From 9d120d70371cf51c1c54883032b48e1d1bd75d16 Mon Sep 17 00:00:00 2001 From: seogi Date: Mon, 24 Nov 2014 09:29:16 -0800 Subject: [PATCH] Figures for simpegPaper --- notebooks/DC_schumberger_Inv.ipynb | 214 ++++++++++++++--------------- notebooks/DCfwd.png | Bin 0 -> 103375 bytes notebooks/DCsurvey.png | Bin 0 -> 54505 bytes notebooks/cond3d.png | Bin 0 -> 55537 bytes notebooks/logcond1d.png | Bin 0 -> 40327 bytes notebooks/obspred_dc1d_dat.png | Bin 15821 -> 70147 bytes notebooks/obspred_dc1d_mod.png | Bin 7978 -> 56633 bytes 7 files changed, 106 insertions(+), 108 deletions(-) create mode 100644 notebooks/DCfwd.png create mode 100644 notebooks/DCsurvey.png create mode 100644 notebooks/cond3d.png create mode 100644 notebooks/logcond1d.png diff --git a/notebooks/DC_schumberger_Inv.ipynb b/notebooks/DC_schumberger_Inv.ipynb index e70a0146..e2a27ce0 100644 --- a/notebooks/DC_schumberger_Inv.ipynb +++ b/notebooks/DC_schumberger_Inv.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:18a2474a85f20bef4b2c8819f0b010465a78239cea5edd4974658b8b0ed69b50" + "signature": "sha256:6f2469c3448302728c618fff9269b3bdf8a5a014311fdeb21e9d78722d80229d" }, "nbformat": 3, "nbformat_minor": 0, @@ -16,11 +16,19 @@ "import simpegDC as DC\n", "from simpegem1d import Utils1D\n", "import simpegEM.Utils as EMUtils\n", - "%matplotlib inline" + "%pylab inline" ], "language": "python", "metadata": {}, - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], "prompt_number": 1 }, { @@ -29,13 +37,13 @@ "input": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", - "# matplotlib.rcParams.update({'font.size': 16, 'text.usetex': True, 'font.family': 'arial'})\n", - "matplotlib.rcParams.update({'font.size': 16, 'font.family': 'arial'})" + "matplotlib.rcParams.update({'font.size': 16, 'text.usetex': True, 'font.family': 'arial'})\n", + "# matplotlib.rcParams.update({'font.size': 16, 'font.family': 'arial'})" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 10 + "prompt_number": 2 }, { "cell_type": "heading", @@ -81,7 +89,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 11 + "prompt_number": 3 }, { "cell_type": "code", @@ -92,7 +100,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 12 + "prompt_number": 4 }, { "cell_type": "code", @@ -103,16 +111,24 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/usr/local/lib/python2.7/dist-packages/matplotlib/lines.py:503: RuntimeWarning: invalid value encountered in greater_equal\n", + " return np.alltrue(x[1:] - x[0:-1] >= 0)\n" + ] + }, { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADtCAYAAAAcNaZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\np1ej3MIgFAAAAABJRU5ErkJggg==\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADtCAYAAAAcNaZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnwAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 13 + "prompt_number": 5 }, { "cell_type": "heading", @@ -138,35 +154,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "dat = mesh.plotImage(mapping*mtrue)\n", - "print (mapping*mtrue).min()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "0.002\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAETCAYAAAAlCTHcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nz3HvgqAkOsUAAAAASUVORK5CYII=\n", - "text": [ - "" - ] - } - ], - "prompt_number": 15 + "prompt_number": 6 }, { "cell_type": "code", @@ -188,13 +176,13 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAeMAAAHjCAYAAAAQd3c4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSJEmSJEmSJEmSJEnSrPT/ACmHgKj7eJJqAAAAAElFTkSuQmCC\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAHeCAYAAABOuqgPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/D/SVwOSzUoz0QAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 16 + "prompt_number": 7 }, { "cell_type": "code", @@ -218,13 +206,13 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAeEAAAFmCAYAAABa/yJuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAd8AAAFmCAYAAAAsxZDlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxW8aAAAAAElFTkSuQmCC\n", "text": [ - "" + "" ] } ], - "prompt_number": 17 + "prompt_number": 8 }, { "cell_type": "heading", @@ -290,7 +278,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 33 + "prompt_number": 9 }, { "cell_type": "code", @@ -309,7 +297,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 34 + "prompt_number": 10 }, { "cell_type": "code", @@ -331,7 +319,7 @@ ] } ], - "prompt_number": 35 + "prompt_number": 11 }, { "cell_type": "code", @@ -361,7 +349,7 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 36, + "prompt_number": 12, "text": [ "(-0.2, 0.6)" ] @@ -369,49 +357,46 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAssAAADHCAYAAADvVR6JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAAAAAAAAAAAAACAJP8PdNP+PkfpHw0AAAAASUVORK5CYII=\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAtwAAADQCAYAAAA09LY7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "" + "" ] } ], - "prompt_number": 36 + "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (5,3))\n", - "mesh.plotSlice(np.log10(mapping*mtrue), grid=True, ax = ax, pcolorOpts={'cmap':'binary'})\n", + "fig, ax = plt.subplots(1,1, figsize = (6,4))\n", "ax.plot(xtemp_txP, ytemp_tx, 'bo')\n", "ax.plot(xtemp_txN, ytemp_tx, 'ro')\n", "ax.plot(xtemp_rxP, ytemp_rx, 'ko')\n", "ax.plot(xtemp_rxN, ytemp_rx, 'go')\n", - "ax.set_xlim(-1000, 1000)\n", + "ax.legend(('A (C+)', 'B (C-)', 'M (P+)', 'N (C-)'), fontsize = 14)\n", + "mesh.plotSlice(np.log10(mapping*mtrue), grid=True, ax = ax, pcolorOpts={'cmap':'binary'})\n", + "ax.set_xlim(-600, 600)\n", "ax.set_ylim(-200, 200)\n", - "ax.set_title('Survey geometry (Plan view)')" + "ax.set_title('Survey geometry (Plan view)')\n", + "ax.set_xlabel('x (m)')\n", + "ax.set_ylabel('y (m)')\n", + "ax.text(-600, 210, '(a)', fontsize = 16)\n", + "fig.savefig('DCsurvey.png', dpi = 200)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 37, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAVgAAADfCAYAAACzrsuUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAEnCAYAAADmaDdDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n33MIAAAAAElFTkSuQmCC\n", "text": [ - "" + "" ] } ], - "prompt_number": 37 + "prompt_number": 13 }, { "cell_type": "markdown", @@ -434,7 +419,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 41 + "prompt_number": 14 }, { "cell_type": "heading", @@ -450,13 +435,13 @@ "input": [ "problem = DC.ProblemDC(mesh, mapping=mapping)\n", "problem.pair(survey)\n", - "problem.Solver = SolverLU\n", - "# problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" + "# problem.Solver = SolverLU\n", + "problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 42 + "prompt_number": 15 }, { "cell_type": "heading", @@ -474,8 +459,17 @@ ], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 43 + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/usr/local/lib/python2.7/dist-packages/mumps/__init__.py:204: RuntimeWarning: undestroyed DMumpsContext\n", + " RuntimeWarning)\n" + ] + } + ], + "prompt_number": 16 }, { "cell_type": "markdown", @@ -500,7 +494,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 44 + "prompt_number": 17 }, { "cell_type": "code", @@ -508,7 +502,7 @@ "input": [ "appres = data*np.pi*b*(b+a)/a\n", "appres_obs = survey.dobs*np.pi*b*(b+a)/a\n", - "fig, ax = plt.subplots(1,2, figsize = (12, 4))\n", + "fig, ax = plt.subplots(1,2, figsize = (14, 4))\n", "ax[1].semilogx(abhalf, appres, 'k.-')\n", "ax[1].set_xscale('log')\n", "ax[1].set_ylim(100., 180.)\n", @@ -535,13 +529,13 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAuEAAAEjCAYAAACciN+wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOwAAAABJRU5ErkJggg==\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAA2EAAAEpCAYAAAAamCoXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfcQgjIiIiIiIqI8YhBEREREREfXR/wdRMYg11Jc96AAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 72 + "prompt_number": 20 }, { "cell_type": "heading", @@ -567,7 +561,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 162 + "prompt_number": 21 }, { "cell_type": "code", @@ -604,7 +598,7 @@ "\n", " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", "-----------------------------------------------------------------------------\n", - " 0 9.67e-02 6.33e+03 2.24e+04 8.50e+03 9.06e+03 0 " + " 0 4.75e-01 6.33e+03 2.24e+04 1.70e+04 1.16e+04 0 " ] }, { @@ -612,7 +606,7 @@ "stream": "stdout", "text": [ "\n", - " 1 9.67e-02 4.67e+02 7.43e+03 1.19e+03 2.80e+03 0 " + " 1 4.75e-01 1.14e+03 5.22e+03 3.61e+03 4.96e+03 0 " ] }, { @@ -620,7 +614,7 @@ "stream": "stdout", "text": [ "\n", - " 2 1.93e-02 1.95e+02 4.57e+03 2.84e+02 4.36e+02 0 " + " 2 9.49e-02 2.92e+02 4.20e+03 6.90e+02 1.07e+03 0 Skip BFGS " ] }, { @@ -628,7 +622,7 @@ "stream": "stdout", "text": [ "\n", - " 3 1.93e-02 1.02e+02 7.15e+03 2.40e+02 1.26e+02 0 " + " 3 9.49e-02 2.21e+02 4.47e+03 6.45e+02 1.21e+02 0 Skip BFGS " ] }, { @@ -636,7 +630,7 @@ "stream": "stdout", "text": [ "\n", - " 4 3.87e-03 1.11e+02 6.52e+03 1.37e+02 2.18e+02 0 " + " 4 1.90e-02 2.01e+02 4.51e+03 2.87e+02 3.76e+02 0 " ] }, { @@ -644,7 +638,7 @@ "stream": "stdout", "text": [ "\n", - " 5 3.87e-03 3.10e+01 1.73e+04 9.80e+01 1.06e+02 0 " + " 5 1.90e-02 1.20e+02 7.00e+03 2.53e+02 1.17e+02 0 " ] }, { @@ -652,7 +646,7 @@ "stream": "stdout", "text": [ "\n", - " 6 7.73e-04 3.94e+01 1.45e+04 5.07e+01 1.01e+02 0 " + " 6 3.80e-03 1.28e+02 6.48e+03 1.52e+02 2.18e+02 0 " ] }, { @@ -660,7 +654,7 @@ "stream": "stdout", "text": [ "\n", - " 7 7.73e-04 1.04e+01 3.03e+04 3.38e+01 3.64e+01 0 " + " 7 3.80e-03 4.19e+01 1.76e+04 1.09e+02 1.41e+02 0 " ] }, { @@ -669,27 +663,27 @@ "text": [ "\n", "------------------------- STOP! -------------------------\n", - "1 : |fc-fOld| = 1.6880e+01 <= tolF*(1+|f0|) = 8.5000e+02\n", - "0 : |xc-x_last| = 1.3315e+00 <= tolX*(1+|x0|) = 2.6641e-14\n", - "0 : |proj(x-g)-x| = 3.6437e+01 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 3.6437e+01 <= 1e3*eps = 1.0000e-02\n", + "1 : |fc-fOld| = 4.3690e+01 <= tolF*(1+|f0|) = 1.6953e+03\n", + "0 : |xc-x_last| = 1.4581e+00 <= tolX*(1+|x0|) = 2.6641e-14\n", + "0 : |proj(x-g)-x| = 1.4105e+02 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 1.4105e+02 <= 1e3*eps = 1.0000e-02\n", "1 : maxIter = 7 <= iter = 7\n", "------------------------- DONE! -------------------------\n" ] } ], - "prompt_number": 163 + "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ - "matplotlib.rcParams.update({'font.size': 14, 'text.usetex': True, 'font.family': 'arial'})" + "# matplotlib.rcParams.update({'font.size': 14, 'text.usetex': True, 'font.family': 'arial'})" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 207 + "prompt_number": 23 }, { "cell_type": "code", @@ -706,8 +700,9 @@ "ax.set_xlabel('AB/2')\n", "ax.set_ylabel('Apparent resistivity ($\\Omega m$)')\n", "ax.grid(True)\n", - "ax.legend(('Observed', 'Predicted'), loc = 1)\n", - "fig.savefig('obspred_dc1d_dat.png')" + "ax.legend(('Observed', 'Predicted'), loc = 1, fontsize=14)\n", + "ax.text(100., 185, '(a)', fontsize = 20)\n", + "fig.savefig('obspred_dc1d_dat.png', dpi=200)" ], "language": "python", "metadata": {}, @@ -715,26 +710,29 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEXCAYAAABsyHmSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGZMIERFN2f8HhYigMHuuAY8AAAAASUVORK5CYII=\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAExCAYAAACwI+/+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 218 + "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (3, 6))\n", + "fig, ax = plt.subplots(1,1, figsize = (7, 7))\n", "ax.plot(1., 1., 'k', lw = 2)\n", "ax.plot(1., 1., 'r', lw = 2)\n", - "ax.legend(('True', 'Recovered'), loc = 4, fontsize = 14)\n", - "Utils1D.plotLayer(1./(np.exp(mopt)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2, 'color':'r'})\n", - "Utils1D.plotLayer(1./(np.exp(mtrue)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2})\n", + "ax.legend(('True', 'Predicted'), loc = 3, fontsize = 16)\n", + "Utils1D.plotLayer((np.exp(mopt)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2, 'color':'r'})\n", + "Utils1D.plotLayer((np.exp(mtrue)), mesh.vectorCCz, 'log', showlayers=True, ax = ax, **{'lw':2})\n", "ax.set_ylim(-600, 0)\n", - "fig.savefig('obspred_dc1d_mod.png')" + "ax.set_xlabel('Conductivity (S/m)', fontsize = 20)\n", + "ax.set_ylabel('Depth (m)', fontsize = 20)\n", + "ax.text(1e-3, 10., '(b)', fontsize = 30)\n", + "fig.savefig('obspred_dc1d_mod.png', dpi=200)" ], "language": "python", "metadata": {}, @@ -742,13 +740,13 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAPQAAAGGCAYAAABMsqyAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSYQBTSQRBjSRRBjQRBL5X3Yp8wf0VUNnAAAAAElFTkSuQmCC\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAdQAAAHcCAYAAABvdFsBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "" + "" ] } ], - "prompt_number": 219 + "prompt_number": 41 } ], "metadata": {} diff --git a/notebooks/DCfwd.png b/notebooks/DCfwd.png new file mode 100644 index 0000000000000000000000000000000000000000..db8ff2d338dd76e3b8961413b8eb5b439b15157a GIT binary patch literal 103375 zcmeFZXIN9&8a5pJsGu{7fJzyaqI6J-R7Y$q_u6Yc<$mtxUOPxt`8xf969-Tz z6g~RJ6*Uy-S&w!f!VCO4HzfyYF8{Yy1K)?_W&+hM)I4+|ap?Lb1I?{@Y>K z>LQCm{fx`>h^Zr$bA-R5b-|vcyvlYab-a`sp|D1K0lj zRsZq3T2xr=!Toe=6klCSYXsA`LKVv!g(|3g?ZhYC} z|C`!bhJS8wERyg>)_#6QhuLLc$(B}D<}@|kOiW7RiBuqohLA`uxp{fns%Ot033{o) zLvr!jJP~u%AI)#y*{E#(bm`0y_Z@exFdW#!FDTd~L^nM(HQo@xE!whg=ME(m72YF3 zXCoRGWs>muM!b;<4K4=t!;azZJ7`~?`8(d+f0D`EYv<;1&MP-u&kC-@q<~O!J6VW@cC0HSgMq z#j`qHDRFgm<;aSAw`s-x^PP6^ox4B2!$|wigmZ;%k63)Om8YlYhu^y5l9RQ0BEvZ@ zhNMnUPoKKJd-HnAE|R-6~OQd9RKPfaO?-AJ=1Y`Wg1*|NNx8yqj3%3rCTO;gLdP|P02 z&dPc&R#74RMcYed6_vmv`!=s7WTOEqc1lF4$kWfo#pUm?VlgSH9E%IOJ_!w`0nGH9 zM@b4RoWCTzJwAs=yA4sy;oh=F=as&6WU2%*D|tm8!|21`U{{7ikybZ5k zzaE}v?hmuw^XyExVU_!>YWp~@!SkDk+&PV`iF|moc@CMruC*@kFmfu={`dId&EeHr zoTxwkJZ5_T<}iMLz=R5TiH9Tgp2QeK|b+^m$|VfpCt zDb6GN6B82pDrSk1x9IA|vjy+ygAFPvDY2O9bn@_F-d#UM^=0pSj4jx)t)1O~)k#=Y&%uSNfGeh71VrdkM+aSP^9R?87YJi% zula6TTU+x)H#r$-XIKuD?;ed0nc!d@a}?Qcas)2!rY>jh4}Xg?JD1$T8{L$pdbW?U zZ{Xw7merxJ?-WGQ{Xu;cd`IZBreD(7xk!a94W4rm4ddUxs~P!_A_uCyG8Y!^gV%Ky zw~RQIDh%a@F3ion&MAA~_`0|_EtFkua&fWPO!T?8Z2sMXm*C(&%X5FUB+Fq7rUwR+ z1Ox?LyuDuq2M1@^woeq>5V}W3(vze;+DSxaCXB5(pOmaD+hvYwrr>KM6?w?fo}SrV zU0ue3yV+;H$G|vi`@5TtKL@K9iPex`=^h$-(cRr$3`;dKVg_^csLptLX2!Ko@W=Xw zBkQ|sR6@C~&_SZl1q%i!qNJX0Slzz3=-hmtmzTG9a4=sds%ga8*}1b#Y;u^7@k!}H zMrQf28&`-#qEdtaSYpw=mc_ZRbphl-rHsr>QSgXpK_fAad2^BD)gB8Osq5F!DXOiV zo&UgSBn`#cLh;hzlA&xelbROt;xaP16BCwKPyc2n5^EfIUYI!oRwL$0b=;1|3rd_v zf+oo~QdDnbSn?#dSi87r!sk39PejAnup2M+1y*O`f7nX{5>0p9Hz+mMDLv+%p7TUV zPft%=7F%50DWv(rGLF?YRrZs4{+=>ooaR@OvCAm&;}lOhh658_IohQ&)(jfH zFYhp4!x2BVv}ltHjG22se=aLJ_V=y_wXfx4n4h9yY>F=oKcXTVOpB|l4SW)mGhKXr z^Kx_fWxSRY^Np~1D+Lv{1YI4S`F^?onCI^N1695}7rRRfY%5c<_RCQhJ3@wc&ct2% z{kaBD*K6;4_r|(?dNBso8$o)1eX?qoJaA$Y9r(d9R8#|*clcrC{nhyi=2zz{~^UJSIqh|;B6UN){C85s#M zYZj<-9-^+24RQ}ZO*KbjqRhaa`?IkMk51JIEv~IB~D+7$V_|rd=U^?$TERza!x`-efDqZyR7)`K*{ zfvQ9e)u8&jr30=$1Z9CWlw0%n?@o0hco!E3ht^wik>B20T*wYQ%)Z2dF|JTLa=uk% z%U0|ls<2!iaVj_0p_0+~YVQ@b`n$Iv*w^1JNbwYen}wJE=;o!OY@|LMsCsbeOE)1a zv}4x!?^*+fUv|f7{XUu2n`ukv;`!XnLkWpD73pyZV`ApoybVq9^Ot%s{jXp3yIm?O zDnfEKPEOHmJGUwpdet3*DOD0;?(FN+Z?1o)%sba@z%%foW|_*^?) z#wV7RmRTvmG^=lGXh1hRwJdnDg&O4%CzqGYDncQN-Yxi?OAaGeII(1UM&!x1m=weu z3A&;!7sC7x5vLYDIy%Y_e9d~D9int#V4$v^-hyaAJ`opFHSNgKB@6=+5D@rQk$1Ns z1`d@RXz`T@IYYpVNGQ7`fTxnZrC<`74f;Q#y7<~kBYKi0-~4Qpzw+_%b#lzDPpJ4! zW@9O7eOi-(Po2YS;nqz>CcF&32*4d_UN~XvZa)R6X{0II7C%TJL~x|5oijQXppWlr zY%wJNT6uX@8lQv+3TKKOmWYduEib@& z%ML#K;w=*e5v~W5d*!sF2|J!ZF(zODSGKj?>KJ?Y=6PYyD=jT8Z<6*|hT@Wvu4ljK z+8Z1HkzpBP8g5$Ycr^H0WV1OERO{=nqT5@1m(CjnrT2$4#P=;pgbc?d#K)_P#oJzV zy<2d*MAxkv%&?=QV-gd`DWGj*W8>`22U8=IR1v!)yMsN>?copWZpa8=MS>aS9o}61 zD5ibta^os_)+bjl8P$nCGD8BNYaPag`s5$%)6B3Gc13)SmNTZ7ZK#b;(ANyjaxDBfPzgLOO>*aEYl% zR!K?8$UArU7CVzlEuDE?D z=EtgMza0Od*Aw zYRqg17`yz_+qZw-V-65Mf4&2=VI!v3L0(#Nl|PAhsdkq(TqqxsP?oQBDxZpMGHY>6 zh+7IUb`QGpc0syD&%l60S2qV{D&4YBRbE~m&=R7S)!FLC6_I6GiotX*m2}}u<3@93 zGkJtdDNmgYN;8xs6YYBOJw35ZbbIw?W*=WpamZ;IZgibAvd&Le%bJv^w3K5!@F;F0 z0?rKaT6c-iBpaAr-4AHr?dXZzbJeT4mtLZuC6}t z{d=LCgToiVhwcC~zxvoQ2ShiRdQT&W^=T;uYo^q(SdwI>L+>X)>Qr9yjyd?6lqAz8 z{6x(h;emwmOh3O&2j)wgs|pR4PB6cBFLQK$ax#1NTuVnJm6v{3oh~X2CPq5(A}9r5#|@5lXF`;jrJI{} zxxTVWl62P6NZ^=9O>fEL39)2;h|!gmm0dW%nf3!!mKNH6iaeUnh-O7SaU&3--`fiE z^IMvjq#9FieW}QUSvO@4fGWpst;$GOSFPaoV!wSp&h%=2XzB$?6Os64v0Pm_DJi`L z&q=cF)!%J6u_E167Bnyf?kVrj*cyOptYH}<2g4B-DJMD2|bOPCBS4wC|VIPa94IV z?BIuNUP+lYVmYv`5zln|+Qd%;PriA$kAJu(SF540844)ympC(VPJOYPPi} zXY_~!Tn}aIlAhr>j!DkLhEPll1djw+K#|+tC1IV;Zc@mOE6}cBjhG%71E?t)dcR!1 z3E#nYu1AOt%IK33tZ}TVjbp#U{mKue{TMrZ2VM@^&ybQyExEHZTlZcyWXDOWv!p@w%W!~gPEPHu zHEN{SPATiZ=G71-ltnL=85A-K1%Z{F6tGhe$L8}ksb^_4k&S&KKR$Z&2oqF9 zYDfcQ$xkrS_Q=O$aYa3^)Uy78m^3u+u5@|hbr-fq^{hrNOJ9gF^W$r&^i3uOx0{Du znX-thb9x13gOJKN3^=_h$M@a5c@qxc&*@&WR$LmEICPV0t#kXf#p;Hw&x^~IY4hg9 zQi?GGpgvzKV&4T$@nxobnohOZR~0`qtATehi^~A7B#HC?z(tz{+v4|;Cad-~5=W0K z4_X`$GuW}Dq-1+vUxGefQ<@DAUJ0{y;L)Fo9U2@*vX)p6Jkr&gupadkG2)55D=Ggx z$XwGsUbF0##wZ}h2}yhxHwv%))|Tr?P^Yx)#f$Troal;*&sNOWo(lAS-5$|#4KW4&J=6JS&h|!~A38)!i7UGhUv|zmR^97J~|9tZt zrT{6Cs;XX1PuoI3g=7RHf}q*9=Qo^Vab+d%1kdrQ=6LbM>PvSnzk2nmQ&EY>z@YY( z%DbGZvD7w;CR2C3%gJzl;?cRdtmGqI3(~YW|JX6Eu+uRi;7TiHviv8|H~&7ncwu3o zqN=KMeZA&!{R_itPZyJ9jO}U-O4b7M-e`fD&STv0fxtRlef`d*B@9GetEI0H6KW`v zIT;%&i(o87i9-)<3H15(DlT6r91blD-WxA*LUjCme8slpiOl3~X|_m(Hkh*Ud;p+O z#Mw)Pr;_M7u2?yTg7~Nh1*8z+gng@!y)z#I~$z3rFk&}2l6v7sk zmS{EG%l4IjQ7LKH(Ev?jlVrTQovO{dTzNGssdMW5&KjQ)>}pW>4atW0?h%$)f7zXl z%Y91=T@!P2sxUQ4p02ldKJeGl);{?@jaX60m%|n03efA|!GnMd#JNTg2U?Igq+3MR z^?56QzS%I}mH_k-xx_&3*x%H5;5z=56M*V?7!Cjgjgugb**62_164R+={a%lqWis# zuT*^3Wq-hCe}uK!5BDu8CkNR&!ZHp3ghgyjr@$M${aY0&$QXe2y1p4?i0sxquT*qO zr@fFbQh^f+SqQo43WdM1vcZ<;o3l-7{5EQA=>SIaRhE@mR2p9O>FU1KJ>~MK?rV}= z9blye52Q@apuB>3fg1*#b71$*#t|o(e!KiCU#f1%aB=Qi8v+LEdV%PU_wNG?YrK0} zGmK1}e#JSe#&OP3JouY?mzAoxg_&T*eF4B~_`Qy8Fm?9yoV2cn+wAC2x3#wi`r{_} zNzzzXaaO{xd6AA$L*+KTfzppX;R=()D`-^nifggCrR8vSp$Sy&fT!r{TEBiZmM<|v z1)mQ48}RpuDD8~1xohzX>Ai-XHc_4K?(Q!kZ8>`rdV9Yg!x}T&@+OCbo9|DrHjT>w zz6f&MCRXF>xB%!43fbpwvja%QZJTrMFu~q;;Ut7#YdgCDa@#W>)Qc_YdPmN;>g?u-oqoX}Zlacw~41%^H zuKxjq5B&?7LpTz+oq2a}3v|_^%YQUAHFaejj(z{@+-&_5Ci*4_hCsJ8Gz8JrmASkf z1G=R2Ysm=tPvTh%EssSoOrkFd<60bbx@feqk2F+52A`GZW3;|Knz_@pNUWKHFs&5@H8pv`!SrZt zx!YB;O@A9fiURJSZDFj1G}Uun#&@kOb>YT#J&#)d6R}ERNS2aPQtEt+m0geiF@%~a zR`J@{*qHu}9g@Ysc07AFUXcd?nG@Y+(W$MrW_xr;WgA~uAv@gW!7PnzV=8=gq0ESuwAHIm zL^SiK0x?iEGH_MM#D4yvYX4Qvev*+Jv`5tSt-IRe*f;B^v5IsVk$XV zO2M2X@ff>K#8RvVi3h60IpwvE$j56MPG1pUJqzTNqvNe)zjcr1?-bKkz&$0?K<5u$ zFRmMQOTKbCEUKYqb4=nBvxtVqYhHo6;?jNK_&!QH5`0BspB@SN z3mgaD@B!SXQo+H6>mA_~=hSb_`GI_logDw(!+mSO!R7S^4ncuHyl1 z#ow(mfqZUz{qaI`6tOIi7u*&yJ%Ms?!H?3B+`9y%6XEq5P)Gdulf}-G(>Vrb8L|iL zqdxZL3-=I*Zwo&a*1?AIHCe?!^`_3!*9pbV+(XrlACFx4@JD@H4oAbS9(!iLNbJ6& zzybKlmFMM{is&fyQCC|01PB<-vkZ%i6Y4rq>3|FXR)(yKDXGIPQz*oIQjQT-Au}^m zQbtCTD7Y-w8=6jQCvW>;W!!8}_WbqthL{npTtO9C@Yp)d3sqd(-?- zlX{`|0Fo@+gLA_Z7FN8QhXE6vG*S_tG`gNYxPcO~yfz~3^sD0{586p}e#j02RmkuM zj4k8^&ImMQiOIny0mgk5gYMFK4ibF8z?GDwbE_nc0|572TP{G7G4RHTiL4_FDSNp3ws3Z+V^BYy#TT9y6NxsLEslC0rO*N~+TwWe5yaA$IGWm{tqI#Lo zM<~|O*S8_el45vQyINK;PAs1DvAaieTmS{1c{C zF)Vo8*N-2cmX?=K0F{@A8wDsm>%vQDG8M5UXsw&;85-L4%uoh%NPaiB8oFhxbWnvG zbN{xhRwyPT3-Bd$OCZsYzITOFNTx4C(S17X!}H6#g+{@}bGl@dI&5?v6-7cH3Tl+x z5M9Avf9cdXmaB2m2Pi#xy^aeb5+N)&OWl6HUw^Rxis-AuZNT=Bv8T>qO$_yZ++9(vyx`lK#bc3lHpo(B&h68}U#d4i=1)`6I z;^LRovzRq|@Obh9uy`F-Rlu6YH&3oCjD_cAS0^PVu6X7Gf`mwDYt*7NG+(BytPC|T zl?w*nAlTwS%GF9R_c0GcElltY9AZ>w1%@T5rzL-AL_=em6N-q2o^iB;tJ^_Owz zjObeCIz6?EQv8Rlj zM;2hDJ_ynAUA_6+wiW=Y%#0#w{ZhdHz-)m@v9hzfEuMgEhPRwc?VsrLqOm?mA%2U!&_0wS%<tbD8yAoA}t+35!H;*;yd4AflWkXqd~+5lYQ;y2yXq5?JfE?E6mDtp`lC zSAbBHl#o#6W9-m2^6A1*+uFjw2mv$B&pVbBvZCnZ%k`tobfDh(hgfl7??ZsMV2m}q z*GYPu@71!>?g-t^JuCHc8EnZJqL@>;H*q?;$qW`EM}tR`eE-6UE?^;7nOE+xu(FaC zT}XiRha|dj60d|kd{)DOHWn2Z$7B8!Lfvr&EBW?(cpTF>@p4MMPo_Vl85+7-S?3ay zlUEIKg?#)10s|6tk6|2vb>W?uA?G3&FkTXcWIZ^)x#TEjdon_c(!~LdbS?+T67O8~ zSjPSZX{cr#g!j~{0`&kek6!9&Q~>Mn)RYarf$hPiOW!DIh%akn%|?Q zR-bpEYM+ya?jp(;)E%dPKh+Uv0(vAtn{d_zQV;h;_K^K~h@V}ncwAxf?X;Y+-2K9-KVb=Rf3`Xpk#EqXO*x}&+_}WwUrb31Tj}}LwjT#+U zd`Ml|Q1a7HZ}MqAqzR9K+=!OCuXDNGTN5JW3rJb0pe%+a5*dF7aU?{6#Wz?F5+qbr zPo6xXRAN`9s1!W5`{BOB9B8C`mXhj#wv&=qQ{e?5wDB=^dbwKxws!dxv?uKz{5&f( zSD6ReA7N#jC3Cg&4MnBdgRVey=u-{GJF?{F=86{2a`hxAbZkyct!ah$6gbGUYhUj+ zG8uWdExuJfpX~iTC?jJz7qJ5eywBS5Ehx+8x|SANnRiNr3~3oa&atR%}2 z7eG-_LpB0>2rx1*dihJK4r~_{9G6Ay=I?$7?gx?w^v^LirBJhJ@T8lHoWnVCpaCKR zFh3HcK_Kz;RB3BwuB_7p82;T{6H+>;RHP6(YWA5)y=HmnVD(z^hPvMjngJO(R~vS% z345dcv#;^m6Qi}u8|$+hvc=PW3(evboZs5@!TnWrvY{*`o93$nTwS?7LIFT;p0EU! z74#7y?f{$9uDNHBL?XqxLL>qU3U~JPosnY0yX26)<_A`Wo(KXVcoWdI_b!@OToQb` z>Q;!l#)Np@Cn3R%Do;{&T-7RGw)f-)ac`d{J0~?dZ{TnzWk=pz4a#ahsWxqH9iN-H z5w0N+jnr@j)WR|~5B#%5ahb`5)U|2sM!vva>^07F_8LQT)_p_u-_9}|5TUDcJB@V~ zO$rSO0W;%3LnUZ!u>kdk7S20M<9k1ul-+^EzUl!bAi>h*Hdb1IrF(Nnl|0iQVZ6K= zkYylh*s`$L?>6Yt=W1o80BeeFvh`b?E)D0X6LOw4B;I67ET+y>&VKXI-niL^^~2t? zl>>SKq!tQl1Rw9}Y;|tii)<{Rk1L&}Yp6?l)cH`q&cnWQyZW(y$-|EHv!U-XsSeUL zt20u-DQMtqaxh15CJBS=Nn;c7_BG}6x9>}@zhK9ue&3Kk%g_!bkB8r~jUIN8i?k6+ zp*r9P*uxhGH>iUMO9TfPQM-(S7w2Ev>-kAfZm_-Li`eTYod-puNlneP_@MXsrNM@s z%m#=fOQbpokK}XamfG&=^T9^{6TRqngVOfQWXH8Vvj?9u&hCHSjmZmlpZyaXwn*MJ zFe-O*lFxi3RoRn)JC{a(tg&xh6>+EvSXb;lXh(R+w&!jEAyrPOkWIFp*b|1n@ERoC!u zF@Y{}-i0vv3Hm4Dp!c!&Rt^U(l@D15?Tl4Y6W;V)|M{ys1^t8S>S-Qvi5n?}wrt4s zCC7kkxQ4F*$C0p3>2hxmk8;lq&(of~cmnhp2Y9$P&wv^ZLOd*RGl~eEm^r-cs+a1- zc9Cb(b47MP{NrlsEp$6zS{#vp;YWK?7A@=UgRcOL4APC?ZOnRD;Md6s?ND6RX~jC=DZ z80{M8M$&BBt%}WH%j`py4pjstAy}zM?5iwYsc{L4F?iZ?nPKhr&NIs|3_lunmw&g52PPo6M&zN?ryE-1t8ymhJ_NL7ZX`mC%@<6 zA7&!QfuAh30Z9mOAHFM1Mpk})8}BD8k3n$*qJ;#$riuc4$g|3sfS>YZx0b0-W?T7Z zjOI83aj?fm3o;IU3smb+E5qIE0v`*J0k=E@&;D~{jmi4 zRAJ5yigrJ^F{sF(aWB54ClHO?r%n{eCO{>ywpIlnSa4y(5|Yx=NIw8NO@L%16^ae? z^wgmZ0^MS0W&m{#s<5S{CE#4)1+5Fh!o1WglKwCmz9{7Gp;*u9HhB>=@6#^aHk)RJQ1_EqIzQ4rY$3BPMjmeB`6;&!zV4jp59>U4V zL7o07G7EB2vEj0-Q|GBLne46-rB2m5XE#K@*lwg&vn$ zuPq*9G{2KNw@&qfL~|n?v{6ERckHshQ#&L!jA#a3`|^wQNt%nHc4?HWQcJ_veLufJ zhR-au@ha!tk|D?QLrn%~P`TaGTuB%y0#y%y$r;Ba`sc~Cwhi(#N|8 zkH|lEBBFqget!9*FT=vqUUcV*5fy5KR7>Gutrg@{J4vRlsA6DW_0deTgReM;$OM9 zMW<7=O(0z&=y#r!)M5$#uZzR=Ov?93PbGQAa$VDx`&PZWF>P8y?^ z+Pu5>Y-4y71xZv}ubG(HnpL~cr)WP4ElFVawyMx7PuefIjskbNb)-KU@zAZ;Oib3f znswS@J=ddI^nt|9Kfz#N0$(ekVi^8=0+)lfPq6)ep-bDVT&p^_8P1VE#b|8*diy{W zEdIZSz4hBW{xMldTOMA!?%k-6`^)ynJU`vJJw2O$rycXJMcVU!y)k<%)%EB30F?Bv zbI?BRdZ+kk^H*Sp?bK5?M^RjljOVgw6LP7PHjDqdfiEHDZlRRT>S@zh-f`1yem&q% z!OdzIeymM<0n*-|UqYAuUtN6bOLrLlAI;?K^4$Z>O0$F5XbzyH4qrs%#>lIzvP^mV z4v#`7_6n4K&};!%pGOoc-oN)D5GBxbR0UZR0Exg~X~iRauTN%saNCQ1ryV+vW<@$c z86OWg)v}GMV)2p2%nIphp7TSG*krvWp1*WFIq17O{j-bF#9*{hp`K%b zp#Vh%kYk{T;>@!BZg)Ou%o2(vKyrZB+XkKtKY4E#pHezDIrGM)$B{GZt?yg|j`d8?@IQk$!epR4prXSpkxQrmq7U>o1{u z0sVRCfWW`9pp>0lfHEI)D-#nFjUb0@5M7J6vOZW7FiT`I3G~M`HC)SXvus8iv}(1L zpB9mlg|^1&fcr;*6GYJEd3pwnps7h}`gaV92i;LH#Idi1P|0dB;5)5D<#)P zinc7Yb{r|zX)k%lje$G%)pz4EASWaHR*2eIN+e)=WCj$u&U9Qjb|?^$*HqFUk_ho7 z#W$Ej>7NRjdvZ)}qkN#oCufsw1>6Vi4L#1gLxRwbf;B)&nCj~4ly|QIy;fJt7#JE( zLcu;ua0R6)*L(A#o)Ekn3$!jl{f)>HqRbi!`Fb$Zs~}--vVGckZ+kx5Ox=;-`wK)v zxs?W$#mYgdvLElnY#=KV0Q?IUTEf@W+e7`o~V| zzn7I%AW{*T18`1bEy?22Mq36N0=7{CeO9y1hrs|BDrmhSpoc+XJPu85dRyQ!8A5TK zXdvWvo>K$L()#*G@GnSG;I!7^)e)N%zFX%# zu80Zr$QS@4F$39;Esq<=rv4XHxIznF{&s!oy9e0O6uVB~|1Q?&dW`}buhd|_sF1`6B_i2+I+!F9G8BKvJI&U6brJ03i;DQZ`dZDX^Mt=a1 z=wZRN0bT_z_z9DsE{1;hP6$KcY0i=|jE;*rMjaQxMoxqHve{e@W1ypR>%xiLfqgtS zgs5Q&MDPxB7hYRiTbIPCNr@1S2BD`R_U)QG9g4p7-&%R~EDiE!-k1-~I)yB0k^e_j zoTHmq=YCk-Q07w>sgT@ep#kay8$yj5dI{t%M4se_e{U`u^kmR#Ad80RN?59V{rYz_ zEDrdEEx|-Y+Iv~`Fq`zaC9>@Vx`WWwfO6^KtX}%##r1XH4&Un|MVG^4ybmMy4j>G{ zDL?#K*TFy=;BR;uv=oep?}i=G+D3D;Q&Uf!S*VlZ$t~Km+DGma&|DE+tI!<7OESL# zQqzY@!q**2<;B?Yg2)=WF09;pp{)(_R#5|c4Ow2=BtutX-*&+DXXI(0&&em4K#_X>*095Piayn3K}LAnPcQ|P#uYJ_*OX7i&=WY$os zk`~8343%ug^8wx?p$1w)i;>S@Ri8uiGd&$*|9pYMkiqTSt%!6K(TzbE1o93RxvZf7 zrMK4B{4yW@HyrltR6qNoxOxCb{z4ZEE^7d5cnXsU;>ha3C)sh-$6!W=`ufW=na2ni zQ8~H6h?>?uP?5AxIM)f&?R|)B`-9{i!L4Ga5BtS5^N6ser5eb#!LLj2pm%V68a7n< zLQ8$Jr|2F(A^2bMYyQ$UBx$`28wV>wf#?fEf{kl<)#paiUpE#FvozGC+3YEO(6NLp zQCw7X23$!Y{htQY#pU_o0L;mgCy^lTRwf_TG6ofR{<~iAo2{D^V*6pMc3&!Ha`Dwk z?|PNws83UksCys2(Ia~q(ypc!TJr)fJN$4vS<&IR>kd7yHss`VC8%JB z#>a?HuBCPzsPN5stmf$U8k9I+zov|ijoEt-6!HPpuff~etvyP=_o0&k`MvD>p2o(F zmI2mx7{@_s^2XCCMt)4#HRsotx-EIt6qu&jc*2}R&UK%T^a~BXQC>UB9Cm1Zg`Kek zot3#~r}Pm{rh_&GFVQ2t53llk5Ir@q&#MO&dbLqzjUazTjee^6^hVqXp7_kGC#;vA zU;oEc?+B-(MB1Y7j$NT224|%P+f+`Ne8{g!=mzt83k_PLM7F)|*N@a?K|$=`tg6-wVY=qzp+FT; zY<%7^+I7CzlwtRN;gH-0{D;mfbxbpGT#UvUJ4Q!E0i^*((bv}(CJfohZlKEJxqpFP zjs2J=kaw;I0xvXpIMD!>S>?p!7B=U#=9nL5j0<)K`v&%3nx$*pGihCc1G0!L=@cSuYW61Gwx>fU^PN8+@^V8T$xOm7$c z0$;t4@@QMo0yrm#iq$Th(3D_-J*ukGY|(gPB({TCZ-I3H z?3EN1fp4*}u=p_TtRLMp61U2|;_KX0au@5jLH5J5Z!BM@0=0`!+YjY&KIF>5E?}F_ zpeb#kzG=}$zALQ-AXx@Oi{_~Q-pK1Y5~+QNb(M_WFz^GmjRUQnr{4x>XjmR6>qF5% zR6ZPN!Rp0uL$B$QIu*rsplA?H34&rMJuSYj-##O3Jq0JXo>EgI8yphCc5$hwMHcA+ zbD}ArLKnnmzMd&OEiCLe5}C{{xddEVyzIu> zee|n+#Da&U&vl+t#xkz2*}QIt%DloI>NYt{EC?ihe&ab+K29vy@Is{CL}ETRih~OD z+{M>y8*5{7q0)y?342(#YLPD?VlLfEe*AmZ2Zu{HFg_I*_U+vpx4K$c$A&9>HR>z% zcr~Fh_2`|)D^}ZDfUz->C+zIW29>*2Nj3mx7$59m&C1VL0cK3lTOM|csya%_CaVB} zdEn7y%9n?S`;>7mNVCGZVz39ibE>zmuajVp%{5vZVgeCopdFSvZ6CkN?z7kyCXDR& z8~yAo>GSQgRY@<)>iX&|`^6==54#Yb*=ll#OsV*QyFAd+Z5E543jnpiNBgSz_XQ?{ zUbEHaY?bzXY@<~2pnXWLR?hVh*x1lqknBsD2s4qRjGyTqmV3=6MVm3UZWEYDm@$~h zJ2FeOiDZ3+OL|hnwu%L)-j%<&M6f4W1%?=zy(Cf%ybX984!1byH2%=%aX1bS>u?1u1_=7 zU3wrYMnXSVOX~G{C4@*&>jD*A*khx@u!xa|%`!7y(n&{KW-|skX%|4D`tw_+w+J_X zI}Bk&y>}v{=P`8{HYRD0wegQ}PdjTyrh(qq0P9o|WGvP1i)6B!+r@Js-1n!P zmDmo^7m9oi*mPQQAyZ%AX79wy+FT|oy1eszM4O-n3Z=KHck%aa41 zpoND0O+HgCw=1V-qx7;gKC$E*<|kha_|`W&ZfOIp7MacF858|aV`%*oh=vuaFFYmy zq%t)QPhls*wN&WI0(u8x;QISMqi;OZ3>6h&f$EO(DbLn?u{@EDDg9SL=K)l}1@H^l z+P=QNZgT&s7qs1EyqD)X7hpbMok6O?#m!BK>G`9}N)t*dc!OjB1pGkqOUw92J z?yg6#`+3+xp#p=Aj8+hcKzQ2Q+Z%4o+-wW=0;sU!Vq#RGW-PJBBfB-f3n%d>`C-b| z(-J7GGC@tzEuTGEXzT0XM_+pjqA7-eM%7-OpUlahoFB${qTB8Jlo1N(Qp-wWT0VzC zwWlVKYEDv#>OIwh6%^KqwvEoOCL7ul^Kyg*YEG9GSUZ%Z*;+Z@-KD>;QazzebRl-< zikVFrvQ0lFSX=o%<0R`qFVZetUNIUk%U+946N(-1ZO`vF=iP1v)i>YlXg$%F2W zo&Z|Huax!+fHR5;3#R}r0$W&1I~+B0wK`yX3h2XC`~=-iKwSqF@zPh>ll~F^!oy6R zBZutA56H{QGt9dFmfVsFB74x`_$+@7w96dk$;apDmD-V<=LKk!hw>lzf!|R2cR&UR zcmDXw=?cf;YehF{$q0_Cy|~D>6lw zIWm;Q^|L>CyMt$88%?4zi1HLLwmG`F@Q4T$#A;v|pK44_QVOc#hGcv|o zw;LJU|8jiChUwk@PjVrAczRZ>lnl;B!!>=Y^;+Xw#*%r*`}_KU!_|bhG@JJ6uvQS$ z;97PB0@dm&wdom~|agRQuT@FWn0I5TUu{-r)2lBCBc5m*Fy>Q`z^S9;x zL)GAi?aF}zAXf#a4+;u8WV%JJqsI2xBM)&vUbTAwyu*Bg5*;)koBKiR`pQzEnQk(+ z>MgtCEqnEJ*dfy=5f$FC(HpeYl;A~Bbk>hV1>66izYE}1n=1k#l%Sn>A~=9x`SmGX zox@La@Gg0?9ff+nKIiwYUzx@V!-xcS|0pwPBSijTy|QnMNG*G) zo#CHU1f5$Tc}lkgMkxOz907SQ0rGO#!SLiNK=Ljt(JrD3j33?xm99$m)g-N(!tdX| zM;^EV?NMlBTI2K1F&wzn`QM9Fi?@j8tg$sS^S{K5V`ah55C3rI3EQ zsSshMX9r|Jb564%;G>UbDsLG)>Qka@>Cw$0!6e_P==|C|{vmdUL8?}crK#za2Gj55 zL;d$)*EwjYAWQd`Im&|r2Zq2lFwhP`L^sUW#@Mo-+?J?0Y#|`z7C&`biGt7(5X{kL z5DdV<(CMwXKlZ6$SgAwW_OZifSO&soKcaO3som0=?6@}vgJ2 z13h8?<_*INP(@MP^J3eTRl*tQmNyR>Uv%Op3J}Lp(2(k%?j?SDpbK>~%ws-ITf=w_LBD6U4d=FID zJD6&Fd*dKwZ~zO6>@-gwGO*0NY0t-qlyKFCc&Mmh*+C--%DI5RKxD5z;2>_59kxyr z?VP3Rw0U_x<_HM^4M@Y`FEgFyx1Tk5TrzIMrQy0D&uHDp?)@BKOKyHXFQlJX#m3?J zgvrzsiH|pp=SvjG&CsCWsPI``${Ggx6&}dLHwxQg@~&OK4&4lJtpOjh0Tii5fD?IL zigk?G1vgtE4q7yq)@DZCGuMgA?#c!l80u)qfYNNC(CFcuP_+N{SDi8Bd@FzxP|$RY zk6SF1gJ1^QN*>Z|u#iVxnq7D{W3#^=cpq$>1UE!7IwQH~Qx%j%z0muCN*1=;a{zr& zJng<|4k(A;=Dt2aefl^&e}N2yIN-Dk!oqD+%TBs*^U&*pLZ{TO-}7tCg9kg{asbtM zP6TJGWqlx$Dvr>22Zx;jY07>Smf*{dp8$md3l00zq+IEs&k%HlA?ON=)OJfnf4B3O zJr3r8Enr!J_@+!1wLofg8@-E%nhrW3#{*K}kw<56hv?`o3|;_mllN{jhC1lUCd)06 z4s8wklG}5CrrKC2Y^^LTUgiqBRgx**v^rNxmM!#VII?LJRNM1q$npN_Wqn`iCB|T8 zfn6t9Zk+?AdufNDf1Zg>6c`i-+82vWzX(-OI2a0q-Rr}f(b{O*6D!wITeRJ0KbP=M_~{^!5$%C)w7|+=g8^ z0?|^8o3zjKlVEP}Y?F$_y%q0D2YrdIo1EUFG!mx~v|x~_n=3|EX}@TG=g#x;jTg%0 z%JsB)O=wR)WM6v`)M-c{`w>r3#s0K!wOJ%wd=K=fB+zIn+Mw_1bZ3pt%x16Juw)Kx&FB-=vmC(3!ed}Q3&TPoy(fsr zz*EF#oP%%y!4MY`)Gz4@n%`G`qcs^N%Hf0tI#r zi^X>(O1bqiy4l()A^U0~d9~ruEI@rZ55K1eueEk^DzwFI1!w;!f0YWLocZg7;BgCC zqikL0@L6Tt1^g2mmd1TIHwuu$BnE3Jq0uimE!$t?qX%iHd1oIyho}CoFhajvEWORg1MtAZW2Ic~t}@3F z*f#4X;<9DKWvYmEmDmtuU2uA#xQ_WU?u9`##YmU=`i21<^X2X@3KVudX7csvHT3T& z76EuD78LL>M*!J?-BjR;0N@733GZ-MSxe-3bg+LfyUVK3cD4LABqGq@8RnOEWNzIT zYU~6Q;-5G>E>ud}C8uqqC>0<>S*(ff>}8)LT}-@jZ@!V?OALT{*kAxHD0J`2!%?98 zVb6BEH^55Bc90Ct;JU0z&W~+#&rEF>z3}_WB)~(F01b5tSOZQh6bGG;*pNiLj$|Lu zf+4ugSTKGq!xG@JrIXY5cMBi{h7DGs`~#7$hN;^CD}lvF*`Lj2r12O%v_XI&Li(~M zIANuZwq-#{Ln&#!*F=p?O3>dfs@WX2v_WQ%?{_zPH%o^24oHvkIcD=YKu`rmnW5Eg z*4K>l5imceyIZvf7hghL^!eVvZI}7=Z}=#Bf*#!tE~A@Nx*8C+IP|B%mfb7AdFI^k z$YduIP?MlbS1ZwlXJx6TtA&~AKwg6$06e0OaJZ!n?8yuuAon6JTF5P;z6?L|Z7tE7`7998P-3w`g z0}Z{Vba?umPP=k+pT&jVwyo%0L5toHq>%?>ly*Gh0BDEQCCw^g+Y8P@yW9mSDPAlC~;|gWUz7X}cgK^kuvNb~xY6pD%7Kshs1CALO$R>%)ib6RjUUiIXvD6!INOR z2rh&@Z9xn5NdUuAQci)?)@Sa`zPxX*p(SwX_urcei>s=pK0Cs0P{#Lc+ zbwN}VBE`tOJIAzhiHx!kvrWw{r`4tDv7}PIn~-Y(@B(B4PM}n`u_vnx=K*^hNXzpk zXhAeZN$)PQx@9+fxhHskRN=9kRe1Q~IM#XjGd7ydFa5mF20$ff6u`ipq3|9{vcGTw z*j=c|;pA}%3DVZRtj%>nWtHU5fFoh!^yKWU-`6r)&(RU+6i_Q;{t-+<^euFILBI;^ z5Jan#!39@6nws~Y;)SehfM#ujtaYL$Nfmre?a-nG0_nl!Ua06p<<^%K=iw<+@Z_}& z(13uPn<+#O9x($?`2+jG6upkeKmKnPk%ojS*?o@F?M13}Xz@Zb9lGeF7?4WBrYLAB zoP|DfZ;3VV8#?A_wx;)*jsyUKlPC6XEoUma!Yk=#m%zL2Is)B{g&V`BV< zMhHAm3UQnRxTcjuQUoK1U0e7MAO42tfVi2Snt+ELLiB7L5lM7!shuSwsSJp%MCB$T zNpc_<@{X0MX_`*e$tU%_TJW4vusFcN;25BBwz0=k0(yehFFifI zC_BN=_ufQpCE*;oj2YP7m3?0z3j%%?WWm$p4@e@9d4Y{fvVHe49&sG+qCxlU!#^Ahj| z@P;Q#Su^3En3sM4MUgIG3M50PtHB!xK3}X6m@YUoaMf&~W3^a#7@%Q3`!X5n%|N*T zgl?C`g+&|tzro8v|5ZxW@4e-)b{ZZ$09g$7i6$zuUv%{g?CX~^^$UYm$c=WSL4>KN z1<)@qhSpE`M?fs5#j8tW$0yf#)dTT;tRUZkhTDzsHDAA*_aW+WG(gPiumtj!?7VOG z5}R_;AlM~^LeYI(Ze2>8SC<_-;qsxrQ~)|~ zir~=D;uvcQhvFh|we}SU`=6ic&<1QUs$x1q2Jys~{j9=^Zpt6A7Rw zAYD;FdJ}=YX^IF)mEJZ*dY9e={<${b$@%Vg#~r`J;jke4Eo(hx&iTyMBb&r2jcV=j zejr0@>CT$hVMv0VMz!d=PqrX0tzBicpgJBjSYye!K1$ndwC$w}Xx~%$3;0XB7cqOL z*wfxQi{z{9YyH%*kAyROPEY-S2=sizEm=)tk%xj`*d2!~$=Nw8^1f|&@Gy<`X>=y3 z19Av3t&IHOBw!uWl;TkXnAhM1fk8%xl*W-)Mi7Qq z;|CzhH8q8O>K-`xGk2!xyG*uOAl z2v{;;`q#vqrnp~E0a|7q+MY?>8brFQI;w42S(!nYrS!2T&ydUy4THahhPAk45fv3`vIR~mO zr)}FrrCAS-_r9COyIU*a?Tx+#n0cVOS;uHPVl=vWNEw3VdaQ!L;v+d=ac$l@l8t#^ z#0QWIwNR@B9{cTJY<#@nw5rlg;>giSgN3kKY8lNaCuz*c@IsT%tLB1+VG)OcDbvJ+qBLt68 zyDzzxSglyI*o74{Gc!@1u0cQ+*dG;j*J0%&nAgRt1ABJ3_G|a$Wv~S?0^{HapjV@= z@{5WRymX*0A#Hw3#ewq0STVT10do!#TcUTKON>NB<9)eqw|g z9upyF|7wRV3N~+iPp7s~x@jgtow1`SD2rua44(r?384VZ>Daq`TBXJ}=D@?i5+Y>9 z;HH2M;z`5yF>RioaV^-?WO`G~rp2_~9`--bI_%4kq+6~kT-rpJX#tehp2ch}Wf-lO zvn{~u(7%}5PM#FvVv)-v zRpWyu1~ivccDsH_LJzTD5@Ij~r0mua@uM(iyK((`XNeFhd=#n(YWU5$^|qnd77}R@ z(yLkkqC*A#3(6U~>qm~SPt}f0$K>QJ)!QQlXK2PLpcJc}YJM^NRgq)9Yc(SDiZZI} z_eE8r(#K02vRwKzf<`N9M48uJnuxl1Ve{N zVa+8dX=;1kav4FPOgnvikX`B$fk9QlMe5Ioa3K3S0o| z77R6Bnm6bqG^?Ae#7_QYEa(_*Kh!opi-oHuBBo;7*joDird_NvRK&u0XELbTv3uzy zxuLl?n_SF$(=jVWo9hlV+b<~&?a9PgF%LLO7*CQzy3Re?-xuzuQE8NrWi#`aBqr;gy-rJ;%o=gNC_dj%?#Vh2 z5wY?ThOnyZ>cBvK+*ja2#@9fw;X_e$Soc+ipD9?JOmMA1pNzl5sMF*ER00)Anogs4 z$QZ6O!n#!7P5t(XkvFiXF{|zd4or1H^ zFXOjaqwjYXFoY)o_Ji3s9iL3My5@sVs~pbk;1;K}0q#}>G1{qJ&|uObT; z=aW;e2`+Hw=_9HVB7s5Coi%HRVQQ$4><5!5ZLc;2if^X4dH%Bp^JwZLd$?C9=h1{u zyhc_ue3LSQOQHr_Skwi=&y5fLH7lW`FH+_@CvJ1!?&93S&h6WUDz;7q+qM`OXyBUz zn12y`x;m}JA*M^m=GdmlPteaB>FAvCk&*z_$d&)tX8k@WaoHu8i)^lPYiZ0xU=$H+ z_WLxsjHAHyQQYsB#NtQ9xLIs@@W25O7W)zDGrO#Jf>%e6HSq*-xIU{4D)oMdrcSci z^|`VCHCgZVKQ%Ux-axGMRl_v#!QoZot!clUFX7o=#)?B+WSCD)16-j9{|WpPKlIOh zGve=ga^K0F%iIUr=YLA-K-=~rcw=&b^>Gh)_CRX@BY%h^jsS&$bAIt_6BHUc9a)E5_WWpf z?cs~f474cs&XE=$VBR2Ut(F#@)8zVI(nF=2UaP81t8q^^H?!OvTkUh&oSuEHso&Sv z!-o407z;vQYGI73BT4D;wQX?N6t;-fRfh1?z$Gi^eBvW~_%yUX0C91@1-o2xe%nio zJvWyM;qVJcDuit^O;bR7qL@I_)R(tO+)5z@$ zon1io1GPd&DKvG0CO%FZ-vpCxRClDbGZt*JXtr7M40&wQWa7mjD|03CNKyutyL?ao ze?%-%D5fyfRX1k7H@UhiHlXql%06_B{beB*gHs{8 zU0}(B+k-R;CO)0xvtS|~2DXkU?*F+@DO>h@_!S6Eq0)W@aFj6Cc%%3%g6fgYERchz z2hs#Tp?xAVMabc>uuSvu*$Ppl0kjsVp|Q)2qA2#ur!wG?Fv{x7jG-KKdx%Z|i%>(M zTLIIM_Bcf@=lSv@ppn{J6@>EB|c~TxOhf0+Um7y^CXNJl!JVr5r7|oj=v^-3k zmQXxd`FtrQuVAsfvV+<<_WzQ_$iBmDbQR_u@N77Xg+Ht9`4JM^I+2k~%l@E?MhKRu zkpX*5I;gK*yEf7@DJyH})ZMbafdM&ew}RcSD5oKB0n(=TG3wejta}g{@v)adSldL3 z#k<+Kel(5Af9*}Cj`2l3!qa#2uAwi3Xl~)#?ISn;pQ@T4psEpOsA>eE%SG$t{Q}sj zqGi#t*zwvncog(SX@f+UKfHBzVNp=OCl;|Eoiu?)?v%qJ2^a^uNrBybtB0XLp%pBZ z`W!ZEfLCR&QkrG{Z(5w({L0qW1bkqfyDdAQ4uR?8f`YPakqHUY8its;QV`uGK4A~! z3_zMg7O`Ho&(c^{5-h74$PORWdLPWo&tILAPg{AZ4(CR)qL(!wZsYA1_l~!%gSHwY zH_HJ={%`v2S`AqKf$p>!JW<7uHWzi}MA5;}LUeWv90!UZA}2((`w?CN-zTpSyKdvR zmh&Y(iKP)uNv1{u6gq^z5M2VLlx)&;tAtt%5fWr*07W;6W`AAMS(roC@BgYzVOf`T zZuxrKJf#tX2an3gVN32YBLl78udbzs1Xp_-hV!Q`S&H9ti(=*pNuC6Ixv0lb z#es(bNVkdpw*B+NJ8|?9P}?OXnV&Q8-2#uB8Je44f{vrYa$k+NYHHq;LotJ z0pJ{YRKzL_TW-u#LfasZ=iqI#{x-4@ST6xFv3OufM0pEH-!o)YLNl>c9~2?{CygHfaKNcVe(~(m37kK`jOY6i17*-iXq> zwYC2xK4QS0EBBPfzr&+Pxb*JnU$6v$ZXHpKXBEo15(Q`BqM|Kq5PO2sb?w|%#ZP1x z0AewM;Hz`+=YK<$gFwXrt_|TD22}bo+qr}{v4t(SkURfN_t^aAh+OZQd0OePjpw98 z)~@jup26T77z{wG*UrX;MIbCNaa1Va(%t(|4HN&Q-E)!Fc^1^{zQj% z-?GLdA9NpX*V%dDLOzW~tofw9Ei#(@b)H$b&X(CW|ChMsW6z2*HyAV3oo{(>=|73! zkVKfmONqSSK0V)brMLez&`;D0$iBfswOH^N68-M`?+FDWSz|a^vZ4{7v}JyU&T{X7 zb_kqDoB=N(e)Df&r@m%S1ONOdHzG$eZd^EDf$faAxHlcy=UW81bHs!pr7XZ_FH z8=YU+v2*7m9Q2`~AtwJfazWNqqmfBjEFUfb+WE%XPwL>u1~Lj9G77h^e2Yep)vcS} zL1My>P!o9r-XbHro68~I!LlBbjoJ6Upn&Z!5h0=3W*vA+KGaz$OHc89UDUaEy2oc% zT65CDU}K}`x?%4E&B?WGW$e8VXtpCn=lif8Ymn>{q)Y}GYUt>vxq3&stD3~@^lJ@^J}3By3qVAJBEqN;P~ zRYD+>jVuq?yYc}+s$bQ_=@rPwmR=3;oWV^7%SP(JGkCuwRwI|klAr4=3n6o%#RTXM z0&FC6+*3zr1^Udjulb7NQQXQf#|h-2YZPAwIHQ&kQwfd(#-_z-T;}_fcLtcV{=aGX z7=cdIOiSz3F0aV0(NvYvH^x+H%+7qCM5}?231y#kPZ=AXYF!*&@_8?mGp3P@+c{O< zu?kVMWWGq4*tuY4%Ao3>7JQMdR5U&KO_1E(Yrwo0eq%GRCH)9aDY_L)RfSLy%{L+W zz*u2h0!>M)TDdp3kpCc*=}!qI?5PEr#C==#zV{wGlTB!)+b8eBDn$|yG^&4Y{ofb3 zHM`#~Pb4b;H~5qOx$KIYQ9#6nDq|hNEaYeYX}mCZ|2E~j*V6wdr@j1!g7sgHv)S3l zEu8ib4z9t;Khin_lXL#}FXB)d6opYe)6t0TNbB8ozPcGt7_KS!pA*auPAdWMge@>r zLSv54Vj%-Ns%~vvdYjafkAkgd9fHW{3t6(%=l!TNy45J?`CMI}=R0qv;I8DPEobT*!f*X%<0fu%gEKOb?-H|i1Kp-U`St6^x(&V?-+9yNY~1eb z;p`>>)eqTinYiAG<%s_+FOpsKnmapFlP^H3$EkeW+0!$;yI0hqa}o}JfR2B|npK1Z z6m>1wZ`n{W^}#LfVJRtc$UNL%C47nTUndqQ#n)3+fM_5{knspuGb+c`YDda%0o9Fe zGykhBxpu3I=!&Jv9sTo%x!wll9)lPTQc6tyod?=cd9~g2%$eV(Mp_e+laEPy(@p*8 zraXGl5+ICbg(O$rs?vegS3xm8(Nh*IM-I?L9RnfAg`Z3h`&8l(1a?BTi`Wc4NgaYT zR*l;aJY^6jRDVPNhJV2pFYsh59`WRqgHniOc94rGf6P86VTHv6K%9z)afo%J+-gTl zDTX{|`2z0$elg;~IWYE^PvI|>D1e%|T6cT|(nys0hvT$%nnq8fC5+-4Q z&TAsC3d1np(8!2g#=5gKqAl%5J?4Rch$z@)v8VCMSjrz?c}lq-R$q|YTR#4pTWJr{ zY6N!V3vb@=T}@RLpMFN&Kn-#%jv>XNulz>p($d92qq325cnuIySO^E>CtzE=Kz!IE zqId0Wzqh-r+>Px9s-V&V)ERCIU3&#`mjXW!wBIya8E~eco;f4Iay04R8F|;5_eHU+v~sa zjr6EP7Am@`&d$zcQ`{V$pnc1#sHpzQYJNI()0pG)4}l+&bYP+qem$)T_(E#u%&9#` z^&4)j{XRLs2$liIWGq|uww<&M|MbeXoIwMh`)- zaiOZ@vS6W)_s?R>Zb(|GjK}h|w!8d-?J zgazu2TS>lX;ZZ2j9+%f%QD3jL@vDxl^!L@8m9p~#X7kx4aoVf0$L?+0o}|R0ZyuPf zHR_=QFTv#|CnwA2-=xtkXmp_utAazp@4prc#V8Sgz+6>Sj0_0aQBz(0GAZe@v$ONg zyRWTm)*;)Nx)9F}ef-^PTSPqM|2q48 z+~!i*S;oL{xq}n7b45i(a<|fvk>&Xv3Z-_}>i)lEcb7jYJn?wfOWBV-<53Y2XAusn ze%~ba5`(P}krj4~qV0}KPPS-}a53WWQhV=F&;djKaspC3=mwzSB|bJ*slX*?nY+Mq4~ljO_lNI-lTaTJ7E!lAQ@ihhQM zhR0k(0oC?dIn=U(uBOxJ_}b{$SfGucRqU51A1RbXK@*PE0hU~cj};Y!1NQXX$R=!c zqm~*GaX=_oR)}>YenNpDARrJIBWl5hl3emi#5UV-Bvn6w7Q8JCr_Satp3;@ zC{S^|(Jx;r*|OP%M-3w@=0WhJm?Wos>97wGP~j0G%fV#O`G9`Yfb;tm#BbgjD?HZ>+@8Is z^gu#a!0;bC*WdAF-TAL?yE#S7+fLP5+KcXj+EZG(wkeh!I@9cI4O~>dtnRNqK0YbJ zUGWhE!