{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Wang and Buzsaki Model\n", "\n", "\n", "## Voltage equation\n", "\\begin{equation}\n", "\\frac{dv}{dt}=I + g_l(E_l-v)+g_k n^4 (E_k-v)+g_{Na} m_{\\infty}^3(v) h (E_{Na}-v)\n", "\\end{equation}\n", "\n", "## Gate Variables\n", "\\begin{equation}\n", "\\frac{dn}{dt}=\\phi*(\\alpha_n(v) (1-n) - \\beta_n(v) n) = \\frac{\\phi}{\\tau_n}n_{\\infty}-n\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "\\frac{dh}{dt}=\\phi*(\\alpha_h(v) (1-h) - \\beta_h(v) h) = \\frac{\\phi}{\\tau_h}h_{\\infty}-h\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1584x864 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from mrth import *\n", "\n", "v = linspace(-100.,80.,180)\n", "phi = 5\n", "\n", "am = lambda v:0.1*(v+35.)/(1.0-exp(-(v+35.)/10.)) \n", "bm = lambda v:4.0*exp(-(v+60.)/18.) \n", "ah = lambda v:0.07*exp(-(v+58.)/20.) \n", "bh = lambda v:1.0/(1.0+exp(-(v+28.)/10.)) \n", "an = lambda v:0.01*(v+34.)/(1.0-exp(-(v+34.)/10.)) \n", "bn = lambda v:0.125*exp(-(v+44.)/80.) \n", "\n", "minf = lambda v:am(v)/(am(v)+bm(v)) \n", "ninf = lambda v:an(v)/(an(v)+bn(v)) \n", "hinf = lambda v:ah(v)/(ah(v)+bh(v)) \n", "ntau = lambda v:1. /(an(v)+bn(v))/phi \n", "htau = lambda v:1. /(ah(v)+bh(v))/phi \n", "\n", "figure(0,figsize=(22,12))\n", "ax1=subplot(111)\n", "lns1 = ax1.plot(v,vectorize(minf)(v),\"r-\",label=r\"$m_{\\infty}$\",lw=4)\n", "lns2 = ax1.plot(v,vectorize(ninf)(v),\"b-\",label=r\"$n_{\\infty}$\",lw=4)\n", "lns3 = ax1.plot(v,vectorize(hinf)(v),\"g-\",label=r\"$h_{\\infty}$\",lw=4)\n", "ax2 = ax1.twinx()\n", "lns4 = ax2.plot(v,vectorize(ntau)(v),\"y-\", label=r\"$\\tau_{n}$\",lw=4)\n", "lns5 = ax2.plot(v,vectorize(htau)(v),\"k-\", label=r\"$\\tau_{h}$\",lw=4)\n", "lns = lns1+lns2+lns3+lns4+lns5\n", "labs = [l.get_label() for l in lns]\n", "ax1.legend(lns, labs, loc=1, fontsize=30)\n", "ax1.set_ylim(0,1.1)\n", "ax1.set_ylabel(r\"Steady States: $m_{\\infty}$,$h_{\\infty}$,$n_{\\infty}$\", fontsize=30 )\n", "ax2.set_ylabel(r\"Time Constants: $\\tau_{h}$, $\\tau_{n}$ (ms)\", fontsize=30 )\n", "ax1.set_xlabel(\"Voltage (mV)\", fontsize=30 )\n", "show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part I: Complexity reduction\n", "\n", "---\n", "\n", "## Piecewise linearization" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "Two useful functions for curve fitting.\n", "\"\"\"\n", "linreg = lambda x,y: polyfit(x,y,1)\n", "def pwlfit3(x,y):\n", " #First we want first order approximation, i.e. the liear regretion\n", " b,y0 = linreg(x,y)\n", " # Another approach is a line form the begining to the end of the interval\n", " #b=(y[-1]-y[0])/(x[-1]-x[0])\n", " #y0 = y[0]-b*x[0]\n", " #We looking for maximums of mean squared deviation betwwen original corve and first order approximation\n", " drv = (diff(sign(diff((y0+b*x - y)**2,n=2))) < 0).nonzero()[0]+1\n", " #For each interval betwwen maximums we want to find linear approximation again\n", " pwl = []\n", " li = 0\n", " for ri in drv:\n", " b,k = linreg(x[li:ri],y[li:ri])\n", " pwl.append( [b,k,x[li] ] )\n", " li = ri + 1\n", " b,k = linreg(x[li:],y[li:])\n", " pwl.append( [b,k,x[li] ] )\n", " #These linear regrations does not intersect in x[ri].\n", " #We have to recalcuate intersections\n", " for i in range(len(pwl)-1):\n", " pwl[i+1][2] = -(pwl[i+1][1]-pwl[i][1])/(pwl[i+1][0]-pwl[i][0])\n", " return pwl\n", "\n", "def pwlfun(pwl, txt=False):\n", " #To minimize conditions, let's remove b and k for all 'right' slopes\n", " for i,(b,k,x0) in enumerate(pwl):\n", " for j in range(i+1,len(pwl)):\n", " pwl[j][0] -= b\n", " pwl[j][1] -= k\n", " #Now we canbuild a function:\n", " #fn = \"fn = lambda x: ({}+{}*x)*float(x <= {})\".format(pwl[0][1],pwl[0][0],pwl[1][2])\n", " #fn = \"fn = lambda x: ({}+{}*x)\".format(pwl[0][1],pwl[0][0])\n", " fn = \"lambda x: ({}+{}*x)\".format(pwl[0][1],pwl[0][0])\n", " for pro,pst in zip(pwl[1:-1],pwl[2:]):\n", " b,k,x0 = pro\n", " #_,_,x1 = pst\n", " #fn += \"+({}+{}*x)*float(x <= {})*float(x>{})\".format(k,b,x1,x0)\n", " #fn += \"+({}+{}*x)*float(x>{})\".format(k,b,x0)\n", " fn += \"+({}+{}*x)*(x>{})\".format(k,b,x0)\n", " #fn += \"+({}+{}*x)*float(x>{})\".format(pwl[-1][1],pwl[-1][0],pwl[-1][2])\n", " fn += \"+({}+{}*x)*(x>{})\".format(pwl[-1][1],pwl[-1][0],pwl[-1][2])\n", " if txt: print( \"PWL function :\\n \",fn )\n", " #exec( fn )\n", " #return fn\n", " return eval(fn)\n", "\n", "def polfun(pol, txt=False):\n", " \"\"\"\n", " custom polinomial function to be sure that both methods has the same realization\n", " \"\"\"\n", " #fn = \"fn = lambda x: \"\n", " fn = \"lambda x: \"\n", "#### This gives the same speed as numpy version\n", "#### So PWL is faster that 5th order\n", "# for i,c in enumerate(pol[::-1]):\n", "# fn += \"{}\".format(c) if i == 0 else \"+{}*x\".format(c) if i==1 else \"+{}*x**{}\".format(c,i)\n", "\n", "#### This is much faster implimentation\n", "#### So PWL is slower than 5th order\n", " for i,c in enumerate(pol[::-1]):\n", " fn += \"{}+x*(\".format(c) if i != len(pol)-1 else \"{}\".format(c)\n", " for c in range(len(pol)-1):\n", " fn += \")\"\n", " if txt: print( \"POL function :\\n \",fn )\n", " #exec (fn)\n", " #return fn\n", " return eval(fn)\n", "\n", "##Here check that numpy and custom functions yield the same results and numpy\n", "#coef = np.polyfit(v,vectorize(minf)(v),pol_N)\n", "#print coef\n", "#fn = polfun(coef)\n", "#plot(v, fn(v),\"k-\")\n", "#plot(v,vectorize(pol_minf)(v),\"r--\",lw=3)\n", "#show()\n", "\n", "def euler(fn,y0,epoints,args=None):\n", " \"\"\"\n", " simple euler method\n", " \"\"\"\n", " y0 = array(y0)\n", " sol = [y0]\n", " for t0,t1 in zip(epoints[:-1],epoints[1:]):\n", " dt = t1-t0\n", " dy = array( fn(y0.tolist(),t0) if args is None else fn(y0,t0,*args) )\n", " y0 = y0 + dy*dt\n", " sol.append(y0)\n", " return array(sol)\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit $m_{\\infty}(v)$, $h_{\\infty}(v)$, $n_{\\infty}(v)$, $\\tau_h(v)$, and $\\tau_n(v)$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Minf PWL function :\n", " lambda x: (0.03130775058256407+0.00032794170234354405*x)+(0.9842163211176729+0.015406668782715469*x)*(x>-63.88248718774637)+(-0.0960057625861479+-0.014137559007364468*x)*(x>-6.790830194670598)\n", "\n", "Hinf PWL function :\n", " lambda x: (0.9617652153589281+-0.0003716762849926477*x)+(-1.3260628344211058+-0.016255777747902645*x)*(x>-81.57486248802813)+(0.39706401188385465+0.015850902635657273*x)*(x>-25.0499306576171)\n", "\n", "Ninf PWL function :\n", " lambda x: (0.09648374083111982+0.0009522189020595808*x)+(0.7430146812436749+0.01046053058520931*x)*(x>-71.03030531685094)+(-0.034312191505870615+-0.008532156604714406*x)*(x>-4.0215145004384425)\n", "\n", "Htau PWL function :\n", " lambda x: (3.8998698682317046+0.03655767153938257*x)+(-4.738575320359597+-0.07845808930076661*x)*(x>-60.39626203735879)+(1.090615245017874+0.040795134400668065*x)*(x>-26.733953963882847)\n", "\n", "Ntau PWL function :\n", " lambda x: (1.7804683137736268+0.00985969575027651*x)+(-1.2984598906696285+-0.022548487217297717*x)*(x>-57.58523302057867)+(-0.049917117102098674+0.00889622764886577*x)*(x>5.611043137870116)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1584x864 with 7 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# m_inf\n", "pwl_minf = pwlfit3(v,vectorize(minf)(v))\n", "print( \"\\nMinf \", end=\"\")\n", "pwl_minf = pwlfun(pwl_minf,txt=True)\n", "\n", "#h_inf\n", "pwl_hinf = pwlfit3(v,vectorize(hinf)(v))\n", "print( \"\\nHinf \", end=\"\")\n", "pwl_hinf = pwlfun(pwl_hinf,txt=True)\n", "\n", "# n_inf\n", "pwl_ninf = pwlfit3(v,vectorize(ninf)(v))\n", "print( \"\\nNinf \", end=\"\")\n", "pwl_ninf = pwlfun(pwl_ninf,txt=True)\n", "# tau_h\n", "pwl_htau = pwlfit3(v,vectorize(htau)(v))\n", "print( \"\\nHtau \", end=\"\")\n", "pwl_htau = pwlfun(pwl_htau,txt=True)\n", "# tau_n\n", "pwl_ntau = pwlfit3(v,vectorize(ntau)(v))\n", "print( \"\\nNtau \", end=\"\")\n", "pwl_ntau = pwlfun(pwl_ntau,txt=True)\n", "\n", "\n", "# =============== PLOT IT ! ==================\n", "f1=figure(1,figsize=(22,12))\n", "suptitle(r\"Original functions vs. Peacewize Linear fit\",fontsize=30)\n", "subplot(321)\n", "plot(v,vectorize(pwl_minf)(v),\"k-\",lw=3,label=\"Peacewize Linear fit\")\n", "plot(v,vectorize(minf)(v),\"r-\",lw=1,label=\"Original\")\n", "ylabel(r\"$m_{\\infty}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "legend(loc=0, fontsize=15)\n", "subplot(322)\n", "plot(v,vectorize(pwl_hinf)(v),\"k-\",lw=3)\n", "plot(v,vectorize(hinf)(v),\"r-\",lw=1)\n", "ylabel(r\"$h_{\\infty}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "subplot(323)\n", "plot(v,vectorize(pwl_ninf)(v),\"k-\",lw=3)\n", "plot(v,vectorize(ninf)(v),\"r-\",lw=1)\n", "ylabel(r\"$n_{\\infty}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "subplot(324)\n", "plot(v,vectorize(pwl_htau)(v),\"k-\",lw=3)\n", "plot(v,vectorize(htau)(v),\"r-\",lw=1)\n", "ylabel(r\"$\\tau_{h}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "subplot(325)\n", "plot(v,vectorize(pwl_ntau)(v),\"k-\",lw=3)\n", "plot(v,vectorize(ntau)(v),\"r-\",lw=1)\n", "ylabel(r\"$\\tau_{n}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "\n", "ax1=subplot(326)\n", "lns1 = ax1.plot(v,vectorize(pwl_minf)(v),\"r-\",label=r\"PWL:$m_{\\infty}$\",lw=4)\n", "lns2 = ax1.plot(v,vectorize(pwl_ninf)(v),\"b-\",label=r\"PWL:$n_{\\infty}$\",lw=4)\n", "lns3 = ax1.plot(v,vectorize(pwl_hinf)(v),\"g-\",label=r\"PWL:$h_{\\infty}$\",lw=4)\n", "ax2 = ax1.twinx()\n", "lns4 = ax2.plot(v,vectorize(pwl_ntau)(v),\"y-\", label=r\"PWL:$\\tau_{n}$\",lw=4)\n", "lns5 = ax2.plot(v,vectorize(pwl_htau)(v),\"k-\", label=r\"PWL:$\\tau_{h}$\",lw=4)\n", "lns = lns1+lns2+lns3+lns4+lns5\n", "labs = [l.get_label() for l in lns]\n", "ax1.legend(lns, labs, loc=1, fontsize=15)\n", "ax1.set_ylim(0,1.1)\n", "ax1.set_ylabel(r\"Steady States: $m_{\\infty}$,$h_{\\infty}$,$n_{\\infty}$\", fontsize=15 )\n", "ax2.set_ylabel(r\"Time Constants: $\\tau_{h}$, $\\tau_{n}$ (ms)\", fontsize=15 )\n", "ax1.set_xlabel(\"Voltage (mV)\", fontsize=15 )\n", "#f1.savefig(\"WB-PL.svg\")\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Polynomial Fit of $N^{th}$ order" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "MinfPOL function :\n", " lambda x: 0.9538819789279149+x*(0.007644362915280276+x*(-0.00017688704951621557+x*(-1.9510874110134658e-07+x*(1.663851989829773e-08+x*(1.671055702310625e-11)))))\n", "\n", "HinfPOL function :\n", " lambda x: -0.031090447817729232+x*(0.0019265041362290661+x*(8.722279603254817e-05+x*(-2.946886003553351e-06+x*(6.872964597465991e-11+x*(2.7067846046614394e-10)))))\n", "\n", "NinfPOL function :\n", " lambda x: 0.8244944478680174+x*(0.0071982650648073805+x*(-0.0001107302403251294+x*(-1.5311947856190683e-07+x*(9.398640449080108e-09+x*(3.033694426726568e-12)))))\n", "\n", "NtauPOL function :\n", " lambda x: 0.4924037413884465+x*(-0.012052097973031212+x*(0.00010471373932039199+x*(1.6932665618325388e-06+x*(-1.4444933773685304e-08+x*(-1.1246206399456204e-10)))))\n", "\n", "HtauPOL function :\n", " lambda x: 0.16235026078929446+x*(-0.007686694069833764+x*(0.00029871171894912344+x*(-8.228229274590399e-07+x*(-3.456921372430771e-08+x*(1.430040407066584e-10)))))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1584x864 with 7 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pol_N = 5\n", "print( \"\\nMinf\", end=\"\")\n", "pol_minf = polfun(np.polyfit(v,vectorize(minf)(v),pol_N),txt=True)\n", "print( \"\\nHinf\", end=\"\")\n", "pol_hinf = polfun(np.polyfit(v,vectorize(hinf)(v),pol_N),txt=True)\n", "print( \"\\nNinf\", end=\"\")\n", "pol_ninf = polfun(np.polyfit(v,vectorize(ninf)(v),pol_N),txt=True)\n", "print( \"\\nNtau\", end=\"\")\n", "pol_ntau = polfun(np.polyfit(v,vectorize(ntau)(v),pol_N),txt=True)\n", "print( \"\\nHtau\", end=\"\")\n", "pol_htau = polfun(np.polyfit(v,vectorize(htau)(v),pol_N),txt=True)\n", "\n", "# =============== PLOT IT ! ==================\n", "f2 = figure(2,figsize=(22,12))\n", "suptitle(r\"Original functions vs. Polinomial fit of power %d\"%pol_N,fontsize=30)\n", "subplot(321)\n", "plot(v,vectorize(pol_minf)(v),\"k-\",lw=3,label=\"Polinomial fit\")\n", "plot(v,vectorize(minf)(v),\"r-\",lw=1,label=\"Original\")\n", "ylabel(r\"$m_{\\infty}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "legend(loc=0, fontsize=15)\n", "subplot(322)\n", "plot(v,vectorize(pol_hinf)(v),\"k-\",lw=3)\n", "plot(v,vectorize(hinf)(v),\"r-\",lw=1)\n", "ylabel(r\"$h_{\\infty}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "subplot(323)\n", "plot(v,vectorize(pol_ninf)(v),\"k-\",lw=3)\n", "plot(v,vectorize(ninf)(v),\"r-\",lw=1)\n", "ylabel(r\"$n_{\\infty}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "subplot(324)\n", "plot(v,vectorize(pol_htau)(v),\"k-\",lw=3)\n", "plot(v,vectorize(htau)(v),\"r-\",lw=1)\n", "ylabel(r\"$\\tau_{h}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "subplot(325)\n", "plot(v,vectorize(pol_ntau)(v),\"k-\",lw=3)\n", "plot(v,vectorize(ntau)(v),\"r-\",lw=1)\n", "ylabel(r\"$\\tau_{n}$\",fontsize=15)\n", "xlabel(r\"Voltage, v (mV)\",fontsize=15)\n", "ax1=subplot(326)\n", "lns1 = ax1.plot(v,vectorize(pol_minf)(v),\"r-\",label=r\"POL%d:$m_{\\infty}$\"%pol_N,lw=4)\n", "lns2 = ax1.plot(v,vectorize(pol_ninf)(v),\"b-\",label=r\"POL%d:$n_{\\infty}$\"%pol_N,lw=4)\n", "lns3 = ax1.plot(v,vectorize(pol_hinf)(v),\"g-\",label=r\"POL%d:$h_{\\infty}$\"%pol_N,lw=4)\n", "ax2 = ax1.twinx()\n", "lns4 = ax2.plot(v,vectorize(pol_ntau)(v),\"y-\", label=r\"POL%d:$\\tau_{n}$\"%pol_N,lw=4)\n", "lns5 = ax2.plot(v,vectorize(pol_htau)(v),\"k-\", label=r\"POL%d:$\\tau_{h}$\"%pol_N,lw=4)\n", "lns = lns1+lns2+lns3+lns4+lns5\n", "labs = [l.get_label() for l in lns]\n", "ax1.legend(lns, labs, loc=1, fontsize=15)\n", "ax1.set_ylim(0,1.1)\n", "ax1.set_ylabel(r\"Steady States: $m_{\\infty}$,$h_{\\infty}$,$n_{\\infty}$\", fontsize=15 )\n", "ax2.set_ylabel(r\"Time Constants: $\\tau_{h}$, $\\tau_{n}$ (ms)\", fontsize=15 )\n", "ax1.set_xlabel(\"Voltage (mV)\", fontsize=15 )\n", "#f2.savefig(\"WB-P.svg\")\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solving with _Euler Method_" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x1080 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import integrate\n", "#DB>\n", "#print help(integrate)\n", "#<DB\n", "I=2.\n", "El=-65.0\n", "Ek=-90.0\n", "ENa=55.0\n", "gl=0.1\n", "gk=9.\n", "gNa=35\n", "# 0 1 2 3 4 5\n", "#Y=[v0,n0,h0,v1,n1,h1]\n", "def rhs(Y,t):\n", " return[\n", " I*float(t>50.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*minf(Y[0])**3*Y[2]*(ENa-Y[0]),\n", " (ninf(Y[0])-Y[1])/ntau(Y[0]),\n", " (hinf(Y[0])-Y[2])/htau(Y[0])\n", " ]\n", "\n", "def pwl_rhs(Y,t):\n", " return[\n", " I*float(t>50.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*pwl_minf(Y[0])**3*Y[2]*(ENa-Y[0]),\n", " (pwl_ninf(Y[0])-Y[1])/pwl_ntau(Y[0]),\n", " (pwl_hinf(Y[0])-Y[2])/pwl_htau(Y[0])\n", " ]\n", "\n", "def pol_rhs(Y,t):\n", " return[\n", " I*float(t>50.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*pol_minf(Y[0])**3*Y[2]*(ENa-Y[0]),\n", " (pol_ninf(Y[0])-Y[1])/pol_ntau(Y[0]),\n", " (pol_hinf(Y[0])-Y[2])/pol_htau(Y[0])\n", " ]\n", "at=np.arange(0, 150.0, 0.01)\n", "asol = euler(rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "pwl_asol = euler(pwl_rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "pol_asol = euler(pol_rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "\n", "f3=figure(3,figsize=(20,15))\n", "v = linspace(-100.,50.,180)\n", "subplot2grid((5,5),(0,0))\n", "plot(v,vectorize(minf)(v), \"k-\")\n", "plot(v,vectorize(pol_minf)(v),\"-\")\n", "plot(v,vectorize(pwl_minf)(v),\"-\")\n", "subplot2grid((5,5),(0,1))\n", "plot(v,vectorize(hinf)(v), \"k-\")\n", "plot(v,vectorize(pol_hinf)(v),\"-\")\n", "plot(v,vectorize(pwl_hinf)(v),\"-\")\n", "subplot2grid((5,5),(0,2))\n", "plot(v,vectorize(ninf)(v), \"k-\")\n", "plot(v,vectorize(pol_ninf)(v),\"-\")\n", "plot(v,vectorize(pwl_ninf)(v),\"-\")\n", "subplot2grid((5,5),(0,3))\n", "plot(v,vectorize(htau)(v), \"k-\")\n", "plot(v,vectorize(pol_htau)(v),\"-\")\n", "plot(v,vectorize(pwl_htau)(v),\"-\")\n", "subplot2grid((5,5),(0,4))\n", "plot(v,vectorize(ntau)(v), \"k-\")\n", "plot(v,vectorize(pol_ntau)(v),\"-\")\n", "plot(v,vectorize(pwl_ntau)(v),\"-\")\n", "\n", "subplot2grid((5,5),(1,0),colspan=5,rowspan=4)\n", "plot(at, asol[:,0], \"k-\",label=\"Original model\")\n", "plot(at, pol_asol[:,0], \"-\",label=\"Polinomial power %d model\"%pol_N)\n", "plot(at, pwl_asol[:,0], \"-\",label=\"Piecewise linear model\")\n", "\n", "legend(loc=0)\n", "xlim(0,150)\n", "\n", "savefig(\"euler-2.1-orig-vs-l-vs-p.svg\")\n", "show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part II dimantion-reduction\n", "\n", "\n", "## Standard $h$-to-$n$ linearization\n", "\n", "Let $\\kappa$ is a slope and $h_0$ is an offset of $h$ vs. $n$ - linean regretion. The system became 2D\n", "\\begin{equation}\n", "\\frac{dv}{dt}=I + g_l(E_l-v)+g_k n^4 (E_k-v)+g_{Na} m_{\\infty}^3(v) (\\kappa n+h_0) (E_{Na}-v)\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "\\frac{dn}{dt}=\\phi*(\\alpha_n(v) (1-n) - \\beta_n(v) n) = \\frac{\\phi}{\\tau_n}n_{\\infty}-n\n", "\\end{equation}\n", "\n", "Let's find voltage nulcline by solving \n", "$$\n", "I + g_l(E_l-v)+g_k n^4 (E_k-v)+g_{Na} m_{\\infty}^3(v) (\\kappa n+h_0) (E_{Na}-v) = 0\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### h-n slope and offset" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1.3041949506943022 0.852845485241623\n" ] }, { "data": { "image/png": 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rr/Lpp59Sq1YtPtu6Fd57D1avhuLFoVs3aNECvHi4SikVejTcc4BzGLdp04aTJ0/65D2dlxyOj49n8ODBfPvttxQpUoTWrVvzz3/+k/O33ALJyTBlCmzeDHXqwGOPge7jqlSeouGeQ5zH25234Lsac+fOdVtDvnbt2syZM4dHHnmE//u//6Nhw4Zs37ULHnkEduyAfv1g0iSIjYW33oIM1qBXSoUWDfccEh0dTYsWLRztVq1a+eR9RQRjDFWqVHEcq127Nm+88QYLFy5k79691KlTh8mTJ2OKFoXJk21PvkoVeOghaNAA1q3zSS1KqeCl4Z6DvvjiC5fvd+7c6bP33rZtm1sv/q677uLjjz+mSZMmDBgwgLZt23Lw4EE7NPPVV3ZjkAMH4NZboU8f+P13n9WjlAouGu45zHn8PTY21mXZ36uV1ot3XuMmISGBpKQkJk2axJdffknNmjWZP3++XV3y/vvtrJonnoBZs+xQzSuvwIULPqtJKRUcNNz94Ndff3V8f6XLEnjjyJEjbhuGDBgwgI8++ohKlSrRtWtXevTowYkTJ6BgQXjxRTuLJiHBLl9QuzY4/StDKZX7abj7QdmyZSlYsKCj7bxUga+Eh4djjEHSNvwA7rjjDtavX8/IkSOZO3cuNWvWvDxUVKUKfPIJLFoEZ87Y5QzuuQd++cXntSml/E/D3U+cp0NOmjSJffv2ZXJ29l26dIkL6YZZRo4cyfTp04mOjqZVq1YMHjyYM2fO2KGaTp3gxx/h+edt2MfFwXPP2cBXSuVaGu5+5Dz+fuONN2a592p2RUREYIzBeUOUXr16sWPHDgYOHMiECROoV68e3333nX0xf354+mm7ZnyHDvDvf9ulDBYt0qdclcqlNNz97Mcff3R8HxkZmaOfdfjwYbcZNRMnTmTo0KGcOHGCBg0aMHr06Ms9/RtvhPnz7fh7dDTceSe0bWtvwiqlchUNdz+Li4tz6VHfdtttOfp5aTNqGjdu7Dg2btw4fvvtNxITE3nmmWdo2LAhP/zww+WLWrSAjRvtTJo1a6BmTTvD5tSpHK1VKeU7Gu4BcPjwYcf3q1evZuvWrTn+mV999ZXbGjXz5s2jYcOG/PLLL9SrV4+xY8deHiqKjITBg+1Trj16wMsv25uwM2fqUI1SuYCGe4A4B22NGjWyvTxwdj73iSeecLTXrFnD0aNHad++PSNGjCAhIcFl6IiSJWH6dFi7FsqUgZ494bbbbM9eKRW0NNwD6OzZs47vY2Ji3HrWOeXFF190+6yFCxcCsGfPHurWrcvLL7/MxYsXL5/QoIEN+Lfesr35evXg0UfhWJ7YKlepXEfDPYDy5cvHmDFjHG3nfVj9wRjDrFmzXI4dO3aMVq1a8cQTT9C4cWO2O99MDQuDvn1tuA8aBNOm2adcp0wB578IlFIBp+EeYCNGjHBpO4e9P9x3331uvfilqXuybt++ndq1azNu3DjXXnzhwjBhgh2aqVUL+veH+Hi7lrxSKihouAcB53B9+umnXZYr8GcN29NNeTx+/DhxcXEMGzaMJk2asGPHDteLataE5cvtrk9Hj9qx+B494OBBP1aulPJEwz1IOAd8uXLlOH36tN9r8LR368bUG6c//vgjN998M+PHj3ftxYvY7f22bbP7t77/vp1V89JLcP68P8tXSjnRcA8ip5zmkRcoUMBvN1jTM8a4rV554sQJzp49y9ChQ0lISHCdFw9QoACMHm2XMmjeHJ580vbsly3zY+VKqTQa7kEkJiaGqVOnOtr+vsHqLCoqCmMMHTp0cHtt586d1K1bl5EjR7ovYVypEixebNepMcY+4dq5M+zZ46fKlVIAEqjeYXx8vElOTg7IZwc755UdK1SowJ4gCEbnmpxVr16dt99+mwYNGri/eO4cvPqqXZQsJQX++U/417/s0gZKqWwRkQ3GmPisztOeexBy/gv3559/dsxBDyRjDElJSW7Hd+7cScOGDRkyZIj7g1j58tnhme3b4e677bBN1ap2XF6fclUqR2m4BynngL/77rvtdnkB1rp1a7f7AOfPn8cYwyuvvELNmjX5/PPP3S8sXRpmz4ZVq6BIEXsDtlUr8MOyC0rlVRruQcw5SEuXLu23JQqyYoxxufmb5ueff+b222+nb9++HD9+3P3CJk1gwwaYONHOkb/5Zrt+zYkTfqhaqbxFwz3IOYdoTEyM6zTEAEpbLqF169Zur02fPp1q1aqxYMEC9wsjImDAAPuUa9++8Nprdurk9OmQbnlipVT2abgHuZiYmMtb42E34ggmSUlJHqdsHjp0iMTERBITEzlw4ID7hcWLw5tvwvr1doZN377QsCF8+60fqlYq9Gm45wItWrSge/fujnZGM1cCyRjjeODJ2YIFC4iLi2PixIme/9VRr55dtuDdd+3+rQ0a2KB3WhZZKXXlvAp3EWkjIttFZJeIDM/kvEQRMSKS5TQddWVmz57t0g7GgK9du7bHXvypU6cYNGgQDRs2ZNOmTe4XhoXBAw/YoZqhQ+G//7ULkr32mp1CqZS6YlmGu4iEA5OAtkA1oLuIVPNwXkHgcWCdr4tUVvrgvPPOOwNUSeaMMR5Dfv369cTHxzNs2DDPN4evvRb+7/9g82aoXx8efxzq1IGVK3O+aKVCjDc99/rALmPMHmPMeWAu0NnDec8DLwJnPbymfMQ5NBctWsTkyZMDWE3mjDEsWrTI5djFixcZN24c1apVc6w+6SYuDpKSYMEC+Osvu5xB166wb58fqlYqNHgT7qUB5/+q9qcecxCRukBZY0wG/7UqX3IO+AEDBrBmzZoAVpO5Tp06eezF//rrr3To0IF7773X8xx+EbjrLrtWzciRdkmDqlVhzBg4q/0HpbJy1TdURSQMGA8M9eLcfiKSLCLJR44cudqPztOcAzMhIcHzjJQgYozxeEP1gw8+IC4ujsmTJ3u+4XrNNfDvf8NPP0GbNvD001C9OixZok+5KpUJb8L9AFDWqV0m9ViagkANYKWI7AVuBRZ7uqlqjJlqjIk3xsSXKFEi+1UrwDXgy5Qpw59//hnAarIWFhaGMYYZM2a4HD958iQDBgygUaNGfP/9954vLl8ePvwQPv0UoqKgUydo397ehFVKufEm3NcDlUWkgohEAd2AxWkvGmP+NMYUN8aUN8aUB9YCnYwxuiqYHzivyli4cOGArAN/pXr16uVxqGbdunXUrl2boUOHenwCFoDbb7c3XMeNs1Moa9SA4cPt2LxSyiHLcDfGpAADgSTgJ2C+MWariDwnIp1yukCVuaioKJchmQIFCrgvwxukjDFc8vBU6vjx46latSpz5871vKZ9ZCQMGWJ77ffdBy++aJ9ynT1bh2qUSuXVmLsx5hNjTKwxppIxZkzqsWeNMYs9nNtMe+3+dcMNN7B+/XpHO3/+/Fy4cCGAFXlPRDDGuM2cOXjwIN27d+f2229n27Ztni++/nqYMQO++QZKlYL774emTSGjoR2l8hB9QjVExMfHs2TJEkc7KiqKlFz0AFC7du089tK/+OIL4uLi+Ne//pXxwmkNG8K6dTB1qp1dU7euXb/mjz9yuGqlgpeGewjp0KED06dPd7QjIyM9DnsEs4wegHrhhReIi4tjwYIFnodqwsPhoYdg507o3x/eeMM+5Tp1KgTJYmtK+ZOGe4jp06cPY8eOdbTDw8MDthfr1TDGuA3H7Nu3j8TERNq1a8fOnTs9X1ikCLz+ul1SuHp1ePhh+7RrED8LoFRO0HAPQcOHD+exxx5ztMPCwnJdDx6gSpUqGGNo1KiRy/Fly5YRGxvLs88+y5kzZzxfXKuWXbZgzhz4/XdISIBeveDQoZwvXKkgoOEeoiZMmEC3bt0c7fDw8FwZ8ACrV6/2+K+P559/nipVqrjca3AhAt26wbZtdu/WuXPtUM24cXD+fA5XrVRgabiHsDlz5rgFfLBs9pEdxhjOpwvlffv20alTJ9q1a8f27ds9XxgTA//5D/zwA9x2GwwbZneB+uwzP1StVGBouIe4OXPmMHDgQEc7IiIiV82iSS8yMhJjDB999JHL8f/9739UrVqVYcOGcfLkSc8XV64MS5fapQsuXIDWre3G3Xv35nzhSvmZhnse8Prrr/Pss8862pGRkW494Nymc+fOGGMoXry4y/Fx48ZRqFAhpk+fnvEwVIcOthc/ZoxdfTIuzi5OltH4vVK5kIZ7HjFq1CiX5YHz5csX9GvReOPIkSMex+P79u1LnTp1Ml4xM39+GDHCjsd37gyjRtmQX7BAn3JVIUHDPQ959NFH+cxpnLlw4cLs3r07gBX5jqfx+M2bN5OQkEDPnj09LysMULasvdG6YgUULAiJiXa45qef/FC1UjlHwz2PadWqFfucNr246aabmDVrVgAr8p208fikpCSX4zNnzqR06dK88MILGa+706yZnRv/2muQnGynUg4dChmN3ysV5CRQD7jEx8eb5GRdgiZQUlJSiIyMdLQrV67MjhBbPrdx48Z8/fXXbscXLVpEx44dM96H9sgRO2Tz9ttw3XV2YbKePe1er0oFmIhsMMZkuU+1/mnNoyIiIlzGqnfu3OlYxCtUZDQ/vnPnztx8881s2bLF84UlSsC0aXa9mvLloXdvaNwYNmzI0XqV8iUN9zwuffiFhYVx4sSJAFWTMzytV7NlyxZq1apFnz59OJTRU6u33GJXnHznHdi927b79YOjR/1QtVJXR8NdYYyhQIECjnaRIkVcpk6GCmMMf6RbKXLGjBmUKlWK0aNHe17KICzM9tx37IDBg2H6dDtffuJEyMXPC6jQp+GuAPjrr7/YuHGjo/38888jIrlm4w9vFSlSBGOM25IFzzzzDNHR0cycOdPz/PhChWD8eLsLVL16MGiQ/d8vv/RT5UpdGQ135VC7dm234Yv8+fMzc+bMAFWUczp06IAxhnbt2rkc79mzJ+Hh4XyZUWhXq2aXLXj/fThxwm4O0r077N/vh6qV8p6Gu3JjjCExMdHR7tmzJyLCsWPHAlhVzli6dKnHm65NmzYlKirK89LCInDPPXYu/DPPwMKFULUqjB0LIfYvHZV7abgrjz744AO34YnixYsjIrl68bGMeLrpeuHCBWJjY+natavbWD0A0dHw3HN296dWrez0yRo17Po1SgWYhrvKUNrUyPHjx7scj4iIYMSIESE1bTKNp02758+fT7FixRgzZgxnz551v6hiRfjoI1i2zN6A7dDBfu3a5aeqlXKnDzEpr3l66GfmzJncf//9Aagm5x0/fpyiRYu6HZ82bRp9+vQhPDzc/aLz52HCBNujP3/eLi88YgQ4zUZS6mroQ0zK5zz1anv06IGIsHDhwgBVlXPSZtZ8++23LscfeughIiIiWLx4sfu/XqKi4J//hO3boUsXu4581aowb54uSKb8SsNdXZG0oZq///7b5fjdd9+NiDBy5MiQG5O/5ZZbMMbw5ptvuhzv3LkzYWFhnleevOEGeO89WL0aihe3O0K1aAEZPRWrlI9puKtsiY6OxhjjNoNm1KhRREREUKRIEbe/AHK7fv36YYyhS5cuLscTEhIQEX7ytJJko0Z2IbIpU+wc+Tp14LHH4PhxP1Wt8ioNd3VVihYtijHG7enOEydOEBMTg4jw888/B6i6nDFv3jyMMVxzzTUux6tVq4aIcODAAdcLwsPhkUfsU679+sGkSXYv17fegly6r60Kfhruyify58/vcTohQMWKFRERxowZk+t3gHJ2+vRpjz9vmTJlEBH36ZPFisHkyXYBsqpV4aGHoEEDu0CZUj6m4a58Li3ka9Wq5XL86aefJl++fIiI54eDcqmM/lIrVqwYIuK+p2vt2nbZgpkz4cABuPVW6NMHfv/dTxWrvEDDXeWY77//HmMMv/76q9trsbGxiAgVK1bkaIissphRyBcqVIjIyEhOnz59+aAI3H+/nVXzxBMwa5YdqnnlFbt5t1JXScNd5biyZcs6gi8mJsbltZ9//pkSJUo4Ztq4BGAu5SnkU1JSKFCgADfccIPrYmwFC9rNQLZsgYQEGDLE9uy/+MLPVatQo+Gu/OrUqVMYYzyuNjlq1CgKFCiAiPD22297XoI3F/EU8r/99hv58+enQoUKXHDuoVepAp98AosWwZkzdjkSQv6UAAASnklEQVSDe+6BX37xc9UqVGi4q4CIiopyhF/6h4QAHnzwQaKjoxERXnvttVw9rdJTyO/du5eoqCiqVKly+bkAEejUya5V8/zzNuzj4uzTrrn8LzrlfxruKuDSHhIyxjB9+nS31x9//HHHtMpHH300165O6Snkd+zYQUREBJUqVboc8vnzw9NPw7Ztdo2af/8bqle3vXp9ylV5yatwF5E2IrJdRHaJyHAPrw8RkR9FZLOIfCEi5XxfqsoL+vTp4wjBt956y+31N954w7E6pYiwbdu2XLeAmaeQ37NnDxEREeTLl4+UtB2ebrwR5s+34+/R0XDnndC2rb0Jq1QWsgx3EQkHJgFtgWpAdxGplu60jUC8MaYW8AHwkq8LVXlP3759HUG4YsUKj+fExcURFhaGiLB8+fJcNY/eU8ifP3+eyMhIROTymHyLFrBxI7z6KqxZAzVr2hk2p04FoGqVW3jTc68P7DLG7DHGnAfmAp2dTzDGrDDGpE1zWAuU8W2ZKq9r1qyZIwz//PNPj+e0bNnSMY++bt267Nmzx89VZk9GUyijoqIQEfsXVmQkPP447NwJPXvCyy/bm7AzZ+pQjfLIm3AvDexzau9PPZaRvsD/rqYopTJz7bXXOgIxoyGZjRs3UqlSJcfwzbx58/jrr7/8XOmVyejnSfsL6/z583DddfD227B2LZQpY4P+tttsz14pJz69oSoiPYB44OUMXu8nIskiknzkyBFffrTKw5yD/ptvvvF4Trdu3ShYsKAj7JcvX+55440gkFXInzlzxi5bsHatXZ9mxw67Wfejj0IuvdmsfM+bcD8AlHVql0k95kJEWgFPAZ2MMR43kjTGTDXGxBtj4kuUKJGdepXKVMOGDV3CvkwZzyOELVu25JprrnGE/Zo1a1znnQeBjEI+bYroHydOQN++NtwHDYJp0+xTrlOmQIgtu6yunDfhvh6oLCIVRCQK6AYsdj5BROoAb2KD/bDvy1Qqe/bt2+cIycxutiYkJDjGuEWE7777LmjWpU+rv1mzZi7H09au2XnkiN39aeNGqFUL+veH+Hi7lrzKs7IMd2NMCjAQSAJ+AuYbY7aKyHMi0in1tJeBGOB9EdkkIoszeDulAiYyMtKlV5/ZfPl69eoRERHhCPvvv/8+4GG/YsUKjDH85z//cTmetk7PnB9+gOXL7a5PR4/asfgePeDgwQBVrAJJ91BVKtWPP/5I9erVvTp3+fLlNGjQgOjo6ByuKmNr1qwhISHB7XjTpk1ZuXQpjB1rZ9VERcEzz8DgwfZ7lavpHqpKXaFq1aq59Ow9bp+XqkWLFo51cESEKVOmcPiwf0ck0+4vHE+3q9OqVauQmBhkzBjM1q3QvDk8+aSdH79smV9rVIGj4a5UBm699VaXsD906FCG5/bv35+SJUs6wr5Jkybs2LHDL0/PFi5cOMObr2GVKyNLlnBu4UI7H75tW+jcGXLJMwAq+zTclfJSyZIlXcL+UiZb5H311VdUqVLF8fSsiLBs2bIMH8DylYxCPv9dd5Fv5072DxxolzOoVs0O1YTAEsvKMw13pbJJRFzC3hjDwIEDMzy/bdu2FC5c2BH2xYoVY/PmzTlyozatnsGDBzuOnQfKTpxI6b//ZllMDIwebbf7e/99fco1BOkNVaVy0P79+ylbtmzWJ6Z65ZVX6Nq1K6VKlfJpHTt37iQ2NtblWGPgdaB22oF586BLF59+rvI9vaGqVBAoU6aMW+9+xIgRGZ7/j3/8gxtuuMHRuxcRFi9e7HbT9EpVrlzZbchmNfZx8tfSDnTtateU1w1CQoKGu1J+NmbMGJewz+rJ2M6dO1O0aFGXwE9KSnLfeNtLaZ9bsWJFLgKPA1WcTyhf3s6RD5KHuFT2aLgrFWARERFuvftt27Zlek2bNm0oVKiQS+CvWLHiihZH2717N8YYNm3axA5AgIfSXly9GiIiuDBhQnZ/LBVgGu5KBaEqVaq4BX5W96hatGjhsjiaiPDVV19luUXhzTfffHmDFCAc+Cz1tcjBg0GE/9x/v09+LuU/Gu5K5RL16tVzC/yvvvoq02uaNGni2KIw7euTTz7JcEqmMYaLxrBsyBCXTRlGzJ7NLhHyO28iooKahrtSuVjjxo3dAn9ZFk+htm/f3mVKpohw7bXXMn/+fMewzrhx49hvDBdTUrgr9bqbgLPAmNQF1hITE3P0Z1NXR8NdqRBzxx13uAX+qlWrMr3m1KlTdO3a1W1YZ+LEiUz57Te4dImV5ezWyCMBA/y2YIHjvKudzaN8T+e5K5VH/fnnnxQuXPiKrikCHBUhLDU3/gZuAJzn7Vy6dAkR8VWZKh2d566UylShQoXceviXLl2ifv36GV5zHAg3hqap7QLAn8AbTuekLbmQ2Xx+lfM03JVSDiLCunXr3EL/nXfecTnvS+zUyRdS2w9jh2raOZ0zduxYx7DN9u3b/VK/ukzDXSmVpd69e7sF/uHDh/kXEA3sSz1vKTbkS6a7vmrVqo6gv/fee/lFn4LNcRruSqlsKVGiBMYYThtDWWNg0ybHa4ewe3F6Gnn/4IMPKF++vMuNWxFh5cqVma60qa6MhrtSyjduvtmuLjl+PAAdgUuAefddNm/enOXlzZs3Jzw83CXwR40axalTp3K27hCls2WUUr534QI0bgzffnv52K5dUKkSwFXPptm5cyc33XTTVb1HbqWzZZRSgRMZCevWwe7dl4/ddBPEx8OFCy5j99lRuXJlt2GdOXPmkJKS4qMfIPfTcFdK5ZyKFe1QzXvv2faGDXaT7tShG+Cqgz7NfffdR2RkpEvgV6tWjT/++OOq3je30nBXSuW8Hj3sEsJ33mnbQ4fateOdbsKCa9C3bNkyy7edOXNmpq//9NNPFCtWzK2X/8033/hlf9tA0nBXSvlHWBgsXAjOG43XqQOlS4OHlSs///xzR9DPmjXL41v26NHD8f2HH36IMcarde4bNWrksr+tiPDAAw9w5syZK/+5gpSGu1LKv0qWtEM1n3xi2wcPQkwMPPFEhpfcd999jqA/e/asx3MSExMdi6ABHDhwwOVfAi+88ILH69K89957REdHu/XyDx48mL2fM8A03JVSgdG2rQ35Rx6x7ZdftkM1K1dmelm+fPlcQnv48OEezytdurRLSPfp08ftQSxvgjv9+4gIe/fuvcIf1v803JVSgTVlCpw4YXvvAM2b25D38kbo2LFjXdbGyUjJkiVdAvq///0vpUqV8ri+Trdu3TL9zAoVKri8V6lSpTh9+rTXP7I/aLgrpQKvUCE4dQq++ebysWLFoGdP27v3koi4BHVmUyN79erl1iM/duyYY1rllSybfOjQIQoUKODyXoF++ErDXSkVPBo2tGE+cqRtz5xpb8QuWJCttwsPD3frlZcsmX7lm8uKFy/uFvhpu101adLELfBHjRqV4Xtde+21jveIjY31+9IKGu5KqeDz73/DmTMQG2vbiYl2qGb//qt6WxHh0KFDLgG9cePGTK9p0qSJW+CnLWn8zDPPuLzXiRMnPL7Hzp07HUsr7Nix46p+Bm9puCulglP+/LB9O2zdevlY2bLQsqWdM+8jtWvXduuRf/fdd1leN3bsWLfplN5sflKlShV++OEHX5SeKQ13pVRwq1bNDtVMnmzby5dDRARMnZpjH1mnTh23wDfG8Oabb/rk/b35y+NqabgrpXKHRx+FlBRo1sy2H37YDtVs2+a3Evr16+cx9I0x/P333zRq1CjL9+jQoQMPPPBAjtfqVbiLSBsR2S4iu0TEbVKpiOQTkXmpr68TkfK+LlQppQgPhxUrwHmzj7g4+3XuXODqAqKjo1m9enWG4Z/2tWTJEr/Uk2W4i0g4MAloC1QDuotItXSn9QWOG2NuAl4BXvR1oUop5XDjjXao5v33bXvbNjtGP3p0YOsKIt703OsDu4wxe4wx54G5QOd053QG3k39/gOgpej250qpnHbPPXDpEtx3n20/84wdqlm3LrB1BQFvwr00l7dIBNifeszjOcaYFOyG6MXSv5GI9BORZBFJPnLkSPYqVkopZyIwaxYcPXr52K232gejvFhELFT59YaqMWaqMSbeGBNfokQJf360UirUFStmh2q++MK2T560AT9gQGDrChBvwv0AUNapXSb1mMdzRCQCKAQc80WBSil1RVq0sCE/ZIhtT55se/dJSYGty8+8Cff1QGURqSAiUUA37MbmzhYDvVK/vwdYbkJ9JXylVHAbN86uV3Pddbbdpo0N+cOHA1uXn2QZ7qlj6AOBJOAnYL4xZquIPCcinVJPexsoJiK7gCGA5zU4lVLKn2Ji4PffITn58rGSJe1yBiHe/5RAdbDj4+NNsvMvXCmlctpLL8GTT15uz54N3bsHrp5sEJENxpj4rM7TJ1SVUnnHE0/Yh51q17bt++6zQzU//xzYunKAhrtSKm+JioKNG8F5dcaKFe1yw5ms/57baLgrpfKmypXtuPs779j22rUQGQmvvRbYunxEw10plbf17m2XEG7XzrYff9wO1WzeHNCyrpaGu1JKhYXB0qXgvGH2zTdDuXJ205BcSMNdKaXSlCplh2oWpz7K8+uvEB0NI0YEtq5s0HBXSqn0Ona0C5I9+KBtjx1rh2pS91PNDTTclVLKExGYNg2OH7fLCQM0aWJvuh4/HtjavKDhrpRSmSlc2I67p/XaU1KgaFHo2zeon3LVcFdKKW80bmzD/OmnbXv6dHsjdnH6pbaCg4a7Ukpdieefh9On7YNPAJ072yEc55k2QUDDXSmlrtQ118Du3bBly+VjpUtD27b2RmwQ0HBXSqnsqlHDDtWkPdW6bJndxDvtqdcA0nBXSqmrNWgQXLgACQm2/f/+nx2qcV6/xs803JVSyhciIuDrr11XmKxSxT7pev6838vRcFdKKV8qX94O1cyZY9ubN0O+fPDii34tQ8NdKaVyQrdu9ubqPffY9vDhdqjGT5sUabgrpVROEYH333fdt/WWW/yy4qSGu1JK5bQSJexQTVKSvelapEiOf2REjn+CUkopq3Vr++UH2nNXSqkQpOGulFIhSMNdKaVCkIa7UkqFIA13pZQKQRruSikVgjTclVIqBGm4K6VUCBIToD0AReQI8EsAPro4cDQAn3s1tGb/0Jr9Q2u+OuWMMSWyOilg4R4oIpJsjIkPdB1XQmv2D63ZP7Rm/9BhGaWUCkEa7kopFYLyYrhPDXQB2aA1+4fW7B9asx/kuTF3pZTKC/Jiz10ppUJeyIa7iLQRke0isktEhnt4vYmIfCciKSJyTyBqTM+LmoeIyI8isllEvhCRcoGoM11NWdX8iIhsEZFNIrJaRKoFos50NWVas9N5iSJiRCTgsyS8+D33FpEjqb/nTSLyYCDqTFdTlr9nEemS+md6q4jM9neNHurJ6vf8itPveIeInAhEnV4xxoTcFxAO7AYqAlHA90C1dOeUB2oB/wXuySU1NweiU79/FJiXC2q+1un7TsCyYK859byCwJfAWiA+2GsGegMTA1lnNmquDGwEiqS2rwv2mtOdPwiYHujfdUZfodpzrw/sMsbsMcacB+YCnZ1PMMbsNcZsBi4FokAPvKl5hTHmdGpzLVDGzzWm503NJ52aBYBA3+TJsuZUzwMvAmf9WVwGvK05mHhT80PAJGPMcQBjzGEC60p/z92BOX6pLBtCNdxLA/uc2vtTjwWzK625L/C/HK0oa17VLCIDRGQ38BLwmJ9qy0iWNYtIXaCsMWapPwvLhLd/NhJTh+w+EJGy/iktQ97UHAvEisjXIrJWRNr4rTrPvP5vMHVItAKw3A91ZUuohntIE5EeQDzwcqBr8YYxZpIxphLwJPB0oOvJjIiEAeOBoYGu5QotAcobY2oBnwHvBrgeb0Rgh2aaYXvB00SkcEAr8l434ANjzMVAF5KRUA33A4Bzz6VM6rFg5lXNItIKeAroZIw556faMnKlv+e5wJ05WlHWsqq5IFADWCkie4FbgcUBvqma5e/ZGHPM6c/DW0A9P9WWEW/+bOwHFhtjLhhjfgZ2YMM+UK7kz3M3gnhIBgjZG6oRwB7sP5vSboxUz+DcGQTHDdUsawbqYG/4VA50vVdQc2Wn7zsCycFec7rzVxL4G6re/J5LOX1/F7A2F9TcBng39fvi2CGRYsFcc+p5VYG9pD4nFKxfAS8gB/+PaoftCewGnko99hy2xwtwC7bn8DdwDNiaC2r+HPgd2JT6tTgX1DwB2Jpa74rMgjRYak53bsDD3cvf89jU3/P3qb/nqrmgZsEOgf0IbAG6BXvNqe2RwAuBrjWrL31CVSmlQlCojrkrpVSepuGulFIhSMNdKaVCkIa7UkqFIA13pZQKQRruSikVgjTclVIqBGm4K6VUCPr/8DGo0kRNE3oAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hn_slp,hn_ofs = linreg(asol[:,1],asol[:,2])\n", "print( hn_slp,hn_ofs )\n", "plot(asol[:,1],asol[:,2],\"k-\")\n", "plot(asol[:,1], hn_ofs+asol[:,1]*hn_slp,\"r-\")\n", "savefig(\"euler-2.2-h-n-linearization.svg\")\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nullcline approximation - mix model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "I=0#2#7.\n", "El=-65.0\n", "Ek=-90.0\n", "ENa=55.0\n", "gl=0.1\n", "gk=9.\n", "gNa=35\n", "hn_slp, hn_ofs = -0.886966463871, 0.639251647788\n", "\n", "def vfun(n,vm,I):\n", " return I+gl*(El-vm)+gk*n**4*(Ek-vm)+gNa*minf(vm)**3*(hn_ofs+hn_slp*n)*(ENa-vm)\n", " #return I+gl*(El-vm)+gk*n**4*(Ek-vm)+gNa*minf(vm)**3*(1.-n)*(ENa-vm)\n", "\n", "for I in 7,2,0.5,0.2,0:\n", " v0c=[]\n", " for vm in linspace(-89,40,200):\n", " n=sp.optimize.fsolve(vfun,0.5,args=(vm,I),xtol=0.01)[0]\n", " v0c.append((vm,n))\n", " v0c=array(v0c)\n", " plot(v0c[:,0],v0c[:,1],\"-\",label=\"v-nullcline,I={}\".format(I))\n", "\n", "vm=linspace(-89,40,150)\n", "plot(vm,ninf(vm),\"k-\",label=\"n-nullcline\")\n", "legend(loc=0)\n", "#ylim(0,1)\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Piecewise and Polynomial approximations" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "v0c=[]\n", "I=0.13\n", "for vm in linspace(-89,40,2000):\n", " try:\n", " n=sp.optimize.fsolve(vfun,0.5,args=(vm,I),xtol=0.01)[0]\n", " v0c.append((vm,n))\n", " except:pass\n", "v0c=array(v0c)\n", "\n", "plot(v0c[:,0],v0c[:,1],\"k-\",label=\"2D-recuded nullcline\",lw=2)\n", "vc=v0c[:,0]\n", "heav = vectorize(lambda x,x0:float(x>x0))\n", "L2 = vectorize( lambda x,s0,x0,y0,s1: (y0+s0*(x0-x)) if x<x0 else (y0+s1*(x-x0)) )\n", "L3 = vectorize( lambda x,s0,x0,y0,x1,y1,s2: (y0+s0*(x0-x)) if x<x0 else (\n", " y0+(y1-y0)*(x-x0)/(x1-x0) if x<x1 else y1+s2*(x-x1)\n", " ) )\n", "\n", "plot(vc,sqrt(sqrt((6e-4*(vc+60.6)**2*(55-vc))/(gk*(vc-Ek) ))),\"g-\",label=\"Only polynomial approximation\")\n", "plot(vc,sqrt(sqrt((6e-4*(vc+60.6)**2*(55-vc))/(gk*(vc-Ek)*L2(vc,1.0,-60.6,1.,0.0)))),\"r--\",label=\"Piecewise and Polynomial approx.\",lw=3)\n", "#plot(vc,sqrt(sqrt((0.5e-6*(vc+60.6)**2*(55-vc)) )),\"b-\",label=\"Only polynomial approximation\")\n", "#plot(vc,sqrt(sqrt((0.5e-6*(vc+60.6)**2*(55-vc))*L3(vc,2.,-80,0.7,-60.6,2.5,-1.6e-2))),\"r--\",label=\"Piecewise and Polynomial approx.\",lw=3)\n", "legend(loc=0)\n", "ylim(0,1)\n", "savefig(\"euler-2.2-pl-reduction.svg\")\n", "show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 2016x1152 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def mixV0(vc,I):\n", " v0 = (I-0.13+6e-4*(vc+60.6)**2*(55-vc)/L2(vc,1.,-60.6,1.,0.0))/(gk*(vc-Ek))\n", " if v0 < 0: return nan,nan\n", " return vc,sqrt( sqrt(v0) ) \n", " \n", "\n", "mixV0 = vectorize(mixV0)\n", "figure(1,figsize=(28,16))\n", "Iapp = [0., 0.13, 0.2,0.5,2,7]\n", "for i,I in enumerate(Iapp):\n", " subplot(231+i)\n", " v0c=[]\n", " for vm in linspace(-89,40,501):\n", " n=sp.optimize.fsolve(vfun,0.5,args=(vm,I),xtol=0.01)[0]\n", " v0c.append((vm,n))\n", " v0c=array(v0c)\n", " plot(v0c[:,0],v0c[:,1],\"k-\")\n", " #print mixV0(v0c[:,0],I)\n", " v0m = array(mixV0(v0c[:,0],I)).T\n", " plot(v0m[:,0],v0m[:,1],\"r-\")\n", " ylim(0.,1.)\n", "show()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x360 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(1,figsize=(20,5))\n", "ax = subplot(131)\n", "v0c=[]\n", "I=0.13\n", "for vm in linspace(-89,40,2000):\n", " try:\n", " n=sp.optimize.fsolve(vfun,0.5,args=(vm,I),xtol=0.01)[0]\n", " v0c.append((vm,n))\n", " except:pass\n", "v0c=array(v0c)\n", "\n", "plot(v0c[:,0],v0c[:,1],\"k-\",label=\"2D-recuded nullcline\",lw=2)\n", "plot(vc,sqrt(sqrt((6e-4*(vc+60.6)**2*(55-vc))/(gk*(vc-Ek) ))),\"g-\",label=\"Only polynomial approximation\")\n", "plot(vc,sqrt(sqrt((6e-4*(vc+60.6)**2*(55-vc))/(gk*(vc-Ek)*L2(vc,1.0,-60.6,1.,0.0)))),\"r--\",label=\"Piecewise and Polynomial approx.\",lw=3)\n", "#plot(vc,sqrt(sqrt((0.5e-6*(vc+60.6)**2*(55-vc)) )),\"b-\",label=\"Only polynomial approximation\")\n", "#plot(vc,sqrt(sqrt((0.5e-6*(vc+60.6)**2*(55-vc))*L3(vc,2.,-80,0.7,-60.6,2.5,-1.6e-2))),\"r--\",label=\"Piecewise and Polynomial approx.\",lw=3)\n", "legend(loc=0)\n", "#ylim(0,1)\n", "\n", "subplot(132,sharex=ax, sharey=ax)\n", "#title(\"Classical model\",fontsize=32)\n", "for I in 0.,0.13,0.2,0.5,2.,7.:\n", " v0c=[]\n", " for vm in linspace(-89,40,200):\n", " n=sp.optimize.fsolve(vfun,0.5,args=(vm,I),xtol=0.01)[0]\n", " v0c.append((vm,n))\n", " v0c=array(v0c)\n", " plot(v0c[:,0],v0c[:,1],\"-\",label=\"v-nullcline, I={}\".format(I),lw=3)\n", "\n", "vm=linspace(-89,40,150)\n", "plot(vm,ninf(vm),\"k-\",label=\"n-nullcline\",lw=3)\n", "legend(loc=0,fontsize=22)\n", "ylim(0,1)\n", "\n", "subplot(133,sharex=ax, sharey=ax)\n", "#title(\"Mixed 2D model\",fontsize=32)\n", "for I in 0.,0.13,0.2,0.5,2.,7.:\n", " vm = linspace(-89,40,2000)\n", " v0m = array(mixV0(vm,I)).T\n", " plot(v0m[:,0],v0m[:,1],\"-\",label=\"v-nullcline,I={}\".format(I),lw=3)\n", "\n", "vm=linspace(-89,40,150)\n", "plot(vm,pwl_ninf(vm),\"k-\",label=\"n-nullcline\",lw=3)\n", "legend(loc=0,fontsize=22)\n", "ylim(0,1)\n", "savefig(\"euler-2.2-2DPL-reduction-nullclines.svg\")\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### voltage time constant $\\tau_v$\n", "\n", "Consider equation for voltage\n", "$$\n", "\\dot{v}=\\frac{1}{c}\\left[\n", "I_{app}-\\bar{g}_{Na}m^3_\\infty(v) h (v-E_{Na})-\\bar{g}_K n^4 (v-E_K) - g_L (v-E_L)\n", "\\right]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Open parentheses and group terms to separate $v$\n", "$$\n", "\\dot{v} = \\frac{\\bar{g}_{Na}m^3_\\infty(v) h +\\bar{g}_K n^4 + g_L}{c} \\left[\n", "\\frac{I_{app}+\\bar{g}_{Na}m^3_\\infty(v) h E_{Na}+\\bar{g}_K n^4 E_K + g_L E_L}\n", "{\\bar{g}_{Na}m^3_\\infty(v) h +\\bar{g}_K n^4 + g_L} -v\n", "\\right]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Therefore we can define:\n", "$$\n", "\\tau_v = \\frac{c}{\\bar{g}_{Na}m^3_\\infty(v) h +\\bar{g}_K n^4 + g_L}\n", "$$\n", "\n", "and \n", "$$\n", "v_\\infty=\\frac{I_{app}+\\bar{g}_{Na}m^3_\\infty(v) h E_{Na}+\\bar{g}_K n^4 E_K + g_L E_L}\n", "{\\bar{g}_{Na}m^3_\\infty(v) h +\\bar{g}_K n^4 + g_L}\n", "$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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AuJWrwlR9w1Q03Xxvr9wWz1Ki5/VK06c37D/+eOIe7Wloyvvo2x0Jey4AAG7irjDVhm6+h99bE79C2mrGjIbtl1+WdiQ+2Jz7z48T/kwAANzAZWEqmKZqo+jmq/In0dQII0ZIhx0W3K6pkZ5+OmGP/vGEgQl7FgAAbuSyMBX8mZLzcc6c2bCdwK6+m6aNTtizAABwI1eFKW8bWqaSztlnS5mZwe3CQmn58oSX8Is5nyf8mQAApDpXhSlPKEw5XEh7dO0qnXpqw34CW6fqzf1yc8KfCQBAqnNVmKrv5kvJlikpciD6k09K/sRM3zDn4nEJeQ4AAG4U00LHySbUMpWSTVOSTjhBGjpUOvLI4BgqT2Ky7oSh3RPyHAAA3MhVYap+3qRUzVLy+aRVqxIWopryw79/oBd+PsGx5wMAkGpc1c3naUc334H9O8epmnZyMEhJ0uff7XL0+QAApBpXhSnTjm6+ySN7xKuclPL8T8c7XQIAACnJVWGqPd18xwxP4jC1Z4/03/8m5FFjB3ZNyHMAAHAbV4Wp9nTzjeqdH6dqYmBZ0sUXS716SaefLq1cmdDHT/nrewl9HgAAqcxVYaq+my/QhqYpj6cNC/olijHSzp1SeXlwP8FzTq3csiehzwMAIJW5KkzVz4CeqtNMRQifc+qJJ6RAIO6PfOXyI+P+DAAA3MZVYar+RbiUnbQz3NSpUkFBcHvTJmnBgrg/cv9+neL+DAAA3MZdYaq+m88NYSojQzr//Ib9BHf1HXvPOwl9HgAAqcpVYcqEuvlcEKak4Czo9V58Udq9O2GPXlNUlrBnAQCQylwVprypvNBxU8aMCX4kqbJSevbZuD/yPz87Iu7PAADATVwVptozNULSC2+dmj077o87ZECXuD8DAAA3cVWYinZqhLZMneC4884LrtknSR9+KH39dcIeffurKxL2LAAAUpWrwlT9DOitNUxV+2sTUI1NevSQTjyxYf+ppxL26EfeX5uwZwEAkKpcFaai7ear8sd/ziZbXXSRdPzx0pw50qxZcX/clZOGxf0ZAAC4hcvCVHTdfFWp1DIlSaeeKr3xRrDLLzc37o+7ajJhCgCAaLkrTEW50HFVTYqFqQSrH3smSZ+uLXawEgAAkp+7wlRdBmhtnqnKVOvmc9BZD33kdAkAACQ1l4WpKLv5UrllKhAIdvm9805cH9M9Lyuu9wcAwC1cGaZa6+bbUVaVgGriYNEiacAAacoU6aab4vqoT347Ka73BwDALVwWpoI/W+vmW7hyWwKqiYNhw6QtW4Lb770nrVkTt0fVTzMhSSWVNXF7DgAAqc5dYcoT3ULHbyzfkohy7NerV7BVqt4TTyTksQfc/GZCngMAQCpyV5gKzTPV8nlbS1K0m0+KXF7m8cel2hQe/wUAgAu4LEzVj5lKoeVi2mraNKlL3fp569YFx1HFyYpbT4jbvQEAcAtXhqnWxkyltKws6dxzG/bjuPhxbqYvbvcGAMAtXBmmAm7v+Qrv6nvuOam0NO6PHPa71+L+DAAAUpG7wlTdn8bV3XySNHasNHJkcLusTHrhhbg/sibg8r9TAADayV1hKh26+STJmMYD0ePknxeOjdu9AQBwA1eGKdd380nSBRc0NMW9955UVBSXxxw3qmdc7gsAgFu4Kkx56/40rc0z5Qp9+kg//7l0113S+vVSQUHcH/nxmh1xfwYAAKnGVa9rpU03X7377kvo4855+GOtu/OkhD4TAIBk56qWKV9dt5efwdIAACBBXBWmvN76MVOEKTt9fftUp0sAACBpuSpM+erWk/GnY5hatkyaNUsqL7f91pk+V/3PBAAAW7nqX0lv/ULH6bZe3dlnS/vvL/3xj9KLL8b1UQNnzY3r/QEASDWuClNtbZnq2iEznuUkzpgxDdtxnHMKAAA05qow1dAyFV2Y2r9vp3iWkzjTpwcn8pSkBQuk77+3/RFzLh5n+z0BAHADV4Wp0Nt8UYapMf1cEqb695cmTQpuW5b01FO2P2LC0O623xMAADdwVZiqnxA82papA/p1jmM1CTZjRsP27NnBUBUnH3yzPW73BgAg1bgqTLV1nqkD3NIyJUmnny517Bjc/vpr6eOP4/ao8x/5JG73BgAg1bgqTNUNmYp6OZmCjllxrCbBOnSQfvSjhn0GogMAkBCuClPGGPk8JuqpEUz9oG23mDmzYfuZZ6SKCltvz+SdAAA05qowJQXf6EvLSTsl6cgjpcGDg9u7d0svv2zr7Zm8EwCAxlz3r6PPYxRI17X5jIkciP7uu3F71L7Xvx63ewMAkEp8Thdgt7RumZKkCy+UiouDXX4HHhi3x1T702yWeQAAmuG+limvJ70XOh44UPrrX+MWpP54xv5xuS8AAKnKdWEq7Vum4uyssf2dLgEAgKTiujDVlrf50Hbhb0BuL61ysBIAAJKD68IULVNhtm0Ldvn96U9xuf3Y2xfE5b4AAKQSVw5AT+sxU/W+/FI6+GDJ75e6dJGuuELKctEkpQAAJAlaptxq9Gipb9/g9s6d0iuv2HbrD2Yda9u9AABIda4LU2k9z1Q4j6fx4sc26ds5x7Z7AQCQ6lwXprweT9Rr87nehRc2bM+bJ23ZYvsjXl26yfZ7AgCQSlwXpnyMmWowZIh01FHB7UBAmjPH9kdc/n+Lbb8nAACpxHVhqrUxU1a6tVqFL348e7aUbn9+AADizHVhqrV5ptKu0erMM6WcujFOy5ZJi+1pSVp1+xRb7gMAQKpzXZjyeoz8LQxA96fbhJ75+dIZZzTsP/64LbfN8nltuQ8AAKnOdWHK5215zFS6ZSlJkV19c+ZI1dW23v7MBz+09X4AAKSSmMKUMaazMeZ5Y8xKY8xXxpjxdhXWXl6Pp8UxU2nXMiVJEydK/evW1PP5pNWrbb194fqdtt4PAIBUEmvL1L2S5lmWNULSGElfxV5SbFp7my8ds5Q8nuCSMq++Km3YEJzQ0wZXHDvUlvsAAJDK2h2mjDGdJB0t6VFJsiyr2rKsXXYV1l6tvc2Xli1TknT22dJJJwVbpmxy9XH72nYvAABSVSwtU4MkFUl6zBiz2BjziDGmw94nGWMuNcYUGmMKi4qKYnhcdHweI3+g+cDEhJ72McaEtitrAg5WAgCAc2IJUz5JB0t60LKsgySVSZq190mWZT1sWdZYy7LGFhQUxPC4KIvytjxmKl0bpuJtxA3znC4BAABHxBKmNkjaYFnWJ3X7zysYrhyV4TWqaaFlKm27+epVVkrPPRfs8lu61OlqAABIee0OU5ZlbZH0vTFmeN2hSZJW2FJVDDK9nhbDVLpnKf3859JZZ0mvvWbL4sevXXFU7DUBAJDCYn2b75eS5hhjlko6UNIdsZcUG5/XqIZJO5t39tkN23PmSDU1Md1uVJ/8GAsCACC1xRSmLMv6om481AGWZZ1mWZbjEw5ltNYyle4D0CdPlvr0CW5v2ybNs2+s0+LvHP/1AwCQcK6bAb21br6WBqenBa9XuvDChn2blpeRpNP/zkzoAID047ow1Vo3X0sTeqaNGTMatl9+Wdqxw7laAABIca4LUxlejwK1lmqbCU2EKUkjRkjjxgW3a2qkp5+O6XYrbj3BhqIAAEhNrgxTklTTzEBzwlSd8NapGLv6cjPtm1UdAIBU47owlVkfpprp6iNM1TnnHCkzM7hdWCgtX27Lbe9dYO8iygAAJDvXhSmfN7jESY2/6Zap8mqWPZEkdekinXZaw75NA9H/suBrW+4DAECqcF2Yaq2bb2d5dSLLSW71XX1ZWVJVVUy3GtWb+aYAAOnJdWGqtW6+nWWEqZDjj5cefVTaskW6996YbvXKL4+0qSgAAFKL60YOt9bNV0Y3XwOfT7roIltu5fUYW+4DAECqcV3LVKibr5mJO0ur/IksJy2Nu2OB0yUAAJAwLg5TTXfzlRGmWmbDcjtbS2IbfwUAQCpxXZjK9NV18zXTMsXbfE2wLOmDD6RLL5WmTm33bW6aNsrGogAASA3uGzPlabmbj5apJhQXSxMnBmdDl6SVK4OzpLfRzCMG6pZXVthcHAAAyc11LVOtdfMxZqoJ3bpJ06Y17LdzziljGgahl1fz9wwASA+uC1OtdfMRppoRvrzME09Igdi6Q0fd+EaMBQEAkBpcF6bo5munqVOlgoLg9qZN0ltvOVsPAAApwnVhqrWpERiA3oyMDOn88xv2Z89u123euOpoe+oBACBFuC5MNXTzMTVCm82c2bD94ovS7t1tvsXwXh3tqwcAgBTgujDVWstUWRUtU80aMyb4kaTKSunZZ2O63bKNbQ9jAACkGteFKV8rYaq6meOoE9461c6uvnon3/d+TNcDAJAKXBemMrwtd/OhFeedF1yzT5I+/FBavdrZegAASHKuC1OZrbRMoRU9ekgnnhjcPuqodo2b+urWKTYXBQBA8nLfDOiEqdjdcYf05z9LQ4a06/KcTK/NBQEAkLxc2zJV7SdMtdvo0e0OUnv7x7vf2nIfAACSlevCVIbXyBjCVLK48/WVTpcAAEBcuS5MGWOU6fWoijBlH8uS/G2bn2tIQYc4FQMAQHJxXZiSpCwfYcoW69dLt94qDR0qPflkmy598+ofxKkoAACSizvDVIZXVX4m54zZ889LN90krVnT5jmnvB4T2rYspqkAALiXO8MULVP2OP98yVv3Zt577wVDVTtMvPsd+2oCACDJEKbQvF69pClhc0Y98US7brNuR7lNBQEAkHxcGqa8qqohTNlixoyG7SeekGqj/3v97Ykj4lAQAADJxZVhKtPnYcyUXaZNk7p0CW6vXSstWhT1pZccNThORQEAkDxcGabo5rNRdrZ07rkN+20YiG5MwyD0yhrCLQDAndwZpjK8hCk7hXf1PfecVFra5luMuGGejQUBAJA83BmmfB5mQLfToYdKI0cGt8vKpBdecLYeAACSiGvDFGOmbGRMZOvU449HfelrVxwVh4IAAEgeLg1TvM1nuwsukDweafBgaeLE4BIzURjVJz/OhQEA4Cyf0wXEQyYD0O3Xt6+0ZIk0enSwpaodVm3Zo+G9OtpcGAAAznJpyxTdfHGx337tDlKSdMJf37OxGAAAkoM7w1QGLVMAACAx3BmmfF5V+2tZYDfeduyI6rSvbp3S+kkAAKQol4ap4B+rOkDrlO38funRR6WjjgoORi9vfd29nExvAgoDAMAZrg5TdPXFgdcr3XWX9P77UkmJ9OKLbbr8sQ/WxqkwAACc4e4w1cT0CF5P+wdQQzHNOSVJt7yywuaCAABwlkvDVLBbqak3+jrQ5RS76dMb3upbsED6/vtWL+nbOSfORQEA4Ax3hqmMujFTTXTz5Wa6cmqtxOrfX5o0KbhtWdJTT7V6yaJrJsa5KAAAnOHOMFXXzVfZRDdfbhYtU7aYObNhe/bsVmdE94R1r/KWJQDATdwZpjKCgamyiW6+jlm0TNni9NOljnWzmX/9tfTJJ1FfeuLf3o9TUQAAJJ4rw1RuXZiqqG5izBRhyh65udJZZzXsz54d9aVfbS6xvx4AABziyjBVP69RU2GKMVM2Cn+r75lnpMrKFk//fycMj3NBAAAknjvDVH3LVE3jMMUEkjY68sjgxJ2StHu39NJLLZ7+i4lDE1AUAACJ5c4w1ULLVB4D0O1TP+dUp07SZZdJo0dHfSkLUQMA3MKdYaqFlqnOuZmJLsfdrrpK2rxZ+sc/pP32i/qy4dfPi2NRAAAkjisHENWPiypvomWqe15Wostxt/x8pysAAMBRrmyZqp9nqqmWqT6dshNdDsK8cvmRTpcAAICtXBmmPB6jnAyvKqr9jb7rlJPhQEVpZNcuacuWZr/ev1+nBBYDAED8uTJMScFB6E21TGX4XPtHdtYXX0hnny316iXddltUl3xbVBrnogAAiD/XJotgy1Tj5WS8YcuawEa7dknPPitVVUlPPx382YpJ97ybgMIAAIgv94apTK8qahp38/kIU/Fx9NHSgAHB7Z07pVdecbYeAAASxL1hKsPb5DxTPo9r/8jO8ngiZ0RvYXmZ5becEP96AABIENcmi5xMb5NTI/i8tEzFzYUXNmzPm9fsQHTWRwQAuIl7w1SGV5VNDEBnzFQcDRkiHXVUcDsQkObMafWSOZ+sj3NRAADEl2tdIDiYAAAgAElEQVTDVG5zLVOEqfiaObNhe/ZsybJaPP13Ly6LazkAAMSba8NUTkbTUyPQMhVnZ54p5eQEt5ctkxYvbvK0bh1Y1gcA4A6uDVPZmU0PQM/wuvaPnBzy86UzzmjYf/zxJk8rvH5yggoCACC+XJsscmmZck54V9+cOVJ1daNTjGn4PVitdAUCAJDMXBum6mdA3/sfasZMJcDEidLgwdLJJ0v/+IdkWv47/+GDHyaoMAAA7Ofad9RzMr2yLKmyplY5md7QcVqmEsDjkVaskLKyojp98Xe74lwQAADx49qWqby6uYxKqyJnQWfSzgSJIkj96rh9E1AIAADx5dpkUR+myvYOU0zamTSumDTM6RIAAIiZa8NUh2ZaprytjN9BHNTUSAsXtnjKjtLWF0YGACAZxRymjDFeY8xiY8yrdhRkl47NhCkPY6YS6/rrpX79pEmTpKVLmz3tkNsXJLAoAADsY0fL1JWSvrLhPrYKtUxV+ls5E3G1Zo20bVtwu5k5pwAASGUxhSljTD9JJ0l6xJ5y7JOXXTdmqpow5agZMxq2n3oq2OUXZslNxye4IAAA7BVry9RfJV0jqdaGWmxVPwB9Dy1Tzpo8WerTJ7i9bZs0b17E151yMhwoCgAA+7Q7TBljTpa0zbKsz1o571JjTKExprCoqKi9j2uz5t7mQ4J5vdL06Q37LXT1XfDIJwkoCAAAe8XSMjVB0inGmHWSnpF0rDHmqb1PsizrYcuyxlqWNbagoCCGx7VNbqZXxjQegA4HhHf1vfyytGNHk6e9/832BBUEAIB92h2mLMu6zrKsfpZlDZR0jqSFlmVdYFtlMTLGKC/TR5hKBiNHSuPGBbdraqRnnon4+popwx0oCgAAe7h2nikp+EYfb/MlifDWqdmzI7667Oghia0FAAAb2RKmLMt6x7Ksk+24l53ysmmZShrnnCNlZga3Cwul5ctDX4Wvl7hs4+5EVwYAQEzc3zLVQpiyLCuB1aS5Ll2kU09t2G9mIPrJ972foIIAALCHz+kC4qljK2Hqu+JyDejWIYEVpbmZM6Vvvgn+PPdcp6sBAMAWLm+Z8rY4NcLHa5p+qwxxMnWq9Pnn0hVXSHu92bni1hMcKgoAgNi4OkzlZWW0OAD94zXFCawGamGR6dzMhkZSul8BAKnE1WGqY7ZPe1pomfroW1qmktGg615zugQAAKLm6jCVX/c2X21t0y0dW0oqE1wRQiwr2OX3PgPOAQCpzd1hKidDlsX6fEln8WJpzBjpkEOk3/wmdPg/PxvvYFEAALSPq8NU/SK6uytqHK4EEfr3l1auDG5/8klo+5ABXR0sCgCA9iFMIfG6d5dODpvjtYk5p/4y/+sEFgQAQPsRpuCMmTMbtp94QgoEIr6+963Via0HAIB2cneYyiVMJa2pUxvmmtq0SXrrLUnSZUcPdrAoAADazt1hipap5JWRIZ1/fsN+3eLH104Z4Uw9AAC0E2EKzgnv6nvxRWn3bnnCFj1euHJr4msCAKCNXB2mcjK8yvAawlSyGjMm+JGkykrp2Wcjvr5odqEDRQEA0DauDlPGGHXKyWgUpvbrm+9QRWgkvHWq7q2+4T07OlMLAADt4OowJQW7+kr2ClMXjBvgUDVo5LzzJF/dunwffCCtX69XfnmkszUBANAGvtZPSW1NtUwN7ZHnUDVopEcP6aKLpE6dpBkzpAEDlBn29brtZRrYvYNj5QEA0Jq0CFPbS6sjjuVmuv6PnVoeeqjZr465+x2tu/OkBBYDAEDbuL6br3NupnZV7B2mvA5VAwAA3Mb1YapLbqZ2lkV28xGmkt+q26c4XQIAAFFxfZjqlpep0iq/KmsalivJIUwlr02bpD/9SVnlZaFDJZVMbQEASF6uD1NdOwSHMxeXNXT1MWYqSV1xhdS/v3TNNdLzz4cOH3Dzmw4WBQBAy1wfpro1Eaa8YbNsI4kMGCDV1ga36+acAgAg2bk/TOUFw9SOsupWzoTjzj9f8tZ1wb73nlb9eF9n6wEAIAquD1NdO2RJknaUVjlcCVrVq5c0pWHgedbTc0LbRXv4/QEAklMahKnG3XxIYnstL2OsYLffob9f4Ew9AAC0wvVhKj/bpwyvabab77sd5QmuCC2aNk3q0iW4vW6dDvt+ubP1AADQCteHKWOMunbIbLab768Lvk5wRWhRVpZ07rmh3TkZKx0sBgCA1rk+TEnBcVPNdfO9sHhjgqtBq2bMCG36/vO8cqsrJEnfbCt1qiIAAJqVFmGqe14mb/OlkkMPlUaODG6XlWnK1x9Kkib/+V0HiwIAoGlpEaa6dshkAHoqMSaideqEdZ85WAwAAC1LmzC1nVfrU8v06cF5p+bP17Gf8yYfACB5pUWY6tExW2XVAZVV+Z0uBdHq00d66ilp8mRlZGaEDr+9apuDRQEA0FhahKme+cGJO7fROpXyfvzY/5wuAQCACGkRpnrlZ0uStpZUho7NmjrCqXLQDjPGD3C6BAAAmpQWYapHE2Hq8MHdnCoHbVVerpv3fKEfF77kdCUAADSSFmGqvpsvPEzlZ/ucKgdtsXat1KuXzPTp+tWip5RdU6lT73/f6aoAAAhJizCVl+VTbqZXW0saxkzl52S0cAWSxsCBwQWQJXWsrtDxqz/Wkg27na0JAIAwaRGmjDHqlZ8d0TLVmTCVGoyJWPz4zC/fcq4WAACakBZhSpJ65GdpW1jLlM+bNn/01Dd9ejBUSTpy3RfqVbJdlTUBh4sCACAobRJFz/xsbQlrmUIK6d9fmjRJkuSRpR8uX6gRN8xzuCgAAILSKkxtLamUZVmNvtuws9yBitAmYV19Zyx7S2ri9wgAgBPSJkz16ZStKn9tk2v0/erfSxyoCG1y+ulSx46SpCHFG3XQplUOFwQAQFDahKl+XXIlSRt2VjT67tN1xYkuB22VmyuddVZo98xlC/Tal5sdLAgAgKC0CVN9u+RIajpMIUWEdfVN+2qRrn78Y+dqAQCgThqGKcZHpawJE6QhQyRJvlq/Rm5b63BBAABIaTMNeH52hjrlZNAylcqMkW6+WfL7deiSDirLypVlWTJ10yYAAOCEtGmZkqR+XXIiWqb+ccEhDlaDdrngAmnmTJVlBcfADbruNYcLAgCkuzQMUw0tU0MKOjhYDQAAcIO0ClN9O+dqw86K0FxTPfKzHa4I7bXq9ilOlwAAgKQ0C1P9uuSooiYQmmsqPztthoy5TpbHaPz6pbp77l/0xP3/cbocAEAaS6sw1b9rcJzNd8XBcVMMXE5hv/61nn7mtzpz2VvSvx5zuhoAQBpLqzA1qHswTK3dXtbou4++3ZHochCLU08NbZ7y1btSVVULJwMAED9pFab26dpBXo/RmqLGYercfzIBZEo5+mhpwABJUufKUm1/+nmHCwIApKu0ClOZPo/6d8nRmu2lTpeCWHk80owZod0lt9/rYDEAgHSWVmFKkgYX5DXZMoUUdOGFoc0frPlM2rLFwWIAAOkq/cJU9w5au71MtbXB6RFOP6ivwxWh3YYMkXXUUZIkn1WrwJNPOVwQACAdpV+YKshTlb9WG3cFJ+/8yZGDHK4IsTBhXX2r77pfqptDDACAREnDMBWc9XxN3Rt9+3TLdbIcxOpHP1KFL0uSNGL7emnxYocLAgCkm7QNU2uLgoPQ87MznCwHscrPV9bZZzbsz57tWCkAgPSUdmGqIC9LHbN9+qao8Rt9m3dXNHEFkp1n5kxJUq2MXpn/hbPFAADSTtqtp2KM0YheHbVy855G343/w0Ktu/MkB6pCTCZO1G0Tf6LXRhypzfkFmuZ0PQCAtJJ2LVOSNLJ3vlZu2RN6ow8pzuvVtW8+rM35BU5XAgBIQ2kZpkb0yldplT/0Rh9SX6av4X/KA2fNdbASAEC6ScswNbJ3R0nSis0lkqS/n3+wk+UAAIAUlpZhanivjjJGoXFTB+3T2eGKYIfVv5+qQcUb9Zv3nohYCBkAgHhKuwHokpSb6dOgbh30VV3LVK/8bIcrgh0yKsr1+mO/VLa/Onhg6VLpgAOcLQoA4Hpp2TIlSaP7dtLSDbskBd/wq7dodZFTJSFWeXl6Y9j4hv3HH3euFgBA2kjbMHVg/87atLtS20oqI45Pf/RThyqCHU6++9rQtvXUU1JNjYPVAADSQVqHKUn64vtdDlcCO3lPOF5b8rpKksy2bdIbbzhcEQDA7dI2TI3uky+fx4TC1KypIxyuCLbwerVo3JSGfZaXAQDEWdqGqewMr0b2zteSunFTpx7Yx+GKYJcz//a70Lb1yivSjh0OVgMAcLt2hyljTH9jzNvGmBXGmOXGmCvtLCwRxvTvpCXf71ag1op4o8+ymBk9lZlRo7S49/DgdnW19MwzDlcEAHCzWFqm/JJ+bVnWKEmHS/qFMWaUPWUlxtgBXVVa5ddXm0si3ug7/A9vOVgV7JB98Y8bdujqAwDEUbvDlGVZmy3L+rxue4+kryT1tauwRBg3ODhQ+eM1kd1AW0uqnCgHNhp59aWq8tZNo1ZYKC1f7mxBAADXsmXMlDFmoKSDJH3SxHeXGmMKjTGFRUXJNYdT7045GtgtVx+vKZYk/WBfFsp1jS5dNH/o4ZKk1d36S9u2OVwQAMCtYg5Txpg8Sf+RdJVlWSV7f29Z1sOWZY21LGtsQUHyhZXDB3fTp2t3KFBr6fen7+d0ObDRpDn36tTp9+i4n/xd1jHHOF0OAMClYgpTxpgMBYPUHMuyXrCnpMQaP6SbSiqD46b6ds4JHS8uq3awKtgh55CDtaTPcMkYDbruNafLAQC4VCxv8xlJj0r6yrKsP9tXUmKNG9RNkvTRtzsiBqEffNt8p0qCjYb1yHO6BACAy8XSMjVB0nRJxxpjvqj7nGhTXQnTq1O2hvfsqLdXMabGjd68+ujQ9vwVWyWmvQAA2CyWt/netyzLWJZ1gGVZB9Z9UrIv5diRPfTp2mKVVNbo1V8e6XQ5sJExRp0q9uiCz+eqYPJR0kMPOV0SAMBl0nYG9HCTRvSQv9bSoq+3a2Tv/NDxKn/Awapgl/f6bdLt8x/UgZtXM+cUAMB2hClJB+3TRZ1zM/TWyq3yehrGTQ2/fp6DVcEunS6aoWpP3ZxTn3wirVzpbEEAAFchTEnyeoyO2bdA76wqUqCWMTWu062bPho1vmH/8cedqwUA4DqEqTrHjeql4rJqfbJ2h977fxOdLgc2O/r2X4e2dz/8LylAFy4AwB6EqTqTRvZQh0yvXv5ik/bplhs6/sLnGxysCnYxJ56o7bmdJEmdirdJb7H+IgDAHoSpOtkZXp0wupde+3JzxMDzXz27xMGqYJuMDHW+eEZot/zhRxwsBgDgJoSpMKcc2EcllX69u6pIt5wy2ulyYDPfRReFtj0vvSTt3u1gNQAAtyBMhZkwtLu6dcjUS19s0nnj9gkd/2x9sYNVwTZjxqhy9P6SpGx/tax//9vhggAAbkCYCpPh9WjamD6av2KrSipqQsfPePAjB6uCnbIvbmidKrz1XgcrAQC4BWFqL+eP20fVgVr9u/B7/e7EkU6XA7udd54CXp+Kc/K1rNcQ3uoDAMSMMLWXYT07avzgbprz8XeaOWFg6Pi9C1Y7VxTs06OHvO+9q3G/eFy3TL5MA3/HxKwAgNgQppowffwAbdxVoXdXFYWO/WXB1w5WBFsdcYT2G1TgdBUAAJcgTDXhuFE91TM/S49/tE4Lf/2D0HHLYnZ0t3jx5xNC2wNnzXWwEgBAqiNMNSHD69GF4wdq0ertKq9uGFMz6LrXHKwKdsvLCq7Xl11T6XAlAIBURphqxvTxA9Qx26cH3v5GQwo6OF0O7GZZWnZwpR564XZ98sAM7Xf1c05XBABIUYSpZuRnZ2jmEQM1b/kW3X/ewaHj4//AMiSucf31OmH1x+pUVaapq953uhoAQIoiTLXgogmDlJfp05/nNww+37ybLiFXMEaa0bC8zJnLFjJ2CgDQLq4KU19+KfXuLT35pLRzZ+z369IhUz89Zojmr9iq2T8+NHR8xr8+jf3mcN7550teryRp3PfL1H/XFl4yAAC0mavC1Nq10pYt0oUXSt26BRsfjJFefVUqKWnfPS+aMEg987P017B5pt79uqiFK5AyeveWpkwJ7Z6x7C1eMgAAtJmrwtQpp0gVFdJ770k339xwfNo0qUuXhnBljHTlldHdMyfTq2tOGKEvvt+lG04eFTpOl5BLhHX1nbFsoYxVq60ldOUCAKLnqjAlSdnZ0lFHSTfeKFmWVF4uLVwoXXtt5Hl/+1tkuPr975u/5w8P7qvDBnXVfQuZBd116pO2pP67t2rc98s07g5eMgAARM91YWpvOTnSxInSHXcEw9WePU2fd/31keFqbljDkzFGt5+2n0or/TrpgN6h47ROuUB2tnTOOaHdM75cKEm67dUVTlUEAEgxrg9Te8vLC4aq+s/BBzd93sknR4arHWs66pfHDtPcpZvVtUNm6LzCdcUJqhxxM3NmaPPEVe8rt7pCj76/1rl6AAApJe3C1N4++ywyXBU0s2TbEUdIVx03TOv/eJIW33ic/LtzJEln/uOjBFaLuDj0UGnkSElSh5pKTfn6Q0m0PAIAouNzuoBks21b5L4xTZ+38R/HNpzzR2nHDqlr1zgWhvipn3PqhhukU05RzqDhoa+2l1ape16Wg8UBAJKdSeS8OmPHjrUKCwsT9rx4aC5c7a2yUsri3+DUsWuXFAgE59RQZKvUujtPcqoqAICDjDGfWZY1trXz0r6br63quwNvfWWFBlzbfDdQdnbkmCvmgkxynTuHgpQkLbnp+NA23X0AgJbQzddOs6aO0Ndb90hhgcqypO/uaroVw7NXbCVcJbdOORkR+2VVfnXI4j8XAEBjtEy1U4bXowcvOET79c0PHTNGGnDt3FDrVVVV89eHt1pF23WIBKqq0rrfjAvtjr7pDQeLAQAkM8JUDPKyfPrXzEM1oFtuxPH6bqHMzMg3BXftav5ehKsk8c030uWXS336SNddp8U3HBf6iu4+AEBTCFMx6tExW09fcnizgSpcp06R4Wr9+ubvS7hySFGR9MADUnGx9Oyz6mL8EV9/+O12hwoDACQrwpQN+nTO0b8vHa9B3TtEHG+tJWOffSLD1eLFzZ8bHqwOOcSOqtGkww+Xhg0LbpeUSP/9b8TbfOf98xOHCgMAJCvClE16dcrWs5eN15j+nSOOt6Vr6MADI8PVSy81fd7nn0eGq9NOi6VyRDAmYkZ0zZ4tSfr69qmhQ3T3AQDCEaZsVNAxS89ccriOH9Uz4vjAWXNVWRNo8/1OOSUyXP3zn02f99JLkeHq5pvbUTwaTJ/e0Le6YIG0YYMyfR79a2bDVCMEKgBAPcKUzXIyvXrwgkN0xbFDI46PuGGe7l2wOqZ7X3xxZLi68sqmz7vllshw9fDDMT02/fTvL02aFNy2LOnJJyVJx46IDMnXPr800ZUBAJIQYSoOvB6jXx0/XLN/fGjE8b8s+NrWFo2//jUyXJ1xRtPnXXZZZLhasMC2EtwrvKvv8cdDE4OFj5/6d+H3+mbbngQXBgBINoSpODpmeA99dN2xmjC0W8TxgbPm6tuiUtuf9/zzkeGqQ4emzzvuuMhwtWyZ7aWkvtNPlzp2DG6vWiV90jDwfO0fTgxtT/7ze6oJ1Ca6OgBAEiFMxVnvTjl66ifjdOcP9484Pumed+M+7qa0NDJcNWf//SPDVVFRXMtKDbm50llnNezXDUSXJGOMVt42JbQ/7HevJ7AwAECyIUwlgDFG5xy2jz6cdawmDi+I+G7grLma/mhiXrcPD1YthasePSLDVXl5QspLPuFdfc88E1y9uk52hlf/+93k0D4D0gEgfRGmEqhP5xw99uPD9Mylh0ccX7R6uwbOmqvnP9uQ0HqiDVcdOkSGq9p06dWaMEEaMkQaN066885Gf0kFHbP0ws+PCO0TqAAgPRkrgSvujh071iosLEzY85JZoNbSi4s36jfPLWn03T0/GqMzDunnQFUNLKvx4swtnetau3cHp65vwbOF3+uasDf7wgepAwBSlzHmM8uyxrZ6HmHKWf5Arf7v0+9040vLG3130D6d9eLPJzhQVWN+v5SREd25rg5XzfjbW6v15/lfh/YJVACQ+ghTKSZQa+nlJRt19b8bt1RJwTfITBIt0rd7t9S5c+vnSekTru5fuFp3v9kQqJLtdwYAaBvCVAr7dG2xznrooya/O2xgVz370/EJrqh1mzZJfftGd27KhivLCq7lc/DBza4+/cbyLbrsyc9C+1/ceJw652YmqkIAgI0IUy6wp7JG+9/8ZrPfX3LUIP3upFEJrCh6S5YE1xpsjdcb7EJMen/7m/T3vwfnnPr0U+nQQ5s9dd32Mh1z9zuh/bt/NEZnOjwGDgDQdoQpl/lqc4mm3ruo2e99HqNv7jix2e+d9sYb0pQprZ83caK0cGH862mzmTODM6FL0i9+Id1/f4unV9YENOKGeRHHGEcFAKmFMOVii1YXafqjn7Z4ztOXHK7xQ7q1eI6T7rtPuuKK1s/72c+CDUKOe/tt6dhjg9tdukibN0tZWS1eUltrafBvX4s4RqACgNRBmEoT3xeX66i73m71vKd+Mk5HDuuegIraZ9Ys6Y9/bP28++6TLr88/vU0UlsrDR4srV8f3H/uOenMM6O6dO/5p16+fIIO6Bfl6H0AgGMIU2mottbSqQ98oC837o7q/DV3nCiPJznfNhs/Xvr449bPe/316LoPbXHjjdJttwW3Tz5ZeuWVqC/9v0++029f/DLiGK1UAJDcCFNQtb9W+17ftnXjkvXts7w8qays9fO++EIaMyZORXz7rTR0aHDb65U2bpR69oz68kCtpSF7dfvNv/poDevZ0c4qAQA2IUyhEcsKzrr+q2ebnsuqJR9dd6x6d8qJQ1XtE+30TRs3Sn362Pjgo4+WFtW9CHDPPdKvftXmWzS17AytVACQfAhTiIplWXrsg3W69dUV7b5HMrRmRRuuysqk3NwYHvToo9LFFwe399tPWro0+oeHKams0QF7TXuRneHRytumxlAcAMBOhCnEpLImoB/86W1tLamK+V4fzjpWfTontlUr2nzj9wd77KJWUiL16iVVVAT3P/ssOIlnO/3pjZV64O1vI45dNXmYrpq8b7vvCQCwB2EKcWFZlpZvKtHJ971v632vnryvfnbMEGX6olxduY2iDVdR/edwwQXSnDnB7SuukO69t9111Wuq62/W1BH66Q+GxHxvAED7EKbgiMqagK574Uu9uHhj3J4xZXQv3XLqaHXPy5K3HW8jxrxo84IF0kUXSTNmBD/1g9Jj1NS8VJI0vGdHvXH10bY8AwAQPcIUkpJlWSoqrdKMf/1PX20uSdhzszM8evCCQ3TIgC7Ky/RFTAmxZ4+Unx/dfSxLwTmnJMkTn1a0siq/Rt/0RpPfsXgyACQOYQopryZQq1eWbGrX24ex8Jdka+ODk6I697yTd+vu0bPVu2etlJPT8qdTpza9WthcS5Uk3Xbafpp++ICo7wUAaDvCFNKOZVnauKtCv3luiT5eU2zbfau35mvz7KNsux8AIHZbtrRpqr92IUwBbWBZltZsL9Ptr67Q26uKWjy3Yl03bfv34QmqDADQlGQKU774lgGkBmOMhhTk6bEfHxbdBc/U/SwslP7zH6miQlZ5uWpKy7Vhc7HWb9iuzJoqZddUK9sf/BT2HalrT7wy4jZXvT9HV33wdHSPPOB4zZoauTr079+4X+d/MS+q6+8ff5buPvrCiGMPvXC7Tlgdxbo9km6dfJkqfvZznX5QP43qk6+cDK+8R06QPvqo+Yu83oZuzkcflaZNi/z+kkukXbta7yLNyZGOP17qvtf6kmvWBBecrj8nO7td834BQCwIU0Asxo4NfiQZSZmSBtd99jZE0tl7H6w4Vir5S3Deqr0+gdIyVZSUafm3W/Thsg36NLOg0T2X9NpXHUeWBwNbTZWy/PXhrSoU4rJrgtsVvqxG12f7q6P+o5Z7M/TMp9/r6U+/Dx2b++1WjW7pokBAKi2VSkt18ez/acEHkYP2P3nmBfUsja5L9rTp9yjziPH6wfACHTm0u/btkafsYcNk6l8IqJed3XQYe/nl4Bxh9fbska67Lrogl5MjHX545EsHtbXBj4//GwXSHf8vADip/h/qJngl5UkaV/dpWuNlaIrLqnXwbfMbn9pEl37xXX/RM5u36p0vvlNlSWldGAsLYv6G1rXlPRvPefVVj0Gq8mUo218dvLYm8nqv1RB0Kn2NZ8nProl+UthKX6a+WFesT9cV609vrFJGoEar9w5SklRZGfzs3BlxeOzvF2h7hy6h/d4lRfrowQeifv7Aa16JaPXaf/NqvfLE1arxeFXpy1SlL0tVvszgdkZW3bHgZ1teNz18/jUa0Stf+/bM05AeeRq5Z6v6vz9fvg65Mrk58ubmyuTmNh3k8vOlgsZhGkByIEwBLtO1Q2ZorT/LsvTWV9t08ROFTXZ/XV24R1KuVDBCqvu3+qT9e+sP5x4UMX2EJP2sqYe1tKagZUk1NaGWtifyO6k6I1NbSyr19sptmv/VVl017TfqUF0RCl9ZNXsFubCAVpwTOX9FRsCv7zr1bLjWX6WsgL/Zcir3aplrS6tcpS+z0d9ftj8YBDNqA8qorlDH6opmr9+Q30O/3VGudTvKNW958NjUle/rwZfujOr5X/TeV6dd+OeIYz9a+qZ+tWiOKjP2CnK+rLpjddu+TH3Za5j+s3/kG6ojt63RwOJNoeBXFXZ+/T3rw2Ctpy3LBCSvjtk+dc/LUrcOmeqWl6lueVnqkpuhvKwM5WV5lZvpU4csnzpm+5Sb6VVOplc5GcGfHTJ9yvR55PMYpidBI4QpwMWMMZo8qmfEQsqVNQGNuKH5cVZzv9ysuV9ubvK7l34xQWP6d4724VJmZvDTqZM8krIlDejWQTMnDNLMCYOki6MfyD+tqYN/Pr7uMc8AAAvHSURBVDNyPxAItko10W267LDDIrvpioul/SpllZcrUF6u2vIK1ewp056de1Sys0R7dpWqsqRUprJS/ibCREbAr1oZedT6SzxNtsq1NcztpXNFqXqX7ojq+ldGHNUoTJ22/B1d9ukLUV3/yNhTdfukSyKOXb1ojo5YvyQUvqp8ka1x4a1zH+1zgJb3ipzcdt+idcry10ScWx/oqr2+uIx921Pp155Kv9ZuL7P93midx0hjB3bVoQO76KD+XXRAv04q6JjlinDK23wAtLuiRmNuebP1E1vx1E/GacLQbq74P8eoWJZUXd1keIsIdVlZ0gknRF77v/9JTz/d+rUVFdL48Q1LGNW77Tbpxhujq3PmTOmxxyKPXX659EB03Zy7fvkrbbj2RpVXB1RW7VdppV9jrr5Y+7z9elTX33bsxXr00NMijj075xodtqHpBdZrZYIBzRsMY9ef8HO9NTSys/vm+f9Qp8rSUBiLaJkLBbPg5+N99tfO3E4R1/fcs13V3oxQS55l4jMJL+x3z4/G6KQDeis7I/4tpkyNACBmJZU1mnTPuyraE/uC1+EGde+g+849SKP75KdP8LJbaWlwXFhTYWzvz4gRwbchwz3yiPT669Fdf9NNwU+4k06SXmt6UtlGHnxQ+ulPI4+NHRtcKDwaL7wgnX565LH+/aUNG6K7/oMPpCOOiDyWmRnshg7fDx+nFv4iw3PPSb17N5xbVibdcEP0Ly8cfHBkq2j9v7sJ/t++ZVkK1Fry11qqDtSq2l+rmrqfpVV+bdpVqe+Ky/V9cbnW7ygLbu+sULW/ibGJDvN6jL648Th1zI5ybbB2IkwBiKuaQK0efOdb/Xn+1wl/9i8mDtE5h+6jfl1yCGPxZlnBtxa9e7UCrFolbdsWXRg766zg25DhLrxQWr686fPDQ44UDH1TpkQe695d2hFdN6c+/1w66KCG/UCgbW9hbtwYuXrBpk1S377RX+/3R/79LV4sHXJIdEGsZ0/p73+PvN+aNdKrr0Z3fV6e1KWL4mVbSaXeW71dC1du1ZvLt8pfm5hMcdyonrr/vIOU5Ytv6xRhCoDjLMvShp0VuvKZxfr8u11Ol9Nm3fOydMSQbho/pJv279tJgws6KCfDS4CLt0AgMlx17y7l5kae89//Bqe3iCbM3XtvsCWrXnm5tO++kee0pLg4MpB8+230C5xnZAS7gsN9+KE0YUJUl2/tVKBxP43soj3h6w/10It3RHX90l5DdcqMv0YcO33ZQl39/pxGLys09RLD8p5D9N/REyOuH1a0XgN2bWnyZYWqsGtrPPaOfXv2svHat2eeOuc2HkMYL0zaCcBxxhj175qrF34e3T8cUrDFa9WWPXrg7W/0+rItcayuddtLq/Tykk16eckmR+tAUzIkdW182COpQ92n3gNLJS2NPO+Chxq2LUtZgZq66T2qGs3VVviHRRFvNHaq2KOzjrmo8TQi/mpl7TU9SMB4dPasuRGPHr9+iaKbqlcq8zTuxsqK8eWFrhUl2mf31qiunzt8QqMw9cPlb+tnnzzf6rUB49Fjh0wLvbywX998zTxikI578RF1eP9deXJz5GluOpCLLooMwEmOMAUgqWR4Pdqvbyc9eMEhttzPsiyVVvn15Ybdem3ZZr26dLN2lde0fiHShzGqqhu0XpKd1+rpu3M66p/jftjux300YIyG/L+XwoJb82Gsytc4TK3v3FuPH3xS2AoLVRFThIQf357bWTkZXh3Qr5MO3KezDuzXWYf7/ictjK7Wkw4brJP2ngLlyjelT1q/1mvV6uJjhuniva//00rp3XdavnjqVMIUACQLY4w6ZmfoiKHddcTQ7rr9tP2dLqnN6gcO11pSoNZSTW1w0HBFdUAllTXaXVGj0kp/6G278qrgz4rqgCpqAqqoDqjSX6vKmoAqawKqCdSqJmCpJlArf93PWsuSZUmWpFrLUq1lyWOMjCSPMfJ4TGiOJa9H8nqCcy55PUZeE/zp8Rh5TeR3xgQHC3vrrvd6TPB+dddkeI28Ho+8HinT61VWhkeZXo8yfR7lZAT3s3xeZWd4lJsZnAsqN9Or7AyvMryeuuuNgpU29CoZo9BzPEYu65o9SdKvojrzxLpPhH2ulmZe0PpbpBUV0siRjW86alTwBYTWrvf7m56UuLVuVanZyYyTVUxjpowxUyTdq+BkzY9YltXiDHSMmQIAIE34/cGXFzL36mpcvlzavLnlIPbLXybFrP9xHzNljPFKekDScZI2SPqfMeZly7KanjgEAACkj+bemBw9OvhxkVhmKTtM0jeWZa2xLKta0jOSTrWnLAAAgNQQS5jqK+n7sP0NdcciGGMuNcYUGmMKi4qKYngcAABA8on7/PmWZT1sWdZYy7LGFiRB/ycAAICdYglTGyWFv7fYr+4YAABA2oglTP1P0jBjzCBjTKakcyS9bE9ZAAAAqaHdb/NZluU3xlwu6Q0Fp0b4l2VZy22rDAAAIAXENGmnZVmvSYpy2XAAAAD3ifsAdAAAADcjTAEAAMSAMAUAABADwhQAAEAMCFMAAAAxIEwBAADEgDAFAAAQA8IUAABADAhTAAAAMSBMAQAAxMBYlpW4hxlTJGl9wh6YWrpL2u50EYjA7yS58PtIPvxOkg+/E3sNsCyroLWTEhqm0DxjTKFlWWOdrgMN+J0kF34fyYffSfLhd+IMuvkAAABiQJgCAACIAWEqeTzsdAFohN9JcuH3kXz4nSQfficOYMwUAABADGiZAgAAiAFhCgAAIAaEKYcZY35pjFlpjFlujLkr7Ph1xphvjDGrjDEnOFljOjLG/NoYYxljutftG2PM3+p+J0uNMQc7XWO6MMb8qe6/kaXGmBeNMZ3DvuO/E4cYY6bU/b1/Y4yZ5XQ96cYY098Y87YxZkXdvx9X1h3vaoyZb4xZXfezi9O1pgPClIOMMRMlnSppjGVZoyXdXXd8lKRzJI2WNEXS340xXscKTTPGmP6Sjpf0XdjhqZKG1X0ulfSgA6Wlq/mS9rOs/9/eHbxoVcVhHP8+aLpxES0ycYIZwVkIBQUOgriQWohI0ypsUZO1SWwRCFL6D7iqjS4dMBBEUHQWipkLd6PBkJgKIUWUjLkrQVDGnhbnoC/R2OL1fc/gfT6re8+5vPy4P87L795z7r1+HfgJ+BIyTlqq5/kwZVxsAN6v+YjhWQD22t4AbAL21Bx8AVy0vR64WPdjwFJMtbUbOGj7AYDtu7V9Ejhu+4HtX4BbwESjGLvoa2Af0Pt0xiTwjYtZ4EVJa5pE1zG2v7W9UHdngZG6nXHSzgRwy/bPth8Cxyn5iCGxPW97rm7fA24Cayl5OFoPOwq82ybCbkkx1dY4sEXSZUmXJG2s7WuB33qO+722xYBJmgRu2776r67kZGn4GDhXt5OTdnLulxBJo8AbwGVgte352nUHWN0orE5Z3jqA552k74BX/qPrAOX8v0S5RbsROCFp3RDD66T/ycl+yhRfDNHTcmL7TD3mAGVq49gwY4tYyiStAk4Cn9v+S9LjPtuWlPcfDUGKqQGz/fZifZJ2A6dcXvZ1RdLflI9U3gZe7Tl0pLbFM7BYTiS9BowBV+sf0ggwJ2mC5GSgnjZOACR9BOwA3vKTl+MlJ+3k3C8Bkl6gFFLHbJ+qzX9IWmN7vi5FuLv4L8Szkmm+tk4DWwEkjQMrKF/7ngF2SlopaYyy6PlKsyg7wvY12y/bHrU9Spm6eNP2HUpOPqxP9W0C/uy5lR4DJGkbZQ3bO7bv93RlnLTzPbBe0pikFZQHAWYax9QpKld8R4Cbtr/q6ZoBpur2FHBm2LF1Ue5MtTUNTEv6EXgITNWr7uuSTgA3KNMae2w/ahhnwFlgO2WR831gV9twOuUQsBK4UO8Yztr+1HbGSSO2FyR9BpwHlgHTtq83DqtrNgMfANck/VDb9gMHKUtGPgF+Bd5rFF+n5HMyEREREX3INF9EREREH1JMRURERPQhxVREREREH1JMRURERPQhxVREREREH1JMRURERPQhxVREREREH/4BZ2p3KHyVxEAAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Using simulation above let's find tau and linearly approximate it.\n", "vtau = 1./(gNa*minf(asol[:,0])**3*asol[:,2]+gl+gk*asol[:,1]**4)\n", "vinf = (2.+gNa*minf(asol[:,0])**3*asol[:,2]*ENa+gl*El+gk*asol[:,1]**4*Ek)*vtau\n", "#xvtau = vectorize(lambda v:0.2*float(v>-38)+((-38-v)*0.35+0.2)*float(v<-38))\n", "xvtau = vectorize(lambda v:0.4+(-38-v)*0.032*float(v<-38))\n", "\n", "figure(figsize=(10,8))\n", "\n", "plot(asol[:,0],vtau)\n", "plot([-38,30],[0.4,0.1],\"r--\",lw=3)\n", "plot([-60,-38],[7.8,0.4],\"r--\",lw=3)\n", "plot(asol[:,0],xvtau(asol[:,0]),\"b--\")\n", "#plot(asol[:,0],ntau(asol[:,0]),\"y-\")\n", "#legend(loc=0,fontsize=16)\n", "show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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oz1+6dKlCCJo1a5YOPvhgDRgwQHvvvbeeffZZzZ8/X/vvv78GDhyoAw88UEuWLDHfe91112ncuHGqq6vTuHHj9POf/9w8vnjxYh1yyCHq37+/dtllF82ePdv9/uXLl+u4447TkCFDNGTIEB1xxBFatGhRl/0CAEb+km6WeFsM+Agp0TVqAkiHY4iN2LFZEUAVE0Lp/uuh0047zdzCNmPGDH3xi19U6ORn9e/fXzfddJNuvvlm/fa3v1WSJDr55JO15557avr06ZKkv/3tb/rEJz6hz3zmM3rmmWf0+9//Xk8//bS+9KUvtf+c6dOn65577tFtt92mv/71r3rqqaf04IMP9vhvePfddzVkyJAun9fQ0KAzzjhDDz74oF5//fVOn3vxxRfrwgsv1FNPPaXBgwfr+OOP11e/+lV997vf1eOPP65169bp7LPPbn/+7bffrmnTpuncc8/V/Pnzdc455+jMM8/UnXfeKUlqaWnR0UcfrZaWFs2ZM0czZszQJZdcovXr17f/jMbGRh166KHq37+/HnjgAc2ZM0cjR47UpEmT1NjY2ON+ARCx/Hdn4q2gLfY/IqRE15g8Az2Tf8wQvnAeyZdfE/RPj/D2KRXghBNO0PTp07Vo0SINGjRId999t6655hp9+9vf7vT79thjD33/+9/XV77yFc2ZM0dPPfWUnn322fbg6oc//KGOPfZYXXDBBe3f89///d/ae++9tWrVKtXX1+uXv/ylZsyYoU9+8pOSpOuvv16jR4/uUftnz56tv/71r3r44Ye79fzx48dLkpYsWaKhQ4cWfd7555+vww8/XJJ0wQUXaPLkybrssst06KGHSpKmTZumadOmtT//iiuu0EknndT+tZ133lnz5s3T5ZdfrsmTJ+vee+/VggULtGTJkvbbG6+++moddNBB7T9j1qxZSpJE119/fXs/XnfddRo2bJhmz56tY445prvdAiB2BFCdYwWUr4nmZt4ZD1ahyTThLVAcwb5HwGIVuvai2xilVIAhQ4bo6KOP1owZMzR48GAdcsghbv+nYs455xzdcccduuqqq3Trrbdq1KhR7Y/NmzdPixcv1i233NL+taTtBPTSSy+pvr5eGzZs0D//8z+3P97Q0KCPfOQj3W77ww8/rBNOOEH/9V//pYkTJ3breza1obMVXlJrwLbJ8OHDJcm0bfjw4Vq7dq0aGxtVX1+vhQsXmtVdknTggQfqjjvukCQtXLhQo0aNMn273377qSpnIDdv3jwtWbJEgwYNMj+nsbFRL730Urf+PgCQ5F9hI4CyCKCYKHWFSVPhGok5gMo/r7K6xUuSuM+v+ccM117OpfkIoFIhgComYwfal770JZ1yyilqaGjQpZde2u3ve+ONN7RgwQJVV1dr8eLF5rGWlhb967/+q8477zz3faNGjdKLL76Yqs0PPfSQDj/8cF166aWaOnVqt79vwYIFCiFozJgxnT6vtra2/eNNYVWhr7V0MfjoKujK1dLSor322kuzZs1yj2211Vbd/jkA4K5DDIKtmCdImzAItjI2dusThWokZywUHcIFL79PWlqk6urStKUcUCMe51aLF39SifglkMry8Y9/XHV1dXrjjTd01FFHdfv7TjvtNI0bN0633HKLLr74Ys2bN6/9sX322UfPPfecxo0b5/4bMGCAPvShD6m2tlaPPvpo+/esXbtW8+fP7/L3Pvjgg/r0pz+tSy65ROeee26327tmzRr99Kc/1cEHH9zp7XcfxG677eZuA3zooYfab/nbbbfdtHz5ci1btqz98ccff9wEWPvss48WL16sbbbZxvUZARSAHiGAsvIHeAyICaDysbrFY6Jk0R8egYtFf3j5fRD7uZVrbyqsgKoQIQQ9++yzSpJE/fr169b3/PSnP9UDDzygZ555RmPGjNGpp56qE088UU8++aTq6+t14YUX6p/+6Z90xhln6Ctf+YoGDRqk559/Xnfeeaeuu+46NTQ06LTTTtOFF16ooUOHatttt9Wll16q5i4Owvvvv19HHHGEzjzzTJ1wwgl67bXXJEnV1dUmVEqSpP2xd955R0888YQuv/xyvfPOO+23xW1OX/va1/T5z39eH/3oR/WJT3xCd999t2688Ub9/ve/lyRNmjRJu+66q04++WRdddVVev/993XeeeepJme/jRNPPFFXXHGFpkyZoksvvVTbb7+9li1bpj/84Q8644wztNNOO232dgOoUNyCZzHg8+gTi4mjR41Y1IhHjVjUiJffB01NUl1dadpSDgr1B7qNFVAVZNCgQdpiiy269dwXXnhBF1xwga655pr2W9muvvpqSWq/5W6PPfbQgw8+qKVLl+rggw/WnnvuqW984xvt+ylJrRt3H3rooTr66KN16KGHavfdd9fHPvaxTn/3zJkz1djYqCuuuEIjR45s/2/fffc1z2tsbNTIkSO17bbbauLEifrP//xPTZ48WfPnz9duu+3W3W7ptqOOOkrXXHONrrrqKo0fP14/+tGPdO2112ry5MmSpKqqKt1+++1qaWnRfvvtp5NPPlnf+ta3TOBXX1+vBx98UGPHjtXnP/957brrrjrllFP01ltvdetd/gCgHSugLCYFHn1isbrFo0YsasSjTyz6w8t/QSz2PiG0TSUkkSxhnzBhQjJ37tyCjy1cuLBXAg3gg6ImAehb35K++92Oz196SRo7tnTtKbW1a6WGho7PTztN+sUvSteecjB9unTllR2fL18ubbtt6dpTamvWSLlvAjJ1qnTttaVrTzk491zpRz/q+HzVKmkzb2GQKW+9JeVuiXD22bZ/YvTVr0o//nHH52+9JQ0eXLr2lNqqVVLOi+3UiKQvf9leb997z16PY7NsmZT7hl9f+5r0gx+Urj1lIoQwL0mSCV09jxVQAACUo0Jvnx4zXoH1eBXWYrWPx2oOi2PG43Yiq9Cm7LFjRbbFeTUVAigAAMoRGypbDIA9BsEW/eERuFiElB7HjUUA5fECkMV5NRUCKAAAylF+4BL7AIcBsMfE0SJc8FjdYnHMeEymLV788XgByGI8kgoBVNasWSOtXs3bTwNApeMWPIsBsEdIaTGR9pgoWYSUHn1iEVJ6XGss+iMVAqg2LVkY2Dc2Ss8/L/3979KKFaVuDXpJJmoRQO/LOxcseuGFEjWkTDCR9gjlLCaOHhMlixrxOLda3ILncR6xOGZSIYCSNHDgQC1fvlwbNmxQWb8r4KpVHR+/9lrp2oFekSSJNmzYoOXLl2vgwIGlbg6AUsu7Hp09bZqaYx7k5A34kpj7YhMmBVbe359s3FiihpQRasQigPKYTFsEUF5+H8T+Ygfn1VRqSt2AcjB69Gi98cYbevnll9VUzgfU66+3roLaZOHC0rUFvaKmpkZbbrmlttlmm1I3BUCp5Q1wVr76qt58800NGzasRA0qsbz+uO/Pf9bQZ5/VHnvsUaIGlYG8ScE1V1+tr/7ylyVqTBnI64977r5be7z2mkaMGFGiBpWBvOPmD7//vaZ885slakwZyJso3vvnP+vgjRtVW1tbogaVgbwaeWLOHO07blyJGlMG8mrkwQce0EFJohBCiRpUBvJq5MWFC7XzjjuWqDFlIK8/nn7ySe1VoqZkEQGUpKqqKg0bNqz8B/WXXSbdfHPH5+W8WgsAkE7eOb5K0po1a8r/WtVb8sKFDevW6eKLL9btt99eogaVgbwamTljhk6/9lr169evRA0qsbwaaVy7VjfccIOmT59eogaVgbw++fZFF8UdQOX1x+o339QvfvELTZ06tUQNKgN555EzvvxlzTvppBI1pgzkBVBL//53bfnss9pzzz1L1KAykFcjt9x4o/798MNL1JgykNcff3vqKX2kuVnV1dUlalC2cAtellDUABCPvIlSlaS1a9eWpi3lIG/AFyT9z//8T2naUi7y+qRa0rvvvluatpSDAqHtjBkzStOWclGgRqJWoEaef/750rSlXOT1ycb160vUkDKRd+2tlvTmm2+Wpi3lIq9GbrrpphI1pEwUqJGox2c9RACVJax4AoB4FJgoNebehh2bAoFc9BgEWwWOmY2x7wNVIIAq6/1Oe1uBGqmpifyGEM6tVoH+iPqYkaiRfAXOq++9915p2pJB0ddPprDBGQDEo8AAp6z3KextBSaO0cvrkxq13qYZrQI1UlUVeaUQylkFJtLRB1CcWy1e/PGoEavA+Czqa28PRV8/mcK7MABAPJg4WrwC6xW4LXHDhg2laUs5KFAj0e/JUaBPoj6PFDivRr25tES4kK9Af0R9XpWokXwFrr1Rn1d7KPr6yYoNGzboyblzS90MAEBfYeJoMQD2CCmtAv0RfQBFjVicRzz6xCrQH1GvPpaokXyMz1KJvn6yora2VmvfeafUzQAA9BUGwRYroLwCfRJ1jbC6xWOVnFWgRtjfh3OrUWBvvejDBWrEIthPJfr6yYoQgvqPH1/qZgAA+goDHItXYD1qxCowSWqJffsCasRig2mvQEgZNY4Zj+uvxW2aqURfP1ny3JQp7R+v7devhC0BAPQ6XoW1eAXWY6JkFeiP5tjfwIVbRawCNUJISbhgsPrYo0Ysrr2pRF8/WdK/oaH946rYB1QAUOkYBFsMgD1qxCKA8nil3uKY8bgt0SK09bj+WgVqJOrzag9FXz9ZUtO/f/vHIeYLAwDEgFfYLFZAeXl9Ev078RBAeZxHLPrDo0+svP6IfvWxxPU3H8dMKtHXT5bU5Nx2V00ABQCVjQGOxSuwHjVisQeUxwooi437vQJ9sn79+tK0pRxwXvW4/lrUSCrR10+W1A4Y0P5xVewDKgCodAX2gIp6osQrsB6DYItJksetIhbHjMdtiRb94XFutTivphJ9/WSJWQEluZMBAKCCMFGyGAB7TJQs9rLxuC3R4pjxqBGLPaA8rr8W55FUoq+fLKmtq5O5HMR8cQCASkcAZbECymOiZFEjHuGCxTHjUSMW116PAMrimEkl+vrJkrq6OplslaQVACoXg2CLAbBHjVjUiMdEyWLlglcglKNGOkR/+7tEuJ+P82oq0ddPltTW1toAikIHgMpVYA+oqMMFBsAek2mLAMojXLAIbT0m0xY14nFutTivphJ9/WRJXf4teDEPMgGg0jEpsBgAe9xOZFEjHucRi9DWo0Yszqse51Yrrz+CIj9meij6+skStwIq9gsmAFSyAgO+qN9SvsgKqKj7hFfqLVbJeYQLFuGCR41YhJRegcAlahwzqXBtzpDq6mpuwQOAWDDAsYq8AkufdIg+pORVeo/ziEW44HE7kcUx4xHuW9RIKtHXT5ZUV1dzCx4AxKLAHlBRhwtFBsBRD/oYBFsEch41YtEfHn1iFdiEnPMI51aD0DYVAqgMcQFUzAc+AFQ6JgUWAZRXoE+YFHSI/piR6JN8HDMe1xqLY8ajRiz6IxUCqAyprq6WOSXGfsEEgErGK44Wt+B5DIIt+sOjTyz6w6NPLPrD49ZVixpJhQAqQwigACAivAprsQLKI6S0mBR4vFuTxTHjcdxY1IjHeMTimEmFACpDXABFoQNA5WKAY7ECyiNcsDhmPPrEoj88wgWrwB5QUfeHxHGTj2MmFQKoDGEFFABEhI1QLVZAeQyCLfrDo08s+sMjXLDYJ8yjRiz6IxUCqAxhE3IAiAgDHKvICij2oegQ/USJY8Zj7xaLY8bjuLHoD48+seiPVAigMqSmpoYVUAAQC16FtVgB5TEItghbPGrEoj88+sSiPzxWDlr0RyoEUBnCLXgAEBEGwRZ7QHms5rA4Zjz6xOKY8ZhMW7z44xHuW5xXUyGAyhACKACICBuhWqyA8pg4WvSHR59Y9IfHZNri2utRIxb9kQoBVIYQQAFARHil3mIFlMcg2CrQH0mSKMn7elSoEYvzqlfg3TRZ3dKBGhHnkXy8A20qBFAZQgAFABHhlXqLFVAeEyWLkNJj4mjRHx59YtEfTsJ4xKI/UiGAypD8ACqh0AGgchEuWIQLHhMli5DSo0Ys9vfxmExb9IfHecSiP1IhgMqQEIIJoFpiXh4LAJWOfSgswgWPybRVJKSM+nYiJtMWE0ePPrEKXHujPq9KnEfyccykQgCVMbnl3rJxY8naAQDoZQxwLFZAedSIRY141IhFf3j0iUV/OPn76EXfJ/RHKgRQGdMcQvvHrIACgArG6haLFVAeg2CLAMqjRixubfaoEYsacfK3fakSK0tzRd8fPUQAlTFJTgDVzAooAKhcTAoswgWPkNIipPQ4j1jcSuRRIxY14lEjFv2RCgFUxiSsgAKAOPAqrEW44PFW0BYhpcdk2uK86lEjFuGCR59Y9EcqBFAZY/aAIoACgMqVNymIfhPyvAGf1Bq4RL3sncm0RQDlMVGy6A+PPrHYhNwjpLQ4ZlIhgMoYVkABQCRY3WIVmABEP+hjEGwVWSUX9eSRGrEIbT1qxKI/uhT9cUMglwoBVMYQQAFAJJgoWQVWQEU/6GMQbBVZAcVx04Egm2PGIXCx8mokKPJziCQV2IQ86j7hmEmFACpjCKAAIBJMHK0iK6Dy3x46KoSUVpHbNKPuEwIXi4mjV6BGOK92oEbEtSYfNZIKAVTG8C54ABAJ3uHMKrICij7pEP0gmBrxmDhaef1Ro8j7Q6JG8vHij0eNWIS2qRBAZUxS1fFPxgooAKhgDIKtIiugoh4EMymwqBGPGrEK/O3NsY+nqRGLTcg9asSiP1IhgMqY3BVQSewXTACoZKxusQgXPG6vslgB5TFRsgqtUoi5PyRqJB8hpceKbKvAC4RR90cPEUBlDHtAAUAkmBRYhAseIaVFjXgFaiTqW0UK/e1JEnefEC5YBWohibk/JMYj+eiPVAigMoYACgAiUeCdeKIOF1gB5TEItorUCMdNh+hrpEhIGXUAxXnEKhRAxXwOkaiRfJxXUyGAypjcPaCiPxkCQCVjwGexusVjBZRFjXicRyxCSo8asQr87S0x14dEjeQr1B+x10gPEEBljNkDikIHgMrFJuQWK6A8XoW1CKA8Jo5WkRqJ+txKjVjsE+ZxrbG4TTMVAqiMIYACgEiwwbRFuOCxAsqiRjzCBYsa8agRq0CNRL+6hRqxuE0zFQKojCGAAoBIMOCzWAHlEUBZ1IjHygWLW/A8XuywWAHlMR6xCv3tMfdHDxFAZU1uAEWhA0Dl4hY8i5ULHm8FbVEjHhNHixrxqBGrwN8e/Yv+1IhFSJkKAVTG5K6AUuwnQwCoZAz4LFa3eKxcsAgXPM4jFntAeQTZFrfgeZxHLG7BS4UAKmPMLXhNTSVsCQCgV+UN7lgBRbjgcAueRUjpMXG0OI941IjF6haPGrGokVQIoDKmparjn4ykFQAqGOGCRbjgMSmwCBc89oCy2APKyd/SI/oaYQWUx7XGYg+oVAigsoY9oAAgDtwWYREueNyCZ1EjHhNHixrxqBGLcMGjRixuwUuFACpj2AMKACLBCiiLFVAekwKLcMEjyLbYA8rjPGIRLngFtgSgRvLE3B89RACVMWYPqNhPhgBQybgtwiJc8AgpLUJKj3DBIoDyqBGLW/A8asQq9E6JMfdHDxFAZUzCHlAAEAdWLliECx4BlEVI6RFkW5xHPGrEYgWURwBlsQIqFQKorMm9BY9CB4DKVWDAlxQa9MSCcMErMHGkRqzoa4SJo1WgRqpFcJsr+hop9LfHfF6VqJF8BFCpEEBlDCugACASrICyWLngMSmwCvzt1Yq8T6gRq8DEMfpzKzViFamRqPGGFxar5FIp6wAqhLBdCOF/QwgLQgjPhRDOafv6ViGEe0IIi9r+P6TUbe0zrIACgDhwW4TF6haPiaNFuOBRI1aBvz2IlYO5oq+RIucRaqRD9ME+75SYSlkHUJKaJF2QJMl4Sf8k6awQwnhJ/ybpr0mS7CTpr22fR8FsQt7UVMKWAAB6FZMCi3DB4zZNixrxCLItgmyPa43FalsnsCLb4ha8VMo6gEqS5NUkSZ5s+/g9SQsljZI0RdKv2p72K0lHlaaFJZBzCx6FDgAVjAGfxcTRI1ywqBGPcMEipPTy/vboV7dwHulS9P1BAJVKWQdQuUIIYyTtLekxScOTJHm17aHXJA0v8j2nhxDmhhDmvv76633Szt7WkrsHFIUOAJWLDaYtJo4e4YJV5PaqqPuEW2cswgWPFzssrjUeNWIRQKWSiQAqhNAg6TZJ5yZJ8m7uY0nraLzgiDxJkp8lSTIhSZIJQ4cO7YOW9oHcPaDY7AwAKhcDPouJo0eNWNSIR41YhJQeNWJxHvFYbWuxB1QqZR9AhRBq1Ro+3Zgkye/bvrwyhDCy7fGRklaVqn19jhVQABAHVrdYvCrtsbrFokY8wgWLGvG41liElB7nEYsVUKmUdQAVQgiSfilpYZIk/5nz0B2STmn7+BRJf+jrtpVKwgooAIgDkwKLV6W9vL89+kkBmwd7rFywipxHor69mfOIRY14jEesArXAwpDuqyl1A7pwgKSTJP0thPB029e+Ken7km4NIZwm6WVJx5SofX2PTcgBIA5MCixelfYKvCrNJMmiRli5YFAjHuGCxYsdHucRixVQqZR1AJUkyUNqrfFCPt6XbSkbuQEUK6AAoHIxKbCYFHjUiEWNeNSIxSo5j3DBIqR0AucRq9DfHvOLPz1U1rfgwcu9BY+lfgBQwVjdYjEp8Jg4WtSIR41Y1IhHjViElB41YrECKhUCqIwJ3IIHAHHgFUeL1S0e+/tYRSaOzTGvGKdGLM4jTqBGLEJKjwDKYg+oVAigMibJfRe8mF8JB4BKxx5QFpMCj0mBRY141IhVZC85xtQdoq8RNiH3eEHMKvS3x9wfPUQAlTGBd8EDgDgUGPAlSRLvIJiVCx6TAosa8agRixqx6A+PINvJ3wMq9v4oeAterGOzD4AAKmtyb8Gj0AGgchWYOLZ+OdJzP5MCr8AquWjrQ6JGCmHiaFEjFv3hsQeURUjpsQdUKgRQWcMm5AAQhwITx9YvRxowMAj2WN1iMXH02N/H4jxi0R8efWIRUnrsAZUKAVTWsAk5AMShwMSx9cuRnvsZBHusbrGokS5F3x9F9oCKtk/oD4/ziEUg57EHVCoEUFlDAAUAcSiyAiraQR+rWzxWQFlMlCz6w6NPLPrDo08sQkqPPaBSIYDKGgIoAIhDkT2goh308aq0V2QPqGhv02SiZHHMeEX6JNpjhhrxeKdEi0DOYw+oVAigsiYngIr2RAgAMeAWPItBcJfYqJ4aMVg16NEnFseMR59YhJQeK6BSIYDKmJCzCTlJKwBUMG7BsxgEW0X6o/WhSAfC1IhFf3j0icWqQY8AyqI/PPaASoUAKmu4BQ8A4lDkFjzChQ5RT5SKTAok+iRX1BMljhmPGrHoD49QzqI/vELvghfr2OwDIIDKmEAABQBxYAWUxUTJKjIpaH2IPtkk6okSx4xHKGfRHx7HjUV/eEX6hBCqewigsiY3gKLIAaBysQeUxUTJ6uQWPPqkQ9Q1QiDnFdkDKtqJI+GCx3nEoj88+iQVAqisYQ8oAIgD74JnMVGyuAXPo0Ys+sNj4mgRUnqsbrE4j3gcN6kQQGVNdXX7h9GeCAEgBtyCZzHgs9iE3KNGLMIWj8m0RX94nEcs+sPjuEmFACpjcveAChQ5AFQuVkBZDPisIrcStT4UaZ9QIxb94RHKWfSHx3Fj0R8ex00qBFBZwy14ABCHvHN89KtbGPBZ7AHlUSMWKxe8IsFttH1CuODRJxbnVY/zSCoEUFnDLXgAEAdWQFlMCiz2gPKoEYv+8IpMpqMdUxMuePSJxXnEo0ZSIYDKmJCzAopb8ACggrEHlMWAzyqyuqX1Ifpkk6hrhGPGYzJtsZLDo08sziMe55FUCKAyJuSsgCpU/ACACsDqFo8Bn0WNeNSIRX94hJQW4YLHKjmLQM7juEmFACpr2AMKACof4YLHgM/iXfA8asSiPzxCOYv+8OgTi/OIRyiXCgFUxrACCgAiQLjgMSmwCCk9JgUW/eExmbaK9Edzc3Pft6VccK2x6A+P80gqBFBZU5XzT0aRA0BlIlzwuHXGYg8oj0mBRX949IlFSOlxrbE4ZjxCuVQIoDIm5AZQsb4KDgCVjnDBY8BnEVJ61IhFf3hFAhdWlnYgXOC4MQgpPY6bVAigsoYVUABQ+QgXPAZ8Vie3adInHagRK+r+kOiTfPSHR59Y9IdHKJcKAVTGsAIKACJAAOXxqrRFjXhFJgXR7mfDJMnjPGLRH16RPmGVXAdqhFAuDQKojGETcgCIAKtbPAZ8Vie3aTJR6hB1jdAfHn1isd+RR59YHDMeoVwqBFAZk7sCKlDkAFCZiqxckAgXckU94GMFlEeNWJ2s5Ij2PMKqMItjxqNPLI4Zj1AuFQKojGEFFABEgBVQHgM+ixrxWLlgdVIj0QZQRfqE/ugQ9TEjEUDlo0Y8QrlUCKAyhj2gACACrG7xmBRYBFAeNWLxbpoeNWLRHx5BtlWkRqLdW08ilEuJACprCKAAoPIRQHlMCqxObtOMtk+YFFicRzzOIxbHjEcoZ1EjHn2SCgFUxrAHFABEgJULHgM+ixVQHhNHixrxqBGLW4k8btO0CG09jptUCKAyhj2gACACnaxciHYQzMTRokY8JkoWK6A8gmyL/vC41lj0h8dxkwoBVMbkBlAh1gEmAFQ6Vi54DPgsasRjomSxktKjRiz6w2N1i8W11+O4SYUAKmPYhBwAIsD+Ph4DPosa8ZgoWayA8oqEctGuGuSY8egTi2uvR42kQgCVNQRQAFD5WN3iMeCzqBGvSCgX7bs1USMek2mL1T4eNWIVCW2jPa9KHDcpEUBlDLfgAUAEWLngMSmwqBGPzYMtasQjyLboD4/ziFXk2EcAawAAIABJREFUPBJtf0gcNykRQGUMt+ABQASYOHoM+Cz29/GoEYsa8Vi5YBW51rC6xaJGrKjPqxIviKVEAJUxuQEUK6AAoEJ1MnGM9lVHbq+yeBc8j0mBRZDtMZm2WO3jUSMWK6A8aiQVAqiMyb0FjxVQAFChmDh6TJQs9vfxmBRYndQIwW2HqCfTrPbxCLKtIi+IRdsfEi+IpUQAlTGsgAKACBAueEwKLEJKr8ikINpwgVVyHiGlRX94XGss+sPjBbFUCKAyhhVQABABwgWPiZLF/j4eNWJRIx6TaYsVYR4rfizOqx7nkVQIoDKGd8EDgAgUWcnR+lCkAxwGfBYhpUeNWNSIx2Taoj88QjmL86rHcZMKAVTGEEABQAQ6Ob9HO8BhwGdxm6ZHjVjUiMeeRxbhgsd5xKI/PG73ToUAKmNy94DiFjwAqFBFzu9RD3CYKFns7+NRIxYroDz2brG43czjPGIR2nqEcqkQQGVMVc4KqKpYL5YAUOmKnN+jHuAwcbS4TdNjUmB1sgIq2uOGcMGiPzz6xOLa61EjqRBAZQ0roACg8hUZxEQ9wOFVWIvbND0mBRYhpUdIaXUSLkQbMFAjFudVjxpJhQAqY3JvwQudPA8AkGGd3IIX7QCHAZ/FKjmvyO1ETKQ7RL8HFJNpi1VyHi92WFx7PW5dTYUAKmNyNyFnBRQAVCjCBY+Jo0WNeNSIVaA/No0i6ZMOUR8zrJLzuOXMIpDzuNakQgCVMewBBQAR6OQWvGgHwUwcLWrEo0YsbtP0WLlgsQLKI1ywOK969EkqBFAZY1ZAAQAqE6tbPCYFFjXiUSNWJ393tH1SpEYIWzqwAorziEF/eEVWhUV7HukhAqiMyQ2gAkUOAJWJPaA8XnG0qBGPGrGoEY8asdgnzKNGLPrDo09SIYDKGLMJOQEUAFQmJo4er8JarIDyqBGrkxqJ9pV6asRiDyiPGrHYA8qjRlIhgMqYqpqa9o8JoACgQhUZxBAuWFFPpDvZAyraGmF/H4sg22PlgsU+YR7nEYtrr1Pob4+6RnqIACpjzAqoErYDANCLmDh6TAosVkB57O9jEWR7rFywuNZ4nEesIu+mGW19SKwKS4kAKmPMJuSxnggBoNJx64zHxNHqZOJIjXQgbPGiPm6KBNkcMxbHjUV/eC3NzX3ckDJCjaRCAJUxuSug+McDgArFxNFjwGexusUjpLQIFzxqxOJa41EjVpG/O4m1PyRqJCUyjIxhBRQARIBwwWPAZzFx9AgpLWrEo0asTq41rArrwDFT4Mux9ofESsqUCKAypiongOIfDwAqFBNHj4mjxeoWj4mjRZDtUSMW1xqPa41VLFSJtT8k9oBKiQwjY3JXQPEueABQoZgUeEwcLWrEY6N6i33CPMIFiyDbI1ywWAHl8C546RBAZUxVTU37x7wLHgBUKG6L8HgraIvVLR6TAotwweMdziyCbI9rjVWsDmKtD4kXxFIigMqY3E3IWQEFABWKSYHHgM9idYtHjVicRzxWyVkE2R7nEavY9STW64zEix0pEUBlDCugACACrFzwmDha1IjHygWLcMEjXLAIKT1qxOIWPI/bNFMhgMqa0BE7sQIKACoUkwKPSYFFjXjUiEWNeKxcsAiyPWrEYhNyjxpJhQAqY1gBBQARKDKIYeJobVrdEuUKFyaOHpMCixrxCCktQkqPGrGK/N1Rr4DiWpMKAVTGVOW8C15VjANuAIgBE0evyKSg9aEIr4fcXuVxW4RFuOAxcbR4wwuvyO3e0fYHK6A83swgFQKojAk5ARQAoEKxwbRXZOIoRTp5JFzwCBcsQkqPiaPFecRjBZRVbA+oWI8ZiWtNSgRQGWNWQJWwHQCAXsQKKI8VUFYnNRJlf0hMHPMRZHu8mYHFtcYjXLA4j3istk2FDCNjzB5QsR70AFDp2APKYwWUxcoFj4mjRbjgEVJanEc8asTixQ6Pa00qBFAZk3sLHpuQA0CFYlLgdbICKso+IVzwuL3K4jziMXG0OI94BFAWL4h5rIBKhQAqY7gFDwAiwKTAK3LrTOtDEfYJkwKPcMHiPOIRLlicRzxu07Q4j3hca1Ihw8gYVkABQARYueCxAspiUuDxqrTFJuRekYkjq+QsasRiJaUX9bmVIDsVAqiMyV0BxR5QAFCheGtsjz2gLCYFHq9KW9SIx8TRIoDyOI9Y1IhXZJVctOOzHiKAyhhWQAFABJg4eqyAstgY1iNcsJg4etxeZfEOZx7nEYvbND1qJBUCqIxhDygAiAATR6+TFVBRTpQIKT1WLliECx4TR4vbND1qxGI84nGtSYUMI2OqamraP2YFFABUqCKDmGpFPMDhFjyLiaPHxNGiRjwmjhZBtkeNWNSIx7UmFQKojMkNoPjHA4AKxSuOHrfgWUwKPCaOFjXiUSMW1xqPNzOwuN3b4zySChlGxnALHgBEgAGfxwooi4mjx7tXWdSIR41YhJQeNWKxB5RHSJkKGUbGcAseAESASYHHCiiLGvHYYNqiRjxWLljcpulRIxZBtkeNpEIAlTGsgAKACDAp8IqEC60PRdgnrJLz2JfD4jziUSMWIaVHuGBRIx6r5FIhw8iYUJX3T0ahA0Dl6WTA19zc3LdtKResgLK4LcJj4mgxcfRYJWexusUjpLSokW6hP7qPACpjqqqqZEqbQgeAysPqFq+TPaCi7JNOaoSQsgMTR4/ziEWNeFGv5ihyrYn2vMqLHR7nkVQIoDLGBVCxXhwAoJKxcsFjBZTFxNFjBZTFecQrUiMcM1bUx02RDaapEYsasaLujx4igMqYqqoqmdMAhQ4AlaeTvVsYBHdgDygv6kEwr0pb7AHlUSMWq1s8QkqLINvjxY5UCKAyJoRgVkAlFDoAVB4GfB4roCxur/I62ag+yj7hPOIxcbQIsj1CSotrjUeNpEIAlUG5pd3S1FSydgAAegmTAo8VUBYrFzz2CbM4j3hMHC1CSo+Q0uJa41EjqRBAZVBuyRNAAUAFYlLgsQLKIlzwqBGL84jH3i0W5xGPkNKiRjxqJBUCqAwyK6BifUcGAKhk7N3idXJ7VZR9QrjgsUrO4jziFZk4RrlCTmJ1SyGsbrG41nhFxiPRnkd6iAAqg1gBBQAVjgGf18nqligHfbwq7bECyuI84hEuWJxHvCLvghdtf1AjHiugUiGAyiBWQAFAhWPTT4/VLRbhgkeNWJxHPCaOVifnEWqkQ9THDKvkPILsVAigMii35BMCKACoPAz4PFa3WJ3cXsVEqUPUNUJI6TFxtFjd4hFSWtSIR42kQgCVQeYWPAIoAKg8DPg8VrdYhAseNWKxB5THxNHixQ6PkNJilZxHjaRCAJVBSQgdHxNAAUDlIVzwWAFlEVJ67BNmUSMe74JnUSMeIaVFjTiBGkmFACqD2AMKACocAz6P1S0WIaVHjVjUiMe74FnUiMfqFovxiEeNpEIAlUEmgOJd8ACg8nRyWwQTpQ6sgPKiHgRTIxY14hWZODbH+oIuNeLxLngWt2l6BNmpEEBlHLfgAUAFYlLgFbl1pvWhCPuESYHHCiiLGvGYOFrUiMe74FmMRzxWQKVCAJVBLTl7QHELHgBUIG6L8Njfx+pkUhBlf0i8C14+asRj4mgRLnjs72MxHvGokVQIoDLIvAset+ABQOVhUuCxusViUuBRIxY14jFxtAgpPUJKi/GIE3gzg1QIoDLInAZivTgAQCXjtgiPcMFiUuCxB5RFjXhMHC1CSo+Q0mI80i30R/cRQGVQknsLHiugAKDyMHH0CBcsJo5eJyFllKs5mDh67AFlFakDrjUW/eFFu0qO8VlqBFAZZN4Fjz2gAKDydBIuRDngk1gBlY+Jo0dIaTFR8ggXLIJsi/7w6BOL82pqBFBZlLMCinfBA4AKxADHI1ywqBGPkNJi4ugRQFmcRyxW+3jUiMULhKllOoAKIXwqhPBCCGFxCOHfSt2evsIKKACocNw64xEuWAyCPd4Fz2Li6LG/j0VIadEfHuMRi9XHqWU2gAohVEv6iaRPSxov6fgQwvjStqpvJKyAAoDKxsTR6yRciDJwoUY8QkqLkNJjBZTFZNrivOrRJxYhZWqZDaAkTZS0OEmSvydJskHSLElTStymPpFb9mxCDgAViAGOR7hgUSMet2lahAsWx4xHSGkRtngcNxY1klqWA6hRkpblfP5K29fahRBODyHMDSHMff311/u0cb3JrICi0AGg8jBx9AgXLGrEI6S0mDha7O/jMZm2OGY8asSiRlLLcgDVpSRJfpYkyYQkSSYMHTq01M3ZbHLLnlvwAKAC8aq0R7hgMQj2CCktJo4Wx4xHn1gE+x57QFmcV1PLcgC1XNJ2OZ+PbvtaxWMFFABUOCYFHuGCxSDY6ySkjDK45Txiccx4BC4WL/54rBy0OK+mluUA6glJO4UQdgwh1Ek6TtIdJW5Tn2MFFABUICZKHiugLCZKHjViES5YTBw9+sTi2utRIxbn1dRqSt2ADypJkqYQwjRJf5ZULWlGkiTPlbhZfaIlZwVUCwEUAFQelrx7rICymChZnUySJPokV7TnkS5WciRJopAzxo4C5xGLY8ajRixe/EktswGUJCVJ8idJfyp1O0qJFVAAUIEY8HncXmURUlqdHDMSfZIr2vNIJ8eMJAKoHJxHrGiPGYlrTT5qJLUs34IXrdw9oCh0AKhATAq8An83q1u8aAfBrIDy2LvFIqT0uJ3I4trrca2xqJHUCKAyKPcWvKSpqYQtAQD0CiaOHvv7WAyCLcIFj5ULVhchZZTnVm4nsgjkPK41FoFcagRQGccteABQgZg4euwBZTEItlgB5VEjFiGlR41YBHIeNWIxPkuNACqDcm/BSyh0AKg8DPg8VkBZTJSsLsIF+qRDtBMlQkqPGrG49nqdBC6cVztEXSM9RACVQSaAYgUUAFQeJgXdEvXEkVtFrC42mI6yT5goWayA8jiPWFx7Pc4jFjWSGgFUBrECCgAqHJMCi4mjxyDYokY8bhWxCCk9ziMWYYtHjVjs0ZkaAVQWsQIKACobt1dZbB7sMVGyuL3Ko0YsQkqPGrEIWzxqxKI/UiOAyqDcsmcFFABUIAY4FhNHj4mSRY14BNkWIaXHKjmL1cceNWLRH6kRQGURK6AAoLIRLlidTApaH/7/7L15tG1Vfe/5neec2ze00nsBARVUBEUQUMQGMZ2azmheYhKjVt5L1agxKu+Zl1ivXo1UmpdKjZcqy9LENsYuIcYEY4whNvHFPInGXgRBeq70XC7cC7c7Z9Yfe+111lxzrmY3B1jz9/mMwdjrnL32dZ+fvzXXnN/1/f2mwZggUoYgLsSQIyE0qo8hR0IQbWPIkRDiMTMIUAOEJuQAAJnDU9gQxIWYlhwxuVDCARXDk/oQxpEY+tmEIC7EMI6E8IBwZhCgBggCFABA5jDBCUFciCFHQjoaTLOYXsXsYppxJIZxJIR4xDCOhBCPmUGAGiDsggcAkDlMcEJwLsSQIyGICzEspkPYBS8Gt20I42oMZYkhjKszgwA1QBCgAAAyp2WhxIRvFcSFGLOTYETKGBbTIYwjMYwjIZV4HKr82mw8JETKOpS/zwwC1BChBA8AIG8qk5jqKG92wtchLpic9CEuhCAuxFT+5upfb3YxXcmRejwkYlLF7DhS+Zu59xaQIyGItjODADVAcEABAGROgwBldoKDuBBT+Zt5Uq9W54JETKp/vdkn9S3xGL1tOyaMI2q995rMDwnBpQ4PCGcGAWqI4IACAMgbnsKGIC7EIC6EtCwKJHIEIVs4oFJwrwlpGVdNxkMiR+owrs4MAtQAwQEFAJA5THBCWibAo7cNxoQcCWnIEdPiAk/qQxApYxhHQohHDDEJYVydGQSoIVIRoJoaoQEAwIDhiWNIywRYIiY8qVdneZXJmLSIcsRjFcaRETgpxbiaAsElhHF1ZhCghkhFgCLRAQAyhD4UIYgLMTyVDukQKbluVjG7cMQBFcM4EtJx7zU5jiC4hDCuzgwC1ACpluCJHlAAAPnBE8eQhngsFq8mY4JLLgSRMqal5xHxWMV0jjCOhHSUe5sUoFrGEevxQJCbDgSoAUIPKACAzOGJY0jDBHj1bSbBY8gRxIUShOwQSnljGEdCcFLGMI6EULY6MwhQQ4QeUAAAeYPFO6QSj/r0jpgwCZaEuJACd0tIh0hp/brBJSeE7BSMIyGItjODADVEcEABAOQNE5yQmgDFJFjkSB12Soyhl1wIImUM7pYQciSGe00IgtzMIEANkaoARQ8oAID8aJngWF84eoUuKLOTYFxyIfQJi8HdEoJIGcNiOgQHVAw5EsK9d2aWJv2Ac26jpBMkHS3pUUn3eO/vnvcXgxZwQAEA5A1PHEMqf/OKQgHK7KSPPmEhHX3CrMeEhaNwt6TgXhNCjsSQIyHEY2Z6CVDOuVMk/ZKkyySdp9UHSuP375b0eUl/KelK7z22nDXEL1SMayQ6AEB+8MQxpOaA4qmjEBfqdPQJM+kcZBwJwd0SQy+5EFxyMdxrQnCWzkyrAOWcO0fSb0t6hUZxXZZ0raS7JD0gaZOkoyQ9TdLrJL1W0l3Ouf9b0v/jvT+wdl/dMDigAADyhidsIZTgxVAGEJLoEzZ+WkpMGEck4W5JQY6EdJTyIsqtQi85BLlpaRSgnHPvk/TzkvZKep+kP5P0L977vQ3nny7pckm/IOn3Jf1b59zrvfdfnPu3No6nBxQAQN4wwQnBARVDg+kQRMoYRMqQFufC6G2D1w0uuRBKeWMYR0Lo0TkzbU3If0TSr0s6znv/Zu/955rEJ0ny3n/fe///ee/Pl/RcSddIevF8vy5IksMBBQCQN/T3CekQF0xO+lgUhNAnLAZ3SwjiQgzjSEhHKa/1mCBSinF1DrSV4D2lTXBqw3v/dUk/5pzbPN3XgjaqPaCcxUk3AEDutEz4rIstOKAKEClDWnKEmDCOSIpEyipmxxEW0yGJcWS86jKbIy33moMW44FoOzONDijv/V7n3GLT+33w3j8yy+ehARxQAAB5g7gQQnlVDE+lQ1pyxGxMGEdCEn3CxpjNEcaRkJpIiZAtBJc6iLYz01aCJ0m3O+d+u9gFD54o0AMKACBvmPCF4ICKYRIcQo7EMI6EIGTHIFKGIGTHcK8JQbSdmS4B6jhJvyHp+865TzvnftI517pzHjwGVAUoixZqAIDc6ditydzYX1tIs3AU4kIdxIUYFo4hiJQxjCMhHaW85u69Eo3q6zTEY1FG4zEFXQLUqZJ+V9Kdkl4u6QpJdzjnfs85d9pafzlooNIDSiQ6AEB+tDyVHr1tbOyv/L0sHAtadvQyuUjqEBesx4SFoxApU7CbZggOqBiE7JCWzQxMxmMKWgUo7/2t3vv/JOlkSa+U9DeSjtRod7zrnXOfcc69xjm3bu2/KpTQAwoAIG9aFo6SwUkOC8cYxIUQXHIxlFeFIFLGMI6E1O81lTUXMWEzA0mtOyWyLu9HlwNKkuS9X/Hef9J7/2pJOyS9VdLNkl4i6aOSdjrn/sA599S1+6pQggMKACBvKMEL6XgqbS4eEmURdXDJxVBeFYJIGYNIGUKOxJAjIQjZM9NLgKrivb/Le/973vvTJb1Mo7K8bZL+F0nXOuc+P+fvCHVwQAEA5E2LuDB629jYT++WmI7SGXOTYFxyMS0ClLn8kCKRkvIqIVLWQciOIUdC6iJlzSVncmydkIkFqCre+89571+nUa+oL2oU90vm8cWgGY8DCgAgbzocUOYmfYgLMS2LgtHbxibBiJQx9G4JIUdiyJEQ7jUx5EhIi5BtNiYTMtOOds65p0l6k6Sfl3R08eubZv1S0I6rKK0IUAAAGYIDKoSFY0wPkXJhYabnjMOChWMMZZoh5EgMPaBCUj2git+ZdbcwjoQwH5mZiQUo59xGSa/RSHi6SKNYH5T0l5Le5b3/zFy/IURUHVAmB0IAgNzBARXCwjGmo1G9ufkBu1fF4FwIYeEYQ3+fEO41MYiUIfUm5BWR0myOTEhvAco5d66kN0r6WUnbNcq7GyS9R9KfeO/vXZNvCBGBA2p5uflEAAAYJuyCF1IrN2PhqNaF4+htYzHpyBFzgpxE75Y6HeICObIKOYJIWYJIGcLDjplpFaCcc9sk/RuNhKdzNYrrfkl/rpHb6R/X+gtCgqql3uLNEgAgdzrEBXMLJXouxHT0gDIXE3IkBgdUCEJ2DI3qQ9gFLwaRMqSlCbnZHJmQLgfUnZI2aZRj12nkdvqA9/7+tf5i0AK74AEA5A3iQgjbHseQIyE4F2Lo3RKCSBmDSBlSz5HaDmcmY9Kx46o5OnbTNBmTCekSoBYlfUQjt9M/PQbfB/rALngAAHlDD6gQ+nLEkCMh5EgMC8cQRMoYRMoQyjRjyJGQVKP6ArMxmZAuAep47/2Dj8k3gf6wCx4AQN6wC14IPRdi6BMWgrgQQ+lMCCJlDA6oEMaRGHIkhHFkZlr350V8eoJS3QWPJAcAyA/cLSEtiwKzEz76hIWwKIhh4RiCkB2DSBlS3+GsAtcNDihJOKDmQO9d8CTJOXeCpP9Z0jmSTpK0LnGa994/bQ7fDZqoCFDO2gQTAMACHQ4oxIVVzE746AEVQoPpGEpnQnC3xCBShtRzBHGBXfDq0Kh+ZnoLUM65SyT9nUZNyVck3Svp0Bp9L2gDBxQAQN7ggAqp/L2ICwXkSAgNpmMQF0I6Fo7mhH0JkbIO4kIMLrmQjibkJmMyIZM4oP5AI8fTGyR9yHuP+PQ44ao9oCzeLAEAcof+PiEsCmJwQIV0uORMigssHENqC0diIkTKOogLMeRISEsJntmYTMgkAtTZkj7qvf+TNfou0Bd2wQMAyJuO/j7mJjgdDijr4gIipegTloKFYwh9wmJaRErr42pKXDAZkxaXnMl48LBjZlqbkNfYJen+tfoiMAEIUAAAeYO4EEJ5VQwiZQh9wmIorwqhB1QMImUIORKDkzKEJuQzM4kA9SlJl6zVF4EJqPaAQmUFAMgPxIUQGkzHdJTgmZsfsHCMwd0SggMqBpEyhByJQaQMoSXAzEwiQP2GpCOdc29zzm1aqy8E3VR7QDmSHAAgPxAXQnBAxdCEPIRFQQwLxxBEypiGew05grulBJEypD4fIUcmpncPKO/9vc65yyR9WdLrnXPfk7Q7faq/fF5fEBKwCx4AQN4gLoTggIqhCXkIDaZjOkp5vffhxja5wy54MS05Yv2aQcguQMgOqYmUVczGZEJ6C1DOuTMlfV7SEcWvntdwqsHR+zGmIkA5izdLAIDcaXniOHrb2ASn1oScRYEQKetQOhPTo5R3cXHxMf1KjyvscBaDABWCuyWGHAmpOynJkYmZpATvv0o6RtJvSTpN0iZJ6xL/rZ/zd4QartqEHAEKACA/EBdCWDjGIFKGdJRXWXe34JITjepTtIiUJuPRIWSbHEfIkZC6A6q2U6LJmExIbweUpIskfdx7/7+v0XeBvlTt0iQ5AEB+sAteSEcJnslFQUvvFsl2juCAKkDIDiFHYtjhLASRMgYHVEhHjpicj0zIJA6oQ5JuXqsvAhNQtUuT5AAA+cEueCE0IY/p0d/HFDSYjkHIDiFHYlpESnNjiNTahNzsvaZlPmIyR+otAciRiZlEgPqCmvs+wWOIwwEFAJA3iAshNCGPobwqBHdLTIeQbXkcQVwowN0SgkgZg0suBJfczEwiQL1F0rOcc/9+rb4M9AQHFABA3uCACqEJeQzlVSH0CYtBpAxByI6hv09IwzUjEROJHJHUKmSbHUcmZJIeUG+R9A1Jv++ce7Okr0vanTjPe+//h3l8OUiDAwoAIHNYOIbUxAUWjqIJeR3EhRhEypCOUl5zjjAJd0ud+r0GcaH1XmMyHvUm5BXMinITMokA9cbK8enFfym8JASotYRd8AAA8oaFY0htkVRfOB60Fg+JHKnTkSPm4iHRA6pOS46wmMbdIqlTXECkXIVrBpFyWiYRoM5Ys28BE+EqApSzOBACAOQO7pYQHFAxuORCamWa7JQoSnnrsJlBDD2gQhAXYhApQ+r3XnrJTUxvAcp7f+NafhGYgIoAZXJCBQCQO7hbQjrcLSbvhR05Yi4m9AmLQaQMqY8jzpW/Mysu0AMqhB5QMZTghdBvcGYmaUIOTxACBxRJDgCQHx0OKOviAg4oIS7UwSUX05AjZoXslnHErLjQMo6Yu89IcY7ggMIBVadjN02T182ENApQzrnjZv3HnXPHzvpvQAJ2wQMAyBscUCGUzsRQphlCD6iYjh5Q5hZKOBdiWkRKk/HgXhPTMo6YG0MkdsGbA20OqJucc38wjYjknPsR59xXRDPyNaHqgGIXPACADKF5cAjNg2MQKUNwycUgUoZ0jCPWF9OUVyku5UVcoEyzTi1HqpiNyYS0CVB/KOlXJd3unPsb59zPO+dOTZ3onNvknLvEOfc7zrlbJX2ieOuv5/x9QTUByuLNEgAgd2geHEJ5VQziQgjOhRhEypAWccFsjtDfJ6SjB5R1kZJ7r9K95ArMxmRCGpuQe+/f6px7t6T/TdJrJf2wJDnndkm6S9IuSRslHSXpJEmLGsX9O5Le6r3/0Np+dbuwCx4AQObQ3yeE8qoYxIUQXHIxjCMhCNkx9PcJoQdUDDkSgktuZlp3wfPe3yLpDc65X5P0byS9TNLFks6qnLaskej0j5L+0nv/xTX5prAKu+ABAOQNO5yFUF4VU/mbD1V+TX8fGkyXIFKGIGTH4G4JwUkZg0suhBK8mWkVoMZ473dJenvxn5xzmzRyPj0q6QFvbpbz+MIueAAAmUN5VQiLghjKNEM6GkybnKrSSy6k7lyovGV2MY27JaSlBI8cIUckxU5KHFAT00uAquO9f1TSHXP+LtCXhbbWXQAAMHhwLoTUFgVsFy5EyjodOWIuHhIiZR16QMXgbgkhR2IaHD9mc6QuUtZyxOR8ZEJQMgYIDigAgMxh4RiCAyoGd0tIi7uFHKEHlCRQ8tAGAAAgAElEQVR6QKWg3DsEl1xMy73GXH5I5MgcQIAaIG5xcfUHixc+AEDuIC6E0AMqBpEyBHEhBnEhpKMHlLl4SJ0ipbmY1B921MqrzMVDogSvDi65mUGAGiDsggcAkDmU4IXQPDimowm5uZiQIzEI2SEtzYMRKbnXSIrHEcQFyjTr1ERK0QNqYhCgBggOKACAzOno72PuKSzulpgOB5TlHMElV4BLLoTmwTH0kguhvCoGB1RIi0hpNkcmBAFqgOCAAgDIHJ5Kh+BuicHdEkIPqBh6QIUwjsRwrwlpKcEjR3BASeJeMwcQoAYIDigAgMxBXAjhqXQM7paQDpecOUeYhLhQh3EkBpEypEWkNJsjLfca6/FI9QkzGZMJQYAaIpVER4ACAMgQxIUQxIUYSmdCcLfEIC6E4G6J4WFHCA2mY1rGEZPxqPeSq+WIyfnIhCxN+gHn3FGSflzSmZK2eO9/pfL7kyV913u/b67fEgKqDihK8AAAMoRFQQjiQgwiZQjulpiGRvXkCDlSwjgS0iJAmX3YQQ+oEHpAzcxEApRz7hckvV3SZhXXoaRfKd4+UdJXJL1J0vvm+B2hBj2gAAAyh0VBCE3IYxApQ8iRGDYzCOnY4cxcPKROl5y5mNR3OKtgVnBpGUfM5YfUupum2RyZkN4leM65l2okLN0s6acl/XH1fe/9tyRdK+nV8/yCEEMPKACAzGFREIIDKqbB3UKOkCMliJQhOKBi6BMWUhtH2ClRjfMRs+MqPaBmZhIH1K9LukvSC733u51zz0qc8w1Jz5/LN4NGcEABAGQOi4KQ2sIRd4twydUhR2LIkZD6wrHyFovptJBtLia4W2LYBS+kw0lpMiYTMkkT8udJ+qT3fnfLOXdIOm62rwRdBA4oAADIDxpMh7BwjCFHQsiRGMSFEHq3xCBShuBuiWm511iPR70JudmYTMgkAtRGSQ93nHO4YsEY5gwOKACAzMEBFVIvi6i8ZXbCR46EkCMxiAshlODFIFKG4G6JoQl5SEejepMxmZBJBKhbJD2345zzJV0/9beBXtADCgAgc3C3hHS4W8z1O5JYONZpERfIEXJEEi65FIiUIR0ipclxhBK8EBrVz8wkAtQnJF3inPuJ1JvOuddLerakj8/ji0EzOKAAADKnw91ibhLc0mCaSTALR0n0gEpBjoR0lOCZG1clRMo6Le4Ws+JCyzhiMh6MIzMzSRPy35f0M5KucM79uaQjJMk59yuSXijpNZK+L+lt8/6SEFJ1QCFAAQBkCLtXhbSIC2YnwR0uOXOTYNwtMeyUGNLhkrOeI4iUogdUChxQIYiUM9NbgPLeP+Ccu1TShyS9rvLWO4rXL0l6rfd+z/y+HqTAAQUAkDksCkJaxAWzk2BEyhBccjGMIyF1IRtxASG7Tm0cqWJWXGgZR8zlh0QT8jkwiQNK3vtbJL3AOfccSRdKOkrSbklXe+//Zf5fD1KwCx4AQOY0TIIRFyivKkFcCMElF4NIGULvlhg2MwihwXRMy3zEZDxaXHJmx5EJmUiAGuO9/5qkr835u0BPcEABAGQOi4IQyqti6N0SgksuBpEypC5k18SFZWvxkNjwog7iQkhtnUkPKHX2gDIZkwmZpAk5PEFYWFrVDRGgAAAyhEVBSIcDanSKsfsh4kIILrkYRMqQeulMBZOLae9xydWhwXRI7e9F2BfjyBzo7YByzv1mj9NWJD0k6VpJX/TeH5z2i0EzOKAAADKHXfBCOpoHS6OYuMpiIXtYOIZ05Ii5a0ZCpKxDg+mQFtGWHEFckNSZI+biIdEDag5MUoL324qFzzH133tJ9zrn/kfv/cdm+H6QgB5QAACZgwMqpLZwbOqLtbBgyNjdIS6YE1w6csTcNYO7JaajUb3la6bJWWouR2hUH1K5JlKlzaNTjD386RCyzY0jUzDJTO0ySVdq5OL9gKQ3Svqx4vVPi9//tUY75P1fkrZI+qhz7uJ5fmEIHVALJDkAQH7QAyqkZeFoNiaIlCEdOWI9HogLam0wbTJHejhLLceERvWK7jOMI2ot0zSZI1MwiQPqOEkvl3SB9/4btffe55x7m6QvSvpL7/2vO+c+Iukrkv6DpH+ey7cFSTUHFAIUAEB+4FwI6emAMkNLY1iT8ZA63RyW45Fq3C8ZfFJPo/oQHFAxNJgO6SlSLlqqzqEEb2YmcUD9mqQrEuKTJMl7/3VJVxTnyXv/TUmfknThrF8SQoIeUI/j9wAAgDWC3i0hOKBCiEcMOyWG4ICKwbkQgkgZ0yIuWM8RNgApwEk5M5MIUE+XdGfHOT8ozhtzvaTDJ/1S0A674AEAZE5toTTG7MKx5SmsyZjgXIjBARVCeVVMxzhiPR6MI6K/Tx3GkZh6mSYOqImZRIDaI+mCjnMulLS38vPm4nMwR3BAAQBkTsP26WOTu+VJcL0Ez+QkuOeugKagB1QI4kIMzoUQnJQxjCMhjCMxOClnZhIB6u8kvdg591vOuU3VN5xzm5xz/4ekF2lUdjfmmZJunf1rQhUcUAAAmdNQgrf6trEJTsfuVaNTDN0P6YkVg7slBOdCDO6WEMSFmBaRknGEcURSXKZZwWSOTMEkTcj/o6RLJb1V0r9zzn1D0t2SjpV0jqQjJd0h6TclyTl3vKQzJb1zjt8XhAMKACBratunM8ERgksdnAsxHTmCuLCKyWtGah1XTToXEBdiOnpALRuPB+OI4uumuju9DN5rpqC3AOW9v9M5d76k/1PSayS9pPL2fkkfkvQW7/1d4/M1EqdgzuCAAgDImMQiacU5LRS/ty5AsVASi4IUlM6EcM3E4G4JobdeTIdLzlw8llc92IwjBfUeUBVM5sgUTOKAkvf+bkm/4Jx7s0bupsMkPSTpu977/Wvw/SABDigAgIxJ2LvNL6bZ0Sukx+5VpuIhdYpyluPR5Bo096S+5bqxniP1a8bsOEJ/nxBEyph6jtTW5ebiMQWT9IAq8d7v995/w3v/Be/919dCfHLO/YFz7jrn3Lecc3/lnDu88t5vOOe+75z7nnPu8nn/bz/RcYuLq8fWJg8AALmTEqCsP4VFcAlhURDTkSOW44FzoQBxIYRxJKbDJWdZtG16+GM9JlVMjiNTMJUA9RjxD5Ke6b0/W9L1kn5DkpxzZ0l6raRnSHqFpHc45xYb/5UMwQEFAJAxPRxQ5iZ8OKBCesSDHFnFpGjLNRNDo/oQxIWYlvIqk+JCbUMUhGzFDztwQE3MRCV4zjkn6dWSLpd0oqQNidO8935mV5L3/qrKj1dL+qni+FWS/qxwXd3snPu+pPMlfWnW/82hEPSAehy/BwAArAG1ngsSDijcHDWIRwxPpUPIkZi6uIADqjzEWVrQ4pLj3ouQLYl7zRzoLUA559ZL+qSkl6pwISrUP3zl9/PmDZL+vDg+USNBaswdxe8iil5Vb5akHTt2rMHXenyoOqAWrD2ZAADInZbJjWR0gkM/mxB2BYzpiInleLBwLKjHxHp5FS65mI5d8KzHA5FS9ICaA5OU4L1F0ssk/RdJx2kU49+StEPS6yXtlPRnkjb1/Qedc59xzn0n8d+rKue8VdIhSR+e4LtKkrz37/Len+e9P+9JT3rSpB9/wlJ1QAEAQGbULO9SvFAyN8Hp2OFMMhYT4hHTERNz4gILx5jEDqNjEBfIEUmdPaCsxwORUjig5sAkSsbPSPq69/6tkjSqxtOK9/4OSR9yzn1J0jck/aqkP+zzD3rvX9b2vnPuFyX9qKSX+tWZw05JT66cdlLxOzMsVJqQP5GbeAEAwBSkJjc8hS0PU7tXjU4xFBMWBTEp50IxdWThyDUjqdMBZT4elbfIkeJew7139VCIlJJaS3lNOimnYBL94imS/rnys5e0rvzB+xsl/a1G5XIz45x7hUauq1d67x+pvPUJSa91zm1wzp0q6QxJX57H/+ZQCHbBE4kOAJAVHbvgmXRzUCoSwqIgpmNLeeKxismyVSleOFYgRxhHJMUuOeviAiJlDCV4MzOJA+qQpKoQtEdSva7tFkk/NuN3GvN2jZqc/0Phtrrae/8r3vtrnHNXSPpu8Z1+1Xu/3PLv5EdCjV9cNLURIABAvnTsgmdygsNCKaRH82DLC6XyqXTFAeW9l/d+7ODPHxpMx3SIC+bigbgQ03GvIR6rmB1H6BM2M5MIUDs1Kncbc72k59fOebakXbN+KUny3p/e8t7vSPqdefzvDJKE0ooABQCQCT0cUOYmODTdDmnpd1T+3lI8pF4uOVMCFK7BmJb+PtbHVcSFgo7yKsvxwElZ0CJAmcyRKZikBO+fFQpOV0o62zn3x865y51zvyfp5ZL+cY7fD1JYv2ECAORMhwBlcoJD0+2Qjp0STeZIx1Pp0SmGYoK4ENPS34fyKsQFSYiUdRhHYjrcpebiMQWTOKA+KukU59wp3vtbNGo0/mpJb5L0Ro3Gqpsl/cd5f0moUXNAmbs5AADkTEcJnskJDg6okESOrDinBZpuSyJHJHWKlKNTDMVDahWyuWYQFyRRplmHzQxi6jlCD6iJ6S1Aee8/J+lzlZ/3OuculPQTkk7XqP/Tld77PfP+klDDuhoPAJAzOKBiejigTD2MSTRTNi9S1nMEB9TqYfHqnZMr4mQyR+jdEtIhyEkGY9LigDJ576VPWAzjyMxM4oCK8N4flPTnc/ou0BeUVgCAfEk5F6zvgsckOKT+BFbFQgkH1OhQ6cW0qeumQ4AiR0auwTHEIxxXTYq2UmuZJvdeXHKSOkVKczkyBb17QDnnrnLO/VzHOT/rnLtq9q8FraC0AgDkCw6oGEpFQhApYzoWjqNTyJExJuePCefgGOvxoEyzgBK8EB7+xLQ0qjc5jkzBJE3IXybpKR3nnCrppdN/HegFDigAgHyhB1QMO3qFdOSIybkB5UQhqTJN60/qW8o0TV4zPOyIoQl5CA6oGMaRmZlEgOrDJkmH5vxvQh3rgyEAQM6wKIjBARXSQ1wwFQ+psy/H6BRDMUmUaZqfP9K7JQSXXEyLu4VxlTJNSa3jiMkcmYJJBajGRyXOuRMlvULSHTN9I+gGBxQAQL6wKIjB3RKCuBDTIlKazBGE7JiWMk2TjjByJKbD8WM9HinMXzfW771T0CpAOecOOucOOOcOFL/6z+Ofa/8dlHSbpOeIpuRrD4kOAJAvLApi6EMRQo7EdDSYHp1iKCYI2TEdOyWaiwe95GLqOWL9oT/3mpgOIdtcPKagaxe8f9Gq+HuRpJ0aCU11liXdL+mzkv54bt8O0tQGQ3M3BwCAnFleLg9T0xiTi4IeJXimYtLxVNrkYjrlCiswWSrCwjGm5bqxHo/y6kFwWT2UEOSaRMoiDtxrhLA/Ba0ClPf+BeNj59yKpPd6739rzb8VtEOiAwDkS2LCx3bhOKACUj2grD+c6tgaWzIWExxQMTgXQsiRGHpAhaRyZGGh/D0xEaLtFHQ5oKqcIemBtfoiMAEkOgBAvlTG9NILxaKgPFwWTchTbh96lTQvHE3mCDslxlCCF5IaR6wLLi39Bk3mCCJlDC65mektQHnvb1zLLwITYP3CBwDIGUpnYnBAhZAjMbWFIz2gusurzC2UOlxypvJDQlxIUc8R6w/9O3LEekxwUk5HowDlnPvNKf9N773/vSk/C32wPhgCAOQM/X1ian2xzDugWDjGtFw35EgMORJi0rnQVF5VYHKN0ZEjxEPkCD2gZqbNAfXbU/6bXhIC1FpCogMA5AvulphaCR4OqEQPqMrb1nMk9VR6dIqhmKTKq6wvHHEuhCBkx9THVq6Z1cPxgfWSs5YSPJM5MgVtAtRlj9m3gMmwPhgCAORMhwBlcsKHAyqE3i0xHU+lJWMxQVyIwbkQ0uGSYxyJ7zXm7r04oGIo05yZRgHKe//Zx/KLwARYv2ECAOQMPRdiejigTC0MeCod0/FUenSKoesGJ2UMPaBCUjlCn7DVQyEuIGQnqLnknPV4TMFC9ynwhMP6zQEAIGd6OKDMTXDqi4LKW7hbRrCYbi6vGueIqfkSC8eYjhyxHA9ypKBjN03L8cABVdCym6bJeExB713wxjjnTpT085LOlXS4pN2SvibpQ977O+b79SCJ9cEQACBnEBdiWkrwrLtbylhYnxu0lM5YzxHGkYJE6eoYk/HosVOiuZi0lGmajAciZUyL29ak+3gKJhKgnHNvkPR2SRu0ej+XpJ+S9J+dc/+T9/49c/x+kML6zQEAIGfYvSqGJuQh9ICKqYiUNCEXZZopaEIe0iLISdxrUm5b6/GQxDq0Po5Yj8cU9C7Bc869WNK7JR2S9PuSXi7pWcXrf5F0UNIfFefBWmJdeQYAyBn6csTQhDwEkTKmJlJWF0nWcyTlkjO5UKqMI8sSglyPe425HGEXvBAcUDEdDihz8ZiCSRxQb5G0R9LzvPfXV35/jaTPOOfeL+lfJf0HSZ+f31eECOuDIQBAzjDhi8EBFUJ5VUxNXDBfgtfhkrM+jtC7RdxrUtSFbOsiZe3hjyTWoZTyzswkTcjPl3RFTXwq8d7fIOkvJF0wjy8GLVi/OQAA5AziQgwOqJCEu6WeI+YWSh0Lx9EpNnOEhWNBhwPKXDzIkZj6vcb6vZdS3pgWl5zJcWQKJhGgNku6t+Oce4rzYC2xfnMAAMgZnkrH1GKSckCZmgSTIzEdC0fJWEwo04ypiZSIC4gLER1CtuUcKUdY69dNi5BtMh5TMIkAdbukrv5OLyrOg7XE+mAIAJAzOKBi6gvHylsm3S31CbDIERxQNRhHYurlRNbn0x0CFDnCNZPKEWfdCFGPifV4TMEkAtRfSTrfOff/Oue2V99wzm11zv1XSc8vzoO1BKsfAEC+pHouWF8o1WJCDygcUBE9HFCm3Bwd5VUmc6TDASWRI4wjlGkG1HLEOUdM2MxgZiZpQv67kl4p6d9J+jnn3Ncl3SnpOEnnSjpc0g3FebCWVBJdkry1Cx8AIGd6OBfMTXBwQIXggIrpWBRIxmLSUYJnPUdSDihpNLa62jw7W1K95Ky7OVp207Qej1KAIiblIaW809HbAeW93y3pIkl/ImmDpEslvU6jsrxNkt4v6cLiPFhjqqm9UrmhAgDAwOnouWD9iWO9Cbl1B1RqBmAyR1q2xraeI03igjkhu6N3i2QsR1K7eXGvKQ9TIqW5a6Y2ri4sLJAjlPLOzCQOKHnvd0n6Zefcv5V0lqTDJO2WdK33fv8afD9ooDr8rRw69Lh9DwAAmDM9+nIsW5vg1ASX6l9v0t2SKNM075KriQvmm5AjLsT0KMEzFZNUfx/rbo76vYZ4rB4KB5SkWMi2Ho8paBWgnHOvkvQ33vsgkt77A5K+sZZfDNrxzpWTC0rwAAAygr4cMS3lRCYXjokSPHKkWVwwKVLSYDqmRwmeqZikyr2tL6ZrOeIYV1cPRQ8oSZ0bXpiLxxR0leD9laRbnXO/5Zw7+bH4QtAPHFAAAJnC7lUxNJgOSZTgkSPN4oJJkbJjHDG5UGpxUpIjBdZzpMNJaS4ePRxQpu69Uue9xlyOTEGXAPUZSSdI+l8l3eic+zvn3I875xbX/qtBG9VLHQcUAEBGsCiIwd0S0rFToslJcMdT6dEphmKS6AFlvlQEB1RIqgTPuriAuyUEB1RMXaS0Pq5OQasA5b1/uaSnSPodjXa8u1zSxyTd4Zz7XefcU9b+K0KK6uQbBxQAQEb0KIswtyigCXlIxy541hcFuOREmWaKjt4tkrGYpERKcqQ8TI0j5uKRakJuXXCpiZTmyzSnoHMXPO/9rd77/yTpZEmvlPRJSUdJ+o+SrnfOXeWc+ynn3EQNzWE22AUPACBTcEDF4G4J6dgp0eSioGWHM5M50iFAmcyR2tiaclKaFykRF8rD1DhiKj8kHFAp6iKl9QeEU9ApQI3x3q947z/pvX+VpB0aleXdKullkv5c0k7n3O87585Ym68KAZWLX9YufACAnKF5cEwPd4upmHTsgsdCiRzp45IzlyMtIiU5UoC4UB6uSAhyHQKUyZjUrhscUJPTW4Cq4r2/y3v/u9770yRdJukKSdsl/XtJ187x+0EDOKAAADIFB1RMD+eCqZjgbonBARWCuyUGJ2UIORLTMY6Yi0ePJuTWY2K+THMK5lE29wVJR0o6VdL5c/j3oA+VZPcIUAAA+dDRA8r6JHhZ9IDqKsFbkLRsKR5Sq7hgPUcQsgvoJReSyhHuNeVhqk+Y5XhQgleASDkzUwtQzrmnSXqjpNdLOlqj6/IWSe+ZyzeDVtgFDwAgU3qU4FkunWnavcpUTNgFL6alTBN3S4H1HGnZTdOkAIUDKqY2jjgEudVDpZuQm7r3SoiUc2AiAco5t1HSazQSni7WKM4HJX1c0ru991fN/RtCEnbBAwDIlB7OhWVrzlfcLSGp/j61STA5Qo6Uh8UrOyV2C9mmYkIPqJiOccRyPHBAFXSMI+biMQW9BCjn3DmS3iTpdZIO0+gavFEjt9P7vff3rNk3hCTVSQQOKACAjOgowTM5CcbdEtJDpDT3VJpG9SEJccFZX0zXY1IbVyVjMenhkrM+jrjFxfJnk+ICPaBCan+rV+iSMxePKWkVoJxzv6KR2+lcjWJ6QNJfSHqX9/5za//1oImgBM/aU04AgJzpKK+y7oCid4t6LRzN5Uh9Z6Ja6YxkbDHd4ZKzvpimCbk6S/DM5UhCXDA/ruKACqn8reP6o6pIaVK0nYIuB9Q7itfrJb1b0ge89/et7VeCPgQleNYGQwCAnOnRA8rUhE+KFo4r1t0tPZqQm4qH1Lkz0egUQzHp4YAytVDynhypg0suJCEumBbkpOiBWKoHlKmY9HhAaCoeU9IlQH1Eo95OX3gsvgxMBw4oAICM6LPDmbVxPzXpK7DuXGgq07ScI7hblB5HLC8cK2Jb08JRMnbd0IQ8JDGu1surTOWHFDtLrTugUqJtzQFlKh5T0ipAee9/7rH6IjAZK/SAAgDIk8qYPl4yme8Bxe5VITQPjiFHQnhSH5ISba3nSIdIaS5HEG1jOgQoczFJ5Ij5nRKnYKH7FHhCUhWgrKnxAAA501EWgQNKuFs6XHLmntSn/r+3niO4W0J6OEslY9dNSqS0nCMdDqjx5g6mSldTApRlwYVrZi4gQA0UdsEDAMiUjubBJic4PdwtVhcFTZNgUwvpjt4tJt0tNJgO6XCEkSMFuORGh+MDxpHVQ6UdUFbvvTigpgcBaqCwCx4AQKb0WBSYEhe8D/q31Hcmwt1SwMJRUnt/H6sxaXLJWY9HfVfA0WmGxtaOxbS5HOlRXiXZzhHzTcg7csRcPKYEAWqgsAseAECmUDoTktgVkN4tlOAF9BBbJJ7Um3ZApRaO1seRHjli9ZppcpZKtnOEJuTtOWLumpkSBKihQg8oAIA8wQEV0rN3C5NgxAUJkbIEITskdc3Udq8anWZobCVHQnBAxXT0gDKXI7gG5wICVAbQAwoAICMonQlJ7V5VeRtxoQAH1OhwfGBdpEyIcvXNDEw9qe9wQJnMkR4bXliNBw6oAhxQIalxtSZkm4rHlCBADRSPAwoAIE96lEWYEhcSC0fz7pYerjDz8WDhuHo4PrD8pD61wxkOqNXD8YHlxXSPBtOj0+zmCA4o+i/OAwSogVKdfMvSEywAgNw5dGj1cHyAA0oSDaZL2AUvhByJoQdUSE9xwVRMEm4O04tphOyYVBNyckRSZRyxLNpOCQLUQMEBBQCQKfSACunZ38dUORFPYUNYOMbggApJiS2JHDE1tnaU4JnLkZRLDgfU6qFwQPXJEVPxmBIEqKFSFaBIdACAfGDhGEIT8pgei2mriyQcUAX09wmhT1hMRwmeuRxJ3WsSZZqmYtKjB5T5hz+W52dTggA1UHBAAQBkSo+FkvfezqSPxrAxNKoPoU9YDDkS0tMlZ1W4xQGl5L1mwboDqtISICVAmcuRxDiyYFm0nRIEqKFSufhXLA2EAAC50+MJm2RoktNza2wz8ZA6F9PmyjR7ls6YEW2lXi45U9dMzxyxGpOm8ipT1wz33phUDyjLJWcdbltz18yUIEANlKAJuaULHwAgd3qWipgRGHBAxfSYBFuNR5PbRyIm9YWjqYVSh5CNAypdXmXqmun5sMNqjhwSDqika5Am5BODADVUqg4oEh0AIB94ChvSY6em0WlG4iH1FhfMCAypEjzcLauHxWtdcLEaj9IBRX+f1UPRYJqHHQnIkZAeIqWpeEwJAtRACRxQlpR4AIDcwQEVwg5nMcQkJCUu4IBaPRwfWHa3dAhy5sZVKV1eZTlHcEDF4JIL6SFkm4rHlCBADRV2wQMAyBMcUCH094npueubmYUSTchjOnY4M7dQQrSNqblLzbtbcEDF4IAK6SFkm4rHlCBADRR6QAEAZEpl15nyyPJT2B6lRJKxSV+P3askQzGhwXRMR46YWyj1zBEz46qEA6oOLrmYHjli6uFPoiVA3QFlqvx9ShCghgoOKACAPMEBFVJrgirJdjwktpSvgwMqBgdUSKq8ih5Qq4fC3UKOJCBHQnq2SECAagcBaqggQAEA5Ak9oEIqjrDxX7xQWRRYd7fQmF2UaaZIPanH3SKJstUS+vuE4JKLIUdCEiLlwtJS+btxZEzda6YAAWqgVJ/seUsDIQBA7lByFoIDKqaHu2V0mpH5QSIeOKC6nZSmFkk9tk+XbOfIwsICOTI+LF7JERxQAZR7zwUEqKGCAwoAIE9wQIUkHFDmJ3ypEjzLDijiEUOz3JCUIwx3y+qhcLekcsT0vVciR+rQImEuIEANFRxQAAB5wgQnBAdUTMdTWMsOqKbGsJLdHGkaR6zHw7SzVOpsME2OMI6QIzVSJXjWc2QKEKAGiq/cNHFAAQBkRMfC0dxT2MSugOYdUD1dcmZiQjxieowjpuLRY/cqydC4KkUxMV9e1SEumLv3Sp0leObGEUrw5gIC1FCpTKxEkgMA5AMOqJBECZ7peEjpUhEcUJLSIqXJHOnh+DGTHxJCdgrKq0d6/q8AACAASURBVEJSjeoZR1YPhQOqr0vO1Ng6BQhQQ6UqQFlqEAgAkDupCY7lPhQd4oK5eEiUE9VJiQvWyyJ69DwyFY+eOWJ5HEk1ITefI9xrVg8lLS4u2m5U37OXnKmYTAEC1FChBxQAQJ4kJsGmn8KmmpCzcCwPy+hYFilxt8R0lCWaExd6CtlWY4IDSul7r3Uhu8MBRY4wH5kGBKiBUu0BZerCBwDInZ49oMyM/TigYlgohSREyoWlpfJ343iYeirdo1TE/DVjuWxVwgFVJ3GvWbB+r+nhgDKVI7jk5gIC1FCpOqAqFwMAAAycnj2gzExwOiZ85sQWKb2YxgE1Oixecbd0C9lm8kMiR1L0cECZEm0p5Y3BARWCA2ouIEANFXbBAwDIk8TCMfUU1sykjxK8GES5kJRLznqO0IQ8hIVjDA6oENwtMT0cUFbjUbrkEjslmrpupgABaqA4ekABAORJR+mMuUkwJXgxHeVE5mKSiAfbp7cLUJYdUE3xkIwtHHs4oKzmCA6ogpQAhQNqdDg+qPXWk4xdN1OAADVQPA4oAIA8YYezkMTCMdXvyNSEL7VQSkyCLeYIC8eC1JbytZiYikeHSGlyHKnt6IUDCgdURA+XnKl4pMaRRL9BUzGZAgSogYIDCgAgU3BAhfRsDGt9oSTLOYIDKqbytx4sXl2iT5iZ66ZnmaaZeEi93C2mrpme5d7kCDkiIVLOAgLUUMEBBQCQJz12r5IMTYLZvSqmZxmAxRxpcw1azxHTPY9YOMZUYnJQ9PchRxJ0NCEnR4zPz6YEAWqoVAUoSxc+AEDu9OjdMjrNyNjfs3eLmXhIvZuQm4lJR1kEOVLATomjw+LV/MKxFhPcLeRIBE3IQ3DbzgUEqKGCAwoAIE9Sk+BEjwEzk2B2OIvp2YTcdI5YFuQkFtN1cLfEdAhQ5npAseFFTO0BUN0BRRNy4cieAgSogUIPKACATEk5oHAuSGL3qpKOraDNTYJpDBtTi0lqhzPJUEwQ5GIOHiwPSwEKd8vosHhdtPzwR8IBVQcH1FxAgBoqlWTHAQUAkBEJASq1mDYzCcbdEtOxmDYnyvVcFJiJhxTFZGlpyfaTekp5YyjBC6GUN6ajBxQ5Yvzhz5QgQA2VqgPK0oQKACB36AEV0lNsMRMPiUlwHRpux/QQFyRDMSFHYmhCHoIDKqa2myY5ksiRdevK35l82DEFCFADxdGEHAAgT3BAhSScC6bFFql3PxvLObJo3bmQEhcs75TYUbZq7pqRcEDV6SkumIpJqkyTHBkdFq8pkdJUTKYAAWqo0IQcACBPaJYb0rMJudWFI6KccLek6OjvY24c6dgV0FyOeE9/nzo4oEJWVkZ5Imml+G9hYYEcGR8Wr1WR0tw4MiUIUAOluhiRlYEQAMAClYXj+Mi04ELvlhgaKof0dLeYyZGEuLC0tGRbcKF0JiRxzaTcLWbiIaWFfcviQk3ElsgR3LbzAQFqqFCCBwCQJ+yyEtIhLqyeZiQeCXFBMp4j7IIX0iQu0IR8dFi8LlkWF1KCHA6o1cPiddFymWZqXMUBtXpYvKYcUGZyZEoQoAaKowQPACBPcECFNE2CrfahSIgLEjlSHhav9MQqDovXpibkFmNSOhcsLxx75oiZcVVKC7eWRcrEXMR8jnSUaZp7+DMlCFBDhRI8AID8WFkJxnTcLUqXRSSewlpeOErkyJhUWYS5hWNPd4tkOyZcMyMCcQF3y+iweE2JC5bvNfWHP+SIcZFyShCgBkr1yd4KSQ4AkAeJRYFk3N2SeCq9bt06u09hmwQoy81yO3piWRYXynKzWg8oczFJjCNL69eXv+Oawd3SVaY5xkxMmhxQlkXKlEsOB9TEIEANlerFX+xQAAAAAycx4ZN4Uj9m/BcvLS3ZnQQ3CFCmG7N3OBfGmI4HDqjVw+LV9MKxR4NpRDnjTbcpf4+pxWRhYSG495q7ZqYEAWqgBA4okhwAIA+aHFCW3S0p50LCzWFmEtywKDA9Ce6xo5d1kZIeUAl3Cw6o0WHxWhcpyRHjjp+eDigz+SFFOWJe2J8SBKiBUp1oiiQHAMiDxFNpqXjqOD4uXs1McHqUE5maBONuien5pN5yjqRcg5LtHDHtgOrZ30eyHRMcUMVh8UqZZkKAslzaPCUIUAOl2tuAXfAAADKhoQTPtAOKErwQ3C0xOBdCmhpMW14odTSq55pByE7miOVxJDEfSW0AYiYeUnTdmBf2pwQBaqhUJhGiBxQAQB40NZi27ICq/J2BAGX1KSzulpimnRLJEcSFMTSYDplAyCYmOKDoAVXQ0wFlJkemBAFqoOCAAgDIkKYm5JYdUImYpAQXM/HAARXTU5Qzs1AiR2J6CFBWx5G2/j6Soeumqd+g1XEkce9dt26d3XhI9ICaEwhQA4UeUAAAGULpTMyBA6uHxSsOqOKweMUBFcdk3bp15IjIkRLEhRAcUDE4oEIYV2NSJXiWr5kpQYAaKDigAAAyJNGEPNVzQTI0Ca7EJBCgWDjibhmTEBfqCyVyBHGhPCxeEReKw+K1yc1BTIzea3Afx+CAmgsIUAMl2G6ZHlAAAHnQZHm3vHCsOKCCSbDVp7AJsaW+kDY3Ce7RqN6UuJAQsskRyjQDECljEClDcEDF0ANqLiBADRUcUAAA+dE04bP8VLqpBM/qU9geC2lzk+BEjuCAKg6L1/qTenM5khDlUkK25Xg03WssXjfsgqdeD8RMxUOiBG9OIEANlKAHlJWbJQBA7uCAimkqwbP6FLYSj2CRZNnd0iRAWV04NomU5IgkaX/xigOqOCxezd9rEuMIDqjisHg1fc1IkUhZz4/yPUsxmQIEqIFCDygAgAzpueuMZGgS3FSCl3BAeQsl6T0X0pLNHBnHxHSpSGIcMd+rZP/+8hBxQUlxYf369eTI+LB4xQFVHBavpsdVKbrXpAQoUzkyJQhQA2WBHlAAAPnBU+mYnrvgSUYWjz2f0kuGciQhLph+Up9YSDOO9CvlNRMPciSmliPr16+Xcw6RUu1lmmbiIUX3mnXr1o1+sByTKUCAGiqVRMcBBQCQCTigYnqU4JmKSc+n9JKReEi9ekCZelKfiEeTu8VijgTOQaviQs++aZLNmOxXs7hgZhzp6YAy4z6WkiKlJLv3mil5wgtQzrlfc85559zRxc/OOfc259z3nXPfcs495/H+jo8H1RI8ekABAGQCDqiYniV4kpGY4ICKaSrBs/pUumdJomQoR5pcclYbKjc5oBKN6i3GpE1cMDOO9OwBJRmKCSLlXHhCC1DOuSdLermk2yq//iFJZxT/vVnSOx+Hr/a4s0APKACA/MABFTNBCZ6JSR/ulpge4oKpp9KJeJjv75MQ5VLOQTPXzAQOKKs5Yl5cSDz8QcjuJ1KaiceUPKEFKEl/KOktkqq+vldJ+lM/4mpJhzvnjn9cvt3jiKMHFABAfrALXkxTCZ7VxXTCubB+/XrbOcIueCE9SxIl2zFBpCwOi9emhx0WY4IDSkE89hWv5nOkNo6UIqVVJ+WUPGEFKOfcqyTt9N5/s/bWiZJur/x8R/E7UwS74CFAAQDkwb595WHXosDMJLipBI8m5OVCesOGDfRuKWAXPDWLlJYXjk274OGAQqQcgwMqhEb1MbWYlCJlrXTVzDgyJUuP5/+4c+4zko5LvPVWSb+pUfndLP/+mzUq09OOHTtm+aeecAQOKJIcACAPmp44Wp7w9dy9SjISkwlK8EzEQ6K/T52mHLEq2kpJkbIu3FoXKc27W3BAhSRyhB5Q3U3ITd1rpuRxFaC89y9L/d459yxJp0r6phv9H3qSpK85586XtFPSkyunn1T8LvXvv0vSuyTpvPPOy8om5JZW/6+jBxQAQCZM4FwwM+HrsQueKVFughI8MznSswm5ifyQEBdS1MSFxcVFHFDjw+J13bp1UqWqwtQ44n10r8EBhQMqYGUlaMx+UOTItDwhS/C899/23h/jvT/Fe3+KRmV2z/He3yXpE5JeX+yG93xJu733dz6e3/fxYKGS6KIEDwAgDyoleDigChIleBs2bLC7mG4qwbMaD6l3OZGJhbQ0kQPKRI4sL4/+k7Si0Y5e5psHU6YZknjQYd4B1dQSwGqj+sSDDvPjyJQ8rg6oKfmUpB+W9H1Jj0j6pcf36zw+VHtAIUABAGTCBM4FM5PgHj2PTD2pb5oEW41HTVwYT/tTpSJmFgWUaYYkxIUNGzaMDnBAhaJtxeFhSqRsuvdKdseRCUrwTMSk6ZqR7I4jUzIIAapwQY2PvaRfffy+zRMDekABAGQIPaBCamUROKCU7HdkWlxICHISTcjLw+K1aRwxsVBKXDOlAGU1R5oW05VYWR1HcEAVMB8JmSBHTMRjBp6QJXjQTdADCgcUAEAe9NgFz9TC8dCh0uW7rJHDRWp2QJmY9OEIC0nEQzLeA6pHCZ5VcSFoQC5FMTFxzUj096mTEClxQFGmGYBLbm4gQA2UBbZ7BADIjx6LAlMTvmpPrEoM6oKLqZj0aEJuKh4NAtSmTZvsPpXuUcprSlxocy5YXTg2OaCsigsT9Pcxs+ZKjCMbN27kYYdwQM0KAtRQodYUACA/Ek3I6+VmpiZ8jz5aHkYClNW+WBP09zERj8QiaWFhwfZ24TigQhI50lSCZyI/JMo06+CAikk4sjdu3IhIqUSOWHVSTgkC1FBBaQUAyI+mJ45WJ3wJQU5qfgprIibscBaSiMfGjRvlnGMxre7SGRPxaCpbleyKC4mY1F2Dpu41CQdUSlywLlKavvc29V+U7I4jU4IANVRIdACA/Eg0/TRtea84oB6t/Np0E/KqK6x4xRFWHBavTf19JCM50rRQsrpw7Jkj1sWFTZs22R1XG4RsSXbXXE3zEas5UnkgNr4LU4I3HYPYBQ8SkOgAAPmRsLybXhRUBajKhhumm5BXYvJI8WpaXEi45FILR1MxeeSR1cPi1bS7JTGumncuVHJkPKLgbikOi9dNmzaNDhApcUBJyWumzBGr48iU4IAaKvSAAgDIDxxQIZWF4yN1Acqq4ycxCTZdXpUQW0oByqrgkhApU03ZJSPxSOSIeQdUIkdMu1sQF2JqApRzrrG3nomYNI2rkt1xZEoQoIYKDigAgPygB1RIotysbDBtdTGdmASbdoS1CVBWr5umxbRVkbLpmpHsigtNOcI4grgwpuYcNN9bD5FybiBADRUSHQAgP5p2nbE64Uv0XGhaOEpG7oVNDqiE28dEjjSVEkl2rxscUCE4oGKahFtEylYBytSaq/ZADGdpnCObN28eHWAMmQgEqKFCogMA5AcOqJCmhtuS3cV0YhK8ZcsW+h0JB1TJBA4oq/FoalRvIh5Scwme1XG1zQFVG1tNxEOKNgFhXMUBNS8QoIYKPaAAAPKjaTFtdVGQ2AWvbYczE/fCxCR48+bNPJVWew8oU9dNYhyp54j1eJjf4QyRMqRnCZ6pHNm7d/VQjKv0gJofCFBDBQcUAEB+1CZ8UvOi4NChQ4/d93q8SJTgNT2VlozcC5sEKKs50uZusbqYTgi3pntAJcSFLVu2jA6szqdrMVlcXLTdW28Cd4uJcVWKcgQHVEuOWBUppwQBaqhYfWIDAJAzCQEKB9SIsRSVWjiamgQ3leAlcsTEQqnnLnimrpsmNwfxiAUoq/NpyqtCJmhCbiIe3kfzEcrfWxxQVseRKUGAGioWB0MAgNxpEqCsulsSDqimhaNk5F44gQPKWjzoASVpZSW4bsZHpsurEo6wJgeUiXH14EGp+DsPSTqoZrFFMpIjPXtAmXFA7d8/EqE06ke5rPZx1aqT0rRIOQMIUEMFpRUAIC9WVpILpSYHlIlJcMIBtXXr1tGBxR3ODh6Uivv9eOEoNff3MZEjCUFu27ZtowOLOVITbX1xjAOqOCxem4Rsq9cM4kJ/ccFEjlQeho3j0TaumhhHEvOzchc8ejNPBALUUKHZGQBAXlQXBc6VC8etW7fadS7s2VMePly8mnZAVXJkX2UeUN8Fz5RLLlEWkRIpLebIODJLS0tRfx/r4oLp7dObynglu+LCBA4oE/FIuLHLcdXivVeaqAm5iXjMAALUULE4GAIA5Ex1AlyZzGzbts2uu+Xhh8vDsRRleqGUmABL7HBWHhavphdKiRxpekovGYiHNHEPKO+9siYRj5S7xWqOtDWYNuOAqsRjLECZd0BN0KjeRDxmAAFqqKC0AgDkReKJo1RM+qy6WyoOqEiAslgqUp0AVxbJdQHKVI70XEybWShNsJCWDMRDSsbEtJDdVraKSNkp3JoYVxMleKadpRIOqDmCADVUUFoBAPKiMuHbUxEXtm7danORJLWX4FmMSWKRJMUNpheLVxMLpcRi2rQDCnEhps0BZXExnehl09ZbL/t4SElxYfv27aMDi+JCzxI8UzlSicmjGpU2p3qnmcmRGUCAGir0gAIAyIvqhK8QoBYXF23vgpdwQJkWFyoliQ8Vr5s3b5ZzTlpaKt8bC1DZx0Pq/aTezEIpkSNNC2nJyPyxZwmemfLmSo6Mj8yLlDVxQapcNxYdUIkSvDYHlIlxpHbdbN++fXTvlaTFxfK9RRmJxwwgQA0VHFAAAHmReOK4bdu20QSHHlA4oCTpoYdWD4vXMh61CbBkL0fGMWkTKbNfGCSumaaFtGTgmpHarxuLpauJHDG9u6iUHEeaSnmzzw+pfRc8q+NILUfKcVWK7r8m4jEDCFBDxaIdFAAgZ9qeOFqd8LX1gLK4UEosHA8//PDRgVUBKiEumO4BlYhHmwMq+3hI7QJUonQ1+5i0XTNW7zW1mGzYsEHr168f/cLiQ/+eDiir48jYAVWCADURCFBDxeJgCACQMw0OKEl2HVAJAaqMSWXCZ2YSnFg4HnbYYaODhACVfTykZEzKhZLFmLSV4CEulDE54ogjRgeJ0tXsx9a2awZxIXa3WHRAVeLRVv5OjhQgQE0EAtRQoQcUAEBe7N5dHvYpJTIxCU40IS8XjsbFhfFRmwBlIkcQoEJqT+klHFCtopzF66ZnDygzOeJ9u7vFYg+oynxkfFTmiMV+gysr0QOxNgGKdXk7CFBDBQcUAEBePPjg6mHxarqUSAoWSuOpX1vJWfYxwQEVUlsURP1sLC6UejqgzIwjBw5I+/ZJkg5p1GB6y5YtWrdu3eh9iwJUWwmexXFk3z6p+Bv3STqgdgdU9vGQkgJUStgfj7DZx2Tv3pFQqZFDfVk4oGYBAWqoWBwMAQBypu2Jo0UH1MGD0v79kkaTvX3Fr02XziTEBdM9oCqLgj2Sxs+cUy45Mwulth5QFsWFtr5pEjEpXo888sjRgUXRtu2akXBAFa9t7uPsHT9tmztI0XWT/TUzIwhQQwUHFABAXiQmfOWiwGIPqEpPrD2Vvz8luIynftnHJFFeVTqgLApyiYXj4uJiq+CS/UKprQSvkiMWr5lItJW4borXNtHW0jWTFKASD/19IXxnS9t8xKJo25Ujtevm4MGDj833GigIUEMFBxQAQF60TfgsNg+uxOPhyq9NO34SDijTJXgJseXII4+UG8+RyBFJ9DsakxSgjAvZ4yPEheKweC3HVSl5/81elGubj1h0yXU5oGrXTfZjyIwgQA0Vi3ZQAICcSUz4jjrqqNGBRQfUrl3l4QPF02bnXOtiOvunjm0OKIsL6YS4UC6SpKTjJ/uFUiJHynHEogDVJS5YFFwowQtJ5Eh5zUg277+VmOyWtGHDBm3atGn0C0qbJUlHH3306vsIUBOBADVULG4JCgCQMzigQioC1Pho+/btWhjHwmLpTEJwaevLkX082pwcks2YJHKkXChRgiepuweUxZikHFCWcyQQFyz2YKzNR7qcpdk//EmItoFIiQA1EQhQQ6U28SbRAQAGTmIXPBxQxWHxar50ppIj4+XBk570pNGBRSdHZZGEAFVQyZFoMW0xHg1lmiUWhezadbO0tJTc4cxMPBI5EghQFnehTQhQJRZzpDIfGUcGB9T0IEANldrEm0QHABg4Ezqgsh/3EwLUMcccs/q+xUnw/fevHhavbQJU9vF44IHVw+LV/EIpkSNtAlT2zoVEjjSNI2bKiWo5csQRR9jum1bJkfG9BgdUiwBlUbSt5Eg0rkoIUBOCADVUcEABAOTFhD2gsl8kIUDFtC2mLcajspBOClCJkrOsBRfvo4XSunXrtG3bttEvLJbgJQQ50+PIyko0tnZdM1nHQ0qKC6Z7QK2sRKW8Zam3ZNN93CbsSwhQE4IANVRwQAEA5IP37X05Gp7AZr0VdGWRNC4qOvbYY1fft7ZQ2rdPeuQRSdIBSXuKX5suwetaOFoTF/bskQqBba+k/Rotkky7WxCgQnbvHgkMGt1nDqp9IS1lLtpK3eJC5f5rYmx96KHRnESjksQVdY+r2edI4uEPPaCmBwFqqNQcUNlf+AAAOVNZFDwsaTx1KSfBiSewUuZbQeOACklMgLds2aLNmzePfrBYFpFYOB533HGr75MjneJC1vGQki65YByxdt0krpnjjz9+9X3jOZIUoAznyH3FKzkS5sjWrVu1YcOG1fdrD8Syj8eMIEANFRxQAAD5cO+9q4fF6+GHH7667XHCASVl/hQWASqkrf+T1OiAytollxAXTC+UWEjHTOCAMtEDKiFSBqItOSKp5m6xFpPKfGQsQJnPkdp1E4yrUnSvwRjSDgLUUKEHFABAPtx3X3k4nvoFC+kGB1TWY39CgGoqwTMxCZ6gmfLqUeYuuS43h7UyzUSOnHjiiavvW+zdkijTRMguDovXJtHWTI7UhOxjjjlG69evX33fmkhZmY90OaAs5sj9qo2rEiV4E4IANVRwQAEA5EPiiWMw4WtwQGU99k+xe1XW8ZjCySFlHpOEuNBVgpf1k+lEjjQJUCbEFimKyfr167V9+/bV963FJHHNdLkGs75mpChHTjjhhPB9a0J24oGY6dJmKZqPdAlQ2buPZwQBaqigtAIA5EPXE8dEE1Qp86ewd99dHt5TvJqeBCcEuZNOOmn1/QYHVNYxqS0cnXO23S2JHAkW09Zcg1Lkbjn++ONXm7JLyZhkPa7SAyqmy91i7bqZwAFlVaTsEqCkzMeRGUGAGio0OwMAyIdED6imUiIT4oL3gQA1Pnryk5+8eo61hVJi4dgUj6oDKttJsPeRuHD00Udr3bp1q+dYWzhO4IAaRybrhePysvTgg+WPuyTt2LEjPMewkzLZN82a2+fAgdHukRpt/rFbCQeUtRI8ekCFVHagPajRRjF9BKisYzIjCFBDBQcUAEA+TPDEsbK8znfsf/hhaf9+SdIjGm0pv337dh122GGr51hbKFVyZLyEDBxQC+GUbuzxyDYmDz8sFX/bXkn71W/hmG08pCBHunpAmVgk7dpVbie/S9Ky2gUoEzHBARWSEOTaHFDWxpH7NLr3btmyZfV9xtXWe42J62ZGEKCGCg4oAIB8SDigAnfLwkIgMIyPsn0Km3A/mV843nlneXhX8RrkiGTryfRdd5WH4xw55ZRTwnOs5UglJuMj0wJUoow3umaslc7UxpENGzaEO3pZK6+q5Mj43ksJXtgDinF1dVwdXz04oGYDAWqo4IACAMiHhAPq1FNPDc+x9BT2nnvKw0kEqKwXSglxwfRiurKQHh/1WShlnSO1mCwsLISlM85F/eSyHUOkZI70uWayjkltHDnllFO0UHVPWnO3JHKkjwMq23FVikrwormItWsm8fAncB9LtuZncwABaqjggAIAyIfEU1jTAlTCuYADKl4oRZNgSzFJLArarpns4yFFMdmxY0fYE0uy9QAzcc1E44ilcVWKYhJdMwsLI6Fy/KNsxUOSTjvttPAca6JcRaS8RwlhPzGuZi3s1xxQi4uLCNkzggA1VCxNIAAAcmfnztVDSdu2bdORRx4ZnlOZ9I2XlNk+he1qQC7ZWzjWnAvHHnusNm7cGJ5jaRKcKItoc0BZy5E7lVhIS9HiMet49BGgLLkGvY9EykiAkmytMRKuwT6CS7Yx8V76wQ/KH3+gBpFyfKhRv8Fs4yFF18zJJ5/cKexLmcdkRhCghkpt4p218gwAkDOHDgWCy50aLaSDrcIlW4JLogTv9NNPD8+xNOHbv196YNT+9JBGZRFPfepT4/MsLaanLMHLNkf27h01ZteoIfsuNQhQNVFueXlZvmjUnR0Jl1ybuyX7HHnoodGOXho17n9YCFD1ceTJT36y1q9fH55jqQRv165yA5CHJO1RYlyVbOVIH2HfWrn3jCBADRVLFz4AQM7cfbe0siJpZHc/qIZFgSUBqlYCICUEF0sLx1pJ4oqkM844Iz7PkuMHASok0SMsEm0l0yLlSSedFO7mJdnKkcQ10+dek/VCuhaTPqKtlHGO1NzYEgJUXcjuO65mHZMZQYAaKvSAAgDIg8SE7ylPeUp8nqWnsLffvnpYvEaTPktlEYmFY5cAZS0mxxxzjA477LDwHEu9Svr0spFMxyTpGrQk7PdxhEm2xIWacNv3msk2JrXyO6lBcLFUyjulAyrrmMwIAtRQsXRzAADImcSE76yzzorPs7RQuu228vB2jXYl2rp1a3iOpafSiYVjUoBKLJSyFSlr4kLymjGeI+bdHLUc6SvaWrlmnHN62tOeFp9naY3RxwFl6eFPZT6yUyP3U+QalKJxJFsRW4rGVgSo2UGAGio4oAAA8iDhgEoupitNL7OfBFccULdJvRZJUsb3woogd0fx2rcHVLYxueOO8vAHks4888z4HEvxqOTITo3EBdMuOe+jHDF/zVTG1Z0ald9t3rw5Ps/KGmNlJbj/9hlHshdt+8RDsiNSHjoUjCN3SHr6058en2dpHJkDCFBDxcqFDwCQOwkBKjnps+KAevhh6cEHJUn7JN0rys10yy2rhxrt1GS6D8WDD0q7d0uSHtEoR7ocUFnHQ5JuvbU8vFmjspkucSHrmNx7r/Too5Kk3ZIeFAJUNUduUcM1I0Uxydbdctdd0oEDkqT7WSHcQAAAIABJREFUNWq4/axnPSs+z8o1I0UCVN8cyTYeP/iBVDzou0uS37DB9r13TiBADRUrTycAAHKn5m457rjjdOSRR8bnWRGgKk/px88dzz777Pg8K/GQooXj0572NG3atCk+z0o5UU2Qk4yLtlIQk1vVsJCW7Lg5ateMJD372c+Oz7NUXlW7bp7xjGekz7MiLtTisXXrVp188snxeZZypHLd3KYWB5SVdWglHrdqJMgtVf72Ekv3mjmAADVUrNwcAABy56abVg/V8sTRyiS4IsiNj84555z4PEtPHGviQnIhLdmJSV8BytLW2LWY9BGgLOXIEUccoZNOOik+z0o8pCgmfe41Wa8xavF45jOfqYWFxNLYimgrRfMR8yV4jKtrAgLUUKlf+LlOqAAAcufGG8vDmzSaBCex8oQtsQNectJnacJXc3MgQN1SHt4q6dhjj9Xxxx8fn2clHt5HOdK4ULJSTlRbOJ5zzjlyzsXnGc2RSVxyWcZD6i8uWLn3rqzI33xz+eMtanAfS3bKNKe4ZrIeR+YEAtRQcU6+otKv5HrhAwDkzJ490j33SJIOalRydt5556XPtTIJrjyBvVWjXjbbtm2Lz7OykN6zR7r/fknSfo36UEwiQGXpkquJLc997nNtiwsPPig99JCkUU+s+0QJXl1cMH/N3Hef9MgjkkY9sR5dv775YUfC3eK9X/vv+FgzhQCVdY784AdyRU+seyU9+ayz4t1nx+CACrFyr5kTCFADxleS3SNAAQAMj9rTxhVNJkBlOQm+/vry8AY1lN9JJhfSt0ny6reYthKTW4RoW4/H9u3b041yJTtliX0FKCs5UhNtzzn3XK2r7KwaYEWUq+XI8573vPR5VsbVWvndc5/73OZzjfSAWqnM0W5VS0ysjKtzAgFqwOCAAgAYOLUJ39atW9M7NUnJhVKWE5wbbigPr5f0nOc8J32elQlfJR43STrppJN0wgknpM+14gr7/vfLw1vUIkBZeSpdy5ELLrgg3ctGMpMjnhwJqeTIzWqJh2RGlFuuxGTn0lLzww4j8ag+ELtJHTlixAF18LvfLY+Xd+zQ0UcfnT7RyjgyJxCgBgwOKACAgVMToJ7znOdosTK2B1iYBK+sBOLCDZIuvvji9LlWJnzXXbd6KOnCCy9sPteCSLm8LF9xyX1PPJWu58jzn//85nMtuDkOHAh66929fXvv7eSlDOMhRTkyibggZRiTffu0ULjCliVtOeccbdy4MX1uQrTNchypXDOdIqUFAWrvXm246y5JoxYJx73gBc3nWpifzREEqCFTFaBIcgCA4VFZSN+oyZ9KZzcJ3rlTevRRSdL9kh5eWupVXpXtIkmSvve98vA6SRdddFHzuZWSmvFRdjlyyy1ln5I7JW1rc4RZEFukKEf6ClDZXjc33ihXlIzdKunZF13UyxGW7bgqyV97bXl8naTzzz+/+WQLwu0NN8gVfa1ulnRum7CfGEeyi4ekfd/6Vnl88+JisyNMstGEvOYsfd6E997sxtU5ggA1YHBAAQAMnGuuKQ+/K+mSSy5pPjexUDpQLMSzIVF+t3nz5vS5lXtg1hO+mnNhUgEquxypiS0vetGLms+txCNnAWqlUibSKS5YEG4nuWaMCFD7vvnN8viuww7TmWee2XyyBTfHJK5BIzmy/2tfK4/dWWc133slEz2g6qJta44gQE0EAtSQwQEFADBcvJf/znfKH78r6YUvfGHz+RYmwRVx4QZNLrZkN+HzXiuVSfDN69e3P5W24ICqLBy/p/4CVNY5UonJ8umnN/cpkWy4wirxuFaItlpe1rpKf59jL7kkvWvkGAMC1KHKvfc6tZR6S0nRNrscOXhQW3buLH888bLL2s+vXTe55Yck7frSl8rjm9et09lnn918soV7zRxBgBoylQERAQoAYGDcc4/crl2SpIclHfasZ+nII49sPt+CAPXtb5eH16hDkFu/vjzMdsJ3zz1aeOghSdJDkk67+GKtr/zdEQYW0yu1p9LmBaidO7W0b58k6T5Jz7388vbzDcTkka9/vTy+YWFBF1xwQfPJFkTb227TUvE33SXpvAnFBSm/HLn/n/+5PH7gSU/SySef3HyyhRK8739fSysrkqTbJT3/5S9vP9+YAKWnP71510jJxDUzTxCghky1US1JDgAwLCplM9dKuvTFL24/30AJ3sGvfrU8/o5zeslLXtJ8soUJX6VE8zpJl024KJDyWyg98uUvl8f3HHGEzjjjjOaTDcSjmiPfk/TSl760/XwD180jlXFk/bOepa1btzafXInHWNrNbVxdqbh9vifp0ksvbf+AgeumGpMj2hxykol778P/8i/l8XfV4RqUggdA65XfGCJJ6yo9Oo+f4JoZRybHmMwLBKghgwMKAGC4VBaO16jHoiB3B5T3gQNq8dxzdfjhhzefn1gkee+1UjzFzQFf6cnxTUmXTeFcyCpHlpe1vuKAOvzSS9tLiSyILf/9v5fH31KPcaS2cJQyy5GDB7X9llvKH3f8yI+0n59wUmYVD0l3fupT5fH1GzfqGc94RvsHEjmS1XVz4ICOvuee8sen/viPt59vYBe8mz75yfJ41/HHa9u2be0fSDigfNHUPQdW9u7VCYX7WJKe8brXtX/AwL1mniBADZnKgOhIcgCAQbG3Yu++bmGh27mQ+1PYW2/VumIHvPskPffHfqz9/MSET8pr0vfg5z9fHl+/ZYvOPffc9g/k7ua44QatLxZ+d0p6wU/9VPv5Bp5K3/+Zz5THD5xyio444oj2D2S+UPLXXqv1hQh9q6QXdokLBspWH/rHf1z94dxzm3cEHJN5jjz0pS9pXSGW3CjpBT/6o+0fyP3eK2l/xQG1ta3Z9phEjiwXO0/mwHUf+1j5//WNi4s6q62MV8r/4c+cQYAaMpVkR4ACABgWj/7TP5XHh579bG3fvr39A5k7oFa+8Y3y+FuSXj5BL5sNFRdMTgul5a98pTzecMEFUy0cc8qRh/7bfyuPvyHp8q4cMdAnbF3FNXhUl4gtZS8u3PJXf1UeX7Nu3USibY7XjCRtv+mm8njHq17V/YHMc+SaD36wPL7lyCN11FFHtX8g8x5Qhw4d0gmVBuSnv/a13R/KPEduuOKK8vjek04yL9rOGwSoIVOZWC2Q5AAAw+HRR3XEHXeUP57a5eSQsn8K+4O/+Zvy+HsbNuh5z3te+wcS4oKUUUz27tUR994rSVqR9Myf/dnuz2Tu5rj9yivL43tOPLF74Zj5ouDg/ffruIcfliQdknTBL/9y94cyL8G782//tjx+9KyztFjtl5oi82vm7muv1YnF37Nf0gW/9EvdH8pcuN1dcZYunnde9wcyFym/+qlP6aTCEfaopKd1uQal7HNk/9VXl8dbXvCC7g8YKOWdJwhQA8bhgAIAGCT7v/xlLRYTvuskXfaTP9n9oYoAleME55HPfrY8ds9/vpYqf2+ShhK8XGJy11VXlf1GvifpFX1yJPOF0vK//mt5vO2SS7o/kHk8vl1xctywbp3OmbJ0JqeF4/pKc+kTuvo/SdnnyFff857y+JatW3X4Mcd0fyhRuppLTPbt26cjKj3CTv2Jn+j+UEJcyEmk/M4HPlAe7zzmmGB92UjG5c033XSTdjzwQPnz6T/9090fynxcnTcIUENmw4byEAEKAGA4XPfhD5fH39u6VU996lO7P5RxCZ5fXtbxt91W/vzU17+++0MNAlQuC4Pr//RPy+M7jz++vSH7mIzdHA/v2qVTK42Dn/mLv9j9oczFhds/9rHyePdpp7U3ZB+TcY5c+61v6cyij5wknfOGN3R/KPO+aXdVXIMHupqPj8l4Mf35T39az65sVLHj1a/u/lDGgtzKyooerDz8WTz//H4fzHhs/eRf/IWeU/l508UXd38o43F1LUCAGjCOEjwAgEHy0N//fXm8dOGF/RaOGZfgXffXf61thSPsbud08ZTlZlI+MfFf/GJ5vPTiF/f7UMaLgi++850a78t099KSntq1I6CU9VP65eVlbaw4wrb/0A/1+2DGC6UvvfOd2lIc37N5szaddlr3hzIunbn77rt1/I03lj+f+DM/0++DGcfkK3/0R9pYHN97+OFyxx7b/aFE2Wou18zVV1+ts3bvLn9+ch9BTsr6XnPNBz5Q/v/84HHHSUcf3f2hjMfVtQABasAsVAZEHFAAAMNgz8MP69Tbby9/fnqfp/RS1g6oayplIrefcII2bNzYcnZBdcJX2f45h0nfLTffrKffd1/581lvfGO/D2a8KLjtox8tj+8/80ypj2jbUDqTw3bhn/vMZ/Tc/fvLn5/adxzJdDHtvdc9H/94+fPerubjYzJeOP7lFVfowsrPR77ylf0+mOk4smfPHh343OfKnxde+MJ+H8xYkLviIx9RtcPR0qWX9vtgpmWJ119/vY689try540ve1m/D2Y8jqwFCFADxlVK8Ja8z2r7SwCAXPnce99bNvzcs7Cg0/o0IJeydUAtLy9r+QtfKH/e8pKX9PtgJR6LksZyRA4x+du3vU3j5/J7lpZ09Ite1O+DmU6Cd+3apcOvuab8+ZgZntJLeSweP/uOd2j8XH7Pxo1amqG8Kocc+cpXvqIzKiWax7/mNf0+mKnYIklffv/7NS7c3bt9u/SUp/T7YMI5uL8idg6VK6+8UudX/r/tLchlKtouLy/ruj/7s9JZuu/oo6fKkZzGkQ9/+MOBILexz86iUrbxWCsQoIZMLdlJdACAJz43vu995fFdp50WCCmtZNqE/B+uukoXVvq2nPGmN/X7oHNZTvq897r9Ix8pf979zGdKXVtAj8l0Mf3Rj3xEF1dcS0f3FaASoq00/BzZu3ev9n760+XPhy64oJ8jTMrympGkP/3AB1g4Vrjhhhu0+etfL39efNGLzOfIhz/4QVW7+bg+GxlI2faAuuqqq/TM++8vf15/2WVT5UguIqX3Xh/54Ad1UfWXfXbAk7K9ZtYKBKghU1PkSXQAgCc2t99+u4769rfLn4/ou5CWsi0D+Pu3v107iuN969dr6cILW88PyHDSd/XVV+vsipPjSX22xB6TYTy89/rs29+uk4qf92/aJJ19dr8PO5cUbocek49//OO6pPI3HPajP9r/wwk3x9AXjvv379c3P/Sh0jV4cNs26cwz+304U9H2Pe95j6pd0nqXEklZllft3LlT9/3DP+io4uflo4+Wzjij34cT10wOOfKud71LVW/tQt9eg1KW95ovfvGLOuLmm3VE8bM/7jipTx85KRmPoY+rawkC1JDBAQUAMCje9973qlpgdlSfLaDHVMqucykD2LVrl5avuqr8+cBFF/V3hElZToLf+6536eWVn9f3LRORslxMf/WrX9WO664rf3YvfenMOTL0hcG73vEOVeUE17cBuZTlNXPllVfqwoceKn9e+uEf7u8adE5aXCx/zGE+feDAAX34/e9X4AG7/PL+/0CG18y73/1uXVbZ/W7xFa+Yye0z9By588479elPfCIQoNS31FvKUqR85zvfqVdUfnaXX27eNbhWIED9/+ydd3wUxfvH35tKSAKBEEoQQUVQ7AUr+hMVFUERAUVBVBSQJk26iKGD0gklICggAnYUFbCCha+iFKWKID2UhHSSXJnfH3u77B0XTHK3d7vHvl+ve93ubHZ3bvLs7MxnnnnGzFgeUBYWFhamweFw8MvcuWc9OWJj4eabS38BTZ2vSFFmFxcWLlzIPZpFNCqVxdsHQq5jkJmZya5ly9TYPsWJiXDddaW/QAh6yaWlpbl1CsokyEHI2ciWLVtwbNyojtI7atWCRo1Kf4EQ7Cilpqa6dxwfeqjEv/WKx3Nj9mfms88+47KTJ6nk2hf16kGDBqW/QIg9Mzabjfnz57vZCGWxkbCwc6bzmt1GFi1axB1Op2oj1KtXeo8wCLl65MSJE3zwwQe4ybRlsZHwcFWsCnN9zFweemMJUGbG4+E3++iEhYWFRSizdu1abj5+XN2PaNmybJ4cIeYB5XA4mD9zpts0EZo1K+nPvRNio7ALFy6kqSb/kS1alH4EFkKu45iTk8PHy5bhFqmlLJ4cEHI24jlKH/7ww+W2kVAoj23btvHH+vVu8Z/KbCMeZWKz2Uy9UuK8efPOFeTKYiMh9sx89tln5B89qq4IKCQJHnjgvOecg0fdaubycDgcLFiwALeJuy1bXtDvmoULFxJrs3GbkiBJZW+PWDOTSo0lQJkZjxeEZegWFhYWxmXGjBm00OyHl9WTI8Q8oFavXs1lBw6oK/A469eHK64o20VCqDPtcDiYM2eOW6egzJ4cITYFb8GCBdyWn0+Ma19ccQVcfPF5zzmHELKRnJwc3n33XfeOow/ePqHQcUxNTaUZZ38L110HtWqV7SJebMSu8cw0E3/++Sfr1q1ztxEfBTkwt43MmTOHBzi7EIF0002QlFS2i3g8N2auVz/99FP279/v1h6hRYuS/tw7ITRN0+FwMHfuXB5CXlEXgMaNITHxPGd5wRKgSo0lQJmZEFLjLSwsLEKZ7du388dXX3Gra1+Ehfml42jmRvDMmTPRhmAPa926bCOwEFIdpS+//BL7vn1nbSQi4oLuONrtdqZPn05bTZrUqlXZLxRCHaW0tDRq5Odzo2tfREX5PEoP5rWR06dPs3TpUtppE8sSkF0hhITbqVOn0gC4RkmoUAFKuyKgQgg9M1u3buXrr792t5Gyii0QUoP+kydPpgGgTsqsWBHuuadsFwkhL7mPP/6YAwcOuNvII4+U/UKWAFVqLAHKzFiGbmFhYWEKpk6dSlvOvnSlO++EqlXLdhHNFDxly6z1/p9//sm3X3+Nmw9YWVYEVAihzvSkSZPcxZb77y+7jYRQR/rDDz8k/eBB3CSndu1K+vOSCREbKSoqYurUqW6dJOnBB6Fy5bJdKETKA2D27Nk4Cwpw6ypewDaSnp7Ou+++696Rbt4c4uNLOsU7ITS9atKkSVQEd28fH23EzB5QGzdu5Oeff+ZJbeIDD8hCZVkIkWdGCMHEiROJBdyWcvCDjZixPAKFJUCZGSsIuYWFhYXhOX78OEuWLOEpbWL79mW/UAh5QI0fP557QF02nRo14LbbSj6hJEKko/TTTz+xYcMGNwHqQu5ICyGYPHky9wEJSmK9enDjjSWfVBIhYiPLli3j6NGjvttIiEzBKygoYNq0aTwExCmJDRrAtdeW/WJebMSMdWtqairFxcXuApSPNmLmeuTff/9lxYoVPAxUVBIbNYKrrir7xUJkCt6UKVMAfG+PhMi75vvvv2fTpk20BHWqN9dcAw0blv1ilmNIqbEEKDNjBSG3sLCwMDyzZs2iZnGxGiRXhIeXr1MQIkHI9+7dy4oVK+ikTXzyydIvm64lRDpK48ePpy6oQXKJiPCbR5gZO0rfffcdv/32G27dorZtyz5FE0LCRpxOJ5MmTeIyQF03MyoKyhpHDkKm47hgwQJOnTrFE9rEdu0uWBvJyckhNTWVhoC6bmaFCn6bkmjGPsaUKVNwOBzu3j5PPFHSn5+fEBj037NnDx9++CHXAVcqibGxPk83U0rGjDYyceJEAHcbKU/7DCwBqgxYApSZCYHK0MLCwiKUycrKYubMmW6jjVKzZmUPgAohE4R84sSJxDidtNEmdupU0p+fnxDoTG/dupXVq1fzvDaxWbOyT7+DkBCghBCkpKRQCdy9fcozSg8h0ZletWoVu3btorM28aGHyj79DkLimSkuLubNN9+kCtBae+DJJ0s44z8Igedm5syZnD592t1GWrQo+/Q7CAmvwZMnT7JgwQKqgftUbz8IUMpKiWZjzJgxOJ1OOmgTW7WSY0CVlRAQbbds2cKaNWuoDu5B+8trI5YAVWosAcrMWIZuYWFhYWimTZtGTnY2L2oTn366fBcLAQ+ow4cP88477/A4mmkzjRqVb2oVhIS4MH78eMLAveP4wgvlu1gIiAvff/8969ev5yk002auu86vNmKmMnE6nYwcOZJw4DntAT/YiFnrkaVLl3Lo0CE6AGrkmptvlqfOlAeT20hOTg6TJ08mAnhWe6Bz5xLO+A9CQFyYOHEiZ86c4Rk0KyTefjtceeV5zjoPXmJACSF8zGXg2LNnD++++y5ReNhIedsjJn9mAEaOHAlAJ87+Bpo0Kd/0O7BmJpUBS4AyM5YHlIWFhYVhycrKYtq0adwH1FcSExKgTZvznHUeQsADauzYsdhsNrppE599tnzTZsD0jeCtW7eyYsUKHgDqKIlJSeWbEgGmjxMmhOD1118HwE1eeeGFC9ZGPvjgA7Zt20ZzIFlJrFkTHn64fBc0ubhQVFTEqFGjAOiiPfDii17/vlSY3ANK8X5qiSauXu3aZV9FU8Hkwv6xY8dITU0FcB/8Ka9oC17rVrvdXv7rBZixY8fidDppDVRXEuvUKftqvAomr1d//fVXVq1aBXh515QXq19eaiwBysxYHlAWFhYWhmXatGlkZ2fzkjbx2WfL5+4OpveA2rt3LwsWLOBG4E4lMTKy/NPvwPQBlYcPHw7gLsg984zb7yoTmpWMzLhSouL9dCPQWEmMjoYOHc5z1n9gYhux2+289tprAOeKthER5buoyTuOaWlpHDhwgFsBNdx4TEz5p2iCqW1E8X4CDxt5/nkIDy/fRU1uI+PGjaOwsJA7gUZKYlxc+adogqlt5O+//2bp0qUA7u2RLl38YiNmKw+AESNGAHA3cIWSGB9f/vhPcM7710zlEWgsAcrMWAKUhYWFhSHJzMxk2rRp1Ab3ZeS7dSvhjFLgxQPKTPX+a6+9ht1up7c28YknZG+O8qIR5cxWJj/99BOrV6+mPh4xSnzx5NCUh9IUNovnghCCYcOGAdBfe6Bt2/LFw1LwYiNmKZNly5axe/duGqKJUSJJfvfkMMszk5+fz5gxYwAPG3nyyfLFw1LwItyaxUbefPNNTp8+zVWA6ssiSeWffgemftccOHCAefPmAR420r69LEKVFy+eg2axkddeew2n00kj4B4lMTzct3pE88yYLQj5+vXrWbt2LQCvaA906CAHZS8vmjKpgHmemWBgCVBmxqMRYZYH38LCwiLUGTduHNnZ2fQFVD+F//u/8sefAK8eUIWFhaaIQ7Flyxbee+89qoH7yma9e5dwRinxaPCBORp9WrGlL5rGWPPmvtmIl/I4c+ZM+a8XQD744AM2btzIReC+sln//iWcUUpMaiPFxcWkpKQAHh3pRx6Byy8v/4VNLNpOnz6dEydOUA/cFzHo18+3C3uxETO0qY8ePap6P7nZSOvWcMkl5b+wiQW50aNHY7PZqA+4rSPat69vF/bi8VNYWOjbNQPAb7/9xvLlywEYqD3QqhUkJ3s9p1SYtF4VQvDqq68C0ABwm+zuq4141K1mKI9gYQlQZsbygLKwsLAwHPv372fmzJlUwWNKxCuvlHBGKfHiuSCEMEWsEq3YojZbGzeGW2/17cImbQSvWbOG9evXUxXcV7/z1Ua8lIfNZsPhcPh2XZ0pLi5m6NChAPRGExD2nnvKH3xcwaQ2kpqayr59+0hCDpKr4quNxMSom2Yqj8zMTCZNmgTI9Yg6cahZM7j22pJOKx1ePAfNIC6MHDmSgoICagAdtTHSBgzw7cImtZFt27axaNEiAPqh6eQ+/DBcdZVvF/fy/jW6jQgheMVVX9TBw0YGDvR+Umkxab366aefsmHDBgBe0ZbHI4+UP/i4guUBVWosAcrMeLjIWoZuYWFhEXxeffVViouL6QGoC2BffXX5gwYrePFcAOM3gr/99lu+/PJLqoD79DtfO9Jgykaw3W5ngKuD+DKald6uvx6aNvXt4l7KA4zvvTB37lz++ecfEoHu2gO+ej+BKW0kIyNDDbR9jmjbpIlvFzdheQCkpKSQnZ1NEtBF23HUqR4xer26fft2Fi5cCMAAIErxhL3tNrjjDt8ubkIbEUIwYMAAnE4nNYEXwjRdXH/YiAkFqM8++4z169cDstgSodjI//2fbCe+YEIbKS4uZqBLeEsGntPaiK+iLZxTJg6Hw/CDP8HCEqDMjBXszMLCwsJQbNq0iWXLlhGP3HFUGTIEwnx85XqJywHGbgTb7Xb6utza+wKVlAONGsmxfXzFhI3gefPmsWPHDhKRR+lVBg0q/0pvCiUIUEa2kaysLFVsGYhGtL3qKmjRwvcbmHB6VUpKCllZWSQBfT29FnSwEaOXx86dO9VVzYYAFZWO9HXXyR5QvmLCqauDBg1SxZaXte+WQYN8v7gJ69UvvviCr7/+GoDhQLTTKR+46SbZk9JXvLx/jVyv2u12Bg8eDEBN4CVtsPEhQ3y/gQnrkdTUVPbu3QvAqKgoIhVxqHFjuPtu329QggeyxblYApSZsVz9LCwsLAyDEEIdXXsFqKYcuOQS31bfUfASAwqM3QieP38+f/75J1WAPtoDI0b4LsiB6TpKmZmZ6qpmA9EIclddJQdk9xUTesmNHz+ejIwMagAva8WVlJQL0kZ27drF7NmzARiKRmy59lpo06bkE0uLpjyUiVZGLg+A/v3743A4qA308rQRXwU5MJ0H1DfffMMXX3wBeIgtN94Ijz1W8omlxWTigs1mU71KLwZe0tYbo0b5x0a8TEs0so3Mnz+fXbt2ATAmMpIou10+cMMN8OCDvt/AZPWq1qu0HvCc1jNp9Gjd6hEjl0kwsQQoM+Nh6EZ+OVhYWFiEOh9//DHff/891fEICDtqVPmXTNeiuUYkoDSXjNoIzszMVJc6HgGoa1Q1bOjbUsdaTNZxHDVqFJmZmeeKLaNGlX85bC1eYtmAcctk9+7dTJ06FZA9W2IUseX66+VAyv7AZJ2CgQMHqmJLT62NjB6tmyBn5PbjF198wVdffQXAq2immjVuDI8+WvKJZcFE9YjNZuPll18G5Lg+3bQ2oUNH2gwi5dy5c9m9ezcAoyMjiVAEuTvukBd28AcaAUrZMqqNZGRkqIG26wO+cR1hAAAgAElEQVTPa8WWceMuSLFF8SoFeCM+nnClTO66Cx54wD83MfGKq4HGEqDMjIcab+QH38LCwiKUyc3NVTsFIwB1sedrr4Wnn/bPTSTJaxwKozZwUlJSyMjIoD7QU3tg7Fj/iC1gqqkzu3btUqcRjUEjttxwg//ElrAw00wVEULw8ssvY7PZaICHZ4u/xBYwleCyZs0aPv/8cwDGoRFbbrlFDpLrDzzqkDCMu5qmzWajvysO2JV4xH4aM8Y/HWkwlQA1c+ZMduzYAcDkiAgiFbHl9tv9J7Z4EbKN2sc4efIkr7/+OgDXAB0VTx+4YG1k2LBhZGZmAjA1NpYwxUbuucc/3k9gqnr1r7/+Ur1Krwfa5OWdPaizjRi1PRJsLAHKzHiMUBj15WBhYWER6owYMYIjR45wFfCS9sD48f7rSIPXaXhGbATv2LFDFVsmopky2KQJPP64/25kkgafEIK+fftit9u5GeisPTh+vP8awGCajtInn3zC2rVrAZgGZwPkNmnin9hPCiYpj/z8fF56Sa49bsNj5Tt/eS2AfB2PGKJOp9OQsUpmzZqlerbMDg8nXLGRpk39E/tJwSQ2cuzYMVVsaQK004otEyb4z0bCw9WVtsOQPW6NWB4AAwYMUMWWtOhowhQbadbM90UdtJjEA2rTpk3Mnz8fgLuAlvn5Zw/600YiI9VrRSN7ZBuxPJxOJ126dFGDgb9TuTKSYiMPPeSf2E8KJmmPGAFLgDIzVgwoCwsLi6Dzxx9/MHPmTABSAXWiXNOm/huRVjDBSjxCCHr37o3D4eAewE1umjJFd7HFiA2+5cuXs2bNGiRgBprG1yOP+G9EWsHLNACj2UhBQYEanP5hQH1KJAlmzLggbSQlJYV///0XCZij9RB8/HG47z7/3sxLPBujlcnBgwfVKbyPAfcoU2bCwmD69AtStB00aBC5ubmEAfM0zzlPPunfjjScUyZGsw+AdevWsWTJEgDaAbcpHjgRETBtmn9v5kWAMlqZOJ1OevbsiRCCCGBxXNzZg+3awa23+u9mXoRso5UHyNMzN27cCECH8HCuzc6WD0REgGv6t98wybvGCFgClJmxBCgLCwuLoOJwOOjatStOp5MOwP8pByIiYOZM/3aSwBTiwjvvvMO3335LNDBPe+Dpp+W4Lf7EBA2+zMxM+vSRQ7A/A9yuHIiKkgU5f2OCzvSECRM4ePAg0cAMrYfgiy/KUxL9iQlsZPPmzUxx2UJn4HpFbImOhjff9P8NDV4mQgh69OhBfn4+FYCZLm8cAHr0gGuu8e8NTfDMbNiwgaVLlwLQBWikiC0xMfDGG/6/ocEFqIKCAtVjsCIwu2LFswd795ZXWvUnJrCRRYsW8euvvwLQNzycespUs9jYgLxrjGYjR44cYejQoQDEAqlaG+nTB664wr83NHi9aiQsAcrMeBi60SpCCwsLi1AnNTWV33//nUqAWzexb195ZTN/Y/BpACdOnFBXIxoGNFAOVKoUkE4SGKs8QA4qffLkSZKAaVqxpX9/qF/f/zc0eJn8888/TJo0CYDXgMuU+CSVK8vxwfyNl/IoKCjw/33KicPhUKeI1ASmahcsGDRIXkXT3xi8o/T++++zevVqAEYBFynTAxMT5ZXv/I3Bnxm73U6vXr0AqA1M0drIkCFQp47/b2pwcWHUqFHs27cPgDejoqimPNPVq8PIkf6/ocHfvadPn2bIkCEA1AJGa70oX3sNLrrI/zc1uI28/PLL5OTkADA3IYHKubnygerV5ZV4/Y2XAUKjlYlRsAQoM+NRGRqpIrSwsLAIdY4cOaKuNDMZqKkcqF1bbvDpgWYET9kyUt3fr18/MjMzuRJ5VTOVCRMgOdn/NzR4R/q7775j4cKFAMwEqihiS926MHy4Pjc1cGdaCEHPnj0pKiriemCQ9uD48ZCU5P+bGtxGZs6cye+//w7A3LAw4pW4PpdcAoMH63NTL6ucGaVMTp8+rS7o0BgYoPUinTgRqlb1/00N/MwAzJgxg23btgGQFhZGRcVGLr8cBg7U56ZeZlk4tKupBZGtW7fypssz8HbgJW38skmTZDHb33h5ZoxkI0OGDOHUqVMALK5QgQrKrJgrr5QHxPTAwALUJ598wkcffQTAnUBH1wp4AEyerLuNGPFdYyQsAcrMeMQCKdQGmrOwsLCw0JU+ffqQm5vLQ8CL2gPTpkF8vD43NfAo7JdffsmyZcuIABaiCTx+++3QrZs+NzVwg+/MmTN07doVgFbAk9qDaWmgjc/hTwzcmV62bBlr1qxRbUT147j77gvSRg4cOKCK2O2AVopACbBggTx1Rg8MXCaDBg3i+PHjRAGLIyLOBpW+/37o3Pm855YbAz8z+/fvV2NhtQce9rQRzTvBrxjURrQeg9HAezEx7kGlO3U67/nlxkvcNKPYyPr160lLSwPkxQvu1+Zrzhy3/qJf8bARo3iW5uTkqB6DFYAPtGLTww9Dhw763Nigz4wRsQQoMyNJODSVit0SoCwsLCwCwueff86HH35IZWCB9sATT0Dbtvrd2KAeUHl5eXTv3h2AMcireAFyLKy0NP+uBKjFwA2+sWPHsnfvXqoAc7VeHM8/Dw88oN+NDRon7NSpU2rg8UGAGumpQgWYP/+CsxHFGyw/P59EPAKPd+0K996r380NWiY//PADCxbINepw4ArF06diRbke8XdMPQWDlocQgu7du1NQUEASkKq1kR49/B94XItByyQ1NZXffvsNgJSwMOoqeYqLg3nz9LMRgw7+FBUVqQMdtYFU7fTMXr3g//7P+4n+wKAeUMOHD+fIkSMAvFGxIjWVwOPx8TB37gVXjxgRS4AyOULT0HQaRHm2sLCwCGXy8/Pp2bMnAFORG32APH1o1ix9b25QAWrkyJEcOHCA5oDbpKGxY+Hqq/W7cQkNPqGMiAeJP//8k4kTJwKwCKip5KdmTdn9X08M6s0xYMAATp06xc3A69oDKSnQoIH3k/yBQWNAKXGOJOAdIFGZ3lS7tjyNSE8MuApeYWGh2pG+C1mAUhk/Xp9YWAoGfWYUj0EJWAJUVWykTh25TPTEgM/NwYMHGTZsGAD3AIO09fykSXDxxfrd3KA2Mm7cOHbv3g3AovBw4hTR9tJL5anvemJAAWrjxo2kpqYCcB/QU5unSZP0iZemYAlQpcYSoEyOVoASBmhQWVhYWIQ6KSkpHDx4kMeB57UH5szRJ4aNFi8CVJGyGlKQ2LRpE9OmTaM2sFh7oHlzeOUVfW/uJS6HECKoq8IqU0Tsdjt9kKffqaSlQZUq+mbAgB2ldevWsXjxYmKBdwF1TbPbbpODseuJATsF2jhHA4AW2oPz5+sTn0SLActk3Lhx7Nmzh2rAcklC9fW56y7Zk0NPDPjMaD0GhwAPag++9Za8sIOeGMxGtB6D1YGV4eFnp941barfFF4FA3pAbd++nfEuIbIX0EwRKCUJ3n5bvym8Ch42UlRUhFM7RTTA2Gw2unTpghCCmsD7UVFnbeS++2TPUj3R9MmN8MwYGUMLUJIk9ZYkaZckSdslSZqkSR8qSdJeSZJ2S5L04PmuEeoIzcMvLCO3sLCw0JVt27YxZcoU6gFvaQ+0bw9t2uifAYN5QNntdrp06YLkdLIMqKYcSE6Gd97Rb1qVglaA0twrmI2+OXPm8L///Y+bATc/lr594ZFH9M+AwTrT2uXSp6FZGTE+Ht59V56mqScG60gDDB48mOPHj3Mb4ObH8sorsnCrNwYrk+3btzNhwgTVGyxZ6TQmJsKyZQGtR4zwzMBZj8EmwGjtgaFDoVkz/TNgMBv58MMP+fzzz1VvsCRFbElKgqVL9bcRgwlQTqeTrl27YrPZuAmYrJ1W1qePLNzqjcEWM3jzzTf566+/CAPeCwujijIQVaNGYGxEUx7WKnjnR+e3fvmRJKkp8sDhdUKIIkmSqrvSGyHH4bsKSAa+liSpgRDCGEszBBjJEqAsLCwsAoLT6aRbt26EORwsBxKUA/Xqyd5PgcBgAtTUqVPZsmULKYAajSQsTO406u0NBl47SSA3+hISEs79e505dOgQQ4cOpTKwEk0g9ptvllfwCgQGW63p9ddfZ9++fTyOR7D+1FR5mojeGKwjvWHDBubPn08VYDmahvhtt8G4cYHJhIHKxOl00qVLF2w2GwOBh7UHFy/WZ/l4T7x0HIP5zCgeg4nAe3DWG6xJExg1KjCZMNAUvKysLHr37g3AUMAtgt6SJfqssOqJwUTKuXPn8vPPP5991yii7Y036j89U6GEeiRWb88rL/z999+kpKQA8vTdexRPLEmSxaeaNUs+2V9oykNpn1kClHeM7AHVHZgghCgCEEKccKW3ApYLIYqEEPuBvcAtQcpj0JE0irwlQFlYWFjoR1paGhs3bmQccKuSGBEBy5dDoMQOLwJUsBo4+/btY+TIkdwHvKo98Prr+gY+1eKlwQfBKRMhBL169SIvL4+3ADViTaVKsGKFfisReaJZXU/pBgSro7R582amTJnCRcB87YGnnoKOHQOTCU07SfvMBCNOmDZg8CKgrnKgShW5HomMLOlU/2Igz4V58+bxyy+/cDvgJr8NHCivWBUINDYS7GdG8RiUkKc0q/JbYiK8957+HoMKBrKRIUOGkJ6eThPATX4bOhQeDNBEGAN5QB0+fJghQ4YA8iIoqoxfqRKsXOn2v9MVgwguQgheeuklioqK+D9gpPbg8OHyCpqBwMu71xKgvGNkAaoBcJckSf+TJOkHSZIau9JrA4c0f3cYTQzYCw1J0xkJC3IcEAsLC4tQJT09nSFDhtACcItqNHEi3HprCWfpgBcBKj8IK6AqDb5KZ86wFE1j4t57wRUkNiBoGnwVNYJCMBp9H330EatWraIn4DYZc+HCwHj6KGjKRNkKRkfJbrfz4osvIjkcrACqKgfq1oXZs/VbicgTL50Cp9MZlDhhEyZMYNeuXfTFIzbYokVyuQQKjYdCMDtKR44cYfDgwVTFwxvs9tvlBQwChYFEW8VjcAAe3mDvvBMYbzAFL/VIMGzkxx9/ZN68ecH1BgPDCFDKQEdubi49Abc1dxcsgMsuC1xmDCK4LF68mG+//ZYkYBkaG7n7bhg5suQT/Y1BysMMBHUKniRJXwPefOKGI+etKvJqzo2BlZIklakFJ0lSV6ArwMV6rowQRMI0jQipuBghBFKgGnUWFhYWFwj9+/cnPjubd7SJLVtCv36BzYgXb45gCFBLly7lm3XrWIPmJV69uhzTR7tUuN5UrCgLGUJQQQjCAQeBb/QpU0RuANzWuOvZMzCxwbRo2gVKczgYNjJ9+nT++OMP3gDuUBLDw2UbCeT0SC/lAbKNRGuCxurNzp07GTduHI0Bt8mYfftCq1YlnKUTBhEXevfuTW5uLp8Cais90N5g4LU8gjHdTPEY9BobrEWLEs7SCQOUieIxGHRvMPA63SwY9epHH33Ep59+Ksd90h7o0QPatQtsZgxgIydPnqR///5qbDB1Mma1anIogEDaiEHqVTMQVAFKCFGiT5wkSd2Bj4TsI/2rJElO5PimRwDtGooXudK8XT8NSAO4+eabg7sms05IHi6yhYWFxGg6KBYWFhYWvrF27VpWvvce3wOJSuJFF8mrzARa8PfiAZWXlxfQLJw6dYp+/foxBFBf4pIkCwuBiLOgRZLkRl9uLiCPOuYQ+Ebf0KFDyTt2jJWcjSHDDTfAm28GNB+A11HYQHeU9u/fz2uvvcYjeHgMjh8Pd94Z0LwQGSmvTlRURDhy57GQwMYJU+LHxRQXswJNbLDGjQMXG0yLATpKH3/8MR9//DH9gEe1B95+GwI9aBwTowrZMcgeFIF+ZhSPwUquGINBiQ2mxQA2MmnSJHbu3Bm82GBaNO/eYNWrWVlZ9OrVS4375PaumTy55BP1wgA20r9/fzIzMxmKx0qRS5ZA7QBPkPIy2GEJUN4x8hS8T4CmAJIkNUB+X58CVgHtJUmKliTpEuBy4Neg5TLYeDQ0LUO3sLCw8B9nzpyhe/fupABNlMTwcHn0NTHxPGfqhAGm4PXv359GGRnusTiGDQtcnAVPgtwI/vHHH5k7dy5pQH0lMT4+sLE4tHgpj0CKlMr0zGoFBbytPdCiBQwYELB8uBFkG3nrrbfYsGGDe2ywypUDGxtMS5DLIzs7m169enELHt5g/frBo4+WcJaOKEK2i1gCL+wrHoNBjQ2mJcg2snv3bsaMGRPc2GBaoqNVb5oo1yfQNjJ48GDS09Pd4z4Z7F0TSBtZu3YtS5cuPXelyCFD4KGHApYPFWWwA9TBDqtf7h0jC1ALgUslSfoLeWr4s0JmO7LwuwP4Cuh5oa6AB7g9/PEEb4UKCwsLi1Bk7NixXLZvH0O1iaNGyfEngkGQPaDWrVvHl0uWuMfiuOsuOfB4sAhiI1iZItIVeXlelbQ0qF+/hLN0xssobCBtZOnSpXy3di0r0cR9qlNHjmGj9zLYJRHEqSLHjh1j4MCB3mODXXJJCWfpTHy8uhmMjuPQoUMpOHqUFYAqrTRuDBMmBCwP5+BhIzabLWBxwhSPwaDHBtMSxGfG6XTStWtX4oqLgxsbTIskuT038QS2Xl2/fj1paWn0wEvcp2C9a4L47lWC9Z8TG+zOO2H06JJP1BuP+HqWAOWdoE7BOx9CiGLA6xIpQoixQJBqIIPh8fBbhm5hYWHhH3bs2MHiiRP5Dc1oTbNm8uhasNAIUMpk60A1ggsKCujerRvvoFn5IzEx8HEWPAliR2nChAlE7tzJdG1i167Qvn1Jp+hPED2glOmZE/FYKXLlyuB4DCoEsaPUt29fLs3Odo/X0qsXPP54QO7vlSA+Mz/99BNz5szhQ6CekhhMbzAFL2WSm5tLos52K4Sge/fuXFVQEPzYYFqCKFIuWrSI9evXBz82mCfx8XD6tLwJ5ASoXi0qKqJbt27cCEzRHujRA554IiB58EoQ65GUlBT+3b+fz9DEBqtaNfCxwTyJi4PMTHkTyzGkJAwrQFmUEo8XhCVAWVhYWPiO0+mkR7duLLLbqeFKEzVrIi1ZEjwvDnAToAIdYPr111/nsf37g7sykzdK6Djqzc6dO5kxdiw/czYoLddeC9Om6X7v8+IlBlQgygPglVde4a6MDNxC80+cKMexCSZB6ih9/vnnfLlyJX/gEa/ljTd0v/d58fCeh8CIlMXFxXTt2pVegJv8FkxvMIUShFu9Baj33nuPjWvWsBkDxAbTEqRn5vjx47zyyivGiA3miYcH1NEACVATJkzg6K5d59YjwYj7pCVINrJlyxYmT57MAMAtNP/ixbK3bTDxKJNAT9M0C5YAZXYsDygLCwsLv/P2229z948/cp9rX0gS0rvvQo0a5z1PdzwawBCYBs7mzZv5afJkvtcmBmNlJm8EQYByOp1069qV6TYbDV1pIjYWaeVKt5UKg0KQPKC+/fZbfnjnHTZrEx99NPArRXojCGWSl5dHj+7dmY9BYoNp8VIeOTk5ut924sSJVNixA7fQ/MH2BlMIgo1kZmbSt08fFmKQ2GBavJRHIAY7+vbtS4OsLGPEBvPE4/1bXFxMcXExUTr+r3bt2sW4sWNZClymzYdB6xG9nxmHw0GXLl1o7HAEf6VIb3gMAJ0O0OCP2bAEKLNjCVAWFhYWfuXkyZN80rcvH2vSpBEj4N57g5YnlcqVz266vvXuFNjtdvo//zzLnE41Xou49VakYMXi8CQIAtSCBQu4/Mcf3eIESHPnQsOGJZ4TMIIQA6qwsJDeXbuyElDXlatbNzgrRXojCILLiBEjePjwYZ7UJs6fH7x4LVqC8Mzs3r2bGaNHsxGNF8eNNwZnpUhvBKEzPWjQIJ44dcrdG+ytt4LvDQZBeWa++OILvlq+nM1oYoPdcktwY4Np8TIAlJ+fr5sApaye+aLNRjvtgWDGfdISBBuZNWsW/2zaxGYMsFKkNzzK5EAAhH0zYglQZscSoCwsLCz8yqhevZibm6sGtXQ0aUL4iBFBzZNKCQKU0+kkTKepgTNnzODlrVvVlZkclSoRvnx58EfoFQLcCD527BiLBgzgG21i587Q0WvYysDjZQpeXl4eQggkncSgsWPH0u2ff2js2heRkbI3WJUqutyvzATYRn777Td+mD6dn7WJ3brBk0+WdEpg8RLfR8/ycDqddO3ShVSbTfXiEPHxSCtWqKtGBZ0AC1Dr16/nj7fe4hdtYs+e0KZNSacElgA/M4rH4EI8YoMZ6V1TggdyFZ3quUWLFpG3fr173Kfu3YMb90lLgG3k4MGDDB82jHfRrBSZkCDHfQpmbDAtHgNAgfAsNSNGXgXPojR4VIaBXo7bwsLCIpT47ptvaLlyJcmu/aLKlQlfsSK4QS21aASoSppkveIu/PvvvxweMoTWmrTwt9+GevV0uV+5CLA3x8AePXgrL09dhdDZqBHMnKnb/cqMl/JwOp0UFhbqcrvt27fz9/jxvKxJk954Q/ZcMAoB7CjZbDb6dO7MciHU2GDi2mth6lRd7lcuAvzMLFy4kEYbNqDtNktG8eJQCGCZFBUV0e+FF1iJR0wfo3iDQcDFhZEjR/LowYNu7xoWLTKGN5hCAKfAnzhxglGvvOJuI9dfD1OmnOesABNAGxFC0KNHD14sKDh3pUgDt0fOnDmD3W4PXn4MiiVAmR0PQw9UoFELCwuLUKOoqIg/2rfnQU1a9IoVkJxc4jkBJy5OndIUz9mXuB6DD0IIpnTowDibTU1z9OgBrVuf56wgEMBG8KpVq7jvk09o5Np3REcT9v77bsHhg46XANOgT0fJ6XSS0qkT8xwONU20bg0vv3yes4JAAG1k2tSp9PzrLxq49p0VKxojNpiWAJZHeno67/Trh5v89tJLxvHiUCjBc1APJowfz6C9e9XYYM64OGPE9NESQBv5/fff2TB1qntssN69jfeuCaAA1a9vX97IynLzGLyQbeSDDz7g+OrVTNIm9ukDjz2my/3KjZf3r9U3PxdLgDI7Hg+/5epnYWFhUT6W9ehBn1On1P3cXr3gwQfPc0YQCAtzawQrXlB6NII/WrSIPj//rI6+5jVsSLiRRl8VNOWh+Ifp0eDLzc3l2+ee43lNWvicOdCoUYnnBIWYGHU6QgXOrtCnh40snD2bIX/8oZZ7ce3aSAsXGiPuk5ZKZ/0Flbzq0V7at28f+199lQ6atLC0NGPEBtNSsaL6P4pD7gzk5uYihPD7rQa7PAYVO3Rec42xvDgUNDaixDHT45nZtWsXJ8eMcYsNFmY0bzBw618oJaPHM2O32+nXuTPvCaGuAihuuin4K0V6I0AC1Jo1a6j83nvuHoPz58Pll/v9Xj7hpS2ih41kZWXxaq9erESzUuTNN8OkSec5K0gkJJzddH1bAtS5WAKU2bE8oCwsLCx85p///Y9mCxeqgRGPXnop8UaaMqPFyzQ8fzeCT2dmEtGjhzr6eiYykrjPPzdOvBYtmvgbypYejeBZPXsy9vRpdb/oiSfguef8fh+fkSSvZeJvGzl27BhiwABudO3bw8OJ+vRTtwa4YfBSHv5uLwkhmNCxI5M1HoPO55+HDh3Oc1aQCAs7J56c0+n0+1TeL1av5oGPP1a9wewVKsgeg0byBlMIwDPjdDqZ1KEDb2o8Bp1duxonNpiWyEi1jxGOLLjoUa9OnzaN3tu2qe8aR1ycsWKDafHi3eJvGykoKGBW587uHoPduxvTRmJiVI+saCAGfWxkyODBjDtxQl0pUlSqZIyVIr0RoPaI2bEEKLPjEUjSMnILCwuLsiEcDk61aMFFrv2s8HBqfPONceI+eeLFm8PfnenPWrWiVVGRui/mzjXeCL1C1arqpl7iwh8//cQjS5aoU3Oyk5OJfust43n6KHgpE393lFY8/jhdiovVfeekSXDTTX69h9/wUh7+bi+9v2gR/X75BUVaKbjsMsJmzfLrPfyKpkwSXd/+LJP8/Hw2dOrk5g0WsWCB8bzBFDTloWz5+5lZOmcOQ/74Q/UGO9OgAWHTpvn1Hn7Fo0z8/cwcOHCAw8OGua3wFr5wIVx2WYnnBBUvi4D420YmDh/O1KNHVc9j29VXG9NjUEFnG/npp5+ITEtDG5pfWrgQLr3Ur/fxG17qEcs55FwsAcrseEw9sIzcwsLComxs6dSJWzMy1P1TkycTbqSglp54aQRnZWX57fK/v/027X78Ud3f36wZFTt39tv1/Y6XBp8/G8F2u52DrVpxtWu/KCyMSl984TYabji8jMJmZ2f77fLfz59P540b1f3jd99NVL9+fru+39GUhx42cjozE6lHD6507RdFRFBx1SpjxQbzROeO0vxevRiZmanuF3bsaExvMAWdRcoTx49TsV8/1RusKDKSmFWrjOkNpuBhI3l5eTg03lu+IIRgSseOTNDGGOzWDdq1O89ZQSYx8eym69ufNrJt61aunj5djQ1WXKECkR99ZKy4T5541K3+rEOKi4uZ0akTkzVpokcP46wU6Q3LA6pUWAKU2dEYegKQ68cGpoWFhUWok/f111y9bJm6/82NN1K/T58g5qgUeBGgTmumhvlCUUYGVbp1U704DlSqxCWffuqXa+uGzh3pb559lsc0AmXWmDFI113nt+vrghfBxV82kn/qFNV79lSnfx6Pj6fGqlXG9QYD3UXKVa1b007jMeicNct4scE80bFMtm/cyMNvv616+mRedBEV0tL8cm3d0PGZAVj16KO01YgtzJ1rXG8wBS9l4i+Pn1VLlvDyjz+ejTHYoAHhRvYGA68CVKZGZPUFh8PBmsceo50mDlvkokXGi/vkiY4eULPGjGH8vn1q3Kfiq69GMrI3GFgCVCmxBCizExGBzTXCFg44/PiytLCwsAhpMjMpfvxxIl27v0dG0njt2qBmqVRoYuwoTT9/NYJ33ncfl7qmVeUD0Z98YuwRetDVuyX9u+9oohEo/7zuOmoMGeKXa+uKF28Of9nItvvuowTVmQAAACAASURBVJGrI10IRH3yiZsoakh09G7ZvHgxT6xfr+4fuPdeYrp188u1dUUn4dbpcHCkZUvV06cgLIwq69YZvx7R8Zn5efZsOv76q7p/uHlzoo3sVaqgk0iZk51NeLdu7jEGV682tqcP6CpAfTBsGC//+6+6f7p9e6T27f1ybV3RSYDa988/XDp2LMpEu6IKFeR3jRFjg2nx0h6xZiediyVAhQB2TTwQ/FQRWlhYWIQ0QpDVujVVXQ2D08CxKVOopGlgGpbq1dXNJNe3P0bqj06YwPVbt6r7P3fsSM2mTX2+ru546TjabDbfAyoXFFDcqpUa92lfVBQNv/3W2J4+Cl5GYf3RUfp33Dhu37ZN3d/cqRNV7r3X5+vqjk4ipe30aSp37XrWYzA+nrqffebzdQOCF3HBH1N5N3TqxANaj8EJE5CuuMLn6+qOFxvxxzNTkJ5OrT59VG+wgwkJXPThhz5fNyDoJECtadWKloWF6r5z3jzjxhjUopMAdXTXLhq/8YbqDXasZk2qLFrk83UDgsdzc+bMGWxaT79yIITgq5YteczpVNMi3n7buLHBtHhpj/hz+nuoYAlQIYBTMxoebhm5hYWFxX/inDqVBI3XwvTrr6dFz55BzFEZ0AhQypavApTYvp0qw4er+59Xq8a9b7/t0zUDRqVKEB4OyCsTKR5tGZpOcHk48OijXOwSKM8Ap+fNI0rTuDQ0OghQjh07SBoxQt3/rnp1bjNhJ6kKIOEH0VYIdt97L5e6pt7lgxyvxchxn7R4EVx8fWZOffMNt2o8BjfdcAPJAwf6dM2A4UVs8VlcEIK/mzblErsdgDwgdvVq43uDKXgpE1+fm+2LF/PoDz+o+383a0bs88/7dM2AoYcAJQT777+fS11T7/IlicSvvza+N5iCF8HFVxtZN24cL+7ape4fb9eOcCOuAugNL/XqqVOngpMXA2MJUKGA5uGPtNz8LCwsLNxxOKCoCPLzITsb1q9HDBqkHp4ZHk7H999HMoNnC3gVoHxqBBcUcPrBB4lxjTbuBOquWkW4S9QxPJLkVXDxpdFXmJZG3W++UfdXNGnCTc89V+7rBRxNu6Ca69tnG7n/fmJdNvK3JHHxV18hhZmkGRkRoa4eGYYcO62goMAnL7mTkyZx9ZYt6v6Gp54i+f77fcxoAPEiLvjUUcrNxda6terpsysqiqs1z5DhiYlRp/dEAxXxXZA7/NprXKfpSP/WpQuJd9zh0zUDipfO9MmTJ8t9OXtGBpW6dFE9ffbGx1Pf6DEGtcTGQpQckSgG2UZ8FaC2du/OnUeOqPsHR4wg6qqrfLpmQPGymqYvNpJ94ABXvPaaGvfpUFISNZYsKX/+Ak3lyuB6L1ZCHhCzBKhzMega0xZlIUyjyEfl5wcxJxYWFqZCCLDZoLjY/WOzgd0uf/y17e/zy/K3mqCeCoq0sgnIHjqU+mZw/1fwswfUmW7dqOpqAJ8BvnruOfrdfrsPGQwCSUngauTVAE7gQ6Nv504kjTfc+9HRPPrJJ77nMZDUrHl20/XtS0cpr3Nnqh07Bsg28l337nS94QYfMhgEkpLANX2oBpCF3FGqW7dumS8ltm2j0rBh6v4nVavScvFiP2U0QGjajko9Uu6OoxAcffRRkl2DoHnIHoNXaAQMU1C9Ohw6BMg2cjgzEyFEuQYnHL//TtLYser+qpo1eWTePH/lNDBUq6Zu1nB9+2Ij++67jwauGIM5yPHjJLN4g4E82JGYCK66MBHfRMr8H3/kCo1NfH/FFdyTkuJrLgOLxkaUeqTc714h2Ne0KTe4BjpyJImEtWuNH/dJS1iY/K45fhyQnxtLgDoXS4AKASI0nZEYX2NeWFhY+B/FA6ewsGwfT2HI3x8f5+mbnWxgcL16rNZMPTMF/vSAWraMmKVL1d3RiYm8mprqQ+aCRHIy7NwpbwJ/Us6OUkEBZx55hBjXlJmdgGPWLKqaITaYluRkdbOW67u8NiIWLyZuxQp1f0KtWgyfOtWX3AWH5GT45x95E9hNOQWovDxymzenkquT9BdQ55NPiIgwWZNaYyPKVnk7SsWzZpH8/ffq/pI776S7mTwGFZKTVQEqGdhvs5Gfn09cXFzZrpOTQ27z5iS4Bj+2SRINv/zSPF62Cl7qkfIKUJljxtBAE2Pwm/btaW2G+HGeJCWpAlQScKy8796cHApatlTjOP4VEcG1ZvIYVPBSj5TXRvb3788N+/er+9sHDOD266/3JXfBITlZFaCS8c0jLFQx2dvSwhtaASrOZqOoqIhoM6nFFhaBxm6HM2egoECellVQ4P1T0jFPoei/xKULXOgxAsWADbC7PhlAb2Do/PlUMEusBQV/BSHftQv7Cy+oDYHlwP8tXUpFs8Sw0eKnzrSzVy9iXCJFATD51luZ/8ILfshggKlVS91UyqNcAtTOnTi6dlVtZCnwwMqVREVFne8sY+KPjpIQFL/wApWOHgXkuE+fdujA8Lvu8k8eA0nt2uqmTwLUli1I/fqpu+9ERdHmo498zFyQ8GIjmZmZZROghKDgmWdIcNlWLvBDjx70NmNHWmMjyla5OtO//07866+ru+9VqUKbd97xLW/BonZtcC3EUBvYXh4vOSHIaNOGJFfc3lxg/8SJXK2xP9PgpR4pj43Yf/mFi6ZPV/c/q1ePlpMm+Zq74JCcDJs3A7Jwu8fygDoHS4AKASSPoHgZGRkkm7ESs7DwxG6HvDz5k5srf/5rOy/PXTjSbAvXt+RyAbeQhRntx6b5KGKNP7bLc57DS168/a23fW3auRPwZDp16sT9ZorZoqARoJRpEWWeBlBQgLNtWyJcKxHtAda1bctbDz3knzwGGn8IUIsXE6YJqt0vIoLBS5aYz2sB3AQoZavMNpKfj6NNGyJcQbZ3Ab917kzHJk38k8dA4w8BatEiolauVHeHJSQwevZsP2QuCPhDXMjJoeixx4h2OADYBohp06iuqaNMhRcbycjI4OKLLy79NdLSqLhqlbr7eq1ajJs82U8ZDDD+eGays8lv0UKNH/cHUPeDD8wpYgNcdJG6WQcoKiqioKCA2NjYks/xwJGaKgcadzHzmmsYqhFxTYU/bCQri7wWLVSPwT/Cwrh2zRpzvnvhnAGgny0B6hwsASoUSEpSN5W5ppYAZRFUbDY52HN2NmRllbydk6MKSCI3F2dODsKVFlZQQJhmmV5/EKxXmRMoLMWnyMu2p0Dkz4+//bIiIiLUT3h4OJGRkYSHh6v7pfn2TIstw7ll+a5WrRotW7b0cwkEiNhYiIuDvDxikIPDnjx5EpvNRmRk5H+dLdO7N2HbtwNyTJ/OcXF8MHOmXjnWH807T+lMl0mA2rED50svqSuzLAYuGjGCyy+/3F85DCyxsXIw1OxsopFt5NSpU2WzkV69CHdNaywAuicm8rFZO9Lge0fpzz9xdu+u2shbwN0LFlDJFdzcdFSqJK/YV1BAReTA7GV6ZoRAdOlC9IEDgOzFMfGmm1jSrZseuQ0MXmzkuGsqTanYsgVH795qjMF5QKvly807KyExUQ66XVxMZSCWMj4zQmB77jliXWWYA3z4xBOMNePUOwWNAKVspaenc9lll5Xu/M2bERqxaX54OO0/+cS8YktSkrwKrcNBNeQA/mW1kfwnnyTB5cWdDfw+aBBdGjTQI7eBwWPqakZGBk6nkzCzLNoRACwBKhTweGFawc4sfEYIWRjKyIDMTPmjbJ8+rYpIztOnsWdk4Dx9Gk6fRsrNJTwvTx0xLwsSZwND640TuUOV7/rWfryladPPuD4lCUfePt6EnqioKCIjI4mKinL7lCUtJiqKyh5pkZGRbkKQ8ikp/b+OlfZ4WFiYeRtQZkOSoF49+OsvAC4BMoFjx46VbqT+nXdg4UJ1tzfQYdIkamoCV5sOX6YB5OdDu3aEnTkDyHGfpjdowM+DB/s3j4GmVi25rkYuk0whSE9Pp06dOv997ttvyx8XvYDus2eTkJCgR04DgxeRstQ2kpeHaNeOMJf37F/Al82b8/7jj/s3j4FEkuTn5u+/AblMDpal45iWhqTxBusRHs7wxYvN3cnyIkAd0axQdl5ycnC2bUu4a8r9VmDLs8/S7e67/ZvHQCJJcpn8+y9Qjng2s2cTqVnAoX+lSkyaM8e/eQw0XgSoI0eOlE6Ays7G1ro1ka4Yg1uAnJQULr30Uv/nM1CEh8uLXriek1qUzUbEjBnErl2r7o+qW5cJo0b5O5eBxaMecTqdZGZmUk0TsP1CxxKgQgEPQ9/q47KxFiFGQQGcOOFVTHKeOkXRsWM4TpxAZGQgZWURkZ1NVF4eYS536fMRBujpRO1EXk0nD3l0NbeEbc+0PLwLSIWSBBUrEhYTQ4WYGCpUqECFChWIjo5Wt0tKi46Optp5jnumRUVFER0d7VVEioiIsMQaC9+45BI3Aep34OjRo/8tQG3fjujeXfUGXAL82bgx87p21TGzAUDzHlTklVJ3HHv3hh07ALmuaAfMnj/fvF4LCrVrg2sJ+LrIosnhw4f/W4D66y9Ejx6qjbwDHG/enHbt2umY2QCgESmVEkhPT//v84SAHj2Qdu8G5HdJpwoV+HjOHPPX48nJqgB1EbAjL4+cnJz/9urasgXRp49qI/OAekOH0qhRIz1zqz9e6pHDhw//93lCQNeuhLnix+UC3atW5fMpU/yfx0BTu7YqQF0E7CqtR9jvv+Ps10/1GJwFNJ09m6pVq+qQyQBSggD1nwiB6NyZSI3H4IiGDflo0CD/5zHQ1K6tClB1KGW9CvDbb4gBA9R6ZCbwxIoVpffSNSqad43SIjt69KglQGmwBKhQwGPk9xsr2n5oU1gIJ0/KopLrW5w4ge3IEYqPHMFx7BicPEl4ZibR2dlEnifeURigxwK4DmQ3WuWTVcJ2NrJLtiIg2aKjcVasCPHxSPHxRFSqRExsLBUrVjzvp6qXtFgv50VGRpq/w2BhAbIApWy6vo+6AiOXSF4etGuH5PL02QH0lCR+mDeP8PBA+R/qhGb0WZk0d8DV0D8vb70FmrhPvYBbO3fmbjN7LShcfjm4VlVqAKymFB2lnBxo08bNRl6JieG32bPNX3dqbESZ3HHw4MH/Pi8tDZYsUXe7A0+PHl321fOMyKWXwg8/AFAfWItcJldffXXJ52RlQdu2SC5P563AjEsuYdOwYbpnV3fq11c3FRsplQA1ezZoVorsCvSaOdP8YgvINvLTT4Bct36fnv7fix1lZiLatiXM5Q32O/BF06asfvpp/fOrNxoBqp7ru1QC1JQpSJrg/F2AEYsXm19sAblu/fVXQLaR70pTr2Zk4GzThjBX/LhNwN5u3eh966365TNQeKlHDhw4wLXXXhuc/BgQS4AKBSpVojgykiibjTggt7SjvhbGwW6XBaVjx9SP88gRCvfvx3boECI9nfCMDKKys4n2Mr1NQvZE8qc3Uh7ytB7lk+H6Ps1ZISkHsMfG4oiPR1SqhJSQAAkJRCQkEF+pEnFxccTHxxMfH69u1/XYV7bj4uLMt4y1hUWwKKsAJQR07w6umD75yJ4+L/Tpww033KBbNgNGUhIkJEBWFvHI0wCOHTtGcXFxycFuf/8devZUdxcDnyUmssusK+94oomhUarOtBDw/POwZw9w1kaGjB5NvXr19Mpl4KhdW46NlZ9PVaAa8K/Ls6NEfv0V8fLL6gj9QmDrtdfyVp8+umY1YFxxxdlN1/eBAwdKFqCcTujUCTSePk8As+bNIyZGj+GsAFO3LkRHQ1ERtYBKlEJc+OUXRL9+qo2kAZkPPMBTTz2lb14DhYeNCCE4dOgQ9TWdbDecTujYEcn1bGUDz0RFsSotzfwiNshiS1gYOJ3URR7E/U+RcsMGxODBqo3MAJJ69eKWW27RN6+BomFDdfMKYPGhQzgcjpIHthwO6NCBsEOHALk/0bNaNdZOnKh/XgPBpZeqcbEUGynVYMcFhNXbCwUkifzKlYlyxX6yW0ZuHGw2WVA6cgSOHoVjx3AcPsyZffuwHToE6elEZWQQk5uLZ9SEMMAfi6EXASeRBSTloxWWCmNjscfH40xIwJGQgJSYSERSErGJiSQkJJCQkEDlypVJSEigkWY7ISGBuLg4c8d7sLAwK5qYEUr34LwdpdmzYelSdbcHkJWczCizx1pQkCS5o7RxIyCXyTEhOHz4sPf4GhkZ0LYtuAT9P5E9W+ZMmUKiZmVZU6PpFCgC1Hlt5M03QTNC/yIQfcMN9AkVsUWSZFHOtTx2Q+B/5+sonTwpe/q4vIg3I3vIfZeWFhpeC+BVgDpvR2nCBPjsM3X3eaBxhw40a9ZMn/wFmvBw2XvBtUBDQ/5DXDh+XLYRl6fPJmBwhQr8HgrTMxU8xAWQRcoSBajRo+HLL9XdZ4EOr71W8t+bjeho2Ub27CEMuUzOW6+mp8OTTyK5PH1+AaYmJ7N17NhA5DYwaGykIWC32zl69GjJ071TUmDNGnW3E/DK7NlUrlxZ33wGiqgoeZBw715A9gorlUf2BYQlQIUIRYmJ4BKgwiwPqMBgt8ui0uHDcOgQHD6Mbd8+zuzdi/PAASKPHycmO5sw4b4IfDgQ58NtbciC0knghOb7dEQEZ+LiKK5cGUdiIlSvTnjNmsTWqkVitWokJiaSmJjIRYmJXOfaTkhIMP/UGwuLC5HrrlM3Ff+l/fv3e//b9euhb1919y1kb5/3p08nPj5etywGnIYN3QSo75A70+cIUK7RVzQj9I8DtzZtyjPPPBPADOuMxgPqStd3iTby/fcwZIi6OwNYGRbGr/Pnh5Zn6hVXqALUFcBPdjvHjh3jIs20GkC2kaeflt/tyJ6/bYDne/Tg1lCYIqKgEaAUGymxo7RuHbz6qrr7JvBtlSrsNPPKiN5o2FAVoK4APvn3X4QQ5wpKdju0by+3A5EH99oCQ15/3dxBpT3xYiMleg5++aUsLrgYD+y58kpWDhyoW/aCQqNGqqdoI2BXSfWq3Q5PPSUPRCO3158AZsyaZd7VM71Rgo14FaA+/1wWKV2MBezNm9O2bVt98xhoGjZUBagrOU+9arfDt9/CAw8ELm8GIIRaFRc2jrp1wRUgM6Y089Ut/pvsbLmDsn8//Psv4t9/se3fj23/fsKOHiU6M/MccSnS9SkPJ4BjHp+cihUprFIFR7VqhNeqRXSdOsTXqUONmjWpUaMG1atXp77rOzY21ocfa2FhYSouvhiqVoXMTBKQp+HtcgWcduPQIWjXTm7kAL8BPYHmzZvTpk2bAGY4AGimDTUG5gD79u3jnnvucf+7kSPPGX09FB3NF/PmhY7XAsgjsHFxkJdHLeTgsF5t5MABePJJeeoM8DPwCvDyyy9z0003BTDDAcDDRt5C7iidI0ANHw5ff63udgTO1KzJuHHjApLNgHHJJVChAhQWchFQgxJEyv375Y60q83zPTAEmPfGG9SoUSNw+Q0EV1+tegI2Bpbk5nL06FFqa+KtArJg+/33gLxgytNA5WuvpX///oHMrf7Ury97dBQXU4/zTF3du1cW9l028g0wAvhu3rySp0GblUaNwLW633XAp7t3excp+/Y9x0ZuatWK1q1bBzK3+tOwIUREgN3O5UACso3cdddd7n/399+gGeRZB4yvUIE/U1ND690L8iDh6tUA3AIsL0mk7NcPZs2CESNk8TbUyqEELAEqRIho1Ahcy1gmnDgR5NyYhLw8WWDSikz792Pbswfp4EEic3Pd/rw8cZacQDpwBDiKLCqlAwWVKmFPSoLkZKLr1iW+fn1q1qlDcnIyNWrU4NoaNahWrVrovbQtLCz8gyTBjTeqneTGwGd79uB0Os9Oi83Ph8cfl+PLIYvcjwNShQrMmjUr9Bp8d9yhbt7p+v7LtVKgyuLFoJn6MA5YBYwZMYLLL7+ckCI8HG67TbWRO4EP9+zBbref9WrKyYGWLd1spB1Qs06d0JmeqeX229VNxVq2b99OkyZNzv7NwoWgiUWSAnwBrJwxI3SmiChERkLjxrBhAyDbyDnPTFYWPPywPG0VuS3THrjz7rvp3LlzQLMbEDT1iLK1c+dOdwEqLQ00nl8jgXWSxC+hND1TIToabroJfvkFkMtkh2vVUJXMTGjRAk6fBuAQ8BTw/IsvnitChAKa2E13AXl5eeeuMDpnDqSmqrsjgf/Fx7Nj1qzA5TNQxMTA9dfDpk0A3I5cr7qRkSHXI1lZABxAtpHXUlK4RBPTMmTwqEdGbN/u3j4DmDFDFp9A9gq76ip5MOgCwBKgQoR4zShljdxc70r8hYYQcqN6715ZdXd9i/37cf7zD+GZmeecoohMpSUd+UV7CDgMHAkLozAxEWft2kRccgmx9etT8+KLSU5Opnbt2txUuzY1atQIvQaKhYVF4LnjDlVceAhYeeYMhw4dklfnstvlhoyrQWhDFhYOA2NHjAitKSIKN96ojtQ3AGoD27ZtO3v8hx/gxRfV3a+QR+ivuuoqBobaFBEFjY00BZbbbOzbt48GDRrIMQrbtweX4FCMPIXoKPDFvHmhNT1T4ZZb1OCwVyF7/GzZsuXs8W+/hW7d1N3PgVHAww8/HHpTRBTuvFMVoO5F9uYoLCykQoUKUFwsx0pzec4VIk9FPB0VxbxQ8xhUuPVWWeAXguuAqsgC1P333y8fX7sWevRQ//wT5GlEffr0Ca3pmVruvFMVoO4FZmifmaIiaNNGnZJ2BtlGSEpiYqgElfbkrrtUG7kZiEe2EVWA+uor6N1b/fMVwBhgzqRJ53pbhgp33qm2N+4Fvtm69eyxoiJo3VqdklaAbCPJ11xDv379Ap7VgHDbbermTUBEQQH79u07Gwtt1Sq30AgFjzxCxXbtApzJICKEuCA+N910kwhptm0TQpZcxF4QJ0+eDHaOAoPTKUR6uhAbNgixaJEQw4YJ8cQTQtxwg3DGx6tlUp7PGRA7QXwBYjaIQSCejYwUHS++WHS66y7R/YUXxLhx48S7774rfvzxR3Ho0CFht9uDXSIWFhYXChs3qvXVCRBRID788EMhbDYhnnnGrT57CQQgrr/+elFcXBzsnOtHs2bqb+4Holq1asLpdArx889CaN4J20DEu8rkp59+Cnau9WP9evU3nwQRAWLp0qWyjbRr52Yjz7jKo2PHjsHOtb7cfbf6m3uCuO222+T0DRuEiI1Vj20GEQeiYsWKYv/+/UHNsq58+636m9NBhIPYtGmTEMXFQjz2mJuNtHfZyOuvvx7sXOvLbbepv/lFEM8884yc/v33QlSsqB7bBKIiiHr16om8vLzg5llP1q5Vf/NhEGEgsrKyhCgsFKJlSzcbaeuykSVLlgQ71/pyww3qb34WxJgxY+T0774TokIF9divIGJA3H333cLhcAQ1y7qyerX6m/8FUatGDTm9sFCIhx92s5HWICRJEj///HNw86w3HjbywQcfyOlffSVEdLR67GcQNStXFt99911Qs+sPgE2iFLpM0IWhQH1CXoAqKBA2zcO9df36YOfIvxQWyiLbihVCpKQI0b69/GD7IDIVgdgDYi2IeSCGuhpXD1epIlrefLPo1LGjSElJEe+++6743//+J06cOCF3ZCwsLCyMgMMhxEUXqXVaNxDDe/YU4tFH3eq6Ma4OQUREhNi8eXOwc60v8+erv3sfiAogDk6bJkRcnJp+TJLExa4y6dmzZ7BzrC8OhxC1a6u/vQuIfs8+K0Tz5m42MtpVHtWqVQv9AazUVPV37wERFxkpzixZ4iY+HQZR21Umqampwc6xvtjtQtSsqf7250HMGTXKTcwVIF51lcdVV10lCgsLg51rfZkyRf3df4GoX7euEMuXu4lPB0HUcpXJunXrgp1jfbHZhEhKUn/7MyC+XrZMiHvvdbORIa7yaNWqVei3lydNUn/3FhDNmzUTYtkyN/FpP4hkENHR0WL37t3BzrG+FBUJZ5Uq6m9/EsS+X34RomlTNxsZ6LKRgQMHBjvH+jNx4tl+OYg+PXrIzhIa8ekfEEkgkpKSRHp6erBz7DOWAOXxCXkBSgjxt0aM+Wn06GBnp3ycPi3EL78IsXChEAMHyiMr9esLERZWLpEpG3mE6j1XA7sTiCYgrqlSRfxfkybihRdeEOPHjxcrV64Uf/zxh8jOzg52CVhYWFiUngkT3Oq8fI+6cr4kCVwNvldffTXYudWfnBwhqlVTf3+OxzshIyJCNHKVR4MGDUR+fn6wc6w/Y8a424gkue1PdZUHIN5///1g51Z/Tp8WIiFB/f1ZHjZyPCxMNHSVx/333x/aXgsKKSluZXDGox6Z5CqPyMjI0BexhRDi5Ek3L/rTHjZyVJLE5a4y6dKlS7BzGxhefdWtDIoiItz2x7nKIzExMSQ60v9JerpwxMSovz/Tw0aOgLj0/9u7++Cq6vyO459vcgkqgkAtcZPgggsVMOFBwlODEGAhEKmxHadru27tbtWhKuouzu66zpTWHdfp6GgLbB0Zpa7PXe2uZdAgYFGIo6AgD5HH8FTRCGKKEJ5CuN/+cQ7hBpOYrd4cuef9mjmT3HPPTb75zTe/c+/3/H6/E7bJgw8+GHW0HeNnP2v6+09J3tCpU7M2OX0xbNCgQX7s2LGoo02/Tz7xxpRiU/1Z597dkn87bJOFCxdGHe3XggLUWVscClBvDhzYlNQrysujDqdtx465r1nj/sQT7jNnBhXylCtwf8h2UPJ3wyLTfWGRaUxYUb60d28vKyvzu+66yx977DFfsWJF5l/dBRAf9fXe2K9fi33jo127NhUWhg8fnvmjFk6bP7/F9tjXpUtT8Sk7O9tXr14ddaQdo77eT112WYtt8kBKgTI2H6Td3efNa7E99nbu7APC9ujRo4fv2bMn6kg7xqFD3tC7d4ttMjulQPnAAw9EHWnHeeihFttjZyLhfxK2x8CBA+NRxHZ3P3jQj+bmttgm96bkSNM0oxhI/upXLbbHtqws7xe2x5QpU+JRxHZ3r6vzQynFEFkSMAAADxZJREFU/dRi1D1he+Tk5ARTfGOi4Ze/bDFHqiXvE7bJLbfcEnWYXxsKUGdtcShALb3++jOJnZ8fdThnHDjgvmxZcDK/4Qb3wkL3s66cfNl2SsHaVoskf1DyH0n+p2GRSZLn5ub65MmT/e677/annnrK33vvPT98+HDUfzkApF9NjW9PedP3YefOPiM3t+kDQbdu3bympibqKDvUkdmz/WjYHg2SP3Peed4j5UPS3Llzow6xY+3Y4btSRoZtz8ryiqyspvYoKiqKzwdpd/dk0mtvv92Pp+TIU507e/ewPczMKysro46yY23f7ltTpqpuyc72qSn/MxUVFfH5IO3unkz65uuu84aUHHkyJ8cvCtujS5cuvn79+qij7FAN1dW+MWVUy6bsbJ+ckiOzZs2KOsSOlUz6W+PHN8uRxxOJphzJy8vz2traqKPsUJ9VVfnGlJE+m7Kz/bspOTJ//vyoQ+xYyaQvHDzYT4TtcVzyuWZ+YdgexcXFfvTo0aij/Nq0twBlwbGZr7i42N8LV+fPVG8+84zG/+AHkqSTZup08KDUrVvHBZBMSjt3SuvXS+vWndn27m33jzguaZukzZK2hF83h/uOS0okEho4cKCGDBnStA0ePFi5ublp+IMA4Nzw5htv6OYJE5SloL88fWZPJBJatGiRysrKIowuGvfOnKlF8+Zpt6RDKftvv/12zZkzJzPv4NWGmu3bdc0VV6jh5EntSNlfUFCgt99+O3PvztSGvy4v1+bKSu1U8xyZM2eOZqbcxSouli5Zor8vK1NS0q6U/cOHD9fy5csz886IbWhsbNT4oiId37JFOyR9Hu7Pzs7WwoULVV5eHmV4kfj1vHl6ZObML+TItddeqxdffFGJRLxusF5XV6cx/fura12danQmR7p166aVK1dq8ODBUYYXiTvvuEOL587VSTXPkVmzZumhhx6KKqzIbNq0SaVDhuhbjY3aIelIuL9Pnz6qqqpSfn5+lOF9rcxsjbsXf+mB7alSZcIWhxFQe/bs8bUpo4aSTz6Zvl929Kj7u+8GC77edpt7SUmzRV7bs22T/Lfh0N0/k/w7Cu6sIZ2ZIjF06FC/+eabff78+b527Vo/ceJE+v4mADiH3XrrrU39p8Ir9C+//HLUYUXm6NGjPmnSpGbnlNmzZ2f+4rhtePrpp71Tp05NbTJixIj4TDNrwb59+7ywsLDZ/8yCBQuiDitS9913X7N+ZPr06cEdz2Kqurra8/LymtqjV69evmTJkqjDisypU6f8xhtvbJYjM2bMiPX782XLlnnXlCnv/fv3j93ouFRHjhzx0tLSpvZIJBJ+//33x/rcu2DBAk8kEk1tMmbMGP/www+jDutrJ0ZANReHEVDJZFL3nX++/rGhQZLUUFionA0bpK96lffTT784qmnLFunUqXa9/LikjZLWpWwbJNWnHGNmGjBggIqLizVixAiNGDFCQ4YM0fnnn//VYgeAmEgmk3ruuee0ZMkS5eXlacaMGerTp0/UYUXq1KlTWr58uWpra3XVVVfFvj0kac+ePVqxYoUKCgo0fvx4ZWVlRR1SpE6cOKGlS5fqyJEjmjRpki6++OKoQ4rcBx98oDVr1mjgwIEqLi6O3WjBsx0+fFivvfaasrKyNGXKFF144YVRhxQpd9eqVau0bds2jRw5UgMGDIg6pMjt379fy5YtU/fu3TV58mR16tQp6pAidfrcu2/fPo0bN069e/eOOqTI7dq1S1VVVbr00kt11VVXZeS5t70joChAZZi/GDdOz65cqaayzfz50s03t+/FyaS0Y0fzQtO6ddLHH7f793+ek6O1yaTebWzUOknrJW2VdHapqkuXLho1apRKSkpUUlKi0aNH66KLLmr37wEAAAAAANFrbwEqXhN1Y6CwtFRzV67UT0/vuPVW6cgR6aabpNNXbJJJad8+aetWaeNGqbo6+LphQ3BsO7iZDufmanNOjl6vq1NVfb3WSaoNR1+dLT8/v6nYVFJSoiFDhsRunjgAAAAAAHFFBSDDlJSU6M8lTZc0SJIaG6Uf/1j6yU+kXr2C6XgHDgT72+u88+SDB+uzggK9e/Kkfr97t16ortbhTz5p9SWXXHKJJk6cqIkTJ2rChAnq27dv7IdwAwAAAAAQVxSgMkxpaakSXbtq8uHDWiyp6PQT7sGopy/Tq5c0dKg0dKiOXX65qurr9eK6dVq0eLFqV69u9WU9evTQhAkTmopOAwYMoOAEAAAAAAAkUYDKOJ07d9b06dP1/PPPq1jSUyNH6nvHjwfT7JLJMwf27Cn17SsVFUmFhVJRkbywUFsPHdIrr7yiV199VSsfeUQnT55s8feYmUaPHq3y8nJNmzZNw4YNy8jF1AAAAAAAwFfHIuQZ6K233tLYsWMlSYlEQqtWrdKVgwZJn30WHNCzpxTeXa6+vl7Lly/X4sWLVVlZqV27drX6c3v27KmpU6eqvLxcZWVl3CkGAAAAAICYYxHyGCspKVFpaaneeOMNNTY2qry8XA8//LBGjx6thoYG7Vi3TqtXr1ZVVZWqqqrU0MrC4ZI0bNgwlZeX6+qrr9bIkSOVnZ3dgX8JAAAAAADIBIyAylA1NTUaNmyY6uvr/6DXde3aVZMnT26aWpeXl5emCAEAAAAAwLmOEVAx169fP1VWVqqiokJ1dXVtHltUVKRp06Zp6tSpKikpUU5OTgdFCQAAAAAA4oACVAYbO3astm3bprlz52rJkiX6+OOPlUgklJ+fr6FDh2rUqFEaN26cCgoKog4VAAAAAABkMKbgAQAAAAAA4P+lvVPwsjoiGAAAAAAAAMQXBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApBUFKAAAAAAAAKQVBSgAAAAAAACkFQUoAAAAAAAApJW5e9QxdAgz+1TSnqjj+JpcLOlA1EHgG4ncQGvIDbSF/EBryA20htxAW8gPtIbcyEzfdvc//rKDYlOAyiRm9p67F0cdB755yA20htxAW8gPtIbcQGvIDbSF/EBryI14YwoeAAAAAAAA0ooCFAAAAAAAANKKAtS5aX7UAeAbi9xAa8gNtIX8QGvIDbSG3EBbyA+0htyIMdaAAgAAAAAAQFoxAgoAAAAAAABpRQEKAAAAAAAAaUUB6hxiZlPNbKuZ1ZjZz6OOB9Eys95mttzMNpnZB2Z2Z7i/p5ktNbPt4dceUceKaJhZtpm9b2aLwsd9zWxV2If8h5nlRB0jOp6ZdTezl8xsi5ltNrMx9BuQJDP7cXg+qTaz583sPPqN+DKzBWa238yqU/a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"text/plain": [ "<Figure size 1440x1080 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import integrate\n", "#DB>> Something isn't correct v tau too big at low votages\n", "#xvtau = vectorize(lambda v:0.4+(-38-v)*0.032*float(v<-38) )\n", "xvtau = lambda v:0.4+(-38-v)*0.032*float(v<-38) \n", "#<<DB\n", "I=2.#1.#7.\n", "El=-65.0\n", "Ek=-90.0\n", "ENa=55.0\n", "gl=0.1\n", "gk=9.\n", "gNa=35\n", "# 0 1 2 3 4 5\n", "#Y=[v0,n0,h0,v1,n1,h1]\n", "def rhs(Y,t):\n", " return[\n", " I*float(t>50.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*minf(Y[0])**3*Y[2]*(ENa-Y[0]),\n", " (ninf(Y[0])-Y[1])/ntau(Y[0]),\n", " (hinf(Y[0])-Y[2])/htau(Y[0])\n", " ]\n", "\n", "def mix_rhs(Y,t):\n", " return[\n", " (I*float(t>50.)-0.13+6e-4*(Y[0]+60.6)**2*(55-Y[0])/L2(Y[0],1.,-60.6,1.,0.0)+gk*Y[1]**4*(Ek-Y[0]))/xvtau(Y[0]),\n", " (pwl_ninf(Y[0])-Y[1])/pwl_ntau(Y[0]),\n", " ]\n", "\n", "at=np.arange(0, 150.0, 0.01)\n", "asol = euler(rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "mix_asol = euler(mix_rhs, [30.32243, 0.5407895], at)\n", "\n", "\n", "figure(3,figsize=(20,15))\n", "subplot2grid((5,5),(0,0))\n", "title(\"Classical model\",fontsize=22)\n", "for Iapp in 0.,0.13,0.2,0.5,2.,7.:\n", " v0c=[]\n", " for vm in linspace(-89,40,200):\n", " n=sp.optimize.fsolve(vfun,0.5,args=(vm,Iapp),xtol=0.01)[0]\n", " v0c.append((vm,n))\n", " v0c=array(v0c)\n", " plot(v0c[:,0],v0c[:,1],\"-\",label=\"v-nullcline, I={}\".format(Iapp),lw=3)\n", "\n", "vm=linspace(-89,40,150)\n", "plot(vm,ninf(vm),\"k-\",label=\"n-nullcline\",lw=3)\n", "ylim(0,1)\n", "legend(loc=0,fontsize=12)\n", "\n", "subplot2grid((5,5),(0,3))\n", "title(\"Mixed 2D model\",fontsize=22)\n", "for Iapp in 0.,0.13,0.2,0.5,2.,7.:\n", " vm = linspace(-89,40,2000)\n", " v0m = array(mixV0(vm,Iapp)).T\n", " plot(v0m[:,0],v0m[:,1],\"-\",label=\"v-nullcline,I={}\".format(Iapp),lw=3)\n", "vm=linspace(-89,40,150)\n", "plot(vm,pwl_ninf(vm),\"k-\",label=\"n-nullcline\",lw=3)\n", "\n", "\n", "\n", "\n", "subplot2grid((5,5),(1,0),colspan=5,rowspan=4)\n", "ylabel(\"Voltage (mV)\", fontsize=20)\n", "plot(at, asol[:,0],\"k-\",lw=3,label=\"Original model\")\n", "plot(at,mix_asol[:,0],\"r-\",lw=3,label=\"Mixed 2D model\")\n", "legend(loc=0,fontsize=14)\n", "savefig(\"euler-2.2-orig-orig-vs-pl-traces.svg\")\n", "show()\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lookup Table" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x864 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tbl_x = array([\n", " (v,minf(v),hinf(v),ninf(v),htau(v),ntau(v)) for v in linspace(Ek, ENa,201)\n", "])\n", "tbl_stp = tbl_x[1,0]-tbl_x[0,0]\n", "def tbl_rhs(Y,t):\n", " tbl_idx = int( floor((Y[0]-Ek)/tbl_stp) )\n", " tbl_v0,tbl_minf0,tbl_hinf0,tbl_ninf0,tbl_htau0,tbl_ntau0 = tbl_x[tbl_idx ,:]\n", " tbl_v1,tbl_minf1,tbl_hinf1,tbl_ninf1,tbl_htau1,tbl_ntau1 = tbl_x[tbl_idx+1,:]\n", " tbl_ras = (Y[0]-tbl_v0)/tbl_stp\n", " tbl_minf0 += (tbl_minf1 - tbl_minf0)*tbl_ras\n", " tbl_hinf0 += (tbl_hinf1 - tbl_hinf0)*tbl_ras\n", " tbl_ninf0 += (tbl_ninf1 - tbl_ninf0)*tbl_ras\n", " tbl_htau0 += (tbl_htau1 - tbl_htau0)*tbl_ras\n", " tbl_ntau0 += (tbl_ntau1 - tbl_ntau0)*tbl_ras\n", " return[\n", " I*float(t>50.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*tbl_minf0**3*Y[2]*(ENa-Y[0]),\n", " (tbl_ninf0-Y[1])/tbl_ntau0,\n", " (tbl_hinf0-Y[2])/tbl_htau0\n", " ]\n", "at=np.arange(0, 150.0, 0.01)\n", "tbl_asol = euler(tbl_rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "\n", "\n", "figure(3,figsize=(20,12))\n", "\n", "ylabel(\"Voltage (mV)\", fontsize=20)\n", "plot(at, asol[:,0],\"k-\",lw=3,label=\"Original model\")\n", "plot(at,tbl_asol[:,0],\"r-\",lw=3,label=\"Lookup Table\")\n", "legend(loc=0,fontsize=14)\n", "savefig(\"euler-2.1-orig-vs-table-traces.svg\")\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### F-I curves" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solving Original model\n", "CPU times: user 43.3 s, sys: 495 ms, total: 43.8 s\n", "Wall time: 43.8 s\n", "Solving Piecewise linear model\n", "CPU times: user 15 s, sys: 120 ms, total: 15.1 s\n", "Wall time: 15.1 s\n", "Solving Polinomial model\n", "CPU times: user 14 s, sys: 256 ms, total: 14.3 s\n", "Wall time: 14.3 s\n", "Solving Mixed 2D model\n", "CPU times: user 14.1 s, sys: 140 ms, total: 14.2 s\n", "Wall time: 14.2 s\n", "Solving Lookup Table model\n", "CPU times: user 22.5 s, sys: 292 ms, total: 22.8 s\n", "Wall time: 22.8 s\n", "Getting FI curves\n", "DONE\n" ] } ], "source": [ "# removing vectorize(). it slows down integration\n", "xvtau = lambda v:0.4+(-38-v)*0.032*float(v<-38) \n", "L2 = lambda x,s0,x0,y0,s1: (y0+s0*(x0-x)) if x<x0 else (y0+s1*(x-x0)) \n", "I=4./10000. \n", "El=-65.0\n", "Ek=-90.0\n", "ENa=55.0\n", "gl=0.1\n", "gk=9.\n", "gNa=35\n", "# 0 1 2 3 4 5\n", "#Y=[v0,n0,h0,v1,n1,h1]\n", "def rhs(Y,t):\n", " return[\n", " I*(t-20.)*float(t>20.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*minf(Y[0])**3*Y[2]*(ENa-Y[0]),\n", " (ninf(Y[0])-Y[1])/ntau(Y[0]),\n", " (hinf(Y[0])-Y[2])/htau(Y[0])\n", " ]\n", "\n", "def mix_rhs(Y,t):\n", " return[\n", " (I*(t-20.)*float(t>20.)-0.13+6e-4*(Y[0]+60.6)**2*(55-Y[0])/L2(Y[0],1.,-60.6,1.,0.0)+gk*Y[1]**4*(Ek-Y[0]))/xvtau(Y[0]),\n", " (pwl_ninf(Y[0])-Y[1])/pwl_ntau(Y[0]),\n", " ]\n", "\n", "def pwl_rhs(Y,t):\n", " return[\n", " I*(t-20.)*float(t>20.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*pwl_minf(Y[0])**3*Y[2]*(ENa-Y[0]),\n", " (pwl_ninf(Y[0])-Y[1])/pwl_ntau(Y[0]),\n", " (pwl_hinf(Y[0])-Y[2])/pwl_htau(Y[0])\n", " ]\n", "\n", "def pol_rhs(Y,t):\n", " return[\n", " I*(t-20.)*float(t>20.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*pol_minf(Y[0])**3*Y[2]*(ENa-Y[0]),\n", " (pol_ninf(Y[0])-Y[1])/pol_ntau(Y[0]),\n", " (pol_hinf(Y[0])-Y[2])/pol_htau(Y[0])\n", " ]\n", "\n", "\n", "def tbl_rhs(Y,t):\n", " #tbl_idx = int( floor((Y[0]-Ek)/tbl_stp) )\n", " tbl_idx = int( (Y[0]-Ek)/tbl_stp ) \n", " tbl_ras = (Y[0]-tbl_x[tbl_idx ,0])/tbl_stp\n", " tbl_cur = tbl_x[tbl_idx ,1:] + (tbl_x[tbl_idx+1,1:] -tbl_x[tbl_idx ,1:])*tbl_ras\n", " return[\n", " I*(t-20.)*float(t>20.)+gl*(El-Y[0])+gk*Y[1]**4*(Ek-Y[0])+gNa*tbl_cur[0]**3*Y[2]*(ENa-Y[0]),\n", " (tbl_cur[2]-Y[1])/tbl_cur[4],\n", " (tbl_cur[1]-Y[2])/tbl_cur[3]\n", " ]\n", "\n", "at=np.arange(0, 10000.0, 0.01)\n", "print(\"Solving Original model\")\n", "%time asol = euler(rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "print(\"Solving Piecewise linear model\")\n", "%time pwl_asol = euler(pwl_rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "print(\"Solving Polinomial model\")\n", "%time pol_asol = euler(pol_rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "print(\"Solving Mixed 2D model\")\n", "%time mix_asol = euler(mix_rhs, [30.32243, 0.5407895], at)\n", "print(\"Solving Lookup Table model\")\n", "%time tbl_asol = euler(tbl_rhs, [30.32243, 0.5407895, 0.1174041], at)\n", "print(\"Getting FI curves\")\n", "def getFI(rec):\n", " sp = where(rec[:,0]>10.)[0]\n", " sp = [ r for l,r in zip(sp[:-1],sp[1:]) if l+1 != r ]\n", " sp = at[sp]\n", " return array([ ((0.5*(t1+t2)-20)*I,1000./(t2-t1)) for t1,t2 in zip(sp[:-1],sp[1:]) ])\n", "\n", "clsfi = getFI(asol)\n", "mixfi = getFI(mix_asol)\n", "polfi = getFI(pol_asol)\n", "pwlfi = getFI(pwl_asol)\n", "tblfi = getFI(tbl_asol)\n", "print(\"DONE\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 648x648 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(5,figsize=(9,9))\n", "plot(mixfi[::20,0],mixfi[::20,1],\"x\",label=\"Mixed 2D\", ms=15,mfc='#7e0021',mec='#7e0021')\n", "plot(polfi[::20,0],polfi[::20,1],\"+\",label=\"Polinomial\", ms=15,mfc='#579d1c',mec='#579d1c')\n", "plot(pwlfi[::20,0],pwlfi[::20,1],\"d\",label=\"Piecewise linear\",ms=15,mfc='#ffd320',mec='#ffd320')\n", "plot(tblfi[::20,0],tblfi[::20,1],\"o\",label=\"Lookup table\", ms=15,mfc='#ff420e',mec='#ff420e')\n", "plot(clsfi[::20,0],clsfi[::20,1],\".\",label=\"Original\", ms=20,mfc='#004586',mec='#004586',c='#004586')\n", "\n", "ylim(ymin=0)\n", "xlim(xmin=0)\n", "legend(loc=0,fontsize=12)\n", "savefig(\"euler-2.3-fi-curves.svg\")\n", "show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.535593295567678 1122.2622202185144 887343.1461356758 1652121.6727188015\n", "2.556480646429321 33.5001823908246 941.9889310048584 1285.3488525372409\n" ] } ], "source": [ "mixsqerr = sum( (interp(clsfi[:,0], mixfi[:,0],mixfi[:,1])-clsfi[:,1])**2 )\n", "polsqerr = sum( (interp(clsfi[:,0], polfi[:,0],polfi[:,1])-clsfi[:,1])**2 )\n", "pwlsqerr = sum( (interp(clsfi[:,0], pwlfi[:,0],pwlfi[:,1])-clsfi[:,1])**2 )\n", "tblsqerr = sum( (interp(clsfi[:,0], tblfi[:,0],tblfi[:,1])-clsfi[:,1])**2 )\n", "print(tblsqerr,mixsqerr,pwlsqerr,polsqerr)\n", "print(sqrt(tblsqerr),sqrt(mixsqerr),sqrt(pwlsqerr),sqrt(polsqerr))" ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }