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@andrzejnovak
Created April 10, 2025 15:27
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "47e2b739-c30b-44bb-89df-6d0613b13be1",
"metadata": {},
"outputs": [],
"source": [
"import rhalphalib as rl\n",
"import hist \n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import mplhep as hep\n",
"np.random.seed(0)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "125eaf29-2288-428d-a8f5-23e374e7e513",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_177393/468323642.py:6: RuntimeWarning: divide by zero encountered in divide\n",
" ratio = np.nan_to_num(hist_new.values()/hist_base.values(), nan=1.0)\n",
"/tmp/ipykernel_177393/468323642.py:6: RuntimeWarning: invalid value encountered in divide\n",
" ratio = np.nan_to_num(hist_new.values()/hist_base.values(), nan=1.0)\n",
"WARNING:root:effect_up (shift, testchannel_B) has magnitude greater than 50% (69.61%), you might be passing absolute values instead of relative\n",
"WARNING:root:effect_down (shift, testchannel_B) has magnitude greater than 50% (74.45%), you might be passing absolute values instead of relative\n"
]
}
],
"source": [
"a = hist.new.Reg(30, 0, 20, name='x').Weight().fill(np.random.normal(10, 10, 100000))\n",
"b = hist.new.Reg(30, 0, 20, name='x').Weight().fill(np.random.normal(7, 3, 10000))\n",
"b_alt = hist.new.Reg(30, 0, 20, name='x').Weight().fill(np.random.normal(10, 3, 10000))\n",
"\n",
"def clean_ratio(hist_new, hist_base):\n",
" ratio = np.nan_to_num(hist_new.values()/hist_base.values(), nan=1.0)\n",
" ratio[ratio == 0] = 1.0\n",
" return ratio\n",
"\n",
"\n",
"model = rl.Model(\"mwe\")\n",
"ch = rl.Channel(\"testchannel\")\n",
"sampleA = rl.TemplateSample(ch.name + \"_\" + \"A\", rl.Sample.BACKGROUND, a)\n",
"sampleB = rl.TemplateSample(ch.name + \"_\" + \"B\", rl.Sample.SIGNAL, b)\n",
"\n",
"nuisance = rl.NuisanceParameter(\"nuisance\", \"lnN\")\n",
"for sample in [sampleA, sampleB]:\n",
" sample.setParamEffect(nuisance, 1.05)\n",
"\n",
"nuisance = rl.NuisanceParameter(\"shift\", \"shape\")\n",
"for sample in [sampleB]:\n",
" morph_base = rl.MorphHistW2(b)\n",
" up = clean_ratio(morph_base.get(shift=2), b)\n",
" down = clean_ratio(morph_base.get(shift=-2), b)\n",
" # sampleB.setParamEffect(nuisance, up, down)\n",
" sampleB.setParamEffect(nuisance, morph_base.get(shift=10), morph_base.get(shift=-10), 0.5)\n",
" # sampleB.setParamEffect(nuisance, morph_base.get(shift=5), morph_base.get(shift=-5))\n",
"\n",
"ch.addSample(sampleA)\n",
"ch.addSample(sampleB)\n",
"ch.setObservation(((a+b_alt).values(), a.axes[0].edges, \"x\"))\n",
"\n",
"model.addChannel(ch)\n",
"model.renderCombine(\"new_nuisance\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b986d6f6",
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (4126101704.py, line 1)",
"output_type": "error",
"traceback": [
"\u001b[0;36m Cell \u001b[0;32mIn[3], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m for shift in `seq -12 1 12`\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
],
"source": [
"for shift in `seq -12 1 12`\n",
" do\n",
" sval=$(awk \"BEGIN {print $shift * 0.1}\")\n",
" combine -M FitDiagnostics model_combined.root --saveShapes --saveWithUncertainties --freezeParameters shift --setParameters shift=$sval -n $sval\n",
" done\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "acdc945e",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"kvals = sorted([k.split(\"cs\")[-1].split(\".root\")[0] for k in os.listdir(\"new_nuisance\") if 'fitDiagnostics' in k])\n",
"kvals = [k for k in kvals if k[-1].isnumeric()]\n",
"# kvals"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "05161ba7",
"metadata": {},
"outputs": [],
"source": [
"hep.style.use(\"CMS\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f37d3b1a",
"metadata": {},
"outputs": [
{
"data": {
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Mxg3jGfNDJjP4yyQfyQHA+vTpw3JL/VAVRzcAsFatWrGUlBSlOrdu3WImJiYMAOvRo4fKPSZNmsQAMHNzc3b16lWV8zKZjI0fP56/x9OnT5XOL1y4kD8XHR2tcn1aWhpzcnLi/+6XFhwczAAwDw8Pta/BunXr+PbXrl3LZGpe93///ZfZ2toyAKxhw4Yqr5Pi69iyZUsWHx+v9l5VxcfHhwFg7u7uZdZ1d3dnAJiTk5Ne7h0bG0sjYuSN99qOiAHcnOZ169Zh5syZyMnJwdKlS1XqtGvXDgcOHICpqfqnuHz5crx8+RI7duzAo0eP+BEwRSEhIfjhhx/03n9CCCEGJpEAav42GJV580pSVRqYhYUFtm7dCptSw6J9+vRBw4YN8ezZMwDA1q1b4eTkpFTHx8cHXbt2xZkzZ9Tu0/Xo0SPY2dmhZ8+eapNGCAQCvP/++wgPDwcAJCQkKGUqvnr1KgDAzs4OvXr1Urm+Xr16mDlzJi5fvqzS/7LIZDL89NNPALhMgtOnT1dbr2vXrli7di0mTpyIZ8+e4cSJExg4cKDaumvWrEHz5s3L1Q99k4+I1atXr8y69erVw9OnT5GXl2fobhFCSjG6ZB1y06ZNw+XLlzFhwgR4eHjA3NwcdevWRdeuXbF+/XqcO3dO5Y+FIlNTU2zfvh0HDhxAUFAQ6tevDzMzM7i4uGDAgAE4dOgQwsPDYWJiUoXPihBCCKl6bdu21bhNizxZlYuLCzpqSK0pryOTyVTOnThxApmZmdi7d6/G++fk5Gg8J992Jisri0+iVdqcOXOwZ88efuqhruLi4pCYmAiAC8S0GTJkCD9l8uTJk2rrNGrUSG/7cVVGdnY2AMDKyqrMuvK9ksRisUH7RAhRpZcRMU9PT5VsRRUREhKCkJAQneu3bt0av/76a6XuOXDgQI3fahFCCDFSZmbciJIxMzOrsls1adJE4zn5F5K61NEVYwxpaWm4ceMGjh8/joiICI11R40aha1btwIAAgMD0bFjR4SEhKBv375o1KhRhfe+AoBLly7xZU3rvtR58eKF2uPy7ImGcurUKY0BU8eOHfn1YI6OjkhOTkZmZmaZbcrr6BK0EUL0yyinJhJCCKkeZmZAcS6EqowTyk8gqLJpfa8DXQKpyswQEYvF+PPPPxEdHY24uDgkJCRoHQVT1LNnT2zZsgWzZs1CVlYWLl68yO+R5ezsjJ49e2Lo0KEIDAyEtbV1ufpVVsp8TbKystQel4/eGUpwcDA/gldabGwsnxLfxcUFycnJSE9PL7NNeR1bW1u99ZMQohsKxAghhOjM3Bz48cfq7gUxJmfPnsWIESPw/Plz/piNjQ3atWuH5s2bo1WrVrC3t8fUqVM1tjFp0iQMGjQIkZGROHjwIE6fPg2JRIKUlBTs2rULu3btgru7OzZv3oy+ffvq3LeioiK+vGHDBjRq1Ein6zRlIqwpGQPlAWF6ejoYYxpH6RhjyMjIAACNU1MJIYZDgRghhLxGLCwA+V6uxUs/CKk2L1++REBAALKzs1G7dm3Mnj0bw4YNQ/PmzZVG2DStuVLk6OiIGTNmYMaMGRCJRLh48SJOnjyJHTt2ICEhAU+fPsXQoUNx/fp1NGvWTKf+KQZUbm5u6NevX7mfY1VSlwxFHRcXFwBAYWEh4uPj0aJFC7X14uPjIZFIAADe3t566SMhRHdGm6yDEEKIKlNToH9/7qEhaWylyGTAkyfcQ01eBkKUbN++nU8csWvXLnz99dfw8vJSmeaoaYqgTCZDWloa0tLSlLL6WVtbw9/fH4sXL8b9+/exceNGAIBIJMKff/6pc/9atWrFl+/cuaO1bnZ2NqKiohAVFYWkpCSd71Ed2rdvz5cPHjyosZ7iua5duxq0T4QQVRSIEUII0ZlYDDRqxD0oyRopS0JCAl/u1q2bxnqHDx9We5wxhoYNG8LR0RHjxo1TW0coFCplPExJSdG5f+3bt4e9vT0AYP369RCJRBrrrlq1CgEBAQgICEB+fr7O96gOAwYM4Kcj/vXXX2oTqjHG+EyWAoGAEpcRUg0oECOEkNeIRAJERHCP4hlHhFQbeVp7APjnn39UzstkMqxevVopa6LiyJeJiQm8vLwAAFFRURpHrSIjI/lyp06d1NbJy8tTCUgsLCwwZcoUAMDz588xdepUtVkJ//nnH36/se7du2vNIFkTNGjQACNHjgQAXLhwAZs3b1aps2nTJpw/fx4Al7pfPp2REFJ1aI0YIYS8RgoLgfHjufL779fwzIbktdejRw++PGrUKEydOhVt2rSBVCrFw4cPERkZibt378LGxoYPwL799ltkZWUhMDAQ9vb2CAwMxLVr1yASieDn54dJkyahdevWsLKywosXL3Ds2DHs378fAJdwok+fPkp9MC2eo5uWloZNmzahU6dOsLe35xNzLFiwAAcOHMC9e/ewbds2nD9/HqNGjYK3tzdEIhFOnTqFnTt3orCwEHXq1MGmTZsq/HpERERgfPH/oH5+fjqtjauopUuX4tixY0hPT8fHH3+Mc+fOISAgADKZDIcPH8bOnTsBcBs6f/fdd2rb8PT05LM0KmZlJIToBwVihBBCCDGIjh07YsGCBXxwtWzZMpU6bdq0wZ49exAYGIj4+HhcuHABo0ePxrVr1/DOO+9g3rx5uHDhAo4fP460tDT88MMPau/VoEEDREVFwcHBQaUP8j1HP/nkEwDAokWLsHjxYgBcBscTJ05g4MCBuHLlCuLj4/lzitzc3BAZGakx8UVN4+npiQMHDmDo0KFITU3Ftm3bVDa8dnJywv79+5VGLgkhVYemJhJCCCHEYJYsWYKYmBj0798fjRo1grm5OerXr4+goCDs3LkTly5dQuPGjbF//374+vrC2toaPj4+qFWrFgAuMUd0dDSOHTuGQYMGwcfHB/b29rC2tkaLFi3Qr18/hIeH49GjR2oz/02cOBHz58+Hm5sbzMzM4OLiAicnJ6U6DRo0wIULF/D777+jf//+qF+/PszMzODu7o5evXph5cqVePDggdZ1bjXRu+++i1u3bmHevHnw9vaGjY0NbG1t0bJlS8yfPx+3b99Gly5dqrubhLyxBEzdCk5SLm5ubkhKSoKrq6vSPimEEFLV8vIA+b6submAjY1xtU8IIYQYO11jA5qaSAghrxHFr9YKC/W/RqywUP29CCGEEFI+FIgRQkg1E4m4oMbSEpBvrySRcEGPiQl3XFvdoiKgoAAQCpUzJf74I2Burt++FhUB8i2KKBAjhBBCKo7WiBFCSDVr1oyb7nfrVsmxnTu5Y8OGKddt3Zo7Xpx1GgCwbx93LCDA8H1V3DDawsLw9yOEEEJeVzQiRgghrxELC2D4cK781VeAlZV+25dIuJE2QgghhFQOBWJ6lJKSojZjEwCEhoYiNDS0intECKmJ8vOBsWO58vbtwIMHJdMN5UaP5vYBk08/lLtxQ7XukCFc4gyhkJvOeOZMyTl9T01kjEvYIS8TQgghb6KwsDCEhYWpPZeSkqJTG5Q1UQ8oayIhpDwMmXkwIwOoW5crp6cDderor+2qaJ8QQggxdpQ1kRBCaihzc2D9+pKyPpmaAvKtjkzpNzwhhBBSY9GfaUIIqWKmpkBICFcuLOQe6jImamJhURJkla6bmclw5owAAFBQIIW1tX77LpUCANdRbkKFQL83IIQQQt4QFIgRQkgVE4lKpibKxcYC/v5cefNmYNo0zdcfOsRlLQS47IrjxyueLQmMzp49i9q1pfroMi872wQAN+Qmk8kgD8oIIYQQUj6Uvp4QQqqYTFY195HqNwYjhBBCiB7RiBghhFQxsbik/OgR4OSknAXxo49Kpi6qo7h/lzy7olxamhSentwoVZcuneDoqN8Rq7Q0iu4IIYQQfaBAjBBCqpGNjWrWRDMz7qGL0nULCoB69QoAAObmpjApnf++kvTcHCGEEPLGokCMEEKqmGLgpc/U9QC3gXNQ0H/F5Yb6bRxckpAmTXKLy3reLZoQQgh5g1AgRgghVczMDFixoqRsCEVFAuTlce3LMyxKpdxm0gIBlLIpisXcujXFbIya6jIGdOr0CgBgbu5mmM4TQgghbwBK1kEIIaUwxm26nJennFijsLDkuLqHrnUlEuDzz4HZs/W/j5hcdLQzHB1NcOhQybEzZ7hsjR06KNcdOJA7vnt3ybGrV7lj3t7KdceNEyIy0gORkR4QiQzTd0IIIeRNQIEYIYSUIk8vb2sLPH1acnz+/JLj6h5375bUXbpUe91Bg7iEHAUFVf70KkUiAWxtJejY8ZXBRvMIIYSQNwFNTSSEEC3y8gzT7uHD3H/DwpSzIOpLnz4pWLPGDfb2Jdk1unUDcnO56YaK/ve/kqmJcm3bqq+7dasMDRua4eLFepBIKIMiIYQQUlEUiBFCiBbu7iXl778HFi/WXNdKIXfFvHnc1EN1Cgu5TZuFQsOtETM1ZbCxKVnzBXAZD9UlB7FSk3NDU13FNPuEEEIIqTgKxAghRAuhwgRuc3Pd13Rpq2tjA3z1VeX7Vh0U18FV1cbUhBBCyOuI1ogRQgjRmeJm1IplQgghhJQPBWKEEKOWn1+SiVBOJivJUKiooIA7VlhYdl05xvTfZ5kMSEriHjSqRAipjB07dkAgEGDHjh3V3ZU3wsmTJyEQCCAQCHDy5Mlq68fixYv5fih67733UL9+fWRkZFRTz4D8/Hzcvn0bsbGxuHXrFsT0rZ1GFIgRQoza2LFcFsLNm0uOJSRwx1xdletOmcIdX7u25Nh//3HH7O3Vt2+IFO1iMeDmxj2M7e+TITejJoSUz8uXLzFjxgy8/fbb+PDDD9XWefz4Mb766iv069cPTZo0gbW1Nd555x2MGTMGe/bsATPEt02k2ixbtgwpKSn48ssvq/zeWVlZmDZtGpydndGqVSv07NkTb7/9NpydnTF16lRkZWXp/Z7p6emwsLCAp6en3tuuChSIEUJIKYop5U1NlfcVU/zMIt8rTHGEray68rZNTZUTaRBCDCMkJAQCgcBoP6hp8+mnnyI9PR3Lli2DUKj6kS4iIgItWrTAihUrcOzYMTx69AhisRg3btzAzp078f7776NPnz5ISEioht4TQ+jYsSOGDh2KrVu34tSpU1V235SUFLRr1w5hYWHIzs5WOpeTk4ONGzeibdu2SElJ0et9//zzTxQq/hE2MhSIEUKM2vbtXJr1jz4qOdakCXcsKUm57qZN3PEZM0qOubhwxzIzS47Z2gJz5gCLFnHlrKyS/b+KikrqyfcVmz+/5FhRUUldxS//5PuKff45N5IkkXAPYxtVMjEBPDzy4OGRBxOTsusTQgzjzJkz+L//+z+0b98eAQEBKudjYmIwYcIE/kPq6NGjsWHDBvzxxx9YsGABGjZsCAA4fvw4evbsiZcvX1Zp/4nhLFy4EAAwc+bMKhnxZIxh5MiRfEA/cuRI3L59GyKRCLdu3cKIESMAAI8ePcIHH3ygtz4lJydjsbZUxkaAvo8lhBg1denUhUL1AY6FheqeXerqmpsDy5aV/NsQ0xONmVBIU5kIqW4rV64EAIwfP15lnRBjDHPnzuU/8B48eBBBQUFKdb788kuMGzcO+/btw9OnT7Fw4UL88ssvVdN5YlCtW7dGmzZtcO3aNfzzzz/o1q2bQe939OhRfr3c8OHDERkZyb8nfXx8sGvXLhQVFeGvv/7C6dOnERUVpfbLA11IJBIkJCTg4MGDWLduHV68eKGvp1EtaESMEGKURCJuDZirq/4DJcaA1FTuwRhgZ8eNmuXmKk8n/P577tj335ccMzUtqWtnV3J83jzu2KpV+u1rVZNKgcePbfH4sS2ktJ8zIdXi4cOH+N///gczMzN+tEHRkydPcPHiRQDAkCFDVIIwALC1tcVvv/0GZ2dnAMDOnTtRoDgvmxi14OBgAMBaxUXRBrJlyxa+LE8iokggEOCbb77h//3rr79W6D5r1qyBjY0NvLy88OWXX+LZs2cV63ANQoEYIcQoMQYkJ3MPfc+8EIkAJyfuIRIBAgE3amZjw5XlzM25Y4r7hZVVt/SInLExNwc6dEhHhw7pOu+pRmouT09PCAQCrF+/HgBw7NgxBAQEwMnJCZaWlmjWrBnmz58PkcK3HYcPH0bfvn3h6OgIKysr+Pj4YNq0aUhLS9N6r9u3b2Py5Mlo164dnJ2d+QX2vr6+WL58eZnXp6amYv78+ejWrRtcXV1hZWWFFi1aICgoCIcOHVKZ7uTv7w+BQIBt27YBABITE/ksc+qmMzHGcOTIEYwcORLu7u6wsLCAi4sLunTpghUrVmjtX+nXMTo6Gr6+vrCyssLgwYP5ehEREXwf/P39tT5fbdatWwfGGIKCglCvXj2V8/IgDADef/99je3Y29ujR48eAIDc3Fw8ePAAADftUSgUQiAQYPz48Rqv/+mnn/jnU5GsjTk5OVi+fDl69OgBDw8PWFpaomnTpujduzd27NgBaRnf9ty9exehoaFo3rw5rK2t4ezsDF9fX8ydOxfp6elarz179iw+/PBDtG7dGg4ODrCyskKTJk3g7++PDRs2ICcnp9zPR9G///6LCRMmoHHjxrCysoKjoyPat2+PBQsW6BRA/PPPPxgzZgz/XnR2dkbfvn2xe/dunab2ffjhhzAxMcG+ffsMGrAUFBQgOjoaANCkSRN4e3urreft7Y0mTZoA4P7/kCimOtZRZmZmha6r0RipNFdXVwaAubq6VndXCHljFBUxdu0a9ygq0m/bubmMceEdVzYmIlERCw5+zIKDHzORSM8vDGMsNbWIf21SU/XfPqlaHh4eDABbt24dW7x4MQOg9tGlSxdWUFDAZs2apbFOgwYNWEZGhso9ZDIZmz59usbr5I9atWqx69evq+3n3r17mbW1tdbrBwwYwKRSKX+Nn5+fxrqLFi1Saj8nJ4cFBQWV2b+DBw+W+Tpu3LiRCQQC/rpBgwbx9cLDw/njfn5+5f1x8a+nu7s7A8A2bNigts7atWv5+/z7779a25s5cyZf9+LFi/zxzz77jD9+7Ngxlevi4+OZpaUlA8CGDh3KZDJZuZ7HuXPnWJ06dbS+5u3bt2cikUjt9T/++CMzMTHReK29vT07cuSIynUFBQVs+PDhZb4fXV1d2bNnz1Suj42N5evExsaqnC8sLGSTJk3S2raZmRnbsmWL2udVVFTEpk2bpvX64cOHs/nz5/P/1qR9+/YMANu0aZPGOpWVkJDA9+PTTz/VWlfx98CdO3fKfS+JRMLEYrHSo1u3bgwA8/DwqOAzMAxdYwNaI0YIMUomJsA771R3Lwh5PURGRuLcuXN46623EBISgiZNmuDatWtYs2YNxGIxzp07h44dO+LGjRtwdnbGlClT4OPjg/v372PVqlVIT09HcnIyli9fjmWKCywB7Nu3Dz///DMAoHbt2pgwYQLatm0LW1tbJCcnY+/evYiJiUFOTg6GDRuGBw8eKE1tiouLw5gxYyASiWBpaYlx48aha9euqFWrFhISErBp0yZ+zciqVaswa9YsAMCKFSuQnp6OlStX4vjx43BycuJHx5o2bcq3L5VKMXDgQMTGxgIoyTrXpEkTvHjxAqdOncKePXuQk5ODgQMH4tChQwgMDFT7OsbExODAgQMwNzfH2LFj0aJFC3Tu3Fl/PygA9+/fx9OnTwFAY9v+/v4IDw8HALRs2VJre5cuXeLLzZo148vff/89Dh8+jAcPHmDy5Mm4ffs2atWqBQCQyWSYOHEi8vPz4eTkhF9++UVlOpo2L168wKBBg5CRkQGhUIgRI0bgvffeQ926dfHs2TOEh4fj+vXruHz5MmbPns2PNMpt2LABs2fPBgDUqlULwcHB6NixIyQSCU6cOIHIyEhkZmZi9OjRuHbtGjw8PPhr169fjz179gAAnJycMGnSJLRs2RKWlpZITExEZGQkLl++jKSkJISEhOD48eM6Py8AmDRpEn7//XcAQIsWLTB69Gg0b94cGRkZuHDhArZv3w6JRILJkydDKpViypQpStfPnz+ff74mJib48MMP0aVLF1hYWODs2bPYvn079uzZAzvFue8adO7cGZcvX8bx48fxkWJGKz3677//+LLi66yOPEEMAMTHx8PLy6tc9zI1NYVpqXTD6rKFGpUqCgxfazQiRsjrhUbENEtJKRkRS0kxghGx3FzND7FY97qlv5UvT928PM118/LU160i8pEcAKxPnz4st9S9jx07pvRNfKtWrVhKSopSnVu3bvEjEz169FC5h3x0wNzcnF29elXlvEwmY+PHj+fv8fTpU6XzCxcu5M9FR0erXJ+WlsacnJwYANa5c2eV88HBwVq/MV+3bh3f/tq1a9WO7Pz777/M1taWAWANGzZUeZ0UX8eWLVuy+Ph4tffSB3l/ra2tmUQiqVRbR44c4fvdqVMnlfP//vsvP7oXGhqq0gcA7H//+1+57/vbb7/x12/evFnlvFgsZt7e3gwAq1+/vtK558+f8yNxHh4eLC4uTuX6P/74g29/8uTJSud69erFALB69eqxxMRElWslEglfx8LCghUUFCid1zYidvDgQf7crFmz1P587ty5wxo0aMCPsj5//pw/d/v2bf71rlOnDouJiVG5/uzZs8zBwUHp/0tNdu7cyQAwBwcHpdFifdqzZw/fj99++01rXcWfu6bR3PKSj3wb64iYkYeRNUtKSgq8vb3VPsLCwqq7e4S8ViQSICKCe7xuU8ZrMsUNqI1iM2r5XgLqHsOGKdd1ctJct3SGL09PzXW7d1eu6+2tuW6HDsp1O3TgjlcxCwsLbN26FTalUoj26dNH6VvsrVu3wsnJSamOj48PunbtCoBLElHao0ePYGdnh/79+6NNmzYq5wUCgdI6ptJ7Wl29ehUAYGdnh169eqlcX69ePcycORPDhg1D8+bNy3imymQyGX766ScAXHr36dOnqx3Z6dq1K5/04NmzZzhx4oTGNtesWVPufpTHmTNnAHCZ8UqPDpRHdHQ0PvjgA/7f8pTnirp27YovvvgCABAWFoYzZ87gyZMnmDNnDgBgwoQJGDBgQLnvLf+ZAurXsFlaWuKLL77AsGHD4Ovri7y8PP7cL7/8gvz8fADcGjV1a5JGjBiBnj17AgCfzU/uyZMnsLOz49dflWZqaoqhQ4cC4NY/JScn6/y8fvzxRwBAt27dsHz5crU/Hy8vL2zfvh0At0bur7/+4s+FhYXx67++//57fv2eoi5duqiMOmvStm1bAEBaWhru37+v8/MoD8URMXXrFRUpnlf8mRqrsLAwjZ/7dd0vjaYm6pGzszPu3LlT3d0g5I1QWAjI15C//z5gZla9/SHEmLVt21Yp4FLk4eGBZ8+ewcXFBR07dtRY58yZM5DJZCrntAUtctoSI9SvXx8AkJWVpTHttTwwKK+4uDgkJiYC4AIxbYYMGYJJkyaBMYaTJ09i4MCBKnUaNWqE9957r0J90VVS8QaJpQNiXaWkpGDBggVKme7mzp2rcbrlkiVLcOjQIdy7dw8TJ05Ew4YNkZeXBw8PD6xevbpCfZD/TAFg165d+Pjjj1UC4AkTJmDChAkq1x45cgQA954bMmSIxnvMmTMHHYq/6CgoKIBFcaYkeUISbSqSqCMzM5MPkkeNGqV1ypy/vz/q1KmDjIwMnDx5EtOnTwcA/P333wAAFxcXTJw4UeP148aNw8KFC5WCIHUU3yNJSUlo0aKFzs9HV4qbN1tZWWmta6GQrUpsFN/kaRcaGorQ0FC159zc3Pj/V7WhQIwQYpRMTAD55wZj21hYJmMoKFD9wKoP+fmGzSmvOGBiFJtR5+ZqPlf6jaNtQ9vSH6rUjPxorHvnDjSm9iw9+nLpkua6BiTPZqaOSfHrpEsdXTHGkJaWhhs3buD48eOIiIjQWHfUqFHYunUrACAwMBAdO3ZESEgI+vbti0aNGpVrbVJpiuujNAUi6mjau0iePdGQ5Pd2cHAo13UikQirV6/GDz/8gNzi/y+EQiHmzZuHJUuWaLzOysoK4eHh8PX1xYMHD/hAJiIiArVr167Qcxg6dCi+++475OfnY+rUqVi/fj3Gjx+P/v3746233tIYxBQVFeHGjRsAuBFBbe+73r17o3fv3jr1hzGGFy9e4MqVK/j777/59XXlcfXqVX40a+rUqZg6dapO18l/nvn5+Xj48CEAoE2bNjDXkpbW3Nwcbdq0KTMQs7e3h1AohEwmK/d+W0lJSbh165bac3Xr1uW/lHF0dOSPZ2Zmam1T8XxZQdubggIxQohRsrQEDh82TNumpkDxFiyoxMwfjQoKZPjkE+Pf/8QolCdaNFRda2vD1NUjXQKp8gZbisRiMf78809ER0cjLi4OCQkJOo869OzZE1u2bMGsWbOQlZWFixcv8unZnZ2d0bNnTwwdOhSBgYGwLufrV1bKfE2ysrLUHlcc6TEU+YfvsqaBKYqNjcWkSZPw6NEj/piPjw+2bt2KTp06lXl9586dMXPmTH4T6YkTJ1Yq/b6Xlxd2796Njz/+GP/99x/u3LmD2bNnY/bs2ahTpw66d++OoUOHYuDAgbC3t+evy8jI4FPaq5tWqKuMjAzs3r0bJ06cwL1795CQkFDpEZrKvpcU0+1r+9JDrnHjxmXWEQqFqFu3LtLS0sodiP39998aty7w8/Pjp3y6uLjwx8vaMkDxvG01TMGuiSgQI4SQUiwsuLVnRJWJCeDqKiouG/mmaKRKnD17FiNGjMDz58/5YzY2NmjXrh2aN2+OVq1awd7eXusIwqRJkzBo0CBERkbi4MGDOH36NCQSCVJSUrBr1y7s2rUL7u7u2Lx5M/r27atz34qKivjyhg0b0KhRI52uq1u3rtrj2kYx9EU+4sZ0GDkVi8WYOXMmNm3axB9r2LAhlixZgrFjx+ocXMtkMqV1XcePH0dubm6lPkwPHDgQPXr0wB9//IGDBw/i+PHjEIvFyMjIwIEDB3DgwAHUq1cPa9aswZgxYwBAaQ8piwpuynjgwAFMmDBBKSiwt7dH69at0axZM7Rp0wbZ2dlq95rTRvG9tGjRIp2zZcpHhsq73k/Xn538/aJu2rA+KH75UFYglpGRwZc1TYV+01AgRggh1Wj16gawtDTM3EoLC/3nYxIIAGtrKV8mRJuXL18iICAA2dnZqF27NmbPns0n1VD8IFk6oYI6jo6OmDFjBmbMmAGRSISLFy/i5MmT2LFjBxISEvD06VMMHToU169fV0rDro1iQOXm5oZ+/fqV+zlWtfr16yMhIQGvXr3SWk8ikeCDDz7AoUOHAHBB4tdff41Zs2aVe1rY+vXr+fT+ALc59pw5c1TSypdXrVq1MHnyZEyePBmFhYW4cuUKTp8+jcjISNy8eROvXr3CuHHj4OHhgW7duqFOnTpKfSiv27dvY/jw4SgqKoKLiwvmzJmDoKAglSmu2qbKaqL4XqpXr16530v29vYQCARgjKkkrFFHlzoymYx/nyiOXOkiJCQEISEhZdZTbFc+bVSTmzdv8mVNGz+/aShrIiHEKIlEQLNm3EMk0m/bjAF5edzD0Mt1LC1NYGVlmIdQqP9IqagIePCgFh48qAWFL4AJUWv79u38Yv5du3bh66+/hpeXl8q3+ZqmdclkMqSlpSEtLU0py5q1tTX8/f2xePFi3L9/Hxs3bgTArYP6888/de5fq1at+HJZybays7MRFRWFqKgonRbhG4p8BKKsQOzjjz/mg7DmzZvj+vXrWLBgQbmDsPj4eD4ZytSpU/Hxxx8D4DLGnTp1qrzdB8D1PS0tTWl6qrm5Obp06YKvvvoK169fx+HiueeMMT7LoJWVFT8l7/bt21pHBc+dO4eRI0di5MiR/NqrTZs28SNXx48fx/Tp09G4cWOVdX0VmWbo4+PDl8t6L0kkEv69JO+bubk5H5xcu3YNhYWFGq9XXCunTVZWFj8SZqhpsy4uLnwwFhUVpTRqqUj+nOXXlLXn2JuCAjFCiFFiDHj4kHvoO1gSiUqyi+s7yDM4xriUkgZ6mLFCtHknHW3eSYeZadUnlSDGRfFb+27dummsd1jDgk/GGBo2bAhHR0eMGzdObR2hUKiU8VDXtNEA0L59e34N0vr16yHS8j/8qlWrEBAQgICAAD59enVwc3MDoP15JiQk4LfffgPArTf6559/yr15LsB94A8ODoZYLEbDhg3xww8/4IcffkCDBg0AcGvFtL1mmvj6+sLR0VHjOjOBQICAgAB+HZzic5Un4Lh37x6OHj2q8R7h4eHYvXs3Dhw4wL9m8vdj3bp1NY7IMMY0vh+1cXNz41/j7du3a017v3PnTv699OxZyXph+XP777//+AQ16uzatUvpOk0UXzdXV9cy61eEUCjkM4hmZWVpzJIaExPDr4cbPHiw8W/ErCc0NZEQYpQsLYF//ikpk2ISCbB0qeGaF1vi1s3ZXFlUCNjTnxGimeK33v/8849K6nmZTIa1a9cqTQVTHPkyMTGBl5cXrl27hqioKNy5c0ftB+jIyEi+rCn5RF5eHhhjSqMfFhYWmDJlCpYvX47nz59j6tSp2Lhxo8qo0T///MPvN9a9e3edkikYSrdu3bB7927cvHkTRUVFatcWbd68mS+vW7dOKbNdeaxYsQIXLlwAwI0m1apVCwA3GjZkyBAkJCTg66+/xqpVq8rVrre3N+Lj43H16lWcPHlSbUAWHR3Nj/op/kxDQ0OxefNmMMYwY8YMNG3aVGXftgsXLvDvKX9/f1gW/5GQvx/T09Nx9+5dleBUIpFgzpw5SlNly7Pf1fTp0/HJJ58gLy8PEyZMwK5du5SmUwJcACkfYfTw8ICfnx9/bsqUKfj5558hk8nw9ddfo0WLFvx+aHJXrlzBl19+qVN/5Ov66tWrh7feekvn51FeM2bMwJYtWyCTyfD555+jU6dOSs87PT0dM2fOBMAFbjNmzDBYX4wN/QUlhBglExPA19cwbXPTXbgPa1KpFFI9Z4SX6rvBKlYkM7L9Aki1UdyQdtSoUZg6dSratGkDqVSKhw8fIjIyEnfv3oWNjQ3/gffbb79FVlYWAgMDYW9vj8DAQFy7dg0ikQh+fn6YNGkSWrduDSsrK7x48QLHjh3D/v37AXAJAPr06aPUB3mgkpaWhk2bNqFTp06wt7fnE3MsWLAABw4cwL1797Bt2zacP38eo0aNgre3N0QiEU6dOoWdO3eisLAQderUUUp8UV4RERF8JjrFzHPlIR81EYlEuHnzJr9pr6LTp08D4J67VCrlp4SVxc/Pjw9Cb9y4wSesGDdunFIQPXjwYAwfPhx79uzBmjVr8P7776NLly46P4fAwEDs27cPABAUFIQJEyagU6dOqFWrFlJTU3Hq1Cns3r0bALeRt+Kmz61atcKXX36J5cuX4+HDh+jQoQNCQkLQrl07mJiY4MKFC9i8eTMkEglsbW3x888/89e+9957+OWXX/jy1KlT4eXlBbFYjPj4ePz+++94+vSp0vtx1qxZGD9+PAYPHlxmMpbJkydj9+7dOHnyJI4dOwYfHx+EhITAx8cHMpkMFy9exG+//Ybc3FyYm5vj999/VxoZatGiBebMmYOlS5ciIyMDvXv3xujRo9G1a1dYWVnh/PnziIiIQH5+Ptq2bauUQEWd8+fPA+AyjxpyBMrLywufffYZVq1ahbt376J9+/b49NNP4enpiYcPHyIsLIzf7P3zzz9XGxTq4/8No8RIpbm6ujIAzNXVtbq7QgjRg6ysIsbN8WPsyJFTLDY2Vq+P6OiTLDj4MQsOfsxEoiL9dr6ggLFFi7hHbi73bz0+Xj7O4l+bl89F+u07qXIeHh4MAAsODtZYx8/PjwFgfn5+GusEBwczAMzDw0Pl3IIFCxgAjY82bdqwhIQE9tZbbykdv3btGmOMsby8PNarVy+tbQBgDRo0YHFxcSr337Rpk0rdRYsWKdVJSkpi7dq109q+m5sbO336dIVfR8YYCw8P59vT9npqI5PJ+PutX79ebZ1GjRqV+Xqpezx+/Jgxxlh+fj57++23GQDm7OzMXr16pXKP5ORkZm9vzwCwFi1aMLFYrPNzKCoqYmPGjCmzP/b29iw2Nlbt9TNmzNB6rYODA/vf//6n8tqNHTtW63W9evVijx8/ZnXq1FE6npGRwRhjLDY2lj+mrm9ZWVmsX79+Wu9Rt25dtmfPHrWvjVQqZdOmTdN6/dChQ1lMTAz/b03at2/PALBNmzbp/LOpKIlEUubPNCQkhBUVqf+bV9H/N+S/n9T97qlOusYGNEGTEGKUioqAP//kHpQ0QgMzM8DcXK8PUZEZ37yoctvukDfEkiVLEBMTg/79+6NRo0YwNzdH/fr1ERQUhJ07d+LSpUto3Lgx9u/fD19fX1hbW8PHx4efBmdtbY3o6GgcO3YMgwYNgo+PD+zt7WFtbY0WLVqgX79+CA8Px6NHj9ROW5w4cSLmz58PNzc3mJmZwcXFBU5OTkp1GjRogAsXLuD3339H//79Ub9+fZiZmcHd3R29evXCypUr8eDBA63r3KqKQCDA4MGDAXB7PalTnnVy6ixZsoTPcBcWFqY2Xb+Liws/XfPevXvlSvduYmKC7du34/z58xg5ciRat26NevXqwdLSEs2aNcN7772HtWvX4unTp2qnLZqYmGDNmjU4f/48goOD4eHhAQsLCzg7O8PPzw/z5s3DgwcPMGDAAKXrBAIBtm3bhr/++gs9e/ZEw4YNYW5uDldXVz7DZHR0NDw9PXH48GG0bt0aNjY2aNu2rc7p5WvXro0jR47gwIEDGD58OFxdXWFubg4XFxf4+/tj0aJFePToEYYNG6b2eqFQiHXr1uHMmTMYPXo030f5/mq///479uzZAzMzM7XXy6WmpuL69eswMTEp12blFWVqaort27fjwIEDCAoK4v8fcnFxwYABA3Do0CGEh4dXaj/C15GAMUPnBHv9ubm5ISkpCa6urkr7pBBCDCcvj0umAQC5ueXbX7cs2dlS2NlxfyzS0wtRu7Z+/3AUFgLLlnFTH+fPF8DCQo/ZDQsLS9aIzZvHBVB6lPhQDM9m3NSlJw/E8GhavgxshJDKS0hIQLNmzWBqaork5GQ4ODhUd5dIDfPzzz9jxowZGD58eLkyiRL90DU2oBExQohREgoBPz/uYcjkSyYmJgZ5CIVCCIVClbTJNZ2NtfoyIaTqNGnSBIMGDYJEIsEff/xR3d0hNdC2bdsAgBJj1HAUiBFCjJKVFXDyJPco57Y4ZTIxAfz8XsLP7yVoFgUhpCb6/PPPAXBp2mlyE1F069YtXL16FW3btoWvobJaEb2grImEEFKKhQUwf/5dAIBQ+C607KtZIRr2uzQKQiHgbJdZXLao3s4Q8gbr1q0bRowYgd27d+PIkSPo379/dXeJ1BDffPMNAGD16tVGN+viTUOBGCGElCKRADt3cvvNnDkjMOjUR2MjFAJ1bXOLyxSIEVKdfv75Z/z999+YN28eAgICaJNcgkuXLuGvv/7C5MmT0b179+ruDikD/R9LCDFKYjHwzjvcQ0zZ+9QrLOSymmh6KO5npmPdoiLgbpIb7ia5oUhC06EIqU5OTk5Yu3Ytbt68qbSpNXlzzZ07F05OTli+fHl1d4XogEbECCFGSSYDbtwoKetTXh6wbZsnACA5WYp69fTbvqIyMhBXzvLlwHffaT5/8SLQoQNXXrsW+PJLzXVjYwF/f5iZAa2c7wNiMcwkrgAoYwch1WnMmDEYM2ZMdXeD1BDHjx+v7i6QcqBAjBBilCwtgejokrKhyLfiIhxJVh7up7pz5aLcau4NIYQQYrwoECOEGCUTE6B37+ruRQ0kkwEvX3LlH34A5szRXFcxgp0xA5g6Vae6BTJ5mQIxQgghpKIoECOEkNeJWAxs3MiVv/8eqF1bt+vMzXUa+lPMkk0ZswkhhJCKo0CMEGKUioqAY8e4ct++gCn9NqsSIoXEKNnZgJ2eU/vLmZkBlHWZEELI64w+uhBCjFJBARAUxJVzc/UciCkO9RQWAoUG3NXZiCOOsN+sUdvRMG3Pm0dr8wghhLzeKBAjhBgloRBo376krFcSCfhfj2vXAlb5er6Bgtmz9Zs60cC7RVtblZTN6C8IIYQQUmH0Z5QQYpSsrIBLlwzTtokJ4Fr3FVcW6jk3fmk//qjf9goNNFewmLlCzDj7UxFqu+svfb1Eov+XgxBCCKmpKBAjhJBSLC2BXq1uceUvpgG19Zwf34gjDhNrC7zllAgAsKxdl6YPEkIIIRVEgZgepaSkwNvbW+250NBQhIaGVnGPCCGVZoiNxMzMuEVQhpCXByxbVnIfPTOxMEX75onFZSe9t08IIYQYg7CwMISFhak9l5KSolMbFIjpkbOzM+7cuVPd3SDkjSAWA716ceXjx7mpikZDIDBsJopZs7j/GuAeEgmw85/uAIANEjGM6WUnhBBC9EXbIIubmxuSkpLKbIMCMUKIUZLJgLNnS8r6lJcH7DzTDQDwU14hrOz0275BmZsbdNqjKZNgmM/Z4nIHgEIxQgghpEIoECOEGCULC2DfvpKyvhXJDJiy3ohJxYX450FLvkwIIYSQiqFAjBBilExNgcGDq7sXNZBMBjx9ypXd3fWe258xIKWgfnE5Ta9tE0IIIW8SCsQIIeR1IhYDjRpx5dxcwMbGcPcSibh5nBYWJTtqFxVxu21rYm5ekkSkdN1CAIXF55gZAOPc6JoQQgjRhb63QSWEkCohlQInT3IPqbS6e/PmyBMplFt2BGxtS+aIAlzZ1lbzY+fOkrrHjimfq1sHWLaUe4gUbkQM5uTJkxAIBGU+GjZsiF69euGzzz7TmpRK1/YEAgGcnZ3RpUsXhISE4Nq1a1X4rAHGGHr37o169eohKyurSu/9pgoJCYFAIICnp2e19sPT0xMCgQAhISH8sYSEBJiZmWHKlCnV1zEAqampuHjxIk6fPo3Hjx+DMVat/SGGR4EYIcQo5ecDPXpwj/z86u4NIa+358+f48SJE1i7di1atWqFFStWVLrNly9f4vz589i2bRvatm2LsWPHIr+K/mcODw/H8ePHMW/ePNjZqWbjYYzh6NGjCAkJQdeuXeHg4AAHBwf4+/vj008/xcOHD6ukn6RqNGnSBB999BE2b96MM2fOVPn9L168iB49esDJyQmdOnWCn58fGjduDC8vL2zbts0gAVlYWBgEAgEWL16s97aJ7mhqIiHEKAkEgHzbPgHNYKsy1vWs+bLFw5uQOlhyUxPlw5IDBwLaRhjMzUvq9uqlVFeakQdZoy0AQN8EV4PRo0djzJgxKsdFIhHi4+Oxd+9eXL58GTKZDF999RVcXV0xevTocrcHAGKxGImJifj333+xZ88eAMCOHTtgY2ODX375RT9PSIPk5GR8/vnnaNiwodrU0yKRCKNHj8b+/ftVzp06dQqnTp3Cli1b8OWXX2LhwoUwNaWPUq+Dr7/+GhEREfjoo49w/fp1WBgiC5Qau3fvxujRoyFVM7UjPj4eISEhuHz5Mn7++WcI9PjHbseOHXpri1Qc/fYghBgla2sgLs4wbQuFgLNdZnG5av4YGwuBsOSDwIU7cbCy1d8HA0m+DE/few8AIKMPt1WuadOm6Nevn8bzX375JRYsWIBlxRuGz507Fx988AHMNGwcXlZ7APDZZ58hOjoaffv2BQBs2bIFS5YsgZOT4TYLX7BgAbKysvD999/D0tJS5XxoaCgfhDk4OGDKlClo2bIlcnNz+RG8goICfPvtt0hNTcXGjRsN1ldSdVxcXPDRRx9hzZo12LRpE6ZPn27we969exfBwcGQSqWwsrLCjz/+iPfffx9WVlY4deoUPv30Uzx58gTr169H27ZtMX78eL3cNzw8HOfPn9dLW6RyaGoiIYSUYmUF9HvnOvq9c924NoquAgIB4OH4Eh6OL/U/EmliAri6cg8NH+5J9TExMcGSJUvQqlUrAMCzZ8/0MkWvT58+GDZsGABAJpPh5s2blW5Tk5SUFOzYsQPm5uYYNWqUyvm4uDhEREQAAFq2bInbt2/ju+++w6hRozB58mT8+uuvuHr1KurWrQsA+OWXX+gD7WtEHuisW7cOMn1vUKnGokWLUFCcsOj//u//EBoaCicnJ9SqVQtBQUE4ffo0P3V24cKFfN2KyMrKwpkzZzBhwoRqXwtHStBXjoQQo8QYl89BIOBGx+REIu6cOqXrisXqN4MW5wESqRBmJob/Q2xszM2FmOhzCwDg925XmNua661tsViKnTuT9dYe0T9TU1P07dsXt25x74G7d+/Cy8ur0u22a9cOf/31FwDg1q1b6NWrV6XbVGfDhg0oLCzEsGHD+GBK0f/93//x5aVLl8LZ2Vmlzttvv42wsDA+kPvtt9/QuXNng/SXVK23334b77zzDq5fv44jR44gKCjIYPd69eoV/55v37692ns1bNgQkydPxk8//YTnz5/j77//rlCfOnbsiEuXLlW6z0T/aESMEGKUXr3iEu05OXEBlVyHDpoT9snXlMl1766+nqOrFf66YKQfrExNgalTuYcBpvcVFQmwMPY9LIx9DzKZCUxM9PgAgMxM7kGpMGssxax3CQkJemnTRmGbBXVTHf39/flsi/IRq/IqKCjAhg0bAADjxo1TW+fixYsAAAsLC60feAcMGABh8R59V69e5Y9PnjyZ72dsbKzaayUSCdq0acNnjkxNTS33c4mLi8PEiRPRvn171KtXD3Z2dnjnnXcwbty4MkcUZTIZdu/ejQEDBsDFxQUWFhZo2rQpAgICsHv3bq0jQWKxGFu2bEHPnj3RrFkzWFlZoV69emjVqhVGjhyJ2NjYSq3vLCwsxKZNm9C7d2/Ur18fFhYWaNSoEfr27YudO3eWOSJUWFiIsLAw+Pn5wcHBAZaWlmjcuDE+/vhj3Lt3T6c+BAcHA+BGxQwpKiqKf60HDRqksZ7iucOHD1foXi9fvqzQdcTwaESMEGKU5J8V8vKAnBwY1xRC+XCejQ2X8lEq5Z6QfPNlmawkupR/QLW2BgoLub23yqq7fr3BMpiYmgKT2lxBkUyIgoKWQJ7yeV1HHeUUtzkTZ+RDcvU2AICJGwN6HG0j+vPkyRO+7Obmppc24+Pj+XLz5s310mZpZ8+eRVpaGoRCIXr06KG2TkpKCgDA3d2dD7TUsbGxgZ2dHTIyMiBW+CZo5cqVOHbsGJ49e4bJkyfj5s2bsFb8HwLA8uXLcf36dQDA1q1b4ejoWK7nMXfuXPzwww8qx2/cuIEbN25g+/btWL58Ob788kuVOhkZGRg6dChOnjypdDwhIQEJCQmIiorCqlWrEB0drZJN8vbt2+jbty+Sk5VHrfPz85Geno7bt29j9+7dCA4ORnh4eLkTS9y/fx8DBgzA/fv3lY4/efIET548QXR0NL799lv873//U/seSUxMRGBgoMr2Co8fP8amTZsQERGhUxDfu3dvAEBMTAxyc3Nha2tbruehK8X3fGBgoMZ6Xbp0gb29PTIzM5WC/vLeSzFATkxMRIsWLSrUFtEvCsQIIUZJMaGVYvnSJe1TExWdPq1hamKWGDNGGHAah0jEDb0xBowdC+zZA7zzDlD84Uyt3FwgNBTYtg1o1w64ckVz3ZcvgXJ+uNOVVAqcfd4Qd1KdEOGiet7DA1D4nI7u3YHLl9W35eAAKA4GDB5pjTPPuCx7a0XZsFZ/GalGRUVFOHbsGP9v+XqxykhKSsLO4v3lPD098V5xwhZ9i46OBgD4+PigVq1aaut8/fXXyM7OLjM4SkhIQEZGBgDlwLF27dr49ddf0adPHyQkJGDBggVYuXIlfz4uLg5LliwBAEycOBEDBgwo13OIiIjggzBnZ2dMmjSJ/xlcu3YNv/zyC7KysjB37lx0795dacpkUVER+vfvj3PnzgEA3nnnHQwZMgTe3t549uwZfv31V8TFxeHixYuYOHEi/vzzTz6YYoxh9OjRfBDWtWtXjBw5Em5ubhCJRLh+/TrCw8Px6tUrbNu2Db169dKYMVOdFy9eoFu3bvzIzbBhw9C9e3e4urri4cOH2L9/P86fP4/4+Hh07twZt2/fRoMGDfjrc3Jy8N577/EjtO7u7vjggw/Qtm1bPH36FEeOHMHp06cxbtw4mJiYaO2Ll5cXateujezsbJw+fVprkFQZ//33H1/28PDQWM/ExASurq7IzMzkA6ryBrmlM0BWVUZIogNm5KRSKbt//z6LjY1lly5dYunp6eVuQywWs1u3brGYmBh28+ZNJhKJynW9q6srA8BcXV3LfW9CSMXk5jLGRTJcWZ9EmSIW7BfLgv1imSizfL8PdCLv/PLljA0ezJXfeafkCal75OYyFhzMldu10153/HjGpk5lLD9f/11PL9B6aw8P5frt22uu6+CgXLdbVwl/LvVJlp46nMs9ZLKSYwUF3LHSr4+8rlRacqywkDsmFle8bl4ed7yoqOSYRMIdK/33Rl63isTGxjIADABbtGiR1rpSqZTNnz+fr9+iRQsmkUgq1J5YLGYPHjxg4eHhrFGjRgwAs7W1ZRcvXtTDs1KvXbt2DACbMmVKpdqRyWTsgw8+4J/nxo0bVep8/PHHDAATCoXs/PnzjDHGioqKWMeOHRkA5uHhwbKyyv8e7969OwPAHBwc2PPnz1XOnzlzhu/XnDlzlM6tWrWKPzdmzBiWX+r9L5FIWFBQEF/n33//5c89f/6cP/7BBx8wmeL/T8Xi4+OZubk5A8AmTJigcj44OJh/7qUNGzaMAWDW1tbsn3/+UTkvk8nYzz//zPdh6NChSue//PJL/lzPnj1ZWlqa0nmpVMq+/vprvg4AFhwcrHIfud69ezMA7PPPP9dYp7Lkr7VAIGBFir8b1JD/3AGU+zOqOo8fP9b5/3tSMbrGBnoLxNavX1+uH+jNmzfZp59+ynr27MkaNmzIbG1tWfv27VlISAg7fvx4mddLpVK2atUq5u7urvQ/lomJCevfvz+7d+9emW1kZmay0NBQVrt2baU2atWqxT755BOWmZmp03OhQIyQqvdaBGIAY2lp3L+zs0s+3GdnM5aSwj0UA4n8/LLrpqQY7oVhjMnyC1ju3O+4R3oB3w35Iy9Pub5IxFTqKD4UPYvP1n8gJm/w5cuSY999xx2bNEm5rrU1d/zx45Jjq1dzxz78ULmugwN3/PbtkmObN3PHBg1SruvhwR1XDDJ27OCO9eqlXNfbmzteRRQDp9GjR7OjR4+qPPbu3ct++OEHPoiQP06dOqW1vfI8unXrxuLi4gz2PHNzc5lAIGAA2KZNmyrcTkFBAZs2bRrfbzc3N5WAhjHGsrOzmaenJwPAvL29WX5+Pvvpp5/4D96xsbEVur+trS0DwAaVfo8Vk8lkbMyYMWzYsGFs+fLl/HGpVMp/XnJwcGB5pf9HLZaYmMg/t++//54/Hh0dzezs7JidnR27cOGCxv7J3yN+fn4q5zQFYg8fPuR/Nlu2bNH85BljY8eO5V9D+Rfv+fn5zN7engFgNjY2LCUlRe21MpmM+fr66hSIffXVVwwA69Spk9b+VIb8i4E6deqUWXfIkCF8v1NTUyt9bwrEDE/X2EBvUxPLszHc0qVL8fXXX6ss6Lx8+TIuX76MiIgIjBgxAj///LPavUSkUimGDx+udrNFqVSKw4cPIyYmBlFRUejevbvaPqSkpMDX11ftQuOcnBxs3LgRx44dw9mzZ9VmTSKEVC/FXA5Gl9dBJCopy2TKC6Xk1E2dsrBQnoeprq6ZGbBoUUlZz0QiwOmn2QCAl7PVd11RedbuWVqwsisRg9m5cyc/RVAba2trrF69WuPf14qQSqUoLCzUW3ul/ffff/xnjoruUXbq1ClMnz6dT4Zha2uLffv2qZ3mVatWLfz222/o2bMn7ty5gylTpmD37t0AgJkzZ8Lf379Cfahfvz4ePnyIc+fO4cmTJ0qJUwBAIBBg+/btKtfFxcXh6dOnAICPP/5YZd2anLu7O5YtW4bMzEyl6XK9e/dGZmam1r4xxpCbm1u+JwTgyJEjYIzB1NQU77//vta6w4YNw/bt28EYw5kzZzBw4EBcvnyZ79snn3yi8ecrEAgwZ84cnaaDyttISkoq35Mph+zsbACAlQ6/JBXfY4prEonx00sgVp6N4bZt24b58+dzNzc1xaRJk9C+fXtYWVnhxo0b2Lp1K9LT07F7927cv38f//77r8qb9Ntvv+WDsLZt22LlypXo0KEDMjIy8Ntvv+Gbb76BWCzGkCFDcO/ePZW53owxjBw5kg/CRo4cia+//hqNGzdGQkICvvvuO+zevRuPHj3CBx98gJMnT+p1N3NCSOXl5yuXa9euvr6Um+KXUJXIMKaWuTmweLF+2yxFJJEn0TDcB2e9kX8wVPzgOXs28Nlnqlkl5ZnFFP/mhIYCkydze5wpki+EU6wbEgJ8+KFq3Tt3uJ+z4ubBI0YAgweXJF2R07bIsRpZWlqiVatWaNOmDWbPno2mTZuWec3o0aM1rhOSyWR4/vw5YmNj8ccff+Ds2bPw9/fHhQsX8NZbb+m7+3jx4gVfdnBwKNe19+7dw5w5c3DgwAH+mKurK3bt2oX27dtrvK5Hjx4IDQ1FWFgYtm3bBoBbf/Tdd9+Vs/clRo8ejW+++QYvX75E06ZNERQUhLFjx6J79+5a17VdUVhT2rZtW633mDNnjs79KSgowKNHj3DmzBkcOHBAJVGGLuRp1YuKimBvb6/zdfKfqXwrBYBL065Np06ddGpb/h5JSUmBTCbTmriltIsXLyI9PV3tuVatWsHV1RUA4OjoiAcPHpQZ4AJQqqNL4EaMSEWH3DIzM9np06fZ+PHjmZmZmU5DnAUFBfxQnaWlJbt06ZJKndTUVNalSxe+vWXLlimdT0lJYTY2NgwAa9SoEcvOzlZpQ3Ee8Zdffqly/vDhw/z54cOHq8x1lslk/HxlAOzIkSNaXwuamkhI1UtNZczEhHvoYaaGEoNPTczKKpkyV4F1ItVJKi5gj2esZo9nrGZScYFe2059kqX/qYlEq/KsETNUe+vWreOvqez6LU3+7//+j7/HnTt3dLqmoKCAffPNN0qfcQQCAZswYQLLyMjQqY2cnBylJRRnzpypxLPg1nGFhoYyoVCoMr2zWbNm7NNPP2WxsbFMqrh2kTG2YsUKvt7ly5crfP/r16+zBQsWsJ49ezJ3d3d+SmHpR3mmJgYEBFRoOuuKFSsYY4x9//33/LErV65o7b9MJuOnd2qbmnjo0CG+zdLrzcri5+ensc/h4eF8PcXPmeLS60pLUZwWXFZdXdDURMMz6NTEim4M9++///LDvJ988onab5IcHBwQGRmJFi1aoKCgAL/99pvStzO7du1CXh6XL/mLL75Qm/koNDQU3333HV6+fInw8HAsW7ZM6duMLVu28OXFixerjHYJBAJ88803/EZ7v/76KwICAsr9fAkhhuPgwGVyNzixGDDVNf+6jrnaFUdMysjgVW6MAVlZXNnOTu9p7IVCwNM+s/gfem0aMDODqVDKl8mb4eOPP8YPP/yApKQkjXtvVZbi33mmw4jjjRs3MHbsWKXRln79+uGHH35A69atdb7v8+fPlfZwOnDgAN59912dry/N1NQU69evR2hoKHbt2oWDBw/yqfAfPHiABw8eYN26dfD19UV4eDiaNWsGgNu7TK4iGfOKioowdepUpc9PAJft76233kLz5s3RvXt3/PTTT/xebOVpG+Cmev755586XycflTUt536JZWVNBJTfL9r2VauM+vXr8+WMjAy4uKhJQ6twHgC/Nxp5fVQoEKvoxnCK/3Nqmwfs6emJNm3a4Pz583jw4AFycnL4gOvQoUN8vYEDB6q9XigUYsCAAfj111+RmpqKS5cu8cPRBQUFfArbJk2awLv0Dq/FvL290aRJEyQkJCA6OhoSiUTtJpOEkNdc//7AVQ1Tr0vnXw8IAE6dUl/X2prb9MzQRCKgTh2unJtb9iKuGsSmjjlGj31WXG5Yzb0hVcXU1BTe3t5ISkqq0ObGulD80Pvq1SutdePi4tCzZ09+elmzZs2wcePGcqfVLyoqwrhx45Cfnw+hUAiZTIZVq1Zh+PDhOk+R08TLywtLlizBkiVLkJqairNnz+Lvv//Gzp07kZmZiX///RdDhgzBlStXYGFhgbp16/LXJiYmwsfHp1z3W7hwIR+Evffee5g5cyZ8fX1VphKGhYWV+7nI+5abmwtfX1+NWwuUdT3AbSugbepleno6suRfVGmRlpYGgHtv1qtXr1z9Kb1HmyaKgdeNGzc0BmLZ2dn83n2aPrMS41Wh7zPj4+MhFov5h667lcs3SgS075kAKL9B8xUWg8g3wGvVqhUaNtT8h7p///58WXEDvKSkJIiKF8oHBgZqXPslEAj4NnJycvDw4UOt/SWEEJ2ZmwNvv82VFb6pNgYSCbDmfGesOd/Z2LpOajB5oJSdna3TiFVF2we0B2IvXrxAnz59+CDso48+wo0bNyq0t9myZctw6dIlCAQCHD58GPXr14dMJsP48eOVPtfoqqCgAGlpaUhLS1NKbOLo6IhBgwZh/fr1SE5Oxrhx4wBwAaV8bVjLli35+rdv39Z6nx9++AEjR47EF198AYAbEVq/fj0AoHPnzoiKikL//v3VrueSBzDlobgXXVlrzJ48eYKoqChERUXxSSveeecd/vyFCxe0Xq/rhsjy94izs3O51oeVh+KssIMHD2qsd+zYMX5Es2vXrgbpC6k+FXp3WVhYwNLSkn/oOsw9fPhwhIeHIzw8XGsmQqlUyv/PYm9vzy+aZIzxizPLCuQUgzTF3ct13UBPWxuEkOqXkcEN/NSpw5UN5vBhbmRJ3UNx52IAOHpUc13FmQSFhUBx5jWVhBGVZW3NtV9YqJygQk8KC4GZx/ph5rF+0HuSO6kUyM7mHkaXCpNUhvzDrlQq5bPJ6VODBg34L14VvxQubePGjfymxTNmzMAvv/xSoeQI165d4zdu/uyzz9CvXz8+mLl79y6+/fbbCrXp6OgIR0dHbNq0SW0dKysrpRlH8ufaoUMH1C7OaLR+/XoUFBSovT4/Px9Lly7F7t27+WA0LS0NOTk5ALhAQNNUwMePHyMuLq7cz6t37958ecWKFVrrhoSEICAgAB9//DH/2bN169Z8opJffvlF66wt+WbYZZG/bvLEGobg7+/Pj/7973//U5o+qmjv3r18eciQIQbrD6kehgnzNejatStCQkIQEhKidY7u5s2bkZiYCADo27cv/8szPT2df6MqDkWroziUrBh8KWZOqmgbhJDqJ5EAmZncQ+8jMyIR8Pw592CMm96n6aHIykq3uiYmQGAg99B3ICYQcOurGOOeh2K0xBg3PTIvTzkzX2Ehd6z0hzN5XYU1EibSQnzofR0ftryhvLxNTV1IJNyx0t/+i0TcccVgSyJBftIrHI+qg+NRdZCfWf4RA2K8FD/cV3T5gzbW1tZo164dAM2jIkVFRdi6dSsA7ovYH374oUIZkwsKCjBu3DgUFRWhUaNGfNA1dOhQDBo0CACwfPlynUdn5Ly8vPjy5s2b+eBIkUwmQ2RkJP9veRZBS0tLfPTRRwC4dWuffvqpynYBjDF89dVXfLv9+vUDwH0Wkqe7P3fuHKRqviR5/vw5goKC+H/nlWMadocOHfipmnv37sXGjRvVjoquWbMGp4qnfgcHB/PBu5mZGf/c8vLyMGrUKJVRT8YYli1bhpiYGJ36JP/ZVGY9X1ksLCwwbdo0ANzrt2jRIpXnfeTIEfzxxx98Xzp06GCw/pDqoedPAJXDGMOOHTvw6aefAuCmB3799df8ecVgqKw5u4rnFX8h6KMNTRhjlfomz8LCokKLaAl5E5mbqy/rBWMlmUAMkUrc0pIbaTOk+fOBn34CZs0CfvyRO1ZUBNjacuWMDEA+tWjpUuCbb4CpUwHFNR729tw1z58Dxd8MW25Zh5135gGtWwOWCovyXV25JCH37wPFCQKweTMwbRowfDiguAi/WTMgORm4dg2QTyvauRPSCV8giXEfoKRS/Y+KkJpLMaV8SkoKn2RCzt/fn/8QHh4ejpCQkHLfo3fv3rh8+TLOnTun9nxCQgI/GtaiRQud1/rUrVtXKW36okWL+Ol/W7duhU3xlzACgQBhYWGIjY1FdnY2xo8fj0uXLsFcx19gdnZ28PX1xb///ovbt2+jU6dOGD9+PBo3bgyAW/v1xx9/8MnUAgMDlUZ0Fi5ciH379iEhIQFbtmzBlStXMHjwYHh7eyM1NRW7d+/mn3NAQAA/smZiYoIePXrg8OHDOHfuHHr16oUPP/wQTk5OSE5OxoULF7Br1y4UFhbCxsYGeXl5uHz5Mr777jv07t27zPVwAoEAW7duRceOHSEWizF16lT89ddf6NevH5o0aYKXL19i7969/Pr+du3a4csvv1RqY+7cufi///s/PHjwADExMWjTpg1GjhyJNm3aIDk5GUePHsWJEydgamqKFi1aaJ2eKZPJ+CmOFZmSWh5ffvklv13SsmXLcOfOHQwfPhzm5uY4deoUNm/eDID7fLh69Wq1Xwzo4/8NoqqgoEDjyLEudJ1iXWMCsUePHmHWrFnYt28ff2zjxo1KC0oVg5yypgpo2vxOH21okpycDDs7uzLrabJo0SIsNvD+P4S8LhRz51AeHUKMm+LGxL///jt8fX31vn9nnz59sGzZMty+fRvZ2dn8VD05xSmLf//9N/7++2+d2vXz8+MDmLNnz+LH4i8+Jk+ejJ49eyrVdXV1xYoVK/Dxxx/j5s2bWLZsGRbJN2DXQXh4OHr37o3ExETcvXtXJSCRe/fdd/kNpOVq1aqFEydOICgoCLdv38bVq1fVjsq9++672LZtm9LaqE2bNqF9+/Z48eIFTp48qRKkmpubY/ny5XBzc8Po0aMBAAsWLMDly5f5fV+18fHxQXR0NIYOHYrU1FScOHECJ06cUKnXqVMn7N+/nw9u5WxsbHD8+HH069cPd+/exbNnz/ifg5yFhQV+++03xMTEaA3E7t69i+zsbJiamup103J17O3tcejQIfTv3x+PHz/GgQMHlParA7hskjt27NC6Zx3Rv2XLluGbb74x+H2qPRBLT0/H999/j3Xr1vHTDi0tLbFq1SpMmTJFqa7iZoVlbYCnafM7fbShSYMGDXD37t0y62lCo2GEEL35/ntuY2fFKNXUVP0Gx/PmcZscl54mKf8dqPj779NPgZwc1Y2Ii7cmUar70UfcJselp6I/eKC6wfHo0UCnfgAlBXsjKQYsW7ZswYABAzBgwAC93qNr165wdHREamoqYmJiMHjwYKXz2taO6SIvLw/BwcGQyWRo0KCBSiAgN3nyZOzcuRNnzpzB999/jyFDhuBtefKeMjRr1gzx8fH4/fff8ccff+DZs2d4/vw5rKys4O7ujubNm+Ojjz5Cz5491QayHh4euHr1KiIiIrB7927cuHED2dnZ8PT0xFtvvYXRo0fjgw8+ULnW1dUVd+/exU8//YSoqCgkJCRAIpHA09MTAQEBCA0NhaenJxhjePToEdauXQuhUKg0nbIs7777Lh4+fIiNGzfif//7H+7du4e8vDw0atQIzZs3R0hICAYPHqwxQHd3d8f169exdetW7N69G7dv30ZOTg6cnJzQq1cvzJo1Cz4+PmVOT5QH4O+99x5s5TMIDMjLyws3btzAunXrsGfPHjx69AiFhYVwc3ND//79MWPGDKUvKkjVmDt3Lj7//PMKX+/l5cWPsGulj03LKrox3J9//smcnJyUNrt799132b1799TWz8nJ4euNHDlSa9t37tzh644YMYI/fvDgQf74L7/8orWNDRs28HU3btyosR5t6ExI1cvOLtkTWc2+7pUiSkplwR7hLNgjnImS9LxbNGOM5eUx1rQp98jL03/7BpSbXsAcrHOZg3Uuy02nDZ2JcVm0aBEDwIYMGVLdXSE1VJs2bRgAdujQoeruCjFiusYGVZqsQ+7Vq1cYNmwY3n//fX5RrpeXF/bv34/Tp0/jrbfeUnudra0tPxwtz+ajSYZCGjXF7IeKKWwr2gYhpPopzhbWYeZwzcIY8PAh9zDEGjQDSxPZIE1kgP3JjPqHSozBJ598AnNzcxw6dKjM/cTIm+fWrVu4du0amjZtioCAgOruDnkDVHkglpOTg379+vHpOGvXro0NGzbg5s2bGDRoUJlzwuX7i928eVPrbuc35amhobwBXukN9LTR1AYhpGYQCLhHpTP2FRVxx6rqw7+lJfDPP9xDcXqeEbCyAm5/Eobbn4ShAlm9tVMMSo0wQCU1n7OzM8aMGQOJRKKUXZAQAIiIiAAATJ8+3WD7hxGiqErfZYwxDBkyBJcvXwYAdOnSBXFxcfjkk0807ktRmnyx4osXL/iNCtVR3BxPcQM8FxcXPhiLiorSuG+DRCJBVFQUf01Ze44RQqqWkxMXd8lkgFNHTy4boOIazYgI7tjIkcoXentzxxUXqe/ezR0bOJD7tzwFvJmZcnCnKWATi7nj8kyLABfoaaqbnw906gT4+qqun6rhhEKgpVMqWjqlqiwTqzTF9RhVsDaDvJm+/fZb2NnZYcWKFTol4iJvhhcvXuCXX36Bl5cXnw6fEEOr0kDs5MmTfBacLl264Pjx43BzcytXG/I9OADgr7/+UlsnMzOTX4zp5eWlNNVRKBRiYPGHraysLLVZeQAgJiYGWVlZAIDBgwfTNyOEvIkkEkAx1fWhQ1yA0KuXcr3u3bnjx46VHIuJ4Y516aJcNyCAO66QIZZwbBysEBz8BMHBT2DjoO/hNkI4DRo0wKpVq/D8+XNs2LChurtDaojvvvsOIpEImzdvpuRppMpUaXTxyy+/8OVff/2V3yCwPIYMGcKPTq1duxbXr19XOi+VShEaGor84ulIX3zxhUobM2bM4AOrzz//XGktGMCtHZs5cyYALnCbMWNGuftJCKlCT55w2QAVM3SFhHDHijfD5N25wx1v27bk2IgR3LH//Y/7N2Mlu0Trff6dcZNIgC1X2mLLlbb630ibkCoyfvx49OrVC0uXLuW/dCVvrkePHmHTpk346KOPDLqJMyGlVWn6+tOnTwPg5mgnJiYiMTFRp+vku7sDXIr3tWvXYvDgwcjPz0f37t3x6aefol27dkhPT0dERAT+/fdfAEDnzp0RHBys0p6Xlxc+++wzrFq1Cnfv3kX79u3x6aefwtPTEw8fPkRYWBiePHkCgAvUNCUPIYRUn/RkMVo0LgQA3HloijoullwAJV/7JRSWrL9SXA+m+E2n/LhAoFRXamEBuLtz/+5aslErgoK4gK30CPnp09wURsW2e/ZUX/foUdW6RqSwEPjoEDer4MPCQpjpM2dHYSHw7Flx2ZmCYGIwAoFA533CyOuvcePGGpeqEGJIVRaIyWQypKamAuD26ihPNhpWatH2oEGDsG7dOsycORM5OTlYunSpyjXt2rXDgQMHNK49W758OV6+fIkdO3bg0aNH/AiYopCQEPzwww8695MQUnUKxBKkFnAbqJ85G4s6Tvrb/FWSUwD8l1Z8owIAxeuVTE1V99oC1AcMJiaAjZooxciDCxMTYNBb94rLjfXadv6LTJw835AvW9kZ92tFCCGEaFNlUxNfvXoFqeK30pU0bdo0XL58GRMmTICHhwfMzc1Rt25ddO3aFevXr8e5c+fg5OSk8XpTU1Ns374dBw4cQFBQEOrXrw8zMzO4uLhgwIABOHToEMLDw2FiZAvpCXlTmNuY82VTc/0FYQBKpiZKJJS9rxRLS2D/yD+wf+Qfek/4KIUQiSJPJIo8Ia36pL6EEEJIldLLiJh8N3VtHB0dy6xTXq1bt8avv/5aqTYGDhzIJ+8ghBgPM6uSX1/vdmmP2rX196VJ4ctMnHl6EQAoUY8GIokZWB5gaVKS+LGoiBtAFAqVB/5EIi6etbQso65lyUXMgkbDCCGEvN6qdI0YIYTojUQC+a8wk7VrYWKuv/n9JmIphIyLGMra2/BN5R0WisSl5rh4EejQgTu2ezcwZgyXVFJx+U2HDlyOlNhYwN+fO3boEDBkCNC1K1C8rFeJiLKKE0IIec3RV72EEKMkKyrZ30smo+mDr4M8UXX3gBBCCKk6NCJGCDFK4gwxAC4Zhnj0ZNi/VUd/jWfkASvWcmUzM/21+xq5ExoGNms2LGuXrNUbMQIYPFg1UeSlSyVTE+XUJaC0kIkB1FYpE0IIIa8jCsQIIUaseCTM1AQwN9detTwUpznS1ES1rM0k3OskBfcA9wfFVB63FirUlf+lKaOuaVEBf42poGTEkxBCCHkdUSBGCDFKTp42iF30TXH5K/02LhAAdvYlZaLejz/qt71sEwALuLKlce6zRgghhOiKAjFCCCnN2hr47LPicrX25I1iYSlAj5Y3ubJds2ruDSGEEGJYFIgRQgjRnZkZMG+eQZou+C8fscu4dWEFBWLUMshdCCGEkJqBAjFCiFHKelmAD1ZMAwDcG1+Auh6071SVEAj0ux5PgVAgRh2rLK5cBAD0MyWEEPL6okCMEGKUCkRFSBU7FJfT9Nu4WAxs3s6VZ44FzCkgqArCnEzUFUqKy2YA7Kq3Q4QQQogBUSBGCDFKppYlaeWZiRkKC7VULidJgQz4L5n7h4yy91WVIpkJEvI8isvPq7k3hBBCiGFRIEYIMUoCi5LpcT9vsYaljR4bL6S9w6qFlaX6MiGEEPIaokCMEEJIjSDOV18mhGiWlJSExMREAICHhwdcXV2ruUeEEF1RIEYIMUpMxvjy9KkSOLjqcRQrTwIsWwoAMDObrb92iVaKs0BpRigh2h09ehQLFy7E5cuXlY63a9cOS5YsQWBgYDX1jBCiK2F1d4AQQipClC7iy5IcEczNod8HJDCHhPZzrkIW0ny1ZUIqIyQkBAKBAJ6entXdFb1ZuXIlAgMDVYIwALhy5Qr69++Pn376qRp6RggpDwrECCGE1AimQpnaMiGkRExMDGbP5kbqHRwcsHPnTqSnpyM9PR07duxAvXr1AACzZ8/GiRMnqrOrhJAy0NREPUpJSYG3t7fac6GhoQgNDa3iHhHy+nLysEGw38nicif938DBQf9tEu1srNWXCSEAAMYY5s6dC8YYTE1NER0djTZt2vDnR48eDS8vL3Tq1AlFRUWYN28ezp8/DwEN7ROid2FhYQgLC1N7LiUlRac2KBDTI2dnZ9y5c6e6u0EIqSwbGyA1tbp78caxqGODni1vFpebVXNvCKl5bt68iYsXLwIABg8erBSEybVt2xaDBw/Gnj17cPHiRcTFxcHHx6equ0rIa0/bIIubmxuSkpLKbIOmJhJCCKkRCgqAmLi3ERP3NgoKqrs3bwZPT08IBAKsX78eAHDs2DEEBATAyckJlpaWaNasGebPnw+RqGRN5uHDh9G3b184OjrCysoKPj4+mDZtGtLStG+sfvv2bUyePBnt2rWDs7MzLCws4OnpCV9fXyxfvrzM61NTUzF//nx069YNrq6usLKyQosWLRAUFIRDhw6BMaZU39/fHwKBANu2bQMAJCYmQiAQQCAQYPHixSrtM8Zw5MgRjBw5Eu7u7rCwsICLiwu6dOmCFStWaO1f6dcxOjoavr6+sLKywuDBg/l6ERERfB/8/f21Pl91Dh06xJcHDRqksZ7iucOHD5f7PoSQKsJIpbm6ujIAzNXVtbq7Qsgb47/7GayWeTarZZ7N/rufUd3dIXqQ9jSb1bLIZbUsclna0+zq7s4bwcPDgwFg69atY4sXL2YA1D66dOnCCgoK2KxZszTWadCgAcvIyFC5h0wmY9OnT9d4nfxRq1Ytdv36dbX93Lt3L7O2ttZ6/YABA5hUKuWv8fPz01h30aJFSu3n5OSwoKCgMvt38ODBMl/HjRs3MoFAwF83aNAgvl54eDh/3M/Pr7w/LjZ27Fj++levXmms9+rVK77eBx98UO77EEIqR9fYgKYmEkKMUoG4CDmF9sVl7d+kl5tYDAQEcOWjRwErK/22T9QyyU5HAzNRcdkaQK3q7dAbJDIyEufOncNbb72FkJAQNGnSBNeuXcOaNWsgFotx7tw5dOzYETdu3ICzszOmTJkCHx8f3L9/H6tWrUJ6ejqSk5OxfPlyLFu2TKntffv24eeffwYA1K5dGxMmTEDbtm1ha2uL5ORk7N27FzExMcjJycGwYcPw4MEDpTVNcXFxGDNmDEQiESwtLTFu3Dh07doVtWrVQkJCAjZt2oSEhAQcPHgQq1atwqxZswAAK1asQHp6OlauXInjx4/DycmJHx1r2rQp375UKsXAgQMRGxsLAOjYsSOGDh2KJk2a4MWLFzh16hT27NmDnJwcDBw4EIcOHdKYGj4mJgYHDhyAubk5xo4dixYtWqBz5856+zn9999/AABbW1vUrVtXY726devCxsYGeXl5iI+P19v9CSF6VkWB4WuNRsQIqXpJ8ZkMYAzgynqVm8v4xnNz9ds20Sj1xlP+ZU+98bRSbclkMlZUVGTUD5lMpqdXVjP5SA4A1qdPH5Zb6v1+7NgxpVGhVq1asZSUFKU6t27dYiYmJgwA69Gjh8o9Jk2axAAwc3NzdvXqVZXzMpmMjR8/nr/H06fKP/uFCxfy56Kjo1WuT0tLY05OTgwA69y5s8r54OBgBoB5eHiofQ3WrVvHt7927Vq1r/u///7LbG1tGQDWsGFDlddJ8XVs2bIli4+PV3uvyvLx8WEAmLu7e5l13d3dGQDm5ORkkL4QQjSjETFCyGvN3NZcbZkYMWsr9eUKkMlkOHPmTCU7VL26desGExOTKrmXhYUFtm7dChsbG6Xjffr0QcOGDfHs2TMAwNatW+Hk5KRUx8fHB127dsWZM2fw5MkTlbYfPXoEOzs79OzZU21yCYFAgPfffx/h4eEAgISEBDRs2JA/f/XqVQCAnZ0devXqpXJ9vXr1MHPmTFy+fFml/2WRyWT8flujR4/G9OnT1dbr2rUr1q5di4kTJ+LZs2c4ceIEBg4cqLbumjVr0Lx583L1Q1fyETF5inpt6tWrh6dPnyIvL88gfSGEVB4l6yCEEFIj5BeoLxPDa9u2rVLwo8jDwwMA4OLigo4dO2qtI5Op7v924sQJZGZmYu/evRrvn5OTo/Fc/fr1AQBZWVmIiopSW2fOnDnYs2cPP/VQV3FxcUhMTATABWLaDBkyhJ8yefLkSbV1GjVqhPfee69cfSiP7OxsAICVDtOlLSwsAABisdhg/SGEVA6NiBFCjBKTMbVlYrykUvXlihAKhejWrVvlGqlmQmHVfVfapEkTjefko3K61NEVYwxpaWm4ceMGjh8/joiICI11R40aha1btwIAAgMD0bFjR4SEhKBv375o1KhRpfbIunTpEl/WtO5LnRcvXqg9Ls+eaCiOjo5ITk5GZmZmmXXldXQJ2ggh1YMCMUKIURKliwBYl5TdaANgY2delK+2XBECgaDKpvW9DnR5rSrzeorFYvz555+Ijo5GXFwcEhIStI6CKerZsye2bNmCWbNmISsrCxcvXuT30nJ2dkbPnj0xdOhQBAYGwtq6fL8HykqZr0lWVpba4/LRO0NxcXFBcnIy0tPTy6wrr2Nra2vQPhFCKo4CMUIIITWCmYlMbZkYt7Nnz2LEiBF4/vw5f8zGxgbt2rVD8+bN0apVK9jb22Pq1Kka25g0aRIGDRqEyMhIHDx4EKdPn4ZEIkFKSgp27dqFXbt2wd3dHZs3b0bfvn117ltRURFf3rBhAxo1aqTTdZoyFpqbG3a9qjzQS09PB2NM4+gbYwwZGRkAoHHKKSGk+lEgRggxSg5u1vig0+nicnv936Cc36wTPbCxVl8mRuvly5cICAhAdnY2ateujdmzZ2PYsGFo3ry50gibpjVXihwdHTFjxgzMmDEDIpEIFy9exMmTJ7Fjxw4kJCTg6dOnGDp0KK5fv45mzZrp1D/FgMrNzQ39+vUr93OsSi4uLgCAwsJCxMfHo0WLFmrrxcfHQyKRAAC8vb2rrH+EkPKhZB2EEKMkNBHAylIGK0sZhCZ6XpNhYwPk5XGPcmZhIxVnbm+D93xu4j2fmzC3p9f9dbB9+3Y+wcSuXbvw9ddfw8vLS2Wao6YpgjKZDGlpaUhLS1PK/mdtbQ1/f38sXrwY9+/fx8aNGwEAIpEIf/75p879a9WqFV++c+eO1rrZ2dmIiopCVFQUkpKSdL6HPrVvX/Kl08GDBzXWUzzXtWtXg/aJEFJxFIgRQgipEQoLgRO338aJ22+jsLC6e0P0ISEhgS9rS55y+PBhtccZY2jYsCEcHR0xbtw4tXWEQqFSxsOUlBSd+9e+fXvY29sDANavXw+RSKSx7qpVqxAQEICAgADk51duDWNFDRgwgJ+O+Ndff4Ex1URFjDE+Q6VAINCYZp8QUv0oECOEGKWcV4U4cKENDlxog5xX9Kn9dSCQFsHKLB9WZvkQSIvKvoDUePK09gDwzz//qJyXyWRYvXq1UtZExZEvExMTeHl5AQCioqI0jlpFRkby5U6dOqmtk5eXpxK4WFhYYMqUKQCA58+fY+rUqWrTvf/zzz/8fmPdu3fXmkHSkBo0aICRI0cCAC5cuIDNmzer1Nm0aRPOnz8PgEvJL5/OSAipeWiNGCHEKIlzCpGZ78iVXz4DXC2B4n1zwBig5ZttmJgAlpYl/y694Wl+PiD/9v2vv5TrEoMxzU5HY6uc4nItALWqt0Ok0nr06MGXR40ahalTp6JNmzaQSqV4+PAhIiMjcffuXdjY2PAB2LfffousrCwEBgbC3t4egYGBuHbtGkQiEfz8/DBp0iS0bt0aVlZWePHiBY4dO4b9+/cD4BJT9OnTR6kPpqbcR520tDRs2rQJnTp1gr29PZ+YY8GCBThw4ADu3buHbdu24fz58xg1ahS8vb0hEolw6tQp7Ny5E4WFhahTpw42bdpU4dcjIiIC48ePBwD4+fnptDautKVLl+LYsWNIT0/Hxx9/jHPnziEgIAAymQyHDx/Gzp07AXAbOn/33XcV7ishpAowUmmurq4MAHN1da3urhDyxnh+NYlxERdjz1GfseDgkpO5uYw/qe4xfLhyY9rq5uZW6fN6k6XeeMq/7Kk3nlZ3d94IHh4eDAALVvz/pxQ/Pz8GgPn5+WmsExwczAAwDw8PlXMLFixgADQ+2rRpwxISEthbb72ldPzatWuMMcby8vJYr169tLYBgDVo0IDFxcWp3H/Tpk0qdRctWqRUJykpibVr105r+25ubuz06dMVfh0ZYyw8PJxvT9vrWZYzZ84wR0dHjX11cnJiZ8+erXD7hJDK0TU2oKmJhBCDYKwk34Wi/HzuWHFCLwCATKa+bkEBd0xxvZC83SKTkjTRFgKamvhasLZSXyZGbcmSJYiJiUH//v3RqFEjmJubo379+ggKCsLOnTtx6dIlNG7cGPv374evry+sra3h4+ODWrW4EVFra2tER0fj2LFjGDRoEHx8fGBvbw9ra2u0aNEC/fr1Q3h4OB49eqQ2Q+DEiRMxf/58uLm5wczMDC4uLnByclKq06BBA1y4cAG///47+vfvj/r168PMzAzu7u7o1asXVq5ciQcPHtSYTcLfffdd3Lp1C/PmzYO3tzdsbGxga2uLli1bYv78+bh9+za6dOlS3d0khJRBwJialZ6kXNzc3JCUlARXV1elfVIIeZPl5QG2toCDA5CaWnJ89GggMhJYvRr47DPu2JMnQKNGXMZ4xWBs8mRg61bgu++A+fO5Y6mpQKnPUEi9/hQOLZz1NzVRkbU1oGGvHqJfz+PS0NDHAQDw7HYa3Fo6VHOPCCGEkPLTNTagNWKEEINKS6uCLPA21iVBGMAFTuW5IaWorxGkUvVlQggh5HVEgRghxCCsrIDbt7mBKSuFWWa//gps3gyYl8wshLs7kJur2sb69cCaNYCZWckxBweubtqtZ/Ds0pA7mKdl9IsYDXNpAV82LSrgByoV4+SCAqCoiHtPyN9DMhkgT3RXVl35YCkNdBJCCKlutEaMEGIQQiHQsiXQoQNXlrO05D4sKwZXQiF3rPTAlIUFd0wxaJMPdtlY0azq142ZsGQY7PlzAWxtAVdX5TpTpnBTXteuLTn233/cseLtoHiff84dX7q05FhWFndM28xVQgghpCrQiBghxChZN6yHER1OFpc7VG9niH5YKazbs7TQXK+C8vKAFSv03iwhhBBSIRSIEUIMorCQm4IIAOPHl4x2KU4jU0fTlLPSxPlCmFkKYCJkEJjQ4P7rwMqxFga2vwgA8G7XSu101U2bgLAw5RFVFxf1U1tXreICL8W6y5bpudOEEEJIBVEgRggxiMxM4NNPuXJycsn0sLt3AR8fzdfNmgX8+CNXfvqUy6aonhXeatAUnZs90FOPSXUTCoE6NtycQVNTwEpNDhULC+W8LPLr1OVbKV3X2rpkKwRT+utHCCGkmtHXyIQQgzAxKSkLDfWbJi+PWyCUk2OgG5AqJZNxkVJhIVfWM4GAGx0zM6NEHYQQQqoffSeoRykpKWo3kwSA0NBQhIaGVnGPCKk+itt0ffFFSdnLS/00MjnFaWSasikCgPjhU8wceB4oKGOuIzEahclpuH7HiS9b1aFtBQghhNRMYWFhCAsLU3suJSVFpzYoENMjZ2dn3Llzp7q7QUiNo5j1UNM0MnW01RXWNoGJoHjUhOaZvRYkRQLcyHqnuPxU7+0XFpZsDP7998rvS0IIIaQ8tA2yyDd0LgtNTSSEGCfFxT+lFw0R42Rjrb6sJxIJ8NNP3EMi0XvzhBBCSLnQ18iEEINQ3KdJJNJ9FIwQQzEz45LByMuEEEJIdaJAjBBiEIypLxNSXczNSzJyEkIIIdWNAjFCiEHY2wMRESVlvcvLK1V2MMBNSJXKL1BfJoQQQl5DFIgRQgzC3BwIDq7uXhCjIpWqL+sJY0BREVc2NaUU9oQQQqoXBWKEEONUty5Qv35JmRg/K0v1ZT0RiQBbW66cm0vrFgkhhFQvCsQIIQYhEgETJ3LlX38FrPWdBM/UtGSzMkpf/1qwdKiF/m2uFJfV78lICCGEvC7o0wshxCBycxj++IOb+7X2x0JY6/u3DeUff+2YmAAOtXP4sr5ZWwMZGSVlQgghpDpRIEYIMQihVAKA2zFXuHY1YCPW7w3EUuBFS66clwfYWem3fVL1ZDKgqAgSqRCZ6TLky1SrWFqWBGkSCbdJsyYWFiWDpaXrMkZrxAghhFQvCsQIIQZhpRAXWZkV6f8GhYVAfj5XpqyJr4XC5DTcjrPD7exWiGysfo1YcDDg6cmVL14Ejh7V3N6oUUDz5lz5+nXgwIGSc+npQJ06euk2IYQQUiEUiBFCDO+zzwB7Pe+g+/wlsO84V7bUf2IHUvUkRQJcyexQJffSNpJGCCGEVAUKxAghhmdmxuWz16fatUvKVjQt8XVg52KNA74DAABdI8JhUk91lLMyUxOfPAF8fEr+TcjrICkpCYmJiQAADw8PuLq6VnOPCCG6ElZ3BwghryeRSH2ZEE2EQqC2WS5qm+Wijj03dbD0w8qKi+nNzbn08+rqyB/W1sp169UruRcl2iTG7ujRo+jQoQPc3Nzg6+sLX19fuLm5oX379jhy5IhB7jl79mwIBAJEREQYpH1C3jQUiBFCDIIx9WVCqouFhfoyeb2FhIRAIBDAU7648DWwcuVKBAYG4vLlyyrnrly5gv79++Onn37S6z2lUikiIyP12iYhbzoKxAghBmFvD6zuG4XVfaNgb2+AG+TlqS8T41VQoL5MCOHFxMRg9uzZAAAHBwfs3LkT6enpSE9Px44dO1CveOh39uzZOHHihN7uu2TJEiQnJ+utPUIIrREjhBiImRnDp53Pc/8w8YNUKtVr+1KZmtzmxLgVFakv64mFBTB8eEmZEGPDGMPcuXPBGIOpqSmio6PRpk0b/vzo0aPh5eWFTp06oaioCPPmzcP58+chqOBeDa9evcKVK1ewZcsW7NmzR19PgxBSjAIxQohByGQynJH/4+xZve/QKylgJZkX6tbVa9ukmlhYlGTANECkVFAA7N3LlTdvpk2difG5efMmLl68CAAYPHiwUhAm17ZtWwwePBh79uzBxYsXERcXBx/578pycHZ2xsuXLyvdZ0KIZjQ1kRBiEGIx8NPBIPx0MAgFBQb4VSMUAg4O3IMyL7we7OyATp24h52dQW4hk3EPwvH09IRAIMD69esBAMeOHUNAQACcnJxgaWmJZs2aYf78+RApZNw5fPgw+vbtC0dHR1hZWcHHxwfTpk1DWlqa1nvdvn0bkydPRrt27eDs7AwLCwt4enrC19cXy5cvL/P61NRUzJ8/H926dYOrqyusrKzQokULBAUF4dChQ2ClFqP6+/tDIBBg27ZtAIDExEQIBAIIBAIsXrxYpX3GGI4cOYKRI0fC3d0dFhYWcHFxQZcuXbBixQqt/Sv9OkZHR8PX1xdWVlYYPHgwXy8iIoLvg7+/v9bnq86hQ4f48qBBgzTWUzx3+PDhct8HAAVhhFQB+vRCCDGInBzg8NX2AIBfWuTCxUO/KeYLC4EzZ7jpNkJhxabdkDeLmRnQv39JmSj75ptvVAKUhw8fYunSpYiNjcXJkycxf/58lSQQcXFxiIuLw759+xAXFwf7UotCGWP47LPP8PPPP6vcMzExEYmJiTh79iy+//57nDlzBq1bt1apt2/fPowZM0YpIASA+Ph4xMfH4/DhwxgwYAD2798PobD8X/zk5uZi1KhRSoEOALx48QIvXrzA+fPn8d133yEyMhJBQUFa2/rll18wdepUlcBQH+Lj4/lyYGCgxnqK565evVqhe4nFYqV/nz59Gn379q1QW4QQ9SgQI4QYhOJnITMzE5joeWqiSX4ehH8cAAAIZg4CLGz02j6pBoyVbPBlgA+xEgkgHxygfcSURUZG4ty5c3jrrbcQEhKCJk2a4Nq1a1izZg3EYjHOnTuHjh074saNG3B2dsaUKVPg4+OD+/fvY9WqVUhPT0dycjKWL1+OZcuWKbW9b98+PgirXbs2JkyYgLZt28LW1hbJycnYu3cvYmJikJOTg2HDhuHBgwdKa5ri4uL4IMzS0hLjxo1D165dUatWLSQkJGDTpk1ISEjAwYMHsWrVKsyaNQsAsGLFCqSnp2PlypU4fvw4nJyc+NGxpk2b8u1LpVIMHDgQsbGxAICOHTti6NChaNKkCV68eIFTp05hz549yMnJwcCBA3Ho0CGNQVBMTAwOHDgAc3NzjB07Fi1atEDnzp319nP677//AAC2traoq2VKdt26dWFjY4O8vDyl4K08LOXThIuZ63svSEIIwEilubq6MgDM1dW1urtCSI2RlSpi3KdprqxvBc9S2CIsYouwiBU8S9F7+6TqFT15wmL9/Vmsvz8revKkUm3JZIwVFCg/Xrxg/HvyxQvV8zXtIZPp6YXVwsPDgwFgAFifPn1Ybm6u0vljx47x5wGwVq1asZQU5f/fbt26xUxMTBgA1qNHD5V7TJo0iQFg5ubm7OrVqyrnZTIZGz9+PH+Pp0+fKp1fuHAhfy46Olrl+rS0NObk5MQAsM6dO6ucDw4OZgCYh4eH2tdg3bp1fPtr165lMjUv/L///stsbW0ZANawYUOV10nxdWzZsiWLj49Xe6/K8vHxYQCYu7t7mXXd3d0ZAObk5KSXe8fGxvLPMTw8XC9tEvK60jU2oBExQohxUhxh0/NoGzF+EgmwdKnysdzckvKPPwK2tlXbp/KaN4/bjLoqWFhYYOvWrbCxUR5Z7tOnDxo2bIhnz54BALZu3QonJyelOj4+PujatSvOnDmDJ0+eqLT96NEj2NnZoWfPnmqTSwgEArz//vsIDw8HACQkJKBhw4b8efnUOjs7O/Tq1Uvl+nr16mHmzJm4fPmySv/LIpPJ+KmWo0ePxvTp09XW69q1K9auXYuJEyfi2bNnOHHiBAYOHKi27po1a9C8efNy9UNX8hGxeoq7k2tQr149PH36FHm0vQchNRYl6yCEGCfFaTOlptAQI6X4IbqcH6h1oZikgxJ2KGvbtq1S8KPIw8MDAODi4oKOHTtqrSNT88KeOHECmZmZ2CtPWalGTk6OxnP169cHAGRlZSEqKkptnTlz5mDPnj381ENdxcXFITExEQAXiGkzZMgQfsrkyZMn1dZp1KgR3nvvvXL1oTyys7MBAFZWZa+5tSjOPFp6rRchpOagETFCiEEo/u0Xi4Ha1dcV8gYyM+NGlBS9eAGsXs2VP/sMKP58X2NVZUKRJk2aaDwnX9+pSx1dMcaQlpaGGzdu4Pjx44iIiNBYd9SoUdi6dSsALglFx44dERISgr59+6JRo0YV3iMLAC5dusSXtSW/KO3Fixdqj8uzJxqKo6MjkpOTkZmZWWZdeR1dgjZCSPWgQEyPUlJS4O3trfZcaGgoQkNDq7hHhFQfGn0g1UkgUJ3WV6uWcplyD5TQJZCqTMIdsViMP//8E9HR0YiLi0NCQoLWUTBFPXv2xJYtWzBr1ixkZWXh4sWL/F5azs7O6NmzJ4YOHYrAwEBYl3NzuLJS5muSlZWl9nh9A0f3Li4uSE5ORnp6epl15XVsa/ocXEKMVFhYGMLCwtSeS0lJ0akNCsT0yNnZGXfu3KnubhBSI9SuDYzrHltc1l/WMJ5iGmuRCKhDWRONXkGB+jIxamfPnsWIESPw/Plz/piNjQ3atWuH5s2bo1WrVrC3t8fUqVM1tjFp0iQMGjQIkZGROHjwIE6fPg2JRIKUlBTs2rULu3btgru7OzZv3lyuFOtFRUV8ecOGDWjUqJFO12nKWGjozILyQC89PR2MMY2jb4wxZGRkAIDGKaeEkMrRNsji5uaGpKSkMtugQIwQYhCWlsD4HqeKywYIxBTTmxsg1TmpBgofipXKemJuDsj3uaXRsKrx8uVLBAQEIDs7G7Vr18bs2bMxbNgwNG/eXGmETdOaK0WOjo6YMWMGZsyYAZFIhIsXL+LkyZPYsWMHEhIS8PTpUwwdOhTXr19Hs2bNdOqfYkDl5uaGfv36lfs5ViUXFxcAQGFhIeLj49GiRQu19eLj4yEp3qNB00wdQkj1o2QdhBDjZG8PDBrMPUptIEuMlIUFFyGZm3NlPSssBKKiuEdhod6bJ2ps376dTzCxa9cufP311/Dy8lKZ5qhpiqBMJkNaWhrS0tKUsv9ZW1vD398fixcvxv3797Fx40YAgEgkwp9//qlz/1q1asWXy5rRkp2djaioKERFRen0TbchtG/fni8fPHhQYz3Fc127djVonwghFUeBGCHEIPLzgY3RvbExujfy8w1wA3Nz4J13uAcNb7we7OyALl24h52dQW5RUECzHqtSQkICX+7WrZvGeoflO22XwhhDw4YN4ejoiHHjxqmtIxQKlTIe6ro2A+ACG/viL3LWr18PkeKU51JWrVqFgIAABAQEIN8gv9TKNmDAAH464l9//QWmZjYAY4zPUCkQCDSm2SeEVD8KxAghBpGdDfzfOV/83zlfFH8hTojOpFKp3h9CoRT9+8vQv78MpqY0nbUqyNPaA8A///yjcl4mk2H16tVKWRMVR75MTEzg5eUFAIiKitI4ahUZGcmXO3XqpLZOXl6eSuBiYWGBKVOmAACeP3+OqVOnqk33/s8///D7jXXv3l1rBklDatCgAUaOHAkAuHDhAjZv3qxSZ9OmTTh//jwALiW/fDojIaTmoTVihBCDEArVl/VGJAL2HOHKnwUC5uXLlkZqIMYAqRQAcPb8ecBUv3+isrNNcPgwNypTUCBFrVq0Ebih9ejRgy+PGjUKU6dORZs2bSCVSvHw4UNERkbi7t27sLGx4QOwb7/9FllZWQgMDIS9vT0CAwNx7do1iEQi+Pn5YdKkSWjdujWsrKzw4sULHDt2DPv37wfAJabo06ePUh9Mi99HaWlp2LRpEzp16gR7e3s+MceCBQtw4MAB3Lt3D9u2bcP58+cxatQoeHt7QyQS4dSpU9i5cycKCwtRp04dbNq0qcKvR0REBMaPHw8A8PPz02ltXGlLly7FsWPHkJ6ejo8//hjnzp1DQEAAZDIZDh8+jJ07dwLgNnT+7rvv1Lbh6enJ758WGxsLf3//Cj0fQkjlUCBGCDEIxa1rDLKNTW4uEHe7uNwdsKdAzOilpQHyUZMOHbjUm8SodezYEQsWLOCDq2XLlqnUadOmDfbs2YPAwEDEx8fjwoULGD16NK5du4Z33nkH8+bNw4ULF3D8+HGkpaXhhx9+UHuvBg0aICoqCg4ODip9+PXXXwEAn3zyCQBg0aJFWLx4MQAug+OJEycwcOBAXLlyBfHx8fw5RW5uboiMjNSYIKOqeHp64sCBAxg6dChSU1Oxbds2lY2snZycsH//fqURSUJIzUOBGCHEOBl8yI1UNaFAgG5nznD/iIgA3Nz02v5//0n5cnFCOVIFlixZgh49emDlypW4c+cOkpKSULduXbRv3x6jRo3CiBEjYGJigv3792PSpEm4du0aGjdujFrFG79ZW1sjOjoaf//9NzZs2ICEhAQ8f/4chYWFcHd3h6enJ0aMGIFRo0bBQk2Sl4kTJ+Lp06fYtm0bUlJS4ODgACcnJ6U6DRo0wIULFxAZGYndu3fjypUrePXqFVxcXNC8eXMEBARg6tSpsLS0rJLXrCzvvvsubt26hZ9//hn79+9HYmIiBAIBPDw8MHjwYMyYMQOOjo7V3U1CSBkETN1KT1Iu8r0CXF1dlfZJIeRNlp0mhp0jNxSWlSpGbQf9DosVZuRhad0fAQDz0mfDnPYRM37p6UC9elz51StAw15NFZWYKIWnJzcd8ckTKTw8aGoiIYQQ/dM1NqCvkQkhBqG43l3N2ndCVCluTqtho9rKUMyYbkIxGCGEkGpGgRghxCBkMvVlQqqL4qyyGjLDjBBCyBuM1ogRQgyidm1geOezxeU2+r+B4n4/IhFAUxONn+Iuy7TjMiGEkNccBWKEEIOwsAA+6nUCACAUttH752pJocLyVlrq+npQzKBhgGwa5uZAp06visv2em+fEEIIKQ8KxAghBiGRADvPcHs2nZGZQmim5xtI6wF9+3Fle3s9N06qhZlZyV4HZvp+w3DvyZs37fgyIYQQUp0oECOEGERBAXAj0R0A0KATYK7vz9UmJkDnzlzZXM9tk+pRpw7w5ZclZT1jDBCLTYvL0jJqE0IIIYZV7YFYUlISv7u7h4cHXF1dy3W9TCZDQkICkpKSYGtriyZNmqBOOf+A5+fn4+HDh0hNTYWDgwOaNm0KK4PsQEvImyMrG7j+pDEAYE+IGA2b6H+EQ84AgyfkNWRmBnTpklZc1n+gRwghhJSH3rImhoWFQSAQqN2NXp2jR4+iQ4cOcHNzg6+vL3x9feHm5ob27dvjyJEjZV4vk8mwevVqNGrUCM2bN0ePHj3QoUMHODo6IigoCPHx8WW2kZWVhWnTpsHZ2RmtWrVCz5498fbbb8PZ2RlTp05FVlaWTs+FEKJKMfu4mTm3PkevD6kY5tM+gvm0jyDIp/z4pGwSCXDunAPOnXOgqYmEEEKqnd4CsR07duhcd+XKlQgMDMTly5dVzl25cgX9+/fHTz/9pPF6qVSKYcOG4fPPP8fTp09Vzh0+fBht2rTB6dOnNbaRkpKCdu3aISwsDNnZ2UrncnJysHHjRrRt2xYpKSk6Py9CSAlrK/VlvcnJAbZs4R45OQa4AalyqanAN99wj9TU6u4NIYQQYlB6CcTCw8Nx/vx5nerGxMRg9uzZAAAHBwfs3LkT6enpSE9Px44dO1CvXj0AwOzZs3HixAm1bXz77bfYv38/AKBt27aIjY1Fbm4unj17hm+++QZCoRBisRhDhgxBqpo/5owxjBw5EgkJCQCAkSNH4vbt2xCJRLh16xZGjBgBAHj06BE++OADMMrIRkjNIxSqLxPjxQybCdPASRkJIYSQcqnwp5esrCycOXMGEyZMwJQpU3S6hjGGuXPngjEGU1NTREdH48MPP0SdOnVQp04djB49GtHR0TA15ZauzZs3TyUIevnyJT9a1qhRI5w8eRL+/v6wsbGBm5sbFi5ciDVr1gAA0tPT1Y6sHT16FCdPngQADB8+HJGRkWjZsiWsrKzg4+ODXbt2YdiwYQCA06dPIyoqqiIvESFvNk0fpEUiIC8PkCokSygq4o6JS00xFIs111VEazpfD9bW6st6QtuUEUIIqUkqFIh17NgR9vb26N69O8LDwyHR8avFmzf/n737Dm+q+v8A/k7SJF10D6CFMmS0LFmyZAgulgxRUZChov4oioD4FRyAIqA4QKgCooCIioqCDAEFBFQEBNlD9mihUArdbdLk/P64zW1Cb9KVNm3zfj1PHj6999xzT0oI+eSsQ9izZw8AoH///mjZsuAmr61atUL//v0BAHv27MHRo0dtzn/zzTfIyPsQNmHCBFSrVq1AHbGxsQgLCwMg9daZzWab85999pkcT506FSrrySwAVCoVpk2bJv/8+eefF+n5EVG+7JsZtnFG3qN5c8DXF9i2TUqqAOCnn6Rj99+fXy4jA2jXTjq+YUN+F8amTdKx++5zwbOiMmX9Xnzb+7IzaDTKMRERkSuUKBG7du1aiW62bt06Oe7Xr5/dctbn1q9fb7eOhx56SPF6tVqNvn37AgCuX7+OvXv3yudycnKwefNmAED9+vURExOjWEdMTAzq168PANi8eXORk00ikpjSs/Pjpi2l5MnXF8gbEoz77pMSMGt//JFfztcXOHxYOv7QQ8CKFbZlDxwou8ZTleTpqRwTERG5QokSsZMnTyIrK0t+nDhxosjXWfTq1ctuOetz+/fvV6yjWbNmqFWrlt06evfurVhHfHw8MjMz5fvc3htmoVKp5DrS0tJw+vRpu/ciooJ8Q71xR8BZ3FHtFHyR7rjwgAHAl18WreIHHgB++KH0DaSKh2MHiYjIjZRoHzG9Xu/wZ3uuXLkCAPD19UVQUJDdckFBQfDx8UFGRoZN8iaEwNWrVwFIe445Yp2kWddhaUNJ6oiOjnZYnojyeYd4o1OLw4DZDO9vTwH+CvO4LO8dHh7A448DAwfar1Cnyy/brx+QbpXclcF8InKBMl5NQ6sFWrdOzov9nV4/ERFRcZTrhs6WJMpREmYRHByMjIwMm8QpOTlZHiJYWB2W1RcB2+TL0obS1EFExaBWAz4+gE8hC2p4eEiPoihOWao8tNr83bm12vxFWby88lfGNBql3jKNxnZ8YRHK5uYC//0nzSu2TE8kIiJylXL9JGNJZqwTHHuCg4Nx8eJFeWEO6+uLUof1eWfXYY8QosCeZMWh1+uL3LtI5ExKn2ENBulzrIdHfseVvbJKn41zUnNw5FQINCozclJz4KXUI0ZkLTAQmDw5Pw4MlFbZPHcOqFNHOh4XB4wbBzzxhO28wTp1gKQk4MgRoEkT6djSpcCzz0o9qKtXQwggLU1K9ISwWomTiIjISk5ODnJyckp8fVG3virXzXcsSYpXEZaatiQkWVbLWVsnOYXVYZ3QOLsOexISEuDv71/ix8yZMwu9B1FZCAiQ1saw7vidO1c6dvvuFBERtmtuAMCiRdKxJ5/MP5YSn4Z9CU2xJ745UuK54TK5ntaYiQ7he9AhfA+0xkxXN4eIiCqomTNnluozfUJCQpHuU649YqGhoUhISMCtW7cKLWspY50shYaGFjhf2PVlUYc9NWvWxPHjxwstZw97w6gq8bGZtuX8pcjJDVhW6LV+/42NBUaNKrj+/PnzBcuOGCH1nOWVNRoEdiXelReXfPQCERFVbZMmTcL48eNLfH10dHSRkrFyTcRq1KiBhIQEJCcnF1rWUsbX19fm+tvPF3Z9WdRhj0qlgp+fX6HliCoay3cO1p9hx44FRo8uOBUrPr5g2WeflT7z2nw29s4v4B3MtcKpCLKyAMs+j+PGAf4KC2pYzyOz5uNTeFmuX09EREVQ2ulC9lZlv125Dk2sXr06ACnBcTR2UgiBmzdvArBdudDX1xc+ef/ZFpZEWa6/vQ5LG0pTB1FV4+MjPdRW7wg6nXTs9vchpbJarXTM3mfbMtibl6oisxlISJAeZrPTq88VGsWYqDL76quvoFKp8NVXX7m6KW7h999/h0qlgkqlwu+//+6ydkydOlVuh7UePXqgevXqNp9hnSU7OxtHjhzBtm3bcPjw4SJN2yHHyjURs/RGGQwGmyXlb3fy5El5dcTbN1y21HHo0CGYHfxHfejQITm2rsO6R+zgwYMO22uvDqKqIidHGukVGyvFRFWZ9Wucr3eqCq5du4axY8eiefPmeOKJJxTLnDt3Dv/73//w4IMPon79+vD29sadd96JoUOH4ocffijyogJUOcycOROJiYl45ZVXnFZnSkoKxowZg/DwcDRr1gzdu3dH8+bNER4ejtGjRyMlJcVp97JITk6GXq9HHctCTVVUuSZibdq0keO1a9faLWd9rmPHjop1XL16Ffv27St2HTVq1JCTsY0bN8oJ3+2MRiM2btwoX1PYnmNElVFuLvDJJ9LD6ct5Z+cox0QuojbnKsZUtY0YMQIqlapKfqB74YUXkJycjJkzZ0KtLviRbunSpWjcuDHee+89bNq0CWfPnkVWVhYOHjyIFStW4JFHHsH999+PM9arL1Gldtddd2HgwIFYvHgxtm/fXur6EhMT0bp1a8TFxRVYGTwtLQ2ffvopWrVqhcTExFLfy9r3338Pg8Hg1DoronJNxPr27St3oa5atUrxWxghBH788UcA0vjKhx56yOZ8v3795HjVqlWK97l16xa2bt0KQJos16hRI/mcWq2W60xJScGWLVsU69i6dauc4ffv31/xDY6ostNqgSlTpIfStJtSMZmUYyIX8VLnKMZEldHOnTvx3XffoU2bNujZs2eB81u3bsVTTz0lf5gdMmQIPvnkE3z77bd444035CkXv/32G7p3745rlsVxqNJ78803AQDjxo0rVY+nEAKDBw+WE/XBgwfjyJEjyMzMxOHDh/HYY48BAM6ePYtHH33Uab2rCQkJmDp1qlPqqvCEE5w7d04AEADElClTHJZ9/PHH5bILFiwocP7TTz+Vzw8dOrTA+ezsbBEVFSUACE9PT/Hvv//anM/NzRVPPPGEXMfixYsL1HHs2DGhVqsFABEdHS2Sk5Ntzt+4cUNER0cLAEKtVosTJ044fE4RERECgIiIiHBYjsidpFxIEu2q7xPtqu8TKReSXN0cqgySk4UApMdt78vOcP1imlz99YtpTq+fKqbhw4cLACIqKsrVTXGqfv36CQAiLi6uwDmz2Szuuusu+bPQ2rVrC5RJS0sTAwYMkMs899xz5dHsSm/btm3y72zbtm0ua8eUKVPkdihp2bKlACB27NhR4nusX79evsegQYOE2Wy2OW82m8XDDz8sl9mwYUOJ72UwGMTx48fFe++9J2rVqiXXWVn/3RY1Nyj3bp4ZM2YgKCgIAPD8889jxIgRWLlyJb755hsMHToU//d//wdA2kx5+vTpBa7X6/WYO3cuAGnSYJcuXfDaa6/hxx9/xOLFi9G1a1d8/fXXAID27dtj+PDhBeqIjo7GSy+9BAA4fvw42rRpgzlz5mD16tV4//330bp1a3kZ+vHjx9v0qBFR0Wj9vdG4USoaN0qF1t+78AuIlGRlSbuI23tYy852WFbr54UWLW6hRYtb0Ppxg3GqvE6fPo2ff/4ZWq1W7pWwdv78eezZswcAMGDAAPTp06dAGV9fX3zxxRcIDw8HAKxYsaJUG9hSxWL5/Gv5zFwSn1lWsUX+4iDWVCoVpk2bJv/8+eefl+g+c+bMgY+PD6Kjo/HKK6/g0qVLJWtwZeSMrK84PWJCCLFz504RGhoqX3P7IywsTPz1118O65g3b57w8PCwW0fr1q1FYmKi3euNRqMYOnSo3esBiBEjRojc3NxCnw97xKiyMpuFuHlTetz2RVepZd7KFMO7bhPDu24TmbcynVs5VU3JyUJ4e0sPS49Y1675vWS3P7y9ba/v1ct+WUDcuJErAgNzRGBgjrhxo/D3dndgGWEyb948IYQQGzduFA8++KAIDQ0Ver1e3HHHHWLy5MkiIyNDvmbdunXi/vvvFyEhIcLT01M0adJExMbGiuvXrzu81+HDh8UzzzwjWrVqJcLCwoROpxNRUVGiY8eOYtasWYVef+3aNTF58mRx9913i5o1awpPT0/RqFEj0bt3b7F27doC39Z37drV7v/vSp9VzGazWL9+vXjsscdErVq1hE6nE9WrVxft27cX7777rsP23f573LRpk+jYsaPw9PQU/fr1k8stWbJEbkPXrl0dPl9HXnzxRQFADBgwQPH8t99+K9/n66+/dljX4MGD5bKHDx8WQgixY8cOoVKp5M9C9syePVu+dvny5cV+HqmpqWLWrFmiW7duonbt2kKv14v69euLe++9VyxfvrzQz2DHjh0To0ePFg0aNBBeXl4iLCxMdOzYUbz66qvixo0bDq/9888/xeOPPy6aN28ugoODhaenp6hXr57o2rWriIuLE6mpqYrXFbVH7I8//hAjR44UdevWFZ6eniIkJES0bt1avP766+LixYuF/m527twphgwZIr8Ww8LCxP333y++/fZbYTabC+0Ru3btmtBoNEKtVhfpfrfLzs4W3t7eAoCoX79+gX9fFmazWdSvX18AENWqVRMGg6HY97J+Lrc/qnqPmEsSMSGEuHr1qpg8ebKIiYkRPj4+wtfXVzRp0kS89tpr4tq1a0Wq48CBA+Kpp54SUVFRQqfTiaCgINGxY0cxf/78Ir8Q1qxZI/r06SOqV68utFqtqFGjhujbt69Yt25dka4XgokYVV7p6fmfU9PTnVt32tUU8UDDv8QDDf8SaVdTnFs5VU05OUJMmSI9cnKkY05MxK5fz80fmnidiZgQtgnE1KlT7X4Y6tChg8jJyREvv/yy3TI1a9YUN2/eLHAPs9ksJw6OHtWqVRMHDhxQbOePP/4ofyi09+jbt68wmUzyNcVJxNLS0kSfPn0KbZ/SEL/bf4+ffvqpnMQAcHoiZjabRe3atQUA8cknnyiWmTt3rnyfP//802F948aNk8vu2bNHPv7SSy/Jxzdt2lTgupMnTwpPT08BQAwcONDuB3V7du3aJQIDAx3+ztu0aSMyM5W/yJs9e7bQaDR2rw0ICFAcKpeTkyMGDRpU6OsxIiJCXLp0qcD1hSViBoNBPPPMMw7r1mq14rPPPlN8Xrm5uWLMmDEOrx80aJB47bXXHCZiQgjRpk0bAUAsXLjQbhl7zpw5I9f/wgsvOCxr/e/72LFjxb6X0WgUWVlZNo/OnTszEaOiYSJGlVVZJmLXD1zI/9B74IJzK6eqSSkRy8yUXpz2HtayshyWTTl3TbQP/Uu0D/1LpJwr2hd+VZ0lgejQoYMAIBo1aiRmzpwpvvvuOzFp0iTh5eUlf8Bq0aKFACDCw8PFm2++Kb777jsxffp0ERQUJJd59dVXC9xj1apV8nk/Pz/x0ksviS+//FL8+OOPYv78+aJ79+7yeaVv3o8cOSInYZ6enuLZZ58VS5cuFatWrRLvvfee/G08ADF79mz5ut27d4tffvlF3HvvvQKQRtv88ssv4pdffhGnTp2Sy+Xm5op77rlHruOuu+4Ss2bNEt9//72YN2+ezYd2lUol1q9fb/f3OGDAAKFWq4VerxfPPPOMeP/998Uff/whl3NGInbixAm5jv379yuWOXjwoFiyZIlYsmSJuHXrlsP67r77brk+60Q6IyNDNGjQQAAQtWvXtukhMplM8nVhYWFF/gLd4sqVKyIsLEwA0lz8xx9/XCxevFj8+OOPYu7cueLOO++U2xQbG1vg+ri4OJsEecyYMeLLL78Un3/+uc06AYGBgeL8+fM2137wwQfy+bCwMDF58mSxYsUKsWrVKvHhhx/KyQsA0aNHjwL3LiwRGzZsmHy+cePG4u233xYrV64UCxYsECNHjrQZzaW0VsL//vc/+bxGoxFPPvmk+OSTT8Tnn38unn76aaHT6QQA4e/vX2giZknoHnnkkSL8rdj6448/5Prff/99h2Wte0Z/+umnYt9LieWLFCZiVCgmYlRZmc1CGAzSw9lDE5mIUbFZJ2Lp6dLPpXykJ+c/zu+6KL8mz++9IrKybG/vKN+7/Uv54pTNyLBf1mrEn03Z8mJJIACI+++/X6TfdvNNmzbZfBPfrFmzAsP+Dx8+LPdM3HPPPQXuYekd0Ol0iomD2WwWI0eOlO9x+zCqN998Uz63efPmAtcnJSXJH+rbt29f4Hxhi3XMmzdPrn/u3LmKPTt//vmn8PX1FQBErVq1CvyerH+PTZo0ESdPnlS8lzNY2uvt7S2MRmOp6tqwYYPc7nbt2hU4/+eff8q9e9YJkfXv7Oeffy72fb/44gv5+kWLFhU4n5WVJWJiYgQAUb16dZtzly9flnvioqKixNGjRwtcbz00c9SoUTbnLIl5cHCwuHCh4P9NRqNRLqPX60WO5UuhPI4SsbVr18rnXn75ZcW/n2PHjomaNWvKSeTly5flc0eOHJF/34GBgWLr1q0Frv/rr79ESEiIzb9Le1asWCEAiJCQEJve4qL44Ycf5Pq/+OILh2Wt/z7t9dIWl7skYh4gIrelUpXBsvUWPt7KMVFRzJ7tlGp8p021+qmWHNVpWx29egHr1+efDQsDMjOV6+naFfj99/yf69QBkpKUy7ZpA+zdm/9zTAxw4YJy2ZgY4OjR/J/btgWOHZPSxfKk1+uxePFi+Pj42By///77UatWLXny/OLFixEWFmZTpmnTpujYsSN27tyJ8+fPF6j77Nmz8Pf3R/fu3dGyZcsC51UqFR555BEsWbIEAHDmzBl5aXUA2L9/PwDA398f9957b4Hrg4ODMW7cOPzzzz8F2l8Ys9mM999/H4C0vPuLL76oWK5jx46YO3cunn76aVy6dAlbtmwpsL2OxZw5c9CwYcNitaM4du7cCQBo0aIFPDxK/jFu8+bNePTRR+WfLUueW+vYsSMmTJiA999/H3FxcXjsscdQq1YtvPrqqwCAp556Cn379i32vS1/pwDwyCOPFDjv6emJCRMmYMOGDQCAjIwM+e92wYIFyM7OBgC8//77iImJKXD9Y489hkWLFmHr1q343fofLqSFTPz9/TF06FDUrl27wLUeHh4YOHAgfvvtN+Tk5CAhIaHIe9DNznvf6ty5M959913FrY+io6OxfPly9OjRA2lpaVi1apX8uouLi5OXgH/nnXdwzz33FLi+Q4cOmDlzJkaNGlVoe1q1agUASEpKwn///YfGjRsX6XkAwJUrV+Q4ODjYYVnr8xm3L6JEDnFzLCIiIjfXqlUrm+THWlRUFACgRo0auOuuuxyWMZvNBc5t2bIFt27dkvcIVZKWlmb3XPXq1QFIe39u3LhRscyrr76KH374AcuWLbNbj5KjR4/iQl6WPGTIEIdlBwwYIK8ad/uHe4u6deuiR48exWpDccXHxwNAgYS4qBITE/Hss8/igQceQHp6OgBg0qRJ6NWrl2L5t956S/4A//TTT+Ppp59GRkYGoqKi8NFHH5WoDZa/UwD45ptvFPefeuqpp/DDDz/ghx9+sEmwLclZVFQUBgwYYPcer776Kv73v/9h4MCBNqtBnjp1Crdu3cKcOXPsXuvo9WjPrVu35CT58ccfd7j/bLdu3RAYGAjA9rX066+/ApD+rT399NN2rx82bBhq1KhRaJusXyOW101RWW/e7OXleJVZvV4vx1lZWcW6j7tjjxiRGzMYgNdek+J33gF0Ote2h9ycVgtMnuzUKtPHGuT44tGbiOksLdV9bFcS6t4ZYlPW0X62t3+mUuj4sVvWUQ/XbatBY+/e8u8NA4D69evbPafRaIpcpqiEEEhKSsLBgwfx22+/YenSpXbLPv7441i8eDEAoFevXrjrrrswYsQIPPDAA6hbt26BJbWLY69V16W9RETJ1atXFY/XqVOnVO0pzr1DQkIKKWkrMzMTH330EWbNmiUnYGq1GpMnT8Zbb71l9zovLy8sWbIEnTp1wqlTp3Dq1CkAwNKlS+Hn51ei5zBw4EBMnz4d2dnZGD16NObPn4+RI0eid+/eaNSokd0kJjc3FwcPHgQg9Qg6et3dd999uO+++4rUHiEErl69in379uHXX3+Ve2eLY//+/XJCOXr0aIwePbpI11n+PrOzs3H69GkAQMuWLaFz8B+yTqdDy5YtbXqtlAQEBECtVsNsNtt9zdoTGhoqx7du3XJY1vp8YUkb2WIiRuTGjEYgb1QOpk51ciKWY1COiexRqZz+bYCPVXW+vlaxpwmenreVLcaotuKU9S7GyNzilHWmoiRSxU22rGVlZeH777/H5s2bcfToUZw5c6bIvQ7du3fHZ599hpdffhkpKSnYs2ePvEdWeHg4unfvjoEDB6JXr17wLuYvMMne+NJCpKSkKB637ukpK5YP34UNF7O2bds2PPPMMzh79qx8rGnTpli8eDHatWtX6PXt27fHuHHj8MEHHwCQesa6detWvIZbiY6OxsqVK/H888/jypUrOHbsGCZOnIiJEyciMDAQXbp0wcCBA/HQQw8hICBAvu7mzZswmUwAoDissKhu3ryJlStXYsuWLThx4gTOnDlT6p6c0r6WkpOT5WOOvvSwqFevXqFl1Go1goKCkJSUVOxEzLrHzbptSqzP+1q/0VKhmIgRuTGtFnj5ZSkWouD+uNa8vPK/6TcYpCTOHk9PALm5+QesYyIX8VLlKMZUtv766y889thjuHz5snzMx8cHrVu3RsOGDdGsWTMEBAQ47EF45pln0K9fP3z99ddYu3YtduzYAaPRiMTERHzzzTf45ptvULt2bSxatAgPPPBAkduWa/Xe9Mknn6Bu3bpFui4oKEjxuKNeDGex9LgpDee7XVZWFsaNG4eFCxfKx2rVqoW33noLTz75ZJGTa7PZbDOv67fffkN6enqpPnQ/9NBDuOeee/Dtt99i7dq1+O2335CVlYWbN29izZo1WLNmDYKDgzFnzhwMHToUAGC0+o/HejhccaxZswZPPfWUTfIQEBCAFi1aoEGDBmjZsiVSU1MxderUYtVr/VqaMmUK2rdvX6TrLD1IxZ3vV9S/O8vrRWnYsCPWXyoUlojdvHlTju0NcSZlTMSI3JhOl78mwsSJ+b1jSo4cAZo0keIZM4Bp0+yX3bMHaBjihdahBwAAWr8I5zSYqDSshzs5mL9BznPt2jX07NkTqamp8PPzw8SJE/Hwww+jYcOGNh8k7c25shYaGoqxY8di7NixyMzMxJ49e/D777/jq6++wpkzZ3Dx4kUMHDgQBw4cQIMGDYrUPuuEKjIyEg8++GCxn2N5q169Os6cOYMbN244LGc0GvHoo49i3bp1AKQk8fXXX8fLL79c7OFj8+fPx7Zt2+SfL1y4gFdffRXz588v/hOwUq1aNYwaNQqjRo2CwWDAvn37sGPHDnz99dc4dOgQbty4gWHDhiEqKgqdO3eW51VZ2lBcR44cwaBBg5Cbm4saNWrg1VdfRZ8+fQoMcXU0VNYe69dScHBwsV9LAQEBUKlUEELgzJkzhZYvShmz2Sy/Tooyp8yadXnLcFB7Dh06JMdKi6eQffyfiIjKhC7IF01jbqFpzC3ogjhUgVxPGx6EJhEX0CTiArThyj0a5FzLly+XJ/1/8803eP311xEdHV3g23x7w7rMZjOSkpKQlJRksxqbt7c3unXrhqlTp+K///7Dp59+CkCaB/X9998XuX3NmjWT42PHjjksm5qaio0bN2Ljxo3FXvjAmSw9FYUlYs8//7ychDVs2BAHDhzAG2+8Uewk7OTJk/IqiaNHj8bzzz8PQFrhb/v27cVtPgCp7UlJSTbDU3U6HTp06ID//e9/OHDgANbnLWkqhMDy5csBSL1HliF5R44ccdgruGvXLgwePBiDBw+W514tXLhQ7rn67bff8OKLL6JevXoF5vWVZJhh06ZN5biw15LRaJRfS5a26XQ6OYn5999/YTDYH9JvPVfOkZSUFLknrLjDZmvUqCEnYxs3brTpjVR6LpZrLAv3UNEwESNyYyYTcOqU9HjrLSA93f4jOjr/usmTHZfNWzGXqEIxmVW4lhaAa2kBMJnLdkEFklh/a9+5c2e75dZb7yNgRQiBWrVqITQ0FMOGDVMso1arbVY8TExMLHL72rRpI89Bmj9/PjLt7V8A4MMPP0TPnj3Rs2dPefl0V4iMjATg+HmeOXMGX3zxBQBpvtEff/yBaOs38SLKzc3F8OHDkZWVhVq1amHWrFmYNWsWatasCUCaK+bod2ZPp06dEBoaaneemUqlQs+ePeV5cNbP1bIAx4kTJ/DLL7/YvceSJUuwcuVKrFmzRv6dWV6PQUFBdntuhBB2X4+OREZGyr/j5cuXIyEhwW7ZFStWyK8ly9YQQP5zu3LlirxAjZJvvvnG5jp7rH9vERHFG5miVqvlLRpSUlKwZcsWxXJbt26V57n179/f4WqRVBB/W0Ru7MYNoGFD6ZGWJi1AYO9h/d6q0zkuq9FAmkSWmSk9HE0oIyonZjNwPdUf11P9UczpElRC1t+O//HHHwXOm81mfPTRRzZDwax7vjQajfzhduPGjXZ7Gr7++ms5trf4REZGRoEeFL1ej+eeew4AcPnyZYwePVpx0YY//vhD3m+sS5cuRVpMoaxYEtpDhw7ZzEuytmjRIjmeN2+ezQp4xfHee+9h9+7dAKTepGrVqsHf3x9xcXEApMTm9ddfL3a9liRo//79doelbt68We71s/47jY2NlXuwxo4di//++6/Atbt375ZfU926dYNn3so8ltdjcnIyjh8/XuA6o9GIl19+2aZNxdkXy7IfWEZGBp566imbuVMWJ06ckHsYo6Ki0LVrV/ncc889Jycyr7/+OrZu3Vrg+n379uGVV14pUnss8/qCg4PRqFGjIj8Pi7Fjx8rtGT9+fIHnk5ycjHHjxgGQErexY8cW+x7ujnPEiKhs3LyZvx74zZtASMmWOSZyFm3GLbQPPpAX1wHAZZbLmvWGtI8//jhGjx6Nli1bwmQy4fTp0/j6669x/Phx+Pj4yB943377baSkpKBXr14ICAhAr1698O+//yIzMxNdu3bFM888gxYtWsDLywtXr17Fpk2bsHr1agDSQgH333+/TRssiyAkJSVh4cKFaNeuHQICAuSFOd544w2sWbMGJ06cwLJly/D333/j8ccfR0xMDDIzM7F9+3asWLECBoMBgYGBNgtfFNfSpUsxcuRIAEDXrl2LNDfudpZek8zMTBw6dEjetNfajh07AEjP3WQy2d1/7XZdu3aVhy4ePHhQXrBi2LBh6Nmzp1yuf//+GDRoEH744QfMmTMHjzzyCDp06FDk59CrVy/89NNPAIA+ffrgqaeeQrt27VCtWjVcv34d27dvx8qVKwFIG3lbb/rcrFkzvPLKK3j33Xdx+vRptG3bFiNGjEDr1q2h0Wiwe/duLFq0CEajEb6+vvj444/la3v06IEFCxbI8ejRoxEdHY2srCycPHkSX375JS5evGjzenz55ZcxcuRI9O/fv9DFWEaNGoWVK1fi999/x6ZNm9C0aVOMGDECTZs2hdlsxp49e/DFF18gPT0dOp0OX375pU0PUuPGjfHqq69ixowZuHnzJu677z4MGTIEHTt2hJeXF/7++28sXboU2dnZaNWqlc0CKkr+/vtvANLKoyXpqYqOjsZLL72EDz/8EMePH0ebNm3wwgsvoE6dOjh9+jTi4uLkTdzHjx+vmOw54zVfpQkqtYiICAFAREREuLopRMWSliaEtF6iFDtT5n/nxfCoJWJ41BKR+d9551ZOVALXD1yQX+/XD1xwdXMqhKioKAFADB8+3G6Zrl27CgCia9eudssMHz5cABBRUVEFzr3xxhsCgN1Hy5YtxZkzZ0SjRo1sjv/7779CCCEyMjLEvffe67AOAKJmzZri6NGjBe6/cOHCAmWnTJliUyY+Pl60bt3aYf2RkZFix44dJf49CiHEkiVL5Poc/T4dMZvN8v3mz5+vWKZu3bqF/r6UHufOnRNCCJGdnS2aN28uAIjw8HBx48aNAvdISEgQAQEBAoBo3LixyMrKKvJzyM3NFUOHDi20PQEBAWLbtm2K148dO9bhtSEhIeLnn38u8Lt78sknHV537733inPnzonAwECb4zdv3hRCCLFt2zb5mFLbUlJSxIMPPujwHkFBQeKHH35Q/N2YTCYxZswYh9cPHDhQbN26Vf7ZnjZt2ggAYuHChUX+u7md0Wgs9O9qxIgRIjc3V/H6kr7mLe87Su8plUFRcwMOTSRyY9bzk52+B6n1RkvF2XSJqKxYL3ddwqWvqfjeeustbN26Fb1790bdunWh0+lQvXp19OnTBytWrMDevXtRr149rF69Gp06dYK3tzeaNm2KatWqAZAW5ti8eTM2bdqEfv36oWnTpggICIC3tzcaN26MBx98EEuWLMHZs2cV5/08/fTTeO211xAZGQmtVosaNWogLCzMpkzNmjWxe/dufPnll+jduzeqV68OrVaL2rVr495778UHH3yAU6dOOZznVl5UKhX69+8PAPj1118VyxRnnpySt956S14JLy4uTnG5/ho1asjDNU+cOFGs5d41Gg2WL1+Ov//+G4MHD0aLFi0QHBwMT09PNGjQAD169MDcuXNx8eJFxXlkGo0Gc+bMwd9//43hw4cjKioKer0e4eHh6Nq1KyZPnoxTp06hb9++NtepVCosW7YMq1atQvfu3VGrVi3odDpERETIK0xu3rwZderUwfr169GiRQv4+PigVatWRV5e3s/PDxs2bMCaNWswaNAgREREQKfToUaNGujWrRumTJmCs2fP4uGHH1a8Xq1WY968edi5cyeGDBkit9Gyv9qXX36JH374AVqt1mE7rl+/jgMHDkCj0RRrs/LbeXh4YPny5VizZg369Okj/9uoUaMG+vbti3Xr1mHJkiWl2mfQnamEKMJGFORQZGQk4uPjERERYbNPClFFl5GRv8lterpz86WshCT8X0dpxa5P/+oDr5ohzqucqAQSTyahemPpdXj1RBLCG/E1SZXTmTNn0KBBA3h4eCAhIQEhIXwtk62PP/4YY8eOxaBBg4q1kig5R1FzA84Rc6LExES7q/DExsYiNja2nFtE5Jj16rgGAzuuqGrLzlGOiSqb+vXro1+/fli9ejW+/fZbjBkzxtVNogpm2bJlAMAFNMpQXFycvHDN7YraK81EzInCw8ML3TuCqCKxXszQ6Qsb5uQox0QuojKbFGOiymj8+PFYvXo1lixZYrOSINHhw4exf/9+tGrVCp06dXJ1c6osR50slh6xwnCOGJEb8/QEmjaVHnmr+zqP9bLKdpZYJipP3qocxZioMurcuTMee+wx7N+/Hxs2bHB1c6gCmTZtGgDgo48+YoJewbFHjMiN+fkBhw+XUeXe3vnZnbd3Gd2EqBislm82mjU2Q3OdSastg8VviBR8/PHH+PXXXzF58mT07NmTm+kS9u7di1WrVmHUqFHo0qWLq5tDhWAiRkRlw9cXqF49PyZyMY+wIDSqIU2anvdtOHRltI3Y5MnSpudEZS0sLAxz587Fk08+ia+//hpDhw51dZPIxSZNmoSwsDC8++67rm4KFQETMSI3JgSQlCTFISH8Fp+qNrNQITVL6p3lesFUVQwdOpQJGMl+++03VzeBioGJGJEbu34dCA+X4sRE4LatdUrHZMpfpMPEhRHI9TQa4MotaT+kCS9lwS/E8T48xWE0ArNnO606IiJyA0zEiNyZEADyusEMBsCZc2auXgWuXJHiGzeAIA5PJNfSZ93CS9GfAQB8cx+BrqzGJhIRERUBEzEiN+apMQDQAwB0cbNh0jtvDXtTShaAaKfVR1Rahgwj5hx/EQAwLeMinL1QKBERUXEwESNya2Y52qUCnNk/YPSyqo2rJlJFoNcrx0RERC7ARIzIjVkvWGBs3R4ePs5brSM3Kxf4OkH6gUvIUQVggkYxJiIicgUmYkRuLCMjP97xR2d4V3PiW4LRiNoXpeVz1Rp+6CXXy85RjomIiFyBiRiRGzPm5sdms8q5m4GazYCQhj6qjM6be0ZUUiqzSTEmIiJyBSZiRG7MUw9U88wCAIwfC4RFOm85b1xLA96bAQDQYrTz6iUqIW91jmJMRETkCkzEiNyYnx8wsN1uAEBwcDvnTuUK8AbatJBiHy7WQRWA9Y7l3L2ciIhcjIkYEZUNX19g715Xt4JI5hEWhAea7suLG7u4NURE5O6YiBG5MSEAo0ktx0RVmVCpkW70kWMiIiJXYiJG5MauJwFf/9EFADAjKQtRAU6s3GQCzp6V4nr1AK6cSC5mMgF/nmycF2e5uDVEROTumIgRUdm4cQNo2FCKExOBsDDXtofcnjYrFS9Gf5EXD4JztzAnIiIqHiZiRG7My1M5JqqKjOk5+Ph4LADg7fSLTMOIiMilOEieyI1ZbxumVkPa+ysjw3anZwDIyZGOGQz5xwor62H1PY83V02kCsB6WVCnLhFaef3+++9QqVSFPmrVqoV7770XL730Eo4dO1bq+lQqFcLDw9GhQweMGDEC//77bzk+a0AIgfvuuw/BwcFISUkp13u7qxEjRkClUqFOnToubUedOnWgUqkwYsQI+diZM2eg1Wrx3HPPlck9r1+/jj179mDHjh04d+4cBCdlUx4mYkSU78wZabXDiAjb4889Jx2fOzf/2JUr0rGAANuy48dLx99/P/8YlwqnCsCs9lCMqXCXL1/Gli1bMHfuXDRr1gzvvfdeqeu8du0a/v77byxbtgytWrXCk08+iezsbCe0tnBLlizBb7/9hsmTJ8Pf37/AeSEEfvnlF4wYMQIdO3ZESEgIQkJC0K1bN7zwwgs4ffp0ubSTykf9+vXx7LPPYtGiRdi5c6fT6t2zZw/uuecehIWFoV27dujatSvq1auH6OhoLFu2rEwSsri4OKhUKkydOtXpdZPz8X8iIjdmzDTCMk9Giomqrqxs2zjAZS2pmIYMGYKhQ4cWOJ6ZmYmTJ0/ixx9/xD///AOz2Yz//e9/iIiIwJAhQ4pdHwBkZWXhwoUL+PPPP/HDDz8AAL766iv4+PhgwYIFznlCdiQkJGD8+PGoVasWYmNjC5zPzMzEkCFDsHr16gLntm/fju3bt+Ozzz7DK6+8gjfffBMeHvwoVRW8/vrrWLp0KZ599lkcOHAAer2+VPWtXLkSQ4YMgclkKnDu5MmTGDFiBP755x98/PHHUDnxy8qvvvrKaXVRORBUahEREQKAiIiIcHVTiIrl/MHrQlq4XoqFySREerr0sJadLR3Lyck/VljZ5GQhV357GSIXSDh8VX5JJhy+6tS6c3KEmDJFelj/M6notm3bJgAIAGLKlCkOy+bm5opJkybJ5WvVqiUMBkOJ67PYtGmTfI1arRaJiYklfDZF89RTTwkAYv78+YrnR4wYIbcnJCREvPbaa+Lrr78WixYtEk899ZTQaDTy+eeff75M21qVDB8+XAAQUVFRLm1HVFSUACCGDx9e4NxLL70kAIi5c+eW6h7Hjh0Ter1eABBeXl5i/vz5IjExUaSmpoq1a9eKOnXqyK+hL774olT3svbFF18U+98flY2i5gYcmkjkxnR6Dbw9MuHtkQmdXiNNFPPxkR7W9HrpmPW8muKUJaoAfDQ5ijEVjUajwVtvvYVmzZoBAC5duuSUIXr3338/Hn74YQCA2WzGoUOHSl2nPYmJifjqq6+g0+nw+OOPFzh/9OhRLF26FADQpEkTHDlyBNOnT8fjjz+OUaNG4fPPP8f+/fsRFBQEAFiwYAH+/vvvMmsvla+RI0cCAObNmwez2VzieqZMmYKcHOk95rvvvkNsbCzCwsJQrVo19OnTBzt27JCHxL755pty2ZJISUnBzp078dRTT5XZHDcqO0zEiNxYQHVPPNJpDx7ptAcB1Z28bKKHBzB6tPTg0B2qCKyH/3DeYol4eHjggQcekH8+fvy4U+pt3bq1HB8+fNgpdSr55JNPYDAY0LdvXzmZsvbdd9/J8YwZMxAeHl6gTPPmzREXFyf//MUXX5RNY6ncNW/eHHfeeSdOnz6NDRs2lKiOGzduYNWqVQCANm3aoE+fPgXK1KpVC6NGjQIgzb/89ddfS3Svu+66CwEBAejSpQuWLFkCo5FTDCobJmJEVDb0eiAuTnqUcqw9kTNoQoPQteFBdG14EBp/3/xVP5Ue1vM6DIail3UD1qvenTlzxil1+lj1rGu12gLnu3XrJq+2aOmxKq6cnBx88sknAIBhw4YpltmzZw8AQK/XK36Atujbty/UecvO7t+/Xz4+atQouZ3btm1TvNZoNKJly5byypHXr18v9nM5evQonn76abRp0wbBwcHw9/fHnXfeiWHDhhXao2g2m7Fy5Ur07dsXNWrUgF6vxx133IGePXti5cqVDnuCsrKy8Nlnn6F79+5o0KABvLy8EBwcjGbNmmHw4MHYtm1bqRagMBgMWLhwIe677z5Ur14der0edevWxQMPPIAVK1YU2nNkMBgQFxeHrl27IiQkBJ6enqhXrx6ef/55nDhxokhtGD58OACpV6wkNm7cKP8O+/XrZ7ec9bn169eX6F7Xrl0r0XVUcfBraidKTExETEyM4rnY2FjFScFERFRO1Gp46PN6wj7+GJg11X7ZPXuAtm2leO5c4JVX7Jfdtg3o2M1Zrazwzp8/L8eRkZFOqfPkyZNy3NCyEbyT/fXXX0hKSoJarcY999yjWCYxMREAULt2bTnRUuLj4wN/f3/cvHkTWVlZ8vEPPvgAmzZtwqVLlzBq1CgcOnQI3rdt3/Huu+/iwIEDAIDFixcjNDS0WM9j0qRJmDVrVoHjBw8exMGDB7F8+XK8++67eEXhNXvz5k0MHDgQv//+u83xM2fO4MyZM9i4cSM+/PBDbN68ucBqkkeOHMEDDzyAhIQEm+PZ2dlITk7GkSNHsHLlSgwfPhxLliwp9gIU//33H/r27Yv//vvP5vj58+dx/vx5bN68GW+//TZ+/vlnxdfIhQsX0KtXrwLbK5w7dw4LFy7E0qVLi5TE33fffQCArVu3Ij09Hb6+vsV6Htav5V69etkt16FDBwQEBODWrVs2yXxx72Wd+F64cAGNGzcuUV1UfHFxcTa949Ys7yWFYSLmROHh4Q73VyGqaK5fysSy7d0AAG9duoHa/k7c4lYIIClJikNCOBSMXM5kArYcbg4AMPRcDU+Nxn5hszm/p0sIoJCypuxsmPdIPRHCcGeVnSOZm5uLTZs2yT9b5ouVRnx8PFasWAFA6m3r0aNHqetUsnnzZgBA06ZNUa1aNcUyr7/+OlJTUwtNjs6cOYObN28CsE0c/fz88Pnnn+P+++/HmTNn8MYbb+CDDz6Qzx89ehRvvfUWAODpp59G3759i/Ucli5dKidh4eHheOaZZ+S/g3///RcLFixASkoKJk2ahC5duqB9+/bytbm5uejduzd27doFALjzzjsxYMAAxMTE4NKlS/j8889x9OhR7NmzB08//TS+//57OZkSQmDIkCFyEtaxY0cMHjwYkZGRyMzMxIEDB7BkyRLcuHEDy5Ytw7333mt3xUwlV69eRefOneUenocffhhdunRBREQETp8+jdWrV+Pvv//GyZMn0b59exw5cgQ1a9aUr09LS0OPHj3kHtratWvj0UcfRatWrXDx4kVs2LABO3bswLBhw6Bx9G8ZQHR0NPz8/JCamoodO3Y4TKaUXLlyRY6joqLsltNoNIiIiMCtW7fkhKq4yevtKzuWdqVHKh5HnSyRkZGIj48vtA4mYkRuTJiFYuwUmZlAWJgUp6cXXNSDqBxY9hv39gZ05mzEtlgJk1mNP1q3h371L9Dp8l/3WdnSBzS9zgR1Rgawcydyc1UwxrSFZvVG6HRm5bIAjDt34vzRBJiEBpm3GkPvm5+IZWZKuZynZ34+l5sr7X2uVgNeVt9/WMpWxH8uZrMZU6dOledwNW7cuMTfvmdnZ+Py5cv4448/8NZbbyElJQW+vr747rvvFD8o396DUxKWeTgdOnSwW2bgwIGF1iOEwOTJk+WfrefMAVKPyvPPP48FCxZgzpw5ePTRR9GuXTuYTCY89dRTMBqNiIqKwocffljs57BkyRIAQEhICPbt24cIqz0fH3vsMfTp0wedO3eG2WzGmjVrbBKxefPmyUnY0KFDsXjxYpsP7i+88AIGDBiAdevWYdWqVdi1axc6duwIQFry3zLk8dFHH8W3335rkzQMGTIEo0aNQrNmzWAwGLBt27ZiJWJjxozBtWvX4O3tjc2bN6NTp04251955RXMnz8fL774Im7evIkXXnhBnocFANOnT5eTsO7du+O7775DcHCwfH7ixImYMmUKpk+fXug8KrVajXbt2uHXX3/Fli1bip2IXb16FQCgUqkQcPs+m7extDElJQXZ2dnw8nLil6FUKXCOGJEb8/TzVIyJqgpfX+mRlAQYskyIOzgCCw4Pw0OP3Y+PFzSReq7yHgMf64Ze/Xrg2i0/KUMCsHp1BHr1vQfvzWlmU/bxYZ3Rq18PXLgSIJc9nX4Hvr40FMOetf0wFRMjtcF69NHKldKxhx6ybW/bttJxVzh9+jQ2btxY4PHTTz/h3XffRYcOHfDOO+/I5RcuXOhwD61p06bJ86Vuf3h5eaFBgwYYOXIkzp07h86dO2P37t1oaxkO6mQZGRny8K9WrVqVuB6DwYAXX3xRXtQjMjJSXmnP2nvvvYc6derAbDbjqaeeQk5ODubMmYM9e/bI89z8/PyKfX/Lc+jUqZNNEmbRqVMnDB06FA8//DACAwPl42azGXPmzAEgJXELFy4s0Hvi4eFhM8zKOvk9duwY/P394e/vjwkTJij23DRs2BB33nkngOLNHTxz5gx+/PFHAMDcuXMLJGGAlNS88MILePLJJwEAP/30k9wjmZOTg0WLFgGQhox+8803NkkYICVXb731lmLdSiyvkT///LPIz8PC0iMWEBBQaO+bdTszLN8akVthjxiRG9PoNIoxUVWk9rT9sqF69ero3Dl/VTzLnKC2bdvCsh7F/v3SB86wsFB07hwil9VqpbKtW7dGkyZAVlIqgMo9NH3FihXyEEFHvL298dFHH6FLly5Ou7fJZILBYHBafbe7cuWKPJcmzNJTX0zbt2/Hiy++KPcM+fr64qefflIcDlatWjV88cUX6N69O44dO4bnnnsOK1euBACMGzcO3bp1K1EbqlevjtOnT2PXrl04f/68zcIpgJSwLF++vMB1R48excWLFwEAzz//fIF5axa1a9fGzJkzcevWLZthdffddx9u3brlsG1CCKSnpxfvCQHYsGEDhBDw8PDAI4884rDsww8/jOXLl0MIgZ07d+Khhx7CP//8I7ft//7v/+z+/apUKrz66qtFGg5qqaMoQ8tul5qaCgBF6t2yfu1YzzUk98FEjIiIqizL50JvbyA9OX+44JnjBgSE6WA0SkMGAeDaNWkoo5eXBtnZ0rGnngKGDgU0GjUMhvxhhOfP25bNztYgyvs8anldxKcLewPIX/nv2LH8oYkWjz0G9O8vd6bJ9u6VylY0np6eaNasGVq2bImJEyfijjvuKPSaIUOG2B2eZjabcfnyZWzbtg3ffvst/vrrL3Tr1g27d+9Go0aNnN18ebgYIPUIFceJEyfw6quvYs2aNfKxiIgIfPPNN2jTpo3d6+655x7ExsYiLi4Oy5YtAyDNP5o+fXoxW59vyJAhmDZtGq5du4Y77rgDffr0wZNPPokuXbo4nNe2b98+OS6sR/DVV18tcntycnJw9uxZ7Ny5E2vWrCnRPPm9e/cCkOawFTaUz5rl79R6u4O77rrL4TXt2rUrUt2W10hiYiLMZrPDhVtuFxoailOnThWauAKwKcNhie6JiRiRGzNmGgF4FYiJqgrruVbWXzjXj5aSsl69AMvK0T4+0rTGzEzlurp2BSyjtXx8gDp18tejAfwADAEAxJlTba5T6nzw8FDeXs9OR0W5mDJlCqZOneq0+u644w48+OCDDss8++yz6NSpE1544QWkpKTgo48+woIFC5zWBgvrBRRuH7Zmj8FgwKxZs2zmFalUKowcORIffPBBkZKGWbNmYe3atXJv1KJFi0r1gfv1119HUlISPv30U5hMJqxZs0ZOEBs0aIAHH3wQAwcORJcuXWySB+sl8mvXrl3i+x88eBCrVq3Cn3/+idOnT+PSpUulWq4eAJLy/xEVS0pKCgAgOTlZPla/fn2H14SEhMDX17fQnjvLa8RoNOLmzZtFfs0AQI0aNQAAmZmZyM7Ohqen/WH/1m0v7uqMVDUwESNyY4bM/KFAhqQUoIad4YnWn2azsx3vm+TtzRUSqWJysD8Suc7zzz+PWbNmIT4+3u7eW6VlPaepKInDwYMH8eSTT9r0tjz44IOYNWsWWrRoUeT7Xr582WavpzVr1uDuu+8u8vW38/DwwPz58xEbG4tvvvkGa9eulZfCP3XqFE6dOoV58+ahU6dOWLJkCRo0aAAANgtUlGRlvdzcXIwePRqfffaZzfGoqCg0atQIDRs2RJcuXfD+++/Le7EVp25ASkS+//77Il9n6ZV1NE9RSWHztgDb14ujfdWUVK9eXY5v3rwpJ2ZKLPPcLHuekfthIkbkxnR6DfSabEAI6Dq0AWBnc0jrDy5PPgn88IP9SrlCIlVQob5ZSEfeN9uXLgOBgQVWpXe0P+rto5OsttNC0sU01IlRXhKdHPPw8EBMTAzi4+NLtLlxUVh/OL5x44bDskePHkX37t3l3ooGDRrg008/Lfay+rm5uRg2bBiys7OhVqthNpvx4YcfYtCgQUUeImdPdHQ03nrrLbz11lu4fv06/vrrL/z6669YsWIFbt26hT///BMDBgzAvn37oNfrERQUJF974cIFNG3atFj3e/PNN+UkrEePHhg3bhw6depUoFfQ3p5Kjljalp6ejk6dOtndWqCw6wFp4Q9HQy+Tk5PlnjRHLL10Hh4exeoNA2CTeB08eNBuIpaamirvyWdvD1qq+rhqIpEbC6juicF3/43BDX9GgDq18AuKw8cHGD7cuXUSlYJKBfjoTdLDR3qJ3v4ltOW40uP2EWXW56oF6xDsn4Fg/wyovbiXT3FZEqXU1NRSD3VzVD/gOBG7evUq7r//fjkJe/bZZ3Hw4MES7W02c+ZM7N27FyqVCuvXr0f16tVhNpsxcuRIZFsmIRZDTk4OkpKSkJSUZLOwSWhoKPr164f58+cjISEBw4YNAyAllJa5YU2aNJHLHzlyxOF9Zs2ahcGDB2PChAkApB6h+fPnAwDat2+PjRs3onfv3opDM0syzNB6L7rC5pidP39eXs3TsriFZaVGANi9e7fD64u6cbLlNRIeHl6s+WEAbOYNrl271m65TZs2yT2Vlm0CyP0wESMiaWLMpUtSb5bSw9ry5fbLpafbTnJZuLDgMSJX8fEBXn1Veji519armgf69L+OPv2vw6saB5sUl+XDrslkkledc6aaNWvKw80SExPtlvv000/lTYvHjh2LBQsWlGhO17///itv3PzSSy/hwQcflJOZ48eP4+233y5RnaGhoQgNDcXChQsVy3h5edmsPGh5rm3btpWXy58/fz5ycnIUr8/OzsaMGTOwcuVKORlNSkpCWloaAClhsDcU8Ny5czh69Gixn9d9990nx++9957DsiNGjEDPnj3x/PPPy0MsW7RoIS9UsmDBApuhoLezbIZdGMvvTWmLgMJ069ZN7tX7+eef7e5bZlmyHwAGDBhQ7PtQ1cBEjIjyugocdAVY8/R0XNZ6fpheX/AYkYvk5ACjfu6LUT/3hZ3PoeQi1h/uHX2QLilvb2+0bt0agP1ekdzcXCxevBgAUKtWLcyaNUtxv6zC5OTkYNiwYcjNzUXdunXlpGvgwIHo168fAODdd98tcu+MRXR0tBwvWrRITo6smc1mfP311/LPllUEPT098eyzzwKQ5q298MILBbYLEELgf//7n1yvZaGV4OBgebn7Xbt2waQwR/jy5cvo06eP/HNx9sRq27atPFTzxx9/xKeffqrYKzpnzhxs374dADB8+HA5eddqtfJzy8jIwOOPP16g11MIgZkzZ2Lr1q1FapPl76Yk8/n0ej3GjBkDQPq9TJkypcDz2bBhA7799lv5HmW1fx5VfPzajsiNXT9xA8u2dwUAvHUiHrXbRbq4RURlJzcXWPyv9GF8Tq4BTh1AaDQCliXSjdUBL+7LVxzWS8onJibKi0xYdOvWTf4QvmTJEowYMaLY97jvvvvwzz//YNeuXYrnz5w5I/eGNW7c2GZDY0eCgoJslk2fMmWKPPxv8eLF8Mn7MkulUiEuLg7btm1DamoqRo4cib1790Kn0ynWezt/f3906tQJf/75J44cOYJ27dph5MiRqFevHgBp7te3334rLwffq1cvmx6dN998Ez/99BPOnDmDzz77DPv27UP//v0RExOD69evY+XKlfJz7tmzp9yzptFocM8992D9+vXYtWsX7r33XjzxxBMICwtDQkICdu/ejW+++QYGgwE+Pj7IyMjAP//8g+nTp+O+++4rdD6cSqXC4sWLcddddyErKwujR4/GqlWr8OCDD6J+/fq4du0afvzxR2zevBmAtHffK6+8YlPHpEmT8N133+HUqVPYunUrWrZsicGDB6Nly5ZISEjAL7/8gi1btsDDwwONGzd2ODzTbDbLQxxLMiQVAF555RWsXLkSZ8+excyZM3Hs2DEMGjQIOp0O27dvlzeg1uv1+OijjxQTfme85qkSEFRqERERAoCIiIhwdVOIiuX8rotCWolDiomqspykVDG9+jwxvfo8kZOU6tS6ky6kCB9NmvDRpImkCylOrbssbdu2TQAQAMSUKVNcVt+nn34qXzdq1ChhNpttznft2lU+v2TJklK1TaVSiZSUgn9H27dvl+9RnEfXrl3lOv7880+hVqvl56FkwYIF8rVTp04t1nP477//RFRUVKFtuvvuu0VaWlqB68+fPy+aNm1a6LXXrl2zue7y5cuievXqdq/R6XTi3XffFStWrLA53q9fP7mO4cOHCwAiKipK8bnt3LlThIaGOmxbu3btxJUrVxSvv3DhgoiOjrZ7rV6vFytWrBBPP/20ACCGDx+uWM+RI0cEAOHh4aH4OyyqY8eOibp169ptj6+vr1i9erXd60vymj937pxT/z1TyRU1N+DQRCI35umnU4yJqiKdOhevXX0Br119ATp1rlPrFgLIMPkiw+RbITdkrui6d+8ux5999hnWrVvn9Ht07NgRoaGhEEIoDlFzNHesKDIyMjB8+HCYzWbUrFkTs2fPViw3atQodO7cGQDwzjvv4NChQ0W+R4MGDXDy5EksWrQI3bt3R4MGDeDl5YWgoCDceeedePTRR/Hbb79hx44divtSRUVFYf/+/Vi0aBF69OiBkJAQ6HQ6NGzYEH379sW3336LHTt2FNgcOiIiAsePH8drr72G1q1bIyAgAD4+PmjSpAlefvllnDx5Eq+88goef/xxvP322wgJCUFYWJjNcMrC3H333Th9+jRmzZqFjh07IigoCHq9Ho0bN8ZDDz2EH3/8Ebt27bJZeMVa7dq1ceDAAcTFxaFLly4ICgqCVqtFREQEhg8fjn/++QdPPPFEoe349ddfAUi9YaXZ2ys6OhoHDx7EO++8g5YtW8Lf3x9eXl5o0KABXnrpJRw+fFgeqkruSyUE/8sorcjISMTHxyMiIgKXL192dXOIiizpdBJCG0hDgq6fSkLIHSGFXEFUiaWnA5ZJ8T/9BDhxA9WkC6kIrSMthnD9fCpCovycVjc5z9SpUzFt2jQMGDDAZrEEIotWrVrh33//xbp169C7d29XN4cqqaLmBuwRIyIityC0Oly/8z5cv/M+CC17gN3R//3f/0Gn02HdunWF7idG7ufw4cP4999/cccdd6Bnz56ubg65ASZiRG4sN9ukGBNVRZmZQNj7ryDs/VeQmenq1pArhIeHY+jQoTAajTarCxIBwNKlSwEAL774YrH3DyMqCb7KiNxYTrpBMSaqksxm5Zjcyttvvw1/f3+899578qbARFevXsWCBQsQHR0tL4dPVNaYiBG5MQ+9GlqVAVqVAR56vh1Q1eajzoKACgIq+Kj5Adxd1axZEx9++CEuX76MTz75xNXNoQpi+vTpyMzMxKJFi+TNoonKGj95EbmxoHpBeKLLX3iiy18Iqhfk6uYQlT21Wno4mcpTD3/fTPj7ZkLlyQ9xFd3IkSNx7733YsaMGUhJSXF1c8jFzp49i4ULF+LZZ58t0SbORCXFDZ2JiMg9+PgAb7yRHzuRt58H+j98JS+u5dS6yflUKpW8TDlRvXr1YDQaXd0MckNMxIiIyC3k5AD/2/ggAODdCYCeCycSEZELMREjcmNJ/93Al9u7AADe/i8BtdpGurhFRGUnNxeYu7s9AOCdXAOcOoAwNxe4di0vrgFA48zaiYioCmIiRuTGzCYBkTdV1Gzi3u5UtWnNOZhc/StACGjNjwLQAUJAXsve2xtQqaTYYACMRkCrBXR5XWcOymbGJ2P1bw0AAB/czIFXNc4TIyIix7hYB5Eb8/TTKcZEVZFOnYt3rj6Nd248D506VzqYkgL4+kqP3Nz8wq+9Jh177bX8Y7m5+WWtF3iYMQMipilSjIFIMQZC8DsNIiIqAvaIOVFiYiJiYmIUz8XGxiI2NracW0TkmEanUYyJqrROnZy+WAcREbmXuLg4xMXFKZ5LTEwsUh0qIfjdXWlFRkYiPj4eERERuHz5squbQ1RkSaeTENogBABw/VQSQu4IcXGLiMqOyM5B5uszAI0G3m+9CpXeeUMTk84kIzSmOgDg+vlUhET5leMzIyKiiqSouQF7xIjcWG62STEmqooys1Tw/WAaACD9VQN89JCSKaXeMZ0uPwGzcFTW29v5DSYioiqNc8SI3FhOukExJqJisvSU3R4TERHZwR4xIjfmoVdDozLKMVFV5u0NpE96Jy+e6OLWEBGRu2MiRuTGguoFYWiXP/Pidi5uDVHZUqkAH50x7wcn1+3vBx/PbDkmIiIqDBMxIiKiUvIO1GPQY5fy4loubg0REVUGTMSIiMgtGAzAtC3dYTBp8M7L+WtxZGRIfyotmujhAeit9ma2lPXyAtR5o3mNRum4yaSCRsOFiImIqGg4KYTIjd04nYzl2ztj+fbOuHE62dXNISpTRiMw448ueH9XJxiN+cctezQnJeUfmz1bOjZmjG0dYWHS8YsX84/FxQGhoRr8+YsWOHGCi3UQEVGRMBEjcmMmoxlmaGCGBiaj2dXNISoXY9v9XSb7OcffDMK6f9sgKynd+ZUTEVGVw6GJRG5M76tTjImqIsuqiR5qM4BW8vH09PzzFhMnAi+9JA1NtHbtmvSnl1f+sdhYYMA911HnzlDcMHjCrL5eJu0nIqKqhYkYkRvz8NQoxkRVkc2qiVZjE320eYHVcEUdAJ3luNUWe3LZ3PxjWgA+PlbLMGr5pQYRERWOiRgREbmf2bOdWl1Gkh7AJClONSLEqbUTEVFVxDliRG7MZDApxkRERERUttgjRuTGslMNijFRlaTVApMnl0nVXgcuAXF5sYmrJhIRUeGYiBG5MbVGDTVMckxUpalU+ZuHOZlar82P+U+JiIiKoEIkYrm5uTh79iyuXbuGBg0aICwsDCqVqvAL88THx+PChQsAgKioKERERBTr/mazGWfOnEF8fDx8fX1Rv359BAYGFqsOosoopGEQnuy6My9u5+LWEFVifn7Qa3LkmIiIqDAu/d7u0KFDeOCBB+Dt7Y1GjRqhc+fOqF69OoKDg/Hqq68iNTXV4fW//PIL2rZti8jISHTq1AmdOnVCZGQk2rRpgw0bNhR6f7PZjI8++gh169ZFw4YNcc8996Bt27YIDQ1Fnz59cPLkSWc9VSIiqsJ01fRoVf88WtU/D101vaubQ0RElYDLErG5c+eiZcuW2Lx5M4xWywgDwM2bN/Huu++iYcOG+O+//xSv/+CDD9CrVy/8888/Bc7t27cPvXv3xvvvv2/3/iaTCQ8//DDGjx+PixcvFji3fv16tGzZEjt27CjBsyMiIndiMAC7/muEXf81goHTLYmIqAhckoj99ddfmDBhAsxmMwIDAzFv3jycPXsWaWlp2LdvH4YNGwYASExMxODBg5GTk2Nz/datWzFx4kQAQEhICFasWIHk5GQkJyfjq6++QnBwMABg4sSJ2LJli2Ib3n77baxevRoA0KpVK2zbtg3p6em4dOkSpk2bBrVajaysLAwYMADXr3NzTqqabpxOxoodnbBiRyfcOJ3s6uYQVVoaYzZq+SWgll8CNMZsVzeHiIgqAZckYm+++SZMJhNUKhXWrFmDMWPGoG7duvD19UWrVq2wbNkyjBo1CgDw77//4vvvv5evFUJg0qRJEELAw8MDmzdvxhNPPIHAwEAEBgZiyJAh2Lx5Mzw8pOlvkydPhhDC5v7Xrl2Te8vq1q2L33//Hd26dYOPjw8iIyPx5ptvYs6cOQCA5ORkhz1rRJWZyWhGrtAiV2hhMppd3RyiSkukpsGQo4YhRw2Rmubq5hARUSVQ7omY2WzG3r17AQBt2rRB586dFcu9+OKLcmwpD0jzyvbs2QMA6N+/P1q2bFng2latWqF///4AgD179uDo0aM257/55htkZGQAACZMmIBq1aoVqCM2NhZhYWEAgCVLlsBs5odUqnr0vjrFmIiKx6zSIDGnOhJzqsOs0ri6OUREVAmUeyJ27do1eRGOWrVq2S0XFRUlx9bzxNatWyfH/fr1s3u99bn169fbnLOu46GHHlK8Xq1Wo2/fvgCA69ev2ySDRFWFh6dGMSaiYvLUK8dERER2lHsiFhwcDK1W2m/l8OHDBYYNWhw6dEiOa9asKcfWKxn26tXL7n2sz+3fv9/mnKWOZs2aOUwGe/fubbcOIiIii8ys/DglVVq8o6wedv7bJCKiSqbc9xHTarV44oknsGzZMpw6dQpz587FSy+9ZFMmKysLL7/8svzzkCFD5PjKlSsAAF9fXwQFBdm9T1BQEHx8fJCRkWGTvAkhcPXqVQC2vW5KrJM0LmVPVZHJYFKMiah4rJOjuM+94RdadveaPLnM9qUmIqJy5JINnefOnYtDhw7h33//xbhx47Blyxb07t0bISEhOHXqFBYuXChv0Dxt2jR0795dvtaSRDlKwiyCg4ORkZEhJ2+AtPiGZbn8wuqwrL4IwKYOe4QQhe595oher4dezyEtVH6yUw2KMREVj6cpv0vMQxgdlCQiooouJyenwKrtxWFvxN/tXJKI+fv7448//sCzzz6LFStWYN26dTbztgCp52zlypUYMGCAzXFLQmSdJNkTHByMixcvygtzWF9flDqsz1vXYU9CQgL8/f0LLWfPlClTMHXq1BJfT1Rcao0aKpjlmIhKxlOf/5/uK8+lwC+65P8XKDEagdmznVolERHZMXPmTEybNq3M7+OSREwIgUWLFmHt2rV2yxiNRsycORO1a9dG69at5eOWHicvL69C72PpXcrKyv+m0rrHqrA6rHunrOuwp2bNmjh+/Hih5YpyP6LyENIwCMO67siL27m4NUSVl6qaLzw10v5huiBfDh0kIqrEJk2ahPHjx5f4+ujoaCQkJBRartwTMSEERo8ejQULFgAA7rzzTrz++uto3bo1QkJCcPbsWfz888947733sHfvXnTp0gXr169Ht27dAAChoaFISEjArVu3Cr2XpYx1whUaGlrgfGHX316HPSqVCn5+foWWIyKiqkUf4IXxD63Pi+0vJEVERBVfaacLqVSqIpUr90Rsw4YNchJ2zz334Ndff4VGk79sdvPmzdG8eXP0798fd911FzIzMzFs2DCcOnUKer0eNWrUQEJCApKTkwu9l6WMr6+vfKxGjRoFzhd2/e11EBERWcvJAWb89DAA4H+LsqAvuD0lERGRjXKfFPLZZ5/J8SeffGKThFlr2rQpxowZAwC4dOkSNm3aBACoXr06AClJcjQRTgiBmzdvArBd/dDX1xc+Pj5yHY5Yrr+9DqKq4ub5m/h6Rwd8vaMDbp6/WfgFRKRIbchG6xpH0LrGEagN2a5uDhERVQLlnoidOnUKAFCtWjU0bNjQYdm77rpLji2bOlt6tAwGg8Ml5U+ePCmvjhgTE2NzzlLHoUOHYDab7dZhvZfZ7XUQVQXGLBOMQi89srh8PVFJqdJS4ZGTDo+cdKjSSr56LhERuY9yT8R0eTOYs7Oz5UTJHuuFNSzjNNu0aSMfc7TYh/W5jh072pyz1HH16lXs27evRHUQVQU6b61iTETFY1J5YHdye+xObg+TyiXrYBERUSVT7onYnXfeCUBaFXHbtm0Oy27cuFGOW7RoAQDo27evPAFu1apVisMThRD48ccfAUiT5R566CGb8/369ZPjVatWKd771q1b2Lp1KwBp5ZNGjRo5bCtRZaT19lCMiaiYrCd1cwVcIiIqgnJPxJ566ik5fuaZZ3D27NkCZYQQWLBgAb7//nsAQMOGDdGpUycA0hLxgwcPBgDs3r0bixYtKnD9woUL8ffffwMAhgwZYrNABwAMGDAAUVFRAKTNpQ8cOGBz3mQyITY2FtnZ0jj/CRMmlOSpEhGRm8jMUo6JiIjsKfevwDt37oznnnsOCxcuRHx8PKKjozFy5Ei0bt0agYGBOHv2LNasWYO//voLgDSU8bPPPrNZ1GPGjBnYtGkTkpOT8fzzz2PXrl3o2bMnzGYz1q9fjxUrVgCQNmSePn16gTbo9XrMnTsX/fv3R3Z2Nrp06YIXXngBrVu3RnJyMpYuXYo///wTANC+fXsMHz68HH4zROXPnGtWjImoeKwHZzhYR4qIiEjmkrFIcXFxqFGjBt577z1kZmZi4cKFiuViYmIwf/58dOnSxeZ4nTp1sGbNGgwcOBDXr1/HsmXLsGzZMpsyYWFhWL16tdzzdbt+/fph3rx5GDduHNLS0jBjxowCZVq3bo01a9bAw4NDtqhqyrqVoxgTUfF4mrMUYyIiInvKfWgiAGg0GkyZMgX//fcfJkyYgHvvvRe1a9eGl5cXmjZtiocffhiLFi3CwYMHcc899yjWcffdd+Pw4cOYPHkyYmJi4OPjA19fXzRp0gSvvfYajhw5gg4dOjhsx5gxY/DPP//gqaeeQlRUFHQ6HYKCgtCxY0fMnz8fu3btQlhYWFn8CogqEJH3IKKS0qiFYkxERGSPSjjajIuKJDIyEvHx8YiIiMDly5dd3RyiIstKycL/9dsNAPh0TTt4+Xu5uEVElVPqpWT41w4CAKRcTIZfrSCn1m8wAJaBG5MnA3kLEBMRUQVU1NyAY+6IiIhKSR/ghbcf+zYv7ldIaSIiIiZiREREpZaTA7yxUlrR98X5WdBXc3GDiIiowmMiRuTGbp6/iZU72wEAZpy/Ca8WHJpIVBLqXAOahMXnxaEA+G+JiIgcYyJGVIkYDIDRCHh42O4Zm5Eh/entDeTtd15oWS8vwJhlQrZZ+sBozEoqh2dAVDWpUm4hRFzOi7VAdX8Xt4iIiCo6l6yaSEQlM20a4OsL/O9/tsd9faVHklUuNXu2dGzMGNuyYWHS8YsXAZ23Vj5uHRNR8Zigwfbr3bD9ejeYoCn8AiIicntMxIjcmNbbQzEmomLy9FSOiYiI7OAnL6IKTgggM1OK33xTWrr69j3G09OlP729849NnAi89FLBsteuSX96eQHJZ8ukyURuJyvbNvZzXVOIiKiSYCJGVMFlZkpDCQEp4fLxKVhG6ZhOp7zXkE1Zs1k5JqJisfmnlJNreyIry/6F1pM4rb91uZ0BQK6+4DcrRERUaXFoIpE7u/1rfCIqEb05/9+PPu7D/BMXL+ZP4lR6jB+fXzYpyX65oEBg3bpyfEZERFTW+NUaUQXn7a089NBZPFRG51dK5GY81PldYh4qkwtbQkRElQUTMaIKTqVSHnroDD51QjGky595cbuyuQmROwgMzI9fey0/rl07/5sUJdZDDUNC7Jc1APhAr3yOiIgqJSZiRBWdENKGYGWhrOolcjN6Hw9MH/y1FAcMyD+hVhf9mxRH37p4CMBslDYIFFoAqtI1mIiIXI6JGFEFZ8gwYlrPvwEAU7pth07jxGFPJg2Azs6rj8hN5eQAr3/7BADghXlZ0Fdz8g0yM4GZs6V44kRAX0bd5EREVG6YiBFVcEYjMOOPLgCAyZ13OjURy07PxW97G0hxYgq8/L2cVjeRO1Gbc1E/5DIAQBh9YTIpLFlaCiaTCWaVtL6WEMKpdRMRkWswEXOixMRExMTEKJ6LjY1FbGxsObeIqgIPD2BsO6lHzOPllwBfrdPqNh2/ivg5EVKce8Vp9RK5G7UxB3dojgAAdu9VQefn3PlcxgwjLtauDQAwc6sJIiKXi4uLQ1xcnOK5xMTEItXBRMyJwsPDcezYMVc3g6oYvR6Y8+BG6QffVsqbg5WUj9UyjDrnJXhE7ibXrMamxAcBAGPNv7q4NUREVNYcdbJERkYiPj6+0DqYiBFVcEIAmYa8JCkDgNX6GkXdCxYANBrA0zP/54wMIMNo9a291rlDqYjcidpqkY1Od98Nn0Dn/nvKSkrFChT+nzoREVUeTMSIKrjMTMB3Zt5y2DNtzw0fDixdalXO1349gwYB33+f/7NU1tkrChC5p+zs/FUMDQYN/DQap9avcXJ9RETkempXN4CIHMvIKKcbcQEAohKznrbFKVxERFQU7BEjqkTOnjQgLCJ/yJP1XrDe3o73jb39C/X0dCDr4lWMfeA36Xr0AODvxNYSuQ+9OQuArkDsNBoNEBqaHxMRUaXHRIyoggsJAY6NngcAiKr9HNSeyuUc7QWrxMcHUHsLaNW58vVEVDIe6vxusJxsMzIzpS9HLLKzAZNJWmtHmzfl02SSjqtUhZc16zxhbNgUACD0dt4EiIioUuHQRKIKTq0GokNvIDr0BtTO/hcbFgZ06yY9wsKcXDmRG9HnL3wT3igQLVrYnn74YWle5ooV+ccOH5aONWhgW/bJJ6XjixblHzt7Fvj66yh8/XWUw0V5iIio8mAiRkREVErefh649vJ7WPv4isILl4BlrqhWywloRERVBYcmElVwaWnAvZ89DQD47QWgWrCLG0REBahUQKhPJrrXOYfESwao9DqbhXa+/FIabuhvNQ2zUSMgMVG61rrsggVAXNxtZSMz8GjEenioTfAWDwHwK/PnREREZYuJGFEFl5UF7EmolRcbnLvgfEoKsHt3XuwHeAU5s3Yi92EyAefPY+LfT+KTmfYX6jh3DqhTR4rffBN4/337VR45AjRpIsXvf6zHd/GPAwDmZqbC2/5lRERUSXBoIlEFZ70yooezvzrJyZEyvawsKSaiksnOBpYtA06ecHVLiIiokmAiRlTBWa0BYBM7hWVJtttjIioelQoIDcWHITORfvkW0tOh+KhdO/+Sd95RLmN5REfnl31meP4XJfzOhIioauDQRCJ3ptMpx0RUPN7ewOjR0APQh3oXaRsxna7o/+ysV0zNNZWohUREVMEwESOq4IQQcmwymWAyOe9TmDPrIqKyo/VQjomIqPLi2zlRBZeWlr9c9Zbf9yAwRDgoXTzGDGP+D8J59RKRc7Hzmoio6uEcMSJ3ZrRKxLhLLFHJZWUBy5dLj6ws59ev0SjHRERUabFHjKiCCwoCPh75BQDggXsfhb6al9PqNly+hp0XPwMAqNX8XoaoxMxm4OzZ/NjJdH6e6NHjal4c6vT6iYio/DERI6rgPDyAZrUvAgD0eg00Tvw2XBMeDvWECQAAVajzEjwit6PXAwMG5MdOZjAAW7ZUz4s5t5OIqCpgIkbkztRqwMcnL3ZtU4gqNQ8PoHnz/LgMqFScx0lEVJUwESOq4DIygHHLhgEAto8B/NhxReR2tIYMtAo8lRc3AODn2gYREVGpMREjquAyMoAD5+vlxVnwC3Fi5WlpwKdfSfELQ4Hgak6snMiNmExAfHx+7GRGI7AvuXVenOr0+omIqPwxESOq4GwWSzNmAxlmaf1qrVY6aDbnr9JmGWYIADk5QG6uVM6y3rUQ+asj+vhI111LlH7OygLARIyoRLKzgcWLpfi99wAvdl0TEZFjnBVCVMF5elrFk8YBvr5AXFz+wYsXpWNhYbYXjhkjHZ89O/9YUpJ0zNdX+tl6LksZzWshcgsqFeDvLz1UKqdXn5OjHBMRUeXFT15E7sx6dbcyWOmNyG14ewMvvZQfO1muSTkmIqLKi4kYUWXy0UfA0rj8oYYAULs2kJ5esOz8+cCcOflDGAEgJES5LBFVaFoP5ZiIiCovvp07UWJiImJiYhTPxcbGIjY2tpxbRFVB+rUMANJ8k5vJJniG+QACgMFSQg1o8+aGGawuVOkBrf624yqbskZjWbaciJzF+rsX65iIiFwjLi4OcdZTRawkJiYWqQ4mYk4UHh6OY8eOuboZVMUYc/PjuQu94RfqxMoN2sLLEFHhsrOBb7+V4vHjnZ8tqdXKMRERuYSjTpbIyEjEW1bSdYCJGFEFF1TDC90a7QcAeFdr6uLWEJEikwk4eTI/djJ9gBe6d0/Mi525hwUREbkKEzGiCs5Dp0ZUdWnfoFdeNsHTmfu4Ci2Q922O1t/5CwwQuQ2dDujTJz92spwcYOvW8LzYhGrcaYKIqNJjIkZUiVhvCeYcKiDCmWMdidyUVgu0bp0fExERFYKJGFEFl3HTgC3/Npbiaxnw8s/bKNZ6I2cl1llbYWWtN4ImogpHa8hA2+D/8uKGAJzZNU5ERK7AGb9EFVzG1VRcTq2Oy6nVkfHRgvwTx4/nb86s9Hjttfyylk2f7T1iY7lLLFFpmM3AtWvSw2x2evVGI7D3RhvsvdGGq50SEVURTMSIKjiNNv+fqaas/sV+8gmQm1t4OSJSlpUFfPqp9LD0PmdnAxkZtvtEmM3SsYwM2+tzcqRjBqs9KIRQLktERFUCEzGiCs7TX58fj346/0R0tLQ5s73HO+/kl7Vs+uzo4c3FOohKxdtbehiNUkI1cqTU4zx3rvSzwQCcPi0dCwvLP2YwAKNHS8dnzco/lpAg91obMvITNEOOcOGTJCIiZ+EcMaLKRGe1CIBaXfS5XcUpS0TF5+MDTJwoxZ98Iv159Kj052+/SV92AMCtW9KfRiMwY0b+9f/+K/35++/5QxutesKMn3wGYJIUZ3NsIhFRVcBEjIiIqCw89JC0pL1Gk3/M3x+YNKlg2V69gAcftC3r7S2X1abk94hpzYbbryYiokqIiRhRBZd5I9s2vsOFjSEiZVotMHlymVWvO3QJyOto06k4n5OIqCpgIkZUwQkhFGMiqkBUqjLZyFnm65sf6/X2yxERUaXBRIyogguo5YdOUf/mxfVc3BoicgVdiB/uaXIoL27g4tYQEZEzMBEjquB0vjrcUSdFjonI/RgMwLajzfNiB5uzExFRpcHl64mIiCo662HJHKJMRFQlsEeMqILLTMrE9n/ryrGXv5eLW0RE5U2bkoR2gfF5cQQQUdvFLSIiotJiIkZUwaVfz8T51Ki8+BKC6we7uEVEVN6MRmD3zQ558UUXt4aIiJyBQxOJKji1RqUYE5Eb8fZSjomIqNJiIkZUwXkFeirGROQ+DEaVYkxERJUXEzEiIqIKzpirHBMRUeXFRIyIiKiC8zAbFWMiIqq8mIgRVXCZN7IVYyJyH3qVUTEmIqLKi4kYUQUnrPYMEtw/iMg9abXKMRERVVpcvp6ogguo5Ye2NQ/nxdw7iMgd6cMD0DXmaF5cz8WtISIiZ2AiRlTB6Xx1iGlwIy++w8WtISJXyMkBdhyPzotzUM3F7SEiotJjIkZERFQJCMHZBEREVQkTMSdKTExETEyM4rnY2FjExsaWc4uoKshKzsJfh2rLsZc/N3MlcjfaW9fRPvBSXlwLqMlhykRErhQXF4e4uDjFc4mJiUWqg4mYE4WHh+PYsWOubgZVMWmJGTh1s15efAlBdYNc3CIiKm9GI/D3zU558UUXt4aIiBx1skRGRiI+Pr7QOjjOgaiCU2tUijERuRFvL+WYiIgqLSZiRBWcV6CnYkxE7sNgVCnGRERUeTERIyIiquCMucoxERFVXkzEiIiIKjgPs1ExJiKiyouJGFEFl3UzWzEmIvehVxkVYyIiqryYiBFVcGaTUIyJyI1otcoxERFVWly+nqiC86vhixbhx/Pi6i5uDRG5gi4sAJ0anciLo1zcGiIicgYmYkQVnGeAJ+5snJgX13FtY4jIJQwGYM/pO/JiDk0kIqoKmIgRERFVAkaT5b9sJmJERFUBEzGiCi77Vjb+OVpTjr38uZkrkbvRpiShQ+DFvLg2ULOWi1tERESlxUSMqIJLvZKOo0kN8+JLCIwKdHGLiKi8GQ0Cu252yosvurg1RETkDFw1kaiCU2tUijERuREvT+WYiIgqLSZiRBWcV6CnYkxE7sNoUivGRERUeVWIoYlCCJw/fx6XL19GQEAAGjZsCL1eX+RrL1y4gEuXLkGn06Fu3boICwsr1v2NRiNOnz6Nq1evIjAwEPXr10e1atVK8lSIiIicznqhRC6aSERUNbj0azWTyYS5c+eiYcOGqFevHrp06YLmzZvDx8cHDz/8MC5etD8OXgiB5cuXIyYmBnXr1kWXLl3Qvn17hIeHo2vXrti9e3eh98/JycEbb7yBiIgIxMTEoHv37mjZsiXCwsLwxBNPICEhwZlPl4iIqEQ05lzFmIiIKi+XJWLZ2dno2bMnXnrpJZw+fdrmnMlkwo8//ojo6Gjs37+/wLVCCIwdOxbDhg3DiRMnCpzfsWMHOnXqhG+//dbu/TMyMtC1a1dMnz4d169fL9C2b775Bs2bN1esn6g8Zd3MVoyJyH14qgyKMRERVV4uS8SeffZZ/PrrrwCAvn37Yvfu3UhPT8epU6cwYcIEqFQqZGZm4rHHHkNaWprNtcuWLcO8efMAAHXr1sXatWuRmpqKxMREzJs3D15eXjCZTBgxYgSOHz+ueP/Y2Fi51+zee+/Fnj17kJmZidOnT2PMmDEAgBs3bqBv377Iyckpq18DUaHMJqEYE5Eb0Wjk0Cg8YDCgTB6CbzFEROVGJUT5v+3+8ccf6Ny5MwDgiSeewPLly6FW2+aEb7zxBqZPnw4AWLRoEUaNGgVAGk54xx134PLly/D398eRI0cQGRlpc+3atWvx0EMPAQAeffRRrFy50ub8kSNH0Lx5cwgh0L59e+zYsQNardamzIQJE/Dhhx8CAD755BP83//9n93nExkZifj4eERERODy5cvF/XUQOXTzwk3c3SYJAPDHPyFcvp7IDaUmZeH+DpcAAD0ergutp7aQK0pm8mRApyuTqomI3EZRcwOX9IjNnDkTAODh4YE5c+YUSMIAYOLEifD0lFaI+/nnn+XjGzdulJ/QqFGjCiRhgNTD1qZNGwDAqlWrcOvWLZvzn3/+OSz55+uvv14gCQOkRNDDw0MuT2SXEGXz1XTew9NHg7ZN4tG2STw8A7hqIpE7MhqBQxejcOhiFMxmV7eGiIicodxXTUxNTZWHJD744IMIDQ1VLOfn54fdu3cjMzMTOquv59atWyfH/fr1s3uffv364Z9//oHJZMKmTZvw2GOPFajDx8cHPXr0ULw+ICAAXbt2xZYtW7Bv3z5cuXIFNWrUKPoTJfdhNAIzZpRd/SYNgM5lVz8RVXgeHkCWQVpNeMJLWfALcV6PmNEIzJ7ttOqIiKiIyr1HbMeOHTAapbV3H330UYdlmzdvjvbt26NVq1bysZMnTwKQEqUOHTrYvbZ3795ybL3gh9FoxJkzZwAA3bt3l3vdCqvjwIEDDttKVFZysgUOngjDwRNhyEnlfEUid6RLTcLLDWfj5Yaz4ZOVBJ0OTnsoDAohIqJyUO49YkePHpXjO+64A0D+PmKXLl1CcHAwGjZsqDhcEACuXLkCQBp7qbGavHy7WrVqybEleQOAa9euycMSo6KiHLb19jp69uzpsDwRJk50+qealP2JOPC+9FpMSbyKgFqFXEBEVY7RIPD+fxMBAG8YLsLLxe0hIqLSK/ceMeukKCwsDD/88ANiYmJQr149dO3aFU2bNoWvry+6du2Kf//9t8D1V69eBQAEBQU5vE9gYCBUKhWA/OTN+vqi1BEcHCzH1nUQ2aXVOu9r6ryHSp8/NFelUbnwyRGRy1iP3nAwkoOIiCqPcu8RS0lJkeNPP/0UH3zwQYEyBoMBO3bsQNu2bTFt2jS89tprAID09HSkp6cDsE2SlGg0GgQEBODmzZvIyMiQj1snVIXVYX3eug57hBBITU0ttJw9er0eer2+xNdT1eQd5KUYE5H7MJrUijERETlfTk5OqbavKuqi9OWeiFnvCfbBBx/Ax8cHb7zxBnr16oW6devi3Llz+Omnn/DOO+/AYDDg9ddfR6NGjTBo0CCbJMfLq/APpJakJisrSz5WnDqskyLrOuxJSEiAv79/oeXsmTJlCqZOnVri64mIqGoyGJVjIiJyvpkzZ2LatGllfp9yT8QsS8IDUqKza9cuNGvWTD7WrFkzNGvWDHfddZc8J2vy5Ml4+OGHERISIpe7fUl6JZYy1gmX9SqNhdVhfb4oiV/NmjXtbiBdFOwNIyIiJRqRqxgTEZHzTZo0CePHjy/x9dHR0UhISCi0XLknYjVr1pTjcePG2SRh1h588EHcd999+PXXX3Hq1CkcO3YMTZo0QXBwMG7cuIHk5GSH98nKykJ2djYAwNfXVz5uvQR9YXVYn7euwx6VSgU/P79CyxEVR3ZqNgC/AjERuQ9PlUExJiIi5yvtdCHLOhWFKfeB5taJUJcuXRyWbdeunRz/999/AIDq1asDKDyJunnzphxbr35oub40dRCVJ5NBKMZE5EasVwl2sGIwERFVHi7tESts1cKwsDA5NhikbwBr1KiBo0eP4ty5c0hNTbXbA3Xo0CE5jomJkePg4GBotVoYjUYcPHjQ4f3t1UFUnnzDvHFH6KW8OMC1jSEil9CGB+G5ezfnxdzgnYioKij3HrEGDRrIsfWeYkpOnDghxxEREQCANm3aAJA2Zt60aZPda9euXSvHHTt2lGOVSoXWrVsDAPbs2YPExMRC69DpdPI1ROXNO8QbnXqZ0KmXCd4h3q5uDhG5QG4usG5/a6zb3xq5nCJGRFQllHsi1qVLF7kX6/PPP4fZbFYsl5aWhp9//hkA4OPjg7Zt2wIA+vXrJ5dZtWqV4rVGo1FOovz9/XHPPffYnLfUIYTATz/9pFjHyZMncezYMQBAjx49OPeLiIhcRgggPjkY8cnBKOKqyEREVMGVeyKm0+nw3HPPAQD++usvvPHGGzCZTDZlsrOzERsbi8uXLwMAnn32WXnCXLt27dChQwcAwMqVK7Fx40aba4UQeOONN3DpkjSU64UXXoBOp7Mp88wzz8iLb0yZMgUXL160OZ+VlYXnn39e/nnChAmles5EpZGTmoPju0w4vsuEnNSS72lBRJWXNi0ZLzd6Hy83eh/aNMfzm4mIqHJQiaLuOOZEt27dwp133okLFy4AkJKrgQMHol69evjvv//w1VdfycvAN2rUCH///TcCAgLk6/fu3YvOnTsjJycHWq0W//d//4fOnTsjMzMT3333HdavXw8AqF+/Pvbt26e4t9e8efPw4osvApDmoo0dOxYxMTG4fPkyFi5ciCNHjgAABg0ahO+//97h84mMjER8fDwiIiLk5JHciMEAzJghxZMnI8MoJf5eXoBanV/EaAQ8PADrRXgs+4RblzUapfIaDeDpCVzYl4g6bcIBAOf/SURU6/DyeFZEVIGkHr8I/5jaAICUYxfhF13baXXf9haG2767JCKiYipqblDui3UAQEBAADZt2oRevXrh7Nmz2L17N3bv3l2g3F133YVVq1bZJGEA0LZtW6xYsQLDhw9HRkYGPv74Y3z88cc2ZerXr48NGzbY3WB5zJgxSEhIwKxZs3Dt2jW89tprBco88MADWLZsWcmfKLmlgABpPsfly0De1EbMnQu88gowfDiwdGl+2YgIICUF+O8/wDJ9ctEiYMwYYNAg4PvvAZVVv7Wq3PuwiahCsP4Gh3tOEhFVCS77WNeoUSMcPnwYH3zwATp06IDg4GB4eHggPDwcvXv3xooVK/DXX38hMjJS8fqHH34Yhw4dwosvvog77rgDnp6e8Pf3R6tWrTBz5kwcOHAADRs2tHt/lUqFmTNnYvv27XjssccQGRkJrVaL0NBQ9OjRA1999RU2bNgAb28ujkCu5R3kpRgTkfvIFRrFmIiIKi+XDE2sajg00b3lpBkwvvsBAMCHW+9Ertq5QxOTLqQitI60WMz186kIieLCMUTu5srxJNSMCQEAJOyPR42WEfknMzOl1Tw8PfP3GMvNBXJypDcWL6svcLKyALNZeiPykAbFGLJMmPG2NFd78hQtdPqibURKRETKipobcKATUSnl5gKf/HMXPvnnLuTmAj4+0kNt9a9Lp5OO3T6iSKmsVisd8/Qsn/YTUcWnFvmLWqn/7znbk23bAr6+wM6d+cfWrZOO3XuvbdkuXaTj1tu/bNsGzJwhPTIzy6D1RESkxCVzxIiqEq0WmNL197y4o+PCJZGTDcCvYExEbsNLlb9iqpfO5KBkCWRlSX+GV7f9VoiIiMoUEzGiUtLpgKndfs/7oQwSMZNZOSYi92E9vPCzz2zP7d2bPzTRok8fID29YGK1Y0f+0ESLXr2ASQ9Ib2achkpEVG6YiBFVcLpAH7SrfSQvjnJxa4jIFbSBvhhu6Xmv3s72pNKiUh4e8hwwG14KmZZGA+i4AAgRUXljIkZUSkIAKWJyW7cAAGKTSURBVNnSN9H+AnD2NHetvzca3+Mrx0Tkfkwm4I8TjeWYiIgqPyZiRKWUkQEEvvsqACBxjAEhNQuulmiP9SJn9spmZQFGowpaLRc4JXJXZjNwJrF6Xpzl3MqzsoClK6V43GOAjuMTiYjKA2flEpWS9SJj4bV0OH48/+cZM6QFyuw99u/PLzt3rnKZ0FANtm/2x9VjmTBlO8jqiKjK0pmzMaH1AkxovQA6c7ZzKzebgQvnpYeZ81CJiMoLe8SISqk89vyOTwpAfFIAsq9ehW9g9bK/IRFVKIYsEz7Y9zwA4M2sJDh1dwu9Hhj0SH5MRETlgokYUSmprCaFJV4yIKSmTv558mRg4kT711ovcjZ2LDB6dMEyWRevYuwDvwEAvL16lLa5RES2PDyAJk3yYtc2hYjInfAtl8iJlDZy1unsl7dmr6w61BtadS4AQOXr44RWElFlk5trFadmSpNTvb3zvwnKybEtdDtHZQ0ADFopFlo4f8khIiJSwjliRKVkMCjHRETOkmP13pLT4i5pAqn1BNXnnnM8ITUpKb/s+PG254ICgZkzpEdaWvk9KSIiN8ceMaJSMhjyVzPMzjbB5OS1pZ1dHxFVPtY97WqU4YIa2dkA/MqufiIikjERIyolT08zGtWIBwD8e+g/eJ9z7rAeY6rVCmk5OU6tm4gqB68gq1WBjh9DRqAX9Dpv+T9x0ycLkf1eHFQq2wWEsrKkhRD1AVZlZ3+I7Cnv5ZeNvw40WiqdVHFYIhFReeHQRKJS8vUFFjz7GRY8+xm8vcvgm2rr5aQdzQEhoqrLKkF66MlA+Ib74Oe1ZphMUi/877s84Bvug7bdvGHy9JQffQd7wzfcB998K+Syew9JZWPa5pWNiID5hRdhfuFFiKAgFz5JIiL3wh4xJ0pMTERMTIziudjYWMTGxpZzi6i8dWzXDhov526GakhOx07degCA2tfXqXUTUeWg1QKPdfgTAHA4pQmAABw7dhxBQdLcr8OHAwDciYyMTOzcuVe+7tat5gCCcOLECezceQ0AcOJENQCtkZ2dg507/0ZGhhpLV7cBAIybBui5nzMRUaHi4uIQFxeneC4xMbFIdTARc6Lw8HAcO3bM1c2gcmbKFbh8zV/6Qaih0Wik2GAAjEbpE5RlOUQh8ifYW69iZinr4WG7j09GBjQeHlA//jigUkFVrXyeExFVLDod8Pz9vwIAcu4ywKzSQKfLn5/arNktbNiwo8DIwnfeOQKzGTZlGzRIsylrMqlw6ZJ3Xsw5qUREReGokyUyMhLx8fGF1sFEjKiUblzOxJOfjgMA9JiQihqWZOm114D33wdefhmYPVs6lpsrjWUEgJs3gYAAKZ4xA5g2TdpIzPrblYAAIFcFjEsC/DiBnshdqdVqdLb8cE/7ou+LUQSp8bfQIXwPAECX3QBAoNPqJiIi+5iIETlTZhbKZMWxq1elZaVN1QFonF8/EVVoQqhw6VYAAKC2SgO1xnnvA57CgIae0mgOramW0+olIiLHmIgRlZJ3cP4SZd7hVmMH33kHmDpVGppo4eEBpKfnFbZa2mzyZGDiROm8tVu3gJsZQK1PpJ/fmwh4cVNnIneTlQXUnfsSACB9igE+nk6s3Lp3zYk9bURE5BgTMaJSUqlVijF0uoIfalQqwEchkVIqC0hluUk0EVnJyACQ93ZhPa3UegqqEntlM7K1uJ4TDAAwqbV2riYiImdjIkZERFSJhNfK/9LGelppUhIQFmb/uuHDgaVLpTgzM3+6qjScui8A4EZyKnzDnd1iIiJSwn3EiErJkG5QjImIKh2umkhEVG7YI0ZUSsYsY358IxUItfPPyssLUOd992FZrt6e28sSkVvz9gbSJ70j/TBxojyU2XpaaUhI/hRUJdZlvb3zyyadSESdNlI3mI8mx5nNJiIiB5iIEZWSp48H6vhfAkwmeLa9ExApygXPnQPq1JFiy9L29hw5AjRpIsXz5zuzuURUCalUgI8u78sbH8hzxAqUKeJaPtZls3xuO0FEROWCiRhRKfmF6rHkpTnAqVPwW5kOcGQPEVUimtAgREWkyDEREZUPJmJEzlK/vrTfl5eX8nnr45al7e2xLvu//+Und95c0YyInEythlqnkWMiIiofTMSISkmYBW7dkhIk4eUN+HgXcgXsL1dvt2xezFFDRORkJhNw7pxvXswufSKi8sJEjKiUrp+4gQFzXwMAJDx5CTVaFyERIyKqIHTZqWgbfiEvjgIQ6NoGERG5CSZiREREbsyQloO9iXfmxVdd2xgiIjfCweBEpeQVoFeMiYgqBZ1WOSYiojLFRIyolNQeasWYiKgyMKu1ijEREZUtfmokIiJyY1nZyjEREZUtJmJEpWTIMCrGRESVgtmsHBMRUZniYh1EpWTIzJXjjNRc+BmcW7+RuR0RlSEfdbZiTEREZYuJGFEpabx0qOaRCgCI+yoQ3htd3CAiIiIiqvCYiBGVkl+kHwZ22g0A8PTv5OLWEBEVjyY0CBHhqXJMRETlg4kYkRO9PC4Xnn5lt+qYlguaEZGTqTw08PZTyTEREZUPJmJEpSTMQp7H5aER0Olc2x4iouLIzQVOnaqWF5tc3BoiIvfBRIyolK6fvIGv/+oGAJhx8hKi2nu7tkFERMWgzU5Dy7DLeXEkgACXtoeIyF0wESMiInJjxrRsHL7eKC++4eLWEBG5DyZiRKXkFaBXjImIKgWtB3KFVo6JiKh88B3XiRITExETE6N4LjY2FrGxseXcIioPag+1YkxEVBkID51iTERE9sXFxSEuLk7xXGJiYpHqYCLmROHh4Th27Jirm0FERFRkmVnKMRER2eeokyUyMhLx8fGF1sGv74lKyZiZqxgTEVUKZrNyTEREZYqJGFEpGTKNijERUWXgo85WjImIqGxxaCJRKem8PeCtyZBjIiIiIqLC8FMjUSkFRAXgkbt358XtXNwaIqryjM7teVf7+SI8OE2KgwOdWjcREdnHRIyIiKgymT3bqdWpc3QI8hwmxQh2at1ERGQfEzEiIiI3lmtW43h8pBTnctlEIqLywkSMqJSun7iBZdu7AQDeOnEZtdtFurQ9RFQFabXA5MllU/X5JDRbfFSKc8IAeJXJfYiIyBYTMaJSEkIoxkRETqNSAbqy2WzZmJWL/27Vl+LUa2VyDyIiKoiJGFEpefrpFGMiokpBq0WO2VOOiYiofHAfMaJS0ug0ijERUWUgrJIvwUSMiKjcMBEjIiJyY5lZyjEREZUtJmJEpWTMzFWMiYgqBeu5rZznSkRUbpiIEZWSIdOoGBMRVQbeIksxJiKissXFOohKSeftAb06S46JiCoTlUo5JiKissVPjUSlFBAVgMGdd+fF7VzcGiKi4lEHBSDY+5YcExFR+WAiRkRE5MY0nlrUDLmWF4e5uDVERO6DiRgREZEbMxqBwxej8mLOESMiKi9MxIhK6fqJG1i2vSsA4K0T8ajdLtLFLSIiKjqPnAxEB17Ki4MAeLm2QUREboKJGFEpCSEAqKxiIqLKw5SWiYupNfPiZBe3hojIfTARIyolTz+dYkxEVBkIDy0yTL55cZqLW0NE5D64jxhRKWl0GsWYiKhS0GmVYyIiKlNMxIiIiNxYRqZyTEREZYtDE8k9CCEtDVYGctOy8+NsU5ncg4iozFjPbeU8VyKicsNEjNyD0QjMmFEmVedcUQGYIsXphjK5BxFRWfEWWYoxERGVLSZiTpSYmIiYmBjFc7GxsYiNjS3nFlF58NAAWpWUgHnoOdqXiCoXlUo5JiIi++Li4hAXF6d4LjExsUh1MBFzovDwcBw7dszVzaDCTJwIaJ03IT0oy4Qn0i9LcaPaTquXiKg8qAID4O8prZaY6xsAQxl27Gu1TPaIqGpw1MkSGRmJ+Pj4QutgIkbuR6sFdE5cZt5kAtR5PWH8hEFElYyHlxb1ql8BAMz7rBa0nmV3r8mTnfv2S0RUmTERIyIicmNGI/Dv+XoAgPtNRnABeyKi8sFEjKiUkv5LwpfLpCGJb4+7jlotwl3cIiKiovMSmehZZxcA4NXYFvCuGezU+o1GYPZsp1ZJRFQlMBEjKiVzLiDytuQz57q4MURExWROy8Cxa1KPmCY7AzqdcxMxIiJSxkSMqJQ8/XSKMRFRZSA0HriQWTMvTnBxa4iI3AfX2iYqJY1OoxgTEVUK1qtncCUNIqJyw0SMiIjIjWVkKsdERFS2mIgRlVJuTq5iTERERERkDxMxolLKSTMqxkRElYGXOVMxJiKissXFOohKyUOvhkZllGMiospErVaOiYiobDERIyqloPpBGDrsUl5cy8WtISIqHpW/H8J9k+SYiIjKBxMxIiIiN6b11WNQp7/z4q4ubg0RkftgIkZEROTGDAYgbtODAIAZhix4urg9RETugokYUSndOH0Dy5dJQxKnT7iByGZhLm4REVHRaXIy0SNqX14cDcDLtQ0iInITVSYRi4+Px4ULFwAAUVFRiIiIKNb1ZrMZZ86cQXx8PHx9fVG/fn0EBgaWRVOpijEZBMzQyDERUWUi0jNwOTlEjoFg1zaIiMhNVMj1kYxGI9q1aweVSoWpU6c6LPvLL7+gbdu2iIyMRKdOndCpUydERkaiTZs22LBhQ6H3MpvN+Oijj1C3bl00bNgQ99xzD9q2bYvQ0FD06dMHJ0+edNKzoqpKX02rGBMRVQZmtQdOpjXGybTGMKurzPezREQVXoVMxF5//XXs2bOn0HIffPABevXqhX/++afAuX379qF37954//337V5vMpnw8MMPY/z48bh48WKBc+vXr0fLli2xY8eO4j8Jchseeg/FmIioUtDplGMiIipTFS4R+/XXX/Hee+8VWm7r1q2YOHEiACAkJAQrVqxAcnIykpOT8dVXXyE4WBpaMXHiRGzZskWxjrfffhurV68GALRq1Qrbtm1Deno6Ll26hGnTpkGtViMrKwsDBgzA9evXnfMEiYiIKpCMTOWYiIjKVoVKxBITE/Hkk08WWk4IgUmTJkEIAQ8PD2zevBlPPPEEAgMDERgYiCFDhmDz5s3w8JB6JyZPngwhbOfuXLt2Te4tq1u3Ln7//Xd069YNPj4+iIyMxJtvvok5c+YAAJKTkx32rJF7MxlMijERERERkT0VJhEzm80YMWIEEhMTUaNGDYdlDx06JA9d7N+/P1q2bFmgTKtWrdC/f38AwJ49e3D06FGb89988w0yMjIAABMmTEC1atUK1BEbG4uwMGkFvCVLlsBsNhf7eVHVl51qUIyJiCoDL3OmYkxERGWrwiRiH330ETZu3AhPT0989tlnDsuuW7dOjvv162e3nPW59evX263joYceUrxerVajb9++AIDr169j7969DttF7kntAahhkh6cIkZElYxarRwTEVHZqhBvufv27cOkSZMASAlZkyZNHJa3XsmwV69edstZn9u/f79iHc2aNUOtWrXs1tG7d2+7dRABQEjDEDw5/BKeHH4JIQ1DXN0cIqLi8fODvz4V/vpUwM/P1a0hInIbLv/+Pi0tDYMHD4bRaET//v3x3HPPyfuB2XPlyhUAgK+vL4KCguyWCwoKgo+PDzIyMmySNyEErl69CkDac8wR6ySNS9kTEVFVo6umxzP3/ZoX3+fi1hARuQ+XJ2KxsbE4ffo0IiIisHjxYqhUqkKvsSRRjpIwi+DgYGRkZMjJGyAtvmE0GotUh2X1RQA2dSgRQiA1NbXQNtmj1+uh1+tLfD0REVFxGQzAB+ukIfpvGrLg6eL2EBG5Wk5ODnJyckp8/e2LBNrj0kRs+fLlWL58OVQqlc2S84WxJERFKR8cHIyLFy/KC3NYX1+UOqzPW9ehJCEhAf7+/oW2yZ4pU6YUuoE1VTw3Tt/Aii8jAADTJ9xAZLMwF7eIiKjoNMZsdIo8mhfXB+Dl2gYREbnYzJkzMW3atDK/j8sSsVOnTmH06NEApOXlu3XrVuRrLb1OXl6F/2dh6WHKysoqcH1R6rDuobKuQ0nNmjVx/PjxQttUlHtR5WEyCOQKrRwTEVUmIjUN6WkecowagS5uERGRa02aNAnjx48v8fXR0dFISEgotJxLEjGDwYDHH38c6enpaN++PaZMmVKs60NDQ5GQkIBbt24VWtZSxjrhCg0NLXC+sOtvr0OJSqWCHyc6ux19Na1iTERUGZhVGhxMuTMvjndtY4iIKoDSThcqylQrwEWrJk6ePBn79u2Dn58fvv76a2i1xfvwatlnLDk5udCyljK+vr4Fri9KHdbnresgsvDQeyjGRESVgvWHDY7MICIqN+X+qTEhIQEffPABAODRRx/FyZMnC6xGmJiYKMenT5/Gxo0bAQBhYWFo1aoVqlevDkBKkoQQdrNOIQRu3rwJwHb1Q19fX3k1xcISMcv1t9dBRERUFWRm2cYc10FEVD7KPREzGAxyvHjxYixevNhh+RUrVmDFihUApA2aV69eLfdoGQwGnDx5Eo0bN1a89uTJk/LqiDExMTbnatSogdOnT+PQoUMwm81Q29nF8tChQ3J8ex1EAGAymBRjIqLKwHpxryIu9EVERE5QITZ0Lq42bdrI8dq1a+2Wsz7XsWNHxTquXr2Kffv2lagOIgDITjUoxkRElYGnOUsxJiKislXuiVidOnUghHD4OHfunFx+ypQp8vHVq1cDAPr27SsPR1y1apXiWv1CCPz4448ApAlzDz30kM35fv36yfGqVasU23rr1i1s3boVgLT6SaNGjUr+xKlCyciQHmZz/jGjUTqWnV28smoPQAUzVDBDzSliRFTJaNRCMSYiorJVKXvEatasicGDBwMAdu/ejUWLFhUos3DhQvz9998AgCFDhtgs0AEAAwYMQFRUFABg7ty5OHDggM15k8mE2NhYZOd9Kp8wYYKznwa5UFgY4OsLnDiRn2h99JF0bPhwwHqngjp1pOP79uWXXbhQOvbII4BPrRAMG34Rw4ZfREjDEJc9JyKiEvH1hacmG56abGmxjmvXgBs38t/wMjKA69el49ZvjgaDdCwpybZsUlLBsiZTwW+0iIjcXKX9/n7GjBnYtGkTkpOT8fzzz2PXrl3o2bMnzGYz1q9fL88rCw4OxvTp0wtcr9frMXfuXPTv3x/Z2dno0qULXnjhBbRu3RrJyclYunQp/vzzTwBA+/btMXz48HJ9fuRcQgjI//2bTAAEABWaNClY9rvvgKtXBbZutVyhBqDCXXcVLLtuHXDffSo0a1YWrSYiKnv6AC+Mf2i9FH92AJhV8P9M2ciRwBdfSPH8+YCjLykHDQK+/16KDx0Cfl4DjB0NRHLTeyIioBInYnXq1MGaNWswcOBAXL9+HcuWLcOyZctsyoSFhWH16tVyz9ft+vXrh3nz5mHcuHFIS0vDjBkzCpRp3bo11qxZAw+PSvurIgA3k01o/NFLAIAvmv+JH37QYcCATsjJ0SiWT7l1Czu37AXUanz5pQ6DB7dHaqpOsWx6WrqU3GmU6yIiqshycoAZPz0MAHj55cPwKOy9zJS3KJEQjt/3VCrAZILpyjWYt20DVGrFqQRERO6qUmcXd999Nw4fPoyPP/4Yq1evxoULF6BSqRAVFYX+/ftj7NixNps3KxkzZgw6d+6Mjz/+GFu2bMGVK1fg6+uLxo0b44knnsCzzz5b7H3OqOLJuZWJ66nSsEHj5u3wHdwDP/0k9Xji/felSV+jRwP+/gAA9T97gJnrgWbN4DVwIL79VhrmijlzpOE2zzwD5L22TLv24ocvgwEPD+Dmg4AXhycSUeWhVgOt650BAOzp3An6bmukJMr6C8i8FYih0wE7d0rxnXcCaxTK5uZKSVpeWWNKFi4GBQFBQeDARCKifBUyEbMs6FEU4eHheOedd/DOO++U+H4tWrTA559/XuLrqeLTeua/1DsmXUFIq1bSN7mensCjvaXk6pPZQO3aUqFDu6QPG2FhQKtW0icVLy9gxCPS3InZU4HoaACA4eA/2HPxIgBAbeLy9URUuahUgIdGeu9SaT0AL4UvH3UKIwI0GsDHp/Cy1kmal1cpWkpEVLVUyESMyNl06lw59vrpO2hWfQ706gWsXw9cvSqdCA21nVwOSBPGvvsO6NoV+P134OxZ6XhUlJSQAdBACzUmAwBUSh9KiIgqMCHU2H2qIQCgWUwt+ATmJ1LWb2nZ2fmjEpV4e0tJHSANd8zNe9vNSkrFUnNi3r2c2nQiokqNiRiR5ZOG5RNEacoWpQ4iogpEZfW+VbOObY9VerrVgIARwA8/2K8nMRGoVk0qO3o0kD9tOxDAUADA3MxUeDu19URElRcTMXILwpz/Naw4dBioE1Jwkvm1a/YrUN+208P58/mxAcDsvKE83pxPSESVS2am/XO+vkDHjkDeIsIOhYcDLVoAt+0GYys7C4BfMVtIRFQ1Vcp9xIiKKzM5f5fmzGy11LPl6WlbyMfH/uP2eQ23n9fppAd7xIiokrF+e9vwsxHp6VJP2Dff2JZbvlw63qqV9PMPP0Au+/PPtmUXLpSO3333bTczc2wiEZEFe8SIiIjcmI8PkD5JWvDK896J0OQlZoMGAX375g8IsHx39ccf0r7Men3+Ohy9euUPYwSkc3o9sHkzcO18KurE5PWCeXNgIhGRBRMxcgthMSHYNmVqXvw/1zaGiKgCUakAH13e8vRWI7Y9PGwXPLRQWvjQ3gKKXl5AUKQPuneXFkXSBzneUoaIyJ0wESMiIqIyk5MDbN1aPS82oVo1FzeIiKiCYCJGREREZUZlykU1b2NerIJNtxsRkRtjIkZuIeViCobOHgUAOPR4CoIacVNRIqLyoElJRk31rbw4AAiv4dL2EBFVFEzEyC3kpBsRn1krL77k4tYQEbmPXLMaJ9Oj8+JEF7eGiKji4PL15Ba0Xh6KMRERlTHr1T2UVvogInJTTMTILeh8tIoxERGVrexs5ZiIyN0xESMiIqIyYzIrx0RE7o6JGLkFYRaKMRERlS2dKUsxJiJyd5ws40SJiYmIiYlRPBcbG4vY2NhybhFZZCZn28T+dV3YGCIiN6LVCMWYiKgyi4uLQ1xcnOK5xMSiLUzERMyJwsPDcezYMVc3g4iIqOLw9laOiYgqMUedLJGRkYiPjy+0DiZi5BZCGgbhxxen58XjXNwaIiL3oQv0QY8eiXlxiItbQ0RUcTARI7eg9lAjMDBXjomIqHwYDMCWLeF5scnFrSEiqjiYiBEREVGZUZly4eUpJWC52QIGg6ZM7qPVAipVmVRNRFQmmIiRW0hLSMPTHw4HAOx7Mg0B9bmpKBFRefBITUY93Q0AwLz3o6AN0JfJfSZPBnS6MqmaiKhMMBEjt5B1Kwdn0+rmxZcQ4NrmEBG5DaNJjaOpTQEAfUQ6tC5uDxFRRcFEjNyCh6dGMSYiorKl9csfgfDyeDP8ajivbqMRmD3befUREZUnJmJUMQgh/Y9aRvSe+Qt06H05doWIqLzk5OTHZjOHDxIRWTARo4rBaARmzCi7+tMFgGllVz8RESkymZVjIiJ3x0SM3IIQ+bHBKC2n7Cxl2JFHRFTp6UzZAPwKxERE7o6JGFU8EydK6xA70a39icCHUjzjAz38wp1aPRER2aHVmBVjIiJ3x0SMKh6t1vmTCLSclEBE5BKensoxEZGbYyJGbiGkYRD63X8KAPDmO3Xg7Vs293FyRx4RUaWn///27jw+qvL8//9rZjJZhxDCJjsILiBaEVwRcOtHsUWhWotafy616hdUlEULflrBKi64YQ0utUU/rVVbF1wAqVsLLohFFAXFuiAYIBADCZkks//+OJmZM8lMMuBMZns/H495cOWce07uhMmZuc59n+vu1onbb/+4OR6e4t6IiKQPJWKSE6x5Vsp6GVlSQZFVVbtERKJJwk2vrr0+Zs/+EQBT/p+XguSs5ywiknGUiImIiIghGYtyufIoKZjRHPvRRw8REYPOhpIT9m7by9K/dzLi3+6laHBZajskIpIj7E17OfeAZ4y49mToUZLiHomIpAclYpITGve4qG7s2RxXpbg3IiJpxG6HOXOSdnjP51t54v7BADzg3UJR0r6TiEhmUSImOSGv0Bo1FhHJeRZL4ivVmnXuHI6Li5P3fUREMow+kUpOKHAURI1FRCS5XK7osYhIrlMiJiIiIknj9UWPRURynRIxERERSRq7zxU1FhHJdUrEJCc4qxujxiIiklz5Nl/UWEQk1ykRExERkeQpLIwei4jkOFVNlJxQfmAZZ5z43+a4f4p7IyKSO/K7duL28//aHJ+T4t6IiKQPJWKSE/IK8+g52B6KRUSkY7jdMPupXwIw5YFGNCYmImLQJ9IEqqqqYtiwYVH3TZ06lalTp3Zwj0RERFLM78dm9YViEZFsUFFRQUVFRdR9VVVVcR1DiVgC9ezZk40bN6a6GxKFc6eTFc+WGPE8J0UDSlPcIxGR3GCvrebygcub4/HQoyTFPRIR+eHaGmTp27cvlZWV7R5DiZjkBGd1IzucPZvjKropERMR6RAer4VHvr4KgLu8WyhKcX9ERNKFqiZKTrDlW6LGIiKSZMXF0WMRkRynRExyQmFpYdRYRESSy+WKHouI5DpNTRQREZGk8ZrWcPY2ecNfBALQ0GDEJab7xlwu8HrBbof8/NZti4vB0jyzwe0Gd/B4dkAzHkQkc2hETERERJLG7neH4rxHKnA6wemEwK5qcDjA4cDtNra53cCNN4LDQWDuvHBbZ0O47Z4GnM7m0bVbb4Xb5xuPYKImIpIhlIhJTnBWN0aNRUQkufKt4VGwRltJMJ/Caxocu+kmY9tNN4W3ef3WUNva2vD2+QvsOBwwfTrNmRtw7HGQp0k+IpJZlIiJiIhI8pinHV52WTju1g3q642H2Z13Gtt++9vwtuLicFu7Pbz9lltg9hw44wwoKEhO/0VEkkSXjyQnlB9Yxkkj/9sc909xb0REckdheTH3Xfw4AD0H/yKUd+XZLZBvJGm33QZz5zbnWPkFUFBAXiCcoxUXW8BitJ1zE8y6wRgAczbk8/s7jTbTpoVvKRMRyQRKxCQn5BXmMWC4PRSLiEjHsNngyIGbASN5KoiykFh+fuskymKJHEyL1rahAfz+xPZXRKSj6BOpxC8QAI8nOcdO1nFFRCRrFfmdXM/DzfFVQJTMTUQkTSkRk/h5PDB/fqp7sV+cO5288YKxfphznpOiAaUp7pGISG7w7HHywjNdATjuSie2oihDYvvJaoVS9oZiEZFMokRMcoKzupHv6g5ojqvopkRMRKRDuN3wwOfXADDru28ppXleodVKQVlRqNihp7YBtysQ/SAWCwVdikNtvXUNuJoCuF0Bmq66FgB/QWEyfwwRkYRTIib7Z9asyMpViZSE49ryLVFjERHpOP2OGRDx9fz56zn++BoAXp2+njvXXRvzuTffvIGTTtoFwL9mf8i81dMj9l87vY7eB+kim4hkDiVisn/s9owqT1VYWhg1FhGR7ODxtt9GRCSdKBETERGRpHH0cFA742bji2uuCV/Es1opKDssNN3wuNdHMsdVF/0gFgsFXQ4lL+9QAI5fNpLpTXVs27SboScbo2x5fncyfwwRkYRTIiYiIiJJY7VZKXU0TwnvVRpzNoWtvBPxzlewdelEAeDe0xDaVmDVkJiIZBbVGJKc0FDTGDUWEZEMZs+LHouIZACdtSQ9eb3gcsXen58fLurh80FTU+y2djsB04KfAS3+KSKSFfJ7dGH06OpQLCKSSTQiJulpxQpwOGI/Hn003HbVqrbbLlxIWf9SRg//ktHDv6Ssv6pqiYhkA7cb1qwpZ82acty6RUxEMoxGxCQ9eDzw5JNGfOGFCT98viOfISPzQrGIiGQHjyd4TdmX0n6IiOwrJWKSHtxuuPRSI/75z+H006G+PnZ7883eY8a03dZu1/uziEgWstdWc3z5l83xEOjWM8U9EhGJnxIxST+NzcU0CgvBZjPi4D1jVisUFUW29fuhoIBQDeTgPWMWCxQXA9BQ5eLfrzrACg11XoqKbB34A4mISDJ43AHeqxndHO9IcW9ERPaN7hGTtBAIBPDZbMbj1FPxde6M7/XX8fl8xmP5cmPbuHHhbT4fvh//2Nj+0kvhbf/+t7Ht2GND22p3NbC5qhubt3ejvqaNIiAiIpI5CgujxyIiGUAjYpIW/H4/q8aMMb7o0QPKy+G774xCHADbtxtTEHv3Dm8DOPBAY+rhzp3h7Vu2GG27dw9t27XLDhhXTa26/CAikhU8PmvUWEQkEygRk/Rz8cXGNMM808tzyBCYPduYbmh20UUQCES27d+/VduCgnDN+qLy4mT1XEREOpDbE44bGklq5US7vfVbkIjID6FELIGqqqoYNmxY1H1Tp05l6tSpHdyjDNIYXmT5hBEjsPXokdDD794djq023R8mIpINbIFwJvbQI3k4uiXve82ZE1knSkRyW0VFBRUVFVH3VVVVxXUMJWIJ1LNnTzZu3JjqbmQmvzFi5fNbaWqwYGuKniyZ13HelzWfzSy6pCkikhUKLeFELM+q8rgi0nHaGmTp27cvlZWV7R5DiZikh9JSOO44Vn0+nNOGHBCz2eLFcMklRrxiBfz0p7EP+eCDEPz7eOON8PaGBujS5Yd3WUREUsteEL4vbObVjZQO7JTQ43s8sGBBQg8pIhKiREzSQ2GhsXZYQXdYkvjDmyveBwKJP76IiHS8gt5dufbaLwBw9B+sqYMiklGUiElaGTOmmtpaH7YY93GZ32T3Zc3nU06BCy4w4vLyBHRURERSzuOBv/1tAAC33qoK9iKSWZSISVrwOl38a9EuAE482kVBSfuVDVsWVmxLfj4cdFD4eSIikvkCAaiuLmiOdY+YiGQWfSSVtODaVce8f/wcgOm376CgVCXmRUSkbfbaamYe8pfm+CIo7ZniHomIxE+JmKQHUyXDhiYLNqcxxSQ4QzFYIdFqjbzfq7HRKLjYXluvFz75xKii6PWqBLGISDbwuAPcvWkmAL9176ConfYiIulEy9BLejBlV6MndMPhgNWrw7tfeAEcDhg/PvJpxx9vbH/zzfC2FSuMbWPHhre5XPD88/DMM22XvBcRkQxivilMN4iJSIZRIiY5oaQE+vVLdS9ERCSRPD5r1FhEJBNoaqKknXdec9LpgNKIi5uTJhkVEq0t3mffey88NTEoWE2xZduLLjJu7C7W7WciIlnB7Ykei4hkAiVikhaaapuAUgCsniZKSkoj9seqkFgU5YaAWG3tduNf0+1oIiKSwWw+T9RYRCQTaBxf0oLPE4gai4iIxFJo80SNRUQygUbEZP+53cZqmrGYSxl6PEb7GBxdCzjzMKM6h6PHYYnspYiIZCvzHPSW89FFRNKcEjHZfwsXwg03xN7/1ltw0klG/OijcPXVMZsWv/QSsx7sZMTddBOXiIi0z35AV6688qvmeGBqOyMiso+yIhGrrKzk22+/BWDAgAH06dNnn57v9/v56quvqKysxOFwMHjwYLp06ZKMrmY2nw8qK8OxiIjIvmhrFsV+8Db4eOWVXgAsuCuAFhITkUyS0kSsqqqKhx9+mP/85z988cUXbN26lUGDBnHYYYfxP//zP1x66aXYglPboli+fDm/+93v+M9//hOxfeTIkdxyyy2ceeaZbX5/v9/PwoULuf/++9myZUtou81m44wzzuCee+7hkEMO+WE/ZDZpaoLHHjPiu+6CadNgypTY7c2lDK+4Ai65JGZTl9vCc9dtBOCYkT6KO8X+fxcRkQy1YEFCDxdw26msvKk5biRLri+LSI5I2Rlr+fLlnH/++dTW1kZs37hxIxs3buQf//gHDz30EH/84x856qijWj3/nnvuYebMmVGPvXbtWn7yk5+wYMGCmG18Ph/nnnsuS5Ysibpv6dKlvPnmm7z66quMNa8MLGH5+cYjHnZ7uGxhFLU76njw/0YBMOd3dRR3ivO4IiKSs+yuemYecrcR7z0fuu3bjBgRkVRKSSK2ceNGzjnnHBobGwGYMGECp512Gr169WLTpk089dRTbNy4kQ8//JBTTjmF999/P2Jk6s0332TWrFkAdOvWjYULFzJ+/HgAli1bxrRp0/j++++ZNWsWI0aM4NRTT23Vh9///vehJOyoo47innvu4eijj2b37t38+c9/Zt68eTQ2NjJp0iQ+//xzunfvnuTfSm6zmGrKW1RfXkQke9jtMGdOUg7t+Xwrd987GIDfNm3RzEQRySgpScSCSQ7Agw8+yJQpUyI+fN9www1cf/31LFq0iNraWqZNm8arr74KQCAQYPbs2QQCAfLy8vjnP//JiBEjQs+98MILGTp0KMceeyxer5c5c+awevXqiOPv3LmTu+82rqANGjSIf/3rX3TqZBSKKCkp4Xe/+x1dunTh2muvpaamhrvvvps777wz6b+XXGYu0KFiHSIiWcRiiX/2xL5yOMJxQUFyvoeISJJ0eK3XpqYmXnjhBcAYiWqZhAHk5+dz3333MXz4cABWrFhBZXORiPXr17NmzRoAJk6cGJGEBR111FFMnDgRgDVr1rBhw4aI/U899RROpxOAGTNmhJIws6lTp9KjRw8AFi9ejN/v398fWURERJLAG7BFjUVEMkGHJ2Iff/wxnuaqSeeee27MaWj5+fn89Kc/DX29bt06AF555ZXQtrPPPjvm9zHvW7p0acQ+8zHOOuusqM+3Wq1MmDABgF27dvHBBx/E/F45I2BaaNnlitzndBoPc8Lqdhvb4mmb4EpaIiKS/Vzu6LGISCbo8ESsqqoqFA8YMKDNtr169QrFwamMmzZtCm1rqyqied+HH34YsS94jMMPP5x+/frFPMZPfvKTmMfISQ0N4fh//zdyX1mZMUVk+/bwtoULjW1XXhnZtk8fY/tXX4U2NT34WDje05TATouISLayBnxRYxGRTNDh94gNHz6cxYsXAzBu3Lg225pHoQ4++GAAtjd/0Hc4HJSXl8d8bnl5OSUlJTidzojkLRAIsGPHDqD9RNCcpJmPkbOKi2HAANi6FbzehB7aZw+Xuvd59GYqIiLtK7K4osYiIpmgwxOxAw88kAMPPLDdduvXr+fpp58GoG/fvgwdOhQglES1lYQFde3aFafTGUreAGpqakJTI9s7RteuXUOx+Rg5y+Ew1gJzu2H27Mh9e/YY/xaZalYF1xnLa/EyCy4KbWrruOqXjFth/N86undLbL9FRCQ7Wa3RYxGRDJCWKx+uXbuWCRMm4G0edZk9ezb5zRWXggmROUmKpWvXrmzZsiVUmMP8/HiOYd5vPkYsgUCAurq6dtvFUlBQQEEaV30KBAL4wah+lZcHPtPIVXDx5kAgvN1mMx7QbtsCh5W58z4HoLhkTPJ+CBERyRr2A7py8bh/NcfHprYzIpI1XC4XrpY1DvZBwFxXoQ1plYjV1dVx++23c/fdd4eSsAsuuICrrroqog1AUVH7q4UEk5rg/WXm58dzDHNSZD5GLNu2baNz587ttovl5ptvZu7cufv9/GTzezysCv7+3n67zQWaRUREks3ng7c/PzQUi4gkwu233868efOS/n3SIhHzeDz88Y9/ZO7cuezatSu0/fLLL2fRokVYTdMNunfvzrZt29gTnArXhmAbc8JlXpi5vWOY98eT+PXu3ZvPPvus3XaxpPNoGADffw/N1Ss56aSEJmJuN7zxhrFcwFFHhQfNEkVFGUVEso/fD19VHdAct3/BVEQkHrNnz2b69On7/fyhQ4eybdu2dtulPBH76KOPuOyyy0Ll6QH69+/Pww8/zPjx41u179WrF9u2baOmpqbdYwfbOEwLPporMbZ3DPN+8zFisVgslJaWttsuG5xw+OHY+vdP2PG++w5OP92Yxuj1BoiytJuIiEiE/PoaZhz6dHM8Gbr1SXGPRCQb/NDbhWItz9VSyhIxn8/H3LlzueOOO0LTEMvLy7npppuYMmUKhTGGRA44wLjyVVNTQyAQiPmDBgIBdu/eDURWP3Q4HKFqiu0lYsHntzxGziouDoU2hwObLXGLZ5oPFe+LV0REcpu70cc9n88AYMb3WynrGVkzqrHRGDUrKAjXjfL5oKkJLJaIt7WYbd3N65O5k7hOmd1u9EdEcktKErFAIMDUqVN55JFHAOOD9zXXXMO8efMoKytr87nBES23282mTZs49NBDo7bbtGlTqDrisGHDWh3jyy+/ZP369fj9/oipj2br168PxS2PkZPM7xIJfscoKQnHN9xgLEuWLLq1TUQkS5iuWPce1Y9Ro8C08g2nnQbvvgsvvAATJxrbVq2Ck0+GYcNgw4Zw27POgtdfh7/+FS680Ni2bh3cfnu4TXPdsISbMyd5xxaR9JWSWq+33nprKAnr2bMnb7/9NgsXLmw3CQMYNWpUKH755ZdjtjPvO+GEE6IeY8eOHaxdu3a/jiHJY7cbb0jJeuiqo4hIlmgxM8Pvjz5y1dQETqfxCNbe8vshWlE0lyvcNjhx5gfU4RIRickSiLe+YoLU1dXRu3dvnE4nXbp04YMPPmDw4MFxP3/btm307duXQCDAsccey3vvvddqKlsgEOCEE05g9erVWCwWKisrI+4Ne/rppzn//PMBuPHGG7njjjtafZ89e/bQq1cvmpqaGDp0KBs3bozZp759+1JZWUmfPn347rvv4v5ZMo1v2zZWNV8mHPPkk9h6907YsXfvhuCybjU10KVLwg4tIiJZqu7bajoPjFx7cuZMWLDAiD//HJqXIY1qyhSoqDDiLVtgwIDYbWtqImdv/FAeT7ifGhETyS7x5gYdPiL25JNPhtbkuu222/YpCQOjMuHkyZMBeP/993n00UdbtXnkkUdYvXo1ABdeeGFEEgYwadIkBjSfbRcuXMhHH30Usd/n8zF16lSampoAmDFjxj71MWuZSw8muAyh+arkD1i2QUREckmsmvWNjeB0Upjnbf8YzW2L7G23TfTsDE2TF5EOv0ds5cqVobikpIRXX301rucdc8wxlDcPmcyfP58VK1ZQU1PDVVddxXvvvcf48ePx+/0sXbqUJ598EjAWZL711ltbHaugoICFCxcyceJEmpqaGDt2LNdccw0jR46kpqaGxx9/nHfeeQeA4447josvvviH/tjZobgYmqtHuvOK8bexxnVREQRvvXO7287bCgvBa3r/88bxvikiIlJsbWLZGKPC8nEPPYStXz/sdvCNGwcffkif516gtvZMo/Fbb8HPfgaHHWashYlRlMN35pmwahVdnvwbtbXnGG1Xr4bx43ENOpSZo40LuzabBdDcdhFJnA5PxKqqqkLxviQ4b731FieddBIAAwcO5MUXX+RnP/sZu3bt4oknnuCJJ56IaN+jRw+WLFkSGvlq6eyzz+YPf/gD119/PXv37mX+/Pmt2owcOZIXX3yRvLyUV/lPDw4HjBwJwP/eXca998du+umnxnsdwPz50NaaeGvWwODBMGSI8bW5ipWIiEgsFgsU2YzZKx9v+Qx2bTZ2HHSQMY+wajt8uMrYVv0tjB0JPXuGt0F4PmL1rvD2HVtg7EjcnXvy1VfGjWI+XxcgcdWCRURSmoj9ECeeeCKffPIJDzzwAEuWLOHbb7/FYrEwYMAAJk6cyLRp0yIWb47m6quvZsyYMTzwwAO88cYbbN++HYfDwaGHHsoFF1zAFVdcgV1zBzqEwxGuUhXHkm0iIiLQrRscf7yRkVmt4UodF14IgYBRzCO4bdAgmD3baOv1GtU6AM47r3XbPn1g9mx8TTbeOdu4B82n6RoikmAdnohtMNeK/YF69uzJbbfdxm233bbfx/jRj37En/70p4T1KZv5PT527DDWd7vlVhe33Bo7STWv4zJnDsyaFfu4hYWxp/mLiIjEYs3LY0ywysWTT8Lf/ha78XffQfAC7bXXQnP15qg2bYKBA2nc7eTawx+Fxkbse8+Hzj0S13kRyXmac5dNAoGEF9Ewa9xcxfmP/AaA2mlbKB0a39BV8Mbktng8UFdnxMGLlCIiIm2xWCyRkwXbuqpns0WWu4+jrb+2gQc+uQKA37t2UBT7GSIi+0yJWDbxeIwbspJltxtIzvEbG+G++4z4t781RslERETiVlEBDz0Ue7/5BuR774W77ordNjitw3x7gm5VEJEEUyIm8TMXLSlK/HVBa0qWFxcRkaxQUBD/YlwFBcajHX6bPWosIpIISsSy1axZib96t70O7m2OE7zyZEmJMRIWjEVERFKtsSkyLktZT0QkGykRy1Z2e8KTpYjjWbSWioiIZDnzfWSqKiUiCabJYBK/YFnflrGIiEgWKrG5osYiIomgREziZ15DJcHrqbhcsHSp8XDpvU5ERNKBefaHZoKISIJpaqLELa+kgLMHr2iOj0nosb1e+M9/wrGIiEiq2bqXM+7Yrc3xASnujYhkGyViEreC7qVc91hBKE4kux3GjQvHIiIiKWe1kufID8UiIomkREzSQn4+nHRSOBYREUk1nw/eeKNnc6xiHSKSWErEJG5+X4AdXxtvRIHRAbAZ210uYzqhuVBjIAANDUZcXByeWu92G+tOt2zrdBr7lISJiEi6yG+qY+qPXmyOz4bSLinukYhkE42zS9yqN33P+b86lfN/dSoNW6pD26dPB4cD5s8Pt62tNbY5HJH3fN10k7HtppvC27xeKC+HVaugqclIzERERFLNvddFxceXUPHxJbj3qpKUiCSWEjHZL86GxFePevttuPPO8EiaiIhISplvWtYNzCKSYJqaKHErKiuIGt97L9x1V+R7VOfOUF9vxHmmV9ltt8HcuZFt8/KgpgYWLDC+Li5OQudFRET2kd9mjxqLiCSCErEEqqqqYtiwYVH3TZ06lalTp3ZwjxLLmmeNGhcUGA8ziwVKSlofIz+/9X1gwbbB7VqqRURE0kFjU2RclrKeiEi6qaiooKKiIuq+qqqquI6hRCyBevbsycaNG1PdDeOmK6fTyGiCQ08+n3EDlsUSOeTU1GTsy88Pt/X7obHRiM3ZlFZaFhGRXOL3R49FJOe1NcjSt29fKisr2z2G7hHLRn//u1H94sknw9s++cSoknHQQZFtL7rI2P7oo+FtX31lbOvTJ6Kp+/obwnG9Oxk9FxERSRsl1qaosdMZ+xG8jhlPW4+no34SEUlHGhGTuLmthaHYWeejNIG5mN6MREQkU/ToEbuw1Lhx8K9/hb8eOBCqq6O37d0bfv3rRPdORDKFErFsdN55MGOGMaoVdPjhRvWMljdg/eUv8PjjkTduDR4crrRhYrtjPp2WOgGoeLILxaVJ6LuIiEi6KC8H4NgfVVLSr3uKOyMi2UaJWDbKyzPu7TKXJrTZolfPKCxsvc1qjdq2tG8pP5u81Xiao3+ieisiIpKWbPk2Tj99OxaLFZfXRnHzNcudO2M/x9ripo/Nm6O3c7vh7rsT0k0RyVBKxLKJ0wkPPGDEv/515D1ewaIcsZgTr1htG33GdpuNmTMDUXO4RNBSLSIikg58PlixohcAXm/4fTHadc1YYrW12/V+J5LrlIhlE6cTdu824oMOipzAfs45sGxZ7OcGAuH4oovg2WdbN7EU4hm9Avr2Jc8WaFWGXkREJJvYm/byqyNWNMenQ2lZwo7d0AD332/E113XemkXEcl+SsSySbKGqJrtCnTjb2+PBWD+7+oYMFQ3iYmISJpIQtWn/MZafln+MAA292h8vk4JO7bXC7W1NgD8/gCgRTRFco0SsWxis4XjL76I3Pfcc21PTTQLFvBoaYsPgutVFxW33i8iIpIqCxYk/pimWvTvfvQRfPllwg5dV2cDxgDg9/sBW5vtRST7KBHLVi0npe/LaFmMtkVdw4lcUbGu3ImISHYLWG3scXcGoLPVpjErEUkoJWLZxOuNHieIuRJUy6pQIiIiHc5uhzlzknb4pu92M+mOngDUHlZNSd8uCTt2dXWcs1REJGspEcsmLlf0WEREJBtZLEmtcmHJC39Msvn92IK3AHg8Rv35WAoKjKVk2mhra/IBzX03F8wSkZyhcY1skpdnnPzNbwAJZL4POgn3RIuIiKSVEmsjASwEsFDy/pvhHY8+Cg5H7MeKFeG2Tz4Zvc2gQeE25irHIpIzNCKWTcrL4Te/CccJZr6g19aFQBERkWziIh+vtRN2d3gALgA0YBSuKqYhdP+YGzueJht5LuO6aJCzRVsLAUrz68CeF9lQRHKGRsQkbvn5UFzspbjYq/VOREQk+3XvDrNnc+OoN3H84ifMm9e8/YoraKiqx4ETB04aquqh3njMm1mP49wzuPHG5rYXXgj14bbV3xjtinduZvBQD3XO4qTMYhGR9Ke/fIlbWRn8/OffNcf9UtsZERGRZAveg2ZrUVrebocSe/jrkhIIFitueaHSbjceLdo6G318ulF1GEVymRKxbFJdDbfcYsRXXAG9e6e2PyIiIlngztNe47blR2EvCWdZxcXGIFgwDrr5ZqOQY8tBrpZt8/DSv8derBY/eXRG64iJ5B4lYtnE7w9XXvL7U9sXERGRTOdywdKlFAAFN14XUaHRYmm9ZCcYTaJN32/Z1tfgonqnDbDRVOvCXZq8+8TsdqO/IpJelIhlE/NCzPuygHOcdu2CJ54YCMAtt/jo3z/h30JERCR9eL3wn/+E4wQKBKDWY6xLdv8iF4WdEnr4CHPmJLXKv4jsJyVi2cQ8h73lfPYEMC9zoiVPREQk69ntMG5cOBYRSSAlYhK3JA+4iYiIpJf8fDjppHCcQG7Tepz/73IXvQYndmqixwMLFiT0kCKSYErEsol52kSCp1BA0gfcREREcob5nq1Y95WJSHZTIpZNXK7osYiIiOy7QACamsJxAhUVRo9FJHcoEcsmeXnhOexJWBzS44kei4iIZKWGBrjzTiO+8UYoKAC323gTtNvDw1iBgNEWjPr0weGuYNu8POO5QU4n1qYGoBQAq7VjfhwRSS/6088m5eVGaaQ5c4w4wdzu6LGIiEhWO/nkcHzTTeBwGP8Geb3GNocDamvD2+fPN7ZNnx55vLIyLAcfRM+yPfTsUoelQPMSRXKRRsQkbvn5UFDgC8UiIiI5YfTo6IuG/QB2PJx7zndQWIi9eFBCjy0imUGJWAJVVVUxbNiwqPumTp3K1KlTk/r9A4EAoWWcfT7jkUCdOvmYPHkbAGVl/RJ6bBERkbRTXAyzZ0fOHbztNpg7N7KcfV4e1NeHnxM0Zw7MmtX6doE9e3DX+ajobUxNnD/fp2rEIhmmoqKCioqKqPuqqqriOoYSsQTq2bMnGzduTNn39+/axaqVK40vRo6EToldHdLjsQADEnpMERGRtGWxtJ4CEq3EocUSfcQsVjnEkhJsDXs59ZC1ANhcBwNJXNFZRBKurUGWvn37UllZ2e4xlIhlE58vXNVJKy6LiIikrcDeer7bZiRv9VVOKO5EUVF48M3jMe7Httki1+5saDDe4gsLw0vJeL1GsWSrFYqKwm09HqOtPhKIpCclYtnEVJHphFGjsPXsmdDDV1bCE08Y7xC33gp9+yb08CIiIjnDb81j095DAThsnJ/va+DTT+Gww4z9jz8OV1wBZ58NS5aEnzdsGHz7LaxZA0cfbWx75hn45S/htNPgtdfCbf/4R9i1C667DsrKkvNz2O2Ra6KJSPyUiGUT0xx0W34+tgSvuqzyuiIikrMSvW5LkrMXp9NIwgDuvz95RbbmzFEBL5H9pURM4maeGqGbikVEJKcsWJDY49UHgHkAfPJ2DaX9u0VMK7zkErjggvD0w6CNG8NTE4N+8QuYODHygmlhofF8uz0pS4uKSALoTzObmKskJrhiIkS+GSR4sE1ERCRnlRS3rvVht0cWZgwyF2UMystrnWwVFsLixYnro5nHk/i8VCQXKRHLJk1N0WMRERHZd3a7MfcuGT7fCvc0xw0NCT98tIKPIpJelIhlE6s1POc8CTd0eb3RYxERkayUzGwm2nBXAnm98MorRvzTn2p6okg60p9lNunWDcaODccJ5nJFj0VERGQflZbSuaAuFDc2gt8fu7l56mJTU9t3IJSUGO/TkyYZX9fXKxETSUf6s5S45eWFK+TrhC4iIrL/SsoLWPKbO5vjGzl1PPz739HbFhcbVRCDzjkHli2LfexAwJgYc8IJxteqeiySnvRxWuJWXg6/+U04FhERkfRksUDv3uFYRNKPErFs8v33sGqVEV9+uVZcFhERSVdNTfDll6F4+fKiNqcmmj33XPvFkX0+ePZZI3788f3upYgkkRKxbOLzhSeYJ6F8vYiIiCRIXR1UVobioi5d4n7qvq7laZ7WWFwcHiFzudouvhWrrdttPMCYBiki+0eJWDYJ3sDVMk6Q6mq45RYjvuKK8JQHERER2UdJXpyzsTEc9+wZjuvrw4U/rrwSnngi9jF27oTu3Y14+nRYtKh1m1mzkvKRQyQnKBHLJuYKGnl5eL3GFSyrFYqKwrsaGowrWIWF4XN/rLbBKk4FBca/wStf8U6fEBERkSjMw1r7OsQVB71Pi6Q/1dHJIoEANPoKafQV4nTC//0fOBzwk59ErhV59NHG9n/+05iu4HQa88gdDjjllMi2Y8ca2198MXK2YxLeM0RERCRBunQx3tuffRb27DFGwurrjemGQY88Et4e7WFeCefee8Pbt27t8B9HJCtpRCyL7N3j48xVy40vBoa3v/WWkXxt2BDZ/swzWx9j9WoYNgw2b47cfu65kV8nYRaFiIhITvJ5POGrnR6PcQOWzRZ51XMfp7NY/X4mTjDaWq1WLFFKJxYUxD+t0Nw2eH+YiPwwSsSySFNdfGfGDz6AkSPh88/bb7tyJYweDevW/cDOiYiISJhp+sm7S5fCkCHGFx99ZExDOegguOCCcPs//AFqauDSS6F/f2Pbhg3GkNeAAXDJJeG2Dz8MVVXwy1/C4MGMGTMGWwKvoBYVwbRp4VhE9o8SsSxizbNixbii9t93q+h5RLiahvlCWHExrF0bu9KRuW1REbzzjjHX3O2GBQvCxxAREZH9ZH4TttsTfnhfwMq6Db1hdxdOOCGxM1msVigrC8cisn+UiGWRbgeX88bNvwdgwJE3YmvjKtW+JFLBq112O+TnG7EWhxQREdl/1i5dGBPMYiZMgM6djfi44+Cyy1pPTRw5svXUxOOPh4suaj01cdQo6vZ4OK2fURL/iit8ofdvEUkfSsREREREOpilsBDbmDHGFw5HOLlqmYAFderUepvNFv0mL4cDu9fF4L7VAFj9nYDEDYm53UbBLwhPUUwWu10XfyV7KRETERERyTJFVhePDfl5c/wikLjFvjweeO89I16wgKSOts2Zk9zji6SSErEssvub3Uy4bQYA35y3m27DdAetiIhIWvL5oLLSyGrq6lpXvTDfD+D3R67Q3FK0to2N0KuXsU1DSiJpSYlYFvE0+qj3dmqO96S2MyIiIhJbUxM89pgRP/FE6/033wxz5xrxZ5/B8OGxjzVzZria1pYtMGiQMW2xeeqjz+uNXAz0BzJubbM1f+sADkdiEz2PJ/zjiGQzJWJZJL/EHjUWERGR3NIYKOS6dfcBcOfbaynolLiPfI2NVmAsAC6Xn7IyW6h6otttJFKxmGuNxGrrdofXKotV4VkkGygRS6CqqiqGDRsWdd/UqVOZOnVqUr+/vSgvaiwiIiJpprgYZs824lmzWt8IZS5pP3Qo1NfHPpa5bf/+UF+Pf8dePh5yAAD+wBv4fOB2W7FYoLDQH2rudlvx+cBuD5CXZ2Q97bX1esMjYL172/j0UzjsMOPr+fNh3rzYXV2zBo4+2ogXLoQbbojdFoxfTbyLTot0pIqKCioqKqLuq6qqiusY+rSeQD179mTjxo2p7oaIiIikO4slnHyVlLRdkcJqNdrEo7ltUXEDT1t/AcApIx/g/a+6cdppNoYMCfD55+HkasIEK8uXW/jTn/xcfLGRiH30EYwaZaN37wBbtoTb/uIXVp57zsJdd3n36UfdH0OGwOjR0QtIiqSDtgZZ+vbtS2VlZbvHUCKWRfxef9RYREREcovdFuAX/r83f/EHbKEVnS2mOFzHw2q1RlTQb6ttQYGVZctWAjB69GgcjnCbOXOMUaxYzInVtGkwZUrrNm53uBpjIheiFkk3SsSySOMeV0RclrquiIiISCqVlMAZZ4Ti444zZje2LKD43HPGVETzgNzhh0dv+5e/wOOPg8US4PnnjfmCRUWE7g8D4zjxlpuP1dZcBFIkmykRyyKBAFgwRsLcnvCNronS1s23IiIikkZKSmD5cuPDQUMDtiYnJQABwBluVpiXByXNN2EF20L0tjYblBRSVwcXXXQsAGed5Yu4RS0RPB7jXrJgrKRMspUSsSzS5aBu/H/jjKkCf3p5NNZXU9whERERSa3qaujRI/b+iy82hrkAGhrA4Yjd9txz4R//AKCkJHifmAWXC7ze2EufmW9vi9a2Of8DjBombreRQwLs3h3ZhYICyGv+9Opp56Kzua3Xa3xvs+JiLbEmqWVtv4mIiIiIZBSfD/71L3jnnYQfugQnrxz9Y145+seU4OTKK438beHCcJvt241tZWWRz50+3dg+f354W22tsc3hMBIms379wvscDnj2WSM5c7mM5dfM+1o+/vIXo21Tk5E/ttzfViFKkY6gEbEsNfN6L4WlyVtLLNHTEERERCSBmprg5JONuKoqdtXFPNNHweLitrOTDqqc0dYo1/nnG//eeCN8/nnbx/nVr+Cyy+D662Hr1tb7a2uhUydwNk+/NN/vFhxts9kiC4w0NBgjeOb10GK19fmM/4ZYYo0gttdWsocSsSyye/NunlllzNmeX7mb0m5FKe6RiIiIpITFAsG1TR0OI8mK5znxlsk3eeQRqKiIvEjbq1f0nO7ee+GuuyLbdu4cbpuXF7nv2GPhlFOM2Ocznht0+OHGj7hqFbz9Nhx1FJx+enj/nXeGF4QeOtRYtm3lyvAgYXBfnz5GUvbRR0bZ/ODPNGMGTJwIf/2rkQTZ7XDQQbBtG7z7LhxxhNH2r3+Fq64yvvdzz4WTpg8/hGOOif17u/lmmDvXiD/7DIYPj9125kyjkqRkFyViWcTT6KPJX9QcV6e4NyIiIpIyxcWwYUOHfKuCgtaLLsda+ixa25b5X1kZ1NQYcct7yX7zGyM239/ldhujUnl5kccOltE3j3Tt3GlMdwR4/nmjhH7QkUe27u+SJUYe++CDYF4y6oQTWrddscJoe9ddbZfw319+P2zZYsT9+0dWq5TMpP/CLJJfbAdcwFwCeVpHTDKPy+Vi7ty5uFreUS2SAfT6lf0WnNuWrEdw6KcN6fT6tVqhSxfj4XCEy9wXFIS3FxSEtzscxrZOncLb8vPDbQsLw9vMCV8wrqw07j2Lx3//C8uWtd3mzjvhwAPh0EONkb49e4zZobt2GV8HH9dfb0yL9PmMEbu22v7v/xp1VwYNMh5tTWPMVen0Go6XJRCI469T2hRcPbtPnz589913KetH9ZfVdD8oH+jM1x9+zaARg1LWF5H9UVdXR+fOnamtraW0tDTV3RHZJ3r9yj5xuyMrViTTrFnt3txdV1dH5+7dqd21q93Xr6+ujlU//zkAJzz/PLYkvt6tViuWBJY2dLlg3jwjvummcDIWraqiWXBqIrR975fTCT17wllnwd/+Zhz/H/+A886DceOM+ilBRx4JH38M//wn/PjHxralS+GnP4VRo+CDD8JtR482pkMG1dfv1yzSrJZO5+B4cwNNTRQRERHJNh4PPP10OG6vylYwC7nnntZzB1syVdN4d/VqY+5fkowZMwZbAouEWCzhqY7mX0leXmTdkrbYbO0nQTfcoERJ2qdELIv4veHpiH6fpiaKiIikLbsd5sxJ3vH37AmPuCV68pPVCuXl4ThDeTyJP2ZennF/W2Gh8Wu3WGDSJGMEq+Wv6r33jPu+zJUWTz89etvXX4e9e43Rto7gchkFTGKt92au/+J2G21ttsgcPliNsqRESWksSsSySOMeF2D8NTfWZs78WBERkZxjHppJhi5dwgs1//zn7Q/31NXBHXcYpQLbmdZldbsZc/fdxhdjxyb85/D5fLxrnoeXJMmuQjhnjvGriTXaFm0gsa225sTR50tcP6O58cbIdeFaGjHCqAoJxlTPtmbZHnwwbNqU2P5lCyViWUe3/ImIiOQ8ux0uvjj+9sFkKljVog0WIDRZ0GbrsPXFMk2iR9zq6sJxY2O7+XJacbvDie+sWVoTLUiJmMnu3bv5+uuv2bt3L71792bIkCFYM2jIvcfQbpw/+k2eege6H9w11d0RERERSSvJnhHq8YQTjkSPuAWn+oFRXCTRGhth/HgjXrLE+D21NTUx6Oab4brr2p6aWFtrVH4EuOIK6N498f3PRErEgC+++IIZM2awfPlyfKax3n79+jFt2jSuu+66hN4oKiIiIpJUPp8xd6yhAU48MTxq1dRk7DOXAfT7Iz/lB8Vqu3Mn3HabMb1y2rSMGt5I9ozQZCooMKopQnJGw/buhX//24jdbujRo3UbcwIWlJ8fPbEy3xdmrkipj9RhOZ+IrVq1ijPOOIOGYIpvsnXrVmbOnMnKlSt5/vnnlYyJiIhIZmhqgmOOMWJzrfPJk+HFF+HRR+HXvza2ffYZDB/e+hi/+pVRg/2++4whDzBWFB7Uccvj+JJ4M1SiS+NDckfcgotWQ/uFLdONub+Z1vdkypx5d0lQXV3NpEmTaGhowGq1csstt7B161bq6+t58803GTFiBAAvvfQSt9xyS4p7277arbUsee8oAOoq69pp3TEqKipS3YUI6dQf9SX9pdvvJZ36o75khnT63agv0SW9LwMGJLdkndNpPFquMBzcHu3Rsm1DQ+s2bjcvPPss777zDqtWrUrKw++Pv8J0vP9PwRG3ZDyCg5Jr1iTnNROsgtgybks6/S1lopxe0PmGG25gQfME3gcffJCpU6dG7K+rq+NHP/oRmzdvpqSkhG+++YbuUcZe02VB529Xb2Xg8Z2Bznzy+gaGnzosZX0JGjZsGBs3bkx1N0LSqT/qS2vptBgjpM/vJSid+qO+tJZur19In98NqC+xJK0vwRt6LJbIT9UxphvWVVXRuXfvyNdvrKmJ27ZBv36R36/lasXdu0N1dfS+tVyteOBA+Pbb0Jc+m41VY8ZwyZo1PP7CC0mbS7gva5Slw2tmzx5jEeht24axc+dGysoSe3ynMzz1MN4Fo+P9vezPsfdVOp2DtaBzO3w+H3/+858B6NGjB1dddVWrNqWlpcycOZOrr74ap9PJM888w9VXX93RXY2bvTD832kvyNn/WhEREbFYon/aNS9aFWS1/vC2CWT1+RizahXFPh9jjjsuod/PXBp/X6c9JnOaZDxqa+Hbb43Ece/eAGVliZ1WaR6acbvbXwM8+BzT+t4x7d4djpOViGWinP20vnr1ar7//nsAJkyYEPOKyFlnnRVKvpYuXZrWiVi+I/wXk18Sx1+PiIiIyL6y2eBHPzLil182hjqs1shP5F98Efv5Ldt+9FFEFmBpbMR22mnw1VfG57Mk3aO/L2uVNTQ0sGrVqqT0I167d9uAMQDY7X5MiwgkhLleyx13RF/nrKXq6rbXEAuqrw/HyVhIO1PlbCK2ybSy3JlnnhmzXb9+/TjiiCNYv349HwZXrhMRERHJVT4ffPyxET/0UHKmDp53HlRUxDcskyPM+Wh763Pvj2QuGJ2fD506GXG895/lgpxNxLZv3x6KBwwY0Gbbfv36sX79enbu3MmePXsoS/Sk3AQJ+MNXk3L41j8RERFJJrsdTj7ZiDOsorTVamXMmDH7/Lzi4uL9el4iVVcnd2pkaWmA5jp13HijP2qp+paeeQZuvLH9fhkVH42plCUlFoxlwSVnE7EdO3aE4vLy8jbbdu0aXhx5+/btaZuINdQ0AUZN0IbdTantjIiIiGSnkhJ49dXIFX5bLhrl9cZeDbi42LiHDYwpisG67MG65h6PsU6Z32/cXBQ8RrCt3Q5duoS/X3W10baoyJj2GDyG220kiqbPcZbqamxxtqWmxvg5CgvB58NWV2d87XIZz+3WLXrbYHJqbtu1a/hn3rPH+H4FBeGhLZ/PKI7SVts9FsD4nrs/q6SkF9C1K40uK3vrIb+pDrvPBfn5+G15NDYZxy21N1FYaIGuXWlyW6nbG72tq8nHYUNqsdkCfPTBVuwFlsj/T6s1/LMFAuD10li/l/fffjP8uwz+H5nbAp4GL1v+ezBN3ny2ft2dss42aHCCswGnJx/y8ygqhE4lxuvE44FaWxcsdrtxq2JjA9Q7afDYCeTbKSyA0k6A04nXC7WWztQ1mRYryxA5m4iZR8TMiVY05v3OKAse7ty5M3TMPn367HeffuhaFj63j+CKBKdOPiUtCnZUVVXRt2/fVHcjJJ36o760FhzJHTp0aMLXdtkf6fJ7CUqn/qgvraXb6xfS53cD6kss6dKX/Xr9+v0Q/Dxl/vxTW2vcFNSpU3jl4UDAqLYI0Lt3ONGoqzNWEnY4oHPniLZVQN8DDoj+vYPz3MB4flsS0LYK6Nvywn2y+uBwhH8/9fWh++d82IADgCqGjjuGAquRPLo8dnyB2CtS2Sw+Cqwuo63Xjs8fu60VH4U2F0tf8YT74PEY/9dR7PZ4+PnPftZu2wAW6jyleAL5PPNs7B+92GYk615/Hu5A21NeQ20Debj9+UBiz8E/ZHZZcMAnmCPEkrPl6//nf/6H1157DQC32429jTnIs2fP5o477gBg5cqVrYambTbbPq1FISIiIiIi2c1qtbZZbTP1QyYpYl4PbM+ePVHXBzPvDyqKUkKmsLCQpqYmbDZbm8dpT7pcQRURERERyWU/ZKxq165d+Hw+CqMtAWGSs4lYr169QnFNTU2bCVRNTU0odkS5czHadEUREREREZFYYk8SzXIHmOYcmxOtaHabVqH7IfeAiYiIiIiIQA4nYuYRsY+Da2FE4ff7+eSTTwDo378/ncw3W4qIiIiIiOyHnE3ERo0aFYpffvnlmO3Wrl0bqnxywgknJL1fIiIiIiKS/XI2ETvkkEM45JBDAHjjjTciph+aPf/886F40qRJHdI3ERERERHJbjmbiAFMnz4dAJfLxTXXXNOqBP26deu4//77ARg0aBATJ07s4B6KiIiIiEg2ytl1xAA8Hg8nnngia9asAWDs2LFccskllJaWsmbNGhYtWkR9fT0Wi4UXX3yRCRMmpLjHbdu9ezdff/01e/fupXfv3gwZMgSrNadzbRGRtFBZWcm3334LwIABA1T4SUSkg6Tz+TenP6Xb7XZefPFFRowYARiLNV922WWce+653HXXXdTX12O321m0aFFaJ2FffPEFEyZMoHv37owaNYqTTz6ZQw45hIEDB3LPPfe0uZCcSCr9+Mc/xmKxxPV4/PHHU91dESoqKrBYLMydOzeu9suXL+foo4+mb9++jB49mtGjR9O3b19GjRrFsmXLkttZkRbiff36fD4KCgriPj9v3ry5Q/ovuaWqqop58+YxYcIEDjnkEIqLiznssMM477zzeOyxx9r9fJsR59+ABFwuV+APf/hD4Pjjjw+Ul5cH8vPzAwMHDgxcfvnlgfXr16e6e21auXJloLi4OADEfJx11lkBr9eb6q6KtNK/f/82X7vmx+LFi1PdXZHAcccdFwACN998c7tt77777nZf1wsWLEh+p0Waxfv6/frrr+M+NwOBb775pkP6L7lj2bJlgc6dO7f5ujvqqKMCa9eujfr8TDn/5uyCzmb5+flcffXVXH311anuyj6prq5m0qRJNDQ0YLVamTt3LpdeeildunRhzZo1zJgxg3Xr1vHSSy9xyy23MG/evFR3WSSkqamJrVu3AjBlypR2R50PP/zwjuiWSEyLFy9m9erVcbV98803mTVrFgDdunVj4cKFjB8/HoBly5Yxbdo0vv/+e2bNmsWIESM49dRTk9ZvEdi31+9///vfUPzwww8zYMCANtv37NnzB/VNxGzjxo2cc845NDY2AjBhwgROO+00evXqxaZNm3jqqafYuHEjH374Iaeccgrvv/9+qAAfZNj5N9WZoOy/WbNmhbL6Bx98sNX+2trawMCBAwNAoKSkJLBz584U9FIkuk8//TT0+l22bFmquyMS1Z49ewIrV64MXHrppQG73R56zbY1ouD3+wPHHHNMAAjk5eUFPvzww1Zt1q5dG8jLywsAgWOOOSbg9/uT+FNIrtqf128gEAg8+OCDobb19fUd01mRZuedd17E59uW50eXyxWYMmVKqM3pp58e2pdp59+cvkcsk/l8Pv785z8D0KNHD6666qpWbUpLS5k5cyYATqeTZ555pkP7KNIW8xXXgw8+OIU9EYnumGOOoaysjLFjx7J48WI8Hk9cz1u/fn2oCNTEiRND9yGbHXXUUaFKvGvWrGHDhg0J67cI7P/rF8Ln5759+1JSUpKsLoq00tTUxAsvvAAY58kpU6ZgsVgi2uTn53PfffcxfPhwAFasWEFlZSWQeedfJWIZavXq1Xz//feAMWRrs9mitjvrrLNC8dKlSzukbyLxCL7R2+32dqe9iKTCzp079+t5r7zySig+++yzY7Yz79P5WRJtf1+/ED4/6yKZdLSPP/44dNHg3HPPbZWEBeXn5/PTn/409PW6deuAzDv/6h6xDLVp06ZQfOaZZ8Zs169fP4444gjWr1/Phx9+2BFdE4lL8I1+8ODB5OXl4fP52Lp1K5s3b6ZTp04cdNBBlJaWpriXkss2bdpEwLTCy7fffsuhhx4a1/OC2jo/m/fp/CyJtr+vX2idiDU1NfHNN9+wY8cOunXrxqGHHordbk98pyXnVVVVheL2LtL26tUrFAfvJ8u0869GxDLU9u3bQ3F7L9R+/foBxtWxPXv2JLNbInH74osvAONEevvtt9OjRw8GDRrEySefzKhRo+jatSvjx4+P++ZykUQrKCigsLAw9CgoKIjrecHzs8PhoLy8PGa78vLy0LQv84cHkUTY39evx+Ph66+/Dh3jyiuvpFOnTgwbNoxTTjmFI444gq5du/LrX/86VHBJJFGGDx/O4sWLWbx4MePGjWuz7QcffBCKgxcNMu38qxGxDLVjx45Q3NYLDaBr166hePv27ZSVlSWrWyJxC15xfeutt3jrrbda7fd6vbz66qv885//5P777+eaa67p6C6K7Jfg+bm9czMY52en0xlxcU0klTZv3hxan2nhwoVR2+zdu5fHHnuM559/niVLljBmzJiO7KJksQMPPJADDzyw3Xbr16/n6aefBox7GYcOHQpk3vlXI2IZyvyiMSda0Zj3O53OpPVJJF5Op5Nt27aFvh4xYgSvvfYae/bsobq6mrfeeotf/OIXAPj9fq699tr0WXxRpB3B83N752ZzG52bJV2YCykBTJ48mXXr1uF0Otm8eTNLliwJFUCoqalh4sSJfPfdd6noquSotWvXcsYZZ+D1egGYPXs2+fn5QOadf5WIZai6urpQXFRU1GZb83SE4BxakVT66quvsNls2Gw2JkyYwMqVKznttNPo3LkzXbt25aSTTuLpp5/m3nvvDT1nxowZ+P3+FPZaJD7B83N752YIn591bpZ0YT4/z5s3j7/97W8ceeSRFBcXM2DAAM4++2zef/99zjnnHMBIxn7/+9+nuNeSC+rq6pg9ezbHHXdcKOG64IILIiqHZ9r5V4lYhurevXsobu++L/P+eF6YIsl2xBFH4PV68Xq9vPTSSzgcjqjtrr32WkaOHAnA559/zkcffdSBvRTZP8Hzczz35Abb6Nws6eKaa64JnZ9/97vfRa1aZ7fbWbhwYegem7///e+h0QmRRPN4PCxatIghQ4Zwxx13hF5rl19+OY8//jhWazidybTzrxKxDGWuFFNTU9NmW/P+WB94RdKRzWZj0qRJoa/NN+aKpKvg+bm9c7O5jc7Nkmn69OnD8ccfDxgfaL/66qsU90iy0UcffcSxxx7L1KlT2bVrFwD9+/dn2bJl/PGPf2xVvTPTzr9KxDLUAQccEIrbe7Ht3r07FPfp0ydpfRJJBnO55eDaeSLpLHh+rqmpiSgf3lIgEAidn4PVbUUyic7Pkiw+n4/f/va3HH300aE1wsrLy7nnnnvYtGkT48ePj/q8TDv/KhHLUOYRsY8//jhmO7/fzyeffAIYVxA6deqU9L6JJJJ5ukvnzp1T2BOR+ATPz263u82yyJs2bQotXDps2LAO6ZtIIun8LMkQCASYOnUqt956K16vF4vFwrXXXstXX33F9OnTKSwsjPncTDv/KhHLUKNGjQrFL7/8csx2a9euDZXyPOGEE5LeL5F4XHjhhQwfPpxTTz213QIcn332WSgOrhMiks7iPT+b9+n8LOnA6XRy5JFHMnz4cG644YZ22wfPz3a7vd01TUXideutt/LII48A0LNnT95++20WLlwY1/JLmXb+VSKWoQ455BAOOeQQAN54442I6Ydmzz//fCg232sjkkpHHnkkGzZs4M033+T111+P2a6xsZG//OUvgDGH+8QTT+yoLorstwkTJoQKHDz33HNRp8cEAoHQ+dlisXDWWWd1aB9FoikpKaFPnz5s2LCBRYsWxfxsAbBhwwbeeecdAMaNG6f7HCUh6urquPPOOwHo0qUL77zzzj4lSpl2/lUilsGmT58OgMvl4pprrmk1srBu3Truv/9+AAYNGsTEiRM7uIci0U2ePDlU5eiyyy5j69atrdo0NjZyzTXX8PXXXwNGBUVVlpNM0Lt3byZPngzA+++/z6OPPtqqzSOPPMLq1asBY4TYPN1cJJV++ctfAsbo2OTJk3G5XK3aVFZWcumll4amJsYzeiYSjyeffDK0rtdtt93G4MGD9+n5mXb+tQTaupNN0prH4+HEE09kzZo1AIwdO5ZLLrmE0tJS1qxZw6JFi6ivr8disfDiiy8yYcKEFPdYJOz+++/n+uuvB4yrsFdeeSVHHnkkeXl5fPbZZzz11FN8+eWXAIwcOZJVq1YpEZOU2rx5M4MGDQLg5ptvZu7cuW22HTlyZKiY0sUXX8z48ePx+/0sXbqUJ598EjAWFF27dq2mdUnSxfv69fv9nHPOOSxZsgQw7i+/4oorOPjgg6mrq+PTTz/lT3/6E3v37gVgypQpVFRUdMSPIDng/PPP5+mnnwbgiSeeoEePHnE975hjjqG8vBzIsPNvQDLa9u3bAyNGjAgAUR92uz3w0EMPpbqbIq34/f7AzJkzA1arNebrFwicfvrpge+//z7V3RUJfPPNN6HX5c0339xu+1WrVgW6d+8e87Xdo0ePwLvvvpv8josE9u31u3fv3sApp5zS5rnZYrEEZs2aFfB6vR3zA0hOOPnkk9t83cV6vPXWWxHHyZTzr6YmZrgDDjiA1atX84c//IHjjz+e8vJy8vPzGThwIJdffjlr166NWHFcJF1YLBYWLFjAxo0b+dWvfsXIkSPp1q0b+fn59O/fn8mTJ7Ns2TKWL18eusolkklOPPFEPvnkE+bMmcOwYcMoKSnB4XBw2GGHcdNNN/Hpp5+G1mESSScOh4PXX3+d1157jYkTJ3LYYYfhcDgoKSnh0EMPZcqUKXzyySfcdddd2Gy2VHdXskhVVVVCjpMp519NTRQREREREelgGhETERERERHpYErEREREREREOpgSMRERERERkQ6mRExERERERKSDKRETERERERHpYErEREREREREOpgSMRERERERkQ6mRExERERERKSDKRETERERERHpYErEREREREREOpgSMRERERERkQ6mRExERERERKSDKRETERERERHpYErEREREREREOpgSMRERERERkQ72/wPQwmDHANDdoAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import ROOT as r\n",
"for j in [1,2,4,6,8,9]:\n",
" fig, ax = plt.subplots()\n",
" for sval, c in zip([f\"-0.{j}\", 0, f\"0.{j}\"], ['red', 'gray', 'blue']):\n",
" rf = r.TFile.Open(f\"new_nuisance/ref/fitDiagnostics{sval}.root\")\n",
" rd = rf.Get(\"shapes_prefit\").Get(\"testchannel\")\n",
" hep.histplot(rd.Get(\"B\"), label=f\"master: {sval}\", yerr=False, color=c, alpha=0.5)\n",
" if sval == 0:\n",
" continue\n",
" # rf = r.TFile.Open(f\"new_nuisance/new/fitDiagnostics{sval}.root\")\n",
" # rd = rf.Get(\"shapes_prefit\").Get(\"testchannel\")\n",
" # hep.histplot(rd.Get(\"B\"), label=f\"PR: {sval}\", yerr=False, color=c, ls='--')\n",
" # rf = r.TFile.Open(f\"new_nuisance/ref_scale2/fitDiagnostics{sval}.root\")\n",
" # rd = rf.Get(\"shapes_prefit\").Get(\"testchannel\")\n",
" # hep.histplot(rd.Get(\"B\"), label=f\"2x scaled {sval}\", yerr=False, color=c, ls=':')\n",
" rf = r.TFile.Open(f\"new_nuisance/ref_scale2/fitDiagnostics{sval}.root\")\n",
" rd = rf.Get(\"shapes_prefit\").Get(\"testchannel\")\n",
" hep.histplot(rd.Get(\"B\"), label=f\"master: (2x scaled) {sval}\", yerr=False, color=c, ls='--')\n",
" rf = r.TFile.Open(f\"new_nuisance/new_scale2/fitDiagnostics{sval}.root\")\n",
" rd = rf.Get(\"shapes_prefit\").Get(\"testchannel\")\n",
" hep.histplot(rd.Get(\"B\"), label=f\"PR: (2x scaled) {sval}\", yerr=False, color=c, ls=':')\n",
" plt.legend(loc=1)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "6c02957e",
"metadata": {},
"outputs": [],
"source": [
"hep.style.use(\"CMS\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "47c7f6f9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Smoothing shift_mul_float flatParam, True\n",
" Param <NuisanceParameter (shift, -0.8) instance at 0x7f91122e7f10> {shift}\n",
" Param scaled <DependentParameter (shift_mul_float, nan) instance at 0x7f90e517bbe0> ({shift}*0.5)\n",
"Smoothing shift_mul_float flatParam, True\n",
" Param <NuisanceParameter (shift, 0.8) instance at 0x7f91122e7f10> {shift}\n",
" Param scaled <DependentParameter (shift_mul_float, nan) instance at 0x7f90e4c0a2c0> ({shift}*0.5)\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import ROOT as r\n",
"for j in [8,9]:\n",
" fig, ax = plt.subplots()\n",
" for sval, c in zip([f\"-0.{j}\", 0, f\"0.{j}\"], ['red', 'gray', 'blue']):\n",
" rf = r.TFile.Open(f\"new_nuisance/ref_scale2/fitDiagnostics{sval}.root\")\n",
" rd = rf.Get(\"shapes_prefit\").Get(\"testchannel\")\n",
" rd.Get(\"B\")\n",
" hep.histplot(rd.Get(\"B\"), label=f\"comb {sval}\", yerr=False, color=c)\n",
" \n",
" # ch.reset()\n",
" # p = ch.getParameter(\"shift\")\n",
" p = [p for p in ch.parameters if p.name == \"shift\"][0]\n",
"\n",
" p.value = float(f\"-0.{j}\")\n",
" hep.histplot(ch[\"testchannel_B\"].getExpectation(eval=True), bins=a.axes[0].edges, label=f\"rhalp -0.{j}\", color=\"red\", ls=\":\", binwnorm=1)\n",
" # ch.reset()\n",
" p.value = float(f\"0.{j}\")\n",
" hep.histplot(ch[\"testchannel_B\"].getExpectation(eval=True), bins=a.axes[0].edges, label=f\"rhalp 0.{j}\", color=\"blue\", ls=\":\", binwnorm=1)\n",
" plt.legend(loc=0)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d538afb4",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "a94ca5b1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[StairsArtists(stairs=<matplotlib.patches.StepPatch object at 0x7fe717c8a500>, errorbar=None, legend_artist=None)]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a.plot(ls='--')\n",
"sName = \"testchannel_B\"\n",
"hep.histplot(ch[sName].getExpectation(nominal=True), bins=a.axes[0].edges, label=\"nominal\", color=\"black\", ls=\":\")\n",
"ch.reset()\n",
"ch.getParameter(\"shift\").value = 1\n",
"hep.histplot(ch[sName].getExpectation(eval=True), bins=a.axes[0].edges, label=\"nominal\", color=\"blue\", ls=\":\")\n",
"ch.reset()\n",
"ch.getParameter(\"shift\").value = -1\n",
"hep.histplot(ch[sName].getExpectation(eval=True), bins=a.axes[0].edges, label=\"nominal\", color=\"red\", ls=\":\")\n"
]
},
{
"cell_type": "code",
"execution_count": 170,
"id": "8b0c627d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{<NuisanceParameter (shift, 0) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.5) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.5) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.4) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.4) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.3) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.3) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.19999999999999996) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.19999999999999996) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.09999999999999998) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -0.09999999999999998) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.0) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.0) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.10000000000000009) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.10000000000000009) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.20000000000000007) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.20000000000000007) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.30000000000000004) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.30000000000000004) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.4) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.4) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.5) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0.5) instance at 0x7fc90a56ab00>: 1}\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fc90a307040>"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"sName = \"testchannel_B\"\n",
"ch.reset()\n",
"hep.histplot(ch[sName].getExpectation(eval=True), bins=a.axes[0].edges, label=f\"Nominal\", ls=\":\", color='black')\n",
"for i in np.linspace(-0.5, 0.5, 11):\n",
" ch.reset()\n",
" ch.getParameter(\"shift\").value = i\n",
" hep.histplot(ch[sName].getExpectation(eval=True), bins=a.axes[0].edges, label=f\"Shift={i:0.3g}\", ls=\":\")\n",
"plt.legend(loc=2)\n"
]
},
{
"cell_type": "code",
"execution_count": 169,
"id": "76bc8cfd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{<NuisanceParameter (shift, 0) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -5) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -5) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -1) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, -1) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0) instance at 0x7fc90a56ab00>: 1}\n",
"{<NuisanceParameter (shift, 0) instance at 0x7fc90a56ab00>: 1}\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fc90a4e0a00>"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"sName = \"testchannel_B\"\n",
"ch.reset()\n",
"hep.histplot(ch[sName].getExpectation(eval=True), bins=a.axes[0].edges, label=f\"Nominal\", ls=\":\", color='black')\n",
"# for i in [-1, -0.5, 0, 0.5, 1]: \n",
"for i in [-5, -1, 0]: \n",
" ch.reset()\n",
" ch.getParameter(\"shift\").value = i\n",
" hep.histplot(ch[sName].getExpectation(eval=True), bins=a.axes[0].edges, label=f\"Shift={i:.3g}\", ls=\":\")\n",
"plt.legend(loc=2)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "feb9be2c",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:combine]",
"language": "python",
"name": "conda-env-combine-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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