diff --git a/abc_sim.ipynb b/abc_sim.ipynb index bc7c554..7a5e06d 100644 --- a/abc_sim.ipynb +++ b/abc_sim.ipynb @@ -97,10 +97,10 @@ { "data": { "text/plain": [ - "(array([34., 26., 9., 14., 6., 2., 5., 1., 1., 2.]),\n", - " array([ 1.08275068, 3.04308878, 5.00342687, 6.96376497, 8.92410307,\n", - " 10.88444117, 12.84477927, 14.80511736, 16.76545546, 18.72579356,\n", - " 20.68613166]),\n", + "(array([36., 30., 9., 15., 2., 3., 1., 2., 0., 2.]),\n", + " array([ 1.04141196, 3.82813124, 6.61485053, 9.40156981, 12.1882891 ,\n", + " 14.97500838, 17.76172766, 20.54844695, 23.33516623, 26.12188551,\n", + " 28.9086048 ]),\n", " )" ] }, @@ -110,9 +110,9 @@ }, { "data": { - "image/png": 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\n", 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10494.81025325,\n", - " 6004.21465655, 11203.32828955, 14999.76111841, 13016.48620336])}" + " 'tokens': array([ 6230.98362085, 8232.90761727, 11329.77258635, 8745.96172322,\n", + " 5200.33438209, 11521.49651346, 21018.8800454 , 14877.43276198,\n", + " 6652.0515741 , 9600.46030875, 4823.40729039, 7690.3800175 ,\n", + " 8884.40237292, 19246.2429887 , 13520.28193649, 6100.54824589,\n", + " 5849.73508465, 4714.99623144, 6836.17170644, 6667.20531118,\n", + " 10848.69180629, 14672.37137299, 11550.00804376, 7359.92245451,\n", + " 5762.6423862 , 6719.56678383, 5784.20904258, 11350.57147571,\n", + " 11119.92391514, 22353.23808843, 5139.62424156, 12359.20834145,\n", + " 6036.21369945, 5702.15832298, 13694.0256394 , 8133.16709576,\n", + " 12143.60893334, 8582.55974773, 5172.28503065, 18953.58999492,\n", + " 20503.2623806 , 24280.16375302, 8247.44638068, 5694.52822136,\n", + " 10032.43506676, 7692.87507937, 8128.93712625, 18840.26354567,\n", + " 15585.15231555, 7545.77173821, 6802.56378219, 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5000\n", "monte_carlo_runs = 1\n", "\n", "from cadCAD.configuration.utils import config_sim\n", @@ -577,45 +577,45 @@ "name": "stdout", "output_type": "stream", "text": [ - "[{'N': 1, 'T': range(0, 1000), 'M': {'kappa': 2, 'lambda': 200, 'gains': array([2.2921666 , 1.98818595, 1.99997495, 2.61700232, 1.47518894,\n", - " 2.51351361, 1.51605356, 1.66782316, 2.46935463, 0.97358694,\n", - " 2.19041391, 2.9362623 , 2.25426095, 1.81905155, 2.03085349,\n", - " 1.96126515, 2.39370876, 2.24935254, 2.38912398, 2.15492905,\n", - " 1.60462071, 1.22979399, 2.36695694, 2.05161337, 1.55974821,\n", - " 2.17566063, 1.54377836, 3.35493869, 1.49586875, 2.33145561,\n", - " 2.32299809, 2.39795069, 2.34849001, 1.74285357, 2.10702026,\n", - " 2.55821851, 1.6497427 , 1.39102242, 1.91930368, 2.61147596,\n", - " 2.84844282, 2.29384739, 1.59352497, 2.7105475 , 1.87447698,\n", - " 1.93270526, 2.21992251, 1.39516659, 2.57506325, 2.0339276 ,\n", - " 2.43301018, 1.34371915, 1.90269332, 1.58239104, 1.88624816,\n", - " 1.11486924, 2.7721075 , 1.66598127, 0.88505501, 1.58447293,\n", - " 1.50460689, 1.91009698, 1.92902333, 2.61110437, 2.34350311,\n", - " 1.46404661, 2.17210079, 2.74378223, 2.0553947 , 2.16069873,\n", - " 2.04983946, 2.2405521 , 2.49108269, 1.65366794, 1.69048173,\n", - " 2.40694747, 2.5474253 , 2.06546507, 1.80609674, 1.7880083 ,\n", - " 2.40051795, 2.11159074, 1.9151044 , 1.92688312, 1.83175792,\n", - " 2.12723437, 1.94793373, 1.66815402, 1.67037743, 1.91638279,\n", - " 1.25615397, 1.57455723, 1.11207182, 1.69771067, 1.86200944,\n", - " 1.41952969, 1.73928578, 2.94974646, 1.95202331, 1.71469343]), 'rates': array([0.30816667, 0.13303194, 0.14012475, 0.21861855, 0.87763869,\n", - " 0.0760448 , 0.06810303, 0.19493994, 0.13033145, 0.16819258,\n", - " 0.46493704, 0.43690449, 0.30479068, 0.17960878, 0.06321659,\n", - " 0.10573791, 0.07558613, 0.25174711, 0.42410376, 0.08278858,\n", - " 0.56782003, 0.13970737, 0.4992912 , 0.23011957, 0.15516219,\n", - " 0.31356584, 0.10385885, 0.09968212, 0.92357365, 0.29954494,\n", - " 0.24226334, 0.26221117, 0.4822624 , 0.38097634, 0.45806025,\n", - " 0.6288877 , 0.24030832, 0.22689182, 0.73670584, 0.42291755,\n", - " 0.36916739, 0.51835718, 0.05945343, 0.28354578, 0.20189928,\n", - " 0.23197259, 0.40133512, 0.15138996, 0.64489727, 0.52331692,\n", - " 0.74523024, 0.88322337, 0.3671692 , 0.11438319, 0.40615975,\n", - " 0.11236885, 0.15976133, 0.09926391, 0.1273019 , 0.26085877,\n", - " 0.70213741, 0.13097763, 0.10386274, 0.12038372, 0.28262886,\n", - " 0.20042198, 0.35824772, 0.11851071, 0.17095808, 0.06878177,\n", - " 0.20555845, 0.31930625, 0.08689322, 0.30531369, 0.33513039,\n", - " 0.22565395, 0.04834157, 0.6441107 , 0.13564606, 0.05203031,\n", - " 0.43278593, 0.25755617, 0.17160871, 0.0704277 , 0.62933098,\n", - " 0.1419389 , 0.45187155, 0.36661232, 0.31435238, 0.21349777,\n", - " 0.26275337, 0.1125094 , 0.45105008, 0.85873302, 0.51456162,\n", - " 0.09378675, 0.12184586, 0.47680567, 0.17688786, 0.24625096]), 'population': 100, 'beta': 0.9, 'phi': 0.05, 'invariant': 20000000.0, 'dust': 1e-08}}]\n" + "[{'N': 1, 'T': range(0, 5000), 'M': {'kappa': 2, 'lambda': 200, 'gains': array([1.41151501, 1.38219589, 1.19520762, 1.20803678, 1.1626232 ,\n", + " 2.77050087, 1.10469473, 1.85291014, 2.09665945, 2.07490085,\n", + " 3.07972937, 1.3591671 , 2.81199389, 2.04401458, 2.58186449,\n", + " 1.36114227, 1.63021917, 2.21212879, 1.55398853, 2.11247388,\n", + " 1.55836769, 1.79946493, 1.02137126, 0.89042514, 1.80577178,\n", + " 1.53531329, 2.8123043 , 2.91236742, 1.85760469, 1.53665798,\n", + " 2.13862541, 2.40820235, 2.47849544, 2.57956379, 0.88971535,\n", + " 2.20409656, 1.6591847 , 1.83073833, 2.33926571, 1.55721901,\n", + " 2.2626349 , 1.6850749 , 2.00097051, 1.89151162, 1.88781355,\n", + " 2.5285497 , 2.45555209, 1.38659493, 2.15307961, 1.96474893,\n", + " 1.72749753, 2.11372884, 1.95294003, 2.09856037, 1.87495445,\n", + " 0.99198196, 2.00969397, 2.32107739, 1.43069004, 2.35366984,\n", + " 1.94558716, 2.0596508 , 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\\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n", " by BlockScience\n", " \n", - "Execution Mode: multi_proc: []\n", - "Configurations: []\n" + "Execution Mode: multi_proc: []\n", + "Configurations: []\n" ] }, { @@ -680,6 +680,8 @@ "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:56: RuntimeWarning: divide by zero encountered in double_scalars\n", " realized_price = quantity_recieved/deltaS\n", "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:47: RuntimeWarning: divide by zero encountered in double_scalars\n", + " realized_price = deltaR/deltaS\n", + "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:37: RuntimeWarning: divide by zero encountered in double_scalars\n", " realized_price = deltaR/deltaS\n" ] } @@ -721,19 +723,179 @@ "outputs": [ { "data": { + "text/html": [ + "
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0{}50000.000000[282.63545303852584, 136.73890979910675, 3138....[0.07057575044967453, 0.06910979439987164, 0.0...50000.00000010.10000001000000.0000000[6230.983620848502, 8232.907617271383, 11329.7...
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" + ], "text/plain": [ - "" + " actions funds \\\n", + "0 {} 50000.000000 \n", + "1 {} 50305.518428 \n", + "2 [{'agent': 41, 'mech': 'burn', 'amt': 24280.16... 50305.518428 \n", + "3 [{'agent': 41, 'mech': 'burn', 'amt': 24280.16... 51090.564881 \n", + "4 [{'agent': 41, 'mech': 'burn', 'amt': 24280.16... 50972.669330 \n", + "\n", + " holdings \\\n", + "0 [282.63545303852584, 136.73890979910675, 3138.... \n", + "1 [282.63545303852584, 136.73890979910675, 3138.... \n", + "2 [282.63545303852584, 136.73890979910675, 3138.... \n", + "3 [282.63545303852584, 854.766924779869, 3138.07... \n", + "4 [282.63545303852584, 854.766924779869, 3138.07... \n", + "\n", + " prices reserve run \\\n", + "0 [0.07057575044967453, 0.06910979439987164, 0.0... 50000.000000 1 \n", + "1 [0.07057575044967453, 0.06910979439987164, 0.0... 50000.000000 1 \n", + "2 [0.07057575044967453, 0.06910979439987164, 0.0... 50000.000000 1 \n", + "3 [0.07057575044967453, 0.06910979439987164, 0.0... 49434.207904 1 \n", + "4 [0.07252661648939933, 0.0710201382509542, 0.06... 49434.207904 1 \n", + "\n", + " spot_price substep supply timestep \\\n", + "0 0.100000 0 1000000.000000 0 \n", + "1 0.100000 1 1000000.000000 1 \n", + "2 0.100000 2 1000000.000000 1 \n", + "3 0.099433 3 994325.981797 1 \n", + "4 0.099433 1 994325.981797 2 \n", + "\n", + " tokens \n", + "0 [6230.983620848502, 8232.907617271383, 11329.7... \n", + "1 [6230.983620848502, 8232.907617271383, 11329.7... \n", + "2 [6230.983620848502, 8232.907617271383, 11329.7... \n", + "3 [6230.9836208485, 0.0, 11329.772586345014, 0.0... \n", + "4 [6230.9836208485, 0.0, 11329.772586345014, 0.0... " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -746,24 +908,24 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -776,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -785,7 +947,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -795,7 +957,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -805,7 +967,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -814,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -824,24 +986,24 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -862,24 +1024,24 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -898,24 +1060,24 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 30, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -936,7 +1098,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -946,24 +1108,24 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -978,7 +1140,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -988,24 +1150,24 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1018,24 +1180,24 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1048,24 +1210,24 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ASPdgpHs6tH7sYAyzzvEci9WGsOpCmA0RZNQZBIgl42M8kOAqSCL5+F54StJwFSR1ep+lJTHrQsS2B5y82p7hnYsViBHbEXTMQp04Auhp7rYWQ3KbV1QSms+g7h+riW5pJu27JSRPKuz2gxMT5agTfTvqNEO1FHcHMRYex4fcbo0lJPqdCT44tUIj24tZGyZWG8K1i/DvDHWA1t6tUngce6hMk21NZRO7NYYdNjHSvR1MN3bMwmqOxGsyisOPEAJ3r+QjXQw0v4vU7xTT+MoGQitq8I/Ibbffjpg0vLiO0Jd1+Ebm4B+Vu4ecDj2a34Xb78Ld+8BMS50hdIGrrQ9hb0gpkSEz7m1jt8QwmyJx99jw+savx0gAGBqZlwzCP7xnBXk8qtQk7qKpiU7d8oQQaMkuZ+Rq1NprR82eBH8njvD74jUaV7YPO2I5I19dGkZW526VQginc8xrYCe7sBocn1/N73JGxGria7OOEEdFeATFwZM0Lp/WxVU0vrEZ76CsuNkyVh2k7plVmHWhHldj3R0hBMLvQvO7Oh2PIU2bWHWQ2PZWzNoQviFZXfpy6i4cXaIfNpERKy6enaH5XW1BymJomZ2L/r4EP56XR8fIaRP+6iDYstORr3tCc+uIXH88HoodcWr9jjeJhZ6hzDoKB6E5nbo1f/2ClgVbSTu9hODKGhpeXI9wa2T/bHg7d09FR4Sh4e6V/I1ovR1JjhpF2dm5JAwNbS+mG6E5tnQ7ZCKtjqF37YhJrDq4T8HfidYWzwbR5sWQtW/BP+mkk9jplnrmmWcSkCGMXMdubNaFsBqdsAma/6h6JysOEk+fVPyjc2n5sIKGf62nfs4aXPl+cq8epQRfkTBHj6pY0vEWSN23OURLcjn29KAZNwNJKbEDMcc8ZGh7DHPQaX5u/YBDPMyb93Xw0p21fhk2MZRZR9EJaWeUEPqqjtbFVY7HyVl9VcgExX5x1PxbhKE5tWXvvoVaaxv2bLc6s0ftjFppNTkdp65cfwfBLysrY9CgQfz85z9n2LBhXHLJJbz77rtMnDiR/v37s2TJElpbW/npT3/KuHHjGDVqFP/+978BCIVCXHTRRZSWlnLhhRcSCoXi+RYXF1NbWwvAeeedx7dOPp6RJ4/nsScej6dJTk7mpptuYsSIEUyYMKHLgrcpuh96ipusHw4h64dDyDi3nxJ8xX7T/Wr6b94AVSs73bU/9WLDbhv6bGjY6UOQx81GT/egJe05DMG+QisPGTKEk08+mSeeeILGxkbGjx/PKaecwiOPPILf72fFihWsWLGC0aNHd5r/E088QWZmJqFQiHHjxvH973+frKwsWltbmTBhArfffjvXX389jz32GDfffPN+XK3iaMLbT5lyFAdO9xP9rkITIIQz9FmAkdOxdr87+wqtXF5ezty5c7nnnnsACIfDbN26lQ8++IBrrrkGgNLSUkpLSzvN/4EHHuCVV14BYNu2baxfv56srCzcbjdnnXUWAGPGjGH+/PldcgsUCkXPo/uJ/hldMwetAMe80zYRSSLeNvsKrazrOi+//DIDBw7seL592Offf/993n33XT755BP8fj8nnXQS4bAzUtHl+rr1oet6p2GcFQqFIhF6tEFQT3JhZCTmXpkI3/nOd3jwwQfjsfOXLVsGwOTJk5kzZw4AX375JStWrOhwbFNTExkZGfj9ftasWcOiRYu6pEwKhUKxKz1a9LuaW265hVgsRmlpKcOGDeOWW24B4PLLLycQCFBaWsrdd9/N+PHjOxx7+umnY5ompaWl3HLLLUyYMOFwF1+hUPQAjtrQyopvLur3VCi6nkRDKydU0xdCnC6EWCuE2CCEuKGT/ZOFEJ8LIUwhxLTd9h0jhHhHCLFaCLFKCFGc6EUoFAqFomvZp+gLIXTgz8AZwBDgYiHEkN2SbQWmA892ksXTwB+klIOB8UD1wRRYoVAoFAdOIt4744ENUspNAEKI54BzgFU7E0gpy9r2tYtr0PZyMKSU89vSBbqm2AqFQqE4EBIx7xQC23b5Xt62LREGAI1CiH8JIZYJIf7Q1nJohxBihhBiqRBiaU1NTYJZKxQKhWJ/SUT0O/NnTLT31wAmAb8GxgF9ccxA7TOT8lEp5Vgp5dicnJ4V21qhUCgOJ4mIfjmw61xxRUBlgvmXA8uklJuklCbwKtB5DAKFQqFQHHISEf0lQH8hRIkQwg1cBMxNMP8lQIYQYmf1/WR26QtQKBQKxeFln6LfVkO/CngbWA28IKX8SghxmxDibAAhxDghRDlwPvCIEOKrtmMtHNPOf4QQK3FMRY8dmktRKBQKxb5IyE9fSjlPSjlASnmslPL2tm2zpJRz2z4vkVIWSSmTpJRZUsqhuxw7X0pZKqUcLqWcLqWMHppLObTsK7Ty4sWL9xhauaysjEmTJjF69GhGjx7Nxx9/DDjxdk466SSmTZvGoEGDuOSSS/imDZZTKBRHF90u4Npdi+9iTf2aLs1zUOYgfjP+N/tMd6ChlXNzc5k/fz5er5f169dz8cUXx2fOWrZsGV999RW9evVi4sSJfPTRR5xwwglden0KhUKxk24n+keSAw2t3KtXL6666iqWL1+OruusW7cunuf48eMpKioCYOTIkZSVlSnRVygUh4xuJ/qJ1MgPFQcaWnn27Nnk5eXxxRdfYNs2Xq+30zxV2GSFQnGoUVE2u5A9hVZuamqioKAATdN45plnsCzrSBZToVD0YJTodyF7Cq18xRVX8NRTTzFhwgTWrVtHUlLSES6pQqHoqajQyorDjvo9FYqup0tDKysUCoXi6ECJvkKhUPQglOgrFApFD0KJvkKhUPQglOgrFApFD0KJvkKhUPQglOgnQGNjI3/5y1/2me7999/nrLPOOqhzlZWV8eyznU01rFAoFAePEv0ESFT0uwIl+gqF4lCiRD8BbrjhBjZu3MjIkSOZOXMmUkpmzpzJsGHDGD58OM8//3yHY5YsWcKoUaPYtGlTu+3f/e53WbFiBQCjRo3itttuA5zRvI8//jg33HADH374ISNHjuSPf/xju2Pff/99TjzxRC644AIGDBjADTfcwJw5cxg/fjzDhw9n48aNANTU1PD973+fcePGMW7cOD766CMAFi9ezPHHH8+oUaM4/vjjWbt2LQBPPvkk3/ve9zj99NPp378/119/fdfeQIVC8Y2h2wVcq7rjDiKruza0smfwIPJvvHGP+++8806+/PJLli9fDsDLL7/M8uXL+eKLL6itrWXcuHFMnjw5nv7jjz/m6quv5t///jfHHHNMu7wmT57Mhx9+SHFxMYZhxAV54cKFXHrppfTr14977rmH119/vdOyfPHFF6xevZrMzEz69u3Lz3/+cxYvXsyf/vQnHnzwQe6//35++ctfcu2113LCCSewdetWvvOd77B69WoGDRrEBx98gGEYvPvuu9x44428/PLLACxfvpxly5bh8XgYOHAgV199Nb179+60DAqFovvS7UT/m8DChQu5+OKL0XWdvLw8TjzxRJYsWUJqaiqrV69mxowZvPPOO/Tq1avDsZMmTeKBBx6gpKSEM888k/nz5xMMBikrK2PgwIFs3759r+ceN24cBQUFABx77LGcdtppAAwfPpwFCxYA8O6777Jq1dezUjY3N9PS0kJTUxM//vGPWb9+PUIIYrFYPM23v/1t0tLSABgyZAhbtmxRoq9QHIV0O9HfW438cLG3eEUFBQWEw2GWLVvWqeiPGzeOpUuX0rdvX0499VRqa2t57LHHGDNmTELn3ld4ZwDbtvnkk0/w+Xztjr366quZMmUKr7zyCmVlZZx00kmd5qtCPCsURy/Kpp8AKSkptLS0xL9PnjyZ559/HsuyqKmp4YMPPmD8+PEApKen88Ybb3DjjTfy/vvvd8jL7XbTu3dvXnjhBSZMmMCkSZO45557mDRpUqfnOhBOO+00Hnroofj3nWappqYmCgsLAceOr1Aoeh5K9BMgKyuLiRMnMmzYMGbOnMl5551HaWkpI0aM4OSTT+buu+8mPz8/nj4vL4/XXnuNK6+8kk8//bRDfpMmTSIvLw+/38+kSZMoLy+Pi35paSmGYTBixIgOHbmJ8sADD7B06VJKS0sZMmQIDz/8MADXX389v/3tb5k4caKK6a9Q9FASCq0shDgd+BOgA49LKe/cbf9k4H6gFLhISvnSbvtTgdXAK1LKq/Z2LhVa+ehH/Z4KRdfTZaGVhRA68GfgDGAIcLEQYshuybYC04E9OZj/H/DffZ1LoVAoFIeWRMw744ENUspNUsoo8Bxwzq4JpJRlUsoVgL37wUKIMUAe8E4XlFehUCgUB0Eiol8IbNvle3nbtn0ihNCAe4GZ+180hUKhUHQ1iYi+6GRbonMsXgHMk1Ju21siIcQMIcRSIcTSmpqaBLNWKBQKxf6SiJ9+ObDrKJ0ioDLB/I8DJgkhrgCSAbcQIiClvGHXRFLKR4FHwenITTBvhUKhUOwniYj+EqC/EKIEqAAuAn6QSOZSykt2fhZCTAfG7i74CoVCoTh87NO8I6U0gauAt3HcLl+QUn4lhLhNCHE2gBBinBCiHDgfeEQI8dWhLPThpqysjGHDhu3XMdOnT+ell17qsP1Awy+r6JsKhaIrSCgMg5RyHjBvt22zdvm8BMfss7c8ngSe3O8SKoCvRf8HP0iokaVQKBSdokbkJohlWVx22WUMHTqU0047jVAoBDghDiZMmEBpaSnnnXceDQ0NHY596623GDRoECeccAL/+te/Os1fhVxWKBSHg24XcO3DF9ZRuy3QpXlm905m0gUD9ppm/fr1/POf/+Sxxx7jggsu4OWXX+bSSy/lRz/6EQ8++CAnnngis2bN4ne/+x33339//LhwOMxll13Ge++9R79+/bjwwgs7zV+FXFYoFIeDbif6R4qSkhJGjhwJwJgxYygrK6OpqYnGxkZOPPFEAH784x9z/vnntztuzZo1lJSU0L9/fwAuvfRSHn300Q75q5DLCoXicNDtRH9fNfJDxe6hh3eadxJBiM6GOrRHhVxWKBSHA2XTPwjS0tLIyMjgww8/BOCZZ56J1/p3MmjQIDZv3hy3q//zn//sNC8VclmhUBwOlOgfJE899RQzZ86ktLSU5cuXM2vWrHb7vV4vjz76KGeeeSYnnHACffr02WNeKuSyQqE41CQUWvlwokIrH/2o31Oh6Hq6LLSyQqFQKI4elOgrFApFD0KJvkKhUPQglOgrFApFD0KJvkKhUPQglOgrFApFD0KJ/hFi19DL999/P8FgML4vOTn5oPNfvnw58+bN23dCxVGPNE1aF31KeNUqrEDXxq1SdD+6XRiGo5H777+fSy+9FL/f32V5Ll++nKVLl/Ld7363y/JUdD+klGy/6Saa/j03vk3PyMB1TG/cRb1xFxeTfv40XPn5R7CUisOJquknwN13380DDzwAwLXXXsvJJ58MwH/+8x8uvfRSAN555x2OO+44Ro8ezfnnn0+grUZ12223MW7cOIYNG8aMGTPYfTDcAw88QGVlJVOmTGHKlCnx7TfddBMjRoxgwoQJ7Nixo0OZhg8fTmNjI1JKsrKyePrppwH44Q9/yDvvvMOsWbN4/vnnGTlyJM8//3y7Y5988knOPfdcpk6dSklJCQ899BD33Xcfo0aNYsKECdTX1wOwceNGTj/9dMaMGcOkSZNYs2YNAK+99hrf+ta3GDVqFKecckq8fLNnz+anP/0pJ510En379o3fM8WRo+ZPf6Lp33PJuuwyCv/0J3J//StSTj0Vze8ntHw5tX/9K5vPPY+WtqB8iqOfblfTX/Dko1Rv2dSleeb26cuU6TP2uH/y5Mnce++9XHPNNSxdupRIJEIsFmPhwoVMmjSJ2tpafv/73/Puu++SlJTEXXfdxX333cesWbO46qqr4qEZfvjDH/L6668zderUeN7XXHMN9913HwsWLCA7OxuA1tZWJkyYwO23387111/PY489xs0339yuTBMnTuSjjz6iT58+9O3blw8//JAf/ehHLFq0iL/+9a/cdtttLF26tF2snV358ssvWbZsGeFwmH79+nHXXXexbNkyrr32Wp5++mn+93//lxkzZvDwww/Tv39/Pv30U6644gree+89TjjhBBYtWoQQgsfKbLHAAAAgAElEQVQff5y7776be++9F3Ciii5YsICWlhYGDhzI5ZdfjsvlOqjfR3FgNDz/AnUPP0L6+dPIue7aTgP/RTZvpuK6X1F++RVkTp9O7nXXItzuI1Dabz7SNDHr6jGrqzFrqp11dTVmXT0yFgPLRMZMpGUhTRNsGyM/D3efPm1LMe6iwiN+f7ud6B8JxowZw2effUZLSwsej4fRo0ezdOlSPvzwQx544AEWLVrEqlWrmDhxIgDRaJTjjjsOgAULFnD33XcTDAapr69n6NCh7US/M9xud3xKxTFjxjB//vwOaSZNmsQHH3xAnz59uPzyy3n00UepqKggMzMzoT6BKVOmkJKSQkpKCmlpafEyDR8+nBUrVhAIBPj444/bhYqORCIAlJeXc+GFF7J9+3ai0SglJSXxNGeeeSYejwePx0Nubi47duygqGivk6opDgEt779P1e9+R9LkSeTfeuseI716Skoofu6fVN/9B+qffJLgZ59ReN+9uHtg+GwpJc1vzCO0bBlWUxNWcxNWUxN2Y1Pb92aw7fYHaRp6ejrC7UYYBkLXwWUgdEdag599ht3c3C69q7DQOcbjRnN7EB6Pc7zHjaekhOzLLz+k19ntRH9vNfJDhcvlori4mL///e8cf/zxlJaWsmDBAjZu3MjgwYPZuHEjp556aocImuFwmCuuuIKlS5fSu3dvZs+eTTgcTuh8Ox/SPYUznjx5Mn/+85/ZunUrt99+O6+88govvfRSPEDb3pC2jdv4+qfvLBSzbdukp6fHI3HuytVXX811113H2Wefzfvvv8/s2bPj+74JoZhjFRWYDY34hg09ZOcIfr6MWGUl/lEjMXr1Sih8dqLEKipoev0NWt5+m9QzzyTrZz/dr+NDK7+k4trr8A4aRNEf/4gw9v6Yax4P+bfcjP9b49l+8y1sPu97FPzfbaSeccbBXEa3IrJxI1Wzf0dwyRK05GT0jAz0tDT0tDTchUXo6Wno6RkYubnOkpPjrLMy93p/pZRYjY3EtmwhGl+2YrU0IyNR7GAQ2diIHY0431uDe8yrq+h2on+kmDx5Mvfccw9PPPEEw4cP57rrrmPMmDEIIZgwYQJXXnklGzZsoF+/fgSDQcrLy8nNzQUgOzubQCDASy+9xLRp0zrkvTNs8k7zTiL07t2b2tpaotEoxUVFTDz+eO655564OaezUMzStrEaGjCrqpw/YmUlRl5ep/mnpqZSUlLCiy++yPnnn4+UkhUrVjBixIh2oZifeuqphMt8OGh5bwGV11+P3dpK1s9/Rs411yC62LxU/9RT7LjzLmjrnzHy8vCNHoV/1Ch8o0bjLu6DHQhgNbdgtzRjtbRgt7RgRyK48vJwFRbi6tULbZd5DazmZprffpvmua8RXLLEybdXAdV/+AN6Zibp552bUNmi27ax7X/+ByMzk96PPIyWlJTwdaWedhreIUOp/NWvqLj2OqrvvQ/N50V4vAivB83jRXi96GlpuPLzcfUqwCgowFXQC1dBfrvr2V/Mujoi69cTWbeOyPr1gMBVVISrsBB3UaFTO87O7tKXK4AdDlP78MPU/e0JNL+f/Nt+R/q0aQita7o7hRAYGRkYGRn42iZhOtIkJPpCiNOBPwE68LiU8s7d9k8G7gdKgYuklC+1bR8J/BVIBSzgdill+17FbsKkSZO4/fbbOe6440hKSsLr9cZr1Tk5OTz55JNcfPHFcRPI73//ewYMGMBll13G8OHDKS4uZty4cZ3mPWPGDM444wwKCgris1wlwvixYzFbW4msW8e3evfmxooKjhs1CiklU6ZM4c4772TkyJHccMMNnP/d7xKrqkJGo+ByIbxezPp6rJaWuHjtzpw5c7j88sv5/e9/TywW46KLLmLEiBHMnj2b888/n8LCQiZMmMDmzZv38252PdK2qf3LX6l96CG8Q4fiGTSQuscep/XTxRTe8wfcxxxz8OewLHbceRcNzzxDyqmnkDVjBqEvVhD6/HOCy5bR8uZb+5WfnpHhiFlqCsGlnyGjUdzFxeT88hpSzzoLV14eW3/xC7bfcgtGbg7JbebDPWE2NLDtshlI06T3Y49i5OTs9zW6iwrp849nqH/qKcLr1iHDEexIGBkKYwVakLW1hFeuxKyp6fC/0dPSMHJz0LOzMbKyMbKzMXKy0dMzkKaJjISxwxFkOIwdDmOHgkTLyoisW49VV9fuvqBp7bYBCI8HIycHLSkJze93lp2fk5LQ01LR09LQUp0aup6+c52OnpbWoUYeWPgRVbfdRmzrVlLPnkreb36DkZW13/esu7HP0MpCCB1YB5wKlANLgIullKt2SVOMI+y/BubuIvoDACmlXC+E6AV8BgyWUjbu6XwqtPK+sWMxzOoarIYG0ARGVhbSsrAbG5G2jXC7MTIy0NPTkbEYsaoq7GAQ4fHgys9HS05GCIEVDBKrqEBGIk7traBgj01VaVlIywLbjq93fhaGgfD50PZSo5a2jR0KYQeDrN2wkaKKcrzDS/H0O9axgx4EVksLldf/hsCCBaSdey75s29F83ppfuttts+aBZZF/uzZpE0964DPYQeDVPx6JoH33nM6PGf+ukO5Y9u3E/z8c8yqHWipKegpqeipKWhta2EYxHbsIFZRSayiglhlJbHKSszaWvzjxpF29lS8w4a1q81aLS1sueRSYhUV9JnzD7yDBnVavuBnn1E583rM2lqOeeJv+MfuM8LuQSFjMWI7qjG3VxLbvp1Y5XZiO6qwamsxa2ox6+owa2qQezBnCq8XzevF1bs3ngH98fTvj3fAADwDBmC0tXjttv9ntKKCWHmFY7arqWn7H7VitwaddTCIHWjF3ksFBkBLTUXPSHfs6ZpOaNky3H36kD/7VpLa+uC6M4mGVk5E9I8DZkspv9P2/bcAUsr/10naJ4HXd4p+J/u/AKZJKdfv6XxK9PeMtCzMWueBQkqn2ZiTEzdfSNt2OpwaGrCDQRACpEQYBkZuLnpGRofmsbRtJ8+aGoSmYeTkggAZjSJjMWcdjSHtfU+uIgwDzedzXgBtTX27te2hDIXiD+T66mpcV1zpHOP34x0yGN/wUjwDB4BpYgUC2C0B7ECL8zkYxF3UG++wYfiGDW1nQ49s2ED5VVcTLS8n77c3kPGDH7S7xlhFBRUzryf0+eeknXsueTffjJ6cuMkDwKypYdvlVxBetYq8G28k89JL9uv4gyVWVUXZhReBlBQ//xyutrmQwfEoqf3LX6h9+BFchYUU/uHub4wZQUqJ3RrEamxAuFxoHg/C63U6LrvYTAPO82EHAs4z0NSE1dSM1diI1dSI1dCI1dDgfG9owGpuJvmkk8i67Odou/RDdWcSFf1EzDuFwLZdvpcD3zqAAo0H3MDG/T1W4dR6olu2IC2rrRmd2+HPKjQtbj+0I5G2loCGkZW1x9q00DRcubnoqalODbRq+84dCLcL4Xaj+/0IlxsM3bF16m3rtkXGYshQqK3JHkLu2pcgBJrXi5GVFW+SuzSNvm/OI7xyJaEVKwmvXEnDnDmO6WkXNL8fLSUF4fXQ8u5/oG3Cdj09He+wYbj7ltD00ssIn48+T/6909qtq7CQPk8/5Zh+Hn6YwH//67z8dP3r6zAM58WYk4MrPx+jID9up8a2qbjuV5gNDRQ99BApJ0/pcI5DjSs/n96PPsqWSy5h24wZ9JkzBz01lei2bVT+eiahL75oe6HdhN4Fo7m7CiEEenLSfr9kD/h8uh7vfFXsmUREv7NX8n5NtyWEKACeAX4spbQ72T8DmAFwTBfYXo827GCIaNkWMHQ8xcUJdZhpHg/afoyy1Lxe3H1LkJGII4iGkXhtzO2GXToMpWVhtzXrNZ+vY6eYEHhKSvCUlJB29tnOMdEo0fIKNI8bLSUFLSmp3YvKjkaJrF1H+KsvCX35JeEvv6L1k0/wDR9O4f1/3OuIUmEY5FxzNUnHTaDhhRedl4ttIS0b2sxWMholsnYtgf/+t4NJQs/Ops/TT+MbPiyx+3EI8A4cQNFDD7L1shmUX3U1aeecw4477gBNo/C+e0lVI68VCZKI6JcDuzrtFgGViZ5ACJEKvAHcLKVc1FkaKeWjwKPgmHcSzbsnYIdCRLeUga7jLi5GO4QDO4QQCK/34PPRdfT98BoBEG43nr4le9yvud34hg/DN3wYGW3b4p3SCb6c/OPG4d9DZ/pOdrrYmdu3E6uqwqytJXny5G9EmIKkCRPodcftVM68nuDixfjGjqHwrrtwtXlSKRSJkIjoLwH6CyFKgArgIuAHiWQuhHADrwBPSylfPOBS9lDsUIhoWRloGu6SQyv43ZFDMbJxVxc775AhXZ7/wZI2dSoyZmK3NJNx6aUH3Qmu6HnsU/SllKYQ4irgbRyXzSeklF8JIW4Dlkop5wohxuGIewYwVQjxOynlUOACYDKQJYSY3pbldCllxxE/ina0F/wSJfiKOOnfO+9IF0HRjUnIT19KOQ+Yt9u2Wbt8XoJj9tn9uH8A/zjIMh4VSCmRsZjjyRIMIluDSNtq5+2i+XwIXccOh5XgKxSKQ4IakXsIkVJiNzdjNTdjtwaRpuN9IjQN4fej6R7H22WX2Byax+MEaxLikNvwFQpFz0OFVk6QsrIyBg0axM9+9COGDRvGJZdcwrvvvsvEiRPp378/ixcvZvHixRx//PGMGjWK4487ji/fe4/otm388c9/5n9unYWroIB1oRBjL7gAKzcXd+/eeAcMwDtoEO4+fTByc8HtRng8Tg3/KPEfVigU3xy6XU2/8bWNRCtbuzRPd68k0qceu9c00jTZsGEDz9xxBw9efz0n/OAHzPnHP1i4cCFz587ljjvu4Omnn+a///0vormZt199lVvuvJOXnnuOX99+O1OmTOG1Dz7g9ttv55FHHmk3YYowDPSUFPSUlC69LoVCodidbif6RwI7HCa6ZSvFhYWMmjwZOxRicHExkwcPJlZZydABAygrK6Nhxw5+eOWVbNi8GaHrmFLGY3k8+eSTlJaW8otf/CIeglmhUCgON91O9PdVI+9qrOZmYuXlgMSblBSPC2KkpeHLyHB8usvLiYVC3DxzJpPHjuXlF15gW0NDu5mw1q9fT3JyMpWVCQ9xUCgUii6nR9j07UjE6RzdD6SUxGpqiG7d6gQqO+YYJ+xAG0LXMTIz8Q4YgJ6ZCbZNczhMn5EjMdLT24Ucbmpq4pe//CUffPABdXV18QnRFQqF4nBz1Iu+HQwS2bCByMaN2LvFdtkT0radiH47djiTKJSU7DGCpHC5cOXkIDwebrj1Vm68+WYmTpyIZX0doOzaa6/liiuuYMCAAfztb3/jhhtuoLq6ukuuT6FQKPaHfUbZPNx0ZZRNOxolummTE23SthPye5exGNGtW7FDofgMOYciImBPRkVNVSi6nkSjbB61NX1pWcS2bAVbOpMSFxeDbRPdvHmPNX47FCKyaRN2JIK7d29cublK8BUKxVHFUSn6Ukqi27Y509Md0xvN60Xz+fYq/FZTE5G2GaA8JSUqPKtCoTgqOSpF39xehR0I4OpV0C6+eGfCL6UkVl1NdNs2NI8XT9++BzXX55FASkmiZjrbtmmpq6VhewWxyL4nae9uSNvm4xefZd6D9xBs2uMEbT2OaChIOBAgEgwSC4cxo1Es00z4f6M4euh2Lpv7wqyrw6yvw8jKwsjM7LB/p/BHy8qIbt6M5vNhNTejp6fj6tWryyZEPhzYtk2wsYHWpgZ0w0VSeibetqkQd0dKSaS1lZa6GizTRNM06sq34U9NIzkzC+0oiNYYC4eZ99C9bFjyCUJobFm5nNMv/19KRnX91IHrFi2kqXoHeX37k9f3WDz+wzNRyIHw2Ruv8t9nnqCTqSwQmsbwKacx6ZLpeJO+OROwKA4dR5XoWy0txLZvR09JwdhL/PNdhd9qbsbIy8PIzu429nspJaGWZgIN9dimiTcpGTMWpam6itYGF0kZmXiTU+LXY8aitNTWEAkGMdweMnvlY7jdBBrqCTY1Em4NkJyZhS8lNaF7IKV05rxtm4hE03W0/Zl05RDULgP1dbz6h/9jx+aNnPSjyzhm+AjmPfAH/nXnbEadPpVJl0zH5T74sBZmNMp7f3+Yle+90257RkEvckv6kd+3H6m5eURDIaKhINFgkEgoSDQUxDJNktIzSM7MIiUz21lnZeNPTeu0slFWVoZhGBQWFh7wf/PzN+fy/tOP03fMeI4ZOgJpW9i2jWxbmutqWPneO2z8fDEn/+QX9B9/fLd5DhQHxlHjvWNHIkQ3bkS43bhLSuJxxqWUBJsaMdzuDrUxx3/fQk/yd5blN5JIMEhLXS1mNILL6yUlKxu31xevyQca6zEjEXSXi6T0DGzTpLWxAYQgOSMLf1pa+zlkIxGaa2uIhUNOfplZgMAyY1imiW2aWJaztq2vBWN3NE3DcHsw3G4Mj7MWQmDGYlixGFYsGv+8eds21r72ErnFfcnpU0JOn77kFJfgS3bCUJixGOFAC+GWZkKBFiLBIDnH9CEtt/MX+Y7NG3n17tuIBIOcec1Mjh0z3sknGuXDZ5/k8zfnklV0DGdeM5OcPnueqGVftNTVMve+O6jasI5vnXcho8+YSnXZJnZs2kDVxvXs2LyBltqaDscZLjduvx9N1wk2NWJb7ecbFpqGy+N17p3bje5y0+pLoc7t/F9TUlIYNGgQgwcPpk+fPugJtsqWvzOP//ztL/Qffzxn/vJ69D1Mer9j0wbeeeRBqss2cuzYCXz7Z/9DSmb2ft6dox/LNAm1NBNsaiTY3ESoqZHWpkbCgQC2tfP5sLAtG2lbSClJSs8gNSeX1Oxc0nLySMnORjc6d/8+WLpsYvTDzYGKvpQSc0c1elZmO5/6QH0dgYZ6hKaRVXQMxh787Q8Hr776KgMGDGDIAUzOYVkmzdXVRIKt6C4XKZlZeJIcU87O33Dn50iwldaGhrjN3pucQkpWNrphYEubhnADUStKli8Lt+5GSkk40EJLXW0HQdJ0DU13oRs6mq4jNB1N0xB621rTsC0LMxLBjEYxoxHsTl4KumGgu1wYLjcby7aw6d3XqSnb5LyQ2vClpmFGInvsa8jsVUTJqDEUjxxL0eBhGC4XG5Z+yhsP3I0vOZXzfjOLnD4lVAYqaYg0MDRrKABlyz/jrb/eTzjQwrhzppGSlYPQBALhRDwVAqHrFA4cTGp2bqfn3rZqJa/ffxexSIQzrryW/uOP7zRdsKmRQEM9Hr8ft8+P2+dr95BL2ybY3ESgvo6Wutr4/zMWCWNGI1ixGBUtQbaFYvhiYWRNFdkjx1FV34Bpmvh8PgYMGMCYMWP2OrXoiv+8xfxHH6LvmPGcfd1v9yg0O3bsIBwOY9s26z75kJUL5qNpGqWnnEHf0eOc3zzBmr8QAsMwcLlc8WXnd60bmE1j0Qgr5r9F1cZ1RENBIsFWIq2tRILO52go2OlxQmjohvH1M9G2Bgg1N7c3qwlBckYmHn8SusvlLIaBbjifswp7M/mSnxxQ+Xuc6HdGsLmJ5ppqvEnJREJBXB4PGQUH3lSWUmKZMXQj8Sn6dmX69OmcddZZTJs2bb+Os0yThu0VWLEYyZlZcXOAZVvUhmupD9Xj0l1kebNI86ShCc3xYAqHEELEWwLN0WZ2BHcQs2IIBAjI9mWT5c1C13RsyyISCqJpGrrhQjOM/X5YpZTYpkksGgUp43/sXfPZ9fcMNjVSvWUzNWWbaKiqxO314k1OxZeSgjc5FW9yMm6vj+3r17B5+WdsW7USKxbD8Hgo6DeQbatWkt+3H+fMvIXkjEz+s+U/3Pbf2/AGvJxYdCJnHXsWLs1FJBhk+TtvULVpA9JwYbvcSJcb23DWUtNw11aR7zUoGTGakhGjKRwyDMPlZtlbr/H+04+Tnt+Lc351E1lFvdnctJnqYDWDMgeR5uk6T69Fixbx1ltvMWjQIM6dOpVX7vodVRvWMfW63xJLSmXNmjWsXbuWcDjMiSeeyIknntjhN/ry/Xd5++E/UTJiNGf/+maW1Czl/s/vRxc6ya5kkt3JpEZS0dfrWLXWHkrSdQghyMvLo6ioiKKiIgoLC8nKympX7p0my4bKChq2V4AQjgksKyvemj1U2JbFl+/P55OX/kmgvo7UnDy8Scl4kpLw+P14/EnOkpSMPy0df1qas051Pnv8SXvUA8s0CdTX0lRdTXNtNc01O2iuqWkz9zmtaWtna9g0ySrqzXev/vUBXUePF/1wayuNOyrx+Pyk5/ci1NJMc001qdk5+NPS97tczY2NTJv2fSoqKrCl5JZbZnHjTTdx4YUXsmDBAgCeffZZ+vXrx5YtW/jpT39KTXU1mRkZPHT/H9lRU8v5F19MWloaaWlpvPzyyxx77L7jCJmxGA3bK7Ati4z8Atw+P5ZtUR+upzZUiy1tUtwpRO0oETOCoRlkejPJ8GZgaE5zPhgLUhWsIhQL4TE85Pvz8egedgR30BRpwtAM8pPySXUnZtMHsKWNJS1saaMLPX6uRDiYwVmxSJhtX61k8/KlbF35BQX9B/Ltn1+BMHQe+OwBPvr4I4Y2DUWz9/6ycrvdpCQlkZycTEpyEq2BVjZv20aSkOibViHDIQyXm4yCXtRsLePYsd/ijCuvw+3zM2f1HO5dei+mdEJ7FCYXMiRrCEOyhjA4czAFyQWEYiECsQCBWIBgLEggFiBmxcjyZZHrz40vPuNrMfvkk094++23GTx4MNOmTUPXdcKtAV647UYaKiv4/k23UTRoKNFolHnz5rF8+XKKi4v53ve+R2pqKgCrPlzAm3++jz7DR3LuzFv4pPpT/nfB/5KXlMcxKccQag2RujWVzPpMTM1kTdoagv4gU/tO5ZQ+p2BoBlJKKteuornW6fTfaeazLefzTk+gcKCZcKD165qsEEihgSbQPT7c/iQMnx/N4yEkBa2mhdUmN4amker1gBUjFgoRDYWw9hIqRTN0x3zocnXa4tR0vW0x0A2jba1juNz07tOHkr59yc/P7/CiWf/pRyx87hkatldQMGAQky7+Mb2HDD+Qv+YR56gV/TfffJOqqqq95iFtGzMacZpdHjdRK4omNIQpkbaF4fG2E7f8/HzOOOOMzvOSkmBzE8/NmcOCDz7gLw8+SDjQQlNzM6dMPYfLZszg5ptv5umnn+aFF17g9ddf56yzzmLqGWdw7ndP59kXXuCd/7zH3//6F355/W84dcoUzpl6Fobbg9vnxZeStkfPGTMaoWF7JVLapOcXYnjccbG3bIsUdwq5/ly8hhcpJa2xVurCdQSiATShke5Nx7RNmiPNGJpBrj+XdE86ItICVgR8mbRaYapaqwibYfwuP7l+x7xh2iYxO0bMihGzY5i2iSWtuNDv/r8xNAOv4cWje/DqXjyGBw2NqB0lakWJ2TGiVpSoHaV8YznPNzzPwIyBDMgYwICMAfRJ64NL28UMIiUh0xHO1lgrhcmFuPXOR1LXheq45fVb8KzzkBZLo3+/vkweP4qvwhX8ZflfaIo0MW3gNL7X73u4DBepqal4d5sAXkrJ8uXLmTdvHi6Xi+NHDCdWVU7l2lX0G3cc48+ZRqsZZNbHs5i/ZT4n9z6Z8weez9r6tayuX82qulVsa9m21/9lZ6S4U8jz51HSUEJqWSqeXh76T+5Pfko++f58+qb3JdzczHOzb6C1oZ4LZt1BXt9+ACxfvpw33ngDl8vFGaeeQtPar1j86osUDRnGeb+ZxUfVi7ju/evol96PByc/yJdLv+STTz5BSsn48eOZNGkSTXYT/2/x/2PBtgX0S+/HrcfdysjckQmX37Ytgk1NtDbUxx0Dgk2NtDY20NrUSLCxgWBzU7xPJ4pGxHARc3kwPX4nrLjhmDg0w2gzdRiAcGzkO23lbYu07a9dlKVE7vwv7kHHpKYhXU4HvoYkzeMmNzODXnm5bP70Y2q2biajoJBx50yjuHRUQtdsSYvmSDNNkSYaIg20RFuwbOfZMKWJLe34kunNJDcpl1yf8+ztC13XSU4+MC+qHiv6UkrMSAQEGG4PEftrG7NH92BHYwhNYOziybEn0Xc6OauJhcNs217FBT/8ERdccAFnnHEGowYPYtiYsfzruWcpHT0GzeUmPz+frRs3ckzfviz/eCEpGRl4klPp3acPO6qqmD59Ot859RTOOv10zKhjAxdC4EtJxZ+ejuFy73LuMA3bK0FARn4hMc1iW8s2TNsk2Z1Mji8Hv+GDUD201oDuhqRccCcRtiLUhepoijS1N+GYEWiuhGiLcxLNBam9kL50GiKNVAersezdbPpCw6W5cOkudKGjCQ1NaPHPutAxpUnYDBOxIkSsSKe+35rQcOku3Jqb8o3l3LvtXjY1bcK0ndqdS3PRO6U3UStKIBYgEorgi/pIjaWSFPv/7b15mFxHeaj/1jm993T3TPdodi2jzZKsBUvyvtuAbTB2APti8GUL2MBlSUJyMSTcBEx+EJKACTf8AGODDSFsDl4wxsaW19jGWmxL8miXRsvMaPal9+WcU/ePOjMaySNNS5Y1M5p6n6eeOkt1n6+r63z11VdbGMfrUFdXx4rmFVw450IWxhdiCIO1+9fy49/+mLrBOrxhL++9cCWL1t6m8uRttzO07Ea+vu4bPNL6CMurl/OVC75CQ0UDhjDwCM/I7xk2Anp6evjNb35Dd3c3F154IVdccQWmabK9fzuff/rztKfb+dyyz3F15YWUskkIz1DLfACZUoYDqQP05/sJeoIqmCoOeAMYwiBZSDJQGGAwP8hAYYD+XD/pzjTB/UG6o908H38eRxzyAV/ceDF3XH4HhYEkv/yHL2AVCrzvq98k0TgTKSWbX3yeR55YQ96R+HoPsrR5Nm/7xOf44841/OjFH9FsNnOObwkdbR3kbJOl8RJXzvNRFYtBIArBOMy/kie71vGNtd+gM9PJexe8l79a9Vcn1W01FlLKkzZSaNg1WcxmyGcyFLPKF6uNXLAAACAASURBVJ9Pp+g+2EFbx0H6kinSjsT2TN7d6IKJILd99rYT+uxpq/SPhW1Z9He0IR2HqoZGDua7SBVT1AZqGSoMYQubRk8tqZ5uIolqwpVVY37PyPj3wQGEYRBJzCBQUUFvXy8PPPwA99x1D1e9/Sruvvtufvvzn9NYX4vh87F4xVm0rHuJM88+lwP79hGKRCiVSjQ0NNDT0/M6n36pWCA7OEg+nUJKtXRzKKZkGujswDBNquobyMkCbak2TMOksaKRsCcEuQFIdSqL3RMAuwTSBm9IKaJgJZbb7PY4NqQOqs8IEyJ14A2qCqCUVZ+JNmJ7g6RL6RF3jdfwYhrHGCkybGEJMaL4pJQU7SJ5O4+UEo/wYGIipMB2R//s3LmTzs5OHOmQLCYZLAwymB8kVUjhzXkxsgaMnjAtgFHFtGAUyAayBKNBjG4Dj+NhycolvKcmg+/xL0G4GhLzofUZaL4Urv8ejw608LU/fY1kMclY+AwfZ8TPYPmM5SyrWkb6tTRbN26lsbGRYrTIpv2biNgRqpwqSsXSuGXxeFm6dCnvfve7cXDoyfXQle1ifed6vvvKd7m48WK+c/l3yHT38Mt/uA3DNFn1juvZ/NTj9LcfwB+J4l1yFgeTGUKhENlcdiS/hBDEGaRO9HFBqJVGaz8UkjC6czHSAFd/neyCt/P9TT/gZ1t+Rswf49KmS/GZPvymH7/pHzkOe8PMCM5gRmiGMiiCicNaaW8ERzp0Z9VihNXB6uNyG5ZLf08PO7dvxfAFRlrZe4b28OT+J2lLtwHgEZ6R3z3cgg16goS9YULeEGFveCQEzSCmccggMoSB4c57TZVSDBWGGCwMHhYX7IJqObstBFvaWI5FbWUtP7z5hyf0u6ad0ncch4GOdqxigaqGRrpLytKtDdRQTBYBgYOD8Aj8tsDK56hunIln1OJrtmWpoVjJIRzbJhiJUJGoxjBMtu/dTtFfxOP18NSjT/HIrx+hZXMLn/jEJ/jsJ2/l3p/cw0N/+AMPPfgQN950EzfccAPXv+96fnD3D3ji909w9y/u5vbbbmfVylXc8rFbsEvKovb7/WooWHKIrPtcAI/PR1VdAyknQ0eqA7/Hz6zILLyFFKQ7wSqAJwiROmQgBtJB5Poh3aMqAsMLFTPAtpTVC1BRgxOaQSaXp+i2MoRdRFhZhLQRngDCH1H627FVkCoebkY7UuJIcKTAQQVGAq7yV8fOUcrW/n37ePqJP4BhqkrIMAGBYRjE43Gqq6uZMWOGihNxKkMeso6X7u5udrftZtv+bfT09OCkHGRE8ud/9n7mvfJd2PQrmHclvOdHEIrDhp/AY18GYcDV36D7jLfzxP41I+4qRzojzfFMKcOWvi209LaQt9XooUWlRSw6uAgccAIO8+vmUpNppbL7BSqrEgQXXAL9rTCwBwb2gXOclYEvAqEEnnAlTTNiGLFGiNRDtBGiKv5N2xpuf/F2Lmm6hDsuu4OhtnZ+9dUvUshkqJu3gLdcdS0Lz78Ir8/P5s2beWrDU7ww+ALx6jhfWPJOmh79NJ5gBD78IMTnqudKCcWMUv69O+GPX4bOTTD3cnjHv7LdsPmXdf9C61Cr6iuyCxTtIrYcu9NXIKgKVJEIJogH4sQDcRKBBFWBKuKBOJX+SjyGalUJxGEtq65MF3uTe9mf3M/e5F4OpA5QsAuAah0mAof6QGpDtcQDcdVy8gRGQsgTGlHIwx3VEW8Erzl+RfRq96v831f+L2s711IbquWTKz7JtXOvJeAJHPuDjqOMqGwv5AbVf+9Ybhh+dxyoqIVYk4rLGBTxRlo/J1XpCyGuBv4NMIG7pJT/dMT9S4DvAMuBm6SU942692Hgy+7pP0op7+UYnKjSt0slBjo7qIgn6JdJBvID1IRmIIeK2I6ggixpbwjbkqoWlhIBVESj+L1ecsmh11ncvmCQvKV83o8/+jjf/uq3lVvA6+Er3/wKn73ls3zkIx/h8ccex3GckY7clp0t3PLxW+jr66O6upo7vn8H8fo4659fz99//u/x+/zceeedzJkzB6/fS7wyjmmaOI5DPpWiVMhREa9msDREZ6aTsDfMzGAN5uA+sPLKso/UUzRDZDIZcrkcpmkSCoUIhUKYpTSku6GYVpkTjONU1JHJF0mn08oCd8dsD/tHxxpm+XokBmCIUcEQSokMF/hRJrlAYuJgYmPiYAgwTQ/b9nWx+MkPq5dmmIo6ZZ3bBcgnlULKJ6Hkbo0ZaYC5lyrLfe6lEG1Q13t2wK8/BD3b4PK/hYv/5vCXa2AvPPBp2PffsOAquO67qqVzFEpOiZ0DO9nUs4mNPRvZ3r+dK2ddySdnX41538eh42U495PwttvBM2qyl12Cnu1KeaY6wR9RwVcB/gp1bHgh0w3JgypNajjuUNfSXYflHwBvuZlfL7qUr730j1zWdBnfvuzbpHt6KOZy1DYfGgjQn+/nP7b8B3e/djeralfx7/NuIvSrj0CkFj70EFTOPPrf6tiw7m548muqfF34F3DR58F3+PwVy7Eo2kVSxRS9uV56cj305HrozR46HsgPMJAfoD/fT7qUPvozR+ExPMyMzGR2ZDazo7OZFZ2FEIKuTBfd2W66s910ZdXx0VpqY+E3/VR4K0YqjNpwLbWhWmpCNUR8Ee7bcR/PtT9HPBDnlmW3cOMZN+Lv2goHX3XLYEqVw0IK8kMqZHqVos/2K4OoXFxXKrGZqhIIRJVL1vSpcmR6wfSrNEvfU/73juKkKX0hhAnsAN4GtAHrgPdLKbeMSjMHiAJ/Azw0rPSFEHFgPbAaVZo3AKuklKPe9sN5I+4dKSXd2W56c70kggmCmRIZy8SwAniRVPm7aPX7cSyHOJUU8nllZUqJsC1CwSBh17duOzY9uR76c/0E7AABW3X+hvxeirakVCpx7rnn8uCjD1LbWEtNpIaCXaA7203OyuE3/MT9cYJGkEKhMDIWGkB4BZZpUSqV8NtKcXjDXuKR+MjoieHfEfVHafRVYvS3ghA40UbyBMhkMpRKJdUnEAxiWRZFdxG5QCBAKBTCb0qkhEzBGlH2fr+fSCSCb4zlpaVVQOaGVJ6YXlVQTa+ylNX/Ob4VYpeU4ijl1F9u+t2C7QO3qb5161YWL1qkFF53C3Rtga4WGGhVbid/VL0Ufjd4A9DxKrQ+q/owABILYOY50PKA+sx774J5l48tk+PA2jvhia+AlVO/yzCVPMMtDY8fapZA09nQtBoaV6nWAsDW36mKA+D6f4cl141bFk8Iu6QUf7JDhf0vwks/gKU38Kszr+Qf136Dy2dezrcu/daIFduebufelnu5f+f95O0818y5hq/WXkbwvo9C1Rz40IPHrOQOI9UFj/8f1WKqnAWLr1MGhieg/j9PQOWTP6Is1+Hgj4y490ZTsAsM5AcYLAxiOzYSOdLBOXxcE6qhPlx/uBsnPwSIMb/XdmwKdoGslSVv5VWw8yMjpNKlNKliinRRDQBIFpOHVRqDhUPrMUV9UT669KN8YNEHCHVvg6e/ATtHz7QWbhmMqPIYiEEoodyHoepDcbDKfV88o4JreKS7YegADLUdHgop9X/bBddYcmk6Gz7+RHn/1xGUq/TLcZidA+ySUu5xv/iXwPXAiNKXUu517x1pLl4FPC6l7HfvPw5cDfyijOceN725XnpzvVQFqqjMlegvmQjpxe/zUyrYFEs+Gn0me0SBtDdLpeOnkC+Az48lBDnbwSgUKJZS9OZ7wYJKpxIcCPhMonY/nnweTB+laL0aAy99iKygM9eJROLDR0CqpmE+nydPHoHEb0qCQS/+YAjDFwLDxHZsBnOD5FI5rIxFW64Nb8iLFJKhwhBVgSrqzSBO315yRpBiIEF2qICUeTweD9FolFAoNDIMrVQqkc1myWaz5PP5kdbDeMp+GOHxIyJjT04qG9OtKPzjbPIuhOvCqIf5by3vux0Hul5TvvrWZ2HLg9BwFrz3R4cs/7EwDDjvk+o5r92nXGOOpZrfw83xYgYOboRnvsmItR2fB1WzYfeT0LASbvyJUqRvFqZXWYGxJnV+5p8phf3EV3iftHHOvo2vr/sm//vZ/82ty2/lp1t+yqOtjyKE4Nq51/LRMz/K3INbVMunZjF88AEIJ8p/fqQW3nMnnPVBeOxvYf2PVQU+xpo9h+EJqs+Ga1R/UjgB4Rn4Q9XUhaupC8bB9CjjYTgMuwO7X4L+PdC3W8X9uyHbp+55w6p8RNwQrccMVRPyhQh5Q6qyH4nDEGyCyuEWVnjMiihv5enOdtOT62Fh1UIifXvgvo/B9keU8r7yH2DZjRCsVN95KiaVOY5yD1kFXtfSexMoR+k3AqPHorUB55b5/WN9tvHIREKIW4FbgWPOMjwWBUtZ2TF/jBlFSU9B+YmjkQihqJ+BziwZq5p4tpXaaA2dhUEi0Qg17tT+bD7LYHKQVDKFg0PYDGPYBqZpEPPmCBQHldUaa4JML97kPva/vAYn0kCqZJHJZBBC4Pf68Ugbs5TCtPNqeQKvF6OUhZwFOVdgTwDTV0EiFEfWxhlMDkIGnLRD3syT8CTwZiVdVhqHBDhANk8gECAcDuNzlzkYjdfrJRaLEY1GyeVy5HLqYeMp+ymDYUD9chUu+OyhTuRyqZ4Pl33x2GkKKeh4BdrWq9D1Gpz/GaUMJmLUx0V/pSzHP36Z9zs2zuov8E/r/5k1+9cQ8oS4efHNfHDJB6kTPtWaeeafoXEl3HyfUlwnQvPF8MnnDp3bllL+dlHF+SHVIkl3qzjVeeh4cB+0r1dukONxf0QbVZ/D4ne5fQ/CdX8dVK6vA39yBy6Ut/sdwnAt9JhqjUTqIdpAINrArEgDswIxeOqTsO1hleaKL8M5n1AW/anGMMDwH+4ufBMpR+mP9VaVWx2V9Vkp5Z3AnaDcO2N90XgdHH6PnzmxOfhSSfqyAoRDLFJJOKqs7nDMx1CPTd5MEM/0kwpW0JXpwiM8JItJkoUk0pDEgjG8lhfHcqjwOlSUOhGOoQpluFoVplC18uslD2L07SAWShCrrlcujdRBNSLG9EGsVrkIXPcIdhGKOXW/lFV+wWwvwhOgKpSgIhFnYCiJYRk4toONhd8QeCsieL2+sqezCyFG/PuTjZM6cODNWBjMH4HmS1SYLFzwWVWGHvtbbpYOkfO/SnehnxsX3kgsOwDPfBte+ZkqU4vfBX/2/fFbWseD6QFz1NjxaINqSRwLx4H8oLLah/3f0jkiSNWSqWp+Xf/BmEipKmUr775DuUNxMev634d98MPxoKoserapFltxVD+DPwqXfQnO+5RS/NOEcpR+GzC6F6gJ6Cjz+9uAy4747NNlfnaEQCBAX18fiUTimIrfm8rQn/HimEXCoQrC0UOzHX1BD16/ScaqIsAAjZbNLuBA6gCGMKgKVpEIJPAJQxXUdC+ULOXDi9SrpvcwQrjDIqtUgcq4HTtI5S+OzTxc2Q9j+iDog6BbwBxL9fxn+yDZjpcOZgQqsUwwC4MYobhqWZwmqx5KKenr63vdxChNGZz/adX/8OhtXCcd1QJ46C+Ui0uYsPx/qMphPGV8qjAM9Q6EXr+8+QkjhGuJvwFrPJ9Uhlm6G+qWqnd4mlFOR64H1ZF7JdCO6sj9gJSyZYy09wAPH9GRuwFY6SZ5GdWR23+0543VkVsqlWhrayOfP/qmH06pRDpVwjGKeEwP4YrXr4dhlRxyySJ+v43P6qMQiGKZXoKeIIZjKyugmFFWiCegmsdHmQV6GHZJTXgyvGq0xokoabuonj38/EDstLQ+AoEATU1NeCdw4bspzdofwSPu2iz+KKz+qBpNdKw+Dc204KR15EopLSHEZ4DHUEM2fyylbBFC3A6sl1I+JIQ4G7gfqALeJYT4qpTyTCllvxDia6iKAuD2Yyn8o+H1emluPvaSuJZl8b1vfZecLPKpT32K2FG2O3zgjlfo78jxwWX34N3/JFz7Hdj4EGz/g/KdLrtBvUQN5U9FP6mUcjC4H2acMTHP10xuzrlFWc/pbnjLzRPjg9ZMaabE5Kxy6O/v59577+Wqq6465tLFnXuG+K9/3sB576hl1bbrlG8+lIDVH4OzP1b+8DaNRqOZRJzMIZtTgng8zmc+85lx3QZ1c2PMXpbglaf7WPqZX+NP7YIl16ux4OOQz5QY7MpSMzuCYU7+9cE1Go3mSE4bpQ+U7Sc+911z+fXX1/FqSxXnvut9R03nOJLufUn2t/RzYEsfXa1JpISa2REu/+Biqpv0nqIajWZqcVop/XKZMSvCvJUz2PjEAZZf3kSwwucuoVykrz1Nf0eGrtYkB7b1U8hYIKBmVoRV18whXOln7e/28Juvr2PlNbNZffUcTO/YVn//wQw7XuokOiPI4gvqT/reo6Wiza71XexY20VsRpBllzWRaDx6RSSlpG3rABufPEB6sMBZb5vFwrNrEcbpMTpIo9GMz2nj0z9e+jsy/OJrL1E/L4ZhCPraM+QzhxbMCsd8zFwcZ9aZCZoWVxGsODSKJ58u8dxvdrDjpS7iDWEu/+Ai6ppVx3Exb7FrfTdbnu+gq/XQOiHNK6q54kOLCYTf+KiVvvY0Lc91sP2lToo5i2h1gMxQEbvk0LCgkmWXNTH3LdUjLiirZLNjbRcb1xygvyNDMOIlFPXR154h0VTB+e+ex6wlcb0htkYzhTmtVtl8s3jmP7ezfW0n8fowiYYw8cYKEo0VJBrCBCPjD9Xcu7mXZ/5zO+nBAssubVKW94ZurIJNVV2IxRc0sPDcWnau6+LF+3cTivm46uNLqZt7/EMxpSPZsa6LlmfbObh7CMMjmHdWDUsvaaB+fiWFjMWWFzp47Zl2Un15Kqr8nHlxI7bt0PJsO7lUiURjBSuunMnCs2sxTMHODV289OAekr15GhdWcv6751PbfPhoELvkkEkWyCaLlPI2pcKhYBVVHKzwUlkborI2TLjy9TOFTyVSSlo39pJNFllyUYNaEE6jmQZopV8mb3Qjh2LO4oX7d9PybDtev8n81TUsubCB2ubDtx7s2pvkj3e9Rqq/wHnXz+Wst80q261SzFk8cc8WWjf2UlkbYslFDSw6v+6w1scwjiPZ91ofm59u48AWNTp2zrIEK66cSeMZVa/7rbbl0PJcB+sfaSWXKtG0qAohIDNUJDNUUO6t48DrN90KIEQoNnbF6fEaVNWGqKwLU1UXwhc4OV7Gwa4sz/5qx8jvrp8f460fWUK0+uTvrzqcN7HaIKbu1NdMArTSP8Uk+3IEwt5jKrBCzuLp/9jGrg3dzFoS58qPLCEUPXaLYqAzwyPf38xQT44Lb5jP8subyq6khnqyCCHKUnrFvMWrTxxg57oufEEP4ZiPcMxPaDiO+vCFPHh9Jl6/Ch6/icdnkEuWGOjKMNiZZaAry2BXloHODPmMNeY6HFbJQTqHyl240k9VXYjYjCBCCBxH4jgSaUsc20FK1Q8zZ3k1VXWh10+6K9pseHQfL/9xHx6PwTnXzcUX8PDcr3eAhIvft4BF55+cPhXHkWxcc4C1D+3BKjkYpqCyNqRaig1h4g0VhCv9WIXDW0Wlgo1tOwQrfISiKgQjPoJRr640NCcFrfQnKVJKWp7r4L9/sxPTY7DkwnqWXdY0pmLe82oPT9yzBY/X4KpbltK48PSYMm7bDsmeHAOdqnIY6MwycDBDsi+vNuEyBIYhMEyBMATSkSR71Wzs6IwgzcuqmbOimvr5MQ609PPcr3eQ7M2z8JxaLnjvfMIxtXBVsi/Hmnu20rFzkOYV1Vx286JxK9lj0dee5smfbqV7X4o5y6uZv3IG/Qez9Hek6evIkOo7+ozxYxGK+rj0A2cw9y0zTlg2jUYr/UlOX0eaDY/sZffLPThS0ry8muWXN9F4RhVIWPtwK+sf2UvN7AhXf2IZkfj0Xq8m1Z9n76Ze9m7uo337ALbl4PEZWEWHqroQl7z/DJrOeH2lKB3Jq2sO8KcHd+MPerjwhgXE68N4Aya+gAdf0MTjPcaWkKh+jfWP7uXlP+zDH/Zw8fsWMn9VzetaDsW8xcDBLLlUUbWGAiaeUS0jwxTk0yWyyeJhYe+mXvra07zzfy1n1pnHsRSyRjMKrfSnCOmBAi3PtdPynOpsjTeECUa8tG8fZNEF9Vz6/oXjKqXpRjFv0bZtgP0tfVTWhlh2WROm59gukr72NI//ZAt9ba/fzcnwCPxBD6GYn0iVn3BVgIoqdezxmax9uJX+jgwLz63lohsXjNmX8kYoZEs8cMcrDHZmedfnVtCw4PRo0WlOLVrpTzGsks3Odd1seuoAAwezXHTjfM68pFEPozyJ2JZDV+sQhaxFMW9TzFkU8xbFnE0hWyIzWCA1UCA9kD+sA7uiys+lHziDOcuq3zTZcqki93/rZdKDBa7/y7OonXPy1tTJDBXYua6LaCJIzZwoFVWnZt12zalFK/0pitqzFj3UcIIpFW0yAwWyyQLVMyMnbYTRsUgPFLj/Wxso5Cze/fmVx5xoVy6de4Z49IebyQwd2nwkFPNROydKzZwotXOiNCys1J3JpwFa6Ws0U5Bkb47f/ssGHAnv+euVVNae+EY4Lc+18+wvd1BR5eftH1uKlJKuvUm69yXp3ptisCsLQLQ6wDnXNrPgnDptbJwEhg03KeUprUy10tdopij9BzPc/62X8XgN3v3XK497noFVsnnulzvY8vxBZp0Z521/fuaYM8EL2RJt2wdY/8heeg+kqaoLcfa1zcxfWTNtl+bIJosMdmXVntp569CQ27w6L2RK5LNunLEoZEsUchaOLZGOG0apVF/AJFzpJxTzE670EY76CVf68QZUx75hCkzTcI8NAmHv6yZIlotW+hrNFKbnQIoH73gFwxRc9fGlalRXGaT68zx652t0702y6prZnPOuueNa79KR7Hm1h5d+18rAwQyJxgrOeVczc5Ylps1qsp2tQ2x6so3dG7pxnLF1oukx8Ic9BMJe/CE3DnvxBzwjw4vVvu9iJM/z6RKZoQKZwSLZpIpt6+gbzdc2R7nhtnH19phopa/RTHH6D2Z49IebGezOccF75rHiyplH7dgfVtzP/GI7VsnhrR9ewtyzjm/cv+NIdq7rYt3DrQz15AC1CZzhMTBNgek1MEwDr98kGPESrPARqPASrPASjKhjf8iDP+jBH/LiD6tjj89ESoljSSzLwS452JaDVbTJDBVJ9eVJ9eVI9efdUAAgFFHfOzyRLRT14Q978HhNTK+Bx2u4sYnHa+ANuMNjfWZZLRXbctj9cjebnmqjqzWJN2Cy+IJ6Zi9N4At4Rr7PF1BbrY43QqwcpJQUsqoF4biTD1UsR4YhVzed2P7GWulrNKcBxbzFmnu3sueVHuavruHy/7nosE5l6ai1htb+vpW+tjTxhjBX3bKUeH34hJ/p2A67NnQz1JMbUUa25eBYEtt2KOZs8ukiuXSJXLpEPl06bIb1kRiGOKr1PIKAcNRHJBEkEveDEGSTRXIpN6RLcByqyuM/ND/CN6y8gx58fhOva5nvebWH7FCRWE2Q5Zc3sej8+lPSYf9moZW+RnOaIKXklT/u508P7KaqPsw1n1hGrCZI68Ze1v2+ld4DaWI1Qc5+ZzMLVteccpeMdCSFnEU+XaKQtSjk3DirfN7FvK181x7XOvcoC930GIRjPiKJABVVgWNa0o7tkHO/f3RLwSqploNVtCkVHeV7Lxzuiy/l1RDdUsEdpluwsQo2dfNiLL+8idlnJk6LPgyt9DWa04wDW/v5410tOLZDJBGkr91V9u+Yw4Kza6eN/10zNtNuu0SN5nRn5uI4N/7tah77UQuFbIkrP7LYXSZbK3tN+ZSl9IUQVwP/BpjAXVLKfzrivh/4KbAK6APeJ6XcK4TwAncBK91n/VRK+Y2TKL9GM62IJoLccNsqAD1bW3NCjGsiCCFM4HvANcAS4P1CiCVHJPsYMCClnA/cAXzTvX4j4JdSLkNVCJ8QQsw5OaJrNNMTIYRW+JoTppx24TnALinlHillEfglcP0Raa4H7nWP7wOuFKpUSiAshPAAQaAIJNFoNBrNhFCO0m8EDow6b3OvjZlGSmkBQ0ACVQFkgIPAfuBfpZT9b1BmjUaj0Zwg5Sj9sdqRRw75OVqacwAbaACagb8WQsx93QOEuFUIsV4Isb6np6cMkTQajUZzIpSj9NuAmaPOm4COo6VxXTkxoB/4APColLIkpewGngdeN6RISnmnlHK1lHL1jBl69yCNRqN5syhH6a8DFgghmoUQPuAm4KEj0jwEfNg9vgF4UqoJAPuBK4QiDJwHbDs5oms0Go3meBlX6bs++s8AjwFbgV9LKVuEELcLIa5zk90NJIQQu4DPA190r38PqABeQ1UeP5FSbjrJv0Gj0Wg0ZaJn5Go0Gs1pQLkzcvVUPo1Go5lGaKWv0Wg00wit9DUajWYaoZW+RqPRTCO00tdoNJpphFb6Go1GM43QSl+j0WimEVrpazQazTRCK32NRqOZRmilr9FoNNMIrfQ1Go1mGqGVvkaj0UwjtNLXaDSaaYRW+hqNRjON0Epfo9FophFa6Ws0Gs00Qit9jUajmUZopa/RaDTTCK30NRqNZhqhlb5Go9FMI8pS+kKIq4UQ24UQu4QQXxzjvl8I8Sv3/ktCiDmj7i0XQrwohGgRQmwWQgROnvgajUajOR7GVfpCCBP4HnANsAR4vxBiyRHJPgYMSCnnA3cA33Q/6wH+A/iklPJM4DKgdNKk12g0Gs1xUY6lfw6wS0q5R0pZBH4JXH9EmuuBe93j+4ArhRACeDuwSUq5EUBK2SeltE+O6BqNRqM5XspR+o3AgVHnbe61MdNIKS1gCEgACwEphHhMCPGyEOILb1xkjUaj0ZwonjLSiDGuyTLTeICLgLOBLLBGCLFBSrnmsA8LcStwK8CsWbPKEEmj0Wg0J0I5ln4bMHPUeRPQcbQ0rh8/BvS715+RUvZKKbPAI8DKIx8gpbxT33gkAAAAEBdJREFUSrlaSrl6xowZx/8rNBqNRlMW5Sj9dcACIUSzEMIH3AQ8dESah4APu8c3AE9KKSXwGLBcCBFyK4NLgS0nR3SNRqPRHC/juneklJYQ4jMoBW4CP5ZStgghbgfWSykfAu4GfiaE2IWy8G9yPzsghPg2quKQwCNSyt+/Sb9Fo9FoNOMglEE+eVi9erVcv379RIuh0Wg0Uwq3v3T1eOn0jFyNRqOZRmilr9FoNNMIrfQ1Go1mGqGVvkaj0UwjtNLXaDSaaYRW+hqNRjON0Epfo9FophFa6Ws0Gs00Qit9jUajmUZopa/RaDTTCK30NRqNZhqhlb5Go9FMI7TSn4ZIKSnZzkSLodFoJoByds7STEJS+RKv7B9kw74BXj0wSCzoZXlTjKWNMc5siBIJeEfSOo5kZ3eal1r7+NOePta29pPMWZw1q5IL5lVzwfwEK5oq8Xmmtg0wlC3xaMtBfrfxIIO5IpefUcPbltSytCGGYYy1uduJkS1aPLWth/5skeqwj+qIn4QbR/we1PbQCikltiMp2RJbSoJeE/MkyjIeJdvhsZZO/tjSBYDPY6hgGvg9Bn6vyfLGGOfNS1Dh1+pgOnDaL628trWfn764l5nxEJ+9Yj4h39Qs2NmixRNbu1nb2sf6vQNs70ohJRgCFtZGSOZKdAzlARACmqvDLGuMkS/ZrG3tZyBbAqA+FuC8uQkSYR8vtfbzWscQUkLQa3J2c5yzZlbiSEm6YJEpWGSKNpmCRbZgU7BsCpZDyXYo2g5Fy6FkK0VWFfZSFfJRFfIRD/uoDHnxGIJU3iKZt0jlSyOxZUsqQ14SYR9VYd9IHAt6sR156BmWCpYjqQr5aKwK0lgZoKEyOPI/ZgoWT2zt4ncbO3hmRw8lWzInEWJGxM+GfQM4Emqjft66uJa3Lqnl/LkJAl7zuPM/V7R5ans3v990kDXbusiXxm4p+UyDsN+kZEuKtvodR75iAa9ByOch5DMJ+zyE/CoOj8TqWsTv4fx5CVbOqjqsIimHgUyRX6zbz89e3MfBoTwzIn7CPlPlqe1QcPO26MrnNQUrZ1VxycIZXLyg+qRXlFOF/kyR7lR+pOyNLucFyyZXtMlbDvmiTa5kky/Z5EsOjvsnO1K6QX1f0GtS4fcQCaj/tcINPo+BIQSmITANEEJgCkFFwMO8GRUnJHu5SyuflkpfSsmT27r5/tO7Wb9vgGjAQzJv0VQV5P979zIuXXh8WzLajqSlY4jnd/XR0jHE4voo589LsLwxhscc2zou2Q4tHUle3jdA3rKprvAzo8Kv4oifRIUP71E+O5qtB5P8Yu1+7n+5nVTBosLv4axZlayaXcXq2XFWzIyNWPW96QKb24d4rW2ITe1DvNY+hGkIzm1OcO7cOOc1J5gZDx6mQIayJf7U2seLu/t4YXcvO7rSGILDlE+F30PQaxLwmiNW4nDs9QhyRYeBbJH+TJFBN07mLQD8HoNIwEs0oAp+NKgqg4Fsif5MkYFMkVTBOq7/A6Aq5KUuFqS1N02+5FAfC3Dt8nquW9HI0sYoQgj6M0We2tbN41u6eHZnD9miDahK0RACgRsLMA1BPOyjJuKnJhKgJuqnJuKnMqQqxzVbu8gWbaorfFyztJ5rl9czpzpMX7pIX6ZAb7pAX7pIb7pIpmDhdfPGZxrq2DQwBORKNlm3Is0VbTJFi0xBxdmCTbpgkXWvFV0X3FtmVvLxi5u5+sy6o5a3YbZ3prjnhVbuf6WdfMnhwvkJPnpBM5cvqhmzhVGwbDbsG+DZHb08t7OHlo7kSP42VYUwDIHHUApJKSiBz2MQ9JmEvCYhn0nQrcBCPlVGhstK0GcQ8Jr4PSaGUIptWILhIpgp2AzlSiTzJZI5FYZyykAJ+T2EfSah4QrR7yHgMTFNgdcwMA2B1xRurMqkd1TZHC6nAa8xZqXpOJI9vWnW7x1gwz4V9vRmjqscek31HxuGGClLhhAYAqQ89H+Xy1tmVvLApy88LhmGmZZK37IdHt50kO8/vZvtXSkaK4Pceslc/sfqmWxqG+RL929mT0+G95zVyJevXUI87Bvze6SU7OnN8MKuXp7f1ceLe/pGCmJdNEBnUlnUFX4P5zbHOX9egnObE/Sk86zfO8D6fQNsahs8qjU4TE3Ezxl1Ec6ojXBGXYTF9VHm11QgJTy8qYP/XLufV/YP4vMYvHNZPTedPZPVc+JvqnugYNn4zLFfkuOhZCvrx+8Z36ouWDaDWfWym4YYcT0Mv8CmoRR4x2COdjd0DOboGMzTWBnkXSsaWD276piWab5k8+LuPl49MIgjJVIqq0yiYsuW9KULdKfckMyPVFzxsI+rl9Zx7bJ6zp2bOGXumXTB4rcvt3H3f7eyry9LY2WQj144h/edPZNIwEuuaLPl4BAbDwyxqW2QTW1D7OnN4PcYvGdlIx+5oJkz6iLH9czedIHnd/Xy3M5e+tIFbAm242A7ciQUbYdsUVm9w3HxJPURCcGIiyxTsLCcN66fhGvEhHyq4gj7TQIek109aQbdFnBVyMuq2VWsmh1nTiJ0eAUyyh0WGKnQTAIeY9xKGJTRmClapPOq9ZwqWJQsB1tKHAcVS4njSCIBL+c0x0/wd04zpb+/L8sH7voTbQM5FtZW8KnL5nHt8obDrOl8yeZ7T+3i+0/vJhr08vfXLuH6tzRwoD/H5vYhZSW3D/Fax9BIYWisDHLBvAQXLajm/HkJaiIBetMF/rSnjxd29/HCrl729mVHnuExBGc2RFk1O+4WoipiQS+96QI96QI9KWUV9qaK7O/Psr0ryc6uNAVLvTSGAL/HJFeymTsjzAfOmcV7VzZRdZQKSvPmkS/Z9KYL1EUDZb3cbxa2I1mztYu7nmtl7d5+KvwemqqC7OxOY7tKsTbqZ3lTJefMiXPDqlNfXkpuRVBw3R250mj3h42UoKpYZQEPq52Q3yQa8BILeokGvUT8nsMq76LlqJZP0SZbsMiVbCxHVdKW42DZhyqikj3KLWhLipYz4pLJFOyR78m4ranZ8bB6R+dUMbc6/IYNnYlm2il925H85a9e5foVDVyxqOaYVt+2ziRf/K/NvHpgkJDPHGl+eU3BwtoIyxpjLGuKceG8amYnQuMWhvbBHOv39lMbDbCiqZKg7/h8xrYj2duXYXtnim0HkwxkS7xzeT3nNsenfEHUnFw2Hhjknhf20pcpsrwxxvKmGCtmVlIbDUy0aJoJZtop/ePFdiS/WLufrQeTLGmIsqwxxhl1kbLcERqNRjPZKFfplzWURQhxNfBvgAncJaX8pyPu+4GfAquAPuB9Usq9o+7PArYAX5FS/mu5P+LNxDQE//O82RMthkaj0ZxSxnVUCiFM4HvANcAS4P1CiCVHJPsYMCClnA/cAXzziPt3AH944+JqNBqN5o1QTu/UOcAuKeUeKWUR+CVw/RFprgfudY/vA64UrjNaCPFnwB6g5eSIrNFoNJoTpRyl3wgcGHXe5l4bM42U0gKGgIQQIgzcBnz1jYuq0Wg0mjdKOUp/rOEjR/b+Hi3NV4E7pJTpYz5AiFuFEOuFEOt7enrKEEmj0Wg0J0I5HbltwMxR501Ax1HStAkhPEAM6AfOBW4QQvwzUAk4Qoi8lPLfR39YSnkncCeo0Tsn8kM0Go1GMz7lKP11wAIhRDPQDtwEfOCINA8BHwZeBG4AnpRqLOjFwwmEEF8B0kcqfI1Go9GcOsZV+lJKSwjxGeAx1JDNH0spW4QQtwPrpZQPAXcDPxNC7EJZ+De9mUJrNBqN5sSYtpOzNBqN5nRiys7IFUL0APvGSVYN9J4Ccd4oU0HOqSAjTA05p4KMMDXk1DIeP7OllOMuITzplH45CCHWl1OjTTRTQc6pICNMDTmngowwNeTUMr55TO2tkjQajUZzXGilr9FoNNOIqar075xoAcpkKsg5FWSEqSHnVJARpoacWsY3iSnp09doNBrNiTFVLX2NRqPRnABTTukLIa4WQmwXQuwSQnxxouUBEELMFEI8JYTYKoRoEUL8hXs9LoR4XAix042rJoGsphDiFSHEw+55sxDiJVfGXwkhJnxfRiFEpRDiPiHENjdPz59seSmE+Cv3v35NCPELIURgMuSlEOLHQohuIcRro66NmXdC8V33XdokhFg5wXL+i/ufbxJC3C+EqBx170uunNuFEFdNlIyj7v2NEEIKIard8wnLy+NlSin9Mtf2nwgs4K+llIuB84BPu3J9EVgjpVwArHHPJ5q/ALaOOv8malG8BcAAam+EiebfgEellIuAFSh5J01eCiEagc8Bq6WUS1Ez1W9icuTlPcDVR1w7Wt5dAyxww63A90+RjDC2nI8DS6WUy4EdwJcA3HfpJuBM9zP/v6sLJkJGhBAzgbcB+0ddnsi8PD6klFMmAOcDj406/xLwpYmWaww5H0QViu1AvXutHtg+wXI1oV76K4CHUauj9gKesfJ3gmSMAq24/U2jrk+avOTQUuJx1FImDwNXTZa8BOYAr42Xd8APgfePlW4i5Dzi3ruBn7vHh73nqCVhzp8oGVF7hqwA9gLVkyEvjydMKUuf8tb2n1CEEHOAs4CXgFop5UEAN66ZOMkA+A7wBcBxzxPAoFR7IMDkyM+5QA/wE9cNdZe7L8OkyUspZTvwryhL7yBq/4gNTL68HOZoeTeZ36c/59Bue5NGTiHEdUC7lHLjEbcmjYzjMdWUfjlr+08YQogK4L+Av5RSJidantEIIa4FuqWUG0ZfHiPpROenB1gJfF9KeRaQYXK4xUZwfeLXA81AAxBGNe+PZKLzcjwm4/+PEOLvUC7Tnw9fGiPZKZdTCBEC/g74+7Fuj3FtwvNyLKaa0i9nbf8JQQjhRSn8n0spf+te7hJC1Lv364HuiZIPuBC4TgixF7Xl5RUoy7/S3QMBJkd+tgFtUsqX3PP7UJXAZMrLtwKtUsoeKWUJ+C1wAZMvL4c5Wt5NuvdJCPFh4FrgZun6SZg8cs5DVfQb3feoCXhZCFHH5JFxXKaa0h9Z298dGXETai3/CUUIIVDLS2+VUn571K3hfQZw4wdPtWzDSCm/JKVsklLOQeXbk1LKm4GnUHsgwATLCCCl7AQOCCHOcC9dCWxhEuUlyq1znhAi5P73wzJOqrwcxdHy7iHgQ+7Ik/OAoWE30EQghLgatb3qdVLK7KhbDwE3CSH8Qu3rsQBYe6rlk1JullLWSCnnuO9RG7DSLbOTKi+PyUR3KpxAx8o7UD37u4G/m2h5XJkuQjXlNgGvuuEdKJ/5GmCnG8cnWlZX3suAh93juagXaBfwG8A/CeR7C7Dezc8HgKrJlpeorUC3Aa8BPwP8kyEvgV+g+hlKKKX0saPlHcol8T33XdqMGo00kXLuQvnFh9+hH4xK/3eunNuBayZKxiPu7+VQR+6E5eXxBj0jV6PRaKYRU829o9FoNJo3gFb6Go1GM43QSl+j0WimEVrpazQazTRCK32NRqOZRmilr9FoNNMIrfQ1Go1mGqGVvkaj0Uwj/h8ZfVp0E9xnbAAAAABJRU5ErkJggg==\n", + "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1088,24 +1250,24 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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8YLeU8lMAIcRvgM8CCdGXUlbFzvV+rlsCXsCNM6HLBYzcfpVCcSqQgkV+vBhoaWVd13nxxReZMmVKn7wDPej11ltvsXbtWtavX4/f72fZsmWEQs46WC6XK5Ff1/V+l3EeKaTi0y8BDiTtV8eODYiUcj3wJnAoFv4kpdzeO50QYqUQolIIUdnQ0JBK0QqFYhhyySWX8MMf/jCx8NmmTZsAWLp0Kc8++ywAH330EVu3bu2Tt62tjZycHPx+Pzt27GDDhg0nruKnEamIfn/Na0o+eSHERGAaUIrTUJwf8//3LEzK1VLKeVLKeQUFBakUrVAohiH33Xcf0WiU8vJyZsyYwX333QfArbfeSmdnJ+Xl5TzyyCPMnz+/T97ly5djmibl5eXcd999LFiw4ERX/7RgwKWVhRDnAA9IKS+J7d8LIKX8t37SPgP8Pj6QK4S4G/BKKf81tn8/EJJSPnK4zxvqpZUVCkX/S/EqTl+OZWnlVCz9jcAkIUSZEMINXAesSbFu+4FzhRCGEMKFM4jbx72jUCgUihPDgKIvpTSB24E/4Qj2b6WUHwshHhRCXAEghKgQQlQDVwM/E0J8HMv+ArAH+BDYAmyRUr5yHK5DoVAoFCmQ0jx9KeWrwKu9jt2ftL0Rx2/fO58F/OMx1lGhUCgUQ4R6IlehUChGEEr0FQqFYgShRF+hUChGEEr0FQqFYgShRF+hUChGEEr0FQrFCeFYllauqqpiyZIlnHXWWZx11lm89957gLPezrJly7jqqquYOnUqX/jCF1CL+B4Z9RIVhWKE8f33v8+O5h1DWubU3Kn8y/x/GTDd0S6tXFhYyOuvv47X62XXrl1cf/31iTdnbdq0iY8//pji4mIWLVrEu+++y+LFi4f0+oYTSvQVCsUJ42iXVi4uLub2229n8+bN6LrOzp07E2XOnz+f0lLnMaHZs2dTVVWlRP8IKNFXKEYYqVjkx4ujXVr5gQceoKioiC1btmDbNl6vt98yR/qyyamgfPoKheKU4XBLK7e1tTF69Gg0TeOXv/wllmWdzGqe1ijRVygUpwyHW1r5tttu4+c//zkLFixg586dpKWlneSanr4MuLTyiUYtraxQDD1qaeXhxfFeWlmhUCgUwwQl+gqFQjGCUKKvUCgUIwgl+gqFQjGCUKKvUCgUIwgl+gqFQjGCSEn0hRDLhRCfCCF2CyFW9XN+qRDib0IIUwhxVa9zY4UQrwkhtgshtgkhxg9N1RUKxelCa2sr//mf/zlgurfeeosVK1Yc02dVVVXxq1/96pjKGM4MKPpCCB34MXApMB24XggxvVey/cBNQH/f9C+A/yulnAbMB+qPpcIKheL0I1XRHwqU6B+ZVCz9+cBuKeWnUsoI8Bvgs8kJpJRVUsqtgJ18PNY4GFLK12PpOqWUgaGpukKhOF1YtWoVe/bsYfbs2dx9991IKbn77ruZMWMGM2fO5LnnnuuTZ+PGjcyZM4dPP/20x/HPfOYzbN26FYA5c+bw4IMPAs7TvE899RSrVq3inXfeYfbs2fz7v/97j7xvvfUW5557Ltdccw2TJ09m1apVPPvss8yfP5+ZM2eyZ88eABoaGvj85z9PRUUFFRUVvPvuuwC8//77LFy4kDlz5rBw4UI++eQTAJ555hn+7u/+juXLlzNp0iTuueeeof0Ch5BUFlwrAQ4k7VcDZ6dY/mSgVQjxP0AZsBZYJaXssXCGEGIlsBJg7NixKRatUCiOhtqHHya8fWiXVvZMm8qob3zjsOe/973v8dFHH7F582YAXnzxRTZv3syWLVtobGykoqKCpUuXJtK/99573HHHHbz88st9NGHp0qW88847jB8/HsMwEoK8bt06brjhBiZOnMijjz7K73//+37rsmXLFrZv305ubi4TJkzglltu4f333+c//uM/+OEPf8jjjz/OV7/6Ve666y4WL17M/v37ueSSS9i+fTtTp07l7bffxjAM1q5dyze+8Q1efPFFADZv3symTZvweDxMmTKFO+64gzFjxhzT93o8SEX0RT/HUl27wQCWAHNwXEDP4biB/qtHYVKuBlaDswxDimUrFIrTlHXr1nH99dej6zpFRUWce+65bNy4kczMTLZv387KlSt57bXXKC4u7pN3yZIlPPHEE5SVlXHZZZfx+uuvEwgEqKqqYsqUKRw6dOiIn11RUcHo0aMBOOOMM7j44osBmDlzJm+++SYAa9euZdu2bYk87e3tdHR00NbWxo033siuXbsQQhCNRhNpLrjgArKysgCYPn06+/btO21FvxpIrnkpUJNi+dXAJinlpwBCiN8BC+gl+gqF4sRxJIv8RHGkNb9Gjx5NKBRi06ZN/Yp+RUUFlZWVTJgwgYsuuojGxkaefPJJ5s6dm9JnD7S8M4Bt26xfvx6fz9cj7x133MF5553HSy+9RFVVFcuWLeu33FN5iedUfPobgUlCiDIhhBu4DliTYvkbgRwhREFs/3xg2xHSKxSKYUhGRgYdHR2J/aVLl/Lcc89hWRYNDQ28/fbbzJ8/H4Ds7Gz+93//l2984xu89dZbfcpyu92MGTOG3/72tyxYsIAlS5bw6KOPsmTJkn4/62i4+OKL+dGPfpTYj7ul2traKCkpARw//unIgKIvpTSB24E/AduB30opPxZCPCiEuAJACFEhhKgGrgZ+JoT4OJbXAv4Z+LMQ4kMcV9GTx+dSFArFqUpeXh6LFi1ixowZ3H333Xzuc5+jvLycWbNmcf755/PII48watSoRPqioiJeeeUVvvKVr/DXv/61T3lLliyhqKgIv9/PkiVLqK6uToh+eXk5hmEwa9asPgO5qfLEE09QWVlJeXk506dP56c//SkA99xzD/feey+LFi06bdf0V0srKxQjALW08vBCLa2sUCgUipRQoq9QKBQjCCX6CoVCMYJQoq9QKBQjCCX6CoVCMYJQoq9QKBQjCCX6CoXiuFNVVcWMGTMGleemm27ihRde6HP8aJdfVqtvOijRVygUIwIl+g5K9BUKxQnBsiy+/OUvc+aZZ3LxxRcTDAYBZ4mDBQsWUF5ezuc+9zlaWlr65P3jH//I1KlTWbx4Mf/zP//Tb/lqyeXUSGXBNYVCMYx457c7aTzQOaRl5o9JZ8k1k4+YZteuXfz617/mySef5JprruHFF1/khhtu4Etf+hI//OEPOffcc7n//vv5zne+w+OPP57IFwqF+PKXv8wbb7zBxIkTufbaa/stXy25nBpK9BUKxQmhrKyM2bNnAzB37lyqqqpoa2ujtbWVc889F4Abb7yRq6++uke+HTt2UFZWxqRJkwC44YYbWL16dZ/y1ZLLqaFEX6EYYQxkkR8vei89HHfvpIIQ/b3WoydqyeXUUD59hUJx0sjKyiInJ4d33nkHgF/+8pcJqz/O1KlT2bt3b8Kv/utf/7rfstSSy6mhRF+hUJxUfv7zn3P33XdTXl7O5s2buf/++3uc93q9rF69mssuu4zFixczbty4w5alllweGLW0skIxAlBLKw8v1NLKCoVCoUgJJfoKhUIxglCir1AoFCOIlERfCLFcCPGJEGK3EGJVP+eXCiH+JoQwhRBX9XM+UwhxUAjxo97nFAqFQnHiGFD0hRA68GPgUmA6cL0QYnqvZPuBm4DDLWzxr8Bfjr6aCoVCoRgKUrH05wO7pZSfSikjwG+AzyYnkFJWSSm3AnbvzEKIuUAR8NoQ1FehUCgUx0Aqol8CHEjar44dGxAhhAb8ALh7gHQrhRCVQojKhoaGVIpWKBQjnOSllx9//HECgUDiXHp6+jGXv3nzZl599dVjLudUIxXR7+/551Qn998GvCqlPHCkRFLK1VLKeVLKeQUFBSkWrVAoFA69RX8oGMmiXw0krw5UCtSkWP45wO1CiCrgUeBLQojvDaqGilOW0M6d1P/gB9R97/u0/PrXdK57l8iBA8iTvLaI4tTjkUce4YknngDgrrvu4vzzzwfgz3/+MzfccAMAr732Gueccw5nnXUWV199NZ2dzkqgDz74IBUVFcyYMYOVK1fS+4HSJ554gpqaGs477zzOO++8xPFvfvObzJo1iwULFlBXV9enTjNnzqS1tRUpJXl5efziF78A4Itf/CKvvfYa999/P8899xyzZ8/mueee65H3mWee4corr+Tyyy+nrKyMH/3oRzz22GPMmTOHBQsW0NzcDMCePXtYvnw5c+fOZcmSJezYsQOAV155hbPPPps5c+Zw4YUXJur3wAMPcPPNN7Ns2TImTJiQ+M6GklQWXNsITBJClAEHgeuA/5NK4VLKL8S3hRA3AfOklH1m/yhOH6zOTtpffZXWF14ktHUruFwIXUeGQt2JDANXSTHuseNwjx+Pe1wsHj8O1+jRCF0/eReg4M1nVlO/79MhLbNw3ATOu2nlYc8vXbqUH/zgB9x5551UVlYSDoeJRqOsW7eOJUuW0NjYyHe/+13Wrl1LWloa3//+93nssce4//77uf322xNLM3zxi1/k97//PZdffnmi7DvvvJPHHnuMN998k/z8fAC6urpYsGABDz30EPfccw9PPvkk3/rWt3rUadGiRbz77ruMGzeOCRMm8M477/ClL32JDRs28JOf/IQHH3yQysrKHmvtJPPRRx+xadMmQqEQEydO5Pvf/z6bNm3irrvu4he/+AVf+9rXWLlyJT/96U+ZNGkSf/3rX7ntttt44403WLx4MRs2bEAIwVNPPcUjjzzCD37wA8BZVfTNN9+ko6ODKVOmcOutt+JyuY7p75PMgKIvpTSFELcDfwJ04Gkp5cdCiAeBSinlGiFEBfASkANcLoT4jpTyzCGrpeKkISMRzMZGIvv20bbmFdr/+EdkMIhn0kQKV/0LWVdcgZ6djdnQQHT/fiL79xPZf4DI/n1E9u0j+MEH2EndbuFyYRQUIKVEmlGImkjTRFoWQtPwzSrHv+Ac0s5ZgHf69BPeQMholEh1NZG9VUT27iWyfz+a14sxehSuUaMwioqcuKAAYahFalNl7ty5fPDBB3R0dODxeDjrrLOorKzknXfe4YknnmDDhg1s27aNRYsWARCJRDjnnHMAePPNN3nkkUcIBAI0Nzdz5pln9hD9/nC73YlXKs6dO5fXX3+9T5olS5bw9ttvM27cOG699VZWr17NwYMHyc3NTWlM4LzzziMjI4OMjAyysrISdZo5cyZbt26ls7OT9957r8dS0eFwGIDq6mquvfZaDh06RCQSoaysLJHmsssuw+Px4PF4KCwspK6ujtLS0gHrkyop3bVSyleBV3sduz9peyOO2+dIZTwDPDPoGiqGDKu9na6//pXA+vWE9+5FGC6EYSBcLifERMxsasKsr8dsaMBKeouR5veTteIysq+6Cm95eY/lbl1FRbiKivBXVPT4TCml0yDs20e4qorovn2YDQ2gGwhdR7gMMAyEbiDDIQIbK2l47DEaAC0zE//8CtIWnIPnjAkYoxzh1Xota2uHw4S3bye49UOCH35I6MMPMRsaED4fmseD8HnRvD6E14Pm9oCmgSZACITQQNOQlkl0/wEiBw5AkntKz8rCDod79mQANA2joABXcXEsjE5s63n5CEMHTXO+X10HXUcYBprPh+bzIdzuIfqrDp4jWeTHC5fLxfjx4/nv//5vFi5cSHl5OW+++SZ79uxh2rRp7Nmzh4suuqjPCpqhUIjbbruNyspKxowZwwMPPECo99/iMJ8Xvz8Pt5zx0qVL+fGPf8z+/ft56KGHeOmll3jhhRcSC7QNxEBLMdu2TXZ2dmIlzmTuuOMOvv71r3PFFVfw1ltv8cADD/Rb7vFYilmZKsMUGY1id3UR2vEJXevX07V+PaGPPgLbRvj9eCZNBOmkk9GIY3FHo0gkRl4+rtJSfGfNwSgowCgsxFVYiH/ePLS0tEHVQwiBK56/V4NwOMzGRro2/JWuDesJrN9A59o/9zivZWXFrO5CrMYmQjt3JoTaKCrCO3MGaUuXIMMRZCiEHQphh4LIYAi7q8vxCUsJtg1SOvsCPBPPIOPCC3GXleEuG4+nrAw9OxspJXZ7O9HaOsy6WqK1tZi1tUQP1RKtqSG4dSvtr70GSS/OGBCXK9EAaH5/d0hLi8Wx/cxM9JwcjJwc9Oxs9JwcZz83FzGEXf4TwdLJn3tFAAAgAElEQVSlS3n00Ud5+umnmTlzJl//+teZO3cuQggWLFjAV77yFXbv3s3EiRMJBAJUV1dTWFgIQH5+Pp2dnbzwwgtcdVWf5z8TyybH3TsDIW2b0pISGhsbiUQiTJgwgcWLF/Poo48m3Dnp6em0t7VhtbdjB0NIM4rQNNB0rI4O7FAIq63NMSKkxI5GkXb3rPXMzEzKysp4/vnnufrqq5FSsmXLFmbNnNljKeaf//znx/rVDgol+scZOxwGIdCGyLKTlkX00KFu90PVXiJV+zBbW7A7u7C7urA7O5GxbiQAuo5v1izyb72VtHMW4CsvP6mW5kAY+flkrbiMrBWXARCtqSFyoNoR3EO1MeGtw6ytRcvKJO/mm/GVz8Q7cyauoqIhr48QAj0rCz0rC6b0/wISaduYDY1Eaw5itbQgLQssC2laYDuxNKPIYBA7GMQOBLEDAexgADsQQMb2zfp653gg4Pwtu7oOVynH1VRS4vQwSmI9jpIS3KWlztjJKfY3XrJkCQ899BDnnHMOaWlpeL3ehFVdUFDAM888w/XXX59wgXz3u99l8uTJfPnLX2bmzJmMHz+eisMYDitXruTSSy9l9OjRibdc9Yc0TczGJszmJrBt5k2digVE9u3nnKlTuffgQc6eNIlwVRULS0r4t02bmDN/PnffcgtXr1jhiLptY7W1YXd1OT3DWLnh3bsJNTURPViD2dpKeM+nPP3Qw9x5/3386333EY1GuWr5cqbceiv3/v3fc9WVV1JcVMT8WbOwg0HCe/didXTCEEw3PRLDfmllKSXBTZud7r7b5XT33W5ELNYzMjAKC4/JP2sHAgQ2bSJSVUW0pobowZpYfBCrqQkAPTsbo6gIo6gQV1ERRmERRkGBY71lZ6PnZKNn56DnZCN03bEi9+/r4SOP7ttPZN8+ZCSS+GwtPR33+PEY+flo6emOpZiehpaWhp6ejmvMGPwVFejH+UZSHB9kNIrV1obV0oLZ0oLV2orV3OK4zA4edEJNDdHaWkhexz25USgppuXzn2fqxInOfW4YjtvJMBwXVApvpTrdkZaF2dyM1diItCz0rCyExxPr6UYhGk2MLSFEzC3oQ/N6u92EsfElGeslSsuKxTZYsbEp0wTTQsb20bRY76BnLCWOMWDZsdgpS7jduFPw3x/L0srD1tK3Wltpe/llWp77LZFPB5ipoGmJATrX6NG4ikdjjB7tWE0xSyrZrSFNk9BHHzluk/fWE9i8OdG1F263U0ZJMd7zz8NVXOz4tevrMevqMevqCG3b7jQGh2twNc1xPcQQHg+uMaW4x4wlbckSx/UwfjzusjL0vLwR8aMdqQiXCyM/HyM/H88R0knTxKyrI3LwoGN0xBuE6mqClR9gX3IJ0f7eESuEI0bCGeMA4fwXwrkPdb17TELTEbrmNBputxMMo8/9J2074VaToRB2OJwQPDTNKS8mfs54khvhdjmfMcT3srRtp8FsaECaZsLI6z0ulEgfE32hHX42uxCi+3s5DRlWoi+lJLRlCy2/eY72P/wBGQ7jmzWL0f/2b3inT0NGIk4Ih7EjEWQ4gtXW6vhnaw4RPXSI4Ecf0fH6607rn4SenY2rpAQ9K5Pg1g+xOztBCLzTppF345fwLzgHz+RJGPn5R7xhEnWNRjGbY5ZbaytWS/e2HQo6Dc7YcbjHjXV6IimUqRi5CMOIWfX9Pyy/fds2vJMmIS0LGTWRlulYt3FrVcrYI5ex8Q4pHVeGZWFHIo6rKjYG0vODBcLtdtyXmuYIfZJrUWiaY1HH88ctY9lnxRanIXC5nMYk5icHnLrE4h5jMbHy4uMyAtHdeMWDbSFNE83vxzVmDPoAY1Knq5APhmEj+pHqg1TffjvhHTucWSafu5Kca6/FexRvC5K2jdnYiFnjuGkicavpYA1WUxOZl15K2qKF+M8+GyMn56jqK1wuXEWFuIoKjyq/QjEohEjM0sJ7dEUk3Bqm2W1ARaPd25aN5vUgMjMTbhGRNIumT1mWlVSWM6EgXp5ty1inw+l5EC8jbmXH3VKa5szAEgKQ3YP08YBjsGnp6apHHGPYiL6rqBAjP5+cBx4gc8UK9PTBzTJJRmhaYsaJb/bsIaylQnH60sOt4TmSsynFsuLjCt6jbIUUR8WwEX3hcjH2qSdPdjUUCoXilEY5ihUKhWIEoURfoVAoRhBK9BUKhWIEoURfoVCcEKqqqpg6dSq33HILM2bM4Atf+AJr165l0aJFTJo0iffff5/333+fhQsXMmfOHBYuXMgnn3wCwGOPPcbNN98MwIcffsiMGTOGfP38kcKwGchVKBSp0frKHiI1h1ne4ShxF6eRffkZA6bbvXs3zz//PKtXr6aiooJf/epXrFu3jjVr1vDwww/zi1/8grfffhvDMFi7di3f+MY3ePHFF/na177GsmXLeOmll3jooYf42c9+ht/vH9JrGCko0VcoFCeMsrIyZs6cCcCZZ57JBRdcgBCCmTNnUlVVRVtbGzfeeCO7du1CCEE09pCkpmk888wzlJeX84//+I+JJZgVg0eJvkIxwkjFIj9eDLQc8X333cd5553HSy+9RFVVFcuWLUuk37VrF+np6dTUpPriPkV/KJ++QqE4ZUhecviZZ57pcfyrX/0qb7/9Nk1NTYkXoisGjxJ9hUJxynDPPfdw7733smjRIqykVUPvuusubrvtNiZPnsx//dd/sWrVKurr609iTU9fhv3SygqFov+leBWnL8eytHJKlr4QYrkQ4hMhxG4hRJ8Xmwshlgoh/iaEMIUQVyUdny2EWC+E+FgIsVUIcW0qn6dQKBSK48OAoi+E0IEfA5cC04HrhRDTeyXbD9wE/KrX8QDwpdhL0pcDjwshso+10gqFQqE4OlKZvTMf2C2l/BRACPEb4LPAtngCKWVV7FyPRbKllDuTtmuEEPVAAdB6zDVXnDRs2+Lgjm188t477N64Hss0ycjLd0J+IRl5+WTm5ZNRUEhWYRHp2bnqfQAKxSlCKqJfAhxI2q8Gzh7sBwkh5gNuYE8/51YCKwHGjh072KIVJwBp2xzcuZ2d69ex86/v0tXSjOH2MOGsCnwZmXQ0NdDR2EDNJ9sJdXX2yKsbBpkFhWQWFJFVWIQ/M4tIMEg4ECAc6IzFXdimScG4MoqnTKdkyjTyxoxF007sSy1sy6KjqZG2+lpa6w7R3lCP4XLjz84hPSeXtOwc0rJz8Gdlo42AF24ohh+piH5/bx4Y1OivEGI08EvgRin7vjJHSrkaWA3OQO5gylYMjs6WZmo+2UZrXS2apqEZBppuoOk6euw9wcH2NrraWhNxoK2VjsYGgh3t6C4XZbPnMWXhEs44az6uftZCj4SCdDQ20N7YQFt9HW31tbTX19HWUE/d3j2EOjtwe314/Gl4/H7c/jTSsnMQQrD/oy1sX/cWAG6fn9GTplA8eRo5o0aTlpNLWnYuaTk5ePxpCCGQtk1bfR0N+/ZSv28vDbEQbG9Dd7sxXC4MtxvD7cFwudBdrthLN0AILfaGQA1p27E612MnzRoRmnOuD0Lgz8wiPTeP9Nw8MnLzSM9xtn2ZmQhNQxOa84pBTYt917pTD7cHl8eD4fHgcntidVIv+FCcGFIR/WpgTNJ+KZDy0xFCiEzgf4FvSSk3DK56imPBtiyaDx7g4CfbqflkGwc/2UZbfV1KeXXDwJ+Vgz8ri7TsHArGlTFuxizOmHc2bt+RH393e33klY4lr7T/XpuU8rAiJ6Wkrb6Omp3xOm9n/Yu/7vOaPsf6zibU2UEkGAQcEc8ZXczoiZNJz83DMqOYkUh3iEawolGktEE6bqrEm5aEoOiMSUxZuISswlFkFY4ie9Qo0nPzsC2bQFsLXS0tdLW20NXaTGdLC10tTXQ2N9HR2MChnTsIdrSn9N32RgjNaQASwYvL48XwePD4/XjTM/CkpeONBU96Ov7MLDLy8knPzcPt7f99r4r+kVISDYWQUqIZOrpudL+JK57GtjGjUcxoBDMSxoxEsC0LITQ0TTgGg6YhYtta7OUymqaj6Rpa/H3CMvbOYGkjbYkdi4WIvUoyVo6WVNbxJhXR3whMEkKUAQeB64D/k0rhQgg38BLwCynl80ddy9MU27boam1BCA1/ZtaQuAPCgS7Heq6rpbW+lra6Wtob6gh1dhIJBYmGQ0RDTjCjkUQ+f1Y2JVOmM/uSFZRMnU5e6VjnJrRMbMvCMp0YKfFlZuL2+Y+b9XmkcoUQZBeNIrtoFNOXnAfEeg5NjY7otrXQ1dLsiG9LM560dArGlVE4roy8MWNxeYb+LUyappOZX0hm/pFfbWlGo3S1NBHs6EDaNrZtI20rsW1bliMg4TDReBwLZiSU2I6GQpiRMJFQiNbaQ4S6dhHq6sRMevdsMh5/WnePIy+f9Nz87jGW3Dwy8guG/Ds5Wfzud79j8uTJTJ/eey7JwEhpE+rspKu1BTMS6XFOCIGm62i6gZS289uJ2xnCMTK6z8mYiDvvFu63J3iUuLxe8krGDJzwGBhQ9KWUphDiduBPgA48LaX8WAjxIFAppVwjhKjAEfcc4HIhxHdiM3auAZYCeUKIm2JF3iSl3Hw8LqY/Au1t7H5/PV1tLeiGywkuF7phoLtcuH1+0nNySc/JPSo/rWVGqd/7KTU7d9DWUEtnU8z6a26kq7Wl+4YQAl9GJmlZ2fizsknLzsGXmeVYbmnpeNPTE9uGy0V7UwMdDfW0NdTT3lBPe6MThzo7eny+Ny2dzMIifBmZpOfm4fJ6cXl9uDwe3F4fmQWFFE+ZRnbR6CEV8agdZWPtRt7c/yamNBnlH8WotO5Q5C/CawyNALu9PvJKxhz3H8OxYrhciV7C8cCMRgl3dRLq7CTQ1kJHc+xea2qks7mJzuZGGg/so6u1pU/PaPHt99Cw3xezRGPWqK477qeEm8u5P5z7RDiWZ9wK7WGRpmaNSimxzChW1EQIkbBk41Z1b+s6FX73u9+xYsWKQYm+bVsE29sJtLVimSaG201WYRG6YWBZFrZlYceMHssy0YTu/A7dbgyX4yI80jVLKZ1eo+U07LbtlClt23k3cexaHXef8x1InMYiYRzEGo8TMU40LB/OioZC7K7cwPZ1b7Fv66YePtojIYSGPzvbGbDLySUjZjElW1Eefxr1e/dwMOYuqd21M2FRu33+bmsrJ4+MPCeflDjugdYWAm2tiTjQ3k40FDxinQyPh8z8QrIKCsksKIyJSlFCXLzp6cf0XQ2GqBVlw6ENvL7vdd448AZt4TZ8hg+f4aM51Nwnfa43l9FpoylOL6YkvYTi9GKK04rJ8eYQtsIEogGCZpCgGSRgBrBsiym5U5iZPxO/6+SvoBi2wtR21eLRPeR583DprpNdpZSwTJOu1mY6GhvpaG6ks6kRfVQpE8aNdUQpKRzN719ommM0GQaaYcSMKQMhhOMSibvSIpEe5QcCAVbe+VUO1dZiWTZ33X4bDz3yKFdecTnvrt8AAp5+8kkmT57M/gMH+KfbvkJjYyP5+Xn87D//k+qDB7nqmmvJzMwkMzOT//+Z/6Zs/PgkF138Reoi0ZjYtk2osx3bsnH7fKRl5xzXXuyJ4lgezho2C65Zpsm+DzexY91f2L1xA9FwiIy8AuZediXTFi8jr3RswuqwzGgsmIS7uhwfbXMTnS3NdDY309XSREdDPTU7dxA6jJ9WaBpFZWdQftGllEydTvHkaaTn5B5VvcOBLseC6+ok3NmJGY3Gpj8W4MvIHPIbtCnYRHVnNYYwMLSeAaA11EpzqDkRWkIt1HTV8N7B9+iIdpDuSmfZmGVcNO4iFhYvxGt4CVth6rrqqO2qpTZQS21XLYe6DnGo8xC7WnbxlwN/IWJHBqiZgyY0JmVPorygnFkFsygvKKc0vfSIomvaJvvb97OzZSc7W3bSEm7Bo3tw6248uicRXJoLLeY31YSGQKAJDUta1HbVcrDzoBM6DlIf7PmYf5Yni3xvPvm+fPJ8eRT4CijwF1DoL6TAF4v9BfiMk+tj1w2jjztq+/btiR7IH/7wB2pra3vlkgl3hux1TCbOSacDIWVCaKWUSCT5OTksqnD0Rne5MFwuPFlZ6DFLWQJv/s9LjBk3njUvv4y0bVpbW3n40cfIzMzkT6+8zG+e+y3/fPfd/PLJ1dxx+x187rJLuebv/o5fP/8Cd371qzzz059w0fnncdF557Hi0uUABNpaEZrTM+lTvxjetHT82Tm41QvYgWFk6bc31PPk7TfjTUtn8oLFTFu8jJKp0495fng0EnYahKZGOpqbCHW0kz+2jNETJ/c7c+VUw7RNdrfuZkv9FjY3bGZLwxYOdBwYOGMSbs1Nni+P+aPmc/H4i1kwegFu3Q2dDbDrT2BFIbMEskogsxi82QlXQRxb2jSHmqnprKE13IpX9+J3+RM9BZ/hQyLZ1rSNLQ1b2Nqwla0NW+mMdk//zPZkJwQ335dPnjeP1nAru1p2sad1T6JR0YVOlieLqB0lbIYH1dgU+YsoSS9xQkYJxWnFROwIjcFGmoJNNAWbaAw2JkLICvUpx6N70ISGLvQesaEZeA0vHt2D1/Di1b2J/fh34NW9+Fyx2PCR7k4n051JpjuTDHeGs+3JxKt7B2UMJFuG/Yv+sVFUWMhFF16A7nKjHeY3t3PnTi655BKuueYaVqxYwZIlSxg/fjxvvPEGEyZMIBqNMmrUKOpqDzFqdDEH9lXhcrmJmlHGjB1H3aFD3PwP/8BlK1Zw1VVXOW6TI3wHcW3rL82RziVj2RZhK0zYCmNJC4FAF7ozBiC0RNCFnvg7D1Rmqp99JJSlD2QWFHLNt/+N0ZOmYriGrhvucnvIGVVMzqjiISvzWIlaUWq6ahJWaU1nDe3h9h6ukvj2vvZ9BE3HhZTvy2d2wWyumXwNE7InYEsb0zYxbZOoHcW0TcAR11xfLrmeXHJ9ufiNpO5w6wHY+F+w/RXYvx76zsAFV5oj/lklkDUGsseiZY0hP3sM+VljIOsMiIYg2gWRAHS1OrG0WFx4JotLFgNOQ/Fp66d82PghtYHaHoK7uX4zTcEmMtwZTM6ZzNnTzmZyzmQm5UyiLKsMj969hK8tbacBsMJErEjCOk2OhRCDduFIKemIdtAYaKQ+WE9DoIH6QD1tkTZs28aSFrbsjk3bJGSFCJthQlaIkBmiMdhI0AwSNsMEzSAhK5T4ex0Jn+Hr0bso8hdR6C+k0F+Y2C7wF+DS+l7PpZdemvI1DiWTJ0/mgw8+4NVXX+Xee+/l4osvBnqKnxACw+UGSEyzlTFx12O+dS0WBqI/UY1aUZpCTbSEWpDI7l5uUq/XlrYj9GaYqB0d1DUK4TQKuuY0AlJKbGxs6QQpnRk88R6mJmLXg7PtNbyMSjs+Y0Jxho3oA4yZPrPPMdM2+Vvd32gONePSXbg0J7h1Ny7NRZorjXxfPpnuo3ejtIRa+LDxQ2o6a6gP1FMXqEsIQH2wHoEgz5dHnjePXG8ueT4nzvXmJqy3DHdGYtulu6jrquNQ16FuN0nMVXKw8yD1gXqnyx3DEAaZnsyEteg3/PhcPrI8WcwpnMOsglnMLpxNcVqxc422DeE20AzQXKC7QGiOdS4lRDqhqwHaauHQR9DVCO0HYecfoWaT86GF02Hp3TB1Bfhzob0G2qqduL0G2qud/Z1/gq5BroaYPQ5KK9BK5zGxtIKJZZ8BwzNwPjMMjTvh45ed+hseMHxohgeP4cVjeHteK6J727ag/R1o3Qet+2Nhn3MNhhfSCiC90AlpTizSC8nMGE1mxigmpJdBUQUMwcNkUsqE+HdFumiPtPcM4XaaQ800BBqoC9TxYcOH/Dnw5z49GoEg15tLUVoRd5bcycHOg+hCx9CMhGVqaI4vXsQexxGIxH6yNXssxEXu0KFD5ObmcsMNN5Cenp5YOvm5555j1apVPPfcc5xzzjkALFy4kN/85jd88Ytf5Nlnn2XxYscQyMjIoKOj43AfdViC0SBNoSbawm0AZHoycWmuhNETsSOJcSUhBB7dg9/l7+EaNDQDiUwIeHKwpIUlLUzbTDTwtrTRNA0Do0evQBNaQvyT89vYWHZq44/HwrBx7yRjS5tN9Zv4494/8tq+1/odZOyNR/eQ73P8tcm+2t4WlEf3sKdtD5vrHVfJloYt7GvflyhHFzr5vvxEngKfM12uKeS4BppDzTSFmuiIpH7jGsKgKK2IUWmjul0PsYHR0vRSCv2F6EcSm2ALHPwAqivhwPtwsBJCbX3Txa3Cw1k3JXNh2uUw9XLIn5hy/YmGHPFs2w+tB7ADTXRYXhrDOk0hQVOXTVNXhNbOEDIaAjMWYj0PELEGSgcRizXdOWZbYEXACjtupsE9N9g/wgA91iBqhlOmbTn1kZazLfv7cQoQepLwi9ijjSJpPxbQureFRo8GqMd5LVamFts+vADHxSYuPpa0sGwLU5p85tzPMHbc2B7GwqC+kqRnNEXsugTdjUP8eO8eVPwfwF/e+gsP/etDjqvLZfDw9x7mn778T1x73bW88ec3sG2bn/z0J5SVlXFg/wHuuusumpubycvL498f/3dKS0t5//33+ef/75/xeDw8+dSTjBs37vB1FqJbXHF6pPHGbtA4gwWJb6D76xja8TaXy0Vu7sBjg8fi3hk2oh8IBHjq50/RGm6lNdxK1I6ioZHpySTbk41H9/S4EW1pJ+KoFU24OOJujqgdxernhx2/sQEMzSDNSMPv8iesAkMYKfUYpJSY0sSyrYSVEN+WUiZ6JW7NnbDGehZgO5atFXFi23SOxYNtxdKEIOEuEGD4wJPuWK9JA3TdN7Xs7gFohmMZazER7OfHImODZpZl9QmHu7cikQimaSb2XS4XeXl55OTkoCdPWYsGIdDsNFrRgHOdZih23eFYfYXjTvJmgjfLiT1Z4PL2/B7isbS6r5n4tTvF4PKByx8T+gGwraT6BJ2GzQw5dY43PvHvNBHHPt+2ezYgtgWkOtdbc/4msV4MLm9S7HXqb3id/aQGoqysjLKyssR+8m+gewC3598r+fcSH9CNH0vkPQw93BexeiSXE98/Z+45rPnjGnLyclK8/sGjCQ235nbGocC5d8wIIPtpcDXn7yWT7puU/jbxnmOvHqRMvs+StuN54ukBhMDQdTLzRw/4acqnD9R01bC9fTsCQbYnm1JfKbm+XKdVj3Q54hi3mpItqbiw9YMlLSJWpEeIyihpRhoZ7ozueejSdlwi0UD3DRUXJjPi/E11t/M5ujspuJIE1hfbNpx6xcXcDEI4LihJImP1NziZZGkKzYndXsjMB0+mI4ipCNog0TQNXdcTIb5/OL+rYRjk5uaSn59PXl4eGRkZg3etWSYEmpwGzJ02BFdxkrGiToMRDTpjHdGgM84Rbnd6ZaE2CLU6cbAVAo3Q8Sl01ELzoaReURzhuKQyR0PGaLZzJ7lGqLvHFL/XNJ3EbyG5ZyKSRax/4j2LuKFkSSvhCokPdg6EruuMKRpDbl5uj7LiLqHENEy64/hgqYaWGMxNGGO9Gidwxj+EFXHclIEmR9Bdfuc3aIeceyneCCe+Pt1pPL1eMNKcbd2INQjJRkTcyDK7e4O2CTK2H29IkntqQovZV3FDLWYISBvE8Z8cMmxEf2LBRK667irmjZpHlicL6rfDxy85oXHnkTNrLkgvgowiJ04vgoxRsTAOMpwfDv4854/XdhCqN8ZCJRza7IhxojwD0kdBVqwMcHzMXQ3OjRc+0uP6wmkMeou67nEGRovGQvZYyJ7k+L6zxzqDpf5c58Y8zecfp4xuOH+v4YIeG1vxZg4+r207YtZxqDu0H4KOGiduq3Yakc7UluDogUgyIBKxYyhpujM25tZdYPide88MQ6i9u0dmhmL3crL46Qnxq9r0F9AjEGjCrbliZfm6hRFI9ECTe6XSBuyYWHbP0+/TYNkWdOztdmd6cyC9oH9DwbYd16bQuo2vYciwEX2AC/ylsP4njtA37AAEjF8M81dC/mTHmrIisRDbDrc71lJnPXTWOgN4B953LKneaC7wZEAwNkage6B4NlTcAqXzIPeMno3D4YiGnPLjDUDCkosFMwQZ8dkvpZBZCmn5w/YmVBwjmuYIWXoBjC7vP8327chRUxD0Z5X2EtVkYU1YtXG3lAV2GEIpjJ/oHscN5cnoWV7cuo33bgY5Q2bQCN0x5Pz5YLgPn07TQEthwsBJ5lhd8sNH9Jv3wo/nAwLGLYLPPArTrjh6a9CKOpZR+6GeFlSwBQqmQWkFjJp55JvocLi8jphnlR5d3RSKQeL1emmKDYoKYwh+9lI6DYYVdYIdcRoFw+P0OA33EQed+5YVK8cynbJkst87FkMvn3mSHz72cFafcRQAd/qQzKo6FZBS0tTUhPcYnhEaPqKfWwaf+xlMWNbtUjkWdJcSZsWwobS0lOrqahoaGk52VRTHiNfrpbT06HVp+Ig+wKzrTnYNFIpTEpfL1WP2jmLkot5hp1AoFCMIJfoKhUIxglCir1AoFCMIJfoKhUIxglCir1AoFCMIJfoKhUIxgkhJ9IUQy4UQnwghdgshVvVzfqkQ4m9CCFMIcVWvczcKIXbFwo1DVXGFQqFQDJ4BRV8IoQM/Bi4FpgPXCyF6v5V4P3AT8KteeXOBbwNnA/OBbwshjt9yegqFQqE4IqlY+vOB3VLKT6WUEeA3wGeTE0gpq6SUW+m7BuklwOtSymYpZQvwOrB8COqtUCgUiqMgFdEvAZJfqlodO5YKKeUVQqwUQlQKISrVY+IKhUJx/EhF9Ptb2jHVZd5SyiulXC2lnCelnFdQUJBi0QqFQqEYLKmIfjUwJmm/FKhJsfxjyatQKBSKISYV0d8ITBJClAkh3MB1wJoUy/8TcLEQIic2gHtx7JhCoVAoTgIDir6U8v+1d+4xdlz3ff/85nWfu8vlckmJIiWKllSLcuSHGNVJ08awkPhVWE5tA4oTRLADJE1iwEnzqCap4DAAABfdSURBVN00he38E6dGHRQJmhp1AqUu4FdTQEXdOG5T20XgyqJs2RIly6EoR6QokVyS+7qvef36xzn37uVqSe5Su9zl3t8HGJwzZ87M/d0zc76/3zkz904OfBAn1k8DX1DVoyLycRF5J4CI/KiInATeC/xHETnq9z0P/D7OcTwKfNyXGYZhGJvAtnkxurE5tOdTykKpj8cEof3WzzA2i5F7MbpxbUi7Oad+MMuJp89z4vsXuPBiy20QqDVj6hMVGuMJ9YmExkSFxo4KjYkK9R1uvT6REJpzMIxNw0R/BEk7OYuzPYJAkEAIQhnk+9u7rYxuK6PXzum1M9pzKaeOzXL6+DxlqYRxwN7bd/DqH7uBpBrRmuvRnktpz6e053qcO9WiPZ+i5ctHkkktQmTojXg+I6EwuafB1L4mu25qMLVvjKmbGiTV1V+meVYwf7ZLt50RhgFhLIRRQBgFBGFAGIl/Z7b7ru7te4KWSns+pTXbozXbY9Gn7bmUMBKqjZhqc2hpxNSaCbUxl4axOTLj+sBEfxtTlsrCuS7nTi4yc3KBmZOLnHthkfmZ7toPJrD75jFe91M3s//OSW541QRRfPn3jpal0l3MnJDO9Xya0msNvQi7/+pThDwvufBii7979DRHv5EPqoxNVWlOVgbCW2vGVBpOeNNOztyZDrNn2syd6bBwobv6B4qvQKUeUZ+oUBYl3UXnAC9FXA2pNWNqYwmVWoQE4l/fKoiIf6WrEEUBYeycUBi7JfLrURwQxqFP3XpcCUlqEXE1JKm61EZK1w5VFwzMne3Qa2XuvCTuHPXTuOLOzfXi+E30N4A8LWgvpHQWMjoLKSJCpRE50WrEA1FYLapK1itoz6WDCPSiZa5H2i3I04I8LcmzkjwtKIsh9RPYsbvO7lvGufMf7WV8VxXUCXNZKOpTcJF4tRFTqfu0EVGpRWuesw8CoT6eUB9PmGZsTd938ULPO6tFzp9apD2fMj/T4fQP5+kuZhd9t0o9YmJ3nRtvm+DVu29kx+4atWZCUZQUuV8ypSxKity9MHvp/dlLx6mPJ246yi9xcrFTK0ul187oLmZ0Fn26kNLppwsZ3cWUbjsHVcrSfY6Wvn1LpcyVPC8pMr/ky3/EfmWiOKBSj6iNJ9TGkoGzqY25tD6W+G0x9bGEKNkeLwVfD2ZOLvLMIy/x7GNnKPJyaNQWU/H5PC2Yn+kyP9Nh/myHPFvdOQrjgKTm+kpSi0iqIWWh5FlJkQ31zawgCIS4EjrHkYTESUBUCdl5Y4Mf/2e3bWgbbFvRV1XOn2rx90fPceKp83RbmRveh0IQCUEYEIRCnISD6LE6GK73O1FCtbGy2GW9gnMvOFE6d3KRc6cW3XTAQkbeKy5vnDihqtRjkqEIbhDJBUJ7IaM97yLj9lyPPH35hRdXQ5o73Dz5jvEKURIsRSCJixobEwm79o2x86bGy0RsqyIijO2sMrazyoG7d71se98Jdhcz4mpItREPpms2kiAQN6XTTFivP5BSVe+USi8OQ2lakPUK0m5B2s3JfJp2C3rtbBBUzJ1pX/a6iyshtbGYSt058kotolKPSOouAAmipem94Sm/MHJRbJyExFUvTpWASs0FApdrc1Wls5AxP9OhNdcjCP21OXR9Rok7d3FlY6/L1myPH3zrNM888hLnXlgkCISbXzNFfSym28rpLKacf6ntpjQXXTQ/savKxHSN/Yd2MrGrxvh0jVozducmLcnSgiJzaZ4WpJ2CXicn9Uuvk5N1c4IwoFqPCONkaYQQB5SlkqdL++dpSXsupVLbeEneVqLfbWWcePo8zz91nhNHz9GaSwHYubfB+FSVslCKwkV8eZpTFk48OospvdYlhu6CiwTGEupj7gK9cLrN3NnOYBohqYZM7Wtyw8GJiyKufhTWt63Xyui2Lp4vz3oFaSenPZcy+1KbtFdQ5qX7vPGEPbeMUZ/Y5W6MLotE1zLXvZ0QEZJqtC2+v4gQxSFRHFJ5hcfK0oLO/NII0402UzrzGe2F1IlRO6c123IC1c5XHcUuJwhlcI3WJ9zoIowDFs53mZ/psnCus2KgshJREgz6S933nTAO3ChJFfojJj96KjLnKMu8dKO5zJUHfgotCH1QFwhZr+DFY7Oowu4D4/yTB+7gtsO7qTWTFW3pj/yuRRCxWVz/vcYzP9Phs7/3TVRdFL3/zp3sP7STmw9N0Zy8cncqi3Lg9bsL2dCQ3XWifgdaON9lam+TO+69gV37muza12RsqrqtLxLj+iBOQuJdNcZ31Va9T5E54VQFLfyUVNkX15Ks50YbWVqQ+7TXyt0N+4WU9py7+X32+QXytGRsZ5Udu2vcfGgn47uqjE/VaExW0FIH045umsOl3aGpsfaCm748+/wCRaHunogs3RtB3GgrjAICf3M+jIQocaP2/hRlWSh5mg8eIrjnbQe44949TN7QuGJ7jEI/3jaiPzZV5Y3vehV7b9/B7lvG1j7/HAaD+WfDGBX6N5ON0WHbiL6I8Ia33LLZZhiGYWxpzMUbhmGMECb6hmEYI4SJvmEYxghhom8YhjFCmOgbhmGMECb6hmEYI4SJvmEYxghhom8YhjFCmOgbhmGMEKsSfRF5q4g8IyLHROTDK2yviMjn/fZHROSAL49F5CEReUJEnhaRj6yv+YZhGMZauKLoi0gI/AnwNuAQ8LMicmhZtV8ELqjqbcCngE/48vcCFVX9EeAe4Jf7DsEwDMO49qwm0r8XOKaqx1U1BT4H3L+szv3AQz7/JeA+cX9Xp0BDRCKgBqTA/LpYbhiGYayZ1Yj+TcCJofWTvmzFOqqaA3PAFM4BtIAXgeeBT6rq+eUfICK/JCJHROTI2bNn1/wlDMMwjNWxGtFf6Q+ml7+F9FJ17gUKYC9wK/CbInLwZRVVP62qh1X18PT09CpMMgzDMK6G1Yj+SWD/0Po+4NSl6vipnAngPPA+4K9UNVPVM8DfAodfqdGGYRjG1bEa0X8UuF1EbhWRBHgAeHhZnYeBB33+PcDfqHvv2PPAm8XRAN4IfH99TDcMwzDWyhVF38/RfxD4CvA08AVVPSoiHxeRd/pqnwGmROQY8C+A/mOdfwI0gSdxzuPPVfV76/wdDMMwjFUi/RcBbxUOHz6sR44c2WwzDMMwritE5DFVveL0uf0i1zAMY4Qw0TcMwxghTPQNwzBGCBN9wzCMEcJE3zAMY4Qw0TcMwxghTPQNwzBGCBN9wzCMEcJE3zAMY4Qw0TcMwxghTPQNwzBGCBN9wzCMEcJE3zAMY4Qw0TcMwxghTPQNwzBGCBN9wzCMEcJE3zAMY4Qw0TcMwxghViX6IvJWEXlGRI6JyIdX2F4Rkc/77Y+IyIGhbXeLyDdF5KiIPCEi1fUz3zAMw1gLVxR9EQlxLzh/G3AI+FkRObSs2i8CF1T1NuBTwCf8vhHwWeCfq+pdwJuAbN2sNwzDMNbEaiL9e4FjqnpcVVPgc8D9y+rcDzzk818C7hMRAX4a+J6qfhdAVc+parE+phuGYRhrZTWifxNwYmj9pC9bsY6q5sAcMAXcAaiIfEVEvi0iv7PSB4jIL4nIERE5cvbs2bV+B8MwDGOVrEb0ZYUyXWWdCPgJ4Od8+jMict/LKqp+WlUPq+rh6enpVZhkGIZhXA2rEf2TwP6h9X3AqUvV8fP4E8B5X/51VZ1R1TbwZeANr9RowzAM4+pYjeg/CtwuIreKSAI8ADy8rM7DwIM+/x7gb1RVga8Ad4tI3TuDnwSeWh/TDcMwjLUSXamCquYi8kGcgIfAn6nqURH5OHBEVR8GPgP8ZxE5hovwH/D7XhCRf4dzHAp8WVX/xwZ9F8MwDOMKiAvItw6HDx/WI0eObLYZhmEY1xUi8piqHr5SPftFrmEYxghhom8YhjFCmOgbhmGMECb6hmEYI8QVn94xjEuhqswsphSl0qiENJKIIFjpd3qGYWwVTPRHkLJU2llBIBCIID4NxQl2Ny/opAXdvHRpVtDq5Zy40OGHMy2eO9fihzNuaaUX/5VSPQlpVCIaSUizGtGsRDQrMWM+P1aNqMYheVGSlerSQsnLElWYaiRMj1fZM1Zh93iV3WMVpscqxOGVB6VpXjLbTjnfTmmnBaEIYSBEoRAF4r5jIAjuO/cRAVVopTkL3ZzFbs58N2Ox5/JhINSSkFocUk9CqnFIPYmoJ6FfImpJSCMJiVZhp2FsJib6G4iq0stLACpRgMgrj4LzomSx58TJLU6cenlJVpTkXkCzQsmKkvlOzpmFLqfne5xd6HJmocfZhR55eXWP6oaBsG+yxoGpBj96YCe3TNVJooBWL2ex55xDO3X5xW5Gq1fwwmyHxV7Gore5/9lxKERBQBQKcRigqsx2MlZ6irgaB05c45BasiS+vbzkQivlQitloZe/kqZdF5IwoBIHCBAEggAiQiAujQLviAIhCoMV1yPfLrFvl0oUkPilEoUkUTBwQPUkolG52Ak1KtHA8daTiCQyR9TnzEKXoy/M89SL8+SFUksCav66qnvHnhUls52M2XbKhXbGbNvl22nxsms2CoQ4cueoGodU/DnqnzNVHQQ1WaHkhVKUJSJCEgWD48VRQBIK02MV3vzqPRvaBttO9MtSeWG2w/GZFsfPLnL8bIvnZlq0UxexiY9oXd510noloj4kJo2Kuwj6nWmQ+g50rtXjzHxvIKZOSLssdHPaaV/4ClppPhAwEahG4SBirCVLF4ZLQycYUUAQCO1e7iLNXn6RoHaytf9J6c5GMoiYb98zxu6xChO12LWXQqmKqlKUoCjV2NlYjd2F3F+/abLG/sn6KxIRVaVUBiK4nLwoOddKOT3f9W3snFQrdc6kk5Z0spxOWtBOC8arEQem6uxsJOysJ0w2EnY2EmpxSFEqhapLhxYdsmXYv/RHIi6NGa868SxU6frP62Q+HeRzWj2Xtn2drj9H/e+q+NTb4hyzz5flRetZUdLLShbLwo+CSnp5SeqXXl7SywuyYvVOOw7Fn8/+4s9rFFKJA0I/Cuqfk/4IMAyEJAyIw8ALVEAcCZUopFlx/aRZiQZ9JA4D5trZQDDnOk4wF3s5IhAPiWUcOidXj0Pq3kG50VJEvRISBcHg/KgunatSXVuV5bJU1X8HIQz630PIi5Lvv7TA0VNzPPHCHKfne2u6XuNQmKglTNZj6kk4EPC8UDKfDp+btCjXdPzlvP7mHSb6q+X0fJcH/+xbPDfTGkTXAGOViIPTDcZr8aDT52VJL3cdMc3LQeftd+a1RMG1OGTPuBPUGyeq1JKlCKvuL2QR6HqR6GQFnbSk6/P9C2auk/kLp6AslXoS0axG7Bmv0vSRW7MSMlaNB+LkBCqmWY2oxsEgOozCgNhHjo1KSCUKN6LJrwrndC+9PQoD9oxX2TO+td61M16NN9uEi8iLknZW0B5yOK1e7p2jK2+luS8raPdyupm7vrpZSTd3zmmhmw+cU6kXO6eiVFLveLJCybyoDfevyyECEzU3tVeWLIllUZJ7B7cW53W1iMCrppv8+Kt2cdfecX7kpgkO7R2nFod085J2mtNNS9qZa7skDNhRj9lRT2gk4ZpG6EWpg37cy8uXObv+yA4YjMbzYqmdw2twT2zbiP5kPWHfZI1/fPsuDk43ObirwcHpJruayZqnVVJ/IbjIzUVyrTSn3Svo5oWPnKvsGa/QrETrMm1jGGshCgPGw2BTnFH/nlBraCTa6hVkRclELXaCWUsYq175xn7fefWP0e9vRamIMJge6+eDoemwQNxUWCji+6BzWoWP/Puj7IPTDerJylLXDAOalfWTwcH9n+TKgVYSyaZMvdnfMBiGYWwD7G8YDMMwjJdhom8YhjFCmOgbhmGMECb6hmEYI4SJvmEYxghhom8YhjFCmOgbhmGMECb6hmEYI8SW+3GWiJwF/n4TPnoXMLMJn7tWrgc7zcb143qw83qwEa4PO1+Jjbeo6vSVKm050d8sROTIan7NttlcD3aajevH9WDn9WAjXB92XgsbbXrHMAxjhDDRNwzDGCFM9Jf49GYbsEquBzvNxvXjerDzerARrg87N9xGm9M3DMMYISzSNwzDGCG2reiLyH4R+T8i8rSIHBWRD/ny14nI/xORx0XkiIjcO7TPm3z5URH5+lD5W0XkGRE5JiIf3kw7RWRCRP67iHzX13//0LEeFJG/88uD18DG14rIN0XkCW/T+NA+H/Ht9YyIvGWofEPacq02ishPichjvvwxEXnz0LHu8eXHROTfyzq+Jedq2tJvv1lEFkXkt4bKtkRb+m13+21H/faqL98ybSkisYg85MufFpGPDB1ro9qyKiLfGuqvH/Plt4rII76vfl5EEl9e8evH/PYDQ8dasU+tGfXvR91uC3Aj8AafHwN+ABwC/hp4my9/O/A1n98BPAXc7Nd3+zQEngUOAgnwXeDQJtr5r4BP+Pw0cN7btRM47tNJn5/cYBsfBX7Sl38A+H2fP+TbqQLc6tsv3Mi2vAobXw/s9fnXAC8MHetbwI/hXtb0P/vnYTPsHNrvvwJfBH5ro6/Lq2jLCPge8Fq/PgWEW60tgfcBn/P5OvBD4MAGt6UATZ+PgUeANwJfAB7w5X8K/IrP/yrwpz7/APD5y/Wpq7Fp20b6qvqiqn7b5xeAp4GbAAX6EcoEcMrn3wf8pao+7/c548vvBY6p6nFVTYHPAfdvop0KjPmIqYkT/Rx4C/BVVT2vqheArwJv3WAb/wHwDV/tq8C7ff5+XOfqqepzwDFcO25YW67VRlX9jqr22/QoUPVR1o3AuKp+U11v+wvgXeth49XYCSAi78I58aNDh9oybQn8NPA9Vf2u3+ecqhZbsC0VaIhIBNSAFJhnY9tSVXXRr8Z+UeDNwJd8+UMstcv9fh2//T7f1y/Vp9bMthX9YfwQ6fU4L/vrwL8VkRPAJ4H+EO8OYFJEvuaH+7/gy28CTgwd7qQv2yw7/xi4E+cEngA+pKrltbJzmY1PAu/0m94L7Pf5S9mylWwc5t3Ad1S15+05udE2rtZOEWkA/xL42LLdt1Jb3gGoiHxFRL4tIr8zZOOWaUuciLaAF4HngU+q6nk2uC1FJBSRx4EzOCf0LDCrqvkKnzewxW+fw42c1s3GbS/6ItLEDY1/XVXngV8BfkNV9wO/AXzGV42Ae4B34KLm3xORO3DDs+Ws+yNPa7DzLcDjwF7gdcAf+znLDbdzBRs/APyaiDyGG16n/aqXsGUr2divfxfwCeCX+0UbbeMa7fwY8KmhaHFwiI22cw02RsBPAD/n058RkfuuhY1rtPNeoMD1nVuB3xSRgxttp6oWqvo6YJ+34c7LfN6G9531ew38FkREYtzF8F9U9S998YPAh3z+i8B/8vmTwIyqtoCWiHwDeK0vH44O97E01bIZdr4f+AM/XD4mIs8Br/Z2vmmZnV/bSBtV9fu4oT3eQb7DV79cm21YW67RRkRkH/DfgF9Q1WeHbN+3UTZehZ3/EHiPiPwh7r5TKSJd4DG2TlueBL6uqjN+25eBNwCfZWu15fuAv1LVDDgjIn8LHMZF0Bvax71dsyLyNdyc/g4RiXw0P/x5/b5z0k9DTeCmcNdPh9bjZsVWXHCe8S+AP1pW/jTwJp+/D3jM5+8E/jfOEdZxQ8TX+PXjuMigf5Pnrk208z8AH/X5PcALuD9p2gk8h7uJO+nzOzfYxv7N7sBv/4Bfv4uLbzodx90s27C2vAobd/jPf/cKx3oU1zH7Nx/ffg3O94p2LqvzUZZu5G6ltpwEvu37TQT8L+AdW60tcdNkf+73a+Ae3Lh7g9tyGtjh8zXg/wL/FBfIDd/I/VWf/zUuvpH7hcv1qauyab1OwFZbcMNMxT1V8Lhf3u7LH/MN+Ahwz9A+v+0vhCdxQ8V++dtxTwY8C/zuZtqJG5r+NW4+/0ng54eO9QHcDZ5jwPuvgY0f8u3yA+AP8D/28/v8rm+vZxh6YmOj2nKtNgL/Gje/+/jQ0heLw75tn8XdQ5HNsnPZvh/Fi/5Waku/z8/jbjQ/CfzhUPmWaUvcgw9f9HY+Bfz2NWjLu4HveBufBP6NLz+Ie7LpmLep4surfv2Y337wSn1qrYv9ItcwDGOE2PY3cg3DMIwlTPQNwzBGCBN9wzCMEcJE3zAMY4Qw0TcMwxghTPQNwzBGCBN9wzCMEcJE3zAMY4T4/6GaV/+7TDYaAAAAAElFTkSuQmCC\n", + "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1127,7 +1289,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1142,7 +1304,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1152,7 +1314,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1163,7 +1325,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1172,7 +1334,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -1212,73 +1374,73 @@ " \n", " \n", " 0\n", - " 49868.738051\n", - " 0.098338\n", - " 48351.484524\n", - " 983376.677820\n", - " 60\n", - " 3825.580705\n", + " 50425.445431\n", + " 0.097572\n", + " 47601.459942\n", + " 975719.836247\n", + " 41\n", + " 2613.816979\n", " 0.000000\n", - " 60\n", - " 1.662332e+04\n", + " 41\n", + " 2.428016e+04\n", " burn\n", - " 0.094210\n", + " 0.093847\n", " \n", " \n", " 1\n", - " 49868.738051\n", - " 0.098678\n", - " 48686.612756\n", - " 986778.726525\n", - " 34\n", + " 50497.516987\n", + " 0.096083\n", + " 46160.028826\n", + " 960833.271965\n", + " 71\n", + " 4457.725833\n", " 0.000000\n", - " 10127.989823\n", - " 34\n", - " 3.351282e+02\n", - " bond\n", - " 0.098508\n", + " 71\n", + " 1.488656e+04\n", + " burn\n", + " 0.091986\n", " \n", " \n", " 2\n", - " 49868.738051\n", - " 0.098678\n", - " 48686.612756\n", - " 986778.726525\n", - " 89\n", - " 1008.763267\n", - " 10820.075298\n", - " 89\n", - " 1.500982e-09\n", + " 50594.143233\n", + " 0.094051\n", + " 44227.503901\n", + " 940505.224874\n", + " 75\n", + " 2549.262392\n", + " 0.000000\n", + " 75\n", + " 2.032805e+04\n", " burn\n", - " 0.096707\n", + " 0.090314\n", " \n", " \n", " 3\n", - " 49915.936387\n", - " 0.097717\n", - " 47742.646027\n", - " 977165.758990\n", - " 59\n", - " 1146.524288\n", + " 50691.880582\n", + " 0.091949\n", + " 42272.756916\n", + " 919486.344829\n", + " 6\n", + " 2861.964625\n", " 0.000000\n", - " 59\n", - " 9.612968e+03\n", + " 6\n", + " 2.101888e+04\n", " burn\n", - " 0.093287\n", + " 0.088350\n", " \n", " \n", " 4\n", - " 49986.129937\n", - " 0.096269\n", - " 46338.775022\n", - " 962691.799295\n", - " 20\n", - " 2258.265658\n", - " 0.000000\n", - " 20\n", - " 1.447396e+04\n", + " 50691.880582\n", + " 0.091949\n", + " 42272.756916\n", + " 919486.344829\n", + " 62\n", + " 1031.064228\n", + " 5246.851043\n", + " 62\n", + " 1.251688e-08\n", " burn\n", - " 0.092143\n", + " 0.088356\n", " \n", " \n", "\n", @@ -1286,21 +1448,21 @@ ], "text/plain": [ " F P R S a h_a \\\n", - "0 49868.738051 0.098338 48351.484524 983376.677820 60 3825.580705 \n", - "1 49868.738051 0.098678 48686.612756 986778.726525 34 0.000000 \n", - "2 49868.738051 0.098678 48686.612756 986778.726525 89 1008.763267 \n", - "3 49915.936387 0.097717 47742.646027 977165.758990 59 1146.524288 \n", - "4 49986.129937 0.096269 46338.775022 962691.799295 20 2258.265658 \n", + "0 50425.445431 0.097572 47601.459942 975719.836247 41 2613.816979 \n", + "1 50497.516987 0.096083 46160.028826 960833.271965 71 4457.725833 \n", + "2 50594.143233 0.094051 44227.503901 940505.224874 75 2549.262392 \n", + "3 50691.880582 0.091949 42272.756916 919486.344829 6 2861.964625 \n", + "4 50691.880582 0.091949 42272.756916 919486.344829 62 1031.064228 \n", "\n", - " s_a agent amt mech pbar \n", - "0 0.000000 60 1.662332e+04 burn 0.094210 \n", - "1 10127.989823 34 3.351282e+02 bond 0.098508 \n", - "2 10820.075298 89 1.500982e-09 burn 0.096707 \n", - "3 0.000000 59 9.612968e+03 burn 0.093287 \n", - "4 0.000000 20 1.447396e+04 burn 0.092143 " + " s_a agent amt mech pbar \n", + "0 0.000000 41 2.428016e+04 burn 0.093847 \n", + "1 0.000000 71 1.488656e+04 burn 0.091986 \n", + "2 0.000000 75 2.032805e+04 burn 0.090314 \n", + "3 0.000000 6 2.101888e+04 burn 0.088350 \n", + "4 5246.851043 62 1.251688e-08 burn 0.088356 " ] }, - "execution_count": 42, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1311,7 +1473,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1324,24 +1486,24 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 44, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1354,7 +1516,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1363,15 +1525,15 @@ "[0, 3000, 0.095, 0.115]" ] }, - "execution_count": 45, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ujFv3uhCiSQjxatzycUKIT4UQe4QQTwkhHPpyp/66TF8/tucfz6RnDBDL5KM/w8Z/9PUoji2iLRPQxWTwWSZLlixh8+bNMX+mkHROl2IihLACfwHOAaYBlwgh4m8FK4DvAIlm+vwe+FaC5b8D/iClnAQ0Apfryy8HGqWUE4E/6O8zOZpEz3rvz5aJp1brT26SOgzLxGaIib3fWyYm/YNkLJN5QJmUcp+UMgj8E1gW/QYpZbmUcgvQrvaGlPJtoDV6mdASvr8EPKsvegS4QH++TH+Nvv5MEZ9EbpJe+rOAGKhh8DfRry2ngYiit+x16L1MBqllYtJ9khGTUuBg1OtKfVlvKASapJRGo4TofUaOp69v1t8fgxDiSiHEBiHEhtra2l4Ox6RD4q2U3WvaeoT3Jd4GbTwDQfgGEhHLxKU9mpaJSZIkIyaJrILe/oI722dSx5NSPiClnCulnFtcXNzL4ZjE0FFxx6YD8O7tUPbW0R1PIrz1+hNTTFKKcaNgNy0Tk+6RjJhUAqOiXo8EDvfyuHXAECGEkU0Wvc/I8fT1eUBDL49n0i06yObyN2uPjeVHdTQJMcTEtExSS3Q2FwyIbK6OOJb6mRhUVFSQnZ3NnXfe2ddDaUcyYrIemKRnXzmAi4GXe3NQqc2UfBcwMr9WAC/pz1/WX6Ovf0ceCzMrBxIdne6AW3tsqjh6Y+kI0zJJD+2yuewQHnw94I1Z7f2N6667jnPOOaevh5GQLueZSCkVIcQ1wBuAFXhISrlNCHEbsEFK+bIQ4iTgBSAfOE8IcauUcjqAEOJDYAqQLYSoBC6XUr4B3AD8Uwjxa2ATsEo/5CrgMSFEGZpFcnEqP/CAouJTKJwAWd0r+dB7OkgNDhpicuCojiYhpmWSHkI+TUCMulxWR7diZPUP/YPg/tT2M3GMG0fhdy/rcP1g6GcC8OKLLzJ+/Pgui1H2FUnNM5FSvialnCylnCClvF1fdrOU8mX9+Xop5UgpZZaUstAQEn3dIillsZQyQ3/PG/ryfVLKeVLKiVLKi6SUAX25X389UV+/L/Ufe4Cw5pew/cWjf9yOJi0G9KS81qq+D8KbYpIejIrBBlbHgLBMjvV+Jh6Ph9/97nesXLkyDWcvNZgz4PsrqqoFPpU+CH7GZHBFPQ9EZXg3H4SiSUdvTPF4zTBaWlD8bcF3AIutWzGTziyIdHKs9zNZuXIl1113HdnZ2Sk8a6nFFJP+iqr7bNV+FPw03FwAjQf6WEyMwKppmaSUoKctXgJgcw6IbK5jvZ/Jp59+yrPPPsvPfvYzmpqasFgsuFwurrnmmiTPUPoxCz32VyJi0geBwJjU4Dg3V2YBCEtycRM1DJ892hbUTSURN5fZoz6lGOXnDSwDY57Jsd7P5MMPP6S8vJzy8nKuvfZafvGLX/QrIQFTTPovhkXSJ+VCOoqZuCGjAHJHJCcmu9+A9atg48OpHZ6qtrm5zJhJagl5Y91ctoERMznW+5kMBMx+Jv0VTz08/jWYvATO+MXRPba3AR5brj2f9z044VLt+UvXaGXJ7VnQcgj+q4u7uu0vwYd3w9TzYPFP0jO+4inwtftTt+/BzrOXQ84wWHK79vqjP8POf8F3/93hJp32M/HWa/+vNLpE+3U/EzWsWfL9oCKU2c9ksBKxTPo43z0+m8uZA0NGQ3NlElaT8QNK8Q1LZI5JGvY92An5Uhsz8dSCHFh32ClDqtC4P+77euxiBuD7K4aI9IW/uqPmWEEPOHIgf4w2vpbDMGRUu80jGHdjqb7eGz9OV54ZM0k18anBFpv2v1ZVsPTPe89+288k6NHPXf+cAJlqTDHpr4T7MGbSUQn6iGUyRnvdVNGFmFja7y8VGGKSVWTGTFJNyBcXM9EzkNQQWJyJtzkGWbJkScKMrW5hlB8aJPTPWw2TNhHp87sa/WIdDmmZPs5szc0FSQTh0+Tm8uhpwZlHuzLAMY6qJs7mAlD6fxC+XxFWNMtkEGGKSX+lT2MmCbK5jAmLjmxNUDILu67RFXFzpSFm4szRSn6Ybq7UocRVDAYtmwt6/z0cbBZkoAXtd9T3gfejhSkm/ZV+M89Ex5iw6MzVHvPHaBMXOyOdbq7MQl2sBtlFKp3EVwwG0zLpKf4WrVulxcZg+Y6aYtJf6dOYSYIAvGGZOHO0xyFjNDdXp3ec6crmatCLX4rBd8ebTuIrBkOUZdL/Jy72G0J+CPvBpd94DZKvqCkm/ZW+tExi3Fy6VWGUn3fo5SaGjNZ8wp2lPUbcXKm2TOpMyyQdJBKTiGXS25IqR///1Gf9TAItgNBvvFLj5gqFQqxYsYKZM2cydepUfvvb36Zkv6nEFJP+RFiBNTdBw74oy6Qv3FydxEyiLRPoPAifjpiJlJplkllIO8vk6W9rE+xMekYiN5d1cFomPe5nIqXm4nJkay4uAakQ0meeeYZAIMAXX3zBxo0buf/++yPFIfsLZmpwf8JbD/s/gJEnaXMooO8tE4NAi/ZoiEm+LiaNB6D0xA72kwY3l+LXzokzF0RV276l1Mby/h0w5aupO95gIlEA3hCTJGMmm96soKna27bA36Q9Onf1eBb4kKGZnPDl0R2u71f9TJZ8ieXf/j75xcN56JHHWPX40+w/eIQrrr6uV/1MhBB4PB4URcHn8+FwOMjNze3R+UwXpmXSn4gIh+zjAHyCi7+R5ujQS2AbYtdZ+mM63FwRV4w+sc4Yq5nV1XuM/2VMPxPdzdXnKeqd02/6mfibOVRVy/ZdewBY+8kGFi2YD/Sun8mFF15IVlYWw4cPZ/To0fzkJz+hoKAgPSezh5iWSX/C+MHKaDHpJ4UeA63aBDYjIJuM1RHJ5kqhZRJxxWTF3ukOgMq2/Z4UWCbtLIjandpj4SStrlua6B/9TP7A9i9OZ9rUqTS6fVo/k/WbuPeO26lX6FU/k3Xr1mG1Wjl8+DCNjY0sWrSIs846i/Hjx6fwLPYO0zLpT0RbJpGYSV+UU0lQgt6Y/W6QlFCk0zLJICZmYpw7YX6le0yiAHzEMunfYt3dfibXXHMNX3zxBffffz9+f1vX0GT7mWzevJnNmzezf/9+zj77bEpLS2lsaOD1dz5k8elnsGjRIq2fSVYmOTmaNd+dfiZbt27llVdeiYxt9erVLF26FLvdTklJCQsXLqS/FbdN6pcnhFgqhNglhCgTQtyYYP1iIcRnQghFCHFh3LoVQog9+t8KfVmOEGJz1F+dEOIefd13hBC1UeuuSMUHHRAYVojsR24u43mwtc3FFfPeToTCuBNNi2WSqQuHISah2GOadJ+EYmJYJv07m6tf9DOZezz3PPAYi884s62fyYJ53dp/R/1MRo8ezTvvvIOUEo/HwyeffMKUKVO6te9006WYCCGswF+Ac4BpwCVCiGlxb6sAvgOsjtu2AFgJzAfmASuFEPlSylYp5WzjDzgAPB+16VNR6//ew8828EgYM+nriquGZeKOs0ySCaamIQAff8EzhCpsWCammPSYkE+zRAxrBAZMNlef9zNRAiyaNxslHI7tZ7LgJLrz/e+on8nVV1+N2+1mxowZnHTSSVx22WXMmjWrW2NPN8nETOYBZVLKfQBCiH8Cy4DtxhuklOX6uvjb1CXAm1LKBn39m8BS4EnjDUKISUAJ8GGPP8WxQnTMpE9TgxMUegy0QvbQtuUdBNdVVVJe70GVEleTj5Kwil2qqSsqYQSJ7Rmx80yM82Qxw4A9Jr5iMLQJS29b96Z5monFYuG+++6LWWbEIVauXBmzfNmyZSxbtqzdPqLb93Z2nN/85jeRgHkEdw2Xf/MiLv+R5rix2+2axdKojSG+snG01RG9bsGCBezevTuy7le/+hUA2dnZPPPMM12Ory9J5pdXChyMel2JZmkkQ6JtS+PecwmaJRL9dfu6EGIxsBu4Tkp5MG4bhBBXAleCZgIeExh3f33t5orBcHO5wREX7EswaXDN9ir+8u5eAKaG9vE9j5eCYj+FqRpOdJBYWBLETAZPLaSUE18xGNosEzPBoWOk1FLnHVlgjb+kDp7vYzIxk0RnI9n7jGS2vZgoSwV4BRgrpZwFvAUkdGpKKR+QUs6VUs4tLi5Ocjj9nGiXVrSYHO2SIR1NWox2cwGJypkcbPDhtFn45Ven8rU52n2DP5RCV10wemKdaLOMTMuk94S8sfESiBKT/hszSVc/k9mzZ8f8LV++PPGbjb4lRrp8PIOk5E8yv7xKILppxUjgcJL7rwROj9v2PeOFEOJ4wCal3Ggsk1JG1+d4EPhdksca+CSKmUipXTCPaiwg7suvqtoPJl5MElgBde4AxTlO5o8vpEXJoxpQlBSKiWLETDKpC/uwSIUCiBITM2bSYxR/Asukt26ugVnyplv9TAIt2u/T0Xkm2LFOMpbJemCSEGKcEMKBZkm8nOT+3wDOFkLkCyHygbP1ZQaXEGuVIIQYHvXyfGBHksca+CSKmUQvP1rEWCZqVMXgWDFpQKLEJQjUugMUZmt3sxl27esVCqfYMrE6wGrjT02fs0oLx7WdLzMA33MSWSZCaOfbdHMlRg3rySm5idPSB5HbtUsxkVIqwDVoIrADeFpKuU0IcZsQ4nwAIcRJQohK4CLgfiHENn3bBuBXaIK0HrjNCMbr/BdxYgL8WAixTQjxOfBjtCyxwUFETNTY7JmjLiZx80yie5noHHIf4se2Zt5q2ROzaZ07SHG2FsS1WwRCgBLu4TwTb0P7lNSoC16l4sYj45qI9cQyCXqhZgfU7ExBCuwAJr7/u4HV3q/dXH1KoBVQ2yoEJ+QY/exxJOVgllK+BrwWt+zmqOfr0VxYibZ9CHiog3Xtpm9KKX8O/DyZcR1zJIqZxD8/2kjZrsijlJKHtz5MCEmr2naRCYVVmrxBinKMWfISixAxKY7dOu7zV8Lw4+HMm9qW60FiT8iDWw0RxIiZGJZJDyYtrv0D7FmjPT/+Ejj5+93fx7FAOsXkWL2e+pvB6myfBTcIMacL9ydiZsBHi0knF2Nfk3YHn0riJyJG3FyaZbKhegNb6raAEKhR7230BJESirL1mb5SYrUIlJ6IScsh8NRC2VtQV9a2XLdMqr3V2ktjuXGOehKAD7RA3khNLIOt3d++I9beA2/dmrr9pZuQL/FF0XRzJUYJaDE8V24n7qyBGTPqCaaY9Cdi3FxRYtLZD/k/98A7v+7ecUJ+eOpbcHhz7DHWPaiVz0bSgsp2oRDj5nLmEAwHeXTbo4zMHokVUGSbUNS6tfpNRdmOyDKLED1zc9XooTKLDTZEGba6ZVLtMcREbRs/9MzNJVXN521zackGqaJ2J1RtSd3+0k3IlziIbHX0MgAPXV5QjarPvqYeHqc9ae9nEulb0kEWl0EKtKS+vp4zzjiD7Oxsrrnmmph1wWCQK6+8ksmTJzNlyhSee+653h+wBxy7YlK5EZ68ZGC1G40p9JhkzMTf0mY5JIu/WevfHt3DveJj2PQ4fPI3kJLf2L3cavegqmpUzCSHV/a+Qo2vhstmXIYNQTjKMqlzaxccI2aiubnomWVSs0O7uE9eGntB1l0xNd4aEBCMn7TYkwC8GtbcY8KS2jpiviatrcBAiMOoqpbNldAySUXMpAsUv3aX309+r132M4n0LUk0tySKFMXfXS4Xv/rVr7jzzjvbrbv99tspKSlh9+7dbN++ndNOOy01B+0mx25S/sd/gpbD0FwJhRP6ejTJ0ZOYiap0v+RKtDstflnLIUByUGj79KlBsnSxahGSF8teZP7w+cwomoEVQZgoMWnVLRMjZiIlFosg3BPLpHYnFE/WXE/RF5iQF7KKNDFBoMRPWoy2TJSg1k8ju6TzY8kwWFIsJlKCr0F79NRobrT+TFTKdTu64eba8MrzNBw51LbA1wxI7f/YmdUY0oXE5mwXtykYXsrc877W4aZ90s/k3XcIeN1c/cMfcNU117b1Mzn/fJYvX05+fj4PPfQQqx59iv0HDnDFNf/bq34mWVlZnHrqqZSVlbUb00MPPcTOnVp1ZovF0u0SMani2LVMBuLM0w5jJp2IiVS1i2F3kFEFJQ0M94LFBlLilNr586ohzTKx2NjWtJegGuTc8ecCYAXCUW6hWneADIeVTIdxj6IF4JXuuo7CIajbA8VTtYtLONjmfjIbzurUAAAgAElEQVTcXHrMpFPLZMs/4dnvdj1pTKqpt0xCUXfZrdWp2Wc6SVTk0aA3lkkyP0NJr2MyR72fyXuvsX7Nczz48OOx/UyAQ4cOsX27Vm1q7SfrWHTyXKB3/Uw6oqlJ+93edNNNzJkzh4suuojq6r75vh27lonBQJp92mFqcCdiIdXuXwBjrB5Vc8UYvdxdeSBVHAg8SLwyFJn9vrNxJ06rk/F5WhKeLc4yqXcHKM5uK7ONlFiFQO3upMX6vdrFq2QqtB7RloWDYHG1BeA9WsmWULvaXFFiUrtLG3ugFZAdz1BWVbDZtSBqqsTE19j23F2Vmn2mk07FJPmYSTsLom63dk6HjG1raNbu2H5oKteeu4ZAzrCkjhXNUe9n8tSTgKTZ7YvqZ3IP27dvZ9q0aTQ2Nur9TD7j3t/cTL3sXT+TjlAUhcrKShYuXMjdd9/N3XffzU9+8hMee+yxbp/D3nLsWiYDsa9FTyYtquEeuLmM90vY8wb8878jBemMrBRDEnxhRYvJOLPZ0bCDSUMmYdMzpqwJYibRwXfQvEdSVQkq3bhI1+rB95KpUeU89Lv8kA/F5qLOV4cFgYLUMsoSBeCNmNCa/wePnN/x8aSqbWexpkdMWgeSmHTk5kpjenqwFRCxLQW6yVHtZ3LvvWx+9wU2f/RubD+TxkZef/11Fi9eHNXPJCsl/Uw6orCwkMzMzEipl4suuojPPvus023SxQC84naXAWSZhOOsEeOH0Fn5b1XpuWViZNCEg3Dk86g3SJy6f8KwTLz2TCpaKphS2NZDwSJAiRGTQFtacOQ9AoHEG+zGxahmB2Tka1WKbfr+lKD2pyrUCRUVlWE27UeqqEp7N1dY0eM/wBE9gN+Ru81wc5FKyyQqXXtAiIlR86yjAHxPA+NdZHMZ85jsmdr/roc/16Pbz+SvhIJafCemn8mCBdxzzz0RMWnrZ5L8h+qon0lHCCE477zzeO/tt0FK3n77baZNi+8QcnQ49sVkQLm5oiwGVWnLrOk0ZhLunZvLU6s9BqLmV0gVo6OFFjNxs8sqkUimFkwFINzaytIXfOTtaQYgqKg0eUMU5USLiYyIiSfYDeupZgeUTNNLeRhi4o9c8Kql5nIZ5dBmHQfDwfZurtbDCSy2ji5oYe1Clg7LJLcU3AMpZqJZJqpUeXXfq3hCnvTOMwkHtT9ngsZr3eCo9jM5bhJzzvo6M+YubOtnAixatAhFUWL7mZzSveZYHfUzAS3V+frrr+fhhx9m5MiRkbjM7/7vt9xy8y+YNWsGjz32GHfddVe3jpkqjt2YyUCsiRMfM7G5tB+5Ghcwj/5shpsr0bqujgNtYmIgpZZ8IwWItgD8jkwbVmFlUv4kABqfWE1Ok8RTr5nhDR7tAh9tmdQHWrg228Myfw6lXVgmde4Ata0BRMjDmNr9NJYsovlIC5ktYUpCYQ5VNSBtPkaGwmxvacEfCjN5nR+PouBVvGTH1+aKTnuOPleJMooMKzCVAXhDTIqPg+ptqdlnOjEsE/0GZk/jHh7b/hiqVDm/V/NMuiCgu7gcOeBtpKemyVHtZ3Lzjfzmp1dC0aQYd/rll1/O5ZdfDkT1M2k5DIqfsWPH9aqfSfTniWfMyFI+ePkxyCyCrL7J5IJjWUwiDCTLJC5mEm+Z/OePsO0FuOr9tm2MbK4Hv6SlQH89icaU0RaQJ9GkLtkWM1FDEGxlp9POuMKpOK1OAmVltL71lubA0MvL1yWYsLi5dR9+ARsz3UwPd/5/+Mkzn1PvDjIptIsfeHzcv8nCrq1bmBo6yPc8Pu759xeEhIOftvp4uewQhxxBhqw9zMkWhR1VdZRELBP9x914IMHH6sLNlWoxceZAXinse69jIesvRPeJgUi23MbqjZxvzU2fZRJo1YL+VtvAScAM+zWLub/EZROl+vcBx7CYGJ0AB6CYgHbxMeIFxvJtLyTYJtyW0VW3p/36To7jD4Vpqa5E6HedDUIl0+1hlJRYjZiJGiIUaGVvhp1zCqYiVZX6Bx/EmpeH2iQQemC91phjEmWZuIT29QoJSaCLAHyrX+GUiYX8t12haEcGl55zNqojh8y6MCP+k8E1C0eDxcaIDzOYMNpJvncYOY4afAqs+mgnWc5amoJeJvk9jAFtfpHFFntOOxQT/UKfSjHxNuhxn2HaPt01kDu86+36irhsriqPFufZ3bCblrwTye11ba4Ev0MlqMViXNHzgLr/e01XP5MbbrghZtm4ceN44YUXIBToXrn5dF+Copvq9SHHrpgMSDdXlDtLDbWlssbfFUoZ1Ta3J9lc2gX2UFUVaquHsMWBnRA3lARxNH7C01xIWP8FeBUvewihYGdKwRRa336bQNleiv/nx+z5v3WIkC4mumVSHBUzcVocCEARKqEuJi4qqqR0SAZjWiqgeAyzJ+rdM+1DwGFlakmWdlF2WAnaA5wQyMZhsyIUqPO42Xi4ln8PCZDd8BmPg5bqnDsi1t3V0XwcKTX3mLB2/1x2hL9JE5McXUDc1VrsofxDmHJu57Om+4JQdNMxTUxswoYiFTYH6ljchWUipWyXUdUlwdgColoCRPd2kS467GcSVkAqbTd6XeCTYWy0xSDTQhKWiTwKQtNP7LR0MBDFJHrSYqgtsyb+Ahd996z2PABv9WourtKpJzOhKAsBeNE6Oxoj8Spedlm0O/dJrlE0Pv4ErmnTyFq0CNVGxDKpdwfJdtpw2dtcOQ6LlZxWSQhJqBPLREqJqkrty1izXQu+GxiuBKlCyItEUhNsZkSdigWtxP0vzh7DpQuGg4AWPTiPv0m7kEe7Ijr6QUXKqaSwKJ+3ATIL2mbfu6th67NaheJ//1SvgdaPCPm0rC29GVa1t5qphVPJd+WzwV+txUw6OH8ul4v6+voOLlidZHMF3GDLiBwzDKj9RU06wnAHJlElOBgOckTx0EwK+/kkIhzlHk+AlJL6+npcrvRWNu5nt0fpoJ9/OaOJqc2laD+06OUGUkWbf04Ps7m0L7fNX0cICE76CqEhhYT3PYd2vmRkKqI35GOHUBiZUYJY9zmq203+pZcihEBa29xcdVFNsSKUV3PJ8yE2nGTt1M2l6v+iLKVBuwiXTG1bGSMmPlqQ+NQghbV+LPq9ULC5nkDYH3v74GuC/HGaO8LIVOvQMolyc6XKMvE1aRPwsodqr1uPaHN5nDlaqvJLV8M5v9Osp/5AXMXgKk8VC0YsYGjmUNbuep4QEns4BDZHu01HjhxJZWUltbW17dYF3dX4Ucl1BWK3VcNa8oczB3nEg1fx4gu0kGmxk5mZwsrNqSbo1kQwO9xlzKQl0EJA8eKSUFuTwppv8fia9C6ZTeBqTPgWl8vFyJHpLelz7IvJsRQzMYi3THo6aVHRXBcit5TWST9E7nshsn9jj56wnwOWMIvyJuB+7X3sI0finKxldElbbMwkfo6JbNRqeg2tChPsxM0V1tUk37NPWxAjJlGiGfJySGjB8pzDLdgyHBCAUH09PhnguH0qR4aqel2sRsgYojX0iohJR6nBUQH4VPSOUYLaRSezQLuAZhZqJVUa9sPIk2DaMljzS3jh+7D8vv4hKHqZGgB30I075GZo5lBKs0t5a+czbBdhjg8HE4qJ3W6PmUUezTce+RaoCqvPegDrqOPbVmx5Gjb9hW1LbuHB/Y9zxHMES+MBTs8o5aoL+6bqbVKsuUmr0HBJ4nIrBjsbdnL3R3dDaxXzQpL//fYH6RvT81dptewmngln3tz1+9PEsevmEp2Y1/2VSMwkKjUYuhaTLmpz1bT4qXdHTTpTFUKqpNGrLbNaBC0Bze0iELqbSztv+1QffiTTwsMI7NpF9umnR3zj0maJsUyKc5xaaYwareic6tLuVezBzmMmETFxl2kuj4KowpxxlslhoeLySRzNXrKO0+60lIYGfCEvZ32kcuG/vdqFMRzULANHFkEk1agdi67u5voo1MgBxdvpuUwKv17nLCNfe8wZBk0HNOskfyyMmA1fuVOr3nx4U++PlwqiOlgamVzDsoYxo2gGDouNjZZQj9KDbbq96A7FVrZu3fs2f8vJ4Lat96FKlV/O/yVDLU4C3a0zd7SpL4OiiZ2+RUrJ49sfJ9+Vzxh7Lr5UVqJOhKdGe+zjnjPHrpgcEzETw80VHzOJ7tHetZvrD2/t5uaXtqEa/iRVod4d4EiTF4sQuBxWqrxa9k6e1O48w0jsIRnpFzJqlwcsFrIXL2o7tBUsisQfCtPqV7S6XO/eDi9cBYFWVCkRAuxB2Wk5FaMQZF5rGRROjL37NcRE1S0Ti2R4vcRqsZF53CgsQLixAV+LZn24AjL2Yu7I4i6blx87WpGdpAaHgL/49vJGqKbTc5kURrOyjALtMXtoW3+W/LHaY1ax/rn6sItmNFGWiZHJNSxrGA6rg1k5Y9hoUZA9KKWfqV9iWvUAv5SSD8pe5brGdXxoU7lg4gXcedqdzCyeiUNY8feX85GIgFubN1I4qdO3fVr1KXua9vCNyd8g1+okQBrFJKy0zWnq43OXlJgIIZYKIXYJIcqEEDcmWL9YCPGZEEIRQlwYt26FEGKP/rciavl7+j43638l+nKnEOIp/VifCiHG9uoTDkQ3l3GHYe8oZhJdqj7c5Wds8SlUNHj5aG99ZH9SQpbDytiiTJw2K0fcWkHFAukEqTJ1ncJlq0MIVVKsCli/g4yZM7EVFrYNw2bBoqjUGxMWcxxQuUFbGfQgdRHsSkzCqkRIlRz3PiieErOuOtDI9+2t1PgbIeTlsNXChBat2EvGxFItAaixmUCLVtJCsYnIj2tToI67AxVstmjnL6R0UOdIqhxU3ChI/Km4MzZ+3BlDtMecYW2Cb4iJMeekv1w8o1r2GmIyNFOL95yYN4k6oVLRUt7t3Wbplxh3yEuVp4rbP72dv2z6E8Okhf9bcAuXTLkEh9VBqKaGqZt8OGo7r0XVp9Tr5d+LOhaTkBriyR1PMjJ7JKeNOg2XsKdXTLz1bb//dPec6YIuYyZCCCvwF+DLQCWwXgjxspRye9TbKoDvAD+J27YAWAnMRfM3bdS3NaJE35RSbog75OVAo5RyohDiYuB3wDe6/ckGZGqwfmEx8sY7jJlEWyZdf1EDetXeJ9dVcMqEQiyqlvhrtQis+nk65NbqWNmkVmxv+AFtm9xWOMltQWloJP/bK2L2K21WLEqQuhY/GX4PRdUHce9uRhImO+BG1SueOgMSTxdurmFqFTbhj83kAt6q+oRGofKfxm0sD9k4LFSOrxfYhg6lpjWXlrwxiKYWgg7NZadYRaSc/iet+/k01MDwKpWJ+1QC5wVo7/HXzuE+ReuaF0ypmOiWiVEF12qP9DXZ0byXN2xeLvY30v0auWlA8UXEr8pbRYGrAIdeZPPE/OMQwMa6zxkz8mTN8tr+EsxZ0TZJtAMydcvy5aqP2FLxMjaLje9aCvhydgli5AJ8W7fR8tpreNev57g6LwfcaXYJ9QajsraRVJGAtyvepspbxY3zbsQiLDgttvS6uaIrWPSxmyuZAPw8oExKuQ9ACPFPYBkQERMpZbm+Lv6sLQHelFI26OvfBJYCT3ZyvGXALfrzZ4E/CyGE7Hai9EAUE/1CZnwpOszm0t+nJld+PqCo5Gc5qGjw8vG+ehaqClJKLFHxpMPuw1H7l3iyBTl+SX6TZMpBC5aMDDLnt9UZaqn3UWW7gmL1HeS13+fyujr876h85m0iDMz8zwcEfHbKx/yMkqp/dprNFVYlo8MHEDYRG3wH/Kp2t+Wy2AkEm6kVksIaH44Zc3j/43yaC7/B8ObnCWWG8LnGEHQ0In2NCKC2pY5h1SrnvaFP0vS2khN/cAA1zL6gVmMsLZZJti4XeaOoDzTxxI4n+M+htWAJMdVdESsm/hYtM6erhl6pJs4yGZY1DN+2bbgmTybPOYQJ0srGui/4Gmgz+jc+DKNPbvf/iqe4UeI8HGZj7h7mjzmTFRMuIP/J7+IW82m5/npCFQex5OSQt2wZB565G5uvH8dMgpr1iyNxHTFvyMuzu59lRuEMZhfPBrSJu4F0xm2NeElmYZ9bucmISSlwMOp1JTA/yf0n2rY06vU/hBBh4Dng17pgRLaRUipCiGagEIip+yGEuBK4EmD06NEdjyDdwa9UEu/miqSrdmCZJPnZAiGVL08bymcVjaxeV8GC47T9W4S2Hwkc9hxmWK1KpisESNzZgpw6KKmT5FeEyfraKVgc2p2qEgzz0XN7CTkyqC4uYW/OLvaOV8gYk4MI2pm7VuHAqkcJztC+Js15JxPspKdJWEpGKxWEM7K0wohR+HXT3SlsHPE34QxAZqMPT/EkaBZIC9ACSk6I6mGXImQt63fsZYI3QObrW1nweTOqtKBanLz92R6sNe0v0me4fWxwVjPnUy/OoQnGKaVW+TfZGey+Ru3CbLgpdWHYmpXLHe9dhypVLphwPi/W3Yk33vW27n4tgeHCVckdK1VEpQZXe6pZFBpL1Z0ryfnyWRSdO5fxqpWPffpPsEW/8Wiq6FJMTlrjJeAJ89ULzuX4UV+n9e93cXBNA2rmdhwTj6Po6h+SdeqpWBwOQq/fi9Xfj1scGxM7O5j9/vLel2kNtvLNqd+MJKm4LGl2cxnlkHKH93nL42TEJNEtfrJS29m235RSHhJC5KCJybeAR5M9npTyAeABgLlz57YfzwA0TNrERP9BGZPIOpq0mMRdtJSSgBLG5bDyXyeN4u41u9lf04wTGBYoh4wMmkNufIqPb74exEktnC8JC8iWgq/sADtWsk8/PbK/jW8coLXeh8Up2TssjwPHzaa1aSyrv/Xf5P7jPO76kpust9zkbD0A+VMJOQoJ62W6E6GEJWPCB/DmTSQ/zm3i089FSA1xOKi5rBwWBw3OkUAtWASqP4+AvvuwrZAtZdtQFUHx/masqp3qkjPxZE1n05ZyKg62z7Wf2uqlhjBf3xKganyCr/b+9+GtW+Drq5JrAe1rbMvkAm3ypM3FK7KVLEcWt55yKyUZxfzr07vwhn2x2wbcbXebR5OQFxxZeENemoPNlB7SRK71zbdwFjuwIwgZNzmGmCSqfxaHagWbhBGrN1BZ9S40VZA1Op/c//0dzqlTY2bNywwb9pp+HDMJejT3eYIJi/W+el7d9yoLRyxk/JDxkeUuix2/3nPHko5aXp5abTwZBYmLmx5FkhGTSmBU1OuRwOEO3pto29Pjtn0PQEp5SH9sFUKsRnOnPRp1vEohhA3IA6KaQ3SXARyAt9j1+lIJyqlAUvNLQmGJKsFps3DapGL+ua6C93YeYXEwjNWi/ZAPe9v8rhJAqljCEgG4QmArzsQ5RQuM7/+8jgNf1DN90QgOv7WZ4+wTeNc+l4bMILn612m5M4O7zraxdI0memFrDuHmji+QqpQUqnUEsxe0W9cc0rK0AuEALaFWhler2F1ZVNdbGVoSpKk+TIgCHEcCiGywySAr5gxh5958cixDqTrhTPxNCgL47vHDmfnVU9od48BDLuZUhFHsRYhAgovZ3ne1c35wXTfEpKDttd1F87J72fLJSpaNPJuSTM1SyUTgbdcnRGqCEl0yJ92oqt5/3RVJCy4ob8Q+YjjWgkLqV79M9slhggX6TY7RJ6apazHxFNjIbA4Sqqkn79zzyW18BNvJl4Dec0MJhqk96KZ6fzNV9gvJEh+n5SOmhJAX7FkJ40RP734aieTiKRfHLHdZNGs+EA6QYbitU4mnVqsUbLX3uZsrGalcD0wSQowTQjiAi4GXk9z/G8DZQoh8IUQ+cDbwhhDCJoQoAhBC2IFzAaNS28uAEem9EHin+/ESGNCFHnXx8KOiWhK5ucKx7+8EI/jutFmwWATXnDGJ0lw9/VdPFd7rrsASljFfBouizzkBsmeOQghBS72PTWsOMHRsLtMWjsBpDxIK2bU5Ji47NbsPsathJkcqlzJJXcjG2QVIo79XQ32HY1RUTbgS1atqChpiEuSw4mFsNSiTTsDTEmLUqCB2ex1++1ACliGEbGANB7AGmqivhubc+Vhz8rHlaZ8s0BTEYbPE/llgvwgzttxJ9YhvEbbEiY0S1EQE4FB8rkgH+Bra4iU6/2nZi4pkYelCpKrSsmYNX3suiDgYN2NZykjpmKOG0tbLpMpThVAlGfurcM2YScl112LJyqL0/QA2f4hwWEFpPcxBEU5KTBSH9i0adcv3KTh5BFYXNOYsZMdHR3hv9S5e/MMmPnxqN3s/qyEkCgk4jiNwoOv99glBDzjad6KsaKng/YPvs3Ts0siNgoHTYgMpCaTLBeWu1dLM09lzJkm6tEz0uMU1aMJgBR6SUm4TQtwGbJBSviyEOAl4AcgHzhNC3CqlnC6lbBBC/ApNkABu05dloYmKXd/nW8CD+ntWAY8JIcrQLJJYqU+WAZnNZQTgg0gk1+56mHOFn3M7jJkktkxUVbKvzk2Oyx6xPpw2LRV15sg8ph5XyP4o23JPSzml5EcqBSMlQtXkWFgF2XMmIaVk05oKLFYL888fj7AInLYgtS0ZlGxuocBq470tYWg6GWERFHmt+C1hGvMU8pskloaO3VyqKhG0dwOoUqU+oF1s/WqIGp+XkxokTQVTEH4YMSKEdUgNTcEZVGbnkekGZ8gBviYaKsag2DI57dw8Dr75OFual+BrTvBjkyoHAgo5wTNQMuxI8mPXH9msXdiHjNbKoCj6LHBV7TiTydcIQ2fEfI4PD33I2NyxDPPYqfr9rfi3bSPbLXEebG43HkCbtd+dyrS9IapicJWniqKaALagFdf06ViHDKHk6supv+HHnPp+E01LyvkrjWx1SP63ZT/zwqFIba1E+OVE6sfMo3SfjZpdB6ipuZxAgx+oZEhJBpPmDmXouFyKR+XwzB0f4m0tpuw3K5l6z9+wdNKLvU8IehK2NX5ixxNk2jNZPnF5u3UuoZ0bfzhN7jtPLQw/XvNg9PfUYAAp5WvAa3HLbo56vh7NhZVo24eAh+KWeYATO3i/H7gomXF1zkAUE8PNpRAAGkMe9qG0iYwQbXeu0KHVta68gdv/pU2S+9MlJwDgtLdd+KxRheckkt0tB5jrnBRZAhKLAt4RNkYvzMVSMpSDuxqp3t/CCWePxpWt/UCGDqmnITiUpmA+Y6fls3hkFUO+eAzXcQuo27qdp4Jn0VIN4MDS2vFdk2aZSIQl9n9W76vH6g+x8COFj1zbGVLlxyEcVIcLKRqdg8sJmbnVHA7MxWerJ9dziLCYyM4vMmlQTiRc3MrQsUM4qB7BG/oMX/Pk9geXKpYDxXgzjyMkmrGE4y4WlRu0u76TLoc3V0L1Vqhcr81cv+Bv7W9aVFWb2a7HTOp8dfx181/Z17yPH9jO5NB11yOsVgq/fxUHf3891pa4i4zxPw24SZx6lgaixcRbxoQaoQn72MlIKXFNnYp/go3RB/zctu526mWIiZ4CVmU0Ma1+D9klHbeJ9YhZhGz5rHnbT4EaJpAr2Zkn8edYUR0hqK2Dmlosa32c5KmiMXcym2onsOlHt7PhzK+l5KbQYbOw4pSxTB+R17sdBT3tMrm+qP2CzbWbuXTqpWTHrQs3NzPkwU85vjSM/2tpEBNVBW+dluAR8va5m+vYr801IGMmQTxoPvMaEe64nEoHMRO3v+39Rml4p61NTETU/uqQNAZbmEgeSPBnWEFKLGEJTrDYBYo1h81vHmTI0EwmzGkz48cWHaFwWIC/HhzNeXOKGRbcDjY/jF5A0d53uWzGEf61/1+0frACi79jj2pYldjQuthFU+OrYeoXrSzcDdnFQRqawoQyS/EE7Bw3pYCG+hZcopw9M99ntG8jyoESwjLEhoNzsSqVOE928sZTL1J10EVYrcPdPKr9wWUYa8McguH9+NVtWOVoAoEgTqc+I6X1sJYpM3Kelll3aKPWN6Zmh1a4sSCuJlXIowmCM4cttVu457N7CKthvj/zKib9+XXUggKG33Yr1vwCPA8Mw9oSX9TQEJOjWFU4Un4+k2pPNbOPqPiGT+bfj5UzZFgNM+fnIDMsOIJhMnYf4udvSqyq4J3SEI+Pepjvf/mODndtCzcQZDjjh61huvoprwz9MZlqLdmNDQh3A8LTiMXdCCE/zcFarFmHqCn8MgVulelbd1B9/Cwyg/Vkhluod41Cik4uWR0ULd7X6uPWl7dz2wXTmTIst3fnydmm8KpUeXzH4xRnFLN07NLYoagqtX/8I9ZGP8Uulef2PMeC4QuYVTyrnej0GH+Tdg3ILAS30v/dXCZHkSgxcQsJCGqIFhO9RHpETBLfiahRFkt9REyiuvzpIiQE7LFoz0ubrBwCWvKsSKliDQNWbT/bywrwtQZZsHw8lmjrQQh8eqfF4hwnHKzX7uJLNaMzs2EfC6SDN9U6LMGOK5YqqsSOiiWuE2GNntWUKQVfdY2n5kgVh0tPxea0MnxiJq/+eh1NjVmEhtVwepOTzx0hRMtOCr1B1k3ZQun6qfjzCnHaQMgwzc0hNr9VwejpheQPy9QyiaSKPwQBZTvCphJWGjm07wjjp47RBtFarc0TcWTC0GmamBjuhP0ftBcTQ+AtVp7Z/QxZtiz+38n/j7x9dVTt20f+966k8rBk53PbODTkUrLcb8ZuH+3mOlpELBMXVa1HGHrIy+Hpc7A5rAS9Ch+8cBgnXyfb+QHfec1Lls2C65wLmP/s/exe9Rafj/mA4ycvTrjrgOLHH/oQ74GDfBAuIadpPTn6V8iVnUPu2BLyiqeRWzKU2vcepbyijr05/yIrMA7H4fGMrvscVfGCEqTUkagraFcIzpg/loczc1j50jZuXz6DiSU9NPmCnpgJi/859B/KW8r50Qk/wh7n6mt65ll8n28hw5XBeE8Lq+u3sa5qHRYsTMyfyOzi2cwumc24vHE9z/Jy60kt2SXahMqB4OYakIiBGIBvC6wblkkzYXyKjxjvcRepwdFiYnRAjLZMUBVGF2RitQi+ENoXMKu6Bfd2ScsAACAASURBVCEgbBUoahhkLm7bGFoCXnbvdjB2TiFFI+N/hAKf3tu9KNupfaEzC7TskkwtVTFTClRRh1AnItX2riwwyqnQrrlStbcaCwIb4Nm4G1uLk/ox45k0s4hdH71LKKiQieDr7rlQ8y5YwJMVoCm8AdE0hCGjiljy/WsQT1/IQ28KQv6drHvpUTa+lk9u0TDGHT+RCTOHEVBqsNvsZBU6aawKceDzLYyfMlr7DrmrtD7uoInkZ4+1pYbu/wBOjK0KYPwPpbBysPUgi0oXMTRzKNUvraJ1yFi27i7Gu3EfrsxWlPB+FDVu7orxvwvGFkZMK7qY+C02LIeqkOE8akI5FGaXMXZWKf7WbPa+UkT9sAsZOmw/u+2lNHjmUzDXT9beDRz56S/JXfo1hp50Kq7p02NiHcGwH1X1kGVXGTN1IrknX0xecQm5xUNxZsa6FCe1vkOxoxW3Opwa9w5KfAcRPrRujGoYROd39IkcYr6AhertU7j91uv5xfNfcNOLmqCML+6BdaCnTwOEwiGe2vUU4/LGccqI2KQN3+bNND3zDNmnnQZHPmfS5loePOsB9jTv5fPaz9lcs5lndj/D07ufJteRy/HFxzO7ZDazimeR6+iG5aTPfg9lDOGnh17jv0SAUzqL5aWZY1dMOmvK01+JdnPplgkI6kLemNzsrtxcWQ3b+b/mm7g15xbq3EFsMoTLEl3eXomISysSl9VJuKISACElqlTwZp9Gs30qa8rBWmRj1pcSuIiEwK+LSUGWQxcTvXZX0WSC+z5h434XAUsNFinwNAfJzm/foS6sB+Ct8W4ubw2FQSdNGWMZXqJSNWQiZOcybLyN9x59n3ETR+KsOsTOvQdpbbRicyoEhKCcLOxj8/nqD39CRnYOKpAta7DaHGSPsVBfuYu68i84svt1Pn7GglR9ZObayS2ExqowW155mtG2g0xYdpk2I90oh1J6Imx8hPVKM7udNi6q34Oj5XBsCXn9f1iv+vEpPkbbSqi9+w80b97BtjHnEKhYg9VWR8gdIhg4jLSMJNDSjDM3L/Z/e1QtE83NVR1yM6LSR33mKbhbPkbZ20htudb9MOyrJOiayWfuYQh5BLvlXSr9rQSHn0ggaOfw2lay3n+RXPE8xaUlDJkymoITpiAlWISThRP8ZC2/NGK1JsJmtzJ1lJ3hF9zK//z7hxSKaXxp5JfY8vGd7CWAHNp5gcVEZL9QS4uviZIcF7cvn8kNz23hppe2cvrkkm6HY75aV88B4WPrh/vY7V7LjqZKzij6AQ+tLY+8x97SxOS/34GSlc+e6Wcx48Dn5LvD/OODMqTNAcxlPHMZke3mSGAnVb5dvLbnY17Y+RYIQaF9NMNdUxjumkKhfRSiE6tlXPU2ZrkDPLKpjN2tTWwI+dn54W5US8KiQWnnGBYTnQGkJdHzTNwY8wwE1WFPnJh0ns1VWv48YRlgbLicOvdwVngfpnjTeBi+MvY4QKtQyZculKoqI/ZOWKpYwyFCgCqtHH9yLq6sRBk7An9IYUimHYfNoonJEH2kRZOo37qO6iYbfqWVbKtKY7UnsZgYdbvixKTaW83sltHsKJ1PYFwDdU2ZDJ2Yz76NbwMwe/4MbOvXYh8xjzHl2/kg289/1CBCFXz95K+RkaPd5VlGzgPX6xx3pJ4RJS1knrcMdcpkqssrKd+4jYNrPyKv0EdOUQbZshAPNez+bAcTvqQVPGxRsqh47y2EVLHWZfJKwEMgmEeZvZmvvPwAw+deRE5BIVn5hdj0/0lloInC2gDDn3+K/R4LZSNn0dDwPsWjixk760SGTZzMO/fdRUtTHc/f+FvmXHoBo2dNJ9QSwtvkZNjRFBN9Fn5VqJWhlRYq7QGsNHPKRd+mZOx4qsv3suPR26ny7yMcbMGVnUF2/mxo3o/a0krYOZwWAjQGQwhVsPPwYayHt2J55/+zd95hcl313f+c26ZvL9LuatW7ZDUXWbIsV2RsjCk2BmzaCzaEOIEALwkhLwkJ7aWFJJDEdAMBY1zADbAtW+6S1XtbtdVqe50+c8t5/7h3dmd3Z5u04rWVfJ9nn7tzy7ln5p57vufXn8F2TBQhkL4ITF0+ej+8sskl/hLWzbmG5xqfY3vXCeJFp6gP1eCfOvFKgRE0Ul4alOoil1C+8sRBnj7YNqF2hHS4OhFnt7TYGG+jTdtNVkTYc7yIPbhtKY7Nzc/cR280xcNr7qCvoZdIFopsySs7jxELlQ1pdRowjRDXoItWkkoDzeI4J5QngCdQZICAnEXQmU3AmYXKYO++a5PNzEhbPH26gazicEbatBw4Q1oZ7nH2p8CFSyZvNNfg/DxbtumquRAgoC1XY0N4NbL7JZPCaRq8qA0UHDrjGUqcXoxEni9wnkQTRVLT61Us1MuQgCVthNRAwLKqLcxesb5wn4UgnTWpqPQIItnl1uoAqJiHabv9cIQFVjcdJ3qZtmDoCwW29z3UvFWYIx1aE60EohHMIJzurEQVNmV1GfZs3MGSq64nVCRAg2WXLIV214hvGW5bi6tWDNxg1QfZduwZyuKzmNqZpeff/wN92jTq3/Me5r7jKp5/+NukL12FPxygvvX3HJ1+DR09cfY++0eixw0OHXqczlgSBYHihClJl6CKImxKeK7xAJHN/0LQ70fVFIrLirghDI3JLpY9ZfGCAMtnIPqOMnvVpVz/kfehe+VTZ16SYccLYTp62vjj9/4TX1GAbF8PjlPN5f5DXHyxPcyOdF6QdcdXa6ob+qox9VYuveldzLlkNQBFlVXM2GXT6JtKSWcjpevfgbLqfch9j5B87l+Irv8cGWmQSsY50LyH/af2k+6MUtKXxYiaZMMxMrVrCI/1XfLKJt8862Y2N29mXtEMbjl1iPnL74BlE48S+N73Po5lJrCyWTTDoLYkwPfuWDnhdsjE4achZl++lI9edDl/9szPWFh2CX+5ciDQtusnPyVKD5X/+FnevHYtAMlfbaJt9xb+qf1F9GnT0Kur0Sor0bytWlqKGLKIimVj7OnYw872nezp2ENfdiOCZ5lVPKtfJTa3dC7KtgOwM8y1yx2O7dTI6Ao/u3OFq2IeJ8THJv5TjIQLl0zeaK7B+cZ0O0tCkQgh8AmN9qEpN8YywHvfXeDQGc+i4KCZeSvdQZKJZEG7+/nk9A/jCJtNB1uQwodftDG/bA/4hsc7xLo72bKth4xfpWKm4cZfZGLIQBkHX3gWK9pBtNubPBSJzBym/cQVBfubI5P8l6qhtwG7rxfVnopQBRtm/AYRKeIPLx+irHYaS699k5vmBPrtC4ukRrl025hdlVfVTyiYYYXTy6Zxk1ZDMrqGnidfoP3rX0ercl88JRwkVBQiBQSyAXrtTn7/5PNUOAot/hoMvR6BD0WaFJkpIomTKJQTDZQRTfmImQLbidHcfISKGpPNB3ZQJYtwjNmcqZ5NU2U1zxDi3h8OBD5+PJ5ly+UNVB+dwiXH59CnFAM6kj6272il5/vfZd17PkCweHAA5KTDC1psfWY7KWEztXYxK28c7J2kGxqzi+OQcqDEzZ8mSqcTMiShMg3q3Al6IVfyDik50nOEJ088yUv7HmBBNEl64cgeX/3wJBOA6lA1P9zwQ2g7AHuehuICatZxwKdVknAa2PTzH3HlHR/E8J9l7EpeXq6edA/d6W5mlwxkQ0hs3kz08ccpuvHNhD0iAVBqawnMCuIgSe3YSby3d1CzQtPQqipdgqkaIJpVlZWsnnknLItwKnqKXR272NW+i982/JaHGx4mrIe52BLcJRSaTu7j1gc62bnYwbIy/98m9QuYTHJ4g+i58olBOiSQhLQg5aqfdidHJqL/+KDt0KakQAGCuiBrOSjYKPkG3Tz1WAxJ5ZkkamUVjiNQLJUdx9uYrQQwlFyOsME62J6WM2z88X+S7jZxDItyQ9K8byudZ3Sau3bTGfOqB/b40BQLJ5glm+4iEy0c1e143z3fU2x723Yq2k2iRi3YW2nuiXOiNYI0JOve+wFUTR8IlvPUGDOEj++ZCo5qoOp5KhGh4AOy2Tji0AOE6i4m+J1/Jr5pE52/+Kl77+IIgXAIAZQ4IYrK11Cy1o+1q5N4cgazjj/IFMdCSBvDiXHwnq/gT3ew4okvcqy5lLg6hZ7KJUQdONhWSpmt4NeXE7lmNZXz6imk4Jm9t5i71CK+cUmKsroY1z/bRLtSQsqoJ6EW0XL0JE/86zdYe/ud1MwbPaHiOcFMcazbR/JQE4Zaz9Xvv32YMwSqz3WFhoFknLnaLD0noe7i/lOFEMwvm8/8svls2L+XhkQvavksxkSeZNKPPteWl0vdP1HoSoBgYD5tx4/yx//8V6754N2ESkrHvnAochmD9SDHeo8BMKfErbhoNjfT+d3v4Zszh7L3v7//kpN7O9m+sZo5s9ez7K+/AEYIJ5vFau/Aam8f+Otwt4ktm3GGuIoLw8CoqmJNZSVXVk/DLl3MKX+MzfHDvBLfymUK1O1uJohO3ZkUnYk2pow3Iekk48InkzeKN9cQKSMuJCEjTJUaoyXrrWbEUDIZbjPpiGVo6EyyRFMo9muQdtVdSjY2ELWdd68oDqVNUfS16+EwKFlQbQtH8aEqXnR2Hpm0nTjGpp/9AN3wURLRONWRxnnsezxr2NCrUzxTZdGVV7Hs+huxHv00Susuvnkmhey2iHYeBgakk1ja5O9/t5/uWJzPwyAXye1t21kcnUmMJGSb2H7aQIsorL3jvUTKKgb3K0eUmh+RtVCHkB+KioEgY6U4IWymNG0l0HuSyLXXYi4o59Gfv5+3TK/Gb9k8+Dadt7wUIyYW0H2gBGkGqOx+iqIZGiu+9lOEriMMg6WqJ3WJR5hOhI29pWQ3biehVqApBgF1DRVWmne+f93wiTmH9mLmKBrxBeu5//D9XL/irZR99Rtke0w0cTty+pvRfNt49if3UjNvIUYgiKpraLqBqusDW8NA1XQ0XUfVddShx3Ud1TD6jw9VnTWdbObV4waqrKLMqKRq8fThfVX1gdoZOYeDQKkbxDdKgsGwVPFJzbWpjQWhDHcq6Wt09+c7OUwAqtONoq1k/fuW8fKv7+P33/s2V3/gbsrrJijp9KefD3Gs9xgKCjOKZ+Bks7R/81ugqlR++lMIXcexHXY908j+F3eR7t7DUT3MMu+dVQwDo64Wo6624G2cVAqrwyObjg7Mtjb3c1s7maNHceJxKoGrzTjzU90ceGeY+fuThLQgVV1JWjtOMGUs29R5woVLJt4L3NKX4qf7DvK/3zQfTX0dVykeQiYJJGE9TJUaZJfThpQSiSSDJDCCN5cj4UtPHOBqRzC12E/YEJAGHQeRy/fkC/ffy0RixCRGIgsz5kNDO2ARSCRwlDo0xfNj9ySAlobDPHffDwiXlHHth/+Mll99ms6URWTN9aytzVK+99/Rb7sLKt1Ic7V2EXTswp5qoh02iHXtHdTffWeiHG2Ps7o+TEmfTjjgkkBbos11q+25jBbZRlDPctPiFMUbbkNZdNFAAznSyBmrNZ9LLMqQYS0UfBL2xBvZrscpkYJ3b/4262/8N7LCorVawaf58EmLnhKBndpKsdCZv3QpPfseom9vI8Hb/wy1qIDb5ox1aLt+yYb3PcLj/vuIbyzCCSr4YjbVc7tHJhLwknha3DLnFnZ37OYHfU9R/O4izPZebnvySVpmXEao9iZq5x2l7eQxop0d2GYW2zSxzCyOfXa1PxRF9UjH/Us1HUEzivFbKyitOVb4opwU6IsMBO4JAaXTR83RZTsSyRDX9JEg3MJsg9B72iWSUVK2jAbDOU1aXozjVLHhY5/kuZ/ey1Pf/zeu+8jHqayfMf6G8iSTht4GphVNw6f66Lj338meOkX15z+PXlVFX0cvT//oCdqP70TTkwg7SVtc55mfPYUeCqMbOppPx/AZ6H4d3a9j+H0YfgMjoGMEfGjFRSjlZQSWLiGkqiiq1j+OnEQCs72dg3+4H+2BXxI/lqYqVcSemW8h0LQddf9euGh4Wpc/BS5cMvHwq9caeSWhcOriJLPPxrf8fMHKutHSuVTlQ4ghLiRBPUSVFsKUDr2ZXh5SkjytpviVY7lJGfOuiWctWnrTnLASfG5GMUa3QkB3V6C6yHM39YX7r4siqe5wUIVCurQeoXYgnCyhWMyTTDw1lxD9RFJUXsl1H/lz/OEwxcUaU2p0pl15DVN6nnWzrAUHyvqy4CbY9Ut0w8BRDaSVIp0w+z3DGtpjKIrgM2+ag6/V11/vfXvbdvRMgL4eFVu2sHyaTWlQQumQujX9aq4ByWTQ/hyEQhiB5Zi82TZoMHz8Z/srPLXpM1xd6er6fYqO4c13UulCN19mdm01Lz3VRManMOfaEV7Qmeth5y/g1CuUlZfRJhxsC0qi26ha+6bC1+Tg5VNShMI9K+7hsy98ljbNhEqF9tIYwdOb6C1+B1PnrObmT9467HLpOFhmFtu0sC0TK5sdtLWzLulYpoltmtj9/+cIycS2TFROc6ptBYGeTkqWjaAiyRH3kHozlNTD6S0jfkXHSyZ69pJJ01mruAB02YIuoux9rokNdy/hho//FY/989c4svmliZGJ6ZKJ1IMc7zvOpVMuJfbss8Q3PkvRO95OoryEV374Yw5v3opj29TMm8PKG67BObmDPzz8Igdf/sP463YIgRDeVgGEQFFVVI9YFE3DTMehbA4VB49xvHQO2cRBesJ+jFcO4rzLRlH/BI4bQ3Dhkok3MQnvEb7uzPHbfuwGvb3nl+7nApJJpVFEtd4HSNqT7bwo3ADEnmyUchik5sqYLmH87Y0LmXLkCeiGsObu0/rJJApM7b9XTEiKo6AqGl0JH0IRaFYvSiyJJXR01b1f67GjbLrvh0TyiAQgbbq+xJVhH5zpcn/z/DoexXVw0e0E9t5HVs+i2nDfZ79M5fTpzLl4AcdOJ5nlV/DlJEbvme1s2MPKTXPpS+yhorqYxbUdYDPcCNuv5vJWjbkyx8MkE8EHrAC3V61nRu9G5MpP8NLmb/HLriP8qO84gCuZeD9n2gdVGZDpBOKMSfuCqZSEKwo/x4q5br2SE89jFF8KxCEjicRfo+7iLxe+JgdPMgGoCFRw19K7+M7GT6EC++cprHtlK86Vb+XQqy0UVwUoqgig+1R0Q0XzqSiKgu7zow/3tp4QTv+0iUONJZTFNlG+7NOFT+onkwF1k5SSE1Y5/pZmfvzwFrLqcEeNa3tTIARagWDVYRgaU+E4LpnUrCh8/jggVSjTdpLoW8ahV1pYsr6O2gWLaD58oN/Da1zwPN7a7BRxM868RBFt936frum17O88Q9u3v0Uq7lBUuYj1d9zI9KWecd44zd2XN5J9+0/JiiBmyiSTzmKmMmTTJmbGxMxkMVNZslkTK5PFylqYWRMra2JlLY/4LW9BYGJZFqapY+oxMspsbNVh7pJLOLJ7K6faHX7+0f/FjCvXMXXeAqbMnkekonJ0CXmScOGSyeuPPgajbd9AeVcoSCazXjxJeYXrDtyWbKMYhTQOHelul0zyVnGOlCiKYPWscjjkthXRXSIdIJP4oHvFkIQTErWkmI7TcRRVwdQrCCYtLD8gMhxut/nDd/8NNVRMZtlbeGBvJ7mil/P70ghyAYte2vWh0bdCISShTW1kkZhDokSh+dAWmg68QtiyKcNkm/8UFwOm5bD10UfRHzmKmslSpTpc/+kvoD7zcVDDg4kKBiSQzBDJZBiZqExBAeHOuqJsFuvqr+GS5u08tvgqXun+GXWBanyWG1eSMUCmbVKHG5EZh/SiAjaE/rYFzFwH+x9BW7aG6vaH8Kfb6JgdJhQew9CrqIOe++U1l9Nn1KCnm/nJ7CSXb7VJHdpIaP5b2fzb48MuVzUF3aeg+zQ0Q0HziEb3qWiG4m3VQQQ07LhP5VBjNZrZg6OeYsqMEZI2CgVbSjKBarLJLKe6kvxi8ynU0zYftWxuO/Z5LEXHQcURGrZQcVAps1tIls4d32Q2VDJJdrkxMOcgmaAo+GUHVUvKObS5lelLK5ixbBUndm7jse98jcvedtv4nBs8b67jSXeMiEc387JIo6g2tCRQfZey+OIVrL11IUYgb/wJFV0FvaiIUKi8UMtnhVcf+z1b/uuX2GqYqUvezI13zkNkd3Lk1HISqT4OPbOF4zt3ovt1gkXF1MxbyMqbbjl7b7Zx4AImEw+vRwO8lNB9fDCBOBYxHD5ixLjHCpC2JbUb96NNL4HLJG3JNsIIztiSpng3CwCkjYnEwbWXKMJr23shi/R824oCmb7+ewEkhSSUkNjVU4h1pSkuaaO7uxjVrET6LLpiUZo7g7QEDRqmr8c60AsMuDZ+LGlSHtRcW1R+9Hs+hEJQCmzNYb6lsPDLXyCTSrP12X1sevYVIj1H2fnCSyiVOocOP0tHj4MigizPJFhx14comjbdnbCLaofHDg0zwI8kmXgEl3Pv1Pxw0e34T7zAbfEUt5kR8JVAopvPmUFe80XRmzO0/XY3PUUKYtni0Z/nzCthzwMY8dME0qfAMckuGEe09hAyAbhBr0A6HfxaV2hbVEr17i0s/ORHCTgGZsbGytqYGdv738H0PlvesWQ0O+g8xx7H+I+FKevaROv0IiK+wnmrero76OxI8OvNMbbscOu7lIUM7rj2BurjFqqZcL9L/5+XU86pgznXjd0HGG4z6fMM+2fpFgwgFQG2w0XX1HHmSA87n25k3bsWcP1d97DlkQd49if3MmPZKla95W0EwhE347OVhXDl4IY86fdIrJHaAzbHTp6ioqoWddrbScQiLFpbw5Ira4enCxrqNDNJKJpaQUBfjiLCbLjrzQi7iRsrD9N6+TRan4P6M2uxE4JAhUqgOMGx7a8R6+5kyVXX09veSrS9jd621knt04VPJq9HxNu8EqD5+bJsmj0J4ndqFn/M9W7KnuyidrngdPQ00pLYUvJiQwvXXeJec6+WIo7kOkVwIOAwUzr9E1TYk0xkP5nE+u8F7msbTkI06NoiZkw9SufJVVhaPabdSE88Q3kQ/v5rX+iPJh+Exx9y8ybBKGQiCACOApbl1XMP+JHzpqMe3Mh8X4h9Z+LsaQ6SNcoQtfOYfvIRZlZNI3LtNW4bqu7q5odimJprJMkkRyaei7Xmg7IFbs2RBi/RoqKCECyXOq/5BFgOxowQD1yh8Y6yMSazqsUQLEPvOdi/K7BkwejX5PpZoCSzQLBAajQs15i2J8nmh37Pez79/sJtjAHbcjxicQaIKOuST25rb3yInu59nLpy6YjtOHHXk2vtyotYWTGbgK6yZk65l0D0nrPq2zAMlUxybsGFnv04IRUFHIdA2GDJlbXseuY0zUd7qZ03h5s+8b/Zv2kj+zY9zZnD+wmVlCFb92PYUcquuJPF668diPHJJjCVIM2/f4naBodKJ4BVdit2toi175xJXYFg3P7vBJNOJuGqCJpajpFppqQ8DJ3umH/f9DV87vrfkzy8kQ2vzKTl1FyimUUESypobXiBtuMNABiBIMVV1aPdYsK4cMlECCxH0tqXgrNzBDl/6PI8ZqQzyF03l0A6gySUcslE2pLlTbB19gmmxCULWx0Si7xJUdp0IOkWDl8pspFScruZIG6leFxNcY1q9p8HuptnCvrJxpGScFzSLWoIFRvURKI4SiupQB2OuRchHNbPiRcmkhxyC8lkF1QUqBeiqISkRApBKp2hod0ltB2neqmgm3nlTZxMXEasewf1sy5jd+ARVu+IUfqR2xG69+DW//Vwwy8UMMAbg/fn9QEYLJkAXPQueNoryyMUN2gOODlfpaimjOq5JWTpoDo4xkunKDBjHfrhx/t3ldeNo7zvCGSCEWK+leFnZUmurZuC88Im2u9+F1WRiacTUTUFVVPwjZJhI/roa3RgoY4mTXlEfOXKi1CLz1Mcg1AGT7q9p91nVWiRMk5kQzr+ljjScZhzcTUndney6+lGqmcWoek6F113A9MvWsG+TU9jptOIXpt0T4LDLz7Dse2vMX/NOhZecRVdjS1s2aNh253UlJRiZVejlRSx/o5FFFeOpjo6P5JJoLyMaOQ3HFnWyfv42/4xrwOfWPEJPpf4HDve5fC2x1+j+cQBTk17E7MueS9zVpZTVFVNJqlyZtdw1em54MIlEwSN3UkIvA7VXN157pfSkxocC9ObmTNIKlKgChVUhdknLZ64tJ01u00qTji8WuL5+zsOaSHpEa4hXAhIZmM8kG5kk5qlxmoClqMOTR7oWPThIDMOQhr0mcUsnl9KuFshZTThy9TgkIGAH6t+9cjfIxdk5jiQ6h0hjYMgKASOgNbeBP/06939R/7KH2OKdoZgeDYBUULx3CiLHjqKf9o8wlfmpTQfqQ9DbSbqCGqu3AudL5kAzFjnGpSjzS6ReKtIs0TldF2I+lQMDIXq0DhWcDPX4zvwMEiH7hLB/MAIBvt85BngByDBV8RCMwo4qNcspupnG/m3+54lOGtmoVbOGbce66HLL9kcDdH15MGC57w3Y6EIgTqSI8JkwCsJ0I++06695Byy4LbOLWfWkZNkjh7FP38+KzdM57lfHOLE7k7mXuw+1+Kqata+6073ggdfha4MfXMWs6c9wv5NGzn40iac7kZ0Q+H4JTpXvFhJc2Qqa6+dPgaRkKd9mNx5yKf52Hx5H/117nLvgm0yrWgady66k5/s+wkLPv5uLvr1DqInX6M5sI6iCj87nzlJtDM9oPaeJFzAZOL6uF+XeYYD+pKxTx4njrTFKA7oVBdNfJXYj648MnEsdyA4FilvzssICCUkilAILZ5OyY4dqJZD2vPYcjp7+MnLJ6jrOEPMskkpEumlcE9mYxR77pjdThQhHQSDyaTLyfJxI8biqGB5YBZS0albUMbvvtSHafcguRQp0zT7p5O86h9G/h65lWSqx90WWkEqKsWKSiSkMzWi8Xc3DRg7l20zocMhEkgTSyp0nNxOebdJ3Sc+jRMMGwAAIABJREFUPCxfUUHkyMNMuBNzjkSGkkm/ZJIjk5w6TIGlt8LL/+o+A+/F90vIYLPJ6aNUr2BG0Yyx+zJ1Gbovwq/eHiPtV/hGsHLsawrYTJAO+IuZHmvGL1ROLA2xpCjIyhd+S9fBOkzDh60ZmLoPS3e3tm5gagaWt8/SfZi6gaNqY+aoE45NutOkcZqPZKqIpkyq4HlRtcz1LDzLeI9xYahk0tcE5XPOqcm2OWU4WiOJF1/EP38+lfURAhGd7uYRykh7Um5xz07WvedHLL1mA4dfeYHQ6T7aqnrRMw4d5jyKpwWZvngcEtN5UnOpQgUJxbliYYr3XBxXG7Fh+gZ2t+/m540P8aW7/4b6T3+D3bHlHHq1hYr6CMsvKiP85I9HaP3sMC4yEULcAPwLbiTBD6WUXxty/ErgO8BFwLullA/mHfsA8Hfexy9JKe8TQgSB3wCzcbn1MSnl33jnfxD4BnDGu+a7UsofTvSL5dYBM6wTE710VHz6AXdl/dhfFM4zNS50NQz8n5tMHJtknmQSSoHiDxBeOZfolh3UnUpienOiL53ht7uaWZ3tIh5wsAUsPuqw4qBD4s1RKrszXLvDouumXrccbm4+8ar3tTqunSOWskn7a1B9KmVTAghAMW2kdJAyTcpXxZRRSdMrI5zscj+OYIAvRqDqCj4nS+2mRwmtuRzfvHnEvn+Mlld7WHX7Vk6aGp2bt2BNq6Z0TeFCS8OQIw0pQfcNTJzD4kxykklOzZXnS7vwFvAVQfVi6DwCgA9Bk5Wkhwy3lSxAHU+yRVXDqL+c2KmHAagYD5mIQmQiwV+EimCur5z96RO89b23UrVpEzLagJNOj5jgcxgUBcXvRwT8KP4ASsCP8AcG7QOLNgt6ZwT44k1rmV82v3Bbqftd6fN8IjfxNnpxK9FmmHXVOTXpBAy6Fkwl/uJLlL3//QjDoLgqSF974dQ+ZGLu+OhqgM4GSqrncNnb3wW/3cQW02be4elk1AiX3zCnYG2eEb/TJDsChYTGrTLMWr8nNedJJuAuLD+27GN89oXP8m/HfsJfzZvGytjz1P/lF5HHDtJ571fJHNw6qX0ak0yEECrwPeB6oAnYKoR4VEp5IO+0RuCDwGeGXFsG/D1wMe78vl0I8SiQAb4ppXxOCGEAG4UQb5ZS/t679NdSynOy6iWyZxcdfN5hpiF6BvzFrudIP5nkMgW7P1QoCXpZGYE509B9gosaLDLeV/JnMty9bhY3aV18+RcgTcnlW90JJtXVTvBQgtknHRp3NPOlj85n+pOe/79HJinHAgVUG0y9iqISQTrhSi1CkUiPbIoqyigOjLISzU3So5KJSq1UaF1eS1M2Q9FTTxF94gnUSBj7uKuu006foNI8Tqwvi3bXLeP3iVcU9yWyTdcYn7tOGUomeZKJog1IKgCqBnOv987zJBMEPU4aFbi2fBnjhV61GDwy0bVxuGCOZDPRgyAUFmrF/CZ2GuPWv6f+ve91D0uJNE1kKoWTziBTSZxMBieZRGYyOKkUMp3GSaVx0ilkbpu3z+rsxEmn3TaScbI6nK73MyU0ZeS+BkqHu2ZPNnKeZL//7MC+c5RMhBC0Lq9lycOnSO7YQWj1akqqghw5GcW2HNRBReMc15lj7pvg6FOw59dwzefdY9kEJ2yLmV1LKfWnqLtkxng74G5HKBcxYWTicOC3iL0PclsqBZo3fwwhE4BiXzEfX/5xvrLlK2yrq2fZ0yfo+9dvkdy2DX1KFVVXGfDc5HQLxieZXAo0SCmPAwgh7gduAfrJREp50js2dMm0AXhaStntHX8auEFK+Su8ryGlzAohdgDn4Ew+HFl7csXKSUPPSXeVUjkfTr82uLqiGFi9hBISo64KoRuEZ/qYfTxJk+YeD6VTqMJBOharXxm8sk23t5ANuueFT8ZYWhMB1RvQngE+Lb3Eig5kjSoipQrNRw8DIITEdE4DcNtVS8eY2D0d96hkIlAQ1My+iD9Un+aG1V8juX07yU1Pofn3k26zyDT30NmZpnWqnw1XvXO8v6QLJY9McraRoZJEbnVopd1cUiN+Hfc8H4B0uNTRKR2PhOHBpw1OLjkmCtlMpONe64uwQA0hTcnhnsOsqnaLSgkhEIYBhoFaPO6ujYzeRp578Fbs0vDEqvydDyx6mysh5t4J1ThnMlFQ6C7rQy0pJv7cJkKrV1M1PcKhV1t47bHjXHbL7IEEozlHjsr5rpSa8yYD7Ewcq2kBimmwcJUx/gXPZFV8TXbDvodg/yMu4UU8JwivFs1QNVcOyyqXcdPMm3g09jsWOibs2knJre+kZPUsfr1x+7n1aQjGY9mqBU7nfW7y9o0HY14rhCgBbgY25u1+pxBijxDiQSFEQb9MIcTdQohtQohtHR0dw4472cK638lCLG2OfVIh5IzvOc+nfsnE8tRc7uALJSW+iipQNCJzfPjQKe11B2RlupvK5k1Y9vA+mJ2t4EgkCmWtGbLpPN1wJgZSkvZWSaodwVH8RMpUGl57lUhQRQ0LTMv17w+WjaETzhngc2QSKGCA96QCXdFwpIMSDBJet46qD9xE2YogvkqNTGsfmYRDZkY5FcEJGnhzKzItXzIZwTUYBqu4hvU1ZzNxSfJNtuFKCeOEki8RDXMCKHRBATVXrh++CHOlhiY0DnUfGncfJgwzRatwmOIv/5NESY8KVYOqhTBliftXOe+cS9AqZhKneTvhRVNJ7tyJ3dfHlFnFLLumjtMHe9jyu2P9KV/6HVR8ETr8q+lr7esngYNRnermJVSmG6i9agKJFM/VZhJrhZe+A7+8HXb9F9RdAu/8IVz6kSFf1BtvBeaEG2beQCKi0fyRG6j91rcofc97ePHUEzziZbiYLIznSRUaYeNOMzPatUIIDfgV8K85yQd4DJghpbwIeAa4r1DDUsrvSykvllJeXFk5fPVoKgOrxLnWkXF2d/xo7Uuf3YVdDaAHBgKxjvwBTr40IJkIgWM7BBOSp5szPLCzlU5MGkuq+384LQ0i2kQmbxXiCI2sXonZ2UFnqpZT0z9Dyj+DeLu3utKDHpk4pKTDDc9YXHTAVVsooo/O0yeZNy1AcNbAJNifnXdE5NlMfJEB19xBp3iFuoTAzhf1Yy1EcfjNVMiaJlkklcVn4SmUizVRB3J7FcrN1Y/RyMSTaC6SGuukn4VSHV2SGeH6tY4+TjLR3Ekmf9UqZT+ZGNkks0pm/WnIZAIS2BsJQjpuPNXiarBt4i++BMD81VOHEYpMRWmMzuKFTT6e2zqbPx65kf3PHsVKm+xsWo0/E2e2/zS+ORORls5SMuk5Cc99Fe5/Lxx8zFXFvuvncP0X3RQ+OdVtrl1FGcE7ECoDlZT7y9k9JYtRV8fh7sPce+Y5FhvjL6I1HoyHTJpgUNXYOqB5hHMneu33gaNSyu/kdkgpu6SUOcr8ATBy0ehREAsPuFH+Wfx7iOgZHt/TPLAKOUe0nAWZdMYztJzYT6tWw962JBnLgW0/gT9+fsAALwRaUqI40GOESZgS25GcnjtQHU7PSGSym1R2wIjYUflWmms+hHPwDGpzCVJAW/WtRFs8P4ZACdhZyMZxum3qzzj4su5EfKZhH5rhY1aNn0ilgWpHUa0o/uAYE2m+ZDJSLIA3kSvtB5HdeX7tsVZe02DbFIWktJGAGjqLcqP9ZJKv5jpLycS7/jJH5x7Tj0CAMYE+KSq/zBZxjxUYrmoreL7XzyG1bBDCJedMjAVlCzjee5ysnR1/PyYAK9lJh3CYEhzFXvIGhgI4gBG2MGbNIr5pU/+xfEJ5+TdHefo3nWxuvpZYQmXmwhBTw6fZ/1ILT/z7buLpMmpanqFy7ZrxeRr2dyA3DsY577Qfgqf+D/zmg3B8Eyx+B7znV7D+swMlsaHwYkU13Hd8CIQQLCxfyMHug7Qn2/nm1m9SaWb4VO04MxOME+P5VbYCc4UQMz1j+buBR8fZ/h+BNwkhSoUQpcCbvH0IIb4EFAOfzL9ACJEfEfVWoLDj+xjoiQ8W4f7vYzu59/njbDzUfjbNAQwioli6cJXD0fDDF47TfvIgT7WEuH9bC2d681RxjkUCiSM947sQfOimFXxo3VymlQa45y9uJxQxcHQwsuDP9pBOxryy7YJUwF0tZU5aZPQATsR9tF2n3Dxa/SqoVA9m0sFSQ2SNKmwnQXvjCeZffgU+XaHY70O1k6hOEm2oIbsQpHT1uWORyZmdOPG83z7WwjafRiyikvK5v6sSOgt36/GoufIndm2Ue+Sfl3spJ6DmQqiouDaicUsmMGAj6GtyidkIu3/ZOPNL52NJi4behpHbOVtISeee+7EVjerKMVLGvEERz8bZq1ic6D1B+Kr1ZE+cIHtqIGV+jlBajvVhZkwuq3mWG99XwyVvnce6uj+wdnUUgYMt9lORaiS0epS4q4IYR9CilHBmBzz+KXjko9C8E1a8D977a1hzD4Srhl+TG6v5qklFLajmAlhYtpDeTC9ffPWLOGaCv84YhKeeRfniUTDmiJdSWkKIe3BJQAV+LKXcL4T4R2CblPJRIcQlwCNAKXCzEOKLUsrFUspuIcQ/4RISwD96++qAzwOHgB2erjbnAvyXQoi3AhbQjeslNmHYUtKiSY4ZDlck1f666PGuFjhxBGauI2s57D3Ty6rpZUgpOdYRZ3ZleETdseVILjJ30SPKsOU4KscNgZrqpERN8+b1V1DWrmDvlpiOxLQd2tr7iEoHy1EIJyU+oaGWlYHwvKxUwaK3ruKBXVdS1/BfzPFlOB2N0VH5VjK+qQiZQQofXcVr6C6rpjqQJBH109ecdik74KWFSPWQTflpqrvb/U7WUQxFYeEVV8PTTxBBozoZBemgqmMMj1xcQLILpo7g9ZQjEyD/dUr1nmKfsACF1gooagJxTpLJJKi5ChnNjeGZcMd1/XjsD/mSiePApq+6/Vv2Htj5c8hEWVDmpmXZ37Wf6UXTydgZMlbG3eb9pa00WTtL2h6ytdLDzu2/Pt5Kqu8IhKuYEplU/5fXDZrT7mLqhdhx7rzxCrrv+xnx558fVBFx/uqpTJldQrj1adRXjoG/iC/v+z51hs0Hwieofv9CfvqZJ1EjZfgXTrDi5Wg2E8eBxlfdEgbtB1xvucs+BoveOva4EwUkX9UYZoDPYWG52++edA9/W72OqWfud50dJhHjijORUj4JPDlk3xfy/t/KCN5YUsofAz8esq+JwvYUpJSfAz43nn6NhW+Xu9LDFcmBH/705oeQxS8hPvw0/7HpBM8cbOO7713BwZYY33uugX946yJWTR+sS0ybNp+4fyc9CZMvJ34CwH5n/YT7U5JqRBGCyukLmWK66qe2vjQp0+bh104S9Vv8r6cF9QGFIi2AVl4OvZ7Nw7E41TcDBCTC88keO0xmfhXJ4GIcFRQbbBV6g1MJlB9jzez9PNN6LdFuBpNJshsz6YrLUkpsp4OamfP608pHFA0zmwLHGp9kgoTUKJKJt4IaRCaOzZ7oCcyQThkqxyv7WN4EWvhcyERnZDVX3lBTJ0gmE5FMxiONDDrfG5eOBXsfgNZ9cPXn3SSDvghk4oT1ENMi03jwyIM8eOTB0dvLbxq34Jdf9eNTfe6f5m6LjCJ8ioGv9RB+vZKiZXczr7RAKpwLAZ5NYVe2kw8UFxNcuZL48y9QescdiLyaH8WVATjjeXP5wpQ/sInubILtRTupqJhPXZONtnbexFRcUJhMHBuOPeuSSM9J1zNr3adg3psL2x0LIT/GKgfVGFEyqQnVcOmUS7lkyiUsaXgV/EXnlo25AC7YCHg5gsFLxUFKB5GN09DhDp4zvSn+a/NJZlsNZLLDg7aiaZPm3sE2EvssbC9lmdPudFc2i0jAXTFlbQddVXjvJTV8c7NgSp8g0uOAX0EpKobogCrEtA0UwFJDdGxqIVvt5n+SKmBD2tfO0Xmn+WRwF8WhuQjZSjLhpU/3e2SS7kVmXEO3IxMYRg8zluZWKAJfnuZzzGA9objuxrY5Sv4kzwAP2AIc6bDv5EZ+JxKEfdO4Qi3lqXntpDS4ouwsXFP71Vy+kdVcub5KZwzJpEDG19HUYkMxHjtJofO7jsHWH7qp7HMxL76I218zyV1L72J/1/5+UjBUwyUJjxx8qksahmr0k4Y+1kLgyFMQexiu/QLMuXZi/X5DwX1Pm500rdHTRK66iuTWraR27yG4ckidlIxbpdMUKrP2d6NmLY52bae3swTdgqrLL5/47fNdg60sHH4Sdt8PsRYonQHX/B3Mvubsx87QfSOQiRCCT1/s1ap5+QduktNJ9t67YMnEGRIlXGu7K/w3pf+IjAQhGyeVdSWXrz55iFXZrdyR/AXmmRDMvW3QtYV4aSiZ7G/uw7Ily6aVjNinskwTMb0cfGGKQgHiXjuaJpgSUVEtUIVwI9HDAX7/gwMU+ySXORq6Y5GxfaAJskYVUoK5udmdqzUBWYmQhzFqmpjVK7AD5dhKO5nsfBwpUHJ5s5LdOLZb4MiRCcJ6nMr6gXodPqHSU6qiZm3XAD0ahIC0FxVdMC8XeZKJIIvkno330NV3khAO7539dvSW3aT9gr2LVK4ZWrt9PMhXc/Xfs8CwVlSwndHJYajqQA9OzDV1PLElg/rk9fOFr7v3uuJTAy94LoAvE2N+2fyRI9PPBrbpFmermAuzrp68dl+HuLF8BUf62mgQNruaXmLDqlsRuk56394CZBIFX4RYZwuqLWFWFeUnWuDXz2IagtrlaybegdyYOPgoNG117YtVi2DNX0D95Wfv+lyITEYwwA9COgq9jTBvw9ndd7QuTXqLrxMk5IAkIZG8J/lLPhP7OnhGbrIJShIn+GT82+gyS6Xjxqoku04Pa6uQFGIPYRjzN3eR/a/3kLVGNrTpdpK05k4SkeDApCaEIGklCSXdfFwA2eJqEr0Zmk9LNjXeTCqWIWP6QBW0Vpdzeuo0TM+2HqreRyIIVXUaX/DN8ryQijH1HrAlzzXezHPPlxDPRrATvdhUYzmdqMlX3H75BiZiA8Fv3lXG/e8YT2CWGGDaMQzwZdJta1pkGp+ouIx7zQjXLbiNKb4BEtKVsyETfWCbUyWMJJnAxGwmE1FxwVmsLr1+xlph3acHE3LOJTmXxHIycfAxd2V8yV3nHMfxescHqi/ny2aYqVJhZ+tWhK6j19aSPdU4/ORsHIwQp+//KVJAxW1vwb4uRMoPPbM01NDIC8URkRtTR/4IpTPhLf8Mb/t3mLH23H57UcBLrHQ6NG0bFGw5DO1erPkk20vgAiaTXtIDjhRDjkkpIRNnQ/Q31FunqLcbUTyN/ivHexgKp4BoMpRgKtInKTHbealheABl3o3pD0r0+wZJmUkrRTAJqnfc9lKYL17lI5Yt5umH+oimw4BECthefTttkZVIAdOrdrNn0cNUV+6n2EzTElW4/3cHSGdiSCtLZ6KK9lZ46tSt7N0XQjom6ezz9BWnEIDh94hNCIyJDIn8LzAGmbzZMfhxtojPXfY51pigR2rACDI1MHCdcTZJBHOSiebLi5wu0E7u5RtVMhny3SdifM+/x3iRI5+518OsITY4v6fy81LgTBrMFOz4meswMe3SyW379QjPIL3C0djfe5SMncGYXk+2sQCZZOJkEzrpp5/j6EXlLLr4Jt5UHuDknVOZsjIw8cUFuOqkiz8Eb78X3vJtqF05OeqlQgum1X/u7n/uqyPnb2vb547zynHU25lolya9xdcJMnJAdziUClzJJI7iBdFZaCyrjXjnDn/QhZ7LMILxPj6+p2XEPgnH7p9AhKqj5a1MEnaaYMp9IIpPYM9zVw7zlgW5dvrv0HXIWgbByAkkkpQ/SWfJDGzVZq6SJhNoIpgSkIkRzbr2AyltsvZpzJjDwsaHKTb6OHSyAstqRtNNqlWVDQvTGIGBPFK+XOzIuDAeMsnZTASB3Pk9J1x9MRAxigl5UotxVpJJXpxJLl6joGTi3XsikslEyWSikkn1Uph/I6z5y+HHjAE116Ri74NuludL7550nfnrErY7JpY7OqaV5kDXAfT6euzubszWIZUGMzG6t7TTJ9LYt1yHXjoTRajckzC5WvomPh7ANaiv+iBUTfLkXWishSvhik+6hLH7V4Wva9vvpqjRJ7987wVLJulRyERKCdkEqkcmtlAJaKL//6HIqbQC+sCxoZJJ7tPRtjhH20aaABxyE/DxRDNbAwMslTCTbqbgUoP6d5YQTQYJlfjQfTrFvh6uvVlnfvURysq3s2vJd9i74Pvsn/Uyh+fsokrAR4+VcWRfmF1HE+xs0vAH/KiBDFnrJE5iH2d6DlN37CGm+bcis4dQVMmquiwV4XymFBhCmQCXeMNHD44c3Df097Qtt+iRRyZC97n12QFjot5QkKfmMsap5pqAZDLRlehEJZNINVz11wNSSD5yNpPsJKq50lHX+Dt9rZuu5L8DPBvCIiWAT0p2tu8ktHo1SjBI21e/hh0f+H0zzZ30HO9ix4oIy2evdcdWUY27SNH8E18snE+MZJ+bc50r5W778eBSF+BK7u2HzouKCy5kMmEgqHAkyUTzzgk7MXyejWVmgZT1OSmkrnSAzQvZUQK6il9XeGJvYelEOk7/gPz1qT/yYNi9vwASdopgUqIFVIQQRGM6xRWB/snS0GyW1eylyPMCQ0haq17jTM2rCAQdntfXvjNQUayz4ea1GCVpFKuLmLWfw2GNF80Axw7uQNi9zJkeZ9HU4YGX/WquiaxaRzK+w3BJIHrGfTnLvAwFmp+p0iOTszLA53lzjarmOgubyUSi32FyJxvfeZBMdv3Srf1yyYcnr83XOzw1l15UwxIlxM62nWjV1VR99rOYrS20/9+vI7Mu4fRtayFuwMFlpSyv9PJvlXjOKRMdC+cbhVyDwX1vr/iUO36e+7LrQZZD9wm3DEP1+VlIXLBkYklnRF8kVzKJ90smdyfupbblGQCWmHuHnZ+LfL9lRS1FXkr24ZKJRFEE18wt5YUjHUQLJIK0HRtNVcnYGfb3NWAJyCJBQDLeTjAFRlDFkYJYXKOoMi8th2OBdLjM0Xi77eMfzZzILVzPLgtKgw5Xzs5w7apSIiUl+EpNVDuFbmc4eTEYdRK/aRE000ytKix+aGN5cOUjRzijlVUdKgn0nHS3nmSC5mOKRyZjurMWQs6LSzUG0nxPmgF+ojaTSXyd9IDb3mSRSbzDzTo753ooH0dJ4QsFtum+Q+FqVjg67al2mhPNBJYuofKee0gfOEDHd79HtrGRxIkYB5aGmFmziHDOAaLUI5OzsZecT4wmxQdK3PQrXcdgR15qw7Z97vZ/JJMJIo+xnSHzowTIxFEZSDyY77k0lChyH0OGSnXEh6q49eWHNwo3LSzGtCVP728b1iXHdlBVlQNdBzAdGyEgrngZSaJnCCYlfr8gli3GkYKiCn9eNlALkKgI3m37mS81rrcNbmio4pfbgmRtQX2pRX2ZjTCCoBr4g1CZijMl0U2sPsyTq9NUTukjrHQTNiYYrV0IuclzNDIZ+hL2nHDvl1vxqT6WOxpzpErZ2aRAz0Xpq8aAZDKSDz6MkU7lXG0mk+hpn5efa1Kw4z5XDXjxhyanvTcKcuUJQpUsz7gplna27wQgvG4dpe+7k8TLL9P6D38PCjy/WB0cwFlS724nkvDzT4GxpODpa2DBTa402uqRSNt+V4sQOT952C5YMpFjKP5lJoaapwrLX5APde/NqblyhCMEwxJG5vy06sOwpLaIP+5vHRQ46TgSx7FRNc0dzF5bCcUlr1Q8iuqAzw/RTBkIhZKq4OCUG0NSMnzYCuDr1Pq/acjw/tNdMtH9CqWZONLIsmHW1YS0AD9aI3jwFo2wHI1AJmiAH5VMhhj6chG/ujepa37mSo0vm2GM0aLTR0LuGs03ugE+19dRVWlDfpOJqjYmUzKBySOT3tNw6AlYeLNrA/jvBDvrjodQJZXpGHWhWna17+o/XHzLLURu2IDd00N6rk4iMBKZvM4kk/GMtcv/HMLV8NxXIJuE1r3nJVgxhwuWTPInxKHOWFKCzCbQ8lKi5/8QaXNwVbScpKJ6RXQEYliciXcAsknWzqmgpS9Nc15m4aRpo0gHVVHY2baTYqMIIQQJRWI5DmbKQUGg+aEvW4pQBJFy/xAykXTEFc/DWNCXEjhSsHpGlitnZ6gv9fqtu7YWv6pgqdBTIpgSqOLt5SswkUghCOVPnAWzBYynJOl4yGTIS9h9wvW3zyFf7XQ2g7yQAb6QIXxcksnQoMXz7M01FiaLTLb92P19Vr5/7HMvNDiWO0bCVSAlK0vmcLDrICnLTbIqhKD8wx+m8q47OLpcB0VhXlkhMjkLT67zifGQiRGCq/4GYs3w4Ifc2KIZ685bly5YMikUGzLoeHqwZCKEwO95a2WGSCb9JQPy5jrTHn6OADATrKx364TsbByIWUlmLBQculSL9lQ7V9SsQQAPFtv8S5lFNGWjAJrPpi9TRrhYc0uK5pFJe5/NHw/6eb7BR69TTGvM7W91xKa+zEbLzWWeZBJEcGy2j2MzBEW+IjZUraJKKqjAoCk1l4JhwnP5WUgmfU0D9hIYMrmfI5mMpub6UxjgJ+rNNRYmg0w6G9w8UEtvHd1R4kKFbbpVCENuvZblwVosabG3Y8A2KhSF8PK5HPLZ1ASqBlec9EVctdD5Lll8vlCzHJbe5gbGLr8D5r3pvN3qgiKTgy3R/qJVUkqE91eQVrKJwTYToDToTkwZa4hk4rGJ0l/oCdLmCEFB2SQ1JQGmFPvZcaq3f3cya+OXKQ5rbv/W161HCIhpghYftKQthGLwVNcdnInNoLLWm2TzyKTNq7TY1Kvy+C7BtkaDoC4J+4dMwnoANB8BBM+vD3FkjkrEKEYPlPFnVoDbbP/gVCmDvJ8mkHMs18REDPCONYRM8tROZyWZ5IIW8wzwhSb1P4Vr8GRLJl4a+nPCa993J8Rl756cPr3RYGfd8e25YeA4AAAgAElEQVSRyXwlQMSI8OKZFwedJjMxjgibeSUFCl/d9C24+HXmAZdbFNWsGP08cDMRv+0/4NK7zm+Xzmvrf2J89sE9ADz2F1cAkitfc1h8VCKvz7nXKmQtB4lEZuKoeTYIRRH9WpK06bj6xcoFoOr9Us4AmYhhqjBw1V+YbsGqlfWlbDzYRtZyMDSFRMakWEY5oJRQF66nvmiG++OrghIpKEo6ZI0q0tI19C242EvdkEcm0bxck7PrS/CnmphSCkIRg3V5nporKOlX/UR8RSBVFkmNRXbeY7/1x3kr1rzJfFzzek4yGWXFqyhuf8y82i0jSSZnY3PIz83lTLI31/kOWhwLvsi5RcC37IbTW9zJJOdq/N8NjjmITLRkN1dPu5rHjz3Oga4DLCpfBEBr7DQxIZlXViC4cJKz604KjBC86z6IjMMGpqhQvei8d+mCkkwGQ7L4qEsCOW8uJX/lm40jcCgNGdSXB/FpykCCz+4T2L/9czbd9w/8w6P7+d1ON118v82kgGTiIDybiVtzfWV9CRnL4WCLOxlk4j1YmBxz+lhZvRKhakQ8l9hpeoR3xA38QXdgLK7YTrjc8x7JI5NEWlIVttmwMM1ll81lRZ3J1FCy8IpadSWTfjIxigtPKAXcRL9ddRXfpEBBnqEYj80EhhCGGNBDw+TaTPoN8AWG9bjIpECix4ngvKi54hMv+QruNa993302i98+uf16I8G2XDWXL+w+z3g7N8++mZpwDV/d8lX2dbqeTof73Cqg8yrfQMGcpTPGn7L+T4ALlkwGpaDv98bKfaZ/0jdUBZ+quJl6vRPsZA9p0yHddpS9Z/rY0eiqq5Q8UhoqmWSF7tlMXMnkoroSFEWww7ObmNF2jhoSR1FZXrWc1P4DrNhnE0xKprQaBPskVqgKTbFYVL4Dqehs+e1v2Hjfj3i+wcfLz++iJwEhn6Qy7KCE8ifwAmouVSfokYmOwK8HC0daD//hqNXDTBPj8awS7iQ+1qo3f1KO1Ax4csGQ+iJnQSY1K9zJsmzmJKi5hnpz/X+MM4FBaegnjMZXXZfQVR8c/Hv/d4OdHZBew5WQ6KBIGHxh2o1UB6v52mtfY0/HHo7ETxNCUFtIzfU/GBcueDIRgO3xSkXYnbgkIAtUPsvNJVnLwfISci2rG8gUqvRLJsPJxMppDL0XP2CoLJoaYadHRE68k0M+SUAPMa9kHt0/+QlLdlqs3WKz5A/dpNsdUoEKiowehIBoT4yjW14m3tNNLC3oONOCpkhqir375ksDQyUDzwAfkC6ZRKRAqNrYk35+7YXxYNZ6WHHn2BJFvhE+X8UF567mCpS6+YhUfSCJ2mQZ4CdsM5lkrfHZRsE7Drz2A1c9M//Gye3TGw2X/zms9XKfhVwy4cQLFD/zj/yfuhuoCdXw9a1fZ2vsJHNFAGWs6qL/gxFxAZPJAFlYEny6gq4OTHq56XJQCWXvw8aDrVi2ZLZ9jOkl7uBanX0V1Yx750F6iJG+P9AkO7CKXFFfyonOBD2JLJm+VvpUydRILc6JU2RPnkSVgintDplyP1W3Xkq2cgZFPleSOXPMzatz3Uc+zlsui/C2OU28c1mCmeV57r85VA6pdaEH+r25kA4RhLta10PjmLDdqvLjUjnVroJVHxj7vPy+5tKo/L/2zjxKjqs89L+vqreZnkWzytoXW7YlL/ImW9iOkfGCbYKXYIwdIHZiMOHFWTgvj0BICCHJOw/I8pJ3OBAnOAcIYBITQIDBGJk9LJaNLcuLrMXaRrak0YxmpFl6qfreH7equ7qne6ZnNPLMtO7vnD7dfetWdd2u7vvVt9zvC3Gc4p3jica/j6eZhAJmMpUWZ9pnMtU09Ds3Qd8uuOR3ios6T1U6Ti/+P9LdRphkjXBu3fpV/mz9h1jYtJDB/AhnxU5Rv9I0UZMwEZEbRGSbiOwQkQ9U2H6ViDwlInkRub1s290isj143B1pv1hEng2O+U8SrAgUkXYReSzo/5iITCkmLzFUTGdyIKb8r/YMfVEvdSBNotNX+Lrz8M8ZyXq4IiwbfZEFXg93DD9E+y//FjBCZyRbKkx8PPJowXwGFEKEH3/xEEd2PIm4MRLJNMe+twkw6eYbRsFrihO/55/IpJfSkgiEyUsv0Dp/Ael5bXDH58zjLZ8p+huiE293WV3qeKNZZwKgPi0q5q7ZcYztuCqRnP3TmhokcodfrplAUVs40c+cyAEvTuW8XdE+USbtMzkJZi6YnBM+LHzVcUbdF76aNOlOGD5S/I8e3EpL704+vP7DvDm5gA2pBTN7fnOcCX/9IuICnwRuBNYAd4lIeWjAXuAe4Itl+7YDfwFcBlwK/EVEOHwKuA9YFTxuCNo/AGxS1VXApuD9pElGcmP9LOWTFfiVYyYb1ahmInzPybJTvIJmckXmJ4VyumnJFBY3uiNHAKOZ5DwtrII/Opzl4eYRHkhnS+zbKzvTzGuM858/2crazBO4nStI5OD4T35M+sorC5+nyRgD/TlAaE32k83Dod27WHRW8DUnGk2OoM4zImYagRs/Brd92pgyFpxfHHwQGuwgpBSjmYQTbLIWv0kxu/G0ELXZt60Yuz06phNhIgd8LDW+9hMVBrHk5O/qp3tlcXitJmPmevGbMHjAhIHWeeGrSRMsXGSgx1yrxg741edpSjTxjlgn7ak5upZkllDLr+1SYIeq7lLVLPAQcEu0g6ruVtUtjF1s/kbgMVXtU9V+4DHgBhFZALSo6s/UODc+B9wa7HMLEGYn+2ykfVJIsPBQBHJqIrGiRoiog/5fYiP8afw4IsX5wPMV1xHSksEPJhmhNK3K4y8e4i+/8Rz3fuanDDoe2+I+uci6AMcR1i1vp805zsLWJLHmDhY+fwgdGaXlphuhxUxW2bgw2GtCZ1uS/bwy6KK+z6KzK4TzRU04S9cbrSTVAjf/v2IIY2DmAljjO5zlu8WBTSRMwu9lOifG6EryeUvGbg/9Jif6mQuDTK+pChXxRCaOfIkKkwt+88TOZTqYbBr6QuGr82HJZSfvvOYq6SBC8eheiDWYtTc9T5lAhczx2Zd/a45RizBZBERr2e4P2mqh2r6LgteVjjlfVV8BCJ4rxqiKyH0isllENh8+bKobfvDYX/MbIw8D4HhFM9RQXHAdKURjaSRzl0pRqAiwpK3UtNHIKGH+YQk0FMcBVPnHTdt5uXeI/9m9maaki+8Ie0aPlOx/31Ur+d83n0Vj3MUXWPKrA8SXLCF55pnQZia3TFwYODxCLOHQGDtOz1GXRKqBrmXLxw58PCdvaLOPBzm9RPiTXAM30BgRJs0TT9onSzNZur6yA3y6zFyv+314279XXvci7viRXOWff/E9J3Yu08FkHfBb/8vUGD9VCl9NlnSneR7YZ35zq99sbsR+9e/mO65Fa7dUpZZ/b6Vf5RRK8ZXseyLHNJ1VH1DVS1T1kq4usyCpyzvMlRmzsjU/mi98SCJnDl0yDQeflqWU6H+wIe6S1FH84GuSwKnviBTK/H7o8jSXD34HWhdCsolt2b6S46XiLm1Jc9D0oRFaegZovvZaRARpS+I5KQb0XPa/2E9LRwOD593L7tFulp67Fqdi9ttx6o2EgibeYLaHKd2jAijVUkPUUY0O+FoJfQ9L11fe7k6TmcuNVdZ8IDBzTRDuPB0+j/PvgJs+ceLHgcmloR8dNNX1ll0Op503PZ9fbwQLF8kcM99tvAHOu8OEUY/0TeBPtExELf+e/UD0H7oYOFDj8avtuz94XemYBwMzGMHzoQk/xc/DC98oaXLyfkE6xUJTOkJGtMRnMhr5Bo6jJQsbRSDmjaAFYVIsZuXgI+qzYMsnId6A33UmiMtLuQrOUs+kvl609Qgac2naYOp9x9pT9LVfx3D2EhpbEqy+vIPvPr4NZ95izr/uxspjHW9hXEGYBJN34Y4/sk+qdYLMuZTUqp8WCmasKudeOM+TeDcd+kzGYzqisV73e9NXW30yaeifeciYw9a9a3o+ux5JNhd/A2GE4Tm3mqg9VWvmOkFqESZPAKtEZIWIJIA7gY01Hv9R4HoRaQsc79cDjwbmq2Misj6I4vot4OvBPhuBMOrr7kh7dQYPoD/625KmmFcsjtXVq9z1cI4vZ4f5s+48iuIF9cZHIgrRvYlBnncjmYRFcPMjhbrwoWYiIrh4rMv9klTvVrjsd/GcGIjDS34xmqtAUIc61T/K8PwW3KYm1FeWdXSB28Si9DDX3rOGzPBeMsNDXHbrW2lsaa081sKEV0UzcdzIqvB42T7AubfD1R+qfOzoqs7pnNjDhInVNKKCsDmJDuPTr4ZVJy/J3UmjFmEydAS2PmxKtp5Kha8mi4hZuAjGZwLm+w0zBJyqKWemiQn/vaqaB+7HCIYXgP9Q1edE5KMicjOAiKwTkf3AW4F/FpHngn37gL/CCKQngI8GbQDvBf4V2AHsBL4dtP8f4DoR2Q5cF7wf/xz9PC/3RibxgR66sq8W3l60xaN5SGnf54FAHvBiZoIbFUgPKbHAFLZbPOa3pOhIJ0gnXWLeSNHxrkWnflqHuHnk6zgLz4ezbjIOfXHo0zy9w72lJxjUoc7lssQTZuLc/O3d/KjnBho7Wmmfb+6Iel58nlRTM8vXXlR9sONqJq7RSkJBEJqPopN4ywJYfkW1g5u1GsFYpo3wj1tVmEyhjslkWf1mkzl3PGZTje+QZPPEDvinPmu084t/+7U5p7lM6ISP/ubOe6sJ3jhJ5WxPFWqKfVTVR4BHyto+HHn9BKVmq2i/B4EHK7RvBsZcPVU9AlxTy3mF5D0trY740G+WeGBSxsqEH8yPOcAJhElGlLc/nONIm/CVN8f4QmyUm1NFrcDJDyGBf0T8oplrWX4PjTqMc9Hd4Dh46tGdaOHQ8BFe6t1K59INxRPwsuRQPC9HMtHI4b3HePmZXsg1QLKdVKPgex4HXnqBpeesRcYL6Qwn5Go+k+gCwUqayXg0dpjSnuka8nJNhvCcqo1ruhzwJ4qM44+aKZLNxh9SjYEeEw589q9Da61xMacwod8k+j9pmAdv/seZOZ86oi4C0R1/bL31St789Zs9bvihR0aVLYeMOSs0anX0K/d9Lkdnb2l0sxtZN1LwmYjQ4QfaR/AH9tVnRcNpJBFeOvJ86Qd7OY6gOD7E4408+Z09pOclaUgajSWR8Dm852Vyo6MsOnuC+szjCRpxSxfaFVaW1yhMWhfB8UMm0+p0Ep/IzDXLhMl0+otOlInS0G9+0HyvF9WQicBSjOiayH9mmTR1IUwq1gms0JjMwun7lP6hLKOkyKO8mM+X9PmNb5W+j3kjOOEnBLmfBOj0e82r4E7n9J/tY8VPDnK67/JS37bSD/ay9ImP48MAqxjsHeHC65awrNuENCcSPvue24LjuCxYdSbjIuP4TOafU1xrAUVhUqtm0rLIhAUPvjLNK+CDu8CqDvhpWmdyosxWzaTaCvjeHSZ1yrm3Q3qCzM0WQ1OgdZ/KyS9PEnWbuEeBbLyDTMNSmo89zUjD6TSM7ADA80AT8M1mn22ex13jHMct8ZkYPUbECJMBp7VgSjpt51EW7h9C5wn/2bGX0fwoqXCSDISJeGkOZlewdNU8Fq5qo/mZXp7d5vHsMy+RiSVZvPpc4skTiDi6pMxmPp6Z68w3jk3DEtYHH+wp/ummg7Zl0L3GpPioREGDsprJGKJp6MuF3BP/ajSXU7Xw1VQo+Ewaxu9nmTR1K0xQeGXR7wCC7yQ4Ou/1hU0bmh7gSF7piSupYWW4YSWOn6G380ba+n+Ip330C/xlfIj35yK5nCI14zv9XvqcyOI430cQzng2j78yz66BXYXCO3g5+nwf1QtxEikuvM7k12puyjM/8Sh9ehqX3voOVlxw8cTjKtzd17Asp1JocMjVfzq2rSWwuedGmNYJNdUKt32q+vaCyWGmJ/Hg82dTMaRoGvpo4slXnzXrIy69r7bSAhZDwWdiNZPppi6EiedW+GGookFx2mzitJJNmWwKccwq+EQGDnUXo3wOd93GSP4z/F7ahGP+xDuGG2okkdDgFn+AnlTxTls8H0Ro3J2n5WiWbX3bIsIky/EhD5xW2jtTpOclGew9zLHDI+Q9pb2ziTMvqxZhVUahWNbYSo9jKJi5arzMDW3Fqoivpalntpi5Ygm4/q+NuXC2EF0FHwoTVfjFP5uAiXPfMnPnNhcpmLkmmRHaMiF1IUx8xvcJDDeWpmgfyTQiDYoPpHJjw1IfGs6SRrnuB3m2v05ISVByVn22SJ7WYM5b3FG8IxTfZ2RhG7GXB/m1LTleOvel4gG9LNlBn4QTJ96S5sj+fWx68FNkD/bgZB1WNk3iLil0wPv58fvB5IWJCDQvMOnLX0stYaJ1KK8lK35tps+glGga+nAZxL5fGM3kyvfZO+zJkmqB6//KZgk4CcyCf++J41Uo5uRr9clwJJtGGnxQZcFB82dVVTLedlyZR2rLO3jL4W8w0HoZy578OQOXGEe5AH8TN+tZ/r2zhdjSYpZR8Xzybc00OUnOenGYJ/ZsxV/n44gDXg5vQBEnRlYH+d6/fpVEQwPzOps41HOMlpZJpDoPTVaTEiaTWD/RstAIk9fSf7Fyg0n9EkbaWIqUp6EPC1+1LDLhwJbJs+KqmT6DuqQuorkETC2RgEzex2fsalZVH1+z5PIJ8vicvcXjjN2NZPLbOZ59nJy3j9H8s4xyjAPzb+VoXMk4b6Rr36tjjhV3BIlMuOqDunFaV6dowGXVz/ez71iQ49LL4g54jMR89j2/kVRTM9e/5w+4+sozOHt+jqXLumofbCgYKlSKHEPogJ+MYCj4C6ZQd3yqJNJw5hxcnf5aUJ6GftfjcGSHLXxlmXXUhTAZ9vN8cH6eFxJmgt3bN4zqWJuoc/wRhrI/JuPH+VrrqzT1N9DbvoGst5eR1DGOpw8CMJp/gaHsz8h6exjObyZ9aOzErZSuEh9Kvp5XRjeQT7XSsnYFZ28d5MW9TwHg5TMkBxsZ1sOkmtJc/57fJz2vjXgywSVLczQ1TUUzqcFnEvoiJquZgCkiZJl5omnovTw88aBJmXL6G2b2vCyWMupCmOSCFerbksW7aSVesPqrKsP5zRyYZ0wF+zMJOvZdSi59P9ng7l3dUfq7RnD80cIxEvkhUvEYnn8Ur0yeDETu3F8depW8tJDTVjbtu43m888lqS5HH/0OAP2ZY6Qyi1DxaF+4gIbm4G6zsJp9Epch3KcWzSSM8qm1pjtAUxCsMHK09n0sJ4+oA37bt0zY9jpb+Moy+6iLX2QiSCQf9ZL4FEN6c/5+PO9IocPQyBJW9Kwg7/UynHsSgHetznDfSp8V/XuDvYTGc/eQSpia6OlUaY2MV8UvRB89uvtRfPVIx4bwifPjbWdx/MyLaPrps3i5LAcPHyKTWIrqMK3dkcJNU3E4O5PwmYQmksgq/glptIvfZhVhGvqhXnjys3DaudVT+VssM0hdCJOQqDBRLQoTzzd11UOfvA6/SCbzU0ZzzxT6tKd9utRhy3kZGuJraeNMruxIkohlQOF4xixyWrXT47SDPgfFFJAazY/yw/0/JOv1cOTIJlzvEXKjezjU8iackSb2fv9b9G4/wGCymVjCY+VFkfTk4+XZqjrI4JJpDWauUDPJTkaYVCgsZZk5wjT0L37LmB4vfc/Mh1BbLBWoKw9eiWYigflKFZEUjo5yzbIMv3zObI+JS5iBqnn0MDEHGhB2rVAu3PoI8dwRWhItuPFRoIHh0QSKcuETSUSVodsVBH7a81OGckNAgni8gWx+mJGRnzDCPvZ0X0XL1x7h+GCSEQ4yf+FiFq6KhCmHWsakzFyT8Jkkg4SVtZZ9BbPA0DK7SDbDwH6jkSw4f6bPxmKpSF1oJqFHwIm4BlTNpJvze8h5+xBnkDM7ihOwH9TwnZdV1l81AEAKyMcgmX0VR3O0IMQTZp8jQ0r/iNDTupye1mUM7XVRNSauZS3LUHwaGzq49drlbFjbxPxlbQx729jS77In344vx3jd7beVZgQumLkmo5lMIpqroJlUqLFSjdmYhv1UJ/SbrHv3zJ6HxTIOdSFMQg7ElaOBRAkLWnnefkSzDLZDLDJaN7EScGhtPcI5abMeQxDy0aKECPEGc5y9R/N8c2sjvtOA56Y5/moH27L97Dm2hzfJWnzfI5ZIIsk0S9vz3Pb+DxJbt4IMo2TJ0LgywbLzyu4qp+QzmcQK+NBnUot/xTJ7WfF6uPAd0Fklt5nFMguoC2EiPrz3i3mODPn8TVeeUVE8hKy3l770ywy09OO74IqQTlxBOvFrNMVjNCU2kEiWriH5mDax7QyHb7zRTNqxBiNdVMEppCIWhkfjfOfYbk474HL4wW/hS46GxctMuvXcCI7rct5tV5NZ7NKYSLD0wgqaxJSiuSbjgJ9i5bhks606N5u44C641GolltlNXfhM3JziKJyzw+dH61z+vDvPlT0Qy28v9BlaNIxDnNMOfwvXG0Y6juMe9PAvLjUxNeDwwyuCryULsWSCVOwcGhNbueSMND/YuhZfM2T9XzH4aD+r8mkGRhpo6r6cVevfAHy94PBe07GGT7/+OPS9zJ8nLxt74ifbAR+fYmbUd36VmU+6aLFY5hJ1IUxCohlURB3AL8yJo10ZnFycxpGdZvuxOOrnkLIFg+VfSDIlxN3T0NRCnnxFiDkenn8UHxfHg+7sanJd61j9pvM5e/1ieCptQnF9n+7GbjpSHRxhF0sSbYxhvHru1ZiMAz4UUqdfXfvxobhy3mKxWGqkJvuKiNwgIttEZIeIfKDC9qSIfDnY/gsRWR60J0Tk30TkWRF5RkQ2BO3NIvJ05NErIv832HaPiByObHtXrYMpESZeaJIyz8vVLREUiePG7JRoKnU4x8om9lTKTKx5oC84lqs+aJzmkQWMJs/holtWc+H1yxBHilUF8yOICOd1nUebOrTEm8ae8JQ0k9ABX4MwAXj39+Haj9R+fIvFYpkCE2omIuICnwSuA/YDT4jIRlWN1qa9F+hX1TNE5E7gY8DbgHcDqOp5ItINfFtE1qnqMeCCyGc8CfxX5HhfVtX7T2RgjqdFraQxz/vzDSWS0w8EQ2NTqTwt/0LiQVbWkYzP0l0bGUqfSTzbS7ZlNTGnizUXu6y+dlVxhzADbtbUn7h7zd0cf3ojEktUOMkpRHMVHPA1RHOBXSltsVheE2qZaS4FdqjqLlXNAg8Bt5T1uQX4bPD6YeAaERFgDbAJQFUPAUeBS6I7isgqoBv48VQHEVKimfhGWLx8zlF2ru0jhZQM9pmLEhxtEdJlzu/QwPNmLwmLLiYeMy2JLCQz++k+vJGY9woJZxGOJFh1bVkq61AzCdZ2NMYb6fa0mME3ylQ0k8k44C0Wi+U1ohZhsgjYF3m/P2ir2EdV88AA0AE8A9wiIjERWQFcDCwp2/cujCYSTSD1FhHZIiIPi0h5/zGouuxZ/n5gfqFNghv3fMwr3PhLRAN4Ym2M/7gtTrpMK3AQvpht4e1eEm76W2JugniuFwDXM+s1crFs+Mk0LVpaejJhAaPcSLHNy1b2Q0zFZ7LwQvN89ptq38disVhOMrU44CvNdOWZA6v1eRBYDWwG9gD/jXE/RLkTeGfk/TeAL6lqRkR+F6PxjEmRKiL3AfcBLO80KUBinAv8wGwPZNPFrstyr3Qi9xzIBMkh0xXqnrjhcBwHJxbjtFe/RD7WwrNrhK5eONidY94xiHlDuI1lGX9DzSTMh+X7xlleUZhMQTNp6ob3/LD2/haLxfIaUIsw2U+pNrEYOFClz34RiQGtQF+gbbwv7CQi/w1sj7xfC8RU9cmwTVWjuc//BeN/GYOqPgA8ALCiq1OhKOFu+JFHwzD0J+G9fgPJiK/6C7fHyUdGXa6ZlOPEY7j+CG52hPntSb6+Trlql8IxSOT7x+4QaibhqnMv0GLcsRUdZ0VlQYvFYpkGajFzPQGsEpEVIpLAaBIby/psBO4OXt8OPK6qKiKNIpIGEJHrgHyZ4/4u4EvRA4nIgsjbm4EXJj5FJe8fRgNt4/R9iooAilMmK4bSQiZZbJyo6KnTWFyrsSQW48vZVpYljtNx5Nt0jHx37A4Fn0m5MBlPM7FOcovFMreZ8NZYVfMicj/wKOACD6rqcyLyUWCzqm4EPgN8XkR2AH0YgQPGsf6oiPhAD6XmLIA7gJvK2v5ARG4mjMaFeyY+RxjNbSF91KWzP0yn4gJeVb2jCeE4pX6USrjxouPciZu+KcdBjj+LtldYJZ4oM3N5QTrJig54mwfLYrHUBzXZWVT1EeCRsrYPR16PAm+tsN9u4Kzy9sj2lRXaPgh8sJbzKuwTGLhiOY+3PWJsWhrc7VdzR3yCLgZygxMe24lM+G7SfF0pV8hQGj1WoNxnMq5mMoWswRaLxTILqVujvS8uyFgzV0i7OrTrxJqBOEUhEEungWxBmHiVju3GjRaSLRcm0xQabLFYLLOQurglLg8t8yWB7yQQxpmnayxl60Y0k1jaZOGNBbtW1EzAmLpyoc8kNHON4zOxebAsFsscpy6Fyb5lf0Q+NkGRp1rqgQASibiKN5mSu27cfG1HuytEaAHE01YzsVgspxR1IUxiwcqVkrK95Er8HWOoUZg4ToyeBebIsQYjTOJph6/dFGPLhs7KOyUaJ+czsZqJxWKZ49SFMPGCSdlzkviOCfZVnYQwiaXgmj+v2M1x4nznmhifvyNOvG2Z6Q4c6nLwYlWEQLwxEho8XjSX1UwsFkt9UBfCJFxfkkt0c2Dxu8jmd5L3e5EKwuS+fAN/kmukxDjmxOCMayseu8FN4rnCSIMQW3o53PhxnHT3+CeUSFfQTKYp0aPFYrHMQuoqmsvXYTynkWxuNwBuhVCua/xgUo9qJuNoBg2x4qLFuJuAhecjsRRkoaoQiGom/jgO+KbTTDnWJRUKZ1ksFsscoi40kxDPP0Imv7Pw3hkv/Xo0mmvZFS73+uwAAAkaSURBVOb5HV8Z081xi/I25gS14mMTrJtvXQTHXoXhPsiPp5k4phxrumP841ksFsssp66ECUDO2114XZPP5E1/D1f9sXldacKX4jHigXYR1ibxx8SRBay82hx/1/cjmkmFY1ssFkudUHfCJEpNAVvN84smqEor0Z2oZmL6NQVVE89KVfGdtK+A9pWw43HIZ8Ycx2KxWOqNuhYm6WSZOerK943tFBUgEwiTUDPpSLTwiVwT93Stq/7hZ1wDB7fCQFAKJlZlTYrFYrHUAXUrTJYfG2F+w95iQ9fZcPqYsig1CJOomSswVcVSLFWX+HjaRvhZOzYFx6nggLdYLJY6oS6FSdxdTPPQ8/iJiE9DvcqmpohPZCJh4oR9C1rGOCG9LQuhew2MDpj3laK5LBaLpU6oO2ESd5ey4FgPmy9wOXRlpKSuauWU79Gw4FgCbvx42fYKwibeQE2ccY15dhN2YaLFYqlr6k6YNA8foHVwM0+tdcklHDj/DrNBvVLBEFKujXSfXfreifH3uSb+IN9QFAihZhIuSKzGyg1mH6uVWCyWOqfuhEk8P8hjG4w5S1XhrKD2lvqVzVhj2so0CMdlkbpc4SeK28J1JmGkVjXSnbDgAut8t1gsdU/dxase6lJeXmYEhA9F05bvmUWC5ZQLkzHvK5i5QuGQH534hK74Qxg8MHE/i8VimcPUnTAZaC4uLvHwIRmU1l14YeUdJhImUT+LlGsmNQiT9hXmYbFYLHVM3QkTP+axRF32icfKVBc0tMGdX4Cm+ZV3GCNMpLS9JAIs2Bb6QMKMwBaLxXKKU5PPRERuEJFtIrJDRD5QYXtSRL4cbP+FiCwP2hMi8m8i8qyIPCMiGyL7/CA45tPBo3u8Y9VwlqTiF+IlfW72EvxDtok3zFttNrUuru4Er6aZhELFqWDmCgWMn6/t1CwWi6XOmVCYiIgLfBK4EVgD3CUia8q63Qv0q+oZwD8AHwva3w2gqucB1wF/J1Iye79dVS8IHocmONYE55kg5rTTJD6X+3EW4iK1hONWdcCHwiSimRS0logfxmKxWCw1aSaXAjtUdZeqZoGHgFvK+twCfDZ4/TBwjZiZfA2wCSAQFkeBSyb4vGrHmgDTZb0fIxYKglp2q5YMMqiqWCpsygSM1UwsFosFAFGtkvk27CByO3CDqr4reP9O4DJVvT/SZ2vQZ3/wfidwGfAbGI3kLmAJ8CvgXlX9ioj8AOgAPOArwF+rqlY7lqr2lp3XfcB9wdtzga1T/hZmP51A74S95i52fHOXeh4b1P/4zlLV5uk4UC0O+Eq39+USqFqfB4HVwGZgD/DfQHg7/3ZV7RGRZowweSfwuRo/D1V9AHgAQEQ2q+pEGs+cxY5vblPP46vnscGpMb7pOlYtZq79GK0iZDFQvnCi0EdEYkAr0KeqeVV9X+ATuQWYB2wHUNWe4PkY8EWMOa3qsSY/NIvFYrG8VtQiTJ4AVonIChFJAHcCG8v6bATuDl7fDjwemKwaRSQNICLXAXlVfV5EYiLSGbTHgV+naKaqeKwpjs9isVgsrwETmrlUNS8i9wOPAi7woKo+JyIfBTar6kbgM8DnRWQHRou4M9i9G3hURHygB2PKAkgG7fHgmN8D/iXYVu1Y4/FADX3mMnZ8c5t6Hl89jw3s+GpmQge8xWKxWCwTUXeJHi0Wi8Xy2mOFicVisVhOmDkvTCZK9TIXEJHdQcqZp8NQPRFpF5HHRGR78NwWtIuI/FMw3i0ictHMnv1YRORBETkUrBkK2yY9HhG5O+i/XUTurvRZM0GV8X1ERHoi6YFuimz7YDC+bSLyxkj7rPztisgSEfm+iLwgIs+JyB8G7XP+Go4ztrq4fiKSEpFfiklf9ZyI/GXQvkJMeqrtYtJVJYL2qumrqo27Kqo6Zx8Y5/1OYCWQAJ4B1sz0eU1hHLuBzrK2jwMfCF5/APhY8Pom4NuY9TjrgV/M9PlXGM9VwEXA1qmOB2gHdgXPbcHrtpke2zjj+wjwxxX6rgl+l0lgRfB7dWfzbxdYAFwUvG4GXgrGMeev4Thjq4vrF1yDpuB1HPhFcE3+A7gzaP808N7g9f8APh28vhP48njjHu+z57pmUkuql7lKNK3MZ4FbI+2fU8PPgXkismAmTrAaqvojxq4Nmux43gg8pqp9qtoPPAbccPLPfmKqjK8atwAPqWpGVV8GdmB+t7P2t6uqr6jqU8HrY8ALwCLq4BqOM7ZqzKnrF1yD48HbePBQ4A2Y9FQw9tpVSl9VbdxVmevCZBGwL/J+P+P/MGYrCnxXRJ4UkyYGYL6qvgLmD4AJs4a5O+bJjmcujvP+wMzzYGgCYo6PLzB7XIi5w62ra1g2NqiT6ycirog8DRzCCPCdwFFVDbOPRM+1MI5g+wAmzdWkxzfXhUlNqVfmAFeo6kWYzMy/JyJXjdO3XsYcUm08c22cnwJOBy4AXgH+Lmifs+MTkSZMqqM/UtXB8bpWaJvVY6wwtrq5fqrqqeoFmGwll2JSWo3pFjxP2/jmujCpJdXLrEdVDwTPh4CvYn4AB0PzVfAcpuifq2Oe7Hjm1DhV9WDwJ/YxC3DHpAcKmBPjE7Og+CvAF1T1v4LmuriGlcZWb9cPQFWPAj/A+EzmiUlPBaXnWi191aTHN9eFSS2pXmY1IpIWk+wSMalnrseklommlbkb+HrweiPwW0EEzXpgIDQ9zHImO55HgetFpC0wOVwftM1KyvxWt1GaHujOIGpmBbAK+CWz+Lcb2Mw/A7ygqn8f2TTnr2G1sdXL9RORLhGZF7xuAK7F+IW+j0lPBWOvXaX0VdXGXZ2Zjj440QcmkuQljF3wQzN9PlM4/5WYqIlngOfCMWDslpswiTE3Ae1ajNb4ZDDeZ4FLZnoMFcb0JYypIIe5w7l3KuMBfgfj+NsB/PZMj2uC8X0+OP8twR9xQaT/h4LxbQNunO2/XeBKjEljC/B08LipHq7hOGOri+sHnI8p9bEFIxA/HLSvxAiDHcB/AsmgPRW83xFsXznRuKs9bDoVi8VisZwwc93MZbFYLJZZgBUmFovFYjlhrDCxWCwWywljhYnFYrFYThgrTCwWi8VywlhhYrFYLJYTxgoTi8VisZww/x8vRKTRh4bjYAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1385,7 +1547,302 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "txdf['dP'] = txdf.P.diff()\n", + "txdf['percent_dP'] = txdf.P.pct_change().apply(abs)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "txdf.plot.scatter(x='R', y='dP', c='percent_dP', alpha=.7, logx=True)\n", + "plt.gca().set_facecolor('cyan') " + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "txdf.plot(x='pbar',y='P')" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1706: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x=\"pbar\", y=\"P\",kind=\"reg\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\")) " + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "txdf['P_err'] = txdf.P-txdf.pbar" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1706: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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IIUT1k+AmhBCi6khwE0IIUXUkuAkhhKg6EtyEEEJUHQluQgghqo4ENyGEEFVHgpsQQoiqI8FNCCFE1ZHgJoQQoupIcBNCCFF1JLgJIUSVmg6GS12EkpHgJoQQVersqL/URSgZe6kLIPJvd08/9+/p5dSIj84mL7dt72JHd1upiyWEEEUjNbcqs7unnzsfOUD/hJ9Gj4P+CT93PnKA3T39pS6aEEIUjdTcqsz9e3px2BRep/XRep12fIEQ9+/pldpbFZJauhDJSXCrMqdGfDR6HAnbPA4bfSO+EpVIROU7EEVr6Q6bSqil3wUS4MSiJ82SVaazyTtnhNR0MExHk7dEJRJQmObi+Fq6Utatw6a4f09vHksuRGWS4FZlbtveRTCs8QVCaG3dBsOa27Z3lbpoi1ohAtGpER8ehy1hm9TShbBIcKsyO7rbuOsdF9NW52ZsOkhbnZu73nGxNFOVWCECkdTShUhN+tyq0I7uNglmZaazycuxwUkm/CECYROnzaDObWd1S23Oz3nb9i7ufOQAvkAIj8PGdDAstXQhIqTmJkQRXN21hIHJAIGwiaEgEDYZmAxwddeSnJ9TaulCpCY1NyGKYG/vMG11TsanL9Tc6j129vYOc/sCnldq6UIkJ8FNiCI4NeKjucZFS607tk1rveDBHzLPTYjkpFlSiCIoxOAPyUYjRGolD25KqeuVUq8qpY4ope5I8neXUuq7kb8/o5RaNevvK5VSk0qpjxWrzEJkqxBTNGSeW/Hs7unnpgf2cc09T3LTA/vkAqIClDS4KaVswJeBG4BNwE1KqU2zdvsjYERrvRa4F7hn1t/vBR4rdFmFWIhCDP6QeW7FITXkylTqPrcrgCNa614ApdR3gBuBV+L2uRH4VOT/DwNfUkoprbVWSr0T6AWmildkIXKT78EfnU1e+if8sTyiIPPcCkHytVamUjdLtgOn4u73RbYl3UdrHQLGgGalVA3wceBv53sRpdStSqn9Sqn9AwMDeSm4EKUm2WiKo9JqyPHnu2AwWOrilEypg5tKsk1nuM/fAvdqrSfnexGt9QNa621a622tra05FFOI8iPz3Iqj0jLBxJ/vHA7H/A+oUqVuluwDOuPudwBnUuzTp5SyAw3AMHAlsFMp9X+BRsBUSvm11l8qfLGFKA8yz63wJBNMZSp1cHsWWKeUWg2cBt4L3Dxrn0eA9wN7gZ3Ak1prDbwhuoNS6lPApAQ2IUS+7ehu4y6svre+ER8dMp+wIpQ0uGmtQ0qpDwM/AWzAv2qtDyil7gL2a60fAb4CfFMpdQSrxvbe0pVYCLEYSQ258iirErR4bNu2Te/fv7/UxRBCiFwlG4eQ1JKLNurhEwcLWZZSyOj4Sz2gRAghhMg7CW5CCCGqjgQ3IYQQVUeCmxBCiKojwU0IIUTVkeAmhBCi6khwE0IIUXUkuAkhhKg6EtyEEEJUHQluQgghqo4ENyGEEFVHgpsQQoiqI8FNCCFE1ZHgJoQQoupIcBNCCFF1JLgJIYSoOhLchBBCVB0JbkIIIaqOBDchhBBVR4KbEEKIqiPBTQghRNWR4CaEEKLqSHATQghRdSS4CSGEqDoS3IQQQlQdCW5CCCGqjgQ3IYQQVUeCmxBCiKojwU0IIUTVkeAmhBCi6khwE0IIUXUkuAkhhKg6EtyEEEJUHXupCyBEqezu6ef+Pb2cGvHR2eTltu1d7Ohuq9jXEUJcIDU3sSjt7unnzkcO0D/hp9HjoH/Cz52PHGB3T39Fvo4QIpEEN7Eo3b+nF4dN4XXaUcq6ddgU9+/prcjXEUIkkuAmFqVTIz48DlvCNo/DRt+IryJfRwiRqOTBTSl1vVLqVaXUEaXUHUn+7lJKfTfy92eUUqsi29+ilPq1UurlyO21xS67qFydTV6mg+GEbdPBMB1N3op8HSFEopIGN6WUDfgycAOwCbhJKbVp1m5/BIxordcC9wL3RLYPAm/XWl8KvB/4ZnFKLarBbdu7CIY1vkAIra3bYFhz2/auinwdIUSiUtfcrgCOaK17tdYB4DvAjbP2uRH4euT/DwNvVkoprfXzWuszke0HALdSylWUUouKt6O7jbvecTFtdW7GpoO01bm56x0X530UY7FeRwiRqNRTAdqBU3H3+4ArU+2jtQ4ppcaAZqyaW9R7gOe11jPJXkQpdStwK8DKlSvzU3JR8XZ0txUlyBTrdYSAxPNd7fI1JS5N6ZS65qaSbNPZ7KOUuhirqfK2VC+itX5Aa71Na72ttbU1p4IKIUQliD/fORyOUhenZEod3PqAzrj7HcCZVPsopexAAzAcud8B/AD4H1rrowUvrRBCVBA9p66weJQ6uD0LrFNKrVZKOYH3Ao/M2ucRrAEjADuBJ7XWWinVCDwK/JXW+umilVgIISqEXryxrbTBTWsdAj4M/AQ4CHxPa31AKXWXUuodkd2+AjQrpY4Afw5Epwt8GFgLfFIp9ULkn3RsCCGEQOlFFtq3bdum9+/fX+piCCFErpKNQ0iqYWW3HjvZU8iylEJGx1/qZkkhhBAFstgqL/FKPRVAiIonWf+FKD8S3ISIk22gimb9d9hUQtb/u0ACnCi5RVxxk+AmRFQugSo+6z+A12nHFwhx/55eCW4LILXh/FjEsU2CW7mTH3nx5BKoTo34aPQkTpSVrP8LUy614ar47S3i6CYDSspYrgtd7u7p56YH9nHNPU9y0wP7ZGHMDOWyPI1k/c+/clgDb3dPPx97+EWePzXC+XE/z58a4WMPv1hxvyWZxC3KUi4/cln5OXe5BKpMsv7LxUZ2ymENvLsfO8jwVAB/0CQY1viDJsNTAe5+7GDRypAPize0SXAra7n8yMvhqrdS5bI8zXxZ/6ulBlBM5VAbPjwwhTkrMpja2l5JZECJKEudTV76J/yxPiCY/0cufUC529Hdxl1YFwh9Iz46MuxnSZf1/+7HDjLqC2JTCptSaBNGfUHufuxg5fXfFMlt27u485ED+AIhPA4b08Fw0dfAC8+ObPNsF+VHglsZy+VHnktAFBfksjxNuoEHx4Z8GAoMw0qqoBRoU3NsqLovNhYyGCPXiwwxl5FxLpPqI8GtjOXyIy+Hq97FZHdPP3/x8ItM+EOETJPBiRn+4uEX+ezOLYv2ZJyP0Y6lXgPP4zCYDppJt1cSpRZvdJPgVuay/ZHLVW9x3fPjHkZ8QWyGwm4z0BpGfEHu+XEPO7rb6Gqp4XD/JEprq9amrb6bda01pS56wVTD3L8/feMa7t11GLAGZai47ZVk8YY2CW5VqdRXvYtJ7+CU1eyo4podlaZ30Bp48PHruy/U7MImdsOgyevg49d3l7LYBVUN/b63X7eevUcH2XtsBLAC3NWrm7j9uvWlLViWFnMPYWXVsYWoMDu62/jszi1cvrKJ5Q0eLl/ZVPVNluUw2nGh7tt1iF+dGMVhU7jsCodN8asTo9y361CpiyYyJDU3IRZgdbOXIwNTKDOx2XFty4UTeaY16ft2HeLBp44xFQhT47RxyzWrK66mAFa/78cefpHTo9OETY3NUNS67HzyrZtKXbSMPfjUMQwFdsO6/jcUhEyTB586VpGfyWIkNTchFuCOGzbS6HWgDAhrjTKg0evgjhs2ZvU89+06xBefPMJ0MIzdsGo6X3zySMXWFBSAjiy5oiuv72cqEJ4z0tBQ1vZKIkveCLEI5SN34I7uNj63c0vaATyZvM6DTx0DNGETQtrqu1OKeWsK5Zj/8P49vdR7HCxr8MS2ZTugpNTHVeO0MTkTAsLoyOcBUOuSU2alkE9KLEr5TM6brtkx09eZnAlhRms4cc2b1gm28MeQi1QBaKEDSsphesWbu1v5wQtnY/ejFaA3d7cW5fXzZRFX3KRZshpJLsP5FStNWaavE5uPFG0KU7O2l/AYkkmXw3ShA0qi0ys0WNMruDC9oljOjQdY4nXEmiYNBUu8Ds6NB4pWhnwIa71os6pIza2CZNJUU+qr+UqRz+Hq6T6XUyM+bAp6ByYJhE2cNoOWWuec1/E4FJMzes6VtteROriVcsh9urlsC00kMN/0imI4NeJjRaOH9riArLWuqOkMUb5AiDq3Y/4dq4zU3CpEptn+JXFyZvI1XH13Tz//66HneObYEH0j0zxzbIj/9dBzsc+l1mnj9KifUFhjU4pQWHN61E+NMzEh9qXtTTR67Ak1hUaPnUvamwp+DLlIl9R7vmTSlaAapjNEzf6cFgsJbhXi/j29BEJhzo35efX8BOfG/ARC4TlBqxyWC6kEuawAkMwnfvASEzPhWAZ5U8PETJhP/OAlILG5MWyaBEyTkKk5OTKdcGFy2/Yu6j1OVrfUcMmKela31FDvcaYtTzbHkO+m6vlO/ju623jo1qv4xcev5aFbr8oqsK1u9mJqME2N1hrT1Jja2l4s+fp+lJrCatpdjBbnUVegQ+fHGZoKJNQAhqYCHD4/nrBfNV1xFlK+ahenx2bSbp+YCdHe6AatCZqABocBM6FwQs07l/Jk+phCrPFXyJN/vqZXLEQ11D7BylAy7g+WuhglIX1uFSIYtqoG8dnlTVMTCCd20pRz4uRSD++eLR9pylJ11Ue3R1dpsK6eNYahMLXGBvSP+7ntW79m68qm2HuRa3nSDRkoRK7HQuYwzWR6RTFUSxq7n/X0c+Nl7aUuRtFJcCtTH/3Oczzy0rk5I520NrHblDXwQIPTnlj53tHdxs6+0TmZLkr9I93d088HvvZs7H7fyDR7e4f42gdeW/KyAXTd8Shzc8BD99IafvzRHSkfp0gdWG56YB+H+ycYmw7GLk6UaT0m/mPd2zuU03sRXQh1ciZE2NQMTs7wsYdf5HOzhsyfGvExEwxxbNBagNNQ0FzjIBBKdsSZi578o5lV/ugb+/OeWaWU4/yqIWOMwzD4yHde4HvPnuK3L16Wtony5itXFrFkhSfBrQx99DvPJcyxiRcNdi67QX2Ng1XNtQl/393Tzzf2nSAQNjEUBMIm39h3gs0djSUNIn8YF9hmb++9+61FLo0levIa96eeS9Zzforr792dMsDVOA0mA3ODhAL6J6yBI4OTF4aPRxJ2JPWBrz3L1V3N89ZsL7nzsTmv6bYbqRdCNU0GJi80TZkaBiaDdDQsrFfivl2H+PLPjjAT13ow7g/xhSesbPq5BoJymOd2365DfD6yKgBYx/X5XYd58KljXLyioeStDplqrXNxVVczTx8dondwikvbG2ipddFa56K5xlnV/XES3PIs06a3dPv9MEVgA+vEGDI1dlMTStLcePdjBxmZCmBGTqKhsCYYCvCJH75M55IaTo34qHXaUEoxMROKvTaQdZNh9BgO908QCJk4bIrWWtec597R3Za0VgSk3J6LbK6079t1iC88cZhMpgD1nE89BD1ZYAPrvfc67bx8eiyTosfs7R0CrJrt/uND/Mv/SKzNJQtsAP6QNc0gbGp6zk9y0wP7Yu99X4p+wVTbMzH75B/P1PDPe3qTvvfJvvdAwvdoaiZEfGt7yDTxTwZiywgttHk7k8enOrZxf2jO9Jpya26PpxS8fcsK1rbV8ujLZ3n8lfMX/gYsqXHSWueitdaFzYA1rbWsaa2lqcZZukLniQS3PIqfY2ZT8PzJEf7oG8+yvM5FncfJwOQMgZCJqU2CYVhS46C5xjXnx5LufBtrBlPW7Ut9owk/rMP9k4QjmS6iM6TCGvpG/bgcNmwKjgxYJ+v2Rjf9E37+4uEX0UCDx5Ew4GBn3yh7e4cTAuLsY6hx2pjwh0DBVEAzMhXEMFTsuaPHVSjRE8tvTo8yMRPGpsBuU7HcjJC8BvHPP+/NKLCler3o+51O78Bk9i8QJ2jCn3zrWS5feaE2lyqYglVLhwu1xkze+/ggmI0vPpH85B/lS5KDMdkczI89/GJkRJ9izBe0RpWm+FwOnptY8DzOOb/RUyP80Tf2s76tlo9f353Rc8T3WQIVMa904/J6Ni6vZyYYZnAywMCkn4GJAAOTMwxOzHCkf5JfHBmM7d/kdcQC3Zq2GjYtb2BzZwP1FTRfToJbHkU77sOm5uzYjJUfEGvknDFuXSUbhjXS0VAwNBnEZbdR53Zk3MHvtBnYbYqu1loGJ/18efdROpo8sR9W9MSQ7PzgddrpHZjEFinY4GSArtajATjlAAAgAElEQVRaTo9Mg4LlkVyAXqedgYkLzx0NiNEkrPHHMOIzsRkKh2Hgj4zStBkq9tzxJ4FUMj3Bzg4sV3ct4eHnTuOwqVhCW1OD1gq7odJmcfcFs0+Am+zEmk4oD5kh/CESRjlmwmbMPQGnkunJePZ7nyoAxVvz1z9Ca02ty84t16xmb+/wnIEtp0enQVvfGWu6RPonTjc4Jvr3dDWo6ONDYc2ZMT8GVpA7NjiVVVCKTq+ptIVZXQ4b7U0e2ps8CdtNrdm+rpWjg5Mc7Z/k6MAURwcmeaLnPN/dbzWrKwXr2mq5vLOJy1c2cvnKJta21VqfXRmS4JZH0YwRxwanUJEMCwHTCjQmWANADINg2JoXZVcwMDFDnduBx2HjcP8ENz2wL+1rhLRmWa0bgDFfkLCpE35Y8wmEzVhwi17ph0xzTpqnaH9HfEAMRJIfxh+DxvphRA4PsH4E0efOZI5dJifYZIHly7uPsqTGQYPHHauF6cgxGibYlJWb8aYH9s1pBstFshNZWnkaDZHN5wsQMq1aY7JMKMmee76TcbZBPSoaqKYCIb745BE8DjWnjzgcmcsWMlVGFwOpsrIc7p/IqAYV+42OTWGgMAyFjpQjmuxgvqB04MwYjR4HG5bVV8XCrGCdq1Y2e1nZ7OVNGxKPf9QX4OXTYzx/cpTnT47wk1fO8d39pwArkfSWzoZYwNu2agkNnvKo3Ulwy6PosO9A2IxdzWis0WnxAwkMZdUw4oPA0NQME5H2/HTir2xnwiZue3bZB5w2g1DkstsZ6Uy2G8acNUlmQiauyN+jAVEDSiceQ/QWLjyF1heeOzrH7tTIdMoyZXKCTRZYwqZmzBekpdY9Z9Si1hDUF5rooie8aBNsLpKdyNKx2xQzJVohJWRamVDWtdXOu+98J+Osg3qEinwoWlu1yemgZjoYTni8zVCgVex3MJ/obyz+OaaDYQIhkwbP/DWohN9o5IIu+n3NNCiZGoZ9QZbVW/1SycpTifNKv/3MybR/b6l18ZZNy7hu41KGpgKcGvZxctjHscEp9h4dwoy8j1esXsI1a1uoj/xWSjUKs3qHypRAdGKrTSkrq4KpUUTeZHXh5G9Yd62rRUPhC4QYngrS5HVkdOI4NzaNLxDCbhjUuTO/PvEFQrTUOmPJVFtqnZG8c3ZqXfaECbk2Q9Hgtb6cTpthLfsROY74Y4hW+EKmSTRGxj93pnPs5juxxGdeGZ8O0jswSdjU+IImE/4gs2ZEJFxIxKcim/CH0mbaTyfZBPl0ulrnDywFE63JZpAWfr6TcbKsNxkVIVazt+5oredM/K512alz2zPu/0w1edxhUxll5on9RiPN1v5gmJmQSdjUDE3NZBSUrLyX8ETPQNVkMsmGUoqWWheXr2zixsva+fCb1nHn2y7mljesZtOKen55dJDPPv4qP3zhNMNTpUs0LcEtj6JZDVa31FiDOgxoqXWAUhhcWM1XGYoGjx1DKbwuO211bmpdNlpqXRm9zkxYc3zIx9bOBpx2W8IPK522Oqv5bm1rDevaajG1te2zO7fwuZ1bErIxfGjHGhw2WywghkyTyDmK6WAYraDBY8duGNS77XgcNpo8DtYvrU147kyzOsx3go0GlvHpIGfGpmN9fmCNLDRRCV/mWI7GWf0BIdPMOUt6shNZOvP9PVOZvl48u80a1DPf4pqZnIyzDerJBE1w221zsn58bucWPrtzC7NaxVNKlTlk/dL6jDLzRB/fUuMkFOkycEQyofRPBLi6a0lG5bBFFi6tlkwmC+W0G3S11PJ72zr587dsYOvKJn59YoTP//RV/vRbv+bpI4NFXzhVmiXzLDqxNdoB3zfiY22rK2GkodOmWLe0PqHD+6YH9s1p3kgnbGr2Hhuh2eugtc7F2HSQjiYvRwdSD1t/6Nar5i17vM0djbEh2kqB01CEI6srm6Y1ACXTEWbpZHKCjWZe6Z/wx2qQNsOg2WNnfCZkNaPaDZY1uGMZ0A+fn5jT3Bptgg1mMiJilmRZOdK93wMTuQ+1j9dW587o9eJFB/O01bnTNgm31bnnHcyTLOtNLpbUOFJm/djQVsuRgSlsSjEzTxNlqufINDPPju42OpfUEDI1E/5QbLWGOredvb3D3D7PcZiRtfa8TiNteRarJTVO3nV5O9d2t/HLI4Ps7R3isd+co6ulhpuvXMnvvqYz1ipUSBLcCiTbL3z8CSQbw74gNW4Hn77xEnZ0t7HqjkezLWpK0WNIFnh9gRCNXmfGw6/TcRgKp83gE//5Gzr3JB/lFg0st33r15ha47IZtNa5qHM7aNOac2PTeF0ObIZCa6tvp85tR0fKGgqbnJ+YSegPzcbs0YKZvN8LzQASFX9RkunnG3/BEJ07N99zp5JtUE9GYc3FS+WOGzbGsq2QQ+zMNh3YqRFfZDKzO7Yt2yVtPPbyHCVYLho8Dm64dDn/8v5tPPrSWb71zAk+8+hBPvuTV7n5ypX879/ZWNBJ5BLcykT8j3PMF2BwKrNkpxoyHuWVyZD7ZBNScxkRFj/BeyJNBhAAX9DMaJ7Qju42tq5sStqBH60Jx5/cPvnWTYA1sf340DQOw6CzyUMgbHI2ywnMt33r1zR5HbTUujKeQ1bK1FHRGlm+zL5YyyTIRgdSRZsc0wX7+HyS6YLxbLlOoE41MCWbgSDp5hyKC77/3GkAfvc1nbx+TQu/PDrEV58+zvMnR9n5mo7Yun3x8jEIRYJbGYk/gWSSGirK47Bx+Pz4vNMI5susED9vLD7Q1Dptc0a5pTsRxA8d982EYlMFUkk3TyhZGb+57wSnR6YJmWZsUM0n37opZW35/j29rIqbMgFkHdxMba3C4LLbqPdcmJeYTjDDEYDziV6UZOv/+/cXmMxwuGa2mXUyEZueEbkd94cSjiXZ681XG77hC3ti2W9SfV+TXRil+q4na8bMdLWEmZDJ7p5+aZLMwopGDztf00FLrZPHXzmPqTVXdzWzotGDI8+1OFXsTr45BVDqeuCLgA14UGt996y/u4BvAK8BhoDf11ofj/ztr4A/wmrIuF1r/ZP5Xm/btm16//79eT2GhUr1wwuGwxmdhJfVuxjxBelo8qRtLrq0vSHWDxNtBo2OMpsOhukbmabJ60hoqvEFQjhtBlOBcMK+wbBO2XEe34zZc24cm6HwB1Of6C9ZUW+l7PIHGZiYYSYURqFYWufk7MQMDsNgab0Lu81gfDrIhD9IIKxjUxFqnDb+4aatsbLMfj8P90+wrN6dMJcv27RYboeVuzE6gV5HmkLT1bDTJVXOxprWGsamgyhgYDKz0WdrWmusNf/CZtr+xau7mjl0fpzJmTBLahw4bQbnx2cImibL693UuuxMBsJzgkm2zZJg1eC6Wi4cS73HkfT7lC642SPZb+w2I+33tdHrjGXWmZwJcXbcn/A9CoY1O7e2s7d3mL4RHzWRDDz9E34mZ6wRlJlw2hR1bjtrWuv44OtW8bp1LVaftLYuiExtra5uRreZF+5H54hG16tLun9klGn0saaGq9c0Z9we2rVxs/7M1/47092L6smefnYdtNKB2QxFe6OHlUu8rFzi5c+uW0dbvTvVQzM6/pIGN6WUDTgEvAXoA54FbtJavxK3z/8ENmut/0Qp9V7gXVrr31dKbQIeAq4AVgC7gPVa67SXquUW3OJrOfFBZkmNg/NjMxnlXnTZDZbUOGipdac9aV/a3oDWOjb4ZHazzCtnx3DbbQlD2KP7f/rGSzLuz7jmnidp9DhQStE7MEnI1GlPFmtaawibmjOjflRkUc9opcdmWANHtIYVjW5Oj/gImuCyGahIs1dYa9a21vDjj74x7fvZUnvhx5JtcHPalDXNQWs2LKtncMLPiC84Z8mhQljdUmM1AWsIZjjSs7PJw5nRaQyl0j6mpdbJ+HQwYQK1Uip2QjUU1Lmtkb3j00E8Thseh52BydwGyzR6HLH1xercjtgIurCpcdoNtq5s4ok0Nafo9BO3w4YvEMZQcStjRL4L0akBWifPEhPtczUU1LsdzITMWF93HpLKFNzxu99aFcENYMIf5NSwjxOROXNWi4z1IXQ0eXjNRU285qIm3rShjc4lsZaiighuVwOf0lr/duT+XwForf8+bp+fRPbZq5SyA+eAVuCO+H3j90v3mpkGNz3rCkpjjRCMXl2Z0VGDGVyhxe9/4WrNuv2r77/M8NQMboct1nxzYmgqo/RGUXVue6xPLN3IuBWNbgIhk1qXnVFfELfDiJzIrL8PTc4Q1prWOldsWzBsZSl55+Ur4q4kSbjaTHwf4ImD55kOhrEb1uTc6UA47UnD47AxEwzHajmzd41+k1WSCePR/RWwtq2WUyM+wqZGodBcOHGakRRPCutzKEJMEqIgqim4zTbhD/Ls8RFe6hulP2608eqWGn72sR3Ruxkdf6n73NqBU3H3+4ArU+2jtQ4ppcaA5sj2fbMem3RFPqXUrcCtAK5la7j0Uz+50DSQ6jYvh1ccE/7QvIM2AM6MWtlPYkuwpIiD58cTr8pHfEG+/LOjCypjOvMNLY8FPT13W/z9w/2TpN5j/ryF1cRuqFitNh2X3bCyg8Rl0InWiOHCWcTjtOEPWhcpNS4bUzmmXmnyOhiftmpuDV5n7DVCponHYedtm5fz4FPHUj7eZigMZQ03982E8AVNGj0OHDZFMKwZ9gVojDR3nhv3Yygr12t04JUGtKlprnVR73HwkTev428eORBrljw/7ids6ozzgloJmJWVq1Fb6d6+9odXYCgVS8FnKKs2bItsi263GZH7qNhxKRSGwazHW/+PPn4+8ee7lmXlu0hpMGxydsxP34iPvpFp+kZ8CctDdbXUsKWzkS0dDbxxQ/b9mqUObsk+qlQX7rP3yeSx1katHwAeAHAtX6czCQSVpMZ5Ye5Rut+k227Q6HVQ47IzHQgzMDljZVBRKpL7UrOkxsnkTJhAKIzLYWN5g5slNa7ID9T6gSX88OJ+lLEfqFIMRDKNTwVC1Ljsaed8/eHrV/PYb84yHQjHssNfqDETSZOkUUrFLkCMaC0MqybWWuviQ9eu5atPHWdixkpIHRUIh2lwO/nwtWsjJxfF7Q89n9V7fPHyem68bAVbL2rCMBR3/vA3jPgCnB5NnS4tX31uXS1exv2hrPrcLmr24nHYGJyc4dx46vd+/dK62MT4aN+c0zAiUybApi4k6h6INMUuq3fn1OcGVlCK1qBT9bmlC24KWNFg9bm57Db+OK7fbHWLl5GpGYKRwUNj00Er1ZyhCZtgRGrzhs3A7bDxid/ZyI7uNr79zMlYE70Czoylbv2YWx7FsgZ3bCBUV2stG5fX5/Te5Ev8+a5r4+aiXdElG+GotWZgcobeganIv0l6B63bUyPTsQvOtjoXW1c2RYJZI5d2NCw4R2Wpg1sf0Bl3vwM4k2KfvkizZAMwnOFj51i5xMsXb95qnajjTsbW/+OvkNScfRTE9iPu/+mu0Kwfcop9DHj60CB/99jBWB+RPximdzC7pKsH7ro+Nogi3TDqns/ckHA/fqL5fP1oC5VqpWsDuPPtm9i+riXWV1bjtHF61I9NQZPXzsRMmGDYykh+wyXL+Oa+E7HEzg7DoM7t4J73bGZHdxsrm7xz+txshuITb92YcGzZBrdHP/KGhPsf+60N3PnIgbSPyddZZWm9hzvfZo0w/ECKRV9ni078bvQ40ga3aPq15pCToamA1aRrQIvHwYgvRFhrltW6rIEadhsf2rGSvb3DOQe3tjp3bIpGLt+9dW21TM6EEiafx0+6jva5RjPrWBcfipZa63sUClt9vPHJB+LnmEbfi3TvWbzmWkcsdV21p91KJxAyeeXMOL2Dk/QOTHEsEsB6B6aYiEt357IbrG6p4eIVDbx9ywouXtHAZZ2NLGtIOXgkZ6UObs8C65RSq4HTwHuBm2ft8wjwfmAvsBN4UmutlVKPAN9WSn0ea0DJOuBX871gg8fB72xensdDWJgbNi/H47Ql/NCPD/my7tjOZBh1qsfEK9TCiyo+w/Ls7cydhLuuzRqROBUIs7YtMZtLNHNKshNjtpN5cxV9nXTBJsUhZy2TidbJHhM90acTDYKrW2q5+90Xhuhbn4E79hnMDia5JguIP5ZcPpPH/mx72r/P/vzXttaglGJyJjTne5TqMatbajMObquaa4tycViOAiGTH718lkPnJxidThw1vKLBTVdrLe/a2k5XSw1drbV0tdawosEzJyVeoZQ0uEX60D4M/ARrKsC/aq0PKKXuAvZrrR8BvgJ8Uyl1BKvG9t7IYw8opb4HvAKEgA/NN1KyXM0OMh/9znP8IM1q3IWy0IUg04k2ndqNC3NZrH6WC82HmWZ1mW+/YqVDmu81SjzLJpbNP51kgbNQ712x8nnk8vnnMkkdcrvwqAbDUwH+7ZkTnBvzc3F7A6+pd/HOy9rpaq1hdUtNxmkEC6nkJdBa/wj40axtd8b93w/8borH/h3wdwUtYAnc+96tQPEDXCEXXrzlmtXcu+swoXA4ocP0ljetXlihy1m+Ot1ylO0SPYVWwExLokjGp4McPDfO4wfOo9G8/3WrWL+0DoC3b1lR4tIlKnlwE8nd+96t/OCF/OWJzEQhF17c3NFIvcfO+PSF9vd6j53NHY0Lfu5yVeqaWzTFVKlER10qZa0DuK6trmRlEbkxtebM6DQ95yboOTceG3G9vMHNzVespDnDlUxKQYJbGXPZjYwzJeRDZ5OXY4OTczKlr25Z+Lpk9+/ppaXWxcolNbFt+aoVlqt89bnlKjpQohQMFVkYNy5F2sev7y5JWUR2TK1Z3uDm8QPnefLVfgYmZlAKtq5s4g+uvIg3b2xjw9K6hIw/5UiCWxmrc9sJTAaK1rJ1ddcSfnV8OLYYYyBsMjAZ4OYrMlvjKp1C1grL1eqWmoxGFV7a3pB1xpRMZDLopRDaap2YWrNuaf2iHWxRicKm5sVTo+w+NMDg5Ax1LjvbN7Ty5u423ri+taxraclIcCtjrbWuhEmNhba3d5i2Oifj0xdqbvWezNa4mk8+srBXmra6zOaD5WtR02w5CtQHVudx0FbnrvrBFlevbip1EfIiFDb59ckR9hwaiM1j/NLNl/Nbm5ZdSG1WgSS4lbH+8cwnk+bDqREfzTWuhByM2a5xlUqyBS8rZV5QR0NuV6wP3XpVRqPuMg2CkN0YlejoV7fDmJO42q5g26rmDJ9prnRNrpXyuS5ER4OLh257XamLsSCm1rzUN8rjB84zOh2ks8nD2zevYMOyOt62ubwGh+SicsPyIjA8Pf8VvTduKP1CdTZ556TCylftakd3Gzu3tjMwMcPBcxMMTMywc2t72TdV1blsfOZdmwv6GgfOZN4kmU0TdXT0a51r7jWsVoqru3Jvbr5yVfJaS63TSLlaRLVw2BRnJwLct+tQqYuSs97BSf5p91G+t78Pr9PGB1+/ij954xq6l9eXfV9apqTmVsZi+f3U3JF3SllXJl5X/oJbIWtXu3v6+ea+EwRCJgpNIGTyzX0n2NzRWLYnQgUJS+kUyny5NXMV7ec8N+bHgIQMMfVu28Kam5WBywbxKSZdNri0oynpOnzV1OdmN6yBMg8+dYzbr1tf6uJkbWhyhgd/cYzlDW4+/3tbeOdl7UWbWF1MUnMrY15nJHAluVxXWNlW8jm8ekd3G3e942La6tyMTQdpq3Pn7Sr8nh/3MOILogG7zUBjJWS+58c9C37uQtEUbkJzvPiJ7fNxzTMpO160Ju4PmXNSn435Qhzun8j4uWY73D+BqRUuuxFbDmgmDPuPD3PfrkPc+cgB+if8CckAMl0EtNzNhMIQydxSiXYdPM+WjgZ+9rEdvHtrR1UGNpDgVtb+ZHsXhkreFGVqGJ0OLqhpKZkd3W08dOtV/OLj1/LQrVfl7eTeOzgVGYVp5dqM5tnsHcwtR+Fi9aE3rc0408dt27sIhnXS1RBMYGom94EsgZAJkRaF+MVQw1rz5d1HCYatlduVspICOGwq4xW8XSkGMaTaXmymxlpTsEzKkw1TawYnA6xqqcGdxy6NclR5n84icvt167lxy/LY4orxFICGH71c/DRdIr+yaZa8/br1fPS6ddS75+9RiNbEUwXD0AIWtYsuMRMIm9bKDJHtprZG3435EnMNZjPtIxROPrcz1fZS8dgrq8Zjas33nzvN6dFpXrsqvxfF5UiCWxnb3dPPL44MJc0PqBQYBhwbqox5YqubvXGLuOrYYqerm6t3KkCh3H7del761G9ntO+O7jZStTqZC0ih4klTazE1c5IPZDMwKVXMLbcFZscqaOksU2u+t/8Uz50c4aPXrecPkixPU20kuJWxux87yKgviE5ywWpqCJlWsIiX6lqy1NeYd9ywkUavA2VYTVfKgEavgztu2FjiklW/VDFhIbEi3Uje6IrpvkAIrXXVLgdTbsE2nTFfkJf6xrh4RT0fuW5d1YyITEeCWxk7NuSz+qnSdPgGK2R16R3dbXxu5xYu72xiWb2byzub+NzOLWU9gi5Zc3AheLLs+9jd089ND+ybf8eIVBW0heS+9KdpSrUZilqXUZCBSeWkksJDU42TTcvrOT44VdJ8o8UkUwGqTapZvmXwSyzWUjT5YADr2xaeUzMTM6HM+9zilyXKVJ3bzmRk8Eg0kTFAbZL5b5lSyeanRDTXOFndUlv1GUpKnRg7W9vXt/LPPx/n0ZfO8sHXV/FqHBFScytjXS01Vj9VFr+iQlylLzZuu0FzrbNoiX6zqXzfv6eXYDjMubHMr75vuWZ1bLV5p926VUpxyzW5n+A8jtTB1Wm3cXXXEm56YB/X3PMkNz2wL6tpAO4UAzVSbS+VSvtJPX9yBJuh2L6+tdRFKQoJbmXs49d30+R1lEOlq+qka3K8fGUTny1ik2k2rZ+H+ycYnAgQyiIi3n7dej5y7Vo8Dhsh02oG/ci1axc0AfnS9iYaPfY5Za9329m5tZ2Hnzud8zy3lhQJelNtL5VK6rY6N+bn2ePD3HzFSta0FqdFotSkWbKM7ehu47M7t3D/nl729g6VujhVpcZpYzzJaLd6t71ozWkeu2Lt0nqAjFcFiM4vM7I8s95+3fq8ZtO4bXsXH3v4RZx2g7CpI/1sdj4X+b4uZNHb8+MzWW0vhExyeLbXl1ewTSUUNvne/lN4nHb+7Lp1pS5O0UhwK3PRfqpMl70XmVnR4GZyZjKhSdBQ1vZimQ5pzo1Ns6zBk/FjHDbFdHDuKNmEfZJUBe/bdYgHnzrGVCBMjdPGLdesXnCwCwTDBEImpraWSwkYVt/hQpc3SjVIqpiDp9J0KWIo6+Ko0DlH8+XsuJ9z437+9QPbKm7ZmoXIqFlSKWUopX6v0IURoliUsrKkuOwGboeBy25Y2VOK3NY0NBVIu+TN7NKsX1pPc40Te7K5j4BNwZrWmoTt9+06xL27DjPhDxE2NRP+EPfuOrygxL93P3YQX9DEYRi47QYOw8AXNLn7sYMFTcBdNGni6JWrm4uSczQfwlrz1aeP8a7L27m2e2mpi1NUGQU3rbUJfLjAZRFpdDYlv7pPtV2kNzETor3Rjd1QhE2N3VC0N7pjowqLQWENJmmrc6eenzjrD7dt78Jpt7Gswc1FSzwYkeexGQqXw6Cpxjln7uA//fxoQhaR6P//6edHcy57/DQVpRSGYaVTOzbki6X9ynWeW6p15gq1/lzS10qTAiyfaekKbWomhD9o8qE3rSl1UYoum6/LT5VSH1NKdSqllkT/FaxkIsGnb7yEBo89dhK0Eifb+fSNlyTsV66TuMtNZ5MXu82gq7WW7mX1dLXWYrcZRa1d2G0q1sdX57ZjM6wmL4V1azPmDtePT25tatiwrI4NS2tZ0ZB67uB0ZC03pS78i9+ebwtNwP22zcuz2l4IbXVW852K+xe/vVJMB8K8YV0La/OYYL1SZNPn9oeR2w/FbdNAdaUdKFM7utv44u9fzv17eukb8dGRYhmRd162nB+8MDff5DsvK96JoRKUw+KppiY2HP+Wa1bzxSePxAKcNQWEpMP1s50vWIipj10tNRzun0RpHeufMjWsizSJLmRO47nxAEu8Dkang5jaej8aPQ7OjRdvVfoap23OgqzRvrZKEjI1r1vTUupilERGwU0pZQDv01o/XeDyiDQyOWHceFkHP3mlH1/cchxep40bL+sodPEqyo7uNu6CeS8WCil+OH70Nt+DPgA6mjycGpmeE+E6FtCk/fHru/mLh19kwh8iFDaxGwZNXkde5gaeGvGxotFDe1wtOl8rwmdqcCoA+sLAEhW5QhicKl6AzZetKxtLXYSSyCi4aa1NpdTngKsLXB6xQPfv6WV5gzs2DBvIahj2YlLqjCmzA1e+h+tHffrGS/jId59nfDqEJnWTdjbip6nk++Kgs8lL/4Q/4Ttc7AEpgZCJzaYS1toLmaY1FaPCrFu6+JokIbtmyceVUu8Bvq+15LsoVwsdhi3yq6PJQ9/I9JztxRwIlGmTdi7PW4iLg3JoMo6fchE/LcCZRdqzcmAoRZPXMf+OVSib4PbnQA0QVkpNE2nK11rXF6RkIiflcNW7mHgdNnxJkgh7I8mQO5u8uOzGnJp0W13x5tNB6Wup2SiHJuP1S+s5NjjJhD9EIGzitBnUuR2sbqms7B7RVGuLUcbBTWu9OOu2FaYcrnoXE6/LxkwojAlE2/yMyHbI7vPY3dPP/Xt6OTXio7MEJ/RyUupgHP3cljXY5XdUoTKeCqAs71NKfTJyv1MpdUXhiiZysaO7jZ1b2xmYmOHguQkGJmbYubU94xNFdDmVXBLeLkbr2upoq3fhddiw2xReh422ehfrIkOvMx0WH832n2s+RpFfC53OUC4WZ53NojLtPlNK/RNgAtdqrTcqpZqAx7XWry1kAfNt27Ztev/+/aUuRsayvZrf3dPPxx5+kcmZ0Jycf/P9MOOXU4m/Wq3EH3Wx5Os9u+mBfRwfmmR8+h5kxTsAABceSURBVEIzWL3HzqrmuUvHxH8nME2Gp0PMhMy8jrAUZS3jmFXXsUFP9L1ayLKUQkbHn80k7iu11h8C/ABa6xHAmUPBRIZyuZqPX73bphTahFFfkLsfOzjv68UnvFXKunXYFPfv6c3nYVWVfF3hx2f7txmKkKkZnAhwuH8iYb/478RMMETf2Ay+QBgDzXQwzBefPLKgtFqiuizmkX/ZDCgJKqVsRN4vpVQrVk1OFEgu2dVnr96tFGhTc2xo/tGSMtIyN/noH5qd7V8pMJWeM/Q8/jtxbHDK2hcIa3DZDEKmyYNPHZPaW55Van9ouIjJpstNNjW3+4AfAG1Kqb8DngL+T0FKJQAr2HgciRkRChlsqiLhbYWKrqxtmhqtdSzr/+yh5/Hfidh5K26ouqFgKpD5yt5ifpXcH2pqvWgDXMbBTWv9b8BfAn8PnAXeqbX+9+jfI31wIo9yCTbxq3drNKbWmNraPp/btncxNh3kcP8EPefGOdw/wdh0UEaIFUF8tv+w1thtiuYaJ+uWJs60if9OxFa20RfyRZq68lJElbtKbq63GSrtwrzVLKs821rrHq31l7XWX9Jaz+7EeSKP5RKQU3b1+NW7Q2ETBVmlRVIA2kp3hF7co62KKT7b/4aldSxrcOO02+Z81vHfieYaqwlZYy11EzLNlPkoRe6K3YKSTw6jiEsplJl8LlYq58E8y2Uy60LSIt2/p5d6jyNh8UxJ3VUcmX7W8fsFQiYdDcaF0ZIOGS1ZCJ1N3iQTuu0VMaF7kc7fBvIb3BZnw26B5TJYIdcBDjKgpLQy/dxKPcF5sbm6awm/Oj5sDdRSEAibDEwGuPkKWfGrnOUzuIkKJ6m7CqtSR9wtdnt7h2mrc86Zg7i3d5jbS104kVLJmiUjC51+F1gFHAd+LzJ3bvZ+7wc+Ebn7Ga3115VSXuDfgTVAGPgvrfUduRddgKTuKqT4yd7xI+7ugqwD3GIIkuV0jKdGfDTXuGipvZAPtNhL8IjszdvbqJRyK6X+TCn1JaXUbUqpVAHxzVm+9h3AE1rrdViDUeYEp0gA/BvgSuAK4G/iRmV+TmvdDVwOvF4pdUOWr1+1ck2hVS0phzJVzFRj+RpxV8nD0jNVbsdYyVNkFvP6LZkMpfk6sA14GbgB+H/JdtJaD2f52jdGnjv6Gu9Mss9vAz/VWg9HanU/Ba7XWvu01j+LvG4AeA6Q1ThZ+IlhR3cbD916Fb/4+LU8dOtVVR3YinkCzdeIu0oelp6pcjvGXEYtlwtzEUe3TILbJq31+7TW9wM7gTfk6bWXaq3PAkRuk51F24FTcff7IttilFKNwNtJMxVBKXWrUmq/Umr/wMDAggtezsrtxFCuiv0+5evqf3aQHJ8Ocm7Mz6+OD1dNoutyG3pfaS0a8ee7UHjxTujPpM8tGP2P1jqUzdpASqldwLIkf/rfmT5Fkm2xS5FIE+lDwH1a65RnJa31A8ADYCVOzvC1K5KMeMxMsd+nfPVnxg/6GZ8Ocnp0mlAkA8XzJ0f4i4df5LMZJMkuZ+U4sKmSRqjGn+/qOjZU9fkunUxqbluUUuORfxPA5uj/lVLj6R6otb5Oa31Jkn//CZxXSi0HiNwmu+TsAzrj7ncAZ+LuPwAc1lp/IYPjWBQquX+gmIr9PuXr6j++iezcuD8W2Jw2hQZGfEHu+XFPAY6geCq5GbDcGIt4otu8NTetdaFy+TwCvB+4O3L7n0n2+Qnwf+IGkfwW8FcASqnPAA3ALQUqX0WSEY+ZKcX7lI+r//hJ3EcHrMTJTpsRS7GklaY3klC5UpXDStxVY/HGtszXc8v7CyvVDHwPWAmcBH5Xaz2slNoG/InW+pbIfn8I/HXkYX+ntf6qUqoDqy+uB5iJ/O1LWusH53vdSlvPLRfRYdRyYkiv0t+nDZ94DK01trgUS2HTRCnFq5+RwcNVLOOQ1bCyW4+drOyafBIZHX/JglupLIbgJhaH6+/9OUcGprApZS1tpCGsNWtba/jxR99Y6uKJwpHgloHFm1VTiAp3xw0bafQ6UIYV1JQBjV4Hd9ywsdRFE2ViEbdKSnATolLt6G7jczu3cHlnE8vq3Vze2cTnKnykpBD5IrklhahglTREXYhikpqbEEKIqiPBTQghRNWR4CaEEKLqSHATQghRdSS4CSGEqDoS3IQQQlQdCW5CCFGlFnHeZAluQgghqo8ENyGEEFVHgpsQQoiqI8FNCCFE1ZHgJoQQVWoRjyeR4CaEEKL6SHATQoiqtXjrbhLchBBCVB0JbkIIIaqOBDchhBBVR4KbEEKIqiPBTQghRNWR4CaEEKLqSHATQogqpdGlLkLJSHATQghRdSS4CSFEldKLt+KGvdQFEKLa7e7p5/49vZwa8dHZ5OW27V3s6G4rdbHEPO7bdYgHnzrGVCBMjdPGLdes5vbr1pe6WCJDUnMTooB29/Rz5yMH6J/w0+hx0D/h585HDrC7p7/URRNp3LfrEF988gjTwTB2A6aDYb745BHu23Wo1EUTGZLgJkQB3b+nF4dN4XXaUcq6ddgU9+/pLXXRRBoPPnUMQ4HdMDCUEbm1tovKIMFNiAI6NeLD47AlbPM4bPSN+EpUIpGJqUAYY1bOYUNZ20VlkOAmRAF1NnmZDiaeEKeDYTqavCUqkchEjdOGOWswhqmt7ZVELd5FASS4CVFIt23vIhjW+AIhtLZug2HNbdu7Sl00kcYt16zG1BAyTUxtRm6t7ZVELeIlb2S0pBAFtKO7jbuw+t76Rnx0yGjJihAdFSmjJSuX0otsIsS2bdv0/v37S10MIYTIVcbVsSUXbdTDJw4WsiylkNHxS7OkEEKIqiPBTQghRNWR4CaEEKLqlCy4KaWWKKV+qpQ6HLltSrHf+yP7HFZKvT/J3x9RSv2m8CUWQghRKUpZc7sDeEJrvQ54InI/gVJqCfA3wJXAFcDfxAdBpdS7gcniFFcIIUSlKOVUgBuBHZH/fx3YDXx81j6/DfxUaz0MoJT6KXA98JBSqhb4c+BW4HtFKG/FkES9QojFrpQ1t6Va67MAkdtkZ9924FTc/b7INoBPA/8PmDePkVLqVqXUfqXU/oGBgYWVusxJol4hFrf4810wGCx1cUqmoMFNKbVLKfWb/7+9+4+t6rzvOP7+YIyAxAmmtQkFupSNlpBqSzMrJWvEaENIulWwqZu2aOtYl4h0W5Ru6rS1m1Qy0KZUq7a16haFpVlTacuWH03DOimMJHXZohHhNB0hCQkdTYdTgglQoDUU23z3x3ksTHQNht7rc89zPy/p6vocH66/jx5zPz7nPPd5ajxWT/QlauwLSVcBPxURj07kRSJiY0T0RERPV1fXhOuvonu27uHk8AivHznBy/uP8fqRE5wcHvFEvWYtYuz7XXt7e9nllKahlyUjYsV435O0X9LciNgnaS5Q69Sin9OXLgHmU1y+vBb4WUmvUrShW1JvRCynxb2y/yhHTwwzBdEmMTwSHPzhSYZHjpZdmpnZpCnzsuQmYHT04xrgsRrHbAZWSupMA0lWApsj4u6IeFtEXA5cB7ziYCsMjRQzzkyZIiQxJU1tfnKktWaiMbPWVma43QXcIGk3cEPaRlKPpHsB0kCSDcD29Fg/OrjEaps2dQoEnIogCE5FQKT9ZmYtorTRkhFxELi+xv4+4NYx2/cB953ldV4F3t2AEitpUXcHrx78AUePD3Ny5BTT2qZwyUXtXP6Wi8suzcxs0vjP+czctmwh7W1tXHbpdN41p4PLLp1Oe1ubl1gxs5bicMvM8sXdrF91Jd0d0zlyfIjujumsX3WlP+dmZi3F67llaPniboeZmbU0h5u1LM/kYpYvX5a0luSZXMzy5nCzlnTP1j20t4mZ06YiFc/tbfJMLmaZcLhZS9p7eJAZ7W1n7JvR3kb/4XNOVWpmFeBws5a0oHMmx4dGzth3fGiE+Z0zS6rIzOrJ4WYt6bZlCxkaCQZPDhNRPA+NhD8PaJYJh5u1JH8e0Cxv/iiAtSx/HtAsXz5zMzOz7DjczMwsOw43MzPLjsPNzMyy43AzM7PsONzMzCw7DjczM8uOw83MzLLjcDMzs+w43MzMLDsONzMzy47DzczMsuNwMzOz7DjczMwsOw43MzPLjsPNzMyy43AzM7PsONzMzCw7DjczM8uOw83MzLLjcDMzs+w43MzMLDsONzMzy47DzczMsuNwMzOz7DjczMwsO6WFm6TZkrZI2p2eO8c5bk06ZrekNWP2T5O0UdIrknZJ+vDkVW9mZs2szDO3TwJPRsQi4Mm0fQZJs4F1wHuBa4B1Y0Lwz4CBiHgnsAT4xqRUbWZmTW9qiT97NbA8fX0/0Av8yZuOuRHYEhGHACRtAW4CHgB+B1gMEBGngDcaXrGZtYzeXQPcs3UPew8PsqBzJrctW8jyxd1ll2UTVOaZ25yI2AeQnmv91swD9o7Z7gfmSZqVtjdI+qakhyTNGe8HSVorqU9S34EDB+pVv5llqnfXAJ/e9AIDx04wa0Y7A8dO8OlNL9C7a6Ds0s5p7Pvd0NBQ2eWUpqHhJukJSTtrPFZP9CVq7AuKM875wNMRcTXw38Bnx3uRiNgYET0R0dPV1XXe7TCz1nLP1j20t4mZ06YiFc/tbeKerXvKLu2cxr7ftbe3l11OaRp6WTIiVoz3PUn7Jc2NiH2S5gK1/iTq5/SlSygCrRc4CAwCj6b9DwG31KNmM7O9hweZNePMYJjR3kb/4cGSKrLzVeZlyU3A6OjHNcBjNY7ZDKyU1JkGkqwENkdEAP/G6eC7HnixseWaXZjeXQPcvHEb133mKW7euK0Sl7Za3YLOmRwfGjlj3/GhEeZ3ziypIjtfZYbbXcANknYDN6RtJPVIuhcgDSTZAGxPj/Wjg0soBp/cKWkH8BHgE5Ncv9k5VfneTSu7bdlChkaCwZPDRBTPQyPBbcsWll2aTZCKk6DW0dPTE319fWWXYS3i5o3bGDh2gpnTTt8BGDw5THfHdB5Yu7TEyuxcRkdL9h8eZH5zjZasNRahptk/cUUc+u5LjaylDBNqf5kfBTDLnu/dVNfyxd3NEmZ2ATz9llkD+d6NWTkcbmYN5Hs3ZuVwuJk10PLF3axfdSXdHdM5cnyI7o7prF91pS93mTWY77mZNZjv3ZhNPp+5mZlZdhxuZmaWHYebmZllx+FmZmbZ8YCSDHkdKjNrdT5zy4znMjQzc7hlp8rrUJmZ1YvDLTN7Dw8yo73tjH2ey9DMWo3DLTOey9DMzOGWHc9laGbmcMuO5zI0M/NHAbLkuQzNrNX5zM3MzLLjcDMzs+w43MzMLDsONzMzy47DzczMsuNwMzOz7DjczMwsOw43MzPLjj/EbdYkvA6fWf34zM2sCXgdPrP6criZNQGvw2dWXw43sybgdfjM6svhZtYEvA6fWX053MyagNfhM6svh5tZE/A6fGb15Y8CmDUJr8Nn9dbVMa3sEkrjMzczs0x1TG8vu4TSONzMzCw7DjczM8uOw83MzLJTWrhJmi1pi6Td6blznOPWpGN2S1ozZv/Nkp6XtEPS45LeOnnVm5lZMyvzzO2TwJMRsQh4Mm2fQdJsYB3wXuAaYJ2kTklTgc8B74+InwZ2ALdPWuVmZtbUygy31cD96ev7gV+qccyNwJaIOBQRh4EtwE2A0uMiSQIuAb7X+JLNzKwKygy3ORGxDyA91/qAzzxg75jtfmBeRAwBvws8TxFqS4AvjveDJK2V1Cep78CBA/Wq38ys6fj9rtDQcJP0hKSdNR6rJ/oSNfaFpHaKcHsP8DaKy5KfGu9FImJjRPRERE9XV9d5t8PMrCr8fldo6AwlEbFivO9J2i9pbkTskzQXqLVwVT+wfMz2fKAXuCq9/v+m13qQGvfszMysNZV5WXITMDr6cQ3wWI1jNgMr0yCSTmBl2vcasETS6J8lNwAvNbheMzOriDLnlrwLeFDSLcD/Ab8KIKkH+FhE3BoRhyRtALanf7M+Ig6l4/4c2CppCPgu8NuT3QAzM2tOioiya5hUPT090dfXV3YZZmYXqtZYhJoyfb+bUPtbLtwkHaA402u0twJvTMLPmQxuS3PKqS2QV3sa2ZY3IuKmiRwo6fGJHpublgu3ySKpLyJ6yq6jHtyW5pRTWyCv9uTUlqry3JJmZpYdh5uZmWXH4dY4G8suoI7cluaUU1sgr/bk1JZK8j03MzPLjs/czMwsOw43MzPLjsOtziTdJOllSd+WVKn5LiUtkPR1SS9JekHSx9P+CS0s24wktUl6TtLX0vY7JD2T2vKvkqaVXeNESZol6WFJu1IfXVvVvpH0h+l3bKekByRNr1LfSLpP0oCknWP21ewLFT6f3hN2SLq6vMpbh8OtjiS1AX8HfJBiGZ6bJS0pt6rzMgx8IiKuAJYCv5/qP+fCsk3s45w57+hngL9JbTkM3FJKVRfmc8DjEbEY+BmKdlWubyTNA+4AeiLi3UAb8OtUq2++RLG25Fjj9cUHgUXpsRa4e5JqbGkOt/q6Bvh2ROyJiJPAv1AsyloJEbEvIr6Zvj5G8eY5j4ktLNt0JM0HfhG4N20L+ADwcDqkSm25BFhGWrcwIk5GxPepaN9QzGs7Q9JUYCawjwr1TURsBQ69afd4fbEa+HIUtgGz0koo1kAOt/qqubhqSbX8WCRdTrFe3jNMbGHZZvS3wB8Dp9L2W4DvR8Rw2q5S/ywEDgD/mC6z3ivpIirYNxHxGvBZignT9wFHgGepbt+MGq8vsnlfqBKHW33VXFx10qv4MUm6GHgE+IOIOFp2PRdC0oeAgYh4duzuGodWpX+mAlcDd0fEe4AfUoFLkLWke1GrgXdQLDZ8EcWluzerSt+cS5V/7yrL4VZf/cCCMdvzge+VVMsFSaucPwL8U0R8Je3eP3oZ5SwLyzab9wGrJL1KcXn4AxRncrPSpTCoVv/0A/0R8Uzafpgi7KrYNyuA70TEgYgYAr4C/BzV7ZtR4/VF5d8XqsjhVl/bgUVp1Nc0ipvkm0quacLSPakvAi9FxF+P+dZEFpZtKhHxqYiYHxGXU/TDUxHxG8DXgV9Jh1WiLQAR8TqwV9K70q7rgRepYN9QXI5cKmlm+p0bbUsl+2aM8fpiE/BbadTkUuDI6OVLaxzPUFJnkn6B4gyhDbgvIv6i5JImTNJ1wH8Cz3P6PtWfUtx3exB4O2lh2dFFY6tA0nLgjyLiQ5IWUpzJzQaeA34zIn5UZn0TJekqisEx04A9wEcp/kCtXN+kxYZ/jWKE7nPArRT3oSrRN5IeAJZTLG2zH1gHfJUafZEC/AsUoysHgY9GRHaLrDUbh5uZmWXHlyXNzCw7DjczM8uOw83MzLLjcDMzs+w43MzMLDsON7OSpFn+f6/sOsxy5HAzK88swOFm1gAON7OzkPRVSc+mtcfWpn23SHpFUq+kf5D0hbS/S9Ijkranx/vS/jvT+l+9kvZIuiO9/F3AT0r6lqS/KqeFZnnyh7jNzkLS7DTLxAyK6dVuBJ6mmNfxGPAU8D8Rcbukfwb+PiL+S9Lbgc0RcYWkO4GVwPuBDuBl4DKKGTm+ltY0M7M6mnruQ8xa2h2Sfjl9vQD4CPCN0SmuJD0EvDN9fwWwpJhtCYBLJHWkr/89TSX1I0kDwJxJqd6sRTnczMaR5qRcAVwbEYOSeinOuq4Y559MSccef9PrAIydI3EE/98zayjfczMb36XA4RRsi4GlFKtG/7ykzrQ8y4fHHP8fwO2jG2mi47M5RnGZ0szqzOFmNr7HgamSdgAbgG3Aa8BfUqyU8ATFUi1H0vF3AD2Sdkh6EfjY2V48Ig4CT0va6QElZvXlASVm50nSxRHxg3Tm9ijF0kaPll2XmZ3mMzez83enpG8BO4HvUKzjZWZNxGduZmaWHZ+5mZlZdhxuZmaWHYebmZllx+FmZmbZcbiZmVl2/h80twU9ltIiuAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x=\"agent\", y=\"P_err\",kind=\"reg\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\")) " + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1706: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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svm5ZvMuJG2l9iblwxeIivnh5NT/eXsdV5xVz1dLieJckokRaagZworWfv/zlXhYXZ/K9Wy9IyF2rhUg0f3/teSwtzeLvn36P9n53vMsRUSKhFmddAx6++NPdpFlMPHrbWjLTpPEsxFywW81875YL6HX5+MrT+0mR8QVJT0ItjgY9fr70sz209Lh4+PNrqchLjo0+hUgU55VmsXnjUl4+0sovpes7KUioxYnXH+Avf/kO7zR08eCn1nDRgrx4lyREStp0WRUblhRx3x8OsbehK97liFmSUIsDnz/A3/76Pf54tI1vfGwV168ui3dJQqQsk0nx3U+voSzHzh0/20NTlzPeJYlZkFCbY15/gL/+1T62vNfMVzYulcVVhTCA/AwbP75tHW5fgC8+vodupyfeJYkZklCbQ4MeP3/5y71s3d/CVz+yjL+4cmG8SxJChCwqzuS/P3sRde0DfO7Hb9Pj9Ma7JDEDEmpz5Gyvi08/soNth8/yzzeu4EsbauJdkhBijMsXF/Lw5y/i2Jl+Pvfjt+kckBZbopFQmwM7azu48fvbOdnazyOfX8ttl1XFuyQhxASuWlrMDz9/IUfP9nHTD7Zz5ExvvEsS0yChFkMur59vbD3ErT/aSbrVzNN/cRkfWi77oglhdFcvLeFXd1yC2xvgT//rLZ5+p0nmsSUIWdA4BgIBzTPvnubbLx6lucfF5y6p5B8+sgyHbXoTq2XJKCGibzqDs872urjrib3sru/i8kWF/PNNK1hYlBnD6iYlSw1FQEItinqcXp7e28Qvdp6irn2AVeU5/MNHlnHpwoIZnU9CTYjom+6I40BA88tdDfz7c0cY8Pj4yKoyvnRFDasrclBzu3mvhFoEJNRmweMLcLill3dOdfHKkVZ21nbgC2gurMzl/7u8mo+sLMM0i3UcJdSEiL6ZTqNp63Pz2Jt1/HzHKfrdPqoKHFy3qoxLagq4sDKXLLs1ypWOI6EWAQm1cHfWmrdOduD0+HF6fLi8fpweP72DPtr6XZzpcVHXPkBDpxOvP3jqmqIMPrS8hI+unsfK8pyoFC2hJkT0zXZuaM+gl+feb+EP+1vYUduBP7TvYXluOjVFGZRm28nPsJGXYSPfYSPTbsFiUljNJixmhdmkWFmeQ/b0Q1BCLQISauHurDU1//As4f5r8hxWSrLtLChwUF2YyeqKHNbMz2Vebnq0ah0moSZE9EVzwYN+t499Dd2829DFibZ+atsGaO930zHgweMLTPi4p//8UtZW5U/36STUIpASoaaUeh4onODmQqB9DsuZDiPXBsauz8i1gdQ3G0auDWJXX7vWemMMzptUUiLUJqOU2qO1XhvvOsIxcm1g7PqMXBtIfbNh5NrA+PUlO5mnJoQQImlIqAkhhEgaEmrwSLwLmISRawNj12fk2kDqmw0j1wbGry+ppfw1NSGEEMlDWmpCCCGShoSaEEKIpCGhJoQQImnENNSUUhuVUkeVUieUUpvD3L5BKbVXKeVTSt084vgapdQOpdRBpdR+pdSnR9z2uFKqTim1L/SxJpbfgxBCiMQRs1BTSpmBHwDXAcuBW5VSy8fcrQHYBDwx5rgT+ILWegWwEfiuUip3xO1/r7VeE/rYN1UtGzdu1ASXypIP+ZAP+UjUj4gl6WteRKa3wdf0rAdOaK1rAZRSTwE3AYeG7qC1rg/dNmqRNK31sRGfNyulWoEioHsmhbS3G3lFHSGEiK5Ufs2LZfdjOdA44uum0LFpUUqtB2zAyRGHvxHqlnxQKZU2wePuUErtUUrtaWtrm+7TCiFEQpHXvKBYhlq4FaWn1YRWSpUBPwf+TGs91Jq7B1gKrAPyga+Ee6zW+hGt9Vqt9dqioqLpPK0QQiQcec0LimWoNQHzR3xdATRH+mClVDawFfia1nrn0HGtdYsOcgM/IdjNKYQQQsQ01HYDi5VS1UopG3ALsCWSB4bu/wzwM631b8bcVhb6VwEfAw5EtWohhBAJK2ahprX2AXcBLwCHgV9rrQ8qpe5TSt0IoJRap5RqAj4JPKyUOhh6+KeADcCmMEP3f6mUeh94n+C+Rf8aq+9BCCFEYonl6Ee01s8Cz445du+Iz3cT7JYc+7hfAL+Y4JxXR7lMIYQQSUJWFBFCCJE0JNSEEEIkDQk1IYQQSUNCTQghRNKQUBNCCJE0JNSEECLJDHr98S4hbiTUhBAiybR0u+JdQtxIqAkhhEgaEmpCCCGShoSaEEIknWltiJJUJNSEECLJpG6kSagJIUTS0SmcahJqQgiRZFI40yTUhBAi6aRwqkmoCSFEktEpnGoSakIIkWTkmpoQQoik4U/hVJNQE0KIJOMPaAKB1Aw2CTUhhEhCAx5fvEuICwk1IYRIQt1Ob7xLiAsJNSGESELN3YPxLiEuJNSEECIJ1bUPxLuEuJBQE0KIJKOAug4JNSGEEEnAZjFR15aaoWaJdwFCRNPdT+3lmX0to45l2kwcuO+6OFUkxNxLs5g5drYv3mXEhbTURNIIF2gA/Z4AK+99Lg4VCREfDpuZ+g4nHf3ueJcy5yTURNLYsv/MhLf1ewJzWIkQ8ZWRZgZgd31nnCuZexJqImn4U3QFBSHGGvQGyEyz8Prx9niXMuck1ETSMJtUvEsQwhAUcNnCAl490opOsXUgJdRE0rhxdWm8SxDCMK5dUUpzj4u9Dd3xLmVOxTTUlFIblVJHlVInlFKbw9y+QSm1VynlU0rdPOL4GqXUDqXUQaXUfqXUp0fcVq2UelspdVwp9SullC2W34NIHA/ecmG8SxDCMD68ooQ0i4nf7Tsd71LmVMyG9CulzMAPgA8BTcBupdQWrfWhEXdrADYBfzfm4U7gC1rr40qpecA7SqkXtNbdwDeBB7XWTymlfgh8EfjvWH0fwniqNm8dd6z+gevjUIkQxpVlt3LN8hK27m/hH29YjtWcGh1zsfwu1wMntNa1WmsP8BRw08g7aK3rtdb7gcCY48e01sdDnzcDrUCRUkoBVwNPh+76U+BjMfwehMGEC7SRx0ODvoQQwE3nz6NjwMP2E6kzYCSWoVYONI74uil0bFqUUusBG3ASKAC6tdZDeypMeE6l1B1KqT1KqT1tbW3TfVqRoNz+iW+bKBCFSAYjX/P6ujt54u0GzvS6cNjMfOv5o/Eub87EMtTCDUWb1jAcpVQZ8HPgz7TWgemcU2v9iNZ6rdZ6bVFR0XSeVgghEs7I17ys3HwALCYT66vyOdzSS0OHM84Vzo1YhloTMH/E1xVAc6QPVkplA1uBr2mtd4YOtwO5Sqmha4HTOqcQQqSai2sKUAp+uqM+3qXMiViG2m5gcWi0og24BdgSyQND938G+JnW+jdDx3VwwsUfgaGRkrcBv4tq1UIIkURy0q2sKs/hV7sb6XMl/8ahMQu10HWvu4AXgMPAr7XWB5VS9ymlbgRQSq1TSjUBnwQeVkodDD38U8AGYJNSal/oY03otq8A/1cpdYLgNbYfx+p7EMYz0QRrmXgtxMQuW1hIv9vH0+80xbuUmIvpKv1a62eBZ8ccu3fE57sJdiGOfdwvgF9McM5agiMrRQrKsJkZ9Prx+kdfSvUHNFWbt1L/wPUTDgiRYf8iVc3Pd1CZ7+A/XzmB1WzCpBSfubgy3mXFhGw9IxLK7ZdX851txye8fSjYhBCjfWBRIU/uauBISx/L52XHu5yYkVATCeXL1yyZNNRg/NB9CTkhYHlZNjnpVnbWdiR1qKXGFHOR0mR+mhDB687rq/M50dZPW1/y7rMmoSZSQtXmrRJuIuWtXZCHWSl21nXEu5SYkVATCeXup/bO6vESbCKVZdmtrCzPZu+pLgbcvqkfkIAk1ERC+e17LfEuQYiE9ZmLK/naDctx+wK8eGjineITmYSaSBgPbTtGiu13KETUXVSZR1FWGi8fbo13KTEhoSYSxg9ePRnvEoRIeCaT4qrzinj9WFtS7ootoSYShtsXmPpOEZDraiLVrarIpdfl40yvK96lRJ2EmkgIsx0gMpYEm0hlC4syADjZOhDnSqJPQk0khC37k/OithDxkG23AuD0JN8ISFlRRCQEfyDyvv+KnDSaeqaeXCorj4hU88TbDQA0dQX3Vtt+vJ32fs+kj0m0NSIl1ERCMJvUpME2NpBm0r0o60aKVNHnCrbQ0m3mOFcSfdL9KBLC4iLHhLdl2uTXWIjpGBogUpptj3Ml0SevBiIhNE/SnXjgvuvGHZMWlxATO9UxQGGmjTSrtNSEiIsBj580iyLdah7+SLOoSTcHlWATYrxBj5+TrQMsK0vOlfrlmppICEObg47MsIAOHhdCTG7kYI//3duEX2v+74eWcEFlXhyrig1pqYmEcPvl1QQ0+AIBAjoQ+jd4fDLTaa1Jy06kgucOnKEsx875FbnxLiUmpKUmDO/VI63DG4P6x9z25WuWTPn4cGG18t7n6PeMXqFERj+KZOf0+Hj9WBu3rq/ENEnXfSKTlpowtFePtLLp8d0T3l4zg6H74QJtiKw0IpLZjpMduH0BPrS8JN6lxIyEmjC0f/zdgUlvn8lqkBMFmhDJ7rVjbThsZtZWJd+1tCESasLQmroG412CEEnj/dM9nF+RS5oleQdYSagJQ0u+jTGEmFsjRz7Wtw9QVZgRx2piT0JNGFq6dfJf0Zn8AssKJCIVBQKaLqeXoqy0eJcSU/LXLQzN7Z34+pcJqJ3BaMUD9103YbDJ6EeRrEwmhc1swhOlfQmNSob0C8M676tbJx0IMpNAGzLZ6MdoBdtkIyklPEU8ZKSZ6RmcfFX+RCctNWFY7rGT0hLIVFMDZOqAiIelpdkcbO6NdxkxJS01IYRIYkN7qAGsrsjhsTfrcHp8OGzJ+fIvLTUhhEgRVy0txuvXvHTobLxLiRkJNSGESBHrq/Ipzbbz+/ea411KzMQ01JRSG5VSR5VSJ5RSm8PcvkEptVcp5VNK3TzmtueVUt1KqT+MOf64UqpOKbUv9LEmlt+DiI/zvjr5NScZaCHE9JlMio+eX8Zrx9rodibngJGYhZpSygz8ALgOWA7cqpRaPuZuDcAm4Ikwp/gW8PkJTv/3Wus1oY99USpZGMhkg0Qm20PNKCKpUQaLiHi4aU05Xr/muQNn4l1KTMSypbYeOKG1rtVae4CngJtG3kFrXa+13k+YJfy01i8DfTGsTyQof2D264xM1NKLVgswGjUKEQsr5mVTU5iRtF2QsRz+Ug40jvi6Cbg4Suf+hlLqXuBlYLPW2j32DkqpO4A7ACorK8feLBJYLFtqQ62n2Yab2aQiCjbZ7kZEy8jXvMLS8rD3GRoJWVWYwR+PtPLD106SbbdOeM6RS2wlili21MK98kTj7es9wFJgHZAPfCXcnbTWj2it12qt1xYVFUXhacVcSptkvdUbV5fO+vyxnkc2nRqrNm8N+yHEdIx8zcvKzZ/0vqvKc9DAgdM9c1PcHIplqDUB80d8XQHMur2rtW7RQW7gJwS7OUWSOfqN68MG28fXlPHgLRfOfUHT9OAtF/LxNWWzOocEm4iVkmw7pdl29jclX6jFsvtxN7BYKVUNnAZuAT4z25Mqpcq01i1KKQV8DJh8wy2RsI5+I3G75S6/fxtNPeN6xYUwjNUVObx46Cw9g15y0ifugkw0MQs1rbVPKXUX8AJgBh7TWh9USt0H7NFab1FKrQOeAfKAjyql/llrvQJAKfUGwW7GTKVUE/BFrfULwC+VUkUEuzf3AX8eq+9BxM9D247xn68cZ2g94zSLib+6ciFfvmZJfAuLgASaSARLSrJ48dBZTrb1c2Fl8mwaGtN1UrTWzwLPjjl274jPdxPslgz32CsmOH51NGsUxvPQtmN8Z9vxUcfcvgAPho4ZPdgk0EQiKM2x47CZOdkqoSZETD26vS7scR26LRqhVv/A9bKKvkgJk41g3FHbwZ76Tm5dP5/gFZ3EJ6EmDGfAM/HM68lumy4JLpHqPrCwkK37WzjZNsCi4sx4lxMVsvajMJwM28Tj+Se7Ldlk2+U9p4itKxYXAvDasbY4VxI9EmrCcG6/vDrscTXJbUZyaU1B2EmakUizKKxmhdmkEuJ7FYltfr6DxcWZvHIkeVbtl7eCwnCGrpklyujHya7NrZyXzaDXj9evaeh0Tnkut0+Tbbdw++UxEKsPAAAgAElEQVTVhvxeRfK5emkxj71ZR7/bR2Za4kdC4n8HIil9+ZolCfGiPtUE6QMjdhmeanDKkP1fv3bWdQkxZOQmoeH4tcbr1/zb1sOsLM8ZdZsskyWEmJCsECKMaEF+BnariUMtvVPfOQFIqAlhMLL2o5hLZpNidUUuB073MBjF0cXxIqEmhEFJsIm5snZBHr6AZl9jV7xLmTUJNSHmkMyNE0ZUnptORV46b57sIKATey9AGSgiDCfc2omZNhMH7rtuTuuo2bx1/O61nAumlfc+N6f1CBErSimuWFzEk7saONjcy6oxA0YSiYSaMJSJFgPu9wRYee9zcxZsEwUazLxbUFppwsj+9WMr2VnbwbsNXXzjYysxxXAz3liS7kdhKJMtBtzvmShmoi8az1T/wPWjPkYej1TV5q28eqQ1CtUIMTmzSfE31yzmyJk+tr7fEu9yZkxCTYg5tuie0S29qf4INz2+W4JNzIkbVs/jvJIs/v2FI7i8iTkSUkJNiBi4tDr8Vh6L7tmKb8x1+EhahQ+/Xjv7ooSYgtmkuPejy2nsHOTHE+yWYXRyTU0YSpoZ3BO8Qcy0xeY9WLSHzl9anceTd14W9raxgRappq6pl9gSIho+sKiQa1eU8IM/nuATF1ZQmmOPd0nTIqEmDOPup/ZOGmixGCQSrUCL9SCQijxHTM8vxEhf/chyrvnOa3zz+SM8+Ok18S5nWiTUhGFs2X8GgJF7FWod7BKZ6+H80zEXoxobO/pj/hwitY1dI/LShQU88+5pPnfJAi5akDg7Y8s1NWEY/kD4vrmJjhvBdAPNMsEo6an+ECcbFSpELFx5XhFZdgv3/f4gAQP/DY4loSYMwzzBvJiJjhvBq0daufWRnVz+zVe49ZGdU45SPHH/9eOCzaKgdsywfyHiLc1iZuOKUt5r6uF/3z0d73IiJt2PwjBuXF3KM/taGLtKz42rS+NTUAS+9PM9VOY7yE230trn4t4tB7kPuHJp8YSPOXH/zMJrLiefCwFw/vxcDp/p5aGXj3PTmnlYzcZvBxm/QpEyHrzlQj6+pmy4ZWY2KT6+powHb7kwZs85VevIap68lej1a062DXCguZeTbQOc7nbGbPj9XE4+FwLApBR/88ElNHQ6+W2CtNZSoqXm9gU41TGA1WwKfahRnytl3O6tVPPgLRfy4C1z+5zhgm31119g0OvHYjLh9Uc+CdUfgF11HdEsT4i4Otvrojgrje+/cgKvPzrX1mK5+WhKhFpDp5N/+cMh5uWkMy/XzrzcdOblppPnsKLU6ICzmE3YRnwu5tZD247x6PY6Bjx+Mmxmbr+8Oi47YA94/JjQuH3TX1UhSn/3QhiCUorz5+fy0qGz9Ax6yUm3xrukSaVEqLm8frYdHn8BP91qpizXTnluOvNyzoXdvFw7xVl2LKFws5lNw58PBaCRBy8YzatHWnn49Vp21EbegkmzKAa9fr73ygmAOQ+2NIsJp8eP/JSFgOVl2bx06CwnW/u50ODD+1Mi1AoybFyzrJjmbhctPYN0Ob0ADHr91LYNUNs2MO4xZpOiNNs+qmU3HHw5dhxpFqxmE5ZQ6I38XLozz3n1SCv3bjlIQ+f0VsRwh5beUMCj2+vmJNTC7RAw142u+geul81BheEUZNpQQKfTE+9SppQSoVaUlca9N6zAFwheaHd6fDR3u2juHqS5x0VL9yDN3YOc7nbR2ucioINzo053D3K6exAYvxtsQaZtuDuzfEQLb15OOgWZaVjGXLcb+jzVPPx67bSuSY2lgT6XL3oFTWCiLW9moiInLSrnCadq81YZ+i/mnMVkIstuoSfUIDCylAg1q9lEZYEDrTVev8YXCFBZkIHPr/H5A3gDwX/9AY3XH+BMj4vmnsFzwdcd/Lqlx4XHFwzGjn4PHf0e3j/dM+75suyWcdfvguHnoDQnjTSLeVTY2cymOd+7KFxrIBYvlsdb+2b9hzAXraVoBtr2e66JyrmEMBINmBLgfXlKhNoQpRQ2i8I2wUyGodCbn+/AF9CjQs/v13j8fjr6PaGgC7byhkLvdPcg/e5gi6LP5eOoq4+jZ/vGPYfNYqIsxz4m9OxU5juoyHPgsFmC3ZmWYOBZTNEfnTlR91YsWgEeX4BkujBVmGFlzz9+ON5lCBFVkYxGvP/Zw6wqz43pyMVoiGmoKaU2At8DzMCjWusHxty+AfgusBq4RWv99IjbngcuAbZrrW8YcbwaeArIB/YCn9daR6WjN5LQq8zXrKrICbb4hlp3oZZe14AnbAuvuXuQ9v5giR5fgFMdTk51jL/GZFJQnGUf7tIsy02nPDedynwHVYUOsu3W4dGZQ92bRmc1KwZn2WNhpEE5i0uy412CEHNOa43T6yc9RjtlRFPMQk0pZQZ+AHwIaAJ2K6W2aK0PjbhbA7AJ+Lswp/gW4ADuHHP8m8CDWuunlFI/BL4I/HeUyw9rqtCrzHewfF4OvkBgXEtvwOWjsct5rpXXfa6L80yvC39AE9Bwpjf49d6G7nHnz3NYKRvRwjsXeBkUZ6VhtZiGB60YJQiKs+z0DvahmHk34lysKFKRkzZlF6TDZubODTUxr2Uqcl1NzDVP6A28w2b8zr1YVrgeOKG1rgVQSj0F3AQMh5rWuj5027ilErTWLyulrhx5TAX74a4GPhM69FPg68xRqE1lqtBbXJI5HHbeQAB/6F+X109zl4vGLienx4XeIC5v8L+ny+mly+nlUEvvuHM7bOZRXZrluelUFjhYUOCgIteB3WYOXsObw07xV4+00tbvRqOwmoPHAjoYzt+6+fzhpaSmGu0XyxVFhmy/55pJB4sUZtr4jxE1x1IkIyAl2MRcMiuFSZEQu2HHMtTKgcYRXzcBF8/ynAVAt9Z6aDhcU+h5EkJwonfwBT4d86jbKvMzuFjn4/XrUJdmIBh+fj9tfR5OtQ+EWnrnwq6520V3qG/P6fFzoq2fE23jtyixmBSlOfbhKQlz5eHXa8lJt5Jhs9De78bjD2AxKwoybBGHw1y+cBtpgIfZpAy9O4FILRazidJsO6e7BuNdypRiGWrh+r9m+1ca8TmVUncAdwBUVhr7wuaQoZYejA69kux0VpbnoLU+160ZCr2uQQ+n2p00djrHhV5rrxsN+AKapq5BmrrCT08Y6RtbDw13aVYVZFCQaZvxdITGLie56VaUTZEdWoVAa03PmItsE7VMUrklIoEmpmvka15haXnUB3QsKsliV30n/oA2zOWNcGIZak3A/BFfVwDNszxnO5CrlLKEWmsTnlNr/QjwCMDatWuT4hViZEuPUOjlZdioKcwEGBd6Trefhq4BTnU4aewcHL6mt7O2c8Ln+NEbdaO+zrZbhgeszM8b6tLMoLrAwbzcdGwW84S/4PPzHLT2uUb1ww96/WF3cU7lAAtHWmpiuka+5tUsWx31X55Pra3grife5bVjrVy9tCTap4+aWIbabmBxaLTiaeAWzl0LmxGttVZK/RG4meAIyNuA38220GQxNvSy7FZKcuysqyoAzoXeZx/Zwa5T4wei5KZbKMqy09wzyIA72Hfe6/LRe6aPo2fGT09Is5hC1+/sVOQ5gi28ggyqixxU5mdwxxXV/NPvD+H0+Ei3mhn0+vH6tSEGWxjd0DY8QhjFtStKKclO48GXjnPF4iLDjr6OWahprX1KqbuAFwg2Kx7TWh9USt0H7NFab1FKrQOeAfKAjyql/llrvQJAKfUGsBTIVEo1AV/UWr8AfAV4Sin1r8C7wI9j9T0km6HQCxdoAN2DPnZ99Qq8fj8dAx7q253UdwzQ0OmkqdPJ6dBUhY6B4PQEty9AXfsAde0DwOh1HU0KSrLtZKZZ6HJ6aOtzU5yVxm2XVHLBgtxYf6sJLzg4Zu+EwSYtWzHXrGYTX//oCv7il3v57rZj/P21S+NdUlhKj92RMQmtXbtW79mzJ95lTMvQIsCNXU7m5zm4c0NN1EbeTTay7vFN6yZ8nkBoAEvfoI/6joFQ4A2OuJ43yJme4DJjU8lzWKnIczA/P535ecFreNWFGdQUZlCUlSbrZ44w2c9rZLhddN8LdDjHLykmAZg0Iv6jqFm2Wtce3h+TIv7f0+/xm3ea+NUdl7K+Oj8mzzGBiL5/CTUDevVIK3//9Hv0uXz4AoHhdde+FaUh5ZO9SF5aU8CTd1wSUY2bHt8d9rbn/voK6tsHqO9w0tA5QFPXIKe7QtMTfFNvdJlhM1Oelz7cpbmgwEF1YQYLizIpz02f8yXF4imSxY3rH7h+wkAbeR+R8AwRagNuHx956A18fs2zf33FXG5FE9H3b/yZdCnom88focvpxWwK7ummdXCO2jefPxLzeVJNXVOvpj9ZoAFc9703Jn38T/9sXSjwzo3aPN09SO9g8EV5wOPn2Nl+jp0dPz3BalaU5QQHrczPDw1aKXSwsDCTykIHaRbzuMekgskCTaSmJ95uiNm5P7KyjIdfP8mmx3bxybXzp37ADM1kBKeEmgHVtg9gUsGt1AGUAq00te3jt8iJtnAjE8d6+PXaWT3HbT/ZHbbl0DXgpjbUwjvVPsCpUOg1dQ3S1hecnuD1axo6g4HIydHX8RRQnJ1GRV46lfkZLCgIdmvWFGRQVZRBtt3YmxvOVCStuZH3kVabmK35+Q6uWFzEa8fauHxxIWU5czf/dSoSailoaUkGR86GD8hINvJsjKA1NxN5GWlclJHGRQvG99O7fX5OtTupbe8Phl7HAA0dThq7BmnpGcTr12jgbK+bs71u3gkzGCYn3TqihRccqVlTFJyPl0rX8WQ1EhENGxYX8XZdB9sOt/L5SxbEu5xhEmoGVF3g4ETbACqgg600HVxealHh1K2oSDx/95Wz2ogyK23uf23SLGaWlGaxpDRr3G3+gOZMr4vatn7q2oPz8hpC3ZtN3c7h6Qk9g156Br0caB6/zJjdagoOXMkbCrzgdbyqwgzKc9OxGHT4shDxkm4zc1FlHjtqO9BaG+ZNoYSaAW2+bhl/9/R79Lt9w7P3c9OsbL5uWbxLA4Lz3YzEbFKUhyaIX7G4aNRtWmu6nF7q2/upbQuO2Ax2awZHbQ5NT3B5A5xo7edE6/jreGYVXGZsfr6DBaHVVmoKHSwozGBBfgbptthdx5OdsIWR5TpsBHTw7yeWfwfTIaFmQFcuLeY/bj6fh1+vpanLSUWUh/TPVr/Hz4L8dE51Gn8dOKUU+Rk28jPyuTBMt6bT46Oh00l9aL5dfbtz+FremR4Xfq3x63O7oO8M0z1bmGljfp5jeAHpmsIMFhQEuzVzHdZZv4OVYBNGFQi9wfX6A+PWs40XCTWDunJpcdxCbKIX0KHrMEPLX82Uka7nOGwWlpZms7R0/D5pXn+A012DwTl5QwNYhiajdw3iDk1PaO/30N7v4d3G8dfxMtMszM9PPzc1oSCTqsLgIJbSbHtKTU8QyWd/Uw/zcuz8+ZUL413KMAm1FDWTd/9DAwwiGUwy2fMmCqvZFFzYuTADzht9m9aatj43pzqd1Lb1D6++EpyiMDi8aHO/28fhlj4Ot4TZBd1sCm0RlB5q2TmoLsyksiB4bc9mOXcdL9KflwmYeiagELPX0DHA6e5BPrKqLN6ljCKhlqLufmrvjB4n3WBBSimKs+0UZ9tZVzW+W7Nn0EtDR6hbs6N/VLdma19wzzaPP0BdxwB1HQME1+o+Z2iZsaHreAsKHPzgMxewoCCDG/5z+4R11Y540yA/KxErvkCA/333NDnpVtYuyIt3OaNIqKWoLfvPxLuEpJaTbmVVRQ6rKnLG3eby+mnqCgZebeg63tDcu+buQXyhXdBbely09LjYVTfxrgojZaeZae1zUZSZOtMTRHy8dqyN1j43X7h0AXarMa6lDZFQS1Hx2NYkkboeY8luNbOoOItFxeGnJ7T0DHKqY4C6dmfoWt65bk2nZ+Kdh3vdftZ/42XSrWYq8owzGVYkl7O9Ll490sbqipyw16LjTUItRc3Ffl0SYtNnNikq8hxU5Dn4wKLRt2mt6RzwjLqONzRwpbHTSaczeB1v0OvneJipCSN95kc7qcwPzsUbmo9Xme8w3LtuETszWYJKa83NP9xBVrqFxzatozAzLQaVzY6EWoqayX5dFgU+Y01RSylKKQoy0yjITONP/+utcbcf+OdrR1zHG+C7Lx3DO8Ebl7dOdvDWyfEDfooy04I7J+Q7WJCfQVXhueDLddii/j2JxPJ2XSfvnOri3z6+ypCBBhJqhnX3U3vZsv/M8OTrG1eXhvbYio5w+3XlpluZn+/g/dM9YR8jgWYMEw0AWflPL1D/wPUsnxfsEvL7A3zvlROYFCiC1+n8AdiwpJAFBRnBVVe6gtMTPKHpCW39btr63extGD89ISvNQnlecHrCUCuvqtBBTVEmJVkyPSEVPLmrgSy7hY9fUB7vUiYkoWZAdz81Omz8AR36em/Ug+1M705a+1w4bPKrkGy+fM0SAB7dXseAx0+Gzcztl1cPHx8SCGha+9zUdwxQN7TqSkdwtGZTl5M+V3AHgD63jyNn+jgSZhd0m8XEvNCqK0Nz8qpC++NV5meMmp4gEtdrx9rYuKLUMKuHhCOvZAY0NDJx5AA2rYPHH7xl9ue//P5tNPW4Z38iYXhfvmbJuBAby2QKLgNWmmPnkpqCcbf3OL3Ud/Rzsi04Cf1UaKTm0O4JAB5fgPoOJ/Ud4xe7HpqeUJ4X3BB2Qb6DBaFuzZrCTLLnbj8uMUtOt58Cg3Y7DpFQM6CJBnBEY2DHXAWaDBJJHjkOK+c78jh//vj5SC6vn7r2YAuvLtTCG9ojr6XHhX/M9IQ99V3jzpHnsJ7bFDYvncqCjNB1PAfFWXZZTNogtNb4AgHDrf06loSaAQ2NTBz7u2OOwjWLWAaaBFn8LbpnKyfun7ufg91qZllZNsvKxg/t9vkDNHYGW29DuyecGrET+qA3OD2hy+mly+nlwOnxuyekW83My7WHRoSmB7s184OjNT/83dcnrU1+Hyc3k01Ey3PT2fp+CwsKMkYdn8lIyliRUDOg9Qty2VE3/h3t+gW5cagmMvICYgw+DZd/8xXmG2ARbIvZRHVRJtVFmVw15jatNWd7XZxs66cuNDWhsXMwuAt61yDdg+emJ5xsG+Bk2/Q3yK3avJWT//aRqLwZFEHnlWaz7fBZega95Bi021hCzYiUCbvFhMt3bhU/u8UEypjdMBJoxpKbbqW1z8W9Ww5yHxhmd4eRlFKU5qRTmpMedj5eV+g6Xl1bcE3Nobl4zd0uWvtcRNoT//H/epPy3PTgNIW8jNCi0hnkZ9qwmBVWk0lGbU7Dmvm5vHLkLNuPt3H96nnxLicsCTUDOt7ahz+gRy1O6/IFeLchsuWSJlORkyaDRJKcUgqHzYLT4+Ph12sNGWqTGbVdUOXodTW11vS7faz6+osRnWt/Uw/7m8ZPUcmyW5iXk8683BEDWAocLCjIoCzbjtViwmxSWM0maemNkJ9h4/yKXHbVd/In5xWTGYcNg6divIoEHl8g7KRZl0/z0LZjU45mC+fVI61senx3NMoTcRbpG5N0q5mmrvGjEROZUoose+TdXp+/pDJ4Da97kOZuF/3u0PQEl4+jrj6Onh0/PSHNYqIsx8683FDo5TqYn59OVUEGFXnppFstWMwqZVt6f3JeEfsau3nzRDvXriiNdznjSKgZkNU88R/Jo9vrph1qEmjJZfs910w4inVV+bkFlAe9firyHHNZmuH8y8dWAcFBK75AcLug2rb+4LSEDueIwBsc3gXdHcH0hHmh0CvLTWd+aMRmZX462XYrFrMJiyl5Q684y86K8hx21nawYXGR4easSagZ0JKS7LB7lilgYJIFbSfy8Ou1UahKGMn2e64Z9fWrR1q5d8tBnB4f6VYzg14/Xr+msaN/yk1fE1Gk+8sN7QFoMZuwmGF+voP5+eeCXmuN1x8cqt476KOufYCGzoHhwGvuCbbwzvSOn57wTphVV/Ic1lALL304+Cry0qkscFCYkYbVYsJqMmE2KywJ3L155ZIiDpzu4d3GLi5bWMgTbzcYZgSkhJoB3bmhhp11HWgdmoAd6ok0mSBjBu+KGpOsC0qcM5s904Ze8BPRRfe9EJXzKKWwWRQ2TDhsFkpz7Fy6MDgBXWuNxx/A69e4vD4aOwep73DSGJqW0NztCoZe1+DwoK6h6QkHm8dPT3DYzMPX8YaDL9dORa6Dslw7aRbzcOvO6N2bQ6H9bkM3ly0sjHc5o0ioGdCVS4v52PllPLOvJRhsBAMNFLdfXj3t883Pc9DUNTitx4x9sZMNJ40nGj+TRA22Dqcv5s+hlCLNYibNAplpFgoz7VxQGZyA7g9ovP5A8MMX4EyvK7RF0CBNXc5zgdftGt4F3enxc6KtnxNt43dQsJpVcNWVEWE3MgAz0iyG60peMz+XZw+cocvpIc9Ai11LqBnUg7dcSHXhsQnX7ZtOl9KdG2rCdmcKkWiM8ubKbFKYTebhrXryM9NYPi94PdMXat15A8HA6xrwcqozuCfe0ICVoet4bX1uNOD1a5q6BsO++VRAUVYau756zbjb4qkyNAG7pdsloSYiM9G6fZP9YYd7533l0mIe37ROBoskEaO8uM+lRPmeh67fpRMMvILMNBaVZI66fuf1BUNvwB3s1mzoHAi27rrPXcdr6RnE69dooLXPeNNwSrKDa0Ce7XOxHONsFiqhloRG/vEPBdyVS4sjvrguRLIwUtfqyOt3hBo2hZlpLCjIQOuC4et3Pn8Ajz+A2xfgTPcgjV3BVp3R/NkHqvm3Zw+zuDjTMINEAGK6RIVSaqNS6qhS6oRSanOY2zcopfYqpXxKqZvH3HabUup46OO2EcdfDZ1zX+gjsWaWzrFohdhELw5GetEQYqxEeRM3dP0uM81CrsNGcZad+XkO1lUXcNOacm6/oibeJYallMJvsAWOY9ZSU0qZgR8AHwKagN1KqS1a60Mj7tYAbAL+bsxj84F/AtYSHPv3TuixQwsiflZrvSdWtRvBQ9smvp42XWP3Z5spCbDEM/QzS5QXdzHe0PU7o3F5/Xh8ATINthfjpNUopezAnwOLgPeBH2utIx12tB44obWuDZ3rKeAmYDjUtNb1odsCYx57LfCS1rozdPtLwEbgyQifO6E9tO0Y39l2fPjrXpeP72w7PurYdEw30CS8EtvSkgyev/vKUceGdn4Yu0dfIs6REsZwpscFQFluepwrGW2q7sefEmwtvQ9cB3x7GucuBxpHfN0UOhaNx/4k1PX4j0qpsH+VSqk7lFJ7lFJ72traplF2/M00vGaj/oHrhz+E8U30cwoXaAA3rg4uZ6T1uY+RxxPBTH83F92TGq3Uka95fd2zXyd2Ks09wet883LsMX+u6Ziq3bhca70KQCn1Y2DXNM4dLmwi7Xyd7LGf1VqfVkplAf8DfB742bg7a/0I8AjA2rVrjdXpayASYolrOj+7B2+5kGf2jX9xf/CWC6NZUkzVzLAL1Zcif/0jX/Nqlq2O+Xfd0m3MltpUoeYd+kRr7ZugUTSRJmD+iK8rgOZpPPbKMY99NVTH6dC/fUqpJwh2c44LNSGS3UX3vTBqEnKBw8I7914b9r4TXVNLpMnXY69RiLk3cpTjD/54AoDSbGO11KbqfjxfKdUb+ugDVg99rpQavw7MaLuBxUqpaqWUDbgF2BJhXS8AH1ZK5Sml8oAPAy8opSxKqUIApZQVuAE4EOE5hUgaYwMNgqtsRGv5KCGm0tbnJstuSawFjbXWM6421LK7i2BAmYHHtNYHlVL3AXu01luUUuuAZ4A84KNKqX/WWq/QWncqpf6FYDAC3Bc6lkEw3Kyhc24DfjTTGlNdorxDF+NNtEzUXCwfFQ+zGb1pkbEwMdHa56I4Ky3eZYwT07GYWutngWfHHLt3xOe7CXYthnvsY8BjY44NABdFv1IhxEyFC5yJBqzMNYuCE/fLm7dYaOtzU5RqoSZiZ+W8bEZe43z/9PjdfYWItYlaUEfODrDxwVfnNNjCrZjj0+NrlB6K6Gjtc7O6IjfeZYwT0xVFRPTVP3A9l9YUMOid/r5qInkUOMK/H53oeLZ9esej4cjZgZide6zpLAEnE9Fnzx/QNHcPUm6wkY8gLbWEdOeGmnEbQlbmO2jolH3TUsU79147rdGPt19eHXb+Y6/L+NfgYhFCVZu3kmkzceC+66J+7mT2xNsNAHQNePD6NWd7XMPHIjEXa0RKqBlQmhnckzTErlxazH0Ed7Ru6nJSkefgzg0101qFX7pgEt9EARbOjpPtE95m5GH9kQTaTGvv9wRYee9zEmwzMLTxcKnBJl6DhJohFWXZaQpNbBxr6AXoyqXFXLl0Zms5G/UFTMTOjrquqe80iVsffmvW5zCifo/MfpuJ42f7sVtNlOcZr/tRrqkZUEtP+EATIlYmaxEla6CJmXF7/Rxq6WVJSRam6S3IMSekpWZA/ikWuKnavJX/e83iGa/aL0Q4VZu38vE1ZWzZfwZ/QGM2KW5cXZowgSb7Bc6NXfWdDHr9fGBhYbxLCUtCLUGNXLXfBNSGFiOe6o9auh5T06XVeRGF08gdHfwBPesti6o2b510AEu0jfz9rtm8dcqltTJt0lk1lZGDOzr63Xz7xaNctrCAr1y3NI5VTUxpg23wFgtr167Ve/YkzvZrM3m3ORRsQkwknq2YoWDb+OCrUw71H/vGa7K6p3qTNlmwJeDox4j7+mqWrdb/+vgfovKkQ6GmteYvf7mXlw+3suX/fIClpdlROf80RPT9S0stScjlbmFkHU5fRIEG40djhusSjXR3AXmjFz2/2t3IcwfO8JWNS+MRaBGTtrcQKWJpSUZcn38mk7GHdm33B4I9SkNdonc/tTfa5YlJ7Kzt4Gu/PcAViwu5Y0NNvMuZlISaECni+buvnDTYjLQJ9kPbjgGwZf8ZAJQ69zHyuIi9k239/Pkv3mFBgYPvf+ZCw++WLt2PSULenZGEc4EAABmwSURBVIhITLYW43XffZ3DZ/pi8rwFDsu0dhB4dHsdX75myXALbayJjovo6hzw8NkfvY3FpHhs0zpy0q3xLmlK8lqYJOTagZitWAbaO/deO63uzwFPcEmdiVoFRm8tJIOeQS8/3l5Lz6CXn3/xYhYUxLf7OlLSUktAq8pzhj/XWtMz6J3k3kLEznSmiDx/95URDxbJCG08eePqUp7Z18LYQdo3ri6dVp1ievpcwUBzevx88fJqlpUZd2DIWBJqCcZmHv0OddDrpyLPEadqRCqbaEeAaEwd6HX5hs8zm9GPYvqcHh8/ebOenkEvf3ZZdcK9vkioJZjSnPRRq/N7/Zo7DT4aSSSfiSZUx2Iu3DP7WmTRgDni9vp5/K162vrd3HZpFVWFidHlOJKEWoIZub2MAn6yad2MFzYWYrokXJKX1x/gZztP0dw9yGcvXsCi4sx4lzQjEmoGMzSUORIauP2nu2W7ehEVUy2zNjbQzvvq1lFbJMVy6MbIuiwK+Z2fhXB7mnl8Ae78+R7qOwb47qfXcNOa8jhUFh0Sagbz6Pa6ad3fJyObRRRF2hIbG2gQfJM1F3waFt2zVYItSvwBzd2/2scfj7Zx/5+uSuhAAxnSbzhDQ5mFMLLJNrGdC/JmLjq01nztt++z9f0Wvnb9Mm5dH/udqWNNWmoGYzMrBmViqYixiboZ5ZpZannk9Vqe3NXIX121kNuvSI4BZxJqBlOYmUZj12DE97fIHFQxTZNdNxu7mHC0RLKLxKJ7tkoLbA69ePAMDzx/hOtXl/G3Hzov3uVEjXQ/GsygN/J+HblgLuIlzRz5fSPdFunE/ddH/CZN3szNTlOXk7/9zXusKs/h2588H1MSrdAiLTWD8fgm30RGuoeEERz9xvVhRz/+ZNM6Nj2+e9R9A0TeAhz7Ju3VI63jzidv5mbuMxdX4vMH+Oun9oGG7996IXbrNN6hJAAJNYOxmpPnHZNIbke/MT5Yot21eeXSYnkjF2U/23GKd0518b1b1lBZkFirhURCQs1glpRks6O2I95lCGEID207xqPb6xjw+Mmwmbn98mq+fM2SeJeVsDr63Ty47RgblhRx4/nz4l1OTMg1NYORJa9ErE3W8jFSq+ihbcf43isnGPT6sZiC15u/98qJaS1QIEb7r1dP4vT4ufeGZSiVnL1C0lIzGFnySswFI4XXWGO7MMcOnRraa01Mj8cX4Nd7Grl+VRmLirPiXU7MSEtNCGEYkSyI3OuKfLNRcc7+pm76XD6+cOmCeJcSUzENNaXURqXUUaXUCaXU5jC3b1BK7VVK+ZRSN4+57Tal1PHQx20jjl+klHo/dM6HVLK2oYVIQInStZlqPnNxJb0uL5X5Di5akBfvcmIqZt2PSikz8APgQ0ATsFsptUVrfWjE3RqATcDfjXlsPvBPwFqCS8q9E3psF/DfwB3ATuBZYCPwXKy+DyHE9Eh4GY/b5+etkx3cfFFF0l5LGxLLltp64ITWulZr7QGeAm4aeQetdb3Wej/BqSwjXQu8pLXuDAXZS8BGpVQZkK213qG11sDPgI/F8HsQQoiEd7C5F6fHz2ULC+JdSszFMtTKgcYRXzeFjs3mseWhz6c8p1LqDqXUHqXUnra2toiLFkIY20Q7bqe6ka95fd2do257v6kHgNUVufEobU7FMtTCtXEjXdltosdGfE6t9SNa67Va67VFRUURPm38vXqkNd4liBT26pFWbn1kJ5d/8xVufWTnnP8+TtV1OdGO22L0a15Wbv6o2/Y39VCYaaMsxx6n6uZOLN/yNAHzR3xdATRP47FXjnnsq6HjFTM8Z0L45vNH4l2CSBFTjTRs6hrkRGsf37r5/DmdaiLX5KLvjeNtFGSk8eSucx1g4TYLTQaxbKntBhYrpaqVUjbgFmBLhI99AfiwUipPKZUHfBh4QWvdAvQppS4JjXr8AvC7WBQfLyda++NdgkgBkQydB2jr98gbrQTn9vlp63NTnpce71LmRMxCTWvtA+4iGFCHgV9rrQ8qpe5TSt0IoJRap5RqAj4JPKyUOhh6bCfwLwSDcTdwX+gYwF8AjwIngJMk2chHn+ylJgymtn0g3iWIWWjudqGBitzUCLWYXnHVWj9LcNj9yGP3jvh8N6O7E0fe7zHgsTDH9wAro1upcUikCSGiqanLCSAtNREfliTa10gkh+okXMk9lRw920dxVhpZdmu8S5kTEmoGs6goI94lCDHK5uuWxbsEMUODHj/17QMsK8uOdylzRiZ8GMzm65aN2xRRiGirf+D6KQeLDG36KYtsJ578DBufubiS3+07TUDDlz+4OOmXxxoioSZEipKh88nvpUNnKcy0ccH85J90PUS6Hw3mgecOx7sEIUQScPv8vHa0jQ8uLcGUQtfqJdQMpq7DOeFtDqv8uIQQkXnrZAd9bh/XriyJdylzSl4lE4hfxvsLISL04sEzZKZZuGxhYbxLmVMSagZTUyijH4UQs/fiwbNctbQYu9Uc71LmlISawXxl41LCdX+blcwX+v/bu//gOM76juPvj06SZTmyrRjLSWO3scHEOM1AEsOEAh63aYKTgRiKmTrDQNoyxENLp4HpTN3JNMOk/zQFCmWagsPgNFBoUtIyeGio+RGMpyW/DM0vExs7IoyVGMvExlbiH5Luvv3jHuGzrJNOjk632vu8Zm5u77ln9767q7uv9tlnnzWz2hwfHObFlwd5+6XN1fQITmqZs2ZFD7dcvfyMxCZgTnvB1wuZWU1eOlUE4C1N1vQITmqZNZLUBLQVRHuTNSGY2bk7fmqY1y46j+457Y0OZdo5qWXM9t393Ln9WSTR0dZCe2sLINoKYvOO3kaHZ2YzwImhYlPcEHQsvvg6Yzbv6KVYClpbhBASlAiOHh+ir6V6d38zsxHDpeCSRV2NDqMhnNQyZv+R48xqbeHUUJESEAESDAYs7nZHETOrzdIm7Unt5seMWdLdSVtBDAeUonwrmpHnNy87f6LZzcwAuGBeR6NDaAgntYzZuHoZLw8WzygTcH5nGw/1Hh57JjOzUXq6ZjU6hIZwUsugYsXdrwUUWkRXR+uvb/ZnZjaR8zqa8+ySk1rGbN7RS3trC7MKLcxuK9DRVqDQIg4eO+VzamZWs47W5rwMyEktY/YfOc6irlmUCEqlIKL8GCqV2Lh6WaPDM7MZoEVqqpH5KzmpZcyS7k4GiyVagMFiiVPDJQCWLzzPN2s0s5o0aT4DnNQy583Lzqd/YJAS0N4qWguiGHD9ZRc2OjQzs8xzUsuYh3oPM7ejQLEUnBoOiqVgbkfBPR/NzGrQnN1jMmxv/wAvnSzSVmhBKl98/dLJInv7BxodmplZ5jmpZczgcAlUPtEL5dFESopyuZmZjcvNjxnTVigns5Gej6V0zVp7oYnP/JqZ1chJLWNeu2guC+a0pw4iQWtBLJjTzvJFcxsdmpnNEDFxldxyUsuYjauX0d5a4IJ5HVyyqIsL5nXQ3lrwNWpmZjVwUsuYNSt6uP2GS+np6uDoiSF6ujq4/YZLfY2amVkN3FEkg9as6HESM7Nz18Ttjz5SMzOz3KhrUpO0VtIeSfskbRrj/VmS7kvvPyLp4lTeLuluSU9JekLSmop5tqdlPp4ePqQxM6vQxAdq9Wt+lFQA7gSuAfqAxyRtjYifVFT7IHAkIl4jaQNwB/CHwIcAIuKylLS+JemNETFysdb7ImJnvWI3M7OZqZ5Ham8C9kVEb0QMAvcC60bVWQfck6bvB66WJGAl8D2AiOgHfgWsqmOsZmaWA/VMahcB+yte96WyMetExDBwFFgAPAGsk9QqaSlwJbCkYr67U9Pj36QkeBZJN0vaKWnnoUOHpmaNpsn23f3ceNfDvPWOB7nxrofZvru/0SGZWcZV/uZFNG8DZD2T2ljJZvSWrlZnC+UkuBP4DPBDYDi9/76IuAx4W3q8f6wPj4i7ImJVRKxauHDhOYTfGNt393Pb1l30D5xk/uw2+gdOctvWXU5sZjauyt+8Kv/rN4V6JrU+zjy6Wgy8UK2OpFZgHnA4IoYj4qMR8YaIWAfMB/YCRMTz6XkA+CrlZs7c2Lyjl8HhIr84epI9Bwf4xdGTDA4X2byjt9GhmdkMEU3cVaSeSe0xYLmkpZLagQ3A1lF1tgI3pen1wIMREZI6Jc0BkHQNMBwRP0nNka9K5W3AO4Cn67gO0+6nB4/x4suDDBeDgsRwMXjx5UH2HjzW6NDMbKZo3pxWv96PETEs6SPANqAAbImIXZJuB3ZGxFbgi8CXJe0DDlNOfAA9wDZJJeB5TjcxzkrlbWmZ3wW+UK91aIShYlCKoBhBRHmUfgkGi038V2pmVqO6jigSEQ8AD4wqu61i+iTw3jHmew64ZIzylyl3Gsm1Yun0ycYIKDmfmZnVxMNkZVALUBr12szMJubfy4wpRYnRtwMtAaevOzczG18zN+44qWXM8VNjJ6+Xq5SbmdlpTmoZUy11OaWZmU3MSc3MzHLDSc3MLIeadagsJ7WMaa2yR6qVm5mNpVmHyvJPZcZ0to99lUW1cjMzO81JLWPaCjprlGcB7YXm/K/LzCavmX8tnNSyJs6+xiQojyxiZmbjc1LLmCMnhiZVbmZ2liY+VHNSy5hq4zx6/Eczq9XZJzGah5NaxlT7U2zeP1Ezs9o5qWVMV8fYvRyrlZuZ2WlOahlzYrA4qXIzs9GauWXHSS1jhqucPKtWbmZ2libOak5qGVMtdTmlmZlNzEnNzCxnmvhAzUnNzMzyw0ktY9qq7JFq5WZmdpp/KjNmXmf7pMrNzEZr1hH6wUktcwZODtMy6u+xReVyMzMbn6/ozaDWFlFoOf3/RrFUamA0ZmYzh4/UMmbpgk5KAaVSEBGUSkEpyuVmZrVo3sZHJ7XM2XTd65jf2YZaoBiBWmB+Zxubrntdo0MzM8s8J7WMWbOih0+ufz2XL+nmgrkdXL6km0+ufz1rVvQ0OjQzmyGauJ+Iz6ll0ZoVPU5iZmbnwEdqZmaWGz5Sy6Dtu/vZvKOX/UeOs6S7k42rl/nIzcysBnU9UpO0VtIeSfskbRrj/VmS7kvvPyLp4lTeLuluSU9JekLSmop5rkzl+yR9Vjm7ynD77n5u27qL/oGTzJ/dRv/ASW7buovtu/sbHZqZzRC+83UdSCoAdwLXASuBGyWtHFXtg8CRiHgN8GngjlT+IYCIuAy4BviUpJFYPwfcDCxPj7X1WodG2Lyjl7aC6GxvRSo/txXE5h29jQ7NzCzz6nmk9iZgX0T0RsQgcC+wblSddcA9afp+4Op05LUS+B5ARPQDvwJWSboQmBsRD0VEAF8C3lXHdZh2+48cZ3Zb4Yyy2W0F+o4cb1BEZmYzRz2T2kXA/orXfalszDoRMQwcBRYATwDrJLVKWgpcCSxJ9fsmWOaMtqS7kxNDZ97l+sRQkcXdvvjazGwi9UxqYzXqjr7XZbU6WygnrJ3AZ4AfAsM1LrO8YOlmSTsl7Tx06FDNQTfaxtXLOHZiiL0HB3jmwFH2Hhzg2IkhNq5e1ujQzCzDKn/zhovNO1ZsPZNaH+WjqxGLgReq1ZHUCswDDkfEcER8NCLeEBHrgPnA3lR/8QTLBCAi7oqIVRGxauHChVOyQtMlAJRG2pbvem1mE6v8zWttbd6O7fVMao8ByyUtldQObAC2jqqzFbgpTa8HHoyIkNQpaQ6ApGuA4Yj4SUQcAAYkXZXOvX0A+EYd12Habd7Ry7zZbSzv6WLFBXNZ3tPFvNlt7ihiZlaDuqXziBiW9BFgG1AAtkTELkm3AzsjYivwReDLkvYBhyknPoAeYJukEvA88P6KRX8Y+BdgNvCt9MiN/UeOM3922xll7ihiZlabuh6jRsQDwAOjym6rmD4JvHeM+Z4DLqmyzJ3Ab09poBmypLuT/oGTdLaf3jXuKGJmk9G8V6l5mKzM2bh6GUPF4PjgMBHl56FiuKOImVkNnNQyZs2KHm6/4VJ6ujo4emKInq4Obr/hUg+TZWZWg+btIpNhHqXfzOzc+EjNzMxyw0nNzMxyw0nNzMxyw0nNzCxn8nVDrslxUjMzs9xwUjMzs9xwUjMzs9xwUjMzs9xwUjMzy5km7ifipGZmlj/Nm9ac1MzMLDec1MzMLDec1MzMLDec1MzMLDec1MzMLDec1MzMLDec1MzMcmZhV3ujQ2gYJzUzs5zp6mhrdAgN46RmZma54aRmZma54aRmZma54aRmZma54aRmZma54aRmZma54aRmZma54aRmZma54aRmZma54aRmZma54aRmZma54aRmZma5oYhodAx1J+kQ8PMqb78K+OU0hjMZWY4Nsh1flmMDx/dKZDk2qF98v4yItbVUlPTftdbNm6ZIauORtDMiVjU6jrFkOTbIdnxZjg0c3yuR5dgg+/HlnZsfzcwsN5zUzMwsN5zU4K5GBzCOLMcG2Y4vy7GB43slshwbZD++XGv6c2pmZpYfPlIzM7PccFIzM7PcyF1Sk/QJSbslPSnp65Lmp/KLJZ2Q9Hh6fL5inislPSVpn6TPSlIqP1/SdyTtTc/dqVyp3r70OVfUYT3WStqTPmPTVC+/4nOWSPq+pGck7ZL0F6n845Ker9he11fM89cprj2S3j5RzJKWSnokbcf7JLVPMsbn0v55XNLOVDbpfSPpplR/r6SbKsrH3P81xHVJxfZ5XNIxSbc0cttJ2iKpX9LTFWV131bVPqOG2DLzfa0SX933paRZ6fW+9P7F4+1jm0BE5OoBXAu0puk7gDvS9MXA01XmeRR4MyDgW8B1qfzvgU1pelPFsq5P9QRcBTwyxetQAJ4FlgHtwBPAyjptrwuBK9J0F/BTYCXwceAvx6i/MsUzC1ia4iyMFzPw78CGNP154MOTjPE54FWjyia1b4Dzgd703J2mu8fb/+ewz34B/FYjtx2wGrii8m99OrZVtc+oIbbMfF+rxFf3fQn8KfD5NL0BuK8e3/VmeeTuSC0ivh0Rw+nlw8Di8epLuhCYGxEPRfmv6kvAu9Lb64B70vQ9o8q/FGUPA/PTcqbKm4B9EdEbEYPAvekzp1xEHIiIH6fpAeAZ4KJxZlkH3BsRpyLiZ8C+FO+YMaf/on8PuD/NX7kdX4nJ7pu3A9+JiMMRcQT4DrB2gv0/GVcDz0ZEtZFrRmKr67aLiB3A4TE+t97bqtpnjBtblr6vVbZdNVO5Lyvjvh+4euTo0yYvd0ltlD+h/B/aiKWS/k/SDyS9LZVdBPRV1Onj9I/6oog4AOUff6CnYp79VeaZCvVe/phSs8flwCOp6COpuWZLRXNStdiqlS8AflXxw3Uu6xLAtyX9SNLNqWyy+2a88mr7fzI2AP9W8Tor2w6mZ1tV+4zJyOr3td778tfzpPePpvp2DmZkUpP0XUlPj/FYV1HnVmAY+EoqOgD8ZkRcDnwM+KqkuZSbJEab6DqHc5lnMuq9/LM/UDoP+A/glog4BnwOeDXwBsrb7lMTxDbZ8sl4S0RcAVwH/Jmk1ePUnfb40rmRG4CvpaIsbbvxZCaeDH9fp2NfTvv3Pc9aGx3AuYiI3x/v/XRi+x3A1amJgog4BZxK0z+S9CzwWsr/MVU2eSwGXkjTByVdGBEHUnNFfyrvA5ZUmWcq1Hv5Z5DURjmhfSUi/hMgIg5WvP8F4Js1xDZW+S8pN/e0pv9CJ70uEfFCeu6X9HXKTTyT3Td9wJpR5dsZf//X6jrgxyPbLEvbLpmObVXtMyaU5e/rNO3LkWX1SWoF5lF7M6iNMiOP1MYjaS3wV8ANEXG8onyhpEKaXgYsB3pTM8WApKtSO/YHgG+k2bYCIz2/bhpV/oHUq+oq4OhIs8cUeQxYnnpLtVNu2to6hcv/tbTOXwSeiYh/qCivPOfwbmCkR9hWYEPqsbWU8nZ8tFrM6Ufq+8D6NH/ldqwlvjmSukamKXcseJrJ75ttwLWSulMT0rXAtgn2f61upKLpMSvbrsJ0bKtqnzGurH9fp2lfVsa9HnhwJLnbOajWg2SmPiifsN0PPJ4eI72K3gPsotwb6cfAOyvmWUX5j/VZ4J84PdLKAuB7wN70fH4qF3Bnqv8UsKoO63E95Z6IzwK31nF7vZVyU8eTFdvseuDLad2epPylu7BinltTXHuo6ClYLWbKPcEeTfvma8CsScS3LO2zJ9L+u/Vc9w3lczb70uOPJ9r/NcbXCbwIzKsoa9i2o5xcDwBDlI8APjgd26raZ9QQW2a+r1Xiq/u+BDrS633p/WX1+r43w8PDZJmZWW7krvnRzMyal5OamZnlhpOamZnlhpOamZnlhpOamZnlhpOa2SiSfjjJ+mskfXPimmZWb05qZqNExO80OgYzOzdOamajSHopPa+RtF3S/Srf8+sraRSLkXtm7Zb0P8AfVMw7Jw18+5jKg/GuS+Ufk7QlTV+WxirtbMDqmeWak5rZ+C4HbqF8/6xlwFskdQBfAN4JvA24oKL+rZSHOXoj8LvAJ9LwXp8BXiPp3cDdwMaoGBbKzKaGk5rZ+B6NiL6IKFEexuliYAXws4jYG+Uhef61ov61wCZJj1MeBLiD8mjzJeCPKA+79IOI+N/pWwWz5jEjR+k3m0anKqaLnP7OVBtfTsB7ImLPGO8tB14CfmPqwjOzSj5SM5u83ZRvYPnq9PrGive2AX9ece7t8vQ8D/hHYDWwQNJ6zGzKOamZTVJEnARuBv4rdRT5ecXbfwu0AU9Kejq9Bvg08M8R8VPKo7//naRzuTu0mY3Do/SbmVlu+EjNzMxyw0nNzMxyw0nNzMxyw0nNzMxyw0nNzMxyw0nNzMxyw0nNzMxy4/8BPqjumCpv1YMAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='index',y=\"P_err\", hue = \"pbar\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\").reset_index()) " + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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59JOOQ3NrA8uy0tYGzVm4cCHz588HAmuD119/PW1t0NjYiOu6xONxLMsiO7vrC6HVSEfR7XBth0A8QOI5LnZ9nFVPvn74ACFa9UJvD3w3mGZrjt2QOErZV6E4kvpde6hYuQbpeQC4sTgVK9cAkDWw//FOPSanYm0wb948Fi5cSN++fYnFYjz88MPk5+e3qR/tiQo6im6H9P1gjV9o6JZJVu886g8eziDrN25wm9Z0Pg1d19EMneziXky84zKiOdlIKVn71BvKaVTxqVR/vDEdcJqQnkf1xxvbHHROxdpg2bJl6LrOvn37qK6u5txzz+Xiiy9OG8J1FeqTpOhWJBriQcGm4yKlxAhZzLrnGoonDiWjMIfB541h/A2zCWe1fU3neJgZIabedRXChcaaBuI1DYy8embLYtMuwPM8fM/DdZwu7Yfi2Lix1qdgj7X9RDgZawOghbXBk08+yeWXX45pmhQVFTFr1iy6gwalCjqKboPneggNfMcjVtWA57roIZ1wdpTx887j3K9ex9lzZ6ZtCzoCoWvoYQvNNPAaEsSr6pFS4nTRw95J2NhJG7s+TtWO/Xz8zNtsXbKc+CmuaSnaHyMaOantJ8KpWBsMGDCAN954AykljY2NfPDBB4wYMaLNfWkv1PSaotvgJGz0kIETj7HmqddJNsYZfO44nESST976iJlfueawiGdH9SGWAF+y7I+Lqdi2D4BwTgYXfP0GzILOzV5zkjZoAjyPym17+egvS9L7ylZsZvpXriXSgQFYcXLknT2yxZoOgNB18s4+cZXqI2lubeB5Hl/84hfT1gaTJ09m7ty53HHHHdx6660MHTqU/Px8FixYAMA999zD7bffztlnn42Ukttvv52xY8ee8n2eKiroKLoREuEHdTNG2KJ2bwUbXnwvvVcPdfxD38qIUL5xdzrgQOC9s/kfKxjzmXMwQ51XsyN0DSQ4cZtP3ljVYl9jeQ2J2gYVdLoRTes21R9vxI3FMaIR8s4e2eb1nCauuOIKrrjiihbbvv/976d/D4fDPPPMM0edl5mZ2er2rqZDg44Q4nLg54AO/F5K+aMj9p8H/DcwFrhJSvlss32LgenAu1LKq5ptfww4H6hNbfqClPKjjrwPRcdjx200Q8f3fDTTZMQV03jvlwuRfqA8kD+oD+Gcjl9XEUK00F5rIlZZh2e7nRt0UoKkAMLQueT/3omu6Xi2g2c7CEP/lBYUnU3WwP6nHGROdzos6AghdOCXwCVAGbBcCLFISrmh2WG7gS8AX2+liZ8AUeDuVvZ9o3mAUpwOSNyYTbw+RmZRDhlFeVz4b5/n4IadZBbmklPci0hOx3+r1zSNvqMHsfa5d9MBD6B0xqgOS144Fr4M3FDNjBAz7rkW3/dxHRsjHMK1XfAl8Ro12lH0LDpypDMV2Cal3A4ghFgAXAOkg46Ucmdq31FCWlLK14UQszuwf4puhG8H2Wrv/NfThHIymDT/MvIG9qZ01tk48WSnBJwmdMtg7s/uBgS+7eLbDr4viVXVE87NQNM6J/+mpuwQOcUFaCJQxfYdFwnU7DuEaVropkaiPo6UKOsFRY+hI4NOMdC8HLcMmNZObf9ACPEd4HXgW1LK5JEHCCHuAu4CGDBgQDtdVtFRCENDeB7R/GxilXW89/PnAdBMnYv//dZO7YuR0lrzbIdYeQ0fPbGEZF0j0YJsJn5hDll9O8cZsvFANe/+97Nc/V//Ap6PGQnjJR0ycrLYs2oT/SYMI9onF+H6JOpjhLOiOIkkXsrCwUs61O2vouKTffQeOZBofhbRvBNT5lYoOoqO/MrWWgn30VVMJ8//AUYAU4B84IHWDpJS/lZKOVlKObmwsLAdLqvoUARopsH4my5Et4LvQkITjJ13PlZG21NO24Lv+YHnjuOx+k+vkqxrBIJ1nY+e+Afx6s5xEy0aOQArGsGOJUATCE3gOS5G1GLQOWPRhY5T2UCyquGw6nZKrcFLunieT1affAbNHE00LxPNNLAbE53Sd4XiWHTkSKcMaL6iVgLsO8axJ4yUcn/q16QQ4o+0vh6k6GGEohGSsQRZffK56Nu3kqhrJJQVxQhbGJ2QtdacJn8dz3GP0lxrOFjdagV4e5OMJdBNgwu+eSP7Vm1l4PRRSN/HygiDJnAbE6z502ImfXkumq4HtUSJZPC1ThdoholIQrIhjhEykb7ETTqdHsAViiPpyJHOcmCYEGKQEMICbgIWnWqjQoi+qZ8CuBb4+FTbVHQ98dpGqj/Zxz//3/Osfu5N9q7ejG4ahDLCnd4X6UuklOimgZXZ8iGd2Se/w3XYEnUxAOLlVWx6ajEFJQU4SRvfDxILBAJ0jQl3XInTkGDHOx9TsXUvUoIUBFYNjovv+Wx44R3e/uFf+OB/XiBeWYeUJ+dDpOh6Ps3aYOnSpUycOBHDMHj22cP5VR999BEzZsxg9OjRjB07lqeffrozu31MOizoSCld4F7gVWAj8Fcp5XohxPeFEHMBhBBThBBlwPXAb4QQ65vOF0K8AzwDXCSEKBNCXJba9RchxDpgHdALeKij7kHRObi2i++6LP/DK8Qr66hav5udb6/jkzdX4TnupzfQzmiaCDLXTJ2JX7iccCo7LKMwl/G3XEqkg9dFhK4hPUnV5p049Y1see511v36WVY//JegWFSAbpm4cZslP3iSj/76FnuWb8FNOghNIB0PfMmmRf+kenswMWDXx1j9p8Xgd/woTdF+NFkbvPLKK2zYsIGnnnqKDRs2tDhmwIABPPbYY3zuc59rsT0ajfKnP/2J9evXs3jxYu677z5qao4uB+hsOrROR0r5MvDyEdu+0+z35QTTbq2de+4xtl/Ynn1UdD2e7VC75xAcMW1VvnE3Q2ZPQM/p3BpmM2Th2A5GyCRalMe0e65D+sE6T2csxEvXQ+gakV65R+0TIhB4FMC2t9fgxJNc+eMvYYYtnMYkTiyJHjbxYy5VO/a3ONf3fBK1jR0eNM9kdn24kbUv/JNYVT3R/CzGXjuLgdParkjQ3NoASFsbNPfTafLHOTKr8qyzzkr/3q9fP4qKijh06BC5uUe/rzoTpb2m6HqkJKPwaHmbnJLCTlEhaA3TMjFNk1A0TDQvi4yCnE7L/BK6htAgf3gpGf0OJ8FkFhfhNUmsSBg8ewxX/t8voptBkagRMUFCQ3kNmqGT27+oZbua6JQC2zOVXR9uZPkTrxGrChJNYlX1LH/iNXZ9uLHNbbZmbbB3796TbmfZsmXYts2QIUPa3Jf2QsngKLocPWxhOi7DLp3MttdWIf0g62rEnGmY4dPXKtpOJAMFBkPHS9qY4RBoAt/12L9uB8WThjH0mtn4josQIAwDKxQCwMXFMEzQNJAS13bwbY9tb69hyOzxYOiMuu484jUvU7+/EiNkMvqz56Mr99MOY+0L/8SzW04He7bL2hf+2ebRzolYG3wa+/fv59Zbb+Xxxx/vtBqz46GCjqLLMUwD1zIYOGM0xRPPwvd8zIhFKOv0/VaeaIwjkOimiee46CELJ2GjGRp62CSrKIc3vvcYwtCIFvdixIWT6DXs8Ex004PHDJk4sSRGxKK67CBb/rGSLf9YCUDvUQOZOP9yrNyM4HjPx+hEGZ8zjaYRzoluPxFOxNrgeNTV1XHllVfy0EMPMX369Db3oz1RQUfRLQhndq7ETFdjWCa+46LpGgIdicAMBwHIS9jEKmqZdvdcpC8RuoYTS+C7HpoeTKXpuo4RttB0DTMzjHQ8Kre3rEiY+qU5+HGbxv1VNOyrIHdwP3TLVrI5HUQ0P6vVABPNb/u0bHNrg+LiYhYsWMCTTz55Qufats11113HbbfdxvXXX9/mPrQ3KugoFF1FoOiJ9EE3NdykgxEOkUw2sv5v77RIrDAiIc75Xze2GKkEQUhDuh5ogt4jB7Bp8XIAzv/GDciEw863P2LPPw9XFZx900WYYwZjdIDz6pnO2GtnsfyJ11pMsemWwdhrZ7W5zROxNli+fDnXXXcd1dXVvPjii3z3u99l/fr1/PWvf2Xp0qVUVlby2GOPAfDYY48xfvz4U73VU0K98xRdimvb+K6P0AROzCYoRBE9Tq7F8zyklLixQJHpeE6jnuvhuy4SkbLmlkF8SU2ZSV8elcnn2w5HTuVrphE84CR4nkNmYS6jrpzO5tdWkt+/ELsuxp731rc4Z8vf3yNvUF+MHvb37Qk0rdu0Z/YafLq1wZQpUygrKzvqvFtuuYVbbrnllK7dEaigo+gykg3xoFhR07CrG1n9p1dpLK8moyiPCbddRmbvvG6x8PlpOEkbN+Fg18fYumQF0vcZeslkMvvk4cZskjUNxGsbyB3QGy1kohk6btxGC1t4toMeMvF9Py1zo+kaeYP7pmtsAIonj0AzW1oZmJYJlolr29TsqSTaK5dB555N6YyRQYGo74OUaBkW475wBaHMCFLI1gWqFO3CwGkjTznInO6ooKPoOqSPEDq+7bDqj68QqwwskhrLq1n1x1eY9pVrun1Nieu4CF3DS9q8+9/PpDXQxt1yMW7MZsOzb1G5JVgI1k2D6ffNw4yG2fb6Kvat3cZ537gJQzs8RYbrY2SEmHDLpex+fz01u8spHDmQvmOHEDrWupcQZPUtoHz9Tra/9RGarjHrf12PZujMfugOpOunAl0S6Uk82yVeXd/t/7aK0xMVdBRdhtB1pO/je3464DQRq6zF97q/ZEsw5SU4tHUPlzz0Rby4g5ERRtM14g116YAD4DkuO99aw7CrZhDKjODUJ3j9O4+l94+8egZDL5qE67oYkRClsyfgJ22szCia3vqIL17TQP2BSjzXp9/EYRSOCBTVdcNAZoSRXiDn4zQm2L/2EzYt+ie+5xMtyGbqXXPJLOraQkHFmYcKOoouQ3o+aAJN1wjnZpKoaUjvC+dmHvNB25nYiWRKBgAQ4MWSwRSYoSM0LdBmE1AyZQQg0DM0fMdF1y3shthR7dWWlSME9J82il3vb0grWIdzMiieOBwIFo/THKdOyU7YxCprWf7bv6e3abrGeQ/cjBACTWh40gUk0vPZs2wj53/r8yAETjzB+kXvMnbebJXNpuhUVNBRdAlu0g4KIzUdzdSZcOtlrHrsFZL1MUJZUSbcdhmhTnbqPKqPjhP8IiVC03Aa4qz4/d9pOFgNAkrPGctZc6YHBZ2OFxReykCwUw+ZZPYpwIhYuHE73Wbx5OFoho4WMjj3/uup3L4XTdPIG9T3pB/+0nHZ9c+Were+57N/7ScMvXASCBC6CGwahM/UO69ix9trqN1TTuHIAYy7fjae2/1Hk4rTCxV0FF2CE0+y9pm3GXLBeLL65hPtlcPMf50XpAEbOlZmBM3QP72hDkQIEfRBSryEw7YlK4KAAyBh5ztrKZ4ygsw++elUZieWYMNLHxAtzGH4xROZes9n2LZ4GcnaBvpOGk7R6EHohoFuGJABJZOGt72DmiCUebRVQThVVCt9P7VWpCGEzso/vkLNgUOMnX8pWb3z2bVsA6XTRrf9+gpFG1BBR9ElSB+cxgTvP/JCi+1T77qK3qNKu6ZTR5CWGxECz3ap31951DENB6rIKS5Ma6L5ns+Q2ePJ7pOL70nC+VmMuHYWvusTys5ATwVS6ftpQzXdMtvkGaRpOoPOH8/e1VtxUm1lFOVSkFIuMEwTR0o8Lwg+U/9lbnAvsSRa2KT03LH4Ceekr6voXBYvXsy//uu/4nked955J9/61rda7F+6dCn33Xcfa9euZcGCBcybNy+9b/fu3dx5553s2bMHIQQvv/xyWiC0q1BBR9ElGBGLgTNHU73zQHqblREmu2+vLuxVS3w/lV4sg/4WjhhI7Z7ywwcIQV5pXxK1DRgp359QVgRN1/BdycrHFjPpzjmY0XBQw5O08R0NKSXV2/ez4W/vYDfGKZk6gmGXTj3Ku+fTMCMWvu9x7v++keod+zFCJln9erWYpjMtC9dxsbKjoIlA4QBBw54KpO+T2Tsf27axLCWP0x1psjZYsmQJJSUlTJkyhblz57ZQmW6yNvjpT3961Pm33XYb3/72t7nkkktoaGjoFiUIKugougQrEqLXWf2ZfPscdn+wgXBuJkMvntitVJB1Q8dJOoAETWPAjFEk6hrZt3IzVlaUUdecg9A1tr47xg/dAAAgAElEQVS6nLJlG7n4h19CAJqhc2DdDqZ+eS6IoLDTd32EruF6Pn4iyarHX0mbt+9+bz2R/GxKzx130skToZQTaGTCsGMeY5gGnufhJR18x2Xl7xYRqwiyBcN5WUz58rWggk67sPSV93nykeeoPFhJQe8CPnfvZzlvzow2t3cq1gYbNmzAdV0uueQSADIzu0fCSNeHPcUZixAQzstk1LWzGHLRRAzTQGjdp3JRCIEVtoJMNV1gZIQ56/KpnP+tzzP9X66lcORAfNejbHkgXf/a//ldoCTgB9NumqGhCRE4ehJIohi6Rs2ug+mA08TBddsDu+kOvBc9ZFL+8fZ0wAFIVNezb+WmDrvumcTSV97n1w89RsWBSqSEigOV/Pqhx1j6yvttbvNUrA22bNlCbm4un/nMZ5gwYQLf+MY3DltjdCFqpKM4JZxYAtdx0cMmQojgWdr8gSoO//B9H5lw8WwHzTJY/firLaarBl8wgaGXTkHvZrpgzVOYHT+OZmgggoJQ6Xkt7rexopZIbib9p48M1oR0gUz4aFqQRYbwiRYc7R2U1bfgqEDUnniui67r2LEks//jDpACz3WRtovvesSr6zHCIcyIGvG0lScfeQ47YbfYZidsnnzkuTaPdk7F2sB1Xd555x1Wr17NgAEDuPHGG3nssce444472tSX9kKNdHoIruPgHPGG7mqSDTE2/f199LCFQAACIYMPhRCpnwi04AVufZxDW3ehR8N4tttyfQTY9d7H6cX17kiitoFkfQyEhm872I1JdMsku/jwOtR7Dz+D78vAG0fKlONoEIylL5EE60P9p49KB+TMPvkMnDWmQ71uTMvC9TwGnDcOhED6LvHyapY98hzv/9cClv/yeRrLq3G7wB78dKHy4NGJJsfbfiKcirVBSUkJEyZMYPDgwRiGwbXXXsuqVava3Jf2ont9pVQchWM7+PEk+1duIlZRS+/xw8jonU84p2vnZ6UviVXUUjCqFF3XA+0wIYIHqRAIoZEe9khwYwmsnAz6jDsL33FanUYzurHBmOe4VO/YT/7QfimxTqjbV4HvukyYfzm73l1H3b4KikaV4iVsQjkZ+F6QiBB8Mw3EPd2kjREyyR3Ul+LJI5C+jxNPYkRCGFbHfhwty8JzPZA+dsJl3ZOvpbPe7IY4Hz+1hEl3X6PEQNtIQe8CKg4cHWAKehe0uc1TsTaYMmUK1dXVHDp0iMLCQt544w0mT57c5r60Fx060hFCXC6E2CyE2CaE+FYr+88TQqwSQrhCiHlH7FsshKgRQvz9iO2DhBAfCiG2CiGeFkKc1vMBXjzJmsdfYtd7a4lV1PDxE4up2rIbv4vnZp14kppdB8nrXxQ8WDUR/BOiWaoxwcKNJhCWiRAamibAkyAFfca1tM4dNmcaRjTU+TdzAkjfp/FQDULTgSCF2k0kQcKyX71AVr8CBs8eT7yqjvL1OzFMEzNkBoWlpg5IPMfFiIbRDIOCIf0wM8IY4dBRGWcdiRCApiE9H7u+pWJCoqYhULhWtInP3ftZrCMUJKywxefu/Wyb22xubTBy5EhuuOGGtLXBokWLAFi+fDklJSU888wz3H333YweHdRe6brOT3/6Uy666CLGjBmDlJIvfelLbb/BdkK0NmfYLg0LoQNbgEuAMmA5cLOUckOzY0qBbODrwCIp5bPN9l0ERIG7pZRXNdv+V+B5KeUCIcSvgTVSyl8dry+TJ0+WK1asaK9b61Tq9x5CD5kITcNuiBPKziBWVUskL4tIXnaX9SteXU+ipoH9a7Zx1lUzmq1HyGBtJ724EwSg5iMbN2HTWFGLFQ0Rq6yjruwQhSMGIrRAuPJk7Xg7A9dxqdpaRs6AInwnCPh7Vmyi79mD2fT399IaazkDejP+lku7rZim6wbTZ059HF/6WFlRpOviJ1PTakJ0+Si6O7Fx40ZGjjxx1ej2zl7rTFq7VyHESilluw6POnI8PxXYJqXcDiCEWABcA6SDjpRyZ2rfUVocUsrXhRCzm28TwdPoQuBzqU2PAw8Cxw06PRkzK0L52k/Y/o8Pg8xd02Ds/Cswj6PJ1SkIQdUne8kpKUwJc8qUFY7Ab4pAgpQvjETXgrea7/tICdHcTPau2Ezdvgqi+dkcWPsJpeeO7ZYBB4K04+ziXjRW1JFRlIOXdCmecBZOLMGg88cz7NIpSAmaoXVrS2jpeUgh0KMWhtDw4jb1ZeVsffEdnMYEuYP6MvwzF6jA00bOmzOjxwSZrqIjg04xsKfZ6zJg2im2WQDUSCmbVjvLUtc5ffElO5YsS48kfMdly8KljL1tDkYk3DVdcj3K1+8gb3A/9q3cjGYYFJ5dmt7fImxICSIoiAwW1iV4LsKyKJ46gn4p7S/NMtI1J92VcE5mMD/lg5kZxksGtgah7Awg0GezoiE0o/sulZqhEI7jIISGEOD5Phv/+lp6Wq1mx362/2MZQ+dMxzrDLMQVnUNHfjpa+8p6qnN5J9ymEOIu4C4IKnZ7Kp7tBlXk0TBDLp7ErqVriVfWpl0mu6ZPDuVrP2H/ik0MPH88oewoFet3olsGhSNLj3mebdtI10OPhMCXuG4wTWVEwl0/cjtBmjuCmmb3TXw4HqZp4nkegqBO58h1nNpd+1tYLisU7UlHBp0yoH+z1yXAvlNsswLIFUIYqdHOMduUUv4W+C0EazqneN0uQ7dMZjxwS2AUlrDpNWwAejiE34WprXrIpNeIAWxb/CEfP/VaevvM/33Tcc+zLAuaxRYz3D2TBs4EmtK3Q7mp0Vuztd2s4sKjXEoVivaiI4POcmCYEGIQsBe4icNrMW1CSimFEG8C84AFwHxg4al29FjYjXGkJzEiJnoXfas1MkJ4cZsDqzZy8KMtmBlhBl86nVAXJhFouk7xlJE0HKjiwJptGGGTYVfMwOpiKwLFiaMJged7CE1j4lfnEck9nPjgNibwHQ/Xdj41jd33fTzXxYslgxG5JtDDlvpCoTgmHRZ0pJSuEOJe4FVAB/4gpVwvhPg+sEJKuUgIMQX4G5AHXC2E+J6UcjSAEOIdYASQKYQoA+6QUr4KPAAsEEI8BKwGHm3vvnuuR+OBSjb+7R0SNfX0GTeUQRdOOmlBxvZAepJD67ez640g+y5RVcfax19i8j3Xn3rbvo8dT6JZBgKBl0g9OAwdMxI6nHyW+tlc28nKjDDyuvMYduUMBGBGw11uRaA4cTRDx3N89GgIXVqBg6vt4tTHqdyyC900EaZGr+GlqTWr1nFdF68hwfZ/fEjJrDHEK+uwomEyS4qwol2z5qjo3nToiqeU8mXg5SO2fafZ78sJpshaO/fcY2zfTpAZ12E4jXFW/GZRegprz3sfo5kGQy6Z3OmLxG48QcXHnxAqyGbC3Z9BE4K1f3mFurJywqeQluvZLvX7DhHpk5/yi7HZ+cZyBl8xM1BEdl1820PaDnuXrcd3PYqnnY2ZHQUkXtzBjSep3LKH7P5FRPMlYeVA2aMwTTNlVBcU9UpfYuZEKZ45JjggtW4Yr64Hjk72cB0HP26DgOHzLgAgo5lKuOu6uI3xoN1IGKOHrNt1Nz7N2uBnP/sZv//97zEMg8LCQv7whz8wcODALurtp9N902y6kFhF7VFrJuXrttN/1hjC2Z37J9MMg1GfvxzputRsKyNeWcvwK89BC5/adJ8TT2BlZ6DrQWZZ+fodDJ4zE4FA6FoQiByX5b98Fi8ZeK4MvGgKmq7hJV0qt+5hwzNvpdvrN3kEQy+bolJtexhCC/6vhdDQLAOQ+F6gLuElbRKVtXyy+H3sukYKxwyh/znj0yMfoWnoYQspmtaIDq8LScfDqY+xffEHJGobKBw9mH5TRx131KQ4mhOxNpgwYQIrVqwgGo3yq1/9im9+85s8/fTTXdjr46O011qhNZvkaK+jRRo7g1BWFN9x2fjMG2xYsIQdS5ax/JFniTU5WLaRRE0DoawomhbUavQaWZpSU9ZSQgKCg2u2MubOqzj3wTs498E7MEw9EO60Hba98mGL9vat3IT0lPVxj0PKlAq2RNO1wD5c15sUWvn4iVfIGz6AUTdfSuOBKvav2IibDDQApe8DAk3TEJpAExqallLWdj3W/OFFanbsI1FVx553PmLfsg3pc09XXnphCZfNvIFxpbO5bOYNvPTCklNqr7m1gWVZaWuD5lxwwQVEo8Eza/r06ZSVlZ3SNTsaNdJpBWHq9J95NnveC/znrcwIgy+Zgt7B2lit4XkeTixB7a7DZmdIyY7XlhPtlUs4t21TbKGsKE7CxohYGNEwdXvKsbIiLRLQi2eeHTyQUplNQmgpaRtwk0c4TspgUVnRs/D9VP0UAl3T8GWgKIEvaKioYfLXbsSNJ6nfW87QK2ehh0zsxgRGyMJIpV6nSRutCuKVtUhg6v+6Gd00aCyvZsvCpfSZNLxbF8+eCi+9sITvfesnJOKBRcX+vQf53rd+AsCV117SpjZbszb48MMPj3n8o48+ypw5c9p0rc5CBZ1WMEMW+UOK6TN+GK7toGkaZka4yzJyfLelzlrukGJG3nQxQgjspB2oGKcCg0w4SN9H+sE319Axprs8x6V+z0F6jRyIJjT2r91OZr+CwERMBO01qUU3zfn7novQdDRdo2TqSHb/c126veySwm5dFKloHdMycWwb6Ut8ERTvCj1wGM3sXUD5R5vZ9fphCalBl06jaPxZLdqQUqbzTZoIF+Qy5WvXAwInYRPKzWLcl69Fnsb22L/48e/SAaeJRDzJL378uzYHnZOxNnjiiSdYsWIFb7/9dpuu1Vmop0QrmNEwOYP64sYSSCmJ5GVhZnRNJo6u64SzMxgx70KySwJxTT0cCirKA90ZUsMR/IRD2btrOLBqM0hJTmlfzrr2/Fbn0YWuU71tH5n9CojkZTNszlS8uA1RC3yJrmuH/XEAfB836aKFBVrIpPSCCUQLczm0YSfZJYX0nzFaref0UMyUa2gQfPxg9KMJ8Dz2LF3d4thdb62k16hBkMpM03Udx3HS7xMBSCHQDA3p+ux4fTk1uw9iZUUYftUsQm0cmfcEDuwrP6ntJ8KJWhu89tpr/OAHP+Dtt98mFOre6eoq6BwDKxrGioaJ9vr0YzscXUMPWSz7nxcYN/9yMpvWnKRISzQITSNWXcWBZi6QtTv3c/CjLZTMGhvM06dwHAc9tX7z4X/9lVB+FlPuvgYhIFFei4dPdt9eR0g9CBqr64jmZKJHQhjREH0nD6do9CD0kNljFAUUx8a0rEA1wpcISfBFxmk5ym6tKNk0U6Olpg1SgudTtX0vpbMn4MYTGOEQ8er64L0S6plKDp9Gn35F7N97sNXtbeVErA1Wr17N3XffzeLFiykqavu1OguVSNADkK7PR48vJlnXSLRXTto+IG0loAWjkvqyo9/w9XsPHSVpoqUUqyN5WUz+yrVM++q8QNrm4+0YUQvhSaq37U196w2m6nwkGTlZrPrtIhrLq5Gux/Yly0FKFXBOIyzLwgqHMEMWaBq5Q1pWNOQPGwDa0Y8N07KwLAsz9Q8hyOnXizWPLmLNoy+y8pfPUrtjb6s6VqcLX/vmlwhHWo4ywpEQX/tm2+0ETsTa4Bvf+AYNDQ1cf/31jB8/nrlz557SfXQ0HWZt0J3oydYGALW7D/LhI88DMP6LV5A3pN9hAefmi7fl1bjSJ6MgFy+WRDN0ko0Jsvrkt5gH9jyP+rJDrPjVCwhNY9r989AtEz1sgQduMol0fYyMQLwynQorwY/b1O+vQPqS7JJCNaV2GiOlxK6PsW/FBvLHDMYyTDRdP6G050RtPVsXvUPtjv0ttk+6dx6R/K7JBG0LJ2tt8NILS/jFj3/HgX3l9OlXxNe++aU2r+d0NqeDtUGPxnVcnIY4EHjBdOXD1cqKIjQN6ftsefE9ptxz7eHq/1R2mQRCBTmYSYeyd9dRvn4H0YIchl4+LZ0UAOAkkwhNJ5STSaQgm3hlHcseeY5zvz0fN2az87VlHFyzLX3tvKEljLjhQkJNitYhSxWBniEIEazf9Z00Eul6JKrqiBTkkGyMf7oiuIREVf1Rm+2GeI8KOifLldde0mOCTFehgk4r2I1xancfZONzb5Osj5E/tJjR11/YZQ9bzdAYff1sNv5tKUWjB7HtlQ8YdtWstCyN0FKBx3bZvXQNRmaIKfd+Bt9x+fAXzzPprquI5Gbh2DZoGp5to4dNJn5pLmUfrCdeWRcEJSkpX/dJi2tXbysLqs67yEZB0XV4rouXdChfs5Vdb64EgrXDUTdfijWk+LjeR3o4RP7wAexftuHwNstUI2OFCjqt4dkua/78arrYsWrbXra+8gHDr57V6fpriboG8CV5g/sy+8Hb8R2PTS8s5d3v/7HFcdMf+DzC9Rkwezy4Hvs++BhN05h899XoIQMpZSpICeI1jax+9O/M+rdbGXThBHxXpvNdNcPAsw+ntQotsJtWnIkI8H12v72KaN98hn/mQg6u28a2l95l7Pwrj1sjZoYtSmaNBd+nYuNOwrlZDJ4zE6MH6rE1nyk4XenMZRYVdFohUVOPEIKicUMJZUep3r6P6u37Ug/jzgs6ycY4DXsrqNq1j4Hnjcepj1F/qJpBF0yiYuPOdFAM52aiGzpaJIRbH8eJJSgcPRgAuyGGRRQ9lRaLAKcxgRNL8ta//z59rfO/dwfC0Bhw/oTANC5F8fSz0XT1NjkjEUGN2JRvfB6ZdIlX1FB01kCKJ45o3dnqCEJZGQy4YDLFM8chNNEjJXDC4TCVlZUUFHSujXrgcdSsJEKIFoof7SmuK6WksrKScLhzvhCop0krRPKymfLla6nctINkbQODzh+HHgqhmZ375/Jtl80LlzL1/pvwEzZrfr+QiV+7kZrt+5lw59VUbtqNEbbIKe2Lb3tB7Y4uCBcenjOPRENpHbVAUcAnWpSHEQnhNitk279qM30mDKNo7BDyBvejevs+cgb2IZSTSSirezt6KjoG3/cxczJw6+OseXQRTiwBQM7Avpx13fkA2PUx4lV1CF0jnJt11EyAGQkFiuU9lJKSEsrKyjh06FCnXbPVUYeUOLEkvuui6TpGNBwUcrcT4XCYkpJWtZfbHRV0WkFosO3vS0lU1QFQtXkXQ+eeh9UFBaJOLIFm6FR+shc3YePGkux8axX1+yrIG9QP13bY8vIHjJ43m8KxQzAioWZZbYd9CXzHBUMPFodNnSlfuZZP/rGcRG0DfSeeReGoQVjhEIRDRHKzgkJUxRmNaZokG2LsXroqHXAgcBaNV9UihGD17xaSqGkAILNPAWPnzzmtbK5N02TQoEGddj3P9ZDSb2asJ3Ab42z46+vU7TlcZBrOy2L8F6/ukUk9Kui0ghNLpgPOgAsn02tEKfHqehLV9eghq0PXdRyn2XqKEOQO6gcSNFMn3CsHzdSJFORQs/MAFZt3p4+N9spBN3Sk7weFfYAMysORBEV+K37+V8bdOZdoQTa6ZTBs7ixwvUBtWnnhKFpBuj7J2sajt/uByGtTwAFoOFBJ9fZ99B47tDO7eFohRKBxKFMvgtIIeTjgGIAb2IwfKY/VU1BBpxWassJ6TxxOZt9CVvzy2XRl9oDZE+k3dXSHjHoc207P3/oJGy1iMeK62UjfI2dgX/LOGoAEBl80maptZemHQeHoUsJ5WYFidNPQXBwe7AgZKAK78SRmaroNKdn0wluMuOpcFXAUx8TICNF73FnU7jxcbyN0jYyivEBu6QjilbWd2b3TDr+Zjl36pxDM/PZ8pO0Eaz2p4nDZQwV2VdBpDV0ja0Bvek8Ywabn3mwhBbL77dX0mXAW0P5BRwgtrRHhJmzsilqEoRPRshCWgabrxCtrMbOjTP2Xz5Csa0QPmYFqb5Pgp+enZOkD5WCBRMpAtWDGA7fgxW22v7kKoQtGXHlOUBCqUBwDwzTJHdyPIVfO4sCKjVg5EQZcNh1h6PSbOorytYdruhCCojFD0i/tRDLIfJQS6froIRO3IYH0fTTTaNVC5EzHMAwc2yEwmwjCjhYNIZMOO/7xAdVbdqOZBsUzx1I4pmeOKFXQaQWhaRRPH4MRtkhUH1HgJuVRsjLtd90gO0YAXtKmZueBdH0EwDnfuR3dMnnvh0/g+z6lF0zk4MbtaJ5g3PzLAfCl3zSvFrxtfZCaxMwIkaxpZOWvnktnwRxYtYXJ985LizcqFK0Rys6gcOwQeo0ZnBaBFUCkVw6jbrqYPUs/Qhg6gy6agpV1OENN0zVkyvJC6IJkVT2bFr5Lw4FKCs7qz9DLp6m6nSNw4nF8yWElECkRnuTg6s1Ubwmm033HZc/bq8gdUkIou+f9/VTQaQUzbFG+vxLNNOg1qpTyZhX6VlYUoxXBQscOzKn8lLUAkEoTPfE3hfRlsH4ImJkR8ob0SwedaV//fODoqAlG33Ah6595ix1LVhDKzmDM7VcQSdVMWKFQsBiZesOip9I8PY+9H37cIu3Sd1zK12xl4OxJJ/X3UZyJiMCcTYDwZfAFyfWo2rSL3uPPQvo+5eu2ESnIxgiZeK4XaAISfA7chgSrHv17ekr4wOqteLbDiGvO7ZGp1O1JsiGG9Hyk9BEItvztLRr2Hc6Wm3TvDdTtOXDUefVl5WT26Q6KxCeHCjqtYERCFE8bjWc7DLp4KrplUrVlD9HCXIbMmYF1xIckWIsBP+lQ9u5qytdspc/MsRRNHA6NjYQyTuxDJX0fPxUjzKwMhNAovXASe5dtwoyYuHGbhopqsgf2Zvp91+O7Hrqpox/h89PaGo3r+S2UppsQrWxTKJpj2za6SKlfCEATSN9j38pNHFyzlYNrtqaPzRtSEoxempW0CMCzHUovnEjh8AHBFx9NsHfl5lQ9yplLILcVY/2fX2bSV2/ETdgtAg6AFrLI7t+HnBED6Tt+BNLzEbpGvPzU3IO7ig4NOkKIy4GfAzrweynlj47Yfx7w38BY4CYp5bPN9s0H/j318iEp5eOp7W8BfYF4at+lUsq2G1YcAyNkpR0OSy+eSv9zxqEZxjEy1wRCg1h5FRklRUy6aGrw4ZSAJkjWNSA9n0RtA+HcLISutzqfbYas1IhJICSUfbiewlGD6DN5BELTQcLHf1p8lC301K9djxnOP+79SCEonjaaA6s2pxUHjGiIoh46L6zoPDRNa5HCiwa+7RM7dPRDr7G8ChgcJLW4XioxBoxomNySQtb/+SXs+hhWVpThn70IYZ7ZX3q8WIJdry/Hd9zUGg5ECnJaJGQcXL+N3tNGgy9xE0lwg89/T/Um6rCgI4TQgV8ClwBlwHIhxCIp5YZmh+0GvgB8/Yhz84HvApMJHt0rU+c2vcs/L6XscNloJ5bAsx0820W3TIxjFLkFH0qo31tO35ljkb5MZZ2An7Cp3rqHHa++H9ybJhh23QUYg0vQmxWbSilxHCfIWrMM0AysjAirfvMC0d75TLr7WqSUZPTOp2FfRfo8oWvo1qf7k5iWiR8ymXTPZylfuw1N1yk8ewhmJ8v6KHoeoqkaXgjAB1+gWSa9xw2jYv2OFscWjhrU7BwPKQRCSqTnsuVvb2LXx4CgqHTz828w+tYrO/t2uhVS+tgNwd/ES9poIYNh15zPxr8uwWmIo4csckp6Bxmorse+99cRLsonnJOBXddI7qB+PW5d57hBRwgRBr4MDAXWAY9KKU90FX0qsE1KuT3V1gLgGiAddKSUO1P7jsz9uwxYIqWsSu1fAlwOPHWC1z5lnFgimJc2DMxICGm7SOnTlKWoNfMU8X0PIQTFs8YHG3SZznn0fUlGcRET77kBz3HRTQPP83BiCfRmi6iu4yITDrvfXEX5hp1Mu+9GisYMYf+KTcQOViF9HyNqMeK681nz2Ms4jXE0Q+esq885YaWEUKpob+D5E9vlb6Q4M5BS4ibt4MtNatpM+j5Z/XoxZM4M9n7wMZphUHrR5Bbaak327p7n4XpJ7LqW9T52XSP00LTf9kIPh+gzeQSF44YjXZ+G8mqieVmM+cLVwfS5oWNmRvBcD9d16TvtbLykjV0fI7e0H6KTVVLag0/r8eOAA7wDzAFGAf96gm0XA3uavS4Dpp3CucXNXv9RCOEBzxFMvbX7xLDUBHZ9I+H87CCDxDJwY0mqtuwmVlFD0ZihmJmRdPaN70t0oym3XqQ/nFrYQsSTfPzYi5RcOJl4eSXRol7kDDpsOeumCkJrdx9M1z74SLSwybjbryRRU0/sYDWR3nlYORlM/sp1qdGXgdA1rE+TmVcoTgHf8/7/9u48vK67PPD49z3n3EW7ZEm2ZMubbMe7ndhydkIgZIOEwBRKgKEwFNJCaWn79OkDw0w7pTN96DJPoTNMC6VpoYQBGmAILSGkpKGBEMfO6iV2vDvyLsuStd3lnPPOH+foWpKvvGi5kqP38zx6dO/vnHPv754r3fee3/L+IISz7SeoWdgMgOBCucucDVdRv2IhIKRqKoZ9GRvkutEqtfXrlrD4jhvQePRnNjOAFNl/RnEcGtYsi7LEC5TVVNB/qoujz+4gUZFm/k3rgai/2HVcDj/5HB07okzwTtJj9X98G8krLAP8xYLOKlVdCyAifwc8e5H9hyqWHe9Sg8OFjn2/qh4RkSqioPMB4GvnPYDIA8ADAAsWLLjEpz0nHMhRNqsGdaIh1EF/lp3f/DF9x04DcPSZ7az85beQqq4gkUzi5/P42TyO50atEHHgCQayJGorWP+xd+H3Z6hpmYNbloqGNg/W1XHQnE/X/vZC2ebP/SPrPnIvFbPrSNVXI2iUpgbApjeYEkqmUuQRKhrq6Dl0Aj+TpaplNomKMrxUikTq4rnVvPI0C29pI9vRzfGtO8GBpo2rIT2zg040TSIashpksnQfPkHdknksvedmHEfIZbPk+jMkylNkzvQUAg5EuRkP/eRZlt7zBlJX0NDziwWdQk4WVfUvM8tqOzB/yP0W4OhlHHvriGOfjOtxJP7dIyLfIGrGOy/oqOqXgS9DtHLo5ec40BMAACAASURBVFQ829sfhz3FcaJTlO8bKAScQYd++jyVzQ2k66oAidLQqBJNGlY0VJx0Es359J3p4sCPnyHXO8Ccq6+iqW0F2Z5+eo93UrNoDrgOta0tHH/u3Czvl7/yA1b+8m2FjNHGTIXs2T6OPLOd+nVLqFwwmyDvgx9eXiaLMIySziY8mjatiZba8DzUn5w5b1eKwc9U1RAUXv3uE+d9Nd/4G++GsjT5voHzjs+d7SO8wpooLxZ01ovI2fi2AGXx/TglkFZf4NgtwDIRWQwcAe4H3neJ9XoM+BMRqYvv3wF8WkQ8oFZVO0QkAdwD/OslPuYlO9dpOthYNjhyZ4R4wECut5/DP3uBlhvXgwpuWeLcHAUgP5Bj29f+pTDq7PBPn6d6URP5gTzbv/0EN//++xDPoWbBHJraVnAibmKbc81yqubPmeiXZ8wlC4KAniOnOPzUSxx+6qVC+doP3EX6cubXiOC4Ltv/6YlCHrHKplms+5W7J7rKFxSG0Yf7RGZoHqt8LhdNY9DB9ayUslnDR645nouT8HA9l7K6atx0kiCTK2yvX7WYxBXWvH7BoKOqYx7PGF8ZfYIogLjAg6q6Q0Q+C2xV1UdEZBPwPaAOuFdE/khVV6tqp4j8MVHgAvhsXFYBPBYHHJco4PztWOt4IU4qQegHiER/oInKcsob64YNE225eT3p2kp62k9y7JmdLHzTJvzeASBBvqcfcRwSFWWcbT9x3jBnN5lk34+fo/UtbYS5PN37jjFrxWIWvHEDC94QDUgYbWi1MSWjSseuQ+cVd+w6RP1Vl9Fs7Qide9uHZUruPd7JyW37WHDz+omo6QXlMlk059N7rIOOnQeomtdI/YpFUzoxVUTInO4iWRd9d3fKkiy77xZ2PPQjgmwecR2WvO0mxIvnSHku1/zme84tKhcPVlIg1z+A5v04daOQrK6YtgvPTerQB1X9IfDDEWV/MOT2FqKms2LHPgg8OKKsD5j06fNu0iPfl+H4jgO0tK0gFMUpS7LmA3dzctveaDGr9VeRrquK3tj4zX3mc1/l+v/8IYL+DI7jxF9glHRdNZt+//24nhdnkFXCTD7KRdUfrWmz9wc/J/zOTwt1EEdo+633TPZLNeaiahc2nZfcszYeUHCpHBF6T3QCULlwDgtuXc/pXYfoPd5JGIZFByBMKD/k+PO7yPYN0Hr3jfgDWV79f09y1X1vnLL+EHEcTu86TO2K+aRrqxERUnXVbPj4u/AHcnjpJOJKYdQpnoP6AeI6UdaTOMBoLk++P0tqVlW02Jsf4Od9wmyeMO/jVaRJpKZPjsUrb7xdCQx0dJGorGD/Y8/SfM0ynCBE/YBEdTnzblgLDB8yna6tKlwFPfM//gGANR+4m7olUTxNN1QTZaVRVAMIFCfpseT2Nrb8zfeZf8Nq5t98NYeeODf1qPna1TievT1marmeR93SFhpWLaJj50EAGlcvpnbxZQYd12XuphUsvr2NIJNHFKrrZ406920iBUFAGAQ0ta1E8wEnnn8FN5ngqnfciuNdfI7bRMtns1EmEFVqFjax7Uvfjza4LjRXsGjFCpquXYU7IluIiIN4RFmmw7gLQMD3fZK1FdFkXD9AEi5hX4aD/7aVvhOd1C1pYd71a6ZNuiEp5drYU6WtrU23br30uaSZM2dREZxUAvIBh598ju6DRymfPYvFd1xH2aya847J9fZzevdhBjq6mHP1VaRqKwsZDfx8nI9NBFFBRQkGcvQe7aCssZaBs71U1teS6+mn68BRahY0kaqttGSIZtrIdPcWMpiL44zpbzOXyaJ+iJ/Jcuzlfcy9djluIvrQT13CCLjRZHv6UD+MBu0IaDZqRQjzARoEJCrL0FDJne3j5b/7fmEdmmRVOWs/dG9JP4zz2exg7vfCEiZHN+/g2LM70TBk1vKFtN59A6mq8+sUBEFhuQOgsJp1GASAEPoBA53dpKoq2PH1H9Hf0VU4tnHNElrvvp5k+eX1/4jIc6raNuYXXIR9lS5CXAfHcwnzAQd+9DRn9kRThiThkKiuIDeQxXGkEFQAkpXlNG9cUfzxRMBxoqa1uCkhUGXXd/8NN+HRuHYpJ87uZO7165h349rzvuEYM9Um4guQ47n4mTyJqnIW3Lgm6oPI5Ok/cRq/phI3nTrvefIDWYJs1HGeLpL2JZ/JkTvbT7YvQ/XCOWgmh1ueIujPcmr7Pg7923PMvWktLdeu4egz24YtfJbr6adrXztzrlk+7td2qcSJPwNcl56jHVQ0zWLudWto3rQqCiKOFA04AGEc9B2ReF0dCn04ihBm85Q31pHv6R8WcAA6du5n8Vs2leIlXpQFnVG4nofms5zZG82dWfS2G5m1uIWBk2c48sx2EhVlzLtxLSBR0r58QD6XJ5VOUVVfNaz5TcNo+DROlEmWMNpW1dxA96HjHH1mOwCdu19j02+9B/cKXILWmItScMuiL2riOPR397LzoR8VAkHjuqXMf+PGwqi4XF8/ue4+xHURR+g/2YlXWTbs23qQzbLvx5tZ8/47oz7UIERUCfM+dSsXMeea5QTZPKgSBiGrfuVuquZGS7HH63ISBmHJRrOJOIRhiDpKx/Z9bP/aD2m983rcZIKDT2yhrrWFq+67peixGsZXNI5Eg2njwOOIQzQkTwjz0VzBc7nyIomKMqZLq5YFnVGEKKpKqrqCbHcvjauWkOno4sWvPAKqbPj4LyEi5LM+Ozbv5Ftf+C75bJ7axlo+8Re/zpyFc4Y9VrSwSPSmhxriliVZ9vY3sP3rP4qWwU4mWPb2m2d8AkTzeqbxGjuK35fh4OPPDrvyOPXyXlriGfhBPk+Y8xFH6D1ygkR5mmR1JTpiiWYNozl0g0lAgrxPUhycsiTih3QdPk5ty2ycVIJFd12PAH4uH61zmA8IBrIc3foKXipBc9tKvIoyvCKpZVSV/EA2zrAdLUES+j5eOhUNBoo/0BOV5Recv6Qa4sSj0RpXL+HYszvZ9y8/L2yfvW7JaIeSTKfJ53LxUtYU2tk0XrTRLUuS6+rFSyeZf/N6XnvqxWgHEZa+9aZp06djQWcUfl8GN51iyVtvYv/jmwlzPkee2Q6q1C9fiJuI0uJkMjm++ZcP48eri3ad6uKhP/smv/YnH6GiJnqTk8kkuVxu2DcNVcGtTLPuQ/cQ+gGO5+AkEyRtQTXzOqVBiHheYbhvrqfvvH38gWg0p5/N42ey7P7mY4T5aAJp1YJmlv7SmwmC6H9NwxAvnaB5wwqCbD5KyptOoihewiPb30/13AY0CDm+ZSezN6woXCE4yQTZrl5e/NvvFwLG8ed3c82vvRNvRBOfn/MJczkUQf0QCOk/3UXF3Eb8vixuOlGYOxMGAWHeJzHKAAkNo3Q3okq6rpKl976B9p+9iKrSctP6ov3FQyWSxUeh5bM5NFS88jTiOjRtXEHj2iUMdHRT0VQfpcyaJimHLOgUM9hOGoakG2pZff8diEih07OiuZ4g56NApj9bCDiDjuw7ij/iG1lylD+WSVj12phpKZFO4efyUTaCZIKG1a2FpmWAREWa5ODwYFWOPbMNJ5VizUffiVeWJsjkoiS8BBCEKDDQ2UPjmlY6d79Gw+rFOCkPP5sjkU7Rd6qL2oWz6T95JtoWf+gGqoTZPEd+/vKwJih/IEvnnteY27ZyWL39TBYn4SEaLV4XZgMqZs9Cs9GVWMe2vRx/7hXcRIL5t26kfHYdUDzo+H0ZnLIETiKBW+bQsHoxda3zQKKFG90xjlg9b0h03AJZ0Vh3/s5TzIJOEU7CAwf6T3ax7as/pKp1LqvefRvzbljLyW176drXTtOG5fiZHOmKNOmKNJm+TOH45RuXkSyyuqgxM53rufjZPLjRtAA3meD0KwdJ11Wx8M2b8OKlNhzXpfnGq0lWlyGOGzXDuS4iCkGIk/Dws3k0n2f393/Kinffhj+QJVGZxvE8wkCpaKyNO+cdsr0DeOVl0f3B9bad8ydPSpEyiNJaRS0SLv2nu6hZ1IwCXXte4+Djmwv77fr246z/6DuhyFI3QRBwdMsrHHzyhWHlC2+5mqV3Xz/WU3rFmR7XW9ON6xBk/ahNVJWefUfY88hTuGmPjR//JZraVhLmA7xUgvLqcj72Jx+hsaURgOVtV/HLv/0uymydGmPOI45DoiyF43m4ZSnmbFrJinffxuK7b6SsvqYwcjNRniZdV4lIlM9Q4tQ1rusVJl4LSqqmkoqGWjb/2dfZ+lffYudDjxH0Z1ENcRMuSjTq7dCPno7W9wkCRKJ5cvNvWo8MGUCQqCgrzK0bTgcrj4aQrqsmDAKCgRwd2/eN2FU5s+dw8Rcfz9Wb6WyeThFBEJDr6WfvD56i+8CxYds2/d778JIJXv3ev1PTOjdKBSIw0B+16SbSCSqmSYedMVeqYDARqEaDAxzXAUcQEYKsj7hCkPfpOXyCitmzClctoR/glaVIV1eQz+UIcz7xwlYEgY9Xlo4++FXRICT0A1Jxyhg/N5h8VAvZnxVFwpDQj5aIRiHM+5xtP0VdazNHt+xi7nUrz40WUwFXCAey8VLcgptOkkhHzV/9p7vZ/IV/KvRTOQmP6z75bsrrL9yXM1Vsnk6JhH60Vs28G9cNCzrJqnI0H+CkU1Q2zWL/v/yc/UNGnqx67x1UzJ5f7CGNMZcpmn9CdIUAEChIGF/5CCIO6bpqBjq76TlyilRNJdXz5xRW5E0kkzBaXyrxRE2NkoCGufy5CxovyhYwOBcmyPloGGUhEYnyMtbMnw2OMKdtORqG8XwZoqbAgRz7Hv0Fp3cfxksnWXzHtdS1ziNVXUmiIsV1n3w3RzZHa1nOu24VyeqZlV/Rgk4RGoTkzvZT3lDLug/fy/HndpGsqqCpbQWO65DP5Ji9fhkdOw/QF+eTqlvaQuXchimuuTGvD67nRavpqiKeQ5DJIZ6L4zo4CSdKxuu6JCrT0QCE6goS5WWIw3kjx4IgGnjgeO6wEVyDGRY6dx6gbtn8Qv+PxMOiIV7hJFRe+OLDUVaRWOPaJbTeczOeCGGgaD6PJD00CDl75CRL3/lGlmRyIzLWQyKdRkOl9fZN0YAK14kyTc8gFnSK0FBJ1lREeYxcYdHtm6JvXfE3odAPOPLzl5h/y9XxH7qQPdtXmIdjjBm/MO+jzuAVhpDp6EJFqJrXWMhLmIwDzGgZE3I9/fjZXJRmRpW5160mXVsZN4cJR5/dSd+xDuqWzcfxnDiDs4M6Eo1WE8h09Q4LOADdh44XrsRcz0WDaGnpfF+GmkXNkM2z7wf/Ts9rJwBoXLuU+bddS5jzaX/6ZU48vxs3nWTxHddRs6j5XFLPGcCCThEahBAqrz78r/SfjK5kahbPpfWeW6JJaKqceH4Xx7e+Mmzm74bfeNdUVtuY15XBOWtBECDlDuWpeoKBLPme/qgf5iLzTnJ9A/iZLC9+5ZFCH8qJF17lml9/J+m6KsK8z/Gtr+B4bjR3O74qCZW4fyYkJM4zN2KGf2VzQ9QEp1GmAA1CwiDEK0+jQcDJl/cUAg7AqW17mf+W6+jYeaAwTDzI5dn98BNs/I13wQwKOjZ6rRiJlo4dDDgAyUI+JEFVzy2cFP8hiiOIM7Muk40Zj3w+Tz6bI9PVS9/JM3TsOkSmq4fcwPAVMl3XxfM8Eqkk6doq0rVVlzTRUQRObd9XCDgQTSg9tmVnvNaM4qYS0dVQJkOo0fbCVY040f+3K7TefUOUXgYob6xj8e3XRamygjDKUBCvGixO1PTXe6xjWF1SddUEmRydu89fm6jrwKUuqPz6YFc6RTieR+gMX0a3a387829tizJFuw6Lbr+WV7/300LQmXfjOhx3ei6aZMx0FWRyHP7ZS7z2821AlBT0mg/fQ3Lx+KccqEYLIY4kcW4yN51k0W2b2PfjzbjJaO0aCQcPJB4ZEO0366qF1C1tibIquG6hOS9ZniY3kClcCamGuKkEtUvn07X3tcJz+gMZHM+lfM6s84JMRVP9uF/rlcSCThGO5+ImE1TNn1O4RM73DuDnckjCRVyHqpbZrP/IffSf6KSsoZZEZdmQqyFjzIUE+ThNfxAWAg5E/aW7H/kZ6z54F2VFskpfFhEaVy/m6OYdhfQ6bjJB88aViAiJdIq65QvY2DoPDUKC3gF6j3VQ2dxAoiJNYugyABcYBZcsG55WJNM7QN2SFvo3rODUS3twEi4tN1+DeA4tN6yl68BR+uMBSHOuXjZli8hNFQs6xajSe7KTpW9/I2cPH6f/5BlmrViEiOB5HoognouIQ/WiJtxUkkR68hejMuZ1wwEJJcpOMEKmu3dY/8lYJcvTZMOAqz96Hx079qMKjWtaScZLwGuchFdD5fSuAxz+yZbCsQvevIk5G86t93M50pVl5DMZ5t24nrnXRYs+uqkkXipJNlBWv+9OwryPE2fPtqBj0DDKgvuLP3+I1e+7g/rVrRx+6iVEhKVvu7GQ58i7wLcfY8zoHMchCKPEmKnqimj0Z2zOuiW4E7S8cqoyan0YzF49VBhE82vU92l/anhqmvZ/f576lYvGFHQgGho9lGq0iNyxnz9Pf3cPczethUSCqhnWtAYWdIoTqF00l3RdFTu+8WMAnKTHxl//D8MWbjPGjM3gFARJeWz46L3sefQZ+k910bhyEfNvWluabOvxcgiqxJkLzgn9oDBXZ6yy/RkIAiThgR9y8sVXOLP7IAAHfvAkiLDqQ+/ATc6sPI2TGnRE5C7gC4ALfEVVPzdi+y3A54F1wP2q+vCQbR8E/kt897+r6lfj8o3APxDlUf0h8Emd4Fw+6gd07TvM+g/fS/eBo+QzORqWL5zIpzBmxkskEwSBg5vwWH7fGwj9gER5qmRN1RoqiuJ4DrVLWuja117YVr2wGWccwSDXPxDN80smEVEC36f38PERFVAGTnXOuOa1SRsyLSIu8EXgbmAV8F4RWTVit8PAh4BvjDh2FvCHwHXAtcAfishgju6/Bh4AlsU/d0103cMgpHLebI4/u518bz+u59Cx+8B5E8SMMeMzOBw6XV1B+azqkvaNegkvWgDNcVh81400X7uGyrkNNF+7mqX3vmHMV1sahogSXeEIIA7iOqQbas/bN1VXPb4XcQWazCuda4G9qrofQES+CdwH7BzcQVUPxttGfprfCTyuqp3x9seBu0TkSaBaVX8Rl38NeAfw6ERW3E159B45GU3+HKJ63mzKpmliPmPM5Uul0wRBQBiENF+/hqb8SrzK9JjXtQEIVVHiTAquAyLk8z5N165l4GQnmc5uEGHOpjW4M7BfeDKDzjzgtSH324muXMZ67Lz4p71I+cRS4cyr56cn79rbTvX8pgl/OmPM1HFdN1pSYYL6VlzXJXAkyg+ngCiO43Dixd0svueN0U6O0H/yTDRnaIaZzKBTbKbkpfa9jHbsJT+miDxA1AzHggULLvFpBx9RqWyZzelXDgwrrmyZfXmPY4y5JIHvxxml9dxEyyAkzOQ4e/g4yZpKyhtqz2UCmeaiZa3jKx7XxfEcZi1bwO7vPEH/qTPULJrLkrfdPOqy1q9nkxl02oGhef5bgEvN99AO3Dri2Cfj8pYR5UUfU1W/DHwZovV0LvF5gehvftZVC+k+cDSaVSxCw5olVMyZecMbjZls+WyOMAhwXAcVAd9HVMl29bHz6z8s9KVWLWhi2TveRKIUI9vGKVVVTj6bgzCMMh24SdL1Hst/+fY40YFTmC8000xm0NkCLBORxcAR4H7gfZd47GPAnwwZPHAH8GlV7RSRHhG5HtgM/Arwvya43oQIp7e9St2SebTcuA6A3vbj9B/vIGULtBkzYfx8HhGJJkq6DgQh6kRLGbz25NZhg3d6Dh8nd7b3igg6QGE+37kCbBI5kxh0VNUXkU8QBRAXeFBVd4jIZ4GtqvqIiGwCvgfUAfeKyB+p6uo4uPwxUeAC+OzgoALgY5wbMv0oEzyIAIAwJNt1lq4t24cVz33Dhgl/KmNmsmi+ThivKRMlzvT7M6DgZ7Ln7e9nc6WvpJlQkzpPR1V/SDSXZmjZHwy5vYXhzWVD93sQeLBI+VZgzcTWdIQwpG7FYrqGrnXuCDWttiqoMROqsMCZFnptHUcI1KFh7TIO/+TZwq5eeZp0nY0evdJZRoJiREjWVLHwzpvo2PYqjufRdN06nMTMG2lizGQanNetGgUdDRRcFwkDquY3sejOG+jcdTBauffa1fY/+DpgQacYVbJdPaQb6pi9cTVeWRqvPE3o2+RQYyaS53nks1k0jNakAokGEzjglaWoWTSXdH00as1NJkiUXRn9OWZ0FnSKEoJMjh3f/X6hpHJuI61vv3XqqmTM61QiVaRzfUgnfHoGztp/PbOVQ4vQMODo0y8NK+s9eoowf34admOMMZfOgk4RqufamoeVjzPrrDHGzHQWdIpwUx5NbauHlZXPqcdLz7w8ScYYM5GsT6eYUKlpnceymts4s+cQ6Vk1zFqxGO8KmZRmjDHTlV3pFDHQ0cXe7zyOEjL35muoaZ3HyRdeIcz7Fz/YGGPMqOxKpwgNQ5qvX4f6IceffoFkbRX1q5ZMdbWMMeaKZ0GniLL6Ws50dnP8yXOzoc8eOELr2988hbUyxpgrnzWvFaESJfwcKtNxhsDyPhljzLhY0ClC/SDKeDuCFFvNxxhjzCWzoFNE/6lOGq9ZNaysYt4cnMTErCxojDEzlfXpFJGqrqT7QDuL730TPa8dI1VbTUVzow2ZNsaYcbIrnSISFWWEfsCBx56mv6ObgdPduMkEYu1rxhgzLhZ0iug5fAwNAlrfejPNm9aQKEtxbPPLhH4w1VUzxpgrmjWvFaGh0vHibjpe3F0oq1uxaOoqZIwxrxN2pVNE5bzZuEPXMneExvUrwLHmNWOMGQ+70ikiyOdZ8o43073vNYJcnrqrFhIGIY5jMdoYY8bDPkWLSFVXcfZQO/meXtTP073vNcrqbW12Y4wZr0m90hGRu4AvAC7wFVX93IjtKeBrwEbgNPAeVT0oIkngS0AbEAKfVNUn42OeBJqBgfhh7lDVkxNZb68sxewNqwmz0aJtTsLDTdmyBsYYM16TFnRExAW+CNwOtANbROQRVd05ZLdfBc6o6lIRuR/4U+A9wEcBVHWtiMwGHhWRTaoaxse9X1W3TlbdAdxEAtcmgxpjzISazOa1a4G9qrpfVXPAN4H7RuxzH/DV+PbDwG0STYZZBfwEIL6K6SK66jHGGHMFm8ygMw94bcj99ris6D6q6gPdQD3wEnCfiHgispio+W3+kOP+XkReFJH/KpM0Y9PPZMn19JHt7sUfyEzGUxhjzIwzmX06xYKBXuI+DwIrga3AIeBpYHAFtfer6hERqQK+A3yAqF9o+AOLPAA8ALBgwYLLqnh+IEPHtldJVVUgnkvmdDcN664iUV52WY9jjDFmuMm80mln+NVJC3B0tH1ExANqgE5V9VX1d1T1alW9D6gF9gCo6pH4dw/wDaJmvPOo6pdVtU1V2xobGy+r4vneflKVFZx4djtH//05RCDf04/qyJhpjDHmckxm0NkCLBORxfFotPuBR0bs8wjwwfj2u4AnVFVFpFxEKgBE5HbAV9WdcXNbQ1yeAO4Btk94zUPl8ONPk+06S763n+PPvEymswsNwosfa4wxZlST1rymqr6IfAJ4jGjI9IOqukNEPgtsVdVHgL8D/lFE9gKdRIEJYDbwmIiEwBGiJjSAVFyeiB/zX4G/nei697QfB6B8TgOO59J3/BRdew9Ts3ThRD+VMcbMKDITmoza2tp069ZLH2Hde+QEiDBwspMw71M5v4nM6S7qVrTiFFnczRhjXo9E5DlVndCRw5YGp4hkdSV7H/4xuZ4+AJytHlfd/9biwx6MMcZcMvvaXkRv+/FCwAEI8z6nnt9JmPcvcJQxxpiLsaBTRFAkuAS5HMyApkhjjJlMFnSKqJrfhJMY3vJYv/YqxHWnqEbGGPP6YH06RQTZHEveeRunt+8lzPvMWrWEIJfDVqs2xpjxsSudIhKVFXS8+Apu0iVVXc7pl16hfHY9FnWMMWZ87EqniP5jJ6ldtgivogwNAqoWtXBm134arl451VUzxpgrml3pFKGqJCrLOXugne797QC4ySSElpHAGGPGw650iqhoamTPtx8lyOYAOL3tVZa9+64o8BhjjBkzu9Ip4uzho4WAA4Aqp17cRRgEU1cpY4x5HbCgU0SxJXrEETS0eTrGGDMeFnSKqJg7G688XbgvrkP92qtscqgxxoyT9ekU4WdyLHrrG+k5fIzQD6hpbSHf00eyrmaqq2aMMVc0u9IpIlVVwZnd+8l0nCbf08OpF3ZS3tSAl7AYbYwx42GfokX0HT9FqrqSuuWtAGTPdNP16gEa1q9EHIvTxhgzVhZ0isif7aHjhR3DyqpbFxAGIa4FHWOMGTP7BC2iavH881Le1C5vxbXmNWOMGRf7FC3CTaVYcOctdLz0ChqE1K1aSrK2eqqrZYwxVzwLOkUkytM4Xj1z33gdqOIkErgpy0ZgjDHjZc1ro5HzbhhjjBmnSQ06InKXiOwWkb0i8qki21Mi8q14+2YRWRSXJ0Xk70Vkm4i8JCK3DjlmY1y+V0T+SoqlDxgnP5Pl1HM7ePWhH7D769/n6FNb8QcyE/00xhgz40xa0BERF/gicDewCniviKwasduvAmdUdSnwl8CfxuUfBVDVtcDtwP8UkcG6/jXwALAs/rlrouuePdNNx4uvoHFW6e69hzh78MhEP40xxsw4k3mlcy2wV1X3q2oO+CZw34h97gO+Gt9+GLgtvnJZBfwEQFVPAl1Am4g0A9Wq+gtVVeBrwDsmuuK9R06cX3b4qCX8NMaYcZrMoDMPeG3I/fa4rOg+quoD3UA98BJwn4h4IrIY2AjMj/dvv8hjjltlS9P5ZQvn4rjuRD+VMcbMKJMZdIr1tYzMmDnaPg8SBZStwOeBpwH/Eh8zemCRB0Rkq4hsPXXq1CVXMv5rgwAACPhJREFUGiBZVUH9uuVR9gERapYupGr+3Mt6DGOMMeebzCHT7URXJ4NagKOj7NMuIh5QA3TGTWe/M7iTiDwN7AHOxI9zoccEQFW/DHwZoK2t7bLSQ/cfO4nrOSy6902ICP0nTtG1ey8NV6+2NDjGGDMOkxl0tgDL4uaxI8D9wPtG7PMI8EHgF8C7gCdUVUWkHBBV7ROR2wFfVXcCiEiPiFwPbAZ+BfhfE11xfyDDmZ17OLNzT6GsqnUBqjaA2hhjxmPSgo6q+iLyCeAxwAUeVNUdIvJZYKuqPgL8HfCPIrIX6CQKTACzgcdEJCQKWB8Y8tAfA/4BKAMejX8mVNWiFjpe2A5DFm2btWoZjmtXOcYYMx6iM2Bhsra2Nt26desl7x/6AfmeXjpe3I76IbPWrSRVV4ObTExiLY0xZnoRkedUtW0iH9PS4BTheC6puhqabo7S4FiwMcaYiWFB5wIsq7Qxxkws66QwxhhTMhZ0jDHGlIwFHWOMMSVjQccYY0zJWNAxxhhTMhZ0jDHGlIwFHWOMMSVjQccYY0zJWNAxxhhTMhZ0jDHGlIwFHWOMMSVjQccYY0zJWNAxxhhTMhZ0jDHGlMyMWMRNRE4Bh8Z4eAPQMYHVKQWrc2lYnUvnSqz366HOC1W1cSKfYEYEnfEQka0TvXLeZLM6l4bVuXSuxHpbnYuz5jVjjDElY0HHGGNMyVjQubgvT3UFxsDqXBpW59K5EuttdS7C+nSMMcaUjF3pGGOMKRkLOhcgIneJyG4R2Ssinyrxc88XkX8TkVdEZIeIfDIunyUij4vInvh3XVwuIvJXcV1fFpENQx7rg/H+e0Tkg0PKN4rItviYvxIRmaC6uyLygoj8c3x/sYhsjp//WyKSjMtT8f298fZFQx7j03H5bhG5c0j5hL8nIlIrIg+LyK74fN8w3c+ziPxO/HexXUT+r4ikp+N5FpEHReSkiGwfUjbp53a05xhHnf88/vt4WUS+JyK1Q7Zd1jkcy/s0ljoP2fZ7IqIi0hDfn9rzrKr2U+QHcIF9QCuQBF4CVpXw+ZuBDfHtKuBVYBXwZ8Cn4vJPAX8a334r8CggwPXA5rh8FrA//l0X366Ltz0L3BAf8yhw9wTV/XeBbwD/HN//NnB/fPtvgI/Ftz8O/E18+37gW/HtVfH5TgGL4/fBnaz3BPgq8JH4dhKonc7nGZgHHADKhpzfD03H8wzcAmwAtg8pm/RzO9pzjKPOdwBefPtPh9T5ss/h5b5PY61zXD4feIxonmLDdDjPJfkAvRJ/4hP82JD7nwY+PYX1+T5wO7AbaI7LmoHd8e0vAe8dsv/uePt7gS8NKf9SXNYM7BpSPmy/cdSzBfgJ8Gbgn+M/0o4h/7CF8xr/M9wQ3/bi/WTkuR7cbzLeE6Ca6ANcRpRP2/NMFHReiz8cvPg83zldzzOwiOEf4JN+bkd7jrHWecS2dwIPFTs3FzuHY/l/GE+dgYeB9cBBzgWdKT3P1rw2usF/7EHtcVnJxZfZ1wCbgTmqegwg/j073m20+l6ovL1I+Xh9Hvh9IIzv1wNdquoXeZ5C3eLt3fH+l/taxqMVOAX8vURNgl8RkQqm8XlW1SPAXwCHgWNE5+05pvd5HqoU53a055gIHyb6tj+WOo/l/2FMROTtwBFVfWnEpik9zxZ0Rles3b3kQ/1EpBL4DvDbqnr2QrsWKdMxlI+ZiNwDnFTV5y6hXhfaVrI6E32j3AD8tapeA/QRNROMZsrrHLeb30fUnDMXqADuvsDzTHmdL9G0r6eIfAbwgYcGi0apw1jqPGGvR0TKgc8Af1Bs82XWbULPswWd0bUTtYcOagGOlrICIpIgCjgPqep34+ITItIcb28GTsblo9X3QuUtRcrH4ybg7SJyEPgmURPb54FaEfGKPE+hbvH2GqBzDK9lPNqBdlXdHN9/mCgITefz/BbggKqeUtU88F3gRqb3eR6qFOd2tOcYs7hj/R7g/Rq3J42hzh1c/vs0Fku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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='index',y=\"P\", hue = \"pbar\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\").reset_index()) " + ] + }, + { + "cell_type": "code", + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1394,7 +1851,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -1444,208 +1901,208 @@ " \n", " \n", " 0\n", - " bond\n", - " 0.101549\n", + " burn\n", + " 0.095623\n", " 1.0\n", - " 1.381811e+03\n", - " \n", - " \n", - " 1\n", - " bond\n", - " 0.106027\n", - " 19.0\n", - " 5.737093e-10\n", + " 6.230984e+03\n", " \n", " \n", + " 1\n", " burn\n", - " 0.109251\n", - " 74.0\n", - " 1.518447e-09\n", - " \n", - " \n", - " 2\n", - " bond\n", - " 0.107529\n", - " 18.0\n", - " 3.075911e-10\n", + " 0.087214\n", + " 1.0\n", + " 8.232908e+03\n", " \n", " \n", + " 2\n", " burn\n", - " 0.109361\n", - " 57.0\n", - " 8.216649e-10\n", + " 0.092894\n", + " 1.0\n", + " 1.132977e+04\n", " \n", " \n", " 3\n", - " bond\n", - " 0.101784\n", + " burn\n", + " 0.089187\n", " 1.0\n", - " 4.580219e+02\n", + " 8.745962e+03\n", " \n", " \n", " 4\n", " burn\n", - " 0.092839\n", + " 0.094700\n", " 1.0\n", - " 9.969567e+03\n", + " 5.200334e+03\n", " \n", " \n", " 5\n", " bond\n", - " 0.102752\n", + " 0.093585\n", " 1.0\n", - " 8.537070e+02\n", + " 2.649757e+02\n", " \n", " \n", " 6\n", " burn\n", - " 0.097383\n", + " 0.088350\n", " 1.0\n", - " 5.270248e+03\n", + " 2.101888e+04\n", " \n", " \n", - " 7\n", - " burn\n", - " 0.093518\n", - " 1.0\n", - " 8.283756e+03\n", - " \n", - " \n", - " 8\n", + " 7\n", " bond\n", - " 0.104104\n", + " 0.114641\n", " 1.0\n", - " 8.221638e+02\n", + " 9.231311e+02\n", " \n", " \n", - " 9\n", " burn\n", - " 0.093529\n", - " 1.0\n", - " 5.490232e+03\n", + " 0.111829\n", + " 21.0\n", + " 6.697996e-09\n", + " \n", + " \n", + " 8\n", + " bond\n", + " 0.099740\n", + " 9.0\n", + " 1.105946e-10\n", + " \n", + " \n", + " burn\n", + " 0.104362\n", + " 13.0\n", + " 5.645150e-10\n", + " \n", + " \n", + " 9\n", + " bond\n", + " 0.100937\n", + " 16.0\n", + " 2.419256e-10\n", + " \n", + " \n", + " burn\n", + " 0.103361\n", + " 83.0\n", + " 3.345798e-10\n", " \n", " \n", " 10\n", " bond\n", - " 0.097491\n", + " 0.103239\n", " 1.0\n", - " 8.817961e+02\n", + " 3.496507e+03\n", " \n", " \n", " 11\n", - " bond\n", - " 0.097601\n", + " burn\n", + " 0.087845\n", " 1.0\n", - " 7.305372e+02\n", + " 7.690380e+03\n", " \n", " \n", " 12\n", " bond\n", - " 0.098165\n", + " 0.104465\n", " 1.0\n", - " 1.161934e+02\n", + " 6.414623e+02\n", + " \n", + " \n", + " 13\n", + " bond\n", + " 0.103356\n", + " 43.0\n", + " 2.695742e-10\n", " \n", " \n", - " 13\n", " burn\n", - " 0.096354\n", + " 0.103862\n", + " 176.0\n", + " 6.261438e-10\n", + " \n", + " \n", + " 14\n", + " bond\n", + " 0.100677\n", " 1.0\n", - " 6.881779e+03\n", - " \n", - " \n", - " 14\n", - " bond\n", - " 0.106875\n", - " 5.0\n", - " 1.935405e-10\n", + " 2.089321e+03\n", " \n", " \n", + " 15\n", " burn\n", - " 0.109564\n", - " 6.0\n", - " 1.766455e-09\n", - " \n", - " \n", - " 15\n", - " bond\n", - " 0.105688\n", - " 12.0\n", - " 6.775428e+01\n", - " \n", - " \n", - " burn\n", - " 0.107188\n", - " 104.0\n", - " 1.347808e-09\n", + " 0.096339\n", + " 1.0\n", + " 6.100548e+03\n", " \n", " \n", " 16\n", - " bond\n", - " 0.105579\n", + " burn\n", + " 0.096228\n", " 1.0\n", - " 5.039174e+02\n", + " 5.849735e+03\n", " \n", " \n", " 17\n", " bond\n", - " 0.099902\n", + " 0.101929\n", " 1.0\n", - " 2.943207e+03\n", + " 1.169323e+03\n", " \n", " \n", " 18\n", - " bond\n", - " 0.099571\n", + " burn\n", + " 0.097569\n", " 1.0\n", - " 5.132796e+02\n", + " 6.836172e+03\n", " \n", " \n", - " 19\n", + " 19\n", " bond\n", - " 0.104804\n", - " 1.0\n", - " 2.445703e+03\n", + " 0.118750\n", + " 3.0\n", + " 6.912160e-11\n", + " \n", + " \n", + " burn\n", + " 0.107042\n", + " 2.0\n", + " 6.457418e-10\n", " \n", " \n", " 20\n", " burn\n", - " 0.092143\n", + " 0.097101\n", " 1.0\n", - " 1.447396e+04\n", + " 1.084869e+04\n", " \n", " \n", " 21\n", " burn\n", - " 0.095243\n", - " 1.0\n", - " 6.644187e+03\n", + " 0.093592\n", + " 2.0\n", + " 7.336186e+03\n", " \n", " \n", " 22\n", - " bond\n", - " 0.101748\n", - " 1.0\n", - " 8.574890e+02\n", - " \n", - " \n", - " 23\n", - " bond\n", - " 0.108854\n", - " 7.0\n", - " 1.382432e-10\n", - " \n", - " \n", " burn\n", - " 0.106981\n", - " 10.0\n", - " 1.098385e-09\n", + " 0.096934\n", + " 1.0\n", + " 1.155001e+04\n", + " \n", + " \n", + " 23\n", + " burn\n", + " 0.096818\n", + " 1.0\n", + " 7.359922e+03\n", " \n", " \n", " 24\n", " burn\n", - " 0.092926\n", + " 0.096697\n", " 1.0\n", - " 7.208115e+03\n", + " 5.762642e+03\n", " \n", " \n", " ...\n", @@ -1657,284 +2114,284 @@ " \n", " 74\n", " burn\n", - " 0.092635\n", - " 1.0\n", - " 1.690894e+04\n", + " 0.116833\n", + " 33.0\n", + " 1.527098e-09\n", " \n", " \n", " 75\n", - " bond\n", - " 0.097785\n", + " burn\n", + " 0.090314\n", " 1.0\n", - " 5.397786e+02\n", + " 2.032805e+04\n", " \n", " \n", - " 76\n", + " 76\n", " bond\n", - " 0.104822\n", - " 1.0\n", - " 1.086099e+03\n", - " \n", - " \n", - " 77\n", - " bond\n", - " 0.104391\n", - " 4.0\n", - " 6.393748e-10\n", + " 0.098958\n", + " 9.0\n", + " 6.220944e-11\n", " \n", " \n", " burn\n", - " 0.108150\n", - " 5.0\n", - " 1.533906e-09\n", + " 0.103024\n", + " 9.0\n", + " 4.141506e-10\n", + " \n", + " \n", + " 77\n", + " bond\n", + " 0.094051\n", + " 1.0\n", + " 5.038025e+02\n", " \n", " \n", " 78\n", " burn\n", - " 0.096461\n", + " 0.096361\n", " 1.0\n", - " 1.344499e+04\n", + " 4.739317e+03\n", " \n", " \n", " 79\n", - " burn\n", - " 0.095844\n", + " bond\n", + " 0.100086\n", " 1.0\n", - " 1.534129e+04\n", + " 6.057811e+02\n", " \n", " \n", " 80\n", - " bond\n", - " 0.100801\n", + " burn\n", + " 0.095201\n", " 1.0\n", - " 5.608792e+02\n", + " 5.364865e+03\n", " \n", " \n", - " 81\n", + " 81\n", + " burn\n", + " 0.095312\n", + " 3.0\n", + " 9.500299e-09\n", + " \n", + " \n", + " 82\n", " bond\n", - " 0.100332\n", - " 2.0\n", - " 3.352715e+02\n", + " 0.103642\n", + " 42.0\n", + " 6.151822e-10\n", " \n", " \n", " burn\n", - " 0.109134\n", - " 1.0\n", - " 6.333665e-10\n", - " \n", - " \n", - " 82\n", - " burn\n", - " 0.096266\n", - " 1.0\n", - " 1.672999e+04\n", + " 0.104951\n", + " 240.0\n", + " 1.207330e-09\n", " \n", " \n", " 83\n", - " burn\n", - " 0.104053\n", - " 20.0\n", - " 2.446912e-09\n", + " bond\n", + " 0.098268\n", + " 1.0\n", + " 1.059011e+03\n", " \n", " \n", " 84\n", - " burn\n", - " 0.093643\n", + " bond\n", + " 0.101112\n", " 1.0\n", - " 9.305744e+03\n", + " 9.567733e+02\n", " \n", " \n", " 85\n", - " bond\n", - " 0.101101\n", - " 1.0\n", - " 4.563242e+02\n", - " \n", - " \n", - " 86\n", - " bond\n", - " 0.108909\n", - " 16.0\n", - " 2.393736e+02\n", - " \n", - " \n", " burn\n", - " 0.106566\n", - " 418.0\n", - " 2.084695e-09\n", + " 0.096598\n", + " 1.0\n", + " 5.002826e+03\n", + " \n", + " \n", + " 86\n", + " bond\n", + " 0.099670\n", + " 1.0\n", + " 1.720954e+03\n", " \n", " \n", " 87\n", " burn\n", - " 0.096304\n", + " 0.089172\n", " 1.0\n", - " 7.150801e+03\n", + " 1.356738e+04\n", " \n", " \n", " 88\n", - " burn\n", - " 0.096551\n", + " bond\n", + " 0.102475\n", " 1.0\n", - " 7.520997e+03\n", + " 2.305358e+02\n", " \n", " \n", " 89\n", - " burn\n", - " 0.098072\n", - " 5.0\n", - " 1.350884e-09\n", + " bond\n", + " 0.101501\n", + " 1.0\n", + " 2.307161e+02\n", " \n", " \n", " 90\n", - " burn\n", - " 0.094263\n", + " bond\n", + " 0.103529\n", " 1.0\n", - " 7.409782e+03\n", + " 1.302401e+03\n", " \n", " \n", " 91\n", " burn\n", - " 0.095553\n", + " 0.097848\n", " 1.0\n", - " 9.975654e+03\n", + " 7.391530e+03\n", " \n", " \n", " 92\n", " burn\n", - " 0.092879\n", - " 1.0\n", - " 5.162859e+03\n", + " 0.092944\n", + " 2.0\n", + " 4.334518e+03\n", " \n", " \n", " 93\n", - " burn\n", - " 0.090638\n", + " bond\n", + " 0.101915\n", " 1.0\n", - " 1.304687e+04\n", + " 3.244852e+02\n", " \n", " \n", " 94\n", - " burn\n", - " 0.095392\n", - " 3.0\n", - " 1.102470e+03\n", + " bond\n", + " 0.100093\n", + " 1.0\n", + " 1.092874e+03\n", " \n", " \n", - " 95\n", - " burn\n", - " 0.094583\n", - " 1.0\n", - " 1.049481e+04\n", + " 95\n", + " bond\n", + " 0.110495\n", + " 66.0\n", + " 9.538780e-10\n", " \n", " \n", - " 96\n", " burn\n", - " 0.094995\n", - " 1.0\n", - " 6.004215e+03\n", + " 0.107753\n", + " 1014.0\n", + " 1.541549e-09\n", + " \n", + " \n", + " 96\n", + " bond\n", + " 0.102257\n", + " 17.0\n", + " 1.036824e-10\n", + " \n", + " \n", + " burn\n", + " 0.103602\n", + " 29.0\n", + " 6.697412e-10\n", " \n", " \n", " 97\n", " bond\n", - " 0.100298\n", + " 0.098992\n", " 1.0\n", - " 3.394536e+03\n", + " 8.729285e+02\n", " \n", " \n", - " 98\n", + " 98\n", " bond\n", - " 0.105450\n", - " 10.0\n", - " 6.448575e+02\n", - " \n", - " \n", - " burn\n", - " 0.106684\n", - " 158.0\n", - " 1.542172e-09\n", + " 0.099488\n", + " 1.0\n", + " 2.999926e+02\n", " \n", " \n", " 99\n", " burn\n", - " 0.096315\n", + " 0.097137\n", " 1.0\n", - " 1.301649e+04\n", + " 6.769772e+03\n", " \n", " \n", "\n", - "

117 rows × 3 columns

\n", + "

126 rows × 3 columns

\n", "" ], "text/plain": [ - " pbar amt\n", - " median count median\n", - "agent mech \n", - "0 bond 0.101549 1.0 1.381811e+03\n", - "1 bond 0.106027 19.0 5.737093e-10\n", - " burn 0.109251 74.0 1.518447e-09\n", - "2 bond 0.107529 18.0 3.075911e-10\n", - " burn 0.109361 57.0 8.216649e-10\n", - "3 bond 0.101784 1.0 4.580219e+02\n", - "4 burn 0.092839 1.0 9.969567e+03\n", - "5 bond 0.102752 1.0 8.537070e+02\n", - "6 burn 0.097383 1.0 5.270248e+03\n", - "7 burn 0.093518 1.0 8.283756e+03\n", - "8 bond 0.104104 1.0 8.221638e+02\n", - "9 burn 0.093529 1.0 5.490232e+03\n", - "10 bond 0.097491 1.0 8.817961e+02\n", - "11 bond 0.097601 1.0 7.305372e+02\n", - "12 bond 0.098165 1.0 1.161934e+02\n", - "13 burn 0.096354 1.0 6.881779e+03\n", - "14 bond 0.106875 5.0 1.935405e-10\n", - " burn 0.109564 6.0 1.766455e-09\n", - "15 bond 0.105688 12.0 6.775428e+01\n", - " burn 0.107188 104.0 1.347808e-09\n", - "16 bond 0.105579 1.0 5.039174e+02\n", - "17 bond 0.099902 1.0 2.943207e+03\n", - "18 bond 0.099571 1.0 5.132796e+02\n", - "19 bond 0.104804 1.0 2.445703e+03\n", - "20 burn 0.092143 1.0 1.447396e+04\n", - "21 burn 0.095243 1.0 6.644187e+03\n", - "22 bond 0.101748 1.0 8.574890e+02\n", - "23 bond 0.108854 7.0 1.382432e-10\n", - " burn 0.106981 10.0 1.098385e-09\n", - "24 burn 0.092926 1.0 7.208115e+03\n", - "... ... ... ...\n", - "74 burn 0.092635 1.0 1.690894e+04\n", - "75 bond 0.097785 1.0 5.397786e+02\n", - "76 bond 0.104822 1.0 1.086099e+03\n", - "77 bond 0.104391 4.0 6.393748e-10\n", - " burn 0.108150 5.0 1.533906e-09\n", - "78 burn 0.096461 1.0 1.344499e+04\n", - "79 burn 0.095844 1.0 1.534129e+04\n", - "80 bond 0.100801 1.0 5.608792e+02\n", - "81 bond 0.100332 2.0 3.352715e+02\n", - " burn 0.109134 1.0 6.333665e-10\n", - "82 burn 0.096266 1.0 1.672999e+04\n", - "83 burn 0.104053 20.0 2.446912e-09\n", - "84 burn 0.093643 1.0 9.305744e+03\n", - "85 bond 0.101101 1.0 4.563242e+02\n", - "86 bond 0.108909 16.0 2.393736e+02\n", - " burn 0.106566 418.0 2.084695e-09\n", - "87 burn 0.096304 1.0 7.150801e+03\n", - "88 burn 0.096551 1.0 7.520997e+03\n", - "89 burn 0.098072 5.0 1.350884e-09\n", - "90 burn 0.094263 1.0 7.409782e+03\n", - "91 burn 0.095553 1.0 9.975654e+03\n", - "92 burn 0.092879 1.0 5.162859e+03\n", - "93 burn 0.090638 1.0 1.304687e+04\n", - "94 burn 0.095392 3.0 1.102470e+03\n", - "95 burn 0.094583 1.0 1.049481e+04\n", - "96 burn 0.094995 1.0 6.004215e+03\n", - "97 bond 0.100298 1.0 3.394536e+03\n", - "98 bond 0.105450 10.0 6.448575e+02\n", - " burn 0.106684 158.0 1.542172e-09\n", - "99 burn 0.096315 1.0 1.301649e+04\n", + " pbar amt\n", + " median count median\n", + "agent mech \n", + "0 burn 0.095623 1.0 6.230984e+03\n", + "1 burn 0.087214 1.0 8.232908e+03\n", + "2 burn 0.092894 1.0 1.132977e+04\n", + "3 burn 0.089187 1.0 8.745962e+03\n", + "4 burn 0.094700 1.0 5.200334e+03\n", + "5 bond 0.093585 1.0 2.649757e+02\n", + "6 burn 0.088350 1.0 2.101888e+04\n", + "7 bond 0.114641 1.0 9.231311e+02\n", + " burn 0.111829 21.0 6.697996e-09\n", + "8 bond 0.099740 9.0 1.105946e-10\n", + " burn 0.104362 13.0 5.645150e-10\n", + "9 bond 0.100937 16.0 2.419256e-10\n", + " burn 0.103361 83.0 3.345798e-10\n", + "10 bond 0.103239 1.0 3.496507e+03\n", + "11 burn 0.087845 1.0 7.690380e+03\n", + "12 bond 0.104465 1.0 6.414623e+02\n", + "13 bond 0.103356 43.0 2.695742e-10\n", + " burn 0.103862 176.0 6.261438e-10\n", + "14 bond 0.100677 1.0 2.089321e+03\n", + "15 burn 0.096339 1.0 6.100548e+03\n", + "16 burn 0.096228 1.0 5.849735e+03\n", + "17 bond 0.101929 1.0 1.169323e+03\n", + "18 burn 0.097569 1.0 6.836172e+03\n", + "19 bond 0.118750 3.0 6.912160e-11\n", + " burn 0.107042 2.0 6.457418e-10\n", + "20 burn 0.097101 1.0 1.084869e+04\n", + "21 burn 0.093592 2.0 7.336186e+03\n", + "22 burn 0.096934 1.0 1.155001e+04\n", + "23 burn 0.096818 1.0 7.359922e+03\n", + "24 burn 0.096697 1.0 5.762642e+03\n", + "... ... ... ...\n", + "74 burn 0.116833 33.0 1.527098e-09\n", + "75 burn 0.090314 1.0 2.032805e+04\n", + "76 bond 0.098958 9.0 6.220944e-11\n", + " burn 0.103024 9.0 4.141506e-10\n", + "77 bond 0.094051 1.0 5.038025e+02\n", + "78 burn 0.096361 1.0 4.739317e+03\n", + "79 bond 0.100086 1.0 6.057811e+02\n", + "80 burn 0.095201 1.0 5.364865e+03\n", + "81 burn 0.095312 3.0 9.500299e-09\n", + "82 bond 0.103642 42.0 6.151822e-10\n", + " burn 0.104951 240.0 1.207330e-09\n", + "83 bond 0.098268 1.0 1.059011e+03\n", + "84 bond 0.101112 1.0 9.567733e+02\n", + "85 burn 0.096598 1.0 5.002826e+03\n", + "86 bond 0.099670 1.0 1.720954e+03\n", + "87 burn 0.089172 1.0 1.356738e+04\n", + "88 bond 0.102475 1.0 2.305358e+02\n", + "89 bond 0.101501 1.0 2.307161e+02\n", + "90 bond 0.103529 1.0 1.302401e+03\n", + "91 burn 0.097848 1.0 7.391530e+03\n", + "92 burn 0.092944 2.0 4.334518e+03\n", + "93 bond 0.101915 1.0 3.244852e+02\n", + "94 bond 0.100093 1.0 1.092874e+03\n", + "95 bond 0.110495 66.0 9.538780e-10\n", + " burn 0.107753 1014.0 1.541549e-09\n", + "96 bond 0.102257 17.0 1.036824e-10\n", + " burn 0.103602 29.0 6.697412e-10\n", + "97 bond 0.098992 1.0 8.729285e+02\n", + "98 bond 0.099488 1.0 2.999926e+02\n", + "99 burn 0.097137 1.0 6.769772e+03\n", "\n", - "[117 rows x 3 columns]" + "[126 rows x 3 columns]" ] }, - "execution_count": 47, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -1945,24 +2402,24 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 48, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1970,29 +2427,29 @@ } ], "source": [ - "tx_summary.pbar['median'].hist()" + "tx_summary.pbar['median'].plot()" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 49, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2005,24 +2462,24 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 50, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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Rt/YC4HYJH9x5EblZyV3mV6UnbfNQcWGMobq2hYKc1G3IdT7eDze2s7++lf31rT16XjlBomy4NTbj0v9+kz9vrOFQY0dgn9DessbEZwbh6WUFfH7BOH4SMnmiY8KofDZ9fynv33EhXz33JHx+Q2und+AXVqoftOSh4qK6rsV+lrrjEHLsQXr/+sdNgbRvXzSNb3xiSuB3jx0ZvrtsOl97YiNVR5q55elN3c7j8xvcruCSh4nLmJa8rAzuuXJOn/vkZcH4ojyAlFheV6UnDR4qLlo6rG/AF5wyOsk5iWxGeSEPfnE+zXZev/eXD6ht6ui2j1PyKMzJZP3tF1Db1MEVv/o7dc1dy8SG9tbym8QPiMzSxnOVZBo8VFy0e5yZY1O3/t3lEpbN6hqx/ZPVH/YYse2x2zwy3S5ys9yMH5UXKLE4QqcI8RuT8AGR2Ro8VJJpm4eKi66ZY4fOv5RLJLDWusNjlzyCl4sNnUo9NOCYJJQ8nDx95v/9gwdf+yih11YKtOSh4qTD0/eaFanG7QJfyBTnb+yqBbqXoL590TTerq7no9pm3thVxxNv7yUvqIfT1oPHu7WBJMKSk0bx1XNP4sHXPuK1HbV8NaT7sFKDTYOHigtnwaPQKp5U5g5T8nBGoY8r6lrxb9mscpbNKuelrYd4Y1cd967Z0eNcp44bMbiZDVGYk8mtF09n+6FG6ls6+z5AqTjT4KHi4q1qa0qSvCE05sDlEvwhVVDNnV4ml+SHHbexdGYZW+5cGnZm2/zs5LyVsjNc3VYfVCpRNHiogKojTby07XDU+2e4hM/Mq8DtElZvOQRAxci8wcpe3LldQnVdC09X7g+kvfjBIWaPHR7xmFQbx5Kd4eZoSydPV+5nWHYGy2aWBQYbKjWYNHgoAPx+w4qV77H9UFNMxx081s4r249Qb09NMpSMLszh3d31vL//WLf0ORWRg0eqKR+RQ11zB995ZjMAz379DOaNH1p/BzU0RRU8RGQZ8AvADTxsjLk7ZPs5wH3AHOBqY8wzQdteBJYAbxpjLg1KnwQ8CRQBG4HrjDEnfOXt2m2HWbftMHd/dnZKLdP6zu56th9q4t4r5/DpU8dEdczCH6/jd//YA8Ap5YU8/uXFg5jD+HvsxkXUNXf0SC8fnhtm79T03Yumc92SCWzaf5xvrNxIa6cv2VlSaaLPrjEi4gYeAC4GZgDXiMiMkN32ATcAK8Oc4l7gujDp9wA/N8ZMBRqAL0ef7aFrxcqNPFW5n8b21JpWwvn2feGM0eRkuqN6fGbeWE4qyefqheNYteLMIdVYDlbjfsXIvB6PRPecGgiXS6gYmceYEdYklDriXCVKNCWPRUCVMaYaQESeBJYD25wdjDF77G09/nONMS+LyHnBaWJ95T4fuNZOehS4E/hVrC9gqHF6JVnjIlKn/nzLgWOMK8plRAzTqN+1fGBTkKv4yXTroEGVWNF0yh8L7A/6vcZOG4hRwDFjjPP1O+I5ReRmEakUkcra2toBXjZ1pFoPma0HG3ttKFapzRlf851nNvO5B9/q0YtMqXiLJniEK8MP9D8z6nMaYx4yxiwwxiwoKSkZ4GVThzMiO1U0tHRSWpBa62+o6E0uGcZXzz2JScX5vLunnjZPav1/qRNPNMGjBgheiLkCODjA69YBI0TEqTaLxzmHlPYUK3l0eP1DanS46s7tEm69eDqX2Z0dPNr2oQZZNJ8W64GpIjJJRLKAq4FVA7mosRZReBW40k66HnhuIOccalKpYdMYo8HjBOHMyeXxabWVGlx9flrY7RIrgDXAh8DTxpitInKXiFwGICILRaQGuAr4tYhsdY4XkTeAPwKfFJEaEbnI3vRd4BYRqcJqA/lNPF9Yqtt2sDHZWQhwAln2EOstpXpyGs615KEGW1TjPIwxq4HVIWl3BD1fj1X1FO7YsyOkV2P15Bp0HV4f9S2dKdF/v3x4Dh8fb2fv0Za+d06Q9iE4qaEKL8MOHlVHmmnt9FIyLIfhedH36vvLewc43ubhM6eNpTDFRtOr1JIWI8xveXoTf938MVU/vjjw5kqWXPvbfUucB3O1e3xU7mnA6+/6xjlv/MiI62EH65pOXUseQ90we46tLz3yLgClBdm8e/sFUR174Fgb33zqfcBqQ/nikgmDk0l1QkiL4LF2qzVfk8+YpL9gp4qoPc69YZ5av5/vr9raLe3axePJy3Tz+q6uLs4XzyrnWxeeDFhVG99ftZWDx9oALXmcCM6fXspD182nw+vnxa2H+Ovmjzna3BEY+JiXlRFYhTBUU7sn8PxIY3tC8quGrmR/lqYdZxDX85s/5v9+bm7cztvSaQ2ZefLmJWRluPiXJ9+joaWTl/Y0kJ/tZkZ5IRv3NbBm66FA8PjV3z5i5Tv7AJg9djhzEzytuIq/rAwXS2daqyXWNXfw180fM/9H6wLbxxfl8fp3PhH22OCpTe5/pYr7X6nqtn1ycT7rbjlXJ15UgAaPhHNKHp1ePx1eX9yWbXWWpZg7bgQ5mW6GZWeycV8D9S0dXLNoCv+6dBorVm7s1lBfXdsMwJY7l6bcbLFq4K6YV0GG2xVYl/2NXXW8sv0IXp8/bPVtmx08vnnBVELHGG7c28CbVXV0eP3kDqFp99XgSavgYVKg96InaPoI/yB0iHHmWvT5/bhF8BsoyremHMnJdHPgWBs3/m49AJtrjjOjvFADxwlqeF4m1wW1W/j8hle2H6Glw8fwvJ7Bwyl5nD+9lDkV3Uuhv/37bjt4+DR4KCBd1jBPoVJ2p88f6IsfuopdPE0qzqepw6rKchZo+uT0UqaVFVDb1EFtUwflw3NYPje6GXTViWPH4fDT7juj0sMt6OWUkHXkunKkVckj2fx+g8dnKMzJwOPzBtbP/tHz27otSBTs/Oml3Hf1vF7P6/ObwKy4zjKqGW4XTfbMvRku6zvCxbPLuXh2eVxeixp6Zo6x5i7zRijyttntZrlZPT8WcjKt/6GNe4/xqTnJ7/Kukk+DRwJ5/F3rfDe2ewMljw37GijIyeTCGaO77f9mVR3r9zT0ed6Xth5irb0CoNOW2drRNeV7hjuFil4qaZz/g3DL6EJXtVVemC7bzgJTDa0n/JI7KkoaPBLI6Wnl1Bk7b2KPz8+0sgLuvGxmt/1v/dNmXtl+pM/z1ttv6JU3LQ40hF46Zwyv7rC66GYmeWyLSg0uiS54hGvTcMaPmFRoOFQpQT9VEigQPOxvdn77jej1GTLCdH/MynBFNQeWc94Z5YWBtPzsru8FQ2lxIzV4nP8xf4QA0NbpQyT8eB934NjBy58aWjR4JJAzWZ2z4l5wySNc6SDL7eJYq6fPb3vOAlPB3X5HBE1JMSxbC5iqKwB4I0ya2ObxkZfpDrs8svP9I1LgUelHP1USKLTk4QQPr9+EbZdwgsyfNx7gs/N7Th32wpaPeapyP3uPtgJ0Gzm8cGIRD103HwMsnlQU19ehhian2urHqz/k/OmlPcZ6tHb6wjaWA4GAEqnKS6WftCh5pEqlTaeve51yIHj4TKBHVLAbzpwIwKEIU0U8+94B3q4+SmFOBp89raJb9ZTbJSydWcZFM8uSPp+XSg0VRVYvqb1HW9ld13NizrZOb9huutBV8tCCh3Lop0oC1bdYcwc53R6d3lYenz9sm8coe3Df29VHw57P5zecVDKM51acxc8+d+pgZFmdQApzMvnN9QuA8OM1Wjt9EYOHu4/2EpV+0iJ4pMq/+/v7rW63o/KzAXjotWpqGlo50tQRdr4gp6ogUh21zxhtDFcxcapM99W39tjW5vEFqkpDOVVeWmulHNrmkUBOm8f1Z0zg8bf38sqOI3zaXjZ01tjCsMecc3IJRxrb2RVmVPD++lYKo5hyXSlH2XBrnfpXt9dy6Zzuswv0VvIQbTDvt2899T7r7HFYjpwsN3+4aTFTSguSlKuBS4vgkSrfzZs6vGRluJhSWsAXFo/nxQ8OBaZmnzM2/Iy2RXmZvL6zlgt//nrY7dGs16GUY3LJMPKy3GRl9HxXtHt8jIjw/xQoeWjRI2ZvVx9lzIhczpxSDFgDLZ997wBVR1o0eKjoNLd7KbC7zTpjOJw1OJx2kFD/fskpXBAy8hysleLuW7eL422eMEcpFVlBTkbYSTmNIWw3XdBqq4FobPNwyexyvnfpDMB67z773oGoxnClsrQKHvUtnZxx9yv84uq5LJ87dtCvt27bYR56vRpjt7qs39PA+KI8wBrD0en1c8BeiGlicX7Yc5QW5vSoXgDYuK+B+9btGqScqxOZSyTwPxnM0FU91fMY66dWW8XG6/PT0unrtqSvMwizY4hPMpkWDebOG6K61uqe+Og/9iTkumu2HuL9mmNkul3sscdiOHXKmW5XYHDfty+aFvMUIlna/Vb1kxC+BNHbYFQRQQSaO7zUNXfQ2umNuK/q4kxOWpjb9T3dCR5vV9cnJU/xklafQF2Nfom5ns9vGF2YzcqblgQmPXSCRHCw6M/yr05bx5yK4XHIqUonIhJxvEZv7YPZGS5+8+ZuFvxoHTPuWMNT6/cNSv5OJM5s2cElj5ICq7dlpFLeUJEW1VbOGyXRfyuP35BpD/5zAkRWyE+A7AjdI3szriiPZ756OuNH5cUhpyqdiMC7e45yw2/f7fZFan99KxN6+X96+EsL2V3XzNaDjTy5fj/f/dMWzppawtgROkV7JA+8ai3lO62sq2FcRJg4Kg/PEG/ziOorr4gsE5EdIlIlIreG2X6OiGwUEa+IXBmy7XoR2WU/rg9K/5t9zvftR+nAX05fL8T60VfB43irh9/9fTcPv1HNe/v6nhI9Emu5T+uizrxTzkJQZcOzA/uNsbtPxmrBxCJKC/p3rEpfIrC/vo3Xd9bS2OYJPKaOLuDCGWURjztrajHXnT6Ruz87h7uWWzNAt2n1VTfv7Wvgpscq2Vxjra/T2O7l5nMmM2ts9xqCTLdryAePPkseIuIGHgAuBGqA9SKyyhizLWi3fcANwL+FHFsEfB9YgPWZvcE+1vlE/oIxpnLAr6IPTvFQiG6Ohf/dfJA7/9d6eXMqhrNqxVn9uq4naNqRc6YW81b1Ua5eOB6Az8yrYMnkUbhFKC3UAKASZ3+91Ulj7Mhc/vKNM/t1jpJh1pcfT4QBrOlq3YeHWbvtMKeUFTDJ7gTjrA0fLNPuMDOURVNttQioMsZUA4jIk8ByIBA8jDF77G2hd+MiYK0xpt7evhZYBvxhwDnvh2jbPJyG7EWTinh3dz0PvvZRt+0FORlcvXB8n6O7vf6ukscZU4p5zu7n7SgfrsV9lTw/u2puv491/vd1osTunNkgOn0m8DkydfSwHvtlZbhY9+ER1u+pZ+HEoTlxaTTBYywQvEZqDbA4yvOHOza4j+xvRcQH/An4kRnklWbqmjsAwnZTDOYMhHKmMr/7he099pk1Zjinjgs/sA+gqd1Da4cv7JxVSqWCRQOYbdnp8DHUq17izSmJdXr9gUASrifltYvH8/7+Yzz8RvWQDR7RtHmE+/SL9kO+t2O/YIyZDZxtP64LewKRm0WkUkQqa2tro7xseCtWvmdloI/cOxMWHm2xVuhbNrOMD+9axod3LeP3X7HiZm+D85o7vCz+ycu8u6eevAhTXCs1lGnJIzxnffhOny8QWMMFj88tGMeIvMzAcgpDUTTBowYYF/R7BXAwyvNHPNYYc8D+2QSsxKoe68EY85AxZoExZkFJSUmUl+1OQmLY1oONzP/hWl7aeijs/s4botie1faaxePJzXKTm+UOLLK052jPKa0dDS2dtHb6uGp+RY+lZZU6ETjVsdrm0Z1zP5577yDX/M/bQFcnmVBF+VlsP9SEd4iW3qIJHuuBqSIySUSygKuBVVGefw2wVERGishIYCmwRkQyRKQYQEQygUuBD2LPfnR8YYoaR1s6+eoTG8I2WjnB467LZ/Hf18zjjJNGBbY5fbR7m+PHqes8a2oxU0p71ncqNdQ536Zf3zWw2oATjRMIzpteyrzxI7lqfgWnB31+BFs20+rZNlQDcJ91KsYYr4iswAoEbuARY8xWEbkLqDTGrBKRhcCzwEjg0yLyA2PMTGNMvYj8ECsAAdxlp+VjBZFM+5zrgP8ZhNcH0CNA3Pf5ueyvb+Vna3fi9fvJColCJjnhAAAWbElEQVShTvAYMzyHsad2nxrEGezz05d2csOZk7pt27ivgarDzRw8bvVmCV4WVqkTyUkl1peigXRlPxH5/IZxRbn89zXz+ty3yK7Z8Pj95DL0PiuiqpA3xqwGVoek3RH0fD1WlVS4Yx8BHglJawHmx5rZeApdRzxYp704U7hJ4nIy3ZQV5oRt87j5sUrqmjsDv48ZoV1wVeq57eLpFOQMbDbmovwszptWQkNLZ987p4kPDhznz+8dYGKUA3cDnQ6GaJfdtGzNFSGw+FK42qfDje2UFmT33GC7bO4YHntrT4/0420erlsyga+edxI5GS5GDYt8DqWS5Z/PPSku58nJcNPuSc4HX7vHR0uHN6XeYyvftaZruezUnhOZhuO0G3mHaKeDtAweAE4bVri2i0PH2wOL5oQ91iU9prT2+Px4fIbSgmydrkGlhZxMV9jlbBPhkvvfoLq2hcduXMQ5J/evI028Nbd7mTgqj1uWTotqf6fk8T+vV/dY1C0n08UXl0xI6d6aqZuzQSQiXV0NwzSmH2ps55Sy8Cv7AWS4BI/fz5821ATS2r3WmygvOy1vqUpDOZnuwGJmiWSMCcyQ7SxpkArae1nGN5xJxflkuoWH39wddntuVgbnBQXGsuE5Mc++PZjS9pMuUG0VUvIwxnDoeDufmBZ5qq3SgmyMgX/946Ye28ZqO4dKEzmZbo40dfB05X4+t2Bc3wfESXB74+s7a7lm0fiEXTvU5ppjvPCB1eV/+6EmRuZF35a0cGIRO354cY9Bc8fbPMz/0Vq+95fuHVDX3XJuSvXeTMvgkeV24ZbwJY/Gdi+tnT7Ke6m2+uKSCXxiemmPqqvMDNEpR1TamGvPsPDdP23mqvkVEVchjEVdcwf/79WP6PT1LNGcWjGCqxaMo7apI5CW7MWpHnztI1ZvORRYX+eck4v7OKI7V5gZKIrys3j8xsV8fLx7qaq0MHXadyBNg8d500pYtcka5xja2+rQ8XYARvcyWaGIUDFSp0JX6e3yeWOpa+7gR3/9kAdfqyYvy81lp45hpN0FtT/WbjvMI3/fzci8zMDSt2CNy3rKvZ8r51d0Cx5tSWqwd3R6DaeUF/LCv5wd1/OeNTW2IJQMaRk8cjLdgX/Mlz88wvVnTKTd4+NwYztbDhwH6LXkoZSynDy6ABG450Vr/jef33DjWZPC7nvm3a9wzaJxrDh/asTzHW5st9Ybuf2CbvX7D73+ET9ZvZ3mDi+19hx1xcOyk9LmEsxvTNrOX5eWwQPgVHsFvn98VMf1Z0zka09s4NUdXaNlx47U6iel+nLOySV8cOdFtHR6WfTjlwOzK4Rz4FgbP31pZ8TgYYxh7bbDFA/L7tEwPCLXKs3MvvMlzrUbkccX5fLu7nruXdM1cekls8uZOSZxq2t6/abP2bVPVGkbPKaOLmB6WUFgnEddcyenlBdy09mTKCnI1rYLpaKUn50R+LD3hTYExqCpw8vWg41ct2RCj21LZ47mtmcFn9/w2s5appcVsHzuWLYcOM6vX6sGrA/ymoY2fnF176O7tx9q5P/84b2wUxO5XcJ/XjEn6hmHDx1v67bEbDpJ2+ABzngNK3r4/IaxI3K44rSwA+WVUr3ICMyyG93+zR1eXttRG5iFdufhJg40WA3Ep03oudTBiLwsbjp7Mg++9hGjC7N58ZvnAHD9GRMD+3zyZ38LTIPemw8ONLLzcDMXnDKa/OyurrXGwKpNB/nDu/uiDh7GEKhGSzdpFzw+Ma2r37RLJNBbw29MtwY6pVT0XIHg0Xf0aPf4WPnOXn6yuvs6OVluF2NH5DKnIvw6OU6AclbnDOV2SVRTxDuTF/7w8pk9ahhWbToY0wp/mW5X2lZxp13w+MkVswPPXS7B+aLS7vGRlZE6A3CUGmoyXBJ20G2o6d97kbwsNwXZGfxlhbUMbnaGq88ejE7bQoTYgdvlimqqD2edjXBBaHpZAZ0xTJHuN4bsNP3cSLvgkRM0061bugYJHmvzMDKv/10MlUp3LpdE9eF9zSJrQOG8cSMDs/NGo6+GabcrunEfnsAKfz3Pl50R29ri2mCeRoL/udwuq9rK5zccb/PENDpUKdWdW6TXdW7ystxcu2g8/3HpjP6d3/6QDl3crWu7K1BtdfBYG3/bURt2yen1e+qB8Cv8ZWW42N/Qyu/f2RtIE4QLZpRSWtCz+77fn77V3WkXPILrREWsOtLGNg/GWI1ySqn+yYii5DGQz9k+Sx4Cr+2sxRjD/S/v4sn1+yPuW5SfFba6qWJkHuv3NHD7s92nBtldN4nbP9Uz6Pl0nEf6CP7ndouwu66F2/68BehanEUpFTuXq/eSx0BnEunrQ9qZnv2tj45yuLGd6WUFPHZj2NWtGZaTQUaYksdPrzqV2y6e3i3tsl/+nSfX7+fLZ03uMdu212fCTjGSDtKupSe4K9/siuE0tHbyyo4jFA/LYmGU3fOUUj31VfIwmAHNf9VXyWPFJ6YAUF3XwtGWTsqG51BaGP4Raapzt0t67DthVB5N7V7+a0333mH/+KiOA8faAvNapZu0K3mMK+rqVvfvl5zCv19yShJzo9SJw+WSPhusB/Id/YyTijn35BI+eUr4Ga/HFVm9tbw+P0ebO5laWjCAq3X53T8t4rQfrqUjZB6tTfutqYz+6czw07Gc6NIueMRj5k+lVE8ZLuHgsXZ2HW5i6uieH9wDrbaaVlbAoxGqoaD7yny1zR0UD4tPNXRulpuKkbk9AmNdcwe5mW6mlcUnSA016VneUkrFXWFOJq/trGXZL96gsd0TfqdB/O6WaY/baGjtpNPrpziOS9S6RHoEv7rmDooL0redVIOHUioufnfjQr5y1iR8fkNbZ8/Zbgd75Q2n5LG7zlplcFScSh5g9RILLXkcbe6Ma4AaajR4KKXionx4bmClu7DThJjIYzTiIcMlZGW4WL3FWtmvrJc1eWIlIj2CX11zB6Py0zd4pF2bh1Jq8HTNcRW+nDGYTY4iwhNfXszeoy3kZWWwePKo+J0ba8p4x/FWD9sPNTFvfPh5uNJBVCUPEVkmIjtEpEpEbg2z/RwR2SgiXhG5MmTb9SKyy35cH5Q+X0S22Oe8X7QlW6khz1neOVyvq3CjveNt0aQirlowjk/NKY/rtCEuV/cG/7eq6wDSekXRPkseIuIGHgAuBGqA9SKyyhizLWi3fcANwL+FHFsEfB9YgFXlucE+tgH4FXAz8DawGlgGvDDQF6SUSh53XyWPRGYmjgThw48bue3PmwHYe7QVgGWzypKZraSKpuSxCKgyxlQbYzqBJ4HlwTsYY/YYYzYDoTOKXQSsNcbU2wFjLbBMRMqBQmPMW8YqCz4GXD7QF6OUSi6n/iBsyWPwCx6DZsnkIrx+w8sfHuHlD49QdaSZ6WUFcW1XGWqiafMYCwRPElMDLI7y/OGOHWs/asKkK6WGMHcvi0IZBrfNYzDd/qkZYee2SmfRlDzC/bmj/Q4R6diozykiN4tIpYhU1tbWhttFKZUinDaPyNVWQzR6qB6iCR41wLig3yuAg1GeP9KxNfbzPs9pjHnIGLPAGLOgpKQk3C5KqRTh9LYKX201hOutVA/RBI/1wFQRmSQiWcDVwKooz78GWCoiI0VkJLAUWGOM+RhoEpEldi+rLwHP9SP/SqkU0ltvKxi61Vaqpz7bPIwxXhFZgRUI3MAjxpitInIXUGmMWSUiC4FngZHAp0XkB8aYmcaYehH5IVYAArjLGFNvP/8a8DsgF6uXlfa0UmqIc9o8fr52J0VBA+jaPT78BnIy3ZEOVUNMVIMEjTGrsbrTBqfdEfR8Pd2roYL3ewR4JEx6JTArlswqpVLblNJhTC0dxs7DzUBzt22Ti/M5b5pWPZ8odIS5UipuxhXlsfaWc5OdDZUAOreVUkqpmKVV8AheCEoppVT/pVXwyI+w9KRSSqnYpFXwUEopFR9pFTx0jJJSSsVHegWPBEwJrZRS6SC9gofGDqWUiou0Ch5KKaXiI62ChxY8lFIqPtIqeESarE0ppVRs0ip4aNFDKaXiI62Cx6dPHZPsLCil1AkhrYLHNy+YmuwsKKXUCSGtgofoSjRKKRUXaRU8lFJKxYcGD6WUUjHT4KGUUipmGjyUUkrFTIOHUkqpmGnwUEopFTMNHkoppWKmwUMppVTMogoeIrJMRHaISJWI3Bpme7aIPGVvf0dEJtrpWSLyWxHZIiKbROS8oGP+Zp/zfftRGqfXpJRSapBl9LWDiLiBB4ALgRpgvYisMsZsC9rty0CDMWaKiFwN3AN8HrgJwBgz2w4OL4jIQmOM3z7uC8aYyji+HqWUUgkQTcljEVBljKk2xnQCTwLLQ/ZZDjxqP38G+KRYc4HMAF4GMMYcAY4BC+KRcaWUUskTTfAYC+wP+r3GTgu7jzHGCxwHRgGbgOUikiEik4D5wLig435rV1l9TyJMPCUiN4tIpYhU1tbWRvWilFJKDa5ogke4D/XQlTEi7fMIVrCpBO4D/gF47e1fMMbMBs62H9eFu7gx5iFjzAJjzIKSkpIosquUUmqwRRM8auheWqgADkbaR0QygOFAvTHGa4z5ljFmrjFmOTAC2AVgjDlg/2wCVmJVjymllBoCogke64GpIjJJRLKAq4FVIfusAq63n18JvGKMMSKSJyL5ACJyIeA1xmyzq7GK7fRM4FLggzi8HqWUUgnQZ28rY4xXRFYAawA38IgxZquI3AVUGmNWAb8BHheRKqAeK8AAlAJrRMQPHKCrairbTs+0z7kO+J84vi6llFKDqM/gAWCMWQ2sDkm7I+h5O3BVmOP2ANPCpLdgNZ4rpZQagnSEuVJKqZhp8FBKKRUzDR5KKaVipsFDKaVUzDR4KKWUipkGD6WUUjHT4KGUUipmGjyUUkrFTIOHUkqpmGnwUEopFTMNHkoppWKmwUMppVTMNHgopZSKmQYPpZRSMdPgoZRSKmYaPJRSSsVMg4dSSqmYafBQSikVMw0eSimlYqbBQymlVMw0eCillIqZBg+llFIxiyp4iMgyEdkhIlUicmuY7dki8pS9/R0RmWinZ4nIb0Vki4hsEpHzgo6Zb6dXicj9IiJxek1KKaUGWZ/BQ0TcwAPAxcAM4BoRmRGy25eBBmPMFODnwD12+k0AxpjZwIXAz0TEueavgJuBqfZj2cBeilJKqUSJpuSxCKgyxlQbYzqBJ4HlIfssBx61nz8DfNIuScwAXgYwxhwBjgELRKQcKDTGvGWMMcBjwOUDfjVKKaUSIprgMRbYH/R7jZ0Wdh9jjBc4DowCNgHLRSRDRCYB84Fx9v41fZxTKaVUisqIYp9wbREmyn0eAU4BKoG9wD8Ab5TntE4scjNW9Rbjx4+PIrtKKaUGWzQljxqs0oKjAjgYaR8RyQCGA/XGGK8x5lvGmLnGmOXACGCXvX9FH+cEwBjzkDFmgTFmQUlJSTSvSSml1CCLJnisB6aKyCQRyQKuBlaF7LMKuN5+fiXwijHGiEieiOQDiMiFgNcYs80Y8zHQJCJL7LaRLwHPxeMFKaWUGnx9VlsZY7wisgJYA7iBR4wxW0XkLqDSGLMK+A3wuIhUAfVYAQagFFgjIn7gAHBd0Km/BvwOyAVesB+D4vEvL6Kh1TNYp1dKqbQjVmenoWHBggWmsrIy2dlQSqkhRUQ2GGMWxPOcOsJcKaVUzDR4KKWUipkGD6WUUjHT4KGUUipmGjyUUkrFTIOHUkqpmGnwUEopFTMNHkoppWI2pAYJikgt1gSL/VEM1MUxO4mgeU4MzXPiDMV8nwh5nmCMievkgEMqeAyEiFTGe4TlYNM8J4bmOXGGYr41z+FptZVSSqmYafBQSikVs3QKHg8lOwP9oHlODM1z4gzFfGuew0ibNg+llFLxk04lD6WUUnGSFsFDRJaJyA4RqRKRWxN87XEi8qqIfCgiW0XkX+z0IhFZKyK77J8j7XQRkfvtvG4WkdOCznW9vf8uEbk+KH2+iGyxj7nfXp0xHnl3i8h7IvK8/fskEXnHvv5T9sqSiEi2/XuVvX1i0Dlus9N3iMhFQelx/5uIyAgReUZEttv3+/RUv88i8i37/+IDEfmDiOSk4n0WkUdE5IiIfBCUNuj3NtI1BpDne+3/j80i8qyIjAjaFtM97M/fqT95Dtr2byJiRKTY/j2599kYc0I/sFY//AiYDGQBm4AZCbx+OXCa/bwA2AnMAP4LuNVOvxW4x35+CdaqigIsAd6x04uAavvnSPv5SHvbu8Dp9jEvABfHKe+3ACuB5+3fnwautp8/CHzNfv514EH7+dXAU/bzGfb9zgYm2X8H92D9TYBHga/Yz7OAEal8n4GxwG4gN+j+3pCK9xk4BzgN+CAobdDvbaRrDCDPS4EM+/k9QXmO+R7G+nfqb57t9HFYq7nuBYpT4T4n5AM0mQ/7Rq0J+v024LYk5uc54EJgB1Bup5UDO+znvwauCdp/h739GuDXQem/ttPKge1B6d32G0A+K4CXgfOB5+1/trqgN17gvtr/1KfbzzPs/ST0Xjv7DcbfBCjE+iCWkPSUvc9YwWO//SbPsO/zRal6n4GJdP8gHvR7G+ka/c1zyLbPAL8Pd2/6uof9eT8MJM/AM8CpwB66gkdS73M6VFs5b1BHjZ2WcHbxdR7wDjDaGPMxgP2z1N4tUn57S68Jkz5Q9wHfAfz276OAY8YYb5jrBPJmbz9u7x/raxmIyUAt8FuxqtoeFpF8Uvg+G2MOAD8F9gEfY923DaT2fQ6WiHsb6RrxcCPWt+/+5Lk/74d+EZHLgAPGmE0hm5J6n9MheISrl054FzMRGQb8CfimMaaxt13DpJl+pPebiFwKHDHGbIgiX71tS1iesb7hnQb8yhgzD2jBKn5HkvQ82/XKy7GqScYA+cDFvVwn6XmOUsrnU0RuB7zA752kCHnoT57j9npEJA+4Hbgj3OYY8xbX+5wOwaMGq77QUQEcTGQGRCQTK3D83hjzZzv5sIiU29vLgSN2eqT89pZeESZ9IM4ELhORPcCTWFVX9wEjRCQjzHUCebO3Dwfq+/FaBqIGqDHGvGP//gxWMEnl+3wBsNsYU2uM8QB/Bs4gte9zsETc20jX6De7AflS4AvGrqfpR57riP3v1B8nYX252GS/HyuAjSJS1o88x/c+97f+c6g8sL6RVtt/AKfBa2YCry/AY8B9Ien30r2B6r/s55+ieyPYu3Z6EVad/kj7sRsosrett/d1GsEuiWP+z6OrwfyPdG8g/Lr9/Bt0byB82n4+k+6NkNVYDZCD8jcB3gCm2c/vtO9xyt5nYDGwFcizz/ko8P+l6n2mZ5vHoN/bSNcYQJ6XAduAkpD9Yr6Hsf6d+pvnkG176GrzSOp9TsgHaLIfWL0SdmL1mrg9wdc+C6touBl4335cglUH+jKwy/7p/HEFeMDO6xZgQdC5bgSq7Mc/BaUvAD6wj/klMTTORZH/8+gKHpOxemtU2W+cbDs9x/69yt4+Oej42+187SCod9Jg/E2AuUClfa//Yr9xUvo+Az8AttvnfRzrwyvl7jPwB6x2GQ/WN9gvJ+LeRrrGAPJchdUe4LwXH+zvPezP36k/eQ7Zvoeu4JHU+6wjzJVSSsUsHdo8lFJKxZkGD6WUUjHT4KGUUipmGjyUUkrFTIOHUkqpmGnwUEopFTMNHkoppWKmwUMppVTM/n8RuvrICzQzIAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2035,24 +2492,24 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 51, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2065,7 +2522,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -2075,14 +2532,14 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2096,14 +2553,14 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2117,7 +2574,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -2126,24 +2583,24 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 56, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2162,7 +2619,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -2179,7 +2636,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 63, "metadata": { "scrolled": false }, @@ -2187,22 +2644,22 @@ { "data": { "text/plain": [ - "(array([52., 2., 10., 8., 10., 10., 2., 2., 2., 2.]),\n", - " array([ 0. , 382.55807046, 765.11614092, 1147.67421137,\n", - " 1530.23228183, 1912.79035229, 2295.34842275, 2677.9064932 ,\n", - " 3060.46456366, 3443.02263412, 3825.58070458]),\n", + "(array([51., 8., 11., 10., 2., 5., 5., 4., 1., 3.]),\n", + " array([ 0. , 460.13499058, 920.26998116, 1380.40497174,\n", + " 1840.53996232, 2300.6749529 , 2760.80994348, 3220.94493406,\n", + " 3681.07992464, 4141.21491522, 4601.3499058 ]),\n", "
)" ] }, - "execution_count": 58, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2215,7 +2672,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -2224,24 +2681,24 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 60, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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rCrfaf0i/XMrGDWVUF0/zHQhIdKbTjw418PUn3+dgfROhsFLcP593t1ez48BRzhjd8cFxJrtZQDAA1DeFuWvhagYV5PCxU45Laf+/r/uIf396DeU7ahg5uICvzjip1Y000/34ujNYVXmwTfqUMa1vqIMLc6NTWD/wz2d3S96SOX5wAX/+8vnR569vquLGh9/t0bWjTe9nAcEA8M62AwCcPnow9392StL9Dzc08/d1H1G+owZwukT6+/P3BpNHDY7bm6c38uY7agrZ1Bam41Iq34vILBHZKCJbROTuBPvcICLrRWSdiPzJTbtMRFb6fhpE5Fp326Miss23LfldyHSZerca5HufPDWl/QcV5PKfV5/GrReO53++cn6vCwZ9jdcD6VB9MyErJZgOSlpCEJEgMB+YCVQCy0Vksaqu9+1TCswFpqtqjYgMB1DVV4Ep7j5FOOsnv+A7/V2qujBdb8Z0XEPIbRQ+hikRbrpgXBflxhyrfm5Poy8/voLS4QN48c5LejhHpjdKpYQwDdiiqhWq2gQsAK6J2edLwHxVrQFQ1X1xznM98Lyq1nUmw73do29u49r5b2bcQif3LFoHdG76ZtNzJh0/kJ9cdwYXnDiMHdVZ/REznZDKp38UsNP3vNJN85sITBSRN0VkmYjMinOe2cCTMWn3ichqEblfROKOaBKR20SkXETKq6qqUshuZvv+s+tZufMgtQ2ZtRRiXVOYfrlBjh/U80temmMXCAg3nDOGs8YOtSoj02GpBIR43UZiv97mAKXApcAc4PciEu2qISIjgNOBpb5j5gKTgHOAIuDb8V5cVR9U1TJVLSspaX8Jwt7EmzMnUwhwy/RxvaqXkGkrNxggol2zKpzp+1IJCJXAGN/z0cDuOPssUtVmVd0GbMQJEJ4bgL+qavRrsaruUUcj8AhO1VTW8KZIyASq6ix5mWQReJP5vFXqOtL9tL4pzOd/v4zrHniLPYfq05010wukcgdYDpSKyHgRycOp+lkcs88zwGUAIlKMU4VU4ds+h5jqIrfUgDhfSa8F1nbkDfRWXiNuJvC+THb1XDym6+W6AaH6aBOH6o6tx1FljTP6ecWOGtbuOtxVWTQZLGkvI1UNicjtONU9QeBhVV0nIvOAclVd7G67QkTWA2Gc3kMHAERkHE4J47WYUz8hIiU4tRUrgS+n5y31DplUZeR9m8y0JS/NsfN6G13wo1cAKDthKAu/ckFKx9b7Sq2vfLCX00YOarV9aGEe/fJs3qS+LKWBaaq6BFgSk3aP77ECd7o/scdup20jNKo64xjz2uv5Z6nMpCqjcDfN1mm63tVTnI9ac1h5acNeVu1sOxI7kZc2tHQOfPLdnTz57s5W2yeU9OeVb16alnxmi4bmMKsrD1E6fABDfWtbZCobqdyNnn6vZZ3clzfs5bw0rnp1qK6Zn77wAfVNLUFn9rQxbN13hOXba6JpV00+nstPdaamaGgO86PnP6DanZzN2hB6v8H9cvnC+eMAZ8Git7YeYPzc56Lbzxg1mEW3Xxj32Le27AfgV3OmtlotDmDJmo+io9lN6h763238dOlGRGDuVZOi6fk5Qa4/ezT98zPrFpxZuenj/FMoH65v+cDtP9LImspDcY+ZUNKfE4b1T3ru5dureXzZh5QMzCcvGOCjww2oKq9v3k99U4ghhXlUHWlk18G6aEB48PUKHn1rOwDjhhVyxui+MY2DcfzT1FE0NkcIuwv6LKuoZsWHNahq3N5koYhyUWkxnzpzZJttu2rqeW1TVcJjTYtwRAmIs/Kd1zivCv+15INW+w0bkMcnz2h7rXuSBYRu5FUZjRxcQKOvUfmeRWtZ4i4wEyvVYrq3itdjt0zj1JGDmPnz16hvDlNT18SXL5nAXVdO4gsPvUNtQ0sg2rjXmdJ57X9eyYAM+6ZiOm/4oAK+cXlLZ7/5r27h3e3VNIUjcUekhyIR8hKUEvPdtonGUMTWX2jHBx8dZtYv3uCaKSP579lTWbHjIOOGFfLc1y+K7rP7YD0z73+9zay5mcDuAt3Ia7wtzM+hydf7o7YhxMTjBvCT61svTv/AP7awYkdqdcDeyl9eL5OC3CD7ahsJR5ShhU7dZb/cINv2H+XF9c50zzur6zh91GALBlnCayPaVVPPhJIBbbY3hzTabTWWFyjW7T7E2ScUdV0me7md1U6JYMmaPfz37Kk0hsIMLMhtVTU0uNBZryITV76zO0EXUlV2H3KqbgC2HagjGBDycwIsWfMRoXAkumrXoILcNtMujxjcj6ZQavW2XsOw11OoX26QPYedf85BBc4/YMnAfCrX1/OlP5RHj7v8lOGde5Om1ygZ6EwGcLghFHd7cyQSnTU1lledWFXb2DWZ6yO86jn3I08orJxY0rrKN99dG/u7z6zluEEFzDw1+XTz3cUCQhf69Stb+H8vbmqT7n1jr6lrpmRgPqGIxu3ymZcTaLPmbyJe6cP7QBfkBaPtFLk5zrm/98lTmTNtbKvjxhUnb58wfYO33nUoHGHjR7X87IWNrUY07z5Yz5kJFtcZ7k5pUp9BveMykbe+dtiNCM3htkG2IK/l+c+WbsyogGDdSrrQ3toG+ucF+cn1Z1B2grPAytiiQq46/XiAaMkhkiAg5AaF+uZwdGrq9kS7jga9EkIg2oidE3CDRG4wugaA92PVRdnD+99Ys+sQ8/62jhfX76WqtjH6Uzp8IDMmxS8xeuMb/L3YTFve51DVqRJqCkWiU5N78nOC/O1rF3LycQPZuLeWo43xS2w9IavuBnVNIe5ZtI5///gpFHVDn+BQWOmfn8MNZWNYufMg5TtqKMwLRhdj975FhCJKvzgBwVsbd+F7lXzhvMSL11dUHeHup9cALVVGjb76ydwE9cImu3hfDH71yhaqjzZx5pghLPrq9JSO9QakWQmhfSFfiX7id58HiNsIP3nUYKafVMzGvbVUH23KmO6nmZGLbvKX8koWrqikX26QH1w7OeF+jaEwa3cdIqIwcfjAaCPQsQpFNNqQ5zXK5eUECHoBwf02EdH4JYQvTh/Pfy35gB88u56D7lgBv8L8HL5w3gms2eV0Wb14YgnF/Z1qgasmHx9dMD5RvbDJLl4J4WhjiEnHD0w5GEBLCSGTBlRmIq+33+fOHRtdY/vqON14oaVdJpOWPc2qgODdcyPafr38716v4GcvOHX/V5x6HA/eWNah1wv7JozzviUEA0LAzYj7v0MorHFHCecEA4wa0o9dB+vjtkUAnDZyULS3wn3XTo6ee0hhXqvzGJPrlhAaQ5GEvYkSHhsUggHhf1ZUsnLnQUoG5jPv6tPsf8unvinML1/eAsA3PlbKcUmmkvf+BqEMmpk2qwKCN6Am2fU/3BAiLxig9LgBvPdhDYtW7mq1fUB+DjMmDU86QKc5HIne6GefM4aAwPVnj44u7B5WRVVZv+cwY4r6xT3H0jsuRoD8mHrIVZUHue6Bt6lvDke7sPrrKkcPbTmfrXFgoKUKEmDPwYZjOlZE+PTUUazbfTjabfnZVbt5e+7HrB3K9dKGvew6WM/gfrmtrnUiLetgWwmhR3h195qkhBCJOP2xSwbms273Yb6xYGWbff72tQuTLtAe9jUWjyvuz7dmOUPXvSqecET50F3dKtH89Yk+bF6J4zf/2BrtteQfVHTayMGs+o8rEGnpdmqy29hhhXzn46dw35INHO7AAk0/+4wzTuZIY4hP/vINth+oY+/hBgbEGdOQjQ7WOdW6L915SUqD97y2vU3uAFG/gtwAJ5YM6PZR4VkWEJzfyRYPiagTPPYddvpcf2zScL7ziVMA52b+jQUrqalrW6fvaQyF+dzv3mHd7kOML277YfGCRESV2ganTvaGsjFt9muPN9L0nW3VABQPyGvTMJXKtxSTXc50x7qk2p05ngH5Odx91Sl8+fEVNGbQrL09zevIkZ/iMrQD3S9qd/55Vdzt/3Z5KRdPbFkU7NQRg7p8lHh2BYRAalVGEVVEWtoaZk8bGx3Z6fWyaK+r2L7DjazYUUPZCUP5wvltewf5G5W/84yzDMSx9jIoHuCUCi4qLebXnzuLfrnBNt3bjIk13h13kqiKMlXeTa+xB9b1UFW+9IcV7Ktt4JGbz2HYgLir73aL6qNNPL92D5GIsqzC+XJWEGdakHjOHjuUJ249t829pLYhxDf/sopfvLSZX7y0OZr+0p2XcNLwri2NZVdAEK8RJ9LuJF3q9vr57idO5bk1u5l+UsuspF4VzsIVlcyaPKLVcasrD7Jt/1E+OuTUz94yfTyfOKP1PtASmGobQuw56IwmPmvs0GN6L0MK81jz/Svolxu0hj2TspKB+Sy47bxOVyN6bVqNPVD/3RSO8NIGpx1j094jnN+DAeHJdz/kp0s3Rp8fP6gg5W7egYAw/aTiuNtOGTGIfbWt23lGDO76tsCsCghb9h0BYNHK3by99QDzrjmtzU0dWqqMLiwt5sLS1n+w4wYVkBMQ3nG/Dfh94aF3W81oOmJI/D+g14Xvht++zeB+udx4/gkdWnhkoLUNmA5Ix7TrXpVlTwQEf5Xv1qojnH9i+qaRP1aNbo1B+XcvB5wvjOmo9z915CBOZVDyHdMspa+WIjJLRDaKyBYRuTvBPjeIyHoRWScif/Klh0Vkpfuz2Jc+XkTeEZHNIvKUuzxnl3rw9a3Rx/tqG/nKE+/FbeGPqJJorZiC3CBfunhC3CUwaxua+fy5Y3n5m5fw1t0zEn7rP2/CMKaOdepyD9U32+yRpteJlhB6YFyCv/1jx4Gj3f76fqGIkhsUigfkUzwgv9d/lpOWEEQkCMwHZgKVwHIRWayq6337lAJzgemqWiMi/vHv9ao6Jc6pfwzcr6oLROQ3wL8AD3TivaTkU2eO5JezpzD/1S387IVNzpS/MXExorQb5fOCzhxDkYhGq39C4QgRdUoQJybpdZGXE+AbHyvllkeXowonDCvs/BszphsVuG0IDWkuIVQfbWLpuo/ijhU6d/wwTho+oFUJoaf78IdVo1XRfUEqVUbTgC2qWgEgIguAa4D1vn2+BMxX1RoAVd3X5iw+4txtZwCfc5MeA75PNwSEE4oKEZFoJI/3DxWJJC4hQEuD2s6aumjR2Wtsjh0vkMilJw9nzfevJKJq3UJNr1OY59w6vv7k+6zbfYi5V52SlvM+9tZ2/vvlzXG3XXDiMP70pfMI+Ub29kSVlV84waDS3iqVgDAK8C+uWgmcG7PPRAAReRMIAt9X1b+72wpEpBwIAT9S1WeAYcBBVQ35ztlm3eV0ikSUiLaMDvT+iOE43e8iqtGeQPF4DcuX/PQfbbYVHkNvIRvQY3qrkUNaeik99MY2/s/FJ5ITlHa/3CxauYtxw/pHu77Gc7CuiYEFObx85yWt0r/6p/d4/8ODHKprZrPbFgjwp3c+5JTjBwJOI+3HJ49IunZxYyjM4pW7407DkRMM8MkzRqTcPpdopuLeKpU7Urx3G3sXzQFKgUuB0cAbIjJZVQ8CY1V1t4hMAF4RkTXA4RTO6by4yG3AbQBjx46Nt0tKmiOtp4cOur/jlhCSVBl9euoo+uUG2xybExBmTT6+w3k0pjdZcNt5PPS/23hx/V7O+sGLAPz37ClcMyX+dztvgOf2H30i7nZV5fm1HzG4X250um3PpOMHsXx7DWfOe6HNcd9btC76+HB9iK9cemK7+X5r6wHuWrg64fbmcIQb3XWpkwlnYUCoBPyjpkYDu+Pss0xVm4FtIrIRJ0AsV9XdAKpaISL/AKYC/wMMEZEct5QQ75y4xz0IPAhQVlbW4QpDr/E4N7aEECcgqCqBdmp+Bhbk8pljHEhmTF9z3oRhnDF6MH99fxf1TWHufW4Du9xu1B1xuCHEvtrGuFNw3zFzIk+V76QpFGHE4ALmXTOZi0qLOeL24VeFc+57KaXZWL3p5Bfcdl6rfv3eOd7dVp16QFAl2N7NopdJJSAsB0pFZDywC5hNS92/5xlgDvCoiBTjVCFViMhQoE5VG9306cBPVFVF5FXgemABcBOwKC3vKIFt+53eCF71oxfVvdkJ/SJ9rKHImK5SmJfD5889geZwhHuf20AkxUZeVaVi/9HoF7VNe2ujUzhcM6Xt7KBF/fOYeepxPLd6D4P75UYXlfH36snzxF05AAAWyUlEQVQJSKv2hUS82UVLBuZHFw3yBANC4TF0Ac+6NgRVDYnI7cBSnPaBh1V1nYjMA8pVdbG77QoRWQ+EgbtU9YCIXAD8VkQiOF1cf+TrnfRtYIGI3Au8DzyU9nfn440POGec0xXU+yOuqTzE6KGFPPP+Lv5c7jSVbNpba338jTkGweigz9QCwssb9nGrbylXT05AONltE4i3DUg4U2tOUFJ6fa/bal6cAZ2jh/Y7pobqbGxDQFWXAEti0u7xPVbgTvfHv89bwOkJzlmB04OpWyxZ8xHQstDH2CKnq+eTy3dy1ekjePr9XazaeZBTRw5ifHF/Li4tSXguY0xrgYAgknyeMIBZv3g9+jn8+Q1nut/IhdNGDqJ4QH7CQZrejTdRFU1uIJDS2gLePvECS35O4JhmHw1HItkXEPqCJ9/9EGj5pyobV8TpvtlKG5rDTB41mKf+z/k9kj9jerucgKQUEGobQtQ2hLjgxGFcO2VUdCxPKuf3/26zPSjRFcve+7CGBe5nPpY3Y0G8haPyc4K8unEfF//k1WiaCNw5c2LcxvKwJs5Pb5Q1AcHj706anxOI1jk2NoeTdlczxiQWDAhVtY3857Pr4la75AaFL5w3jns+dWoHz+/cwBPdgIMB4Y/LdjDvmtNY8O6HLFxRmXCRmrPGDok7G/BtF0/glQ9aD6Nauu4j3ti8v01AOFTXzLOrdnf5hHPdKesCgr87qb/Osb45zIgUZyk0xrQVFOHVjfvYf6SJov55bTpmDC3M48wx7a8h0p5kbQgDC3LZf6SJjXtraQ4ro4b2441vzTim1/jUmSP5VMySl1fc/xqvfrCPp5Z/yGfPaen6vnmf0wjuLYXZF2RdQPB/ucgJBKhrcrqtNTRHOjTBnDHGEQwI1UdbFokpSnOJ2zvf0ML45/3eJ0/hi4+WU9sQctczT0930BvKxnDvcxv46/u7WgUEr3H6+rNHp+V1MkHWBQR/Dae/hFBT1xSdn8UYc+wuOXk4K7ZXM6aosEsWZ/rajJP4+OkjEs795U2n0RyOEI5E0la3f+tFTjVSbIN1KGawa1+QdQHB/y+SExB21dTzlcdXUNsQ6vUzFRrTk341Z2qXnj8nGEjYJRVaBp02h5XmcHq7g+YEA20GvXkN2H2pUbnvhLYU+dsQpo4dSlMowhub91OYF+S6s/pO0c+YbON9Uw+FI4TdddHTJV4PKq92IV1VU5kg60oIfl+97CS+etlJPZ0NY0waeDfm59bsYfv+owxKY7VVMNDSpdXjrcWQzsDT0/pOaEtR3/nTGWP8hg/KpzAvyNPv7aJi/1HGpXGdkZyAtJrmJuRO1QEwsKDvfK/uO+/EGJPVigfks/KeK6I37n5pbBMMBoTGUIQDRxoBZyI+gGunjGT00L6zwFXWBYS+NMzcGNNaXk6gzQqI6VCQG2THgTrOvvelVukXT+xbU9xkTUAYPjCffbWNjCnqO9HcGNM9vvGx0jYD0PKCgT63/knWBIRhA/I5Y3TilZqMMSaRMUWFKa+R0JtlTaOyqtKHxo8YY0zaZc0tMhyxRW+MMaY92RMQVFOeZtcYY7JR1gSESERbTX1tjDGmtZQCgojMEpGNIrJFRO5OsM8NIrJeRNaJyJ/ctCki8rabtlpEPuvb/1ER2SYiK92fKel5S/E5i2FbQDDGmESS9jISkSAwH5gJVALLRWSxb21kRKQUmAtMV9UaERnubqoDblTVzSIyElghIktV9aC7/S5VXZjON5RIJIK1IRhjTDtSKSFMA7aoaoWqNgELgGti9vkSMF9VawBUdZ/7e5OqbnYf7wb2AT0ykiOiihUQjDEmsVQCwihgp+95pZvmNxGYKCJvisgyEZkVexIRmQbkAVt9yfe5VUn3i0h+vBcXkdtEpFxEyquqqlLIblvN4Qh7DjXwlxWVHTreGGOyQSoBId736tiVtHOAUuBSYA7wexGJjgITkRHAH4FbVNWbIWouMAk4BygCvh3vxVX1QVUtU9WykpKOFS6a4qzvaowxprVUAkIlMMb3fDSwO84+i1S1WVW3ARtxAgQiMgh4Dviuqi7zDlDVPepoBB7BqZoyxhjTQ1IJCMuBUhEZLyJ5wGxgccw+zwCXAYhIMU4VUoW7/1+BP6jqX/wHuKUGxFmx5lpgbWfeSHu84sy/f3xSV72EMcb0ekl7GalqSERuB5YCQeBhVV0nIvOAclVd7G67QkTWA2Gc3kMHROSfgYuBYSJys3vKm1V1JfCEiJTgVEmtBL6c7jfnew+A9TIyxpj2pDS5naouAZbEpN3je6zAne6Pf5/HgccTnHPGsWa2oyKxLR7GGGPayI6Rym5AECshGGNMQlkRENSNCBYOjDEmsewICNESQs/mwxhjMll2BAT3tzUqG2NMYlkRECJuEcHigTHGJJYVASFaZdSz2TDGmIyWHQEBa0QwxphksiIgYCUEY4xJKisCgjUqG2NMclkREKxR2RhjksuKgGCNysYYk1xWBASvhGBzGhljTGJZERAWrXSWb3jofyt6OCfGGJO5siIgVNU2ArD/SFMP58QYYzJXVgSEcMRbD6GHM2KMMRksKwKCNzDNup0aY0xiKQUEEZklIhtFZIuI3J1gnxtEZL2IrBORP/nSbxKRze7PTb70s0VkjXvOX0oXLlYQsfUQjDEmqaQrpolIEJgPzAQqgeUislhV1/v2KQXmAtNVtUZEhrvpRcB/AGU448NWuMfWAA8AtwHLcFZjmwU8n84351Ebh2CMMUmlUkKYBmxR1QpVbQIWANfE7PMlYL57o0dV97npVwIvqmq1u+1FYJaIjAAGqerb7vKbfwCuTcP7iSsScX4HLSIYY0xCqQSEUcBO3/NKN81vIjBRRN4UkWUiMivJsaPcx+2dM23Cao3KxhiTTNIqI+IP8I0d4pUDlAKXAqOBN0RkcjvHpnJO58VFbsOpWmLs2LEpZLet+qawd64OHW+MMdkglRJCJTDG93w0sDvOPotUtVlVtwEbcQJEomMr3cftnRMAVX1QVctUtaykpCSF7Lb13Jo9AEw/aViHjjfGmGyQSkBYDpSKyHgRyQNmA4tj9nkGuAxARIpxqpAqgKXAFSIyVESGAlcAS1V1D1ArIue5vYtuBBal5R214+YLxnf1SxhjTK+VtMpIVUMicjvOzT0IPKyq60RkHlCuqotpufGvB8LAXap6AEBEfoATVADmqWq1+/grwKNAP5zeRV3Sw8gvkBWjLowxpmNSaUNAVZfgdA31p93je6zAne5P7LEPAw/HSS8HJh9jfjtFbL5TY4xJKKu+M2v8dmtjjDFkW0CweGCMMQlZQDDGGANkW0CwKiNjjEkoqwKCMcaYxLIqIFiVkTHGJJZVAWHYgLyezoIxxmSsrAgIN18wDoARg/v1bEaMMSaDZUVACIgwID+lMXjGGJO1siIgKGpjlI0xJomsCAhA/Am3jTHGRGVFQLDeRcYYk1xWBASwAoIxxiSTPQHBVkszxph2ZUVAUKszMsaYpLIjIABWQDDGmPalFBBEZJaIbBSRLSJyd5ztN4tIlYisdH9uddMv86WtFJEGEbnW3faoiGzzbZuS3rcWk8euPLkxxvQBSUdriUgQmA/MBCqB5SKyWFXXx+z6lKre7k9Q1VeBKe55ioAtwAu+Xe5S1YWdyH9KrMbIGGOSS6WEMA3YoqoVqtoELACu6cBrXQ88r6p1HTi2UxS1RmVjjEkilYAwCtjpe17ppsW6TkRWi8hCERkTZ/ts4MmYtPvcY+4XkfzUstwxFg6MMaZ9qQSEePfS2EqYZ4FxqnoG8BLwWKsTiIwATgeW+pLnApOAc4Ai4NtxX1zkNhEpF5HyqqqqFLIbJ7NWZWSMMUmlEhAqAf83/tHAbv8OqnpAVRvdp78Dzo45xw3AX1W12XfMHnU0Ao/gVE21oaoPqmqZqpaVlJSkkN0458B6GRljTDKpBITlQKmIjBeRPJyqn8X+HdwSgOdqYEPMOeYQU13kHSNO5f61wNpjy/qxsohgjDHtSdrLSFVDInI7TnVPEHhYVdeJyDygXFUXA18XkauBEFAN3OwdLyLjcEoYr8Wc+gkRKcG5U68Evtzpd5PwPXTVmY0xpu9IaZEAVV0CLIlJu8f3eC5Om0C8Y7cTpxFaVWccS0Y7R63KyBhjksiKkcpgFUbGGJNMVgQEqzIyxpjksiYgWJWRMca0LysCAoBYpZExxrQrKwKCthlHZ4wxJlZ2BASrMjLGmKSyIiCA9TIyxphksiIgWIWRMcYklx0BQW1NZWOMSSYrAoIxxpjksiIgWC8jY4xJLisCAtbLyBhjksqOgIAFBGOMSSYrAoJVGBljTHLZERBUbeoKY4xJIisCAliVkTHGJJMVAcGqjIwxJrmUAoKIzBKRjSKyRUTujrP9ZhGpEpGV7s+tvm1hX/piX/p4EXlHRDaLyFPues1dQtWmrjDGmGSSBgQRCQLzgauAU4E5InJqnF2fUtUp7s/vfen1vvSrfek/Bu5X1VKgBviXjr+N5GyksjHGtC+VEsI0YIuqVqhqE7AAuKYzLyrO3XkGsNBNegy4tjPnbI9VGRljTHKpBIRRwE7f80o3LdZ1IrJaRBaKyBhfeoGIlIvIMhHxbvrDgIOqGkpyTkTkNvf48qqqqhSy25bTy8gYY0x7UgkI8e6lsV+6nwXGqeoZwEs43/g9Y1W1DPgc8AsROTHFczqJqg+qapmqlpWUlKSQ3QQsIhhjTLtSCQiVgP8b/2hgt38HVT2gqo3u098BZ/u27XZ/VwD/AKYC+4EhIpKT6JzpZFVGxhiTXCoBYTlQ6vYKygNmA4v9O4jICN/Tq4ENbvpQEcl3HxcD04H1qqrAq8D17jE3AYs680baZb2MjDEmqZxkO6hqSERuB5YCQeBhVV0nIvOAclVdDHxdRK4GQkA1cLN7+CnAb0UkghN8fqSq691t3wYWiMi9wPvAQ2l8X21YLyNjjGlf0oAAoKpLgCUxaff4Hs8F5sY57i3g9ATnrMDpwdTlbPprY4xJLjtGKluVkTHGJJUVAQFsLiNjjEkmKwKCWo2RMcYklR0BAZv+2hhjksmKgABWZWSMMclkRUCwKiNjjEkuOwJCT2fAGGN6gawICGAD04wxJpmsCAhWZWSMMcllRUAAm/7aGGOSyZKAYL2MjDEmmawICFZlZIwxyWVHQMBKCMYYk0xWBATARiobY0wSWREQ1OqMjDEmqZTWQ+jtysYVUdsQ6ulsGGNMRkuphCAis0Rko4hsEZG742y/WUSqRGSl+3Ormz5FRN4WkXUislpEPus75lER2eY7Zkr63lZrX73sJO6+alJXnd4YY/qEpCUEEQkC84GZQCWwXEQW+5bC9DylqrfHpNUBN6rqZhEZCawQkaWqetDdfpeqLuzkezDGGJMGqZQQpgFbVLVCVZuABcA1qZxcVTep6mb38W5gH1DS0cwaY4zpOqkEhFHATt/zSjct1nVutdBCERkTu1FEpgF5wFZf8n3uMfeLSP6xZNwYY0x6pRIQ4vXXjO228ywwTlXPAF4CHmt1ApERwB+BW1Q14ibPBSYB5wBFwLfjvrjIbSJSLiLlVVVVKWTXGGNMR6QSECoB/zf+0cBu/w6qekBVG92nvwPO9raJyCDgOeC7qrrMd8wedTQCj+BUTbWhqg+qapmqlpWUWG2TMcZ0lVQCwnKgVETGi0geMBtY7N/BLQF4rgY2uOl5wF+BP6jqX+IdI8681NcCazv6JowxxnRe0l5GqhoSkduBpUAQeFhV14nIPKBcVRcDXxeRq4EQUA3c7B5+A3AxMExEvLSbVXUl8ISIlOBUSa0Evpy+t2WMMeZYSW8axVtWVqbl5eU9nQ1jjOlVRGSFqpYl3a83BQQRqQJ2dPDwYmB/GrPTFTI9j5meP8j8PGZ6/sDymA6Zlr8TVDVpI2yvCgidISLlqUTInpTpecz0/EHm5zHT8weWx3TI9PwlkhWT2xljjEnOAoIxxhgguwLCgz2dgRRkeh4zPX+Q+XnM9PyB5TEdMj1/cWVNG4Ixxpj2ZVMJwRhjTDv6fEBItpZDF7/2GBF5VUQ2uGtCfMNNLxKRF0Vks/t7qJsuIvJLN6+rReQs37lucvffLCI3pTmfQRF5X0T+5j4fLyLvuK/1lDviHBHJd59vcbeP851jrpu+UUSuTHP+hriTJn7gXsvzM+kaisgd7t93rYg8KSIFPX0NReRhEdknImt9aWm7ZiJytoiscY/5pTvjQDry+FP377xaRP4qIkN82+Jen0Sf8UR/g87m0bft/4qIikix+7xHrmNaqWqf/cEZWb0VmIAz0+oq4NRufP0RwFnu44HAJuBU4CfA3W763cCP3ccfB57HGb19HvCOm14EVLi/h7qPh6Yxn3cCfwL+5j7/MzDbffwb4Cvu438FfuM+no2zBgbue1oF5APj3WseTGP+HgNudR/nAUMy5RrizPy7Dejnu3Y39/Q1xJkh4CxgrS8tbdcMeBc43z3meeCqNOXxCiDHffxjXx7jXh/a+Ywn+ht0No9u+hic2Rt2AMU9eR3T+dNjL9wtb8650Et9z+cCc3swP4twFhraCIxw00YAG93HvwXm+Pbf6G6fA/zWl95qv07maTTwMjAD+Jv7j7nf96GMXkP3A3C++zjH3U9ir6t/vzTkbxDODVdi0jPiGtIyPXyRe03+BlyZCdcQGEfrm21arpm77QNfeqv9OpPHmG2fBp5wH8e9PiT4jLf3f5yOPAILgTOB7bQEhB67jun66etVRqmu5dDl3KqBqcA7wHGqugecWV+B4e5uifLble/jF8C3AG9a8mHAQVX1FqH2v1Y0H+72Q+7+XZm/CUAV8Ig41Vq/F5H+ZMg1VNVdwM+AD4E9ONdkBZl1DT3pumaj3MddmVeAL+J8a+5IHtv7P+4UceZt26Wqq2I2Zep1TFlfDwiprOXQ9ZkQGQD8D/Bvqnq4vV3jpGk76Z3N1yeBfaq6IoU8tLetK69zDk6R/QFVnQocxanuSKS7r+FQnBUExwMjgf7AVe28Vk9cw2SONU9dnlcR+Q7OZJlPeEnHmJeu+nsXAt8B7om3+RjzkhH3J7++HhCSruXQ1UQkFycYPKGqT7vJe6Vl+u8ROEuLQuL8dtX7mA5cLSLbcZZGnYFTYhgiIt5MuP7XiubD3T4YZ3bbrrzOlUClqr7jPl+IEyAy5RpeDmxT1SpVbQaeBi4gs66hJ13XrNJ93CV5dRtdPwl8Xt26lA7kcT+J/wadcSJO8F/lfm5GA++JyPEdyGOXXscO6cn6qq7+wfl2WYHzB/QanE7rxtcX4A/AL2LSf0rrxr2fuI8/QetGqXfd9CKcevSh7s82oCjNeb2Ulkblv9C6Me5f3cdfpXWD6J/dx6fRusGvgvQ2Kr8BnOw+/r57/TLiGgLnAuuAQvc1HwO+lgnXkLZtCGm7ZjjrpJxHS2Pox9OUx1nAeqAkZr+414d2PuOJ/gadzWPMtu20tCH02HVM22etJ1+8W96g0/K/Cacnwne6+bUvxCkCrsZZ82Glm59hOA25m93f3j+HAPPdvK4Bynzn+iKwxf25pQvyeiktAWECTu+HLe6HKt9NL3Cfb3G3T/Ad/x033xtJc08JYApQ7l7HZ9wPVcZcQ+A/gQ9wFnn6o3vT6tFrCDyJ06bRjPNN9F/Sec2AMvf9bgV+TUyjfyfyuAWnvt37vPwm2fUhwWc80d+gs3mM2b6dloDQI9cxnT82UtkYYwzQ99sQjDHGpMgCgjHGGMACgjHGGJcFBGOMMYAFBGOMMS4LCMYYYwALCMYYY1wWEIwxxgDw/wGycyh0RD8RdQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2254,28 +2711,28 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([48., 18., 14., 9., 8., 0., 1., 1., 0., 1.]),\n", - " array([ 0. , 7192.42112159, 14384.84224317, 21577.26336476,\n", - " 28769.68448635, 35962.10560793, 43154.52672952, 50346.94785111,\n", - " 57539.36897269, 64731.79009428, 71924.21121587]),\n", + "(array([49., 6., 13., 11., 5., 6., 6., 2., 0., 2.]),\n", + " array([ 0. , 4902.60228286, 9805.20456572, 14707.80684857,\n", + " 19610.40913143, 24513.01141429, 29415.61369715, 34318.21598 ,\n", + " 39220.81826286, 44123.42054572, 49026.02282858]),\n", " )" ] }, - "execution_count": 61, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2288,7 +2745,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -2297,24 +2754,24 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 63, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2327,24 +2784,24 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 64, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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eaqoqGDu0ut17WhNJVmzbn667nzh8AFUV0V6LWY4teSV059xCoCHLqosKG052xUgkkp+Ztz/LjgOpGvHo2n4F3391PEY0Yvzg6dX84OnVWbc5d/xQ7pl9TsGP3V3+VTmxSFtCr6mq4NmVO7jsf/4KwLNffCtjhrQl9R8+s5pbnng9/fqD5xzP166Y2ksRy7EmFHeKVsdTYV4+7bgSR3Jscc6x82AT7zy1niumjeKEYf0LfowBlTEe+sR5OTsW73h6FbsONhf8uD1R6bWshw1sG4fmxndN4YrTR7F44x7+58+r2H2ouV1C33GgmX4VUb73vtP5j4eXlM33In1TKBI6pK71jUbUUu9NiaTDOZg8YiAzpowo2nFOHT0457pHFm1maY5STG9r8UouldG2ksnwgVXMmFLV1hfQoYO0JZGkOh5lxpQR/PeTr9OsDlQpotDcDRGLGknV0nuVn3wqYqX7NamIWtl0Oradj84NC78s2Nyhc7clkUzX3OO6Q1aKLDQt9GjEaFVC7zUtiSR/W5camidewrsgK2MRNu05zBu7DrUrZXRlTeMBtu1rYsyQfoyuze89me/LNLAqxsnH1bB57xHWNB4Asp+PSu+P3tLNe6mqiHCkJZW4t+w9km69V0QjLHpjD4mk03+bUhShSeixiOlql1700Cub+OIDiwEYXF26K0wG9UvVq6/4/nO8/O8zArdvak1wye3P0tya5LhBVTx/Q3799s2tSWbe/mzW/wYe/+x0PvqLBWzYdYgBlbGsydgf3/3rf1jWad2powcBqf8ydx9q4YmlW5l5Sn1ecYl0R2gSesTUQu9New6nOu/u/sibefMJpbsl/7qLJvLy+l3p/xaCHGlJ0tyaxAz2Hm7J+zhHWhM0tSb5wDljeecpqc73pZv38vU/LGPPoWb2HGrmkpNHcsOlk7MOFjehbgCzzj2eu15YD8AtV53GqMH9vHWpzuQb//FkZt7+LHu6EZdId4QmoauG3rv8a67PGjekpANP9YtHOf/EOv62bjfJpCMSUKrwa9QD4jGOtCbyPo7f4Tlx+MD0XaAxvy6eSNKcSDJ2aDXHD819pc9pYwaDl9DPGlfbadvhAytT+yuTPgHpe0LTKRqNRNRC70XN3l2R5XAPgN8Jmc8VIn6y7F8ZoyXh8p6H1t93PKMD2O/MbEkkvTtluz4X2d6bqSLHlTAihRKeFrpq6L1qwbpd3iBcpU/ofifk40u3MrR/JedNGJqzpd6UTuipSwu37jtC/aDgG6JeXLMTaJ+I/QT+0trdJJLBQx+0f2/nbf3v47XN+3hi6db08jfV1+Td4SvSldAk9KgZrUm1bHrD7oPNPL96Z6nDSBs6INXheN2vFwJw37XncnaOur5/JcqQ/nFWNx7k248u57tXn97l/rfvO8L19y5qdyyAof1TJZIfPrPaW1fZ5X6GZbw329DC8WiEgZUxHnx1Ew++uim9fNqYwfz2k2/pct8i+QhPQlcLvdcc8CZwmDNzcokjSbli2iim1A9i2ZZ9fPbehew/krtT0f8V+ffLpnD13Bc51BxcR993JPX9fuZtJ3LhSW1DAo8cVMWzX3wrew+3EIsaJw0f2OV+zjx+CH/+/AVUx2P0i3ceryUSMeZ9/gK272+7NPJbjy5nawiGDpZwCE1Cj0WNpm50cknP+TXe+kHlMYuQmTFp5ECSXj28qxq0X0OvjEU5cfiAvOrV/jZvqq/pVGIaM6Sa7kyDPb5uQJfrh9dUMTxjdqYh/eNs3H2oG0cQyS1EnaJqofeW9B2RZTatmh9PV3eOtqRjNyqikfSQt11pKeH3G4vqclwpnNC00KO6Dr2oDjS1Mm/ZNloTjo27DwOlvUM0G/9uzBfX7KTVS9RvHj+k3d2g/uBX8ViEeDTC5r2HeeDljV3ud503imK8BEMcVEQi6e9F5GiFJ6GrhV5U9y94g5t+91q7ZcNruu4E7G2DqiuIxyLc89Ib3PPSGwC889R6vv8vZ6S38W/a6R+PMXJQFS+s2cnnf7Mor/3XDez97zcaVWe/FE5oEnosqoReTAe9zsM/fe4C4tEIVfEIwweWRw3dV1NVwUtfvoh9h1OdmLN/uYCDXgeuL+rVwGv6VXDze07l+otPymvf/eLRkiT0Co1RJAWUV0I3s3XAfiABtDrnGszsJuCjQKO32Zedc38sRpCQurFICb14/M7ECXX9y+La81wGV8fT46akbh7qPFxtNGKpL6zTDELlJhZVyUUKpzst9Lc653Z0WHabc+6WQgaUS9RQS6aImhNJKqJW1sm8o4qodZqLtMX7PsIipiF1pYBCU3KJRiJs2KXLu3JxzvHIos3s7uGMOAs37Cm7q1qCxGNRVm8/wJ3PrU0vW7QxXN9HLJJK6Hc+t5aqiihXnD5Kc45Kj+Wb0B3whJk54EfOubne8k+Z2b8CC4DPO+c6DYlnZrOB2QBjx47tcaC7D6USVWsiWdLBosrVup2H0ndS9tSkEV3fOFNuxg7px19eb+zUmTulvqZEEXXfmNpqko709zBsQCUXF3F2KOnb8k3ob3HObTaz4cCTZrYcuAP4Gqlk/zXgVuBDHd/oJf+5AA0NDT2umZx5fC1/Xr6d1qQjpgZMJ4eaU52Dt151Gm+bPLxH++if5Xb1cva1y6fy+RmTOi0fUBWe7+Pqs8cy85R6Vm0/wLvveJ7DLbp5Tnour99859xm73G7mT0EnO2c+4u/3sx+DPy+OCGm+HVR1dGz82+gqe1fQW3/eMDWfYOZ9YnvdVC/ivQ4MBpaV45GYO3CzPqb2UD/OfB2YImZZU65ciWwpDghpsQiqVATuiIgK79jLR7Vvy9hlDlUr0hP5dNCHwE85F39EAN+5Zx7zMx+aWbTSJVc1gHXFi1K2iYbKPVNGJv3HOa3Czcxc2o9JwxLTWDwu0WbWbfjYNbtzeDyaaO6HB41kXT88oV17D/S/prqAVUxhvSPs2FncGew32Ecpis8pI1/l+qTr22jMWPwrmEDK7n6rDF5X330yKLNrM/xu9i/MsYHzjm+JHfEhtnG3Yd4eOHmrBPszDxlJCcGDNrWmwITunNuDXBaluUfLEpEOfjzOJb6WvRfv7SB7/15FRt3H+abV55CayLJZ379Kl3No7DnUAtfvWxKzvWvbd7XqWOvJ6rjUUbVBo/9LeVnYFWMkTVVzFu+nXnLt7dbN/2kuvR0dl1pSSS5LuB3ceqoQTmHHpbs/u/FDekhlDtav+sQt1zVKT2WTGh6j2KR8qih+51WR7zH5kQS5+AL75jEtdPHd9r+7G/OC5wKzV9/5zVncf6JwwB4ae0u/uUn8wH4/IyT+PiFEwJji5gFTtEm5akyFuX5OW9LjygJ8LvFm7n+3kXp37UgTa2p38U5MyfzkfNPaLduwfrdXD33RY1Y2gNHWhLUVMV4pcMk5W+/7S95/2x6S2gSetSroZf6rjq/8zH96N3YUlURzXo5ZTwa6XTzS0d+R1i/jH1UZYynnWvf0rdEIkaEtj/IVd7lXPnW1f15UatikU6/L/28a9vV6dp9zYkk8Vjnz2A8Fim7Po/QZImKMqmh+0O3+h+e9FyUOWrXFTELnAszPVxtRm0znmUqNDm2+B2l+SbhbL9HHfdVbgkoDJpbk1k/3xXRSNn9gQxRC733a+hb9x7hrhfWtTvmK+tT9049tnQrLYkkf12VGsomV0dTPBph0cY9fPOPy3Iex+9QzUzi7SYcVifWMcn/HfjpX9cyImNSjLU7DnLgSCunjB7Ubnu/Uz3bsMf+vn6zYCOvbNiTXn7G2FoumTqy4LGHVTLpuOOZ1ew93DYr1sI39mT9DMZjEVY3Zu+ALpXQJPRS1NB/t2gzdzy9mqqKCEbnv9Cvbd7HPfNTw7jm6umeNqaWP/59C798YX2XxxpZU8VxGR1fI2qqGFFTyf4jrZwUsjs4pTDGDe3PsAFxnli6rd1yvx9n4Rt7Or1ncHUFJw7vPGvSiJpKRg3ux/Ord6bni21OJHl08BYl9AyrGg/wncdXEI9G0o1IgBlZ7t7deaCJqoryamyFJqH7NfTebKH7HUiLb3xHuxbzX1fu4AM/nU9Ta5LWZJLzTxzGmcfXZt3Hre89jVvf2/1e8EH9Kpj/5Yt7Frj0CWOHVrPgqzM6LR835w8ALPvaJXnva2BVBc/NeVu7ZV+6fzHPvN6Y4x3HpqaWVAnl++8/I2sSz3TycYNYvnVfb4SVt/L689IFv4XemzXAZq/js2MN20/uLYkkLQmn63ollDS5RmfNGVMYBonHIoH9Y70tNJmoFDX0lkSSeDTS6aYO/4fdnEiGbrhWEV9FxPKac/VYkr7jOo9GWrbhm0stNCUX/07RT/3qVR78xHnt6s0dbdl7mDueXt1la35KfQ0fPHdczvV3Pb+Op5Zvz5qs/SsGfvbXtWzaczhrzVKk3MWimjQm08GmVv7Tu8Evn/l0K6IRdh9q5oYHF3daF40Y106f0OUd4sUQmoTuJ9Gt+47w5GvbmHXeuJzb/mnZdn7xwnqGDYgTyXLL9IGmVn776uYuE/o3/rCMWNT4h4nDOq0bU1vNxOEDWLF1P/0qorrzTnrV9RefxOY9h496P5pco71XN+xh2ZZUTfz4of0Dt28YV8uflm1j3rL2d/Y6oHF/E2OHVDN7evANgYUUmoQ+NGNUvaBfwoS3/onrL2BIltH4vvP4cn70zJqc73fO0ZxI8vELJ3L9jM5zUg6qruDJz12Qb+giBXXdxRMLsp+Y5jNtpzmRugji4U++Ja/5Za88fTRXnj66835ak5z01UdLUs4KTQ09cxaapoCL+f3zGM0xoFFFNEJr0mUdbAcybhZSZ6f0YTFvnl7X1eAvxxD/JqGjnfHKL9MG5aliCE3GykyuQS10P1FHcnx36TvwcuzH/8uaTx1NJKw0x0B7/lVt8djRXeRgZqkO0xKUs0JTcslMrr9fvIWV2w8AcMHEOt571ph22ya8FkcsR0av9P44XPfrV7OOkdLSmv+lSyJh5d/bcdMjS/n6FVMDh+h9YulWohHjojflvj574+5D3PrE61kbS2eOreVD3qBhdz63lr+t3830icP457N6PjXl0dp5oIn/enQ5h1sSbNyd6pcoxJwC8WiEx5dsbTcP8icunMDJxw3q4l1HLzQJvaZfBRecVMcLa3binGP5ln1s29fE61v3d07oAS3008fWMnnkQFZ5fxSymTxyINPGZr9ZSKQvaBiX+v2+e/4Grrt4IsMHVnW5/exfvgzAum+9M+c2z67cwUOvbmLc0Op2d1o27m9i/pqd6YT+g6dXs31/E8u37CtpQl+wfjf3v7yR0bX9qIxFePMJQxheE1w/D3LJ1HoWvrGb5Vvabjw62FT8kRlDk9CjEeOuD53dbtl1v36VRVluf/ZLLrlq6GceX8tjn51e+CBFQuSscUO4+d2n8sUHFhesA8+vQz/w8fMYOqAtMd70yFIeeGVj+rVfjij1jTl+vHdec1ZBJ6royd3hhZBXQjezdcB+IAG0OucazGwIcC8wjtSMRe91zu0uTpjZxXOMdubXBKMaG1ykSxVevbhQowbmujGn41CzzelRS0s9HHZhOkLLRXe+i7c656Y55xq813OAec65icA873WvqohF0h0ZmZLOYUbe03aJHKv8enGhOvCaclwpkuokbPus+s/LpYXeVxL60ZRcLgcu9J7fBTwNfOko4+mWeDTCnkPN/OvPXmq3fO2OAznLLSLSxu/4n/PAYgZUVQAwuF8FN7/nVKoqsncOdvy8ZVq/86C33w4t9GiURNJx9dwXqKqIphP53sMt7fZXGYtw07tO7nLKvSMtCb5w/+J2Q9xmevcZo7h82qic78+01ou3r1yinG9Cd8ATZuaAHznn5gIjnHNbAJxzW8xseLY3mtlsYDbA2LGF7fy4cFIdizfuYV+HH+zQ/pWcf2JdQY8l0hedMnoQ544fyuGWBPsOt7D3cAt/2XGQT7x1ApNH1mR9T8fPW6ba6jhnjxvSqdx5/sSh3PYneHHNLsxS/VjnTRjKc6t2pPfX1Jpk2ZZ9XHZqPaO6SMirth/gd4s2M35Yf2r6VbRbt3LbfpxzeSd0f1aowR32E1b5JvS3OOc2e0n7STNbnu8BvOQ/F6ChoaGgBbMLJw2btyorAAAIR0lEQVTnwklZ/46ISB7qB/XjntnnpF//6bVtfOQXC7LWtqeOqmHEwCp++m9ndfs4Zx4/hI9dMIEfPrOagZUxHvj4eQB8/u2T0tu8sesQ/3DzU4EdtH556N//cQpv7fD5/+cfvdCt/oCWRJJYxPrMFI95fRfOuc3e43bgIeBsYJuZ1QN4j9tz70FEwsCfmce/DT5TMglHU8n0yxq5yhv5Trnnr881M1N36vItiWSfKbdAHgndzPqb2UD/OfB2YAnwCDDL22wW8HCxghSR3pEeGjpLC91xdBca+PNy5tpH5jwDXUnfyZ1j7tTudPC2JFyf6RCF/EouI4CHvB9CDPiVc+4xM/sbcJ+ZfRjYAFxVvDBFpDf4rd6v/vbvnerTa3ccYExt7s7KIH7izDV0jP/HZO5f1vDbhZty7sevuWdLxBVRY9X2A1z5g+c6rTv/xGHtSjytiSR3Pr8u6wB+YRWY0J1za4BOV8k753YCFxUjKBEpjUkjB3LpKSPTE05nOmvcEK44Pb/Oxmymn1THi2t2cu6EoVnXD6iM8f43j213u3yu7SaPrGFilnkIrjx9FIeaO5eLXt+2nwdf2dQuoTceaALguMFd3yEbJqG5U1REim9gVQU/eP+ZRdn3m+pr+Pk1Z+dcb2Z848pTjuoYl0yt55Kp9Z2W3/DgYv7UYdxyvxZ/zXknHNUxy0nfKR6JiOQQz1JbT98leix1ioqIhF1FNJIeRdXnd/zG+9Coqiq5iEifF49FONicYMZ/P5NedqQ1VWs/1q5yEREJtUtPqWfDrkMkO1xic/a4oZzRh4bJVkIXkT5v6qhB/O+/nFHqMIqu7/yvISJyjFNCFxHpI5TQRUT6CCV0EZE+QgldRKSPUEIXEekjlNBFRPoIJXQRkT7CXK7BiYtxMLNGYH0P3z4M2FHAcIqh3GMs9/ig/GMs9/hAMRZCucV3vHMucKLkXk3oR8PMFjjnGkodR1fKPcZyjw/KP8Zyjw8UYyGUe3y5qOQiItJHKKGLiPQRYUroc0sdQB7KPcZyjw/KP8Zyjw8UYyGUe3xZhaaGLiIiXQtTC11ERLqghC4i0keEIqGb2SVmtsLMVpnZnF487hgze8rMlpnZUjO7zls+xMyeNLOV3mOtt9zM7HtenIvN7IyMfc3ytl9pZrMKHGfUzF41s997r08ws/nese41s7i3vNJ7vcpbPy5jHzd4y1eY2TsKHN9gM7vfzJZ75/LcMjyH13s/4yVmdo+ZVZXyPJrZz8xsu5ktyVhWsHNmZmea2d+993zPzLo9sWaOGL/j/ZwXm9lDZjY4Y13Wc5Pr853r/B9tjBnr/p+ZOTMb5r0uyXksKOdcWX8BUWA1MB6IA4uAKb107HrgDO/5QOB1YApwMzDHWz4H+Lb3/FLgUcCAc4D53vIhwBrvsdZ7XlvAOD8H/Ar4vff6PuBq7/kPgY97zz8B/NB7fjVwr/d8indeK4ETvPMdLWB8dwEf8Z7HgcHldA6BUcBaoF/G+fu3Up5HYDpwBrAkY1nBzhnwEnCu955HgZkFivHtQMx7/u2MGLOeG7r4fOc6/0cbo7d8DPA4qRsdh5XyPBbyq2QH7sYP5Fzg8YzXNwA3lCiWh4EZwAqg3ltWD6zwnv8IeF/G9iu89e8DfpSxvN12RxnTaGAe8Dbg994v1o6MD1X6/Hm/wOd6z2PedtbxnGZuV4D4akglS+uwvJzO4SjgDe8DG/PO4ztKfR6BcbRPlgU5Z9665RnL2213NDF2WHclcLf3POu5Icfnu6vf40LECNwPnAasoy2hl+w8FuorDCUX/8Pm2+gt61Xev9WnA/OBEc65LQDe43Bvs1yxFvN7+C7wRSDpvR4K7HHOtWY5VjoOb/1eb/tixjceaAR+bqmy0E/MrD9ldA6dc5uAW4ANwBZS5+Vlyus8QuHO2SjvebHi9H2IVKu1JzF29Xt8VMzsXcAm59yiDqvK9TzmLQwJPVtNqlevtTSzAcADwGedc/u62jTLMtfF8qON6zJgu3Pu5Txi6GpdMc9xjNS/vHc4504HDpIqF+TS6zF6tejLSZUCjgP6AzO7OF4pzmNXuhtP0eM0s68ArcDd/qJuxlKsz0w18BXgP7Kt7mYsJc9NHYUhoW8kVe/yjQY299bBzayCVDK/2zn3oLd4m5nVe+vrge0BsRbre3gL8C4zWwf8mlTZ5bvAYDOLZTlWOg5v/SBgVxHj84+50Tk333t9P6kEXy7nEOBiYK1zrtE51wI8CJxHeZ1HKNw52+g9L0qcXqfhZcD7nVeL6EGMO8h9/o/GBFJ/uBd5n5vRwCtmNrIHMRb1PPZIKes9eda/YqQ6IU6grdPk5F46tgG/AL7bYfl3aN85dbP3/J2071R5yVs+hFQdudb7WgsMKXCsF9LWKfob2ncmfcJ7/knad+bd5z0/mfYdVmsobKfos8Ak7/lN3vkrm3MIvBlYClR7x70L+HSpzyOda+gFO2fA37xt/c68SwsU4yXAa0Bdh+2ynhu6+HznOv9HG2OHdetoq6GX7DwW7LNWyoN34wdyKakrTFYDX+nF455P6l+oxcBC7+tSUvW9ecBK79H/4RrwfS/OvwMNGfv6ELDK+7qmCLFeSFtCH0+q932V96Go9JZXea9XeevHZ7z/K17cKyhwTz0wDVjgncffeh+KsjqHwH8Cy4ElwC+9xFOy8wjcQ6qe30KqJfjhQp4zoMH7XlcD/0uHTuujiHEVqXqz/3n5YdC5IcfnO9f5P9oYO6xfR1tCL8l5LOSXbv0XEekjwlBDFxGRPCihi4j0EUroIiJ9hBK6iEgfoYQuItJHKKGLiPQRSugiIn3E/wcCSlk4Yd2z4wAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2357,7 +2814,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -2366,28 +2823,28 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([32., 34., 16., 10., 5., 1., 0., 1., 0., 1.]),\n", - " array([ 683.78753094, 1421.73923066, 2159.69093039, 2897.64263011,\n", - " 3635.59432983, 4373.54602955, 5111.49772928, 5849.449429 ,\n", - " 6587.40112872, 7325.35282844, 8063.30452816]),\n", + "(array([21., 26., 13., 7., 11., 7., 8., 3., 2., 2.]),\n", + " array([ 718.88491668, 1155.17108514, 1591.4572536 , 2027.74342206,\n", + " 2464.02959051, 2900.31575897, 3336.60192743, 3772.88809589,\n", + " 4209.17426434, 4645.4604328 , 5081.74660126]),\n", " )" ] }, - "execution_count": 66, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2400,7 +2857,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -2409,24 +2866,24 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 68, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2439,7 +2896,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -2448,33 +2905,33 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "([array([ 5., 15., 28., 25., 20., 6., 1.]),\n", - " array([ 5., 16., 29., 23., 20., 6., 1.]),\n", - " array([ 5., 15., 28., 25., 20., 6., 1.]),\n", - " array([ 5., 15., 28., 25., 20., 6., 1.]),\n", - " array([ 5., 16., 28., 24., 20., 6., 1.]),\n", - " array([ 5., 15., 28., 25., 20., 6., 1.]),\n", - " array([ 5., 16., 28., 24., 20., 6., 1.])],\n", - " array([-0.55218258, -0.37203459, -0.1918866 , -0.01173861, 0.16840938,\n", - " 0.34855737, 0.52870537, 0.70885336]),\n", + "([array([ 4., 11., 16., 32., 20., 15., 2.]),\n", + " array([ 4., 11., 16., 32., 20., 15., 2.]),\n", + " array([ 4., 11., 16., 32., 20., 15., 2.]),\n", + " array([ 4., 11., 17., 32., 20., 14., 2.]),\n", + " array([ 4., 11., 16., 32., 20., 15., 2.]),\n", + " array([ 4., 11., 16., 32., 20., 15., 2.]),\n", + " array([ 4., 11., 16., 32., 20., 15., 2.])],\n", + " array([-0.70396484, -0.50755172, -0.3111386 , -0.11472548, 0.08168764,\n", + " 0.27810076, 0.47451388, 0.670927 ]),\n", " )" ] }, - "execution_count": 70, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/hatch_sim.ipynb b/hatch_sim.ipynb index 32eb539..1312e7f 100644 --- a/hatch_sim.ipynb +++ b/hatch_sim.ipynb @@ -113,24 +113,24 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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+inpFbFOgTVNcvcLbvzLhyCvy9LhxvtvozoTsBFDPabkucMpNsVxm84KmvWH//0FOlrWslLrpiQjpWTmkZGaTkpFNamYOyZlZpGbmkJqZTXJmNqn2spS855nZpF7KISMvuSok0boaHga8PW14e3lQweZBBU8PvD09qOBpczyv5O1JQEWrrILNA2+nsgrOD5sHnh4GT5sHXjaDp4cHnjaDl329l81a9vSwl1+x3ste39NmrLacym0ehf3frJRyBXcmZIuAp40xc4B2QJLb54/ladEPdsyBo2ugUbS7o1FK2WXl5JKUnpXvcTHveVr+9Yn2sovpWY5kqzSdSsZAJW9PKnl7UtHbk4oVbPhWsBFYqQJ+FTzx8bLhW8EDXy8bvl42fCrY8POy6vjY1/lWKPjTxykB87TdOP+VK6VuDC5LyIwxs4FoINAYcwJ4DfACEJGPgCXAfcABIA14xFWxlNld94CnL+xZrAmZUi6UfimH86mZnE+5xIXUS5xPvcSF1EzrZ4q1nLcuITWLlMzsYtvzq2Cjiq8XVXy98Pf1ol41P6r4elHJ25PKPvYEy9uTynnJlreNyt5eVPS2WUmYjye+XrYCQylKKeVqrvyW5fASygX4rav2f00q+EGTe2HvYuj9F7iBxpiVutGJCMmZ2Zy9mMGvFzP59WIGZ5PtP+3LvyZnEJ98qcghvwo2D6pVrEC1ihUIqFSBoAA/qlX0pqqflyPhyku6nJcreOrvqlLq5uTOIcsbW/N+1sT+U1uhbmt3R6PUDSMjK4eTiemcTEjP/zMx3ZGEFZZoVfL2pIa/NzUqexNZ7w6qV/YmoFIFAipWoFpFbyv5sidglbw9tZdKKXVb0YSsKE17gocn7FmkCdlt4uOPP3Z3CDeE7JxcTiamc+R8GkfiUzl+Ic2RcJ1MSOd86qV89W0ehjv9fahd1YfQulW5t7I3Nfy9qenvQ43KPtT096aGvw+VvPXPjVJKFUX/QhbFtyoEdbF6ye79Y8Hv1qpbTrNmzdwdwnWTkyucSEjjcHwqR8/n/UzlyPk0jl9Iy3dJBW9PD+rc4Uudqr60rOVPnaq+juU6d/hyp7+PTlJXSqlrpAlZcVr0g8XPwdk9ULOlu6NRLvbdd98B0K9fPzdHUn6yc3I5diGN/b+m8MuvyfxyNoX9vyZzKD6VS9m5jnp+FWw0CKhIi1qV6RVyJ0EBFWkQ4EdQYEWqV/bW4UOllHIxTciK06wPLH7emtyvCdkt77333gNu3oQsPiWTXacusutUEntOJ/NLIYlXnaq+NKlZiS5Nq3NX9YoEBVaiYYCfJl1KKeVmmpAVp3JNqNfOmkfW9SV3R6NcbN68ee4OoVREhBMJ6ew6lWRPwKwk7NeLmY46dar60rRmJbo2rU7jGpVoWrMyd9WopPO4lFLqBqV/nUvSsj8s/T2cPwgBd7k7GuVCgYGB7g6hUBczsth+PJGtRxPZdjyBuOOJJKZlAdYV3xvXqETHuwIJru1Py9r+BNeqQhU/vcOEUkrdTDQhK0nLAVZCtms+dHnR3dEoF5o+fToAo0aNclsMIsIvZ1PYejSBrccS2HYskQPnUhCxvlfStEZlera8k7B6VQiuXYXmd1bGx8vmtniVUkqVD03ISlKlrjVsqQnZLc8dCVlurpWArT90nvWHzrPh8AUu2C8rcYefF5H176B/eG0i699BWL0q+Ptoz5dSSt2KNCErjeCB8O/xcG4/VG/q7mjUTUxEOHguhdW/xLP+0AU2HD5Pgn34sU5VX2Ka1aBdo2q0aViNhgF+OtFeKaVuE5qQlUbLAfDvl2HXtxD9srujUTeZ5Iws1hw4z8r951i1/xwnE9MBqHuHL91a1KRdUDXaNwqgXjU/N0eqlFLKXTQhKw3/WtCgkzVsqQmZKoGIsPdMMv/Ze5aV+8+x9WgC2blCJW9POjUO4LcxjencJFATMKWUUg6akJVWyAPw/Qvw6269JpkqICdX2HosgaU7z7B09xmOX7B6wYJr+zOmSyO6Nq1OVIM78NIr2iullCqEJmSl1aI/LBlnDVtqQqaAS9m5rDkQz9JdZ/hxz6/Ep1yigs2DTo0DGBvdmG7Na1DD38fdYSqllLoJaEJWWpVqQMPOsPNbiHlF7215m8rJFTYevsCi7SdZ8t8zJKVnUcnbk+hm1ekZfCfRzapTWb8JqZRSqow0ISuLkIHw3bNwZgfUCnd3NOo6ERF2nbrIwriTfLf9NGcuZlCxgo0ewXfSL7wWnRoH4u2p1wJTSil19TQhK4sW/a15ZDu/1YTsFrNg20m2HUskMzuHTu/+h3E9m3F3k0C+3XqCrzYd5+C5VLxshuhmNfhDRAu6Na+JbwVNwpRSSpUPnWFcFn7VoFG0lZDl5pZUW90kFmw7yYRv/4t/35eofv8ETiam8/zXcbR960feXrKXqn4VeGdgKJteuZdPftOavmG1+ejDKQQHBxMSEsLw4cPJyMgAoHPnzkRERBAREUHt2rW5//77C92nzWZz1Ovfv79jfWxsLGFhYfz+9793rHvzzTdZuHBhmY9r+PDhhIWF8f777+c/3gUL2L17d4nbR0dHs3nz5jLv110++OAD0tLSyrTNihUr6Nu3b5m2GTduHMHBwYwbN67U57I4GzdudLwXwsPDmT9//jW1V1Zvv/224/mRI0cICQm5rvtXSlm0h6ysQh+E+WPg+AZo0MHd0ahyMGnpPtKzcrD5VXGsyxWo5O3Jgt92pHGNyvnqnzx5kilTprB79258fX158MEHmTNnDqNGjeLnn3921Bs0aBADBgwodJ++vr7ExcXlW7djxw7Hz86dO5OUlERaWhobN25k4sSJZTqmM2fOsHbtWo4ePVqgbMGCBfTt25eWLW+tL6d88MEHjBgxAj8/115O5OOPP+bcuXN4e3szatSoMp/L7OxsPD0v/+kNCQlh8+bNeHp6cvr0acLDw+nXr1++Oq709ttv5/sHQCnlHtpDVlbN+4CXH+yY4+5I1DUSEbYcTXBcqFVEyE6Od5SnZmYXSMbyZGdnk56eTnZ2NmlpadSuXTtfeXJyMv/5z3+K7CErjJeXF+np6eTm5nLp0iVsNhuvvvoqb7zxRpHbZGRk8MgjjxAaGkpkZCTLly8HoEePHpw9e5aIiIh8SeLatWtZtGgR48aNIyIigoMHDxIXF0f79u0JCwvjgQceICEhId8+cnNzGTlyJH/4wx8AWLZsGR06dCAqKoohQ4aQkpICQMOGDXnttdeIiooiNDSUvXv3ArBy5UpHD1BkZCTJycn52h8/fjxTp051LL/++uu89957AEyaNIk2bdoQFhbGa6+9BkBqaip9+vQhPDyckJAQvvrqK6ZMmcKpU6eIiYkhJiam2Dj//e9/07x5c+6++26+/fbbQs/rkSNH6Ny5M1FRUURFRbF27VoA+vfvT2pqKu3ateOPf/xjgXN58OBBevXqRatWrejcubPjHIwaNYrnn3+emJgYxo8fn29ffn5+juQrIyOjyLszVKpUifHjx9OqVSvuvfdeNm7cSHR0NI0aNWLRokXFvh+mT5/OwIED6dWrF02aNOGll14C4OWXXyY9PZ2IiAhiY2MByMnJYfTo0QQHB9OjRw/S063fjylTptCyZUvCwsIYNmxYoTEqpa6BiNxUj1atWonbfTNa5J16IlkZ7o5EXYWMrGz5Zstx6ff3n6XB+MXScPxiaTB+sfi16CLe9UKkgX254zs/FdnGBx98IBUrVpTAwEB56KGHCpTPmDFDBg0aVOT2NptNWrVqJe3atZP58+c71j/77LMSHh4ukydPlm3btsljjz1W7LFMnjxZRo0aJSIie/bskXr16kl6erocPnxYgoODC91m5MiRMnfuXMdyaGiorFixQkREJk6cKM8++6yIiHTt2lXWrVsnw4YNkz/96U8iInLu3Dnp3LmzpKSkiIjIu+++K3/84x9FRKRBgwYyZcoUERH58MMPHbH37dtXVq9eLSIiycnJkpWVlS+erVu3SpcuXRzLLVq0kKNHj8rSpUtl9OjRkpubKzk5OdKnTx9ZuXKlzJs3Tx5//HFH/cTERMf+z507V2yc6enpUrduXdm/f7/k5ubKkCFDpE+fPgXOUWpqqqSnp4uIyP79+8X5707FihWLPJf33HOP7N+/X0RE1q9fLzExMY56ffr0kezs7MJeElm/fr20bNlSKlasKN9++22hdQBZsmSJiIjcf//90r17d7l06ZLExcVJeHi4iBT9fvjiiy8kKChIEhMTJT09XerXry/Hjh0rcDyHDx8Wm80m27ZtExGRIUOGyMyZM0VEpFatWpKRYf3NS0hIKDRGpVRBwGYpRX6jQ5ZXI+xB2PEV7F8KLfuXXF/dEJIzsvjXhmN8tvowZ5MzaVyjEm/eH0IFD8Pr3+2mev+XHHV9vWyM69ms0HYSEhJYuHAhhw8fpmrVqgwZMoRZs2YxYsQIR53Zs2fz+OOPFxnLsWPHqF27NocOHeKee+4hNDSUu+66iw8++MBRp1+/fnz88ce89dZbbN++ne7duzN69Oh87axevZpnnnkGgObNm9OgQQP279+Pv79/qc5JUlISiYmJdO3aFYCRI0cyZMgQR/kTTzzBgw8+yCuvvALA+vXr2b17N506dQLg0qVLdOhweeh+4MCBALRq1crR+9SpUyeef/55YmNjGThwIHXr1s0XQ2RkJGfPnuXUqVOcO3eOO+64g/r16zNlyhSWLVtGZGQkACkpKfzyyy907tyZF198kfHjx9O3b186d+5c4LiKinPv3r0EBQXRpEkTAEaMGMG0adMKbJ+VlcXTTz9NXFwcNpuN/fv3l3guU1JSWLt2bb7zl5mZ6Xg+ZMgQbLbCvwjSrl07du3axZ49exg5ciS9e/fGxyf/NewqVKhAr169AAgNDcXb2xsvLy9CQ0M5cuQIUPT7AaBbt25UqWINy7ds2ZKjR49Sr169ArEEBQUREREBWK9jXtthYWHExsZy//33l6nnVylVOpqQXY2gaKhU00rKNCG74cWnZPLFmsP8c91RkjOyubtxIO89GM7djQMdw0PeXjYmLd3HqcR0alf1ZVzPZtwfWafQ9n788UeCgoKoXr06YCUha9eudSRk58+fZ+PGjcVOzs4b4mzUqBHR0dFs27aNu+66y1G+cOFCWrduTWpqKjt37uTrr7+mS5cuxMbG5psjZf3z5TodO3Zk+fLlvPDCC/j4+CAidO/endmzZxda39vbG7C+tJCdnQ1Yw2J9+vRhyZIltG/fnh9//JHmzZvn227w4MHMmzePM2fOOIbDRIQJEybwxBNPFNjPli1bWLJkCRMmTKBHjx68+uqr+cqLijMuLq5UN2x///33qVmzJtu3byc3N7dAclSY3NxcqlatWmBuYJ6KFSuW2EaLFi2oWLEiO3fupHXr1vnKvLy8HLF7eHg4zrWHh4fjXBf3fsirD/lfn5Lq5Q1Zfv/996xatYpFixbx5ptvsmvXrus2z02p24HOIbsaNk8IGQy/LIO0C+6ORhXhVGI6ExfspNO7/2HqioN0bhLIoqc7MevxdnRuUj3fB/P9kXV4wHMrvw3cw5qX7ykyGQOoX78+69evJy0tDRHhp59+okWLFo7yuXPn0rdv3yI/xBMSEhw9J/Hx8axZsybfpPCsrCz+9re/MW7cONLS0hxx5s0tc9alSxe+/PJLAPbv38+xY8do1qzwnr08lStXdszjqlKlCnfccYdjntnMmTMdvWUAjz32GPfddx9DhgwhOzub9u3bs2bNGg4cOABAWlpaib1HBw8eJDQ0lPHjx9O6dWvHvCpnw4YNY86cOcybN4/BgwcD0LNnTz7//HPH3K+TJ086etL8/PwYMWIEL774Ilu3bi1wXEXF2bx5cw4fPszBgwcBikwsk5KSqFWrFh4eHsycOZOcnJwSz6W/vz9BQUHMnTsXsJKj7du3F3tuAA4fPuxIjo4ePcq+ffto2LBhidsV5mreD15eXmRlZRVbJzc3l+PHjxMTE8Nf/vIXEhMTHa+LUqp8aEJ2tcIehJxLsHuBuyNRVzibnMHri3YRPWkFczYd4/6IOvz4fFemxrYirG7VIrdbvHgxixcvLrH9du3aMXjwYMfk9dzcXMaMGeMonzNnDsOHD89nzFPKAAAgAElEQVS3zebNmx1DmHv27KF169aEh4cTExPDyy+/nC8h+/DDDxk5ciR+fn6EhYUhIoSGhtKpUyeqVs0f/9ixY8nJySE0NJShQ4cyffr0fD0chRk2bBiTJk0iMjKSgwcPMmPGDMaNG0dYWBhxcXEFepuef/55oqKiePjhhwkICGD69OmOS2q0b9++0ATL2QcffEBISAjh4eH4+vrSu3fvAnWCg4NJTk6mTp061KpVC7C+mPDQQw/RoUMHQkNDGTx4MMnJyfz3v/+lbdu2RERE8NZbbzm+bDBmzBh69+5NTEwM1atXLzROHx8fpk2bRp8+fbj77rtp0KBBoTGPHTuWGTNm0L59e/bv319k79aV5/LLL7/ks88+Izw8nODg4FJdrmT16tWEh4cTERHBAw88wNSpUwkMDCxxu6LiLuv7YcyYMY7hyKLk5OQwYsQIx5cFnnvuuQLvRaXUtTGuHvIob61bt5Yb4tpIIjC1PfjeAY/+293RKOBC6iU+XnWQGWuPkJUjDI6qyzPdGlP3jtJdBiE6Ohqwrk2llFJKlQdjzBYRaV1SPZ0AcLWMsXrJfnoDEo7AHQ3dHdFtK+1SNtNWHeLTnw+Teimb+yPq8Gy3JjQMLHnOjlJKKXUj0ITsWoQOsRKyHV9D15dKrq/KVU6u8M3WE0xeuo+zyZn0DrmT57s3pUnNwq8dppRSSt2oNCG7FlXrQ8POEPcldH4RPHRK3vWy9kA8f/p+D7tPXySiXlX+d0QUrRpUc3dYSiml1FXRhOxaRT5s3Urp2FpoeLe7o7nlHb+QxhuLd/PD7l+pU9WXKcMj6RdWq1SXMlBKKaVuVJqQXasW/WCJP2ydqQmZC13KzuWTnw/x9//8gsHwUq9mPNopCB+vwi+0qZRSSt1MXDrGZozpZYzZZ4w5YIx5uZDy+saY5caYbcaYHcaY+1wZj0tU8IOQQbB7IWQkuTuaW9LaA/H0/tsqJi3dR3TTGvz0QlfGRjfWZEwppdQtw2UJmTHGBnwI9AZaAsONMS2vqPYH4GsRiQSGAVO5GUU9DNnpsLPwGxWrq5OQeonnvorjoU83kJUjfDGqDR893IraVX3dHZpSSilVrlw5ZNkWOCAihwCMMXOAAcBupzoC5N10rwpwyoXxuE7tKKjRErbNhNaPuDuaW8L//fc0ExfuJDEti9/d05ixMa7vEdPrjymllHIXVyZkdYDjTssngHZX1HkdWGaMeQaoCNxbWEPGmDHAGLBuW3PDMQYiR8DS38Ovu6HmlR2BqrTOp2Ty6qJdfL/jNCF1/Jn5WDta1CrdjbKVUkqpm5Ur55AV9rW3K28LMByYLiJ1gfuAmcaYAjGJyDQRaS0irfNu6HzDCRsKHl7WJTDUVfl+x2m6v7+KZbvOMK5nM+aP7XRdk7HJkyczefLk67Y/pZRSKo8re8hOAPWclutScEjyMaAXgIisM8b4AIHAWRfG5RoVA6FZb9g+B7q9Bp4V3B3RTSMlM5vXFu7im60nCKtbhUmD29Pszut/cdd169Zd930qpZRS4NqEbBPQxBgTBJzEmrT/0BV1jgHdgOnGmBaAD3DOhTG5VuTDsGcR7P8/aDnA3dHcFOKOJ/LsnG0cv5DG77o14Xf3NMbT5p4L7H7zzTdu2a9SSinlsk8+EckGngaWAnuwvk25yxjzhjGmv73aC8BoY8x2YDYwSm62u507a9wN/OvC5i/cHckNLydX+HD5AQb/71qyc4SvnujA892bui0ZU0oppdzJpReGFZElwJIr1r3q9Hw30MmVMVxXHjZoNRKWvwXnD0LAXe6O6IYUn5LJs3O2sebAefqE1eLtB0Kp4uvl7rCYMGECAO+8846bI1FKKXW70e6I8hb1GzA22KK9ZIXZcjSBvlNWs/lIAn8eFMo/hkfeEMkYWHPIdB6ZUkopd9CErLxVvhOa94FtX0JWhrujuWGICNPXHGbox+uo4OnBN091ZGib+noPSqWUUgpNyFyjzWOQfsG6nZIi7VI2z86J4/XvdtO1aXW+e/puQupUcXdYSiml1A1Dby7uCg27QLW7YPNnED7U3dG41emkdB6fsZndpy8yrmcznup6Fx4e2iumlFJKOdMeMlfw8IDWj8LxDXBmp7ujcZu444n0/8cajp5P47ORrfltTGNNxpRSSqlCaELmKhEPgc0bNn/u7kjcYtH2Uwz9eB0+Xh58O7Yj9zSv6e6QlFJKqRuWJmSu4lcNQgbCjq8gM9nd0Vw3IsL7P+znd7O3EVa3CgvGdqJpzet/1X2llFLqZqIJmSu1eRwupUDcbHdHcl1k5+Qy/psd/O2nXxjcqi6zHm9HQCVvd4ellFJK3fA0IXOluq2hTivY8BHk5ro7GpdKv5TDEzO38PXmE/zunsZMGhyGt6fN3WGVSUBAAAEBAe4OQyml1G1Iv2Xpau3HwjePwYEfoWkPd0fjEgmpl3hsxia2HU/kzftDeLh9A3eHdFX0XpZKKaXcRXvIXK3lAKhcC9ZPdXckLnEyMZ3BH61l58mLTH0o6qZNxpRSSil30oTM1Wxe1lyyQ8vh7F53R1Oujp5P5cGP1nH2Yib/fKwtvUNruTukazJhwgTH/SyVUkqp60kTsuuh1SPg6WPNJbtFHDyXwoMfryP1Ujazx7SnfaObf+7V+fPnOX/+vLvDUEopdRvSOWTXQ8UACHsQts+Bbq9al8S4ie07k0zspxsQEeaMaU/zO/3dHVK5mDZtmrtDUEopdZvSHrLrpd2TkJ0OW2e4O5JrsutUEsOmrcPDwFdP3DrJmFJKKeVOmpBdLzWDIagLbPwEcrLcHc1V2XvmIrGfbsDXy8bXT3SgcY1b64KvY8aMYcyYMe4OQyml1G1IE7LrqcPTcPEk7PzW3ZGU2cFzKYz4dAPenh7MGdOBhoEV3R1Sudu/fz/79+93dxhKKaVuQ0XOITPGRBW3oYhsLf9wbnGNu0P1FrDmb9acMnNz3Gj72Pk0Yj/ZAMCXj7enfoCfmyNSSimlbi3FTep/z/7TB2gNbAcMEAZsAO52bWi3IA8P6PQsLHjSulBsk+7ujqhEpxLTeejT9WRk5zBnTHsa16jk7pCUUkqpW06RQ5YiEiMiMcBRIEpEWotIKyASOHC9ArzlhAwC/zpWL9kNLj4lk9hPN5CUlsXMR9vpBH6llFLKRUozh6y5iPw3b0FEdgIRrgvpFudZwbqd0pGf4cQWd0dTpNTMbB6dvonTSelMf7QNoXWruDskpZRS6pZVmoRsjzHmU2NMtDGmqzHmE2CPqwO7pbUaCT5VYM377o6kUFk5uTz15VZ2nbrIhw9F0arBzX3dNKWUUupGV5qE7BFgF/As8D/Abvs6dbW8K1u3U9qzGOJvrNFfEWH8vB2s2n+Otx8IoVuLmu4OSSmllLrllZiQiUgG8BHwsog8ICLv29epa9HuSbBVgLVT3B1JPn/+9z6+3XaSF7o3ZWib+u4ORymllLotlJiQGWP6A3HAv+3LEcaYRa4O7JZXqQZExkLcvyDphLujAWDW+qN8tPIgse3q8/Q9jd0dznXXtGlTmjZt6u4wlFJK3YZKM2T5GtAWSAQQkTigoQtjun3c/RwgN8Q3Llf/Es9ri3ZxT/MavDEgBHOTXCOtPE2bNk3vZ6mUUsotSpOQZYtIkssjuR1VrQ8RD8GWGXDxtNvCOHguhbFfbqFx9Ur8bVgENo/bLxlTSiml3Kk0CdlOY8xDgM0Y08QY83dgrYvjun3c/TzkZrutlywx7RKPz9iMl82DT0e2prKPl1viuBHovSyVUkq5S2kSsmeAYCAT+BeQhPWNS1UeqgVB+DDY8gUk/3pdd52Vk8vYL7dyMiGdjx9uRb1qt/ctkQICAggICHB3GEoppW5DRkSKr2DMEBGZW9K666V169ayefNmd+zadc4fhH+0ti4Y2/Ot67bb1xbuZMa6o7w3JJxBrepet/0qpZRStwtjzBYRaV1SvdL0kE0o5brCguhljNlnjDlgjHm5iDoPGmN2G2N2GWP+VZp2bzkBd0Hog7D5c0g5d112OX/bCWasO8rjdwdpMqaUUkq5WZE3FzfG9AbuA+oYY5wvluUPZJfUsDHGBnwIdAdOAJuMMYtEZLdTnSZYyV0nEUkwxtS4usO4BXR5EXZ8ZV2XrMebLt3V7lMXmfDtf2kXVI2Xezd36b5uJoMGDQLgm2++cXMkSimlbjfF9ZCdAjYDGcAWp8cioGcp2m4LHBCRQyJyCZgDDLiizmjgQxFJABCRs2UL/xYS2ARCh8DGTyD5jMt2k5SWxZOztlDF14t/PBSFp600naS3h/Pnz3P+/Hl3h6GUUuo2VOSnsYhsF5EZQGMRmWF/vggryUooRdt1gONOyyfs65w1BZoaY9YYY9YbY3oV1pAxZowxZrMxZvO5c9dnSM8tYiZAbhasmuSS5nNzhee/juNUYjpTY6OoXtnbJftRSimlVNmUpnvkB2OMvzGmGrAd+MIY89dSbFfYxayu/AaBJ9AEiAaGA58aY6oW2Ehkmoi0FpHW1atXL8Wub1LVGkHUb2DLdLhwuNybn7riAD/tPcvEvi31huFKKaXUDaQ0CVkVEbkIDAS+EJFWwL2l2O4EUM9puS7WMOiVdRaKSJaIHAb2YSVot68u48DDE1b+uVyb3XTkAn/9YT/9w2vzmw4NyrVtpZRSSl2b0iRknsaYWsCDwOIytL0JaGKMCTLGVACGYQ15OlsAxAAYYwKxhjAPlWEftx7/2tB2NGyfA2f3lEuTiWmXeHb2NupV8+PtgaG35W2RlFJKqRtZkd+ydPIGsBRYIyKbjDGNgF9K2khEso0xT9u3tQGfi8guY8wbwGYRWWQv62GM2Q3kAONERGdV3/08bJ4O//kTDPvympoSEcZ/s4NzKZl881RHKnmX5iVXSqnyl5WVxYkTJ8jIyHB3KEqVOx8fH+rWrYuX19Xd8abET2f7BWDnOi0fAgaVpnERWQIsuWLdq07PBXje/lB5/KpBx2dgxdtwYgvUbXXVTX254RhLd/3KK/e1IKxugel5Sil13Zw4cYLKlSvTsGFD7alXtxQR4fz585w4cYKgoKCraqPEIUtjTFNjzE/GmJ325TBjzB+uam+q9DqMBb9A+GEilHA3haLsO5PMm4t306VpdR67++reIEopVV4yMjIICAjQZEzdcowxBAQEXFPvb2nmkH2CdfHWLAAR2YE1H0y5kndl6zIYR9fA3u/LvHlGVg7PzN5KZR8v3hsSjoeH/gEsSYcOHejQoYO7w1DqlqbJmLpVXet7uzQJmZ+IbLxiXYlX6lflIGoUBDaDH16FnKwybfrXH/az/9cUJg8J0+uNldI777zDO++84+4wlFIu9NZbbxEcHExYWBgRERFs2LABgIYNGxIfH++2uObOnUuLFi2IiYnJt37FihX07du3TG1Nnz6dU6euvKhBwTpPP/10iW198MEHpKWllVivUqVKpY7vaqWmphIQEEBSUlK+9ffffz9ff/11mdpKTExk6tSpZY7h9ddfZ/LkyWXerjRKk5DFG2Puwn4NMWPMYOC0S6JR+dk8rdsoXTho3eeylDYducAnPx8itl19opvdvnejUkopZ+vWrWPx4sVs3bqVHTt28OOPP1KvXr2SNyxBdva191F89tlnTJ06leXLl19zW6VJyEqrtAnZ9VCxYkV69OjBggULHOuSkpJYvXp1mZPWq03IXKk0CdlvgY+B5saYk8D/AE+6NCp1WZMeENQVVrwL6YklVk/NzOaFr7dT9w5ffn9fi+sQ4K1j0KBBjvtZKqVuPadPnyYwMBBvb2vUIDAwkNq1azvK//73vxMVFUVoaCh79+4FYOPGjXTs2JHIyEg6duzIvn37ACvpGTJkCP369aNHjx4ATJo0iTZt2hAWFsZrr71WaAyzZ88mNDSUkJAQxo8fD8Abb7zB6tWrefLJJxk3blyBbVJSUhg8eDDNmzcnNjYWsc8rfuONN2jTpg0hISGMGTMGEWHevHls3ryZ2NhYIiIiSE9PZ9OmTXTs2JHw8HDatm1LcnIyAKdOnaJXr140adKEl156qcB+p0yZwqlTp4iJiXH03BUWv7P4+Hg6dOjA999/X+Q5OXLkCC1atGD06NEEBwfTo0cP0tPTHfts2bIlYWFhDBtWcHbU8OHDmTNnjmN5/vz59OrVCz8/P1JTU3n00Udp06YNkZGRLFy4EIBdu3bRtm1bIiIiCAsL45dffuHll1/m4MGDREREOM55Ua/fW2+9RbNmzbj33nsdr79LiEixD8Bm/1kRqFxSfVc/WrVqJbed0ztEXqsisvSVEqu+Mn+HNHx5saw/GH8dAru1TJo0SSZNmuTuMJS6Ze3evdvx/PVFO+XBj9aW6+P1RTuL3X9ycrKEh4dLkyZN5KmnnpIVK1Y4yho0aCBTpkwREZEPP/xQHnvsMRERSUpKkqysLBER+eGHH2TgwIEiIvLFF19InTp15Pz58yIisnTpUhk9erTk5uZKTk6O9OnTR1auXJlv/ydPnpR69erJ2bNnJSsrS2JiYmT+/PkiItK1a1fZtGlTgZiXL18u/v7+cvz4ccnJyZH27dvLzz//LCLi2LeIyIgRI2TRokUF2srMzJSgoCDZuHFjvuP54osvJCgoSBITEyU9PV3q168vx44dK7D/Bg0ayLlz50qMv2LFinLmzBlp27atLFu2rNhzcvjwYbHZbLJt2zYRERkyZIjMnDlTRERq1aolGRkZIiKSkJBQIJ7MzEypXr26xMdbn3E9e/aUxYsXi4jIhAkTHO0kJCRIkyZNJCUlRZ5++mmZNWuWY/u0tDQ5fPiwBAcHO9otKtbNmzdLSEiIpKamSlJSktx1113Ffk44v8fzYF3qq8T8pjQ9ZIeNMdOA9kCKyzJDVbQ7QyEiFjZ8XOwtlVbtP8es9cd4rFMQ7RoFXMcAbw0vvvgiL774orvDUEq5SKVKldiyZQvTpk2jevXqDB06lOnTpzvKBw4cCECrVq04cuQIYA2JDRkyhJCQEJ577jl27drlqN+9e3eqVbNuQ7ds2TKWLVtGZGQkUVFR7N27l19+yX/Jzk2bNhEdHU316tXx9PQkNjaWVatWlRh327ZtqVu3Lh4eHkRERDhiW758Oe3atSM0NJT//Oc/+WLLs2/fPmrVqkWbNm0A8Pf3x9PTuuJVt27dqFKlCj4+PrRs2ZKjR48WG0dx8WdlZdGtWzf+8pe/0L179xLPSVBQEBEREQXOd1hYGLGxscyaNcsRp7MKFSrQv39/5s2bR3x8PHFxcY4eymXLlvHuu+8SERFBdHQ0GRkZHDt2jA4dOvD222/z5z//maNHj+Lr61ug3aJi/fnnn3nggQfw8/PD39+f/v37F3uOrkVprhLaDOiHNXT5mTFmMTBHRFa7LCpV0D1/gN0LYOnvYfjsAsUXM7IY/80OGteoxIs9m7khQKWUKr3X+gW7Zb82m43o6Giio6MJDQ1lxowZjBo1CsAxlGmz2RzzwiZOnEhMTAzz58/nyJEjREdHO9qqWLGi47mIMGHCBJ544oki9y1XeQmjvLicY8vIyGDs2LFs3ryZevXq8frrrxd6yQURKfLbf4W1W5zi4vf09KRVq1YsXbqUrl27OuoXdk6OHDlSYN95Q5bff/89q1atYtGiRbz55pvs2rWrQGI2fPhw/vSnPyEiDBgwwHEhVhHhm2++oVmz/J+BLVq0oF27dnz//ff07NmTTz/9lEaNGhU4tsJi/eCDD67bN4NL7CETkXQR+VpEBgKRgD+w0uWRqfz8a0HXl2DfEti/rEDxn/9vL79ezGDykHB8vGxuCPDml/dHWil1a9q3b1++Xqu4uDgaNCj+3r5JSUnUqVMHIF9v2pV69uzJ559/TkqKNZB08uRJzp49m69Ou3btWLlyJfHx8eTk5DB79mxH8lJWeclXYGAgKSkpzJs3z1FWuXJlxzyx5s2bc+rUKTZt2gRAcnJymb6E4NxWcfEbY/j888/Zu3cv7777LlC6c+IsNzeX48ePExMTw1/+8hcSExMd2zqLiYnhl19+4cMPP2T48OGO9T179uTvf/+7I3Hctm0bAIcOHaJRo0b87ne/o3///uzYsSPfcRUXa5cuXZg/fz7p6ekkJyfz3XfflfrclVWp7qNjjOkKDAV6Y92j8kGXRaSK1u4p2DoT/j0eGnUFT+s/jE1HLvDlhmM8dncQEfX0avxKKVWYlJQUnnnmGRITE/H09KRx48ZMmzat2G1eeuklRo4cyV//+lfuueeeIuv16NGDPXv2OK5lWKlSJWbNmkWNGpe/6V6rVi3eeecdYmJiEBHuu+8+BgwYcFXHUrVqVUaPHk1oaCgNGzZ0DEkCjBo1iieffBJfX1/WrVvHV199xTPPPEN6ejq+vr78+OOPpd7PmDFj6N27N7Vq1WL58uXFxm+z2ZgzZw79+vXD39+fsWPHFnpObLbCOw1ycnIYMWIESUlJiAjPPfccVasW/Ezz8PBg0KBBzJ07ly5dujjWT5w4kf/5n/8hLCwMEaFhw4YsXryYr776ilmzZuHl5cWdd97Jq6++SrVq1ejUqRMhISH07t2bSZMmFRprVFQUQ4cOJSIiggYNGtC5c+dSn7uyMiV1oRpjDgNxwNfAIhFJdVk0pdC6dWvZvHmzO0NwrwM/wayB0O1V6PwCmdk59JmymvRLOSx7rgsV9V6VVy2vd2zFihVujUOpW9WePXto0UK//a1uXYW9x40xW0SkdUnblubTO1xELl5tcKqcNe4GLfrBqskQNpT/3ZTGgbMpfPFIG03GlFJKqZtUaeaQaTJ2o+n5NkguyYvGM3X5QfqH1yZGLwCrlFJK3bRKc9kLdaOpWp/cu5+n8sHFdPPawcS+Ld0dkVJKKaWuQYkJmTEmqDTr1PU1z3sQB3JrM8l3BtW99daiSiml1M2sND1k3xSybl4h69R1kph2iXd+OMQ/A5+nUvpJWP62u0NSSiml1DUocha4MaY5EAxUMcYMdCryB3xcHZgq2nvL9nMxI5vhQ4bC5p2wfiqEDobake4OTSmllFJXobgesmZAX6Aq1pX68x5RwGjXh6YKs/NkEl9uOMrD7RvQopY/3PtHqFgdFv0OcnTo8lr07duXvn37ujsMpZQLvfXWWwQHBxMWFkZERAQbNmwAoGHDhsTHx7strrlz59KiRQvHTbzzHDlyhJCQkHzrXn/9dSZPnlxsewsWLGD37t3F1lmxYkWp/uZNnz6dU6dOlVjvep3Dws5JWZX22IsSHR1NeV+Cq8geMhFZCCw0xnQQkXXluld1VUSE1xbt4g6/CjzXvam10rcq9P4LzB1p9ZR1+p17g7yJ6X0slbq1rVu3jsWLF7N161a8vb2Jj4/n0qVL19xudnZ2ofddLIvPPvuMqVOnFkjIrtaCBQvo27cvLVte+5e+pk+fTkhICLVr1y6HyFRRSjOH7IAx5vfGmGnGmM/zHi6PTBUwf9tJthxNYHzv5lTx9bpc0HIANLvPmktWzM3HlVLqdnb69GkCAwMd91EMDAzMl2T8/e9/JyoqitDQUPbu3QvAxo0b6dixI5GRkXTs2JF9+/YBVpIyZMgQ+vXr57i59aRJk2jTpg1hYWG89tprhcYwe/ZsQkNDCQkJYfz48QC88cYbrF69mieffJJx48aV6Zg++eQT2rRpQ3h4OIMGDSItLY21a9eyaNEixo0bR0REBAcPHuTAgQPce++9hIeHExUVxcGDBwHr7gWDBw+mefPmxMbGFrhf5bx589i8eTOxsbFERESQnp7OTz/9RGRkJKGhoTz66KNkZmbm2yY9PZ1evXrxySefADBr1izatm1LREQETzzxBDk5OYB1NfxXXnmF8PBw2rdvz6+//gpYvYUhISGEh4fnuxJ/SeLi4mjfvj1hYWE88MADJCQkABR57Hk2bdpEZGQkhw4dIjU1lUcffZQ2bdoQGRnJwoULHcc0bNgwwsLCGDp0qOPem+VKRIp9AGuBP2PdLmlQ3qOk7Vz1aNWqldyOLqZfklZv/iAD/rFacnJyC1ZIPCHydl2Rz3uL5ORc/wBvAV27dpWuXbu6Owylblm7d+++vLBkvMjn95XvY8n4YvefnJws4eHh0qRJE3nqqadkxYoVjrIGDRrIlClTRETkww8/lMcee0xERJKSkiQrK0tERH744QcZOHCgiIh88cUXUqdOHTl//ryIiCxdulRGjx4tubm5kpOTI3369JGVK1fm2//JkyelXr16cvbsWcnKypKYmBiZP3++iFh/fzZt2lQg5sOHD4uPj4+Eh4c7HjVr1pRJkyaJiEh8fLyj7iuvvOI4hpEjR8rcuXMdZW3btpVvv/1WRETS09MlNTVVli9fLv7+/nL8+HHJycmR9u3by88//1wgBufY0tPTpW7durJv3z4REXn44Yfl/fffd5zDw4cPS7du3WTGjBkiYr3mffv2lUuXLomIyFNPPeUoA2TRokUiIjJu3Dh58803RUQkJCRETpw4ISIiCQkJhZ6T4ODgAutDQ0Mdr+nEiRPl2WefLfbY+/TpI2vWrJGoqCg5evSoiIhMmDBBZs6c6dh3kyZNJCUlRd577z155JFHRERk+/btYrPZCn298r3H7YDNUor8pjQ9ZH4iMl6sG4x/k/co/9RQFWfqioPEp2TyxoBgPDwKufN8lTrQ6104ugY2/O/1D/AWMGrUKEaNGuXuMJRSLlKpUiW2bNnCtGnTqF69OkOHDs13w/CBA63vr7Vq1YojR44A1s3FhwwZQkhICM899xy7du1y1O/evTvVqlUDYNmyZSxbtozIyEiioqLYu3dvvhuZg9UTEx0dTfXq1fH09CQ2NpZVq1aVGPddd91FXFyc4/Hkk086ynbu3Ennzp0JDQ3lyy+/zBdfnuTkZE6ePMkDDzwAgI+PD35+fgC0bduWunXr4uHhQUREhOO4i7Jv3z6CgoJo2tSaNjNy5Mh8xzBgwAAeeeQRfvOb3+lBYXkAACAASURBVADw008/sWXLFtq0aUNERAQ//fQThw4dAqBChQqOeVzO57xTp06MGjWKTz75xNGbVpKkpCQSExMdNzvPi6u4Y9+zZw9jxozhu+++o379+oD1Or777rtEREQQHR1NRkYGx44dY9WqVYwYMQKAsLAwwsLCShVXWZRm0HuxMeY+EVlS7ntXpXIiIY3PVh9mYGQdwuoWc/PwiIdgz3fw4x+h8b1Qvdn1C/IWoMmYUtdR73fdslubzUZ0dDTR0dGEhoYyY8YMx+9+3lCmzWYjO9v6ktTEiROJiYlh/vz5/H979x1eRZn3f/z9TaeE0GuooiAlgEaioAgqyiqKBbsuuBZcdd2qP2V/ernqs7qWXevu6lpQlkdXUJFiWUVAAQsIiBRRSpBQQ6/p9/PHHJJDCMkJOSeTnHxe1zXXmZkz58wnI5Cv99xz35mZmcVz3gI0aNCgeN05x7333suYMWOOem5XwdzRx2L06NFMnjyZPn36MG7cuDLn4i3vvId+Zjj85z6ain6GgQMH8sEHH3DNNddgZjjnGDVqFI888sgRx8bHx2NmR5z7n//8J1999RXTp0+nb9++LF68mGbNmpV73mPJ26ZNG3Jycli0aFHxrWvnHG+//Tbduh35+/NQ1kgJpYXs13hFWY6Z7TGzvWam6ZSq0eMfrcSAP5xXQYFlBhc+DQkN4N1b9dRlJW3bts3Xp6xEJLJWrlx5WKvV4sWL6dixY7mf2b17N+3atQM4rDWttPPOO49XXnmFffv2AbBhwwa2bt162DEZGRnMnj2bbdu2UVhYyBtvvFHconOs9u7dS5s2bcjPz2fChAnF+5OTk9m7dy8AjRo1IjU1lcmTJwOQm5vLgQMHQj5H8Hd1796dzMxMVq1aBcD48eMP+xkefPBBmjVrxm233QbA2WefzaRJk4qvxY4dO1i3bl2551u9ejUZGRk8+OCDNG/enPXr11eYMSUlhSZNmvD5558flqu8n71x48ZMnz6dsWPHFhey5513Hs8++2xxIbdo0SIABg0aVHx9ly5dypIlSyrMVFmhzGWZ7JyLcc4lOecaBbYbhT2JlGnx+l28t3gjN5/RhbaN61X8geRWMPyvsHEhzPlb5ANGkZEjRzJy5Ei/Y4hIhOzbt49Ro0bRo0cP0tLSWL58OQ888EC5n7n77ru59957GThwYLm3z84991yuueYaTjvtNHr37s3IkSOLi5hD2rRpwyOPPMKQIUOKO5iPGDGiSj/TQw89REZGBkOHDqV79+7F+6+66ioef/xx+vXrx+rVqxk/fjzPPPMMaWlpDBgwgM2bN4d8jtGjR3PrrbfSt29fnHO8+uqrXH755fTu3ZuYmJjDbqECPPXUU+Tk5HD33XfTo0cPHn74Yc4991zS0tIYOnQomzZtKvd8d911V/GDD4MGDaJPnz5HHLNy5UpSU1OLl4kTJ/Laa69x1113kZaWxuLFi7n//vsByv3ZW7VqxdSpU7n99tv56quvuO+++8jPzyctLY1evXpx3333AfDLX/6Sffv2kZaWxmOPPUb//v1Dvn6hsoqaH81ro7sW6Oyce8jM2gNtnHNfhz1NCNLT0124x/6oqZxzXPHCF6zddoBZdw2mYWIlHque9AtY/h7c/Cm0OfIPsxzp0K2Ispr8RaTqVqxYwYknnuh3DJGIKevPuJl945xLr+izodyy/DtwGnBNYHsf8HxlQ0rlfbRsM/Mzd/K7oSdUrhgDOP8JqN8c3r4J8vZHJqCIiIiERSgFWYZz7nYgB8A5txNIiGgqIa+giEc/+J7jWzbkivTUyn9B/aZw6Quw7Uf48J7wBxQREZGwCaUgyzezWMABmFkLoCiiqYT/LFhP5vYD3Ht+d+JiQ/nPVIYug+H038LC12GpRioRERGpqUL5Tf8M8C7Q0sz+B5gD/Dmiqeq4g3mFPDvjR07p1IQh3VpW7cuGjIXUU2Dqb2BnZljyiYgcq0gM/SBSE1T1z3YoT1lOAO4GHgE2ARc75yZW6axSrte/yGTr3lzuOq971cc9iY2Hy17y1t++CQrzq5xPRORYJCUlsX37dhVlEnWcc2zfvp2kpKRj/o4Ke4qb2anAMufc84HtZDPLcM59FcJnhwFPA7HAS865MkcCNLORwETgFOdc3XiE8ij25OTzj9mrOfOEFvTv3DQ8X9qkE1z4lPfk5cz/gXMeCM/3iohUQmpqKllZWWRnZ/sdRSTskpKSSE09hj7fAaE8uvcP4KSg7f1l7DtCoN/Z88BQIAuYb2ZTnHPLSx2XDNwJVFjg1QUvfbaGXQfyuauiQWArq9dlsGa2NzZZan/ofn54v19EpALx8fF07tzZ7xgiNVIofcjMBbUvO+eKCK2Q6w+scs6tcc7lAW8CZY2A9xDwGIGnOOuybftyeWnOWi7o3YZe7VLCf4KfPQZt+sK7Y2D76oqPr2M0l6WIiPgllIJsjZndaWbxgeXXwJoQPtcOCJ7vICuwr5iZ9QPaO+emlfdFZnaLmS0wswXR3NT995mryckv5LdDT4jMCeKT4IrXISYW/nO9xicrRQWZiIj4JZSC7FZgALABr6jKAG4J4XNl9UYvbmkzsxjgb8DvK/oi59yLzrl051x6ixYtQjh17bN1Tw7//modl56USteWDSN3oiYdvU7+W5fD1F+DOtcW01yWIiLil3JvPQb6gV3rnLvqGL47C2gftJ0KbAzaTgZ6AbMCTxK2BqaY2UV1sWP/C5+tobDI8auzukb+ZF3PgSF/hJkPe/3JMkKpr6PfoXksNXWSiIhUt3ILMudcoZmNwGvJqqz5wPFm1hmvde0qSqZfwjm3G2h+aNvMZgF/qIvFWPbeXCZ8tY6L+7ajY7MG1XPSM34PG76Bj+6Flt2h86DqOW8N9vvfV9hYKyIiEhGh3LKca2bPmdkZZnbSoaWiDznnCoA7gI+AFcBbzrllZvagmV1UxdxR5V+fryGvoIjbhxxXfSeNifGmVmp6nNefTJ38ufDCC7nwwgv9jiEiInWQVTRAn5nNLGO3c86dFZlI5UtPT3cLFkRPI9r2fbmc/peZnNezFU9d1a/6A+xYA/86G+o3g5s+hnpNqj9DDbFy5UoAunUL85AjIiJSZ5nZN8659IqOq3D4CufckPBEkrK8NGctOQWF3FEdfcfK0rQLXPlveH0ETBwN107yRvevg8aMGQOoD5mIiFS/Cm9ZmlkrM3vZzD4IbPcwsxsjHy367dyfx+vzMhme1pauLZP9C9JpoDeS/5pZ8OE9/uUQERGpo0LpQzYOrx9Y28D2D8BvIhWoLnll7lr25xVWz5OVFel3HQy4E+a/BPOe9TuNiIhInRJKQdbcOfcWUATFnfULI5qqDtiXW8Br8zIZ1rM1J7TysXUs2DkPQI8R8N//D0s0f7yIiEh1CWUKpP1m1ozAoK6BycZ3RzRVHfDm1z+xJ6eAMWd28TtKiZhYuORF2L8dJv8SGjSH49SFUEREJNJCaSH7HTAFOM7M5gKvA7+KaKool1dQxMtz1pLRuSn9OtSwpxrjk+CqCdD8BPjPdbDpW78TiYiIRL0KCzLn3ELgTLzpk8YAPZ1zSyIdLJpN+XYjm3bncOvgahx3rDLqNYbrJnlDYPx7pDc0hoiIiERMKE9ZJgF3Ag8BfwJuD+yTY1BU5Hjxs9V0b53M4BNq8LycjdrCde9AUb43JMbuLL8TiYiIRK1Qblm+DvQEngWeA3oA4yMZKprNXLmVH7bsY8yZXQjM4VlztTgBrn8XDu6C1y6CvZv9TiQiIhKVQunU38051ydoe6aZqWPRMXph9hraNa7H8LS2FR9cE7Tt5w0WO/4Sr6Vs9HSvs38U0lyWIiLil1BayBYFnqwEwMwygLmRixS9vlm3k68zd3Dj6Z2Jjw3l0tcQHTLgmv/AzkwYfzEc3Ol3oojQXJYiIuKXUKqCDGCemWWaWSbwBXCmmX1nZurcXwkvz1lDSr14rjylvd9RKq/zGd7Tl9krvdayAzv8ThR2K1euLJ7PUkREpDqFcstyWMRT1AFZOw/w4dLN3DyoCw0SQ7nsNVDXc7x5L/9znden7OeTo+r2peayFBERv4Qyufi66ggS7cZ/sQ4z4+endfI7StWccB5c/Sa8eQ2MuwB+PgWSW/mdKiz+/Oc/+x1BRETqqFrUkan2OpBXwBtf/8Swnq1p17ie33GqruvZcO1E2PUTjDsfdm/wO1FYDBgwgAEDBvgdQ0RE6iAVZNXg7YUb2JNTwA0DO/kdJXw6D/LGKdu7BV79GWxf7XeiKps3bx7z5s3zO4aIiNRBKsgirKjIMW7uWtJSUzi5Yw2bJqmqOp4Go96DvH3w8rmwYaHfiapk7NixjB071u8YIiJSB6kgi7DPV21jdfZ+bhjYqeYPBHss2p0Mv/gvJNSHccNh1Qy/E4mIiNQ6Ksgi7JU5a2mRnMgFvWvJQLDHonlXuPFjaNoF/vcKWPKW34lERERqFRVkEbQ6ex+zf8jm+lM7khAX5Zc6uTXcMB06nAbv3Axz/gbO+Z1KRESkVojyKsFf//5yHfGxxtX9O/gdpXokpcB1b0PPS+GTB2DybVCQ63cqERGRGq+WjlBa8x3MK+Ttb7IY1qsNLZIT/Y5TfeISYeQr0KIbzHoEdqzxBpNt2MLvZCIiIjWWWsgiZOqSjezJKeC6jDrSOhbMDAbfAyNfhU2L4V9nwZZlfqcSERGpsVSQRciEL9dxfMuG9O/c1O8o/ul1KdzwPhTmecNiLH/P70QiIiI1kgqyCPguazffZu3m2owO0TnURWW0Oxlumendwnzr5/DRH6Ew3+9UIiIiNYr6kEXAhK/WUS8+lktPTvU7Ss3QqC3c8AF8NBa+eM4bQPbyV70nM2sQzWUpIiJ+UQtZmO3Jyee9xRu5qE9bGiXF+x2n5ohLhAuehEtehI2L4IVBkDnX71SH0VyWIiLiFxVkYfbuwg0czC/kulM7+h2lZupzJdw8AxIawmvDYeYjUFjgdypAc1mKiIh/dMsyjJxzTPhqHWmpKfROTfE7Ts3VqieMmQ3v3wWzH4U1M+HSf0ETf4vYQ/NYzpo1y9ccIiJS96ggC6OFP+3khy37+Mtlvf2OUvMlJsMl/4Su58C038I/T4fhf4PeI32L9MILL/h2bhERqdsiesvSzIaZ2UozW2Vm95Tx/u/MbLmZLTGzGWZWq+/zvTU/i/oJsQxPi+J5K8Ot90i4dQ60PBHevhEm3Qj7t/sSpVu3bnTr1s2Xc4uISN0WsYLMzGKB54GfAT2Aq82sR6nDFgHpzrk0YBLwWKTyRNr+3AKmLdnI8LQ2NEhUw2OlNOkIo9+HIX/0xir7ewYsn1LtMaZOncrUqVOr/bwiIiKRbCHrD6xyzq1xzuUBbwIjgg9wzs10zh0IbH4J1NpxIqZ/t4n9eYVckd7e7yi1U2wcnHk33DLLGybjreth4mjYv63aIjz55JM8+eST1XY+ERGRQyJZkLUD1gdtZwX2Hc2NwAdlvWFmt5jZAjNbkJ2dHcaI4TNxwXq6tGjAyR2b+B2ldmvdC26aAWfdByumwfP9YclEcM7vZCIiIhETyYKsrCHqy/ytambXAenA42W975x70TmX7pxLb9Gi5k1SvTp7H/Mzd3JFenuNzB8OsfEw6A9w6+fQuCO8cxO8fhFk/+B3MhERkYiIZEGWBQTfv0sFNpY+yMzOAf4IXOScy41gnoiZuCCL2Bjj0pPKawCUSmt5Itz0iTeg7MZv4R8DYMaDkHeg4s+KiIjUIpEsyOYDx5tZZzNLAK4CDuupbWb9gBfwirGtEcwSMQWFRby9MIsh3VrSMjnJ7zjRJyYWTrkJfrXAeyLz8yfh+QzvdqZuY4qISJSIWEHmnCsA7gA+AlYAbznnlpnZg2Z2UeCwx4GGwEQzW2xm1f9oXRXNWplN9t5crkivtc8j1A4NW3rjlo2eDgn14T/XwrjhsHGx38lERESqLKLjMzjn3gfeL7Xv/qD1cyJ5/urw1oL1NG+YwJDuLf2OUjd0Ot0bt+ybcTDrEXhxMPS5Gs6+z3s6U0REpBbSXJZVsGN/Hp9+v5VL+rUjPlaXstrExkP/m+HORTDwTlg6CZ45CT59GA7u8judiIhIpamKqILpSzZSUOS4pJ9uV/oiKQWGPgh3zIduP4PPHoen07zX3L1+pxMREQmZhpSvgncWbaB762R6tG3kd5S6rUknuPxVOP233m3MTx+GL/8BA3/jPRCQUD+kr9FcliIi4he1kB2jzG37WfTTLi7up6Euaow2aXD1G3DTp9CmL3x8HzzTF+Y+E1KLmeayFBERv6ggO0aTF2/ADEb0VUfyGif1ZLj+HbjhQ2jR3SvM/tbTazkrZyomzWUpIiJ+MVfLxnJKT093CxYs8DWDc47BT8yiXeN6/O/Np/qaRUKw4RuY8xSsmApxSXDS9XDaHd6k5kEGDx4MwKxZs6o/o4iIRCUz+8Y5l17RcepDdgwWrd/Fuu0HuGNIV7+jSCjanQxXjvemXpr3NCx4Fea/BN3Oh4wx0OkMMGPSpEl+JxURkTpKBdkxmLxoA4lxMQzr1drvKFIZLU6AEc/D4LGw4GWvMPt+GrTsAf1voXnaFZDQwO+UIiJSB6kPWSXlFRQx9duNDO3RiuSkeL/jyLFIaQdn3w+/W+4VaDGxMO035D56HMv+OgK2rvA7oYiI1DEqyCrpsx+y2XkgXxOJR4P4etDvOhjzOdzwIfM2J3LCrtnw91PhpXNg4esaz0xERKqFCrJKenfxBpo2SOCM41v4HUXCxQw6nsaflndm5Bc94dz/gZw9MOVX8EQ3eO92WDcPior8TioiIlFKfcgq4UBeATNWbOHyk9trqqQotTs/HgbcAafdDlnzYeFrsPRdWPRvSGkPvS6D3pdDq55eISciIhIGKsgqYcaKreTkF3FBWhu/o0ikmUH7/t4y7C+w8gP4biJ88RzMfQpanAi9L/MKtKZd/E4rIiK1nAqySpi2ZCMtkxM5pVNTv6NIdUpsCGmXe8v+7bB8Mnw3yRto9tOHoVUv6D4cThzuravlTEREKkkFWYj25uQzc2U21/TvQGyMfuHWWQ2awSk3esuun2D5FG/ojNl/gdmPQuOOcOKF0P0CaJ/hPcEpIiJSARVkIfpkxRbyCoq4sI9uV0pA4w5ef7MBd8C+bFj5vlecff2id2uzXlM47izoeo73mtzK78QiIlJDqSAL0fQlm2ibkkS/9k38jiI1UcMWcPIob8nZA6s+hh8/hlWfwNLADACt07zirOs5Xt+0WI1jJyIiHhVkIdh9MJ/ZP2Qz6rROxOh2pVQkqZHX2b/XZd5QGVu+8wqzVTNg7tMw56+Q0BA6nAqdToeOp0PbvirQRETqMBVkIfjvss3kFzqG92nrdxSJoIjMZRkTA236eMsZv4ec3bBmNqydDZlz4JMHvOPiG5QUaJ1OhzZ9IS4h/HlERKRGUkEWgmlLNtG+aT36pKb4HUUiqHnz5pE/SVIK9LjIW8Dre7ZurlecZc6BGX/y9scmeq1mqaeULCmaHUJEJFqpIKvAzv15zF21jZvO6IJpOIOoNm7cOABGjx5dfSdt2AJ6XuwtAPu3eQXa+q+9gWm//pf3gABAcltITff6n7XtB617ewWeiIjUeirIKvDRss0UFDmGazDYqOdLQVZag+bQY4S3ABTkeX3QshaUFGkrppQc36ST97BAmzRo3cd7TW7tS3QRETl2Ksgq8MHSzXRsVp+ebRv5HUUibNasWX5HOFJcArQ72Vsyxnj79m2FTd96y+YlsGnJ4UVag5Ze61nLE6FF98DSzXvYQEREaiQVZOXYk5PPvNXb+MXAzrpdKTVHw5Zw/FBvOSRnN2xeWlKgbfkO5s+FgpySYxq1KynQWnaH5t2g2XFQv5lmFxAR8ZkKsnLM/H4r+YWOc3vqFlBd8MQTTwDwhz/8weckxyApBToN9JZDigphZyZkr4TsFbD1e8j+3uujFlyoJTby5uNs2sUr0Jp2gabHqVgTEalGKsjK8eHSzbRMTqRf+8Z+R5FqMG3aNKCWFmRliYn1iqpmx0H380v2FxXCrnWw7UfYvhp2rIEdq2HjQm+eTldUcmxiI2jSEVLae0vj4NcOXp83FWwiIlWmguwocvILmbUym8tObqfBYCW6xMSWtIiVVpDnzdG5I1CobV/tFW871sLazyBv3+HHx9WDlNSSQq1RW++hgoatvdfkNl7Rpjk9RUTKpYLsKD77IZuD+YUM66mnK6UOiUuA5l29pTTn4OBO2J0Fu9fDrvWB15+8183fwf7sIz9nsdCwVUmBltwqUKi1CCzNoX5zb+L2pMZqcROROkkF2VF8tGwLKfXiyejS1O8oIjWDGdRv6i1t0so+piAP9m+FvZth76ag1y3e685M+OkLOLij7M/HxAWKs+Ze/7UGzb2i7VDBVq+JV7TVa1zympjizYggIlKLqSArQ35hEZ+s2MLZJ7YkPlb/0IuELC7Bu4WZklr+cfk5cGCbNxDuodfg9QPbvdcNC7313D3lfJl5Q3qUVawVF23JXn+4hIaQ2NDbTkguWY+vr5Y5EfGVCrIyfL12B7sP5nOenq4UiYz4pNAKt0MKcr3C7OAuyNnl3TotXi/jdc/GkmOK8iv+fosJFGvJJa+JDUvW4+t5RVt8/aD1oNeEo71XH+ISVeyJSIUiWpCZ2TDgaSAWeMk592ip9xOB14GTge3Alc65zEhmCsWHSzeTFB/DoONb+B1FRMArahq19ZbKcA7yD0DuPu+BhNw93nru3sD23lLrgWPy9nnre7d46/kHA8sBwFUyvJUUaXGJEJsAcUlea2JcUmA7sdR6ojefaVnrxdsJ3mtsAsTGQUw8xMYHXoO344L2l9qOiVWxKFJDRKwgM7NY4HlgKJAFzDezKc655UGH3QjsdM51NbOrgL8AV0YqUyiKihwfLdvM4BNaUi9BT4aJ1GpmkNDAW2hV9e9zzhvD7VBxFvyat//wwq34NWi9IA8Kc73vKMjzXgvz4MB+rxWwMDdof663ryCXyheBlXBYIXe0oi7Wezij+DXO67d32L7YMo472r44r1Uy1OMtJrBY0HoMYKXeK+/9Mo4p8/2g9XLfP/T50p+hZD+B7eLvCvV9qvj5Ct5XEV4jRbKFrD+wyjm3BsDM3gRGAMEF2QjggcD6JOA5MzPnXAT/9Snf4qxdbN2by3m9wvCPt4hEF7PA7ch6QDU98OMcFBWUFHGlC7qiAijM927NFuaX2i4I2l96u9Tnyv2OAnCF3hh2rhCKirzzl95X1nGu0Ntf3r7gse+kGoW54Cv1tWXuOKwYLHXgsbx3RHFZyXOd8Ts45abSgX0RyYKsHbA+aDsLyDjaMc65AjPbDTQDtgUfZGa3ALcAdOjQIVJ5i515QgvO6q6CrK6pkXNZipiVtFwl+h0mQpzzirKiwlJF3aEiL/C+KwKC1l1R4L2K3g96Per7wZ93Fbxfxve6wpKf5dB3eDtK9pX5PhW8X9Hnj/Y+Vfx8ee9TxvtB5yv937as945odzmW98JwrsYdqSkiWZCV1SZa+qqEcgzOuReBFwHS09Mj2np2UocmvPaL/pE8hYiIBDMruT1Jgt9pRHwRyTEdsoD2QdupwMajHWNmcUAKcJQBikRERESiUyQLsvnA8WbW2cwSgKuAKaWOmQKMCqyPBD71s/+YiIiIiB8idssy0CfsDuAjvGEvXnHOLTOzB4EFzrkpwMvAeDNbhdcydlWk8oiIiIjUVBEdh8w59z7wfql99wet5wCXRzKDiIiISE2neYFEREREfKaCTERERMRnKshEREREfKaCTERERMRnVttGmTCzbGBdhE/TnFKzBUiV6ZqGn65peOl6hp+uafjpmoZXdVzPjs65FhUdVOsKsupgZgucc+l+54gmuqbhp2saXrqe4adrGn66puFVk66nblmKiIiI+EwFmYiIiIjPVJCV7UW/A0QhXdPw0zUNL13P8NM1DT9d0/CqMddTfchEREREfKYWMhERERGfqSATERER8ZkKslLMbJiZrTSzVWZ2j995ajsza29mM81shZktM7Nf+50pGphZrJktMrNpfmeJBmbW2Mwmmdn3gT+rp/mdqTYzs98G/r4vNbM3zCzJ70y1jZm9YmZbzWxp0L6mZvaxmf0YeG3iZ8ba5ijX9PHA3/slZvaumTX2K58KsiBmFgs8D/wM6AFcbWY9/E1V6xUAv3fOnQicCtyuaxoWvwZW+B0iijwNfOic6w70Qdf2mJlZO+BOIN051wuIBa7yN1WtNA4YVmrfPcAM59zxwIzAtoRuHEde04+BXs65NOAH4N7qDnWICrLD9QdWOefWOOfygDeBET5nqtWcc5uccwsD63vxftG18zdV7WZmqcAFwEt+Z4kGZtYIGAS8DOCcy3PO7fI3Va0XB9QzszigPrDR5zy1jnPuM2BHqd0jgNcC668BF1drqFqurGvqnPuvc64gsPklkFrtwQJUkB2uHbA+aDsLFQ9hY2adgH7AV/4mqfWeAu4GivwOEiW6ANnAq4HbwC+ZWQO/Q9VWzrkNwBPAT8AmYLdz7r/+pooarZxzm8D7n12gpc95os0vgA/8OrkKssNZGfs0LkgYmFlD4G3gN865PX7nqa3MbDiw1Tn3jd9ZokgccBLwD+dcP2A/uhV0zAL9mkYAnYG2QAMzu87fVCLlM7M/4nWxmeBXBhVkh8sC2gdtp6Km9iozs3i8YmyCc+4dv/PUcgOBi8wsE++W+llm9m9/I9V6WUCWc+5Qy+0kvAJNjs05wFrnXLZzLh94Bxjgc6ZoscXM2gAEXrf6nCcqmNkoYDhwrfNxcFYVZIebDxxvZp3NLAGvI+oUnzPVamZmeH1zVjjn/up3ntrOOXevcy7VOdcJ78/np845tT5UgXNuM7DezLoFdp0NLPcxUm33E3CqmdUP/P0/Gz0kES5TgFGB9VHAez5miQpmNgz4f8BFzrkDfmZRhXtYdwAAAohJREFUQRYk0LHvDuAjvH9A3nLOLfM3Va03ELgeryVncWA53+9QIqX8CphgZkuAvsCffc5TawVaGicBC4Hv8H7P1JjpaWoLM3sD+ALoZmZZZnYj8Cgw1Mx+BIYGtiVER7mmzwHJwMeB30//9C2fpk4SERER8ZdayERERER8poJMRERExGcqyERERER8poJMRERExGcqyERERER8poJMRKQUM2tsZrcFbQ82s2l+ZhKR6KaCTETkSI2B2yo8SkQkTFSQiUitZmadzOz7wKTgS81sgpmdY2ZzzexHM+tvZk3NbLKZLTGzL80sLfDZB8zsFTObZWZrzOzOwNc+ChwXGCjy8cC+hmY2KXCuCYFR6DGzR81seeC7n/DhEohIFIjzO4CISBh0BS4HbsGbAu0a4HTgImAssB5Y5Jy72MzOAl7HG5EfoDswBG+07pVm9g+8ycV7Oef6gnfLEugH9MSb33YuMNDMlgOXAN2dc87MGlfDzyoiUUgtZCISDdY6575zzhUBy4AZgUmCvwM64RVn4wGcc58CzcwsJfDZ6c65XOfcNrzJmlsd5RxfO+eyAudYHPjePUAO8JKZXQr4OheeiNReKshEJBrkBq0XBW0X4d0JsDI+c2jeuODPFnL0OwdHHBeY/7Y/8DZwMfBh5WKLiHhUkIlIXfAZcC0U337c5pzbU87xe/FuYZbLzBoCKc6594HfUHIbVESkUtSHTETqggeAV81sCd5txVHlHeyc2x54KGAp8AEw/SiHJgPvmVkSXivcb8MXWUTqEvO6WYiIiIiIX3TLUkRERMRnKshEREREfKaCTERERMRnKshEREREfKaCTERERMRnKshEREREfKaCTERERMRn/wdvjXBWvcZepwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -138,11 +138,12 @@ } ], "source": [ + "fig, ax = plt.subplots(figsize=(10,4))\n", "X= np.arange(0,12, .01)\n", "vals = [1-1/2**x for x in X]\n", "\n", "vals3 = [1/2**x for x in X]\n", - "plt.plot(X,vals, X, vals3)\n", + "ax.plot(X,vals, X, vals3)\n", "plt.xlabel('months')\n", "plt.ylabel('percent vested')\n", "plt.title('Vesting Schdule with 1 month vesting \"Half-Life\"')\n", @@ -174,16 +175,16 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -205,7 +206,7 @@ "supp = np.array([supply(r,kappa, V0) for r in reserve])\n", "price = np.array([spot_price(r,kappa, V0) for r in reserve])\n", "\n", - "fig, ax1 = plt.subplots(figsize=(10,2))\n", + "fig, ax1 = plt.subplots(figsize=(10,3))\n", "\n", "color = 'tab:red'\n", "ax1.set_xlabel('Reserve (Millions)')\n", @@ -225,7 +226,7 @@ "# ax1.text(R0+.02*reserve[-1], .9*supp[-1], \"Initial Value R0=\"+str(int(100*R0)/100)+\" million Reserve Units\")\n", "# ax1.text(R0+.02*reserve[-1], .70*supp[-1], \"Initial Value S0=\"+str(S0)+\" million Tokens\")\n", "ax1.text(-.4, .9*supp[-1], \"Initial Values: R0=\"+str(int(100*R0)/100)+\" million Reserve Units\")\n", - "ax1.text(-.4, .70*supp[-1], \"S0=\"+str(S0)+\" million Tokens\")\n", + "ax1.text(-.4, .80*supp[-1], \"S0=\"+str(S0)+\" million Tokens\")\n", "\n", "#ax1.hlines(S0,0,R0)\n", "\n", @@ -241,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -250,7 +251,7 @@ "0.015" ] }, - "execution_count": 6, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -261,14 +262,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -307,14 +308,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -353,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -372,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -382,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -391,16 +392,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -408,7 +409,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -421,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -431,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -445,10 +446,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -456,7 +457,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -469,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -489,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -506,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -515,7 +516,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -529,10 +530,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -540,7 +541,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -553,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -563,7 +564,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -580,15 +581,15 @@ "Text(0.5,0,'Transaction size as percent of the asset Burned or Bonded\\nnormalizd units: bonded/Reserve, burned/Supply')" ] }, - "execution_count": 31, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -596,7 +597,7 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10,2))\n", + "fig, ax = plt.subplots(figsize=(10,3))\n", "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage', 'burn_to_withdraw_slippage'], logx=True, logy=True, ax=ax)\n", "plt.title(\"Friction for Bond and Withdraw accounting Without Exit Tax\")\n", "plt.ylabel(\"\"\"Percentage Change:\n", @@ -609,7 +610,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -619,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -636,15 +637,15 @@ "Text(0.5,0,'Transaction size as percent of the asset Burned or Bonded\\nnormalizd units: bonded/Reserve, burned/Supply')" ] }, - "execution_count": 32, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -652,7 +653,7 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10,2))\n", + "fig, ax = plt.subplots(figsize=(10,3))\n", "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage', 'burn_to_withdraw_slippage_with_tax'], logx=True, logy=True, ax=ax)\n", "plt.title(\"Friction for Bond and Withdraw accounting for Exit Tax\")\n", "plt.ylabel(\"\"\"Percentage Change:\n",