%{dm3AY|BYJV(d)Tk?KwI^siyBcN_{{TJ*$6%~KSpG>AV2j6OWGGi&z1HGT zxG(f(c+{H0u9p2p?dHApNjmOjyt`2q_xBs3ZRDbgqE_tS6pg*kh|mun^iym?7cug46>xL3zH9f=<`0tnIB-l{mbHI`581S~6y< z43OfwHnSY^a>~b4bAN9yu@isy?zh@B97`hQjkn{S!Fio}CZ=_yj__If&NwPHlkS`{ zG~)>4O?dQNALHcV(YzUNbPGp9eD^yhV5#F}B9ouOff%{3J3FeP%^n` zNZF*r{KS5ltrFj@xg`*MF8dR>HDyj_vSu6d{b0$9dr^}AsAp-J0%62{Nk|ewxHe`v zrVVF~%gQS#l&QWnLO89gOuo^KxPrK>aFd-cql7zPWz@m=PmxvMfHnOQqy;fxU?sxy&m@_5Q8jxdLJuILf3%ch7 zYshg~6oyf9k=6C}hwkM)yTKoz%mQ=fo?zSfroD=RrKHnC9|#~1RR=CUDl?NPRFL+u z4J$z0Me*sEZ4sdhkPE$Vgo~@xK$Nl11oxFCeABskwaz_s|1U1p^$x000CY+g{PS(3 zlT_k}c@R#~O!_oCPM$W7BfDVx(Rgxds=qo)4)49V(Ucd@7-=jzE>7M2@1`MGkzaiPuB96 zDzmB9sqC7)KVT)?WkXBx^ur3OtPC3-HXW)@+BYzi+-@bzN7sc}DXNd>AtAf)^dKU_ zm$EG&+h&29;V-pjDrN>Kw?F@`SiD}pwI zHo(CV2f&=cOJma|+rLH!?bZ0^+RxSiHdNDDQ*+?v^$dgDq=^L2E39E5#ZN7MV& z9%w>hjir;~iwBTFH$}9$;pCKg-ak&m%q#(Ai@coN^A8`Suxa{$B`LGi#NVk~@z!&j z{F=eFz5&IT-&8i3n-OqgwnT?(P!lyVLk{0sO;@c;#*#uL#b$(Z6U0)PNEyFkV-GbQ zq0d+_5cYE$cZ(4-2&`uaMzGkR`i)9SvHZBrs6BNBvD0$?%Bo3d-8db-E=%%#a>|7R zkAxbUYTg$q?lQWz1X}H?ynHzJYWIGY>k0AkvIk{@l+2xx%`xtB`0!!C3Cx__h>h4R zxII-{iFy>}C_53ah2f$%HB1jwR@Br?z{M!XDFESw4264}K3AsiN~VhC`C1n$AKh?< z*WgU9^f@Ncpl5T$dRG+#B$2tx+ zq*(gi%e#iHKyH*qb9^%d=nBu_?Af!`wY3pggH92F*z~7KV+dL>t?h}{(L<8`!^5=* z48DJ7D15CUV@*`Qmhgg+M-Fq@tY4R+KsD?>;^p&xa@Glj|Hn^7KEh5jiT(ZkkeyhA z_XsM`JTDyVo7eteKO*T%t?~G)Ab^|2t@|GXFGsTy)|5^+#qG;0D)xwEWkyFwdlz&l zkBubYXlfgpIws1{#z56nu9{@Qt@%8{pqq2q&n9pyY&ggMS_R}!F<+=syJ=hU;ll@k z&~wkG&8YM7Refq7gQSz1hDa-co3A(4;?w-FF>pv-p7x6T19zZCH*D7!mDLWk7auLFG3Ou=lZ4mU-GA!8j8B;Bk`q=+2 z=I!;8lJq@X*dT%Un_)bf=@_z!tn3;6a>IiAK&WDQM zZixpR(><@!aWbX$ zKaV!HP;#R?j_R^F!D?t?;={=QxOMNx9D82_QHzazoUi>6iIcBfX1Vv!Zejs0HGca| z=u~+#`(jmQRuQQ3BSRddysh$nI8Kra)5sIzyn)EypPJwt*8+loTX;%eeBNKfWmebc z@ncTq#3fRO@np}0?eBZtWGZK1(05x0CNKu-*-pyd6P~u2XX?~#>9=)w)Y6|av2dUF zM*V$NLE&{#!TdRvdlYH}8xg{MSw zxx`IPM$`%xb9Rtuio4r1R13{kkY_SZ+SbxK1*igv9$N%xg=v~9e&RRyBmNTqga{B} zProT`(Btay#6sDu;&=+1(5BkBZ$eGsRDbi_v0vpwrb-*G6 zzqKl0v*i?;0`^!gNG+QtTT(B#7H=whg@#63z zBVzqJc*irSxFTzECn1i*A91G1v0}E3_qf%muR7K6&h84e=7@cxv)Yjr!B47fXq*xGPqOzxzHkg~E29wG^6!SUoR9*0!{0Ag%BW2r>DehTjO_t4b%e^Eq<3|cg<=`G#c`)8B~hjw`-(8B0_K9lV?W$6mM++wl`LHJyb&VH8-; z7qz|f*rU*D2oqR5Xw4lTQLcQy%TBA-4;w$)YNGeDy=X{Da;cMO{QLj$ejb{9-$LBE zs8)TI)Wr+Txs9+La+4nz9#$|i8o14JU>U|i&;24Qp8MhX{V_~uFfW2W6Fo%5vorU) zJx(rgrJ%TiTrJk3OtCq98N<>N5LEeQ#H+mZYDLD<^?8YtOM{)sp*ek)8j?&Q=gK0( z!pL-e<<-$vv^c)OmcNW0npgyGjQlPY(ErCVx<}eJlsXu`fPqJC4lCfDF4U=`c30Ka zgL^iN$Gmv)8$h@IzCI3{!^N)y*0l7M--*y2mwSR;hS=|402#XD^l-3%9;xVa%Hw;M z&^f!60wI5ynri)KQe9m=WxY{du^Po~(j6Y5v#-MI|4mV9#izo;g=J{t6%CDeRNYv3 zsJ|fJi9u5gwAlUq)YnE^eFX*4fXNJg=C?ndW@cP>-jyaPJ0a_doY=f~N$%z?a(46uJ zcjFyl77X$!_wJ->;VOQ=FK=sDvOli_3>P$H_Dd+l#gy1hsLzyqe0`a*PGVge%SWd5 zxz}T%1`Asoz6m|_H~fwU2k||y=`{IGG4zcAj+&+>cz~wfxMsc*Jq6=YR_jx_;buYc^76v)_qs1!l|4}@Eeu~!!dsWmx1tQvb&+-X z1&(t|kr$mlZ7vRRWY@53UzgSXgIPsj>lZz`(|D;v$IjL#8Kq8{CQX7QXYDvrSI&-m z7yJ&$RICyXNdf4LY>>P|Q&W?NMi0qo1GUY<*@kk^JA(VqK@<~3^(f$w-%&@9uSN~S zw1c5+NED6OAoKE7n`QjF5*|AMVR!&y(*hgLaQhh*0XjQ>_ZnwoyMU(s7VRay0OiDV zIOXV?xTm6Cmjf&$>^NndBvxyv*usZbxT(sz(Cq58OQTDA@h(%#BiVEVS^b@p34CxP@!GEOg5hG4g{}QSP(oScWSf%0HN1 z#1`l{Z`;1Th^l4H1$6`legmg1qh?FKTmasz{V`O9yV?kPv^~(ZR6pEzj+t$|@1m=U zm)P8mvip_^SyL)>t16i}sHU?zl~CX9G|RlHkS(3zP=XV3Co{^OO^b$1Ge^%7O9TrG zi#NQ)G7y%3G5Vp-Hbr*hLKdBWHk+nx(9zWt#*)gNBjIf;j6G350geG+u58Vf)L`rn zUodR(@{CJAuR;>?+Ucuxd%9j{QW6yGA6r*JiEp z$FurmEQfRYWX!I}%lmA|E8J4T4JQW^tWDL)9C4YdYT~TN-s7-1+an+(6or-2m(dea zb%%*%qS>-s*OYHJj)%Fa?BNwb9wFc;0t49$HHJ5t(qw2hLzU>H{IWvvbil_tIjQOD z>f*U=`EG6Q;nk`*QJatF@gJvufoumdOLccsOY0=ly$_%8!FFMfrK{dILsw!IVvyx3 z`zA8kuC9hhAyxqX*c81~KFk-HlcPbcg@mY9~?%)O)et(iAUpbWac z-Z|3Uao@x93YxVJ-TwL$C4A*2bGP+%b;I$X1qP;|nOCnrKX5Sg6>IIiuJ&QwEaQ3<7 zdXw>$1Z2Nq<3?PcJSrq0bp-2*ivw4B<>Eyz2+5?Rq_%AM&W|%Bh#CA6;| z59KC~t6B=?s3&fU)~M39=Fb&fbP1zUsj=>sDZJ`8RQ^0&tyZ3@Tg;p_>S0#BvvuZu zN%F&o4`bKcY0fv+^<#sCq;mRS=r8f-6SnNWpx2OErx9bDHK6W)yM?UgG`dY-_H@=r zsp{XNB$mql#6yYQKw9sjqfDd!KH~NRnNIJrAh>T4)9ET4o^3VrxxJ+02ETA*-g%^W zEa2M%ET1egjLyH!(*>vi9F zSfD9~{LB~6+hyuG3qjmsA`c(+@IX}Yt+DS=DcTo0uc(Xx z^uz27F~KV=Y5DxTn269O11MXxwYA@jW^lezGK{Y|59-KW*L`cJR0?f9kARKJ307YS zY7cD*NNonto_lMp(NyZI2Pi8izbt_XdLTlYC(Mb2USDs6MnW=c=94>e`yKNb%6QBhN@^sq8L#Z!3Q4Wd_1K^3;SP?1IM!gQ8I{xqs zEK&VUMEyE#2hJ(rR#Lcco|LHuw{;$?^9 zkNy1gPYO1L(f#pH@<`i~!nVUf`@06sEE#aK+hi$W{COdp2i$i7#*=SOm!SQ;E<7NH zJ&iQ3GU2WOGg#*Tf_a=AMzfQ>J_VgIbDiK z@44$FwbL?#EXE-dv#O?+DM9otds2o!<-4b>Cuasv7HckA$R-VI=hM6=-ZJr^3t$-( zB4v#Y@b61U@oKAz6d)NL$<$GZ2H*AO#O$)GlG1j$y9chSd=|Rwgy*zw=t`#l%)+Ab zop0dP^Jhcs#VtN-DQ>9;V2@h(a9@gWx`MoXU+>4~h6V;7%Uu`8FC-0bz9{<4PBi;Q zCJu{J9&v1)KemoWR{v{be^tRYi1G~HWJK2K7{u6fn^F4?pyrMSLX0w?%}jysx)vqht~O)NZ7NwY$X+%n;PVNr`}lE+UgH0UcCy0 z!ny3p^<(~zGU7c~>IMqM=uXp+FHm~^9X@&Og;qZ5_kkM$c1aedOUY?k?P6sOk|*j9 zw`S#+OvAmsr23wOo3BF7Y^fQu$IXGbw6eqX^dy~gwZWF~2}C+)qqRmL0b zZJ&SWvYe&XWyxaukQQ^lB(bl`unw_FIC$oEyY$TSab$5xs zt{KMR-0ncOv+tZIr*L=wCwg7>R4OvAZG_ge*V2ra{z7FZXtrMhOJ7HCd*YqYQwba+ zI@(adwlxNM1!jVK$7e8_=71nMIn&`afCC!C;%URebR3<6Fo(j#$2WT}M#$azcEnCT z?4u75_&?o)aF0grMO3I+bDEi^Mo+O~WV2env*eX&@8>V3rRQ8Nj_o6_Al3L%rRx@v zzxF=4)K~dCrIQYXN-;Hy!LgKG7Q~kz+6dc^b%w3;ufmNHz6c|5Bai5&b%?gAZX1$( z!4i_vvnkHLu`XxP8l80CJ@GHk08^F)2|XuKzBG1e$jmhcy%hxb(%yKFleacGox&S| z&p{1|KSI2bBEL$9{fX*Y>khWd16y=;$VT1~vMu0VAJ^DK7{sS{3~9F>K+D->m-S+k zKCkC6k$mTNUpm-lqWt%~XGHdo|JsvAU~;JG@XFKbqqe{{DaNzi`~<|_zP}se%LNl! z7lv&e29pXVa80U9U&@zaF%ZZeGXzi<-C0OVp2~6cQ?#po&E4I4z!s&w%R6iV?Wu*$=>H){U6WmR<{`DacXA*?|y8rSwkb_UPHd~Rg)4vPjc{YISY8pb6VuirUD-IQo>A@p0M?Uw-5%+f$@ zu!%X@<=aDvOG|NHt}Z8F$fzFzhcai9RNiiU+C-wg(g?bC00MWC>B*z zR8;d~6UFG~6{I~^IMsSU0lhMM!I#m|ht0;7IDNMk*k-5^keF%*k%L+~RqMFsvU2&z zDh!=pZm)d}HUjPDg+n&QAT6jzh8&KHiE&FRj||`@$ozw(9Lo$;B3M6QsGg*;B1{P0 zM<(sZb8_f?cF$^Rut8`b0lU_@_ss6flhe)5ftIUVmI^r3(OSac4Yp1PZ)8E4<;I%g z%U7<1fhg{q8%U@l!GgWObwIVXGA(QnOQ<%n)4H3i&lE zbVkFWkNxCa?{jjyP@xhZPUQhF0h7~dPmr;Dapn=i&I^RoVd?-kP`Hc4zguIPT31T*K;4_KjbS?! zObyAx->*IO%jb}9_kWQlh)|^HM z40lCY*&qB0VjH1YHXoF|POUN3tD^t)`P4 zL;?iwT<V3QMV1lSaXV1}Zr)(7U;xE` z>{uAuvdfw7w?U4f=vTKY`D^pRiBdBcIoG*J*JzTV{JVgMZaO*f0PR>L)+^n4nm&iV zAucH?spJX9U(gs|#$4HBXokvyMXWnKj^i}@PLoiIRtAI2$;_h^!UOFE=2t*bv5D9i z7bRg6kwVN@Bv{tk)>b-zzF@w@6x-nVTUF`F%O*c@6&JEk-LeW+d zZKoJ8*N{Ie+%8N|Inp=uT#T&pju3l?Y=7>}G6Uc?Inu952QO3$9)6ivJgeBU4wTIK zfWs==Sy?$PND|D@35Xys52w5zJGQrqzvpiu6rR~%x_Aa^Rn1W5RFJKzoKHjV2@ZhF zoI`{>5zgam(2!5dRe4}?uy?0v`maa@Ncu}JSv2f^U7AZ+iUtG+Yi2IKZsd4ak&H8s zlug{>ak|!02YGPr+0y_of-oZoQYq2aseM%opv*ENbp;@#x;j0mix7;>p$!W*ynF=! z`Rofik1z}uwRBNaR_siC02R=>@_C5Wu#rJBRD;`}n{z;!jAji{o-_<7;5j zgoY1_n<0QH4WKn8K+8~bhTO(`XRy>r6F}@_(Q@Ngk>T_+SRZp>lM>*H(Bp4Hz#Fnr zVIP)=S8oqMiBu_vIoc~lYt#B2GE%BqCkSZhuF-UO+@^{!mU=}PA+&nKiQ4>se&VJU=LhNuPdQF~W~BxpGR1$#%_cS`X%C=+~wsuutC zwgKo4+R#v9_^}?R`%L2u8t({dGKe)W4FpTT)tP6@smr0Yi!Hwmk=RcuxZOez+!D45 zFp)A90B_OwJzk6qK6$PjHG=ZMNP5RcY?=Wa`T*`bbQs4bW_1fBa9r=t4Ukt+iN>(G zI!UhJWhaA2oDRke>A75kl2&V9DqJsD2HXFsx>yKMeweEjkOsbP(Y9rdvln zZF~3ap8a$26VKvlLJE!r?@IgyW!*`~sp|rQfjk5viPa~VG4Ad;B7s3P(})FU?MKX! z5dU7BVh^wZ5FuU>I)13ZM(iYM@*NNh(vUviY6{{_S$=-Uk8{C1d&OWwdB z3h(~v<;%}-1^^**q5KB7O+(2oH~83{?5n%iVrO1s4YBuZV`Y7eo(wes7*JwHBD1v~ zr!&V;sVcZxNPSzlh3bkfKh9SXxWekn85%j{~ zQV5EiB8Kq;Oa}ra1a2h3@d->PnRddYA7<4s9gJHZyK;Si!RGmlrz-^m9@|0;6l>Sv z_Ca-Oj@XwwTD3Y)>!$voskTO;9Qv=A7-@k2DZYyG@=^FbhK0`if0Jt*q`9{6U>?6r zO1&f{AK?`XpD+Jqv9lyrDoS-6S6CG;-~~AXgF||Nf(4mLH?1jEzkC;w!jIWVVm#5*E|rCj*^}#n=XqW)U434@ zXsRymTIl8N9X`)mKV*Z?ih(`RKsp{D;u8_LqsHJ1WrNNfZG!$T8htocd~=Etr}qoO zdg!GT^;uoXO@0qv3LY39RJ&2_q^fTyTBU$XP$PwABUkiAMTUHEpkdYa0aUR1Zk@$D zpc(%t=f~#OBt|p?9!D+lb127}LZ9_8EBmS<6$7-( z5HAt30NS4>D2m_uz};rGP2tKZT9yzZ zof6}stE{Pa6BZG{jJyTR^<2@wW&KNHueySmjD5<#BjzX zbAa$$SwgQ-V20VTP~2qxB;t1l;dke;Y-E@D3CN*))XiYBrLN8eo(f$KSXFE!fs{pb zRUkcpG~-v$24GB5v@rsLqIX#nrsuNbC$e-X6zTE#1%kZG|BVx$AvKfqU(n3nzd4i8bIFVYW?K?sx$$O)iGp`1@v ziA#A;zJIRa*kqtuO>%$jW3gf#|BAvEx-~Q}h*pS9b1SO=> zXf+KDQK-O6RO+Bo1#Z#nDKe~N?wEJ8=y%Mlv4Vg$qfMwTTBNNxn)Eu!6q#@3WsYROtLhXt9yxm z67+_bE-KXvP}5XEZvt~*nl0Vh4>|=&00%rOnT!y12Y%LqnO4HV94!#3VNUeY#fukP zs3A&m3Me@sDTk{r{1>9J${;?p_Xh?;IwV6Phx>-f0CFe{3s^9h14S2eg?bj<5Bh)) z%1-#Q5`^$cl%Z)3#i}h~M1ev2lvoV!62~O6z_NNyj&NxElJEIBnk!$HQkaGt1@}c{ zNH}IyYh0Fv$=1rM7g|8573xqXGYN{5FQ-tFJErGTb~WJv11g7f4j6^)o0~{|5Y?7R zI2fIV1`nD-M6Ufsz=5Eo#*;W?s*OcdMMM998Z)5}rczW5r_ub9F{lj|W-}ds3P_apnW{->mBqwr!Cw#;TZOCTa z9a~k zdue~ccIk&Zr^x{$JUl#xVvNh$63EeaUy4cW;L+WH6VNZ8oT}Gx_e4m=_%Jb&L;-}v zi&&5G7<5&&^2ZzFV0UeQKLbdG8XmWSpm?n%-jE4XybK8HC z9OnyApAkxM8kv7rorYta*y5-coI&GbT>Z%Nsm~-`<%5ex&+KefP;h~sIMjmef*(o+ zXc|$f;1W<`kxmzwYKB_8cI0bLgds~`_7zC&iZ>|)(HwMS;0=$*m`9*T2%W2roKSR~RBWVL8}VKtBLQwfBzWbXt*)tI z_bQMZ>q`Tt~Yc`Xb6Xoq7~!C1YZ#OyzY&k2)@bjEj#yU{~l5 zFpB3O=JT8+)u8BBfI1qTL%+1fqUWD=5el;hPMtE(V zzaH~{ac6m9@(wnb;|s!21;#02J0h-dKnJLtl)!yky%_HwKe6QS z`nqFx14W;#Ke_>TTfVaxqe&{R>q;n;r|HYIx-YA3mCSM26yp4bUXba|-y9=D!)|YZ z-xnrfKQkPhE)QN^zJI|iV6)gd+(I~H7doW`!}vbgR|9XX(wb2&+Sh5)ozq^wwt1t3 z`AKiQG>gY*PwO{8{t{G18~^vcJSq-TV|u{Iid&f1W#+B{Gae3SKNKejjqnPJef_-Z zUyKiv=F{Dhxi*0#+nBZ;LS~}=g2=|-GXq9hLZJl%lhK)(qCGdqb*ZQ7ko9OTT3TAQ z9oTp4bY#Rs2cp)ZDn68L40QtbtbG|n`FtNT>$by?0%PC#bMIfiDMlkm^fosUE%y9a z7|mxUm<0F<0%!%cm~G5+$L2uB#}+VI_hZ}x-8XS!nVb|VN5U|^ur#`R=@~@QdIB~l zoh2CqRlfKXt-DsjT=(*RWl?8*$oe*^TOyy=RK+S7MevPS=_^N8p*h|I*-djcb|HCI zV*&bNi1j$oJ4HX$tTkJC0FPA9Sqwpnyh)Fa@mbI_llXRgCzrmAqnxNZv+3mHni&*= zx{Gv@aw$7u)RMaaJ}X;B7=NZ1|BONpKZw*6hbSTN*+{MHuo7mMgoF*M9TK_q=vJ49 zU!l0O*RcW+i;jR8g^xc*5mo;$GLH<%wVxnyyLXp!x{`bs8S3KjW@tEP$z}W9%YSYm z@$YFH(D=nY&}OHl+16reEefF+f@gjDWp=2vkqBnbuM|T<-6-?ngeKoZ_jm{NFe*wC z^JRc8h)FeuF3{_dKGXwa!l9EV7)Y}2dkBzZu=+=Z;H=8`qPH*6ep@&u}9%a7BczEvK;=2(QU7Y z#IqAP&l+7*zU=chvMN!-fxX0CNCwCi4r1aV^dWjyoGl`xd3$7d*cTOWOO_+kqZ7%i zv^aQ1y{ArS@A!;8T=z6aO<`+kajo z!B!%l1}CI`U`vnPUy-*8YF1x1(o()DvWiskB(1wt!XlZ}!-7#TP&ql%_B-A>rtOvVW=+!Q5y%~a*_tcpa zmvzb5#!%~F_y8C>a39Rmi1NjwIY4A)djIUqF5JuuuoljrHiuSVrSriB=Y!SK!t}uA z(3wA88@G=!LhXf)4ga25i>zqSubpS;dh8=2)WBr-UM|MRQ(|wT*YGt6!2BK>0(U@= zENW(HO&I@K|KukH_ca`pQ{)ny7so@fqn}KUgb{EVO{zoQ&X!B>2Ju}KJV~X06_|@# zs`gyu&x~__ROHFHBza01=NUC5g>nS%;RVhLRKhT^eIOY=NJ#M7_)5ugCh%LzmbVzY zU2NaI_^X*?QxlSf4@XNDLfmBD?!`;3i&JUn)hU#L9Sm}T1O*IKOA;_cVQVC#V?D^i z!KkhhuR$jE^tdrMu8}CiAq2Lzo(z-71XGSSUj1Vnq694d+#Hdeps9e9F;_vWOt*UfP2Wh2&KTj3?l^c_PILCFNW`j|-%s8~aFNTrNTr z#lV57v9oR@AOprnwr<@@3Qqx1(I9JHGYlFZ+7h;!0F@Hh?3~3yQJz>0Hw%%s1cfm{ z55Pts7o&?uTm3j?c0GozrW2k&KLdFW^oiAEimRnXW7$C!jWWU#2)cw5i?1*isO%M| zFc7Vy?Xo=KF5xeNqij1zba~m>mc$)xchkGoTbGvD51Me8=rkC#KmN{8nmg^@Ptvjl z_3x)V!nY`uf1_QbTTy8e>8mze8~@i<{aYU=-#=8}_KMZ8=vr)$^%w0Tp=Q>$YF~@q z?G+yjEtHhMul7w2d37?Z$HF(1L*L~coxqUb02oOc3BPb(I`7>wSDQxaK`;b0sLKwkv6D9&yZgZJ z%s=I>!FxaofI>8lb7!GIVCfNZSOq41V6-N!a^pa($Eq+jP(L~e|r^9;-bqKCxyvZiM1{U%#3fH}yK z>l?GNl1VN>ECkC4zJpy7I|7gs>Cn$U$F|}&ENv)<;Kghm<>}lP2pRmuASNFGKU>O0 z1Gg}V!+EFqK#?*q3TL83mtx|y*>pPdbNq|ut{-8Zc=$3i zd1jQCM{!Fq7ffr)x{)sLjqGfxIEgXq09YdG=yXtDK7Tx7W@={}WuC~t)0Y*T6rKvs zWn5gCR}6CG0Kh9>a1*Zuwn9t}T%gXN>%nVJA~*#Ec974(LtrFXXFTgu^%XG2I7Mr# z$609yfoRNw!2|@qB3q#rP8cxd&}BKF4r=8$399kJQVWat6M6Ag!hRb@%GeG{k{Pm_ zE!rwFb@Xv0GHJXXiP(sv_)bJnrgtU|#fr3zu&-Y0xJq6^S9-20{%IKUU!sYGg2Q4Y z^(snd%N(zm%Ust0Uevxlx&e8aFbG6LXHg7>mGnP^LXFm991N7mTYZ&Ec^Y7srSW#z z{7vhY@udpwBr?Tv#1qcO-g*fWa_1?D&DM{{79h7&yH|T^PvT&GhT?CBbroy!W7+>S zOj1ITc3(;6TK8S+AM((DkK7;Fb~hT4pX+*E(8Ynk45v!?SE79(TFpX$feUzAk7UdGqor&l9V!(-D<13Bs(?s2@c z%i#6e$o;U}LECa$GpCxY9f&Q?dt)23Zamjw>4y_B<@Wse(rUX=_oyAQ+eB?hMy&`H zXOx9voOn~h&q_WGI~WdZKj*}Z0o@QbZ^LjyMRXn4*=^ZRUYmxyeoxWT#foC|&fpBY z-_lsr%x^(O@bX}&(-nf9{0jxYn~cYT5heULH

KjPHx-rqco4fC%kv8_15PQ2sx{ zz62c0w0-}rMl%y?rU{j(DO8A32$5=}%AFnl|*>_ZG76TXrSMUSwZd z#G9Rj5dF{ld24>(_dAaN|L<^ohtK4FpZ9t0`?{~|yw3Byny@u`N6Zd@JL@gUVe~k_ zBO%^fwU!rVI+ex(wfv54Ip=k{Z8i39U)}kOh8pq^WRz8N)%`+#baZc!!6jbWmf0qX zp2kD*CmOtnQr+F%S1uVO3JygbY+Xk41py8L49y=%{={%r;jSMg{dl4c8z6mMt0eS5 z2@8$nV?nw$bhbn!G;zy^43=yWTwGW>YO=yVOhxGY>tgpKwuELbH^agJnp08k7l48v zHSJ=%>>SPKZ4cgs1vTO&MXuua%#k1zTO7R~MI%1)$WqozoVBnqMjRo8=SFwnE zpl0uXt~;;mF!SmfOff)x&f+Gf!Ycw5HCoY@wf0FU(s0iSw;C9EGP+}@@}n6de~vX< z<$_SdbuY9Eo)#!h!T-;;RM3nhPIPEC3ZDbo=6&zrwGEd3C0bBDFsJC7*9N_7qb%b6Ld*Y z0VSJbnBN0z=#8gNtwAFY`l-8sYL-Pl(0;N2`dFqxgN)sW7a2xkkKQcCX-@{(2kALz zg$PqFX2!q1Ve9)aFrbP|0g56VDD2C}AF9T4UTjmOu3xD?JjZ`h9RpuZ`A_FJJ1dc( z@w#)n5eA$9%fd;9)FK<2kWO2?I>0smiXLM62y2TIS9}wpAtF*4XdJN>0dgRdB>qXz zX&i9q&2FX2f$hKpzUHG7Clad%VS$Rr33t)MA3KYjZ2N?ifd6~mhB$IE$w;y02D zDxLXhY%vq4`3W$|Ve$`OC3`Ry2MA#WvJU;h&3<%bq+&a$8nkq&kwl11gt10q@V!FS zrV};J^&Wdb%Lhu2Nt+icWoGB*Owu)pH;Y37dxFunzNK2Vri6xrm&PF0S1(`gNEI1{ z{gsrZMt7|cs%B8J3-W#x{>}whwJg~@l8T4E0i!(kg~!WL6yh?Ik^{tOaY6tzaFpkb zYdXRd!tr znB`S)SeXq6Rg7;vgsoVqfW~optD<(m^#b=NOe$527y&;z4sM*BbOv?2Yfq1MFemy^ z%^!4M-?Vb-N1CNRwvMdbhvWK2n8Tv1i^2j$%~q0`1j;E|t-gwtP^C%zmc|?OyLo=i zwTHK|Q><6BT^q!5ZTUP9lZw1c+^-U}%cR{t)xAVWF93tu3^pe{F%A75T+kl=V=2lP zBtrawV*^yjVn%Z#8|dLm4V`s3fT7cP$;7KsYo`Z2l{g?Ak9Wfd%BLdJ(yaF!H~b_} zKM6DRXmOO0bNB4n~l`d;7S$bSa5^II^6?TW- z*sj_fmNk3fiS`q_@}X$01X(4?(V5HLO?D1pu4|Zw1u|xzEPDZU2F`b}88?iULEjnC zjWqJl?rt>AG{0~m&EJGO02=nRn(Z9ut0CgkLx&q&FA{9P}AbM5fS&7 z2Qdf+dw^-bHf1TbNRq^l?HT_&1=gOxWV;M$3mkPJ2GWj zY%4^I%xw!!YbSb~9!n3yO%B>zLWbOnZ$54!@24!(Qn@;dA z8?vms8JuvPs!HA~Ld> zaGdE4CP8`+(Hb@FmloNTU{Ii_hi~*nIgdf%`&QD)fq*w$AU;0cyv_T)SzY+c#$$W8T_1it z6AUUT%HI&k+_SX)EvAalJWxbjX$+S z0}slLX2|Q8y{-_=sjz6}Pd)8gbH=ss>hSp5oQkB$4Eer=q)6z<2_1|P4bo%sL{3Fb zO-)AX5}L)nANAktLCyl=46#4ky)LmBTi)LB2|2-Oo=RKP&AK$-M0>Y>buRBv{#x*< z_phLx)9l49WmLf_qE}HCpa_3bZY0Kc>k`!koweI^|mxb2{m|4A)mk^oTwbr$VWbqw?MPhH3j((uPfB@ z+vKKj_iJv?*O)0}zH@a2+yhyn7z)pKnz4tZXhrbWWHPv)@niSb(IsCW1}#j-ocj6&z<|x>Lr4LL z=%%navtu~V(-^kt0BB&IXHm4jcqTxXCpGDMRYkQdsFG0-Z%S=}f>?&MP!= zvSG3}lom*>82Wre->J_FcNEzs2-SkMBNL-gy{At0U7Y~{gHv5y&sJt&OH(088>BxS z-NYu!tOKdX{?mt-h0QuQhj!eHaoWQ_<5tYpW!933_7X8l1Ak=23UMa|3`yv>>*GiI z4;O23Sq+eb;G30j$)h>p1#PsmbXGfJy=F>an#Yu_gZx(=!Z87WOthXyL4ZAO)kYAj zYy2)}%iJELg><()EsFE5e~vmS{Z}O#S)t#Ihjc@NQs&Zl@BD7At?bCXwaJ3}iB&Fh z#7yq?`%S$2B|}s!mX8Kzptyklk?kVzGy9bM$%tZ>a47E zv>ckuQPYp|@|-L4u=54B4IS3Gjq)u+FOUiJ#}}SM@^udWb)j>)n`#}-)?Izu*l*V@ zSSL9)#gM?{Tu;Jtw`Whkzf`ZlT$y`;YkRx(M3} z^g|L-9;i)#SyyE#g-k6qp~qZmwP@|qjn%ciHt6VCeHL?Q^BkG^{T1AR?l}8k1ZQBl zNQb5dyIlmn$YYxaaNOCJlq8y$d~i2fAHHYbEdJ4P{h+g15&J z=`K4z6`_+}BGfs#>fDS)8C4R~Xo9C3WX^9LJR&UGc^qLOs9KOtm=G2bmb)8_CD8Ow z-K_xk&9%4HqrFv&OUP!(>^kgM`ToX49p@}O-M|~&nd)-mv89v+w0`LD@hTL`wWvm% zF-mVOtWdTesD;V>9~+UJh7B-tf`>*6)Y{Va(hPe(gDLX>sy%n&BVqfti(EH#*b&PE z0Tu;haNQz(%d^0kz!5i&srDt-qJ-kC&qMWvXlV+NC@F_>%B8Hz3W!ESjt=Ujh{Ld5 zK^HNS3O~v$q#4Q#Vo769GZ3ye-g$mw;%eDjw!y%gkYMug8Q;WSIm`g-JN-=_IM>dP z^>I`2R1PvLtzu&$U#nF8N;28y$g9zDhadZNOem;c1BB`Pz(*lJej$oV0;MDtgYLkO znLa2UpO_l@Av&jOz0W4*XGT+yu1`hD)(13ud(ir1SOEWN3 zDGOag8z1IU&1$Vf@qOnlEx|$z5=h=nuyo`c(QQ_#xt%uE89g`S(UGoPp2-VZvabM$ zuMzUD4&AoQYq3yk^F%yA{e?uop{m0%bBjra>y@X!P#@UPoS z;-#s~D3ZE^daX-L>3(51`uHu&oBc^u;-S5<;^pR+VkX&%r#M zNW*OQ8Kk!8Oda*S{>Mf~k27cP3#7t1Prc}9{F5=S-Hs!=#O~goD6N+i&2^17lS8&M z1IaWR3M4pO3BU)j)c*!#w2r~I0gnj$_vGB}{JRehZ$*WLgY~kar}A3rBd667YBh<5 z3d3!ghtQs3nEsWFTaNM+AQ1Y@#5Gpm_UiuMLuyUYN;Aj!*)#V3F8WAvajt+(g!&P5 zUwp%W4J!rz7ou7s*9Pz1xn7SG$N>7)U5F%u1Qv`{nB1!8F+WK(=7Mw$-HTquU*|^$AOE=im0*yr>f2@1 zeTXrX_%Lz%$cA;xnX-jwp@CKq^hx3th$)!j-SRUK!?==?664fslYqqe2*zs{5-lgJ zhh8wv)1Il!(D$`#I;BCxMgd~68`|dYE2kthy$)ZPL$6}*=%Yj83VvIw>cwFLjKUVN z=+0q6{6ZQ|XgnkbkG>(IfxW`Fb}hi$`YU4(8vEfc-H0(%?2!cwbe4#qW#`V5{i^EQ z(EmeY3194yVXi77ylMJ3u=hTFvZJ3vQw%)@cKuN|+ZFcY6gzSxS(t+#8tS&TkQR$z z{6<9uoW|3YGprL7c_A9@VCsbzC}CjcNi^R;v{C1}T7PKDcB)Dw^%V>YbYA5xqLoVn zL?IRy#PA?OXNt#ToM-l#bn!iKl5TS)kz2v|^iaBpj%>U$UqOiduFJ1)${+5KekxMC z)EQg`qN%xW_vo;YA1Ht*$tT3#wlp=x0FO*{zGTVq0~njY{MievjFX7>#Qa7l_Y>EsOmY3$5NkVinmIxgfFlG}-c1++J0qj-1IOfBrJiG?tDbScI3 z%}*n{1Q`{^Mi*URsd%3HEZ#33}-KMn_z!#09OBCo>=V z-a5Tna9EK&Y3XL}MR#XmL83%XKO&2MABasR|7EPqrK6);{c#m;*#(8E%tihU&A^TQ z!HH!cly(e9I=0D|Z6~-F#{C^^*%_k3{v@wDT~ib{9z+b_jrdCh3pG^G{VUThBf`HQ zIfg2NcuHhUykz1(`iEku4u-l$xsUmy&OwWG>&_j0V`py=edOl)XKE=upLtK}}I^1RSI$%z0TL*NAQwTeAm@CDst9O+xmGXN$P$ z0~Q&8di6N837VrouP63nk&czUWLjZ95?q;7D&YuQjbq%UZG$yM=X(hy*o18Vnanm~ zWMwDYpTla^A2$JZ14QT}zqLdNOmFmGSU~4Uj?%mKiIwnW0dPX(odp|lT7>evx&6mR z_(cIA$74Zf+%cvKJ;8w@488;8=y$k2jF(pq8i}V83OY&6ORLcG(5>7mj58z~t zZX4N3nlI+jh$&c$FhX!#Pu-eT&wS~PCJMVuo~t#tl+9)Y8p#vej2ADC|C+cp)mUOH z;B#oP-?bu;BM_rCLuA6B{-Q4aGL@BD&3xAFIQ^i6EPOUK zIZ5<^@I7?8o+w-dU=ES}J-?&9JzV|JGbJ^7`J|p$5Sm5E+}solwknecj0K@W%3DG) z(7}7>;@|emk2)XweoGSxBKqx1n1Cf{4xA&6GhG?Y9*~q|5GPtYz;fDoEwH=A71<( zA!93)n}jffQDb=(5C%Y;@d~G-$O!^x-?&9OOHVaeI2q93V`zZ@^#a6#>4@0-(5?7) zS~jXg1a+pC{1ItHEVe$wA8&XdCFQqA-!d3zyBb=u@!2et4vroDNWB63Sy~md? z&o{6c1d_WjXr&{Nlg!;KvC;qzn*!NcSxL?*5NKK-#ll-#wjCFK&!j@vrcy9}rY{WV zO_drKc_G6h>{9Xr%`;=CaYGh51E&9MXS-2vDW%+yKd2a%>6?KFyMP?W68FOpZzujD>c#HQKN-cD#t=r|I$1H>5QY9c8?mBvKmhaO&M z281#Du`M~7=@tCQjSB#-6uoN|NqMxf7na~3#xBLb|T3BtMYdA91 zpMLl_P!m?)$^L?(9Dm}U|*9P=8?rILuqfRw;J>I0%fz~WFFWXPTf)-Z6-ZV;rE z<`Wl=IAnDo(9~|5gRb->v{h;_w3zq59N|iU^f~@F7OT*Nl zKwYzLB4)_^{S`{dvhC`+B{&osENKo!5caYfyNde;bws(L!r7>SRb#Se<~^}IB?R=u z&J190{iwW~*m!g|ptpj486XnOXu|~q9G7KrI+yMDK>=_lIO_^=sau+kvU0a4% z!*9%Dax+|?A#*+9yA&)RELFxt#sZv$fWgg8cgh}}E==Vz`Tw&!kD2O2@!vB() zBVgVlx{yNq$*IM(Cg4(I zoHnM@BmXDfy#gx{0#z~Om~v|yopb@m7gMAJ&=5vu7nJwz-D;HGCr@HACE}Yj->(!R z;tV5Ur`!rWK40_jJzcZ#`t4+kL8{Xpv4SrBw*%xB(84$u0n$gt0z7{r5V}#t4ZbaO z4zX=4s(4!QXEz1d3$j%oI&_GK&pKU`Y40moUWe=}F(gyJ-@`}f{cmXVS zWe0;hrpMk;*XS7#Oko&w-Q{c8!3qJQLdV|gDP*e8-p{G%c?qf)_z^IVQc^eC${O_{ zt{Hh)K=?R1m@!7HuNGr<4IW!~f9w+mWGgdL9=%&e*atvW65`+5Z6)t=SE6+jTOgcz zklz-+d3u`~SwhG}B;PpL0+r0RLsY!Pc6$J!7oD&Po<9AX1VeaXgVgj!_{hzE(3b^p zzwDd59B~f5?8V=ir2IhhY;Z;iW)DRGr6eK4PU#H@gG7!yZcQBnci*9{U7e;W3TRU^ z>#r(s0kGX#ny#||HCjy&XT}KNjE140`~&xnck|h!OP?w%SulHHbg7=Q;6K*4Mc z*#lHATqzvo49F8U5WRP2F3sDT^evg>uwbB5v=eUj`CF4Wu6;`G~& zW?{_P-N|bJ-lj9VoLZKkOoHVlvh9Azuq{Fd!JdFGpX(jr1L?sk50!#wG?Qr(;fN(N z&RU{^Qet#ZrZ^%M1!Su62=x#x>CpF&yAk?{`_;IQ$norX94S!x z%+H_SW}kPEKphB0i0Kqf_(OGnyxI+`T{O=d$gpw75KA5bI;lVyLBTs`VC&p74L-}|z@Ej`-OuNLv!4U`Cfkl#7%|UERk&WYjp_#+rPE@)$e-QrJ z`;hvlDE5}aju+k+7zd4F2nJa2T}H(U@%Khdk9xl&0|&xk0oA@6i)g`;Xp=@p^1Huf zH+WG~b4#Fqo3-;zR1R2dr@n1!!A2wiiktB zIhu|xF8RjU>R||>s4)Sd;@pjG+zRz7j!V!KIL^3B zmOJbBJg64vI+3MCvK~ur1IDK-(TOSfN>Edz*vYU}j_~L?HTC9CeJTl<%wGR`{9@6^ znh^W>i39z_1sU6bE!hI-?#=QWx+nT^-qs9;gN?lM`X3|8by{sZOfzMsO@@dCCTU69OAyg1Cu3rC*_pAz?ah)|aCbGp6Dy*CSHn%G_wrJNioV@@OXVQ? zdkOe1$V~x~*nT_V5EZ3%-9_DCs=%s%G;okDyxaj44~GE5RIU>fxB9r=+5g|^%pXTW zbrPI4kb2>Rmumm=Mvr%Kp=RY7g9iQU00MTc)oTh0NG!Lhc%p8xlaD>oAzbr^v^BT9 zy)mSrA15!v^eZ1lx`h|*^uhUQ!dWpSSDgMMdkt`A40j?ny)3&tPPj9clo+5F+-9HI zWhy5tD^Tko+QtDMC!#!Rko#RMUr}46}D%A>bG5IynM{ zaCv{{&?gY0BUw0-q2AjXw(Wq5l`vmvDT0bL0ZGy^VJa41FMr;qEr-KCW z>Gj``RWPFALIQFbh69N@t01NGf2J&66s==jbm}#j?>5y7V=KNM$40j1y!HwS5>ORu7?6GCB^F0Al4?q+zk!y{(&CA z_CZ1d21gYRq1QVz>d_d<$6!r6)HLeUF-D^;JLJhz8j9Mp(;YrJmY&mJ>Yicf$IFW- z2eBp@A6Fazft#KgR8Q*V(NXaZ76pqo2;fR}%PQ@$^1&vkg-B`qYvTSL;c|{CBxavj z2WW#>^CeSrh{W>VuOu$XM1~}+OYV!*5`x{R9s!d*tr#SWPIo`^nWKMVrb)LE8u}j| z9Ts2|lo0mqKrrue81RV>vfkOy7Ru&^z-_(5Tl7?rWg0Zj+WM@x=R*4TD`|#DNTxs- zhlK7jHX_$Oz8rPt6>8N~UH!&MEe(ZhGpm!4?3DME2!$_VP~H6=v}qpxQ!iOsF zqqtAqc_E%j<(jKZwRNgomMED(!_*+SDrxoRdw{x7FWn?56X8{95vvx1*@hsSYK5tE zpMGLah`0A%rcM>cisL9+(}a-TKmY*t$}2SegZSj67181+e6E8PfF?TUo9r%Bf)RTF z0vpS3E3p=XrnmT2s^#Chg24fJ#3-`PlbZh$pv#S?yw2pkxxy~2x0tr-J%LVvJQ9TX zaOnIV*Eg4c{AB%g$~qr*)FM>=D8)Hbz#r4bqJ}=uE4wdTtmmflzK=u&^aD0-} z7&Qc80}<&?68(AIR))&Y}w*W#C1@Q$1Cn2li zc(3**8eQkE3Fg-CcXhP{#Sk@puIAtFt`LPcvO|}HY!E2B5D>wI4L}nHas#c!aWM%G zS|_HarG?)3j+OW(G3J3zcfZ4IX4;Rvw8myIF+JK;ylM_7q?ixDuu4Btwx69pL%%!wG#zxB&LCHKpsucB^yZI{xsgvQj1MFds zs{y&XbNCM^){tm{PzTa96lr=|;wv;0j^>qzI{w*^>D;Nmr7DpecySKmTT0yj4pHLL z+}PNz-Q1y#)rlS{s#?J%VYm&1mnwj46#RY3605v{xKDHF)et!o#tv#`$!L^WN+pse zx%fPoUO-?_2*5c4D;orm19)SiX0Fy9?o%}|*qeHDLc3r@Df8YNq!@7k;PyE=rdYPB zGmuk4F?7RLW7hg-TEdYHzZ@si;2Jf*xV_d|sCl z?iR9W4Cm4auh@R;id;9sMUZ=UlhX;+?LHShg!;d7^>UGqs+JiXeMm&_hd_w0$gnpw z%tuB>Oez4BlPOU^;)WeCMedY4U(6*BochQdac;9mVhV~MIy{b!x!{}TywhzGK#P< zq8w_f+zwE#(SLX?;lJ=aufsa^qKRNjbZXm<-SQ<*K*yz+;wcPM?A=4}Ak$bGR z9dwo?k*q1@;LPwQUDf!-%Esg%&|xRTSHYnr4z4$Piu6+jFw9Sd^p;$PZC;%im}X+U z7+BLtAfZ7;It+d>+Vf;K85}q6zwIK81KC6|SmYjd88-XpT?byMaLj54CfAaZ3g|aV z(rRz8Cc>w8^Y-bfWV@*!ZXoX_yPmcRrSh45%&v)|u_x?EOiU68`k={2^+OiHRuRAZ z27qCSR9d05fs#Y<#JR{0dx4eLMP)~|WjjGx7mN~VD)dUY^XcIpt01mV8I}#=bW*qA>vi(DdiroE=l-1R?0!6(mxRH#Y-Zor&So*TU8bjd2{!`>tMTfp!&q2?81^sP%qSh5@E+ez=kT}`CsK{ zD(zi$`x(RkCLX&N0%?Z#AS;(my=Ys{n(>sTg|oXE8bNKuA&vZ7r$Bs(bd=b%n&TY$ zxf9QfkGaqr-oH2QhR<|JhNfZew#0Su_(&?=z{0^w63P3=BM2ajN5W1F+cR{?4?!#|f_( zfO6iuM-(dllE5KxQdEteQuveM5o}fzj@>=L?G;AHVbmDNw{zO&sz`|I%#-r`aDP?} zS^A9oX1UF@#&2TZGmdkEae>ph`iM%M^R;Ww==*3xaffmM>lnRJF*ygT?JcM-fsWtw z?m-AKB^^oD0j3y z6!sW2rQVWfY9+lYtX4gT_3XT4H2RhodW9AkXtLxr;%r5s;*7uo?{m%`0hoE5H}K{K zz)5hQ3XM3HUwhCRb1DFGFC;}Q)Kqkhao5>C{Uh*c5ts2U5v2J>I`^%?Fq`=bk1vO; z+6WJX5RG5K!S^85XTm2CZ$X!18z?u|RjCyew;R2mWsIY-O#5zhW}%TtA~9*m#kQbL z>89f*ObE-HBO2@$|03NO>@_yu1L~ubT&fw?{aJKed#CX)B3%TeWTna4)}Rdrv#IG0!r$ zn>wnMoIkxhL`GRMqdfE(IH!1k0vfN!|Q5Ks|T?9KB1Og*xvN*}79L<1=4 z81u)AM}$u5Z+5L4bt};H%!QGWqlXof(ObjE9Cza8JNbPBwVX?NV^f^Rx4T8+*w(=< z%sKGO5KVBj5;+)DRag@QYQ{VXxI4A9Xk3sFfFKd$E|2$1sMlIbr3&vFo}MGKlE?|a zorA<6n0n+7rih#l2=K$f@bcyFbYxnjsta7FLmj|BLmDSyFmnTI4iq{ZxZ1E&s<(No zXFj#(3RD^Bb2pt6{FZ8cBB|E%&Nrl~0G|wtB6Rv{bVjf8T4`>7h+Pi!odMQEXiFhV zOzGH;VSPK5c-A8#nS8a2$kQ2^-oMgjZau}<>*4`Oj%dsV2OH7R$JFkTPFrN^Bozbp zf>g}R%E+XFJY(n&cMni)* zraHJGg3}c9DBIAdn-%U6Sh2CO5k-HX52|z1%u^KDMx!P0qS?oWJ`EtI(8$QTIo0c6 zIyt@upP$-#n0yqt3xRy??UdctQi_(DZG90xh_J(`zaSTFc%kq+=BaWgn*J;wF4%!&<3VUZC>}`Pm>2PNTf-^~uiGb{TDLlA@ z`e1YOIG&shx-)QR5RMzF^jyhQ7WmsxEsUTDX-b9w(oC|`mDKOCw1SGI&0+Vd^d9DE z=abLY+eZQrTnvLaL42MYYCGxLX`m?>I@Hf?U9+wnz8 z5|E^as58=x#s-?~NHIWWLH>v*!<0ORg=Q>nvVv9)s@Ma$(ZZ8ZYr2oT_9PF6%wfG@ z&`bhd^QLe40?ncUq5z~SD4U2;1`0m1;GPJvrqKaqWPs8r2}Ro1sGiH{@Hdd(9&{OAfw@Sm{4F>_VM;5=@E7& zcE2buf4%4$LntHDd#BY}Wtk<*vn(vzw%@&_ZL{TPlU?cJGXC8H)T^j4|W(bcu=T5+vxO~_6@+*c&nwQW7yxB+>nzHmvo*W{+I zqXT<@Kk2G0aYe?gQ-~Y(ySJ&O7~De8A0v1%;R7X~=asg41&K*Av@FkxpWuFaioTm& zt0=WC7s_sSgNql_!SVr%5cPvy_j(Bge>5Z;XCKwDo5Sq}1=*HWI63|Tr45-i)L#p* z?>PZPBkE*V8w>LBjm)h2>Z1{POuFXYy?ceJn+&|I!#jp^Mq*XB0+~CyY|<2=IizI) zs4Mod^JKx_#JchA1(likac@Ye%Rmh2Nb2K<4;6ZjC~>2Q^E5@|cA@Qotd{|EU<9aW zBp7s~kHeVA8ZrgjE;W2GHFT#0xK^$DfTm+10P5KJX{zd@sobWCd)|u2s)x#6fV9xD z3<02Nr=KY=WQvK2DU7bz6ylrAI?wZLr)Iu3eV8bTx)?q)(63b=5pNYd@$$@?7`ULzrKtaz)aD8{}9aA{guSOB}rT*l6x zykq9GHks(k@BZmT5r!``!&`24YlR*NdoCc4K`aY1*sOC+30o_?Z{0d;XsF1rE9cVq z06kBz%@9HBh=_xcg(=lUmvqt_TR(}yOBiAWLlVh)1r7sC{75?(B2Iz-?i(w}nd3HG@wbo!&sky0jFH*q`)v zCmiK36ZOgrC1vHumvHL))@k`V>ibz5KNH`^Hu6FW8bt5}U%i9$1|8s!^uZkqLT72uuP!bCsJ1&< zGkw2Bb5iAD7NI3=cLbka;GK^39nu zGkP{_DrVgj@M9OuMt6D_p=XjL`|Rrlxd8mpi?txJ#`0kxd{R1EW$&|$)`Oki-19Y! z-)KnJhX}TaBdx-hw<~ns>d|Kxrc3q?he>Jr*gCoY?^}mI!SC@ck;ngAR3d@#+Y6mD zrSJhJ2U~PHP|IO5o7bB4?6khB(;uZ4(VmBp#sbVfTHs8QQ?Qz3RqS;K7)R;aMK0O! zIWcvVv6Z-_r&0a$n85NKF=kXRpz`w_y(W6A})P zk&vzs@vi!MYXw9QP`r_A0)+XKIR$@D44(WDzO#R5NDVlaKs@|xAWVFkH0ARrNps+y zqhjF(To@;MQtIHqfE~u{A_Da4?zj}WO<1@AxZ3_7^<@pQMupDE*M(TggQWJ_yz$|Y z*~cp`8J?d@ESVKS2hC!Bb~5RjlRLF0zui?V>ZA%8>O0u$#pP*$NKu!FFzmzY%EiwO zzzsXuC8#J!9U9wHvxVybX4f@yz7%*2S>;={&#NJaHuU%8fw^^K1L?P!|Jj*HvE?6Ms; zUi~b3%m$vFnAV!bcRjjtZx{m&yLw(+&@x)ENaHS&_WO8z=^+6yI$hcuEw%xqylHu) zNlT+~M|I}hqkh8A!PoVq{VI*M=Tz1)VWF0fODI6l14RY*3ZT)ZWapl7TfGoiGu*mY z<(Bb6;e%+Gq?V;V?^9G~=JVleuI}g`WM^}l=+#|BvmHloy8prY`8YC8MWoObjd^%= z27P1oYGJvs-uQjw)(CmO9)lybI}EfmHRJO0WeFoBH&;5@{n=k}Xc8(!Sw9=cqr#6c zMUqL~q%(oVt;`@ZQ<}pWWMb&xr47Fvb}i`##EtAMF)i&v`$Z)Ba45_!o^slQ=f?oS z82~WAJQPL&5t5^G$y-h2)6%OBCVlxC! zm-e|o9-J7wgrgCLWn#OyIv*ys9C#Dgo+Sa%l3#QYYHZnjDD}{?$*ahmqd8@phGP^x?kZF++)wO@Y>O>U6Hx@QJPXrZ=9&Kr%jL=@5eYI9D;K`Hy zxUG1$D437UWv+oj;ngbv^P$N$xNAsSG^^-X=jcDkv`1T&e8!6yNQq$y5mjCi;(QQ`1nfM1#)ERjjB|@KEre! zrbr6X@sDj?)}ft`j}-FIyf*t47(_8#fsth923&&47#_fvDEc922Ma$93tSJr!Wy_T z7{F&)b>*8cX@X}oszAhb{Hg&XoM0i9Tvv=c_}K8pY~GfwTTg7fb68F{GPz|7t)>OW zt;%}P?+|MMM83^#(0DbKfPos@l}FGo8qN4>Sxuj{`XZX2E_ga*1ihG_U2a!7`EQyR z_!)Le4FgSy_Cu{Z3aUf=#s@d*U5pW1Xxk~{KBV!r#3F|25q5`ZjkS62`1567upXTE z@FyFT=p!MoKVCl7bmz9SQF<_n%6j%Z$aBxPXKjtG@Av}`o3vN#?XyXfRi^gD@#BWI zCM_3R4((#R_j^`u~jp{FlKRE#P>DAC$G`WyBbA{Go;Yh;WqD)P>J z+2aZb%{#(+(VMU9_Bb6U0_RV#s@d1jx_QwaGO7mWsI{#LK9S-ANj<>UsrhpBSDHT5 z1r+>*|H6I*g$HWaA+b#s_QpotFhItfI3XdPoF;hr$u!PILF9RfEU1e5b?i90m(fck>BE+w(Vg|`<%hebRat5mIv(OrlG1p z7!GaJO*LWWZ49$mYJLaRn;>_tV{0s&%Nontu9>O)bZyu zy21~R6<9McD{553yh#j~WK0!9&x59ZL+g6mXH4z0NC^@y?6!1V<9xdO2G^ROM;0p< z@4oo%Z>xgg9J<~!>ymi~M5_-tqq4t6@8gD`5wN}t(N21RvXHKd#+Q1EE^!9b(Yqo} z0udG|LbN(8H+D4(=D;A5N6<{|;6b*xdNj>w^r?U?B#({2U7cdZ6P?pORyysuNAdfS zM^n}oSec&BTn@G~$YcootaW zsh~a!(|7LWqBjt;0o3rs<{lje3*i#R{BVXkA* z;iM>i=Wxv<4_G0i9i6Fekdu|29g&-i^QgSMTszMuhD$f{#_81NJI1`g5?{I7S0kitZ00B}mk`RRZU)x017yJ5_ z7Fx#j@6TyypN6g|?WW|HUEPv!0zTW7Z$A-Aq%J6H?~5A0aPnPI`fl>wP4ROWgiP3D zN#~JVf?pqnb!kp*lhSvOCnY^Ch0|E}aCi?ztJ^>N!4p&>Br9(%t<;i}gX06TzTj2e z7+ulqSTd*g%}P%67nZ7wd}4kCe}Gk*d@)^Cxv1L&>2UgrYSBdtnP@qMs`fA4mK8;( z_0N$BO^Dj_LuPwfoOkj8$z<+{b~4pf;?`HACC`PvuZHLHCmYrrva){I_2cbw=qW<_ zp3E&8{P4k7fFz^v*0qg{g{bGU;)atZzaLn(?DOQ_v{sOh1_*^3wg<#^p57qYqWb_X z7VY(4-u!r;;tFVnKPq18dnEic-jaM7@)H>CTG?sGHJNZMLn9tDj4=2h8Ok!5+MT<0 zWo=keLre1|_M`BTZ;GGC;q>DL96DP0~?qjeW{aRJa#bS6;5U_aIkt2=IMyh1l_nb2h;_Y2yCujXlcKE`4qdi>Dg^w zbU6iX+tbj!iv|DT@eGCNd9vO5z9KvYiTmee#nKT88x(WMddmhPEkYmSNX9qUPw=e- zdUCSvj*1YEo#z_b$1V)GJaQg3^pv34ytgU<^LI*MD0)7HXe;6O&-1SoL>WG}Is_pX zb(0GiKRybK2fN4i)JmEt9n+BE)&qP72hVXj{W=+Jh%AqA`qG}E%qFD9fyC6DbZzQY zePLz93YfmG52JTV?Gd`LNFi#p@I3Mbgpr*iAjhHmn+cCe!=Hch+D}>X!hmJp1n z8^3M3=8@<1#~n|eJV7D>SQ;%rl>mQRSnY?mEU-%!a?l)*Qqe7Rg#)T=1gT3a75k6d zi%;7;|KN~MyT(79$ox*}>h2l!xuTnE)fF!Hd7~@h0S;W+!;5VuK{1k6Db`}-iTke6 z#gv+VH#jX&6g+jbI$8CAOzle`nAsLBrjIg)FqICjA;FG>nRaoX;|BdCYJ>Zx5|e5S zX5P8ey8wWEzYSskwB91O@aY;BZb+Nj9oECU-3!zmE*>6)M02zwGP~g@g(ko8JqcRr zna0XN9Q9JY0Oig<6og3h?NvtdmAjhqW~a);IyZm{!6cSap@H>F0(MA7tvF@ zgJj3(yWnU7pbwrmVkH+hH(^rV@X(;Hrj#_kSl6Z506dp1H|$|N?09<4*^t~74BBxg zw`b`{(UGJfhYteeOvDeUJDGQtXqv&uuI?WRlLB?-Mf()dbE1%%_1io18{Nn{5LtJ6 z;vdw@8~XiQEaFib;kD6ONghiPz@dpWg;?Mt!k__;$EcOElE%&7xN8z);Pw$cWAd2Q zi4%8-fdr8#tFtmDny4O#Gt`SKj)XAkTE~J*IRNRJNh$;=nZz?Xv1ho&@WO+ z9|v>=P7aFwEYsT18lInM>_pGCFfzJul&~$6&X2k=E z3!w42h5P1_0fnJ)ClIzEj+Pi+2M0B%AxMt_jKi!mIHiWCpBW5kA8 zGwh%YbBhm!L|BkL!o$T?YavF{{0TEkf#86HE^ymDe1vGNh$HzCYZpJ(bH*U%zrQCE zw8QvB5WuTgB$w+o~b0w^!Q8UT+Q9vPbJqq>2R zkmrV+Ip@`04Ln?I9)P~Qf4&`YTO+Gp`)Pj%k%;3(3`z|#r)wA2fE zU@a*TKBYJoRX?jD7x;cEPvm?< z!rjMmcPTxS`7caQD;4W`+X4O{)@!Y~H?T^&(Y{o#y3uKHZy*dJ8iMVBwK(YvC5!|< zabjOZ7u%Jz-+hY#j$j`^wNcSddc|0munPNDH5Xj`FHlZ119hUnR(LHzdrR=2rUhzt z;c;A3sKt&8vJoVP6>!v)ee6XHJ$wk~!3bt{0+#{n0F^R1J%JGLdc=|VS&Ar^^gneW zsu>$R{nBBFL<|nXlg1Wk2H?`zE*_vnSfNNuQQZJ%W6xPK3R(-S&rTFnW1bM{V@{^~ zxT`2c)h`>xsu+MypaG)^=-*CiV?OI|15#*d(EwKBFf;>ifMx9mQw=;0FlcdGl6;Oy zbC44j-!IR8DwN?4Malz=6}@Stwd^|`9UU!dLnWuUm(sMRFv5`B2IR-h(3%w-LEcOV znYRO|FytBYZ=f4W_bhmab`Me@0H%;lnu~r}{nHQNG!?uVOzZg!4~13BuSss-?i(-@ z+k?^&U;(<`N(4T_JGRduUXgh`I=v=G04HS^6OB8uK|o`HH!(BeYswZ24aLHC=1A3yO$zNo9VQ8YVK7M$IEG!NV9*En9K7Un?A+JFLKu8c zvi%#&L{tO7L#u`eqx)l{nvwofZWd@#g@5-Xphc7BAlQ;b zCNeepIu+Y?&=nZp!0<4Pav5klQ2@V1pn8K@22_YJ2yVT5 zn^!sk1QX=cWHUU&Y7_>&OwzG9T!ePZnOH2%PqtVf%WTf^aeKcBIQL8Y7CkcxD?v`N zRmbW((5HDtg>Gi)RO9^9(!an2M>7@gF~?T1ikln#Ck>=X_!Tf`?32jXOPF!X3%pYy zQccbG&F`|pVFKC+2JIlx(bO}CR|lC@3c3?O?l6&v^}xT(MYG(nhVajD{5acZ)^Z0` zn{>YP9<(TU|z~{hcfJb)lpcibyb~V!{k#X5ZuIR^XPVneZQvf>3EeJQqK*Q>OyK~sm z&BVGF&r*5qpu-&LRGmAD$_?#v3%Gvo^uAqw29-`uF&b|t9rWw2*_MBHcK97WiN;UX zFO2=@K4i4Mk!aX0I`AlCp-&xbw@Cel+_L{n&bau}?+w+oKO!o}&+|W%bIWBkNaB){epBuQT_kF+e*D_#3uSEO6&~=STz} zu!zmlGKSEE2}BdqQXxDgA)zXNFB(lSB}aF%I&ZON6~Y;;L5cpHjALL#Y{8!^E@OhHN%%})vobXm{B9V zU}|StH0p+fh9E>>C!X@~D8V!xx5wN2$lM!38!D7*>VqMNKK$}9{Nx0rSP_joFkcml z4dZ+HL;qmPD4I7|{lL(*=luQsHK!?%a*wqNZt1ga(UOZKPUF?d;84_Y`j=)*=&H`n zd0@yXe7d)yjgljIdfoUhpe6WEByRQ|XIia^m7?3Cj19mUH6@#c3O+F{Y5=hziP#vme?CbJGT%@6+tX?mJ}`t(V2y5cW~{tE?N zxOZ4G<4#}T>R9~h&S1|V!Z~m#m{l;QjA{?U3fw{$CoTNP{9j|B7IABZZ8h!=l1Vr` z;N1FF*PA804^NDX3x0L**{&m~&MEfW8T-Th>*0L_sjraNNk|@5<6m7F__GJ?jJue7 za9G6B0&Ig+J+T&N!uwbxDhPmt%mO6FTV!|!BN~Cvy;sD5@P58kBQzDC@72iA#b+an z8+NAaFunG>o&-@VYsBn+qABP@z2i8t!H;lwiuY2aCOh z@2jT?pA|!}gIFYKv_Ad%KiY2WvPXlLL55Ud5QSx+|8GPzC*+6flMI7yPSV=hqwt%- z<_51N`Q)GuTn6`@3O+|Nr?D9W2b#@6%KzaltGv0Q_#MLw{u9r1dfnz@ku@E%HqLHH z?(*Rp-LOohE~tYH#SU8){b_CXIdd@P~dcKpXb_-$qqW0#b|Dv62Oh za;D31_c~O(a@2bFjCn)OSin(aQiDYYArz1~^e{0=clV;Mg;ulweg_Wt#mOzzn)&aBaC0Q}yw{?sYk&$b|}Lrf>&&MBJIEeFlgUadJJT6gKBL77gl= zVAlOHFt_zv%c*o=L{aoR7ohWBi=T!!l(iZ&%UY=597vp&{FuM;ip+VzwyiN=$is2Z zfGMYcz}UzmlqE>70Pl-Gr==oS6<8UfVfGGrKF%()w1h7iw#=h+qxw^a4qa1E(%dop z*-b`+cC*sw(x**?JTVI+SEKVpU`mQ{R4&h1g%^$1m-3${Qtf!{pEC`ocIw!xNLz!k z1M+t^aLc4UQ(l-lAdDf$fC)*H%%hM(Qu7QCB(YFjt6aGQ0q>(QOhHXpkWK_?Xd-0J zI+45du^hk)TDK^drM2F60Wa1iPUujF9{q+v81DO@#O?8}S{cU*yF6WI1F*+%W+g%u z5#AS(2(3LGnU0Ke;W*6#bdjU{;(jWP;nOImbO5=pi4!Wp;2z>SLC(^K<@cD?dGFwS zvL=i@t!&iet7{RgF^MTdT_m6D=DMh_Gf|0<7!Wxit5;L1O0}q9w?LghG}rJ-+>fKN zjophEj^zvlpX&zXj&32av!p#EYGCLH#Ajvg+U%pDs=5)0;Q4kFVEbshP^3|UiRjry z7@<@~x*nar;WM#7{rCvHThooK!b!WB#_)nk4zcAX>fgly8NsPp+Rj;Us9KU6sT;VD|~Z)D)oFDO4z zvy%~xnd1ZKuSD7)nKGLMJMj;O9dLJZ-1n2~gQEe90FoR)qvT~r_f(E~#R3K|y}%<+ zx^m^pn%630WaK+h>qk2l_WU2({sSt?>)isz$8Kzx*oab$Vn?tby+va|1q+CDP(o+u zy&EG$5l~Q2il`u{^fvUO2t?^1b!duo21J^Gz_-r~nB4oj_pbkct?y&Gi~(lmeb0N& zQ}(l;{cx(lE!@+_RcQ8s0O%VI{c^=P$L78Wjww(}`zE@IW04NG7D zLI(^0M}Uq|*K<_R$}Y)q5hAMxd@QB68OIM9U1V^;sIW&}5qoVr2l=DDs?U54`E$@6 z-zR_Ali2IDKU$80wAur?cgXIK#+ZgAa{3O4Dg>qac} zW>I}{Vp##_;X|{=0JmkjM2B?gU)yg>4P5+ak)8}K!OY^ncVqpbCy<<653Nk4sj4|qeKV;zL48SRpa|&fu741P#WPbKx zKhVZQL4*|!Ordb9~SI8YghSp z-@&2u$+l%u&r5@ZjD|Z)RdQXjQ=0om`7+LNF1(}3vC}zc!B)NhAH#Y+)&0)fjun~p z+V`*-ShY=eIzE%iIndVyisUIE3%*b^hykFOJQl?)fcfzterm7(y@BpVe&*Agroi`3=-#GlwbY1^Rhj9A;NhW1mm^D0dBPv|JNN@Vv zeSd$IW?2N{B%G>sfi?u-7JC}+)2boPS*fK{~zWTQ%OO~KQqs-)OgHjU+0$W->FNMUw z)pum*GmIMEOoSl&^ATF69%#Zr4K|V?e3-kPyFp1=IX(P!CPG<4 z?Whr<0h8*y)wyf4R|IE^*NHF^o12>tg)^AGMSa`d2ZCTuWV<6C26$t^k|(4{56lC= zl!$`|rA22hTs(5qtAPJu^oksCh^-b;p!Jz3cvPdzJDl~@JLdXV6!%iA* zLa?;bIa3%R8C07#RL80m=3Tw?4=)5MJuptOfFr^8A-&Nz^G5Dr^+RF6bmb(UIhn(u z83CRa;b&ASr50hjJYgmO{yRD`G0*;aT3UVYM$}z^9f=LvGb+&Q(A#T>Elt|V1xk}m z*Ol%}4mrmZ$Cee#+9!kj_~rBG!lqMKo%b(zI09bG$sj@MX`}v&y@pIh1B(CmLTR1= zidRVMb{X)d1$e{h8bpUhly?Q0lkqaV8k&Mfbzz&l03vY-oD@s5osxRUrd zMAY)$$|Z3-wD@p{Fk2*oh^~=pc{GDaZ#@F`vuE6qSn1)z%7(t*b;HzqCyfW49JM_Zvd|9lOylHY4FDafsNaj6YyiVH=(1KV z!{*%7v|6^m?jiNB9Dhfk>2zU=F~m4r<{s;5{`sJ_X?%0D}ssJ*LuS zS*@-1H<;kT{H_4^yyvX9>Ca!)9Wh=2KqW2UGQHd@(T7OhLct!aLqU}wvfTQw;s(9%#ZAPa*Iu;up{%<|N-eiegC z9?&V&es@kcL8%N(0Ww>+w!BQ?2nJ%wOqGp+@tE-S&~0J+M0TV^)Hy@3up8hkx>LO*Lu0t@9{QUrjg z8(A%SR{C!bLw*N?26pXBiMY6D-+Q6z^87ayCNvit-F)wPtnk{6E`V|l-A|YkJo`|( zOrV*976q(YG_GBoY=7SMYI-c@%AI2@5Uga`f)@LCT5g*>eXc;Sb~9>mzJ;PCz;}b9 z-aQ&>qpGUX@BMlan=3Y!577;(Kk8;UFW_(Byi_lBzAN_a%8%*Lwur3m{`Ti1hr<;%D_|m4*a|A=*5=H6DVAiiH-o|&KFRCQ!Wxxzgz-WBU441xi|pC zfFFsPIg!jO+4#fOxNHEuhG6dj!$Jc9a36xZOhbM{Xf8*0`}unU?6yN!JP(cC5ghWG zn*1`r{m&Ye{eDPf_BDlfIcA2kk>m(wAZluiz^Rds98N>tpcZ2f3@vZ4%*4cZ;Kri- zo|R~k5URXOd6%~@Xz6*K4#UVIW0SGIONvMWd;heI@2dR2ot{v>5Lrdi^Fi9Oun%2! z$YhY&#CeO@o<~NW#E|-=bP)LQ<#yvbS_6X#f8M~LCwL4N5m*Y`>3Ot2q4$lnX`;Si zUvqD+Igs+D;f>hOjEs_lKj}fSv>Hi?v9>kqPFJ#l#~=bW9cgR?nyNeq3BpS%Dlb8cB3u>V zXcge9;oV^zP@4c%{);ZNcSSm|tn=$qEnmnF6S2%N{0agCgFw{O6_x4+$Iqa^gq)%V z5D&>%a9)wrDgbE>j7v)s9$&U#YajZ?mNY}5Jfp*3)e1~=nW|9CvFr8J{Pxu4Yd&`` zhIa;)vgGn9yl1gxKmCb-q1uITK!Jjxjzj1_*p$kxpfX;9-@z3E0gTS*oNr}yyMYdL zIi&GjR3TY;6yBx6zG z>{HZEJTp!?TvznVmwOS2hHfg%uArI2YZbO8Z5@Zc4})*PN-~;|sMV47=gBhL9BpbG zG>wRYVD3avF6mHUt-;^>nY0>gAmxtXiDb-OR36-f=~7KNfQig{NMHITE1~T)ueI_u*tZONiFAm^O&0Ng87Sf1h5c#OLZPqbjH)0ros3sw* z7fVzO1r8|Hz@7DyXMxk!Ff*w#Z|ixs49%@vQ0T|zx&q5%SFlbtEcW#6T?S6 zO|s)prQ7az|Lgtv3!%rHYkMm82kMjxMXU*V#<+T>%kfFCQsSt` zQ#-q_T@#cwPQSU7O=Yq9tm!zGQ$EGxN95QbX1pe=|J%2$!>)JO{yO&L4$liHNUQM) z?VslXCi{hgBn|CshmSXRSq*o}GW8J(JU5LF&dv-@el3z3Fn1?+Nuh-JaJ5o4^M#fd zV~S`~x~290-1zvm64Q<4wcFOOcq<^=K#RHf0&^O2BHl15aqoL#>wcir%cQF*J~?0U z?%gfRgO+f=D4_ze!Y)t!VWIFn!gmvOoyj8P{jP-88AfX@DIcOr&UTo^2G8BC?*H$FrnYI--m`y36&;uE|fkq+UR9 z{gUrUcbHFal;-qH@QY`TlVRcFWowzw@3AB2sOSPp$g4zNpmepPI^~LpJ%5=HXD^CL zWBvw(@lquQXv*jFn|MK3+`HM!qHf#cf_hpE;igT3OrOd4`t7>Z*F~5h*SCoKtD8py zYvHAz;vTMtR~tA(!xqohH2>;mq9T31F456>=#yg8b)|q2%_FxR`!^BwA-A%zPX37L z=**B)NzKEe3m#`ekkmu6j~xjN;ktuy0j31vOJ)COr=Ni&4-Oh8vtkK?b$JsV%u6_?uj>)@_9~$wQ{pwSu4c>z0#JkHQC5OvFd0{aH0thn(9Ca~^+jC7p5d0Ne$)C=aVzV~9TH2L{Tw%j>FNO$@=D}8g?t$(6q$O$^m zR^LP{kNH9#!tW884)j{M{2})L1FXYixi2jw_0$Ey4PAp)y9+cE3fi!b> z4UxV8*Ku3dNH7VTxpbLEiE(q-h+=|;%XPzdB=o8)#p6|QOSUhj*LJVhmD%KN05#}#&sNJ_wdKE7W0(8+sHZX6Wx0Tn_$*F~L3QnPMW zx~uKmX1Ac-ZA%*8Bb9*e58R^_fabc|b;}pqcu7Iw+)1+a^XQS+*Oz3P6tGCX`X`a) z`)*dTIum*Bu?Q)w_Y%HYK<+o4n7FtzWSAA7M%HsOxOLE>E_43qQBrWm^~vxVA(N)h z#?x>&5JE%kPwew1i5kO8G^&`Cl#*IzL&|Yqlhzz{%cdCneuelxMK!We6gQi7K1CrD z#Bcy9w=UQdQ2bIc3ggjLOO`>U5+HLQ!o_GK35wu1IO8N3uUtl~KC{)1j2A>amtVqs zCkp7)#J)WOhH45C3$R=}B5WBmrzYF$}#_^dNW8|*(3&8 z7a|=}8z{cO42cdT&J=0XzHbx5)C4X?g0lR zO+IT1A&NW^bb1z`>GJR+i)-X2_#4t(>$e>iDrlH6=!c6K*6|Ma$ceW9oZkUX6GrOv zXr-D9$W}k(W@oqSwom;?jwXeY90rm74J($AhfMTf`2wop>kL(B_)HK(&hI89C16D& zITv3TXKr8T*2omHzOi!C2q8dV`%h)&M)lRj^%0RTi4s;93dQ5s1^jLqBje+B;(}|J z3lBrR3Hh3%cdJT8=BT3C)Ciot?ciQ z90VsyK9@_uSpSz*!8H>&pwLJ5NaXB zn@C6I;1wIzhw86iVYeWe158UGqaDNcSn=BAvo92UlPh;XbX4#NE0T~FYvg^`{8snL z05ZhpgKaURqtd>ur;5b->nZVb5fExrp;S?5m>|(cCg@xV0+F) z`UaMHqtL=LxuVzQ9Rmu81`q&0`-Zx@x{#rDoHp(s0ND&{;GBioMkLT1E|-b}CxveB z1i{A3aT?Z)2TWb~_ug|pMmnFUDk7J%bP-&oO=kevcnT*t+=MfS4Q+cnB|iQ!#-U@_ zA=x_^WC+SgBJY``q$I>lfZoUj0^=(c$zWX|<#7nRJBFvUtLZb`aa4~!c?|oML0cnU z($&7yDW<<8K(m$*28c+V$8bFvMFm^c4e6AT15E5QPcc|?k=eSz1C-4sh?%f06M11o zF-C&%#K75E-CxH5{ake)n`N;lRg{%0k>ZlD3}t5Mc;oZZ-V%U%0sNMO~2ByLStCu>YAv_ zYlI=-vujj3Ss7dgNzH*Z0z)S{-OQW}BioJ2>RYF> zTdRTRj&8{v+QOwfXX)Y)2C?3ZVs@`s2c{IE>vJ`}Grla<73?}}i)`7o`UjzAMudV! zQGOKmLGcX|z%Lc{iug#Nc^i8V@sDqL(dxM|Vi}xEvRLo?`9zY~=Y{pv|BA@PQlkY| zk>)b^KagaMEZn90-u`|FyV9|H==8IvFhbwHc>prcuweuup&mbSSc3It$p`p`=6bH& z_#lMG3c7y}?2IkQ^!=SqQ&dzW*@1kdTo1|#rDxVJORRJGO&gIb0bCuu53V`}Nu@f1 zw*;}Cy#6uf?wh|_O2so)fDM=&Dbsw2y}!3bqA@s=ii2&MHB|UW+n8R9Nb|za?v>%u z%uDlnLo5t4vS$9j)i0`5>cl5ph*5+?K-$vlosg075-dz~-3uK!{8$3HQ)GlWX3cb* zW!+tcclYJ=mjPRjiWF#3NQtJLByz9zM zd;*89-?uT%LB$YcdlajM(cxmTllji6W-hDqzL&Gzgb>)QNXU&^8Z@h1~ zBih0rl#72x2PZ5I48yuUAUCBl97l#Gx?4Zc&^-?&!fq6s>#a-pXTR`^6*22ZkEfY$ zpOw$L3yO5W!=NC`PBaM|k&tkH%=ZLOdU$wvGY7{#9vH&_4Tl#W>=(wA99T7t+@#}? z_9NFBd$N+Z=axYZ(HQHWYyK9Hg(*T7h`l>F^k zU^VeY2fW^61%Kylgr z-rQ6bm49|^VfM~*t09w#x3=o5-A{tX;^JZz4GoMjLMEvQnod>K#dgK|PvT8~sqVdx zswc82!0-1;b+LCKR0$#*5f{a(!Jb}`>z+yMFu~AG{lk>#| zL!V;LN9rG#BJ?8Rc&f*q#gf>s!LRG{t=8HcHi=q46()id8juZ4FAC4A@;{62U_GE@ zVT1+De^xj#vk^%(v<#@go1zkiB(}-?Hu|h^jCl4S9#iAvHhCsnlJAuUqmC*H#E~IG z*=kKL9irGfs8+l{R;M~W^BbJ9ck~d7MA3f>a=Q`cy)@#4mk^LeQlOKhjCv2O5vs2; z7n^VRniSkuiL7UhhNMXMA+2IvXuXF46rlnEnrB#aynCdL&VE$JcD(p-~nFM`a7yLGemKC)sg7=fZsMJC0(g1jxZLE@Z8$$UKo#?%l2+a%@pX^_CGII58P z#cZF6WGGoDWDdHzx?{H|w1)Ju3m!dhhTW7uH3<=z9>7~i_*G#}Fk%jF4}v6We5qYu zkr>ls<5t@s7BdJ`K`^v0F6-&g(2#`ZjqKa>y#+JAy)N0zXO!psUu<0-7jLnJiMbS{ zO{))qb5vEh>>JdIpADN?PSI>OH1neJw{>m(7-?GDv*|tm+U0Nzge`@`OsMMe=Olo` zJIJ5~*FoPYMFmCO_W;x(42bH=dY__8d;w6+u~k0@;3q)|!HsnXLK_+QjoK9Bq;}fr zgj^obhU1sYF z@etum|Ig(DrBtb+s|kUYzdG|4SAksNU64Yf76S{4jWx8ku9>h;Wp|WqwupL*4{ZH3 zJTxT5+!r1N#BmI*ncFb^XgGWIu(k1mjZ}~}m97Z&#s>0fNUY!insc00^~!=94!6`E z{Rqo~+`Kk;WyK1WXZ5bth-x-(WO{Qq6Xu(K_wA-lMqd;nV?wS#i?Fm9Qw8;Memrh( z(owmWo|@v=0|)S=eL-n0_6qB;P#W_uAU$M#sVJwYNLby5*Ge_!iivlgaBA7JP>$!P zDVx6I+Nd*OcTkTvcnL^J#UaJNd^OcqagY0dtSH6iin3yJvB~~6v9laP!}>QEhh^ov z%0mOltaxI>tcza1Lezp)1?p2*`y=+x?)3zTtgEeDq4I>Ci*+^9Q=jca=B_N`&i)>x z0#j`UFv=N%ah2vx@ACT?z$MW_f>;$%Nw{6z_J2Y_^`c+vcmC_W96{b;z1R6gsGTlf z+^a&n%Uqb-j5Cqd&?l0AcG2AbCio`nS6~#Wb8VOUu|#9wDsY@IysGHNG)Pf**+@HCABg zp>i%$|Nd3ixx0?>g6=f)OM102JvK9qk9`%*iL10R2NNc#!)P`k*9}4nz*cmO>FVkA zy<1eOr|b`I3^1C;#=yFsygV#N> zZNI>)-rkpWdy<3k(p<;7_S$ylMOabF;ufUcL`us1veS-vE6=$`{%qafa)HbpwoB%6 zteSb}${T<1Y34Lld^J0{({D)hhIiFJ+pWp=eIGMV0mgAGLDO$UW%Z&~Nwe+~8>%^J zQ4y;4$?wKw2($yh_{sS@JW!hNMgJ?Fh=;dV;l6-kg6DP(YeZK4r1FB@r5cd+Y%fG- z+)41*Q+blR*}92LOUa%dE1YVdYMpf{Y&{kCy04l z^!VpweUT(>u>PFuWVIYukY>|B=R{YiZDC+UdRINN%G=-w=Vo@*lVqmfM^nqySc}{{ zZam={x%YO-v7)78Mb6CC*@6YKo|>tjRGF^ip1uo~&Ci6dN=h2RMPZfQ*ChEDxm`bG zOs8ebEu>@=IJQn{kbVG%vsGPLawM;ircWe>3+*5Sk|)97>$euQZV>19p~h030cFMu@b&XR|LbqyuNVjq2i*`yfEtR!E8 zFikzjsbRw2&Q1xL^pX85#}%S3A$IZd@iE=k)bj4Y?FgH23`r-VVmt_Fh>rH7A_gS! zQdI8qAQP|q<_G~f1>TK2WDs6KpM6=0LuToC1KbZG);wd95EGh{s$W8H;y&y$s0!aw#OJ4`b?G@sbzanWr4Y*x`v4Txz+=~PveP3WVf(qHHld6a70G@@0xeMwfSJit3aK~f!7 z*n6pZ@Q>C()1$hKuuHe5SurjpdD(op>m~sKM^Np~_-@>^$w(zaVXsW%?!V8Fjg82W zE?O&i7@uIWKMV7Y5L88^VaoUyTE`=o$(}&}W7EK0$)sSoaAQH$>O*KiRZ&xW4+9$! z8L3_t@0@%(ffXK5+{UEwaF}25K1^h+du^uXlNg>zEo&_;Y1BPiER8YnizyfRhPE(I zxAVh^CR8av;L)d2WszXhg(8wK{GGLj%ZD(mkL>rj4geFuFd3Y4=wZ`X#vmqj=mYD) zoRYwh5YjKjgL9uAVnWwH@%=i=0E*6E$N!F>>6RxTwl^^;n-B>tcl7nxV!mtV&ffzu zhBjjCcB+Ae#YN!URj)F}p4vd%5c?gXk3N`I#9RE*ARVz5f*hh@0@F@^L~o@2Jg{*- zlWn(s*awJE zXlKLbhY>v`anaGqXVp?~_4k>N4>Y?MF&)-pIy3kE=gL%+lt@V)cZBBAV%mKGqxt zgZ_vci!B)n2WnR6u%RwyneIn zqKB=f(W>UDU!K;x4mk+FP#xlju{v`G$4W31wez{JHKs_}5#NbP2EZ5a1z4jombP~e z9iX_$5i8F6vT_4TPXJtCMFe1`tw};^ge=HmvM16SK{Z>_T)ag&HNSWB4kJNb(EJPJ zi~g%AK$)P!LWE?;2#emgek*P5Mk>msHxC>(e-HjB-RD`Btf}@sstU|j<67fg!PC7b82Rg`<)Mt^o=#`BqbRF@_{ozD2O^QW6sb^F!%&qZvoL-yXc z*f&RnqI7@1YKruxhQ|Bj08PbgI%FfOj}+_;DCYZqZ6V*U&F+&4ss^ga{V_b@3i|R86na^EjMw6Vny$~wJKvzL=Ib9d0X?x3_ z6v#pxDxGLl$N%MZTMY(dvphXL(U)=w2nr%VfJDJ^*>i8}cKyjbM8OrmqnY~Ux71Z_ zTeMXVleli;N{SDLWKK+nK zMlKlwO#)_kr*&{#lymOY`l|C!o|lV*MWemR|SIO-Xy$|HsPy3%!jZS2X|C_QUrKY5rRj+5fnJ`5)Q& z{GT5@|7!x3-&1Vq)QqlqD}f(BdOV+%&i^i@;FNN|rKRPb%f7_As@2dawUr*7RtoCDVPKkF#v&>)kZ_7-fh=NOsf;#z2X&Akwtde=Xg_xv~KBhmT)$A6{Q{p;auXF==p zKW>xw=kZir0l#%_6V08M@8uFM0~>6bZZ2lskon@d`}n`F!0JKR$@B%>%oqGOu!gPP zcfdX#So#{WvHy$R_#YNv{MTeD*f=9Yyyq}jO31bO?7NMEcmcr-2-eR~)h6a2ATq{h;GA9J57$m0N*9gPIR=d{Tr$1?xsO#=I>n+tiFAT;u_pt5-jsPiX8>nsZ?lBC9}R zjq{_pnG7Mdz8se``I5_TL?q6S7^n)H9Nr#T8MLvbxqNHqb_|hI7cBP-=aQL?d}}m2 zyCa6HcN8jnD0Y)lCAekW4mqgPW1OylEF28D1Y>tZgoF?_V{{&&!UUD}!n=wUo<%SI z`W2)PHoTzV_{8)~pv8%=iCw+O`wBL^#s$J}`m^j~OOp=oQ_fM19Lo&2A!Or$@CvqRmhT3Y-uI6lJX4dLdDFN;+o&bV2 zguI)ptS=kJY0r6Z=`Ps%yeBZ%rc*yXQ{n~7O0-M)-nxjsRx

zd+#IU#z`0j{GjjTM3hlIZZ((`u`DQfSI0nbaNl$PH1-96QFv$!g7Pcxvdjp-?d65= zT@DVhZeTkbeuzW?^WVY={}<)WD*FL6eIi*wn>O-)iSu=8b7YJ)A5HusCsD1D!R*{d zn>Fb{qzjmAx$c4|z}QbT0RVgUY{#xK7sS>fd|AGmtFCMa`GAxJf-F@15*tzf-jtl2 zmI^!OQ?uGW4=l-Qv%BxywaXe^Ac2LJtY;>@FP^tJJK%KxxasN1NX>66wH6gEiRUa@9N*lTzBrX?6ibk47o&t`7nEuV zp;Iv2FB&x;WaUFtV1H=J9QSIdt4n3*iGF^)8kfPj-gP^wJD!YoXb2?FwA)mX>=XoEPpbF)lD)U|e)?fpMxm-zzFT(1?js z^Cm|XbSlwl2;o%(u_;X+$)7=u<;VsB75@}Q7ucDWlF~7a3?mtc~tw0;p8pnP%fFaq8C>t%J6mTPiPA17p8MP*aEv0TwQiPm(Bl}KN92ZkE}M;W->AK`D+YED-MD`)trdcNJZv_>NybPhU*>^(S?A11T=LEiO@ z58urrsUK8WqvO+7-!bNR=&Q0%#46a!19%Ys;+j6Bbiq`cvLr%k!J( z0@P_#W5{A8I>bu*6x;$oi_ssmgJ#<9iG-A(K`MGdxy8K_bo|42T@4BH0XU+^9< z>~JF)P7@ZT1#wMY9Cu%s;QGx(_3v_-4g&8#jMV1@rO9@ zE|A{m$VjOhdB*R2^N-cZt6lUmmrXUQX3dO#u%=h6jytxCs=bT4k|MAWk83k94y2(# zTM40&R6?I!tVHq!IumMw%>4cpbrsp_kAs@1Up|E>_Pp#-;m}%m{wAB1u^-4u*$TcyQxgz%PYY{ zoZizD*MCf5E17~u>)SNLoSadz^SR^O6@5pfItXfr}U{0UnsK(54H%%%fjThB2S|`P3+mtqEFECq&Ew_fzpce`XB*`98I*~!KxDLD=TTc4T z)Pq@OAO6VsazF05N{r2$O@q>5X5tjK_B0Bu{Q+eF14T0M^Ev~8zk?n{k0umxMcEsN zWnAGJbE=9F&uSu4cko5GY%3K)?06;g`?}7->aYHL1!eOfWQoQ_m$XTL4PkKg8<`Hx z)=hrSpmw|0U4i76HZ7^S#Z;{Curej)PuLw|->9_|6FuSD2D_YQn9)JrOvWg=h#Lzv9?PO*0$v5Y8K;A7 z?x;#alHYwpBSx<1A;Lo0-E?0s!=2793Gsw)OwxvQU1JtiT}%W_Jj($Hf*EO;^i6zv zAs?wC=%Z_@326KM`+JBbF%Z*8V~zejIT8P{*Innx{U8|cLyD;{kGdLk(EPExz^71C zJ-2nO+5Q|V{gAAs>H<@tc|)WD;3u&mI-C)5Xk0rm;xNk16^Zr&mQ$de0bVxT+p>TC z3RGI@%pV_2f*H1qsEfi?ZFjy8s5+_joy*%%6A$7V0lVMMn__*3oI z7_z&Ar=*IDr-q^dcJtB9psPMC^xbOHb7*yisRC*&2$wHhzKP#_%$pmCIxoX!7; zVZKcdO-HD!n*UkFt@4#o1IT!%QeMqs1x zUpA8dtYx8CtwBcnet(D@tW0qtFL`SI_MgYDJvra~xLX(AgVB7wMAG7vdEM& zTaG_Vf&K6m6gAxG_tv>+(~2eFI-mQ34+Q9fK)6ON3k;LrmHnB#9=o=!jT1^1pg@B% zh$swY2YK8EfHN?cvgDYYYBw6K71JH-_XBz8`Y|{`Gwzi zmk{{B;L-h#ImRFgm~27K+K+IC&|}NHF=Sz0soZu)qLYPZ*tBGsW8>t*QfNzD3ouR9 zeoMuzfWLy6fxhAG;OvIL4dH9jx`5k5YZ0ps6D{#> zt@J+9&C!hhYpg#)k(k4JW$%+qpn=j~5_$0jXVF~hA-xa$_BkjUgr1ak_Tt2QXLkZG zwMcI|#$6@_0`qq`d*IWjPfu?B1m;|G@zbOS5j|G=eCt<`Wa{hJue7d{Cr)55plTkR zFl7*+{o-fTIgsNatc{B+Pmj+AS>?SlJK3vlCIJ|v3zEjFrMCTvnf61IRaL&&J%J%y zZX220=MW?pH;(=aiLHns)yx&BRd;_Z@XYj{3yR$olfe^3kpba8Rz-w6R@MI*rnn=L z#2HcJyF6SFo32)to?ptuw*^E^1cUB_0CEl;F)u|-t!N5+JFN7{=*EuX0BZ!E)Leel zy-^ORL>&W5Mnu=qVBNnZlhb=gDu_OKTa>rerTFO%zsz)Y=`fF+mTgez5{0N5&OY=# zI0R3q@bxaMcsQ4%R^*`G9F3d z$2c-m^lft!RIP^-5b2R3l8mE^M&~efWYG^E`DA)@pg#*jVCW;e0`Z{^#&!gE+bnP!jOLGnSjn=$Rc*AVv34!S^rZECd^-Prg-*qH{FKDCzA{2U`u=7FdttwGW3>Ct|zopf-(mA|&F{Tb#F#*+MX5 z(v${uK+;7Yxjjxt8SjdX1LF|DuW4hlM8#+*_6;%FA?5!;=NMWlo<_1c8a;Yq3 z{IHnVK7;mc4L5JzbbqtBBEp!Wf9L2EtzAF;KtFJsDi6Jj$cTtF8|VVEVj*&L)G7yh zdJ@oCiLqd+g4if2Y3LrKvb#$hI&_tP|9%mlu3>vIjx}_Ya=^;^a^P57PHAhMN@PMp zLZEh0yE)!feU?pE*`ITb2Q~jdzmw#ky_%IzP0gh)TMP~0*z2!4IKe=dSp}D?CKsrL z!LwbcQX$@BUbNSHxvoZ>F2Pm#I6;X~HN8(PmQ>6zx4q|I3#=YtmYj?)+@VD2B8rp*A9p>OaTLRF8~K%KV$vMY>A5p2+<`lu+g^3B~_zkzX?i-EBUkH`_k~M zc&0K{V1}cSSp24E8EPzh@81Hu3FaE+i6*xij~N3muc{|BJCvKIrco-q8ixjp<&cmQ z7VR1jfP8B6noRt(_?RWmI+8m#LV*r_rTF#in`QgUz`ZnfiMX^`;S*` z*Sw<;_~DoEBzsUSL9$f~o(kBZ2+0uYV{z96r>dG?YlaNgi`lxCY{$ri4g+r2)21ia z{pESC>LKOEI`(V39_p{!9eC;|(F<{MyicU^HVXHhT`Fs`h;x)j`}$LFUahA+r=I>L zny4V$>z5q<`t8|eU7wd4zD$={_~!VH+|U%ID24YeDMP+dZ#qAu`uM;pwd6QE4kkbh zKuk=`7mixQ=fi?=U_@x&t?KANkDf0)JPZvQvukSZW3=#zHG`)uc2?t_PW^fZcu1(*b2yQ2-L5|+Zs3etk-d!u6~O!_uaa`a3xa?zeZ8yg$@o!x!!{S_?b zfV|h~)7dr%+hP03~Brn9clMzG}_J;7WFiSnkpu~oG@I6qK-KPA=Ae^J5Y@x z6V_!@&ZXXXpMG*d-bi}S%%QV5SqSi9vPY0V4=rQHnR)kcM>MM~3kMe8Sb5{M!iskb z%yvPa{IhLH?_(5kLEpW53eARnU%x8(Vu80IR7FSCbmllydW&mv3A+dp<@ngaJ10?e~R!qoVXsN#{VL+`P1=jTgJP zmQV%`l=oREl4<3Y%zph>Qx3&#mN)WpQ(L~K^^mkK4p#VfD5A{{QX86TWDhMmjvqQ-Fb z^p@Whrx&(csGbUOTu({M&x);s%YdUBMWZ3J8`kZaV6jNu)QYDFy!3)Ll(`L(!9ZUj z{|FldipeJDi7&@NFqd#WAp4s7;n-0xJ4m@diHh2%uAxCH--yoO`UGSlKh)FReG0kV z_VJ?m3lf%+vZaaTwug0d&`nZx0y~=~mlSr;?ud@>rkHuytHl*}B%)92Y&FN^qjV)+ zZzoo%=~0GqR$W<#MPpMF5MqU$em}p+HEqrDax$S5LmqpM@0L2cx5n0%FWbu5IR;UoMLG%V!9j4Gil;h$9JW38 zXmtE=l*=`lwEf{_5-TW8R}|}v=rnk$S}p}($`J`i{I&YL144<2s3D<*zMIF z(h$3U8bW3-HR7~@BN{y5r<)kfu#{}f!Cccu$pn=d38rM#K4eN;x*LMI|)4ZgIQYF z1bnEU-#Xxz@DvcjxLLFyubG&t+iA>Gd~S8|G3|!6yl)Qa3kIQXZR?_{=8M%s!Uj8v zzhVCd7}W=EC*+8~XXM;W!NuQxP5s4s-~y#>O;UyiQpF>iS7VytMaR7?p1FSkZ`X;` z)Km=jgF?bCJa~*afPVGxuqAwrUP?Yf&vQDfC`|@B%%$p}eg5UiiLMBeaKTzOr!%age5=+jprtQc)c8_iKFP! z+hDgqOROb4AF1lFTy2@spove$1j!3N(wuAVwI{k7c( zcHS2rBpj+1&GyEb&5yojIJ5?M>(=leI5&Tu+8mgfah{dL2zgNPfd}25JV(3D;WpL^ zoMG*Up`ipxmv7yF+CHP3ZqiUwgT(z_Y>BqEwlWtbuFb{X*gERtJRsLTXt3Woz4P1C z$%65>^N&O=jtLGv;A=5jq_mhE%0;Y0nJf?_JB_BqTwD85AXza!q6L z$`4C17_`A8Ma57sNTOUycUxaht`M$1e)oS|{gB3%ym00gn)7j!A3V6RJ_D-xO|ElaxyYDrw_du*`WyNfLA#!Y zz!g~WLpKXelgHV#ji+-h^K;&I57`ADs7Vg+cyv5BZ#P*6@Vs|I<30ZXa)gtH0O*o9 zS1nD!yePAhfq_{0%2Y?+KFQ`H#^4~Egzmq+_M$o?=7&dkjyF;^VoIdj4GW{MX6sq| zJsim!;+@h`F9fx)Vi8q?NqXhMt#1wZ*(5w&u3cEm`{x#{oy_JwQ(98eVZF>@vDWhT zA$=H6B%q@X&fzX%ue9MSbTml?Dbm@Z4#~5 zy?F;Q->7VC?nyri~41z|5>Tp2(>yNz~-s#Y~>C;n0Ev0RW&<<-@pp_*2|ZSpu6m zE6zL{Kp)^|Zdq|_VvZCVDQ<`+p3$zbBMEN|3JTIrJ-5@3{2PEv^e~QWvQbK7)re<@ zjiqI^;HogHGNklokU|zd>(s70qHm>LD9)ksd3{}q>RqY7){F8mbB3sW`v$6PwY|g8~s!|o%k`I zo^PQ*>?WLCK6TV!k^vJhszF!A(nqMiqk5>B>%wXD^9bA>^RdtU)zmdhnhK_xpDtTK zId@G*8BQ0h$k354saa*%9=N$ldh5(inT+)G%Fx+wdI;Zgzjg3qlS)mG__;u+x|ME< z&=C_6PEJFwyGm-hTB?WWNi6eDpsJ$w6{C0t5g-)dXUE#?aF_nA=wH}^M1L9sX=_M# z%4tF_!GCAYK{;zS3`#3k6NpH()Xb1iV@nHH`r!1m^YlpdIn*klE;1ADI@9G^3z-HZ zbkGugt4ZkT*-oR6xtjdMdqZN#rQCntWu7w$Zd?gb6aoL3wZD3It#gCGs$)VzLfiMJ zfUEKtCyA-85oIRKOQ((YRPO?sOWMDY@^JoSr3zb$v=Rh`8p9MlS19-rfoh%rbKM`- z|NE0l){)dKQ!%Pzu?_c%Pc9g7*}%0Ui_Usx;%htXS1&D;F$HqwPakA{`&HrpgUfVV0t6LSUwPy};m5** z|61tJ?^(~HvqV4^!3tBV;pmf!ryhs>N#qay6YQyBii#)K8rHoZNJLI||NaJWu}+So z9G#Mw_~p3=3Q@b)S0Rl+_P5!qaJ@!{)cO@my3}wELkwHVE4j*Gt9B4&{o59_{fcS8c zN|c)h^BKB{^sE`|9JbGP7&WXs7Fdtq=UvC4U*@({+8;W~C}G*UwA9yEOiWCKO@13= z1o8Cr_MQej2>Myu16W+7x&RRYmX1I>o7jp%5V3ZPbzZx;>1s* z4mHMt53`uKDkaYkK%+I-9Z7>&0;TSKH@Kp*!Ym$vtcEhHZ2H z`uU1(7yHIX*=NEkG0NiS`dQ?RX9fI$6zC?AYBv1WxcH`567_`es2?s z2pFQZmT6xE*7Q^W)I1s3)eEut<54vz=HliUmk}RwOEZ$q_#}EsJI7B*j@ELjQS!Yof0uW+!JdBkb zZ;k)V|L|x9$Mgn7yX4F5II1jos$}}x(nsaGNyA)KAq%hN<>koa9GHb6m$6VR@5SvR zgEGvuz4_a=MN^ZhcconT_#6l zG~!abCI;LFpW>ijbB62H9)+Goh{)R+emdxHB6JWCckSA>eY9uP0TZ_z#ttqc94v7z z);gWYh_Zz`3?K)7Gl8UP?z1kZFP$M*L7{whhAa}mu|Eff?A&90F^ErK@QPQo<7m_c ztA)kbN&K2Q{q|+xz#~&ai!c(Rn?+;LFS$u4n`tYY8^(qIX%HxJX}6%DpsvLuU@h=y zI9sTc-QBA>lG+pdllVg(bZ`D&O(85Pi!dTNuE`$FB9Qo&-$`{M;p5oyWrz!DD z8mhrXc6D9Yr`#kIG4R6>NJjAGrKPf*92~p--ePhx_^SpeaO&R?LNKeNqx0Acw26U% zfiTJN?%2gw*$e%YZCLVrl-4*ooo1~A-O=8tdV{~X%-eZ|=IJ{(}Nf|J>SJO$!&;Y9~ zN?f%jP9wti(P$A;!Yi8J(GS zjNJC7rR5QTndjIRBODM69)Z+RAMjSWRb-xOC?$I)jG8j57)( z062N?Xa>fL=lR;vsQVD-erP@scCexoXYa8rMhCRjtjWolG5m!*W?YRpO8qja3uzuE(i>UfAO6+lmSmYBzDK9LbM8 zP6(&jv2>WAh1nFX!>w|%Jgb$iCpntD4?TAu6iJnaSk906lE<%S*KuiO8-)4RGh-~= zyLt8!vi^!=1iN`@#g+3_fg+DTB(pP9VL71+D7QPiPWEhy+B?e=$amd7F1Tn3b{H5) zM;n!|%q=X;JbrvUx0yedKwz`kej?=X`s9M5dG*;PALe6^+)y5%o!XZE+P1+n^+H{Xr z`rFjWLmTGyb=ue7Of~>_GIb^@cNP=}>ENwXt79y};grGT*-{9<#p%<>!0Oj;-)^~l z`7*=FiES?lihhVKj#LQ<5l+5U?}g6SM{fJlVAFi%Nu8hEYsdM5>CKA8)5wqXi5PoQ zKOu#%dgsP#X!yejUL-0oOu;Ra$y-~!fw-Fo*;a^H2_T$u0A<#HGK!Oh2^%@^-JOyNp-yCvN5UJ^!q$E~E~WYUliTs4frc$TN6-tADS zjq&;yX9mI)(50(1 zl%^@b$DFK;4RdQ)=5tYf=p8%|9v=P!_%PB7Z{`@h#xSs|S{nV?(*Y8IYsWCw1)4=1 zzIDv7aK&CY|0GHSy&kFk-CLy(v+eqAb;Zh1si|426Ikt$GHtWOygt9>#PGuBRPRUG=XQmELAf`G1TxBGJ_bUS{RgCk-W$+a3Gn)4MLcac|h3?goaZ33a?&foA5)_D18l zmlz`X%ZjztEI5r+SD*f7-~VspACgLxiE=V(HS&hCeak`>%|9BY$GYxW>~1^Ym9QqI z+U3_h7I2*7{Tz6);y*xbXX1Yb)Yz+x2t6c0F`j8ds-I?NLXvGp&T$)%1nsG+fQ9kS zBuNf?!VA&&eX23v_K3~&O5-@s+LhO%;;yF|T59ahPFgT*dgA^F=i)So`c6N%h2kN- z4zpZzb-vr%F-XG4`)CO&%E@O+FJL`1G&Nl$bHG*a2jWM&sRd0-H~@)`nVqHS9>D5B zU9p8zoQ?+T2bYQvz{Tb5%&HcL%&4d+$AQ50GmNSb!(zHALgc*IvoPej-FxiA5=V6& zH!u3to`Y&j4sZ3Be;N4L7+Q(56y30yS=%+aH(4qr#(QbO^wLEW$p6#mra%R9zUA8A zs6E)M{Wp*erJ;HZ+sI)yt_)&#|B%aZDM~|Aaxht0oGhx0Xl9mhF~V`FCYTS+)s7b; zfWXKj-9dZ94SB4LlQpGlg?Z^@b+BM>;Cf4|g+g^@9uKZxTk``mvF)w%jYIv{avXZ7 zCPy80_&=5|X4=433#lcf)M~c26Ra*D+LYRAo3naJ)5WC?7{XB#lqg`YB8N6mg;{G% zEvFGX5Loa)wOWL`hmjVBePOvA>HAsQT8*wmi5{EeP*-?MFWc^RcnyZg;2r<zSnB)Af5pLag{a}|Na_htsO8a^n5dX%>K9Uaqh&misqYGB z*4fXQQt`Uqyvu6lP5S=2^^K?|I`iNUgp(7E&nnn_p5-(R?``Q24XsxPLPnY_p5i9nxw3`3QEgu@*c&KLD&ijH(+( zGrwe||D1w2G%ud8W?1A}Ih3L8bl0W7YwUkg?@Hz;fOS_?xJXk{2HmG<`oa`|QWSC+ zILxn^6O|1G!FPD8vRJ|H%z~myyQb8R@0Zu-oS_3bDD)ITdW>u$4l~Zi zpqo#VQ&LcS^XXhB5{b~phITjy6_=-eIWUlmlQm14r>?4syHkH~N0IB-R2rDjypI_G zvikbjjFz{U&>4_hmV6FjCPb+`j3h$j=*Q4Skz_ZvET*>6e{(?`AWE8j>Tm~Cx{Zm< zxGmR0CVCn`jgSp^_ss8>Dga4sG2dxJ0sgdgl!B@^(g9VqQ@(3nOW2Yqcpd3iBYqfr+oa?sQdZf1=F)5AmPbDABuzW}9cBpx7Ls<xW7`iy_g7Y^qWt*W$HRd$$Q396$zB*qgrOwis(+U$`Q5e^V=y%oKU@79#}?5 zd%#$`cRdCVyZoBObuV9=5 z3s!p%im(J@EKQwe*}AxM=Yk*ufcnI40ij(5jh`mP$ao1E9<#nB7u@=sG0UMwqAbleO8!1YcDo7Efh!p7{NN>`6R}pCf0s;mEM0)QXREmax z80l3*5iqn+q~96Kch2wJd!PH9zi*!GErBHKUGJJ@%rVDY;kVV4P93K|jzAzzDc_L4 zgFuj!A`rx^PzoF`RvWL3w?tQ_W$};`<~ZJ!(DA{xMpwT=<})W z3GbH2GhGUO)45DtB^O$*QrfcDP2UkxwBh$(iCTGf#yNU!87ZyzjH$_=dYVjeS<^s^ zCgP~LvlpM_{ePdv-3WiqwY__U{FcD>%GZ{#>6l*p?c3VgM^FEG#Ht^)L>^)L^T@nM z*ZTKoHWPD1#FIY{zo;WTfBOj`Q)_g#bkfB8VwrHUTJX*7$1#>$Uj!5eW8F&Is* zry<$d7az*~!+z!%4?lmec!a#XJaNL!i}nr0rm22>qhRQBhHPR*#+-a^&Xc z_lTdB7h+l15O=9#R8v!X98G)tQE7esQ$Oh#YoQT*i*40Y6%JyA*TzDEmG?z9Hi3AH z^LbjwgRddd{nnIw58-2*TU$n{cQ4b)^U%DjvKyp|XlH%OrgQhMgVgjf5=GItC+%il z2YYo4dKX!)7~2&U7ia47Y#QC_dr;0}Zew%Iz`#IEOzefb$CECFlcuNpZamFoO;*`F zT1+DQecMs{rM{a5Tmg9(*l}=Z>OjpU+sfM^k-QLW~h!*8tF{3{I=#yg&+0v!^ zys@yH=!w>GkaF?0m*^p5c zJ3f=kqoboc*E4kr9{Ds)h*A*iMp)hEZ8a-Jk=zk0E2}Qc3VZJ9 zBjzjINHy$-c+Tn^hni6;g}${wI6?S4L$YGcX#2#(MC*u=N6OU%l*Rpu;j~G*R((lW z8CSwh{}$TgN5@(M14*x@IE_2f_E~EM=6+DwdtE9uSbJJv$<2tFb;wB^|v$MJHh zrtSHpWOn7~&llMA<@H_5e43&qJeRt~L?hbi8tFx+Dk>{U^b&UiJbftagy?T%-$^`V za5v{wK655qzSrrbDKB$@|3k_>4p$eK5HHE%z>*28?dPwo@Z-mLUd8<&1tZA#-~Awl{@B0Aza{*=c;J`LJG zcz$0X+^o!cyTx84!lOazfqo7?bNjgpM{Muh#&QVjD_tG|FX7;snVB^Al$+U)neF7K zVL^Q=GcH$~)L)~7mc30IyJ$%6{TPfQ3zhw1D~yU*uBfOe!z;;Gk{8-;ewwCM=$rI9 zVJL*bU#Bv4b#;AozkMBtr>~?1I zGxlSdT;Gyf_GVg}FE(y=FgURy)h@(;Sa-XvMjP4Iq{}0sVYS$2{blX#*ifIu={^fL zKfjZ$JG{k0(%4h^tmMtdDIDzWbq^f-w@w?WwV6IM;;B_Bh&pCC7Dm@{wr|fA5%H#2 zzlbgN#uP?fMj`u7^6;^pwotO6krBBneFY(U3wJYO*K}=1AtSoYFUe27mzVoAFsi=M z;@%Jno*Wrj>t}Ex+X%f#P6Tn}%}a(%)IERyra2#xRP@>rkv>K<`2KwO{`e2y9d>Yy z=$>0-WMo4_LqVBbPdc$D&HUeuRXTmKdyf;4IbwBIj;+4?zMf_4TjDxHwL>0qxyjL8 zONURX9NOA5?&Psy-Q)LGq8`fQ!;bKz(DQm7HGFw(@AI3(c}xz38y~6&b@Rg1%{pg| zrsn1e%@Yx-S`Ja=&fD;J&=; zWBAVF3L5J&W@P$>U#vmZDdnoCq(h=R1#n)~y7<-x-X>Ak!8{Ku!hRkiDzDkNI` zSYGZGQ>r*e5w;r;&wdR2>1>XJ{l_-72%A2w0`1or8+gK-@E`c};w;X8xbHGBtSh$R z(^OKu^6KD?rHwAmeDj?0G_ULJRDN~V6#kQ@v2&5gyvOhEO$spy`TktVIJlaGGFk}W zIurhIW*Iy>T;42G+90!!%dCu!L{>L9)mJYuRxRf=Mc8R_lG4h`hd3OrPFGPu<2D!d zvzyrv$ccgxZ@*qX6HZcHQ^Rk;A_ZSE??#`=wJ<6~MShK1;l4m}T8$e~V185H{_@HS zRh=OP7~!V$Wi*ae`3$6oZ>zP#98A5LQzQ3k$`%^FM|wtP)#Jgk0`N z=zvvJgW?9-f&yC!BB-EiNHwVMwcUU6T3kt?ambuBQd~@!?^On(As&ieY=5 z1ojUu`U)D4)e27489GkwMeQ!WYLoPrPG=Ew6k{A1?Ca_2>8eCy^ov*;FfpI!-M$nR z@fz4b>d;P{$(YyXKBt7@BoEOq(s3xcg@54UBH(f!NnaU292_*WnWs}=TQSU7KM8R) z1MlW5aS~%&^`*aG+W^l^eZ2a!p`PCPWF2wjKxa)w`bqsBwH$N1fOpZ(5{*L~9v>4m zuGfsZznm4D>2G94&2GR|G*lk6O+P_GWZN*#e5ola>J)0Dw7Od4L5fa6zv#i|&!2Vi zo<4kM9!A))HCV(T%{z7Zs`YsdI^DSwT=rAU$K1aSY!A=>RI4?L7EV=FTI}+oDD$1@ zBgJ}DHyGp6Di$_&KJCXo*~5J-B(|;`>PF_JNT{!;!hxudA4LS(KE3?iK{kRf33bZf zHJ)7=5)3?b_4L{n7P#-^eR+>I>)wq_kY^*r(dJ2Yb#;f0e=j^`W0vx{zbzw6rKsk_ z$eDziS5;HckQbs?Xfhr=EZI2RT%Xs3)bFqFena(y17pF)lu(o`yRw`>@{i;&uBU`J z!u9mKn|N-&?N0fPI1&wNje>qsNAsfjJXZ2*yrpCD0{baf8JhS~pR@2ALQvyQkmI4b zUeGTGDLIva>*;5Vs3CX4+l~&!NoT=A#b>mm_o%QDLX|U^=uuss$AO1ifl7H=pHoF4 z+)H||kwhsHx0yaLtyhaqmdgklA0Lm!-imwZB^hm5k(bn_vuOKFE&~B+{lSCFE`|l( zzGbSF=AJ_V4hpFqwo<;@#x}bvl1!*_o-G_hK%u{IVRhIlF5DQ?O8E1ya4 zqI-{Z?o_v_;`Dwbcdsyo?dt>GQzS$?rU?OchSe{1eC4EUckZbdxz@d`Z)z%XbaJ9J z3@GBr(7E*w6?yLN?rwfQMZg^=t&%~qfd_!+)!I3Fvn)+MKGqu59RjBq7Ftv^idfYyW@}KCfCE|-)^MbMXKfG6n@@}m94tO zu6*a+*OgZPkBtsh{_naMai&^4G!9N-ZsOyD#avIX+ev}(?Y}r*IgXikQ!h$`0OB4P zXd)#ksdX#+bL%_=q5OQ>(HjLuXUR#vsBmN@qAWI6R&MiBANL=<&hSGzcF?O%HNQU} zR+tNjDZk&gzua$le7wK2jJ~^(uVi*!S7aF*!kU|`(veU(UKlK#%ki;vp+vMe{Rqd`S#mY3t>W_bPjPA*Ptz z)ma?%QyKZXQD^a~IfKddUG#|pd`>lg3^(O{y`|I=owTSC4ojWIp@I>A`Ds4V(k{W- zv({{}FT~JlIawm9s#SOLa<~1A(Q|m)GF`33je0vyX1p>^K$F^HDk@`KmRdm=e9(SV zH1g`J+*6@Mx;oo6^<6G5eNMvrOH0Kg^KR=A%;o_qR?2b4fMC|VeIDcLa^W28w@*{?GFj}6`%~5Dsawl@9be3fXlO59dpsWW ziPbpaF8%?JfiP-xV#4F1gD8x(+Mo@q_7ylUz0Z*9e-m$2cnrG)okS`V_OE|?uOUec7GX8yH# z2mBm$&kD7;t9O+i+_}{DbX87@iahe1mmd4m%t)iND9I<8-+vOdEj;f2pzvCo3jW`s zjSe>C%h~#1+Wfs-f9VFhS@Pzq2%m;X+I)`?zWk9u3?n&-y^&TbzZPy9vmj?kMWQ5( zj}*@0XsW9*bJw)qk{fAM`|(BPlZu_h3p*q7x8GBk^KJddhMH`u@{gHsNnZYLscoS2 zj)*kWQ5-kxo6`BXe{XE4vx&Q8_N#7ny&~P#?10)x@HNxvwHke1xZ)>qVb;11>aP0O zG*n>-y+=*Dc4?c-TdhO;I5fY;Al72oWq+us?Vf#{1?P9O z{wo#Zt>yhuWysWYDObFNf5;2l99~wOwcSkGcX(*I;bWwleTR5Asa#^{l-c%`AmJZx zZ`)PVQH1s1U>8^;Lgjlu9#55X7$0gnR$6abv8y$de?A47%HoP4;iRqYaCZ{@{_S}` z#&js9In;j0{MPFI2y(n{+;x%l+iQW!qJ znVo@6b*k<-C7C?8xGski01)ECTkA}upH-cgzattn^IEy}vW}|jj|pm9?5NEd%MI%B z56uo$%(z)he)>s?QR4!QuQOMyi>tn}w+i-PmTVl!3j7C^aZq!r7HoW*h7;t7Li!tO zcNXvp6quW*9O0??cu9r@rGvt`BkX*A4Ip1u5vYR=+EY+KSM^z|xV@8_uj^*CzPuGC z64`$+{T|No!-3<(RtHXgGTa849@TNm6rImlaoj$p{(zarnx&)Gk;7j$RC{~T&ERyO zJ&EN$jl90fh}}@s%Vv(zy_=&NB}vWxyB@t;mKF2X0ralYMTw923QJ0`Q&WiEbeYcK z;qy=1*+fJ{sE$9fZ`vGQy!+VqUz&)o14RaBbK+Gvc(>|gOY{cmOq?C9r1YEEMi#U` zhrTx}Yo4qhFFp|8yjNXay%T_%!(Y#dWmi@owe@MC*X~hum4MpM07H2uO3|U$?)h!5 zhXr>_Mwkb?9h-~ZFm2dw=rJ>3zUg?+44Qk>%-P6NJwwfu*3?*Cg*uuAitcyg4W7<( zJxpVDuAQ4#rXDF~1p^=i+T(#(BofIq*5K)6xqX`Ci09H+nN;((n5K3=9w%LduVAp$ zjs_E=V2$1BK3L>%E+d&qNPRHapQ~mc#O@0M}yZIFj%s!v$L~9^FTdGdaWP`g?hudqDX30l75sg)Q_(Wl=erlsBP;LNATo?U|LJl5##YP}N=ka>QXUt9YT4=S-LrW>k< zNvAAFx;J%9g&_xOAHT|C^^Yz!&aPVyhW|CEIrFP@C!_s7DTHblXoCsDf$goYedfiV z;d#-qJ$$Nyr?Y(6-X!@p4-Ib#u5ueJN-2i<>(8IHoHukz2KyXqc6-_!OYRm-&52Q7 zdt$u8@np(z9r@?3?MKJNlr=S-n#vq_*nc!dv(K7Z zNlA$Se0;e@qfS`V91EGUJyj?x`l#LPG*tWkSO$IsPMWEvzN}zy@hpodQmu2qi;_k9 zhe0zCjgB>=w0>!pg26z)$Yp%O8)V;+6-Z{hTD1Lmyhrn^jYF91Oc93ujgD-vGm&om zM4^v&g~X!yJ3Gguy8%*(7h-QrR^O*Zyn~YmeEzKX7+H*JesJY+vmpbuL0d(q}z)PSjz)f`jvP*|C4T&0YrF zC?pA$g_yBLQbMgDo2LaR}P;_L~`|}U@(~GNxoaSOM*3_A#k3AOSe0& z?%zH%vnhSAUnK)9(fBz%ockARI*+rQf94b`7n z?h4W4><(^oCnzq(>x_2TGSEXfImzvWG=60;exL8o?N-Xp4xw5-MzxSnEPsUvZPyrOM;|!jjN8{FnU&bjv~6yR0L8gF zpOenU9CINRZ3gsV91mspoTSnHI&?%%@hnB4w)Tcl&`dkJniic*I!>KpS7;;56!gJP zXxil}IIp@8;lgb0k&ctlp)>KDE_Guys+jrp)>R9=CA&LuH?toc9_*LR%Aj#m>t3bD z9~wOta31M=oYcrwvggHPuu)NcqfJK?=x&IFIGn@2WTv~~q`k=M2hMa;s7E}PCpIL1 z3h)b;1`WSVAHR%t>9+MoFLn-vC0u#s5b%T@B|snb_+VT&v9`*%s92)OK3`3K=^h}0 zd+zrH9IaA;y@a|&Ur88$eQori2v zW;po8y{qbQJPCtYbi( zDM&GPe6XXV!j{4WIQT4(&C8j?^Wj>F7EdyBTe8)tNFb8#AIsP_Llw=^&-&F5dv;0E zuX7|Tzt~k?U3)wfaYC$Qt)aPDdOcwrC~x(PO$+b8*y+&bkEjB7x6{5Plxl*YRXw)2 z;iKMJR?Y*a0adF!+iCVQ;b}FN$3udkJjPKwxx!CKn-fT#$ zJZ{Yy|Dky*sqB148IN<;)km({#WgBccKrhE#4;U&)6sFL8J`di1_p);1vL%su@?5Uz1;1z zZSn;@-kkTws^JS(&kA#@KWzFQ)`5}^DoptoAXeq5gTF+iW>(w6H~YBM2A?MB&8W(L zg(cwjwIuuozAUY#hL@78KqrtACNou z&!yLjPx}=DxTsTX(X}=!n6fK{_Lv@LH53a!>XHl-D#%^wGyZ2Bm8dq9`R>qK|KeGcDz3$Jz< zTlSYWaibS<$}nVTu2}{V*Uq>k?Tp*s=Wn~7nRSp@$QxuAHF=uZJ$}{;moToFpAY$1 z^~=>C63dO4thk(AGui9wWj8^Tl zf03NXoek?a5Q#Ky^txvkKyR*XAxp)RUd>xCdn8MXd*)-jJ@yn>Y1X}BqlSU4)bZKe z(4FNq-+1zZ6W4GY_s4Rcg-&D&+3r(*G^rV7^0^|eB1F$bSNn3-*~(8jn3Y^}e$-}U zv~ABrhf`E&_HHu2ZL(N_`MZ3ld|Bb?`+5VRF&@m{RU%BHEu#9X*HNRaR_%Tj6hq5` zUn1y-@I4WLDEC~VYZfl42Qi(`$$hC{Mi4sWNXw)?jcbU@%Up(l3%K>nOzl*z6BlFRyKXQzH< zIdlh2A6BPmDaM#~^RQlink}J&K=ArWmvoq2(WWBthu(!PUy`PU9pPf#5Zz8KCJ)|~f9P8JyP%|?iN z5TmoOO0caK7TH#N@@)5fhr2uLJsc}he#Y*1W(hncwj&2U#4d@j=fHwVtIKv21#21mX=ltjE2#z z)F*F3j}#KxyZa#lu*VKU^b23VW~88IzB~{sq%1tz1rlq?JSeyBCi*fb^T$=0 zrfn1HP%BjF7e${W0q%TXPM3i#_DR+WDRZhXV$epeGA=1Vswv^z#DVhvF&rH(FP8ws ziN5Q#FHb!R4NiF^`rn!L2EMQ^&XGHz-0+Q;(g~v!}gm;Cn7B# zA<1rG#y9|VyBGtxi=J_@&Ay|7-)?M{24f+RvzMFn67N<>C!)LCWE(myigYwRJv<2Q z40k)bg5@z`>q(Uy%)-DxVtqx0;Oh16d)|V*qmH**y&Pv@74ihcUR{Ta) z9@BApDMvHMuyhP-UNH&pZ}o9kn1>m!dl zz#A?}Y(x4IW{xQczIH82o^4@dWTcC;t>YECkiXFi?Wbum=0xfc13=&n#>O2|4hxk0 zJn1jMP0IM_NR6JIqOaT@%G2N=5A=z1Z1%2^81k;4f4;3eU79+mjH#A@%vg7(@iU!M z;h5h?+riq!dqY#xU)zOhLba(bflENlf=jf})1x*S^#+M`|Ad|?ZS!J&G3~`bQ+ZzG zq`?~-$9TC6Q;B`(uQku_YZ;?=bVURQyQ*DzEwweRU$&v`@_^O_#DK!*=}bf(w;wuo zEjjE4`)7PBrcoM=rQh0j9?04rd2sua-N^0+t0T}MRcT{motFO5qDc;Fw)g2nO&q0a zHTx&r{gVy!sn8OnrHr5QH%6{1pSLR*vJt;m_>XX8CYMjWN7{R@ge9>^PC-uE^G`E# zf$!o?LM@bZW5p-Vs%7 zW2C5$2azu9c!^?~T2B8p)+w)*O#1q=$G6$fI7{sVz$kr#eYLT$iMd(S@p4pM4_R7a za+T@jb3%?S=P?i=D^H0TXO-tma`kJZL(w<{sFCtI>EpR_FfsapV5eD*LTHPW*mNL{ z7*UEHi}bRkcTe29bfQBqr=u+@>=c$1L)!nQWN?w#&TM#mGIB1!p>$*mJWJjp1fl|; zN~pn{6|OCWc6W%UceMlCJHK;fg1>fSsu)TR5(P3GR(?A0r0Lbt@^Z6=RzVpY{eYTD zLmLIjkE809Ii^`e<`B1!VWTpWRB4cxH?w9ePbGP0A1x&c{;HlstpE+C{1mihzdTz8 zA207btxoI>c_ScF2L}ee?C<;E4Gk&hDS%)JNEe8_zPY3u>|cQOYUT{nS8awLGD1z# z-)GyP6Hz3{_(-2TOm6S@k6ghs&a5Irc9v^*# zC$+Mf?4?$Lu=EV`fW4X>(NraN@EYsob+hgQH_mLSwi99R()u^cZ`lP1aO+-|U&7?$ z$%vNR0wkhuW`D+Od4Tk2^--fXrqRajrRp?ofLJ2g6=|`G1@`nOG^u5WVl_J}?3u&I zx_5Y=;6di{4^4!uw)QB7&cuBjlrSc}#azb;!WzV-OP8uY!&V~rjLi*!zvx`$HWFoI zWCT$L2!q~ZSMwUHCvHMZ7&Jd(jEWV*?~xLomT{DsDDEWGky@@S$BD+P@!M7c=l6wI zhwW)t0)A#-2Om2*I&LN;dl+k|S8_p8qQrmiyYS=34@7OP$juy#U=OHDB6v_cSAgCE z9f{vv#nZ8ZCryW;Uv^&)XaHRUg9_m&uBSUz+S>o1TqdDAZ*=IlyXjys|5)yyeLN;d z{ntus>>V95`)#2q^YZ0OFYyvtP+XM{^FV>_yf{#lJRNL(x_{A~K+JY}K*3!z3W_GK zB$Q_NIOu+&!J77c#TYxVoiUwi{Gj>p6HUyK$J;VTTS!F87J@R!v++#dHx25egw|m? zeH3ZQRyYlUSXbnHsQQKv)8Q)1;T4w@f}m?W|BVLpJ7py5zJ|A(A^6hP)CG-16|yv- z$i0xP;v=3eySBY2FIp)7<(3AuR98z=Qxs&Ov+SR{$|J|ejS#IJ9UUrsToCnox8&Kb zX!y*I)OoNlQf>D^Gt)!LXPq3xQ5m<%`)$vGprNAY%xUi%b~C4AI{R#^{EVbe$NIze zy%sJZM#xgxAALlvFu%^z4;^gK<@3coWe=(=dyyNJ*XUZy|4r{Tx3D-0vH~lsP90h6X4&%N?B_enjz2hMcCuNw z|M?oX5nHBgq-qjK57zy9Eh~InUz?SEuWk9ahA!2MnAV%6raRuEZf-Wf-93R8B{T>P zLJw}bli$97@4_@ohg(+zWG7XQ16o&fv5+bjMK~yZ)HkSS2ofJ7I%XD@#q^`HrG@ni zib^d|XldR`dSd;|Zm@V`-_kE!9(rAN1pNnr?6vh4L|In&6U1mr{%bbD1<>AX>IRJB zk3Jhdi-wKIev2@8LIWba`|+}wN8K$3&g*J*)F6mHNl*&M2=bX1al48eXWx<+QV~Zk z71Z_Fi^Sf{_DNZMedk|bWbTg)FP1enMw*oko$dNO5lJ7>URqWb3{7uX&Ofl~A3sh4 zW07d_GA%7rzi6|6=xHYwWL>VBXCGNV^A=AGfAZw}nkfQx0TSUMBSqNi%GY)C{x*~=Yw8@@s@zU{}nwLF=wu(<=CVFn}|xMY;#^<}bKi5Aex zHLwA05?CpK`cwo`N1#DoQ_!hX0A!*@6emr+ zkMIPUpTPNn+RR5nzmLKTG=e11^6Lk;*R~ty)MuLV|81w&l^2QzZU@-FUU7zKlF+ug zZqe8zFBPiOr(@Gg&w3^)$2|mRMbIKiMvII~@)w4L(;hcjd@68*9s2cn^XLc)VV3+ zQ=G1?fSzzZhx=Qr1t$A9m&qc3uc^zfWv9Oc5hPo9v>lOn0_a1CxUpzUCQ*iyq@g~q z=GNE0Y`S#>6crNb7-!pcLKy19dHh38G~tIw2V?iYQU z`(Zso*GeDHgCb;&bH5adPUl;}m3HRldecYKS_ULO_1(f5Q?5|fh3 zDk?&O0rZoW5&8sq6S5PD?6o>WW^wiZc5n`ne=75CbE!}dL0Y|p=9IyJbJAo2qw#or8CgScMrbH8Fnh27&}g0o zLO5KW2-2v`?r<-Nbj5X^eJF4%YTO*LlL`!PblKl=-$PICohmkIkzOqP6oPG5#Ju&7 zdh=+PUiHM5a0<;t7@zcJ@XU2+kHj!brKGx{iGr{7ny{4^wgfOOw;Uc6R>&qH2=837 z6XG2kwAQaJ>8o6kc3X8u{k4PG5};fDoUwd!2ZH9WVt$*RSoiPmr|m!i{O1u{ax6bT zzoLhPH*q;&tKsJ!z8Az{kDK|n@VzpFGLzs6^m?hv%wsRZMz=TYCTd?+s4tgKN1?9n zuJhgc`x0G(+MYbzpA?gjz_h6EB$k3H)g>m5{&J72R_SS@-l_ePpb-Sg^HZ7K3Ym(% zmT{Nw5&X@Bi0}a0amsIV*s6Fg-ZJJ0j|-CKube-HgS3=pFhS2Mh=$hAv`&VyMOu5q z72I!buyRc8|8X68{gHI;{x{^4B9P@EdEn7E<&H%;j@4!m-F6zQ{rb_%I7RXQ`)uaJ z7NyzNSR^doNsgPu)eMD8{N1qs_l^8t@BIJz14ha2q<>-rO%%H_Xu!&Oh!OG{?>~M# zp4s<3(p6C?U6=UJ_=BHp96Jfo5vWPg;+H@c42q;xAxNK~$p<@4Rw0G<1vI7j#O+IPuuYe?`ZpLLECa=x+Dl7hXI&&^RR#_9KK|**r-BEl`rW! zTP%3$V^(r1h0_3_K>G=Q2Wc01*gH5dsMq0WAlFB#5hI|#YwJu3O;dPlSXh{5x@fGX zz1)r8rrCU(FX;#Z=w9g2sHaOKeV76Kew-2bJTC-MUDCx5{9A=%Bgg=dJNPFc_ni(Y zF)=tcbXtK>fhSJcY6Q~zvm5LX2?!wtI+vBqs;9K;IEbUUXxUk6sg4zAe0-^=+7T(;@&ylzj_;clJ7xc?IK*V)0zT{>Jh2z|A z1T8;f&Q}`q(g&a_x7=o>2d4Q~T-PV(H)(zkAwa@!Z?*I1_;Ns462D20_^o2SX$xY$ zl;tC|RVm%Fg-uOT>T^a#IvcFR9UYI0ID%$dF$)X%Mf2SdHi0f-RG)hU@_1by(kU~f zZvT@DDHs3D-B=gK7ZLUIJUF^hIObM9749SA+{1p2GZnOy$+^25oF&p?o^bSPO6Jto{?nxdV4 zU%uk~AA?0_gAQPCJN@utz)C2~)bioM;VaDcB;w$7Ys-POED(R)_TIjMKrv zxM<5EP2B5mxSGkdh-Jzvu6>VLXLMM54jbyHf%_$bAHIVu{Nez@lkNylVrZ_fm=Cmb|L7P&1R z)Y7rN-7-}*ct9j`xV@{1!q(Dw4|i80lzC_tk1;3P-Sh5G_62>YOlqiTsBXWD%i5;w zB|zWMk?*s1`yr&IjpU+4P@N?84RM||W$NSk8@ya+vSOs)uCBIx+w-Fh8mH$Z>gjbA zlRmg>vc*uZo5b15I zv^356$1nN}x2HlWAIy9-Kpf<}`}dHx*wFhdi{DBx?XXKbVY}FsVaSGxB%=iDfk^Y5 zbu9EhiU9H8v{1#;eSez9+-*gIrv6vBw03Ot+dk8Bu;H|_HWPED)@Gcw1UrLb2^8GF z#a}KOt6(g0Ngr1Lq6)(%pQ`0UWB57>#V7+}l-iVC8r@)Me!f)ImnW9tf1D+Sq2+LY zxo_U@XsdCc!u}mGiQO|MeyfjCe=jY;rS4>_`0b;HLIr}J(My(AOGP>bbGtC~WO&Or zEt%LQschi<_SrunL`d{Ni`a5ZpZ}hw_(2)$*qi>>$HU&$`fe??u7WVH*Hcu&RkVat zLb$ZBV^uS#Gb(xvjS{2WJ!?d9_dio`4F_(nQjVWqncwV`Azax=G}$O_v$ge>B=hpF z!|!;yAru(;!tUXb2{JFDBfA@Fpx*p+IEVKJ!HVf;p3`WO|E#DPk6dPD3^#hIH=atkBllo*XXRM-E)icw{G2nl$ChsS?)+0WzOk! zG;**`s!!-|G<2OA_nd4;C7BTYR0`8PFoDZ|E?_M_-7A*&F3(!IP34p(#PaR!x}vs- zp0UoNV2gegr_c0yfZh-ffR;g38WbhYtn6*$)7&+=6L>l?pNGcA7?WwSK2#*Z!lhlJ zdrT>uzXGSg_Q6(5%xFy@xv~$a01hdGkSQ0rjeT*ab#wxrEC(L$8e2KrM>N{Erl%aj zC=uZBQH%u)M^TJh=qW;80qKea|EvwpqocXGIU17A+3((<7#bKH?CiN!q(f}V#Mt1C zpZ#PLwI9}QRu+qmF*BshxNZGy{mIx{C^ZQWA)x!*@`!8wC9Ryrml{59uXo*f#DBoX!>_D3ycyJX|zMm-AWe)dT_wi8- zqHkiWlBe6y-nB@Rmf8P-5dXg1tA7cea+FYtGKe}(RrE@yikYMkV)fqKGWO?B6X%(a zsb1S_orpV#x3yjuOitY`-XrBV33vos{KRDMn|~qnJwyWedB2t0>`NY@6)t;8YA29< z5~SF@PM`_S>>2w#+J`U{N|FE$MGE)%^Bwil99^Cf+f1uOkkGZX#DH`NYHEozV`>Em zNC?{CN*FE^Q@d_Hrr4?w{~mlV3OT{$vBZQ+yl$KzIDLUzwQ$%zf5XSW(8fYf2do3P zDuImVR*uW^h7y3#ECA9G`e^X936W9_KN-x(>uI5KJdQ zaGxm&B7+=|OEZq!CF9RhglQ{iFrr&@3g+=k9t~<0B>?B411CiprD$F#Bm`WFm49R^ zXG3GH=X(CjjA8Rrg~wn56!JKX44DI?0#dAK%%@BoSb^6Z(i2$j5TL4M6rdmk zU{*p*Qc@lqW`B2!DH~dZz}s9Ot9L(v02bwmAzv6Yc|bV;v!oI|yR3!5GvktbJ6ip{ zHg(7}6O4;Q6Dm%WZ|(=CfyW!`(j!fH*}^whX{$(x$^>hGa*K=l?Z)Du|DmFE!>s>s zq_8gt>hN>Dr=t{^a^NI^NZ44;xZUM3sT~RiFt3WhZ%cxx&eV6rr7qH5q#)4K#e_@w z48S93k_Y=qJMA*}cBAQa0q}y9rnS9k8UzeOHp6Z7y3<{S7p(D_nE702nK_805_Iu* z@80#z!~uJ5o?RgIs8qt<$!S#00ELBa$IKx#`V=&@j>{U^%y4Es>V=CYDTe z?yE<@e#-wmw?C(fUv$~|S|4MX0|IO}{MH6zRt7U-Y&MklPfb3722* zg;^ehc7-{tzacirmiV3ix3N7+Isyq@DjEJ7))kYoeg!K^z2?+_mUDj=w zN)=I#`?7Uh!<8%q3j-X0?O=9eIS^I}#ex^iq2X%WfIkLmj6CGimdD8o)62QE18@et zX;KV!=YN+zk(H)TSjmYyy;r{-g=>9f!F( zs)XU^=O@(q1S2lfmCx!6g3^gS&&g1hsasjDV*S zRrMz|jA5{pAnzQ(iNF+54n~&!j4TfggI%+Jo4Mx>*qw|6NWh${WPYRQ`j-&4S7H7) z{4-rn`d4R=1VTp{*i)F(0}tsGt_zB=Fg7t!0+z92_#w!mQjcHHpn|cx#jV6p+mfpp z{mo}cj#TNR9~qvmgIbv7cFVky41JW^*h6&<>ZY3uA3r`VvVk#`v=|uf4Gj$qU%U1@ z12}={1MLB&5>N9L)+com2(2SV@Ki{A)1_rjgD%V=a&5HST>nd&!C zs_j_iXj}Yd9%xEKOaK3sUo z-{{oev@b7DfXnEiP%_GupR48u*k*i>#Liq(Q&R>uKVRHKm7CLvpZyPUw+0N5D?5GE zLOKjDTH(*v%>VOuGhlmDE|lr29FE~UK;7$mAft@_SA^m3CtJQ5kk38O&wpl7m!p$t zAe=L1EBA9_(ByjD>)^vfEXyG|0-6<`76HFEsZzIcw_WC7HRk#qd46&}xkz(k;kULE_<8B&H_$>17VPy6( zt%ryGCi~}_;S2nBM<+f0Yjw^0I47*kAzo&6Hr44{`r&puS@c#G%RV`*V}{yQ5z~Pf zhyQU>;g;5Kuz-oFQV11q-pl! z-tQn~U1q%%F}X8P^LWCf8TJ74@eG<=!a4o4c~s5=u^(RaAm+cpzSD6pb+zo^YARYk`s_*4va+%x2y2nl>d*Z| z<{_-W%Z#Qx{=M!e*7~s1v1qg^C?!UjiY`43A;fZ8Rf^@w7MTZQ01y{2Fo73qLmL6X z-rr;#W)A@8{&_&#qVO19>O_@3uM!42o6sU1DqelG<>5zsFDcNh6mEnzP9Tkd*xHj1A%sRX9T72@?`G*ojPkGVH?`=)KukI*$kuad|Hv6Am>!TD+x^rszqiZh{l2800~b=?<${U_Wx0+@~ik2b5`G(wyJ zj+>Dp3zDSmw=KB220(@j;QP>6`%629=3Cq$S|s;B0#XHU*WCU1$HeHk!!JbXX|YJN=x5?4=4IW}u;j__>Zz zKY|c-ns9p=onS5W6ezN~xIgUJDGox*dSF+DM&UGk_Y=h|!JhMde&!Ik>fxRcc5Rn_ zokgY|@OLn9RtQ2@5Z^#k>^aH;rb+T<4C2_~RVM~?OhAsn1%g*UmX^#sJ!yXrg!{AD z!2vowZ;2zT_uu$tdjI81PS>eXD}b!+;k&PC&7n~wvY$e=M}CH|PPIqSLeR|BDS!!K z!iAWe+>-45Uo()3ff+PG!HbrRaQ6wgMZ(I;rz)ZFy$~4r|7Chz?r^1d<~$mpk6qj{ z%v4K02EZOQ0BSEzE}94k)jLjruVBkTxt}&I`s5kO~ajvr!-4*bDIR5DDnu1y_K(y1-3K^1kR_ zAVh)RKGo$qOKYA?d{qaq3AlbA-atCtQ`kiRwh9%=uK^^$CsJP7s#bFr#)Nwk$X*qN zFipFtm#V~)1S2(R0g_Oqct8e!*-8U`3{0U*ARF31DDpqDjIz?c1stz*kmsB5`C- zm%i3);}Ei^aNO}abvq!nZ1CiSn@12pUlIW0U5sZa(pRZrh6>}-GDZ&(l{saaeJU#Bi>qY#FhqPPKaO;xdZSGa;;!@JY zUHr>P@+H*FYvsch{U5w}Xi~+-p#t2m(9yJ^Q_$Gii7yu%XI*Z@M<0m11=ONWqzg(x zF6!fmAW$ z&3by*XI50$R5D?;32Ez#kYRLr*Z}%J?_mWQJZG0B#oN>9vwtbgV!!o1rJsW!w@*vI zUV1eO!Ri?h9VjK;(a93{!(x-8oWLYfc%{F{LvNwj2lt?5)kTzHtw2q?qcQR5@Im`9sfE%S!LBYx;XZ$p>kH z3;~@ls4hULlUVhtyY=4x{?XlIbdPSv84l!}^M(EGz1CcF&9yd9 zb>8~Bm3HC%i}#LauQci+F8RsT)~X+`U)=K|A1wIY+qY{7kDMe&=(e_?9yMHz@v-Sd zoh{vF@>Eb34wUWx_r73a@_NN2vc?lXh4(OdG|UJsIE( zP)SP1?`1caaM$d@y z%^mw%5x_C-y)BwlNKs%vw@YNMOm=nZ9nv*nZMt=;L_)uvUL{sxa5>e+CDpjYCTv#Z z;mdm+w)Bq_zN(6yyzV~wIj5PQnx(Hs)9qz#wWcRaD}$7ck)SLKAMe}xl#6sD+M5K{ z+!Ckidr6bYEOPJ1+5SK0>jtW1*gS?isx5Uq9(k_Ws3NKG+5I{*o%qw-vg5bJ`*Tvt zeC8`e9tu9}A#KuWnPr4Ri~nwX9^CU$GgcIJ{RM9TP0Ep z3c@BWjvjP}=%8=u>(}d@q^kvveEt2yRykY1B614}9V~LzYpN=(RfB)?2FS4wG zq|{l((l8XSxE_xGagZGEb#Bk8kocvdfQTviOQ4_B!033gUX0&-|#Lgn^-<#FyKr_3Qt*Mhh|98{6^gWqcQ3 zeX3kMN24=_HdA!&yFK1petqY@PRyKY`}X)(ug)V(lGD-(XR#XAzkdCk+`z#`io-EU zrb0M1#Ti9_?ZBu86VEsWR+i)@Ht!O&raC+@uzS+Ft?>jUgx*wCRJ~Tc`Hp}>(^FG7 zaRHFVs6pI}{7feaJiL*Ki45on3FciAhkOl9O_lfUK+7nfuCahA%O^i>aK;V{3`iY2 zfBw9#sV4dj0)V=@u1OO9Jx*+80#j(`K*I>N=%w1as47hu)2A)R^Nn?MUO5V*wS+oo zaLbut)lhz`@`=502e?0oV}J7$J<(|?q7f9mOp`14B&p5<@eCA+sg*y2^!(UCYh zY6AX~xG#uk%WlZ|)HgTBKyi@9{dvZR(Mgw9w3=V#49}~Tg+URc{^If_UteE5Z@e%v zJ|*2pS^Z18Q*S-eNd@m$4RdawdD3b}=G}|!#1p5mO3ckw#|5J$9tNz-!ptsO@{lj+ z(!f5yjw zA`J2L@?vH5h8S7g2eYQ3t1B6gvE+S+ z0%3U-X6WF-gM-7v?6Iy$%JXn?zP!Zz67kAVeXP7s#K3?7^w85YGdOa5Vq(=!v&pxc z*@wKp)ECC_^Z7T7htO9H+D`lIv1(;X)--=5L+WmjG?7W<65?D-VXf1RdE5G*vk{d={3L^&m{RsftV6@w^^+g?izfX+x8!W11o@MqQ)rtFM1LVz#}uz5SL1 zCr0X6OHv5ylY4$8Dg0W|eWIZ=CGi36F?CD-KC6XcsLYRLVTx+s8k_Sxp;|BVRNe{6 z3Wv)cmI=8mCiYNNRJ8unrx*C~=@xx;1e&jHkbG1xgv-xN*Vl+P8_`3X;jtxNUu1-N6Ba^fIs4 zE8nHCe(vfQEgvm2@MFB&|HEU^S3Y6KW5P6p4Mkv?eIfwFs%mPK1&^eJxdjW(IeYJ|wkC=D)G57DSt%(6?$u*l z#W8LmI<^qWb+!BhjTgjgvG|ibk^%JwapXdUT&M0jP22NR^l3HyA!I4N~%Mjl=DurV|=tm&sLF6DO1 z(=@#@KFcX6nBe8LjfaP)S1?RAzr`*x+hyw86XCg@Uok{R5VE5%>v(`9G64R4p~+CB z%q=dZaWCDu{;4Rf3>`tsPC_QcO1&~lTddF|Brzf3rmpVAty{M`9Jff*I%vp&CVw>| z1!AwRfJrdKTM$||wV4)Py}gh>H9Ko``}So#dP2--9@eHgX6;-kayXeZJ7$EBV(zJ_ zsC@kR@p3i#RtP5idRRuqJWTm_NL7yR*o-!U&5ak2?+^=aad;5fb(P#4-E|!2opdbik)ly|T=e&fHq0!OK@n*;#%IzyV?w@;6Ikd<90;{m!&Qj5J@sIqB zB7Qr#V%4AeUZc&GnXIsRDr=w7Xd=I}V*f7pOZGvty%hm$=9MGLe&ONa$)#r5d+6!Q z+u_tRSvH+{>8dMG$L+y5p3$Yav0^vz%x}k`(Vmd)_cI9U>X07DNKL(FBjF$W9*efs zn%iI^pZ*$7fUKBqP*iV@v53+eJFM1MKq4;^N+gX83|hvUUx|6Mnh)Q4arwxku(Y)F zQATfNLE>zR4do}3b3@GFuI`w>wiydMuJQW$K{2my4a!;#V8Nr5wVV{iy!L*2u$9Jg ztWzjgo?Y!&(;xt3ac7<-n8X$r+?M#B2NdqIyfv#`?@iuGNsgrpuyLK2)~z z1F|l0nVFd({V1)PstaFINY0-LBHrzIV^t9)wN<$yQ@71{%jb9R-W8A{qPLr9osZv( zr(9j1PdIQUu492xeG3}j&fJ@sv4&fMV$MfQdc(c9m5Z^lv5%4-_z7z{0$>;P2jF^Q zRb)~gwvDbIe4=k4rn?Hee~#A8b+Ny-C70f${opm= zKbLmh^MrTFD=dV{m=uU7AMvDYV-im2S{${pABYT?8q!*}uNfiqMTGh{=8{axCM+p# z9v)qK={A8OQd!twfY9Ugb~6vNZy#ScaTt)=Eo#K&`Zy$UfoFul=Eb*Vo6_WUVGf{i zXCjmu1Bjw@OA{<{jhbX+XTjKJbYIqf{&OIgetDQOB2T{PxO%m>WjD-AHfMx|G3G;+ zx0`PX{mj%jsS+fP_k`iej^^~w2o(xie!CngcUM|vUB#i64$`?K>SsdR?X$Hy$?HAj z>j%$0=D8ju^}M!`MyNU1t4sNbGYc}-cv<{m`N}YNsuYM!ZYD2HOiR3xJu|KAW(^goTa^DV|X046Kx5N_clOVua>R+V%B~&CSmioL#D`hNjDV z%?IAO|4P4iZ{;l`S~rO7uN<5x-=FJD1R&$?=VnYugZ_e}VRxQB-ap9n7xkLs>jUs>U@ z90HtUF*_G(p=K2rHz+8mwzV}VNh9Za*~!Edr}b)lNjJ6+Kg4MXH|UcJ$Z9v@tJ(bV z#ABg{mHsP!`1AS)?7mmrPb(o3-G*vzYj&S7rwwOf(-7B&CcoN!FlC-Z%FM~h>CQ?^ zdkH5rgxocekB|u$P9$trPj{qh>K~+;`S@`Qw?WZ$6{4V&{HLa9M8YqAuhsgDR7KbR zbn=}xSH(TZV9VTRvmfiu@m9F#voOwQPK9!Ho8nz7dRu4xh2C@Q-8PmxQd;`Erys@K z3s=Rv!?8AP4+HvMB_@LGTgNFakC26A5{v-OyF{1P?L$e4u{+`0n@4&BwEUZfjvaNY z>970rN{l>;>cVewb8Q6umvkH=qqj>S{;8SE@fX`m=Vtc#RNIg#f<|TjqNJPJy+;G3 zSf5-vf)}-i0V=Kah0Qqw>oJe9L?W@?T4wekVWfyKik-SGeJB*sj{Aihv~GtEAGR8- zKial3bF9sCJNRuzHN=$%*>so9F{l%Mn%h{6fu!Vmaee`@G{6Cc;pRC4fT#<%MKRTg z@lj`P+Hxho>(=hZuC78I{>~W=H$-P44>nR2e}va?wFnq%&v}LPJR7~Ip|!OVhQQFM z_Q%QapIQJTNabqZy}SSNQ;f#(0OE?k7UWqRUvd0JGX2$|by~~QS~QtskPZ`^w0g)B zE8-c12sxbU4>2?|y8>%Q1WDIucZUjpo7$;Dx|&hJEe-!rc?xd{G}2c1*OV3x&r=aR z3ai&fr7(nNoK z2Z_&aA_9VJfH`zAo9s-6fku@w=q`30>&V#N)`)w-XL6+v3c4)iMTEXeFGmy5-i6_e z_))lY$FBZ#8WTJ>q1&W;H=4Sdn^nvOpI_!qndlj}o#@PJj=z|Zk?{>Y;KdOmF#`A$ z9Y+aA0UAg%z^wK(d=odFT_TMs@5`;NH#Z(QRO(zeZf|dIE_yA}SgR+07g!iQgJ;(p zg_2lW4i?PpsoL;#E3z^;Pz?Xot5<^p1F!7c@kfMElaqu9gy^Wo*xE=z(SBZA&H9y|vva}M5}QXbMAOsLl{M&C{o&T-47Ay z#)}-m>z=N%LqVUdbFGG(PdW{$ch#oql+1+KD|^P}WZ}M%`l`G>YyeD)RwGRhI?~02 z>D*HL73<_T8vUrVqfrQJU_mvLZN#K&>w@ZPqO;BH&jaJL`*s%TtwwFceUplR2;`xpmD1x)<6Pp=$Ivh(sna=O~vHQeiOmAx(3Q3*|!w^$7{{}wp& zWmdz>8-j$!egN}G|4LSGZ6Hu8JOw9Zcabr&JvLIwd-m?Fhtb2zwGh>omX&4O<=(TK z*Vy6lIZz&`CcTKK58TdIw?BQ(vEc3=Iph>{1AS~jDM_UpTU%#+yZAj{GZ}ft-dU2> z@{$vqeC1I4$*!^e1^R|eRO~9p7g^S03g75{x2u7j(OW;MfLA~u{_>F<7NWfYVe;0!oZVzfHhVDf`E#s+c^$(0dAS2xxg>-ZuDJv64 z2#Xg0Q(5-vCRZ!I+loKq};7!Chh$})bX|Leh%IlSP) zr0tiQda~{WW!>0pFe36%%kt}HW}i?~%zgEE0G)S9g>{Hy!JfE*gP4QIf2gTR&e|+^&)6ihIA7L*tT;*|&oKaT~rlzI_uc>RpsyhzKdvIxyq+zzh zi_GFu+&Q3;XZvaNxAK=tL+7kknI#GevHy4fX3-Y9GDsAe?C^GQdx26CJ`2u;Xx<7J zaI2a!hVk(V`AVU3oZ15`X~aQYO)ZUGX}%F7Wp@l+QS_@rj@pJVEur!BaVty9Zu zz&-V!KR-u56&#A6pCA62i^S|(Rym`D^=wyIeaDwf=~Ad9#m0)G0SqVQdADoBZ={)b zm9Z(=FXw-a2(r^G19XA zw#5K%*PKRl51`fB-d>OJ_*j{i5AYAy!6@gM^l*mPP7oM7IOKx6VHStsfE|3}vRnYf z^^yq{HQ;?;qNqFyHLjq&Bz)i?dnV_&MMT2gb^QJnp!ZCxt&_P(ru!}{F?x#y9KR~J zZ%6ZZ`}gm+tGVAeenniX%ZQQS;^G1(eXTekVc(iZ&%_h}@REC!8U{@INMTnpQDY7? z?O@W?))o&Ii|5p-K0(yBsyTkmC7K@Hx>b)OM&)c&*h6LuTYve!bV3$PTOW@*uk zGgDJfLz=AN-vb9+a5Huz5d3mg#ZNhNA*4H+6K13Buke6I{;7vr~tK zuG$zH7#vNe#h7E>sffh=CND1^XmAIH)lPa%d#5cJ$4a9@A|Nd1WZ+cC4=JuDnIK95jql@vqtvC*+@|Oz# zv8P2-rEC~O5Sx+D1yTIrH60-lSZfPsTj>-}V=h}^;xjTc|8rWLQGBx!Tu-hB*VEyK zBi@Y>BED1W#9a<0E`ADfwqK04M~(T^d~h<_Q>a@Zi}OKz ztvBVzjODrabqyM>dX-q`)?P0F9_E@&)GQS`MoS6GPFgyZnmTUdYF?}#2eXG3{pk<( z{Z7iQKPIUL7{t4tPL-#-blJ`Pu!(%9{|li+QT+4`IL(@ik1t1u{xdMx`{-<4Z&9ph za0~pm!$*{la8v4(tet)!!8=vXv)0I=_;&W8y`L|*83aXjh(FKDnBgUk_ss z8Wthrn=K6smHmX1!Ro9|t1t&db)Wv+U-L?m!&1o{!@c|Val#KX@YXDb*+ z=LLKpN3dcq;vywnej#9HO9Fpt9-`|yxA!(Ii&`6of7JMx2zM+a*k^)PaGkl7h>aRKaxs6dk|%Mxjxsy2yj zTSd5Hwxc#>A6zS>kM&p)i2T4)!8z8qwyM>?ypKJpd?q>zK|kXu1%-!aJ8k2}$x?zV z-Dj7Na~3VPP?wy=>^SG??afB*(aWs_-^vZ|KCmH1BDHP9>++V(YFb)N5Myj_KMvB_ zu2=MV5N>hDWXp#A051{+8Ym8`otnyE22I|RDGOc2A@5J0u3#Y~M(ic-EIuC`-oz=p zOn(jE0@Vw5E|$%{H0|=BYKinWVte{CDS5lP8|wfg$`a0D+&@dQaIVhY*?={CgVVs^ zcx~NI{kATqjRn zvy;Ku&&0NyWLGctTbM8Vs<*P=?w2lGl&zVu5g0R_BNFN7Ui^VcZY`+k#Uh*Kt){N3 zT4q#;{w*Ql(slI<3y$JBNVb9IItRHU%lnp^nOLvP6NcL}y*Da(28D)JwR7}T9ORNVIok%-(tV!uHngfhJyW#^ zKlN!`^G=mEvERj6?Jg+UpZIgeb+g;G8%rHy|CUy)rAnYjx+4@x?}Epx*_>;3nk)B4 zxjunN;(cj#*y#lXWksmS#CYHs3sfTxmc0z;<7kA9xV5{ z_l};P9ubk4ezl9~ZLK}%vNWx=ocVmw-oc>(dkA_x3d!DC{|~HRq8n5&ce4ETsIEyqxBTs%BXQ>3xgbV8` z&LZDg-_jEM40jRoiQj!#5bicjrzBu!B_Fy6x6&0OP_1>W3zR~|43QGp&r-w+@Rx&Qvygfa8dDt6H zJbt+>fs`|@M&Z}&wnUv0uL1S0d4DekfkWAC#zeZOuNAsdw}%gHDw!b#x81 zgoUx0Fj;Lptvc;E)bN@{%kc`*wwsREBi%x5V1tx9LNSczA^k5_Y$w+eeCQcM;{dNd z<0u>`rPrthSI?&`*Hr`UF0>lu<_%K_*+Ix7y=36*tO*!I_zZ_-q~{Tv6X7$$Jg6+d zE#s>YK>#2jX}l{O*ad4MQC_wX@`-&F^W}bQ zZ|tWB!;solow^ivE=iNf`BStY$~$DEfbS6J2hBLId1x@$13H@ zh|EX9c_P)nsvv-Fsr5F3A}1#&_^RCoha$zEA@f>!cl=D|b63R&Y0GO*oH~_dx-R~= zUX6V_i4ia+;yq-ZRj+4fWZVRAnyQlUe5c&prQ}R(>4vBv5{U5f5rx|!xM?d$W}KX^ z!lpp}0qzoGZbUo`C=UGl3c{zpu@#>%Z+yEpZUa>U>r*H9MzDDd#cGmteD5>P5_i?G z@3$?x8&t}9XP{m|6pR=2M~^h$yzd_G(Rg054dV$tVhwllGydNVFRY6%4~&XMU{hC= zX4s<;E5A7$;y-Kf^aQGZTkeV6I){a6%!4=)H=0233(F-vp~u!4J^ueOAuytryo-=;2o2 z1u?u3TFD{kU@=3OgnUj1y@o?s*g0CtjgsYGN}n7=*DB}C{>iSTne1tNe-K^ASQs`D zw^beqLLVvd`7&AO>o%+x?Pfb{Dx9r~&H2$g80~Pnkh0ROO?Fuv62hJbHU+OB9esH> z@I@_T1?=>mdh}9Q0d_noSz3xG9HbL6(Ag8|=#e*z&b1y}BxE^s)gPUIxNT%lcTRtp zFEfbWrEy){BV_a{l1Ku5EvCN0u+%*LuYfDo-y;li*24n(+s4s6O2Roqjq4n)@QXAqD$hj{0;4x1; z3O0F+l=&rQpC;jzFH`g)y`qOu`_cRBb{rXDWNF~Qz|-QzJ}xat2GeB)8AVRaeESv? z5pATU*cPcs#1lx?A}N^;um|hYBlPuXerfJC+8}sZ8-UeQ_+u%zH1uR6xyA>cToz;u zxJGLyt4pwj@K@`xrcv~yNcLzqsIPQYegB?<&;V2nxZ6p37Aw39K^oc*cs_m%HV11M zgbw$6#DR*I$5xI)q4dhNcL(}+gSL#%(@aL_Le`5Bk};3>zhN<+K23}xlB|p9Oj0T^ zgAOwgB1Yfjjw2jqO^u{|>uU%Gnp=ap|FLDeN%dz8F?yPu6lNE#jO1|ctI|yI_?pf zwVAzs%9@`hCeo0!@nRHu({GI`kU$dbuivFA|Gf!7`-A@5k8)aTcOP!FY@GA=<7VA9$yfU8a=>2L@WE z=NtS6v{+uC+hZk!J8 zT8IjCJ&}u_xXA}H!!E?9!1r-|dTB7i0v!zPNfX{^2HN18Wdy8C( zGGN`i&BBkEO88NU`?gU@4a*p-jad2cVMroeBw#*%?l5nqS1};Y@a!2fmqDFQvsdH) zT)lv5)y5*9704ka1&f2khB_TR`FmF7##TjmxUhXH3^`%-p9>t2FkIk3cbtnElq23_5Qfz_|%;8Yc3vuryytN5)xl9cn}R0)tX5%r$`zN!D+0ojC>qxG2ek6P`} z2X$5GN^w~!34}2yqI}Y5E-{HGP4w_Q5L%a=c+441HfMM2`%DZBJ^?ku(1WiEGPnea zc{Ept)z8NuXqCCeq1>Q{sanHLc^=v{rQUn=-^XKv2NN zp%fpUfH@XZ8c<+xbTn)D^uVh2)(`M%h3N7_8;k!+KANV(xwc|nr@lh#&fgTA|C!D+ z?&s{S-Y>LvD^KMKO0K=zg3-vb4-c77Kp?ou_~y-0ZpvcI9F0REiRtNe_5+$?Pq9uB?dru}*H^u%`*#3j9Um2>_YTfeCd%v1r zw97$n5JD4e;)v-t*jE*d=XaUk_~lP6fcMr;8oysXMR!9w?S8>>{OkLx+2gi?5?Y>| zyWDRg(~lXyyZX1438!t7bUjGf0Gt75m5=|&b98`}@ZzN>C{cl6*JUik=#A7kp+t?? zwQ3Q2-Yb?@Lv!MKrYKHBJM|_v>%hRdkpZ6MnYykn4snn-O`s!GEy&BLRQa!yR~zju zA_3{e%X7=n7vZ=#sC;$T+QGz#O&jhvGmtD)g-?tP$62`X2dB2FAvI%!EuF!OTP+c~x!cMOP=* zEO#V*$`6cg^ApPC>Udf%X0Kky4Zy%&vx*}wj{+S)Pztyf3nmH)D*G=FXtuSR85oE| z?dWz*VW0GG$d&1hk{k>2X2Br`k{%bug+TA;gdU27Y8)w-3Jz4(w_TM_4GB@tuOH}X zk4Zl*Q(YB17%3CqP%+fk({(huPl>~dpO1HtT_(S0WBqT%Cn|@7D|$Jdgu7gM11kJl z7^{63!>Vg)`t!BGwdxhVef##MSI6JA$HmSiXjGLnSIo5ZamrqclSS7=b4;>tyUUOB zlSo16dSq$|vgu$gt(++#k>BIm^z8SyW3D#pp`Af-b%QE_O^F6=LyZ}vA*B(kf{c;L zak-u0+u3w>|LV;@beMM#-$|^lVr{Uj?z^vXMN@!Y~6;wJSp5Yk$ z(J-|^rzv0wsyaH#0$mBtj?sfrmT#Xfbv|__4R>v=VGJPtUR_zK!f2FjtMuWe3~9*H z+@xMr-OB%EJC%2|)yD9Kfm7+Sn`^VDx>0dwIF!K;;{7q5V|UBY3{`e)_Km@s8-tr_ zmYjxKx_#&z556ALuNrJmc+A7arBg6HJZbiB66Ds=Hr zZR=G@IalQ^IA3wq#AUyHms3^;V>k~04yV$aYTiBcm0A*g-5oB!RF?S6Rp_@dOp#13CdgU5 zs&1|JTXvnW`aW3fy2fYf6 z*N!p^zO6R>MhLNyRM;@~a1cE@3~jdX^kXKzaUwCXEXv6h(40Aukwe!o(&q9Kl2sMz zAyo1NiXrN~uFB44j(e|4)a<-xA6r)zR8qZfw`p1~x*=!H zbP+ldU#<5-egF{^;r5Qn{GtRK6sr&y=N}HEnGXA29n|bI>v^ddyWFna2%dL)N+RQ8MvFo$jdV>&)@0 zwOZLLDURy71ilueIV|6eG&0frnET=FquDw$_hWu2`Iv|9MUys{uGn;IbMgT*_<5f* zzLsdoL5)z9ftugey-}zfAN|d+`XSSj#-2T0zLqgXLfZ{=x*g^RN*rTn z^Xsvg&Ilceb%opnr9cVg8>o-!_B{2g+lc4+^1^}C{t;B?`-I6f#cU!Z>*^#qIsGR) z|KzMXR&hNs$@z)hNce}$L)2D%OvxIsP(QDiZF>7H;5Wr9(SAghJ}d1|CN*6VN1%H3 zaxoA@RDp&%+n4M!^9P0|Q+0#<-=`hOPK0`LFd@HvuvaK1fIqP^u`yCB9VE(_gYz7+ zH^E#Nb8;kG?6kGd0G9$idZ_T2$JHOb55@2U;Pmb7qw)N66@-91-Qj&fl4ga@qOg}$ zYD{_xOjVp4jLgN*2k)_RO+qu{H3y|C>Pe;^l;2I+B_k7Rt^DWr_$|(*u=*?JsM5uE z4#KX%L{$Iz7603t)9_|$?kn1A2R6;I7{V2@pAJAG0s9s)8|dn?j4h@$Rj_96wC*Y0 zxj3j?*g839>OyLphm_a~Jw$!H|uVX z=0gcrr{(n3qB@ta-ng@@qspr5my}-L6*FA(P%$;3ysBJfS}EEWria>!n!2W3rMEP( zkwMr|rI6GyHdQOhG0;@FG#%FFgo64{1mp9z^0LA7w2Piq1Y!yc7i7$FozXis-h1m~ ze%kWeA8TEU!m>e~$oSNMy!`Flo`zV+_uzVbu3r>==6CHiyGQRNLs{O8Y`5C49{iKu z%1Qj8aD^+2(3eiMpvj^&w5C7)5r1O+$B+9=eU&As>9ntKYDDIb`k}7jc|cz0F6XTg z2UWwj2V7GjR+~nRFsWYEA*Z3j;WCGnTA+HOWT9S-&}=*8;19R$eiK9+=h;h@06oOw zSDM1o$4jn4`~of_!EgSE-*L#daJf*akvF|F$D+%(ZP7yfL3NGufoxJgh$g#=>!AX( z`IQGBZWl5AAB_;i)9l%~uU-342Z*#r`l%PJW}_nEzNGMWxfc~K#uB40=0o2n8&1Z} zJM>o%^qbi1EZk6A(_!MoF*G^8@TGWVcJ`->X3773)ud#&qG~4sN_V2riP5{H{Ns_! zGwq)rJa~{dE6K|U(I?hUqD=fKND!Gld$cailh)2In6@_mkgE|1ciN?vPhDF+SDpWm;GfA4j|b`lejFiXayF#)Sa znbn(D>fczup>8cuIr6_m3K-(--TSY(qD+t8?bYS0gI-V$(UNX*j0?a@&{AMO6#8nRwR(HNZ}=UF{F1qU!4s z{}%|b@tOM|On@&xL`IF)E7(XaRGm+ujxU%1{jpC&byA-V%#xta0o5Nrad!jc9Z~y1 zqit(1AV(X+-@Y9gc>SMXEI?}DVbs)Y)RcG4(&Cr&5?ug<5eH7iTL~SoQXc#x$#rEb z07>+?Bb}pCbX$9(nV+*DEv1ris8R_uuP5)B3OaNw6&Vjo2hMW^&bx#ylKRq1 zSh#+O-tHpbm64v_2Y`|OZkFt}g%>xL@^374Bdzsg*i5`neUqbb!ed1V!NG(@c+ads zxVd=6)tlShUIfCu4`L;m?s5cH^q&3)MV=m^_Y6YX{>yFKt`V4i&Z?xjxj7#%RcWmg z)-D5G`3_BaP}>Z^*6;;R%y~VdIj(U6oj=sGR7kMa)K;xpuzElhap|;vhPDd@GF@5x zPCSay4XK>TZ60l!*)%pT9dY^92it_1#2&3+#b>~ZBLBjQv8z~-$QnasScM`v3q%!2 z?DKYyzve^s8N2HS1Mui^)AK;~G%#&14fJ03niG*9BV$(Xw&7R#`A%K4h)Jr@M4AVa z4&S;uF&;Ot^}|uEdFTjEGNF@VXRb|+BZNzESH5W_<%eO_x44UiP6zC<^5^9h5H^~N zvn+n4i81r{Bcn*_!m$UaID}y(K9X&?oZuH1RNWHt2U~eX2a1Wfi%)=6m>}}f$Z;c4 zkT-j_7X*SB06X@tZGgJN&CRVIA{y1(D6T{00(4$-(X!!L0v&I9$UEb7^hw& z{ZaR*!XCv0_Ek+)^@SaokK0>zwe$mclsArZX(%Rvn!DWZ*YXIED@4as0dk0V=kDHS zV&iovwG>Y8)yvpTj__Ek^HWlulle0A5(ZffrUDg7JQhsk52SeHf+wi0d!j`C|DC$m z+d9bJviJ!}@t|u#Q3f`_gw)>!$OE$1bCo)w_`m44DuVs|FuIa-0ShOTgMw~o{?P_k zt2y*1wRI0A1|URZAus{=N#ufFf--6eU8VE(iJMDHNyQ)+3CSLjZK9?9qiLuCwR7*M z&XKRXxe7_~SD54o*9}le4;eTBJpvMh{PTUhg|Vm_ZVNq3{_vnewc=(6dwVEpqEVkt z95~8=D1Jav(eUQYkGW$7@!ld!%}E+$=I`=Dja(sGX#648!nC>yX%fg2GHHPnn*Jw3 zNr4}Q$|SI+;;rufYC$NEp=NLoePg^6=-DLSiLG2Ywi@J7A=<+>_Fk66gpBa_Noo# z`n3eFi-o47tjy(6u$_tutgv|DT$O2gm>~HahFVds;Ds8HBY}Vvx_lv<(gL|_=nF7q znV5i4#EM1lAs8%a5aCdJak#9K?$~tc8T;DUsc1Rp$ z8HF8V&=?zb zWT;M7B=Le_%n5pxl=kJC&PDc2&pr~J64B(q(lfg5L+GZ*i#>USqz_y~;l7tuXH&`)Uf#R=<>w^`+cbQ-A9X+qdjXs=7tA zbj*^?W6HaEwm45UC^Jx{3Jcn|ZzEemTIRJ0U#4}NskCiRuB%wqd0cLK=XA~YAx{a@ z5d9z1qLIASTnqNEYWMWhIp<#)@SLP9?6k@a_~p&R8A^7_lbgP`0PGzsquaA*Qdi@T zji2s?mweCdikbOf=cZ+njt#pTP`AYgECFwlv3USLpr&H3zJ8t9-CYS3A;~> zL#Mr@>ZbBJR=#?t;y@8Sr@wAa8!AgCow18khu*3u{C(Hjgx_P8;)#l{Q^AVJYYT@r zAsfU3eB1D|HCXLtY{fg=%Kt`}fP};~1wDUw(rVLZ%_r z;;a!#rb3IXMnyF7C4PR4RHW>=laZSnk4H*O3#ge+kGDcchDuemKvg^*kXcxm4A5qi zXklynO;W_Uf$Rgmuj5KN@Vw=gHB~Y{W`TGu(zGB?8!LYG~X|>9BW!ICkiErRt>`}G>)1~!j81s`m`BOC{wUkRU{r7 z&?st~H(7_E@0f~Hi5a?nxl>dm2g*AOowEfcXw#8oLiDp0uLVQ$<*(O`!u#pG!aTF? z56{)kT@vLab_;9m?A(^?SrED{Ca9_}@FeC`sG{}l+n;l+`|VYoH(Xn}YYOMj@|(|J z4~jxFS>&G+h7w_!$!P?YIKiZasnJ747F)zPC zpy{1qa9EhIjUxv!f%Btu$q$o~evQ&4etkir`Pb}8%JXxMOO?;6Wp$g|+9um&NvY={ zUj(6ALn67sY;TAHn3~6d!NC^U0{V*6wR|Sd&Yg9u zQj~k=a7B1b*k>DiaiQNqQJrwIR-tuvjl=K>MsI=&_QAv+iZv0Sg=*{l^-q8MCQu$$ zmYwF!jw~QHWAXWg(l6Mxu7-gG%FZU-KHvG;2yB3OcvHbViZz9%$rkR!k@YJ3#hG`Z zl50w^djLW?AK@AwB+7+KWH7SrH)%Mxd|GT=qTl$KVrzlXCbGSv+_k3h z`}LhR>)q&7mY8%DoY%ek-}2uX`r6li=etvbMB!fXY9IlQ?z`N-GcE|abuEf!{sVM~ znfePbu<01py*s*pOa1{B_OGkjioXoQ&Xww4`h0-`i^4sBd~IGOh9?)B1rRlH>uWPz`HWnksrxMcM2n0 zCpznOw3?Mg6U(%(Cid+6PZ0SJGvS5Mx~=Cc*EpgrZQmtx%qd4YnuxPgpZiZPjPl0) z1Bm?ld>^vr_|VkVQg9A^uz8pJZTAOHFQuplElI~uSG&H!|W=&PN9Z^&o3_ve98Mi`>vFebAvKeYhG z=kXUPPh#X^L!Mdb(te0EqS>;cVaSTGC?J^+YdSzh1~nf#Qa-KdRftuXf<*K3(5fHV z#g!t6v^JV_m-kNs!c6Km`c2un;VzU@RRn+K%tY6!k7$PNX@46XIK z0i;2YO+!RBgm&DhUo4c9u1L$s$~shhVhU7Om=0((B<@+9wgvwgLtZgEHm+s&CJOin zlckofaa_^|Xbyj{`SL?9mRa18n_j3XaZB9sm76|83v_e6EsJ#Y4kG@r8I-E}FqfER zpe*#`>abkfU$jO1KY*j*^VLiJlW=3Oxi-06XWm@m5A|oxR7*sYs!fVy3Su8S91ivX z^33hn=AC!b+iI^^l)<)y)zhmGr&smQMK1`!F&giZju8{C$h&c?w?d8RAVV#Yt?BgX z)3hpASFZR@$`0)ZMZke$ZG7>AmZ8rF$wPhLoq}yWcI9)e|K;bsJu9Hhb-kib;5q8% z*e0pi=Yuod*)^G5#ydj!&3nyYac3^pzJq=my;lq_N|rY2OnZ)~Q+ z;~%2W9X@#XUYrB46ME`|k>-`PoLI!?zj|=|^#ZWRKz!J20CKCexMJ}L8nbM6N$i{o z*?Fo8drC59IDTA1n-ul1Z+9L?%+H7VXo@m{D5&)2glIiE@KtsS)TdIS z6546kAs}?dMuJ>qX!P_NEr8b>Y;y2mapUT8(f+tOMGz6MK4S?$pWC(9E}gBda+zvE zCANAyMmYnNp_gt`Rm0}q6OgA!G|{bBc37t)DKg6FoM{e2X|kRezw^8s2FJlPz=o3OhG@W~WZXOu5_C~4PFJ2w44iBNOW z4vHF_o{yZtZeMBa6_d7YSq(S2=lR`qRk7NEDhO<$mkx^M6GX>_Bdfq;@0!Nl%~>NG z&x1e-h$Hs*(M?yyng;m>GA+KrF!VHz(AwO589Ru9K4W7C;e_MZlV%dJGt~=p*ariH zlIU2#CqId4hTqA^gmRaWw%v`kEbLc;0IW054s?zAflFw_A~7vp2OCJ^g^$}W{78)s zdT{P6j3y{({TaJ|07;V5+g3dK4rU-01n{|`WjDCdQU#$Kz?AFWt`n3nZnoQ!%X`xX zr{6q!|22n%{ki~`AR&ZxH*|3!dM!FL!E1bw!jbFp5TH`DC^2Ie#}z7vHDIhr19yKyEEA@op&|RFg*iWa@~6N5>b+xI zpju*|NmrpuSDmo?g+Du-rw9GUgvg_=v0+W)ALvMDmMw5E)+3@0ogG$~oWFB$rk#0a z*=;YL(u|~fbweNCMIujz*X*G0bpDF6jP=Oo^3D-l<}(nC7<0@Ive`#aZnw=(EwRzh z0l4e6IeB;~3U_EXL#?|WTIxy)KnID&Wfn7A|%P#8j*Cw4e?TKI8=0FPrt4@n9N z4VV7{Ngk_RgN78@Ps?r)_L4L+QuKeccjZA*onKZo0zrrxQIJK{D4K|XqJpeJ+;C~! z**8H@Hd(r978`H@VpK2~A+p9OqU?(e2u(MNf&>K>p%rM>U;_;e$|g(0oY!dL)cpRM znyQ(anG|KESl)a6-uv!%?m6e)8-Zfh*%?Y-{pUHlFCn30{1+Tu#{YA4|5Y5F>5H*0 z4m3d93FU9UUazVekoX=l`gg`j&cY6i&QN)_mxljsaU{TxF*;pMl+(^ zKvj&rrl+-8bZ1a%OIzDbRMpg`n3yp1flN`jfQCOWCuGAW zxL^j4rqwOVQc_f;Si69+4p|Y|v_8WrP1K!I5d;85I}zA)2vnr zVwujelN}IWA^g8tUjW1ZE_}SBY2p9lfPEb2(}-Ibg(wJZ6PqW>7SK9U99ifn{Z$YfRM%aFhtrdO?#Pn;Jgp)?M8j zp8S0v@Tp?N2#tG3UZKghszPyYZo5a^oqKQ-`BYd$C*z7B?7)6HlrA4xu~|oFUANDh z*Lx38N?d};-z(Yw{Ci38v`z5TVA3#J{$*P}yxL(=_Pb|>{ei-I^|e;6veJB`a3zuY zxi0ir2sZ%nDeqCf%2!e8cKn@UQS79hp#R>l#UC2|s(Y{sSQY$mx5$PD3gz+iY(xL) zsgkJ))^wcac5wx^oM@=4)cHsBFvB+D97@`g;@PU%d3m?U+UqO4bo*;<=IxClpyIAU zw?j4PQ`H^>ek$Qm`?wFoaWvuc5CW)Lz4JvcvWQ)m-G&XVqNl3)V^XMG%7&C0RBg zE%7#=){aJRJymeg&8`FHyimH@g(6vz%B{aR;`IU^xb*R zx!ctnII}YckpO`?BdE+zv}Y#-@Sloc0a%n5%kaayR_rdjlWj8Fjc#Ge?`v(fv-|wf zA4#etQGz6XUj;bftLS5%ke5ng|3j9FXP?Q>$!YUgbIn)}L)@SJhGCMn5tJg*-}lZ@ zNas9O$8Z36G|;K+`kozx-mX!etAgyoI7w+k6XqM<&yU9FgVpHFzb8r}^cbCckU)f&sgQ&>pa-!%Ai~?q~WQFH&jXXElsbKMp8P{0R**b&*%c z&f5X<uwG4h~8KWGxzXb6Ab zGdDIkK9vJOuQz3fwyNg?H!*G{a9*n*bKR@w{6 zs61@@nD)%Ghh7@+_tTT^UTQ{Y)XLW$c;@7%VGc%2rme~nkO{isrhOe_ZDhN}M?P`v z>N~Xmk>P!=SDiq-1Q#$Ycw?u#%rvboYL%jbf?so%k9C^I*`t4-;@j?B;wMjF7PSZW-?wgpBz7^X3Nwa9fllEz;PHK5#hNJ8v75! zCIw_prJACPBG13+Qyh4q)|ijMy6fO%*&MeYiRBLoBvbY}MBGh9xusekY6yt)Yt^ zge+zC93D>x*)R=FO)dtHj!x9M)KxleByGGwp6)C6#0`qDmnC7+C`y{*14{U?p2IBm z7I6>XCw_!5UhI2-y_DTQfXsm^S>}mK+m;FMlD7LWe>r=5zuF*KW^Q4jO>Kf%0aHcM z)J`oO*7ZKwu(tG!3MV%&Li-b;_REU~dfeu!yGE6X#=zXTOLU>CJ#~YP3KRr$k@q#Fl*&m+5RQ zEaK$YA`h>X&YX-iAy#Fg@ ziaY`$T*FcEtM%mg`zEi1yg53~?FlJnDgom+mL9SG7&&WRB7NGh$|HaS- zGdw2ZN13X3i^N4mmISmvII(>$Z$s()^v&nh-zzUoz`m5QPq~&INPMJ~R$cjO#D&9C zqj|DxO=)|8k!C{VALGMk?fYzhv?1FDSOg|HZru9fpQDLBUp%vJjvy08Fyy!N`?G%Py(8Gm9Naej zd(TSQ4I*4LJ%w=+{cO-1uzzd*TeqUdF#C9&%r9hR`}xU-jH6zk+=MSt8<{qQKbT}< z8qi>VKU6#vCFxa^&qPtE+{f2a7BUF$5`xgf^I|d))_B4N=)i{pl?M(F>Raoot0RgN zcCXUyk0GV3hVaaL%ql2sR;ltXaHYqh4HC<`u;$~(j~5N7#mmkWRTl<@LrQ;*>DGie zHp;X*t(5`rUgrWw6qR~|mkPCvfLknQwFda`KoHMKyJWY(?&iA2e0p~Fa$|y*1kMVK zKr`|qFmSv z2TX^5^b5rIzJ!qpFt#u_Sms7-toHlCzZglb-?HTx9s4(G(_1d>P6{65b}Do7`xXV0 zk`FnTdtM6=U>!v>VI0Aca4L)x|+d)wanYP9^Z(hLip!fW@?(Jqj z*ZTVU{z^)Ln#rXJHCRlf9e(~bTW0Xs|+jJ$J%AY#od7=rgxA^+LD4Y~f2;1SRy|?Hbm? zUdF{@i952llz?l{1OOh&e%jZ2y<&wlJ#=a?PcR)gZsg~8XgPZ*tj^p#6izH=xLWbp zxkmEt0o*z58%Yb?|KsO;5E<4@xH{h7)(KI?pVAl;oS6!Sq3@vl8?&c9IcLWpY1aS z?C#Zmms?mVzaG2N=@w=kK%JWPd7c!992SW(KBROmTjJnQ)L&Q>85v2)u7pF4ZgEsU z$w0GES66o^xuBMEF7;CD0=qWJM9ZCT%pygC95R+(xT0BEm|ESb7**-Wo=M>zuqerK5L%yK-0!Yj{_vdXS+VPGaFF$-vqEX%6;_bpL<%AJYK1JdvwPZA zW~;=P`c#R}<84^JhxoKl;{JLGy9!{`D%zCiHJkp5$;bPfJ&81Y$t7!N>F|p@cfa_l z)6F&7i3wH9$w6{?WV(7Td*bG&hkh0heF^T}ui5pIlf*+W|M#%j4{?2&(E6xnu(N+I zTVB=sEvu^fgu<%nM^9@7z>5!8lx{Q8Ex2rGrzg7oYuD$?#TmvsS%BTZdE9|L?RWxs z7KiB;!*pdJo$kpA9=AVtus^LacT`65rs8FC)AvF2?nP`!7- z#Mtf5YTGUjD>&GWvQQGn>zse#1ktGAJ~$yMhuirBZl@t)69XZhXf*U^=ZEB=Z@jLB z*8)c!$vB2NWmv7MlP*3A+-Le~HVmzUaae2cq7*eopYU(a8tl((4Ezn~fm)nom!211 z-Fz`eiGcxL!Nw9pW5AV^{n5!_x)m^5cdVVTUMN7CvbXONzqi#b<}@Sl|h z!#JRUiNomVD2MKzoX7gLy3>2j)U)BRTHtcP&ehgaG~g`5C}tTNzQe(Vt+}0~j)nwo zK;#1wy6WDDkmY=Cq*i;HzwyRCcJdB5d0-qnnsE#)6Yt)9xYf}x_|lW(1mUqm-E599 zGKiiXmR&FxD8vT&+^@=g5MK<&(z4YC6^6{c>tN;uIXheAXrJ9_ zg2?TS-E0$<@d}kt8A0ae+V#8JEsR+Bgv5gc90f=KUlMAI$PC>OJzAS$oBp!DTG;H_ zfaL)gwVD>x^gyODpEGKY7Y+1S*@J(i64mrZ8&|fvB$$a21^FY^UzLg!VMs3l=zqBW zfe~ph%QwCCQfm;vn$JT9arn7FK%*w1syx#H;k@e&heMfWBG(A*(A=`6={=U{pqHxl z&I6PUetk(IXaJg6j&3tL__)tTAJltdIQ83FmU&+i4Q(@dthB-@yzVB9;2tizpJzJv z5x1_TEk7^M=U(t$0-dVH_#l-aFuwzKX;2mMZd-UTz%hF;AIFy_=<0e3@Jj-M#Tp&w zv-^t%=8G&TLiFPs%#J=`t;N(>01clTfi_gMxenL&Jn6gD_}t+IWucTn)a*iXS0`}< zEXJ~R6=MoL)WE|}=wVgu`w952s%Yac)%u{aYzMLgUn&(XJ``b-)aoXWKc*a8D;@7b z@9E|9wLvB7xq6k{jN5jz70C>0O;V1fZQZqNS2g@eP|-W~kx1IW{lv~*mX<#va6yi; zua>O99i(S7nS6|kK!Z)|o&a$`ZNrezOdz}IHoT;To@cmm*+TXadtTTAx<%ikqQ33= zNj0MiGDobp8?i*9I~GK@pXnwSWeud#1PS4;QZdAa5MAjQZ>Hkgt(L_W)%5Q=L8A$_ z+tu}1@XlnsbsI^qz`F@@SAM&15HujGZoNw<%t;Tde36tRGXwDM0E~0SIO;uw3(M45 zi&U}8Uqlh43eiH2tj+Op2OY2(kOVs)s9H>Itvt*@)AGcmeNLzm9%BGGq5mn{kC-|sxr+cuNT-whL6k!u29Hf`2_`Nms;m@Mp%htsv1*^vPv-y`8Bf@uKFpEt#4_A5bL)fzO2ft>@0CB62GuK4TqhdmxfLX$$Szwh^0{gP!Qe zD|9D(FN6ovbt3S9=tU$xn)R^+v!1D0U%IWu&tvKN(g4ZA%))wtg_{1y&vV>fllTt) z8`}0i->AKSr~rYAncdh`Md?M;L91Y)3w;hABcjU`aMG?D`;>cq$GuVT1NNM#tgUki z<-p4zyD+Rni}YqcKI-M4VR(RuiWrZ`g+Un?IEPv=1qXvFZ^CSX4moJ!9M1U`f8;GJ z50brFJ>Y`3(jv?>Y6!3n$mvfZH?=wLdA22pT%!nKwb7gx-(;;KG9v)M6;v_>`atxF z?|<2S_pKZH63!g)knoB{^4u-qECCG*Jr%JX^W>b~xLcdUSA6rp)m6Za*wR9q(8O2v zn6NHkLH6;SE>%BfZtg~DqKXOr3!=aTlo|l@Ha;pmB-aT|AzxwYhY|MLsM{!JLxI*+ zoev0#2N0U387x-KAAIzJqzXTkIH0v}0hh})>Rly^<`zVOQ4(;=PaM2V_B)8zVZl|v z&(W8L#^Wf7T5w$R;VFZiYmMm^S4@amN=%_cO#CTmGmzF{@O#SOSGFoXqa@<33Q@u? zMA)#=J`v?6!PwIYDW$&xPXst3-+kS+N>pNfc(nO0sb51+FT+naC|Un_&NY^dp1wZw zkRA>}B1$=M!N3eh@htu2T+O42F^pKn0VT~oz33wY$(P*CbfGsOp$s!GiT~!DHpFo- zXnUf79AF`;T@<-C9|NV(+gPygDhkSK1h-4k_7J;>jrLP~Xk5%I?pvoTJB@G?Vp8$3 zJ>??NKr_TOL+|`kK#eTP0Hf;j6nyDCPlW~lqRy{vUj zil79)3D%D=QRDH(B1i#Ou0n|ns7y^pPreD=q7LbAGCQkBvI_jxqE@U^_=8Y6QCJVH z{C-JE2FzQlzrCoDh0TbEwtufs%19o3x8Im(-Z}K4bFW}>ux3s95{bD`TZ|0^L$%l0 zX)fWr+&KX}Nc$*6B)mD8^|i*vM`0JTd$_n@D2BGyz~LZ2ufAcTb>H0*6-iQAa#zZ4 z(6I5=^nxl<^~!gyIqmGsJw(A>FR~}P0;q3-+J#Ty)~Nqp0CbWWnFlKY0`cxBuz87k zf$#Pz;U$lIp7_xQ9}QB}cxoQX{g3DPy_-OWsH3BU9_svy{cPT_hRBh?V|D(no)n$( z6U&lRgmfu+Iv#@)JUw5S!l)E7D0H7nUV$Kz>1v7BJi&Zjs-BVYxbEPe*fp#tHf3pK zYf~&E|HOl7yFN6gYf{sI1q1_I(`FWGL;akRs-7ik(}FltL=l|T65`Iv{(wgd+tV7R zvoQG}oyk&k!2`jqGhvRruzAKf94N?0Lmt>KXG5n1e&q=@fp+Fqm41x57|{=!)(@9? z>tf-tv@vBuH;;J@HDW1?@enr4NuAhuW1hj4fsGAG(r=tlW8h>*K_~A3X3+RGF}1u% z+q@JEHx2%H2&IA{L}iR*GCD$PM3x^-0}k3sT{wi@I#J`ADsRYbU4_?~uR|rv4rnLv zx4t7E@V!AJiFx9a*b7&ik!xV!#6CalOHG?^2I&1vUCeQ^99t-X_hs)~55o)O6pCdw zZ9xUz;#+5hr=sK78fQ`3)-`@N!M5nRpM>i{AJ#H!#?$UW`PUevTY7RiQSW5r4(1jZ zXbqD}CX<~GQVobBy-}*tp#{n4B<~JN|CA3h!~!ywGjC z6L44Tw-fOuEDD6Rv;@K;{tX!Ey#d<@<=xBtnUdX!_a&Qs*Y1Afo+LgxH!exHX*T_xYVP< zOYH)Z#Zx2-*ZBNIKjKDQ-_wb4?zOKWZ}ii2{XabBc+f4*J{$V^9B`C}e3(}|1LvLm zQFzsR5D$bb8!R}8W#%tXj`Di05c{5<#W{d4n`HOsG4q+W9NPxW8dacq76my>eUGLJ~v z6|tlg3za2NnQ>xJ5RM+rSaHR@QR3W>#!*ixoN7Jo2#0su-3u)9mcIXG(|(G661}mH ztfj!z?H>+^-KX3$Iw4VZAd{z`k>hU3>}MVM&iZsJr(V}ve*C$UMh2UgGEJ;7;qz#< zomY0iKd~w|yUX&VfiKruJjEer O8Sfx%&)jBr?%x2ScFj-# literal 0 HcmV?d00001 diff --git a/notebooks/cond3d.png b/notebooks/cond3d.png new file mode 100644 index 0000000000000000000000000000000000000000..cd247126ac749b183641089dfc18677792d38192 GIT binary patch literal 55537 zcmd?RXIN8d*ESrmE5cYQ60jgP1QetfD+p2)kY1(tme8By0OKH_Af13n6A?o1O&QG~ zASHANMTQy(AiV^>wJFYXAKyIp`~H79GES6a@2jk9t#h60T>JS$1?j^FSq`F5sKYY% z?<%2Cdt6YcU8DQ=!oL`mhbzGUc01mdQP~ea9{Y`chrb`NyRYGhLa}{9{-d#J#7dx0 zr%^I@Z>hM%PLLF>PPxV{E-KcL6n!RwmI>~i_UCwIXl^OIx}O$&;K}np9o^`|FY-)l zcfTE;{`-1?+2O2bo!Uk+qE+8(KHjm&6jo1K2(Nze7rjHx=cB@fT#ZLNZ}#x{YiQkD z%w>4FkDSTcVzi`aG^3dP{@voC({f6WD_2fxy#35jxfW)i5q=&9i2V3WaTV!oy+xt) z#deo%zwcN6fBbEcBTJxP_xU+qdE(^Jtwrg-v%9Q_PmZV}f@`a(ks(*eaVGlu`X(@@ z-aC5)7Z)c|f!_LH9V4x7&w*s6v=eVx{F+KCsVmkKTzqL#i3u2yjEsz{gu*?WAM{zi zRTWSiQEw6^o2+?eTusljbw%UstHza;l8~CDw@vRXZ^YqnG9iC_etVLU@iD$#Cw=RS zsC5JNaN}Z~-Tkj&41LhqlJ~ zbid2Bh@4KVD?K;p5^wDJ#QXGSRZWhc+st=g0YSm@)QvN?iA{F-oLkd(VWi<1R!CE6 zZfbf&UikR&DVw<4-@3QXS?nb?%l}ncP%!-D#?~jNuhZ(*ognguDWqx@8fHhvNqSSB z+)F&Pn>Hhjg(FQV4f9*Y)+cWsgKK`xHEj?{;WuNDrT+anfbrnoXBpj5a(-znTc2rs z=ELZisB(F1ZY~cidi>y6P3Q$~RsN{S$;qJZhB$G@wC#;_IRO`w5{Q{BBB5Wd)c5x4 z5+_p>&u1NHXg5Fe#@C0jLM^@3ErolOUW$4-N^YU2u(ERM z_Vy8+hFdM^W~)yW+hVb;*^{jnH;i*N&L2JCd;82)F0PBL^p?iP_jvRwRLXVZy9$mz zzuVxs?BQiGxNGzBRek$i2Hb6X%f^cF?vyU`nvq#eZS9t(rdRJboUaQ(rhop)LWRErsf~6 z<~@GU*N91~A?NdxM+pz#nU4Q%|KY=jxgKXPFNv9=t#40D!W1;qRL0#m5~YJvN^r24 ziHYZA1ZThNYHN?e^0{rSmrHoAB<1GjRwOuFkBSxgJMivV@kJaCC(plaHp9DUcsw%n z8au_4KPGY2Hn+8fC&h60_E9O$nwpy9>L%9K@(~dco{E%kh13htnF)RCJtwWUR-xbK zOusL_)gnJ`_0vGsxo%m`(5}8d_9D52hohpV6tJ5wy*6AY$;J34v(Z69uwn3l&7u1& z->f>M2P-jBVeULFE9giWb|_A$-9t+QMl;`|$90k*ajnbx>AXJ!`xh35t?AB!omB{= z)A!ELW4mWpY;0{8%li~=T16OZcvf3)FX&ZR(0mPSb_&tFyLK<_(+bC#;o0Tv0#7aJ zAFZve>Vq_!AJq5yW%^S)r?6|3j-SEYVXJ*IoS~isX6I->uS`5XRp8{-<<_42FlK$E z%+blex}P*6QJbT3IV?rxmE(obt@-BPTjR{zr1tS_T^%gQGU4H0GuAJTCG{43vnCZin>*xtxSA#9;(IgQQ5geQO2O^QkOvzsTv0QdL;pL}+=_*2#Eu56b5td$lJb?qQI(%x1 zx8IUV+iQQjOMiz_t4F$PTN4SKBt>JwApQp4U8$x1S!qM{c3EZ60g zJFT23w3O~RV(FaNYK@K%Cybsq9vNSaQO-z({cthbDEjG)kWS%LUuFDPA=KXPj*dnK z$+b7NwGY5?^^|B!#J7W+gTP1Kw@PW722Htrp2!#|WgMLXU&p$-rcF*-7e4s)@T`X%oMrurBe2G8?d_|* z8#9B1>@Q@-;UGR+iZ%HK@o*1MR&P%at1ByN;qKWZ&>q^IXOw`3ck9J=@Fp2lb)VVyj+i6oa$?* zt}dQu)jzrHodC+mBgbRL>N35NTcsTz1^XdmgH70(dJ@mY8qlA@s63_8Lubj z{>@Qei8U0At0(~Rd8baD5-0M%mQ7Bx8AKNIDx6k#O07xmIora%1A4;=WQOU0p`oFQ z3pZF(1KRoJArQ($2ZY+dTwY18(Z>F{HS0ehY9xqqrKzTa4W0{j?CvRE_UK(;%Gb8_3p{IsOY;i^c%WY@1 zbYl%e>`Vo0`4lz9e0*uCqm7BGP-o;!vLUVBT;%3;*V57wUyMo-{!!BwJ)q3b(%RhI ztYYCv6gnf=&k-a8*XntUgqEi_-=qdO$1228idSzZJS4kuhBB|THYlaF92-s{j%AnF zJV;iOX8ciB*Lh$`zOtRsJg+@cHo19xg59*_Bp$qpq2~iyyMtSMkkin^jfxC^_G}j} zHa0Is!)$L7MDhiuNgCUW$Cb);+bI;A^eblIXnk+rvb3}mCx^?P2OJZ$di439f6Xom zV4Z1aTa~NCqvTRjMYCLU^6zt8$54l-@CHntqQCCD6ebH%2hQF%Fi+xsaOIbequrnoJK*=fRh4i=%7Tft~lp|BdJeo0+6gi~cL|RjliLRhc zTtdQz6t9pf`bD1OsH#9rzC&>=*3M2p1CMuJ>*1xl5+)m1&aS4WrhMv973R+;*>Qc2 zrTA<0?csptv}*PA^t57PV#K>Gb#Es$R$0T}`$}wPZ+sxZdiGhXTs{HTt`{m*%+GST zHiwJ+{rjhd94BpU?K#g$YrJH9LpK}#;YIZs7Z0<*8l&dRVX_5;$;Bmz{x9+>bgF}5 z)VWMxQbBHChkmGhVRMq}HR%~?3MLqxeZ}N9aW}E)X@lNs!Co|eP>d1gIL!m#1!r`< zbA~fjHN8`}u=v~8ud)pd;I1}?-vj-LSV3(z)x_TB>vmJfkzj`2u@UHyJ z-LnQ!DXwI7Mn*<7JLM`jcfl7C5s{qhQFV6*yk=({Mf%GtDr|h8)e{Ei=2|XC)V2)_ z7&L4IChjgH3URJR{q6dp)gn%ulkw!q4=R_9(P*>=j8mNbsOj}6EyDB9PYT;|i;B!N z!i^y?%(b{`y`e*#+*3I2smm$&<-Hf86d)N6Z6! zCjD0r&qGUo7S+V2EU;z5k4c)Tg@ppd%tYO66tHIy5 z1~~`p;9VY&Y?GvxqcdY5+=+hjgPktXIqD-oI@6rR@Tx0SmgzW~rs{~lXyG1RdD6%B zEQN9kWiTu(tZku-JihL>WKCo1EMzJucPfv;=~JE;E{Tfq4*?i6`F*lC*kD5qv(G2d z%V$)js=GH^oGUA%)uLdRZfa1Cxnywo5YEt{amsaZY9Nby+Kc@%oqODBxzyot{e2MT zJk;&n>Gi7))YjIDh>BX0z8PH?zo0+!771P&Rk@uX78VzEGWXvsmE$Bj>dhKiQu!6@ zOql!%3JdoI;UJl4KU_U3-1MaM=IJ*i5~*zxybfR%tq2C++vvipwat)}JlRY)dP^ju zd%ihB|gOlTegITMWv(xFb!H=SXfx$Ui~pt8@IY5E)9Ng&`BT$tzJDoZb6uY zop@T?AiL^?k!&YHR&~(#*QA(1t6wez$y|sdm`BY;vM#u<*;e9baFHc&p@%)-vxrTh@7z4HZYNdUNmPWhT>mWKjSDVM5w-G0r7T?`F9R_?u_Yui_W z{owA*N(!ENqfoP;pj6G9S6bRF=wivxK7r8)?ivujGI6baW6X;84nn+9l?`Aoo!}Yfys7@BVAF$<332QnpkPtRsoSn<@HcY-DY% zY_PysLtL4ju9-A6VhmW~!o>+nh4tci>lGbs?ThgZ5Cy)sWwt@Wt)r)x{_x`H_wP^o z{Vl^}?|pt^Uxv2p0G~~m1SE9#Y=WH-c(`OpslsZ9f(X-{xuz?_F}5pC&qT0tBJ*M; z2>@Ux0&tY?6ovy_wK-Jh=LSrgdV1_7JOv# zl(&z&p9euAB==%%1;A4wBD?wwNTsBNNDj~WR<%2l6JzZeqF>drCo!ko?jiz49P?@9OQP2y@C4RUjwauQ51N1gJTz z#>nQdHBN*R=fP&0(Kn^JxKENg*WCw46V^bhJD>Q`DwQ5N4hVa4$*J#VJ<9-$uhXjF zf}Ev7%`eaIVjLXK*7UZouX>Ko0Rm6BF(-Pf?V{di3T0(3$7>ba-9kGE;A7cC7s-c5 zb#Kt!d4BgcK!}68X+^}uV#l3QhXgB^1CdmPn*uk6S9SFrND2UztBKbNVdcJkca076 zqQT=l#|mGN7)=2W`*;Xd#RUGxjZ!-@i(nYl^a6!Urx;)tWNJ@+eQ+V2 zB}H%KJ7ki74z^j`fPkP{WXa?QA--aH_|)Xo)MA~YXuyauD^N=}g2`~0zcn-<8PSP@ zd#r73udoF#PG*ML+}0IUekfDGA%ADN_KZBr-TxO!E|TDf-E!%MwRp~qUf*G1wpo8MHPf{ zf}|W(6}eK6@20bxaGF|(IkX6?oFo!`ftX|2jCbok{5w7~v&D>`lYZZ-xDk%qMf2c4q99tz<_ygQE= z*n_4$j;euNio!ak0gJL3DpUK39rr+2@`!tTe;z@SL5efQPm`}3OCF-E$dSb>< zD(R!UmU6-S{i8G$+0@ijn~1$A zWya@s^C~KO9XG(+-*@a`15|@BNw$_G;9ItQ6yn_%1TM_#? zCg^=%ECI6XevuUO%Q5v|d0)gCmyY15Bi`#H35IBP_Qf6~seMYW*A&4O9 z=mh>nVb#^jVK8#S>jk70jaenssWWgziEk*BP|cO8PSeNItHlR72f_%4i^BHE)levz z;N&5g89z>MZKHmE()7pYC#n~Z=Ufi^Bj5yW)!d1Id$qhTf*urWv$@6sNaa(=R%b0z zNO+h-Jb~Kp>@aMdn zXTQ@i;KQ647#M8Pl5D|+>w4oS5BiFHLC~Mg;>t?bA5w|p-2!ygfT?#`7I4)fR?yjQ zZb2EzA|&a|E;G*+iNYLbVUFa;x{+Bl*(kSDD`Ik8+++F2P*rwJu<>k8QIU|{a>}rm z0(lXQ;*~7>5$AaltF5P3SP&}5DXz!Edx=(8?lZ8qFmo&h)3P{{Vy>C3Ue^|L2Q?kD zkTqQ}{a4U1*=Q9`gF1u)!{UH|LzZBsCvKA#y1Mhq%SqQvE*>90P$^{)ZK8;Ke)rSm zlL2j=of_m|{c7G1gM)(=hOszYAS+uNP+a;2#giTqwh%_t0YtU|mH|Fbs{s<}QDy{% zzkpGRvVo@{2c4c99sLWygn01K@NmkBU_!>ji!Fr|ihhF)ua%l}RkxUpjeAfx`zqj_ zr-q{TJ1dd*q1Q02PXvMHwMj~834;agJs#SVYrO*T{^n)C$_)Ff_2!B`BFxX{W3gCc zWGuznnfZZ_*86bAE2h4S^7RxT(+Zu?`UiXy77QLX zhth$D(E2!NZD?&{quJfvy{nYomdJB@vI4Vl4Oct#0a&;=$&zj!m`fXY!wfVImd|#y zW9lfqzwKm|)rMhNpCNHwy-@NSIJzkjQo=AS$E0Wd$m}`E^~valnNOd7&Cksx9@Ctn zP&9$L?IMvTh1e!AP71S;R)QHL**Gmik}m9j%>{?1sm!YueyN`Q9Bxt)&58g3KIfHE=OZbQZu`H<@9QLW_jcGz`mi)p(gy zfam!7^=sXDx@x+Jq@-G66O;RDpwyj_krBwhG6=#ff#cwW=v5_74LP{JUma?>CJdu5 zl`0IXS(tpF#Lx0rjIA9gW|JIG6spU0NPP7J`QpiduCA^S4ybVeQ(QTVDX&Tb>k|MT zfZqQ+scfm-b=D*a3%fWU)3^4eiDi=zEee2BObQg?Jm6CPqlhL^-L4e1q?V>)p`)jx zlb^4^%Veb^DJ&f2CJ&w&BC_aIXStHUj#oP4OSt$`NCn&G7Z`I5ph%MxgXa~ftk}Q# z!4v}c#Q*up+1c5)`QbxR=z8O;wMxlKQEpr1wjQjmYXc=rWa5WbxzF9IfCDWS`S3w) zJ||$;+OQI>o7DsT6=axKupL8%ZZyCFA2Z`;ITkzv*#DBsR(Szgg;KTgtXkW7+M_f) zUyP!MJIDpzv;s9kn*(|i0SDDRnZ9&Qm8TKzlkKrI{ZV;v^LIX{w#Hymj?SU4W1->U zG-3L3-!$BckgB=)0ipjf8|PCrJldbPf8i4P&sEogVO+UfmJ^DpQo`r9sv1mz|NNdJ zK&xA1(SsM=yd=u>p80;~ zfA%?mE?Twg6Q+_xyx05{(?ij~M!eBm{}HjWzB*-EP_Gy-(dkvU>!}YwtNh|(VT=Y( zndzbu+G#mM_YJI^VN_e{qrnQ7^>MYz=Jd){QEH`f+U64S{^7mk@BK2V_@Jxza;@HY z{Q6jY5BH#|_xf!7e4+PhVF9gfVPCF$#y@Ka^?@5Khh>^q7pJW8?Gpa=MLcnMy-FM3 zQf~u8*FnM|l)Klf1$hq=Xj%WjZ6e_XS~P=6YS_eV`fLs4Mf@d&=s+>D+17 z`(_p+`B$&udc60V^J~fzLAY1;=DkiInSMgcz$Ru^KH5sgc9ZkHtqs82zGYdz-5l^- z3f0)aetzgY)m=ssTYOTV4Q?S6(08p$L%QUE>qx7f>`HO>Jg%PZHN4dt!o zor5IVJYutaSk*!2%EQHM`t=qb7Fu?5p>Mu@#(1owtII;ib|cB+<-!o0x>Vg`n;Sp< z&D{y#vNZw-m#2T(pZBfT)!yE~5+|E{c5L`q21aC3eXD%ZW1Q>KpnEw?g*!qAZx{`x zi!8-$cX#&?o8e^Ug}2-?kgzn@d+-OdOFHEtc_#|>Wu}g5wa2s8U7Ky+n(ym@-7NPoAuI}!P@Zf;#A zI$S4p(gp=4l{vL_bOOsHH1@6efuXxY_Vj(GNH#enC@5%!+b}w%c`T2v`eDMuMxbzC zqytM2NifC!ySO_q(?pRqQ?=r*5f!J0>8+3qA+O6}nDED`CO@?RF7K#RYEZnbwRM_0 z7a;xoaBRA6)d9eQe?T6JVD*@KKrd;U8L}m=*^mwVarZ1FIY7`t^}@b*>!7aiad-}A z*G?~CcrWzkG9KKs=h-bt_93blt4ec*Hhum22XJ}7mCyYcdf>UX^vKU3j~j3$cupli zt;ny{)aGXfrPapw#OiO=mWQRmX>&&?r>Q7qs45Gws)Fy0(DOX>K$ZpuiOoy)mbY za3;8U6>+qGtIm!>#h?A>?T@ZPB+G>#?fGK3bJhNT|J;*5HYbVlVQ2oKtNsL0X(%Q> zL-<|f#{;SsTklXFUoHDYw%*&dZcY2mzkcqIOWTEVFQdQQmHGeMAb;Lm;J5Rrwcq}I z6)Uh?cbz_Wry1_s^ci9(D(+`h5w&z2Ngy|WmX0g)Z@tSq!$s470W-Z7y-+@iNB(&` zv%S_Z*6NZf-= zbNlV*7eSH}SHCWaxUs6`4 z!WsHVAm%YRoqWxCYqUaOOpOt8Rea^TX64dnp1JvUJz(}Ovjs!K0}_dJZSG((ZeDpm zV~z0cd#J>fZ7(x+A;gQ~gs>SXJO4G!=EV>;36FQqQ@zDH-&*+lOxIgpa&K4`rjO+< z#V1Q@4oVIKtOaljjIG=HnrlPDsX)J@&wqoN0lh0AAdvECp>Evni8hfxzn}mLRqsK5 z(~j3$OyFvt+xMv|`)5`JTb5i#rpKrW>1WD8n+F2KjAa zZhgl{lXsnF{3+K-KFV038x$dB<=?6Y+UDKLztyzyI_}8U9EX8}#gc3;SghuR8-tX{ zrGWmzmmBiAgA2fkS_O8p@oI&)K03vF=;t?5RMYb_3!NkBkL};B*$!TUtb$f}u{uz_ zuX~X0dZ0cl(`Qp8svtl8mlk`t^&NgnVxs zfDwi6Ty6L@l%<_tE0B{6724oR=U&}U4=B{k=n{$20-|>GY~1i>9=qic8;$;=USclc z@k?~~NH@n}tdta5?YoPh#0I*n9IgjY-QPv{Yh<>ovvX`e7Lup|%ITd$eJ&L9Qo+%U zCUxA-Z3AReUx#wQr05wK9&<;mazmPhadUgm$fJvieVIYMYhA@9C-hiwYhl04q$&zV z7_0}}=qe(PpT=R{!&M?buV3Zi0ml6H7)BFLXlZHbSEK7&KnU1gFr<|gGX8v;;bng) zB8RP@N_XbmRe$knjpyrio3b%Of1rUg8neqwF_8<)R;fplL>?2k7I=<6N3vJ|LvFLf zfk2EW#n6+0ZHL6If(!-V?#z9Wdv~w{qY>r728G9uXVG?pgSzbB^u=qs|JD^$MmxEn z-7@}@KEU(5z;9VW8k9cZT)|`5P+bv-El77Km`yxKhk^Gn!tHLF(65#2a(`^7Rr73^ zya@e}@BFI3IfI_arut=Yrb$pNQKT%#ySZMwOdeQdW#(f{dv+p{ykC+#gj?emJ|G&& z%hc1=?b5|}o)FDYP)Qx1{<<#H++Ap^)y@}Hr}AaD)U9omPgQK^CNQ7UL??L`gR(`j zeISe)n)D?5;@I%t767Esex3$S0O%=)ii(P|;EcbgspfsHkm}E^w*|`6s%xmV zM%SUH`%s9LO{CHmKw`OWgaOmnA%}u-R7&8sS-v5evX#Ctx3yJlu4m1!{#9Kj!{<6% zFvH|s`Bb88vJ&XD(4@TF4{&_si7hiT_T-hZv9YRa;Lws{grAP}`fBa$WvD{o9BN>DZP@J~ zJ>FdSs#v%G3gWA-b>De7#~(LC|37?yd!a4anP8i^t9K(@_m0AmxEl351b2G1n)Sb&$R4^L88* zBE5&XAM*WGj@SYgYN)e_02Oxd`I2>wt^AwV3VQp0O@M@iZyv)?PD1^AV&l^`g7xAHz!}D%BkUoL# zDqmB6zz%c=+In8g$soRz`1}Vc%`kdUfaUPetSeLzYWeGf;(=KKMdEOeuPK7TxAvn7 zy}K+|FvEv&a1|o=`R6t|F3rbTsN2!%w=-jLfVP+=K3`>($~wej`0w~==TxDlFAZ%`@&J5N8f{(}P zj~iZWxi*wOZ_44tUx@tk5Imup4vFlEgT6tTI@L@Y=Sq#PrvV%SvK7>MWrLm(5vY^AiY{_aOs!* zP&)+<^*#g#(C9!|$lMx-Px^g8^81zfUG669&3RorWFo@7`Jqfc4Bx$H5!{3EA^WP( zH>*Sm-~`Dlp!UeX{`yg$yi!wBBS+Z2J1+}uuP}%M+e&)bvgnTmN}ZPhvJ|QwCO?VkGeT1}>kSmRi> zflQSd^83W5NS7C&Ic%`nnM@*5EbgZx@)L9m%dZr=v!-q>N)_Mcnxe}b$HC78y%=oS z76GHA2&PKTJ_bwx4-7Lz-x1pY@XS0*lI&8aT#($#y{VoXgT|5UvD~{+yhmwu>Hbzp zoy_|}Wt4H%daxcGvYwh|wMiBY6F1I`ZD30GFaC4pX1gAoWYyPb>p zP4c!i6kc&gypDd>37L(Iz@c?PQeHO-Rp#TvxGPX}PxZtXotJaOOM#nf>KsL?nH0h? z06&29ew^8A0kx@vzPBNa*-b!2VIHI&QIqW)=$vOMigw%kDmKU$tb@|`5#6{BWwl)( z1OQ#uD1Ln$&)N+%F$S~d)g9wUx!Im(zvcZsw}jW4%kYkMW(9-$=t>nRDk))crGkV73hiHWxIm3Xr(Lk=jB0u5p!8UJ zefw}Yy36i`oSBzams2cBHNA#kUZxp@*T9kUNh3yN_anVmm3 zo6dBLEwe#Lt4L9OS zj4maxR$&@HlFuO8&78#FN+v;m1cHPcZ6!844!GYb)@Yl~0Ip~|{Q5X0okw}>usJ@W zZ&cGSfzTfcHIRWr*8p&n%>ci&TLxN+K!*a!A)=k|uZEYVhDK9u1P}C}Twpo%6A$|c zL-Wf2Atv;-4g6UI6`?4(f?r8`Yu_1x;{DD8{BH5pSxXTlDLHfM?ht*$^l* zg@=dxamUvfamch3Ocu=(xJGAZ~hJ_&p3`gD%K9i z5R2XI?B0NW3tzEfF%j(}^H0tX=iB88>tjQ$nurraCO2I$g2xB!JR zY(vAjSHHs%buV$X%x59qs5-G@1>8%@ciyi_LIypgCw z;Gplzgy{xKC1xP)D&zAjD&xB*qNlZAY}=8El(`ILBV?W8?QAju+?-V685yKoX>z`6 zBo`<3avZJ}7*lW3YQ~RrQ6XUhjZg-FI6>qHCqBeR#7D2p#h{c^U+L$#{#s*bu3Vk+ zM|gt7xseV2t`4M*x93eF=5>LhK~_nLNSBnUI-KB>0r#K=RbMaPZMc_~27DNlZ8j5l zYy2U(T|2CKQ9pi{(pn|6*Rr5t-UzS~g+Nqg&?~36YPOduatP3a^;`6qsP~AaMeBf3 zfRqAlh|0aao%`PmJu{Vj{>x}O$I<6)^8nhr$u~-$K!cC)-?7HPadp#q6L8UQHHb-$ zjJpz{h_|^o`roXqtr12ngTA>!JNHy;I+9=WMWU0>73pvseZ`OaHe$ZKG?NHXf7FTD zj_IfCIRGfr)rg0i+bV-7CKGAE1Uq>rf(IgXL~UjZ!~+obgKG#;$xyWp?6h4=Rg4cR zqa*=`2}L!eN(DfR1U2AA3P~CCtB`L)c?kK(jLb|6AQSYwsq=M~zd7z0VHat(!&q*! zJSd{%zb88cAU6jI^9F$<{W*XKAQ6WKqQn@daAXRcp|6ZJAjsb#kOjRUB0%BpFLF?# zF5c4AR2t;c5bO~48H^O;$R}{|kg2pIW0@OMrVcQ8N6M7j(eF%~75W|8 zK>q~2Ynwdmm9Re`p9fZUW@e_!82F8`F>|sLu&K$wM0!G_40v@!Q#D!GO(L}x_IZgm ziwuGg0#X9NrCk>o*&jgZ3y4h&=?F!|6X4XzFCg=Zq_nUcI~mr=OJJqR0QOW;5dMP$tx@4f>g)B;VqEczP@{4gqzCZ zNT^FftEHuHicKr*^Q-%Jfoy;c05SxeDEtYB1~ggVRN#exEFiU^M+wAXi32u?O^^Z> z&Hv^AwgKM+BLQ{-{zQ%rbq#n{sC%+Yc)T=^M!w%pMjP^rx?KtTD)-4kF4!QDSbex? zB7mo&(Yep_!WQ!{j2QA3^Y6AaozPqEKH_vundlL}%*#=}8f>FR91GacSfOYh`#-TF z03Xs@-y^!s%V9>*CWHnk3jlb42CwvN%L1^SE6~7YB?-j3qoXp25n6xz_|ak5ZgB(j zZcv8B)*1HDQKS!a4FC#V+Ge7Pe0`kTQcg@ixy~->)dEPDLk38~=o*32Y7%$^5I@Nu zAMXWPdaS?y&5htJ114CpQ*NKci-Lu>3j@(~B)O*k;UqSt5I~89CGVZk?pz3K2<1-J+Lq|K)UU*8S2~8g*aJPTo6tt2@c} z(C#QM&9|dcv_?&DljMKl`2Ai@42q_UgW;vVD&cIJj=<40U-7`2yqdQSIQOS9=hRMG zL9@pSfTJiGvbxCO+pNhfkUP|>>4CLyu4mReMSC)uZ1e*YFUhrFKv%Q)fcLZ^L zy#l&4xoSbs)7sk`cXgzCdM6B^3{61v2yhYN)a~|1X8tt*L36k)jYdAV?gUVjp%I)@ zaB+a~pn&a=dBxJWsn>;__pwn3Hd=D44xAkfmb@HV1D#FvO(K9f z3knL1G{QAA!V~lRJ=UT(-5n?h?sJCPm;4q4l5useVGMH-Y6lRacoTMfO^JM9=iV3h z^EF$6k02VqQQSF?s5~eM8C@U4Fput(JWwc*iD-lmA^#+(u~j`YYtWy10uCu8M&JqB>W~ECq0)k^XMF|03T=Ce4EC5rPOorK&)sU4jJGfQROZ?E2sK7xGWdK3Vf@zoC4 z6e|JCJCC!vi>P0>DbmIZP@1V7`g`6DkMV%dW~;ZrX1%=fjKs7}9;38(@$vEPLbF3B zzed~3_aEQw5Xp^!dAsRF#l%_w(yWM>Fn#>cH>Gy^7bX|3at&e1PB z)4U0O#G+21y6wsrCMcE@dwOD%2Ad8+lz>D}Sy|cb$KTJ99%BD1e+vEF=P&nx9WK^x zgV+HI1DNf3w0}9|hG3sCIe0)o^T0qt?&nYTKL^3|W7z|sl!%Z}BY-mCx`!N!Ib`Zh zl!4dqs;tDjmKS;bv=L7}lT)W5(Z3i`o7QPH4&W0=!Izkx*4nb(n4M}CD)Kbk4sNPf z;bEZ5v-4#inbx>=FsI0N_d7cWI*-}Gi=(<7vGT!ayHZjex%_7Y@v;2PwOsJ02e*^I zhF@Gcw_N}k9iF@IhZoep?}lrCpf+Xna{+8#)(+1@OL6bO!6t^C%1OVUh@~!`Flb-G zHTP7?d(&C?aJRiCoAf!hq>#xg;~etvpi=uY2kEL30ZW zS!j-nj*f0_X?cz87bqG;b{M;^U$C;VedU*jU`Gy$703u= z0Cq^`e@R!v=arPWQG}ty1usO(0NFR-WOwep1v|4d<4a1kfAD}V^-$G2IQz_gXKHh} zNsI8Hj#S#-eGF{yl!^sRrb%uZ)CizU8H&DoX}Us|JzmD!(MmA7o&305x6+P1z9Dt9 zwaerCJTw&JPEn*beOs|MH{|bvw!QB(Gk|Oa%=~p~kys=8lrB9&au3RIm_jODft(4Pu8$vquGK=emV}q5&UVV<*TsQ?# zuD06HzzRqZDL~LW=GYlii&}oE_nYYhC#RuXYyudHUfrOxK@dm~+UlYa`k_5W~0vjDSxpG~}*)mAG zQXNy2F3E(LM}t~^qFh}lXva_`v+2f0(q_i}b6@a)dkU0-tAPz6%79oGTLXhzV7LJP z;RR<7^0Hkx+ZHUHI|(d9X8gB&wfUji){WA90!IszmR#PODxy}x^076Q_&#pksQi5I!vXD@~&hoJUh=PO?_8fR3Mhe-X7_ur3 zwEvsXhyFOSEQB~u+YrdW_LV%+fI7K(G<*^$Ey{9HZb@KblbPO#Qz#%!!pA1vB7SY)WC-@y?q)zD5E-4^-CYQbuNXlK3*>5mL~-7vzF zF?4qFjleJa=X%P!E10zep?RtD}QYO4O`+zePY)ssl-cB;J`Cd1bYDO+} zS6gvhw5$Bc8@nULo4yd9l$e&5-Sy#$wzRXfsU#_KGP6lF{l@Ef!-QL4CoudY~f6H+RQZXGQ_U_%`Sz zG2YkPp7Vk4PPKg+3=s$>*a2Qig7$ltrJkY~GaV}I#5 zlRsGt>ZHj^%w1-FHjo*I8(+dH=oRS+#E9n-3*%?#Km)}W@{v4$J!HtQ3bgmPc#qS zW^!V}4AK)>!XjX4ct}T@%H^6IuA$lG2clN+$SAlWPfx1KWmt;%lA0dSh(IoaNHgpv znXc}Dss7gn*st_oGet5>Y(#M3225^1Nxr-y0^LxfL$wj&lQH)>^78Ys;mLN| zR28p&9m8*8|NQ)&kQ+Z{b+L0FvpOFW9)n{loQ%^EJqV!&2(2`g_fybUgNNtuq|KLL z{YicX+8OtSOv=0rw}Peq>1UW;dPmk@b+AINo=|4LPG^{eE_(*#61)^5Xin{*6`}sV z^?`u(K1q*aOy$PZ)GE0btx6!jIma^bzB-Leu1MPsksNo9%r_J7M{csiPv&zwp6g3jxlhRUE9$-a9f_FW=**AiIj83dTx;I_L{-E#0;m{BZJH6s` zAss6BTrD{E&TwtVcVUE^Thy)9j=+<#f)^JT-6b;7-P?b;#8Qw?dc<;F45B-~y5c zDQzxdUSsP(%_l3>yb_VJ_av264@5;pRRop4_mJQLp@SSJk~cw;;L0%)mSiQ+eZU!d zrOR}u{`wZUeq=i673fLDz1Gyh@)3?*x6CDBs&YdYNH3%XVSL`r^h+JIQNjq_u9r9+f=JOHQ2@t`8|1!QFb!ZVXUce{-1>kHlQY@o~ zpL1ry)uqR?EJ^qqEP)jZ>_9}dF$XtV34pqopN}swIXO9j^jikdjZnCCa#C$F%OhsQ z$|eK%B=Fj?N*5786YurA2rVI@2YGf{1Vsz5PN0-%gJW?|vA29$s|5t%FasuVrx!%5 z8h${%8tF3mWq)iW58r#NJ9d$xgS3cLzMLaJRog_!bK`{}ULlx~Z)i{G9vgG;OQBBH zd3%`3Zmd-63F~}2urWrG9PRTGEBUb~cKjfyZ2=x5o;9^saPwh6kedUWgLvI!%ifat zk+@s%Bn%AZ@B3({%x;j$!9(Um8bG_#V2#PG1sxoCbw%vaQ+^3hkpbGMvX7^*8!X%L zd%Afvv`<~ASci5Jm1LzR$n3!BR0Qp7Sk-+Z<~fL=5sK3QF}6FK!7udwC-(0a$u)#0 z$`sSsmL~U(%<8awl7+?~L}~}c26zn*4@;G75jF~|8p;Y0yec3rbz7K-g0>z=V*vlb zM??f0z#K}jWL3QZQ+U7_&;-!(BN6ZXfnK!Tn(syEx$9E)q4{_ahXBI@PwF@}co8sF zv9^RWeYOEp>Zk62B@YQWN^ug`f@VJc?sx6s#p8d^F0ZVxXNm`?iP$7dTF%{Cl;-R* zL~|db+j~BZuWyLUDPs$;PGkdb1tEE(nhc5J}|qilHLkb@a3?tX}q18*saLf7!OtD1J=odQn%sxiRrEIqyZ5@t=VM{ z9HB^ezYF0ev?qXyE?*PUi1D=6%2KkLh^X0Q@5l$#k{HQ5UpSrEwsS4sNGGWlvS%po zGJMgeoh;sTqB{UmW@olje)hxCyCHe1%7>jZH`wpvjtN%=`f2kSaV^KT+Mw?YlL&$MfX>4;aYcvD zUrbDeM-HRxj?nfVfXqph&yFwZ1w7Kzh`c;8o`-HL+0boXNp_dnh)UYdPG{Uh%L7kN1;zZ3t_KkrxCFCtOT>tW zC0@V1WOLRi)Qa<0FgY&WUGzhVXe6yO6XHv)V-j_~xR{P@@bqQ%rE0-9Tri2!a&|KmQ+NUjh&1{z*;rInVQd-~ZdE&-3{|9cH=j-~C;#>-t{bb)pRrAbaFMS=BqlY>@`gj%VK> zT@Vagnus1mB;wtvmpqK$0#KG*(j>o*KiNGX*R>0=4WI7$JpH{2LwOV>x z>w;qTL>npy$P4)(N|EcUz&rwnt|<@t?%U3v&9 zu$&2pXgX{c5OV3{yWoH2>2F6d8@wZLBD~wInxX>U7jQgM(Frw82@%d65I*>o5R=l( z&cf~T&o5lK0K^bI??IK&EcM_1m7ilOg}2*zJvss~CE(fd#z<d6fvbMUM5ob-7-q1XHP|H0s%w$gd1ad(8~>4XGDcLGa#d za@n}8a?I_k8fWBcx?Z2AcDZ9PC%nHn*w3#sk0ldhmf?uWqYf^Fk=Ga*Xy0>k>TKVx zlh_815EUp`Q}Uk&szG|ppOCNI+d|U;s+{>D$t>d!v}oz+u3v|7ezMHF-u$)~xc5#a z)SL^SY-|={-DRz(jc-3~MpJsL*B1mOgwVjF61;K+4H6c76M4 z;WnW@iDaan!At@;8$DzR;Xjlt8oIhkF50UrHRyF}I8^9b(Xm5QiaQEX7w~Kx9pW+l zmNQjC$QhCDINvmAdD9Ce4~pKm9Il;@&uCo>$WOGPn4=)v5#+^-z{*1njfV#30?j@o z(5d~h&XXE8+7&oA)-suuP-UYm{}CA7ss;3VxO5R80kr_D;Xa1Go`{#S zhbW=GmC9KV5QsF!|6@_)^owX&EM5ck^o7&x0UH!8$OuTE-`zKb#KFw0n<@jQUhv~h zveTzd!4vk~Gk2TW%laXv{e~+04a)7imMI*Iy)Bl5`x~wlpw53FNThAV-9p#)fP#wt z31jK)w`KIpi7%C#0NsJs2Ih;(`}EjifR=#31&o}}_$b%)4*{c7wr+O?-Dbm|ug>F& zU4h1}gbM5vc-_XHqcCA?HP4KEFf9kLGwwT*K7vX(xrY*qOAA#!{z95wpswA!g#baG zy%2l@e>(_gjnPx5Kg)godJ)fe&?#>yb>a1?cAJ zthC(RBvjx=D%(saCV8E&!Q+WBh8%_C=bLW@f92PwcH_93t7@LPmQuc1#0da2Oo9)s z4hg#4fRDpB_KZghCqee%e;EJXh1#;&UKNW>r2W@0I6f5L-l#@^+XUBpi`faINy47Z zA#v_NR)y0uJTmCEk0#;4N0i``(`HEJI6ye_(Oi8Wo>HX-#94gb&`9XJuC1??&qa(F z@{V~val2^?>l`x(zLv;`jqQTqz?F zlX)(Z&f1TNfHDTH*$qq095+Bw7b6E zEN&qlY_X$!c`&JIEfLmdr=X>);PcurWm)%KB=iBxKLfRfhA~bQDt*FMMy?~KnAQ7p zM2Rh0d;wYraSG(#;k`mG<)DUam`mN6tn6&I^ZK?ObP*038~EG9DEmtC!!pTG(?f^A z7``o?0M6@v=!{A>)aK@y$?VacmV=5ES@#eGRIuu z62DEG{rx{=sJ`g@Pvd>f`OegP^T*iP;|Y<9<6X5r^ztaP49}PpZHFAm$s%7y)(Wx{i6 zy`y2phYvT9EtcM%9-Te^EPmJEVR^5VGXJe;>T);T%%`~gz_)(DC=Tl0N*}LnH+^?q z2qttUuCA&%yB7;SmUAfB5-p1I3BM(ISb&khf1&Cv(+`*>u3V3x*>EcP?h4pY17u0 z4S$NrgyC_)#ZD;M92=m}y#U$#m4+uXHIw`m@+YfPi7OMLwBK_V3{ zB^6y=UFt$AUuCP?9lImps3O&Li(WjtxWOnHZ--{OqDQKV(d#~paYn-1=7un;U+X3} z?IK;jE}`2L7Ke1WtKw=>OYUJav;AxD${836zI?=s6KzCMbn4pO$C}0{Y`Zs>eGK=< zoG=JX6FjX*3#JNvb!RjNX9>VR+MG{k*Q1F6(f6^mlz^F_z$+^)Elqn|(8XS7ydP-? zwE_Vn6}S8fbtbr9*cSzy4@$>r1^H)-THxx|2bD%1cM;r>nV=TvO9MiI4#V*=!@vBw zGCuIWCrSVhkRqUqgmB9o`c2)yT=Zsz$8YO!1wl&Ur)U#9d;kDQC`~?r{f7h(GHGm# z01Su+aCy39HU*m#4k9TaD-oj;0Cxb@;SoZ-hE@j>%P@xiZb&2e0+23SKNOBeDnMg+ zdJ)JsO7q%>%w^O9PTE|5W*aF`>-gz4$4)WJVEVK_4?p=1Q!4WEH3yffd_pxyxTK73 zt)N5;Oh_DWL1SZB5v}9ahgr9Tl7*22`Rgp)#vY6@rO*MLHyPw`#^`5#M!2S9F*_dq zig^%l(j7<&2@OtZM~Sxsb%>=6hY!mb)GSLZC?zg1;x*u1w1IW!;s6c;e1e3?bmn1k zq9ui17?%`Gl9dNso}ZwZ_Zj+r^0%s2j_G6~2;s`lZ%*!G>G0M^eVnCfuugCeBnaPo zK0Fz_(05lzNh^A|a3z3M`;U}rF|1krt;^6{}juK)ZV>*L{=TTynLK4@xS04bUic-I=-I zslt>%QsyP31vCJ3R5bMa&} z__G-GSUG@1dFs?Dc=LNcJz0$j5=3jFg3vkdt7X?F;`C_W#-5zLKbf~ndgJk(6i^8& z#LT(WC=U7$FYWm3pPe9x{YivkL9X`jslVXDw8)n}0;lZGB9~FZ*^J3#KZ#n%C@I^a z0S`nM1q3%i;QB2piT{N7-+q2VOAi94kNd_Ib75B>U7YJ1c~o1$Z83qK{iJF3GLZo0 zeAcbUE{|)!cv>=TQKrjDR<808ovqu{ITm}i>_Hs_F{}+-VeIjY}Eod=PSvdHox4EYX1q96WS;YGZPl72_>(7LlANp4?ZpvfD0pb6kZ?E zgNhUDDvG*rjW7|`w4A95(AeX6Bel505%3T?QV}=zyA40a&zG8g->?wOn zP)PdQ#M@d9Rd+d7Z~6TEC2>`UL%(#ciNjMvOq9b}1AQj`3J^$viH3KpXTUoSmyO5) z{U0iS!u@OL`y-S$xPk~$L|qF1qtWgHDU*onOI|2989&-L*^ik@dMqN;h=P;Twhg%6 zbuvh~QZ~CwV!(Y9fvloO#IzWp5GeIRflLfeKp2b4?57`OcbWDq20?g@g@PIV0-`;R zFwC5~T>1?j{^~Q_nE}XQy+tm=f3*n3rLH0m1HOQoi90b7k;luxaUp6gG#GdLU7!fh zoGEB-9d3PwxIjDl@u(~YQhp#yT&SnS`eE|}@&m7)M60Jy&55^tT4Nuxu@GF0%;etV5gNkeZcavNHq4mAn6J{#!qi*k7)zeS4 z63@eDz!%SRk*6@29_IWyay@K4?kx?3qrEL4KokzrVl5h$CJUHCndh-SvGyGKuUb>H z`RtIWRVSJB>=)tpRcv2QrHDc2Rbr=(rh zL?FCt6f?MlbMV35z1Vc{V1?i+vPSy?^UE7Ynw?bZIc=O^-ch&1@|4R#XHpV_ezj;k zNEwIz9!$j?v{rn*6IimlMqew+vZ9+Y5Ljzc03+Kpxc9BpBH@ zID253tm_3Y9%H;?JpH6YM9HH=iOPo9P_-ZErkktevYmY81Ub7t+J~3r8(duZBw>{N z3E&*72hamQnb%$|M(vED@0Bb!8L4#F?ot#{F5VarfnB(8b5qN*TM})tW4(T!?Fh*F z!;O6z<6Ta}N4-v+il46m=?Gw01#5ME{YJ*d9Y>%h3E29;B!hj>sp0D%xR1mWfrKnw zT857TC>`GEnH33LYkcjaUg_Mh{(zPjxa#yO!9}|f;n!!HU*;z>n7BLRNq$@YL#=t& zTokzT54gH{OD+q2&W}jGoiDl=j`gpehiWG1XlZF_hN7xQ$`?ce<>s#S$9L0)TT7&g zG~Q(W0hJ?)&}~m=^53NCczDnbjT@D&VGF2}fbF@?EnoF@u8Ais*#>o!mHj7;Xs?C=-?2mkrG&O8A(%KlJBM{jGqHrYiP;TY(_ z`x5wtAZUgJolf%wKqB3>D7d&EQ$SczHNQUf;WK0q@Y!)K!@JX*GF@*ILbqaVYfsOk zt>^Eqk9)CD}iB;YLW z`U%#hUWD}%u9XF<)dMS(4I`56BIEHQ%JOs$h@1AS!%XDU(1`lI_<{(s#MBbBKNt@{ zQ;f6&GgOEt(UWi7CkW#-r6ZUyT092}P7XkBb3qYarNPB0p}r4|JX$7JyY4JgqUF1! zjZTM5Ar&CwYsppshIn9r*m&#twNqVDB50kvtW~#4m)->U4Im&$e01Fm@cy08*jN5V zy$h0;WB4+kb%&Vu0sVnXh7N(al4ukSi(j!&L!nSc=MQcZjgRM1G;AfEu6DSTSGT@; zuKmptaRVwGGc-(i?&EFoeeiTc`GBhhK{+}x@JZRMw7}Jv2sn4H{CRJ|5m3>GC_0#Y zbsIao29TJMij5uH14c10W|T-Y0V@cjtWNJca%dQ;uo9tvmLcqOWr#zcxy5&7`*K6K zuDWte#oSXpeWrH2bYzE{BfC9NIiX~ub#K>;v9B$xi}@@>JLCq45>T|F1t7w^4>uah zf;De`k0zvDZmzBvR;tS~G&6&Ltafysi)D`zXbnt`5dNLfs?&VhRyKv11msklD}xTG z@5{T;2X)G*90?N_0%^9GzW>P|NL*r;iVW;1BR-(kWq-H608H*UqcH(w805;X1@w8= z#%3F|!RM$y^gZC{jRRlASPIGwL=>osF@OSE{4HiUr--1nLXHK@?6E0kz7?GEAC_zN z^auNmJVfh)TZBrhkNou>6tuuQA6N)P;j|;G77}Rc$$Q7zzc0*?xe2azqs65p_yFu# z7q-SSS>vtpg6lsc#AA}+zzVWu2A^7JJwNoJMWR6K#|Fzcd_)MR)#{NE@jc+1u#^y3 zp&UmS7*Q&z&}VrB$Q~f7NBgc}K*7ReUj}+4NaJxvKs|u1d{o>wziVxX5JVy-<)Eo@ zsZ+;pA6#kgt}(|9ucl+^^q-SumSu=pKr{UqLSf*KmK3-9X~F=b(kws+oZsAzFFITB zu~PmkQZRgWb_YLSWp{seDEqy9juqNA6f>wFh>>ylGhsK)qhee?0c>i(cXk8+S2V2c ztn6R7Jzzn1I{qvE0=_paF1U*;3!)Zk%{qHLCuD^Qj8-cgR~EZD=F>0sqHY}p(iiF? zHzMfdZ)C?VyiN*4N(Y*TAqkA!#_0FQ;M=99Dn*o3F@~V<0T}}t#yRYKvpQ2$=qx!3 zbQJa@x*R8&fRJ}58k>_{yse&LqXZT>DEbaQ;IuS9yXYjG#i4ls!W5O~^bXzO>Rc2` zv%wq$1Qo4PMOkk#MTMq*sRsDxsh1nCoK@fTw}y4I6=8)W699p?ZkaZSaK!U}4n6qK zfQJLGRv&Zhhj?5}FMdoe=UEZRg{DPS{Q2eIM#QZP<}@nM=X z6TU74l$9=Pt@!u!5QvG@C|Y{Q5a!U+e}cOar*(GaTzfFh+qnH*TY!U;7v$bK&ux zPgcuTl|TnftT=ioc=r7F`zpMgJ3F%msTL{(!XE^jHA1o(Jz}TQm-AWny5a#P>5>ho zOAutSe`fx=O{Md$7s3oVVV&P*ro&gk*P$8Dzg}pv3HuL`EzuF^pR-A|-pLQJi#j4x zVy$a#-EV+;57s2F|h zEwecr#lX!%453YjdY%3;1l>jms2HykG)zRFi-Bd(UZ<(*%J8z7jGsx2NkcZbA5}+uFWMJ}>w^&%gM?BKM^M znn6zf88tsNxM-!+KGXt5$8Q2JMvGptfANi;6L#X9Bl`RFLQpJ6UBd)DgY)mo?R?yFg=B`&l0;Vt-yB8#yP{ofu~mOW3RfeeP`3^ zh!RZqHeY?`hnfoAFrrfQBf%9SF-+2qf*%LpjmfV~J=cbi7tb1X9I113J8j9~@w6>+ z<`;eTHw{74KGBNj`i}BGB%6cO!dV4ApItI>b&_x5NhEA9BLJQOy9MIf2a(&l;)gNI z=S<&8^?oK=6x@kEdgL-tQIwSsE7I$s0d-}8$vNbQaKb^by?UH?lfdlJyD*U#B+WT!v zaA&fd#+SV>lzU8{|Neb=+7Izc2YrTC(`o+ty;T_tq?HX(mx3ncwJ45PSLFid0P?Wb z_~mFWY%Bno@A154YDfY5kbYt~;EGTv;-n7TU+F$MbC#)$ehi=z z@m70(a_LM%bBFH=fc8qZ%?;s{oC1zQ3cG&%`*B_S#z$pHn#jUXb<$5Ss8YN2ih_z#N{V%0Px7KCsa z3JUZ~*aihhk_+^SHzLu_q>2rwW1vqISmH-IomiR-`x}BhCG5qGjg4(FSdJ0{HZvhg zcuORcx>eXfO&RDE##gxHB5seMh^)F2)RDtT+C^k3?%9i`G7B7}7 z2AxoW9GW*iHoTHz#)k@Sojmfw!3Ef`!h+?Y(!8*dJbA zUVhVVan4izGvse&zL58rGUC`W#WbLC_2MS5bthy-$2niRyZ2%n*l+UIe@HOM7Wq*$ zkHb6^P*`d4wa5|8pJvWIi*iscGy* zL;h&78TWKh^W8f#4QlN#FT0JT{JCT?LOvK46&01#moG1LrbR42wz`D+{b;3za&&(8 zxA-}SLI|&6co#I)=4J`+6RAvhN`t=^7H-C7ysk{VQqVlhN>lbG-IAqc;>B?Q_53v0 zeUqx;c?(ncSi}h~{q#%0ycK)JN#=p_IU;khp_iGiRG+!7^}E?@h~)IVELbNvSbu2h z;}TFzl%+_aI}Qm%^`y(!3?5==E_U>8ixwUQ6nN5kcn+atX{B~;&h~DW!smga7WZkb zL`%_+vy&EQp7iw{d&xkCPNS>s8MRFKaf4=*F`UZ$Ud(%)I3dDovw}ZJMa4c-2J#q0 zHh?5I20cW&Abc=dB%7xl(wO=NGyxu6EWRVQ3))dSB@W~BCf8kL4y}C&i)OM~lAQ$u z^Nfl|1WNWxG)|brvoo9ZC3ZR)DG0Ry1u*6K#^a%!hE4!zJCH`mzdJyj_oZxehlzv) zIeF*X*7K&8jE(J!uKhwyZroVZn6;>yJ@Hv(lK8}JypCJfTMc96w^~kk*|I4OYcRFU zY(BI0ZjNg$_q$%0@4c9qpl1`TEw6>@*vJhiuto%YPqsMuvSx|v)nAW^b7Y=7m?4~n z#6fxpoy$r}?#R+~OBa(?%jA}W!tW9GKuW~ydeiR_md&2|V>~u(J#-dvy(8@jvA)#v z%0FESoYAo6SJemrAM4kwc>q|$0i!l>eEKQYD=SF&$Th{5x-BOsvwrC&0ui8E*v3Kf zo?wBUa+tqKDM??1Rfcks+^S-7Xu9x>(aw&J0RFWKQNHbLTCCm;B8Kq%^h-ZaBwTt(aYhLv0QOEtjSQ1dUokd zhe#b3oPN5xx}7$fZ9hV^cm%`F=*EGJ;|T9t;TLmIB-5cJ@#VZbug>OKr^pqc^Oj7nQq>ZjZen`$yjSYiYLLUuxj zg;ay;uruv$Pzx^m+ZU_wND$)wSo-jS?&N3B-l}_gEwoxWRbN}1cS5-UimNiu%iO#{ ze@40kq+B3;;mJYQTMp}Yz68;(=_rO*0DXp(7PB-rY|wk6^Y+R&GJAf`Qzm7Gp`T9Q zQz9sJx3;^c)kk!v4+Qhxa~1@^I}Wmg71)`G#z)#WJvEhBiU>#yfA>B4QlmjJ^>H8a zMp@hMIaD?4kgfsX`KE*s=Q`I|Rah!uJKPbHP)%U_RqhGXy! zPS$mGIo;pWtc~AVO1k6>pY(0(BOBi&_G~7WD$iaZtjuM@{>3I|?`~NEqR) z#&CAK10E1ncca7o9ai47MKiB%vN+cihUh%2gaVKhIo!255|mfWEN~o<5B# zJhufl%ycLq5WzuDP;xh5HXDL%q+etdo#QyyGeW>4YMWMee zy_r_D1!?)o0jm1u-+H~8j>BY4JgLkF}`^WohgbVBl%snt6|;dS$dV37^%f$Z)5 z41$oCFV}5fdOKO4E(Jj>XbX$+uP$10pYetujoqKu$}DS|?f*GhrhR05b^ED52fv%i z=}V`o%$tD>Y$%;@+NmPzu+D<(Hz$IQjAZdSBxoh_xKsCJ7T5w{Q_5cPp}QV~tZWDl z$Y!puYydpszA&#hG{ve}YkJ<_7*r|g_Ndpe0gY_Edt<9~xP_$mqx_LVWkVoz7Tiyf zrPu}ubAe@vg0eN>;e{ldjQs7)ER!D8@E5z5{X~~W%eu}tgQPg8oA>SfUOO2B(`+-< zJ*B>?O%_Lv*v7h<&@B^ssfi7dZNfO$bUAP4r}AJJpA2}YabDTB&LZlTv>OlkucwrB z&BogU-n*X{e!wTjcI7G`CyRiUt_XD7nh*056A? z>zqSGP9jZ5orK-D#{1#?!x&S>R5sD~v~Q}bXEL*UuAT(H3DG##XuqFRb50Hq=D;Fp zO5}8f?Sj-(mS4i@Y~Rk(__mmw^UdZDx~ZVnM2dz|0uGS?#0ZxMOsaqqVqeU?5AMG= zds^Q$f6c{+xfn}A`M-YS#wW<-i2P$=mpyY;D>WcgQfnVc`VE%B78IT8#zsuE+{P>| z-(ljG%UA>?+@H{ZqcB8a02H0t#hkd{_w^&J+PX~TaS^I|(e42*fFjk-&5gTN3@fT1 zBc-GC#q2TGCO+u<5^?I~&y^aZj-oytPNj-5cOcbLA1Z#}5Us2YWVAXPR6kqUas{ZN|n{iokw zmCl-diS}dt@$K7a^;s8o;PKoxAr7NO6cX9=oDR22EKQ2if$2pfzrg}U>eF7x{|AQP z6w(flzY+Z%TBaX4s*9#wf>YE>0&=UCLgcek9a4=zf zNB&s*cy5n2H@1;`!0pyMrgieR?x)1_wOd2hAy!cASxxs5e~#RaCIzm{$;r@-qMHgS z75#?fgMlklVHu(h%yevgj6){w5=LICe}rYuvqde4vKtj<%toTorbiQmOBgf&Gno0qhn%q)51lz>YH z4aPgN#ohRg-v*l22n~nKRItK;u9I-c={VDMc+-OG)6#LbBjca6wAi4W#u-2Ou_U%J zD>TCjVt07demkq^2t=nvYpuk?#54(0TU`zu>9A3{-cA07g0O`h`+)jW(ctBu56qHp z#Bi<^w{-Rv6ci+L?2>fV`FTLsuj?_d`>7-Aic^N#26j#{G zZ_BlGiiO$>r#c~VIN;IxE#I_)h+$E;=+cAIxklRy{Dc5Nh7kmG7+Y6D*GVStS@~E) zVjF~CMQqp#VfoD?Tn?zB@Y&dXeFrcp+wrt3O4F&9Ri8|jiT}K7I)e;F{%|sU5^Grx z_MU0VQ`Z*0^y=iko&v;SmtNV=bi&-+MenA^{y8g0m79PyXpVXM3OA+Ys2l6N*UNdF zO{K0Vc|r9(7uBLgcw3g5YH#x4rQ$0*xe$?J8|l+Y$54#)>t^d`cWG_H+3C8ifD?f` zN3f}YT^W`*1Sly_$`sv9oT0tV*bu6hyuRk`;F_PoyE<9rj&hpSS*&YE>@?*{fR?Kw zEP#4{Cc1G>-mnSwLRa48LZ}JSp!IdH>*oS@^*Tq(V)3aTAVR>{hS{h=1=m-TkF#3c zYTV7+&NqncrRxvZmzJfDMca;aI`wOgbH|(AbfiZr{f715j|S@ZkDk`k*QelNHCIi* zarF6qq4*q(KL{H`1lFpvm#$sQ{~&=(4KS5g5ok&V@rM8h(kYBR6ZJNbW|)d13=^2@ z!F)>?B*aEjQCOf*M#(ffFU{cL1FY#rtBAGG-$K0*P!TLQaTXR#o}JjN5Ix_)6?=>C zhkBr>gAoH#9UxFtSs|sD=~(3pIV8%N{g02X2&+|F2A{j$BpiY~44k0GLjM9sV*m|6 zT!LCqlB3Rsnm0AJk?w4&ZB?0)me&7{i>4B^7r0i4Jn)ylonzcSGdm~8C{rikPE+CG zCMywC?92tDBrsGDbj9k%GjKhrS%Z*=x)Mrl3k=ZRcjZJ8? z%NHG@U4M1&-o2e6@$vEAoh>RT+0jXM8h(wsQeX{5=765{jabU4Bhdw*`&BpJrl{}T z>Lx9n70@WZ`IVHb8LAzC4uqnaSOxNVxwVr3j#_(HsXBL>Fhcs9selMwaNS}srbP=+ zr5<@Ir8{K3;ANX;ZO-)4Su+6!mNgd)`zM_t8GM1!FK|OhUAwb??DL-?B=v|Ld7Bit z*|YnEUOXg!913$rKk-k(ys|p^ft9}4D%Eqd^L1#_uV1WMC^qi3NK<53=sL4GAEFAR zR(s~5hvm0gv@{zkF}1)fECNOCmdmEd}&fHl=6S0Y;UIZ1v@+yJ9y?XWH zS)8p=Z0#vHGi%x8^nV`FX-=!Bh=ygpf+dqg z!I?dc)Z|3enusTo_65x;D2~F`+cU%2R185*9v~T;bO)=UmxtQCTwUW~Ht=iOmASYV zf-g(D@w3W=y{Gmx2mGt~q_JM+G@vLiYV5sMZ&M=-7m>uJsFxUjf4|fG@B|`bnCge# zG5jQfx5%D9-Hq+8{8uOLMQ)?9dBw20O5R?S0`hHRXEb)fw&L#>*`TYt8WrNvk7c$n zVM1Wq)-m(p+GaQ5=i|Adet*^oVx>_0O z=_(~JczJ&C6ozc1evZ!T$0-x;$M*{lc7I-KK591LAJ;4W1nulB{zHY%4GtbS{)mZ6 z#6pgAhmv!0fRBMqrE(B+03_!4JA4o(N0QA4jgJE!P*A|;C5!<)4Yj@@Ye|ZW!nb5h z9^3)*9HIoI@}eD5hGB>UQWZX!IQ~liWy+5FaN;YFAN)BxlmOxIbqL@HCREfWC)$UDC2Au`VxiA1qOi=KSz?; z4;exTlvMm;j9BVg^5TSyLAFZKglLA~-7&}wZwHjSKoNXLdUjwSAelWJ^)Vi)6`CYv zLsWS{Yc11eNqKh)58TD?uQ+1<4PVZ0L>W{p+j;fvs6!s2OQMIem3i_f8X zi^E!qBjNpqt8YjPi|}JN2s{fN1afJJ5`zp5hS6);05cN!ad?z3-SlQ+*Cy%M2Vzhs zIeEax4`XN$fDJjgsUqv9l=3KKt8>&<1P@&C))ZN@SU4+FVXD! zW{5~l(n+LABSjJ-g|LubU|Lb^FHhVgwKs(5E!LO!j3s&^U#7ntGj$j^NoKEzHj&EJ%h@4(65sK` z`@z2edcq*jkk#CUk0%yWooj-pAITUH3DVXqx}JE$Bmp<&OQ0flMMtDbJUkW|AJ>~A z-6AyQBTc^rTb*`qpGy&;+0j6Hl%7~p2qF2hAtMQ)4hHdj+;pwEp81|w8Ij7`Y$$Ni zx$ofBAQa#`p~74?YAzw%-Pkni7&9H}C0N~pDq0U^Jmzyi(XZrnw+x}c#XklfefeW@ z(edXGK6e@r^MPZhuk{G6$(&0NtH9Vr-@Dg_2^JWJeS%>iSRP0RmFC&*2@0}N^xYKe zz(k2kxSsE2$3#aP@^)8i?}F?gpo$0Ygz!p4q*Y9D$ogrB_Lbi`KxRPL!Vgo zH#2$xsSu#XS@VP+laGeC)|@tf1Yb$m%58mc+iwGJ^49cpR(F zN^e>L_%sA8rTVA#13*sML(tDbm{`so)wG?Klg#$yZHypTfT59*k+*u%mxb3Q^Q2s{ zEhp+`;c<)l`N74?(c;%37c3*L0d$Uy-n}>BzVV4MS`V=XI^sWE6prV6aZ6v)J3h^% zvA%x21EYq?OJl^MaMf0=0yL;4=NJpk{aUNKr zn&vhJII+5yUf?Wz>|MTlDHpUpltSR|>@7XktCG}D`grQXPio70pGxV+sKFHz*gX6* zb?X_yNZfer47L3}10$iUcwmMU1Eox>(`y&*!NC{Cx6G3m6_5ER6C;%?&xDj(^R|;F`h7m!{|? z#5Y@eiNP+yq2%V0r_x{nJ7+wCUjVB1Z4_)TBfu(%kRC9KCR4u)PbS5N zB%smAocr^09<~*fu+|w@W>iVUVuK2?_5!i~!DpNEZX?1Y(KNpx@(=kxOnuBv8823W zQ6$_O`oFv!CL97FtAMKr_mcy1DE$4G&wte|F09}je`b(}W8QSunJ)SSyeJ#iM!=Cx z>wks#2MVar7A=UGanNuNA{>~V(q%aM5PK2{5*^)LqZhw7hYOpfwm#GammV}$i5Gl5 zsAyUR=$&BOyPGa9kJT}P;sIFXH5|-}G&DM>vA~%G^vcKZMtcvk5PJpHB;rW!y$!EHsN~y&rmblQLE&en+>(iGS@GJwx#>Q{fE9eqc-Xc_j?Cv({5)+s3|WxcE*e1Zrd(C!P*xc1Gn+b;)dixyd0%6yLeUBH}N>@2uWMOLw3w41*=CKCXs z;OhQdT8c3=CxSl#5M4a-Y1o+N8C}X=d)Mgx@bve+B3p!AoO8*QtxF)s+|B1axEKI1 zWX*r_Ppm8W*G-D*s=`k}JZYk?nWMVzA*GM&l~2>eW)Db6m7+QExwfsF{|9*Gt#|C6 zuvGiMAyNTQRwU|=Rwa#GFEr8Vu|trr!2+>dZyU>Fk&0TvjkM!>L+sei!&8*X<&ECoN#+?i8k zeiYVdCW@l25`-2EtR0+munij?8WkShM^-I>(s4DYuN7hN5_p(=Hhh;dR)!gym=FW| z87_f=w}n~&y_{!E_-zw%ZNjPsYq{RNyN1A`$e$NIihqUzvJ4cZRjg=VfwM&h-B{J% z4_*)yNccK5L-M%U3yHfmcxlA4LM;TKWkRgqSPjQDAiketG-}F?tMb=nl=`%fd+Bt? z4uOXT+y&*T0~5k#l%jkma0pPBZ1}cE(Nez=XHMv}QJ%-k6O}OA9(m)^S$?T)e zYI5b(q8a4>nNkpjCssw(T0@GqzFH{8BH2uOcc8Qt7L3BqcM^t?*)Pm#Xd?~__hSCF z%ah|aKO)mtleGA)u>U0auMwKblJM%nrYc&Ghm-0O{I8dU-hhq)<8+Fb0}}>9#OOC3 z57a>f9{=QkSjRh|;DeNGK+`#8&m;hOFeYAkc#^?ob$t2q3)Xj)p%8*V2?qd+8i0TR zqL{K@&_P*wqiH2E79%agu7NWA|E_l$DnBI&dGxMp>fE8qcI=1+Ebf#fy1CcPqG3JMX32r9u zeCs%BuRwPDd{G(f%(ht?Z9*7T=r*2?j3?HETON*e4ujIl5X^6;>(T1Ti$H}Fq8MN- zf4^5JkDJJ4X1G^4I7J;3!yto4cwXA3nwlSD>B@9vc4m>&|mumn^=}s5F`Pcw>(B}>D{SR z(eLwM?_-}aOovQd#wH!piXHh;nQ!{DMMztUraEn&$m-F6EP2W0_8Y{zT99*3Oo+lr zeE~BXNPr@=H*Rca7oJ@m)Y9kU#5&N`s{QxJ)PclkVbNJJLkN(zwX@F4PrTV28O0G` zow%lp)Z=X>b0VA9Vn|mqaG1)a5}#<`um7Y>`C>|0Btq)D;;*?G=CMG!pqCzTeDpEV zkZD~ty46t953gnkVv{9<8J|8MECgsa#jPS&!q%+RAcAIa_?H2omKke}uQEQp18yY$Y3>S`t3%3sO{0sEG?j z6N}XwhKZ+|b6v`P8{cZRmC1^V2aXtzRfaL#nhjCLSzT5OddwxQ@ZW*KDz&2(V^gDj zyj9EkC!PnAe}i|A2&EAut39*J;}Wh8g0JNuR?mIH!K$@t%=OBUf1{wN=w^{EP);n@ z=l=c65DYwOxraNT&C|obp8_Jq^#HU{g zM(85dFKg`bjoaOw!lv6Avw(=9LjA{So{_)E-wi`acsMFw zGTL)gL*M=Dp=&rk@zkS{`dp<8puJ+~4+j|YOgwJhtX;f0DJ^OoQ*r-2bGjSOqx}gf zb!&xD)glVU$nn3wSY}L_l)Dj!RL20dC7t`><40mh75y)|X)gzURivUC|D$hgUvh~4YU|7s_#B=Ztd7}en7>P;c z=;c233d8IeyOWv0yBWs`w3H`KzjN4sV4|Mn=PfT39WYNDuF%iVCHs9P1+<`Nq4iT| zIAmwVpTvkAF2m(ijS7KQ@5UbjeD?Jj1%JB~p@jI~n9re!9U(5fHb7)$x%M_bGv1bvvR#+9`)rA-oFhRgm zDyrxBVL`~G5V=+e2L3aX`}84{wkiCVm#h>=C+FYwUta7ep}xM%#@D`dVX~!h4`;HBS0EmyuCN=bvQPO+&ON9z5`%LXz2W0 z_nxg#3<27}XeI^+@Oy;#i3xIag4_NtqGeXhMe8-@jFV-GHY`kBc@7UG`7Ues%8w!l z8-KO89Ocoa?TBx@Ay(|D&%GDe%b>0x=5Nj5`K4iT#?WFJp zRwu^=i|FvolWhs0t6v06TV@aM&|wb(BDr6YNXQ3N2}DE#f>2_!g&kl@tHIhA&lU}n z0)&G2rtoueJBUdH5Rz2ta)sdCA?6GWvrl&++BnwCz(c=zhk^2HX2Txopc+kG_(;^P zjSh|DmmZZ159RTJ5Qqjr+xj@l6s4_~FV5=j|M0=cG?!E$B!iqwz6mtIccB4x+z|Eg zL5}@Ld`|B?2yVb;Ll?5hRHHiGr5;4IJI?1 z+jKjIUoNsmMuiY!=1BsFSdVKZ%G@z01{S;-+x|MS)}tj=ttsrEL{)$8f>-Mtog%D! zdrZ}|6RgFbw47Aj;;zR`hspK|L$uDY((TM%p#GCEpg7((csTbrZ6IM>0*b&2W1urA znCExBb~Bm)mh1NY3p%j*fsPUqc@(K)I0hO%EO`0WH*Mtg#97>&z!lN)Ui-|jW{XGF zjtnwA4YmM<67-kaK`+7<|-M#dj(s?VOkT)PrypH+P5nTKpRiv_X( zj3z!fFauP$@YOhJVn8a<3aL7=uRNyRJFRnLah2e`2y3}! z_VMRhe^57PxW5z3U~FFQc0louus$bhW|vhW;}#(<=`^hPClpY5I_L$!2s*(@J^-YX zd=^24`nRcq;F&SYq)LrPLTu9X#qq5#d+lgxbt+eSM$$Hp<5Q+IjtP&WFt^dv7 zp>$rCva?vgMd7eZ_&=00#)X0+gf`H;-2%O8(jlV8c|-^<5BGk*&Qul8^PglQ9q)#P zg$;PHK6Q|_DOj;~u?rz9;_^|L7O+aA7qKm47OONBKK}dJ{9o0IN6KAn`N(O2!eBn- z;Wzwx^s8rZE&pMrMO9~A7I1FD&7jJMmLj~=bz6xVM$bamIqcB=g+Tkdn+xnH#tD_3 z7HQFysr=VK=MDCeFfm10=lJaBXz}{hD9;dz+B)?9fdD)J*-X$(WDBSg>?qjGPG}M( zwm~b%uw-imAr=o~%geXjik6=~ww@P&$c)c+kP%A{@LYBJXGsW`0Mb@N*7pd!cFBum ziPiGOzw$Rw-~}{I?gtR#4~qhtiIcSCH6qM+L1u%6pD1YXjHU6p&ssIxLIeJLI>?Jarbo@K88->W9#%mUP6l$7zWfImzywLLF1~ORqJ%&L3McqI{|%-U;=<-mWKuHmH;qODiz(DRWH#kC&L(YU2p^>X z3##Cd94FyStm|D{k&%?iOKf1{j?YcyS5m@xix1xlMHXmkI|1wV5^IhUJ# zZMQkD(VSz#{DMmMKi$b$dIap~a`Rtc4pD{U&p+^?um8Y@X#eF-N_%$`g{tiT`}*Af z_>bDx|G(Tx)xjpBLSO&?zCN3y1T{auLMQ!~3vWIr6@ZpA|0M^_2fKa;I$9Qq3dZYA?)Mz5I_~480dg29EiXUN1ZUl^z)I zc!^){2f>oL=|bX}M4JBd(TRS<-Q3Vm!gG#k<`yXuO~OV@pg19st_U~(5&v_wAj6SV zhqjf8lKd~Onb2F1NL&Bz9=86zU_!5}U|OMgS>er(j`(5qf;*F-;SwRj*S!#s7tmCY zPBB_M( zU>Dy1QM0iPN-$_;F{gsS2oF0z?5zI!uaA3~z zh0#cWf||Nv0Gq0DeoNa(q1DJ$!rHd2IAm-`*=2tDPk*bwlNTKqJJy%LWB83S?gy@0 zQ_s1(??A=)OiwM-kv)c`Z^v2S4IxAWWPrhk`~mlbN{ku;fJFuZjCO~1CqWb64IBWR zJ08Q!4nr|Mc3;nL#JG(ivHS!c4p1F!wh>dgwlHU1T)ksSdgn!ko80NPhkLBGXHS@1 z6l0%XlrgefUUPyH7#3J17-C&Y@1stCtCsGE$tRDXp~sd3_M$FVyFA2V$nir|&)K84yySUW5bTMRs7jhG1#trRH6{ zmK*g3IzzST4g#Z{(a}*e28`?Z^3=JPOhWMHiCyr#ChUjv@_gBz1mvG{vg8GrRA<%( zTHM_3Qlcx5j0f+GuAD*BQ3%GZKMU_p+;`kGO@(MGT-Q+<5?eB$dLt~_xz&Jeab=)v zhcs*NOUKcP0iPlpbR*XXL~9dsUxwaq$;ljmcE+TO{sE& zQ!2O87Hti%26;%#$ciQ@##b)pM;+RrTyc-e(SEU885l+;bS4nhpZ1jVtwQyH#;rm< z;u)yO2J8q`8K!;0*SG`T5&K=Zpk`FCOxxF2ulqxNO0*bX+PArTOx-48|#JKh-i_PHIuJsRbXJfF2Ao6|tvquE{ycAO}+O=Bdw^nzK#?1A-6?V{{hB z2A2XIABtpR>K55IoP;f2$ftG}m9_J$DCY(bW@z4X(2(Ut_zgwq*r}?jTJr8L%(=5+ zO2fiR-D$@#Zj1UEv#(DeUl*VGD`h6rc22<{oJ)vwt|jDBnZ6cWK^8RRB)7o zu69lwQT2tR>X3a z6_{al)8kIP4=SOYyI}@u!)YF|5SPc}DFsZExVd2VI;_{j;>xxtr@X9zKx+tK@M?Ja z5h8KOcu;ZEr*`VHJuhVASKI7uncmTlZP>{gV@?96L+#CG2m?SIlsUcGu1y`I%SaX*@3f6edR6KT~Vv%K=Kg+&+^Wo`uB>={xp zC7=jb=sR4junbNop-)XsjTrjI_XVS4XUDFX_Cdw=(4Na}JSoEr&BV-OBkf|x)De0) z;|q375z+5f5FIJ>l90KX`0DGmvA{;r8E>5suk}}tnpEf;wI9*9O&RYW*E~>l?o_xh?s5n6e>j%M+i$qxaM|Pg>@5_tS5&9zo2Ki_P^ob=M4D=m1q+=E5NU>8LEz-5JiU|;Dz5|0P9>83Kz(8wO`E;qOQ zqPbt#*eeF%-qN~4qa{tViRFY&S^J*U$#w_Xd^W*X>qw+1*)~-!_U(J9Xls3Oh%bh4 z4#iX54xyrG(r{~pm1kqg*YZ7nyviq==EAQ;#4cENBb}- zg|(oFNUb!cNM(18cn%&fQ+Nr%!2=4iCT1@LT8$mq$t#)ZYSVIh-6u|}j1lC@kM`Zx zsJmL~z#IsN#^jW%T&1@UGBP?e(W}|`AJ|R3&p>pr^QDwK0s)$1=|1%U*Y#&Q-BQoS zOq^5F<=v0=HGGFuiN+-7b1+ziQIFDZTJiln5PeX7)7H7ox_Svxl^O194q~ufg#S3f zUyI$;bnG}8j59Lfv?Or>j{|3jh_V)Q?q_Ql4JlU9p*E5hMTO;)E@OzY6F>BLnaz1OtA( z?A)C2lZMng^^qm5UFP|)rLM6TTN`AXlLwR=fZ4?YpOV`#$VutonO=_iF zU@S!~>f;Jnn84XR{A9fcoLuq5rmpfwTQJ}dp%H*po+neAjbN1 zoB)iYs<`+3#%AK1@U69zDl7M+FUR!){+`ywy})5xiI?nN8gyHKn4VAqH~;NN&z7DjY#jtRNdclJ45 zEMG85z!)&7o9G?yM`${s?QQAOEitiqGz0wA#7mx}A*^F3%6jdRT z#TUpFQSV{t1ZNR`x?f_?lIsD7z%$8xFb|e zrhIrv$sZ&B3I73RC#Z&_O^Uth&dEWKhq-%<@4#Yu?=S^(nS_vkl-tNgULvOE!OTNR z2)rAG9(Tw^#PnjdN%daM>l0N(>y$+K9%o_X8>m^z$R!5s;KiX&e4E1Ps zye;*~f%jmt9hcsA#wq)Zn1-{OnNLo|$GAq&u3Z z(UR*OvpZdN+N?ng%$@T?^99W_wEt7xwYWpMuWdxj3Q<{fGFqM2DoiaaB}E5HOVZk_ zbReW9rJ2#r7{_rctr8tqDGMWsvJE9hGfuI}ZXx6_YRu5CoF-&B=D6?QOM8Fc{=R=; zcXf4j&EIq^{H@?cssL0HpRxri?GWwQ)~ZP z`u?FnzfFdu&x)^?9k%ep7DZ>z-X@jcbyi(l7OaIw0zAHNl(r%7HQ|ffyvQJ8Ya9!v z;BR$Wij4^EXovwbM8Cx2V#(oEM2ZSd3LwULDR&tXZ0S>+3OQKrsBMrj2@X}(rwa?| zIyz&bh{K4@2t~NJHr3Y_gXD@an%=EKZpYOk_-!q5?*iz6rF?5m?88Od32Hzta%7zWKps!%%05C@10`2U!wtFPe^2}NBTulh=RHwSj z5^U)31C5GeN;!jjbZ5g@5_lVCkiR4|4q?3zrFURx^0s;?RxEgSG&FyAZ{%irYoMyK z>#0-K->VnH_kK!Rqq}i#b%bV#?J@R)S1N{= z{vp=GRKy)nbJ0kMEJ(ILX-e}HStY(PFz1f=@EGXp2u2{kvJJ2)%tilP_SdfAW<%+r z-dNk@t`>uWcBM@{9`V}QLIrvkz_gRSkqc9bP9)%p9hEJEgZzx#*0ic@^`FS6ccvL? zJ^FmPUpGDd9pQ01TF$?@muIN#P~H>0gpZlkh;3w)FUA)i4-5?CHI}EMzA>Dh^YG#7 z$~9Oh^R_*9h&%4MK$U#K3GBj{-c=|;CCPg1H2Buuae=$b`sGC%wH2(k6h_?C&9*ql zo7Quox;t1jLtD`V`v@AJm{Wk>mOYxc;9C|J^pMaCdAG)wf2pebE6r$@46$YW6%3PsIgZ=_+?<;s9SlW?n{Ihg*Tq+x} zSlM9mWUc?-$-G5rto%=8Fpmizb10Wsqg4e34X4gn-8E%OTOLy_h@9i=|9g(>Rl{1* zw9thXgun<5R~qKDfi34RHvD@_&#YHQ4Zo*Fq}L?9qJio{(_}FNWxW(e@7@+H&$=iqsJYYzdEr)d}sXo zd)YUdj~Xhx_TT;5g}=X2#A+MZ*q3Ukb?5VYyQs<1{j`DI!j#SRtk>okED&QCvnA+G8 zSie5?1{TK?D1BHuW}9Ygw9kw8!06&i$?Wh1_~bESfBN>lfxf=JrdeEPi)%5Rv^Vb6 zs)RO+H-2-1t>`SnhJVgi^%~PJ-Q`|K zp?nri&CTsmDgv`v`r`mv-mad-{Yz=H9Jwl)}yq-v;{WoydadS1Myl3DIQu#W$duBQAvJ@Ci+cBR7HMNLm9gUEgh z?34SHEe9K*9fEFa`uuFK3gcDkTWXK@)v@7@2N}W&fH%vvnU3H#69nskCH5WF1NGC- zXK1PfznSszaPt}R>J_bQ?cWG-(X6h(`tRGSyGK&gl+W-~$-w6%s$dV4TL#1T1;jvP zbAP=5(?YSFC{`XmybYl+a3~Hk1qgw1D+j9*w}p^YW%y>xyLU%gJBlaQMxn}Ggf(Hf zOAh`bJKDlP_esE56Qk!I1G)kWR`{`xQ`FQG_pO{hGAzb;n6^>c^&Ls`#HbwkF0+|t zH2oCjz-U26MiUy?_rxlpFeY?BMuT^2pu4B%6bFWqj{Ej`YHDgGo0&SB3WFMVR(rwM z!=KCTj6>ql=O--(Zq+!pd+d5kk8js^p!8rZ=cdDc2$XUuQn8o*rN|K+Ax&%8oBBTc zfB|M`iC`U#mrQol7+>aK*n-I<_|#uMy=d~8m@RC2`qPD3ABD_8r6r-?Dt91D!d9Kd z@K5Rc;!|GM%F^LL;7gpkPOk5+k0|In2Z=Pv}gOF5MqC8OaViAC|$8e800A zQxljgbxtAgf+4G0wxMTCXG@Gs0*{+4No~pc*cTRkllN5pnWv*z!%t^bvs2pM9@{4` zAaok;@352T>**0r1znx!0I&xL`0?d#NORG!GIYGW?gKl-1+BPyPWHLp$|S;H@Mufk654JBw?Ffs(NdMNL^1;V zio3N+Z&jNYRfCe%y=kz+v2LGwpxIE-F?a={) zuI>F`**DaxgkLUqlOjl%MxA-t1`P{>K*^_E^sdH_ysHzUMkyG1Z`6k= z3p;|wT7vimL#YMA>?lfR0RWf~`{V^<^7SS2vXM28^|QvwsJNg3PEhjrNX7UyOq@A6 z3hevF*r)jM{m@)tcO<;x_eMb&WfK|V0mpDTG*Qs4SEh6OR*b%P8cX8-c{Tp;C+Cm8 zH6KeHYi5mEVT5E?->&iAU9cU{%$;DJ_57lv5uL*ng&dMrU-0W2YoADRLu?HQk`1&0 zpaD(_c{&WX1dUwS2xetu@WR5v62js$aQ{H=#HvT3VknK@k<^PFwCvrnQ@=$~ex%4d zsJ!adAxCFz1SL{OJ99txo)s*%8z^repOHT#&p;(a{w%oj-}B!9w_A4+s={c`?26X9 z;o_T4QB0VoS$L!2jNTJJ?f}TD^^N*_SS7;hfk@+%tH1PHOMX+Pa}HlVbpwjJU|+;` zBC{^0BhCZGr}bV6&(6$DMCk^o0Qna93cR!A7B)?z23*+eW95MRvt>@_j+f8_rlC$i zga@kOEz;|~M9%K;L>+?s;4j<5MOV-o=o{*j2X8aZ$21_g6GU3oG6m4%hSFx@M}y5N zVMeqT^_wZe|s>g&Lf=?WR6p4gd`hmNcFI6wxa=JxE+I2niqly z1+Wj^cRQ|7Wz006t>ij{R11o(h_sHH8H7`V(}7FbkG=s=9$5uyEe9{sy^2;WBchyW zg=*ux_rQV_w*7;sqhK)UYu?iHNnsmVmAnYTwQ#oib;nbW@&(pT0o|6tiQT&dJHr+O z3CWV+DDq<#R1b7E4ER4@hkX?6g_Pz;2Jxqg^U?|AXF+czoiX}UD)i*V!?!|K5M{?6y{Q=F z=fPt$Bz1^%;ItzMvK$3K4WN`ek`rBefW13g$wW;@`rcRXx0*4Yf;PH6$qAz^Is<>TZFXX}%upv7{pqrAD{RRbqs z%v|nW!I?G2FErawQOrLJu0%U@kDR@pc?IP)Ht)vyiMxi{&egjEJC;h^>w1=JoqPute-J zVX=u%cU>WRF#x?*L>r#O&V2PZDC1I~qll6k3Fh&=`{o@q2Zl8=;y}8EM^@jULHdD+ z2Dkz+J^&q*c_7{*0~EJIylm94!PHckT@DL_ECv8J)%5-$IoKDAYROHY&p{Edppa0_ z6kxxBR5EG!VA|eBZ$(5;Jd7)MU`C8_lDm$~M}m3N=8!NQPYH!tiYe)O!FHu{7mV`7 za?;yKf}*-PD>!@oih;Yd!qGU_YyH|2kyciLD+AoSg_>YOUq`*62{56m7YI5bP|rG) zC7r{6`Ls-GeMTgGZLeV(Ca^EyBKhdm;3P$eec5#^AVMy)P5S4{>g#i|%a>=e($S|I zr-I~NN)3LR_}LJrerN-#aMGk>Ji(sQF zjyrsbVbxabk1<9G0&+u|^a;5`>j0Wa;-ONQYyyI@)(vTfqHN~5-y^>}SaK3-p0=aK zbgNrWB)c}o7xZ<@B4Q(j<#*f~$NB{YvD+zHZZV~+Oz3Z~P4!6o0w@FMp`6PP{qnf- zvbx=lv0&zPZr%JBh$S99@{*g{hrQdK{dle&S#_!tm*7WGIUOcVPtSM5F_s6L9>vXM zFPm`-1jEZp$ILf>NF8#tW6Z4}W)(bha@BNQOd`!HM6TM;_?iCAs9V`ocGUyxtneI+ z4=_nO)7Tbp1rbT( z278<|)*6)F8a!2YMK-<#)d$98OoS#%q<#7|I;6k{(T;=%xLoR#E;dSo*aE6Yql!lV zga?2ZY)00(J*|BuvOh{WtVeI0c)s{LgifRYaKgJmJLup5@@t+~Jk@``Ik*|POgGGfXhK2Z3Dv_-K>iFbaOBtE_5=CmFk+ELcx2iDo<%Ecsp)l? zWUyYbr9W(HHEWCgDi6swNS7*WDIUU1@(fhxNV2i!Aarb%at>DJ2n3vt{D6(-RhP)v z6Ani_{Mf-zGb^ybdnTt`DgU)xd~!YlPJ&>LSM~#jM0Tbf+OPz>+3xGfWsR+N5VON* z*xd>p@wOpJ)?M8X^sVNPKh6WSBQXWup!;f2qQbx?@@qFJTGzzX!r~3!Y6;DC_08U) znmRcfx)WIrfa)3`WB`qMiHV6G7vU*|&%dQz^gz2Clt&H|hWi*p7yjBx7~R$&+G(Db z-~$LB7Ezre#Qsl_VwlPR}|B8yLWoTq+%mnee>F4u!9j0IVN?4N&tX~aK&dqyM~_pV$4({ z(s0F#?g4;U<(!7&S*>|wVU%h45yq%ZB`}IyF2-(6H;eGu3#S{S1`I|%Ey9l!UT`6t zkzh@s!4d#o=+*;+3ZuQO#BD@jirg5TXjm`JoJm_ihA8xyI7do>VEu`&<=C%$olrBbNvWvT}sOWxU485xn};6aDa s)I?-vD8+Y=3T3rpZE3rezu7tTpRP2XasU7T literal 0 HcmV?d00001 diff --git a/notebooks/logcond1d.png b/notebooks/logcond1d.png new file mode 100644 index 0000000000000000000000000000000000000000..4bd244f73246698d627be279ae29ad4910cf1d4e GIT binary patch literal 40327 zcmeEv2~<;8yEfXYZ5=4qI-o!cSgiwS0YRCpB2;nKihzQOf`EX?6bJ;YRj~+hsG`hD z9T5;^5J&)Jh!r6sql5$`LKqVuK$!WT9k9bU+<&cmzx)07U$?G>A>`zoefEC$J3R06 zzUSQbttQhyk^e+SMrQiP?~HcJ$V{S;pN}TvFY;4UwDIzx+q#XrKf*uXj}8ao{l~|@ zGk24bQG7;zCOE(HFp!b?LT01Ux4S73ZQN~cyX?ZW>jp3Uvc%l|Sj33N&y1Xcpb)bI z;r%iJ_YP?U9ni2o@Ph_be*G4v`t_Dc6IL;&o*9`q;jysgfd3CwUCZtsmb*ZmkUvf1 z)738DFZ$m71n=}@rK1m3O|QN)$x67tOHRO!ozI~~9<;<`4WJHAcbb9T#vJ!fHO%7_4nV?Rs z2r|#49@*0x)RBSnb$7e_cKy0YKj9;M9^m;g<;~^UbLQ9_JGQK%qGFXK($L>vhN50o z=FK&2_4z?7*R09t7tGgo&MPb1eeBq=?uSdrd8@yyJHk%)>2Ziy?Pe=xn_tZ@k2B+U zH5BSUxG$bOdGa9-53R4h`f8QrN@2s?dGov%Hj!=gg#r=N#GnA@>*3)+;o2@)kH`(U z3Tx68zc2HfKYzaKP+#Zb(89#FY^ub0fgz1y@;wpZSD)ZE3c{ap-@JL#S0AMAvwMdK zgUNgT{JY(8yzOy~8w)gH$o~4ylNON;@Wp83a zLcv896QAvJI9`TxWV+P=FL=JT)l{#?%Yrh!L^zoHwy%@#+VJ9vw$O{Og`)yAuRS%j zUK(1sQcJ6+dW6hH_E2GVcg#($or6P5N)N@v#DqUGJg9$PI;FNBQ<^Qy9kh&%jjh6i zGb%%E`>2kNjw@HM?ynwsY{xF>X|1G=4WQ_e(FcBxo}Rra$F&O|J@Fg#q%WzC3|X*x zrX4%V&uJ7xJLK)1KIL=iBrMaQG@Awm1-Ul9yk6P6ZQC|h^yrX4ad&d26XpT~u;v)* z=*(?xZC$xy#j8{I$t@nun`SkzHN_&BZaC5x%xV+}GWTtfCo5!Y+n6$3?ojSXR_0;Q z^{1w_?^h+YwmP%NDP^{cQQoO3vWE^I{-tni1cCDy-B%n^1`3XAKWpO}lYxHr*=H_# ztF*N%8yuw9I};F^_2~P+@FQ>LSH5fbesqXEI#e)hYHFI4np!b_Oy11t-NBn~&9t$x z!FN}$o@edX^L^;jP3(aIp9O2&n}S(eBXs1fY5hk+mrlf4V-#`c^QTUoYN^O^uw9ZU zKX2Z-l9Cc_MN12dpL%+F)XYA_QET-lS`8Fn%6Lx<3m;v(e!cmGR`VLy`n;>GmeWmS zaPH9<+`}hN=0ehNVa(MOS;aQzZ$A!?isE%u?fG&IIf~ionK(5da=VLd^B&U~?(1*u zJa_BXt-bsA2Vc2zjx7FxrB{!B;f=-jpl{o{)$>+}LyEkcn;Y5t zl?nSD2hSYFXDjvf6&7uaY8xmjYALGUZ(-4LXd$_yGMjUgFL_CX+zi&8+qc(P<<{39 zA{)1mkBys`XEbg4^!%o#qk7cdWm$v5%)RF3=YoTS?`mJ9+1r0j?haGm*~wD!x;a$2 zdCQg!>HBE>Bn$vj?fUNd#e_1lNI4ZBGE@_J=U*=?T$43fMD)S4(^Fl1g+%1r+Kw&I z^*mPCT3K0XegcWzb16OISJAh_?{ zo9&bl?hfnq z%RTjjqHGaGfqbECQQbm&Sw+3ORK||&Z$f;&ZGHWE=Q4HmG)*Bi)#lBck9qt0`RT7( zwaP+1(>(ZxPCfSgtX}d>_o#r-U%p>*C4;4#Zj_5{z~zg@;^p-HF4xcCAhj(e3AR>g z#{T}~;5FNFOkc}SVnptY-!nhzG4@qgU$E^fPoK#y8d3Vxiq@Irs9wDZ>Kh$redFnH z?hNi6^K+D971vs}>ONKb$GEFU$uUj(IHt8>a|M)R25ZWcDg0qct?0R%w#KQs_&8u> zQQfUXj}y~*(ACb~%L*T5um(?Fn1_#IBp)(f-8^~nB&DP7Tilt^)g$3pnp!0yDkUaL zJr6T_wH|*c^*fk7WJCQNeExjiix-=S-fn4eATswh_bf*-%}kq4edGM(;(Riq9w<*o zu7&XdY_AXn-PHEh`{fP~9y~Bg-xrdYHL&DG!wFbJub5|%mA^KqlW!ai!PHHkHceHl zG@5n1Q6g5P9?D|l>5|}UPp9HM zuc%mU&!$&5_OG6riW5D1wyq|_BktaIXy&;K7M#C#@7}ejsF2bA=+Sd=W{I9RURMN% zg!E<*)f1pEU6Rx1xfZ7+r?Hox`1YT85FcNzuP)U@=VDFh1=wiVJoylp(HA<*vL=th zN1JoVl^;(1h_bQz#`?1@iix|I?7tU_tFx5+_i0!8$+Z+06{WbZPjz-^^w6br91u(; z_Y|Xsbql|C4T3h`v7?yHW~De*rs~l!`X?tEHu-j!m?$J3xufaBeaRzBP^Eyq>Ez&W zU)Z@-y<`Q{L}6i}i{8~E<`FRW*o-wL@@sCCOye0pm8w8)Qex$#wYo49^2J{bj|_@* zyJ~`;aXD!&i{=T9HD?suxpOCT_s2N1Ob^D+JNMb5RK2SLZ#|5V741f&(F%`iD_^p_ z^j4(hQzTy$L2OKnE(YP^>6t3*gd$b&%i45nr&keocu>MhcN0|mgg8G?*td;Yd2DoK z*tM_Yt=gUs@U5IZ_?8GJ*@F(_Eo>4OvDuaSw9fkc)acmH9*3maI5{~L+SnCGG>LNy z;416!GDk{jnr%(G+nx567T>Fdrs<{nkB;bgw(T8L!ZC^y)cxLeH*6AoZ-Oivk_@rtP_I^6@2^ zu)Xr7rKMXU2g}W@Q@R%f!+I>Y(~Z_~RVF^$Md=k|w1^$d$;r9;m{M6$(UK6!d2sRK z#WR9^S-##J{+_sUVx>w=H~w7MpwK@!#EiFH0~KqQuSNPDFjJ-C^%20aIa;!{MvN4MYeW!^P{v^ zu9Qo2spXxh5aAm8(oZbB8X9W-#&FzEfIih`9?mU%v@9r^Hek=G#BRP87UsjJK=VG- zlgf;mDr8{#^y$n_uV0_oZiof- z9c)kID9Ykg0m6rq)%}`@SZQd8t4H8$m{nvrmFMKFeE@eAd#hT}(Z^?vB6gR>llgMQ z*{L&|&h?D1^# z#;87nW#NPsg(`SN96P0c=7<_B;4iTB;#)v$NWrGlRW*Iyo!1gB!S;P?}B%Xp@v zJ=wE-hr2_nF}wNoPq3y@SEfcRkO9tZMOBbJ!aR# zZ%b^0AK&@wqUdf!1^4&Fk$A(b_lWsy=)-6Gad^OwA5q@yxUy*>JY^dPhb2%9hY%WV zjnbRvC9G-ouy-9E=&4-CBT)c!E(t^srs%<>uNuV)kOhNPqwf8jT$_VIvR*E7-ouI<$+&mS#Q zvtsO()WAQ0AAT+{5F5$)XR}IpL9pd{{bGU2&DlP}NyM2$)b)uMF=_(=7!GF3#3&EW z=q|@6Fnt@0@~W#X*p+<0w~yHdL2%deU`7*7o9`|wJml=G2AwO<3Q=hFSWV`;O~zF7 z)uXXpCMP#N)Q(cBg+MB}wKCBw*_a&BWM|v)`Vn?m5epu>Q%e~1S`iB>uDUafe11S( z4xeL4&IYvAPn-_ByK5>tXz#bQwyy2WkRFiuDGq@BDq^XxY9UP2u1a zR%YpO(jr~Qt^nn`2K7qbmrT58gGK1+Ms#e)P*h|#8v z^b7i$??i{KkywxRSo2G_8MYt$wtM;n_2qBwT~CXjoKLjv&|6vmK*R}VEj zNPT7YhzCPltjkoJQr&15M&skBUT~ef?$*>jCCMHg%tnZ)VlX=7HbH$0Ss7V_z5^O{ z`>m~A1~NiJkLvhzAGOpPYB9_HX>=fQ)WLCD)pU4>o40N)h#u*_1B=zeD~{RtI%)PZMOgA2y}Rr?@-r+8sjBbUNqW_ihp0RckkXc@*$?$ ze%v7QY=leL7+x96$i!A@e8@;{dwE?WoNgU;#gbhph}5TgvK&b;6u>mfF)bVmv%gYS z-eYDKo^gAhnu(E9uMn{i%YjT^0CR1QsU>#GT)7l2N@!^4{HW}Q4?mSlN%5j9=vI_e zldHtkLU0O!S=0~pi!Tbip(Aby(;H5#hEY@jX5cNh4P7GjK}QzW-ExZd>otcvo<}Ta zre}Mw0Qkr?*so=U^}X#Jsas_x_1lI`atcF8q({Ot=%ENb?{5GADc_vk#(UyQ?8Z%t z_=0v$8b6k9(Bhgx#_~$(Lq^**>?Rh01z=MQM*8@3<>h~ZZ%pil|6rPb(4B43!o5!h zD=b}@UDn@mPku0^{`DwSRN!-v?Z}NHS!aeo>+Y_BDq07U&$0NloFmCaTbel6qQe z{j?AHGMMs;h6zsXeI2=h5}xC*&+y_VlWz?jx?^LMCJo;$q5nXe)g5bW_{qSIrrn0O zZ{Myr92Fb#l}6qw9U^h)+<_e(BRFhbEKSd!$LnkRcC{+JkOsMnp_^`H2)LP{0=agl zP_-0mQ6Gh>b)KGPoqNl)J$tr9m|}K{oI6HIYhcGKT&Ij&7}tr#g%`WuS1O{(7P<{n zu1idUX|v=dvHcSHcivHUm|y+kYX>=J&YtC$#G33_a-|+d$}&oz{o|zUq~%TI=znn5 zQql0yUh3W-X^fYHv_Mfp-xv;hFfm0t3-Cf(P+`ZR|-7GW1-;>h+30T z-6V}`WG*b8APv#h-W&_-WzNm)AiLwQ1O6Y(!`(FMei`@IvW7;!;w@C01v=X~)tx<+ za)u*S13jXw`6~^0R@3Q9m8qV-eFyWXq7)kQA4-K(*2YEV!aBn!Ll+m{-k1e55sGvL zJ~zF!lPeZ-3&nxGsivXTiC$#86tFmnZ(rZ)wGN_6s^g>*`-(3A54O#ka=LBy*@pDr zByO-|h&sJXkNsGWEmpL9`OqmhH@CB?BzEzYO`RmDV2kHJ`=PdK_V|ALyR$Y+Xqtoi z%hnlMH4bB!oHicT@o>8>ztlCsDE=*G>p!WDA94m=CBpV6wBgYL>(PPHmXOX~j+}Xg&vb9a z&a~_lnx9dgrOSpkN3mI&|Da|3)jdbd+f$CR*oG!U-MgqZe`o5CmD5?AKABdr^T9NK zp3_xYnR~1fJ339mC%(_(wh`LUD*8v^MYfOM99zX1beZcI#un>+ zvGPAs&8)W%ehwuc_AR0PMpthDafHwaxP(glmb#=l#sWW_6 z)NVCr?F~5T@ZgEB4s0DDz~B}0O!KQLdcDZ=0xDyXJPZ)c#09ztJCW&7{%X-8n-eF# zajwl$Ag+4z6X`72*mek&0Zx&G(ym>*NEEMdJ!Srm@PnBQ#)8L>A19uEs6K7lGy>fl z8NDnnE$p*vZIf`T6$zu}h0TWMn>vKgtIhr@N*Rv51k;`H&ETqs)&o)YhIOCx=9nM`cla z*>7L)dw?5`)b&zUMi_GQo+EBbMOm3GMk=kTMS4_D??;rus@JbyH}V0#ukt9WtE+3| zTc$aCc164`3=X2tIsTON)|UAxWFrAu+dk8wp5 zSLZ0f4zv?zmGWGKk^$!_k$_`cY|6E zndDNNMSyLRzS>e*bI(CNU zO1d$YLsZ}~?w3Vh{3}D)7U*Z0$nIQOxmw>+-rOlO$`D!&d*sm#Q)$DQB4Y&hX1RP; zO1y#+ZEh!z8gHE_wV}OmM6HI>_VIkC4d3k?`6u84^_G%))~U6nC%(hFzEDwCzp}}L zo#~~{R;lKw?RUuLb$0eT%vEy9K7%mKf4PwBm^hh4Tn8nR*j~|=_UwU@K^n!s=`4-- z1b+e&ekq|hej`iyvQVriaxIv~S@q{R?9$8ra#>%nlN9pUo~U$Z>vX_*bijFP`OzcE zJ=xj=JNUzYk55Q_kKRp&R=!j0fA-FqipeiKmNWI0+9(eigZobRBTmCtj`&sPFPz|i zB3|-ek>`>62v%o!?KGFw1soTX!{)78@4WMBM=Az-JMplMdT(s{%MYxc1Bv)xrpAA~9ZXGwI{O8qi$(@2N6oyZ z{bR3H$U;hzFNpSc?$dwZnZV9eZ|h}e7QLp2Id}8R?!BdS{o>jN$W#RnNx{~kqJYJ#hCAVj#x_H9GyHboeM^qpG7bcSGT< z5bx&O_Azzdzf@=*Zz((He_w7m*8LO6U%>gDV-WV?pMMz3NyN@#5W$q0cT1Y+lX<>) z(irG%{Ph^S`kPHsev!xbGA>Mw|nudOM%~ga{Adxew4wMOMwMemoEn=rlqANX?6Fm$~yDw zuLYyaqYRvmP5;9QE}2}>+llwF$QmyzZ&#SLNa$5?u$2S5Mn|#xdB(`}r7N@vjjpb_@bCP>D*oT!rP!m+K}X zRsRIG5~MW+Z{dmb1^I_oB7J%D&YeX*K0bsgx6;tC_ElK8mQ=VO8cq_;(?D$A-rl~F z&telaNaR|gz3rkDc zNb2Fks)W7{eoWRtOPszyC=$^zd>|IE!qJtu!9Ckb(6LVekyT zpV#zLlJk4P4<}q*kWiu;oQ;ftH~5YYOG+v$=g5^i$${rPBQkUEvI6jC&j$y$n?K8n zq+$fh%7{rEswdwx7fbP+lpP&Wgt`=hIG8X_W+>=tX{Cs1-rlQ`*Gv{wVPGIB1@2Ru z1FEFqaUK$`a|!U^Fpqk{wn#b&Wm}(8Cu1r}YW7gl-qJoW7b7z%D!k>s{;lm1`}glB z^pyo`B;Y|98G%i);E9X#<3=eE<8Y@=|AX1HXWxvATiWtwhBt*m5ex${in3G!Hba>4 zfs{L+8hq#P?{8$Jx^X6AQEG^Ng;am7^_#`8%jxPm0ajR(P#6M&OPTv-FE2^)pz211 zi`m+Z?YULT%An{thG|E$MGSv%XQFJv#sp%!5(MI5X2fzNX83eNMW4-fb^={%k;fF# zvuDqW2f3444`SVb*HEd0MpB-dOiL_=%X7B=RPJJ7gTs<7ORv1pwZ@jjrGQ%KifXUM zrBHNNZM=l#F-Ve9`~wCSQ`iAWH#fDm24NZrxeIK61)rBLX@{%gj&k*F6DLv(K}XUR zNis@P#}}q2-MxBhOa}LvF!PXOr^tVlD)3Va4ccbV|Bks5qBT9S9XQ#dRZ`jBuH@BW zyB(}=1gepVA|5kSa4ojl&rIkdct2Oevl#Qbk$;MmfP6>@J(7ZB&d!R3=``JK<7?4k z7j$OYKx4Rz^34pbTtHCusE(KtlGyXqiMqOJE629TlCJH-E9=fl1)H=0m!~&K(VQNi z&iV}uN@x8mR~H^*^~v(%QHv=WxA!g+ww;7HeNHm`yV#Wvbe-sqJdl<_3Ld?|2LL7| zuO&r%2H}pe!qRqz0yj+#eY*OWx}po9OcSQAkr5#Wm|6RMU+TK?(t`ewH{8L-s4_;6 z6hK8afuXE|KuCyCb(&jnq|#^~Ydwq0@Yb*bd2r&=ddBt+TO-U3q%trNJo=#Qk)Fgw zCwQ^WPmk{u)4;mLrtwv`O~6@^2L{@j$TNC{Byb7l8TDi&^cSEDQRge zCRGx`D8}ikc)XCLq@=#V+EH3lpRw?Q{?Wl7-){=hv)ZRr)MOCJ1WUY+E2327AXLx<~AqnYI&jV7))c z<6VFYU}Iss&aL$o7u~RtEU`Fy_N*6Altt}b(Qv|BFl;5e!toFLY&+P@WP|M%8WT=% zyLm^iM1mdF+h$%Q@Xs7x2jPTRM^^p5H8*3@M@B}%3b}!S;4gvBO%V+e;*xjvpzzJ9 zHbrd%gDka&k+6V~I;eSpTM`SFD-fUBL31cKz^leaDIX?yWCgbDPX)*3 z4{AUyvUlQl;A$Ird3k{V?Re)?{qHbbR3l*Wd0sDp;MstAh19?@H8o&HuTHuZ6F}F4 zUb77}{k*ZgO;nKz;Fv=ogevp6{M6Y~xN=l*=Lqz(8Ko;_Wo0Kfv_aqCEXKH9(6JOK z#qWn-JbSub4iN11`F3Vzl_w2HdpRz#iHYi<3=@tqdnI6Y=w9W}!hFzaNIlcpsP_v< zwD1J7eEZbA-c`dwYrIF$52)6BOLYbZ<#%Nr@b|lRFmA zI^^d!TqT%-y|dro?9*S5$L~<5c37>5jEp38NVc|8u{_|PDy824OZ>#UrgxY!M{irx z&H;EYXnf+60{3W};fA4s))M+C_$fSIK}ARXhMw|3x?xCPQ*5k~I((&_UGO;miSKmf zv>uOPe~hLU^Wislw=Y(eyEyBU(;u+({lZk`f|*|}ns4nwJh7&BC*SFCp++tB{Hm+u z|K9l;cXYIt(k%?nEE;Jd&4Z$tV(oYVb8C7@b#+6?yq1bTPM=?`>&UumU2{19 z(4V_xQtr);tzaLN>#8d1*|CsbcF?NFo#%Cd4b#9h-sDb zJzW>H@b=&2wcj=EQGA%1N}LoJVHi4HBt>8sjBoAqw%cbAO;1QjXliNsiBx02>Jz(F znIR?2s4>Dm;b8~lqv!y(pQu9BjWhIZ9UYfK+Yx7nFfjKnGsa2YzI{6v^-suT!v0k6> zh;qcCps_|)O}wOf4irzKoxz3f$}5(-G8a6S%gI4Cmz0)%mVc~2#;`5Wetap zJG4qq_53GOQZRF`sz@M4)!L`nEEm~=*vw2__=YOcAcGpgVJNODDk=&LBwX$E^m%b{ zakwu6VS`18X{OeS$=#6>8`M|8xRuxWOK&Tu-@`upL>jyyLPLh9I50Tq^-~QWh-p1M z41yhFj!>A^Tg<+!dJdjz0n%GT$bIOij(Kzui_-V0g))YfquH#!J_;#xfnRfOIk`CI zMh{g;%uK3@v2i`Jv6biIPakXgV-P^AF2wrkNPK6Uy8PB6)=F2_JUlGyC)`XQ6xz1r zn&7*<<$5scSQ4afhnK^r^`fO>T!fE%E&;j(kjGRDGJMEF*2q9>sg)_xV{|$TyjZ0B zr~)cnUE+f58sp*SyeaKMI><|SO@C@vzb~P918VZh(gt-HC4l^|6G#{f1S^bUSrB;NjF0zas$z zcCfTbae<9K`JPPK-Gm>!jvQGC=U+a{QX1gJsq;5D=KU_Q97GYS!LF? zJ7k>l^7YmGDgV$h7Z+AV#h#&#T-i=AiWLVBA5tQ?!JZnfJwxUY{NNHtmyn_?I3 z=eaB>9l<@+`clg3-TK*kv0|@uqI2sGKdHEDwuRauOifOng;HL^t*ff8{s~n%sH~d zvXaP1&S^8Rr#D_+ga;26OKSpTiZ6ss zUSad`J224!EZb z3Deg=3B(4LkDUmH0#2tQ$CnIBMqs{WlBlJnMb}y&?kAf8!fLbsWmVO+F@P_|SgZZ% zASeDam|!{+C8Kb?b$VAz)nIWP?DnQxkHiMB4@jSu&YmTAQFY@k;siqP%Q{rwd6!3W|y$*uQ~yh4eu{D_TcZ5?lNF^-R$BN6UZi9~Py+JZWdk9kGa<@-8%dwTL=AXJnO!N9E1)#U@JVP#xHd}I?TRgZOg zap`rqYXt?rJMY?I;lYMi;&2(@53s(G9+9)*_`QmgxHxW#07i<2v;~Mvep20d2o*Fa ztFi&Hn-I!jh+&eF)6yy#fv|yuGLG6Ym0=TdqcZ!9wB|5CL4hG*3fS-{PM@CSRX3)_ zVju;o8}&X!<`z>j?Vh8o)R~qkp7FO}>-|Q3ioYWi5t+spSC&p!uSaYR$}{0!za8^m z)P7R=oQxlq%e}_&9QGct5yM_7!T{$cBkkz(h7()9_EJ&KLY?UCF?8y7$D|U zRt$K2tAW&8@XspIblN=_q>zu`c0l5EYb{Zr4oUmX!+8BDBST(AMWqvtA=23+l>0&E zfUAg0ioFE@DN?izo)}`ouM?#5TGwWOE)W)%c(Jepz>xTvqO73GMC<716I0XD2rHd< zf5XGWE48&H#ca${Tc&geKRj!inT@X!KNzcukn$#O2~2iUT{bW<{mUiN3Y_vtJNE!jakBCf{y#zb#=~5X$u^5Q!H8%&LSSZ&yR+v4}O;Wk>M+{qx2sy96L!L)f8q$L9<)Hj~UC5FSYQ zCj>~639#9->*=7SpPwIrhH4z8dMRcGRXCOw$$8`Ti!SBMrL_Kq^@8a6;ry2JmN+@X z;aQ!ni6(|4xw0xg)cKaVL37H@R18LR>SO64G{zrb`Meoz$NmF!OoL zx*HdajCL-bHDiIK+y0V~W^Y);F<Fl<*alG))V&d`##N=L8 zeIItd^)92ue~X|>ZR4ePKkM4wwL}LH!aKULJrG5~eyskf2VYnp+x45x{&R{#pig4r z4bN?~D@lUkY=f)V)`a0}&Pf3${S&Ki?nPNk%PJz+2akWV&#|m<{TL_x|4kz4uIVE0 zN6;n2Er16Q7zi;GG3bFuU0mp3`9;5bL>5`*n|qBvq}{r;@I?B)ZkQB=ny5dD7hd)g z7iq&LGX!jWB1N6YJ)bgtL-M_x4Ld7mPe-VUo#^i6#Udq=8QZR^{(91oIw(F>AeENw z9>3^Q5TU^>krwX5Th>xagUf=w5X7P@v5-m65g%}o`@q$Wgf9`W>mjoHL2WNDMfL#VyEVn*Q4G~%4&yA>iCQ-0p@)aZ z2IvMRi3f4Mhb?N9MC=ukra;`+p5tobEyDqO?Y9F$7#ngC8<3tH3D((JqH8`%Iak>N zdd8UgpL*wp)EE(LfarHWR+(5P73*VsRjL|}-&g>#A;m}NH(+>NmTRn-BaMf0219NU za}MVLS}aUy?5}HWFdzh0l3{a$=*0dB#{hWVYn^b63|58_C;TC8pPJH|+w)`(NY7rk zA9n_KL@QYL#Rtf0?E7ulI1Scmbhvgj-rHAS_Q29Bn|jow-ca4MHLurKAUq(G*Vvh2 z5D6kh=k0PTpMVP2`;Rc&AGtpvZo{qqmH- z?}Q9Bu73s(25^+)Z4EM+o12(9$^{Ms4V*E%qj$nF5*uL~WQ2@GaL+@MH>`)C_!{^h z3!)6lqykMW0DJ>mViPVsWgWxes4S1a%D_O8&*$G^O3g&TW}OQCvAnR(>VH8#m;~Cd zHfImb>=d(ui(Gpg0QE)Fe(LL~j8z(adsdF9xwrX2(5OoO3(%Ou#L$Z5GXIg%9LL<2 zO!a1XmsSn!Tl?|h?Kif6r>y+-tWTzdPzN+OD$7&1Y+aSbBdFpl4yR8ZaNuYfWgt08 z>-j%R!aD3xOrgy%o%ue`*`eo$}Ij z!}yEE5Qq%Ud{cAtIU+E?zY!-HK|3KfGeK+s;^HDWM6F>+HyYzI z*erUay$uDa0ip|t|AS8edLi{!#zb~g>LvY_I=#PpNj_R2;g|yLTHnWlYZwJd(*y>> ziW7$$(am~+A^=1JiJ+eenyR!gqk-v~Akc&BCWXS$ndr8bwj(ds-Q69%F^mBL@3poz zyh@^;s_6G-Nr7QU`~ZTeV{`Q`hrf(cT`^HDfi0;YxfJqF%?io~4fH%bY<<(Jz(8D_ zj3F=(e+WxGd2~D_;)K*=9)|lF{J&08EO|Bruu7G;^^z+yYDQv!wc-3^Pb2pr8<7S$ z3QmfO@{HvnlE6(zN`N^){iNc82oF?_QO zNfu*w507>RyWzx?koet8M7~IGF$GV!UcEDB%&15X;Wof~qi=JUMk_G}pYSx$ck3$> z1f`@XWNcWEPD+ASU|;&I<;#|}F-F_>XHW6AT!rNj^>0sppA8|`A^mdTfHHh~mKY4S zJ^p|tRNI@GnJM9ZKq%h2BCpyneXph2K>0$-J`0y(Ja_3oXrJ&r)=cG-ZhJOjRGN~DmlLPY8 zndm?4SeumX_o=16XYG|ij`#aCu;C;ZV?e?LH6TF?QaD2>%`iMZgsvb-5t1~q=KJg% z(OhjrF@x|An=Gtpuf`MuJBwrh~_}a$i@Wx>uGJ+;HTi z2ucA&9F^XIq@PxE>(PqHRF;+qEhW%7t^buPywqTL@QQ^*c4b<6(9;gN)%+WL9>d#h zV%%FjWQz`>g%(vXjJRODSpz}{g3!aWP+GI?lB!9Tji)3leUX-nKGLA`Af;zR!qG{= zaI~MzI6$;o-k9PtM_6vtmgZa z19m~#@)=0MAdZWE+j21HdPqexQk zop%g}@7=ZmG*&zanI>(_dKY+M?gJ_QO9O`)%dZV0-bG^uuGhXlsICv-<&k^@bfkm4 zAsT-a(^98!d)_Bof$IbJno>;acz``(XVoLxo)YqY8QYt7gxyOB9S5#FLV5{PrB8L7fr6=5fxoIq zax`k8vGMWCNynL6JM9H;55r;Hv23;tI(vb`lbMM=Eh&xdGotjoXTm?iCurR^Uka6# zPwWNmfS`9C(!96;AH6@~yt(6(uCtGXUCDEvW|AH)Xk!@Z=c#hvt8Ip?EDPO1E*8F) zhUdVhiK(`>ww5-nAa?G#qjLpgu=!6Jnl>>!+77jGEHv~7$$3ni2SMy%W6?3GKRMLR zw$D%(d;D_4cvdk3Y?8VI;9l%$lRA{tM^mJUj^Zr1)a?UUAO40oC4u?@9Xp?(W- zFKyuK`buj$ZRo6$G3aWkXXdEiPc-%&a?LYQQW&NXvfFROGAUQ>PyXG#W$!v0x7di? zCM>-0EkNdTfxm2Dyg*0TT&jBRXq(pRH+?=-gxKp{T=C2Px&9ZT^FI^O z`A;n9|6-0aQT7401OGiK%P&rSa(dlNxs5lr>m08sy|ZypYFnEVT6hO6w`*MaVNwB4bLqn^1~Lb>9nqM& z_TA`&i8m$o?_Pe@{CSdo(3^#;`X}bu>X&~jRR46@s(Zo>r(P<5egE~O=WpE2ZoQUd zZ#Td6aq2?TM?#ONJDaYw_VHp*)yCQkdeP~)SD7#Fj2C3B9&e@o{Oj?~He1L0WSn^4 z@@Cg~Z}o`r7BBDKH(mcCHkUpm)Dv%)6g|l!mAYvsI9sEVy5IRpH3aMK(`wgzwPwdJx6!YCzJp1+aKRv z{kA-|v^MwkZvAR+Kh3))g-?5$hEgWmhuz*7cDwn4hHX>zbq%|ElCMHhF)OW>mMQQS zewzBkhI3PKdP~Vo#pNv}G33AB-yW}NEol}Vlxry|ZY6gz<35WjiaaOER-I&vY|Pj* z0z_>D@1JOO;$FD4jZ#x&ZEoFBN_@$3mq${l_QJnJmUs&g-H{Gm>-Ss6m6JdLAUMIX z(a@cQyNKAREu}HlQdqP1tGc4=7V)!@98F3|Dep-^)K5TULfzyA zKrZO;ZE2e4fd52Z#MiTf&Sp3}JF6iXX9F}AJu5$*qqgrTO-Rz<;BLYF1e-F$!bA72 zCke;{PJK*qJ8W;?{A%ejG&3Z)6*7>06>fy`%j$jhUiAgue&5m0H2fe{#LH9yYlRmgETs8iU`nN1i+buWBaYm)I!nM5cpbV z>b5FVWWNH*;M+1SDBIhmUVP+d9gR6ajU(20EJ@g(SyArM8Bzgez2W8XHMSfHof^Ar;l= z=b4e!ix8}c-y6{L1gU8Sbu6E#k_M#^Df^pfX!A^v_Dvsmh{G2f_IV(#MWIw~Q`El)cD_hTIrTTp@3~!%y zU%JdO)QP=B{V1ktzfRdX-m+Y?r_T~ zyP8yelVC4LOq$M-*mz*9`vKPisb`Wk$`wv#T?o)#PXbPqdHA_#Zz)}$c+II+TXMI$ zy?|u5StK!`K#3|Rlb5sN%BEX=iD(@70h=mfN~D>R9~52peMHe9bYBF+c-q3W%%zzN zJg1(Cb&!yLg@9=#w?OBS3HY|zeegM9{h7R)A9DHPL9YW<4k;F-^&rwV=!`q9jZlIQ z9()_`cXv-5;rE~cdn+e9F7)$9gHF*a#^ql)TyNHa82B5~mjhXjt&wZA9t!5opU-(b z3>c`_&+!Z`{(_&zD}~)-D=wjRP7opI>)TUqww^iyN<9!7&^=3fXsIY=xOm%M%-7DX z1oA*=q=6_Yvi7WTrW*2QH_aGdLf!1X0Iw?a*qfVT5#Rbb!#)gS?n@X=Lt0Z63!uqMfFZ=AJiz ze1G43l52x#KdXE*$xH~=_(?$`8j2g)&})WM1LlrTtKdV%>MlHtA|WxI(s_t9vVE-? z42;~5jZUm&^#J_>em?tpY*?!&xSVkUXpVNsNPt7!pc2EPO-nU_N$>$)p#5#Q)ESveq7C3cwLUp%v+WF{7<^d|KC#O-~w}LOm0`TokTNxHvdeOfC=d z4nab&5}jxSsn792b`tzgLNO*sW5JYf%H;s$Cw<0o6~bf!!`P#S^=-;{ieO`@rh@09 zDh_gNpUTOh>19)MgaRR1f}RAR1=0(gpX3C*(C5$q^u6^Gx9#o12DG@8)^1^iNN<;R z>LBF5tx>WZ*X|r(OGty^#x@ZYX4C3)qs1v+yTGx$rDTQqU2SH}E&6 z{!edD-8Z?DefHKppJed>oQ$idT1)yJr@z+Ra#?dr>6dmdU!`c+73X1k=b-gY2=H4^ zwz%fYW3H^!f9m+WeNsu>6Xmkl$Vzf23wF~bJl)S~{cGP4faF8QyPevGQa+z<_SvT; z9Tu^cyu;Gu>0eIkzeWWAI~@3)xPx9Ylbe-B1N&O7sgC?eFL}BZT13kM2Y#D4TI8Z! z94(5MRktFJGgqWc8|36#C;r*V{FCI3yP%iOLND03w2PU| zY1_+}aQJYEMIt!IJ#UBld4nCDET;eRtp3|+2LHicDU4|$-mLw7#dd}P{PTu7ANLW9 zQxIv@Ev4?y=V`dN|BZ^^iuJrcvaCsR`o}IeJa8RhPgA$#;YU431wF)jo>IlRH5@y{t&unX$WAbnv()qoV1m_IRB6SLh}4KRpcnD**gw0pPzW=#%D~1O7K- z5dR%`%s}}=U71tebblk%2r*MSi*wb{|D;V{o<$S?NMj=(xFmk;!NzdS;HGvwdxES3HPu;j>gsfN}3p6+R-1f1f;as4&^@!y8sw!d`Se$Bh{^D;cq`>Riw zDXNEsAQg&2?|FO#ihiZYu$9(`Dp?~vlTF|%34uO*{l@#Cwgzjr;oI<=! zAHleHSUBDi`oHE2+CE1;3F7_`c4B2K>D-N3 z!E9AHflq@#z~xJV-w5oMaqx>BWSY6$CFnA z;iDD6CyX5{{aknBmB#_S=VPeF@UTObLY)Ay2KuXizy`~$^X*wB&$33O`pE;1(07oX zkWL=y!1U1q;6Yd)NUGNZ1zA4^3Fut=oU!_6)r|xaK!rv{Nk5<#!h=Gg_q>njh-tv~ zFfsyx2EpX+g6NWJ8Krz6cI`Zyz$>CXAm) zX?(Ks_G;(Diii%vSK5c6=^Ubxec3d9pc$t~KS+}=Tf$pmeaK+#MQ&NqI>Y^5 ztRq6ZFqSo~zu}M3p}tS|UGEyjhl=k2{h;$6lQ~?Wy94L2oHGJp7YtY|x8#b1B@l>}yhj3@)$_JqtsYFY4v4HEs6l9p91Jp(tQv;T~^ zWXpR_sd54umSDw{M`hp!5F4E;1%zz9E!rR$!jGyp@>sgQAu+qQx)^+yf!ER6oO$md zg9li71oLTUGTX80Xu^PX2XDmxKscgWR07->cwD=QGae|q7kt8-wi-Pi!GiJ2MY%bi zl~w={43ZAExU0CaXur#WifyMX>^X^^qa%`Rmj4jT9}rIVFef|zdEnr@!<9gD=E}(d zRIwTwsLWP8;S%FjpvekeS>$?1&uuTn<>-h6KI3}fmY|hetcD;@KjHBb%{k%`oKNXn z7oDw;^scjpLpS(twf>{SKu{o%=*2*gKZ)L-kexh29qFqDv_k+7Qg3l5^$XK+DJi(t zsIxL^^#gy%ED2(#XU;dY+3XfU$iU=#2fa>3eA>}i2JsYAK+>%ZNSkw(`@_Lk?KBjX z%gJ@37ovxI*5?c;wVV|m89!*>OnT_FXfWW^Q2hryAf==&CSU_xTCqwD+%LbKlQuXz zFG|-d!JENklK47vU9Hug=fX6&JUSd; zV}GxD*juU@Y!RQjw64AK1xNb>?)#+?%~9$gNGFP1wc4EB+lyj6z_YOv;C5D-EzI`q zf5cDaNXq>zV}67Es(#k|0D217Fa}-=g0m!^OW+-P?Q9v*Ex)Cw(HKw!) zYE7{@vHl?m_SVzqCsDWY6hNfniid`wg&RA&ySsniBjFR;ms+w|tjw&hHeLdKaQMw? zz(7TOs87$D=*adtDCHq=;~%bZ9J++C5poh_Zq@8l4HQq7}*pj>_YCCG(h%O{;Ni?^hhQ_tlEw0>wlm=W2z&>PWvEKw_w*B2Qupsg42`19S?t&lU7kq4pqhq4pPQ{KwHv=^#yoVO7EP{g$ap? zq!q-&%ubCIi{%8<h1UCWsvdF%b6Qc-4NDJD#a4ucNmRG+m=&4U!Xs!dz|;G}_&A zhy6XScAU?3p06ly*A;6rpT8Koc7=Aq#e9KDCu!e4brsqTyocgcu^5|!51L>to8v-*_DvxSIy1q%+Q`IFN>xYW2GK~4i1 zThdtBe?;IZ{{r9>hah8jlK=llHw)ljaVGs;_gFifIM4u%gWsCFy1Fb4trIItVOKOaUUK*IW4f>lJGp}M^-@?~A-re)t^F2dMl-f$I5khPigzkMpV_&|0FM9)qYWLy1VcsbRI~YD(?X zYSW~>n=h+wL}m6s*U$n(-KBd0=SuWl?0Qh`W1qCQ%~46nV}^&&>32@AdmA4&4YH8& z@Zkk#7Z*v7_v)xK`nNHayWUUbGwD>~k(^iY4Q-Yr#;jw;U`oC^p1)duF}OMMO6K6b z%GRP0=+u)vXL&;oRTDIlIWS^mMqK&EW-e-Gc#ImP6;^xTH9hkC9Hfgl9#b6E(PM%< zXbsd~;toFnWNi(hdI%9iFA@STKX}kabsl_iMRnrCJU+zoI-P$h=cT@&TO zdZSeZ$=+eK!tp(mt4Q|DCL}(H{5!*cRAp$1R*4xcVj!xd7hac=g)c0pTn=2r}(kI{q4QhyWX|dyLysP zxEmF3+wEsDWY~O;sESlDSb+gQKB&N4IlXbfOE499=YM`0}w;Hce4cq|O&* zvgPdhp@j46JkyRY`142@d^!@?fDGHzi$q(a#WyKkJwLs~0X1$4fvlyp}jBR=#X+bsm+2e2D4YWYO^dYowV^wa!|{NJl91cWX~*iogu$L z{;X20hoxrA^0zAtaeb5GEi=dmLc ze;k_MsCv88$qt`-$x=>D<2*jB77|pyq7c}iKYNo<^S#YnSeR8IgK_Et@w@L(i3y}6 zl2N4?RcXHV%Q;#uR8v#F`GyuXHBOj`NsV;*6=MhWrY?{0{`FRd+dd^9MJp*)&-V!P zd)`}O5ah}Bs65p(h5MiESd0Ea%Yp-1)wlHfAKLc)hCoBsuy8nAUUytZt;1O%G9|0O zB+dhNpY%V#C!M}4|4-2RZNk^mYuCwlZ}{`O?}=URYjn=9?@iW6qGrCc)c(9lQdo1b zhtD+`zeFv-949gr?hqy%P+O+xo;w;WZ{QW~iZ084I@B0;%&&Ww3u!Ke*(DvM*kFR^ z0!MoG5O|KL#@fI7;e0a4<5&916NIVf4dUC4L0pTg!Gie3Q z%qi!eX$Mv%`Yl8uk2Iqqw1t;xJ`=!tY4zqs`5M=Gj!+PYf)!ue< z53AWuuV%YmCYu;{Jxjf&aipov=2Cj#kpeBouUam4gK>Ir%p_Nc;^CRBY+dUTzISQr zvlwbs1wJJiwn+LBXgT9>dPH{{nJ*~SsN8h{^7WEOqXyC*Pe?%K$l8=a+nIagCMbp;w*`EkR9oBT>eO;=VRr&KF z&)i}DvZ>tDO+WsP@vA!~(6%+tR#F0?-gwP?r68Ta&cg4Vw37akt6+J!45xa?R%H7XsCZ@NLS`1W8AeVSSa6Q{?v|#H7 zxA*tYYxq=M3QveSKKYVnVxkVh038JDACZy`1fQEnhhUhl>OR|KKPX*qU3~8Pny1=L zSi)(T;22rE!g4R_=LcPW(9RzVfQ}K)-i4Q{2cmnGBqKxX`qwe{fBJq)qPvxRM~1GR zU*`lrg;9M8dWUKo`&Z;p*R*$99+bkPX)VNy33MLK|Bte5nZS7R}x51WLGENO9S@*>;=t!9bNua}ED zkg-ID*q(_5`crXb8mUoHv+_+i?&p_p@@_hY>f=x4KM_29_u`kEQ1mz%bBR%j-rnOe zPh89X{xn%$@Zr$M=-x%xi!0~XF&F=9FBV}h4EonO0a^on0Z*4G77nAvVp~)G_>e(m zyoqT@TmEtH<>HTj8H}4tB+90h86xOB`0-@=HGj$FB01yDy&VY??fS#VFe-VxyXR?W zLL;o?C-DX?TtXjMi94g`Lti{6H%b4`o1`~=lL(=LL@v*Df71PRP=xE7g88i^EgwDQ zZtn}WdSL-R%f*3MK#)jgto@trY4rJYS$-7kEJZOukU7raSlCrMa@Ms&triw4FBNlb z>6M|y2N{a9=!i0%xHD4wSXdjDsp&H90wz}cc^chu8ha!Ey)b|}CcBlG*!w`=A;|Np zm%}H2towF_gfDa&UagpSTdo|=kXE)NE{)e!@3DB&Sp^aeAa3ig@5b~#R8i}s-C>f* zbGF&2`rl?(AJ6=ce-{_uKa?S>?SMx`K?_r~!_L{U)A0u5K+z{BPzq#9jg37#Yk&lp z@g5m^uRhfhY?|1rAX62Kk9kltwOYqklX1@V@{I`0Ny}fHE-_s(*$@6(lo~8n9#0^C z=)TJze#p^|;P;M|dO2%`*X;P@uPu?f-ndPs8cOPn9%Lbs12&VT8Dg$3=?{z|8W=Hr z!MIYIt~GeRw2A7W(_mMkj<>0cI_q8dRWghYK3L@KDwLS1H^EI3rB!{G@@SIRZ|IB4 z;VMdk+QP;bPy3va7kg@AyF6mH+g0Y7B$=I<-xj_Z~)f8yQ>q=EEf=AMtf_ zyW7!M)9CivwaO1wb&$g}O$xa5+hO}7ex9CLEw=#3vnPISTre2tftK#R9Tl>pyHn5u z&I7?o0vnW+2_^n3g_vVKg1Zv=L8q#sxD&GBExyRM}@B&t! zIj_%R9_~9c%PYhz)iw@+KY23ZNJsh~7r`_B-D_-B2%ys|wgGCH$djAE|1Ah;goFkkI_V9Ck66fi!1m_D>-(Ir~e z>aGM2M6BaB`ErO0v)t%kU|7&m1D*l|kMaH91B)vCl9DodV;|PUI`k@!-?-=F7IR++ zOsiTN(e}(F^6EW;7Yw`(+DVNJkJD-8jCjlVnr3?JX zs3?$8Dp{(UIu47Q8vZn&wHwbq8RY-y0#*aR!DPjVJ5!#bx$Qr)8-(kZ%Ex=?e-;5> zp2wN4fu?B2gijM6|A(~~72%&qlfX>EkJx3RERI59E`>OGxJ4$fZyh92fXtqXpF3WL ziX5pj!mWNPhAJFwI=@AsR9S;TB07DjdDS31&m)e6cz2>-auaQjQBi0Tn_p}N@M<@` z>F9v0@F5Q-p%-1=y9-Z`0F6l|G$V2)S&ye;6$&Nt&?T&;{b#_H>gwvWSUlUc*{LQ4 zNDc*u^;^ksbBMeWI_2==n=K+p(KX*9)NAQ$#BBr*jr+)AFN3p2FlrRdaDRhHrVZk> z5F;hS?VAO?&+&^}wwPnUeKl-;FtdniaBGteU!<7xXre*=l4O| zK!rCN^CCFj)Me=AUIV*^D}Jom3IBWtDdtx3L%*n#4kXsjY@l zdld`Gq3$*rc1ko=T9m0*h5*$avcpCzq2_v|0mF+x^S!CftTO?Gz8vC3Q z&Y1rF2AIR7DtNck8fU+0aVV1^gEOC_Mu&}?7kEG*E^lm|Ha7aCW~J_xk1P%=FH^@-Qc*iVzM za2yV~h%y6~_j5Vvh-1;@O<3q@6q#Dy(sB;ccka_$xRC4tRHAq;)L3*EBii^%y3!0j z0oAm?!<)s{ETRv*Y#9;?^v*O0i_Iq2LUzLCNeIy7k;lAK^!|t5G=^Rh_yPiqAl@LV zg`~;pO&AkfQI2r$rFr2LV>3tw99eKOYhB9C`^6&y+f>gcjN@ZYufT0ez$P(aREI_& z7oD_fYUJB?hU3D8)26dLa2Sv08*vKq^oM-rml7UU?J_kEEvidSd*LL-PXFfo(^CS_ zVMM7MY$B(tA!(n2MFf5bNr|Eh@;hmE88A&)88TI}H}ww_K|>hXunI3~ zP{L2CVHuAy!UnjGIXvVFi3Ac3&?=No6FmxmF;eP>V@Y_aj~@fU9gazV;T%tn*Rx_^pplRyNhEVNZV3^|ed2{^TB!jpp|3br1{4CoPc9Z%UDS)-?IVz$ z9JoCr>%Ah33UAC#i-??IJ|nA$(! zZ$R+az9MWtT$(n7z~Ep8K9qp7IqCw1thIVLo`IRtLpeNo0K7DLcXXQr{d{b~?4V;C zgK_^!+cY>5pCZ;&n0@`eX$GuNU5rTpJTGQ89z_fUSWNMOccy^2UNQuz%aqu`Y-~Od zK(;s4I&NE>Tm4CYi>bmYU??OqvSozYRda=ISa|fpX`>+Wdi3Ung7f}#aj}3fE~vfK z46L=%VZJh7dwsjsz%$N5v8B;j{<%WOqBDJVhytmbTcgg|e@#d7blHT?;G4ctn8Q;_ zeCs%{oY8RAB&mRYV^e@0kpDx+coxAUt8v`rc~!7jU$SJaLY0D-f!%$J)rOv`(lsZ9 zvnUmZ$d$#Oc#k~F3`n?fBk7$O$D}IL2iGN_ETRS4bP+sMbUHcewQ*V8^xYHFVW_R$ z*8@L1fmv2A6gn6af}{x765 zzEN`5gKv(=$jrN-&$hx52=D}VAtYlwE^x4nX(iLO2a6tck3;o}JY=%yK$aA#rc{cIwn$akLp9IL z;lU(4dQ^{aPP>%)J^Js>y&eClg%ot#U(c!z*EaYoYAF=A>05rwL&##s@5}Nkf$E{J zu_t)&S=nYtt!BrLwJH}LTuY4wZEfaUhASJ8Wh-*KH(bZ<1Cgpls|tey@SS@JYBCUv z%iLEddJ-bD_(k5JeTeIT(uUm4#AwyS!xROzi4+|42&f;hG%7sM?8S*FD^=ewF1QFD zo@u`=1Xw=iR!8mi=aGVwA0L6td~I$~^K~~MP?ryPCami4H{@As0kVs?8~-Si2Mh=} z?7j{ubzNVfj!4Rv_`?YEsstnKgzL}C7>&D0QL!O1M2G^N*p1r3s)w(O>NK*-koOz# zoQe7D#8UeAp4rz2DV6M4k~!Tx+EGiD@=x}imC{afL|(G(?_t8%hBPNjJy*b-aoUxZ z9}f7bHHQ|_I_hf%7@#!$hHJ|np2&KAf^)V7>)q^G-=L^GW+o3zrV96;3JxyGq@8LN zmS(kLT@P;p=5o&Ve)qudCx8CT4^ryEnUuE)pPnMRo4WovuV*W zJ=t6@3oG{28|T6`Jyq@8(O@ReZVAqAq`3YYrN^d=DdCC*xTFoQ`V<@l1g)ba<#=ae z2qPk$bpCefH+I@smql5^TBi>mP54jW=~|mQdz9wsd+O^2hB&M!>!`f~4TXfhEi$fG zjy!e-Ww8Z0Z#HGw|6m$=i#9BcIsW-2k>jdA>dz%@Qc20|Ypv{vo-ScaY}Nuk*EZ7W zeVg{#0FLq2RsQW2Ymk-0EnUA8A8gb2tMqmV=lQgjsTXOloF^x86wK11qN46%v#&a1 z7xIE_4mK3ac4(Q9(XepR&oHT>Imu$M>Ct--9cn z<*_eZ^mY?c5wAyPFjKn#Z=`FK00(Y0V~ z$iQ(Mh2m{QTGUY0{#zGnWh5Q!tP@V~mSEaxt$~IQ`~6$Pk-y7Sm1VUvCF3Qt<6GI( zo}*KOsN+g)WuKRd83@8*Ua#A*J>36qlL&I)Kcv= zuqj{{X6F3S3{c-JFD?G8xRn~mLHa{dl+1GBNNK*eESUTuwC>Q*Z?nay+)^a_VyxBn ztd^@1deI{tYABsa7? z2MoY|hn5@JsLnG-Oy=)7%^X$iZ}${CfMsPPcGQgICbsZa?vD7&+yx!`!@rpI)A3o`<}}RS`}T7UgFBxs zHM+ff#sbgqO*6lKJfm*b=9m&%$nvRQ20ohGub=64qj<6=X><+_nXWZ(ouR4yprrU5 zgPjbaKb=C~sRSee=iGqLqNnWn=)i8R1&ae*jszOZOq>=5(I{tNp$T~y^1&ATms<0b zJPHmJ!_@;GBj8Kb`LRE!UNwbLps16I>XFK}6m|n;3pZTaH7b)EEx8N_oY8pvU{IS) z99*q#ogsyC?QM<^-msz;dDp9!=~tf|x^grx5y||c0Rhz7qlRV912wB=z{=%uxwl~U zMuN*QK42*}K3&E}6ci-svbpfo6-U%GweI|etr%Go4}t~#XdZssmzkItgKPK1Cam-dd?S&+8ECV_l$4r72GvNT0|gka zTX&Vg4sqAtD{BEri<=D8gKbNGa2hHi=HjoQ1m}R|+>;1vZ7YO3ujq{O>*Hmtf+)YKbY zF40X)O4^>@SPf1Lg%lXC#I&>0s>mDny=7Fu^hy<;_LXt&ZJauy&>ZrPOt3kjp%gSEG_k+S_3A3mt~h% zT%7pMJ5aqt@C6oQT{rSAjY6s1MF2&tkNQ{umt9nJ6GVU?M=+P(cOP0(yY78gTo}TI z>TC4$LhkVTE-RcK>|N`=`3zEw&sc2d9lX9#Y;+TYT}6XiI;M-OyE`R}d&@5KI>gx0 z#=Xj8A0e_Uzm~uO-I3oanx}M5r|{g4Q6y|o+R;gJW!eaP4Ts~PcY6`LJd7kvV?DkT z-d0h?ZQ=8uW1@ z=`7S{=&)D@i``H^@yxnSe4=h7@VJu#ya}xHyvV0}+RA!^(&ZIFu6XXdF>!ZVMN zJ^vA95i6~6e~=cPdQlYO=XVWd7vwBIeP@892dxtOlGGC10$q;{$@WrpdsnOvZI#$f?5*xINJv9A3+JiI zyfFu;NK;$;DBi3s9qw%g1E0TQ1*B-J0f<*i+l_F4(~CkthEJc(SsNSiJPKv^Y7Lku z{G9&_-Wfl0R^T7v=gaLlj`&%94F?WCyI12i@N;|jXMhH1rM&Ywz7ztcZ)gAi1OE5- c;1!E2EGp`ut2k!nGZBB0Vliin~hz4szTTIivKY6B4g1p(qh)4-Vgn;yKo#1oteeZb3_{R6omyw4D`JJ4z&pvCfHP@VTCqzx<*1`SE`%x&= zL515lG*GBrg(%d{Q?z^FFPFb3(7^xga=WgeMGG%qTFWQ!?|sg<_1#b?_IJqtb~tum zq*16-D1{rcT3(6MgY8Z%E9P5UBxkXdvTGJEib)3uw)T+*uUj%0TfT6Zz1WYPu)6uF zmT)w>`a+*V->%zgaT@y>Cd`%Xa8i2duF4))`ea@+1`8Y(-mSyx*zdqt9g>l%A*}2% zv%-lWi9({uToyj*in{*4IEZ%fFCgxUS<)u_0Efx*}H^_rNN82Q0O zF6k82xtfJ=Mn*>YK?WE)3T2|0tS*KUQr7gZH|_85zeH!z{l!*2UnlxDXK6)+_*5qK zsNWiA8s6Q`(BS#f-cFKxbJcV9S(U(gixXK2lv2lmoz8%Q1Oh>V1BSx<>dl^hteCrOd zm?(Vx^T)M|oRN`n1iuS8BCzFF;A6KJiW%`H9Q1(#@q6jng=^c!7y5d8PpaD^N1%|K zV3KGp*5ZwhFB`1$^SP0K@>zB^&*STl^vhYnc@vF*BbCU#|PJ;#=jt@au`e zW${j%(n*YTiZ0%O?LQ|of|K#~ml+22u+jSqz+>nsM#F2@h5tUuTR1~&nb@$en;E6Q zET2NboIAR2_e0qgUukbic6h@tH_sf&&&v~5J|%O0#JR%CP&9${M zySQ}4SsmlHJ_#!iR$<6Wl=#eSEncF=vO-L3EM=lI?J`?+=i*{1E5Wu;ho4d8>eZ`- z7SuEREtE3T-oS7?Anf+ ze7IYbc?A#8QB+I}Gx;^6Y|PWclGGW=M>!B+;|y7FZ84P*+16k&9r4{I`5@^ zP$d|3K(5R2@6h7nVmA3sR+lo)m_+>b>sQFy%7*_1LBVo|09Yj1{Tj#U_869F=W4UD zvnN+NQa|kc2tMrQ>*_Y?AXUg4t=L)y6WLXls`l2(u>M#>c^A*~{^4O6w?XRB-)VO+ z23dDV74}Wy%QdS<5Aj*L8keKJ{>MNrPXxX-7Uac|`Z0&{;;)_RC`KPXt(nDcHRihV z8M6~PP2gDwlz2P5M8_)3PXf)^CLwJ6PJ4z!hYraPQbQNT)tsB=i0a7g?bX-jJsy{t z{qW(=n`!EU6)tI6e*FjUv1ZEBM^g{|ZY3Z1ICUOdyEEm0ot>THfddDOTlHcx1_zCg zhu)l-ojqh(yrd$LG_22+yFJV=w1q;#_pe=xu@XVE^t_*3@imFykm*@kT2h;uJ0bP& zX|U4p(}lHqU zJ96q7nmk!Lo>Klh*;zmdDTZip9IPT1w+p#Tq?qW)Z{KL`X?W=G?_PwQ zk%_*Sq$HK_#m>qq!#1IPyzAGmOl19ECi*eACrjD)%FpppFS92Up4qW5`F=+kNl8g< z`V7lU*%j%jlIObxo`(`f&)V#x9v{_u8Hvr6jm;S1Un7!srO|A4fv@!N zQ6zIDH|3fuvkwb2JpFK2?g}II1A=^T^V-!WdRZssD@sedi!UUpEDtQ$9d>iVYeK3p zVF~KIw6%S#I13z0oarw&ER*v7la7<%Z`HsXp!=+uMJRtVvi4_T@YL{oeTSJ_q%A1;(;L&^da0 zS59KGwd^L6AIWrQg2`$30j*B^ef0e9!9dJAzy%Pyv!(>eV5> z7R+EB*4((#HDhMUWU7$=PH1Q-df3gld~W2~V7ThPDGhoEQz|ARLi~DwFREp+CLpV_ z0LlR@2*O5jZ{C>~PdIs)=y(s)y5}{yu#PQwqa7R;ySciA6RXf|MA6RHG<(Whj{h>p`aO$qj7q`=A5;ebe+C7^0GJ=v=hHe#Bwz?FzTG(hN z^!9GiTgWM}{3zm$W@;S1zZ*klLO$Gube&z_W?fR{Hm;&NPOXBdRXND)CAGErH_oUB z)K*pH1k-aYl{#f;s6$@d-=Lylm@O3B3W?`VWO`g&TsYrR=Acv~0nZc*p2IVh#?(>2mZ3ZSzEWRL&xZL>MP1zxhSuzC{V)!Oq;|er(>tX-%Sa&0bJ(w( z-9$knRn6vPqzzLL)LRG|)u=-5sFs*f>Ujc3Qui{p5$BV&I&HM(YL`t+G1Jr2=VM!2 zguh@>zbM$_w7VEWZa^w@C->wZ>sQa#5|)z6hcv<9im`~#gyedTGGuXpda}fWI~d!H zv$ZtDSqtjhEH44tU^WlMj*5q``v>^_S<>Roz~k{p$`L%ZUF}|c>+MzNXUwe^U<{2< zN`iWC?RNO+dDcS_R!FGmQ$&>lb(l3;uCXh&WW^>0W@g5Da!D0=%y1Jg; zI8zm{RmU6sDVvN(8$xz_ar?&Q%a`Nh;yM8Y0%U0)u%_N)p!wMbiJb(OsYW%4Bxy~l zBE39zBfs&h!!NA#KaDR``K^^Hb!iDPb$|M#IE={x;P?6SL=(MC_tm+YwAxy!nVA_L zxN@|jEnGQ6W3n5)ow=Drn=r+Evqrj*ExPD*s8zGwK5TK>#Cy+ z^#&RWkC;(Dj;_2ZF%V+Xl4K_Vn1FPU-nCZ`a;$EF(WLEgSlB^;tWaLbooTm>TQfCy zASaxEaeHEZl)%=CEPh{U1&vChnBlp(x$R_+3VMdhy``EW9Zez=;bBkp|5>R4fO#%S zpdn{wPF#hMtV@8w>&Fm99E#C~Fu724KHOCoa~hg982|C(4ZtVU+G^?;QEdkRL{0qq zlAt_7JY{+5DEP_$?j{uqC z>+6R}(s&cyGIY7$uuJ0V)B`B`SrSbng`6!IW5`N%ebj1=5(1ETRtsRQcsM+g_BHYF zF3Lu8vc6N@inS^RTRXJ6Y-ngGRlb`#tnZSC&BD}99ez%(0(34lxA3#&n8GbLN4(~F zhN)q(J({(pHzoEHSNC;q-$hUujK@xH9m)phQFXk5luL?(XfC8f!*WNwU%kuGC4=+C zPy>Au#!6qOeT}+|QFJUjdT0T!R&Ul?>Hk^VpseKfDR4zeNJ?r6#FF(gT^#c!CnuBp zFNug~ZzZ$qQ7>hd2qWu&%F}g&3~TzuZ5tPtq71Q~)zvD1A<-?CRR#Rt?g$n{N%|~J zf5vPNk8b~to+mTY)1`Ej*6{_n6r|%9?%fN#Nh*-L2P@sOER4C8e-9~JIOUgg|C=xy zm@rWhkqk(mUXnwlgD$Ke?p}m&U}I%{tC8)VxSV4h5D;(*&8#K0eU*pT0!8*@W@eV+ z@fk{7U4KmQ2GO?h6yjbVD<*l<+{2=8_HI{OChlE&7M4ySPOv4iFd9} z+~1!4=6ySQn4sT+RtyOJi0e|CpA6E@6F6YD#7?m#>zBqSKO4pw`r zLJ=&|Qz}E>kziJNrI_(^d5t`_hv;T^SdKQ}_d|}-gJXT(W6`=l=bvX#V>iCmYyNtB zip*U0bb0*-dgJ?E879YvLYH8+BNa0sLh-Py@5Blu=?%>-Lqf2F6dq%xATia5nH#Fj zbk)?<%+bk>Ob2XF8AxtkDQ;tagq)F7t}nE&36ST#7C-Uf+@+T8rTB3vz^vfv`Zjda zQi@XoHY<%t(VTvhcTAb}ddJ&S$R9#aM7sYFaa^xw+;}SC8FAj-uILBEhSm&O1YBN8zy#lLTU;qh9h!IJQD z+LBM#ti-~a%X^IR#;j+37jh<}$~Q8rX);p=9+8_H;+qQ>1(rwi>N%49X9*krtWMR0 z(UUD3Hoo=!8-FRdfP6cAPWiBZ0?PjS5wkF8-(Q$BQ55=pL?H0T#;l-yDchkf%&aY% z5S?D9b2{&!^2_c^F6*|nOMUjMKciIlXq-UZjAKbJ$sTv?r*v|XC)J`TM)ArAT z_>RB6S2&Euhq?>8s^{v~G>o$pHdZP=j$>Z*ZLX4WcmrpM>&TgjhkLgp?pe)D9%CPM#*d6?O5c-sKBRf78zbm*dFX z3Mo7#N11vcs_A;52#pC&7uthJXo^>d>P17=5O6z`5Fek@o~zBzxR%onVBu&;UH`w; zj+`6_iLoj`j9SBM)|XB`ZZaRN@h+KJqi2_V?%v&GfA3ya)@phhyK%YW;8e9#Qa9J% zoq@8I9y9TETN`uaKD>Pzz_#|$M~X&r?c_7~r1AEadlmR|dppXZ zT^_6tFpXrO-L)F;rWk2$ZEe|Kb}8-|5HQ%jdl-!N*58ON0FvJ>HbkbcEzj8lFYynE z5nN-ec#ejA6nb`yJgtrXBbm}pDy=$Az3nC;DJf&q{P+*=xsK%?Uiw%zvzn;AwzgKx zf5+b5UU^PXK)}w$Mco8fF5RwO9?cBY3`}=qOF9(bTAyW!7!2zzfCI3wp}KSLQKsjR zerX$jNm-MHg#}IaV7(P`<2o#%*w%xbHQQB)Nf>KJInNl1rz1fBlwmYFCQK){ckkXR z_el)`HkX(K-4Z~AQ-{@fqrVOeB+}dubm)&k_d^};`}XZQG)HZ1DyFhspFTYWcn)p* z*U3`rd-tG3m6esfgj_Q3Ra#k@T|R`(9hXqmAm7J~eLB9eN~&kqtEJv@=|Z19Zc?m% z<)Bm{7t;=%h#aDwRN)lkZH2ERBjy`xQJ;EVDxS;F&j;WdL)>RyTRJ;X*>x{BLW}pf z)uoehnLPbvB7j`g&Zj&1juinQAW~EH6Qpl@gf&o`v$CxK}>^va10IBX-71E3z zOYK?sG&(;45r5Y4Ad0RTnTr#GCUohZJjh_73mcsm`oN4rHJmc8_6SSfjpC9=FSecf zy?$k-qG@{ynCy3LS9H|>m*1F}Ntj#P^g_d(Kv+~rgSZ0O_<#LzyO09vMrZ}Ezw^|o zq~kzFclB8+Qjq?U6x(N6o_fnd9hSIMYcZ@w2vg48G&_LP`T~?>g%wIje0#LcjlfFa z@gis^C(jEfA_&n+Tq0s(o_CX=1_Ibd5Btpj_>kQfGJj7$=FE%Rgk?7>ByB6YdClkF z8Dz!75zYzg3{(}Yh#&J64;o){+5#NNv;}q&*it@tvq#vwxk0VdWFs%F_yS^dWxZ8E z?kQ&px;PN^?)J%`(>M}elaRrz-;AFb>tQn_UK@6s>Bj(N1V!|m0`x4EMk;_g9SrN> ztS@eVEJH)f3oJ}hQc}3wf%3Alsp0m|pSy!O?-s*d+64sEZ(^;iZuUBOJi0*BXK~aM znGq(pGPKxZT>#9`%gPddD@yF=0+NLxOdi33smuL|8vIuA2=7polT(S4q1x3+5P%EAYUV;=Ii0J$}+D$eQ+)0?J6awvfN| zD@?$(KH6tHlV!L$c2EJ=GlW-MtP)Kj+P)v1&m<9itadbr1BcjAIKT_%a>fFD{*1w_ zEzM|>Jbi~fC_7Ia{};#$Q24{CQQz47@Cmt40bHx80dWgyTczjc@EQ_KN`~AZ=)Xr zDR1%jNK-O77k?)bBH~Tw#5JAnTs*OuAHwhgKYwCnTUVKd+Bh5wpN1sqE1mMD(`I=2 zu(;Fq6mlvQkaK|a{{34G5|D-vQ{ofzD<>#5K^JQT57Tzi~Q@hPCg09O(1 z@ME<$!a0CeHEAQiSmTR}zb@5!Nftoq2TB*(AEe)#torc=-LIITp?qwR1Lx%CRx-8? z^d~FYdwOEh(@dNJ6Dp6h((cmYXFMK3P_4N&>29z*JD5wtS5$n{?3GQlxC({q#ckny zJMS8HGoy=-4kOPHiXI@J9I+uUIS4SPn)x8)pGsVpr!tdTZb}IfTnx(aWLY9^^mH(} z3f=T<)b4)!$Ve*G6{yl(>Ay2=d70>vnI_UTcmP752XZH+y|oP8Tb2*O1~=v_jaymq z*3Km!laucf7P)*mZDs}yRF4+#Ie04ZnZPukV|y$QZGVPFwykMOJ2$KDZ(g~WV*fK z4>1CrtR6oXP%bb8XYm0BXBvwSyZ1~(QZ3+IhMxcxV8PyCS{l}kV3%?|hgruiPIRh; zUv)UKQuAr7*q%wg3&HDg?zO(r_gXgq%| z`3iL3rQMoQU#!U#FUjQavHg#)YgTGxcWX2QX>&5AeOw~Et4yH3ETONyqC(G!{BSQl z2tb2lV`G_@fYKV>1abf!(FH7tCwlF5dr?t=!CHiAzvZRgKPBc&LDjXjem_Ondgthc2D%xyJN)vagbprHMs{=;`q#C0&;i z+vk?cm3F1v=IrZHPk1TK9Ol8w2)txEOkx4rg*9uE34#X6S3F`s?brw#4BxZ0%|`nX zf~Beoa)Bm-2@m)i9Pqrm>Yeea!!~{OMPhx8jg29-eZVyQHUL}+0PEF@9Fkrgu8Gas zXCdRUOJTdq{0T0Q0iiRIDD!(h{_2Z$!mr;FLre02$u8uY(v03s-=c|DJO?@adg^Nc zh%Skq0ImR@^D}nk8*#Ck;@JwWaW3$2mua=1OT{&T#}*}~MkplH zdS|IZ?7l&)ekGcrkMflHec`)N3{#NHT|H~2<`A}h;kXIXH=pcZU&MyR z@;$Yl+&BY#VScRN-`}Y^Iywga(h+<4xbYi*7p!rOO4S`Uc6K>r3^X~)r-y$1vhF|a zhac}#N&Wu1eg5yySuw|f2?JAM=Gx~w7$N!34Q%d)!7CfHWb~Mpnp70zLP~+f3|P@! zLK%lpc;8<_o`#0&E2d)59#@+gA+!1Sz4l0R2)U{XI>wN3OtMtcs>risA;P%zA8ajm z(5qUyi;~j(IOFy*$g*0z+5t1-;ZWSWp5q}~L2~)<;X|2h>%3W>+WAuBT2%>V0dL8g z-oZhsc_YrrrI~)IX!}y&@);B}x+Y^#plpG#0@)~B_UozkqG2JWsr*~)Li@)rg{(C< z2R&#s>u1<31+f608$aV!V(@{WxicI00j&NmhHh16wKJkBW(82A*T`mB!lMN{(t(Ne zmd0vZ(nEU}m-+V_*nPr%kBtbyS*yT-k2uV{%FMRB1PCPyl!}<;i1rjHVnYF28)c>l zQ30)^V0QWGv>@|DaR*#fv-y2|Wdk#@t-k;HXW8V@`77<%eP;<*x@W8t17a^S$<5r? zrZRWr(ZC2Gxd27LB*iBu#{jW5)*4Hmlkr(n3Lmuz2rvyFg?=W6e%c^{zqR;f>ll-c zxV(VI31DLbWA$guSCJ&78Ii%KTQG48ZYyMgBP=)6-=y4W7?>gK2A*71%ujx=@bRkc zvQba=JynZu#5)t6xfvPfK#>h%$Xo%La~9L zC(itw{BTnm=Poh0SXK65&{nuj%%?V|Z)d8x0zzY97}2z^M6U0JHZu97fZl(--W zu*&ztN5#?OK@uQ5ImL&cV?9J}OS&pG7w~n!knr$@irZ~%-sl(w0t=wxsoLeC++~fN zFMb2rL;k0=%pf)* z-O+AFgf5Lo4H6-Gza=YSa&_k81@{z+lB-GKzF?-(#*fH^5K3cP4JR5+1gC^ zv5mJLmN9IoblH18rM)`HyrRX@^*M3rLTqa#{DY5=Pfn^0=%wnasww86k>BWq#`bv|8o~>TKfdg3UClf&!1=N#Rp?d1@+c^uS zAo9XWRm?KBmQtLQ+{8?7wJtFx^D*qFEV1kQ%sMzEjEb|7f$A(Ekug&25r+9Xst)}> ze%vLMQQo;EW=b4va?Z-i@)-(%AgZ}AI0YelVMcn=B;V0>&GpP$;rG z-gcEnZOU9x#sMvBF3!&1V_L1?&Z?luPjc*N5*k=pS*ar%nV2}PIE#PL<;IITIyjU9 z0nduuC(IW}vU5wG@AiV?(O@>ed>oJ#y5Dhs5oBc2)=6W5*aVso;I=cjvImtdzNufe z&I;cj)(-geGIvk!9U%>S&nzK+fXhVUqyd--u!SX+mAz#J4Z2oKuAj)?nv^rG_SPk32dH`jvXQ(af*pNYyf zt{R-v&7yB?PSzb1&YUkpFZ&&u`Hk=$LVD|dkC_2;KX_p#GyzhGSX4_zoKmx~u`wFk z^V>^u7N(Ohbc;ZwVS|U`=;S1}``(E2w=d%hjzxOz2OeMV+WM9f7dMH0W>9&X^D9HR zaJaleRu^T+bnu-J34PGZj&z1Sq8dymLwuh{=Sw$IRwv!7#tevc0O%7`vIdp7+@{7k zTZ`joWkE2i4lhZzK%~^AxZQedFxds%CM=oV;azv;-ZbB10v`-^b2vD*Ioyw?ES*!;RG zmNB<>c#Z;ghu~`IYRV7(@oxnJ&^Tzs5=OI^J?vTQyw}O;&+|+lt~>Yuqq35i=p00@ znq6tH5jpu!FH!)`0BBK1(={JS_Iw-;dj6D(qc_jC7K6BI3H190ObZBd$LaP^8uxM} z>J4w(qv)DCW@l&Pbf2yNFLK8?+?SeB%CP;VT9Dh_F80W@n%CGpi4uyiv}tb zV*SaU0z3_v3{<8I?JPt)ZD1adLn^8<GoNs`Grwm%R7Ekd_Ls3fBS!XGO z=IMff04%b}{PH0QP2-1>1jv10(tu78=n^O~b-0yNbbm@_0K}1itNt|pb62(Vjvg>U z09^ej^CZ1ww;ptY%wY)KFgFTI-fy{jmo8#nmt~U_pYO2)KKnZ(rD6`Ex6(avoi67OP7I=bifn z-GmBt4L_4y6D4J3Vtv+s2~TGa7FHchy9!XAD@vU!3fO)?ED#20-3mQpVgtx;kL{zlZHKwb%BZoub&22)RhRX6u$m4sHgdWO_uBM&U3>5CAPKP_A#Se zZt;RnN+L-|BB@~cGekHPV#KL%m+uyLv|@|Uvx2B^^i8j^W=NyBGke?9;)oDGFeAX? zB}@C|B#1dJ;Z4soXq;zY*2ry^%U=fYah13U)xL^bTc+`c0-Ac;X5XlvW4m5aQ?9}^1(KX%PnFmb*U;t`(J2dO{4Gg@52PU5;HRl$Stl9Lc zVuKpXP1K_0;-)nyzHio=yGauv|GyoTe@3+1h?ME ztd+=grEE^7c;fE$>8e z5fN#wwYYC{t@E!_=hk}r)&w$!b4W~eLetixwU;aL>K<66EOdJYp{-FD%MgU(FGAM@ z@1&Fz4!v5)`pECe$+JGDIFg}Llx@7!+=(!G@)`&^ki|r+{5Pujvd3}tD+%@40Rdmz z8`}MsO0d0i0b6Uvt()uPGPu}{p7J^(-T`lrA3HN<;=j^r>T#~pbZeEQ%D)Ce++g%i zX?nq<$6=WwUU&LJp0}+UzBGFTM_@4du9Sr zaG6LUlT;<8QAP}e6t?~ibPbp&1O= z91qCc+rzZZVYo@Z`rl9B{(lWn-cQCZz|^?j-?)B#Ot6}r110dZ?_NJKSC<0ex2Pml zxVehkGDz`X?e-tV+O&>Kzhfl@HWD@FzWO-vEb< z{{U$d;3-tI$aF+ntMw_*+5l=ahnSO|cKmR=YwgNT0GVcmf7kXma5DeA$C45i<&^Gb z2A%WcrjeK#ps>DwzXn`6IO^W*GI;pBb!=)l#abYznXJDilTiEiv2KvL(lmZsQaI5C z%M$2A1p^Zk9dXu}ZN3SZA>d@msfy*-$k3(35;d+aHRS{^5oJ#GGS3>AK0s*WBnBT% zPA?h&i|;UD+f2fg`C<uT)6=%W zx+njl5-d5_;WbrdWghkj;3+{KUn-5T(uW4g6cIBcwylCfO3CW%zEEI!Y9s^>)7p4@ z>%;9qHblB2;KfP{3txk68G8k~xfaW|v=%wAB}=7W4Mmy*a({2{l_KAnzQ@;3Bfi|v z1f2Kg`pW-NFkuS(@drwQvPP;HEE+c_RSTzV*Gk`Ct58PUje|KMs$A<%p&+~#wb|wvBKc%smT%QxdDgSrG3v+xm<94yMsfZjBtnZD3BZQG`p9# z%a++Id1f;Zi0#p6WiW}dTV2M2)N2?t3MxvI&=jt`yd0tShh)UXC%hl5G*_i}DgPL< z@$}S%zyjVI>JxBS&{0K?iud*PY4Aoz5=PY_$r?J@Dc&zH|M`x4N0+A?HymX$aAXRXvRdnSj2e{nV?;SdmvzG4M)@GxhJ_x zB?`bh0p2xGj)B<{$4G^(``5!{i9bg`BD~uAKXSX!@1jBO2+UEc{(qv>#qRxtqh^O{ zulAU;!!dy)z&bfq4w* zPYuxosGCuQ(N3Ty+gIp<2tst;wL{^gU+Jlq(7ppH2NMZOb%utmo^q{F8&>)Lg3uq7 zy}!Q+$W78K-U6|jU`u0hs!4SUSnFSHQT2b*)YNpOoNCW+YX`SkvXoCI7)U^L!;Ni# zO$jk*^p@O1d^U?nNrK<8o9mSzbb;+Af$_0{sVR{0&j1j4CpW8o-d4-}>snh|{bmBz znZaZrD~bb5EfQ1vV|zSbQRK~ywM)t+R@LMxz!Ly$0BIo{(rB2N``Qw^cA@R+Vh2*| ze}DbGwgK&^a(~r@zu=!iP$)u&90nx=*4DxNq_m@tW1^e-GuBGE7Rqjb z1OQhYzyco*aEQWHGSM+s$^*Xg8~hdL6cAG*Xfssr?58-!ktqT+9F?s14sTy=lJ^n# z3IHDE)E|OjZ{2GwLsL2FQ_zGOOM!14m;#Wf;SE_2pc%fb%wu*uu+5~#>mmq*@Djv7 zeheOYAa~H^^-9bsa_x62jii??>XfJ=v(T5`5f=G zTpU?h7*BKDo<*P#m2q*UzQO|UIvPWtfjBJom0b@qA81R!4PeUS3{~a^ud6(~8ctiC=E-XH3k}|4>;^UO@o@rFtE7kR&iQ zHFbl3ZngL_?53gGR!p!2A5)P6r6(h~`O;5Deyq6t3Ddse?Yk|*HuOS_Ws;zEo|D)% zOoG);h-upPs29P-GTvJ1+JQX}A$?>SjI5tHGnFCqC-z&P@OtnE>(h|-idbAIn)+r3gkMOZkNgY^0kXk8jQy!mTcA*I_my*xQc5j}Er%4lHl%rj9 zLE12C$V72Ry(ln=2CZ;^aKxq$WvX*2)Ip;?cQ2TskuexT5(5#06LPI8n17^Ga8`e{ zXJB^=3F-!t9$_U<0e^RaAgrtj*rso2D8`%#vItmQGHrWKjDqb2C}?gKyW}s{$3t#R z$%aBk{%{xGux#N!g4lgQjx*vi2pJ30)?ms3=PUpec2rNBEe3-h>Zz=(T$PR$G}WOh zGWL`6jC6a*gWtj~+K3a_%Jxa%Y=nW6 zQ{RF%j;$4#DzPLLv1l>6rZ9Na%SGtw>}i+)LxEUhAg-XoSHSKYnD%Y*Y*`YhGTvx| zaEo~B+GlWiHiB(`a&wg(L1J?N)FQ*SPVgF~2mAQbXLk?wk&NsaR$pKjG&DO|0G*6f+M!UYL-vy(w1duZ-w3c@awdHvkjj&zrl z8)rtELBW4MnL~mFIOHf%=wUtbPO$QU(zz{JW;i+88^l;y z7l|>B0$)XTw>5Q8D)7GoVQHz~)51;MOK^$jQUZv9=GIF|Npa#WhwXxeqDp-tY@$e3 zRHFfopzo*&WK>900CV6Mm@a#&-ZRk>#SP_?=ZJ@~ZfB4b0mh*+;0duMl=^r zmI;uiW`^&awM(D9Hz=W`oe(AY!P@;MIy2X!0O7{mD;bp~%nOZ)lQ7k@0qZLTT^|#h zJq}4Y*iL(MDS%ZPT?rBp@`!|$5x-xh+r3kSl=t=$4w3;Xb*bwI0D@`JgNXC|>!f?v zQ@SMZ?&RlRKz4fwLS-qy4LonLR9U}?z_E^CGqoz$j5X(Kl1Y^GrrwnKhq9uPs$01S zlif|YckL7`=`VL$)|&PD2DBCIKI)4Z93FPsr-?KU!^|<_jzf zvcnb?E}JG`c2XBZfH3z(y2)EIkvcjOv7q@0>Uf<~p7l;T)+D6DTBf53oU{pS=2Oi0 zik}6ORf7DF>A5+v=oza|uS{s-{Mk|nSG?L5(v^Q~KfIKC9mjjPs#?cf{T}NQ;KAh= z6u@Rdp!G~ai~9N{K@3(9Ky}KDQ-I-I{g!{1Aa8Rh;qq?|WQPr%+$A0;^E_gTe)l`1aSpN-xo$ozR!NlG)PNtf&>)Ww6Pdv&PZ zYS^g3W^>}xs8k8q3{%yhsM<-LOu0KP0he&bwxpNV_?GgT;<3VFTBn@nea~K0Y^Xx^--2a7{ge>f3ZjZ91IloJ&|%bWO=@_I9&DGkTO^$L7U#dlgQ|OMpa)n zIN31iOr@jaS_$KoEd6Cbc*p-riNsdN;MKAjSyg_(TDN<>16-9-s*6-wib-{2v4JZ8 z+yk_SJ@xo6HM)3mV?YEdh!j~ zB4qZF7{o(Cw>aUlZ5C&`SB6GlHM)e~{&lTo`11ZK&!cky9Wza&sXKbgOAWy?aO_Yp z(6zAfs;jtfq`O;7lRnkJ7;G98bQzjNmXY57)^P4kUtO4lF#(o4(6=!j!b^{~y9j9U zpanVSo@1Lw0H;jDPjO@mGO!2W4N6$5ybU9wN0|H9ya{n}SGuNXU(uOvOzBcOZ*ffW znXWvQUY$q-njIeFyW9;w3`koWe`4!dF>cO>-iLrVzp?;4uJZ2*v>D(E|zc+a*(Q%yvvq=WXLW#L_xl>9g!esG1$F$ALT*GXwq# ziaqoMrLbuXDwjqZ6qqCxKtT%NH7P@rA$4Amn+IAFGKl-iA1m;oWZLWH>wr~}yS2C~ zx!jxydRk?vx6IocYdi*q#}_~(DBY#{^)D4%g@*j!y}0xdOc5=vz|mNhz0w@9GwvI{Ij+NPbgO#pnsi}z{F zb#*=>K(Y{fCj;`m4iW>vbzxO;z$Sy0kZxKWNjxB_$lwlDy#v4wj3VrVif*;4g>4U6 zIa%NsjcT!hr3vCt0r?ZeS8VGMgKavc=Ej~O0`N)`u(!n3SQj7wVBVgHfOQLGOLD~= zs8n!GVenOhKfytikKh6uZILdpzFyU9n??H_dD4rXUjd*$fNv;UFmK4FJHSHc8FFyl zrxe0Rksh3)&CvISn}dqR#+KKDJGHil{j4%|m)=)(ryOuUfFDXB5?XA=Px<&|1Z(q>!NSH1r{k zJD3}O(AGg=a~!Bh1&@>GkoUdk+RMPA@~|EP^a9?SgA~2+(e8(-?h;bZB}iK`OS94i z`Kz-mf5$sk2d*DwU%f_*3{1jwUAJ+nb$5)~MTy56^L1da*5>6ZJ4-9;(tciYjm^(E zJvfkw--W#*W-8GtXX;Zi*ca(OHRf1e{rs(4kG|{MGW-RN$PPP>k%0i#W3)vBO5Vu-Bmigu~8n-)Li7cjprKt24Zajuv@i8Ta9? ztcQo_(%f(abenJT^AE!Kg%Z9L>hZ(JoT~>fh9o`New}B}B&-G=Jb3V9dwX!NgS@>x zU!D$MWK@)eU;OD_2T?tKMpWRS<1JV%pTlPsRyv5p-6`$CF)@t7!orU@BX`L%EzBR- zzyG^OwRw@Anzr`wVn3i_&!0bk4S3#;P<*S-YaY}l4 zJ8h-*)J~h{Nl9TKMSOE8d!=JcQ8m%l)umT7+5P0r6QF&+Gc?`iXFQOo!VRO?a}GzN zp`p>y*S8z^#)nuC59=J#V;TM!KW z{8LmQFyh_a-S2<0Zd4ixz$J!;Os4zG>9w`BFXsN{<>9&CKLdx-B{=MVR?_Q$3Y79$ zdc?;4^o)Zj%P!e#R#sN;-LlftUqgH0<$GrP^(KVtmnQ8_8ihRVT%E?byadyHh+#h4uledXU}4VQYW(ZB53V(KZJ8qB#{`tS>XOu#9+A!}~=-0*lq+ zizF!@Q7*#i?eRQ)w44$m=(vynn#$dibbDUDeEDcGG?H^4>`rN%wBNb!fzbIY$3t{- zA45RM$~L~TU!LBSmHMXVHR zSC(IM+Ji78@|tJCNd8L9Dfz4U;Ugd30}~j1=swqr3a&!bwG55a%F2_#+(5hn?btMX zIr68rxAzrM;D}=mAMdJ`i^O-)pIDC)B*HpNx?$2?Ti{PsmE^-9JygCiwoKL*~N7Q#`@j`UJXvN^H`7)3k zfFuGtZ4%uzcL)D)7Joprf#==Q(sJ>NBUH)XMLM}**!pWUcOp3}j0#?fyyb>R^`?kV zK;V!-joghJ!pC`H-h6Itl`}D6|J2&L<0IcVH1rUj1qB6Wmp$`!SbP(28wu$CcJcT3 z{~XSu7j^_C%&goEdY&cA9SrOCLO7zHr~Hb!`WjxXG>pJqy{Wmes;dZLuE!r^_RuFx ze&@qRR7o!@aVoHLk%^_P$b!)9OZT53)>F`s2+Ype(yG6P(T5ez%gbw4(hG^=aY2Cq zRJpX=+yk)8TVpPSdMN=(H|4deYaccy{%^J4C~Dpna~-Z{E6m*8)AOdbmaW=j<{d=y zgZ|>;Vl`7!`lyyi&CT*Z$H#;7i-DAUs^Cy0ap*rI=NG!45qST&3L%_L4voH0=Fof8 zBL%)b2Od;~kpRRnozEfJ!}5b-&yMT;yQJ`of1iOEs{oEWc(C0;bmwzjp}gGO&^rz& zzQTXm(dMo>jXe#-pirDrQ#iTay_jehCax2iuCA*QW=VN>yDeFYC2I8W_E>JdTWfz$ z*cC&whwI6oKYyMlCQ45G19ogAygC1F#)BX!ib_ky-u^cT26`nk9y7BCw{wZ|wN8+u zeit>3(DsVPe9HDxVqw^I`WJz7dy1K#AmLN>bw|g@@Yx8UvwbT zS{Y#{GhSV^kpJd_RO+_GD?3pY)5WdNAxnEWczTKf=tQC1etm9CyyEsQ9KJn+b7^+) z0P41~@`tflQ+5vrRaN>Szhz@o14QhLsHkI`EIWS#vyH5q6DD4#83l}(T&DMO_y%fb zshsBF;jw(&l8PihLIiwuhLPJBkyoNQ6r}Da#sm___KU`w@Q9c}lHv zkl%+K6LTNEui4`J zo{WP`(>QY|`0UguGhLAShs!U)vbpbCw<%&r`RxLRvG*2p--^zPFST%|JQH66KMZ|1 ze0zu0`y&5(8FA5g`zvn0l=cOdI*+_FCkPl-sL`DI0`vE+2wJ;Fark10_eEgkr3?4l z+E_jt?)RsK`=N#B^tU4}4p8`TgxLReH@~rqBb4X!$j^x;^662^#N`3XL_nTR-KEQy zgE#7IU5|2x*naA?b8vWHY}E?1SK1Ne3#zcg@7}%p&Ty@y_t^!*vK#mml`J_QAD?e- z;P;nfxQY5R6@&nvtJr^tj+>$j@6T*}hV5@*AosJ%*i~o%dnVSS7uLrdMqK+@-OnYmRKl zdHePn219wW3|m%UWuO8hBab=&S7_;DYs&+fbO#D{OX$^NDNiE!o}T&Dp29)&m)pl# z_&4<7_Nr>$IVX24<&E+HT9n0OZYbZ9_UT3Dutq`}`gNVx{0~{&BxUvcXao1|PFhYJ z;0w(^Pya2)^F0j8X8Qb$&?cUfQ&WFJy~e*Z50q&f7*K7NJB*CcY*Pp#{rA84*^UZoXwk4P^na_Oj(%g)Q& zb&9(=QDwZ4fbX9{1=iF^4!CzIH-#e!8+kFSKIJY%H9(2C5xxrr>l=Klz}Jx*`2jay z!hYxZO-K~y1qJs8nrCT%^YR|GSU#;7_~mu<<`JmWfdlS?03LF3 zc+$h(0 z)jh3bcI?c3E4%^V)5ky^b(2WJc~5kWjOa>w^Zs_1U8BjCkv+U8jJ!qSp{1!YanfqZ zgzrxfXFUWksL>9;NB5Y6t?m5}ceg>-4LP}{Cy`hH9&hvWA4B~l+TCbns=Y8oQCw?D&!3o>3;}KZvki%{!%nT=&PkL|fXB>>W{6h zO_AsB6vBQAb+*fq*JwiP#ka%8M)J3`@H|g)1EAKo+1V#ut6Rq&3_8+Je&M7=u*YZX zh3C1y&pic!MJ}yV=@rk*vyG;#+XX^6*^49oF9Z6A2~Hb$$&9vFwV*@kzGA1S{4<&vip-$E6v+ptLqv`be z;b-$hvy{d@9l1Sq^&^q6Um8aW1(5reXear*Vdpon4PDxC^gmVhGf#ZO6nw{3fjCq6 z@Lcd0>xc4bvI+_DPcJmF<&b++86R;9Mog>^hly{Cf^dFoG*P*Xqee(|hoO$CF|9oHG zHH)RPGSNH(yxnI)HNch~ABlRx{!phSGvrQDFYtyZ5P=HU&lLvQeU>&*R#v{PsCXS_ z6-NXY;++sWcq}Iy+JiYV&4EYVPWuy`C z`Kar3Rh7j5!`getW8MD$!>65O6G=7^MNy{I z{`&zZA6S!rwAypqx}@&BvVj4Iv;4NH>FGS{hSXe3sGvq&mJF5u{bqq1e>WpFNof0a zwY}a|f%HToA{}PBf9jdp%QKG1$Td4v|J{nGVpA2c6`O;f{P`zK|4vNI19YEJLY0Wb zR(pDWCEABs-jO+@prG*odd9t)9cuUvgrC$056CdYKkaQoLBXOVYDLHwrr-g+E zLrniU=^MLOF7zgzrp@$28Lp$RPfbGiQYm)x-wk+2PUI>%9qE>;An8z)5I7rAZu&p6 zUd5?9TmJJ3A?vR&gXgU4if5%$dCZ#cFw-4||D1&aCx;yVzB$p#Nd&TYS>zdIWjv{(78n!9bd=ey z@PJ7gISIx*k(_@YIm^io7DHIX`0J1AT*sLN@^Gy0k0AX8F{F+-@0wL#qT=n;CqHU8q7EBo{8Y02*?^Dn?x%;KXpU`F@e7ytds)VG_PC|fG7v#_4fHG;gTk^k>u zZeXiG1H;io8H+grn> z(0lSCQk*n2luK~<@1tg65~3Pd5Ed3b%tQ$<6~DOnrLQ%p`Pxda$x3IlzAbT|b{PD^ zkLH60^2%q8J%8Vij(;NR8wOs*TmRjSq73+44*7s-YVynVGtQM~(Ta-M99f?J``J<{ zYt}!3*!73Zp>Ly2a)Me%ZXcE*9>0vvu_z+WL&=V)p`6x)_wu-k_%SNcgj7@)hq2ng zy=t7f(QYm-E^;0{O8lJ0i}tbF+S)@}S`7HWPEJk{k&$GtJF}gw@t2QCs4RgL(N2mb zAhS0OaW|LYj|jBGlc=}s3a_aQ;GAp@rGgs=SduDGIV7=$uU};v*O#aFvt8lC{Cqad zJK)a&beo!=e@9&cTSe?x1Es#YI<3U!&?x>}H|q!JL;^GQN1lf1=;{WHj$TGHTy_3M z<&g86-*Z9t&grxDf4=+0 z#au=Omv3GyLH!31QC(fV?Ye=6#>O*7Mo57USn%DUad>@enc~;4A9A&pTM+0bO9~2h z(u7ATqJ?3Z=YF7}InHv*a7W;Y5YfEQo)^a_A|{4C+7blb)8=9R!e{Fxid*TAr{Xy( zI@eL=@NGaDeM@eiurL*(8mV7MUm`C*1+T9<%)2(PcDfI~JdS~5qQ8V_tuIj+?^@6< zGZ0GU>?N`R6OgpknwBqLNT{MQvuO+1bp!cFOre{1zJa>3&*}2RhG5H@u*$y4`$#cB zBdjl9zW(v&8vrb*IrpZ2E<;2hoqUgL*YdnqJUYMx z=-igYX)1A-_VDoN<=*n{dMAUG6>0x|UlYl-yOI3mS}JT5C2J=rt1Hcb{TI4J@eC+y2t_Bma-67XL9Fw?|WUG1KQffO}Fq1v|m ze3`b(`!Wsl1m+Xk$EvTko+ZFZ`u61{Ha_(VsSFK^u`^oRg;IC-5uyB`pWexnOj7^> zk@Me-{IP)X9zeFQkUE6Vz;;y-1NPZ|XS*6u|Lh59o%tdki;Hq-9eg{O_UhMlL`Si$ z4G=+t^^TCb+poJ99H67@#eh+g@2y*#fP`5B9dzsVqxpiy8p(#JUxCeU+qMmdXfGkH z?}caSO|yaNwu3)FHaos!H>j{HymH1|;?`r+m@dZAHva9|*`@l~`62x;>Pb4>MkOjT zKPQQ#=5YhULC!qKqDr$v5TNGn5Z}L_D6dgyt%0 z+FfztzZ{7QpK5-^n~j5`Z?cA$aaLjhJ_v@w_H9!=Pxvsi;cwbul=9z@P&EcUZ@#~Aq1@KR>KqCT17XJk*6?9DarvnE-5 z#Ys;cjX_{4Z6?sM!|aC2v<5Lm^@&!wzrWuMb2>9W_?M8I`>H;?=~0e?q`S{h&y09~ z^!+ZcAGD4rZywDvlpwOkFPyqmOU)F;ZQ%!}HYhGnD0g_xbyl{*2^1iFJQi!rbI8EJ z;FCoP3;9YqwZ10RqMq$H@{*-px$e>v4 z|II4>soZ*QaC~WR-x~c}@WIihoZ(6uzoVhPu-ce-vCBE|IbS=)5)nspa9JwXHnGI( zkmQTQjZJ>cpSbx1QlHtJ63SinRsz+4w+1Njjh17yh~u;xXdy(Nz(DHLr%&Ib%i#qKtf6u3tKL3ftm*Y_6^i!k5p^Ba$l@1sjnQ{yKZLoJ@WmY(jL`78*txaB6 z=UY#cUqD_yPnCOlismpyJDF`N_pn2%u@;n!&x<`lzf+sqO z{}H|vbQQS>i?u6`4zJHTplqN{K08h|JnYLZ?rZNQUc9n#qi@Q}CTp8WR(%GVi9TKm zY6__A^#~WaSHhFXoIj834G9mUM)SJ&i z=m!Ah5YqF94g9@#r#LXU;m(#=8zp zi*ANuik&DJG4P0tWLAA^i`$=OgUOC7^*#P{yMjkvf#96PR3NB3x*-7BxXysoE6j0k zmN4`+g`uZX<b!w>^9Im@&38c|B5ney01GZiVS8xnWkt zHrHC(M>pumqG{)wb9^NY0&evtlJj_-w&OYfuIgVczy#0OSM3*D1_vW7FWbhfjSiX- zs9oxldA2vJO=Kg(!@z&(fheI5apC>jaYJ!{PR#n?n_G#9)A4n`g5QgiYU}Eb0_PxA zT;5mns8vrcFTEl`DrFZEUPF=m)nPUsw{9{|*fHM$>1H6!!(AGJnM@JsPbW{FJn4(U ztQ_dv-@fB8-9#E39ISvfJ`^H*X1KN1wiHrEBi{g}l&3lIab$E<#l~i+t$ugMMZcOb zGM{-0vpkY)2cN7)c@Opd)Fa+r-Pg*d>v}QwZBPayk46_XUK9o4rxSj*%+p<}$3Rc-2Gm4>+r-rypNcMAK4-43iRPoqwAKv3<;tKm`B)nz4h6KMfP zj=k2Ne3g{7yxgi8K<3l5lHNSiO`E`nz5o3Ap5FPFms-)U9_G{(*q(c)`;cEVIrI+Q zwUM2)dPPb5E`Bobgj-78s=FX%{{gJhEDP=2EtC3{`S)DskMqT@el*En1{*H z2WP%0LzEFJw+i*qyOg!%3-=VgxQO=(#ZLfj`h(<@{a4PbOcK*0QHaSW*;#cRlgXfB zh$;E-IhIuqPhfl2W(m%Fw>Aomwq(-U4kpKn$XX8EQ4$b1ReSxI8U5p;B2Fwcc8Z?- z9a`n~9OL%ibHp@Xp=Wyu@ezIMZt21dm26U9Zm$DB4h~D_YlN17JOndzQBR@ln0y9L;rK`*fT%;VS zJK<7xCF-R&VJq`};f|wiyGa!>1|~N{cNL3{wqYh|AGlbOFXm?lXIurr+#9W}NLDdY zxz1AjB?zQ=>(%E^tzuyW74!6AX2IwTV!%bOEIrq9R>;MsMZ) z+qJqYFg2#%yK$W*LV<5yf0*{jsR+IeQTWnIi^c|x*>vtSS`z;*Wpi`$j{1Q~H~#@v z%ERdy8Czvk!5$YL;0}8lZY#yV~Y{bmfi{p$>Cr!W%j*9NO?Bb9N%)f| zBA458`7JhK&b-^=P}=0n9535b#*E-(8mt9&c|<2ChrxGqgz37@S;kgY?e4N|2c#x0 z9wSkb>dEBfz2rAd|1$sOM^W@VjmA8uy5p5xi4`q_sk?AQV(4h&DIqm$vWB|}A=)nE zl$7RpU9+iGPtvm2yY*A>P=%@mK{zBVjKS*sd7`E_uUCtX>!r;E4h=R#oc&GwEn&ZN zGF&~*@&WY^#ax|V8ADRTsOT!kT{QG0@kljr_*7(b(#f-DZ^Klo#vXnqi(%FbF%U}P z@QdXSC|L}b-yKHr0$m4v!Ux&(n9?&23&*$d-|HxIJ7(bNfADN5_uqUX?F;TzS!**1Jjztl=|3CEj}qE-}1F> z8=_0dski5>l68;1Z0$`5;tfP!R8is{8D8H^elyrQL`TLCZNUBhA@-PrgpDAi4l|tu z1l+9XN1ftZBG7a4Ts*`BbYu^d25ad+7yq= z-zi(!Cr{R$*wr&K%YUBEigMpNAu^1X`TZ2VWx>)*$HbK$GE_mf{~z{aXSVHUS&cul zb7Cm%(4!9pGtL|2wZYDwkc#>^kL-{s;v;!c!Lh z_4&Dql(mkyT!^D5YSgu9Hf|&Z9A3S$y4ZV0<^r#-}V6g20KD>($f`!#DGBEnuazRd6*(zgoJEd zS9FCf{VrEZkB1+y$LSTA4)6^7tY6m;1eoO1!06QQ<%`tlpAdbsKS2N-xD`BPLK7l#e}9`VZ?9My=R zpPZY;rM4Ub9_T`1V3m@uB%iErN5EOZptq8W>W#W}3#g0iaw}thXe{GNPxJlnkmg+mOAh zt+A0DB1Uk|FVEZ#3=Cw}o)q7?^C&bu==>l`1jN%by+G)J0B?eu2aWem!kubHm_RXa z2u5m*prRH{C1TL|7v`AUq_g)QZEfuu+?vp*PcN+A*p`^2%@##zWp!O7R^YDUwxZeZ zW!Iadgew*X)O@m;G0pL{tEAnlpPP}Gx0Cu+dI*3IU6x$&G`7}Zl#_Ra252h^kq*@Jv;K_68&l5 zZtfWmsz2V9u1K^emn`2@GT%GVS3ak3|LKOJNmcZKML`?{ir#?Jel}{q{d*WO*){`7GXtoAX zmu$jApT~IREuK4({4t?fl$c~ems2vO(X070v`|pZS80{mZEUYu>#pv%HwWizZ81)a zmRS3bq#L1NR(i!|IyR%+=Tp{bKdhgl@H! zrZEn1!=QT9b;7$qAYwpOHhX%#j}iuRbQt_T(G*r$?GgTby3B2GjLLXd_u4Y=ejE08 z{`<{u4C%=8fNusE>4!n?TS0xwxsG$M_9?AW;LaLVkg7TR@f5`%Egg4|>vnntC5K?P zH_eQmSq!2I8mP;x(+>ZoFXB(K8%A%F?n3qxobCzY#q*Fcw4tcA-2luOQ2K7$?=n;m zbt8nxco@HQ(hF^;kUu;BL#HO3qOQ)VaX8$E^36`6=ve9w5AlhdwT%a7n7&Brs%6ZZi#Pd6;w5eMxD)l5rwBWm)KnG*@u2i1d#jk+OJwGcsQY8!F9$JxcgC zfQJ^;G9jBvI|bD&_-;U8bHQ_jvgA}F+NwPBDr)el5kJeJau2(Z>`sklLPtve#?coZ zXabyWG+)Xgvo9gLZgj+}L7=<6E4DmVf{dK@aJkadj_V^WV#&zeHcd}@5S!nD?4Eqf zs!bwcJV;6pIs>=KcN~teYB{^Q3IbG=PYR3q2e~K0BDsR=HYBmT$8wr4(qu6a!Zw*m z_&551z9E#;mc>Htfj&L?cJbKk1J>h7NmC>A^r+G+)OhJj*WPh_%%JjKYIl0vT;i@A zPABvx@c11~l0RQJ#v?MHhc^jC47vu0i|7HIGpc((=jDRVa>qMX!@T&)r>!I4sx6u5 zv2Aobx9xYL3|Cr}BgUpunkFiG$pceCVBj+LoP4)YRhH~n)V-4-R!KArW zdrl`-+~81kReZ5U>Mlv=j`;Iar$|{YM^2m2|HP<99wMmx_8d4McWw6av8jzD`2z<6 z6m0Ik1v#U_GR_XYA_&D29Dosb_HZv6(aL zF{7;!(bCIBkA%7dw=PEM8<^}jkJic)QE!aM@R^JITe~{R^D}F1SufG_&3@i?P`5~| z3xtRg%@+6`%ZAjWjv==!%)7VyW2tqU0sPZI7FNFcC#SL%z#rNeN8C)4$1F?Y-cK&G zmrSyRsnab@H#02JMJ01I2n7fza@H4Du7fxw4f2vLN#Gyb_|%Ko-2qX0I*R7s(#kV;=Gj zGlO^T?vW!@B2KAy&(n5KeUz-R3|9z@5jU^^Qsx+TEBM&{{{-{>H>CVD(><;Nk;-Te z0Z@vdXaTI2)UW3WsQ;0Jvka5cm>?k5LDc+E)`^W5^@W*D4FhJY(A8GB0mRAmqDW2{ zH`zY>*tF%kBsv`RiR!Hn-e-tsMxDpwT`xx$MnvnTIy$5FEv?a!{S}x;C zkcxA0X9KqT@PaGN91IL&0oHmy^|0RBmcT3Ar8Q`R_qw zAmYgQtASjXu`~DN90lYGfQb@RS+RwPIkv#%E{3nIK{@%wy&KKG?YaMma{hbkk?2z{ zukU?9*?bL(O2cv!ll=}M;5aLrse`84EW>*+;o>dk-K0gdN)~mK15#8VVlmd6>9^F) z;A(n^_qrZwo9*XjV1xIQw+kY-yp7?iHwn#?Xymss7gPq+Nh>VksN;}}-}+I|_~)F1 zG%QVNMQpryB>U|@v|3T5aGJq!>ZoY4q+K#YGA)mqPY$pit@ur|eg-uROz364mcK*H z%``3N`6U_c345j@9>{eA6Zdl`1Nsh(7f~QP72%E!)`2cjX3c+yQxmPYPNqYUNCH;3 z&)I;-$B~Iy=iny2KQcdLJFE0cDWO%k+)>1gxnJC=T-$qgq<;9|yG7a}Emhk~nNy#Rr@P>}Hs3Vo4$2R&`D z&6TZ7U8hmt^@d88!K=JIaD_PF4|!xA7Mo9kMU+CX)8;kJ>L>I*#-PEh@#34~>gtuS zvrX0thIfOax>0w&3e_kh2|TK4+uY9{?;ooEdS{UWHaliiXh2p%#ZYP@3DZUON(o!Y zU3)Oj?CMcq&zVor?)d^Z3KUEnRkV&N0<@f}oFNc?Adqag`OgcfCv&+CBvpm4RPp-S z`y{GosH;W^LAA$g3V7V9Mi)FED83Mx8pF*=1WM4-dY zwM2{R(D>fUez43s7L#rVnWGJSjsJZ8@q?#nT0~gb9N~c96nwI^jm;L9uIp|}PJ>Jn zBc>FRWg9$abexwyC4KB~7J^ofs0urrKJJ`{RXCK$3d}XUD3E|`G4Cp!IrS+~mJ#@^ zG7yvdHIR61oNeN=VHZX{bFw$KVh68X6J3p~0sgAX zqK#c$T~GI+h=Ew?{v+M)5gL4)0M|CwgP>43*+Y04SRVMEvSKMgfi{Ptm7 zo{FpZoOHq%N1t%j6`D=;ixF#AXmybkZLvhGs%ZQr>)%fy{(aG2}hudQ7q<6UMIAFlF) zuX>+Q^zgp5&kum+=pL9Sm4}evx#b*4Gz{FFvu+r(y+uXm)>6F`v+zCwQgu9T_NTR@ zV^gUKV_`e}%QJPuVnk03I8PZb@m3>qGSg$@i7N>+rJnK!{NhZhP29-bewS9ZOTOM@ zm`7eTXR?3yUcetCEsl$3Fs#m*!V=r423fjyl&i6j%sRZrw79R zY@!FRd@w{Pmvlcnn*sEcMpANhC3vGWLQ5p`p4K0X?yX?j%*kwzJ&AQ#P*n5a3?YpN zAH`ZeHQce^tcKy$_hCjK5_NVuV9-N4%nn^%6@_I~Gxm+!j(y7dM{s*Nd1IsRpOK}4 zrbqi4cT{bWK2H#VhPh^k+a?KSC%bq!-MqeT3%iPp{yKdxoJ*cDo%<;q2lrXQuKKp)5X3aU}tubHmV&HtG5{rORFE^kjFNE{}F z*|?gEFEdLtr1G-<8NgFnu^7zqAkexkEIzf*eAqf}3kL*uKnSzkoS0D0+jNbijyE z?dY^T^NaZ%R9>Wd2$a~*=(tj0xBi_;tZJ$GqX z=Vk6WQTxLYVwnw~`j#KvAl^LsXGUNsRHWJuAKsjG?YuG6#O^h+XLs9}vi8qw!(!bb z;{6vh#@hX&w=2&<;MhIe{!`4qu!DT!ca%Wzxft^|Ghq<19Gy&}BijCBD;YU}v;aZ9 zk=6Y@N{P#k9?ZR3ytv=yPv`Fs8B{D{W{tD>fmB+{#uC=c_V#L)mVzoelzcf+r;Lqn z5uMLg!W8z75K{yZ;{!>)fPRTTZB&y%?P%=Ij@_qa*y+j}k@!(jPlo?QI`Nrgdaz&^ znWJ{?+EPS2YOu{a&#-x#=;-)Czje3|cnsuHge9d=j-Y#%ZGm9UW2PcEhp~g7f5QnT z9__*WN(b*rx>w)i*FIxuME&rJkWBj3ou_lxWTJ#>2^6l^(k$7AloIlO_Dy3h2T(!e z!nd@}R~d8wS|;A|=r@Xk3s%mSIpxXk#c^ab zt^;C&uKiC;P2XX-2`64v^&B!c=LbPf^m%LdZ441Xs~#u^Aw~EB$lb9G79ULk^veJp z4#S~>?^Hz9^a&XIP;Rw>8qG-~y360lJr`{T_Z^P7W_}|&nSop3Loy`LGCw~h?4^US zqW06Lx0qQH!w}SaC~u<#2{bi{1cWiXh82qE{{GWGgj5l{BisWZly0<+yc_R)-M3YW z*bI8e;Yfuf5?bHEuNo$=Ix9lhD;~#@Uuq2$$;mF`YAa@+U#J)4wd|B%7eI>gLzw#9 zP=ZA0^AFz?EAL{A`^Y|(0Jqwd96C3Wzc^dtTL);6#kP?X9}cE8Fli;Y9~(9`0`9*d z$VD^onG9VLBpCfa$;ubm9e&*^*(pXl|Jl{I)fD<=8pBsCZu92%pHLq=PN$%CCSlnl zehy5!%FQrh+4DrkQ$>%k9p&5{)S@VwWr7oIZ^}HoH-z0MOh=%xfNzRot zUi@br6sFZ|pxi9wEbU4PNY4Q_Q^oTUf`^DS0pi8`n;IIRk^=@Ym>N2PvQms&=U&Mi z&qSyx3E0IwdG=!4o+I6nYQC?3Q}22uH04N1Ha|si5IZ&X*`Yj2eZIqwTStOAespwj zPaRZJQX0)8FU_acA~e9M?|bfENUlWROIEv+0-QD8d7y`fZ`YcMmT~E-2X+I=?lryJ zj86BHM8kCzA6uXWZKkh7(<-$V|0aWH@M-rr$O&leCSL6(M&DRq>ydn?>y>yj40814 zQaL9*{MJ_OyI&3XhAT02#@>^d%lDW#tbYpIg8As-Jjz)83@Q?)&eA}!N&oGa%WGv8 zBY(b4-?q~YUZUi+JAiM~yj-uiB!RjSi+~Zz5qIxCb5PNV_!~TbTHVoVHBk5y?nA0q zq$`8#_8gPIdSEaEl9C9sUlw7~ev*n$H90(7Ly`;4Ugeonf{-Ei=StMb1RUhcN|*x=x&DHvDWhdu~$$ako`azP#4Tw8n9 z$&mSvpsWSsvEvl6J1G65ELGrqL}LtWSvi^C-8%JOEx^)>HxN(Cn!9zsZmyjtlzG(Oo}Z&bElTPhfBido zel4Ya?2ye+ck6)zegi3tUbfYny33ZJb%_#R*AZKPWy`1_@82O&Y66?3%LdcfPR30& zW>RJlWRXY!2w!(XZC@R+8{$9+*kn7Mo8~FCn5p)35pCVNmox~a?o-LKd2&>~5CZt} zZD<3yhc4#6vtf@qOGG5|8TY+xS^CK$MHW;MQG0ehARgIOf`p9}R5SF8setnW_w2zj z90JMMgJ;idzPPLxZ9r(Jb{Gq~sz-tSYCz^~b+fU877zYa{LWm$aQ*Nh1u6IPx92yL z5Mz=Js^CLGHNdxh`|2b#LOM)D*WH`JgeieAQG+n4>~XjcKp46Zlp4o|=AJ#q>e|`a zwe@WVHD+uDJ^0&^o>& zevWc8v1v1i+0@qd_B14Ph!()_Hmc1CtCPF@j%78-Dd#D+9XGyT!hK95YHNPb3%jIy z{dfU^)OZcpNDa~T0z=OuT*1r@Qi#5}=2d~+(|a$qh;r7&3DE*=>^5DclHxoPZ7@AR zv3IYpD0#Tz#)Heb%LjMvoZ+;wnHo7i?WU?lfKlg!RLC>3vNRi34FR^JvdtcVL=__3 z*{8GY|67(DWV{fG1e{!8-xbEFw9G_W*YDv5o?@rUnOXAoLJAKBhj!Zv)3xt~VYUi~d4=7{gyZe6J`!i(#thjy+w?1JhKj%HS>R2AGdB zv$L~T4s8}BoJw%8!~A0j?HfcB%D^l>otH+{fYXllg*z3n(neu*mSpe6q3$d1JWP`g z(3DJVoOqc-cJ%0>wKbaZMLjfQevFEw@lp=C-z5*i`8W7#(e(d(@8k5HIKMi^?@DNJ z*$pdEGq_D!NSrN}>1~7JV0RKGFwtR~K)36tZ3f}C^VO@B1Ji`H9FBZ`J%h=EJ}~$^ zot6Gq+gm+McHD;p@7+x5P)@6IPU}O6DG(I$HsFj~AImA7<@)O)h1&xToEll*7Z?2E zOvuyI`_rGT&Ul#Badn3s=vQ3#D9Jo{E8~YNhRpH|Nwu^|gkM%KkQ!HJS!yjGi_|9% z;lHiQ>WSv#BnmXb0y(!;5_HPL^avzayl3!3Tke!>1g%F1w-Fj4d&BH|$a(j+M4;B9 zMms;!n!~7QihgWfPdi1Pis+T9Z&z$jxo)=<=R?+#O=VYhSMM}-iV8>!C5zFNOqkvA zORB~N)f?l>szaga77ZC38+%vgwL~0)IjeBd5ZFNap3cJK4|oPT6y}=$5P%hf;-znf z#>Q?BO=3BwoaB?{+q+g_hFu)aaBR0Ne7E)pnx%u&o9;K0cddC_PYpjw>}RLx@}MjF zxp{rVi0mhNo_LX5YLPqD(v@uX{}Bq;{J975Jd|N0!E(@U(E6ifkbLr+hi2cN@C%mHDh5VIp-={!F9p*R7Rmn+|I+Yn=N@xeswEdjRH!Cq zRCnK&{Xrs080PYMD{#Cn_60OpwCr^MIm`U$i!$5eaUaB~%VrY}+7jBKV3C;kS;7Q| z?g+whD6*le4Zc_oyBTa_0>Z-QR0il|PD{eat69W~fyK&4k5WOft<>xFUwi*|wg1@r zA3k|<{_ViF4>Lo%O$B}N+7DL68BtMMe9yOecz{6U!;Q^j?sXI{nyS%EG^LOy%2I6C znz^m5K^`kf<2@tjeie~UK*MmIx+{N!!i+kAe|Qqct;_qu<=m-iZ*o8*4IpO}(_`K) zX`ja86LG`IX)1UQ(})-p$5Z0D!Y~J6omobt3s?8aalG{TI5v_#bn-6a9kir)B_Bls z?rPXpYZqrg3w6yk&4*;0cas0`-YVz*{P&-sCckUrWIJ~Fif3~w&k*tIAHtua8GJPr z!;{wi4Vv-ZMr$dhufsEn%hmuHcAtCf^uQu8hJ3s=b01ZH7Tt;n%~DHYfxS~t!LC9! zhwPUL{`+LxoyDvvIKx~@8D_^yTU|J2zJ5|#=GL?rgL+pQgSZ6BF{$s{BaIx%VrAA zO*HTiGG7?p!rSf3OQ!?kpS+wJJ~3WQ7b}63`?+h~1GRY2h}95~AZK91<1DA0kDok= zN=O(^dpi2Utde{jIzYQ5m%&N5;%zl(F^UxegM({f`To6fP*5-cDdwtoM0$FYfyv9C zpAW>85VaSrS%FBdr-HCOA5_0qnA(gI+Sz?mVSDG#OGeo(!=I5K1xS#}@<4G&X*SxH zhqG{hI>2*wOQz9)k*U%$36QOd%Hpo}LZ%R(0tRweG!}(Rk29yf5IA@M>Fa+QoFh{OF>=MdF-WQXQm}zkf2?-Gp6MJUVKDHQw zTM+E*w;jYl<|G(>gtIDGm?OuD5~m#Z{F05RbP#jh%g%!Hzi|WP(xG#Yf6HeaQn{9JexOHe|@G~YASiQ_zrey)8e`F=dpGl`ofidSUS$;15Pcl>(sEb z%kF&Ows46`AJY|0tBH3feBeMLgjXa&thk^*;xwXP`|0}Tv?20{DDpUCa;2qzmRhro zY31dOR8*`EHBDdWezDUpCOWzbx3U_&+!E+#lc0k1aiN~){z^Z);dV|;**FCoDL8;@ z2Y)3;BqwW`n?LBP*{k{DqxduVD<0-*P;V{o2@4LM;U$I*Xdj%UBnhhC>JCy`Hm~6r z{Z4f}?oCEcfnE9H#o7=4LrqyZRaIF{8;mwP^GZ|eXZh#LD3wuQWrxCNmbc9Nj}|)~ zIr7HF_K6LMesxG~%(5Eg_qwy=53omLHxXDiG5Mus;Y|NaMs;AU`}etgH;=Oe7 z&id}!!gtxo@27(tJQqUp^55I_Po6wvVUapFQc%#$&cPvV(d6klJM^|C{Ty3Oa32t8}-QrP5K>L~7S%!>X0>?k;7We)rG**Rc z)xMDDLNZbd0`Tsha~eTjkWFuc+DGH$$uC=?V*n2m+#tyl1K7@exqo{NRX@*Wq3E&sY%zVy(swAha0wqw{NHM zMcIA@ll>{uKGnqUzW1j)0Bxgw-mD0R$%YL5ytUzsZ$90m)2Ht#@&=OW==_k}%Ud@y zSCzV8{e<|+wN^~9QB3#~v|zoz1@|db2l0AusK8JR&I2x)g((G045TNwVZG92A}rOAk|1KS6+z zvbe8PP*k*bpe)dQ{vhrFIe+R@)LbznCJ0%G{MTvcmq!A(+D&*Tr=)cCw1FlMDf}J6 zE-pX%8l&;-yTDmItSaLPuW4_Md&Rxq=@D(b?voSyExW{YpTzs_cj~W|o=uXz5GKoj z`E=&Qw^y~hVj|xt>7xegbHR=hBp}!v9{q^u4qiI4qV&4vSOxeCm zf7)^O+Y{Qla@FvCbwNCP>K>|THhuNXe^maT1(&W1Iy&8OV!A=%%ddw&4a=4x(w6I6 zid}s#RTq81xSda4o-6L-)$bp~N#QlhP^V`UK;YKf*QdR8yR>vP6vj~)?gj7CHJM+r zSWaN)WSKi7bCS=LKimdk9?XW(DJkKS_ug zuN(;KK3>Y4oLlMh(m(%jgAjb0_48xJKcovuRC65^$72sUl*;yQ;?wQnR#DlQU<&r)y#M^4R8c zn9(Dsppb;nXws?L)=a6d+xwYUOY{3n?$^?^rEP77KpsgWUUf+a3P0}NE1WxXTUo`b z+whf>u+jndQ)ZwlUhUt1@-*e#54!D)=gG{z@EPV-$m`_>1d)gs|M|-m>+Tm>)cU$n zkFzYs&6f^z@MY%~ThUYiOJ)<=MKmefUyP)nSO` z4`C?F<+~?CZ{D0-kjE=RDmD!#1BI0J7e4(@2~?&_T+1uJvkr&||C2_&TE2Ec`3_Q- zKx4``V3!&vlM;MwfP!`mj}#RZxzt=dv;XVqj?$bF(Jij&vFiJ)q~aB>xdg2kt$MpW zIpobk-eVkiKxlWuLLj-JO&8``}}199FKR zu`Cv#1eg9?y(az=S|rp{oPj-8O4AOt9j>mTLf(r0yDdKEUDF|| ziDs{*1k;k4Q}ff%jJXKs5c%|x(dFZ2M^#nHbHQpfnPk915YvX6JM#s8Yl2!M`|jm+ zpO%3^1d8erF zd;e|k>*}a7zZ+cmp4zr$ACChl3WcHR`kvLL-49da3%m|gY3)ndzz_&k#N3YnBm0*d z3kYxV47q|2wIY5IKR>^ah{!1e12xn|Fl;_fP4x$W(zG!~R@f>5gfHSypQbY+)3;M= z=|5XuKRGhBs&8b}K6L4cW}+(6))SlL-FXAf@=y!EliCC)%WJOliCXvMdRiw{RNkK7 zu64+S=S1=*r3KpR_q>O^$ko$q3TIJgbs+E{vgdluybuDgAD=%*_Ys zBdmN!jvU!QM@J#=lbTY~hnXWGm`v7TC;K-@Tr-6(HjBk&+ihMBj-aL?A#w3g__prN zdNloBL)9%NDryE|EGgurf@V!zU{KJN?h3NThl$TIu&uHERU)UenqBQs-okCv7;&9+AR`_rL@slq0yO~CRw_g=hHKlgq; z6m+It;|x5E;~A7jjS+*$n^P@DY*qe!?=HBx?KdKgGpAQ9T66eze{rogB zhJ(eB?9(izK5JpSCLF=A4xwmb=HO6saLApznuZNXMfbh*ht#bmtz9$QaqFF?NRk+T z^YbSL7orT(Ou8Cgmd)6}53dOc6;2-5X*|Q=n>Pve6Y932rpY9AUGn2y7|694**aV`U5k$d;b+t)JR;DmbQ8!cX{vyl39NBdDi8`8N zgy~ycdqbW+eY(%!+xIsz{0B?^e8|wH=d!XDELru~7#dQN)MM`me2+7ENoV6em7Z&4cspck3B1qOlPueXK2-^)7&NgJn5O)}rgybi!LVzoR!i4iFX;`N5w88OwWkWkMz z#&sK%U(_?+^U7E=F$4u57p&qox47Kg+yV;sY0VL<%A^B{?Vsi8Vt2kM*pz%#KkY{= z)Culzjgw`V7y$H5%SP|dJY)mfVgP2OhK-q|^G4(u$cxBKNGw2O6nDB)l?mroEDjYo zPHlgS!E|HKBHpQK(n@&sF-7|IVs0Fq8dJC}$D{rHr})D#>#~ZRAZ1dh*+P!%Tu7F1xha&L~ z(WjeSg_;s^rUoaq)V6Es#~dLBH4^sNRK>Sr$A`4t^i^iVU!R>wl8+&JDLf`jzN|&6 zcSDOsMz}5r12OUM1;#CJazwO$wG3YjOg3Jjs(8mymE%MI;)3hKN++1$AN9DuDYHL@ z*bZ%P3b+jI3b*>A%CidxS9In!0!ri7gn~R-;T&p4o=*_TRYS?K5<9qiQvenk%2lec0>-T{$^iYKIdpTrFMsadyZ2@L z?{(Xj(Y{+;*-qF7(Ek)#@fIs3ZMvu&+;XUA04sPHJaE=Ov zxsIy+1NZuJ3W+!=&?p9oLqJfFtl0CdTQnvf{2qAl;6W!B4sibo)JBz^u3dHbY@eX% zCL_irLWn-_K|E)4ffUB=m$G*6zL+j&sbx^%tJRODzo2%A4c}Um_9I&jaFCF&@C{_D zvOih&(D0tOk6b8-f1-ZwoUqU8bc#F7Nn|55DgbYX-@C4-herOt_2fE~fbjfyH*y7R z^%R*Y8nWw;ft9duv9N&I?FlNig(K(!x_ShRnbA5;)?^=^Cnx-t#si|?OTVdt*jIJz zM_rU=A~C`OYe#e^03kdi*Fen^LyB(Rym=iZ6Jo(6fRW0?>lEO&g%2LQhroITGLCDE zIVshC&`yZcx!D)?1U;HXswoqrk2mj^qnrU!R2Gc*3G`E9zdQ`+Y0s@DU z5$?IV%6rB~V^ksS6 zwOnxT-sab5hM;47{Pbz?N6GS%3--pQj7n>-u10m=WUU*UoYZf>Bc{lBb$Q+qIM)Z9 zGfdLBlE$dG<$#L>bV-AGizdW|>U==dDwoLV_#`F6Vdk*A4HCKS`MJ;(fvE9|i`C3L zJf9(UM474b=p%UF&+wnaG41`+cIkU-nJNO%K$5FTeP>Y~GfbyI%3{0JB#THqo=m?! z->?&kf($|x^&N&w_1@qxnMnS1O$77;YQ3uqWyJ4SIM-3+2(VPtkGJ@z)XY zZCU;76<;1GzXC?>HvBA&7_!NzFcYEOx{xqPRL{(lvh5g~2m=h5%p2V<7v1t}dK};o z{x&r7$kjUWX7G#wa@^Z@@ACTk#e9?lH}Ru>gGnclert=gEVi>@F6sOyU)-GeYNdK> z*4t*Uxyo-BmR1Tdud8oyBxmkf&T1)?d68ur^(lTiC~GP-RKdPr0BIFSYWdNvtgOn8 zj(G+2vyM<=795~tj?`L$0PiErtMAwGo%zYWZ+Vt9=p7ZVRIzS{o}l}m$c%Z(bb>O@lmJ)X|V6Wj5 zVZZ?~#&Sfd&C$_ukv12FR3~t=1x%~|1caj3_Vx1AN8~{wQFoU6*&NY}(Tn#Y+7ayV z?#~Cz=f;0|3#y&T$QmzU4cs)e>g8p|Nu8meHJmH*6aLRX(VE2a=4qxJH`|L=1MF|x zHsH~lNbvSyHqkUxrta+!Rxe=lyu%}U?Gw;pY*@z4z;oGdt2|rSwo9GA3);b^$<1|) zcfE+lxg!xKB^sl*`_F&k)XzHe(+fgObbbt80)8)Df18j*W+yh&VyShnDmdTb67$^ryc@<$J+ZM!5J9trm1*A+ zMJyAh&JNHh&65#2tx`f~UF45Oe@!^2BHg{&sol&-acPrQwhF;TGe;HxFepe{Kmt}+w~DAtoG34T=`lO7V)`#mtsY_>mQW8jy2m{=jT-I%js=wp#CoV(>hd4 zoLPZw&v*I(PNpTsnqi#l+cB5uh=@b_`mtyEZ>DU+&7k8%WF1J;@xk0zz<++=O ziV7ue={=9;Z1wf~hKCa$O^@hro?ldO7&Vkzuumo4l=JOmC5jYVT8W@4GGfd+>~bzQ z0BDhox8+$b52`8kVvx&R!CCZLsMzOSKX$idwb%q)o0Ta%s#f) z^Ta*5NYwn)^jySXGsALk1xz|hEh{VQyri&>eU)-%p|aLPg178>bK_HrQkPMt7cd@Z z@}yyw^64Orm-Fr_Wz#sG*d86-)9ISUu6Nk0H$|WLO_9D9BV4ah!|98sp$|iWiuxW8 z4JhHEX_FQ_MRfNYXlW-+bTM`UH&kwvV2&iSgTo6&%Vb>n^1F5y_XYo(+&nV_ok8exG&Hs{yd&&nL>y;Dgk zdvH$xfCgD)SD@dZi z`X7*imQ{oxog(An2F9c>wMf7kpn@9_=j>)HX>zTZOXe-EwC^9N_z>eTkaS^;i4zGj&pujW)MOso zJtbA))h|<(r&JzgKqjZIt*w+*I&|$5{3PFU%_#~yoQ}`g^*g`ur)sGY>8l~?_nSBG zSFQKpixPkc%M=}3<}g?H^;It`t4ApU%sv-)lt~IS>OHY}j_EZFO9W|y>0+-&WEV!I z=O@F>7iU`DXWXE}&fynRe@{g0NJTB=*!o$@Sf$knfTt|n+@nF(#Akk%o__JAZSGF+ zu^2F)-Pv956BsHPNW*)*S~X*=H?-%rY3-sjujwa>oJe~#Ds z*0nyx_kH5N=RM~bV~**fm$j8)L-A5{)|R1(%G305#78wt5m(f>kAOezJ9Gd(y$ABU z@T0b0`Tf(UusV_nJYN~5>H=>l@JD;z5OBbD-w0!85?F+My8;BI+ZQ+Zr%fl({cf|q zV8)KY&DEA~B{bVMTIXK0OD4Vc1)er@z4a8a^-_56Ib}GwS%idw|NOa5pkU9Qv2k-h ziL{l!O?^z3yiU741F*6iLrKy)1n~V}>ZY`wooCy~44XH+UGqeq0p&y%f-@ER zFaU|A1Gavlp)x2!F~$X19uCTm0pa8LesKwj3>@0%vsXY#fgBL^wQq2+l$zRJD2KG4 zX^VgAgqekU=JoA_sEZsGJX$=xkl$nuozpSxE z;mrD20z}0xSAYG%M5)NNWanmnI~MB|PXA72_#$va?N^yf6X&2+C*WEsv}N>i+pX|+)$;AR#8$?A zP7j}k3kOgjGPK!@=_Ps6Koo(}NLIUQIKp9qvMAzN8#g8fvpu=dz=(;5`IeW2_` z$;5Y%`N804bjvt7Iim^+!d|^P2r%jNu(MfuqUi}0%@7qYL;ya!!5{ozzQ14ufih-( zhA>c>v*g^qS?h>=*e~>acMtftEfc5!8oXy)`TuFICQSldo3)j}W zQ?-QGqU1q>+^=8#WBFs^+J~4ZC1-#r8m`*lD2&B&+D6W3gUS99dkV{geCS6CPL0Uq zaWDJWN9DmpVTj-b{@QUvs-G&VpNV8@%g+Ky$|~}))87S>l-3&>B<86|_-HJ1zbDgi z*)C{xZ@k-iyq(x&53~t<@I^`b6@q;MH!luy9dH;Yz~PqvMG2ss||Ixn3TeJugzN1_3mBJI!NkP zC&dcq2uUFUUL3n)^cHu3JKVH&>zQu4^MREOB<@Ub5zM`_n3!FIibRN?=>ebEhOeoA z_wrqP0J(&3i4BZ*fci)Px+Eh?AQXAO7&_;^kiPs(yRdp{bj)s5J=QGyzxO~DZ9nY9 zbBl<11CNP&+|aha(7!4rN?Ee90Ijn$+u{=ws}>zAck7ry!0-^r7NO0F)s;WI zYrAPBk#-|PpRbQxS%;k_w$w#S%xZ|eEhwi}RM1UcE3|QCLG_!v2I$xX*I5-m8-MCcEU`sGB;zrO8HtvMtM5qDSiIl8tPc&41dUIo4 zOMuGZIhN^qPPt)#BSn6Cz8~W9Z#9i(#EonpShbMTYiMes@fdhwB-z<*IRmq?r)f^?7dy`UTSDR)V;2ECpaX6Fui=c^ zJ_YxMolyN+t-iV4F>ZN7%w=>Z@m0P>m1{>!cxyb`kO?n1AmpC}3OXkQN=j)< z3ml8uUwvj*B)(|-W)WCvIU~J?(injcP*gdzJ!A=@KcLsMcviCtn*8C@r>xLY!IO1V zN_%8HE21%Y&K$E>JZi;O!-i6dJMwosLAg-?r66GQj1j61*FDL3TmBa1+r6Hdd9t4> z{N4Q89D!v8yrpnUD-=a83^B(VEWid z_4@jN2XmE>SP^;ReEenC>?u=nq~^IO^=Lo*`UR@%5$NUbiP} z>tZ3qExd#xfo+$EX-Ja%uOT0tW)NS(d*k=5T!PHPPVphcqP%lrr6E>^`@58s ze$=tOSxq{WiKWaKDnPhOx;gc0=l@Et{MF&y)y$i~CA`mm*kh#a(2w@bQl9vv$gFw6?H~Z zfjCXMX}3E$#KRAX^tF%MM%b`yiI6D8it1O?;lFNOhd@P{ik6DiTqPUQyI8g z=N!D@UlVq{xf5pdPq3oM@F>uj9GCOJ)gOYOy6kh?$M0hg15AWWmh1^Vzc=o_XyRpx z!0mM|N1^*|mwDijiVoLg+6bD9GnB zcOynN7^)ZejNM01(2iZZKH+#fJ)95C7>uE*OH`qNMy2(`suNRCBJu6yV{ohp&XCtm zs{05_6c8C=WEf-uW-`9L2u*$@z*2w-0-BUb!qotesX5DhkDlxC7Ho?^ty@wyv4C-& zoqiR+#pAZeTiq4Da~vu>b{z%whGf+eJC~RLi{R)##U;!7q8iVpVW2P$w+MrV>)60#{vN1~iKpMQ$!CU+1Fc66^y4eGhy zna4)j;eB7}k4~R8z0R7b>wnT1bx0{;h6&0bB*5m%4(&{91pN3=P!VADDLQ4`IMH1^ z@?)AL5;^DMQlPM$feaHXe0B(BH7dOy@d~!KnK?nO(7q7pmFX}c!jY%D%neWussT~$ zrT`R(=yDM~f8l~-kFP`~1xJY+MV(*Y+m^EtKL3C}5R+~#0bl|FK-Zhc-06MY4XTGu z?3OR0CF3q;6twsi?!BRU9K}G zG~5!e;N+Bdd(jvkvzV$lb1VW`@+$t+9JFe4acJNm8g(DhhE^{Pj4d2O86M)HLNKaGVnb08|Z$sddT1 zL+qEf#8J6gG1|^mQI`p+$@Syo&m(EcU4G$l;MdfXgZWlrn5o^AWO>_+`76&8ezuen zX_u@YDijI5Tasdu?wQo3>*5J1G(9LUnZdr{Ln&`PLBx8%w4UYL59@V^1f9+ia)kQg z<$HE+l?kHJO;tcuvwDdcd<^YZe7fu7U4UKkbiX%S6~*K-cyB(3zQ&tcC-Zb-Lt zXDJ%PTpwK&-w=ag&#)1>h(1ES-Muc$x&7~9`QQ<1b=TkP4E>pXNO@Q0B!YN8e0e}b ze{q&=%^@X^o;zhbkt9B*j1-AG@G(Sq3qQn8pUzhfkAJ3O zDHkgE6mCzzf{><_-o%&`P`!{>&02=TUCC{~g7`4d)6Y<{lIX*^x}J(*S($E;`;RNK9}Xkz*$Z zoaF20cV1F*6Y8$BlPVS2Fd5#)z#xN43~fv!5izhWfl7fA;u?9ncQ-*n{W>VgbBU?g#|OT5U8<=*;2$=#tPtzqUAc>KzQ#{s@eU`FjKBcwgetCTYme-2gI1A_?h@8Ns8T&7dD{Cj4$E<*5@htK+1Bj? zk;If6VyA+Rn%gnX_s1-Rl)Z$TN&v_P!m?US_-@N6nkXUX7ipWC64shQDtyx=UoNzjdDKT>yweK@~sgz<$ytl%6 z!rqG{0b-^M0+T_g-dll32ML(&K$gMA!V*>^w>LLZHYS~UsNYa&+U(QYj1raz--irc? z2Tz_%sR9C}tVD8g(||e9WpzoU)hZ4#yI#J@D`B1MHA%xbCRn(iQMRWsDQx#nLqk0x+hq=a3o^{4ZA)T| zvXZwxY`eg4z6=db5KDBueBpv;`=JMtnm?`Hchdy%-|sr&uc}LyyGL8RM}p}XskwuB z`PmvPkr?DpD;Z;or8B$*N?5)5Zl+L$T_UC&W2LJL$E_0H{Yu<^c=)j#>6u0C&rU80 zffouHx+sPl)v)1U`O?9p|Bz|xK7l_~;o_fGWp}c3d>F_S4PkRxIOek0Hdbwo)Q;>2 zWn4*$)%!aVx{h9`Y})pbAWBKq0Rr%cjREX8H@-?ueU2pD-Z2cnteU>>Sf$#MKJ61& zUh*Q8s;i5~k?+$N4JJ=d{W=zhze3hIVw8I*H(D3?-u-wUG^Vj;IqAu?6Eva85Ovw7 zPlTluLM@Vf=;Q57!?0C$-`umkqS|Z9_LM`a-C|cMz+o~*3M=yDjYSb*RbQSmfN8sK zEkUr_BvnG}QGPzY0;xnKErbXJ|BHh@f4~Xb5A?6M{?v^qz;i*S&p#ol$=}>{JAxde6%%>$Eos4`5Bj zJ4lEZcI|CA=1qCnLkN-wXlg2ceaK$fxi*^SH@{}2jajSC(3OBoytNk#bDdaj zyQp3M{KC+Di;_ZIc{J&3r#KeI^B+jMtE$6gc>agoXHVK4QEODogDL*(CPLuCZFU{a zymwPv)~~G0(&UGfoGUGP@Mti+ne@uVm)4#kR5D5M@PUA3edj!;n)_I5v)Fld6P+htUI|^p@Md&Ww ztxfa0+I4o}W=Pr9~W zgC9gPo(3My`qN!ZVENjyqnqfCdoTViWfTpQ7%j?gV6_Y%7q%Z(V_hQB0+xfM6&+Fn zq0vO;DG>7Du;z?7$0J|85=|>nKm^XMkGIQmzHQS6{g1!G$Eg9ND9^L?$k8A3iT=I@ zr0CxIVQIwF61+KLo5#}A0at>~rApSkQcr2ZY)o&ir50VeF$(>t>4?dN9X-S}3|K~T zK;>n6;s<&uAkR3&#g&xPNqBhRmu|Dpr$Vj+KKD_mfT=}#010qj!w|t=A`ch5c!asG zw8NoP!)|)i{bY_@=mrMCk{@w!C%bhIsxTdw@rz^x#E5w?GB|}vF$118(5daDr;mF{ zD#DrTQl{h9sQ{=0gc|ea%}32Wl{`;WHYegc5wahkCknCyK&)-MlOH^AcU{R5>Ul^Kp|v9i^gD`xvb&4OT4rrQ+V^x zAbU^w-ivz8Vk6g3zY=nDY~KpiJu#qGWa((O33oQ^FmG*wq5RC0Sh+QJcM z$LC1wpY!MMo^(86@M#kfLJ3cP}f_A`%XbYUp9=qnN~fV|K6dK zfbV_ReL|{<7fs~>O%s}*Yv4)N*hWILk;Mz6uMS-B=iXb6#Wm&SuU@_KKsO-HrWyxg z!{Nzvyi}{pvCZ6l_1f8lB(F9rh$cOKMAKVqgf<>vsGDo~4=sS}u53%s3V%(zl=%4H z@d?Sl(UnK}3nH%m=_cKN*jGziOTa$_LGlQ(;^||aW-!vxc>_~H8x$}MNDwp&58%!L zDWG9#tdU8gQ=w(On?Ic=!|LGA4ag*dE|D3&>IGVtg0QPN_)tP4p zo(4})Bt)3dY zUeVD%7hTzFRj|Ei+47XbH!~_KPm_o{@bF}2ZY{6?bxpv-jF{Hz0hKhYp1*>1bmky| z(7tXLiNXM77ZQHG-ADdD8;mjR*94hlz)^oMHX>a`d%26YdZeNPgM-JyM>BH=xBS8! zo_=&hVFbZpvL#4BPaZE`N*`P#6{O`JP;_$e@$JC;SU;<${x4tlE{j0gt7-V~fo^xlng)~!t zfTq=WL>|mjb0#1bJt-u`~2t5?^Z1(^?^9TH$HP-LWjIi1jn5+aH0>;N=lp@LChNa$5L53$YnZ)83q z6hvc@xe9rz9(kfRm5F40XiP<|+YCRU1G3bFWg(C;u}h~#h&U<>@yFcD<}PIIhq^aDH(ehS`X?&0CsB(_41)+SEP4Xg7$4RrgrrW6`mvNH1iesY2FwEYvpr428U+yk{4@x0x}Jej7h zts$M{a#+m&lj7`=c9E428K|Rm{D!H`}uKKQqHgV1ebk%Sk6`9rvp)VlS4wW zjS%OKKwZawb8QW-+XTWnt8Bzx2{WzQMq*%b=>g;i)oeRV+FRg3VJ38#}j?zJdA_taP~% z-7arUBx^LOy-rJr$S!cv59Dv4{hQ%lAYL>4=L&${)~s*M*RzNQ3?{82M(?eYj_)A# zPA;6$AOtpKm!9nX0Qlke+)@=D1g z5b!+m@hR)Qr60l;W2#81+S9`i*{!w1B4{8ogNJ^IYyd5qiyZ$#>Zkp0NPSJ-$Ln5L zwqZWb9o^+EA<~pJLFDpBmU@oxT$7CTPDo7bA&#id)s>TE#8h>{-2$x`am9xTX*y^h z2SgfV5pa}>&C1u}W_UBO4@{>VVVZ2`7zPRp3^ZI0^dRxU@q&qnl4#W84y+7qmd3W5 zYW_bV`lC7%Qto?E>CaePUs&OHIhCksV#x~QXL;IOD9~XK$KK(->PiMd!F=)RqFB*X z^znIqQoM%drxbc`AU~GbWo2cvw^)iyg}0^+*nWchyGlYbveLTuFrSVh^)C?}otlM$ zXpBIo7km!*kUn7Y@)bqJ^JpzlIKqpP__BtE^cpT{HLYP_z>Khg3I>cWdbJMn@}|j* zo{Q>qnm3Y^@uU^Au*x4~hpZ|{Bv1-6bgI%WI!49A;3;cd?KwAW=cOx z4w6nAw44zdAEBLj2rVWk>ya&S#GDSuA$IQBQwEMazi@C%V$yvK_#pJY0R?7|u~gxT z(ac1ixZA9VWgcBO=z(Ju5}MEKQLaow>n1s9qQ8xT7k%BLv+1B!OU_RgaOV3G`O=;m+FBz+5e0IZ3jr2 z&K4(%vDF=_zxP!-;hC~g^z<~h6)((WtFRc8Pj-nuwzCz+xW8o%uJu4_qk`CA)Aa}h(9v; ze3yRsYC7wwS)U5Vvv>79=xcaf#LUxNpqq_kvbf`VV6@O@>I1DCF?1F3hL$;LGW^n0 z&)_2Jxz-F5pSvGk5t451cPWL=v&5mN9&h0UOWN zHNU!=73t}LTe+D~Kd3LxIEeW9S$kFWxv8OZp-MxyBy4`U&aR2oL@Bqu!d=Ja=~SAJ zl-QzrIz}qgb(PkAe_Kc4R#c3y9E4eY6FOB`rE=QsLy3r=q*EwNrMn4N=+QE^q&{ci zO7*(7U+LmSFNiXTqoyi95_Y6OPp_q=|D^IdkJ*rXO4g?<&zd!cuzWU1GYwq&+=<)506asoh)|jaHSxgS4{ee62GXG6*q`+l`zf)i@v_V*bu!-waz>3 z@}mM+uw&wiibUUe6V= z-DzWqii)>R-7BNZ+WZnUk=sQ89y0LlM5GAYYOsyCZtGHEjj<4oS(Yy zK6k${Qf&O8!kDlv&E| z6eHG|(%skx@Y~d52YeLfCv8J7%uY|Mm&ILX-^m>)gP|rd zrtCW&ayocAl?c|J2~^J)H_&MhjfsO|aR?MccFjmzjzZ+(&;Ed)qlbvsp~h~pHI>;{ z^3sUnqBz&*!ery$lk>ZtUOK_UL-emd5qwbWQt``{yrD~VaGLTlOurLf&282{6K=n;ExAWRu@u| zY;>1??}_C+ypH(Do=ZBzcf4BU-11+spzxM!GcIDQZPbtyD|xe!vg$W8?AtLJ@o+5u zon*+=mm1SEbHBnmMCKr!_yd?Y^CNnxm|fxBz>2x=*dG`D_V8n7BnR4pt|}_>#SWq6 zwxP2#!Y6^@%69J;SgmRIq+qyUVj7KMC({;rgM&f>9NSa)HQl}%8h+%e%)UP-zxIaIS0$+Gx+*ixmrG2cUqI8(7RS#Yrj;%xTcr2K z<5Z+?uKF@VCgX?UxB0Jzw7FH!ZB)}qX=-iz+COQEc2}W7CjQjtfwD?lHbg79DGEE= z|6bZCdeF{Js(6A!RmX6zqIye#)kzVN#5SvZIiiV+MG6Q-qZqV8LzGN&B?SwV#CxiW z93fX3-0DdMyZD%biz&~=nYY{7+DiI~9Pq)c`|$5}F{U-nYzE{!u(!9p(|lZ`>kz5r@68H%|PCt#PthWQD}dD7Me1(tcL&yEe4LFP}gA3|5Pd(*Ubfg;6{q%z9#3_T|ge@bONA z9GtU6r0hE`TZe9p6QZKY=E=F205!?C&0sLj4@e3@Kt+L1jk0w9{b_R{#58_Uw~H6s zHPQ?|Kd~g7^9Imn=of|Yky6%9^`XWV&V5z%;X*c-{H}tP5ELNT^eIG5HNWa^%s{B~ zq&1t)sQtR{X-=Ws!tXuNBWNvguYpXk}p`u(gyYG&Ho|Ry+OxEKKg)xg*qB%R`-! zm1URQD^JV;R#N=Jl+)>!Z^yW4UERzw=HRMZj$#x>re&o2iethE+T;AQEt!2&TaEbw zuu=tCgYobpvPMwR%1QM>;9_E_sjF+<;48^emtBYwBQYEDB$w7~xUxhx%*4e;NVf@Y z+thseKuWO{+uy?51|oj>y1{*CW`p|1#xeu18H%7yP-xQ9+Bwv&6V*{LcEQHIwEmIA z^Vs}EVh8a&f=V1%c!}q+_8a=y<3T@F*_dF}7CAlirS4i#UtNSrzkNQ@j^%a!kY#(G z-IY-c7f$NyGnOKzx)WY_iBm(V?>F+qb8GY-#aX0r_f#kCC9XU7aZk`4Wxdsn*U}Sx%G{UkXByuB65*~>yE5@(FsE2M6qY^5 zs%vM@ml19{-!bmXtXkZqDZeB7^3f>Z?7e3W6o0BMTSvTD-%k#*dc=#Bdh)-1qr8!t z6b#V(+5j{U0?Ro1(fiTn6&uyC^I*|dVdn87PHUYS0CqD=%kbL|u>xj-eNjyHBht|C9rx+>z(^@ zlY0ZlIX zs$k3g(np^SRKrq|lCqxlPtbk5`iE5tIvsl5jhxN(3Nj}_7ex{_P&F`yWe|@hvQjefVKatYBlXpfeZmKSnEOL-O~$zdIPi0|jQoxM>F!*Z0dIzD!# zg4MqkV*G{4A0zylr*?B{i5v)Q8;Ph-|A3SW1(Ehm(X6N|A;Jml;T0pWMdZud5OlKs z#me7NLh{L`N<;fHOvXc=3Wdmv2Nt zx~2$m^J}V^-T}8I!+}z!fR(aU$(j;BmireLCIX{7bm9s``dOD6beCTOqvn3<<0Iqu zw`kGI6?(*P7%1{`(wTI&^c~5mXEgSG`YkRk?F!B;&2;`$=o?|F7lYlxAt`-i-_x(7 zv#4b)z6j#am2Th8!C3&aQWMvmuRBKrU;JD&OY7`;U}Rt+i#QhLx)`OqWboU?(C}9G zjDWR``lfmTSYlxHUrAEWxb#8qvirmlcLUcIjH`)4dwtX!=C&hmNvCODDp!d#%MPro z#>lqTRuI)(ft8^A4eV~;CNd!q$NuO>DKCG(V(Q?ahL5^)_N?N>Q+<0cRsX;aq{-Fu zpuh|*&x<*Z#>+;99s_vr8Y4*YWG}RXA|Mz^sx z(yKO`%zQ$V((}VBxQfNNh)xR@iZj0k(EKtWKz=@~wm)O$DN)v>8A`|xJ-zg{@zQu{ zY3Uk-fCR_okpFqm`GSuZ?r;Tyj^Wb0ov4OKfm^^cx;@u;kO9}`p4+}wMZ{wB}uWn#){ zjizeYuyJE-p=iC2EM;s>jXV}mTza}9aP=4U1K?_2A`-y%PY2mEcS2XgHS}M8l`1Yb zOetb_{k^kpvE$@+og}Se?anDv!x=)fDN#MQI&8aMvMj?HqjrufoOsd`OvEZ_l=~Uo zBO4WrZN*OacmVVmKex5Hsp)rMWXQgdJ~?x$8pS)%REFOY+G!z*&Nw@`)#O*6eZAPZ zs%d8Vl5Mr~Sv>o|nEpWfs7@vyra5>$X+=51xRwH!)3q7vMbF&8t@CFC==EnggE1fc z**8xyVsu1+X$Zju+CN^$lb>M{eR}kT=u+3ivB7HVfR*3J{TOnND>_Vr4=}@|CsW-U zJS|%1O^J*5D72tWtt%`{!5US(HLt^_wqqS9bN!2=nG={t83nxP;iR2i-DIsy{*C=ljSFU#6f-05mz7j^eKcKkd0YN*4*S!Ycu0De4J2X;$ zh$Bb=Q~s27kIN41JWKQRsZ``@f$d~9;DDX|qXqoAri-J?5t*Ale8Yg`sr=%_e5X<8 z&IFXyLrZ0%GrWcHgKZl)>~3p%M8C2K~J-@_c<+65YFxRm5U)(5#4A!XZt8bRnbe zxtYx2`lp+jyGp#A9Hh7|fdd`ATFDNCdTARwtH!<+{le^vA z6-2cs3O?E{q62l&Jwm0=SH@_G(4vx3~-CUPIRK)|*bOhS@p5N>E})F=~;REW+Pj;n8MyyWoG1e!|&9}_Uz`j5}bA0Jz!G~ywq@H+pRZcT64_ z80+fk8xfizs^`bLOK*rFaCS7_n)h5x ztugD<(y&S05wT--w-v&iD>b8LX0E-;GPo#jZ572F z!EM4n59N!E264=LL_frZmu)(162zJz9uzax*rrsEUW@CJW~RQ+_J^Lzu?nC1 z^R_PhHe07)(1pW?4=+TnPPz{g_sJbC_%Lv)Xtq#+aLNNbVBCB(kTJX z`}XZQ9$!??0m6J0Ewv2*`bN06sSR>#`-!g3_rwhM*D8dqws*=!=;m<8<}fiZC>`AP z4FXoXzdwbBmSB-=k45}0H#d0IlN4l9dz3wPZ(0Zc;a!hEUkmBWw4^S5UfJu{G}J&$ zipV|xij10C^0d9AZ~3QO2J08Xr=vBktLH~ndv#YX5|gW@mq*<@g=b?<7E0-)5Y8mu zL8kPDH4#sMOikm_F!x#Mn)gssAdnz44d*TJ^J6$eivuJ&`XVB_F#3ak@7}^`)L$#( zJS*MMu(Ru>zGUP|=G4+8P72&E@`X&qjbmL6@WP2>!XU3aSp08FA$>!Ay6Xl4l%9g-VhyS_lU@Xks;0d^c)L2 zI6e|Ho!5JwgRusYo&n6-ci=$duV1fV`5BMn6{&!1uJN^N;^<}8sH*e5Gd_MZUq-FN z$tkKj)ITFpv13+rpv5G5dC~uz%CjY+ymA|9a+AXd%`!Vw*-~}!%DyMV+WtcekN|OE z4AaWk{X7tf%2!|P;Rqt|z+Ge!VpNg(F>N>4%h<$9vNJQw`zPbxzd!ZX{O$L5fJ~6P zva+7Mja5`B6&@6dxvqbv2I}*WCQktzY16Kmn5>VKj-0zUMZ3y#(`wqRqTgTSz_I%u zzC(eN1p)IiW_OLem}FZ1BSApG?+OY;OlFCaDb|@(d zd^Fyak$H>(fc!KmEET=Cj_ukK7ZYEz-jj6N5tF31b3>{W!~b;rX`cLhBqX6U{3Z*TT08%3g-A|l4;w0@viA1sL!z3m;>V{3Y~Ll4UdO^V4x;bqyWAIS|-&BU`(` z;R7nk-YGY23GS0~31!H$b7ry)O z8SNo%{5gO2dNsvcDp&D15dyMsiBF9eJh+eHbT2B>0g6v^{{p=9Ef>4G^n+t^zxk0b zCaU|Z=W}vLLn7+-iq`edg@vTf1+L|O_m$YFp4JJ#IhyFtgym)^q(Fm-?WDNiF@Q}B zqUy5&FShAXEKa~3;EwBI3S^6h8jjW@J2nFoiAN>~s01Y%VST_!CzHR5e=AvAALkcO z&3yS1cvQ5t%}AEI`uV*+Wz*QhWqI>`p#*fR(N7?pgP4mML39%R0mjpIca&6wo@FC= zmHL4f`gQOShrOVXYZ zSk~O6bijqD#VP_B#T2@B)S;bD(FxA%Y=rjG7QH#kHKR*3ViLr|^tfnZ?(y>P)_ZZU z%pia3a4pgC@4S4UbG|piy0zGS(EIODBWr2WkN*BHK$Xu#r{fe5jv}*av>|Dka4ICY zsg8+&oT_|l;^WF$i8zx)PPe74xjCqvbr+kD1kS@Z-+R1AK7Xz-@|+B#x0~pZ0Y9cYU^oAe3;BMwj#WIU8`59LET!{ikl6B@#Pst@nE2DevBW zgS|*RfuT|*?I6C?BeDE3SweQU$^oAvBbSD$wr}zJ@%_86e-Up6wobD)MT~w(3}A>A zc^q4@3X$10x?pacAkead*8#6R@fiWTBJ{TaQU+uW;)b1ztGeY3O6%P;_W_uVhqY6x zva_d8vjzrz!O-xx3a*1n3ot=457*2xdr3SLV$`n?l`m=I2NFq`BkxD^rsV4RGdK^E z9Xt=EYN0#m62TZ@=3M|zI7l0kVZeS4)0F->GYX7`s0sHMdhfKO9~7ZmA~FLvrh}1M z?{AzVwp+jGtWY7!hQ@gUYQ?Ozeq!-6B#_q2L4NOwOqOdc#5-P?GELGg)`^u5PtOlC z0=sqwuxo3fbIzOZ@9a9dZv24{*f#+5nPv^_3>*aS;W6ArOh&eul$Z_ZUzn#zNWV_!Ctau9mT}F z3qF+p?_(6($SaXgLbs4szMEoZa&Z|8vlxb#yN7;ic1+L##u)<7-k1x7VfnM}k{1yx zzVc9?mL>=}vV$BGzq#(=QUOs-IEXyD^w#vGokFz;G<;X=?6NR{JlDa?K)zXrYjMe~ z7YV zU4oL z53(lXT-@m{5oi^yio3If= z9MvV(skdqO`R{MuJX}gdl7?UlM2%jX;prtXRsIoPd_30IfvcTxCX%< z%db4P*VEGz)Pd5a5%8&WubGKYEvF?FI>vg_Q&VbXXm&yQS9Pj@v^;?KLTo8jv3v&! zXTY@Z9TyB*k3qs0ZHe&M^tJaEm*Pd@L&!L3+9(piO-fY+D~U#0cP!5>yA7S%_mulR z_d#7?J@*ed9kmRF>G|^<8q&kr@+`?&Ps*>fD+nZ2CC#z0 z_6n*xEP=R!0xkIZ08@?RqoR@VM5=0H(!ZNO4U3z=I~+w0gtD(~sM|Qh6f48h>4mvi zHih~)h*+(^Koxv3pwg{SCj|y4L?GKQ>Y|3Hu#b`PMOn9R)6h#4e6ICE4I?IUA^5`n`#NG@ zIbzSTmpcCSYyFPdkH7h-J)gFca-m9ZOa6a9mlZSQky2mP&;Xl+O5Urq%dxX;z&0Ka z3eRis&!6(v#00Hrf*ELQO91_jr1k{>NR;j}m}d}zYJ$#1m-N~^EHdn96VD#h^EyhL zlQ0AM(!{o7Gg{Lzuf4MC#?ighF_vN?BAoRC{o3X%J5VJw0DgiW4BD}0GVcV36E6y7 zOF0iUs?_6_ZTOxOf`Zc0-fAtG&qq&^z9slKk@@_;9nGV61G+6+(l4SrB5Zd0aZ3tb z-HV?loc__laq1S7l$7f2v_o~#GU`JlqS+&uBy?z_l#%9+cY3iCpE*z|c^}GZRe>A@%qq(-0u6 z>M5k#A=4|e&^{lesHw@}Q|51fc*bj!*LmViOLfk(?R%n#quK{JLBKId#=Ct@eWP^7JwP~`e)PXA(qyeChb77=UeeJ05Vi{bvy6Q z7J=&deiE9LOv~2R))(q%RolAw*e{QMDaR%^~{eOI{ywicnR{C{O-PiljdeafG`pMjwss(lVAjY6j^ zwB!m*?qMU4Q39tu(WLdZI`m|$VO1VL26>~ zC0h)Kpe^!lsXDon?NKKS2jsv4+w?tw@yuZ<_T$HiK`F)-i%=K-DHB^sWBKCwUntf8 z9~`U9Yoih^1He7%;HCC?^Y*@lb^Lep%^N%$mxqRiCf{^cbozr>eUf5sVUd|^4u;OW zLW$@`dhues3~7+n{*4rOGF`={e<-Q6AwR&jhcd9k%o%)qlx3(SOJa7gORZ{(j-@o; zN$U;~^ENz&P`|2%1l8Ks?4qKM_`|-EAgA%;Y6K}epGgq3q6s4yB>pnn^58Z-5x0l` zCwC_+iV{_9sOf2R1rPRjgbd3L0Q`!WLHcA-xFzkOGk6}LS*%hpb#j6mspV)6DuRdN z=lzhGUsY1_|BgSf8yp#VNkE8@s???pZe|d)_=Xx;88VOKE?rbrCG4rIlzjC64QKnW zByOdn2w(UeJB+s)K-VkMhC=yp;S=4&W^$wjPe$c?GW30!0WU_F;jWBaVd&RoR;jY6#+hN>!w!9zqxQ#aRHXH_lP>+K4ki|05=ZKqx&{ z49vt+l9K*==cQAIp0Hc7uHvoH1a!9bWeTos`&^9|Wai1C>8BZK%=vGX@(`~%JBg)b zobPjm%&0d6x-p%&G!!(1h|LAEfWy8IfTkdCrMOcPHu|#W^W!}kt!u%ho(L|z7CUF> zExziIg6~@#*8I=0en=D=e*T0n;i1_2 zW2Q4F7kcA6(Qc2ncO0wF-FSz5?|_d4*rCSxzkjX3x>fQ}qqEs4< zN4TIX?0nJKsDi~1hhhu4B1!|~zQVV99w0x5W_Q=7b;RRTU;O&xpDKg|jkVOe1!TFA z-b_$UTgQwb!Cn2cq>XM1mETF+phg@xu1RdQ*&*^p>(w5Lf7}vaO!e%NghWzzOKV?z zX9a)>r00k-C}F@{pfs|p$GGm--CR-W`x zFyZb}OkN02%*?zB1~I59YwfYvR}QlMh2k&xX6ZEK4XE=`YU)*Zksv%ER|+bWiGc5j zg+oJQhJ~YKya)dWOSBz!5YWpz2wJZlj~)~O4P+eX<*9(m31}WZ^a}KlQ9YM>z{sL5 zKtFTcVIL7bBi$ow-~H>B(B@P&M8vD^?yE1<)niOSJxD^eNT5lmi(g|eS1%p_nG2C> zjX}fO-zwiDM4PH;9QqP0$w?y>mBDJ4VC0#oYjWB5ulGaCSul1$R5Cejy7WN1CInvr+9>Twyu{nGG#1rXw%cj(U%e zIV=>36_6qPK=O^ALwU@QU3)-YrWNbej$y+hdgSC&ul;6Ev)|U#sGhoy*j3Hiq*4@O zkLyw!fi$rNeB$6=3oKh2r1PoN-hKTlyIv! z)bpnQoBw*w4?z6izv92S(6#UAIYC@9oPPhyTHBQRoS%3Rq}8oQPl)xl>#e=5gDKnf zjLxCVu(lq(yZG?ZTL4yoV-#`rp?p);)lG?rh$t8)p^9XByxa7+&Waq!xeG`t=T#9x z+W%bRbxf@-s8qG)Ud{{1ISCO%S@+=3kP^?{FuozPLqnEBgM+A|6JWDUxcDoHHhuf{ z3S}R9$?*?p0f<1FTaS}&uf)J$gNipo8*ypM%F!6ikXV)H=f@v~)1=|Y58I37FECCh z5n>xDxV!ixAX+Z3ZD~$HibU#*%-bQJAixmVjAL{<^7Mhb3r{Y+MP82_yEVsJw>A4e z^)jKuf7Wihgl3%@Ju1-0gj%RU6qPN3#G8VX&B&gGYCH;=Tjrt)&YN5$p|u)ogOBcsts08?u%7Jtf}N~)A2*Dy$y`ZKbbtuMDy`Zjw=$p8%MS$1;swsHvFvDD zj)q|8PY7TkWa@od4FYmQd+N1XVfSeI`O$9EQP=U`7lG20swB&ymio zg!D#x3kz9nT0eoISqD&IsIY9TDjj$Z9GmAmu%<(W$)QYJ#CVXdrkiN8MW~gCVkd-4 z8c7;ikH*!0i!sHGcFGp(?)Bklt1%H#bdUJESXC?G2Q>yXsw}3!4G4<1KAS7b-Cb*C z_OR|3!`EU={L6*4v*YgzW}vUu{9-uKU;lKYv(O#{F@|gA-u1nAlySZ%K+7hc|ef&5Y`1!-E5I-?NuAQ~{&E-`$&fXOBILLyu;96t~w zXtA~+d^TS%hXWS{^zmuPighyG`Uh7QNBj3|B>k20Eir}7QQ6sz!V#4k?T{(%S5;Br z*7%p5@Q~2)ZQQt#zli%pK9EdH7}S6N*Y%4cB&oY1BeE{|XL5A3(UrxuLyxq!|C`)c z2D!26l|^k?UrBKk#!yPo0?9tN`m0K?CxF+$_aJQRmg1(UlI@735Izz?IjXATk18GvY7Gz;=ugrb zpLY=92APa`O6+^7%^(A$ZwO0pv-vz=JJ?g8R8euk%Y3q*IAg z62Tj@SbA=p0&;d$OG~78vbwq&cptb2;_yJ;DEIO%y&65Tx<-xWg$1XP_I%a1Z{PA! zmoEGn7$6jr_&MT?fDaP%5;d*2Awk9CC!}S#^^xgaK17_21|W{Q#&nCFQ?Ds5PAiWu(6h^S6@_V zRet>nmCD152_y*XvIA~D)23gZ5c&+nMi%{sT*|I7`!rw~8>cT4_S^Li9sgv&i#!wl zQ>duuJ#p?6FSEpefYWBqqH6IuGZO^Otu;~svKio7*zW3MZi?tqK?w)RY@?1oGF<#1 z2#5@wNR66PXeht{9r-r4hLjgA9R{SuvE+Ze_H_m(L_Ub>S@)<#=ehS!L)t_m_5(hZ zL(@nU%sz-c0A&QY7}A9(qICx-E=qx~-Q(p$(_aT{HHIG5tK&sK>3S(JUU@-UzMIrT z!nuEbj#1bjRTYGW(ErI3tib*%O3p)C8x;9N@ft8GXczT{Sc@01OgcHD(J33%NXaDP zaHG}89dH764ekU`@3~{|+eV;yAgkO+teu0kT%Y^Dp#(D@y?%_|j{q1FE?r|HZ{&O4 zdQw_i-qpfF(9NTnjBNWwDe-exEuh$g+V7>nsxBjL14I+{SsmP+MGf=Cne_{E^-*!4 z{~~yvl4_VI>v-%No!S&QD#}l7Ayzke^*&{_@Ww*IOE)>#gPtluk!4_1GtV} zlK#j+{u}(3z=``@QlQm@Dhd$|Rn$ig;vJOR;2SdEyg84T2Av)fG(y3xT3!DCb$8|e zRHyIzv?wJrTI|9!_N6GUm@7_~5=YqFq+OhYC!%4+?rm3u8%!8P+qM{<%6XK;vB`UchGy{rJ z4n_&zWlSbZq~*#s4ra~PBfvu%A{R*sP|aQS?C83QQk~kBoy1mWQAykj;!RI8P@6UJ z7{|jLPe4JC){=M37_M}e<>7qT*qFr@l95W{N5(Z&5Z=)K4wO0&X47WPU3y{j+0=4V zne%&p{dPr3IHg@uwkFLE$zetnAr^zGT4GmPu!oyCPutf9_HKNj$lsMsAY?>DJ*KN7 zWO^WeSr|E+uLEuSH!5^k!pMU%mYx5&Zefjd@bzOZUi{aO70h_#9_~iEdx*uh=Hx0H zt!p|&Db%cSdH%iEqc?SnEz6~b!hWnH<{~L7`i_Zf3mqMGty>RuHX$8GkR<9NnaYHA zJz)6?+m)Q{^Pd&5I(=Ho5TMgHqun22?tA#MHUbJ#a^|sprSEl+%L{3)!GdCDK-i3- zr9roy8kCDjNZ2{DPettp`!kPfi{1bt2O@bVIOy>e_obaMx@zO)>~sKcWT+*YwOE;C z{&{Q}SB;!h;OnMc+UhzPC&*rl60PBJ4P2UT0apTE0+mc)i&H-@z1=c>)e)J5vhY_f znBye$HOu(Y4Y<2_af9I1#MkpcMoTLDfc3|q|GbEtAwYo88`lKn0m*?-fZn%sdLF8v z5V&$&q6xaXInI`B<@?yF6t7Xg>R8sEG@YDGBo=W#SIGIE!p?1yD5Y>$JceEnxJGe)JU$OM`QrWqQP8nrvo8wqGZ41>7urmQKA* z{3_abhW)EKQyUwvy;)G=BGxE2cNv!={#V>w>skyxUj;?cggRdw5yMb#!yi}{vIA+; z$K>xgHt>BcSPwxMVnncPgY;}qI`MVVl{ls;kAve&#PdN~>gp&VAQ;Z`>-7ZxQhgk; z>z`QJK_zZAKYM?Dm;s2O*gJZ*2Vqg15g6FLsTRYS`yIrJp%(pknh=2 zR6tD`4?BVvm-7A!}Tu{gG0iX{`a$gNutmM()z)N z^#AK8g)o#ftp~R@7woau@UzvcpTPkmLyfSIT|MpKAkJk!av8e(2|H=rAL%iO$*FNj z&2{gyh5wGe1Bf7U--du3kaDRZ_C$O(HdgvAV@kIYDW`>%Ksx$}aBRHD(UbfkxQ^iC zfh1^*b*?2CQ7=Txh_u11J<5SF3egP#v3`EDF%vNRRBnP~Ir|r^4k!IWT?GH&%YF4C zaNswh09K{3rXURLUgsim0LzL%2KtFa3CUgCu!(_X&!-o``r7-Uaq(@4ot38hq@wEK zINnb6*A=?~2_=i^*quMPd%Ox>iqce7Rh8r6o3*U9QiPn48&bq3b~4x=L<01@5G1AZpjxe$#$)7{ZR z`VEmB$mn;fopF-_Y42axeLhs^&a+N*0r4M-u{Kdl6h%Q`vg0v$$+c_VNhov(BZcEGn6me(EHTmxsPF^@A% z;Rq$=fLQp)G}i*B8?8CuvEr8l)kV;>_=3*=9mCB&<|7m_5xkGPJ2C{dl2?Q4!q=$1 z_czv|(-%<&_<||bIHH8CudirEF-|itSym*{x2Uj?)SIgGt9~n*U0Q>@XYRh=SnxNu z#f1%WRa`P3HfkPE`RQGB(-x})F1Ky+7Yz7Kx#eYABCEB;GG=z|lH6u7NL%yGH4l@J z{#h5@I;ST{elor{SEo54M07mvGPHV$FwJY;Nz`|G2Yd~EwlV7Fi%gTaWqT*GR}Qhysh zU_(!M_s7}%9tdUgo`rpFSaYNK*c8*vsTLGv{TdsS1bwHscNS8gKTVhDnV5g(3OqL$ zA50CO@Vv_Ic3E-udh^XJydsVSG=8cby#4o>GoGXuYq zwvakp>oc5u#3>&4{+cDI0x%?+Ie#FL$cJ10WQa}d`AwliTR=O5->D-hYGal6#HUZj zd3kx`i!AEEKebb%X?ZPMyJsToZy8Be@a@?w3lVN~gA6IomcM>9 zu(h+(k5!?3VRmI1PiKB=I@mJ0u%LSI=~vdGFZY&B{R0Cp{6vB@_iFsUd)b(3VV3jy z6~w){4b`Xfsr^3f0y!)e%h)x`LV@pS^=_S>&Ml}|Jg|qbynH3Qj_dNGzgSsXCQh@m zD_zQ|9+m0K{eBz;G>5x5@ld-KSP`e>cx#GoFDuZ(;H8r+z!PMX@h$Wtd4QL>+g5RjfrNa zxIv1nVl&_;GWqFKd_!jCQ8^jXme}TdXs_@g3yb8y#~$HRuBQxUHhn@;Xi!+qbHfQr z-(;{vt4C<42KgfO12RPeNTaroc&XW0WnylXLe?M071OGwrgn%oz{JF4pXY(Y`T{8- zhbWy38g1`nw{5m5v8yvOS8|-W*Nz3JbHQV1b8 ze#%^^$8)+@SZ|1!>#MLxt6;(#!xtGGlG^b*`>OW#HV#fh^q@G`;QnkRB;wnOhJ}K^ zZOBdCTMveaM}>rhp#BZKRMIr-*GL@!_X_W@KyybM7Xi$5K?m;EY4`&3BYk{6r^OrB z{JQOqvOad+A>P~YTIVnOMn%~((c&y?m6>&+J1l)}v+c>DX7#bCp@<>u`o77kc;#B0 zRBJ=tm6yxy*}jZkE*&g9FW%`g50rL0=t0hw$!L#!v^f`9VgH%}RNq*r4KFnupa=DM zRGyp5^J0kh*Q)gv4zn7xy5c4?guc7>h(3|XjByodO?0-DOKFFtZR0JDSAJw6S2`4- zr>y8RJS$sx+H-%iyy51@n}7f@1Ok-swD`U}aj)0wkyT+!WO0wj*yyOtyx{)*`@f8| z^8*laBZGyU;#JkudVH!YOG|eyH4Lfu_4W!ztRl8K#;Pqs`{}}(JLP87%b$tN)5nWD z*pH1@&TdSKj1&#~Md$WNjUnCu`vczJtn}<#v;j=|XH<_IhCs^Z2}Py$7e7(g*EYHcDWxSuq&p;~1;j;n2`D8H6k!|Gsy;@Ar*y#`))rv&V9|RbV~O{mgq_F|RvZLroqZj|vZgK;SDXAhi$(v{Lv* zhl2%wGsebZ1HWOq$SCUIz<<6tPr~5OxK0WNE(pX`64WoWks1Fp1cDBsh`gucnZ7yW z<9Tx|MQVGCO#}Vur--ZEs`_S%)3tBJ60bF(PbPooXTHj;%EdfXKy*7%C41U@GW$AP zZwE<8mHnef1k6`bNglldZKa#cUc}6(X+kdb9zDjs`T$P zlOx~f2KUxlT!zdKb$ZLKC4T z2$sn%ax2rn*3i(vo1*gC;)a`>8yhDl2I6aZWO4Cr9UUDys;JgY_xmLi6b!Bm3>5zJPtJ!8IKOk2?FPk+~qQgIRw+nbl^^YZd)tnsqs zt=XDdR@@l27PQM~F>PM#h$!>iSuENw=dxn1i=Fj5G{T`j;>elcuAbJ~rt~cCAX`=O zzi{jZad>u? zAig^|JDa}9phC{e#K%Yc%wMX{Qo!5WduVpn_`UX9#Sb4oaJb?K$Z@VdTobX{-7DCr z*!7zBrT#cHx2_TwOq4TpPX${sj#pVdD$M$ab>T0rS{5V}U-pl_&0z|6;S-Sz znrpo8zfwkZ8r(U;@S!K^m#M#CPYO4rcv$QHJy-#WOl`-61^$10Pkp1pvasW6T0Qj` zUX>3Qp4GfodRKnnB0@d1?mDz?sqRcc5DNcbHRGi^K7H4PVWh~E7bm_O6RrU6?$5!2 znW-rP7FjNr*vQDJr!iXt$D#UW91|Ju;@OA7!WMX*KY#wT9P?5omtUk~Pz{&Mb*eFR z63h6qQCwGEHRE?U1NE#{KpGSj^tYrf$~z}5g)&EW%ClX~C%GOw5n9=6s= z?6<5a53uyn){ZZq{{EdUQZ85Fot6v^{fm~jubC8?;uYzGi58sn72=rcjZ1K_f?Ah$ z*!VmpXy_H=c8%$Sw~u{uva=tzb~)PHUyox7S76Gi4`8_DkxTvRmi?~0Vm@~K+qXyq zD_%;t76YE9Ii6r5Gbbkv*sjC`p&^5-+Kto0pZ_ouEl)iuzH}K7l}8Y{*BLR9gx7b* zZkhL%7jXnesc57GFYO(_IfU(R;*&Z{ zd=F1#WS=Y(@~_*(4<)zPRYc_GwA^)*0g>WYJ$++@`s<4xH&2YzdjsOAPBu*xP$ug1S4#5e?h8# zuV1fT;jxs;^dvOP{rvUodO6os`jLKYf>1`g)2}SgWB>hh`^Jk~1fg(C$lT%dDS`e- zMmx?L5`C6oi#Qqnly( zh=+Lp{yhQ#`_asJ4LmO9sKpc-nemv*7`tyJ)X$^@8|1-*mjeT8!EFnC4VVqaJTyMP_*~uH z&4zPid%O)29}7|?+&+>P8#dq~H}pSVMm*Q&!fKk!+80e}Hxo+J)YA)@#g)B%!x!PB&TcVt_V_$ZDFQS71HWut>B>___tAbK}F4&g15gq*bg^o<|-GUA&qO&{l zj@6U)@YNiLn<^~Y1J9g3|Jz8J=<^SV?m<)k@#DuE4x!h@SS8R8gl9dMf@5+=*Lfu* zBrN?zs9z4Qwk2{udV>OKKs$pmdszDlOBO|v+l@zN%X-NzrqW(sq5uR4#LUbLqS@m1 zV2=g2>Q!|CRu`kldgI!){CpPR z9Xfh?oKwt-S`LQM-vH;D<_Ie$BQrBI`GhsX!>k>Wb?~{MvED^5Fu(L287aZZ@m<W^HLl1fa3XVFr)RFUIyCLkT1jIeO0x-Ok1) zaMHeWr9TaTM$^P320p>J9iU6FnB60HFbv6Hkii4ZJ5tWPC5^E1TeR{UM-jrjd8gfxc-JF3bYhqS-X^c$jafB#?OAd?s=5Z{ z_+>TIM?{!{SoLQ0R8(Lf8gMr0I41j% zVhV9@D*K=CXMg^D{oT8Fq>{#Vb{~J%)Dv7EHOv+Z)P3;4%-R~~)2B~t?CdQW9<$+4 zr>M1i6F+PnOvLc9Qodv&x2EO>qMW6oufR~%4l4)^0|P_9=Gk&^3~4xWH_`R;$h7b+ z9gp0S;^GItgKB0RzRdjgZI?v~+N7+i7v$dHGvSYaII!Fv&-1~~6f21SBWc%H_PTHd zjA@6rAMo@WsTEi%U4BvXYjf-B=)5f~#04twKag~4v*#jE8sT1d3)bQNr%$)y0ZRS@ zqWq_OU)z^}f$*oi9bGTCbQ!4k_@@jiB{enmP4+>(F%Lj?S0BeGp?pz`4+4*|g6=`< z31L#qsj7OAg8#XsL|y;Wcp;6DqfRMh%!o!nV@2_sE;@6IDNQ++e%V^mM_YRVIm~4 zXMkOn3UC(s5&THlSHmMC4E924{88>J5gbh1ez?eEp~8*Jbe9p_P6rBx*sqRsqprVH z&@1%0S}iMZ0nE6_BTy_P?j?~7d_M~IbH!3rUIFI^`~Xl_N?{Jx824%bGN9p~9`l5k zvXd#IrKP0^Gtq#?>z9hX49@W6WQsuGvOxY$Ulpd%J0H_*4TZuF80)jVQBhGqy*4*D z4Rl=@IG&{my-PbmN28mIX;xV+i~X(CXg!=0^jl9`8-s3U*nGJs0VlK#F=An0Vv<#! z)nRszBS9;5v(M6H+_}$k@1D;?`CQFq{TonS*in4i`D*ei6=QEmlG_%(*38-qwb={h zHZ~gTY9IxJu3^2+z3^rru2bn&{aw|%Ul~q<( zb5<6hR$-IW%l%_{Isa;z0HIinnl#*TSl7}h)o9V31b6wYLE+z3P9o`U0(;V@P@1@k zah>+ij8H^YCd@T$|ErHJd{)B<}Z)o>B-RLLc<2Y3)+a=F;kJT8P>l-Hss zS6sy^s+dV|7o0@i5ZD0pf6P@_nH}>yY?e!m00JWF&Jat)&CT7q{LEr=Yu{TIo;Anl zF4?H(fBLdkUPeYnPydJx2QyG3s7VyBQ)v}V9>(R0Rlvy|PIj4VY?OqbUp^jHU6R;{ znd6)GX(9k972ugt_EXpsGY)#*>rvk(C)uHDfW5Z@V|9!Ey6xQn{|7&U&0c6KIhrhG zQz%W{2TwDY|=t0K@=C1)f z!jv~GI-0;W(ptOv;U}Q6Y&<-JV#SGAc}zXR#+Pq;?QiyZ^e{T3I103?`}gk~G?)QC z>ELUz_wvJ!p(emqQc^;Rl!{4ci@fV;xd0A6g;YvCro53g^rGIj3Ee$^p7ix?7fo!? z_wrXgok|?jW(`sVJ>`(9!_%(7#J^yW1j_KiR!cb5c_hZRV#%$DjyQqGQ4W$!3^|jI zT6ao;DZ#pYuBw8?M+0h6$ZmmTAhuvyi)NR&d@Pjqn3od7(c6g)5FNn$N@08O5pwmE zOE?JoBJ}IrKkd>4wLIV5eWs(Ui-rJ1M|<9Dn3>Rv#OB}iUjO~Ovoq=@nyCz72t_=* z+ahcxSZ~oSx0Ju^%yjI7F1Cc+Uzv$oK+x;hp>5fMQk_fAKnb(U%SrCuy^CrF7hRoz z(ru4{)&2SN$MpPU-#m`(?Wdcu$m7n9tY;}tGeq*IuM!{SwS{o?_B4Ea_3D*xr?ADt z6OypM_|}SZESbvRZ_myfG5}7xo zHQ9}lq$5naxc0?rIRMTf1ss9gkE$XS0bucDbkPN38Fo`wG;JOQc(j;^B4sGn?gvd}*QcC;zHN@2;=u%X2Dl2u}UIPcoEmSgv z&VXW2RI>hg^0a=}@7%d#EBPWUjEzA*c9GM3VW{)B0k*}AN~pU2s*;s$H)0#(&|1=cKTS(?VKucG#TPiH1zud*m%96`f6D^L; z{h@~8Jx{B!8(R(R0O3L(Q-ET-@ghwcm8yrIL=PjnmX0O|{oR|*K{8(>AYdQ~kDP>6 z=97>}-}AejbQKtik_6CNQSmsU;iH!?Ujm;G9}KwI*{-AZ#~<&zPYh`G zIER57H8s&LFE4+Pinp#Jm6;z==IMx)rwJDr5WyIf*t@1Cy8H(Be2s}i=mX6Ynv#Rh zwqqQ3LQ(Bfu0}XT1*N1M9UWV;xEV)kA34-q0VBe5CB>@L=g=YD|72ZcJum*duR>}b z2ar@DAZ&NGDzj8}d(Lh}$(6aRLg!>zzVZ1Q%birt#^ZiR(APvP@it0_MM4hKVI~*5 zNk>bxmtk#$Qq-Ze{vyV{JF?Us)6Pe|CKoTX)kK+3@so_O&h|^1ABUoOOrueIvuzK{ zuTK;ktzTAEp-)v~?5$!5&*D%+8Ty*5C6z%QBqmyt#j0+2~&Qv&l+3icFv1qV|*JSJb7> z1&w_+@BEr;qD7QGTUG+iu6m>oMhbhfkC?GVtDfqQK>sOaM4@h?(>A9w9zFz z2Iyz!Tk8{bTj-1dT#0WGtm&`SbV6w}FSgE(r9FhVV*>IHj~6Kdcb}OKW~v+WG+p!E zZei`>qa0BjuvTGhj3aql1a-sS5QV3vY*FxmN}rBM18a8^9&himjExPu1kK=OfG|JVXPAE#@_4~d*8I37svE4O6p(yj)~VED>h=g@_J}}duW^Ywyiy8v?SF``L$_h z><`}Fh`L)d)zj#{D+1;*mjRd9XBUTSk{6!y*izDCHLI46hsTnWzxT3jyGiI`r9DKh z0m%K_p9q{Vkw1Jz*8HiOeC&`7+-1ojH>XK3QG{3(5U z_8+X*mEYDd1Hpx@qVIdYVL}0Siy%U@i>{`}XGjw;+!17Y_@IQm+V`MhadY<>pP?2* zdr}iu`->~3Bm|UJrkY1b}&ibfx8Gg~A_WLuu z*e5VZ9q-g7AR)np+6_C)=F!AWcNcLq^|S>R4oCis{=G)UIB-9RT1rx$=}~;yw~V8wY3=$ICV4r+cIany&*|7CDqT2vR^38Z{AKJ8$e69}?1rlt>vcv|DHMV-xYf-Zzhc}1 z|7z&h8^wnpIEz6Q5~CKN1Nu+;m=a&P0dK*=WBMFTda9ctBENXwSu(4MtA=^Z>AFu< zSjB*uPYfz^adyj3{g1(?#d>Dt_TMvgtkhfE+ok&DPr{Fm2Lt?@&)t7dv#W`33OetP z=|z8cJW}!kpgh_Gc;Rrb;;wr z?@a+sBCF{xESdE-ohYnKRJch+mA_OPpYx6<(2^pwjUF_7van;Oexq-V=RdLXoeg^8 z#Z4EwVQG%!i$_Z#ylElU4&;lG0tDWJ3W*kFP75;5?Zon7sqBLN4co0(7n9+c*12!? z)SRCm&QVxpdgTM%GV}Blu|mJt%ev%}poszaT3pMGA>Ui+C%sB>`}&~NrSEtdL27*= z9iXe)-zq)xZz{Jh(|^|JDrPi`k--J3O;G&TWQDw;+nBD|#o4j89hJ`#KK;d#lw?he z+xfms{U5Dba+daXFXh69BeQ!rESts_WKOXH!#CJU@m#dF4U=*9TAM8gGGH4jLP7 zP6m48jDtMeb+K)XuDKI(xbJ44t#`C%Mh#T@6<8wYuF}Gl-3*C5Ced@37l)*$XVk`i z`?|nS7ovn`pBtB8zowCL?s!E8lmu1SypFT=H^M_KGxK}Y?o5`HmGP~ffC+dfwEt>C zft=uD)U)hp4Y~UF;T~+wNtNZ7UHH@Au0e)*?Mc>@=;|dUdF~DidUP`ouV#@?aO&V2SL1 zOTm8-f?_5-_1ox(=5^O+jisV8$`-46T{5mUhCN~1K(<6qe^r2>S9_SaT%^bvZW(`h zQgYdvddJQQ_FLP=zD!)+uUo;0i}Sfa3KPuP0I7`67bg>cq^qgo*PCIGBWglP_D)fl z-rdy|HSUwa0gke^?+vdvZ{EBuD!TUZ!6zBE>#5QD;dpX5fwY%LU0^e!fDv4mPL`6@ zOpJ@oxe> zK0f|mQqx7_bIr0s)F;&X`j>T<`O1msQx3|)Hzdzphu!+^7EsnfdMYvOl*oI*J__F)N7>W}k5Q8TH!MBqpq31#EK9f_m5xySxiR<#}reusQs z#ALW*_Z2NNaRn%^g>{&HFEhu6@e_=RjnUINxcBq2TYpqL(mFIATT1MHWjq=y@edIg zlpyuIIR2xd?$~g}*EgzdU1e^HA+-Y~EIxoQ+MZCeTIsoC_U+p@I?8KmN9P2gOV6h= z)U3wK|C{>)nk$|#b%ekCpN^6+v*{KqDOc7>Va zcKnTF;jF#DkhaIe{6Ri zmh^WM7*^?M)Xx-7CO?(YHEtAt96HYI?gSRC2uDKr0UX?h|uQivmvB_>@%wgBq zr*pAnith7cE18G@XH1vT8OY`}e0=tBz7!R+wwL&@S}!N<2U1Eq?IaEB+_}lQALg|` zG&YWgAvQwV!$TP1=uQzkfT}Pk$jsyxG;_+~v=<0H+Vq2r#!QA6E}nD`?x^-VUyw+H_~G=`N34S+TUA zt@r9X{rrauLp8?l^q^&F$Mh2P)A)o**I7(S=v~eS^V%^|#`9}oui^nNUqrPNM|8~Z z9n&e2K=UFBN0wI=Xt7(I-aVWS@{}MzSUWm~&TYx-=~18uB4BhmmX6-91t?5!$oat3 zz(d&oV%A6GpMT=f5U1okodq<$rOm^{nvzaT1gUNySDjQ<@g3%>@GqbJuo*f(TWwwl z#c=RA$)vzeW1&g{oEgKthB!Gr1>O3f*f3n5>t#m-#VVtaF0e3-i~94Gw4*Vbf`wNZ z;?C`Uhxb<9F>-`>B1gnn{B-G=W5vPk&#Ct1(3S< zU^JS-^EY5@Jw5jy_^KknNZDRYs@~36()h|~P@?T0S;4ONKilC>VZ=JpaZ6#Mhapy> zMf{odx*U_L76Y208`;Y$`xfTCm4)9{nJtQ}89Hn4!z`~r$M;$ffsUUL=&lFZjt1kb znD06$8za8d;%d7^(!%keAHjtGA7Xz}yvGZzAtBMPtjGUj-GCxwB58@fCB92WsOdoK zhxy%}2m|A_)ZUG0=kJekWEl)bH;9I(b53aVVW{6|M&I+)6amEN7d3V8XDdRk`}aN1 zzA~oNhpmX{;ugVl0wklj$M3#}0Ucy|@9|zKlz9nkkCm8BgitJY_?;pUJZN9cX6su! zWsz43e$wcJp9N(=1RKLiLYd&=(su(EL`yIFsejVU}dFS1}NOE;S=F9WB=e<|bozO{Q zacnn!I)P+e0?Y{MT54GeM8s1N7b=^=gcO`(^YKR_c<8EQ`Krx#CJ@zg(YM^(oW70c zeE5JTb<{#gr#KQ^uuh*d$-^_V77?5Hp(WTgegOpRpyX9o*ZGE!s~}N=z)6GBkzP!G zi4*|NQSd>H8tJujve8^vfKKa+__M!|b(P!{rprLOMd8zOH3|E zE>9OiMK+2moGy-6m!idgo9;5?I2YDp3q6#ekq6gGl2EZ?ER+^q&*%!!8=`PTLHY~m zgQ$VEeuMWNhnnR?8F>YyteP%<-`1fOw}-ns2;0QHz~R7#6Aldn++QjYNGFwOEofoe_Kc?#h>cNTlPoVcX0XRSdK;CmFtgXbD`F zU;%8(bXU@x-es+o)1RB09g|jB`1HZgM#{O=t;4eZTb>HWbEQwGgn&)KKEzQg(DteV ztB*YZ`q;OLi3+<)^7>0jr{x4`b;6+;{IiWFbi}Op26wvKxB-X|{b~oJ$L357swu9d zX7cjb4<9|E4}K2rpK(d3af!U5B5qGlkA|L}aK2oEG6apL9Xtk}ru=gSA(yLJ6AO8) zinv_(IuYv3U+hCFKId*gQ=b=PVUgd)BW^2_^lM$&8_zc#1-yud^Hd8-LnrO! zV0{Kx@0**OH=1k3Q6RuMSbn_T_lBDhmh{izVQziB#Fn!Ljl==v{0>6?Rszjq#_QyZ1Wl_XNkEaRzOf)7k~)*D{K=$e=G!PV~L!s>73-- zLfkJG-t&b8&->Q6+{G9B`~TL>Qj{=1T+*B6WzkZwh&f7hIIch-<|G-CWUwr^P&fYQ z(N&0k^-Kr!nrd;%T%NHy9ZX7_nA9dcwy^LHV=Ewi_UL9}W`HELdst#UaxpE25nkQF zKrk;wG6wh*W&7I-QjA}w_%NWNY`|-)p5EjlR~`tyW4yQUqtdR-dYA$6{Qn%tFZ=S) zI%Cee=A8Bk1S<2$j;%^2&CbrnR1b&~ZVXD%&YjL4I!!xwWrI_*z4I)k*TuJ{uI}bd zVFygayZUcLO@X&!;j8{z{;_GM^j!ZMVP23v65R^v_S+NGCm z3mTSwRa2WvJV?lpO;1PmrwPa0<->Qol0g;>I2E|%Pl1E^oQ$(vNIXMLVyB%{$1tBFBDLQ#@aPZ=g;M+*jThX?*<_r&XsdM)2wcPJJFu}_@|7CU5t?vH<$Q|dG zi<1o)tck=)#A5x0<*Q{iHKMB(rU?lNwgk!@Tq&5hYjHfc?tV=ZZfmk3rSbct2?Gfd zNV>6R`98~LWXcg`fE>c%;o<#63)H_r2qc1nXFwihXz2x8)}QgW_at~8_L_8h9Q}YdPWQY*or+Z7qzA5JkGZUyIVjwAogI|AP+UO2p8QA3f_jmf3!UQjswr z8HKlIB7W+bbWE;hgbL63lAae+V#*PT*uj8K(c4J7F7pN*YY&N_N^Yk$Oq1!ewMCek--Rh+~K67oOSr>vT%1JVK zn9uL}AgXVMVxp@UBX!>BFqa}30`v3peLG|X>`xCizx)|dcAjoV7=K%LQZQ$98qL344SSEWEgCed|AZPy*K>F2kb^oP2=dBl4nFxXY&};yBj7L zbH{38Uc|&U&ws8q|KCJHB-t_cWIl)x6sGWeNI_<+z~wFv+m+`7YV&KkS8q`flcAxQ zLn@Jvw|A-czO4mKNu-QayGjjAV;0ip&R80qr=7!Yd9$r>8(%w{$A%$+?%GgT7>lYd zI)o&_&%04EYgYDNlxuks+$Km$InDVUE=<4@jtW0T|J^`wG+vDdp93xV-OY3B4&JvV zKpsZd`-SJ)Whsn;?<3Amf=Rb0oha9SqQ5e2wqW3pL=B|Inh~Z`RZkTlymw}jk{Rw; zzw`3vyg~+Qm;SIT>FB2+EcX5_s&Kg{CGE&#%1hq{Bfsm;u7KA7vu zWNVDq0&9jWDa0LNp859OyDI<&h>_d?m`7y8R`@%~sAHo^zs&+UPd#HVW|$3coA^tq z0n+{H>#m-~>r2yH+YSrcz5m`6+;Xm7RLBv$0LVxnA=LqMBe6A~w*L`11eyJ0(+c8y z7N`tD$>@5Ymv2HrzQLg6X_3gmck>Q1eEh}S(=Cd{uZ$r_`z2RzkrUelqiQQQT7`xt zM*ete!Aa$aGM7}}#Kh!5s}d6l^siW@cSsYHxn%R3QJv{sVb*dM|)BuQ~TV-19(yj_feZL^P3GYZ_w><+sR!^&HyHy930?(BrLIva07|Wun zz}_AS92(+%QK_k@Bs271-Fw^*KPw!I6XCpVXt;%V6V31^{GD>r;y>}~oyA6V+tz+} zqa_XvO+mpA%Lfkn<_|3pLv~3wLj)kMJg#SG2r`_!;CSg^W1&W``W2S=Ab@ZYY~0+p z1PoRTRc(C^e|PLpn8YL*d*i~EYHMmb;W#jILfihP-E3e*CMLm5(Op*y}hvLO=RDIWXV9VuCa0E9wp3sbZuS!GweC>H0uN$K@9z~D|LCS4l%X9 zEGgQUo7YO8&PCHGw$h&Yr=L3Sa^!o~^jX}d*m?$<6=rcbbang6q~E5c<1Gwe4NzGc zh>1clSRJ0CxHC@d@2{vd1j;a6-imD?!p6o9>0R#eGE69V@ENA5f2#suv!n6CpHCv7 zkx2UFj#`Wgq_qDvG$9lg4a@sw#sSmk5-NUygn zIK8c{rGoxwTWPsz2StdTYhFeP>-leNywv|3WzgB<37bn7V{(YN4OBTrdPt3%RT??KYR&j}q!9kNv0a6aN>ntFrZ!}HT z-zc#Ej*vLzBD#j&MUC-g2Em%ilp}$XSRW{IW*oX8ZBQ`|1PZ(!w%+ucDj84s!}oys z@HG4(IS~_cdew#TYdVF71QE0ykVAnsJ2);T>beowd?#W zjGXV#@~vJYBt)qa=|_)lX8O;g>3sf-kYgl@dUoB5A%}REpZ5FL)#gqg7Q1{%2Ov97 zx0+%q?Iso>HP_-;QiJtw!U)^Y1%K!}&YDili7e7p1J&r5OTk5e(+CEM32rcv%+`26 zPuOm=u8bHNZ7H5jf&s zd+V{Tm439_yWY(b@g$iW;zFichs|Infra@Ja?kXba26!;j@|g%#zq>5j`XzkGKxE2 zSE8SC9u!%+R=?MJbq$lZ-V{ykbi*VN{qmBI0etWoj5Hm5d#DNs91zL8g?538SR8V? z?s9wvXl)}wZ1rWujI3r^?Ls;SE4~(cd}QPW@Dxbh&|SxCv8`Nu#aS%PMc(_v5zvEF zawRbJrpwcKiyQt;wBV}4d!df)A}jCx4?R6jl!!ff+Iw@~_1Byrj>`fXbV z;GStfI0Kq_keb)(VlIIvdb zTx&_MRnQ%TQ3Dm?*nDgDz~xO*UPwj4Vgx=zmWr@8;`z*hQN_&5$~HDO<1SW+c;GXJ?+U{U{)G_90gP4@ zf}{%IV`0F-B+dODuCAGXQ`jybg5Y7>)*&kCSWtispco={M1NVLf1^&LBjG`)Ofp{}G3<>0uiwce0!2~TAZXJd(_xRmJ4Zt5kPvF!nCOGq z+Og&TrhZVNx3;!6gDD6PL0$dNe zY20=hz#t(9J23%q&tb?$BAO{oe0Mq~n2g~7Sq$^pA2Cc>OUS1g^pYNe! z(cIkp2NQLXk7r?&?QKUdDMB8xun2@Gd|Ys6a^&BRFT;#7fN0y#(myDs#W z`}cd*w-oqO+F_|KsjB=47b=|Lpr( z*MEtYri??ha%4mcB_mZ;RUzC72lRMc_2D`=$s_1t-~b9AGSsrXlt@KI#q2gMYcY7h z1bbl zL8&e6_VQ#6Cx?gODXP}sB4DD2I(<-FoLQDkn7>v#tls`aZiiA-OWyKyImskipG%0b z4Dx$Hg>TZ}w!v{gAR;=nT$e3}_hodJq#50yg|sa{Yq1wH2b)YXt3+B8zB~pa${!9E zgg)Uf{5JdQ({#En?k{P=J9;`grFM6ThuM}A(&Cu1i;7eXZs+H>T~igJkG87Ulz=dv zFn3Z~1xKJoDz-c)4-b#DAQIW3-n+a~q-2Us)d8ETbL3f#L20bWx8$E}G)Sb&m_3*9 zonvZBV&dTH8mcScsZoSln82XRmdO_!s@MChnyP_?0wCo2=SaEzkj(U zi3|=ZIHFbf27=~K_}Sr<3gG>yD;DxcD;1?C4P-p?wAjJhfq*>URFvFOvRle=f}Hvc z%{8nt5Q8wdfzvNxG4ej68~dp9YIb&MF9qmEXjpi2B;XVq{5gooObb`8WWq{yl^~Dw zM^6GLgjng|fC!}PpO$mokISp?P|dSYF-3ZT#f>_90pklsBAm#&EJ{9icRHfyY6U^y zs*ZP;7ex{|2&F-U9X+NCgU(M1PJZO(=Ub)@yij;V!0w7bKBNGL|2TfU$N&RoOA1VJ zE_er3RYIWY;BYGF|F^lh7!l;$J!0c9$$qm8M3_AQye&{SU`ngZbrad(*qI_ZAc)5hQ_$VqUkf!alVAN+?pBVlB8i;9Zs&1T9<+c1oCAQ}uH52s1_@vZLV-G#g001*iW z6PU1V4%M9fKJXL@b$&kI;^yQGf?y>b5h`F>o=PbH>hD^wZEUnbB#J1aBY)X2?DI?9 zNQDqM?U6MY3bJc?Y;qFU)PAegkpHkfn8-YpFwpe{%;>>HQ_^1g>SKv?xncE$MXSYH z&81`Ct2S%XC=sChcbf4_`Sx374niOt$w_m#F(IzU0h56%^0Q@!9dlk8~3@V11`^B zGvR_sE({<9wgS)>I9?Z#m`MJ${2Jt%_iw;~i!yzCmH6y_%d~E7W{!tNf8l0_1~!8Y f2`TD*B#$3`g1sv(PIOkeyjJEapD diff --git a/notebooks/obspred_dc1d_mod.png b/notebooks/obspred_dc1d_mod.png index 523b589faf5c330da2dec4bf3776077bee55f13f..a491ea717ee90c92d1d0ccdbc4e08f62014d1ec2 100644 GIT binary patch literal 56633 zcmeFZcUV-*)+XMDqsM?842Z;|f&mbeELlVm5J4nKY9!~Jvw9R15JdsWAOaGbj6f3< zu_b4k93^L)9Gc(S4S2kF=FU9d{pR<_%yav}#%}hms$I3hyWX{`p2^*jAUjBX5QRdK zN!}8dN1=XmME?E055A#3l*0?Z_S%R^D*O&F*WY!$;qw8@TlZ~HDEiOHzg_0_cETvs zpD0Q3YYL9xlijkW3I>t9tLO&t*S0s?_%7+oWt8sgW=Z+;q0G(2A7801I$ZJD%PDWs zGyUN)r%yW*--na6DW9VpRI?o8_EOnpl6g=%+$hLcV0&=XYvq{*a&^_5!^7i$v<;pi5B=6+0+;CW@X;Hq6PLX@a=E>|J)9~3H+ zVs^RiiXCA zTzEOUT@QJhdePmQJVl%awO@LQTn0smgCb{wt1j`oulyKl%han1%}Yy5JBJPJ7}lKl z{#`dq8WEf5U3;;nsy12ncoU@w`3F{ z>JUEr$+q<+7>+XO@BNdOx|x2a~Q#YC%zZdn-f2;+XKSyOFVsE0-9H-AEn7O&paF zKkie`^wsjQsGk#gSEw}sx;-!ao+nbJ(H8BroF{(4aC~o+P5Jg zlFq3QkeluG_pzHLC@_}`%wV&=XTXar?Hm~$9i7$uXv2*)>9~NU!*E^nlLL-M0y;W6 z(zQv*$g#xL37HQU$j-|~s#|Za5Jq%Bx*sPa(y7J07n>a@pP2n!rtD00k4D9($NOV3 z7>f!Wm^>PFGPnele7Y|#mG$JnuysBY{<~g`$Fi4)iuLA~FXFdlWXvqNk!w=KOQkz6 zQ2JEW_DoGo_?UI(npxf$yKhX_b5&myne}Y?UF>FqFxge~YUcXPhwL02BxGgl0&wTf zol7Z4jA*?!48@NyQpcVz5?s|19#Sa=5~I1OlKKZ7{MpkFmgACovFlZR1A}0}*7o*O zg$^@4ZI6!f2nu2+Gls-$;VM+<^-^iI58PR{`Aqv&ZzL)_*Uq4NB6eCTPCl#ZS#fc( zo_5E z+11RrEOk4W6sIjTc6VzKmPevIimwGCou(h%#a>b9x?){3xUsQ8qfk*<8-DeeTCV9c zhh8^cP=X*gO&AJ18*X;i5}HCJoHxC)Bg^spxpO?}N0CO1DP{w(Cit`#!JdPhj?!`R zAm_OK46ZN7x?rK(3LPwJ5zEESKYiYK;msLZ< zd4V9Fqcb!9ppGdL&km)`M}}<8G4)<7V=4$xb@lC<5mQ*D$4U1)W@l#~QG@O9_4WM% ztJ+oM!t1`=@3p+xX))NEs%ACt<=N=uWXjc^(b3TYFDy&T>`*W|ZDIitAeD&J8aC9p z6=Aq06sLTU8GkQd{RLP^*0=cryswvVF@#*R&H+RjX8S(z*^MjE3fQL%cYFr%qM(?o z6_`npo?@x#yL9~EgtZ3pP_17NYX;=X*SA#HXN%pVL zj-59aHn6p|EpM;7Z)a!MA}GwsdCX(ADXMj-18E^8(lhvdcaclp@Lb@dO25Y5UIws6 zE1|Vlq5JuTg%;P^Z{KbS>0L63)55B=VU~LkNk}ImQ=`J#D%exaL_Pf7I{%~Xn0&lV zaKV*M!oeq>3sP`}p-W~(`sAdmop&RnEbTn_f?kLk1hLlETtY&ER>U1UYy;LN!f4W2 z$a((5Mf`8jcC=KfbfeP2Q(;Bo*V%%T1w83!Xp)_rheFFc*td$k9w5U*N5N(r1YOI7mz1cTDP>wVw>?uT48lR$%!3CaA z_F~gtJoWOT;Xt0SW)KW>|7i;t*L55+=;%54`yK0iby|Mg52tk&mXMwu2EOrbLN)zFXLLSH{V z2Cr7Zg286S;E_JGuIyr$oERTZa$0YQl>k-H_B-NOSXgL6-#dyo-iLG|N;u#s*#RCV zR70$)ZFJ}YHJuh|PVGr^`mL>++fg}G1FMuAa%C++WFzr3UUkf^YRGyw$>C7`*~esr zhzz9%M(G3r+E+sql+RyY95uZR0D7n`l0t>Lzu$bJAVGlsi$xa!>E!9jSGUnNe zG~soGF3HKYDA*9(X?MB_=6C^*_19S`PDkZ~t;mA3QNeIp8yYeOOdD^eN*5~mMG9f% zwYt7B(JB?Rf*zNpA!{p&jM`y&wjV4@)zC+9CHs_`1pUH46*ju$HdY(KB`BV!p26S! ze0`e*-9b;tl5}Hk?yq9G6ehIavB|4_P54a&w&xgRAadI8M#cDmBPu?etU?-%;%5Quas} z8NfJVX|W5fYTOnatsg?N>s-LSJg-|>C)Ckcr;<#RFb_}b%ZU`*)Ipp-?<7BRSF;IAY2brns%h#bJBaH;{W@ym+B! zFn32rrsc3C{$A0pNdPgyLam_iC95r%aq3N{sv5pp=x_oVVDweQ*A0Dc1`V(YdCaPm zwa-FaFMft(W2s?qSFT>o|DLhs!z;O_t%JhGT;a+2Ec-;SV@PX_^co0S$pqEx#lo!JwfSfrWuA%B@`PVCrAJdZp(dCE$=2BYp1p!6$D+LsheTw}p?XFK#NF z-;SAIK;YyQJK{5+)(imF^H~Ia{Rmz}z0lsQAp@FF#NgDJ14#%w;NU&$P3gp;2%g1xUa{$?54z!7*Dr6O4i}tX%XPvyD{xBk$YqsK~{#n zv$N@z$YlJvOMkXeu3Y;{ZG^x{0C5CP0~cp!ZChKe9_NYF_-5Pw&re{6HPSIzS)AtG z1t$PohkOlx`_>!gT%0Y~$GegYuS8P{B3ce`fgX?uK(7I?jCWyO6B5pY48+1Ou-OP6 zJQU=jLT*qS{tQA6txv^qL7~VDMRUUfzXc4y=dx&u_~?q)=Mi&3areHLy{RcHy^!;9 z7#rFBP5V^g<-W&!5D+|a^HWVattfq|CLLDmquoSnK@BBh2ck3fV!6I_k>LQLWPO(@ z1u%u6o#*A+>IJrm7qgstAu8bmApOV<=g;6TE4-pxW@3~ppLiSz8-hZ<4Ov@(JgjKZ zLt`X}Y+hH_wE?Cf*lioO3Y}q=rqV>Wd zwV-Ps5oh!gK&2fLqQSy8D;@izwtLdl*x2~mw~w!SJT^Bz+D~;natk~C{ZgRR6)vvq zKDQabL?I!k`q|)SBv#i|Vh$Xr3}m6WoByEQcz$U~LR=j1i_J)Fs+t+gDQfEH;M&=2egRFJUScD4iIX65U=TCrZ{42 zZ(l1?>^P@gW}@l?X5*t1K|h?&>dYDDm=S%_!q`u#y3RL9)UYAq>&bt>v0`#X??@!M zxpHGu(=m#`u(X=$YA$SA4!_-a^SgHJ)CEwW(NRM|*X7Ha9vch#!H6Xl-D7HIzw7

