{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reproducing simulation results from: Intraneuronal binding of amyloid beta with reelin - implications for the onset of Alzheimer's disease\n", "\n", "In this notebook we use the [CellML](https://cellml.org) implementation of the model described in `Intraneuronal binding of amyloid beta with reelin - implications for the onset of Alzheimer's disease` by Asgeir Kobro-Flatmoen & Stig W. Omholt (submitted to PLoS Computational Biology). This notebook requires the use of [Python support built into OpenCOR](https://opencor.ws/user/pythonSupport.html#pythonsupport) and is known to work with the [0.7.1 release of OpenCOR](https://opencor.ws/downloads/index.html).\n", "\n", "In this notebook we are running the simulations and producing the plots as shown in the manuscript. If you are interested in a more interactive exploration of this model, please use the OpenCOR desktop application directly to explore the mathematical model and simulation experiment configuration.\n", "\n", "**Note:** Here we assume someone following this is using Windows. Other platforms should also work fine, but likely need different set up instructions.\n", "\n", "## Getting set up\n", "\n", "To use the OpenCOR+Python to run Jupyter notebooks (on Windows), you will need to have *Write* permission to the OpenCOR installation folder. This is generally not the case when using the installer, so grab the \"ZIP file\" version of OpenCOR 0.7.1 from the [downloads page](https://opencor.ws/downloads/index.html). And then unzip that to somewhere that you have write permission, here we will use `C:\\Users\\username\\opencor-jupyter` as the root folder where we are working.\n", "\n", "Unzipping the ZIP file version of the OpenCOR installer will take a while. Once unzipped you should now have OpenCOR 0.7.1 available in `C:\\Users\\username\\opencor-jupyter\\OpenCOR-0-7-1-Windows`.\n", "\n", "As the Jupyter environment requires access to this notebook and the associated CellML models and SED-ML simulation experiments, you will need to make sure that you have your local copy of this PMR workspace under the same root folder from which you lauch the Jupter environment (i.e., `C:\\Users\\username\\opencor-jupyter`).\n", " \n", "## Launching a JupyterLab instance\n", "\n", "Now that you are all set up, you can launch a JupyterLab (or JupyterNotebook) instance with a command like this, run in a Windows command prompt:\n", "\n", " C:\\Users\\username\\opencor-jupyter> OpenCOR-0-7-1-Windows\\jupyterlab.bat\n", " \n", "Once this is running, your default browser should pop-up and display the root JupyterLab page. Use the navigation panel navigate to and launch this notebook.\n", "\n", "## And now you're ready to go...\n", "\n", "First we need to make sure we have the OpenCOR Python functions available, and set up [Matplotlib](https://matplotlib.org/) that we will use for plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import opencor as opencor\n", "from matplotlib import pyplot as plt\n", "%matplotlib inline\n", "\n", "# folder to save plot image files in\n", "save_dir = \"plot-images/\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and run the Fig 2-5 simulation\n", "\n", "We can now load the simulation experiment that will give us the results presented in Figures 2-5 of the manuscript. OpenCOR uses the [Simulation Experiment Description Markup Language (SED-ML)](https://sed-ml.org) to archive the simulation settings used in a given simulation experiment. Here we first load the SED-ML file, make sure OpenCOR doesn't have any saved results stored magically, and then run the simulation experiment. You can load this same file directly into the OpenCOR desktop application to have more control over what is run and plotted, as well as connecting through the actual mathematical model." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation = opencor.open_simulation('figs-2-5.sedml')\n", "# just in case OpenCOR is running interactively...\n", "simulation.reset(True)\n", "simulation.clear_results()\n", "\n", "# run the simulation\n", "simulation.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having run the simulation experiment, we can now grab the data that we want to use in our plotting." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# decalare our results dictionaries\n", "time = []\n", "fig2_data = {}\n", "fig3_data = {}\n", "fig4_data = {}\n", "fig5_data = {}\n", "\n", "# grab the data we need\n", "ds = simulation.results().data_store()\n", "time = ds.voi_and_variables()['main/t'].values()\n", "fig2_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig2'].values()\n", "fig3_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig3'].values()\n", "fig4_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig4'].values()\n", "fig5_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig5'].values()\n", "fig2_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig2'].values()\n", "fig3_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig3'].values()\n", "fig4_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig4'].values()\n", "fig5_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig5'].values()\n", "fig2_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig2'].values()\n", "fig3_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig3'].values()\n", "fig4_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig4'].values()\n", "fig5_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig5'].values()\n", "fig2_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig2'].values()\n", "fig3_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig3'].values()\n", "fig4_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig4'].values()\n", "fig5_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig5'].values()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results\n", "\n", "With all the data now generated, we can go ahead make Figures 2-5 from the manuscript. **Note** here we are not attempting to reproduce the specific line colouring used in the manuscript to highlight the different segments of the transient behaviours.\n", "\n", "#### Figure 2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 2\", fontsize=16)\n", "ax[0, 0].plot(time, fig2_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig2_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig2_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig2_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "fig.savefig(save_dir + \"Figure_2.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 3" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 3\", fontsize=16)\n", "ax[0, 0].plot(time, fig3_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig3_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig3_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig3_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "fig.savefig(save_dir + \"Figure_3.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 4" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 4\", fontsize=16)\n", "ax[0, 0].plot(time, fig4_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig4_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig4_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig4_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "ax[1, 1].set_ylim([0.0, 1.1])\n", "fig.savefig(save_dir + \"Figure_4.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 5" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 5\", fontsize=16)\n", "ax[0, 0].plot(time, fig5_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig5_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig5_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig5_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "fig.savefig(save_dir + \"Figure_5.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bonus figure\n", "\n", "As we have all the data available, we can explore alternate visualisations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Bonus Figure\", fontsize=16)\n", "ax[0, 0].plot(time, fig2_data['AB'], label='fig2', linewidth=2) #row=0, col=0\n", "ax[0, 0].plot(time, fig3_data['AB'], label='fig3', linewidth=2) #row=0, col=0\n", "ax[0, 0].plot(time, fig4_data['AB'], label='fig4', linewidth=2) #row=0, col=0\n", "ax[0, 0].plot(time, fig5_data['AB'], label='fig5', linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 0].legend()\n", "ax[0, 1].plot(time, fig2_data['Reelin'], label=\"fig2\", linewidth=2) #row=0, col=1\n", "ax[0, 1].plot(time, fig3_data['Reelin'], label=\"fig3\", linewidth=2) #row=0, col=1\n", "ax[0, 1].plot(time, fig4_data['Reelin'], label=\"fig4\", linewidth=2) #row=0, col=1\n", "ax[0, 1].plot(time, fig5_data['Reelin'], label=\"fig5\", linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[0, 1].legend()\n", "ax[1, 0].plot(time, fig2_data['ABR'], label=\"fig2\", linewidth=2) #row=1, col=0\n", "ax[1, 0].plot(time, fig3_data['ABR'], label=\"fig3\", linewidth=2) #row=1, col=0\n", "ax[1, 0].plot(time, fig4_data['ABR'], label=\"fig4\", linewidth=2) #row=1, col=0\n", "ax[1, 0].plot(time, fig5_data['ABR'], label=\"fig5\", linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 0].legend()\n", "ax[1, 1].plot(time, fig2_data['GSK3Bp_norm'], label=\"fig2\", linewidth=2) #row=1, col=1\n", "ax[1, 1].plot(time, fig3_data['GSK3Bp_norm'], label=\"fig3\", linewidth=2) #row=1, col=1\n", "ax[1, 1].plot(time, fig4_data['GSK3Bp_norm'], label=\"fig4\", linewidth=2) #row=1, col=1\n", "ax[1, 1].plot(time, fig5_data['GSK3Bp_norm'], label=\"fig5\", linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "ax[1, 1].legend()\n", "fig.savefig(save_dir + \"bonus-plot.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and run the Figure 6 simulation experiment\n", "\n", "We can now run the simulation experiment to produce the data for Figure 6 (C & D). In this simulation experiment we are leveraging a fixed stepping Euler integration of the steady-state model to obtain the data needed." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation = opencor.open_simulation('fig6.sedml')\n", "# just in case OpenCOR is running interactively...\n", "simulation.reset(True)\n", "simulation.clear_results()\n", "\n", "# run the simulation\n", "simulation.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having run the simulation, we can grab the data needed to generate Figure 6 (C & D)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# decalare our results dictionaries\n", "tau_fraction = []\n", "fig6c_data = {}\n", "fig6d_data = {}\n", "\n", "# grab the data we need\n", "ds = simulation.results().data_store()\n", "tau_fraction = ds.voi_and_variables()['main/tau_fraction'].values()\n", "fig6c_data['x2'] = ds.voi_and_variables()['main/reelin_copy_number_x2'].values()\n", "fig6c_data['x2p57'] = ds.voi_and_variables()['main/reelin_copy_number_x2p57'].values()\n", "fig6c_data['x3'] = ds.voi_and_variables()['main/reelin_copy_number_x3'].values()\n", "fig6c_data['x4'] = ds.voi_and_variables()['main/reelin_copy_number_x4'].values()\n", "fig6d_data['x2'] = ds.voi_and_variables()['main/AB_copy_number_x2'].values()\n", "fig6d_data['x2p57'] = ds.voi_and_variables()['main/AB_copy_number_x2p57'].values()\n", "fig6d_data['x3'] = ds.voi_and_variables()['main/AB_copy_number_x3'].values()\n", "fig6d_data['x4'] = ds.voi_and_variables()['main/AB_copy_number_x4'].values()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally generate the actual plots. We do not show here the experimental data included in Figure 6 (A & B)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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fH29dQKMgM2bMYNiwYTRr1gx/f3+OHTtWYPlOnToxcOBATpw4wbRp02jatGm+scXHxzNp0iQMBgOOjo588sknVK1alTVr1vDyyy9jNBrJzMxk4sSJN5VwhYaG8sILL+Dl5UVmZiY9evTI87sVwl7SzpwhzcaCMDnnyjOl1EPAKa113A2j2s2Ak7l+TrIcK+h4ko3jAHfmJFFa62SlVKNC2pCES5SKK6dPk7xjB8k7dnDml18wXbpUYPnGXbqYv8n12rC+TnJ9Tf7pp3zraHrffXlnvNiYAXNq69Z862jep0+BceZI2rIl/zr69i1aHRER+Z5rUcQ6TpZ2HZb3WYXWYbktQeoouI6S7qeUrYUHxN/8/Px0zmpxOX7//ffrkoHyKDExkUGDBpGQkGDvUMpMZGQkc+bMYePGjfYOpVKpCP/fRfmhtSZx0yb2hITk+8bNuUkTAgt442CLUipGa120eTfFZBnh2qi19lBKOQNbgf5aa6NSKhHws9zDtQmYrbX+2fK8LZhHwXoD1bTW71iOT8N8/9V2S/m+luMBwGSt9WCl1EWtdZ1cMfylta6bXxta65gbYg7CPFWRli1b+uY36i9uTwXdk5KZns6fe/ZYk6xLf/xx3XNrtGxJxrlzZKal5am3OK/ddX372vzQReqQOipbHTkK6qdklUIhhBAlIuOvv/j5n/8k6vXXMV26RB13dxws94vmcHBywnviRDtFWCR3A65AnCXZag7EKqUaYx5tapGrbHPgdCHHm9s4DpBimY6I5eufluP51XUdrfUirbWf1tqvYcOGN3GZorLKuf8qLTkZtDbf1/LWW+yYPJn/PfMMa7p2JfK55zi4fDmX/viDKnfcQfPevek4bRoPff89D/33v3ScPh0HJ6fr6i3ua9d74kSpQ+q4LeooCplSWEm5uLjcVqNbYN67ytZCH8X1xRdf8OGHH153rFu3bnz00Ue3XLcQldWpyEh+eestMs6fp4qzM75TpnDX0KEkbtpUrlcpvJHWOh7Imd7HDSNc3wIvKqX+g3khC6NlOuAPwLtKqbqWp/UHpmitLyilUpVS/sAvwJPAfEuZb4HRwHuWr+tzHc/TRilesqhkbN07mX31Ksc3bbL+XK99e5p060aTbt1o4O2NwdHxuvI5r9Fbee1KHVLH7VJHUciUwkJU1CmFQpQU+f8uCmK6fJnYDz7g6DffANDIzw//kBBqNG9eyDOLp7SmFCqlVmJevKIBkAJM11p/nut8In8nXArzioYDME8ZHKu13mMpNw7I2bwwRGv9heW4H38vC/9f4CXLsvD1ga+BlphXQhxmSdDybSM/tvopcfta4eGRZ+XAHF3ff5/GXbviVK9eGUclROVXUD8lI1xCCCFuSsru3ewKDubKqVMYqlbFe8IE3J98EmWoOLPVtdZ5N/67/rxLru818EI+5ZYAS2wc3wN42Dh+Hshz139BbQhRFM6NG+d7T4pLOR5dFqIyqzi9ohBCiHIh6+pVYj/4gC1jx3Ll1CnqtmvHgNWraTtmTIVKtoSojLwnTkQ5OFx3rALcOylEpSYjXEIIIYrswq+/EjVlCsajR1EODrQPCsLj2Wfz3AMihLCPxp07Y71dRKkKce+kEJWdJFxCCCFsunFp6XoeHpzauhWdmUktV1f8332XBl5e9g5TCJHL4VWrIDub5n360CM01N7hCCGQKYVlIiw+DJd5LhhmGnCZ50JY/M3vfl0YFxcXzp07d8tlSsqkSZNwd3fHy8uLoUOHcvHixXxj8vT0xMfHBz+/v+83fOyxx/Dx8cHHxwcXFxd8fHxKPMYaNWqUSJnCzJgxgzlz5txyPfkZM2YMa9asAeDpp5/mt99+K7W2ROVna2nppM2b0ZmZuI0cyYDVqyXZEqKcybp61ZxwAe5PPmnnaIQQOWSEq5SFxYcRtCGINJN5A8HjxuMEbQgCYITnCHuGVib69evH7NmzqVKlCq+//jqzZ8/m/ffft1l269atNGjQ4LpjqywdB8Crr75K7dq1SzXeyuKzzz6zdwiigrO1tDRAtfr18Z0yxQ4RCSEKk7hxI1cvXKBuu3Y09PW1dzhCCAsZ4bpFaqYq8DFy7UhrspUjzZTGyLUjC3xeYQIDA/H19aV9+/YsWrQoz/nExETc3d0ZPXo0Xl5ePProo6Tl2jV+/vz5dOjQAU9PTw4cOABAdHQ0Xbt25d5776Vr164cPHjwFn870L9/f6pUMef1/v7+JCUl3VQ9Wmu+/vprhg/Pu6BYeHg4ffv2RWtNcnIybdq04cyZM9eVuXz5Mn369LFe8/r16/PUExkZSY8ePRg6dCjt2rXjueeeIzs723o+ODgYb29v/P39SUlJAWDDhg107tyZe++9l759+1qP5ycuLo7evXvTunVrFi9eXGBsV65cYeDAgXh7e+Ph4WFNPmNiYrjvvvvw9fXl/vvvJ9nGalQ9e/YkZ5noGjVq2Iz97NmzPPLII3Ts2JGOHTuyY8eOAmMXt5e0G15DOa5euFDGkQghikJrzYEvvwTMo1vmHQaEEOWBJFwV1JIlS4iJiWHPnj2EhoZy/vz5PGUOHjxIUFAQ+/fvp1atWnz88cfWcw0aNCA2Npbx48dbp7m5u7uzfft29u7dy6xZs5g6dWqeOlNTU61T/G58FDaFbcmSJTzwwAM2zyml6N+/P76+vjYTyJ9++ok777yT1q1b5zk3dOhQGjduzEcffcQzzzzDzJkzady48XVlnJycCA8PJzY2lq1bt/Lqq69iaw+66Oho/vWvfxEfH8/Ro0dZu3YtYE5+/P39iYuLo0ePHtZkqXv37uzatYu9e/fy+OOP88EHHxT4O9i/fz+bNm0iKiqKWbNmcfr06Xxj+/7772natClxcXEkJCQwYMAATCYTL730EmvWrCEmJoZx48YRHBxcYJv5xT5hwgReeeUVdu/ezTfffMPTTz9dYD3i9qC15o916/I973zDa0sIUT6c2bkT45EjVG/YkJb332/vcIQQuciUwlukpxe8cbTLPBeOG4/nOd6qdisSJybedLuhoaGEh4cDcPLkSQ4fPkz9+vWvK9OiRQu6desGwMiRIwkNDeW1114D4OGHHwbA19fXmlQYjUZGjx7N4cOHUUphMpnytFuzZk327dtX7HhDQkKoUqUKI0bYnka5Y8cOmjZtyp9//km/fv1wd3enR48e1vMrV660ObqVY/78+Xh4eODv72+znNaaqVOnsn37dgwGA6dOnSIlJSVPYtapUyfuuusuAIYPH87PP//Mo48+StWqVRlkWeHJ19eXzZs3A5CUlMRjjz1GcnIy165dw9XVtcDfw5AhQ6hevTrVq1enV69eREdHM3DgQJuxeXp68tprr/H6668zaNAgAgICSEhIICEhgX79+gGQlZVFkyZNCmwzv9gjIiKuS5IvXbpEamoqNWvWLLA+UXllnD9P9IwZJP3vfwAogwGda5RXlpYWovzKGd1qM2IEDlWr2jkaIURuknCVspA+IdfdwwXg7OhMSJ+Qm64zMjKSiIgIoqKicHZ2pmfPnmTYuNfixukEuX+uVq0aAA4ODmRmZgIwbdo0evXqRXh4OImJifTs2TNPnampqQQEBNiMa8WKFbRr1y7P8WXLlrFx40a2bNmS7xSHpk2bAtCoUSOGDh1KdHS0NeHKzMxk7dq1xMTE2HwuwKlTpzAYDKSkpJCdnY3hhr2AwsLCOHv2LDExMTg6OuLi4lKs35mjo6P1+9y/s5deeol//vOfPPTQQ0RGRjJjxox8Y8yv/vxia9OmDTExMXz33XdMmTKF/v37M3ToUNq3b09UVFSB7eSWX+zZ2dlERUVRvXr1ItclKq+TW7YQPWMGVy9cwLFGDXynTkUZDMR9+KF1lUJZWlqI8sl49CjJP/+Mg5MT9wwbZu9whBA3kCmFpWyE5wgWDV5Eq9qtUCha1W7FosGLbmnBDKPRSN26dXF2dubAgQPs2rXLZrkTJ05Y35ivXLmS7t27F1pvs2bNAFi6dKnNMjkjXLYetpKt77//nvfff59vv/0WZ2dnm3VeuXKF1NRU6/c//vgjHh4e1vMRERG4u7vTvHlzm8/PzMxk7NixrFixgrZt2zJ37lyb19aoUSMcHR3ZunUrx4/nHXUE85TCY8eOkZ2dzapVq4r1O1u2bFmBZQHWr19PRkYG58+fJzIyko4dO+Yb2+nTp3F2dmbkyJG89tprxMbG4ubmxtmzZ63/riaTiV9//bXQdm3p378/CxYssP58MyOXouK7lppK1NSp/PTyy1y9cIE7O3fmwfBw7hoyBNfBgwmMiOCJhAQCIyIk2RKinDq4fDkArkOGUK1OHTtHI4S4kYxwlYERniNKdEXCAQMGsHDhQry8vHBzc8Pf399mubZt27Js2TKeffZZWrduzfjx4wusd/LkyYwePZq5c+fSu3fvEon1xRdf5OrVq9YpcP7+/ixcuJDTp0/z9NNP891335GSksLQoUMBc/L0xBNPMGDAAGsd//nPfwqcTvjuu+8SEBBAQEAAPj4+dOzYkYEDB9K2bVtrmREjRjB48GD8/Pzw8fHB3d3dZl1dunThjTfeID4+3rqARkFmzJjBsGHDaNasGf7+/hw7dqzA8p06dWLgwIGcOHGCadOm0bRp03xji4+PZ9KkSRgMBhwdHfnkk0+oWrUqa9as4eWXX8ZoNJKZmcnEiRNp3759ge3aEhoaygsvvICXlxeZmZn06NGDhQsXFrseUXGd2bWLXcHBpJ05g0O1avi8+ipthg9HGeSzOCEqioy//uLYt98C4D5qlJ2jEULYomwtHCD+5ufnp3NWe8vx+++/X/dmvjxKTExk0KBBJCQk2DuUCiMyMpI5c+awceNGe4dSrlSE/++ieDLT09k3bx6HvvoKgHoeHnSZPZvalvsXyyOlVIzW2q/wkrcfW/2UuH0kLFzI/vnzadqjBz0/+cTe4Qhx2yqon5IRLiGEuI2c27+fXVOncunYMVSVKng89xztn3kGQxXpDoSoaLKuXePQypWAbHQsRHkmPWwl5eLiIqNbxdSzZ0+bC4UU1xdffMGHH3543bFu3brx0Ucf3XLdQtysbJOJhIUL+XXxYnRWFrXvvpsus2dT7yamowohyofj//0vGefOUadNG+7M5/YCIYT9ScIlRAkbO3YsY8eOtXcY4jZ3bONG4ubNI+3MGZwaNMDg6Eja6dOgFO5jxuD98ss4WFYrFUJUPFprDlqWgneTjY6FKNck4RJCiErm2MaNRE+fTpZl64OMs2cBqFqnDgHz5nFnx472DE8IUQL+jI7mrwMHcKpfH5cHH7R3OEKIAshSVEIIUcnEzZtnTbZyq+LkJMmWEJVEzkbHrR9/XEarhSjnJOESQohKRGtNWnKyzXNpKSllHI0QojRcOn6cU9u2YahaldaPPWbvcIQQhZCESwghKon0s2fZ9sIL+Z53bty4DKMRQpSWg8uXg9a4Dh6MU/369g5HCFEISbjKQHxYPPNc5jHTMJN5LvOID4svtbZcXFw4d+7cLZcpKdOmTcPLywsfHx/69+/P6dOnS7T+xMREPDw8brlMUYwZM4Y1a9bccj356dmzJzl76Tz44INcvHix1NoSlc+JH37gu8BATm/bhsHJCYOj43XnHZyc8J440U7RCSFKyjWjkT/WrQPATTY6FqJCkISrlMWHxbMhaAPG40bQYDxuZEPQhlJNusqTSZMmsX//fvbt28egQYOYNWuWvUOqEL777jvq1Klj7zBEBXDNaGTH5Mn8/M9/cvXiRRp37cpDmzbR+Z13cG7SBJTCuUkTOs2cieugQfYOVwhxi46sXk1WejqNu3alTuvW9g5HCFEEskrhLZqpZhb7OaY0E2tHrmXtyLX5lpmupxdYR2BgICdPniQjI4MJEyYQFBR03fnExEQGDBhA586d2bt3L23atOHLL7/E2dkZgPnz57NhwwZMJhOrV6/G3d2d6OhoJk6cSHp6OtWrV+eLL77Azc2t2NeXW61atazfX7lyxeaytXPnziUhIYElS5YQHx/P8OHDiY6Otsaacz2jRo3iypUrACxYsICuXbteV8/SpUsJDw/n6tWrHDt2jCeeeILp082/x6ysLJ555hl27txJs2bNWL9+PdWrV2fx4sUsWhfWpzMAACAASURBVLSIa9eucc8997B8+fLr2r1RREQEH374ISkpKcydO5dBgwblG1tycjKPPfYYly5dIjMzk08++YSAgAB+/PFHpk+fztWrV7n77rv54osvqFGjxnXtuLi4sGfPHi5fvswDDzxA9+7d88R+9OhRXnjhBc6ePYuzszOLFy/G3d29mP9CoiJL3rGDXdOmkZ6SgkP16nR47TXueewxlFK4DhokCZYQlUy2ycTBFSsA2ehYiIpERrgqqCVLlhATE8OePXsIDQ3l/PnzecocPHiQoKAg9u/fT61atfj444+t5xo0aEBsbCzjx49nzpw5ALi7u7N9+3b27t3LrFmzmDp1ap46U1NT8fHxsfn47bffbMYaHBxMixYtCAsLsznCNXHiRI4cOUJ4eDhjx47l008/zZP0NGrUiM2bNxMbG8uqVat4+eWXbbYVHR1NWFgY+/btY/Xq1dYpeocPH+aFF17g119/pU6dOnzzzTcAPPzww+zevZu4uDjatm3L559/brPeHImJiWzbto1Nmzbx3HPPkZGRkW9sK1as4P7772ffvn3ExcXh4+PDuXPneOedd4iIiCA2NhY/Pz/mzp1bYJv5xR4UFMT8+fOJiYlhzpw5PP/88wXWIyqPzLQ0ds+axdagINJTUmjg48MD33xD68cfL3d78ZTllGohKrsTP/5IekoKte66iybdutk7HCFEEckI1y0qbCRqnss883TCG9RuVZuJiTd/P0VoaCjh4eEAnDx5ksOHD1P/hhtnW7RoQTfLH+SRI0cSGhrKa6+9BpgTDQBfX1/WrjWPtBmNRkaPHs3hw4dRSmEymfK0W7NmTfbt21esWENCQggJCWH27NksWLCAmTOvHxU0GAwsXboULy8vnn32WWvMuZlMJl588UX27duHg4MDhw4dstlWv379rL+Hhx9+mJ9//pnAwEBcXV3x8fGxXnNiYiIACQkJvPnmm1y8eJHLly9z//33F3gt//jHPzAYDLRu3Zq77rqLAwcO4OrqajO2jh07Mm7cOEwmE4GBgfj4+LBt2zZ+++036zVeu3aNLl26FNimrdgvX77Mzp07GTZsmLXc1atXC6xHVA5n9+4laupULp84gaFKFTxffJG248ZhcHCwd2h55EypNqWZ/5bkTKkG8Bzhac/QhKhwtNbWpeDdRo1CGeQzcyEqCkm4SlmfkD7XveEAcHR2pE9In5uuMzIykoiICKKionB2dqZnz55k2Nhz58ZPunP/XM2yZ4eDgwOZmZmAeYGLXr16ER4eTmJiIj179sxTZ2pqKgEBATbjWrFiBe3atcs37ieeeIKBAwfmSbjAPIpTo0aNfBfV+Pe//82dd95JXFwc2dnZODk52SyX3zVXy7VHiYODA+np6YB5IYx169bh7e3N0qVLiYyMzDf+/OrPL7YePXqwfft2Nm3axKhRo5g0aRJ169alX79+rFy5ssB2crMVe3Z2NnXq1Cl28isqrqxr14j/+GN+//xzdHY2ddq0ocvs2dQtx9NItwRvue5vH5inVG8J3iIJlxDFdG7vXi4kJFCtTh1cBw+2dzhCiGKQj0dKmecITwYvGkztVrVBmUe2Bi8afEtvNoxGI3Xr1sXZ2ZkDBw6wa9cum+VOnDhBVFQUACtXrqR79+6F1tusWTPAfD+ULTkjXLYetpKtw4cPW7//9ttvbd5jZDQamTBhAtu3b+f8+fM2VwI0Go00adIEg8HA8uXLycrKshnf5s2buXDhAunp6axbt87maFluqampNGnSBJPJRFhYWIFlAVavXk12djZHjx7ljz/+wM3NLd/Yjh8/TqNGjXjmmWd46qmniI2Nxd/fnx07dnDkyBEA0tLS8h2tK0itWrVwdXVl9erVgPmTz7i4uGLXIyqGvw4e5IfHHuO3xYsBaPfUU9y/alW5TrbS/0q3OboPYDxh+7gQIn8Hli0D4J5//IMq1avbORohRHHICFcZ8BzhWaKf5g4YMICFCxfi5eWFm5sb/v7+Nsu1bduWZcuW8eyzz9K6dWvGjx9fYL2TJ09m9OjRzJ07l969e5dIrG+88QYHDx7EYDDQqlUrFi5cmKfMK6+8wvPPP0+bNm34/PPP6dWrFz169KBRo0bWMs8//zyPPPIIq1evplevXtxxxx022+vevTujRo3iyJEjPPHEE/j5+VmnD9ry9ttv07lzZ1q1aoWnpyepqakFXo+bmxv33XcfKSkpLFy4ECcnp3xji4yM5P/+7/9wdHSkRo0afPnllzRs2JClS5cyfPhw6xTAd955hzZt2hT2q8wjLCyM8ePH884772AymXj88cfx9vYudj2i/Dm2cSNx8+aRduYMjjVqYLp8GbSmRosWdHn3XRp26GDvEAt09MejrB+3Pt/ztVvWLsNohKj4LiclkfS//2GoUoU2Tzxh73CEEMWktNb2jqFc8/Pz0zkLL+T4/fffadu2rZ0iKprExEQGDRpEQkKCvUMpM0uXLmXPnj0sWLDA3qFUKhXh/3tlcmzjRqKnTyfrhmnCjfz9uS80FMd8PmwoD65ducbmyZvZ87H5b2bdu+uSeiqVzIxMaxlHZ8ebGuVXSsVorf1KNOBKwlY/JSqXmPfe4+Dy5bg89BBdZ8+2dzhCCBsK6qdkSqEQQpQjcfPm5Um2AC4fP16uk62TUSf51OdT9ny8B4Ojgd7v9ubFAy/y0GcPleiUaiFuN6bLlzlqWdxKloIXomKSKYWVlIuLy201ugXmBTDGjBlzy/WEhIRY743KMWzYMIKDg2+5biEKkpaSQlpysu1zZ86UcTRFk3Uti8gZkex4fwc6W9PIoxFDlw+lsU9joOSnVAtxuzn6zTdkXrlCo44dqSezDYSokCThEuIGwcHBklyJMqW15vh337H7nXfyLePcuHEZRlQ0KftTCH8ynJS4FFDQ7fVu9JzZkyrVpGsRoiRkZ2Zy8KuvABndEqIik15RCCHs6OrFi+x++21OfP89AHXc3EhNTCQr175qDk5OeE+8+X37Slp2VjY75+wk8q1Isq5lUfeuugQuC6Rl95b2Dk2ISiVpyxaunD5NjZYtaWZjqxYhRMUgCZcQQtjJqW3b+OWtt8g4d44qzs50mDyZux99lMRNm6yrFDo3boz3xIm4Dhpk73ABuHD0AutGr+PkjpMA+D7rS/85/alao6qdIxOi8rFudDxypGx0LEQFJgmXEEKUMdOVK8R+8AFHLXvONfT1pUtICDVatADAddCgcpFgxYfFsyV4C8YTRmq3qI1rH1d+/fpXTFdM1GhSg4c+f4jWD7S2d5hCVErn9u/n3L59ONaqxV2BgfYORwhxCyThEkKIMvRnTAxRU6dyJSkJg6Mj3hMm4PbkkxgcHOwd2nXiw+LZELQBU5oJMG9WvO+LfQB4PO7Bgx89SPV6svmqECXNug+fZQGdhj4+5XqFUiFE4WR8ugwc27iRdX37ssLDg3V9+3Js48ZSa8vFxYVz587dcpmSNmfOHJRSJd5uYmIiHh4et1ymKMaMGcMay4hEaejZsyc5e+k8+OCDXLx4sdTaEmUv6+pV9s6ZQ8To0VxJSqKuuzsDVq+m7dix5S7ZAtgSvMWabOVWvUF1Hln5SJGTrbD4MFzmuWCYacBlngth8WElHaoQlUbOPny5VytN+eWXUn3fIIQofTLCVcpu3MQ0LTmZ6OnTAcrFlKGycPLkSTZv3kzLlnJDfVF999139g5BlKALv/9O1BtvYDxyBGUw0C4oCI/nnsOhavm978l4wmjzePr59CLXERYfRtCGINJMaQAcNx4naEMQACM8R9x6kEJUMrb24cu6epW4efNum/cMQlRGMsJ1i1a0b1/gI+r11/P+8czIIOr11wt8XmECAwPx9fWlffv2LFq0KM/5xMRE3N3dGT16NF5eXjz66KOkpaVZz8+fP58OHTrg6enJgQMHAIiOjqZr167ce++9dO3alYMHD97ib8fslVde4YMPPkApZfP83LlzGTduHADx8fF4eHhcF2vO9QQEBNChQwc6dOjAzp0789SzdOlShgwZwoABA3Bzc2PmzJnWc1lZWTzzzDO0b9+e/v37k55uftO4ePFiOnbsiLe3N4888kiedm8UERFBQEAAbdq0YaPlE8f8YktOTqZHjx74+Pjg4eHBTz/9BMCPP/5Ily5d6NChA8OGDePy5ct52skZhUxMTKRt27Y2Yz969CgDBgzA19eXgIAA67+jsK8bR7R/euUVfnj8cYxHjlCzVSv6ffUV3i+/XK6TrcPfHc739Vq7Ze0i1xO8JdiabOVIM6URvEW2XRDClvz22yuv+/AJIYpGEq4KasmSJcTExLBnzx5CQ0M5f/58njIHDx4kKCiI/fv3U6tWLT7++GPruQYNGhAbG8v48eOZM2cOAO7u7mzfvp29e/cya9Yspk6dmqfO1NRUfHx8bD5+++23POW//fZbmjVrhre3d77XMnHiRI4cOUJ4eDhjx47l008/xdnZ+boyjRo1YvPmzcTGxrJq1Spefvllm3VFR0cTFhbGvn37WL16tXWK3uHDh3nhhRf49ddfqVOnDt988w0ADz/8MLt37yYuLo62bdvy+eef5xsnmJOrbdu2sWnTJp577jkyMjLyjW3FihXcf//97Nu3j7i4OHx8fDh37hzvvPMOERERxMbG4ufnx9y5cwtsM7/Yg4KCmD9/PjExMcyZM4fnn3++wHpE6btuOpDWpCUnc/LHH9GZmbR54gke+OYbGhTwWrC3q6lX2RC0gRUDV6CzNcpwfdLl6OxIn5A+Ra7vhPFEsY4LcbvLb7+98rgPnxCi6GRK4S164tdfCzy/rm/f6+Zi53Bu0oTAiIibbjc0NJTw8HDAPGXv8OHD1K9f/7oyLVq0oFu3bgCMHDmS0NBQXnvtNcCcaAD4+vqydu1aAIxGI6NHj+bwYfOn2yZT3vs3atasyb59+4oUY1paGiEhIfz4448FljMYDCxduhQvLy+effZZa8y5mUwmXnzxRfbt24eDgwOHDh2yWVe/fv2sv4eHH36Yn3/+mcDAQFxdXfHx8bFec2JiIgAJCQm8+eabXLx4kcuXL3P//fcXGOs//vEPDAYDrVu35q677uLAgQO4urrajK1jx46MGzcOk8lEYGAgPj4+bNu2jd9++816jdeuXaNLly4Ftmkr9suXL7Nz506GDRtmLXc1175Nwj5sTQcCqFavHn7lfDPt4z8dZ93odVw8dhGHqg70eqcXNRrXYOu0reZVClvWpk9IHzxHeBZa15VrV5i0eRIabfN8y9oyvVgIW7wnTCBqyhTQf792yts+fEKI4pOEq5R5T5x43T1ccOt/PCMjI4mIiCAqKgpnZ2d69uxJho03eTdOCcr9c7Vq1cyxODiQmZkJwLRp0+jVqxfh4eEkJibS08Ymi6mpqQQEBNiMa8WKFbRr187689GjRzl27Jh1dCspKYkOHToQHR1N4xs+rTt8+DA1atTg9OnTNuv+97//zZ133klcXBzZ2dk4OTnZLJffNedcb84150zLGzNmDOvWrcPb25ulS5cSGRlps96C6s8vth49erB9+3Y2bdrEqFGjmDRpEnXr1qVfv36sXLmywHZysxV7dnY2derUKXLyK8pGftN+rv71VxlHUnSZGZlsfWsrO+fsBA2NfRoT+GUgd3reCYD3qOKNyO08uZPR60Zz5MIRDBhwMDhgyv77wxtnR2dC+oSU6DUIUVlUq1MHtEYZDGity90+fEKIm1NqUwqVUi2UUluVUr8rpX5VSk2wHK+nlNqslDps+VrXclwppUKVUkeUUvuVUh1y1TXaUv6wUmp0ruO+Sql4y3NCleXd8M20UVpcBw2i08yZODdpAkrh3KQJnWbOvKU/nkajkbp16+Ls7MyBAwfYtWuXzXInTpwgKioKgJUrV9K9e/dC623WrBlgvh/KlpwRLluP3MkWgKenJ3/++SeJiYkkJibSvHlzYmNj8yRbRqORCRMmsH37ds6fP29zJUCj0UiTJk0wGAwsX76crKwsm/Ft3ryZCxcukJ6ezrp162yOluWWmppKkyZNMJlMhIUVvnra6tWryc7O5ujRo/zxxx+4ubnlG9vx48dp1KgRzzzzDE899RSxsbH4+/uzY8cOjhw5AphHAfMbrStIrVq1cHV1ZfXq1QBorYmLiyt2PaJkaK059u23+Z4vr9OBzuw7w+KOi9n5fztRShEQHMDTvzxtTbaK42rmVaZumUrAFwEcuXAErzu9iH02li8Cv6BV7VYoFK1qt2LR4EXlZsEMpdQSpdSfSqmEXMf+Tyl1wNJHhCul6uQ6N8XSfxxUSt2f6/gAy7EjSqk3ch13VUr9YumLVimlqlqOV7P8fMRy3qWwNsTt4eDy5YB5pOuJhAQCIyIk2RKiEijNe7gygVe11m0Bf+AFpVQ74A1gi9a6NbDF8jPAA0BryyMI+ATMyRMwHegMdAKm5yRQljJBuZ43wHK8WG2UNtdBgwiMiCixP54DBgwgMzMTLy8vpk2bhr+/v81ybdu2ZdmyZXh5eXHhwgXGjx9fYL2TJ09mypQpdOvWLd+EpjS88sorPP/887Rp04bPP/+cN954gz///PO6Ms8//zzLli3D39+fQ4cOcUc+e5J0796dUaNG4ePjwyOPPIKfn1+Bbb/99tt07tyZfv364e7uXmisbm5u3HfffTzwwAMsXLgQJyenfGOLjIzEx8eHe++9l2+++YYJEybQsGFDli5dyvDhw/Hy8sLf3/+mF7sICwvj888/x9vbm/bt27N+/fqbqkfcmowLF/hp4kTrNCBluP7PanmcDpSdmc32kO0s7riYPxP+pF7reozbMY7e7/TGoWrxl6jfn7KfTp91YvbPswF4o9sbRD8djXdjb0Z4jiBxYiLZ07NJnJhYbpIti6X83W/k2Ax4aK29gEPAFABL//U40N7ynI+VUg5KKQfgI8z9SztguKUswPvAvy190V/AU5bjTwF/aa3vAf5tKZdvGyV90aJ8Mh45QvKOHTg4OXH3o4/aOxwhRAlSWtueY1/iDSm1HlhgefTUWicrpZoAkVprN6XUp5bvV1rKHwR65jy01s9ajn8KRFoeW7XW7pbjw3PK5Ty3qG1orfPeZGXh5+encxZeyPH777/Ttm3bEvm9lJbExEQGDRpEQkJC4YUriaVLl7Jnzx4WLFhg71AqlYrw/91ekv73P6JnzCDj/Hmq3HEHflOmoKpUIe7DD0k7c6ZcTgc6f+g84U+Gc+qXUwB0fLEjfd/rS9U7ir9qYlZ2FnN2zmHa1mmYsk3cXfduvhz6JV1bdC3psFFKxWitC/4E5ebqdQE2aq3zbNanlBoKPKq1HqGUmgKgtZ5tOfcDMMNSdIbW+n7L8SmWY+8BZ4HGWutMpVSXnHI5z9VaRymlqgBngIZYPhy8sQ2tdVRB12CrnxIVT/TMmRz5+mvueewxOr31lr3DEUIUU0H9VJncw2Xp0O4FfgHuzElwLAlRI0uxZsDJXE9Lshwr6HiSjePcRBvXJVxKqSDMI2Cyd5QQIo9rqanEvvcef6xbB0Cjjh3p8u673NG0KQCugwfbMzybdLZm98e72Tx5M5npmdRsVpMhXwzh7n5331R9Ry4cYfS60ew8ad4GYbzfeD7o9wE1qtYoybDtbRywyvJ9MyD3/O3cfc6N/UpnoD5wUWudaaO8tS+yJGNGS/mC2riO9FOVy9WLF63Tkt1GlKtRYCFECSj1hEspVQP4Bpiotb6U394ugK0T+iaOFxhOUZ6jtV4ELALzJ4eF1Fkuubi43FajW2BeAGPMmDG3XE9ISIj13qgcw4YNI7icrzInykbKL78QFRxMWnIyDtWq4T1xIm4jR+aZSmhv8WHxbAnegvGEkZpNa+JUx4mzv54FwGuUFw+EPoBTHduLzxREa82nMZ/y6o+vkmZKo2nNpix5aAn331O5bjdSSgVjnhqfc3Nnfv2HrX/4wvqoW+7XKkM/Jf52dM0asjIyaNK9O7XvvrkPQYQQ5VepJlxKKUfMyVaY1nqt5XCKUqpJrul+OTfrJAEtcj29OXDacrznDccjLceb2yh/M20Um9Y6341BRcUWHBwsyZVFWU05rggyMzKImzfPelN7vfbt6TJ7drl8cxQfFs+GoA2Y0syrA6aeSiX1VCqOdzgSuCyQdo+0K6QG205dOsVT3z7FD0d/AGC4x3AWPLiAetXrlVjs5YFlcaZBQB/994ugoP7D1vFzQB2lVBXLKFfu8jl1JVmmFNYGLhTShqiksk0mDllWrnUbOdLO0QghSkNprlKogM+B37XWuXd2/RbIWWlwNLA+1/EnLSsJ+gNGy7TAH4D+Sqm6lsUy+gM/WM6lKqX8LW09eUNdxWmjWJycnDh//ry8GRWVmtaa8+fP57sE/+3kfHw83w8bxsHly1EODni+8AL9w8LKZbIFsCV4izXZys2prlOxkq2w+DBc5rlgmGmg4QcNaT2/NT8c/YF61eux6tFVrHhkRWVMtgYArwMPaa3Tcp36FnjcssKgK+bFl6KB3UBry4qEVTEvevGtJVHbCuSsfnBjX5TTRz0K/M9SPr82RCV2MiKCtDNnqHXXXTQpZGVdIUTFVJojXN2AUUC8Uipns6CpmG8k/lop9RRwAsjZufU74EHgCJAGjAXQWl9QSr2NuVMDmKW1vmD5fjzmVaaqA/+1PChuG8XVvHlzkpKSOHv27M08XYgKw8nJiebNmxdesJLKNplIWLSIXz/9FJ2VRa277qLL7NnU98izvkK5YjxhtHk89VRqkesIiw8jaEMQaSZzznEu/RwA3nd6898R/6VJzSa3HqidKaVWYp5B0UAplYR5RdwpQDVgs2UWwy6t9XNa61+VUl8Dv2GeaviC1jrLUs+LmD8cdACWaK1/tTTxOvAfpdQ7wF7MH0Ji+bpcKXUE88jW4wAFtSEqrwOWUfPyODVZCFEyymyVwopKVn8S4vZxbONG4ubNI+3MGao3aIChalWunDoFSuE2ahTeEyZQpRyP+F29dJXvJ37Pvi9sb4hdu1VtJiYWbYl6l3kuHDcez3O8Ze2WHJ+Y93hpK61VCisD6acqrnP79/Pj8OFUrVWLwC1bqOLsbO+QhBA3ye6rFAohRHl3bONGoqdPJysjA4B0ywh21Tp1CPj3v7mzUyd7hleoxMhE1o1Zh/G4EeWgUAZFtinbet7R2ZE+IX2KVFfq1VSbyRbASeNJm8eFEMWXc0/oPcOGSbIlRCUmY9dCCAHEzZtnTbZyq+LkVK6TLVO6ie9f+Z5lvZZhPG6kiW8Txu8fT+AXgdRuVRuUeWRr8KLBeI7wLLS+7ce3473QO9/zLWvLEuRClIS0M2c48eOPKAcHWg8fbu9whBClSEa4hBC3Pa01acm2189JS0kp42iK7vSe04SPCufcgXMoB0WPaT0ImBqAg6MDDds1LFKClSMjM4Np/5vGv6L+hUbTqlYrUtJSyMj8Owl1dnQmpE9IaVyKELedQ//5Dzozk5YDBnBHk4p/T6QQIn8ywiWEuK2lnz3L9hdfzPe8c+PGZRhN0WSZsoicEcln/p9x7sA5Grg34OldT9Nzek8cHB2KXV9scix+i/yYEzUHgzLwZsCbHHr5EJ899BmtardCoWhVuxWLBi9ihGcxN2U9FgbrXGCFwfz1WFhhzxCi0stMT+fI118D4DZqlJ2jEUKUNhnhEkLctk78+CO7Z87k6sWLGKpVg+xssk1/L6fu4OSE98SiLTJRVs7+fpbwUeEkx5hH5Pxf8ad3SG8cqzsWu67M7Eze+/k9Zm6bSWZ2Jm3qt+HLwC/p3LwzACM8RxQ/wcrtWBhEB0GWZXX1tOPmnwFcb6FeISq4xA0buGY0Ut/Tkwbe+U/hFUJUDpJwCSFuO9cuXWLPu++SuGEDAI27dKHz22/zZ0yMdZVC58aN8Z44EddBg+wcrZnO1uz6cBdbpmwh62oWtVvWZsjSIbj2cr2p+g6eO8jodaP55dQvALzU6SXe6/sezo4leON+XPDfyVaOrDTzcUm4xG1Ka83Br74CzKNblu0HhBCVmCRcQojbSvLOnex6803SU1JwcHLi3ldfpfXjj6MMBlwHDSo3CVZuFxMvsn7sehIjEwHwGevDgHkDqFarWrHrytbZfLz7YyZvnkx6ZjrNazVn6ZCl9LmraCsYFllWhnlEy5a0EyXblhAVyJmoKIxHj1K9USNa9u9v73CEEGVAEi4hxG0hMy2NvXPncnjlSgDqe3vT5d13qeXiYt/AbIgPi2dL8BaMJ4xUr1eda5evkXU1izsa3cHgxYNxe8jtpuo9aTzJ2PVj2XJsCwBPej/JhwM+pI5TnZIMHy7EQNST+Z93lpUOxe0rZyn4NsOHY3As/lRgIUTFIwmXEKLSOxcXR9SUKaQeP46qUgWvF16g7bhxGKqUvz+B8WHxbAjagCnNfC9Z+vl0AJr6NeWJ757gjoZ3FKmesPgwgrcEc8J4gha1W/DgPQ+yMmElxqtGGjg3YNGgRQxtO7Rkg882wa+zIeFt0Jng1BiuXYTsXMvtOziDt6x0KG5Pl44d4/T27ThUq8bdw4bZOxwhRBkpf+82hBCihGRdu0bCJ5/w22efobOzqd26NV1mz6Ze27b2Di1fW4K3WJOt3K78eaVYyVbQhiDSTOb7p04YT7AwZiEAQ9yG8OmgT7mzxp0lFzSA8YB5VOvCbvPPbhPAezacXGu+ZyvthHlkyztE7t8St62ce7dcBg/GqW5dO0cjhCgrknAJISqli4cOETVlCn8dOABK0XbsWLxeegmHasW/76msZFzMwHjcaPOc8aTt47YEbwm2Jlu51a9en/DHwkv2Jn2dDYcWwL7XzfdtObcE/y+gcW/zedcRkmAJAVwzGvlj/XpAloIX4nYjCZcQolI4tnGjdYVBxxo1MF25AtnZ3NG8OV3efZdGvr72DrFARzcf5dtx3+Z7vnbL2kWu64TR9qIUF9IvlGyydeUE7BoDKVvNFjtIdQAAIABJREFUP981BjrMg6pFj1WI28XRtWvJSk+ncdeu1LnnHnuHI4QoQ5JwCSEqvGMbNxI9fTpZGeZ7hUypqQA06tSJ+xYswPGOok3Fs4drV64R8XoEuz8yT8Wrc3cdLp+6TGZGprWMo7MjfUKKtorg1mNbMSgDWTorz7mWtUtosQqt4diXEPMymC5BtYbQeTE0H1Iy9QtRyWRnZnIwzLzpt9vIkXaORghR1iThEkJUeHHz5lmTrdwunzxZrpOtpF1JhD8ZzoXDFzBUMXDfjPvo/np3fl31q3WVwtota9MnpA+eIzwLrCvdlM6ULVP48JcPATAoA9k623re2dGZkD4lsFhFxp/mzYuTzFOjaD4UOi0Ep0a3XrcQlVTSli2kJSdTs1UrmgYE2DscIUQZk4RLCFGhpZ89S1pyss1zaWfOlHE0RZN1LYtts7bx8+yf0dmaRh6NCPwykCb3NgHAc4RnoQlWbrtP7ebJdU9y4NwBHJQD03pMw7WuK29tfYsTxhO0rN2SkD4hjPC8xXupToZD9LNw9Sw41gLf+eA6CmTjViEKlLMUvNvIkSiDwc7RCCHKmiRcQogK6/j337N71qx8zzs3blyG0RTNnwl/8v/s3XlclNX+wPHPGUBgAHEXNxQNLRVxX7q3rChLcy0ty8Bu3fjVbfPeyptSmRXadgvbNCszu5StkprdUtQs95VQUzORRUEREdmZ5fz+eAYYZMAZGJlBzvv18hVznpnv87WCh+/znPM9KyJXkLUvCwRc/dTVXP/C9Xj6OP7j2GAy8NKml4j9JRaTNHFVm6tYNmkZgzsOBrR9tuolJb6yw6CHHkyF2nj7CBi+BPzUflqKcjE5+/eTvXcvXgEBhExQ024VpSlSBZeiKI1O6blz7HrpJVJ/+AGAwJ49KUhNxVRaWvEeDx8fwmfMcFWK1ZhNZra+sZUNz2zAVGaiRUgLJn4yka7XdK1TvIPZB4lcEcmezD0IBP8c/k9ib4jF18vXOQmnxGtTB02WboflxVa3SBixFIS6S68o9ihvBX/F5MluPcVZUZRLRxVciqI0Kid/+YXtzz5LcXY2Hr6+DJw5kyumTOH4999XdCnUBwURPmMGIWPHujpdAHKP5ZIwPYG0X7XugQOjBzLq9VF4Bzjeot4szcRti2N24mxKTaV0DezK0olLua7bdc5NOmlWZbFl7fQmVWwpip2KTp8m7YcfEDodPe++29XpKIriIhctuIQQzYCJQDfr90sp5126tBRFUaoyFBay9/XXOfrllwC06d+fEfPmEdBVe0IUMnasWxRYyfHJlQ0vugQScmMIB744gKHQgH+QP+M/Gk/omNA6xT5+7jj3JtzLz6k/A3Bf//t485Y3ae7d3Jl/BTizA4rSbR8rst1yXlGU6v5Yvhyz0UiXm27Cr2NHV6ejKIqL2POEawVQAuwGqvcZVhRFucSy9+xh6+zZFKSno/Pyot+jj3Llvfei8/BwdWpVJMcnsyp6FYYiAwB5aXnsW7IPgD539GHMe2PQt9Y7HFdKyZK9S5jx4wwKygpo59eOD8d9yLhe45yaP6YyOPASHKjlfprevdZtCSH8gDZSytQLxvtIKQ+4KC1FwVRaWnGDSG10rChNmz0FV1cpZd9LnomiKMoFTGVlJL/zDr9//DHSbKZFz56MePllWvbq5erUbEqMSawotqz5tvFl8heT7Y4TnxxPTGIMaXlpdAroRBu/NuzL0gq32666jUW3LqKtX1un5Q3AuQOwNRJy9wICOo6BUxurTiv00EO4E1rLO4kQ4nbgHSBHCCGB6VLKPZbDnwIDXZac0uQd//57SnNzadWnD20Hqv8VFaUps6fg2iaE6C2lPHjJs1EURbHIPXSIrbNmce7IEYROR5/oaPo+9BAezZq5OrUa5aXl2Rwvzim2O0Z8cjzRq6IpMmiFTkZ+Bhn5Gfh6+LJ4/GKmhU1DOLMNu9kEh+O0boTmUvAL0ZpitLu2apdCfbBWbIXUs7W8cz0LDJZSnhBCXA18LoR4Skq5ElC96hWXkVJWtoKPjHTu96yiKI2OPQXXMGCvEOIoUIp2EZNSSnW7RlEUp0hZvbpKw4vW4eGcWLcOs9GIf3AwI+bPp23//q5Os1ZH/3cUoRNIk6x2LDA40O44MYkxFcWWtVb6VtzT75565VhNQQpsnQ7Zv2ivezwAA/8DXgHa65Bp7lZgXUgnpTwBIKXcIoS4AVgthOgCVP8PoSgN5NT27Zw7cgSfNm0IvvlmV6ejKIqL2VNwTbzkWSiK0mSlrF7NjjlzMJWUAFCUmVmxkXHo1KkMeOIJPPWOr3tqKGUFZfz05E/sfn83gFZ0mSt/1/fSexERG2F3vLQ8200pTuafrF+i1qSEPz+CPf8EYwH4BMGwD6HTrc47R8MoFEKESClTACxPuq4DvgN6uzQzpUmquHlk+RnWZsAAt34qryhKw6ix4BJC+EkpC4HsBsxHUZQmJikurqLYsubdqhVDnn3WBRnZL21zGglRCeQey0XnpeP6F68noGMAG57doHUpDA4kIjaCsGlhF41VWFbIzLUzkTU8mAkOdFKziuJM2P4AnPzeEngKDFkI3q2dE79hPcwF1zEpZZ4QYhRwl2tSUpqqC28eAWRu2kTK6tVu0UFVURTXqe0J19fAaOAA2tQM6wnIEnCvVlWKojRKRVlZNsdLc3MbOBP7GUuNbHhuA1te2wIS2vdrz6RPJ9G+X3sAwiPDHYq3NX0rUQlRHD17FB06PHQeGMyVzTf0XnpiI5zQrCLtK9jxIJSdBa8WMOQ96DoVGun6EqsGGRWEELdKKb8HPnFBSkoTZuvmkam0lKS4OFVwKUoTV2PBJaUcbflnl4ZLR1GUpkJKyfHvv6/xuD4oqAGzsV/WvixWRK3gdPJphE7wl6f/wsg5I/H0dnwf+TJTGXM3zuXlzS9jlmb6tuvLp5M+5UD2gYouhcGBwcRGxDItzMG1VFUaXnQC3y6Qs1U7FjQKhi/RxhsxIcT4C4eA94UQ0QCW5hmK0iBqunlU07iiKE1HbVMK+9X2QSnlb85PR1GUpqAkN5edL7xA+k8/ASB0OqTZXHHcw8eH8BkzXJWeTWajmc2vbWbjnI2YDWZa9mjJpGWT6HJ13e5JJZ9KJnJFJEmnkhAIZl49kxeufwFvT2/6B/V3vMCylhIPO6IrW7oXZWh/hBcMXgBXPNhon2pd4FvgJ+AMlbMw/IApaDMxVMGlNBh9UFDF2q0Lxx1RZfN0B6YlqxgqhorhuhgXU9st2XdrOSaBa52aiaIoTcKJjRvZ/txzlOTk4KnXM2jWLHReXiQtWFDRpTB8xgy3moKT80cOCVEJZGzLAGDwPwZz06s30czP8cXwJrOJ/2z9D89ueJYyUxndW3bnk4mf8Nfgvzov4aSYqvtnlfNpC6EPOe88rncNEAv8IqX8AEAIkSKlVLvMKg2u32OPsW32bK0pjYWjN4+qbZ6emseq6FUAdv8CqGKoGCpGw8awh5BSdc6tzeDBg+WuXbtcnYaiNHqGggL2vPoqf37zDQDtBg9meGws/p07uzizmkkp2bVwF2ufWouhyEBAxwDGLxnPFTdfUad4f579k+kJ09mcvhmA/xv0f7w+6nX8m/k7M234TIftrugC7jbbGHd/QojdUsrBNsY9gBnAGGAm8JWUsntD5+dK6jrlHtITE/nlsccQHh5Is7lON4/iusWRl1p9Pz+PZh60D9fWiCK1n03l3+IXfp19MBuzofr3uc5LR5tebSo/cyGroZwjOZiNNmJ46mgV2qrGz1k7e/RszTGuaGXjE47FaNmjpV0xcv/Mdf8Y3e2McUzFaKgYgV0DmXHcsZk2NV2nwI628EIIX+BxoKuU8iEhxBVAqJTyB4eyUBSlyTq1cyfbYmIoPHECXbNmhD/+OFdGRSF0OlenVoX1tIKAjgH4tPQhe7/WqDVsWhij3x6Nb0tfh+NKKVm8ezFP/PQEhYZCOvh34KPxHzE6dLRz/wKmUkh+nhp/A9Jffr2OpJQm4D9CiC+BOMDDxSkpTVT5RscDZ86k1z112zOvps3TTWUmTu6s39YQZoOZ0/tP1y+G0cyZ38/UP8ah+sfIOZxz+cQ4omK4W4yavhfryp5V3kuAZLSpGwAnga8AVXApilIrU2kpSQsWcGjZMpCSlr17M2L+fFpcUbcnRJfShdMK8k/kk38iHy8/LyZ8PIE+U/rUKe7J/JPcv/J+/nf0fwBM7TuVd8e8Sytf++7w2i33N9gaCecsy2uFJ0hj5XEPPYQ7odOhm5JSpgO3uzoPpWk6+/vvnN65Ey9/f7pPmlSnGLnHctF56mw+nfIL8mNqwlRE+dpLQfWvLS8/u/UzCjILqsXw7+DPPT9WFoLC1jpOy9CnN31aY4yodVE1fs7asohlNcdItBHDhhpjdPRneuJ0u2J8EvEJBSfdPMZ6O2PcoGI0VIzA4EC7Pm8vewquUCnlXUKIKQBSyiJh87tUURSl0tkDB9g6axZ5f/6J8PCgT3Q0ff/v/9B5ebk6NZsSYxIrii1rPi19HCq24pPjKzoMtvZtTZGhiCJjES19WvLere8xte9UZ6YNZhP8/hokPwdmA/j3gBHLoCDFqkthsFZshdSjEYcbEkK0Bh4EcoGlwCtoNwf/BJ6SUh5zXXZKU1L+dKv7pEl4+fk5/PlD3x0iYXqCVmwJqjyk9tJ7cfPrN9N5mH3Tr0e9NqrKzaPyGKNeG0X7sPb1jtG2d9v6x7iqnjFeHUWbK9vYF+PVRhCjl4rhbjEiYiPs+ry97Cm4yoQQPli+/YUQIUCZU7NQFOWyYTYYOPDBB+x//32k0UjzkBCGz5tHm361Nj51uZqmD+SfyLc7RnxyPNGroikyaA0rzhRr02b6tevHD/f8QMeAjvVPtEpyR2HrdDizRXsd+hD0fxW8/KHt1ZddgWVDPPAb0AnYDnwO3INWdH0EXO+61JSmovjMGVLXrAEh6DXNse85k8HE+pj12p5+QK/xvQi9NZRf5v1S545p5e+tT9c1FUPFUDGc26Xwok0zhBC3AE8DvdGmEY4E7pdSJjo1EzelFiMrSu1SVq8mKS6OoqwsfNu0QeftTWGG1s2v1z33ED5jBp6+jq97aiil50v58V8/svejvTaPO7JwtltcN1LzUquNBwcGkzqj+nidSQlHF8GeJ7VuhL4dYdgS6Hiz887hZmwtRhZCJEkpwy2zLtKs940UQuyTUvZv8ERdQF2nXCv5vfdIfvddOkdEcO1bb9n9ufyT+Xx959ek/ZqG8BBEzI/g6ievtj3VT1EUt1evphlSyv8JIXYDV6M96H5KSlm/VZeKolwWUlavZsecOZhKSgAoztYaTHg1b841b75J0PDhrkzvoo7/fJyE6QnkpeYhPARCJ6qsn3BkWkFBWYHNYgsgPS/dKfkCUHQCtt8PmT9qr7veDUPegWb2dWS6zJgApJRSCJF9wbHG2Y5RaVRMZWX8sXw5AL0i7d+N4FjiMb69+1sKTxfi38GfyV9Mpus1XS9VmoqiuJg9UwoBIoAeUspYIUQXIcQgKeXuS5mYoijuLykurqLYsual17t1sWUsMZIYk8i2N7eBhA4DOzBx2URO7TtVp2kFv6b9yvSEmhfoBgc6oTuglJD6Oex8GAznoFkrGLoIgqfUP3bj1V0I8S3azcDyr7G8DnFdWkpTkbpmDSU5ObTo1Yt2g23e2K5CmiW/zPuFjXM2Is2SkBtCuO2z2/Bv7+StIRRFcSv2tIV/B/BC2+g4FigEFgFDLm1qiqK4MyklRZmZNo8VnTrVwNnY7+TukyREJZB9MBvhIbgm5hqufeZaPLw8aNennUPztkuMJTy34Tle3/I6EkmX5l3ILsqmxFhZhOq99MRG1LM7YMkZ2PUPSPtKe93xVhj2Afh2qF/cxs+6K+E7Fxy78LWiOJWUsqJZxpWRkRedCliUU8SKyBUc/eEoANc+ey0j54xE5+Fe22MoiuJ89jzhulpKOVAIsRdASnlWCNHsEuelKIobK8nJYcfzz9d4XB8U1HDJ2MlkMPHr/F/Z9OImzEYzrXu1ZtKySXQa2qlO8fZl7SNyRST7T+9HJ3TM+sss5lw3h68OflXRpTA4MJjYiFimhTnYvCIlvrLDoHcbbX8t43nw9IeBb0KP+0Gt86CmtcRCiA7AVKBJrDVWXCN7925yDx3Cp3Vruo4ZU+t7M7Zn8NWUrziffh7fVr5M+u8kQkeHNlCmiqK4mj0Fl0EIoaOyS2Fr1Nx4RWmy0tetY8fcuZSePYvO2xvMZsyGynaqHj4+hM9wbHf2S+3MoTOsiFpRsXHosMeHETEvAi+94y3qjWYjr/z6Cs///DxGs5HQVqF8MvETRnQZAcC0sGmOF1jWUuJhR7TWDAOg1LI0KaAXXP8D+KuZcrYIIVoCk4G7gO5AgmszUi53hyxPt6648048vL1tvkdKyY53dvDTEz9hNpjpNKwTU76c4vQ9fhRFcW/2FFzvAt8AbYUQc4E7gLmXNCtFUdxOWX4+u+fPJ+W77wBoP2wYw196idN79lR0KdQHBRE+YwYhY8e6OFuNNGu/7Kz79zqMJUaad2nOxKUTCbmhbkXLkZwjRK2IYvuJ7QA8PORhXrnxFfyaOb7vTo2SYiqLLWumYlVsXUAI4QdMAO4G+gLfAb2klHY/thRCLAHGAqellH0tY62AL4BuwHHgDillrqUb4gJgDFAE3Cul3GP5zHTgGUvYl6SUn1jGB6HtEeYLrAEetzT5cPgcivsoSE8nIzERnacnoXfcUTGeHJ9csQ60eefm+Hfw5+QO7UbP0MeGMuq1UXg083BV2oqiuIg9XQqXWboU3oi2EHmKlHL/Jc9MURS3kbVtG9tiYijKysLD25v+//oXPe++G6HTEdKxo9sUWNby0vJIuDeB4xuOAxA+PZxbFtyCT6CPw7HM0sx7O99j5tqZFBuL6RTQiY8nfMxNPW5ybtKmEiiqoX18kRM7HV4+TgO7gOeBjZZCZryDMZairfdaZjX2NJAopXxZCPG05fW/gdFAqOXPMGAhMMxSPM0BBqPNBtkthFgppcy1vCca2IZWcN2CtsWKQ+dw8O+kXGKHP/sMpKTrmDH4ttU28U2OT66yger59POcTz+Ph7cHkz6d5NAG6oqiXF5qLbiEEB7AHillOHCgYVJSFMVdGIuL2RcXx5H//heAVn37MmL+fAK7d3dxZtVZ31n2beVLWWEZphIT+rZ6xi0ex5UTr6xT3PS8dO5beR/rjq0D4J5+9/DWLW/R0tfJbdjP7oGttbSV1juh0+Hl53m0tVpvAJ8LIb7AMv3dXlLKTUKIbhcMTwCus3z9CbARrRiaACyT2gaW24QQLSzrxa4D1kopzwIIIdYCtwghNgLNpZRbLePLgIloBZdD55BS2u5QozQ4Q2Ehx77VGmJat4JPjEmsKLas6VvrVbGlKE1crQWXlNIkhDgohOgkpTzRUEkpiuJ6OcnJbJ01i/MpKQhPT/o++CB9HngAnae9u0k0nAvvLBfnFAPQYVAHpq2Zhl87+6b8xSfHVzS86BLYhTFXjOHz/Z+TV5pHa9/WvD/2fW7vffvFAznCbIQD82H/CyCN4B2ktX03W7Xb99BDeD07HV6GpJSvAa8JIXqird36H9BRCPEEsEJKeayOoduXFzhSykwhRDvLeCfA+lFjhmWstvEMG+N1OUeVgksIEY325IzgYFWMN6RjCQkYCgpoN3gwrXr3rhjPS8uz+f78zPyGSk1RFDdlz29ObYDfhRBb0VrCAyClvO2SZaUoisuYDQb2v/8+BxYvRppMBPbowYj582nVx33v0NZ0Z7kou8ihYit6VTRFBm39VFpeGot2LwJgXM9xLB63mCB/J3dfPH8YtkZBzg7tdc/HoP98SF9R2aVQH6wVWyH1aMRxmZNSHkFbWzxXCDEArfhaj7Y+yplstYaUdRivyzmqDki5GFgMMHjwYIee6il1J83milbwve65p8qxwOBA8lKrF12qQYaiKPYUXC9f8iwURXELeUePsmXWLHIPHgQhuPLeewl/7LEaO3C5g5K8Epu/5ADkpdsetyUmMaai2LLW2rc130397qJ77DhEmuHIu7Dv31ozDH0XGP4xBEVox0OmqQKrjqSUe4G9wMx6hDlVPo3PMmXwtGU8A+hi9b7OwEnL+HUXjG+0jHe28f66nENxAyd+/pmC9HT8OnWi0w03VDkWERvBiukrkKbK+tdL70VEbERDp6koipuxp2mG2sdEUS5TKatXV3QY9AoIwFBYCCYTfp06MTw2lvZD3Ht/85T1KSTcW3P3b0fuLKflpdkcP1t81rnFVmE6bPsbnLL8aA2ZDoMWQDN1F9yNrASmo91wnI7W/bB8/BEhxHK0RhZ5loLpR2CepTU9wChglmXfynwhxHBgOxAFvF2Xc1zCv6vigPKnWz3vvhudR9Vugx2HdqwstoT28yciNsKhzdQVRbk8ud9iDEVRGkTK6tXsmDMHU4m2Vshw/jwA7YYMYeS77+Ll58RW505mKDKwbtY6drylTcVrEdKCgswCjCXGivc4cmd54/GN6IQOkzRVOxYc6KT1MVJCyqew+1EwnAfvtjD0fegyyTnxlToRQnyO9nSqjRAiA63b4MvAl0KI+4E0YIrl7WvQ2rUfRWvZ/jcAS2H1IrDT8r4XyhtoAA9R2Rb+B8sfHD2H4nrnjhzh1PbteOr19Li9+lrO7W9p20UMuH8A4z90tFmmoiiXM1VwKUoTlRQXV1FsWSvIyHDrYuvEjhOsiFpBzuEcdJ46rn3uWq6ZdQ0HvjhQ0aXQ3jvLxYZiZifOJm57HAACgbRaLqP30hMb4YRmFSXZsOP/IGOF9rrzBBi6GHza1f45pVZCiJ+klKOEEPOklLPrEkNKeVcNh6pV65bOgQ/XEGcJsMTG+C60PcIuHM9x9ByKax22dGvtPmkSzQICqhwrOVfCvo/3AdrG6oqiKNZqLLiccSFTFMU9FWdnU5Rpe5ZSUVZWA2djH5PBxKYXN/HLvF+QJknb3m2ZuGwiHQd1BCBsWphDU3d2ndxF5IpIDp05hIfw4Jlrn6F7y+48t+E50vLSCA4MJjYilmlhDq6lSomv2vCiy21w/L9Qmg1ezWHQWxASBc6cpth0dRZC/AWYZHlSVeVfqpTyN9ekpVxuSs6eJWXVKhCCntOq/0zY89EeDIUGQiJCaB/W3gUZKorizmp7wqUuZIpyGUr76Sd2zp1b43F9kJM78TnB6QOnSYhKIHNPJggY8cQIbnjpBjx9HH9IbzAZmPfLPF7c9CImaeLKNleybOIyhnTS1qtFhUfVPdGUeNgRDSZL842iVDj8pvZ1+xu0xhh+qoW3E81F24urM/DeBcckcG1DJ6Rcno5++SXmsjI6jhxJ865dqxwzG83seFub3jx8xnBXpKcoipur7bcVdSFTlMtI2fnz7Jo3j+OrVgHQPDSUwrQ0TKWlFe/x8PEhfMYMV6VYjdlkZlvcNtbHrMdUaqJFtxZMWDqBbiO71Sne79m/E5UQxa6TuwCYMWwG8yLm4evl65yEk2Iqiy1rzVrCDWtB6JxzHgUAKeUXwBdCiLlSyjmuzke5PJnKyvhj+XIAroyqfkPm0HeHyEvNo1VoK0LHhDZ0eoqiNAI1FlzqQqYol4/MLVvY9swzFJ86hYePDwOefJLQqVM5/v33FV0K9UFBhM+YQcjYsa5OF4DclFy+u/c7UjelAjDg7wO4+Y2b8Q5wvEW9WZp5a/tbzEqcRYmxhODAYJZOWMr1Idc7N+ki250OKTuniq1LSEo5RwgxhsobgRullP9zZU7K5SPtp58ozs4mMDSU9sOqr8/aHqc1yxj2+DCETk0VVhSlOnvawqsLmaI0UsaiIva+8QZ/fP45AK3Dwxkxf37FlJiQsWPdosBKjk+ubHjRJZDuo7pzYPkBygrK8Gvvx/gPx9NzbM86xU49l8q9393LxuMbAfhb/7/x5s1vEujj5DbsOTtBeIA0Vj+mV9MILyUhxEvAX4HPLEMzhRB/lVI+48K0lMuAlJLDy5YB2kbHF24RcXLXSdJ+TcM70Jv+0/u7IkVFURqBixZc6kKmKI3TmaQkts6aRX5qKjpPT8Iefpir7rsPnad7NSdNjk9mVfQqDEUGAPLS8tj74V4Aek/uza0Lb0XfRu9wXCklS/ct5fH/PU5+WT7t/NqxeOxiJlw5wan5YzbA/pfgQCxIE9py18pOh3joIdwJnQ6V2owHBkip9fUXQiwB9gDqOqXUy5m9ezl74ADeLVrQzcbNqe0LtKdbAx8YSDP/Zg2dnqIojYQ9v3mpC5miNCKmsjL2L1zIwQ8/RJrNBIaGcvX8+bS86ipXp2ZTYkxiRbFlzbeNL5O/nGz3psPxyfHEJMaQlpdGp4BOtPNrx56sPQBMunIS7499n7Z+bZ2aO3kHYUsk5O4BBFz5LwjsC8lzK7sUhsdCiIOdDpW6aA7kWr4OqO2NimKv8lbwV9xxB54+PlWO5Z/MZ/8X+xE6wdBHhroiPUVRGgl7b3WrC5miNALnjhxh66xZ5B46BEJw1X330e/RR/Fo5r53XvPS8myOF+cUO1RsRa+KpsigNazIyM8gIz8DHw8fFo9bzD39qk8FqhdphkNxkDQbzKXg1xWGfwLtR2rHe6i9ahvYq8AeIUQi2iPG64DnXJqR0ugVnjxJ+tq1CE9PQu+qvl3bzoU7MRvM9J7cmxZdW7ggQ0VRGgt7Ci51IVMUN5SyenWVhhdtBgwgY+1azAYDfp07M2LePNoNGuTqNGv1509/InQCaZLVjgUG27/GKiYxpqLYstZa35rI8Mh65VhNwXHYdi+c/ll73eN+GPiGtseW4hJSyv8KITYAw9CuU89JKU+4OC2lkTvy2WdIs5muo0ejb1d1k3JDsYHdi3YDMGyG2uhYUZTa2dM0Q13IFMXNpKxezY45czCVlABQlJlJmmUj4yumTGHAU0+3BWVeAAAgAElEQVTh5efnyhRrVVZYxtqn1rJrodaeXegE0lxZdHnpvYiIjbA7Xlqe7e6AJ/NP1i9Ra1LCsSWwewYYC8CnPQz9ADqPc945lDqzXJe+dXUeyuXBUFjI0W++AbRmGRdKjk+m6EwRHQd3pMvVXRo6PUVRGhm7phSqC5miuJekuLiKYsuad6tWDH3++YZPyAHpW9JJmJ7A2aNn0XnpuP6F6wnoFMCGZzdoXQqDA4mIjSBsWthFYxUZinh63dNIqj8hAwgOdFJ3wOIs2P4AnFytve5yOwxZBD5tnBNfURS3krJyJYbz52nTvz9t+vWrckxKyba4bYD2dMup05UVRbksuVe7MkVR7FKUlWVzvDQ31+a4OzCWGvl57s9sfmUz0ixpF9aOSZ9OIig8CIDwyHCH4m3P2E5UQhRHco4gEHjqPDGYK5tv6L30xEY4oTtg2tew80EozQGvQBj8LnS7G9QvWYpyWZJmM0fi4wHbGx2nJKaQfSAb/w7+9JnSp6HTUxSlEVIFl6I0Mqn/q3kbPH1QUANmYr9Tv51iReQKTv12CqET/OXff+G6udfh6e34j6AyUxkv/vwi836dh1ma6dO2D59O+pSDZw5WdCkMDgwmNiKWaWEOdgdMiYekGEuHwU5al8EzW7RjQTfB8CWg7+xwzsqlI4TwAPZIKR2r2BWlBpmbN3M+JQV9UBCdI6pPbS5/ujXk4SF4NPNo6PQURWmEav1tR13IFMV9lJ47x67YWFLXrNEGdDowmyuOe/j4ED5jhouys81sMrPl9S1seHYDZoOZlj1aMvGTiQT/pW5T/faf3k/Uiij2Zu1FIHhyxJO8eMOL+Hj6MKDDAMcLLGsp8bAjGkyW5htFGdof4QWD4iD0IfVUyw1JKU1CiINCiE5qfbFSHxWNiCzrYdsMGFBt38KcIzn88f0fePp4MijavZsSKYriPmotuNSFTFHcQ+bmzWx75hmKT5/Gw9eXgU89hadeT9KCBRVdCsNnzCDExsacrnL26FkSpieQviUdgEEPDmLUa6PqtDmoyWzizW1vErM+hjJTGSEtQlg6cSnXdr3WeQknxVQWW9Z82kLPfzjvPMql0Ab4XQixFSgsH5RS3ua6lJTG5MJGRAAn1q8nZfXqKj9Xt7+lbXQcdk8Yfm3dtzGRoijuRWfHe8ovZD8KIb4t/3OpE1MUBYxFRex84QU2REdTfPo0bfr3Z8w33xB6552EjBvHxHXruHv/fiauW+c2xZaUkl2LdrEofBHpW9IJ6BjAtB+mMXbh2DoVW8dyj3H9J9fz1NqnKDOV8cDAB0h6MMm5xRZo0whtKc507nmUS+FlYBLaNibvWv1RFLvYakRkKi0lKS6u4nVxbjH7Pt4HwPDHh9uME58cT7e4bujm6ugW14345HiHc1ExVAwVo/HFuBh7FlC8XJfAQoglwFjgtJSyr2XseeABINvyttlSyjWWY7OA+wET8JiU8kfL+C3AAsAD+FBK+bJlPARYDrQC9gCRUsoyIYQ3sAwYBOQAd0opj9d2DkVxR9n79rF11iwK0tLQeXoS9sgjXHXffeg83GvNQHJ8MokxieSl5RHQMQDfVr6cTj4NQN+7+jLmnTH4tvJ1OK6Ukg/3fMg/f/wnhYZCgvyD+HDch9za81bn/gVMZZD8PNTQ6RC9kzodKpeMlDJRCNEZCJVSbhBC+KBdMxTFLjU1IrIe3/vRXgxFBrrf2J12fdtVe++FG7Cn5qUSvSoawO7pziqGiqFiNL4Y9hBS1vBLhvWbbFzIpJSFF/nMtUABsOyCgqtASvn6Be/tDXwODAU6AuuAnpbDR4CbgAxgJ3CXlPKgEOJL4Fsp5XIhxCIgSUq5UAjxD6CflPJBIcRUYJKU8s6aziGlNNX29xg8eLDctWvXRf8dKYqzmMrKSH7vPX7/6COk2UyLnj0ZMX8+La+80tWpVZMcn8yq6FUYigxVxr38vJiwZAJ97qhbB6/M/Ez+vurvrPlDW682pfcUFt66kNb61vXOuYrc32BrFJxL0l4LT5DGyuMeehi6GEKc90NXqRshxG4p5eAajt0HPAIESil7CCF6Au9JKW9s0CRdRF2n6i/hxhsr1m5Z03fowMR16zAbzbzV4y3y0vK4+/u7CR0TWu293eK6kZqXWm3cv5k/Uf2ikEiklEgkZmmu+Lrin0i+OvAVhYbqv175efkx6apJgHYz6kLWW2MkHEqwuRG83kvPhF4TavyctZWHV9YYY1xP+/YeXHVkldvHGNvTvpkhq4+sVjGaWIyugV05PuO4XTHK1XqduljBVZ8LmRCiG7DajoJrFoCUcr7l9Y/A85bDz0spb7Z+H9pTt2wgSEppFEKMKH9f+WellFuFEJ5AFtAWeNrWOaSUW2v7O6gLmdKQzh05wpann+bc4cMgBL3vu4+wRx7Bo5njU/EaQly3OPJS86qNB3QK4F8Z/7I7TnxyfEWHwdb61hQbiik0FNLCpwXvjXmPqX2nOnevG7MJDr0Ovz0H5jLw7w7DP4HCVKsuhcEQHquKLTdxkYJrH9rNtO1SygGWsWQp5cU3c7sMqOtU/R377ju2zZ5dZczDx4ehc+cSMnYsB78+yFdTvqJ1z9Y8/PvDCF31n0e6uboaCxhFURoXgcA8x3zxN1p/ppbrlD1TCh/DciEDkFIeEUK0dyiDqh4RQkQBu4AnpJS5QCdgm9V7MixjAOkXjA8DWgPnpKy4FW39/k7ln7EUY3mW99d2jiqEENFANEBwsJpOpFx6ZpOJQ0uX8tvbb2M2GPDv0oXhsbG0G+TeXbDy0qoXWwD5J/PtjnHh4/wzRWcACGsXxg/TfqBTc5vfpnWX/ydsmw7Zm7XXVzwIA14DL3/gr6rAapxKLFPKgYoOu4pit/KbWsLTE2kyVWtEVLHR8ePDbBZbAF0Cu5CWV30taEuflrxw/QsIBEKIKv/UCV2VsZlrZ5JTnFMtRmvf1rx585sVr23dgBJoY4//73GbMdr4tmHB6AU1fs7aYz88xpniMzZjvD3m7Wrjtjy65lG3j/HOmHfsivHImkdUjCYWIzjQub//21NwOfNCthB4EW2xxIvAf4D7wMZ3u/YeW009ZC3vp5ZjtX2m6qCUi4HFoN05tPUeRamPivbDWVn4tm2Lp68v+anaVJQr7riDAU8+iZef+3bAKs0v5acnfqpx2VNgcKDdsWISY2w+zs8rzXNusSUlHH0f9j4JxkLw7QDDPoKOo513DsVVNgshZgI+QojrgYeB1S7OSWlEDn36KQCDZ88m9M47qxw7sfME6ZvT8WnhQ3hUzbvkXN356moFl95Lz9tj3rZ7LYi3p3eVG1DlMRaMXmD/ehKBzRhxo+O4O+xuu0KYMdcYY2rfqXbFMEmT28e4s++dtXyyklEaVYwmFiM2Itauz9vLni6FF17IvqCOFzIp5SkppUlKaQY+QHtyBtrTpi5Wb+0MnKxl/AzQwjJl0Hq8SizL8UDgbC2xFKVBlbcfLsrMBCkpPn2a/NRUvAICuG7RIobOmePWxVbqL6ksCl/Eng/2IDwEOq+qP0a89F5ExFbfLNSWgrICm2seANLz0m2O10nRSdg4BnY+pBVbXe+CMftVsXX5mAnkA4eAx4FEIMalGSmNxpmkJHKSkmjWvDkh46qvC9oep7WCH/jAwBo7rW5K3cRXB78CoK2+LQJB18CuLB632KGF99PCprF43GK6BnZVMVQMFaORxLCHPWu4PNCm141Ce0r0I/C+pWi62Ge7UXUNVwcpZabl638Cw6SUU4UQfYDPqGxokQiEWs53BIgATqA1zbhbSnlACPEV8I1V04zfpJTvCSEeBsKsmmbcJqW8o6ZzqKYZSkOraXG2b/v2TFq/3gUZ2cdYYmT9s+vZ+p+tICGofxCTPp3EqaRTFV0KA4MDiYiNIGzaxZfObE7bzPSE6fyZ+6fN43VZsGrT8eWw6x9QlgvNWsGQ96CrfXe+FPdR29x4y3EvtOuGBP6wmnJ+2VPXqfrZ/OSTpP7wA73vv5/+/6q69vT8ifMs6LYAKSWPH3vc5tP7zPxMBi4eSFZBFjOvnskrN73SUKkriuJG6rWGy7L58YfAz1ReyOwptj4HrgPaCCEygDnAdUKI/pY4x4H/s5zjgKXr4EHACDxcXggJIR5BK/I8gCVSygOWU/wbWC6EeAnYC3xkGf8I+FQIcRTtydbUi51DURpSTe2Hi0+fbuBM7Je5N5MVkSvIPpCN0An+GvNXRj47Eo9mHrTr286uAqtcqbGUORvn8NqW1zBLM12adyG7KJsSY+UeOE55nF+aAzsfhrQvtNcdRsOwD0HfsX5xFbdj2T5kMZCGdqOusxDiASnlT67NTHF3RVlZpK1di/DwIPSuu6od3/neTsxGM72n9LZZbBnNRqZ+M5WsgixGdh3p9GlIiqJcHi5acNX1QialrP6Tq7IosvX+WKDaTyrLPl1rbIwfo3JKovV4CTDFkXMoSkPJ3Ly5xmP6oKAGzMQ+ZqOZX1/+lZ/n/ozZaKZVaCsmLZtE5+Gd6xQvKSuJyBWRJJ9ORid0zPrrLOaMnMPXv39d0aUwODCY2IhYxx/np8RXdhj0bgvmUjDkgacfDHwTevwdnNnpUHEnccCNUsojAJZuut8BV7k0K8XtHVm+HGk0EnzLLfh16FDlmKHIwO73dwMwfIbtjY5nJ85mU+omgvyDWD55OZ46e5bGK4rS1Njzk0FdyBSlnqSUHPrkE/b95z8gJUKnQ5orHxR7+PgQPmOGCzOsLudIDiuiVnBi+wkAhjwyhJteuQkvvZfDsYxmI69tfo05G+dgMBvo0bIHyyYt4+ouVwPaHOp6zZdOiYcd0WCyLHottTwtDOgJ1/+gtX1XLmeny69RUNFNN9uVCSnuz1hczNEvvwSgV2RkteO/xf9GcU4xHYd0pPOI6jeZEg4l8NqW1/AQHnw5+UuC/N3vppmiKO7BnoJLXcgUpR6MJSXseP55jq9aBUDfBx8koFs3khYsoCgrq1r7YVeTZsnO93ayduZajMVGmnduzoSPJ9D9xroVLX/k/MH0hOlszdC2vPvH4H/w6k2v4tfMiY1BkmIqiy1rphJVbF3GhBDjLV/uF0KsBL5Em7I+BdjhssSURuH46tWU5eXROiyMNuFVuw9KKSuaZQyfMbxaG/ajZ48yPWE6AC/f+DLXdL2mYZJWFKVRqrHgUhcyRam/oqwsNj32GGcPHMDD15cRsbEE33wzgM1uWK6Wl57HyvtWcmzdMQD6RfZj9Fuj8Wnh43AsKSULdy3kqbVPUWQoomNAR5aMX8LNV9zs3KRNJVBku9MhRU7sdKi4I+vp43lA+f9c+UC7hk9HaSyklBy2tILvFRlZraA6tu4Y2QezCegYQO/JvascKzYUM/nLyZwvPc+kKyfxxIgnGixvRVEap9qecKkLmaLUQ/bevfzy+OOU5OTg16kT1779Ni179XJ1WlUkxydXdBj0beVLWVEZpmIT+jZ6xr4/lqtuq9vM4YzzGdy/8n5++lNb6jktbBpvj36blr4tnZk+5O6DLdWnAlXQq43LL2dSylr+4ytKzbK2biXvzz/xbdeO4FGjqh0vf7o15OEheDSr3H5USsk/1vyDpFNJXNHqCj6e8LHNTYgVRVGs1VhwqQuZotTd0a+/ZteLL2I2Gmk/dCh/eeMNfFo6udiop+T4ZFZFr8JQZACgOKcYgKCBQUxbMw3/9v52xYlPjq9oeNElsAu3ht7K5/s/51zJOVr7tmbhrQuZ0sdmH5u6Mxvh4CuQ/DxII3i31xpkmCs7HeKhh3DVI6cpEEIEA48A3bC6rkkpb3NVTop7K3+61fOuu9B5VV2XeubwGf5Y8weePp4Mih5U5dhHez9i6b6l+Hr68s0d3xDoY/8m74qiNF32dClUFzJFsZPZYGD3K6/wx+efA9DznnsY+OST1S7o7iAxJrGi2LJWfKbYoWLLeof2tLw0Fu5aCMDYnmP5YNwHzl9Ifv4IbI2CHO0OND0fgf4vQ3pCZZdCfbBWbIU4d+NCxW2tBJYBa4GLbluiNG3njx/n5KZNeHh702NK5c2giif+qXkAdBrRCX0bfcXxPZl7eGTNIwAsvHUh/dr3a9jEFUVptOxpmqEuZIpih5KzZ/n1X//i9M6d6Ly8GDJnDj0mTXJ1WjaVni+t+KXiQnnptsdtiUmMqSi2rLXybcXKqSudO9VGmuHIe7BvJpiKwbcTDP8YOtykHQ+ZpgqspqtMSvmGq5NQGofD//0vAN3GjauYeXDhE3+AE1tPkByfTNi0MHKLc5n85WRKTaU8MPABpvef7pLcFUVpnOwpuNSFTFEuIvf33/n50UcpyszEt21brlmwoFrXK3dxfONxEu5NqPG4rc09a5KWl2ZzPLc417nFVmE6bL8PstZpr7tFwuC3oFkL551DaczeFkI8A/wIlJYPSil/c11Kijsqy8vjWIL286/XPfdUjNt64m8sMZIYk0ifu/swPWE6KedSGNhhIG+NfqtBc1YUpfGzp+BSFzJFqUXqDz+w7ZlnMJWU0DosjGveegt9O/frK2MoNpA4O7FiMXiLkBYUZBZgLDFWvMdL70VEbIRd8TalbkIndJikqdqx4EAnNauQEo7Hw65HtDVa3q1hyPsQfLtz4iuXi57A34HRVM7EkMC1LstIcUt/fvstpuJigkaMoEVoaMV4XloNT/zT8nh186usOrKKFj4t+HrK1/h4Ot61VVGUps2egktdyBTFSsrq1STFxVGUlYWnnx/GggIAQiZMYOicOXh4e7s4w+pO7jrJisgVnDl0BuEhuPbZa7lm9jUc/PJgRZfCwOBAImIjCJsWVmusEmMJz6x/hje2voFEIhBIZMVxvZee2AgnNKsoyYadD0H6N9rrTuNg6Afg277+sZXLzR1ANyll6UXfqTRZZqORI599BlTf6DgwONDmNGvvDt7ErI8B4NNJnxLSMuTSJ6ooymXHnoJLXcgUxSJl9Wp2zJmDqUTrhldebHUdN47hsbFu1x7YZDDxy7xf2PTiJqRJ0ubKNkz6dBIdB3cEIGxa2EULLGt7MvcQuSKSg9kH8RAexFwTQ49WPXhuw3Ok5aURHBhMbEQs08IcXEuVEl+14UWX2yH1v1ByGjwDYNAC6H4vuNm/X8Vt/AYEYDULQ1EulLF+PYUnTxLQtSsdr6m6UXFEbAQrolYgzZU3jzx8PVg1chVmaWb2X2cztqd7bE6vKErjY0/BpS5kimKRFBdXUWxZy961y+2Krezfs0mISuDkrpMADP/ncG6IvQEvX8c7JhrNRub/Mp8XNr2A0WykZ+uefDrpU4Z2GgpAVHhU3RNNiYcd0WCyNN8oSoXDlmWj7UbC8KXg363u8ZWmoDVwSAixnapT31U3XaVCRSv4adMQOl2VY616ttKKLcuP8eZdmrN51Ga2dN7CDSE38ML1LzR0uoqiXEbsKbjUhUxRLIqyshwadwVplmx/azuJsxIxlhgJDA5kwtIJhFxft6kwh88cJiohih0ndgDw2NDHmH/jfPRe+ot80k5JMZXFljWvlhCxHoSu+jFFqUptuKbU6uyBA2Tv2YNXQADdJ06sdnz7Am1ta/J1yXw78lv8m/mTX5ZPx4COfH7753joPKp9RlEUxV72FFzqQqYoFvr27W0WV/ogJ+81VUfnUs/x3b3fcXzjcQD6/60/t8Tdgndzx9eVmaWZd3e8y8x1MykxltCleRc+nvAxEd3ta6phtyLbnQ4xnFPFlmIXKWWiq3NQ3NshSyv4HrffjpefX5Vj+SfzSf4iGbMwsy58HRJJflk+AH8f8Hfa+blfEyRFURqXixZc6kKmKJVa9e1breDy8PEhfMaMBs+lYpPOtDwCuwTS4+Ye7F++n7L8Mvza+THug3H0Gt+rTrHT89L523d/IzFF+/afHj6dBbcsINDH/pbxdsnZBcIDpLH6Mb2TOh0qlz0hRD5UdG7xBDyAUillc9dlpbiL4uxs0tasQeh09Lz77mrHd763E4zwe+/fyWtRtXHGJ0mfMPf6uQ2VqqIol6mL3j4WQuQLIc5b/hQJIUqFEOcbIjlFcScFJ06Q+csvAPi0bg1CoO/QgaFz5xIytmEXU5dv0pmXmgdSa12854M9lOWXcdVtV/HQ/ofqVGxJKVmWtIy+C/uSmJJIW31bvr3jW5ZOXOrcYstsgOS58NNwS7F1wfo3Dz2Eq4frin2klAFSyuaWAssfmAYsqE9MIcQ/hRAHhBD7hRCfCyF8hBAhQojtQog/hBBfCCGaWd7rbXl91HK8m1WcWZbxw0KIm63Gb7GMHRVCPG01bvMcSt39sXw5ZqORzjfcgH+nTlWOGYoN7Fq0C4Btw7dV+2xNew0qiqI4wp4nXAHlXwshdMBtgHvu6Kool9DeV1/FVFpK19Gj+cvrr7s0F1ubdAL4tvZlytdT7G7gEZ8cT0xiDGl5aXRq3okgvyB2ZWq/fEzoNYHF4xY7fzpN3u+wNQrOaueh1z+hRZhWgJV3KQyPhRAHOx0qCiClNANfCyGeBJ6tSwwhRCfgMaC3lLJYCPElMBUYA7wppVwuhFgE3A8stPwzV0p5hRBiKvAKcKcQorflc32AjsA6IURPy2neBW4CMoCdQoiVUsqDls/aOodSB6bSUv748ksAekVVb+6T/FkyxTnFZHfJJr1LerXjTttTUFGUJs2eNVwVnHEhU5TGKGvrVtLXrcPD15cBTz7p6nRq3KSz+GyxQ8VW9Kpoigxaw4qM8xlknM/Ax8OHRWMXERUe5dzOi9IMh9+CpFlgKtEKqxFLof312vEef3PeuZQmRQgx3uqlDhhMtcemDvMEfIUQBkAPZAI3AOVz0j4BnkcrhiZYvgb4GnhHaN88E4Dllm1VUoQQR4GhlvcdlVIes+S/HJgghPi9lnModXB8zRpKz56lZe/etB04sMoxKWXFRvB9H+qLp9ETo7lyerPT9hRUFKXJu2jBdYkuZIrSaJgNBnbPnw9A3+holzfIOLbuGEInkCZZ7VhgsP3T/mISYyqKLWut9a2Z3n96vXKspjAVtt4Lpzdqr7v/DQbFgZdaYqM4xRSrr43AcbRip06klCeEEK8DaUAx8BOwGzgnZcWCwwygfH5aJyDd8lmjECIPrcNvJ8B6npr1Z9IvGB9m+UxN56hCCBENRAMEB6unMLZIKTm8bBkAve65p9oNpJT1KZzefxr/IH/ufOROZiyYgREjAlH3PQUVRVFssOcJl1MvZIrS2Bz5/HPy/vwT/y5duHK6kwsRBxiKDKz991p2vrMTQCu6rDbp9NJ7ERFrfwfBmtYmnMw/Wb9ErUkJx5bC7sfBmA8+7WDoB9B5/EU/qij2klJGOjOeEKIl2nUuBDgHfAWMtnXq8o/UcKymcVvrp2t7f/VBKRcDiwEGDx5s8z1N3emdOzl35Ag+rVvTdXT1/3zlT7eGPDyEZQeWUWoqZWTXkWy8d2MDZ6ooyuXOnjVcTr2QKUpjUpKTQ/K77wIw8N//xsPb8fbqzpCxPYOEqARyjuSg89Qx8vmRBAYHsuHZDVqXwuBAImIjCJsWdtFYxYZiZiXOQtr+Pc55axaKT2kbGp9Yqb3uchsMWQQ+bZ0TX1EshBBtgPuAblhd16SU0XUMeSOQIqXMtsT/FrgaaCGE8LQ8geoMlN+dyAC6ABlCCE8gEDhrNV7O+jO2xs/Ucg7FQeUbHYdOnYpHs6q9R3L+yOHI90fw8Pag/wP9+dsX2pTmGcMbvuOsoiiXP3umFDr7QqYojUbSggUYCgro8Ne/0um66xr8/KYyEz+/+DO/zvsVaZa07dOWSZ9OosOADgCERzrWv2bniZ1EJURx6MwhBAJPnScGc2XzDaetWUj/Fnb8H5SeAa9AGPwOdJsGzlwTpiiVvkObuvcrYHJCvDRguBBCjzalMALYBWwAJgPLgemW8wKstLzeajm+XkophRArgc+EEG+gNc0IBXagPckKFUKEACfQGmvcbflMTedQHJCflkbGhg3ovLwIvfPOasd3vL0DJIRNC2ND7gaO5R4jpEUI43qOc0G2iqJc7uyZUujsC5miNAo5ycn8+e236Dw9GfT0085tIGGH0/tPsyJqBVl7s0DA1U9dzfUvXI+nj0O9bgAwmAy8tOklYn+JxSRN9G7bm2UTl3Eo51BFl8I6r1lIiYekGEuHwU6g7wpnNmvHgm6EYUvAr0vtMRSlfvyklE84K5iUcrsQ4mtgD9pU+r1o0/e+B5YLIV6yjH1k+chHwKeWphhn0QoopJQHLB0OD1riPCylNAEIIR4BfkTbM2yJlPKAJda/aziH4oAj8fEgJd1uvVXbxsNKybkS9i7ZC8Dwx4czdftUAB4b9hgeOo8Gz1VRlMufPb+5OfVCpiiNgTSb2TVvHkhJr8hImoeENNi5zSYz297cxvqY9ZjKTLQIacHETybS9ZqudYp3MPsgkSsi2ZO5B4HgiRFP8NINL+Hj6cOgjoPqtyg8JV6bNmiyNN8oytD+CC8Y9CaEPgTiotv9KUp9/SCEGCWl/MlZAaWUc4A5Fwwfo7LLoPV7S6i63tn6WCxQ7bGxlHINsMbGuM1zKPYzFBTw54oVgNYs40J7l+zFUGgg5IYQMttlsvH4RgKaBXDfgPsaOlVFUZoIewoup1/IFMXdpaxcSc5vv+HTpg19H3ywwc6beyyXhHsTSPtFa2gx8IGBjPrPKLwDHF87ZpZm4rbFMTtxNqWmUrq16MbSCUsZ2W2k8xJOiqkstqz5tIWeDzvvPIpSuweBfwshioAytCl7UkrZyrVpKa7w54oVGAsLaTdkCC2vuqrKMbPJrE0nBIbNGMbL218G4L4B99HcW3VNVRTl0rCn4FIXMqVJKcvPZ98bbwAw4Ikn8PL3v+TnlFKy58M9/PjPHzEUGvAP8mfch+PoeWvPi3/YhuPnjnNvwr38nPozAH8f8HfeuPkNArwDLvJJBxXZ7nRIcaZzz6MotWvj6gQU9ymZeu4AACAASURBVGA2mbTphECvyOo9vw6vPMy54+do2aMlgSMD+eytzxAIHh36aEOnqihKE2JPwaUuZEqTsn/RIkpycmjTvz/dxo69JOdIjk8mMSaRvLQ8AjoGoG+j51TSKQB6T+nNrQtvRd9a73BcKSVL9i5hxo8zKCgroL1fez4c/yFjezr572Eqg/0vUEPHam1TY0VpIOXrohTl5M8/U5Cejl/nzjYbHZW3gh/22DAW711MmamM8b3G06NVjwbOVFGUpsSetvDqQqY0GXnHjnH4v/8FIRg8ezZC5/z1R8nxyayKXoWhSOsOmH8in/wT+Xj6ejL+o/H0ndq3Tg06sgqyeGDVA6w+shqAyb0ns/DWhbTRO/meybn9sDUScvdpr4UnVOzTCnjoIdwJnQ4VRVHslLJ6NUlxcRRlak/X2/Tvj86jagOMzL2ZpG5Kxbu5N1dFXsWEj7QtRWcMU63gFUW5tBxvd6YolykpJbvnz0cajfSYPJlWffpckvMkxiRWFFvWfFv5EnbXxffRKhefHF/RYbC1vjXFhmIKDYW08GnBu2Pe5a6+dzm3s6LZBIfegN+eAXMZ+IXAiE+gMM2qS2GwVmyF1KMRh6IoigNSVq9mx5w5mEpKKsYy1q0jZfVqQqxmKWxfoD3dGnD/ABLSEjhVeIp+7ftxXbfrGjplRVGaGFVwKYrFiQ0byNqyBa/mzQl//PFLdp68tDyb4/kn8+2OEZ8cT/SqaIoMWsOKM0VnAOjbti8/3PMDnZt3rn+i1gqOwdbpkP2r9vqKaBjwOnhZ1oSpAktxISHEy8BSKeUhV+eiNLykuLgqxRaAqaSEpLi4ioKrIKuA/Z/vBwFDHh7CjetuBLSnWw295YeiKE3PRedLCSFeFkJc2RDJKIqrmEpL2f3KKwD0e+QRfFo5vydMWWEZ3//j+xqXPQUGB9odKyYxpqLYsna+7Lxziy0p4ehiWNNPK7Z8gmDk9zD0/cpiS1Fc7zjwiRBisxDi70II9T9nE1KUlXXR8V2LdmEqM3HlhCvZ77mfvVl7aatvy11hdzVUmoqiNGH2POE6zv+zd9/hUVXpA8e/ZyadFAgttCSUgFKM0sIqKoINAcEuhGZDXVGy+ltXl7