diff --git a/01_fourier.ipynb b/01_fourier.ipynb index a551bec..b8209e8 100644 --- a/01_fourier.ipynb +++ b/01_fourier.ipynb @@ -18,6 +18,7 @@ "import numpy as np\n", "import scipy.fft as ft\n", "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", "rng = np.random.default_rng()" ] }, @@ -81,9 +82,10 @@ "metadata": {}, "outputs": [], "source": [ - "def ft_spectrum( signal, sample_rate, fft=None, freq=None, real_signal=True, mask_bias=False):\n", + "def ft_spectrum( signal, sample_rate, fft=None, freq=None, mask_bias=False):\n", " \"\"\"Return a FT of $signal$, with corresponding frequencies\"\"\"\n", " n_samples = len(signal)\n", + " real_signal = np.all(np.isreal(signal))\n", " \n", " if fft is None:\n", " if real_signal:\n", @@ -105,42 +107,115 @@ " return spectrum[1:], freqs[1:]\n", "\n", " \n", - "def plot_spectrum( ax, signal, sample_rate, plot_complex=False, **ft_kwargs):\n", + "def plot_spectrum( ax, spectrum, freqs, plot_complex=False, plot_power=False, plot_amplitude=None):\n", " \"\"\" Plot a signal's spectrum on an Axis object\"\"\"\n", + " plot_amplitude = plot_amplitude or (not plot_power and not plot_complex)\n", " alpha = 1\n", - " signal_fft, freqs = ft_spectrum(signal, sample_rate, **ft_kwargs)\n", - "\n", + " \n", " ax.set_title(\"Spectrum\")\n", " ax.set_xlabel(\"f (Hz)\")\n", - " ax.set_ylabel(\"Power\")\n", + " ylabel = \"\"\n", + " if plot_amplitude:\n", + " ylabel = \"Amplitude\"\n", + " if plot_power:\n", + " if ylabel:\n", + " ylabel += \"|\"\n", + " ylabel += \"Power\"\n", + " ax.set_ylabel(ylabel)\n", + "\n", " if plot_complex:\n", " alpha = 0.5\n", - " ax.plot(freqs, np.real(signal_fft), '.-', label='Real', alpha=alpha)\n", - " ax.plot(freqs, np.imag(signal_fft), '.-', label='Imag', alpha=alpha)\n", + " ax.plot(freqs, np.real(spectrum), '.-', label='Real', alpha=alpha)\n", + " ax.plot(freqs, np.imag(spectrum), '.-', label='Imag', alpha=alpha)\n", " ax.legend()\n", + "\n", + " if plot_power:\n", + " ax.plot(freqs, np.abs(spectrum)**2, '.-', label='Power', alpha=alpha)\n", " \n", - " ax.plot(freqs, np.abs(signal_fft), '.-', label='Abs', alpha=alpha)\n", + " if plot_amplitude:\n", + " ax.plot(freqs, np.abs(spectrum), '.-', label='Abs', alpha=alpha)\n", "\n", " return ax\n", - " \n", - "def plot_signal_and_spectrum( signal, sample_rate, title=None, **kwargs):\n", - " \"\"\"Plot a signal and its spectrum in one go.\"\"\"\n", - " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16,4))\n", "\n", + "\n", + "def plot_phase( ax, spectrum, freqs):\n", + " ax.set_ylabel(\"Phase\")\n", + " ax.set_xlabel(\"f (Hz)\")\n", + "\n", + " ax.plot(freqs, np.angle(spectrum), '.-')\n", + " ax.set_ylim(-1*np.pi, np.pi)\n", + " \n", + " return ax\n", + "\n", + "\n", + "def plot_combined_spectrum(spectrum, freqs, \n", + " spectrum_kwargs={}, fig=None, gs=None):\n", + " \"\"\"Plot both the frequencies and phase in one figure.\"\"\"\n", + " \n", + " # configure plotting layout\n", + " if fig is None:\n", + " fig = plt.figure(figsize=(8, 16))\n", + "\n", + " if gs is None:\n", + " gs = gridspec.GridSpec(2, 1, figure=fig, height_ratios=[2,1])\n", + "\n", + " ax1 = fig.add_subplot(gs[:-1, -1])\n", + " ax2 = fig.add_subplot(gs[-1, -1], sharex=ax1)\n", + "\n", + " axes = np.array([ax1, ax2])\n", + " \n", + " # plot the spectrum \n", + " plot_spectrum(ax1, spectrum, freqs, **spectrum_kwargs)\n", + " \n", + " # plot the phase\n", + " plot_phase(ax2, spectrum, freqs)\n", + " \n", + " return fig, axes\n", + " \n", + "\n", + "def plot_signal( ax, signal, sample_rate = 1):\n", + " ax.set_title(\"Signal\")\n", + " ax.set_xlabel(\"t (s)\")\n", + " ax.set_ylabel(\"A(t)\")\n", + "\n", + " ax.plot(np.arange(len(signal)) / sample_rate, signal)\n", + " \n", + " return ax\n", + "\n", + "\n", + "def plot_signal_and_spectrum( signal, sample_rate, title=None,\n", + " ft_kwargs = {}, spectrum_kwargs = {}):\n", + " \"\"\"Plot a signal and its spectrum in one go.\"\"\"\n", + " fig = plt.figure(figsize=(16, 4))\n", + " \n", " if title:\n", " fig.suptitle(title)\n", - " \n", - " # signal plot\n", - " ax1.set_title(\"Signal\")\n", - " ax1.set_xlabel(\"t (s)\")\n", - " ax1.set_ylabel(\"A(t)\")\n", - " ax1.plot(np.arange(len(signal)) / sample_rate, signal)\n", - " \n", - " plot_spectrum(ax2, signal, sample_rate, **kwargs)\n", "\n", + " # setup plot layout\n", + " gs0 = gridspec.GridSpec(1, 2, figure=fig)\n", + " gs00 = gs0[0].subgridspec(1, 1)\n", + " gs01 = gs0[1].subgridspec(2, 1)\n", + " \n", + " # plot the signal\n", + " ax1 = fig.add_subplot(gs00[0, 0])\n", + " plot_signal(ax1, signal)\n", " \n", - " return (fig, (ax1, ax2))\n", + " # plot spectrum\n", + " signal_fft, freqs = ft_spectrum(signal, sample_rate, **ft_kwargs)\n", + " _, (ax2, ax3) = plot_combined_spectrum(signal_fft, freqs, spectrum_kwargs = spectrum_kwargs, fig=fig, gs=gs01)\n", "\n", + " # return the axes\n", + " axes = np.array([ax1, ax2, ax3])\n", + " \n", + " return (fig, axes)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ "sample_rate = 1/1e-3 # s\n", "n_samples = 2**10\n", "t = np.arange(n_samples) / sample_rate" @@ -160,14 +235,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": { @@ -191,11 +266,11 @@ "source": [ "signal_constant = np.ones(n_samples)\n", "\n", - "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal\", plot_complex=True)\n", - "ax2.set_xlim(0,10);\n", + "fig, axes = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal\")\n", + "axes.flat[1].set_xlim(0,10);\n", "\n", - "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal (masked zero)\", mask_bias=True, plot_complex=True)\n", - "ax2.set_xlim(0,10);" + "fig, axes = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal (masked zero)\", ft_kwargs={'mask_bias':True})\n", + "axes.flat[1].set_xlim(0,10);\n" ] }, { @@ -205,19 +280,19 @@ "### FTs: noise (normal distributed)\n", "\n", "A FT of normal distributed noise will not have easily identifiable peaks in the spectrum.\n", - "Instead, the spectrum is on average a bit flat, with lower power in any individual peak." + "Instead, the spectrum is on average a bit flat, with only low power in any individual peak." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -241,14 +316,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -267,9 +342,9 @@ " # aliased peak\n", " signal_sine += 1/2*np.sin( 2*np.pi* (1.1* sample_rate/2) *t)\n", "\n", - "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6))\n", - "ax2.axvline(sample_rate/2, color='r', label='Nyquist Frequency');\n", - "ax2.legend();" + "fig, axes = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6))\n", + "axes.flat[1].axvline(sample_rate/2, color='r', label='Nyquist Frequency');\n", + "axes.flat[1].legend();" ] }, { @@ -288,14 +363,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -319,13 +394,50 @@ "source": [ "t_0 = t[n_samples//4]\n", "signal_step = np.heaviside(t - t_0, 1)\n", - "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), mask_bias=True);\n", - "ax2.set_xlim(0, 20);\n", + "fig, axes = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), ft_kwargs={'mask_bias':True});\n", + "axes.flat[1].set_xlim(0, 20);\n", "\n", "t_0 = t[n_samples//2]\n", "signal_step = np.heaviside(t - t_0, 1)\n", - "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), mask_bias=True);\n", - "ax2.set_xlim(0, 20);" + "fig, axes = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), ft_kwargs={'mask_bias':True});\n", + "axes.flat[1].set_xlim(0, 20);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### FTs: delta function\n", + "\n", + "All frequencies are accounted for, but the phase alternates" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "index_t0 = n_samples//8\n", + "t_0 = t[index_t0]\n", + "signal_step = np.zeros(n_samples)\n", + "signal_step[index_t0] = 1\n", + "\n", + "fig, axes = plot_signal_and_spectrum(signal_step, sample_rate, \"Delta function $t_0 = {:g}ns$\".format(t_0 * 10**9), ft_kwargs={'mask_bias':True});\n", + "axes.flat[1].set_xlim(0, 20);" ] }, { @@ -358,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -416,7 +528,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -448,14 +560,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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cUxIHA1gcXC+p7g1ARM8BcCgzX5wTRETvIaJZRDRr+fLlW19Th8PhcDgEhr3G91wAJ2bST0J5+PfRAN4D4KsAQER7A/gEyoPDnw/gE0Q04zHV1OFwOByOqQ1S7g12yKzOA/8CgA+1CWLmM5n5eGY+fr/9psRMccckwuxFq/GV38zH7EWrh63KhIb7yTHZMNSpzsz8WyI6IpPlDQC+zeXW0zOrM0cPAvASAFcw8yoAIKIrUAbQP3hsNXY4HA6HY8piCYBDg+tDACwNrvcA8AwAVxIRABwI4EIiOpmZfS6zY1Jg9qLVePPXf4+RgrHLjtPwvXefgOMOd25FYubCFTj1zOsAAnbewf3kmBwYNuPbBmtaVet0qxo+ncrhcDgcjq2CGwAcTURHEtFOAE4BcGGdyMxrmXlfZj6CmY8AMBOAB72OSYWZC1dipCgnMmwZKTBz4cohazQx8as7l4EBMLufHJMHEz3wtaZVZadbRTd9OpXD4XA4HOMGM48AOB3A5QDuBPAjZr6DiM4gopOHq53DsXVwwlH7DH7vuMO06NrR4NmH7jX47X5yTBZM9F2drWlVS1BOdw7vX7nNtHI4HA6HYwqCmS8BcIm493Ej70u2hU4Ox9ZEOF3Xp+/aOPbgMvB9/ON2wDmnPd/95JgUmOiM74UA3l7t7nwCgLXM/ADKr82vIqIZ1aZWr6ruORwOh8PhcDgc44YHczaomnu5+847up8ckwbDPs7oBwB+D+AYIlpCRO8iovcS0XurLJcAWAhgPoCzAPwVAFSbWv0ryvVGNwA4o97oalvghntX4Tszy+OhmBnfvPYe3Lx4DQBg0cr1+NpVC7B+0wgA4NLbHsBltz8IAFj36BZ89coFWLxqAwDgxvtW41u/uxfMDGbGt39/L2YvKs1YsnoDvnrlAjz86BYAwC/veBC/uPUBAMCGzSP42lULcO+K9QCAW5eswTeuuQdFtSble9ctwnXVWosH1m7EV69cgDUbNgMAfj33Ifz85vsBAI9uGcXXr1qA+cseAQDcsXQtzr56IUYrOT+84T78bv4KAMCyhx/Ff185Hysf2QQAuOqu5bjgxiUAgM0jBc787QLc9dA6AMC8B9fhzN8uwOaRAgDwk9lL8Nu7yvXVKx7ZhP++cj6WrXsUAHDt/BX40axyufbIaIGzr16IOUsfBgDMX7YOX79qAR7dMgoA+PnN9+M3c5cBAFav34z/vnI+Hlxbypm5cCW+f919AICiYHzjmntw25K1AIB7VpRtsnFzKefiW5fiijkPAQDWbizb5P41GwEAs+5dhe/8vmmTb157D266r9yt8L6VZZs8UrXtZbc/gMtuL9vkkU0j+OqVC3DfyrJtb7pvNc699p6BnO/8/l7Murds2/vXlG2ydmPZtlfMeQgX37o0att7qra9bcnaqG2/f919g3U0D64t22T1+rJtfzN3mdK2ZZvMWfowzr56IUZGyzb50Q2LcW3dtuvitv3tXcvx49lx2857sJRz10Nx215w4xJcVbXtyrptHy7b5HfzV+CHN9wXte0dS9dWbftI0ra/nlu2yZoNm/HVKxfggbVlm1y3cCW+d92iqG1vXVI+b/dWbbthc9kmv7j1AfzyjvJ5e7h63pasLttk9qJV+HbQtudeew9urNp28aqybddVz9tltz+IS29r2vZrVy3AopVlm9y8eA2+GbbtzEW4oWrbpaJt/2fOQ7jolrJtN24exdeuWoCFy8vn7fb74+ftB9ffh98vKNv2oYdF285bhp/eVLbJppGybe+unrc7H3gYZ/22advzZy3GNXeXbbt8XdkmK6q2vfru5Ti/et62jBY467cLMffB8nm7u2rbTSNlm/z0piW4cl75vK2qnreH6rZdsALnXV+27WjBOPvqhbj9/rJtFyyP2/bCW5biV3dWz9uGsk2WVs/b9feswndnNm17zjX34BbjXXrJbQ/gctG29bt09iLtXaq37eV3PIgv//puOBwOh2PsqAPfcv9Zh2NyYNi7Op/aks4A/tpIOwfAOY+FXm1469nXYfNIgVc//QCs3zSKf7loDvbfY2dc/0+vwL9fPg8X3/oAjtp3N7zq6Qfifd+7EQBw72dei2vuXoHPXjYXdy9bh//vz56Nvzj3BqzZsAUve8r+mD6N8PGf34Hdd94Bt//Lq/HlX8/HeTcsxiEzHofXP+sJeM93ZgMAXvvM12LmwpX4zKVzcfN9a/C1tx2H935nNpaufRQvfvK+mLHrTvinn96OaQQs/PRrcfbV9+Ab19yDfXbbCX/2vEPxF+eWe4y84dkHY/ai1fj0pXNxzfwV+M67XoC/Pe9mzF/2CE44ah8cse9u+L8/uW2g+3evuw9f+tXd2GWH6fiLFx2Jd5xzPQDg5Gc9AbcuWYP/d8lcXHr7g/jpX/0BPvzjW3DLkrU47vC9cezBj8eHzr9lIOeCG5fgc5fNw8go4/0vPxpvPfs6AMDrnnkQFixbj0/94k485cA9cNnf/W987Ge3Y+bCVTj2kMfjfz1xX/zteTcP5Fx6+4P43GXzsHbDFnz0NU/FKWfOBAC85tgDsWzdJvzrxXNw6N6Pw9Uffhn+7Rd34n/ufAjHHLgHXnrM/jj9+zcN5Fw5bxk+e9lcLFm9Af/2R8fibd+4Hhu3jOKVTzsQm0bKtt13950w62OvxOevmIef37wUR+67G058xoF473fTtp334MP44inPwbu/NQsr12/GS5+yP3bZcTr++ed3YNedpmPOGSfiK7+Zj+9fdx+esNcueMOzD8ZffntW5YMn4Lp7VuEzl87F7EWrcdbbj8f7vjcbS1ZvxB8evS/232Nn/ONPmzY559p7cOZvF2LGrjvh1Ocfhneee8OgbW+8r2zbK+ctxw/ecwI+8MObMe+hdXjBkfvgifvvhg//5NaBnB9ctxhf+J+7sOO0afjL/30U3h607W33r8X/u2QufnHrA/j56S/C//3JrbjpvjV47mEz8OxD98IHf9S07c9uXorPXTYPm7YU+MArn4y3DNr2CbhnRdm2R++/O6744IvxLxfdgavvXoFnHPx4/MGT4ra9/I4H8dnL5mLlI5vwsdc9DaecNRPMwIlPPxCrN2zGv148Bwfv9Thc+5GX4dOX3onL73gITz5gd7zsKQfgr7/ftMlV85bjs5fNxX2r1uPTb3om3v6N67F+8yhe8dQDMFowPnnRHMzYdUfc9PFX4QtX3IULbrofR+yzK0469iC897uzB3J+N38FPnPpXNyx9GH816nPwV9+exaWr9uElxyzP3bbeTr++We3Y6cdpuGuT52Er165AN+ZuQgHPX4XvPE5B+PdVdu+/llPwPX3lm17/T2rcM5pz8Nff/9GLFq5AS86el8ctOfj8NELmrb95rX34mtXLcAeu+yIt51wON75zbJt3/jsg3HTfWvw6Uvn4ldzl+FH/+eF+NCPbsGcBx7G84/cG8ccuAf+4cdN2/5o1mL8++XzMI0I733xE/G2b1w/0OfOBx7Gv11yJ55xy564+G/+EB+94DbMWrQazz50Bo47fAY+8MOmbS+8+X587rJ52LBpFH//6mPwlrPKtn3NMw/C/as34lO/uBNH7bcbfv2hl+CMi+bgqruW42lP2BN/ePR+eP8Pmuftijsfwmcvm4uHHn4Unzz56XjLWTMxUjBe/fQDse7RLTjj4jk4cM9dMPMfX47PXjYXl9z2IJ603+54xdMOwF8F79Kr7yqftwXLH8F//OmzcNo3r8e6R0fw8qfuD6LyXbrnLjvg1k++Gl/61d04f/YSHLb3rnjtMw/CR35yK1Zv2ILTX3Z011e+w+FwOASqndv1DXYcjgmKib7Gd0KiZrtGRhlbKpZl2bqSUVmzoWQV6h0Bo3JV3oc3jiR5i+qLWc0m1kzvSFEo9Zd5V1Us7tKK9dwyytgyWqbV1ddsyajyRa7WZ3ml+30VezJS8IA9qlGzN1vE/VHmgZyHKj3uX1P+OzJaDNisRvcyb80q1RgpGjlLVpdsUO3TkVEeMJ5N/jLvhs2xnC2jPKhj8apSzsr1jRyJ2l+13zcGdta2rnik9HPTXmmb1Hlrpm9lxdRtGWVMo1jXdY+O2PpUuq+qyte+2DJaDPxTo25b2deYm36wvGL6Fles55aiGKTVeLRqCym/4KZ/P1C17YNBX5P11n5/VLZt8JzUeix7eNPALvm1uJa7vvJXnTxS8KDv1wz9qsDPEnWdD1f+ruWNjPKgDVdXbVq32xblua1l17Mmlg/6ZYEto9Mi2+t+JJ8ToGnbmllfVM0OGBllbBF9amPFYI8mbdLIrvWoGe2RokjqrZ/bWr8ao0XTRx6ontcHH7af2zpvLa9G1LbV+2P5Ovt5q98rNUNft/VI0C9rPeq2zT1vNYsbP1OlnLrd67at5RQMvOOFhycyHQ6Hw9Ed9S6zTvg6JhM88B0HCm4CVi1Nwno5lHm1jaoBZcxnTivJ6SNv11MCbTm6rppc2y7dD6qcYmx2pfpwi5/b75VyYPpAu2/L6auPnjfnZ01GXp9ugvL9ybZLl6OnaXbl/JXTJ80/Fn2695GCkXyQaeTo9dr69GkTK822uU+dfZ7bvD5pX7Ok5urs87zl9K7TCmZMm6a/bx0Oh8PRDTz41yNfx+SBB77jQFEgYUZqaPetvEXBYGMcpjG12r1WfUSZ0YKhkFIDfSw5idxM3oLZ1FXTr48cS+xopk4tSLECl6w+mhyjzqw+PYKsnJ9lcDFapAx5k2b3Ea1O7cMLkLdLy5u1K2lbO68tJ72Xa9ucPomcseij2JSVY/hZlsi3rZ0mURRj808qx+6XpX/Se2OR0+UekA986z5SFIxp5IGvw+FwjAf13+quH1wdjokAD3zHgSLDevVjfIBpxhezvkyWrQ+LvHl9tgYrWDCDjQG9LsdIK1J/joWt0uzKs4I9AlbzI0J3JisXHGX1KaRNeRauOys4Nj+rdWYCFSknxw7n7Opyr5STZzu7ymnzc1xnfgZB95ka24I57tdH7Jkamh8y74oebWvnzenaDNKmO+PrcDgc40L9Hu46+8vhmAjwwHccyLGCfZkjNvbXlkwWZ4KIHAsn9ckFIxoLN6hfXOcCu5wciaKFPZP655ijPixujh022U6NgcoFIx37SMF5JstmX9O8Wf/0YfOy/hFBjfHxpija/BPfyz1Tef90a9sc6621lTkzosesgNYZDR0ZzPxMBNtmibaZEdr7wpTTw65s22aD4q5ta9tft8koM5zwdTgcjvGheQ175OuYPPDAdxxoY+j6sIsojDW+PZjaPkxW2zrHrkxWLiDT2KkcU9PHrhw71MeuPmxVru6xrJdO+0eO9cr7R+Ydi11p3n7rwHNt0seuPs9UrE/3560PuziWmRH682YHml31aV9Tq6dpebfKzAhlOnNOn7Gw3v1mfGQC3wE7wZjuka/D4XCMC/XHbp/q7JhM8MB3HBgtlOmq1YtAm9rYDMraB/ocDNJk3kIXow5YLTm59YkFp4xVXV4Wya0H1Fg46/04mh3QIwmu6zoly6jZVV+qwVGh26Xl5SDNCgykCRqLa62LCXVP5CuMWKhPKgcqcuyixoZLvze+tO2STlDbZPAHM7d+W/voY+ijPYuGPpoPGl+KvEU+2O66flsL3pq8eXa6TZ+wH3RljjnzrtCC6+Z5Q1LGfk7sjxrSXG0mS/a5NXxZ2qWn1T4uGL7G1+FwOMaJ8GOiwzFZ4IHvOJBjTWRAmJuiXN7uGIzkpvIW9oZV2rTarrrn5bRs2qMEQYASaLbYpU351KAF7Y0cbeqomrV146KwitYNfqZ18yUrwWRYp73pU3zNmYBstAfbydmATJl+mmH+c/6R68BzwWTOP9oHAFVObnq+8HNZp5q113T4tqC0K4OZC5LVjzXBhwqpX5/N7cayEZb2sabrMyXLJHI6frwJUbfraMHwJb4Oh8MxPgwIkSHr4XD0gQe+40AuCJUDXY0BDuVYIzHJ4moMS1hn56nOWca3O3OkMW1hndaOvbJI2+C/667ObVNBTZZSINde8qNBbgpu23T4ELmgtAweLX3SgC+njxZwA2kw0SqnR1CTtaujnL5+zvWD/LT6WPfszIhM/wnRd2bEIE378GXZVdgzI/QN0Gy7+izTyL0r5EeNnMEOcwAAACAASURBVO62nNifrUtM9Cqi/uzHGTkcDsf40DC+w9XD4egDD3zHgRwjJtft5TaB4RyrxIocs87ux3y0MllCjBUctTJZyvRZXU7Lxk5d2bysf7ofr9J2nFGY1rbJWS5oSNjFDMOaY9ZiuTmG1Z5+qk1vNWcQKB8YGjnd+4hm11g2XZMbVrVtApf7CJV+sOrfJsmHmpZN4HIfWSI5rXYZz5v2wSrX9w050oTc+mStvbJBcsY/Ybm2d4WFsJxPdXY4HI7xQv/74nBMZHjgOw5om7cQqEpLWcHmOh50FZweZ1SPy2TQFzGaYuym6lPL6THVOcf4aMFOnqFLZddpqRxVTHZzG5K+VAKMxpeSPW/qlONgzS4K0mIGqrFLDqc1PxM1fSSSE+hOJPtITp+4zrbNyTT2v06L5eR9qX0EsfWRutOgjM3Uxj4I/ZzqI6afh7qLRtGCR9LK1XIzH6z6fNSw8mp+rq8031j9ILcJnP7cxvdqX+Y2gZN8al4frU/V/buvPrEvrXFWZqZzZJcfZ+RwOBzjw+B963GvYxLBA99xoI3pC9mOtmN/2BiHjYojSlqP6+nIQOUG9BpTU+uerrXL22WtzdM27cmxZ9aaQzWA7sjitrGoufWboV35jcK6+3k0k7eUE9+rc2rsXG7qrMUKauxc1j9J/qacvJ/3D0R+/a9p29KCQrRtlh3uaFcpR83aOisgTGp9V5gfEdK26sPmjxrPSdvRZ9oUayD92JE7Ykr2w9zMlnx7xX2kLa+FsD874etwOBzjQ/0a9rjXMZngge840LrWrIivbcaHUSRcYSDHYrI66BMyPt0ZqDQYyU1j7XOckS2nn115BtrSR2EFzUAqp0+Oze+rT7c20T4wNDttd/elljb446X6srtdtj4tO3YH+TlgSnvpU6S+tFnBfJrsI7kji7oeG5WbyttrZkRmarHK5tfPWyHbPKeP/nyG/+bqtNLC50azt2uf1d4rYZ0WQjl+nJHD4XCMD9Z4zuGYyPDAdxwYVabghscZjYqBb/NySNmX6UJ2E4zI9W3BYFIOHot0IN6szRMMVJaltJkjWaTvpj1FYJeUnw2OguA6DBj1zX+M4F8Jjhp9FN2lnCAt/qgR2KXonjvOKPqoEeinBY/WeslkWm3Wlza7qO7Y3eM4I2tWQOtxRhEr2PhS34nc1icOWIO+p7Rt7jijIvGl3b+7rksf6yZwycyIln5pbVyWzuCwP4DkPmpom8zZ+sRp4Y7Zmvyuxxm1bZbW5cOAr/F1OByO8cH6aO5wTGR44DsO5Aa+MiDMbSZT3jbkFMpAPFOnNlAu5fTYtEcZXFvBSI71zh1n1HfqdRywZjbtYdvPozKoCYLJJGDNBDxymmjuOKOiYHDmOKM+m/ZY667lxk5akBzLSfWo06T8/OZtMsCN9arBObsKe/M2jV3sHGhmdc8zhoX0ZY9N4MIPMoWY8TGWzdtkQJi1KysHyf0+xxmF+kT3cx++kv7N0Yc4KT/7sUY+t5l3hYVQH497HQ6HY3wYED0+2dkxieCB7zjQxgbJAbQ5sCs4c5yRHEDbg3Z1SvAgqBHsSyaA1o68CdfUciTHZrK0gMdifHLTWOXROWHwpgbQpj5poNnoowXQtl19prFaRzHJ9sqfsauvi27kNPdzxxDpjG8sr7McxfeqnDa7hC+t6VNasK2Vq3VvCF+tj9jBWuTLXF7lWRz4UnveOr4rQjmy3FiPM1LZ/Ixd1iZwmpz8xxqhn/nc5j762DMj1DrVlJhx9s2tHA6HY3xoxjLD1cPh6INpw1ZgMiMXhPbZ3EYf+DaDfxkc5TbtsQbQKSOW2bSnjcni+H5X1jsMYPsdwSODbYbFZBVFfuObiF2M5KTBWtfNfzSmPcpr+HJUftRo0T0NslhNy/tSDyjrcsnxSrnjjITuZsDawtBZMyMS9rKl71vHGSWbZwndkzoiOZkZBFqbFE3bhrrKjyWpnPhe2CaxnPyMD6uPpHpm7BK6j0Ztm+ppDXqSDf7CNlGeiT7HGfWRw0E5P86oBBHtSkT/TERnVddHE9Hrhq2Xw+GYPPDA1zEZMdTAl4hOJKJ5RDSfiD6ipH+BiG6u/ruLiNYEaaNB2oXbVvMSufNANSbLYju1AXQzbTSdVmuzZ8rU4kzA2mdzm3D6qWSgurJw5eC/SYvkZ+2K2c4wiEimZLbYlQRHNQOlfHjI26Xro9Vp7pAryuVZOGWn3YEvNTmqGLWOKBAP+0h2SrCte58du3MzI7T1qjm75EeN0K5YjsbC68F/jmFVZ0YEgWa4Djz3rmDlQ0UkJ7Qr00c0u4rgPTLWze3Ctu7zwUo+F6Hu6nngGbtMNl+xV/Y/Duqsy01zxvebADYBeGF1vQTAp4anjsPhmGyo38s+1dkxmTC0qc5ENB3AVwC8EuUf3RuI6EJmnlPnYeYPBPn/BsBzAhEbmfnZ20pfDa1MVjigL8LgMR08ylFouLlNwtRmmGNzkxxOWZPsUSxK0KHJ0QbtkRw5aC8au+R0yq5rF0M50pdZfdQBtP4xolwPGN8LB9CdGTE10Azq4LhNssf1KLLrf5MN0Dq2CdD0S30jtZycuE1qf/XbZdqeGSGLZI8zUlhBez2pruNAjnze2NCH04814bE/fdalpjMO9HJFYffv3DMly7XOaDB01z5YmUy26IccBKW6HFVMNZOluQ7t0j58afbUddb1etyLJzLzm4noVABg5o0kDw93OBxgZvijoaN+2xp/AhyOCYlhMr7PBzCfmRcy82YA5wF4Qyb/qQB+sE006wiNySqCwb/Fwunr7WLZ0W7MHdf4aoFKGER0ZbK0ADqcEpwyUJYcmIFUIqeFFUzlNL+lnqY+yYA+mDKpMFn2tNE4f2iXymRl2DyLyUp1V9ZFRgP65n7elynrPfiooQSzuUBcfgAJP7J072tCnyL86KM9J7Zd8nkL7Up1T+1p6gjuB/poHzDM9dJSHyW4jfQx+poWhFqDDGlXqIN8TvscZxS9u0SRtiPdkg9fRtuyeKZSOaJfBs9ioo/RJmE5P84Im4nocajGrkT0RJQMsMPhCOBBnY2G8XU4Jg+GGfgeDGBxcL2kupeAiA4HcCSAXwe3dyGiWUQ0k4jeaFVCRO+p8s1avnz51tB7gFxwJAeaIVslX6Q5VlDd3KaWI49FyqzxTdfJ5ZmaMCkMGNV1exnmKD5mp2F8kp2RMwNfeWxUyKZpm/nk10DGeS0WXl+/GcrR7eoSiIdTghMmK6t7JjgSQajJ5inBtjX1umTWVDGJXamcjnZpzLEZaNrHECVtwrE+kRytbcPntrDkpB8eurZJGSRDhcrmh76Uu0NnA039XZGm5WdqROywkMOivXIfmqx3TvKhT/FlfSltjj5YJc+b0t714Cz4UDHV1/gC+ASAywAcSkTfA/ArAB8erkoOx8SDB3U2wne0wzFZMMxdnbWRh/X0nALgx8w8Gtw7jJmXEtFRAH5NRLcx84JEIPOZAM4EgOOPP36rPp3lgDC+Fw7skk1yDLZjtODkE0S0uY1g6MJgVtZtD6CV9Zsmw2IztRqT1YepZUtObgCtDHytc0W1QJyDcqk+qOTEdWpMVhiQyQDaYimZtcG5EYywvQ5cY7LC44NkwGP9HWpbvxkHs+mUYMuuiIVXgllbjj0zQvvwoH00auSEuod9VvYRu02kXaORXWndVuCb00d6Qn70kedUp7MC7IDVWi+dO8M6kZP0b7uPyGcqsct4V3T5qBE+b9Y51Zqc1L/Ns1lnn+prfJn5CiK6EcAJKP8W/y0zrxiyWg7HhEP57pna7wsbzd9Nh2OyYJiM7xIAhwbXhwBYauQ9BWKaMzMvrf5dCOBKxOt/twnU44OCAZm1mYzGbFgshZzaGA1COwRrYd5em9skDEtgVxI4WXLitDiAlnbZA3o1OAqmlEtWWfOLaVeQFkIybbEcLejT/wCogTgbdgW66+tkY11iu0SdGTZP6l5fSl1zbSLrCPtXKsfuIzJNfhxJ6sw8bzFbbX+NzsoRgR1H+uTbJNYn7SNh/8npEz43mi+tQUbaR+Ln3/KzJsc6zkjrI7kp3Om7q0lL60zLW7o3gbhWp5BdpOWmatxLRM+t/wNwOIAHUP7dPay653A4AsxetHrYKkxYhO9l95NjsmCYge8NAI4moiOJaCeUwW2yOzMRHQNgBoDfB/dmENHO1e99AfwBgDmy7GMNbfqptblNuGmPVsbe+TfdSMmenpsyR4NNcjR9jIG4urkNG3YV3afnlutUA32KjnKEXaEOspy2aU+dLhn6UAeNbcrLEf4JpkHLMirDj3pabaBPUGebnIIR+cBqL4lRjmWHTNsoK37OHfvDdptYfq5RF03sKlr8nAQ1dV6Y/anTGt+gTWI5cXvJMolsQ07UtkoZ2YetY5E0ZlSrYyCHDX1yU50TH4RLHcSsCbVt7XdgEbRJcnSW0ba5qdfajA+TOQ7kTOGpzp+v/vsKgOtQzoY6q/r9pSHq5XBMGIRB3Du+eb0HdQbmPbBu8PutZ890PzkmBYYW+DLzCIDTAVwO4E4AP2LmO4joDCI6Och6KoDzOP6M/1QAs4joFgC/AfCZcDfox1jvwW+N8Ymm8or1m32YrJCtyjF0qZzwWrJwlj4p+yIDMmuKcn6THJtBzDF0zU3bLosN0vTJsXAWA5WXk9Mnbcc8k2X4R2Gb7RkEUk6jq7QhlRPrbtklIe3K62NPP8/b1c4ch4x9qk/35y1k7HN+7i6nH9tpMZqJn4u0Tkuf7MwI0daRnMLuBzm7QtmynNRd7z+5561b/87N+AjLTdWpzsz8UmZ+KYBFAJ7LzMcz83EoZ0zNH652DsfEwMyFKwe/t4wU0bWjwe1L1w5+u58ckwXDXOMLZr4EwCXi3sfF9SeVcr8DcOxjqpwBGWRZu7qmm1LFa9ZCMOusVF0uYUYGTIjUzT5mJ920J2aVIzmJ7sG6YlUOVLQdZ9S2aY8VJMvjjOSg2GSgpJwilBP7eVRhOyMmy2DE5KBbst5h4JA7zkidFcDxdWiXZOFCuxI5hbgOgppkbbcRHWmbUjWbtyl2GW3btglc0p8zz5tkxEO7Yt31qeQDOUbQnsiRQWARs8yJnEzbJpvABUFfYpcpR7wrAh2044ysADq/UZj9jgl1HMgJ6uTgXaHLifUI34F+nNFWx1OY+bb6gplvJ6KhHg/ocEwUnHDUPoPfO06fFl07Gjz1oD0Hv3fcwf3kmBwYauA7GSEDp3RQ3QySTXZRGaxNDzZPCAd2ZTAS1m+zi/LIlHDAypzq3pXJCoPJZNOeMDCIxUSDdClX+ic3gJYBmNzcxrIrvNeU04OjHMsV2qqlxUxtGuDJTc6sTXtGhV3SF+GgPvxYUogALD7upU1O8FFD9J/8UVWpXWEwy0lwLcoHgXluE7gosFSCtWj34yTQ1O0qOP2oEX1kiaZpx/rEZcS03/CjhtQn83FEBoFhv9Cmsdt9JH1XhJvAhfVqm6WF5WSd9eWoSFP3FYgCzeb+aMYuFu+KOk8jh1U50gTJSId5Qjl+nBHuJKKzAXwX5av7z1HOvHI4pjyOO3zG4Pc3TntedO1ocPT+uw9+f+/dJ7ifHJMCHvj2RLLOUgl0gDyTJdnF3NTHlDnOMEfKQNxmxOzgKDn2J9Ahx4g1coxBe8/jjBr2LB7ghoGCZLI0ltJqk0gOK6xpMqAP/aPbpX6MCBYUxGeZxmx5yLhqwVEalAZtYgTXWv9Mme0gCBVBzeADTH0Ptd/Tc5izcpSgsZET22Wznd3PRI7bNl2XajHQqhyrTeSzGfVLe2aE1j9lgBh9sDJmRiQzPpR3hfUhLpyBkvhA9KdEThHbrPVVTU6ou7RL+/DVfESQ68lFUFzEdsUy4uUDdTnywPedAN4H4G+r698C+Orw1HE4Jg7Cv0nPOnSvIWoysRG+sT3odUwWeODbE+HYTLKEQDiA7sFkFRytto6nRUo5cTAb66awlgb7Eh5npG08ZAfJ8cBdY7J48O/4jjMKdy3OHWckg1mLOdbsqrNKJisXQGu7KHPUtiLgMeRqrHc4nVrWnQb4jV2pnCYtklNkZhCI/hxOnW3sC+wyPrJ0Oc7ImjorP6TIDwzSHuuIqXj6eZ7ND2dVhAxvLT+0K4TUL2yHNn1iObFsFixz8uGrqxzxrrCet/quNYNAvrukL83NpDgeQIb9KzedOpXTZx14fJxR2Nbh1PTpU3yuMzM/CuAL1X8OhyNAEb3/2M44xeGucUxGeODbE+ng0Qqy+m3ag2gwGU8JZjHQbNJS3Sz9WA5Cw4GvEhxJ/eJNcqQ+TVotW6a129Uy1TkJHkN94uDI/hiRBlJ5PzfXkjnK+9m2izlnV5wmfRHpU0i7RJ1BEJPKiYMj5rSc1E9rY2mXlSZ1j+WkfrbStD5i6R62g95/Yv26bgKX29wufsY1P8e+tOzKvSukXeXNtJzUIe/nWK/cR6lUn7bjgyx9bLvCejXdo35ZKHYJGX6cUQoiugfp6hQw81FDUMfhmFCQM/scOuTfY4djMsAD356wjgsBEE1vlNNP5YZMcmOXENGRLkrekMGIdFOP/WnKmUedKExLwsYEea0Nh0blv0qgGelT6HKkfX2PM5Iv41CvZNpoYdgl5IT1pBt8xccZ5TZkiuUg1cds23SKaZfjjMIps6pdLPQR/XlgVyHaRPMPG34ObA710P0j20u3K6x3UM5qL+VDxShDz8uyX8r+rNsl9U3kKG1iyhHvCrMfiun1yXslDBA57+dEjrQrDDST/hyZE+S1n4VC9BH53IRTqnN+1vwTejfW3Y8zCnB88HsXAH8KYO8h6eJwTChEYwiP7Uy4axyTEcM8x3dSgqNAJcNEiDQWaWyUq68bVidljkIGI3dEScJkifWk4UC3vBnU2eM4o5QVzNmlD1g58FfIwrbbpfhZBBaWL1v9HOWVdln62HbJ9Kx/MmsVpQ6JXUVsc53fsitOs+0qZTcBbGpXaLNuFw/utduVawOZnptBkNhVaM9NY1duZoRlV62frU9sc4jc+yD3jpEMcqJPEb8rbD839wblEt3tZzH0XSRH8VeXtFpWaFfaZ9vTGjmpL6fqcUY1mHll8N/9zPxFAC8btl4Ox0SAfDc5dLhvHJMRzvj2xKgYWFqsTrrRTMN2apu+wGA/5CY5cZqYkqMwLObOqEXK9IR1ZuVIfcSmPZGcJG+ju9zcRm7aE60DTVimjF0igG3qzNgl/SyYrEK0SaJP1F6BXUL3cJp0Lz8Xad8rLP8wJ207aGNpV9BPNfY89E8pJ9VV6puyprF/wn+1vFGa4Z9aF2uGRdgvUrvkVDa27eronzqvNYOgEHYlG4xFee2ZEdLP0b/KRm/WzAjpn+hfJUi2ZqDEa/wbPQZypD7Bs235Z1BP0cgzZ0YodoVjsVGhe63jFI97QUTPDS6noWSA9xiSOg7HhEL4TvHQLgN3jmMSwgPfnsgxPszNAE1nWPRgrWAgHIfl12/m02J9MqygSAttU+3itJymT/yvzdC1+Ufq1Wdzm5x+FkOXK5fqZ7OCuXKa7nk/97ELgZycL3P9QOqT7yMp02bpo5dvysm8VVph959Ud2lX/Cxadmm6d/czRN7McUZJ/8nb1WW9dLhJmmVXdr20+DhSV8OK7pFdRgBdDMp30SfP