#GN!h=EdKB%DkDw9=v7SM;)~RFo6$L>Sv2K!(iq_7uzl zE9D4-gPmRKDi%!Y3NH2XV?_E<@=Se9S?%rZ1vtm$*#~==5s%|pBUvhaE>8X;A-}F} zG1Y(;xv*^#=JE%uTM+er|&SEBOw5kE_fJo7#-nu z*9d+Pd3IFm%~I)mdKw+br6}*Vj>+A(?g?>P(B!a|c`>+CF?g)cB}J~ij#_8THJw`{ zg*jKZqtr6^ga78T|6IQpLz>04Y_eVKAza48X06f7yd^6#u8Zvkb2YrZT?eSt1md!Venzx7l<_$?#Gs9di^h{<$kGiU(7lY zWwDR_{TOH-($bd~bOHlUPHGz3UuCTBjcbh;Ss>6WWv{KhT%C|kBr2umC{FBFGRWa{ z+$4x>a)OQx4*H8w&So<2*5q&*3RE86(-RUBq8PQbev}MTw5Y1VJ=vAd2|hp>PbE6R zeEcB9*9^)SO+ScO^nK*4IMdO5F{SANzh%b$;LN4%>ftX1j z_ku2rbgycpN6*|Kjz$xKlql14Fyskf5Mm|#Z;F3ORm)SdyAvbl?Oi$94Iauanaq$} zz+u{VZf>qE-^L(I`m`01Er(|#F={FOU3afnGa42oH4 zi>yVC8R~G5w^kn39JfY73#$R~H&sJ?ZmYI6Bb4BA!^3^Slb>W$Z;L)iLP~B291}Ye z?II*MM`rqN2&t(O3#g`AGwy`U@N(Oc{ttXb(! zbm+a&mH&EU-P=1tfJIHHc$IlzZ6+&fbHIn9sA!>Ow(pu=vX{HUs6?QZ=!(PPtnvh9_Bvhs`` zJQX()YG2~53gc*6;`Dk3s@c1zWFXg3z^psC3Sn)FAvXN`+hf~-+dnoW2 zjI(dIVf!=r-9=E$E82zHH#A7T$ zRu<%8^cK0izHJVb?P#yRn zeUf0HM0x(pqVvC%t^da_Fazg_n7T8^j!{IpQ{QFfDGV6ScPnf^fvUerBJ@ptpFQ*D z?eTV8&2A4wiFU%uWuKQlbMVRJ$V}(Sxkl;sy3OfAZvltQC!#Zx z0quI_U0z->HND^m(}jBfgBu?j{h2pD)FW?=TOX5xCU6N+`Uf3Kp1aMtVc+IIJvq2G z>bI)-?eTJ_;~xtfKfXWZ{;8vH>PD(4 z?!NdIe6}(qZ)|LJ{B2~d`&7P}E0(wvi*)boGJ$!3d=e9xzy9}6Qb#7ko;@M^#{9-s zS1A@sUd~ZrN*L}!Pjw!}rVRV`?W+uo@`&u+H$H=i@rhy#2tFw1e_wSd=XESE4}A6G z_HS6^bj&mNTORO%n1!j1hL+ZsM#Q;yafZRWPPnjmm>MjC>NMfiD|dzLdm=Ar6LslV zT!p8*t0JA!oql(eY*a6ur~=o1G*h8;?MD^G+7fR z(%vt06?ab_L`6^ij`%KWy&d;rX3vBwJ$D+Y7uiVh;|JU8dh^%^;({}yHoF}t9Hwa$UGxFVN!PI4Y{AnrmBIl8s)LeE&bfGn8^q%U>uC=n6+V?Qe8^?$VK z-_8k>v`OnCP*H&3qHboWnA%@Nr6jbsds`GgTb|i8w`cO3LvQ9d_RiaW>FfK77wi1! zwq~CtO-lLfGQ5i1`IW}vOH+bun8ra=^Guz`i;q^Z?T{=qLpbP2!DknaXGWD+pub47 z>xpa@&YYRNL)rI@WX0hyr_C`ne4%n-ZrH%2}RDeIUn@luTz~wWhInn-1_(PYJ(md81{h~ zqPbzs$m)`LU=)Jgk`!01zTaXZd>bKH&1f!GKdyoBCt!HDCfdF}a^L>_gJ1nynO#?g zf^|R%Ws-jPw7VjtaX)I&NiA1=eLkTkF`pD3@Wc$1%gepxkGa?}l6iWB(zsB{) zfbG(@w$7Zk0+Iwti^g2{(guo~l#+sQL_Oa+jtNH!3xdw~nOQ+zNSIFu0w4_?gx^C_ z)czjpI_sS!8)~jV2G0TMhJ!IfQ#T+efoLYD`XkBSo2i9qpcEmdN2nzDg~UCO$5g#+ z0?AZ8dKXAmpF4kkusVcuuE%BO65nF0nnihknHRzwt*)&NHpWTM!B^aN>PT~1dit}u zFCi6<DJX!S0NO7vW{?y`o1E=4(*gY=_@iB>a^RZw_N$xA1LZz6{3P^{ z&a=CR2gEaH1y{E}g=GvF7;kUjPM9p7=W71a1Q4U)9)c&+(!O@tfW-%Ln2d&m+*N3H zSw|In9clQjiRt*=v9k>l!`(U%LRyx6-C<2S;~}{@Y!ej~ zxHf3jYO*y8Q+u&y<1jN59JS7V2vvqk>2B3OS-QGI%5hsWmgIvNHBe{zxa z^wW4GWL8OrHp)eS@!%~y-0{-W;TUjLAqLgLCFavN{R$}sKx2}XF=@+!Sq?Dqp8C{4 zO_yx0m7wRGEUhNKO!Pxf}bdlH~EWUf58Oz);ijU3HMC_;nBNET&iKy(SS_j7npW& zab((CMubYzrsW?_@62jVJo;TsMA45*7J|QlzP^%M4?+4OcCo{RhUXWtfZPR$MO~zZ zWQIz(2ez54dS{``V4?njoC!h$#fk{;uVMjn*S0=5Vo=xmW1Rp5fAOzExt;&__C{#l zB!m{HxErD;0BZKjRW`7WzTTCp`JjO;!bsHv(8p(&z$Em}{;dZeM}m2f6jo@R2-H>} zR3!w);lgeO!#0PWh~2((=O%F4kW}W<+g7$*oTj8Djf@L{$`V z$cdTuhcX8oa84W%oxWSMJQVVYq>g`AjIlO=aI=~LN^X)p`@DSN)aK&U!l{!etz)Dj zGas4T;-DSi(reQ8qCAlV{#3nG8^qf@Dvr~Ap7)r1iG;tWKO?%fPc{s*IehM%hS{vIp66tYVgCto+K^P0~m z*}oSWc${z;UtZD>4_iEYHtLt46=36kJ>HBhAX^{e)a-_6lA{H1Jc$n30`M>0#ogF- zS2x|zBE-)lzmO~MBL0imm^+K1WVu|ctJqBkh?9p8!S$|&;vmBQhet)P``CK{O@6c-&Y71b-DPc=3-|C99M?CH%!pE4-}o9 z&-AzpXd4>3eckUV{*$vw&hqg13!S?QmHp;F2>IVe$U9|~#wJ;Zz;z?&_wbP;JcWln zYjm8Q$J~m2ViKL5od<$T*7azGT|c(Rq3X}TGBNf8rHw>G`oX)>^EZIsM6NXN`bcq- zUDKDncp0Lmr=c20P?tpiTQGTUa1ts$3>{>ng#9*GL_BCZ^B_=KnCWH~@c;(&--ps?O;bpTivuIjkks5w@gnYxW#l2b&*pOo4qqgJLz+uw9e5+AtU%s)nq=S3m zs$S&GPT+IDuF}t&3o&y`wfp*7iR>4VjV7A8GIH50FtYVue@2Idb(g%#I#OKCyuoMv zJ^%?#KRU3x41XGis9n-#7lvKH5DgAwuCtfO16Cg@9NWU<6Ie{9g=a9E`~xk@VfV;Q zwIO-?0w)&jxx@BnUlY-Oa+2e+T-Lsg4?k8ubWCngQBhq`b|*Ty)6|nk`CI3w zFxYe?GT4Mj2uEQ`{^WV04p4)aQ|l?~zYZqL6t{PP%MKYFs7h(|5}?+o_1VU@86e? zQK_~kPIU%u`mZ~&?8TO9OaDgVEV~U3bOh{hEa}-XF{|d@JbZ6A;!Oe2SN@0c|JT7Y z659PQvSwS9f9W~vHG3dZR{eT`Ev`b}q!q@xGpks<4 zu)6BdeD-mB;fG#!XH4E#n_v3`L;Z|lbDf-j?=JR&jxb(%9+Qprs^BzKiMQ6u_r1kX2PH(RGGY{V_7p#0Maf0wcn_f?d zliV$u!LD72{A5pY;}iCh>=Uyb{v16FiV>InRWWF_H4Sekg*oB{9eTwG4)W*+=jxvb z()(Ymcq16EtLiT3VUF=1sY^w>EL{;W*<7Ha&&8L`rf<;e8%&i@RzG&SOg{Wc@a=xW zXol1JoIlw~$Fv7)g!&YteY8ih@7w(|5xHQdB zocVD7oZ}?#U-v#e2#s&A^*oh60AaTC%8$6(s3oW|I2klCd-5{}QCqECFzKztDdd3^ zt7Cng6t4Iu2@$^OzLyn#)l;0hwjQ6-*TSOlyLv#RV1|0^`H=^^X8e=vYjtdG6=avp z%&do`MA2?7%bSDMvCo%~hQ{AGiJuv&E*qR1Ek867vi}bGZcW>`ZqHx_dk`l&b34V= zAJP?MA!iiT*D!6B-#A^nfa`ZwZQf$?z|r6>926S&@zR5b+z@*xU;X3j^m4 zty>p%ceJ&QzAe}u^NX9Mo!2NSDY>p(iFxwmH>ebHScS?TyNy-5?vGa2m!`Y#2}dbk zIG#i+z{T}mK2bq=%91Z-WyJ}eVGQ`9)#X8d7BmeFP1EXXL6>>ny1U2qWOFq|Qm_Xk z^4#x^0^&SjEl_0u0p)zVK@^>%Z_`+FUavb#RNeVR>?N_wRD!wog7kQ(Fn!nXL3neW zaNPuh!AJ+ZYcSO46wOZBO68zDSO1u`_pYdrgyJn2+hCi{v1j5#PSE(kz(5R+`e_Ud z>niOLD6gTtj~}x&c6C*kzv?R_l{`+Odr+tk47)7$f79iF8ITjC$4o41T~@hY&N4;j zy40CEw&1*E8fE!bh4q{yT)=1D+x2tah*SZh%R4nFF^sspPedgj&3x{=pq{q^(n*$}tePF`Kh)8)Hhm?|_Jjat5ZCn4*{dURlJ zY7!~hMWLdv7<6=_DmyPVr#(-_L0P=A)3hbu{2Y#<#O8LQLS}boYisMX9nr0)Qku1o z(a!h~7#LWIYierRPp_jmmDIIir@A97qEOIUSpWI6*pQQlM+sEb^<0gYyTCQ1x;F94 zd}iFZezL%2Dee7_*26wNKKw3=ldo`im%-e}v^kBrigq+}P%~9v-e%wb`8SP^mN6Ge zR2F!EW}vF($6Jzh{9T}A_kitVO|jBWy@5GLJ@PK`Gch#0=GpVksj5buDFq^%>sjmW zn;AIR*)opt*f6%oH9*6 zp0{_n*~liDpRJ7&!9Zy@oeOO;LXd%B5CGxbfGse5iyxt?L>xLI9I*XM^IB;q)ARCo zk3K~+UZnOLpYhmSd!~*br#yUKacN_zH@I%ZMCuYrWj&P=9oD`<{oUr?f@|zo7kKY; z9=;9|H9j+=40J{ny?LIR!*o|hm%(K!g+v8;F6x#tFLHmOp4x-$vAME_ilmZ!Xv$Au zfyJ>dLLlMOr)yAGJ?2odrcsqPXr0fB_rDnn8t_4&tGh^(bCTTlr#g!c-f=6Pu;pKX z{X@Bhe%H$ftx{7`V3P{oTkRx2dSRk zb#kvKtNvSZ5CMJ(=2QHP-IKzAH@6s%9CqAr_ZV6k9@g*1_jbE~>bD#PPWvB4{&t4S zo8B3WKvy7CmfJx!Hf4H$WyKtAnld=b7M~)b4Yri|{O<#WbFw<*E_)PCy zU0v-fpZEqEQ&Ltwad@A9O33YVOo2<^ih%EUM%rxv%SAFl6h7tI1qIATGxT{2e8x8> zTauNzg@jV`^RF@;eRlS7n<-CnON%1dz)Ngw^iDND?TDO6uHh)k#>OW1kt_!9@*O|Z zU3fmKF5&jM*p-!)J^mLdeV*TpwdSK$)zoZ-Dq`13yT8}m4d%A=^XEsjN4$n`unp@) z(btZSP}l-<+#h!WTvSHJ=|tL6HdaE93NV5-H8LAO z@C7j}>`Oqq&ONct4|f%gf-J<4eIabNdIy6kSs!BW=;+8i{yF#Oy|EelXD))>iv|+Y zPG(1Xy>xyf?QVdXvAwue9s~a!l{ZDGH&pbJpvyVG7r8`!P0ajQg8YT%RTI!ZT2E4` zmFSGqhN|;w_5$8%RY6rXpm^ox!F_5TLg1|7SsPk2Xn76=|IH&*8) zCPt(ipBx(Uq7zyFb7M7mfgrLhN{wKoWM%kr8>;{!`-%XV6NC!_Ed<96bO2FfW%iNg z*dt=p!a2r`=&DskhGvIZHOVCg>5Uf8C51X220&=`BX=hjOiW4+0jTR?(5sG3x;MOw zt9oz2OWfcUrjP*Ko7+_Y&ZZXT*7FxkW`q$;Mvs6&Kxw^YlPMecM?dkI7JYT>MZ(Js z3tg4E5Q(heD<+#cd{Z<3KLE4b>cObZH^g;=vAn#1j`T;$0cq;5idUm5y%L=1*JgLoj-5dh{~QJh{m>&3hYFe4(*ej zK4%acd){UbFDxbhd`=drQk3T}`-0QoE3IU8E@lJhnN4%~Fd|zeAAMlsT+G`Rai!+AQ|>2pU9oH+O!G>Xyd zpS~s*^RjU)n}?SdT-4G$0d{eXeOcY^%kz%I&4ADSmP}oA3=DXH5X<-_1pGl7CMw~=;%{T4$6r{5l5Gcz>>-~p+zG4ShC=A?bCm6|0%k-}zE+>ye8 zK|${=ieDKMbIyX0cGtd_zbGlsAJLP=BzE2^UtJZARt9KPS@|49fe1;ToWe`Cp1c0&M%mRvzHUMQ)W4jW^cGgE z5N!S$kSkV=%&nF%ZmfMHh}2`KgNiJ^2NL}?je2>1C^c^2(e->)z={TN)a zadCr?eWRn$zy1Ci1~;2tL=S^nx(u;<4!D3{;`I=xZ$w^>ewUQL?UddX=!p(^Hk42 zTCa>2GWtmQ%M-u4b(JvdDCj)**?IV3(__z*8b-W*;8j6LIo{ z_f%0)=SIhLuW38EQkviQ&i}PZ?indQ{P1Rkkpr@I0#$GK=+o=`hW1gz35y7nF&#ZXcKC3cxv{zV9V9r= zAZ_V@R-HrQE>SOHdLqDjG&aiL`>c^jOG%nU_~Q$GfxZRjq5_8*%_iyqT_cm7yZFpl zf5Rg2AofJEnFd=hV+B`DJbs%8@zi{95xFgJq-3poCbac->gM{0$ZDMju_>Tq`$6gt zK?5;zAAZ2*G49k;+uw?Az_(zi0!O5!rDaUwl^BmUAdyf|^UtQWF80~ws~5Pf^w41Su97e+H4{cUEtaT| zbgF23OekvLo#;-Ty2}%0rnCcXJ@=^;S9E;&vX`{I3Ar-+Ron?IFb{2Jry%G6!X<8J zPCW({%^ev8$uKiFH@3EJ zwExH=2{WH-vVD;#ChPbtY$>U<39gERS3Eakpz@x-1!Lu$Ng-^12yMX8vjs~7?V;af zvi(<4OnUZy48Vl1U!O7>85({_B%4|V+&^T=rz*drhRzQ`I*%Vz+})F!ni|ie;6gIr z(0OS;jP4Jga^|{wi3&}jiQFP07+Ao(_rSK1Uh})9cOk7$b>=YzT6|oDedzH#OpT{0RU!|b9LiNn6`nI;W?|(e+fh`{(1EApl6Bz(T31k2e3Tz{rnw$hJadYdo-x<)T zU66U^ImtMANq{pDK~dAvHb)3JfagSH3uX|)I*1&h!lPo!9VF;c$|gO-+!;whPKN@#2hn6KfLzudOI3imPn9}8o^ zzzcE1W(=mW-XIh8R{vEwGS{;fy;5lR`v)9DBoxnMMU0Ew&88eq0~uYH%rShoJcqA07%Hr| zYQj>MY%GRNg^mhAvbeb_nB9(u?7=TeSNAIUBWUhq=Rb1mh<}HEGUICoH;MOF2~lyq zJ*r6!vj;UL5AJ<`UY7BSzv`5$hwqCQ<735USJTuFj3#3uxzv4ta3>@Ijcr#cc;=Ng z!h+8aJXxsTli)SwiSM`kAa~*0m@Q9gBE-J87{y9`u21d5uBU@0iPouUT(St$qN>4c zOx|DVUBxFIaBMhrD#l9RK+yS&^K)*gdRlY)YRsfXV=NAg7RN`(newVu%~ygc|7pU>TqS z)D8+idGZv4>PCREfSq*AQJrM(cV;7d;`MuoG{6o>1{j4RKpOUAzsHmi3ogk7N-=fk z+eiSx20%8jE}_W?9BFpk`R$HIx!ek611fZxz6Vw&JK=CRyXmg0KtPYK&6HReodv7G z!omWq)K-Mj6^Vfc7Q457v?sNJvB<4+uVJTbXjBx&)!fBJ?U}e3{J^;%u*S^)Xw16JRDL}yAxN00;fJao-&}acNh-PzoXS%#1+BcuU zQ-NJGLp-#I6M>uu|$#J!Pb$8lFCR@X4Fo z=h}mQ+N9Y#r7VGuTU>=PFhRif(K`PyzXixBb!uuVo*N1jvLQ@@?R4=iNXa0)JT;pf z+D-yGf%QU&!pPCZ-=RJeO7Z_H+`0l~>3e-oj|PM_6B82zY(!`BlPq@X~n86;)sP@y^-1O(k!r`Ih7+ih!I>)tiP zhQTL;SC^5Ml@8ztxy`iPUGz*907qAJ4H)W)g`|=aG&0FvWiZcOd^^V8)R?cYoBjAf zh$^^acPzN*o)_I)d-$M-`jG!i=mR>M*%!XPqj1y*P}SR0!`~WW&ujS>vJqgJr*}MR zv<^UBIFz7c3)qI=sf(11ja@W$ENV=Ml8TYDaRy!X8vo|$U}TioeFF+e>wkZZj z1F1sOy6X(15*oSoKM+Q3;_-KzH)aa!|ziIoqfg5m0g8T^Sh>k;5 zcFTtzobt#>{W~H03&}VU>ZHrjcs}ZuMKArbo*IiI(^%yRjb+^CW&cgRg^erx{7DIG zxiufHnW8bp&W)CrfNNaGGLtgE{DU86pVZU=52$J;4Io8ItG^S0 zX*G=}%?||!boWk03bD-4$ZZjEV%nI;yL&|cj6RRe-QwX`XFdsBxzf-`Itl<~x%<(l z;jZ7!Y@3NS?cmSK0NekHTh-Z=uji1J$w8v1k#bu;!0lFQiopB`9YN1ErkK=~SXq5Y^Bve?}4-dy96p2qc zkmC@S&yTeYJ1;DdK?DLJG%TzMQacNfa8oYk;o*sg90rL?BR*A< z{e^pnxiZ<)eT%U%Ti+Pawvn4#5mS!9-3%24h_BYyv9Pn*Wz-7J76VflP|1=Q+c27u zGdTAV$wv6yTv!>2Vn9;1DcBwocq%sA3ALJW@}+8pPd>M{DglTXBCOahjJE_ePm99= zTY*6Jcx*0tFu0hqQYH)5>2gSzduUNT9Ud8hK!A&r(?(Y#p(zpYvm`$cpZU*B(E`LB zt^0i2O>>QE!u7$_gNGQOm}mk{=@o9e_vqQz6|~N#g7m=(M}|!DWcjM6O?i2EUL1b$ zb16wtu zX~KX#-v1!tDs+E{Pi!L?L*F=0W%(g}biC2@{f17~Imh+3=&ayobC-Tgz88YIi{~5y zAQE)!v&vy{fz$7llo@jR=NcOupS5oL`Fbh{0WKVGJc)KaEeSrX0E(NNLOU3=BKKA3 z%0v7Fo(N~&phfjH(jQL7IwHsxaYs3F2EE|&raL`fftk+nUiQya4$>Hg5jNT@iuFJk zfyAwl3oM#KSWh$jD9LeYHE;!`T7dix-SK=i`VqS!rWXXC(S~!WxhgOD6q5i zRX?Q?61i|#i|GkC%OW1Y2E=vQpi?Ei>>%p^qb&L0{2wL&3l4w0ts1)1(t22_+5FW@ z$gv5f*~eizr_u_E)5OYvBkD$-NjqMc+9tlFq~zk0+f6C!u;b(+#6vKcyB7l!a?S8?1!ks_UQBVZFa+Xsr>3RkW8@4g?UwLHKgG&VplN!aWxAta8rYE& z2cJ|LE5jYP&t(~~cRGXh1-4e&Z7YAgjXIjWPGISnU){R!y5d4uP37goaU|&X0f57+ zTjGG~&NoUVD|KW(+J*_~n9N7Ka5*3cEPrtD)T!pq{jgcd;EC>?384ECy z8aPsrj|{upP1#uOT>IXx*GZk;u!{sbqIc9ht^^j(Z*Q6uE8UkFXt zgz=uQCv&biB?(*3fd#QIba}<-RHO;1#2aT`+2=LBf)h-*wladirr$V2;Rf57E)_<$ zT%x*@G+igM$qJ=Y&EKPw5R>6kb$xWLIY z;cYqaD15X^F>+w4joaB#&r8BH6#&~VU^kWWQpkAiFQt~8aX8o# zXv2mKT!!=33}wR^nN1ADSuY*`wePQG=LvNpQKAx~C+M7B=P0F83w_JC89_=UU>V`y zo)QzJE9ItffrvYR@IaF#8-e179v4k94Jmj_k7y7!rJ_yZ8cc;u;+Cq_GcTAktPs~` zqC|N|nGD|l&`gRLhNHM3vw5lHMbnt+80G#{Yp_yMr7V(QPG?NB`fd4Hk^}N`bH~#( z3Nh2y9-99w7Xe8GfqK#T?izFN{1g|IYCt={^xM&uc<3XC>O90v?#uA&%1*Oqc><>l zM5t(NJ2Jm9;9y*cMk04KVd@x^|5oj{ zxl@P>J?&L?IIZQjEg37m3Kc&8K>6d(e{L6#_?~ z#K&$ayO1Bk%74mqcO0Fi^tk~_=O8=-wim<$PAbvaQ>&RF^1+Ue*3NBaO}Uo-`0SnA zw}DZY>?m|zypV$f6GP{C`|ruP9o2Ho>*-TC+J<3l0#jnXtPa!=h-GmW_g_Y#QjABb zsi^AV?6B0_Rz>5-_r1zubUE(hopM~Jfx-raPKeOiPLoT5O}A@-;^)B7e@>JGFZc8T z5GX}iyK^+*GDtnOdJqW=KvRvwIzksO8ONw*KLaTm@EBC_|01AmQungda+ay^PoD#E@jkhuMR%fLI zuM0jB=t*@v+05VN2X6dqeSz5qBJE%eb2DDQwpkcggbi({p2iS~?%f4;(m;b++hoGv zz|6gRMIqS;@C9Pa?oPTCaQl!10+I}D7bNQfDtApnMjv)>07OSB$)Nb9x!d9AgYaoe z?86@Miv8ir+b2i{mu2VX#)G$kzHTwTi-|c61tUhfy5g{JQyB!DIk2$=aws~=)6+}k zC($sc6(a;>TA>yNj`#xeuv&#CzJuhK^y$B6i?0KTMqYL(7M5#g_(f#n0Fr_EVwBv< zJwl}#)b^xIb--q8pr9kC_|NYY3YGTrGxxy>P{49RE-bJP*aRN?W_N?SNHeMQo$92e z$pemOUww<5qBx=xsz2leWZ;h_?aXTo zMl0>s9G*+VV^TNRzO2PQk5c|w&tNLY7R*U^L}Dl-J-y!WKq-$uPDhG^$^T+V5JX&^ z6Oh%K!1uTzftC=GVY@77TH=MIw|@II=-LlOosiQS;63`g!Ybbs;crH8NrD|KqK}lT z#-{vpPK$^7U>%e!LMkobJyPfh_Cm%t{NbPm*6}Voy103T06S&pKU>og#ZL|MO2Fr!&u-wz$7kw!gW*C5aOv7%0zGOsGD4 z^r8X8e-iAPDs_UE&XA$-DSrpc0*StW3dUXRce>0=tH=eA(B^SUT2P+SW#6y0ApF=7 z(bQ1SrEG!il81>s^NbwiTuIYHjwVQg`S4-brClW^jGUc?8olu;I)^6K?*)%LC&c!D zR%nBh16lqheboFfs#PAV^);BW_|9EuA;e?bjRli7A?Kp{*b zDT@yF14~TdxGMrd-31HX|=!Kk*5FoF3KJS3p$))ednA z5Hk~SG<6f~Y6)vWPKrie;Rkc~K;9bz_67Xz{WPc*21>|os)HLr@%C!lfZX%mC#BM` zx{;x!H9e}E_d@TZ(ZRhl=fCf;YWymsgd2%Q)aG1kSX|77s?>YiPzNQ-p6U8Jr=p_b zdRe#J1x5^>1%3eF!n-8YI{?81;2GZAO_d;CjUeRZSmz>51jj)FKbIP^>X3)(y*C2I zx4FhU?XpAIL=9DOk+&E_TdSve$oKzD@udgHc{&7_^~+s2Zmh%}@SarQR%Sl1P4}YG zsb*WvW3?Pio^Al(x;L@Ce4?1lVo-3mZVi_?@0p0rl*<^qAGPR3hE z{>d=Cu0WDFd-CASu!34Eu-p#Q>i5>Ruk^fQaIr5UG&ISy<}xoYK3fqByePzosjgTW zMus>QRwWX3jY942rt99R1wdJbBDpUp3V#2CxyO>vRN#Bf2mwJl(L5oyGjHs0TC|_6 zOD6~`+1c5Ql2EIHq-UU>4&oW=G$eNfAPNdDBmtg;hKHw2bahAXWE<~ZM5AnE~T_2{#|!1_XTejJM37Mvlbg;Hyl5h#NIPpg-8AA$hLDpYdGNCs35H3IE@ z9P0JRo;yr@8MI37-ChlpEjPqyP%Z-rpZ8Ltg=>NlcUU6sNXrksRn5WSLC7Euuv@ZJ zq1&DyJ~F^P@@~6KVo$TikO(&TLo@EjR?Rv5-*fSQUQb@xN{=lBj{&L1E^`OY%9fhT zhi}Bf9-Nh9McehjDBIngyD)VlO>oRQr*nqw6cn%m7Z5bDJ%OSE?LF`Mp%}Afv@8?$ z?dNJTY>%p=+`iN#RG)J-J@prB*6Mo#tOWQfC>u63*}2iO z5grFp2Q`yrL3hTt)e?2*`P3!q?PgF@*ZwYwulzwthJ!7`026=4f(1@=C{rRu4x+)%NMRy0@w0vfDjCLLTjUWP zmOitaAJssNl*M|Wd#LMAKhOSRe%S9#4UnZj^v24_Q=>Mk*c<&tR7KDMZ0Z+8CYSs7 zkKxhq^{4%fNP!5TQjtk5dho}jbk-J!`u~yl9#Bzc-`o4S5J!hYN_WnL@f%y@w^60UK29b=1R#UNMF1A^Wo&SJR2fvKpv^&-j zX-8SIR|pvt@YBlv-f^~`B;WoApI#8cij}yD+u>)QE7q)8;~j|>f!4t~mW_tVGO2>* zK0lw6pDrJN*^=AO92x`0I+j4?kB=YH@g^Ye;$@7UivU}VI1?s+1FUZp>5@?C+~l#i zb2KdIZ)`P9Mlo-^dF_9F%=;eS0v&8sX(ayYnwn+E+v^V|UJwKo>x2&`9XizS^MFR1 zoV;BD^eMtr4H0^t`#+Ti;7r&0YbZskH%~sQ;o*y&sxP7^nMEShaY^X<4qDaQtWu4d zJ3v=G%^j699`eShjz1UoK7HSR3%nvW1_!GG(%S6l?QLXW(EhP`d~9qpoxc~ff0XbF zGaPOn6D}#!@2G6iCKc6Ck<355Xul4FAIbi~aNg{a2OqKvOf9BaF)was>No7$1b(C- z>s^52t1SwUDUT~je4M6j)?!y)Fh86uTG#I7i_57YZ;OkY%`)awvVJbnZ+W39yiH-6 zJz#8j#AkCKYFU{~sEgI`Se^CdLa29n(Ro7NmlYh0D zb0sWo$xLgA(x62EP^s%02{NX89!E$<*G7F$7nH94O!yD?H)H=wIZq^qEg=lAhsTwr zGwcTq&;1pzqGML}%7vUEtvZC!F%P%TbAyd?ioj;Z`pxjH)>}W z4j;0bAmV*h**p?#z~jGjvM$_|%FcWA73lqe7?+Tmsy_O}z@PA_k@_RQ+YCiw^%usNTM zr>B-aQ`S)AV^;MZFBuyflh`j8zw_})vGlDo&t-rcf&RR<$v8@|NHHE<#!Y@1uoOt*hg&+8m z2MgM*I&f3~C`RXun}^3pk7wq+&3Eh*ZHNT2hO<*$dFDK)D5k$O;SjRPs}89B*IZe( zx|>veeR&jK=*$DV1cm(UsGJdM$LS1|*l(yr&wP$6xAg*&KA^ywCKsa2+H=cUOtPKn)(K5*2%4<=6$skTPG(iL~lUo4=Os9ao8aI6HOc2 z+?mgzD9CrcLxM-z#Y=As-J&hneF{DZia6E?&ViHP|LhF%M^Ox!Gp8;m=O~&2VnUTt zACYjPd0~aT6-dq7X(@HQZBcmL54L8tsYrNiE-i_Ojy3{c9@s7Wj@C5N2RhcfAPzAI z(A2iN_ngF4W~0c=CGC59{XqgooB-^dI66)K*&L>{{g@BJ*b&i_rROp5Asx(Y{k{>E zZtwL0&-9tCr1RHbk;$Vf#E8;#N{>`BSNkd2awaCH+%8_j-2jb>3^ZLvx=T=hawz@z zR}=qL-Z}+&HyXY?0zbZgjMXfFKT6x*GA)ttK0MwI1fwTn06ZuAiILbSolMhqd(Kr) zV5)MP*yp|ZJcC+%0$d66eNV0YVb!9T;$yMgKN#=b!&s~F`Q;kdbzzw~Un*t?^c;&n zvFma9zFPlzl~0PR?qTq<_F%y2ZIuIJrMiWJ7t53;Up&3CS}BII@#yT&>z-Ya^%3_l zR2|LKQceul9#4It`bMUwKaEO{+|yThI%u|Q;Bx~#y{&i}k0i-BFObx`P#ZbV+a2`+ zXat1mmxJ`>g|qzHr+%Zzt(=^A!*c^;W8+UZK`gd__>Z;8J0%Y*ab6TcL~UT6w|=~u zPBQ0}F>Wt&8as&eiMX}l2@j%FTa#)XZk4ID{XKZDiJ{W~!sb($p%bZHw|;%iH*;zM z+%8sYI-pt*w&vWU%|}ZoB=GKoZ#D@C;NEGc2IjRiL4!8z^7PMpMy~ADPBy<-I$Wc5 zLOjr`uCA_xIk)oYrkxVQk@zWZEdFAh1~ z_91Bgc3j}dL?60rbl3eF#&xK?TiUHs>!$Ob&4)}eo^KtQDPghS8KG`7uPb0%A?DLncO zKXfiIQ+vGH+FnPxF$+E9g$6>7$$TCNIVp3O{Dwbq{%Wi-)I6wj z^u0^8S;H__pUad+S6u~7Xl!?VX9b-t{I&l~qL2)~a*=nOT>FCaf)9_cf@u1=Yn#Eu zD{{9kJ^-%3Mu8u>9v_x{*3ta#W_1Th;bTUHyuQNpNoOmoGL<9p@+?u!)br#25)6FC ze|79kV(EBsY3aG`laqU=+KMr!4$3#bW#T!R);-=Qx1MwOrE6i>`5nq_9UXVc;O5|$ z$0vwXJK!7v0YGd`@rBaimPhwJM@^g?uU`l=qrH8j%+ujPxjG9yCUO%0{+9px(qd`+ zQ+@ngXtr_5IA&(NyS*&8d#Y#Zl$8vz4WOx6$p4M^H~`lUEBF zfYg^C+Q*NffI9Z&X5gklCOwX*6cSzJ^v*kgc0a%pLw2F9S{39t2^+WTP-!U_#>8ZW zlY09^GPZYX?b3mYVBqJQMRIYPSq$i#Q-7LFb#3`1`MNC1-5t(UT3TAgSQA)ara92~ zvIS;Y8-=6q(CmRB;i(*hTyGI}oG7KT^|($Pad3jb)nEjtWN`g)ADx4JQ7CV|OR9bM zWIOy_L;20X79$fA6N|BdcCwUDY=n#`Q9P@N)``yJxYpJygiQDPiWb_SAtzMLV03Eb&L+Y|?$?s1TVmXwqTaoGXI~K` zy9w$I_^;@ie+MV)r%>qMz30A5K|h;0DS!Ab)B7J^{JTq?(u_3lZ{KB9{ttMI7|3KF zec#v2HP!3_Ln%6qn^I}cxz5Dsis(&<0VDNO643P$c=@VRi;H6XT5C|4V%XPuN>)sR zJu+P90r9<#T$gc^_o_O|GSUK<>NA?octDqbq?^`}+f&DjsUnRfg~4mQ)!XFnJO9xx z|JZpY`3-;K{I$xfGq*GIuKSesx8Cj%VezJL_nu7ek=h;sdxxD-&$#{>51OUsua!h@adE@w#*)zL`bF%bWq<$L zUg{m^KhD*!eeCpUWzn*Dekj!4YU+{c_YV3xl+A=d?`4j%3qaRy`VmOWmfXo+;_3+dXR}HPzqoa21!X zuwW|YkWVGr=1{g0w(aU|3>q0I{j77lP`=7*+%e*i%xCUUel|Pj3wr3#o}%mXb*-PR z{gZ)k!(jGOh`s6BrzS5sBCI-bBcURCjkM0yEREB7^U{dY-nNU;b1v{dUhpt(0m()f z(0{b^u5Hfs(21E(VO%&jlbt>l|IgL9|5sE)%|*|SD0_l>MZ7uSIzdc6hy@qy8FJCn zGJp04iGHx}UcKunTOtWpZ4#|6D0({0~f7Iu!rw`(RQo{%!Ut5R!P z&Y23!s-Bzn!ya*Q^}!z*5cz}Hh&wd!%&ROBGMX_##C2xz{fhX*wlmjQE}s>!9O!G5 zX3AN5GQyWhQOumgvDX544wZ#SR^B%=hQyhZkgKnH^rdc=7vf!H#G9lHpq7 zPEK8o7^gpvgIFRUfL@gzo&INlC@0U0ah_c_cP&)-sC9PR6oVwyijy6sb*hIGFyIDB5 z3wWX>tQ2!=sn!D6d)?31OET6bvFzy{8e&;q9ngR(tb(JSWXS?Rw~pb64(JZB4=?8J|9)*WTw*vcIdP;qEZ;MFc`2zVTEK57NdsJ62=|Zq+cPX znUl$8Wad;>UPwRjb5+E{L>|!|%%Jh&Ofw3iV(f^B#idV6CB81h%O+a)XNFPN86UwF zT%Vj6g=0ZYuN`Fe=sWe8JpnZ3eidR-=m|8-F~2{8V{p>}iu`uiQ3OZY)xoxCxehEq zR-b=wv$4TsIs6lLLz!0|0@>7`7oDfg%T~!Bhbre$eSN0e7qVeu)XHg2Up36q6Xwxl z0&!rv+7mg*x;j1~AtAI!-x|mp85v=1SX6PxRT-az4n1zy{w`~J++mvp){4LGnS}E^ zJY0v6^mHlsxike*>#E*%;;dW6l!5n*n^}I$nVnbGEJ*$S7*lxpdqH%{C9}{rY^-XW zq4!V~siXy?=rKkbTEfn0G(!9I3(O&9-^1puT&ib6{Lvz-{WH&LkA!qXWKzI>Gbj*- z+s-qCLg=GMkLGy;1Cv_Jgp@faXd|n~O0)>)YaGH~i#CcI`j5Us4JJ#Q}l44lRnOPeUi;NE5Uv%v}G^x>j6Ju`mjuk`WXS(J?zjoPU-i()*TZAs(}Sf%fz zxGsqgubX#Bs4nf!N4;?VsX7NPvrH}ah*_rRNJn@_E+iTms*;9%Exufkz+jKm(l#MQ z2yYziZ#uJxy}iVH4;#6G0Qn7n;{27-$F^mwa`n~6N@RF=`3)b2T`1I<@4htr&H2ml zn6-80qEW{`SR;kG!R;hdpR+^7buQrXTkhLsk)GUo@xf7U2S zOkV3}EvCb`!i5NE);aB85$rPgw!;n+fFE^?^Zuji;?yG%QS1@#Dff}g$%>Ly$Qq#k zetw^_)HtzBO{QJzX~@3q06ol|4okSC`TPI=a{o;k0_A3b{CR1dDe&;)p^v0t>GO9U z@=Nrr3o^(7)F99;v4=AjD*t!q%`l(-e=&PcjGkHjJ2->xjMB36Wc8m) z`roknN0=_&?jfAj|C)7c-(i_n2X<;|{Vhl7&o&dx=E8xHh%;leR_#1A`|2Ll;wuHP z^bgaKiYL(f8h#n92$B%idc$UO&;T#5Y9mf|{%;!$AOaDs&hMYE`PLt-s(D1}AGNuH zsf?pEEHhMCxtgu_KV2~tap&C#qWX`6i~XK)W7-UZ$w4`^9=)di!eA9C@66?^M?Fmb zt}gynY|s<nlv%LG-KNru^`jIlRk zeOz4QL#w>i9Y?Rer`9XWI1hKbV>ueyPNvzG9sV~m^&PXZF_xJet>2U(qnS!0(f>cz ze;4yI7kj(WAI^tze*FCq%Ejeex7<%|e6BQzrEg*l=L~iN)9Zw{71=e(|@&Y&#h;hKzH(w zZqQ-6t5?B`jT_b)7E1=Za-q=L-2I&W+cN&{JEvvR&-H0a^Iw%1>W_7I{zLRQgyuaS z%Wr*f=hf-(Ldi;ad2S}gF9d0dd4H?t=aKJRfWGEDmv_}==am~x(}mXb4h;;v50rSg zAnj1|13RUkb>e{JWDQl6KKO{ygYub9`LX}2Ad~;|c8$$6`1ZQ0?EHIJx!un@>ezQQ zJ$#m{5C@FgP=#$HJ+c8dVVzn(P>c`G61g+4me9*Iz!=>8C7`Sn9XHk!j(C4 z^wfX3MI4AQVGMh{^!kmIdAbX(A*hkEor1m?r@HxF2^H(Nk-lb(F?UMKAR~vH_|Xdd z?Y{1Ak=sj&p@U|+y(pTBm*ILn0Iq{KupG={kSZ1}1ynET-J`eR zj0!xc4+X&ph~P~iGWGQ~X0L@cC+bL`Gm!^&)qR<+Zs?;v3G@HR*V`13A7w`zlpWz> z-sv9?!$0yV5c2=zckY#94tgrjAxRH>%yOp@Qy80uhC_wbY&J|38PVJNc zG-tpAy?;Ek2@a6jgEb%wk}4bDCh-+zWuXWbk!sehH(h#01WVcSoJ0}m?oLV?$lx3K zLpzZGXPX3`f5(N6TN6JKR7;89AsH3aq@byWGT;NLQQ>DLu9fP929{7D2bX$%&y~tU z!w5n9(1feC5I}Sov`R?Ox_qCT{9R%*;3+wLJc;=yeb7%L2{olyK<#&sW}$5ooRw8m z(dbX@wm|h8%E*g+`@I$;SQ7z{2*d}MljjKuqNy}mGh{zIm&(J7+$gFMw?{*agL)~g zn`Jf!R9*sHkhWW2Qx35wMH##YQVVcQ*#k(u8FxLr02O0+#^i)@iU+gmJ5EK)K0zze zxKdcP4##MFsGoe@@0uFo9cfbgUQ!^S7MnS`9SPQ*& zW65SQ4oPFU**bW9zf1rAP~HA-EqN9#pC7I&1lpz??H8D7)~x~*3!};6SnB1HJ;bI3 zgBjT+g0LH-MVfu+c1Gft05_r%rtaKkBCSe1LIrMys7l4}sDK_wC!a zlH;Bs*#oN$cf7g%q8*oLm3_0!;Lrf~6x-2nSApV~R$G^}TS1%M^ulsTJF28g!DN-( zwdG^w-_fKx!*rO8qgYRA}^t#JQgN#UI?%Wv=UD@ z=*QGCg3Tf*qNs1A9Vq&15wS*GlQ3=vA730YgGKUMgEV(3`}+nB#` zDKS^#;ZjysmYNwOI1@FVCx;RT-sGkfc<@>nd_ijHZ|MyWAz2IW8iIu7O#>$7r*YkQ z=9*|e*Y4DSSmYY69C{3PXm}7YkWV&mJPf37?YebpgEhutJm3c)ESA^oxbz+7!5eG< zPW}^ue{pTC*4Uo776Lw#&;{HHD0Zq!w)TGwOdWsLcYl+7$8>;*ktUETT&e+`djKVb zIMF5I-HK-hv~W zw!46tLtHAtfxjXD$uv?QfT&%A_B5micoC=ZBO!=d;3T42lflc$l_R3Rsm>k3SalzC ziwWq7+xt*u@oAvNA}*tOcQd}4?3_6oN#z`K-ptHwU}y*sC;`v}2;$ANXBa`e879>{ zdn#0Bj*OFl@x^vja)7Et{#hbl_TtbWp7%{~49)D&`Z3FE$k%1mx9{}Sz-fXr+WTVn z78T7++f^9tJQzMwI5kmd?>p;|>;xJ_Ap{W7T{2tSPv5k~6!!;kcXR=r(si;hSjHPq zy?E*rsU(-q*1qr|!)d$;t7uSoj;?(5H0TpicNL)lWPtxcXNPmsHv9+V!fEE=hs#Y2 zcQg%WdVg&B?2UdPyJMEC_zIGT{Jxk|UoD3(*&zH+xZVC+3c%0@`kbr}YTf!1-L+f* zwerU&?D}3Gjhu3J8GvQdet-TPuc0B5u66&BjY4x%wXG0T~d9YIdS5>&Xl$6 z=FI=-@JXyHgyw!COPXJ~gwPt~T{4Yt;Ph2^k^keRd1;hErv7dUKn3KAMe8`Zq8&r* zZNkxsrZw>P)zDyURTpkx!P`oLx?`E`uOFD1x5NIBB0i7DqOxyqnj1*z(mjR#EcwqB zR$iRU@uz;x(;B>{fn8tPT8W09%iGh%(GdOyF$10Fdw3rb#+JM;2GDcs%;l_`< zvLJ~a^9#hqQohFGHE7n6)QFtVFvtcP{XUK`AdfR^uzzv>;{c8xSI1jt6`=O0+~A?w z3vixna|n^U+{3>5@avofmjL@(bd-f52YBz(mz|v*YU#x%#m(k{@NaDX+p$tswzfS+`R`Ro$ zyyW5v7z(|Xo}M1cP~ixMbIsOvU4lsh*jSsDw)P;VxVs~k8CMhfkLy>ciW}p+F{IIG z`&r^RX9C3b;~##PBt5q*8z042m+{pD#9T=Fo#~wZQiz+xHbh4p-$O$~2jDY5UnM!V zwc`u3|Gwg@W}JT(h~DA{^M6D0+MOB(BuF@#P@ZQ z4phu-XwXF`;;L3Z9!Hi9=bmW9{*;JA9^KBAuYFh#TwJ#fU#!aAbeAE4OqgWmVE4aA z*p^*6hYlYgk{TZEk4$n)_>jL}TAB~-I~}EdQUaiRMOqPPdAj3RK)ar-E8<;(#5u~y z6koT}Yi^p7KItUj$(7OWx%HI>PwpfAl%735Z3u{xW5pfs$HdTf(nImhi&V><5aOI17*|`B`KY+K7-v+|jd6bGk&Eq< z08}ntxw6^b!2wAkaoj=!8f~JC-w{Mzc~4|5vL-@S@aZy5&)e{>b!ehCUjH=G%bcR3 zq8rRtFJCqx8-<*Mx;mRy&6i=>&x@2(F<6=x-?1}l+|1iFT*9J1 zYY!qNC;cLH0z)fEQlQI2CT%JeROeAwGtkLB`%Moe$-2lnng*{9d2CmE#10CmMREkx&^|O4i3-&Rt!T={WlBQP;18qvm`d%u z)Oj^UL|y{(O(bEUTl6Pc`JMaZo61?68?j$oQL}Vv{dxD>=!8#h#%ODRXf9gHTfCvr zas3FHzH!|Q?vC+g+#lSz#EI0rc}aO{!hfVAIHh4WnMdmOZ{d%=Ew7lu>t*hvE35Q`Zn>u8FX`vDB&kTQ%6 zUt4?QySc)VZ&B7=WTdo)NiYIcq-1>aaxibPGxfvAj~{(<;h>flg%Q&S7EnqjnKWXo ziWOliRW8LfS;y2!$Mf{HT;fT0VKvbcK!!jy?klxFxDaw*I2#q?4$uO9Oey_&#>%ypccW;~hmWb_BqK+IUtpjo+OmY<2W>>KE|Bo^0#=B{ zqF2}9Y=cFh2knTnHM*6LS^l)vp_TZ4F{M?{apQ68|09$9zXidqR^}Aa8w3P^iDHPz zUDI@wI9(fc&T^g0@dQzF`B%#O)6uLG&(rNz+|O5$nM@ysxtv3D$1L4u!Qs6#EreDl z(n5G%?jn=HA;TJmU;GybuJbRlTO^G?bBcYpvD>##+i?xemw$LHTA+L+P?t7vIin&v zd|V42c!Fnwy_MVKi(xH){y#}>f-+`XAA}Vynxjh(?n8Q8=+b_6aLP1dphrFw9{1^P zq}d=snhn2jZ00W?K{GABX)|x1uKaMwt5>g-CXy^Bi<|pnA4v0u7kNKtl`X59`!MbX zsJ+9r?u9bZ&W;+45A@ktAJmc5%SBvU%YApGs?abX1YZ!uqwe}>6EAgDUs>6cC(B%J z-61V&yEH=StCC$Tn0aGZ#OCNkUZ(8CpiZ>7Gx=gjOr_axzgeK2z-UDaJG75MxNQj) z?+SdNTYbxZ&8&wrrHmj4JRN)6$egFko)Da0`OJ&oJK2HScp1s??oXPE8XE6KoVkh_ zw9y25)pW;V7~yOiY+25|y6c+%l_bQg(kMJnfiNO8z2U3J)<8vzT#E2z5crX~iP%%K zL^^P|L|-Tq{It0W1BTL1?*f15CS!J}!>tlpWf+0E8429*O26FR9f$iE2- z7TK@oPOAWhyENHYql90YWn+%LNj7Dg{osxnoCK=f&{zJ#e9NAv=OZ z+qa+)BrYIA;BkafY-tF5+tcNNYmh8gRZ`yOar7SSdN6i<YCG`XDvWq^V|`82`3OCG3hE>gna)}IDVE8G1lV5HY311#^5%^Dz2iR#z08UW#m^R z%@V+Nz}F#^6CSPVRA|(l6;e<>_1D$T7hR)Nupimf?c+Y}A>Pt=Q4sHT2C|%tV_nN= z6e;2P3NmmM0RMKRL@ z0$w7g@{aK&m?kBn3+wR&pN6SU-5~VykjJdT5eY0*bwVKN;TKN~CH*6zf75wqyXir& z@;3SA9mSjg(z-SlE7G9A)2EQx40cy&MGd&v(CstIXvN8fELbCM*z}oFg4WR zcNX}4RAc-cp@3AmDN6wOW$_gZ6>gk9F;nJLuvQJ<43WW zfZ!qZm|-+^`kQqpL^0DZ))*9ZdUT{a*}VVYo*6?l3N!68TZ%8i49Pqy#V`>O=)V_(3dv;xtlsLU|j2v`3b_#H$uX~ z466FI)9sZ>q-zAqj_ohJvZQ^$Cl-OsNZZWO(ea%hIBS0bfM0}Z4|7~|i5-IGi4Ke` z_1#Em{gBVAU+_e&FLl(>`CSU~x1B)_cv4#`K$p@UszIj%k5z4WJXsx3$EjNg&dRx{ zbA{}t9_@uO^NW{`(wSW;KyMcnNVrT+_$L(l4oII57nbpu^*XaCIwQD3giq(%PdnklnM zNCM#`K&9*S?rtHF;d#u2gajeAbO{%RTgt=0od)P=;k*CQjRbeq@Exr*eHKb?Qj6pT zIiMY&98L2_$LcPL^A_N!&hr*Z;+2yXyf7%PpROTren-0#30M6He2GOhe6b$hSjnUW z!197~w+A3{va$#mO*p}+DhPgPr)_Dh`S|e|e5FyMs*_e6K-BbxQ6#nVHj>i((cCN# zUI`oHcWg9YL=J8X$QK?JfYQS=Wu_ED2R4mzVbwy9&cLawHb#&|#L!4$qbTb=Imwh> z+@Vk2$gF_wtI97@Cww1(J^1jr&<{JnyH>5)D<(inig)asozA}Tw$T-c z$w*4IVtj1+v=dRGfdwAdT7!B7CSspN3&V3JoUU)W^lnYD5WJ#pl}u*fH5du&ol2t0 zWZwBY%FfkkF&4g`xO?E(nLniVH8c+wiFIF7Js3JmKE+F`+eOz{vO+n@LVuOPb15sH z`s-C((hHK{*SliQ3hOQEdgnk?T(OlhaFedbcx zyX=E7aoIsr-277?{gpw5vvudI`ixU~PLfN>r@Iy-FV5l>{rpwO^kPF*)#D(n92K3K z*?C7}-JNLOGjHx6YDc9|c1b<(o9G-Hv+okCk#kwftyX=V_CD)H${_38x9e}B58kCY z|NWI*B@F-2=&0Sgrk{th^g2z(`AC_;?MPFGWaqBE!G#cx>TGNK7=N0|KESyPa)7@m z)Uxf?S85H1f&v4V(A`WJxU*7)ug-==O+geYquMfHu8B`g;wT2QGAgKy^3|Ce$6H!L z{qyxC-a{x^Dz9d6=E*Gqb*|=2$i0Row+^Fk&}koaen(i9@tEmleSLZ8E&mHlx>@=cx4rZ9BJqkrDc|1XWcYzqQ-ws31ZFwS@1B2??A?6yJ+%z^(eSLjz3Hj zRR|l8jA(=QT8Sokae@%+!0mj?==^%X3pZx0I~THEW_21cBne0MKCGCn>Ir3!RR zBd)r*=tS#es$lFLH%CJRiYQPOF}Qm5Ca2tibn~w|5K5VS&tD>$dw_;QT31VIsy55;f4*NYFsL&UDDN{ob*S!8td&ea~ClC#x(ItEh< z3Jb}4g%a8Y!B#bO-SV2TL3a?Hy4Orf-Mh%v ztpitW?h$Bv;z)hZK+-_(=;(OQ2>eZ9$mHyJk2D`gFUWQO@qL`_i@C=`e|t{-|L~8T zJGQzQ3U=5q>}z$k6jz6Ka5Vb62^E1dcRq-&jkjeco^5W2f_eqX7!MB5r*tQkALQuv zGe?|4nT5D$wAV5Me z7SRpbRG5(H7-Ivxg<3nf%P=10_JrDnQoR^VKhSN%B?QU1)D6-gEQLrjt>-{QB}`4n zIy(P)=Urb?6+gs4_ln-%P*CexYMA6;#4Ydhw4u?_XUla9p79}O^^ zTk9-SYRG9C^EjLG8TpN^!psjEgiVTpFTrjlp!KY)` zpZ4{sDgXZ2KNC$*$13>1I1vbD8FduH*4Wj^d3gEw>=W(m?RO~P1n#GML(Ea(`ug0x zSAtY##)&CzN3v)e#5>y(&_(kUO;Z`?Z(r|3I}3`4B=HA7dGh5g zfxXFp*&7?QmPdXnL*&`<(EnHfS{kg}z*(IeVlSNZDKi$++IBSHUmrpF+!E)X|MEpZ z)&LNW6$Zl)TV^M(iW)0cFSl4vH%xe(z@dvF-9CWZ@pNyOrjAbV1=^#l3HT^Rj2h!R-d-I@%rGt*kxulgY4x4tVL(1ZkDN1sD&VK z)DPS6OsAv1cH2HoX3ngSEBj{ft^u{l9h?^5dQ-wS1q(`kLkO^X#TI znZ24!G#GKFW1sCgW!Ye~)~%RtouuiMUh#C}nnH1L-qo|ThMFWF2Tdn7tA3J|H3+%8 zxT**|C7d|O5A;ehj~We=`%o&wF8wu+UChtE4?aoIthxD9?D{DMpUGCUNjaB^To*}Z z-G-00B0^$bg(H=>_jivuFB}_M(lzD6R_(D&@JDbvm7<@%+C*o{H!mZMZa7xFerSnn zF=;zzbabRTwf^e75c@8^sth%0Rttg@_Wc$GP$Qk@Xy;nU@$F`)?Wd}+#z=ee{8aC< zsi!XENiL->lS~&c`fAslT;}=*e>xb%S~z~ll}@v$7(P;zWcGS;s+(G3<|2_^usG)9 z_!ul*1Dz#uo#yDKLRm6n;#-~_b@#!9(9sx9tJ_@DUHDh<*_GzN4{e`~SU9FpP8YPb zO)KJfw;uA86<~3tnTB{v$d5Qrj1*I8f!5ZwV|ycQray?X`1bP`i*zA?&bBR6$g7cb z9Eo8k7hfCEj*kE1Pk<$QiIPo!Yt> zZy8!w9$kg@9TEv6=%+y48J@XCD23B#9A$wOsw6*siE{u2G_mrAwS|4UbPoiNOc6;a zkVL>$-1%4|_kQb7cZQlhJQmfPBzzWG>-G#ebACkaQRst#D)%aw-K8%sBU3Rtnt~$& zw-oOR38RIk!Fmgdix*3ILrlxODTtf2{>OClNEW5T)p02>zaP8L1M3eD1MvQfSADa7u zde5XjUJQ5O6F%o7Rh$MxRKgWf*IhO8f7!XG)R4-BBOqK;n0o43MVPYTbM0u$aMCey z&0^HnLbKnBt+kKaWLYI-#PQkjUEGwcIrs?7Jo;?TwKy;AyFgfH$3y#aYcM8HDC~b1 z8!VFn@X*KfMqWX9LcAfh`0ZhaUVJ-u+U@Mdq08C3^vXHBQ@^+Bky{ywgKfo|3VZBO zd9afQrIt~4=^z{naC;ge&GxafwXLM8;YA(voeKL09WqCn78PDqRaH&M%oNGBn4hQ- zPKVJl!~-!wQGfLnz5Dq=R3uP;!r9chy}jUmS?mSlM_MHDaJ_^3=4;g-Sla2Jjc+8= zDlA92uo$2A72Q{yR}ZeLX<3_^?LBo4Du|CHnTPyLbUmU1%yk2%qOaKWn3{M z(U@UcctJhvJd~o8@l7Oxh+1+lEsbGr{+nJsNYgUdY@VnMe8J+jzihZ;#^BO!9Ux^4YtD z%Y;!*r$01il;eJ4cT}u`AvQ}rG0PjWd?4{?3N!7MldFs&F8wi1a604iO5=S%w(|9q znkX8skCE^@iAZyK>VKV3*!5+ugZ5=NX)s~H$$;2F4hPRk z?*NpbAt9R}p$blmy>NxG*s7(sw)OM?26n)N#==Bj6&&x*op1@lUfFhrYWvPnwGJLE_Y-vy>`h0tVvu?IHIfCFAbnaulRzqMfE&-4zcl# zPX|jwf3X86(h55#O4gO-y_dF<<-53(`jS4KO^Bb>>FC-ZcdP>HVxsA+OY=ipBigS)?b1v*CT5pZoY%GGeT z$VeYNXu-}sg`^bfa3j0}kTFKJD7EciTUvGc!o77Q^}n$A7xq#s4OHaMl%BQ53FKc#^EBa;m`<_Ed zfLnOiuYau)p5jIW6>4evY)Xw>mdE2ZL9L>(1s?p7S9x>KM5+Yfo$RJ2oyKD;+BEax zQYWXdfX}grn3${X!Y1ld#RT<8-fn68fsfXYFU1~UD9)m2a^b4PZx$Wf+~kn1w7tw( zvNOB_=#dZN7t*25J%J3me;;9=P;QLyzRrmg1n`5%?BGUgxo-Emfg5OCSwqgreF6Eg zj1i#qbM2dSP>4$hSM0BMY*sVs0Ko2JdRW)=G`TB9KjHh7uJNDAe3aEuV<&Gd_Z-_%l?wWHb%Oeb+qxx$bw^(HLCF@@ z!yA9uN;2=KLa*z8g=rZ8fW_Ip2@~kR{oyc|(tDFT&F|;zU2gurB$i4>X`k4y8dF$U zXzl0-bbuTeUq7t?U_?rWX-6x`dF>KK(k_AJaleGs_15>t;-r=Dl&g)LhP4i1t(6VkF+DzW}mn`ZAN|qpbz9<97`*4Cg zMOUbW-(@@?|2%hI{jU^CJUr$e6aL(|MM!aPx;B%g0A-cO*MiAQbk#?e&ZYRRnyvjs zcE>|Q89u%FYI$+h-f-I4TD^_D!f$oPoLLmTTdr&N-aodv+FL|e7|D?_{1>tD(PDZq z?Us7-@6W2Nt2349P7|m-&Ag7Zenk&Q>h9#CzbS!O7zuwOOmROu7- zdd?M<{B=cN&^OppTNaG-e~zz=wDcpZb5s%y&apTWgeSQlV`CWCE<`(qDnYSKv8XC((#!Nr||lagIjiJ`9!g*4$R5ZB!11gto8_Hw6x>M zQ=O?XQn-Wa_;7OAWlGh@%E>8`{7*gwtc1{D0(+ulc{w5J_}nkpFQISz!^8X>UPvSIOPE zvgaU^Z}y>>eF3LXh2Jk1Lgq;~#JVcO*^f{JG!hDbFVF7?rPJv@3=cWu$)NP%pihem z&DZBXreen&idK(&iL-hKkd7+jrJBxEsw$2+R9u~Qd2w&!;sl7~IJ!7bj=S`%DBWjm zZ{J~5Wtecha*p6~Mq)yIdKT9ua1?7P zGk?ADK9Ep*YDkh#2AVMTR(a97 zaY91`logD$u%adTjNuUEyKz}Ko3E-p0_{ilMhUKWA(9njl-17~VZhXAl#VnFtl6Qd zq{C&%$E5keSnOqv&06v{(LgdHPl+b&1le|U>Vfv7OqXDUBiXZgv~*?1$L-Q*>(1nLyEt%)-OUekOj>+;;x9}8ky>Y4(?snkFF|w)2T=fmKA6mbKLQeo5nH- zu&UpdqH|L)AU`o1t8>2g+|Dw)q$3B`my0;}c|6l`v9?yG8`ArSo3*VZ4jwd+(bmwQ zooiVqo(`XKUhSmA+AzVVF(V}`2=wNHxCP4wSMr&3R&K&t}`F-5HJ1+3a zF~^&QPerx9jOR-*VZct#vJ0@X2hKu@>p?u{s1@5sBYP?fTU+%CzZ(6tg*)cL%RXnv zzNTAm=x853LER>{>gQw2-QAKR)Sp7T?dEe7%%pUg@_WTir>Q+rF~nvH9)$P8T*e{~_>e z(s+gr$ln!TuQi(6zRsE$vMaH8a;Hpe8MFjK`97qy*#v*yYnAFm{ftET3FOeTnl^wx zrTalJuj5C4^_LbNEY=yLdkr}P?N2uR_`tG$xRbT$s%eYin87Kf3WKvD&&|9K@uD<6 z7gGGYRe#bZ_YjRvvs&2CJ|J8Gy1cc-W|4=-r4qVkQIgHbY>MCRXpLK!V=LdA#d^wx zprQ`A7Lc_WJH<3I=mxIVC_%k&t|d_jqSY!WmQ}1f;BBv(gXPWeHmeV_s6em}$~5}L z?-&=w)qos^x^Bjdp(iW#Y7`vPtlW71xRxalBX|O(l0S8S_xd5Dp0-*BJPAykk*6iXN?(PbDR^n55KQ&`}D)l%%lH&dp2xy={^8+w4oe0u0}i6SNo#e zkIEDG+8Y^FZ}6Zl8g)3{^$1&5;C_%zN&DNL!CFHf@8{=t3`!1zfp@?9+YXa+I2b(T ztiiV`XF?tK8b(!KP*UU9zuVlIsPQNi4QlE7gaT_6&!_0>Vfz|whoc~JrES_blUh*lL7y3U=(lfYF-r6;-Bj4O z-`eOp0&HJjEUZehuAT@j$@0I0m!J+|O^NvC0V~#h9f#xNzQRkK5;z*?3#-BrDJA7+ z1$Fg~bQ|q(x}+HwD%YqL;?^h~P+od=_TT{2KgCo`8gAJ&!RONcGO?|(@fnitivB)Z z$F5$f)gJ9lP0u@1ti*+~ca6FEK_fXJKQ%*S@8f&=pH_;Xj|)bXb%kZNu}&v@mudZN zCoPerVWZHqee@)isTTo0^C5cHHC9V7m_G}jnh37;Sn+tX;QeC*W%WozHhG#$iHmpq zJlwGL;c+04q>&s_{7grGWuS|EO`=FZ{u`C>L6eY#dW~RZ879q{sUp*vducbY2q3&e zS_RQCfH-IKT0K%R!U?V$IVe8%TG-jOuXSr2i+}reAH5>cgb`NJshF-koL+#I?Fx?^ z`>~Ytbk=%a-h(Nc1rQdLVgOH^pO~JR*^?q7u7mVO+^hKjD)2eJJrj3wo4rgJn^@uK zodvNnYNNrEt1z+A$f%d@85WNW#*-}^WOw_Xsnapd&7=pTug(N5fWuWIHA~ z!@MStBnbEHV+HeepNiLKqt1O26tq;+Wv%Hrt@zr#8W^(i8S1!YU(DTi3Oq!KM^{f7 z)5Jk*vt}LHA9nt;s*A?BvyoBWuozI;pb8#6r|ex%)FZ|2J2ehXVt{Ie0T0sT(RXQc z^swtZoHvQ)hUK=&!{*lT`9`z{k8Mts%X?XB08`1RGanF3mD06U_dGWCegPy6{MHVM zyX7P7kD28zyxv^SUd(g08~B<6kgQueNUL(;#yWd=?TIj;|0vfnhfp3_$A^bpBtQy;>q z54_4+*E#H@J8>jMiFb zV(6}<;@}oeN9To+7470$tjZ&`3cK7Hc85wXM4u5{efy24DI*c`<+Ss%*rw>#f)y$j zdnPoHD&5uHohsbSOuIDU{F}|z2L`^U-E*6PM3taVV2#TFH8_YX4tx;;V_SwB__GFa zJy-yURfF|t*PwWdav4TOhydXrH?}O#4sKtfS{y-lQI{y@BkGp(?S(*+7eqB$SQ@ zaq9(4T&L~S{fVg@-Mpvk^nvv@dmewO3{jPkdEi_iq|H>tQU%-GMngOIy^$75cj|Im zPh;x(Tx_hU&VZK(%bm^F4`1e6dOOz?w_pRO!qfZO(eb&TsvXkSdQo5hmHt<~*b7~> zf{qTu!fSDk(mh7s5?}%fD)*3N&jCe;*&9pu4Gvc5&@c;)UbaejRLIlYkCoFA?guK? z?kb5HtbVZEQ|{rXE3I`OSj{4}_f`(Pxvw5h*W9K=5?iLxfph+|FJWm%ocYzXC)+SV zyzGj4AftS&Ya}dE%Cz1rbLd4xR8*?sT(Q?~Hrwzm#&@k>I(%<-@Z6;P&mSC!?k4t! zUB+DsyG$5_0fRONY~zltcx$aFfc5O?`E=>6!$H=m%a$$$sD;Es(i?ogJDrI=-Q9^j z5eFnC2P7*poY_bYG@=-LOxbO=l6C!>=jn5V{F^nH znHe|cCNZ+uZl2ojRKl+u&Wwpk$j~^Ticac+pG}hn(a2kxmLtLG8q`-9E#70AwJoJS zvCEgyw|{X+kF2S7(v&w(-95u6Nt+Qr`s%BzJ0xb)!xIP6lCJ(g?VWo( z)B7LCSEu?_R40{NqLY46B875E>L^_fN~92?luIVfCdrgS&Z3LLNiHEJjZSPc*Rtr8 zP`NBNmZV`cmrNP?z2=;MfB*dc{`HS|n0@#CZr{)Q{dzrLpSJ^%Y!j_QKPzj5K2I3X z^-0aB{zck#)Mw%Mn|~O{a|(!kMcGCXtOf+;|FMMu+r}=Dv@+?(HuOlR-$d)MuL(ri zaGU;k`A(PM{Y8Vr>X)rD^P~^mUB~Q9;u=Oh*ANK7P&BYSy;~=L=+e3@H_ahFv0n0# z*{AQNKpYNT`sCA=(@lYD?wM@<^is6Of<=aqk`d1M?o6=@SvI+CS_OBd1IOByv8!5z z?#rV{Bd}ess;?(!hmh(1s%z+}oHlBzve)UfnVm^p4{DEX$ic0J^1h^^A|L)=UQF${ zcVsCw$X2-}pt8c_o4LAMup*!(fo3C@%MDFkIx0@(3L4S-{|Q=S`Q@qF?mE>-O{pW{ zT^;X%i#$hpP1b2Sljzm)r+E4uPd=${|2Ah~^*rWIC+gdxHa&mk>ZkpuOZ?mF{dqLV zgvG>ywClg8+*7NjN0xf?_ayDQxN}o*Tzksr%b)G)*LR}xK=r@?u`~iVp7E0a#FEay z$U~1X7a>&=da!Ca=kTRKGgfgVlk>Tj={PrC9EuhGFG8bd0^dd$6iQT#%_@0HO_xjSYw$kJ8>g zr2nj^Hb2yMkJ2$>*OFOHTEtt2RE`@`uQ8?zXf&Ec=(*1%a$B&;duCf6*X-p6CC-dO zqOjTHi?ebUfAhl~lP+jt45!*P%?YakyRw`k8hw2aBQ|pul~evh+h~0oGxR32 z`Vaoeg+-AA6YT{os3F~;#e!G7=kxhN=07H^1}Oh3 zd=tEUe0*f1LXI{qNF?e}`|wcU1vn+C+r;T5YNn${WhBQRavc5Y_7k$&je3P65`WIH zcAh&WrJ|G6#FY*E$-pB1LTu(?J@6`LX3ZhiFIY6NyWRcK&X$dkiK!EIXPW%fD2orh zv7E{3)cESJ8tr0oftq>1?6-w{#*nErmafY)GDA#krcU;$9fmZx&2luuli-8w2m;{HqkE2*!w^5*V-ZTiN*7{bpH$ z2Kmy^+VTf`eHXuXm0$AZFK;}Z9Hnd@+q`Cl z`O#YKpC8=w8VkXDNFzTehl>WV?d$)BdeyH!QT#nvW2AiH&={;yq zxor^clF+1nw?}ax48C7~KebxK-2J@-%s^ zdka+G_9+g;Nz2twMEphNw_CbR3lMg06>PuE zKZrOH;dPSBJgXcjZ9I!n32%6F&Gw?mbDUW#-8w$52=AeO8@MYP=0qiTM(vK@@NysJ zt(By%*aBiK77$TLImyB6#OjE2+q{i^R1m0vVdX|Q*am$m2h2V5hg;F7MfnOPe@##q ziDEk?GrWjGL0ybgo>Qcxv>>X3Qa5t@ula=YB?u|7>fdtB7WzcviL%aUR6o14KiXjTiF>M~}OW=5qGe;Lm>86RZtj4tVQ>8u==tt~1? z>WUXX%Ze>_Z_{&NyfQ5OVMcq|fCLL9-wsuF>`vp13OXvB?wn~l0mrYh}`9z@tnBbbO#{_@$_wmz|&3PrY_gq2y&yvIg+@ldJxS>+URoR-h~8*(@>oe%32X_hQl zq)^&AzPAVR1Q(eFMxGS)cmX?%2;T?Mof3DNKD%}8sGp%Kd7cAGhSsYmmhCBSdXVxw zQV9|*i?xYjri+d=MTqiJChak-;W%j|pE9;S6+&}4C8k`Ti#KwF?E0C&%t+PL)Kd99 zD2gIuc`iEUKRurG^o@VZj@jk20_6sxRM@Rf(PXtw+i#A!O~tEXtTH>(<@siS`+mA0APYB=gwah*Oq``?>3Z3^9D$#EMP7?Vf# zD(052cheeTptO(NUb|lOWaYLGlxcdi!~JB2&6Egtj7)AKPsijrzR_HwL$(idXAFd2 znRxiYlz5?5rtX!cdO4YAUR5&r*853O-Z%~tsiwPVH2Jbm(!wHQrgn5rj#(Z3liNK@ zxUPws%2}iqOwg&nF_Xw^39ukXxejZOc8~`%z3iqJIf=Qr4VYZ`SX#;Ci90~O4DGne zvu;o``@~qAD;g&%M~S{?j+kzv_iy%RP3q0;3VsjDH2cB00oH16xrq_O!1;y9BkV6=U|k5>-;ekTle;>_zvCw_3j%| z@)MuiVcbAD6DT5Kf{cF0y>A2W+^w|Br-1c2M;AFNwJ`fB-aR8{A)np|CK$hd9)cAq zk8uszM?ty?y2sE^mne@j&HE+xG(*+cvl6bMO+9UXg4gO4+hCi#Cb2mSU1#e~Rv6mo z*0c-ALv2g`FcvZ>RquY`SJ=B!>)=wBxPhPV#$RLYqufcvP(;Y)LsOlElcrb^xjEHF~J&GhbRZv6v~n#Mv6j6EMBo0om+{? z>>iab-^2RrP6Z{U9oFL#Go9&ijaDnJck?#opKlat;rxssIHD##KPvgLG|OSlyfRn% zzBVxxnoF4U+RI~6Uo4U7S+>h5!Kg8`Ro4*WlxDcC6}iMc^R}Zv>reOSrti1uTZ7t( z;Ze}k#ALJ4y`qA)mOO5xaYfp7Oh~HdZb2+M)LkOyAe|_z%SSJ$Nl&xAA1dj{vVcX9 z=votS^5m7ms~|M|v@t*KX+#KQbi83?7QDlnf5RTggG>5xun13pACJ)7$36R~+cWI| z`h4Y=yRNwvbm~+(Zee-1^C5cT3Ci7g`d6-poAQ(ybSh?VlEcFK{odtZQo1jr^?)Xc z&rQq%O$8k&#P&$jOMQ8GV}ke&avrxH>`_#&B>-AD=B|0mA!zjVJrYW&EGEnzKlW9h zvVV>Blum@-F)e85m9CVC9;>~8J#q8wbHvhI(>f08ZE|2Q<>(hyR0!-RDI}6T=3~N_ z=pP3UtH^RPS0#~x3QYrWm7SMuy#79XIu$P z)uCO8sDgZ8`m;oe5Q0S5K@%VnbQF7f2)4o?pFW-8`R43;(birJnqF^N8=6%x?VtNL?!OqmN5p9_dhpoAM%(E`~`n?SgdMf&ps^Q+JLad97XF@mPMH8Du*Nu{=~IL*VA{sK&Jp!GOwxb420!~ zNRW|gY-GL?&)X2JCm^ka#6*}NIAUR&?$@^_zm7w^yZ;%!ebKYoko^gS8(GkOQiX`5 zNhRMBFyv5uCVZ@-0Sw$mq6sdlA5cahg}3&2wYydlphw}dz|EFz{gDp30qV*X!m=N zG>`>(OG|KI=VhDJ{Qd9eeK)=T`R{*^eEgHL`2R2beWw0@9{!i}FgDpLwJ=fmPd(N<}@t0vb$N|FpU64^O^a4p7-;9UeEK5yKQ_!fKQYU z0)YtJG|)qU+d&9~t9(B%xYxB<>;rE01YEsowjcb2?|%>r9v|>EunK@c4j$S4=c3vRdP6Rh&Wzoo%D{@{;I;AcuEP8ZXe==!i+K93u07&kcnBfBqYNAueH%kl<1C%u=4WtFoL(jCW90i-QX*K;bfZ9W(=}pbP)7B8y)??-=DPuC~L z$H)7r!mAfM1TCwEvOcQCrhOSyRsTw%^m^35yrZwy*44#zb#?inZbJR+F&lZGtSEzJ z4#@@|Rd2JHv{_GLL&Ial%(pURGbi|+vrnJuU)ruq=hRF6YSEdiH*6X86CKm6SvH%# zqwRAvJmFM%Nr?jaK9!JcnAh=ba&2wRvTK-tl(?CQ8uq5UaPCm*eCqr*3qtvgeyE@u z?VdV{#Og_@X==7@Z)<=3`gIeP@BXrdsV6QjJ~}$;@U`vL$z%Gh$$V#6C@^X~OFQ&U+fDUe@BL*N(0K0-v&}|@6P%oj zra9kgF;-VNJKH7@dQe9Uk_$q8>nOG}R2wc}pA$20yo9Fg+_x)g9l{WU&HD}pXdhJh zGMGh9AdT%r`y>sl=pFoJ3Ho^U|Mk%Pds%gAY5sz@q`S{1Nrzj9Gv(e)*leO65ZdH~ zZ$%7^eDDZ!R4vMvMBZ3$I5WiQNvOc$-MD^H+@?xvI9Fr%_oKm39Ov(x8%YvlN)a1f z@19<`{4O8Kg<8;VP13>JXa$-S2zm(jAR zGoDr6V(m_c^W9%t%D<-hB=z5@{$h5bP1&r_41vurv|9=p<}?j>6yk8WD0GHVK9WN& zd(kxiBX{}R<=Hz%Mz$4DtG& z%}ot!EtX~`Ng4`|E}d;cM~es23g{yv9fTiRh}T>mHKHCh*mX=evTq+ZSNP`2XS7Wj zWoc_8AS*kY=v`l$JLJ_`DL=<#ZmzA)Kd+s>(Meq~z1(*bNgxnlN#4|8Uqg7`f#t_F9td*Q=(~n^Z@_3Sw8oPB9n^ zw;JnRs~H>nO+`fo0wH+kT9-&2kN@ybD5XUB?WjPb{jMeEw^F;D895jEuU*f*!}5bk zSkStdb94N2T@Nn)WkO+2@GXDUi2_55Tuw!@HdcRMLQ^m{kBH+vHf7)hw?_RVwb^nvA_+vq~HyZ6E z2T^{0zrg}uZ!qe3i2;m6HoDHHV`=FEpz(7K9NKa5U=HWvz>YprwINrAd z9^m&od!rQ!KbvyXWE{L2uk|pdta)1$Qr^^*XigU6Be@7;^K~gf^d?=wt&#m_u$3eB zOgfr{`-Ewl5=eK)#_H#WERIG|kH_hSUkg|m(E^%xcaZEYT5dQrIb81BdbiLF0=akZ z9zGS67THwpp1NQ$kkB*3hG4%Hb#>Fz&-HWHmpUc60!PkV;^#>=*yHNzI!LE?e*5;V z293v6{CU3zvKR`f8q$e7l_{Uf&7&`$YAyHcO6`;7>iF`z7_Samh&m94a2+bH}9iYW4C{3N3!v2CHC7o{fAt1 zFa&z(?sk35;N+Q&ypJAXulN2?zg{hW(89uESFl=I*K=;Sbae1SS_s}|#dkkCU9e1h zLZjL4iT>cpjy1>591(namq;@=l)0;zeitTzV%Ik#Ypgv$037V4Q|@5Gf>l)^&$S8N zpL6CS-Dch-!pSnm|Xd`w}JOwD5BHl zbcPZ4R2J{?`0J`6pC25FaU5-XdI*TMsmuw`Nn1xpM~n9By9~UPil{*N)_U)JxwqJu zuLz1c`~jzlg2@dL63k@xLSoyUc)&^F3jPEM|9Z&lDkUfjkC)0O6U+2~GsHNaJ`y(y z@|(?OGvUdO|Hw6Z@^#qWj^H} zFKhA$Gw&%AH}4bvwROLeWPYB*3LR$$pJ3yM_xVav-;PDlIrd=D#fhON@p<{RW0S|( z8Ug`o`hT`N+5Zdn(R*YGr`y7lkYMw>cH7amHeC(&Zb|PSs`k&fgJ*w!uv-B2D=Z(o zV}Cy$?^a7avwFA$Ix)VoV&;yWbdT>GXR?69&i_w8#bn;)304i53P0+#OM8EAZm=33 z)lj{s>Jx$72v+}_Zu8v*=PvPIn_+SFUY$Pp5`bg76JCW%(2C-L*i!D4QTDCb+Su&p zPj{;b;da4FBMQyvS4l1bqr9c1rP4aGug@(#amN}+r?^2ydxB1RdU~P{mXwv{4g@q; z0ZH^hfnQTqKj~7?oAdMDUbjZhoD+RzUYuiI9JkQf2)8dW*ZS~j!vFX5uH7|itV6c9 z)Vs-K8pf8=>!spobvzh_LbEr6JE$wr0+3^@gvs+J_z(^MI`O8BNijNb&R~;soKnh` z@ufKPJ9IJ9e6Uy^;y{^QV=Jggcv$G8gam>9*&vaaD1)<)s;Vx{Ei4cVQrb3Qn&WaJ zB$>kdDXHQPEwRf$UuSvemd34;BGW{Qr%nEgZS9I0hO}|JK=1{s7GdJd1Yq0dsr<{q zE%9lQ(BXy7Z%)K^lvfU{>^pz{Eg+-EfHIlkzte& zOL#MO9#oO7D;hf(iG#({al6ZY5-z`*6M5w{5J$4X+1q6lnl_biNB+1YR{B}H)VKLH z1GJtTJV++J%j1s_7!yPHsOj(S?rv!^k{%}};Atdd#*gyZ-zHtXpuz~9on+&~3SEy% zXPM&;%KQ7E`_@jzT=-zmr59hUzd9`=H52(p)V9>C27IR_hy# z?3`J^t;pY@nQ%9(N;&cmo@Uk7*!*{_bT*2PK3|y~DXiF4`G>*T&EtS9uAM!yBtU9> z$SSX>xKN(tHc&@#=yf{^s?A8ac4dwq;&(E+zgF6fbv8ISl>05cqY7X_K^mS=LQkkzBY;haHqcRi~xZNo2 z5OB#38|$cJ@)aoc)xbd!orC(O)&AN0K=-qjL`?Gi$;Ol8PVv(P6`G=XFcL;#LbwQG zM}-l^;mK7l&@<%R-d|rz%=7AIRao)^RH~AgG+GpW-tpC=MkuKhWE^Q zTSTE*>&S>i>zFbqTA(SAO}(m;*$$rJj)H(^Ag^o`&xj^S2`x%U8>`!>WM0?6>F4$e zv3KNQ$w_{K$`dpJ(Z`Iwzj4w#CeWmdcCNIW5%AWDiM%gR_$f(A*6M`6`mvfNI!S%_@nbFHwOvx8O=|&sr~eQ_f$MS_>80C zK}ozmLdFrl; zxFDrw&Z$}zJ$EPDUS7ff{2t8|mO-&;+LZ7L{eoCc5Oh;(1bd6S|I~!z=^2v%O z6kR#}s&%ZK(QzGgabv!gd%3w%$qcR88f%4A!#p$DR78f6K7ePiPs6iE{vvqiy+EWn z7lyz}U-!O!);V5eU1Get6MU}?gGcCirWrcc8Roeurx_krIQbt&F6MF$S&K3GUU|}u z)A+?nlYQC|;v9$d;N!X#mU@L|{*3Rw+ap)1hV&HEmyb>>Mh6oUaJW-1^W%Ul?AV3# z?j~VX)_DkRX9R9?LN>M1`<^>Ce|MKIA~9c}-c$A$Y#%Iz*v!w*3)s30l1*n^8?6gs z<*uR?H>OL|P}|Rp^AH)IUz#7|Avo!8#PY!fc?ciPES6?^dk;h5%Uf|pjsc$hGa&D$ z14W0tjt_Z#m3vk{EC0*TY(26&P0E+v`(kRyD3(Q$N*@5!Tut<$;Bl_Zkx2LuRj zgxfK1il={yV}P^9(IL_i0+U_=U+nMuPJWN=90!b4=&SY)yvd`Mil2xfl^o`KGTa2t zvvTMi)d!o8Ff8=1o3lEfYFO7LlV=8SZ#9hb4K09`d@!g1#yFg}2?1#JB#Hz7OY4!y zAjzyT-$4#69bpKJ!5Ex`bx9gnqPSQNM66Q2Yd%2y)G3)hDEk{OD62(X_=lQq_k)Yq zSQC#ICc4t`tEKlC95xHTnu?GW7bH8ks5!U1KR&wbWP*o%SirC}kMiwh`+6IloR>JKpi2EQ;o2Yd`g z&Ha14_u;bhphk=%WYO+^_pGGh4|w9auV_fHiL|w1dNRp{J^2+>@b~ZExAYa5a0U8Y zf#7)RE#>RWZs)smPl;~N{I^+7m|CwFS9)_ep%PQ#M|6!R2+?j z3M;&7GX3aLGZVV?TFeHqsU%c#YlW|?_^jU#4LH@o0_(McEvS^$>jB)0O^=vBy}VX zF#r2ysXfuUAkv2Rw5S$Dsh5756BbN z0=;u+=;Y507<0I8oY|wy4-PB~hjWaGpljj8zp5%B3Xd9_m}q(DHbkV8T#|tq3ln>s z>ZdRC_|(#@N_;pL?s}zjld+B>Oo1#rN@IkpNQ`Fad4*EHM6NuIONYc_{EE>^=oaxt z6K2o?y)k0P&MFPKHnX{U(8r%2*g>IT-gk_S7oo_}oPfm)vQgREXizV&pFN^mH8hvm zo0isA&O)JrgL^z`9I(=gN=isH|2wZ1-o{i&pwIB4!jlQrDUlwifS8yV^FG6v?fuT{ zGG}vh^V0&o*B{$)p}dkSz<4K2;U^mvc&Sf~*IdP+ZG@UTpqy}jGy+V5#f<{v1M=<4 z#t%iT^BDDgY~Ef~0!L?FGTa;?8L>4kxkQfG7LM3n&IWk56mP%f)Nv;NX6D2Nr%+{==5AP1kV7N$G;`42mtj`rSboweAIc&)p5dHT z3Pj_W@KT6)olSQY-kaJK&}8F!|2_|>FM!`>_}uEun)W)6?$s0yME;W7pMJ6)0NwSKvV=lJ8^FW{&zHk%z$4wG8d) zd9c?lkoQb|-3Wbqxv~+s-NP9cmA?ITc^x=7y38C&Zwj)X@R1ea2g5RjxsTUw2`hJ1 zLe@=m_652q27~+w)JX7BiT6^O?S2y!82H#%?YW**lv714i3IoZ@maG)f!Bn<5=kUd zQ*`O=-%kteKaDfynX(ZE^R+$PQBAuC{-Db0O`kgy9H+_zFb44OX#8~$g5SgicMIhe z#+5^RxWPH@0x4V=Sap5rnQZdIG%XE{pESGELM@Y%(wOzJeV~IvadfLLfT1veHq@!r z#j$HF^)ALTb9sfsqCfl^gpsC^7Xa-A+TM^#zLMK}CFgcz>FnU}@Enl|sO9%m!>0S0 z534W-a4%2`BQo$leXQnhNBKZmOhp(1xFO3JnlRJA1xs4UrZ$=OgBI5KtuR1AmCU<_GBs6I<5m`h-R>4F5!1pK#0G?+^Tm@W z>4_2NOBqJ=wJ@rGUDkrp--3*~)fBMKX`$QLeDL{ZYT|1~LVXXzreMv+_rN$3n_ox1 zE}Qz(NH6z=sG1{5$`Wg#%&7g*nI!pC(W207H}~BKFJ|z2Q9BOlfQxOn4R!mVTa&8I zTo9BGFQX&M*$TA5%tDKc8FQHw-5_aUe@T|{UdHpWOk@)m1cu)150EVg(;n?%tEG31 z(TFH~=E?4-dpKWL@9nIt9F^1#hxCM|o?QFw8kMkbtr5c!-PvX}@6NeFNv^h5AiIYx zOy?l@0B(4L0e%mZgjST$4j-)5v88Z1{1DSxelX3gGUedw;yOQ%YVDFw*{$n z1!X_8Lp^=R5_DM*v1EwSK!aH(dXEvk0j=Gw*(jRugnHB%KCGjc_w zx)FE=qVO@IFt9k1Yq3$$->0Cgq$CGXXd||LM~%`D@8-_U3+e3aWVT~!L0&W+Zm6n? z25PYTqZ!RU-s`sVE#o0BdgZ@Z0?ZU3+w2z=nh)aiT7`>Lks~35)s<;e2rgQDszFp- zLV|nhG1-cu%uhzLe1HQy@}`1qNop{C)#iv=jLF1&cS_SmfI*--&@;6f$w7GtKa<0q zbq@!@oaJwH_wjCd#jQ7>Edi81ti*_kX(M>=0z2SE;7MpD28b{qx?+I$;F{g=1b0-V zVL@NffQL+;#zJxXxZm!Jb8g=TqzsUs)nQOP;LpN+eqaV#9B?s5Pb$ZYYHk?hlc<+_ z=a}GAEmd(a?VuJ96cvFv-#=}`=!m5s$Zs;~K(q71S_&Jss;wGrCVPy`z6TnFaP0*G z1AIH+t{gi%yD*=R>srmUaT=8xke$L@vbVKWSYbQdI;kuQS4=1N{>(6PnW++||446v zea{k?la@#tAF6T%SO$)zc}d2m#=1S_yvbvI#(*0XB*Td?SuI|#_8-fkV7LN4tLd1o q|L*MKR?vxLw-M$4=L^5vI-2F#NR!$F&%niQ$j$4