From 1d474bbd327bdc5932dcad3d30d923f750578828 Mon Sep 17 00:00:00 2001 From: Kelvin Ly Date: Fri, 17 May 2019 01:32:47 -0400 Subject: [PATCH] Almost working LNA first and second stage; need to figure out why the second stage isn't conjugatively matching correctly --- sim/low_noise.ipynb | 718 ++++++++++++++++++++++++++++++-------------- 1 file changed, 485 insertions(+), 233 deletions(-) diff --git a/sim/low_noise.ipynb b/sim/low_noise.ipynb index 69558d1..1e0e4da 100644 --- a/sim/low_noise.ipynb +++ b/sim/low_noise.ipynb @@ -2,16 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 571, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2-Port Network: 'BFU520_05V0_003mA_NF_SP', 0.4-2.0 GHz, 1001 pts, z0=[50.+0.j 50.+0.j]" + "2-Port Network: 'BFU520_05V0_010mA_NF_SP', 0.4-2.0 GHz, 1001 pts, z0=[50.+0.j 50.+0.j]" ] }, - "execution_count": 1, + "execution_count": 571, "metadata": {}, "output_type": "execute_result" } @@ -32,21 +32,21 @@ "f = freq.Frequency(0.4, 2, 1001)\n", "tem = media.DistributedCircuit(f, z0=50)\n", "\n", - "bjt = net.Network('BFU520_Spar_NF_400MHz-2GHz/BFU520_05V0_003mA_NF_SP.s2p').interpolate(f)\n", + "bjt = net.Network('BFU520_Spar_NF_400MHz-2GHz/BFU520_05V0_010mA_NF_SP.s2p').interpolate(f)\n", "\n", "bjt" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 572, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -59,16 +59,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 573, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(2.4087748915771234, (0.8163269481036434+2.8250725890510995j))" + "(4.105588512516754, (2.478775227242761+4.2244480827589j))" ] }, - "execution_count": 3, + "execution_count": 573, "metadata": {}, "output_type": "execute_result" } @@ -92,14 +92,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 574, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -121,16 +121,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 575, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(3.2273035636098206, (-2.6077959539714635+2.662169442645758j))" + "(2.8820382027100058, (-3.371227372367411+1.4990710463003132j))" ] }, - "execution_count": 5, + "execution_count": 575, "metadata": {}, "output_type": "execute_result" } @@ -147,14 +147,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 576, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -168,14 +168,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 577, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -196,14 +196,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 578, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -221,16 +221,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 579, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "18.162936250002936" + "21.769786511748308" ] }, - "execution_count": 9, + "execution_count": 579, "metadata": {}, "output_type": "execute_result" } @@ -246,21 +246,21 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 580, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "the optimum source reflection coefficient is (0.22496922154681992+0.25679818766727663j)\n" + "the optimum source reflection coefficient is (-0.08467428228793622+0.028256074360617722j)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -277,7 +277,7 @@ "gamma_opt = bjt.g_opt[idx_915mhz]\n", "fmin = bjt.nfmin[idx_915mhz]\n", "\n", - "for nf_added in [0, 0.1, 0.2, 0.3]:\n", + "for nf_added in [0, 0.05, 0.1, 0.2, 0.3]:\n", " nf = 10**(nf_added/10) * fmin\n", " \n", " N = (nf - fmin)*abs(1+gamma_opt)**2/(4*rn)\n", @@ -292,48 +292,37 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 620, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(-0.15947683947506197+0.5979940278898868j)" + "(-0.08467428228793622+0.028256074360617722j)" ] }, - "execution_count": 11, + "execution_count": 620, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# let's see if we can get a good NF with a point closer to a conjugate match to maximize gain\n", - "gamma_s = np.conj(bjt.s11.s[idx_900mhz, 0, 0])\n", + "gamma_s = bjt.g_opt[idx_900mhz]\n", "gamma_s" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# that looks pretty close to unstable so let's just match to 50 ohms, which gives <0.1 dB additional NF\n", - "gamma_s = 0.0" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 621, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "((0.5801464368587828+0.25984561092937586j), True)" + "((0.21999099915891854+0.3069703855115699j), True)" ] }, - "execution_count": 22, + "execution_count": 621, "metadata": {}, "output_type": "execute_result" } @@ -349,25 +338,26 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 622, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "((122.21458153380792+106.58288288611662j),\n", - " -227.59098445995284j,\n", - " 90.8749465076289j)" + "((61.010418830901244+43.68784338075274j),\n", + " -453.20809800274003j,\n", + " 45.98589652867048j)" ] }, - "execution_count": 23, + "execution_count": 622, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def calc_matching_network_vals(z1, z2):\n", - " flipped = np.real(z1) < np.real(z2)\n", + " flipped = ((abs(np.imag(z2)) < 1e-6 and np.real(z1) < np.real(z2)) or\n", + " (abs(np.imag(z2)) > 1e-6 and np.real(z1) < np.real(1/(1/z2-1/(1.j*np.imag(z2))))))\n", " if flipped:\n", " z2, z1 = z1, z2\n", " \n", @@ -406,16 +396,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 623, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(7.642650209913709e-13, 1.5806772611913347e-08)" + "(3.837968237599342e-13, 7.998778956339167e-09)" ] }, - "execution_count": 24, + "execution_count": 623, "metadata": {}, "output_type": "execute_result" } @@ -430,14 +420,14 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 624, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -448,7 +438,7 @@ "# the capacitance is kind of low but the inductance seems reasonable\n", "# let's test it out\n", "\n", - "output_network = tem.inductor(l_ser)\n", + "output_network = tem.shunt_capacitor(c_par) ** tem.inductor(l_ser)\n", "\n", "amplifier = bjt ** output_network\n", "\n", @@ -457,14 +447,24 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 625, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "text/plain": [ + "
" ] }, "metadata": { @@ -474,184 +474,271 @@ } ], "source": [ - "amplifier.s11.plot_s_db()" + "amplifier.s11.plot_s_db()\n", + "10*np.log10(amplifier.nf(50.)[idx_900mhz])" ] }, { "cell_type": "code", - "execution_count": 110, - "metadata": {}, + "execution_count": 632, + "metadata": { + "scrolled": true + }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "(0.4962586711014507+0.23917093695061845j) (0.18228051694780179+0.36506979517749194j)\n", - "(0.49569287122840444+0.2211668930637062j) (0.19129931295477226+0.3623052098214076j)\n", - "(0.4939977045628752+0.20323390291275034j) (0.20028409631888006+0.3600278893091544j)\n", - "(0.49117986115324375+0.18544273981707285j) (0.20921875018082758+0.3582180066051195j)\n", - "(0.4872504617400978+0.167863617369403j) (0.21808932998905928+0.35685677017352446j)\n", - "(0.48222501386774913+0.1505659123349047j) (0.22688378378536478+0.35592649617299665j)\n", - "(0.47612335068304124+0.1336178908527794j) 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "# the circuit is unstable so let's move the input impedance to try to stabilize it\n", - "# let's test a bunch of points and see we can find a stable one\n", - "nf = 10**(0.1/10) * fmin\n", - " \n", - "N = (nf - fmin)*abs(1+gamma_opt)**2/(4*rn)\n", - "c_n = gamma_opt/(1+N)\n", - "r_n = 1/(1-N)*np.sqrt(N**2 + N*(1-abs(gamma_opt)**2))\n", + "# that's probably good enough for the first stage\n", + "# for the second stage let's stabilize the transistor by adding some parallel resistance\n", + "# and then simultaneous conjugate matching so that both the input and output are matched to 50 ohms\n", "\n", - "bjt_s22 = bjt.s22.s[idx_900mhz, 0, 0]\n", - "bjt_s21 = bjt.s21.s[idx_900mhz, 0, 0]\n", - "bjt_s11 = bjt.s11.s[idx_900mhz, 0, 0]\n", - "bjt_s12 = bjt.s12.s[idx_900mhz, 0, 0]\n", + "# let's calculate the stability factor to see where it's unstable\n", + "sqabs = lambda x: np.square(np.absolute(x))\n", + "delta = bjt.s11.s*bjt.s22.s - bjt.s12.s*bjt.s21.s\n", + "K = ((1 - sqabs(bjt.s11.s) - sqabs(bjt.s22.s) + sqabs(delta))/(2*np.absolute(bjt.s12.s*bjt.s21.s)))[:,0,0]\n", "\n", - "for i in range(0, 100):\n", - " gamma_s = c_n + r_n*np.exp(-2j*np.pi*i/100.)\n", - " #z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n", - " is_gamma_s_stable = np.absolute(gamma_s - cs_900mhz) > rs_900mhz\n", - " if not is_gamma_s_stable:\n", - " continue\n", - " \n", - " gamma_l = np.conj(bjt_s22 + bjt_s21*gamma_s*bjt_s12/(1-bjt_s11*gamma_s))\n", - " is_gamma_l_stable = np.absolute(gamma_l - cl_900mhz) > rl_900mhz\n", - " if not is_gamma_l_stable:\n", - " continue\n", - "\n", - " print(gamma_s, gamma_l)" + "plt.plot(bjt.f, K)" ] }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 633, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#so it's basically always unstable\n", + "#let's add a 250 ohm shunt to the output and see how much that improves it\n", + "\n", + "bjt_comp = bjt ** tem.shunt(tem.resistor(250) ** tem.short())\n", + "bjt_comp.plot_s_smith()" + ] + }, + { + "cell_type": "code", + "execution_count": 634, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "((66.2631010551724-38.52253932822274j), (58.93311731910662-78.9309614005669j))" + "[]" ] }, - "execution_count": 202, + "execution_count": 634, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# let's calculate K again\n", + "delta2 = bjt_comp.s11.s*bjt_comp.s22.s - bjt_comp.s12.s*bjt_comp.s21.s\n", + "K2 = ((1 - sqabs(bjt_comp.s11.s) - sqabs(bjt_comp.s22.s) + sqabs(delta2))/(2*np.absolute(bjt_comp.s12.s*bjt_comp.s21.s)))[:,0,0]\n", + "\n", + "plt.plot(bjt_comp.f, K2)" + ] + }, + { + "cell_type": "code", + "execution_count": 636, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 636, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# that's a pretty nice improvement! let's check the delta to be sure, and\n", + "# find the new source stability circles to see if we need to add some series resistance there\n", + "\n", + "# K > 1 and |delta| < 1 for stability\n", + "plt.plot(bjt_comp.f, np.absolute(delta2[:,0,0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 637, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rs2 = np.absolute((bjt_comp.s12.s * bjt_comp.s21.s)/(sqabs(bjt_comp.s11.s) - sqabs(delta2)))\n", + "cs2 = np.conj(bjt_comp.s11.s - delta2*np.conj(bjt_comp.s22.s))/(sqabs(bjt_comp.s11.s) - sqabs(delta2))\n", + "\n", + "# input stability\n", + "for i, f in enumerate(bjt_comp.f):\n", + " if i % 100 != 0:\n", + " continue\n", + " n = net.Network(name=str(f/1.e+9), s=calc_circle(cs2[i][0, 0], rs2[i][0, 0]))\n", + " n.plot_s_smith()" + ] + }, + { + "cell_type": "code", + "execution_count": 639, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((6.688404054259953+14.289121684851596j),\n", + " (24.627073941262225+68.64185663380339j))" + ] + }, + "execution_count": 639, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#(0.4689695526629794+0.11708643902100246j) (0.24420404670148016+0.35529388986894j)\n", - "gamma_s = (0.13821946871574342-0.03855273649252047j)\n", - "gamma_l = (0.3980438614372531+0.43616650204314683j)\n", - "gamma_s = bjt.g_opt[idx_915mhz]\n", + "# that doesn't look too bad, so let's move forward and try to conjugate match\n", "\n", - "z_s = np.conj(net.s2z(np.array([[[gamma_s]]]))[0,0,0])\n", - "z_l = np.conj(net.s2z(np.array([[[gamma_l]]]))[0,0,0])\n", + "B1 = 1 + sqabs(bjt_comp.s11.s) - sqabs(bjt_comp.s22.s) - sqabs(delta2)\n", + "B2 = 1 + sqabs(bjt_comp.s22.s) - sqabs(bjt_comp.s11.s) - sqabs(delta2)\n", + "C1 = bjt_comp.s11.s - delta2*np.conj(bjt_comp.s22.s)\n", + "C2 = bjt_comp.s22.s - delta2*np.conj(bjt_comp.s11.s)\n", + "\n", + "gamma_s_all = (B1 - np.sqrt(np.square(B1) - 4*sqabs(C1) + 0j))/(2*C1)\n", + "gamma_l_all = (B2 - np.sqrt(np.square(B2) - 4*sqabs(C2) + 0j))/(2*C2)\n", + "\n", + "gamma_s = gamma_s_all[idx_900mhz, 0, 0]\n", + "gamma_l = gamma_l_all[idx_900mhz, 0, 0]\n", + "\n", + "z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n", + "z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n", "\n", "z_s, z_l" ] }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 641, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(-297.56843939433804j,\n", - " 43.965021073542395j,\n", - " -941.2755436141462j,\n", - " 75.71255337677657j)" + "(31.309270154238007j,\n", + " (3.8606312629526866e-08-19.648489160626795j),\n", + " 93.63907500214818j,\n", + " (2.426511026384095e-07-49.259628768232666j))" ] }, - "execution_count": 203, + "execution_count": 641, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "x_s_1, x_s_2 = calc_matching_network_vals(z_s, 50)\n", - "x_l_1, x_l_2 = calc_matching_network_vals(z_l, 50)\n", + "x_s_1, x_s_2 = calc_matching_network_vals(np.conj(z_s), 50)\n", + "x_l_1, x_l_2 = calc_matching_network_vals(np.conj(z_l), 50)\n", "\n", "x_s_1, x_s_2, x_l_1, x_l_2" ] }, { "cell_type": "code", - "execution_count": 204, + "execution_count": 642, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(5.845372206466672e-13,\n", - " 7.647268226222535e-09,\n", - " 1.8479161569190324e-13,\n", - " 1.3169428550844769e-08)" + "(-5.555537630192513e-12,\n", + " -3.4176548351926555e-09,\n", + " -1.8575560310879004e-12,\n", + " -8.568211380695038e-09)" ] }, - "execution_count": 204, + "execution_count": 642, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c_s_shunt = np.real(1/(2j*np.pi*915e+6*x_s_1))\n", - "#c_s_ser = np.real(1/(2j*np.pi*915e+6*x_s_1))\n", + "c_s_ser = np.real(1/(2j*np.pi*915e+6*x_s_2))\n", "l_s_ser = np.real(x_s_2/(2j*np.pi*915e+6))\n", "c_l_shunt = np.real(1/(2j*np.pi*915e+6*x_l_1))\n", "l_l_ser = np.real(x_l_2/(2j*np.pi*915e+6))\n", "\n", - "c_s_ser = -np.real(1/(2j*np.pi*915e+6*x_s_1))\n", - "l_s_shunt = -np.real(x_s_2/(2j*np.pi*915e+6))\n", + "c_s_shunt2 = np.real(1/(2j*np.pi*915e+6*x_s_2))\n", + "l_s_ser2 = np.real(x_s_1/(2j*np.pi*915e+6))\n", "\n", + "c_l_shunt2 = np.real(1/(2j*np.pi*915e+6*x_l_2))\n", + "l_l_ser2 = np.real(x_l_1/(2j*np.pi*915e+6))\n", "\n", "#c_s_shunt, c_s_ser, c_l_shunt, l_l_ser\n", "c_s_shunt, l_s_ser, c_l_shunt, l_l_ser" @@ -659,14 +746,14 @@ }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 643, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -675,25 +762,28 @@ ], "source": [ "#input_network2 = tem.capacitor(c_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n", - "input_network2 = tem.inductor(l_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n", - "output_network2 = tem.shunt_capacitor(c_l_shunt) ** tem.inductor(l_l_ser)\n", + "#input_network2 = tem.inductor(l_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n", + "input_network2 = tem.shunt_capacitor(c_s_shunt2) ** tem.inductor(l_s_ser2)\n", "\n", - "#amplifier2 = input_network2 ** bjt ** output_network2\n", - "amplifier2 = input_network2 ** bjt #** output_network2\n", + "#output_network2 = tem.shunt_capacitor(c_l_shunt) ** tem.inductor(l_l_ser)\n", + "output_network2 = tem.inductor(l_l_ser2) ** tem.shunt_capacitor(c_l_shunt2)\n", + "\n", + "amplifier2 = input_network2 ** bjt_comp ** output_network2\n", + "#amplifier2 = input_network2 ** bjt #** output_network2\n", "\n", "amplifier2.plot_s_smith()" ] }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 644, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -708,14 +798,14 @@ }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 645, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -730,14 +820,14 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 646, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -752,16 +842,16 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 647, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.7063394274281913" + "2.5302763899410348" ] }, - "execution_count": 209, + "execution_count": 647, "metadata": {}, "output_type": "execute_result" } @@ -772,14 +862,92 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 648, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" + "[]" + ] + }, + "execution_count": 648, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# check stability again\n", + "delta2 = amplifier2.s11.s*amplifier2.s22.s - amplifier2.s12.s*amplifier2.s21.s\n", + "K2 = ((1 - sqabs(amplifier2.s11.s) - sqabs(amplifier2.s22.s) + sqabs(delta2))/(2*np.absolute(amplifier2.s12.s*amplifier2.s21.s)))[:,0,0]\n", + "\n", + "plt.plot(amplifier2.f, K2)" + ] + }, + { + "cell_type": "code", + "execution_count": 655, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((7.009591420389557+20.738228191363664j),\n", + " (15.325642349516873+76.16556846804508j))" + ] + }, + "execution_count": 655, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# of course, it matches the other one since all we did was transform the impedances at the input and output\n", + "# let's try again with 10 ohms of resistance in series with the base to stabilize that side\n", + "\n", + "bjt_comp2 = tem.resistor(10) ** bjt_comp\n", + "\n", + "delta3 = bjt_comp2.s11.s*bjt_comp2.s22.s - bjt_comp2.s12.s*bjt_comp2.s21.s\n", + "\n", + "B1 = 1 + sqabs(bjt_comp2.s11.s) - sqabs(bjt_comp2.s22.s) - sqabs(delta3)\n", + "B2 = 1 + sqabs(bjt_comp2.s22.s) - sqabs(bjt_comp2.s11.s) - sqabs(delta3)\n", + "C1 = bjt_comp2.s11.s - delta3*np.conj(bjt_comp2.s22.s)\n", + "C2 = bjt_comp2.s22.s - delta3*np.conj(bjt_comp2.s11.s)\n", + "\n", + "gamma_s_all = (B1 - np.sqrt(np.square(B1) - 4*sqabs(C1) + 0j))/(2*C1)\n", + "gamma_l_all = (B2 - np.sqrt(np.square(B2) - 4*sqabs(C2) + 0j))/(2*C2)\n", + "\n", + "gamma_s = gamma_s_all[idx_900mhz, 0, 0]\n", + "gamma_l = gamma_l_all[idx_900mhz, 0, 0]\n", + "\n", + "z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n", + "z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n", + "\n", + "z_s, z_l" + ] + }, + { + "cell_type": "code", + "execution_count": 656, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ENuWJA42xsTFyuVw8AWuQJEnI5XKMjY21XUqHUVtby6lTp5g/fz5WVla88847DBw4kMzMTBISEti4caP4fTwBExMTSktLtV2GTjI2NuYPf/gDCQkJZGZmMnDgQN555x2srKyYP38+p06datL6WYLQXj1xl1NNTQ137tyhqqpKc1UJGBsb4+DgIKZ0trD4+Hi+/PJLdu3ahbGxMaNHj+a9995jwIAB2i6tXXn11VfJz89n//792i6l3YiLi+Mvf/kLly5doqqqiqVLl7JmzRrRTS20R60zy6lz585iNL6gU2pqajh8+DD/+Mc/iI2NxdfXl/379zNp0iRtl9ZumZqakpaWpu0y2pUBAwY0BMSff/6ZDz74AD8/P7y8vHjrrbeYNWuWeEEkdChigQyhw8jOzuaPf/wjPXv2ZN26dYwYMQKZTEZISIgIMy2se/fulJWVabuMdmvSpEmEhIQgk8kYPnw4r732GjY2Nvz5z38mOztb2+UJQqsQgUZo1yRJ4ty5c0yfPh03NzeOHz/O9u3byc3NJSgoCBMTE22X2CHY29u3260P2hITExOCgoLIzc1l27ZtHD16FDc3N6ZPn865c+fEWEehXROBRmiXFAoFQUFBODo6Mm/ePExNTUlNTeXGjRvMmTNH2+V1OM7OziLQtLI5c+Zw48YNUlNTMTU1Zd68eTg5OREUFCTWBBLapSceFCwIbUlmZiZ///vf2bFjB71792bdunW8+uqrYvsBLcvKysLDw4OKigptl9JhqdVqvvzySz7//HOysrJYsWIFGzdupHfv3touTRAep/XWoREEbUtMTGTJkiV4eHgQGRlJaGgoycnJrF27VoSZNqBXr14olUqxFo0W6evrs3btWpKTkwkNDSUyMhJ3d3eWLFlCYmKitssThCcmHukFnRYeHs4zzzyDj48PMpmM2NhYrl27JvZTamP09fUxMzPj9u3b2i5FAHx8fLh27RqxsbHIZDJ8fHyYPn06ERER2i5NEJpNBBpB59QP9PX39ycgIAAjIyPS09M5c+YMrq6u2i5PeIgePXqIqdttjKurK2fOnCE9PZ3OnTszduxY/P39xQBiQSeJQCPoDLVazeHDh/H29mbu3Lm4u7uTl5fHwYMHxeaQOsDS0pL09HRtlyE8QM+ePTl06BB5eXn07duXuXPn4u3tzZEjR1Cr1douTxAaRQQaoc2TJIlDhw7h5ubGSy+9xJQpU8jPz2f79u1i2rUOsbGx4c6dO9ouQ3gEExMTduzYQX5+Pk8//TQvvPACbm5uHDp0SLTYCG2emOUktGkXLlxg3bp1ZGdns379ev74xz+KQb466qWXXqKsrIzvvvvukcfV1NRQVVWFUqmkuroapVL5yPclSbrvBqCnp3fPTV9fH0NDw4abkZHRQ983NjamU6cnXkhd56nVaj744AM+//xzevXqxeeff05AQIC2yxI6nkbNchKBRmiTbty4weuvv86NGzdYunQpQUFB4glGx/3xj3/k0qVLfPvtt5SWllJaWkpZWdk9b0tLS1Gr1RgbGz80fPz6486dO2NgYHBfeAHuCThqtRq1Wt0QgupDUU1NzQODUlVVFZ06dcLU1LThZmJics/b+vc7ws7rtbW1rF+/nl27duHj48Nnn33GkCFDtF2W0HGIQCPonpSUFN5++22Cg4OZPn0627ZtE91KOkSpVFJUVERhYSFyuZyioiLkcjlyuZy4uDiuXr3KO++888BgUP++kZFRQyjRFkmSqKqqaghZDwtfpaWlGBoaYmlped/NwsKi3e2lVFZWxsqVKzl+/DhTpkzhk08+EQPxhdYgAo2gO/Ly8vjTn/7Enj178Pf3Z+fOndja2mq7LOEhKisryc3NRSaTNQQWuVxOZWUlFhYWDU/oVlZWDe9fvXqVZcuWtau9hSRJory8/J6fQf2tuLgYExOTe0KOjY0NdnZ2GBkZabv0J5KXl8fSpUsJDQ3lueee4/333xf/r0JLEoFGaPvu3r3L3//+d4KCghg4cCC7du3Cw8ND22UJv1IfXnJycsjNzSU3N5fy8nJsbW2xsbFpCC2WlpaYmZk9dIyTTCbD0dGRysrKDjEOSq1Wo1AoGgJOYWEhMpkMmUyGmZkZ9vb22NnZNdx0MeQkJCSwbNky4uLiWLduHb///e/p3r27tssS2h8RaIS2S61W88033/B///d/2Nvbs23bNp566iltl9Xh1dTUcOfOHbKzs+8LL3Z2dg1PwpaWls0KJaampoSFhdGvX78WqF43qNVqCgoK7gmIvw05vXr1wt7eXmfGjYWGhvLSSy+Rk5PDZ599xrJlyzpEaBVajQg0QtsUGRnJypUryc7O5p///CfPP/+8tkvqsOoDTHp6Ounp6eTm5mJjY9PwhGpvb4+FhYXGnpz69evHn//8ZxYvXqyR87UX9SGnviUsOzubwsJCevXqhbOzM87OzvTq1QsDAwNtl/pI3377LW+99RYODg5s375dDBwWNEUEGqFtKS4uZsOGDezevZv58+ezbds2nXkF2l7U1tZy584d0tLSyMjIICcnBxsbm4Ynzd69e7forJ2nn34aPz8//va3v7XYNdqLqqoqMjMzG8KmXC7HwcEBJycnXFxcsLe3b5MBp7a2lhdeeIH9+/ezZMkSPv74Y3r06KHtsgTdJgKN0Dao1Wq2b9/Om2++iYuLCwcOHBAzI1qJJEkUFhaSlJREamoq2dnZ9OzZsyHAODo6tuq04zVr1pCXl8eBAwda7ZrtRVVVFRkZGQ0Bp6ioCAcHB9zc3PDw8MDCwkLbJd4jNTWVwMBA0tLS+Ne//sWKFStEN5TQXCLQCNoXERHBihUryMvL47PPPmPJkiXaLqndU6lUZGVlkZSURFJSEiqVCg8PD/r27Yujo6NWB59+8cUXbN26lRs3bmithvaisrKSjIwMkpOTSU5OpmvXrri7u+Ph4UGvXr3aTHjYvXs3//d//4etrS07duzA19dX2yUJukcEGkF75HI5b7/9Nt9//z0LFy5k8+bNonupBVVVVZGSkkJycjK3bt3CwsKi4cnNxsZG6+u61AsNDWXOnDnk5+dru5R2RZIksrOzSUpKIjk5mfLycvr27YuHhwd9+vTR+uJ/tbW1rFq1in379rFo0SI++eSTNteiJLRpItAIrU+SJL777jtWr16Nq6srBw4cwMXFRdtltUsVFRXExcWRmJjInTt3cHJywt3dHXd3d8zMzLRd3gNVVlZiZmZGaWkpxsbG2i6n3SouLiY5OZmkpCSys7NxcnLC09OT/v37a7WFLi0tjcDAQFJTU9m0aRMLFy5sM2FbaNNEoBFal0wmY+XKlVy5coV///vfLFu2TNsltTs1NTUkJycTHR1NRkYGffv2xdPTE1dXV62/Cm8sa2trjh07xvDhw7VdSodQVVXFrVu3iIuLIz09HTc3N7y8vHBzc9PaoOJvv/2W119/nVGjRrFt2zZsbGy0UoegM0SgEVpHfavMK6+8gre3N8eOHcPc3FzbZbUbarWa9PR0YmJiSExMxN7eHi8vL62/2m6uwYMH8/LLL7N69Wptl9LhVFZWEhcXR0xMDIWFhXh6euLt7Y2Dg0Ort5QoFAqmT59OTEyMaK0RHkcEGqHliVaZliFJEjKZjOjoaGJjYzExMcHLy4uBAwdiamqq7fKeyOzZs+nduzf/+c9/tF1Kh6ZQKIiJiSE6Opra2lq8vLzw9vbGysqqVesQrTVCI4hAI7QcSZL4/vvveeWVV/Dy8hKtMhqiVCqJjo4mPDycqqqqhicZa2trbZemMRs2bCAqKorg4GBtlyJQ97+cl5fXEJ7Nzc3x8/NjwIABrTaQ/9etNZs3b+bZZ58VrTXCr4lAI7QM0SqjeQUFBYSFhRETE4OzszNDhw7FxcWlXT6o//jjj2zYsIHbt29ruxThN9RqNbdu3SIsLIzc3FwGDx6Mn59fqy2MJ1prhIcQgUbQLNEqo1kqlYrExETCw8MpLCzEx8cHHx+fdr+5X1FREba2tpSUlIiZTm1YUVER4eHhREVF4eDggJ+fH25ubi2+vs1vx9YsWrSoRa8n6AQRaATNKSsr48UXX+TUqVMEBQWJVpknUFJSQkREBJGRkVhaWjJ06FD69evXJpexbym2trbs2bOHCRMmaLsU4TFqamqIi4sjLCyMiooKfH19GTJkCN26dWvR63777besX7+eKVOmsHXrVkxMTFr0ekKbJgKNoBlRUVHMnDkTMzMzzp07R8+ePbVdkk7Kzc0lNDSU1NRUBg4cyNChQzvszzIgIICxY8fy3nvvabsUoQmys7MJDw8nISGB/v37M2rUqBYdRJyfn8/48eMpKSnh6NGjDBo0qMWuJbRpItAIT0aSJL744gs2bNjA8uXL+eKLL7Rdks6RJInMzEwuX76MTCZjxIgR+Pr66uR0a016/fXXSUlJ4dixY9ouRWiGiooKrl+/TlhYGE5OTvj7+2Nvb99i13v11Vf59ttv+eSTT3j11Vfb5dgy4ZFEoBGaT6FQsHTpUq5cucL333/PpEmTtF2STpEkieTkZEJDQykvL2fkyJEMGjRIbP/w/4mBwe2DUqkkMjKSq1evYmVlhb+/P87Ozi0SOIKDg1m0aBGjRo1i165dYvxexyICjdA8v/zyC88//zwmJiacP3++zS6j3xap1WpiY2MJDQ1FX18ff39/+vfv32Y2CmwrtDEwWJIkKisrKS8vp7q6GqVS2fD2Qe+rVCokSbrnpqend9/NwMAAIyMjDA0NMTQ0bHj/t58zMTHByMioXbYuqFQqoqOjCQ0NxdjYGH9/fzw8PDT+vSoUCiZMmEBpaSm7d+9m2LBhGj2/0GaJQCM0jVqt5tNPP+WDDz4gMDCQF198kdGjR2u7LJ1QW1tLVFQUoaGhdO/eHX9/f1xdXdvlk5emaHJgsFKppLi4mJKSEkpLSykrK7vnbWlpKeXl5RgaGtK1a9cHho7fftypUyf09PTQ19e/5/f425BTU1PzwFD064+rq6spKytDrVZjamqKiYnJA9+amZnRo0cPnW3JU6vVJCYmcvnyZWpraxk1ahReXl4aDfTh4eEEBQVx6NAh/vKXv/Dmm2+KFwztnwg0QuMVFBTw7LPPEhMTw+HDh/Hy8mLLli0sWLAAR0dHbZfXZqnVamJiYjh//jzW1taMGTOG3r17a7ssnTB27FgCAgIaPTBYrVZTXFyMXC5vuBUVFVFYWEhlZSU9evTAzMysISDUh4T6m4mJidaDglKpvC9o/Tp83b17l7t372JmZoalpSUWFhZYWlpiZWWFpaUlZmZmOhGSJUni9u3bhISEUFFRwfjx4+nXr98T165QKPj6669Zvnw5SUlJzJ07Fy8vL/bt29fqKxwLrUoEGqFxwsPDmTp1Ku7u7vz888907doVgOTkZI4fP87LL7/c8DmhjiRJ3Lp1i7Nnz2JkZMTEiRNF8Gui9evXk5KSwvHjx+/7WkVFBTk5OeTm5pKTk0NBQQEKhQJTU1MsLS3vu5mZmbWbV+kqlQqFQoFcLqewsLAhuMnlciorK7GwsMDGxgY7O7uGW1sdZC5JEikpKZw9e5ZOnToxceJEnJ2dm32uXbt24erqyqhRo4C6v5OJEydy69YtTp48iZ+fnwarF9oQEWiEx9u7dy8vvfQSa9eu5eOPP77v68HBwRQVFYmN434lMzOTM2fOUFVVxYQJE3B3dxc/m2aoHxgcGxvbEF7qA0xVVdU9T9g2NjZYWFhovYVF26qrqykqKiIvL6/h5yWTyTAzM8Pe3h47Ozvs7e2xtbVtUyFHkiRiY2M5d+4cVlZWjB8/Hjs7uyado36Rv5UrV94XXjds2MB///tftm7dKhbia59EoBEeTq1W8/vf/55NmzaxY8cOAgMDH3icSqVi+/bteHl5MWLEiFausm2RyWScO3cOmUzGuHHjND42oCOQJAmFQkF6ejqxsbG88MIL/OlPf8LR0bEhvNjb22NhYSFCYiOp1WoKCgruCYUymYzu3bvj5OSEs7Mzzs7ObWJhOpVKRUREBJcuXcLZ2Zlx48ZhYWHx2Pv9uqvpYfua7d+/nxUrVvDqq6/y0Ucfif/N9kUEGuHBSkpKCAwMJCYmhosXL+Lh4fHI44uLi9m6dStLlizx7ZK0AAAgAElEQVRp0bUm2iqFQsGFCxdISUnB398fPz+/Dt9S0BTFxcWkp6eTkZFBeno6KpWq4Ul29uzZBAUFMXfuXG2X2a6o1WpkMlnDzzwjIwMTE5OGn7uTk5NWA45SqeTq1av88ssvDBgwgLFjxz60ngd1NT1MQkIC48aNY9CgQfz4449ihmb7IQKNcL+UlBQmTZpE9+7duXLlSqPHxsTFxXH27FlWrVrVYfbfqampITQ0lOvXrzN06FBGjhzZpprx26rKykpSUlJITU0lPT2d2trahidSZ2dnLC0tG1pf5s6di5WVFVu2bNFy1e1bfcBJT08nPT2dzMxMTE1NcXJyws3NjT59+tC5c+dWr6u8vJxLly4RExPD6NGjGTZs2H0tK4/qanqQiooKRo4cSUlJCT///DOurq4tVb7QekSgEe519uxZ5syZw/Tp09m7d2+T73/ixAmKi4tZtGhRu2/OTU5O5tSpU9ja2jJ58uR2v2HkkyoqKiI5OZmkpCRycnJwdnbGzc0NFxeXewLMb3311Vd88cUXxMbGtnLFHZtarSYvL4+0tDRSUlLIycnBxcUFd3d33N3dW731prCwkJMnT1JWVsa0adNwcnICGtfV9DCLFy/m2LFjHDp0SOwZpvtEoBHqSJJEUFAQf/jDH/jb3/7G+vXrm3UelUrF7t27sbe3b7crBxcXF3Pq1CnkcjlTp04Vr+4eQq1Wk52dTVJSEsnJyVRUVODu7o6Hh0eTXu3n5eXh5OSEQqGgS5cuLVy1jpAkUClBWf6/z3Uygs5doYXGFVVWVnLr1i2Sk5NJSUnB2tq64fdpbW3dKuOZJEkiISGB4OBgnJycmDhxIocPH25UV9PD/Pvf/2543Fu3bp0Yl6W7RKAR6vqqX3zxRY4ePcqRI0cYM2bME52voqKCrVu3EhAQgLe3t4aq1L5fdy+NHDmSESNGiHEyvyFJEhkZGcTExJCUlES3bt0anvR69erV7CcLJycn/vWvfz10YHq7VC6HwiQoSISCZJDfglIZlOVBZTGoa++/j34nMDaH7r3A3BEs+4KdN9gPAXMnjYUdlUpFenp6Q4ubnp4e/fv3x9vbGxsbmxYPBUqlkpCQEK5fv06XLl1Yu3btE3WHhYSEMGvWLGbOnMnXX3+NoaGhBqsVWokINB1daWkp06ZNIysri2vXrmFra6uR8+bn5/Ptt9+yePFievXqpZFzakv9nkunTp3C3t6ep59+WnQv/UZ+fj7R0dHExMTQpUsXvLy88PT0pEePHho5f2BgID169GDr1q0aOV+bU6uE3CjIuFJ3y46AisL/fb1zN7B0BbNeYGoDXSzAyOT/t8jog6SG2iqoKoHKIribDYoMKLr9v+Bj7gh9AqD/LOgzFgw0Mx5GkiRkMhlxcXHExMRgaGiIl5cXXl5eLbqXUllZGV988QXW1tZUVVUxbdq0Zq9fA5CTk8NTTz2Fo6MjJ06cwNTUVHPFCq1BBJqOrH5qcefOnQkLC9P4q5LExEROnDjBSy+9pLMPDnfv3uX48eMUFRUxbdo0+vTpo+2S2oySkhJiYmKIiYmhsrKy4UnMxsZG49favHkzn3/+OXFxcRo/t1ZIUl3LS+JxuH0B7oRDbWXd1yz7Qu/h0LM/WPcDa3cwc4DmjEmrqYKCBMgKg7SLcPsiKEuhqyUMWgTDXoIezhr8tiSysrKIjo4mPj6enj17NoRbTXcXnjhxAn19fSZPnkxiYiLBwcE4OjoyZcqUZi/yqVQq8fPzQ6VScf78eXr27KnRmoUWJQJNR5WamsqYMWPw8PDgzJkzLTaANyQkhOTkZJYvX65T3TOSJHHjxg3Onj3LsGHD8Pf3x8DAQNtlaV1NTQ1xcXHcvHmTvLy8hm4GJyenFu1mkMlkODo6UlRURLdu3VrsOi1KrYKsX+pCTOJxKE6r+7ytFzj5g9NT4PgUmLTgk2hNFaSeheh9kHCsrmVn4FwIeAes3DR6qdraWlJSUoiJiSE1NRUXFxcGDRqEu7v7Ez/eFBcX8/XXX7NmzZqGv4eamhrOnz9PTEwMU6dOxdPTs1nnVqvVTJw4keTkZEJCQsSLGN0hAk1HdOPGDSZMmMDUqVPZs2dPi15LkiQOHDiAgYEBs2fP1okBd3fv3uXYsWOUlZUxe/bsFmlx0DVFRUWEhYVx8+ZNHBwcGDJkCH379m3VkOrs7Mynn37K/PnzW+2aGpEXA1HfQcwPUF4ABobgMgY8ptXdzJq2Gq7G3M2G61vg+td13VV+K2HCn8BY892pVVVVJCQkEBkZSUlJCb6+vvj4+DR7ptTBgwextLRk7Nix930tKyuLI0eOYGtry7Rp05rdWrN48WJOnTrFuXPnGDx4cLPOIbQqEWg6mnPnzjFr1ixeeeUVPv3001a5Zk1NTcNKwiNHjmyVazaHaJW5l1qtJjk5mfDwcHJzcxkyZAi+vr4aGxfTVPPnz8fMzIxt27Zp5fpNUlZQF2CivgNZDOh3Bo8pMDAQ3CaCURvqgi3Lh4sfQ9g2MLGBGUF1tbaQ3NxcwsPDiY+Px83NDT8/PxwdHRv9YicvL4/du3fz2muvPXTNp5qaGs6dO0dsbOwTtda8+eabbNmyhZ9++olx48Y16xxCqxGBpiPZt28fK1eufKJp2c119+5dtm7dysyZM+nbt2+rXrsxRKvM/5SVlREZGUlERARmZmb4+fkxYMAArXcZbtmyhaCgoLY7jkaS6sbC/LIJ4g/XDca1HwKDl9QFma6PX75fq7Ij4ad1dQFs+Csw6f26qeAtpKqqips3bxIWFoaBgQF+fn54e3s/dmHKvXv34urqyvDhwx97DU201tRP696xYwcLFixo8v2FViMCTUfx+eef884777B9+3at/VNmZmayb98+VqxYgZWVlVZq+C3RKvM/+fn5hIaGkpycTP/+/Rk6dGiTNwdsSQUFBTg4OJCfn9+2ZpnVVkPc4bogkxMJRmYw5DnwWQY9+2m7uqaprYYz78K1L+vG8zy7B7pZtuglJUkiLS2N8PBw0tLSGDRoEE899dQDf8cZGRkcPnyYNWvWNDpga6K15ocffmDlypV89NFHvPbaa02+v9AqRKBp7yRJYuPGjXz11VccPXr0ideYeVI3btwgNDSUF154QeuLpJWVlXHkyJEO3yqTlZXF5cuXycnJYfjw4fj6+mr9d/Mwnp6evPbaa6xevVrbpUB1KYRthatfQnl+3eyk4S/DoIVtq0upOWIPwOFXwdQOlh+vW9emFZSUlHDt2jVu3LhBv379GDVqVMOLH0mS2L59O0OHDm3W+lb1rTV2dnY888wzTd6eJSQkhBkzZrBmzRo+/PBDnRgP2MGIQNOeqdVqVq9ezYEDB7h06RL9+/fXdkkAnDx5ErlczuLFi7W2PcLt27c5fPgwgwYNIiAgoMO1ykiSRGpqKpcvX+bu3buMHDmSwYMHa2WvnqZ4/fXXiY+P5/Tp09ororIYftkM176CKgX0GQcj10Kf8c2bWt1WZYXB7rl1s65WnGzZ2Ve/UVlZyfXr17l+/TpOTk74+/tTUlLChQsXePnll5sdJmpqajh9+jSpqakEBgY2eY2suLg4xowZw7x589i0aZMINW2LCDTtlVqt5qWXXuLo0aOEh4fj6Oio7ZIaqNVq9uzZg42NDU8//XSrX/vixYtERkYye/bsDrdtgVqtJiEhgcuXL6NWqxk1ahQDBw7UmX23IiIiCAgIQKFQtH4IrSiCK/+pmxWkLK2boTT6LXDwbd06WlPmNdg1B3q4wPJjrT4OSKlUEhkZyZUrV6iqqmL06NH4+/s/cZCIi4vjxIkT+Pv7M2LEiCadLzMzEz8/P2bOnMmWLVt05n+nAxCBpj1Sq9UsX76c4OBgbty4gb29vbZLuk9lZSVbt25l9OjRrTYlsqSkpGEK+dy5c1t9cz1tUqvVxMTEEBISQteuXfH398fd3V0nX2Ha29uzefNmZsyY0ToXVJbXtcaEBtV1Mw2YA6PfBNuBrXN9bbt9AfYsAJsB8PwRMDZr9RIiIiK4cuUKAF26dCEgIABXV9cn+vstLi5m//79mJiYMGvWrCYNGM7JyWHIkCFMmTKFHTt2iFDTNohA096oVCqWLl3KuXPniIqK0thWBi2hoKCAb775hkWLFuHg4NCi10pOTuann35qGPjbUR6AJEni1q1bnD17FiMjI8aPH9/ii+C1tPqd3Ft6DSVUNXBjF1z4uG7/JPepMOHPYNO8KcA6Lekk7HsOHIbCcwfAsPUWN5QkiS+//LJhh+2EhATOnz+PqakpEyZMeKLHDpVKxdmzZ4mLiyMwMLBJLdl5eXkMHjyYCRMmsHPnzg7Xbd0GiUDTnqhUKpYsWUJISAhRUVE6sWx3UlISx48f58UXX8TMTPOv/FQqFWfOnCE+Pr7JD1i6LjMzkzNnzlBVVcWECRN0tkXmt+pnuWRnZ7fcRZKDIfgdkKdA7xEw8d26lXw7stiDcOAFcBkLi76Hzk0bVNtcaWlpnDx5ktWrVzf8/arVaqKiorhw4QIODg6MHz/+iWZO1r/gGT58eJO6tPLz8xk8eDBjxoxhz549ItRolwg07YVarea5557jwoULREdHt5lp0Y1x+fJlEhISWL58uUYHpT5Jk7Iuk8lknDt3DplM1rDjeXtqkaqpqcHCwoJLly5pvrtSngqnNsKt4LpZS5PeB4+pGtulWufd2ANHXq0bP7Rgp8Y2uHyUH374ARcXF4YOHXrf12pqarh+/TpXrlzBw8ODgICAZr8wqu+S7tSpE3PmzGl0l3RhYSHe3t6MGzeOXbt2tav/NR0jAk17UD9m5vTp08TGxupUmIG6JuWDBw+ip6fHnDlzNNKKkJaWxoEDBxg1alSTB/3pKoVCwfnz50lNTcXf3x8/Pz+tL4bXUiZOnIi3tzf/+te/NHNCZTmE/AOu/rdua4KxG+oWl+uk2Q1b24XrX8OJt+rW2ZkR1KJhr6SkhK+++orXX3/9kQvuVVZWEhoaSmRkJIMHD8bf379ZL2DUanXDflDPPvtso9dhys/Px9vbm8mTJ4sxNdojAo2uU6vVvPjiixw/fpybN2+26TEzj1JTU8OOHTvo378/o0ePbvZ5JEkiLCyMkJAQAgMDcXFx0WCVbVNNTQ2XLl0iPDycoUOHMnLkyMeutqrrvvjiC7788kvNrBp86wwcXQ8ld8B7IUx6D0x18/+o1Zx9Hy79Eyb/DZ5a02KXuXDhAuXl5TzzzDONOr60tJQLFy6QmJhIQEAAvr6+zQoX8fHxHD9+nKlTpzJwYOMGf+fl5eHt7c2MGTPYunVrh3gR1caIQKPLJEnilVde4dChQ0RFRbXJ2UxNUVJSwvbt2wkICGhWV4JKpeLEiRNkZWWxcOFCLCza+FLzT0iSJJKSkggODqZXr148/fTTLTIOqS0qLi7Gzs6O9PT05of4SgUE/wGidoOVB8z8HBxHaLbQ9kqthh+fh8QTdQvvtcD4IpVKRVBQEM8991yTxwPKZDJOnDhBTU0N06ZNa9bA4by8PL7//nu8vLwYP358owJKTk4OgwcPZs6cOWKdmtYnAo0ue+edd9i8eTM3btxoN4NdCwsL+eabb5g5cybu7u6Nvl95eTk//PADXbp0Yc6cOe2+hUIul3Pq1CkUCgVTp06lT58+2i6p1Q0ZMoSFCxeyYcOGpt85ObiuVaYsH0atr+tiaqVBru1GVQlsGQs1VbA6VONr1MTHx3P9+nWWL1/erPtLkkRMTAxnzpzB1dWViRMn0q1b02ZnNedxJTMzkyFDhvDKK6/w4YcfNqt2oVkaFWgM3n333aactEkHC83z+eef8/HHH3P58uU2udljc3Xt2hVHR0f279+Pk5NTo1oc8vLy2LlzJx4eHkyfPr3djhuBuoXGLly4wPHjxxk0aBCzZ8/G0rJl99ppq3Jzc/npp5946aWXGn+n6jI4/gb8/Ccwd4TF+2DwIjBov38zLaaTUd1+T9e+AkUGeM7S6OlPnDiBn59fs2dr6unpYWNjg4+PD3fu3OHYsWN07twZOzu7RrecGBoa4u3tTWZmJhcuXMDV1fWx24J0796d6dOns2rVKkxMTBq1iaagEe815iDRQtPG7Nu3jxdeeIETJ05ofW+mlnLr1i2OHDnCsmXLsLa2fuhxzenr1kWSJJGYmEhwcDC9e/dm0qRJHaZ76WFkMhlOTk6kpqY2bgn7OxFw8EUoSgP/NyDg9y26m3SHcfFTOP9XWLALPGdq5JQFBQXs3LmT119/XWNTofPz8zlx4gTV1dVMmzaN3r17N+n+YWFhXLx4kblz5zaqRTQkJIRp06ZpdUPgDkZ0Oemac+fOMWPGjA6xlf3Nmzc5f/48K1euvO/JW5IkLl68SFRUVJNmI+iisrIyjh8/TmFhIdOmTesQA50b66mnnmL8+PGPbtpXq+DyZ3DhIzCxhblbwHlU6xXZ3qlqYMu4un2t1lwHwydfHuHkyZMNC0FqkiRJxMbG8vPPP9OvXz8mTpyIoWHjZ7LVz54cM2YMw4YNe+zx+/btY+XKlRw7doxx48Y9SenC44kuJ11y48YNJk+ezIcffsgLL7yg7XJanK2tLSqVip9//pmBAwc2rFGjVqs5evQoWVlZLFu2rN12udQ/+O7btw9XV1cCAwPb7ffaXNXV1XzzzTesXbv2wQeU5sF3i+oG/nrOhiX7wLrxY7OERtA3AGsP+OUrMDACZ/8nOp1SqeTIkSPMnDmzyTtiP059N9TgwYNJTk7m7Nmz2NjYYG5u3qj79+jRg/79+xMcHExJSQkuLi6P7L4aOHAg3bp1Y9WqVUydOrVdv/BqA0SXk65ITU3Fz8+PF198kU8//VTb5bQaSZI4ffo02dnZLF26FID9+/ejUqlYsGBBk15d6ZL6Vhm5XM7s2bN1fgZbS6msrMTKyoqrV6/i7e197xdvX6xb2VZZDs/8EwYt0pkF8iRJoqKigrKyMkpLS6murqa6uhqlUolSqbznfaVSiVqtRpKkhrd6enr33Dp16oShoeE9NyMjo4b3u3TpgqmpKaamphgaGjZvds6PyyHpFLwWDt2bvx1BdHQ0sbGxLF68uNnnaKz6lcqb2lpTUVHB3r17sba2Zvr06Y/tFnvzzTfZsWMH4eHhHXIAfysRXU66QCaT4ePjQ0BAQMvvX9MGSZLEoUOHqKyspKqqCgsLC2bOnNkulxmvb5UJDg5myJAhjB07tl0PctaE+vEQmzdvrvuEWg2X/wnn/waWbnUr2vbsr90if0OpVFJUVIRcLkcul1NaWkppaWlDgCkrK8PIyAhTU1NMTEwwNjZ+YBipf2tgYNAQXupJktRwq62tvS8I/fr9ysrKhhqAhuvWv+3evTuWlpZYWlpibm7+4P89RSb8dyj0mw7ztjX7Z7N//3769OmDj49Ps8/RFJWVlQQHB5OZmcnMmTNxdnZu1P2USiU//vgjenp6zJ8//7GrnC9evJiQkBAiIyN1YlsaHSQCTVtXWlrK8OHDsbOz4+zZs9ouR2uKi4v56quv6NGjBy+//HK7XIlTtMo0z4EDB1i7di3Z2dnoV9+Fg6vg1mnwmg/T/w1G2ttVvbS0lLy8PAoLCxvCi1wup7KyEgsLCywtLbGwsMDMzOy+EKGtIFtdXd0QrOrDlUKhaAhgJSUlmJubN9RuaWmJtbU1tra2GF3+uG7BvVd/gZ79mnxtlUrFP/7xD9asWdPorQc0pTmtNSqViqNHjyKXy1m0aNFjVyceP348MpmMa9euYWpqqqnShToi0LRlSqWSCRMmUFJSwo0bN9rlk3hjFBQUsGfPHnx8fEhKSsLV1VXjgwW1LSEhgePHj4tWmWZQq9VYW1tzdMc/GZkeBIosmPp38HuhVbuYSktLyc3NJScnh9zcXHJzc6mtrcXOzg4rK6uGFg5LS0u6d++us4uu1dbWUlxcfE9Ay8/PJz8/HxvTTiwr+pQiuzFUTv5XXchpwppQt2/f5vz581obI/jr1pq5c+c2akE+SZI4c+YMycnJPPfcc3Tv3v2hx6rVagYPHkz37t05e/Zsu+0y1xIRaNoqSZJYtmwZISEhJCcnd9g//KysLPbt28ekSZMYNGgQ5eXlbN++nWHDhrWL9R1qa2s5ffo0t27dIjAwsFkrmgrwz1UTWW0TSVczC3h2d4uv+KtWq5HJZKSnp5ORkUFOTk5DeLG3t294q8vBpanUajUFBQXoBb+D1e2D/GC7kdtFtZiZmeHg4ICzszPOzs6PHIB78uRJTExMnmj7E02of4ExcuRInnrqqUb9Dq9evcq1a9dYsmTJI7uUlEolffv2JSAggG+++abD/H20AhFo2qqgoCDeffddEhISdHZ/pieVnJzMkSNHmD179j2LByoUCrZv387kyZMZMGCAFit8MnK5nP3792NhYcGMGTM0PqOjQ5AkuPRPpHN/JUomMfCvN+ls6dwCl5GQyWSkpaWRkZFBRkYGJiYmODk54ezsjIODQ4cKL490NxuCBoHvctRTP6GgoICsrCzS09NJT0+nc+fOODs74+TkhIuLS0OLhiRJBAUFsXjx4jYxxkShUHDgwAGMjY2ZPXt2o1YZjo6O5vTp0yxYsOCRq7fn5eXRv39/3nvvPdatW6fJsjsyEWjaojNnzjBr1ixOnjzZbhfOe5y4uDhOnjzJwoULH9hqIZPJ2LlzJ4GBgRqfNSBJEjUqCaVKTa1KTScDfQwN9OlsoKexJ6zo6GiCg4MZN24cvr6+4omwOWqVcOx1iNoDA+fh/vbP/Om9Dxtmwz2piooKkpOTSU5OJj09na5duza0Mjg7O7f6GA+dcngNxB6ANxOhy/9aZCRJorCwsCHcpKenY2hoiKurKz179uTq1ausW7euzfw/qFSqht2358yZ06gBwykpKRw6dOixj00hISFMnTqVn376iQkTJmiw6g5LBJq2JiUlBR8fH95//31ef/11bZejFTExMZw+fZolS5Y8snUqPT2dH3/8keeee65R6zuo1RK5JVWk5pdxu6CMjKIKCsuUFJZWIy+vprBMSVl1Lcpa9UPPYWigj6lxJ8y7dsaimyHmXQ2xMjGkl3kXevXoQi/zrjj06IKtmTH6+vf/fymVSk6ePElWVhbz5s3rsK1vT6xSAT88D2kXIWAjjN3A62+8wY0bN7h48WKzT1tYWEhSUhLJycnIZDL69OmDu7s7rq6uYhBnU2RHwtfjYNo/YNjDt6aQJImCggJu3bpFWFgYZWVl9O3bFw8PD/r27dvkvZdaSkpKCkeOHMHPz4/Ro0c/djxjRkYGP/zwA3PnzsXV1fWhx/373//mL3/5C5GRkY88TmgUEWjakpKSEgYNGsTIkSM75PRsqGu5+Pnnn1m6dGmjmp0TEhI4ceIEK1asuG937fzSKiLSiwlLLyYis5jkvFIqa1QNX+9maEBPM2MsuxliZWKEpYkhJsadMDLQx7CTPkadDDDQ16NWrUZZW3erVqkprapFUaGkqFyJoqKGwrK6MPRrXQ0NcOtpgltPE/r2NMXT3gw7oxp+PnaIXr16MW3atA47LuqJKTJhzwKQp8DM/9TtxQRkZ2fj5uZGQkJCo6feSpJEdnY28fHxJCUlUVNTg7u7Ox4eHri4uIjB2c0lSbB5NKAHr1xq1F2+/vpr/P39USqVJCUlcfv2bXr27ImHhwcDBgxo9OJ3LaW0tJSDBw8CMHfu3McG3MzMTPbt23dfl/lvLV68mKtXr3Lz5s0Ov53JExKBpq1QqVRMmTKFgoICoqKitF2OVkRFRXHu3DmWLl36yP2bfis8PJwrV66wbPkKEgqVnIrN40JSPunyCgCMOukzqLc5A+2749qzG67WJrham2Bl0swFxB6gqkZFtqKSO8WVZBVVkFpQRkp+GbdkZeSVVDUcZ9PNAL8+PfF16sGIPpb0szV9YEuO8BD5CbBzNtRUwrO7oM/Ye748ceJE+vbty1dfffXI08jlcmJiYoiOjkZfX58BAwbQr18/bG1t20x3h867/jWceAtWXQD7IY88tLS0lC+//JK33nqrYY2b2tpa0tPTSUxMJD4+Hmtra7y8vBgwYMBjN4hsKWq1mkuXLhEeHs78+fMfOU4G6iY1fP/998ycORMPD4+HHjd48GBsbGw4efJkh53NqgEi0LQVb7/9Nrt27SI1NfWxaxm0Rzdv3uTs2bM8//zzWFlZNfp+kiRx9baczScjCMuppkJtgFEnffzdrBjRxxJf5x4MtO+OYSftPEio1WqOBZ8lJCYNW89hpN1VE5WlIFtRCYB5184Mc7bgKVfLhoAjnlAfIjsCdgfWLa+/9BDYeN53yMmTJ3nuuefIy8u7b6Gz8vJyYmNjiYmJQaFQMHDgQLy9vZu0+7LQBJUK+Gc/GLwYpv/rkYdGRESQnp5OYGDgA7+uUqlISUkhJiaGlJQUXFxc8PLywt3dXSutaCkpKRw+fJjx48c/dgHA7Oxs9u7dy6xZs3B3f/C2G2VlZbi5ubFs2TI+/vjjlii5IxCBpi3Yu3cvr7zyCmFhYY9M8e1VdHQ0Z86caVKYKa+u5eCNbHZeSedWfhndDA3oZ1aLq3EZf1gxm+7dtD9jqLq6moMHD1JdXc2CBQvuCarZikp+uS3naqqca2lysorqAo6tmTET+vdkoqcNT/WxxLhz+1sNuVnSQur2ZOpmBUsPg8XDN+h0cXFh48aNrFq1CrVaza1bt4iIiCAzMxMPDw+8vLzo06ePeCXcGn5cAemX4M2kuj2fHuK7775j4MCBeHl5PfaUVVVVJCQkEBMTQ25uLp6engwdOrTVx6PJ5XK+++47XF1dmTx58iP/nu7cucN3333HnDlzcHNze+AxCQkJDBs2jM2bN7fKtg/tkAg02hYeHs7YsWP59ttvmTdvnrbLaXX1y/w3dsxMtqKS7ZfT+CE8i9KqWgb2MmPZU87MGGSPoYEeBw8eRKlUsmDBAq2OfygqKuK7777D2dmZKaGbET0AACAASURBVFOmPHabhjvFFVxJlXMuIZ+QWwVUKFV0NTRgTF9rnh5gw9MDbDEx6qDjORJP1O0TZNGnrmXG7NEDwN9//30OHjzIf/7zHyIiIjAxMcHPzw9PT08xbqm1xR2q+90tP/7QTSslSeLTTz9l9erVTR54XVJSQlRUFBEREZiZmTF06FA8PT1b7X+/qqqKAwcOoFKpmDdv3iNb1+u7nx41+2n//v0N64/5+vq2VNntlQg02lRQUICnpycrV67skM2M9YtXLV26FBsbm0cem5RXyuaLqfx0MweAaV52LBvpjI+j+T3dBSqVquEBZsGCBVrZ7+n27dscPHiQsWPHMnTo0Cbfv6pGxdXbcs7EyziTIENWUo1xZ30m9rdh9uBejHG31loXWqu7uQ8Orwb7wbBkP3S1eOihkiSRlZXFpUuXWLVqFR9//DGBgYFih2Ntqi6DT13B53mY9uBNdRUKBdu2bePNN99s9mXUajXJycmEh4eTm5vLkCFD8PX1pUePHs0+Z1OufebMGRITE1m4cOEjX5jVz36aN28eLi4PbmXcsGED27dvJyEhoUnd74IINFqjVquZOHEi1dXVhIaGarucVpeWlsaBAwdYsmTJI59w4nLu8q/TyZxNzKdLZwMWDuvNi6P70Mv84YMCVSpVw6Zx8+bNa7VQI0kS169f5/LlywQGBjZ6ps3jzhmZWczhGzkci86huKIG866decbLjgV+vfF2aMeLuUXugp/WgssYWLgXjB786l2lUhEdHc21a9dQqVT4+fnxySef0LlzZ/bt29fKRQv3+X5J3finN+LhAd0y8fHx3Lx5k0WLFmnkcnK5nPDwcG7evImDgwMjR47Eycmpxf9Pbt68yenTpx87ADgtLY39+/c/crmJkSNH0rVrV06fPi26RhtPBBpt+eSTT/jHP/7RsGBXR5Kbm8vu3buZP3/+Q5/0c+9W8veTiRyJyqH7/2PvvKOiOtM//hl6E1CRJgiIKIpdREFs2BUBJSr23qIxJvmZbLLruskmu0nWmLUl9pKoYMEGikpTwYIiigiIBUUQBBRpShmY+/uDhQ0LImWGoX3O4XDO3Pe+9zswc+/zPu9T1JVZMMiCOfZmtNas3pZBcXExR44cQUlJCXd3d5nfFCQSCWfOnCEpKQkPDw+ZrAzFxRIuP0jn5J1k/GNekC+W0NVIm+l2prj2bo+OetXdfhsVkV5wYhlYOpUYM8oVY6IKCwuJiIjg2rVr6Onp4eDgQMeOHRGJRISHhzNs2DBevHjRUgBP3kQehhNLYHEwtK8YQBsYGIiioiLDhg2T6mXFYjFRUVFcvXoVdXV1HB0d6dy5s0wNm6SkJI4cOcLAgQNxcHB457jY2Fj8/PyYN29ehXITUFLU0dzcnDVr1rBmzRqZ6W1itBg08iAsLAwnJycuXLjAoEGD5C2nXsnIyGDv3r2MHz+erl27VjheVCxhd+gTNgY+pFgisGiwBUuGWNbqYV1UVMThw4dRU1Nj0qRJMjNqxGIx3t7eiMVipk6dWqNmfLUlO1/MqTvJeIY9IyYlGzVlhZJtOHtzepnKt15HnYk6BscXg/lgmHEYlMt74/Ly8rhx4wY3btzAzMwMR0fHSjuT9+zZk2nTpvHnP/+5vpS3UBm5abDeCkasg8GfVjh84MAB+vfvL7OECIlEQmxsLKGhoRQXF+Po6Ej37t1ldj/Izs7mwIEDWFpaMnr06HcaUKXlJhYsWFCp0R0aGsqYMWMIDg7Gzs5OJlqbGC0GTX2TmZmJtbV1s0zPy83NZc+ePTg4OGBra1vh+KO0XD47GklkYiYjuxqwbmI3TNvUzXtVVFSEp6cnmpqauLm5Sf0mlpeXh5eXF9ra2ri5udV7zI4gCEQ9z8LzRiKn7zznTWExtmatWehowWgbQxQbW42b6BNwbCF0sIeZR0Hlv///nJwcrl27xu3bt7G2tmbQoEFVxhj8+uuvrF+/nsePH9eH8haq4tdBJfFPc33KvVyXgOCaIggC8fHxhISEkJWVhYODA3369JFJAHFeXh6enp7o6uri6ur6zvvCxYsXiYuLY968eZUuhErLecTGxsq9sGAjoMWgqU8EQcDFxYXk5GRu3bolbzn1SkFBAfv27aNLly6VupaPRyTx5xP3UFVW4O+u3ZnYq+KKu7aIxWI8PT3R1tbG1dVVai7n7OxsDh48iIWFBWPGjJF7LEtOvpgj4Unsu/qExIw8TFqrM8/BnOl2HdBsDBlSsb5wdC60t4VZ3qBasmrNy8vjypUrRERE0KNHDxwcHMoaGlaFWCzGwMCA3377DWdnZ1mrb6Eqzv8ZbuyALxLKGanSCAiuDYmJiYSGhvLixQuGDRtGr169pL7YEYvFHDt2rCxBobIMO0EQOHPmDBkZGcyYMaNS46pv376YmJhw6tQpud9jGjgtBk19smXLFtatW8fjx4+blbVdVFTEoUOHaNOmDRMmTCj3pSwqlvCNbwy/XUvAzqINm6f3wUBb+jVkCgsLyzRMnDixzjeGly9flrnKHRwcGtSNplgi4B/zgt2hT7j59DW6GsosHGTB3EHmaKs10Dibx0El7QyMepWkZqtpIxaLCQsL49q1a2WGcE1Lw3/66aeEhoZy48YNGQlvoVo8CigpijjrOHT6byPGmJgY7ty5I7e6K4mJiQQGBvLmzRucnJywtraW6ndZIpHg4+NDWloaM2bMqLQ3lUQi4dixYygoKODu7l7h+pmZmVhaWvLNN9+wYsUKqWlrgrQYNPXFnTt3GDRoECdPnmTUqFHyllNvCIKAt7c3EomEDz74oNwqKLegiA8PRnD5QTqLB1vwxVhrlBRlF7xbWFjIwYMH0dPTw9nZudY3rqSkJLy8vBg5ciS9e/eWskrpEvHsNVuCHhF0P41WakrMdzBngaMFuhoNqB5L8h3YNwF0zWD+WSSq2mVNJk1MTHBycqp1+mpWVhYmJiacO3eu2cWrNSgKcuF7UxiyBoZ/VfayrAKCa4IgCDx69IjAwECUlJQYOXKkVDIU/zh/UFAQsbGxzJo1q9LFbFFREQcOHEBfX59x48ZVuDedP3+eyZMnc/XqVXr16iU1bU2MFoOmPsjNzaVbt25MnDiRrVu3yltOvSEIAufOnSM1NZVZs2aVc6dmvRUzd+8Nop5n8a1bd6bbVd0TRVoUFBSUeWpcXFxqbNQ8fPiQkydPVlnGvCFy73kWm4Mecj46lVaqSiwd2pEFjhZoqMh5KyrjCeweBUpqCAvOcz85m8DAQFq1asXIkSNp3759nS+xaNEi4uPjCQoKkoLgFmrNr46g1a7EA/cfZB0QXBMEQSAqKorg4GDatm3LqFGj3lsfqyaEhYVx5coVZs6cWem8+fn57Nu3DxsbGwYPHlzh+Icffoivry8xMTEtmXuV02LQyBpBEPDw8CA6Opp79+7JW069cvPmTW7evMmCBQtQU/vvNlJWnpgZO6/zMDWXLTP6MNqmfkuWFxYW4unpiY6ODi4uLtXeOy8tBDht2jRMTU1lrFI23H+RzU8XHuAfk0q7VqqsGmGFR39TlGXoGXsnb16WGDNvM3g9+TC+YQ/Jyclh9OjRWFpaSs31n5ycjJWVFWFhYXTv3l0qc7ZQC3xWw73j8MVTUFCo14DgmlBcXEx4eDiXL1+me/fuDB8+vNz9qy7cu3ePc+fOMWPGjEoz83Jycti9ezejR4+mW7eKvcpsbGzo2bMnnp6eUtHTxKjWDaOlqk8d8PLy4vz5881udfjkyRMuXbqEh4dHuZvB28IiFu67yYPUHLbP6VfvxgyAiooKM2bMIDs7m5MnTyKRSN57TnR0NGfOnGHmzJmN1pgBsDbUZuccW44ts8e8rQZrT95j1IZLBMSkUsOFS90oyIWDUxCyk7lh9X/sPHkZKysrli5dSqdOnaQax2BsbMyECRNa0rfljakdFGTBywdASVC9goJCgzJmABQVFRkwYAArVqxALBazdetW7ty5I5XvR/fu3XF2dubQoUM8f/68wvFWrVoxbdo0zpw5w4sXLyocDw4Oxs/Pr6VgZB1oMWhqSWpqKkuXLmXjxo3V6lPUVHj9+jXe3t64u7uXKxolkQis9rpDxLPXbPTow/Au8vubKCsrM336dN6+fcvx48erNGqioqI4d+5clZU9Gxu25m04stSePfNsUVJUYNFv4czfd5P49FzZX1xSjOC9ACH5DqdV3HiuYMLy5csZOHCgzNLev/vuO/z9/Xn69KlM5m+hGrT/T2+i5NtASXxTfbQmqC0aGhq4uLjg4eHBzZs32bt3b6VGRk2xtrbGxcWFQ4cOkZiYWOG4kZER48ePx8vLizdv3pQ7pq+vz88//8ySJUtITU2ts5bmSMuWUy0QBAFnZ2eysrIIDQ2Vt5x6o6CggN27d2Nra1uhGNSP5+7zy8XHrJvYjfmD3t0tuT4pLb6noqLC5MmTKzxQo6KiuHDhQrWbZzZGxMUS9l99ysaAh+QXFbPA0YKPnKxk1gzz7ek1aETsIETbjQ7u32BmZiaT6/wv48aNQ09Pj99//71ertfC/1BcBP8whgFLYPS3REdHEx0dzdSpU+Wt7L1IJBJu375NcHAw3bp1w8nJqc7bUKXxeB4eHpV6fYOCgkhISGDOnDkV7kuOjo7o6uri4+PToDIs5UzLlpOs8PLy4urVq5w9e1beUuoNQRA4ceIEpqamFZoyBsSk8svFx0y3M2Weg7l8BFaCkpIS06ZNo6ioqKxmRCn37t1r8sYMgLKiAosGdyTo/4bh1rs92y/F47T+Imfupkh1G0oikRB39Bs0InaQ2sGZQav31psxA/Dtt99y4sQJ0tPT6+2aLfwBRSXQt4bUaKAkXqSxBLcqKCjQr18/PvzwQ4qLi/n11195+PBhnea0srJi0qRJeHl5kZSUVOH48OHDUVdX5+zZsxW+h76+vly5coUjR47USUNzRPFvf/tbTcbXaHBTJDU1ldGjR7Np0yYGDBggbzn1RnBwMC9fvqyQnp2SlcfcvTewbKfFLzP7yScAtQoUFBTo1q1b2Yqxa9eu3L9/Hz8/v2p1Am8qaKoqMdrGkKGd23Hz6Wv2Xn3K/RfZDLBoU+fCfOnp6QTu/4GBCVsoNrFDe94RRIr1m2FlbGyMn58fsbGxTJgwoV6v3cJ/SLxR8uPwEbGxsWhqatarUVtXlJWV6dKlC4aGhvj6+pKamoq5uXmtqw23adMGfX19jh07hoWFRbl4IpFIhJWVFRcvXgQol/GnpqaGgYEBK1aseGfrhGbI19UZ1LLlVAOa61bTvXv3CAgIYPHixeWKRwmCwPx9NwmLz+Dsx4Ox0KtYWKqhUFxcjLe3N5mZmWRlZTF79mwMDes/aLkhUNpTa4P/A1SUFFg7oRtTbE1q7N6WSCRcvXqVqCvnWSg5iLK6FqLFwaDZVkbKqyY4OBg3NzeeP3/e8hCQB1c3w4W/wOdPOHH+Eubm5vTp00feqmpFQUEBAQEBPHjwAGdnZ6ysrGo9V1xcHD4+PsycObNCnN7r16/ZvXs37u7uWFiU36pv2XoqR8uWk7RpjltNKSkp+Pn54eHhUaES5vGI51yMS+eLsV0atDEDJdkN/fr1Iy0tDR0dnQYdsChrlBQVWDrUknOrh9DVSJvPve8ye/cNkjPzqj1Heno6e/bsISH+AYu1L6EiFCCa7iU3YwZK3PiWlpasW7dObhqaNW3/89B/9Zjc3NwGl+FUE1RVVZkwYQJubm6cPXuWU6dOkZ+fX6u5unTpwoQJEzh06BCvXr0qd6x169a4u7vj7e1NRkZGuWMtW081p8WgqSalWU3//ve/a1yivbGSl5fH4cOHmTBhQgVvRlaemH+cjaWfWWvm2JvLR2ANSElJ4fjx48yYMYP27duzb98+cnPrIeunAWOhp4nX4oF8N6k7t5+9Zuy/L3PmbkqV5wiCwLVr19i3bx+9e/dmRtsYlFIjYdI2MKhYW6O++fHHH9m5c2eFh0ML9UCb/3gYXj8hJyenURs0pVhYWLBs2TKUlJT49ddfa51J17VrV4YPH86BAwfIycmpcI0hQ4Zw+PBhxGJx2eu6urps2LChJeupBrQYNNVAEAQWLFhAz549mTt3rrzl1AuCIHDq1Cmsra0rLQK1MeAhGW8L+drFBoUG3vX59evXeHp6MmHCBDp27Mj48eOxtrZmz549zf7Bp6AgYuYAM86sGoxFOy1WHIpgzdFIcguKKox9+/YtXl5eREdHs2jRImzVkxDd3AkDV0DXiXJQX5HSlhVr1qyRt5Tmh64ZIIKM+CZj0MB/vTUTJ07E29ubixcvVqu+1f/St29f+vTpw8GDByt4e/r374++vj7nz58v9/r8+fPp0aMHCxcurN9aUo2UFoOmGjTHraYbN26Qk5NTaW+qxIy3/H79KdNsTene/v2dkeVJbm4uBw4cYMiQIWWGmUgkYujQoQwaNIi9e/eSnJwsZ5Xyx1xPk2PL7Fnl1AnviCQmbAohMjGz7HhCQgLbt2+nbdu2zJ8/n9bCazj9UUn37JF/k5vuyvj555/x8vJqqUtT3yirgXZ7JK8eIxaLUVdXl7ciqdKpUyeWLFnCs2fP+P333yt4WqrD4MGD6dChA4cPH6ao6L+LBpFIhLOzM/Hx8URHR5c7p2Xrqfq0GDTvISMjg2XLljWrrabk5GQuX76Mu7t7pcXQNgY+RCQS8fHI2gfK1QelvZ26d++Ora1theP9+vVjwoQJHDx4kPj4eDkobFgoKyrw6egueC2xp6hYYMq2axy49pRLly5x9OhRnJ2dGT16NIoSMRyZCyIFmLIXlBpQM0xK/q9OTk588skn8pbS/NDtQHHGUzQ1NZtkIGurVq2YNWsW5ubm7Nixg0ePHtXofJFIxNixY9HQ0KhQ9FNVVZUPPviAs2fPlvMc/3Hrqbl7lN9Hi0HzHj7//HMsLS2bzVZTQUEBx44dY/z48eUqAZeS9PotJ24/Z+aADhjpNNwVWGlRPSMjoyq7/VpbWzN16lSOHz/e7PpxvQs7izb4fuSInbkOfzkVzYYrL5k9f+F/Mz0u/AVe3C2Jm9Gtn8ajNWXjxo1cuHCBu3fvyltK80LbCHJeNJntpspQUFBg6NChfPDBB/j4+ODv71+uxlV1zp80aRL5+fkV6tAYGxszZMgQvL29y805f/58OnbsyBdffCHV99LUaDFoquDWrVt4enri7e0tbyn1giAI+Pr60rFjR2xsbCodszv0CSJg8eCO9SuuBgiCwMmTJ8v2vt+3UjQzM2P27Nn4+/sTFhZWTyobNrkZqfTOvo6rpRJ3c9SY+3sUCa/ewMMAKI2b6TJO3jLfSceOHZk8eTKrV6+Wt5TmRSsjFN+k0aoZpM2bmZmxZMkS0tPT2b9/f42SDEqLfj5//pzLly+XO2ZnZ0erVq0ICAgo9/rx48c5dOgQERERUtHfFGkxaN6BRCJh/vz5TJs2rUJ9gKbK7du3SUtLY8yYMZUef1tYxJGbiUzsZYyxbsP1zgQEBJCTk4O7u3u1u20bGBgwf/58bt68SUBAQLMOwLt9+zZeXl64ukxk4+Ix7JnXn5SsfOZsOUfh8eXQriuM+Ku8Zb6XDRs2cPPmTS5duiRvKc2HVkYoFOejqVQxqLwpoqmpyfTp07GwsGDXrl2kpFSdJfhHVFVVmTlzJpGRkdy5c6fsdZFIhKurK7GxscTFxZW9bmFhwdSpU1mwYEGtgpKbAy0GzTvYu3cvKSkp7NixQ95S6oW0tDQCAwP54IMPUFZWrnTM2agXvCksZrpdw9xmALh79y4xMTFMmzatxhU+dXV1WbBgAU+fPuX06dPN7qYhkUg4f/48oaGhzJs3r2yLaXgXfU6tGMTfFPfA21dc6PJNSQBoA6ddu3YsWLCAzz77TN5Smg+tSso7qBfXPGC2sSISiRg+fDijRo3iwIEDFYJ6q0JLSwsPDw/8/f3LtUhQV1fH3d0dHx8fsrKyyl7fuXMnycnJ7Nu3T5pvocnQYtBUQkZGBp9++in//ve/a132ujEhFos5duwYo0aNol27du8cdzQ8EfO2GvQ3b5hF6Z4/f8758+eZPn06GhoatZpDQ0ODOXPmkJubW6EuRFMmLy+PgwcPkpaWxqJFiyp8DsxT/BheFMpJ3TksCSipQVQsafherO+++474+Phms20sd9R0AVCR1K4IXWPGxsaGWbNm4e/vT1BQULW9vPr6+ri4uHDkyBGys7PLXjc1NWXgwIHlgoeVlJTYsGEDn3zyCa9fv5bJ+2jMtBg0lfCnP/0JCwsLZs6cKW8p9UJAQACGhob06tXrnWMSXr0h7EkGU2xNG2T2Qk5ODkeOHGHixIl1bjapoqKCh4cHampq/Pbbb+TlVb+CbmMkPT2dXbt2oa+vz8yZMyum22anwJlPwaQ/k1f+yBx7M3ZcjmfJb+GV1qtpSGhpabF69Wq+/PLLZudxkwtqJWUcVIWm/Z15F0ZGRixevJinT59y+PBhCgoKqnVely5dsLOzq7CIGjRoEEpKSly5cqXstVmzZmFhYcGf/vQnqetv7LQYNP/D7du3OXjwYLNZ0SUkJBAbG8u4ceOqNFS8byWhIILJfdu/c4y8KM1o6tevH9bW1lKZU1FRETc3Nzp06MCePXvKuX2bEvHx8ezbtw9HR0fGjBlTecyR3+dQVACTtqOkrMI3rt35xtWGiw/S+eDXq6RmN+zV+Jdffsnbt2/ZsGGDvKU0ff5j0KhImqdBAyVxNXPnzkVDQ4M9e/aU87pUxaBBg2jTpg0+Pj5l3h2RSISLiwvXr18nLS2tbKy3tzcHDhwoF3vTQktzynJIJBL69etHz5492b9/v7zlyJzCwkK2bdvGmDFj6NKlS5Vjx20MoZWaEkeW2teTuupRmtFUXFyMu7u7TLxHV69eJSwsjFmzZlW5JdfYuHfvHn5+fkyZMgVzc/PKB8X5gadHSRDw4PKxKJcfpLP8wC10NVT4baEdlu0abmaLt7c3ixYt4vHjx5WWI2jh/eTn5/PkyRMeP35MQkICz549Izc3l6KiIsRiMUVFRWgKufxqGcimx+ZcL7ZBSUmp3E+rVq0wMTHBzMwMc3NzLC0tK/SIayoIgsCVK1cIDw9n1qxZ6OnpvfccsVjM3r17sbGxYdCgQWWv37p1i4iICBYuXFi26JgzZw5RUVHcunWr2skPjZhq3dhbDJo/sHfvXj7//HNSUlKaReyMn58f+fn5TJo0qcpxL7LyGfjPQL4Ya83yYZb1pK56XL16laioKBYsWPDOYGZpcPfuXS5cuMC0adMwNTWV2XXqi7CwMK5cucLMmTMxMDCofFBBDmwdCGrasPQyKFb8+0YlZTF/3w2KJQJ75vWnT4eGGV8FMGzYMAwMDDh8+LC8pTQ48vLyCAkJIS4ujqSkJJ4/f86LFy9IT08nIyOD169fk5eXh5aWFrq6uujp6dGuXTtatWpVZqwoKyujpiTiF+NjHEq14mJxX4qKisoZPG/evCE9PZ2XL1+SmZlJTk4Oqqqq6Orq0rZtW/T09DA0NMTIyAhTU1OsrKwYOnRoo+6efufOHQICAvDw8MDExOS947Ozs9m1axfOzs507twZKDGODhw4gLm5OYMHDwZKPNNGRkb861//Yt68ebJ8Cw2BFoOmJmRlZWFmZsamTZuYM2eOvOXInISEBLy9vVm+fPl7S5QfvvmML7yj8Pt4MF2NGk615EePHnHq1CkWLVqEjo7sWzA8evSIEydO4OLi8l6PVkNFEASCgoKIiYlh1qxZVXcd9/sThG2DhRfA1O6dw56+fMOcPTdIzyngl1l9Gd6lbjFMsuLx48f06tULf39/7O0blqexPsnLy+Py5cuEhIRw69YtYmNjSU5ORk9PD2NjY/T19TE0NKR9+/aYmppiZmZGp06d6NChQ7UWDZKv9XhqOJaOSw+8d2xxcTHPnj0jPj6eJ0+ekJiYSHJyMikpKaSlpZGSkkJqaioGBgZ06dKFfv36MXjwYIYNG9aojJwHDx5w6tQp3Nzc/lugsgoSExPx8vJi3rx5ZV7hrKwsduzYwdy5c8viBPfv38/HH39MQkJCvdwD5UiLQVMTvvzyS06dOkVMTIy8pcicmmw1ASw/cIvbzzK59qVTgwkIzs7OZseOHUyZMgUzM7N6u+7z58/x8vLCycmJPn361Nt1pYFEIsHHx4e0tDRmzJhRtas/+TbsdIJ+88H5/bEn6TkFzNt7g7gXOWyZ0Zex3Q3fe448WL16NQEBAdy9e7c5uOnfaby0a9eOLl260KdPHxwdHRk2bFjVxm0NKP7WiIS2Q+m43Esq8+Xm5nLp0iVCQ0MJDw8nLi6OFy9eNDojJzExkcOHDzNq1KgqEzBKiYiIICwsjEWLFpUZkpVtPXXr1g03Nzf+8Y9/yFS/nGkxaKpLSkoKlpaW+Pv7l9u3bKpUd6sJoFgi0PubC0zoYcT37j3rQd37kUgk7N+/n06dOpW5X+uTly9fcvDgQXr37s2QIUMajJFXFaWp+cXFxUydOhUVlSr6L0kksGc0vE6Aj8LLAj3fR3a+mLl7bhCVlMWm6X0Y38NISuqlR2FhIRYWFvzf//1fk+z1JJFICAsL4/fffycgIICnT5/K1HipjKLvTEnUtcNihewSK95l5JiYmDB8+HBmzJjB8OHDG5zRmp6ezsGDB+nfv/97nzWCIHDixAmUlZWZOHFi2Wv/u/V05coVRo8ezePHjzE0bJgLCSlQvZusIAg1+WmSLF68WOjfv7+8ZdQLT548EX766Sfh7du31Rr/4EW2YPaFr3A0PFHGyqpPUFCQ8NtvvwkSiURuGrKzs4WdO3cKR48eFQoKCuSmozoUFhYK+/fvF44dOyYUFRW9/4TbBwVhnbYgRByo8bWy8woF91+uCB2/PCOcvvO8Fmplz+HDhwVdXV3h1atX8pYiFQoKCgRPT0/B3d1daNeunaCrqytMmDBB2L17t5CRkVHvegr/oPnbpwAAIABJREFUYSbEb3Kt9+vm5OQIBw8eFCZNmiS0bdtWaN26teDs7Czs27ev2ve7+iArK0vYsmWLEBwc/N57WH5+vrBp0yYhKiqq7LXMzEzhxx9/FFJTU8tes7W1FZYsWSIzzQ2Aatkozd6gefjwoaCuri7cv39f3lJkTkFBgbBx48Yavdej4YmC2Re+woMX2TJUVn3i4+OFn376ScjJyZG3FEEsFgsnTpwQtm3bJmRmZspbTqUUFBQI+/btE44fPy4UFxe//4S8TEH4sZMg7BwhCNUZXwm5+WJhyrargsWffBusUTN48GDBw8ND3jJqTVpamvDTTz8JQ4cOFTQ0NIQOHToI8+bNE86fP1+9/7MMKfinpfBk4wS5aiguLhZCQkKEpUuXCpaWloKampowcOBA4bvvvhOSkpLkqk0QSoyvrVu3CoGBge81apKTk4Uff/yxnAEeHh4u7Nixo+x/HRMTI6ipqQmPHj2SqW45Ui0bpWH54+TAF198gYODQ6MN8qwJly9fpn379jV6r3eTMtFUUaRjA0jJzc3N5cSJE7i5uTWIvXIlJSVcXV3p2bMnu3bt4tmzZ/KWVI7CwkIOHTqErq4urq6u1XO/X/oR3qTDuB+hlu56TVUl9s3vj615Gz45fIfg+2nvP6me2bVrF6dPn+b69evyllJtEhMTWbNmDT169MDU1JTffvsNe3t7wsPDSUhIYO/evYwePVr+2yyKSghF8q2wraCggKOjI9u2bePRo0fExMQwZswYTp48iaWlJdbW1nz00Uc8fPhQLvq0tLSYO3cucXFxBAYGVllV2MjIiCFDhnDs2DGKikoKWfbt2xdVVVVu3LgBQNeuXXFwcGj23bibtUFz+/Ztbt26xZgxY4iJiWnSDQlfvnxJREQEo0ePrtF5kUlZdG+vg6KCfONEhP/Um+nduzcdOzacTt8ikQh7e3tcXV05cuRIg+mEW2rMtGnTBhcXl+o95F4+Kslq6jsb2vet0/U1VJTYNdcWa6NWLDtwixtPMuo0n7Tp3LkzCxcuZMmSJQ26grBEIsHX1xcnJyc6d+5MWFgYixcvJikpiTt37vDPf/6Trl27yltmOUSKyhSLq1cht76wsLDgb3/7Gzdu3CAtLY1PP/2U+/fv07NnT+zt7fHy8qr3z0FpAb5Hjx69t1WCnZ0dOjo6ZR24RSIR48aNIyQkhNzcXJKSkpg8eTK3b99u1sX2mrVBs3r1auzs7Jg0aRIhISHs2rWLJ0+eyFuW1BEEgXPnzjF48GBatWpV7fOKiiXEpmTTo7380wGvXLmCWCxm2LBh8pZSKZ06dWLevHlcvXoVPz8/uT4kxWIxnp6etG7dmokTJ1Y/aDno76CoCk5rpaJDW02Z/fPtaN9anYX7bnLvecOqtvzjjz/y8uVL/vWvf8lbSgWysrJYt24dFhYWzJs3j65duxIXF8fly5dZtWpVtYq0yQsFJBQUNVwjUVtbmyVLluDv78/Tp09xdHTkk08+oX379qxZs4b09PR606KhocHs2bOJi4ursit8acXg+/fvl3XgbteuHd26dWP37t0cPXoUe3t7+vbty+rVq+tLfoOj2Ro0wcHB3L59mz179tCpUyeWLFmCvb09Pj4+/P777yQnJ8tbotS4f/8+2dnZ2Nm9u5ZIZaRk5VNYJKGTvny3d5KSkrh+/TqTJ0+Wvzu9CvT09Fi0aBGvXr3i4MGDcukBVVRUhJeXF9ra2jUzZp7fgpiT4LAStKRXR6atliq/LxxAKzUlFu0PJz2n4azc1dTU2LFjB99++y3x8fHylgOUFDycPHkyxsbG+Pj4sHbtWlJTU9m6dSsdOjTcLvd/REEipqBI0ig83gYGBvzrX//i+fPn/Pzzz1y5cgUzMzPGjx9PcHBwvWjQ1NRkzpw5REdHc/ny5XeO+2MH7uzsbKKjo4mNjeXNmze4urrSt29f9u7dS0REBBcvXqwX7Q2Nhvt0kCGCILBq1Spmz55dFoshEono3r07K1aswNraGk9PT44dO8arV6/krLZuFBYWcv78ecaPH4+iomKNzn2W8RaADm1r17laGojFYk6ePMn48eMbReEoNTU1ZsyYgYGBATt37qzX1Z5EIuHEiROoqqpWP2YGQBAg4G+g0RbsV0pdV3tddXbOtSUzr5APD96isAGt3p2dnXF2dsbDw0NuXrXCwkK2bNlCjx49GDlyJKqqqly7do2IiAgWLVpU4++tvBEVF4KiCm/evJG3lGqjoKCAh4cHV69eJTIyEiMjIyZNmkTnzp354YcfZP5etLS0mDNnDnfu3OHWrVvvHGdqakqvXr3YuXMnwcHBeHh44OLiwoULF5BIJGhpaTFr1ixWrVrVKAxKadMsDZqTJ0+SnJzMxo0bKxxTVFSkf//+fPTRR+jr67N79258fX3JycmRg9K6ExISgqmp6bt79VRBwqsSg8asrfx6rQQHB2NoaEi3bt3kpqGmKCgoMHr0aIYOHcq+fft48OCBzK9Zuq349u3bmnuyHgfBk8swZE1JmwMZYGOsww/uPbn59DXf+EbL5Bq1ZefOnSQmJvLTTz/V63Xz8vJYs2YNBgYGbNy4kRkzZvDixQs8PT3p2bNh1HyqFcViFFTUyc3NlbeSWmFlZcXu3btJS0tj5cqV/PbbbxgaGrJs2TKZNqlt1aoVs2bN4uLFi8TGxlY6JjY2lsjISARBYODAgZiYmGBjY4O6ujo3b94EYNOmTSQlJXHq1CmZaW2oNDuDRiKR8Omnn7Jq1aoq+zWpqKgwZMgQVq5ciYqKCr/++iv+/v6NatXx6tUrbt26xahRo2p1fkLGG1QUFTDUVpOysuqRmJhIVFQU48aNk8v160qvXr2YPn06vr6+hIaGynTFFBISwrNnz5g2bVrN+pAJAgR/BzodwHaBzPQBuPZuz9IhHTlw/RleNxpORpiWlhY7d+7km2++qZetp+LiYr7//ntMTU3x9/fH09OThw8f8uWXXzaNRo1FBSipajTaRWApKioqrFq1iujoaPz8/IiMjMTMzIw///nP5OfLpsN8mzZtyu4ZCQkJZa8L/2lZcv78eaZNm8asWbMIDg4mOzu7LED48uXL5ObmoqSkxMcff8ynn37aoAPeZUGzM2hOnz5Nbm4ua9dWL/BRQ0OD0aNHs3TpUgoLC9m6dSsBAQG8fftWxkrrRumK3dHREW3t2q26kzLyMGmtLpcMJ7FYzKlTpxg3blyjvsmbmJiwaNEiYmNjOX78OGKx9NNZIyIiuH37NjNnzkRNrYbGZ3xwSfzM4E9ASVXq2v6Xz8daM9hKj7+eiuZWwmuZX6+61MfWk0QiYdeuXZibm7Njxw62bNnCnTt3GDt2rEyuJxeKi0AiRlFVs9EbNH/E0dGRa9eucfDgQU6ePImZmRkbNmyQyWfF2NgYd3d3jh49SmpqKgUFBRw+fJinT5+yaNEiTE1NMTQ0xM7ODh8fHwRBQF9fn549exIYGAjA2rVryc7OxsfHR+r6GjLNyqARBIG1a9cyZ86cGgeX6ujoMGHCBJYuXUp+fj5btmwhMDCwwRo2cXFxZGZmMmDAgFrPkZ5bgF4r2T/kKqMxbjW9C21tbebNm4dIJGLv3r1kZ2dLbe779+8THBzMrFmzapTBVsalf0ErY+g9U2qaqkJRQcTm6X0w1FFj+YFbpGbLZqVbG3bt2iWzraeTJ0/SrVs31q5dyxdffMGjR4/w8PCQ+nXkztuSmEORZrtGu+VUFRMmTCA6Opoff/yRjRs3YmFhwe+//y7163Ts2JGxY8fy+++/s3PnTjQ0NJgzZ065+luOjo7k5uaWpWkPGzaMx48fk5iYiIKCAnPmzGHt2rXNKpamWRk0wcHBJCYm8s9//rPWc+jo6ODs7MySJUt4+/ZtmWEjj4yWd1FcXMyFCxcYN25cnQIKs96Kaa3x/u660qaxbzVVhrKyMpMmTcLGxqbswVlXnj17ho+PD9OnT6dt27Y1n+DpFXh2FQZ9XC/emVJ0NVTYMacfOflFLD9wi4Ki4nq7dlVoampKfespNDSU/v37M3/+fKZNm0ZCQgIrV65s0Nl6deJNSRC8Yiv9JuWh+V/mzp1LfHw8q1at4rPPPqN79+74+flJ9Rra2tqIxWLy8vIYMWJEha1kRUVFXF1dCQgIIDs7G1VVVUaOHMm5c+cQBIHvv/+eZ8+eNauMpyb6raqcv/71r0yaNKnqxnzVRFdXl4kTJ5YZNps3byYoKKhBGDa3bt2ibdu2dS5A9/ptIa016v63qglNZaupMkQiEYMGDcLZ2RkvL686FcDKzMzk6NGjTJo0CWNj49pNErIeNPWh39xa66gt1oba/DS1FxHPMll3KrrBrCKltfV07949RowYwdixYxk4cCCJiYl8/fXXUrn3NGj+Y9AotzZukh6aP6KoqMhnn33Gs2fPcHFxwcPDA3t7e8LCwuo895MnTzh8+DBTpkyhV69eZY1l/5f/3Xrq0aMHEomE2NhYVFRUcHNz469//Wud9TQWmo1BEx4ezp07d9i8ebNU5y01bBYvXkxubi6bN28mODhYboZNYWEhISEhjBgxok7zCIJAZp4YnXr20DSlraZ30blzZ+bNm0dISAjnz5+v8YOzsLAQLy8vHBwc6NSpU+1EpEaXZDcNXAbK6rWbo46M72HEh8Ms8bqZyMGwhhMkXJetJ7FYzOrVqxkwYACGhoY8fvyYzZs3N4hWHfVCbioAqm1Mm7SH5o+oqanxj3/8g2fPntGrVy9GjBjB/Pnza/0MePToEceOHWPKlCl06tSJkSNHoqSkxPnz5ysdX7r1FBkZiUgkYsSIEQQFBSGRSNiyZUtZRfzmQLMxaNatW8eoUaNkdmNp3bo1Li4uLF68mOzs7DLDRlbR8O/i2rVrmJub17mNfJ64mMIiSb16aNLS0oiMjGxSW03vol27dixatIi0tDQOHTpU7ZufIAicOnUKQ0NDBg4cWHsB138BJXXoN7/2c0iBz0Z3YViXdvztdDThTxtGewRNTU127drFN998Q3R09VPMb9y4Qbdu3fDz8+PSpUscPHgQAwMDGSptgGQlAaDV3pqMjIwG43mrD3R0dNi2bVvZ4rlz585lrQqqS3x8PCdOnMDDw6Os1IaCggLu7u7Ex8dXapgoKiri4uJCQEAAeXl5WFpa0qpVK27fvo2WlhYjR45k3bp10niLDZ5mYdCUBk5u375d5tdq3bo1rq6uLFq0iOzsbDZt2sTFixfrxbB5+/YtYWFhDB8+vM5z5YtLvAYaKvVT1EsQBM6ePcvQoUOb3FbTu1BXV2fmzJm0a9eO7du3k5SU9N5zLl++THZ2Ns7OztWvAvy/5KbD3aPQezpotKndHFJCUUHERo8+mLRWZ+Wh22S8KZSrnlImTJjAjBkzmDRpEoWFVWsSi8V8/PHHDB8+HGdnZ2JiYrC1ta0npQ2MrCRQb4NW63YoKCjItG5LQ8Xa2ppbt26xePFi3Nzcqu2tSUhIwNvbm6lTp2JqalrumJqaGtOnTyc4OLhcOncpRkZGdO3alaCgoDIvzaVLlxCLxWzbto2goCDu378vtffYUGkWBs3f//537O3t0deXXkn399GmTZsywyYzM5PNmzdz6dIlmRo2ISEh2NjY0KZN3R9SRcUlBk19pWzfu3ePgoKCZvcgUFBQYMyYMYwdOxYvLy+uXLnyzlVtbGwsERERTJ06tWa1Zv6X8D1QXAADltd+Dimio67Mlhl9yXhTyKdH7iCRNIxV/S+//IKqqioLFy5855hSr8y5c+e4dOkSP//8c6Or7CtVsp+DjgkikQhjY2NSUlLkrUguKCgo8Ne//rXa3ppXr15x9OhRJk+ejJmZWaVj2rZti5ubG8eOHSMzM7PCcScnJ2JjY0lJScHExIT27dtz48YNDA0Nsbe359tvv5Xa+2uoNHmD5tmzZxw/fpwdO3bI5fpt2rTBzc2NBQsW8Pr1azZv3szly5cpKJBuT5vMzEwiIyMZOnSoVOYr+s9DRakeDJqCggL8/f0ZP358083+eA/W1tYsXryYuLg4Dh06VKGAY2pqKr6+vkybNq126dmlFBfBrX1gOQLada6baCnSvb0Of3HuysW4dHaGNIy+SoqKipw6dYrTp09XSM1t8cq8g6wk0DEBSrwGTaknXm2ojrcmPz8fLy8vhg0bhqWlZZXzderUCQcHB7y8vCp4DtXV1XFycuLs2bMIgoCTkxNXr14lLy+PHTt24O3tLZXsyoZMk396fP/99/Tq1eu9HxRZU2pdL1iwgFevXrFp0yapGjaXLl3C1tZWajFCRcWlBo3sPyKXLl2iY8eOFdyszQ0dHR3mzp2LoaEh27dv5+nTp0CJwXfkyBHGjBlT+4ymUh4HQk4y9JtXZ73SZvZAM8Z1N+TH83HcftYwiu517NiRLVu2sHLlyrJU7havzDsQhHIGTXP20PyRqrw1EomE48ePY25uXm2DeODAgRgaGnL27NkKx/r06YMgCNy5c4d27drRpUsXrly5gqWlJT179uSHH36Q6ntraDRpgyYzM5O9e/fyyy+/yFtKGW3btmXSpEnMnz+fly9flsXY1KVAX1paGg8fPsTBwUFqOov+k3mjpChbD016ejqRkZGMHDlSptdpLCgqKjJixAhcXV3x9vYmODgYHx8fzM3NpdPfJ+I30GwHnRtedVqRSMT37j0x1Fbjs6OR5IsbRn2a2bNn4+LigouLS4tXpirepENBNrQpKRdhZGRESkpKswoMrorKvDXnz59HLBbXqFq0SCRi/PjxPH/+vELph9JjpbXRhg4dSkREBDk5OWzdupXdu3c36bimJm3Q7N+/H1NTU/r27StvKRXQ09Nj8uTJLFiwgOzsbLZs2cL58+drVUU2ODiYQYMG1bzsfRWUBpxKZHgzEgQBPz8/hgwZ0nzSWquJpaUlS5YsISYmhgcPHjBo0KC6T5qTCg/OQS8PUGqY9VB01JX53r0H8elv2OAv+6ae1WXDhg08ffqU/fv3t3hl3sXLhyW/21oBJc0WRSJRk36A1pQ/emuuXbvGqlWrcHR0rPFnSUVFhQ8++AB/f39evnxZ7pixsTHW1tYEBwejo6ND7969yzz4JiYm7N+/X5pvqUHRZA0aQRBYv349q1atkreUKmnbti0uLi4sW7YMgF9//ZXTp0/z6tWrap2flpZGUlKS1FeKqkolH40Cseyam8XExPD27Vv69+8vs2s0ZvLy8njz5g19+vRhz549PHz4sG4TRnqCpAj6zJGOQBkx2Kod0+06sDMkvkH0e4qOjqZfv37Y2NhQXFxcaZZJC8CrRyW/9UpqIzX3wOCqMDY2Zt68eXTp0gUHBweuX79e4zkMDAxwcnLi2LFjFXrEOTk5ERMTw4sXL3B0dCQ6OpqcnBxWrVrF+vXrm6zXrMkaNMHBwbx584YPP/xQ3lKqhba2NmPGjOGjjz5CW1ubPXv2cPTo0ffeDEJDQxkwYADKytItgKemXLJikJXbv6ioCH9/f8aNG9dsA4GrQiwWc+zYMUaNGsW4ceOYMmUKvr6++Pv7V1ox9L0IAtw+AKYDG1Qw8Lv484SuGOuo8+Xxu2UZd/LA29sbBwcHXF1duXbtGuvXr2fRokVNPriyVrx6CIqqoPPfWLiWwOCKCIKAj48P9vb2+Pr6smzZMkaOHMmuXbtqPFffvn3R09OrUHRPQ0ODYcOGceHCBTQ0NOjZsyfXrl1jxYoV5ObmNtl2CE32SbJhwwbGjBnT6B6WpR/Ejz/+GBMTEzw9PTlw4ABPnz6tYFW/fv2aR48eyWQfX0255O+WXySbh0l4eDgGBgbvTFFs7vj5+WFkZETv3r0BMDMzY+nSpaSnp7N3795K0zar5MXdkgdOr8bREFFLVYm1zl15kJrL4XD5GA/r1q1j7ty5/PTTT2zevBkFBQWWLl2Kk5MTbm5uMuvK3Wh5+agkfkbhv9snLR6aikRGRpKbm4ujoyMAX3/9Nfv37+ezzz5j5cqVNfpciUQiJk6cSHx8fIUikH369CErK4vHjx/j4ODA7du3KSgoYPTo0WzYsEGq76mh0Lie9tXk+fPnBAYGyqRrbn2hoqKCvb09q1atolu3bvj4+LBnzx7i4uLKDJurV6/Sr18/qcbOlKKqJDsPTUFBAaGhoTg5OUl97qZAdHQ0CQkJjB8/vlzxPA0NDaZPn46NjQ07d+4kNja2BpOeBJEidHWRgWLZMMbGEDvzNmy48ICcfPH7T5AShYWFuLq6sm3bNgICAli0aFG54wcOHOD169csXbq03jQ1Cl5EgYFNuZdaAoPLk52djb+/P66uruXiZtzd3bl69So+Pj44OTnVqA+WqqoqH3zwAWfPni230FFUVMTJyYnAwEC0tbWxtrbmxo0brF+/noCAgCbpOWuSBs327duxtraue4prA0BJSYm+ffuyYsUKBg4cyMWLF9m2bRs3btwgKiqqbuXvq0BRQYSqkgJvC6Vv0Fy9ehVLS8vmVxa+GuTm5uLn58fkyZNRVa3YAVskEmFvb8+MGTO4cOECZ8+epaioqOpJBQGiT4DFENCsRVduOSESifiLc1devSnk14uP6+Waz58/p2/fvjx58oTIyMhKv1/q6uqcO3eOo0ePsnXr1nrR1eB5mwHZSWBUPhOvJTD4vwiCgK+vL3Z2dpW2prGxseHu3buIxWJ69uzJgwfVD4o3NjbG3t6+rEllKaU98WJiYhg0aBA3btxAX1+fLl26sG3btrq/qQZGkzNoxGIxW7ZsaXIdRhUUFLCxsWHJkiWMGjWqrKJsTExMhYAwadFGU0XqpejfvHnDzZs3GTZsmFTnbQoIgsCZM2fo06cP7du3r3Js+/btWbp0KW/evGH37t1VB5G/uAuvn4DNJCkrlj09TXSZ1Kc9u0KfkPS69qUNqkNoaCh9+vQpS6+tqh9a586dOXDgAF988QWXLl2Sqa5GQUpkyW/D8gaNSCSiQ4cOZTWVmjOPHz8mIyOjbKupMnR0dAgJCWHkyJHY2dnh6+tb7fkdHBwoKCgo1+/pj80qW7dujZmZGREREaxdu5YtW7bI7NkhL5qcQXPq1ClUVVWZNKnx3byrg0gkwsTEBLFYjJubG48ePWLTpk2EhoZKva2CLAyay5cv06NHD1q3bi3VeZsC0dHRvHr1qtrVntXU1Pjggw/o168fe/bs4e7du++Y+ETJdpO1sxTV1h9rxnRBBPx4Lk5m19i3bx9jx45l5cqVHDt2rFpB9s7Oznz11Ve4u7u3BAm/+M9nz6hXhUNdunSpkbehKSIIAoGBgTg5Ob03RVtBQYEdO3bw3Xff4eHhwfr166t1DQUFBVxdXQkODi639WRpaYmOjg63b9/G0dGRa9eu4ebmhqqqKqdPn67T+2poNDmDZv369UydOlXeMmTKzZs3sbKyomvXrkyfPp1Zs2aRlpbGpk2bCAwMrFA2v7a01VLllRQNmtevXxMVFcWQIUOkNmdTITc3l3PnzuHq6lqjPk0ikQhbW1tmz57N5cuXOXXqVMVmivfPgrljo9pu+iPGuuosGdKR05HJMqkg/Ouvv7Jy5Ur2799fY8/uV199hZOTE2PGjKmXBrQNlpS7oG1SabNTKysr4uPj37812oSJjo5GQUGBrl27VvucFStW4OPjw9///ne++eabap3Trl077O3tOX36dLmtpxEjRnD58mXatWuHnp4ed+/eZcqUKdU2lhoLTcqgiY2NJSoqiu+++07eUmSGWCwmLCysXKE1AwMDJk+ezOLFi8nPz2fLli2cOXOm2rVs3kVbTRUy3kiv59TFixexs7NrNt20q0tNtprehaGhIUuWLEEQBHbu3Mnz589LDmQ+g5dx0HmMFBXXP0uHWqKnpcq3Z2KlGmD6888/8/nnn3P06FHc3d1rNcfBgwdRUVFhypQpUtPV6Hhxt0L8TCkaGhoYGBjw5MmTehbVMCguLiYoKIiRI0eWC/KvDsOHD+fcuXP8/PPPfPXVV9U6x8HBgcLCwnJbT+3bt8fU1JSwsDAcHR25cuUK3377LXfv3q1ZckEDp0kZNFu3bqVfv35NuupsZGQkJiYmlXYOb926NRMmTGDFihWoq6uzZ88ePD09K035rg5tNVV4mVMolQdIWloajx8/xt7evs5zNTVqutX0LlRUVHBzc2Po0KF4enoSEBBAcdyFkoOdGndrCS1VJf5vdGduJbzG794Lqcz5z3/+k3Xr1nHy5EnGjRtX63mUlZU5f/48N27c4M9//rNUtDUq8jJLqgQb93nnkM6dOxMXJ7stw4ZMREQEbdq0wcLColbn29vbExAQwLZt2/jkk0/eO/5dW09OTk5cu3YNQ0ND1NTUSE5Opm/fvg2qNVBdaTIGTVFREb///jtr166VtxSZIQgCN2/exM7OrspxWlpaODk5sXr1aqysrDhz5gw7duwgMjKyRkXZTFqrkycu5mVu3bedQkNDGThwYKWZO82Zt2/f1mqrqSq6d+/O8uXLycjIICFwN0VaxqDX8IvpvY8ptqZY6Wuxwf8BxZK6Gdnr1q3jhx9+4OzZs4wYMaLO2gwMDDh9+jQbN27k6NGjdZ6vUZF4AxCgw7sXK6VxNM0tfVsikRAaGsrw4cPrNE+/fv24ePEiBw4cYPny5e8dX7r15OvrW/Y3b9u2LZ06dSI8PBw7Oztu3rzJX/7yF3777bcmsx3YZAyagIAA1NTUGDVqlLylyIzExESKi4urbekrKytja2vLhx9+iJOTE3fv3uXf//43ISEh1WqGada2ZGvoWUbdYnJkWQCwsRMUFES3bt1qvdX0LjQ1NZky2RUzyRPu5RsSEBjY6G9aigoiVo/szKO0XHzv1r6GxjfffMOmTZs4f/58lRknNWXAgAFs3ryZhQsXvjtAuyny7CooKEP7fu8coqenh4qKSrMrsvfgwQN0dHSk8v3u2bMnISEheHt7s3LlyveOt7e3Jzs7m/v375e9NmjJPp6JAAAgAElEQVTQIMLCwrCysiI1NRVbW1tUVVUJDAyss76GQJMxaHbv3s3gwYPlLUOm3Lx5E1tb2xrvw4pEIqysrJg9ezazZs0iIyODzZs34+vrW6Gx2R/p0FYDgIRXdUuXlWUBwMZMcnIycXFxMiswKHoegWJRHtYTVpCRkcH27dv/G1vTSBnX3RBrw1ZsDHhYKy/N+vXr+emnnzh79iwDBgyQur758+czf/58xo8fT2pqqtTnb5AkXAPj3qCiUeWw5rjtVHrPlhbW1tZcunQJLy8v1qxZU+VYRUVFxo0bV9bRG0BfXx8TExOioqLo3bs34eHhDB48mN27d0tNozxpEgZNbm4uvr6+fP311/KWIjNyc3N59OhRWSn82mJgYICrqysrVqxAU1OTffv2cejQIeLj4yu4g01aqyMS1c2gyc3N5d69ezIrANhYEQSBs2fP4uTkJDtD79k1ANQ6D2PKlCnlYmsaq7dGQUHESqdOxL98Q2BszQyGzZs38/XXX3Pq1CmZxnL9/PPP9O7dm2HDhtWo4mujRJwPyRHQ4f3f7+aWvv3q1StSU1PLittJi65duxIUFMTu3bvfG2JhYWGBiYkJISEhZa85Ojpy9epV+vTpQ2RkJH/5y1/w8fGRWnasPGkSBs2pU6fQ19fHxsbm/YMbKREREXTt2lVqDz8tLS2GDx/Oxx9/jLW1NefOnWP79u3cuXOn7GGnqqSIsY46T1/V/oN+/fp1evTo0ZLZ9D/cvn0bkUhUZwO1Sp5dL4md0dRDJBLRvXt3li1b1ui9NWNtDDHWUWPvlafVPmfnzp189dVXHDt2TOZFHRUUFDhx4gS6urqMGjWqyRUvK0dyBBQXQgeH9w41NTUlKyur2VQNDg8Pp3fv3lKLjfsjPXv25Ny5c2zevPm9Wb2jR48mPDycjIwMAExMTGjdujVJSUmYmpoiCAL6+vqcOnVK6jrrmyZh0OzYsQNn58ZZNKw6SCQSbt26Rf/+/aU+t7KyMn379mX58uWMHDmSe/fusXHjRi5dusSbN2/obKDF/ZScWs2dn59PREQEDg7vv9k1J/Ly8ggKCqrQq0mqSCSQeL3CyllLS6vRe2uUFBWYbW/OtfhXxL14/2fz9OnTfPLJJxw8eJAxY+onfV1ZWRl/f38yMzOZPHly021kGX8RRArV8tAoKChgZWVVr14asVhcEhyfkEBcXByxsbFER0dz9+5d7t69y71794iJieH+/fs8evSIFy9e8ObNmzoHL4vFYiIjI2UaN1haSfiHH35g586d7xynra3NoEGD8PPzK3tfpanb/fr14+bNm4wfP54dO3bITGt9IX3TsZ5JTU0lLCysSWcWPHjwAG1tbYyMjGR2DZFIRKdOnejUqRNpaWlcv36dLVu2oKRpw6N0BQqKissaVlaX0gKAurq6MlLdOAkKCqJr164y/X+Sfh/ysyrNPCn11pibm3P27Fl27NiBq6ur1AOTZcm0/qb8dCGO4xFJfDn+3cXKYmNjmT17Nj/99BMuLvXbmFNLS4uLFy9ia2vLkiVL2LVrV71ev154FADtbSstqFcZXbp0ITw8XGqLs+LiYtLS0khOTubVq1fk5uaSk5NT9ru4uBgtLS1atWqFuro6CgoKZT8ikQiJRFL2IxaLy84rKChAS0ur7FwtLS10dHQwNDTE2Nj4vR7nJ0+eoK+vL/N7n6OjI/v372f27Nl069atXH2yPzJw4EDu3LlDXFwc1tbWdOzYESUlJSQSCfn5+Sxfvhw7OzvS0tIqLQnSWGj0Bo2XlxcWFhaN+p/wPsLDw+s1Q0hfXx8XFxdGjBjBVp9r+CcVsHHvEdyd7OjYsWO1vAqlBQDnzJlTD4obD2lpacTExFQrS6FOPA8v+W3y7hT/Um9NdHQ0np6eZXEfsnCRS5s2mioM6dyO05HJfDHWGgWFip/J7Oxsxo4dy/Tp0+XWGdvAwICgoCDs7e0xNDTk22+/lYsOmfA2A55HwLAvq31K586dy4p+tm1bs8rVfzRekpOTSUlJIT09ndatW2NsbIyenh4GBga0atWqzAhRU1OrlRe0qKiI3NzcMgMnJyeHzMxMrl27RkpKCioqKhgZGWFkZISxsXEFIycuLo4uXbrU+Lq1YdKkSXz22WdMmjSJO3fuVNqUWVFRkbFjx3LmzBmsrKxQVFTE0dGR0NBQ+vXrR3x8PObm5nh5ebFq1ap60S0LGv6d6z1s376dWbNmyVuGzHj16hUpKSl4eHjU+7U1NTWZ7DSQX+5cQrFtBy5cuIAgCNja2tKrV68qa8pUVQCwORMYGIijoyPq6uqyvdCLKFDRgjYdqxzWmL01rr2NCbqfxvX4Vzh00it3TCKR4OzsTIcOHeReOMzKyoqzZ88ycuRIjIyMWLFihVz1SI3HQYAAnapfx0dJSYk+ffoQHh5ere2/jIwMHjx4QFxcHElJSWXGi5GREb1798bAwAAVFZU6vIl369TV1a3UwyIIAq9fvyYlJYXk5OQyI0dNTQ0rKys6d+7MgwcP6nWr/euvvyYyMpIxY8Zw69atSv8mlpaWtGnThlu3bmFnZ4e1tTWBgYHo6+tz5coVPDw82L59e4tBIy8ePHhAQkICn332mbylyIyIiAiZBZZVBws9TdSVFclR0uXTZct4+vQp4eHhBAcHY2NjQ//+/TEwMCh3TmkBwPqKV2gsPHv2jBcvXtRPifwXUWDQHRSqFybXGL01Y2wMaa2hzL6rTysYNCtWrCAhIYGoqCgUqvk3kCV2dnYc/n/2zjuqqjPr/597L50LSO8gvYOAiGBvsWLEEjUxliTWxMSUmcy8M5OZybyTX96JNRpL1Bg1KnbBrqjYQYoKSFURUEBFRIr0e39/MJAwogLe6vt+1nK51r3nnGcf7in72Xs/371zJ5MmTcLCwuL1aJNw8xToGr9QIbg9goODWb9+PYMHD36mCahEIuHevXtkZ2eTk5PD06dPcXd3p3fv3jg5OcnFeeksAoEAExMTTExMWheiSKVSHj58SE5ODidPnqS6uprTp0/j4eGBm5ub/CcwwK5duwgKCmLKlCns27ev3W2GDBnC9u3b6dGjB1paWoSEhJCWloa7uzsmJiZ899135Obm4ubmJnd75YHob3/7W2e279TG8mbZsmVUVFSwYMECZZsiF6RSKTExMQwbNkxpq4SEAgHnch9yt7yGqb0cMDY2xsfHh4CAAMrKyjh+/DhZWVloaGhgamqKUCiksLCQrKws3njjDfkVvaoZUqmU/fv307t3b/lHPyQSOPbH5pmz+xsd3k0gEGBhYYG/vz/Xr1/nwoUL2NjYYGhoKEdju46GSEhlbQM7kwoZH2iHkV7zy3HdunUsXbqUuLg47OzslGzlr7i5uWFra8vcuXPp06cP3bt3V7ZJXUfSBIc/BeeB4BPZqV11dXXJz89HKpVibW2NVCrl7t27nD17lkOHDnHnzh3MzMzo06cPw4cPx9PTEzMzs5d2qVYmAoEAfX19HBwcqKysxMLCAkdHR7Kysjh27Bi3bt2isbERU1NTuU0SRCIRb775Jn/605+orq5udzWfgYEBRUVFPH78GEdHR8zMzDhy5Ajh4eFcvXqVwsJCnj59+srKxnKgQ5osqjv96gDbt29/qbiQOpOfn4+urq7S0zZBDsZsvHCb2oYmdDSbHyoGBgYMGDCAvn37kpOTQ2JiIsePHycwMJAHDx50SQDwdSY3N5eamhoCAgLkP1j5HaivBCu/Lu0uFot566232kRrBgwY8MxsWhWYHtadH8/dZtOlPP4a4cOFCxf4/PPP+eWXXzrV2VhRzJgxg5KSEsaNG8fp06cJDOxcdENlKIiH6ofg2bXVpSEhIZw+fRqJREJSUhL19fUEBwfTr18/jI2NZWysYsnNzWXkyJE4ODgQGBhIQ0MDeXl5XLt2jVOnTuHn50fPnj3l8ly3tbVl//79DB8+nB49ejBu3Lhnthk8eDAbNmygZ8+e6Onp4e3tTWlpKZWVlbz99tusWrWqw929VQ21dWjy8vIoKSnh/fffV7YpciM1NRV///Y72CqSYEdj1p6VknbvCSHd265mEIlEeHl54eXlRWlpKZcuXSInJweJRIKZmRkuLi7/6x0biUTCqVOnGDx4sGLSH49uNf9v3vWixN/W1hw7dozVq1czfPhwPDw8VOr3tDTUYYy/DbsSC5niY8D48eP5/e9/3+6DXFX48ssvefLkCUOGDCEuLk4l7vFOkxkDGjrg1vEIYAulpaXk5uZy//59UlNTGTp0aIcXG6g6DQ0NlJaWtinM1dTUxN3dHXd3dyoqKkhJSWHr1q2YmprSs2dPvLy8ZBp96tOnD0uXLmXGjBnEx8c/49i3pMrOnz/P8OHDCQkJISoqCl9fXwCKi4u5c+eOWkYQlZ9c7iIxMTE4OzurRE5VHjQ2NpKZmdl6kSmTQIfmwriU/Mcv3M7MzAxjY2P8/f1bC85WrlzJpUuXqKmpUYSpKkl6ejpaWloKW/VA2e3m/19SENwRxGIxEydOJCIiglOnTrF9+3YePXr0yseVJTPDu1Nd38TYj/5G3759+eqrr5Rt0kv55ptveP/99xk8eDDp6enKNqdzSCSQeRBchoC2uEO7SKVScnNz2bJlCz///DM6Ojr06dMHExOT12rSU1JSgrm5+XPTSoaGhgwcOJBFixbRq1cvkpOTWb58OWfOnJHpM3LOnDm8/fbbjBgxol0hw/79+3P9+nWePHmCtbU1hoaGGBoakpWVhZOTEzExMTKzRZGorUMTFRVFRESEss2QGzk5Oa0XmrIxE2vT3VSPxDtlL9yuJXzcu3dvgoODmTNnDpGRkdy/f58VK1YQHR2ttuq0XUUikRAXF8eQIUMU99Auy2te4aRvLrNDOjs7M2/ePLp3787GjRs5deoU9fWv3oVdFvjbGaFdX06jbSBRUVHKNqfDfPfdd0ybNo2BAwdy48YNZZvTcYpSoOIeeHdM16ewsJDNmzdz4sQJAgMD+fTTTxk8eDBhYWFkZWV1qFGuulBcXNwhfSmRSIS3tzczZsxg+vTpVFZWsmrVKi5evCgzZekffvgBR0dHIiIinhF2NDAwIDg4mHPnzgHNKcCbN2+iqanJsGHD1Oo++i1q6dA8efKElJQUPv30U2WbIjdSU1Px8+taDYQ8CHMxI+F2GY1Nz1c8zc3NbSMAKBAIsLe3JzIykoULF2JqasqePXtYv349V69efb0l4f/NjRs3MDQ0VGz4tuw2GDuBjB0okUhEnz59mDdvHuXl5axevZrMzMxXVlV9VX755ReeXI+lydSZh0+blGpLZ1m+fDlTp05l0KBBbboiqzQ39jd313Yf8cLNHj58SFRUFHv27CEgIID58+fj5+fXml7R09PD3d2da9euKcJqhVBcXNyuDsyLMDc3Z+zYscyaNYt79+6xcuVKkpOTX1ldWigUcujQIXJzc1myZMkz34eFhZGRkUFlZSXe3t6UlJTg4uJCaGgoycnJatmiQi0dmmPHjmFtba30Yll5UVNTw507d1SqqLGvqxmVdY2k3nv+Rf4iAUB9fX369u3LwoULGTBgAJmZmSxbtozjx4+rXApDVkilUi5cuEDfvn0VO3DFPehmL7fDGxoaMmHCBN58803OnDnDtm3blPYblpaW8sknn/D5xP4ARF9TvwjgypUrmTBhAv379yczM1PZ5ryYpkZI3QXuw0G3fRXcJ0+eEB0dzc8//4yDgwMLFy4kMDCw3fqxkJAQkpKSlO4Uy4qioqIuK4CbmZnx1ltvMXnyZNLT01m9ejUZGRmv9LcxNDRk/fr1fP3119y+fbvNd3p6egQEBHD58uVWfaD6+noKCwuxtrbm+PHjXR5XWailQ7Nr1y7FvyQUyI0bN3BxcZFfF+YuEObSrOp56WZpu9+Xl5dz7969lzYIFQqFuLu78/bbbzN79myEQiE//fQTW7du5caNG2rXV+hF5ObmIhQKcXFxUezAVfdBLH9n38nJiblz5+Li4sLGjRuJjY1VeBpq+vTpBAUF8bv5s+jpaMz+lHudegE0NknIK1V+l+E1a9bw1ltv0a9fP9Wuqbl9BqofQMDUZ75qbGzk1KlTrFu3DgMDAxYuXEh4ePgLlynb2tqira1Nbm6uPK1WCI2NjZSVlb3yRNvW1pbp06czYsQIzp8/z8aNGykpKeny8caMGcOYMWOYMmXKM1Gf8PBwrl27Rk1NDcHBwWRmZmJmZkavXr3YtWvXK52HMlA7h6ahoYFjx47x2WefKdsUuZGWlqZyKx9M9LXwsTHkwnMcmrS0NLy9vTulsWBsbMywYcP49NNPCQgIICkpiWXLlnHs2DHu378vK9OVwm+jMwoteGxqhOpSEFu+fFsZIBKJCAsLY/78+VRUVPDDDz9w48YNhcy4t27dyuXLl/nll18AiAyyJfdBFTeKKl6676OqOladzqXfv84wbUMCTRLlRwhWrVrVWlOTmpqqbHPa5/qOZjG9/1jddO/ePdatW8ejR4+YP38+gwcP7tCETCAQ0K9fP+Li4tQ+SlNVVYWenp5MdGZaeuvNmTOH4OBgtm7dSlxcHE1NXUupbtiwgcLCwmdST4aGhnh4eHDlyhWMjY0xNzfH0tKS8PBwjh49qnZlAWrn0Fy4cAF9fX2CgoKUbYpcqKio4OHDh7i6uirblGfo52ZOcv5jKmvbXuRSqfSVnDANDQ38/f2ZMWMG77//Ppqammzbto3169eTlJREbW2tLMxXKAUFBVRXVys+bfj0ESCVaUFwRzAwaF4yHRkZyblz5/jll18oLW3f+ZUFLamm7777DisrKwDG+NkgEgo4fuP5s9mskgr+sDeVsG9Ps/hEDi7mYr6K8JabnZ1l+fLlzJo1i4EDB3L16lVlm9OW2ieQdRh8J4JG8+rSxsZGYmNj2bFjBwMGDGDSpEkYGBh06rBeXl4IBAL1Koxuh8rKyk6f+8sQCAQEBgYyd+5cioqKWL9+fZeiNfr6+s9NPfXp04crV65QX1+Pn58flZWV1NTUIBaLuXjxoqxORSGonVLw0qVLEYlEr23Tw9TUVDQ1NfH2Vp2HbAvamkKiEgvxtTHC3fLXG7dFT0IWysC6uro4OzsTGhqKkZERmZmZHD16lNLSUnR1dTEyMlKLJZ6HDx8mKCio0wWCr0zZbUjeBIHvvpIOTVfp1q0bQUFB1NbWcuDAAZ4+fYq9vb3MVV4nTJiApaUly5cvb/1MR1NEXPYDTmU+oKFJipOZPk1NUm4UPeHizVL++1Am3x7N4ubDKsYH2bF8cgAf9HPG1UKMUIWuqTfeeIPy8nIWLlxIWFiY6uiBpGyF7CMwejEY2nDv3j22bduGUChk6tSp2NnZdeneFAgEGBsbc+LECXr27KkSrSq6wr179ygvL5eL1Ia2tja+vr5oamqyf/9+GhoasLe379Tfyt3dnbS0NNavX8/777/f+lvp6elRVFTE06dP8fPz4/jx49jY2FBcXMyjR48YOXKkzM+nC3RIKVitHBqpVMp7773Hn//855fWaqgrcXFx+Pj4qGTBs5WhDlsv30EihRG+Vq2fX7p0CSsrK5ydX133pAWBQICpqSk+Pj4EBgZSVVXFuXPnSEhIoL6+HhMTkxc2x1QmJSUlxMfHM3bsWMU/nB9mNacFQj6Abg6KHfvfCIVC7Ozs8Pf3Jysri5MnT2JgYIC5ublMnNGtW7eyfv16Tp8+jVjcVgcl3NmMWw+r2H6lgA3n81h79ha7ku5yMuM+Uil8OMiV5ZN7MMbfBhN91bx+AIYOHYpAIGDevHm4ubkp/3knlUL0AuhmT2O/33P69GliY2MZOnQoAwcOfOV70djYmJycHBobGxU/CZAReXl5NDY24u7uLpfjCwQCrKys8PPzIzk5mfj4eOzs7J65B17EyJEjWzu+9+nTp/VzExMTjh07Rnh4OEVFRejq6qKjo8OWLVv4/PPPVWES+fq1PsjJyaG6upqJEycq2xS5UFdXR0FBgcqen0goYJCnBaezHtDYJEFDJEQikZCens67774rt3H19fUJDw8nLCyMe/fukZKSwurVq1ulxd3c3FSqz8uVK1cICQlRTmPHhn9remjqKX7s/8DAwIDIyEjy8/M5cuQIKSkpjBw5EnPzrqfD2ks1/RYHUz02zAjh5oMq4rIfIJFKcTEX42iqR3dTfTRE6jP7//LLL7GysmLWrFk8ePBAuV268y/Cwyxqhy9l2+bN6OvrM2/evE69TF/GkCFD2LFjB/7+/mopmCqPlFN7GBoaMnXqVK5fv87WrVsZMWJEhyU+WlJPU6dOZcKECa2TUGtra4yNjcnOzsbf35/4+Hj09PSoqqoiNzdXbk6arFGrCM2ePXvIzs7mo48+UqYZcqOlu6wq1wdJJFL2ptwj3NUMO2M98vLyuHv3Lv3795f72AKBoLWIrVevXkilUpKSkjh9+jTV1dUYGRmhp6fcF3ltbS2HDh1i7Nixynkol6RCRjSEfQj6Zi/fXgF069aN4OBg6urqiI6Oprq6Gjs7uy45fO2lmtrDRF+LIEdjgh1NcDYXY6KvjVCo9Flmp+nRoweBgYHMmzeP6upqBg8erBxDTn6FpKKYtcW+ePn6M3r0aJlHSFsaJ5aXl+Po6CjTYyuCtLQ0zM3Nu7xsuzO0RGtcXV05ePAgVVVVdO/evUORlOelnjQ0NEhKSmLQoEHExsYiFou5efMmFhYWz5XjUCAditCoz3QFOHr0KGFhYco2Q27k5OSovCfc390cHU0hh1OLgeabWBkCgFpaWgQGBjJr1ixmzpwJwObNm/npp5+4evWq0lRsr127hqurq0xnrp2iviVCo6uc8Z+DUCgkNDSU+fPn8/TpU1atWkViYmKnVm1s3bqV+Pj41lVN/1sYOXIksbGxrF27lvfff/+VBdc6TWUJ0owYkps8GTpyLAMGDJBbCmLQoEHEx8erZauUxsZGhTdwtbS0ZPbs2dy7d4+oqCjq6uo6tF97q55a+vE9fvwYT09PDAwM8PHx4dixY/IyX+aojUMjlUqJi4trfXm9bkgkEnJychTX76eL6GtrMMTTkqPpxdTU1pGVlaX0flNmZmYMGzaMRYsWER4eTnZ2NsuWLSMmJobCwkKFLQdtiRiFhIQoZLx2UaGUU3uIxWLGjRvH1KlTycrK4ocffiA9Pf2lv1FDQwN/+MMf+Prrr9tNNb3u9OrVi4SEBE6cOMHYsWMVtpxWKpVye/dfEEibcJr0D7mv2jM1NcXLy4vz58/LdRx5IJFIlFLQrKenx7Rp0zAyMmLDhg2Ulb24RQ00p55WrVrFN998Q1VVFdAswRAYGEhSUhL+/v5UVFTg7u7O6dOn1WZJvdo4NC2y4K+roF5hYSFGRkYYGRkp25SXMsbfmtKqevZfTMfa2loheeOOIBKJ8PT0ZMqUKSxYsAATExOio6P54YcfOHv2LI8fv7i55quSl5eHSCTC3l5+Kr0vRfrv2btQdWqK2sPGxoZ3332XMWPGcPnyZX788Udu3rz53Afnv/71L/T09JRbR6JkXFxcSEpK4tatW/Tv37/1RSQv6urq2L19MzZ3D9HoOhwzj1C5jtfCgAEDuHbtGhUVL9cTUiUkEonSimdFIhGjR48mNDSUn3766Zml2e0xYcIEXF1d+eMf/9j6WXBwMKmpqdjY2FBfX4+BgQEikYjs7Gx5mi8z1MahiYuLw87OTtlmyA11SDe1MMjTAn0tETHXi/D09FS2Oe1iYGBA3759+fDDDxk3bhzV1dVs2LCBjRs3kpiYKJeGeC3RGeWuCPj32Goyo3J2duaDDz6gb9++HD16lC1btnD37t0221RXV7N06VK++eYbtV3SKyssLS1JTEwEmtsGyEuA8unTp/z888/41CahI3mKxoAv5DJOe7Q0ToyLi1PYmLJABVYC0bNnTyZNmsS+fftIS0t76fZLlixh06ZNrdeRkZER3bt3Jz09HScnJzQ0NHB1dVWb30Jtng5Hjhxps8zsdSM7O1vl000t6GiKGOZtydWHUhydVU8A8LcIBALs7OwYNWoUn332Gf369aOgoIDvv/+eHTt2kJ6eLpPwfUVFBXl5ecpvKCr49y2tJg4NNP9GPj4+LFiwAF9fX3bt2sWuXbtahfn+8pe/4ODgwKRJk5RsqWogFos5d+4cLi4urTNqWVJVVcXmzZtxc+6Od8UZcAgD+14yHeNl9OnTh5ycHO7dU5/eXEKhUPH1Te3g6OjI9OnTOXny5EvFGfv3709oaCiff/450JxidHBw4OTJk2RmZlJfX4+9vT1HjhxRhOmvjFos25ZKpZw9e5ajR48q2xS58OjRI+rq6hRSHS8r+ttrc+CaiIR7tYxVjcU0L0UkEuHu7o67uzt1dc31P9euXePw4cN4eHjg7+9P9+7duxQFuH79Oj4+PsrXxmmZJUqV/2DtLCKRiODgYPz9/UlISGDTpk3Y2dmxfv16YmJilG2eSqGpqUlMTAyffvopffv2ZePGjTJx+CoqKtiyZQt+fn4M6FYCT+7CqGc7NcsbHR0dhg8fTnR0NHPmzFGOBEInEQqFXW5NIGssLCyYMWMGW7ZsobGx8YV1fStWrCA0NJT9+/dTXFyMVCpFKBQyceJE9uzZg5OTExs2bEAqlapEFOpFqP5VAmRkZCAQCF7bCM3t27dxcXFR+Yvlt+hX38VUR8DupELGBqifEJa2tjYBAQEEBARQWVlJeno6sbGxVFZW4uvri7+/P1ZWVh36TaRSKampqURERCjA8pcg/Pct3aScVV6yQFNTk759+xIcHMyUKVNwcXGhsbGRmpoadHVVa/WWMhEKhaxYsYIePXrw3nvvcf369VbRtK5QWVnJ5s2bCQwMpG9Yb1jdGyy8n+nbpCh8fX3JyMjg7NmzDBkyRCk2dAZdXV2VWp1lamrKzJkz2bx5M0KhkODg4Ha309XVJSgoiKVLl7J161YcHR2Ji4vj5s2bOA/uPc0AACAASURBVDs7Y2hoiLa2NpmZmSqpYP9b1CLlFBcXp9xCSzmTn5+vOvLmHSQ3J4ex/pZcuFlKUbnq3MRdwcDAgLCwMObMmcP06dPR1NRk165drFmzhvPnz1NeXv7C/UtKSmhsbFSNa1T73wXa9fItGFUEJSUlxMbG8sMPP1BbW8vKlSs5f/682jXMkzezZs0iNjaW9evXExER0aXeZ9XV1WzdupWAgIDmhRdpu+BRLgz8IyipbkkgEDB69GiuXr2qFqknAwMDKisrlW1GG4yNjZk+fTrnzp3j2rVrbb6rq6vj4MGDxMTE8P/+3/8jJSWF0tJSBAIB/v7+3Lhxo7WnoK2trVrU0aiFQ3PkyJHXdnWTVCrlzp07auXQPHr0iPr6emYO8EQqhT3Jd1++k5pgbm7O4MGD+fjjjxkzZgxPnjzhxx9/ZNOmTSQnJ7c7A0tNTcXPz081Imzahs3/16rXCpH2WLRoEUOHDqVPnz5ERETw3nvvUVJSwsqVK0lKSlKZ8L4qEBoaSmpqKoWFhQQFBVFYWNjhfWtqavjll1/w9PRsFshsrIe4b8E6ALyUG3UUi8WtqafGxkal2vIyDAwM5L7yrCuYmJjw7rvvcurUKdLT0wG4desWa9asQSqVMn/+fPr27cvUqVNZtGgR0BzdaYnMPHnyBBcXF7Woo1F5h0YikXDu3DlmzZqlbFPkQmlpKZqamnTr1k3ZpnSY7Oxs3NzccDTVp7+7OdsS8mloUr+ajRchEAhwcHBgzJgxfP7554SHh3P79m1WrFjBzp07ycjIoLGxsbX1Q1c7jcscnX87NHXq7dCkpqYSGxvLsmXLWj8zMzNj0qRJTJ48mYyMDFavXt0hDZv/LbSsgPLz8yMwMJCzZ8++dJ+mpiZ2796Ng4MDgwYNav7w6lYoz4fBf/m1JkuJ+Pr6Ympq2qHzUSZisVjlIjQtmJmZMW3aNI4ePcrevXuJiYlhzJgxjB07Fh0dHaBZGiE1NZUTJ04A4O/vT05ODhYWFjg6OnLhwgWVv9dU3qG5efMmAoGA0FDFaCAoGnWLzgBtBABnhjtyv6KOY+mdb2mvLohEIjw8PJg0aRKLFi3C3d2dpKQklixZwrZt21TLIW1JOam5Q/Pxxx8zceLEdhue2traMn36dEaNGsWlS5dYv349t27dUoKVqoempiY7d+7ks88+Y/To0fzwww8v3P7EiROIRCKGDx/eHGGsr4Zz34F9b3AdqiCrX4y6pJ5UMeX0W1raMmRkZPD222+3ppNaMDExYe7cuXzxRfMSfR8fn9bJq62tLVpaWty8eVMZpncYlXdokpOTsbS0VLYZckPdHJqamhqKi4txcnICYKC7BY6memy+dEe5hikIHR0dAgMDmT59OvPnz6e2thapVMqSJUvYv38/2dnZyg2N6xo3///05WqhqsrFixdJTk5m8eLFL9zOxcWF2bNn06dPH44cOcKWLVu4c+eOys8iFcF//dd/ERUVxZ/+9Cdmz57d7nLi5ORkbt26xYQJE35d2XdhOVQWw7CvVSI604I6pJ5aHBpVvP4kEgn79u1DIpEwYMAADhw40G4t2tdff01RURG7d+9GLBZjb2+PhoYGdXV1WFpakpycrATrO47KOzQJCQm4uLgo2wy50FI/o06N2PLz87G3t2/tWSIUCni3tyNJ+Y9Jv/dEydYpFl1dXcrKynj//fdZsGABtra2XL58mcWLF7Nv3z6ysrIUX8AqtgSBqPmlpKZ8++23REZGdqgr939q2Bw8eJCffvqJ7OxslXyxKJIxY8Zw5coVTp06RUhISJu6moKCAs6cOcPUqVNbUw6UF8Cl78F3IjioXkRc1VNPOjo6iEQilYvSSKVSDh48SE1NDW+//Tb9+vXDwsKC6OjoZ+4RXV1dZs2axdKlSwHw8/Pjzp07iEQiLC0tiY+PV8YpdBiVd2guXLjAgAEDlG2GXHj48CFaWlqqk67oAO05YJN62qOnJfpfE6VpIS8vD0tLS8RiMQYGBvTq1YuZM2fy4YcfYm9vT0JCAkuWLGHv3r1kZmYqxrkRisDACiqK5D+WHCgtLeXUqVNt5Ng7gkgkIigoiA8//JDQ0FDOnDnD2rVrSU1NVQmxM2Xh7u7OjRs3cHJywt/fn7179/LkyRN2797NuHHjMDU1/XXjk38FBDCsQ42NFY6qp54EAgE2NjYUFanWvRcbG0tpaSmTJ09GQ0MDgUBAREQE5eXlXLhw4Zntv/jiC65du9aqXp+fn4+joyM2NjZcunRJCWfQcVRah0YikXDjxg127NihbFPkgrqlm6DZ5jFjxrT5zEhXk/FBtuxKussfRnpiKlayuJyCyM7ObrddhYGBASEhIYSEhFBVVUVWVhaJiYlER0fj6uqKt7c3bm5u8uvMa2jTLIimhixZsgQ/P78uN0EUCoX4+vri4+PDzZs3uXDhAmfOnCE8PJzAwEC1EGiTNbq6uuzZs4cff/yRmTNn0q9fP/7rv/6rbQ1F3nm4sQ8GfAlGqttiRiwWM2LECPbv388HH3zwa3RJRbC2tqa4uLhNSxipVEpdXR2VlZVUVlZSVVVFQ0NDq6MtFAoRCoXo6+tjYGCAWCxGX19fJm0+bt68yY0bN5g7dy5aWlqtn2toaDB58mTWr1+Publ5G3stLS0ZNGgQ3377LT/99BN2dnbo6+vj7OzMoUOHlNaEsyOo9N198+ZNNDU1cXNzU7YpciE/P19t+jdBc3+Xx48ft6toPKuPE9sSCvjpYh6/G66a/Z1kiVQqJScn56Xd38ViMT179qRnz55UV1eTmZlJcnIyMTExuLi4tDo3v33YvDKGNlCSLrvjKQiJRMKWLVv49ttvX/lYAoEANzc33NzcKCgo4OLFi5w7d47Q0FBCQkKUr+isBObMmYNEIuFf//oX8+bNIzo6ujmd31ADBz8BYyfo+6myzXwpvr6+FBYWsnfvXqZOnapSL1cLCwvi4+PR1dWluLiY4uJiHj9+jEgkao3kisViNDU1W+2WSqU0NTVRXV1NVVUVlZWV1NTUoK+vj5WVFdbW1tjY2LQ2Au6oPERtbS0HDx5k7Nix7QpSGhgYMHnyZLZv346VlVWbTMHvfvc7IiMjWb16NR4eHuTl5aGtrY2+vj63bt1S2XeySjs0ycnJWFhYKNsMuVFQUMDQoaqxkqAj5Ofn4+DggEj0bCdnF3Mxo/ys2Xwpnzn9XDDSk1P0QUUoLi5GR0enbcj+Jejr67dxbrKysrh69SoHDx7E2dkZb29v3N3dX925MXOHzEPNLypN9VHW3b9/P42NjbzzzjsyPa6DgwMODg7cv3+fixcvsmLFCoKDg+nduzf6+voyHUuVyc3Npa6ujtTUVObPn09QUBCrVq3iXZs8KLsF7x5Qm+tl+PDh/PLLL8TGxvLGG8pRMoZmZ+TBgwdkZ2eTk5PD/fv3kUgkWFlZ4ejoSFhYGCYmJp2+p5uamqisrKS4uJiioiISExMpLi5GQ0MDd3d3PDw86N69+wsjjidOnMDV1fWFNai2traEhYURExPDu+++2+osDRo0CAsLC3788UemT5/O2bNn0dDQwNzcnOTkZJV1aER/+9vfOrN9pzZ+VTZu3IhEImHatGmKHFYhVFZWcuXKFYYMGaIagmwdICkpCQsLCxwcHNr93tlMn00X76CnJSLUueMvenUkKSkJY2PjLhesa2lpYWNjg7+/P0FBQa16NsePH+fevXtIpVKMjIy6liKpedycPvAcDYbq0x9s7ty5DB8+nJEjR8rl+GKxGC8vL7y9vbl9+zaHDx+moqICc3NzlUtdyJra2lq2b9/Om2++iaWlJePHj8fOzo7Vf/2Imd3ikfpPRtjnY2Wb2WFaInAnTpxAR0cHKysrhY7/4MEDzp8/z5EjR0hPT8fQ0JCQkBBGjx5NcnIykZGRODk5IRaL250AvgyhUIiOjg7m5uY4Ozvj7+9PeHg4rq6uVFVVkZKSwsmTJykqKkIkEmFiYtLmPXLz5k0SEhKYMmXKS58hdnZ2JCUlIZVKsbH5tY3N06dP+emnn/j8889JS0vD2NiYnJwc6uvrGTFiRKfP6RXpUGGXoJMrARS6bKBnz55MmDCh0wWC6kB2djaJiYlq5aytWbOGiIgI7Oyen2P/YHMSSfllXPhyMGJtlQ4AvhJr165l1KhRz3XuukpNTQ1ZWVlkZmaSn5+Pra0tHh4euLu7Y2xs3LGDlN2G7wMh4nsIniFT++TF7du38fHxIS8vT2Evp8rKSuLj47l69Spubm707du3Qyur1JHo6Gg0NDQYPXr0rx82NVC7egBPizIZeciUn3cd7HLtkrJ48OABmzdvZurUqS98LsmCpqYmMjMzSUxMpKysjKCgILy9vbGwsGjjTOzdu5fu3bs/t3eSrKiuriYnJ4eUlBQqKioIDg4mKCgITU1NVq9ezdixYzs84Xr48CE///wzs2fPbk09VVdXY2VlxYkTJ6itraWoqIgTJ06QnZ2tjNVOHZr1q2yERiKRsGjRIlauXNmpsL66kJaWhlgsblc4TBV5+vQp586dY8SIES+MKDma6vHzpTsY6mrSs7uJAi1UHOXl5Vy+fPmlf4uuoKmpibW1NX5+foSGhqKnp0d+fj4nT54kNTWVyspKtLS0XpxL1zaCy6tBbAHuygvHd4Yvv/wSIyMj5s+fr7AxtbW1cXFxISgoiMePH3PkyBEKCgro1q0bhoaGCrND3uTk5JCUlMTkyZPbRgvO/g8amfvRmryRlJJmMUORSER4eLjaRI319fUxMzPjwIEDcut2X19fz6VLl9i7dy8VFRX06tWLMWPG4OzsjFgsfuZv1eL4+Pn5ydyW36KlpYW1tTVBQUE4OTlx+/Ztjhw5QnZ2NsbGxp1aHayvr49UKiU+Ph5/f38EAgFaWlrcuHGDM2fOMGPGDJKTkxEIBJw6dYovvvhC0ddIhyI0KjuFft0LgouLi+nRo4eyzegwLfozLyvAC7DvRn93czacv830MEf0tFT2Eusyubm5uLq6yr0YUUtLC09PTzw9PZFIJNy7d4/s7Gyio6OpqanBzc0NDw8PnJ2d266YEgrByg+KrsrVPlnR0NDA7t27iYqKUsr4urq69O/fn7CwMFJSUtizZw8mJib07dsXJycntXm5t0dNTQ2HDh0iMjKybR1HQUKzInDAVER+E1i7dgIRERF88MEH7N27l6ioKLWZbHl4ePDgwQN27tzJzJkzZbZ6sKmpiatXr3Lu3DkcHByYPn16hyJ4rq6uHDp0iIaGBvmtZPwPrKysiIiIYOjQoaxcuZJHjx5x6NAhBgwYgIGBQYeOER4eTlZWFsnJyfTs2RNonmiEhYWho6NDQ0MDhoaGiMVilS0MVp3y8P/gdS8ILi4ubpOvVHUKCws73E160VA3Sqvq2XA+T85WKYc7d+60KiUrCqFQiL29PUOHDmXBggXMmjULc3Nz4uPjWbx4MVFRUaSkpPzaHM8hFIqvNUvZqzgbNmzAxMSE4cOHK9UOTU1NQkNDWbhwIf7+/hw9epQNGzaQkZGhtlo2J06cwMPDo+31WlcJ+2aDkT2M/Ffrx6NHjyY3NxcXFxcCAgL4n//5H7U57759+2JiYsLBgwdlIqiYmZnJ6tWryczMZMqUKUycOLHD6UhdXV1sbGy4ffv2K9vRWYqLizEwMODjjz9GS0uLNWvWcOrUKerr61+6r1Ao5M033+T06dOUl5cDzf2cvLy8WLZsGU5OThgaGmJiYqKyisEq69CkpqZ2+AWqblRWVtLU1ISRkZGyTekwnXHAghyMGeFjxbqztyitqpOzZYpFVbqjm5iYEBYWxowZM1i0aFFroesPP/zAhg0bSK80Akkj0sJEpdrZEdauXatSzWdFIhE9evRgwYIF9O3bl/j4eFasWMHZs2dVTgX2Rdy9e5dbt24xbNiwXz+USuHQp/CkEMb/+Gsz038jFovZsWMHUVFRLF++nN69eyvlxdxZBAIBY8eOpbS09JXE36qrq9m9ezenT59m9OjRvPvuu12aeHp4eJCdnd1lO7pKUlISISEh6Ovr88YbbzB37lzKy8tZt24d+fn5L93f3Nyc0NBQTp482frZhx9+yJYtW3B0dERDQwNDQ0NSU1PleRpdRqUdGnnnIJVFUVERNjY2ahPKlkqlFBcXt6s/8zx+N8KD2kYJK0/lytEyxaOK6s66urr4+/szceJEvvjiCwYPHkyxhgNSBCTsXsaxY8e4ffs2TU1Nyjb1GUpKSsjOzubDDz9UtinPIBAI8PLy4r333mPq1KlUVFSwevVq9uzZo/I9o6RSKbGxsQwcOLBtqil5E6TthkF/Aofez91fHaM1mpqaTJ48mYSEhC45Ezdu3GDNmjV069aNuXPnvlLKrcWhUeQ9V1FRQV5eXpv3ppGRERMmTGDYsGHs2bOHY8eOvVSxPCwsjIKCglbF42nTplFWVkZ1dTUVFRWYmpqSlpYm13PpKirr0GRlZb22HbY76xwom8ePH6Ojo9MpzQ4XczFTQuzZllDAnVLVT3t0FFWIzrwIkUiEs7MzwyImgJUfQcbV6Onpcfr0aRYvXszevXtJS0vj6dOnyjYVgK1bt+Ll5dXxFVxKoqVG4ZNPPsHe3p7Dhw+zZs0arly5Ql2d6kUhb926RXV1dds6vaJrcPTL5i7afT976THUMVpjZGTE5MmTiYmJ6XAH9vr6evbu3UtcXBxTpkxh2LBhr6wobWxsjIWFBZmZma90nM5w/fp1fH192y2M9vT0ZMGCBTx9+pS1a9dSUlLy3ONoaWkxYMAATp06Bfyaij1w4AAikQhTU1OVvQ5U0qGRSCQUFhYyaNAgZZsiF4qKitTKoemqvZ8MdUNLQ8h3xxUfepUXqu7Q/BaB6xC0SlLoH+LPBx98wIIFC+jevTvp6el8//33bNiwgTNnzlBQUKC02XdMTAyjRo1SythdQUdHh9DQUBYsWMDIkSPJz89n+fLlHD58mPv37yvbPKA5OnPq1CkGDx78a+F6TTnsngH65hD5Y3PheAdRt2iNra0tb731Fvv27ePOnTsv3La8vJyffvoJDQ0N5s6dK9Ol3yEhISQlJcnseC/j7t27L6zt09XVZfz48QwcOJCtW7eSkZHx3G0DAwMpLy9vdVzGjRvH8ePH6d69O5aWljx58kQlrwGVdGju3r3bKjz2OqJuBcFdjShZGOjwQT9nDqcVcyWvTA6WKRapVEp+fr7aODS4jwBpE9w6DTRLnQcHBzN16lS++OILhgwZQlNTE0ePHuW7775j165dJCcntxYEypva2lqSk5OZMUM9tHJ+i0AgwMnJiUmTJjF//nz09fXZtm0bmzZtIj09XanpvfT0dEQi0a/9eSQSODC/ub/XxE2g33kZjN9Ga1asWEFAQIBKd152dHRk4sSJ7N69u02X8d+Sn5/Pxo0b6dGjB2PHjpV5ny8PDw/Kysp48OCBTI/7PDr6XvHz8+Odd97h+PHjxMXFtZs6FYlEDBo0iFOnTiGVSnnnnXe4desWhoaGGBkZoa+vr5INQlXSocnJyVGpGgVZUltbS11dnVoVBLfU/HSFeQOcse2my1fR6TQ2qZ5H3xkePnyItra2+vx2diGgawy5J575SkNDAycnJ4YOHcrcuXP58MMP8fDwID8/n/Xr17Nq1SqOHj1Kbm6u3LqE7927F0tLS7XqZ9YehoaGDBw4kE8++YTQ0FBSUlJYtmwZp0+f5smTJwq1pampiTNnzrRVID/9NWQfgeHfNK9+ewVGjx7N7du3GTRoEEOGDGHKlCmUlanmZMXJyYnIyEiioqKe6YB97dq11o7jvXv3lks9Y0sH+MRE+RfmV1ZW0tjY2OFnk42NDbNnz+bWrVvs2bOHxsbGZ7bx8fFBKpWSkZGBsbExXl5eXL58mfr6esRiMTk5ObI+jVdGZR2a11FMD+DRo0eYmpq+1gXBv0VPS4O/jPEmq6SSzZdfXmWvyhQUFODo6KhsMzqOUASuwyD3JEheHDEQi8UEBAQwfvx4vvjiC8aPH49YLObixYssXryYrVu3cunSJe7fvy+zYtjdu3czZMgQmRxLFRCJRHh7ezN9+nRmzJhBXV0d69atIyoqilu3bimkiDglJQUTE5NfUw/Xo+DCMgieBb3myGQMHR0dvv/+e65du0ZxcTEuLi4sXbpUJVMQrq6ujB07lu3bt7dGFBITEzlz5gwzZ87scuuSjhIUFER6errc66xantGdea+IxWJmzJiBVCpl586dz0xcBAIBQ4YM4fTp0zQ1NTFq1ChOnDiBSCRCW1v7/xyajpKRkSFzSXlVocWhURe6UhD8nwz3sWSghznLTuZwv6JWhtYpFnWrfQLAaww8LYU75zu8i0AgwMbGhn79+jFz5kw+++wzQkJCePz4MTt37mTZsmVER0eTnp7e5eJiiUTChQsXZN6IUlUwNzdn5MiRLFq0CDc3N06ePMmqVau4fPkyNTU1chmz5W86ePDg5g/yL0PMQnDqD6O+AxlPotzc3Dh79izr1q1jyZIl+Pn5cfHiRZmOIQs8PDxanZpjx45x6dIlZs6ciZmZmdzHNjQ0xNXVlYSEBLmO09Vnk4aGBhMnTkRHR4eoqKhnIjXOzs4YGBiQkZHRqhZsYWGBWCx+YQ2OslBJhyY1NVWtVHQ7g7o5NLJYkSUQCPhbhA/1TRL+eVhxVf+yRt1qnwBwewO0DJqX6nYRbW1tPD09GT16NB9//DEzZ87E2tqatLQ0vv/+e9avX8/p06c7VVx84cIFJBJJp+TZ1REtLS2Cg4OZO3cu48aNo6SkhO+//57o6GiKiopkGrXJycnByMio+RotSYPtk6GbI0zaDCL5Kda+9dZb5OXl8cYbbzB8+HDeeustSktL5TZeV3B3d8ff358rV64wePBgha6qGzRoEPHx8XJdWfjgwYMu90ATCoVERkaiq6vLrl272tR/CQQCQkNDSUpKwt3dHQsLCwoLCzE1Nf0/h6aj5OTkEB4ermwz5EJZWZlaOTSlpaUymcl0N9Nn3gAXYq4XcT73oQwsUyyNjY2UlpZiaWmpbFM6h6Zuc5Qm4yA0yibsbWJiQq9evZg6dSq/+93vGDp0KBKJpLW4OCoqivj4eEpKSp77wt62bRt9+vSRe/sIVUEgEGBvb09kZCQfffQRpqam7N69m7Vr13LhwgWZ1NokJiY2S9aX3Yat40FbDO/uBz3591TT0tJi2bJlXL9+nYcPH+Lq6srixYtVJg2Vm5tLeno648aN49ixY9y8eVNhY5uYmODt7c2FCxfkNkZdXR26urpd3r/FqREKhRw6dKjNfevh4cHjx4+5f/8+Q4YM4fLly1hYWLxw6beyULmnSV1dHaWlpa/tzK20tFStHBpZOmALBrrgbK7PH/amUVkrn0JTeXH//n1MTU0V1ptFpvhNhLon7RYHvyoikeiZ4mJfX18ePnzInj17+O6779i5cycJCQlt6m9iY2OZOHGizO1RB/T19enbty8ff/wxo0aN4vHjx6xbt46ff/6Z5OTkLqWkHj16xP379/G2EcOWN0HS2OzMdFOs2rqLiwtnzpxh48aNLF++HE9PT/bu3atQG/6T0tJSDhw4wKRJk/D392fKlCkcOHCA69evK8yGAQMGcO3aNbkViTc2Nr7yKi2RSMT48eMpLi5ukyITCoUEBweTmJjI22+/TUJCAoaGhtTW1naopYIiUTmH5vbt2xgYGKCnp6dsU2SOVCpVu5STLO3V0RSxeFIAxU9q+OZIlkyOqSjUTQyxDU4DQWwJV7fJfSixWIyvry8RERF89NFHzJs3D29vbx48eMCuXbv47rvvWL16NUVFRQwcOFCl1XbljUAgwNHRkYiICD777DN69+7NrVu3WLFiBbt27SIzM7Pd1SftkZSURJiHJRpbIqD2CUzbC+Yecj6D5zNhwgTy8vKYNm0as2fPJjg4mLNnzyrcjpqaGnbs2MHQoUNb6zLt7e2ZPn06Z8+e5cSJEwqJIrVIJsTFxcnl+I2NjW07qXcRLS0tpkyZwsWLF9sIEwYFBXHjxg0CAwORSCQ8fvyYbt26dVi8UFGonEOTn5/f4e6g6kZVVRVaWlro6Ogo25QOIZVKZR5RCnIwZnY/Z3ZcKVCr1JNaFgS3INKAHu9A7nGoKHr59jLE0NAQPz8/IiIiWLhwIfPmzeP27du4u7sTHR3N4sWL2bVrF1euXOHBgwf/ax0cDQ0NPD09eeutt1i0aBGurq5cuXKFpUuXcvDgQfLz85/7t2loaKDw6mnCsv4BDU9hxiGwDVLwGTyLpqYmX331FQUFBfTr148xY8YwaNAghfUBkkgk7N27Fzc3NwIDA9t8Z2FhwezZsykpKWHHjh3U1sp/sUKfPn3Izc2Vi36LSCSSmWPWrVs3Jk6cyP79+1uX5FdUVKCtrc2aNWvw9vYmLy8PkUhEQUGBTMaUFSrn0BQVFb22Do26RWeePn2KUCiUebTs02HuOJvr8+WeVLVJPallQfBvCXoXpBK4+otSzTA0NOTmzZuEh4fz8ccfM2fOHDw9PSkuLiYqKorFixeze/duEhMTefjw4evp4NQ+gYbnp5V0dHQICgpixowZzJ07FxMTE44cOcKKFSuIjY19Rqgt71wU7zZsRYgEZh4Ga395n0GnEIvFLF++nNu3b2Nvb09YWBiRkZEvVfF9VRISEmhoaOCNN