Wsu1jWBqKiEQWRgB0ExAIoWIBAQKr0kgKElpAE0qac3x930kibhEkm5f08zzwz95w7577jg3Ny5p7zHqMjswJzgM+01s7/FC9EPbBrzhzOpaQQ1KULEXfd5fL2k9cms2j8ItIPpIMJTGYTdou9sN7Tz5Mh04Y41da5/HMkZiSWfZ2MZJfECxiZBuPvh6OOrYJC74R+74J384rfJ0Qt01q/B7ynlOoO3AtsV0r9Anygtf7VvdGJmuYXElK4duv8cgBrrpWEWQmAkQr+8fWPA/Bw34fx8fCpvUCFEI1WpXe4tNbvaa2jgAeAizA6snlKqStrPDohasG5Y8fY+cEHAPT95z8xebhupq01z8rKp1cy58o5pB9Ip/UlrXlw84OMmjOKoLAgUBAUFsSI2BH0iq58/da65HVc+v6l5daHBrkoO2Di5/BtT2Ow5dUMLl8IAz+TwZaos5RSJqAjEA6kA3uAfyql5rszLlHzLpk8uVSZ2ceHyBgjGcaOT3dw7sQ5Qi4Nwd7LzuLdi/E0efJwv4drO1QhRCPl1F+WFXRkp7XWpbdxF6Ie+eP117Hl5hJ6ww20jopyWbvHtx1n0bhFHN92HGVSXPHUFQx6fhAe3h6ERIY4NcAqkG/L5/nVz/PK769g13baB7TnVM4pcq1F6xb8PP2YNuQCswPmpUHCZEhcaBy3uQGiPgS/dhfWrhA1SCn1P+BWYA3whtZ6bbG6PW4LTNSKgmyyysMDbbPhFxJCZEwMHYcPR2tdmCwjKiaKdza+g0Zzd8+7CfEPcWfYQohGpNIBl3RkoiE7vmEDSd99h9nHh8v+7/9c0qbdZmftq2v5+dmfsVvsNOvcjFvm3UKHyztUq71tx7cxftF4th7fikLxjyv+wb8H/Zsvd31ZmKUwNCiUaUOmEd2riskrDsUVZRj0bmlkH7ScMVK7937DSI4hC8pF3bcfuFRrfbaMur/UdjCi9mit2f3JJwD0f+45Ot96a4n6xF8SSd2SSpNWTQi7JYzZ784GYEpUzSVGEkKI8zlzh0s6MtEg2a1WNr30EgDd77uPJm3bXnCbafvTWDxhMclrjbVUfR/uy3X/uw4vf68qt2Wz23ht7Ws8u/pZ8m35dGrWiY9HfczA0IEARPeKrvoAq7hDcbBhEtgcyTfyThjP/hFwzXII6FL9toWoRVrrWKXUzUqpgRhpaX7TWi911KW5NzpRk05u3kz6n3/i3awZ4cOGlaov2Oi478N9mb9rPpl5mVwZeiV92vap7VCFEI2YMxsfS0cmGqT9n3/Omb17adKuHRffe+8FtaW1JuG9BFb83wos2RYC2gZw80c30+WG6g1aDqQdYMLiCfye/DsAD/V5iFevfxV/L/8LirOErVOLBlvF2fNksCXqFaXUTKA78Kmj6DGl1PVa60fdGJaoBXscd7ci7roLs7d3ibr0g+ns/mY3Zi8zvR/szf1f3A9AzADZ6FgIUbucmVIoHZlocHLT09k2cyYAvZ98Eg+f6meqyjySyZL7lnDghwMA9BrTi6FvD8W3mW+V29JaE7splid+fIJzlnO08W/Dhzd/yNCIodWOr0y2PMguO9Mh2S7MdChE7RgM9NRaawCl1EfANveGJGra2SNHSFm1CpOHBxF3312qfsPbG0BDz9E9WZO5hgPpBwhvGs7IbiPdEK0QojFzZkqhdGSiwTi0bBlbp08vTCEc2KUL7Yc4l469wPa47ayauoqMpAx8m/tiOWfBmmPFN9iXYe8No8cdPaoV29Gso9y35D6+3/89AKN7jubtm94m2NfFe4Klb4V148qv93NRpkMhas9eoD1Q8GtBG2CH+8IRtWHvggVou52wYcPwbdmyRF1eZh6bZ28GIGpKFGPjjfxej/Z/FLPJXOuxCiEaN2cGXNKRiQbh0LJlbHjuOWy5RZn9ziUnc/jbb+k4fLhTbWyP287SSUuxZFsAyDmVA0DrS1sTvTyagDbO7bcatz2uRMKL4V2Hs2D7AtJz0wn2Debdm97lrp4u3g/MboVdr8L258BuAe9WYMkwphAWMPtB5AVmOhSi9gUBu5RS6x3HUcBapdTXAFrrW8t9p6iXLOfOceCrrwC4aFzpH5C2zN1CflY+YVeFcbLtSX5a8hP+Xv7cd9l9tR2qEEJUvg8XRR3ZSqXUSmAX0FQp9XVBZyZEfbB1+vQSgy0AW14eW6dPd7qNVVNXFQ62istNy63SYGvS0kkkZiSi0SRmJPLOxndIz01naJehbH94u+sHW5n7YOVVsPWfxmAr4q8w8qAj5XsYoIzn/rHQ8QIScQjhHtOAkcBLjsco4H/AO46HaGAOffMNlqwsWl52GcE9Ss4qsNvsxL9VlAp+xvoZANxz6T0E+QRV0GgcLA6HBSbj+VBcNQKTNqQNaaNRtlEJ5ZgpWP4JSlU430prvcqlEdUxffv21QkJCe4OQ7jAgp49oax/70oxZkflN23zsvJ4OfDlsisVPGd/zqk4wqeHk5hRev1UsG8wp/5+CuXKNOxaw75Z8MffjQQZvu1gwEfQ5nrXXUOIWqCU2qS17ltBfQugoD5Ba32qdiJzv8bWT2m7nWXDh5OVmMjAN94g9IYbStTvWbqHT2/+lKbhTbl7692EvRVGvi2fPZP3ENE8ouxGz8/aCmDyhohHoPXVgHb0HwUPSh5rDSd+hQOxxvYahW14Qef7oeXAgujL+EDFyk7+Dgc/LN1Gp3uh5RVO/fcx2vioBtu43Mk21jb8NjreU7U2Ds2RNupDG2a/av0AXVE/VemAy9GAdGSi3ls8ZAjZqamlyv3atGHUypUVvjfx10QWT1jMmUNnyqwPCgsi5rBzma9M/zahy+h0FQr7c3an2nBKdgqsvw9SfzSOw6Oh70zwaua6awhRSyrsyJS6DXgT+BVQwOXA37TWi2oxRLdpbP3UkTVrWPPXv+LXpg03f/89Jo+SqyPmDZnHoZ8Ocf3r17Oq7yqe+fkZhncdztLRS8tvdHF4+YmEhBCNj18YjDpcpbdU1E85k6Xw/I7sPaVUo+nIRMPR7OKLSw24zD4+RMaUP1Cy5lr5+dmfWfvaWtAQGBpI9olsrLnWwnM8/TwZMs25xBu/Jf2G2WTGareWqgsNclGyCq3h8AJImGxsYuzdHPq9B6G3u6Z9IeqeZ4F+WuvjAEqp1sCPgPRTDdCe+fMB6BYdXWqwdXzbcQ79dAgvfy96TOzBrXOM5XsxUZX8IJadVH5duxGAKrYJvCr7OPnL8tsIK55FsaxZDI6yxAXltxHu5K/thyuYDuWSNsY62cb8RtJGBUmoSrTxibRRn9qo6DuhGpxJmiEdmaj3ziYnc+x3Y08rn+bNyU1Lwy8khMiYmHITZqRuSWXRuEWc2HECZVIM/OdArn72av784s/CLIVBoUEMmTaEXtG9Krx+rjWXZ39+ltfWvoZGo1Al7nL5efoxbYgLklXknoKNDxd1/G2HQ9QH4Bty4W0LUXeZCvooh5M4t0ZZ1DNn9u8nde1azL6+dL61KBdKYfbYxAwA2l/eniUpS0g9m0rPVj0Z3HFwxQ17t4C8k6XL/cLg6iXOBVfeXTK/MLhioXNtnPy9/DYur+CP/uJO/FbDbVTwR26JNn5tJG3Mc7KNX6SNetWGazM2O9MhSUcm6r3Nr76KPT+f8BEjuPWXXxizYwejVq4sc7Blt9r59cVf+aD/B5zYcYLgiGDu/f1eBv93MGYvM72iexFzOIbn7M8Rczim0sHWltQt9PugH6+ufRWlFFOvnMqcUXMICwpDoQgLCiN2RCzRvaqYrOL8RZ6b/w+W9zQGWx7+RkKMq5fIYEs0BiuUUsuVUmOVUmOBJRg/DIoGpmCj404jR+IVZCTAKMgeWzDYAkj6JYnPZ3wOGHe3Klwbm3UALGdLl1c1a2vkNOM90oa0IW00rjac4MwdrhVKqeVAwX3uu5GOTNQjqevWkbJqFR6+vlz6+OMVnnt632kWT1hMyroUAPo90o9rX7kWryZeVb6u1W7lld9e4fk1z2O1W4kIjmDeLfMY0H4AABMiJ1T9wxQ4f4F3diLsft143eoqGDAX/DtWv30h6pcngDuAgRhzsz4GKpjfJeqj3PR0Di811mF1G1s0Fays7LHWXCudv+pMi6ktGNNrTPmNWrPh11vBngPNekPeKWPzd79Q4w+uqiyaLzh361RjOpK0IW1IG42jDSc4k6VQUbIj+wX4UjuTbaMBaGyLkRsau8XCd7fdRsaBA0TGxNDjgQfKPE9rTcKsBFb8fQWWbAsB7QIY+dFIOl/fuVrX3Xt6L+MXjSf+iJGaeHK/ybx87cs08WpS7c9SQnlTVzybwe2nQMlNaNGwVJI0IxQ4qbXOcRz7Ai201sllnd/QNJZ+aucHH7B1+nTaXnUVg2bNKiz/t+nfZSf/Q2NbZeM/g/9TdoNaw9qxxrqpgK5wwwbwqiBtvBBCVOCCkmYAHYClWuvPHY35UnIjZCHqrL2ffkrGgQP4d+jARePHl3lO5pFMlty7hAM/HgCgV3Qvhs4cim8z3ypfz67tvLvxXZ5c8SQ51hzaBbRjzsg5XNf5ugv6HKWUt5jTckYGW6Ix+hojM2EBO/AV0N894QhXs1ss7F1gTLQpfncLICg0qMR0wgIZQRn8vd/fy29070xjsOXRBK5aJIMtIUSNcWbAJR2ZqJdy09LY/o6x52nvJ5/E7O1dtLA6KYOgDkFEDI9gx4Id5J7JxTfYl2HvDaPHHT0qablsyRnJ3LvkXlYeNFLMj7tkHG8NfYumPk1d9pkASNsEygy6dKZDVy/yFKKe8NBaF26iorXOU0p5uzMg4VpJP/5IzokTBHbqRMjlJffXGTxtMIvHL0bbi25z5XvmkzMxh7YBbctu8MQvsPkJ4/WAORDUvaZCF0IIpwZc0pGJemnbW29hycoi5PLLaXfNNYULqwvm+mckZZDwrjENJ+KmCEbMHkFAm4AqX0drTdz2OCYvn0xGXgbNfZvz/vD3ua37bS79PNgtsPMl2PEfx2BLUWIeTQ0s8hSinjitlLpJa70cQCk1HEhzc0zChQqSZVw0blypBBhNw5ui7RplUmityQzKZMXgFXz05EdlN5Z9FH670/gevfjvEHpHTYcvhGjknBlwSUcm6p20XbvY/+WXKA8P+jz1FEqpMhdWA/gG+zJ62eiKs1gVE7c9jqmrppKUkUS7wHa08W/DxqMbARjRdQQfjPiA1v6tXfp5yNgN68ZDmnEduk2BppGw/d81ushTiHriIWChUuodjF8hTgHyP0MDcWrrVk5v345XUBDhI0aUqo+fbqyV3TJkC4uuMHasiQiOoG/bMpZS2PLht9sh9zi0vgYiX6zR2IUQApwbcElHJuoVrTWbpk0Drek6ZgxBnY3EFxlJpef4A+Sk51RpsDVp6SSyLUZ2wJTMFFIyU/A2ezNr2CwmXjrR6bacou2w923Y8g+w5YJfByMDYYhjT5nO97juWkLUU1rrfUBfpVRTx/EZN4ckXGi34+5WlzvuwMO35NraM4ln+PPrP7GZbKzstbKwPDEjkbjtcaW329j8Nzi1zvguveIzMDnzZ5AQQlyYSr9ppCMT9U3i8uWc/OMPvIOD6fXww4XlTVo14dzxc6XODwp1fqH01FVTCwdbxbXwa8E9l7l48HMuCdZPhOM/G8cdJ0CfGbKwW4hySP/U8Jw7dozkH39Emc10HT26VP3GdzaCHXb22klWYFZheb4tn6mrppYccB2cC/veBZMXXPkV+LSshU8ghBDO3eECpCMT9YM1O5s/Xjf2o4qcMgWvwEAAUtankHsmt9T5nn6eDJk2xOn2kzLKzg54NOtoNaIth9ZwaB5segwsmeDdEvrHQodRrruGEELUA/sWLkTbbIQNHYpfSMlN3PPP5rP5g80ArB+wvtR7S3xfp22GDQ8Zr/u9C8371VjMQghxPskfLRqUnbNnk3P8OM26d6fTLbcAcHTTUebfOB9bno32f2lv3NFSEBQWxIjYEfSK7lVpuzmWHB7/4XF0WZu9AKFBLsoOmHvC2IRz/URjsNV+FAzbIYMtIcqhlDIppaLcHYdwPWtODvu/+AKAbuPGlarfOm8ruWdyOR5+nKPtSv/oVfi9nHfasblxHnR+ADrfV6NxCyHE+Sq8w6WUMgH9tNbxtRSPENV2NjmZXXPmAND36acxmc0c33ac+dfPJy8jj4tvu5jbP70dk0fVfmfYdHQT4xaNY9epXSgUHiYPLPai5Bt+nn5MG+KC7IDJi2HDJMg7CZ6B0GcmdBwHrlwTJkQDo7W2K6VmAAPcHYtwrUNLl5KfmUnzSy6hRWRkiTpt18TPMP40iZwcicc5D6zFtsoo/F622+D30XAuEZr3h74za/UzCCEEVHKHS2ttB2bUUixCXJDNr72GPT+f8OHDadm7Nyf/PMm8a+eRk5ZD1xFduW3BbVUabFlsFl5Y8wIDPhzArlO7uKjFRcTfH8+cUXMICwpDoQgLCiN2RGzphdmVORQHi8NhgQkWh8KPV8GvtxiDrdaD4abt0Gm8DLaEcM4KpdRIdwchXEfb7YWp4Mu6u7X/+/2c3nuawA6B3PLALYXlpb6Xtz0DqSuMqdkDvwSz7GojhKh9zqzhWqGUGqm1/qbGoxGimlLXrydl5Uo8fH259PHHOb33NPOGzCP7ZDadb+jMHV/cgdnL7HR7u0/tZtyicSQcNfbpiomK4cUhL+Lr6Uu/dv2qPsAq7lCccSfL5ki+kZ1sPJQH9H4duk4GJbN9haiCyUCQUioPyMGxSZ3WOti9YYnqOrZ2LZkHD+LbujWh111Xqr7g7lb/yf2ZvXU2Vm3lpoib+HbMt0UnJX8Nf75kfJ8O/AyadKit8IUQogRnBlzSkYk6zW6xsOmllwDoMWkSeee8+HjwHM6mniX8mnDuWnQXHt7O5Yexazsz42fy1KqnyLXmEhoUypyRcxjccbDrAt46tWiwVZxPK+j2mOuuI0Tj0cLdAQjX2jN/PgBdR4/G5OlZou7EzhMc+PEAnn6e9LqnF3d+cidg/DBWKGM3rJtgvL70f8aeW0II4SbO/BUqHZmo0/Z99hkZ+/fj36EDbQaP4uPBH5N1JIvQgaGMXjoaT1/PyhvByGg1cfFEfj5spGGfeOlEpt8wnSAfF6dhzy470yE5x1x7HSEaCa21TSkVBHQGfIpVrXVTSOICZBw8yLFff8Xs7U2XO+4oVR//lmPt1oRIvk39lqNZR+nesjvXdrrWOMGSZUzRtp6F0DvhosdrM3whhCil0nlLWmsb4A9EAlHFHkK4XW5aGtveeQeAi+6bzPwbPyUjMYN2Ue0Y8+0YvJp4VdqG1pqPt3xMr1m9+Pnwz7T0a8miuxYxZ+Qc1w627BbY9iyUk+kQPxdlOhSikVFK3YcxuPoJeMXx/KJbg6pHnn/+eZRSKKV4/vnnS9U/8cQThfWvO7bdKG7SpEmF9bGxsaXqx4wZU1i/YMGCUvUjRoworF+6dCl7HXe3Ot58M95NmzJo0KDC+hXfrGDbvG0A9H+0P2+ufxOAKZ0HoL7paKyL/bo1ZO6GoB4Q9aGshRVCuF2ld7gcHdnjQDtgO9APWA8MqtHIhHDCtpkzsWRm0rJPf3585hDpB9Jp07sNY78fi3dg5YujT5w7waSlk/hmj7FEcdRFo3h/+Pu0atLKtYGe2QnrxkO6sWcMygOKZdTC7AeRLsh0KETjFAP0BdZpra9USvUA/uXmmEQ16OxsDi5ZAkDXsWNL1R/79hjWXCtdbuzCfv/9bDy6ET+7B3cenwceju9UW47x3PEe8PSvrdCFEKJczkwplI5M1Elpu3ax/4svUGYzBzd34fSeNFr1asXYH8fi09SnzPfEbY9j6qqpJGUk0cKvBbmWXLIsWQR6BzJz6EzGXTIO5cpfQ+022DPdWLdlz4Mm4TBgLmSnGGXZScadrchp0PECEnEI0bjlaq1zHHdBvLTWO5VSF7k7KFF1lo0bseXkEHL55TTt0qVEnQkTRxYdASAqJop/xRt/ikz0tdK0rL9m9s6E7k/UdMhCCFEppXU505sKTlBqo9a6n1JqC9Bfa52vlPpDa31Z7YToXn379tUJCQnuDkOcR2vNyvHjObl5M/mmS0nc0ZUWF7dg4uqJNGnVpMz3xG2PY9LSSWRbSias6N6iO9+N/c51mxcXOHvI2MD4xC/Gcef7ofcb4Bng2usI0QgopTZprfuWU7cEGA88AQwE0oAmWusbazFEt2ko/ZTdamXJDTeQnZrK1bNm0e6qq0rU7/h0B1+N/ooWF7dgxNoRdHqrEzabjcROEFrmUl0FY+y1ErsQQlTUTzmTe/qYUqopsBT4QSn1FXDciYt+pJQ6oZTaUawsWCm1Qim1z/HczFGulFJvKaX2K6W2KaV6F3vPBMf5+5RSE4qV91FKbXe85y3luC1RnWuI+ifxu+84uXkzGl+S/wwnOCKY8avGlzvYApi6amqpwRbAWctZ1w62tIYDH8LyS4zBlk9ruHopRH0ggy0haoDW+mat9Rmt9TPAf4E44IL25VJKNVVKfamU2q2U2qWU+os7+7DGIGXVKrJTUwkID6ftwIGl6tdPXw9A1GNRvJvwLjZt41KvSwlSTctuUNbFCiHqCGeSZlS3I5sLnP/r4lPAKq11BLDKcQwwFIhwPCYBs8DoeIDnMJJ09AeeK9b5zHKcW/C+G6tzDVH/WLOz+ePV1wA4cbQ7gWGtmPDTBALalD+YybHkkJiRWGZdckay64LLSYU1N0P8/UaGrA63w007oN1w111DCAGAUirw/AewEVgJXOgOtzOA77XWF2EkjdqFe/uwBuvQsmUsvvZafnvcyCbYIjISZSr550nK+hSOxB/Bp5kPne/qTOwmIznHexPeI+jKt0Gdt8+irIsVQtQh5a7hcnRc59voePYG8ipqWGv9i1Iq/LzikRQl2/gYWA38w1E+TxvzG9c7flls4zh3hdY6zRHTCuBGpdRqIFBrvc5RPg8YBXxX1WtorSUXdz3xy9OzSFw8F5M6i1KQn+8LAZFM+GkCge3L+udqSDiawLhF48qtd9ndraQvYeNDkHcaPJtCv3cgbLRkyBKi5uzESPtZ/H+ygmMNVOt/bkf/dxUwEUBrnQ/kK6Xc2Yc1SIeWLWPDc89hy80tLEv64QdCLr+cjsOLfqgq2Oi4z6Q+fH7gc9Jz0xnQfgBR7aMgux3ogqmDStbFCiHqnIqSZtRER9a6YICjtT6mlCpIBdcOKH6bIcVRVlF5Shnl1blGqQGXUmoSxi+PhIbKlIS64JenZ5G0eBZmk62wzMMjjx7XmWgaXvZ0EovNwou/vsh/fvkPNm2jrX9b0nLTyLUWdex+nn5MG3KBv4Lmp0PCo3A4zjgOuQ4GfAR+7S+sXSFEhbTWHWqo6U7ASWCOUioS2ARMwb19WAkNpZ/aOn16icEWgC03l63TpxcOuDJTMtn5xU6UWdHnr314dOmjAEyJmmK8Ye+7gDb23Br4WW2GL4QQTil3wFWDHVlZyroFcP5gz5ny6lyjdKHWsUAsGIuRK2lX1ILExXNLDLYATCY7x3/+FPhbqfN3n9rNuEXjSDhqLCT/24C/MW3wNL7e/XVhlsLQoFCmDZlGdK8q/gp6KK4ow6B3S7Dng+UMmH3hstcg4mG5qyVELVJKXV5Wuda6uhsfewC9gUe11vFKqRlUPLWvNvqwkic3kH4qOzW10vIN72xA2zQ97uzBhvwN7D61m3YB7bjt4tvAmg373zdO7BZTGyELIUSVObMPlys7suMF0/gc0y1OOMpTgOIDvPbAUUf5oPPKVzvK25dxfnWuIeoBkzrrVLld25kZP5OnVj1FrjWX0KBQ5o6cyzUdrwEguld0CZWo5QAAIABJREFU1QdYxR2Kgw2TwOZIvpHn+OfVpDNc8x0ERlS/bSFEdT1T7LUP0Af4A7i6mu2lACla63jH8ZcYAy539mENkl9ICNnHSs/s9wsJAcCSbWFzrLF/YVRMFJPiJwEwuf9kPM2ezHtuCOO7pXEosyUdWwyovcCFEKIKnMlS+EyxxzTge+Clal5vCVCQpWkC8E2x8vGOTE8DgAzHlIofgOuVUs0cC42vB35w1GUppQY4MjuNP6+tqlxD1AN2XXb2Qbsu2tQyKSOJ6z65jpgfYsi15jLx0olse2hb4WDLJbZOLRpsFactMtgSwk201kOLPa4BLgGOXEB7qUCyUqqbo2gI8Cfu7cMapF6PPFKqzOzjQ2SMcbdq2/xt5KTl0K5/O852Ocv3+7/H18OXB3o/AFrTp8mvAEz95KTMLBBC1FmV3uHSWg8tfuxIhPFiZe9TSi3E+GWvhVIqBSNT08vA50qp+4Ak4A7H6cuBm4D9QDZwj+PaaUqp/1CUrOOFgsXHwMMYmRB9MRYaf+cor9I1RP3g1SoC26ktJcrsdjNhoyaiteaTbZ/w6HePkpmXSUu/lsSOiGXURaNcG4QtH7LLznRItgszHQohLojW+rBSqucFNvMoEKeU8gIOYvQZJtzXhzVMdiPZhcnTE7vVil9ICJExMXQcPhytdVEq+JgoZm6YCcC4S8bR3K85HFtBj/ZwJA2+jIcFbvsQQghRsUoHXOdztiPTWo8up2pIGedqoPTPXEbdR8BHZZQnAKXi0Fqfruo1RN2WcfgYlhN/YjKBzeaNyZSHXfsTNmoiF//rdm77/DYW7V4EwMhuI4kdEUurJmWuM6++9G2wbnz59bLfixBuo5R6k6I1UCbgMozET9Wmtd4ClLWBpVv6sIZIa83uTz4BIOqFF+h4880l6g+uOMipXacIaBtAyLAQPn77YwCmDHAky9gzHYAjTUby9rs31V7gQghRRc6s4XJ5RyZEVax88BlMpnxyTW144b79JGUZCS9uu3g/d8zqyYlzJwjwCuCtoW8xIXICypXTSuw22P0abHvWSI7h3RIsmWAvtiuC7PcihLvtKPbaCizSWq9xVzDCOcfj48nYtw+fFi0IvfH8bTuLUsH3e6Qfc7bPIduSzfWdr6d7y+6QuQeOLgezD/1Hz6a/T4vaDl8IIZzmzB0u6ciE2xxcvo7c5PWA4r2+B0nMMqb0JWYk8sb6NwAYFD6IuSPnEtY0zLUXzzoA6yfAyd+N4y4PwWWvQso3RVkKZb8XIdxOa/2hu2MQVbfHcXcr4u67MXt5lag7tecU+5bvw8PHg8j7I4mOM75jY6IcmQj3vGU8h48DGWwJIeo4Z9ZwSUcm3MJut7Nu6r9RSnPQqzkbw0vfWG3m04xV41dhUs7kf3GS1rA/Fv54AqznwLcNRH0IbR3LGTtGywBLiDpAKfUHFaRT11r3rsVwRBVkJSZyZM0aTF5eRNx5Z6n6+LeMu1u9xvbih5M/kJyZTNfmXbmhyw3G3ocH5xondnusFqMWQojqKXfAJR2ZcLf1/52Dyk/GZvNmxqA/yjznTO4Z1w62so9C/H1w7HvjOGw09H0bvINddw0hhKvc7u4ARPXsWbAAtCZ82DB8mjcvUZeTnsPWuVsBGDBlALfE3wIYGx2blAkOfGhkiw25FppeaG4UIYSoeRXd4ZKOTLhNbnoWBxa+j9kEIYPvxjf0bcgsvRdXaJALk1Uc/hQS/mr8eurVDPrNgrC7XNe+EMKltNYH3B2DqLr8rCwOfv01AN3Gji1Vv3n2ZizZFjpd24nDzQ6zNnktTX2aMj5yPNitsMfIVki3GMaMGVP4vgULJE+hEKJuKnfAJR2ZcKcVD72A2XQOGy0Z9EYMnRYuJzmzZOp1P08/pg1xQbKKvNOw8RFI+sw4bjMUomaDX9sLb1sIUWOUUumUnImhHMcKI3mg3Jqugw5+/TXW7Gxa9+9Ps4suKlFnt9rZ+LaRRT8qJop/x/8bgAd6P4C/lz8kfWmsnw2IgLZDWbhweOF7ZcAlhKirKppSKB2ZcIvUTXvI2PYDJhNcMuUJ5uycy5qkNXgoD1o2aUnq2VRCg0KZNmQa0b2quJbqUFzJhBdhd8Lh+ZBzDDyaQO83oPMDsoGmEPWDZEuoZ+w2G3vi4gDoNm5cqfrdi3eTkZRBcEQwTQY24fO3PsekTDzSz5F135EKnm5TwJXTyYUQogZVNKVQOjLhFqsffQaTyYYK7EnuTa2YPOc2AD4a+RHjIkt30E47FAcbJhlz/8HYxHjXq8brlgNhwFwI6HxhwQshao3W2lbwWik1AOiqtZ6nlAoG/DE2DhZ1yJHVqzl35Aj+HTrQ9uqrS9UXbnT8WBSzNs3Cardye/fbjSy0pzcaWWM9g6DjBADiHIM3IYSoyyqaUigdmah12z5cij1jJ3a7mcteieGGz2/DYrcwud/kCxtsgXFnq2CwVZxnUxiyGkzmC2tfCOEWSql/AVcAnYF5gC+wABjozrhEaQWp4LtGR2Myl/zOPZpwlOTfk/EO8qZbdDfe++A9oHgq+BnGc+f7wdMfoMQaLiGEqKuc2fhYOjJRK6x5+Wx981XMQEDPG3nk4NMcyTrCFR2u4PUbXr/wC2SX8xuBJUMGW0LUb7cDlwGbAbTWR5RSge4NSZwvfdcuTmzciEeTJnS+5ZbC8u1x21k1dRUZiRkAdLiiA18c+oLTOafp27Yvl3e43Mggm/iZMY2w62R3fQQhhKgWZzY+lo5M1IrVj7+JWZ/GZvfn17vyWbNzDSH+IXxxxxd4mb0qb6Ai6VtAeYC2lK7zc2GmQyGEO+RprbVSSgMopfzcHZAobc/8+QB0vuUWPP2NO1Tb47azdNJSLNlF382Hfz7M7zN/h3AjFbxSCvbNAm2FDreBf7gbohdCiOpzZsVpntZa40igIR2ZqAlnDh8j9adPAbBcO4jXd87Aw+TBF3d8QZuANtVv2G6FnS/CD/0dg63zkmGY/SDSBZkOhRDu9LVS6h0gSCl1D/Aj8JGbYxLF5Jw6xeFvvwWl6BpdlOxo1dRVJQZbANYcK90WdSPEP4Q7e9wJ1hzYb0wvpFtMbYYthBAu4cwdrvM7svuQjky42KoHn8Vkysfi0Z5HW78NNnjj+jcYGHoBM1cz98G68XDaWIRNxCMQ3Bu2v1CUpTByGnSsYqZDIUSdorV+RSk1FMgHIoFpWuvv3ByWKGb/559jt1hoP3gwAaFFswoykjLKPD8oI4hH+j1izG448CHknYLgPtDyihLnjRgxovD10qVLayZ4IYS4QJUOuKQjEzXtwLK15CavAxQLB54m25bN2EvGMrl/Nefpa7sx/eSPv4MtB3zbwYA50OY6o77zvS6LXQjhfkqpUGB1Qd+klPJVSnXQWidX8lZRC2z5+ez71JjBcH4q+KDQoMK1W8VlBmXydJ+nQWvYXZAKPqbUlh3Lli2rmaCFEMKFKp1SWKwj+5vWOgZYrZTqUPOhicbAbrez/pkXUEpzzL8tP7TaRGTrSN4f/r4xb7+qslPg5xshYbIx2AofC8O2Fw22hBAN0deArdixHfjKTbGI8yR+9x25p0/TtGtXWvXrV6Ju8LTBpWZ653vmY7nXQssmLeH4T5CxA3xCIPTOWoxaCCFcx6kphcDlxY4LOrL+NRKRaFTW/3cOKj8Zm82Ll69YSzOfZnx919f4eVZxqaDWcDjOGGhZMsC7OfR7H0Jvq5nAhRB1iYfWOr/gQGudp5TydmdAwqC1LkwF3238+FI/pAW0CQANyqTQWpMRlMHKwSuZ/w8jwUbh3a2Iv0IZyZOWLFlSo/ELIYQrODPgko5M1Iic9EwOLIzFbILVrSCtaTbf3voFnZp1qlpDuSdh48OQ7PhBu90I6B8LviGuD1oIURedVkrdpLVeDqCUGg6kuTkmAZzctIn0XbvwDg4m/KabStXHz4gHYNP1m1gywBg8dW/RnUtaX2Kswz26DEzeEPFgme0XX8MlhBB1lTMDLunIRI1Y9dB/MZvOctbqz8dXJ/DCNS8wNGJo1RpJWQIbHoDcE+ARAH2mQ6d7Ss3zF0I0aA8BCx0JngBOAmPdGI9wKLi7FXHnnZi9S/5Wm7Y/jT1L92A1W1nVc1Vh+YH0A8RtjyM6zxiMER4NPq1qLWYhhHA1ZwZc0pEJlzuWsJsz277HZIIFPU9xU/dh/PPKf1b8pkNxsHWqI8Nge2jSCU6uMepaXQ0D5sr+LEI0QlrrfUBfpVRTx/EZN4ckgLMpKaT89BMmDw8i7r67VH38zHjQsL3Xds75nyssz7PlMXXlU0S3SzcKuk2prZCFEKJGOJOlUDoy4XJrHnsWk8lGCoEcHWThm1s+waQqyOFyKA42TAJbtnGcnWw8MEPvV40OuaL3CyEaNKXUDUAPwKdgnZDW+kW3BtXI7V2wAG23EzZ8OL4tW5aoy83IZctHWwCIj4ov9d6kzBRoDbQeDM0uqY1whRCixjhzh0s6MuFS22YvxZ6xE7vdzJwhSXx91w8E+QRV/KatU4sGW8X5toKL/lYzgQoh6gWl1LtAU+AqYA5wG7DerUE1cpZz5zjwlbGu9qKxpSfFbJmzhfyz+RzrcozUNqml6kM9zYCt0rtbgwYNKny9evXqCwlZCCFqTKUDLunIhCtZ8/L5481X8AQ2BXjz/ENv0LNVz8rfmJ1UdnlO6Y5aCNHoDNRaX6KU2qq1fkYp9T8kLbxbHVy8GMvZs7Ts3ZvgHj1K1NltduLfMu5qXTb5MswZZmy6KKu/n9mbacF54N8Z2g6r8Dpr1qxxffBCCOFizszBGqi1HgOc1lo/A0QB7Ws2LNHQzJ4Uw9xuffjsssvwJB2L1ROPfwzkrp53VfxGuxW2/wfQZdf7hbo8ViFEvZNb8KyUCnEch7svnMZN2+3smW+kdT9/o2OAvUv3cubQGZp2bMqIiUVZBhWKsKAwYjuFEx0IdHsMTObaClsIIWqMM1MKz+/ITiMdmaiC2ZNi8Pn1J0weRb9gmk02uv6gjful5cncA+vGw+kNxrHyAG0tqjf7QeS0mglaCFGfLHesM34N2IKxCfLH7g2p8Tr6yy+cTUqiSdu2tB88uFR9QSr4qMeiiP0jFpu2MeqiUSy6axGkbYbv+4BnoJFxthI///yzy+MXQghXc2bAJR2ZuCAea34tMdgCMJnseK75tew3aDvsfQe2/ANsOeDXwchAmHOsWJbCUGOw1TG65j+AEKLOUkqZgO8cCZ2+UEotA3y11rJ9iZsU3N3qGh2NyaPknxmpW1I5vPowXgFeXDz+YkZ+NBKAmKgYx5tnGM+d7gPPgEqvVXwNlxBC1FUVDrikIxOu4GnOdb78XDKsvweOO/Zk6TgB+swAL0dSDRlgCSGK0VrblVIzgAGO4xwgx71RNV5n9u0jdd06PHx96XzrraXqC+5uXXrPpSxKWsSJcyeIbB3JVWFXGWtyExcaGWe7PVrboQshRI2pcMAlHZlwBYvNBy+P0oMri82n6EBrODwfEh4FSwZ4t4D+sdDhllqMVAhRT61QSo3UWn/j7kAau4KNjjuOGoVXYGCJurPHz7J9wXZQ0H9yf6796VoAYjpHob7pCNmJxonN+oB/x1qNWwghapIzSTNWKKVG1ngkosHKaN6mVJndbsZ69ZXGQe5J+O12Y72WJQPa3Qw37ZDBlhDCWZOBRUqpHKVUmlIqXSklMzFqWW56OoeXLQOgWxmp4De9vwlbvo1uI7qxw3MHW1K30MonkLtPfVI02ALI2GHsvSiEEA2EM2u4JgNBSqk8jLtbCtBa6+AajUw0CGdOniTwdCp4gNXmidlkwWLzwXr1ldwfOx1SlsKGByD3OHgEGNMHO00Ex35vQgjhhBbuDkDAgS++wJaXR9urriIwPLxEnTXPysZ3NwIQFRPF4/GPA/BwkMJHnzdxxp5nrNd1Ygp5nz59Cl9v2rTpwj6AEELUEGcGXNKRiWqbP3YywR45ZNsCGPfHz3j7+hoVlkyIvx8OfGgct7raSIzhH+6uUIUQ9dd3WuvrixcopX4Eri/nfOFitvx89i5cCJSdCn7nZzs5d/wcrS9pjT3Szjczv8HT5MlDfhllN1je3ovn2bx5c7VjFkKI2uLMgEs6MlEt29b8StOkXWCCprdF4v3DxUYn6tMK7DbIPwUmb7j0Jeg2xVgoLYQQTlJKeQE+QGulVADGDAyAQEA26asFh5YtY+v06WQfOwaAb6tWhPzlLyXO0Vqzfvp6AKKmRPHOxnfQaEb3Gk0Ia0pOJywgeywKIRqQcgdc0pGJC/XLlOcJNtlIM7dg8iXzITvbqMg9bjz7hcE1yyGou/uCFELUZ48AjwOtgJ0U9VOZwHvuCqqxOLRsGRueew5bblFSpLz0dA5/+y0dhw8vLEv6LYnUP1Lxa+FH2G1hzH53NgBToqZA7vWwfgLoYluHVGGPxYSEBNd8GCGEqEEV3eGSjkxU26JXZxBsScVuN3P5uONgyy7jLC2DLSFEtWmt3wTeVErFaK2nuzuexmbr9OklBlsAdouFrdOnlxhwxU83UsH3fbgv83fPJys/i6vCrqJ3m96QFVRssKWqvMdi8TVcQghRV5U74JKOTFRXfm4upz9ciJ8Z0tp3o3foV2WfmJ1cu4EJIRokrfV0pVR/IJxi/ZrWeoHbgmoEslNTKy0/c/gMuxfvxuRpovdDvXngywcAx90tgL0zjeeOE+Avc2syXCGEcJtK13BJRyaq6qN7HiPQnEW+1Yex89+G31ZD3qnSJ8ocfSGECyil5gLdgS1Awe0SDUg/VYP8QkIK126dX15gw9sb0HZNrzG9+CXrFw6kHyC8aTgju400kicd+Mg4sduU2gpbCCFqXaUDLunIRFUk7dmL3x8bwAz264YQ7H0S8jNLn1iFOfpCCFGJAUB3rbXd3YE0JpExMaXWcJl9fIiMiQEgLyuPzbONLIJRMVGMizeyFz7a/1HMJjPsnQPWLGh1FQRfVvsfQAghaokzWQqlIxNOW3zP47QwW8jUzXjg1SdhxQDQ+dDiCmMKYXZylefoCyFEJXZibGFywt2BNCYF67S2Tp9OdmoqfiEhRMbEFJV/vJW8jDxCB4Zyqv0pflr2E/5e/tx32X1Gptq9bxkNdYupdgxdu3YtfL13797qfxghhKhBzgy4pCMTTlmz8EuanzmMBro89TDm+Alw9gA0uwwG/wgefu4OUQjRMAUBu5RS64G8gkKt9a3uC6lx6Dh8eIkEGQW0XRP/lpEsI2pKFG/EvwHAxMiJBPkEQco3cPYgNAmHdjdX+/r79u2r9nuFEKK2ODPgko5MVMpms7HrvzMIVJqTAWFEX7oHdiwH7+Zw5dcy2BJC1KSX3B2AKGnfd/tI25dGUGgQza9rzvyZ8wF4LOox44Q9M4znbo+ByeymKIUQonY4M+CSjkxUKu7/niWQNKw2T25+cTjseMTYyPiKT8E/3N3hCSEaMK31KnfHIEoqSAXf/9H+fLD1A/JseQzvOpyI5hGQvhWO/wwe/tDp3gu6zp49e1wRrhBC1ChnshRKRyYqdObkSWzLf8DDA8726E7HU08ZFZe+AiHXujc4IUSDpZRao7W+WimVjpHMqbAK0Frr4Ats3wwkAEe01sOVUh2BT4FgYDMwTmudr5TyBuYBfYDTwF1a68OONp4G7sNIOvWY1voHR/mNwAzADMzWWr/sKC/zGhfyOWrbiR0nOLjyIJ5+nvSY2IPbP74dKJYKvuDuVqd7wCvogq5VfA2XEELUVabyKpRSaxzP6UqptGKPdKVUWu2FKOq6T8Y9irdHDtk2f+4ds9nIOhV6F1z0hLtDE0I0bNc4nlsALYs9Co4v1BRgV7HjV4A3tdYRQDrGQArHc7rWugvwpuM8lFLdgbuBHsCNwLtKKbNjIPcOMBQjC/Box7kVXaPeKFi7FTkxkmVHl3Hs7DF6tOzBkI5DIPcEHI4DFHR91L2BCiFELSl3wEXNd2SiAdj+6+80S/wTgKDr/PHJ2wNNe8GAD0EpN0cnhGjICrLnaq1tZT0upG2lVHtgGDDbcayAwcCXjlM+BkY5Xo90HOOoH+I4fyTwqdY6T2t9CNgP9Hc89mutDzruXn0KjKzkGvVC9qlstn2yDTCmE06Pnw5AzIAYlFKw732w50O74RAY4c5QhRCi1pQ74KrJjkw0HGseexaTyUaaKZg7/vITeDaFKxeBRxN3hyaEEBdiOvAkULAlSnPgjNba6jhOAdo5XrcDkgEc9RmO8wvLz3tPeeUVXaMEpdQkpVSCUirh5MmT1f2MLrcpdhPWXCsRN0Ww128vCUcTaO7bnOhe0WDLg33vGifKRsdCiEakojtcQlRo8eszCc5PxW43cfntfwIKrlgIAZ3dHZoQQlSbUmo4cEJrval4cRmn6krqXFVeulDrWK11X61135Yt68akE5vFxsZ3NgJGKvgZ8cZarQf7PIivpy8kfQ65qRDUE1oPdsk127ZtW/gQQoi6ypkshUKUkp+by8kP4mhihrRmfvSOSDM2M257o7tDE0KIC3UFcLNS6ibABwjEuOPVVCnl4bgD1R446jg/BegApCilPDC2U0krVl6g+HvKKj9VwTXqvD+//JOso1m0uLgF5n5mvpr5FR4mD/7a76+gNew2phdyUYzLppwfO3bMJe0IIURNkjtcolo+uncKTcxZ5Ft9iB6/BTrcCt2fdndYQohGpIykTi5J7qS1flpr3V5rHY6R9OInrXU08DNwu+O0CcA3jtdLHMc46n/SWmtH+d1KKW9H9sEIYAOwEYhQSnVUSnk5rrHE8Z7yrlHnFaSCHxAzgHcT3sWu7dzZ407aBbaDk79D+mbwbgFhY9wcqRBC1K5y73CVkWa3sAoXpNsV9VfSnr34bY4HM9i759K8fWcYMFeSZAghaluLWr7eP4BPlVL/Bf4APnSUfwh8opTaj3Fn624ArfVOpdTnwJ+AFXikYA20Umoy8ANGWviPtNY7K7lGnZayPoUjG47gG+xL5zs788H7HwDFU8E77m51eRA8fF123SNHjrisLSGEqCkVTSms7Y5M1BOL732cFmYLmfYAHrjrT7gqATwD3B2WEKKROT+Bk1IqGGMKYIELno6ntV4NrHa8PoiRYfD8c3KBO8p5/zRgWhnly4HlZZSXeY26anvcdlZNXUVGYgYA7a9oz8J9CzmTe4a/tP8L/dv1h7OHIWURKA+I+KtLry9rt4QQ9UG5A67a6MhE/bPmsy9pnn4YDXS5MRnzlQsgUDaeFEK4j1JqGMb+V+0xNh5uB+wFLnJnXA3d9rjtLJ20FEu2pbDs0MpD/NLsF+hkpIIHYO/boO0QPhr8ZIAkhGh8Kl3DpZQappTai7H4N97x/FNNBybqHpvNxp8vTEcpzWnvAK69d5Kxl4oQQrjXNIxEF3u01h2AG3DclRI1Z9XUVSUGWwDWHCvdv+lOh8AO3HrxrWA5CwdmG5XdYtwQpRBCuJ8zWQoLOrIftdaXKaWuA26r2bBEXTJ73N14bNiHpzmXIAU2u4nhMU2h5zPuDk0IIQCsWuuTSimTUkpprVcopUpN4xOulZGUUWZ5UEYQk/tPxsPkAfs/BksGtLwCmvet5QiFEKJucCZLoVVrfRIo7MiA3jUcl6gjZo+7G5+EP/HyyC3MiaHQ/LQiAJQkuRRC1AkZSqkmwG/APKXU6xRtWCxqSFBoUJnlmUGZ3N/7fmMa4R5jL66a2ug4ICCg8CGEEHWVM38xS0fWiHls2IfJVGI5HyaTxmPjQTdFJIQQpYwCcoEYjKmERwCZ71zDhkwbgqefZ4myfM989P2aYN9gOPodZO0Dvw7Q/pYaieHs2bOFDyGEqKucGXBJR9aIeZpzq1QuhBBu8LTW2qa1tmitP9RavwE87u6gGrpe0b0YETuCoLAgUJARlMHSEUuZ9I9JxgkFqeC7PgomZ1YwCCFEw+TMN+DTWut/AjYc+4EopV4E/lmTgYm6wWLzwcuj9ODKYvMp42whhHCLGyndJw0ro0y42LZLtjE9ZjqJGYkA9GrVi4tbXgxndkLqSjD7QZf7a+z6mZmZNda2EEK4ijN3uG4so2yYqwMRdVNmq6alyux2M9b+EW6IRgghiiilHlRK/QF0U0ptLvbYh7HZsKhBcdvjmLR0UuFgC2Dv6b3EbY8rWrvVaQJ4NauxGGQNlxCiPij3DpdS6kHgIaCrUmpzsaoAIKGmAxPul5+Tje/Js2AGm80Dk8mKxeaDtX8E93/yqbvDE0KIz4FVwEvAU8XKs7TWJ9wTUuMxddVUsi3ZJcrybHlMXfkU0W1PGQVdH3NDZEIIUbdUNKVQOrJGbs64sQSYz5Jv9WHYis9oGdrF3SEJIUQhrXU6kA7coZTqCQx0VP0KSD9Vw5Iyksouz0yB1kCboRAke08LIUS5Uwq11ula6/1a6zsAX+A6x6NlbQXXEDz//PMopVBK8fzzz5eqf+KJJwrrX3/99VL1kyZNKqyPjY0tVT9mzJjC+gULFpSqHzFiRGH90qVLS9UPGjSosH716tWF5Sl//oHvjkMA2P/STQZbQog6Syn1CMaPhKGOx+dKqb+6N6qGLzQotOxyT7Px4iLZ6FgIIcCJNVzSkTVOX9/zOB7mfDJtASSGdnZ3OEIIUZEHgf5a6386kjxFYUyJFzVo2pBp+Hn6lSjzM3sxLdgGgRdDyHU1HkPBD4aqYKNIIYSog5xJmiEdWSPz6yfv0jzrJFrDUlJ44T//dXdIQghREQVYih1bHGWiBkX3iiZ2RCxhQWEoFGFBocSGtyM6EGOjYxkECSEEAEprXfEJSm0H+mqt8xzH3kCC1rpXLcTndn379tUJCY0nR4jNaiX2kisJUpkcMQXw5I54ACr7dyKEEDVJKbVJa933vDIPrbVVKfUkMBr4ylF1C7BQa/1abcfpDnWmnzq5DlZcbmQlHJUCHn6Vv+cCFb+zJf2UEMKdyuqnCpR7h0spVZBQ4xNgvVLqX0qON0CmAAAXzklEQVSpfwFrgY9dH6aoCxZMeZAglYnN5smtc19Fay2dmBCirtoAoLX+HzAJyAZygIcay2CrTilIBd/lwVoZbAGFfZT0U0KIuqyiLIUbgN5a6/8ppX4GrsSYovGQ1npjrUQnalXGiaNYV27F7AFZXdrTuc+V7g5JCCEqUnh7w9EvSd/kLueSIflLUGaIkGXeQghRXEUDrhrryJRSh4EswAZYtdZ9lVLBwGdAOHAYuFNrna6M+QIzgJswfr2cqLXe7GhnAvAvR7P/1Vp/7CjvA8zFyK64HJiitdblXcNVn6u++2TMPQR75JBjbcLEBZ+4OxwhhKhMS6XU4+VVaq3fqM1gGqVDcbB1KmQ7Nj8OHgBNOrg3JiGEqGMqGnDVdEd2jdb6VLHjp4BVWuuXlVJPOY7/AQwFIhyPKGAWEOUYPD0H9AU0sEkptcQxgJqFMb1kPcaA60bguwqu0ejt+GkpQUeOgQkCbh2AX2Azd4ckhBCVMQP+SIIM9zgUBxsmga3Y5sdnthjlHaPdF5cQQtQxFQ24arsjGwkMcrz+GFiNMRgaCczTxgTt9UqppkqpNo5zV2it0wCUUiuAG5VSq4FArfU6R/k8YBTGgKu8azR6P//tfzQ32UhXTXnkpbcAyMrKKqwPCAhwV2hCCFGeY1rrF9wdRKO1dWrJwRaAPdcor6UBl/RTQoj6oKIBV012ZBr4USmlgfe11rFAa631MQCt9TGlVCvHue2A5GLvTXGUVVSeUkY5FVyjBKXUJIw7ZISGlr2xY0Oy9OV/0dyaht1uov/LDxeWBwYGFr6WBclCiDpI7my5U3ZS1cprgPRTQoj6oKJ9uGqyI7tCa90bY7rgI0qpq6oYh65GudO01rFa675a674tW7asylvrHWt+HqlzVwCQ1qI1/UaOdXNEQgjhtCHuDqBR8yvnB8nyyoUQopGqaMBVYx2Z1vqo4/kEsAjoDxx3TBXE8XzCcXoKUHwFbnvgaCXl7csop4JrNFofRo+hifks+VZvRs9/r0Sdv79/4UMIIeqaginlwk0ip4H5vPTvZj+jvJZIPyWEqA/KHXD9f3v3Hm1nXd95/P3JOSQpQggmgQXhKhOYUqYWEgP0BixbBi1CL6igQkQgXsBqgVmj05lCofVSSqc3R5ti5KKIdGwLKogMEotahGQMIEFJShmJoaIBQqxAkpPf/LGfhL0P57KTnH0979daz8pv//ZvP893/9Y+fPnu/Xuep1WJLMkrkuy5rQ2cDHwHuBVYVA1bBNxStW8FzknNccCGalngHcDJSfZOsne1nzuq5zYmOa66wuE5w/Y10jEmpR88spLpDz0GwNBxRzDn4P/Q8PzGjRu3b5IkNTj0rbBwCex+MJDavwuXtPWCGeYpSb1grHO4WmVf4B+qu8MPAjeWUr6c5H7g5iTnAd8H3liNv43aJeHXULss/LlQKwiTXMlLl6u/oq5IfDcvXRb+9moD+Mgox5iUPn/u7zF7YBMbh/bk/E96GXhJ0g469K1ekVCSxtH2gquU8hjw6hH61zPCMsbq6oQXjrKvpcDSEfqXA0c1e4zJ6Os3fIJZz/2IAhx60ekMDHai9pYkSZL621jncKlPDW3ZwkMfvp6ksH76LE6+6IOdDkmSJEnqS/6sMQnd+HvvYq9sYGhokN/4mytHHbdu3brt7f33378doUmS1DTzlKReYME1yTz3439j81dWMjAIzx12AIe95oRRx86dO3d72/ubSJK6jXlKUi9wSeEkc/1Zb2f64PM8v2V3zv3spzsdjiRJktTX/IVrEln1tdvZa+06mAJ7/Oax7D5j7zHH77fffm2KTJKkHWeektQLLLgmkbve9yFmTRnimczkwo/+9bjj69fGS5LUbcxTknqBBVefu+bsMxm8bzW7DbzArMDWrfCaD72z02FJkiRJk4LncPWxa84+k+nLVzF18AVq95mGJDz497d1NjBJkiRpkrDg6mOD961mypShhr6kMHjf6g5FJEmSJE0uLinsY7sNvLBD/cM9+uij29uHH374hMQkSdJEMU9J6gUWXH1s89B0pg6+vLjaPDS9qdcfccQR29ve30SS1G3MU5J6gUsK+9jGQ+YwPP9s3TrAloXzOhOQJEmSNMn4C1cfG3jiORIY2jrAlAyxeWg6WxbO4/wbbmrq9fPmWZhJkrqXeUpSL7Dg6lOfed87mZkNDA0Ncux1f87hx560w/uoXxsvSVK3MU9J6gUuKexDG9c/xYtfXgHAc686YKeKLUmSJEm7zoKrD1131iKmDz7P81t259ybPt3pcCSppyQ5MMndSR5J8nCS91X9r0xyZ5LV1b97V/1J8pdJ1iR5MMkxdftaVI1fnWRRXf/8JA9Vr/nLpHa3xNGOIUnqXRZcfeaRe77CXk/8AIBXnPYadp9hrpakHbQFuKSU8rPAccCFSY4EPgDcVUqZB9xVPQZ4HTCv2hYDH4da8QRcBhwLLAQuqyugPl6N3fa6U6r+0Y4hSepRnsPVZ/7Pe/+IWVOGeIaZXHjV/9qlfa1YsWJ7e/78+bsamiT1hFLKk8CTVXtjkkeAucDpwInVsOuAZcB/rfqvL7Xrkt+bZGaS/aqxd5ZSngZIcidwSpJlwIxSyj9X/dcDvwncPsYxNALzlKReYMHVR7541R8wa/N6tm6dwoI/XrzL+1uwYMH2tvc3kTQZJTkEOBr4FrBvVYxRSnkyyT7VsLnAE3UvW1v1jdW/doR+xjjG8LgWU/uFjIMOOmgn313vM09J6gUuKewTWza9yLpP3gHA06/ch2N/e9E4r5AkjSXJHsDngfeXUp4ba+gIfWUn+ptWSllSSllQSlkwZ86cHXmpJKnN/IWrT3xq0dvYY+AnbB6axpuv/6sJ2ecxxxwz/iBJ6kNJdqNWbH2mlPL3VfcPk+xX/fK0H/BU1b8WOLDu5QcA66r+E4f1L6v6Dxhh/FjH0AjMU5J6gQVXH/i31auY+u01MACb5s9j38OOnJD91q+Nl6TJorpi4CeBR0opf1b31K3AIuAj1b+31PVflOQmahfI2FAVTHcAH6q7UMbJwAdLKU8n2ZjkOGpLFc8B/mqcY2gE5ilJvcCCqw/cvOgiZg9sYuPQnpz3qes7HY4k9bpfAs4GHkqysur7b9SKoJuTnAd8H3hj9dxtwOuBNcBPgXMBqsLqSuD+atwV2y6gAbwbuBb4GWoXy7i96h/tGJKkHmXB1eO+edM1zHr2KQpw4Lt+g8Gp0zodkiT1tFLK1xn5PCuA144wvgAXjrKvpcDSEfqXA0eN0L9+pGNIknqXF83ocSuvXEpSeHraLF7//v/R6XAkSZIk1fEXrh5248XvYiYbGBoa5OSPXTbh+1+2bNn29oknnjjh+5ckaVeYpyT1AguuHvXvz/yYF760gumDsOGQuRzxixO/AuWkk07a3vb+JpKkbmOektQLXFLYo6498xymD/6UF7bszrmf9UIZkiRJUjfyF64e9N2v38mM7/8ApsD0U+fzir1nt+Q4J5xwQkv2K0nSRDBPSeoFFlw96M73XsmsKVt4lpm85+pPtOw49WvjJUnqNuYpSb3AJYU95rY/u4JZm9ZTSjj6svM6HY4kSZKkMVhw9ZAtm15k7ZLbAFg/cx+Of9M7OhyRJEmSpLFYcPWQT517DnsMbGTz0DTefMNfdzocSZIkSePwHK4e8cN/WcXUFathADYdfRj7HnZky4/5hS98YXv7DW94Q8uPJ0nSjjBPSeoFFlw94nNnX8TsgRf5ydCevOO6T7flmKeddtr2tvc3kSR1G/OUpF5gwdXFrjn7TAbvW81uAy8wCyAw94JTGJw6rdOhSZIkSWqCBVeXuubsM5m+fBVTBoe295USnlz53bbFcOqpp7btWJIk7SjzlKReYMHVpQbvW91QbAEkhcH7Vrcthvq18ZIkdRvzlKRe4FUKu9RuAy/sUL8kSZKk7mPB1aU2D03foX5JkiRJ3ceCq0ttWTiPrVsHGvq2bh1gy8J5HYpIkiRJ0o7yHK4udf4NNzVcpXDz0HS2LJzH+Tfc1LYYbrzxxu3tt7zlLW07riRJzTBPSeoF8b4VY1uwYEFZvnx5p8PoiCTb235OJHVSkhWllAWdjqMbmadqzFOSOmmsPOWSQkmSJElqEZcUalRnnXVWp0OQJGlU5ilJvcCCS6OqXxsvSVK3MU9J6gUuKZQkSZKkFrHgkiRJkqQWseCSJEmSpBbxHC6NasmSJdvbixcv7mAkkiS9nHlKUi/wPlzj8P4mNX5OJHWS9+EanXmqxjwlqZO8D5ckSZIkdYBLCjWqCy64oNMhSJI0KvOUpF5gwaVR1a+NlySp25inJPUClxRKkiRJUotYcEmSJElSi1hwSZIkSVKLeA6XRnX11Vdvb19yySUdjESSpJczT0nqBd6Haxze36TGz4mkTvI+XKMzT9WYpyR1kvfhkiRJkqQOcEmhRnXxxRd3OgRJkkZlnpLUCyy4NKr6tfGSJHUb85SkXuCSQkmSJElqEQsuSZIkSWqRSVlwJTklyfeSrEnygU7HI0lSPfOUJPWPSXcOV5IB4GPArwNrgfuT3FpKWdXZyLrP5ZdfPmJbktQ65qnmmack9YJJdx+uJMcDl5dS/nP1+IMApZQPjzTe+5vUTLbPiaTuMpnuw2Weap55SlK38D5cjeYCT9Q9Xlv1SZLUDcxTktRHJt2SQiAj9DV8LZZkMbAY4KCDDmpHTF3psssu63QIkjQZmaeaZJ6S1AsmY8G1Fjiw7vEBwLr6AaWUJcASqC3VaF9o3cX18JLUEeapJpmnJPWCybik8H5gXpJDk0wFzgRu7XBMkiRtY56SpD4y6X7hKqVsSXIRcAcwACwtpTzc4bAkSQLMU5LUbyZdwQVQSrkNuK3TcUiSNBLzlCT1j8m4pFCSJEmS2sKCS5IkSZJaxIJLkiRJklrEgkuSJEmSWsSCS5IkSZJaxIJLkiRJklrEgkuSJEmSWsSCS5IkSZJaxIJLkiRJklrEgkuSJEmSWsSCS5IkSZJaxIJLkiRJklokpZROx9DVkvwI+H+7sIvZwI8nKJx+4Hw0cj4aOR+NnI+XHFxKmdPpILqReWrCOR+NnI9Gzkcj5+Mlo+YpC64WS7K8lLKg03F0C+ejkfPRyPlo5HyoHfycNXI+GjkfjZyPRs5Hc1xSKEmSJEktYsElSZIkSS1iwdV6SzodQJdxPho5H42cj0bOh9rBz1kj56OR89HI+WjkfDTBc7gkSZIkqUX8hUuSJEmSWsSCS5IkSZJaxIJrgiQ5Jcn3kqxJ8oERnp+W5HPV899Kckj7o2yfJubj4iSrkjyY5K4kB3ciznYZbz7qxp2RpCTp60usNjMfSd5UfUYeTnJju2Nspyb+Xg5KcneSb1d/M6/vRJzqbeapRuapRuapRuapRuapXVRKcdvFDRgA/gV4FTAVeAA4ctiY9wCfqNpnAp/rdNwdno+TgN2r9rsn+3xU4/YE/gm4F1jQ6bg7/PmYB3wb2Lt6vE+n4+7wfCwB3l21jwQe73Tcbr21mad2aj7MUy8fZ556aYx5qnGMeWqMzV+4JsZCYE0p5bFSyibgJuD0YWNOB66r2v8beG2StDHGdhp3Pkopd5dSflo9vBc4oM0xtlMznw+AK4E/AV5oZ3Ad0Mx8XAB8rJTyDEAp5ak2x9hOzcxHAWZU7b2AdW2MT/3BPNXIPNXIPNXIPNXIPLWLLLgmxlzgibrHa6u+EceUUrYAG4BZbYmu/ZqZj3rnAbe3NKLOGnc+khwNHFhK+WI7A+uQZj4fhwOHJ/lGknuTnNK26Nqvmfm4HHhbkrXAbcB72xOa+oh5qpF5qpF5qpF5qpF5ahcNdjqAPjHSN4DDr7ffzJh+0fR7TfI2YAFwQksj6qwx5yPJFOB/Am9vV0Ad1sznY5Daco0TqX2rfE+So0opz7Y4tk5oZj7OAq4tpVyd5Hjghmo+trY+PPUJ81Qj81Qj81Qj81Qj89Qu8heuibEWOLDu8QG8/KfU7WOSDFL7ufXptkTXfs3MB0l+Dfh94LRSyottiq0TxpuPPYGjgGVJHgeOA27t4xOSm/17uaWUsrmU8q/A96gltn7UzHycB9wMUEr5Z2A6MLst0alfmKcamacamacamacamad2kQXXxLgfmJfk0CRTqZ1sfOuwMbcCi6r2GcBXS3VmYR8adz6qpQl/Qy2J9fO6ZxhnPkopG0ops0sph5RSDqF2rsBppZTlnQm35Zr5e/lHaiesk2Q2taUbj7U1yvZpZj6+D7wWIMnPUktkP2prlOp15qlG5qlG5qlG5qlG5qldZME1Aaq17hcBdwCPADeXUh5OckWS06phnwRmJVkDXAyMesnVXtfkfFwF7AH8XZKVSYb/4faNJudj0mhyPu4A1idZBdwN/JdSyvrORNxaTc7HJcAFSR4APgu8vY//R1gtYJ5qZJ5qZJ5qZJ5qZJ7adXEuJEmSJKk1/IVLkiRJklrEgkuSJEmSWsSCS5IkSZJaxIJLkiRJklrEgkuSJEmSWsSCS5IkSZJaxIJLk16SmUne0+k4dkSSFdXNB+v73p9k9wk+zuVJLp3IfQ7b/7VJzqja1yQ5slXHkqReZq4a8zjmKnU1Cy4JZgI9k8SSHAL8oJSyadhT7wcmNIm1Uynl/FLKqk7HIUldylzVBcxV2hkWXBJ8BDgsycokVyXZI8ldSf5vkoeSnA615JHkO9telOTSJJePttMkhyX5cvUN3z1J/mPVf0uSc6r2O5N8pmovS/LnSb6Z5DtJFo6y69cBXx52rN8F9gfuTnJ31ffxJMuTPJzkD+vGPp5kdtVekGTZOPPz6iRfTbI6yQXV60abo1ck+VKSB6r38Oaqf36Sr1VzcUeS/UaYr2VJFlTtnyT542o/9ybZt+qfk+TzSe6vtl8aJ3ZJ6hfmqrGZq9S9SilubpN6Aw4BvlP3eBCYUbVnA2uAjDDuUuDyMfZ7FzCvah8LfLVq71vt81eAR4FXVv3LgL+t2r9af6xh+70FeNUI/Y8Ds+seb9vvQLXvnx8+DlgALBvjPVwOPAD8TDUXT1BLlqPN0e9sew/Vc3sBuwHfBOZUfW8Gllbta4Ez6t7/gqpdgDdU7T8B/nvVvhH45ap9EPBIpz8/bm5ubu3YzFXmKrfe3QaRNFyADyX5VWArMJda4ml+B8kewC8Cf5dkW/c0gFLKD5P8AXA38FullKfrXvrZasw/JZmRZGYp5dm6/U4FDiilPNZEGG9KsphawtkPOBJ4cEfeR+WWUsrzwPPVN5ILgS8x8hw9BPxpko8CXyyl3JPkKOAo4M5qLgaAJ8c55ibgi1V7BfDrVfvXgCPr5nRGkj1LKRt34n1JUi8zVzUyV6lrWXBJL/dWYA4wv5SyOcnjwHRgC43LcKePsY8pwLOllF8Y5fn/BKyn9g1cvTLO418Bvj7GcQFIcii1bzVfU0p5Jsm1dfHWv4+x3sNYMY04R6WUR5PMB14PfDjJV4B/AB4upRzfxLG22VxK2XbcIV76b9UU4PgqqUrSZGauGj8mc5W6gudwSbAR2LPu8V7AU9V/nE8CDq76fwjsk2RWkmnAqaPtsJTyHPCvSd4IkJpXV+2F1Na2Hw1cWiWcbbatI/9lYEMpZcOwXZ8C3N7E+5gB/DuwoVpT/rq6cY8D86v274z2HuqcnmR6klnAicD9jDJHSfYHflpK+TTwp8AxwPeAOUmOr8bsluTnmjjuSL4CXLTtQZLR/idBkvqNuWps5ip1LQsuTXqllPXAN6oTZ68CPgMsSLKc2rdj363GbQauAL5FbQnBd8fZ9VuB85I8ADxMLRlMA/4WeEcpZR1wCbA0L607eCbJN4FPAOeNsM8Tga+NcrwlwO1J7i6lPAB8uzruUuAbdeP+EPiLJPdQ+0ZuPPdRW5ZxL3BlFfeIc0Tt29D7kqwEfh/4o1K7QtUZwEeruVhJbQnLzvjd6rgPJlkFvGsn9yNJPcVcNS5zlbpWXvolVFInpXYFpktLKctHef4Aaif5vm6k5yVJajVzlbTjPIdL6hGllLU0LreQJKmrmKukl/MXLmkXJfkYMPweG39RSvlUJ+LZGUnOBd43rPsbpZQLOxGPJGlimaukzrHgkiRJkqQW8aIZkiRJktQiFlySJEmS1CIWXJIkSZLUIhZckiRJktQi/x+rNOJDOMp+YAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, sharex=True, figsize=(14,7))\n", "ax[0].set_prop_cycle(color=['orange', 'green', 'purple', 'brown'],marker=['o', 'o', 'o', 'o'])\n", "ax[0].plot(tau_fraction, fig6c_data['x2'], label='alpha = 2 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].plot(tau_fraction, fig6c_data['x2p57'], label='alpha = 2.57 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].plot(tau_fraction, fig6c_data['x3'], label='alpha = 3 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].plot(tau_fraction, fig6c_data['x4'], label='alpha = 4 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].set_ylabel('Total intracellular copy number of reelin')\n", "ax[0].set_xlabel('tau_exp / tau_baseline')\n", "ax[0].set_title('Figure 6C')\n", "ax[0].legend()\n", "ax[0].hlines(y = 552952, xmin = 0.0, xmax = 0.14, color = 'black', linestyle = ':', linewidth=3)\n", "ax[0].vlines(x = 0.14, ymin = 0.0, ymax = 552952, color = 'black', linestyle = ':', linewidth=3)\n", "\n", "ax[1].set_prop_cycle(color=['orange', 'green', 'purple', 'brown'],marker=['o', 'o', 'o', 'o'])\n", "ax[1].plot(tau_fraction, fig6d_data['x2'], label='alpha = 2 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].plot(tau_fraction, fig6d_data['x2p57'], label='alpha = 2.57 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].plot(tau_fraction, fig6d_data['x3'], label='alpha = 3 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].plot(tau_fraction, fig6d_data['x4'], label='alpha = 4 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].set_ylabel('Total intracellular copy number of AB42')\n", "ax[1].set_xlabel('tau_exp / tau_baseline')\n", "ax[1].set_title('Figure 6D')\n", "ax[1].hlines(y = 622750, xmin = 0.0, xmax = 0.14, color = 'black', linestyle = ':', linewidth=3)\n", "ax[1].vlines(x = 0.14, ymin = 0.0, ymax = 622750, color = 'black', linestyle = ':', linewidth=3)\n", "\n", "fig.savefig(save_dir + \"Figure_6.png\", bbox_inches=\"tight\")\n", "\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "OpenCOR", "language": "python", "name": "opencor" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }