{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Statistical Data Visualization\n", "\n", "Feng Li\n", "\n", "School of Statistics and Mathematics\n", "\n", "Central University of Finance and Economics\n", "\n", "[feng.li@cufe.edu.cn](mailto:feng.li@cufe.edu.cn)\n", "\n", "[https://feng.li/python](https://feng.li/python)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Basic Ploting with `matplotlib`\n", "\n", "`matplotlib` is the most popular Python library for producing plots and other 2D data visualizations. It was originally created by John D. Hunter (JDH) and is now maintained by a large team of developers. It is well-suited for creating plots suitable for publication. It integrates well with IPython, thus providing a comfortable interactive environment for plotting and exploring data. The plots are also interactive; you can zoom in on a section of the plot and pan around the plot using the toolbar in the plot window.\n", "\n", "\n", "- [matplotlib User Guide](https://matplotlib.org/stable/users/index.html)\n", "- [matplotlib Gallery](https://matplotlib.org/stable/gallery/index.html)\n", "\n", "\n", "```sh\n", "pip3 install matplotlib -U\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Display the probability density function (pdf)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import numpy as np\n", "from scipy.stats import norm\n", "import matplotlib.pyplot as plt\n", "r = norm.rvs(loc=0, scale=1, size=1000)\n", "x = np.linspace(norm.ppf(0.01), #ppf stands for percentiles.\n", " norm.ppf(0.99), 100)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "ax.plot(x, norm.pdf(x),\n", " 'blue', lw=5, alpha=0.6, label='norm pdf')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- We could compare it with the histogram:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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1zf5SDS/JbwHbmPm78z5ge1Xdd8ZztF7uknQuan5aRpLORZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJatD/AhBwtJgHfszaAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "ax.hist(r, histtype='stepfilled', alpha=1, label='...')\n", "ax.legend(loc='best', frameon=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "years = [1950, 1960, 1970, 1980, 1990, 2000, 2010]\n", "gdp = [300.2, 543.3, 1075.9, 2862.5, 5979.6, 10289.7, 14958.3]\n", "# create a line chart, years on x-axis, gdp on y-axis\n", "fig = plt.figure()\n", "plt.plot(years, gdp, color='green', marker='o', linestyle='solid')\n", "# add a title\n", "plt.title(\"Nominal GDP\")\n", "# add a label to the y-axis\n", "plt.ylabel(\"Billions of $\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 3D Plot" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from scipy import special\n", "def drumhead_height(n, k, distance, angle, t):\n", " kth_zero = special.jn_zeros(n, k)[-1]\n", " return np.cos(t) * np.cos(n*angle) * special.jn(n, distance*kth_zero)\n", "theta = np.r_[0:2*np.pi:50j]\n", "radius = np.r_[0:1:50j]\n", "x = np.array([r * np.cos(theta) for r in radius])\n", "y = np.array([r * np.sin(theta) for r in radius])\n", "z = np.array([drumhead_height(1, 1, r, theta, 0.5) for r in radius])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.plot_surface(x, y, z, rstride=1, cstride=1, cmap=cm.jet)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "ax.set_zlabel('Z')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Statistical Data Visualization with `Seaborn`\n", "\n", "Seaborn is a library for making attractive and informative statistical graphics in Python. It is built on top of matplotlib and tightly integrated with the PyData stack, including support for numpy and pandas data structures and statistical routines from scipy and statsmodels.\n", "\n", "\n", "- [Seaborn Examples](http://seaborn.pydata.org/examples/index.html)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# ! pip3 install seaborn -U" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Features that seaborn offers\n", "\n", "- Several [built-in themes](http://seaborn.pydata.org/tutorial/aesthetics.html#aesthetics-tutorial) for styling matplotlib graphics\n", "- Tools for choosing color palettes to make beautiful plots that reveal patterns in your data\n", "- Functions for visualizing univariate and bivariate **distributions** or for comparing them between subsets of data\n", "- Tools that fit and visualize **linear regression** models for different kinds of independent and dependent variables\n", "- Functions that visualize **matrices of data** and use clustering algorithms to discover structure in those matrices\n", "- A function to plot statistical **timeseries** data with flexible estimation and representation of uncertainty around the estimate\n", "- High-level abstractions for structuring grids of plots that let you easily build complex visualizations" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Comparison with `matplotlib`\n", "\n", "- **Seaborn should be thought of as a complement to `matplotlib`, not a replacement for it**. When using seaborn, it is likely that you will often invoke matplotlib functions directly to draw simpler plots already available through the pyplot namespace. \n", "\n", "- Further, the seaborn functions aim to make plots that are reasonably “production ready” (including extracting semantic information from Pandas objects to add informative labels), but full customization will require changing attributes on the matplotlib objects directly. \n", "\n", "- The combination of seaborn’s high-level interface and matplotlib’s customizability and wide range of backends makes it easy to generate publication-quality figures." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualizing the distribution of a dataset\n", "\n", "\n", "When dealing with a set of data, often the first thing you’ll want to do is get a sense for how the variables are distributed. This chapter of the tutorial will give a brief introduction to some of the tools in seaborn for examining univariate and bivariate distributions. You may also want to look at the categorical plots chapter for examples of functions that make it easy to compare the distribution of a variable across levels of other variables." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import seaborn as sns\n", "import numpy as np\n", "sns.set(color_codes=True)\n", "np.random.seed(sum(map(ord, \"distributions\")))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Histograms\n", "\n", "Histograms are likely familiar, and a hist function already exists in matplotlib. A histogram represents the distribution of data by forming bins along the range of the data and then drawing bars to show the number of observations that fall in each bin." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.random.normal(size=100)\n", "sns.displot(x)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(x, kde=False, rug=True);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import pandas as pd\n", "sns.set_theme(style=\"darkgrid\")\n", "iris = pd.read_csv(\"data/iris.csv\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nT+ejH/1oRPeXl9dhmj3b17Wv9Fm4kuMUmp/AiXcJHFsHmg81bRaO6TejpI5v949YW+MUQhA4/CaBQ2+gjl2I+/onkKSrE6vr6a+nUZKFd+PvEA1VqOOWoI6cBaZO4Ng6zNJs3Cs/jmPswl4x1u6iL4xTliWSk0N3t+uxP8s7d+5k0aJFJCdb+0L33nsv//nPfyIWQpsrixAC/exu/Ptftn6BR87BOfdulKTh3fJ8SZJwzbkbFJXA/lcIxAzANf/+bnl2b0IvOoN33f8huaKJuvubKCmjms+pI2bgfefn+Hb8HWXYFGR3x2bWNj1Hj/1JnjhxIrt376ahoQEhBJs3b2batGk99TqbLmBWF+F9+6f4tv4ZKToRz51fx7Pq090mgpfjmnk7jgnLCRx9Gz3/ZLc//2piVBbiffeXyFEJRN31jRYiCCCpLlzLHwfNZwWSbHoNPTYjXLp0Kenp6dx77704HA6mTZvGE0880VOvs+kEQgi0U+/h3/cSKAquZY/jmLi8x5esriWPYhSfw7ftr0Q/+CMkh7tH33clEJoP74ZfIykOPLd+ETk6MeR1SuJQlOHT0M7swjnnHnvPvJfQozvWTzzxhC1+vRThq8O79c8YucdQhk/HvfxDYX95uxtJdeJa/iG8b/2QwNF3cM2774q8tyfx7/43oqYEz+1fRY4d0Oa16ogZ+POOI+rKkGJTrtAIbdri2g7d2YTEKM/Du+HXiPpKXIvfj2PKjVd8ZqKmjkMds5DAifU4ptyAHJVwRd/fnej5J9FO78A583bUwRPavV5JHQeAUXQW2RbCXoFdYtfP0HOP0/DmD8DQibrzaZxTb7pqyzPX3LvB0Agcf/eqvL87EHoA385/IMWn4pxzV0T3yIlDQZIxqy728OhsIsUWwn6Edm4P3vW/Qo5PJeqeb6MMHHNVxyPHp6KOno+WsQ0R8F7VsXQW7dQmRE0J7iWPIimOiO6RZAUpOhGztqyHR2cTKbYQ9hO0s7vxbX4WJXU8UXd89YrtB7aHc9pq0Lxo5/Zc7aF0GOGvx3/kbZTh01GHTe3QvZInHuHr3Xl3/QlbCPsBWvZhfFv/gjJkIp5bPterTBDklFHIA9LQ0rfQg0VOPULgxAYINHQqH1JSndBYcWJz9bGF8BrHKMnC994fkVNG4ln9WSS1d9V7S5KEY+J1mBV5Vk1uH0EEvARObkAdOQcleUTHHyArCGF2/8BsOoUthNcwZkMV3g2/QYqKw7P6qV6br+cYPR8kpU8tj7WMrRDw4px1e+ceYOpIstKtY7LpPLYQXqMI08S3+U+IQAOeVZ9F9sRd7SGFRXLHoI6Yjn5ub5+YJQnTIHBqE8rgCUHVIxE/Qw9AhMEVm57HFsJrFO3EuxiFGbgXP4qS3P2lct2NOmY+oqEKo/j81R5Ku+g5RxF15Timrer0M4SvDsmuNe412EJ4DWJWXcR/4DXUkXNQJyy72sOJCHXETFBU9Kz9V3so7aJlbEGKTkIdMatT9wshEN4aJHdoJxSbK49dWXKNIYTAt/MfoDpwLX2sR5KlzYYqjLwTGKUXEPWVAEixA6ifOAsRPy7ifLrLkZwe1GHT0C8cQix6X6+twTVrSzHyT+GccxeS3Ml5hL8edL/t2N2LsIXwGkPPPoRRmIFryQeQo+K79dlGWTaBw2vQc46AMMHpQY4ZAEJgFqRTfHIjUnQirvkPoI5d1GExU0fNQc85gll6AWXg6G4de3ehnd4JgKMLM22zrhwAyRbCXoMthNcQwjQIHHgVOWEIjkkruu+5/nr8e19EO70dXNE4Z9yCOmYhctKwZrETpk5MbRYlm1/At+VZ1IIM3Msf71BkVE2bBZKCfuFgrxRCIQTa2d0oQyd1aTbXVFonJwzurqHZdBFbCK8h9PP7MKsu4r7p092WmmGUXsC74beIhioc02/GNfuukAnZkqwSNXYOUbFjCRx6ncCRNfiMAO6Vn4h4Zii5olGGTkK7cBDn/Ad63fLYLDmPqC3FMfvOrj2nqtDqYRI3sJtGZtNV7GDJNYIQgsCxtciJw1BHzu6WZ2oXDtHw1g9Bkoi66xu4Fz7cblWKJMu45t2Hc9796Of3ETj6TofeqY6ai6gp6ZXJ1dr5faCoqKPmduk5ZnkecnyqVV1i0yuwhfAawShIx6zIxzl9dbfMpLRze/Bt+h1yclqjQUPHlqrOmbehjllA4OBrGGXZEd/nGDXXWh6f39fBEfcsQpjoWQdQh8/ocomiUZaDnJzWTSOz6Q5sIbxG0DK3gisaNcKmQG2h5x7Ft+XPKKkTiLrty51KxpYkCffSx5DcMfh2/D3iRGnJHYMyfCpaL0uuNorPWb1cRs/r0nPMunJEfUWv3APtz9hCeA0gfHXo2YdxjFvcqdSVyzHK8/Bu+gNy8nCrNtnR+dpkyRWNa8GDmKUX0LMORHyfY+wiRH0FRmFmp9/d3ehZB6xl8YgZXXqOUXQWuGTOatM7sIXwGkDLPgSmgWP80i49R2g+vJt+j+T04Lm5e1xq1LGLkROHEjj0ZsQzPHXkbHBGoWVu6/L7uwMhBHr2YZShU7u+LL6YCQ43cmeMGmx6DFsIrwH0rANIsSld/uXy7/4PoqYY98qPd5t1viTLOGfdgVlViJ5zNLJ7VCeO8UvQLxzE9NZ0yzi6glmea5XUdUMQSi/MtHpE24YLvQpbCPs4QvdjFGaijpzdpSCJXpiBdno7zum3oA6Z1I0jBHX0PKSY5A61sHRMvh5MA+3Ue906ls6g5xwBJJS0mV16jllTiqguQh06pVvGZdN92ELYxzEungZTRx3e+Z7RwtTx7/wHUmwKzjl3d9/gGpFkBcfkGzAKMzAq8iO6R0kYgjJiJtqp9xCav9vH1BH07CPIg8Z02cFHzz0GgJrWtX1Gm+7HFsI+jlGYCbLSpc137fROKxF70ft6LLfNMXEZyGqH9v1cM29D+OvQ0q/erNCsK8csz0FN64Zlcc4RpPhU5PjUbhiZTXdiC2Efxyg5j5yc1mnnaWFoBA6/hTxobJeXfm0hu2NRR81BO7PL8uKLACV1HMrw6fiPvoPw1/fY2NqieRY3cmaXniP89RiFmd2yz2jT/dhC2IcRwsQoze5STpp+fh+ivgLXnLt7vKTNMWkFBBo6lErjmn8/+BvwH3qjx8bVFnrOUaS4QcjxXasL1rMPgzBQR83pppHZdCe2EPZhRG2ZZefUSeNVIQSBkxuRE4ehXIENfGXwRKS4QZZ5Q6T3JI/AMfl6tFObOlSh0h0IzYdRmI6aNrPLfyS08/usyH6KnUjdG7GFsA9jVhYAoCQO7dz9ZTmYZTk4pqy8IgYHVqOm5RgXT2M0jj0SXPPuQ3LH4dv6F4Sh9eAIW6LnnQBDt1xxuoDZUIVRkI5jzIJeZyRhY2ELYR/GrCkFQIof1Kn7tbO7QVZxjFnQncNqE8eExqBJ+uaI75Fc0biXfwizIh//gVd7cHQt0bMPI7liulwFop/dA8LEMX5JN43MpruxhbAPY9aWgupCcnXc8t0yEdiPOmI6kiu6B0YXGtkThzp6nhU0CTREfJ+aNhPH5JVox99tzOvrWYSho+ceQ0mb0aXkZyEE2untyIPG2v6DvRhbCPswoqEaKTqhU8stsyzHMhEYeeU3753TVoHmQ8voWAmda+HDyAPS8G55FrOqqIdGZ2EUpkOgAcfIrlluGcVnMasu4pywvJtGZtMT2ELYhxHeGmRP5+z49dzjgITShUTszqKkjEIZMonAifURp9KAVXrnuenTSJKCd8OvezSlRjt/ABxulGFdCyJppzaD04N6BbcfbDqOLYR9GBGo7/Sy1riYiZw84qr1O3bOvhPRUIWWsaVD98mxA3Df9CRmTYnlnN0DwRNhaOjZB1FHzulSgrnZUIWedQDH+GVdcvGx6XlsIezDiIAXHO6O32fqGMXnUQaP74FRRYY6ZBLK0MkEDq/p8MxOHTIR93UfwbiYiW/rc93uW6hnH4GAF8e4RV16jpa+BYSBc8rKbhqZTU9hC2FfRg90qqLErCwEI4AycEwPDCpyXAseQgTqOxUJdoxbjHP+/ejn91quOUJ027i0jC1IMckoQyZ3+hlCD6Clb0YZMcMuqesD2ELYhxGmAUrHI5pmWQ4AyoCR3TyijqEMSMMx+Qa09C3NhqUdwTnjNhzTVqOd2kTg4GvdMiazqgijMAPHxOs637cYKzVJ+GpxTr+5W8Zl07PYQtiXESZIHf8WGpUFoDiQekEXNde8+5Bik/FuebZD6TRgJWi7Fj6MY8JyAkfW4D/8VpfHEzi+FhQVx8TOR3mFaViNtFJGoQye2OUx2fQ8thD2aTpXpWBWXUROSO3SjKe7kJwePCs/gagrx7ftrx3e75MkCdeyx1HHLSZw8DX8h9/s9DLZrCtHO7MLx4TlXTKm1bMOIGpKcM683a4k6SNc/d8Em04jSTKYRofvEzUlyLFXfzbYhDJoLK4FD6BfOEigE+YKkizjvu6jqOOWEDj4Ov59L3YqgOLf+yJIEs4Zt3b43iaEMAkcWYOcMAR1ZNdK82yuHHaD976MooKhd+gWIQRmbTnK8OlderVRUYCefQgMDWXIJJQuulo7pt2MWVloWYLFplileB1AkmXcKz6C3+FGO/4uoqEa9/IPRZz+ouceQ8/aj3PuPcixAzrzEaznXDiIWVnQ2Njenmf0FWwh7MsoDoQReUIyAIEGMALI0Ymdfq3/6FoCB14GIaw9yiNrkAeNJXD3p4HOJXhLkoRr6Qcx6yrwbf8rONw4Otg6U5JkXEseRYpOIHDgVRqqi/Dc8EnkdvZCzZoSvFueRU4c1rXZoGkSOPQmcsJg1NHzO/0cmyuP/SerDyM5XNBBG3vR2AxJ6mQitXZmF4H9L6GOmkv0Y78l5vE/4Fr2OKK6mIK/fgXtwqFOPRdAUlQ8qz6NPHAMvs1/bDZF7dAzJAnXrDtwr/oMZnUR9a9+i8DJTQgz9MzZKM+jYc1PAPCs/kyX2qHqWfswKwtwzrmnV+y/2kSO/d3qyzjcCL1jQmj66gCQ3LEdfp0IePHt+Q9K6nir0507FsnhwjlpBVH3fQ9nynB8G3+L/+jbnQ5YSA43UTd/DjlpGN4Nv20sBew4jpGzib7veygDx+Df/S/qX/wa/sNvYRSfQ6ssQr94Gt+uf9Lw+nfANIi6/SvtzhzbQpg6/kNvICcNRx3dtfpkmyuPvTTuw0hOD6JR2CKmMUVFckV1+H2B9C3gr8e18GEkueWPjhydyOBHv0v+q78hsP8VRG25tUzthHOL5Iom6tYv0bD2Z3g3/gbP6qdQh03t8HPk2BQ8t34RI+8YgWPrCBx8jcDB12hO0pEV1LGLcS14oMulhtrpnYjqYtyrPmvvDfZBbCHsw0jOKMyakg7dIwJe6386WJonhEA7tQll6JSwrQFkhwv3yicIxCYTOPqO1RDqxv/plMhI7hhLDN/5Kd71v24Uw44bIEiShDpiJuqImZgNVZglF4hx6tTpTpSBY5DcHbcwa43QA1ek74tNz2H/6erDSK5o8HXQgaXRpKCjZgJmeS6ivgLH2IVtj0mScc1/APeKj2GUnKfhtW+jd6JqBCwx9Nz2ZeT4QXg3/Bq96EynntOEHJWAOnIWsTNWoo6Y0S0iCFgtR+srrORwO2+wT2ILYR9GckYhAg0d2o9rdmvpYFBAz7P26pQRkfXkdYxfQtRd3wDFgXfNj/Dve6lDlltNyO5YSwyjk/Cu+yVGY3lgb0EEGvAffRtl2FTULqYQ2Vw9bCHsw0iuaKvMTvNFfpPZmGjcwb074+Jp5MShHVrmKgPSiL73uzgmLCNwbC31r34LvTCjQ+8Fy9Xac9uXkFxReNf9orlFQW8gcGydtW86//6rPRSbLmALYR+myYtQ+DsQMGmsuJA6UJ4nhLBsuzrRu0NyenAv/zCeW78EpoH37Z/i3fQMZl15h54jxyTjufULCNPAu+4XV63P8eWY3hoCJzagjp5/1Q0sbLqGLYR9GXeTEHbArKATe1iirhw0L3JyWofvbUIdNoXoB36Ac/Zd6DlHqX/xq/gPvt6h9B8lYQieVZ/BrC3Fu+n3lvvOVSRwZA0YGq6591zVcdh0HVsI+zCSs0kIOzA7ahTCjtTimpWFAMiJQyJ/T6hXqy5cc+8h+qEfo46cTeDwm9S/9DRa1v6I9znVwRNwL/8QRkE6/r0vdGk8XcGsr0RL34Jj/FK7KdM1gC2EfZhLS+MOCGFT/l8HZlNmtdUoqbt+4eWYZDw3fBLP7V9FckXh2/RMh/b+HOOX4ph6E9rJjWjn93XLmDpK4MjbIATO2XdclffbdC+2EPZhmpKiOyKEzQnOHTBrMKuLweHpVDVKW6hDJhJ1z3dxLX4Uo/gc9a9+k0DG1ohmh66FDyEPGotv+9+ahfpKYdZXomVuwzFhKXJsyhV9t03PYAthH+bSjLADe4SN+YMdaXpk1pYix6X0SI6cJMs4p95I9AM/RBk4Gv+O5/Ft/N2lxO+w96l4bvgkyArezX9CdNCFpysEjr8LwsQ58/Yr9k6bnsUWwr6M6rLcXzrg7NycSN2BIIWoLevxmY8VFf4iroUPoeccpeGN77VbNSPHJONe/mHM0gsEDr3eo+NrQvjq0DK2oo5ZgBxnzwavFWwh7MNIkgROT7uzpxY0ltaJCF1rLP/CMqQuePRFiiTJOKffgue2L2J6a2h44/sYpdlt3uMYNQfHxOUEjq3FKD7X42MMZG4F3d8luy6b3octhH0cyelBaJELYXPXuwiTsIW/zvIvjEnuzPA6hTpkEtF3fRNUJw3v/BSjJKvN610LH0GKTsK39S+dql6JFGEaaKc2W0a0ycN77D02Vx5bCPs4kuruUGWJ5PQARCyeoq7Cui8mqeOD6wJyQipRdz6N5IqhYd0vMCryw15rJW1/CLO6yMrt6yH03GNWvfXUG3vsHTZXB1sI+zoOZ8TLXACahDAQmXg2VYDIMT2/NG6NHJNM1G1fRlIceNf9H2ZDVdhr1WFTrZ4lx9ZaXfp6AC1zG1JUAuqImT3yfJurhy2EfRxJdUEHloOSo0kII50RWkJ4pWeETchxKXhu/hzCX4d34+/COk2DlVKDw41/17+6teE7gNlQjZF3HMf4JZ3yWLTp3dhC2NdRHG2KQxCqs0ORZrO2DFRnt+cQdgRlQJoVHS4+h3//K2Gvkz1xuObei1GYgX7hYLeOQc/aD0Kgjlvcrc+16R3Yxqx9HElxIPTIcwI7Gmm2Wn8O6HQOoRACUVuKUXwOs7bU6rGiOpFjkpEHjEROGhqRo7Nj7EKMojNox99FHT4ddejk0NdNWoGWsRX/vpdQ02YhKd3zI66d34ecPBwlcWi3PM+md2ELYV9HlkF0zHxAckZFHCwxa0qROtEDWRg62pmdaKc2YV4e6JBVuGwGK0Un4hi7CMeUG5HbWX67Fj6EUZCOb+tfiH7gh82Bn8uRZAXXggfxrvsFWsYWnFNv6vDYW2PWVWAWn8M5994uP8umd2ILYV9HUhBmx5qZSw43RDAjFMLErC3BEWb2FQ6j6Cy+bc9hVhchD0jDtfj9KEMmIccPsmawpo6oKcMoPot24RCB4+sInNyAc+oqnHPuupTi03rcqgv3io/S8OYP8R96A/eiR0JepwybijJkEoEja3BMXB72eZGi5xwGsJsyXcPYQngt0MFVqxRh9ztRXwl6ADkhNeJnB9K34N/1T6SYJDyrP4syYmbQslqSVaSEVOSEVBwTlmHWluI/+AaBY2vRsg/juelJlKRhIZ+vDBqLY+J1aCc34piwHCUpeKkqSRLOuffgfetHaBnbcE5bFfH4Q6HnHkOKH4SS0DX3HZveix0s6fN0IjrqcCEiyD00qxpdZ+IjE8KqvW/i3/l3lGFTib7v+9YeXQR7i3JsCp7rP4bnti9DwEvDG99Hzz8Z9nrn/Pus6PC+8DZcaup4lMETCRxb26U6ZKEHMAozUYdP7/QzbHo/thD2dUyjw+kckuJobuLU5qOrIvch1M7souK9f6COno9n9WdD7t+1hzp0MlH3fgc5biDed3/V3CelNbI7FtesOzDyTqAXZoZ9nnPGLYiGqi5FkI3ic2BoneqgZ9N3sIWwr2MaHe4/QoSRZrOiAFzRSJ74Nq8zynLw7fgb7rQpuFc+0aU8Ozk6kag7voqcOATvht+FrTV2TLkBKSqBwMHXwj5LGT4NKX4QgVObOj0eoyAdJAUldUKnn2HT+7GFsI8j9IDlQtMRZCUiY1ajIg8laViby1uh+/Ft/iOSK4ZB93whqPF7Z5Bc0Xhu+QKSJxbvxt9i+mqDr1GdOGfejlF0Bv3i6dDPkWScE6/DLD7XvMzvKPrFTOSUkZ2a4dr0HWwh7OMIzdfxqKgkNzdxCvtc08SsyEdOattcIHDoTauR+4qPoUS3PXPsCHJUPJ6bnkR4q/Fv+2vIShHHxGVI7lgCx9aGfY46dhFIEtrZXR0eg9ADmKUXUFLHd/hem76FLYR9nUBDJ2YrwhLDNjCri0D3o6SMDHuNUZFP4Ph61PHLemQPTUkZhWve/eg5R9DP7Qk6L6kuHJNXYuQet1y0QyBHJ6KkTkDPPtzh95tlOWAanereZ9O3sIWwjyP89c1O1RFjmu0LYVk2AHIbbSr9+14EpxvXwgc79v4O4Ji6CnngaPx7X0CEKAt0TFoBkkwgY0vYZ6gjZ2FWFrRr9Noao+Q8AMrA0R26z6bvYQthH0aYJsJXi9SBpusAGAEk1dH2JSXnQXWFbdik55/CyDuBa9btyBHWIZs1pWjZh62KkwuHMGtK2jVHkGQZ95LHEN5aq2FSK+ToRNS0mehnd4etuVaHz2gec0cwSi8gRSchRyV06D6bvoedUN2HEb4aEAKpg7+oQvM3O1WHwyjJQkkZFTICLITAf/A1pJhkHFPa9uYTegDt9Ha09C2YIeyx5MQhOKauwjFhWdhos5IyEnXsQgInN+GYtipImBwTlqFnH8LIPYE6clbQ/VL8IKToRIzCDJh8fZvjvRyjNBslZVTE19v0XWwh7MM0mabK0R2zyBKBhjaX00LzY5blhLWjN/JPYpacx7X0g1ZOYhj0wkx82/9qGTekjLZK7QaOQXLHIPz1GCXn0c7swr/jebSMLXhu+B/k+EEhn+Waczf6+b0Ejq/HvfChFueU4VOR3LFo5/eFFkJJQkmdgFF0JuxYg74GAS+iphh5/JKI77Hpu9hC2Idp2vOS4jpmiiB8tW1Wixgl50GYYaOlgSNrkKKTcExYFvr5QqCdeBf/vpeQYgfiufWLKEOnBKXhKCmjcEy+AT3rAL6df6f+9e8SdcvnUQaNDXqmHD8IdfQCtIwtuGbfgeSMaj4nySrqyNlo5/ch9MClBlUt3jUS/fxezIZqoP2lvFGRZ92XPKLda236Pj22R/jyyy9z1113Nf83Z84cvve97/XU6/olVqRUQo6L3D1aCIFoqEGKCp/qYlzMBElCSQ0WJKP4HEbRGZzTV4e0uBJC4N/3Iv69L6KOnEP0fd9FHTY1bC6iJEk4xswn+t7vILljaFj7C4yK0A7TzmmrQPOhnd0ddE4dNRc0H0Zhesh75QFpAJjlueE+dguaHHPkMDXPNtcWPSaEDzzwAG+++SZvvvkmP//5z0lOTubJJ5/sqdf1S8zKfKTYAR3KI4ykGZNekI48YFSLWVcTgWNrwRWNY+J1Ie8NHHoD7fi7OCbfgPvG/7GcbiJAjk0h6vavIKlOvOt/FbJpvTJwNPKANLQQTeCVwRNAdaLnhinLa/QRbCobbA+zogAcbqQr2LTK5upxRaLG3/nOd/jc5z5HUtLVsXu/VjHKczu8dBM1pQBhf8FFwItZciGk8alZU4KefQTnpOtDClzt8a0EDr+JOn4ZriWPRmS4ejlyTDKeVZ9G1JXj2/OfkNc4Jl6HWZEfNLOTVCfKkElhI8OyJw5c0RFXmJhVhciJQ3qkqb1N76PH9wh3796Nz+fjlltu6dB9yckxPTSilqSkXD0L+o7QepyGt5ba6mLiZt9IQgc+Q+3FShqAAaPH4kwOvq/+dAZ1wiB56jw8rZ5bduQlkBVSl9+FGtvynL/oAoVr/4g7bQqD732y887QKbOoKLuHql2vEjP3RjyjWrq+GPOuJ2f3v3FcPELypKktzlWNn0nFpr+T6AqgxgULfSApFdlfab2mna9ZTk0RUaNn9oqfj94whkjoK+MMRY8L4QsvvMCHPvShDt9XXl6HaXZvA57WpKTEUloaXMfa2wg1Tj33GADe6GFoHfgM/tzzIKtU6VFIIe7zndoPDje1rqHUXXZeBLzUHd2MOnoelT4HXFb/KzQ/9a/9HNkTi7L845RVdKDhfAjEhNVIx7dTvP5vRN37nVYzSwll6GRqTu7CmHpXixmbEWulupScOoxj7MKg5xruRLRya++vre+7CHgx6ioJuJOv+s9HX/4Z7W3IshR2gtWjS+NAIMCBAwdYuXJlT76mX6IXZoCsogwc06H7jLJs5KRhIc0RhBDouUdRh04JmtFpZ3aC5gtpfe/f/zKiuoiBd33GWoJ2EUl14ppzN2Z5bsjSODVtFqK2FLPqYovjcvIwUJxhG8JL0YmNUeO2MWuscj05LnQqj821R48K4enTpxk5ciRRUcGb7jZdwyg4hTJoTMhUkXAIYVpJwo0R1NaYZTmI+krUtJlB9wVObkIeOCao3EwvOoN2ahOOKTfiGTmtw58jHOrYRUhxAwkcfzf43AirUsTIO9biuCSrKAPSMEsvhHym5IkHzYvZTh/oprSkcDmNNtcePSqEeXl5pKZGbvNuExlmXTlmeV6HG42blRch0BAyTw9Azz5kpc20EkIj7ySipjhoNihMHf+OvyPFJOOa/0Db764tRTuzi8CxtQQytwXN5lojyTLOySsxi89hlOe1OCfHJCPFp6IXZATdJyePwKjIQ4Rw15Hc1rLI9La9hDNryqxnxaa0eZ3NtUOP7hHeeuut3Hpr6OoEm87TtFxsPXNrD6PI8u0L56aiXziEkjohqHY4cGoTkifeytW7DO3kJszKAsuR2hE6hccoOY//wKuWwell+LGaLLkXPxq2J4pj/FL8B15BO70dZfH7W5xTh0xCO7cHYZpI8qW/53LycEj3IWrLkeJaClmTEBreOpDDpxyJujLLkNb2IOw32JUlfRD9/H7kpGFhDRHCYeSfRIpJRgqx92VU5GNWFeKackOL42Z1EUbecZxz7m6xb2h6a/AfehNl+HTUtOCyNmEaBA68SuDYOiRPLM5596OmzUKOSUJ4a6zudcfeof717+K56VOow6YGPUNyx6AOn46edQCx6JEWQRMldRxahlW/rCRf8kxs+pqY1ReRWwuhwxI2098AnvD5gWZtGXJM5EnqNn0f232mj2HWlGIUn0UdExwVbQth6OgF6ajDp4XMjdPP7wNJCpr1BU69B7Ji2V1dfvzQG6AHcC16OPhduh/v+l8ROLYWx8TriH7op7hm3Y6SNBTJ6UGOH4Rr5q1E3/c95NhkvOt/g9Fo+9UaddRcREMVZvH5FsebgkRNVllNNJUOhvInlJxW7qPwtx3VFnUV7fZYtrm2sIWwj6Gd2QFIOMYt6tB9RmE6aL6Qy2khTLRze1CGTEa+rPROBLxop3eijp7XwvHFrLqIlrEVx6TrglpcCj2Ad90vMfJP4lr2OO7lj4ddYsoxyXhu+zKSOwbvxt+HbDGqjpgBkhzUyEmKGwgOd3BitScOFCdmbVnwCxsrcMx2Wpma9RVIHTSysOnb2ELYhxCmgXZ6B8rwaW2WyIVCv3AIHG6UIcEVI0bRWURtGY5xi1sc187uAs0bFCTxH3gVVCfOOXe3HJ8w8W3+E8bF07hXfAxnq1lkKGRPHO7rP4aoLSVweE3QeckVjTxwNHqrPUZJklCShmO2CqRIkoQcm4wIIYRNEXbRRtRY6H7L9Ts6sd2x21w72ELYh9CzDyPqK4OWqe0hDA3twkHUtJkh0230MzvB4UYdNefSPcJEO7kJOWVUi1xFozQb/cJBnNNWB+UMVm57ET37EK5FDweJaluoQyZZfoMnNoRs1KSmjscsy7YaVV2GnDg0ZPRZik7CrK8MflGjZVhbHfxEY56hHJ0Q8fht+j62EPYhtJMbkWIHdDhtRs87Dv56HGODxUloPrTz+3GMnteiftjIP4VZXRQ8Gzz4KriicU6/ueU7co9TtesVHBOW4Zi6qkPjA3DOvAOMAFr65qBz8qCxYBoYZTktjycMQvjrEL66FselqHhEQ1XwSxqDPW01fDcb72uvhanNtYUthH0EoyTLsr+acmOLdJFI0DK3I3niUUI0WNLO7QXdj2PC8hbHAyc3WCkzo+dfGkPxOYy8Ezhn3Npi389sqMa39c84UkbgWvKBThkVKElDUYZOQcvcHpQD2OQSbbYKqDT5MJq1pS2Pe+IQvtogh5qmappwlv4AwlvT/Ayb/oMthH2EwPF14PSEtb8Kh1lXjpF3HMfE5SGt8LWMrciJw6xZVyNGZSFG3gmrifplKTP+g68juWNxXmbPL4TAv+ufiICXQfd8rkOVLq1xjF+CqCsPihBLUQlIrpig/cCmFJfWgRHJHQuGBq2W0jT9ATHDtzIVjcnWUoR9WGyuDWwh7AMEygvRsw5a9lcdTPLV0q3ubo6Jy4POGSXnMcuycUxe0WIWp51YD4qjxV6kUXQWo+CUNRu8LHlav3DQ2jOcezfOlK65OVsRYik4QixJyElDrRajlx9vTHERrfYDm9oQCH/LJXNT5z7RRnP7pnuakq9t+ge2EPYBqve8AYqKY9rqDt0n9ABaxlYrkTlEuVjg5EZweHCMu9SXw/TWoJ3dhWPckhbBEP/hN5HcsTgmXzLQEAEv/t3/Rk5Owzm9YzZroZBc0cgpwRFiADluYFBuoOSKBklpXs42H2/8YyE0X+s3NA48vKuR8NeD6uzSzNam72ELYS/HrC2j9sRWHBOXt8jxiwTtzE6Evy6kgJr1lejnD+CYsLTFLFM79R4YOo7plwIeRvE5jPyTOGfc0mI26D/4OqKhGveyD4btQNdR1CGTMEsvBEWIpdgUhLe6xXFJkpE8scFC2FhBQmshjGTr0l8f0pnb5trGFsJeTuDYWkAK21EuHMI0CBxbhzxwdMgmTNrJjYCJ87IIr9D9aKfeQ02b1SJR2n/4LSRXTIvZoFFZYLnOTLquWxugyykjQZjNPUOajzfm9YlWNlqSKyrY1r8pX7D1HmEESij8bXf4s7k2sYWwF2PWV6Kd3k7s9BUdT6A+txdRW4pz5m1BUVwR8BLI2II6ck6Lelwtc4c1g5xxaZlrlF6wgi3Tb26RXuPf+wI43Djn3df2Z6guQju9w3KcabS3agulsVlS6x7ITc2mgtJinFGIQEPLa5uWtUFC2EhbS2PNC7bZQr/DNl3oxQSOrQXTJGHJvVSFzwEOQpgG/iNrkJOGhzRE0DK2QMCLc+Ztl92jEzi+DnnQWNTLZpCBw29ZeYOXmTHoeScw8k7gWvhwkFNNE2ZNCb5d/8K4LPDhR8I54xac8+4Lu5SWYgeAJAWJpuSyghetZ3+Swx0khDQ+OzhNplEA20jvEQGvHSjph9hC2EsxG6rRMrahjluEI2EQdMAGXT+3B1FdhOumJ4MaKAk9QOD4epQhk5rz86x79iHqynEvebT5mFGWg55zBOecey4FIITZ2K84BUcrp5rmZxWk4934WxAC57z7cIyaBwgCx9+1xN3hxjX7zpD3SrJqVYa0TolpjgS3EkLVhaivavmQJvdto1V0WLQvhGh+S4xt+hW2EPZStBPrwdRwzbqjQ/cJQ8d/6A3kASNRR84JOq+d3oHwVuNc+fFL9wiTwNF3kBOHoTS6P4PVyB2HB+fUS3mD+rm9mBV5uFd+AqmxZO1y9PyTeNf/CjluIJ6bP498mai4l38IEWggcOQtHKPnh/UhlKLiEa1L7RqDNEHGDLISPPOTm6LDrfIFG4WwrYRvoflAjawFqc21g71H2AsRvjoC6ZtRR89vtpWKFC1jC6K2DNe8+4L3Bg3dErxBY1GGTGo+rmcfxqwqxDnr9uYZpFFZgH7hEM6pN16ajRk6/oOvISenoY6ZT2v8xdl41/8GOWEwUXc83UIEm3Atfj8gEzi5IexnkNwhIsHh9v1kBVrlBUpNP9ZhhJA22owK3W+nzvRDbCHshQRObbIaJc26vUP3iYCXwOG3rGVvCKNT7fR2RH0FrtmXur8JIQgcXoMUP6hFOV3gyBrLYeay1Bstc5slsvPvC15y++spfuWnSO5oPLd8Iew+mxyVgDp8GnrO0aASuCYkhzt45ieFETdJpnnv79JoGs+1mvk13dtWv2U9ENZt2+baxRbCXobQ/GgnN6GMmImSNLz9Gy4jcPQdhK8W14IHQ8wGNQJH3rZmg5eJpJF3DLM8B9fM25trmM2qIvTz+3BOuaFZ0IQeIHBkDUrqeJRhLZs0CSHw7fg7ek05npuebOFdGAo1bSaivgKzMj/keUl1QWurrKaqkCDxDBZT0XwstBCGq9UWwrRK80Is+W2ubWwh7GVomdsQ/jpcl0V0I8GsKydwYj3qmIUtgiDNz83YZs0G59zdYjboP/SW5WhzmdGr/8gakB0tErG19C2Ihiqcc+8NEln9/D70rP0kLn8oovaicmPeYeva4WZC7eE1Ln9bz0QxTZBaRaDN0Evg5tK6cMnfRmNo3l4a9ztsIexFCNMgcGK9NesK02ApHP4DrwIC1/zgvD6h+63Z3OAJKEMvOdAYeScwS7Nwzry92ZnFrClBP7cHx+TrmytZhO4ncOwdlKGTUYdMbPlsX51VZpcymoRFd0c0Vjl+EEhyG53sQiyZm0WstRDqwTM80XhtmKVxkJg20ehTGCoIZHNtE7EQGoZBdXU1VVVVzf/ZdC961gFEXTmOVl5/7WGUXkA/uxvn1FVhaorfsyLFlwVQrNngG0gxyTjGL7107ZG3QZZb+A1q6VsR3pogR2oA/4FXEP563Ms/FHGZnSSrSK7oIB/BJoShN3sHXjrWNFtzBR9XWs3gGv0GgwStSUyV0ONsfocthP2OiNJn/v3vf/PTn/4UTbN+UIQQSJJERkZwX1mbziGEIHBiPVJ8aofadAoh8O99wbLHCpFqIwIN1mxu+PQWidJG3nHM0ixcyx5vttpq6j3smHz9pZK2ptngkEkt7gcrz1DL2IZj6o0tOslFhMMdwhShEc1v7RO2OGZdGxTR1QOgthSu5nSaVmLavLyWw/zYG00zQjurrL8R0Xf8r3/9Ky+++CKTJk1q/2KbTmEWn8MsvdBobBr5joWefRjj4mlcSx8LadEVOLYO/PW4LiuFa54Nxg5oORs8+g5ILeuatczt1mzwxk+1eK4QAv++F5Fc0bhCzBTbJWS0t/HZgYYg44Om6hHJ1eq45guuDdZD7/U1CaQUdkbYJKD2jLC/EdFvXHx8vC2CPUzg5EbLeHX8kvYvbkQYOv79LyEnDAlp2Go2VBM4sQF19HyUAWnNx43cY5ilF3DOuuPSbLCuAu30DhwTljW3shSGRuDYWpTBE1AHT2jxbKPgFEZBOs7Zd3bOpMDUL1WAtP5cvrqg9JumZXRTqV0zAW+wW0xjrmHQ7LGp0iTcjK95+W0LYX+jTSFs2gucOXMmzz//PGVlZfYeYQ9g1leiXziIY8LyFsYG7aFlbEVUF+Na+GDI/bnAkTVgaLjm3dt8TAhhOU3HprQQ3cCxd0DQov5YO7MLUV+Jc1bLcjghBP4Dr1ozysnXd+SjXnpGoCHsZxUNVUE9Q8JZ6IecPeqNS+7WQtg0I2xvaSzbQtjfaHNpvHDhQiRJas7d+slPftJ8zt4j7D60jK1WXW6Y2t1QWMnTb1rJ08NnBJ03a0vRMrZYM7zLqlP0nMOY5Tm4r/vIpUhxQxVa5jYc45c0V4MI07CqUFJGowxt2QLU2l+8gGv5hzoVYRV6wJrJhfBXFHoA4attdp9u/jxNTZUu77sszNCzx8YcxGZfwqbjTUGUMDM+Yc8I+y1tCmFmZiYApmkit0pRsGeE3YMwdbTMbVav4sZmRJEQOLa2MXn6oZC1s/5Db4Akt4j0CmESOPQGUtwg1MvabQaOrQPTbFHJop/fh6gtxbXokRbPF0LgP7KmMdoc+TL+cpoMFeQQTdSbz7UqzxP1leCKbhlE8TeAMJE8rRxwAl6A4Bln04wvnNA1zwjtYEl/I6I9wvvuC85Ne/TRR0NcadNR9JyjVqJyB5aYLfb+UkYGnTcqC9DP7sYx5Ybm6C801hSX5+GafWfzUtr01qClb0Edu7BZiIUQBI6uRU4cEhTBNorOYBafs9yqOykYZlUhYPUlDjpXbeUWtq6xNmtLg8TRbDRplVpVsohAg5VDGCSETXuHoUvohJ1Q3W9p8yf5gx/8ICdOnMDn8zF79uzm46ZpMm3atDbutIkULWMrUnQSyvDpEd8TOPq2tfc3997Q5w++Dqqrpd9g42xQjk9FHbvw0vtPrAdDazEbNPKOY1bm417x0aAItnb8Xat3yYRlEY+3NWZ5LkgScsLg4HMVliFr63NmTUlQyaFosJo2BQmhvx6cUcFlho1BFDmc0On20ri/0qYQ/v73v6eqqoqnn36aH//4x5duUlVSUoITd206hllbhpF/yoq8RpiMbNZXomVsQR23JKSNlVGWY3WVm31nC9NUPfswZkU+7uufaH6X8NcTOPUe6ui5Laz5A8fWIUUnoY5Z2OLZZnUxes5Ry6UmzKwqEoySLOTEYSHNDczyXKS4gS1SgYShI2pKkUe3dLwx68oBmqPczdf76kK342yKJjtdEMroVm97xmhz7dLm0jgmJoZhw4bxk5/8BEmSmv8zTZPq6uq2brWJAO30DoAOza4CR98BU4Q1Ng0cegOcUS1cY6zZ4JtWsvZl4hY49Z7lcjPzstlg6QWMi5k4p90UlFgcSN8MkhzWkDUShGlgFJ8PW5NslGW3SPUBy+4fYQbNEkVdBUgSUlRiy+P+4AAKXOpqF3Zp3GTxZecR9jsi2uR55JFHKCkpITo6GlmWqa2tRVEUEhMT+fWvf91i2WwTGUKYaGd2ogydHNK3LxSXoruLW/QaacIozbYcpefe0yK3T885apmprvhYc12u0P1oJzeiDJ/eQngCx9eDw41j4oqW49UDaGd2oo6a0667TFsYJVmgeYMi0WDNdkVtGcqUm1oeL88FQG5VvWLWlCBFJwUJtvDWhCw1bIomyy4PeIP7mTSl3XQkhcnm2iAiIVy8eDELFizg7rvvBmD9+vXs2rWLhx9+mG9/+9u8/PLLPTnGaxKjMNOqK55/f8T3aCc2gKm3mMFdTuDwm9ZscOolIRFCEDiyBik2peXeYOYOhK+2xT6iWVeOnrUfx7RVQVUqetYB8Nd3Om+wCSP3KEgy6rApweeKzwKgpI5tebw8F2Q1xL5hcchIu/DWIA0cG3QczWfNIFUnEKKxk+a3giz2jLDfEVHUODMzs1kEAVavXs3JkyeZPHlyc/2xTcfQzuwChyeknX4oRKCBQPoW1FHzLPeWVhjledZscNqqFgnGRkG6VUUy87ZLe4OmQeDEu1ajpssqRrRT7wEC55QbWz8e7fQOpLhBKIMnBp2LFCEEWtYBlCGTQlajGPnp4HAjDxjZ4rhZkoU8YESLKLUQArPqYvBy2dAtIYxOCH6/vyFkEKX5vOYDh6dNK3+ba5OIhFDXdc6cOdP87zNnzmCaJn6/H11v3SnMpj2E5rcqScbMi9gWXsvYBpo3bH/jwNF3rPaarUQscPRtpKiEFjl/+oWDiNoynNMvte0UeoBA5jbUtNnBaSq1ZRgXM3GMX9IlkTDLshE1Jaij5wWdE0KgF5xEHTKpReBImLq1b9hqT1E0VEHAi3xZkKf5OMGRZAARaLt5e1vVLjbXNhEtjb/4xS/ygQ98gHHjxmGaJjk5Ofz85z/nN7/5DTfeGDx7sGkbPfsQ6H7UcZElJAvTIHBqk+UnGCJv0KwtvbSkvSxIYJRmYxRmWEnXjcs9IaxuclL8INSRl1p96uf3WUvfqSFmg+f3A+AYuyjoXEfQMraC4sQRQgjNygJrf7DVst8szQY9ENSkvsnUVW7sg9x8vCmSHGLfNVQVSgvs5u79loiE8LrrrmP9+vUcPHgQRVGYPXs28fHxTJs2jZgYuwdsR9HO7UGKSY7YfLXh7EFrP3HhwyHPB05ssFxjpq5qefz4OnB4cExa0XwsnMtNIH0zcuKQkEtfPWs/csrokAGaSBH+erRze3GMXRBSbPTswwBBCdz6xdMAKK1NHxoDKK3tv0RTZUpMcvAYfHXBVSitxtja3camfxCREHq9XrZs2UJ1dTVCCLKzswH40Ic+1JNjuyYxvTVW7uCMWyK226o5vBEpOhF1ZHB0XgQa0E7vQB2zoEU+nRX4OBAU+LBcbqJa2G8ZZdmWOC5+f9DS16yvxCzLxtmBoE4oAhlbQPfjCLH/CKCf3488aGxQRNrIP4mcNBy5ldmCWXrByjdsJapWY3gpZG9i4a0JmkG2OO+rDVntYnPtE5EQfvnLX6agoIDx48fbG8ldRM86AMJsEcFtC7O2FG/W0bBJ19rpHVYuYKvZoBX4oEUEudnlZtqqFsnMWuZ2UBw4Lqs/bh5v7jEA1BGzgs5FitD9aCc2oAybGpQjCFagx6zMx7WkZdmmCHgxis7gaPXZwMp3bL1chsaUmpikIDMIIQTCWx0kqC2u8dUFudvY9A8iEsLTp0+zdu1aVNUuRu8q+vl9yIlDI+5Qp53eCYBj4vKgc0KY1pJ20NgWe4dCD6BlbkdNm9Viiaid3g7CxDnp+pbXntuLOmpO6EhuwSmk6CTkxCFB5yIlcHKTZe4aJglcO7MTZKVFO1EAPf8EmEbQctmsLUPUV6AMCk7KNqsKQ5buCV8tmAZSdGLQObCCMsJXawthPyWitVlqaseajNuExqyrwCg6gzpmQUTXNyVde0ZPD7nnZRRkIKqLcU5e2eK4nrUf4a9rEfgQpomWsQ1l2NQW6Td67lEINLRYKl/+fqMw00p36eRKwPTVEjj6NsqIGUFW/2AJsX5mlyXarURIv3AYyR2LMqjlXqrRvG/YqpGUMDErLwZFkgFEfQUAUgjHGwARxsDBpn8Q0RRv/PjxPPbYYyxbtgy3+1J6gb1H2DH0CwcAcLSa+YTDKDqLqCsn9oYP4A1xXsvcBq5o1FFzWxwPZGxFjk9tIRRGwUlEfQWORY+0HNO5vUhRCShDgis9RE0pwlfb4Y56Lcay/2XQ/LgWPBjyvH5+nyXarcRc6H70nCM4xi4M6lKnF6aDKxo5qeV+nqgpASMQdBwut/cK/oMCjTZf0MKtx6b/EJEQ1tfXk5aWRm5ubk+P55pGO78fOXl4SLOEUOjn9oDqJGr8XLzVLfM1ha8OPfswjsnXt8hFNCoLMYvPBTV5107vQHLFtFhmCn89eu5x6xkhmp4b5TkAIVN2Ihr/xdNomdtxTL8ZJUQQQghB4ORGa6tgSMtWEHr2ESvFqNVeqhACI/8U6tApQcGm5khyiH1IUVsKELL0Di4JpRQTWbmjzbVFRELY5DxTU1NDXJy9h9IZzLpyzJLzOOcFezuGQpgm+oVDqCNmIjs9QG2L81rWfjD1oCWtfmanVcJ2WY6i8Ndbs6uJK1oEEfTcY9YzwizVzcpGb8AQS812xx/w4tv2HFLsAFxz7gl5jZF/ErM813K6brX01k7vsFKMWqXNmOU5iIYq1OHBNnBGyQWrFC+kz2GJZewaJk/QrGtKuwm9dLa5toloj/DChQvceuut3HbbbRQXF3PLLbdw/vz5nh7bNYV+4RAAjlHBycShMIpOI3y1IaswAPSze5AThyInj2g+JoSJdm6v5XZ9maW9nn0YDB3HuJYJ0Xr2YaSoBOSBo0O+Q9SVIXniI65+uTQOgW/3vxC1pZbtVwi7reYa6OgkHK0Sy83aUoyCU1YPl1azPj37CEgSyogQ7QlKziMPSAvZPsCsLgoye20xnppSJHdsyE6ANtc+EQnh97//fb7+9a+TnJzMoEGDePTRR/nWt77V02O7ptAvHEROHBb5sjj7MChqyJmPWVeOUXwWdeyiFjMp4+IZax+wVQWIdn4fUmwKcsolwROGjp5/EnXEzLD5jKa3JmRfkfbQMragn9mFc9adIQMkYNVAG0VnrHzK1nZfpxrtvia0nO0KIdAvHEAZNC4osCIMzUqpCWPvZVYWtDmzNWtKkLqQMG7Tt4lICKuqqliy5NJf7fe///3U1dX12KCuNcyGaoyis6ijIjRYEAI95yjK0Ckha1/1CwcBcIxuGSTRs/aD4gzaBzQKMnCMntdSNIvPguZDGdGG07hpdNiJRc8/hX/Xv1GGT8c5+66Q11hd8F6x+p5cVvUCVh22lrkNdeTsoEi5WZGPWVkYMgfTKMkCQ0MZElwZYzZUI7w1KMnhk6lDGTjY9B8i7iTu9/ubf5FKS0sxTbPHBnWtoeccAURQdDccZvVFRG0paojlH1jLbDlpWIulnhAm+oWDqCOmtxBPPfcYCCNIhI2CdGsvMUS0uAUi8u+zr+AM3o2/RU4YjOeGT4YMwIAVKTZLL+Cac3fQMlY7vcNK55kWnEStnd0NkhLy62h9HinkDNSsaKpLDp27KQINiIYq5HhbCPsrEQnh+973Pj7ykY9QXl7OL37xCx566CEeeeSR9m+0ARr34mJT2izvuhwj/xQA6rDg2Zrw1VnL4lbldmZJFsJbE3Rczz2G5IlDThnV8h0XTyMPGNnmnpgck9Rcu9vumIvPUfTf7yO5Y/Hc8vmwzxW6H/++l5CT01BbdcEThm41lE8dHyRowtDRz+5CTZsRsjpEzzuOPHBMSFMFoyQLCB1NBjAa+6S0NWO0ubaJKGp8//33k5aWxtatW9F1ne9///stlso24REBL0ZBOo4pN0SclKznn0SKGxTS5EDPOw5CoI6Y2fJ47jFrhnfZLFKYprUPmDarxT6gMHSM0qywdb9NSHGpCF8tZkNVm67UWtZ+fFv/ghqbhOuWL7UZeQ0cXoOor8C98uPBjaHO7kLUV+Bc9njw5845jPDWhKywMRuqMEuzcc4NE50uyUKKTw0fMW5ywI6w2sfm2qNNIby8d/G4ceMYN25ci3MJCQk9Na5rBj3/JJg6alpktbrCNDAungmb0qLnn0JyxSC3yu3T806gDBrb4pfdLM8Bf32QG7RZmQ+GjtJqltgadcQMAvtfQsvYhmtO8H5f0+xOO/Ue8qCxDHn4a1R6wzehMioLCBxfhzpuSQtDWOtZAQKH3kQeOBolRIBIO7ERKTYFZVhwtz/LuUaENLkVwsQoPosjhGFFE2ZZDpIrJmzVic21T5tCuHDhQiRJQggB0DyjEUIgSRIZGRk9P8I+jp57DFzREVdnmOV5Vk+PEJv+QgiMglMoQye3mE2ZvlrLIaZVe0+j0Pr+tE5WNsoaE6VbOUG3RkkaijpyjtUGNCG1WZxFoAHt7B4CR9+xotRTV+Fa8CBqTAJ4a0M+S5gmvu1/A4cb18KHgs5r6ZutmeKKjwbNnI2S8xjFZ61m8yH2HfXz+5HjU0PWQ5uVheCvD2nQ0Pz8smwr7cY2FOm3tCmEmZmZ7T7g7bff5vbbQ/fQ6O8IYWLkHUcdNjXidp2X+nYEC6eoKUY0VAULW6H1fVJbHy86ixQ/KGhZa1ZdBEVFClNlcTmupR9A+OvwvfcH/PtfRlKcmNXFIAzkgaNxr/x40OwuFNqJ9ZjF53Bf/0Rw6ouvDv/ht1CGTUUN0dQpcORtcEXjmHhd0Dmzrtzqujf3npBCZhSkA4T8wwJWlNqsyG/Ru8Wm/9FlO5nnnnvOFsIwmKXZVgAjTPQ3FEbJeaSohJDLtGaT0iGtTEovZoLqRB54aakrhMAoPocyIngpaVYVIcelho3qXo4clYDn1i+hZW6zzA5MA3XkbNSRs5BTRkc0izIq8vAffBV15BzUEC7X/kOvg+bFFcJ41ijLsXqxzLk7ZCpRszvP2GALMbhsvzWM6BulF0CYYfMPbfoHXRbCpmWzTTB63glACrnnFY6mpOBQAmMWn7P2B1uleTT1CW7R3Ki+wjJMCLEPKOorkcKYD4RCUlScU26ATvQzFrof33t/RHJG4Vr2weBlb1kOWvpmHJOuRwkRVfcfeBVc0S18FZufbRpomVstR50QgSWh+TEK03FcZjvWGsvJRuqSsYRN3yfiPMJw2Psq4dHzTyAPHIXsDm8PfznCX4+oLg4KhDRhlJxHHthyFib0AGZ5XtCMpnkfMDmEAUFDZYsSvJ7Ev/vfmJUFoZfEwsS3659IrhhcIWqw9YunMfKO45xxaxh7/0OI+kqck0MLtJ5/Eoy2A1VG0Wnk5GF2r5J+TpeF0CY0wl+PWXIedWhw/95wGBX5QBjx0vyYVReDZnhmRb61X9f6eGUhENzcCBq7tbl6vteMdnoHWuZ2nDNvRx02Nfh8+hbLKWfhw0FCJEwT/+7/IEUn4QzRUEoIQeDoO0jxg0LWHUOjG7grGmVw6ECJ0AMYRWdQBk8Ked6m/2ALYQ+hF2aCECghBCAclyoggsXLrMgDIZBbJQWHa2JkVl1Eik4MSmwWpg6GDmqwEUJ3YpRewLfz7yhDJoXM7zPryvHvfxll6BTUEC0CtDM7MMtzLDuxEGM18k9iluVYs8UQe51Ca/QzHDWvxZZBi2cUnbFmjCGazdv0L7oshPYeYWiMwgxQnR3ahDerLloNxkOYgxqN7SuDBK8iHxzuoAiwqC1FjhsY/JKmb1cPbmmY9ZV4N/wGyROP+4ZPBkXMhRBWKo0QuEPsG5q+Wvz7XrIqTELkUwoh8B98zapVDiGi0FiPrftRx4VvQarnnQBFDbL6sul/dFkI77jjju4YxzWHcTETZdC4IGeVtjCripATUkMHSioLQHUhtTYiaDQLCBKT2rLQJqNNomQaEY+rIwjNh3f9rxABL57VT4Ush9MytmLkn8S14IGQYu3f8wIEfLiWBoskWCIXrla5+R2ntyPFDWwzf1DPPWq1IbCbuvd72vwtbU/k1qxZw0c+8pFuHdC1gPDXW7lpcyPzHmzCrClGGTg29LnqJpGUg463/mUXwrRMBELMLCVJAocbEWjo0NgiQRga3o2/wyzPw7P6s0GzV7DE3r/3vyhDpwTZ84M1S9PP7sI583aUEJb7Qg9YtcqJQ1uYz16OUZGPcfE0zvkPhA3mGZUFiOpi1BAd8mz6H20K4Te/+c0rNY5rCqP4HECbs5HWCFNH1JUjh8izA8svr3UliDB1RH1FcOqIvwGEGbaZuRyV0Nyjo7sQpknJW7/FyD+Je/mHQ+ZOCkPHu+VPoDgaK0hairoINODb/jfkhCFhO94Fjr9rGb7e9uWweZDayU2gOHGGSMBuwrIykyK2RrO5tmlTCOfPv9RkqKqqCq/XayXqGobdv6QNjOJzIMkolxmhtoeorwQhQjcmNw1EbTlyq6ZPzfe0Wi43zfbCRYaluBTMmuKIx9YeVvncc+hnduFa8GBIYwSwcgLN0gu4b/xUyNmqb/e/EQ2VeO76RkhXbLOqiMCRt1BHzQ1ZgQKWAYN2dieOcUtCOtE0oZ8/gBKiobxN/ySiDaxf//rXPPvsswAoioKmaYwdO5Y1a9b06OD6KkZZNnLi0JAW9eEw2+iiZtRVgTCQWrm6iPqqkPcI3W/9TxiLfSU5jUB+OkIPdNiGvzXCNPBt/Qv6uT0kLn8YfeLNIa/T846jHV+HY9L1OEK0H9AuHGp0tb4jZIBJCBPf9r+C4gxqBH85gePvgmngnHFr+GtKckI2lLfpv0QULHnzzTfZsmULq1evZsOGDfz4xz9m7NjQe1k2lptJ6zSX9hANVQBIUcFCqNeWA8GNhUxvYy9eT6vkaF2zjocJJCgDx4AwMEq61ndG6H68G36Lfm4Pznn3kbjsgZDXmXXl+DY/i5w0DNeiYB9Ls74S3/a/Ig8YiTOEyw2AdmIDRtEZ3IseCTuLMxuq0E5tRh2zsEXv5tbUnthmGbxG2FbV5tonIiFMSkpi4MCBjB49mszMTO6++27OnDnT02Prk5i+WssWPkIT1iaEtwYg5L6eUWfNFls3Hxc+q11C2CVgmAwZZehkUF1Wu9BOYjZU0/D2TzFyj+Fa8iiuWaEDa8LQ8W56BmHqeG78VNAMVJgmvi3PgqHhWfmJkDl/Rnku/v2voKbNQg3RiL6JwKE3wDRwhfEltN6nU3diW1iDV5v+SURCqKoqubm5jB49moMHD6LrOn6/v6fH1icxG92OI3WjbkL46oHQombUN8783K1K1Pxh9gKbIqVhcjwlhwt19Hy0c3sxGwW4IxjF52h4/TuY5fm4Vz2Jsw2DV//e/2KWnMd93YdD9gQJHH0bozAD9+JHQza2EgEvvk3PILljcF334fBR4Io8q4fypBWh8ycb0XOOYtRX4ZiwLIJPatNfiEgIP/7xj/PNb36TFStWsGHDBlasWMHChcENdGxoDkK0tTQLhQg0WInRoWZE3jAzP90HSMF7gY2VGEIPhH2fc+YtYGgEDrwS+RhNHf/hN2l460cgq0Td9XUcIcxQm9BO70A79R6OaatxhFiG6hdPEzj0OuqYhaghhEkIgW/H3zFrinGv/HjYmm0hBP5d/7KMHdqYDQJop95DjRuAMjxyRyCba5+IgiXXX389119vOXi8+eab5OTkMGGCnY0fClFTCpKCFB25uwsAAW/YxF7TVweKI3hZqQdAdQTNkpqCNCLgDfs6JWEIjmk3ox1fhzJwbNhIbxN6YQb+3f/BrMhDHbMQ97LHkJxRYa83SrKaS+xcCx4M/kzeGnyb/4gUNzBkdQmAdmoT+vm9OOfeG+S12GJsp3dgXDyNa9njbUaKjYoCjMIMEle8Hz0CCzKb/kNEQlhfX8/vf/97du7ciaIorFy5ktGjR+N0di3ieC1iNlQiRcVH5PV3OUIPQJgosxlOJE3jUqXIZUiNMyfRzrLXNe8+zPJcfNv/ilGRj2vOXS3MD4TuR889jnZqE8bF00gxybhXfbrNWSBcVmIXlYD7xv8JUWJn7QsKXy1Rd30zZKMn/eJp/HteQBkxE+es8H6XZl0Fvr3/RRk8oV0x1068C4qTuFk3UVHf5qU2/YyIhPAb3/gGsizzta99DSEEL730Ej/4wQ/43ve+19Pj63OITjZFR/cjKaH/sIiAL7RImiaEaM4uqU5wRTdHosMhKSqemz+Hf/e/0U5uREt/Dzl+EFJMMsJb29zbRIpOwrXofTgmrWg33UZofrzrf43QfETd+o2Qy9nAkTVWid3SD4bsLGfWlePb+DukuBQ8138sbAN6IUx82/4CpoF7+YfDXgdN+YV7cExcjhIVC/WhWwrY9E8iEsL09HTWr1/f/O+FCxdy2222tXkoRMDbZovMsPeZBoSpSxaGFjoVRpbDBkTk2BTMmpJ23yspKu5lH8Qx+Xr0c3sxKgsR3mokVzSOKTeiDptm1eNGMMMVpoFv8x8xy3PwrPpsyMi5nn+SwME3UMcuCmruDpcJqaETtfozbfoEBo68jVGQjmvZ4+3uyQaOrQNh4pweOs/Rpn8TkRAOHDiQiooKkpKsPLaGhgYSE4Pz3WywZnYRGrG2wDRCzu7ASkEhlJWUJIc1T5ATUjEuRp7ipCSPQEkeEfH1rRFCUL7xefScI7gWvx81bWbQNVY+4Z+QE4fgXvZ40L6gECa+rX/GrMjDs/pzKAnBzZia0AvSmwMtoXqZtHhvQxVa+hbUcYvajCjb9F8iEsLU1FTuu+8+br75ZhRF4b333mPAgAH84Ac/AKyls00jQnTe4ircfUKEXwIbgeaugpejJI9Ab0yPuRL5coFjawkcXItj2urQtvqGhnfj7xGGRtRNT4asugkcfB39wkFcCx9CDdFrpQmzpgTvpt8jJwzGvTxYUIOee/gtMPWwuY42NhEJYVpaGmlpl/Zy7GVxG0gywjSvzLscbkskjUCQ0arcWKZmlpxHjrCncmcJZG4jsP9loqcsRQrRqhPAv+e/mKVZuG96MmQ+oXZuD4Eja3BMWIZjWvjlq/DX4333lwB4Vj/VroWWWV2MlrHNyi+MD85TtLGBCIXwySefxOfzkZOTw7hx4/D7/Xg87e+Dbd68md/97nd4vV6WLFnSL2aOksMNmq8TN0ogwghomHNN+2fC3xDk4qykjAJFRS/IiLi5fGfQzu/Hv+N5lGFTGXjHk5RVBH927cwuq0HT9JtxjJobdN4oOY9v23MogyeE9SAEK7Lu3fAbzJpSPLd+MaJlrm/Pf0F1hHWzsbGBCBOqjx07xo033sjHP/5xSkpKWLFiBYcPH27znry8PL797W/zzDPP8NZbb5Gens62bdu6ZdC9GckVjfDXdfxGWQm73yfJKph68PHGnLlQaTKS6kQZPBE992iPuYhrFw7h2/xHlEHj8Nz06ZABHaMsB9+O51EGT8Q1P7gW2awrx7v+10hRibhvejKska0ViPkTxsXTuFd8FDVMn+LL0XOPY+QexTnrTttlxqZNIhLCn/70pzz//PMkJCSQmprK//7v//LDH/6wzXs2btzIrbfeSmpqKg6Hg1/+8pfMmHHtZ/NL0YnNTjIduk9WrV4ioc6pDitg0vp4o9mCaKgOeZ9j9HxETQlmoz9id6JlHcC36RnklFF4bv5cyD0/4avDu/G3SO7Y0PmETRFiXcNz81NtVI6Y+Lb9FT37EK7F78cxtv2qJqH58e36B3J8Ks5ptvmqTdtEtDT2+Xwt3Gauu+46fvnLX7Z5T05ODg6Hg0984hNcvHiRFStW8NRTT0U8sOTknu+yBpCS0okIbxtUDRlORfpmkmJACWOMGoqSmGh8VXrI8ZQ6XMhmIOic7hxOLhAtNxAX4j4zbiU5e/6DnL2HlGmzO/xZwlF7bDO17/0B19DxDH7468iuSxUmTWMUpkHRC79ENFQx5LEf4h7S0m1aCJPiV/+AWZFP6oNfI2ps6BmeEIKydc+in91F4vKHSVx2b0RjLN/0GqK2jNRHv4cnNTjDobu/7z1J01gNU5BzsYaM7AouFFZTVF5PdV0A3TCJjXIybGAMcycNYuHUwcjylW+z25e+pq2JSAhVVaW6urp57yYrK6vdewzD4ODBg/zzn/8kKiqKT37yk7z++uvce2+EP8jldZhmzzaGSkmJpbS0exNrddUqrSs5exq1A02B/LqE4feFHI/s9GD4vEHnhOkASaGmMA//sNCfQx27iLqT2xFTbkGODW6C3hGEEASOrCFw8DXLav+mz1BeYwDWuy//evr2voh24Rju5R+m1jGI2lZj9x98ncDpfbgWPkx9/DjqQ3xuIYSV7H1qE86Zt6FNWB3R90svOot33xocE1dQFzWCulb39MT3vadISIxiy/4cDmaWciKrnDqvZbEW7VZJTY4iMcaJLEvUezV2Hy9k4/5cRg2O5cO3TmJoypWZTEDf+JrKshR2ghWREH7iE5/g0UcfpaysjM9//vPs2rWr3aqSAQMGsGjRoubcwxtvvJHjx49HLIR9labm7GbpBehIdzSHGxEmyCK7o600GVNvYcogyQpyXApmVVHYxzpn3YF2Zif+g6/juf6JyMfTCqEH8O14Hv3sbtSxi3Bf95Gw+3naub2WCevklSHL3rSsAwQOv4k6fimOaatDv08I/Hv+i3Zqk5WSM+/+dtNkoNGtZsuzSLEDcIWJYPcFcotr2XaskAMZJdR5NaLdKtPHDGDqqCTGDY8nOc4d3LDLFOxLL+bFLef4v5eO8e3H5xEXbZfBRkJEQrhy5UrGjBnDrl27ME2T0aNHs3hx6DaKTVx//fV85StfoaamhujoaHbs2MENN9zQLYPuzcieOKTopA6bnkpOD+h+hGkE7aXJ7sbosK8+qHxPThiMWVUYfjwxSTinrSJw9B300fM6FUE2q4vwvvcHq4/wnHtwzr4zvB1WafalCPDi9wWfL8/Dt/XPyAPHhDVbEELg3/sC2skNOKbeZDWAj0QEG9uEirpyou74WqcqfK4mpik4dKaUjQfyOFdQjUOVWTxtCLPHJTMpLRFVaXtLX5YlFk1NZciAaH74z0O8su08H77Vbl4fCREJ4be+9S0AHnvsMR5//HGWLVvG008/zW9/+9uw98yYMYOPfvSjvO9970PTNJYsWcJ9993XPaPu5SiDJ2AUnAqZ6ByOZieXgBdaOagoUVZCtPDVQmshTB5uRYZ1f8hG6ADOOXej553Eu/UvRN35NEpicHe4UAhhoqVvwb/vJVBUPKufClkx0oReW4l3w6+RPHG4b/xUkKWY8NVZ551ReFaFjjILIQjsfxntxHocU27Ateh9EX8NtZMb0LP245x/P0rquIju6Q1ousHO4xdZty+XsmofAxM8PLxyLIunDWbUiKQOLznTUmNZMi2V3SeL+MCqCThU22mnPSISwpMnT/LKK6/w7LPPcs899/CFL3whoiXu/fffz/3339/lQfY11CGT0M/twazID9nSMhSXcgLrg6yklOjLosOt6nflAWkgBEZZLmqYX35JceC56VM0vPlDvG//FPcN/9Nm+okQAqMwA//+lzFLL6AMnWIZq8aEtxYTeoDiV36G8DcQdefTQdUswjTwvvcMor7KOh8mnSVw8DUCx9bimHQ9rsWPRiyCev5J/HtfRB05G+eMvpHwH9AMth4tZN2+HKrrAoweEsdDK8cya1xKl4Mdk0cmse1oIYVl9aSl9t0gxpUiIiEUQiDLMrt27eITn/gEYEWSbUKjNJaH6bnHIhfCppxAXy20MhBQY6191lBuMsogS/yMorNhhRBAjhuI546v4F3/G7zv/BR13BKck1Ygp4xGkmWEEIjaUvS8E2ind2CWZSNFJ+K+/gnUsYvaFCQhhNXAqfAc7lVPhnSU8e9/GaMgHffyD6MMDN3dz3/4rcbqkuW4ln4gYhE0KgvwbnrGqmFe8bGI77ta6IbJjmOFrNmdTVVdgIkjEnji9slMTEvstrEnxVmrg6o6P2nYQtgeEQnhiBEj+NjHPkZ+fj7z58/nC1/4AhMntp/Q2l+RoxKQk4dj5J+ANrz0LqfZQ9AXvAxSYq2ZmFlXHvwuTxxSfCrGxUyYGb5zG1hmrNH3fBv/oTfQ0t9DP7MTFBXJGY3QvNDoaC0nDsW19DEc45dG1OUucPA19Kz9JK38AFoIr0IrePJu2OAJQODkRgIHX0Mdu8gyWG3DUutyzLpyvGt/Yc16V3+2V+8LmkKwP72Y13dkUVrlY9yweJ64YwoT07rfwERpnFH2UC79NUdEQvjjH/+YjRs3MmfOHBwOB3PnzuXuu+/u4aH1bdQRMwkcfQfhq2vTNbmJpiBIqB4issOF5IlD1JaFftfQKWhndoS367r8PU4P7kWP4Jp9J3pBOkZJFjS2CZDjB6EMnoiSGN71pTWBzG3WLG7icuIX3kVZWcuqGqM8F9+2v6Kkjse1KDh4AlhR7d3/Rh05x2r8HqGprdlQTcM7P0MEvETd8dUupwf1JBk5lby0+Rw5xbUMS4nhqQdmMG10Uo/NXht8VgK+xxVs3GsTTERCGBUVxV13XWqz+MgjwS0ZbVqips0icGQNeu4xHOOXtHu91LinFs5MVYobiFlbGvpdI6ahpb+HUZiBOjy8a0uL57micYyeF7LHcKToOUetOuPh03AtfSzYVstXh3fDb5FcUVZlSYh0Gz3niCWUQ6fgvuETQRHzcJjeGrzv/BRRX4Hn1i+GXI73BgrK6nllyzmOnS8nOc7Fx26fzIIpg5B7ePleWWs1V0uIiby3dn8mIiG06ThyykikqAT0nCORCaHiQHLFNDdtD3pe/CCMgvSQ55ShU8DpQTu/L2Ih7Cp60VlrXy45zWrT2TpCbJp4tzyLqK8g6o6vhQyOGE3PGJAWNoocCrO+Eu87/4tZW47nls+hpo7vjo/UrdQ0BHhzxwW2HS3E5ZR5YMUYbpw7DIfattALIaio8VNS5cUfMBjRoBGlSridHftVLa70IksSyfFtu/N0FdMUFFc2UFjpo6S8Do9TYfjAWKLcfUta+tZo+xCSJKMOn46WdSAoETrsPTGJmPUVIc/J8YPRz+wK6YAtKQ4co+Za71r6WNg0mu7CKMvB++7/IcUk4rnl8yGtsAKHXsfIO45r6WMog8YGnTerLtKw/ldIMUmNtcqR/cKa1UXWcthfj+fWL3SoeudKoOkm7x3KZ83uC/gDJitmDeGupaOIjQq/11rn1ThyppRj58s5k1fVXD3ShMuhcNO84dy5ZGS7uYRNXCyvJyXBHfH1kSKEoKCsnqNny0jPriCrsIaA3tIZSQKmjUnmoZVjGZwc3mG8N2ELYQ+ijJiBdnq7FdFtowtbE1J0EqIutBAqSVbun1mRHzJHTh2/1GqfeXYPzhAW+N2FUZGH952fITmjiLrtyyFNX7XsQ83RX8ek64POm94aGtb9H5IkE3XLFyI2jjVKsiwvQiGIuv0rltVYL0EIweEzZby05SylVT6mjbaEYMiA0EJgmoKTF8rZdrSQ4+fLMUxBUpyLmWMHMGpIHKmJHtwuFVOW2bAnm7d3Z2MYJg9cH/xHJRRFFQ3dKkKVtX52n7zI7pNFXCy3+mmPGBjD8plDGDEwlrFpSXgb/NR7NU7nVbHlcAE/+MchvvXBuQxKCt/tsLdgC2EPog6bArKKnnM0IiGUY5LRis6GPtdoo2+U54YUQiV1PHJyGtqJDTgmLo846toRjPJcvO/8DBSVqNu/EjKv0KgsxLflz8gpo3EtCc4DbPIUFA1VVoAjQut8PecI3k1/QIqKs8QzhLnr1SKnqJYX3jvL6bwqhg6I5vMPzmDq6NA5l16/zo5jhWw6lE9ZtY+4KAc3zBnGoimpjBgUE/T1SkmJZcygGJzvpLPhQB63LUojyt32FoIQgtJKL5PTkrr0uYQQpOdUsvlQPkfPlSEEjBsWzwdWjWfmuBQSYy+tPC6vNZ46OpnlM4bwvecP8OLmc3zm/iuzXdMVbCHsQSSHG2XIRCuNhvYDTHLsAAg0WEnVrZoWSdFJSO5YjNILod8lSThn3IJv8x/Rz++PyKqqIxjF52h495dIqouo278cUsBMX73VxlN14rnpyeA+zELg2/5XzOJzuG/8FEqji3Z7BE5uwr/n38gDRuJZ/RRyZ7oE9gDVdX5e3Z7FruMXifY4+MDqCSyfMRglRNS7piHAxgN5bD5cgNevM25YPA9cP5ZZ4wZEtHxdPHUwu04Ucb6whmlhRLYJr98goJsthKoj+DWD3SeL2HQwj4vlDcRGObh5wQiWTx8S8ewuJcHDdTOHsm5fDg0+vdfvGfbu0V0DqEMn49/3EmZ9JXJ02/liUmP6h1lbhtJaCCUJeeBozJLwzj/q6PnIx9bi3/8y6shZ3bZXqOcexbvpGaSoBKJu/RJyXHCaijBNit/4DaKmFM/tX0aOCZ6NBI6sQT+3F+e8+yKKVgvTxL/nP2inNqGmzcK98hMhfQ+vNAHNYP2BPNbuzUHXTVbNH84di0eGnKlV1/lZty+XrUcK0HST2RNSuGVBGqOHdKyPTJOotd4/DIVmWHt2HS2tq6jxsflwAduOFlDv00lLjeUjt01i/qSB7QZ5QjFqcBxCQGmVt9dXt9hC2MMoQ6cAYBSkI7cTPW6aZZk1xSHTQZRB4wjkHgvbkEmSZVyL3493zY/x738F9+L3d2nsQgi0Exvw73vBig7f/FQbpXGvEjh/GNfSx0IGMLTsw40J0wtxzmw/yVxofmt2m3MEx7TVuBY8FHF+YU8hhGB/RgmvbD1HeY2f2eNTeOD6MQxKDJ4lVdf5Wbs3l61HCzAMwYLJg7h9cVqn9+0CmuVe7oxA3KJc1q91bUOg3WtNIcjIqWTr4QKOnC1DIJg9LoWb5g1n3LD4LuU5Nn27zD6Q1W0LYQ8jJw9Hcsei559sN42mqTdvOFstdchEAoBx8TRymBmVOngCjqk3oZ3ciDJ4QsgeIZEgAl7Lduv8PivR+fqPhY3sauf2EDj6DrGzVsHklUHnjYoCfFueRU4Z1diIve1fLrOhGu+7v8Qsz8G1+FGcU2/s1GfoTi5crOG/753lXH41IwbG8OHbJjMpREVITUOAd/flsvlQProhWDR1ELcvHhlSLDtCeY1V0poY23503aHKjEyN5UBmCavmDQ+aqTZFfg9mlrDnVBGlVT5iPA5WzR/OyllDGZDQPdU5FTV9J5fRFsIeRpJklCGTMC6ebteNRnK4kaKTMKsuhjwvp4wEhxsj/2SbS0vXggcxis/j2/xHpJs/jzp0cofGrBdm4Nv2V0RdGc559+GceVvY4ItRfK7ZdmvA6g8HNW8S/qZ9QxeeVZ9pt2TPrCmx0mO81XhWfbZNt5srQWWtn9e2nWfXySLiohx88OYJLJs+JMgUoc6rsX5/LpsO5hPQDRZOHsSdS0Z1W8S0sKwegNSkyETqziWj+P3rJ/jhPw8xb+JAYqOceP06heX1nM2rorzGjwRMTEvk7qWjmTsxpVPL37bIKqwhLspBQkzv90S0hfAKoKSOR8/aj6gra94HDIecOASzsiDkOUlWUYdOQc873qaoSoqDqFs+T8OaH+Nd9wtcix7BMfmG9mdiNSX4D7yGfn4vUtxAou54uk07K7O21BK55sZLDuCSEArTxLv5T4i6Mjy3f7XdPVKjLAfvul+AaVrpMREGU3oCTTfZcCCXt3fnYJgmtywYwe2LR+JxtfyVafBpbDiQx8aDefj8BvMmDeSupaO6PX+uoLSepDhXuxHjJmaOG8DnHpzBC++dY83u7Oaa48RYF6MHx3HboiRmjU8hvoeMW01TcCq7oluNJHoSWwivAMpgq/LBuHim3XpYOWkY2qlNIQ1aAdSRs9CzD2GWZrUpFJI7hqg7n8a75Vn8u/6FnnUA54xbUYZOaVHqJvQARkE62pmd6NmHQVZwzroD56zb2wy2NPUXFoZG1O1fDdl46fKk6raccaAxKr3uF1Z+4h1fvKrpMcfOlfHf985SUull1rgBPLRyLANbLW29fp1Nh/JZvy+XBr/OnPEp3LVsFMN6yB4/v7Suw8+ePDKJ731kPn7NwB8wcDkUXM4rU3uckVtJTX2A2eN7b/335dhCeAWQE4eBw4NRdLbdfUIlaTiaoWNWF4c0P1DTZoGsop3f3+6MSXJF41n9WbSMrQQOv2UlI6su5PhUJIcL4a/DrCoGYYArGse0VTinrW535iYMDe/G32FWFeO57Yshx6ldONhmUvXl6BdP4333l0ieuLD5iVeCkiov/9l4huPny0lNiuLzD81g6qiWY/EHDDYfzmfdvlzqvBozxw7grqWjejQqagpBUYU3aCyR4nIouBxX1nxh29FCot0qM8cOuKLv7Sy2EF4BJFlGSR2HUXSm3WubEqfN8pyQAiO5olFHTEc/twcx/4GwfUOar5dknJNX4piwDCPvJHphOmZ1MegB5PhU1LTZKIMnoAyZGFGtrxAmvi1/xijMsLwKQySKG5WF+Lb+BXng6HZ9BfWis3jX/R9yTDKe277Urgj3BJpusm5fDm/vzkFRJB68fiw3zh3WIr8voBlsPVLAO3tzqG3QmDo6ibuXju5wGkxnqPNq6IbZ7DF4JWjw6RRXNqA15iOmdCCAUlrl5fDpUlbNG47zCgtwZ7GF8AqhDBpLIO8EItBwyZY/BHLiEFCcGCUXcIxdFPIax8QV6NmH0bMP4xgzP6L3S4oDdeQs1JEd71nShBCicZm9H9eCB3GMC+5bIwJefBt/25hU3baRglGShXfdL5CiE63cw6vQhP1MXhXPr8ukqKKBeRMH8vAN41okIrc2UZ2Ulsg9y0YzdljbSd1ev86FizXkldQ1O8EkxrqYN3EgSXEdM0JoTp3pQVExTJOMnEqOnS0nPaeiuYyuiRljknn/qvEMiG9fENfuzUGS4KZ5kZkS9wZsIbxCWK7MAqMkC3XY1LDXSbKCkjKyzeZPyrCpSLEpaCc3oo6ed0U2o5t7iaRvxjH9Fpwzgk1grdnis5jVxXhu+3KbszujosDaE3THWjXLV1gEG3w6L289x7ajhQyId/O5B2e0qNgwhWDvqSLe2HGBsmrLRPXjd05hwojQn0kIQX5pPUfPlnIiyzIjaMqfc6oykizhDxi8ui2Lj985hTkTIt87i24MkFTXt58X2BGEEGQX1bL7RBH7M4upbdBwqjLjRySwaIrVBMrlUDhfUM3afTn8Z+PZdsvliisb2Hn8ItfNHNLpypargS2EVwhLCKV2hRAaZ48n1iP0QMh0E0mWcU5bjX/3vzAuZkZUx9wVhBAte4kseDDkdVU7X0HPOYJr0SNt9kQx68rxrvs5kqxaIhiiCqUnOZBexG9fOkpVnZ/V84dz99LRzUEEIQQnssp5ZWsW+aV1jBgUw1OrQpuoCiHIK6njQGYJBzJKKKnyAjAyNZZbF41g/PAE0gbFEuNxIEkSpVVe/vTWKf7yTjoTRiwmxhNZBNjjUhk6IJojZ0q5fVFal//wVdb62ZtexK4TRRSW1aMqMjPHDWDh5EFMHZUUNPOcMiqJep/O5sP5GKYZsoSwiVe3nkdRJG5fPLJLY7zS2EJ4hZCcUcgJgyNq86mkjoNjazFKzocVOcfE5QSOvk3gwGsodz7dY7PCpplg4NhaHBPD9xLRc45Qu/1F1HGLcUxdFf55/nq8636B0HxE3fF0yHK9nqLBp/PCe2fZeeIiQ1OiefLeaYwafGmPL7e4lhc3nyMjp5KBCR4+fucU5k0aGGSiWlbtZe+pYvacspxYZEli0shEbl44glnjwqekpCR4ePyWiXzruf3sPH6RmxeMiHjsN80bzvPrMlm7N4dbF3ZcDOu8GofPlHIgo5j0nEqEgDFD43js5gnMnzio3VrgaI+KYYo2rf8zcio5eLqUu5eN6hNJ1JdjC+EVRBk0Bj37SLuJ1crgCSBJGAXpYYVQUp04596Df/vf0M/tCblf11WEaeLf9Q+0jK04Jq9sdJMJng0YVYV4Nz+LM3U0zmWPh/1swtDwbviNtXS+9YsRN7bqDk7nVvKXtzOoqPXxwA3juHHW0OZa3Jr6AK9tz2LHsUKi3CqP3DiO62cNDQqWHD5Tyo7jF8nIqQRg/LB4blo9gdkTUohrw2/wcoalxJA2KJbDZ0s7JIRLpw3m5IUKXt2Wxdn8am6cO4xJaYlhZ2f+gEF2UQ1n8qs5lVXO2YJqhICUBDe3LRrJ4qmppHYg2bspjzGcQYSmm/x74xkGxLu5eX7kn6u3YAvhFUQeOAZxegeithSpDfspyRmFnDIaveAUrnnhe0E7JixDy9yGf+8LKEOndKsri9D8eN/7A0buUZwzb8c5777Qzdj99XjX/xpJUUm9/8tUBkILguU88zzGxdNho809gW6YvLnzAmv35JCS6OHpR+ewcOYwSktrMU3BliMFvL49C79mcOPc4dy5dGTznhxYvn5bDhew++RF6n06A+Ld3L1sFIumpHYokno5U0cnsW5vLg0+LeIEaVmW+MRdU1g/OJa1e3I4fr4cl1NhWEo0CdEuHKqMbpjUeTXKa3yUVflomrylDYrltkVpzB6fQtqg2A7PJjXd5NSFCmaOC58K89rWsxSW1fOZ+6f3mUjx5dhCeAVpMhI1SrLa9eFTh08ncOiNxmZOoXPUJEnGvfzDNLz+XXxbnsVzyxe6xZjArLEqRszKfFxLPoBzyg0hr7N6Ff8BUVuG57Yvo8anQJhm5IFj76Cf3YVzzt09MnsNRVm1tSd3vqCGpdMH874bxzVb3mcX1fD3d0+TU1TL5JGJvP+m8c3VIEJYVREb9udx8kIFiiwxZ0IK180YwoS0xC73G5k9PoV39uSw51QxN8wZ1v4NjciSxC0L0rhxzjCOnSsnM7eSwrJ6LlY0oOsmiiIR5VYZNTiOJVMHM2JQLGOHxUe8FxmOA5nFNPh1Fk4ZFPL8xfJ6XthwhrkTB/aZvMHW2EJ4BZGThjamxmS16xeops20KjNyjsKIoWGvU5KG4Vr8fvw7nse/97+4Fr2vS/uF2oWD+LY9B4Dn5s+12QPFv+c/GPkncS3/UJuW+Vr2IQL7X0EdswDn7LvCXtedHDtXxl/eTscwBZ+4awrzJ1m/xH7N4K9rTvHGtnPERTn5xF1TmDdxIJIkYZqC/ZnFrNubS15JHfExTu5eOorrZg4hvhv3vEamxjJ2aDxv7brA3AkpHX62Q1WYO3EgcydGZmrbFUwhWLc3l6EDopkyMjioZZqCv76Tgdup8P4b264e6s3YQngFkWS1MTXmXLvXyskjrBSZrP2w7LY2r3VOWoFZWYh2cgMg4Vr0cIcdqk1fLf49/0U/uxs5ZRSeGz7Z5qw1cGoT2qn3cExbjXPidWGvs5xn/mw5z1z3kR5P9TFNwRs7L/D27mxGDIzhk/dMbXZ+OZdfzXPvpFNc6eW6mUN4YMUYotwOTCHYl17EmzuzKa5oYHByFB+6dSKLpqR2e88PsLwlH1s9gR/88yA/e+EoT90/vdscX7qbfenFFJTV8/E7p4T83q0/kMv5whq+8P453frH4kpjC+EVpr3UmCYkScIxZj6BY+sw6quBtn8hXYseBgTayQ2Y1UW4r/twRLl5QvejpW/Gf3gNaH6rznj2XW1WrOi5R/Hv/jfKiJm4FjwU/tm+OrzrfxWx80xXqfdp/OmtU5zMqmDp9MF8YNV4HKpyaZ9wbw5JsW5+8InFDEmwkppPZJXz8pbzjbW80XzqnqnMGp/S4+02hw2M4XMPzOBXrxznG3/Zx62L0lg5e1iXl7HdiZX3eJ4Rg2KYNyn4j2JeSR2vb89i9vgUrps1NKindV/CFsIrjDKoMTWmLKddIwJ17GICR9+h9uQ2GN12va4kybgWvQ85fhD+vS9Q/+JXcU5bhWPCcqsFwGUIYWKW56Gf34d2egfCV4sybCquhY80N4kKh1F6obGN5wg8N3wi7J6k5Tzzx0vtPHu4dO5ieT2/fuU45dU+Hls9gRWzrM9RUtnAH988RXZRLcumD+bhG8YxYlgixzOL+O97ZzmZVUFKgjtsqkxPMmFEIj/4yAJeeO8sb+ywZrHTxwxgzoQUJo9M6jFnmEh5e082FTV+nrhjStDXRdNN/rwmnSi3g8duntAnHGbawhbCK4w8yDJKMIrOtiuEStJQ5EFjqT2yCdeoFe3+sEmShHPKjahDp+Lf/xKBw2sIHH4LKW7gpWWu5seoKgR/PUgyatpMHNNWR9QW06wuwrvu/5A8ce224PTvf7l5/zBUO8/u5NSFCp554ySqIvGlR2YxfngCAPszinl+XSaKLPGpe6YyZ8JAAprBP9am89qWczgdCg+vHMvKOcN6ZAkcCcnxbj517zTyS+rYfryQA5klHD5TCsDARA+TRyeTmuBh+MAYhgyIJi7KcUVEJ7+0jnf35bJ4amrz1/NyXttuzaI/c//0iFOHejO2EF5hZE8cUnxqowFDcJlaa5yTVuDb+hfUglPtVqQ0vyMhFc+qz2DWlKBnH8IoPo9ZVw5ISKrVA1lJHYcyfHrErTTN+koa1v4cgKhbvtjmsls7vx/t+Dock1e2uX/YHWw/Vsg/3j3NkAFRfOb+6QyI96AbJi9tPsemQ/mMHWqVxiXHuzmdW8nf1mZSUuVlydRU7r9+bMhZl6abFFU0UFnrI6CZqIpMQqyToQOiu928tIlhA2N4343jefiGceQU1ZKZW8m5/GqOny1ja80lj0ePS2VggocBCW4SY10kxriIiXIQ43YQ5VbxuFSiXCrxMc5Oj9UwTf62NhOPS+WhlcF/xNKzK1i/P48Vs4b22Shxa2whvAqog8ejZR1EmGa76S7qmAUoB18lcGxtxELYhBw3EOf0W7oyVMDqQ+x952cIX51VEpeQGvZaoyIP37bnkAeNxbXofV1+dziEELyx4wJrdmczdXQSn7xrKh6XSk19gGdeP8GZ/GpumjucB64fg2kK/rPpDJsO5pOS0HKPsOlZ+aX1HDpdwqkLFWQX1WKYwSUUqiIxYUQi8xsjtq1NWrsDWZIYNTjOqnhZYLXJPJddTn5JHYVl9RRXNlBS6aWgtJ6TWRX4Gw0ZQpEY62LM0HhumD00bI10KDbsz+PCxRo+fueUoMb0dV6N597JIDUpKqRI9lVsIbwKKIMnomVux6zIRRkwss1rJcVB/Pzbqdj8T4yis206RvcEwleHd+3PMGvL8Nz6hcaa6dAY3jq8G36H5HBb7TzbsQjrLIZp8s/1p9l+7CLLpg/msZsnoMgyucW1/PbV49Q2aDxxx2QWTkklv7SOP715ioKyem6YPYz7V4xh2NAESktrCTS2rdx8uID80jokYPSQOFbNH07aoFiS49y4nAqablJe7eNcQTVHz5bxt3WZ/HvTGWaOHcDs8dZ+Xk8GOeKjncSPSmLKqOD0FV9Ap7ZBo96n0eDT8fp16n061fUBLpbVk55dwcHMEu5aOoq7lo5q9135JXW8viOLOeNTmN8qQCKE4B/vZlJTH+Abj8294h6HPYkthFcBpbGqwijIaFcIAeLm3Ezlnjfx738Zzx1fu2Ib06a3xhLBqot4Vj/V5j6iME1K3vjtJVv+HnKT0XSTZ9ec4tDpUm5fPJJ7lo1CkiSOny/jD2+eIsql8rVH55CWGsvO4xf514bTuJ1Ki6brPr/OO3uyWb8/jzqvxoiBMTy6ajxzJwwkLkyAYtTgOOZOHMhDK8dyvrCG3ScucuhMKfszSpCAQUlRpCZFNS9Z46KcxHgczf9FexxEudSgXiddxe1UcTtVUgidfhPQDP701inW7cth9fzhzQnlodANk7+8nU6US+UDIQIgu08WcfB0KfddN7rXt+fsKLYQXgXk6ETkhCHoBadwzmh/6So73Tjn3IN/59/Rsw5E7EHYFcz6Srzv/C9mbbklgu0sywMHXyOQdQTXssfbDQJ1loBm8LvXT3Ayq4KHbxjHqka/u21HC/jH+tMMHxjDZ++fQWyUg7+/m8m2o4VMSkvkiTsmEx/jwhSC3SeKeGNnFhU1fqaNTubWhZZLTKR/XCRJYuzQeMYOjef9q8Zz4WIt6dkV5BTVUlLlJSOnMuxyVZIsS634GCfx0U4SY1wkx7tJSfAwZEB0s+1Vd+J0KMwen8KRs2XU1AfaFMI3d14gt6SOT983LSgAUlbl5d8bzzB+eAK3LAhuNdvXsYXwKqEMm4qWsaXdfMImHBOvQ8vYin/3v1GHTUFydW9zoMsxKgsthxh/PZ5bPt+mpRaAlnWAwNG3iZ15I0xa0SNj8msGv3nlOJk5lTx+y0SWzxiCEIK39+Tw+vYspo5O4n/unkpAN/nZf49wNr+aWxaO4L7lY5BliYLSOv6+/jTn8quZMCKRj985hXHDEro0JkWWm0Xxcrx+ndqGALVejXqvRp1Xo96rU+vVqGsIUF0foKY+QHpOJVW1/uaaYEmCoQOiGTcsgckjE0MuhTtDk49hdBvL97P5Vazdm8Oy6YOZNa6lI5BpCv7ydjoAH71tUrfPansDthBeJdTh09BObsAozEAdMaPd6yVZxn3dh2h4/Xv4dv4T98qP98gSWS/MwLvht0iKStQdX2136W5U5DXa8o8hefVHKK/0d/uY/AGDX79yjNN5VXzk9kksnjoYIQQvbznPu/tzWTRlEB+6dRKlVV5+9fIxquoCfPzOKSyYPAjTFKzbm8PrO7JwO1U+dOtE7r5+POXlPZf863FZ0duBEcQndMOktMpLYVk9eSV1ZBXWsPtUEVuOFOBQZRZMSWVpmBSWSMnMqWRQoqeFmcTl+AI6f16TTnKcm4dvCJ7NbzyYx5n8aj5y26ReWwHTVWwhvEoogyeA6kLPORqREAIoA0binHM3gYOvoQ0ejzNEM/XOIoRAO7UJ/57/Isen4rnlc+123DN9tXjX/wbJ6cFz05PIqhPoXiH0a5dE8GO3WwEQUwj+s/EMmw8XsHL2UN5303iyCmv49cvHUGSJL79vFmOGxFNV5+fPa9LJyKlkzvgUPrB6AnHRzl41o1EVmcHJ0QxOjmbOBCs4oRsmZ/OrOXS6hAOZJew8Zi3x33fjOIZ2sJNddX2AjJzK5m2EULy4+Rzl1T6+8v7ZQZHwi+X1vLY9i5ljB7B4avhsgb6OLYRXCUl1og6bip5zBLH0AxHXBjtn3Y5RfBb/rn8jxw3scEpNKIS/Ht+Ov6Nn7UcZMRPPyo8jOdv+yy9MHd/G3yMaKi2D1R6oHNF0k9+/foLTuVV89DIR/Nf602w9WsjNC0bwwIoxnMqu4HevniAh1sXnH5rJwAQPZ/OreOb1k3gDOh+6dSJLpw3uM9UPqiIzKS2RSWmJfPKBmby68TRv78nh+38/yAdWT2DJtMhbne44VohhCpZOD33Piaxyth0t5JYFI4JmnaYQ/G1dJk5V5oPXQPVIW9hCeBVRR82xehSXZEVcfSFJMp4bPknDWz/Cu+E3ViBj6OROj0HPO4Fvx/OI+kqc8+/HOePWdkVZCIF/938wLmbivv6JNlNqOotpCv68xqobfvyWiSyamoponAluPVrIbYvSuHf5aI6eK+MPb5xkcHI0n39oJvHRTnaduMjz6zJJjnfzhYdn9livYSEEvoBh7Qc2WHuBDT4db0BH000MUyABiiLjcSrERDlIjnMzKCkq4qCI26myav4IFkwexLNr0nnunQxcDiUi5xndMNlypIBJaYkhG843+HSeX5fJkAHR3L0sOLVmy+ECzjUuifuyoUIk2EJ4FVHTZoGiop3f16EyNMkZhefWL+Fd+zO86/4P19IP4JiwvEN/sc3aMvz7XkLP2o+cMBjPXV9vt09yE9qpTWjpm3HOuLVnnLGF4J8bTnPwdCkPrRzbHBh5eet5Nh8u4Ob5IywRPFvGM2+cZMSgWD7/0AyiXCpv7rzAmzsvMHlkIp+8e2rYfbGqOj95JXVU1PjwBwxMYZmfOhQJRZFRZMuWSzdMfJqB169T16BR06BRUx+gut5PdX2AgGZ2+PNJwOAB0UwckcCc8SlMGJHY7nI9PsbFUw9M53//e4Tn1mYwfnhC2FSfJg5kllBZ6+cDq0OnPb289RxVdX4+dc+0oCqUylo/r247z5SRidf0krgJWwivIpLTgzp8Bvr5/YiFj3TIVFWOiifq9q/ife8P+Lf/DSPnKK4FD7VZ9QGWLZZ2aiPa6Z0gSTjn3G3NAiN0htFzj+Lf8x/UkbNxzr8/4vF2hDd3XmBb46xvdaPt+7p9uby7L5frZw3lgevHcCKrnGfeOElaaiyff3AmbpfCvzaeYcvhApZMS+WDN08Mqh8urmxg29FCjp0r52J5fYfG1JT6EhftJC7Kwegh8Vaic7STuGgnsVFWrmCM24HbpeJUZUvcBOim2RhJ1iir9lFYVs/5wmp2nrjI5sMFpCZFcceSkSycPKjNP2YOVeHDt07iG3/ex5YjBW0mSAthBYmGDohm+pjgxvCncyvZdrSQm+ePCNmb+YX3zqIbgg+svraXxE3YQniVUcctsuqBC9M7vN8nuWPw3PIFtBPr8R96Hf3lr6EMnmiV5SUPR3LFIAwdUVeKUXIBPfcoZlkOKCqOCctwzrqjQx3kjLIcvJv+gJw8Avf1H++w52EkbD1awFu7slk6fTD3LreW3DuPX+SVredZMHkQ7181njN5Vfz+9ZMMS4nh8w/OwO1U+NvaDHadKOKWBSO4f8WYFr+8TRv+h0+XIssSM8ansGLmENJSreoRj0tFkqw9MV030Q2BKQSSBA5FxulQcDuVTguCC4Vot4MB8Z4WzaL8msGRM6Ws3ZvLn9eks/dUMR+7Y3KbVSqDk6MZMyyeY+fK2hTCE1nl5JfW85HbJgU5x+iGyT/Wn2ZAvJu7QiyJT2VXcCCzhLuXjmJgYuR9TfoythBeZdQRM8AVjZa5vVOBD0mWcc64BXXcYrSTG9EuHMC/4/kQF0rIKaNxLXwEdfxiZHfHKgPMunK87/4SyRXd6DzT/XtGJ7LK+df6M0wbndy8OX8yq5zn12UyeWQiH7ltEvkldfzm1eMMiHfz+Ydm4Hap/O2dDHadLOKupaO4c8nIZsEKaAZrdmfz7r5cVFXmtsWW59+4UQMoDdNS4EricigsnJLK/MmD2HK4gBc3n+V//3OYr75/Tptd5UamxrL9WGGbTcDW7s0lMdbFgsnB9vrr9+dysbyBpx6YEbRXaZgmL2w6y4B4N7cs7HtNmDqLLYRXGUlx4Bi7CC1jK8JXh+Tu3Ma+HBWPa/79OOfdh6gpxqy8iAg0gKIiRSehJA1rNxIcDqve+BcI3U/UnU/3SPlcfmkdf3jjJMMGRvPJu6c01w7//o2TDE2J5lP3TKO6LsAvXz6G26nyhYdmEuNx8M8NZ5pF8PIZUn5JHX9ac4qC0nqWTE3lgevHtrun1h51Xo2iigZKq7yUVfuoqvVTUx+gzqvh0wwMw5pFOlWZGI+DpHg3wwZEM3ZYAkNTosN6HcqSxA1zhpGaFMWvXj7GX95O59P3TQsrcrFRTgKaFYxRleBrzhdWcyaviodXjg3aHqio8bFmdzazxg0IuWTeeqSQgrL6kPuG1zK2EPYCHJOuswIQZ3binH5zl571/+2dZXRbZ7q2L8kyMzMz22FmZoa2aZt2yjxtpzDwndOB0850yswUZmZmMjMzs2XZwv39kK1EsQNtkzRN9rXWrDXRlr1f7VR3Xnie+5ZIJEjsPZDa35gNbkGj0gc5tdXpIzidbnwEZ6tcyXvrUrEwM+HZ+XFYmMlolSv5cEMaVuYynl8YjyDAe+tTUam1vHZff5zsLNhwpJDDyZVMG+JvJIKnM2v4blcOFuYyXlgUT2xQ7y/81VBrdFQ2yCmrlVNRJ6eyoYPKejltCrXR+2ws9XuG1hYy7KzMkJlIEARQabQ0tSvJq2ihU6lvt3OyM2dErCeTBvpeMbkuOtCJ+aODWXuogNTCxitaXAnd4cJXWqnvOVOGlbmMkfFeva5tOFKITkefhdOKLg1bjhcT4edAv7A7w17rehGF8DbAxMkXE/dQVFkHMY2ddFP23n4Jgk5D5/6P0dbkYzH+iWu22v0S1Bp9/7C8U81r9+oFTq3R8tHGdNq7X7OzNuX99WnUNCp4YVE8Pq42HLhQwY5TpYxO8GL+aP1eok4Q2HysiO0nSwn1sefJubHXdHkWBIG65k4KKlsprm6jqKqN8jq5wYbLzFSKt4sNcSEueDlb4+FshbujJc52FteMrRQEgcbWLnLKWjiXU8fWEyUcuFDBvRPDGBLd9z9UEwb4cDCpgt2nS68ohB2dGszNTPrMNK5v6eRCXj1TB/v3Ko4urm7jVGYt04f69xlFuvN0KfJONYvGhdwVBySXIgrhbYJp9Hi6Dn6GtiwNmX/Cbz0cBEFH1+Gv0ZalYj7igZti9CAIAj/syaWwso0n58Tg72HbbfWUS2FVG0/N1b+2uttS//4p4UQFOJGcX8/KfXobrGWT9HuJGq2Ob3dmcyqzllHxntw3KfyKrtOtciWnMmrIKG4iq7SJVrm+F9fczIRAD1smDfQlwNMOPzcbXB0tf7F9v0QiwcXBkhEOloyI86S0pp0V+/P4YlsW1Y0K5o7qXX8pM5EyOsGLDUeKaGrrwtW1915uU1sXTrZ979HuP19hWGpfir4lsQBbK1OmDeltmtDU1sXec+UMjXYnwOP6zHrvJEQhvE2QBQ1AcsYRVcbe31wIBUFAeex7NAWnMBs4H7Ooq+el/FL2nSvnRHoNs4YHGAqE91+oMOz59Q9340R6NXvPlTOhvw9jErwprWnn862Z+HvY8tjsaKRSCSq1lk82Z5BW2MjcUUHMGOrfa0bTpdJwIbeekxk15JY1oxP0S9uoAEci/BwJ8bHHy9m6z3q+LpWGuuZOGtu6aO1Q0dGpRqXWIQCmMik2FjJcHSzxdbe96gzU38OWPy1N5Ic9uWw7WYKjnTljEnpnxMQFu7DhSBE5Zc2EB/duc6xuUhiS+S6lU6nhWFoVAyPccLxMKNOLmsgpa+HeiWF9GspuOlYECH2K892AKIS3CRKpDNPoiajOrkXbUHJdPoU3A33XyArUOUcwS5iBWcKMm3KfrJIm1hwqoH+YK7O69/dySptZc6CAhBAXZg4PoLhaH8Ie6e/I4vEhNLcr+WBDGraWpjy3IA5zUxOUKi0fbNC70lwa2tRDi1zJnrNlHE2tplOpwc3RkoXjwwjztsPfw7bXbK+jS01hZRtFVa2U1LRTUS+nqa3v/mmJBITLjKw9na0YGOHG6ATvXmIE+hnfg1MiaJErWbkvn0h/x16ipo8EkFJe19sYQqXWUtOo6HMP73haNV0qLRMv6yvWCQIbjhTi6mDB6ITe+4bldXJOptcwaZAvLvZ3pqnCtRCF8DbCLGoMquStqFJ2YjnhyVt+f0EQUJ5aiTpzvz6veOD8m7JXVN/SaWiLe6i7zq2prYtPt2Tg7mTJIzOjkCvUfLwpHXtrfQi7Vivw0cY0FF0aXl+mz9BVqrS8ty6VvAp9L/LQSzogOrrUbDtRwsGkCnQ6GBDhqi+d8bHHzc3OUD6j1mjJLW8ho6iJrJJmKuvlCOhFzsvZmjAfBzxdrPFwssLZzgIHG73hqqlMaliStyvU1DUrKK5uJ72okW0n9CU7Uwb7MWNYQK8lulQq4aFpkbz2xWk2HyvmsVnRva672FvQ2NrF5ZTVydEJAv7uxstXnSBwIKmCYG87o1pF0IdYldfJeWRmVJ/bBesOFWBlIWPGsICf89d4RyEK4W2ExMwK08ixqNN3o2utRWrfuwbsZmGYCWbuxzRmEuZDltwUEVSq9AchggDPzI/F0lzWba6QgUqj4+l5sZiZSg2W+6/f1x8bS1O+2JZFSXU7T8+PxdfNBqX6ogg+MjOKIVEehs9xrLsAu6NTzfA4T2YM9TcqDO5SajibXcu5nDpD7ofMREqojz1zRgYS4uNAoKftVU1Me5CZSPUhSrbmhPs5MmWwH/UtnWw4UsjWEyXklLXw7PzYXifFDjbmjE3wZs+5MhaNDek1e7S2MKWjS9PrfvkVLQCE+Bh7IKYVNFLX3GkoQu9Bo9Wx+WgxPq42fdYUZhQ1klHcxOJxIVdsR7wbEIXwNsMsbjLqzH2oUnZgMfqhW3JPQadDefw71DlHMY2dfNNEUBAEvtmZTUW9nOcXxhuWhKv251FcrT8c8XS2Zu3BAnLKWnh4eiT+HrZsP1nCmaxa5o0KIjHU1WDSerkI1rd08t2uHLJLmwn1sefeiWH4udsa7p1f0crR1CqS8+vpVGpxsDFjWIwHccHORPg73jB3aFcHSx6fHUNCSA1f78jmvfVpvLwkEVOZ8WxsdIIXu8+WcTa71tBK2IOJVNJngFROaQseTla99iL3nivDyc6cfmHGe4rHUquoa+nk+YVxfXaYrDqQj5ujJeP6GR+u3G2IQnibIbVy0LtRZx3GrN/Ma3oC/loEnYauQ1+hKTyNWeJMzAbMu2mlE7vPlHEup44FY4INtX1HU6s4nFLF1CF+9A9342x2LbvP6nuKh8d6kpRXz8ajRQyOcmf6UH/UGi0fb0wnp7SZh2dEGkTwVEYNP+3LRRDg/inhjI73QiKRoNboOJVZw/7z5VTUd2BpbsKoRB/iA50I83O4qYHuQ6I9kEolfLYlk3WHCrhnYpjRdXcnK7xcrMksbuolhGqtDkszY2FWqbXkljUzMs54n08f/9nCwrHBRkvfTqW+LjDM16HPWspDyZVUNyp4Zl5sL5G+2xCF8DbELH466pwjqJK23dRZoaDu0tcJlqdjNmgh5gnTb9q90gobWX+4kAERbkwdrP/SF1e38dPePKICHJk/KpiKOjnf7MwmxNuepRNCKatt54ttmQR62rF8agRancAnmzLIKG5i+dQIhsV4olRrWbEvj+Np1YT62PPIjChcHCxRa7QcSali15kymtuV+Lja8MCUcIZEeRhS7C5Fq9NR1aCgok5OdVMHDa1dtHeoUHa7y1iYmeBkZ46Pqw0R/o54u1hf1z8YgyLdyS9v5cCFCobHevYKPQrxtiMpr6HXz8k71bjYWxi9llXajEqjIz7EWNR2nSnFwsyE0fHel71eRptCzbMLetcFtsiVbD5WREygEwmhd1fxdF+IQngbIrVx0u8VZh7ALGE69FFL9mvRdbbRufs9dA3FmI98ELOblDUCetODz7dm4ONmw8PTIpFIJLR2qPhoo/4w5LFZ0SiUGj7cqO8keXJuDO0KNe+vT8PG0pRn5scilUr4dHMGqYWNLJsczsh4L+qaFXy8KYOKOjkzhvkzZ0QQSOBkRjWbjhbR2KYkzMee5dMiiA5wMhIDQRCobOggvaiRrBJ9mHpP6JJUItEn0VmbYWlugiDoham0tp2jqdUA+LjaMGt4AP3DXa8piHNHBXE6q4bNx4p4bqGxG7mHkzXyzmo6utSGPTqdTqCpravXMvd8Th2W5jKjjOLqxg7OZdcxZYifUX9yQ0sne86WMTjK/YruMmqNwL0Tw+664um+EIXwNsUsQT8rVJ7bACGv3NDfrWupRrH7PYSOJiwmPoNpQL8b+vsvpaNLzYcb0pGZSHl2fhzmZiZotDo+2ZROR6ea15f1x9JcxrtrU2luV/LKPf0wNzXhrZVJKJQaXru3n/6wZGsmyfkN3DMhlLGJ3mSWNPHZ5gwAnlsYT1ywM6U17fy0V1+M7e9uy4PTIonydzT6olc2dLDrXDlHkiqoa+4E9OUqw2I9CPGyx8/DFndHyysWYze0dpJW2Mih5Eo+2ZxBdKATj82KvqpjjJWFjPH9fdh6ooSG1k6jEpWevT654qIQ1rd0otEKeDhdPOBRqrVcyKtnYISb0TJ228kSTGVSJg80XlqvOpCPRAILx/T2mEzO18eQzhkZiLvT3eEucy1EIbxNkVo5YBY7GVXyNrqqCsD0xpwgG8KZpCZYzXjlZxnC/ux7aXV8simD+pZOXlqSgLO9BYIg8NPePPIrWnl8djS+bjb8tDeP7NJmw+HIBxvSqKjr4NkFcXi5WPPFtizO59azZFwI4/v7sO98OasP5OPlYs0z8+OwszJl1f589l8ox9bKjIenRzI0xsOw/6dSazmTXcuRlCqKqtqQSiVE+jkwZZAf8SEufdb7XQkXe/3BwugELw4nV7HmYD7/99MF/rQ08aouzsNiPNh6ooTkvAajOj9Zt6iptRcNXouq2gC9y0wP57LrUKq0DL+kRKi8Ts6ZzFomD/YzMpRIyW8gOb+B+aODcLIzXl7LO9X8sCcXH1ebPjtM7lZEIbyNMYufhjrnCI17v8F02qu/agkjCALqrAMoT65Cau9+XeFMv4YewcsubeahaZGG5dzec+UcTdWbrg6KdGffuXIOJVcyZbAfw2I8+GZnNhlFTTwwJZyoAEe9CObUsWhsCOP6+/D97lyOplaRGOrCIzOjKKlu5+1VyTS0djEm0ZsFo4MMpSrtChUHLlRwMKkSeacaT2crFo8LYfqoYDRd6qsN/5qYSKWM7++Dt4s1761P5aNN6fxpab8rHjq4OVrh5mBJbnmLkRAqVfrl+KV9y9llzViZywwRA4IgcOBCBZ7OVka5IusOFWBpLjMStE6lhh/35uLtYt3rAKanpVGuUPP8gvgrznrvRkQhvI2RmFliPmghXUe+RpJ3HNPwkb/o9wgalT6cKf8EJn7x3eFMN3dJtPtsmUHweoKDkvPqWXuwgAHhrswdFURSXj2rD+TTL8yVBWOCWX+40NByNzzWk8+3ZHIhT2/XPyLOk3fWpJBT1sL0of7MGBbApqNF7D1XjpujJa/e288gEu0KFbvOlHEwqQKVWkdCiAsTB/oS4acPcne0taD+VwphDxH+jjw8PYpPN2ew7WRJrzq+S/Fzt6G83tgZu0Wu71qx7w5U1+kE0goaiAlyMrT7ZZc2U1rbzv2XBCilFDSQUdzEknEhRsvy1QfyDfb7lwvd8fRqzufUMX90UK9Dm7sdUQhvc2Rhw7EoOknXqVWY+Mb+bC9AbXMlXQc+RddUqbfl7zfrprvbnMmqZd2hQgZGuBl6V4ur2/h8ayYBnnY8PCOKokr9nwO97HhkZhS7Tpey60wZY/t5M22IP59syiCloIGl40OJD3HmHz9coKGlk4enRxLoacc/f7hARb2csf28WTQmBHMzE5RqLXvPlbPrdClKlZbB0e5MHxqAt0vv4KIbycAIN5Kj3Q1RAldaajvYmJNZ0mT0WmVDB0525ph3l8pklzbTplAzoDvaUxAEtp0owd7GzLAsVqq0rNibh6ezFeMuMVdIyqvnWFo104b49zogqayXs2JfHhF+DkwdLC6JL0cUwtsciUSKy/QnqPjyRboOfo7ltJevK9tEEHSoMw+gPLMGiaklllNeQOYXd9PHm13azNc7sgjzsecPM/Ttc7XNCt5bl4qdtRnPLoijobWL99en4mhrzrML4jiWWsWGI0UMiXJnwZhgPtqYTkZxE/dNCsPH1YZ//HABgJeXJlLX3Mkb35/DTGbCcwviiA9xQRAEzmTVsvZQAc3tShJDXZg3OviaAqjR6miRK1GqdchMJDjYmP/iouq5I4M4m1XH/vPlLBzb976rVCpBd0nWkyAIFFS0GLXEHU6pxNpCZiiRuZBTR2653iyhxyh18/EiGtu6eOWeRMOsr7G1i293ZuPvbtsrka5TqeHjTRlYmMl4dFb0bZXrfLsgCuHvADNnbyxG3E/Xka9RnvwJ8+HLrrpfqG0sR3niR7Q1eZj4xWMx6iGkVvZXfP+NoqiylQ83pOHuaMUzC+IwlZnQIlfyzpoUBAFeWBSPWq3lnTUpyEykvLg4gaTcelbu1y+Pl04I5f11aeSXt7B8agRmpia8vToFZztznpwbw95ut5oIPwcemRmNo6051Y0d/Lgnl5yyFvzdbXlsVnSvfN4emtq6yChuoqROTk5xE7XNCiPTBAng527LgAhXxiZ6X9FAtS9cHSyJD3HmZGZNr8yUHjo61UYlLpX1HTS2KZk+VJ8bU9/SSXJeA5MH+WIq05+uf7MtEzdHS4NZQl55C3vPljMm0duw76rR6vhsSwZancDjs6ONlsQ6QeDLbVnUNXfy8tIEHO7wWM5fiiiEvxNMw0eiba5EnbYbQanAYuT9vfb5tM2VqJK3oyk4jcTcGovRDyMLG3FL6sTqmhW8uTIZy25XaGsLUxRdat5Zk0pbh5qXlyZiYSbjzRUXUKm1vHJPP7JLm/lhTy5xwc7cOyGUd9emUl4n59FZUdS1dLHpaBFhPvYsHh/Kl9uyqayXM3NYALNHBKITBLaeKGb7yRLMZCYsm6zvJrl8tiPvVHM6s4ZTmbUUV+tPYx1szQn0sGVAhBsu9hZYmJmg1uiob+kku7SZDUeK2H2mjCfmxBAVcP3hVgkhLiTnN1DTpOgzR7i6SYHbJYaop7NqkUggsbtecMepUqRSmDBAf5iy/3wF5bXtPDNfv9+n6NLw1fYsXBwsWDT2YlnMyv35FFbpPR0vL4fZeKSIlAJ92dGl9YcixohC+DvCfPBiJObWqJK2IC86o88ytnVB6JKjrclDV18MJmaYxk3BPGH6L84/+bk0tyv575oUtFqBV+5JxMnOAqVKy7vrUqlu7OD5RfG42Fvw1sok2hRqXl6SSFF1G9/vyiEm0Il7JoTy9poUGlq7eHxONKn5jRxPr2ZItDv9Ql15e3UKUgk83227X1bbztc7simvkzMo0o2l40N7la5U1MvZe7ac01m1aLQ6/NxsmD86iIRQV+Ij3Glo6G1xBTBnJJTVtvPltizeXZvK0/Niib+CU/Tl+Lrrn3d1Y28hVKq1lNW2G0ROrdFxPL2a+GAX7K3NqG7s4HhatWGPsa6lk83HihgU5UFC9/L/u13ZNLUpefW+fgZDiINJFRzuPnW/PPT9aGoVO0+XMibBq5dRq4gxohD+jpBIJJgnzkQW0A/V+U2oi85Bd0CT1CUA88GLkIWP/NkJdb+GdoWKt1cn06ZQ868nhuNoKeu22k+jqKqNJ2bH4Odmw39WJdPY1sULC+MprW3nxz25xAY5s3BsEP9ZlUJHl5on50Sz91wF2aXNzBymN1ftyS5+ak4MTnYW7DhVwuZjxVhbmvLMvFjDbKqH0pp2thwvJqWgATNTKSPjPBmd4GUwX+h5jlfDz92W15f1560VSXy9I5t/PTrkqgXTPfQURCv6cI3JKGpEoxWICdTPME+kV9PWoWL8AB8EQWDNwQLMzaTMHB6ATifwzfYsTEwkPDE/DkGtYd+5cs7n1rNwTDAh3vptjvSiRlbuyycu2JkFo40Lp1MLGvhhdy4xQU7cI3aPXBNRCH+HmDh6YznxaX2Ij1atT6r7DXJOFF0a3lmTSkOrXuDC/Byprmnl400ZZJbo6wcj/B15e1Uytc2dPLsgjrJaOasO5JMQ4sL0of68vSoFAXh0ZhTrDhdR26Rg2aQw0ouaSCloYHiMB8smh9OuUPPvlUnkVbQyINyVZZPDsbW6WERc26xgw+FCzufWY20hY86IQMb197kuAesLS3MZD8+I4v99c5Z958qvy7lZ1d2i11ct4Yn0GuyszQjzdUCl1rL9VAlBXnZE+TtyIbeetMJGlozTJ+1tP1lCXkUrD0+PxMXBkqPny1hzsIDEUBcmd/dpl9a088nmDHxcrXnssgOQ/IoWPt2cga+7DU/OiRHrBa8DUQh/x0gkEpD9uojKX4pSpeWD9alU1Mt5Zn4sEf6O3Zv2maR19wMnhLrw9qpkqhoVPDM/lpLqNjYcKaJ/mCtj+nnzztoUrMxlLBoXwne7c9FodCyfFsGOU6XUNXdy78QwxvXzJimvgW93ZqMVBB6eHsmwGA/DDKdTqWHbyRL2nStHZiJl1vAAJg30u2ou8PXi62ZDTJATpzJrmDMy8Jqzqp6WPefLzBJqmhSkFjQwvdukdduZEpralDw8PQp5p5qf9ubi727L+AE+5JW3sPlYMYMi3RgW40FVvZxPNqXj7mTJH2ZE6U/hmxS8szYFGwsZzy2MN7LeL61p5711qTjaWfDCwvjr8lQUEYVQ5Beg1uj4aFM6+ZWtPDYrmrhgF7Q6He+sTCIpr56lE0IZEO7Kf1YlU92o4Ol5MRRUtLLtZAlDotxJDHPh/XVpuDpYMGWwH19vz8bWyox5I4NYuS8fqVTCi4sTCPa2Z+X+fA5cqCDAw5bHZ0cbDFYFQeBCbj0r9+fRIlcxPNaD+aODb/ipaGygMxlFTbR2qK75u3PLW5CZSPB1M96b3Xq8GFNTKRP6+1DXrGD7yRL6h7sS4efARxvTUSg1vLgkknaFmk83Z+DqYMEDUyLo6NLw5ookJBIJzy2Iw9JcRmNrF/9ZnYwgwB8XJxjVLJbVtvP26mSszE15eUnCr85xvpsQhVDkZ6HR6vh0cwaZxU0snxbBoEh3/Z7WjhxOZdawcGwwg6Pc+c+qFGqbFTwzP4askmb2nC1nZJwngZ52fLZFb63VP8yV73bl4OdmQ/9wN37Yk4unixXPzo9DIoE3V1yguLqdSQN9WTDmotdei1zJj3tySc5vwM/dhqfmxRLsdXPKg9wc9ae8jW1dVxVCnU7gXE4dUQFORrWIhZWtnM7SR2jaWJny6eYMZCYS7pkQxsGkSpLzG1g8LgQPJ0veWplMp0rDi0sSkEolvLM2hfqWTl5cnICboxUtciX/WZ1Mp1LLn5YmGh3IlNW2859VyZibmfCn7gMrketHFEKR60anE/hqexYpBQ3cNymMkXFe6ASB73bpRfC+KREMCHMx7Ak+My+WpLx6DqdUMS7RGwc7c37Yk0t0oCPezjasO1xIfLAz9jbmbDxaREKIvn+4sKqVz7dkohMEnpobS//wiwciZ7Nr+XFPLiqNjoVjg5k00LfPfN8bRc/em6C7+vuS8uppbley9JLgdI1Wxw97cnGwMWP6UH/2nCkjt7yF5dMiaGrvYvUB/UHHhAE+fL0jm6LuCFMPJys+2phOUWUbrzwwkDBPW1rlSv69MpnWDhUvLU4wapErqWnjv6tT9CK4NLHPzGKRqyMKoch1IQgC3+/O4Wx2HQvHBjOunw86QeDHPbkcT69m1vAApgwN4JWPjlHfLYKns2o5mVHDlMG+6HT6mraBkW5IgL3n9TPEprYujqZWMWWwH/NHBbHnXDkbjhTi7WLNU3NjDXVxnUoNP+3N5VRmLUFedjw8PbLPWr0bTXO7vhfYzvrKhy46ncDWEyW4OVoaeQhuP1lCeZ2cp+fFUlHXwcajRQwIdyU6wIl//HAeR1tzHpkZxdbjJZzOrGVudxTBl9uzSCts5P7J4QyP8yKvqIH/rEqmuV3JC4viCfa+OPvNK2/h/fWpWFuY8qelibiIIviLEIVQ5Jr0lHccS6tmxrAApg72RxAEVu3L50iK3lhhbKI3f/70BPXNnTw1L5ajafoG/zkjAmhoU3I8rZrR8V7UdRctTx3sR1phIzVNCh6cGsHgKHe+3J7F2ew6Bka4sXxahGGjv7SmnU83Z1Df2sms4QHMHB5wU2eBl1JQ2YqlueyqAnMktYqKejmPz754eptX3sK2kyUMjfYgyMuON747h7OdBUsnhPHhhjQ6lVpeX5bAuew6tp0sYWScJ9OH+PHDnlzOZNUyf3QQYxK9qWtW8NbKJFo7VLywKN6oaya9qJGPN6bjZGfBS0sSxOXwr0AUQpFrsu1kCXvPlTO+vw9zRwYiCALrDhdyIKmCSQN9mTjAh/+sTqG+pYun5sZwOLmy2w8vmNLads7n1DFpgC+5FS2U18qZMzKQw8mVKNVanl8Uj5ezNW+uSKKspp35o4OYNkRfQygIAkdTq1ixLx9bK1NeuaffFdvnbgZqjZaU/Abigp2vmG3S1NbF+sOFRPo7MrC7oLlVruSzLRm4OliyeFwwH27QH4g8tyCen/bmUlrTzjPz46htUvDjXn1nzX2Twli1v8Dg2DN9aAC1TQreXZdKu0LNi4sTDPWDAKcz9cFQ3q7W/HGReDDyaxGFUOSqHLhQweZjxQyL8WDphFAkEgnbTpYYnFamD/XnP6tSqG/u5PXlg9h8qICUggYWjw0mu6yFtMJGpg/153xuPc1tXcwZGdidsSHjtXv7oxME/vHDeRRKDc/MjzPkZ6g1Olbsy+VoajXRgU48OjPKqG7wVnAyowZ5p5pR3TZil9OzZ6rTCTzQbZHVE02qUGp4bmG8UfvbkdQqg8u2VCrh802ZBHvb8/jsaNYe0v/DMnmQL/NGBVFRJ+ftNSkA/GlpotGe4J6z+rrCCD8Hnp4Xd0NKhe52xCcockVOZ9WwYl8eiaEuLJ8WgVQiYf/5cjYdLWJotAdzRwfx39Up1DTpS2R2nSwhpaCBJeNDSC9sJLOkmdkjAjmWVkWnUsv0of5sPVGMu6MVLyyKp6qhg483Z2BlLuO1e/sZuj/aFPo8k4KKVqYP9WfuyKBb7pjSpdKw9UQJgZ52RPj33aO7+XgROWUtPDQtEjdHKwRB4Ntd2RRU6t23T2XU6PdUxwRTVtfO4eRKpg3xx9vVhvfWpeLtas2z82NZd7iQQ0mVTBroy6KxIRRVt/He2lRMZVL+9eQILLp3AXSCwNqDBew9V86AcFcemRllcKQR+XXcVCFctmwZTU1NyGT627zxxhvEx8df46dEbgeySpr4ens24b4OPD47GhOplBPp1azcn09iqAv3Tgzl/fVpVNTJeXJuDEdTq0nKq2fJ+BBSCxrJKW1m7sggDiRVIAgCEwf4sPl4McFe9jy7II7Ugga+25WDl4s1zy+MN9TDVTd28O7aVFo7VDw+O5pBkbcu5P5SNh4torldyWOzovsspD6bXcv2k6WMjPM0GM9uOFLE6Ux9/nJDa5d+O6GfDwIC20+WMirek9ggJ95dl4qbgyUvLIpnw5EijqRUMWWQHwvHBpNV2sxHG/ShVi8uScDX3Zb6+nbUGi1fbs/mfE4dE/r7sGR8qGindQO5aUIoCAIlJSUcOnTIIIQivw/Katv5aGM6Hs5WPDM/FlOZCWmFDXy7M4dIf0f+MCOKTzZnUFDZyqOzojmTVUtSXj3LZ0RxKq2K3PIW5o4OYu/ZckxMJIyM82LriRJiAp14am4sR1KrWH0gn0h/R56eF2vojCisauW9talIpRL+dE/iTasNvBYZRY3sP1/BuH7efe5J5pW38NX2bEJ87LlvUjigz2zeebqUMYneWJqbsGJfPoOj3HF1tGD1gQIGRboxJMqD99al4WRrwR8XxRscuacP9WfeqCAu5NbzxbZMPJys+OPii5ZZ8k41H21II6+ilUVjQ5g8yFfsHb7B3DSFKioqAuChhx6ipaWFRYsWcd99992s24ncIBpaO3l3bSqW5jL+uCgBKwtTiqvb+GRzBr5uNjw5N4bvduWQWdzEg1PCyS5p4mx2HfNGB5Ga30BuWQvzRgWx52w5pjIpQ2M82HGqlMRQFx6fHcOuM6VsPlZM/3BXHp0ZbejLzSpp4sMN6dhZmxoKiH8LapsVfL41E29X6z4NVivq5HywPg1newtDMPqhpArWHipgQIQbfu42/LA7l4QQF4I87VjVHUUwIs6L99an4mxnwQuL4llzqICz2XXMHhHIrOEBHEmt4sfduQR72/PcwjiDgUNdk4L/++kC9S2dv+kM+U7npglhW1sbQ4cO5a9//StqtZr777+fwMBAhg8ffrNuKfIrUXRpeH99GiqNjtfv62ewg3p/XSp2VmY8tyCWLceLOdcdplTX0sXR1GqmDfWntLqdpLx65o0MZN/5cmQmEobHerD9ZCkDwl15dFY020+WsPVECcNiPFg+LcJQApNZ3MQHG9Jwc7TkxcW/nXlom0LFe2tTkUgkPDM/rpdbdXVjB2+vTsbMVMqLi+KxtTLjSEolP+7NIz7YmUh/R4PjS5ivPasO6LcRRsZ58OGGNNwcLHl+YRw/7c0jtbCRhWODmTLIj+0nS9h0rJi4YGeemBNjuG9ZbTvvr0+jS6XlxcUJop/gTeSmCWFiYiKJiYmGPy9YsIAjR45ctxA6O98aLz3XmxCefjO42ePUanV89PUZahoV/M8jQ0gIc0OuUPHRN2cRgL8/PowLOXXsP1/BrFFB2NtbsPZQAZOH+KPRCVzIq2fJxDD2ny1DKpUyfXgAK/bkMizOk5fvG8CGg/lsPVHCxEF+PL0wwbC/lVXcyIcb0/Fxs+Hvjw27aiTmjeTy5ynvVPOPHy/Q3K7kH48PJzLQ2JC1vLZd74solfKvJ4fj627LzpPFfL87lwGR7iSGufLllgz6R7gRGeDET7tzGBrrydh+Pvz7pwv4utvw+oMD+XBtKmmFjTwxP44pQwL4amsG244VM6a/D88tvmi9n5JXx1srk7G2kPGfZ0fi79E7pP124/fyXeqLmyaE58+fR61WM3ToUEC/Z/hz9gobG+XodMK13/grcHXVb0Tf7tyKca7cl0dSbh0PTAnH29GSmlr9fl11QwcvLUkgK7+er7dk0D/MFR9nKz7dlEFiqAtmUgnbTpYyaaAvx1Or6OjSMGOYPyu7nacfnBzO2r05rNqfz7AYDxaPDaaxUW+KWt3Ywb9+vICjrTnPzY9D1amivlN1Uz8n9H6e8k4176xJobxOzjPz43CxMTW6XlEn5+3VySCR6J22pfDTjkzWHCwgIcQFfzcbvtySQXyIM+4Olvy0O4fBUe7EBjjy1o/n8XO34dGZUfzr23OU1rTzyMwoEoOc+Ne3ZziTVas/LR4XQnOTPuGup0bQ09mKfzwxHJ1Kc9v/d/p7+C5JpZIrTrBuWnl+e3s7//73v1EqlcjlcjZt2sTEiRNv1u1EfgVHU6vYf0FfHD06wRuANQcLyCxp5v7J4VhZmPL5tkwCPG2ZNMiXr7ZlEeRlR2yQM9tO6pe6RVVt1DYpmDsykE1Hiwj2seeJOTEk5dWzqjuTpKcEB6CjS83769OQSiW8sCj+NysIbm5X8tbKJCrq5Tw1L5a4YGej64WVrby1MgkTEymv3JOIl7MVG48WsaY7ltTLxZoNRwr1tv92luw8XcqIOE/CfO35clsWwd72/GFGFB9uSKe8Ts5T82LoF+bKhxvSOZNVy4IxwSweF2J4LnvPlfPFtixCfex59d7+ONuLLXO3gps2Ixw7diypqanMmTMHnU7HPffcY7RUFrk9KKho5cc9uUQHOrGo+3DgRHo1+89XMHGAL4lhrvzvt+ewMpfxwJQI3l+fhq2VqT5yc3MGEX4OaLQ6CipbeWRODCt35+DqYMmz8+OoqJcbTlcfmxVl2BMUBIFvd+bQ2NrFn+5JNMrxuJVU1Mt5f10q8i4Nzy+M75VPklbYyCeb03GwNufFJQk421nw0948DiVXMiLWExOZRC98sR7oBIEDSRVMGOCDg40ZP+7JIzbImUVjg3lvnT635YWFcfh72PHumhTyK1p5YEq44R8eQRDYdKyI7SdL6R/myqOzxBrBW8lNrWt5/vnnef7552/mLUR+Ba1yJR9vTsfZzsLQJ1ta0873u3OJ8HNgwZggPtiQTmuHkpeXJrJiXx4dXWqemhurDxGytyDcz4Etx0uYMSyAXSdL9N55C+PRaHV8tDEdR1uz7tPVi1/qM9n6cpuFY4MJ9XH4TT57WmEDn2/NxMzUhFfv6dcr8PxYahXf787Fx82aFxYlYGlmwqebM7iQV8+kgb40tXVxPr2eiQN8qGvuJLWwkVnDA1BrdKw/XMSgSDemDvHnv2tSUGt0vLw0EVcHC/6zKpmKejmPXXICrBMEVuzL41BSJaPivbh/crhYI3iLEQv87lK0Oh2fbM6gU6nhj4sSsLYwpVOp4dMtGdhamfL4nBh2nCrVl8lMjeBCbj35Fa08PCOSLceLUWl0LBjjz3e7chgQ7kp1QwdVDR28tDgBFzsL3l6dTKdSw4uLBhi1xqnUWtYcKCDQ05bJA/1u+efWCQJr9+fx065sfN1teHZ+nJFZgSAIbD5WzLaTJUQHOPLk3Fi0OoH/ds/i5o0KIqukiZyyFuaMDCSruIn8ilbumRBKRb2co6nVjEnwYnisJ/9dnYKJVMIr9/TD2tKUt1YmU9/SyTPzY4kL1rcS6nT6bpQT6TWGomqxRvDWIwrhXcqmo8XkV7Ty6MwofN1sDDZbDS365WpVfQfbTpQwPMYDO2szvtuVw/h+PlTWdVBU1caDUyLYcKQIDycrgr3tWXOwgOUzoonwd2Tn6VJD65nPZW7NpzJrDF0jt3rWI+9U8/X2LFILGxkc5c6DUyOMSmRUai3f7MzmbHYdI2I9uX9KOE3tSt5bm0pDayf3TQrjcHIV1Y0d3DMhlKOpVVQ3KvjDjCiS8uu5kFvPjGH+RPk78t81KdhYmvLikgRkUulFB5mF8YaWPZ0g8O3ObE5k1DBruD6mVBTB3wZRCO9CUgoa2Hm6lNEJXgyJ9gD0BgNns+uYNyoILxdr/vb1GdycrJgxzJ9//piEX3d+x/vr0xiT4EVSfj2dSg0PTAnnsy2ZxAY5M3dMMOm5tWw+VkT/cFeGx3r0uvfZ7Do8na1uqYsMQE5pM19uz6JdoeKxubEMCnMxEp0WuZIPN6RTUt1mcMApqmrjgw1p6HQC90+OYNOxIjqVGu6bFM62k8V0dGl4cm4M+8/rk/eWjA/Fw8mKd9el4WJvwYuLE9DoBN5ckYRCqeGl7vgB0M88f9yTy4mMGmaPCGT2iMBb+jxEjBGF8C6jqa2Lb3Zk4+dmwz0T9G7K9S2d/LQvjzBfB6YN8e8WDDXPzo9j1YEClGot908J5+NNGXi5WOPrZsPhlCqWjg9h5+lSzGRSHpoWgUQiYeX+fExlJtw3KbzP2U1lvZyEUJdbNvNRqrVsOlrEvnPluDla8udlAxgQ62VU6lFc3WbwCHyy2xH7bHYtX23PxsnWnOnD/Fl1IA9zUxOWjg9l7aECZCZSnp0Xy/ojhZTWyHl4eiTmpiZ8uCFNb421OIEupYZ/r0pGqdLy8tIEAi6pBVx3qNDg5SiK4G+PKIR3ET22UWqNjsdmR2MqMzEsz6QSeGRGFMn59ZzJqmXOyEAqGzr0MZPj9cvAFrmSB6dG8NmWTMJ9HTCVmVBY2cbD0yOxtzEnNb+ezOImFo8Lwf4K5TCmMikdfeT+3gyyS5r4fk8udc2djE30ZtHYEMzNjE9iT6RX8/3uXOytzXh9WQI+rtZsPV7M5uPFhPrYMyDClR925+LpbMW4fj78tC8PJzsLHpoWwXe7cmho7eLpebEolGo+3ZJBsLc9zy+IR6FU8x+DCCYa5SrvPlPG7rNljO3nzbzriAkVufmIQngXsftsGTll+syMHpv7I8mV5JS18ODUCCzNTfhpXx5+bjaMivfib1+fJcTbngAPW1YfyGfKID/OZtWi1mhZMj6Ud9emEOZjz7AY/RJ4w8F87G3MGNfP+4pjSAhx5WByBUl59Ua29jeSxtYu1h3W9/K6OVjy8pIEIi8rjdFodaw5WMCBCxVE+Dnw+JwYLExN+HxrJmez6xga7Y69jTmr9hcQHeBIdJATP+7JJcjLjsXjQ/hsS2b3QVM8tc2dfL8rhwh/R56dH4dCqeHtVSl0KnuL4IXcOtYeKmBghBv3isHrtw2iEN4llNa0s6k7M2NErN42qkWuZP2RQqICHBkZ58mKfXm0dah4dn4cm48Vo+jScN/EML7ZlY2jrTkJoc68uSJZb7Nf1EibQs2zC/RmrY2tXSTn1TNnROBV69/mjwkit7yFjzamE+HnwLAYT6IDnYxiKX8p8k41u06Xsv9CBQCzhgcwbYg/Zpf1DDe1dfGfVcnkV7QyaaAvC8cG09ah5q11SRRXtzN3ZCAV9XJ2nyljVLwn1hamrD1YSEKIC1MG+/LB+nSkEvjT0n4UVbfx4x59f/HTc2NRqrX8d00KrQoVLy0xDlkqr5Pz5fYsQ+bKlVyvRW49ohDeBag1Wr7ekYWNpSn3T4kwzEJWH8hHrRFYNimcyoYODiVXMi7RBxOphGOpVUwc6EtlQwdltXIenRnFztNlWFvImDTQj79+fYa4YGeCvPT7XqmFDQAMirq6O4qFmYy/PtCfg0mVHLhQwTc7swFwtrMg0MuOIE87grzsCPCw7SVgV6K6sYNDSZUcTatCrdYxJNqduaOCcOmjKyOvvIUvtmUi71Tz6KwohkR5GO0RPjQ9kiMplRRWtjFvVBBVDR0cTS1jTIIX/cPdeHddGrbdp8GZxU381G248OTcWDRaHe+tS6WuuZM/Loo3shFTdKn5eGM6luYynp4Xe92fTeTWIArhXcCW4yVU1Hfw3II4bCz19k65Zc0GGyh3Jyv+uzoZK3MZs0cG8uW2LKwsZEwb6s+/fryAn5sNni7WpBU2Mre7jk7eqWbyQF/DPYqr2nC0Ncfd8dpdIqYyEyYP8mPSQF/KauXklrdQWNlKUVUb53PqADCRSgjwtCXE255ATzu8XKxxsDHHRCqhU6mhtklBfmUrqQUNFFe3YyKVMCjSnWlD/PB27d1PKggCe86Ws/5wIR7OVjy/IB4fNxvOZNXyzc5s7KxMeWRGFKsP5tPaoeLh6ZGcyqwhq6SZuSMD8Xax5v31qbg76r0Ck/LqWbEvj4QQF56cGwPAp5szKK3Rp9Zd6mqtL03KpbFNX5r0W7nriFwZUQjvcEpr2tl9powRcZ7Eh3QX8QoCqw8U4GhrztTBfmSVNJFZoi//qGlUkF7UyIIxwWSVNFHX3MlTc2M5lFSBmamUsYnefLU9C2c7C6Mve2uHCmcHy5+15yWRSPD3sNUvH7tFta1DRVFVG/kVLeRXtHLgQiUabXnfPw8EeNqycGwww2M8r9iv3NGl5psd2STnN9A/3JWXlw1E3t7JhiOF7DhVSpiPPeMH+PD1zmxMTSQ8OSeGTUeLqGzo4KFpkchMJHyyORN/D1teWBTPuexaQ4TBE3NiMJFK+HFPLhndxec9uSs9nMmq5VxOHfNHB/1mnTQiV0cUwjsYjVbH1zuysLU2NfQRg/6LWVrbzqMzozCVSdlyvBhHW3PGJnrz6eYMbCxNGd/Ph7dXJ+PuZEV0oCNf7chiYIQbFmYm5JQ2MzLey0j0LMxMaGxT/uox21mbkRDqYhTiVN3YQXWjAkWXGqVah4WZCa4OlgR42hoMTK9EcXUbn27OoLldyZJxIUwc6ItEAh9tSCeloIFR8Z4EeNjxxdYsPJysWDohlG935iDvVPPcgjga2rr4dmcu4X4OPDM/jvM5dfy4Vz8TfGJODDITKXvPlXM4pYqpQ/wYFe9ldP/WDhUr9uUR7G3H1MH+v/r5iNwcRCG8g9l/voKK+g6enhdrWBL3hJH7utkwKMqdvPIWQ4tYU3sXqQUNzBgWQENrJ4VVbSwZF0JOaQtKlZYhUR5UNXSg0ugI9TG20Q/xceB8bj3ldXJ83W6cl6SpTIqfu63Ryev1IAgC+8/rnaMdbMx49d5+BHvbU9es4H++O09lnZx7JoTS3K7kh27TicmD/Ph0c4a+Le7eRPLKW1l9IJ+4YGeenBNDSnfOSnSgk0EEM4ubWHNQ764zf3Rwr3GsPVhAl0rLQ9Mixf7h25hbk5Itcsupb+lk87EiEkJcSLxkqXYmq5baJgWzhgcglUjYe64cG0tTRsV7cSSlColEwth+3pzJrkUigSHRHmSVNmEmkxLm60BjWxcArpc5xgyNdsfWypRvdmTT1nHzPQWvhrxTzYcb0ll1IJ/YIGf+3/JBBHvbk1nSxN+/P09LexfPzo8lr7yFXWf0ByFjE7z5aEMa1pamvL6sPxlFTaw+kE//cFeenhdLTlkzX27LIsTHnqe7Lfqb2rr4fGsmXi7W/GFG71PgvPIWTmXWMGWwn6FcSeT2RBTCO5S1hwpAAvdNulirJggCu86U4u1qTWKYK01tXaQUNDA6wQuZTMqZrFrigp1xsDEnraCRUB8H7KzNKKtpx8/dFlOZ1GCWa3LZ7MbWyoznl/SjqrGDN74/x/mcOnTCzTXW7Yvs0mb+3zdnyShuZOn4UJ6ZH4u1hYx958p5Z00KDjbm/O0PQ9h6soQLufUsGhtCgIctH29Ox8vFmtfu7cfx9Bo2Hi1iaLQ7j8+Opri6jY83ZeDjasNzC+IxNzVBo9Xx2ZZM1FodT82NxcLMeHElCAJrDur3YWcMC7jlz0Hk5yEK4R1IZnETF3LrmTbE38hZJa+8hYr6DiYN8EUqkXAyowZBgJHxXhRXtdHcrmRgpBuKLg3ldXKiug9DGtuUuDrof0/PiWd9S1ev+w6K9uC1+/phbmrCJ5sz+PMXp9l9pow2xc2fIWq0OtYfLuTtVcmYmZrw52UDmDjQF41W73246kA+CSEuLJ8WyX9+umCIIdXqdHy3O5foACdeXprA3nPlbD9Zwsg4Tx6eHkVNo4L316Xh1B261BOmvvVEMQWVek9BD6feQVPnc+sprm5jzsjAXtknIrcf4h7hHYZOJ7DmYD6uDhZMHWxsc3UouRIrc5mh1u9Mdi1hPva4OVhyKqMGCRAb5ExFvRwB/Yks6OsQe77Mfu42WJiZkJRXT//w3p0hAR52/P3hwZzLqePABf0e3YYjhfQPd2XyID8CPW989kZlQwdfbc+itKadkXGe3DMhDHMzE1rkSj7emE5hVRuzhgcQ5mPPf9ekYG5mwsv3JHI2q45958sZEuXO8mkRbDxaxJ6z5YxN9ObeSWG0ylW8u04ftP7iJS7aBRWt7DhVyohYT4ZE9TaW0Op0bDxahLeLNcNjPG/45xW58YhCeIdxNqeWivqOXg7Hii41SXn1jEnwxtzUhLqWTirrO1g6Xm+8kF/Rgq+bDTaWpjR17wP2FCRbmMuQd/cHm8pMGB7ryaGkSiYM8OlT2KRSCYOj3Bkc5U5lt0ffifRqzmbXMTjKnaXjQ2+INb+u+0Bkw5FCzE1NeKrbMAGgqKqNjzamoVBqeHJODF0qLe+uS8PDyYq/PTKE77Zmciqzhgn9fVg8PoT1hwvZc1YfyH7PxFC6VFreW5dKR5eG1+7th0v3nqhSpeWrHfryoaXdphWXczK9htomBU/PixUPSH4niEvjOwitTsfmo8X4uNowKMK4wyOloAGNVmBwtP717JImAGKC9D24FXVy/LrbwbrUWgBD8Lq3izUl1W0I3Xt+s0cE4mhrzrtrUymubrvqmLxdbVg6IZT/PDmMGcMCuJBbz9+/P0dFnfxXfdbaZgX/XplsCIr/+8ODDCJ4MqOaN1ckITOR8vp9/Smvk/PNzmzC/Rx4cUkCX23J4FRmDXNHBrJkfAgbDhcZiaBOEPh0cwaV9R08NSfG6MR649Ei6po7eWhapOH5XIpao2PLiWICPW2NDqlEbm9EIbyDuJBbT11LJ3NGBvaaiaQVNmJvbWaYwRVWtWFjaYqHkxUqtZY2hdpwEmzWHbqu6hbE+BAXGlq7yCltBsDG0pSXlyZgbmrC//10gR2nStBodVcdm6W5jHmjgnh9WT+0OoG3VyfT0Nr5sz+jVqdj95ky/t/XZymvk7N8WgTPLYjD3sYcrU7H6gP5+pwUbzteu7cfu8+Wse1kCSPiPHlsZhSfbs7gfHYtyyaHM2NYABuOFBmcYO6ZGGqwEssobuL+KeHEBF0McyqsamX/ef3S+dJi8ks5lFxJU5uS+aNFp+nfE6IQ3kEcTq7Exd6iV2eDThDIKmkmKsDJUOJRUSfHz90GiUTfsgZg030Q0LMkrm5SAPrSGCc7c1bsz0fZLY5ujlb89cEBxIe4sOFIEf/z7TnSCxquOcYADzteXpqIWivw8aaMawropeSVt/C/355n7aECogKc+McfBjMyTl/YLe9U8+7aVPaeK2d8fx8enx3NF9uyOJ1Zy7xRQcwbFcTba1Ipqmrj5fsGMCbBi41Hi/TlM4ne3NftBHPgQgWHkiqZMti4OFqj1fHdzhwcbM1ZMKZ3vSDotx+2nywhKsCxVxCUyO2NKIR3CFUNHeSUtTA20btXPVttkwJ5p5oIPwfDa/Utnbg56k87e2YuPTHSAR62yEykpBc1Avp9weVTI6lu6ODTzRkGMbSzMuPJOTE8Mz8WlVrL65+e4Ltd2YbrV8LT2ZqHpkVSWtPOxqNF1/xstc0KPtmc0e30rOapufp79jjWlNfJ+fv358grb2H51AgmDfTlrZXJFFbpowiGRLnz5ookapsVPLcwjpEJ3mw5XsyOU3qX7p4So/SiRlbu13eNLLisOHrX6VIqGzpYNjm8zyUxwNYTJXR0qo26eER+H4iHJXcI53LqkIDBG/BSyrv343osoXSCgKJLg213t4m1pQyJRG/LBWBmasKAcFdOZdQwd2QQNpamRAc6cf+UcH7Yncvbq5N5co5eiCQSCYmhrkQHOLEvqZINhwoorZHz4pIEQzdLX/QPd2V0ghd7zpQR5GnHgAi3Xu+pqJez52wZpzJqkZlImDU8gKmD/Y3MVc/l1PH1jiwszWW8ck8/pFIJ//zhPFqdwIuLE7C1MuP/ViShVGl5aUkiId72rDuQx9YT+uXyssnhSCUSKhs6+GyLvlbw0VlRRlsLlQ0dbDtZwsAINxJC+t73q2ro4MCFCkbGe/7sLhiR3x5RCO8QskuaCPC0w74PZ5O6Zv1enHv3DBABBC4WRZtIpXg5W1Nac9G+ftoQf85m17FyXx6PzIxCIpEwOsEbawtTvt6Rzf9+e5bHZ8cY9srMTE14cEY03s5WfLIpnU82pfPS0sSreu4tGRdKRZ2cTzdnMCDCjSHR7iDohTuloIGSmnbMZFLG9fNm+lB/o8+m1enYeES/tA32tuOpubEUV7fx+ZZM7KzNeGFRPCq1jjdXJCGVSnjl3n74utmw52wZaw4WMCTKnQen6APn2xUqPlifiqnMhOcWxBkVR2t1Or7dmY2FmYx7J4b1+Tl0gsAPe3KxMDNh3qi+l80itzeiEN4BCIJAWZ38ijVrbQoVFmYmhpmURKI/EOlUXbTMjwxw5HByFYouNVYWpvi42TB7RACbjhXj42bDtCF6w4ABEW54uVjz0cZ03l6dwn2TwxiTcNGROiHEhfsmhfPdrhxOptcwIu7KdXTmZia8tDSRLceL2XeunHPdFlwSwM/DlsXjQhge69lrZtmmUPHF1kyySpoZk+jNPRNCOZxcyar9+QR42vLsgnhqmxS8vz4VK3NTXlqagLujFfvPl7PmYAHD4714cHIYUqkEtUafv9zcruKVexKNCtABdp0uo6iqjUdnRV2x5OdoahV55XqX7xtRFiRy6xGF8A6go0tDl0pr6P64HLVGZzgJBv2eoLO9hWGmCDAi1pP95ys4cKGCmcP1YULThwVQ2dDB+sOFSCUSpnQXaHu5WPPXBwbw+dZMftidi4lUwsi4iwcLI+M8OXihgv3ny68qhADmpiYsGhvC7OGBlNfJMTGR4O5oidUVXGX07W7ptHWoWT41guGxnqw5WMC+8+Ukhrrw6Kxocsta+GRTOk52Fry0JAEnOwsOJVWwcn8+iaEuvHRvf5qbOhC681ryK1p5fHa0IWGuh5KaNrYcL2ZghBuDI/s2nK1r6WTNwQIi/fUu3yK/T8TDkt8InU6gpklBWmEjmcVNtP+KNrSeU19Li77/XTORStDqjPt+/d1tKaq6WBvo566ve9txupSGFr1ASiUS/jAjioERbqw9VMDWE8WGn7c0l/HU3FiiAxz5cU8e1Y0dhmsSiYShMR6U1ckNxdnXwtzMhBAfvQlrXyIoCAIHkyr4v58uIEHC68v6MSjSnY83pbPvfDkTBvjw1NxYUvIb+HBDGp7O1rx6Xz+c7Cw4mlrFj91O0j2uMQCbjhVxOkt/qjzoMqFTdGn4bLN+mb1sct+JfBqtji+3ZiKVSHhoWqRYLvM7RpwR3kIEQSCvvIVjadWkFTYi71QbrslMJAyL8eS+SWGGL+rPRULfX0QbS1MUXRo0Wp3hd8cGOXM6q5b8ilZDxvDSCaH89euzfLY1k1fu6YepTIrMRMqjs6Iwk0nZfKwYM5mJYWZoKpPyhxlRvPr5aXacKiUu4uJBTY8BaXF1e6/l5s+lU6nh+905nM2uIzbImUdmRqHR6nhrZRKlte3cMyGUCQN8OZRcyU97cgn1deDZ+XFYWcg4llbF97tyiA3S2+n3fP5DyZVsP1nKyDhPpg819gnUCfq0vx5H6Ssd+mw8UkRhVRuPz47G2f7XfUaR3xZRCG8BgiCQWtjIluPFlNa0Y2kuIyHEhQh/BzycrNBqBU5n1XI0tYoAD1vGJF45Ba4veso5FF3qPq+7OVoioC+j6bGx7xfmiqW5CfvOlxuE0MXekoenRfLJ5gx+2J3DQ9P1sxwTqZTl0yJRanSsO1xAkJed4WfsbcwZGu3OyYwa1JqLZTM9RgR1LYqf9Vkup6Smjc+2ZFLf0sn80UFMHeJPRZ2cDzak0dGp4Zl5ccSHOLPtZAmbjhYZvAPNTE04nlbNdzv1/oFPz4vBtHt74Fi3YMYFO3P/lN6zvU1Hi0gpaODeiWFXdJQ+m12rL8RO9O41mxT5/SEK4U2mtlnBT3vzyCxuwtXBggemhDMk2qOXI0m4nwN55S0k5zf8bCG0tpBhZiql4QrL0J5ukvyKVoMQmpuZML6/L9tPllBU1WYIYRoQ4cbsEYFsOV6Mp4u14ZBEKpWwfGoEpTX61LY3Hh5kEJCoACcOp1Tpc0ss9f9JWVnI9MYH7b9sya/TCew5V8bGI0XYWZvxyj39CPN1IKWggc+3ZmJlLuPVe/vh627DqgP57D9fwdBod5ZPi0RmIuVoqn4mGBXo1O0fqH/eaYUNfLghnRAf+26bfePZ9+GUSkN94ZViSUtq2vhmRzYh3vYsGd93v7HI7wtRCG8SgiBw4EIF6w8XYmIiZemEUMYmel9x2SuRSJBKJb18/q4HiUSCt4v1Fft3PZyscLG3ICm/3khkpw7243haFd/tyuavDww0zJhmDQ+gurGDDYcLCfK0M5TIWJrLmD0ikK+2Z5NX3kK4n/51t+7ApvrmThwtL9bQ2VuZ0drx8+3761s6+XqH/h79w1x5YGoE1hYydp8pY92hAvw8bHl2fhy2VqZ8tV3fPTJxgC+Lx4cg7e4OWbEvj5ggJ565RAQzi5v4aGMGgV52Bl/BSzmXU8ePe3KJDXK+YuZwQ2sn769Pw9bKlKe6DVpFfv+If4s3AUWX3iF55f58Ivwd+ccfBjNxgO9V9/6a2rqoaugwzMx+LsHe9hRVtRktT3uQSPRuMJnFTUb9vZbmMh6YEkFFfQebjxcZvX/51EhcHS35bneOURtcYqgrUomEzJJmw2sW3UvzrkvKcQDsbcxokV//jFCnE9h/vpy/fn2Gstp2HpoWyZNzYzA3NeGbHdmsPVRA/3BXXr23H5bmJnywIc3QQrekWwR3nykzpMs9My/OIIIZRY18sEHvPvO/jw4z+Ar2cCG3ni+2ZhLsbc+TlxyoXEpbh4p31qSiUut4fmE89mKpzB2DKIQ3mNomBX//4QLpRY0sGR/Kcwviriu8fO+5cr01/jVyga9EbJAzKo3OSKAupaf1bveZMqPX40NcGBXvye7TZRRUtBpeNzczYfG4EOqaOzmXXWd43dJchquDBbVNF/f+hO4T6ctnUG4OltQ2X98eYVFVG//44Twr9+cT5uvAP/4wmBFxnrTIVfx7ZRInMmqYPSKQx+fEoFRp+c+qZDK7U+N6HKA3Hyti7aECBka48eTci3uCKfkNfLAhHQ8nK15amtCr1u9sdi2fbckgwMOW5xfEG3Wu9CDvVPPOmhSa2rp4bkFcn5GhIr9fRCG8gRRXt/HPHy/Q0anm5aWJTBroe10lFbVNCg4mVTAsxsPge/dzifR3xMbSlJMZNX1ed7KzYEScJ0dSqnqJ0+JxoTjZmfPd7hy0uouzv4QQF1zsLTiTXWv0fisLU0PJDkCXyti2q4dALzta5SrKatu5ErVNCr7Ymsk/fjhPU7uSx2ZF88LCeJzsLMivaOGN785RUd/Bk3NimD0ikPqWTv714wVDKNWoeC90gsCqA/n6trlYTx6bFW2Y0Z3KqOGjjen4utnw8tJE7KyMRfBQUgWfb8kk2MuOPy5O6DVTBL0I/ndNClWN+nv2HBSJ3DmIQniDKKho5d+rkrEwM+HPy/pf95dFp9MX9ZrKTPpMQbteZCZShkS7k5Jff8WaxNkjApGZSFl7sMDodUtzGUvGh1HV0MGZrIuiJ5FICPdzMGq96xnzpb248u7Talsr4zKTQZHuWJnLWH0g32jJrtXpyChq5OON6bz+5WmS8uqZPtSf/3t0CIO7Z8T7zpfz75XJmJuZ8Of7+zMgwo2Cylb++cMFFEoNLy9NJDHUVR9Zuj2L/ecrmDDAhwenRRjGtudsGV9uzyLM156XLut91gkC6w8X8uPePOKCnXlhcUKfZgqtHSr+syqZyno5T82NNbLlErlzEA9LbgAlNW28szYFB2sz/nRPv+taCvew5XgxeRWtPDw90pAH8ksZneDN/vMVHEquZFZ3d8ilONiYM2OYPxuOFJFV0mRkFdUvzAV3JyuOplYz7JJWPWc7C1o7VOgEwdA33NGlxsvlYipbR3c9pO1lS04bS1OWjA/lm53Z/PGjE3g6WyMzkVBa206nUou1hYypg/2ZOMDH0Ees6NLw3e4czufUkRDiwh9mRGJlYcrZ7Fq+3pGNo605LyyMx93Jii6Vhk82Z5BR1MTckYHMGBaARCJBpxNYfVB/kjwg3JVHZkYbHWp0KjV8ujmDC7n1BveZy0+PQX9o886aFJrlSp5dEEdMoCiCdyqiEP5KGlo7eW9dGtYWpry8NPFnieCF3Dq9aWisJ8Njf317lreLNXHBzuw7V87EAb59znAmDfTlcHIlG48WEenvaFi6SyQSBoS7sut0GUqV1rBP1nOKrdMJSE30ItPcrjT6nIpuG38bS1N0lx2YjIjzxNXBguPp1dQ0KlBpBAZHeRAd4ERcsJNRnEBhVStfbM2ksVXJwjHBTB7shwTYdqKYTceKCfGx55l5sdhamdHaoeL9damU1cp5cGqEwTtQqdLy5fYskvLqjU6Se6hr6eSN789TWtPG4nEhV9y+KK5u4/31aWi1Ol5anEjIZTnOIncWohD+ClRqLR9tSEet0fGnpb0b9q9GQWUrX2zLItjLjmWT+3Y1+SXMHhHI378/z4ELFX3GSJrKTJg6xJ+f9uZRWNVGyCX9tf7utugEgdpmhcFKqlOpRWYiNey5NbR1odUJhpIZwOA/aG4mMzJy6CHcz9FQatMXGq2OnadK2XqiBEdbc169tx8hPvYo1Vq+25XDmaxahka78+DUSExlUqoaOnhvXSptChVPz481WGM1tyv5YH0aZXXtLJ0QysQBvkb3SS1o4MttWUikEl5YGH/FZe65nDq+3p6FnbUZzy9NNJr9ityZiEL4K1h9IJ+yOjnPLYj7WV+W0pp23lubiqOtOc8siDOaFf1aAj3tiAt2Zs/ZMsb18+lz839otAdrDhZwJqvWSAh79tA6ui6KWVN7F462F5e8Nd09xX1FWP6STtuePJHSmnaGRLlz36QwrCz0AVIfbkynrKad+aODmDbEH4lEQlZJEx9vysBUJuWVe/oZisWLqtr4cGMaXSotz86PI/4S30CNVsembjdqP3cb/vrwEEx0vZ2xdTqBTceK2HGqlBBvfZC76CZzdyAK4S8ks7iJwylVTBnsZ/SluxZFVW28uzYFS3MTXlqS0OsU80Ywd2QQ//vdOQ5cKDc4yVyKpbmMcF8HcsuMS220fYS3VzcqcL9E9Koa9CfOlwp/zxK8o1N93WLYpdKw7UQJe8+VY20h48k5MQZz1uzSZj7drLfxf2Z+nCF64FByJSv25uHpYsVzC+IMkQInM6r5blcuDjZmvHhfAj5uF0tbGlo6+XxrJoVVbYxJ8GLphFA8nK2przc+AGpTqPhyayaZJc2Mivfk3onhYrH0XYQohL8AjVbHyv15uDlaMndkb6G5EhnFjXy8MQM7a1NeXpJo+CLfaPw9bIkLduZAUiVTh/j3WRzs5WJNXnmL0WttHfrT5p7TX7VGR1VDhyHpDqCqsQM7K1OjE1i37pKfstp2/F16zxQvRavTcSK9hk3HimiVqxgR58misSH6/UVBYNfpUjYeLcLDyYqn58Xi6WyNRqtj1YF8DiVVEhfszGOzorE0l6HV6Vh7sJB958uJ8HPgiTkx2F7yD8uZrFp+2JMDwOOzo6/YE5xT2szn2zLp6NQY7TeK3D2IQvgLOJVZQ3Wjgmfmx173srZnNuPlYs0Li+J/1qHKL2FMojcfrE8jvaiRxNDeQeyW5jJUGp1RKUxtswIJ4NLtpFJRL0erEwjwuNjtUtfcaTRDBAjyssPCzIStRwt5em5Mn4cPSrWWUxk17D5bRl1zJ0FeelfpnqV5W4eKr3ZkkVHUxKBINx6YEoGluYy2DhWfbs4gt7yFKYP8WDAmGKlUQmuHis+6X58wwIdFY0MMgt+p1PDT3jxOZdYQ7G3HozOjDQl9l6LR6thyvJidp0pxc7LihYXxos3+XYoohL+Aw8mVeLtaXzG/4lKUai0r9+VxLK2a2CBnHp8dfcXwnxtJTKATVuYyUvIb+hRCjVaHRKJ3q+6hvE6Ou5OVQdyLqvSZxYGeF8Whqa3LaF8R9Db9C8YE89PePP67JoUFY4JxtrOgo0tDWW076YWNXMirp0ulxd/dlme6Dzh6BDOjqJGvd2TT0aVh2aQwxiR6I5FIKKpq45PN6bQr1DwyI4qh3XksBRWtfLI5HUWXxuh10Cfd9VhozRoewMzhAX2WxlTUy/lqexZltXJGxnmydEKokUW/yN2F+Df/M2mVKymu1m/gX6trpKSmjS+3ZVHdqGD6UH/mjgzqlTd8s5CZSAnxsafoCgHsrXIVdtZmhs8gCAJF1W1EXZLXW1zdhp21Gc6XnIZ3dKn79Ocbm+iNuYUZ3+/I4o3vzhtdszSXMSDcjeGxHoT5Ohju2aXSsO5wIYeSKvF2seaPixPwdbNBEAQOJVeyan8e9tbmvH5ff/w9bBEEgX3nK1h3qABnOwueX3ZxBqfR6th8rJhdZ0pxsbfgtXv791nyotHqWLMvl1V7c7G2kPH0vFj6hfX+h0Lk7kIUwp9JZYP+1DTI88rmCJ1KDVtPFLPvXAW21qa8uDiB6MBbn3Pr5mjZax+wh+rGDjwcLy5xG1u7aJWrjOzqS2raCfSwNRJ8jVZA1schgkQiYc7oYOIDHcko0pvOWprL8HKxxs/dptesLKO4kR9259LY2sWkgb7MHx2EqcyETqWGH/fkcjqrlpggJx6dGd1tLKvm2505XMirJzHUhYenRxqcrCvq5Xy1LYuyOv3sbsn40D5n3UVVbXy3K4eKejmDIt24d2KY0Z6iyN2LKIQ/k559KKW6d/lFp1LDkZQqdp0ppV2hZlS8JwvHhmB9hfyNm425qQlqTe9xanU6yuvkjEq4eCiQV9ECYFj2qtRaqhs76H/ZbMnc1MTQW9wXNpamDInuHSnaQ1NbF2sPFXA2uw4PJyteubefoR2xpEafQlfX0sncUUFMH+qPVCKhuLqNTzdn0NyuZNHYECYP0hdB6wSBfefK2XCkECtzGc/Mj+1zG0DRpWHT0SIOJlXgYGvOX5YPIshdNE0QuYgohD8TP3cb7KxM2XCkkI4uNS72FjS0dpFV0kxSXj1KtZZIf0cWjAk21Lj9VqjUuj5nb2W1clQaHcFeF2d/uWUtWJnL8Ol2ValpUiAI4O1qXB/p6mBBdUMHP5dOpYZdZ8rYe64MQdAXfk8b4o+pTKo3YT1bxsajehPWPy1NJNzPEZ2gf3394ULsbcx45d5+BqFubO3i6x1Z5JS1kBDi0meCnCAInM+tZ9X+PFrlKsb182He6CD8fBx7lc+I3N2IQvgzsTCT8dD0KL7clsnXO7INr1uZyxgc5c7oBK/fXAB7aG7vwqGPguD87uXypcYQeRWthPrYG/Yw61v0btfujsYnxFEBTuw8XUpts6LXtb6Qd6o5mFTBvnPldHRpGBTpxoLRwQaXnbqWTr7pMWENd+WBKRHYWJrS1qHim53ZpBU2khjqwvJpkdhYmiIIAiczali5Pw+dAA9OjWBknGev/dqaJgUr9uaSWdKMn7sNT8+L+8VejyJ3PqIQ/gLigp1595kR1DQpaOtQYW9jjqez1VXDzH8LKhs68HTu3fGSU9aCm4OloYSnXaGitklhFEfZ1u1gY29jLKTj+/tw4EIFn23J5I+L4vvcY9PqdOSVt3IyvZpzOXWoNDoSQlyYNSLAUIqjEwQOXqhgw5EipFJ4aFokw2M9kEgkpBU28s2OLBRKLfdODGNcP/0pcluHih/25JKUV0+Yjz0Pz4jqVRajVGnZdrKEPWfLMDPVO4OP6+fd58mxiEgPohD+QmQmUv0y8jY9cOxUaqhpUjCwu1ujB51On6Q3IOLiwHtsti6dyaq6+4fNLquTdLAx59GZ0Xy0MZ2XPzlJXIgL4b4OSKUSVDqB3OIm8ita6OjSYGFmwtAYDyb09zEyMq2ok/P97hwKq9qICXTigSkRONtboFRrWXeogINJ+vKkl5ZGG5bqSXn1fL87h06lhkVj9WYJl57AC4JAcn4Dq/bn0dimZFiMBwvHBBtcbUREroYohHcoRdVtCAK9QstLa9tRKDWGHBKA8np91onvJa1pPe1lKo0Wq8v+M0kIdeGNhwdx4EIFp7NqOZ+jd7CWSsDV0YrEMFfigpyJDXI2cntWdGnYcryYAxcqsLKQ8fD0SIbF6GeBhZWtfLUjm9omhdEpsqJLzcr9+ZzMqMHPXW+u6nOZO3Rds4IV+/JJL2rEx9WaV++NFs1TRX4WohDeoeSWtSCR0Kv4Oae7vzjyEjeY2iYFtpe1zTnZ6msH61s6+/RJ9HKxZtnkcO6dFEa7Qo1OJxDo50RLc++DFI1Wx5GUKrYcL6ajU82oBC/mjw7GxtIUlVrL5uPF7DlbhpOtOS8vSSCy2ycxo6iRb3fl0CpXMWt4ADOGBRi1C6rUWnaeLmXn6TJkJhIWjwthwgAfcRks8rMRhfAOJaesmQAPu171dPnlrbg7WhotGZvalb0sxIK97ZAAqQWNV8z2BZBKJIYQo8tNCjRaHacya9h+soT6li4i/BxYPC4Ufw99EXRuWTPf7c6ltknBqHgvFo8LwdJcRqdSw9pDBRxJqcLLxZqn58X2OoDKKGrkx7251Ld0MTjKnUVjQ25626LInYsohHcgnUoNxVVtTBrk2+taUXUb0QFOvd5vfZldl62VGf3CXDmUXMn4/j4/S2TknWqOp1Wz/0I5TW1K/D1seX5hOLFBTkgkEtoVKtYdLuR4WjUu9ha8uCTBMKbMkia+25lNU7uSKYP9mDsy0Kifu0WuZPWBfEMd4qUzSBGRX4oohHcguWUtaHUCMZcJRGuHirYOlWFG1oMECYLQ+/fMHxNMxrfneHdtCk/MienzBLoHpVrLqfRq9p8pITm/AbVGR7ivA8smhRMX7Gyw0D+SWsnGI0V0KjVMHezHrBGBmJvq9wLXHirgaGo1Hk5WvHZff6NlvU4ncDilkg1HClFrBOaMDGTqYH/RKkvkhiAK4R1IVmkTZjIpIZctaXtMVb2cjev/bCxNjfKOe+ixwvp8ayZ/+/oskf6OxAQ542RrjkQiQd6poqZJQWlNOwWVbWi0OmwsTRkZ58noBG+jw5fs0mbWdBvZhvk6cN/EMINvYFJePT/uzaWtQ8XUwX7MHhGI2SXh62W17fywJ5eiqjYi/R25f3J4LwccEZFfgyiEdyB5ZS0Ee9v3mi01tSsBeu0HejpbkV7UiFKtxdzUuFwmOtCJNx4exK7TZaQWNLD6QL7RdZmJFG9Xa8b182ZUP1/c7MyMDjTKatvZeLSItMJGnO3MeWxWNIMi3ZBIJDS1dbFyfz5JefX4uNrw7Pw4o71ApVrLluPF7D1bjrWljEdmRDEk2v26IlJFRH4OohDeYXQqNZTXy5nZR15JT9qczWWxm9GBTuw6U0Zyfj1Donr3CTvYmLN0QihLxofQrlDT2qFCEARsLE2xtzEznNK6utoaWtfKatvZdrKEC7n1WJnLWDAmmAn9fTAzNUGr03HgfAWbjhWh0wksGBPMpIG+RgKaUdzIj3v0hyGj4j1ZMCakT9cbEZEbgSiEdxjldXIEgT7b/HR9WPEDRPg74u5kxbYTJfQLdTVall6KRCLBztrsijkeOp1AWmEj+86Xk1nchKW5CTOGBTBlkK/BKSavvIUV+/Ior5MTE+TEfZPCDQ7XoDdoXX0wn9OZtbg7WfHKPYlXDX4SEbkRiEJ4h1Fepy+O7stpuae4WanSGjniSCUS7p0QyrtrU/lwYzpPz4vttUS+GnUtnZzOrOF0Vi01jQrsrc2YPzqIMYnehvs0tHay/nAhZ7PrcLIz58k5MfQPdzUsc3WCwPG0atYdKqBLpWXmsABmDPO/ocFWIiJXQhTCO4zqxg4szU1wsOk9a+sxWK1t7uy1TxgT5MyD0yL4bmcOf/7yNLOGB9I/3LVPCzFFl5ri6nZyyppJL2ykrFt840JcmN39cz3LXEWXmh2nS9l3rgKpBGYOC2DaUH8joa2sl/PDnlzyK1oJ83Xg/snhYoSmyC1FFMI7jKY2Jc52ln0eKAR46ouk88pbiPTvvdwcGeeFm4Mlqw8U8N2uHL7blYOboyUONuaYSCV0qbQ0tesNXEE/kwz2tmPh2GAGRbgTEeJq2CNUqrQcSKpg1+lSFF0ahkR7MH90kJEAX2qQYGkuY/nUCEb04SQjInKzEYXwDkPeqTak0F2OjaUpob4OnMyoZsYw/z5b0cL9HPnbgwMoqmojr7yF4pp25AoVao0OKwsZ3i7OuDtZ4u9hS7CXfa/OlU6lhkPJlew5W0a7Qk1MkBMLRgcbLdUvN0gYHuvBorEholu0yG+GKIR3GBqt7qrhUJMG+vLRxnQOJVUyYUDvzhPQH4oEe9v3Mmy4Go2tXew4U8bOk8V0KrXEBDoxa0Rgr17n6sYOVh3IJ6OoCW8X0SBB5PZAFMI7DFOZFLXmylb6iaEuxAY5s/ZQAR7OVsQEOv/ie2m0OjKKmziaUkVqYQMSoF+4G9OG+BlFgILeeWbrCb3zjJmplCXj9T6BfWUui4jcakQhvMOwtzYznBz3hUQi4ZGZUfx7ZTLvr0tj5rAAJg/yM7LLuhpqjZacshaS8+o5n1tvWIpPG+LPvPFhSC4TYa1Ox9HUajYdLaKjU83IeE/mjQq+YgmOiMhvgSiEdxheLtbdGcKaK+b02lia8uq9/fhhTw6bjxez73w5Cd0zRS9na2ytTDExkaJSa2ntUFHbrKCiroOiqlZDK52ZqZSEEBcGR7kTG+SMzESKq6OV4bBEEASS8urZcKSImiYFYb4OLBkf0mumKCJyOyAK4R1GuK8DWwXIKmm+al6vlYWMx2fHMKF/K4eSKzmfW8+J9Jorvt9EKsHHzYZx/byJCnAk0t+xzxo/QRDIKmlm49Eiiqvb8HS26hXoLiJyuyEK4R1GqK8DdtZmHEmpuq7g8hAfe0J87NFodVTUy6lt6qSjS41WK2BmKsXO2gxXe0vcnSyvWtwsCALns2tZsSubgspWnO3MWT41gmGxHqJRqshtjyiEdxgyEykT+vuw8WgR2aXNfdYLXunnAjzsfvbSVaPVcT6njt1nyyirleNsZ86ySWGMiPMSLbJEfjeIQngHMmmgL8fTqvliWyZ/e2DgTXFubpUrOZZWzaHkSprblXg4WfHsogRi/B3Ek2CR3x2iEN6BmJma8PS8WP750wX+vTKJZxfEXdVU9XpRa3RkFDVyIqOG1IIGtDqBSH9HvflqiDPubnZicLrI7xJRCO9QfNxs+OOieD7ckM4b351n2lB/Jg3wve4ymR46utRklzSTUtBASn4DCqUGWytTxvf3YXSC1w0RWBGR3xpRCO9gQn0c+J/lA1mxL49NR4vYdbqUAeFuRAU44utui4udBWamUiQSCRqtDnmnmobWLqobOyirlVNY2UppbTuCAFbmMhJCXRgU6U5UgKO4/BW5oxCF8A7Hyc6CZ+bHUVjZyuGUSi7k1XE8vdroPSZSCVqdcWiJuakJAR62zBwWQFSAE8HeduLpr8gdiyiEdwk9vcPLpwqU18mpauygqa0LlVqHVqcvlbG1NMXJzgIPJytcHSyRSsW6P5G7A1EI7zKkUgn+Hra9kuxERO5mbvpa56233uLVV1+92bcRERER+cXcVCE8deoUmzZtupm3EBEREfnV3DQhbGlp4d133+Xxxx+/WbcQERERuSHctD3Cv/3tb7zwwgtUV1df+8194Oxsc+033QBcXX8fe2XiOG8sv5dxwu9nrL+XcfbFTRHCdevW4enpydChQ9m4ceMv+h2NjXJD/OTN4tIc3tsZcZw3lt/LOOH3M9bfwzilUskVJ1g3RQh37txJfX09s2fPprW1FYVCwb/+9S9ef/31m3E7ERERkV/FTRHCb7/91vD/N27cyNmzZ0URFBERuW0RWwVERETuem56QfW8efOYN2/ezb6NiIiIyC9GnBGKiIjc9YhCKCIictcjCqGIiMhdjyiEIiIidz2iEIqIiNz1iEIoIiJy1yMKoYiIyF2PKIQiIiJ3PaIQioiI3PWIQigiInLXIwqhiIjIXY8ohCIiInc9ohCKiIjc9YhCKCIictdz2+Ya36pw8d9LiLk4zhvL72Wc8PsZ6+0+zquNTyIIws0NBhERERG5zRGXxiIiInc9ohCKiIjc9YhCKCIictcjCqGIiMhdjyiEIiIidz2iEIqIiNz1iEIoIiJy1yMKoYiIyF2PKIQiIiJ3PaIQioiI3PXc8UL40UcfMX36dKZPn86///3vXtezs7OZN28ekydP5s9//jMajeY3GOW1x/nRRx8xduxYZs+ezezZs1mxYsVvMEo977//PtOmTWP69Ol8++23va7fLs/0WuO8nZ4pwFtvvcWrr77a6/Xb5Xn2cKVx3m7P82ch3MGcOHFCWLx4saBUKgWVSiXcf//9wt69e43eM336dCE5OVkQBEF47bXXhBUrVtyW43zssceEpKSkWz62yzlz5oywZMkSQa1WC52dncLYsWOFwsJCo/fcDs/0esZ5uzxTQRCEkydPCoMHDxZeeeWVXtduh+fZw9XGeTs9z5/LHT0jdHV15dVXX8XMzAxTU1OCg4OpqqoyXK+srKSrq4uEhAQA5s2bx+7du2+7cQJkZGTw+eefM3PmTN544w2USuUtHyfAoEGD+OGHH5DJZDQ2NqLVarGysjJcv12e6bXGCbfPM21paeHdd9/l8ccf73XtdnmecPVxwu3zPH8Jd7QQhoaGGv4DKikpYdeuXYwePdpwva6uDldXV8OfXV1dqa2tvdXDvOY4Ozo6iIyM5OWXX2bTpk20tbXxySef3PJx9mBqasoHH3zA9OnTGTp0KO7u7oZrt8szhauP83Z6pn/729944YUXsLOz63XtdnqeVxvn7fQ8fwl3tBD2kJ+fz0MPPcSf/vQnAgICDK/rdDokkoseZYIgGP35VnOlcVpbW/Pll18SHByMTCbjoYce4siRI7/ZOAGeffZZTp06RXV1NWvXrjW8frs90yuN83Z5puvWrcPT05OhQ4f2ef12eZ7XGuft8jx/KXe8EF64cIEHH3yQF198kblz5xpd8/DwoL6+3vDnhoYG3NzcbvUQgauPs6qqivXr1xv+LAgCMtlv46lbWFhIdnY2AJaWlkyaNInc3FzD9dvlmV5rnLfLM925cycnTpxg9uzZfPDBBxw8eJB//etfhuu3y/O81jhvl+f5i/ktNyhvNlVVVcLgwYOFkydPXvE906dPF86fPy8IgiD85S9/Eb788stbNTwD1xpnY2OjMGjQIKGsrEzQ6XTCa6+9Jnz22We3eJR6Dh8+LMybN09QKpWCUqkUli9fLmzfvt3oPbfDM73WOG+nZ9rDhg0brnhY8ls/z0vpa5y34/P8OfyOJPvn8/XXX6NUKnnzzTcNry1ZsoSDBw/y7LPPEhsby9tvv81f/vIX5HI50dHR3H///bflON944w2eeOIJ1Go1/fr1Y/ny5bd8nACjR48mLS2NOXPmYGJiwqRJk5g+fTqPPPLIbfVMr2ect8sz7Yvb7Xleid/L87wWolW/iIjIXc8dv0coIiIici1EIRQREbnrEYVQRETkrkcUQhERkbseUQhFRETuekQhFPldcObMGWbMmPGrf8+BAwf4xz/+0ee1GTNmcObMGQD+8pe/kJGRAcCyZct+s/5ekVuDKIQidxXjx4/nL3/5yzXfd/LkScTKsruHO7qgWuTW0NHRwWuvvUZpaSlSqZTo6GjeeOMNDh8+zKeffoparcbCwoJXXnmFxMREPvzwQ0pLS6mpqaG+vp6IiAj++c9/YmNjw6FDh/j8889RqVQ0NTUxZ84cnn/++esaxz//+U+sra15/vnnqaurY+TIkXz//fcMGTKELVu2cOjQIUaNGsWePXv4/PPPKSgo4PXXX6ezs5OgoCAUCgUA7777LnV1dbz00ksGb8gDBw7w9ddf09DQwNChQ/nHP/6BVCrOI+4UxL9JkV/Nvn376OjoYMuWLYZ+07KyMt59912++OILNm/ezN///neeeeYZg9icO3eO9957j127diGTyfj4448RBIFvvvmGN998k40bN7JmzRq++OILmpqarmsckyZN4ujRowAcO3YMV1dXTp48CcDBgweZNGmS0ftfeuklFi5cyLZt27j//vsN1mcvvPACbm5uvP3228THxwN6sV+9ejU7d+7k6NGjJCUl/foHJ3LbIAqhyK+mf//+FBQUsGzZMr744gseeOABTpw4QV1dHQ8++CCzZ8/mpZdeQiKRUFZWBsCUKVNwcXFBKpWyYMECjh8/jkQi4bPPPiMzM5OPPvqIN998E0EQ6OzsvO5x1NbW0tDQwLFjx3jiiSc4ceIEKpWKc+fOGVmbNTc3k5uby5w5cww/GxoaesXfPW3aNExMTLC0tCQgIIDGxsZf/sBEbjtEIRT51fj6+rJv3z4effRR5HI5y5cvR6fTMXToULZs2WL439q1aw1iY2JiYvh5nU6HVCpFoVAwd+5cMjMziYqK4k9/+hMymey69+qkUiljxozhyJEjpKWlsXDhQurr69m9ezeJiYlYW1v3+plLf/fV3FIuvSaRSMT9wzsMUQhFfjUrV67ktddeY8SIEbz88suMGDGC1tZWTpw4QWFhIQBHjhxh1qxZdHV1Afo9t/b2dnQ6HWvXrmXs2LGUlpYil8t5/vnnGTduHGfOnEGlUqHT6a57LJMmTeKrr74iLCwMMzMzhgwZwjvvvNNrWezo6Eh0dDTr1q0DIDMzk7y8PMN1ExOT3zwbROTWIR6WiPxq5syZw9mzZ5k2bRqWlpZ4enqybNkygoOD+eMf/2jwpvv0008NszIXFxceeeQRmpubGThwII8//jhmZmaMGTOGqVOnYmZmRlhYGCEhIZSWlmJmZnZdYxk6dCh1dXUsXboUgBEjRrBz507GjRvX673vvPMOr732GqtXr8bPz4+goCDDtYkTJ/Lyyy/zP//zP7/+AYnc9ojuMyK3nA8//JDm5mb+9re//dZDEREBxBmhyO+Mr776im3btvV57eGHH2bWrFm3eEQidwLijFBEROSuRzwsERERuesRhVBEROSuRxRCERGRux5RCEVERO56RCEUERG56/n/i4hRCVYmFK8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up the figure\n", "f, ax = plt.subplots(figsize=(8, 8))\n", "ax.set_aspect(\"equal\")\n", "\n", "# Draw a contour plot to represent each bivariate density\n", "sns.kdeplot(\n", " data=iris.query(\"species != 'versicolor'\"),\n", " x=\"sepal_width\",\n", " y=\"sepal_length\",\n", " hue=\"species\",\n", " thresh=.1,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Kernel density estimation\n", "\n", "\n", "It is also posible to use the kernel density estimation procedure to visualize a bivariate distribution. In seaborn, this kind of plot is shown with a contour plot and is available as a style in `jointplot()`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n", "data = np.random.multivariate_normal(mean, cov, 200)\n", "df = pd.DataFrame(data, columns=[\"x\", \"y\"])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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98PN2w9fLFV8v23893VyQXBT06Uy4u8pxUciFaE0yd9ydbKiRAecKW7lQ3AqSLfKQJJuoSDf/H9s/SDj4ulXCbLViMVtHFIvbkWH7xXZ3c8HdVY63pysRQV54uLrg7ibH3dUFd3cFnm4ueN78r4e7Ak93Fzzc/v7/U9kXMdPHLoj1TYyZvj6YvDW6uylIj7dtyfXTpzPR1NlHe7cOZY+eLrUepVpPUW3XQK/SUMhk4OqiwEUuA5kMuVyGQi5DDsjkttyVXC5DLpPhopDz2L3JRAR5Tcp7u1uRSZI01vuuQCAQCAROQSQQBAKBQDBtCBESCAQCwbQhREggEAgE04YQIYFAIBBMG0KEBAKBQDBtCBESCAQCwbQhREggEAgE08a0NKs+88wzdHV14eJiu/y//uu/kpubOx1LEQgEAsE0MuUiJEkStbW1HD9+fECEBAKBQPDZZMq346qrqwF47rnn2LZtG2+++eZUL0EgEAgEM4QpD0XUajVLly7ln/7pnzCZTDz77LMkJiayfPnyUb1eqdRgtc5cp6HAQC9UKu10L2NIxPomhljfxJnpa5ys9YWG+o7p+Jl+rxsLw733afeOe/3112lubuZHP/rRdC5DIBAIBNPAlEdCV65cwWQysXTpUsCWIxpLbmimPx3M9MmlYn0TQ6xv4sz0NU7W+kQk5Jgpzwn19vbyP//zPxgMBjQaDbt372bdunVTvQyBQCAQzACmPBJas2YN+fn5bN++HavVypNPPsncuXOnehkCgUAgmAFMS430t771Lb71rW9Nx6UFAoFAMIMQjgkCgUAgmDaECAkEAoFg2hAiJBAIBIJpQ4iQQCAQCKYNIUICgUAgmDaECAkEAoFg2hAiJBAIBIJpQ4iQQCAQCKYNIUICgUAgmDaECAkEAoFg2hAiJBAIBIJpQ4iQQCAQCKYNIUICgUAgmDaECAkEAoFg2hAiJBAIBIJpQ4iQQCAQCKYNIUICgUAgmDaECAkEAoFg2hAiJBAIBIJpQ4iQQCAQCKYNIUICgUAgmDaECAkEAoFg2hAiJBAIBDMQqyRN9xKmBCFCAoFAMAMxW4QICQQCgWCaMJut072EKUGIkEAgEMxAjGbLdC9hShAiJBAIBDMQEQkJBAKBYNowiZyQQCAQCKYLg8k83UuYEoQICQQCwQxEbxTbcQKBQCCYJvQGEQkJBAKBYJrQG0V1nEAgEAimCb1RREKTzk9/+lN++MMfTucSBAKBYEYiIqFJ5vz58+zevXu6Li8QCAQzGhEJTSLd3d388pe/5Ctf+cp0XF4gEAhmPCISmkT++Z//mW9/+9v4+flNx+UFAoFgxvNZESGXqb7grl27iIyMZOnSpXz44Ydjfn1wsM8krMq5hIb6TvcShkWsb2KI9U2cmb7GmbA+syTNiHVMNlMuQgcPHqSjo4MHHniAnp4etFot//mf/8mPfvSjUb1eqdRgtc5cO4vQUF86OnqnexlDItY3McT6Js5MX+NkrW+sgqLWGGf092ksDPfep1yEXnvttYE/f/jhh1y6dGnUAiQQCP5Ol1pPeWM39W0aOnv0aLRG3N1dcFPIiQrxJicpmIQIX2Qy2XQvVTAOtHrTdC9hSphyERIIBOOns1vHucJWLpe109TRB4CLQkaIvyc+Xq7ITFZaOvu4UtbOR2dqiAn1Zsd9KWQlBE3zygVjpU9vQpKku/4hYlpF6KGHHuKhhx6aziUIBDMeSZIorlPxyaUGCquVAKTE+PPYmmQy4gOJDvXGRWGrMerfSurTm7ha1sH+c7X8/N087l8Wz4MrZ931N7S7CYtFQm+04Ol+d8cKd/e7EwjuYCRJorhWxe7T1VQ3q/HzdmPr8gRW5kQR7O8x7Gu9PVy5JzeKpVnhvPVpOfvP1WE2Szx2b/IUrV7gDDQ6kxAhgUAw9TR2aHjvaAVFtSqC/Nx5dkMay2dH4OqiGNN5XF0UfG5jOgq5nMOX6kmLCyA3OWSSVi1wNhqdidAAz+lexqQiREggmEEYjBZ2n67myJVGPN0VPH5fCmvmRuPqMv6WPplMxhNrUyhv7OaNj8v4r/hA3FzHJmaC6aFXa5zuJUw6QoQEghlCSZ2K1w6W0Nmj557cKB5ZnYSPp6tTzu2ikPP0ulR++vZ1TuU3s3ZBrFPOK5hcerV3f4WcECGBYJoxma18cLKKTy43EB7oyQ+fmkdqbIDTr5MWF8isKD9O5gkRulPQ6IQICQSCSaS9W8cf9hRS19rLmnnRPLYmGfdJ3Cpblh3Bm5+U09ihISZ05ruPfJZRKGT09N3923FinpBAME0U1XTxb69fpkOl4xsPzeaZ9WmTKkAA81JDAbhRpZzU6wgmjp+XG90aw3QvY9IRIiQQTAPHrjXyi515BPq6889fWDggDpNNgI870SHelNSppuR6gvHj5+1Od+/dL0JiO04gmEIkSWLXiSoOX6xnTnIIX9qWiYfb1H4Mk2P8uVTSjlWSkIvm1RmLn7cb9W13h3fccIhISCCYIqxWib8eLuXwxXrWzIvmGw/NnnIBAoiP8EVnMNPVo5/yawtGj7+3G929BiRp5ho2OwMhQgLBFGCVJF47VMKp/BbuXxbP0+tSkcunJwqJCbEVJDR29k3L9QWjw9/bDYPJctfPFRIiJBBMMpIk8ebHZZy90coDKxJ56J6kafVwiwj2AqBVqZ22NQhGxs/b1iOmusvzQkKEBIJJZu/ZWk7kNbN5STzblidM93Lw8XTF28OF9m7ddC9FMAz+3m6AECGBQDABzhe28tGZGpZnR/DwqpnjYh0W6Em7SkRCM5kgX5tJbUfP3f2wIERIIJgkalrUvHaolLTYAD63KX3GCBBAaIAn7aq7++Z2p+Pn7YZCLqOz++4uIBEiJBBMAlq9mT/sKcTf25WvPpg9MO9nphAW6IVSrcdssU73UgRDIJfLCPH3oOMu3zadWZ8MgeAu4W+flNGlNvDlB7Lx83Kb7uXYERHkiSRx19/g7nRCAjzv+p+RECGBwMlcLWvnYnEb21YkkBztP93LcUhksDcAzZ0iLzSTCQ3wpPMu7+cSIiQQOBGdwcybn5YTF+7D5iXx072cIYkK9kYGNLTf/R35dzKh/h5odCa0evN0L2XSECIkEDiRfedqUWuMPLshfcblgW7F3U1BVIg3NS1ChGYy/VNV7+YtuZn7KREI7jA6e3QcudLAsuwIZkX5TfdyRiQlxp+Kxm4sVlGcMFMJD7I1FrfdxeX0QoQEAiex/1wdIOPBe2ZN91JGRWZCEHqjhcrGnuleimAIwgM9kQEtd7G7hRAhgcAJqHoNnL3RwsrcSIL8PKZ7OaMie1YQri5yLpe2T/dSBEPg5qogJMCDFuXd6/MnREggcALHrzdhtUpsWBQ33UsZNR5uLsxNCeFCURt6492b+L7TiQz2vqurGMU8IYFgglisVk7lN5ObHELYzUTyncK6BbFcKmnn6NVGtixNmLZ1SJJER4+eysZu6ts0tHVpUWkM6I0WZICHuwthAZ4kRPiSkxRM9GdoNHlksBcldSqsVmnanNcnEyFCAsEEKarpQt1nZGVO5HQvZcwkRfuTmxTMgfN1LJ8dSYCP+5Rd22K1UlrfzbXyDgoqlSjVtn4YVxc54YFeBPm54+nugiRJaA1malvVXC5tZ9eJKpKi/Xho5SwyEoKmbL3TRWSwNyazlU61/o57yBkNQoQEgglyubQdL3cXZicFT/dSxsWO+1L4yauXeHlfMd/ZkYtCPrm79FWN3ew7VcWlkjZ6tSbcXOVkxgexcXEcabEBRIZ4DbkGVa+BK2XtfHKpgZ+9m8f6hbE8sjppRpfDT5TIgdEbfUKEBALBYKxWifxKJTnJwXfsjTAiyIun16fy2sFS3vyknGc2pDl97LdWb+ZCcSun8pupb9PgopAzNyWERRnhzJ4VhJurYlTnCfR1Z92CWFbPieK9Y5V8crmBrl4DX3kg664dVX6ru0VO0jQvZhIQIiQQTIDa1l40OhM5d2gU1M/KnCjaunQcvFCHwWjh85vSRy0MQyFJEtXNak7lN3OxpA2jyUpcmA9ffnA22fEBeHu4jvvcri4Knl6fRoi/JzuPV7InyJOH7rkL79DY5j/5ebnSfJdWyAkREggmQGm9CrD13NzpPLxqFp7uCj44WU1tay+f25hGWlzgmM/TpdZzsbiNs4WtNHf24eYqZ3FGOKvnRpMQ4UtYmB8dHc5xatiwKJbmzj4OnK9jUXo4MWF3Z8FCdKgPje2a6V7GpCBESCCYAJWNPUQEec1Ip+yxIpPJ2LI0gYRIP/56qJSfvn2d9LgA7smNIicpBC8Px7cLs8VKbWsvJXUqCqo6qW5SIwHJ0f58bmMaizLC8XSfnFuNTCbjsXuTuV7RwYenqnnpkZxJuc50Exvmw/HrTVis1knP2U01QoQEgglQ06omM/7Oj4JuJSshiH97fjHHrjVy9Gojf95XjExmy02EB3ri7eGKJEn06c109uhoUWqxWCUAEiN9eWBlIoszwwkP9JqS9fp4urJ6bjQHL9TRpdbfMc3CYyE2zAeT2Upbl46oEO/pXo5TESIkEIyTnj4jPRoj8RG+070Up+PuqmDT4ng2LIqjullNYbWSutZeOrp11Op7kctkeLq7EOznQU5SCImRvqTGBuA7TRHhypxIDpyv42pZB+sWxk7LGiaT2JvbjPXtvUKEBAKBjaYO2x59dOjddVO4FblMRnK0/4ydi9RPWKAXYYGelNSp7koRigrxRiGX0dCuYUnmdK/GuUzL5uKvf/1rNm/ezJYtW3jttdemYwkCwYRp6rRVK0XfZU+mdyqzIv3u2vlILgo5USHeNNyFxQlTLkKXLl3iwoUL7N27lw8++IC//e1vVFdXT/UyBIIJ09zZh7eHC/7ek78FJUkSGp0JncGMJEmTfr07kchgL5RqA0aTZbqXMinEhvnQ0Hb3idCUb8ctWrSIN954AxcXF9ra2rBYLHh5TU0CUyBwJo0dGqJDfZBNUpOkwWThTEEL1ys6qGzswWi2zf1xd1WQEOFLSmwA81JDiA/3nbQ13EkE+toKEro1BsKmqChiKokP9+VcYSuqXgOBvlNnrzTZTEtOyNXVld/85je8+uqrbNy4kfDw8FG/Njh45vcBhIbO7ES1WN/ECA31xWKVaOroY+2iuElZ7+nrTbz80Q1UvQZiw33ZsDSBsEAvJEmivUtLeYOKg+dr2X+ulvgIXzYvT+Te+bED65vpTMYao8JtUYK7p/uEzz8Tvoe33+vmZUbwztEKlH1GUmeFTNOqnM+0FSa89NJLvPDCC3zlK19h586d7NixY1SvUyo1WK0zdzsiNNTXaY14k4FY38ToX19zZx96o4UwPw+nrtdosvDXw6WcL2ojMdKPL23NHKJhNBGNzsSVsnZO5TXzhw8KeH1/MZuXJbAiKxz/KTQiHSuT9TPWaY0AtHX04u8xfreHyVrfWIXt9nudn7schVxGXmk7yXdYReZw733KRaiqqgqj0UhGRgaenp6sX7+esrKyqV6GQDAhqpps00iTop03xrtXa+S3H96gsrGHB1YksmVp/LB+dD6erqyeE82q3CgqGns4crWR3Scq2Xe6mlVzotm4OO6u2rYZibt9R9LVRUFsmA/VzXfXJNwpF6HGxkZ+85vf8M477wBw9OhRHn744alehkAwIUrrVfh6uRIe5JzcQ6/WyM/euU5rl44vP5DFoozRb1HLZDJSYwNIjQ3AhIzX9xVx9Gojx683sXpOFFuWJUxJ8cR0098wezfO3OknMcqP84Wtd9VsoSkXoVWrVlFQUMD27dtRKBSsX7+eLVu2TPUyBIJxY7ZYKazpIishyCnOzRqdiZ+9c502lY5vPZozIR+6qFAfXtiayQMrE9l/rpZj15o4ld/MmnnRbFoSf1fYCw1Ff1Wcm8vdZWtzK7Mi/Th+rYlmZR8xd8lgv2nJCb344ou8+OKL03FpgWDC3KhW0qs1sTAjbMLn0hvN/Pr9fFq7dHzzkYkJ0K2EBXjy3OYMtiyJZ+/ZWj653MCJ682sWxjD+oVx+HiO38F6pqI12EaUT5ZP3UwgJcbWNFzR0H3XiNDd+8ggEEwSR640EuDjxuxZExvfYLZY+e2HN6hp7uXL2zLJSnS+B114kBcvbM3k359fTE5SMPvP1fH9P5zjg5NV9N5M5N8t6PQ2ERrKaPVuIDTAk0Bfd0rru6d7KU7j7v1pCQSTQElNFyV1Kh5dM7FpnlZJ4tUDJRTXqnhucwbz0yYeVQ1HZLA3X92ezdYODfvO1nLwfB2fXmlg5ewo1i2MuSv6ajR6EzLZ3R0JyWQy0uMCKKrpQpKku6I/7O79aQnuStR9Rtq7dWj1JhRyOT6erkQEeeHuNrEBbKPBbLHyhw/zCfBxY83c6HGfR5Ikdh6r5EJxGw+vmsWKnEgnrnJ4YkJ9+Or2bJo7+zh0oY4TeU0cu9bI7KRgVuZEkpMUjKvL5H8vJ4NerQlfT9e7dsJqP2lxgZwvaqNFqb0rzEyFCAlmNFZJorimi0ul7RTVdKHqNdgdIwPiwn3JTQ5mRU4kIf6ek7KW3aeqqWlW8/UHZ+PhNv6PzsELdXxyuYH75seweUm8E1c4eqJCvPni/Zk8tCqJk3lNnMxvpmC3Eg83BdmzgslODCI52p+IIK9RVWEZTRZUGgMqtYFujQF1nxGd0YLZYsVVISfQ152YMJ9JdRxX9xnx/QxUAabH2/rGimq7hAgJBJOF0WThdEELH1+qp7NHj6e7C1mJQSRH+RER7IW3pytWq0SPxkhjh4aSOhX7ztWy72wtc1JCuH9ZAomRzuvhOZ3fzKGL9WxcmsD8tNAJneeDk9UsyQznibUp076dEujrzvaVs9i6PIGSOhVXStvJr1RypbQdAFcXOaEBngT4uOHp7oKrQo6E7eejM5jp1Zno7jXQdzMfczsKuWygdBog2M+dL26bTXqM8342/fRqTXd19V8/YQGeRAZ7kV/ZyboFd75juBAhwYxCkiQulbSx83glXWoDydH+PLI6ibkpobgOUXq7ID2M7StB2aPnZH4Tx642cb3iCvNTQ3lo1Swig8f/tChJEieuN/HmJ+VkJwbxpe3ZdKu04zrXldJ2Xj9USlZiEM9tyZhR20YKuZzsxGCyE4ORJInWLi1VTWqaOjV09ujp1hjo1hgxW2z+dW4uCjzdFYQFeJIaG0CAjztBvrZ/A3zd8fVyw8vdBblchsVqRak2UNXUw5ErDfzPm1dYvzCWHfcmO1WE1VojCXeYk8B4yU0O4dPLDegM5js+B3Znr15wV9Gl1vO7PYVcLW0nNsyHL27OID0+cNQ3qmB/Dx66J4lNi+P59EoDhy7Wc62ig2VZEWxdkUhYwNi26TQ6E+8cKed8URs5ScF8/cHscedL8io6+dPeIpKi/fnGQ7MnVNQw2chkMiKDvSck3reikMsJC/AkLMCThelh7Dlby8FztSRE+rIkM8Ip14CbOaHPQCQEMCc5hMMX6yms6WJh+uQWtUw2QoQEM4Lr5R28erAEs1XiiftSuG9+zLg7wj3dXdi2PJHVc6M5dKGOY9eauFDcxsL0MFbNiSIlNmDYKESjM3G6oJnDF+vp05nZviKR+5cljHs9N6qV/H7PDeLCffjWo7m4u44/8W+VpJvjHMDdVX7HFRG4KOR86cEciqqV7DxWyfzUsCEj3LFgsVrRGcx3Zf+TI5Ki/fDxdOV6eYcQIYFgIlitEh+equbghTriw3350RcW4YpzDGr9vNzYcW8K6xfGcehiHWdvtHKhuA1/HzeyE4NIjPQjyNcDVxc5eqOZ1i4tpfXdlNWrMFsk0uMCePy+FOLCx7/Fk1/Zye923yAq2JtvPzZnTD0skiRR19ZLUU0XFY09NHVoUPUasd4yT8jDTUFksBfx4b6kxQWyepHHuNc6VSjkMh5cmcivdhVQWK1kbur4c2z96Aw2t4S7uUfoVhRyOfPTQjlf1HrHb8nduSsX3PHojWb+9FER+VVKVs+J4om1qUSF+jjdwTjQ150n16by8Kokrpd3cK28g4IqJWdvtNodGxHkxX3zY1ieHUlM2MQ60i+VtPHyvmJiwnz43uNz8PYY3VN6l1rPybxmzhW2olTrAVs1W0pMACEBnvh4uiKTgcFooUdjpFnZx4XiNk7kNfOX/cVkJQZxT24UucnBKOQzc9svKzEIbw8Xrld0OkmEbrolTKBq8U5jeXYkJ/OauVLWzsqcqOlezrj57PzEBDMKdZ+RX+3Kp66tl6fXp7JmbvSkV4q5uypYkhXBkqwIJElC1Wugp8+WbHdzURAW6Om0J8rj1xp585NyUmIDeOnhnFE9obco+zhwvo4LRW1IkkTWrCC2rUggJylkRANSi9VKbUsvJQ09HLtSz28/vEGIvwcbF8exMifKKVtezkQhl5MY5Udtq9op5zPc9I2bin6xmUJStB/hgZ6cu9EqREggGAtdaj3/+24eXWo9Lz6Uw5yUqR/QJZPJCPLzIMjPudtXVknigxNVHLpYT05SMF/dnj1iDkjVa+DDU1WcK2zF1UXOvfOiWb8wlpAxFFIo5HKSov1ZMieGTYtiyKtQcvhSHW9+Us6B83U8sCKR5bMjZlRkFBPiQ2ldN1ZJmnCloOnm1FnXGVzw4WxkMhnLsiPYfbqGjm4doWMsvJkpCBESTCnKHj0/ffsaGp2J7+yYQ2pswHQvyWnoDGZeOVDCtfIOVs+N5ql1KcPe9E1mC4cv1nPgQh1Wq8S6BbFsXjpxp+v+fMG81BCK61TsPlXN64dK+fRyA4+uSWb2rKBp708CCAnwwGyxou4zEjDBIXwWiy1P5qKY/vc1lSzLjmTPmRpOXG/i0TXJ072ccSFESDBldKltAtSnN/P9J+Y6tZl0umnt0vK73Tdo6dTy+H0prFsQM+yNvri2i799XEabSseCtFAeWZ3kdP82mUxGVkIQmfGBXC3r4P2TVfxqVz6ZCYE8tiZ5QgUXzqBfbJ0hQv3FGrK7ZMbOaAn292B+Whgn85rZujxhQk4e08Wdt2LBHYm6z8j/vptHn97Ed3fcXQJ0oaiVv35chotcxrd35JI1zDiGW3uPwgI8+c6OXLITJ+bGPRIymYwF6WHMSQnh+LUm9p6t4f+9dpnFWeE8sCKR8GkyL+0vpx7KbUEwOtYvjOVKaTtnb7Ry3/yY6V7OmBEiJJh0dAYzv9hpywF9Z8ccZkXdHQLUpzfx9qc2QUmO8ecr27KGzDHZnCDaeftIOVq9ma3LEtiyNB63CfQMjRUXhZx1C2NZNjuCQxfqOXKlgUvF7SzODGfT4rgJVwOOlf4iEL1h4iLUH3RKknPK++8kkqP9SY7259DFOu7JnXlFKCMhREgwqfTPzGnq6OPFh3PumhxQXkUnb3xcSq/WxAMrErl/WfyQ+R9Vr4G/fVxGXmUniZG+fG5H+rRuhXl7uPLI6iTWLYjh0MV6TuQ1cb6olfS4AFbPjR7WIsmZuLnarmEwWyZ8rv5GYqv1sydCAA+sSOTn7+VxpqCZNfPurGhIiJBg0pAkidcPlVJSp+KLWzLISZrcbaepoFXZx+/eLyCvspPoUG9eeiSHhAjHkZ0kSZzKb2bn8UrMFonH1iSzfmHsmJwXJElCb7RguulG7eGmcFpRgb+PO4/fl8L9yxJsTtp5zfzxoyK8PVxYmBHO4oywEd0lJoLbTbcHk8k64XP1V8WZzJ9NEcpMCCQ5xp/95+tYPjtySiPsiSJESDBp7DtXy7nCVravTGT57KmbmTMZaHQmDl6o4+jVRuQyGY+uSWLdgtghPeBau7S8cbiU0vpu0uMC+Pym9BELDyRJorGjj5LaLqqa1TR2aOjo1g+YhoLN1ToswJPEKD+yE4PITQqZcG+Mj6crW5YmsGlxPMV1XZy90cq5whZOXG8i0NedpVkRLJ8d4TQvuX5cbkZbt76/8dIfuZksE4+q7kRkMhkPrZzF/7xznU+vNLBlacJ0L2nUCBESTApXStvZc7qGpVkRbF2WMN3LGTcanYljVxv5+HIDeoOZNQti2bwodsjcj9li5dDFevadrcXVRc6zG9NYlRs1bPRS39bL+aJWrpS2o1Tb5iUF+3kQF+5DblIIvt6uuLkoMJmt9PQZaFFquV7ewZmCFtzdFKyYHcnGRXEE+0+s50kulw04aeuNZvIqO7lQ1Mbhi/UcvFBHVkIgm5bEkzlM4cVYcL1ZTm22TDx6GRAh88QF7U4lPT6QOckh7D9fx4qcqBEbnGcKQoQETqe+rZe/HCgmKdqPz29KnxE9KWOltUvL0SuNnLnRgsFkYW5KCA+unMXcrMghbYVK6lT87eMyWru0LEgP46m1KfgPUXpsMls4X9TG8WtN1LX1opDLyE4MYuvyRLITg0ZsorVaJcobujlzwxaxnMxrZsOiWD6/NXvC7x3Aw82FJZkRLMmMoFtj4ExBC8evN/G/7+aRmxTMMxvSJtzo259DM1snLhz9W3tGJ2zt3ck8dm8y//SXi3x4soovbM6Y7uWMCiFCAqei0Zn47Yc38HJ34RsPzr6jKnV0BjPXyjs4V9hKSZ0KhVzG4sxwNi4avnKsS63n/RNVXChuIzTAg289mkNOkmMXiF6tkaNXGzl+vYlerYnoUG+eWpfK4szwMTlAy+Uy0uMDSY8P5KF7ZvHBySoOnK/jankHX9iUTkpMwFjf/pAE+Lhz/7IENiyK48jVBvaeqeUnr17iGw/NJi0ucNznVdyMhCxOiIT6ixyMps/mdlw/EUFerF0Qw8eXGlg+O/KOKAQSIiRwGlZJ4i/7i1H1GvjhU/OGjAJmEj19RgqrlVyv6KSgSonZYiXE34MHVyZyT27UsO/BZLbw8aUG9p+vxWqF+5clcP8QZdc9fUY+vljPseuNGE1WcpKC2bAojvS4gAlHikF+HrywNYt7cqN4/XAZP33rOg/ek8imJfFOLSpwdZGzaXE881JC+c0HBfxyVz7ff2IuSVH+4zpff4GGxQkVbf3fc+NneDuunwdWJHKltIO/Hi7lX76waMY/CAoREjiNg+frKKhS8vT6VJKix3djmkyskkRbl5aaFjWVTWrKG7pp7uwDbE7bq+dEsSgjnKRov2GFwSpJXCxq48NTVSjVBuanhvLYvckOvbt6+owculDHietNmCxWFmeGs2VJPNGhzu/JSYsL5DffXc3//u0KH5yspra1l+e3ZDrd1DM8yIsfPDGX/3zzKr/fXci/fnHRqB3Cb0UukyGT2cxXJ4pcJsNFIR8wMv0s4+HmwjMbUvnVrgIOXaxj2/LE6V7SsAgREjiFsnoVu09XszgznDVzo6dtHVZJQt1nRNmjp6NHR4dKR7tKR2uXlsaOvoGblIebguRof5ZnR5CZEERcuM+IEYkkSVwpaeO1fYXUt2mID/fluc0ZZDhI1Gt0Jg5frOfI1QZMZivLsiK4f1kC4UGT607g5eHKVx7IIjHSj10nKvlP1VW++UiO041a/X3c+coD2fz7G1f46EwNT65NHdd5FHKZUyIhsA35c0a5991ATlIIizLC2H+uloXpYU6vbHQmQoQEE0atNfKnvUWEBXrx7Ia0SS9EkCSJbo2RhvZemju1tKm0dHTr6OzW09Wrt6u28vdxIzLIixWzI4kL9yExyo+oYO9R9+tIkkRpnYrdp2uobOohxN+DL23NZFFmuN12l85g5tMrDXx8qR69wcKiTJs1TsQki8+tyGQyNi6OIzrUmz/sKeTf37jCNx/JJT7CuQ2yiZF+LMuK4HR+C9tXJOI1zmhIcpJuuLrIMTqh8fVu4Ym1qRTVdPGX/SX849PzZuxIeSFCggkhSRKvHyxFozPxrUdzJ23Co0Zn4np5B4U1XZQ3dtOjMQ58zcfTlbBATxIifZmfFkqwv21EQ6i/ByEBnuMepy1JEjeqlew/V0dlUw+Bvu587eEc5swKsvtAG00Wjl1r4uCFOjQ6E/NSQ3lwZeKI226qXgO1rWpalFpUagN9BhMWi4SHmwJ/HzdiQn1IiQkg0Hfs+bXZs4L50dPz+dX7+fz3W9f46vZspzcM37cghrOFrVwqaWf1OCJgmVw2aFLsRHB1kWNyQs/R3YK/txuf25jO7/cUsud0DY+sTpruJTlEiJBgQpy43kReZeeEx2A7QpIkimtVHLvWSEGVEotVwt/HjYz4QGZF+hEX7ktUiPeYqspGg9li5UppO4cv1lPfriHYz52n1qVyT24kUZEBg0q0zRYrZ260sO9sLapeA1mJQWxfmThkst5gtFBYo6SgSklxrWpgcirYvNR8PF1QyG3jxtV9poEbdGKkH/fOi2ZxZviYnmhjwnz48bML+NWufH7zfgFPb0hl9RznbZfGh/sS7OdBQZVyXCIkl+E0EXJRyDGLwoRBLEgP457cKA7d7PNytHU83QgREoyb1i4t7x2rJDsxiLULnOtXVVqn4v2TVVQ3q/H1cmXdwlgWZ4SPKnczXvr0Jk7lNXPkaiOqXgORwV48tzmDJVn2N36rVeJ8USsfnamhs0dPUrQfL9yfSXq8fcmyxWrlRnUX5wtbya/sxGi24unuQkZ8IOsXxpIY6UdUiLfd9FWT2UpzZx+FNUouFLXxyoES9p2r5Yn7UshNHv0gwAAfd3741Dz++FERbxwuo7vXwAMrEp3yfZTJZKTHBVBY0zW+1yPDWZ6jrgq5Uxpf7zaeuC+FisZu/ry/mH99bhG+E5xX5WyECAnGhcVq5S/7i3F1kfOFzRlOKwXWaI28vK+Y80WtBPm58+zGNJZnR05qmWlday/HrjVysbgNo9lKRnwgz25IY3ZSsN37slolLpW08dGZGlqUWuLCffjW+hxmzwq2u6l3dus4md/MmYIWevqM+Hi6sjwnkgVpYaTG+o845dTVRU58hC/xEb5sXhJPQZWS945V8uv3C1g1J4on16bg6jK6rUYPNxe+8dBs3jhcxt6ztai1Jp5en+qUn1tUiDdnC1vR6k1jzgvJZICTdMNFbMc5xN1NwZe3ZfHvb1zhtYOlvPjw7BnVQC5ESDAuDl+sp7pZzZe2ZY4rX+GIyqYeXt5fTFePftieG2dgMFm4UtrOietNVDWrcXOVsyQrgnvnRTvcVrRKEtfLOzlw4Qq1LWqiQrz52vZs5qWFDrqRS5JEWX03n15pIK+yE4DcpBBW5ESSkxQ87uSwTCYjNzmErMQgdp+u5tCFeurbevnmI7n4jdKexUUh5wub0/H1cuXQxXqMJgvPbc4Yk6GqI/oH0qm1YxchAJx0P1TIZViECDkkLtyXR1cn887RCo5da5pRc4eECAnGTFNnHx+dqWFBWiiLM8Kdcs4Lxa28eqCEkABPfvTM/EkbetfYoeHk9WbOFbWiM5iJCPLi8ftSWDE7wuENVJIkrld08tGZGhraNUSFeNsq4zLCB928LVYrl/vzSG0afDxd2bwknjVzo51aHu2ikPPo6mSSo/z5094i/uuta/zgibmjfhCQyWQ8sjoJdzcFe07X4O6m4Ol1qRN6Mu4vRtGNYy6QM8f/OLPc+25k7YIYimq7eO9YJamxAcRO8fyooRAiJBgTVqvEawdL8HBz4an1zinHPnq1kbc+LSc1xp9/+fIy9H0GJ6z07xhMFi6XtHMyv4mqJjUuChnz08JYPSeK1FjHjgX94rP3bA31bRrCAj15/v4M7r8nma6uvoHjjCYLZ260cPhiPZ09eiKDvfj8pnSWZIZPqp3+3NRQvrNjDr/alc//vHOdf3x63sC47JGQyWRsW56I3mjh8MV6wgM8Wb8obvyLmcCvgISEs3aGFHLZZ9rAdCRkMhnPbcngJ69c4k97i/inzy0Yd+WoM5kWEfrtb3/LoUOHAFi1ahU/+MEPpmMZgnFw9Foj1c1qXtia6RSX3uPXbAI0NyWErzyQja+Xm9NEqE2l5fi1Js4UtKC9GfU8tiaZ5bMjhkzODojPmRrq2zWEBXjy3OYMlmaHo5DLUdzcTjMYLRy/3sThS/Wo+4wkRfvZCgZSQobMs0iShKrXQLtKR7fGMBA5eLi5EOTnTmyYz5i2s1JjA/jWo7n8/L08fr0rnx88OW9M359HVyfRrtKx60QVKbEB444++/3axnNDs1glXEbIjY0WuVyOxSpGhQ+Hn5cbz9+fyc/fy+O9Y5U8uyFtupc09SJ07tw5zpw5w+7du5HJZDz//PN8+umnrFu3bqqXIhgjyh49H56sJntWEEsyJ74Nd6W0nTc/KWdOcghf3Z7tlGY6SZIore/m40v13KhSIpfLmJ8Wypq50UNGPf2vGyQ+gZ58cYutMu7WAgKdwcyhC3UculiPRmciIz6Qrz6Q5fDc/fOBCquVlDV0U92sRqMzDbl2GRAb7sPizHCWz44cVWSTGhvAVx/I5v8+LODVAyX80/NLRveNwvZk/IXN6fz4Lxd5+9NyfvTM/HFFtr1a23vyHkepvNUqIXNSzYkzy73vZrISg9i4OI7DF+vJSghkflrYtK5nykUoNDSUH/7wh7i52T5gSUlJNDc3T/UyBOPgrU/LkZB41gnbcNXNal7eX8ysaD++8kDWhAXIKknkVXRy4HwtNS29+Hm5snV5AqvnRg8kzh0h3XzdRzfFJ3wI8TGYLBy71sgnlxvo0RjJnhXEtuWJJN/mkSdJEvVtGi4Ut3KltGOgDygy2Is5KSHEh/sSEexFoI87Xh4uyACtwYyyR091i5qCKiW7jlfx0ZkaNi6KY8vShBErA+ekhPDI6iR2Ha/ig+OVrJodMervm7eHKw+unMXrh0rJr1QyJ2X0pd/9dPbocFHI8fMamwhJkoTFIo1YJThaZDLnlXvf7Tx0zyxK61S8fqiUxEg/p9s6jYUpF6GUlJSBP9fW1nLo0CHeeeedqV6GYIxcr+ggr7KTR9ckEeLAqHMsqPuM/G73Dfy93Xjp4ZwJ504Ka5S8f6KK+jYNoQEeN8u6I4YtX+53Q9h9qoa6tl7CAhyLj8ls5VR+M/vO1aLuMzInNZQti+PsDFo1OhPnCls5nd9MU2cfCrmMrMQgti5PYPas4GELB/x93IkM9iZ7VjDblifS1NnHvrM17D1by7XyDr68LWtE54WNi+Koaenlb4dKiAr0GNMoh+WzI9h9uprTBc3jEqHmTi0RQV5jfjCxWCUk/j7cbqLI5TIkoUKjwkUh58vbsviX1y/z8r5ivv/E3AlXSY57LdNyVaCiooIvf/nL/OAHPyAhIWHUrwsOnhkVHcMRGupc5wBnM9b16Y1m3jtWSVyEL09uypxQ1GK1Svzmw/P06Uz8z4srmeXgZjna9TW09fKXvYVcK20nLMiLbz0+l9XzYgbyNkNRWNXJGwdLKKntIjzIi2/umMua+YNfZ7FKnLzWwFuHS2lX6ciaFcwzmzLImjXY9qauVc3eU9WcuNaI0WQhLS6Qrz2SzMrcKHzG2RQYGurLnIwIrpS08ev3rvNfb13jR59fRG5K6LCv+97TC/jWL0/wysFS/u+7q8eUX7pnbgyHztUSEOg16t4jsIl5Q4eGuamhY/q9Cg31HciJBfh7OuUz4+7uglwhd8q5ZsJneLLvdaGhvnzt4Rx++c51ThS0sGPd9OSHpkWErl69yksvvcSPfvQjtmzZMqbXKpUarDO4DDM01HfIyZszgfGsb8/patpVOv7hybmobqkMGw+HL9aTV97BsxvT8HNX2K1lNOszW6zsP1fLgfN1uLkq2HFvMvfOi8HVRT6ocu12Gjs0vH+iioIqJQE+bjyzIY2VOZG4KP7+OkmSKKrpYufxKho7bE7Z33ksl6zEoIEn/Y6OXsobujl4wTa6ws3FvsdI12dAN8ECi/gQL378zHx+uTOfn/z5PN98JIfsWcN7v337iXn88Ldn+OP7+TwzhqRzbLAXZouVq0UtY5oP1K7S0t1rICbYa9S/V/0/Y7XW5v9n0Juc8pkxGMxYLNYJn2uyPsNjFbapuNdlxwWwJDOctz8uIy7Em+SYyRnBMtx7n3IRamlp4etf/zq//OUvWbp06VRfXjBG2rt1HLxQz+LM8AlN0QTb2O8PTlYxLzWUVblR4zpHU2cfL+8ror5Nw5LMcHbclzJilZ66z8iHp2zbTR5uLjy6Oon75sfYbQM2dmh471glRTVdhAZ48OVtWSzMCBtU7ZZf0cEb+4sob+zB18uVB1cmsmZejNP96/oJ8vPgh0/P42dvX+d3uwv5/hNzmRU1dBVbZmIwaxfEcuRKAytyIkdd8RYVYrP67+jWjUmEimtVAKSO43ejf+yCs0rZJUlC5qzO188IMpmMZzakUdnUw5/2FvH/nls4vobjCTDlIvTKK69gMBj47//+74G/e/zxx3niiSemeimCUfDe0QoUchmPrUme0HnMFit/2V+Ct6crn9s4vsKG0wXNvPVJOe5uCl58aDZzU4ffnrJYrRy71sSe09UYTVbumx/DtuWJdoKh0ZnYfaqaE3lNeLm78Pi9ydw7P2bQtmNlYw8fnqqitL6bAB83nlybwj25UQ5voHqjmcqmHmqa1TQrbWMmNFoTJosVhVx2c7SE7alzTkrIiFVw3h6ufPuxXP7jb1f5vw8L+JfPLxx24uv2lYlcLGnjvaMV/MNT80b1ve53XejtG7p6zxEFVUqC/dyJCh77qIr+2U79o7kniiTZKuQEY8PT3YUvP5DFf795jTc+LuPL27Km1NZnykXoxz/+MT/+8Y+n+rKCcVBc28X1ik4eXjVrwtY8+87W0tih4cWHZ4/ZQNFssfLOkQqOX28iPS6AL23LGrbiDaCmRc1fD5VS364hKzGIJ9em2A32slolTuU388HJKnQGC/fOi+GBFYNFqrVLy/snqrhW3oGftxsvbM9mQXKwXd6kW2Pgckk71ys6qGjsGejcD/H3IDTAk7AoT1xc5JgtVrp7DeRVdnLmRguKj2XMTQnhwXtmDTt4zN/HnRcfzuE/3rjCn/YW8b3Hh04ke7q7sHVZAm99Wk5xnYqsUTgnK26eaywlzjqDmcKaLtbMjR7XTevvAwadcxsyW6wj5gMFjkmK8mf7ykQ+OFlNVmIQK3PGt1MxHoRjgsAhFqvtxh/i78H6hbETOldday8HztexNCuCuSMk129HZzDzu903KK5VsXFxHI+sShq2isdktrD7dA0fX6rHz9uNr23PZn5aqN1Nsr6tl78eLqOmRU16XABPrUsdVIGm1Zv46Ewtx6414uIi58GViaxfGEdM9N9HOZgtVvIrOzmZ10xRbReSBNEh3qxfGEtGgm3cxFBbG5Ik0dCu4UJRGyfymrhW3snGxXFsX5k4ZOFHbJgPT69P49WDJXxyuYGNi4d2ObgnN4r952r55FLDqESov+F0LEaxV8raMVusLMoYX5+J3nhThJy0HWcyW51WafdZZNPieIpqunjr03JSYgKmbBCjECGBQ07lt9DU2cfXH8weU7XU7ZgtVl45UIKvlytPrksZ+QW30NNn5Jfv5dHU2cdzmzNYkRM57PH1bb38eV8xzZ193JMbxWNrkh2MR7Cw50wNH19swMfThRe2ZrIkM3xApKySxLkbrew6UYlGa+KeOVFsXzlrUN5JZzBzMq+ZT680oOo1EOTnzpalCSzNCh/1GGWZTEZcuC9x4b5sXBLH+yeqOHihjvLGbl56OGfIHNPy2RHkVXby4alq5qaEDDku3NVFzqo5Uew7W0uXWj9iH0jvzSbaseS2zha0EB7oOWyOajj6q+OcNQjRaLbgPcX5jLsJuVzGC1uz+OdXLvLyviL+8en5UzKNVYiQwA6t3pYjSYsNYN4IeZeR2H/Otg330sM5Y7pBdKn1/OzdPFS9+hGrwiRJ4ujVRnYer8Tb05XvPJbr8PjqZjWvHCimRallRU4kO+5NHrSmFmUffz1USnljD8nR/nznsdRBI7F1BjPvflrGnhOV9OnNpMcF8PT6VHKTQibUY+Hn5cZzmzPISgjilQPF/PTta3z/8bkO3bFlMhlPr0/lR3++wFtHyvnOY3OGPO+SrAj2nq3lalkH60aIZjt7bE21waNsWmzq7KO8sYdH1ySNO3/Qp7cJ3+0PCuNFZ7AQ4j+xHrbPOoG+7gPTWPefq2X7ylmTfk0hQgI79p2rpU9n4vH7UiaUoKxtVbP/XB1Ls8LH1ASp7NHzP+9cQ6Mz8d0dc4ZtvNQZzLx2sIQrZR3kJgXz3JYMu5yTxWpl39la9p+rI8DXje/syCU78e8iZbZYOXyxnr1na3B3VfCFTeksz4kcqIozW6wcv97EvrO1aHQm5iSHsHV5gtOdvhdnhuPj5cr/vV/Ar98v4AdPznXoxxbg48625YnsPF5JcW0XmUNst0UEeREZ7EVRbdeIItSq1AIMGVndztErDbgo5CyfPXx0Ohx9Olsk5KzoRWswO03QPsssSA9jWXYE+8/VMXtWsF1jtrMRPzHBINq6tBy50siKnMhBUcBYMZgsvLyvGH8fN55clzrq13WodPz07Wv06c187/G5w97o21RafvN+AW1dOh5dk8TGRXF2oqns0fOnvUVUNvWwNCuCp9alDrpRtSj7eHlfMbWtvSxIC+Wp9WmDtt4Kq5W8faSC1i4tGfGBPL99NoGejj82ZouVFqWWti4tql4DRrMFV4UcPx83YsN8iQz2GnGIXFZCEF/alsXvPrzBXw+V8sLWTIcPAvfNj+bI1QZ2n64mIz5wyIeF1NgALpW02cqXh7l2Y4cGfx+3UW3H9WqNnCtsZVl2+Kidux2eR2dEIZfh6T7xnJBVkujTmSatVP6zxpNrUymr7+blfcX8y3MLnVY84gghQoJBvHes0paIv2diYfj7x6toUWr57o45o37S7dYY+N93L9KnN/HdHcMLUFm9it9+eAOZTMZ3d+SS4SAaKKjq5OV9xVisEl/elsXiW0xXJUniRF4z7x6twN1Vwde2Z7Mg/e8J9m6NgbePVHCltJ3wQE+++UgOOUnBhIX5DWpkVPUauFzazo2qTioaezAOM0rAz9uNRRlhbFwUN2yOZl5qKNvvmcXuU9VkJgQ5zIW5uijYvCSeNz8pp6Kxh9TYAIfnigv35WRe883c1dDXrGlRkxgxusju2LUmjGYr6xZOYPwDoNYY8fN2c0o5sEZrwmKVnOLsLrBtkb6wNZOfvnWN945V8rmN6ZN2LSFCggGKarrIq7SVZI9UAj0c18s7OHqtkfULY8lKHLkyC2xP1//7bh5daj3feWzOsMnuC8WtvLK/hLCb4hAWOHgLySpJ7D9by54zNcSF+fDVB7MJv+UYrd7Ma4dKuFrWQXZiEM9tyRh4v5Ikca6wlXeOVGA0W3lwZSIbF8cPqhqzShL5lZ0cv95EUXUXErZmz3tyo5gV5UdUiDeBvu64uSowW6yoeg3UtvSSX9XJietNnMxrZtPiOO5fljBk4nfLElul0jtHK8ieFeTw57F8diQfnqzmxPWmIUUoPNCWI2lT6YYUoT69iRalliVZIxuf6o1mjlxpYE5yCNEhoyvCGIquXoPTpvKqem3uFM46n8AWRW9cEsehC/XMSQ4hN3nsvoKjQYiQALBtJb17tILQAA/WT+AJt7NHx6sHS4gP9+XhVUmjeo1Wb+YXO/Pp6NbxLy8sIdJ/6Cf2Ty7V8+6xStJiA/jGw7PtoiyD0cLL+4u5Vt7BsuwInt2QNqihtKFdw+8+vEFnj55HVyexYXHcwBZZr9bI64dKuV7RSUqMP1/YnDGoTNVqlThx1eYn19qlJcDHjS3Lhq+Kc3dV4O3hSkyoDytyIuns0fHByWr2nq2luE7Fiw857puSy2V8YVM6//TKJXYer+RLW7McnntxVjin81t4xmB2WGXWL149w1gIVTb2AJAyir3/E9eb6dOb2bIsfsRjR0Kp1hPvYJT6eOjs0QEQPMzvjmDsbF8xixtVSt74uIx/jw1wWiXjrYjOLgEAx6420tTZx+P3poypV+RWTGYrf9hTiFWS+MoDWaM6j8Fk4dfv59PYruFr27PJSXZcjSdJEh+equLdY5UsSLNNFb1dgFS9Bv7rratcr+jg8ftS+OKWjEECdKmkjf/42xUMZgv/8NRcNi2JHxCgsnoVP3n1EjeqlTy2Jpl/eGreIAEqquniJ69d4udvX8NFIedL2zL52deW8dAITaa3E+LvyZe3ZfGlbZnUtfbys3fy6L3poXY74UFebFgUy4WiNupaHXuZLc4Ix2yxcqNa6fDr/TcNvcEy5JrKGrpxUchGLLU2mS18fLme9LiAMVn7OMJssaLs0RMW6Jxqttaum4UVgVPT2/JZwdVFzuc2pdPda+CDk1WTcg0RCQno1hjYc6aG2bOCx2XlDzaReOvTMmpaevn6g9mjqrIyma389oMCKpt6+MoD2UOG+1ZJ4p0jFRy92sg9uVE8uyHNriS6sUPDL3fmozWYb+ZvQga9/qPTNew7V0tyjD9f3549YHsjSRKHL9Xz/okqwgK9+OYjuYMKMlS9Bt4+Us7Vsg7CAjz5wTMLSI3yHbHAYCSWZNqmu/7m/QL+74Mb/ODJuQ635jYtjuPE9Sb2nq3hxYdz7L6eHO2Pt4cLN6qVLMqwHzTY/yBgsgydqyqpUzEr0m9ED7fTBS30aIy8cH/mSG9vRFq7tFis0oBn3URpUWrx93GblCf1zzpJUf7cNz+Go1cbWZIZ4XSTUxEJCXj3aAVmi8ST68Zfkn38ehOn8lvYsjR+VJMazRYrf/yokKJaFV/YlMHCdMevsVol/nqolKNXbTmmz220F6Dyhm7+681rWCWJf3xq3iABMpmt/HlvEfvO1bJidiQ/eGLugAAZjBb+8FERu45XMT8tjH/+3IIBAZIkiTMFLfz4LxcoqFLy4D2z+LfnF7NyTvSEBaifrIQgvrglg8qmHt4/4fgp08vDlXvnxXC9onPgaf9W5HIZqbEBVDT0OHx9/3ydoVas0Zmob+0dssy7H7PFyqELdSRH+5MRPzEjW2Agsotz0nZcQ7uG2LCZP+blTuXBe2YR6OfOa4dKMA1TfDMehAh9ximsVnKppJ0tS+PHvZVRVNPF259WkJMUzIOjaG6zWiVe3lfM9YpOnlqXOqQTgtUq8erBEk4XtHD/sgR23JtsJ5IFVZ38/L08/L3d+P+emT/opqbVm/nlzjwulbTz8KpZfGFz+kC0oeo18N9vXeNqaTuPrkniqw9kDTxFa/Um/rCnkFcPlhAb5su/fXERW5cNP+HUZLbQpdbTrTFgHibquJ1FGeGsmRfNp5cbKG/odnjMvfNswne6wPEE4sRIP9q7dQMOBIPXNbxTdUmdCglGFKHLJe0o1QY2L413SjVbRWMPnu4uRDrBGsZgstDU0UfCBFoKBMPj6e7CM+vTaFFqOXK1wannFrHrZxiD0cIbH5cRHuTF5iXjSzQ3dmj4/Z4bRIZ48eVtWSM6B1itEn85UMzl0nYeW5PMffNjHB5nsdpcty8Wt7F9ZSLblifaHXO5tJ0/7y0iJsyHbz+WO6hnpafPyC/ey6O5s48Xtmay9JbKr1u37l56JGfQNmB9Wy+//fAGql4Dj6y29R45ek86g5m8yk4KqpRUNnajVP898e+ikBEb5sOijHCWz44csXfl0dVJFFQqeevTcn7yhYV2kZa/jzs5ScFcKGrj4VVJdl/vr1Jr7dISFzM4StHd9Gdz1PQKNpNaT3cFiVFD38AlSeLQxTqiQ7zJSRp+ntFoKa1XkRLj75RpnrUtaqySxKzIyW2q/KyTmxxCblIw+87Wsiw70mnl8CIS+gzzwakqOnv0fH5j2riKEVS9Bn61Kx83VwXfeiR3xP14q1XilQMlN2+ms4Y04LRYrby8r5iLxbbjHAnQucIW/vhRIbOi/PjBE3MHCVCXWs9/v3mVNpWWbz6aM0iAbt+6u1WALpW08Z9/u4rFKvEPT81j85J4u5tkW5eWv31cxrd/e4aX9xVTUqciMcqfB1cm8rmNaTyzIY21C2zuBO8dq+Qf/niOk3lNw46d9nBz4eFVs2ho13CpuM3hMQvSQwdKvW+nvyJMedN651Y0N4sefLwcC2FJrYq02MBBI81vp7Cmi8aOPjbeUkk4EZo7NbSrdMweYUDfaClr6EYGpMQKEZpsHrs3GZPZyp7T1U47p4iEPqOUN3Rz9Eoj986LHtewOq3exC935tGnN/PDJ+eNWBprE6Bizhe18eDKRLYsTXB4nMVi5c97bZHSo6uT2OQgQjtT0MJrB0tIjw/kpYdzcHf7+1N+R7eOn71z3ea4sGPuoCRqYbWS3354gyA/D76zI3fAZ0ySJA6cr+PDU9WkxPjztQdn2z3lafUm9pyp4cT1JsBWWLAiJ5LkGP8hb8wN7RrePVrBXw+X0djexxPrUoY8dlFmOAcu1HHgQh2LbzFU7af/hl1U22VXxda/VrWDKruePtvf+TsoA+/o1tHereO+BY6j0X6OXm3E39ttULPvRDibb9tWzHVWVFWnIjbcR5iXTgGRwd7cOy+GI1cbWDM32ik5PREJfQbRG828eqCEYH8PHlk9ul6eWzGaLPzmgxu0KLV846HZI9r7mC1W/ryvyCZA98xiq4PIpv+4n715dWCrzpEAnS5o5rWDJWQmBPLSI4MFqL3bZvmjM5j5/hNzBgnQ9YoOfv1+ARHBXvzw6XkDAmSVJN78tJwPT1WzJCuc7z0+106Arpd38P+9fJGjVxu5b2EcP/3KMp7bkkFqbMCwkUFsmA/ffXwOGxfFcfRaI+8drRzyWLlMxoaFcTR19DnMDfl6uREd6j3Q03Mr/RGoo5xQfxNngIMmzpI621TU4fJBHd06blQpWTUnyimOypIkcfxqI0nRfoQETLw8u3+AYGb86JqiBRNn24oEvNxdeO/Y0L/PY0GI0GeQd49W0tGt4/n7M8fsCWWxWvnT3iIqGrr54v0ZI86qMVus/OmjIi6V2CKbrcsShjzuz3uLOFvQzI57kx1u1Z290cLrB0vJTAjkxYdzBuU5Orp1/M/b1zAYLXz/ibkk3GJBc728g9/vLiQu3GfQ1l3/tt/xa01sWhzHC/dnDtqWNJosvHawhP/78Ab+Pm788+cW8o1H54ypK18uk/HYvbbc16dXGrha1jHksQvTw3B3VXC+qNXh1+PCfGlot9+Oc7m5ZovFfstP2aPHw02BtwNjz+LaLvx93IadinoyrxmZTMaqOdFDHjMWKhp7aGjrddrQtOJaFWaLxGwnRVWCkfH2cOX+ZQmU1Kkoq1dN+HxChD5jnCto5lR+MxuXxA1p9TIUkiTx10NlXK/o5Im1KSzJHN7mxWiy8NsPb3C1vIMn7ktxGNlAf7l2EVfKOvjitmw2LLIXoPNFrbx6oISMmwJ0a7WXskfPz965PiBAt24RFFR18vs9hcRH+PLdHXMHhsyZLVb+tPfveadH1wyuvOtS6/mvt65xpsBWdv7jZxdMyNB1x73JxIX78OanZQ4jFgB3NwVzUkK4XtHpcMJpVIgX3RojBqPjxlNHWaf2bh0h/p5223uSJFFapyIjbmjzU6tV4uyNFnKSgp1mh3P0aiPeHi7jHoR3O9crOvBydyHFyb0rguFZPTcaP2839p6tnfC5hAh9hlD26Pm/nXkkRvqOqpT6ViRJYtfxKs7caGHb8oSB5PtQ6AxmfrUrnxtVSj63MW3IUQIms5Xf7y7kWnkHT6xNYbsDq5/Lpe38ZX8xaXEBdgLUrTHws3dtOaDvPj5nkACV1Kn47YeFxIT58J3Hcgfcs61Wib/sL+bKzW2/2/NTje0a/v2NK7R1aXnx4RweXpU04a0oF4WcZzek06Mx8snloUtcc5OC6dWaHDok9M/6UaoHFyBYbpaEuziYKtqm0g34x91Ki1KLWmsifZien9J6FT19RpZlj+wpNxrau3VcLetg/ZIEp7gymy1W8io6yU0OnpLha4K/4+6qYPPiOKdEQyP+5F588UXOnTs3oYsIpp/+5tB+R+mxfmgPX6zn8KV61syL5oEVjnM6/fTpTfz8vTzKG3p4fmvmkFs5JrOF3+2+QV6lrV9onQNhu17ewZ/3FpEU7c83H8kdtAWn0dmu06Mx8u3HcgdtwVU19/CbDwoID/LkuzvmDERAkiTx+uFS2/bgmiS7bb+qph7++61rAPzomfnjdpBwxKwoP3KSgjl2rRGT2XE0018kUuEg99Nf4aa5OQW1n/4y7Ntv7GaLlc5uHREOttsqGrsBho2Gr5S24+6qcFpZ9oFztcjlMh6YoEN7P6X1Kvr0ZhaMojla4HxW3YyGPjpTM6HzjHgnWrduHb///e/ZsGEDr7zyCt3d3RO6oGB6eP9EFVXNal7aMcfOdXokTuU3s+tEFYszw3lqXeqwzYrqPiP/8/Z16tt6+dqD2YPKo2/FZLbwfx/eoKBKyTMb0hz2CxXWKPnDR4XEhfvy7UdzBxUh6I22SKutS8eLD88m+RbzzebOPn61Mx8/L1e+u2POoD6dXSeqOFNgi+Y2LR68PVjdrOYXO/Pw8XTlR8/MJybU+R34axfE0Ks1kV/p2Ost0Ncdf283h7kfz5sio79tO06rt23ved1WIt+u0mGxSkQ6FKEe/LxcHUZJYIsWr5V3kJMUPKKdz2hoU2k5e6OVVXOiCHbS9NNLxe14uCnIniWKEqYDd1cFmxbHUVrfTU2LetznGVGEtm3bxptvvsnvf/97lEoljzzyCN///vcpKCgY90UFU8vl0nY+udzAffNjWJE7tgTztfIO/nq4lOxZNouZ4arB+l0I2rq0vPRIzpCjwW2mpQUUVXfx+U3prJlrv6byhm5++8ENIoO9+c6OwT1IJrOV3354g9qWXr76QNag6q4utZ5f7MxDoZDz3R1zBo1A+PRyA4cvOo7mmjo0/PKmAP3gybmTNiY6Mz4If283LpW2D3lMRJAXbSqd3d8rbm63WayDHRnUN8uwfb0Hlyg3dfYBEB1iL6aVjT0kxwQM+UBR3aJGrTUxN9U5keBHp2twUcjYsnTi7ttge4i5Wt7BvNRQXF0mLpKC8XFPbhQebgo+HWaLeSRGtSdjtVqpq6ujtrYWi8VCcHAw//Iv/8JvfvObcV9YMDU0dWh49UAJSdF+7Lg3eUyvLW/o5o8fFZEY6cfXt88edguvs1vHf715lW6Nge/smDNofPatGIwWfvN+ASW1Kp7bksE9ufZVUjUtan61K59gfw+++/hgt+z+fE5xrYrPb0pn7i1Cp9XboiOt3sx3HssdFPFdLevg3aMVzEsN5am1qXZFCL/YmY+Li5zvPz532OFvE0UulzF7VjAltV0Oiw8AAv3c6e61H71gsdqOV9zWQDswS+e2mUON7RpkMuwiIXWfkfZu3aDo8XaKarqQwZA/x7FQ19rLheI21i2MndCcqlspqFKiM5hZkuWc3iXB+PB0d2FlThSXS9sHfg/Hyogi9Mtf/pJVq1bxl7/8hc2bN/PJJ5/wwx/+kDfffJO33nprXBcVTA0anYn/++AG7m4KvjaCiNxOU4eG37xfQIi/B9+6bSvsdtpV2lv6c+YOmWcwGG1jG0rrVTx/fybLZ9t7xtW1qvnFe7aI5HuPD3ZCkCSJd45WDPQR3eo5Z7ZY+d1uW+/S1x+aPahAobZVzcv7ikiM8uOFrZmDXBAMRgu/+aAAncHMtx/NdUrvykikxPjTpzfT7iDaAfDxdKVPb7L7e5PJFgHd/uTfX6hwu3g2dmiICPKy206rarblm4Yb3VBWryIu3Ncp47J3najEx9PVbvtzIpwvasPP280pZqqCibF2QQxWSeLYtcZxvX7EEpWuri5efvll0tMHj3f18vLi5z//+bguKph8LFbbbJ+uXj0/eHLemEpsVb0GfrkrH1cXOd95LHfYG5FNgK5jMlvtyqNvxWC08Ktd+ZQ3dvPC/ZkOp3h23Gw2dXGR873H7ftxDl6o4+jVRjYsih1UUGArHS+lpE7FF7cM7l3q1hj4zfsF+Hq52vUWSZLNILWhXcM3H8lxmqPzSMTcdHtu6ugbNLOoHzcXBUaTvQlq383cz+09P+0qHb5erna2SQ3tGocj0qub1SjksiENP80WK9XNaodR6lgprFFSXKvi8ftSBqoTJ4pWb6KgqpM1c2OGtRsSTA2hAZ7MSwnlxPUmti1PGPP26Ig/wX/7t3+zE6B+VqxYMaaLCaaOt49UUFKn4tkN6cNuu9yO3mjmN+8X0Kcz860RIoPObh3/887IAmRzWCiwCdBWxwLU02fk5+/lYTRZ+Z6D4onzha18cLKaJZnhPLpm8Lbi/nO1nC1s5YEViYOiK5PZ1qekM1h46ZFcOyeEo1cbuVzazsOrkgaNf5hsQm9+T7vU9l5vw6G+OR3V77b30arss5vfpDOY6ezROxxvUNvaS3SI95AFB00dfRjNVpLG8HvjCKsk8f6JKkL8PRzm/cbLlbIOzBZJbMXNIFbPjaZPb+ZaeeeYXyseI+5Cjl5tHHABGGpMgiOsVok/7y2mvr2XrzyQNWxzpqrX1p9jMFr43uNzhpzlYrZY+e3uG5TejFIcNbjqDGZ+tTOfbo2Bn7ywhOjbqtJK61S8erCE9LgAvrB5cHHEpZI2dp+uYWlWBNuWJwz8vSRJ/O2Tcqqb1Tx/f4bd+urbetl5vJLcpOAhjVQnC28PFxRymUOvN7B9z1wcGMp29RpQyGV2W5TNSq2d60FDuwbA7n1LkkRDW++wUV9dm60yLyFyYpHhtbIO6ts0PLAicdzTeh1xsbiN8EBPMbphBpGREEiwn8eQ40aGQ4jQXUZ+ZSdvHylnbkoID4/RF+6Dk1XkVXby5NrUIaecgq0P6Bfv5aHWmvj2Y3OGvKHZRK2IwuouPrcpnWXZ9oJotlj5/Z5CGm6O906/zQOsRdnHbz+8QVigJ994aPagm1lNi5pXDpSQHOPP5zelDyo2OJHXzJmCFu5fZj9kz2iy8Ke9RXh7uvLcCBV/k4FMJsPVRe5wyw1s39/by63Btl0Z7OcxKKel7jOi0ZnshLu/2fX2B4lujRG11kRc+NDl5/VtvXi6KwYitvFglSQ+OltDZLDXkGX646FbY6C0TuXQ5FUwfchlMlbmRFJcq6Kj23Guc8jXTtKaBNNAfVsvf9xbRGyYD1/amjWmm+v5wlYOXaxnzdzoIWf8wM3+nvcLaFNpeemh2UMmt23jvsu5UtbBjnuTHeYXJEnizU/KKKrp4nMb0+y2xDQ6E7/eVYBCIePbj+YONJyCLRL7vw8K8PNy4xsPDhan6mY17xwpJ3tWENtX2DdGfniqmhallue3ZOLrwF16uunpM9ptuYHN5SAsaLAw1PdHPLeJUG1rL/7ebnbVaENFSLfS2NFHdIjPhMQ5v7KTpo4+7l+a4JSZQf1cK+9AgiEn8Qqmj+WzI5Fhc7kfC0KE7hL6Z/t4ubvYnAWGqWa7nfq2Xl4/XEpabABPrE0Z8jhJknjtUCnljT18cUsmGcOYlx66WM/x67YtQUdecAAfX2oYGAm+8jaRurWw4sWHcgblpkxmK7/f05/ryRl0w9boTPxhzw38vd1tQnzbDbCqqYdPLzewem40WYnT0+QoSRIms3XILaoutYGg24oyLFYrLUrtwAC7fmqHGJNd19brcDu1scMmQjHDiFBzZx9RIRObeHroYj0h/h4synSuWFwr7yAiyIuo274Pgukn2N+DjIRALpa0DTs/63aECN0F6Axmfr0rH53RwrcezR1TJZxWb+K3H97Ax9OVr27PHraM+/DFei7cHMcw3GyZa+UdvH+iikUZYUOOiiisVrLrRCUL0kJ50IGNy85jVZTUqfjcxvRBIxkA3jlSTlWTmi9uGZzrkSRbD1FPn5GvPZhtV9VnsVr56+FSAnzdeXQcIyychc5gxmKV8HUwaM5qlWhX6ewKDZo7tZgtVuJvE5uaZjURQV6DKs/0RjMtnX0OK+MaOzQE+roPOXtHqzej0ZnGPeodbFuBlY09rF0Q69TqNa3eTFl9N3NTQ8RW3AxlQXoY7SrdQMQ9GoQI3eFYrRJ/2ltEY0cfX9uePew2y+1IksRrB0tR9Rr46vZsh1tA/ZTUqXj/ZBUL08O4f5iu9xZlHy/vLyYx0o8vbslweLPo7Nbxp71FRId488UtmXbbPheL2/j0SgNr58fY9RKdvdHCibxmNi2JY8FtWzKfXm6goErJY2uSHd6AT1xvprGjjyfXpow4BXYy6bw5AdXRw0KbyiY2UcGDn/T7bVESbnlfkiRR1dxjtyVa19qLBA4T900dfcPaEfXv508kH3Qyvxk3FzkrZjsvFwS20RMWq0TuFFYyCsbGvNRQ5DIZV8qGdgS5HSFCdzjvHKmgoErJU+tSxjwu+WReM1fLO3h4VdKwZdy9WiN/3ltERJCXXQHArRhNFn6/uxA3FzlffzDbYb+A2WLlj3uLsErw9Ydm220bNnVoeP1QKckx/jx2m8NDY4eGNz4uIyM+kIdui57q23rZdaKKuSkhDnNaWr2JPaeryYgPHNJOaKrot+RxFG30j+++XUAqG3vw9nAZ5PXWrtLRqzXZ/exqbp7jdiG2ben1ER069FZWv0CGBIzPNcJktnCxuJX5aWGDcnjOoKi2C093xbBNtoLpxc/LjbS4AC6Xdox6S27aREij0XD//ffT2Di+LlsBHLnSwNFrtubNNfOGH9F8O61dWt49VkFWQiDrFw0/luFvH5eh0Zn48rasYSOIXSeqaOrs44X7M4e0vvnoTA3VzWo+vynd7iZsMlv5nzeu4Ooi5yu3OX0bjBb+sKcQL3cXvrQta9A2j8ls4eV9xfh4uQ4pkgcv1KPVm9lxb/K0b+XUt/Uil8kc5l0qmnrwdFfY5TzKGlSkxg72euufwJpym0NFdYuaEH8Pu8i2XaXDbJHs8kq30u++EDxO6yKbnY7FaeMfbqW0TkVabKAY2zDDWZAeRluXlhaldlTHT8tPMz8/nyeeeILa2trpuPxdwY1qJe8crWBOcgiPrh6bJ5zVKvHqgRJc5HKec7AddivXyju4UtbB9pWJw/aWVDb1cPRqI2vnx5A9RERW06Lm4IU6VsyOdFjdtOdMNdXNPTy3OcNOxN47XkmrUssLWzPtmk53n6qhqbOPL27OcFjt1qc3cfRaIwszwqbMFWE4qpp6iAnzdhgpltWrSIr2H1RQ0dmjo6NbPzDmoZ/SehW+Xq52PULVDrbowJZXAoZN6it79Li5ysdt13O5tB1fL1fS4wPG9fqhUPcZaVPpSIkVw+tmOtk3C376x8ePxLSI0M6dO/nJT35CWJgosxwPLco+/vhRITGhPnxpW+aYS2CPXWuksqmHJ9elDFvEYDRZePtIOTGhPkNWuIFN1N44XEaQnzsPrXI8K8ZitfL6oVL8vd14/D570axq6uHwhXo2LIm3m+FTUKXkxPUmNiyKG+SY3f+6jy/Vs3pO1JDidyqvGYPRwuYhJrtOJQajhcqmHoeeZ6peAy1KLZm39UoV1XQBkJXw99dIkkRJnYr02yajdnbr6FIbSIqyv1k3K22u2o5GO/TTpdYT7OcxrmjRbLFyo7qL3OQQp9vpVN/MiTl6X4KZRWiAJyH+HhTXdo3q+GkRof/4j/9gwYIF03HpOx6t3sRvPriBi0LOSw/njHlCpUqtZ/fpGrISAkdsIvz0SgNdagNPrUsZdgvkfFErjR0aHluTPOR6TuU109Cu4cm1qXa5ArPFyus3q9ae25o16GtavZm/Hi4lOsTbroru1tfdbuXTj1WSOJnXTFpswIyIggprlJgtkkOboIIqm+XJ7fNxCqqUBPu5D4pgmjv76NYY7crMi2tsc4ocRQxNHRpC/D2G/Z3pVOsJ9h/fVlx1sxqdwUzOGHOTo6G2RY0M7KoDBTOT9PhAyhu6R5UXmr4SoXESHOz8QWPOJjR0cj4okiTxn69forNbx79/ZRnp46gS+r+deZjMFl58fB5hw1RJ6QxmPrncwIKMcFbMHzoKslglDl2sJynGn00rkhxGZXqDmX3n6pidFMLGFbPsnrL3nKyiqaOPH31+EV4eroNE6o8fFtCjMfDj5xYTFel/2+sqaero48dfWERcjGM35fJ6Fe3dOp7alO60n8tEznPj4zJ8vdxYPjcGxW3CXlTXTVigJ3MyIga+R3qjmeI6FfctiCUs7O9bbGeK2gC4Z34cobcUK+w6VY2nu4J5mZF2529T6UiI8h92/V1qPZmJweN6j59ea0Iug5XzY/EZoQl4rOdv69YTFepDTHTAmNc1HibrMzwW7oR73VBkJ4VwpqAFuZvriM70d5wIKZUarNbRN0JNNaGhvnR02E/FdAaHL9ZzobCVHfcmE+7nPubrNHX2ceRSHWsXxOKGNOzrj1xpoFdrYv2CmGGPu17RQXNnH195IAul0nFvwKELdXRrDHz9wWw6Owcfo9GZePvjUrITg0gKtz3p91+vrrWXg2druG9+DIGeLoPWodYaefvjUmbPCmZWuM+Qazx5pR6ZDBLDhj5mLEzk56s3mrlQ2MKyrAi6uvoGfa1Pb+J6WTvrFsYO+h5dK+/AYLSQERcw6Lrn8puICfUGs3nQ3xdVK0mK8rc7v9lipbFdQ1ZC0JDr1xnM9GpN+LgrxvUerxa3Ehvui67PgK5v6Nky4/ke1jT1EBcxeZ+tW5msz/BYhW2m3+uGI+BmD1xeSSu5ySHDvndRZnKHUNfaywcnq5iXGsr6hcNXsw3FvrM1uLkqRpxuKUkSp/JbiI/wHdGB+0xBC/7ebsxPc1z2bLZY+fRKA5kJgQ5dmQ9eqENvsK9akySJd49W4O3pyvaV9nmm/edq0RstDvNLt9LQbpup44y5OBPlXGErRpOVZQ7mKF0uacdilVicMbgJ+HJpOz6erqTdUgGn0Zkob+ix8/dT9xmpb+0lLS6A22nu7MNilYbtI+ufbxQ2xMjv4TCZLVS3qEl3cO2JYjBZ6OjWESNcEu4Y+tsAWrtGrpATInQHYDJb+PO+Ivy83Ybt0xmOjm4dl0va2bI8cUS/tGallsYODSsc3CxvxWC0cKNayaKM8CET0XkVnXRrjA6FU6MzcexaI4uzwu0MOG9Ud1HW0M32lYl2c2i6NQZOXG9mxexIIoOHvzF19RrGneNwJlarxCeXG0iI8CXJQeXaucJWokK8BxmLGowW8io6mZ8WOignV1DViVWS7Ao4Sutt1UjpcfZbk3UD9j5Di1D/DeP2MRqjoaalF7NFGnKg4URoVWqRgEghQncMXu42p3iNzn444+1MqwgdO3aMmJix9bd8FtlzpoYWpZYvbE4f9xP9ietNyGQy7ndg6Hk7/QnyuSnD55zKGlS2JHvy0InoMzdaCPR1dzgm+tjVRowmK1tuq1qTJImPztQQ4u/h0Pj06NVGLFbriBEdgItChsUy/VsaV8raaVfp2Lwk3u4hoqmzj8qmHlbMjhz0tWvlHRhMFrsCkiulHQT6uts1oxbXduHt4eJwBENtWy8ebgo7O6BbaVH2IQMigsYeCVU22aa1jmV21WhpuVnVd3spumDmIpPJ8PZ0pVc7w0VIMDKN7Ro+udTAitmRDm/ko8EqSVwobiMnKXhU46urmtSEBXoO2XB663Ey2dA3Hq3eRFFNF4szwu0KFixWKyfymsieFWQXBVU09lDTombTkni7qjyzxcqp/GbmJIeM6ok9Ktib2lY1ZovjsQlTgdli5aMztrEGjtwajl1rxEUhZ9ltNjdnbrQQGuAxyDtPqzdRWKNkflrooP4uSZJs5dGpoQ6j0toWNQkRvsP2hDUrtYQEeIx5MiZARUM34UFek+JK3qzUIpfJxhWhCaYPd1c5RpNlxOOECM1gJEni7SPleLq78Oia8RtuVjX1oOo1jNrRuLFdM6pS2IZ2DZHB3oNGZt9KYY3N68vRjbeopotujZHVc+wnbh692oi3h4vDrvvC6i56taZRj55emB6GzmBh9+nqUR0/GRy/1kSLUssjq+yrB/v0Js7daGVxRtigYXXtKi0ldSqWz44cJBxXy21TRW83kG1o16DqNbAg3d5Y1mS2UN/meNT3rTR1aIb1lRsKq1WisqmH1JjJ6eFp6tAQHuTp1MF4gslHZ7DgMQqPRvFTncEU1nRRWt/NtuUJE3rCLKrpQiZjVN5ykiSh0owuj9LZoyNsmMiqtL4bDzcFiVH2gnahuA1vDxdykgavSd1n5HpFB0uzIxyK2/WKDjzdFaMew5CVGMTqudEculDP3rM1Ux4RdWsM7DlTTXZikF0OB2zbpAaThXW35cxO5jUjk8HKnMFie6GojbAAT2bdJij5Vbb+oAUZ9iJU29qLxSoNu1WmN5ppVWrH1UvV0K6hT28m3UEDrjNoaB+fOAqmF73RjKf7yFG1EKEZSn9eJNjPg9Vz7aOFsVDdrCY21GdI+/5bsVhts248RzGPSN1nxN9naHGsbuohKcrPbnvIYrVSUKlkTkqI3XbbpaIWzBZpSO+xisaeMfmHyWQynlybwqKMMPacruFfXrvM1bL2KSl9tUoSr+wvxmKReHJdql0uyGCy8OnlBrISAgfd/I0mC6fym5mbEjrI0aKzR0dpnYolWfZTRa+Xd5AY6Ueggy3UsvpuALuRGLdS2zK08/ZIFN5skHXkAjFRNDoTnT36YQsqBDMPjc6E2SINiu6HQojQDKW8oZvqZjWbl9rnRcZKU2efXd7FGeiMFjyH6L43W6w0dfYR5+CmVt2sRmswO7Tkv1TcRpCfu8PtQJPZQluX1uGwtuFwUcj5ygPZvPRwDhaLld/tLuQf/niO3aeqaR/jKOKxcOhCHUW1Kh5fm0KEg4KAE9ebUGtNbF2eOOjvLxS30ac327mBn7vRigR24y2UPXpqW3uZl+q4kKSkTkVMqPew0XTFzcICR2X0I5FfpSQu3MduiqszqG62rWuWsOu5o2i8OU9oNMMH77hm1c8KJ/Ka8XJ3nBcZC5Ikoe4zEuQ3uhuEi0KOm6scrcE84rFWqzSkb127SofFKhETYi9+/e7Pt/ezWCWJwioluUnBDsvQ1X0mJBzP4RkNc1JCmJ0UxLXyTk7nN7P/XC37ztWSFhvAstkRLEwPG7MN0lBcKmnjg5PVLMoIY5WD/JXeaObQhToy4gMHlTVLksSnlxuIDfMZ1HNjtUqcLmgmMyHQbtbP5VLb7Jbb5yuBLdqqaOzm3hFc1kvrVMSG+Yy5+rKnz0hVYw/bViSOfPA4KKvvRiGXifENdxjljd3IsB8n4gghQjMQvdHM9fIOls+OHDLpP1osVgmLVcJtDOcJ9PUYmCszHHK5bMhtrf7haI4aH2tbegkL9LR7Mu/s0dOrNTIr2vEvruWmD9VwFV4joZDLWZgexsL0MLrUes4VtnKmoIXXDpby9pEKFmeEc++86An5zF0v7+DlfcUkx/jz3GbHg/0OX6xHrTXx4m1+eAVVSpo6+3j+/sGvK6xRolQbeOxe+/Hrl0raiA/3dTifqLTOVkZ/ux/drRiMoxMqR1wsbkMCFgzRrDxRCmu6SI72n/DnQDC15FcqiYvwHdVDjRChGciN6i6MZiuLMibuMt4fqVjGkJCPCvaisaNvxOPcXOQYzI5LMFW9NtsWR1FLQ4fGYed+881rDpWE9r35C90zjCXMWAjy8+D+ZQlsWRpPVZOaU/nNXChq5VR+M8kx/tw7L5oFaWGj3g61ShJHrjTy3rEKEiL8+OYjOQ7Fv0ut5/Clehamhw3a/pIkiQMX6gjyc2fRbQUGx6414e/tZte71dqlpba1l8eGMHAtqFLi5ionLXbofE1pvU2oxjoUUZIkTuc3kxDhOynbvcoePQ3tmmkdxS4YO21dWmpa1Dw8hKP+7QgRmoEU35wgOVwiebTIZTL8vFzp1oz+xj0ryo/rFZ30ao3D5hG8PFzQ6R1v2/VqjQB2r7dYrSh79A7nCalurnGogWqe7i5EBHlRVt/NlqWjeiujQiaTkRzjT3KMPzvuS+ZMQQvHrzXx573FvOtdyYrZkSzLjhh2f7uhXcN7xyoorlUxNyWEL23Nspsa28+uE1VYrfDIbTfXsvpuKht7eGpd6iDha1NpuVGlZOvyBDtBPFfYikyGXck22EQxr7KT2YnBw5Y3X6/oxMNNMWa3g+I6FU2dfTy3OWNMrxstl0ptJq1DWUIJZiafXG7ARSFjRc7o2iiECM1Aqpp6SIr2d9pMloig0UU2/fQ/NZfUqeyeyG/F18ttQGxuR2ew4Ooit7v5qftMWKySw0ZYrd7WXe3jOfSv5bzUUA5dqKO6WT0peQJvD1c2LIpj3cJYimq6OH6ticMX6zl4oY7IYC/mp4cT4ueOn5cbJouV1i4tRdVKyht78HBT8OzGNFblRg1prVRU08XF4ja2LksYlNvpr4b093ZjZc7gwoMjlxuRy2Wsua1K0mqVOHujhayEIIcRZ3WTGlWvgXmrhr6Jmy1WrpV3kJM0vFA54sC5Wvy93RwK4ESRJIkzBS0kRfmJJtU7CLXWyJkbLSzLjrAbPjkUQoRmGBarlRalltlJ43NHcERyTAAfX6pHN4piA7BFQt4eLhRUKYcVIX9vtyGry4xmC24Obmr9XlK+DvaK/55eGjrns2VpPOeLWnl5fzE/eGLuuIsURkIukzF7VjCzZwXTozFwpayD6xUdHLlcj944eAsyNsyHh1fNYvXc6GHL4A0mC298XEp4kBf3LxtsOVRSp6KsoZsn16YM2sLr05s4c6OFxZnh+N9WfVZY04Wq18AT99nniQAulrThopA77E/qp6imC43OxJLMsRXAFNfaetgevy9lUppIS+tUtCi1kxZlCSaHjy/WYzJbWb9w6PEvtyNEaIbRozFisUqE+o/dv2socpODOXihjryKziHn7tyKXC4jJymE/MpOLFbrkBFZgI/7QKXb7VitEgoHlXP9Nh6Otqq8bnZXaw1m/F0cP0V5urvw5W1Z/GJnHj959RJPrksZU95mPPj7uHPf/Bjumx9DULAPpVUdaLQm3FzlBPq6j6r/CmDn8Uo6uvX8w5NzB1njSJLEByerCPJzZ9WcwVsYx6/ZmlkdTbY9ld+Mr5erQ5GxWK1cLmljTnIwnsN0rZ+90YKPp+uwhQu3Y7XaHM5D/D1YPWd0Wy5j5eCFOvy83ZySFxVMDc2dfXxy2WYxNprS7H5En9AMYyBS8HLe6IGkaH9C/D04ld886tfMSw2hT2+m/GajoyMCfd3p05sxOPKHkslwVDdnvVnh5mi3qr+MvHOE3p3U2AB+8vmFBPt58Oe9xXz/9+d443Apl0raaO/WDVxjMlDIZTbHgig/YkbZAAyQX9nJ8WtNrF8YS9ptLtdXyjqoaenlgeWJg8TJaLJw5EoD2YlBdoUcXWo9eRWdLJ8d6VCAC6u7UGtNLBlmeq5aaySvspMlWeFjEvEjVxtp7OjjsTXJY6q6HC1l9SqKalWsXxg7KecXOB9Jknjr03LcXRV2uc6REJHQDMN80/HZmU/2cpmMe+fFsPN4JRUNKgI8Rv6xZ88Kxs1VzpWyDjISHD8l9xcQdKn1diMVXOSygfcy6O9vvi+T2b5ar79BtbpZPWLTZGSwNz/+3HxuVHVx5kYL54vbOJFnE1l3VwWhAZ6EBXoSFuBJWJAn0SHexIT6DBsVTBadPTpeOVBCTKi3XcWQyWzl/ROVxIR62zWhni5oQa01OXQLP5HXjCRJdnmifs4UtODr5Wpni3T7MWaLxCoH/n1D0d6t48NTVeQkBU9KwYDVKrHzeCWBvu52zbqCmcuZGy2U1Kl4al0qfqPMBfUjRGiG0b+/7ugmPRFWzYni4IU6/nawhBcfmj3i8e6uCnJmBXO1vIOn1qU6bErt95dTOhAhdzcFRpMFSZIGJem9bwqg1kFVXaCvOzFhPlyv6LDzUnOEQm7Ld8xJCcFssdLQrqGurZeWTi3tKi0tyj4KqpQDfnEyICrUm/S4QHKTgkmPH739z3gxmiz8bnchFquVrz04286h+sjVBjq69XxnR+6g77HJbOXghTpSYvztqtZMZgsn85psEysdePf1aAzkVXaybkHskO/PbLFy9Goj6XEBRI9y68QqSby6vxiFXM6zG9LGNddqJE7kNVHT0ssL92eK3qA7hLYuLW9/WkF6XMCQD0XDIURohtF/k9boR57DMRY83V3YsjSe945VUlitJHsUPSEL0sO4UtZhc0h2UL4bclOEOrvtG1u93F2wWCUMJssgF4L+5Hp/H9GtyGQyVs2L4e3DpTR1aMbUe+KikJMY6WfXoW2VJLrUepo6+qht7aWysZtT+c0DTt1LsyNYMzd6xOF448FqlfjT3iLqW3t58eEcO+seVa+BvWdryUkKthvTcaagGVWvwWGz64WiNnq1JtYucBwpnMpvxmKVuGeYfM2VsnZUvQaeWZ826vdz4Fwt5Y09fHFLxohjPsZDe7eOXSeqyIgPZEmW8yvuBM7HbLHy531FuChkPH9/5pAOKsMhRGiGEeDjjkIuo0PlfE+ze+fFcCq/hXeOVvD/RhEFZCcGo5DLyK/sdChCA2vtsV9rf3+QWmsaJELurgoCfd2HHPu7aWkCu49X8tan5Xzv8bnj+qW+FblMRoi/JyH+ngPjsE1mC4U1XVwoauP4tSaOXmlkXmooD6xMdJpbs1WS+NsnZVyv6OSJtSkOiwd2Hq+0mZuuHVzdZjJb2H++juRofzITBuePrJJtQmtMqI9Dw1CLxcqJPJu9jyO/OrDt3398sYGIIK9hBxLeSkVjN3vO1LAkK3zCVlKOMFus/HlvEXKZjC9sHt/0YMHUs/N4JTUtvXxte/a4H0xEYcIMQy6XER3iTV1br9PP7eoi5/kHsmlRajlypXHE4708XEiJ8edGdZfDr8vlMkL8PRxGQgG+NhHqdhDxxIb5UNOidnhOfx93dtybTGl9N++fqEKahCIDVxcFc1NC+er2bH7+9eVsWZZAcV0XP3nlEq8cKHYYpY0Fq1Xi9UOlnMxrZsvSeNYtsN9aLKxRcrG4jc1L4uz6YI5fa0LVa+DBe2bZ3Yz7bX02Lo51eKM+d6MFVa+B+4ax4LlR3UVdWy8bF8eNygKpp8/I7/cUEurvyTPrnb8N15/Urm5W84VN6YQ4sTJUMHmcK2zhyJVG1i6IcehbOFqECM1AkmP8qWpSOz0vBLAoK4KcpGD2nq2hp89xo+mtZCUG0dihoWcIx4XQAE+HvUL9RQtKBx50KTH+tCi1Q55zZW4Ua+ZGc/hSPa8eKEFvHF1/03jw83bjoXtm8dOvLGP9olguFrfxo5cvcPBC3bi+/1q9iV+/X8CZgha2LU/goXvsrUv0RjNvHC4jIsjLruhAqzez/3wdWQmBdpGOJEkcvFBHsANbn/6vf3SyirCAv0d9jo7Zd66GYD/3UUU0FquVP31UiFZv5usPzZ6Uwo7Dl+o5mdfMpiVxE7qZCaaO2lY1fz1cRnpcwJCWUaNFiNAMJCcpBIPJQnGt4whkojx+Xwoms5Xdp6pGPDYj3lYZVzpEqXZogKfDkuoQf09kMpvlzO30j3C4VtE55HWfWp/KAysSOVvYyj/++QJHrzYOlK9PBj6eruy4N4V/f34xGXGBvH+iin/6y0Uul7aPOhorrVPx/16/THFtF89sSGP7SvtIBuD9E1Uoe/R8YXO6XaHCoYt1aHQmHnZQ5lreYLP12bjY8XiPyqYeyupVrFsYO+Q2ZnGtiqomNZsdjE53xAcnqymt7+bZDWkO/f4myumCZnYdr2JhehgPrxIecXcCaq2R3314A18vV76yPXvCxT0iJzQDyYgPxNvDhbOFrUM+0U6EiCAv7psfw6eXG9iwKG7YpHx8hA/ubgoqG3sc2rOEBnjSpzej0ZkGOea6usgJ9fekudPeLig61JvIYC/OFLQMWU0jl8l4YEUi2YlBvHusgrc+Lee9YxUkR9uqxWLDfAgP9CLY3wMPN4XTtojCAr146ZEcCquVvHe8kj/sKSQ2zIeNi+IcjimXJIm6tl4Onq/jSlkHYQGe/ODJuaTEBDg8/41qJceuNbF2QYzdMZ09Oj653MCSzHASIuwtiYay9enn4Pk6fL3cWDHb8dclSWL36WqC/NxH5et1pbSdwxfrWTM32q583Bmcym/mr4dKyUoMsiW1RR5oxmOxWvnjnkLUWhP/+PS8UQ2tGwkhQjMQVxc5K3IiOXKlkc5uHSHDjNAeL1uWxnMyzzZT54WtWUMep5DLmRXpR9XN4WK3E35zVENHt87Otj023If6No3da2QyGavnRvPOkQrKG7qHNc5MivbnR0/Pp75Nw8XiNopru9h3tnZQI6y7qwJ/bzf8fNwI9HEnxN+D8CAvYkJ9iA3ztos2RkP2rGAyE4I4X9TKwQt1vLy/GIDclBBCfD1wcZHRrTFS06ymvVuHp7uCrcsS2Lw0fsjSYrXWyKsHSogK8eYRB0/975+wRaaOIoLSOtWATY6jBs7Gdg35VUqe3JA+pHFqfqWS6mY1n9+UPqLVTlNnH68cLGFWlB+PD2ELNF4kSeLwxXp2Hq8kOzGIbzw0e1KsfwTOZ+exKkrru3n+/gyHD0rjQYjQDGXdgliOXm3io7M1fHFLptPP7+vlxqo5URy50shD9yQN9Pw4IjbMh+PXmxxa+PTPC2pTae3Ko2dF+nG1rAO11mj3xHRPbhSHL9bzztEK/unZBcNWwclkMuIjfAcmqhpMFpo7++jo1qFU6+nuNaLWGunRGKhr6+V6Rcegpt/kaD/mpoayOCN8TI10crmM5bMjWZodQUVDN/lVSiqb1VTUt2K2WPHzdiM6xHsglzGce4LVKvHy3iL69Ga+/ViunZCU1qm4VNLOAysS7X4WkiTx4alqAn3dWTPXcQSz/3wtHm4K7l+RiN7BqAvrzXOEBXqOmAvSG838fvcN3F3kfG17tlMFwmyx8scPCzh4rpaF6WE8f3+mEKA7hIvFbXx6pYG182NYlu28yFiI0AwlyM+D++ZH88mlBlbNiSZ5HGOXR2LtAtuW3Kn8Zh50kEDvJybUB5PZSme3nvDbyn77myXbHZSU94+iqGjoZn7a4ISzu6uCx9Yk86e9RRy4UMfWZQmjXre7q8JhT1A/VqtEp1pPQ5uGyqZuCmu6eOdIBbuOV7I4I5z7lyXYvY/hkMtkpMUFkhYXSGioLx0dY69c3HOmhqJaFZ/flG43MM9ssfLmp+WE+HuwabG9R1xeZSeVTT08syHNYVTX1KHhckk7m5bE4+vl5lCEzhe20tih4cvbsobdw5ckiVcPltLapeV7O+Y4tR+oR2Pgjx8VUdbQzcbFcTyyOklswd0hNHX28fqhUpJj/Hns3okVItyOEKEZzLbliVwubeeVAyX85PMLnDZ6up8Qf08yEwK5WNzG9pWJQ+ZVIoJtN+yWLq3dzdvtZt+PIxFKjPTD3U1BUU2XnQgBLMoII6+ykz2nqgn19xjW52wsyG/6u4UFeDI/LZQd2D5Ex6812ix+itpYtzCGB1fOmhJvsovFbew/V8uKnEiH+ZxDF+tp7uzjJQdD8CxWK++fqCI8yGvIXNBHZ2pwc1Ow0YGAga3vaM/pauIjfFk4giHo0auNXClt59HVSUPaNY2Hktou/ryvGJ3BzHeenEf2baPdBTMXneFmZOwq56sPTLwQ4XZEHDyD8XR34YtbMmlXaXntYOmkGHPOSw2lvVs3ZPMo/D3acVRuDba8kCMRclHIyU4IIq+y0+HaZTIZn9+UTmpsAC/vL+aTyw2T0hcEEB3izdPr0/jpl5eyIieCjy818JPXLlPX6vx+rFspb+jmlQMlpMYGOOyxae7sY9/ZGhamhzHHQRHKievNtCi1PLY6yeGHv7ZVzZWyDjYsjB1ylPLRq00o1QYeHSHyqGru4b1jleQmBbNhCEEbKyazhZ3HKvnfd/PwdHfh/3t2AWvmj2zJJJgZSJLEXw/bIuMvP5A9KaNThAjNcDLiA3lkdRKXS9vZdbzS6efPSrQ97ZbUqYY8xs/LFReFDKXasQiFBXoNKWLz00Lp1hiHdON2d1XwzUdzmJMcwrtHK/jnP5+nod2+mMFZ+Pu48/lNGXzv8TkYTRb+882rnC9snZRr1baq+dWufEL8Pfj6g/a5FbPFyisHivFwc+Gpdal2r+/VGtlzupqM+ECHjguSJLHreBU+nq4ORz2ArRhi37laZt8stBgKrd7Enz4qIsDHnee3OqdSra61l399/QqHL9Wzak4UP/n8wkkp8xZMHsevN3GppJ2H7pnl0KHDGQgRugPYuCiO++bF8PGlBvaerXHquUMDPPHzcqWm2bGDAdgiFn9vN3o0jptbI4K80OhM9Dnwu5ubGoqnu4JTBUOPkfBwc+EbD83mqXWpVDZ08y+vXuIXO/O4WNw2MG3V2WQmBPGTLywkKcqPl/cX8+GpaqdGYdXNan7+bh7eHq587/E5Dsek7z9XS01LL89uSHNYMPH+iSr0RgtPrkt1uFV6o1pJSZ2KrcsThmwi3XumBoPRMuw+viTZHB5UvQa+8kDWqMdTDIXJbOGDk1X821+voNGb+NajuTy7ceiqPcHMpLVLy85jtgrGTUvsndydhcgJ3QHIZDKeWJeCzmhmz+kaZMDW5YlOO3d0qA/NyqG34wB8PN0cigww4FHWqtTajWBwd1WwfHYkx6818ciqpCET3TKZjPvmx7DlniTePVzC6YIW/nTTSywmzJvESD+iQ7yJDPYmPNCTID+PCfvK+Xm58Z0dc3jj4zL2n6tF1avncxvTJ7znXVij5He7C/HzcuV7j891+J7L6lXsO1fL0qwIhy4BZfUqThe0sHFxnEOXa7PFynvHKgkP9Byy16qpQ8OJ682smhs1rFP26YIWrpR18OjqpBFHaIxEeUM3rx0qpa1Ly/LZETxxXwpeExQ1wdRjsVp5ZX8xri5yvrA5Y1ILSIQI3SHIZbKBUce7T9cgl8vYsjTBKecODfDkekXHsMd4uivQDjEePPJm4UKzss/hTWz9gliOXW3iwPk6ntkwvGuzr5cb21fOYtvyRKqb1dyoVlLZ1MOV0nZO3jL+QSGXERrgSWSwrR8oMcqP5Gj/IfMiQ+GikPOFTekE+3nw0ZkaejRGvvJANl6jmLl0O5Ik8enlBt47Xkl0iA/ffizX4R56j8bAH/cWERbgydPr7bfhDEYLrx0sJcTfgwdWOH7YOHq1kRallpceznEompIk8c7RCjzcFGwf4hwALco+3j5STkZ84ITyQDqDmfdPVnH8WhMh/h58d8ecga1ewZ3HJ5caqGpW8+VtWZOSB7oVIUJ3EHK5TYisksQHJ6vxcndhzTBGlaPF18uVPp3ZbvbPrbi5KtANsR0XGuCJi0Lu0B0BICTAkzXzojl2rZGVuZGjanKTy2Ukx/gPlHlLkkRPn5G2Li1tKh1tKi3tXTqalX3kVXYiSbZprcnR/izLjmBJZsSot39kN90ZAn3d+dvHZfzH367w9Qdnj2lEsarXwF8Pl1JQpWReaijP35/hsJrRbLHyhz2F6PRmvvvYHIfbaO+fqKK9W8c/PDnXYeNrl1rPnjM15CQFkzuEC/a18k6Ka1U8uTbF4VZg/1r+vK8YNxfFhBwLimq7eP1gKV1qPWsXxPDwPUli6+0Opkut56OzNcxJDnHokuJshAjdYcjlMr64JQO9wcJbn1YQFug14SdON1cFVknCYpVwUTi+ESnkMixWxzkTuVxGVLAXTR2ORQjgwZWJXC1r55X9Jfz4cwvGPLBMJpMR4ONOgI+73Xhsg8lCbYuakjoVV8s6+OvhMt4/UcXmpfGsnR8zaseEe3KjCAvw5Pd7Cvl/r1/m4VVJ3DsvetjtOZ3BzLFrjew/XzcwluG++TEOxVySJN44XEZ5Yw9f3pZFjIMkfUFVJ0ev2ZyJb3+f/ed485NyJKs0ZK7IYLTw7tFyYkK9WTNv6CFje8/WUNdqs+Efz9OuwWRh1/FKjl1rIiLIi398ev7AQ4PgzuXdoxUgYTdiZLIQInQHopDLeWFrJv/55lVe3l/Mf76wZFzbRwOMIiEvk8mQGPq4mDAfioYxXPXycOW5zRn8cmc+f/qoiK8/lG3nvjBe3F0VA82kD6xIpKKxhwPn69h1vIqzN1r50tZMuwbRoUiPD+Rfv7iI1w6W8u7RCg6cr2Xdglhyk0OICPLEarVFZHWtveRVdHCxpB2dwcyc5BAevy/ZbizDrew7W8uZGzZ3bUdPmF1qPX/ZX0JMqA+POjAwBbhY0kZeZSePrUkmbAg7p71na1CqDfzwqawhv8eVTbbv0fLZjnNSI9HYoeFPHxXR1NnHugWxPLxqanquBJNLSZ2KK2UdPHjPrEmxC3OEEKE7FE93F57bnMG///UK+8/VTqiLWW+y4KKQDfvEb7VKKIbZrokL9+VcYSvdGgMBPo6fqrNnBfP0+lT+9kk5f/yoiOe3ZDp920Ymk5EaG0BqbAA3qpW8erCEf3/jCp/flD5qq5EAH3e+9WgON6q7+PRKAx+equbDU9V2x7m7Kpjz/7d35/FR19fi/1+Tyb7vk33fdwi7LCJrCAgoCGortbUutWptr63to/feX7+3XntbW6naam/rLbUuCIogIItEQCFsCYGQhOz7vu/JrJ/fHyGpSCZ7Mpnk/fyPQDInYfI5n/f7c97nhLqydr6v3u4N/U5freTguRLuivEY9DmPWqPjzUNZqLU6ntoSPejqraVDyXsn8wn2smfN/MG3YUtr2jl5pYKlcZ56e/IpVVrePpKDs50lD62+85nUcC5k1fKP47lYmsv58Y74O6bCCsZJkiQ+OlOEk50F6xdM3VkugyShw4cP8+abb6LRaNi1axcPP/ywIcIweoGe9iyKVnA6o4qNS/zHXIXU0aXGZpgH+hqtDvkQSSrQs2+lUVzdPmi36X4r5/qg1vRVdr3UnM5jGyNHvEoZrdggF/7fdxfw1qFs/nbkJu1dar1dBb5JJpMRF+xCXLALze295Fe00tDag5WVOZJWh4+7LUFe9iPaVjx7rYp/nswnPtiFXUl3Tg2Vbk1hLapq5wdbYgbtaq7TSfztSA5qrY7vbYwadIWj00m89mEGVhamQ8542X+mkLqWHl54cM6o5gPpdBL7Thdy8koFYb6OPLk5Wu8Nh2B8MgoaKanpb3A7davaKU9CdXV1vPrqqxw4cABzc3N27tzJwoULCQmZ2H5Es8Xqeb5cyK7jan4jS/W0dRlOS0cvzsM8E1CptViY6U9CAR52yE1kFFa2DZmEANYu8MPT1Ya/HcnhV3uusCzOi6RFfiiG2MoaKztrc55/IJ6/Hs5h3+lCJCSSFo7uzIOz/b9aCo22d9yptAreP1VAXLALP9gaO+hq89ilcs5l1rBxSYDerbEjqaXcLGvh0aQIvWO7T1wpp6CilSfujdZbJXiztLlvlESiz6gOHyrVWt46mMX1oiZWzfVhx6qQCW/fIhiOJEkc/KoYD2dr7oqd+PHtQ5nyd1FqaiqLFi3C0dERa2tr1q1bx/Hjx6c6jBnD38MOKwtTvaMWRqK2uWfIZxkAPSrtkL3rzEzlBHs7kFM2skF8sUEuvPT9Rdwzx4fUrFp+8ZeL/O6DDE5cLKNVz8TVsTKVm/D4vVHMj3Bn/+kiTl8dfrT5ePV3vn7/VAFzQl0H7ZgAfVtbH50pYkGkO1uWDV5KnVnUyKFzJSyO9tB7o1HV0MknXxazONaTBXr6w3X3anj7s5t4OFsPOjRPn84eNa/szSCzuIlvrQ3j4bVhIgHNMDeKm6hs6GLjEv8Je1Y7UlO+Eqqvr8fN7V93yu7u7mRmZo74811cpn/bDze3ydle0ifA056WTtWIX/fr/667V01Tey/r/QKG/HylWouTg+WQ/2ZhjCf/PHYTE3NTXByGf6jpBvzoYWd2bYrm+IVSTqdX8sb+awD4edgRfavVTESAMwpn63EPrvvFdxfy33su8+7n+Xi427F8ztjK24f7OfeqNPxxbwbnrlezZoEfT2+LH3Qr88KNGt7+7CZxIa68+J0Fg26BlNW285dPcwjwsufH30oc9EZArdHy//6Rho2VGT+4Px5HPava3Xuv0tqh5LfPLMPHy3FE32tbp5Ld76RTXtfJz3fNZ3Hs8MPwRmKqf0dGazrEN5XXulP7r+PqaEXy8qlf4U55EtLpdLddTIY6mzKYpqZOdHpKhaeDsbb6Hw8LUxMa23pH9LrfjC+/ohUAFxvzIT+/vUuFXMaQ/ybMq+8X9/MLpaxKHN0FfvVcb1bN8aJLI3E2rZzc8lZOp1VwLLUUACc7C8L9HIkJdCYu2HXUh1L7fS8pgrYOJX94/yq9PSrmhA69dfhNw/3/1jR18ebBLKoauti+Mpj1C/xobr6zdP1aQSN/PniDAA87ntgUResgY9BbO5X89z/TMTc14ektMXS09TDYK79/Kp/Smnae2xaHo53FoPFl5DeQcqWCjUv8cbY2G9F7patXzW/fz6C2uZtn748lxGNi3tuG+B0ZjcmKb7SJbaqudUXVbWQVNbHznhBaBnmvToShvvcpT0IeHh6kpaUN/LmhoQF399GXiAq3G2sHm+JbPeMCvfRXd2m0OnpV2mEv/F6uNvh72HHmWhX3zPUe9cpFJpMR6GWP7eIAkhf3PQivbOiksKqN/IpWskuauZhdh9xERlSAM3cneBEf6jqqQ5bmZnKe2xbHK3uv8ebBLJ7cHDPsM6yR0EkSZzKq2He6EHNTOc8/EE9M0OBVY+l59bx1KBtf976uCoMVB3T3qvnDh9fp6Fbz04cGb/3T/7VOpVWyOtFH7yj4ti4Vfz+Wi5/ClntH2O6pV6Vh977r1DT1jZgQFXAz1/GL5VhbmLIsfmJWuaM15Ru7S5Ys4cKFCzQ3N9PT08PJkydZvnz5VIcxo/QoNWMudS6qasPVwRKHISaOdt9qlzNcY0uZTMaquT5UNfR1MRgvExMZfgo77pnrw5ObY3j1maX8+655rF3gS2VDJ68fuMG//+0S6XkNo2o+amVhyo93xOOnsONPn9wgJb1yXM1LK+o7+c17V3n3ZD6hPo786rsL9CagL69X8+eDWQR42vFvO+cM+jPt7tXw+w/7EsDT98XoLf+ubuzi7aM3CfS011uiL0kS/3f0Jr0qLd/fGDWirRatTsebB7MprmnniXtjRAKawWqbu7ma38A9id6jqpScSFP+qgqFgueff55HHnkEtVrNtm3biIuLm+owZpTmjt5hz6kMRpIk8itbidVzwezX37jUxmr4t8uiaAVHL5Ty8dliYgKdJ7TU00QmG5ioet/yINLzGjh0roQ/fXKD6AAnHt0QOeJJoDaWZrywcw5/+TSb9z7PJ7+ilYfWhA2ZjL+ppqmLI6llXMyuxcbKjEeTIlga56m3W8KhcyV8er6UmCBnnt4SO+iNQ1evmt37rlNe19fJQF8C6OxR89rHmX1bdVv1Dxo7lVbJjeImHl4Thrfb8M8YJEninyfyuVHcxCPrw0kMH/8qUZi+jl8qRy43YZUBZzwZJPVt2rSJTZs2GeKlZxy1RktjWy+LokZfVlnV2EVHt5rwYaZc9jcutbYY/jmMqdyEB1eHsnt/JntTCodtWDpWchMTFkQqSAx340xGNR+dKeLf377M95IjR7y9ZmEu54f3x3LsYhkHvyohs7iJtfN8WRbviaueworOHjUXs2tJzaolq6QZM1MT1i3wY8Nif73blSq1lj3HcrmYU8ddsR56O3W3dSr5/YfXqW3u4snNMczR832oNVpe/ziT5nblkFt1ZbUd7D9TSEKIK/cM0b7n6/rHvScv9ufuhJF9jmCcWjqUpGbVsCzOa1Q3XxNNdEwwctWN3UgSeLuNvNlmv/5BdsOdF+lVaQGwHOGWX1ywK+sW+HLicgVOdhYkL/Yfd2WbPnITE1Yl+hAb7MJbB7N448ANNi0JGHJc+deZyPq6kSeGu/PRmSIOp5ZyOLUUTxdrfN1tsbc2R6JvwFxNUzdVDZ3oJHC2t2Dz0kBWzvEedBZQv8bWHv70SRZldR3cvyKIDYsG/1nUNHXx6r7rtHereG5bvN5+gH0NULMprGzjic3RhOgZvdDdq+HNg1nYWZvz3eTIEf0sMoua+PB0IYlhbmxdHjTsvxeM28kr5eh0jPgA92QRScjIFVb1nQ8KGqKwQJ/cshbcHa303vX302p1AMj1NDcdzPa7Q2jrVHHgy2Ia23rZuSpkyHNG4+XuaMXPvzWXf57I53BqKXUt3XwvOXLE24Eeztb88L5YGlt7yChoJKe0mdKaDjp6VJjIZFhbmqJwtmZpQjj+bjaE+DgMWxBxraCRt4/moJPg2W1xg47vhr4DpH8+mIXcRMbPHpqrd2tVq9Px9tGbXCts5OE1YSyIHLzDsSRJvH00h6b2Xn720NwRVRLWNXfzv59m4+tmO66O2oJx6OxRcyajmgWR7rhNUY84fUQSMnJ55S0421vgMsJnIf10kkR+ResIt65uXZBG8ezexETGY5uicLK34NjFcrJLmti+MoR54e7jHkanj5mpnEc3RODhYs1HZ4po6VDyzP1xoyrndnW0Ys18X9bMH3yPfCTluyq1ln23ukv7KWz5wZaYQQ8DS5LEF1er+OBUAR4u1jy7LU5vU1KNVsffjuRw+WY92+8OHrIE/khqKRkFjey8J2REXa17lBpeP3ADExMZT983+LMqYWZJSa9EqdayYRInpo6USEJGTJIk8ipaiQl0GfV2V1VDF129Gr1NLr+uv12PUq0d1WuYyGRsvzuEOSFuvHMil7cOZePuWMyyeE8WRXng4jC6xDkSMpmMDYv8cXWw5G9HcnjpnTR+tD0ehZ5WNxOtsLKNtz+7SV1zN2vn+3L/iuBBOyUoVVreOZHHhexaEkJc+f6mKL3VSUqVlj8fzOJGcRPbVwYP2Xbowo1qPvmqhEXRCr2J9OskSeLvn92kpqmLf9uRYPC7YmHydXSrOHmlnDmhroOOE5lqIgkZseqmbjq61UQMU1gwmKJb23ihI7hT7n/m0dY1+FC74YT4OPD/PbqAq/kNnEqv5OOzxXx8thh/hR2xwc5E+TsT7G0/oZV0CyIVONlZ8PrHN/j1O2k8sTl6UkuNu3rVHPiymDNXq3C2t+SFnQlEBgz+XKeqoZO3DmVT3djFlqWBbLwrQO/2V1unktc+zqS0toNH1ocPWSxQUtPOK+9nEOhpz3fW39kodTDHLpWTltfAAytD9MYrzCyfXSyjV6XlvhUjb900mUQSMmIFla0AI1rNfFNJTTu2VmYjuvN1dbBEbiLTOzl1JExMZMyLcGdehDv1Ld2k5zWQUdjIZxfKOZJahqnchGAve+ZGKvB1sSbY22HQFcRohPo48std83j940xe/fA6G5cEcO/SgAntjaXR6vjqet/qo6tXzap5PmxdFjToqkaSJM5cq2ZvSgFW5nJ+PMwI7JKadt44cIOuXjU/vC92yO4Otc3dvLrvOk52Fjy7LW5Es32yS5v5+Gxf37p1U9i6XzCcxrYeUtKruCvGE+9RTA6eTCIJGbHCyjbsrc1wdxr9Fkp5fSd+CtsR3S2bmcrxdrOh4FaLn/Fyd7ImaZE/SYv86e7VkF/RSm55C3kVrXz4eR46CczNTIj0cyI+1JW5YW7Y6xlRPexrOVrxy0fm8e7JPA6nlpJZ3MQj68LHdK7q6zRaHRez6zhyoZT6lh7CfR15cHWo3rEU7V0q9hzL5VphI9GBzjyWHImDnjEIkiRx9no1739egIONOb/4VuKQ4y4a23p4ZW8GMhn86vHFmI/g4V1jaw9/OZSNl4sN3xlkvIQwM+1NKcTEBL3Ncg1BJCEjVlDZSrC3w6gvIJIkUdvczbLYkY9+mBPqxqfnSmhu7x3xgdCRsLY0JSHUlYTQvsoxK1tLUjMqyC5pJrOoietFTbx7Ip+oQCeWx3mREOo66gaLFmZyvpccRXywK+9+ns9//SONxdEKNiwOGPXdYGNrD4fPl3DmWjUtHUr83G15dlsc8cH6n8ul59Xzzok8epRadq4KZfU8H73bb929at45kcflm/VEBzrz+KYo7IZIwE1tvfzugwx6lVpeeHAO3m62Iyqc+NMnWWh1Ej+8L3ZSqxaF6SOruImr+Q3cvyJoQn+Hx0u8+4xUW5eKhtZeVo6hE3RXrwalSovrKAoDFsd4cOTWGZpd6yNG/ZojZWtlxpxQN+aEuiFJEpUNXVy+WUdqVi1/PpiFk50FqxJ9WDln9G1G5kW4Ex3ozJHUUlLSK7mQXUeojwPzI9yJ9HfC08Xmjso9pVpLeV0H+RWtZBY1UVjVhiRBdIATu9ZHEBvkrDf5tHepePfzfNJy6/FX2PHYg5FDdi24WdbC20dzaO1Qcf+KIJIW+Q9ZKl3X0s0rH2TQrdTykx0J+HsM3yBTkiT2HMulvK6DZ7bFTVnBhmBYKrWW9z7PR+Fkxdr5hj0X9E0iCRmp0pq+xqNjOR/U0d1XYDDUIctvcne0YuVcb1LSK1kYqSBiFAPRxkomk+Hrbouvuy1blwWRWdzEqbQKPjpTxGcXyli3oK+UejR38lYWpmxfGcL6hX58eb2a1Kxa3j9VAPR1e3CyM8fS3BStTqKrR31bMYafuy0Pro0gNsBxyAF8kiRx/kYtH35RgFKtZevyIJIW+uldwfUoNXx8togvrlahcLLiF99OHPb/taSmnT/uv45Ogp8+OGdECQj6HkpfzKnjvuVBes8tCTPPwXMl1LX08G87E8b9rHWiiSRkpCobOgHwHUOJpVrTd/h0tG/GrcuCyC5p5k+f3ODfdo78wjcRTExkJIS4khDiSklNO4fPl/LJVyWkpFeyeVkQy+M9R1VwYGdtTvLiAJIXB1Df2kNRZRuVDZ20dCjpVWmRm/QdUHV1sLw1ytsBBxvzYc8JVTV08u7JfPIqWgnxcWDX+oght/wyixp550QeLe1KVs/z4f4VwcOODE/Pq+evR3KwvzU1drBx4Po+7+OzxSyIdCd5seHPhwhTo6i6jROXy1mR4EXUNKyAFEnISNU2deNkZzGmzrfyW1tOGu3oOkdbWZjyo+3x/Pb9q7z8XjoPrw7T27BzMgV62vPstjiKqtvY/0Uh/zyRx6m0CnbcE0pc8OjLsN0drfQeEh2prl41n57r2+azspDzyPpwlsd76d1Oa+lQsjelgCu59Xi6WPPzbyfqbcHTT6fra4J6OLWUIC97nrkvVm9xwzcVVbXxv4dzCPay53sjbOMjGD+lWsv/Hb2Jk50FD6wcvNO6oYkkZKQaWntwG+Nhz/4H3e3doz/343ar2uytQ9n8/VZTzi3LAgn1cRxTLOMR7OXAzx6ey7WCRvadLmT3/uvEBDrzwMqQKTuEp9boOJ1RxeHzJXT3algxx5utywL1FhNodTq+SK/ik6+K0WgltiwLJGmh/7Cr0tZOJX87kkNOaQtLYz359rqwEZ+rqmnq4o8fZeJka8Ez2+Im9DyWML3tTSmgtqmbn+xMMNiohuFMz6iEYbV1qca8HWZnbYaNpemYz/042FrwwkNzOH217+L78rtXCfayZ3mCF3PD3IadOzSRZDIZc8LciA12ISW9ksPnS/nPv1/mrlhPtiwNnLQqII1Wx/kbNRxJLaWpXUmkvxM77gkZspS6oLKVd0/mU1HfSXSgM99aEzaiwoCr+Q3sOZaLSq3lO0kRLB/F8LHm9l7+8OE1TGTw/APxYy51F4xPWm49Z69Vk7TIb1puw/UTSchIdfaosRnjiOv+Caa5ZS2jHq/ez0QmY1WiD0tjPfkys5rTV6v4+2e5vHM8jzBfR2KCnInwc8JPYTuhh0P1MZX3jVS4K9ZzoPrtYnYty+O9SFroP2Etgjp71By/VM7naRW0dCj7uhNsiCTK30nvz7G1U8lHZ4pIzarFyc6Cp7f2TXMd7ufe3qVib0oBF3Pq8FPY8vimaLxGUVLe2qnkdx9k0K3U8NMH54pKuFmksa2HPcdyCfS0Z+uy6d0RXSQhI6XS6LAYx7bK3DA33jmeR3FNO8Few7fu0cfCXM6aeb6sTvShtLaDtNx6Moub2H+6aODvAz3sCPS0x9/DDn8PO9wcrSatS7OtldnAWZwjqaWcvVbN2WvVJIa7sSLei3B/p1G/tk7X16MvNauGK7kNqNRaIvwc+U5SBDGB+ku0NVodn6dVcPh8KRqtjuTF/mxcHDBsg1CdJHEus4b9pwvpVWnZvDSQ5MX+ozof1Z+AWjtVIy7fFmYGrU7H/x7OQSdJPHHvyKbpGpJIQsZsHNfxhZEKDpwt5uBXJfxkR8L4Q/na1NPtK0No7VSSW95CYWUbxdXtnLxSgVbXVwhhaS7H190WP3c7/BS2+HvY4eVqM6G/LK4OVnwnKZJ77wrk5JUKzmXWcPlmPU52FsQHuxAV4EyAhx3ODpZ3JCWNVkdtUzclNe3klreSVdJER7caC3M5KxN9WBThPuxFPbOoqW8/vrmbuGAXHlwdOmRZd7/CqjY+OFVASU07YT4OfHuY6rrBNLf38ru912jtUPKj7XEj6qQtzByHz5dSWNnG45uiBu3ePt2IJGSkTOUmA6XWY2FlYcrGxf7s/aKQ1KwalsSMvHvCSDjaWrAoymNg4qtao6O6sYuyug7K6jqoqO/k3I0alFf7OnObyk3w97AlJtgNHxcrQn0dJ+T5hbO9JTtXhbJ1eRDXChq5fLOOC9l1nLlWDfSVqTvYmGNpLkerk+hWamjvUiHdKhy0tTIjJtCZhFBX4kNc8fFyHLJEu6apiw+/KCSzqAmFkxXPbYsjfgTncepbezhwtojLN+txsDXn+xujWBStGPVWaWV9By+/m063UsOPd8QbpGBEMJy88hYOp5ayJMaDRdGjn7ZsCCIJGSlbK1O6etTj+hqr5vmQUdDInmN5uNhbEu43eQdQzUxNBrbj+ukkibrmbsrqOiit6aCkpp1jqSWobiVXHzcbogOdiQt2JdTHYVwrJQszOQujFCyMUqDR6iiv66SyoZOapi7au9Qo1VpMTGRYmstxsrXA08UaP4Udni7WI0oEnT1qPj1XwumMKszNTHhgZQir5/kMG3NHt4ojqWWczqjERCZj45IANizyG1MrnfyKVv70yQ1kwE8fnCu24GaZzh41/3s4BzdHKx5eE2bocEZMJCEj5WxnSWNb77i+htzEhB9sjeE3713l1X3X+W5ypN5pnZPBRCbD08UGTxebgRWTo5MNaVnV5JW3kFPaQkp6JScuV2Bzq8fcwkgFkQFO4yp2MJWbEORlP6ZuE9+k1mg5lV7JkdQyelUaVsR7sWVZ0LDdKHqUGj6/UsHxy+Uo1VqWxnqyZVkQTnYjO/fzTedv1PCP47konK155r5Yo9iGESaOJEm8cyKP9i4Vv/h24rQtxx6M8UQq3MbT1YbLOXXoJGlcD/ntrM352cNzeePADd46lM2Nor4JqKNp6TORzExNCPF2IMTbgeTFAfSqNGSXtHA1v4Gr+Y2cv1GLvY05S2I8WB7vhYeBKr60Oh2pN2o5dL6E5nYlsUEubF8ZjM8QveGgb1vyzLUqjqSW0tGtZm6YG1uXB425rb5ao2PfF4WkXK0k0t+Jf39sEb1dyjF9LcF4pWbVkpZbz/0rgsbdIX6qiSRkpIK97DmTUUV1Y9ewF77h2Fub89MH53DoXAnHL5WTUdDIugW+3JPoM6VnfgZjaW5KYrgbieFuqDVaMouaSM2q5eTlCo5fKifCz5GVc32YM4bu2mOhvXU+6HBq3wiHQE87vpccReQwvfR0OokL2bUc/KqYpnYlEX6ObLs7ZFyrsfqWbt46lE1pbQdr5vnywD3B2FmbiyQ0yzS09vDe5/mE+TgMOXV3uhJJyEj1X/SuFzaOOwlB3xbV/SuCWRztwf7ThXzyVQlHL5axKMqDZXGeBHnZG7zVi5mpnMRwdxLD3WnrVHLuRg1nr1Xz5sEsHG3NuTvBm+UJXjiOsJXNaPQoNaRm1fJ5eiX1zd34udvyzH2xJIS6DvlzkSSJzKImPj5bRGVDF/4ednwnKZKoAP3nioYjSRLnbtTw/qkC5DIZT2+NJTFc/8A7YebS6ST+eiQHmQwe2xh1Rxd4YyCSkJFytrck2NueC9l1bFjkP2EJwsvVhue2x1Ne1zFw4PPL69W4OVqSGOZOQqgrId4OBn+zO9hakLw4gKSF/mQWN/FFeiUHb/VVmxPWdyYo0t9p3HFWNnTy5fVqzt+opUepIdzfiR13Bw+bfABKa9vZ90UhueWtuDtZ8eTmaOZFuI9r+7S5vZd3TuSRWdREuK8jj22MmrCDuILxOXmlgsLKNr6/MQrXcfY/NBSRhIzY3QnevH30JlklzcQGjb5x51D8FHY8uiGSnatCScut50pePZ+n9T1It7E0JTLAmZhAZ6L8nQz65v96d+265m5OZ1QN7I872pozL8KdOaFuI66u0+kkKuo7uVbYSHpePZUNXZjKZcwNc2PNPF8WxnvT2Ng55Ndobu/lo7NFXMyuw9bKjIfXhLEiwWtc24UarY7Pr1Rw6HwJAA+uDmVVov7heMLM19Daw8FzxSSEuLIoeuoKiiaaSEJGbGGUgk++KuajM0VEBzhPyurEysKUZfFeLIv3ortXQ1ZJEzeKm8gqaSYttx4AVwdLIvydCPd1JNzX0WBJSeFszc5Vody/IohrhU1cyKrlTEY1p9IqMTczIdDDHl93W1wdLLG1NsNUboJGq6OzR0NTWy/VjZ2U1HTQrdQgA4J9HHhodSgLoxQDDUmHWv30KDUcv1TOicvlSEDyYn+SFvpjbTn2X7P+7bwPvyiktrmbhBBXHloTiquDcd71ChNDkiT+eTIPmUzGt9aGGXyrfDxEEjJipnITdtwTypsHszh2qYzkxQGT+nrWlqYsiFSwIFKBJElUN3Zxs6yFm2UtZOQ3cC6zBgAXewtCfR0J83Ek1McBT1ebKb1jNzOVMz/CnfkR7vQoNeSWt5BT0kJpbTtfZdagVGvv+BxzUxM8XW2YF+FOuK8j0YHOI64Q1EkSF7Jq+ehMEW1dKhZEurP97pBxb5MVVbfx8Zmige28kR58FWa+q/kNZBU38+Dq0Gk1qnssRBIycvPC3Zgf4c6BL4sJ8rQncoq65cpkMrzdbPF2s2X1PF90kkR1Qxd5Fa3kVbSSU9rCxew6AKwtTAnytifI054QbwcCveynrOrOysJ0YFw49N1BdvVq6O5Vo9boMDM1wdqyr6v4WO4m8yta2ZtSQGltB0Fe9vzwvliCh5kLNJyy2g4OnSvhWmEjdtYTs50nzBwarY79p4vwdrXhnrnehg5n3EQSMnIymYzvJEVQ1djFawdu8Pz2eMJ8Hac8DhOZDB93W3zcbVmV6IMkSdS39FBQ2UZhVRtF1W0cLi6lf4yewtmaIE87Ajz7kpOfwnZK5tzIZDJsrcywHWMH8n6NrT3sP1PEldy+fnTf3xjFwmjFuFZ8RVVtHEkt5XpREzaWpmxdFsjqeb5GdfBQmHxfpFdS39rD8w/ET0mH+skm3t0zgJWFKT/ZkcArezP4w75rfHfD1HY+GIxMJkPhbI3C2ZqlcX196XqUGkpq2imubqekpp2c0hYu3FotyU1k+CnsiA9zw9fFmjA/R4OfURpMV4+a/acL+TytAhOZjHvvCiBpkf+wI7n1kSSJnLIWjqaWklveOpB8ViX6jutZkjAz9ao0HLlQRnSAEzGB03dG0GiId/kM4WRnwc8emsvrBzJ561A2ueWtbL87eFrdRVtZmBIV4DwwYEuSJFo6lJTUdFBc00ZRZRtHz5eg1uiQAf4edsQEuTAn1JUADzuDPnztn6B69EIZHd0q7orxYOvyoDHvx+skiat5DRy7VEZJTQeOtubsuCeEFQleY+obJ8wOX16rprNHzeZlQUZdjPB14t0+g9jbmPOzh+Zy4GwxJy6Xc62ggfuWB7MkxsPg53oGI5PJcLa3xNnecuCwpaOTNZeuV3GzrK933NELpRxJLcXVwZIFkQoWx3iMucXNWGh1Oi5m13HoXAmNbb3Eh7qy+a4AAjzG1ulAq9Nx+WY9R1JLqWnqxt3JikfWhXNXrOewI76F2U2t0XH8cl+XkJBxPnecTkQSmmFM5SY8cE8IiRFuvHcyn//77CafXSwjaaGfUZwlMDOVE+7nRLifE1uW9XUGvlbQyOXcOo5fKuezi2UEetpxd4I3C6IUY94GG45Gq+NCdi1HL5RR39KDn8KWH6+PZ+WCgCFHOejT37bn0/MlNLT24u1qwxP3RjM/wn1a3iAI08+V3DpaO1V8NznS0KFMKJkk9U9OmVq7d+9GLpfzzDPPjOrzmpo60ekMEvKIuLnZjekiNRkkSSI9r4EjqaWU13dia2XG6gV+JIa44D0BrX4mw1A/v/YuFRdz6vjyejXVjV1YW5iyJNaDuxO8RzX2eigd3Sq+yqwhJb2Slg4lfgpb7r0rkDm3OiSM9v9XJ0lcuVnPoXMl1DZ346+w496lAcSHuE5K2fp0ev/pM91jnKz43NxGN1rjm9e6l99Np71LxX8/vsjotuKG+t6nfCXU0dHByy+/zNGjR3nsscem+uVnFZlMxrwIdxLD3bhZ1sLpjCoOf1XMwbNF+CvsWBilYH6Eu9G0fbG3MWftfF/WzPOhoLKN0xlVnL5axam0SsJ8HVkW58mcULdRP9DXaHW3SsprSctrQKPVEenvxK714cQGuYz5Fz6vvIW9XxRSVtuBt5sNT2+NYW6Ym9FdQATDq2rsoqCyjQdWhsy498+UJ6GUlBQCAgJ49NFHp/qlZy2ZTDZQEGBmac5nXxVxIbuWfacL2Xe6kGAvexZEKpgX4T7meTZTSSaTEebrSJivIw+uCuWrzGq+yqzh7aM3MZXnEuHvRKS/E6E+jni72txRnNHdq6GmqYvS2g5yy1rIKWumR6nFxtKU5fGerJzjPa6VYl1LNx+mFHKtsBFnewse2xjJomgP0WJHGLPUrBpMZDKWxBjHtNTRmPIktGXLFgBef/31qX5pAXC0s2DNfF/WzPelrrmbK7n1pOXW80FKAXtTCgj3cxxISOM9SzMV7G3MSV4cwIZF/hRVt5OWW8/1oiZySorR3dpptjSXY2ne9+yoR6VFqfpXxwQXe0vmR7iTEOpGdIDzuIoDlCotRy6UcuJyOXK5CfevCGLNPF/MJ+m5lTA7SJJEWm49kQFOBpvzNZkm7ZnQsWPHePnll2/7WFBQEHv27AH+lYRG+0xImBwVdR18da2KLzOqqGroxFRuwqIYD9Yu9Cc+1M3oHp43tfWQX95KTWMnjW299Co1QF+ZuIuDFZ6uNgT7OEzYBNLLObW8dSCThpYe7k704dGN0UbfTkWYHooqW/nRq2f54fYE1i0yvnlBwzFYYcJYk5AoTBif4eKTJInyuk7O36jhQnYtXb0aXB0sWZHgxYoE70lfHRnbz6+lQ8n7n+eTnt+Al6sNj6wLN0jHCn3xTUfTPcbpVpjw6bkSDp0rYfezSwca6RqbaVWYIExvMpkMfw87/D3s2L4yhIyCBs5eq+bjs8V8er6UxdEKVs/znZBBesZMkiTOZdbw4ReFqLU67l8RxLoFfqK/mzDhckqb8fOwM9oENByRhAS9zExNBrpmVzZ0ciqtkgvZtXx5vYboQGfWL/Ab14RQY9XY2sPfj+Vys6yFMF9HHk2KQOE8Mdt6gvB1vSoNRdXtrF3ga+hQJo3BkpB4FmRcfNxs+U5SBNvuDuZMRhWn0iv5/YfX+jr5JvqwJNoDC/OZ/QBeJ0kcOVfMniM5IINvrwtnRYKXqHoTJk1+RRtanTTQ6momEishYVRsrczYuCSAdQv8uJRTR0p6Jf88kcdHZ4pYEu3BXXEe+CsM2+dtMtS1dPOPY7nklrcSE+jMrvURRnO+SjBeuWUtmMplhM6gNj3fJJKQMCZmpiYsjfPkrlgPCqvaOH21irPXq0m5WomXqw0LoxTMC3fD02Xq+rxNBp1O4lRaBQe+LEYul/HMAwkkBM6+LUjBMIqr2/BX2M3oMn+RhIRxkclkhPo4EurjyMO9ai7frOdidi2ffFnMJ18Wo3C2Ji7IhdggZ8L9HKdkZtBEqajv5B/Hcymubic+2IVH1kcQFuQ6rSu7hJlDp5Moq+scGIUyU4kkJEwYG0szVs7xZuUcb5rbe8koaOR6YSOnM6r4PK0CM1OTgdHZ0YHOeLvaTMsVhVKl5XBq36FTa0tTHr83ioWRimkZqzBz1bf2oFRrCfQcXWm3sRFJSJgUzvaWrEr0YVWiD0q1lrzyVrJKmsguaebDLwqBvhlICaGuJIa5Ee7naPApkf0NX/d+UUBzu5K7Yj3YcU+oUXSOEGaeivq+FfdYx4YYC5GEhElnYSYnLtiFuGAXAJrbe8kqaeZ6YSPnM2s4fbUKO2szFkQq2LgsGAfLqd+yK6lpZ//pQnLLW/F1t+XxTdEGPXQqCDVNPZibmeDhMrPL/0USEqacs70ly+O9WB7vhVKt5UZRE5dv1nH2WjUp6ZX4K+xYOdebhZGKSS/7rm7s4uC5EtJy67G1MuPhNWHcPcfL4KsyQahv6cbTxWbGHwEQSUgwKAszOfMi3JkX4U53r5qsslYOnytmz7Fc9n1RyNI4T1bO9UYxQT3eoG/brbCqjeOXyskoaMTCXM7GJQEkLfSbVuPQhdmtrqUHLyOvLh0J8RsnTBvWlmYkLw1ifpgrBZVtfHG1kpT0Sk5eqSA60JmlsZ4khLqOeZpqW6eSK7n1nLtRQ3ldJzaWpmxaEsDqeT4ztiWKYLzaOpXEBc3cQ6r9RBISpp2vzwtq6VDy5fVqzmVW85dPszE3MyE6wJn4EFdCvB3wcLbW2+G7R6mhvK6Dgso2skqaKahsRZLAX2HHt9eFz4ouD4JxM/ZzdiMhkpAwrTnZWbB5aSCb7gogr7z11rygRjIKGoG+Q7Mu9pbYWZthbiZHp5Po7tXQ2qmkrUs18HX8FLZsWhLA/Aj3aTvaXBC+yXUWdOUQSUgwCiYyGZG3JqZ+Swqjpqmbkpp2qhq6aGzrobNHTY9Sg4mJDAdbc3wVtiicrPB1tyXQ015stwlGSSQhQZiGZDIZXq42eLnO/K0KYfayNJdjbTnzz6iJOlRBEIRpyNFu5q+CQCQhQRCEacnZzsLQIUwJkYQEQRCmIQfb2fEcUyQhQRCEaWi29CwUSUgQBGEaspkFRQkgkpAgCMK0ZGM5O4qXRRISBEGYhqxFEhIEQRAMRWzHCYIgCAZjPUs6uoskJAiCMA2Zj7FbvLERSUgQBGEaMjOdHZfn2fFdCoIgGBlT+cyeqNpPJCFBEIRpSDbDx3r3E0lIEARBMBiRhARBEASDEUlIEARBMBiRhARBEASDEUlIEARBMBiRhARBEASDEUlIEARBMBiRhARBEASDmfIklJ6ezrZt29i8eTO7du2iqqpqqkMQBEEQpokpT0IvvPACv/71rzl06BCbNm3i17/+9VSHIAiCIEwTU5qEVCoVzz33HBEREQCEh4dTU1MzlSEIgiAI04hMkiTJEC+s0+l46qmniI2N5Yc//KEhQhAEQRAMbNKmJh07doyXX375to8FBQWxZ88eVCoVL774IhqNhieeeGJUX7epqROdziB5c0Tc3OxoaOgwdBh6ifjGR8Q3ftM9xsmKz83NblT/frpf60ZjqO990pJQUlISSUlJd3y8q6uLp556CkdHR958803MzGbHCFtBEAThTgYpTPD392f37t2Ym5tP9csLgiAI08iUDjHPyckhJSWFkJAQtm7dCoC7uzt//etfpzIMQRAEYZqY0iQUFRVFXl7eVL6kIAiCMI2JjgmCIAiCwYgkJAiCIBiMSEKCIAiCwYgkJAiCIBjMlBYmTAQTE5mhQxjWdI9RxDc+Ir7xm+4xTvf4ZhKDte0RBEEQBLEdJwiCIBiMSEKCIAiCwYgkJAiCIBiMSEKCIAiCwYgkJAiCIBiMSEKCIAiCwYgkJAiCIBiMSEKCIAiCwYgkJAiCIBiM0SahnJwcYmJiDB3GHdLS0rjvvvvYtGkTTz75JG1tbYYO6Tbp6els27aNzZs3s2vXLqqqqgwd0qB2797N66+/bugwbnP48GE2bNjA2rVree+99wwdzh06OzvZuHEjlZWVhg5lUG+88QbJyckkJyfz29/+1tDh3OGPf/wjGzZsIDk5mb///e+GDmf2kIxQd3e3tHPnTiksLMzQodxh9erVUkFBgSRJkvS73/1O+v3vf2/giG63cuVK6ebNm5IkSdL+/fulJ5980sAR3a69vV36+c9/LsXFxUmvvfaaocMZUFtbK61cuVJqaWmRurq6pE2bNg38P08H165dkzZu3ChFR0dLFRUVhg7nDufPn5d27NghKZVKSaVSSY888oh08uRJQ4c14NKlS9LOnTsltVot9fT0SCtXrpSKiooMHdasYJQrod/85jfs2rXL0GEM6rPPPiMkJAS1Wk1dXR329vaGDmmASqXiueeeIyIiAoDw8HBqamoMHNXtUlJSCAgI4NFHHzV0KLdJTU1l0aJFODo6Ym1tzbp16zh+/Lihwxqwb98+/vM//xN3d3dDhzIoNzc3XnzxRczNzTEzMyM4OJjq6mpDhzVgwYIFvPPOO5iamtLU1IRWq8Xa2trQYc0KRpeEUlJS6O3tZf369YYOZVBmZmbk5eWxYsUKLl26RHJysqFDGmBubs7mzZsB0Ol0vPHGG6xevdrAUd1uy5YtPP7448jlckOHcpv6+nrc3NwG/uzu7k5dXZ0BI7rdSy+9xLx58wwdhl6hoaEkJCQAUFpayrFjx1ixYoVhg/oGMzMzXnvtNZKTk1m8eDEKhcLQIc0K03aUw7Fjx3j55Zdv+1hQUBCdnZ3s2bPHMEF9jb749uzZQ3h4OKmpqezdu5fnn3+evXv3Tqv4VCoVL774IhqNhieeeGLKYxsuvulIp9Mhk/2rvb8kSbf9WRiZgoICnnjiCX76058SEBBg6HDu8Oyzz/L973+fJ598kn379rFjxw5DhzTjTdsklJSURFJS0m0f279/P3/5y194+OGHBz62efNm3nvvPWxtbQ0en1Kp5NSpUwOri3vvvZf/+Z//mdK4+g0WH0BXVxdPPfUUjo6OvPnmm5iZmRkgOv3xTVceHh6kpaUN/LmhoWHabn1NV+np6Tz77LP84he/mFY7BABFRUWoVCoiIyOxsrJi7dq15OXlGTqsWcGotuO2b9/OqVOnOHToEIcOHQLg0KFDU56A9DE1NeVXv/oVWVlZQN/d/ty5cw0c1e1eeOEF/P392b17N+bm5oYOx2gsWbKECxcu0NzcTE9PDydPnmT58uWGDsto1NTU8PTTT/PKK69MuwQEUFlZyS9/+UtUKhUqlYqUlBQSExMNHdasMG1XQsZILpfz6quv8h//8R9otVoUCgUvvfSSocMakJOTQ0pKCiEhIWzduhXoe7bx17/+1cCRTX8KhYLnn3+eRx55BLVazbZt24iLizN0WEbj7bffRqlU8pvf/GbgYzt37uTBBx80YFT/smLFCjIzM9myZQtyuZy1a9dOy2Q5E4nJqoIgCILBGNV2nCAIgjCziCQkCIIgGIxIQoIgCILBiCQkCIIgGIxIQoIgCILBiCQkCIIgGIxIQoIgCILBiCQkzGqffPIJq1evpquri+7ubpKSkjh48KChwxKEWUMcVhVmvZ/85CfY2dmhUqmQy+X813/9l6FDEoRZQyQhYdbr7Oxk8+bNWFpacuDAASwsLAwdkiDMGmI7Tpj1mpqaUCqVtLe3U19fb+hwBGFWESshYVZTq9Xs3LmTnTt3otPp2L9/Px988IHBRlwIwmwjVkLCrPaHP/wBV1dXtm/fzo4dO3BycuLVV181dFiCMGuIlZAgCIJgMGIlJAiCIBiMSEKCIAiCwYgkJAiCIBiMSEKCIAiCwYgkJAiCIBiMSEKCIAiCwYgkJAiCIBiMSEKCIAiCwfz/E6w1xmKiM2cAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The `jointplot()` function uses a JointGrid to manage the figure. For more flexibility, you may want to draw your figure by using JointGrid directly. `jointplot()` returns the JointGrid object after plotting, which you can use to add more layers or to tweak other aspects of the visualization:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\", color=\"m\")\n", "g.plot_joint(plt.scatter, c=\"b\", s=30, linewidth=1, marker=\"*\")\n", "g.ax_joint.collections[0].set_alpha(0)\n", "g.set_axis_labels(\"$X$\", \"$Y$\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Visualizing pairwise relationships in a dataset\n", "\n", "To plot multiple pairwise bivariate distributions in a dataset, you can use the `pairplot()` function. This creates a matrix of axes and shows the relationship for each pair of columns in a DataFrame. by default, it also draws the univariate distribution of each variable on the diagonal Axes:\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Much like the relationship between `jointplot()` and JointGrid, the `pairplot()` function is built on top of a PairGrid object, which can be used directly for more flexibility:\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.PairGrid(iris)\n", "g.map_diag(sns.kdeplot)\n", "g.map_offdiag(sns.kdeplot, cmap=\"Blues_d\", n_levels=6);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "`PairGrid` is flexible, but to take a quick look at a dataset, it can be easier to use `pairplot()`. This function uses scatterplots and histograms by default, although a few other kinds will be added (currently, you can also plot regression plots on the off-diagonals and KDEs on the diagonal).\n", "\n", "You can also control the aesthetics of the plot with keyword arguments, and it returns the PairGrid instance for further tweaking.\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.pairplot(iris, hue=\"species\", palette=\"Set2\", diag_kind=\"kde\", height=2.5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Plotting with categorical data\n", "\n", "It’s useful to divide seaborn’s categorical plots into three groups: \n", "\n", "- those that show each observation at each level of the categorical variable. It includes the functions `swarmplot()` and `stripplot()`.\n", "\n", "- those that show an abstract representation of each distribution of observations. This includes `boxplot()` and `violinplot()`.\n", "\n", "- those that apply a statistical estimation to show a measure of central tendency and confidence interval. the third includes `barplot()` and `pointplot()`.\n", "\n", "\n", "These functions all share a basic API for how they accept data, although each has specific parameters that control the particulars of the visualization that is applied to that data.\n", "\n", "Much like the relationship between regplot() and lmplot(), in seaborn there are both relatively low-level and relatively high-level approaches for making categorical plots. The functions named above are all low-level in that they plot onto a specific matplotlib axes. There is also the higher-level factorplot(), which combines these functions with a FacetGrid to apply a categorical plot across a grid of figure panels." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Categorical scatterplots" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "sns.set(style=\"whitegrid\", color_codes=True)\n", "np.random.seed(sum(map(ord, \"categorical\")))\n", "\n", "titanic = pd.read_csv(\"data/titanic.csv\")\n", "tips = pd.read_csv(\"data/tips.csv\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A different approach would be to use the function `swarmplot()`, which positions each scatterplot point on the categorical axis with an algorithm that avoids overlapping points:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Violinplots\n", "A different approach is a `violinplot()`, which combines a boxplot with the kernel density estimation procedure." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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+/vOfs27dOs4++2y2bt1KW1sbX/7yl7nyyivHo7jiBPj9fs455xzOOeccZ117ezvV1dXO7LX7qmtobekNEN30oGVHlTujy3NjQsapJ5ayrT7dQLOzv6aizkywWDGsZJSBA7oKCkKUVZZRXr6o34WOysrKKC4uljAQp5xxCYtFixaxcuVKrrnmGhYvXsyFF17IjTfeyKxZs475ulQqxa9//Ws2bdrE9773PQmLKSYcDrN8+XKWL1/urOvu7ubAgQMcPHiQAwcOUFtbS+2hQ04jeo7hykzvrRm+zBmI4UEz3GiGG3RXJkw0AzQdDQ207HgAFNh270hgp5dQ/wn0NDs5ZFuBy+WiqKiY0pIKSvtcqCh3hlBcXNxvkJWYGh7+x69wpLXjpPahbBttQA+w4qIQj37zkWFfW1dXx+rVq5k3bx6QmdPt/PPP5/Of/zyNjY386le/4pvf/OZJlW8sjVubxde+9jX+5m/+hs2bN7N582buuOMOHn/88WO+5vLLLwdgwYIFdHR0jEMpxVgLBoOcffbZnH322f3Wd3Z20tjYSENDgzMJYktLC61tbbS3t9DT2c3JjB/VdZ28QIBgfpBwqJRQKEQymeSMM85w2gpybQfBYHBKVI+J43OktYNo/oVjsN8tI962tLSU559/Hsj8uHniiSd44IEH+OUvf3nUv4nJZlzC4tVXXyUajXL99ddz2223cdttt/Hss8/ym9/8BsA5CAy8JmxuFKH8wz31FRQUUFBQMOSMm31HrsdiMZLJJIlEAsuysG0bpZQzctflcuHxeHC73U4PocGuJieNxGIiaZrG5z73OS699FKeeeYZNm7ceMwq+IcffphAIMCOHTtobm7mM5/5DLfddhuRSIRHHnmEvXv3YlkW9913HzfccAPPPfccv/vd7+jo6GDFihX8/d///UmVd1zCwuv18vWvf51zzjmHyspKlFLOUPPW1lb27dvHjBkzePnll8ejOGIK6jtyXYhThdvtZtasWRQX97+a4lBV8E1NTfzyl7+kqqqKe+65h9tuu40f/vCHnHnmmXznO9+hp6eHO++8k3PPPRfIdC76wx/+MCrdqMclLC666CI++9nPcv/995NKZQYTXX755XzmM5/h/PPP5+tf/zrf//73ueyyy8ajOEIIMWlomnbUtCRDVcFfeumlaJrGwoULnfWvv/468Xic3/72t0CmZ+LevXsBWLJkyaiNtxm3NotbbrmFW2655aj1V1555aAN1z//+c+d+5WVlWzatGlMyyeEEOMtmUyyf/9+Wltb+60fqgp+sPW2bfPd736XM888E4AjR45QUFDA+vXrR3VuLJnYRQghJoBt2zz11FOce+65zJw584T3c9FFF/Ff//VfABw+fJibbrqJxsbG0SqmQ+YDEEKcFoqLQsfVc2kwQ3WdHanDhw+zdu1aIBMWixcv5oknnmD37t0nXKbPfvaz/NM//RM33HADlmXxD//wD8ycOZO33377hPc5GLmexQSbyj1ypnLZYWqXX8o+vIHXaxgNp/P1LKQaSgghxLAkLIQQQgxLwkIIIcSwJCyEEEIMS8JCCCHEsCQshBBCDEvGWQghTguPfPmLdLYdOal92EqhDxhVXVBYzFe+8e1jvq7vtXpG21NPPQXA5z73uVHfd18SFkKI00Jn2xHunj0aw8r67+OXB04ugKYKqYYSQogJsGXLFtatW+c8fvjhh3nuueeoq6vj5ptv5h/+4R+44YYb+PjHP+5MGrh+/Xquv/561qxZw8MPP+xMzLp9+3buvPNOVqxY4ZxpjDYJCyGEmGR2797NJz/5SV544QXy8/NZv349zc3NfPvb3+Y//uM/+P3vf49lWfzpT38CoLW1lWeeeYbf/va3/OQnP6Gnp2fUyyTVUEIIMckUFRWxZMkSIDNNeWdnJ++++y7nn38+5eXlAHz3u98FMtN2XH755bjdbueqj52dnaN+7RcJCyGEmACapvW7VHCuSgnoNzdTbjvTNPtNTd7W1ubc73vNioH7HS1SDSWEEBMgHA5z6NAhEokEHR0dbN269Zjbn3322bz33nu0tLQA8K1vfWtcry4qZxZCCDEO3n77bZYuXeo8vvHGG7nyyitZs2YN06dPH3Ym3rKyMv7xH/+RT33qU9i2zXnnncett97Kv/3bv4110QEJCyHEaaKgsPiku7kONc5iOBdeeCG7du0a8fv0vTJo3/ETq1evZvXq1f22HTi+YqyuKiphIYQ4LQw3cG4kpvr1LE6GtFkIIYQYloSFEEKIYUlYCCFOWafYVaNHzYn8XSQshBCnJK/XS2trqwTGAEopWltb8Xq9x/U6aeAWQpySKisrqaurc8YljIZkMonb7R61/Y23XPm9Xi+VlZXH9VoJCyHEKcnlcjFnzpxR3efWrVs599xzR3Wf4+lkyi/VUEIIIYYlYSGEEGJYUg0lJpVoNEp7ezudnZ10dnbS09NDJBIhFouRSCRIpVKk02ls23YmVTNNE7fbjcfjwePxkJeXRyAQIBAIEAqFKCgoIBgMYhjGBH86IaYuCQsxrpRStLW1cejQIerr62loaKCxsZGmpmaOHDlCLBYd8rWabqBpBpquAxq5K5YpZaOsNErZQ75W13UKQiFKiksoKSmmrKyMeDyOUopp06ZRWlrab+ZOIUR/8q9DjJl0Ok1tbS3V1dXU1NRQU1PD/gMHiEV7A0HTTQx3EEw/mnc67qAf3fShGR4004tmuNF0F+gmmnbsWlOlbLAtlJ1EWSmUlcgs6TgqHaM7HaOrroOag41YyTdQyuYPf/gDkAmTouISKqdPY/r06c5SWVlJUVERui41tuL0JmEhRoVSisOHD7Nnzx5nqa6pIZ2do183XGieELp7Gp5gPrqnAN0dRDN9/eboPxmapoOhoxkucA1fXpWOY6d6UMke7FQP7fFu2nYfZNv2D7Ct3msLuN1upk2bzowZlf2CZPr06fj9/lEpuxCTnYSFOCGpVIq6ujoOHTrErl272LFjJ52dHUDmbEH3htGDc/F6CzG8YTR3cNRCYTRomobm8qG7fOAv6fecEyTJLuxkN3ayi0Mt3RxqfA8r8ed+2+YXhKisnM70adOYNm0aFRUVVFRUUF5eLkEiTikSFmJEuru72b17txMMe/dWOVf2MjwBNE8RnrJ5GP5idE/BsFVGk1m/IMkr6/ecsi3sVA92IhMk0WQ3e/YfZk9VDVYq1m/bQCCYDY4yysoyS2lpKWVlZZSUlEzpwV3i9CNhIY5iWRZ1dXXs3r2bPXv2sHPnLurr6zJPahqGtxA9OAevrwTDV5w5qJ4mNN3A8BRgeAqOek5ZqUyQJDNLItVNTX0nNbWNWMkIDGiAz88voKyslNLSUkpKSpyluLiY4uJiCgoKpK1ETBoSFqc5y7Kor6+npqaG6upqqqr2sq96H8lEAgDd9KB5i3CXnI3hK8bwFaHp8rUZjGa4MIwwhjd81HNK2ah0DDsVQaUi2MkIsXSUmoYu9h9qxkpGUXa632sM06QwXEhpaSZAioqKnKWlpYUZM2YQDodxuYZpoBFiFMi/+tOEZVk0NzdTV1dHXV0dBw8e5MDBgxyqPUQqlQQyv5p1TwjdPxNvUSGGrxjNFZhUbQ1TlabpaK48dNfgF85RSqGsZCZI0lFUKopKR2lPxGjbfxj2HcRORvt1D/7JT34CZKq7woVhiouKCIVChMNhZ3xJfn6+M84kPz8fn2/0OhSI04uExSlAKUUsFqOtrY329naOHDlCS0sLR44coampiYaGRo4cacGyLOc1hssP7mCmOskTyjRIe/KndFvDVKZpGprpAdODQeGg2ziBko5mz1JiqHSMRDpGY1uchpZaNHsvViqGsq1B96HrBv68PPLy8ggGMrd+vx+fz4fX63VuPR6PM9DR7Xbjcrn6LaZpOremaWIYxpC3Ek6nBgmLCaCUwrZtUqkU0WiUtrY2ksmksyQSCRKJBPF4nHg8TiwWIxqNEo1GiUQi9PT00NPTQ0dHZpRzd3eX09jcl2F6wJWHZuZhhBbicgfR3fnoniCa4ZmAT340pRSp9n2kexpApYd/wUj2aaVQdgpNd2W60Y43zcQMTsMVmj+qB8q+gQJHV3XlKKXAzo4zSSd6x5tYSZSVIGGliEeTHOmOgN2BptIoOwV2GttODxk0J0rXDQwju5gGylZ4vB5Mw0Q3DMw+zzn3s4uu686iaZpzm/u7DnW/77TkI5miPPfavkvf986V58iRI2zbts0Jw4HLwCAdLFwHC9vc49znm4wkLEagqqqKz3/+8xNdDNB0DNONpruxbBtlJUHT0DQTzeUGTUfTDND07JL9h2PFsWJxrNjJXax+LNipGCrVM6r79Hq9rLpuFRs2bCAe7RjVfY+UFWkk2bpn8jf+axpKc4GeCVUdyBxbVWZxDrQD74Oiz2Po/3yOymxluwvAHcTCBmWTtBRYKtPorxSoNEol+7yv3W9/GoOVY8B7MTAUjuegq/rcKOdxJmgy5VFKZaoBnduhZwyYSKWlpTz22GMUFRWN6n4lLEYgnR6dX7wnyzBczmhmVDobFLmpLzQ0eu8f3z+UCWQffUZ0slatWsV9992HUor169eP+v5HzE4BkzwsBqFpoJTW98Eg97PfMNXnEJ37yqneqVicdVp2sKSyUcpGUwrIBYWNQqE5AdF7UM6Fg+obXs5Xe3QvaqShUFrmNhcamtb7vhoKZdv0hoeNbacHhNfEi0aj/aqcR4uExQgsWbJkVA46tm1jWRbpdJp0Ok0qleKdd95h0aJFpFKpftVQuSqoXDVULBYjEokQjUbp6emhq6ubzq4uuro6nekz+n5lNU1Hd/tRhh/dHUBzBdDdQWfR9MkxqV6yfS+Jpq2jus8NGzaglGLjxo2jut/j5S45G3d4/oS8d2a+rGRmqpM+VVDKSoKdzD5OOdVPmkpnft3baWwrfVTPrJNlpSJYPfXZNgw9U+Vi6Bh6pvrJ0HurogzDwNBdTjWUYehHVUcNVvWUe3z032JkB/NcN+WBVVC5aihd12lvb6esrKxfNZRhGP2qlIaqghq4jcvlOuq1fdt6JtvElxIW4yj3xevb1TEcDh/3FasGSqfTdHR0HNXA3dLSQlNTM41NjXS31PR5hYbhCaK5s9NueMIYvjCa6R/3+lJXKHMwTXePXptF0krxwkub0HQvhj84Kvs8Lk6bxbxR37WyrUzjdjqaCYJUFDs795VKx9HsRKbaMRUfch+GaZLnz8Mf8BMMBPH7/fj9frxer7PkZvB1u93OMrCBO3fQG3jgHOo2d6DfunUry5YtG/W/zXiYymU/WRIWpwDTNJ2BXEOJRqM0NDQ4XWdra2vZf+AAzU07nV9euulB84QwvEXovkIMXxG6ObbVKJqm4Q4vwB1eMKbvMxVkgiCKnYpmQyCKSmWCQUvHUOkoVjpx1OtM0yQUClNYXkhhYW+32b7dZ/Pz8wkGgwQCgeO+9rIQIGFx2vD7/cyfP5/58/tXi8TjcQ4ePEh1dbUzKK+2djd2a6bxznAH0LyF2QF5xejekHSvPUHKSmKnIr0D81JRVCqCSkchHTtquhDIjKEoLi6mpGR6v4F5ra2tXHTRRRQVFZGXlzdpe9CIU4eExWnO6/VyxhlncMYZZzjrEokENTU17Nmzh927d7Nz5y7am2sB0A0TzVOE4S92AmRCuqdOQkrZ2dHZPc60HyoVgVQEOx3BTif7be92uykpLqGsbJYz5UfuDLGkpISioiI8nsG7OG/dupVZs2aNx8cSApCwEIPweDwsXryYxYsXO+sOHz7cZyLBHRw4sJNktvrK9IbQvMXZACk6pUd9Z2akjWInurMz0mYWLR3BSvb0G2FtmialpWVMmzav3ySCuYkE8/PzT9m/kzj1TEhYvPTSS/zoRz8inU6jlGLt2rV8+tOfHnL7Z599Fr/fzw033DCOpRR9lZZmJry74oorgEwbyAsvvIBlWezcuZPdu3cT79gHgGF6wRPG8BVm2z/CY972MdqUlXKmJ7eT3diJLlSqBzvZ3a+nkNvjYUbFNKZPn8u07DTl5eXlVFRUEA6HZSJAccoY97Bobm7mO9/5Ds899xzhcJhIJMK6deuYM2cOK1euHPQ177zzDhdccME4l1Qci9/vZ968eU7PEMuyqK2tdaqu9uypor6+9+zDcPnAHULPztia6YUVzIwbmSCZWWIj2eqi7uxssd2Q7sFK9rman6ZRUlLKzDPmHXXxo8LCQjk7EKeFcQ+L9vZ2UqkU8Xima19eXh6PPvooHo+HF198kZ/+9KfE43GSySTf+ta3iMfjbNq0ib/85S+UlJRw+eWXj3eRxQgYhsGcOXOYM2cOq1evBiAWi/W7pOq+fdXU1e8j1WeQo+HygSuAZvrRXX40lx/N9KEbXjTTk5mWZASXVM3pneoi2Tu2IB3Pdi/NzKlEdqI+K92/e2leIEDlzEoqp5/dLxAqKirk2hPitDfuYbFo0SJWrlzJNddcw+LFi7nwwgu58cYbmTFjBl/5yld4+umnKSws5De/+Q0/+tGPePrpp7n66qu54IILJCimGJ/Px1lnncVZZ53lrLMsi8bGRmpra6mvr6exsZGGhgaamptpb6vDHmoCPMPMTI2u6X1GrUNmtK8CZTkDyoYuj5+ioiJKSmZRXl5OKpXi/PPPd65sFwgERvHTC3FqmZA2i6997Wv8zd/8DZs3b2bz5s3ccccdPP744/zgBz9g06ZN7N+/nzfffFPqe09BhmFQWVk56EBEy7Lo6Oigvb2djo4OOjo6nFHr0WiURCLhjH63LMv5fpim6Qwc83q95OXlEQgEyMvLIxwOO2MOfL7+7San8wArIY7XuIfFq6++SjQa5frrr+e2227jtttu49lnn+UXv/gFTzzxBDfddBMf+tCHOOOMM/jFL34x3sUTE8gwDGccgRBichn3n+5er5d//ud/pq4uc5lOpRS7du3C7XajaRr3338/F154IRs3bnQmwzIMY0wmxhJCCDEy4x4WF110EZ/97Ge5//77ufbaa1m9ejWGYfCDH/yAxYsXc91117FmzRrC4TANDQ0AXHLJJTz99NO89NJL411cIYQQTFCbxS233MItt9xy1Ponnnii3+Mvf/nLAKxZs4Y1a9aMS9mEEEIcTVqQhRBCDEvCQgghxLAkLIQQQgxLwkIIIcSwJCyEEEIMS8JCCCHEsCQshBBCDEvCQgghxLAkLIQQQgxLwkIIIcSwJCyEEEIMS8JCCCHEsCQshBBCDEvCQgghxLBGFBbp9NDXNRZCCHHqG1FYrFixgieffJL6+vqxLo8QQohJaERh8eyzz2IYBh/72Mf467/+a1599VWUUmNdNiGEEJPEiMKioqKCBx54gJdffpnbb7+dr3/966xcuZIf//jHJJPJsS6jEEKICTbiBu7q6moee+wx/umf/onFixfz5S9/mfr6ev72b/92LMsnhBBiEhjRNbjvuusuDh06xG233cZvfvMbysvLAbjqqqu46KKLxrSAQgghJt6IwuLuu+9m9erVuFyufut1XeeVV14Zk4IJIYSYPEYUFtdeey2vvvoqkUgEAMuyqK2t5cEHHyQvL29MCyiEEGLijSgsHnzwQQ4dOkRLSwtLlixh27ZtXHDBBWNdNiGEEJPEiBq4d+3axXPPPcfKlSv50pe+xH/913/R2dk51mUTQggxSYwoLEpLSzFNk9mzZ1NVVcWCBQvo7u4e67IJIYSYJEYUFn6/n/Xr17No0SJefPFF9uzZQzQaHeuyCSGEmCRGFBZf+cpX2L17N5dddhmGYbBu3To+9alPjXXZhDhpmzZtYtOmTRNdDCGmvGM2cK9btw5N05zH99xzD0opzjjjDF588UXuuuuuMS+gECdj48aNAFx99dUTXBIhprZjhsXHPvYxIPMPrqenh9tuuw3DMHj++efJz88flwIKIYSYeMcMi2uvvRaAn/zkJ/zqV79C1zO1VldddRUf/ehHx750QgghJoURtVm0t7eTSCScx5FIRLrOCiHEaWREg/JuuOEG7rjjDj784Q+jlOKll17ijjvuGOuyCSGEmCRGFBZ/+7d/y5lnnslf/vIXAB5++GGuvPLKMS2YEEKIyWNEYQFwzTXXcM0114xlWYQQQkxSI76ehRBCiNOXhIUQQohhSVgIIYQYloSFEEKIYUlYCCGEGJaEhRBCiGFJWAghhBiWhIUQQohhSVgIIYQYloSFEEKIYUlYCCGEGNaI54Y6Hl/72td45513SKVS1NbWMm/ePAC6urq49dZb+dznPjcWbyuEEGKMjElYfPWrXwWgrq6Oe+65h+effx6Ap556aizeTgghxBgb92qo7du3c+edd7JixQonPJ577jkefvhhZ5t169axZcsWtmzZwkc+8hFuvfVWHnroofEuqhBCiKwxObM4ltbWVn71q1/R09PD1VdfzSc/+cljbn/gwAFeeeUVgsHgOJVQjJVUKkV7ezvt7e10dnYSiUSIRqMkk0mSySRKKQA0TcPlcuF2u/H7/fj9foLBIKFQiFAohN/vR9O0Cf40Qpxexj0sLr/8ctxuN4WFhYTD4WEvzzpnzhwJiilEKUV7ezs1NTXU1tZSV1dHfV0dTU1NtHd0OIFwMrweD0VFRZSVl1NeXk5FRQXTp0+nsrKS0tJSDMNwtv3whz980u8nhJiAsDDN3rfUNA2llHObk0qlnPter3dcyyeOTywWo6qqil27dlFVVUVV1R46O7uc5wMekyKvzkyvztkz/OR7dIJuA79Lx2toeE0NU88sevZkQSlI24qUDUnLJp5WRNM2kZRNT9KmO2HTmWilaW8Lu97fRixlOe/ncrmYUVnJ7DlzmJNd5s6dO95/FiFOOeMeFoMJh8NUV1ejlKKuro49e/ZMdJHEEGKxGDt27OCDDz7gL2+8QWNTE7ZtowHFeS5m5xlMmxukLGBS5jfxuU6gWUwDQ9fwACNpVoumbI7E0hyJWrRE0xxur+ethkNs2rTJ2aakuJh58+ezYMEC5s+fz/z584+/XEKcxiZFWFxyySX89re/ZfXq1cyZM4dly5ZNdJFElmVZ7N27l/fee493332XPbt3Y9k2hq4xPeDi0uk+Zua7mJHvwmtOzLAdv0tnpsvNzPz+6yNJm6ZIisaeNI093ezdvtW5jjxAKFTAmWee5QTIvHnzCAQC41x6IaaGMQ2LysrKfr/uBo6v6PvcUN1qL7zwwrEpnBjS4cOHeffdd3nnnXfY9t57RKJRNKA86OKiaV7mhtzMyHfjNiZ3I3OeW2ee28O8sMdZF0vbNPakaehO0dATZ+c7W3jttdec5yvKy5g7LxMcuWqswsJCaVAXp71JcWYhJlZPTw/vv/8+7733Hu+9+y4NjY0AFHhNFhaYzJ1RwNywm7wTqVKaZHymztyQm7kht7MukrJp7MmdgXSw6503+wVIMJDH7NlzmDlrFjNmzGDGjBlMnz5dQkScViQsTkOdnZ3s2rWLHTt2sH37NvbvP4BSCrehMyvfZPXcIHNDbkr8xmlxMMxz6cwPe5g/4AykOZKmqSfN4WialtoqqnbvJJG2nW08bjfl5eWUV1RQXl5OSUkJJSUlFBcXU1RURCgU6tczS4ipTMLiFJdMJjlw4ADV1dXs2bOH3bt2Ud/QAGQakSuDLq6c4WdOyM30oAtTP/XDYSR8ps7sAjezC3rPQJRSdCdtWqJp2mIWR2IW7T1N7P+gkXfetkhZdr99aJpGfjBAOBymIBSmoKCA/Px8gsEggUDAWfx+P3l5efh8Pnw+H36/H5fLNd4fWYhjkrA4RcTjcZqbm6mrq6Ouro7a2lr276+hob4By84cxPLcBtMDBitnB5iZ72Ja0IVLwmHENE0j32OQ7zGYF+7/nFKKWFrRkbDoTth0JS16kjY9yTQ93c20tTdyKJ3puRXv09V3KIZh4PV48Ho9eL1ePF4vXq8Pj8eDx+Ohp6eH1157Dbfb7Sy5gYxutxvTNPutzy19t+u7Lvea0+FMUpwYCYtJSilFIpEgGo0SiUSIRCJ0dXXR1dXljIJubW3lSEsLhw8fpmPA4MaQ16TEr3PxdC/TAi4qAi5CHn1CDgZKKd5qjFHVliBln/igvEQ6M+bCa2p4RqnnlUvXOKPQw/IK30n9bTRNw+/S8Lt0GKZDla0U8bQilv08ibRN3FIkLEUyrUhYNklLZRY7RioZJRVXxCzoshUppZGybGr37SZtKVK2Im3ZnPxwx8w4FbfLxOVy43a7srfZxeNxAsY0Tec2txiG4dwahoGu6+h65jtnGJkqTU3TqK+vp6GhwXk8cMm9Jvd6Xded/eVu+77PYGUZuC73/uLESVhMEj//+TM8++x/j3h7j6mT7zEIujTmeHXCoQBhr06R36TIZ+Axjv9g+l5zjHebY8f9uuF0Jyza4vbwGw7D6/Wy6tpVbNiwgXgkPgoly9jXnuSN+ghBz+RvXzB0WF7m5bwyX7/1SiksBVZ2MKOlFGk7t2QGOVq2Ip0d8Nh3fb/7zuuSpO0E6aQiHc88H7cz75FWZN8re6sy+7aUwrYVtsoE4qnq/PPP54tf/OJpN2BYwmKSqKmpGfG2ZXkmYa9B0J0JjJBHJ+Q1CHtN8lzapPsFlbBG58CxatUq7rvvPpRSrF+/flT2mZOwFFN5UhlN0zA1MJ3BjEezlcKy6RMImXDJjJY/OjwsNUio5PZh94aTlQ0HS+GEhZULr+xzdjZYFJnXKMBWmZDL3beVQuW2z247GW3bto14PC5hISbGl770j7S1tZFIJIjH4yQSCWKxmFMN1dPT078aqq2NQ61HiER7+u3H6zIo9uoU+w3K8kzK8lxU5I1sJPV5Zb6jfrGOhrcaovy+uvuk97NhwwaUUmzcuHEUStXfVbMCfKjCP+r7HQlbZaqcEpYikc7dz1RFpWzl3KaszFlDU0+a9V1dfQ7yfc8Msr/8nQM8pG3bObM4WYauY7pMXGauKsrEMExMM1sFZZqYhol7QFVU36qlzs5OwuEwup75Tg6sggL6va5v9VPufq76KVfF5HK5nNuB1VADn8s9Hqr6rG+V18AfXlu3bj1tBw1LWEwSLpeLsrKy435dLBbj8OHDNDc309jYSH19PXV1dew/eID3mnsP0GGfyfSAQWXQTWV+JkCMcWrcXl6RCaA9J91mkeLPG35PyNTwFIxObyGnzaJ89EIyaSm6EtkG7ux8VpGUTTS7xNI2MQsSFsRSNon08A3eObqu43G70XUNvz8Pt9vjtCfkud14+rQrjLRxu28j92DbeTyefgfZk3U6H3CnMgmLKc7n8zFr1ixmzZp11HMdHR3s37+fffv2sW/fPqr27OaDmjYAXIZOZdBkdoGL2QVj221W0zQ+NM3Ph6ZNzC/30Za2FR1xi9aYRXvcoj2epj1u0ZVUdCQG7+2kaRrBQID8/HzyC/IpDQQH7Trr9/udLrRerxefL9MDyuv1OgdtkAOuGH8SFqewUCjE0qVLWbp0qbOutbWVXbt2sXPnTt5/fzuvHqxFqQiu7IC8uSE388JuSv3SjdJSitaoRXMkOzAvmuZIzKYtlqLvCZLX46G8vJyZZeUsKymhqKiIoqIiZxr+UChEMBh0qliEmIokLE4zRUVFXHbZZVx22WUAdHd388EHH7B9+3befWcrG/Y3wn4IekzmFpjMC7uZG/IQcJ/aB7qUpWiOpDPTfkTSNEXSHI6kSWdTQdd1KsrLWbBwFpWVlVRWVjJt2jQqKirIz88/7YNVnPokLE5zwWCQiy++mIsvvhiAlpYW3nvvPd555x3ee/ddth3OXJuiIuBibsjF3JCbmfluXJN8EsFjSduKw5E0DT0p6rtTNEYsDkd6zxYCeXnMm7eYC+bOdSYTrKyslFHV4rQmYSH6KSkp4cMf/jAf/vCHsSyL6upqZ3ryv+zaxWt1UUxdY3rQxZwCF7Oy7R2TdQbaVDYYnIkCI2maI2mnZ1AwkMf8BYu4fP4CFixYwLx58ygpKZEzBSEGkLAQQzIMg4ULF7Jw4ULuuOMO4vE4O3bs4L333uP997fzp5r9qNoIuqZRETCZHjCZHsyMFi/yGxjjeMC1laIrYTttC82RNM1Ri5ZI2hkgluf3M2/+Ii7KBkM8HmflypUSDEKMgISFGDGv18uyZcucXjibN2/G6/Wyc+dOdu3cybZ9e3mzMTMC3NQ1iv0mxT6DYp9B2GcQys6rFHDpx12NZdmZS6v2JG26EjadCYuOhEV7zKItYdMW6z+RX2E4zNxF87hizhzmzZvH3LlzKS8v7xcMW7dulaAQYoQkLMQJ8/l8LFu2jOXLlwOZq+rV1dVRU1NDTU0NtbW1HKqt5YPaI0e91m3q+Ewdj6Fh6mBqkDtuq+zAsrSCpAXx9ODdUV2mSWlpKTPmTOPibIPzzJkzmTVrllzxTohRJmEhRo1hGM6YjxUrVjjrk8kkLS0tNDc309bWRnt7Ox0dHc7o9GQySTKZRKnenke5QWG5sQfBYJBQKEQoFHKuF9F3FLAQYmxJWIgx53a7mT59OtOnT5/oogghTpD8LBNCCDEsCQshhBDDkrAQQggxLAkLIYQQw5KwEEIIMSwJCyGEEMOSsBBCCDEsCQshhBDDkrAQQggxLAkLIYQQw5KwEEIIMSwJCyGEEMOSsBBCCDEsCQshhBDDkrAQQggxLLmehRg1qVSKRCJx1JK7uFEqlXJuc0s6ncayLOfWtm0sy3LuK6X63R6LpmnOout6v/u5xTAMDMNA13Wampqora3tt87lcmEYBqZpHrW4XC7nNndxptyt2+3GMIxx+ksLMf4kLE5jSikSiQSxWMy5al3uft8lty4Wi/V5PkZ7RztKKeLxOIl4Ats++tKnx0vTdNA05xa0PtfJ1nIbDfwgfR+AytwqVPY5lbkKn8reohgLuq5july4XZnwcHvceNwevF4PXq8Xj8fjLH0fe71e5/HA+z6fr996CSQxUSQsphjLspxf7LFYjHg87hzEBy59D/CRSCQbCP1DYCQHeE030A0Xmu4CzUTpJmgmmu5H003wFGH6TNDNzGPNRNMN0DKLFWnCireCsnEO+PS56HZ23cAMOPk/Vgplp9B0F7rhclb3ZstgIdN3fW/w5B4rdfRzmqahuYPo7gIUNgnbIm5ZELGgO4VSMVAWmrJAWSjbQtnp7HJ8AWuaJh6PF13XCeYH8Xl9+HzeowIot7jdbue27zLwzKjvGdPAM6rcWZo4vUlYDKCUoqOjo181SK4KZOAysNokV51i27ZTrZJKpZz1uWqXvtUw9fX1vPHGG04VTW5JJBLE44nsbZxEMkEykSCVSo34s2QO8m403cSybZSVJHeQ1jQNdA+aofWuI/trXsut08n8ss/+bfr9odIoK40a5lhnp2KoVM9x/T8YLV6vl1XXrWLDhg3Eox1j9j4KINmN7epCd/mG2EpDaZkgRc/Eo0YuuLJnO6r/rVJHr7dQRBMWSqXpjh7pfa7vds790ZWr1st9J46+n73VtMzn67Oub9hYlkV5eTllZWX9qgiHWnJVhEPd71uNONTzA58b7PFg7zuwKrOtrY2mpibn2u+5IM091jSN/Pz8U/La8BIWA/zmN7/hmWeemehiADqa4c4spgfNCKPleXCbnswvfN3I3ppomolmZH/RG67Mr3vdlanKyUp17CfVWTP+H8MeebiNtlWrVnHfffehlGL9+vVj/4Z2ChgqLAaXOYbmwnnAcydZnH5nUH2r3/qFSqbCrv92DNi29zm7z+t6QwzAHnofgzhw4AAHDhw4iU83eV111VV8/vOfn+hijDoJiwHOP/98Nm3aRH19PZD5paBUb/VD7vHA0/LcOjXIL7rctsfa5mg2yoqjrDgkB+xPN9GN3iofpZn9w0PvExi6KxMkhgt38VnZx67e5/SxrQNPtu8l0bR1TN9jKBs2bEApxcaNG8fl/dwlZ+MOzx+z/WfaXTJVWGSrsfo9VpazPnPfypwB2pn7qk81GMrKVgva6MrOrM8+VrnHdvb+JDXw31Xf+wP/rY1k26GeP55tCwoKWLFixXh8/HEnYTHAvHnz+OEPfzjm75OrqnrzzTc588wznZ5EueqoXC+ieDzer2dRPB4/asm0T+TaKHqctowRtUdoOrrpdoJGaSaa7s6ETq6dIhs+zv1cUOVCScsF19F1265Q5uCZ7m4AlR6Tv+VQklaKF17ahKZ7MfzBsXsjzcQMTMMsmI2yks6Buvc23edx9uCtsgd75/k+j+00qHS2jSOz3rayzx8n0zRxuz1Og3umzcKfbcdwOe0Ufdsr+rZb5HqG9b3te3+oKp/Bqnpy1TVVVVUsWbJk2Gqg4aqhJqIdZevWrSxbtmzc33cykLCYILqu43a78fl8hMPhUd+/UopkMtmvd1OuobvvulzDd+65zOMYkWiEaLSVeCyGZY20EVZzzngy4WGgNCPT9qEZmRDS9MxZkKZn1+uA3tv7yWkn6W1L6a3hz90MPEgcu3FaDaj3z/yizp0t2tl1mfUKO/O8yv3CVv1+hWvZW5SdaajO3iYijSSaj/8MKvM9yPaK8nnxeD34fUGn99NQS1NTE4sWLerXsO31enG73c7jXDfgySYSiTB//tidgYmxIWFxitI0zekREwqFTmpfudAZ2MNqx44dTJ8+3TmTyS2DjbGIxxN9GvHjmcb+VJq0lca2LNLZzgLjQdM0dMNAQ8MwDUzDQNf7/GI2TUzDwOXyYJqG01uob4+hvr2J+t7v2/Oo7/3cAbzvfa/Xi2maJ/QL+XT+hSsmhoSFGFbugFdQUNBvvaZpo3rAyvU6y/UoG9gLLVf/PLDNp+/BNtcLZbCeLH0XkAOuEMdDwkJMGpqmOXXiQojJZcLDoq6ujtWrVzNv3rx+659++mkqKiqcx/fddx/f+MY3KCsrG+8iCiHEaW/CwwKgtLSU559//pjb/Pu///s4lUYIIcRAk3aY4cMPP8z999/Pddddx6ZNm7j66qupq6ub6GIJIcRpaVKcWRw+fJi1a9c6j2+88UYAQqEQTz/9NADf+MY3JqRsYvRZlkVPTw+JRAKlFC6Xi0AggNvtnuiiCSGGMCnCYrBqqIcffphzzjlngkokRoNlWezfv5+9e/dSU1ND7cGDNDY20NHZNego9rw8PxXlFcycNYv58+ezePFi5syZIw3eQkwCkyIshuL1eie6COI4pFIpqqqqeP/99/ng/ffZvWc3iURmrhKvy6DUZzDLp3PODD9+U8dlZCahS9uKWMqmO2nT2nqIN+sOsmnTJgACeXksW76cSy+9lGXLlsnZhxATZFKHhZjcLMtiz549bNu2je3btrFr1y6SqRQaUBpwcW6hyYz8fKYHXYS9xnENPutMWBzsTLKvPclbr2/mT3/6E3l+P1etWMF1113HrFmzxu6DCSGOImEhjktraytvv/02W7du5Z13tjpnDmUBF0tLXMwJ+ZmZ78bvOrm+EwUeg3NKfZxT6sNSiv0dSbY1x/mfF//A73//e84991xuvfVWli5dKtdaEGIcTHhYVFZWOlUOfT366KP9Hg+2jRgfDQ0NbN68mTdef5191dUAFHhNloRM5oYKmBNyE3CPXcc6Q9OYH/YwP+whkrJ5pynGm7t38NWvbmP+vHncdffdfOhDH5LQEGIMTXhYiMmps7OTP/3pT7z6yivs3bcPgMp8NytnB1hY6KHUf3zVSqMlz6Vz+Yw8Lp7uZ1tzjM31B/n617/OvHlzufvu/09CQ4gxImEhHOl0mq1bt/LHP27krTffwrJtKgIuPjwnwFklXgo8k6dXkqlrLKvwc16Zj+0tcf73UK0TGnfeeRcXXHDBKXm1MiEmioTFaU4pRU1NDa+88gqvvvIKnV1d5LkNLqjwcl6Zj7K8yf0VMXSNpWU+zinxsu1wnD/X1fLNb36TGZWV3HzLLVx55ZV4PJ6JLqYQU97kPhKIMWHbNvv27WPLli28tnkz9Q0NGLrGgrCb65YUsCDswdCnVlWOoWucX+7j3DIvO1rivF7fzFNPPcV//MdPuOqqFVx11VUsXLhQzjaEOEESFqeBnp4eDhw4wL59+9i5cycfvP8+3T096BrMKnBzw/wgS4q9J92DSSnFW40xqtoSpOxjXzo2kbaJpxVeU8NjHv2+Ll3jjEIPyyt8x9UGYWga55T6OLvEy8HOFG83RZ0eVOFQiGXLl3PWWWexcOHCcbt+hhCnAgmLU9Svf/1rtmzZQnNTE13d3c76kM9kbtBk3vR85oc9wwbEe80x3m2Ojeg9uxMWbfGRHYC9Xi+rrl3Fhg0biEfig26zrz3JG/URggPaSpaW+TivzHfM/WuaxuyQm9khN/G0zZ7WBHvaYrz2p1f44x//CGQuOfrII49w9tlnj6jMQpzOJCxOUev/3/N0dmVCwmtqnFXs5fxyH9OCrjF7z4R17LOJvlatWsV9992HUor169cfc58ne/Vsr6lzbpmPc8t8WLZix5E4f6qN0BpLc+jQIQkLIUZAwuIUtfbmW3jzzTdpbmqkvaOTt5tivN0Uo8BrMjNoMi/sZn7YM+z4iPNG8Cs+562GKL+v7h5+Q2DDhg0opdi4ceMxt7tqVoAPVfhHtM+hxFI2u1sT7GlLsL8zRSKdOftxu1zMnDnzpPYtxOlCwuIUdfvtt3P77bcDEI1GOXjwIHv37mX37t1s37aN96u60ICZBW7OLPZwZrGXvJMcWLe8IhMqe0bUZpHizxt+T8jU8BQcfbbjtFmUjyyoBlJKUdOR5O3GGFXtSSxbUVxUyFUrP+S0WdTX13PWWWed0P6FON1IWJwG/H4/ixcvZvHixdx0003Ytk1NTQ1vvvkmmzf/mT9U1/FSTQ/zw27OK/OysNCDeQK9oTRN40PT/Hxo2smdCZwMy1a83xLn9foYhyMpgoEAa264lquuuor58+f3ayxvbGycsHIKMdVIWJyGdF1n/vz5zJ8/n7vvvpsDBw7w6quv8sqml3l2Vwd5boOzit2cV+ajIjB2bRyjKW0r3muOsbkuRkc8zexZs/i7+27h8ssvl5lqhRgFEhaC2bNn84lPfIJ169bx7rvv8sc//pEtW/7CloYYpXkuzi7xcFaJl7B38ozgzknbim3NMf6cDYmFCxbwwF13sXz5cpn2Q4hRJGEhHIZhsHz5cpYvX053dzf/+7//yyuvvMLLe/bw8oEeKoIuFhW6WVjooTzPnNCDccpWvNcUY3N9jM5sSDz4sY/JLLRCjBEJCzGoYDDImjVrWLNmDc3Nzbz22mu8/tprvLp3L68cjBD0mMwtMJkbdjM35CboHp+zjp6kzdamKG82xokkLc5YuJC/u+suli1bJiEhxBiSsBDDKisr49Zbb+XWW2+lvb2drVu3Zpe32Xa4C4CSPBez801mF7iZXeA+6Z5VfaXtTM+mbc0xdrdlejYtW3Y+t956G2effbaEhBDjQMJCHJdwOMw111zDNddcw1tvvUU4HM5cKW/7drbv+IC3GjuBTHjMDJrMzHcxPeii0Gegj/CgrpSiI2E7V8rb15EinrKcnk2rV69mxowZY/kxhRADSFiIE9a3V9Vtt91GOp1m3759mWtwf/ABO3fuZGtT5szDbeqU+gwKfQb5Hp08l45L19CAtA2xtE1X0qYtZtESs4gkLQAK8vO55PJLuPTSS1m6dCku19TonSXEqUbCQowa0zRZtGgRixYt4vbbb8eyLA4dOkRVVRU1NTXU1tbS0NDAB/Xtg07ilx8MUlExg0tmzWL+/PksWbKEmTNnykyxQkwCEhZizBiGwezZs5k9e3a/9bZtE41GSSQSKKVwuVzk5eVhmvJ1FGKykn+dYtzpuk4gECAQCEx0UYQQIyTn90IIIYZ1yp1ZKJWZwC6ZTE5wSUYukUhMdBFO2FQuO0zt8kvZJ8ZULjsMXf7cMTN3DB1IU0M9M0V1d3dTVVU10cUQQogpaeHChQSDR19F5pQLC9u2iUQiuFwuGawlhBAjpJQilUqRl5c3aA/EUy4shBBCjD5p4BZCCDEsCQshhBDDkrAQQggxLAkLIYQQw5KwEEIIMSwJCyGEEMOSsBBCCDEsCYsJsn79eq6//npWrVrFL37xi4kuzoj09PRwww03UFdXB8Drr7/OjTfeyKpVq3jyyScnuHTH9v3vf9+5TOxjjz0GTJ3yf+973+P6669nzZo1/PSnPwWmTtlzvvOd7/Dwww8DU6vs69atY82aNaxdu5a1a9eybdu2KVP+TZs2ceutt3LdddfxjW98AzjJv70S466pqUmtWLFCtbe3q0gkom688Ua1d+/eiS7WMb333nvqhhtuUGeeeaY6dOiQisVi6sorr1S1tbUqlUqpe++9V7366qsTXcxBvfbaa+qjH/2oSiQSKplMqnvuuUetX79+SpR/y5Yt6s4771SpVErFYjG1YsUKtWvXrilR9pzXX39dXXjhheqhhx6aUt8b27bVZZddplKplLNuqpS/trZWXXbZZaqxsVElk0l11113qVdfffWkyi5nFhPg9ddf56KLLiIUCuH3+7n22mt56aWXJrpYx/Tss8/y1a9+ldLSUgC2b9/OrFmzmDFjBqZpcuONN07az1BSUsLDDz+M2+3G5XIxb948Dhw4MCXKf8EFF/DMM89gmiatra1YlkVXV9eUKDtAR0cHTz75JPfffz8wtb43NTU1ANx7773cdNNN/J//83+mTPk3btzI9ddfT3l5OS6XiyeffBKfz3dSZZewmACHDx+mpKTEeVxaWkpzc/MElmh43/zmN1m+fLnzeCp9hgULFnDeeecBcODAAV588UU0TZsy5Xe5XPzrv/4ra9as4eKLL55Sf/uvfOUrPPjgg+Tn5wNT63vT1dXFxRdfzA9+8AN+9rOf8atf/YqGhoYpUf6DBw9iWRb3338/a9eu5Ze//OVJ/+0lLCaAbdv9JjlUSk25SQ+n4mfYu3cv9957L1/4wheYMWPGlCr/Aw88wBtvvEFjYyMHDhyYEmX/7//+byoqKrj44ouddVPpe7N06VIee+wxgsEghYWFfOQjH+Ff//Vfp0T5LcvijTfe4Fvf+ha//vWv2b59O4cOHTqpsp9y17OYCsrLy3n77bedxy0tLU71zlRRXl5OS0uL83iyf4atW7fywAMP8KUvfYk1a9bw5ptvTonyV1dXk0wmWbx4MT6fj1WrVvHSSy9hGIazzWQt+x/+8AdaWlpYu3YtnZ2dRKNR6uvrp0TZAd5++21SqZQTdkoppk+fPiW+N8XFxVx88cUUFhYCcM0115z090bOLCbAJZdcwhtvvEFbWxuxWIwNGzZwxRVXTHSxjsu5557L/v37ndPdF154YdJ+hsbGRj7zmc/w+OOPs2bNGmDqlL+uro4vf/nLJJNJkskkL7/8MnfeeeeUKPtPf/pTXnjhBZ5//nkeeOABrr76an784x9PibJD5to4jz32GIlEgp6eHn73u9/x93//91Oi/CtWrGDz5s10dXVhWRZ//vOfWb169UmVXc4sJkBZWRkPPvgg99xzD6lUio985COcc845E12s4+LxeHj00Uf53Oc+RyKR4Morr2T16tUTXaxB/eQnPyGRSPDoo4866+68884pUf4rr7yS7du3c/PNN2MYBqtWrWLNmjUUFhZO+rIPZip9b1asWMG2bdu4+eabsW2bu+++m6VLl06J8p977rl8+tOf5u677yaVSnHppZdy1113MXfu3BMuu1zPQgghxLCkGkoIIcSwJCyEEEIMS8JCCCHEsCQshBBCDEvCQgghxLAkLIQQQgxLwkKIY7j33ntpa2s76W22bNnCDTfcMOz7nXHGGYPu6+WXX3ammV63bh0vvfQSdXV1LF26dNh9CjEaZFCeEMfw2muvjco2J2vlypWsXLlyzN9HiKHImYUQQ/jiF78IwMc//nHefPNN1q1bx4033shNN93E//2///eobRobG3nllVe48847ufXWW7nqqqv4l3/5l+N+33/5l3/hlltuYe3atbzyyisAPPfcc/z1X//1qHwuIU6EnFkIMYRvf/vbPPfcc/znf/4nd9xxB1/4whdYtWoVzc3N3H777cyaNavfNuFwmC984Qs8+uijzJ49m+bmZlasWME999xzXO9bWVnJI488QlVVFevWrePFF18co08oxMhJWAgxjOrqahKJBKtWrQIyc3utWrWKP//5z/3aDDRN4+mnn+bVV1/lhRdeoLq6GqUUsVjsuN7vrrvuAmDhwoXMmzePd999d/Q+jBAnSKqhhBiGpmlHzfuvlCKdTvdbF41GueWWW9ixYwdLlizhC1/4AqZpcrzTr+l67z9L27YxTflNJyaehIUQx2AYBtOnT8c0TTZs2ABAc3Mz//M//8Mll1zibJNOpzl48CA9PT383d/9HVdffTVbtmwhmUxi2/Zxvefvfvc7AHbs2EFtbS3nnnvu6H4oIU6A/GQR4hhWr17NJz7xCf7t3/6Nb3zjGzz11FNYlsVnPvMZLrroImebdevW8b3vfY+rrrqK6667DrfbzcKFC5k/fz4HDx7E7XaP+D0PHTrEzTffjKZpPPHEE4RCoTH6dEKMnExRLoQQYlhyZiHEOPrxj3/M+vXrB33uU5/6FDfddNM4l0iIkZEzCyGEEMOSBm4hhBDDkrAQQggxLAkLIYQQw5KwEEIIMSwJCyGEEMP6/wEr396gcbjw8QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It can also be useful to combine `swarmplot()` or `swarmplot()` with `violinplot()` or `boxplot()` to show each observation along with a summary of the distribution:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips, inner=None)\n", "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips, color=\"w\", alpha=.5);" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x=\"time\", y=\"total_bill\", hue=\"smoker\",\n", " col=\"day\", data=tips, kind=\"box\", height=4, aspect=.5);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualizing linear relationships\n", "\n", "Many datasets contain multiple quantitative variables, and the goal of an analysis is often to relate those variables to each other. We previously discussed functions that can accomplish this by showing the joint distribution of two variables. It can be very helpful, though, to use statistical models to estimate a simple relationship between two noisy sets of observations. The functions discussed in this chapter will do so through the common framework of linear regression.\n", "\n", "In the spirit of Tukey, the regression plots in seaborn are primarily intended to add a visual guide that helps to emphasize patterns in a dataset during exploratory data analyses. That is to say that seaborn is not itself a package for statistical analysis. To obtain quantitative measures related to the fit of regression models, you should use statsmodels. The goal of seaborn, however, is to make exploring a dataset through visualization quick and easy, as doing so is just as (if not more) important than exploring a dataset through tables of statistics." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "sns.set(color_codes=True)\n", "\n", "np.random.seed(sum(map(ord, \"regression\")))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Two main functions in seaborn are used to visualize a linear relationship as determined through regression. These functions, `regplot()` and `lmplot()` are closely related, and share much of their core functionality. It is important to understand the ways they differ, however, so that you can quickly choose the correct tool for particular job.\n", "\n", "In the simplest invocation, both functions draw a scatterplot of two variables, `x` and `y`, and then fit the regression model `y ~ x` and plot the resulting regression line and a 95% confidence interval for that regression:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It’s possible to fit a linear regression when one of the variables takes discrete values, however, the simple scatterplot produced by this kind of dataset is often not optimal. \n", "\n", "One option is to add some random noise (“jitter”) to the discrete values to make the distribution of those values more clear. Note that jitter is applied only to the scatterplot data and does not influence the regression line fit itself:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_jitter=.05);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The plots above show many ways to explore the relationship between a pair of variables. Often, however, a more interesting question is “how does the relationship between these two variables change as a function of a third variable?” This is where the difference between `regplot()` and `lmplot()` appears. While `regplot()` always shows a single relationship, `lmplot()` combines `regplot()` with FacetGrid to provide an easy interface to show a linear regression on “faceted” plots that allow you to explore interactions with up to three additional categorical variables." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "In addition to color, it’s possible to use different scatterplot markers to make plots the reproduce to black and white better. You also have full control over the colors used:\n", "\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips,\n", " markers=[\"o\", \"x\"], palette=\"Set1\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "To add another variable, you can draw multiple “facets” which each level of the variable appearing in the rows or columns of the grid:\n", "\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", col=\"time\", data=tips);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A few other seaborn functions use `regplot()` in the context of a larger, more complex plot. The first is the `jointplot()` function that we introduced in the distributions tutorial. In addition to the plot styles previously discussed, `jointplot()` can use `regplot()` to show the linear regression fit on the joint axes by passing kind=\"reg\":\n", "\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind=\"reg\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- Draw a heatmap with the numeric values in each cell" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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October119133162191211229274306347359407461
September136158184209237259312355404404463508
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" ], "text/plain": [ "year 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 \\\n", "month \n", "April 129 135 163 181 235 227 269 313 348 348 396 \n", "August 148 170 199 242 272 293 347 405 467 505 559 \n", "December 118 140 166 194 201 229 278 306 336 337 405 \n", "February 118 126 150 180 196 188 233 277 301 318 342 \n", "January 112 115 145 171 196 204 242 284 315 340 360 \n", "July 148 170 199 230 264 302 364 413 465 491 548 \n", "June 135 149 178 218 243 264 315 374 422 435 472 \n", "March 132 141 178 193 236 235 267 317 356 362 406 \n", "May 121 125 172 183 229 234 270 318 355 363 420 \n", "November 104 114 146 172 180 203 237 271 305 310 362 \n", "October 119 133 162 191 211 229 274 306 347 359 407 \n", "September 136 158 184 209 237 259 312 355 404 404 463 \n", "\n", "year 1960 \n", "month \n", "April 461 \n", "August 606 \n", "December 432 \n", "February 391 \n", "January 417 \n", "July 622 \n", "June 535 \n", "March 419 \n", "May 472 \n", "November 390 \n", "October 461 \n", "September 508 " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load the example flights dataset and convert to long-form\n", "flights_long = pd.read_csv(\"data/flights.csv\")\n", "flights = flights_long.pivot(\"month\", \"year\", \"passengers\")\n", "flights" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_theme()\n", "f, ax = plt.subplots(figsize=(9, 6))\n", "sns.heatmap(flights, annot=True, fmt=\"d\", linewidths=.5, ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Lab\n", "\n", "Load the example `titanic` dataset (at \"data/titanic.csv\") and visualize a logistic regression model. Show the survival proability as a function of age and sex." ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" }, "rise": { "auto_select": "first", "autolaunch": false, "enable_chalkboard": true, "start_slideshow_at": "selected", "theme": "white" } }, "nbformat": 4, "nbformat_minor": 2 }