95o93tdXV2mTZuGiYkJGzZskHshs46ODiNGjCA6OrrDkbeOoqGhIdNjOjo60q9fP/bs2cOePXvYvXs3rq6uGBoaMmzYMO7fv49IJHpG30fZqJxDU1xc/NqK6pWWlmJiIv8CPVkhLwesJfVUUlHL32JUr1L+P5FIJOpZEPxbTJzBeSCkbHmpJo28ycjIaC36NzIywt/fnzfffLPVwXF3d6eoqIjt27ezZMkS9uzZ8/o4OA01sGNq8wqkDpyLkZERffr0Yf78+UydOhWpZ5b/3wAAIABJREFUVMovv/zC2rVruXTpEjXxm3A+vwiBngm8dxwsvRVwEl3D3NycLVu2kJaWRmNjIz4+Prz33ntycSQePXrEhQsXePPNN19YeC4UChk5ciTh4eFs2rRJ7sXCPj4+mJqayjT91tTURFNTEzk5OSQlJREfH8/ly5dJTEzk6tWr3Llzp0s6OEZGRjx48IDKyko+/PBDRo8ejVAoxNvbm4KCAjQ1NSkuLpbZecgC2Wo9y4CCggL1De2/hLKysv9zaP5NkIMxHw1y5fvTN+nnZsa4QFu5jCMLnjx5gr6+vnoWBP+Wnu/BrumQdRi8xyrFhIaGBvLz858rqGdkZERAQAABAQFAc6+dO3fukJ+fz8WLF2lsbMTe3h47Ozvs7e2xsbGRuWS93GhqhD3vQ/4lmLCh07owlpaWDBs2jKFDh1JwKwvB0d+j++gc+dhRHr4SD31b1CGZ7ezszMGDB7l69SqffPIJTk5OzJkzh7///e+IxeJXPr5EIiE6Opr+/ft3+HkbFBSEmZkZu3fvJiwsjLCwMLmInwoEAkaPHs3atWvx9PTE1rbzz72Kigpyc3MpKiqiuLiYhw8foqmpSW1tLQ0NDWhoaCAQCGhsbKSxsZGUlBTu37+PgYEBNjY2WFtb4+Tk9ML3bEpKCnFxcURGRnL48GGePHmCmZkZvr6+VFVVUV5ejra2tsqlnFTuSZCfn4+Pj4+yzZALVVVVajXLl3dE6eMhbly+/Yg/7U+jh303upt1XbxPnqhbqvC5eI4B4+5w6XvwipC50FpHuHLlSuuDtSN069aNHj16tOpSlZeXU1hYyN27dzl27BilpaVYWFhgb2/f+k9lU9aXV0L2YRj5r+aVZ11EcC8Fx+ML4FE2d52nEtcUgk7BA46eXY6Liwv+/v64urrKpEhUngQGBnLu3DliY2P5/e9/z4YNG3jnnXf4+9//jrm5eZePm5CQgFAopFevXp3az8HBgQ8++ICoqCgePHjAmDFj5OIsi8Xi1tTTnDlzOjSGVColLy+PpKQk8vLycHNzw9bWlh49emBpaUlOTg43btwgIiKi3f1bosxFRUUUFRWxc+dOxGIxPXv2xMfHp81k7fr165w9e5aZM2diYmJCdXU10dHRzJo1Cw8PD3bt2oW9vT2NjY0ql3JSOYfm7t27REZGKtsMuVBZWam6D9t2KCsrw9fXV27H1xAJWT4lkFErzvNx1FX2zAtHS0PlsqA8evRIrSJrz0UogrCP4MgXUBAPjmEKN+Hs2bO4ubl1ef9u3brRrVs3/Pz8AKivr6eoqIjCwkKuX7/OoUOH0NLSahPFsbS0VP7L/WkZnF8G7iMhdG7XjlH/FM78E+JXg9gKpu3lbEIJPYN74OPjQ01NDRkZGVy6dIno6GhcXV3x8PDAxcVFpRciDB06lJSUFM6cOcNXX31F9+7diYyM5L//+7873Qi2urqa8+fP8/7773cpwmJkZMSsWbOIjo7m559/ZvLkyXJ5Zvv4+JCRkcGJEyde2G2+vr6elJQUkpKSEIlE9OzZkzfffBNtbe0229nY2BAbG/vc4wiFQiwsLLCwsKBHjx6MGDGCmzdvkpiYyMmTJwkICKBXr17U19dz4sSJVmcGmruGp6WlkZaWhr+/PxKJBHd3d8rKylRGZ6gFlXNo7t+/j5eXl7LNkAtVVVUyCakqisePH8tdUdO2my7/mujP3K3J/OtYFn8eo3o1ALISF1QJerwDZ76BiyuU4tAkJibKVAVcS0uL7t27t774pFIpZWVlFBYWUlhY2No93MbGpjWCY2dnp3hZiORNUFcBQ77q/L4SCaTvgVP/gCcFzX2Zhv2dOoEOBbuXtur56OrqEhwcTHBwMBUVFeTk5HD9+nViYmKws7PD3d0dDw8Pla1RHDRoEOfPnyc5OZk///nPeHt7M2zYMP75z392eGJ1/vx5fH19XymiqqWlxcSJEzl//jzr1q1j+PDh+Pr6yjQFJRAIGDt2LBs2bCAlJYWgoGdXpd25c4eYmBisrKyIiIjAwcHhuTYYGxtTW1tLdXV1h9rUCIVC3N3dWx2TpKQk1q1bh5aWFoMHD24TIRMIBAwbNox9+/bh4+ODu7s72dnZ5OXlqVxNm0o5NFKplMePH+Pvr1pV+rJC3SI0VVVVCrF3uI8V08Mc2XAhjxAnE4b7dE3CW16UlZXh4aE8TQ+ZoqUHvec3z/TvJYNtsEKHz8jIYPz48XI7vkAgwNTUFFNT01bHqba2lrt371JYWEhCQgL79u1DLBa3ieKYm5vLt2FscSqYOHWuaFciaRZDPPNPKEkFK3+IXAvd+wBwKyMDe3v7Z2br0LyarGfPnvTs2ZP6+npu3bpFTk4O586dw8DAoNW5sbGxUblGucHBwa2d3v/85z8TGhpKaGgo//jHP+jTp89z9ysvLyc1NZUFCxa8sg0CgYD+/fvj4uJCdHQ0GRkZjB49WqYTUh0dHaZMmcKmTZswMzNr1cmpr68nNjaWrKwsRo8e3aFnj0AgwNramuLiYlxdXTtlh4mJCW+88QYCgYDk5GTS0tJwdnZuM5l1cHDA0tKSpKQkPDw8uHTpEqWlpejq6iKVSlXmGlIph6asrAwNDQ2VnUG8Cg0NDTQ2Nqp06Pe3NDU1UVNT80pNKTvDn0Z7cb2wnC92XcdjoYFK1dO8NjU0LYTOg/g1cPq/m9VkFcTLCoLlhY6ODq6urq0PeolEwsOHD1ujOJcuXaK6uho7OztsbW1bCycNDAxk96BurAMEzSubXnbMhlrIONAcRXuQAUYOMH49+E6E36zYycnJwd3d/aVDa2lp4eXlhZeXFxKJhHv37pGdnc2BAweora1tdW6cnJxUqvDdzc2NnTt3UlRUxF//+ldGjBiBl5cXX331FWPGjHlm+7i4OEJCQmTqdNja2jJnzhzi4uJYu3atzKM1ZmZmREZGsnv3bj744APKy8uJjo7G3t6e+fPnd6qdgY2NDQUFBZ12aKD5nkhPT2f69OncuXOH9evXM3DgQEJCQlrPdfDgwWzdurXVroqKCqA5kq8qKXmVcmiKiooU9gJVNC3RGVXxZF9GdXU1enp6Cuu1o60h4od3ghiz8gLzt6Wwf0E4OprKL2psaGiguroaIyMjZZsiO3QMoe+ncPIvcOdi64xf3ly5cgWxWKx0PR+hUIilpSWWlpbNvY9ovt4LCwu5d+8eiYmJFBcXt3Ydt7a2fnUnx2Mk5BxtdiTD2okgNNZBYQLcONCcXqp9AuZeELkOfCc801xSIpGQk5PDoEGDOn3uLam3oUOH8ujRI3Jycrh8+TL79u2je/fueHh44ObmpjLpcRsbG9avX8/ixYv5+uuvmT59Ot26deO9995j0aJFiMViHj9+TE5ODh9//LHMx9fQ0GDo0KF4eXnJJVrj6uraumy8oaGBsWPHdiki7Ofnx44dOxg4cGCnn9u/bWxqY2ODu7s7e/fupbS0lJEjRyIQCLC0tMTZ2Zlr167h7u6OtbV1a2Hw/zk07VBcXPxatjwA9Us3KcNeO2M9lk3uwaxNifzlQDrfTQpQ6PjtUV5ejpGR0evXRLHX7Obi0mNfwuy4ZjVhOfOqBcHyRF9fH09PTzw9PYHm9HdFRUXrqpBXdnKCpkPOcTj+R8g+AkZ2INSApnooL4Tia80qvxo6zSvQAqaC86A2EZnfUlxcjIGBwSs72qampq3LlGtqasjNzSUnJ4cTJ05gZmbWGr2Re0quAxgZGbFkyRK+/fZbNmzYwNq1a/n2228ZNWoUw4YNIyAgQK4RcHlGa7S0tHj69CkWFha4uLh06RhWVlYYGRmRk5PTeh13lGvXrhEc/Gv62czMjBkzZrBjxw4OHDjQqucTGhrKnj176N+/Pw4ODhQXF1NcXCzXxSOdQaUcmtdZJVjdCoKVZe8gDwsWDnZl5emb+NkZMT2su8Jt+C2KqiNSOJq6MOJb2D0DEtZA+EK5DynrgmB5IhAIMDIywsjIqHWRwis5OQIBTNwIp77m/7N33nFR3fnef88MDHWoAzh0pIuABcReIsYaNTHGlsTExDXZZG92c5/de/em7N7n2fvaW7LJtvRuorFFJcbEhrFho4koCEhRpDO0GRgYpjx/cDkLggrKMDPo+/Wal+Nh5pzvnCm/z/lWbqRD6cmuzs1iG3D1g3FrIXQuBE/v8qDdgcrKyrvqYXI7HBwciIuLIy4uDr1eT1lZGYWFhWzdulVIIo2MjCQwMNCsVWO2tra8+OKLvPjii2RmZvLHP/6RX/7yl4SGhlJWVsaGDRtMFjrr6a3Zu3fvkHhrLl68yIkTJ9i4cSMnTpxgx44drFq16q7OcUJCAunp6YMSNEajkRs3brBw4cJe2+3t7XnyySfZtm0b+/btY+nSpfj5+eHo6Iher0ehUHD16lWLKt22KEFTV1c3MhcPujwe1iRozOlR+mVyBPlVLfz7vjyCPZ2YGXH3PSnuFWt73wbFmGUQsaCr6il6KbgHmfRwxcXFty1RtXTuJHKqqqruLHIW/HFIbKmsrDRp6E4ikRAaGkpoaCgLFiygtraWgoICjhw5QkNDA4GBgUJ1mY+Pj9k8mBMnTuSNN95gwYIFVFZW8l//9V/89re/5YknnuBf/uVfCAkJMclx/fz82LRpk+CtSU5OJi4u7q5CPYcOHWL9+vV4eXmxfPlydu3axY4dO1i5cuWg++CMGTOGQ4cODaoyU6VSAV2J5Ddja2vLqlWr+Oqrrzh8+DAPP/wwCQkJ5Ofn4+XlRWtrK3V1ljOTz6IEjUqlGlQSlDVhjSEncy3kErGIP68ez+Pvn+alrVns+fk0wrzNY4u1vW+DQiSCRW/Bu0mw/59h3U6TNttTKpWMHj3aZPs3BwMRORkZGVRWViISiRg1apTQD8Tb2xsvL6+78iZUVVUJ+T+mpjt/wsfHh5kzZ6JWq7l27RplZWVkZWWhVqsJCgoiKCiIkJAQfHx8hjU8lZmZyfTp04mKiuLNN9/kxx9/5E9/+hNjxowhMTGRjRs3snr16iH32vT01hw4cICzZ8/y0EMPER4ePqDXr1KpSElJYc2aNUKZtEQi4fHHH2f37t188803g7bbxsaGcePGkZGRwYIFCwb0nJqamtu+Z1KplLVr1/LRRx8RHBzM2LFjOXz4MIGBgbS3twvJwZaARQmapqamEbt4tLW1WVWljEqlMmvyprOdDZ+sT2D5u2k892U6e38+DXcn6bDboVKp+r1yGTG4BcDcN+DAv3bNeZq43mSHampquuv8AGvidiKnpqaG2tpaSkpKOHv2LEqlEhcXF3x8fHoJHQ8Pj1te7Xd2dqJUKs3WddzZ2ZmYmBiho7taraasrIyysjIyMzNpbW0lKCiolwfHVAKnpaWFurq6XrlZCxcuZOHChVRUVPDWW2/x+uuv8/LLL5OcnMymTZtITk4eUo+Sn58fGzZsoKCggMOHD5OWlkZycjIBAQG3fI7RaOT7779n4sSJ+Pv79/qbRCJhxYoVpKSksHnzZlatWjWoi8vExEQ+/PBDEhISBuSl0Wq1d8w9cnBwYNmyZezevZsXX3yRqKgoKisr0el0Jh/qORgsTtCM1MVDq9UilQ7/gny3tLa2ml1c+rs78uFTCaz5+CzPb87g6+eScJAOb+xerVYPea6CxTFpU1ei6oF/7crh8Bx60dHa2kpHR8dtf+RHMj1FTs9Sa71eT0NDgyB0Ll68KAwElMvlfYSOTCajpqYGuVxuMTOsnJ2dGTt2rJAYqlKpuHbtmtCqv62trZfA8fb2HjKBU1hYSHh4eL/5Jn5+frzzzju88847nDlzhvfee481a9YglUp55JFHePnll4es55lIJCIqKoqIiAhycnLYtWsXCoWChx56CG9v7z6Pz83NpampiZUrV/a7P7FYzPLlyzl+/Dgff/wxq1evHvCMQ1dXV2bNmiWMK7iVeGtra6OyspIrV65QW1tLamoqUqkUHx8fIUTak+4KuO3bt6PRaKirq0MqldLQ0DAgu4YDy/hG/C8tLS0jdvHo6OjotwGWpaLRaCyiZ87EIHf+smocP9+axUtbs/jwqYnYSoYvXj9ik4J7IhbD8g/g/Smwe2PX1GbJ0Lrni4uLkclk5h9BYGFIJBK8vLz6zC7SarXU1tYKt6tXr1JTU4PBYMDBwQGJREJGRoYgdCzhu9qNTCbrI3C6PTjnz59Ho9EQHBwshKjupYKqsLBwQKKku5LLYDCwZ88ePvvsM6ZMmYK/vz8rVqzgpZdeGpK1RywWM378eGJjY0lPT+fLL78kPDyc2bNnC/3VVCoVBw8eZN26dbcVpSKRiNmzZ+Pt7c3XX3/NwoULB1xNNGnSJPLz8zl37hxTpvyjI3h7ezs5OTlkZmbS0tKCQqHAzs4Og8EgDLg8f/48lZWV2NvbM2HCBMaPH4+TkxM6nQ61Ws2NGzdISEigoaEBBwcHIQfHErAoQdPc3CzMaBlpWJuHRqvVWowAWxir4A/Lx/Lankv867e5vLUybthi9CM6Kbgnrn6w5M+w69muSpyH/9+Q7r6kpMTkYzRGElKpFH9//z7hiNbWVvbs2YNUKqWyspILFy5QW1uLg4MD3t7eyOVyoVOyp6enRfS+kslkxMbGCr/tLS0tgsA5d+4cHR0dvTw4AxU4Wq2Wa9euDarztFgsZsWKFaxYsQKNRsMXX3zBV199xdtvv01cXBwrVqxg/fr1jBp1b93KbWxsmDJlCuPHj+f06dN89NFHxMfHM2PGDI4cOcKECRMGHNIfM2YMHh4ebNu2jZqaGh566KE7np+eoxXCw8Px8PAgLS2N06dPExoayqJFiwgKCkIkEtHY2Mjnn3/OzJkzhecbjUYhyf3vf/878fHxNDY2YmNjw5o1a/juu+8ICQnB0dERtVp9T+dqKLEoQdPS0jJif/QsSSAMhI6ODosSYOuSgqhXaXnnSCEeTrb826LoYfmhHuhslBHB2Meg7GTXNG7PUJj4zJDt+vr161aVQ2apODk5odFohD4g8I+RMbW1tSiVSiorK7l06RL19fVotdpeAqfnzVxeHRcXF6E8HLouZLtDVGfPnqWtrQ2FQtGrQszDw6PP972srAxfX9+7fh0ODg5C+XdNTQ3vv/8+27dv53e/+x2hoaE8/PDDPP3004wfP/6uX6u9vT0PPfQQiYmJnDhxgr/97W90dnayYcOGQe1n1KhRbNy4kZ07d/Lll1+ybNmyO66VHh4ezJo1i127diESiXBycmLTpk19OvG7ubnR2dnZq1VHd5XesmXLSE5OZsuWLdTV1bFu3TqCg4Nxd3dHJpPh5OSEVqsd3EkxIRYlaNRq9cgZAngTliYQ7oQlepT+aW4YDa0dfHyyFKmNmP/zcKRJRY3RaLQ6IXrPLPwfaLoO378KLv4Qnjwkuy0vL+83l+ABg+fmRHWRSISHh0e/3Vrb29tpaGhAqVRSX19PUVGRkIxsa2uLp6cnHh4eeHp6Ct4dd3f3Yc3PcXV17SVwWltbqaqqorKyksuXL3PkyBHa29v7iJyKioohS1Hw8fHh97//Pb///e9pbGxk69at7N27l5kzZ+Li4sLs2bNZtWoVixcvvquwqUwmY/Hixdja2lJcXMyWLVtQKBQkJiYSHh4+oCRlJycnnn76ac6ePdvvaIJbva66ujr8/PxYu3Ztv8cRiUT4+flx/fp1xozpO2vM0dERrVbLjBkz2LlzJ4sXLyYhIYEzZ84gk8lob28f3MkwIRYlaFQqVZ9Y8kjBEgXC7bDEhVwkEvG7R2LQ6g28+1MxErGYV+fdeZbN3aLT6ZBIJCOvS/DtkNjAyi/g84Ww4yl4+jsISLzn3VZWVt6zG/8BXSK7tbV1wGFQe3t7oZ39zftRq9UolUrhlp2djVKpFKpN5XK5IHa6by4uLib/Pjg5OfWavQX9ixyVSoWnpycGg+G2npzB4u7uzksvvcRLL72EXq9n//79bNu2jRdeeAGVSsXkyZN57LHHWLt27aA6NRsMBi5fvszq1avx8vLi8uXLnDp1ih9//JGJEycyYcKEO3qDxWIxU6dOJSIiQhjDcCtvzY0bN9i5cydPPPEEJ0+e5MiRI8ybN6/f8xMbG0tWVla/gqa0tBSJRMKMGTMIDw9ny5YtLFmyhJaWFmQy2YM+NLeira3NbKWIpsYSBcKtMBgM6PV6i6mi6IlYLOI/lseiNxj5a2oREpGIV5JN007f2rxqQ4adDNZ9C5/Nh60r4dkfwTv6nnZZU1PD1KlTh8jA+5e2tjbs7Ozu+bspEomQyWTIZDKCg4N7/U2v19PU1CQIndraWvLz81EqlbS1teHi4oKrqytubm69bq6uriYTPP2JnLfeeotp06bR3Nzcryen25tzLyJHIpGwdOlSli5dCkB2djabN2/m73//u9CdePLkySxcuJBFixbdVpAUFRUhk8mEaqX4+Hji4+N75aqEh4eTkJBAQEDAbW2Wy+U8++yzgrdmypQpTJ48WehZo9Fo2LFjB8uWLSMiIoLAwEC++OILxGIxc+fO7bPvmJgYDh061O8g3qtXrxITEyNM9F6zZg1bt24lJiaGU6dOcePGjbs6t6bAolYsjUYzIt3SliwQ+qN7ITd3MuGtEItF/OdjcegN8M6RQjp0en49f+jDT9bmVRtSZD7w9F74dD589WhX5dM9dBKura29b0u2h5LhaPQokUgEj8zN6HQ6WlpaaGpqEm4lJSXC/e52Dz1FTk/RM1SCR6VSYTAYiIvrXSDQ7cmpqqoiLy+P1NTUPiLHy8sLDw+Pu/pujx8/XsipqaurY+/evRw+fJhf//rXPPnkk4SFhTF58mQWLVrEokWLejWKzcnJ6TUvqRuFQsHSpUuZN28eOTk5fPfdd9jY2JCQkMDYsWNvmSPU7a2JjIzk6NGj/O1vf2PmzJmMHz+egwcPCmXk0JUvtH79erZs2cL+/ftZtGhRr/fBxsaGiRMn8tNPP/H4448DXf2OCgoKuHbtGi4uLmRnZxMREYGfnx9TpkwRBlo+CDn1g8FgQKvVjki3tKULhJuxhoVcLBbx34/HYWcr5r1jxbS0d/J/l45FLB66c2xNXjWT4B4MT+3uCj999ShsOADOd3fB0dDQQFCQaUcr3A+Yu3O1jY3NLfN1oMu709zcTHNzsyBySktLewkeZ2fnWwoemUw2oAu/+vr6fvvZ3C5cVVVVRX5+PidPnqSxsRFHR0chh6hndZibm9uARJeXlxcbN25k48aNQJcXMiUlhUOHDvHqq6+ydu1aYZL2ggULKCsrIzn51jlpDg4OTJ48maSkJKGHz+HDh/H39xfmaN2c0AtdA0ZXrlxJZWUlR44c4cSJE+j1+j6Txx0dHXn66afZtm0bW7duZenSpb1ysWbMmMEHH3xAZmYm9fX15OTk4Ovri16vp6Ojg+LiYg4ePEhERARJSUnk5+cjl8vRarUYDAaLCM2LjEbjYB4/qAcPhm5Xpk6nM9UhzEZzczOffvopr776qrlNGRB1dXXs2LGDl156ydym3BGj0ch/HrjCh8dLWD7Ol/9ZGT9kfWquXbtGamrqoCsSRhzXz8HmZSAPh2e+B/vBT3h2dXXl7NmzQufcB9wdWVlZlJeXs2zZMnObclfo9fo+Hp6e4ketViOVSpHJZDg7O/f6t+f9srIySkpKWLFixV3ZYTAYaGlpob6+XgitdSdPq1Qq3Nzc+uQQyeVynJycBnxhWl1dzZ49ezhy5Ajp6elUV1fj5+fHmDFjmDhxIjNnzmT69Om3rdLSarWUlJRQUFBAYWEhzs7OREZGEhkZia+vb7+2fPrpp6hUKuzt7UlMTCQ2NrbXBaper+fUqVOcP3+e5ORkxo0bJ+wnIyODH374gfHjxzN9+nTc3d1JS0ujoaGBRx55BI1Gw4ULF0hLSyM2NpZz587xzjvvUFFRgaOj4yDfhUExoJNuMR4avV5vEQrPFOh0OqsJN4F1eGi6EYlE/HZhNK4Otvz3gQKUrVreXTcBF/t7bwxnTefBpAQmwaqv4JvV8M0aePLbrmndg0Cv14/YOW3DSc/SWmtEIpHg7u5+y5Jjo9GIRqNBpVIJt+7k5WvXrgnbWlpaEIvFvPfee7cVPjKZrN9ZSGKxWPAK9fTmQFeopbGxURA6N27cICcnB6VSiU6nu2UZ/M3e3FGjRgll4UVFRaSmpuLl5cXJkyc5ceIEH3/8MUql8rYiRyqVEhUVRVRUFAaDgYqKCgoKCti7dy/t7e2Eh4cTGRnJ6NGjsbW1pbm5mfr6en75y19y48YNMjIySE1NJTY2loSEBLy8vJBIJMyaNYuoqChhYni3WPnpp5+Ij4/n+vXrwm9fXFwc7733HvPmzcPBwYEpU6YQHh7O5s2bEYvFGI1GDAbDUHw87hmL8dA0Nzfj7e1NR0eHqQ5hNurr69m2bRsvv/yyuU0ZEOXl5Rw6dIjnnnvO3KYMih3p5fzbnlxCvZz59JkE/N3v7YohLy+PS5cu8cQTTwyRhVZO7i749nkInwcrvwTpwM+vg4MDxcXFZp0PNhL48ccfcXd3Z/LkyeY2xaz8+OOPODg4MGbMmD7ip+e/KpUKGxsbQdw4OTnh4OCAg4MDjo6O/f5rZ2d3Sy+MRqPpVRnW07tjZ2cnVILdLK7y8/MRiUR9BkY2NDTw008/cerUKbKzsykoKECpVOLv7094eDjh4eHExMQwfvx44uPje10UNDQ0CJ6byspKIaSr1+t57LHHhATl5uZmMjMzyc7ORi6XExsbS0REBM7Ozr28NTY2NkydOpWkpCSOHTvGpUuXWLNmDZ6enuzatYuAgACSkpKE41dVVfHJJ5/wpz/9ievXr5t6bJF1eWgMBoPV5JgMFqPRaFWvzdrs7eaJxAD83B144etMlr97mk/XJxAf0DfmPFAsJS5sMcQ+Dh0tXT1qNi+DNdvAaWDN8gwGg0W157dW9Hr9g/ERdOXF+Pv7C6MfboXRaKS9vV0QN61C3EB/AAAgAElEQVStrWg0Gtra2lAqlcL9nv/qdLo7ih5HR0dCQ0OJjY3FwcEBe3t7WltbhZCVSqWiqamJGzduoFarqaqqwmAwkJ2d3SecplAo2LBhg/D/zs5O0tLSSE9Pp7CwkLS0NCoqKmhsbMTd3R0/Pz9CQkKIjIxk7NixTJo0icDAQMrKyjh+/DhGo5G///3vSKVSoZw9ICCAhIQEysvLuXLlCocPH8bT05OIiAiioqLw8PBg3759HDt2jOrqahITE3F2dubTTz9lxowZTJkyha1btxIQECBclCgUCiHn1VI8NA8EzTBgbQLB2uztybQwObtfnMqzX6Sz6qMzvP3EOBbFDmyo281Y83kwGQkbwNETvt0Inz0M63aBR8gdn2YwGB6E74aAByK7i46OjgEJZJFIJIiTgVbQ6nQ6NBpNv2KntbWV+vr6Pts1Gg1SqRQHBwekUil2dnZIpVKkUikeHh40NjYSFBQkhNr0ej06nY6Ojg5UKhXt7e3C/lpbWwHw9/cnOjpaED+2trZUV1dTUlJCaWkp58+fZ/fu3VRVVdHR0YGnpydOTk5CubqXlxf19fVcvXoViUSCTqcT/p6UlIRIJKKuro7MzEw0Gg3u7u5ERUWhUqnYvn07MpmMKVOmcOnSJS5dukRcXBxbt27l0UcfJTS0a4DttGnTLCrk9EDQDAPWtjBam703E+4jY+9L0/jZ5gx+viWLTTNH8+v5kdgMMlnY2s+DyRizDJx9YOsq+HQerN0Ofn3LUXvyQNAMDUaj8YGgwbTCrmeIaqB0e4I0Gg1arRatVktHR4dwv7S0FKlUisFg6LX95sd1dHQIhTHdE+obGhqE19o9nDQ6OprIyEihJUhrayuNjY2o1WpaW1tpaGjok3OkUqmwtbXtFQqzs7PD1tYWW1tb7O3tOXjwIFKpFBsbGxwcHMjKysLGxgY7OzuuX78OwObNm3FwcCAyMpL4+HjBLkvAogSN0Wi0qMmdQ0W3AreW16ZSqYTEPGvFDvh4zVj++3AxH54oIaNMyVuPRiN3Hviiqlarrf48mAz3GMSr9+Kw52lEny+ifdHf0IUvvOXDDQYDGo1mRObIDSfdIZP7/TPZ2tpKW1ubxZ2HbnFwc4O948ePExUVNaC2JEajkY6ODlpbW4XfoG5PUHt7O1qtFr1eL3h5dDoder0ePz8/KioqcHNzE/7W7T0xGAx0dnbS1NRETU0NDQ0NtLS0oFare4kqnU5HZ2ensE+9Xi+szbdCJBKh1+vv+dwNBRYjaEbyVYe1XeVbm723Qmoj5vWF4cT7u/B/fyhi5SdZvPVYNBMDB1Z2PFLOg6kweIbRtiYFh5QN2H/3M7TT/wXtpJ+DqP95MTqd7oGX5h4Ri8UWczVsTiztPPT00HR2dgoCoft+e3s7WVlZ2NvbC9u7hcTN9zs6OhCJRNja2iKRSJBIJMJvUU+BAgiCQ61W09zcjFqtpq2tTfDUdIuW7kRpqVQqhLC684FcXFywtbXFzs4Oe3t7bG1tBQ+NnZ0dEokEe3t74bsrFotxcHAgKiqKuLg4kpKSLCavy+IEjTmbRpkKjUaDnZ2d1bw2mUyGvb291dh7J9ZOlTFhtDcvfJXJhq9zeGlOGP80N/yO/WqcnZ1H1HkwCTIZbPgR9v4cu1P/iV3VeVj1NUh7X6FKJBLs7OysuuTYEuhehO73z6STkxOOjo4mOQ/dOTQ358m0tbX1ypnpub29vV3IoemZP9Pzvo2NDS4uLoIg6faGdHR00NHR0SeHpjs01B0ekkqlVFRUUFZWRmlpKdeuXaO8vJyqqiq0Wi1yuRxHR0chEdjLywtXV1ccHByQSCR0dnbi7OyMr68vPj4+Qg5NeXk5Go0GDw8PoqKiaGlpobi4GJlMRlRUFFeuXMFoNBIYGEhubm6vHJq8vDxEIpHFOCQsStAMsoTcahCJRFb12qzN3oEQNcqFfb+Yzu+/y+NvR69yvLCOd1aNI9Tr1gvsSDwPQ4nRaORYQR2JIR44P/4ZBE+HH/5PV27N45+D8z8GzYrFYrRarRmtHRlYmmfCXNjZ2Q2o5X5/VU79JfT23NbdM6m/yiZnZ2e8vb37bLezsxOqnG72iiiVStrb28nLy8PW1rZPSbeXl1evbVqtllOnTpGRkUFBQQFlZWVUVFTQ1NQkVDmNHj2apKQknnvuOSZMmEBAQABlZWUcO3ZMGDxqZ2cniBtfX1+8vb0pLy8nPz+fc+fO4enpSWRkJDNnzqSmpoZ9+/Zx7tw5oqOjWbVqFZWVlRw9epSZM2cSEBDA1q1bWbduXa/WC2lpaQ8ETX88EDSWg7XZO1Bk9rb86Yl4kqO9+e2eXBb/9ST/tiiaJ5OC+h2Z8GDxuDUdOj2v7shh/8UqAAr+sAC7xOfA1hH2vgDvJsLPz3XNhKLrXFrSzBdrRSKRWEy+gjlxcnJCqVRSU1PTp+/Mzfd7iojuPjSOjo6CR+NmcXK7MTXdfWjq6+upqKgQugsrlUrs7e2FPjTd86wCAgKQyWSCJ6O/PjSpqamkpaVx4cIFrly5QkNDg9CHJiIigvnz5zNhwgTi4+N7VXYplUoKCws5e/Yse/bsITg4GHd3dwwGA88++2yfPjR79+7Fy8uL2NhYFixY0KcPjYODQ58+NM8995zQh2bmzJm9xExVVRXV1dWA5aSMPBA0w4BIJLKqhXGkL+QLYxVMCHLn17su8mbKZfblVPLHx2IJ8+7tvra1tX3gVegHo9HIv36bK4gZgMjXD5D9xjzcAyZ1bdA0Qs43MP2XQNdC/OBc3jtOTk5CSGIkYjQahWTfnsLk5qZ53Z2C8/Lyenk7PD09CQoK6rWtv07Bt6Ozs7OXUOl50+v1wtwnDw8PoqOjhfu3m/um1WpJTU1l586dnDp1igsXLlBQUCCIlzFjxjBr1izeeOMNpk2b1m9JusFg4Pr160Izvfb2diIiIpg6dSohISFCp+APPvgAGxsbiouLSU9P5/r168TGxrJ+/Xq8vP7hNa2uriYlJQVnZ2c2bdqERqNh8+bNVFdXU1FRIYgilUpFcXExS5YsEZ5bV1fHN998Iwi/B4LmJiQSyYhdRG1sbKxqRpVUKh3xi4+Piz1fPpvIrswb/McP+Sz8y0l+PjuMn88Jxc6mK8HtfjgPg8VoNPLX1Kvsya5gXVIgG2eMZu3HZ6lsbucP+/P5k2fKPx586p1egkaj0ZjJ6pGDs7Mz5eXl5jbjrulvllPPeU4qlUrIN+zZgE4ulxMSEiJsLy0tvedZTs3Nzf2KFrVajbu7uzDSIDAwkPHjxwt9XgY7y+nw4cNkZGT0muU0e/Zs3nzzzVuKl260Wi3FxcUUFhZSWFiITCYjIiKC5cuX9zvLydXVFblczvvvvy/McnrssccGNMvJxcWFOXPmCLOctFotTk5OXLx4kTFjxmBvb09bWxsXLlzg9OnTwiynByGnfrC3txdKzaxp7tFAsLaFUSqV3hfltSKRiJUJAcyJ8uYP3+fxl9QiUi5U8OrDkSyJVWBnZ2dV75spqVN18OqOC2Rea6RNq+fR8X78YflYRCIRJ34zh5e3ZrM7+wYvP/cEIaNiofoSTP3HqA+ZTEZ5efmD4ZT3iEwms7hS5Z7odLrbDp+8edq2m5sbISEhwtTtgU7bdnNzG/B56J62XVlZSXV1NfX19b2mbXffwsPDBzVt+2ZqamrYu3cvhw4dEgRMeHg4U6dO5S9/+QtFRUU8//zzt5xU3o3RaKS0tJT09HRKSkrw9/cnMjKSWbNm9Tttu5uKigpSU1NpaWlBp9Px4osv9vEadXR0sG3bNiQSCZs2beo1rqCzs5MzZ86wePFi6uvr+fjjj/H19UWtVuPo6MiuXbu4evUqkZGRrFmzhh9++IGWlhahh40lYDHKQSwWI5VKqa6uxt/f39zmDCndC6O1NGqzNgF2r8id7fjz6vE8NsGf/9ifzz99k817P13lZ1N8aW8f+cLuTqjaO3nm8/MU16lZlRDAGF8XHh3vL3yWbSRi/ntlHEuLfAkOHQWiKIh5tNc+PDw8uHbtmjnMH1GYW9DodLpeAuVmwdLW1ibkj7i5ueHq6kpISIjwfxcXlyG5mpfL5dTW1vb5Te0pXrr/7ejoQKFQoFAoiI6OxsvLC09Pz0GHom6mrq5O8MCcP3+e6upqwsLCmDJlCm+//TaLFi3qNXtpx44dXLt27ZaCRqPRkJOTQ0ZGBjY2NiQkJLBs2bI7igWlUsnRo0cpLy9n1qxZjBs3jn379pGamsqiRYuEx7W1tbFlyxYUCgWLFi3q8z6cPHkShULBxIldTTIfeughCgsLOX36NHZ2doSGhrJw4UKcnJw4deoUEomE+vp6pFLpAw9Nfzg4OFBbWzviBI1YLBZaT9/rl2g4sDYBNlTMjPBiepicfRcr+fORIl7dU4Bc4kfIhQoWxSruWOY9Emls1fL85gwKqlV8vD6BOZH9t493sbe97YiJ7gqLB9wbwyFo9Ho9TU1NQvJr9/BFpVJJW1sbLi4uglhxc3MjNDRUECwymWxYFrfu4+Tk5NDS0tKveImJiWHevHm4u7sP2e9YZmYmX331FYcOHaK4uJiwsDAmT57M22+/zYIFC/o01OtJfHw8J0+eZPz48b22V1VVkZ6eTn5+PuHh4Sxbtgx/f/872mwwGDhz5gxpaWlMmTKF5cuXC+vL/Pnzef/99wkLCyMiIgKNRsOXX35JeHg4c+fO7bNvnU5HZmYmGzZsELbZ2toSExNDRUUF9vb2gt0VFRWcOXOGmJgYmpubLcY7AxYmaBwdHampqTG3GSahO4xjDYLG2gTYUCIWi1g2zo/FsQp2pF/nv7/L5JVtF/ivH6+wYXoIqxIDkNnfH+fkZFEd/7LrIvWtWv62ZvwtxcxA8PHxoaKiYgituz9xdHQU2uPfS2i+uyt7fzkkzc3NuLi4CKGYUaNGERMTg6en57AJlptpbW0VvC7d4kWj0XD69GnCwsJMIl6gKwyzf/9+tm/fzrFjx1Cr1UyZMoVf/OIXrF27FlfXgTXpBAgPD+fHH3+ksrISb29vLl++THp6Omq1moSEBF5++eXbCqKe1NfXk5KSgkQiYePGjcKMqG4cHBx44okn+Oabb1i6dCknT54kNDS0XzEDcPnyZRQKBZ6efYfNhoWFcfDgQWbMmEF1dTXffPMNjzzyCPv376exsfG2ydDDjUUJGplMRl1dnbnNMAnWFsaxJgFmCmwkYtYkBVF0cDNTV/6MT06W8of9+fz5SBGPxPuyKjGAeH/XEenBqmjS8NcjRWzPKCfUy4mdT065p6nlAL6+vuTl5Q2RhfcvIpEIJycn1Gr1bfMpumlvb+9XtCiVSqRSaa8ckqCgIDw9PXF3dzdrHmN/4qU/z0tOTg56vZ7k5OQhPX5jYyNbtmxh7969nDt3TkiW/eijj1i0aNFdd8UVi8WMGTOGlJQU1Go1vr6+zJgxg/Dw8AGLxJ5emdmzZ5OYmHjL3yB/f39WrlzJV199hZ+fH8nJybd8bG5uLhMmTOj3byEhIej1ek6ePMm5c+dYsmQJOp0OFxcXVCqVRXX/tihB4+zsTH19vbnNMAnWlmBqbQLMFIhEIuzspEwPcWXemClcvNHEF6fL2JN9g2/OXydqlIyVCQE8EqfA28Vy3K53Q4dOz09Xavk2q4KfrtQiEsHPZo7m1XkR2Nvee1vzgIAAjh07du+GPgCZTEZLS4sgaIxGI42NjdTW1vYRLVqtFk9PT+RyOR4eHkRERAgCxlJCBc3NzZSVlQk3jUYzoLCRn58fZ86cGRIbampqeO+99/juu+/Iz88nNDSU+fPn89ZbbzFu3Lh73r9KpeLEiRNcunSJzs5ONmzY0Kuny0BobW1l586dAP16ZfqjpqYGb29vOjs72bJlC4888kgfIWw0GqmoqGD58uX97qOtrQ2pVMrJkydZt24dwcHBfPHFF4waNQqVStWvV8dcWJSgcXFxobGx0dxmmARrqxyyNgFmKrr7fjg4OBDn78bbT4zj90tj2JdTyY70cv7f93n8YX8eiUEeLIwdxYKxo1C4Otx5xxZCYY2Kr89eI+VCJc2aTrxldmyYHsL6qcH4uQ3d6wgMDESpVA7Z/u5X1Go1Dg4OnD17luzsbGpra6mrq8PR0REvLy/kcjm+vr7ExsYil8txdna2OC9iS0tLLwHT0dFBcHAwQUFBTJkyBS8vrwHZHBwczLfffkt7e/tdiTONRsNnn33G119/TXZ2NnFxcaxevZr169cPaIjkQGhvbyctLY3MzEzi4+P5xS9+wcGDB8nPzx+UoKmurmbbtm3ExcUxZ86cAZ2fhoYGjh8/znPPPYe7uztpaWl8+OGHhIaGkpCQQFBQECKRiKamJqH5YDdGo1HI7bly5Qrjxo1DJpORnp6OXq+nsbERqVRKa2srCsWtc+eGG4sSNK6urjQ0NJjbDJNgbR4PaxNgpkImk6FWq5HL5cI2F3tb1iUFsS4piKIaFT/kVvNDbhX/vi+Pf9+XR7TChRnhcmaEy0kM9hgSD8dQYjAYOV5YxyenSki7qkRqI2bh2FGsmODPtDA5kn66Jt8ro0ePHrEXK6ZAq9VSW1tLbW0tNTU1wn2DwYCjoyNisZikpCTGjx+Pt7e3xXhb+qOngLl27Rrt7e0EBQURHBzM5MmTByxgbkYqlRIUFMTVq1cZO3bsgJ6j1+vZu3cvn376KcePHycgIIAVK1awa9cu/Pz8Bm3DrdDpdJw/f560tDQiIiLYtGmTkG+TnJzMBx98QHR09IBEzeXLl/nhhx9YuHDhgF+n0Wjku+++Y8aMGYIHZcaMGSQmJnLx4kWh5HrUqFHY2dlha2vLiRMnaG9vp6amhqqqKuzt7ZkwYYKQ26PT6fj222/55ptvSEhIIDMzk7a2Nouaz2ZRgsbFxYWmpiZzm2ES7OzsrEogODg4PGhVT1cY9HZVJeE+Ml7xkfFKcjjFdWoOXq7mZGE9n6eV8tGJEqQSMdG+LowPcGNcgBvxAW4EeTj2O2rB1FQ2aUi5UMnOzHJK6loZ5WLPbxZEsjoxEA8n08bBQ0NDUalU6PV6i5nMawno9XqUSmUf4aJWq/Hy8sLb2xtvb2/Cw8Px8fHB2dmZiooK9u/fT0JCgrnN7xeVStUnhNTtgUlKSsLb23vIvEYREREUFhbecaFPS0vj/fff58cff0QqlbJ06VLOnDlDXFzckNjRjcFgICcnh2PHjqFQKFi/fj3e3r2T6WUyGfPnzyclJYWNGzfeMl/JaDRy7NgxLly4wJNPPjkoT8j58+cxGAwkJSX12m5vb8+kSZOYNGkSbW1tVFVVceHCBcRiMZ2dnTg4OJCUlIRCoegz+NPGxgZnZ2f8/f0pKytDr9ej0WgsalCqRQkaNzc3SktLzW2GSbA2D013y+v7nTsJmp6Eejl3dRueHUabVse50gbOFivJLm9ie3o5X5wuA8DBVkKYtzPhPs5E+MiI9JER7uOMn5vDkIYHWjt0XKpoJuNaI8cL6zhf2uX9nBDoxl9WjxvWUnQnJyfs7OwoLy8nODh4WI5pSRiNRlpaWqipqaGmpoa6ujpqampoaGjA1dVVEC7x8fH4+Pjg7u5+y0RRHx8f6uvrLaYJqUql4tq1a4KAaW1tJTg4mODgYCZNmjSkAuZmIiIiSE1N7VcoV1RU8D//8z/s2bOHpqYm5s2bx/bt23nooYeGvFLLaDRy5coVjh49iqOjI48//jgBAQG3fHxsbCx5eXmcOHGChx56qM/fDQYDKSkpNDQ0sHHjxkF5QZqbm4VQ0+1ep6OjI6GhobS3t2MwGJg7d+5t91taWkpBQQEvvvgihw8fBro8iXdqFDicmP/b0IPBdH+0NhwdHa1qBou5G3hZCt0hp8HiKLVhTqS3UOqs0xsoqlWTU95EQY2Koho1p4rq2Z31j1JmJ6mEMB8ZoV5OeMvskTtL8XSW4ulkh5OdBDsbCXY2YmwlYnQGAx06A+2dBhpatSjVHdSrO6huaaekrpWSulaqW/7hYYvwcebVeREsG+dLkOfASkOHGjc3N4qLi0e8oDEajTQ3N/dq8FZVVYVYLMbHxwdvb29Gjx7NlClTkMvlg64ktLW1xdPTk5qamiENkwwUtVrdK4SkVquFEFJCQgI+Pj7Dlrfj4uKCl5cXRUVFREVFAfDjjz/ypz/9ibS0NCZNmsQf/vAHVq9ebbKKzYqKCg4cOEBnZycPP/wwYWFhd3z9IpGIxYsX88EHHxAeHt5L/Oj1enbv3k1HRwdPP/30oO1OT08nLi5uwMm6Uqn0jt54jUbDd999x5IlS7CxseHKlSsYjUZsbGx6hePNjUUJGplMNmLnvchkMqvKD5LJZFRVVd35gSMcmUwmTJS9F2wkYqIVLkQrXHptb2rTUlSrpvB/RU5hjYozxUrq1R106gc/rNXVwZYQuRNTwzwJ9XImapSMCYHuuJs4pDQQPD09KSkpueOVoDVxO/GiUCjw9fUlMTERX1/fIXXNKxQKKisrh0XQGI1GampqhKGIDQ0NBAUFERQUxMSJE/Hx8TFrp9iJEydy6tQpduzYweeff05zczOrVq3ik08+Mal41ul0QkgoOTmZ+Pj4QQk5mUzGsmXL2L59O08//TTe3t7o9Xp27dqFwWBg9erVg/bA6XQ6Lly4wDPPPDPg5/j4+FBTU3PLRqparZatW7cSHR1NREQE2dnZ+Pv7k5aWhr29fa/xCebGogSNl5fXiPUKyGQyrl+/bm4zBoxMJqOwsNDcZpidu/XQDBQ3RymJwR4kBvd22xqNRlradSjVHShbtWi0ejp0Bjp0erQ6AzYSMVKJGDsbMR5OUuQyOzydpBaXgNyT0NBQsrKyzG3GXdOfeKmsrEQikZhUvPSHr6+vSS849Ho9ZWVlgogRi8VERkYyb948AgICLCYPKiMjgz/+8Y8cOHCAsLAwfvvb3/Lss8+avH9WRUUFe/fuRS6X88ILL9x1YmxERAQPP/wwW7Zs4cknn+T48ePo9XpWrVp1V+c4Ly8PHx+fQXlNuj+rLS0tfRoFdnZ2sn37duRyOfPmzQO6zvn48ePZu3cvTk5OvSZ4mxuLEjS+vr4jVtA4OzubdGEcaqzNXlMxmByaoUQkEuHqYIurgy2jLef34p5ITExk37595jZjQHSLl5sbvJlDvPSHr68vGRkZQ7pPjUZDUVERBQUFFBcX4+XlRWRkJOvWrUMul1tM+XdnZyeffPIJ77//PiUlJSxevJg///nPBAYGMn/+fJMeu6dXZsGCBcTExNzzeYmLi6Ozs5OPP/4Yb29vnnnmmbsWjBkZGUydOnVQzxGJREKib3x8vLC9vb2db775Bjc3Nx555BFEIhEVFRW0tbUhkUioqqrCyclp0P10TIlFCRqFQkFbW5u5zTAJ1paTYm32mgo3Nzeam5sxGAwWM4DNWpk1axZvv/22uc3ol9bWVsrLy6moqLA48dIfCoUCtVpNc3PzoNrv34xSqRS8MNXV1YSEhBAREcGiRYsG3IZ/uGhububf//3f+eKLL3B3d2fDhg288sorODs709jYyMcff8ysWbNMVsJeUVFBSkoKnp6e9+SV6Q+tVouTkxONjY0UFxcTGRk56H1UV1fT3NxMRETEoJ87btw4Tp8+LQia+vp6vv32WwICAli4cKEg2s6dO0dCQgJXr17l+vXruLi4POhDcyt8fX2tKnF2MHQLBGsZ+Ojk5ERbW9t9v5Db2tri5OREc3PzgDpzPuDWTJo0CbVaTWVlpVmv6gwGA7W1tZSXl3Pjxg3Ky8vRaDT4+/tbpHjpD7FYTHh4OAUFBUyaNGnAzzMYDNy4cUMQMe3t7URERDB16lRCQkIsctRJZWUlb775Jtu3b2fMmDFs3ryZJUuW9HqMu7s7ERERnDlzhjlz5gzp8U3hlenJ1atXOX36NM8//zxNTU2kpKSQl5fHggULek3rvhO5ubnEx8ff1e91RESEMGeqtLS039EKNTU1lJSUMH/+fI4dO0ZVVRUeHh4PPDS3wsPDA51OR0NDg0WVgg0Ftra22NjY0N7ePqgPqbmQSCQ4ODjQ2tpq0T/sw4GnpydKpfKBoLlHbG1tCQoKIjU1laeeemrYjtve3i4Ilxs3blBRUYGzszMBAQEEBQUxbdq0u27uZk4iIiLIysq6o6DRarUUFxdTUFBAUVERMpmMyMhIHn30URQKhcW+7qKiIl577TX279/P5MmTOXDgANOmTbvl42fPns1HH31EYmLikHlPTOmVgS5PyJ49e1i1ahWurq64urrywgsvkJqayvvvv8/ixYsH7K2prKy87fm5HWKxmLFjx7J582ZGjRrV72iFo0ePMn36dKqrq9FoNEIysCX9LlqUoBGJRLi7u3Pp0iVmzpxpbnOGnG4vjTUIGvhH/sj9Lmg8PDxQKpWEhYWZ2xSrZ8yYMZw+fdpkgsZoNKJUKikvLxcETHNzM76+vvj7+5OUlIS/vz+Ojo4mOf5wEhoaSkpKCh0dHX0mHre0tFBYWEhBQQHXr1/H39+fyMhIZs+ePaChluYkMzOT1157jRMnTjBv3jzOnTs3oA65bm5uxMXFceLECRYtWnRPNhiNRk6ePMn58+dN4pWBLqG9bds25s6dS2BgoLBdKpWycOFCoqOj+e6777hw4QKTJ08mMDDwljZ0jyq4m/BPQ0MDGRkZZGdnY2dnR2xsbB+Rcv36dWpqali5ciWHDh1CqVQKLQcsSRBblKCBrhKy/Pz8ESlouhNtb+4caam4u7vT2NhoUS5FcyCXy0fs0NThZqgTg7VaLRUVFb08MFKplICAAAICAkhMTDR7WbGpsLOzIzAwkKtXrxITE4NGo+Hy5cvk5uZSV1dHeHg448aN4/HHH+8jeCyR1NRUfve735Gdnc1jjz1GXl7eoMuuZ8yYwbvvvktSUtJdD03UarWkpKTQ3NzMpk2bTHJB1z2aYPTo0becch0cHMwLL09b0rwAACAASURBVLxAdnY2+/btQyKRkJCQQFxcXJ/3s7GxEXt7+wHnPRkMBoqKisjIyKCyspL4+Hg2bdqEVqvlyy+/JDAwUKheMhqNHD58mDlz5iCRSCgsLKSsrAxXV1eLG7lhcYLG399/xJYLW1uibbdn4n7H09NzxH4mh5t7SQzurjzq6X2pr6/Hx8cHf39/xo0bxyOPPHJfeRRDQ0M5f/48ubm5lJWVERYWxtSpUwkLC7OY0uo7ceTIEX7zm99QXFzMk08+yZ49e+66FNjJyYkZM2awb98+1q9fP2jvQXNzM9u2bcPHx4dnnnnGZJ2YL1++TH19PY899thtHyeVSklKSmLSpEmUlZWRnp7O0aNHCQ8Px8/PD4VCwahRo6isrLytd8ZgMFBXVydU7RUWFuLs7ExiYiJPPPFEr9yphx9+mK+//pqnn34aT09P0tPTga7uxjU1NYjFYgoLCwkMDLS475rFCZqgoCCuXbtmbjNMgrOzMy0tLeY2Y8DI5fIR+14Mhu4cmgfcO5MmTUKlUg04MbipqanXXCCdTid4X2JjY1EoFBbR/n84MRqNlJWVcfHiRfLz8+ns7GTJkiU8+uijVuGJ6SYzM5Nf/vKX5OTksHHjRk6cODEkOSpJSUnk5+dz/vz5PrOMbsf169fZuXMnU6dOZfLkySYLpajVag4cOMDatWsH/NkViUSEhIQQEhJCS0sLRUVFVFVVcfHiRWpra7G1tUUmk7Fv3z5sbGwQiUTodDp0Oh1KpZKamhqhIsnX15dVq1bdUgDFx8ej1+v58ssvhQTgDRs2IBaLKSgoIDQ0lPLyckaPHm1x3nuL+yUIDAzk0qVL5jbDJHh4eFBRUXHnB1oInp6eVt0IbahwdXWltbWVzs5Oi6wCsSbulBjcLWC6ZwN1dnYKc4GmT5+Op6enRcXsh5OamhouXrxIbm4uTk5OxMbGMmfOHHbs2IGzs7PViJmSkhJeeeUVjh49yurVq0lJSRnSIhCxWMyyZcv49NNPCQ8PH9C+s7KyOHr0KMuXLzdprpzRaGT//v2MHz/+rsWAi4sLEydOFP6v1+vZvHkzCoUCLy8vdDodBoNBKEQZN24cCoViUJ+PCRMm4OTkxM6dO/Hz88PV1RWj0cilS5fw8vLCzc2Njo6OXrk/loDFCRqFQjFiJ27L5XJyc3PNbcaAeeCZ6EIsFiOXy6mpqcHf39/c5lg9PRODm5ube3lgtFqtIGCmTp1qUQ3dzEFzczO5ubnk5ubS0dFBbGwsTz75ZK88vIkTJ5KRkUF4eLgZLb0zdXV1vPrqq+zevZv58+dz+fJlk40m8PT0ZMaMGaSkpLB+/fpb5lDp9XoOHTpEcXExzz777F3n3QyUy5cvo1QqWbFixZDtUyKRIJFIiIiIYPTo0UO236amJry9vZHJZLz77ruEhYVhNBrJy8sjMDCQzs5Oi+pBAxYoaEZyt2BrEwiOjo4YDAba2tpGRFXIvdA9O+eBoLk3WlpaCA0N5ciRI/z1r3+lo6OD4OBggoKCHgiY/6W9vZ28vDwhnBAdHc2iRYtuWeUyduxYDh8+TFNTk0VWMKnVal577TU+++wzEhMTOXPmDHFxcSY/blJSEsXFxRw6dIgFCxb0+XtbWxu7du1CIpHw/PPPmzzBtb29fdChpoEy1JPXy8rKOHnyJBs2bBAiCzt37qS1tZXDhw/j4+NDXV3dg5DTnQgKChqxgsbZ2RmtVkt7e7vFZYf3h0gkQi6Xo1Qq73tB4+vra1XhQkuhpaWl12RmjUZDWFgY7733HsuWLbttKer9hE6no6ioiNzcXEpKShg9ejRJSUmEh4ffcaGytbUlPj6ejIwMkpOTh8niO9PZ2ckf//hH/vznPzN69Gi+//57Zs2aNWzHF4vFrFixgk8++QRvb+9e1US1tbVs27aN6Oho5s6dOyxVcGlpaYSHh5tEBOj1+iF7DU1NTXz77bc8+uijQrjOxcWFjo4OXnzxRd566y3WrVtHdXX1g5DTnRg9ejQqlWpEegVEIpHgpRmOKblDQbe9Pcfb348oFIohn50zElGr1ZSWlgoiRqPREBQURHBwMElJSXh7eyMSiXjrrbc4duwY69evN7fJZsNoNHL9+nUhudfHx4fY2FiWLl066AuehIQEPv/8c2bPnm0RSdI7d+7kV7/6FY6Ojnz88cdDGmIZDA4ODqxZs4bPP/8cuVxOYGAg5eXlbN++nXnz5vWaXWRKVCoVmZmZbNq0yST7t7GxQa/X3/N+tFot27ZtY9q0aYSGhgrbs7KyiImJITs7G4lEgru7O01NTb0eYwmY/5N/E3Z2dsjlco4fP87ChQvNbc6Q0+3xsBZB86B0uwsfHx+USuWDxOCb0Ol0lJeXc/XqVYqLi2lubhYEzKRJkwQBczPJycns2rXrvhQ0ra2tZGdnk5mZiVQqJTY2lk2bNt3TTCZPT098fHzIy8sblnDOrSguLua5554jJyeH119/nV/96ldm7wEkl8tZvnw5O3fuZN68eRw8eJBHH310WBtlHj9+nHHjxt3Te3w7bGxs0Ol097QPvV7P7t27USgUvarD9Ho9mZmZrFu3jn/7t39j0qRJtLS0YG9vj1QqvVfThxSLEzTQ1dL79OnTI1LQWJtAkMvlI7bqbDDY2Ng8SAymy6vQ0NBAcXExxcXFlJWV4eXlRWhoKIsWLcLf339AC9i6detYvnz5fTMrzGg0cuPGDdLT0ykqKiIqKoqVK1cOafghMTGR06dPm0XQaLVafvOb3/DJJ5+wePFiiouLLWp8TXh4ODExMezdu9fklUw3o1QqycvL4+WXXzbZMezs7NBoNHf9fIPBwJ49ezAYDCxZsqTXRUhhYSHu7u74+PiQmprKc889R15eHqNGjRoK04cUixQ0cXFxXLhwwdxmmARra9KmUCg4fPiwuc2wCO7XxOCOjg5KS0sFL4xeryc0NJTY2FiWLVt2V6Hh6dOnIxaLOX78+JAPE7QktFotubm5pKen09nZSUJCAgsXLjTJ+JOeAwaHM1lzx44d/OpXv8Ld3Z3Dhw8zZcqUYTv2QCksLCQ3N5ekpCR++uknAgIChm0G0bFjx5g8ebJJUyi8vb2prq4e0IiIm9Hr9ezduxeNRsOaNWt6NWQ0Go3ChO3CwkJqa2sJCAjg5MmTjBkzZihfwpBgkYJmzJgxnDx50txmmARrq3Ryd3envb2d1tbWAbfVHqncL4nB3XNhugVMdXU1/v7+hIaGMmnSpCEZ5CgWi5k+fTpbtmwZkYKmrq6OjIwMcnNzCQoKYt68eYwePdqkCdDd5/To0aM8+eSTJjtON4WFhTz//PPk5uby5ptv8sorr1ikt+3KlSt8//33rF27Fj8/Pzw8PPjiiy946qmnkMvlJj12S0sLV69e7TMdfKjx9fXl3Llzg36eTqdj9+7ddHZ2snr16j75VyUlJajVamJiYnjjjTeYOHEitbW1qNXqB4JmoERERFjVoj8YugWN0Wi0iuoOkUiEQqGgqqrqvh/OGBgYyOnTp81thklQqVRCGKmkpARHR0dCQ0OZMWMGQUFBJskbWrlyJa+//vqQ79dc6PV6CgoKSE9Pp76+nvHjx99zbsxgmTBhAmfOnKG0tJSQkBCTHKO9vZ1f//rXfPbZZyxdupSUlBSLmrjck6KiIvbt28e6desEr1ViYiJSqZQvvviCRx991KSJrVlZWYwdO9bkTQ+7f6MHs66o1Wq2b9+Oi4sLq1at6iNmjEYjqampzJkzB7FYzA8//MBjjz2GXq+no6ODiIgIU7yUe8JiBc1Iba5nb2+PnZ0dzc3NFtkzoj98fX2prKy87wWNl5cXHR0dNDc3D+siZQr6S+YNCQkhNDSU5OTkYXl9K1asYOPGjRQWFlrkj+NAaWlpISsri6ysLDw8PEhISCA6Otoss5QkEglz5swRch2G+qLp+++/52c/+xlyuZzU1FQmT548pPsfSkpKSti7dy+rV6/uE4KLj4/Hzc2NXbt2mWzUgV6vJysra1i8ZTKZDBsbmwGvK5WVlWzfvp0JEyYwc+bMfl/75cuXEYlEjBkzhsbGRvLz85kyZQo5OTmo1WqL/M5apKDx9/dHq9UOeyx4uOjOxbAWQaNQKLh8+bK5zTA7IpGIoKAgysrKhq3ccyhRqVQUFhYK03K7k3kXL16Mn5/fsIcL7O3tmThxIl9++SX/8R//MazHvle65ymlp6dTWlrK2LFj+3TwNRdjx47l9OnTXLlyhejo6CHZp1qtZuPGjXz//fe8/vrr/PrXv7bI8FI3165d49tvv2XlypW3bDkRFBTEc889x7Zt26ipqWHJkiVDWvJeUFCAh4fHsH0mBrqu5ObmcuDAAZYsWXLLz4der+enn35i8eLFiEQitmzZQmhoKC0tLTQ3N9Pa2mqRlboWKWjEYjEBAQH89NNPrFu3ztzmDDm+vr5UVVVZZAyyP3x9fTly5Ii5zbAIgoODrUbQGI1GampqKCgooLCwkIaGBsLCwhg7dizLly83SWLqYFm6dClbt261GkHT3t5OTk4OGRkZiEQiEhMTWbZsmUXNURKJRMydO5cDBw4QGRl5z8Lj+++/Z+PGjQQEBJCTkzOk7fVNQUVFBTt27GDFihV3HK3g5ubGhg0b2LdvHx9++CHLli0bsqT/9PR0EhIShmRfA8Hf35/S0tJbrittbW0cOHCAiooKnnrqqdtWKWVnZ+Pm5ia813v37mX+/PmUlZVRU1ODq6urRQpaixQ0AFFRUZw7d25EChqFQiGMZLcGHiQG/4Pg4GDOnDljbjNuiV6vp6ysTBAxIpGIyMhIkpOTCQwMNEsY5HY89dRTvPHGGzQ2NlpsHgZAdXU16enp5OXlERoaypIlSyy6y3FoaCgymYwLFy706pA7GHp6Zd58803++Z//2SIXsZ40Nzezfft2li5dOmDhJZVKWbFiBZcvX2bbtm3Ex8czZ86ce/LWNDY2UldXN2QesoEQHx/P+++/T3Jych+BfeXKFX744QfGjBnDCy+8cNucOK1Wy/Hjx1mzZg3Q1fH53LlzvPnmm5w7dw6lUmmxotZiBU1cXBxnz541txkmoTsn5UFisPXh5eWFVqu1qLk5Go2GoqIiCgsLuXr1Kl5eXkRERLB27dohqUgyJaNGjSIyMpJ3333X4hKEjUYjV65c4fTp07S0tDBx4kReeuklnJ2dzW3aHen20uzYsYOYmJhBe5CszSsDXQvv9u3bSUpKIjIyctDPj4mJITg4mB9++IEPP/yQhQsX3vXrLigoICIiYlgvIFxcXAgJCSE3N1fwDDU3N3PkyBEqKytZsWIFQUFBd9zPmTNnCAwMFNI9vv76azw8PHBycsLFxQWlUmmRpflg4YJm586d5jbDJMhkMiQSiVUlBnfHZ+93QSMSiYSw07hx48xmR0NDAwUFBRQUFFBVVUVISAiRkZEsWLDAKhbcnrzwwgu89dZbFiNo9Ho9ubm5pKWlIZVKmTZtGlFRURbvnbiZ7lL7I0eOsHjx4gE9xxq9MtAlPlNSUvDy8mLq1Kl3vR8nJydWrlxJfn4++/fvx83Njblz5w46l7OgoMAsCdMJCQkcPHiQ6Oho0tLSuHDhAhMnTmTp0qUDqlSsq6vj3Llz/OxnPxO2vfvuuzz99NNcu3YNnU5HS0uLWbtR3w6LFTTd9e4jFWtLDA4ICCArK8vcZlgEwcHBlJaWDqugMRgMVFRUCCKmvb2diIgIpk6dSkhIiFWPY3j++ed57bXXOHjwIPPnzzebHZ2dnWRl/X/2zjsuqjt7/w9VQIoIIogU6b0FEBSQpiii2MXeIJZgEhOzG3c32WR3k6yarLGiWFCxYGyAYKNZYKRXqQJKZwBBmKEz8/n94Y/5akQFmZk7A75fL/+QuXPvc2Hm3ueecz7nZIJGo0FJSQlz5szBlClTBDrC9T68vLwQFBQEExOT9y7jjo6Ohr+/v1BFZfpJTExES0sL1q9fz5W/l7GxMQwMDJCVlYWwsDBoaGjA1dUVEyZMeO97Ozs7UVtbS8nvT01NDUwmEwcOHICFhQW2bt0KOTm5Qb2XzWYjPDwc7u7unPtS/5yxu3fvIiQkBD09PWhubsYnn3zCy9P4YATW0Ojp6aG3txdPnjyBvr4+1XK4Tn8KR1gKg7W0tBARETFqWtW/C319fdy7d4/nv4uenh6UlZVxVibJycnBwMAACxYswKRJk4T6RvsqEhISWLJkCX777TdKDE1nZyfS0tKQmpoKDQ0NLFu2TCBXcHwIUlJS8PHxQWRkJLZu3Trg7B0Wi4Vt27bhwoULQhWV6ae/94+/vz9Xjb2YmBhsbW1haWmJlJQUnD17FsrKyrC1tYWRkdFb00mlpaXQ1tbm60NGXV0d0tPTUVBQAEVFRYwdO3bQUbl+aDQaxowZ85pZ2b17N2bOnImuri5ISEigqakJTCZT4IZS9iOwhkZUVBSmpqa4cuUKdu3aRbUcrjNp0iShKgyWkZGBgoLCqGz9/2fGjRsHOTk5VFdXQ1NTk6v77uzsRFFREQoLC1FRUYHJkyfDwMAAM2bMEJpo3ofw7bffwtTUFPX19XybEcNgMJCcnIzMzEwYGhpi3bp1g3oCFzb09fWhra2NmJiYN25y5eXl8PX1RU9PD1JTU/laxMoNGhoaEBkZiRUrVkBeXp4nx5CQkICTkxMcHR1RWFiItLQ03L59G9bW1jA1NX1jACu/+iq1t7ejuLgYWVlZr9V4SUhI4MiRIygrKxu08WhsbMSjR48QEBDAOZf29nZERkYiJiYGxcXFUFJSQkZGBnR1dQXW8AqsoQFeznu5f//+iDU0wlQYDPzfkuXRbmgAwNDQEMXFxVwxNB0dHSgqKkJBQQGqq6uho6MDc3NzLFq0CFJSUlxQK/jo6OjA1tYWu3fvxr59+3h6rObmZtBoNOTn58PCwgKbN28e0WYRGDj1FBoaisDAQMyfPx8nT54UuMnJ76OjowNhYWGYNWsWX65JYmJiMDMzg5mZGRoaGpCZmYmwsDAQQmBoaAhDQ0NoamqivLwcnp6eXD8+IQRNTU2cFYwNDQ3Q1dXF9OnTYWBg8JrJmDdvHm7cuIGtW7e+tyC8P9Xk5ub22vfg0KFD0NTUhIODA44ePQoZGRnU1NQIdDNFgTY0U6dORVRUFNUyeEJ/YfCLFy8Eernqq2hrayMzMxNOTk5US6EcQ0NDXL9+HTNnzvyg97e3t3NMTE1NDXR1dWFtbY1ly5YJ3Y2FW3z55ZfYtm0bfvvtN548AdLpdCQmJqKsrAy2trYIDAwcNW0IXk09bdq0CVu2bMGNGzdw6NAhrFmzhmp5Q4bFYuHKlSswMjKipCeUiooKZs+eDS8vLzQ2NqK4uBjx8fGg0+lgs9l48OAB1NXVoaamBiUlpSF/p1ksFtra2lBfX4/a2lrU1dWhtrYWkpKSnIitlpbWW5eW6+npQUdHB3fv3sW8efPeeSwajcZpcvkqJ0+eRGBgIF68eAEGgwEGg4Hm5uaPhuZDGemFwZqamqisrBQaQ6OlpYXw8HCwWCyB62fCb9TU1NDV1YXnz59DSUlpUO9pb29HYWEhCgoKOCvGbGxssHz58lFrYl5l4cKF+Pzzz3H+/Hmu3mQrKyuRmJiIuro6ODg4wMfHR6Aa4fELfX19jBkzBhYWFhg7diyysrKEqvD3Ve7evQsxMTGeREKGgoiICFRUVKCiogJnZ2c8fvwYycnJmDBhAioqKpCcnIyWlhaIiopCTk4OsrKykJOTg4SEBMe0s9lssNlstLe3c4xDV1cXZGVloaqqCjU1NdjZ2WHSpEmDLvAF/i8q967UU01NzRupJgBISEhAQ0MDtmzZguzsbE7kqbGxUWALggEBNzQjvTBY2Nroy8jIQFFREXV1daM+7SQiIgIDAwMUFxe/c5kok8nkmJi6ujro6+vD1tYW+vr6Qr0yiReIiopi7dq1XIkaEEJQWlqKxMREtLW1Yfr06Vi2bBlXW9sLG8eOHcM333wDZ2dn/O1vfxNaM/P48WOUlZXB399f4Go5+tNAr0YxCCHo7u4Gg8EAk8kEg8FAX18f2Gw2CCEQFRWFmJgYZGRkICcnBzk5OcjIyAz73MaMGQMfHx/cuHEDmzdvfqMzOIPB4DQh/HPKde/evVi0aBEkJSU5Ixy6u7vR3t4usAXBgIAbmpFeGCzoXWcHon/J8mg3NMDLtBONRnvD0DAYDI6Jqa+vh4GBAezt7aGnp/fRxLyHr7/+Gvv370dhYeEHFaiy2WwUFBQgMTERhBA4OTnB1NRU4G58/KSzsxOrV69GQkICTp8+DU9PT5w4cQKqqqpC11eKyWTi9u3bWLlypUDWl9XV1b0RwRAREYGUlBSkpKT4XnSup6cHU1NTXLhwAWvWrOFEgvv6+nDp0iXY2dm90YSQTqcjISEBOTk56OrqQnV1NcaMGYPy8nLo6ekJ9HdJcJX9f/oLg0cir3adFRa0tbVRUVFBtQyBYMqUKaDT6ZynrpSUFISEhODIkSOorq6Gg4MDdu7ciUWLFsHY2PijmRkEysrK8PDwwC+//DKk9/VPNj506BBSU1Ph7u6OLVu2wNzcXKAvwLympKQEpqamePbsGXJycrB48WIoKChg6dKlCA8Px/Pnz6mWOGgIIYiOjoa1tbVADi0mhAjkQGVPT09MmDABly5dQl9fHwghuHHjBsaNGzdgPeSvv/4KKysrGBgYoKSkBFpaWqioqEBtbe2wmhbyA4GO0AAvC4Ojo6OplsET+rvOVlRUCM0qCy0tLVy/fh29vb2j/gbd2dmJ8ePH4+TJk681utPV1R3VqY3h8u2332L27NlobGx87xMtIQT5+flISEiAgoICfH19BXrGEj+JiorC6tWrsWzZMhw9evQ1Y6epqQl3d3dcvHgR/v7+Ahnt+DOPHz/G8+fPsXjxYqqlDEhXVxdYLNaQ6lz4gYiICHx8fHDt2jVcuHAB2traaGhowMaNG9/4nnR2diIkJARBQUEAXk7mnjJlCiorK0Gn0+Hv70/FKQwagX90+eSTT0Cn06mWwTP6l0ILC9LS0lBTU8PTp0+plkIJXV1dyMrKwpkzZxAUFAQpKSmIiIjg66+/xsKFC2FoaPjRzAyT6dOn45NPPsHOnTvfug0hBGVlZTh+/DhoNBrmzp2LtWvXQktL66OZAfDTTz/Bz88PP/30E4KDgweMUtnY2EBXVxdXr14Fm82mQOXgYTKZuHPnDhYsWCCw3y8GgwE5OTmB/PyJiopi0aJFEBUVxf3797FgwYIBH0i///57TJo0CUuXLgWTyURVVRX6+vowZswY0Ol0gS4IBoTA0Ojp6YEQgpSUFKql8ARhMzQAOMWwowUWi4WioiJcvnwZv//+O0pKSmBvb4+vv/4aq1atQm9vr1ClDYWBAwcO4MqVKygvL3/jtZqaGoSGhuLmzZuYPn06AgIChLbAldv09vZi2bJl2LdvH6Kjo/HZZ5+9c3svLy+wWCzcuXMHhBA+qRwagp5q6qff0AgqjY2NqK2t5dTUlJaWvvZ6c3Mzjh07hl9//RUAkJ+fD0NDQzx58gQ1NTXo6ekR+JorwbS6ryAqKgoXFxeEhIRg6tSpVMvhOsrKypwborCknQwNDXHmzBmhago4VAghqKqqQm5uLgoKCqCiogJzc3P4+Pi8sVrAzMwMubm5cHd3p0jtyMPCwgKenp7YsWMHIiIiAABNTU1ISEhAVVUVXFxcYG1tPerbB7xKfX09Zs+ejZ6eHmRlZUFDQ+O97xEVFcXSpUtx9uxZJCQkCORnWNBTTf0wmUyBNTRNTU04d+4cvL29YWZmhvLyckRGRkJHRwezZs2ClJQU/vKXv8DCwgKzZs0C8HKO07Rp0xAZGYmKigo4OTkJ/PVe4A0NAHh7e3NyeiMNQZnePBT6G0XV1dUJ9BPTh9DY2Ijc3Fw8fvwYEhISMDc3x6effvpOs2lhYYE//vgDbm5uAv+FFyZ+//13mJmZcQYPFhYWYtq0aW8Nl49mUlJSMH/+fNjb2+Py5ctDqomRlpbG6tWrcebMGYiLi8PFxYWHSodGf6pp5cqVAptq6ofBYAjkpPvm5maEhobC09MTZmZmAF525t66dSvu3r2LoKAg2NnZ4eLFi5wFOM+fP0dbWxu6u7uhoKDAWSYv6Ah8ygkAXF1dUVVVRbUMntHfj0aY6G/9PxJgMBh49OgRgoODERoaChaLheXLl2Pr1q1wdnZ+b+RMVVUVEhISI/ozSgWqqqrw9PREYGAgpKSksH37djg5OX00M38iJCQEHh4eCAgIwI0bNz6owHfs2LFYu3YtcnNzkZiYyAOVQ0dYUk39CGLKqbm5GWfPnoWLi8sb/c7GjBmDefPmwdfXF7t27YKNjQ2UlJRACEFubi5MTU05aamamhq4urpScAZDQ7At7//HxMQEhBAkJSVh+vTpVMvhOjo6Onjw4IFQpXAMDQ1x8+ZNuLm5US3lg+ju7kZhYSHy8vJQW1sLIyMjeHp6Qltbe8jLfEVERGBubo7c3FyuD6scjfT29iIlJQWPHj2Cn58fPv30U4iLi7+R6hvtsNlsfPnllzh9+jRCQkKwdOnSYe1PVlYWa9euxdmzZ8FiseDi4kLp9UhYUk39dHZ2CpTxampqQmhoKJycnN5ZzNvR0YHMzExcuHABt27dAiEE7e3tWLRoEa5cuYKmpiZ0d3cLxeBSoTA0IiIimDFjBs6cOTMiDY2SkhLGjBkjVCmcyZMng8FgCFXtD4vFQllZGfLy8vDkyRNoaWnBxsYGfn5+w37qt7S0RFBQEGbOnDkq2+pzAxaLhaysLDx48ACTJ0/Ghg0boKysjLS0NHz11VfIysqiWqLA0NvbiwULFiAnJweJiYmwsLDgyn7l5eWxfv16hIaGoq+vD+7u7pSYmq6uLqFJNfXDZrMFpqaroaEB586dg5ubG6ytrd+57RdffIGFCxfC19cXhBAkJyfjgV/kwgAAIABJREFU/v37+OOPPyAmJoanT59Sbm4Hi3B8UvCyjubQoUNUy+AZ/SkcYTE0oqKi0NfX56z4EVQIIaiurkZeXh7y8/OhpKQEc3NzzJkzBzIyMlw7jry8PKZMmYK8vDzY2tpybb+jAUIICgoKEB8fD3l5eSxfvhzq6uqc1//9739DU1MTf/zxB5YtW0ahUsGAyWTC09MTbW1tyMrK4nr3WVlZWaxbtw6hoaHo6OiAt7c332/USUlJMDAwEJrrIfDS0AhCE8dnz57hypUr8PLygrm5+Tu3ffDgAVJSUlBWVgbgZfCgsrISM2fORGVlJZ49e4bKykps2rSJH9KHDfW//UHi6uqK6upqqmXwjP6ujMKEoaEhioqKqJYxIAwGA4mJiTh06BAiIiIgKysLf39/bNy4EXZ2dlw1M/3Y2toiLS1NYJe/CiLl5eU4fvw4EhMT4e3tjbVr175mZoCX9R1fffUV/va3vwl8vxReQ6fTYWdnBxEREaSlpfGslb6MjAzWr18PJpOJ0NBQtLe38+Q4A8FgMJCRkSEUNRuvIgjf+/T0dFy5cgWLFi16r5kBXo4a2bBhAyZOnAgAaG1tRUVFBczMzPD06VP09fWhrKxMaP4WQmNojIyMAEBgCta4jYaGBlpbW9Ha2kq1lEGjp6eHuro6MBgMqqUA+L9+MRcvXsSRI0fQ3NyMhQsX4rPPPoOLiwvPp5pPmTIFLBbrY3HwIKitrUVoaCiio6Mxbdo0fPrpp9DV1X1rWPsvf/kLOjs7cfjwYT4rFRyePHkCW1tb6Onp4cGDBxg7dixPjzdmzBj4+flBU1MTJ06c4FuD0/v378PKygry8vJ8OR63EBUVpczUsFgsREdHIyUlBRs3bhxUX6arV6+itLT0tTEjGRkZMDc3R21tLSQlJcFgMMBms9+Y9ySoCI2hERERgaurK06fPk21FJ4gKioqdA3rJCQkYGRkhMePH1Oqo6mpCTExMdi3bx9oNBqMjIywY8cOzJ8/H5MnT+Zb7ldERIQTpfnIwDCZTISHh+PixYswNjbGtm3bYGZm9t6/kYSEBP773//i+++/R319PZ/UCg6pqalwdHSEl5cXIiIi+LbSS0REBO7u7vDw8MDZs2dRWFjI0+M9f/4chYWFcHZ25ulxeIGoqCglEcSOjg6cO3cOra2t8Pf3x/jx49/7HiaTicDAQPztb3/jLDXvr2GztbVFbm4u5OXlUVJSIlTtKITG0ADAnDlzhG469VAQxrSTubk58vLy+H7c/uZhp06dwpkzZwAA69evx8aNG2Ftbc2ZKstvrKysUFpaCiaTScnxBRU2m43k5GQEBQVBRkYGgYGBsLW1HVJtxpo1a+Dg4IDVq1fzUKngcevWLXh6emLr1q04ceIEJXUaZmZmWLVqFW7fvo179+7xLBKRkJAABwcHoVzRJi4ujt7eXr4ek06n4/jx41BXV4efn9+gFyQEBARAQ0MDX3/9NednhYWFUFZWhqKiIoqKisBgMJCfn4/Zs2fzSj7XEZqiYABwc3PDN998IzDFV9xGV1cXERER6O7uFpqVMtra2mAymYMaJDhc+gt8s7KyUFhYCE1NTUybNg36+voCs7pASkoKxsbGyMrKEsqnTF5QUVGBmzdvYuzYsVi/fv2wPiehoaEwMDDAiRMnhKLR13A5c+YMPvvsM+zevfu9Ywx4zaRJkxAQEIBLly6hvr4ePj4+XG0kV1tbi8rKSsyfP59r++QnsrKyfHuQIYQgJycHMTExmD179qDqZfqJiopCVFQUcnJyXruPpqenw97eHiUlJZgwYQKamprw7NkzoWrNIVSuwMDAALKysrhy5QrVUnjCmDFjoKmp+caMDUFGVFSU0/qfV7S3t4NGo+HIkSMIDw/H+PHjsW3bNqxYsQJGRkYCY2b6sbe3R1paGvr6+qiWQikMBgPXrl3DtWvX4OLigjVr1gzb9CorK2P//v345ptvRnzqaffu3QgMDOSYGkGgfwXUhAkTcPToUTx+/Jhr0Zq4uDi4uLhQFl0dLnJycnypJ2xra8PFixeRkpKCNWvWDMnMMJlMBAQE4Pvvv3+tzqa2thYtLS0wNDREbm4uFBQU0NHRAVlZWejr6/PiNHiCUBkaERERLFmyBMHBwVRL4RnCmHaysLDg6oUNeJmiKCkpwaVLl3Dw4EE0NDTAx8cHgYGBcHJyEriOnK+iqqqKiRMn8tTkCTIsFguPHj1CUFAQ5OXl8dlnn8HU1JRrefjRkHratWsX/vvf/yIqKkrgGsuJi4vDw8MDK1aswP3793H58uVhRybKy8vx4sWL9/ZMEWR4HaEhhCArKwvHjh2Duro6/P39oaqqOqR9DJRqAl4uk3d0dERPTw+ePXsGJpOJhw8fYunSpUJTPwMIWcoJABYtWoTly5dTLYNnGBoaIiEhASwWS+AiD29j4sSJnNb/w+2U29zcjKysLOTk5EBeXh7W1tZYsGCB0KTg+nFyckJkZCSsrKxGZHr0bTx79gw3b96EnJwcNm7cCGVlZZ4cZySnnr755hucPHkS8fHxAn2DV1dXx+bNm3Hv3j0cPXoUs2fP/iDjSghBXFwc3NzchOaaNxC8jNC0tbUhKioKDAYDa9asGbKRAd6eaupPLfn6+iI3Nxfa2tp4+vQpHj9+jO+++46bp8FzhM7QODk5ob29HZmZmbCxsaFaDteRl5fHhAkTUFpaKjRL5Ybb+r+vrw/5+fnIyspCY2MjLCwssHr1aqioqPBALX/Q1NTE2LFjUVhYCFNTU6rl8BwGg4G7d++isrISXl5eMDY25umTXX/q6fPPP4ePj88HXeAFkS+//BLnzp3DvXv3uNb9l5eIi4vD09MTxsbGCA8PR0FBAebMmTOkCGphYSEIIUL/PeGFoSGEIDs7G7GxsbCzs4Ozs/MHmb63pZqAl9EZe3t7SEpKIi8vDyoqKpCWlgaTyRS6zvxC9+goISGB2bNn43//+x/VUnhGvzkQJszNzVFQUDCkupGWlhbOcuu8vDzY29vjq6++gpeXl1CbGeClyXNyckJiYqJANNziFSwWCzQaDUFBQRg3bhw+++wzmJiY8CVMvWbNGjg6Oo6Y1FNgYCDOnz8vNGbmVfqjNUpKSggKCkJcXBy6urre+z5CCB4+fAhXV1ehSm0MhKysLDo6OrhSO0cIQWlpKYKDg5GRkYE1a9bA1dX1gyNYAQEB0NTUfCPV1NbWhuLiYtjb26OlpQVNTU2g0+mg0WiYM2eO0A2CFboIDQAsW7YMf/3rX6mWwTNMTU0RGxuLrq6uD5qcSwXjxo2Duro68vPz35jq+ipsNhulpaVIS0tDTU0NrKyssGnTpkH1ThA29PX1ERcXh7KyMujp6VEth+s8ffoUt27dgry8PDZt2gQlJSW+azh79iwMDAxw/PhxBAQE8P343GLr1q24evUqHjx4IBRDAAeiv7bG1tYW9+7dw8GDBzF9+nTY29u/dR5TTU0Nuru7harw9G2Ii4tj/PjxaGhoGNbIhurqasTFxYHBYMDDwwNGRkbDMntvSzUBAI1Gg5WVFaSlpZGUlAQjIyMUFhYiNTUVe/bs+eBjUoVQGprZs2dj7dq1aGhoEPon+YGQlpaGtrY2CgsLBTqH/mdsbW2RmJg4oKFpb29HVlYW0tPTMXbsWNjZ2WHZsmVC9wQwFF6N0owkQ9PW1oa7d++iuroaXl5ew77gDodXU09z584Vqtk//QQGBnLMTH9HdGFGQUEBvr6+aGxsRHx8PFJSUuDq6gpLS8s3bqhpaWmwtbUV+uhMP5MmTfrgIcP9v6+amhq4urpypf6ura3trammjo4O5OTkYNu2bejr60NWVhYsLCygoaGBuro6eHl5DevYVCAyxHC4wMTOHR0d4erq+lrb5pFEQUEB0tPTsXbtWqqlDBo2m40DBw5g+fLlUFNT4/SNSUtLQ0lJCYyNjWFra/vGrJ6RDJvNxqFDhzB//nxoa2tTLWdYsFgsJCcnIykpCba2tnB2dhYYQ7po0SI8efIEGRkZQrXs98svv8T58+eFOjLzPqqqqhAXF4f29na4uLjA2NgY4uLi6OjowMGDB7F9+3aezFajgtTUVNDpdMybN2/Q72lsbASNRkNJSQmmTZsGe3t7rnyv2Gw2ZwbTvXv33jBHcXFx6OjowLx585Cbm4ucnBy0tbXhyZMnSE1NBY1GG7YGLjIoxyuUERoA8PPzw/Hjx0esoTEwMMCNGzfQ1tYmNDNNREVF8cknnyA5ORmamppIS0tDb28vbG1tMWfOHKHs/jlcREVF4erqiri4OGzcuFFon0TLy8tx69YtjBs3jrL00rsICwuDjY0N/Pz8cO3aNarlDIpvvvmGUwA8Us0M8HJO3bp161BaWopHjx7hzp07nMizkZHRiDEzAKCmpobs7Oz3btc/dy49PR1NTU2wsbHB9u3buVpi8Nlnn6GiogK5ublvmJn+AaCbN28G8DJSZmJigtTUVMTExHB+LmwIraGZP38+du3ahZ6eHqF6Ihss4uLiMDY2xuPHjzFt2jSq5QyKpqYmtLS0IDc3Fx0dHZg5cyZ0dHSE9ibOLczMzJCUlITi4mKhSykwmUzcvn0bNTU18PLygqGhoUD+PSUlJTk3yn/961/4/vvvqZb0Tnbt2oWTJ0/i3r17MDMzo1oOzxEREYG+vj709fXR1NSEtLQ0pKWlQUNDA6Wlpe8cTCpMqKqqorGxEX19fQPWDbW1tSEjIwOZmZlQVlaGra0tT5qDHjt2DBcuXEBycjIUFBTeeP3BgwewtLSEgoIC6urq0NbWhra2NhgZGaG8vFxouzULraGZMmUKVFVVcfLkSWzdupVqOTzBwsICt2/fFmhDw2KxUFxcjPT0dDQ0NMDGxgYGBgaYMmUKdHV1qZYnEIiKisLDwwOxsbEwMDAQir40hBA8fvwYd+7cgZWVFXx9fQUmvfQ21NXVcf36dXh5ecHCwgILFiygWtKA7N69G0ePHkV8fLzQrWbiBsrKytDT00NlZSUsLS0RFxeHW7duwcbGBiYmJlBUVKRa4gcjISEBZWVl1NbWclpY9Pb2ory8HDk5OXj69CnMzc2xZs0antV/JiUl4euvv8a5c+cGjPw1NzcjPz8fgYGBAF5GZ2xsbJCeng5RUVFMmjRJaNPjQmtoAGDlypU4derUiDU0Wlpa6OzsFMji5/6QZWZmJhQVFWFnZwdjY2OIiYmhsrISERERmDp16oh46uIG+vr6SEpKQk5OjsAXejOZTERHR+P58+dYsWKFUNU8TZ8+Hb/99hvWrVuH5ORkgUvlnD59Gv/5z38QFRUl8J8DXpKWlgZ7e3tYW1vD2toaNTU1yMzMxMmTJyEjIwNDQ0MYGhpCXV1d6K4h+vr6ePz4MZqamlBSUoKnT59CTU0NZmZm8PX15WmT0JqaGixcuBA7d+58q6GPj4+Hg4MDZGRk0NXVhYKCAsybNw9ycnI4fvw4Vq1axTN9vEZoi4IBoKSkBNbW1nj+/LnQLG8eKjExMQCAmTNnUqzk5VP7s2fPkJ6ejvLycpiZmcHW1hYTJ058Y7ujR4/Cy8vrjcr60UxlZSWuXr2K7du3v3UZK5X8OSrj6uoqkDoHw9atW3Hz5k3k5eUJTA1adHQ0li9fjpCQECxdupRqOZTR0tKC48ePY8eOHW9E/QghqKmpQXFxMUpKStDe3g59fX0YGhpCR0dHYMsLCCFobGxEcXExHj9+jMbGRpiYmMDAwAD6+vp8qR/s6enhRMjfVkdWV1eHCxcuYPv27ZCUlERycjJqamogKiqK8ePHw9vbG9nZ2YK4jH5QrlaoDQ0AmJiYYNWqVfj73/9OtRSe8Pz5c5w6dQo7duyg7ObS19eHvLw8JCcngxACOzs7WFhYvPNJIz09HaWlpfDz8+OjUsHn4sWL0NbWhqOjI9VSXoPJZOLmzZtoamqCr6+vUEVlBqJ/hQchBPfv36c8zZeamgpPT0/88ssvAjNokipiY2PBYrEGtSy4paUFxcXFKC4uRnV1NRQVFTFp0iSoqalBTU0NqqqqfDc5hBC0tLSgtrYWdXV1nH9SUlIcAxMREYH169fztXh+wYIFKC8vR3p6+lt/J+fOnYOBgQHs7e3BZrNx+PBheHl54fr16+js7MTly5eRn5/PN81DYGSvcupn8+bNOHr06Ig1NEpKSlBTU3tvwzpe0N7ejrS0NKSnp0NNTQ2zZs0adJGvpaUl7t27J5DpMirx8PDAmTNnOM2sqIYQgvz8fNy+fRtWVlZYtGiR0EZlXkVUVBRRUVGwsLDAtm3bcPToUcq0PHnyBN7e3vjiiy9GvZnp73eycePGQW2vqKgIBwcHODg4gMVioaGhgWMkcnNz0dDQwDE5ysrKkJOTg6ysLOTk5CAnJwcpKakPSln19fWByWSCwWCAwWCAyWTixYsXqK+vR11dHSQlJTnGytHREZMmTcLYsWM57+8fMsyvB5d//vOfoNFoyM7OfquZKSsrQ3NzMz755BMAQFFREaSlpdHQ0ABDQ0N8++232LZtG1/08gqhj9DQ6XRoaWmhsrJyxN44i4qKkJSUhE2bNvHleA0NDUhOTkZhYSFMTEzg4OCACRMmDHk/Dx8+RFNTExYuXMgDlcJLdHQ0AGDu3LmU6hhpUZmBKCwshIODA/bs2UPJUlQ6nQ5bW1t4eXnhxIkTfD++oMHt/lr9Jqeurg5NTU1gMpmvGZG+vj6OyZGWloaYmBhERUUhKioKERERsNlszr/e3l6Oeenp6cHYsWM5xkhWVhby8vJQVVV9w7wMRElJCWg0GtavX8+V83wXV69exbp163Dnzp23zl5isVgICgqCp6cnjIyMQAjB8ePH4eLigjt37mDGjBlwcHAQ5Pvo6IjQTJw4EVOnTsWPP/6Iw4cPUy2HJxgYGODWrVuoq6uDmpoaT45BCEFZWRmSk5NBp9NhZ2eHwMDA935x34WdnR0OHDiAFy9eYNy4cVxUK9y4u7vj8OHDsLGx4dnf812M1KjMQBgbGyM0NBQrV66EmpoaX5ejMplMTsfX4OBgvh1XkCkuLuZqobaYmBgn/TQQvb29HIPT2dn5moEhhHDMjaioKMTFxTnmRUZGZljFyFOmTEF4eDjPr32JiYnYsGED9u3b985BksnJyVBUVOQMPC4vL0dfXx9ERUUhLS2NY8eOwcHBQVDNzOAhhAzln0By7tw5oqmpSbUMnnL//n0SERHB9f329PSQ9PR0cvjwYRIUFESysrJIb28v1/YfExNDoqOjuba/kUJGRgY5ceIEYbPZfD0ug8Egly5dIocOHSLV1dV8PTaVBAcHE1lZWXL79m2+HK+np4c4ODgQBwcH0tPTw5djCjosFovs3r2bvHjxgmopfOH27dskJiaGZ/tPSUkh8vLy5Keffnrndq2trWT37t3k+fPnnJ+dPn2aZGdnkwsXLpCMjAyiqalJzp8/zzOtXGBQHkXwG2IMggULFqChoUFQi5m4go2NDQoLCwc1wXYwMJlMJCQkYP/+/SguLsacOXOwefNmWFlZcfVp3cHBAXl5eWAymVzb50jA2toahJBBdRXlBuT/r2A6evQoxo8fj82bN4/IFNPbCAgIwC+//IIlS5bg3r17PD0Wm83GwoUL0draitjYWIHv38MvqqqqoKCgMGCjt5GIra0tsrOzuTJ9+89kZ2fDy8sLn3/+Of72t7+9c9u7d+/C1taWMwC4uroaLS0tmDx5MqqqqiAiIoKGhgb4+vpyXSe/Efvhhx+Gsv2QNuYXkpKSyMnJQUJCApYtW0a1HJ4gKSkJOp2Ojo4OTJ48+YP3Q6fTOY2sFBUV4ePjg6lTp0JRUZEn/R4kJSXR2toKOp3+cQn3K4iIiEBVVRWRkZGwtrbm6U2PyWQiIiICBQUFWLp0KVeG3gkj9vb2kJSUxNatW+Hq6goNDQ2eHOfLL79EQkICaDSaUDeJ4zapqalQUVHBlClTqJbCF2RkZFBWVgYxMbE3WlsMh/z8fLi7u2PTpk3vHf3z9OlTpKWlYcmSJZxuxDdv3oSFhQUqKiqgoqKCffv2wcjISND7z/w4mI1GzFVt06ZNePjwIdUyeIqdnR3S09NBhlbIDUIInjx5grNnz+L8+fMYP348tm/fjrlz50JZWZlHav+PadOmISMjg2vRpZHCpEmTYGRkhISEBJ7sf7RHZQZi586d+Oabb+Dt7Y2UlBSu7z8kJAQhISG4efMmV29iI4GSkhJODcdoof+azS2Kiorg5uaGFStWYO/eve/clsVi4datW/Dy8uI8MDU0NKC6uhrm5ubIzs6Gra0tHj58yLcFJ7xmxFQCenp6oqurCzExMQLRhI4XaGhoQExMDE+fPh1UtKO3txc5OTlITk6GhIQEHB0dYWpqyvW5Ie9DUVERenp6SE9Ph5OTE1+PLei4u7vjyJEjsLS05KrZ6F/B1NjYKHTdfnnNP/7xD/T29mLWrFmIjo7m2mcyJSUF27dvR0hIyKgcafAumpqa0NPTQ0kRPJX0L+ioqakZ9ncwNzcXHh4eWLJkCQ4ePPje7R89egR5efnX5sclJSVh6tSpePLkCSZOnIj09HR0d3fDw8NjWNoEhREToREXF8eaNWvw73//m2opPENERAR2dnZITU1953ZMJhPx8fH4/fffUVpaCh8fH3z66aewsLDgu5npx8nJCcnJyeju7qbk+IKKjIwMZs+ejYiICK7l2j9GZd7Pjz/+iG+//Rbe3t6Ii4sb9v7odDrmz5+PL7/8clR3AX4bxcXFMDAwELoxBsNFVFQUTk5Ow47CZmRkwNXVFatXr0ZQUNB7t29sbMSjR4/g4+PD+Z03NTWhtLQUtra2SE1NhZ2dHf7zn/9g7dq1I2aV44gxNMDLcekZGRkjugDV0tIS1dXVaGhoeOO1lpYWREVF4fDhw+jq6sLGjRvh5+cHbW1tyi8kKioq0NXVxaNHjyjVIYiYmppCWVkZ9+/fH9Z+enp6cP36ddy/fx8rVqyAp6fniLlQ8YJdu3bhxx9/xIIFCzi9gT6E3t5eeHl5wd7eHv/5z3+4qHDkMBrTTf3Y2NigubkZT58+/aD3P3r0CJ6entiyZQv27dv33u3ZbDbCw8Ph5ub22pLxhIQEODo6or6+Hl1dXZg0aRIyMzNHVLPHEWVojI2NYW5uPmK7BgMvp7lOnToVSUlJnJ/R6XRcu3YNx48fh7S0NAIDA+Ht7c3XttuDwdXVFampqWhvb6daikAhIiICb29vZGVloaam5oP2UV9fj+DgYIiKiiIgIOBjVGaQ7NixA3v27MHy5ctx9erVD9rHqlWr0Nvbi8uXL3NZ3cigo6MDdDp91BQD/xkxMTG4u7sjNjZ2yPWPCQkJmD17Nnbs2IGff/55UO+h0WgYM2YMpyMw8HJoZVVVFaZOnYrExERMnz4d//jHP2BhYfFaSkrYGVGGBnhZ9PfHH39QLYOn2NnZ4cmTJygoKMDFixdx7tw5qKio4IsvvoCHh8ewmuHxEkVFRZibm+PBgwdUSxE4ZGVlPyj1RAhBWloaQkND4eLiAl9fX4Ed4CeobN26FYcOHcK6devwr3/9a0jv/emnnxAfH4/bt2+P2AG5w+XJkyfQ0dEZ1dFCU1NTsNlsFBYWDvo9hw8fxrx58/Ddd9/h+++/H9R7+lNN8+fPfy0qHxcXBxcXFzQ2NqKpqQkWFha4fPkydu7cOeRzEWRGnKHx9fVFd3c3rl+/TrUUnkAIQXV1NSQkJBAZGQk9PT188cUXcHJy4ulYem7h4uKCvLw8tLS0UC1F4Bhq6qmrqwuXL19GZmYmNm7c+LEQdRisX78et2/fxqFDh7B48WL09PS89z1RUVH45ZdfcPXqVZ4tAR8J9NfPjGZERETg4eGB+Ph4sFisd27LZrMREBCAf/zjHwgLCxu06XhbqqmsrAytra2wtrZGYmIiHB0dER4eju7ubr52zuYHI87QSEhIIDAwcMhPWoIOm81Gfn4+goODERMTw1mZYWxsLFRPPmPHjoWdnR3Pm5sJI0NJPdXU1ODYsWOQlZXFpk2bBC69KIw4OTkhKysLxcXFsLW1RW1t7Vu3LSkpwerVq7F3717MmDGDjyqFC0IIKisroa2tTbUUytHV1cX48eORmJj41m1aW1vh7OyMuLg4pKSkwMfHZ9D7p9FokJKSei3VRAhBXFwc3N3d0dLSgoqKCtjY2ODf//43AgMDR1zTxxFnaICXE7iLioreeUESFvr6+pCZmYnDhw8jJSUFbm5u2LJlC+zs7GBubs6TXhq8Ztq0aSgrKwOdTqdaisAhKyuLOXPm4Nq1awOuCCOEgEaj4cKFC5g1axa8vb2FytAKOurq6sjMzISOjg6sra2RnJz8xjadnZ2YPXs2li5diq1bt1KgUnhgMBgghIya7sDvQkREBD4+PkhNTUV9ff0br+fn58Pc3BwSEhLIzc0dUlSrtrYWjx49wrx5815LNRUUFAAATExMkJSUBHt7ezQ0NKC4uBhbtmwZ/kkJGCPS0Kirq8PDwwNff/011VI+mJ6eHjx69AgHDhxAYWEh5s+fjw0bNry29FFYG9aNGTMGTk5OiI+Pp1qKQGJqagotLS1ER0e/VkTY0dGBixcvoqCgAAEBAVwd8veR/0NSUhLh4eHYsmULPD0935iSvXr1aigqKuLYsWMUKRQe+gfqUr3KUlCQl5fHzJkzERER8Vrq6erVq5g2bRp8fX0RHx8PWVnZQe+zq6sLV65cgbe392upJhaLhfj4eHh4eKCtrQ1FRUWwt7fHzp074enpiUmTJnH13ASBEWloAOCrr77CnTt3wGazqZYyJDo6OnDv3j3s378fNTU1WLFiBVatWgUtLa03LgqvNqwTNmxtbUGn01FRUUG1FIFkzpw5qK+v58x6evbsGY4dO4YJEyZgw4YNH6eX84Eff/wRZ86cwddff43AwECw2WwcO3YM8fHxCA8PH5XjI4ZT32c+AAAgAElEQVRKbW3tqGum9z4sLS0hJyfHST3985//xLp16/Dbb7/h4MGDQ/pcEUIQFRUFHR0dmJqavvZaVlYWFBQUoKurCxqNBmtra4wZMwZ3797FV199xdVzEhRG7DfSzc0NY8eOxZEjR6iWMija2tpw584dHDx4EG1tbdi4cSOWLFny3ouBk5MTUlJS0Nvbyyel3EFcXBwzZ87ErVu3hM508gMJCQksWbIEMTExuHnzJq5evQofHx/MnDmTsuaIo5HFixeDRqPhxo0bcHBwwM6dO3HixImPRcCDpK6ubkRGAoZDf+rp0aNH8Pb2xtGjRxEbGwt/f/8h7yszMxNNTU3w8vJ67ef9D8azZs1CR0cHcnNz4ejoiMOHD0NWVhaurq5cOhvBYsQaGhEREezcuRMHDhygWso7ef78OSIjI3H06FEAL5eQzp8/f9BFnioqKpg8ebJQRmlMTEwgIyODtLQ0qqUIJNLS0pCRkUF2djY2bNgAfX19qiWNSkxNTZGeno78/HyIiYlBS0uLaklCASHkY4TmLdTW1uL06dMoLS0FjUaDg4PDkPdBp9MRHx+PJUuWvFHcGx8fDxMTE6iqqiIxMRGmpqaQk5PDgQMHsHPnzhGbAhyxhgYA1q1bh6qqKmRmZlIt5Q2amppw7do1nDp1CvLy8ggMDISXlxfk5eWHvC83NzckJSUJXS2NiIgI5syZgwcPHozo7s4fQmlpKYKDg2FmZgYDA4PXGil+hP989dVXmDJlCtatW4cZM2Zgx44d711+O9r5WBD8Jmw2Gz/88ANsbW3h6OiI/fv3IzExccifpZ6eHly5cgUzZ858Y8BwbW0tiouL4e7ujtbWVmRnZ2PGjBlIT09HdXU11q1bx81TEihGtKEZN24cNmzYgG3btlEthcPz589x7do1hISEYMKECfj888/h6uoKGRmZD96niooK9PX1QaPRuKiUP0yYMAGWlpaIjY2lWopAwGKxEBsbi8jISCxevBiurq6YN28enj17htzcXKrljUpCQ0MRGRmJyMhI7N+/HwkJCYiKioKxsbFQRkb5xceC4NcpKirCJ598glOnTiEiIgIhISGcSdi3b98e9H4IIbh58ybU1dVhZWU14Gvu7u6QkpLC/fv3YWNjAzk5OXz22WfYtGnTiDaYI9rQAMC3336LnJwclJWVUarj+fPnuH79Ok6dOgVlZWV8/vnncHZ25lozvH4HLoyRjhkzZqC8vBxVVVVUS6GUFy9e4PTp06DT6di8eTOnd8eYMWOwbNky3LlzZ0S0IhAmysvLERgYiEOHDnEm3Nvb26OgoADe3t4fozXv4GO66SWvRmWsrKxQUlLCmW4tKiqKRYsW4dmzZ4M2x8nJyaivr4e3t/cbr2VlZUFERARWVlZobGxEcXExpk+fjidPniA3Nxd//etfuXpugobIEGdLDG0QhYCwatUq0Ol0SqIAzc3NePDgAZ48eQJ7e3tMnTqVZy3S79y5g76+PsydO5cn++cleXl5oNFoCAgIGJWrR4qKihAVFQVHR0dMmzZtwKfawsJC3L59G/7+/pCTk6NA5eiCxWLBysoKVlZWCA0NHXCb1NRUrFq1CiIiIrhw4QJsbW35rFJwuXDhAqytrUd1e4GioiKsWLECz58/R0hICMfI/Jn+1xcuXAhdXd237q+0tBQRERHYtGnTGysdOzs7cfjwYaxatQpqamq4dOkSJk+ejOnTp8PDwwNqamo4d+4cV8+PjwwqzDcq7hzfffcdaDTagBOqeUVzczMiIiJw8uRJKCoqYvv27ZgxYwZP5704OzsjPz8fzc3NPDsGrzAzM8OYMWNGXQifzWbjzp07uHPnDvz8/DB9+vS3huiNjY1hY2ODS5cuDWne00c+jG3btqGnpwcnT5586zYfozUDM9oLgt8VlRkIJSUlLF26FNeuXcOzZ88G3Ob58+cIDw/H0qVLB2zbEB8fD2NjY6ipqaG6uho1NTWwt7dHfX09Hj16hO+++45bpyewjApDY2RkBDc3N2zevJnnx2ppaUFERAROnDgBBQUFvhiZfmRkZDB16lQkJCTw/Fjcpr/t//3790fNNO7Ozk6cP38ejY2N+PTTTzF58uT3vsfFxQUKCgqIiooa8uTejwye6OhoXLhwAeHh4e8d9ikhIYHff//9Y23NKzCZTLDZ7BFdr/E2BqqVGcz1X0tLC4sXL8bly5ffSL93dXXh4sWLcHNzg6am5hvvraurQ2FhIdzd3TnjDmbMmAEJCQls2bIF7u7uMDQ05No5CiqjwtAAL5tkxcTE8KzGpN/IHD9+HPLy8ti+fTtcXV35PoHX0dERz549G7C1tqCjoqICS0tL3Lp1i2opPKexsREnTpzAxIkTsXLlSkhLSw/qfSIiIvD19UV9ff2Abfk/MnyYTCb8/f3x/fffDyld0h+tmTt3LmbMmIGVK1cK5feQG7x48QLjx48fVQXBLS0t2Lx586CjMgOho6ODhQsXIiwsjBOpYbPZuHr1KnR0dF6b09QPi8VCZGQkPD09IS0tjbKyMjAYDFhbW6OtrQ2xsbH48ccfuXGKAs+oMTT9H7Lt27dzdb8vXrxAZGTka0bGzc1t0DcobiMpKckZbiaMuLm5ob6+njODZCRSUlKC06dPw9nZGbNmzRpyzZCkpCT8/PxAo9FQWlrKI5Wjl4CAAGhoaHzQ6BQJCQns27cPKSkpaGhogJ6eHgIDA9HW1sYDpYILg8EYNXVeXV1d2LVrF7S1tZGXl4e4uLhBR2UGQk9PD0uWLMHly5dRWlqK2NhYsFisN5rn9ZOYmAhZWVlYWlq+NoxSVFQUn3/+OaytrQc0QiMSQshQ/gk1cXFxREFBgXR3dw97Xy0tLSQyMpLs3r2bxMXFkY6ODi4o5A59fX1k//79pKysjGopH0RlZSX59ddfCZPJpFoKV2Gz2eThw4fkt99+I1VVVcPeX0VFBdmzZw+prq7mgrqPEELIjRs3iKysLNe+Ow8fPiR2dnZk3Lhx5LvvvuPKtUcYSE5OJlFRUVTL4Cl9fX1k7969ZMKECcTMzIzcvHmTq/uvqKggP//8M9mzZ89br4V1dXVkz549pLW1lRBCSE5ODgkODiZsNpt0d3cTeXl5Eh8fz1VdFDEojzJqIjTAy6d/DQ0N7Nq164P30draihs3biA4OBgyMjIIDAyEu7s7ZRGZgRATE8OsWbNw69YtoSxQ1NDQgLm5+YhKPfX29uL69esoKCiAv7//oOpl3oempibmzZuHsLAwPH/+nAsqRzdMJhMBAQH4/vvvOUu0h4uTkxNSU1Nx5swZ/PHHH9DS0sLBgwdH/LgPJpM5YiM0bDYbp0+fho6ODg4dOoTffvsNeXl5mDNnDleP09bWBklJSUhLSyMuLu6NhQAsFgsRERHw9PSEvLw8uru7ERsbi9mzZ0NERATffvsttLS0RuyYgwEZrPMhIyBCQwgh169fJ8rKyoTFYg3pfS9evCA3btwgu3fvJjExMaS9vZ1HCrkDm80m586dI0lJSVRL+SB6enrIwYMHSX5+PtVShk1raysJDg4mV69eJT09PVzff0ZGBvn9999JW1sb1/c9mvDz8yN2dnZDvjYMFhaLRU6ePEkmT55MpkyZQi5evMiT4wgC169fJxkZGVTL4DpRUVHExMSEqKiokP/97388+6yUlpaSvXv3kvr6etLV1UXCwsLIyZMnCYPB4Gxz7949cu7cOcJmswkhhNy+fZuEh4cTQl5+1pSUlDj/HwEMyqOMOkPDYrHIlClTyA8//DCo7dvb28nt27fJ7t27yd27d4UqDdLU1ER2797NCUcKGyMh9VRVVUV+++038vDhQ86Fhxfcv3+fBAUFkc7OTp4dYyTD7VTTu+jr6yP//e9/iZKSErGwsCC3bt3i+TH5TWhoKCkpKaFaBtd4+PAhcXBwIAoKCuTvf/87T1OHNTU1ZM+ePeTZs2ecn7HZbBIfH0/27dtHKisr30g10en011JTP/zwA5kyZQrPDBcFfDQ0b+PatWtk/PjxpLe3963bdHd3k/v375Pdu3eTqKgooX36jY2NJVeuXKFaxgdz584dcvnyZaplfBBZWVlkz549pLi4mOfHYrPZJDo6mpw+ffqdn+uPvAmDwSCqqqpkz549fD1uR0cH2blzJxk3bhzR1dUlP/3002tP4MLMkSNHSF1dHdUyhkV3dzfZt28fMTExIbKysmTLli3kxYsXPD1mU1MT+fXXX0lhYeGArxcWFpJff/2V7Nmzh6SlpRFCXn73T58+TZKTkwkhhPT29hJFRUVy/fp1nmrlMx9raN7GggULoK6uji+++OKN11gsFtLS0nDw4EE0NDTA398fc+fOFdp8sLOzM6qqqvD06VOqpXwQwrjqqb9Z3oMHD7B+/XoYGBjw/JgiIiKYPXs2ZGRkcO3atRFfo8FNhrOqaThIS0tj7969oNPp2LFjB8LCwqCqqgo/Pz9kZ2fzVQu3YTAYkJWVpVrGB1FSUoKNGzdCRUUFQUFBWL9+PRoaGhAUFMTTvjoMBgPnz5+Hq6srjIyMBtzGyMgIFhYWEBUVRXJyMqqrq5Gfn4/Ozk7Y2dkBAD7//HNoaGjA19eXZ1oFlsE6HzKCIjSEEJKQkEDk5OQ4T0RsNpvk5uaS/fv3k9DQUFJbW0uxQu5RUFBADh8+TPr6+qiW8kFUVVWRvXv38vzpiBt0dnaS0NBQcvbsWUpWvvX29pKzZ8+Sa9eujaRwM8/gZ6ppMKSkpJBFixYRGRkZYmVlRYKDg3lSd8VLent7yb/+9S+epli5DYvFIhcvXiQODg5EWlqaeHt7k4SEBL4dn8FgkEOHDpEHDx68c7vKykqyd+9e0traSvLz88nevXvJTz/9xPn8MhgMIicnR+7du8cP2fxkUB5lVMxyehszZszAxIkT8fPPPyMuLg5iYmLw8PDAlClTqJbGVQghOH/+PHR1deHo6Ei1nA8iMTERJSUlWL9+vcDOempqakJYWBj09PQ+qL8Mt+jt7cWFCxegoKAAX1/fUdXcbCh0dXVBR0cHX3zxhcAN7WttbcW+ffsQEhKC9vZ2LFu2DN9+++2AXWIFjRcvXuDUqVP46quvqJbyXuh0Ovbs2YMLFy4AANauXYudO3diwoQJfNPQ3t6OM2fOwMTE5J0rkjo7O3Hs2DHMmTOH0/U3OjoapaWlYLPZmDFjBn755Rc0Njbi3r17/BHPPwZ3ERus8yEjLEJDCCGZmZlES0uL7Nmzh+Tn5wvVE8VQ6S8QFtZaIDabTUJDQ0lcXBzVUgakpKSE7N27l2RmZlIthRDyMv8fEhJCwsPDR/Tnejhs376dmJubC3wkKyoqiri7uxMpKSni7OxM9u3bRxobG6mW9VaqqqpIcHAw1TLeSmtrKzl69Cjx8PAgUlJSxNHRkVy6dImSz0F7ezs5cuQIiYuLe+f3lM1mk7CwsNcKyBsaGsiePXsIg8EgVVVV5PDhw0RHR4dkZWXxQzq/+VhD8z76OyjeuXMHJiYmI/pJVklJCTY2Nrh79y7VUj4IERERLFy4ENnZ2SgvL6daDgdCCGg0GiIjI7Fs2TJYW1tTLQnAy27CK1euREtLCyIjIz/W1PyJkpISnDx5EsePHxfYiF8/c+fORVxcHEpKSjB16lScOnUKkydPhqWlJf7617+isLCQaomvIYhdgsvLy/HPf/4TdnZ2UFFRwb59+2BsbIzc3FzQaDQsW7aM75+D/siMvr4+3Nzc3nn/SU1NRWtrKzw9PQG8vO7cunULzs7OkJWVxeTJk3H16lVYW1vDysqKX6cgcIzqlBPwchy7hYUFsrKyRvzwrp6eHhw9ehReXl5Ce65Pnz7FtWvXsHnzZsqLDvv6+nDjxg00NDTAz89PIAfx9fT04OLFi5CXl4evr6/A37z5hYuLC9TV1XHx4kWqpXwQjY2NOHfuHCIiIpCWlgYlJSW4u7tjxYoVmDlzJqV/55ycHJSXl2PhwoWUaWCz2UhMTMT58+cRGxuL2tpaWFtbY968eVi7di3U1dUp0wa8bDx49uxZzuDkd5mZuro6nDt3Dps2bcL48eMBABkZGcjMzMSmTZsgKiqKwsJC2NjY4PHjx9DV1eXXafCTQUUbRr2hAYBPP/0U2dnZSE1NpVoKz6moqMDVq1exdetWgepuPBQSEhJQXV2N1atXUxZVYzAYuHTpEsaNGwdfX19ISEhQomMw9Pb2IiwsDDIyMliwYAHExMSolkQpYWFh2Lp1K8rLy6GoqEi1nGHT09OD8PBwXL58Gffv30dvby+mTZuGhQsXYvHixXw/x6ysLFRWVvJ9lQ2TyURERASuXLmChw8fgs1mw9nZGUuWLMGSJUsE5nrX1taG0NBQmJmZYcaMGe/ctru7G8HBwXBzc4OZmRmAlzVKx48fx7p166CiogIAsLOzg42NDY4dO8Zz/RTx0dAMlvr6eujo6CAmJgbTp0+nWg7PuXXrFrq6uih9ghoObDYbZ8+eha6uLpydnfl+/KamJpw/fx5WVlZwcXERilRlb28vrl69ir6+PixbtgySkpJUS6KErq4u6OrqYufOndixYwfVcnhCcnIyQkNDERsbi6dPn0JZWRmGhoawtrbG9OnT4e7uzlOTk5GRgZqaGsyfP59nx2Aymbh37x4ePnyIzMxMFBUVgU6nY/LkyXB3d8eqVaswY8YMgYtINjY24vz587Czs3vvvYYQgmvXrkFSUhLz5s3j/OzcuXPQ1tbmXPuSkpIwa9YslJWVQVVVlefnQBEfDc1Q2LVrFyIiIoSq38mHMhJST21tbQgODsbSpUuhpaXFt+PW1NQgLCwM7u7uAlMvM1jYbDaioqJAp9OxcuVKjB07lmpJfOfLL79EbGwscnNzBe5mxws6Ozvx8OFDPHz4EBkZGSgoKEBtbS1PTU5aWhoaGhowd+5cruzvVfOSkZGB4uJi0Ol0qKqqwtDQEDY2NnB2doarqyvlaeh3UVVVhUuXLmHmzJmwtLR87/aZmZlISUmBv78/JwL851QTAJiYmGDBggX4+eefeaqfYj4amqHQ2toKLS0tHDhwAGvXrqVaDs8ZCamn0tJSREREwN/fny/1K6Wlpbh+/Tp8fX350iyPFxBCkJCQgPz8fKxevXpEpFwGS1lZGSwtLRETEyO07Qu4wdtMjpKSEiZNmgQVFRWoqqpCXV0dGhoa0NLSgq6uLrS1tQeVWk1JSUFzc/OghjWyWCxUVFSgvLwcT58+RVVVFWpra1FXV4fGxkbU1dUJpXn5MyUlJYiIiMCCBQugr6//3u2rqqoQFhaGDRs2QFlZGcDAqaYzZ87giy++QEVFhUDW8HGRj4ZmqISEhOAvf/kL6urqIC4uTrUcniPsqScAoNFoyMvLw8aNG3lax5KTk4OYmBgsX74cGhoaPDsOv0hJSUFSUhJWrlw5ksPUr+Hq6oqJEyfi0qVLVEsRODo7O5GUlISioiKOqaivr0djYyOam5vR0tKCjo4OyMrKYty4cVBSUsKECRMgJycHcXFxiIuLQ0JCAuLi4mAymejt7YWioiL6+vrQ19eH3t5e9PX1ob29HY2NjWhqasKLFy/AZDIhJSWFcePGYfz48ZgwYQJUVVUxadIkaGhoQF9fn7OSR1jJzs5GbGws/Pz8MHny5Pdu39bWhhMnTsDHx4fz4DRQqqmvrw9qamrYu3cv1q9fz8tTEAQ+Gpqhwmaz8cknn8DCwgJnzpyhWg7PGQmpJ0IIIiIi0NfXh8WLF/OknoVGoyE1NRWrVq3ia8MtXpOfn4+bN2/+P/buOyzKK/0f/xsUsACKdEQ6g6AgKthABMEQjaKCoiA2ojEmG9dks8nu5ptcm2xJTLImrqtJbFiwEbEEAVERpFkAKUOR3jtIGxiY8jy/P/wwPwmolGGeKed1XXOJYZi5JTDzfs65zznYuHEjzMzMmC5nTIWHh2PXrl0oKSkRrRQhhqenpwfl5eUoKSlBZWUlKisr0dnZ2S+wCAQCtLa2QigUQkdHRxR2+m7q6uqiUR9zc3NYWlrK7Ajx69A0jeTkZKSlpSEoKEg00vIqfD4fISEhmDVrVr8em8GmmrZt2wY2m4309HRFmD4lgWYkMjIy4OrqiuzsbHld/taPPEw9CQQCnD59GiwWC25ubmJ7XJqmcefOHRQXF2PLli1yOaRbWlqK8PBweHl5yVxP0FDx+XyYm5tj//79+Pjjj5kuR+4NZ8pJXgkEAkRFRaGmpgZbtmyBpqbma7+mrwm4b8+tvouzwaaaSkpK4ODggOTkZEXZd2ZIgUbuY91wzZ07F1u2bIGfnx/TpUiEqakpbG1tER0djWGGW6kxfvx4bNq0Cenp6Xj69KlYHlMoFOL69euorq7Gzp075TLMAICFhQV27tyJpKQk3Lp1Sy434Pv6668xadIkmdiKXx4oKyvL5c/RUHV1deHs2bPgcrkIDg4eUpgBnq9WevbsGdasWSMKMzRNIyIiAosWLRKFGQDw8/NDUFCQooSZISOBZhAHDhxAWVkZQkNDmS5FIry8vFBfX4+srCymSxkxDQ0N+Pv7IyIiAg0NDaN6LB6Ph0uXLqGnpwdbt26V2ZGrodLR0cGuXbtEy9G5XC7TJYkNh8PBjz/+iAMHDijCsLxUUORAU1dXh+PHj8Pc3Bz+/v5QU1Mb0tcVFBTg8ePH2LRpU79ewOTkZAgEgn7TT6GhoSgrK8M333wj9vplHfkNH4SWlhYOHjyIjz76CAKBgOlyxpyKigo2bNiAO3fuoKmpielyRmz69Onw9vbGpUuX0N3dPaLH6O7uxtmzZ6Gurj7gxUWeTZw4EYGBgdDT08OJEydk+ufgRZ999hksLCxkuvFd1ihqoMnNzUVoaChWrFjx2t1/X9TY2Cg6OuXF0Zyqqio8fPgQfn5+ojAuEAjw0Ucf4YcfflCoFYpDRQLNS+zcuRMGBgZ45513mC5FIvT09ODp6YkrV66Az+czXc6IOTg4wM7ODpcvXx72v6PvlGBzc3P4+Pgo3BW9srIyvL294erqitOnT6OwsJDpkkaloaEBp06dwn/+8x+mS1EoihZo+rZCuHPnDoKCgjBr1qwhfy2Hw8GlS5ewYsWKfiuguFwuwsPDsWbNmn4hZ/fu3TAyMlKEVU0jQpqCXyE9PR1ubm7IycmBubk50+WMub6mNDU1NaxevZrpckaMpmmEh4dDKBRi48aNQwomDQ0NuHDhApYsWYKFCxdKoErpVlVVhV9//RVz586Vyh1Xh2Lr1q2oqanBvXv3mC5FoeTl5YHNZmPTpk1MlzLmurq6cP36dfT29sLf339Yy8t7e3tx+vRpzJw5s98RCDRN4/Lly9DS0oK3t7fov/c1AicmJmLevHli/XfIANIUPFrz589HQECAwjQIKykpYfXq1SgrK0NOTg7T5YyYkpIS1q1bBx6Ph8jIyNc2O1dUVODcuXNYsWIFCTP/Z8aMGXjnnXdQVVWFs2fPoqOjg+mShqW0tBRXr17Fjz/+yHQpCkdDQwOdnZ1MlzHmysvLcezYMejp6WH79u3DCjMCgQCXLl2CsbHxgJWZjx8/Rmdnp+hk7T4bNmxAYGCgIoaZISOB5jW+/fZblJSUKMS+NACgpqaGDRs2IDo6Gs+ePWO6nBEbP348/P39UVdXh/j4+Jfe7+nTpwgLC4Ovr6/o8DfiOXV1dQQFBcHCwgLHjh2TqSmoP/7xj3jjjTfg4ODAdCkKR11dXa4DDUVRuH//vmhKaMWKFcM68JWiKFy7dg0TJ07EypUr+/Xa1NbWIiEhAX5+fv0eMyQkBKWlpThw4IBY/y3yhgSa15g2bRp+/vln7N+/H21tbUyXIxGGhoZwc3PDlStXZLopWk1NDVu2bEFOTg5SU1MHfD49PR2RkZGiN21iIGVlZbi5ucHf3x+RkZG4ffs2hEIh02W9Unp6Ou7du4dDhw4xXYpC0tDQAIfDkdltIF6ls7MT586dQ3l5Od555x1YWVkN6+tpmsatW7fQ3d0NX1/fflO5vb29uHLlClatWtVv88e2tjZ8+OGHOHbsGNkU8jVIoBmCzZs3Y8mSJTLdVzJcCxYsgKamJu7evct0KaMyefJkBAUFITExUXTwKE3TuH//PpKTk7Fz504YGhoyXKX0MzExwZ49e9DS0oKQkBC0trYyXdJLffjhh9i8eTNMTEyYLkUhjR8/HqqqqnK1/B94fpbbsWPHYGZmhq1bt0JDQ2PYj5GYmIjKykps2rSp3/E6NE3j5s2bsLCwGNBUvHr1ari6usLf33/U/wZ5RwLNECgpKeHUqVNgs9kKM/WkpKSEtWvX4unTpzJ/ArmWlhYCAgIQGRmJ0tJSREVF4enTpwgODiZXPMMwadIkbN68GbNnz8aJEyeQlpYmdVfhd+/eRWZmJr777jumS1Fo8tRH09vbi5s3byIiIgJ+fn4jbpJ/8uQJMjIysGXLFkyYMKHf5/pOKH+xCRh4PtXEZrNx8uTJMTnWRd6QVU7DcPHiRbz33nsoKyvD1KlTmS5HIurq6hAaGoqtW7fK/CGGJSUluHjxIvT19bFt27Yhb3pFDNTU1IQbN25AVVUVPj4+UvP7MG/ePHh4eJCl2gw7d+4cFi9ePOwpGWlTVlaG3377DWZmZvD29h4QRIYqPz8fUVFR2LFjB7S1tQc8R3h4+IALrLa2NpiZmeGXX35RiBVjr0HOchI3mqaxevVqtLe3IykpielyJCY3Nxd37tzB7t27MXnyZKbLGRGhUIjw8HC0tbWhvb1dLgIa0yiKQkpKCh48eAAPDw/Mnz+f0avIuLg4rFu3DjU1NTJ9OrM8uHbtGszMzGT2fLDe3l7cuXMHRUVFWLNmzaiC2dOnT3Hz5k1s2bJlwPR2a2srTp48CT8/vwFbg7i6umLq1KmIiIggozNk2bb4KeLUEwDMmjULDg4OCAsLk/qG0MEIhUL8+uuvoCgKwcHBeOuttxAaGjrqIxIUnbKyMtenMLcAACAASURBVFxdXbFjxw5kZmbi3LlzjDbOf/HFFwgKCiJhRgqoq6uDw+EwXcaIlJWV4eeff4ZQKMTevXtHFWYKCwsRERGBwMDAAWGmt7cXFy9ehJub24AwQ6aaRoaM0IyAIk499W32NGnSpH6Hp0k7gUCAX3/9FcrKytiwYYNoKWROTg5iYmKwdevWfoe+ESPz4miNm5sbnJ2dJboZX3p6OpYtW4by8nLo6OhI7HmJwT18+BDPnj3DqlWrmC5lyLq7uxEbG4vi4uJRj8oAz5uIr127hoCAgH67AAP//+vp5MmTsXr16n6vp2SqaVBkymmsKOrUU29vL06ePAknJycsWLCA6XJeSyAQ4PLly1BVVYWvr++AvSLYbDZu375NQo0YNTc3IyoqCl1dXVi1ahVMTU0l8rwrV66Ejo4Ozp07J5HnI14tNzcXubm5MrEyh6IoPHnyBPHx8Zg1axY8PDxG3CvTp6ioCNevX8fmzZsxY8aMAZ+/d+8eKioqsG3btgGvS66urtDS0sJvv/0mMxeOEjCkb8T419+F+L2+qScWi4UzZ85g+/btTJckEWpqaggICMDJkyehq6sr1cdB8Pl8XLp0CZMmTcL69esHHS2wt7eHkpISzp07hy1btpCeGjHQ0dHB1q1bkZeXh6tXr8LU1BQrVqwY0RLXoSoqKsL9+/dlfjWePJGVVU7V1dWIiorC+PHjERQUJJbXgMLCQty4ceOlYSYnJwfZ2dnYvXv3gDDTN9VUWFhIwswIkBGaUbh48SL27t2LwsJChbrCf1lXvrTg8/m4ePEi1NXVsW7dutdOfeTm5iI6OnrQpj1i5Hg8HhISEvDkyRMsXboUCxYsGNaOqkPl7++P3t5e3LhxQ+yPTYxMe3s7jh8/jo8//pjpUgbV1dWF2NhYFBUVwcvLCw4ODmIJEH0NwAEBAZg+ffqAz79q1WhjYyNYLBaZahocmXIaazRNIyAgADk5OTJ99tFIpKamIjU1FcHBwaMenhUnHo+HCxcuYOrUqcM6MTs/Px+RkZHYtGnToFdVxMg1NzcjOjoanZ2deOONN2BpaSm2q8/a2lpYW1vj0aNH5OgKKULTNL777jvs3bt3TEfnhksoFCItLQ0JCQmwt7eHu7u72F6/cnJycOvWLQQGBsLIyGjA5zs7O3Hy5Em88cYbsLOzG/D5vsUXFy9eFEs9coYEGkngcDiws7PD6tWrcfToUabLkZi+LbwbGhoQFBTUb9dLpvT29uLChQvQ1tYeUeNy37z32rVrwWKxxqhKxUTTNJ4+fYrY2FhoaGjA09NzQKPkSOzatQulpaXkRG0pFBoaCmdnZ9jY2DBdCmiaBpvNRlxcHHR0dODl5QV9fX2xPf6jR4+QkpKCwMDAQR+3p6cHp0+fxqxZs7B06dIBn9+7dy8iIyORl5dHVukNjgQaScnMzISLiwuuX7+OFStWMF2OxNA0jfDwcAiFQmzcuFGiq1p+j8fj4fz589DR0RmwamA4qqurcenSJXh5ecHR0VHMVRIURSEjIwP379+HsbExli9fPuJVSe3t7TA2NsatW7fg4uIi5kqJ0YqNjcW4cePg7u7OWA00TaO4uBixsbEYP348vLy8YGZmJtbHv3fvHvLz8xEUFDToqleBQIDQ0FDo6+vjzTffHPDaFBMTA19fX6SkpGDOnDliq03OkEAjSf/73//wxRdfoLS0VGGWcgPPf1kvXLiAadOm4a233mKkka1vmmnatGliWVLe3NyM0NBQODk5wcXFhTTnjQE+n4/Hjx8jJSUFNjY2cHd3h6am5rAe46OPPkJSUhIeP348RlUSo5GXl4fMzEwEBgYy8vxVVVW4e/cuuru74enpCRsbG7H+LlMUhYiICDQ1NSEgIGDQTUcpisKVK1egrKwMPz+/Ac/f1tYGS0tLfPXVV3j//ffFVpscIoFGkmiaho+PD2pra5Gens50ORLV29uLM2fOgMViSfxqrK8BWFNTE2vXrhXbC1ZHRwfOnz8Pc3NzeHt7k1AzRrhcLpKTk/HkyRPY29tjyZIlmDJlymu/js/nQ19fH2fPnlWoQ2NlSVtbG06ePIk//elPEn3eqqoqJCUlob6+Hu7u7pgzZ47YR4/5fD6uXLkCoVAIf39/qKqqDrgPTdOIjIzEs2fPEBgYOOi0/Lx582BsbIwbN26Q15hXIzsFS1Lf8t+amhp8+umnTJcjUWpqaggMDER2djbS0tIk9rwCgQCXLl2Curo6fHx8xPqCoKmpiR07dqCurg5Xr16VyR2SZcHEiRPh5eWFvXv3Yty4cfjll19w48YNNDc3v/LrTpw4AS0tLRJmpNiUKVMgFAolsny7b2rp9OnTuHr1KqysrPDBBx9g7ty5Yg8zXC4X586dw4QJExAQEDBomAGA+/fvo7a2dsDJ2n0++eQT1NXV4ezZsyTMiAkZoRGzR48eYfny5YiJiYGrqyvT5UjUs2fPcPr0abz55puDdvGLU9+meRMmTHjpPjPiwOfzER4eDj6fD39/f3Kg5Rjjcrl4/PgxUlNTYWJiAldX10FXjDg4OGDTpk347LPPGKiSGKqxbgymKAr5+flISkoCRVFwcXHB7Nmzx+z1oL29HefPn4eVlRVWrFjx0iCSlpaGlJQUBAcHD9rkm5SUBG9vb8TFxcnEJqVSgEw5MeXbb7/F999/j/LyckyaNInpciSqb5+FjRs3irX57kUCgQBhYWFQUVGBn5/fmDcjUxSFyMhIVFdXY/PmzdDS0hrT5yOe90VlZGQgJSUFOjo6WLJkCSwsLKCkpIS0tDS4u7ujvr6erAiRcmPVGMzn88Fms5GcnIxJkybB1dUVLBZrTEc6qqurERYWhkWLFmHJkiUvvV9+fj6io6OxY8eOQffp6u7uhpmZGf785z/jz3/+85jVK2dIoGEKRVFYsWIFenp6kJyczHQ5Ete38d5YbFTXd9CkkpJSv7OZxhpN03j8+DESExOxYcOGMQtrRH9CoRBsNhsPHz6EQCCAk5MTvv32W6ioqODy5ctMl0e8Rl5eHrKyshAQECCWx2tpaUFaWhqysrJgbGyMJUuWwNTUdMynbLKysnD79m34+Pi8crSprKwMV65cQVBQ0Etf+1xcXDBx4kTcvn2b0ZWhMoYEGiY1NzfD1tYWwcHBOHDgANPlSFzfRnVbt24V234PQqFQtEzc399fYmHmRaWlpbh69SqWLVsGZ2dniT+/oqJpGlVVVUhMTMQ777yDAwcOwNfXd9DpKEJ6iKMxmKIoFBYWIjU1FfX19Zg7dy7mz58vkZFSiqJw9+5dPH36FAEBAdDV1X3pfSsqKhAWFvbK0elPPvkEISEhyM/PJ4eoDg85y4lJOjo6iI6OFr3xbdiwgemSJMrW1hZCoVC0zfdoj4agKArXrl2DQCBgLMwAgIWFBYKDg3Hp0iU0NDRg5cqVjNWiSJSUlGBiYoKSkhJYW1tjzpw5CAsLg7q6OpycnGBnZ/fS5kyCOS82Bg93x+COjg5kZmYiPT0dU6ZMgZOTEwICAiS2iWdPT4/oAmr37t2YOHHiS+9bVVWFsLAw+Pn5vTTMhIWF4ciRI0hISCBhZoyQEZoxduHCBezZswdpaWlSsWOmpLHZbNy5cwfbtm0b8S/xUJY/Slpvby+uXr2K3t5ebNy4cdA9KAjxMzc3x1//+le88847oCgKRUVFSE9PR2VlJVgsFhwcHGBhYUGG8qXIxYsXMXv2bNjb27/2vj09PcjPz0d2djbq6+thZ2cHZ2dniR8c29zcjEuXLsHS0hLe3t6v/Hmqrq7GxYsXsX79elhZWQ16n/z8fCxYsADHjh0T2/SbgiFTTtLik08+wdmzZ1FaWqpwTcLA8/nn2NjYEYea+Ph4FBQUYMeOHVK1yoiiKMTFxSEnJwebN28W61bqxECRkZHYtm0b6uvroaKi0u9zXV1dyM3NRXZ2Ntra2kTn4hgZGZElsQxLT09HeXk5/Pz8Bv28UChEUVER2Gw2SkpKYG5uDnt7e7BYLEYuXoqLi3H9+nUsX74c8+bNe+V9a2pqcOHCBaxbtw7W1taD3ofD4cDKygrbt29XyPYDMSGBRlpQFIU333wTjY2NyMzMZLocRmRmZuLevXvYunXrK+ehf+91yx+lAZvNxq1bt7BixQpyXMIY8vLygrW1NX766adX3q+lpQVsNhtsNhsAMHv2bNjY2MDQ0JCEGwZ0dnbi6NGj+Pjjj0XTswKBAGVlZXj69Cny8/Ohq6sLBwcH2NnZvXJqZyxRFIWEhASkp6dj48aNMDExeeX9q6qqcOnSpdc2Cjs6OkJfXx/R0dFk5HDkSKCRJh0dHZgzZw4WL16MCxcuMF0OI7Kzs3Hnzp0h99Tk5+cjKioKO3fuHHT5ozRpbGzElStXYGhoiLfeeov0c4hZTU0NrKyskJ+fP+QVZjRNo6amBnl5eSgsLASPxwOLxYKNjQ3Mzc2lYupSURw/fhyurq7o7e1FYWEhSktLoa+vDxaLhVmzZjF+XExnZyeuXr0KJSUlrF+//rX9PpWVlbh8+fIrR2YAIDAwEI8ePUJGRsawj/Yg+iGBRtqUlJRg7ty5+Oqrr7B//36my2FETk4OYmJisGXLllfOi5eXl+PXX3995fJHacPj8RAdHY2qqips2LBB4vP+8mz//v2iQy1Hqrm5GYWFhSgoKEBDQwPMzc3BYrFgZWU17IZV4vVomkZTUxOKiorw+PFjdHV1gcVigcViwdraWmr6zoqLi3Hjxg04OTlh6dKlrx1F6VvN5OvrC0tLy5fe7+DBg/jyyy/x5MmTV96PGBISaKRRbGwsfHx8EB0dDTc3N6bLYURubi6io6OxefNmGBsbD/h8fX09zp07hw0bNsDc3JyBCkcnOzsbMTExcHd3h5OTE5nmEANTU1P885//xNatW8XyeN3d3SgqKkJBQQHKy8sxceJEmJmZiW4k4AwfTdNobm5GWVkZKioqUF5eDjU1NVhYWEBfXx8pKSnYt2+f1Pw+CIVC3Lt3Dzk5OVi/fv2QRv6Ki4tx7do1+Pn5wcLC4qX3i4+Px1tvvYXffvsNnp6eYqxaYZFAI60OHTqEL7/8Enl5eQp7FV9YWIgbN24MGLJtbW1FSEgIvL29MWvWLAYrHJ2WlhZcuXIFWlpa8PHxwYQJE5guSWYlJydj1apVaG5uHtAMLA40TaOhoQHl5eUoLy9HRUUFJk+eLAo306dPx9SpU6XmjVhaCIVCNDU1oaqqShRgVFRU+gXDvoNGaZrGoUOHEBgYOOotHMShra0N4eHhmDhxItauXTuk0aLs7Gzcvn0b/v7+r+yvqa2txaxZs/Dll19i37594ixbkZFAI61omsaOHTtw//59FBYWKmy/RVVVFS5fvowVK1Zgzpw56OrqwqlTp7BgwQIsXLiQ6fJGTSAQ4Pbt2ygqKoKfn9+go1HE6wUFBaGnpwdXrlyRyPNRFCUKOBUVFaitrYVAIIChoSEMDQ1hZGQEQ0NDhQo5feGlrq4OtbW1qKurQ2NjI6ZMmYLp06eLAsyremGio6Ohrq6OpUuXSrDygfLz83Hz5k24uLhg8eLFQ/p/+ODBAzx8+BBbtmx5ZSDj8XiwtraGh4cHQkJCFObnQwJIoJFmPB4Pnp6eaG9vR2ZmpsJ2vzc1NeH8+fOYN28eCgoKYGlpieXLlzNdllj17Zo8d+5cLFu2jDSjDgNFUdDV1cXly5fh5eXFWB0cDkf0Rt73pt4XcnR0dKCtrS26TZkyRWbfyAQCAVpbW9HS0oLm5ma0tLSgqalJFF76wpyhoSEMDAyGtY1CaWkp4uLi8Pbbb4/hv+DluFwubt26haqqKvj6+g7pAoOmady9exeFhYUICgoSjTgNhqIoODo6YsqUKYiNjVXYC9UxQgKNtOvs7MSiRYtgYGCA2NhYpsthTGtrK3766SdMnToV7777rlyGOw6Hg8jISLS0tGDdunVky/4hCg8Pxx/+8AfU1NRI3c8Fh8NBXV0dWlpa+t26u7sxbdo0aGtrY9q0adDU1IS6ujo0NDSgoaEBdXV1RkItTdPg8Xjo7OxEZ2cnOBwOOjs70d7eLqq9s7MTU6dO7RfQdHR0hh1eBiMUCvH999/j/fffl/gWDAUFBYiMjMTMmTPh5eU1pLAhFArx22+/iTb0fN1y8uXLl6OhoQEPHz4kPVjiRwKNLGhsbMS8efPg5uamkMu5aZrGtWvXwOVy0dPTAy0tLaxdu1YujxOgaVq0youM1gzNqlWrMGPGDPzyyy9MlzJkPB4Pz5496xcS+sIDh8MBh8OBioqKKNxMmDABampqUFFRgZqaGlRVVUV/qqqqYty4cVBSUhLdgOc/S303gUCA3t5e8Hg88Hi8AR9zuVzR8wPoF6w0NDSgqakpCi9aWlpjGhyvXLkCCwuL125YJy4vjsr4+PgMeck/j8cTHYK7cePG1/ZuBQQEIDExEU+ePJGKHiE5RAKNrCgpKYGTkxN27dqF7777julyJIamady+fRu1tbUICgoC8PwFr+/wSXkdsiWjNUPD5XKho6ODBw8ewMHBgelyxIamaXC5XFHA6enpGTSM9P2doihReKEoql+4UVJSwvjx40Xh58Ug1PfxxIkTRQGG6Z22s7OzkZOTg8DAwDF/rpGMygDPV8BduHABurq6WL169Wsvrv70pz8hJCQEaWlpr1z5RIwKCTSyJCMjA25ubvjHP/6hMHvUJCcnIysrCzt37hQN51IUhYiICDQ2NiIgIEBqdwceLTJa83pHjhzB4cOH8fTpU6ZLIcSEx+Phxx9/xJ49e17ZjzIaIx2VAZ5Pf1+4cAE2Njbw9PR8bS/Ujz/+iM8//xyJiYlkl/CxRQKNrLl37x7WrFmDkJAQ+Pv7M13OmMrKykJcXByCg4MH7KBJ0zTu37+PjIwMbN68WWY21huJvtGa5uZmrFq1Sib33RkrixcvxvLly/Gvf/2L6VIIMYqOjoaamprYm//7LhLu3Lkz7FEZACgrK0N4eDjc3NywYMGC197/8uXLCA4Oxs2bN+Hh4TGa0onXI4FGFoWFhSE4OBhRUVFyu/FeUVERbty4ge3bt7/yXKe8vDxERkZi5cqVmD17tgQrlCyapvH06VPExMRgxowZWLFihcJvk97Q0ABTU1OUlpaSKTk509TUhLNnz2L//v1i65VrbGxEVFQUent7RX1XQ0XTNNLS0nD//n34+fkN6aIiPj4eq1evRkhICDZu3Dia0omhGVKgIWPcUsbf3x/19fVYs2YNUlJSZHpzucFUV1fj+vXrCAgIeO0hlXZ2dpg2bRouXbqEhoYGLF++XGaXw76KkpISbG1tYWVlhcTERPz8889wcXHBokWL5LI5eiiOHj0qOi2bkC+6urrQ0dFBfn7+qC9Uenp6EB8fDzabDXd3d8yfP39YTc1CoRBRUVGoqqrC22+/DS0trdd+TW5uLnx8fPDNN9+QMCNlyAiNlPrb3/6GX375BRkZGa899VVWNDU14cyZM1i7du0rD3T7va6uLoSFhWHChAnw9fVlvLFxrLW0tODWrVtoa2vDypUrFbLRcO7cudi8eTM+/fRTpkshxkBeXh4eP36MHTt2jOjraZoGm83GnTt3YG1tDU9Pz2GfDdX3ujJx4kSsX79+SK8rlZWVmDt3Lt59910yFSpZZMpJltE0jXfffRfXrl1DZmamzF+pdnR04NSpU3B3dx9R89yLV1KbN2+W+tO3R4umaRQUFCAmJgZGRkbw9vZWmGmo1tZWGBoaory8XGGPBpF3QqEQhw4dQlBQ0LCXOTc0NCAqKgp8Ph+rVq0a0Q7c9fX1uHTpEhwcHODh4TGkkd/q6mrMnTsXvr6++Pnnn+VytFiKkUAj6yiKwu7du3Hz5k1kZWXJ7Is7n89HSEgIbG1tR7Xt+Ytz3b6+vgoxcsHn85GUlITU1FQ4OTnBxcVF7keojhw5gqNHjyI3N5fpUogxFB8fj66uLrz11ltDun9HRwfu37+Pp0+fwsPDA/PmzRvRnjkj6c2rr6/HnDlzsGbNGhw/fpyEGckjgUYeUBSFHTt24Pbt28jOzpa5TZtomsbVq1ehpKSE9evXi+WFoG81Ql+fiSK8uLS1tSE+Ph7FxcVwcXGBs7Oz3C7z9vLygoODAw4ePMh0KcQY6ujowE8//YT9+/e/MqRzuVwkJyfjyZMnmDt3LlxdXV+7a+9gKIpCXFwc2Gw2Nm3aNOTVk42NjXBwcIC3tzdCQkKkbsdqBUECjbygKApbt25FXFwcsrOzoaOjw3RJQ5aUlIT8/Hzs2LFDrCclt7a2Ijw8HJMnT8batWsxadIksT22NGtsbERsbCwaGhrg7u4OBwcHuXqB5fP5mDZtGtnXQ0GEhYXB3Nwczs7OAz7H5/Px6NEjPHjwADY2NnB3dx/xtGtHRwfCw8Mxfvx4rF+/fsj7WzU3N4umpc6dOydXv2syhgQaeSIUCrFlyxYkJCQgMzNTJkZq+nbq3LVr15j0fwiFQsTGxiI3Nxe+vr4wNTUV+3NIq8rKSsTGxoLL5cLT0xMsFksuRqquX7+O999/HzU1NUyXQkhAWVkZoqOjsXfvXtHPL0VRyMjIwP3792FsbIzly5eP6iKusLAQv/32GxYuXAhXV9ch/540NjZizpw5WLZsGc6fP6+wKw6lBAk08kYoFGLr1q24d+8eMjMzpbqnpqmpCadPn0ZAQMCImvaGo+8Fa8GCBXB1dVWYqyiaplFUVITY2FioqanBw8MDZmZmMh1sAgICoKysjPPnzzNdCiEBNE3j6NGjWLVqFUxNTZGfn4+4uDhoaGjAy8sL06dPH/FjC4VC3L17F3l5efDz8xvWatH6+no4OjrC09MTZ8+eJWGGeSTQyKO+npqYmBhkZGRI5eonLpeL48ePw83NTWLTBh0dHbh69SqUlZXh6+srt0cmDIaiKLDZbCQkJGDSpElwdXWV2REbIyMj/PLLL1izZg3TpRASkp6ejpSUFADAxIkT4eHhAQsLi1H9/La2tuLKlStQV1cf9pR0bW0tHB0dsXLlStIzIz1IoJFXfaufIiIikJaWJlX71FAUhdDQUBgYGOCNN96Q+HPfv38fT548wbp162BpaSnR52caRVHIz89HUlIShEIhXF1dMXv2bJl5QU5PT4e7uzva2trIFbEC4PF4ePLkCVJSUtDT04OlS5cOa0roZXJzcxEVFYWlS5di4cKFw3q8yspKzJ8/H2vXrsWxY8dk5ndHAZBAI8/69qm5cuUKEhISpGZH4ejoaLS0tCAwMJCxF4OysjJcu3YNc+bMgbu7u8K9OdI0jZKSEiQlJaG9vR1LliyBo6OjWJuyx8L+/fuRl5eH27dvM10KMYa4XC4ePXqE1NRUmJqawtXVFR0dHYiLi8O777474kDD5/MRExOD0tJSbNiwYdij17m5uXBzc8PGjRvx008/yeQIpxwjgUbe0TSNzz77DEeOHEFERATjZz/1XW3t2rULEyZMYLQWDoeDGzdugMPhYN26ddDX12e0HqZUVVUhKSkJNTU1WLhwIZycnEa05FUS7Ozs8MEHH2Dv3r1Ml0KMgY6ODjx48ACZmZmYOXMmXFxcRM2+NE3j1KlTcHZ2hoODw7Afu7KyEjdu3ICRkRHeeuutYb/+xMfHw8fHBx988AH++c9/kjAjfUigURSHDx/GX//6V5w6dYqxU7orKytx+fJl7Ny5U2qWldM0jczMTNy9e1fUMKxoozV9GhsbkZycjIKCAtjZ2cHZ2VmqTjFvamqCsbExGhsbMWXKFKbLIcSEpmmUlZUhNTUV5eXlmDNnDhYvXjzo/+OKigrRKreh7rHE5/Nx79495OTkYNWqVbC1tR12jZcvX8bbb7+Nb775Bn/4wx+G/fWERJBAo0jCwsKwc+dO/Otf/8L+/fsl+tzt7e04ceIEfHx8hnVGk6S0t7fj5s2bCj9aAzwfucrIyEBaWho0NDTg7OyMWbNmMb5J37Fjx3Do0CGyO7Cc6OnpQWZmJtLS0jBu3Dg4OzvD3t7+tbtcX7hwAZaWlli4cOFrn+PFUZmVK1eOaC+qH3/8EZ999hlOnz5NDpqUbiTQKJq4uDj4+Pjg3XffxXfffSeR5+Tz+Th16hTs7e2xZMkSiTznSJDRmv4oikJRURFSU1NRV1cHR0dHODk5Dem04bGwceNGaGpq4uTJk4w8PyEedXV1SE1NRX5+PqysrODs7IwZM2YMeQqnvr4eoaGh+OCDD14afsQxKgMAf/rTn3Ds2DH89ttv8PDwGNFjEBJDAo0iysjIgKenJ958801cuHBhTJ+LpmmEh4dj3LhxWLdunUzMO5PRmoGePXuGtLQ0ZGVlYfr06XB0dASLxZLoqI2ZmRm+++47cpUsg3p6epCXl4eMjAx0dHTAyckJc+fOHfHWCVevXoW2tjaWLVs24HPiGJUBnu93FBMTg3v37pEdqWUDCTSKqrS0FG5ubmCxWLh79+6YrTZKSEhAYWEhduzYwfiUxXCQ0ZrB8fl85ObmIjs7G3V1dbC1tYW9vf2Yb9bX0NAAExMTPHv2DJMnTx6z5yHERyAQoLi4GNnZ2SgtLYWFhQXmzJkDa2vrUb/etLa24vjx43j//fdFPw88Hg9xcXGjHpWhKAqenp4oKipCQkKCQhxwKydIoFFkDQ0N8PDwwPjx45GWlgZVVVWxPv7Tp08RFRWF3bt3Q0NDQ6yPLSkdHR2IjIxES0sLVq5cqXD71rxKR0cHcnJykJ2dDS6Xi9mzZ8PBwWFMRrR++eUX/Pe//yX9M1KOpmlUVlYiOzsb+fn50NPTg729Pezs7MS+ci4qKgrKysrw9vZGfn4+bt++DRMTE7z55psjHpXp6enBggULIBQKERcXJxPHxxAiJNAous7OTqxatQqVlZV49OiR2I5KaGxsxJkzZxAYGDiqrcmlRUFBAW7dugUjIyO88cYbZJXN7zQ2NiI7OxtsNhsTJkyAvb09Zs2a41WxsQAAHEhJREFUJbZ+Gz8/P2hpaeHEiRNieTxCfGiaRkNDA3Jzc8Fms6GqqgoHBwfY29uP6e8Jh8PBkSNHoKOjg97eXqxatQpmZmYjfrza2losXrwYpqamiIyMlNmLMAVGAg3xfKi2b1fh69evj3qvmu7ubpw4cUJ00rO84PP5SE5OxuPHj7F48WIsXrxYpqbRJOHFK/SCggJMmjQJNjY2YLFYMDY2HvG0lKmpKQ4ePAg/Pz8xV0yMhFAoRHl5OQoKClBYWAglJSXY2tqKRujGuleOx+MhISEBjx8/xsSJE/GHP/xhVJtCJiQkYO3atfDx8cHx48fFPlpNSAQJNMRzNE3jv//9L/72t7+Nalm3UChEaGgojIyMsGLFCjFXKR1aW1tx69YtMg31GjRNo6amRvSm19XVBWtra9jY2MDCwmLIbxr19fUwNTVFW1ub1G74pwi4XC6KiopQUFCAkpIS6OrqgsViwcbGBrq6uhJp+KdpWrRTtKmpKby8vHD9+nVYWlrCxcVlRI958OBBfP755/j666/xwQcfyMTCBWJQJNAQ/cXGxmL9+vVYvXr1iFZARUVFoa2tDZs3b5b7M04KCwtx69YtGBgYwNvbm0xDvUZra6so3NTU1MDMzAxWVlYwMzODjo7OS99IfvrpJxw5cgQ5OTkSrlixURSF+vp6lJWVoaioCHV1dTA3N4eNjQ2sra0lfrhrU1MToqOj0dXVJTp5GwDa2tpw/Phx7NixA7q6usN6zICAAERFReHatWtYvnz5WJRNSA4JNMRAJSUl8PLywpQpU5CSkjLkBrvc3FzExsbinXfeYfxYA0kRCARITk7Go0eP4OzsjCVLlrx2YzDi+dV+cXExSktLUV5eDj6fDzMzM9FNW1tbFHB8fX2ho6ODY8eOMVy1fOsLMOXl5aioqEBFRQU0NTVhamoKa2trmJubM3LWV1dXFxITE8Fms7F06VIsWLBgwMVSWloaMjMzERwcPKQLKQ6HIzof6s6dO2SUVT6QQEMMrqOjAxs3bkRWVhbi4uJeuwSytbUVJ06cwJYtW4Z94Js8aGtrQ3x8PIqLi+Hi4gJnZ2fSXzMMbW1tKC8vF92EQiHMzMxgamqK9evX49ChQ/D19WW6TLkiFArR2Ngo+p5XVlZCXV29X7Bkcok8j8fDgwcP8OjRI8yePRtubm4vHRWiaRrnzp0b0tRTfn4+PDw8MGfOHPz666/Q1NQci/IJySOBhng5iqLw17/+FUePHkVISAg2bNgw6P2EQqFoJ+BFixZJuErp0tjYiNjYWDQ0NIiaouV96k3caJoWBZzc3FwEBwfj888/x4wZM2BoaAgjIyMYGRlh2rRppN9hiIRCIZqamlBXV4fa2lrU1dWJzsQyNTWFubk5TE1NJT6N9LJa09PTkZiYCHNzc3h4eAxptdxQpp6uXLmCnTt34v3338e///1v8rspX0igIV7vwoULeOedd/D+++/jwIEDAz4fExOD1tZWbNq0ibzB/J/KykrExsaCy+XC09MTLBaLfG9G4Ndff8Wnn36KnJycfm/GtbW16OnpgYGBgSjk6OvrQ0tLi5FpEWnS29uLlpYWNDQ0DAgvhoaGou+XgYGBVE2P0jQNNpuNuLg46OjowNPTc9jbSLxq6umTTz7BkSNHcOLECQQEBIizdEI6kEBDDE1aWhpWrlwJa2tr3L17V9RXU1hYiMjISOzZs2fEm1nJK5qmUVRUhNjYWKipqcHT01PUyEgMzR//+EcUFxcjMjJywOe6u7v7hZympia0trZCXV0d2traA25TpkyRmytyoVCI1tZWtLS0DLj19PRg2rRp0NfXl9rw8iKaplFcXIzY2FioqKjA09NzxPvJDDb11N3dDS8vLxQVFeHWrVuYP3++GKsnpAgJNMTQNTU1YfPmzcjOzsa1a9fg4OCAY8eOwd/fHyYmJkyXJ7UoigKbzUZ8fDx0dHSwdOlS8v0aomXLlsHd3R1ffvnlkO5PURTa2toGfaPv7u6GlpYWNDQ0oKGhAXV19UE/Zrr3icfjobOzE52dneBwOAM+7ujoQHt7OzQ1NQcNbpqamjIxGkjTNEpKSpCYmIju7m54enrCxsZm1LW/OPVUUFAAX19fODg44NKlS9DR0RFT9YQUIoGGGB6KovCf//wHf//737Fhwwbs2rULS5cuZbosmSAQCJCZmYnk5GRoamrC1dUVVlZWMvHmwxQDAwOcP38enp6eo34sHo+H1tZWUUB4MSj0hQUOhwMVFRVMnjwZampqUFVVhaqqar+PX/z7+PHjoaSk1O8GPH+zfvHG5/PB4/HQ29sLHo8nur34997eXnA4HFAUNSBovRi4NDU1MXXqVMaD10hRFIX8/HwkJydDIBDAxcUF9vb2Yh09S0tLw6FDh3Dt2jX8/e9/x0cffSQ3o3PES5FAQ4zMo0ePsH37dkyePBmxsbGYOnUq0yXJDIqikJubi6SkJCgrK8PFxQV2dnbkBfd3mpubYWRkhI6ODoltA0DTNLhcLrq6ugYNHL//WCgU9gsuFEUNCDhKSkoYP378gGA02Mfq6upQU1OTy5ArFAqRlZWFlJQUTJw4Ea6urmPSW9bW1obly5eDw+EgNDQUCxYsEOvjE1KLBBpi5Nra2rBt2zYkJSXh4sWL8Pb2ZrokmdLXY5OUlAQOhwMXFxfMmTNHZq+8xa2vIbi0tJTpUohR4PF4SE9Px8OHD6GrqwtXV1eYmpqOSWiLiYlBYGAgXFxccPbsWXKhpVhIoCFGh6ZpHD16FJ988gm2b9+Oo0ePMl2STKqoqEBSUhIaGhqwaNEizJ8/X2qbOCVl//79KC4uxs2bN5kuhRiB7u5uPH78GKmpqTAzM4OLi8uY7lG1d+9enD17Ft999x327t0rl6NcxCuRQEOIR1ZWFtasWQMNDQ3ExcVBT0+P6ZJkUn19PZKSklBSUoLZs2fD2dlZYb+X7u7uWLZs2ZAbggnpUFNTg9TUVDx9+hS2trZwcXEZ02bcxsZGeHh4oLOzExEREZgzZ86YPRch1UigIcSHw+Fg165duHXrFn744Qfs3LmT6ZJkVkdHB548eYL09HRoa2vDyckJtra2GDduHNOlSYw4G4KJscXn85GTk4O0tDR0d3fDyckJjo6OY77TcEhICD788EOsXLkSx48fl4qNAQnGkEBDiN+lS5ewZ88e2Nvb4+bNm2QeexSEQiEKCgqQmpqK5uZmzJ07F/Pnz5f7gzCZaAgmhq+lpQVpaWnIysqCsbExnJ2dYWlpOeYN7m1tbVi9ejXYbDaOHTuGTZs2jenzETKBBBpibDQ0NODtt99GcnIyDh48SEZrxKCpqQlpaWlgs9kwNTWFk5MTLCws5LJXgDQESy+KolBYWIi0tDTU1dWJQvZQjicQh5CQEHz00UdwdXXFyZMnFXZKlhiABBpi7NA0jcuXL5PRGjHj8Xhgs9lITU1FT08P7O3t4eDg8NLza2TRp59+iszMTMTExDBdCoHnv8v19fXIzs5GTk4Opk6dCmdnZ9jZ2UlsVd7vR2X8/f3lMswTI0YCDTH2yGjN2KBpGg0NDaI3mcmTJ8Pe3h729vbQ0NBgurxRWbduHWbMmIHDhw8zXYpCa21tBZvNBpvNhkAggIODA+zt7SW+4y4ZlSGGgAQaQjJomhb11jg4OJDRGjGjKAoVFRXIzs7G06dPYWRkBHt7e9ja2srk8m9HR0fs2bMHe/fuZboUhdPd3Y28vDxkZ2ejpaUFdnZ2cHBwgLGxscRHRMioDDEMJNAQktXQ0IDg4GCkpKSQ0ZoxwufzUVhYCDabjfLyclhZWWHWrFmwtLSEqqoq0+UNia6uLm7evImFCxcyXYpC6OnpQVFREXJzc0U/Mw4ODrC0tGRsZV3fqIyLiwtOnjwJfX19RuogZAYJNITk9Y3WvPvuu7CwsMDVq1dhbm7OdFlyqe9qOz8/H9XV1TAxMYGNjQ1YLBY0NTWZLm9QXC4Xmpqa6OzsJCucxlBraysKCgpQWFiImpoamJmZwdbWlvFRvbKyMvj6+qK0tJSMyhDDQQINwZxnz57hk08+wcWLF7Fp0yYcO3aMbPs/hnp6elBSUoKCggIUFxdj6tSponBjYGAgNW8aycnJWL9+PRobG5kuRa7QNI2amhoUFBSgoKAA3d3dYLFYsLGxgYWFBVRUVBitTyAQYPfu3QgLC0NgYCAOHDiAadOmMVoTIVNIoCGYl56ejp07d6K+vh4HDx5EUFAQ0yXJPYqiUFlZKXpzEwqFYLFYYLFYMDExYfQK/ciRIzhx4gQyMjIYq0FecLlclJeXo6ioCIWFhZg0aRJsbGxgY2OD6dOnS02IDQ0NxUcffQQjIyOcOnUK8+bNY7okQvaQQENIB4qiRHPm5ubmCA8Ph6WlJdNlKQSaptHc3IyCggKUlJSgpqYGenp6MDMzg5mZGUxMTCTae/P++++jvr4e4eHhEntOecHlclFZWYny8nKUl5fj2bNnmDFjBqysrMBisaRuxKOoqAgbNmxAeXk5fvjhB+zYsYOcOk+MFAk0hHRpbW3FX/7yF4SGhsLPzw+nTp0i01ASJhAIUF1dLXpTrK2thb6+PkxNTWFubo4ZM2aMacB544034OTkhH//+99j9hzyoqenB5WVlSgrK0NFRQVaWlpgbGwsCqNGRkZSeVyGQCBAcHAwwsPDERQUhG+++UZiG/MRcosEGkI6ZWRkIDg4GNXV1fj++++xfft2pktSWHw+v1/Aqaurg76+PqZPnw5DQ0MYGRlBW1tbbFfWM2fOxBdffIHAwECxPJ68oCgKTU1NqK2tRV1dHaqrq9HS0oLp06eLAsz06dOlMsC86MyZM/j4449hbGyMkJAQODo6Ml0SIR9IoCGkF0VROHPmDD788EMYGRnh+PHjcHFxYboshdcXcPreWGtra9HV1QUDAwMYGhqOOuRoaGggNTUVM2fOHIPqZYNQKERTU5Po+1tXV4fGxkZoamrCyMgIhoaGmD59OoyMjGRmBDM5ORm7d+9GbW0tfvzxR2zbto1MLxHiRAINIf3a29tx4MABHDp0CHZ2dggNDYWNjQ3TZREv4HK5qKurE936Qo6+vj4MDAygra0tuk2ZMuWlb2QNDQ0wMTEBl8tViDc7iqLQ1taGlpYWtLS0oLm5GfX19WhsbMSUKVP6BUQDAwOZ3CQxPz8f27ZtQ15eHv74xz/i008/lfvDVQlGkEBDyI76+np88cUXCA0NhYuLC86dOwcDAwOmyyJegsvlor6+HvX19Xj27JnoTbu7uxtaWlr9Qk7f7cGDB9i+fTtqamqYLl9saJpGV1cXmpubRd+DZ8+eobm5GW1tbdDQ0IC2tjamTZsGbW1tGBgYyGx4eVF9fT2CgoKQnJyMbdu24csvvyS/r8RYIoGGkD0lJSX45JNPcOvWLbz11ls4deoU1NXVmS6LGCIej9cv4Lx4y83NxYMHD/C3v/0N6urq0NDQEP3Zd1NXV8eECRMYX3JM0zS4XC46OzvB4XDQ2dkpuvX9ve9PVVVV6OjoDAhwWlpajO//Im4cDgfBwcGIjIzEypUrceDAAbJikZAEEmgI2ZWZmYn9+/fjyZMnCAoKwn//+1+Z6ScgBvf//t//Q2JiIs6cOdMvJPz+Y6FQCDU1Naiqqor+7PtYRUWl339TVVWFsrIylJSU+t2A56HkxRtFUeDxeODxeOjt7RV9/Pu/9/b2ore3FyoqKv1C14vh68WP5S20DEYgEGDfvn0IDQ3F/Pnz8cMPP5CGX0KShhRoyDsEIZUcHR0RHx+P+Ph47Nu3D/r6+ti3bx8+//xzhei/kEcNDQ0wMjKCmZnZK+/H5/NFoeJlgYPH44HL5aK9vR0URYlCC/C8d+XFYNP3sbKysigEaWlpDRqY+j6eMGECCdB4/r38xz/+gUOHDmHGjBmIiIjAsmXLmC6LIAZFRmgIqUfTNG7cuIGPPvoInZ2d2LZtG77++muZOYyReG7NmjVgsVj4z3/+w3QpxGvweDz85S9/wdmzZ6GpqYmDBw9i7dq1jE8FEgprSD945FKXkHpKSkpYt24diouLceLECdy5cwd6enrYuXMnOBwO0+URQ9TQ0ABjY2OmyyBegcPhYMeOHdDT08Pdu3dx6tQpFBcXY926dSTMEFKPBBpCZigrK2Pt2rXIysrCtWvXUFxcDENDQ3LYoYxoaWl57XQTwYz6+nqsW7cOhoaGKCkpwbVr15CVlQUfHx8yxUvIDPKTSsgcJSUleHh4IDExEXFxceDz+TAzM4OnpydKSkqYLo94idbWVpibmzNdBvGCkpISeHp6wsLCAkKhEPHx8UhMTISHhwcZkSFkDgk0hExzcnLCzZs38eTJExgaGmL27NlYuHAh0tLSmC6NeAFFUejo6ICVlRXTpRAA0tLSsHDhQsyePRuGhobIyMhAREQE5s+fz3RpBDFiJNAQcmHmzJkIDQ1FYWEhnJ2dsXTpUlhbW+Pw4cOgKIrp8hReTU0NVFVVyZ5CDKIoCocPH4a1tTWWLl0KZ2dnFBYWkt25CblBVjkRcqm9vR1nzpzB999/Dw6HgzfeeAPff/89aUplSHx8PAICAlBXV8d0KQqnuroaH3/8MW7fvg11dXV8/PHH2L59OzmigJAlZJUTobimTJmCffv2oaKiAuHh4ejq6oK1tTUcHR1x7do1pstTOOXl5Zg2bRrTZSiU8PBwODo6wtraGl1dXQgPD0dFRQX27dtHwgwhl0igIeRaXwNxREQEiouL4ePjg+DgYBgaGmLfvn1k2beE1NbWkkAjARwOB/v27YOhoSF2794NHx8fFBcXIyIigjT6EnKPBBpCYUyfPh1fffUVGhsbcfjwYTx+/Bj6+vpYunQpYmJimC5PrrW3t5P+mTEUExODpUuXQl9fH6mpqfjf//6HhoYGfPXVV5g+fTrT5RGERJBAQygcFRUVbNiwAQ8fPkRaWhocHR3h7+8PfX19+Pn5ITc3l+kS5U5nZycmT57MdBlyJScnB35+ftDT04O/vz8cHR2RlpaGBw8ewM/PTyHOmCKIF5FAQyg0W1tbHD58GC0tLTh79izGjRsHJycnmJqa4r333iMb9olJZ2cnNDQ0mC5D5jU2NuK9996DiYkJnJ2dMW7cOJw7dw4tLS04fPgwbG1tmS6RIBhDAg1BABg/fjy8vb0RFhaG5uZmfP3118jLy4OJiQlmzpyJf/3rX+jp6WG6TJnF4XBIoBmhnp4e/POf/8TMmTNhYmKCvLw8fPPNN2hubkZYWBi8vb3JQZoEARJoCGKAyZMnIzAwEPHx8aisrMR7772HCxcuQFtbG87Ozvjpp5/A4/GYLlOmcDgcaGpqMl2GzODxePjpp5/g7OwMbW1tXLx4Ee+99x4qKysRHx+PwMBAMoVHEL9D9qEhiCHq24Ts/PnzqKurg7m5OVavXo0PP/wQBgYGTJcn1ZYsWYK1a9fi008/ZboUqVVfX48ffvgBN2/eRFlZGQwNDbFlyxZs3boV1tbWTJdHEEwi+9AQhDixWCx89dVXKCkpQV5eHvbs2YPExESYmprCzMwMW7ZsIUcuvASXy8XUqVOZLkPqpKWlITAwEGZmZjA1NUViYiL27NmDvLw8lJSU4KuvviJhhiCGiAQaghgBMzMz7Nu3DykpKWhsbMSBAwfQ29uLZcuWQU9PD56enrh8+TI5duH/dHd3k83c8Pz4gcuXL8PT0xN6enpYtmwZeDwevv32WzQ2NiIlJQX79u0jp5ITxAiQKSeCECM+n4/k5GRcvXoVv/76KzgcDmbMmIFFixYhODgYrq6uTJfICBMTExw7dgxvvvkm06VIXEJCAk6fPo2HDx+iqqoK6urq2LhxI3x9feHi4kKWVxPE6w1pyokEGoIYIzRNo6ioCHFxcbh16xbu3bsHmqZhbGwMFxcX7NixAy4uLkyXKRF6enqIiIjAwoULmS5lzCUnJ+P06dNITk5GdXU1lJSUsHz5crz55pvw8PCAtbU12bGXIIaHBBqCkCY0TaOgoABxcXGIjo7G/fv3AQAzZszAkiVL8Pbbb8vtG76GhgaePHkil/0gDx48QEhICFJSUlBZWQklJSUsW7YMq1atgru7O2xsbEiAIYjRIYGGIKQZTdPIz89HfHw8oqKicP/+fSgpKUFPTw+WlpZwc3PDhg0bYGNjw3Spo6ampobq6mro6uoyXcqoFBQU4MqVK0hISEBJSYlo48Vly5Zh5cqVcHd3h62tLQkwBCFeJNAQhCyhaRrFxcVIT0/Hw4cPkZycjJycHKioqMh8yFFVVUVTU5NMNQb3hZf4+HiUlZWhsbERfD4fs2fPhouLCxYtWoT58+fDysqKBBiCGFsk0BCErKMoCiUlJS8NOTNmzMDs2bOxcOFCuLu7w9jYmOmSB6WiooLW1lapPKCyuroa8fHxePToEXJyclBVVfXS8GJpaQllZbI4lCAkjAQagpBHL4ac7OxssNls5Ofno7KyEioqKtDS0oK2tjZmzJiBOXPmwMXFBW5uboyGifHjx6OzsxMTJ05k5Pk5HA4SEhKQnJyMrKwsVFVVobm5GW1tbeDz+TAxMYGtrS3s7e3h4OBAwgtBSBcSaAhCkVAUhZqaGhQWFqKwsBB5eXnIzs5GYWEhmpqaoK6ujilTpoj+NDQ0hKmpKaytrWFrawsHBwdMmzZtTGobN24cuFwuVFVVxf7Yz549Q3Z2NvLy8lBcXIyKigrU1dWhvb0dHA5H9Keuri5YLBYcHBxgZ2cHFosFFouF6dOnk+BCENKNBBqCIJ7j8XgoKSlBZWUlamtrUVdXh8rKSlRUVKC6uhr19fVobW3F+PHjMXnyZEyaNAnq6urQ0NDAxIkToaGhAU1NTUydOhVaWlqYNm0adHR0oKurCz09Pejp6cHAwOClgUVJSQkCgQDjxo0btLb6+no0NjaisbERTU1NaG5uxrNnz9Da2oq2tjZ0dHSgs7MTXC4XnZ2d4HA46O7uRldXFwQCAbS0tGBgYABjY2OYmprCxMQEhoaGMDIygomJCSwtLcckTBEEIREk0BAEMXQ0TaO1tVUUeGpra9HU1ITOzk60tbWJgkV7ezs6OjrA4XDQ2dmJ7u5udHd3g8fjYdy4cVBWVoaSkpKoUVZJSQlqamr9TiunaRo0TYOiKAiFQqiqqmLSpEmYNGkSNDQ0oK6uDk1NTUyZMkUUpKZOnQoNDQ3o6urCyMhIFFi0tLRIUy5ByDcSaAiCkByKotDT0wOKogbchEKhKOz8/jZhwgQy5UMQxKuQQEMQBEEQhMwjp20TBEEQBKEYSKAhCIIgCELmkUBDEARBEITMI4GGIAiCIAiZRwINQRAEQRAyjwQagiAIgiBkHgk0BEEQBEHIPBJoCIIgCIKQeSTQEARBEAQh80igIQiCIAhC5pFAQxAEQRCEzCOBhiAIgiAImUcCDUEQBEEQMo8EGoIgCIIgZB4JNARBEARByDwSaAiCIAiCkHkk0BAEQRAEIfNIoCEIgiAIQuaRQEMQBEEQhMwjgYYgCIIgCJlHAg1BEARBEDKPBBqCIAiCIGTe+GHeX2lMqiAIgiAIghgFMkJDEARBEITMI4GGIAiCIAiZRwINQRAEQRAyjwQagiAIgiBkHgk0BEEQBEHIPBJoCIL4/9qtAxIAAAAAQf9ftyPQFQLsCQ0AsCc0AMCe0AAAe0IDAOwF2F/OUoYm8HkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -787,22 +955,128 @@ } ], "source": [ - "cascade = amplifier2 ** tem.resistor(22) ** amplifier2\n", - "cascade.plot_s_smith()" + "n = net.Network(name=\"g_ms\", s=gamma_s_all)\n", + "n.plot_s_smith()\n", + "n = net.Network(name=\"g_ml\", s=gamma_l_all)\n", + "n.plot_s_smith()" ] }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 657, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38.097525387352874j,\n", + " (4.076253082945853e-08-20.189732744506188j),\n", + " 99.21783091776004j,\n", + " (1.1049694491819473e-07-33.24108074629866j))" + ] + }, + "execution_count": 657, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_s_1, x_s_2 = calc_matching_network_vals(np.conj(z_s), 50)\n", + "x_l_1, x_l_2 = calc_matching_network_vals(np.conj(z_l), 50)\n", + "\n", + "x_s_1, x_s_2, x_l_1, x_l_2" + ] + }, + { + "cell_type": "code", + "execution_count": 658, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8.615261564720971e-12,\n", + " 6.626677032749928e-09,\n", + " 5.232676694337038e-12,\n", + " 1.7257932495538133e-08)" + ] + }, + "execution_count": 658, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c_s_ser = -np.real(1/(2j*np.pi*915e+6*x_s_1))\n", + "l_s_shunt = -np.real(x_s_1/(2j*np.pi*915e+6))\n", + "\n", + "l_l_ser = np.real(x_l_1/(2j*np.pi*915e+6))\n", + "c_l_shunt = np.real(1/(2j*np.pi*915e+6*x_l_2))\n", + "\n", + "#c_s_shunt, c_s_ser, c_l_shunt, l_l_ser\n", + "l_s_shunt, c_s_ser, c_l_shunt, l_l_ser" + ] + }, + { + "cell_type": "code", + "execution_count": 661, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "input_network3 = tem.capacitor(c_s_ser) ** tem.shunt_inductor(l_s_shunt)\n", + "output_network3 = tem.inductor(l_l_ser) ** tem.shunt_capacitor(c_l_shunt)\n", + "\n", + "amplifier3 = input_network3 ** bjt_comp2 ** output_network3\n", + "#amplifier2 = input_network2 ** bjt #** output_network2\n", + "\n", + "amplifier3.plot_s_smith()" + ] + }, + { + "cell_type": "code", + "execution_count": 666, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { @@ -812,39 +1086,39 @@ } ], "source": [ - "cascade.s21.plot_s_db()" + "amplifier3.s11.plot_s_db()" ] }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 670, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.7351173919471382" + "1.5141200624242201" ] }, - "execution_count": 212, + "execution_count": 670, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "10*np.log10(cascade.nf(50.)[idx_900mhz])" + "10*np.log10(amplifier3.nf(50.)[idx_900mhz])" ] }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 671, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -854,29 +1128,7 @@ } ], "source": [ - "cascade.s22.plot_s_db()" - ] - }, - { - "cell_type": "code", - "execution_count": 214, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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