phi11, constant rounds\n", + "compare_adapt(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.0, break_experiment=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "#phi11, constant rounds\n", + "errors_11, errors_21, errors_31, errors_41, errors_51 = errors_sym_vs_asym(parity=1, phase= 1, break_experiment=False, \n", + " after_clifford_depolarization= 0.001, \n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability= 0.01, \n", + " before_round_data_depolarization=0.00,\n", + " max_ge = 0.02,\n", + " max_flip_prob = 0.02)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#NOTE: Dies kreiert ein sweeper plot wo man den parameter before_measure_flip_probability sweept (sym error)\n", + "#Das plot ist unter ''sym_vs_asym_error.mp4' im folder dieses notebooks gespeichert\n", + "\n", + "from matplotlib import animation\n", + "import matplotlib.pyplot as plt\n", + "\n", + "p_ge_range = np.linspace(0.0, 0.02, 10)\n", + "p_x_err_range = np.linspace(0.0, 0.02,10)\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(xlim = (min(p_ge_range), max(p_ge_range)),\n", + " ylim = (0.0 , 0.25),\n", + " xticks = (list(p_ge_range)),\n", + " yticks = (np.linspace(0.0, 0.25, 20))\n", + " )\n", + "\n", + "pts, = ax.plot([], [], '.')\n", + "\n", + "def init():\n", + " pts.set_data([], [])\n", + " return pts,\n", + "\n", + "def animate(i):\n", + " plt.clf()\n", + " # Refresh the plot\n", + " plt.title('sym error = {}'.format(p_x_err_range[i]))\n", + " #ax.set_title(\"Symmtric error #{}\".format(p_x_err_range[i]))\n", + " #pts.set_data(p_ge_range, errors_1[:, i]) # plotting space axis at time-step i\n", + " #pts.set_data(p_ge_range, errors_2[:, i]) # plotting space axis at time-step i\n", + " plt.xlabel(\"Asymmetric error\")\n", + " plt.ylabel(\"logical error\")\n", + " \n", + " plt.plot(p_ge_range, errors_11[:,i], label = \"1 rounds\", marker = \"o\", color = \"r\")\n", + " plt.plot(p_ge_range, errors_21[:,i], label = \"1 rounds, ancilla fb\", marker = \"+\", color = \"r\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_31[:,i], label = \"2 rounds\", marker = \"o\", color = \"b\")\n", + " plt.plot(p_ge_range, errors_41[:,i], label = \"2 rounds, ancilla fb\", marker = \"+\", color = \"b\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_51[:,i], label = \"3 rounds, ancilla fb\", marker = \"o\", color = \"g\")\n", + "\n", + " plt.xlim(min(p_ge_range), max(p_ge_range)) # points at the boundary of the domain can be seen entirely\n", + " plt.xticks(list(p_ge_range))\n", + " plt.ylim(-0.05 , 0.15) # points at the boundary of the domain can be seen entirely\n", + " plt.yticks(np.linspace(0.0, 0.15, 10))\n", + " plt.legend()\n", + "\n", + " #return pts,\n", + "\n", + "# Set animation speed and duration\n", + "frame_dt = 1.0 #[s] \n", + "frames_n = 10\n", + "\n", + "# Create and save animation\n", + "anim = animation.FuncAnimation(fig, animate, #init_func=init,\n", + " frames = frames_n, \n", + " interval = int(1000 / frame_dt), #[ms] \n", + " blit = False\n", + " )\n", + "anim.save('sym_vs_asym_error.mp4', fps = 1 / frame_dt, extra_args=['-vcodec', 'libx264'])\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "#phi11, constant rounds\n", + "errors_12, errors_22, errors_32, errors_42, errors_52 = errors_reset_vs_asym(parity=1, phase= 1, break_experiment=False, \n", + " after_clifford_depolarization= 0.001,\n", + " before_measure_flip_probability= 0.0, \n", + " before_round_data_depolarization=0.00,\n", + " max_ge = 0.02,\n", + " max_flip_prob = 0.02)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#NOTE: Dies kreiert ein sweeper plot wo man den parameter after_reset_flip_probability sweept\n", + "#Das plot ist unter 'reset_vs_asym_error.mp4' im folder dieses notebooks gespeichert\n", + "\n", + "from matplotlib import animation\n", + "\n", + "p_ge_range = np.linspace(0.0, 0.02, 10)\n", + "p_x_err_range = np.linspace(0.0,0.02,10)\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(xlim = (min(p_ge_range), max(p_ge_range)),\n", + " ylim = (0.0 , 0.25),\n", + " xticks = (list(p_ge_range)),\n", + " yticks = (np.linspace(0.0, 0.25, 20))\n", + " )\n", + "\n", + "pts, = ax.plot([], [], '.')\n", + "\n", + "def init():\n", + " pts.set_data([], [])\n", + " return pts,\n", + "\n", + "def animate(i):\n", + " plt.clf()\n", + " # Refresh the plot\n", + " plt.title('reset error = {}'.format(p_x_err_range[i]))\n", + " #ax.set_title(\"Symmtric error #{}\".format(p_x_err_range[i]))\n", + " #pts.set_data(p_ge_range, errors_1[:, i]) # plotting space axis at time-step i\n", + " #pts.set_data(p_ge_range, errors_2[:, i]) # plotting space axis at time-step i\n", + " plt.xlabel(\"Asymmetric error\")\n", + " plt.ylabel(\"logical error\")\n", + " \n", + " plt.plot(p_ge_range, errors_12[:,i], label = \"1 rounds\", marker = \"o\", color = \"r\")\n", + " plt.plot(p_ge_range, errors_22[:,i], label = \"1 rounds, ancilla fb\", marker = \"+\", color = \"r\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_32[:,i], label = \"2 rounds\", marker = \"o\", color = \"b\")\n", + " plt.plot(p_ge_range, errors_42[:,i], label = \"2 rounds, ancilla fb\", marker = \"+\", color = \"b\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_52[:,i], label = \"3 rounds, ancilla fb\", marker = \"o\", color = \"g\")\n", + "\n", + " plt.xlim(min(p_ge_range), max(p_ge_range)) # points at the boundary of the domain can be seen entirely\n", + " plt.xticks(list(p_ge_range))\n", + " plt.ylim(-0.05 , 0.15) # points at the boundary of the domain can be seen entirely\n", + " plt.yticks(np.linspace(0.0, 0.15, 10))\n", + " plt.legend()\n", + "\n", + " #return pts,\n", + "\n", + "# Set animation speed and duration\n", + "frame_dt = 1.0 #[s] \n", + "frames_n = 10\n", + "\n", + "# Create and save animation\n", + "anim = animation.FuncAnimation(fig, animate, #init_func=init,\n", + " frames = frames_n, \n", + " interval = int(1000 / frame_dt), #[ms] \n", + " blit = False\n", + " )\n", + "anim.save('reset_vs_asym_error.mp4', fps = 1 / frame_dt, extra_args=['-vcodec', 'libx264'])\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we do the same plots again but with break_experiment = TRUE, i.e. we end the experiment if for a given number of cycles \n", + "we have seen the right parity constantly\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#phi11, variable rounds\n", + "compare_adapt(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability = 0.0,\n", + " before_round_data_depolarization = 0.0, break_experiment=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#phi11, varying rounds\n", + "compare_adapt(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.0, break_experiment=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "#phi11, constant rounds\n", + "errors_11_b, errors_21_b, errors_31_b, errors_41_b, errors_51_b = errors_sym_vs_asym(parity=1, phase= 1, break_experiment=True, \n", + " after_clifford_depolarization= 0.001, \n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability= 0.01, \n", + " before_round_data_depolarization=0.00,\n", + " max_ge = 0.02,\n", + " max_flip_prob = 0.02)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#NOTE: Dies kreiert ein sweeper plot wo man den parameter before_measure_flip_probability sweept (sym error)\n", + "#Das plot ist unter ''sym_vs_asym_break_error.mp4' im folder dieses notebooks gespeichert\n", + "\n", + "from matplotlib import animation\n", + "import matplotlib.pyplot as plt\n", + "\n", + "p_ge_range = np.linspace(0.0, 0.02, 10)\n", + "p_x_err_range = np.linspace(0.0, 0.02,10)\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(xlim = (min(p_ge_range), max(p_ge_range)),\n", + " ylim = (0.0 , 0.25),\n", + " xticks = (list(p_ge_range)),\n", + " yticks = (np.linspace(0.0, 0.25, 20))\n", + " )\n", + "\n", + "pts, = ax.plot([], [], '.')\n", + "\n", + "def init():\n", + " pts.set_data([], [])\n", + " return pts,\n", + "\n", + "def animate(i):\n", + " plt.clf()\n", + " # Refresh the plot\n", + " plt.title('sym error = {}'.format(p_x_err_range[i]))\n", + " #ax.set_title(\"Symmtric error #{}\".format(p_x_err_range[i]))\n", + " #pts.set_data(p_ge_range, errors_1[:, i]) # plotting space axis at time-step i\n", + " #pts.set_data(p_ge_range, errors_2[:, i]) # plotting space axis at time-step i\n", + " plt.xlabel(\"Asymmetric error\")\n", + " plt.ylabel(\"logical error, break experiment\")\n", + " \n", + " plt.plot(p_ge_range, errors_11_b[:,i], label = \"1 rounds\", marker = \"o\", color = \"r\")\n", + " plt.plot(p_ge_range, errors_21_b[:,i], label = \"1 rounds, ancilla fb\", marker = \"+\", color = \"r\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_31_b[:,i], label = \"2 rounds\", marker = \"o\", color = \"b\")\n", + " plt.plot(p_ge_range, errors_41_b[:,i], label = \"2 rounds, ancilla fb\", marker = \"+\", color = \"b\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_51_b[:,i], label = \"3 rounds, ancilla fb\", marker = \"o\", color = \"g\")\n", + "\n", + " plt.xlim(min(p_ge_range), max(p_ge_range)) # points at the boundary of the domain can be seen entirely\n", + " plt.xticks(list(p_ge_range))\n", + " plt.ylim(-0.05 , 0.1) # points at the boundary of the domain can be seen entirely\n", + " plt.yticks(np.linspace(0.0, 0.1, 10))\n", + " plt.legend()\n", + "\n", + " #return pts,\n", + "\n", + "# Set animation speed and duration\n", + "frame_dt = 1.0 #[s] \n", + "frames_n = 10\n", + "\n", + "# Create and save animation\n", + "anim = animation.FuncAnimation(fig, animate, #init_func=init,\n", + " frames = frames_n, \n", + " interval = int(1000 / frame_dt), #[ms] \n", + " blit = False\n", + " )\n", + "anim.save('sym_vs_asym_break_error.mp4', fps = 1 / frame_dt, extra_args=['-vcodec', 'libx264'])\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "#phi11, constant rounds\n", + "errors_12_b, errors_22_b, errors_32_b, errors_42_b, errors_52_b = errors_reset_vs_asym(parity=1, phase= 1, break_experiment=True, \n", + " after_clifford_depolarization= 0.001,\n", + " before_measure_flip_probability= 0.0, \n", + " before_round_data_depolarization=0.00,\n", + " max_ge = 0.02,\n", + " max_flip_prob = 0.02)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#NOTE: Dies kreiert ein sweeper plot wo man den parameter after_reset_flip_probability sweept\n", + "#Das plot ist unter 'reset_vs_asym_break_error.mp4' im folder dieses notebooks gespeichert\n", + "\n", + "from matplotlib import animation\n", + "\n", + "p_ge_range = np.linspace(0.0, 0.02, 10)\n", + "p_x_err_range = np.linspace(0.0,0.02,10)\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(xlim = (min(p_ge_range), max(p_ge_range)),\n", + " ylim = (0.0 , 0.25),\n", + " xticks = (list(p_ge_range)),\n", + " yticks = (np.linspace(0.0, 0.25, 20))\n", + " )\n", + "\n", + "pts, = ax.plot([], [], '.')\n", + "\n", + "def init():\n", + " pts.set_data([], [])\n", + " return pts,\n", + "\n", + "def animate(i):\n", + " plt.clf()\n", + " # Refresh the plot\n", + " plt.title('reset error = {}'.format(p_x_err_range[i]))\n", + " #ax.set_title(\"Symmtric error #{}\".format(p_x_err_range[i]))\n", + " #pts.set_data(p_ge_range, errors_1[:, i]) # plotting space axis at time-step i\n", + " #pts.set_data(p_ge_range, errors_2[:, i]) # plotting space axis at time-step i\n", + " plt.xlabel(\"Asymmetric error\")\n", + " plt.ylabel(\"logical error\")\n", + " \n", + " plt.plot(p_ge_range, errors_12_b[:,i], label = \"1 rounds\", marker = \"o\", color = \"r\")\n", + " plt.plot(p_ge_range, errors_22_b[:,i], label = \"1 rounds, ancilla fb\", marker = \"+\", color = \"r\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_32_b[:,i], label = \"2 rounds\", marker = \"o\", color = \"b\")\n", + " plt.plot(p_ge_range, errors_42_b[:,i], label = \"2 rounds, ancilla fb\", marker = \"+\", color = \"b\") # plotting space axis at time-step i\n", + " plt.plot(p_ge_range, errors_52_b[:,i], label = \"3 rounds, ancilla fb\", marker = \"o\", color = \"g\")\n", + "\n", + " plt.xlim(min(p_ge_range), max(p_ge_range)) # points at the boundary of the domain can be seen entirely\n", + " plt.xticks(list(p_ge_range))\n", + " plt.ylim(-0.05 , 0.1) # points at the boundary of the domain can be seen entirely\n", + " plt.yticks(np.linspace(0.0, 0.1, 10))\n", + " plt.legend()\n", + "\n", + " #return pts,\n", + "\n", + "# Set animation speed and duration\n", + "frame_dt = 1.0 #[s] \n", + "frames_n = 10\n", + "\n", + "# Create and save animation\n", + "anim = animation.FuncAnimation(fig, animate, #init_func=init,\n", + " frames = frames_n, \n", + " interval = int(1000 / frame_dt), #[ms] \n", + " blit = False\n", + " )\n", + "anim.save('reset_vs_asym_break_error.mp4', fps = 1 / frame_dt, extra_args=['-vcodec', 'libx264'])\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now plot the #cycles (for Liberto rounds) vs logical error,first with no early ending of the experiment and then with (break_experiment = True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "compare_cycles(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability = 0.0,\n", + " before_round_data_depolarization = 0.0, break_experiment=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_cycles(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.0, break_experiment=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "compare_cycles(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability = 0.0,\n", + " before_round_data_depolarization = 0.0, break_experiment=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_cycles(phase = 1, parity=1, after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.0, break_experiment=True)" + ] + } + ], + "metadata": { + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/plot/__init__.py b/plot/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git 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b/plot/__pycache__/s17_plotting_helpers.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..7f8ee4795deebdab1b035f1ce6867f428f30a3be Binary files /dev/null and b/plot/__pycache__/s17_plotting_helpers.cpython-311.pyc differ diff --git a/plot/bell_plotting_helpers.py b/plot/bell_plotting_helpers.py new file mode 100644 index 0000000000000000000000000000000000000000..1fd34a21ebef2622c29fb04d55f1f2636aef1c2e --- /dev/null +++ b/plot/bell_plotting_helpers.py @@ -0,0 +1,1538 @@ +import stim +import collections +import math +import numpy as np +from mpl_toolkits.mplot3d import Axes3D +import matplotlib as plt +import matplotlib.pyplot as pltp +import collections +import scipy + + + + + + + + + +#New idea by Liberto from 21.11.23 +#Do feedback on the data qbs only in the first and last cycle. Optionally do Ancilla feedback and compare + +def bell_universal_4(p_eg = 0.0, + p_ge = 0.01, + cycles = 10, + phase = 0, + parity = 0, + ancilla_fb = False, + ancilla_fb_adaptive = False, + rounds = 1, + runs = 1000, + after_reset_flip_probability=0.001, + after_clifford_depolarization_1= 0.001, + after_clifford_depolarization_2= 0.01, + before_measure_flip_probability= 0.001, + before_round_data_depolarization=0.001, + break_experiment = False, + ancilla_multiple = False, + mixed_model = False, + ancilla_reset = True, + lut_enable = False): + + """ + + arguments: + + cycles: How often measure ZZ and XX stabilizers + p_ge: Decoherene probability from 1 to 0 state + p_eg: Decoherene probability from 0 to 1 state + parity: In which parity to stabilize the state + phase: In which phase to stabilize the state + ancilla_fb: If the true apply X gate before ancilla measurment if expected value is 1 + state_switch: Option to stabilize phi00 and switch to phi11 in last cycle + rounds: Based on how many rounds one does feedback + runs: How many experiments + break_experiment: + ancilla_reset: Indicate whether we reset the ancilla to 0 after each msmt + lut_enable: If rounds >= 3, decode msmts via a LUT + + + """ + errors = 0 + count = 0 + ancilla_idx = 1 + data_0_idx = 0 + data_1_idx = 2 + + for l in range(runs): + sim = stim.TableauSimulator() + + #FIFO queue of measurments + parity_meas = collections.deque(maxlen = rounds) + phase_meas = collections.deque(maxlen = rounds) + + flip = False + parity_last = parity + phase_last = phase + break_loop = False + last_ms = False + last_ms_helper = False #Use this variable just as a helper to store last_ms value + + #Initialisation circuit + sim.reset(data_0_idx) + sim.reset(ancilla_idx) + sim.reset(data_1_idx) + sim.x_error(data_0_idx, p = after_reset_flip_probability) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + sim.x_error(data_1_idx, p = after_reset_flip_probability) + + sim.h(data_0_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.h(data_1_idx) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + #If we want to perform ancilla fb we need one cycle to reach a fidelity + #at which it makes sense to predict the ancillas state + + + + #ZZ, no ancilla feedback + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + + #Symmetric Readout error + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + parity_last = sim.measure(ancilla_idx) + + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + if parity_last == 1 - parity: + sim.x(data_1_idx) + parity_last = parity + + + + #XX, no ancilla feedback + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + anc = sim.peek_bloch(1) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + phase_last = sim.measure(ancilla_idx) + + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + if phase_last == 1 - phase: + sim.x(data_1_idx) + phase_last = phase + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + + #cycles with feedback only on the ancilla qb, not on data qbs + for j in range(cycles): + #ZZ + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + if ancilla_fb: + if(ancilla_fb_adaptive and ancilla_multiple == False): + if parity_last: + sim.x(ancilla_idx) + flip = True + + elif(ancilla_fb_adaptive and ancilla_multiple == True): + if(len(parity_meas) == rounds): + # if sum([int(parity) for parity in parity_meas]) >= rounds - 1: + if list(parity_meas) in [ [True, True, True],[True, False, True], [False, True, True]] : + sim.x(ancilla_idx) + flip = True + + # elif ancilla_fb_adaptive == False: + # if parity: + # sim.x(ancilla_idx) + # flip = True + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + + + #Symmetric Readout error + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + parity_last = sim.measure(ancilla_idx) + + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + + + #If we performed ancilla fb we need to invert our msmt result + if ancilla_fb: + if flip: + parity_last = 1 - parity_last + flip = False + + parity_meas.append(parity_last) + + + + #XX + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + if ancilla_fb: + if(ancilla_fb_adaptive and ancilla_multiple == False): + if phase_last: + sim.x(ancilla_idx) + flip = True + + elif(ancilla_fb_adaptive and ancilla_multiple == True): + if(len(phase_meas) == rounds): + # if sum([int(phase) for phase in phase_meas]) >= rounds - 1: + if list(phase_meas) in [ [True, True, True],[True, False, True], [False, True, True]] : + sim.x(ancilla_idx) + flip = True + + # elif ancilla_fb_adaptive == False: + # if phase: + # sim.x(ancilla_idx) + # flip = True + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + phase_last = sim.measure(ancilla_idx) + + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + + if ancilla_fb: + if flip: + phase_last = 1 - phase_last + flip = False + + phase_meas.append(phase_last) + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + + #Last cycle in which we perform the actual feedback on the data qubits + #ZZ + + # if(lut_enable and not mixed_model): + # if parity: + # if sum([int(parity) for parity in parity_meas]) <= 1: + # sim.x(2) + # parity_meas.clear() + # parity_last = parity + + # elif not parity: + # if sum([int(parity) for parity in parity_meas]) >= rounds - 1: + # sim.x(2) + # parity_meas.clear() + # parity_last = parity + + # elif(not mixed_model and lut_enable == False): + # if all([parity_meas[i] == 1 - parity for i in range(rounds)]): + # sim.x(2) + # parity_meas.clear() + # parity_last = parity + + # elif(mixed_model): + + if parity_last == 1 - parity: + sim.x(2) + + + + #XX + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + + # if(lut_enable and not mixed_model): + # if phase: + # if sum([int(phase) for phase in phase_meas]) <= 1: + # sim.x(2) + # phase_meas.clear() + # phase_last = phase + + # elif not phase: + # if sum([int(phase) for phase in phase_meas]) >= rounds - 1: + # sim.x(2) + # phase_meas.clear() + # phase_last = phase + + # elif(not mixed_model and lut_enable == False): + # if all([phase_meas[i] == 1 - phase for i in range(rounds)]): + # sim.x(2) + # phase_meas.clear() + # phase_last = phase + + # elif(mixed_model): + if phase_last == 1 - phase: + sim.x(2) + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + + if sim.measure_observable(stim.PauliString("Z_Z")) != parity or \ + sim.measure_observable(stim.PauliString("X_X")) != phase: + errors +=1 + phase_meas.clear() + parity_meas.clear() + + #print(count) + + return errors + + + + +import numpy as np + +def compare_4(runs = 1000, + parity = 1, + phase = 1, + cycles = 10, + rounds = 1, + after_clifford_depolarization_1 = 0.001, + after_clifford_depolarization_2 = 0.01, + after_reset_flip_probability = 0.001, + before_measure_flip_probability = 0.001, + before_round_data_depolarization = 0.001, + p_amp_ge = 0.01, + max_error = 0.02, + num_points = 10, + ancilla_fb = False, + break_experiment = False, + ancilla_reset = True +): + p_amp_ge_array = np.linspace(0.00, max_error, num_points) + # cycles_array = np.linspace(1, 20, 10) + cycles_array = np.arange(1,10, 1) + logical_err_array = [] + + cycles_1 = [] + cycles_2 = [] + cycles_3 = [] + + for cycles in cycles_array: + cycles_1.append(bell_universal_4(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization_1= after_clifford_depolarization_1, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability,\ + after_clifford_depolarization_2= after_clifford_depolarization_2,\ + before_round_data_depolarization=before_round_data_depolarization, p_ge = 0.0,\ + runs = runs, rounds=3, ancilla_fb = False, ancilla_reset=True, ancilla_fb_adaptive=False)/runs) + cycles_2.append(bell_universal_4(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization_1= after_clifford_depolarization_1, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + after_clifford_depolarization_2= after_clifford_depolarization_2,\ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=3, ancilla_fb = False,ancilla_reset=True, + ancilla_fb_adaptive=False, ancilla_multiple=False)/runs) + cycles_3.append(bell_universal_4(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization_1= after_clifford_depolarization_1, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + after_clifford_depolarization_2= after_clifford_depolarization_2,\ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=3, ancilla_fb = True, ancilla_reset=True, + ancilla_fb_adaptive=True, ancilla_multiple=True)/runs) + + + + + import matplotlib.pyplot as plt + + plt.plot(cycles_array,cycles_1, label=f'raw: no ancilla fb, p_ge: {0}', color='r', marker='o') + # param_1, vars_1 = scipy.optimize.curve_fit(lambda t,b: 1-np.exp(-b*t), cycles_array, cycles_1) + # plt.plot(cycles_array, 1-np.exp(-param_1[0]*cycles_array),label= f'fit: no fb, no damping (T1:{ 1/param_1[0]})',\ + # linestyle = 'dotted', color='r', marker = 'x' ) + param_1, vars_1 = scipy.optimize.curve_fit(lambda t,b: b, cycles_array, cycles_1) + plt.plot(cycles_array, [param_1[0] for i in cycles_array],label= f'fit: no fb, p_ge: {0} (F:{ 1-param_1[0]})',\ + linestyle = 'dotted', color='r', marker = 'x' ) + + plt.plot(cycles_array,cycles_2, label=f'raw: no ancilla fb, p_ge: {p_amp_ge}', color='b', marker='o') + # param_2, vars_2 = scipy.optimize.curve_fit(lambda t,b: 1-np.exp(-b*t), cycles_array, cycles_2) + # plt.plot(cycles_array, 1-np.exp(-param_2[0]*cycles_array),label= f'fit: no fb, damping (T1:{ 1/param_2[0]})',\ + # linestyle = 'dotted', color='b', marker = 'x' ) + param_2, vars_2 = scipy.optimize.curve_fit(lambda t,b: b, cycles_array, cycles_2) + plt.plot(cycles_array, [param_2[0] for i in cycles_array],label= f'fit: no ancilla fb, p_ge: {p_amp_ge} (F:{ 1-param_2[0]})',\ + linestyle = 'dotted', color='b', marker = 'x' ) + + plt.plot(cycles_array,cycles_3, label=f'raw: ancilla fb, p_ge: {p_amp_ge}', color='g', marker='o') + # param_3, vars_3 = scipy.optimize.curve_fit(lambda t,b: 1-np.exp(-b*t), cycles_array, cycles_3) + # plt.plot(cycles_array, 1-np.exp(-param_3[0]*cycles_array),label= f'fit: fb, damping (T1:{ 1/param_3[0]})',\ + # linestyle = 'dotted', color='g', marker = 'x' ) + param_3, vars_3 = scipy.optimize.curve_fit(lambda t,b:b, cycles_array, cycles_3) + plt.plot(cycles_array,[param_3[0] for i in cycles_array],label= f'fit: ancilla fb, p_ge: {p_amp_ge} (F:{ 1-param_3[0]})',\ + linestyle = 'dotted', color='g', marker = 'x' ) + + + plt.legend( bbox_to_anchor=(1.02, 0.1), loc='upper left', borderaxespad=0) + # plt.title(f' Logical Bell-state error.vs. T1 ancilla decay during msmt. ($\Phi{phase, parity, }$ clifford_err: {after_clifford_depolarization}, data_err before rnd: {before_round_data_depolarization}, runs: {runs})') + plt.title(f"phase:{phase}, parity: {parity}") + plt.xlabel('cycles') + plt.ylabel('p_error') + + + + + +#This new version implements changes discussed with Sebastian Krinner on 20.11.23 +#Different error probabilities for 1 and 2 QB gates +#No more Ancilla reset -> need to track its state manually +#For rounds = 3, have option to decode errors in a LUT + +def bell_universal_3(p_eg = 0.0, + p_ge = 0.01, + cycles = 10, + phase = 0, + parity = 0, + ancilla_fb = False, + ancilla_fb_adaptive = False, + rounds = 1, + runs = 1000, + after_reset_flip_probability=0.001, + after_clifford_depolarization_1= 0.001, + after_clifford_depolarization_2= 0.01, + before_measure_flip_probability= 0.001, + before_round_data_depolarization=0.001, + break_experiment = False, + ancilla_multiple = False, + mixed_model = False, + ancilla_reset = True, + lut_enable = False): + + """ + + arguments: + + cycles: How often measure ZZ and XX stabilizers + p_ge: Decoherene probability from 1 to 0 state + p_eg: Decoherene probability from 0 to 1 state + parity: In which parity to stabilize the state + phase: In which phase to stabilize the state + ancilla_fb: If the true apply X gate before ancilla measurment if expected value is 1 + state_switch: Option to stabilize phi00 and switch to phi11 in last cycle + rounds: Based on how many rounds one does feedback + runs: How many experiments + break_experiment: + ancilla_reset: Indicate whether we reset the ancilla to 0 after each msmt + lut_enable: If rounds >= 3, decode msmts via a LUT + + + """ + errors = 0 + count = 0 + ancilla_idx = 1 + data_0_idx = 0 + data_1_idx = 2 + + for l in range(runs): + sim = stim.TableauSimulator() + + #FIFO queue of measurments + parity_meas = collections.deque(maxlen = rounds) + phase_meas = collections.deque(maxlen = rounds) + + flip = False + parity_last = parity + phase_last = phase + break_loop = False + last_ms = False + last_ms_helper = False #Use this variable just as a helper to store last_ms value + + #Initialisation circuit + sim.reset(data_0_idx) + sim.reset(ancilla_idx) + sim.reset(data_1_idx) + sim.x_error(data_0_idx, p = after_reset_flip_probability) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + sim.x_error(data_1_idx, p = after_reset_flip_probability) + + sim.h(data_0_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.h(data_1_idx) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + #If we want to perform ancilla fb we need one cycle to reach a fidelity + #at which it makes sense to predict the ancillas state + + if(ancilla_fb): + for i in range(int(rounds >= 2 and ancilla_fb_adaptive)+1): + + #ZZ, no ancilla feedback + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + #Symmetric Readout error + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + parity_last = sim.measure(ancilla_idx) + + if ancilla_reset: + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + elif not ancilla_reset: + last_ms_helper = last_ms + last_ms = parity_last + parity_last = parity_last ^ last_ms_helper + + if parity_last == 1 - parity: + sim.x(data_1_idx) + parity_last = parity + + + + + #XX, no ancilla feedback + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + anc = sim.peek_bloch(1) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + phase_last = sim.measure(ancilla_idx) + + if ancilla_reset: + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + elif not ancilla_reset: + last_ms_helper = last_ms + last_ms = phase_last + phase_last = phase_last ^ last_ms_helper + + if phase_last == 1 - phase: + sim.x(data_1_idx) + phase_last = phase + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + + for j in range(cycles): + if(break_loop == False): + #ZZ + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + #For ancilla fb if the last stabilizer msmt was 1 we still expect it to 1 on average + #so we flipped to increase RO fidelity and set flip to 1 X flip gate error + #If correct parity is 1 we still expect it to 1 on average so we flipped to + #increase RO fidelity and set flip to 1 X flip gate error + #The second part enables making ancilla fb based on the last #rounds - 1 cycles + if ancilla_fb: + if(ancilla_fb_adaptive and ancilla_multiple == False): + if parity_last: + sim.x(ancilla_idx) + flip = True + + elif(ancilla_fb_adaptive and ancilla_multiple == True): + if(len(parity_meas) == rounds): + if [parity_meas[0], parity_meas[1], parity_meas[2]] in \ + [[1-parity, 1-parity, 1-parity], [parity, 1-parity, 1-parity], [1-parity, parity, 1-parity], [1-parity, 1-parity, parity]]: + sim.x(ancilla_idx) + flip = True + + elif(len(parity_meas) < rounds): + if parity: + sim.x(ancilla_idx) + flip = True + + elif ancilla_fb_adaptive == False: + if parity: + sim.x(ancilla_idx) + flip = True + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + #Symmetric Readout error + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + parity_last = sim.measure(ancilla_idx) + + if ancilla_reset: + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + elif not ancilla_reset: + last_ms_helper = last_ms + last_ms = parity_last + parity_last = parity_last ^ last_ms_helper + + #If we performed ancilla fb we need to invert our msmt result + if ancilla_fb: + if flip: + parity_last = 1 - parity_last + flip = False + + parity_meas.append(parity_last) + + if(rounds == 3 and lut_enable and len(parity_meas) == rounds and not mixed_model): + if [parity_meas[0], parity_meas[1], parity_meas[2]] in \ + [[1-parity, 1-parity, 1-parity], [parity, 1-parity, 1-parity], [1-parity, parity, 1-parity], [1-parity, 1-parity, parity]]: + sim.x(2) + parity_meas.clear() + parity_last = parity + + if(len(parity_meas) == rounds and not mixed_model and lut_enable == False): + if all([parity_meas[i] == 1 - parity for i in range(rounds)]): + sim.x(2) + parity_meas.clear() + parity_last = parity + + if(mixed_model): + if parity_last == 1 - parity: + sim.x(2) + + + + + #XX + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization_2) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization_2) + + if ancilla_fb: + if(ancilla_fb_adaptive and ancilla_multiple == False): + if phase_last: + sim.x(ancilla_idx) + flip = True + + elif(ancilla_fb_adaptive and ancilla_multiple == True): + if(len(phase_meas) == rounds): + if [phase_meas[0], phase_meas[1], phase_meas[2]] in \ + [[1-phase, 1-phase, 1-phase], [phase, 1-phase, 1-phase], [1-phase, phase, 1-phase], [1-phase, 1-phase, phase]]: + sim.x(ancilla_idx) + flip = True + + elif(len(phase_meas) < rounds): + if phase: + sim.x(ancilla_idx) + flip = True + + elif ancilla_fb_adaptive == False: + if phase: + sim.x(ancilla_idx) + flip = True + + anc = sim.peek_bloch(1) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + phase_last = sim.measure(1) + + if ancilla_reset: + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + elif not ancilla_reset: + last_ms_helper = last_ms + last_ms = phase_last + phase_last = phase_last ^ last_ms_helper + + if ancilla_fb: + if flip: + phase_last = 1 - phase_last + flip = False + + phase_meas.append(phase_last) + + if(rounds == 3 and lut_enable and len(phase_meas) == rounds and not mixed_model): + if [phase_meas[0], phase_meas[1], phase_meas[2]] in \ + [[1-phase, 1-phase, 1-phase], [phase, 1-phase, 1-phase], [1-phase, phase, 1-phase], [1-phase, 1-phase, phase]]: + sim.x(2) + phase_meas.clear() + phase_last = phase + + if(len(phase_meas) == rounds and not mixed_model and lut_enable == False): + if all([phase_meas[i] == 1 - phase for i in range(rounds)]): + sim.x(2) + phase_meas.clear() + phase_last = phase + + if(mixed_model): + if phase_last == 1 - phase: + sim.x(2) + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization_1) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization_1) + + + break_loop = len(parity_meas) == rounds and len(phase_meas) == rounds and \ + all([parity_meas[i] == parity for i in range(len(parity_meas))]) \ + and all([phase_meas[i]== phase for i in range(len(phase_meas))]) \ + and break_experiment + + + if sim.measure_observable(stim.PauliString("Z_Z")) != parity or \ + sim.measure_observable(stim.PauliString("X_X")) != phase: + errors +=1 + phase_meas.clear() + parity_meas.clear() + + #print(count) + + return errors + + + + + +#NOTE: This is the new verion of the function below where I added the features we discussed on Friday. +#Some functionalites are still unverified + +def bell_universal_new(p_eg = 0.0, + p_ge = 0.01, + cycles = 10, + phase = 0, + parity = 0, + ancilla_fb = False, + ancilla_fb_adaptive = False, + rounds = 1, + runs = 1000, + after_reset_flip_probability=0.001, + after_clifford_depolarization= 0.001, + before_measure_flip_probability= 0.001, + before_round_data_depolarization=0.001, + break_experiment = False, + ancilla_multiple = False, + mixed_model = False): + + """ + + arguments: + + cycles: How often measure ZZ and XX stabilizers + p_ge: Decoherene probability from 1 to 0 state + p_eg: Decoherene probability from 0 to 1 state + parity: In which parity to stabilize the state + phase: In which phase to stabilize the state + ancilla_fb: If the true apply X gate before ancilla measurment if expected value is 1 + state_switch: Option to stabilize phi00 and switch to phi11 in last cycle + rounds: Based on how many rounds one does feedback + runs: How many experiments + break_experiment: If we expect a high state fidelity should the experiment end earlier + ancilla_multiple: Use multiple msmt rounds to perform ancilla fb + mixed_model: Do fb based on one cycle, but end msmt only if #rounds cycle indicate this + + + """ + errors = 0 + count = 0 + ancilla_idx = 1 + data_0_idx = 0 + data_1_idx = 2 + + for l in range(runs): + sim = stim.TableauSimulator() + + #FIFO queue of measurments + parity_meas = collections.deque(maxlen = rounds) + phase_meas = collections.deque(maxlen = rounds) + + flip = False + parity_last = parity + phase_last = phase + + + #Initialisation circuit + sim.reset(data_0_idx) + sim.reset(ancilla_idx) + sim.reset(data_1_idx) + sim.x_error(data_0_idx, p = after_reset_flip_probability) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + sim.x_error(data_1_idx, p = after_reset_flip_probability) + + sim.h(data_0_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.h(data_1_idx) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + flip = False + parity_last = parity + phase_last = phase + + break_loop = False + #If we want to perform ancilla fb we need one cycle to reach a fidelity + #at which it makes sense to predict the ancillas state + + if(ancilla_fb): + for i in range(int(rounds >= 2 and ancilla_fb_adaptive)+1): + + #ZZ, no ancilla feedback + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization) + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + #Symmetric Readout error + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + parity_last = sim.measure(ancilla_idx) + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + if parity_last == 1 - parity: + sim.x(data_1_idx) + parity_last = parity + + + + #XX, no ancilla feedback + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization) + + anc = sim.peek_bloch(1) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + phase_last = sim.measure(1) + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + if phase_last == 1 - phase: + sim.x(data_1_idx) + phase_last = phase + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + + for j in range(cycles): + if(break_loop == False): + #ZZ + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization) + + #For ancilla fb if the last stabilizer msmt was 1 we still expect it to 1 on average + #so we flipped to increase RO fidelity and set flip to 1 X flip gate error + #If correct parity is 1 we still expect it to 1 on average so we flipped to + #increase RO fidelity and set flip to 1 X flip gate error + #The second part enables making ancilla fb based on the last #rounds - 1 cycles + if ancilla_fb: + if(ancilla_fb_adaptive and ancilla_multiple == False): + if parity_last: + sim.x(ancilla_idx) + flip = True + + elif(ancilla_fb_adaptive and ancilla_multiple == True): + if(len(parity_meas) == rounds-1): + for i in range(rounds-1): + if parity_meas[i] == 1: + if(i == rounds - 2): + sim.x(ancilla_idx) + flip = True + elif parity_meas[i] == 0: + break + + elif ancilla_fb_adaptive == False: + if parity: + sim.x(ancilla_idx) + flip = True + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + #Symmetric Readout error + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + parity_last = sim.measure(ancilla_idx) + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + #If we performed ancilla fb we need to invert our msmt result + if ancilla_fb: + if flip: + parity_last = 1 - parity_last + flip = False + + parity_meas.append(parity_last) + + if(len(parity_meas) == rounds and not mixed_model): + for i in range(rounds): + if parity_meas[i] == parity: + break + elif parity_meas[i] == 1 - parity: + if(i == rounds - 1): + sim.x(2) + parity_meas.clear() + parity_last = parity + + if(mixed_model): + if parity_last == 1 - parity: + sim.x(2) + + + + #XX + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization) + + if ancilla_fb: + if(ancilla_fb_adaptive and ancilla_multiple == False): + if phase_last: + sim.x(ancilla_idx) + flip = True + + elif(ancilla_fb_adaptive and ancilla_multiple == True): + if(len(phase_meas) == rounds-1): + for i in range(rounds-1): + if phase_meas[i] == 1: + if(i == rounds - 2): + sim.x(ancilla_idx) + flip = True + elif phase_meas[i] == 0: + break + + elif ancilla_fb_adaptive == False: + if phase: + sim.x(ancilla_idx) + flip = True + + anc = sim.peek_bloch(1) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + phase_last = sim.measure(1) + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + if ancilla_fb: + if flip: + phase_last = 1 - phase_last + flip = False + + phase_meas.append(phase_last) + if(len(phase_meas) == rounds and not mixed_model): + for i in range(rounds): + if phase_meas[i] == phase: + break + elif phase_meas[i] == 1 - phase: + if(i == rounds - 1): + sim.x(2) + phase_meas.clear() + phase_last = phase + + if(mixed_model): + if phase_last == 1 - phase: + sim.x(2) + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + + break_loop = len(parity_meas) == rounds and len(phase_meas) == rounds and \ + all([parity_meas[i] == parity for i in range(len(parity_meas))]) \ + and all([phase_meas[i]== phase for i in range(len(phase_meas))]) \ + and break_experiment + + + if sim.measure_observable(stim.PauliString("Z_Z")) != parity or \ + sim.measure_observable(stim.PauliString("X_X")) != phase: + errors +=1 + phase_meas.clear() + parity_meas.clear() + + #print(count) + + return errors + + + + + +import numpy as np + +def compare_adapt(runs = 1000, + parity = 1, + phase = 1, + cycles = 10, + rounds = 1, + after_clifford_depolarization = 0.001, + after_reset_flip_probability = 0.001, + before_measure_flip_probability = 0.001, + before_round_data_depolarization = 0.001, + max_error = 0.02, + num_points = 10, + ancilla_fb = False, + break_experiment = False, +): + p_amp_ge_array = np.linspace(0.00, max_error, num_points) + logical_err_array = [] + + cycles_1 = [] + cycles_2 = [] + cycles_3 = [] + cycles_4 = [] + cycles_5 = [] + cycles_6 = [] + + for p_amp_ge in p_amp_ge_array: + cycles_1.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge,\ + runs = runs, rounds=1, ancilla_fb = False, break_experiment=break_experiment)/runs) + cycles_2.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=1, ancilla_fb = True, break_experiment=break_experiment)/runs) + cycles_3.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=2, ancilla_fb = False, break_experiment=break_experiment)/runs) + cycles_4.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=2, ancilla_fb = True, mixed_model=False, break_experiment=break_experiment)/runs) + cycles_5.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=3, ancilla_fb = True, ancilla_multiple=False, ancilla_fb_adaptive=False, break_experiment=break_experiment)/runs) + + + import matplotlib.pyplot as plt + plt.plot(p_amp_ge_array,cycles_1, label='1, rounds = 1', color='r', marker='o') + plt.plot(p_amp_ge_array,cycles_2, label='2, rounds = 1, afb', color='b', marker='o') + plt.plot(p_amp_ge_array,cycles_3, label='3, rounds = 2', color='g', marker='o') + plt.plot(p_amp_ge_array,cycles_4, label='3.1, rounds = 2, afb', color='r', marker='+') + plt.plot(p_amp_ge_array,cycles_5, label='4, rounds = 3', color='b', marker='+') + + plt.legend() + # plt.title(f' Logical Bell-state error.vs. T1 ancilla decay during msmt. ($\Phi{phase, parity, }$ clifford_err: {after_clifford_depolarization}, data_err before rnd: {before_round_data_depolarization}, runs: {runs})') + plt.title(f"phase:{phase}, parity: {parity}, break experiment: {break_experiment}") + plt.xlabel('p_X conditioned on ancilla in |1>') + plt.ylabel('p_error, Logical Z') + + + + +import numpy as np + +def compare_best(runs = 1000, + parity = 1, + phase = 1, + cycles = 10, + rounds = 1, + after_clifford_depolarization = 0.01, + after_reset_flip_probability = 0.01, + before_measure_flip_probability = 0.01, + before_round_data_depolarization = 0.01, + max_error = 0.02, + num_points = 10, + ancilla_fb = False, + break_experiment = False, +): + p_amp_ge_array = np.linspace(0.00, max_error, num_points) + logical_err_array = [] + + cycles_1 = [] + cycles_2 = [] + cycles_3 = [] + cycles_4 = [] + cycles_5 = [] + cycles_6 = [] + + for p_amp_ge in p_amp_ge_array: + cycles_1.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge,\ + runs = runs, rounds=2, ancilla_fb = True, break_experiment=True)/runs) + cycles_2.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=3, ancilla_fb = True, break_experiment=True)/runs) + cycles_3.append(bell_universal_new(parity = parity, phase = phase, cycles = cycles, \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = p_amp_ge, \ + runs = runs, rounds=3, ancilla_fb = True, mixed_model = True,break_experiment=True)/runs) + + + + import matplotlib.pyplot as plt + plt.plot(p_amp_ge_array,cycles_1, label='rounds = 2, afb', color='r', marker='o') + plt.plot(p_amp_ge_array,cycles_2, label='rounds = 3, afb', color='b', marker='o') + plt.plot(p_amp_ge_array,cycles_3, label='rounds = 3, afb, mixed', color='g', marker='o') + + + plt.legend() + # plt.title(f' Logical Bell-state error.vs. T1 ancilla decay during msmt. ($\Phi{phase, parity, }$ clifford_err: {after_clifford_depolarization}, data_err before rnd: {before_round_data_depolarization}, runs: {runs})') + plt.title(f"phase:{phase}, parity: {parity}, break experiment: {break_experiment}, ancilla_fb: {ancilla_fb}") + plt.xlabel('p_X conditioned on ancilla in |1>') + plt.ylabel('p_error, Logical Z') + + + + + + + + +def errors_sym_vs_asym(p_eg = 0.0, + cycles = 10, + phase = 0, + parity = 0, + ancilla_fb_adaptive = False, + runs = 300, + after_clifford_depolarization= 0.001, + after_reset_flip_probability = 0.0, + before_measure_flip_probability= 0.01, + before_round_data_depolarization=0.00, + state_switch = False, + max_ge = 0.02, + max_flip_prob = 0.02, + num_points = 10, + rounds = 1, + ancilla_fb = False, + break_experiment = False + ): + + p_ge_range = np.linspace(0.0, max_ge, num_points) + p_x_err_range = np.linspace(0.0, max_flip_prob, num_points) + + errors_1 = np.zeros((num_points, num_points)) + errors_2 = np.zeros((num_points, num_points)) + errors_3 = np.zeros((num_points, num_points)) + errors_4 = np.zeros((num_points, num_points)) + errors_5 = np.zeros((num_points, num_points)) + + for j in range(num_points): + for i in range(num_points): + errors_1[i][j] = (bell_universal_new(p_ge = p_ge_range[i], + before_measure_flip_probability=p_x_err_range[j], + after_clifford_depolarization= after_clifford_depolarization, + after_reset_flip_probability = after_reset_flip_probability, + before_round_data_depolarization=before_round_data_depolarization, + cycles = cycles, rounds=1, parity=parity, phase=phase, runs = runs, + ancilla_fb = False, break_experiment= break_experiment)/runs) + + errors_2[i][j] = (bell_universal_new(p_ge = p_ge_range[i], + before_measure_flip_probability=p_x_err_range[j], + after_clifford_depolarization= after_clifford_depolarization, + after_reset_flip_probability = after_reset_flip_probability, + before_round_data_depolarization=before_round_data_depolarization, + cycles = cycles, rounds=1, parity=parity, phase=phase, runs = runs, + ancilla_fb=True, break_experiment= break_experiment)/runs) + + errors_3[i][j] = (bell_universal_new(p_ge = p_ge_range[i], + before_measure_flip_probability=p_x_err_range[j], + after_clifford_depolarization= after_clifford_depolarization, + after_reset_flip_probability = after_reset_flip_probability, + before_round_data_depolarization=before_round_data_depolarization, + cycles = cycles, rounds=3, parity=parity, phase=phase, runs = runs, + ancilla_fb=False, break_experiment= break_experiment)/runs) + + errors_4[i][j] = (bell_universal_new(p_ge = p_ge_range[i], + before_measure_flip_probability=p_x_err_range[j], + after_clifford_depolarization= after_clifford_depolarization, + after_reset_flip_probability = after_reset_flip_probability, + before_round_data_depolarization=before_round_data_depolarization, + cycles = cycles, rounds=3, parity=parity, phase=phase, runs = runs, + ancilla_fb=True, ancilla_fb_adaptive=True, break_experiment= break_experiment)/runs) + + errors_5[i][j] = (bell_universal_new(p_ge = p_ge_range[i], + before_measure_flip_probability=p_x_err_range[j], + after_clifford_depolarization= after_clifford_depolarization, + after_reset_flip_probability = after_reset_flip_probability, + before_round_data_depolarization=before_round_data_depolarization, + cycles = cycles, rounds=3, parity=parity, phase=phase, runs = runs, + ancilla_fb=True, ancilla_fb_adaptive=True, ancilla_multiple=True, break_experiment= break_experiment)/runs) + + + return errors_1, errors_2, errors_3, errors_4, errors_5 + + + +import numpy as np + +def compare_cycles(runs = 1000, + parity = 1, + phase = 1, + rounds = 1, + after_clifford_depolarization = 0.001, + after_reset_flip_probability = 0.001, + before_measure_flip_probability = 0.001, + before_round_data_depolarization = 0.001, + max_error = 0.02, + num_points = 10, + ancilla_fb = False, + break_experiment = False +): + cycles_array = np.linspace(2, 20, 10) + + logical_err_array = [] + + cycles_1 = [] + cycles_2 = [] + cycles_3 = [] + cycles_4 = [] + cycles_5 = [] + + + for cycles in cycles_array: + cycles_1.append(bell_universal_new(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = 0.01,\ + runs = runs, rounds=1, ancilla_fb = False, break_experiment=break_experiment)/runs) + cycles_2.append(bell_universal_new(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = 0.01, \ + runs = runs, rounds=1, ancilla_fb = True, break_experiment=break_experiment)/runs) + cycles_3.append(bell_universal_new(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = 0.01, \ + runs = runs, rounds=2, ancilla_fb = False, break_experiment=break_experiment)/runs) + cycles_4.append(bell_universal_new(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = 0.01, \ + runs = runs, rounds=2, ancilla_fb = True, mixed_model=False, break_experiment=break_experiment)/runs) + cycles_5.append(bell_universal_new(parity = parity, phase = phase, cycles = int(cycles), \ + after_clifford_depolarization= after_clifford_depolarization, after_reset_flip_probability= after_reset_flip_probability, \ + before_measure_flip_probability = before_measure_flip_probability, \ + before_round_data_depolarization=before_round_data_depolarization, p_ge = 0.01, \ + runs = runs, rounds=3, ancilla_fb = True, ancilla_multiple=False, ancilla_fb_adaptive=False, break_experiment=break_experiment)/runs) + + + import matplotlib.pyplot as plt + plt.plot(cycles_array,cycles_1, label='1, rounds = 1', color='r', marker='o') + plt.plot(cycles_array,cycles_2, label='2, rounds = 1, afb', color='b', marker='o') + plt.plot(cycles_array,cycles_3, label='3, rounds = 2', color='g', marker='o') + plt.plot(cycles_array,cycles_4, label='3.1, rounds = 2, afb', color='r', marker='+') + plt.plot(cycles_array,cycles_5, label='4, rounds = 3', color='b', marker='+') + + plt.legend() + # plt.title(f' Logical Bell-state error.vs. T1 ancilla decay during msmt. ($\Phi{phase, parity, }$ clifford_err: {after_clifford_depolarization}, data_err before rnd: {before_round_data_depolarization}, runs: {runs})') + plt.title(f"phase:{phase}, parity: {parity}, break experiment: {break_experiment}") + plt.xlabel('cycles') + plt.ylabel('p_error, Logical Z') + + + + + +#Feedback based on last cycle +def bell_universal(p_eg = 0.0, + p_ge = 0.01, + cycles = 10, + phase = 0, + parity = 0, + ancilla_fb = False, + ancilla_fb_adaptive = False, + rounds = 1, + runs = 1000, + after_reset_flip_probability=0.001, + after_clifford_depolarization= 0.001, + before_measure_flip_probability= 0.001, + before_round_data_depolarization=0.001, + state_switch = False, + fidelity_parity = 0.8, + fidelity_phase = 0.8): + + """ + + arguments: + + cycles: How often measure ZZ and XX stabilizers + p_ge: Decoherene probability from 1 to 0 state + p_eg: Decoherene probability from 0 to 1 state + parity: In which parity to stabilize the state + phase: In which phase to stabilize the state + ancilla_fb: If the true apply X gate before ancilla measurment if expected value is 1 + state_switch: Option to stabilize phi00 and switch to phi11 in last cycle + rounds: Based on how many rounds one does feedback + runs: How many experiments + + + """ + errors = 0 + + ancilla_idx = 1 + data_0_idx = 0 + data_1_idx = 2 + + + for l in range(runs): + sim = stim.TableauSimulator() + + #Initialisation circuit + sim.reset(data_0_idx) + sim.reset(ancilla_idx) + sim.reset(data_1_idx) + #sim.x_error(data_0_idx, p = after_reset_flip_probability) + #sim.x_error(ancilla_idx, p = after_reset_flip_probability) + #sim.x_error(data_1_idx, p = after_reset_flip_probability) + + if(phase): + sim.x(data_0_idx) + #sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + + if(parity): + sim.x(data_1_idx) + #sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + sim.h(data_0_idx) + #sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.cnot(data_0_idx,data_1_idx) + #sim.depolarize2(data_0_idx,data_1_idx, p = after_clifford_depolarization) + + sim.x_error(data_1_idx, p = 1.0-fidelity_parity) + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.x_error(data_1_idx, p = 1.0-fidelity_phase) + sim.h(data_0_idx) + sim.h(data_1_idx) + + #FIFO queue of measurments + parity_meas = collections.deque(maxlen = rounds) + phase_meas = collections.deque(maxlen = rounds) + + flip = False + parity_last = parity + phase_last = phase + + #sim.depolarize1(data_0_idx, data_1_idx, p = before_round_data_depolarization) + #sim.depolarize1(data_1_idx, data_1_idx, p = before_round_data_depolarization) + + for j in range(cycles): + + #ZZ + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization) + + #For ancilla fb if the last stabilizer msmt was 1 we still expect it to 1 on average + #so we flipped to increase RO fidelity and set flip to 1 X flip gate error + #If correct parity is 1 we still expect it to 1 on average so we flipped to + #increase RO fidelity and set flip to 1 X flip gate error + if ancilla_fb: + if(ancilla_fb_adaptive): + if parity_last: + sim.x(ancilla_idx) + flip = True + + elif ancilla_fb_adaptive == False: + if parity: + sim.x(ancilla_idx) + flip = True + + anc = sim.peek_bloch(ancilla_idx) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + #Symmetric Readout error + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + parity_last = sim.measure(ancilla_idx) + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + #If we performed ancilla fb we need to invert our msmt result + if ancilla_fb: + if flip: + parity_last = 1 - parity_last + flip = False + + parity_meas.append(parity_last) + + if(len(parity_meas) == rounds): + for i in range(rounds): + if parity_meas[i] == parity: + break + elif parity_meas[i] == 1 - parity: + if(i == rounds - 1): + sim.x(2) + parity_meas.clear() + parity_last = parity + + + + #XX + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + sim.cnot(data_0_idx,ancilla_idx) + sim.cnot(data_1_idx,ancilla_idx) + sim.depolarize2(data_0_idx, ancilla_idx, p = after_clifford_depolarization) + sim.depolarize2(data_1_idx, ancilla_idx, p = after_clifford_depolarization) + + if ancilla_fb: + if(ancilla_fb_adaptive): + if phase_last: + sim.x(ancilla_idx) + flip = True + + elif ancilla_fb_adaptive == False: + if phase: + sim.x(ancilla_idx) + flip = True + + anc = sim.peek_bloch(1) + if anc == stim.PauliString("-Z"): + sim.x_error(ancilla_idx, p = p_ge) + else: + sim.x_error(ancilla_idx, p = p_eg) + + sim.x_error(ancilla_idx, p = before_measure_flip_probability) + phase_last = sim.measure(1) + sim.reset(ancilla_idx) + sim.x_error(ancilla_idx, p = after_reset_flip_probability) + + if ancilla_fb: + if flip: + phase_last = 1 - phase_last + flip = False + + phase_meas.append(phase_last) + if(len(phase_meas) == rounds): + for i in range(rounds): + if phase_meas[i] == phase: + break + elif phase_meas[i] == 1 - phase: + if(i == rounds - 1): + sim.x(2) + phase_meas.clear() + phase_last = phase + + sim.h(data_0_idx) + sim.h(data_1_idx) + sim.depolarize1(data_0_idx, p = after_clifford_depolarization) + sim.depolarize1(data_1_idx, p = after_clifford_depolarization) + + + if sim.measure_observable(stim.PauliString("Z_Z")) != parity or \ + sim.measure_observable(stim.PauliString("X_X")) != phase: + errors +=1 + + return errors \ No newline at end of file diff --git a/plot/s17_plotting_helpers.py b/plot/s17_plotting_helpers.py new file mode 100644 index 0000000000000000000000000000000000000000..f99ae06906357786ed486e05cae8e591f644c09e --- /dev/null +++ b/plot/s17_plotting_helpers.py @@ -0,0 +1,262 @@ +import stim +import numpy as np +import random +import matplotlib.pyplot as plt +import scipy + + + +# amplitude decay probability before measurement. + +def simulate_circuit(circuit_in, + p_amp_ge = 0.01, + ancilla_fb = False, + after_clifford_depolarization_2 = 0.01): + ### Operator string. + # qb: 1, 3, 5 + logical_qubits = [1,3,5] # qubits of logical operator on S17 + operator_string = "" + for i in range(circuit_in.num_qubits): + if i in logical_qubits: + operator_string += "X" + else: + operator_string += "I" + + # print(operator_string) + + simulator = stim.TableauSimulator() + + z_ancillas = [9,13,14,18] + x_ancillas = [2,16,11,25] + + z_ancillas_dict = {i: {'msmt_last': None } for i in z_ancillas} + x_ancillas_dict = {i: {'msmt_last': None } for i in x_ancillas} + + circuit = circuit_in.flattened() #circuit.flattened() + for k in range(len(circuit)) : + instruction = circuit[k] + sub_circuit = circuit[k:k+1] + #print(instruction.name) + if instruction.name == 'MR' : + + ts = instruction.targets_copy() + z_ancillas_list = [] + x_ancillas_list = [] + qubits = [q.value for q in ts] + + for qubit in [q.value for q in ts]: + # apply flip: + flip_applied = False + if ancilla_fb: + if qubit in z_ancillas: + # if z_ancillas_dict[qubit]['msmt_last'] == [True for i in range(2)]: + # if z_ancillas_dict[qubit]['msmt_last'] == [True]: + if z_ancillas_dict[qubit]['msmt_last'] in [ [True, True, True], [False, True, True], [True, False, True]]: # + simulator.x(qubit) + flip_applied = True + if qubit in x_ancillas: + # if x_ancillas_dict[qubit]['msmt_last'] == [True for i in range(2)]: + if x_ancillas_dict[qubit]['msmt_last'] == [ [True, True, True], [False, True, True], [True, False, True]]: #, [True, True, False] + # if x_ancillas_dict[qubit]['msmt_last'] == [True]: + simulator.x(qubit) + # print('flip_applied',qubit, simulator.peek_bloch(qubit)) + flip_applied =True + + ## apply noise + # check whether we are in |1> + if simulator.peek_bloch(qubit) == stim.PauliString("-Z"): + if random.random() < p_amp_ge: + simulator.x(qubit) + + # we cannot change the measurement record... fake flip before msmt. + # apply flip: + if ancilla_fb and flip_applied: + simulator.x(qubit) + flip_applied = False + + + simulator.do_circuit(sub_circuit) + # correct msmt values if ancilla feedback + if ancilla_fb: + for index, qubit in enumerate([q.value for q in ts]): + msmt = simulator.current_measurement_record()[index-8] + if qubit in z_ancillas: + if z_ancillas_dict[qubit]['msmt_last'] == None: + z_ancillas_dict[qubit]['msmt_last'] = [msmt] + else: + z_ancillas_dict[qubit]['msmt_last'].append(msmt) + # if len(z_ancillas_dict[qubit]['msmt_last']) > 2: + if len(z_ancillas_dict[qubit]['msmt_last']) > 3: + z_ancillas_dict[qubit]['msmt_last'].pop(0) + elif qubit in x_ancillas: + if x_ancillas_dict[qubit]['msmt_last'] == None: + x_ancillas_dict[qubit]['msmt_last'] = [msmt] + else: + x_ancillas_dict[qubit]['msmt_last'].append(msmt) + # if len(x_ancillas_dict[qubit]['msmt_last']) > 2: + if len(x_ancillas_dict[qubit]['msmt_last']) > 3: + x_ancillas_dict[qubit]['msmt_last'].pop(0) + + elif instruction.name == 'DEPOLARIZE2' : + ts = instruction.targets_copy() + qubits = [q.value for q in ts] + for j in range(int(len(qubits)/2)): + simulator.depolarize2(qubits[2*j], qubits[2*j + 1], p = after_clifford_depolarization_2) + simulator.do_circuit(sub_circuit) + else: + simulator.do_circuit(sub_circuit) + + return simulator + +import pymatching + +def count_logical_errors(circuit: stim.Circuit, num_shots: int, + p_amp_ge = 0.01, ancilla_fb = False, after_clifford_depolarization_2 =0.01) -> int: + # Sample the circuit. + # sampler = circuit.compile_detector_sampler() + # detection_events, observable_flips = sampler.sample(num_shots, separate_observables=True) + + + # surface_code_circuit.detector_error_model(decompose_errors=True) + measurements = [] + for i in range(num_shots): + simulator = simulate_circuit(circuit,p_amp_ge=p_amp_ge, ancilla_fb = ancilla_fb, \ + after_clifford_depolarization_2 =after_clifford_depolarization_2 ) + measurements.append(simulator.current_measurement_record()) + measurements = np.array(measurements, dtype=np.bool_) + # print('measurements',measurements) + detection_events, observable_flips = circuit.compile_m2d_converter().convert(measurements=measurements, separate_observables = True, append_observables=False) #, + + # Configure a decoder using the circuit. + detector_error_model = circuit.detector_error_model(decompose_errors=True) + matcher = pymatching.Matching.from_detector_error_model(detector_error_model) + + # Run the decoder. + predictions = matcher.decode_batch(detection_events) + + # Count the mistakes. + num_errors = 0 + for shot in range(num_shots): + actual_for_shot = observable_flips[shot] + predicted_for_shot = predictions[shot] + if not np.array_equal(actual_for_shot, predicted_for_shot): + num_errors += 1 + return num_errors + +import scipy +def plot_data_S17(decoding_rounds = 3, + after_clifford_depolarization= 0.01, + after_clifford_depolarization_2 = 0.01, + after_reset_flip_probability = 0.00, + before_measure_flip_probability = 0.00, + before_round_data_depolarization=0.01, + n_points = 50, max_err = 0.5, runs = 1000, plot = True, + ancilla_fb = False): + surface_code_circuit = stim.Circuit.generated( + "surface_code:rotated_memory_z", + rounds=decoding_rounds, + distance=3, + after_clifford_depolarization= after_clifford_depolarization, + after_reset_flip_probability=after_reset_flip_probability, + before_measure_flip_probability= before_measure_flip_probability, + before_round_data_depolarization=before_round_data_depolarization + ) + + if n_points ==1: + p_amp_ge_array = np.linspace(max_err, max_err, 1) # only simulate single point. + else: + p_amp_ge_array = np.linspace(0.00, max_err, n_points ) + logical_err_array = [] + + for p_amp_ge in p_amp_ge_array: + n_errors = count_logical_errors(surface_code_circuit, + runs, + p_amp_ge=p_amp_ge, + ancilla_fb = ancilla_fb, + after_clifford_depolarization_2 = after_clifford_depolarization_2 ) + logical_err = n_errors/runs + logical_err_array.append(logical_err) + + if plot: + param, vars = scipy.optimize.curve_fit(lambda t,a,b: a*np.exp(b*t), p_amp_ge_array, logical_err_array) + if ancilla_fb: + plt.plot(p_amp_ge_array,logical_err_array, label='raw: fb', color='r', marker='o') + plt.plot(p_amp_ge_array, param[0]*np.exp(param[1]*p_amp_ge_array),label= f'fit: fb (A:{ param[0]}, B: {param[1]})',color='r', marker = 'x' ) + else: + plt.plot(p_amp_ge_array,logical_err_array, label='raw: no fb', color='b', marker='o') + plt.plot(p_amp_ge_array, param[0]*np.exp(param[1]*p_amp_ge_array),label= f'fit: no fb (A:{ param[0]}, B: {param[1]})',color='b', marker = 'x' ) + + plt.legend() + plt.title(f' S17 Logical Z-error on vs. p_eg on ancillas (dec. rnds: {decoding_rounds}, depol gate err: {after_clifford_depolarization}, data_err before rnd: {before_round_data_depolarization}, runs: {runs})') + plt.xlabel('p_eg ') + plt.ylabel('p_error') + + return p_amp_ge_array, logical_err_array + + + + +def plot_data_S17_rounds(decoding_rounds = 3, + after_clifford_depolarization= 0.001, + after_clifford_depolarization_2 = 0.01, + after_reset_flip_probability = 0.001, + before_measure_flip_probability = 0.001, + before_round_data_depolarization=0.01, + n_points = 50, max_err = 0.5, runs = 1000, plot = True, + ancilla_fb = False): + + + logical_err_array = [] + + rounds_array = range(3, decoding_rounds, 3) + for rounds in rounds_array: + surface_code_circuit = stim.Circuit.generated( + "surface_code:rotated_memory_z", + rounds=rounds, + distance=3, + after_clifford_depolarization= after_clifford_depolarization, + after_reset_flip_probability=after_reset_flip_probability, + before_measure_flip_probability= before_measure_flip_probability, + before_round_data_depolarization=before_round_data_depolarization + ) + + n_errors = count_logical_errors(surface_code_circuit, + runs, + p_amp_ge=max_err, + ancilla_fb = ancilla_fb, + after_clifford_depolarization_2= after_clifford_depolarization_2) + logical_err = n_errors/runs + logical_err_array.append(logical_err) + + if plot: + param, vars = scipy.optimize.curve_fit(lambda t,b: 1-np.exp(-b*t), rounds_array, logical_err_array) + print(param) + if max_err == 0 and not ancilla_fb: + plt.plot(rounds_array,logical_err_array, label= rf'raw: $p_{{ge}}:${max_err}', color='r', marker='o') + plt.plot(rounds_array, 1-np.exp(-param[0]*rounds_array),label= rf'fit: $ p_{{ge}}:${max_err} ($T_1$:{ round(1/param[0],1)})',\ + linestyle = 'dotted', color='r', marker = 'x' ) + + elif max_err == 0 and ancilla_fb: + plt.plot(rounds_array,logical_err_array, label=rf'raw: fb, $p_{{ge}}:${max_err}', color='g', marker='o') + plt.plot(rounds_array,1-np.exp(-param[0]*rounds_array),label= rf'fit: fb, $p_{{ge}}:${max_err} ($T_1$:{ round(1/param[0],1)})' ,\ + linestyle = 'dotted',color='g',marker = 'x' ) + + elif ancilla_fb: + plt.plot(rounds_array,logical_err_array, label=rf'raw: fb, $p_{{ge}}:${max_err}', color='b', marker='o') + plt.plot(rounds_array, 1-np.exp(-param[0]*rounds_array),label= rf'fit: fb, $p_{{ge}}:${max_err} ($T_1$:{ round(1/param[0],1)})',\ + linestyle = 'dotted',color='b',marker = 'x' ) + + else: + plt.plot(rounds_array,logical_err_array, label=rf'raw: $p_{{ge}}:${max_err}', color='k', marker='.') + plt.plot(rounds_array, 1-np.exp(-param[0]*rounds_array),label= rf'fit: $p_{{ge}}:${max_err} ($T_1$:{ round(1/param[0],1)})',\ + linestyle = 'dotted',color='k',marker = 'x' ) + + plt.legend( loc='upper left', borderaxespad=0) + # plt.title(f' S17 Logical Z-error on vs. p_eg on ancillas (dec. rnds: {decoding_rounds}, depol gate err: {after_clifford_depolarization}, p_eg: {max_err} \ + # ,data_err before rnd: {before_round_data_depolarization}, after_reset_flip_probability; {after_reset_flip_probability},before_measure_flip_probability:\ + # {before_measure_flip_probability} runs: {runs})') + plt.title(rf' S17, logical error probability $E_L$ (for $|0\rangle_L$), $p_{{ge}}$: {max_err}') + plt.xlabel('rounds') + plt.ylabel('logical error probability $E_L$ ') + + return rounds_array, logical_err_array \ No newline at end of file diff --git a/s17_plotting.ipynb b/s17_plotting.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..ff39f9f7561d491780091c7ebb3a54347ee037a6 --- /dev/null +++ b/s17_plotting.ipynb @@ -0,0 +1,1201 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## S17 simulation: Amplitude decay channel on ancillas" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from plot.s17_plotting_helpers import *" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.00863044]\n", + "[0.00961863]\n", + "[0.00903552]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.02297909]\n", + "[0.02384496]\n", + "[0.02318573]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.03491121]\n", + "[0.03523647]\n", + "[0.03524682]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0087024]\n", + "[0.01018295]\n", + "[0.00943354]\n" + ] + }, + { + "data": { + "image/png": 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w9+5dnD17Fp07d5Y73qaGHmO9ZSIiIqTOgKgcmyCtO1pWOTk5OHv2LEaOHCn3jKS68Pl8DBkyBEePHpV4tJCVlYV9+/ahX79+0NfXB5/Px+DBg3HkyBE8ffpUXO/evXv4559/ar2GiooKRowYgb/++gsxMTHVjld+bnw+v9pnuHHjRgiFQoXu65NPPsGff/4pNcnKycmRu83X25flc6uPn376SeJ95UrcdY2RUjQ+Wa4n7/eoPvdQm8rHFTUlWcbGxhg6dCj27NmDvXv34oMPPhDP2qpJZmYmsrOzJcaC1OTGjRt1Jiyvq5wFJu3vwOsa4+frdaNHj4ZQKERoaKi4rKysDDt37kSvXr0kkquoqCgUFhZi2LBhEm3I8rnExsaiT58+CsV469Yt5OTkICUlRVyWk5OD4OBgeHp6SsxQW7hwIe7cuYP79+8jIiICK1asED9KDwgIwPHjxxEZGYlHjx4hNTW12pIUsk49l/VzKykpwZ07dyRm+cnzmQuFQnh7eyM6OhoHDhyodVbh24R6dt4yc+bMQUlJCUaOHAk7OzuUl5fj0qVLCAsLg42NjXicCABs2rQJBQUF4qThr7/+wpMnT8TtGBgYSLRdObiytkdYPB5PpmmS0qxYsQJnzpxBv379MGvWLKiqqmLr1q0oKyvDd999J64XGBiI06dPo2/fvpg5cyaEQiE2bdoEBweHOvfyWbVqFU6fPg13d3fMmDED9vb2yMjIwIEDB3DhwgUYGhrio48+wm+//QYDAwN07twZ0dHROHv2rMJjlFavXo2IiAj06tUL06dPR+fOnZGXl4fY2FicPXsWeXl5CrVbSdbPTVGpqan4+OOP8cEHHyA6Ohp79uzB+PHjZe5RkDc+Wa4n7/eovvdQExcXFwDc1gVjx46Fmpoahg0bJjFmY9KkSRg9ejQAYPny5XW2Wblyck5ODvbs2VPtuJOTE7p27SquW3VtFFm0bdsWDg4OOHv2LD7//PM66zf0z9frevXqhTFjxmDx4sXIzs5G+/btsXv3bjx8+BDbt2+XqHvs2DE4OTmhTZs2EuV1fS7Xr19HXl4ehg8fXu1YXf+GZWVlIScnB46Ojvjoo4/g6+uL0tJS/PTTTxAKhRLJytOnT7Fjxw4kJyfDyMgIRkZG6NWrFxwcHJCRkYENGzYgJSVFvObZ2LFjcf36dYnryTr1XNbP7erVqxg4cCCWLl0q3pdMns/8//7v/3Ds2DEMGzYMeXl51X5G6xp832S9sXlgRCH//PMP+/zzz5mdnR3T1dVl6urqrH379mzOnDkSKygzxk37RA1TW6VNpe3duzdr1aoVe/nypdRrP3/+nAFgY8eOrTPOmqZtx8bGMk9PT6arq8u0tbXZwIED2aVLl6qdHx4ezrp168bU1dVZu3bt2C+//ML+7//+j2lqatZ5jUePHrFJkyYxExMTpqGhwdq2bct8fX3Fq4Lm5+ezKVOmMGNjY6arq8s8PT3ZnTt3mLW1NfPx8amzfWmysrKYr68vs7KyYmpqaszMzIwNGjSIhYaGiuvUttpvXSsBy/K5ybuacGX9pKQkNnr0aKanp8datGjBZs+ezUpLSxssPlmuJ+v3SNY2FZ16zhhjy5cvZxYWFkxFRUXqz0NZWRlr0aIFMzAwqHYf0nz33Xe1TjuvnFovEAgYj8eTWIJBVuvWrWO6uroSU/hrmnrOWMP8fDEmfeo5Y9zqvQsWLGBmZmZMQ0OD9ejRg508ebJaPRsbG+bv7y9RJsvnsmjRItamTZtqq1PL8m/YmTNnGAB29epVNm3aNGZgYMD09fWZt7c3S0tLk6j766+/SkzPZ4wxDw8P9scff7Bff/2VqaqqMgMDA/FLV1eXLViwQKI+ZJx6zphsn1vl9/n1z13Wz9zd3b3Wn8+31dsbOWl0f//9N+PxeOzGjRtv5PrDhw9n7du3fyPXbo4aYvuGd1FFRQUzMTFhn3/+uVLbvXDhAjM2Nlbo3IKCAtayZUv2yy+/KDUmedWU7Mjixo0bDAC7cuWKRHldn8uLFy+YmZkZCwkJqXZMln/D1q9fz/h8Pnvx4kWdMa5fv559+umn4vc5OTlMW1ubJSUlsZCQEDZ16tQ62yCNg8bsEJlFRERg7Nix4i72hvT6ug8pKSk4ceKExBL3hDQFR44cQU5ODiZNmqTUdhMSEtClSxe8ePFC/Krc8qQuBgYG+Prrr7F27Vq5Zxg2FceOHYOZmRl69OghUV7X57Jz506oqalJXQ9Iln/Dbt68ibZt28q0wXCnTp3w77//Ij09HTk5Ofj8888hFArRoUMHODs74+TJk7hz5w4Abv2jU6dOyXr7RNnedLZFiDRmZmbsm2++YaGhoezbb79lLVu2ZDo6Ouzu3btvOrRmg3p26ufy5cssNDSUWVlZsW7duim9/RkzZlR7hDBixAilX6ch1adnJzMzU+qjqob+XHr27FltRe6aiEQiNmXKFKarq8scHBzY6tWrmaurq/j46tWrmaWlJdPR0WFt27Zl33//vdLiJPLhMabA5iaENLApU6YgIiICmZmZ0NDQgJubG1atWiWx3w+pn8DAQCxbtgw5OTl1ziAi1U2ePBl79uyBs7Mzdu3a1WB71b3NbGxsMHnyZPFA2aaOMQY9PT3Mnj0bq1evlvv8BQsWQFNTEytWrGiA6Eh9ULJDCCGEKODSpUuwtraGqakpDh8+jNmzZyM+Ph6tW7d+06GR1zS5MTs//fQTbGxsoKmpiV69euHq1au11i8oKICvry9at24NDQ0NdOzYsUH3wyGEEEIAboq7g4MDjIyMsHHjRhw/fpwSnSaqSfXshIWFYdKkSdiyZQt69eqFkJAQHDhwAMnJyWjVqlW1+uXl5ejbty9atWqF//3vf7CwsMCjR49gaGhY7/U1CCGEENI8NKlkp1evXujRo4d4bxmRSAQrKyvMmTMH33zzTbX6W7Zswdq1a3Hnzh2Flt8mhBBCSPPXZJKd8vJyaGtr4+DBgxgxYoS43MfHBwUFBTh69Gi1cz788EO0bNkS2traOHr0KExMTDB+/HgsWrSoxt1Zy8rKJHZ/FYlEyMvLg5GRERhjePnypdLvjRCiOFVVVaioNLkn7oSQN4wxhufPn8Pc3LzOfyOazHYRubm5EAqFMDU1lSg3NTUVr1PwugcPHuDcuXOYMGECTpw4gXv37mHWrFmoqKiocefv4OBgLFu2TKKMx+NhypQp+Pjjj6Gurt5oOyYTQmrHGEN5eTmOHTuGnTt3St0XjhDybnv8+HG1Hepf12R6dp4+fQoLCwtcunRJYuOxr7/+GlFRUeLdWavq2LEjXrx4gdTUVHFPzrp167B27doad/9+vWdHIBAgMDAQ8+fPh6mpKbS0tCjZIaSJYIyhtLQU2dnZ0NHRQcuWLd90SISQJqKwsBBWVlYoKCiottfj65pMz46xsTH4fD6ysrIkyrOyssSbqL2udevWUFNTk3hkZW9vj8zMTJSXl0NdXb3aORoaGhIrYwqFQnz88ccwNTWFiYmJku6GEKIsurq6UFFRESc8NT2iJoS8m2TpoGgyD8LV1dXh4uKC8PBwcZlIJEJ4eHiNW8z37dsX9+7dk1gO/e7du2jdurXUREcaoVAIdXV1aGlp1e8GCCENRltbGwBQUVHxhiMhhLyNmkyyAwB+fn7Ytm0bdu/ejdu3b2PmzJkoLi7GlClTAACTJk3C4sWLxfVnzpyJvLw8zJ07F3fv3sXff/+NVatWwdfXV67r8ng8enRFSBNGfz8JIfXRZB5jAYC3tzdycnIQEBCAzMxM8UZqlYOW09LSJEZcW1lZ4dSpU5g/fz4cHR1hYWGBuXPnYtGiRW/qFgghhBDSxDSZAcpvSm5uLmJiYtC/f3/o6Oi86XAIIVJUTkSwtbWFpqbmmw6HENIEFBYWwsDAAAKBAPr6+rXWbVKPsQipD3m3GiGEEPJuoGRHmYRCIDIS+P137k+hsNFDKC8vb/RrNgVhYWHw8/PD0qVLERsbCycnJ3h6eiI7O/tNh0YIIeQNo2RHWQ4dAmxsgIEDgfHjuT9tbLjyBuTh4YHZs2dj3rx5MDY2hqenJ06ePIl+/frB0NAQRkZG+Oijj3D//n3xOcePH4ehoSGE/yVj8fHx4PF4EltyTJs2DRMnTpQ5jszMTPB4PGzYsAHdunWDpqYmunTpggsXLijvZmuxbt06TJ8+HVOmTEHnzp2xZcsWaGtrY8eOHY1yfUIIIU0XJTvKcOgQMHo08OSJZHl6OlfewAnP7t27oa6ujosXL2LLli0oLi6Gn58fYmJiEB4eDhUVFYwcOVI8Rb9///54/vw54uLiAABRUVEwNjZGZGSkuM2oqCh4eHgAAHbt2lXnbJj4+HgAwI4dOxASEoL4+Hi0adMGEyZMkFgaQFG1xVBeXo7r169j8ODB4jIVFRUMHjwY0dHR9b42IYSQt1uTmo3VZDAGlJTIVlcoBL76ijtHWjs8HjB3LjB4MCDLYmja2tw5cujQoQO+++478ftOnTpJHN+xYwdMTEyQlJQEBwcHGBgYwNnZGZGRkXB1dUVkZCTmz5+PZcuWoaioCAKBAPfu3YO7uzsAwMDAoFqbr0tISICamhqOHj0KGxsbAMCKFSvg6uqK9PR0WFlZyXVPr6stBkW2GiGEEPLuoJ4daUpKAF1d2V4GBlwPTk0Y43p8DAxka0/WJKsKFxcXifcpKSkYN24c2rZtC319fXHykZaWJq7j7u6OyMhIMMZw/vx5jBo1Cvb29rhw4QKioqJgbm6ODh06AABGjhxZZ9IQHx+PUaNGia8FoM7R8fKQJQZCCCFEGkp2moHXp8wPGzYMeXl52LZtG65cuSLeV6zq4GUPDw9cuHBB3CNjZ2cHDw8PREZGIioqStyrI6v4+Hg4OztLlEVHR8PY2BgWFhbiOm5ubnBycsKaNWvg6ekJgEvOvLy84OLiggEDBsg9qFiRrUYIIYS8OyjZkUZbGygqku114oRsbZ44IVt7/y2Lr6hnz54hOTkZ/v7+GDRoEOzt7ZGfn1+tXuW4nfXr14sTm8pkJzIyUjxeRxalpaVISUkRD3gGuK0+QkJC4OPjAxUVFVRUVGDy5MnYuXMnEhIScPHiRTg6OqKsrAyzZs3C1q1bcf36dYwfPx6hoaFy3bMiW40QQgh5d1CyIw2PB+joyPYaMgSwtKx5nA2PB1hZcfVkaa+ey+K3aNECRkZGCA0Nxb1793Du3Dn4+flJrefo6Ii9e/eKE5sBAwYgNjYWd+/elejZOXz4MOzs7Gq85s2bN8Hj8bBnzx5ER0fj9u3b8Pb2RkFBAfz9/cVtuLm5iduxt7eHo6Mjjhw5gsTERHz00UdwdnbGhg0boKamVu0adcVQ11YjhBBC3l00QLm++HxgwwZu1hWPJzlQuTJxCQmRbXCyEqioqGD//v346quv4ODggE6dOuHHH3+U2lPj7u6O+Ph48bGWLVuic+fOyMrKkhgMLBAIkJycXOM14+PjYWdnh6+//hqffPIJBAIBPD09ERUVBUNDQwDAjRs3JB5zJSYmYvz48Thw4AB++OEHjBs3rtb7qiuGurYaIYQQ8u6i7SKUtV3EoUPcrKuq08+trLhEZ9SoesfZlPn6+iI/Px/79u2rsc66deuQkZGBtWvXIjIyEkOHDoVAIEBoaChiYmKwa9cuAFxS5Ojo2EiRk7cFbRdBCHkdbRfxJowaBTx8CEREAPv2cX+mpjb7RAfgenbqSlAmTpyIiIgIODk54dixY+jRowfU1dUxZcoUFBQUwM7ODk5OTtizZ08jRU0IIeRdQY+xlInPB+QY2NscMMZw8+ZNfPvtt7XW09HRQUxMDEQiERYtWoTPPvtMXH7kyJFGiJQQQsi7ipIdUi88Hg+FhYV11lu7di0OHjwIVVVVeHl5Ydq0aY0QHSGEEELJDmkkgYGBCAwMfNNhEEIIeQfRmB1CCCGENGuU7BBCCCGkWaNkhxBCCCHNGiU7hBBCCGnWKNkhhBBCSLNGyQ4hhBBCmjVKdgghhBDSrFGyQwghhJBmjZIdQgghhDRrlOwQQgghpFmjZIcQQgghzRolO285xhhmzJiBli1bgsfjwdDQEPPmzXvTYb0xz549Q6tWrfDw4cM3HcobMXbsWPzwww9vOgxCCGlSKNl5y508eRK7du3C8ePHkZGRgbt372L58uXi4x4eHm9t8vPTTz/BxsYGmpqa6NWrF65evVrnOStXrsTw4cNhY2MDADh16hR4PF6tr9OnT8sV17///othw4bB3NwcPB4PR44ckev461avXg0ej1fn9+n58+eYN28erK2toaWlhT59+uDatWsSdfz9/bFy5UoIBAK57okQQpozSnaUITAQqJJgSFi+nDveQO7fv4/WrVujT58+MDMzQ6tWraCnp9dg12ssYWFh8PPzw9KlSxEbGwsnJyd4enoiOzu7xnNKSkqwfft2TJ06VVw2YMAAZGRkiF9GRkZYsmSJRNmgQYPkiq24uBhOTk746aefFDpe1bVr17B161Y4OjrWWXfatGk4c+YMfvvtN9y8eRNDhgzB4MGDkZ6eLq7j4OCAdu3aYc+ePbLfECGENHfsHZeTk8P++ecfVlRUpHgjQUGMAdyfspQriY+PDwMgfllbWzN3d3c2d+5cqccBsNTUVJnbz8jIYABYSEgIc3Z2ZhoaGqxz587s/PnzDXI/VfXs2ZP5+vqK3wuFQmZubs6Cg4NrPOfAgQPMxMSkxuNPnjxhANjp06eVFicAdvjwYYWOP3/+nHXo0IGdOXNG4vsmTUlJCePz+ez48eMS5d27d2fffvutRNmyZctYv379ZL2Ft0JpaSlLSkpipaWlbzoUQkgTIRAIGAAmEAjqrEs9O7UpLuZejL0qKy/nysrKXpUtWQL4+wMBAUBQEFe2fDn33t8fWLhQersi0auyigq5w9uwYQOCgoJgaWmJjIyMao80NmzYADc3N0yfPl3ci2FlZQUA2LVrF3g8Xq3tx8fHAwB27NiBkJAQxMfHo02bNpgwYQJEVWNXUE0xlJeX4/r16xg8eLC4TEVFBYMHD0Z0dHSN7Z0/fx4uLi41Ho+LiwMAdO/evd4xKoOvry+8vLwk7rMmL1++hFAohKampkS5lpYWLly4IFHWs2dPXL16FWVVf0YJIeQdRslObXR1uVdu7quytWu5stmzJeuuW8f9uXQpoKHBJTpDhwIrVgBVHqsAAGxsuDZu335VtmuX3OEZGBhAT08PfD4fZmZmMDExqXZcXV0d2traMDMzg5mZGfh8vvhYp06dam0/ISEBampqOHr0KNzd3WFnZ4cVK1YgLS1N4tGJomqKITc3F0KhEKamphLlpqamyMzMrLG9R48ewdzcvMbjsbGxsLKygpGRkUT5yJEj0aJFC4wePVrmGOtr//79iI2NRXBwsEz19fT04ObmhuXLl+Pp06cQCoXYs2cPoqOjkZGRIVHX3Nwc5eXltX5WhBDyLqFkR9nU1bneH3V1YMiQNx1NjUaOHIk7d+7UWic+Ph6jRo0SD/YFAH19/UaNQR6lpaXVej6qio2NldqrM3fuXPz666+NEiMAPH78GHPnzsXevXtrjfd1v/32GxhjsLCwgIaGBn788UeMGzcOKiqSf421tLQAcGOYCCGEULJTu6Ii7mVs/Kps4UKubNMmybrZ2dwjq8pEp7wcKCjg6m7fLln34UOu3N7+VdnkyQ10E4qLj4+Hs7OzRFl0dDSMjY1hYWEhruPm5gYnJyesWbMGnp6eAICUlBR4eXnBxcUFAwYMqHVg8euMjY3B5/ORlZUlUZ6VlQUzM7Naz8vPz6/xeE3JjoeHR6MO6r5+/Tqys7PRvXt3qKqqQlVVFVFRUfjxxx+hqqoKoVAo9bx27dohKioKRUVFePz4Ma5evYqKigq0bdtWol5eXh4AVOvpI4SQdxUlO7XR0eFeVcdsqKtzZRoaknXXreMeWQUFceN5goKAZcu48tf/917ZbtX/kaupNcgtqKur1/jLszalpaVISUmROFckEiEkJAQ+Pj5QUVFBRUUFJk+ejJ07dyIhIQEXL16Eo6MjysrKMGvWLGzduhXXr1/H+PHjERoaKlfMLi4uCA8Pl7h2eHg43NzcajyvW7duSEpKknosNzcXjx8/lmu8TkMZNGgQbt68ifj4ePHL1dUVEyZMQHx8vPhRY010dHTQunVr5Ofn49SpUxg+fLjE8Vu3bsHS0hLGVZN0Qgh5h1GyowyVg5GDgrjBygD3Z1AQV17TtPRGYGNjgytXruDhw4fIzc0VDyw+fPgw7Ozsajzv5s2b4PF44nEht2/fhre3NwoKCuDv7y9uw83NTdyOvb09HB0dceTIESQmJuKjjz6Cs7MzNmzYADUpyVxtMfj5+WHbtm3YvXs3bt++jZkzZ6K4uBhTpkypMWZPT08kJiZK7d2JjY0FIN/g5JpiLCoqEicpAJCamor4+HikpaXJdFxPTw8ODg4SLx0dHRgZGcHBwUF8nU2bNklMiz916hROnjyJ1NRUnDlzBgMHDoSdnV21z+T8+fMY0oQfoRJCSGNTfdMBNAtCoWSiU6nyvQI9K8qyYMEC+Pj4oHPnzigtLUVqaipsbGwgEAiQnJxc43nx8fGws7PD119/jU8++QQCgQCenp6IioqCoaEhAODGjRsSj7kSExMxfvx4HDhwAD/88APGjRtXa2y1xeDt7Y2cnBwEBAQgMzMTzs7OOHnyZLVBy1V17doV3bt3xx9//IEvvvhC4lhcXBxMTU1rHcAsa4wxMTEYOHCg+L2fnx8AwMfHB7t27arzuKxyc3Nx//59iVgWL16MJ0+eoGXLlvjkk0+wcuVKiUTyxYsXOHLkCE6ePCnXfRJCSHPGY6zqvOp3T25uLmJiYtC/f3/o6Oi86XCaDF9fX+Tn52Pfvn011lm3bh0yMjKwdu1aREZGYujQoRAIBAgNDUVMTIz4F/uNGzdkWjRPGf7++28sXLgQt27dqjZwtzaRkZHYtGkTDh482IDRNbzNmzfj8OHDcq8K3dS9ePECqampsLW1lWtQNyGk+SosLISBgQEEAkGdk2foMRaRKj4+vs4EZeLEiYiIiICTkxOOHTuGHj16QF1dHVOmTEFBQQHs7Ozg5OTUqKv5enl5YcaMGXJNjR88eDDGjBmDEydOwNLSsta1fJo6NTU1bNy48U2HQQghTQr17FDPTjWMMRgYGGD//v348MMPa6xXXFwMHR0diEQiLFq0CB07dsT06dMbMVLyrqCeHULI6+Tp2aExO6QaHo+HwsLCOuutXbsWBw8ehKqqKry8vDBt2rRGiI4QQgiRDyU7RGGBgYEIbMBNTgkhhBBloDE7hBBCCGnWKNkhhBBCSLNGyQ4hhBBCmjVKdgghhBDSrFGyQwghhJBmjZIdQgghhDRrlOwQQgghpFmjZIcQQgghzRolO4QQQghp1ppksvPTTz/BxsYGmpqa6NWrF65evVpj3V27doHH40m8aO8cQgghhFRqcslOWFgY/Pz8sHTpUsTGxsLJyQmenp7Izs6u8Rx9fX1kZGSIX48ePWrEiElTIU+SLOs5wcHB6NGjB/T09NCqVSuMGDECycnJDXULhBBCGkCTS3bWrVuH6dOnY8qUKejcuTO2bNkCbW1t7Nixo8ZzeDwezMzMxC9TU9NGjLhpKS8vf9MhvBGKJMmynBMVFQVfX19cvnwZZ86cQUVFBYYMGYLi4uLGuC1CCCFK0KSSnfLycly/fh2DBw8Wl6moqGDw4MGIjo6u8byioiJYW1vDysoKw4cPR2JiYo11y8rKUFhYKH4VFRUp9R6ePHmCiIgIPHnyRKnt1sTDwwOzZ8/GvHnzYGxsDE9PT5w8eRL9+vWDoaEhjIyM8NFHH+H+/fvic44fPw5DQ0MIhUIAQHx8PHg8Hr755htxnWnTpmHixIkyx5GZmQkej4cNGzagW7du0NTURJcuXXDhwgXl3WwtFEmSZTnn5MmTmDx5Mrp06QInJyfs2rULaWlpuH79emPcFiGEECVoUslObm4uhEJhtZ4ZU1NTZGZmSj2nU6dO2LFjB44ePYo9e/ZAJBKhT58+NSYbwcHBMDAwEL88PDyq1WGMobi4WO7Xzz//DGtra7z33nuwtrbGzz//LHcbjDG5P7fdu3dDXV0dFy9exJYtW1BcXAw/Pz/ExMQgPDwcKioqGDlyJEQiEQCgf//+eP78OeLi4gBwvRfGxsaIjIwUtxkVFSX+bCrHRdUmPj4eALBjxw6EhIQgPj4ebdq0wYQJE8TXrY/aYlAkSVY0sRYIBACAli1bKnIbhBBC3gDVNx1Afbm5ucHNzU38vk+fPrC3t8fWrVuxfPnyavUXL14MPz8/8fu8vDzcuXNHok5JSQl0dXXrFZdIJIKvry98fX3lOq+oqAg6OjpyndOhQwd899134vedOnWSOL5jxw6YmJggKSkJDg4OMDAwgLOzMyIjI+Hq6orIyEjMnz8fy5YtQ1FREQQCAe7duwd3d3cAgIGBQbU2X5eQkAA1NTUcPXoUNjY2AIAVK1bA1dUV6enpsLKykuueXldbDLUlya9/b+tzjkgkwrx589C3b184ODgocBeEEELehCbVs2NsbAw+n4+srCyJ8qysLJiZmcnUhpqaGrp164Z79+5JPa6hoQF9fX3xq75JTVPg4uIi8T4lJQXjxo1D27Ztoa+vL04+0tLSxHXc3d0RGRkJxhjOnz+PUaNGwd7eHhcuXEBUVBTMzc3RoUMHAMDIkSNrTAAqxcfHY9SoUeJrAdzAcWWRJYaG5uvri1u3bmH//v1vNA5CCCHyaVLJjrq6OlxcXBAeHi4uE4lECA8Pl+i9qY1QKMTNmzfRunVrhePQ1tZGUVGRXK/k5GSoqEh+nHw+H8nJyXK1o62tLXe8r/cEDRs2DHl5edi2bRuuXLmCK1euAJAcvOzh4YELFy6Ie2Ts7Ozg4eGByMhIREVFiXt1ZBUfHw9nZ2eJsujoaBgbG8PCwkJcx83NDU5OTlizZg08PT0BcMmZl5cXXFxcMGDAgFoHFUujSJIs7zmzZ8/G8ePHERERAUtLS7niI4QQ8mY1qWQHAPz8/LBt2zbs3r0bt2/fxsyZM1FcXIwpU6YAACZNmoTFixeL6wcFBeH06dN48OABYmNjMXHiRDx69AjTpk1TOAYejwcdHR25Xh07dkRoaCj4fD4ALtHZunUrOnbsKFc7dY2NqcuzZ8+QnJwMf39/DBo0CPb29sjPz69Wr3Lczvr168WJTWWyExkZKXUsU01KS0uRkpIiHvAMcElqSEgIfHx8oKKigoqKCkyePBk7d+5EQkICLl68CEdHR5SVlWHWrFnYunUrrl+/jvHjxyM0NFSue1YkSZb1HMYYZs+ejcOHD+PcuXOwtbWVKzZCCCFNAGuCNm7cyNq0acPU1dVZz5492eXLl8XH3N3dmY+Pj/j9vHnzxHVNTU3Zhx9+yGJjY2W+Vk5ODvvnn39YUVGRUmJ//Pgxi4iIYI8fP1ZKe3Vxd3dnc+fOFb8XCoXMyMiITZw4kaWkpLDw8HDWo0cPBoAdPnxY4lxnZ2fG5/PZ5s2bGWOMPXv2jKmpqTEA7M6dO+J6hw4dYp06daoxhitXrjBVVVVmZ2fHLl26xJKSktjo0aOZra0ty8/PZ4wxFhYWxr788kvxOV9//TX79ddf2f79+1nr1q2Zk5MTc3JyYnZ2dmz16tXVrlFXDPv372caGhps165dLCkpic2YMYMZGhqyzMxMxhj3M/Xee+/JdQ5jjM2cOZMZGBiwyMhIlpGRIX6VlJTUGAtRvtLSUpaUlMRKS0vfdCiEkCZCIBAwAEwgENRZt0kmO41J2clOY3s92WGMsTNnzjB7e3umoaHBHB0dWWRkpNRkZ+7cuQwAu337trjMycmJmZmZSdTbuXMnqy0v3rp1K3NwcGC//vora926NdPW1mYjR45kaWlp4jrffvst27Jli/i9l5cXi4+PZ99++y3bt29fnfdZVwyM1Z4kL126lFlbW8t1DmOMAZD62rlzZ50xE+WhZIcQ8jp5kh0eYwrMdW5GcnNzERMTg/79+8s9C4pwfH19kZ+fj3379tVYZ926dcjIyMDatWsRGRmJoUOHQiAQIDQ0FDExMdi1axcA4MaNG3B0dGykyMnb4sWLF0hNTYWtrS1tB0MIAQAUFhbCwMAAAoGgzgkxTW7MDnn7xMfH15mgTJw4EREREXBycsKxY8fQo0cPqKurY8qUKSgoKICdnR2cnJywZ8+eRoqaEELIu+KtX2eHvFmMMdy8eRPffvttrfV0dHQQExMDkUiERYsW4bPPPhOXHzlypBEiJYQQ8q6iZIfUC4/HQ2FhYZ311q5di4MHD0JVVRVeXl71mi1HCCGEyIOSHdIoAgMDERgY+KbDIIQQ8g6iMTuEEEIIadYo2SGEEEJIs0bJDiGEEEKaNUp2CCGEENKsUbJDCCGEkGaNkh1CCCGENGuU7BBCCCGkWaNkhxBCCCHNGiU7hBBCCGnWKNkhhBBCSLNGyc5bjjGGGTNmoGXLluDxeDA0NMS8efPedFjNzrNnz9CqVSs8fPjwTYeidGPHjsUPP/zwpsMghJAGQ8nOW+7kyZPYtWsXjh8/joyMDNy9exfLly8XH/fw8Hhrk5+ffvoJNjY20NTURK9evXD16tV6nxMcHIwePXpAT08PrVq1wogRI5CcnFxnuytXrsTw4cNhY2MDADh16hR4PF6tr9OnT8t1v8+fP8e8efNgbW0NLS0t9OnTB9euXRMfFwqFWLJkCWxtbaGlpYV27dph+fLlYIzV2KYs9+vv74+VK1dCIBDIFS8hhLwtKNlRgsDAQIkEo6rly5c36AaY9+/fR+vWrdGnTx+YmZmhVatW0NPTa7DrNZawsDD4+flh6dKliI2NhZOTEzw9PZGdnV2vc6KiouDr64vLly/jzJkzqKiowJAhQ1BcXFxjuyUlJdi+fTumTp0qLhswYAAyMjLELyMjIyxZskSibNCgQXLd87Rp03DmzBn89ttvuHnzJoYMGYLBgwcjPT0dALBmzRps3rwZmzZtwu3bt7FmzRp899132LhxY41tynK/Dg4OaNeuHfbs2SNXvIQQ8tZg77icnBz2zz//sKKiIoXbCAoKYgBYUFCQTOXK4uPjwwCIX9bW1szd3Z3NnTtX6nEALDU1Veb2MzIyGAAWEhLCnJ2dmYaGBuvcuTM7f/58g9xPVT179mS+vr7i90KhkJmbm7Pg4GClnpOdnc0AsKioqBrrHDhwgJmYmNR4/MmTJwwAO336dI116lJSUsL4fD47fvy4RHn37t3Zt99+yxhjzMvLi33++ecSx0eNGsUmTJgg83Vqut9ly5axfv36KRh9wystLWVJSUmstLT0TYdCCGkiBAIBA8AEAkGddalnpxbFxcUoLi6WeExQXl6O4uJilJWVicuWLFkCf39/BAQEICgoCADXoxMQEAB/f38sXLhQarsikUhcVlFRIXd8GzZsQFBQECwtLZGRkSHxyKPyuJubG6ZPny7ubbCysgIA7Nq1Czwer9b24+PjAQA7duxASEgI4uPj0aZNG0yYMEEidkXVFEN5eTmuX7+OwYMHi8tUVFQwePBgREdHS21LkXMAiB/dtGzZssY658+fh4uLS43H4+LiAADdu3evsc7rXr/3ly9fQigUQlNTU6KelpYWLly4AADo06cPwsPDcffuXQBAQkICLly4gKFDh8p83Zrut2fPnrh69arEzzUhhDQXlOzUQldXF7q6usjNzRWXrV27Frq6upg9e7ZE3XXr1gEAli5dCg0NDQQEBGDo0KFYsWKFxOMPALCxsYGuri5u374tLtu1a5fc8RkYGEBPTw98Ph9mZmYwMTGpdlxdXR3a2towMzODmZkZ+Hy++FinTp1qbT8hIQFqamo4evQo3N3dYWdnhxUrViAtLU38aKU+aoohNzcXQqEQpqamEuWmpqbIzMyU2pYi54hEIsybNw99+/aFg4NDjXE+evQI5ubmNR6PjY2FlZUVjIyMJMpHjhyJFi1aYPTo0dXOef3e9fT04ObmhuXLl+Pp06cQCoXYs2cPoqOjkZGRAQD45ptvMHbsWNjZ2UFNTQ3dunXDvHnzMGHChBpjk/V+zc3NUV5eXuNnRQghbzNKdpRMXV0d5eXlUFdXx5AhQ950ODUaOXIk7ty5U2ud+Ph4jBo1SjwoFwD09fUbNYaG5Ovri1u3bmH//v211istLa3W41JVbGys1F6duXPn4tdff5V6jrR7/+2338AYg4WFBTQ0NPDjjz9i3LhxUFHh/pr+8ccf2Lt3L/bt24fY2Fjs3r0b33//PXbv3l3XrQKo/X61tLQAcOOTCCGkuaFkpxZFRUUoKiqCsbGxuGzhwoUoKirCpk2bJOpmZ2fD399fnOiUl5ejoKAARUVF2L59u0Tdhw8foqioCPb29uKyyZMnN+i9KCI+Ph7Ozs4SZdHR0TA2NoaFhYW4jpubG5ycnLBmzRp4enoCAFJSUuDl5QUXFxcMGDCg1oHFrzM2Ngafz0dWVpZEeVZWFszMzJRyzuzZs3H8+HFERETA0tKyznjy8/NrPF5TsuPh4SHXYPF27dohKioKRUVFePz4Ma5evYqKigq0bdsWAPezV9m707VrV3z22WeYP38+goOD62y7rvvNy8sDgGq9g4QQ0hxQslMLHR0d6OjoSIytUFdXh46ODjQ0NCTqrlu3DitWrEBQUBDKysoQFBSEZcuWYd26ddV6BSrbrfwfOwCoqak1yD2oq6tDKBTKfV5paSlSUlIkzhWJRAgJCYGPjw9UVFRQUVGByZMnY+fOnUhISMDFixfh6OiIsrIyzJo1C1u3bsX169cxfvx4hIaGyhWzi4sLwsPDJa4dHh4ONze3ep3DGMPs2bNx+PBhnDt3Dra2tnXG061bNyQlJUk9lpubi8ePH8s1XqcuOjo6aN26NfLz83Hq1CkMHz4cANfrUvVnBgD4fH6t46dkvd9bt27B0tJSIrEnhJDmgpIdJagcjBwUFIQlS5YA4AYtBwUFISAgoMZp6Y3BxsYGV65cwcOHD5Gbmyv+xXj48GHY2dnVeN7NmzfB4/HE40Zu374Nb29vFBQUwN/fX9yGm5ubuB17e3s4OjriyJEjSExMxEcffQRnZ2ds2LBBajJXWwx+fn7Ytm0bdu/ejdu3b2PmzJkoLi7GlClTxHU2bdokMb1blnN8fX2xZ88e7Nu3D3p6esjMzERmZiZKS0tr/Cw8PT2RmJgotXcnNjYWgHyDk2u691OnTuHkyZNITU3FmTNnMHDgQNjZ2YnjHzZsGFauXIm///4bDx8+xOHDh7Fu3TqMHDmyxs9E1vs9f/58k37sSggh9aH6pgNoDoRCoUSiU6nyvSI9K8qyYMEC+Pj4oHPnzigtLUVqaipsbGwgEAhqXUwvPj4ednZ2+Prrr/HJJ59AIBDA09MTUVFRMDQ0BADcuHFD4jFXYmIixo8fjwMHDuCHH37AuHHjao2tthi8vb2Rk5ODgIAAZGZmwtnZGSdPnpQYgJybm4v79+/Ldc7mzZsBcI+Yqtq5c2eNjxK7du2K7t27448//sAXX3whcSwuLg6mpqa1DmCWRtq9CwQCLF68GE+ePEHLli3xySefYOXKleJEcePGjViyZAlmzZqF7OxsmJub44svvkBAQECNn4ks9/vixQscOXIEJ0+elOseCCHkbcFjrJblV98Bubm5iImJQf/+/aGjo/Omw2kyfH19kZ+fj3379tVYZ926dcjIyMDatWsRGRmJoUOHQiAQIDQ0FDExMeIZZjdu3ICjo2MjRd4w/v77byxcuBC3bt2q9iipNpGRkdi0aRMOHjzYgNHVz+bNm3H48GG5V3xuTC9evEBqaipsbW1rHSxOCHl3FBYWwsDAAAKBoM7JM/QYi0gVHx9fZ4IyceJEREREwMnJCceOHUOPHj2grq6OKVOmoKCgAHZ2dnBycmoWK/N6eXlhxowZck25Hzx4MMaMGYMTJ07A0tKy1vV+3iQ1NbVaV2EmhJC3XYP27Hh7eyMsLKyhmlcK6tmpjjEGAwMD7N+/Hx9++GGN9YqLi6GjowORSIRFixahY8eOmD59eiNGSt4V1LNDCHmdPD07DTpm5/UVfcnbgcfjobCwsM56a9euxcGDB6GqqgovLy9MmzatEaIjhBBC5FPvZMff3x8ODg5wcHCAnZ0dVFVpzPO7IjAwsEE3OSWEEEKUod6ZiZGREc6cOYP169cjJSUF5ubm6NKlCxwcHFBUVKSMGAkhhBBCFFbvZGf+/PkS71NTU3Hr1i3cunUL77//fn2bJ4QQQgipF7mTncmTJ+Pnn3+Gtra21OO2trawtbXFsGHD6h0cIYQQQkh9yT31/LfffpN4PDVz5kwUFBRI1Hn58mW9AyOEEEIIUQa5k53XZ6rv3btXvIkgwG28qMydsQkhhBBC6qPeiwpKW6bnxYsX9W2WEEIIIUQpGmQF5aq7hBNCCCGEvEkKJTv79u1DbGwsKioqlB0PIYQQQohSyT0bq3///li6dCmeP38ONTU1vHz5EkuXLkXfvn3h7OwMExOThoiTEEIIIUQhcic7UVFRAICUlBRcv34dsbGxiI2Nxf/+9z8UFBTQIyxCCCGENCkKLyrYoUMHdOjQAWPHjhWXpaamIiYmBnFxcUoJjrw9GGP44osvcPDgQeTn5yMuLg7z5s2Ds7MzQkJC3nR4hBBC3mFKHaBsa2uLMWPGYNWqVcpslrwFTp48iV27duH48ePIyMiAg4PDmw5JaX766SfY2NhAU1MTvXr1wtWrV+t9TnBwMHr06AE9PT20atUKI0aMQHJyckPdAiGEvNMaZDbWu0ooBCIjgd9/5/4UChs/hvLy8sa/KID79++jdevW6NOnD8zMzJrNhrBhYWHw8/PD0qVLERsbCycnJ3h6eiI7O7te50RFRcHX1xeXL1/GmTNnUFFRgSFDhqC4uLgxbosQQt4t7B2Xk5PD/vnnH1ZUVFSvdv78kzFLS8aAVy9LS668Ibm7uzNfX182d+5cZmRkxDw8PNg///zD+vbtywwMDFjLli2Zl5cXu3fvnvicv/76ixkYGLCXL18yxhiLi4tjANiiRYvEdaZOncomTJggUww+Pj4MgPhlbW0tEZuvry/T19dnRkZGzN/fn4lEIrnuMSMjgwFgISEhzNnZmWloaLDOnTuz8+fPy9WOInr27Ml8fX3F74VCITM3N2fBwcFKPSc7O5sBYFFRUcoJvJkpLS1lSUlJrLS09E2HQghpIgQCAQPABAJBnXWpZ0cJDh0CRo8GnjyRLE9P58oPHWrY6+/evRvq6uq4ePEitmzZguLiYvj5+SEmJgbh4eFQUVHByJEjIRKJAHAz6p4/fy4eWxUVFQVjY2NERkaK24yKioKHhwcAYNeuXbUOPN+wYQOCgoJgaWmJjIwMXLt2TSI2VVVVXL16FRs2bMC6devwyy+/yHV/8fHxAIAdO3YgJCQE8fHxaNOmDSZMmCC+p/qo6f7Ky8tx/fp1DB48WFymoqKCwYMHIzo6WmpbipwDAAKBAADQsmVLRW+DEEJIDRR+1uDj44OpU6diwIAByoynSWAMKCmRra5QCHz1FXeOtHZ4PGDuXGDwYIDPr7s9bW3uHHl06NAB3333nfh9p06dJI7v2LEDJiYmSEpKgoODAwwMDODs7IzIyEi4uroiMjIS8+fPx7Jly1BUVASBQIB79+7B3d0dAGBgYFCtzaoMDAygp6cHPp8PMzMziWNWVlZYv349eDweOnXqhJs3b2L9+vWYPn26zPeXkJAANTU1HD16FDY2NgCAFStWwNXVFenp6bCyspK5rZril3Z/ubm5EAqFMDU1lSg3NTXFnTt3pLalyDkikQjz5s1D3759m9VYJ0IIaSoU7tkRCAQYPHgwOnTogFWrViE9PV2Zcb1RJSWArq5sLwMDrgenJoxxPT4GBrK1J2uSVZWLi4vE+5SUFIwbNw5t27aFvr6+OEFIS0sT13F3d0dkZCQYYzh//jxGjRoFe3t7XLhwAVFRUTA3N0eHDh0AACNHjqzxF3VdevfuLdFr4ubmhpSUFAjlGNAUHx+PUaNGie8DgFL3X6vP/SmDr68vbt26hf3797+xGAghpDlTONk5cuQI0tPTMXPmTISFhcHGxgZDhw7FwYMHaWXlRqajoyPxftiwYcjLy8O2bdtw5coVXLlyBYDk4GUPDw9cuHBB3GtiZ2cHDw8PREZGIioqStyr0xTEx8fD2dlZoiw6OhrGxsawsLBAfHw83Nzc4OTkhDVr1sDT01NcLyUlBV5eXnBxccGAAQNqHVj8OmNjY/D5fGRlZUmUZ2VlVevBUvSc2bNn4/jx44iIiIClpaXMsRFCCJFdvcbsmJiYwM/PDwkJCbhy5Qrat2+Pzz77DObm5pg/fz5SUlKUFWej0tYGiopke504IVubJ07I1p62dv1if/bsGZKTk+Hv749BgwbB3t4e+fn51epVjttZv369OLGpTHYiIyPF43XqqzLRqnT58mV06NABfFme6QEoLS2t1hMkEokQEhICHx8fCIVCTJ48GTt37kRCQgIuXrwIR0dHAEBZWRlmzZqFrVu34vr16xg/fjxCQ0Nljl1dXR0uLi4IDw+XuHZ4eDjc3NzqdQ5jDLNnz8bhw4dx7tw52NrayhwXIYQQ+ShlgHJGRgbOnDmDM2fOgM/n48MPP8TNmzfRuXNnrF+/Xu72FFnXBAD2798PHo+HESNGyH3Nqng8QEdHtteQIYClZc3jbHg8wMqKqydLe/VdgLpFixYwMjJCaGgo7t27h3PnzsHPz09qPUdHR+zdu1ec2AwYMACxsbG4e/euRM/O4cOHYWdnp1A8aWlp8PPzQ3JyMn7//Xds3LgRc+fOlfn8mzdvgsfjYc+ePYiOjsbt27fh7e2NgoIC+Pv74/Dhw3BzcxPHZ29vL052jhw5gsTERHz00UdwdnbGhg0boKamVu0atd2fn58ftm3bht27d+P27duYOXMmiouLMWXKFHGdTZs2YdCgQXKd4+vriz179mDfvn3Q09NDZmYmMjMzUVpaKvNnQwghREaKTvkqLy9nBw8eZF5eXkxNTY25uLiwzZs3S0wBO3ToEDM0NJSr3f379zN1dXW2Y8cOlpiYyKZPn84MDQ1ZVlZWreelpqYyCwsL1r9/fzZ8+HCZr6eMqed//skYj8e9qk49ryxryOnn7u7ubO7cuRJlZ86cYfb29kxDQ4M5OjqyyMhIBoAdPnxYot7cuXMZAHb79m1xmZOTEzMzM5Oot3PnTlbXj8r69evFU86rxjZr1iz25ZdfMn19fdaiRQv2v//9T2LqeV1tb926lTk4OLBff/2VtW7dmmlra7ORI0eytLQ0xhhj3377LduyZYu4vpeXF4uPjxcf27dvX61xyxLDxo0bWZs2bZi6ujrr2bMnu3z5ssTxpUuXVrv3us5Blan6VV87d+6sM953EU09J4S8Tp6p5wonO0ZGRqxFixZs1qxZLC4uTmqd/Px8ZmNjI1e7iqxR8vLlS9anTx/2yy+/MB8fn0ZPdhiTvs6OlVXDr7PztgsICGDu7u41Hp81axYbN25cjcd/+OEHtmDBAsYYYxEREUxTU5OVlZUxxriEw8fHR1w3ISFBKTGTxkfJDiHkdY2yzs769evx9OlT/PTTT9UGj1YyNDREamqqzG0qukZJUFAQWrVqhalTp9Z5jbKyMhQWFopfRUVFMsdXm1GjgIcPgYgIYN8+7s/UVK6c1Oyff/6RmDb/uvj4ePFjKWkmTpyIiIgIODk54dixY+jRowfU1dUBAFOmTEFBQQHs7Ozg5OSEPXv2KD1+QgghTZ/C6+y4u7tDQ0OjWjljDI8fP0abNm3kblORNUouXLiA7du3ixeeq0twcDCWLVsmfm9tbY0tW7bIHas0fD6gpHG974zaxmMxxnDz5k18++23NdbR0dFBTEwMRCIRFi1ahM8++0zi2JEjR5QZLiGEkLeQwj07tra2yMnJqVael5fXaDNLnj9/js8++wzbtm2DsbGxTOcsXrwYAoFA/Kq6ajBpWng8HgoLC/Hhhx/WWGft2rVwcHBA9+7doa6ujmnTpjVihIQQQt4GCvfsMMakLrFfVFQETU1NhdqUd42S+/fv4+HDhxg2bJi4rHL7AFVVVSQnJ6Ndu3YS52hoaEj0SL2pjTOJcgQGBiIwMPBNh0EIIaQJkzvZqZzGzOPxsGTJEmhXWRhGKBTiypUrNY7hqUvVNUoqp49XrlEye/bsavXt7Oxw8+ZNiTJ/f388f/4cGzZsqPc2AoQQQgh5+8md7FRuHlk5nqJyMCjAJStOTk5YsGCBwgH5+fnBx8cHrq6u6NmzJ0JCQiTWKJk0aRIsLCwQHBwMTU3NansJGRoaAgDtMUQIIYQQAAokOxEREQC4mS4bNmxQ6h5FAODt7Y2cnBwEBAQgMzMTzs7OOHnypHjQclpaGlRUaLN2QgghhMiGx5i0/brfHbm5uYiJiUH//v2r7TFFCGkaXrx4gdTUVNja2io8JpAQ0rwUFhbCwMAAAoGgzo4XuXp2/Pz8sHz5cujo6EjdgqCqdevWydM0IYQQQkiDkCvZiYuLE+9oXjl2Rxpps7QIIYQQQt4EuZKdyvE6r39NCCGEENJU0UhfQgghhDRrco/ZkRWN2SGEEEJIUyD3mB1CCCGEkLeJwmN2CCGEEELeBg0y9ZzH4+GHH36od3CkbowxfPHFFzh48CDy8/NhYGCAyZMnIyQkROltx8XFYd68eXB2dlZK+4Tz7Nkz2Nvb4+rVq7CxsXnT4TS6sWPHokePHvi///u/Nx0KIaSZkmuA8utTz2t7kcZx8uRJ7Nq1C8ePH0dGRgbu3r2L5cuXi497eHhg3rx5Smm7OW3B8dNPP8HGxgaampro1asXrl69Wu9zgoOD0aNHD+jp6aFVq1YYMWIEkpOT62x35cqVGD58OGxsbHDq1CnweLxaX6dPn5brXv/9918MGzYM5ubm4PF4OHLkiEL3BwDp6emYOHEijIyMoKWlha5duyImJqbW69fVrr+/P1auXAmBQCDXfRFCiKxo6rkSBAYCfD6wZEn1Y8uXA0IhV6ch3L9/H61bt0afPn3eqrbfpLCwMPj5+WHLli3o1asXQkJC4OnpieTkZLRq1Urhc6KiouDr64sePXrg5cuX+N///ochQ4YgKSmpxtW5S0pKsH37dpw6dQoAMGDAAGRkZIiPOzg4YNasWZg1a5a4zMTERK77LS4uhpOTEz7//HOMGjVK4fvLz89H3759MXDgQPzzzz8wMTFBSkoKWrRoUeO1ZWnXwcEB7dq1w549e+Dr6yvXvRFCiEyYEohEIiYSiZTRVKPLyclh//zzDysqKlK4jaAgxgDuT1nKlcXHx4cBEL+sra2Zu7s7mzt3rtTjAFhqaqrCbTPGmLu7O/P19WW+vr5MX1+fGRkZMX9/f7m+/xkZGQwACwkJYc7OzkxDQ4N17tyZnT9/Xs5PQDE9e/Zkvr6+4vdCoZCZm5uz4OBgpZ6TnZ3NALCoqKga6xw4cICZmJhIPfbkyRMGgJ0+fbq225ELAHb48OFq5bLc36JFi1i/fv3kup6sn9uyZctqbbu0tJQlJSWx0tJSua5PCGm+BAIBA8AEAkGddeu1zs727dvh4OAATU1N8Q7kv/zyS32abFKKi7lX1d3Dysu5srKyV2VLlgD+/kBAABAUxJUtX8699/cHFi6U3q5I9Krsv6eDctmwYQOCgoJgaWmJjIwMXLt2rdpxNzc3TJ8+HRkZGcjIyICVlRUAYNeuXbWudF1b27t374aqqiquXr2KDRs2YN26dXJ93+Pj4wEAO3bsQEhICOLj49GmTRtMmDABoqofioJqu7fy8nJcv34dgwcPFpepqKhg8ODBiI6OVto5AMSPZVq2bFljnfPnz8PFxUXqscrHwd27d6/x/NfV9X2VRtb7O3bsGFxdXTFmzBi0atUK3bp1w7Zt2+rdLgD07NkTV69eRVnVv1iEEKIkCic7AQEBmDt3LoYNG4YDBw7gwIEDGDZsGObPn4+AgABlxvjG6Opyr9zcV2Vr13Jls2dL1q1cVmjpUkBDg0t0hg4FVqwApk6VrGtjw7Vx+/arsl275I/PwMAAenp64PP5MDMzq/Z4w8DAAOrq6tDW1oaZmRnMzMzA5/PFxzp16qRQ21ZWVli/fj06deqECRMmYM6cOVi/fr3McSckJEBNTQ1Hjx6Fu7s77OzssGLFCqSlpSE9PV3OT0F67DXdW25uLoRCIUxNTSXKTU1NkZmZqbRzRCIR5s2bh759+9Y61unRo0cwNzeXeiw2NhZWVlYwMjKqdmzkyJFo0aIFRo8eLVFe1/dVGlnv78GDB9i8eTM6dOiAU6dOYebMmfjqq6+we/fuerULAObm5igvL6/x8ySEkPpQONnZvHkztm3bhuDgYHz88cf4+OOPERwcjNDQUPz888/KjPGtoq7O9f6oqwNDhrzpaGo2cuRI3LlzR6Fze/fuLdF74ObmhpSUFAiFQpnOj4+Px6hRoyRmHtW1Y6086nNvyuLr64tbt25h//79tdYrLS2tcRfv2NjYGnt15s6di19//bVaeUPeu0gkQvfu3bFq1Sp069YNM2bMwPTp07Fly5Z6t62lpQWAG8NECCHKpnCyU1FRAVdX12rlLi4uePnyZb2CaiqKiriXsfGrsoULubJNmyTrZmdzj6wqE53ycqCggKu7fbtk3YcPuXJ7+1dlkyc30E00QfHx8XB2dpYoi46OhrGxMSwsLMR13Nzc4OTkhDVr1sDT0xMAkJKSAi8vL7i4uGDAgAHIzs6W69rGxsbg8/nIysqSKM/KyoKZmZlSzpk9ezaOHz+OiIgIWFpa1hlPfn6+1GO1JTseHh7Q09OrtW1ZyXp/rVu3RufOnSXq2NvbIy0trV7tAkBeXh4A+QdfE0KILBROdj777DNs3ry5WnloaCgmTJhQr6CaCh0d7lV1CIS6OlemoSFZd9067pFVUBA3nicoCFi2jCt//T/ule2qVPn01dQa5h7U1dVl7nGR1ZUrVyTeX758GR06dBA/IqtNaWlptV4gkUiEkJAQ+Pj4QEVFBRUVFZg8eTJ27tyJhIQEXLx4EY6OjigrK8OsWbOwdetWXL9+HePHj0doaKhcsaurq8PFxQXh4eES1w8PD4ebm1u9zmGMYfbs2Th8+DDOnTsHW1vbOuPp1q0bkpKSqpXn5ubi8ePHco3XUZSs99e3b99qU+nv3r0La2vrerULALdu3YKlpSWMq/7PghBClESuZMfPz0/84vF4+OWXX+Dg4IBp06Zh2rRp6Nq1K7Zt2wYVlXdrf9HKwchBQa+mny9Zwr0PCOCOvyk2Nja4cuUKHj58iNzcXPEA4MOHD8POzk6hNtPS0uDn54fk5GT8/vvv2LhxI+bOnSvTuTdv3gSPx8OePXsQHR2N27dvw9vbGwUFBfD39xfH5ubmJo7P3t4ejo6OOHLkCBITE/HRRx/B2dkZGzZsgJqULLGue/Pz88O2bduwe/du3L59GzNnzkRxcTGmTJkirrNp0yYMGjRIrnN8fX2xZ88e7Nu3D3p6esjMzERmZiZKS0trjMXT0xOJiYnVendiY2MByDc4uaZ7LyoqQnx8vHhgeGpqKuLj4yV6ZGS5v/nz5+Py5ctYtWoV7t27h3379iE0NFRiurginxvADdQe0pSf+xJC3mr12hurchbJ/fv3AXDd1sbGxkhMTFRSeG8HoVAy0alU+V7JHStyWbBgAXx8fNC5c2eUlpYiNTUVNjY2EAgEMi14J82kSZNQWlqKnj17gs/nY+7cuZgxYwYAbjbQlClTwKpOYasiPj4ednZ2+Prrr/HJJ59AIBDA09MTUVFRMDQ0BADcuHFD4jFXYmIixo8fjwMHDuCHH37AuHHjao2vrnvz9vZGTk4OAgICkJmZCWdnZ5w8eVJiIG1ubq7451rWcyp7Oj08PCSut3PnTkyu4Tll165d0b17d/zxxx/44osvxOVxcXEwNTWtcfByTaTde0xMDAYOHCh+X7n6uY+PD3b9NzJelvvr0aMHDh8+jMWLFyMoKAi2trYICQmR6MlV5HN78eIFjhw5gpMnT8p1r4QQIiseq+m30jsiNzcXMTEx6N+/f40LvxHZLV26FFFRUYiMjJR63NfXF/n5+di3b1+Nbaxbtw4ZGRlYu3YtIiMjMXToUAgEAoSGhiImJkb8C/rGjRtwdHRsgLtoXH///TcWLlyIW7duydUrGhkZiU2bNuHgwYMNGF3D27x5Mw4fPlzrytAvXrxAamoqbG1taxzQTQh5txQWFsLAwAACgaDOSS7v1vMm0uD++ecffPfddzUej4+PrzNBmThxIiIiIuDk5IRjx46hR48eUFdXx5QpU1BQUAA7Ozs4OTlhz549yg7/jfDy8sKMGTPkmnY/ePBgjBkzBidOnIClpWWt6/00dWpqati4ceObDoMQ0ozVu2cnKSkJaWlpKC8vlyj/+OOP6xVYY6GencbDGIOBgQH279+PDz/8sMZ6xcXF0NHRgUgkwqJFi9CxY0dMnz69ESMlTQ317BBCXidPz45cY3aqevDgAUaOHCkecFqZM1Wuv6LsGUDk7cfj8VBYWFhnvbVr1+LgwYNQVVWFl5cXpk2b1gjREUIIaa4Ufow1d+5c2NraIjs7G9ra2khMTMS///4LV1fXGsdrECKLwMBA3Lp1C/Hx8Vi5cqXc2x8QQgghVSncsxMdHY1z587B2NgYKioqUFFRQb9+/RAcHIyvvvqq2swtQgghhJA3QeGeHaFQKF7B1djYGE+fPgUAWFtbKzylmRBCCCFE2RTu2XFwcEBCQgJsbW3Rq1cvfPfdd1BXV0doaCjatm2rzBgJIYQQQhSmcLLj7++P4uJiAEBQUBA++ugj9O/fH0ZGRggLC1NagIQQQggh9aFwslO5MSMAtG/fHnfu3EFeXh5atGjx1g0oZYzVuOIvIeTNo7+fhJD6UMqigpXJQsuWLd+6RIfP56O8vLzW/YsIIW9WSUkJAEjdC40QQuqicM8OAGzfvh3r169HSkoKAKBDhw6YN2/eW7UuCp/Px7Fjx9C+fXuoqKhAW1v7rUvYCGmuGGMoKSlBdnY2DA0Nwefz33RIhJC3kMIrKAcEBGDdunWYM2cO3NzcAHDT0Tdt2oT58+cjKChIqYE2lMLCQhgaGuLBgwfUu0NIE2VoaAgzMzP6jwghREyeFZQVTnZMTEzw448/VtuB+vfff8ecOXOQm5urSLONruqHpaOjg4qKijcdEiGkCjU1NerRIYRU0yjbRVRUVMDV1bVauYuLC16+fKlos28Un8+nf1QJIYSQZkbhAcqfffYZNm/eXK08NDQUEyZMqFdQhBBCCCHKIlfPjp+fn/hrHo+HX375BadPn0bv3r0BAFeuXEFaWhomTZqk3CgJIYQQQhQkV7Lz+n5XLi4uAID79+8D4LaNMDY2RmJiopLCI4QQQgipH7mSnYiIiIaKgxBCCCGkQdRrnZ2CggJs374dt2/fBgB06dIFn3/+OQwMDJQSHCGEEEJIfSk8QDkmJgbt2rXD+vXrkZeXh7y8PKxbtw7t2rVDbGysMmMkhBBCCFGYwuvs9O/fH+3bt8e2bdugqsp1EL18+RLTpk3DgwcP8O+//yo10IYizzx9QgghhDQNjbKooJaWFuLi4mBnZydRnpSUBFdXV/FeNk0dJTuEEELI20ee398KP8bS19dHWlpatfLHjx9DT09P0WYJIYQQQpRK4WTH29sbU6dORVhYGB4/fozHjx9j//79mDZtWrUtJAghhBBC3hSFZ2N9//334PF4mDRpknh7CDU1NcycOROrV69WWoCEEEIIIfWh8JidSiUlJeJFBdu1awdtbW2lBNZYaMwOIYQQ8vZp8DE7FRUVGDRoEFJSUqCtrY2uXbuia9eub12iQwghhJDmT6FkR01NDTdu3FB2LIQQQgghSqfwAOWJEydi+/btyoyFEEIIIUTpFB6g/PLlS+zYsQNnz56Fi4sLdHR0JI6vW7eu3sERQgghhNSXwsnOrVu30L17dwDA3bt3JY7xeLz6RUUIIYQQoiQKJzu0AzohhBBC3gYKj9mpijGGes5gl/DTTz/BxsYGmpqa6NWrF65evVpj3UOHDsHV1RWGhobQ0dGBs7MzfvvtN6XFQgghhJC3W72Sne3bt8PBwQGamprQ1NSEg4MDfvnll3oFFBYWBj8/PyxduhSxsbFwcnKCp6cnsrOzpdZv2bIlvv32W0RHR+PGjRuYMmUKpkyZglOnTtUrDkIIIYQ0DwovKhgQEIB169Zhzpw5cHNzAwBER0dj06ZNmD9/PoKCghQKqFevXujRowc2bdoEABCJRLCyssKcOXPwzTffyNRG9+7d4eXlheXLl9dZlxYVJIQQQt4+8vz+VnjMzubNm7Ft2zaJfbA+/vhjODo6Ys6cOQolO+Xl5bh+/ToWL14sLlNRUcHgwYMRHR1d5/mMMZw7dw7JyclYs2aN1DplZWUoKysTvy8sLJQ7TkIIIYS8PRR+jFVRUQFXV9dq5S4uLuK9suSVm5sLoVAIU1NTiXJTU1NkZmbWeJ5AIICuri7U1dXh5eWFjRs34v3335daNzg4GAYGBuKXlZWVQrESQggh5O2gcLLz2WefYfPmzdXKQ0NDMWHChHoFJS89PT3Ex8fj2rVrWLlyJfz8/BAZGSm17uLFiyEQCMSvx48fN2qshBBCCGlcCj/GArgByqdPn0bv3r0BAFeuXEFaWhomTZoEPz8/cT1ZFxg0NjYGn89HVlaWRHlWVhbMzMxqPE9FRQXt27cHADg7O+P27dsIDg6Gh4dHtboaGhrQ0NCQKR5CCCGEvP2Usqhg5a7nxsbGMDY2xq1bt8T15FlgUF1dHS4uLggPD8eIESMAcAOUw8PDMXv2bJnbEYlEEuNyCCGEEPLuanKLCvr5+cHHxweurq7o2bMnQkJCUFxcjClTpgAAJk2aBAsLCwQHBwPgxuC4urqiXbt2KCsrw4kTJ/Dbb79JfcRGCCGEkHdPvR5jNQRvb2/k5OQgICAAmZmZcHZ2xsmTJ8WDltPS0qCi8mqoUXFxMWbNmoUnT55AS0sLdnZ22LNnD7y9vd/ULRBCCCGkCVF4nZ3mgtbZIYQQQt4+8vz+Vsp2EYQQQgghTRUlO4QQQghp1hRKdioqKjBo0CCkpKQoOx5CCCGEEKVSKNlRU1PDjRs3lB0LIYQQQojSKfwYa+LEidi+fbsyYyGEEEIIUTqFp56/fPkSO3bswNmzZ+Hi4gIdHR2J47KumkwIIYQQ0pCUsoLy3bt3JY7Js2oyIYQQQkhDanIrKBNCCCGEKFO9VlAuKCjA9u3bcfv2bQBAly5d8Pnnn8PAwEApwRFCCCGE1JfCA5RjYmLQrl07rF+/Hnl5ecjLy8O6devQrl07xMbGKjNGQgghhBCFKbxdRP/+/dG+fXts27YNqqpcB9HLly8xbdo0PHjwAP/++69SA20otF0EIYQQ8vaR5/e3wsmOlpYW4uLiYGdnJ1GelJQEV1dXlJSUKNJso6NkhxBCCHn7NMreWPr6+khLS6tW/vjxY+jp6SnaLCGEEEKIUimc7Hh7e2Pq1KkICwvD48eP8fjxY+zfvx/Tpk3DuHHjlBkjIYQQQojCFJ6N9f3334PH42HSpEl4+fIlAG4biZkzZ2L16tVKC5AQQgghpD4UHrNTqaSkBPfv3wcAtGvXDtra2koJrLHQmB1CCCHk7dPgY3aq7nqura2Nrl27omvXrm9dokMIIYSQ5o92PSeEEEJIs0a7nhNCCCGkWaNdzwkhhBDSrNGu54QQQghp1mjXc0IIIYQ0a/WejUUIIYQQ0pTRbCxCCCGENGs0G4sQQgghzRrNxiKEEEJIs0azsQghhBDSrNFsLEIIIYQ0awqP2QGA8+fPY+LEiejTpw/S09MBAL/99hsuXLiglOAIIYQQQupL4WTnzz//hKenJ7S0tBAbG4uysjIAgEAgwKpVq5QWICGEEEJIfSic7KxYsQJbtmzBtm3boKamJi7v27cvYmNjlRIcIYQQQkh9KZzsJCcnY8CAAdXKDQwMUFBQUJ+YCCGEEEKURuFkx8zMDPfu3atWfuHCBbRt27ZeQRFCCCGEKIvCyc706dMxd+5cXLlyBTweD0+fPsXevXuxYMECzJw5U5kxEkIIIYQoTOGp59988w1EIhEGDRqEkpISDBgwABoaGliwYAHmzJmjzBgJIYQQQhTGY4yx+jRQXl6Oe/fuoaioCJ07d4aurq6yYmsUhYWFMDAwgEAggL6+/psOhxBCCCEykOf3t8I9O5XU1dXRuXPn+jZDCCGEENIg6rWoICGEEEJIU0fJDiGEEEKaNUp2CCGEENKsUbJDCCGEkGZNrgHKfn5+Mtddt26d3MEQQgghhCibXMlOXFycTPV4PJ5CwRBCCCGEKJtcyU5ERERDxUEIIYQQ0iBozA4hhBBCmrV6LyqYlJSEtLQ0lJeXS5R//PHH9W2aEEIIIaTeFE52Hjx4gJEjR+LmzZvg8Xio3HWicryOUChUToSEEEIIIfWg8GOsuXPnwtbWFtnZ2dDW1kZiYiL+/fdfuLq6IjIyUokhEkIIIYQoTuGenejoaJw7dw7GxsZQUVGBiooK+vXrh+DgYHz11Vcyz9wihBBCCGlICvfsCIVC6OnpAQCMjY3x9OlTAIC1tTWSk5OVEx0hhBBCSD0pnOw4ODggISEBANCrVy989913uHjxIoKCgtC2bdt6BfXTTz/BxsYGmpqa6NWrF65evVpj3W3btqF///5o0aIFWrRogcGDB9danxBCCCHvFoWTHX9/f4hEIgBAUFAQUlNT0b9/f5w4cQI//vijwgGFhYXBz88PS5cuRWxsLJycnODp6Yns7Gyp9SMjIzFu3DhEREQgOjoaVlZWGDJkCNLT0xWOgRBCCCHNB49VTqNSgry8PLRo0aJeKyj36tULPXr0wKZNmwAAIpEIVlZWmDNnDr755ps6zxcKhWjRogU2bdqESZMm1Vm/sLAQBgYGEAgE0NfXVzhuQgghhDQeeX5/K9yzExwcjB07dkiUtWzZEjt37sSaNWsUarO8vBzXr1/H4MGDXwWoooLBgwcjOjpapjZKSkpQUVGBli1bKhQDIYQQQpoXhZOdrVu3ws7Orlp5ly5dsGXLFoXazM3NhVAohKmpqUS5qakpMjMzZWpj0aJFMDc3l0iYqiorK0NhYaHEixBCCCHNl8LJTmZmJlq3bl2t3MTEBBkZGfUKSlGrV6/G/v37cfjwYWhqakqtExwcDAMDA/HLysqqkaMkhBBCmrfAwEAsX75c6rHly5cjMDCwUeNRONmxsrLCxYsXq5VfvHgR5ubmCrVpbGwMPp+PrKwsifKsrCyYmZnVeu7333+P1atX4/Tp03B0dKyx3uLFiyEQCMSvx48fKxQrIYQQQqTj8/kICAjA8uXL8eTJE0RERODJkydYvnw5AgICwOfzGzUehRcVnD59OubNm4eKigq89957AIDw8HB8/fXX+L//+z+F2lRXV4eLiwvCw8MxYsQIANwA5fDwcMyePbvG87777jusXLkSp06dgqura63X0NDQgIaGhkLxEUIIIaRuS5YsAQAEBARg6dKlYIyJt5YKCgoSH28sCic7CxcuxLNnzzBr1izxJqCamppYtGgRFi9erHBAfn5+8PHxgaurK3r27ImQkBAUFxdjypQpAIBJkybBwsICwcHBAIA1a9YgICAA+/btg42NjXhsj66uLnR1dRWOgxBCCCG1E4lEyMjIQGpqKh4+fIjU1FTcv38fcXFxePjwIQCI986sTHgqf583JoWTHR6PhzVr1mDJkiW4ffs2tLS00KFDh3r3mnh7eyMnJwcBAQHIzMyEs7MzTp48KR60nJaWBhWVV0/fNm/ejPLycowePVqinaVLlzb6M0FCCCGkOWGMITc3F6mpqRIJTeXXDx8+FHd4yNrevXv3YGlp2YBRV6fUdXbeRrTODiGEkHeZQCCQmsxUvi8uLq6zDQ0NDfTp0we2trawtbXFqVOnwOPxcP78eYl6PB4PaWlpSkl25Pn9LVfPjp+fH5YvXw4dHR34+fnVWnfdunXyNE0IIYSQBlBSUlKtR6bq1/n5+XW2YW5uDoFAgOLiYowePRpDhw6Fra0tysvLMWPGDAwcOBC7du0S1/f398fy5ctx/vx58Vidyj937tzZtMfsxMXFoaKiQvx1TeqzgjIhhBBCZFdeXo60tLQae2dq2m6pKmNjY3GvjJaWFvbu3QtDQ0NcvHgR1tbW0NDQwPTp0/HXX3/By8sLkydPFp/76NGjau1VzroKCgrClClTcO/ePbRv3x47d+5EQEAAADRqwkOPsegxFiGEkCZMKBQiPT29xmQmPT0ddf0qNzAwgK2tLaytrdG2bVtxYnP8+HHs2bMHS5cuxcKFCwEARUVFMDAwgL6+PlJTU2FoaAgAePHiBTQ0NGTq0PDwiASfD4SHe1Q7NmhQJIRCIDKy+jF5NNhjLEIIIYQoF2MMWVlZ1cbKVH6dlpaGly9f1tqGlpaWOIGxsbGp9rWGhgaGDx+OixcvYu/evdDR0QEAJCYmori4GPHx8eK2dHV18eDBA7Rp00YisalpsV5pBg3yQEAAsHw5ULUDZ/ly4Nw5DwQFydyUUiic7NQ0ZofH40FTUxPt27fH8OHDaY8qQggh7zTGGPLz82tMZh4+fIgXL17U2oaamhqsra2rJTOV71u1aiVOTM6ePYuQkBDk5uZi1KhR4jaSkpKQm5uL+Ph49O3bFwDw2WefYdiwYejUqZPE9aytret1z5UJzn9PrLBkCZfoBAQAQUGSCVBjUPgx1sCBAxEbGwuhUCj+kO7evQs+nw87OzskJyeDx+PhwoUL6Ny5s1KDViZ6jEUIIUReT548QUpKCjp06ABLS0s8f/68xkHAqampeP78ea3tqaiowNLSssbeGXNzc6mrDm/YsAFRUVFYvXo1OnbsCAA4ePAgxowZg27duiE2NlZc99SpU2jVqhUcHBygpqam3A9Eih9/BIKDgcxMQF0dKC9XbqLTKI+xKnttdu7cKb6IQCDAtGnT0K9fP0yfPh3jx4/H/PnzcerUKUUvQwghhDQZIpEI3377LdasWSMeJ6OjoyPT9GwzMzOpyYytrS2srKxqTUCePn2K33//HaWlpfD39xeXHzp0CP/++y+GDx8uTnb69euHH3/8Eb169ZJow9PTU5FbrtPz58AXXwC3bgHXrwOVt5GdzSU6KipcoqOmBvzvfw0SQp0U7tmxsLDAmTNnqvXaJCYmYsiQIUhPT0dsbCyGDBmC3NxcpQTbEKhnhxBCSG0YY7h27RrCwsKwb98+8Ur9r2vZsmW1x0uVX1tbW0NLS0um6924cQPnz5+Hm5sbunfvDgCIj49Ht27dYGBggLy8PPHiunv27EFWVhaGDRsmTnYa0smTwNatQI8erxIXkQho0QIoLAQSEoDK7SlDQrg6paWvztfXB3buBKo8XVNYo/TsCAQCZGdnV0t2cnJyUFhYCAAwNDSUa2VFQgghpClgjCE+Ph5hYWH4448/kJqaWmv948ePw8vLS65rCIVC3Lx5E7du3cLEiRPF5SEhIeK1aCqTnS5dumD06NHo1q0bysvLxYOFq56nbIGBwOXLQGgo0KYNV5aRARw5AuTnv0p2VFSATZuAVq2Atm25skOHgPnzq7dZWAh88gnw55/KSXhkVa/HWJ9//jl++OEH9OjRAwBw7do1LFiwQLyJ59WrVxsl0ySEEEKUITExEfv378cff/yBu3fvist1dHQwbNgwDBo0CF988QVEIpH4GJ/Ph5OTU63tCoVCJCcnA4C4k6CoqAjdunUDwD1iMjExAcCNic3KypIYNKympoYDBw4o5yZfc/s211ujrQ2sWvWq/NgxIC6OezRVmewMHAisXw+89oQMn3326muhEKhr+6spU4Dhw4HG2vxc4cdYRUVFmD9/Pn799VfxlDhVVVX4+Phg/fr10NHREU9lc3Z2Vla8SkePsQgh5N129+5dhIWFISwsDImJieJyTU1NeHl5wdvbG15eXvjuu+/A5/Nhbm6OL774AkKhEHw+H1u3bsXTp08hFAoRGBgIxhgePHgAKysrqKurAwBWr16NxYsXY9y4cdi3b5/4Gr1794auri5+/vnnRukc+OMPIDwcmDoV6NmTK7twAejfH7C0BB4/flX311+5R1BDh75KdgDusVV2NpCeLv119y4gZZ3BaiIiAA8Pxe+lUR5j6erqYtu2bVi/fj0ePHgAAGjbtq3ETuNNOckhhBDy7kpNTRUnOFXXmFFXV8cHH3wAb29vDBs2DHp6euJjfD5fvCrww4cPce/ePbRr1w5bt27FypUrEfTf4jFdunTB7du3ER0djd69ewMAunfvDm1t7WoL8l2+fLlB7u/ZMy5ZycwE1qx5VX7wIHDgANCu3atkx8kJmDsX6N4dKCkBnj7lkhZVVe6x0w8/SCYzGRlAHcv+yCQjXQRApc56ylDvRQV1dXXhWDkaiRBCCGmiHj9+jD/++ANhYWG4du2auFxVVRXvv/8+vL29MXz4cPGKwa9bsmQJGGPi7Q7c3d3RuXNnFBUVISgoSLz9ga2tLe7fv4+HDx+Kk5333nsPAoEAqqrKX8s3JgY4cwZwdQXef58rKy8H/Py48TQBAYCWFpCbC7i4AIxxyVBAgGQS8+uvgI+PbNfk8QAzM8DCovor9/I9LNjSvs42WufcAOCs8H3Lo17bRRQUFGD79u24ffs2AO455NSpU2FgYKC0ABsaPcYihJDmKyMjAwcOHEBYWBguXbokLldRUcHAgQPh7e2NUaNGwcjIqNZ2li1bhj179mDZsmW4f/8+AgICoKamhoqKCqipqaGkpEScyGRlZaFFixbiR1jK8vIl8NdfQHw8t1ZNZd709dfA2rXAsGHA+PGvkpdDh7hHTlxMXAIkC21tyeTF0rJ6QmNm9ur6EAi4oCIjgX//hTApGTaZ0UiHBZiUnhseRLDEE6TuuQT+hLEKfx6N8hgrJiYGnp6e0NLSQs//+sLWr1+PVatW4fTp0+IR5IQQQkhjysnJwZ9//omwsDBERUWJ18Ph8Xjo378/vL298cknn8DU1LTauXl5efj222+RnJyM8PBw8WOnvLw83Lt3D1evXsUPP4QgKOhfVFQYg8/PwbNnxyR6bKS1K6+nT7kxLQDQtSvw5Ak3nuarr7ik5dw57hFTejrXSwNwidBff9Xerqmp9N6Yqi8DA67nRqrsbODKFeDUKeDGDS7Q+/clqvABbMBcjMZB8CCSSHh44LKvEMwD3+IrBT4ZxSjcs9O/f3+0b98e27ZtE3+TX758iWnTpuHBgwf4999/lRpoQ6GeHUIIefvl5eXh8OHDCAsLw7lz5yAUCsXH3Nzc4O3tjdGjR8PCwkJcfu3aNfz5559wcHAQT+EuKyuDvr4+ysvLcf/+fbT9by71zZs3kZGRgczMPpgzR4jCwldPMPT1Bdi500CuqdTl5a/Gxly8yM14MjLipnSnp3MzpORZok5Ts+4kpnVrbiVjmTDGZVdnz3LPyDIzgZQULjhpKreXKC4GJk8G9u7FoQw3zEUInsBKXM0KaQjBfIyyugakptZrOpY8v78VTna0tLQQFxcHOzs7ifKkpCS4urqipKREkWYbHSU7hBDydhIIBDh69CjCwsJw5swZVFRUiI+5uLhg7NixGDNmDKytrXHu3DlcvXoVX375pXhMzo8//oi5c+fCy8sLx48fF5+7YcMGWFhYYMiQIRK/Fw4dAj75hAFgkBxYKwLAw59/8jByJFBQIH2WUloaly9kZ3O9MrIyNpaevFR9vNSiRS29MXURibjs6vBhrtfmxQsgNhbIy6tel8cD2rfnbsbSEti4kRvpbGTEJUiVQXAfFoRQwXn0RwZaozUy0B/nwYdIKQvtNMpjLH19faSlpVVLdh4/fiwxep0QQghRlqKiIhw/fhz79+/HyZMnUVZWJj7m6OiITz75BF27doW+vj4GDRokPjZjxgzcv38fLi4ueP+/UbweHh6YPn063nvvPYlrzJ07t9p1hUJg3LgXANRRfQaRCgCGTz4RQVNTBXXs6Smmrg6Ym3O9PC9fAv36AX37SiY05uaAhoZs7cmkogKIiuKed2VkcK/4eKCoqHpdVVXAxISbfz54MDBvHjd1S1dXMrGpVPX9f1P4+fq68CiMelWur89leomJjbqqoMLJjre3N6ZOnYrvv/8effr0AQBcvHgRCxcuxLhx45QWICGEkHdbaWkpTpw4gbCwMBw/fhylVfYfaNeuHUaNGoXPP/8cdnZ2+Pvvv/HRRx/Bzs5OPHkG4BbCffLkicR/xh0dHREaGir1mi9fckNRbt3ifi9HRADl5Zq1RMkDwBMnOmpqXF7RqROXxFhYAC1bcjt/d+4M/P47l8go3Bsji6IiYP9+boCPlha3l8PNm9JHKmtpccG0bAnMns0lNw4ONWdadQUuFHK7fv7vf8D581xS1bo1t6DPqlXc8Uak8GOs8vJyLFy4EFu2bMHLly/BGIO6ujpmzpyJ1atXQ0OpqWjDocdYhBDS9JSVleHUqVMICwvDsWPHUFSl56F9+/bw9vbG5cuXER4ejs2bN+PLL78EwA1O7tSpE3r16oW//vqrzqneQiHw4AGX0FR93bkj++ylqtatA778kltlePt2bkCxlI4i5bt7l0tsHj/mHkPFxQFJSVwPzOu0tbk56V27ArNmcQvsdOxYZXrV26FRHmOpq6tjw4YNCA4Oxv3/RmK3a9cO2traijZJCCHkHVZRUYGzZ88iLCwMhw8fFu+zCHAL+vF4PFy4cAE9e/YEj8fDkiVLcOHCBeTk5IjrmZiY4NmzZ9UW7xOJuPGw0pKamh47aWpyvTAODtzXNXQCSejWjeskWby4AXf4/vtv4MQJQE+P636KjeUyNmk0NLh6H38MfPghF6CtbQN3KTU9cvXs+Pn5ydzwunXrFAqosVHPDiGEvDkvX75EZGQkwsLCcOjQIeRVGRRrYWGBMWPGYMyYMRg6dCieP3+OW7duifeWKiwshKampsR6NiIRt1XB60nN7duSu29XpaHBdWw4OQFdunAJzhdfcBOQkpIAe3uuB6hVK+ljdgEud7C0rPcEI0m5uUBYGJCcDBgacklNXBw3jUsadXXAyopbGbB7d+7VurWSgml6GqxnJy4uTqZ6r2fUhBBCSCWRSIQLFy5g/vz5uHnzpsQsKn19fRQWFsLR0RFxcXFQUeEGA0dERKB9+/biX2qMAfn5+lKTmuJi6dfV0ODG0HTuzD3B6dKFS2i+/ppbf+a3317V/e47LrF58IBLdvh84OefgbG1rIEXElKPROfyZW7QsL4+t3BObCxw9Srw/Ln0+jo63Cyoyt6abt248TZEKrmSnYjKFY4IIYQQGaWmpmLPnj14+vQpNDQ0cODAATyt0juhq6uL8ePHw9vbGx07dsS1a9fQs2dPqKiogDFuQb3s7O6IiHiV1CQlSZ9ABHAdHJVJjYMDl9R06QKsXs3tDbViBbfaMMCtb1NY+Gp4S+X/1Q8c4KZ8q6m9atf7diCOOIzG/lsO1a7p3eUWRt04CIwKrP3DKCripnhfv851JVX21ly+XPOgXSMjLmAXF663xtGRmxFFZPZ2jUYihBDSpMXHx+Pff//FoEGD0LlzZ1y/fh0//PAD9u/fL1HP0NAQTk5OcHFxwVdffYU2bazx9CmXyDx8aIm//36V1NS0Jo2aGvf4qTKZqXwBwPTp3LlVLysUch0lsbGvkp2uXbmZ1507Sw5jkfb0Z/l5D+y/5YBA9ZVwLz8jXjsmSv19BN76Fp1b5WKJ5IcBnDzJDQhWVeWSmitXuBlR0qiocDt0vv8+11PTvTt3Q2/JhJ+mjJIdQgh5RwUGBoLP54s3sKxq+fLlEAqFCAwMlHquSCTC3bt3cefOHYwYMUJcvnLlShw8eBADBw5EWlqaeAILwE1sGTXqE3zwwWSYmHggJUUdiYncfk5JSdxifNKoqgIdOlRPajp04Dav3LED8PAAPvmEq19QAFy4wH397BnXMQIA33wDLFwIVF0eTl2d62CRhdDYFEFYgiXlKyTKPcqjoIIXEKbZcasN37zJZVSnTtW8DLK6OtCjB9CrF5fUdOvGdUcpbcAPqYqSHUIIeUfx+XwEBARAJOLB3d1fvBRKVNQKBAYGICgoSFw3IyMDFRUVaNOmDQBus0t7e3uoqKhAIBDg8ePHCAsLw/nz5wFUDntoBQ2NoejceQxMTNxRVGSNU6f4eK2Tp0o83OK8ryc1HTtyA48XLOB2L/jmG252FMCN1b10iZtgNHMmV2ZoyD2usrfnvq5kb1+PD0soROClIQCeSD28BCuAewCGSDmor8+tFliZ1HTvDtjYvHMzot6keu163hzQbCxCyLts3LgD2L+/N1Bl/yLgMby9o7F//6cAgBUrVmDJkiWYMWMGtm7dKq7Vtm1biEQiqKq2xv37GgC6AOgCHq8r1NScUF4u/d/Uyqc1ryc1nTpxT2yuXgV27eISn8pJwIxxs6Fyc7njPXpw5UlJ3NOh3r25NpXqzz+5x05DhnCrCq5aVfc5RkaAu/urpKZbt2Y9I+pNapR1dgghhLzdDh0CwsLGgNvrqSoL/PHHGHz6Kbeif+fOnaGiooKsrHL88UcGfv/9Ji5ezEdOznZwCU4ribMZ4xbk4/GAtm2rJzV2dq96Zn77jdu9oHfvV0NT7t8HNm/myiqTHR4PWLmSG5f7396cALixNv/NRFfc06fAkSPc4KAePbiVhhMSuFHKpaXA2rWyt7VxI0C7CDQ5lOwQQsg7KDr6KsaPtwFjJuC2OqhKBYwxTJvGdWjExn4AHR0Bjh7VxdGjAFC9p8LaWoiuXfnVkprKdWazsrh8IjIScHZ+dd7PP3MTkQYM4B5FAUCfPtwjKzc3yWvMmKGEG4+IAP79l5umVV7OJTWRkVwPTk10dLjgbt2qu33qxWmSKNkhhJBmbt++ffjrr78kNr1MTGyJsrJWtZzFQ34+sGkTAFRdGf8hWrbMhIuLJoYNaws3N33Y2wM6Oq8G1t64AVy8yA0sdnTkytLSuG0UjI257RMqh6tMnMglOlV7Z6yt5etMkUog4KZ4p6Rw+zzduMElNocP1zwSGuC6jZyduVHLlS9ra27QUMuWtW9Xrq/P7f1EmhxKdgghpJkoKSnBsWPHcPv2bSxbtkxcfvbsWezfvx9t27ZF377v4coV4J9/2tbSUlXHAfwJJyc1TJzogokTh8PMrDcAbqPL69e5wcA+Pq/O+O47YO9ebh/IymSna1fggw+4ISzl5a8eWfn61v++ERfHjVw2MeH2arhxg+upCQ/njksba6Op+WrNmsqkpmvXmtev4fO5G/jjDy5TqzrctfL9Bx/QbKomigYo0wBlQshbqKioCNeuXYOuri56/DdaVyAQoEWLFmCMITMzE6ampigvBzZuvIKTJ19AIOiGmzf1a9wLSpqZM//A4sVuMDKyQnw890Sncqr2s2dcTw0A5Oe/mvn0yy9cAvTZZ8CECUq7ZS67OnSIG6Hs5cUtxHPjBrdXVEZGzee1aVM9sbG15UZKy+vQIa5r6kmVWVlWVtzyyaNGyd8eUZg8v78p2aFkhxDSxIlEIty5cwft27cX7wO1cuVK+Pv7Y+zYsfj999/FdT/9dCIYc0Hbtp8jNtYAFy8ylJZKjslRUcmGSBQB4H0AhgCk/dIXQU/vOfLzDcDnA8uWAYGBwKRJwO7dr2r17s093fnpp1djbpTi/n1uQT6RiBsHk5DALdL399/Sd/IGuLVrunXjkpnKxKZrV8DAQImBgVud8Px5iOfq9+9PPTpvAM3GIoSQt1hZWRk0qqyaa2dnh5SUFERHR6N3b+4RUu/evdGmTRsYGZkhOpobY3vmTAWio3fjxYuqv3h5ALIBRAKIABAJkegOeDwezMxmISNjIwARJBMeBkAFS5YYiH+Hu7gAZmbcsJSqLl9Wwg2fPMkN8nF1BdLTucTmzBluV82atG7N1a/sqXF05OaeN0bSwedzqxiStwYlO4QQ0kRER0dj0qRJaNmyJa5UmR1kZ2eH9PR0PHr0CK6uvXH1qhAnTnRFixaXERraEj/9VFmzciOnHHDJDffS0UmDs7MTHBxc0LXrAri6OsDBwQHh4ToYORLg8UQS2zKpqgqhr6+Krl1flXl51f6kSCZZWcCJE9yfnTq9muJ94gQ3kEcaVdXqA4a7dgVatKhnMORdQskOIYS8AT///DN+//13fPXVVxgzZgwAwMzMDPfu3YO6urq4dycvrxAeHgvA432NhQsNMH58MUQiHUiubZMLIApAJCwsUuDqqg0nJyc4Ow+Gk9P/wcbGBlOmqGDHDmDPHm6HAuDVysQtWvCRnw/w+SIIhSr45htVLF8uGa/ci/1evsx1N1lZcZtfJiRwU74TE2s+x9iY28m7amLTvj2X8BBSD/QTRAghDaioqAhbtmzBjRs3sHv3bvD+yxru3r2LCxcuwNnZGWPGjAFjDCKRCP7+S5GW1hIuLr/jwYM2KC11ATDgtVbzoKJyAZaWKXB1LYKHhzG6dXNC164rUFBggLFjuT2jAgNfJSk6Otz43hs3gE+5hZHR8fdlWND3fXx/sQ+CpqRiyfuXsfxMbwSssIX6pUgs6R/JNVL7DXI9MzdvSi7Id/IkUFws/RwVFe6xU9UeG0fHV5tYEaJkNECZBigTQpQkPT0d586dg7GxMYYOHQoAKC8vh76+PsrKypCSkoL27dujpKQEYWFh+Pfff1FW9hJJSWq4c8cUZWV9wCU2kgNqebwCtGp1Gw4OzzBkiDqGDbNGx47t8fvvfISGcpOA5s3j6paUcONqhEJubRur/3aBePiQ+9Pa+lUCtHxQJALOeSBIYwWWlL3aDHS5xnIElPkj6L1ILAn3eBVIUhI3xVtDgxu3kpDAzYy6erXmD6VFi+q9NR07cluWE1IPNECZEEIamEAgwNWrV9G7d2/o6ekBAA4fPow5c+bgww8/xNChQ8EYQ1ZWFj766CMUFRXBz88Pd+7cRUqKFgB3ACPAJTeS40/U1ErQsWMG+vcX4dNPTdC3ryECAtwQE8MtzFf573pWFjcpyNj4VbKjrQ0cPcrlExYWr9q0sal+D+JdvMskd/HmEp8yCNO7cI3dusV1CZ09C+TlSf9AeDxuZUAXF8kp3iYmcn2uhDQE6tmhnh1CSB2EQiEyMzNhUSV76NixI1JSUnDy5El4enrixYsXOHToEAICAmBsbAwtLS3cuHEDeXn5ABwADATgAS7JaSnRvqZmOXr2fAEvLx20bctHXByXI1QmMADXI5OWxg2DcXfnyu7eBaKjuenfnTrJfVNcBlR1vRhZ6elxF606xdvOjpv6TUgjoXV25EDJDiHkdYwx8diay5cv4/3334eFhQXu3LkDAMjMzMSECRMQHx+Pzp07Iz8/H3fu3IFQKAQ31bsLuMTGA1xyYyzRvq6uCAMGqMDSkusQmT//VbJy9CgwYgSXQyQkvDpnyxbuydGwYdwUcIWcPw/88w/X5XPhArB/f93nmJsDAwdKJjYKB0CI8tBjLELIOyswMBB8Ph9Lliypdmz58uUQCoUIrGHQ7erVq7F161Z8/fXXmDlzJioqKlBRUYGioiKkpqZi0KBBuHXrFrKzs8XnXLhwAUBnAF9ATc0TwABUVBhKtKutzW2M2bYtt4t39+4qUFUF3nuP25fS1fVVstOzJzBlyqsZU5W+/FKODyEnh1vpNzmZ2z7h1i1uFtT9+3I08p/vv6ddvMlbj5IdQkizwufzERAQAAASCc/y5csREBCAoKAgFBcXw9/fH7GxsTh79izU1NTw7NkzJCUl4eHDh/j+++8RGhqKpKQklP+3/kt5eTnOnTv3X2v2aNXKG+rqQ5Cf74jiYh0A3GwngBu/6+oKfPQRt/acpia3sO/t29yeUZXr3g0bxnWytK2yTVXr1sCOHTLebHk5N5375EmgrAx4+pRLau7erXmVYTU1wN6eW+6Y28K8drSLN2kGKNkhhDQrlQlOQEAABAIBunbtiu3bt+P8+fMICgrC//73PyQnJ2Pbtm0oLi7GwIED8fDhQ6Snp4vbePDggfhrXV09dOjgBT29j1FS0hMPHlghL08dVTp3oKUF9OvHJTZXrgDHjnE7eX/zDXdcKAQcHLjxu8+fv9pDav58GW/q5Uuul+b0aW7mk1D4Kql5+VL6OSoq3D4OI0dyi/B16cIF0arVq6BoF2/yjqBkhxDSbKSmpuLSpUv48ssvERMThx9+iAGQDkAF6upa+OuvvxAcHIzS0lLxORcvXhR/bWtrC0dHJ1hZvYeXL/vhyZMOiInRQVyc5Ip6mprc+Nzz57mc4fZtbgAxAISGcptwV9ntAXw+twxNnYRC4MEDIDaWe771+DH3Sk6ueYVhdXVu0b3u3YFPPuGSmi5duB6Z2lYCpF28yTuEBijTAGVC3kovXrzAo0eP0KnKNCQnJyfcuHEDTk7LkJAwBYBVlTMeA5gL4DC0tLTQtWtXODk5wdHRCcbGvZCd3QVXrmghMpJ7GlSVqiqXh3TuDGzezI2r0dDgOkpycrienMoxNiKRDJtpi0TAo0fcWJqrV7kpVc+eAXfuoMYtybW1uSAMDIDp07mupC5dIB7lrCjaxZu8pWg2lhwo2SHk7SAUCsH/r5chLi4OvXr1QsuWLbF161acP38eUVFRiImJAbAfwJj/zqqadYgA8PDBB8/x4486+PdfPiIjuQ6UKk+wxJyduVlRHh5AaSkwdChXFhf3qo5AwD3pqTHXYIzrmUlM5Lp2rlzhemlSU7nV/6TR0gJMTYHMTG7gz6JFXFbVpg13ofokNjWhXbzJW4iSHTlQskNI0xYSEoL169dj1qxZ+Pzzz/Hvv/8iPDwcmzdvllJbBTxeARjTq7G915/YANyToN69ucQmPJzbgDskhOvwALhkJyODG9MrNddg7NXg4MrEJiaGS2qKiqQHoq7OrU3z9Cl3/oIFwOjRry5SZ/cQIe82SnbkQMkOIU1DRUUFAgICEB0djePHj0NXVxcZGRlYuHAh9u7dC11dXRRJSRw6deqEAQMGwN3dHWpq78Pbu5WU1iXx+dzsqJgY7uucnFebaN+6xU1Y6tBBSr7BGJCd/Woqd2Iit7JwYiI38lgaVVVuXrmZGbcioIMDEBYGtGvHHauooK0TCFEArbNDCGnSnjx5gr///hsaGhqYPHkyAEBNTQ2//vornj59ik8//RT37t1DSkqK+JzKRKdLly5wd3eHu7s7+vYdgPx8M1y9yj2FOXFCtuv/8gvg48PtAN6tGzcMppKDw39f5Oa+Smgqk5ubN4H8fOmN8vlchtSlCzdL6t494Ntvga+/5pIZoZB7vb7KMCU6hDS4Jpfs/PTTT1i7di0yMzPh5OSEjRs3omfPnlLrJiYmIiAgANevX8ejR4+wfv16zKu6vjoh5I0rKCjAlStX4OjoiNb/rdkSExODL7/8Ep06dYJIJEJUVBSioqLw9L+Rwf/88w8AgMfjwdnZGQMGDMCAAe5o29Yd9+61xNWr3Fp3n31W8ySl2tjYcE+KPvsMXPJyKVEysbl1i+vuqUn79lxS064dsG4dt7fD3buv5pQ/f85tM161a4jPp3EwhLwhTSrZCQsLg5+fH7Zs2YJevXohJCQEnp6eSE5ORqtW1bumS0pK0LZtW4wZMwbzZV6wghDSUBhjSE9Ph6Wlpbhs5MiRiIyMxLZt29CvXz9ERUXh5MmT0NDQQHJyMqZOnSquy+fz4eLiggEDBqB798FQV++LpCRdnDsH7NwpfUkYPp8bT9uzJ+DSXYipY0tQBB1IDk7m8CCCJdLR/88fgFVJXHLz+tSrqmxsuK6eyt6aw4e5DavWr39V55tvqm92qVfzmCFCSONrUmN2evXqhR49emDTpk0AAJFIBCsrK8yZMwffVK7OVQMbGxvMmzdP7p4dGrNDiOKq7iH18OFDuLq6ory8HPn5+eDxeEhMTMT//d//4dKlS1BRUcHz18a1qKmpoWfPnnBzew/m5h+irMwZly9r4vp16ftTqqhwj5169uQmDYWHc6sQ/9///VchMhKHBv6IT3AQ0pIdQIQ/MRqjcFiyWFeXy5i6dOHml8+bx00Bj4/nVhsGuB4gVVVKZAhpIt7KMTvl5eW4fv06Fi9eLC5TUVHB4MGDER0drbTrlJWVoaysTPy+sLbVQwkhUu3duxc//PADhg0bhmXLlgEAzM3NUVpaivLycnzwwQeIjY1FXl6exHmampro1asPOnceBV3d95CR0R43bqghJET6QsAdOnCJzcOH3Ezt5csBL69Xx5f4M27e+NHr3GjjY8eQiI8BqEAfAhTi1WAcfRSgEIZIRBeMGvqCW4Dv8WNg2TJuKlbVAT8DBnBrzVQdX1M5gpkQ8tZpMslObm4uhEIhTE1NJcpNTU3FOw0rQ3BwsPgfZ0JI7RhjWL9+PS5cuIAtW7aIHyeXlpYiLi4OKioq0NHRQVRUFC5cuICS/9aOOXv2LABAS0sbLi4jYGk5CiJRT2RmWuD6dRVERVW/lqkpt47N2bPcXlFRUVK2ZcrIAI7/l9hUvrKyJKoIMRJBWIL/YRXOoz8y0BqtkYH+OI9V+B+E4HODhj08gIICYNIkbrp3Ve3a1f/DI4Q0GU0m2Wksixcvhp+fn/h9YWHh/7d35/ExX/vjx1+TkZVEVJBFIsQSeypkI7W2KEop6voqym31qsvV3lK3WSyXaunXt62r/bZKtd8utJYuyo9stiRIomKpNURksyWyiCQzn98fH5lkZCEaJJP38/HIQ+bzOZ8z58yZybydz1lwdXWt4goh6ocbN24QHh5Ofn4+kyZNAtQBwl988QXHjx/nL3/5C46OjkRFRbFz504sLS2Ji4sjLi7OkIetrRuenpNo0mQw+fmdOXOmCfv2lV+YplEjcHBQe2xGjICPP1Y7UjQadT9LS0vUKd6/3RXYVDa+pnVr6N8fevQgNCjIMGOqH8ZRVRBL1CcKvLNBqL196aBiIYTJqjXBjoODA1qtloy7/peWkZGBo6NjjT2PpaUllmU3rRGiHioqKuL333/H2dkZZ2dnAOLj43nhhRdwc3Nj0qRJ5OfnExMTQ6tWrbh16xYTJ0407ACussTW9mlatRqLhUUfrl5tTXKyFYcOGT9XyQQknQ6Cg2HcOHUtvRs31HNNmqBulbBLDWwsDx+GuDhITq648J07qysL9+wJP/+sbo45fTosWKCeb9oUJkyo+FqNRl0tUGZFCVGv1Jpgx8LCAm9vb8LCwhg1ahSgDlAOCwvj9ddff7yFE6KOy87OpnGZxWRefPFFNm/ezMqVKw09nZ06dcLDw4PGjRsTEBDA4cOHKSoqunOFGeCJre1AmjUbTlGRF5cvNyMnR8OxY+Wfz8EB3nlHHW/j5aXGLu7u4OICmuwsiIzDoSSoKVlpuCKenmpQ4+mpZghw4IC6RwOo+0MtWqTu6l1aOdi2Db77rnx+48fLfk9C1EO1JtgBmDt3LpMnT6Znz574+PiwatUq8vLymDp1KgAvvfQSLi4uLFu2DFAHNZ84ccLw++XLlzly5AiNGjWibdu2j60eQtS00NBQtFotQUFB5c4tXrwYnU5HaGhouXM3btzA19eXCxcukJ2djbW1NQC9evUiPDycI0eO8NZbbxEVFUVcXBw6ne7OlS2BETRqNABLy0FkZXmg0zUgJ6f8QsE9eqh7SPn4qMFMXJy6KaanJ+pc8dh4+hw+DKvvBDZnz1ZcyXbt1MDm6lXYtQv+67/gq69Kz7u7qzOlbGxKj3l5lc9n8WI10AkNhb59S/d7iopSj3XqBBW8jkII01Wrgp3x48dz5coVgoODSU9Px8vLix07dhgGLScnJ2NWZpGu1NRUnnzyScPjFStWsGLFCvr27UtkZOSjLr4QD41WqyU4OBjAKOBZvHgxwcHBLFq0iB07dvDBBx/g7e1t+A+Bvb09OTk5FBUVsW/fPnJzc9mzZw8RERFkZWXx1VdfAfZAL2AelpbD0Ou9KCpSA4rcXOOtnZ56Sg1kfHzUu0zm5jB8+J3xvbm5kJBAl+uHYcmdwObUqYor1KaNGiX9+qu68dSePerUb1BXKU5IUGdIlTVx4v29WDqd2ttzd0DTr586d90Q0Akh6otatc7O4yDr7Ii6Qg1sQpk6dR02Nh7s2rWB06c/Z9GiUIKCgti4cSPjx4+nR48exMXFkZGRQVRUFD/++COJiYmcPHkSsAS8AB9gAFqtHzpd+TFxGo3aaeLjo65rs2mTOv63ZOcD8vPh99+NBw+fPFl+h01Qd+tu3lxN06WLuj9U06bquU8/VfdqGDxYpnYLIaqlTq6zI4Qor2T9qdTUVDp3DsLO7u+sW1cy9qY31tb/pnNnBwDatWvHlClTyMnJwdPTk1OnzgAdUAObfwLeQEegdC+mkk4ODw81sCkuVofPvPYavPzynUQFBbz65FE1WHn1TmBz4kTFPSQuLpCXp07pXrBAXZyvWTM107Vr1d6akkAH4NVXa+7FEkKISkjPjvTsiFrkxo0b6HQ6HBzUAObQoUP4+Phgbr6ZoqJRd1KVncqtBzTY2PxKfv5rqIFNb9Tem55A+fd0s2ZqYBMTow4k3rBBfQyoG00lJhr32Bw7VvGKf02aqFOqGjVSx8h4e6s7e69Zo+4r9cIL6vgYIYR4CKrz/S3BjgQ74jEpu9UCwFtvvcX7779PaGgoISEhgDpFvG3bDqSmJlJc3LCK3PRUtD2CjY06nub4cXXs76ZN0KqVeptKf7sIs5PHjQObo0fBMAOrDAsLNRAaMAD+/nc1s8aN1e6fHj3gzTfVrRSEEOIRkdtYQtRixcXFTJgwgQMHDpCYmMgTTzwBQOs7q/gmJSWRnJxMTEwMMTExNGw45B6BDoAZZmYKNjYacnNh2jSYPVvd1qm4GArzi7G7fBIi7gQ1cXGYJSRUvWX43LnQu7ca2ISFqT8vvqiOSC6xceOffDWEEOLhk54d6dkRD9Hp06f56quvsLW15a233jIc79ChA6dPn+aXX36hf//+xMXFERERQWxsLPHxR0hPfwIIvPMzAmh0z+dat06dKWVvq8Pp5ilDUMOhQxAfry5NXBEnJ5g0qXShvhkz1LE3S5eqt6WEEKIWkttY1SDBjqgply5dYu/evQQEBODu7g7Ajh07GDp0KB4eHpw9exZFUTh79iyffPIJ58+f58KFCxw9+gd6vRcwEBgHtAesqv38ES+spl/at2qAU1BQcSJvb3UKds+e6ho4n3+uLrI3f/4D1VkIIR4XCXaqQYId8SB0Oh3nz5+nXbt2hmNDhgxh586dfPjhh8yaNQtQ14aaNm0aNjY2FBUVERsby/XrhcBQYCzQFvAErI3yt7JS6N1bQ2AgNLTWsWR+LtmKLRWNy9GgpyUpJNEaLXr1oJkZBASU9tZ8/rk6FmflSrX7Rwgh6jgZsyNEDSs7mDglJYVOnTpRVFREVlaWYa+1vn37kpKSQkJCAtOmTSMmJoaTJ0+iKG7AJKA5sAh4EjDem8nBQaFPHw0ZGerKwwsXanBtUQhHjsCGDbRRUhnDDxWXDVjFHLTPj1R7bpYvVxfF2batNNH9LsgnhBAmSIIdIaqwadMmli9fzsCBA1m+fDkALi4uhgBn7dq1XL58mZiYGA4ePEhubh7Hj1sDnYB/oI656VAuX0dHdQhNQAC8/z54emrQZGZAdLS6mvC4aDXQuXM76jjvAGbYkc1NSve4siOLm9hznM6MHttJHUC8YIE63UoIIQQgwY4QBmvXriUyMpJly5bRsmVLoHRRPzMzMw4dOmSYIWVtbc3Vq1eZOXMW0AU1qPkX0I+KbjU1aACDBsFLL6m7IrR0LFbXr4mKgqWH1c0tz58vX6gnngAPD3SHtCwiiAUsZS+BpOGEE2kEspelLECHVh1oLEGOEEKUI2N2ZMxOvVNQUEBsbCxXrlzhhRdeMBzv1asXhw8f5ptvvqFPnz7ExMQQFhZGREQEFy5coLCwELBA3UcqGOiDRqNBUazLPYevr7oHZWCgugyNs9V1tdem5CcmRt1yoSyNRl3xLzNT3c3788+hfXvQ68HVVd3QsjKuruoqxVpt5WmEEMKEyJgdIcrIyMjAzMyMZs2aARAfH0+/fv1o1qwZY8aM4datW8THx+Pm5kZeXh5z5swhMzPzztUuwGqgO1ptKorSE73ewpC3oqgLCPv7q/GJiwuMHaNX17SJjobNB+DVnZCaWr5gGo2awcsvw/jxaoRUWKje33JxKe2l0WrVyOm77yqvZO/eEugIIUQlJNgRJuXuVYlnzZrFxx9/zL///W8WLFiAoig0btyY5s2bY2dnR48ePTh27BjFxcWot6OmAJZoNGZYWT3NrVvtKbktpdO5A2rnS/fu0LatOkSmd9ebNIiLVYObRWvhlRS1N+ZulpYwYYIaGQUEQHa2upxx2cCmMh06qE+2bx+kpJQed3VVA50O5ccFCSGEUEmwI0zC7du3GTt2LLGxsZw5c8bQpdmyZUs0Gg1bt27lwIEDxMTEcO3aNcCLzEw/4BAwCWvrp9HphlJYaA+oHS63bql5N20KnTurWz0987RCe7OzaH78Qd1UamOmuj/U3XeDLSzUgCYgQN0fSqdTZ0i5uj5YBUND1X91Oti7V72l5eSk3ieTHh0hhKiSjNmRMTuPTWhoKFqtlqCgoHLnFi9ejE6nI7TkS76MEydOsGHDBpo2bco///lPw/E2bdqQlJTEnDlzyMnJISYmhuPHjwMtAScgDuiGVtsfRVmMXl/xFgwtW8LIkWocEdjzFs7/9z78/DOYm8OZM3D1avmL3N3VwMbOTt1CfOJENRgRQgjxUMiYHVEnaLVagoODAYwCnsWLFxMcHMyiRYs4d+4c+/bto3///ri5uQFw9uxZli9fTrt27ejYsaNhhlR6ejrQkFWr1gI5gCUwG1iFVnubBg003L5tgU5XWoYGDdShMoGBEOidT8Dva7BPiABNa3j/zvTvsheAejuqRw+1N+epp2DWLDVCEkIIUStJsCMem5IApyTgmTdvHm+++SYfffQRixYtIigoiIEDBxIeHs7q1avx8fEhJiaGqKgobG1tOXPmDCNGjCiT46fANJo0SaBhQwfS010pLlZv8eh0luh0YGurDnEJ7HiVQH0UvZwvY6UtUqd+r9sPGRnlC/rEE9C8OTz9tNpj4+WlBjxCCCHqBLmNJbexHpuQEIUGDTTo9UsIDd2NeqspjeDgAeTlzSY5+TJpaa/y+++/U1BQQFFR0Z0r7YAfAS+cnZdjZzeE3FwvUlKeAIwH+rZooRDQMYt+LU4Q+Bc3ut2KRXswGjZtgkuXyhdKo1FX/Bs2TF0YJyDgwcfZCCGEeGhkb6xqkGDn0du4cSMrVqzA2nope/YMwsrqNgUFZXtKsoHGQBCwF5gBHMXObjdubhMxM+tHYmI3FKX8DCZ35wL6e2UT+HxTApuexONiOJq351e+MWajRjBwoBrU+Pur+0hZl183RwghRO0iY3ZErfHtt98SGRnJwoULcXR0BCA3N5dDhw7RzOZLYMBdgQ6ogY4e50YWNHR6lzNn/GjQYDw3by7l2LHSVBqNQvcuOp7q34DA7tn0Ofw/OK4JgRxbiCgunU5VeoE6Z7xk6re/P7RpI6sOCyGEiZNgR9QIRVH4448/uHz5MoMGDTIcf/fddzl69Cienp6Ym5sTHh5OWNgBoD9X8v+7ihw1pOYGwRn1UXGxBktLdTBxnwA9gT/MJuDsl9jZdYPtGfDh2dJLc3LUf5s0UQOakuCmVy910I4QQoh6RYId8UCKi4spLCzExsYGgD179tCvXz+cnZ25dOkSSUlJREREYGamxcqqC3Pnvgek37naDwi/xzOovS2+3W4x6vgSAi0O0nN2bywP7YOPYyE3V022f3/pJR07lq5tExCgbrVgVn6fKiGEEPWLBDui2kJDQ1m5ciXBwcGGdW5cXFywsbFBp7OgVatWpBhW+f0MmI6Z2Ve4u+sxN+9NamorQ+fLvczO/BcTdP8Nt4B3d5eeaNRI7ebp3VvtufH1VXtyhBBCiLtIsCMqVVhYSEhICPv37+e3336jYUN1ET5bW1tyc3PZsmUL58+fJzw8nNOnLwH7yM/vAvRHqx2Og8NwcnP7kpcHev0ko029zSmkCIsKn7csp/R49Ze2bUt7bPz91SWNZeVgIYQQ90GCHQHAtWvXCA9Xby2NHTsWAHNzc77++mtSUlIICwsDICIigs2brwHbiI4+TXT0CsAXmIpG0xlFsQD2o9MZL1njYXcF3+EO+LW9hp/2EF2W/gXH2xe4SeNKy2RHFoH/6AVvb1I3pBJCCCEegAQ79ZCiKJw7d46mTZvS5M6tn8jISMaNG0fXrl0ZO3YseXl57N+/n6ZNXyE7252RI98CkoAngWnAc0AR8GaZfNV/bRvq8PHT4tezGL/Mn/Bd9yrN9AWw2wa+yTSkH8IONjIWDaBQOrZGgx4FGMJOtM8Nk0BHCCHEnyLBTj1w907gzz//PNu2bWPt2rW8/PLLAHTr5oOz81/Iz29HYGAgMTGxFBe7AD8BXYE+aDQud3puSpij0ah3lPz8wG/Pe/ie3kBHHye0uTnwQTyULASYizqo2MJC3WrBz4/vP53K+FvfM5v/IYXShftaksIq5jDaLgwCrz/sl0cIIYSJk2DHhF25coWpU6dy/Phxzp49i/bOGJdOnTrz669/EBZ2moyMZYSHh7Nnzy0KC/cBhZw71wP11lSLMrm1RlHUTha/Lrn4RizDzzyeXguHY/f7Xvh/0ZCcrCaNOF56WYsWpYOIAwLUQMfKSj2XmsrojRsZyU/spQ9pOOFEGoHsQ4sOhoyTcTlCCCH+NFlB2URWUE5MTOSHH36gTZs2TJ48GVCnhzdp0oTcXB1xcfvQarWEh4ezapU7ycnPA78Bl1CngncBjKdpm5sreDW5iF/mT/gNbITf+Fa0PrcbzYH96l5Sd2+QaWamLtpXdiCxu3vVi/Zt3gyzZ4Nh9hbq9gyrVsHo0X/6dRFCCGGaZLuIaqiLwc61a9fYt28fffv2xd7eHoDPPvuMV155hX79+hEREYGiKJw4cYr+/S24cqUVNjazyM93Qg1segM25fJ14yJ+xOD3r0H4eWbxZFYEVj/+Hxw6BHl55QtSsmhfSXDTq5c6Jby6dDrYuxfS0sDJSd2CXHp0hBBCVEG2izAx2dnZNG5cOmvpqaee4sSJE2zZsoVRo0YBYG8/BEfHGFJTCxg6NIgDB/TcvNkRGAtoyc//j1GeluTh2/Q8/tO74tc1D1+zQzi9Mw2ys2FVQcXBTadOxsFNTS3ap9VCv35/Ph8hhBCiAhLs1GLHjh1j+PDhaDQakpKSDMddXV8nLc2ew4f1XLq0la1b04iJcSU/fzjp6QqnT/ctl1erFtfpO9ieAH8Nvtd/o8uicTRo3AJ+tYH3jpdOpSpRsmhfye0oPz9ZtE8IIUSdJMFODQsNDUWr1RIUFFTu3OLFi9HpdISGhpY7t23bNr788kuGDx9umCHl6NiK5OTWQFsyMjK4fbsBX355jIMHn+PGDRf+/e+bwN1ddxosLfPp3v0Wgwfb0TtsGT6HVtMk8Cm4cRuCouHqVTVp2VX+2rQx3mqhSxe5lSSEEMIkSLBTw7RaLcHBwej1Gvr2fccwDCUqagmhocEsXLiQqKgo9u3bxxtvvIHVnZlJJ06cZMuWI+TnO/Lyyy+j18PBg2YoSgSg4O5+ioKCtkDZXhs7oJjmzTPo1S2P53YvoZ95PO0+fQtN3GH4LRoSEtQxMT/8UHqZpaU6vqbs7t8tys68EkIIIUyHBDs1TKcLokuX5wkNvXtl4Ml06TIKna4z48Y5kpmZQ58+T9G3byAAp09PB+Zz4kQmHh6nuHjRCZ2upNdGQ0GBJwANGmTSqtExemf9xvin7ej3ryHYxO9TZ0c5RKq9NlMmGz+1s7Px9O8nn1TXuxFCCCHqAZmNVcOzsSZ0SeS7410BhZKdu1Xq4/GdE4m6Zk1GRmumTk0lNdWCw4e1XL3qUEFut7AijvbEMGBSeyZNas+TOSfRbP8VYmPh9GkoLDS+pEED8PIynv7t6lr19G8hhBCijpGp59VQk8GOTgfuT2STctOWu9esUSmYmxVTpNdWcv4sNmYH6dJTx9DBdvxXT0va/vitugbN+fNw4UL5SxwcSoOagADo2RNsyk8rF0IIIUyJTD1/TPbuhZSblW9sCRqK9OZ3fr8JxGBjk4i3dzEjexTx3LlY2jZqhCYzEz6ILT/9W6NRBw6XDW7atpVeGyGEEKIKEuzUoLS0+0vXqfkK/tp6M4N6eNH59m000dHwPyfLJ7SzU6d8l9yS8vGBxlUFU0IIIYS4mwQ7NcipuQ6493Tt1XmR9IuNhtho4xPt2xsv2texo0z/FkIIIf4kCXZqUCB7scODm7hQ8ZgcPXakEJj3G1hbqz01ZRfta9bsURdZCCGEMHkS7NQgbWYaz5LGd0wA9BgHPOrjZ9mPdskieOstMDevOCMhhBBC1Jga2NhIGDg50YFTvMi3tOSy0SlXUniRb+nAKXXNGwl0hBBCiEdCpp7X5Do7Op26f1RODjrM2EsgaTjhRBqB7EWLXh10fP26jMURQggh/gSZev64aLWwfj288AJaFPopUaXnNBpAA+vWSaAjhBBCPEJyG6umjR6t7kPl4mJ8vGVL9fjo0Y+nXEIIIUQ9JT07D8Po0TBypLrKYMlOoIGB0qMjhBBCPAYS7DwsWi306/e4SyGEEELUe3IbSwghhBAmTYIdIYQQQpg0CXaEEEIIYdJqZbCzevVq3N3dsbKywtfXl4MHD1aZftOmTXh6emJlZUXXrl3Zvn37IyqpEEIIIWq7WhfsfP/998ydO5eQkBDi4+Pp3r07gwcPJjMzs8L0Bw4cYMKECUybNo2EhARGjRrFqFGjOHbs2CMuuRBCCCFqo1q3grKvry+9evXi448/BkCv1+Pq6sqsWbOYP39+ufTjx48nLy+PX375xXDMz88PLy8vPvnkk3s+X42uoCyEEEKIR6LOrqBcWFhIXFwcb7/9tuGYmZkZgwYNIjo6usJroqOjmTt3rtGxwYMHs3Xr1grT3759m9u3bxseZ2dnA+qLJoQQQoi6oeR7+376bGpVsHP16lV0Oh0tWrQwOt6iRQv++OOPCq9JT0+vMH16enqF6ZctW8bChQvLHXd1dX3AUgshhBDiccnJyaFx48ZVpqlVwc6j8Pbbbxv1BOn1eq5fv07Tpk3RaDSVXnfz5k1cXV25dOlSvbvdJXWvf3Wvr/WG+lv3+lpvkLrX1borikJOTg7Ozs73TFurgh0HBwe0Wi0ZGRlGxzMyMnB0dKzwGkdHx2qlt7S0xNLS0uiYvb39fZfRzs6uzr0haorUvf7Vvb7WG+pv3etrvUHqXhfrfq8enRK1ajaWhYUF3t7ehIWFGY7p9XrCwsLw9/ev8Bp/f3+j9AC7du2qNL0QQggh6pda1bMDMHfuXCZPnkzPnj3x8fFh1apV5OXlMXXqVABeeuklXFxcWLZsGQCzZ8+mb9++rFy5kmHDhvHdd99x+PBh/vd///dxVkMIIYQQtUStC3bGjx/PlStXCA4OJj09HS8vL3bs2GEYhJycnIyZWWmHVEBAAN988w3vvPMOCxYsoF27dmzdupUuXbrUaLksLS0JCQkpdwusPpC617+619d6Q/2te32tN0jd60Pda906O0IIIYQQNalWjdkRQgghhKhpEuwIIYQQwqRJsCOEEEIIkybBjhBCCCFMmgQ7qFtI9OrVC1tbW5o3b86oUaM4depUldesX78ejUZj9GNlZfWISlxzQkNDy9XD09Ozyms2bdqEp6cnVlZWdO3ale3btz+i0tYsd3f3cnXXaDTMnDmzwvR1tc337NnDiBEjcHZ2RqPRlNs3TlEUgoODcXJywtramkGDBnHmzJl75rt69Wrc3d2xsrLC19eXgwcPPqQaPLiq6l5UVMS8efPo2rUrDRs2xNnZmZdeeonU1NQq83yQz8zjcK92nzJlSrl6DBky5J751vZ2v1e9K/rMazQa3n///UrzrAttfj/fYwUFBcycOZOmTZvSqFEjxowZU25R3rs96N+H2kaCHSAqKoqZM2cSExPDrl27KCoq4plnniEvL6/K6+zs7EhLSzP8XLx48RGVuGZ17tzZqB779u2rNO2BAweYMGEC06ZNIyEhgVGjRjFq1CiOHTv2CEtcMw4dOmRU7127dgEwduzYSq+pi22el5dH9+7dWb16dYXn33vvPT788EM++eQTYmNjadiwIYMHD6agoKDSPL///nvmzp1LSEgI8fHxdO/encGDB5OZmfmwqvFAqqp7fn4+8fHxBAUFER8fz+bNmzl16hTPPffcPfOtzmfmcblXuwMMGTLEqB7ffvttlXnWhXa/V73L1jctLY0vvvgCjUbDmDFjqsy3trf5/XyP/eMf/+Dnn39m06ZNREVFkZqayujRo6vM90H+PtRKiignMzNTAZSoqKhK06xbt05p3LjxoyvUQxISEqJ07979vtOPGzdOGTZsmNExX19f5dVXX63hkj16s2fPVjw8PBS9Xl/heVNoc0DZsmWL4bFer1ccHR2V999/33AsKytLsbS0VL799ttK8/Hx8VFmzpxpeKzT6RRnZ2dl2bJlD6XcNeHuulfk4MGDCqBcvHix0jTV/czUBhXVffLkycrIkSOrlU9da/f7afORI0cqAwYMqDJNXWzzu7/HsrKyFHNzc2XTpk2GNCdPnlQAJTo6usI8HvTvQ20kPTsVyM7OBuCJJ56oMl1ubi6tWrXC1dWVkSNHcvz48UdRvBp35swZnJ2dadOmDRMnTiQ5ObnStNHR0QwaNMjo2ODBg4mOjn7YxXyoCgsL+frrr3n55Zer3BDWVNq8RFJSEunp6UZt2rhxY3x9fStt08LCQuLi4oyuMTMzY9CgQXX+fZCdnY1Go7nnfnnV+czUZpGRkTRv3pwOHTrw2muvce3atUrTmmK7Z2Rk8OuvvzJt2rR7pq1rbX7391hcXBxFRUVG7efp6Ymbm1ul7fcgfx9qKwl27qLX65kzZw69e/euchXmDh068MUXX7Bt2za+/vpr9Ho9AQEBpKSkPMLS/nm+vr6sX7+eHTt2sGbNGpKSkggMDCQnJ6fC9Onp6YbVrEu0aNGC9PT0R1Hch2br1q1kZWUxZcqUStOYSpuXVdJu1WnTq1evotPpTO59UFBQwLx585gwYUKVGyJW9zNTWw0ZMoQNGzYQFhbG8uXLiYqKYujQoeh0ugrTm2K7f/nll9ja2t7zVk5da/OKvsfS09OxsLAoF8hX1X4P8vehtqp120U8bjNnzuTYsWP3vB/r7+9vtNloQEAAHTt25NNPP2Xx4sUPu5g1ZujQoYbfu3Xrhq+vL61atWLjxo339b8dU7F27VqGDh2Ks7NzpWlMpc1FeUVFRYwbNw5FUVizZk2VaU3lM/Piiy8afu/atSvdunXDw8ODyMhIBg4c+BhL9uh88cUXTJw48Z4TDepam9/v91h9Ij07Zbz++uv88ssvRERE0LJly2pda25uzpNPPsnZs2cfUukeDXt7e9q3b19pPRwdHcuN3s/IyMDR0fFRFO+huHjxIrt372b69OnVus4U2ryk3arTpg4ODmi1WpN5H5QEOhcvXmTXrl1V9upU5F6fmbqiTZs2ODg4VFoPU2v3vXv3curUqWp/7qF2t3ll32OOjo4UFhaSlZVllL6q9nuQvw+1lQQ7qFPrXn/9dbZs2UJ4eDitW7eudh46nY7ExEScnJweQgkfndzcXM6dO1dpPfz9/QkLCzM6tmvXLqMej7pm3bp1NG/enGHDhlXrOlNo89atW+Po6GjUpjdv3iQ2NrbSNrWwsMDb29voGr1eT1hYWJ17H5QEOmfOnGH37t00bdq02nnc6zNTV6SkpHDt2rVK62FK7Q5qb663tzfdu3ev9rW1sc3v9T3m7e2Nubm5UfudOnWK5OTkStvvQf4+1FqPeYB0rfDaa68pjRs3ViIjI5W0tDTDT35+viHNpEmTlPnz5xseL1y4UNm5c6dy7tw5JS4uTnnxxRcVKysr5fjx44+jCg/sjTfeUCIjI5WkpCRl//79yqBBgxQHBwclMzNTUZTy9d6/f7/SoEEDZcWKFcrJkyeVkJAQxdzcXElMTHxcVfhTdDqd4ubmpsybN6/cOVNp85ycHCUhIUFJSEhQAOWDDz5QEhISDDOO3n33XcXe3l7Ztm2bcvToUWXkyJFK69atlVu3bhnyGDBggPLRRx8ZHn/33XeKpaWlsn79euXEiRPKK6+8otjb2yvp6emPvH5VqaruhYWFynPPPae0bNlSOXLkiNFn//bt24Y87q77vT4ztUVVdc/JyVHefPNNJTo6WklKSlJ2796t9OjRQ2nXrp1SUFBgyKMutvu93u+KoijZ2dmKjY2NsmbNmgrzqIttfj/fYzNmzFDc3NyU8PBw5fDhw4q/v7/i7+9vlE+HDh2UzZs3Gx7fz9+HukCCHUWdnljRz7p16wxp+vbtq0yePNnweM6cOYqbm5tiYWGhtGjRQnn22WeV+Pj4R1/4P2n8+PGKk5OTYmFhobi4uCjjx49Xzp49azh/d70VRVE2btyotG/fXrGwsFA6d+6s/Prrr4+41DVn586dCqCcOnWq3DlTafOIiIgK398lddPr9UpQUJDSokULxdLSUhk4cGC516NVq1ZKSEiI0bGPPvrI8Hr4+PgoMTExj6hG96+quiclJVX62Y+IiDDkcXfd7/WZqS2qqnt+fr7yzDPPKM2aNVPMzc2VVq1aKX/961/LBS11sd3v9X5XFEX59NNPFWtrayUrK6vCPOpim9/P99itW7eUv/3tb0qTJk0UGxsb5fnnn1fS0tLK5VP2mvv5+1AXaBRFUR5On5EQQgghxOMnY3aEEEIIYdIk2BFCCCGESZNgRwghhBAmTYIdIYQQQpg0CXaEEEIIYdIk2BFCCCGESZNgRwghhBAmTYIdIYS4S2RkJBqNptw+QkKIukmCHSGEEEKYNAl2hBC1UmFh4eMughDCREiwI4SoFfr168frr7/OnDlzcHBwYPDgwURFReHj44OlpSVOTk7Mnz+f4uJiwzXu7u6sWrXKKB8vLy9CQ0MNjzUaDZ9//jnPP/88NjY2tGvXjp9++snomu3bt9O+fXusra3p378/Fy5cMDp/8eJFRowYQZMmTWjYsCGdO3dm+/btNf0SCCEeEgl2hBC1xpdffomFhQX79+8nNDSUZ599ll69evH777+zZs0a1q5dy5IlS6qd78KFCxk3bhxHjx7l2WefZeLEiVy/fh2AS5cuMXr0aEaMGMGRI0eYPn068+fPN7p+5syZ3L59mz179pCYmMjy5ctp1KhRjdRZCPHwNXjcBRBCiBLt2rXjvffeA2DDhg24urry8ccfo9Fo8PT0JDU1lXnz5hEcHIyZ2f3/X23KlClMmDABgKVLl/Lhhx9y8OBBhgwZwpo1a/Dw8GDlypUAdOjQwRDQlEhOTmbMmDF07doVgDZt2tRUlYUQj4D07Aghag1vb2/D7ydPnsTf3x+NRmM41rt3b3Jzc0lJSalWvt26dTP83rBhQ+zs7MjMzDQ8j6+vr1F6f39/o8d///vfWbJkCb179yYkJISjR49W6/mFEI+XBDtCiFqjYcOG1UpvZmaGoihGx4qKisqlMzc3N3qs0WjQ6/X3/TzTp0/n/PnzTJo0icTERHr27MlHH31UrbIKIR4fCXaEELVSx44diY6ONgpm9u/fj62tLS1btgSgWbNmpKWlGc7fvHmTpKSkaj/PwYMHjY7FxMSUS+fq6sqMGTPYvHkzb7zxBp999lm1nkcI8fhIsCOEqJX+9re/cenSJWbNmsUff/zBtm3bCAkJYe7cuYbxOgMGDOCrr75i7969JCYmMnnyZLRabbWeZ8aMGZw5c4Z//vOfnDp1im+++Yb169cbpZkzZw47d+4kKSmJ+Ph4IiIi6NixY01VVQjxkEmwI4SolVxcXNi+fTsHDx6ke/fuzJgxg2nTpvHOO+8Y0rz99tv07duX4cOHM2zYMEaNGoWHh0e1nsfNzY0ff/yRrVu30r17dz755BOWLl1qlEan0zFz5kw6duzIkCFDaN++Pf/5z39qpJ5CiIdPo9x9w1sIIYQQwoRIz44QQgghTJoEO0IIIYQwaRLsCCGEEMKkSbAjhBBCCJMmwY4QQgghTJoEO0IIIYQwaRLsCCGEEMKkSbAjhBBCCJMmwY4QQgghTJoEO0IIIYQwaRLsCCGEEMKkSbAjhBBCCJP2/wHR6IUaQhXwpAAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.02255562]\n", + "[0.02477723]\n", + "[0.02399287]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.03507538]\n", + "[0.03640747]\n", + "[0.03584206]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.00853752]\n", + "[0.01091147]\n", + "[0.01006462]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.02297818]\n", + "[0.02546866]\n", + "[0.02417317]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.03483565]\n", + "[0.03672788]\n", + "[0.03587746]\n" + ] + }, + { + "data": { + "image/png": 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gIJlmxFLfhNpo3Kmpqbhw4QIGDx6scERSdfD5fHz11Vc4fvy4xNFCcnIy9u3bh27dukFHRwd8Ph+9evXCsWPH8OrVK3G/R48e4fTp01WuoaSkhEGDBuHkyZO4ffu21PXS+8bn86Xu4fr16yEUCmu0r2+++QZ///23TCUrNTVV4Tkrzi/PfasNv//+u8Tz0kzc1flI1VQ+edZT9G9Umz1URelxRWVKloGBAfr06YM9e/Zg79696N27tzhqqzKSkpKQkpIi4QtSGffu3atWYalIaRSYrP+BiryL11dFhg4dCqFQiC1btojbCgsLERgYiE6dOkkoVyEhIcjKysKAAQMk5pDnvoSHh6NLly41kjE6OhqpqamIj48Xt6WmpmLFihVwd3eXiFCbO3cuYmNj8fjxYwQFBWHZsmXio3RfX1+cOnUKwcHBePr0KRISEqRSUsgbei7vfcvLy0NsbKxElJ8i97zisTvAKZ27d++Guro6WrZsWa2sHyrMsvMRMXPmTOTl5WHw4MGwtbVFUVERrl27hoMHD8LKykrsJwIAGzZsQEZGhlhpOHnyJF68eCGeR1dXV2LuUufKqo6weDyeXGGSsli2bBnOnz+Pbt26Yfr06VBWVsbmzZtRWFiIX3/9VdxvyZIlOHfuHLp27Ypp06ZBKBRiw4YNsLe3r7aWz88//4xz587B1dUVU6ZMgZ2dHRITE3Ho0CFcuXIFDRo0QP/+/fHnn39CV1cXLVu2RFhYGC5cuFBjH6WVK1ciKCgInTp1wuTJk9GyZUu8efMG4eHhuHDhAt68eVOjeUuR977VlISEBAwcOBC9e/dGWFgY9uzZg1GjRsltUVBUPnnWU/RvVNs9VEa7du0AcKULRowYARUVFQwYMEDCZ2Ps2LEYOnQoAGDp0qXVzlmaOTk1NRV79uyRuu7o6IjWrVuL+yqasbZJkyawt7fHhQsXMGHChGr71/frqyKdOnXCsGHDsHDhQqSkpKBZs2bYtWsXnjx5gu3bt0v0PXHiBBwdHWFhYSHRXt19uXPnDt68eYOvv/5a6lp172HJyclITU2Fg4MD+vfvD09PT+Tn5+P333+HUCiUUFZevXqFHTt2IC4uDvr6+tDX10enTp1gb2+PxMRErFu3DvHx8eKcZyNGjMCdO3ck1pM39Fze+3bz5k188cUX8PPzE9clU+SeT506FVlZWejevTtMTU2RlJSEvXv3IjY2FqtXr5bL8f2D5X2FgTEU5/Tp0zRhwgSytbUlLS0tEggE1KxZM5o5c6ZEBmUiLuwTlYS2ygql7dy5MxkZGVFJSYnMtbOzswkAjRgxolo5KwvbDg8PJ3d3d9LS0iINDQ364osv6Nq1a1LjL168SG3atCGBQEBNmzalbdu20f/+9z9SU1Ordo2nT5/S2LFjydDQkFRVValJkybk6elJhYWFRESUnp5O48ePJwMDA9LS0iJ3d3eKjY0lS0tL8vDwqHZ+WSQnJ5OnpyeZm5uTiooKmZiYUM+ePWnLli3iPlVl+60uE7A8903RbMKl/e/fv09Dhw4lbW1t0tPToxkzZlB+fn69ySfPevL+jeSds6ah50RES5cuJVNTU1JSUpL5eigsLCQ9PT3S1dWV2ocsfv311yrDzktD6zMzM4nH40mkYJCXNWvWkJaWlkQIf2Wh50T18/oikh16TsRl750zZw6ZmJiQqqoqdejQgc6cOSPVz8rKinx8fCTa5Lkv8+fPJwsLC6ns1PK8h50/f54A0M2bN2nSpEmkq6tLOjo6NHz4cHr27JlE3927d0uE5xMRubm50V9//UW7d+8mZWVl0tXVFT+0tLRozpw5Ev0hZ+g5kXz3rfTvXPG+y3vP9+/fT7169SJjY2NSVlYmPT096tWrFx0/flwuGT9kmLLDkIt//vmHeDwe3bt3772s//XXX1OzZs3ey9qfIvVRvuFzpLi4mAwNDWnChAl1Ou+VK1fIwMCgRmMzMjKoYcOGtG3btjqVSVEqU3bk4d69ewSAbty4IdFe3X0pKCggExMTCggIkLomz3vY2rVric/nU0FBQbUyrl27lr799lvx89TUVNLQ0KD79+9TQEAATZw4sdo5GO8O5rPDkIugoCCMGDFCbGKvTyrmfYiPj8e///4rkeKewfgQOHbsGFJTUzF27Ng6nTcyMhKtWrVCQUGB+CFvnhNdXV3MmzcPq1atUjjC8EPhxIkTMDExQYcOHSTaq7svgYGBUFFRkZkPSJ73sKioKDRp0kSuAsM2Nja4fPkyXr58idTUVEyYMAFCoRDNmzeHk5MTzpw5g9jYWABc/qOzZ8/Ku31GffC+tS0GoyImJia0YMEC2rJlCy1atIgaNmxImpqa9PDhw/ct2icDs+zUjuvXr9OWLVvI3Nyc2rRpU+fzT5kyReqIa9CgQXW+Tn1SG8tOUlKSzKOq+r4vHTt2lMrIXRkikYjGjx9PWlpaZG9vTytXrqT27duLr69cuZLMzMxIU1OTmjRpQv/3f/9XZ3IyFIdH9BFnCWJ8kowfPx5BQUFISkqCqqoqnJ2d8fPPP0vU+2HUjiVLluCnn35CampqtRFEDGnGjRuHPXv2wMnJCTt37qy3WnUfM1ZWVhg3bpzYUfZDh4igra2NGTNmYOXKlQqPnzNnDtTU1LBs2bJ6kI5RW5iyw2AwGAyGgly7dg2WlpYwNjbG0aNHMWPGDERERKBRo0bvWzSGDD44n53ff/8dVlZWUFNTQ6dOnXDz5s0q+2dkZMDT0xONGjWCqqoqWrRoUa81cRgMBoPBuHPnDuzt7aGvr4/169fj1KlTTNH5gPmgLDsHDx7E2LFjsWnTJnTq1AkBAQE4dOgQ4uLiYGRkJNW/qKgIXbt2hZGREX788UeYmpri6dOnaNCgQa1zbDAYDAaDwfg0+KCUnU6dOqFDhw7i+jIikQjm5uaYOXMmFixYINV/06ZNWLVqFWJjY2uUgpvBYDAYDManzwej7BQVFUFDQwOHDx/GoEGDxO0eHh7IyMjA8ePHpcb07dsXDRs2hIaGBo4fPw5DQ0OMGjUK8+fPl1nbBODSZJevACsSifDmzRvo6+uDiFBSUlLne2MwGLJRVlaGktIHd5rOYDA+AogI2dnZaNy4cbXvIx9MuYi0tDQIhUIYGxtLtBsbG4tzFVTkv//+w6VLlzB69Gj8+++/ePToEaZPn47i4uJKq3+vWLECP/30k0Qbj8fD+PHjMXDgQAgEgndWNZnB+JwhIhQVFeHEiRMIDAyUWfeNwWAwquP58+dSVeor8sFYdl69egVTU1Ncu3ZNXMwOAObNm4eQkBBxhdbytGjRAgUFBUhISBBbctasWYNVq1ZVWgG8omUnMzMTS5YswQ8//ABjY2Ooq6szZYfBeAcQEfLz85GSkgJNTU00bNjwfYvEYDA+IrKysmBubo6MjAypeo8V+WAsOwYGBuDz+UhOTpZoT05OFhdSq0ijRo2goqIicWRlZ2eHpKQkFBUVQSAQSI1RVVWVyI4pFAoxcOBAGBsbw9DQsI52w2Aw5EFLSwtKSkpihaey42cGg8GoDHkMFB/MYblAIEC7du1w8eJFcZtIJMLFixclLD3l6dq1Kx49eiSREv3hw4do1KiRTEVHFkKhEAKBAOrq6rXbAIPBqBEaGhoAgOLi4vcsCYPB+FT5YJQdAJg9eza2bt2KXbt24cGDB5g2bRpyc3Mxfvx4AMDYsWOxcOFCcf9p06bhzZs38PLywsOHD/HPP//g559/hqenp0Lr8ng8dnTFYLwn2P8eg8Gobz6YYywAGD58OFJTU+Hr64ukpCRxMbVSp+Vnz55JeFybm5vj7Nmz+OGHH+Dg4ABTU1N4eXlh/vz572sLDAaDwWAwPjA+GAfl90VaWhpu374NFxcXaGpqvm9xGIzPjtIgA2tra6ipqb1vcRgMxkdCVlYWdHV1kZmZCR0dnSr7flDHWAxGbVC01AiDwWAwPg+YslOXCIVAcDCwfz/3Uyh85yIUFRW98zU/BA4ePIjZs2fDz88P4eHhcHR0hLu7O1JSUt63aAwGg8F4zzBlp644cgSwsgK++AIYNYr7aWXFtdcjbm5umDFjBry9vWFgYAB3d3ecOXMG3bp1Q4MGDaCvr4/+/fvj8ePH4jGnTp1CgwYNIHyrjEVERIDH40mU5Jg0aRLGjBkjtxxJSUng8XhYt24d2rRpAzU1NbRq1QpXrlypu81WwZo1azB58mSMHz8eLVu2xKZNm6ChoYEdO3a8k/UZDAaD8eHClJ264MgRYOhQ4MULyfaXL7n2elZ4du3aBYFAgKtXr2LTpk3Izc3F7Nmzcfv2bVy8eBFKSkoYPHiwOETfxcUF2dnZuHv3LgAgJCQEBgYGCA4OFs8ZEhICNzc3AMDOnTurjZiJiIgAAOzYsQMBAQGIiIiAhYUFRo8eLZEaoKZUJUNRURHu3LmDXr16iduUlJTQq1cvhIWF1XptBoPBYHzcfFDRWB8MREBennx9hUJg1ixujKx5eDzAywvo1QuQJ2GahgY3RgGaN2+OX3/9VfzcxsZG4vqOHTtgaGiI+/fvw97eHrq6unByckJwcDDat2+P4OBg/PDDD/jpp5+Qk5ODzMxMPHr0CK6urgAAXV1dqTkrEhkZCRUVFRw/fhxWVlYAgGXLlqF9+/Z4+fIlzM3NFdpTRaqSoSalRhgMBoPx+cAsO7LIywO0tOR76OpyFpzKIOIsPrq68s0nr5JVjnbt2kk8j4+Px8iRI9GkSRPo6OiIlY9nz56J+7i6uiI4OBhEhNDQUAwZMgR2dna4cuUKQkJC0LhxYzRv3hwAMHjw4GqVhoiICAwZMkS8FoBqveMVQR4ZGAwGg8GQBVN2PgEqhswPGDAAb968wdatW3Hjxg1xXbHyzstubm64cuWK2CJja2sLNzc3BAcHIyQkRGzVkZeIiAg4OTlJtIWFhcHAwACmpqbiPs7OznB0dMQvv/wCd3d3AJxy1q9fP7Rr1w7du3dX2Km4JqVGGAwGg/H5wJQdWWhoADk58j3+/Ve+Of/9V7753qbOrymvX79GXFwcfHx80LNnT9jZ2SE9PV2qX6nfztq1a8WKTamyExwcLPbXkYf8/HzEx8eLHZ4BrtRHQEAAPDw8oKSkhOLiYowbNw6BgYGIjIzE1atX4eDggMLCQkyfPh2bN2/GnTt3MGrUKGzZskWhPdek1AiDwWAwPh+YsiMLHg/Q1JTv8dVXgJlZ5X42PB5gbs71k2e+WqbO19PTg76+PrZs2YJHjx7h0qVLmD17tsx+Dg4O2Lt3r1ix6d69O8LDw/Hw4UMJy87Ro0dha2tb6ZpRUVHg8XjYs2cPwsLC8ODBAwwfPhwZGRnw8fERz+Hs7Cyex87ODg4ODjh27BhiYmLQv39/ODk5Yd26dVBRUZFaozoZqis1wmAwGIzPF+agXFv4fGDdOi7qiseTdFQuVVwCAuRzTq4DlJSUcODAAcyaNQv29vawsbHBb7/9JtNS4+rqioiICPG1hg0bomXLlkhOTpZwBs7MzERcXFyla0ZERMDW1hbz5s3DN998g8zMTLi7uyMkJAQNGjQAANy7d0/imCsmJgajRo3CoUOHsHr1aowcObLKfVUnQ3WlRhgMBoPx+cLKRdRVuYgjR7ioq/Lh5+bmnKIzZEit5fyQ8fT0RHp6Ovbt21dpnzVr1iAxMRGrVq1CcHAw+vTpg8zMTGzZsgW3b9/Gzp07AXBKkYODwzuSnPEhwMpFMBiMmsDKRbwPhgwBnjwBgoKAffu4nwkJn7yiA3CWneoUlDFjxiAoKAiOjo44ceIEOnToAIFAgPHjxyMjIwO2trZwdHTEnj173pHUDAaDwfhcYMdYdQmfDyjg2PspQESIiorCokWLquynqamJ27dvQyQSYf78+fjuu+/E7ceOHXsHkjIYDAbjc4UpO4xawePxkJWVVW2/VatW4fDhw1BWVka/fv0wadKkdyAdg8FgMBhM2WG8I5YsWYIlS5a8bzEYDAaD8RnCfHYYDAaDwWB80jBlh8FgMBgMxicNU3YYDAaDwWB80jBlh8FgMBgMxicNU3YYDAaDwWB80jBlh8FgMBgMxicNU3YYDAaDwWB80jBlh8FgMBgMxicNU3YYDAaDwWB80jBlh8FgMBgMxicNU3YYDAaDwWB80jBl5yOHiDBlyhQ0bNgQPB4PDRo0gLe39/sW673x+vVrGBkZ4cmTJ+9blDplxIgRWL169fsWg8FgMD5KmLLzkXPmzBns3LkTp06dQmJiIh4+fIilS5eKr7u5uX20ys/vv/8OKysrqKmpoVOnTrh582a1Y5YvX46vv/4aVlZWAICzZ8+Cx+NV+Th37pxCcq1YsQIdOnSAtrY2jIyMMGjQIMTFxYmvC4VCLF68GNbW1lBXV0fTpk2xdOlSEFGlc1pZWcmUzdPTEwDg4+OD5cuXIzMzUyFZGQwGg8GUnbphyRKgnIIhwdKl3PV64vHjx2jUqBG6dOkCExMTGBkZQVtbu97We1ccPHgQs2fPhp+fH8LDw+Ho6Ah3d3ekpKRUOiYvLw/bt2/HxIkTxW3du3dHYmKi+KGvr4/FixdLtPXs2VMh2UJCQuDp6Ynr16/j/PnzKC4uxldffYXc3FwAwC+//IKNGzdiw4YNePDgAX755Rf8+uuvWL9+faVz3rp1S0Km8+fPAwCGDRsGALC3t0fTpk2xZ88ehWRlMBiM98GSJUskvniXZ+nSpVhSj5+LMqHPnNTUVDp9+jTl5OTUfBJ/fyKA+ylPex3h4eFBAMQPS0tLcnV1JS8vL5nXAVBCQoLc8ycmJhIACggIICcnJ1JVVaWWLVtSaGhoveynPB07diRPT0/xc6FQSI0bN6YVK1ZUOubQoUNkaGhY6fUXL14QADp37lydypqSkkIAKCQkhIiI+vXrRxMmTJDoM2TIEBo9erTcc3p5eVHTpk1JJBKJ23766Sfq1q1b3Qj9AZGfn0/379+n/Pz89y0Kg8GoI/z9/QkA+Vf4/KusvSZkZmYSAMrMzKy2L1N2qlJ2cnK4R7kPHCos5NoKCiT7+vhwis1PP3HPSxUdHx+iim/ipfMKhWVtRUUKy56RkUH+/v5kZmZGiYmJlJKSIqHsZGRkkLOzM02ePJkSExMpMTGRSkpKiIgoMDCQqtN1T58+TQDIwcGBgoOD6cGDB9S7d2+ysLAgYXnZa0hlMhQWFhKfz6ejR49KtI8dO5YGDhxY6XyzZs2i3r17V3r95MmTBIDS0tJqLWN54uPjCQBFRUUREdHy5cvJ0tKS4uLiiIgoIiKCjIyMaM+ePXKtWVhYSPr6+rR8+XKJ9tOnT5NAIKCCiq+9jxym7DAYnyalio23t7fE87pQdIgUU3bYMVZVaGlxj7S0srZVq7i2GTMk+65Zw/308wNUVQFfX6BPH2DZMqDcsQoAwMqKm+PBg7K2nTsVFk9XVxfa2trg8/kwMTGBoaGh1HWBQAANDQ2YmJjAxMQEfD5ffM3GxqbK+SMjI6GiooLjx4/D1dUVtra2WLZsGZ49e4aXL18qLK8s+WXJkJaWBqFQCGNjY4l2Y2NjJCUlVTrf06dP0bhx40qvh4eHw9zcHPr6+hLtgwcPhp6eHoYOHSq3jKWIRCJ4e3uja9eusLe3BwAsWLAAI0aMgK2tLVRUVNCmTRt4e3tj9OjRlc5TnmPHjiEjIwPjxo2TaG/cuDGKioqqvAcMBoPxobB48WI4ODggICAAqqqq8PX1hb+/PxYvXvzOZWHKTl0jEABFRdzPr75639JUyuDBgxEbG1tln4iICAwZMkTs7AsAOjo671QGRcjPz4eamlql18PDw9G2bVupdi8vL+zevbtGMnp6eiI6OhoHDhwQt/3111/Yu3cv9u3bh/DwcOzatQv/93//h127dsm1j+3bt6NPnz5Sipu6ujoAzjeJwWAwPjSICBcvXsSbN2/EbZs3bwaPx0NRUREEAsF7UXQAQPm9rPqxkJPD/dTQKGubOxfw9gaUK9y6lBRg5UrOklOq8GRkcHO8taaIKQ2LfvvhBQCo8C3+QyAiIgIeHh4SbWFhYTAwMICpqam4z7Rp05CXl4dRo0bh0qVLOHv2LOLj4+Ht7Y2kpCRoamri8OHDMDIykmtdAwMD8Pl8JCcnS7QnJyfDxMSkynHp6emVXg8PD8ekSZOk2t3c3BAcHCyXbOWZMWMGTp06hcuXL8PMzEzcPnfuXLF1BwBat26Np0+fYsWKFVL3syJPnz7FhQsXcOTIEalrpW8gFS14DAaD8SEwZswY7Nu3DytWrEBBwYK3H33nQUQQCAQoKip667S8GEJhvcbuSMEsO1Whqck9eLyyNoGAa1NVley7Zg2n6Pj7A4WF3M+ffuLaK1obSudVKnf7VVTqZQsCgQBCoVDhcfn5+YiPj5cYKxKJEBAQAA8PDygpKaG4uBjjxo1DYGAgIiMjcfXqVTg4OKCwsBDTp0/H5s2bcefOHYwaNQpbtmxRSOZ27drh4sWLEmtfvHgRzs7OlY5r06YN7t+/L/NaWloanj9/LtOyoyhEhBkzZuDo0aO4dOkSrK2tJa7n5eVBSUnyX4vP50MkElU7d2BgIIyMjNCvXz+pa9HR0TAzM4OBgUHtNsBgMBh1QEpKisRnxFdffQUNDQ0UFRWBz+e8OXx9i+Dv74/CwkL4+/vD17cIvr7SNoD6hik7dcHSpdxf1d8fKDXRLV7MPff1rTws/R1gZWWFGzdu4MmTJ0hLSxN/4B49ehS2traVjouKigKPx8OePXsQFhaGBw8eYPjw4cjIyICPj494DmdnZ/E8dnZ2cHBwwLFjxxATE4P+/fvDyckJ69atg4oMZa4qGWbPno2tW7di165dePDgAaZNm4bc3FyMHz++Upnd3d0RExMj07oTHh4OAAorO7Jk9PT0xJ49e7Bv3z5oa2sjKSkJSUlJyM/PBwAMGDAAy5cvxz///IMnT57g6NGjWLNmDQYPHiyeY8OGDVIh7yKRCIGBgfDw8IByRcshgNDQUHz1AR+NMhiMz4e5c+fCwsICJ06cELeNGDECL168gK+vLwDOglP2ExWev9vPRXaMVRcIhZKKTimlz2tgWakr5syZAw8PD7Rs2RL5+flISEiAlZUVMjMzJRLhVSQiIgK2traYN28evvnmG2RmZsLd3R0hISFo0KABAODevXtwcnISj4mJicGoUaNw6NAhrF69GiNHjqxStqpkGD58OFJTU+Hr64ukpCQ4OTnhzJkzUk7L5WndujXatm2Lv/76C1OnTpW4dvfuXRgbG1fpwCyvjBs3bgTAHX+VJzAwEOPGjcP69euxePFiTJ8+HSkpKWjcuDGmTp369g2AIy0tDY8fP5YYf+HCBTx79gwTJkyQkqOgoADHjh3DmTNnFJKfwWAw6gIiAq/cKYeKigoKCwtx/vx58Rc5VVVVqL499cjPV4K/vwAA951/2TLOu8PfHwBqduJQ2w181tRJnp1PkOnTp9PIkSOr7LN69WqaM2cOEREFBQWRmpoaFRYW0vr168nDw0PcLzIysj5FleDUqVNkZ2encGh8UFAQffPNN/UkVe35448/6Msvv3zfYtQLLPScwfiw2bp1K9nZ2VF0dLS4LTExka5evSqRC4yIy6gycyaRlhZRbCzXJhBwmVgEgrqVi4WeM2pNREQEHBwcquwzZswYBAUFwdHRESdOnECHDh0gEAgwfvx4ZGRkwNbWFo6Oju8062+/fv0wZcoUhULje/XqhWHDhuHff/+FmZkZwsLC6lHCmqGiolJlBmYGg8GoL06fPo0HDx7g999/F7eZmJigS5cuEtYegHNFffqUi805eJDz4igNUC4qeo9eHXWrZ318MMuONCKRiLS1temff/6psl/pPRMKhTRnzhzasmXLuxCP8YnBLDsMxofD7du3afz48ZSeni5uu3nzJgUEBEhZUIqLibZtI+rShaj8pfBwootjd9JPXwRJFBEQFxXoEUTk51drWRWx7DCfHYYUPB4PWVlZ1fZbtWoVDh8+DGVlZfTr109mWDeDwWAwPg6ICOPGjUN0dDRatmyJOXPmAAA6dOiADh06SPXn84HVq7n8uIGBgJcX196mDbD0hSX8gtzg3yMYixe7AXjrxhocDN9Lb5+/gz2Vwo6xGDVmyZIliI6ORkREBJYvXy5lzmQwGAzGh0t2dja2b98ujtLl8XiYO3cuRo8ejV69ekn1Dw8H5s0DSrNo8Hhc0YBVq4CKKcSELm8VnUtflJ1dLV2KxZe+gH+PYAhd3OpxZ9LwiIje6YofGGlpabh9+zZcXFygqan5vsVhMD47CgoKkJCQAGtr6yozYDMYjLpDKBSiWbNmePLkCU6cOIEBAwZU2T8vDzAxAbKzgdOngd695VgkNRUYMQK4dKnMaUdW5HINycrKgq6uLjIzM6vN7s8sOwwGg8FgfAY8KFePkc/nY9iwYWjRooXMvpmZwNGjZc81NIBp04DRowFzczkX/PFHTtFRUirzUn5P5SKYssNgMBgMxidMUVERunTpgpYtW0rU+luyZAkePHggZdV58wawsAC++QZ49KisfeVKYM8eoFUrGYsIhcCxY0BiYlnbzJmAqSl37vWew7GYssNgMBgMxidGcXGx+HeBQABDQ0MIBALcunVL3K6hoQElJSUQlZVsBICGDYFu3QBbW6B8icIq3TJHjwYGDwb++KOs7fhx4OVLyTJK76mqAFN2GAwGg8H4RMjNzcXMmTNhZWUlEVW7Zs0aPHv2DN99951E/1evgLZtASenstrXAGfBiYkBunatZKGHDzkFppShQzktSVube/6BlVFiyg6DwWAwGJ8I6urquHDhAl69eoW///5b3N60aVNxuZ3ylRpMTIDcXO6E6fbtsnY9vSosOZMnAzY2wF9/lbUNGgQ8f86Fa5UuUlkZJX//d15GieXZYTAYDAbjI6SoqAgHDhzAqVOncODAASgpKUFJSQlr166FsrKyVLHhxERg0SLg3j3g1i1OmVFSAg4cAKysOMOMTPLzAXX1sudWVtzgqKiyNmVl7lHKkiWVC/4enJRZ6DkLPWcw3iss9JzBqBlZWVkwMzNDdnY2/v33X/Tp06fK/pmZgJkZd1x19SrQpYsci/j5AevXA2fOAB07cm1v3gCvXwPNm9d+E7VAkdBzZtlhMBgMBuMj4P79+wgKCoKnpycAQEdHBwsXLgQAdCxVRN6Sk8NlNU5IANas4dp0dYENG7gTqM6d5Vz0yRMgPR3Yu7dM2WnYsAoz0IfJB+mz8/vvv8PKygpqamro1KkTbt68WWnfnTt3gsfjSTzYt0MGg8FgfEq8ePEC9vb2mDlzJuLj48XtCxcuxMKFC6Gvry/R/9kzYNYsYN06TuEpxcOjEkWHiPNK7tpVMgRr/nwuqqpUY/pI+eCUnYMHD2L27Nnw8/NDeHg4HB0d4e7ujpSUlErH6OjoIDExUfx4+vTpO5SY8aGgiJIs75iNGzfCwcEBOjo60NHRgbOzM06fPl1fW2AwGAwAQH5+vsT7kZmZGfr3749BgwaJyzuUQgRcuQLs21fW1rIl8P33nCXHyEiOBXk84PffgWvXgE2bJCcaOJArhPUxU+uyo3VMx44dydPTU/xcKBRS48aNacWKFTL7BwYGkq6ubo3X+9SqnhcWFr5vEd4LBw4cIIFAQDt27KCYmBiaPHkyNWjQgJKTk2s15sSJE/TPP//Qw4cPKS4ujn788UdSUVGh6Ojod7GtzwJW9ZzBkOThw4dkYGBAurq6lJ2dLW4vLi6W2f/8ea6auJ4eUW6unIuEhxPNnElUVFTWdvIk0fLlRKmptZD+3aFI1fMPStkpLCwkPp9PR48elWgfO3YsDRw4UOaYwMBA4vP5ZGFhQWZmZjRw4MAqP4gKCgooMzNT/EhISKhTZef58+d06dIlev78eZ3MVx2urq7k6elJXl5epK+vT25ubnT69Gnq2rUr6erqUsOGDalfv3706NEj8ZiTJ0+Srq4ulZSUEBHR3bt3CQDNnz9f3GfixIk0evRoueVITEwkABQQEEBOTk6kqqpKLVu2pNDQ0LrbbBUoqiTXdAwRkZ6eHm3btq32QjOIiCk7DAYRUVZWlvh3oVBIzZs3J0tLSwoPD5fqm5pKFBFR9rykhKhVK6JJk4hSUuRYrKiIyMSE05D2768D6d8Piig7H9QxVlpaGoRCoTgXQCnGxsZISkqSOcbGxgY7duzA8ePHsWfPHohEInTp0gUvXryQ2X/FihXQ1dUVP9zc3KT6EBFyc3MVfvzxxx+wtLREjx49YGlpiT/++EPhOagGwXG7du2CQCDA1atXsWnTJuTm5mL27Nm4ffs2Ll68CCUlJQwePFhs+nRxcUF2djbu3r0LAAgJCYGBgQGCg4PFc4aEhIjvTalfVFVEREQAAHbs2IGAgABERETAwsICo0ePljK51oSqZCgqKsKdO3ckqvQqKSmhV69eCAsLq7MxQqEQBw4cQG5uLpydnWuxGwaDweCIj4/HF198AWdnZ/H7v5KSEs6ePYtHjx6hTZs2Ev3PnOFqU3l4cMdXAHfCFBEBbN0KGBrKWCQjg3MwLkVFhSvlMGIEYGdXL/v64KhvzUsRXr58SQDo2rVrEu1z586ljh07yjVHUVERNW3alHx8fGRel8eyk5OTQwDey0NRC5Orqyu1adOmyj6pqakEgKKiosRtbdu2pVWrVhER0aBBg2j58uUkEAgoOzubXrx4QQDo4cOHRER05MgRsrGxqXKNlStXkoqKCiUkJIjbbt++TQDo2bNnCu1JFlXJUJPXjSJj7t27R5qamsTn80lXV5f++eefWuyEURFm2WF8zqSnp5OWlhbx+XyKjIyUui4UEqWnlz1//ZpIXZ2obVs5T5tycogaNOCsOHfu1JncHwIfrWXHwMAAfD4fyeU9wQEkJyfDxMRErjlUVFTQpk0bPCpfvawcqqqqYmdTHR0daGlp1Vru9027du0knsfHx2PkyJFo0qQJdHR0YGVlBQB49uyZuI+rqyuCg4NBRAgNDcWQIUNgZ2eHK1euICQkBI0bN0bztzkUBg8eLFE8ThYREREYMmSIeC0A1eY9UAR5ZKgvbGxsEBERgRs3bmDatGnw8PDA/fv334ssDAbj4yUpKQnz58/HpEmTxG0NGjTA3r178d9//8HBwUGif1AQ5x88dWpZW8OGQHQ0l+3YwEDGIkRcnYdSNDWBPn0Ae3ugXPmIz40PKs+OQCBAu3btcPHiRQwaNAgAIBKJcPHiRcyYMUOuOYRCIaKiotC3b98ay6GhoYGc8kVC5ODly5ews7OTOLLh8/m4f/8+TE1NFVpbUSomQxwwYAAsLS2xdetWNG7cGCKRCPb29igqKhL3cXNzw44dOxAZGQkVFRXY2trCzc0NwcHBSE9Ph6urq0IyREREwMPDQ6ItLCwMBgYG4v1HRERg2rRpyMvLw6hRo3Dp0iWcPXsW8fHx8Pb2RlJSEjQ1NXH48GEYyRU+wFETJVmRMQKBAM2aNQPAKZa3bt3CunXrsHnzZrllZDAYjNevX+PXX3+FkpISFi1aBGtrawDAwIEDZfbX1wfi4oDUVC5vTul38yZNKlkgLQ1wceFizZ8/LzvT2ryZG1yNO8KnzAdl2QGA2bNnY+vWrdi1axcePHiAadOmITc3F+PHjwcAjB07VpxECQD8/f1x7tw5/PfffwgPD8eYMWPw9OlTCc1ZUXg8HjQ1NRV6tGjRAlu2bAH/bXgen8/H5s2b0aJFC4Xmqc43pjpev36NuLg4+Pj4oGfPnrCzs0N6erpUv1K/nbVr14oVm1JlJzg4WKYvU2Xk5+cjPj4ewnK1TkQiEQICAuDh4QElJSUUFxdj3LhxCAwMRGRkJK5evQoHBwcUFhZi+vTp2Lx5M+7cuYNRo0Zhy5YtCu25vJJcfv2LFy9W6ltTkzHl+xWWL4DHYDAYFSgpKcHhw4exfft2cVurVq2wcOFCHD16FBYWFhL9IyM5F5qffiprc3AADh3i8vpVegiRn1/2u74+Z8kRCDgnnlK0tT9rRQfAh+WzU8r69evJwsKCBAIBdezYka5fvy6+5urqSh4eHuLn3t7e4r7GxsbUt29fmd7rlVHXoefPnz+noKCgdxqN5eXlJX4uFApJX1+fxowZQ/Hx8XTx4kXq0KEDAZCKcnNyciI+n08bN24kIqLXr1+TiooKAaDY2Fhxv+p8dm7cuEHKyspka2tL165do/v379PQoUPJ2tqa0t8eNh88eJC+//578Zh58+bR7t276cCBA9SoUSNydHQkR0dHsrW1pZUrV0qtUZ0MBw4cIFVVVdq5cyfdv3+fpkyZQg0aNKCkpCQi4l5TPXr0UGgMEdGCBQsoJCSEEhIS6N69e7RgwQLi8Xh07ty5SmVhKAbz2WF8ipw8eZIAUMOGDeX6fDl0iHOrMTAgkiuDyKtXRN98Q9SkCVH5kPQHD4jk8GH5FPhoQ8/fBx97np2Kyg4R0fnz58nOzo5UVVXJwcGBgoODZSo7Xl5eBIAePHggbnN0dCQTExOJfoGBgVSVXrx582ayt7en3bt3U6NGjUhDQ4MGDx4s4Zi8aNEi2rRpk/h5v379KCIighYtWkT79u2rdp/VyUBUtZLs5+dHlpaWCo0hIpowYQJZWlqSQCAgQ0ND6tmzJ1N06him7DA+Fvz8/Mjf31/mNW9vb5o4caL4eUlJCXXq1Il8fHykPoxfvyb65ReiY8fK2oqLiby9JUPKqyQ/n9OMAKJLlxTdyicBU3YU4GNXdj4Epk+fTiNHjqyyz+rVq2nOnDlERBQUFERqampUWFhI69evl7DUyYpGYHzaMGWH8bHg7+9PAKQUnhEjRhAAMjY2JpFIJG4v/3t5li/ndJS2bYkq6SLJ69dEfn5EI0ZIth8/TlQuyvZz46ONxmJ8nEREREhFEVRkzJgxCAoKgqOjI06cOIEOHTpAIBBg/PjxyMjIgK2tLRwdHbFnz553JDWDwWAoxuLFi+Hv7w9fX18sWLAAALB06VIcOHAAKioqcHJyQmZmprg/j8cDEXD+vGSA1JQpXH2qmTPLcuVUSW4usGwZcOAAcO9eWfvAgVyUFaNaPqhoLMbHBxEhKioKixYtqrKfpqYmbt++DZFIhPnz5+O7774Ttx87duwdSMpgMBi1p0uXLtDT08Mvv/yCtWvXoqioCP7+/vj+++9hKCOj38KFwC+/AKNGleX1MzAAKsldCpSUAMeOAS9eAN7eXJu5ObB4MWBr+/kkAaxjmLLDqBU8Hg9ZcuRuWLVqFQ4fPgxlZWX069evVtFyDAaD8b4wMDAQR7gWFRVBIBBg8eLF4uuvXgFqalw+HAD49luuvmajRpwVp9qgqLAwYNgwQF0dGDu2bCI/v3rYzecDj6gG9Qk+IdLS0nD79m24uLhI5athMBj1T0FBARISEmBtbQ01NbX3LQ6DIaagoAA7duwAj8fDtGnTsGQJV5rhwYNR2L9/PwQCgdiyAyxGUBAQGgr4+EjqJuVz5Ejx4AGnIfXsyT0nAr76ijvnmj0b0NOr511+vGRlZUFXVxeZmZnVJrFllh0Gg8FgMGRw4sQJeHp6Qk9PD2PGjAGfrw1fXwBoCn9/fyxcuBjLly+Dry+Xd2vYMO4UKipKcp5KFZ1Tp4ABAwArK+DRI06T4vE4Jx9GncKUHQaDwWAwAOTl5eHly5fiUjnffPMNevXqhUGDBkEgEABYCqAIwFLcvg00awZ07OjzdvRitGyphjt3FqFt20oWyMnhshyXltXp0YNz4HFyAtLTK6n/wKgLmLLDYDAYjM+e0NBQDB06FKamprhz5w54PB74fD7Ol7OyCIVC+PsLAOCthQd4+hTw9wcAAYTC4soVnZMnge++Azp2BM6d49o0NID//uMyHDPqFabsMBgMBuOzp2XLlsjLy0NGRgZevnwJMzMz8bXXr4G1a4ERI5aII72XLQOKirjKDJx/8mLJCYmAwkLOWxngQsSzszntKDu7TMH5xBUdoRA4ciQVkZEpcHQ0wpAhhnhbVemdwvLsMBgMBuOzIjMzE8uWLcOsWbPEbfr6+ggJCUFcXJyEogMAs2YBy5dzDwBYurRM0Skq4p5LcPEi0LYtMHduWZu1NXDjBueQ/IkrOKUcOQIYGubg228NsXx5K3z7rSEMDXNw5Mi7l4UpOwwGg8H4rHj06BEWL16M33//HY8ePRK3t23bFioqKnj5EiifUWPuXKBNG2A4HcDSnsHw9eWOrgoLuZ++vsDSnsHAkiXcACKuEOfBg5w2VEr79oDSp/+xS0TYvj0d33xDSE/XkLiWnq6BoUPpnSs8n/5dZzAYDMZnzevXr3H58mXx83bt2sHb2xt79+6FtbW1RN9ffwWaNAF++62szckJuHMHiEo1ge8lN/j3CEZpap3FAyPhb/w7fC+5YWmoG9fYsyewcSNnxREI6ndz7xGhUIjHjx/j1KlTWLVqFSZMmPA26aIBJk3KAUCQVjOUQMTlSxQK352szGeHwWAwGJ8sd+/eRffu3aGqqoonT55A620c+Nq1a2X2NzfnjDG3b0u283iA0MUN/gjG4ktfAEv9OWcdHx8sTj4FqGdC2G1hWefvv6/Pbb1TCgsL8fDhQzx48EDi8fDhQxQUFMgYMQKAeRUz8vD8OZeTyM2tfmSuCFN2GAwGg/FJQUTgvU1V3Lp1axgbG0NbWxsvX76EjY2NuF9cHPDzz8CQIcDXX3Nt334LmJkB3bpJz7vkxyLgz8dAsync2VWpl3Lbtli8+SugfXXpkT9sMjMzJZSZ2NhYPHjwAP/99x9EIpHMMQKBLszMvoaW1lcoKmqLxERrZGbKlxw0MbEupa8apuwwGAwG45Pg9evXWL58OcLDwxEUFAQejwdlZWWEhISgcePGYgWolD//BHbvBqKjuZqaPB6X18/FpZIFfHyAVau4DMel3skCAXfG9ZFAREhKSpKy0jx48ACJVWgfurq6sLOzg7l5FwgErsjOtsfTp41x/74q/vtP8r7y+fIdUTVqVNvdyA9Tdj5yiAhTp07F4cOHkZ6eDl1dXYwbNw4BAQHvW7RPitevX8POzg43b96EVWlCsE+EESNGoEOHDvjf//73vkVhMGqFSCTC5s2bkZeXh9DQUHTv3h0AYGpqCgC4exfQ1eV8cgDOb+ThQ84BWWbNquxsLiVyacmGadO4yuM8nnQ41uLFMiZ4fwiFQiQkJEhZaR48eCBRmb0ijRo1gp2dHezs7NC8eSsoK3fA69fNER2tg7AwHq5flx5jbAx06QI4O3M/nZwAW8s8vHytBpLhGsyDCGb6BXBx0ZCerL6gz5zU1FQ6ffo05eTkvG9RasS///5LKioqdPXqVUpMTKTk5GTKysoSX3d1dSUvL6/3J2At2LBhA1laWpKqqip17NiRbty4Uesxf/zxB7Vu3Zq0tbVJW1ubOnfuTP/++2+18/7www80adIk8fMzZ84QOO+7Sh9nz55VaL8///wztW/fnrS0tMjQ0JC+/vprio2NFV+3tLSUuc706dNrPCcRUVRUFOnp6VFGRoZC8tYV+fn5dP/+fcrPz38v6zM+Xp4+fUq7d++WaNu0aROdOXOGRCKRRPuKFUQA0Zgxck7+559EDRsSeXtLti9Zwk3k78899/eXfP6Oyc/Pp8jISDpw4AD5+fnRt99+S61btyZVVdVK35uUlJSoWbNmNGDAAJo3bx4FBgbS9evXKS4uk44cIZo7l6hrVyI1NW5r5R98PlHbtkSenkR79xL99x9RhVtNVFJCf+tPIh6ExINQYnxp29/6k4lKSmq198zMTAJAmZmZ1fZlyk4dKDt+fn7kX8kL3d/fn/z8/Go8d3WsX7+eLCwsKr3+sSo7Bw4cIIFAQDt27KCYmBiaPHkyNWjQgJKTk2s15sSJE/TPP//Qw4cPKS4ujn788UdSUVGh6OjoSufNzc0lHR0dCgsLE7fl5eVRYmKi+KGvr0+LFy+WaCtR8B/Z3d2dAgMDKTo6miIiIqhv375kYWEhfm2mpKRIzH/+/HkCQEFBQTWes5T27dvThg0bFJK3rmDKDqMmPH36lFRUVIjP59Pjx49l9hEKy36/fZtISYlo7FjJ9ko5e5b7dHZyKhtQmWLzDhSe9PR0unbtGu3YsYPmzp1L/fv3p6ZNm5KSklKlSo2qqio5ODjQ8OHDacmSJXTw4EG6d+8e5efnU3ExUXg40YYNRKNHE1lbSys2AKfv9e9PtHw5UVAQkVwflf/8QwTQ3xhMZngmMZ85ntLfGMw9qeK9Sx6YsqMAdaHs+Pv7EwAphaey9rrCw8ND4oVtaWkpodxUvA6AEhIS5J4/MTGRAFBAQAA5OTmRqqoqtWzZkkJDQ+tlP+Xp2LEjeXp6ip8LhUJq3LgxrVixok7HEBHp6enRtm3bKr1+6NAhMjQ0rPT6ixcvCACdO3euynUUJSUlhQBQSEiIzOteXl7UtGlTqW+wNZnzp59+om7dutVK3prClB2GvFR8n+7duzd98cUXUl9Wrl0jcnPjrDnlefGikomfPyfy8iLatausTSTiPrTLf2nx86tcofH3567XApFIRC9fvqQLFy7Q+vXrafr06fTFF1+QiYlJlVbkBg0akLOzM02YMIFWrVpFp06dosePH0t84UpLIzp1iujHH4m++IJIU1NaseHxiOztiaZMIQoMJIqLk2G1KSU9ndMg9+8nWrqUyMODMwcZG0tMWgIlCoIr7cMICoIrlUCp7Pq+fbW6X0zZUYCqlJ2cnBzKycmR+DApLCyknJwcKigokOjr4+NDAOinn34iojJFx8fHR+pNvHReYbmvF0VFRQrLnpGRQf7+/mRmZkaJiYmUkpIioexkZGSQs7MzTZ48WcraEBgYSNWdYp4+fZoAkIODAwUHB9ODBw+od+/eZGFhISF7TalMhsLCQuLz+XT06FGJ9rFjx9LAgQNlzlWTMSUlJbR//34SCAQUExNTqZyzZs2i3r17V3r95MmTBIDS0tIq7VMRee5/fHw8AaCoqCipa4WFhaSvr0/Lly+Xe82q5jx9+jQJBAKp1/W7gCk7jOp48+YNjR07lho1akS5ubni9sq+pO7ezX2WmpoSFRfLscCaNdyAJk3kHFA7SkpKKD4+nk6cOEG//PILjRs3jjp16kQ6OjpVKjWNGzemnj170owZM+j333+nS5cuUWJiotQXHqGQKCqKaMsWonHjiGxsZFttdHSIvvqK09HOniWSOMkWiTgN6fp1oj17uOO7MWOIOncmMjCQPaGij3do2WEOylVQmo8hJSUFhoaGAIBVq1bBx8cHkyZNwtatW8V916xZAwDw8/PD8uXLUVRUhD59+mDZsmX477//sHfvXnFfKysrpKWlITo6Gq1atQIA7Ny5E5MnT1ZIPl1dXWhra4PP58PExETmdYFAAA0NDanrurq6EiGYsoiMjISKigqOHz8udspdtmwZ2rdvj5cvX8LcvKo8CvLJL0uGtLQ0CIVCGBsbS7QbGxsjNjZW5lyKjImKioKzszMKCgqgpaWFo0ePomXLlpXK+fTpUzRu3LjS6+Hh4TA3N4e+vr5E++DBgxEcHIyePXvi8OHDEtequ/8ikQje3t7o2rUr7EuL8ZTj2LFjyMjIwLhx4yqdQ5E5GzdujKKiIiQlJcHS0lLuORmMd4GWlhZCQ0ORmJiIf//9F0OHDgUAaGpqgoirsdmgAfDWHxkjRwLx8cDkyYCyrE+5Bw+4j9vS//spU4CQEMDTE/IWbnrx4gXi4+PRvHlzqfISpeTn51ean6aofGblcigpKaFp06ZiJ+HSh42NDXR1dWWOyczkKlGEhQHXrnG/y/JBtrEpcyJ2dgbsbAn8N6nAo0fcY/Uj7saVPs/IqPommJhwpd8rPqysOC/lly+5+1wRHo+L76807K3uYcpOHSMQCFBUVASBQICvvvoKp0+fft8iyWTw4MEYPHhwlX0iIiIwZMgQiegjHR2ddypDfWBjY4OIiAhkZmbi8OHD8PDwQEhISKUKT35+PtTUKs8bER4ejrYySh17eXlhwoQJ2LVrl9S16vbu6emJ6OhoXLlyReb17du3o0+fPlUqYYrMqa6uDgDIy8uTez4Go76Ijo7GgQMHsHTpUvB4PKioqGDTpk1o0KABOnbsKNF37Vrgf//jKjHcvMl9jiorl1Yil8GmTcD06UDv3sC//3JtmprAsWNyy7d9+3ZMmTIFIpEISkpKCAgIQPv27aWUmoSEBJCsD3sAampqsLGxkVJqmjdvDlVV1UrXJuL0kWvXypSbmBhpnUJDA+jUCXDuTOhi+wad9eKgnxrLKTHnHwEb3yo02dlVb9bUVFKRad6c+9m0KfDWICCTdeuAoUO5P0h54UrD3gIC5FYs6wKm7FRBTk4OAEBDoyw8bu7cufD29oZyha8LKSkpWLlyJZYtWyZWeDIyMpCTkwN+hT/okydPAJR9wABQ6Bv6uyIiIgIeHh4SbWFhYTAwMBCHckZERGDatGnIy8vDqFGjcOnSJZw9exbx8fHw9vZGUlISNDU1cfjwYRgZGcm1roGBAfh8PpKTkyXak5OTZVqwFB0jEAjQrFkzAFza+Fu3bmHdunXYvHlzpXOnp6dXKm94eDgmTZok1e7m5obg4OBKx1XGjBkzcOrUKVy+fFnmN8anT5/iwoULOKJAcZnq5nzz5g0AiC2YDMb7IisrC506dUJeXh5cXV3x5ZdfAgC++uorAFz+lpwcLoQcAMaM4Uo89OrFRYHL1BNKSspMPF9+yX3IqqmVhY/LCREhNDQUkydPFisxIpFIoqBoRfT09KQUGjs7O1haWkJJjjpZubnArVtlyk1YGFeFvSLW5iXoYpMGZ8PH6CK4jdaZV6D830Ng3SOgqi8xPB5gYSHbQtOkCac11YQhQ4DDhwEvL+DFi7J2MzNO0RkypGbz1hCm7FSBpqamVJtAIIBAxj/HmjVrsGzZMvj7+2Px4sVYunQpfH19wefzsbhC/gVZ86qoqNSd4BXkFdagAEl+fj7i4+MlxopEIgQEBMDDwwNKSkooLi7GuHHjcODAAdja2mLgwIFwcHBAYWEhpk+fjsDAQJiZmWHTpk3YsmULfHx85Ja5Xbt2uHjxIgYNGiRe++LFi5gxY0adjSm/r8LCwkqvt2nTBnv27JF5LS0tDc+fP5dp2VEUIsLMmTNx9OhRBAcHS9XsKSUwMBBGRkbo169fnc0ZHR0NMzMzGBgY1GoPDEZNePHihVgJ19HRwdSpU/Hs2TMpxfziRS7VTZcuwM6dXJuREfDsWSU6y61bwIIFXBXP//s/rq1pU+DpU0AOq2hOTg5u3ryJsLAwhIWF4fr163gtS9MA96XIyclJSqkxMjKSSmZYGUTAkydlFpuwMCAyUjpBn6pyCdobPUcX9btwLgyGc8pxmDx/BjyvZGIlJe5oqaIy07w5V429CktSrShNTR0ayqVLbtSIO7p6hxYdMbXyDvoE+JijsYiI1q5dS5aWluLnFUPNJ0+eTB06dKCEhARKTU0VOxYfOXKEbGxsKp33xo0bpKysTLa2tnTt2jW6f/8+DR06lKytrSk9PZ2IiA4ePEjff/+9eMy8efNo9+7ddODAAWrUqBE5OjqSo6Mj2dra0sqVK6XWqEqGAwcOkKqqKu3cuZPu379PU6ZMoQYNGlBSUpK4z/r166lHjx4KjVmwYAGFhIRQQkIC3bt3jxYsWEA8Hq/KSKp79+6RsrIyvXnzRura2bNnCQC9fPlS5tigoCD65ptv5Nr7tGnTSFdXl4KDgyVCzPPy8sR9hEIhWVhY0Pz582WuV/GeyDMnERe5N2HChErvQX3CHJQ/X/Lz86l///6koqIiESlaWQDEjRucX6uxsWIh0KSnR1ThNV8RkUhEcXFxtHPnTpo6dSo5ODjIDOsWCARSbXw+n54/f67Azjny84muXCFatYpo8GAiExORTD9eU+VEGsY7RGvhRdfRkQqhIt1JWZmoRQuivn2JZs0i+u03on//JXr4kKiwUGHZPgaYg/I7RigUii065Sl9XhPLSl0xZ84ceHh4oGXLlsjPz0dCQgKsrKyQmZmJuLi4SsdFRETA1tYW8+bNwzfffIPMzEy4u7sjJCQEDRo0AADcu3cPTk5O4jExMTEYNWoUDh06hNWrV2PkyJFVylaVDMOHD0dqaip8fX2RlJQEJycnnDlzRsIBOS0tDY8fP1ZoTEpKCsaOHYvExETo6urCwcEBZ8+eFZvKZdG6dWu0bdsWf/31F6ZOnSpx7e7duzA2NlbId6ayvW/cuBEAd/xVnsDAQPEx54ULF/Ds2TNMmDBB5rwV74k8cxYUFODYsWM4c+aMQntgMGqLmpoaCgoKIBQKcenSJfHrWklJCfn5wPbtgLo6MHEi179jR2D/fqBfP87NRgKRCDhyhLNSDBjAtfXpwxW/Gj2am6gc2dnZuHXrVrVWGwsLCzg7O4sfTgkJ2PW9J77PsIcIjaCERGzUjobZzZvcEU0VvHwJXAspRti5bFy7zkP4Ix0UC8tbOXhQRjHaIhzOCEMXXIMzwmBe8vYYSCDgLFPNektbaSwsKvHGZgBglp2PPYNyfTF9+nQaOXJklX1Wr15Nc+bMISLOgqGmpkaFhYW0fv168vDwEPeLjIysT1HfCadOnSI7OzuFQ+4rs+x8SPzxxx/05Zdfvrf1mWXn8yE0NJSGDx8uYVmMiYmhuLg4qb5//skZLIyMiMpFm1fOpk3cgObNpTLzymu1UVVVpa5du9KcOXPo8OHD0hbbv/+mvzFEKlGeGZ7R3xhC9PffXL+8PCq6G003VwVTwNcXaXjTW2SumizTamOEJBqEI/QL5lIoulKemh6X7GbwYC6V8ebNRBcvEj19WuuMw58azLLDqDUREREYUPrtqBLGjBmDvn37wtHRET179kSHDh0gEAgwfvx4XLhwAba2tlBVVYW7uzt+/fXXdyR5/dCvXz/Ex8crFHLfq1cvREZGIjc3F2ZmZjh06BCcnZ3rWVLFUVFRwfr169+3GIxPnJKSEowePRrPnj1D165dMXPmTAAQR0FmZwNJSZwbCQAMHw5s28ZVIZfp4lFYCLx5U1ZNcvRorkjniBHIfv0aN6OicP369SqtNpaWlujcuXOZ1cbJSaZPJgBAKMSRKacxFIdQMb7qJUwxFIcwb9hqkMYfCMuxxy10QAFaSfRTghAOuIcuKrfg3OgpurTMgLWjDnjNmwHN+gHNvLj9yOG4zFAMHlElcXF1wPDhw3Hw4MH6mr5OSEtLw+3bt+Hi4iLTcfhzhIigq6uLAwcOoG/fvpX2y83NhaamJkQiEebPn48WLVoonCuIwSgoKEBCQgKsra2rDPFnfFwQEW7evImOHTuKHXS3b9+OmzdvYsGCBRLO8hcucEqNjQ3nmFutP++FC8C4cUCbNqATJxAfH88dR127hrDr1xEdHQ2RSCQxRFVVFe3btxcrNp07d1bo+Fn49zFYDW2HFzAFZBS3lIUePxPORo/RpcVrOHcSoWMvHWg5NOG8quV0WmZUTlZWFnR1dZGZmVltWpR6tezcunWrPqdn1BM8Hg9ZWVnV9lu1ahUOHz4MZWVl9OvXT2b4NYPB+PwQiUT46quvcPHiRVy8eBE9evQAAEycOBETSx1wymFvD+TnA+npQGoqpwtURnZ2Nm6+fImwV68QlpaG6/r6eCMjNYSlpaWEYlOl1UYWL18Cly8Dly+jIPg6Nse64AUGVTusb/OHGDqjEZy/1EILG10oKdU+UpNRe2qt7Pj4+MDe3h729vawtbWVyj/D+HRZsmQJlixZ8r7FYDAYHxhKSkqws7PD1atXERsbK1Z2ACAlhYsCLyri0q0AXCLea9cABwfJIysiQvzNmwhbsYJTbgoLJa02hYVAYaGU1cbZ2RmNSo+35KE05vvyZSAkBBlBd3H1SWOEwgVXMBq3EIAiyBeePWZ4CUbO0pZ/bcY7odaaib6+Ps6fP4+1a9ciPj4ejRs3RqtWrWBvby9OysdgMBiMTxMiwqlTp7By5UocOHBA7NO2ePFi/Pjjj1JKx+PHnGuNsjIwZ05ZAFObNm+tNhXy2pQmvCxPeauNs7MzHB0dFbPaEAFxcWLLzYuLcbiS1BShcEEovBENe1CFoyo9XSHSM6vPD9PIreoyPIz3Q62VnR9++EHieUJCAqKjoxEdHV1lOC+DwWAwPn54PB7WrFmDa9euYdWqVfjtt98AQJwx/elTTsEpNe44OwPe3kDPnoScnIfYuTNM7Egsy9dGTU0N7bS14dy5M5zHjoVz166KWW0ALiw9OhoICQGFXEZsUCJC37TEFXRDKJbiCaSTbTZvKoSLKx/dunF58Kys+LA2ycPL12pSihAA8CCCmX4BXNxqmHGYUa8orOyMGzcOf/zxh0QJhfJYW1vD2tq62kgeBoPBYHx8iEQiHDt2DH379hU7lPv7++Pff//F7NmzJfqGhnJKjqEhEBmZjXv3OKvNw4dh2L27EqsNAGdtbTj7+8O5a1fFrTYAVx7i7l0gJATFwVcRHpKNKzmOb4+lNuI1JDOFKykR2jiK0K07Hy4uQNeugImJtBVn3RYNDP2GwINIQuHhQQSAh4AtGu8lOTCjehSOxuLz+UhMTBRr7dOmTcOKFSvEieYALsTwY/HdYdFYDMb7hUVjfVz07t0bZ8+exR9//IFp06ZJXS8uBpSVCQ8fPkRo6A388EM/APHIzR0OomcSfdXU1NC+XTs4d+nChYDb26NRp07cmdaBA1V7KpensJArDXH5MnIu3sD1ayKEFrTHFXTDdXRGHiTf29UEQnTuzIOLqxK6deOsTdpyutkcOQJ4eRFevCiLpjI3IwSs473rck+fPfUajVVRN9q7dy/mzp0rVnaSk5NhbW3NqiczGAzGJ4BQKJQoZty/f3/cuHFD4rgpOzsbJ09GYsUKPbx6JQKRG9LTS602+gC4HDcSvjaNG8Nxzx4IlJS4Sp6lxMRUX7cqL48rHHX5MlIu3MPVWwKEFndCKL7EXcyDsMJHm55OCbp1V4JLdyW4uABt2/IVqf8pAVfuiVeh3BOPWXQ+cGptfpFlGCooKKjttAwGg8GoZ5YsWSKzWDEALF26FBEREYiKisK2bdvQvXt3AFz4eOfOnREdHY2pU6eKfW2ITAD8B0ANgCnU1PKk8tpI+NrExgInTnD5Zp4/B0qTdcpSdLKygKtXQcEhSDj/CKGROrgickYoRiIOP0l1t2hUBJcvVNDNhQcXF8DOTrlO8/Tx+UCFCiyMD5x6OWuSt8Irg8FgMN4ffD4fvr6+AIDx48cjPj4ezZs3R2BgIHx9fdGhQwfEx8dj0aJFcHd3rxAh1RFAWwBRAAArK1UYG++Cq6sWhg7dLulrQ8QlAjxzBhg/nmuztQV++41z6qmYlfz1ayA0FMLgUESffYnQOEOEUjdcwUy8gqnUPuybF6JbDwFcuvPQrRtgYVFDsw3jk6VGys6+ffvQvXt3tG7duq7lYTAYDMY7otSi4+vrK1Z6Smnfvr04ueiVK1dw5coV8TWBoD2Kim5ASakEmzZ9jf79HauOkLp4EfjqK0BHBxg8GCj18Zwxg/uZmMgl77t0DbfOZyA0wRRX0A3XsBiZaCAxlQpfiPaOxXDpqYpuLjx07Qo0bChfDhzG54vCyo6Liwv8/PyQnZ0NFRUVlJSUwM/PD127doWTkxMMDQ3rQ04Gg8Fg1DHFxcVwcnKSee327dvi3y0trdCmTR/06GEHZ2dnODg4oF8/wNxcGX379oaUniMUAq9elVlsevQAOnTgPIGFQi4e/fJlZJy7iWuXChD6qglC4YJb+FUqeZ+WWjG6dBLCpZcaXFyADh340NBgDjIMxVBY2QkJCQEAxMfH486dOwgPD0d4eDh+/PFHZGRksCMsBoPB+EApKCjAzZs3cfnyZVy+fBlBQa4oKZHtY2lvfxAtW7bG3Ln6mDXLCLducQFSqm91kTNnKinQee8eMGwYlzUwKorzyXn0CJg0CS/PxSDUxg9XXtsiFC6IwmipnDXGDQrg4sKDSy9VdOsGODioQFlZpY7vBONzo8Y+O82bN0fz5s0xYsQIcVtCQgJu376Nu3fv1olwjI8HIsLUqVNx+PBhpKen4+7du/D29oaTkxMCSnPCMxiMd0p2djauXbuGy5cvIzQ0FDdu3EBRUVG5Hp0ALH37+7Jy7YsRHf0tvv0WaN2a8x9OS+Oiu7t143pUGn1kbg4kJoJKhIhznYrQe7oIzXLAFfRCAqZIdW/eOAfdvlCBS09VuLgATZuqsRqZjDqnTh2USxMKDhs2rC6nZXwEnDlzBjt37kRwcDCaNGkCAwOD6gd9JPz+++9YtWoVkpKS4OjoiPXr16Njx461GrNx40Zs3LgRT548AQC0atUKvr6+6NOnT31uhfGJ8/r1a1y5ckVsubl79y6EQqFEn0aNGsHIyAiRkZFo3HgHWrT4AsHBSwHwwCk8+wCMQI8ewVi82A0AsG8f0KwZpI+rcnOBP/4Abt1CcceuuHvyBa7cUkVo/i5cQTekXZF0a1DiieDULAcuX6rDpYfK2+R9WvV0NxiMMj6OzH8fCUIhKuReqOLbTz1RVFSkeLbROuDx48do1KgRunTp8s7Xrk8OHjyI2bNnY9OmTejUqRMCAgLg7u6OuLg4cWLNmowxMzPDypUr0bx5cxARdu3aha+//hp3795Fq1at3uUWGR8xr169ElttLl++jOjoaKk+TZo0gbOzM9q0aYOvv/4aTZs2RWFhIWbMmAF1dXVs2NATXwiWIajIH0pYDBG4I6NLlxZj6dKvsHjxYri4lJuwqAi4fRu5F8Jw/dBzhEY3QCim4vohGcn7lIvRuXUuurlrweULZTg7K0Fbu+rkbwxGvUCfOampqXT69GnKycmp1Tx//01kZkbExVhyDzMzrr0+cXV1JU9PT/Ly8iJ9fX1yc3Oj06dPU9euXUlXV5caNmxI/fr1o0ePHonHnDx5knR1damkpISIiO7evUsAaP78+eI+EydOpNGjR8slg4eHBwEQPywtLSVk8/T0JB0dHdLX1ycfHx8SiUQK7TExMZEAUEBAADk5OZGqqiq1bNmSQkNDFZqnJnTs2JE8PT3Fz4VCITVu3JhWrFhRp2OIiPT09Gjbtm21F/ojIz8/n+7fv0/5+fnvW5QPGpFIRI8fP6bAwEAaP348NW3aVOL/rvTRsmVL+v7772nfvn30/PlzCgoKosaNG9OXX34pNafft9/SAEwiMzyTeO/SRgYNxnfk9+23RHl5REFBlDL3Vzpiu5BmK62lDrhBfBRLjAGI9NTzaIDLG/p1RQldu0ZUWPgebhTjsyEzM5MAUGZmZrV9mbJTB8rO338T8Xgk9Y/P43GP+lR4XF1dSUtLi+bOnUuxsbEUGxtLhw8fpr///pvi4+Pp7t27NGDAAGrdujUJhUIiIsrIyCAlJSW6desWEREFBASQgYEBderUSTxvs2bNaOvWrUREFBgYSFXpxRkZGeTv709mZmaUmJhIKSkpErJ5eXlRbGws7dmzhzQ0NGjLli0K7fH06dMEgBwcHCg4OJgePHhAvXv3JgsLC/GeakNl+yssLCQ+n09Hjx6VaB87diwNHDhQ5lw1GVNSUkL79+8ngUBAMTExNdrDxwxTdmQjFAopOjqa/vjjDxo5ciSZmppKKTZKSkrUtm1b8vb2piNHjoj/98rz33//kYqKCllaWlJycrK4PSu9hNqr3CVARICwwvuXkHgQ0kyl9TSJt41scV/q/Q0gstDLpNF9X9PG34UUHU1UB/+ODIbcKKLs1PgYy8PDAxMnThRn1fyUIOKykcuDUAjMmsWNkTUPjwd4eQG9esl3pKWhAYWd85o3b45fy6Vbt7Gxkbi+Y8cOGBoa4v79+7C3t4euri6cnJwQHByM9u3bIzg4GD/88AN++ukn5OTkIDMzE48ePYKrqysAQFdXV2rO8ujq6kJbWxt8Ph8mJiYS18zNzbF27VrweDzY2NggKioKa9euxeTJk+XeX2RkJFRUVHD8+HFYWVkBAJYtW4b27dvj5cuXMK+YkExBKttfWloahEIhjI2NJdqNjY0RGxsrcy5FxkRFRcHZ2RkFBQXQ0tLC0aNH0bJly1rthfHxUlJSgsjISLG/TWhoKF6/fi3RR0VFBR07dkT37t3h4uKCLl26QFdXV6JPREQEIiMj4eHhAYDzpTx37hw6d+4sUXtM/XYo7hU7v31WMb2wEgjAetEMidZWyrFw0Y6Ay0IXdBtuCgsLdiTF+DiosbKTmZmJXr16wdLSEuPHj4eHhwdMTaUzW36M5OUBWnXkM0cEvHgBVHg/qpScHEDReqTt2rWTeB4fHw9fX1/cuHEDaWlp4ho2z549g729PQDA1dUVwcHB+N///ofQ0FCsWLECf/31F65cuYI3b96gcePGaN68OQBg8ODBGDx4sGJCvaVz584S6QicnZ2xevVqqXo7VREREYEhQ4aIFR0A1RZ9U4Ta7K822NjYICIiApmZmTh8+DA8PDwQEhLCFJ7PhMLCQty6dUvsb3P16lVkZ2dL9FFXV0eXLl3QvXt3dO/eHZ06dYK6unqlc969exft2rWDqqoqevToIf4i4ObmhsxMYN06YOJErvzUXz8bSeW0kcVwx1iM9rdB1248NCxqABgPV/wbGYPxnqmxsnPs2DGkpqbizz//xK5du+Dn54devXph4sSJ+Prrr6GiwvIivCsqVmsfMGAALC0tsXXrVjRu3BgikQj29vYSIadubm7YsWOH2Gpia2sLNzc3BAcHIz09XWzV+RCIiIgQf0stJSwsDAYGBjA1NUVERASmTZuGvLw8jBo1CpcuXcLZs2cBcIqft7c3kpKSoKmpicOHD1fqWFwRAwMD8Pl8JCcnS7QnJydLWbBqMkYgEKBZs2YAOIX11q1bWLduHTZv3iyXfIyPi9zcXISFhYktNzdu3JCqI6irq4tu3bqJlZu2bdtWG3BAROIvFE5OTnB1dYWJiQmUlJSQkgKEh3OPX37hSkwtWFA6Uj6l+mvHJxgw0PbtM9mvewbjQ6dW0ViGhoaYPXs2Zs+ejfDwcAQGBuK7776DlpYWxowZg+nTp4utAx8TGhqchUUeLl8G+vatvt+//wLynPhpaMi3bmW8fv0acXFx2Lp1K1zehlCUT/NeiouLC7Kzs7F27VqxYuPm5oaVK1ciPT0d//vf/2onyFtu3Lgh8fz69eto3ry53Fad/Px8xMfHS4TPikQiBAQEwMPDA0KhEOPGjcOBAwdga2uLgQMHwsHBAQD3zXn69OkIDAyEmZkZNm3ahC1btsDHx0eutQUCAdq1a4eLFy9i0KBB4rUvXryIGTNm1NmY8vsqLCyUSzbGh096ejquXr0qVm7u3LmDkpISiT5GRkZixaZ79+6wt7eX+3+jqKgImzZtwv79+xEcHIKkJAHu3uXB2fk8oqKU0aEDFxkqC0s8gRme4ypcZHcoR6OxX8olD4PxQVMXTkKvXr2ilStXko2NDWlqatLYsWOpZ8+epKysTGvWrFF4vg0bNpClpSWpqqpSx44d6caNG3KN279/PwGgr7/+Wu61auugXFLCRV3JclAudVI2N+f61Qeurq7k5eUlfi4UCklfX5/GjBlD8fHxdPHiRerQoQMBkHKadXJyIj6fTxs3biQiotevX5OKigoBoNjYWHG/I0eOkI2NTZVyrF27VhyFVV42LS0t+uGHHyg2Npb27dtHmpqatGnTJrn3d+PGDVJWViZbW1u6du0a3b9/n4YOHUrW1taUnp5OBw8epO+//17cf968ebR7924iIjpw4AA1atSIHB0dydHRkWxtbWnlypVSa1S1vwMHDpCqqirt3LmT7t+/T1OmTKEGDRpQUlKSuM/69eupR48eCo1ZsGABhYSEUEJCAt27d48WLFhAPB6Pzp07J/e9+VT4VByUExMT6a+//qIZM2aQo6Mj8Xg8KYdiCwsLGjNmDG3ZsoViY2MVjkwk4pyAY2OJduzIIw2N9QScI03NfJnvP4CIbFT/o5HYSyswj86iF6XpNSOaMYNKwm6SmX4u8aSck9++d0FI5vq59fbexWDUlncSjVVUVESHDx+mfv36kYqKCrVr1442btwoseiRI0eoQYMGCs174MABEggEtGPHDoqJiaHJkydTgwYNJKIIZJGQkECmpqbk4uLyTpUdorJorIoKz7uKxiqv7BARnT9/nuzs7EhVVVUcwSRL2fHy8iIA9ODBA3Gbo6MjmZiYSPSrLhqLqHJlZ/r06fT999+Tjo4O6enp0Y8//ijxBl/d3Js3byZ7e3vavXs3NWrUiDQ0NGjw4MH07NkzIiJatGiRhPLUr18/ioiIEF/bt29flXLLI8P69evJwsKCBAIBdezYka5fvy5x3c/PT2rv1Y2ZMGECWVpakkAgIENDQ+rZs+dnqegQfbzKzpMnT2j37t00adIkatGihcwwcBsbG5o8eTL9+eef9OTJE4XXKCoiiogg2rGDaOZMorZtc0lLS/YXK2VlIieHEhrf/RF11o0hgOhLnOUuCgRE33xDdPw4Fw/+Nmzq77+JeBBJKTw8CIkHUb2nzmAwasM7UXb09fVJT0+Ppk+fTnfv3pXZJz09naysrBSatyY5SkpKSqhLly60bds28vDweOfKDpHsPDvm5vWfZ+djx9fXl1xdXSu9Pn36dBo5cmSl11evXk1z5swhIqKgoCBSU1OjwrfJPdavX08eHh7ivpGRkXUiM6Nu+RiUHZFIRA8ePKDNmzfTmDFjyMLCQkqx4fF45OjoSDNnzqRDhw5JWPLkITeXKCyM6I8/iCZNImrXjtNRZCk26upEnTsTTZ9OtHWzkE4tv0svh82iUk3oOUzJC2sppWM/ok2biN684RYpLCT69VeiFi2I3n5A/D3iL6k8O+Z4Sn+P+KuubyODUae8k9DztWvXYtiwYRKhjBVp0KABEhIS5J6zqKgId+7cwcKFC8VtSkpK6NWrF8LCwiod5+/vDyMjI0ycOBGhoaFVrlFYWCjhF5Ejr3NONQwZAnz99fvPoPyxcfr0aWzYsKHS6xERERgwYECl18eMGYO+ffvC0dERPXv2RIcOHcQOnePHj8eFCxdga2sLVVVVuLu7S4ToMxiVIRQKERUVJfa3uXz5MlJTUyX6KCsro3379nBxcUH37t3RtWtX6OnpyTV/RgYQEcE5Dt+9y/2MjQXeBk5KoKsLtGkDpKWdQ0zMn/jf/3pg5crx4MfdB/78Exvn8/BNhi+mognWIQdo0gRmY8ciYMwAoKm35GRKSsC2bcDDh8COHUB2NoYc8MXXS5Yi1NWn7L0rZDf4SxYDLf2BxYtrdA8ZjA+JGis7rq6uUFWVDlskIjx//hwWFhYKz1mTvCZXrlzB9u3bERERIdcaK1aswE8//SR+bmlpiU2bNiksqyz4fMDNrU6m+my4efNmpdeICFFRUVi0aFGlfTQ1NXH79m2IRCLMnz8f3333ncS1Y8eO1aW4jE+U0i9apfltrly5gszMTIk+ampq6Ny5s9iZuHPnzlKRkLJITpZUau7eBf77T3ZfY2OgbVvA3r4Yr16dgpdXd7Rvrw8eD0hKcsDrh5PR6u5doFN74M4dAEAL9EAh1BBr1guifVeg1K1LWWg4ERAUBHzxBdemrAwEBHBCffcdsHQp4O8P/mIfuJUXxM0HUCIukRiD8QlQY2XH2toaiYmJUmG8b968gbW1tVTxufogOzsb3333HbZu3Sp34cmFCxdi9uzZ4udv3rypVJFivF94PB6ysrKq7LNq1SocPnwYysrK6NevHyZNmvSOpGN8DLx48QLx8fFo3rw5zMzMxO15eXm4ceOG2GoTFhaG/Px8ibHa2tro2rWrWLlp3769zC94pRABz56VhXqXKjeVRURZWXEWm7Zty36WFtocOPAbnDx5Enp6M9Ch9SrgxAmY7N4No9Nn8adoBLRgjsHKkUDfvug5dizCDArRqXsryfQ3RMBXXwEXLgDHjnGmZwAoX2x2yZLKbx6z6DA+IWqs7FC53A7lycnJqfJoqyoUzWvy+PFjPHnyROKYozSBnrKyMuLi4tC0aVOJMaqqqhJvWOVzzzA+PpYsWYIlVb1hMz5btm/fjilTpkAkEkFJSQkzZsyAhoYGLl++jFu3bqG4uFiiv76+vlixcXFxgaOjI5SVZb9FCoVAfLyktSY8HEhPl+7L4wE2NpJKjZMT0LChZD8iAld5HPCeNQv3bt1C15gYwMQEeGtl2o5JmIKtMNfLRp/IAqiZc1XFO8sSkscDOnYErl0DXr5U4M4xGJ8eCis7pVYRHo+HxYsXQ6NcYhihUIgbN27AycmpRsIomqPE1tYWUVFREm0+Pj7Izs7GunXral1GgMFgfJy8ePECkyd/DyIXAI0gEiXit982AChzijE1NZXIcWNrawslpYplE7gi3zExkopNZCSQmyu9rooKYG8vabFxcKg6I/u9e/cwd+5cjBo1Ch5dugB//okee/bgYVISBElJKIYyVMzNge++w5hhY7F+LDB6tDZgqC05UUICZ6lZvBh4m6wS8+cDM2aUmYwYjM8UhZWdu3fvAijzpyif3VMgEMDR0RFz5sypsUCzZ8+Gh4cH2rdvj44dOyIgIAC5ubkYP348AGDs2LEwNTXFihUroKamJi5/UEqDBg0AQKqdwWB8Hty7dw/jxp0A0X8Ayn/heY42bXZh1iwzdO/eHdbW1lLW6dxc4N49ScUmKgqoYAQCAKircxaaUsWmbVugZUugipMumZw9ehTnzp3Do5AQjCksRGlMQ4qmDeYbByLdsAX+vaYHKClBHZxjswydDPD2Bk6c4LSz/fu5Nh0d7sFgfOYorOwEBQUB4CJd1q1bV6c1igBg+PDhSE1Nha+vL5KSkuDk5IQzZ86InZafPXsm89sXg8H4fBEKhTh58iTWrVuH4GA9AIdl9DJFRMQi6Ojw0KQJd+RUMSIqLk52RFSDBtL+NS1a1CzaMisrC5mpqTCPigJ278bMkyfxBMDswkLwlZQ4P5uxY1HYehD+aqOOkv+AmAdAq1bcePHbX3Y2Z0oqdRvw9wfy84FafNlkMD5VeESy6nV/PqSlpeH27dtwcXGRK7KCwWDULQUFBUhISIC1tbXC/n4ZGRnYsWMHNmzY8DbNhRKAJwDMUOr/UhF1dS7q6ckT2XOamEgqNW3acM7Eta59SYRzv/2G0QsWoG1JCc6WLx3h5IS84eNxq8VouA7RFzdv2sS53bRtW2GuvXuB2bOB//0PmDevloIxGB8nWVlZ0NXVRWZmZrWGF4UsO7Nnz8bSpUuhqakpEdEkizVr1igyNYPBYMhNXFwcfvvtN+zatQu5b51nGjZsCHf3Fdi/v2pfvfz8MkXH2lpSqWnTph7cW548AfbsAXbvRrP4eGQCeArgtbEx9L/7DvjuO7xo6IDOnYE3bzjHZ1NTbuj331cyp1AIpKQAhw8Dc+eyKuQMRjUopOzcvXtXHMFQ6rsjC1lRWgwGg1EbRCIRzp07h3Xr1uHMmTPidnt7e3h5eWHUqFE4flxD7K5SFYsWcUYROXMAKk5mJnDoEMJ+/x33IyIw8W1zEw0NBHfrhg5eXlBxdxefg5kSZz1SVubC10uVHQBcCPnZs4C2NtC1K9c2ejR3njV8OFN0GAw5UEjZKfXXqfg7g8Fg1Bc5OTnYtWsX1q9fj7i4OADcF6oBAwbAy8sLX3zxBXg8Hu7dA7ZulW/OXr3qQdEpLgbOnQN27wZOnMCNggJ0AaAG4KuuXWE+eTIwZAi6aGvj5k3gj4mcvCoqnL6yfz9gaFjmgiPm99+BmTM5s9Pt25ySw+cDY8bU8QYYjE+XGufZYTAYjPokISEBGzZswPbt28XZjHV0dDBx4kR4enqKc2jduAEsXw6cPFn9nDweYGbGlXKpE4g47+bdu4H9+0EpKWJPoY52dnArLESTDh0gWLeOcxQCUFAADBjAnUJ17AhMn871l8iUQVRmsRkxgnM+/uILoLCQczpiMBgKobDPjrwwnx0Gg6EoRITg4GCsW7cOJ06cQGn8RPPmzTFr1ix4eHhAW1tbXAVh+XLg4kVuLI8HfPstp0CUBiSVD78o1R0CAuqgZt2LF5yT8J9/AjExKAAQAOBvZWVc+/57qIwbB17btjhXUgIVFRWUTwSupsalw7l5k1N6JHj1CvDz44TdsoVrMzDg/H7K5TRjMBiKobDPDoPBYNQ1RITDhw9j1apVuHfvnrjd3d0ds2bNQu/evaGkpAQi4J9/OCWntDawsjJX5mnBAi4cHOD8X7y8OJ2kFDMzTtEZMqSGQubkAEeOcFacS5fKNClVVRT37Yu1QUFIycjAgY4d8V27dgAAFRUVrFgBrFgBnD8PdOrEDZk2jXtI8ewZV6hTSQnw8QFKawwyRYfBqBU19tlhMBiM2lJUVISkpCS8ePECPj4+ePr0KTQ0NODh4YGZM2fCzs4OABd89NdfwM8/c9mLAS5536RJXDCSpaXkvEOGcKWgQkNRVsnbpQYWHaGQU2x27+YUnbw88aXINm3gOH06MHQotBs0QMD+/SgpKcHo0aMlpoiP51Li7NxZpuyIyc8HHjwoiy3v3Jmz7Hz5ZZmiw2Awak29hJ7zeDysXr261sIxqoeIMHXqVBw+fBjp6enQ1dXFuHHjEBAQUOdz3717F97e3nBycqqT+Rkcr1+/hp2dHW7evAkrK6v3LU6dMmLECHTo0AH/+9//xG1EhNzcXCQnJyP9bTEpkUgEU1NTzJgxAxMnToTeW+/h4mLutGjlSi7hH8CVXpg2jUszI6Nknhg+H3Bzq6HgUVHcEdXevdzRUinNmkE4ZgwGBgfj3+BgXGvVCs5vs7aPHDkSRMDx40C3btzpE8C527i7A8OGVVgjNhbo2RMoKQEePy6rKcFqvTEYdY5CqYgrhp5X9WC8G86cOYOdO3fi1KlTSExMxMOHD7F06VLxdTc3N3h7e9fJ3J9SCY7ff/8dVlZWUFNTQ6dOnXDz5s1aj9m4cSMcHBygo6MDHR0dODs74/Tp09XOu3z5cnz99dewsrLC2bNnwePxqnycO3dOob2uWLECHTp0gLa2NoyMjDBo0CBxVFMpVlZWMtfy9PSsdN7s7Gx4e3vD0tIS6urq6NKlC27duiXRx8fHB8uXL0dmZiZEIhFev36N2NhYxMbGihUdTU1NGBoa4ty5c5gzZw709PRQUAD88QfQvDkwfjyn6OjpcUaPp0+BX3+tWtGpEUlJwNq1ZQWtVq3iFB09PU67CgsDHj4E388PjZo2hbKyMsLDwyWm+P57YPBg7pitFDMzLkJcKvF706aApibnxPPoUR1vhsFgSECfOampqXT69GnKycmp8Rx+fkT+/rKv+ftz1+uL9evXk4WFRaXXXV1dycvLq87mrs18HwoHDhwggUBAO3bsoJiYGJo8eTI1aNCAkpOTazXmxIkT9M8//9DDhw8pLi6OfvzxR1JRUaHo6OhK583NzSUdHR0KCwsjIqK8vDxKTEwUP/T19Wnx4sUSbSUlJQrt193dnQIDAyk6OpoiIiKob9++ZGFhIfGaT0lJkVjj/PnzBICCgoIqnffbb7+lli1bUkhICMXHx5Ofnx/p6OjQixcvJPq1a9eOli9fThEREXTr1i26desW3b59mxISEig3N5fy8/Pp/v37lJ+fT9nZRKtWEZmYEHFOMUTGxkS//EKUlaXQtolKSoiCgoj27eN+yrpvubnc9T59iPj8skVVVIgGDSI6coSyUlPJz8+PUlJSxMMSExMpPj5earpz54jU1Yl++kmGPEFBRNOnE4lEZW1xcUQFBQpujMFgEBFlZmYSAMrMzKy2b50oOyKRiETl/4E/IupC2fH3594fKyo8lbXXFR4eHgRA/LC0tJRQRipeB0AJCQk1npuIU3Y8PT3J09OTdHR0SF9fn3x8fBT6+ycmJhIACggIICcnJ1JVVaWWLVtSaGiognegZnTs2JE8PT3Fz4VCITVu3JhWrFhRp2OIiPT09Gjbtm2VXj906BAZGhrKvPbixQsCQOfOnatyDUVJSUkhABQSElJpHy8vL2ratGmlf9e8vDzi8/l06tQpifa2bdvSokWLiIgoJyeH/vvvP5o6dSo5OTnRrVu3KCIigl69ekVFRUXiMfn5+RQdfZ/+7//yqWHDMn3D3Jxo/XqivLwabPLvv4nMzMomA7jnf/9NJBRyisf48UTa2pJ9Oncm+v13orQ08VTu7u4EgGbOnCmxxKtXRFOnEu3dK7l0aqoMedLSOC0IIDpxogYbYjAYFXlnys62bduoVatWJBAISCAQUKtWrWjr1q21mfKdU5Wyk5PDPcq/3xcWcm0Vv4z5+HDvY6Xf6EoVHR8fovx82fMKhWVt5d775SYjI4P8/f3JzMyMEhMTKSUlRULZycjIIGdnZ5o8ebKUVSAwMJCqMuzJmpuIU3a0tLTIy8uLYmNjac+ePaShoUFbtmyRW+7Tp08TAHJwcKDg4GB68OAB9e7dmywsLEhY/qbUkKr2VlhYSHw+n44ePSrRPnbsWBo4cGCdjSkpKaH9+/eTQCCgmJiYSmWdNWsW9e7dW+a1kydPEgBKK/fBWx3V/V2JiOLj4wkARUVFybxeWFhI+vr6tHz58krnyMrKIgB04cIFifauXbtS165d6cGDB2Irzrp160hFRYVevnwp9fctKiJKSMinM2fuk6VlPgFEzZsT7djB/a/ViL//JuLxJJUYoKzNwECy3cqK+0eNiyMi7stbeTkvXLhALVq0oGPHjkks88sv3HALi0r+f9PTJZ8vXsxZdhITa7gxBoNRHkWUnRqXD/f19YWXlxcGDBiAQ4cO4dChQxgwYAB++OEH+Pr61nTaDwotLe6RllbWtmoV1zZjhmTf0rRCfn5clIivL9CnD7BsGTBxomRfKytujgcPytp27lRcPl1dXWhra4PP58PExASGhoZS1wUCATQ0NGBiYgITExPw34aj6OrqwsbGpkZzm5ubY+3atbCxscHo0aMxc+ZMrF27Vm65IyMjoaKiguPHj8PV1RW2trZYtmwZnj17hpcvXyp4F2TLXtne0tLSIBQKYfw2wVspxsbGSEpKqvWYqKgoaGlpQVVVFd9//z2OHj2Kli1bVirr06dP0bhxY5nXwsPDYW5uDn19falrgwcPhp6eHoYOHSrRXt3fVSQSwdvbG127dq3UB+vYsWPIyMjAuHHjKp1HW1sbzs7OWLp0KV69eoXCwkJs2LABYWFheP78OXJycsDj8dCwYUN07NgRxcXFKC4uhtJbx5WiIi7K+t497v+LCLCxAQ4c4P4vxo8HBIJKl68coZCLOZdV37i0LS2NK70waRIQEsI5By9dCrRogZs3b6J79+74888/xcN69uyJmJgY9OnzNVJSyqabOZPzz9mzh8uCLKa4GJg1i3PWefy4rN3fn8uGXOfORgwGozpqrOxs3LgRW7duxYoVKzBw4EAMHDgQK1aswJYtW/DHH3/UpYwfFQIB90YuEABfffW+pamcwYMHIzY2tkZjO3fuLFH/zNnZGfHx8RAKhXKNj4iIwJAhQyQij6qrWKsItdlbbbGxsUFERARu3LiBadOmwcPDA/fv36+0f35+fqWVvsPDw9FWqtw1h5eXF3bv3i3VXt3ePT09ER0djQMHDlTaZ/v27ejTp0+lSlgpf/75J4RCIUxNTaGpqYmNGzfiq6++Ap/PR6NGjdC6dWs0adJErKzl5eWhoIDLjxcVxWUQJuISAhsaAseOcY68tUr4FxoqmVynMg4d4mo1dO8u4TkcHByMK1eu4Oeff4ZIJBK337ypjFatgPL6n7o6F40ulY1ZRYXzqM7N5dZhMBjvnRorO8XFxWjfvr1Ue7t27VBSUlIroT4UcnK4R2kIKcDl9MjJATZskOybksLlACtVdIqKgIwMru/27ZJ9nzzh2t+mEAEg+Sb6qRMREQEnJyeJtrCwMBgYGMD0bQXEiIgIODs7w9HREb/88gvc3d0BAPHx8ejXrx/atWuH7t27I6X8V205MDAwAJ/PR3JyskR7cnIyTCr5xq3IGIFAgGbNmqFdu3ZYsWIFHB0dsW7duirlKY1KqkhVyo6bmxu0tbUrnVcWM2bMwKlTpxAUFAQzMzOZfZ4+fYoLFy5g0qRJlc5DRMjIyEBJSQnWrl2Ly5cv49SpUzh06BBUVVVha2sLU1NTCN6aZt68eQMAyM01RHR0mSVHW5tLAtikCZczr07qWV6/Ll+/tzK9fv0aT58+FTfPmjULP/zwAy5evCi2QgGAkRH3f3vnDlDhZcCVcNi0icuZU8rq1cCFC1ymQwaD8d6psbLz3XffYePGjVLtW7ZskUqq9bGiqck9yr8JCwRcm6qqZN81a7gjK39/7r3P3x/46SeuveIX99J5y4eiSpjB6xCBQCC3xUVebty4IfH8+vXraN68ufiIrCry8/OlrEAikQgBAQHw8PCAkpISiouLMW7cOAQGBiIyMhJXr16Fg4MDCgsLMX36dGzevBl37tzBqFGjsKU0pb6cCAQCtGvXDhdLawy8Xf/ixYtwdnauszHl+xUWFlZ6vU2bNjItP2lpaXj+/Hmlyo4iEBFmzJiBo0eP4tKlS7C2tq60b2BgIIyMjNCvXz+pa0KhEMnJyYiOjsajR4+QnZ0NAGjUqBG6du0KExMTBAcHY9CgQeIxubnApUvRMDIyA8B9a9DVBWxtuWMrHZ06UHKIuJoR7u7AwoXyjWnUCCdPnkTTpk0xdepUcbOamhrWrFmDzEwz7NtX1r1ZMy5/zqNH4hJXZbi7c6Hp5b8B2dtzOXQYDMYHgULKzuzZs8UPHo+Hbdu2wd7eHpMmTcKkSZPQunVrbN26VeIb0efA0qWcj46/P7B4Mde2eDH33NeXu/6+sLKywo0bN/DkyROkpaWJTfNHjx6Fra1tjeZ89uwZZs+ejbi4OOzfvx/r16+Hl5eXXGOjoqLA4/GwZ88ehIWF4cGDBxg+fDgyMjLg4+Mjls3Z2Vksn52dHRwcHHDs2DHExMSgf//+cHJywrp166AiQ0usbm+zZ8/G1q1bsWvXLjx48ADTpk1Dbm4uxo8fL+6zYcMG9Cz3YSXPmIULF+Ly5ct48uQJoqKisHDhQgQHB1ep/Lu7uyMmJkbKulOav0VRZUfW3j09PbFnzx7s27cP2traSEpKQlJSEvLLWyLAKWaBgYHw8PCAsnJZvtGCggI8e/YMP/74I/r374/CwkLw+XzExsYiMTERfD4f169fR48ePWBra4tx48YjOxt4+JDzv7l6NRSdO38FPT2gZUsud05p/rxaUVLCOfm0b8+VMT93DuDxsERZGZX9yy0FsERHB3BxQcuWLZGXl4ekpCRkZGSI+4SHc2l2Jk2SzCfYty9njZLyBxo3jkvR3KhRHWyKwWDUB7WqjdXubf2Xx2+d8AwMDGBgYICYmJg6Eu/jQCiUVHRKKX1ex4YVhZgzZw48PDzQsmVL5OfnIyEhAVZWVsjMzJRKLCcvY8eORX5+Pjp27Ag+nw8vLy9MmTIFALBz506MHz9eXMCxIhEREbC1tcW8efPwzTffIDMzE+7u7ggJCUGDt5lo7927J3HMFRMTg1GjRuHQoUNYvXo1Ro4cWaV81e1t+PDhSE1Nha+vL5KSkuDk5IQzZ85IOCCnpaWJX9fyjklJScHYsWORmJgIXV1dODg44OzZs/jyyy8rlaV169Zo27Yt/vrrLwkLw927d2FsbFyt34w8ey+1wLpVSCccGBgo4YR84cIFPHv2DBMmTAARITs7G8nJyeKK4+np6Xj16hUsLCygr6+P+Ph4eHt748WLF2jYsCGGDPkG8+cvx3//qSAnh5uzsLAAly8fw8mTZ/C2SHntyc0FAgO5o6InT7g2dXUuEuCHH8BftAi+b32Syv9LjgewE4B/374An4+mTZvi6tWraNu2LZSUyqySbdpwVRtMTDh9SoLr14H587l/7l69uLbvvuMqkLL6VQzGh0s9R4Z98NRFnh1GGb6+vuTq6lrp9enTp9PIkSOrnGP16tU0Z84cIiIKCgoiNTU1KiwspPXr15OHh4e4X2RkZF2I/N45deoU2dnZKRx2HxQURN98802dylJSUkLJyckUFRUlDh2/desWPXz4kDIzM2Xm3RGJiN68IYqJIbp1i3vcvk305AnRb7/9QV9++WWVa5ZPKlglKSlEvr5E+vplYeP6+kRLlkglt/EfMYIAkP/bfhPf5otS5vPp+fPn4n6FhUQBAURdu0qGj1ea22fWLG7drl2rlpXBYNQ7ioSeK2TZYTCq4/Tp09hQ0Xu7HBERERgwYECVc4wZMwZ9+/aFo6MjevbsiQ4dOkAgEGD8+PG4cOECbG1toaqqCnd3d/z66691vYV3Tr9+/RAfH4+XL1/C3NxcrjG9evVCZGQkcnNzYWZmhkOHDlXrP1QVhYWFSE1NRWpqqtifSklJCQYGBjAyMpIZMUbE+fkmJgIFBXg7housMjbm/NvU1VWwfv36GssFgAvfXrMG2LGjbKEmTYD//Y87QpJhUVm8fz9gawvfJUuwTFkZRSUlsLayQv8BA6Curi7uV1DA+dqlpXEnYt99x7WLu7x4wZVVL3VE9/HhnPIWLardnhgMxjuFR1TJeYOc3L9/H8+ePUNRUZFE+8CBA2sl2LsiLS0Nt2/fhouLCzQ1Nd+3OJ80RARdXV0cOHAAffv2rbRfbm4uNDU1IRKJMH/+fLRo0QKTJ09+h5J+HhARcnJykJycLOGzoqqqCiMjI+jr60v47pQiEgGvX3OlpEp9r/l8LmLJ2JjTDRShoKAACQkJsLa2llSqbt3iElv9/Te3KAC0awfMm8eVNa9kIT8/QnR0JDIy/ocrV66gqKgIAoEAeXl5+PlnPl69AsrHVuzezUVPjhtXYcpt27hkOmPGcGHqDAbjgyIrKwu6urrIzMysNn1JjS07//33HwYPHix2OC3VmUrzr9R1BBDj44fH4yErK6vafqtWrcLhw4ehrKyMfv36VRkGzVAckUiEN2/eICUlBXl5eeJ2bW1tGBsbQ1dXVyKPUilCIWcBSUri8uYBnHJgbMwpOrXKj1MKEXD2LFfpMyiorL13b07JcXOrNnyrpKQAR444AegC4BIEAgGKiorQq1cogoPdAHCKTadOXP+xYyuZqFUrzvTz+DHnvKOoFsdgMD4YamzZGTBgAPh8PrZt2wZra2vcvHkTr1+/xv/+9z/83//9H1ykMm19mDDLDuNzoaioSHxUVZoLS0lJCfr6+jAyMpI43ilPSQmQmsrllyl12BUIOCXHwKD2Sk5BQQES/vsP1lFRUFu+nMs4CHDKxciRwJw5XHhUFZSUlEhYoVq1OoD790fAze0SgoJ6oGfPYFy65IZGjRKRltYIAQHA9OkVNhkYyJ1fjRlT1n7rFhftVSdJgBgMRl3yTiw7YWFhuHTpEgwMDKCkpAQlJSV069YNK1aswKxZs6QitxgMxvshNzcXycnJSE9PF1tgBQIBDA0NYWhoKPOoCuCsN8nJnKJTaqhVVeXcV/T1JfNE1RihkFvg5UsuyunpUy4uffJkwNsbsLCodop///0Xs2bNwt69e9GpUycsXboU9+/7wtW1MYKDe0BVFSgqckOPHsG4dGkkvL0XYfr0CvVe9u4FpkzhTFSDBpXFxnfoUAebZDAY75saKztCoVCcwdXAwACvXr2CjY0NLC0taxzSzGAw6gaRSIT09HSkpKQgNzdX3K6lpQUjIyPo6enJPKoCOP+VpCTuyKrUVUZdnVNyGjasIyNHRU1KKOTMRFOnAt9/D+jpyT3VX3/9hcePH2PZsmU4efIkhEIh/P39ceVKd/F+BALg4kU3LF06HULh22J3OTllSs2oUcDmzVy9ivrK8MlgMN4bNVZ27O3tERkZCWtra3Tq1Am//vorBAIBtmzZgiZNmtSljAwGQ06Ki4uRlpaGlJQUFL91rCktyGlkZFTlUW1BAafkvH5dljdPU5PLlaerW0dKjqxFBAJOi7p4kVuoGkpKSlBUVASNt1FYq1atgqmpKRa+zZ685G2/8W9TFCkrcwrP0qVv8+68ecP5AOXmApcvcxtTUQGuXmXHVQzGJ0qNlR0fHx/xN0Z/f3/0798fLi4u0NfXx8GDB+tMQAaDUT15eXlISUnB69evxUdVKioq4qMqWZmmS8nP58LH35aLAsBlCm7UiPtZJ5//OTmcklMu6guampy5SE2NSw5YsQaLDG7duoVJkybB1dUVv/32GwDA0NAQPj7L8csvQOvWwDd8Ppb6FmEnAD8/YMmSsiznQBEWz1Hlqp2XlAD373OOyABTdBiMT5gaKzulhRkBoFmzZoiNjcWbN2+qNI9/qBBRpRl/GYwPjaKiIhQUFEBVVVWs5JTWqQIADQ0NGBsbQ09Pr8rSLbm5nJJTXv/Q1eWUnDop50AEZGZySk5pSmUAaNCAU3LeLkIVylZURWZmJu7du4fExEQsXboUum8tQX/8wdWia9wYiJiwGMsA+GMxFvMFQPIULI7xAtAcvlgK6ACLA9tx/jh1ltaZwWB8yNRJLGWpotCwYcO6mO6dwufzUVRUhPz8fGjVyTs8g1F/pKamSlTpLo+enh6MjY2hqalZ5ReO7GxOySmfBUBPj9M/6iQgsTQRT3JyWRJAHo/zajY2Lpexj6M0/F2W9YmI8Pz5c1i8dVTu1asXNm/ejCFDhkBHp+zIa/p04MQJwNMTiIl5W74FAs6cw5l0sNjbG2j41tl6xIg62CiDwfhYqFVSwe3bt2Pt2rWIj48HADRv3hze3t4fVV6UrKws/PDDD5g9ezZMTEygoaHx0VmmGJ8HRUVFePjwoVR7w4YNYWBgAIFAUOlYIs64kpoKlEutgwYNOL9gGQmSFaekhDsLe/OmLEZdSYnzx2nYkPPN+f/27jwsquoN4Ph3GBlAFFxzwxW3UnOXzNzQsrRcyyXLXTOXNLPUCjQsNS21xdRyt9TKNH+VmQuQSygp5p5bJLggLgmIss2c3x8HBlFUlmEb38/z8MicOffcc73gvJ57znvS9ElZR6aKFStGuds20jx37hwvvvgi//zzD0ePHrUuiEhI0AmVDxyA1avv0ye9FEsHW3/9dd8l7EKIgiNXlp77+voye/ZsRo8ebU1THxQUxOuvv05YWBh+fn5ZbTrXLV26FB8fHyIjI/O6K0Lc1ZUrV7h+6+OgZEajkfiUVMa3UUrPyYmK0p/5KYoU0Y+sEhP1KE+2JCXp4aKYmNRJx0YjuLnpUZybN/XS8rsoVqwYZVO2Y7hFiRIlOHv2LFevXmXv3r20bdsWgNBQPViTmKgXbrVufctBJ0/qrMuffqr/TFmKlZAAGzZIsCPEAyrLIzulS5fm008/vWMH6tWrVzN69GguX75skw7mtFsjQ1dXV+sKFiHyi+vXr/POO+/w22+/3fGe0Whk27ZtdwQLSUnw66/w5Zf68x903NGrFwwcqJ8mZduJEzoR308/pY7k1KgBgwZBp053jOSkx9HREeMtWQmDg4Np1qxZmtdlypShbNnKaeYvz5yp5xa99NIt84rNZn3+0FBo106v7vLz0zuUp8xQTnkthCjwMjOyk+Vdz93d3dWJEyfuKD9+/Lhyd3fParO5LjO7pgqR2w4dOqRq1qypAOXo6Kh69+6rHBy8FfRWDg7e6ssvF6epHxen1JdfKlWtWurG4O7uSr3zzh0bg2eNxaJUYKBSHTumngCUat1aqZ9/ViqTO7enNmtRL7zwggLUTz/9ZC1PSlJq9mylypVT6pbNyu/um2+U8vTUffLzS/uen1/65UKIAilXdj1/+eWXmT9/PrNnz05T/uWXX9K3b9+sNiuESPbNN98wbNgwbty4gYeHByNHbmXevFrWRH8Wix6oKFlSp4356iv95CbliVGpUjBunJ68m4H0NfdmNsP69XpI5c8/dZnBoDfkfPPN1I2msshgMFC1alUKFSqUZl6SwQBr1+pHbQsW6B3KrY4ehTFj9A7kbdrosj594PhxnVzn9hGclNeyb58QD5xMPcYaN26c9fukpCSWLVtGpUqVeOyxxwDYs2cPYWFh9OvXj88++8z2vc0BmRoGEyIXxMfHM27cOL744gsAnnzySfr0+Z7Bg925/bfVYNBDK0WL6ikzABUq6Phj6FBIzruXdTdvwvLl8NFHekNM0JN+Bw7UkVSNGllueufOnVSrVo3y5XX2v9jYWP79918eeqgOJUqk7rl14ICOrwYNum2LipEj9Zrzpk1hzx7JkyPEAyYzn9+ZCnZSJgjej8FgwN/fP6PN5ikJdkR+EhYWxgsvvEBwcDAAPj4+vPvuZDw9jZw9e+9jq1aFSZP0Lt4ZyM93b1eu6EDis8/0Ei7Q69NHjdJfDz2UreZnzZrFW2+9Rc+ePdMkIV22DF5/XU+xGXXb9lUopZeypyxdv3oVXntND29J1nYhHjg5thorICAgWx0TQtzd5s2befHFF7ly5QrFixfn66+/pmPHjgQGct9AB/RjrHbtstmJf/+FOXNg0aLUNeqVK+tRnEGDbJRtUI9WFSpUCDc3tzQ7lt+8qZMcrl+vB26sgzVHjsCrr0Lt2nrWNejl7F9/bZP+CCHsW7aSCl67do3Fixdz7NgxAOrUqcOgQYOsWU2FEPdnsVh4//33mTJlCkopGjduzNq1a6lSpQqQ8aXh2cqcsH+/nvDz3Xepc1oaNIC33oIXXtBzYLLh0KFDnD59mq5duyY33YDTp0/j6lqJM2dSExkPG6bnF/XqddtTqWvXYMcO3c8PPoDSpbPVHyHEg+XuueTvY+/evXh6ejJnzhyuXr3K1atXmT17Np6enoSEhNiyj0LYrStXrvDss88yefJklFIMGzaMnTt3WgMdyPhUlNty8t2fUrBlCzz1FDRqpDP0mc3w5JOweTOEhOgJv9kMdHbt2kXDhg0ZMGAAFy9etJafPl2JWrX08vGUSddGo96A3GiwwKlTqY20aAHz5ulJyRLoCCEyK6tLvp544gk1YMAAlZiYaC1LTExU/fv3Vy1btsxqs7lOlp6LvBIcHKwqVaqkAOXs7KyWLVuW5v2EBKU+/FApF5e0q7xv/zIYlKpYUS/TzpDERKVWrVKqQYPURoxGpfr0USokxObXmZSUpBo3bqy6d++uzp8/by0/e1apIkWUqltXqVuK9RrzZs2Ueughpa5ds3l/hBD2ITOf31kOdpydndWxY8fuKD9y5IhycXHJarO5ToIdkdssFotasGCBMplMClCenp7qr7/+SlNn+3al6tRJjUUeeUQHNQbDnYGOwaDUDz9k4MTXryv1ySdKVa6c2kDhwkq99ppSoaE2u77Q0FA1YcIEZb4l5050dLS6dk2pDRvS1t27Vwd1acTHK1WzplJFiyoVEGCzfgkh7EtmPr+z/BjLzc2NsLCwO8rDw8Ote9gIIdK6ceMGAwYMYPjw4SQkJNC1a1f27t1L/fr1Abh8Wc8DbtVKz8ktXVqv/D58WOebqVAhbXseHrq8e/d7nDQyUmcPrlRJ56U5c0Y37OcHYWHwySdwy2Oz7IiLi8PLy4sPP/yQJUuWWMtjY4tSqxb06KGvK0XjxuDokJzDJ2VhqMkEa9bofDkp+XOEECI7shpRjR49Wnl4eKg1a9aosLAwFRYWplavXq08PDzUmDFjstpsrpORHZFbTpw4oerVq6cAZTQa1cyZM5XFYlFK6cTDixYpVaJE6qDLsGFKXbmSto2kJD3YsWqV/vOej65OnlRq+HClnJ1TG/X0VGr+fKVu3Mipy1Qff/yxat26tTp69Gia8i5dlKpVS6k9e24pNJuVevxx3be1a3OsT0II+5Mrj7Hi4+PVa6+9pkwmk3JwcFAODg7KyclJjR07VsXFxWW12VwnwY7IDevWrVNubm4KUGXKlFGBgYHW9w4eTP28B6Xq11fqjz/u0lBGop09e5R6/vm0z7yaNlXq++8zMbEnYy5evKgGDhyojhw5cksXk1RUlEVNnZo2prp0SW9ncQdfX6WKFVNq5Uqb9k0IYd9yJdhJERsbqw4ePKgOHjyoYmNjs9tcrpNgR+SkxMRENX78eAUoQLVs2dI6STcmRqnx4/XcYNCTdWfP1vOH0/XDD0p5eKSdtOPhocstFqV++UXvUXXr+x076r2skkeQbO3FF19UgGrbtq21zGJRqnlzfXofn9sOSEjQF/nPP6llsbFKRUbmSP+EEPYrx4OdhIQE5e3tne5GoAWNBDsip5w/f161atXKGuiMHz9eJSQkKItFqXXr9AqqlJikR4/7bHT5ww93zk5OmaEMaRsrVEip/v2VOnQox68xNDRUtWjRQgUFBaUpX7tWb0a6ceNtBwwbpvvYpUuO900IYd9yfIKyo6MjBw8ezPZ8ISHs1fbt22nYsCHbt2+naNGirF27llmzZnHunCOdO+sJxeHheouHX37Rk4w9PO7SmNmsJxant7NLSll4uM5u/MYbEBqq912oW9em1xQTE8Prr7/O1KlTrWVVqlRh8+ad/PzzY2zdmlq3e3edEueZZ25rZMwYnRDo2WfTvx4hhMgJWY2oxo4dqyZMmJDVw/MNGdkRtmSxWNSsWbOU0WhUgKpbt646fvy4io9Xatq01Jw5jo5KvfOOfoJzXwEB9060k/L10085em0//PCDApTJZFLnzp2zlvv46NPXrKlXjVvFxSk1Y4ZSn3+etqE0lYQQImsy8/md5dSoSUlJLFmyhK1bt9K4cWNcXV3TvD979uxsBWFCFDRRUVEMHDiQ9evXA/DSSy+xYMEC9u51pWtXSN5VhTZt9B6bDz+cwYYzul9EyrbnNmQ2mzEmbz/erVs3XnnlFbp27WrdqRz0YNKmTTBxIjg63nLw+vW6sEgReP55KFNGl5tMNu+nEELcS5aDncOHD9OoUSMATpw4keY9Q0bz2wthJw4ePEiPHj04deoUJpOJTz75hG7dXmHECAMrVug6pUvD7NnQt2/Gt4BAKZ0LJyMyvV/E3cXHxzNr1izWrVtHUFAQTk5OGAwGPvlkATNnwo8/woIFuq67O+zZk3xNFgsYkp+O9+yp8+X06JHtXdKFECI7DEo92A/OM7NFvBDpWblyJa+88go3b96kUqVKfPfdWg4caMrEifDffzoIeOUVmDYNihfPRMMHD8L48Xr/qnsxGPSEn9BQvbmUDVy7do3atWtz8eJFli9fTr9+/QDYuxeaNdMxWEgINGyYfMDNmzBzpu7r77/brB9CCHE3mfn8znIG5VspvarLFk0BMG/ePKpUqYKzszNeXl4EBwffte66deto0qQJxYoVw9XVlQYNGrBy5Uqb9UWIu4mLi2P48OH069ePmzdv0qFDB1asOMDrrzfllVd0oNOgAQQFwfz5mQh0LlyAIUN0JLFli3421LmzDmpuHxJKeT13brYDjOvXr1u/L1asGPPnz+ebb76hd++XreVNmsDbb8OqVfrarGJiYM4c2LULNmzIVj+EEMLmsjM5aNGiRapOnTrKZDIpk8mk6tSpo7766qvsNKnWrFmjTCaTWrJkiTpy5IgaOnSoKlasmLp48WK69QMCAtS6devU0aNH1alTp9TcuXOV0WhUmzZtytD5ZIKyyIrQ0FDVpEkTBSiDwaAmTZqmxowxp8mZM3fuPXLmpOf6daXee08pV9fUSccvvKDU6dP6/fTy7FSsmMGNse5twYIFqnjx4mrHjh3WsoQEpWbOVKpKlTszOSullLp8Oe3r5cuV+vbbHMvpI4QQt8qVpII+Pj7K1dVVTZw4UW3YsEFt2LBBTZw4URUpUkT53JFJLOOaNWumRo4caX1tNptV+fLl1fTp0zPcRsOGDdW7776boboS7IjM2rhxoypRooQCVPHiJdS77+5XFSqkjU/Ons1Eg0lJSi1ZolT58qmNPPaYUrt2pV83w/tFZNyQIUMUoF566SVrWUJC6makM2bcUtlsVurtt/XSshzYJV0IITIiV4KdUqVKqVWrVt1RvmrVKlWyZMkstRkfH6+MRqNav359mvJ+/fqpzp073/d4i8Witm7dqgoXLqw2b96cbp24uDgVFRVl/QoPD5dgR2RIUlKS8vX1VQaDQQGqXr0uqm3bWGt8Uq2aUr/+mslGt25VqkGD1CCnShWl1qzJ8dGRqKgode3aNevry5cvqy+++EJFRCSlOfXOnUotXarjmzR69dL9tYP0E0KIgilXgh13d/d0MygfP35cubu7Z6nNc+fOKUD9cdvGQG+++aZq1qzZXY+7du2acnV1VYUKFVJOTk5q8eLFd607efJka0bbW78k2BH3cunSJfXUU08l/7yYVLNmG5Szs0WBUiaTzjWTqb01jx5VqlOn1CDH3V2pWbOUunkzpy7B6tdff1XlypVTr7zySpryBQuUcnNT6ptv0jnoyBGloqNTX4eHK/Xjj/LISgiRZ3I8gzLAyy+/zPz58+8o//LLL+nbt29Wm82SokWL8tdff/Hnn3/ywQcfMG7cOAIDA9OtO2nSJKKioqxf4eHhudpXUfDs2bOHRo0asXnzZkymDpQvH0lwcGfi4gx4e+tFU35+4OKSgcYiI2HECKhXT6dOLlQIRo+GU6f0yitn5xy/HhcXFy5cuEBgYCA3btywll++DNHRerV4Gh99BPXrw/vvp5Z5eECXLplYQy+EEHkny3l2ABYvXszmzZt57LHHAP2hEBYWRr9+/Rg3bpy1XkYTDJYqVQqj0cjFixfTlF+8eJGyZcve9TgHBweqV68OQIMGDTh27BjTp0+nTZs2d9R1cnLCyckpQ/0RDzalFPPnz2fs2LEkJhanaNEfiYnpwvnzOm3MnDnQp08GP+9v3oRPPtHrz1OS/3Xpopdr16yZo9cRFxfHyZMnqVevHgCtW7dOXsX4DFevOlO4sK43fjxUrKjzAKVRuzYkJeml7UpJgCOEKHBsklTw9OnTgA5WSpUqxeHDh631MpNg0GQy0bhxY7Zt20bXrl0BsFgsbNu2jVGjRmW4HYvFQnx8fIbrC3G72NhYXnnlFb75ZhUwFEfHj4mJKYLBAK++Ch98AMWKZaAhi0UPlUyalJocsFEj+PhjnUo5h508eZJOnToRExPD33//jbu7OwBOTt2oXx+8vGDjRh2/ODlBv37AX3/pgKxlS93Is89CcDA0bZrj/RVCiJyQ5WAnICDAlv2wGjduHP3796dJkyY0a9aMuXPnEhsby8CBAwHo168fFSpUYPr06QBMnz6dJk2a4OnpSXx8PBs3bmTlypXpPmITIiOOHz9Ojx49OHLEEQgCvEhM1DHKggWZ+MzfsUPvpfDnn/q1h4ce2enbFxxskuLqvipVqgTo/3ScPHmSJk2aAFCjBsTG6pQ+//0HJUokH7Bhg97Fs3JlvZNnymM1CXSEEAVYth5j5YRevXpx6dIlfH19iYiIoEGDBmzatIkyyfvqhIWF4XDLB0VsbCwjRozg7NmzuLi4ULt2bb7++mt69eqVV5cgCrC1a9cyYMBoYmPfAl4DjBQtqkdyRozIYN6+kydhwgS9NxTovaEmToTXX8f6zCiHmM1mfv75Zzp37ozBYMDJyYn169dTpEhF/v47NcNojRo60XGTJnrakFW7dnrbiWbNdDSUC3OIhBAip8l2EbJdhAASExN5660JzJ0bDswFKgDQq5fez+qWfS/v7upVPVP5iy8gMVGP3gwdCu+9l7oJZg4ym820atWKP/74gx9++IHu3bsDeqqNlxdcv643I61c+ZaDgoP1c6wpU9Jeh3WoRwgh8qfMfH7nu5EdIXLbuXPn6Nz5dUJCBgLPAODpqfjiCwNPPZWBBuLjYd48mDoVrl3TZc88A7NmQZ06NunjlClTMBqN+Pj43PHe1KlTMZvNTJkyhbZt23LkyBFu3rxpfb9KFb3D+qVLOo6xBjvnzkGLFnrycatW4O2tyyXQEULYmdyZOCBEPvXbb4HUqrWSkJDlwDMUKmRm8mQ4fDgDgY5SsHYtPPKInptz7ZpeUr55sx4tsVGgA2A0GvH19WXq1Km3nF7xwgsv4OvrizH5+do777zD3r0nCA/vS2KirmcwwLff6nnH1o07ASpU0LOtX35ZX4MQQtirrCTySUhIUN7e3ukmFSxoZLuIB5PZbFZDhqxS8Lc1r9/jj8eq48cz2MDu3Uq1aJGaFLBsWaUWLbLZ9g3p8fPzU4Dy8/NTSinVokULBajatWtb65jNStWtq7s0e/ZtDezcqVTr1kpFRKg0BwghRAGU40kFHR0dOXjwoC1jLiFyzfHjUVSqtINFi/oAtXBxucayZfHs3Fn4/ilv/v0XeveGxx7TO3y7uICvr56UPHhwtncevxcfHx/8/Pzw9fXFycmJXbt2YTKZ6Nu3LxaLBdDThF57DapXh7p1bzlYKRg7Vs9Kfu+91PJcWhUmhBB5Kcv/0r300kssXrzYln0RIkeZzfD22+E88oiBc+daAxbatj3C+fPu9O/vdO9cedeuwVtvQa1a+pmQwQADB+og57339IqrHDRlCoweHcmjjz6KyWQiISEBk8lEaGgkmze/yyuvpP4qDx4Mhw7Bk20SdZ4f0P399FMYMiRtsCOEEA+ALE9QTkpKYsmSJWzdupXGjRvj6uqa5v2MZk0WIjeEhMDzz18iNLQiACbTQRYtcuTll+8zryYxERYu1NHGlSu6rF07vYVCgwY52udbRUScY+HCCsyfvx+zOcEa8Hh5RXP2rDunT+u4xsFBfznvDoSRI/VcokGDdCPNm+svIYR4wNgkg/KJEyfSvJeZrMlC5KSoKJg0KYkFCxxQqjQQxSOPfENgYG9Kl77HqiOl4Kef9GjO8eO67OGH9Qqrjh1zfcuEefPKsmbNx0RFTaFFi+bs3NmBdu0C8fevSJEiMcyfXzTtE6l9+3RSwI8/hgED5HGVEOKBlu8yKAthC0rBd9/Ba68lERmZ8mO+igkTLjFt2ug0iSnvEBKiR0RSNpMtXVo/+hk69LYMfDlHKcVPP/3Es88+i4ODA9OmTSMqajI1anRm164OODlBQkIbvL0D8fdvy4F9vnRuOlwnBAQ9cSc2Vm8yKoGOEOIBl62kgteuXWPx4sUcO3YMgDp16jBo0CDr/jsFgSQVtD8nT8KoUXoFuHYCN7dJrF07nCeffPLuB549C++8AytX6mjJyUlnPZ40CXL5Z6NPnz6sWbOGuXPnMmbMGKa0aUNYdCOW7k99PGwy6RQ/U5s2xXz4MFOaN4dt22SjTiHEAyEzn99Z/i/f3r178fT0ZM6cOVy9epWrV68ye/ZsPD09CQkJyWqzQmRZXJwegKlXTyUHOnGAL82aDeXw4bl3D3RiYsDHR+8+vmKFDnT69tWPr6ZPz/VAB6BVq1aYTCbr6ynt2rFk/xyalD8H6EAnIQGmtgvEZ+9epiQl6fTI4eG53lchhMj3srq+/YknnlADBgxQiYmJ1rLExETVv39/1bJly6w2m+skz4592LxZqRo1UtPewCYFnmr06NEqPj4+/YMSE5VauFCpMmVSD2zZUqng4NztvFLq6tWr6t9//7W+tlgsavv2UDV4sFLXr+syP+8ABUr5td6qlL9/6mvvAP0XID/DQogHSGY+v7Mc7Dg7O6tjx47dUX7kyBHl4uKS1WZznQQ7Bdv580r17p0aqzg4XFDwgnJxKaxWrVp19wN//VWpOnVSD6xeXal165SyWHKv88l2796tKlSooJo1a2b9z4PZnNq9sWOV8vPT3/u12HRrRJca8PjlereFECJP5XhSQQA3NzfCwsLuKA8PD6do0aJZHmkSIiPMZvj8c6hdG9asAYPBgsHwGRZLTWrXPsTevX/Sp0+fOw88dAg6dNB7Vx05oveBmjtXf9+tW57Md6lQoQLXr1/nv//+4/z584CeU/zxx3ql+PDh+nr9/MBnx1OpfXR0xGdbG/z89PtCCCHuIqsR1ejRo5WHh4das2aNCgsLU2FhYWr16tXKw8NDjRkzJqvN5joZ2Sl4/vxTqcaNUwc4SpQ4qaChAlTPnj1VdHT0nQdduKDUkCFKOTjogxwdlXrjDaWuXs39C1BKRdy6ZYNSKihot1q8OE75+6etZ7EopXbsUCohQRekDPGYTEqGdIQQD7JceYwVHx+vXnvtNWUymZSDg4NycHBQTk5OauzYsSouLi6rzeY6CXYKjmvXlBo5UimDQX/OFy2apMqWnaLAQRUqVEjNnTtXWW5/DBUbqwMCV9fU6OiFF5Q6fTpPriEpKUlNmjRJOTs7q7/++sta/uWXumuVKt029eatt/QbH3xwy7Os5ADn9tdCCPEAyZVgJ0VsbKw6ePCgOnjwoIqNjc1uc7lOgp38z2JRatUqvddmSrzSokWocnGpqgBVvnx5tWvXrrQHmc1KLV2qVPnyqQc99phSt9fLZRaLRXXt2lUBasqUKdbymBilatdWaurU1EEcpZRSK1ak7FKafmAjAY8Q4gGVmc/vLOXZSUxM5Omnn2bBggXUqFHDhg/Vcp/k2cnfTpyAESN0+hiAGjUUdet+wfr1owDw9vZm9erVPPTQQ6kH+fvrpIB//aVfV6kCM2ZAz555MifHbDZjsVhwdHQEIDIykl9//ZO4uE688kpqvYQEMMX+B5cuYd2RVCk4eBDWr9ebjPr43HmCqVP1pJ0pU3L+YoQQIp/IzOd3lpMKli5dmj/++EOCHZFtZjPs2AEXLugEwC1b6i2ppk/XMUpCgs7vN3p0FDt2dGbPnu0AvP322/j5+WFM2Wn877/hzTfh55/1a3d3nSRw9Ghwds6Tazt16hT9+/endevWTJs2DdBpfWrV0tf700/w7LPJlYODoWtXKFlSb/dwS54dIYQQaWXm8zvLue9Tdj2fMWNGVpsQgnXrYMwYnbw4RalSehDj4kX9+umn4cUX/2DcuC5cvnwZd3d3Vq5cyXPPPacrXLqkRzUWLtSRU6FCegnT5Mm6sTx08OBB/vjjD44dO8abb75J8eLFKVpU5yz89VcoX/6WylWrQlKSju7OnoVq1fKs30IIYU9k13ORZ9atg+ef109qbnX5sv6zeHFYsMDCiRPTGTDAF4vFQsOGDVm7di3VqlXTKZM/+QSmTYPoaH1Q584wc6YeOskjSinrZrjdu3dn1qxZlCr1MmZzcWudqVPh/ffB6eRhoK4uLF1a73FRqxa4uORBz4UQwj7JruciT5jNekTnXg9RnZ0tLF/elY0bfwJg8ODBfPbZZ7g4OcGqVXrPqpRcT40a6cQ0bdrkfOfvQinF6tWr+fTTT/H396dw4cIA3Lw5noED4YUX9OakAM7GRHjpJVi7Fnbtgsce0280aJA3nRdCCDsmu56LPLFjR9pHV+m5cMGBCxeicXZ2Zt68eQwaNAh27oRx4+DPP3UlDw89stO3b57v7h0bG8tbb73FuXPn+Pzzz3nrrbcA6NhRj+R4eOggz2gEHB31RCSDQc/PSQl2hBBC2FyWgh17Wo0l8saFCxmr99BDDdi0aQ4NixaFHj30sy+AIkVg4kS9K3nyCEpeK1KkCIsXL2b79hBatBhnLW/cGP75BzwKRcDNIrrvoDM3jxmjKwghhMgxWfqvsKOjIwcPHrR1X8QDpFy5jNVbNOctGq5YAY88ogMdBwcYNgxOntQrrfIw0ImJiWHo0KH4+/tby2rU6MDq1ZN47rlCaQI6jz/X62uYNCm1sEQJCXSEECIXZHncP2U1lhBZsWvX/WpYqFgsmo4jH9UjIImJej+rgwf1qquyZXOhl/c2ffp0Fi1axODBg0lISACgYkUdwxQtCsnbXGlFisB//8Hu3RAfnzcdFkKIB5SsxhK5bsYMePfdlFcq+evWuNuCAZh7bQBGrkC9enry8ZNP5nZX7+ntt98mODiYvn1n4Oioc+I4Ouo5xyWKK9yunwcq6MpPPqnz/zz1lK4khBAi18hqLJGrZs5MfZLzvttMTkbvZjmfABVvqXWWKYylu8MGWPAlDBqUPKs3b+3bt4+NGzfik5zFuEiRIjRvvpXBg/XE4yFDdL0qhSOhVz+9k/qRI5CS7KpTpzzquRBCPNhkNZbINR99BBMm6O/9BoZSb+kE/ADYALQEygEXcGAHg7CABahRI18EOufOnePxxx8nISGBRo0a0Sk5cClWLHVHBytXVz2n6NIl/djqqafypM9CCCG0LAc7ADt27GDhwoX8888/fP/991SoUIGVK1dStWpVnnjiCVv1UdiB2bP1Tg6gkx1Xi/yI7oAZaIiFg/yOGTACCwGPlAMzumwrh1WoUIHRo0fzzz/nqFYtdZn42LF6jnGbOpeA0rrQ1RXWrNETd2rXzpP+CiGESJXlCco//PADHTp0wMXFhZCQEOKTJ11GRUVZ9wASAvT84jfe0N/7+sJDD83n5fnzMQP9gGDgXyAg+c/Btx6c0WVbNmaxWJg/fz5XrlyxlvXr9yGnTq3i1VdLYrHoMqMR2hybr7d6+N//Uhto2lQCHSGEyCeyHOy8//77LFiwgK+++sq6mzNAixYtCAkJsUnnRMH36ac6FQ7oScnOzjMYMWIESilGOTiwFD286AG04ZYRHYNBL21q2TIPeg2vvvoqI0aMYMSIEdayIkWM/POPgaNHdd4cq3//hdhYWL061/sphBDi/rIc7Bw/fpxWrVrdUe7u7s61a9ey0ydhJz7/XOfMA5g0SZGYOIm339azk98pWZJPLRb9A3j7hPaU13Pn5tl8naFDh+Lu7k6zZk+ikve0qFYNfvgBjhw0U71MTGrl996DZcvgm2/ypK9CCCHuLcvBTtmyZTl16tQd5Tt37tSbNIoH2rx5MHq0/n7CBMV//43kww9nADCzeHHev3IFQ8WK8NlnUKFC2oM9PPT67e7dc62/kZGRbN++3fq6YcMmjBkTwdSpQzhxIjUY61DtJKW7t9QrxFI4O0P//nm+XYUQQoj0ZXmC8tChQxkzZgxLlizBYDBw/vx5goKCGD9+vHVprngwzZ8Po0bp78ePNxMe3p9Vq77BYDCwwM2NYf/9B9Wrw9atULkyvPqq3izrwgU9R6dly1wd0Tly5Aht27bFbDZz+PBhypUrh4MD7N7tTFQUrFgBH3yQXPn6db0v1+HD+vFVlSq51k8hhBBZk+VgZ+LEiVgsFtq1a8eNGzdo1aoVTk5OjB8/ntEp/6UXD5wFCyBlmsvrrydx4sTz/O9/GyhkNLLCxYU+UVFQty5s3pw6+dhozNPdymvWrEnFihVJTLRw9Wo05cqVw2CARYsgMBBe6hYLJCfNbNhQP7Jq2RIqVcqzPgshhMg4g0qZkJBFCQkJnDp1iuvXr/PII49QJGWTwwIiOjoad3d3oqKicEtJ/iay5Msv4ZVX9PejRydw+PAzBAT442QysdZo5NmbN/UqpV9/hZIl87SvISEhNGzY0JoAc8eOCCZMeIhOnRx4553kSklJOt3zZ5/B/v1QvnzedVgIIUQamfn8zvYkA5PJxCOPPEKzZs0KXKAjbGfRotRA59VX49izpxUBAf4UcXFhE+hAp1Ur/egqjwOdN998k8aNG7N06VJr2ZkzZQkKcmDOHIi5Ze4x//sfREbC8uW531EhhBA2ka2kgkIALFkCQ4fq74cMiWXHjuYcPnyIEkWK8GtcHM2SkuDpp/VSpjzcpTzFQw89BMCxY39by/r2hdBQ6Nc7gaJFHAEDFCqkL+7AAXjxxTzqrRBCiOzK9mOsgk4eY2XP0qUweLDeMmHAgGh27GjM6dOnKOvuzpaYGOpaLNCjB6xaBSZTnvQxISGBqKgoSpfWGY6Tksy8/fa/7NzpSUAAODklV9y3T6+yGjkShg3Lk74KIYTImFx9jCUeXMuXpwY6L774H1u21OH06VNUKVmSnVFROtDp319vnZBHgc7ff/+Nl5cXPXv2xJKc9jg62siyZZ4EBelgzWr7dr3J1cyZer6OEEIIuyCPsUSWrFwJAwfqQKdnz0ts3lyHy5cv8fBDD7ElMpIKoNeff/JJnuafKVSoECdOnMDFxYVTp05Rs2ZNSpTQk6n//ReGDUrC+mvw2mtw7ZrudyH51RBCCHuRqX/Rx40bl+G6s2fPznRnRMHw9dd6wEYp6Nr1Aps2PUx0dBSNypZlU0SE3g5z0iSdnOb27Mi54ObNm7i4uABQvXp1Fi78iRUrHufKFWdrna4dbuqNujrshW3bdEBmNOpsyEIIIexKpoKd/fv3Z6ieIQ8+4ETu+Oab1ECnY8dwfvvtYW7ejOWJ8uX5+fx53AGmTdPBTi5TSrFo0SLeffddtm/fTq1atQDYtcubLVsgIkLPNTYY0CusFizQSQK3bIEOHXK9v0IIIXJHpoKdgICAnOqHKABWr4Z+/cBigfbtQ9my5WESE+N52sODH86epTDoDbFGjsyzPn7//fdERkYyb948Pv30U0DHXufPw/QPLBgMyY/UKlfWqZ6LFZNARwgh7JxMUBYZ8u238NJLOtBp1eoE27bVIDExnhc8PNhw9iyFHRx0ZuE8CHRSFhQaDAaWLFlC//6/4Ob2ifX94sVhw+uBPNKrHhw7lnrgSy/Bs8/mdneFEELksmzPwjx69ChhYWEkJCSkKe/cuXN2mxb5xHff6Tw0Fgt4eR1l+/a6gGKQhwdfnj2L0dFRD/v06JGr/bp69SojR46kXr16vP322wBcueLB8uUeADzzDLRokVz5o4/g6FHw8dGbjAohhHhgZDnPzj///EO3bt04dOgQBoMhzf+uAcxms+16mYMkz869rV0LvXuD2QwNGx5g//6GgGKshwcfnz2Lg7MzrF+vkwbmslWrVtG3b19cXFw4c+aMNY/OqFFQogS8+47C5JQ8f+zsWb2k/P33Qe6zEEIUeLmSZ2fMmDFUrVqVyMhIChcuzJEjR9i+fTtNmjQhMDAwq82KfOSHH1IDnUce2cv+/Y0AxZQKFZh99iwORYvCb7/lSaAD0KdPH0aOfJcuXf7BZCptLf/s/Sj8LgzF9OHU1MoeHvDppxLoCCHEAyjLwU5QUBB+fn6UKlUKBwcHHBwceOKJJ5g+fTqvvfaaLfso8sD69amBTvXqQRw96gVYmFOuHJPPncNQooRest2qVa71aefOnXTr1o34+HhAjyIeOjSVNWvK8sYbqfUMW7fozbo++AAuXMi1/gkhhMifshzsmM1mihYtCkCpUqU4f/48AJUrV+b48eO26Z3IExs2QM+eOolw5co7OHXqCRwcYHGZMoy9cAHKlIHff9c7mOeSmzdv8vzzz/Pjjz/y8ccfW8vffx9q14YhQ26p3KMHjBmjl5SXK5drfRRCCJE/ZTnYqVu3LgcOHADAy8uLmTNnsmvXLvz8/KhWrVq2OjVv3jyqVKmCs7MzXl5eBAcH37XuV199RcuWLSlevDjFixenffv296wv7u1//4MXXtCBTvnygZw50wZHRyNrSpRg0MWLUKkS7NgBdevmar9cXFz44osv6NBhFrVrj7GWt2wJh6f9j8d8noTkER8MBpg7N1dHnYQQQuRfWQ523n33XeteQ35+foSGhtKyZUs2btxozW+SFd9++y3jxo1j8uTJhISEUL9+fTp06EBkZGS69QMDA+nTpw8BAQEEBQVRsWJFnnrqKc6dO5flPjyofvoJnn8eEhOhdOltnD/fHhdnE/8rUoQXLl+GmjVh506oUSPH+5KUlMQHH3zA7t27rWUGQ3d++208I0a4cuVKcuH16xhfHQZbt8Jnn+V4v4QQQhQ8Nt31/OrVqxQvXjxbGZS9vLxo2rQpn3/+OQAWi4WKFSsyevRoJk6ceN/jzWYzxYsX5/PPP6dfv373rS+rsbSff4bu3XWgU7z4Fv777xmKujrzi4MDLWNioF49/VioTBmbnXPKlCkYjUZ8fHzueM/b25uAgABq1KjBwYMHcXZ2Ji4OmjSBtm1hxgxwdU2uvH497N4NU6ZA8jYRQggh7FuurMaaPn06S5YsSVNWokQJli5dyocffpilNhMSEti3bx/t27dP7aCDA+3btycoKChDbdy4cYPExERKlCiRpT48iDZu1NNcEhPBzW0T//33DKXcixCglA50vLwgMNCmgQ6A0WjE19eXqVOnpimfOnUqAQEBlCpVidatl2EyOQHg7AzBP0fy2aXeuIbsSD2gWzf48EMJdIQQQqQry0kFFy5cyKpVq+4or1OnDr1792bChAmZbvPy5cuYzWbK3PahWqZMGf7+++8MtTFhwgTKly+fJmC6VXx8vHU1D+jI8EG2aZOOFRISwNX1V6KjO1O+ZDG2Xr/Ow/Hx0KaNnsiTPBndlsxmH7y9W+Lr25aoqChq1qzJxYsX8fX1pU2bQA4fbsWiRQbat4devfQxhWe/r9M5Hzqkv/JwR3UhhBAFQ5aDnYiICMqls9KldOnSXMij5b4zZsxgzZo1BAYG4uzsnG6d6dOn857sbA3oFDldu+pAx9l5I7GxXahWpiRbr1yhalISdOoE33+fYyMmRiP4+7ehRYtNfPxxaq4eb+8A/P1b06YNnDwJJUvecpCfH5w6pZdhSaAjhBAiA7L8aVGxYkV27dp1R/muXbsoX758ltosVaoURqORixcvpim/ePEiZcuWveexH330ETNmzGDz5s08+uijd603adIkoqKirF/h4eFZ6mtBt3kzdOmiFzA5Ov5CXFxX6lQow87ISB3o9OwJ69bl6KMhHx8du+za1QGDwQdoioPDR/j7t8HPDzb/pjj87hrab7tlB/VixfRzt0aNcqxfQggh7IzKog8//FCVLFlSLVmyRP3777/q33//VYsXL1YlS5ZU06ZNy2qzqlmzZmrUqFHW12azWVWoUEFNnz79nn1xc3NTQUFBmT5fVFSUAlRUVFSW+lsQbdmilLOzUqBUoUI/KXBUTStXVpdBFw4apFRSUo724cKFCyo2NlYppZS3d4DSp7YoUKpt2wBdaf9+pVL6tGtXjvZHCCFEwZKZz+8sBzsWi0W99dZbytnZWTk4OCgHBwdVuHBh9d5772W1SaWUUmvWrFFOTk5q2bJl6ujRo2rYsGGqWLFiKiIiQiml1Msvv6wmTpxorT9jxgxlMpnU2rVr1YULF6xfMTExGTrfgxbsbN2aGug4OOhAp3XVqio6Jah47TWlzOYc7cP27dtV2bJlVf/69dV7bdsqQDk4JClQymAwK3BSft7eSk2erNSYMUp98IFSCQk52ichhBAFS64EOyliYmJUcHCwOnTokIqLi8tuc0oppT777DNVqVIlZTKZVLNmzdTu3but77Vu3Vr179/f+rpy5coKuONr8uTJGTrXgxTsbNumlIuLSg4qflJgUp08PdWNlEDn3XeVslhyvB/+/v7KwcFBlSxcSQHKu+oSBUqZHPXIjnflRQrQAY8QQgiRjsx8fts0z05B9KDk2QkMhI4d4eZNgI1AN3rXqMyKkydxBL10+623cqUvSUnQp88pfv65Ag1L/0JQ+PP4tQ3AJ/pNpu57Bl+m4l11KS37nWHKlCm50ichhBAFS2Y+vzO1GmvcuHFMnToVV1dXxo0bd8+6s2fPzkzTIgf9/rteWJUa6HRnWM0qfHHiBEaDAb74AoYPz7Hzh4SE8Prrr7N27VpKly6NUnD+fHXi4tCBjncgPv7e4OiID/vgscfw3T2QNsYc65IQQogHSKaCnf3795OYmGj9/m6yk0FZ2Nb27dCxo+LGDQOwCejOmzUr8+GJExiMRli2DF56KcfOb7FYGDRoEAcOHGDixIksXrwYR0dYswbe6H+ZepWj8FnaBpxMeg28yYRPUCeYqndcF0IIIbIrU8FOQEBAut+L/GnnzlsDnd+ArnxQszKTTpzAYDLpiKNbtxztg4ODA8uWfc2LL57k4Yc7WMsrHv2N77Z3ghIl4K0B1kCHhASYOjXdLSSEEEKIrJCsbHZq1y545hlFbKwB2Ax05TNPD94+cQKDi4ve9TOHAp3jx4+zZcsW6+u//67LsWPdeOedwoSFJRe2bg116kC5cjBrlk64Ex+v//T1hdu2kBBCCCGyKssZlO82Z8dgMODs7Ez16tXp0qWL7FGVB/74A55+WnH9ugHYgsHQjWVVytHv9Glwc4NffoEnnsiRc4eEhNC6dWscHBwICQnB09OTXr10HsBOdf6lUqUquqKzMzz7LEybpgOclJGclD99fdO+FkIIIbIoy8HO/v37CQkJwWw2U6tWLQBOnDiB0Wikdu3afPHFF7zxxhvs3LmTRx55xGYdFve2e/etgc42HB1f4NtypegWGqr3XfjtN2jcOMfOX69ePerVa8iVK11wctLbkhsMsKLsWzBxFpRfAS+/rCs7OqYNdFKkvJZJO0IIIWwgy8FOyqjN0qVLrUu+oqKiGDJkCE888QRDhw7lxRdf5PXXX+e3336zWYfF3e3ZAx06KGJiDIA/Ls492VDClSfDwvTjoq1bIQcCz0uXLlGqVCkMBgOOjo64u28lKMjE/PnwwQfJlVI2Ej16NPXAey0rlxEdIYQQNpLlOTuzZs1i6tSpada2u7u7M2XKFGbOnEnhwoXx9fVl3759NumouLfgYHjySQvR0QYgELciL7LVrRBPnj8PVaro2co5EOhs2rSJ2rVrM2/ePGvZgAEmihaFerUTUyu+/bZO9jN9us37IIQQQtxLloOdqKgoIiMj7yi/dOkS0dHRABQrVoyEhISs905kyJ9/6kAnJsYB+J1SxV7id1Mij0dGQq1asGMHVKuWI+c+duwYV69GsXz5ZszJj516dbrO6U6v0XtVZ7BYdEWjUU9KFkIIIXJZloOdLl26MGjQINavX8/Zs2c5e/Ys69evZ/DgwXTt2hWA4OBgatasaau+inTs3Qvt2pmJjnYAdlCh9EB2WmJocPUqNGigE+14eOTY+Xv3HkvNmmHcuPEj8fHJWQDPnKH0j1/prdV3786xcwshhBAZkeVgZ+HChbRr147evXtTuXJlKleuTO/evWnXrh0LFiwAoHbt2ixatMhmnRVphYSAt7eZmBgjsBPP8kP5I/YitaKjoXlzCAiAhx6y6Tl37drFiy++SFJSEgAODgaio8sTFubAgQPJlerUgUWLwN8fHn/cpucXQgghMivbe2Ndv36df/75B4Bq1apRpEgRm3QstxTUvbH274c2bZKIji4E7KJO5eFsizhJmfh4aNcOfvwRbHwvYmJiqFy5Mv/99x8zZ87kzTffBCBoUxQlv5hKzbkjcuxxmRBCCHGrHNsbKz1FihTh0UcfzW4zIhP++gvatEkkOtoR+IMm1Uax+cwxipvN8Nxz8N13Oo+NjRUtWpTp05cxeXJV6tf3tJY3XzIUfvoergXrjbhkuxAhhBD5SLaCnWvXrrF48WKOHTsGwCOPPMLgwYNxd3e3SefEnQ4cgFatEoiJMQFBtK45hp9PHqCIUtC7N6xYofPX2Ox8B3BycqJ27doAHDrUmYsXYcwYOHIEHBzQGZDDwmDuXAl0hBBC5DtZnrOzd+9ePD09mTNnDlevXuXq1avMmTMHT09PQkJCbNlHkezgQXjiifjkQGcPHR95g00n9upAZ8gQ+PprmwY6v/76K4899hg9evQgNjYWgBkz4PlON/lx1FYd6ABUrgxBQdCokc3OLYQQQthKlufstGzZkurVq/PVV19RqJAeIEpKSmLIkCH8888/bN++3aYdzSkFZc7OoUPw+OM3uX7dBQimZ903+PrwThwBxo2Djz6y+ahKREQE9et3oHTpoezY0ZfixYtDaCg0bQoxMTqLYYMGNj2nEEIIkRGZ+fzO1sjOhAkTrIEOQKFChXjrrbfYu3dvVpsV6Th8GJo3v5Ec6PzJ4HrjWZ0S6EyZYtNA5/r169bvnZ3LotQ+jhwZRWBgcV1YpYpeYVWnDri62uScQgghRE7KcrDj5uZGmHUL61Th4eEUTdkaQGTb4cMKL6/rxMYWBvYxtt54vjq0Q9+4jz+GyZNtFuisW7eOypUrs3PnTgCKFYMBAwpRt2YCD9fQS80xGGDlSv3YqkYNm5xXCCGEyElZDnZ69erF4MGD+fbbbwkPDyc8PJw1a9YwZMgQ+vTpY8s+PrAOH7bQrFkMN24UAULwrfcGcw5tx2AwwMKF+vGVDa1bt46rVx35+OPU3EgfPPote85WoPZ3fqkV3d3Bycmm5xZCCCFySpZXY3300UcYDAb69etHUlISSilMJhOvvvoqM2bMsGUfH0iHDyfRtOl14uKKAfuZVWcs4w/t0NsurFwJORBQvvTSl2zYYMFoLIxSehDH0REcb1yGP/7Qu5AbjTY/rxBCCJGTsp1U8MaNG5w+fRoAT09PChcubJOO5Zb8OEH50KEEmja9Tnx8CeAv5j88muHHdoLJBN9/D5072+Q827ZtY9euXfj6+gJ6vvETT0Dt2orffzdQokRyxZ9+go4dJdARQgiRb+RYUsFxmXhsMnv27Mw0LZLt3x/LY4/FkZBQEoPhICurj6DvsSAoXBg2bID27W1ynlOnTtGhQwfMZjNNmzblmWeewauZYuPQH2kR9BGFnbcAyYHrc8/Z5JxCCCFEXshUsLN///4M1TNIYrks2bs3iscfTyAxsTQGw2F+qDqUbieD9RyZjRttus9U9erVef75eWzZ0pGaNUvpwv/+48n1IyAiApYvh1dftdn5hBBCiLySqWAnICAgp/rxwNu9+zKtWplJTCyDg8NRfqnQn6f/CYFSpfTu4Q0bZvsce/fupWbNmri5uWGxwMmTw7h61cCHH8KXXwIlSuj5QMePw/Dh2b8oIYQQIh/I8mosYTvbt5+nZcskEhPLYDT+zbYyL/J0eAhUqADbt9sk0FmxYgWPP/44gwcPRimFgwOsXmlmRJNg5vb8I7Vi+/YwcqRs+yCEEMJuSLCTx7ZuDcXbG5KSyuJY6AQ7iz9PmwsHoGpV2LEDHn7YJuepVasWFksrwsO9iI+PB6DmhlnM2+tF4UG9IXk7CCGEEMLeSLCTh3755RgdOjhiNpfH5HiKoCJdeOzyER3g7NihA55sSExMtH4fH++FUls4dOgNzpxJ3hF91Cho3FhveCXZkIUQQtgpCXbyyLp1ITz3XBEsFg+cHE+zz+kZGl/7W2+muX27foSVDd988w21atXi/PnzALRoAW1bW+jldQYPj+RKRYtCcDC8+GI2r0YIIYTIvyTYyQPffLOT558viVIVcTaF8lehp6h7/ZSOSPz99aTkbEhMTGTWrFmEhroxd+6nABgT4/j5aguWBFTFdeuG1MoO8iMghBDCvmU5g7LImq+++o1hw2oBlSnsdIYDlrZUv3kGnnwS1q+3yeMkR0dHOnTYysGDJVITAzo749z+CTh3Gpyds30OIYQQoqCQ/9bnorlzf2DYsBpAFVydwjmU2JLqiWega1edpTgbgc5PP/3Ed999Z33t6VkKpRw4dTQJa47sadPg4EHo0CFb1yGEEEIUJDKyk0PMZj3H+MIFKFcOtm9fzuTJTwDVKOp8loNxzanCOejbF5Yu1ZtQZdHWrVvp3LkzLi5FqV+/PrVq1WJok/3ULP8RbeKTgDWAQW83Ua6crS5RCCGEKBAk2MkB69bBmDFw9uytpS8Cjrg5n+NgXHMqc04n7ps3L9vzZlq3boun5xJu3GhDheSJzYakRNpEfge7y0NkJJQpk61zCCGEEAWVPMaysXXr4Pnn4ezZ2/dXdQQUM+PeozJnYfx4+OKLLAc6Bw4cwGKxAHDpkpGrVwdw4UJVNmww6QrNmsHatbB/vwQ6QgghHmgS7NiQ2axHdPRG8ndmIDag+IB3Mb/3PsycmeUsxXPmzKFRo0bMmjULgPLlYcX4QyypOJm+bc+nVuzShdQZykIIIcSDSR5j2dCOHSmPrtIPYhQOhFOJHa3eoU02dmMoXLgIFsub/PHHTZRSGJTi2R8GQngITLmQvNGVEEIIIUCCHZu6cM5CRgbLMlrvVhaLBYfkR16RkUMAA0ePKm7eNFC4sAFWrYJPPoHk0R4hhBBCaPIYy4bKXTpo03qgH4ktXLiQNm3aWPe0GjnSQO0KMUzyDsbFJblirVp6DpBs+yCEEEKkIcGODbUs/TcehGPAku77BixUJIyWpf/OcJuXL19m4sS32bFDsXz5cgBKBG/i0LniDPqmHYZ/Ttuk70IIIYS9kmDHhowVyvIJYwDuCHhSXs9lLMYKZTPcprt7aapXP4bBsJ0qVYbqwiefpFC7NjBiBFSsaJO+CyGEEPZKgh1batmS7h5/spYXqMC5NG95cJa1vED3inuhZct7NvPtt9+yf/9+QOcBbNSwNE6OFi5dTF7ObjTCpk16RZfJlCOXIoQQQtgLCXZsyWiETz6hu2E9/1KVANqwij4E0IZQqtHdsB7mztX17mLx4sX07t2H55/vS1RUFABz419lX0I9+l6cnVqxkMwtF0IIITJCPjFtrXt3WLsW45gxtDn7e2p5xYo60One/Z6Ht2rVHRcXT4oWdcU1ebKxS4tGPPLNohzstBBCCGG/DEqp21P9PlCio6Nxd3cnKioKNzc32zV8++ZYLVvedUQnNDSUqlWrAhAQAO3aKZyc4PBhA56egFJw/DjUrm27/gkhhBAFWGY+v+UxVk4xGqFNG+jTR/+ZTqCjlGLy5MnUqFGDzZs3A9C2TiTzan/OHs++eFZM0BUNBgl0hBBCiCySYCcPGQwG/v03BrN5IRs37tGFcXG8GjGZR0+vh3378raDQgghhB2QOTt5LDx8FmBM3SG9UiX49lv96Ktu3bzsmhBCCGEXZGQnFymlmDNnDiNGjLCWzRkfwaOup/F54ZZEg08+KYGOEEIIYSMS7NjYlClTmDp1arrvjRw5knHj3mf+/L8ICAgAoP7qieyPrUH9j/vpichCCCGEsCl5jGVjRqMRX19fAHx8fKzlU6dOZf78zTg5HcPBwY0qVZz0G3Pn4nDzpt7A05CNrdCFEEIIkS4JdmzMbPbB27slvr5tAahWrRqHDx9mxowZtGkTyMmjxSlMLDduOOsDSpaEtWvzsMdCCCGEfct3j7HmzZtHlSpVcHZ2xsvLi+Dg4LvWPXLkCD169KBKlSoYDAbmzp2bex29C6MR/P3b4O0dgK+vLy+9NJwZM2bQtq0/gYGt6XP1c/ZGVqbORf+87qoQQgjxQMhXwc63337LuHHjmDx5MiEhIdSvX58OHToQGRmZbv0bN25QrVo1ZsyYQdmyGd9cMyf5mKfg5x2Iv38bDIYvgcPABgIC2uLnHciseitxe+oxqFMnr7sqhBBCPBDyVbAze/Zshg4dysCBA3nkkUdYsGABhQsXZsmSJenWb9q0KbNmzaJ37944OTnlcm/vwmjEx78t3lWXotRQoDLQmTZVluHj3xaeew5+/RXKlMnrngohhBAPhHwT7CQkJLBv3z7at29vLXNwcKB9+/YEBQXZ7Dzx8fFER0en+bIpHx+menvjHzoIo0FnQDaSQOC/A5nq7Q3vvQcO+eavXQghhLB7+eZT9/Lly5jNZsrcNuJRpkwZIiIibHae6dOn4+7ubv2qWLGizdoGverK198f76pLMCsTJuIxY8K76mJ8/f3vuixdCCGEEDkj3wQ7uWXSpElERUVZv8LDw23avtlsxts7AP/QgfgZpxCPM37GKfiHDsLbOwCz2WzT8wkhhBDi3vLN0vNSpUphNBq5ePFimvKLFy/adPKxk5NTjs7vMRqn4O8Pft6B+Pi/ByYTPgnvgXcbfP3b0KZNmxw7txBCCCHulG9GdkwmE40bN2bbtm3WMovFwrZt22jevHke9ixzzOaUQKct+PlBfDz4+eHjr1djycCOEEIIkbvyzcgOwLhx4+jfvz9NmjShWbNmzJ07l9jYWAYOHAhAv379qFChAtOnTwf0pOajR49avz937hx//fUXRYoUoXr16nlyDVOMU8HfVwc6KRmUk//08W0LbfwAn7s3IIQQQgibylfBTq9evbh06RK+vr5ERETQoEEDNm3aZJ20HBYWhsMtK5nOnz9Pw4YNra8/+ugjPvroI1q3bk1gYGBud18zm9MGOilSXsvQjhBCCJGrDEo92LtPRkdH4+7uTlRUFG5ubnndHSGEEEJkQGY+v/PNnB0hhBBCiJwgwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwaxLsCCGEEMKuSbAjhBBCCLsmwY4QQggh7JoEO0IIIYSwa/ky2Jk3bx5VqlTB2dkZLy8vgoOD71n/+++/p3bt2jg7O1OvXj02btyYSz0VQgghRH6X74Kdb7/9lnHjxjF58mRCQkKoX78+HTp0IDIyMt36f/zxB3369GHw4MHs37+frl270rVrVw4fPpzLPRdCCCFEfmRQSqm87sStvLy8aNq0KZ9//jkAFouFihUrMnr0aCZOnHhH/V69ehEbG8vPP/9sLXvsscdo0KABCxYsuO/5oqOjcXd3JyoqCjc3N9tdiBBCCCFyTGY+vwvlUp8yJCEhgX379jFp0iRrmYODA+3btycoKCjdY4KCghg3blyasg4dOvDjjz+mWz8+Pp74+Hjr66ioKED/pQkhhBCiYEj53M7ImE2+CnYuX76M2WymTJkyacrLlCnD33//ne4xERER6daPiIhIt/706dN577337iivWLFiFnsthBBCiLwSExODu7v7Pevkq2AnN0yaNCnNSJDFYuHq1auULFkSg8Fw1+Oio6OpWLEi4eHhD9zjLrn2B+/aH9Trhgf32h/U6wa59oJ67UopYmJiKF++/H3r5qtgp1SpUhiNRi5evJim/OLFi5QtWzbdY8qWLZup+k5OTjg5OaUpK1asWIb76ObmVuB+IGxFrv3Bu/YH9brhwb32B/W6Qa69IF77/UZ0UuSr1Vgmk4nGjRuzbds2a5nFYmHbtm00b9483WOaN2+epj7Ali1b7lpfCCGEEA+WfDWyAzBu3Dj69+9PkyZNaNasGXPnziU2NpaBAwcC0K9fPypUqMD06dMBGDNmDK1bt+bjjz+mU6dOrFmzhr179/Lll1/m5WUIIYQQIp/Id8FOr169uHTpEr6+vkRERNCgQQM2bdpknYQcFhaGg0PqgNTjjz/OqlWrePfdd3n77bepUaMGP/74I3Xr1rVpv5ycnJg8efIdj8AeBHLtD961P6jXDQ/utT+o1w1y7Q/Ctee7PDtCCCGEELaUr+bsCCGEEELYmgQ7QgghhLBrEuwIIYQQwq5JsCOEEEIIuybBDnoLiaZNm1K0aFEeeughunbtyvHjx+95zLJlyzAYDGm+nJ2dc6nHtjNlypQ7rqN27dr3POb777+ndu3aODs7U69ePTZu3JhLvbWtKlWq3HHtBoOBkSNHplu/oN7z7du389xzz1G+fHkMBsMd+8YppfD19aVcuXK4uLjQvn17Tp48ed92582bR5UqVXB2dsbLy4vg4OAcuoKsu9e1JyYmMmHCBOrVq4erqyvly5enX79+nD9//p5tZuV3Ji/c774PGDDgjut4+umn79tufr/v97vu9H7nDQYDs2bNumubBeGeZ+RzLC4ujpEjR1KyZEmKFClCjx497kjKe7us/vuQ30iwA/z++++MHDmS3bt3s2XLFhITE3nqqaeIjY2953Fubm5cuHDB+nXmzJlc6rFt1alTJ8117Ny58651//jjD/r06cPgwYPZv38/Xbt2pWvXrhw+fDgXe2wbf/75Z5rr3rJlCwAvvPDCXY8piPc8NjaW+vXrM2/evHTfnzlzJp9++ikLFixgz549uLq60qFDB+Li4u7a5rfffsu4ceOYPHkyISEh1K9fnw4dOhAZGZlTl5El97r2GzduEBISgo+PDyEhIaxbt47jx4/TuXPn+7abmd+ZvHK/+w7w9NNPp7mO1atX37PNgnDf73fdt17vhQsXWLJkCQaDgR49etyz3fx+zzPyOfb666/z008/8f333/P7779z/vx5unfvfs92s/LvQ76kxB0iIyMVoH7//fe71lm6dKlyd3fPvU7lkMmTJ6v69etnuH7Pnj1Vp06d0pR5eXmpV155xcY9y31jxoxRnp6eymKxpPu+PdxzQK1fv9762mKxqLJly6pZs2ZZy65du6acnJzU6tWr79pOs2bN1MiRI62vzWazKl++vJo+fXqO9NsWbr/29AQHBytAnTlz5q51Mvs7kx+kd+39+/dXXbp0yVQ7Be2+Z+Sed+nSRXl7e9+zTkG857d/jl27dk05Ojqq77//3lrn2LFjClBBQUHptpHVfx/yIxnZSUdUVBQAJUqUuGe969evU7lyZSpWrEiXLl04cuRIbnTP5k6ePEn58uWpVq0affv2JSws7K51g4KCaN++fZqyDh06EBQUlNPdzFEJCQl8/fXXDBo06J4bwtrLPU8RGhpKREREmnvq7u6Ol5fXXe9pQkIC+/btS3OMg4MD7du3L/A/B1FRURgMhvvul5eZ35n8LDAwkIceeohatWrx6quvcuXKlbvWtcf7fvHiRX755RcGDx5837oF7Z7f/jm2b98+EhMT09y/2rVrU6lSpbvev6z8+5BfSbBzG4vFwtixY2nRosU9szDXqlWLJUuWsGHDBr7++mssFguPP/44Z8+ezcXeZp+XlxfLli1j06ZNzJ8/n9DQUFq2bElMTEy69SMiIqzZrFOUKVOGiIiI3Ohujvnxxx+5du0aAwYMuGsde7nnt0q5b5m5p5cvX8ZsNtvdz0FcXBwTJkygT58+99wQMbO/M/nV008/zYoVK9i2bRsffvghv//+O8888wxmsznd+vZ435cvX07RokXv+yinoN3z9D7HIiIiMJlMdwTy97p/Wfn3Ib/Kd9tF5LWRI0dy+PDh+z6Pbd68eZrNRh9//HEefvhhFi5cyNSpU3O6mzbzzDPPWL9/9NFH8fLyonLlynz33XcZ+t+OvVi8eDHPPPMM5cuXv2sde7nn4k6JiYn07NkTpRTz58+/Z117+Z3p3bu39ft69erx6KOP4unpSWBgIO3atcvDnuWeJUuW0Ldv3/suNCho9zyjn2MPEhnZucWoUaP4+eefCQgIwMPDI1PHOjo60rBhQ06dOpVDvcsdxYoVo2bNmne9jrJly94xe//ixYuULVs2N7qXI86cOcPWrVsZMmRIpo6zh3uect8yc09LlSqF0Wi0m5+DlEDnzJkzbNmy5Z6jOum53+9MQVGtWjVKlSp11+uwt/u+Y8cOjh8/nunfe8jf9/xun2Nly5YlISGBa9eupal/r/uXlX8f8isJdtBL60aNGsX69evx9/enatWqmW7DbDZz6NAhypUrlwM9zD3Xr1/n9OnTd72O5s2bs23btjRlW7ZsSTPiUdAsXbqUhx56iE6dOmXqOHu451WrVqVs2bJp7ml0dDR79uy56z01mUw0btw4zTEWi4Vt27YVuJ+DlEDn5MmTbN26lZIlS2a6jfv9zhQUZ8+e5cqVK3e9Dnu676BHcxs3bkz9+vUzfWx+vOf3+xxr3Lgxjo6Oae7f8ePHCQsLu+v9y8q/D/lWHk+QzhdeffVV5e7urgIDA9WFCxesXzdu3LDWefnll9XEiROtr9977z3122+/qdOnT6t9+/ap3r17K2dnZ3XkyJG8uIQse+ONN1RgYKAKDQ1Vu3btUu3bt1elSpVSkZGRSqk7r3vXrl2qUKFC6qOPPlLHjh1TkydPVo6OjurQoUN5dQnZYjabVaVKldSECRPueM9e7nlMTIzav3+/2r9/vwLU7Nmz1f79+60rjmbMmKGKFSumNmzYoA4ePKi6dOmiqlatqm7evGltw9vbW3322WfW12vWrFFOTk5q2bJl6ujRo2rYsGGqWLFiKiIiItev717ude0JCQmqc+fOysPDQ/31119pfvfj4+Otbdx+7ff7nckv7nXtMTExavz48SooKEiFhoaqrVu3qkaNGqkaNWqouLg4axsF8b7f7+ddKaWioqJU4cKF1fz589NtoyDe84x8jg0fPlxVqlRJ+fv7q71796rmzZur5s2bp2mnVq1aat26ddbXGfn3oSCQYEfp5YnpfS1dutRap3Xr1qp///7W12PHjlWVKlVSJpNJlSlTRnXs2FGFhITkfuezqVevXqpcuXLKZDKpChUqqF69eqlTp05Z37/9upVS6rvvvlM1a9ZUJpNJ1alTR/3yyy+53Gvb+e233xSgjh8/fsd79nLPAwIC0v35Trk2i8WifHx8VJkyZZSTk5Nq167dHX8flStXVpMnT05T9tlnn1n/Ppo1a6Z2796dS1eUcfe69tDQ0Lv+7gcEBFjbuP3a7/c7k1/c69pv3LihnnrqKVW6dGnl6OioKleurIYOHXpH0FIQ7/v9ft6VUmrhwoXKxcVFXbt2Ld02CuI9z8jn2M2bN9WIESNU8eLFVeHChVW3bt3UhQsX7mjn1mMy8u9DQWBQSqmcGTMSQgghhMh7MmdHCCGEEHZNgh0hhBBC2DUJdoQQQghh1yTYEUIIIYRdk2BHCCGEEHZNgh0hhBBC2DUJdoQQQghh1yTYEUKI2wQGBmIwGO7YR0gIUTBJsCOEEEIIuybBjhAiX0pISMjrLggh7IQEO0KIfKFNmzaMGjWKsWPHUqpUKTp06MDvv/9Os2bNcHJyoly5ckycOJGkpCTrMVWqVGHu3Llp2mnQoAFTpkyxvjYYDCxatIhu3bpRuHBhatSowf/+9780x2zcuJGaNWvi4uJC27Zt+ffff9O8f+bMGZ577jmKFy+Oq6srderUYePGjbb+KxBC5BAJdoQQ+cby5csxmUzs2rWLKVOm0LFjR5o2bcqBAweYP38+ixcv5v333890u++99x49e/bk4MGDdOzYkb59+3L16lUAwsPD6d69O8899xx//fUXQ4YMYeLEiWmOHzlyJPHx8Wzfvp1Dhw7x4YcfUqRIEZtcsxAi5xXK6w4IIUSKGjVqMHPmTABWrFhBxYoV+fzzzzEYDNSuXZvz588zYcIEfH19cXDI+P/VBgwYQJ8+fQCYNm0an376KcHBwTz99NPMnz8fT09PPv74YwBq1aplDWhShIWF0aNHD+rVqwdAtWrVbHXJQohcICM7Qoh8o3Hjxtbvjx07RvPmzTEYDNayFi1acP36dc6ePZupdh999FHr966urri5uREZGWk9j5eXV5r6zZs3T/P6tdde4/3336dFixZMnjyZgwcPZur8Qoi8JcGOECLfcHV1zVR9BwcHlFJpyhITE++o5+jomOa1wWDAYrFk+DxDhgzhn3/+4eWXX+bQoUM0adKEzz77LFN9FULkHQl2hBD50sMPP0xQUFCaYGbXrl0ULVoUDw8PAEqXLs2FCxes70dHRxMaGprp8wQHB6cp27179x31KlasyPDhw1m3bh1vvPEGX331VabOI4TIOxLsCCHypREjRhAeHs7o0aP5+++/2bBhA5MnT2bcuHHW+Tre3t6sXLmSHTt2cOjQIfr374/RaMzUeYYPH87Jkyd58803OX78OKtWrWLZsmVp6owdO5bffvuN0NBQQkJCCAgI4OGHH7bVpQohcpgEO0KIfKlChQps3LiR4OBg6tevz/Dhwxk8eDDvvvuutc6kSZNo3bo1zz77LJ06daJr1654enpm6jyVKlXihx9+4Mcff6R+/fosWLCAadOmpaljNpsZOXIkDz/8ME8//TQ1a9bkiy++sMl1CiFynkHd/sBbCCGEEMKOyMiOEEIIIeyaBDtCCCGEsGsS7AghhBDCrkmwI4QQQgi7JsGOEEIIIeyaBDtCCCGEsGsS7AghhBDCrkmwI4QQQgi7JsGOEEIIIeyaBDtCCCGEsGsS7AghhBDCrkmwI4QQQgi79n/DYYKV9YTJVgAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "after_clifford_depolarization = 0.001\n", + "after_clifford_depolarization_2 = 0.01\n", + "after_reset_flip_probability = 0.00\n", + "before_measure_flip_probability = 0.00\n", + "before_round_data_depolarization = 0.00\n", + "n_points = 20\n", + "max_err = 0.01\n", + "\n", + "rounds = 22\n", + "for runs in [10000]:\n", + " for max_err in [0.01, 0.02, 0.03]:\n", + " for after_clifford_depolarization_2 in [0.01, 0.02, 0.03]:\n", + " \n", + " plot_data_S17_rounds(decoding_rounds = rounds,\n", + " after_clifford_depolarization=after_clifford_depolarization, \n", + " after_clifford_depolarization_2 = after_clifford_depolarization_2,\n", + " after_reset_flip_probability=after_reset_flip_probability,\n", + " before_round_data_depolarization=before_round_data_depolarization,\n", + " before_measure_flip_probability = before_measure_flip_probability, \n", + " n_points=n_points, max_err=0, runs=runs, ancilla_fb = False\n", + " )\n", + " plot_data_S17_rounds(decoding_rounds = rounds,\n", + " after_clifford_depolarization=after_clifford_depolarization, \n", + " after_clifford_depolarization_2 = after_clifford_depolarization_2,\n", + " after_reset_flip_probability=after_reset_flip_probability,\n", + " before_round_data_depolarization=before_round_data_depolarization,\n", + " before_measure_flip_probability = before_measure_flip_probability, \n", + " n_points=n_points, max_err=max_err, runs=runs, ancilla_fb = False\n", + " )\n", + "\n", + " plot_data_S17_rounds(decoding_rounds = rounds,\n", + " after_clifford_depolarization=after_clifford_depolarization, \n", + " after_clifford_depolarization_2 = after_clifford_depolarization_2,\n", + " after_reset_flip_probability=after_reset_flip_probability,\n", + " before_round_data_depolarization=before_round_data_depolarization,\n", + " before_measure_flip_probability = before_measure_flip_probability, \n", + " n_points=n_points, max_err=max_err, runs=runs, ancilla_fb = True\n", + " )\n", + " \n", + " # plot_data_S17_rounds(decoding_rounds = rounds,\n", + " # after_clifford_depolarization=after_clifford_depolarization, \n", + " # after_reset_flip_probability=after_reset_flip_probability,\n", + " # before_round_data_depolarization=before_round_data_depolarization,\n", + " # before_measure_flip_probability = before_measure_flip_probability, \n", + " # n_points=n_points, max_err=0, runs=runs, ancilla_fb = True\n", + " # )\n", + " plt.ylim([0,0.6])\n", + " plt.savefig(f'plot/S17_rounds{rounds-1}_peg{max_err}_polerr{after_clifford_depolarization}_rep{runs}.png')\n", + " plt.show() " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparision of T1 times " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# {p_eg: {p_2qgate:T1}}\n", + "# No amp damping, no fb\n", + "normal_dict = {0.01:{0.01:115.9, 0.02:43.5, 0.03:28.6},\\\n", + " 0.02: {0.01:114.9, 0.02:44.3, 0.03:28.5},\\\n", + " 0.03:{0.01:117.1, 0.02:43.5, 0.03:28.7}}\n", + "# amp damping, no fb\n", + "amp_damp_nofb_dict = {0.01:{0.01:104, 0.02:41.9, 0.03:28.4},\\\n", + " 0.02: {0.01:98.2, 0.02:40.4, 0.03:27.5},\\\n", + " 0.03:{0.01:91.6, 0.02:39.3, 0.03:27.2}}\n", + "\n", + "# amp damping, with fb\n", + "amp_damping_wfb_dict = {0.01:{0.01:110.7, 0.02:43.1, 0.03:28.4},\\\n", + " 0.02: {0.01:106, 0.02:41.7, 0.03:27.9},\\\n", + " 0.03:{0.01:99.4, 0.02:41.4, 0.03:27.9}}\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{0.01: 115.9, 0.02: 43.5, 0.03: 28.6}\n", + "{0.01: 114.9, 0.02: 44.3, 0.03: 28.5}\n", + "{0.01: 117.1, 0.02: 43.5, 0.03: 28.7}\n" + ] + } + ], + "source": [ + "for i in normal_dict.values():\n", + " print(i)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "normal_array = [[i for i in j.values()] for j in normal_dict.values()]\n", + "amp_damp_nofb_array = [[i for i in j.values()] for j in amp_damp_nofb_dict.values()]\n", + "amp_damping_wfb_array = [[i for i in j.values()] for j in amp_damping_wfb_dict.values()]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "normal_array_20_cycles = [[np.exp(-20/i) for i in j.values()] for j in normal_dict.values()]\n", + "amp_damp_nofb_array_20_cycles = [[np.exp(-20/i) for i in j.values()] for j in amp_damp_nofb_dict.values()]\n", + "amp_damping_wfb_array_20_cycles = [[np.exp(-20/i) for i in j.values()] for j in amp_damping_wfb_dict.values()]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "normal_array_per_cylce = [[np.exp(-1/i) for i in j] for j in normal_array]\n", + "amp_damp_nofb_array_per_cylce = [[np.exp(-1/i) for i in j] for j in amp_damp_nofb_array]\n", + "amp_damping_wfb_array_per_cylce = [[np.exp(-1/i) for i in j] for j in amp_damping_wfb_array]" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\libertob\\AppData\\Local\\Temp\\ipykernel_119456\\2126659067.py:6: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap=cm.get_cmap('viridis')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1700x500 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "from matplotlib.colors import Normalize\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.cm as cm\n", + "fig, axes = plt.subplots(nrows=1, ncols=3, sharex=True, sharey=True)\n", + "cmap=cm.get_cmap('viridis')\n", + "normalizer=Normalize(0,0.6)\n", + "im=cm.ScalarMappable(norm=normalizer)\n", + "# Set up figure and image grid\n", + "\n", + "axes[0].imshow(1-np.array(amp_damp_nofb_array_20_cycles), extent=[-1, 1, -1, 1], origin='lower', cmap=cmap, norm=normalizer)\n", + "axes[0].set_title(rf'$ E_L$ of $\\langle Z_L \\rangle$ after 20 cycles (no fb)')\n", + "axes[0].set_xticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[0].set_yticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[0].set_ylabel(rf'$p_{{ge}}$')\n", + "axes[0].set_xlabel(rf'depolarized 2-qubit error: $p_{{2qubitgates}}$')\n", + "\n", + "\n", + "axes[1].imshow(1-np.array(amp_damping_wfb_array_20_cycles), extent=[-1, 1, -1, 1], origin='lower', cmap=cmap, norm=normalizer)\n", + "axes[1].set_title(rf'$E_L$ of $\\langle Z_L \\rangle$ difference after 20 cycles (with fb)')\n", + "axes[1].set_xticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[1].set_yticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[1].set_ylabel(rf'$p_{{ge}}$')\n", + "axes[1].set_xlabel(rf'depolarized 2-qubit error: $p_{{2qubitgates}}$')\n", + "\n", + "\n", + "im3 = axes[2].imshow(np.array(amp_damping_wfb_array_20_cycles)-np.array(amp_damp_nofb_array_20_cycles), extent=[-1, 1, -1, 1], origin='lower', cmap='RdBu')\n", + "axes[2].set_title(rf'$\\delta E_L$ of $\\langle Z_L \\rangle$ after 20 cycles (no fb - with fb)')\n", + "axes[2].set_xticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[2].set_yticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[2].set_ylabel(rf'$p_{{ge}}$')\n", + "axes[2].set_xlabel(rf'depolarized 2-qubit error: $p_{{2qubitgates}}$')\n", + "\n", + "fig.colorbar(im, ax = [axes[0], axes[1]], ticks=[0, 0.1, 0.2, 0.3, 0.4, 0.5 , 0.52], format=mticker.FixedFormatter(['0%', '10%', '20%', '30%', '40%','50%', '52%']))\n", + "fig.colorbar(im3, ax = axes[2], ticks=[0, 0.001, 0.005, 0.01, 0.015 ], format=mticker.FixedFormatter(['0%', '0.1%', '0.5%', '1%', '1.5%']))\n", + "fig.set_size_inches(17, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\libertob\\AppData\\Local\\Temp\\ipykernel_119456\\3404122164.py:6: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap=cm.get_cmap('viridis')\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1500x500 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "from matplotlib.colors import Normalize\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.cm as cm\n", + "fig, axes = plt.subplots(nrows=1, ncols=3, sharex=True, sharey=True)\n", + "cmap=cm.get_cmap('viridis')\n", + "normalizer=Normalize(0,0.04)\n", + "im=cm.ScalarMappable(norm=normalizer)\n", + "# Set up figure and image grid\n", + "\n", + "axes[0].imshow(1-np.array(amp_damp_nofb_array_per_cylce), extent=[-1, 1, -1, 1], origin='lower', cmap=cmap, norm=normalizer)\n", + "axes[0].set_title(rf'$E_L$ of $\\langle Z_L \\rangle$ per cycle (no fb)')\n", + "axes[0].set_xticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[0].set_yticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[0].set_ylabel(rf'$p_{{ge}}$')\n", + "axes[0].set_xlabel(rf'depolarized 2-qubit error: $p_{{2qubitgates}}$')\n", + "\n", + "\n", + "axes[1].imshow(1-np.array(amp_damping_wfb_array_per_cylce), extent=[-1, 1, -1, 1], origin='lower', cmap=cmap, norm=normalizer)\n", + "axes[1].set_title(rf'$E_L$ of $\\langle Z_L \\rangle$ per cycle (with fb)')\n", + "axes[1].set_xticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[1].set_yticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[1].set_ylabel(rf'$p_{{ge}}$')\n", + "axes[1].set_xlabel(rf'depolarized 2-qubit error: $p_{{2qubitgates}}$')\n", + "\n", + "\n", + "im3 = axes[2].imshow(np.array(amp_damping_wfb_array_per_cylce)-np.array(amp_damp_nofb_array_per_cylce), extent=[-1, 1, -1, 1], origin='lower', cmap='RdBu')\n", + "axes[2].set_title(rf'$\\delta E_L$ of $\\langle Z_L \\rangle$ per cycle, (no fb - with fb)')\n", + "axes[2].set_xticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[2].set_yticks([-0.7,0,0.7], ['1%', '2%', '3%'])\n", + "axes[2].set_ylabel(rf'$p_{{ge}}$')\n", + "axes[2].set_xlabel(rf'depolarized 2-qubit error: $p_{{2qubitgates}}$')\n", + "\n", + "fig.colorbar(im, ax = [axes[0], axes[1]], ticks=[0, 0.01, 0.02, 0.03, 0.035 ], format=mticker.FixedFormatter(['0%', '1%', '2%', '3%', '3.5%']))\n", + "fig.colorbar(im3, ax = axes[2], ticks=[0, 0.0001, 0.0005, 0.001, 0.0012 ], format=mticker.FixedFormatter(['0%', '0.01%', '0.05%', '0.1%', '0.12%']))\n", + "fig.set_size_inches(15, 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Label qubits " + ] + }, + { + "cell_type": "code", + "execution_count": 538, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Sample 2D points\n", + "cord = surface_code_circuit.get_final_qubit_coordinates()\n", + "ancilla_z = [9,13,14,18]\n", + "ancilla_x = [2,16,11,25]\n", + "data =[15,17,19,8,10,12,1,3,5]\n", + "\n", + "for c in cord.items():\n", + " x = c[1][0]\n", + " y = c[1][1]\n", + "\n", + " if c[0] in ancilla_z:\n", + " plt.scatter(x, y, label='Points', color='yellow', marker='o')\n", + " plt.annotate(c[0], (x,y))\n", + " elif c[0] in ancilla_x:\n", + " plt.scatter(x, y, label='Points', color='g', marker='o')\n", + " plt.annotate(c[0], (x,y))\n", + " else: \n", + " plt.scatter(x, y, label='Points', color='red', marker='o')\n", + " plt.annotate(c[0], (x,y))\n", + "\n", + "\n", + "# Create a scatter plot\n", + "\n", + "# print(labels)\n", + "# plt.scatter(x, y, label='Points', color='blue', marker='o')\n", + "# plt.scatter(0,3,label='Points', color='red', marker='o')\n", + "# for i, txt in enumerate(labels):\n", + "# plt.annotate(txt, (x[i], y[i]))\n", + " \n", + "# Add labels and a title\n", + "plt.xlabel('X-axis')\n", + "plt.ylabel('Y-axis')\n", + "plt.title('2D Point Plot')\n", + "\n", + "# Add a legend (optional)\n", + "# plt.legend()\n", + "\n", + "# Show the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bell-state analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 0.0, 0.0)" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import random\n", + "import stim\n", + "def simulate_circuit_bell(circuit_in, \n", + " p_amp_ge = 0.01, \n", + " p_amp_eg = 0, \n", + " parity = 0, \\\n", + " phase = 0, \n", + " cycles = 0,\n", + " after_clifford_depolarization =0.0, \n", + " correct_ancilla = True, \n", + " correct_data = True): \n", + "\n", + " # qubit indices\n", + " data_0_idx = 0\n", + " ancilla_idx = 1\n", + " data_1_idx = 2\n", + "\n", + " # init simulator \n", + " simulator = stim.TableauSimulator()\n", + " circuit = circuit_in.flattened() #circuit.flattened() \n", + " \n", + " # Describes whether we apply an ancilla flip to the msmt. \n", + " \n", + " if cycles ==1: \n", + " parity_readout_flip = parity\n", + " phase_readout_flip = phase \n", + " else: \n", + " parity_readout_flip = parity\n", + " phase_readout_flip = phase \n", + " \n", + " # if the (revert flipped) readout results match this, we correct. \n", + " parity_correct_array = [not parity for i in range(cycles)]\n", + " phase_correct_array = [not phase for i in range(cycles)]\n", + "\n", + " # Contains the reverted ancilla readouts (e.g. flipped back.)\n", + " parity_readout_array = []\n", + " phase_readout_array = []\n", + " \n", + " # Execute circuit\n", + " for k in range(len(circuit)) :\n", + " instruction = circuit[k]\n", + " sub_circuit = circuit[k:k+1]\n", + " # Insert asymmetric error at Measure Reset instruction\n", + " if instruction.name == 'MR' :\n", + " ts = instruction.targets_copy()\n", + " measurements = simulator.current_measurement_record()\n", + " \n", + " # Flip Ancilla \n", + " if correct_ancilla: \n", + " # correction before ZZ ancilla\n", + " if len(measurements)%2 == 0 and parity_readout_flip == 1:\n", + " simulator.x(ancilla_idx)\n", + " # correction before XX ancilla \n", + " elif len(measurements)%2 ==1 and phase_readout_flip == 1: \n", + " simulator.x(ancilla_idx)\n", + " \n", + "\n", + " \n", + " # Amplitude noise \n", + " for i in range(len(ts)):\n", + " qubit = ts[i].value\n", + " assert qubit == ancilla_idx\n", + " # check whether we are in |1>\n", + " if simulator.peek_bloch(qubit) == stim.PauliString(\"-Z\"): \n", + " if random.random() < p_amp_ge: \n", + " simulator.x(qubit) \n", + " # check whether we are in |0> \n", + " elif simulator.peek_bloch(qubit) == stim.PauliString(\"+Z\"): \n", + " if random.random() < p_amp_eg: \n", + " simulator.x(qubit) \n", + "\n", + " # execute MR instruction\n", + " simulator.do_circuit(sub_circuit)\n", + " \n", + " # Correct with feedback pulse, after executing MR instruction \n", + " if correct_data: \n", + " measurements = simulator.current_measurement_record()\n", + " last_msmt = measurements[-1]\n", + " \n", + " ## ZZ stabilizer correction \n", + " if len(measurements)%2 == 1: \n", + " # XOR current readout with ancilla parity flip \n", + " if correct_ancilla: \n", + " if parity_readout_flip == 1 : \n", + " parity_readout_array.append(not(last_msmt) ) \n", + " else: \n", + " parity_readout_array.append(last_msmt )\n", + " if last_msmt == 1:\n", + " parity_readout_flip = not(parity_readout_flip)\n", + " else: \n", + " parity_readout_array.append(last_msmt)\n", + " \n", + " if len(parity_readout_array) > cycles: \n", + " parity_readout_array = parity_readout_array[-cycles:]\n", + " \n", + " if len(parity_readout_array) == cycles and \\\n", + " parity_readout_array == parity_correct_array: \n", + " # parity_readout_array[-1] == parity_correct_array[-1]: \n", + " # print(\"ZZ\",parity_readout_array,last_msmt )\n", + " # apply correction\n", + " simulator.x(data_1_idx) \n", + " # clifford noise after gate. \n", + " simulator.depolarize1(data_1_idx,p=after_clifford_depolarization) \n", + " # reset readout flip to corrected, expected value\n", + " parity_readout_flip = parity\n", + " # reset readout parity array. \n", + " parity_readout_array = [] \n", + " \n", + " \n", + " # XX stabilizer correction \n", + " elif len(measurements)%2 == 0:\n", + " # XOR current readout with ancilla phase flip\n", + " if correct_ancilla:\n", + " if phase_readout_flip == 1:\n", + " phase_readout_array.append(not(last_msmt))\n", + " else: \n", + " phase_readout_array.append(last_msmt )\n", + " if last_msmt == 1:\n", + " phase_readout_flip = not(phase_readout_flip)\n", + " else: \n", + " phase_readout_array.append(last_msmt)\n", + " if len(phase_readout_array) > cycles: \n", + " phase_readout_array = phase_readout_array[-cycles:]\n", + " \n", + " if len(phase_readout_array)== cycles and \\\n", + " phase_readout_array == phase_correct_array: \n", + " # phase_readout_array[-1] == phase_correct_array[-1] : \n", + " # print(\"XX\",phase_readout_array,last_msmt ) \n", + " # apply correction\n", + " simulator.x(data_1_idx) \n", + " # clifford noise after gate. \n", + " simulator.depolarize1(data_1_idx,p=after_clifford_depolarization) \n", + " # reset readout phase to corrected, expected value \n", + " phase_readout_flip = phase \n", + " # reset readout phase array\n", + " phase_readout_array = []\n", + " \n", + " else: \n", + " simulator.do_circuit(sub_circuit)\n", + "\n", + " return simulator \n", + "\n", + "\n", + "def count_logical_errors_bell(circuit: stim.Circuit, num_shots: int, \\\n", + " p_amp_ge = 0.01,p_amp_eg= 0, parity = 0, phase = 0, cycles = 0,\\\n", + " after_clifford_depolarization =0,correct_ancilla = True, correct_data = True) -> int:\n", + " # Sample the circuit.\n", + " num_errors = 0\n", + " num_errors_z = 0\n", + " num_errors_x = 0\n", + " for i in range(num_shots):\n", + " simulator = simulate_circuit_bell(circuit,p_amp_ge = p_amp_ge, p_amp_eg = p_amp_eg, \\\n", + " parity = parity, phase = phase,\\\n", + " cycles = cycles,after_clifford_depolarization =after_clifford_depolarization, \\\n", + " correct_ancilla = correct_ancilla, correct_data=correct_data)\n", + " # measurements.append(simulator.current_measurement_record())\n", + " if simulator.measure_observable(stim.PauliString(\"Z_Z\")) != parity or \\\n", + " simulator.measure_observable(stim.PauliString(\"X_X\")) != phase: \n", + " num_errors +=1\n", + " if simulator.measure_observable(stim.PauliString(\"Z_Z\")) != parity:\n", + " num_errors_z += 1\n", + " if simulator.measure_observable(stim.PauliString(\"X_X\")) != phase : \n", + " num_errors_x += 1\n", + " return num_errors, num_errors_z, num_errors_x\n", + " \n", + "\n", + "def generate_bell_circuit(\n", + " parity = 0, # parity of stabilized bell state\n", + " phase = 1, # phase of stabilized bell state\n", + " fidelity_parity = 1,\n", + " fidelity_phase = 1,\n", + " rounds = 3, \n", + " after_clifford_depolarization= 0.001,\n", + " after_reset_flip_probability=0.001,\n", + " before_measure_flip_probability= 0.001,\n", + " before_round_data_depolarization=0.001,\n", + " ):\n", + "\n", + " # qubit indices \n", + " data0 = 0\n", + " data1 = 2\n", + " ancilla = 1\n", + "\n", + " parity_string = ''\n", + " if parity == 0:\n", + " parity_string = 'I'\n", + " else: \n", + " parity_string = 'X'\n", + "\n", + " phase_string = ''\n", + " if phase == 0:\n", + " phase_string = 'I'\n", + " else:\n", + " phase_string = 'X'\n", + " \n", + " \n", + " # CX 0 1 2 1\n", + " # DEPOLARIZE2({after_clifford_depolarization}) 0 1 2 1\n", + " \n", + " # X_ERROR({before_measure_flip_probability}) 1\n", + " # MR 1\n", + " # X_ERROR({after_reset_flip_probability}) 1\n", + " \n", + " # H 0 2\n", + " # DEPOLARIZE1({after_clifford_depolarization}) 0 2\n", + " # CX 0 1 2 1\n", + " # DEPOLARIZE2({after_clifford_depolarization}) 0 1 2 1\n", + " # H 0 2 \n", + " # DEPOLARIZE1({after_clifford_depolarization}) 0 2\n", + " \n", + " # X_ERROR({before_measure_flip_probability}) 1\n", + " # MR 1\n", + " # X_ERROR({after_reset_flip_probability}) 1\n", + " \n", + " # DETECTOR rec[-2] \n", + " # DETECTOR rec[-1] \n", + " \n", + " # DETECTOR rec[-2] rec[-4]\n", + " # DETECTOR rec[-1] rec[-3]\n", + " \n", + " \n", + " # MPP X0*X2\n", + " # MPP Z0*Z2 \n", + " # OBSERVABLE_INCLUDE(0) rec[-1] \n", + " # OBSERVABLE_INCLUDE(1) rec[-2]\n", + " #DEPOLARIZE1({before_round_data_depolarization}) 0 2\n", + " \n", + " circuit_bell = stim.Circuit(f''' \n", + "\n", + " R 0 1 2\n", + " X_ERROR({after_reset_flip_probability}) 0 1 2\n", + " \n", + " {parity_string} 2\n", + " DEPOLARIZE1({after_clifford_depolarization}) 2\n", + " \n", + " {phase_string} 0\n", + " DEPOLARIZE1({after_clifford_depolarization}) 0\n", + " \n", + " H 0\n", + " DEPOLARIZE1({after_clifford_depolarization}) 0\n", + " CX 0 2\n", + " DEPOLARIZE2({after_clifford_depolarization}) 0 2 \n", + " \n", + " X_ERROR({1-fidelity_parity}) 2\n", + " Z_ERROR({1-fidelity_phase}) 2\n", + " \n", + " \n", + " REPEAT {rounds} {{\n", + " \n", + " CX 0 1 2 1\n", + " DEPOLARIZE2({after_clifford_depolarization}) 0 1 2 1\n", + " \n", + " X_ERROR({before_measure_flip_probability}) 1\n", + " MR 1\n", + " X_ERROR({after_reset_flip_probability}) 1\n", + " \n", + " H 0 2\n", + " DEPOLARIZE1({after_clifford_depolarization}) 0 2\n", + " CX 0 1 2 1\n", + " DEPOLARIZE2({after_clifford_depolarization}) 0 1 2 1\n", + "\n", + " X_ERROR({before_measure_flip_probability}) 1\n", + " MR 1\n", + " X_ERROR({after_reset_flip_probability}) 1\n", + " \n", + " H 0 2 \n", + " DEPOLARIZE1({after_clifford_depolarization}) 0 2\n", + " \n", + " }}\n", + " \n", + " ''')\n", + " return circuit_bell\n", + "\n", + "\n", + "def get_logical_error_bell( parity = 0, \n", + " phase = 1, \n", + " cycles = 1, # cycles of memory in logic. \n", + " after_clifford_depolarization= 0.01, \n", + " after_reset_flip_probability= 0, \n", + " before_measure_flip_probability = 0, \n", + " before_round_data_depolarization=0.01, \n", + " p_amp_ge = 0.01,\n", + " p_amp_eg= 0, \n", + " rounds = 1, # rounds in run\n", + " runs = 1, \n", + " correct_ancilla = True, \n", + " correct_data = True):\n", + " \n", + " circuit_bell = generate_bell_circuit(\n", + " parity=parity,\n", + " phase=phase, \n", + " rounds=rounds, # maybe change this, \n", + " fidelity_parity= 1,\n", + " fidelity_phase= 1,\n", + " after_clifford_depolarization=after_clifford_depolarization, \n", + " after_reset_flip_probability=after_reset_flip_probability,\n", + " before_measure_flip_probability= before_measure_flip_probability,\n", + " before_round_data_depolarization=before_round_data_depolarization,\n", + " \n", + " )\n", + "\n", + "\n", + " n_errors, num_errors_z, num_errors_x = count_logical_errors_bell(circuit_bell, \n", + " runs, \n", + " cycles = cycles, \n", + " parity = parity, \n", + " phase = phase, \n", + " p_amp_ge = p_amp_ge,\n", + " p_amp_eg= p_amp_eg,\n", + " after_clifford_depolarization =after_clifford_depolarization, \n", + " correct_ancilla = correct_ancilla, \n", + " correct_data=correct_data)\n", + " return n_errors/runs, num_errors_z/runs, num_errors_x/runs\n", + " # logical_err_array.append(logical_err)\n", + "\n", + " \n", + "get_logical_error_bell( parity = 1, \n", + " phase = 1, \n", + " cycles = 2, \n", + " after_clifford_depolarization= 0.01, \n", + " after_reset_flip_probability= 0.0, \n", + " before_measure_flip_probability = 0.0, \n", + " before_round_data_depolarization=0.0, \n", + " p_amp_ge = 0.1,\n", + " p_amp_eg= 0.0, \n", + " rounds = 5, \n", + " runs = 3, \n", + " correct_ancilla = False, \n", + " correct_data= True)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "def compare_msmt_times(runs = 100,\n", + " parity = 1,\n", + " phase = 1,\n", + " rounds = 4,\n", + " after_clifford_depolarization = 0.01,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.01,\n", + " correct_ancilla = True,\n", + " p_ge = 0.1, \n", + " correct_data = True\n", + "):\n", + " plot_array = np.linspace(0.00, p_ge, 20 )\n", + " #plot_array = np.linspace(0.00, after_clifford_depolarization,20)\n", + " rounds_array = np.arange(3,rounds+1,1) # \n", + "\n", + " cycles_1 = []\n", + " cycles_2 = []\n", + " cycles_3 = []\n", + "\n", + " for p in plot_array: \n", + " \n", + " cycles_1_sum = 0\n", + " cycles_2_sum = 0\n", + " cycles_3_sum = 0\n", + " for r in rounds_array:\n", + " \n", + " after_clifford_depol = after_clifford_depolarization # p\n", + " prob_ge = p#p_ge\n", + " cycles_1_sum += get_logical_error_bell(parity = parity, phase = phase, cycles = 1, \\\n", + " after_clifford_depolarization= after_clifford_depol, after_reset_flip_probability= after_reset_flip_probability, \\\n", + " before_measure_flip_probability = before_measure_flip_probability, \\\n", + " before_round_data_depolarization=before_round_data_depolarization, p_amp_ge = prob_ge,p_amp_eg= 0, \\\n", + " runs = runs, rounds=r, correct_ancilla = correct_ancilla, correct_data= correct_data)[0] /len(rounds_array)\n", + " \n", + " \n", + " cycles_2_sum += get_logical_error_bell(parity = parity, phase = phase, cycles = 2, \\\n", + " after_clifford_depolarization= after_clifford_depol, after_reset_flip_probability= after_reset_flip_probability, \\\n", + " before_measure_flip_probability = before_measure_flip_probability, \\\n", + " before_round_data_depolarization=before_round_data_depolarization, p_amp_ge = prob_ge,p_amp_eg= 0, \\\n", + " runs = runs, rounds=r, correct_ancilla = correct_ancilla, correct_data= correct_data)[0] /len(rounds_array)\n", + " \n", + " # cycles_3_sum += get_logical_error_bell(parity = parity, phase = phase, cycles = 3, \\\n", + " # after_clifford_depolarization= after_clifford_depol, after_reset_flip_probability= after_reset_flip_probability, \\\n", + " # before_measure_flip_probability = before_measure_flip_probability, \\\n", + " # before_round_data_depolarization=before_round_data_depolarization, p_amp_ge = prob_ge,p_amp_eg= 0, \\\n", + " # runs = runs, rounds=r, correct_ancilla = correct_ancilla, correct_data= correct_data)[0] /len(rounds_array)\n", + " \n", + " cycles_1.append(cycles_1_sum / len(rounds_array))\n", + " cycles_2.append(cycles_2_sum / len(rounds_array))\n", + " # cycles_3.append(cycles_3_sum / len(rounds_array)) \n", + " \n", + " \n", + " import matplotlib.pyplot as plt\n", + " if correct_ancilla:\n", + " plt.plot(plot_array,cycles_1, label='1 with flip', color='r', marker='o')\n", + " plt.plot(plot_array,cycles_2, label='2 with flip', color='b', marker='o')\n", + " # plt.plot(plot_array,cycles_3, label='3', color='g', marker='o')\n", + " else: \n", + " plt.plot(plot_array,cycles_1, label='1 without flip', color='r', marker='.')\n", + " plt.plot(plot_array,cycles_2, label='2 without flip ', color='b', marker='.')\n", + " # plt.plot(plot_array,cycles_3, label='3', color='g', marker='.')\n", + " plt.legend()\n", + " # plt.title(f' Logical Bell-state error.vs. T1 ancilla decay during msmt. ($\\Phi{phase, parity, }$ clifford_err: {after_clifford_depolarization}, data_err before rnd: {before_round_data_depolarization}, runs: {runs})')\n", + " # plt.title(f\"phase:{phase}, parity: {parity}, ancilla correct: {correct_ancilla}\") \n", + " plt.title(f\"phase:{phase}, parity: {parity}\") \n", + " plt.xlabel('p_X conditioned on ancilla in |1>')\n", + " plt.ylabel('p_error, Logical Z')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "runs = 100\n", + "rounds = 5\n", + "parity = 1\n", + "phase = 1\n", + "\n", + "compare_msmt_times(runs = runs,\n", + " parity = parity,\n", + " phase = phase,\n", + " rounds = rounds,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability = 0.0,\n", + " before_round_data_depolarization = 0.0,\n", + " correct_ancilla = True,\n", + " correct_data=True,\n", + " p_ge = 0.02) \n", + "\n", + "\n", + "compare_msmt_times(runs = runs,\n", + " parity = parity,\n", + " phase = phase,\n", + " rounds = rounds,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability = 0.0,\n", + " before_round_data_depolarization = 0.0,\n", + " correct_ancilla = False,\n", + " correct_data=True,\n", + " p_ge = 0.02) " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "runs = 100\n", + "rounds = 5\n", + "parity = 1\n", + "phase = 1\n", + "\n", + "compare_msmt_times(runs = runs,\n", + " parity = parity,\n", + " phase = phase,\n", + " rounds = rounds,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.01,\n", + " correct_ancilla = True,\n", + " correct_data=True,\n", + " p_ge = 0.02) \n", + "\n", + "\n", + "compare_msmt_times(runs = runs,\n", + " parity = parity,\n", + " phase = phase,\n", + " rounds = rounds,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.01,\n", + " correct_ancilla = False,\n", + " correct_data=True,\n", + " p_ge = 0.02) " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# only last one helps or decision\n", + "runs = 100\n", + "rounds = 5\n", + "parity = 1\n", + "phase = 1\n", + "\n", + "compare_msmt_times(runs = runs,\n", + " parity = parity,\n", + " phase = phase,\n", + " rounds = rounds,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.01,\n", + " correct_ancilla = True,\n", + " correct_data=True,\n", + " p_ge = 0.02) \n", + "\n", + "\n", + "compare_msmt_times(runs = 100,\n", + " parity = parity,\n", + " phase = phase,\n", + " rounds = rounds,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.01,\n", + " correct_ancilla = False,\n", + " correct_data=True,\n", + " p_ge = 0.02) " + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_msmt_times(runs = 1000,\n", + " parity = 0,\n", + " phase = 0,\n", + " rounds = 2,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.00,\n", + " correct_ancilla = True,\n", + " correct_data=True,\n", + " p_ge = 0.02) \n", + "\n", + "\n", + "compare_msmt_times(runs = 1000,\n", + " parity = 0,\n", + " phase = 0,\n", + " rounds = 2,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.00,\n", + " correct_ancilla = False,\n", + " correct_data=True,\n", + " p_ge = 0.02)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "compare_msmt_times(runs = 1000,\n", + " parity = 1,\n", + " phase = 1,\n", + " rounds = 1,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.0,\n", + " before_measure_flip_probability = 0.00,\n", + " before_round_data_depolarization = 0.00,\n", + " correct_ancilla = True,\n", + " correct_data=True,\n", + " p_ge = 0.02) \n", + "\n", + "\n", + "compare_msmt_times(runs = 1000,\n", + " parity = 1,\n", + " phase = 1,\n", + " rounds = 1,\n", + " after_clifford_depolarization = 0.001,\n", + " after_reset_flip_probability = 0.01,\n", + " before_measure_flip_probability = 0.01,\n", + " before_round_data_depolarization = 0.00,\n", + " correct_ancilla = False,\n", + " correct_data=True,\n", + " p_ge = 0.02) " + ] + } + ], + "metadata": { + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}