1IY+SPxThGl2G8jrcDaIH2eEzwe/RwDcA+DPhqSLwzGhIN8pDh3uG8dkhAe+PZFjBeP1tykbGzI1ku2EPPLGYrKKOC1iO9leK9gmJ5yaGbK4iV05RiwIWLS8IXOTHmeUMlmNfkjzcpBmMGKJ7sKuSA7b/hnIsXQXO2QnTNY0q02Q+jlns8mIKX4O2iv8V/NPyMK3rSePGHK25ChrTQf1pyx80oeDINligwd1GoFUnIZUjqW7lMMZu1TdA7uMd0XOP6o+1swIbu6Z/jHbC5HvpBxzhoX6zmn0y66/l+0l7Yqev5jRlv6KWFzR98NVvok+1W8/zgjvYuaF4Q0iOrJLQSI6EcB/ApgO4Gxm/oxI/yCAd6MMqJcD+AtmXrRVtHY4tgHkRokOHe4bx2SEr/HtifBLoMaMWOxQyADJXYHbmKyu7OJ4mKzuduXT6nu2XXEAFOvT1C/Xb1q6J2spC9uXiV0FJ3Vq5bQ647RY167rwHP+adv1umS9DLuCoCKxq0jtstaBS5treYO0ZB14Wk7TvdTJsIu7sZ3StlR3KUfYFQ1sAt2VjbD62JV73vrYVWT1iQPWLu8D3c8Q5fV3V1e7BuniI4euj22XrCeVg052yXqKoN9N9eOMAPy4470IRDQdwFcAnATgaQBOJaKniWw3ATiemZ9ZyfzcOHV1OLYpouVSPp/XhHvGMRnhjG9P5Hb+LQIGT1/fWqWxZI4ASJYiYHySdY7BIDTHiBVFhhHjmJ3KMWIFx2xVypY1aaGPcjv/hjsGN3LiYMDe+TfDdnLcRqGPEjkiLWGVWG+TrBytvTJMVrprcSqzlJMy25F/pM1s+Sdl2q32kjbXeXT/2O2VtHWkXzozIvZzUy55FjLtF+2MnvGP9FF23a5sL6UPN89AS3sZu17LetT2Mvqh5p+Gsc/7uS4v65D+02Z8JLpzkCb8bO3UrOoe5YUhRzzvhbKrs/JOnqpxLxE9BcDTATyeiN4UJO2JcnfnNjwfwPyaLSai8wC8AcCcOgMz/ybIPxPAn49Xb4djW8IZ324o3DmOSQgPfHvCWt9WX9usTj6NmILrrjsa26xkU2etd4blUsrFdtp1skir7zVy47wWUyPPA+3KbOtydJ/kmO2cXf30SdNSRkz3T6RrMXa7Yma9g12RPrbN9T3Trh790ma2436UY1jDenLtlcgpeswgEGntdiGQ01Ef1S7Dz8G5tbociLztdknb9HOqmzpzMyNyz5Tss6k+gZxknwO7r0k5Yehr7Sswhac6HwPgdQD2AvD64P46AH/ZofzBABYH10sAvCCT/10ALtUSiOg9AN4DAIcddliHqh2ObQP5TnPocN84JiM88B0HykFgcI2Gt2UW00A4ToMsF11zLCd6u8RTXGGUk2Xb0hK7DDtLXYOBZaiPTEv809zI+U7aFtZR5wXb5eT0yjhvrF+uXFInDN05kybriXTlVB/LrkR3YZfUx7Q5ncbKwYVlsyzbbqfQNbJb9CerDggfyP4u+7f5LGr9R/ThUKbUR6lP2ijL6s9Q49HErkROWE7YFT4XUo71bCrPYud3BVreI6IPd35XGOVkPa3vWVnO9FdTbqoyvsz8cwA/J6IXMvPvxyBC8xwr90BEf45yt+gXG7qcCeBMADj++ONVGQ7HMCBn2Th0yL/tDsdkgAe+PWGxJHVavJ6MzbT4iyKHpxl1YEaatFifPGPXNa3NLpstU+yK6rQZX31tbihXzyuDkRzL1Lo21ygn5ebsyjF9mu62PojXCrewlKk+3e2Kd/4VukdnP0td4+sua4UHtoX9QOSN0gy7pG0hE9rJrqifIqt797XCCNjz3JradrtybH4fu8znLfPcyLT2tbkQcsJ3oNSn3a5BPQWrafm1y4gqtd7JU5XxJaIPM/PnALyFiE6V6cz8/hYRSwAcGlwfAmCpUs8rAPwTgBcz86ZxqOxwbHNE7/Uh6jHR4b5xTEZ44NsTciBnsxYKsxamyXIU5pWshVEHS+ZIY704vBC6B3JkORmohBdSn0CHJMCR+hmvSjFeHdxrykm7grRE9zhzk1cyUJKdCnUVL/WgrHBlFOymaUhsbupkWx/hq9Q/GUaMM2mZftnG5o0mbau3dZIGRQeLGZVpbbor5epKYz/bdsU+kH/MW1hKobsmU6a32jX4X/osxv1Z6/tSB93PSAJWiHLi2qizvhfpEObN9REhKH1XpDITu6DYJfMquk9VxhfAndW/s8ZY/gYAR1c7QN8P4BQAbwkzENFzAHwdwInMvGysijocw4Lcx8Chw9lwx2SEB749kbImTVrM1NhsnpZGYqAZMRrJETypzEafcKDJgoGy9GnbGbWbXUC6oU/K4ti6bw32vN96wLwPcmx1YlemTUy7MufUttsFYVccYOT1kXlDfUT/CXSQm49Z7L70cx/mX+pu2SXLtvcfqU9OjuHnootdmf5kniv82NnFnJbT7bTbPXz+WClnMbccPO9qWliu0PYVCPXJpMlyiPXT6iR1xu72D2a+qPr3W2MsP0JEpwO4HOVxRucw8x1EdAaAWcx8IYB/B7A7gPMrZv0+Zj55qxjgcGwDeEDXDe4mx2SEB749wdHvlLFDMCCTrNfgtxz4ImVY6hLMss74/7JcKieoQ+rDYZqQI5nZQV6bnQLEAFroEEpNdY21CNMTOVFayipJtZtBsrCLZZptV9jWUvesXYhvhPVoukdpnLFL+kdo03k9aag7pO7xddy2wi7AbK/EtxzrB5k39LMsB6POoFxzHdafed4CFXJroNv807Y+ecD4auUsJjljM9AywwJI5Gq6JnKScsKuxD/Wc6vM1Bi0iXjeIXW3n7fQX2p/TvpTKnOKznQGEV2E2NURugSozHwJgEvEvY8Hv18xHh0djmFDvlcdOtw1jsmIoQa+RHQigP9E+eX4bGb+jEg/DeXX4/urW19m5rOrtHcA+Fh1/1Nj/YLdFxbTV163rOMN0uSgMxyH5Vhdub6t6/rWdP2fYOg6nj3bdgaxZHwtRlpl+gQ7lLOLQ32idai5tZUaA5X6SpeDIG9GH80u4ctojaZ59qzSfxI2Xdc9ZsTa7aqvE6aviPtX2LaJXUV+12LrudHay05Ln5tQ91xadj1pwDbKADrWR9hVaHaF+nS12bYrl1Zfm3Zl3xVx+6XPLUTe4F2RpDXX0XtF3R1a799tzH/SZzMzRzjSB0Kf8v5UDXwB/MewFXA4JjpGjbGII4ZcruJwTAYMLfAloukAvgLglSg3zLiBiC5k5jki6w+Z+XRRdm8An0C5YyQDmF2VXf1Y6x0956ywC/Vv5BgosU6OEa/xDcqyMpAz1+1BUhZfpwAAIABJREFUMlsBU8M5fZBwM3m79DQgDuSg6h7IEXpHUxSlHGmXZbNWZ8SjZtIMXcvrjnWq5ULdRV6pT5QmyiV5mwa0bUb0UUOzCxym2XXKDwzprAVu0kJdodQZ6SrymuXEH1rZLw1/qc8iYoQ9JNU9Y5eQMpCj9YPoeYtLmc9m5lkEZJt0f1dIfyWbmEVtK3XX02Q9nHRw4efs89bUI9sqbCX9faS/KzhosWlTNPJl5qvq30S0E4CnoHTKPGbePDTFHI4JhOgj7xD1mOjwuNcxGTFtiHU/H8B8Zl5Y/cE9D8AbOpZ9NYArmHlVFexeAeDEx0jPCBYTUl532yWYM+WaawzydmagWDJ2koHK6a6X0+2y65THANhypF1okaPrrjNQYRCR35E2TMvZxaJOm+nvwYhl/JPKsfuIalcQyPTxZa5/x3I0Jjujj9XXFLss9ryVaTcCc9Uuiz1XZjREdvWa0RDqI9NsX4ZBoK5Prk0s3eMZA/J9kOsjub6vvZ/y/SCna9f+HbDBRTojJnn+Ck7KTdG4dwAiei2ABQC+BODLAOYT0UnD1crhmBiwZtU4YrhvHJMRwwx8DwawOLheUt2T+GMiupWIfkxE9TEKXcuCiN5DRLOIaNby5cvHrbRkE6K0YMDKbDMjDEGEiBvhYDJhoDjPmiRMzeC3zYQA8gunsAvSLl3XVE6MSHdOdY8G4mJaLYzBrSzXxthFfhZpSTmD1ZU2R/7JlEt8AKl7Jk3IqW01bQ7uyDaxuOtUd7bbJNC1vhHp06NtWShvt23mmVL7ZfMbslySN6N7YBeSckadkH0k9nP6vCPOO9BH2AVk2sRmpBM5Lc+ttb486ftKoBnlFXXWmfW2ja/rG9q7YpCmlEv0CxLrpKnK+Ab4PICXMvNLmPnFAF4K4AtD1snhmBCQyy4cOtw3jsmIYQa+2shDPkYXATiCmZ8J4H8A1Ot4u5QtbzKfyczHM/Px++2335iVrbHNzyfl9OtjvA40TsuyTMb5pHV6pI/BDukMHaLrnF25NX62PhoDZemT2pVjmXKsqbTLYmNTFjdnV8hAySmu9trurF0tuzHn7ULGLvvLt2rXmPTR7OIgLdSnja3W+16OwZTpOfY813803S1dWaTp666NtCJ9/ky7grw5m1M5tl25NtDl6HXqaTndLX1E/ym0WQFpuSkf9gLLmHl+cL0QgB895HBAfpzlTM6pDfm+dzgmA4YZ+C4BcGhwfQiApWEGZl7JzJuqy7MAHNe17GOFLJsXcC7Mku0QabJcdB0wNTIYQchkaeV0/aQ+EGUTFi7OGjNQ4v1msouKfg1Tw8mLMrzKMlAZRkzaVST+EXYZuoJlnWFexc/h74xdEfOX87NsL5WlDHRjPQ2IfZnYFeZV+3NOjsgr/BXVYfSRnF1Sg+S5YcHBWrpr5aznRvZtjtNan7fwIqN78sEsqjN+V0DWaT63+XdFIieoM/v8h3KC/2t50+dW1iklBHKS90r9b9q3rOc2fT/p7wpyxvcOIrqEiE6rNoq8COU+G28iojcNWzmHY5goxPvGocMcHzgcExjDDHxvAHA0ER1ZbbJxCoALwwxEdFBweTKAO6vflwN4FRHNIKIZAF5V3XvMIQfQ5tozkcYiTQYfeeYoHtx2Z8RsOcn6zUKvo80uySRnd/4N9SlEmmCyUn3CvPGAPmeXZK4ttpET/9jMLTO6n0/KYjfmFt1Z+CQsZzGuWrtb01h1u8I03T+6HF33xGZhV3IesCG3bVYAyzo791kZ/OeY9nyaDGa19aRa2dbzrjvYlcqBkNN9F+W8PvkZDV3lcPCuaLNLvius926bXdKXtT4e92IXAA8BeDGAlwBYDmBvAK8H8LrhqeVwDB/WbBhHDPl3y+GYDBjars7MPEJEp6MMWKcDOIeZ7yCiMwDMYuYLAbyfiE4GMAJgFYDTqrKriOhfUQbPAHAGM6/aNnoHv6EwNQG7kDBQCvMwKBfu6hwM6OW7JEwDFObI0C9dJxezZfILZ5q3USjWPWa9YjkKYxeWhV1nlhELyqY221Ovc3lTm5HqzkE5wEzLMWJJP5D65Hxptq0M5OI6820L2P2yR5sE/SlncyonXZcapWV0b9MHlp+VPhwSvtLPUZooZ7H7WnuFyLUJsv0y1iIrJ+mzsb9CpXLPSfjMa++YrJxQTFaO8txkdM/aldSZvium+hpfZn7nsHVwOCYqkj1GHCqsv8cOx0TGUM/xZeZLAFwi7n08+P1RAB81yp4D4JzHVEEFkk20mJp0bV4mjQESL5B4TZ2sQx/4qkxNEQ76dF2BfgxUZzlF+mIMmSMrrV0fHps+al5Ln1hOyjJJfVgt18b8J21rsOd5ffqwcGngmWc77TZJ7WJDTp6lzPu5q119/NxnPbDss7buEXv+WJ53nenfsT6BnML2cypHe6/oaa12GYy0apd5jrfm56CPyN28EefV3rtTO+wFiOhIAH8D4AgE4wBmPnlYOjkcEwXxTLEhKjLBEbrGpzo7JguGGvhORrD4zWIw2fxW8oZpYTnJDnFL3kBuZ4ZFspRC3zzDmmGgcgyrYPrCsoldos5xsZQWI5b4h2N9IHUP7QzbJBYk05JyiZ08+B2BM4yv1C/wHwf/D9N1OUo/CPUROtlta/cDluoowUgsx7BLKpTrI+pzYvhZ0z2So/cZWQe05zbXLw1fSrui7qU+i3ofgdaHI7m2v+Kv9dqMhuBN0vG5rVQSuht2Zfo+hK6pf/Lvijo5TJvqjC+AnwH4Bsq1vUVLXodjSkEe7+bQEX30dD85Jgk88O2JNubITgtZCoXxDeoIB5o5FgcARuUu02JNa51VY2rC99SoYFvSoELXRwYKiT5RXns9qZzWmsox7CrYtFm1S3zJtZm+2K521iunq+wzet6UGQ310Rhpq49IFi5vV8OICX0KbtEnzNuUTdccI6OPbRcLf/Syq2iYwMQuqd9WPe86tMt+V+Set3RmRLc+or0r8jMauj1vss9a/ae/Pn3syvknziuvtZkIHvfiUWb+0rCVcDgmIpy87IboI6N/PnNMEnjg2xOSTYiDrCDgEXlD1kKmMQNMYVnBRIrMdp02q5uu8Y2ZkuxurCxZLxHYBXXmzmgNyzIkG5TxJSt2Kb+lzapdUV5pswxYm7zRdEopRyifZ8+bwtq6a1g+UPQLnSD9HCLpI0Yf1thqWH1E1olQjvRtxi4lb9S20q4+fT9jM2Sd4bNppGl1hgjL6n3fkhPbFbUJFDlBnb3Ou86wwa27Qw/sys8cSfuI/hyrduX6flJnRg5isJLmgS/+k4g+AeCXAOqTE8DMNw5PJYdjYkBuuOjQEb373U+OSQIPfHtCDuQkI9X8jvOGbEM6KGYUwe5WfZiadP1fkFZk2Dxmc02dZpfNwuX0sdd6pmnptWlXoo9uc6tdPVjKrnbVOuXsGosv29izVB9DTmZ36BzT166PnNEwdrvq5F52cTpYydol2OK8Ppk6jf6ltbusJy/H8qU91VmbtRDp0+Mc7+Q9Z5xlnLcr/eAwVrus967WR8LQN2Z8G7v8OCMcC+BtAF4GDKY6c3XtcExp+OZW3RC6xtf4OiYLPPDtCRa/LdYUrDEjzXXCCkZFZVk20zozNYodJuPLkh0K2TyOpEnds0wNi3WXYlBsy8mzlEhsNuTIAX1kF6KSeUZMtJfI3cp6R3bZ/mqvUy/XxlKmfdhIE/5K21b2mSAt07/z/ml8krM5lSP4V9FHuj63sk75HLe1bZ1ZPu+1/qbuog8P5IhncVCPJkfUwUHryj4CzvURxS5DV3CLL6U+oV3CQX38HPURISX3rqh/T5vycS/+CMBRzLx52Io4HBMN4fhszgMP41mH7jVEbSYuFq1YP/gt3+cOx0TFMM/xnZRIWaUmLd4QIc0branLMBop64UorcjUaa8ntc8n1fWByMtq/X3tyjE1pj6FZtdY9bHsalmX2mZXuBtzxi5myUDpaVqdFgueMmI53XPsogxYc30kY1eRTuHuZ1eTltrVTR+L6etml309avhO5u3zvEm7srMCCtuX+oyGdl1b5QR5Zd+STHLWrkLK0W3W9dHfj3VZrQ6ZFtZJU35fZ9wCwEfzDoeC+cvWDX5/4sI7MHvR6iFqMzExe9FqfOv3iwbXNy9eM0RtHI7u8MC3Jzj8LQPNHLMWXiR50wAorkPUb9YpWZ3mRiJHZJabPrGstJYjGZXYLEVOrBAP5KRsXigt8aWoiEN9BPNo2jWop7nBYVof/whlwmupe5g7rEfuZCv9JXUXVUZstew/phxhV1aOqFduIhZmjuwa2N1BjrQraE9ZLt1QS9afqdOwWbMrrdPWPckbJPZ7V+j9S9os+2nueQt9kqZl+izL9pNroGHmzT23YVnV5pyfE9271RkFvkE5Z3xxAIC5RHQ5EV1Y/ffzYSvlcEwEzH3wkcHvkdECMxeuHKI2ExMzF66MZub4xwHHZIFPde6JLEsZMry9zs3kiH/In08qd1G186YMVFd98uyZxRh20Wew7rKwmb4u+sTrN8duVxj09bKr0O2SeZljNjjdVVq3K5VjrxmVuktGLC8nZOHy6y4Tu5I+YtuctUs+N0WQ1sMuGfDETKD0nW1XfrdhW4583jrLyZ53bae16xPP+Ohjl8X49pOjsMNjtKvzezfpI9KO6sID308EvwnAiwCcOiRdHI4JhcftNH3we4dp03DCUfsMUZuJiROO2gfTpxFGqpfqHjt7OOGYHHDGty84vggvo+l5UBgo1vNKdiiRE9bIca2JnOgyWAcqBvScqRPaOjmjnGRq5M5+qe6WXSIYSfxj6C7tQs7PCgMlBuZqHa122VPeJaub9hGhj1Gn9HOZl9X6c30kqTMwNJSp1RnLUZj2UJ/AjlybJP0p/K32Z8MupY+gY52JXZk+km+T/IyGfJ16G+XY4FSO5j9uTdPsQnQt3yO6zamc+JkJ30/6fgSWnFgMMu+KpO8bsxSm+jm+zHwVgLUAXgvgXAAvB/C1YerkcEwEzF60GhfcuGRw/ebnHYrjDp8xRI0mJo47fAZe9KTmg8B//Wa+s76OSQH/RNMT1pq1+rqGNkXSyluI0azccTZhcQo9b46pSRkxW/ccU5NMN5VsTMfzN1O7Ut92sSu3brebXR3r7KiPXmdOznh8uRXsEr7sbJeY0dCuT/8+ojJ9Hft+whbn+kHHM6PbdE/7IaI0ztYZ686hL1vOT47kGCx4OsOizS5d9952JYx0aLPUp+tzC1N3+dHFXuM7NUFETwZwCkp2dyWAHwIgZn7pUBVzOCYIZi5ciZHR5r2xZqPv/2Zh/ebRwe8t1ZRw/0jgmOjwwLcn5JqxPKsU5s0zNbacvsyIXpYh9enO1DAQy5H6ZHwAI6/OUhpygKiSrF1ZOcIu0UY5xj5l+rq3bc4/YTnm7nlDpjtZT96mu8jNYZrwl6mPSAOEPj3aloXycdtKObk2icR0ZnWzz1trHwnk5NbJcq5OrQ9z8FvYldNd5jXKyecmZY51f8m+JevMMtCibDLDonObdJ9pY52FPYUZ37kArgbwemaeDwBE9IHhquRwTBzIKbyH77PbkDWauNhnt50Hv3eY7lPCHZMDPtW5J8IBV8ocxYM6yZ7FLAVHabaclD2zNsmRbHBUn6pPtzpjBqrlfNLM2jy5g3BuPWnOlyFzkzDgObuKlBGz1t+22SUH4l3Xk+bS0l154zax12+mwYgtx2b+U7vy/XLr6KPJCYK+HnZJXS3dc3YlaZk6k/X2LOUE5bJ12ju3a2u7++nOelph9/3UzwjktM0K0J/3Rh8E6RBpObu61SnrSHcQL39P3bgXfwzgQQC/IaKziOjlmLoEuMOR4LjDZ+CtLzhscH3gnrsMUZuJjT12abizj7/2ac72OiYFPPDtiSxLkbALCPLmN/gJsnY+w1at01zfJpm1XJ1Sd8FARXK618mMwZcDuXZxkG7JEQwUQn1iKS3+iVSPEJ/DnLELQh8hOJWTsStpW71OaVc63VRcW3ZBBpNBWennTB+RdkW6yzRk7BJ1yDZKp/3bdoWQfbj786bJyfTvoER21+sxvitYKJVr29y7Qp3F0fW5DVRgoVDCnrf17451pmdP2/5K26SBtRs7TdHIl5l/ysxvBvAUAFcC+ACAA4joq0T0qqEq53BMEOwdMJmbRopMzqmN0DeH7P24IWricHSHB759IQao0U6kGWZGshY5dkieYWuxpqmcx/J8Ut2uHMOSMjVjO383x4jVZQe/ix52FS3t1/V80h79oM/5pPn2y/nH3vwnZf4Fm59hz1P/6Lq3zQposytX51j00erM+6er7nbQ16d/J7MCss9b/l1hseean3PMaLqvAKvlcu+RthkNuXOY0/Zq0vq8d61dr6do3DsAM69n5u8x8+sAHALgZgAfGbJaDseEwIYtI4Pfj24ZzeSc2gh9s3Gz+8kxOeCBb0/Ea3xtdkFSR5K1SM+e1NMkWhkN1tNiriVlanLn1Eb6yTQRRHQ9nxSiXE53Rp4ZzZ2f3H7OaabODJuXyOlY55jPJ+VMewlds3axkrdmz4UdrbpHeYO1wtIuzvgyw1K21ZntszJ4y/g920dan7c4sIrtiusMka8z/yzCtEvOoUDQJqmfYflA6svItm3WLqGL3bZxrWnf7/5MRXYZ5abwGt8EzLyKmb/OzC8bti4Ox0TAo5tH8fjH7QgiZ3xz2DRSYMauOwIANvoHAsckgQe+PcFiUNWHgbIYRHmOZ56B6s6w5FiuPMOSZ6C6y0n9Za0n7ceIjZU50nS3/dWdPR8b49uLzWuxqx8D3eQNWTidze+mOwc+Ue3K9P1Un/H7klv91cc/HftIy07NffrB2OxK+2WzG3MffSDeXcHmVqKOXnYV9vspZ5dMy73nEn3Ejs91moe9DofDwobNo9h1p+nYcRph5oIVfkyPgeXrHh383uCMr2OSwAPfnui1xjcoF+ZL88ZcTX69HUeCc3Um6xqjgW8cCOfX5ok6hD75OvWyXNvSSXeNOcrpbqRBtkmb7kaa4NX69AOpqxSU1922WVLQpj5J2zb+Yqlsi+5JPwiCIyml83rpTJ1Zu6DoY9TZ6h85S8HIK3tCrx27xawOS47Uteyz3eyK6hTPRd7PyrprEdB2titWr/O7It+23fultcu0M74Oh8PC/Ws24pFNW7B5lHH9vavx1rNnevArMHvRatz54Dqs3rAFAHDBjUvcR45JgaEGvkR0IhHNI6L5RJSsLyKiDxLRHCK6lYh+RUSHB2mjRHRz9d+F20rncMClMWS5NDtvzIjl1uJprM5Y0pKps511bTnHM6kzzGuvJ02mpmYYqJzufezK6Z61S9kdOq9P1/bCOOyCuO5uV12Wlf4j5dp2ZfqecuavaVchZ0p065epXXad7XaFaT2et0wg1+tdkbCt439XtM2waHuP5H3Z7V3R7svudYzVlwPG1+Neh8OhYPai1Zi5cCXWPRqcUTtSnlHraDBz4crob8qN963xDwSOSYGhBb5ENB3AVwCcBOBpAE4loqeJbDcBOJ6ZnwngxwA+F6RtZOZnV/+dvE2URhtrEuZLma/wOskbsThBGgSvxJKljHWz69DWpWbq7Khrtk7IvM11+VvIzeku88LIm7ErYcSQ0932c11PrLvhy4xdkOsuM3Xm6kjYPNHvErtEMGLVz6IjpH4W+mXqhNm2PZ4pxGjtI5k6YfQRhtQn/0xlZ18kz1tGn5wcaZclJ/h/rR8HaXkmO5SjzA7ZJu+KnBxxna0zTNNt9sDX4XBomLlwZfR3EQB23MHPqJXQ/OEfCByTAcNkfJ8PYD4zL2TmzQDOA/CGMAMz/4aZN1SXM1HuPjlUxANCsdY0oGISBqqQa8/CvDk5eQZK1tk1rdTHrjNnV47FyclJWB2DjWnVPZNXMslJWkfdk92hEzmhPjD9lde1uy+l7mO2S+kHZlprnXFe7lhnm+5s1tnDrqw+/XzZ3S67j0rGNd9HhJwMA5zr+2GdvewSu0Pn3gdtdskAOtcPcnZ110faxWoa+Spfh8Oh4ISj9oneDrvsOA0ff93T/YxagWMPfjwA4MA9mqOf/AOBYzJgmIHvwQAWB9dLqnsW3gXg0uB6FyKaRUQzieiNViEiek+Vb9by5cvHpzEEQ5YMssJ8YnfhJDgK5CAnRwTQSWBn15mkhbpDDkJFnQbDkwxCIQehdp3JAD8azNr+SeXYuqeDa9uuNAAK5LTYlZtanLZfTo70Qbf+lG6k1KNNQjmZgCLbR8SGbGkwEqa12JXI6ZY31yb1PT1v/nkrYoU698t40y6hT2u/1OXI56LVrqh/R2bEdvXq3y0zGiw2mIHcDt7dZ6uI/p3Vx26T0OZpHvc6HA4Fxx0+AztMJ+y7+04gAh7dUuCMi+/wKbwCv72rHE8/tG4TAGD3nab7BwLHpMAwA19t6MHKPRDRnwM4HsC/B7cPY+bjAbwFwBeJ6IlaWWY+k5mPZ+bj99tvv/HqPBjkTaNm4Du9GkXVg6xp1AzW6gFWfVxHfR3mzcuJB2u1g6Sc6dNoMCBU5Si6gy05pT6armWQjkBOWWdOn8YHiOUWHMuB4QMIORn96sBOlxOXk/rFcjK+rAyh0C6rTVDKUn0Z9Pa6rTW7al8Whq5h4FHL1XRX5Yg2QKRfpl8Ku2QbyT6ca9voOWGYPqiDR6tNwnJFwWab1AGQ1SZJ/1ae21oHy5fa82b5Eiz6SCH0Cdo2L4dNOQCi90hRlPqpchDbnO+XGV8ifi7a3hVm/xb1W++K5nmz+3fTth75OhyOFNfMX4Eto4wVj2wevC98Cm+Kq6rAt/779MjmUf9A4JgUGGbguwTAocH1IQCWykxE9AoA/wTgZGbeVN9n5qXVvwsBXAngOY+lsjXqwWM4WJteDaJqdmP6NEoGqDXjO7gu0kGfLqcZrNVyw8H/IC8FdRr6qLqrcuLAKZUjg1vFLmp0r9M4KFf6JBywlkyy6UuEcow6q4GvKaeI7ZKBnWwT25dlWxLCgbnuy9LmjC8T3XVfVmIMOcKXVj+o9WG9DcprpY8oPtDsMvt3JVeX09RX6zOW/i3bgKt0s1/CavdmRsM0ogF7buoD3ZdhAN3tXcG6HHD03HR5V5htW8RyiyL/rojfXWN/V4TPbdaX2f4dPP9g3QetbeKbWzkcjjy+N3NRepMIM3bdadsrM4GxaWQEQMxgbd7iHwgcEx/DDHxvAHA0ER1JRDsBOAVAtDszET0HwNdRBr3LgvsziGjn6ve+AP4AwJxtoXQ4KK4HmtMqLzbsQjPYJ1A5yKoGtzXTEOatB2uqnGCwNo1KGqVkP4ScaQF7psqJ2Y6ahbPlKGmmHMWuac20VU2OJVfTvWb66nIMo05qgj5VjrCrZtNMOdB9iaB+CnVXfWD7EhyyeTQ451Rvk4wvRZvUgV2ie9hHOrTJoN8Z/akoYr9m5Zj9kkXbGm0yDdk+IssVuf6deRYbOWVwNHjGTX1y/bD7u0Ktg+IPX63vCth2qXIzbRvqk20TtL8r4jax3hV2v5TPu+nLluetthkAyCNfh8MhMHvRavzyjgcH1+HMkU9eeLuzmRVmL1qNn8xOeCoUANZt3LLtFXI4emBogS8zjwA4HcDlAO4E8CNmvoOIziCiepfmfwewO4DzxbFFTwUwi4huAfAbAJ9h5m0U+Jb/NlMmA+ZBsm4op8MSFMZXYdp0OSI4koxYnTcI+iw5MZOEvBzkdJVylTRqdB9MSSxiOeF1HQBpurey5zlGrFWOxbQhZsQiOdVHDWqmn1q+zLF5CXsO25c5Ni9h861+qTBisk16+RK6XWYfMXwp7VL9RUGdhj4hw8uWvzr5kkHRR41c2+q+rPtI2Cbc0ZfacxH2EesZL6cvd2/brD4c+lI+N3Z/yskp0zNtYsopbabqYwSsd4XyvElfMrOzvQ6HQ8UFNy7BKDfXBz1+l8HvzaOMn9y4ZAhaTTyUfiodxSLtrKsX+gcCx4TGDsOsnJkvAXCJuPfx4PcrjHK/A3DsY6udjnrdXjhYmyYHWQHbUQZH6cA3zFswY5olBxgM1spptdUAMWFNmgBDk7MFzQ4w2rTRVI6uK2AMNDU5mQAslVOzOLoPwsBJDtqlL3NtEupTr/ndQck7YKdUOVy1bcPatrWJpusoNxvxaIFdLIfNNmEo/VLxpaaPbJPYB93bJC8n40vRRwYBq9qf7P5dPxcNm5/rl3b/ruufVn2wGnwE6vCchD7YwkXUtgP9rH6pfWQRLGXT9yxf2vqkdXK2bdXgWvEBMs+ifFcVlTGqnMz7sX7epxENPiLC6N/I6N60rUe+Docjxd0PrYuuN4/E5xje5AEd/n/23j5cr+OqD/2t/Z4jyfKXJB/FcWzLsi2lcUhakhg72HITCFASKIFCQuo+JW1CQwq9t7SljQmF8tDSx/Q+D7T3wk0ISVqgSUOABtziXAgQiD9iJzYJcRIHJMsfsePYlix/W9I57173j71n75k1a62933N0dCSd+T1P4rPf2XvNWmtmtmbt35oZAPjsfY+bZVMG3vvn9+DXfujy46hRQcF4rGWq80mJsKNyFTEIHbvA/QQsBIRNOizyICK6V7JTuRx0abV1mASKewPDEq+7TOX0a+HiOk05hq4Aul1UQxBhy4GYoMKVUzu+RBQ4BYbT8mXt+DKuPzC+s8tpP0YgpMM2bKPlyyTgUfoIWjnZhwvJerlyIl+y7stJpfQf2SaxD8Bum7DXtomcNrDT5NSpXV3qs6K7P94amwlIN98y5di+rLlZolBFwaQuRwazyPTp28T2ZZ9Wr/sylWP3yzyYHWgTUx9hsyEnzqLQx1Dalp4v/fdjaJP+I6Ldv21fhvpL2FtQUCDx4dsfwGfuSwPbs8W63ru//jSuv/Hu46nWCYcf/8jn8NePPJP8dv6WTcn1J778CD58+wPHU62CgtEoge+M6NiXaLKmbrYDdJM1itmPKr83S+FM0vP6yVpDMBqbwGjDiEFbAAAgAElEQVQsnEzzy3S3NmQSKcBOymSW6ihYJSuVWJMTnlN9EAVO2SZZIsUUbPiyrTNOmfTaBAO+DB81AutrtYm1+U8XOFHoI37bunKUwM7a3Cqpw/Fl12cVH3RM3yg5bMsRdpnjhKKgT5UTWHi0H4hEKvbY/s3olygQ2nXXVpvITaCknAZV9OHLe1eM8eWYd8V4OX7/HpQz4Mt2KKZp7KYcY1OzSE7yEVHTnfJ3hfauKoxvQUFBjB//yOfw7o/dlfxGAN529cXZve/91H68+b23rrt03jvvP4TX/KdP4vc+n67tJQA/9i27s/vf/bG71v1HgoITE2ua6nwyomNfNDYosAtEWJrW/WStTeOrOd68pb83TNY0OfFkrY3V2glild7rsXkkGKg2WqsZuT4xi6Po2lxHclq5mpw+sFOes+QounMbjNgbKcXXgg1O5ETsOdD7y7DT06euw/ptx19VWqcqh5v1pIGlVPUZkCN9wlY/qHJf5m2i+GugXw7L8fplalfH/Fn9Eo4+sS/bINmVo+ga9CFKx/g8OeNN8UGvT8xSerqP9+WYd8UoOQPvikE5A++KLjOD+o8a1ruiy2hQ5CzVdfPuov4josVIp++4VPfwXKF8VwYi+k4A/wXABMD7mfl6Ub4RwG8AeBWAgwB+kJnvO956FhRYuP7Gu/HRO76Ko0s1nlucdv9+xrh0++m49sod+L3PPZgxwZ+57xC+/z23Yq4CJlWF7WdswI9+y25ce+WO42TB6uP6G+/Gh26/H4fbdO/FqeIkAD/yty/BtVfuwAdvuRf7Hk2Z4Pd+aj/ef/P+U9ZHBScnSuA7K9qxPwm7wyJas9axC31aH6IJdMN+IL+XASYelpOwMUJOmyubrCeN5AB9cDSpEJ3jqchBCK5zXYFo/V2FbuKryemZrPw5U47mg2CXJYdjOUjXyUZlS9M4HTasu7bk+G0bJukhOGTNXwkjltcR6g+Mb6hzbkY5qi813UMAVs/gS/b75Tg5Xtumcmppl+hPlj7TpRD0hY8RTSNZbaK2V5V+fKCgjylH9J9ayklZSoAxCQG0HP+jfYmufkv3sW0Cq00gbLbkRB8GrPcakJ8HPOpdEclZnDa/9R//jP5E/cc2a1ygHW8FywMRTQD8CoBvR3Mk4WeJ6AaxueTbARxi5l1E9BYAvwDgB4+/tgUnC+68/xCu//jd+NJDT2LKwHxFWKx7ssC7BjD6nrmK8PzRabTjiY237bkEAPCu11+G73/Preo9SzWwVNd48InDePfH7sJP/95dmJtUx0zf7J4JYXG6CnLjazQfG404N8FlLzwT173hssZfV1+cseaaj372hi92851j2bbxb6fNT3DtFTs63QoKYpTAd0bUYpKVpCiKlDsgTHy5PedUP3uyYYPITAEMk7XAUta1c44ndH2APh02ZqDmZ0mDjILiXnfodlU96zVmc6s+AMrrzNJEpRyZMlnrPjjKNRhod+xFx2yZKZOmPtwF0GHdtZWCK4M+aVfNYT1pFAS2wdFK22Su0uSkHwZcX8Lu35ldbpvYvlyqR8qpon5g9JHAnhOhXwc6c5v060kpaRNrvNm7C8d9xHtXZKm7bpvMcM7xYNsacmphs9Mm7NRxtG7GIlGf7u3KMcZi58vsI6ImR9ShjAsqlO9KcAWAfcy8HwCI6CMA3oj0OME3AvjZ9u/fAfDLREQcOssq4c77D+E//O8v4a++/jQWp80EeTIhTKd1l3kwqQjTNoMgXC8pwVH4TV6PuWc5z5xKchfrfn+TCRGW2nkAt89MiDCt493zufu4FXAkueKB6+XeY+PtV+/EG7/xRXj2yBJe8sIz8fard+IDt9w3+NyUgelSvUr6Mo4srZJccT0GBODffvdL8Wyr1Bu/8UW4dd9j+N93fd197uiUozpWp20Xp0t476f241c/tR9VSxpNqNlQNCY/4v4p+y9w6oxJ7bq3sYrei/I9iU5udo98t0bX3TPLuOd/PHAI52/ZjHPdXrQylMB3RoTh2qXVcXQ+aehIVb9mLZmsIUpRjO6tGZgAhpx+staxlKqcwCDq+gAN+xEH0MyGHBapqYqcWHdfjv5cLifYles+ndYiVVbIEb605DQTZu7WgTJ7bRLSfPU2YQ5rrlu/Q/NXz4xam/aE9aTAsC9rtSz1Scccq7r37Pk4Xwa7dB/Ux6JN6jbQbANWWw66MWWNN+bAnsNp26E2iZnaaD23JafWfdnVTzFL6b8rxviy02+Sy8EMbdLbpbdtYrPbJrYvMa27tHpqJx2+HKN/J23SBLp6v4yyKNQ26ftIwbJxPoCvRtcPArjSuoeZl4joSQDnADiwWkrdef8h/MB7bhVTdgamQ9fpEwC3E3Presw9y3nm1JQrg6gpGIvxbyxlnhj4wC33jQp01zMYwD94/+1rrYYLRvsxYir6XVd64o6d4ye3HnhPar8NXS//nqNLNe498Az+5PYHVi0tvgS+M6JPxfQ32+mCGGrW+Hbsp8pSMGr4jGGY0LusVy2Y0UgO0EwQzfNJNeZI0TXIiXVnZsxNqkzOUp1uMBQ/l8mBrfuRpT6I0OTkG+EYDF0d+RLoJsLehlEek00Ur7seYPOUOkJbBkYMg2yeveHYNHxkqdAGQDb7Gtvs+RLcBHbzk7xsaZpuVOTKCXYZTF+3mZQnJ9ZdlRMYRepS0C1fZps3ZXK4XaLQB8m2HLt/93L8d8UsbdIfa2VkBYyWYzPZR5fqpD97beK9K2oOGQ0t41sPyIHev2P2vF93bWdRxHXIXbjDR5aCZUNznpxJjbkHRPQOAO8AgB07VjbBuW3/wZE8VUFBjwoAVcBcVeEVO7bgW1/ygsFnPvfAE7hl3wE8e3Qp+nfn1MakAuarCmdsmsM37dyGV+zY4t7/4KHncds9B/HgE8/jsLGGuqDAw8e/+HAJfE8UhA+U8WRNsgtxSiIhYqCiyZo8L5UoZynidNMsYBVy4uM6NDlAM0HsGTGxDlSRo+ka5HT6hcBOkzNt046V53I5gRFTfMAhjVVMoBX9hs4njdlzmcKpngtryGkCcXSBNpS2bdgqVtsrbZPAZMGWA7v/JHKQH/+UMZFawKP2y7T+5FxormeQ09hltW0f/JMpp+mXOjMa2gTIMxpUOSIIleMW6BlfmT7snonsjLfa69/Wh4GoTortMtqkSeOy9cnOVmagmlhtMty2Q++KMBap7Zeyz2a+rK02aWwOH5osXyZ7IKhBcZxhUbBMPAjgwuj6AgBfM+55kIjmAJwNIDv4k5nfB+B9AHD55ZevaGr86kvOwYQUArfgpMNcBWyam6zKGt/w28a56piuAY03glqtdavHbY1ve71hfoI3v+qCY+KjsIb7Kw8/BWasatsuRqm0BScvXv+y81ZNdgl8Z0RybAzEZC0KFMIEtQ9Y9fNJ1ckjpxPCmBHLUlWj4M3a9CXe/XTwfFIKTK2XVotId+Pc1YgR057L5LRBxLzqg2g3ZiL/fFIe8CX37PmoM2wNfbr1SUDLbOk+CAGY5cueEfN9mX1kUds2ZinzftCsu6xF4LQ8X2Z2uXIau+bDTuSJnH59jdcmIaMh/K3J6deTKkG78CWMsRjaMnxkYaP9ejmOD8R4s8Zm+Efa82XfR8SHr0jO4lLz5WRs29r69Dtbe3LijAYzxZ37o6GsVOe+f1tyOJEjPzhIfSxfhjYoce+K8FkAu4noYgAPAXgLgGvFPTcAeCuATwP4AQB/utrre1910VZ89J1XdRskLdbDk+rVDhyK3PHP1AC2bZ4/aXf9ve4Nl5WNlBy86qKt+O13XnXc6vvw7Q/gVz65FweeOXrC9PEid9w9G+cqvGjLZrx6Fd8DJfCdEWFipZ53GTMa0aQvBCMWE9HI0Te3CtfdxLcNhO10Tz0ts9E9Op+UjQ1+Kuq+mJlMVtdp4aZXywBMMqzxtZnqGAXpIbDL5GSsDjCnyeF+PanG+Kobaqly+gA6tIfatkoArfkyrAMNQYQmZ1oPsOdd8Oic0VwReEmkuA750vKBtGvIl7Dk9ME/eW0S+9JqE7RH5ZCTXaD1SzkWOaTVKxtYaePN6d+tql2/1Df4qgd92dnltYkICIf7tz3e+rW5jpzoo5SXUh6vzfXaxGKZ4/EWPiKG5zQ5MHzJrc0hKC6YHe2a3X8G4A8BTAB8kJm/REQ/B+AOZr4BwAcA/CYR7UPD9L7leOh2vCfXBQUFJyauvXLHSfkBpQDAzb+w6lWUwHdGJDsjh4mUYB6SzZFIbjhksC/Q5YTrquonoRrjWxFhMbB5lpw62myLdZayiibFNrvonE+ayLE3mpHXjCaINn0JdOfmDm3+0wQcGruYsudDm//UbOvTPJruDq36oAZ44rHnbJ9PGrct1wOMb5ADW/cxbcKiTcz+3acor0hOHQVHnpzoY4TFCoYAuiJnIyXq+4HL+AJt0DrQv2UbiGsiQr/uWvcBTyV7nusexpsrR45bp006u1Q5PXs+1CZZncpYDLp7bZItUdDktLufx89pcmQbZL5EwUrAzDcCuFH89jPR34cBvGkWmXfeeecBIrr/2Gh4wmEBq7ix1ymE4qdxKH4ah+KncTgx/UTH5F/qi7QfS+A7I2LGt2NfunVyoazfFKeZrHH0HLJ7Q9pstyFLnd8bJvQNo6HJIRydpixOJodjdpFNOWFnVE3XWE7vD9bldB8G+ueknN4H/XOZLzmw55SkTFq+BBty0KdwDstp6gybdsm2DetJG6YKhr/CNvLDvgwBqyWHW1/7ckI6vNUP4qwAo02igEdmNMg26dlz35eSFdTGCURwpPkAne66HOZ4d2g4clr23PBlHclpMhr0/l1P2fclc/exRjK1mg/8NonWt5ptIvraUP+G4cvwYaDNjPDaJHz4UtsdgakNHzXsNgn9ct4Zt+EjYtKWihyG78vq2PyDWnAMwczb11qH1QIR3cHMl6+1Hic6ip/GofhpHIqfxmE9+qlaawVONrTxWcpkKWl+MeML5Jv2aOecanLCdR9o6qmzCcvsyCH0x/CYcmojvVPI6Znj3K54nfNgqiPla6AtXw7KcdukZ+iJBtoEMH3JDMTnk1pnmQb2DIqfE19S/1GDDV8yI9n4Sm+T6MgrRfdOH8PmpG2VY61ke3WbSQ35kn1fgof7SMz8W/r0SwtsfeJ+afkgltMFds54Gx4nGPWuGD3eaqd/D7QtOjkpky31CR+iBtvEeVeEd1XQfUzbWmnZ8UeW+LlltUmJewsKCgoKCtYlSuA7I/rAAdFEsynL0/MiRsxJO+wna7mccE2ELmWSFTkTQs+IWXLqPuizzicNzybnk5py0AUcupz0LGM31Zlh+4Bj9nwo1ZnNNkFoE2CwTbqjagxf9mtzbX0m1DOjY3wZ1jnrcuzN0Xo56FlKxQcTJQDTdA92ef2ykdMH/8P9W/dlt1EYjD4idDf1CeMisIvKGOrl6H028yX6TASrbd3U4josUaDBd0X8YcBsk66PWG1i73bcy5G7Xutt2zG1g23C5rsitAkRABpqEyPNPxqLTcBK4h0zMN7UtPES+RYUFBQUFKxHDKY6E9EmAN8N4BoALwLwPIAvAvgDZv7S6qp34qGdYzUbDi3V5mY7zb35jqb25kQw5dR12EG4Z1G0DWK8jZ2AVgcKLKXO+PZynONMOjnORkGBWeM+TVP6IL72Ni4KARgRVDkae26fFRpN6B05S8xum4S1gm7bJr7MzzmO5XjseedLQ9dODlHEUtpnosaMmKZ7x2RjwJdx8D/YJrovQx+RAavmg6WakxRulV2kAQa6ItSLOrOetslAVoDCUmr9O/SR8IHIPcN2oE2IoqyAAV/aciiSY+hTR7soD7RJ+DBgMb4c9UvPl0enbGY09O8RJIyv1b9lG2Q+QEHBccX71lqBkwTFT+NQ/DQOxU/jsO785Aa+RPSzAP4ugD8DcDuARwFsAvBiANe3QfG/YuYvrK6aJw7ibbhrRpemCThMbTTpsxixCgNy0AcjCTsU6ROCUEtOSJmO2TxrwxqPpaxjdpEN9oxyNk9LUQwfBgJLqW62g5g99325NK3VyX+cmg4xgfZYSs+XJCbpZps47Hn/UWPAl20wOx/WHKty0PxtBEDJpmaO7tQ2Sgi2rY2UAntOY3wJY0MmxAHrgC/Z2ZAJMUtps4v9OLEZ37h/zyJH698hoGerTSr7w0DOwkcZFqacaPdzi/ENgbjVtujb3R1vcX/SmNquTYZ9Ca79NmHO21bp30D6frR8WVBwvNCeV1wwgOKncSh+Gofip3FYj34aYnw/y8w/a5T9IhG9AMC62jO8JTjU41VCWl3HNnQTX8ZUMCPxvdwGGINyKGdYunsD2+Hpw/3GTmEibstx9GF0jJgvp9G1IrSpjlDkBCYrZcTiOpuPDWzLie5dRMqIZXK64IOG22TIB+382ZSjsYJemyBlfBM5teFn4cs4GMl0r1L2jAxfdh9ZmFHXdpswos2kDB9UhG6Npi4HkRynTaKUV02ODPq0MZTKGWqTNK1elyPaROvflH640HUPqeCVLie0SbSpmC0nzmjQ5JDfR2JfOn0k+ODoUm32y/7D17AvZUaDvDd8ZEnkqP07b8vMByXuLSgoKCgoWJdw1/gy8x8AABFlRxMQ0ZuY+VFmvmO5lRPRdxLRXxHRPiK6TinfSES/1ZbfTkQ7o7KfbH//KyL6O8vVYVZ0E6sQjCBiajidkIWJeJIyqdxbiwm9KkcwYtq9GXMk5YgA2qqTZZ2qHPQspalPYPPSTWkyfRCtOXTsCkGE70uRwpnJyRkxu03G+NKXA0efxJeknE8qrgflVNG6a1NOnzZu+TJhKQfs8uU0H0iys141OSPahNGw57Z/+iOvtDEk+4HnS7PvZ/1bT7nt5US7Q3t2eXLCWIT/rgjjVmY05HJCdoFtF0fBv9UmMett+blvkwFfyvR8a7wNyZHvQKN/FxQUFBQUFKw/jN3c6idH/jYaRDQB8CsAXg/gpQD+PhG9VNz2dgCHmHkXgF8C8Avtsy8F8BYA3wDgOwH8v628VUc7x0pTHSXLFTERXXqeUhauw8R3UI5R1unD/TEklpwQYADifNJEzsDZqnUfzCL4wNKH0QVAupyQ6mj7kjnejdn3JZhdX9Zj5Yxo26C71yZZSrnaJsYGaFKOo2vftv36zUz36IOH37Y9S8mGLzu7hvpIvDu0J6cKR9X4Pgh/220yzpcYapNRbTu8uVXfJgO+HGrb1i7vXdGvYR8ebyH41+VEH+0c/4QPA5budTsWOzbf82U9sMFXS/kmctT+PbDBV3tdULCaIKKfICImooX2mojo/24/1n+BiF4Z3ftWItrb/u+ta6f18QMR/V9E9JXWFx8joi1RmUpqDBElpzrWu/0xiOhCIvokEd1NRF8ion/e/r6NiD7RjqVPENHW9ndz/K0HENGEiD5HRP+7vb64JRP3tuTihvZ3k2w8leAGvkT0eiL6fwCc33aa8L//BmBphXVfAWAfM+9n5qMAPgLgjeKeNwL49fbv3wHwOmoWVr4RwEeY+Qgz3wtgXytv1RGzcub5pG1AOK2Rn08al7XXITBw5WBATmCgakcfjhioUKcqp2eHmsm/JqdlsoMPNDkIE2hx1quqj3E+KbU7x3KU6uj4UjLZmi9pRJtIRkzzQb4hk+0DrY5eTghUcl1lm/hyIl9qukcspeeDnsm2+2Xftp6cmKW02nagj6hnEHttIs56XXabiLNnVTn6rtdSjnwu80H3YcCQU4flAv2+Ap6cZhmCJYeAto+YchACSbl5WyqnX+qg+7J5KlovPdAm6ntE6d/uOb5SjqZ7OcugYBVBRBcC+HYAD0Q/vx7A7vZ/7wDwnvbebQD+HYAr0cxh/l2YrJ/i+ASAlzHz3wTw12iJFIvUGEmUnLJY7/YrWEKzv9BlAF4N4Mdaf1wH4E+YeTeAP2mvAWP8rSP8cwB3R9e/AOCXWj8dQkMyAgbZeKphaArwNQB3Ajjc/jf87wYAK00vPh/AV6PrB9vf1HuYeQnAkwDOGfksAICI3kFEdxDRHY899tgKVQa2nb4RLz73DMFoNrMqLQVvTDpsvDbPlFP5qc49m+fISRgfkaaZyOlTHdV0z4g5lsGILsdI9xYsZUhnlLoHuyikOrqplynjq6eN+3LiIMv1ZbDTbZPhlGnTz4ovh9Nzbd0TljIEQFo6LPp115YvY8bXlkPR2mWrbXuWEhjy5cB4q/s6B3051CbwU507lhLKzsjKeJNsdZ6eD/dd0TG+zL4vGe67ohu3bptE48To3wREm235aceND3xfZrtee+PN8GWf9TKQNl72dS5YXfwSgH+DfksQoPlY/xvc4DYAW4joPDTzqE8w8+PMfAhNQPidx13j4wxm/qN2TgcAtwG4oP3bIjXGECWnMta7/QmY+WFm/ov276fRBHXnIyXLfh3A97Z/W+PvlAcRXQDguwC8v70mAN+KhkwEcj8F/8Vk4ymFoTW+f8nM/w3ALmb+9eh//7N9Sa8EmjN55D1jnm1+ZH4fM1/OzJdv3759RhVzXHvlDvzRv3gN5ifR+aStF7UUvDBZy3YizdJPMSCHXDmTCt0GUR1zJOV07GIzIbXl9Osu1dRCbteTIg5cFDksN1LS9JGMb657mBSHwE7zQWCVuk2gBtrEktO3CftyWn2g2SV8oKaUCjleCmdok+ZSpGkncqLdoRVfNvpw1Pa67hT1kSaw09okXk+q+7L74MF2m4TgCESmPkHXEPQNtYnqn8gHZlp91i/9NgFE2rHTv+VzqVxxlrHVvxGvu1bkcB/Y2XKoX3ftyGkCcbuPVBSnXtu+7D7+YaB/s5HCPYMv+/6t7HotfFlQsBogou8B8BAz/6Uosj7Wj/6IfwrjbQA+3v5d/KRjvdtvok3HfQWak2fOZeaHgSY4BvCC9rb17L//jOZDXJsbhXMAPBF9eIp9YZGNpxSGjjP6X2jOePr/lLJLAPwjAPcx8weXUfeDAC6Mri9AwzBr9zxIRHMAzgbw+MhnVxUdS2mwHeG6mfRxNDlTmBHo7KvcKAiAK2eIEQsBdEhRNuXU8VpBS068O7TO1DQBGKOiKlkrmMihnqW0mCPJiGk+COxUCNpdX1Yw5fRt4ssJ6y41uyTrBadt+3WXNiPWZwXwYJuEfuKxcOFDRRyM5OxiU2b1y16O7ctgF9jfuKizy5HT9TXDP3GbVEP922EpgxyMaJP+w5cM5PQPKbac8IHI60/GGc3ZeOs3k1LlUMMI81TP1AhyesZe7yNhve0Qex73y2EWfmi8jfOl1gayfxcULBdE9McAXqgU/RSAdwP4Du0x5Td2fj/p4fmJmX+/veen0KStfig8ptzP0EmaU8JPI3HK9pOVgIjOAPC7AH6cmZ9y3u3r0n9E9N0AHmXmO4noteFn5VYeUXbKYOg4o38C4F8C+M9E9DiAxwCcBuAiAPcA+OXwAlsGPgtgNxFdDOAhNOs6rhX33ADgrQA+DeAHAPwpMzMR3QDgw0T0iwBehCZv/zPL1GN5IHSTNW2DmHAdJu3dJE9OiqsmZZIqhe1wJvTWZlIhsKsolxMCaFLKEjnIA6BcTrwO1JPTpjpWue79hwFEgZ3ugzhNU/NBz4jpDHS+mZTjSxEgWvpU1DO6dpu0DJRSh/Sl2yZdcISBNvE3/wkBvQy2M1+GMtZ9ELILiCrTl6Ft6zb499sErpwQ9A31kdAPhvq32mezfulvyBTaJH4ukyM+sqi+5P4sY9sHaUaD3iZhvNn9O9jVpUUbcvq+ZveRrv/Xfv8m2S+VYDboPigHji+7PmK3SaizoGC5YOZv034nopcDuBjAX7YT8AsA/AURXQH7Y/2DAF4rfv+zY670GsDyUwA1G3l9N4DXcdg8xSc11pTsWGOsOdlzooGI5tEEvR9i5v/Z/vwIEZ3HzA+3qcyPtr+vV/9dDeB7iOgNADYBOAsNA7yFiOZaVjf2hUU2nlIYSnX+OjP/G2a+FMCbAPx7AD+Ohundu4KgN9Do/wzAH6LJz/8oM3+JiH6uTRcCgA8AOIeI9qEJwK9rn/0SgI8C+DIaNvrHmHm6XF2Wgz61UGEXKJ5kCdZEpvlF7KwvRzBiWbpgn76YMTVCn8rTp4om9E6d/YS1ZaAsfaLgVpUDRCmTvi8zljKRM3w+aS9nwJdRwOq2CVZ+Pmkc9Ply+o8sfpvYzKNcmzvUR8IHEM0HHQtfYaBtZznv2pbTBOIpk+31y0Ffan1WqXO4TYbaVmdNpS+Blh132lbL1EjlNA4aloMuuLXkhMAXzngDRvZv7z3SVNGz8LO0ida/h867DnUWFBxjMPNdzPwCZt7JzDvRTCJfycxfR/MR/4fa3WVfDeDJNhXzDwF8BxFtbTe1+o72t1MaRPSdAN4F4HuY+bmo6AYAb2l3l70YPanRESXtDrRvae9dL1jv9ido151+AMDdzPyLUVEgy9D+9/ej37Xxd0qDmX+SmS9o30dvQUMe/gMAn0RDJgK5n4L/OrLxOKp8XDDE+MbYAuD7ALwZwL1ovrSsCMx8I4AbxW8/E/19GE3ArT378wB+fqU6LBeEfLKmpeCFwK4WO5HK1MIKNEIO2XIoZmqN1MK6T4M00wW7oK+xUk0trOONr4z00y4IbfRVdQ/6UJTq6PmAyPRlmFyPaRMERszwZRUHWZacOgQGTtsqQZ8mp2dGnTZBz56rqeqdHEqe09skCiYV3WPGlzU5MUsZUudVOeIMW7dtMSAn+hjhtEnVdnC/f6cfWUxfan42xpvqy25na9htInxp9e+sj6hy2j4C+13R2wVzvHFbVlHl6BMY36FN1/olCpovA5vfrCseGCeV6PtK/waEHMMHBQXHGTcCeAOazZqeA/CPAYCZHyeif48msAGAn2PmU45hUfDLADYC+ETLjt/GzO9syY9AaiwhIjWIKBAlEwAfbAmQdQFmXlrP9iu4GsA/BHAXEX2+/e3dAK4H8FEiejuaXdVD/KCOv3WMd/3saf4AACAASURBVAH4CBH9BwCfQ/MRAe1/f7MlGx9HEyyfchha4/tiNIb/fQAHAfwWAGLmbzkOup3QCCwls36GbbiuKoBqfyOlbqLpyQlMnyWn6s8nJTI2k+GeEVtqZ4S6nGjdpaZPFIiHia+lDwO27lEwGybtng82zLXsmeKDYFcIRnxftna5cuxzjmPdYchJfdkHyZqcsF7SS4et65BabKR7tjoQAUvT/jm1Tbo+YuneH1Vj+TJ88OjYPE1Oa9eYNpmbVL4c9Gt83TaBSAUXvuzWk2tLFLJxMpyiHPq+6suof49LmW6yNdR+2V4vtmf3DJ3jbfmykYN23bXty/4jizVOqF93zQO+dNqEog8DDMXPiZwBX1Z9UCzHhayzoGC10bIs4W8G8GPGfR8EsJx9Uk5acHNcilWmkhoaUbKesN7tj8HMN0NfjwoAr1PuN8ffegEz/xnaZRTMvB/KEbAe2XgqYYjx/QqAmwD8XWbeBwBE9C9WXauTAMnGLt0kqynrdhvlkHYcb26F7N6YzTTliOAokxMHKt2EVcip+2NstDo6OYiPIXLkGLr2cvr1pKruddi0KzqfdNCXUH2QMH0DcibBLk9ODSBixHQfNBP/oTbhVvfK8aXq58yXPZunyqlEe0ndSWQFVHp/Ch8GOjbP8EHNyAI76csxcqYMzCMNjqQ+3UeN2m+TPqDP6wjBbMho0MZiImeoTTjNxtD6d+j7SzLlNpLbtQlsX2b6qHK4y0SwfNnv/I003dvol7ac9AOR58sNk8ppk3R3aE9O0y/J9EEYj9pO5NkYLygoKCgoKFh3GDrH9/sBfB3AJ4no14jodbC/sqwrBLYjZrK0czyrLOjL740nvkSWHGPHV4VhJUCVEzM+Wh29nJg5ys/xjJlRT04fiOu69+tJo2NIPF9auzFHjBhGtYmxW20sBykDbfqg8tsk2Y3Z8iXG+ZIRpY2qciiR0zNidaIP0Ae3qg+oT/eO5Zj9G4YvQ3DEYhMos02stk2PvBpsE8OX3bhgsev1MtskYc8V3bXxpunejVvnXSHt0uUEFt5+V8iA1fMl4PSR2JewzzIOjL3fJspO26qctO9n/VuRY43NgoKCgoKCgvWHoc2tPsbMPwjgJWgo8n8B4Fwieg8RaVv2rxs0Z2G2DJRzZiwEI6anXoZJqJ+m6cmRZ8ZacuQGUboc7lIdrTploKLJAdq1sLDtCux00H3UWcamXY2MhIHS5AzZ1cnx9Rnjy3qsL406Ujn55k2aL3PmEZGcmF10fGkwmHmbDPeRMb4csisNagbaxNGnl+Ok54aPLINtomc0eH1E090KoD27bDnO+dtRH6mjPuH70pBT9Wuga3ZSlOt8sy21j9Tp+ltbd82X6D8scfhg4/uyoKCgoKCgYP1h1OZWzPwsmnPWPkRE29DkgF8H4I9WUbcTGoGlZABzVTMDC+vL5gK7wP2kfbGdaeZlTdAH9Gl/upx0o6m4DK0OHE2grXuJmgDblxMm9ANyBvTp77Xt6ncQHvalV2cILBkNA+XLGbYrsJRyA5303goExqLhgy5FOWbPl+nLjjWNgsnhPtL6oM77iNwoKJejt6V2ry2nT1EeHie+XeHjCLPftn0AZOsa9PHqnKOqlZOP28SXQDeOx9mV6x7sqpx+kNtlyYHSfl57Dby7jHdF6GvBmbl/xr27gs3AWDl9MBv371AWjhz0fDk3KYHviYaFhQXeuXPnWqtRUFBQsO7w+LNH8ejTR7DUsiSBkIuh/ZZeHVucsXEOFy+cviIZd9555wFm3i5/n2VXZwDNLoQAfrX937pFM5m1z9QM14SUhZNn84ZdeCu0KcoxgxjdO5kbPus16EMk2CqlTl8Od+tJbd3tOoKc5F7S6wx1jPIlkW+Xx0CJOu06+h2NQ5DsyWHLrhCo1D3ja+k+N6lSRsxok7Ce1PQ7IXsOQLLBT8z4ev0JDpOt+UuXQ926a5XNG9ufKMqwGGzbpo8sWXKoT6t3xwk8u9IsBYI9piaVnxnRLwkYGm8DZ9iKDymmHPhM9th3RZDTta3ssyPbtl9zPEKO9E/Uv/txi659rDrnA1VccMJg586duOOOO9ZajYKCgoKTEtffeDc+esdXcXSpxmLdz7nmKzKvAxFSM7Cw1gYI/MfvezmuvXLHimQQ0f3a7zMHvgUNOpaSwwZNfYAxiSZkXYqiWhazlBi4N93ROC4D+s1t+vWkupy5yq6jlxPro9c5Rp/YziG7auU5zV+eL0MwAh6S0zBQR1s2T9OH0cjpWCajTh5odwYSFl67d0PbDwbbJMip7DZJ6ujSzdPr8HHEtKsSZY4vPbs6No/DmtrlyunXgScbF6lyGpZyuuSMN46ZUb1OTx+iiMlm5P6KxxtVapvE9zL6M5r9Ose1yUx2DYw3y654UyqG0mcVfULWi+pLHi9H699d5kj0kcfrlwUFBQUFBScKrr/xbnzo9vtxeKnOAlQAahA7VzUnPSxO2WBfGUfc67XFXAVsmpskNm0/YwN+9Ft2rzjodetdNcmnOAK70LF5pG/aE5gHfWOXaPOoavlyAHSbUjXMkb4pVV0zqKrMsiCnY7Jc3W1dg5zUznF2eRsgNXUSpm06RiqHIlbQ39zK9TMUVtDyZRtpm3LQp7F6/mp8MNQm4Tgju00mE2PzHxa+5SjbwOyXs7TJQNvK+j05U6e92v492LaeXejZc4zR3WzbwFKiaWmrj4g6rE2p6hqBINfbtkrr8HzgyZF935Xj2RXGBYtzqo0+PDTeJOM7xq64f/dtgqa+9v90OSXyLSgoKDgW+PDtD+BXPrkXh55bRAWo7OLGuQrXXrED173hsrVW95jAshnQA1QtiA1Ba83NaQx1UoMWoJ7YQeymuQpLdY1pnadAE5oP1RvmJgCAbZvnVz249VAC32VCngcaswvJhIwIFbFRhoQVHJajlwERs4acsZN1WmVAuqbV02e+qkbJ6RlEXY7HzOj3WmXpuuthOZ4+0Zmxjr8axmtITn8+qVtn5fsy1UeXs9HyZa20iWPXZOY2ic6FdtrLlzPcR7jp4HkK96x9BOjk0Mh+mbcXtWvz80yE5F7R9zUfxCylpc88VTP4crxdQ21CpKSNR2XNhx37I8ugPlW07pr7j3+2Pnr/7jI1ug8afj8oKCgoKFgZPnz7A3j3x+4ySvvA7MhSjfd+aj/ed9N+bJqrMK0ZNcYHiSu9ZyVyJxVhqQ1Qw7KzpVraqtutX1u/nRjYMCFsmFSj2GYGcPZpczh9wxz2H3gWNQOnb5jgmy89B1fvWsA1uxdw6fYzuiWDJwpK4LtMEPrdj3smoinrgsc6rNsjvYyitYvtNxJfjlEW6s8YKO1eMusAYmbErxOTwKyNkePXmdRRCTmKv3Q5YRMhCAbKkGPZFergfo2vVSeBAGJbTqRP10ZW2zq+TNf40nA/yHwpWS+/X87N0YxtMrLvu3KcMqS+DIGLpQ+8vk9h3fVwm2DkePPl2OMi3Nv1Edj9klqFRvnSkTM3EXYtu237DAtZNpucPsOC2X9XZH1fYbKDPt674sT6J7igoKDg5MTHv/jwTPfXDDy3GEeNywkSl3PP8uX61yce5iugqqqZPgCctWkOr9ixFT/ymkvxqou2qnKZGV/5+tO4ee8B3LTvAD5z70EcXqxxZKnGN164Gf/Ht74I1+xewN+6cMsJv49GCXyXibDGr18Hqm8C05SxUxZSYWlADgbqiNYcUsvmzSgn2BWuaciuSq8jlxPqrLN75+fsY3XkvdlxL4pdzTrnPpDyNsJy2wSCgVLlAIDfXkGfytHds4sIiT5hN+ZRdgUfcO7boM/SVK/TOsZG85el+5iNnaS/PLt61puc/m2XdcERBHs+s5yYpewZ4FF2GT7Qdi129Rnhy6PTfLxtmKtGj7fh95Ez/ke+K9IMi4H3nHXcG6fvwFDm+bKgoKCgYGV4/cvOw017D6y1GqcUJgTMTaqZGerT5ifHPJ384Sefx017D+CWfc3/DjxzFABw6fbT8ZZv2oGrdy3g1Zdsw5mb5o9ZnccDJfBdJhoGqt9pF6SnIQbmQS3r5ABAG0iZcuxNqSjSJ6wDhVVnCOSMVMfAokw7OU6dRh25HDLt2oAKZDyn22lvWNP7smeSbN2d9qKGFewYKKdtwVYdjc2BzYOjexdoGrqC+p1/A4fo9YPMl4IhmzaGjfeP0yZwdJ8jSvuIJ2fAz4Ro3bXjy9D2Xp/ljoV3NnobMW67866dOiHrkCnB7RjrmWPHLkfOTO+KkW3rvSsmVeW/R0a+K4LNCXtu6k667nXfBt1Ygz/eCgoKCgpWhmuv3IEP3rwf9z/+HOYnlbrG97nFaTcvOxWxeb7CNJrnLTfN+nhs6jSEpw8v4rb9j+PmvY/hpn0HsP+xZwEAC2dsxJ5dC7h61wL27F7AeWeftmY6HguUwHeZqBQGSu6eG86XJGKzrGMFQR3bod/bB2R6HTYjpt2ryWmuKamzqoB60ZKj26zKGW0XCTnSX3rZ3Fy6aVfwrVWn3179ecC+7g3DZNfRCRrsI0NlQHrW62K3wVd0byXtan3JWpt4/pFly2uTvMyTY/t5bpJmNNBgnYZdVbTuug2y3D5S+XYxi/OuR9nV+yDU3183chenK2sTzy7K+r4nx7aL5tI6ugDelGP4MrQJevbcej/ldvX9myisl27uryr7/XSirTcqKCgoOFlx7tmbsPX0Dfjtd15l3hN2LD465VVbi3s85VJFuOyFZ+Jdr7/MTA0+GbA4rfH5rz7Rsbqf/+oTmNYNe3zFxdtw7RUNq/uSF555Sv27WQLfFaBfB9qwFnITmKU6Z03iskBT9Ixvm36qyRFsh5QTumR83qW2KU1gRrQ6AHRsSF9nblfMUlpywoR+qc5ZJrlpV6IrCTkjfblR2EVk29mlBCty5qp4d2hbjsaIZ3VA9BHFX0NtEvqW9IEuR7RXYLlmaBO1Dq9NkLJ5y5bjtO38pEpSpq3xFrOUWh1xVkDH5ltta/T9uE26867dNhFtq7RB6oNj4EvnXRH6/pCcLtvAlGP7WWsTGO+KjVW87hrmWIgzR7T+HY83IGfhZZ8tKCgoKFg54j06LFz3hstOmR2dT2YwM/Y9+kwX6N62/yCePTpFRcDLL9iCd77mEuzZtR2vvGgLNrY7MJ+KKIHvMtExvhoDlbE4/bq0uKxhO9qjatpUz4TNS+Ska+oSOaQxR5TpM3XKNAYqYxAzObrNgM5WZbsLqwwUUjmJnbYvpV0Z05b5S/clTZrdc0PaeMa0RboHFlLXBz0jzOjqXDTk2G3SM74q85fIsVnK4JMxvvRYU82XZPhSyslYQXEvmfpIdlGwecKXZPhyrl3fyghfb2HLqfSyhPFFvza30b0e1keOi2q8L91MjdFtIuwy5GhrfD19snEs+6XjS6J4U6qB/m3oPjfp110jvJMrW/eCgoKCgpWj5vIx8UTGo08dxi33HOiC3Ueearbw2nnOZnzvK87HNbsX8M2XLODszSfXOt2VoAS+y0QIjgBlPVnEUuQTzb5sQlHKJJAxNakc/UzNjp1q3zzxmkgppwvIKr2OwJL0cki1q25Zk8qwGUg3ngmsrpruKeTEz2X6tXapPgjBbLcektJ1xZJlhuFL6lMmAwOFOIgQqaFW284Fm5m7I6+SddexHLL7DwFJ21r+aeQIJpvsNqmqxi5N92DXmDbx+2VqF1EqN5Njtq3QDbqcvj/Z/SdkWDDQ6R6OYpJn/lr9e9Ia0i8t0Ptl8sFKa4MoAOt96fXvceNk6F0xRk7Q3dQHglF13xW2L5thSkKO17a67vNUtQF0/5HFe1cUFBQUFKwczP37tWDt8eyRJXzm3se7QPevHnkaALB18zyu2rWAa9q1uhdu27zGmq4dSuC7TMSMSjdZm4oJmTdZC2xHmzIZJsjWbrrmBLpu0nPDeydmmazdTwl6HYHhiXWXdnZyqnbiq8gBoolmN4HWJ6yd77pA0t4JOEtRlr6MbO78pcmBEdgFRgzRR43WJ0fDjtRCd4YuZ0O75jgE0LD04Zyh0+yKfZvskCvlGG0Q6ujlGAFQnfeRWE7W1k6/JMWumEGcRU7yXGXIiT5qWP2nIgIYyZjT5dhtMjeXjrfsjG2pD+ltAhr/rgipvGPaxHtXkNNHpO6VZZfCBje6z/6uCOx5Om77rBfvXSH7d/IR0fpQUBjfgoKCgmOGmpt1uwVrg6VpjS889CRuaY8Z+twDh7A4beagV+zc1rG6Lz3vrC7DbL1jTQJfItoG4LcA7ARwH4A3M/Mhcc83AngPgLMATAH8PDP/Vlv23wC8BsCT7e3/iJk/fzx0D6iIouAoDZbiTVeaSVZ01mtUFiaLjGg9KXlylHM8mUFUdcFRch5oxprALosm+3Gdql3dmZqkysl1D+wLcjltUCzX5plySJET6d7LCTsK14oc4zzQjj0XbWv50rJLsOcc12n4stLKuD8SKG0Txe81usBJb1tK+ojZJlFAOK5tHV9SaldoX1uO1b/TNjDltG1SVUb/jp5jRucTXQ75voSin3EWtiVHtm12xrbyrhgzbrOzp7M2GTFutfOA43tFm/j90q8zlTPQtqactH6/X6KgoKCg4Bign58WHA8wM+47+Fyz8/LeA/j0/oN4+vASAOBl55+Ft+25GNfs2o7Ld27FpvlTd53uSrBWjO91AP6Ema8nouva63eJe54D8EPMvJeIXgTgTiL6Q2Z+oi3/18z8O8dR5xQUMxgwz/HMmIekjKKUyZz90M5z1eWkbF7GiClpkFodc5M+gLaYtl6OYMQEc5TIASXp1Zk+EL409AtBhOaDnMnGgC8tOQMspdCdmU19VDZPk1Mh1T2Ss3FOyLHsUhix+LlJJVnKAV8acmZrE2FX65Ml5TznENjZvhzbJrYvw3PxRxbbl4KlVNjFXnfSfTDQJnNVNUObONkg8jr04RH92zzvOvpY4vXvmKklUs6FDoGmMRbl2bzmmdbMua6UtwkjbFwGU/dTaXfKgoKCgrVEzSjv1FXGwWeO4JZ7DuKWvQdw874DeOiJ5wEA5285Dd/18vNwdZu+vO30DWus6cmBtQp83wjgte3fvw7gzyACX2b+6+jvrxHRowC2A3gCJwCaCXTzd7+jaHPdbaTSsUrcp+clZf0Eug6TNZAjB7qc9rnkmnJ94pRStQ70LGXNEWuiyiFTTuOfSI4I7CbKBDbxJUVMTSRXBslS91gfosAkG3IsXwq7gk80H3STa6NtKfaB0UfiDwPj2kS3Kw6curKqlzPX9ZAxPkjlVKJtx7cJZW0Co8/IgDXzQdJHdDnBl1qfjdsktcvwJez+E/porHt4TmsTMtok2Bz7Mg4QtTrVtq1yffx+GfkS9ruiVcdsk/A3oOiXyLHfFQRK2tIat3GAr/mAWkM41mdA94LVARFdCOA3ALwQQA3gfcz8X9ZWq4KCgtUAo/83sODY4PDiFJ+593Hcsq/ZlOrLDz8FADhz0xyuuvQcvPO1l+KaXQu46JzN5aPDMrBWge+5zPwwADDzw0T0Au9mIroCwAYA90Q//zwR/QyAPwFwHTMfMZ59B4B3AMCOHcfuYOi4q4VAISDsNhrus8riiW+ra/ICGS2nSp/r1jKadep1VKL+8NsY3WVZmvpi2xUCsEQuEZrXaXovPD9HgaYmdyY5kV3NeaDWvb2eWlnaJnDk2L6UfYscu8JkvytLnutZL6APJk05WZv0O+/mfvfaJPKl178du7Q+Yo8FW594vXTQb2y/zPp+5ltHDqIypy1neVfItk30mWm8yY2n0jo9OUm/nEV3510xi+6xD2Tf8t7JZZK26lgC8K+Y+S+I6Ew02VqfYOYvr7ViBQUFxxZhKVfB8jGtGV/+2lO4ad9juGXfAXz2vkM4ulRjfkJ45Y6t+InveDGu3rWAl59/NuaSyWzBcrBqgS8R/TGaL74SPzWjnPMA/CaAtzK3CzaBnwTwdTTB8PvQsMU/pz3PzO9r78Hll1/O2j3LgZysyclk/DdFwZE3ydMChf7vPLDr5aRlgamx69Tr8OrX6qyyILD/O60/VVDWWQnlLd0rYZgMCKW+rhzLLsonxqbfKa0lbxM7yPGCWa/Mb1vRfhWZz+Vt5One/Mbd3yvR3et7uhzIOp3xJseU3yf8trXl5PV7dlVem4gyf9wiubeXk483712RvXOcOq33Qd5efr+sKqNM1X0ZvkTet7x+WbB6aD9qhw/bTxPR3QDOB1AC34KCUwzlOKPl4auPP9ftvHzLPQfwxHOLAICXvPBM/NCrL8LVuxdw5cXbsHlD2YP4WGPVPMrM32aVEdEjRHRey/aeB+BR476zAPwBgH/LzLdFsh9u/zxCRP8VwE8cQ9VHIZv0JeyCPbmNy7QJasJoyMmtKUcGszDlhGNsbDmpjZVTpwz6iBpWMGNxRBCRy0F0bdcpJ+3SlzIojifGuRzHLrJ9IuuM9lvK5IjYzalzqI/IAMjWPW13iDLRJglLKersi7qPCvHGaYkcT3c3o2G8XWP7pQzkZN/3PpZk4w22XV4wmY/buAzmc14fkYGmlw0yi129Lem6WSD4y7bLzzIR/dLwpWzLoXdF2ray/ugafr8sOD4gop0AXgHgdqVsVbKxCgoKjh/CZpAFPp547ig+fc9B3LSvCXbvP/gcAODcszbidS85F9fsXsBVu87BC87ctMaanvpYq08JNwB4K4Dr2//+vryBiDYA+BiA32Dm3xZlIWgmAN8L4Iurr3KmX/S3M9mmZo2vViaDWRlUeMGInDwmusEOkr0Ag4QwL4CWE9Qw0Qxnhcog1NPdY89HT6CFXX6bOHZBY8TsOj3/eAzU2IB+iM3z2sTLCvCDkTyNNVzKAHqoX8o+MvYjkPRPGmx7/cnr3z57nrWJ8WFAPud9lJIBmGQsczl2naYc+ZFlpjbpb5Zt0HrMtEv2A+uDGmZoW/lBLZej+0B+GJDHNqTnTIoXZsGqgIjOAPC7AH6cmZ+S5auVjVVQUHD8EE6JKEhxZGmKO+8/hJtbVvcLDz0JZuCMjXN49SXb8I+v2ok9uxdw6fYzyoeD44y1CnyvB/BRIno7gAcAvAkAiOhyAO9k5h8G8GYAfxvAOUT0j9rnwrFFHyKi7WhmMJ8H8M7jrH+W1mem0nrBiDJZs1NyvRTlnPF164Rd5rE4bnpu1cvNg1l70q6tJ/VSse2UyfFt4tmVp63avqyqlPGVcjyWMq/TkpMH4uN1l/rINrHrzIJkIgCsBk5jAzI//dS3K9fPulcLpPoyqbstZwZfDtQZt20eXEs543wZxg2zMm6H7DLGvPYeMe2qRJA8NKZGloV6x/gg/8Ao5BjvijJJW30Q0TyaoPdDzPw/11qfgoKC1QFz+n5dr6hrxle+/nSzIdW+A/jMvQdxeLHGpCK84sIt+D+/dTeu2b2Av3XhFsyXdbprijUJfJn5IIDXKb/fAeCH27//O4D/bjz/rauq4AjIge5OyEam+QHLZynlJHQsm+elQcoJvcdk9QFQvxtsIteVk6ieBNDZZH8sS+np7gQj8kPFEHtu1RHqCRhmRvU64AQxqhxjsi9I+CbgcuyyPipoHyospi/rI44PhuxKPTI0Fpz+7QR2fmqxPd78jAbRf7LgOpbj95EsOwRhR838Y81Y3eMxJZ/zfTBbnXZGQ/7BarScgY8P3nu3YPXQZmJ9AMDdzPyLa61PQUHB6qFuj2Rcj/jaE8/j5n0HcPPeA7j1ngM48MxRAMCl20/HW75pB/bsWsCVl2zDmZvm11jTghhl1fQyISdZJrsIj3nImT6X7XRYk1lYL69sNkYsujcKgCoisfHVEEMnA4VQvxI4jbQrD3LEpN1loKTuep1E8Z7OOSPmM9tpGRy7tJRyU47CVoejcsYyvjIwiJ/N28TeTCq3K2U4xzLZWVtWdp0eey7bcmhM2Wm1+RIFW47oP24wSzO/K8asux6b0aCNC8+umZh/obtVh687Ut2rITl2nQWriqsB/EMAdxHR59vf3s3MN66hTgUFBauAmtfP2ehPHV7EbfccbILdfQew/7FnAQALZ2zEnvYs3T27F3De2aetsaYFHkrgu0zISXsMb4OfIUbMYs98VklMfF2WUgaaiFImczbPr1MPgAhigurqLgLNSD+VEbPsyoIIj10czxj66y4du5KSXL+xm22RiGpmZs/bxpV9y18naweMWqbD6I2Lojub28bblfURo06Q40vxnMcuSubfZSkrj/kXG3q5H0Mcu2C3iexb3njLMhqiZ6Vd0u8T8aD3rvA+aviZEQPrt+N11854H3pXFKwemPlmAMXLBQXrACHr6FTE4rTG5x54omV1H8NfPvgkpjXjtPkJrrxkG669Ygf27F7A3zj3zHUT/J8KKIHvMpExI8Y5ns3kVj/rVU68q2yCGMuREzkpJw3s0km7VydFKZN5UDxeTj9pz1hT2HZlLE4cQEt9ZBDhnJcqGaD8bNzxdnm6p7s628/Nort3tnIeRKR1Jn5vn50i94cvJ19P2jG+ml0jz7CNnx3ehTeSo+7G7NTplImYy/dBdN+xOu86yYQQz2EGu/qxypk/8uBfPqfLzT94+OeB54G40UdmaBPvPTfzRxajzjJBKSgoKDg2CCd5nApgZux79JnumKHb9h/Es0enqAh4+QVb8E9fcymu3rWAV160BRvnJmutbsEyUQLfZYLkZE0Eb0kZ6WVQAjsZvPVy7FTZVpSo05IjUxSb8poZkqf00z2dwE7aXNm6y4AwnUAPsUqxHJsRk/fm6Z6eXX6dtp99Nm9semdTv9DdqVN/lg1GzJKT9xGK7httl6JfuJQfWdwUZeQBtJ3G7vhSC/rMOofkGGNaudc671rLaIBTZ1pPyp5nbemON/3dkX/wSG5zx0XattpygXG+dJcEiGA2O8tY1unoXlBQUFCwcpzs5/g++tThLnX5ln0H8MhTRwAAO8/ZjO975fnYs2sB33zJAs7eXNbpniooge8yUdcTugAAIABJREFUEU9ZcwZKTjT144w8RiyXI1nKOLAcYmrEBFEwUHEwkk/+DbuUSXucouyzeX4wEqdMz2SXCMi8wMU+qkbYVfnnk8ZrfMemC2tyrDKNGbVSOLUPA+FWmSbqpcNrHzzIbJPxdsV9xPvgodkl13N6dcIpG687BuSkunt9JBYUnq1Z6SNZVoDef4N+KXs+/l0hg+LgW/lcnjVh95H4WdlHZL/0+oj3rsjSl2UdI98V0pcFBQUFBctDc5zRyfNOffbIEj5z7+O4ae8B3LzvMfz1I88AALZunsdVuxZwTbtW98Jtm9dY04LVQgl8lwk3GPEmfc4ENUsJzNghvQ7JhEi2w62zC4A4CwSyXZSlHCOAbeoXwaRhlxYgBu21DwO+nNSuAC0F2LVLskNGnRjwswzorT6iMv/UH1WTyKnIrBMimPXaxOuX4f5UDvV/R/fNZFf0bGaX00ck9aj5Nr61svQR8HTPAqesT9j9y++XrU/CZCGxY2jc6mNKS7v23hVZ8B89F2sg/Tx2F2Vpl6wzk+NkNHi+zD7kICobaJOCgoKCgpWjrtN/5080LE1rfOGhJ3Hz3obV/dwDh7A4ZWyYq3DFzm34e6+8AHt2LeCl552Vnf9ecGqiBL7LhDdplwFhwn64zFr6AsnkmCmTOVNjycmYGjHxdVNDHXYxZkqH1u1l+gg58Rpfj6Ucsis8q6YAW3aJ80nls7LO5BxfR5/mN+/e9D5CdFTNaDl5vwy6yzIM2CWD5L5NhD5ZMGL3kVgf2SeG7JLsfSonNitn7LXnwrNWnVmAn43pqE7YvtRSdytq1l2H61TuWDnxvYpdyRppx67YJ4o/PH1MX2btZY+3LKNh6H0Z6T70gcGTU1BQUFCwcjBz9vF1LcHMuPfAs815unsP4NP7D+Lpw0sgAr7hRWfhbXsuxjW7tuPynVuxab6s012PKIHvMmGxJoCWeqmnOmuTNVcO8mfrsBuzx9Q4qcXJxkXiuaEU3CzVsbLk2HbJACh+VgvATDnI7eoZqAGWMpFjfxgYqvNYnU8aAoea8zORXd1F0BAz0tlHA/J1T/8h65/VgmvbP8p6UtKfy1hKx8+xXfI5qftQ37frXKXzrikwnM3Zh4lZ7ngT74rEBzPYJQNWiDaRZZF++Q7ZPeJntY9i3hIO610h+77s3+4ZzWImJussKCgoKFg5wnGJa4mDzxzBLfccxM17H8Mt+w7ioSeeBwCcv+U0fNfLz8Oe3Qu46tIFbDt9w5rqWXBioAS+xwA5I9WXZQwGpZM1iMmadY6nDI66iSbnKcqS2ZJ/W2nAajBryrEDoFzOwLmrhu5yUuz50mUplWDW1sdhxJQ6OVrla7GSw7pD6E5JMOKylJkPdN1lVkDGUrptkjK+eb805FR2v9QCQu8MW2lzKifV1dpIKfMlcv1SOXZZOsbzNdHx3zJ468YbjtF516JvzWJXrHseXPt2mUsdFAYari/Td0UvJ2eHEzlZVkCku6JvIqegoKCgYMXg9iPu8cThxSk+c+/jHav75YefAgCctWkOV126gH/62kuxZ9cCLjpnc3nfF2Qoge8yYU3WmsmXmKDCYHyRT9Y8piYPApuUSYKcFNtMjUxnjCep8rlZzieNJ9+ZHDFpHzyfNP7bCchmOp9UTLxt/2ibSaW2pLrado2t097Aig1GzOojIlDo/i9nAV3GF1qgQFH9wi5TTt5HrOeG7JIZDeEyZyl91jTXwalT9ktq111D092r035XZB88LDmiznjMq+y5ZRcUu5LnkJY5voyR79gd6+qz56kc2y7ZL7N1u8aHgSHdCwoKCgqWh5B1uJqY1owvfe3J9jzdA7jj/kM4ulRjfkJ41UVb8RPf8WLs2b0dLz//7GweVlAgUQLfZSIPQkOQNbCjcRzIVWJCL571NoHqJ82cMWLexjx6wNGXyZQVW44yaY8mvpVwkGVXPmmPA9aB80mlPkZgJX03aFfmr6CPFhBy8mz8nBWIyzqzAL+K2XP7I0sux2Z8Gzlj9cnbpH/WZylduyh6VvGla1fs23gXc5J+FwF0JkeOKb1OLRMhtHYezM4iJ31XyGB27Lsi7l+EPJgdP95khkU6Fjw5FvOvrUeO65TjTfaDPrtAGYuxnEr3R+8De4wXFBQUFKwcq7XG96uPP9ftvHzrPQfxxHOLAICXvPBM/NCrL8Ke3Qu44uJt2LyhhDEFs6H0mGXCSp3TAyeO7u1lqIyYmOwmchMN0sBOTqDTlMC0rBI3W3KyYFEEPDIo7QJEhRGLFcrkCEFxAC0n+7Zd488n9eUodhlySNgV2jMcVSM/asjgLX7OCoA0pt+Wo7B5Vh+RAZATzMbPyjbx5SgsZcccaynARh+RdkUaaKm7leefWFfXP3k2RkVh3bW0Wa4vzZ+L9aPub+1dYem+gvOus3GbBqy9DyTDKrIEsj4S1ynsSvoInDaxmX89y0W8D2I7jA9xWp0FBQUFBStHzcfmnfrEc0dx6z0HO1b3gcefAwC88KxN+LbLzsWeXQu4atc5eMGZm1ZcV8H6Rgl8lwmTxXEmqM29zYSMWWcpE4YlS3WM5cTBiFyvCVNOJWb/MaM5yJoIhgXSLsUfmk9mO5800geOPmKNibcOdFa7ut2hISfeSHZ17tq6ParGCmbzOu0gWVvb6eluBQpZSvBAH8mDSeqeW4ldFps31EfMtHrkdpFjV94v+z6SfxjQfZvLsX2ps+ez90st0Ix9mbOmlhybPc8Dy3Rcuen5jl1DKeXZUodgF/JA1wxmlXeFuT75OK9HKygoKDhVUS+T8T2yNMWd9x/qjhm666EnwQycsXEOr75kG9529U7s2b0dl24/PXmXFxSsFCXwXSasFE6NlagixjdMNKeBOcoC1miCKCZrudw+QJSpsvG9c1kQoQcVeZCeTmBzORD3xvroZbkcza6+LPOzq49+LSfey7VLY46juLd7djpg16x1WmW5nDzg6H1p+0fXx/ZlVhYFEqtil9L3rSBU6pen5/Z1xv196ONRfy9nNsvxl7WJEXjKOuW48dok1123S9UnudcJ6IfsEv7q5FRy46shuyCux9kVymsefo9IuwoKCgoKVo665lHv1LpmfOXrT+PmfY/h5n0H8Zl7D+LwYo1JRXjFhVvwz1+3G3t2LeBvXbgF85PydbJg9VAC32UiHuZEcXqecm88eYt4pOY5pyyRpaS8RrqkcnJ2KC7MdA8BayZHBoxSDol7c5maLSnLq6Xykl0WPSnZ4lyOZXPO5pl2xc9mNiMR3PeDJtc5112ffEv/aCmncZ2WL6VdJP5/bB/J+6X9nLRLMqHSrnArQfFBVI9kZq0+kvtKqTN5Li2zxpvKJBs2u7p7403xszXeZnlX5OnD0pd6G6l+tuyCRC8362teH5ENFuvjvGN63and2T53Zu+f/LmCgoKCgpWDneOMvvbE813q8q33HMCBZ44CAHa94Ay85Zt2YM+uBVx5yTacuWn+eKpcsM5RAt9lIk8t7H/3GKiefeCsjKiXO8RSJsxIpenTX+dpo7pcXZ++Ti/91GPzfH1yu4jisuXbZbF5RHCOztH0ob5MMn2Q9+q6x4wYDdiVsGfSz9VQ2mh6b5IOK2y25aSMXZrRYOuqylH7fjpmhvXJA0IrzTdbb9v6pDvv2mjrIbvyDAu9LFxbdkkW3t1MqvLkjH9XyCUBlu6ezZo+3ntkFrs8xjfVJ2er/QwLUp+zJmnrFUR0EYDdzPzHRHQagDlmfnqt9SooKDjxEac6P3V4EbeFdbr7DmD/Y88CABbO2Ig9uxawZ/d2XL3rHJx39mlrqHHBekcJfJeJjEEIk2JZRjn7kbJecRmlZeK5LJ2kuzdnamJ4LFxcE5Giz0g2T2c+I32Miae8N2VqND87coRdtpxUoVCuHVXT6Y/AsqXP5Wt8e11lnUmZlJ/da7SJeFayeTDaKGODyZOTIm6jvD/bWQGaH722lUFXUgf0e3M/G/oxu2NKfU7pI32d9ljw+mX2rBhvXptk93rvCnPc2v1AyxgYbVf0rDbeXDmun227+msWVsk+ko/3ggZE9E8AvAPANgCXArgAwHsBvG4t9SooKDjxsTit8ezRKd5/8734iwcO4S8ffBLTmnHa/ARXXrIN116xA3t2L+BvnHtmPn8tKFgjrEngS0TbAPwWgJ0A7gPwZmY+pNw3BXBXe/kAM39P+/vFAD6C5h/rvwDwD5n56Opr3mP8Wko50fXv9ZhjOXn0GA2PqbHYGE+fXA4gA57ACnosjq6PZdescoTulf6c5a8pc8uIUVZmPZeu8bVZOBJlFhPa36vbJZlSjz0nstm8WdhzXx+/j1jMtjcuZpJTyY8+eltPFbs89lXaNXa86X6W9+bPaXaOZ88VttPclMrWPSur/E2y7IwG3y65/tdi/lW7snsju+KMhmgcazYXdPgxAFcAuB0AmHkvEb1gbVUqKCg4EcHM2PvoM92GVLfvP9iV1Qz809dcij27F/CKHVuwcW6yhpoWFNhYK8b3OgB/wszXE9F17fW7lPueZ+ZvVH7/BQC/xMwfIaL3Ang7gPesnro53HWgYuKbHGcUP5vd65RpdVJ0MQtTE9shAk/IOo1gRFs31zE+mpyoCi+NNa4zkqbqnu56bTN2cpqb+C56HgiMmLg3linsSoU767fFJD2Vo9QZTdqtMkDxpcXmgUw/q3KkfrE+ju75TuTxvSkLl/vZsEvomtrljIuuHgLARrs7dhl9WDKj8Vj1xkWoB3GdiTLkt0l6a/S3kqVg+dLpw7JvRUW5nEyHqM/Ct6uS/vH8LN5N5rtC9n05Fkuwa+EIMx+N1szPAcn3vIKCgnWMR5863K3TvXnfATz69BEAwM5zNuP7Xnk+/vttD+DaK3fgP37fy9dY04KCcVirwPeNAF7b/v3rAP4MeuCbgZp/ob8VwLXR8z+L4x34iomcxVJ6rIXPmmosF4Qciu7VyyTb4bExGQNV5QyZaZdcTzrA1IyxKy/L5fp2WWWWnWzoHgdH6XMc5TqnLJy/vtXqP9Jfuu79s5T5Lr22WS/bl7mcvp4hljL1a16WrJc2+v4sdsnnNPbc1p1G20XJvfl4c+3K3ge6zdr7INFHMqXGu0LLovDs8jIsbH3sTATNl9o655rzslTOsF1phgUiOfY7uTC+Cf6ciN4N4DQi+nYAPwrgf62xTgUFBWuEZ48s4fZ7D+LmvQdx877H8NePPAMA2Lp5HlfvWsCeXQu4etcCLty2GQDwW5/9KracVjanKjh5sFaB77nM/DAAMPPDTmrVJiK6A8ASgOuZ+fcAnAPgCWZeau95EMD5VkVE9A40a5iwY8eOY6W/YBBSNg8Z8xAxvtFET7Je4bf4v+lz4rp7RugjyiCfS251WEqk92ZsXnZvFNhluve/+Eyt/ZwWMJp2RcrnNud29qyXw4ipz6X6JfdKfeL6HbviPpTJif4fsIM8+Wy+ZjVt7LxNhH6KzE5Xr49YfVbzsxw31K67JqFPYpcss8eNOoasthU/ZOPW6E+azUkfEe8Ki6UEcl8mdkW/eRkDuZwU+XtEyjH0cd4V3jumv5e63Zgt3dW13dB18N4V2nMFHa5DkzF1F4AfAXAjgPevqUYFBScAPnz7A/j4Fx/G6192Hq698tjNHU80LE1rfOGhJxtGd+8B/MUDh7BUMzbOVbji4m34e6+8AHt2LeCl552VfHwNqJ1dnQsKTkSsWuBLRH8M4IVK0U/NIGYHM3+NiC4B8KdEdBeAp5T7zNQsZn4fgPcBwOWXX37MUrhyRozavxWW0ljTOng+qbPu0q9TMGLiuTxg1O+lSA4gz0QdYMSc9MrsbNVsDaJul5zcBn8xa3b553hqDJR1b1dW5f6Ju57H/Et2asguj/WazS6K7o31SZ+dZHL0eymTQ44cxS7rvOtKGTcUn3cdlVWxPsNZASnTbpXZz/XXhl0VkjKXPRe6W34O19pzg/qIOvOzjK0+Iv2DFcix7QptNnTetcUU93K88QZXn4IGzFwD+DUAv0bN3hsXcJzGUlCwDvHh2x/Auz/WbC9z094D+Onfv6t7x81XhMWaUbfDpCLCWZvm8IodW/Ejr7kUr7po61qqPghmxr0Hnu3Slz+9/yCePrwEIuAbXnQWfviaS7Bn1wIu37kVm+aH1+nGuzoXFJwMWLXAl5m/zSojokeI6LyW7T0PwKOGjK+1/91PRH8G4BUAfhfAFiKaa1nfCwB87ZgbMABKJmCSEROTf/ls91+FEYsnxeKZVI63ZlQyYslTuX6WHPGsTEW17lUZnpillHIy/eIyUsviZ7mrM753yM9SDvXPzVAG1vVr/itazLMr8UF8b+agpMx6TtpJsgOJZ/O2tfqI1hMtOXY/oFRE9ps7piDLhF1mv8xcmfpS+jm7t9fdGlP6ePd0d8airMV7V4wct3H/kXXmNqc9c1COZbM53ji3K3l2aNymlZrvCu25AgBA++/q96CZC3wewGNE9OfM/C/XVLGCgjXEx7/4cHI9rYEpGADjSHY347FnjuKPvvwI/ujLj2DDhLBhUnXBcUWE7WdswI9+y+41Y44PPHMEt+w7gFvaYPdrTx4GAJy/5TR818vPw57dC7jq0gVsO33DTHKZuc3KKu/UgpMHa5XqfAOAtwK4vv3v78sbiGgrgOeY+QgRLQC4GsB/YmYmok8C+AE0Ozurz682rHVz2prVhG2oeoazYSzSe03mqLLZmIzJqtKynCmWdeoTaI3VSe0iQw5MXYFZzyeFKOuvg211txuzrru2JlOmCMfrEy2WUmPPY2qEhO5jGV9/3aXNRHpluj5j20T3s1aWMb6ZHGmX/pyuXxMcDTF9Xl/z/CXtGur7lu6D/Ue0NRm+lOttKVu7nOpHFJfpdgGrdd61k2VS5R9A8neHrns8jofs8jMsfLsKOpzNzE8R0Q8D+K/M/O+I6AtrrVRBwVri9S87DzftPbCsZ49OGUen0+gXxoNPHMa7P3YXfvr37uoyx+YrQg1g2+b5Yx4UP390is/e9zhu3ncAN+09gLsfbhIlz9o0h6suXcCPfkuzVveiczavKGgNuSFVeakWnERYq8D3egAfJaK3A3gAwJsAgIguB/BOZv5hAJcB+FUiqgFUaNb4frl9/l0APkJE/wHA5wB84HgbEIOiSTORZB4E24CIgaL4SpRpz4lJcsJExvpAlBnPZbrD111OHtM6bfZMC6hdu8gqs5kkn8m2/SyfVe0yWEoCASTWbyf16/6i7v9yXfN7HTZYUHS57oJdNGwGZJvkdVrPSd39tu1/0Ns2rSf8kPtHlHn6RQboa6njsgHdo36Q6WOON/s6G4uxrhB2ib4f3ZrXERfCb5NYqjYWk3HT1tOcd22/K7Lsi2zcxD6QusuMD9uu7F5rDCl1FHSYa7Ou3ozZliG5IKLvBPBfAEwAvJ+Zrz9WsgsKVhvXXrkDv/yneztm9FhhysB0mjLHzx2d4t0fuws/e8MXQURdCvVp8xNce8UOXPeGy4bl1owvfe1J3LS3YXXvuO8Qjk5rzE8Ir7poK/713/kbuHrXAl5+/tnJh9CVIsx+SqpzwcmENQl8mfkggNcpv98B4Ifbv28FoO6Pzsz70Zw9uGYYyxw1ZZw8Z7FniZwqDx4txs5jaiQDRaLOscyobpcnR+pqBFmKXXEQOo5lYtWuVE5UFrHu0rZMn0qUiecYqX5x+qmvzxi7lHsHziedRXcrYG0YO6mfXacWCDNbrLeha9TuAEBR1oLHVuty+jrHstU6o6qPm9n1sd8VflaA7FvevXoZsErnXS/Tz5ruuZ9tH3iMb+5n+7mCDj8H4A8B3MzMn6VmP429KxFIRBMAvwLg29FsPvlZIroh+nBdUHDC4xUXbcXRew9i46TCgWeOdmnLco1vzYxpvfL6jrYBccDidAnv/dR+/NpN+3uWeELYMFfhza+6ENdeeVGzTnffY7j1noN44rlFAMBLXngmfuibL8Ke3Qu44uJt2Lxh9ab53Trn8lItOImwVozvSY9k0hdd6+tQ88Cgf84pk8/F9UuWUkxCY5Yy1VVbUxc9JwrTMmlzqp+lK7JJu30vOXWG32zdLbvS5wBZp8N6xX6GYhfLHbstOWkQmspR7OruVfTx7LJ0V/2s9xHJiSV2EcHqz7F+HOyy+vCofhk5U2hnMYreeJMtmLaRYlfiA9EXLd0HnpPvCmS6R3IGxhsl7rF1dzM1xLsihuzDcS0ZQz74rkiFkPKcfDYbQ9l7JZIDIQe9v7IyYdN6BjP/NoDfjq73A/j+FYq9AsC+VhaI6CNojjAsgW/BSQNmxtbTNuAT//I1g/d++PYH8Cuf3IsDzxwFgCQ4ntaMegXbxSUs8RKAI1O891P78d5P7e/uIQCb5iu86VUX4t9/78uWX9mMCIFveacWnEwoge8ykbMx1P6tsXn6cUbuOrmsLP2qFk98PdbLY0kaOXK9naWPz1ISeUxNOmkPz4ZzPHMGWNfVZ71sJtnzc/dspd9LkU80uyTjG+tuM1Cz2JV/SJnJLtLLhhgxa/32MPPf3B++jpNSpulOik9chjWwlGK34+FMhKisglk2vJ50XJluF42webxdVhv0dQzZZZRVFuOqZ1jEdQ6tc051132ZL5Gw37vaOuLYLiutf72DiDahOc7oGwBsCr8z89tWIPZ8AF+Nrh8EcKVS96ocNVhQcCxQ1+PfFddeucNdo3v9jXfjQ7ffj8NLDTVcEaEC8PzSMaCK0XxoPrxY4zdvux//4zP3Y1JV3b/Bp81XWDhzE9529cXHfHOt8N2/LB8pOJlQAt9lIh7mRD7bEf+QM3bpvWlZ+lxSf/RsXH9XR5gQKrrmcih6TugT6lBYwMwuyp+zniWi5hxPyXpB6COfM9g8+dqVZWNYys6u5F6vvQjJGt+oHsnqxrrr7LRhV2Yz+XZZdULqLv0jnlP6ie6DAf0SQSTaS/dzX4+uOxK77HEhbdPGVNLuhn+0ey1/5XK0fuDJcewS19pzXZ1GG+h92Okjss74fUBWmW0Xgj7Ou8J7zuzD0q5oHGt9oqDDbwL4CoC/gybt+R8AuHuFMjUXZ5zXah01WFBwLFAzZ/8OLhfXveEyda3unfcfwvUfvxtfefgpMANHpzWWVsgQL9XAUh0CasaRpRpPPP9Mt7nW3KTqGOlJRXjZi87Cu15/2bKOYeqPdFq+vgUFxxsl8F0mLEaDCDlrwvEaX8loxPdKJgTqc32dhhyCrY/LjEDRx5MDcW+sj617sG0qnhvUh2yWcHgdodQnklNJObrumhxGbpdmc0UUraWc1a7x+kh2jzp9ZvGPtr7U83OqQ1h3bZcZdmVrUXOb1bJKt0vXPfaP1GeMXRqrO5CpYepOsM671vuPHOPj7Aq/6edd99cae27101y/SI7qH90nQ/3bsmtYH589L+iwi5nfRERvZOZfJ6IPo1nzuxI8CODC6HpNjhwsKFgJal797JDzzt6EN73qQty07wBu3XcAzxxtdoPe9YIzsP2MDfjrrz+NZ44udbrUzFicLj8qnjIwXaqTI5k+c98hfP97bsX8pH/vhsAYgHsUUwjQSxZNwcmEEvguE3LDmHA9UdIDJ9H1pIruFWWJHDnRrQiT6IiQSdU/OyGhT1xW9QFXLyfSJ5qkxjJVu6TNJORE92b6RGXh+RAcSbsSfQw5ve5GWbRBkyzzdFfr6MqQ+kd85ox9FPuu04f0slz3NM3Xaq/MLkX3iaF7omvVB+3hH9isz1r6RH4OgcnE0C/uX7rNet+TKbdxv4j7uvRPZ3eXFp324Uk0pnKboYy/KCCL+2xsc+YfbRzr74rJgO8s/0ibE7uie5aY9Xupvyd7x4hgO3mvOO+KtB/Cf6+Q7R/ZtnL8pe85Q47Snws6LLb/fYKIXgbg6wB2rlDmZwHsJqKLATwE4C0Arl2hzIKC4wpuj0k8lnjq8CI+fc/B7jzd/QeeBQBsP3Mj/vaLt+PqXc0xQy88e5MpI6RNH51yF6AeXarzlIoZ0QfU6VnF4SimeNfpPjhumOXf/PR9eOVFW5fFGhcUHG+UwHeZkCzF+LW5EaujsJ0u45OwFkiZo6ROj6HTGB/rXsqYoz44ylkUj32J7Url2WsiPdatK696vVK7hvSRvtXv9dfCEhg6my9ZVH/NscZkkVo2u12WPnpbDK/N1fyc9xHTriqXKe3K65yNFbTGjc7qhkBT02dcH4kzI2axaxabdbvG2Nz/1qzNtX0wlDlC4l5fTmSXEiT7uqd1amVBv3SNr+5LIsrORC7o8D4i2grgpwHcAOAMAD+zEoHMvERE/wwNczwB8EFm/tKKNS0oOI4I/xauBEeXanz+q0/g5r2P4eZ9B/CXDz6Jac04bX6CKy/Zhmuv3IFrdm/Hi889Y3QmipU2ff2Nd+Ojd3wVR5fqZNfplTDEiS3JrtNpcPzAoefx5l/9ND76I99cgt+CEx4l8F0mJEvhTeSI7FRnGbB6k2IrqPEnrHYw2+le9bpTpk9fFn6rmbPjlsZO6OPNsky7jODICwaGgj5LH12Ofq/2EcFMdXZSuGe1azkBYS8n94fmn/6/bARvnp/7+qU8v71s3cd/jBgKjtIg0NWnks/p+klf5v7x7aJEHyFnZDp8KidloKVd4Tft3oriMr/dUzlw9BkO/i3dvY+IRMjT2s2jmOwPjCXVuQczv7/9888BXHIM5d4I4MZjJa+g4HiDMfu7gpmx99FnuvN0b9t/EM8dnaIi4G9esAU/+tpLcfWuBbxyx1ZsmDu2dPLQOuIvPfQkFuuerX1+aXpMjmEKmNaM2/YfLIFvwQmPEvguE1nab3utpihzfy1TndN74acARu/gOI11UqXpe2m6YD5BzdJhqa9TprHGZZ3dNedyqjRlMtZd2hz7L0tVjezOUlOjOsMEOb7XSnmthJ/jVNCsTsWuhFUWz0XLt/1U50gHL3VXu9fUp6KOXWPWU1VdOVGg0twDYKr1gyjAyNoLic3hns7YdyZpAAAgAElEQVQup20tm6WPVP+MaK9gU9A9S3mN6szTYZGNvzSVH7ocrR9m74pIH6NN4vfAtObBd4XlZzl+Nbu81OLYP1KvTB/q6/fa1ntXVKLMS/eWyz1k4FtSnYdBRBvRHF+0E9F8gJl/bq10Kig4ERAy24bwyFOHu9Tlm/cdwKNPN1zoxQun4++98nzs2bUd33zJOTh78/wqa6zjVRdtxW+/8yq17P9v78yj5LrKA//7qvdFrW51ad+sVrc3bIwtIRupZRvsgCEeTMA4jgkxi+M4kBOSmRAgPpMxOckMOZkThiQE4mASJocEGIbFJyHDFhYbxzYY27HBgORdtrG1W3uru+78Ua+q7rvv3luvWt1dUvX3O0dHXe/d+t53l/fqfu/77nf/8Z6n+OSdj7Hz0DGOTpRSYczHpkoNeYvbCsJFI8MzpbaizBpq+E6TqAfDORf0RDR4Lpv8J3TN9Lm84YI+T5Yv1Lmu7t4kOTjfr99ePo9PVJ+M1yumj9u2/nplQ5TT54iEOk+nXu557zhw2rKihT8ZkVhyAvo4hms8GZFPH3+fTLdetbES0ie/N98um00mly9c2KdfQ8ntAvrF2tn2nk7laK+YPpVj4XoF9HGS201bjveesq/hvxdj9aqcz3u/ufooVb4M7Afug1T0oqLMa4wx3vTkB49Ncu/ju6te3Z89fxCARX2dbF4/zNaxIltGi6wa6p1bhadBvW2Y3KzTlRDqinE8E5mhFWWuUcN3mmST/9SMCNdLYaemL4hblnxy3Immm7RH0mXtpD0pvSMeH9sbVZOTNmryJJOJeZVtz5hXjsQ9NZXPlcPxBD8ROalrhpP22ImdfEl7jDMxDyb/KaTPhdrHbcto8h/bSDIm47GzE1rV8zym/ncjCMTRxwkJ9nkDq/WK9G2ofartEpLjRkZkxqElI6Wfp14SqVfg/vO2c2w8O+OpENIn1LcY77Mi5BF3+6t8LHuNar1i/eX0bTqiwdGnKofgeLaPubpW9QnVK6J7NKLB0z5KlVXGmCuarYSinGxUDLzJqRIP7thf9er+8Km9TJYMXe0FNq1bxBsvWMX4aJGzlw+knv2tQMxbrCinKmr4TpPGkiPFEiBJ8FzIu1E7L5m/M3KcZST1kvakPWKkzlXK1+RgyYl7WGJewel4suxj4XrVzrnJbdJtK7nq5UvaY5yXGhKrV05Plt0P9rpPnz7ptiBjvNX0ibdPRS/3XKWe4WRpWe9itWyhXnSBq3u6PjV9sm0ZO5e+/9x6xfRx76G0LjFvpxuJkJbjPg/8urr1SsvJ1ivm7cxERlgGcLZeyfe8yfaSsWHJdq/hyo3Vyz7mO5e3Xu5591y9JHBKlbtE5FxjzEPNVkRRTgaMMTy26xDf274bgPP/6OscODaJCJyzYiE3bB1h61iRDWuH6O5oa7K2iqI0ihq+08T1INieTNf7alxPhO1hyRhHtXP2RC62LtW3nZHroU3LSesX9GQ59QKqM+DoekmPp8aVY+vXyHZGrnFUXb+Z8fiQ1idiHFVkV74X7lsycqzl21kvs6tPoE+82+zE2lmcPrHlOGXbArqnxqGz9Y3bPmUdanUOtbNbP7vtavWqGGIQ8tDZx7z1stq53nZGIumy+bcz8pW165XWs1bnVBXicnz95RiqofZxozGy7UNKTnT9vUTqlXxfnL713VPhdvY/h3xy6rdPTUZ0HbjbX859Ot8RkYcor5BoB94uIo9RDnUWwBhjXtpM/RRlLtl18Bjf276r6tV9dv/R6rkrz1vOltEim9cXWdTX2UQtFUWZCdTwnSYpT4Rl1NTLxpw386/PQ5KW43pY0mVdD2tan9pncfaXjXmVs3IC9ZJIvaxj4Xr5J6yu3LQcp1519cnWx6dP2quUbZ/pbmfkXjvc7vF2dtsi1n9pfdJ1hnTfhNrd386htvTUyzI0Q/Wyy9fXJ1yvrJxIOxfi9XK9iyHvsNsWdTMau/VyXiKk65XWRyT7vUy9qs8T+/nkygnd/9m2zCfHeT56xohI7f9s7gL7+u748d//9drZ9U4rXNlsBRSlWRyZmOLeJ/bwve27uGPbLh557kUABrrb2TJa5F2vLPKX/7aNdcU+/scb9R2QorQSavhOk+xEs/x3JrtoQSiYdGY824vihqYGvXmeSaAtJxh26JkohtYDimPUlL1MFTnZ+ofWybohwe664kp593vVNrC8VSmvt8c4sr1VIa+uaxzZ9bLLu+1RqXdITkE82xlVvVXpOtu6+/uk9tk2BnzeKntdY1pOetyIZcz5vK8xQzwlxxpfPs9jpi0L/j4Ryxhx+8D/UsM6l9HHvr5/PNvHqm3gGGS2J9N94ZEeT26fhI1Htw6ZCILIs8I2+tw6tEWeFekXcTF9svdtVR+nb93nSqWM+z33uz45GQ92oE/cyAj7nGv8l+tq18Pfzr7lHgrPAzcBo8BDwG3GmMnmqqQos8NUyfCjZ/dzx7ayR/e+J/cyMVWio03YsHaI977mDLaMFjl35cLqM+5L9z+j0SGK0oKo4TtNQpNt18BwJ9CQDhtMT3yzocC1c9mkPTUjIpwkp55XsM02IhxjViQ9Qc3KsfQppI2INmfi6/6ApNeBhgyyrAGWlVOrc8qwcwzfTL1yGkepBDqSnjQXypavI6cmLxQy7TMUY0Zy1lDJ2SeSDhsNvRhw7QB/aDFJ2Wxip5AXzl3ja4e1un3pJt/KykmXtZOcuSGumbXPob1erQRxWQMv7AF278WC085pOR6D2n4xEHhW+AxFd/19So5jpFfbhzRuvdxnhRs27nsBV6lX+mUE4XB4Z1xWylTluM+KwH3rDYcPPUut74bCrOc5nwKOA3cArwXOBt7TVI0UZQZ5avdh7ti+k+9t38Vdj+5m3+HjAJy5bAHXb17LltEim9YtorfTPw02ZH9jFUU59VHDd5q4E00JTVgLUCq5k7Xa99yJr23I2biTdtcoDXmyfB6ojJyAJ6utnpyMUVrRPevtDP1+2B7eij4hj4/PqEl7oMSRUyvjGnL55UhKjqu7cSzfYJ8U0pP9tJzYi5SsV7DmMYyPkbTXO21wRw1fxwi1dfAZGO7YqI5hZ4zEvJ2+UOfQGs2Yt9P3UiPdJ65B5u8T30sWex2vu/6+YNU5I0f8bWl7eMtywi817Pu9VhcsOXFDM1Sv9BhxksAVsvWpjZnYC6tsZIRvPXqlXpk+sZ4j2ZcG2fpU9QnkCvAlgVM42xhzLoCI3Abc22R9FOWE2Hd4grseLW8zdOf2nTy95wgAywa6ufyspWwdK6/TXbygK5e8kjEaHaIoLYgavtMkPWENJ7dxDbvKMYh7xDJGQMbwTYcEZzxiwe2MPKGztmGQmvhmJ/++7/nlOBPWwA9ILGlPdh1h7aWBLbvyvUxbpibX6e9EPVlOvdoCE+i2AhjjyrENMr8xm5Hj1rPgGHZuW1r1SuuT9Wim2scxZl0jwq5X2mh3QrgD2xll5PiM5NBLFs9YS0UQFJx6WXJCRmhGjhMZkV53Hde9XN7SNXUv1vTxGcvh+82jT8RLGTLsYnJcvKHqVlvWSwKXSm7nhl5bL2vc7YxCxqdvC6VgREPkhVU22VbsRZNOZil7ewEwxkzqBF851Th6fIofPrmXO5KkVA89sx9joL+rnYtGhrlhfIQto0XWL+6blgFbMtmIGUVRTn2aYviKyCLgs8BpwBPANcaYvU6ZVwIftg6dCVxrjPmSiPw9cAmwPzn3NmPMA7Osdorguj3PJMvezggITv5tD1k2PNrndZXM99yy9TxZWa+gv14uXk9WyEPnWeNr6xryevv2HM5ueVMzJrNyam0Q2z6oItsvJ5vR1pbjRDpXjRO3v9oK9rpU5zseT1bas1Y7Xs8LHxqXPg9daDIQM4B8BmtoTpENCQ6/9HG9qGXZ2e+59aoXGVHR0f1e5XjYyMrKDkZG1PEuupERwZcsqf5KiclcM3WPR+rl4ralWC85fC9rYnJC95T3pU+kT+xT9SIjsvdgQB9rfGXudTXyAM4TkReTvwXoST4L5azOA81TTVGylEqGR37+YjUh1fef2MPR4yXaC8L5awZ5z2VjbB0rct6qQdpDb3UbwBgTnP8oinLq0iyP7/uBbxpjPiQi708+v88uYIz5FvAyqBrK24GvWUXea4z5/BzpmyFkkPmM07zexZi3w15n6eqQ2fImNRFPfyd7zbQ+IWPWpU3SE0o3/DS0vjUrxzWSw2v8YhNxn7cz5PV2J/92mYy309LB57l3HL7pPnEM6OB66XoeMcfgaQv0bSZ01tLB3VLGF8pr18ENnQ2t33RfXETlpPrWMdILWeNIsI1kR47lXXSv6evvqhy3T4JjJLwuNRMZYfVR5qWGxwgNRzSEveexrapcD69dr4wcz4sUezyFtjPy6ZNZVxzQx72nKmWqcpx7PBoZEYmeCckJtf98xhijG5AqJz3P7DvC97bt4o7tu7hr+y52H5oAYGxJP9e+fA1bx4pcODJMf9fMT2VLxuhLMkVpQZpl+F4FXJr8/Sng2ziGr8PVwL8aYw7Prlr5cb1VMY9P9pg10Qx4TXwen5BxlN3KwzJ8PXrbYuzJt38Ll/DEN+TxidUrI0dcOY6BEWjnrBwnaU/qJUL2mkHjyNUn5TnK9qO7xteeiIfauRFDPOZZc4l5BQvirN+UbLuEzqXlhNvZLydtbIe2M6pbr8A6cG9bBtaBuvqkxojHoHJlVz5m5aTHT1ZOTB+nXsGXCFndQ/q493FGn4Irx77f3PHjFZMpm5aTrW+mLXPWq56c2LMiFBmhc1lFOTl58ehx/v3R3dy5rRy+/NiuQwAsXtDFxacvZstokfHRIssWds+6LqWSZoBXlFakWYbvUmPMcwDGmOdEZEmd8tcCf+4c+xMR+UPgm8D7jTHHfF8UkRuBGwHWrFlzYlpbuBmEaxlEs+XanHhYO9toyMPiSwYTChd014G2FeIen8w6RMsrmNEnMoF2M66GMqy6aytj9bLr4kvaE6yX4/Fxszq79Q2tJ83UyzIUsnI8a3wLOeQ4dfB68602cNs55j0PrfX0tnOgb932cfsk1F9eOYFr+rIW55ZTp28zx6xx6a49Dfdt2FMbi2jwjZHQVj5uf0X7xHlW2OMi1s4ZOc45OzLC287BPiGrj9T0yeoeqZerj9U+Md3ta/mzOqfLuN9RFKW5TEyWuP+pveXw5e27ePDpfZQM9Ha2ceG6RVx34Rq2ji3m9KX9c26EljTUWVFaklkzfEXkG8Ayz6mbG5SzHDgX+Kp1+APAz4FO4FbK3uI/8n3fGHNrUoaNGze6SzKnjethqXkpfB6f9GVjHpZ4FuW0DiFPlm//zbQ+fg+IXx+vmLoelrQnK6ZP2Dvs8/jkrVfa45utrytGUt/z6xfy3Ln1qVcvwdUn7M1vxOvtq1dcn5CcsDc2285hr6B9X7g65PF6p+uVb4x4vfnWlkVZfWrfy+qTle2XU8fDGtXHX69ccoL6xDy16XO2XHf8+MK0Q/rYcn0RLkF9Cp5olUKtXlndQ8+u9AsGW/fsPaGzWUVpBsYYtr1wMNlPdyf3PL6HwxNTFAReumqQd79ylPHRIuevGaKz/cTX6Z4o+qxQlNZj1gxfY8zloXMi8ryILE+8vcuBFyKirgG+aIyxs1A+l/x5TET+Dvi9GVG6AWJblKTKFWCqge2MapPH9PXc0FBbh6xxFAtR9nu3fN+rmyTH8S7GtjOKTugj2xm5ekb1sY12J2nPtOVYuvsSl8W2M0obEeEf0YL461o5Fwq9zsrJeugLIX3q9Im7Ptnuk/xGX3h8u5ERvu2MQrraxlHWcx9fcxza67leErjK9yv1yt4nft3dJHCVY77vucnc6tWrUjSTBM6pZ6xe9nMls1dwxICOJUvzJaAK9Ym4bWmNL19Og+h2RnZbSjqE29VHUZS54fkXj1ZDl+/cvosXDpSD89YV+3jTBavYMlrkFeuHWdjT0WRN05SMyTgbFEU59WlWqPPtwPXAh5L/vxwp+yuUPbxVLKNZgDcAD8+WoiEkNWENb0Mkkcladh/POqHFAc+Rm7QnGhLsMTBs4yiTtCdkRHiMx7Sc9OR6ukl70vIbTNpTlZMtG62X3ZZWn+TZziiVtMcxRkLX9G+dY8lx2zIkp5A1eOw+SSeTChsjbjKidMh01vuad6sqe1z4Xr7E2sfVPeQ5jhmhvgRfIW++r0/sFyCh7Yx8uvtkV+SFQtOzusfknEASOOue8t3PQTnOvWjrkHm+FMKRGr7tjBpJAlf55EvMF0wCF9BFUZQT5+CxSe59PNlPd9sutr1wEIBFfZ1sXj/M1rEiW0aLrBrqbbKmcUpG1/gqSivSLMP3Q8DnROSdwFPAmwFEZCNwkzHmhuTzacBq4DvO9z8tIospz3seAG6aG7VrZCaskj0O5clXSfwR1q7REJtA+8L8Qh4o14uSuWZOT1Zdr6BnYmrLqx2v4+3MeKDKf/vWveatV8qT5alv3nrZHlffSw1XTOWrPq9g6DfUTvpULW+/RHAM+tCPsa/fC1V9si8YwnLiyb9SetapV2w7I1d+3nrZbZJnO6N0vdK6RyMjAveJz9uZNzKicqyie0OREbEXTXnrlXlWhNddxyNHIuHwHjmxF3r2qdRLDU+7heU0FhmhKMrMMDlV4sEd+6te3R8+tZfJkqGrvcCmdYu4ekPZq3v28oHg/OZkpGSM7uOrKC1IUwxfY8xu4DLP8R8AN1ifnwBWesq9ajb1y0Nm4lvxLuKZPEa9OO7EN1J2GtsZ+eQEt87xeE1iyW2ynpSaHFfP6W5nlJGT15PV4HZGdr0y+kR0d7czss+5eyvn9YxWdKzKEVdO4Jo+r2ChYvxnvbiNeKBDfSKS7W/7O5ntjCJewWj7uF74kJy691B6fDcSGSF2nwS2M8rI8fWt9YLINegbirCw5LghytF6hbYE8oydWNh4bB/vtJysbLsOuROFeXTPI8dFk1spyvQxxvDYrkPcua0cunz3o7s5cGwSEThnxUJu2DrC1rEiG9YO0d1x6u6aZYy+JFOUVqRZHt9TnkLAk+UrVwhYR+IYlvU8kSHjyJ9sJyQnnOXUlRP3HHmyQ1c9YumysfBTb70qE1+P/LyeNVuuPxw2XK9G+sRd42vXwfXU5vV6V75frVfgJYtPn1i2atcIDRsj/jWvle/Z1PMuuqHFVePR610M6OOcE4kngQsba47n2PMSyL5mzLvoGqyh+VG5T7LHwPfSJ+z19o6Rals6ZRusVyHQt+V29orJ3Lf2OPCtac4byWKPS/cbdbdpynm/6VxWURpj18Fj5TW6iVf32f1HAVg11MOV5y1nfHQxr1g/zKK+ziZrOnNoVmdFaU3U8J0muT01ImEPnc/bGfH4xNZ25l2/6fdkVSa++ddv+gzW6SS3ia8VdvWMeLIihqavvvH2sSbisUl7AUIuX1/odViOp0+oGf9512/6ztUSjmX7JK8RUZbjf6lRv16hlyOelxqxse/0SVWOUzYWep31UsbvqaDxmOmT+HrpcFK6bJh/0OvtMa7tpHQp/WJyPPUKRUZE11072xnZSbx8Yft5IzVEss+PUNnMNSxdJbKlm3p8FSXOkYkp7n1iD3du28md23fzyHMvArCwp4PN64d596vK++muHe5rsqazR9nw1WeForQaavhOE3cCXf3omZyWSs52Rtb33Al0fNuf9LHQdkYp755nUhw0jtyylhHhauXzZFUn4h5v3rQ8WZ6JeCi5jTvZF6tNfAaDe6zyOeultOR4wthdf29Nn6x3seDvksBLBPucVbYQrpfPmA0Z/3UN6Jx94n2RkpKTle2TIx7d7T4JbvuT46VG9SWCCGLvU53SPXvtUBZl18MbM8j8WZ0TOYX6XvhqNT31qvatLzIik1AvXK9QZIR3XFr6hCJQvIZ4UB/PC6vgS5aw0eqOn3iEhU5mFcVmqmR4+Jn93Jl4de97ci8TUyU62wpsWDvEe19zBuOjRc5ZuXDevDgqlTS5laK0Imr4TpO0oRnznk0vaY/vevFkROmy0dDrgHGUZ99M+1xorbDfsPOKyRgRcX3iYbV2+fj2OJF6FdLG0bRDncUNP4+3Zd561Q0JDq7fdNqyEFkv6TVq/EZWo/WqGUe+a8b0qX0WyeoxHX18xnY+fVw5jYXy2+ds4vrEXwzklxOO+Mj2SfZYWo6rj99glcgz0P/Szn9NdylGVp/059hzV5kdROTPgP8ETACPAm83xuxrrlaKjyd3H6oaunc9upv9R8o7Rp65bAHXb17LltEim9Ytordz/k4T54mNryjzivn7RDtBbKOh7jZEkZC7lJciElrYSPhive2Msh6x2vdScj1lq3I8da7urerKibWPp86hPVrbIuGLvno1shY2dS7jhQu1e3Y7I/vaGTmhsNE67eyWjSXtCXoXPX0bq1fejN31EqmF+iQbbpu/fWJrPevqk7tv87dzPd1DLxh8a+TzJsKrlLf/j5WNyin49YkZ7W6os/19NzIidv+7da6X5Cz31lkFoktMlFnj68AHjDGTIvKnlLcifF+TdVKAvYcmuOvR3WVjd/tOnt5zBIDlC7t59dlLGR8rsnl9kcULupqs6cmBhjorSmuihu80cT0+cU9E2CvoerLyekbcczYSTZIT92Sl5NStV3aibP9fk9NYvaqeY6esRLw4vnrFvF556xVr91gYlM+TFWr3eu0c0y8tJ6uTHeYb06+ePtPx1PrlND6+ffXK6x2O6dOIVzcuZ/r1yqu731Nb0ydbNqJPINS5MTnhUOc8ZdPnssfy6p46595vOV8mKTOHMeZr1se7gaubpct85+jxKe57cm/Vq/vws/sxBvq72rloZJgbxkcYHysyUuzTkF4PJWOCLy0VRTl1UcN3moQyI/vKTcW8gtb33G2JXDmx0NRU2bpy8k0IG0luU7luw3I8k+KYd6iResU87WE56XrV2/YnuJ2Ro089j33sGjaFiNe7Xn+l5cSvGcrY7fPgRuV4vJE+6nr6ct5vMW9+Jgmc1JETHIcNJIFrqG8bS24X3Ke6XmRE8IWVo19MH5+cBp4V9ncaidSILVFwn6V5Q8yVWeMdwGebrcR8oVQyPPLzF6vbDN37+B6OTZZoLwjnrxnkdy47nfGxYc5bNUh76AGhVCmnZtFnhaK0Gmr4TpOgJ8tky7kTLVP9Tv71m77wTmNM+tq2nEK1UAP6hL2CmSROdbxKGX2i9XLKF/zX9E18K2V89arq7gjyeY4qZWJJe9z1vAXJrvGt6RNpS58+mb6t1cu9ZlhOvJ3zlvWtA6+u33TL1hnfoXWpmWt69KnUL7Yu1R0kvi2BKn3k6pOOIMj2ratrVR+Px7SRetnn0p99utfONXK/ZeRE2jLuaU8fs58VwfsN95nje3bVdA/ebw2Mb1/0TN72UhpDRL4BLPOcutkY8+WkzM3AJPDpiJwbgRsB1qxZMwuatj7P7DtSzbx81/Zd7D40AcDYkn6uu3AN46NFLhwZpr9Lp3qNYnQ7I0VpSfRpOE0yk7WoZ8Qvw+cxia4rjJxLywlP+twtlNJy0p+jaykb8KiIx9CsXTM8gXYpy/Ge8mbEjYWqNlKv2HZGoTW+3uzHEW9euE98BmvjHjFf5uxGwk+jhl20Xulzedd61pfj1yc2vn31it1Tecd3zHPs286ogu+lRiPbGdXkZMdII9sZxcbedCI+MmXrjMtM306jT9ocY78cqeEtOm+y0s4WxpjLY+dF5HrgSuAyY9zXFyk5twK3AmzcuDFYTqmx/8hx7n5sd3U/3cd2HQJg8YIuLj59MeOjRbaMFlm2sLvJmp76lIxGhyhKK6KG7zTx7VXrLVcQpkr+33TfQzW+VtB/Db+HNb8REbq2z5hMXSNntFTcSPZ50AJy6uied81htF4Ff3uGrhmarfm82HGDLKeRFXmp4WvLuD6RtsxpHNT1wgWyTLvU89DlfRlRb4/mvEafRIxZ/30S0Sfny4jYuKxXr5ScyL3pq1fcW53/5VFMTsgI9UV8NLL1WezasXwAyuwgIldQTmZ1iTHmcLP1OdWZmCxx/1PJOt3tu3jw6X2UDPR2tnHhukVcd+Eato4t5vSl/bpOd4YpqcdXUVoSNXynifsbE87qHF/X6BJbmxczZl1dYpPkmHc6/Tmme/4JZL01kI0YmtF65fQcRevlMY5ihkvIn+Hv28Y9Yr6w2niW8IA+Pq/gNDxrWbmx9slvsJa9i/5r+MZzIx5E+5xLXE5AH19kxHT61mM4NhIZYX8v9TkW8RGpl0+/mIc197rriNc7tp48Kyfs9fZdO5ZpX5k1/groAr6e9PndxpibmqvSqYMxhp89fzBJSLWTex7fw+GJKQoC560e5N2vHGV8tMj5a4bobNd1urNJqWT0ZYKitCBq+E4TX3hh+QSZ4xmPRvVcVm4jHs3a/pueCbRYH1JyshPCQNHUNV2tfMZs0ONTxyALenEycrJtZrdlKPlPrF6u7r72r3Vtti0za5+ta2Tl+PWJeeEyobmWYZ6VE37B4BIPnY1s+eJ5uZDNJG3p49YroI/vhUO13T33UPh+89wP+NsrJSfTt1lj1tYnKycruyYncM5j8GV1r8kPGr7OZ68ca3yHveWu7pH7rRDOc5C9T2LbbIUzdvvk5/V6V3T0llV7YdYwxow2W4dTjedfPFpNSHXn9l3sPHAMgJFiH2+6YBXjY0UuGhlmYU9HkzWdXxj0JZmitCJq+M4QsTC/2HZGWTlhr0neZC2NbvtT/Z6nbLxe+X4UfJNb+1wjnuMZ2c4o4jlqJPy83nZGeY5V5OfVRyLtFWtnl7gcQXIaBz6jNCUn57whNg5ixpHvmnmzn0PEOKrTPnmOQWNJlqL3ZuScT5fp6OOVEwkpbyTUuZF7qJGQ99i1G+k/RZkrDh6b5J7Hdle3Gdr2wkEAFvV1smW0yPjoMFtGi6wa6m2ypvMbY8K/M4qinLqo4TtDTHc7o0z5wKQstrJXY2UAABVbSURBVG7PN5GbznZGvrKNJLeZlpwGDOh62xnlTtoT8Rz5wm2nu52Rr3yobN4tb+ol7cmbuKdesrTcnuM6uueVU287I1/5GZETMY5iIdx55dTbEij1OXJvNtK3hci92WifREOdc8uJ6NNI30aeFY32raLMFZNTJR7csY87t+3mzu07uf+pfUyWDF3tBTatW8TVG8pe3bOWDege0ycR5X18tT8UpdVQw3eGqEymOp1Zse1hqTxDuzoKqc9pOUmZ9rayvPYCE5Mlr4elo60iN+zJ6kmuNdTbwd7Dx70en7bArNT2sPQl2yEs7OngwNHJwLY/5c8+z3GlXgNJuNaC7rI8f3Kbil5Z+ZVrDPZ2Jnq1pb7j08etn12v3s7y97s7KnKygiqHOtpdOdntjCrrrvxyyse6kjI9HW0cOT7l9WRV+tYXG1yR09tRbsOh3k52HTzm9Ri2J3J8ofmVQ32dtb7de/i4Vx93DNeO12QP9JTl9Cd96w07jvRt5dxQ0rc9SZ/EPKwdnr5127k7er+ly4pU3vRnvdWVe9uvT/n/yr3d39XOwWOTXjntoZTUluyeZFwO9Xby8xePBrzelb7Nyqicq/TFQHc7Ow8c80Y7hJZM2KHOlTDLyrYovnpVPsbu24qcyn0Xewa2u31rLZloL6T7LTZGKv3WXhAmS5qwRpldjDE8tutQNXz57kd3c+DYJCJwzoqF/PrFI4yPFtmwdqj6u6OcfJSM0V18FaUFabvllluarcOcceutt95y4403zpi8jrYCrzpzCResHWKwt5O9h4/zjvF1LBnoZnRJP8X+Lq586QoGutvZc3iCmy5Zz9jSBaxe1MvxKcM1L19NX1c7vZ1tbF5f5OWnLUrkTHDD1hGWLezm9KULWNjTwRvOX8lAdwf7j5SvccayBawc7OXo8RK/vGk1C7o7GOjuYOPaIS4cGWawp5M9hya48eIRVgz2cPrSfno723jjBavo72rn0LFJfvWitZy1fIAVg90cnpjiugvXsLCng+G+Ts5dNcjm9UUGezvYffAYv3HJelYN9TK6pJ/OtgJv3rCans42jk5Occ3GVZyzciFLB7o4eGyKX33FWoZ6O1k20M3Y0gVcesYSFvZ0sPvgBL9xyQhrh/sYWdxHW0F488ZV9HS2M1UyvP68Fbx01SDF/i5ePDrJ9ZvXsqivi1VDvawd7uXys5eysLeD3YeOcdOl61lX7GNdsQ8MXLNxNd0dbQjCFS9ZysvWDDHY18n+w8d5+5bTWLygi3XFPpYNdPPac5Yncsp9sn5JP2uHe5kqGa7ZuJreznY62wtcevoSNqwdYqi3k72HjnPD1nLfnr50AYv6Onn9y1Yw0NPB3kO1vl2zqJdjkyWuTfq2r7OdV6wfTvq2gz2HJvj1rSMsX1jukwU9HfzS+Svp72pn/5GyrmcuG2DlYA9Hj5flLOjuYGFPBxuSvh3qLbfljZeMsHKwh7Eltb7t62rn8MQk1124lrNXDLB8YTeHjk1x3aY1LOztoNjfxUtWDLBlNN23qxf1sj7p26s3rqK3s51jkyWuvqDct0sGujl4dJK3XrSWob5Oli/sZnTJAi49YzGDvR3sOlBug3Lf9lMQuDrpk1LJcOV5Kziv0rdHJnnb5tMY7u9i9VAvqxf18pqXLK3q85uXrmddsZ+RxX0YA2/eWB5rbSL8wtlLOX/NEIO9Hew7fJy3b1nH4gVdjCzuZ+lAN7947nIGesrtfNOl6xld0s+a4T4mS+X7rbezna72Ni45vciGtYuqL4RuGB9h6UA3ZyxdwFBfB68/r9y3+w5PcOPF6zl96QJWDZX79pdfvpr+rnb6u9q5cGSYTetqfXvjxeW+HVu6gP6udn7p/JUs6G7nwNFJrt98GmcuH2DFYA9HJkpcu2kNA90dDPV28rLVg1w0MsxQT2e1T1YO9TC6pJ/ujjbetGEVfZ3lFyXXvnw1L1mxkGVJ377lwjUM9nayeEEXZy8fYOvYYgaTlyE3JX07uqSfjkKBqzeU+3ZissQbL1jFuSsXsmRBFweOTvLWV6xlUV8nKxb2MLK4j1eduYTB3rI+N126ntOG+xgp9iGU+6S7ow1j4BdfupzzVg+yqK+z2rfF/i7WDveycrCXK85ZxkBy///mpesZWdzPacN9GGOqfdteEC47aykXWH37jvHTWLKgm/WL+1myIHmW9nQkz9LRct8u6i337cby/dbd0cbWsSIbk/tt7+HjqWfpYG8HV71s5Yx6cj74wQ8+d8stt9w6YwLnITP92zzX7Dp4jK//+Hluu+Nxbrn9R3z0W4/y7Z/u5PhUicvPXsZvXrKeP37DObxjfB3jo0XWLOqlPRS6o5wU/MW/beeCNUOMjxWbrYqiKNMg9NsskW32Wo6NGzeaH/zgB81WQ1EURWkRROQ+Y8zGZutxKnOq/TYfmZji3if2cOe2ndyxbRc/+fkBoBzRsHn9MONjRcZHi6wd7muypsp0Gbv5K/z61hF+/4ozm62KoijTIPTb3JRQZxF5M3ALcBawyRjj/cVL9gT8CNAGfMIY86Hk+DrgM8Ai4IfAW40xE3OguqIoiqIo84ipkuHhZ/ZXE1Ld9+ReJqZKdLYV2LB2iPe+5gzGR4ucs3Jh7rX4Jysf+sojfO4HTzMxWeJ4yST72QodBal+BjLH6n1Of6dEKVlS0l4QJqfKnytl2tqEqSmrTFutTPVzKf2d/NfOlgFY3N/Ju145xnUXrgGoXktRlNaiWWt8HwbeCPxNqICItAEfBX4B2AF8X0RuN8b8GPhT4MPGmM+IyMeBdwIfm321FUVRFEVpdZ7cfahq6N716G72HzkOwFnLB7h+81rGxxaz6bRF1fX4zeRDX3mET9/zJBNTZloGantBOD5V4viUm7WiguFY3WP1Pucvw5RTJvp5Zq69Y99R/uCLD/Ffv/wQBRGmSoYv/PBpXnlmecmToiitQVMMX2PMI1B365VNwHZjzGNJ2c8AV4nII8CrgOuScp+i7D1Ww1dRFEVRlIbZe2iCux4tZ16+c/sunt5zBIDlC7t59dlLGR8rsnl9kcULumb82nm8rF4vJjBZMkxZ1urMGKjzl6kSTCXm/7P7j3HN3/w7n/uNV6jxqygtwsmc1Xkl8LT1eQdwITAM7DPGTFrHV4aEiMiNwI0Aa9asmR1NFUVRFEU5ZTh6fIr7ntxb9eo+/Ox+jIEFXe1ctH6YG8ZHGB8rlhO65Qh5/cd7nuKj39pWzowPdb2ujXtZ1UBtBlMlw92P7VbDV1FahFkzfEXkG8Ayz6mbjTFfziPCc8xEjnsxxtwK3ArlBBo5rqsoiqIoSgtRKhl+/NyLfG97eZuhex/fw7HJEu0F4YI1Q/zOZaczPlbkkWf387HvPMp3f7YTIFfocKlU4ngpdvVTz4jtKEChUJilNb6ztXa48TLHkpcPIdoKwkUjw7PZ1IqizCGzZvgaYy4/QRE7gNXW51XAs8AuYFBE2hOvb+W4oiiKoigKADd/8SE+f98OJiZLmbfjbVLZB9pw/9N7uf/pvfzFN3+GawPlCR0+WWiT8v7nJ2JI9nS0cd2mNbz/dWc1uTZzx31P7uXj33mU+5/ay4Gjk5SMoaOtwDkrBnjfa89Sb6+itBAnc6jz94GxJIPzM8C1wHXGGCMi3wKuppzZ+XogjwdZURRFUZQW5L4n9/Lf/+VHPPTMi5Hw4RpTBqYmo27aOSfmZY15MTs72rhmw6p5ZazOJBvWDvG3v6Y7kinKfKBZ2xn9EvCXwGLgX0TkAWPMa0RkBeVti15njJkUkd8Cvkp5O6NPGmN+lIh4H/AZEflj4H7gtiZUQ1EURVGUJnPfk3t588fu4mQxY3s7CkwZcntd56OXVVEUpRmIMSdPmM5sIyI7gSdnQFSRcsi14kfbpz7aRnG0feJo+8SZy/ZZa4xZPEfXaklO9Le5rX94WVv/UDDJ5bQxppREmQm1/CLGOWZMMpEyUxNHpg7s3mEmjhyypOi9mg9tp3xoO+VD2ykfrdxO3t/meWX4zhQi8gNjjMbFBND2qY+2URxtnzjaPnG0fZSTBR2L+dB2yoe2Uz60nfIxH9up0GwFFEVRFEVRFEVRFGU2UcNXURRFURRFURRFaWnU8J0etzZbgZMcbZ/6aBvF0faJo+0TR9tHOVnQsZgPbad8aDvlQ9spH/OunXSNr6IoiqIoiqIoitLSqMdXURRFURRFURRFaWnU8G0QEblCRH4qIttF5P3N1qcZiMhqEfmWiDwiIj8SkfckxxeJyNdFZFvy/1ByXETkL5I2+w8RuaC5NZgbRKRNRO4XkX9OPq8TkXuS9vmsiHQmx7uSz9uT86c1U++5QEQGReTzIvKTZBy9QsdPDRH53eTeelhE/klEuufz+BGRT4rICyLysHWs4fEiItcn5beJyPXNqIvS+ojI74mIEZFi8lnHpIWI/Fny7P8PEfmiiAxa5z6QtNNPReQ11vF5Pfea7/W30TloY+hcNI0avg0gIm3AR4HXAmcDvyIiZzdXq6YwCfwXY8xZwEXAu5N2eD/wTWPMGPDN5DOU22ss+Xcj8LG5V7kpvAd4xPr8p8CHk/bZC7wzOf5OYK8xZhT4cFKu1fkI8P+MMWcC51FuJx0/gIisBH4b2GiMOQdoA65lfo+fvweucI41NF5EZBHw34ALgU3Af6tMjBRlphCR1cAvAE9Zh3VMpvk6cI4x5qXAz4APACTziGuBl1C+3/86mbTP67nXfK+/B52DNobORS3U8G2MTcB2Y8xjxpgJ4DPAVU3Wac4xxjxnjPlh8vcByjfUSspt8amk2KeANyR/XwX8b1PmbmBQRJbPsdpzioisAn4R+ETyWYBXAZ9PirjtU2m3zwOXJeVbEhEZAC4GbgMwxkwYY/ah48emHegRkXagF3iOeTx+jDHfBfY4hxsdL68Bvm6M2WOM2Ut58u0a04pyonwY+H3ATqCiY9LCGPM1Y8xk8vFuYFXy91XAZ4wxx4wxjwPbKc+75vvca77XP4XOQfOjc9Esavg2xkrgaevzjuTYvCUJhTgfuAdYaox5DsoPJmBJUmw+ttv/ojz5KSWfh4F91o+93QbV9knO70/KtyojwE7g75Lwm0+ISB86fgAwxjwD/E/KHqPnKI+H+9Dx49LoeJlX40iZe0Tk9cAzxpgHnVM6JsO8A/jX5G9tJz/zvf5BdA5aF52LOqjh2xi+Nx/zNi22iPQD/xf4HWPMi7GinmMt224iciXwgjHmPvuwp6jJca4VaQcuAD5mjDkfOEQtJMnHvGqfJNTxKmAdsALooxyq5TJfx089Qu2h7aScMCLyDSmvvXf/XQXcDPyh72ueYy09Juu0U6XMzZTDVj9dOeQR1dLtlJP5Xn8vOgeNo3NRP+3NVuAUYwew2vq8Cni2Sbo0FRHpoPzA+bQx5gvJ4edFZLkx5rkkjOSF5Ph8a7ctwOtF5HVANzBA+a3boIi0J2/S7DaotM+OJLR1IdmwzlZiB7DDGHNP8vnzlA1fHT9lLgceN8bsBBCRLwCb0fHj0uh42QFc6hz/9hzoqbQQxpjLfcdF5FzKL6seTKIDVwE/FJFNzMMxGWqnCkkiryuBy0xtX83Ys34+/Qa4zLffwLroHDQXOhf1oB7fxvg+MJZkROuknITh9ibrNOckMf+3AY8YY/7cOnU7UMlKeT3wZev4ryWZ9S4C9lfCUVoRY8wHjDGrjDGnUR4j/2aMeQvwLeDqpJjbPpV2uzop33Jv2SoYY34OPC0iZySHLgN+jI6fCk8BF4lIb3KvVdpHx0+aRsfLV4FXi8hQ4lV/dXJMUU4YY8xDxpglxpjTkmf/DuCC5HmnY9JCRK4A3ge83hhz2Dp1O3Btkl12HeVkRPeic6/5Xv8UOgfNh85FAxhj9F8D/4DXUc5C+Chwc7P1aVIbjFMOf/gP4IHk3+sorwX4JrAt+X9RUl4oZyR8FHiIcrbaptdjjtrqUuCfk79HKP+Ibwf+D9CVHO9OPm9Pzo80W+85aJeXAT9IxtCXgCEdP6n2+SDwE+Bh4B+Arvk8foB/orze+Thlg+Kd0xkvlNcTbk/+vb3Z9dJ/rfsPeAIoJn/rmEy3zXbKawkr84ePW+duTtrpp8BrrePzeu413+vvtIXOQRtvM52LJv8kqayiKIqiKIqiKIqitCQa6qwoiqIoiqIoiqK0NGr4KoqiKIqiKIqiKC2NGr6KoiiKoiiKoihKS6OGr6IoiqIoiqIoitLSqOGrKIqiKIqiKIqitDRq+CqKoiiKoiiKoigtjRq+ijKPEJFBEXlX5HyPiHxHRNoiZb4hIkOzo6GiKIqitD4i8tsi8oiIfNpz7nwR+UTy99tE5K+c898WkY0R2Z8RkbGZ11pRTm3U8FWU+cUgEDR8gXcAXzDGTEXK/EMdGYqiKIqixHkX8DpjzFs85/4A+MsTkP0x4PdP4PuK0pKo4aso84sPAetF5AER+TPP+bcAXwYQkeUi8t2k7MMisjUpczvwK3Okr6IoiqK0FCLycWAEuF1Eftc5twB4qTHmwRxyXp/8Rj8gIj8VkceTU3cAl4tI+4wrryinMHpDKMr84v3AOcaYl7knRKQTGDHGPJEcug74qjHmT5LQ514AY8xeEekSkWFjzO65UlxRFEVRWgFjzE0icgXwSmPMLuf0RuBh59gvi8i49Xk0kXM75ZfRiMjngO8kx0sish04D7hvFqqgKKckavgqilKhCOyzPn8f+KSIdABfMsY8YJ17AVgBqOGrKIqiKDPHcmCnc+yzxpjfqnwQkW/bJ0Xk94EjxpiPWocrv9Nq+CpKgoY6K4pS4QjQXflgjPkucDHwDPAPIvJrVtnupLyiKIqiKDNH6re4HiJyGfBm4CbnlP5OK4qDGr6KMr84ACzwnTDG7AXaRKQbQETWAi8YY/4WuA24IDkuwDLgiblQWFEURVHmEY+QhDLXI/md/mvgGmOMa+SeDvxohnVTlFMaNXwVZR6RrMn9XpKsypfc6mtAZR3RpcADInI/8CbgI8nxDcDdxpjJ2dZXURRFUeYTxpifAAuTJFf1eBswDHwxSXD1FQARWUo59Pm52dNUUU49xBjTbB0URTlJEJHzgf9sjHlrpMxHgNuNMd+cO80URVEUZX6QZHo+YIz5xAl8/0VjzG0zq5minNqox1dRlCrGmPuBbyVZnEM8rEavoiiKoswaHwOOncD39wGfmiFdFKVlUI+voiiKoiiKoiiK0tKox1dRFEVRFEVRFEVpadTwVRRFURRFURRFUVoaNXwVRVEURVEURVGUlkYNX0VRFEVRFEVRFKWlUcNXURRFURRFURRFaWn+PytpMU+ReaRdAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { @@ -471,16 +583,9 @@ "\n", "signal_sine = np.sin( 2*np.pi*f*t )\n", "\n", - "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6), fft=cooley_tukey_DFT)\n", - "ax2.axvline(sample_rate/2, color='r', label='Nyquist Frequency');" + "fig, axes = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6), ft_kwargs={'fft': cooley_tukey_DFT})\n", + "axes.flat[1].axvline(sample_rate/2, color='r', label='Nyquist Frequency');" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {