{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "W2_S2.ipynb", "provenance": [], "toc_visible": true, "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "# (Exercises) Replicating plots" ], "metadata": { "id": "x5J7OQxLLvQK" } }, { "cell_type": "markdown", "source": [ "Hint: For this entire notebook, rather than directly filling out the entire code snippet in one go, we recommend copy-pasting hints line-by-line to progressively replicate the target figure. That way, you can learn by trial-and-error.\n", "\n", "**To add a new cell above, press \"Escape\" and type 'a'**\n", "\n", "**To add a new cell below, press \"Escape\" and type 'b'**\n", "\n", "**To delete a cell, press Ctrl-M + D**" ], "metadata": { "id": "BxqP2rsEKiU1" } }, { "cell_type": "markdown", "source": [ "## Exercise 1: Replicating Plots using `Matplotlib` and `Numpy`\n", "\n", "The goal here is to replicate the figures you see as closely as possible.\n", "\n", "In order to get some data, you will have to run the code in the cells below. There is no need to focus on how this code exactly works. In the end, it will give you some `numpy` arrays, which you will use in your plots.\n", "\n", "This exercise should be done using **only `numpy` and `matplotlib`**." ], "metadata": { "id": "tEr740suEDMY" } }, { "cell_type": "markdown", "source": [ "### Part I: Line and Contour Plots to Visualize Global Temperature Data\n", "The temperature data are from the [NCEP/NCAR atmospheric reanalysis 1](https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.html)." ], "metadata": { "id": "9r6GLsSlEJoR" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "xreaix9UpPl9" }, "outputs": [], "source": [ "# We'll need to load the data from the UNIL sharepoint using pooch, so let's\n", "# import the library\n", "import pooch\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# In order to keep our code concise and readable, we'll use a variable that\n", "# stores the common part of the URL where the data is hosted. Then, we'll store\n", "# the full URL for each file in its own variable\n", "base_url = 'https://unils-my.sharepoint.com/:u:/g/personal/tom_beucler_unil_ch/'\n", "lon_url = f'{base_url}EQtSkmHdXlZAuZcDljeHXuMBIVGfXP4lkR56RX6vuCDh1Q?download=1'\n", "lat_url = f'{base_url}EbMAwn26etZPjxw4F3akRt8BmPef3PMQPn751e6tF0Xi-Q?download=1'\n", "temp_url = f'{base_url}EfUOMGrJNtVMgJUtfP9137sB9d64M_osBRPa0iQRSCHKGg?download=1'\n", "\n", "# Let's go ahead and cache each file\n", "lon_filename = pooch.retrieve(lon_url,\n", " known_hash='eaf54b88dd89279d3034da17fe8470dc2c841bf9fa89b2aa741dacff9c326cdb'\n", " )\n", "\n", "lat_filename = pooch.retrieve(lat_url,\n", " known_hash='af1f438080460e1fca4583b2ec19b44285a3d3776e4d21b8da9b6e162906c88a'\n", " )\n", "temp_filename = pooch.retrieve(temp_url,\n", " known_hash='e040ca257334708b43e86398e09a5669fcf051179ecf5dcd278f758d67beed20'\n", " )\n", "\n", "# And then load each file into a numpy array. You can now use these variables\n", "# to continue with the exercise :)\n", "lon = np.load(lon_filename)\n", "lat = np.load(lat_filename)\n", "temp = np.load(temp_filename)" ] }, { "cell_type": "markdown", "source": [ "Below is the figure to replicate using the `numpy` variables `temp`, `lon`, and `lat`.\n", "\n", "Hint 1: Zonal-mean is synonymous with longitudinal-mean, i.e. the mean must be taken along the `axis` corresponding to `lon`.\n", "\n", "Hint 2: To create subplots of different sizes, consider reading the [`plt.subplots` documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html).\n", "\n", "Hint 3: For the left subplot, check out the [2D Plotting Methods section](#2D_Plotting_Methods).\n", "\n", "Hint 4: For the right subplot, check out the [Label, Ticks, and Gridlines subsection](#Label).\n", "\n", "Hint 5: Don't spend too too much time making your figure perfect as there is still a lot of ground to cover in the next notebooks 😀" ], "metadata": { "id": "RzoCzRjoEU9D" } }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "alc8An-vCO5S" } }, { "cell_type": "code", "source": [ "# Replicate this figure\n", "# Temperature values are originally in Kelvin units -> Convert to degree celsius by subtracting 273.15\n", "fig, (__,__) = plt.subplots(__, __, figsize=(___,___),gridspec_kw={'width_ratios': [5, 1.5]})\n", "ctemp = __.________(___,__,_________,cmap='magma',levels=np.linspace(-30,40,15),extend='both')\n", "___._________(___,___,_________,colors='w',levels=[-10],extend='both')\n", "___.set_xlabel('________')\n", "___.set_ylabel('________')\n", "___.set_title('______________________')\n", "___._______(_____,ax=___,____='$^o$C')\n", "\n", "___.____(np.__________(___________,axis=_),lat,lw=2,c='k')\n", "___.set_xlabel(r'$^{o}$C')\n", "___.set_ylabel(r'Latitude')\n", "___.set_title('Zonal Mean Temperature')\n", "plt.____()\n", "plt.show()" ], "metadata": { "id": "_X5BaaaxEVvY" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Part II: Scatter Plots to Visualize Earthquake Data\n", "Here, we will make a map plot of earthquakes from a USGS catalog of historic large earthquakes. Color the earthquakes by `log10(depth)` and adjust the marker size to be `magnitude`" ], "metadata": { "id": "fRfOgigUHzfr" } }, { "cell_type": "code", "source": [ "fname = pooch.retrieve(\n", " \"https://unils-my.sharepoint.com/:u:/g/personal/tom_beucler_unil_ch/EW1bnM3elHpAtjb1KtiEw0wB9Pl5w_FwrCvVRlnilXHCtg?download=1\",\n", " known_hash='22b9f7045bf90fb99e14b95b24c81da3c52a0b4c79acf95d72fbe3a257001dbb',\n", " processor=pooch.Unzip()\n", ")[0]\n", "\n", "earthquakes = np.genfromtxt(fname, delimiter='\\t')\n", "depth = earthquakes[:, 8]\n", "magnitude = earthquakes[:, 9]\n", "latitude = earthquakes[:, 20]\n", "longitude = earthquakes[:, 21]" ], "metadata": { "id": "XL8ncOtAH2f8" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Below is the figure to replicate using the `numpy` variables `earthquake`, `depth`, `magnitude`, `latitude`, and `longitude`.\n", "\n", "Hint: Check out the [Scatter Plots subsection](#Scatter) and consider reading the documentation for [`plt.scatter`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.scatter.html) and [`plt.colorbar`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.colorbar.html)." ], "metadata": { "id": "p4Vcm6C5H5bt" } }, { "cell_type": "markdown", "source": [ 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PPqXmguq6tfedp/DTQhKcDvON6aJTL28C7RpuJ1NNwNbcfu8gNu/ZgzuZ/EWtd+BrGu7h/xMqqka6afqL9eb/gRuU5htwApqT8pqehgY7u3vtQbEOAv4B/AhsNb7t7q/AyHci5HHObDT+ju4n98aL84K6mgWo+5zDF4D3se9W34u3khPuMfjQ950cDu3f+0dH3cDl3h9M2rb7hrci8edqlrgTXNwL+bTqCOhbsRnU5cGH8e4d8P7A9urfca/8o67Q5XD4bgJt3nVTtyO2Y8eYtmf456HPgfycGuVfNR//DXqWKvOO+9cgHuhXYB7bvoPjftu/wM4W0SOBm7FPX4/Fbf51/sc2Jeoar8rgL/iJjy7gJHsT1TBPf6/BnZW+x7W3MYOb/0JuIMUVE3fglvr8SvcY3IL7g2Keq8Z1O2bt6iO2T8Afi8ixbg3p16otl5zniNf9P7dKyJLvP//Frf2Kx/3XLgvwfL2/UNv2g5vmerPtrkb9zfqXS/2T4ETmhCXMR2WHNjs1BjTGrzalAJgkKpuiHU87ZWIKG4Zr613YWOaiYh8BjygqodKjswh2DnSmPbFajiMaSUiMs1rFpKM23/lS/Z3XjXGHKFE5BQR6eo1qboKd3CBt2Md15HGzpHGtF+WcBjTes7D7aS+Hfd5AJeoVTEa0x4MwX0GSQFun7IZXnMl0zh2jjTmMInI+SLyb3EfQHp6jXmTRGSuuA8UneT19XzcW/7yFo3LvsvGGGOMMca0TSLyCG4/ud2qOqLa9DNx+xj5gYeqjyQn7sNT71LVa6tNOwX4b9x+X38AxgMFqvqmiDyvqlV9Ppud1XAYY4wxxhjTdj2GOwjJPuI+GPVe4CxgOHCpN5Jfld9486ubq6pn4Q5O8TvcoairBkiJNn/Y+1nCYYwxxhhjTBulqnNwR96rbiywVlXXe6PlPQecJ64/A7NUdUmN7VQNZ56P+3iCrex//k2L5gTN8YTONqdz587at2/fWIdxRCgtLSU5ua7nkJlDsbJrOiu7prOyazoru6azsms6K7vGWbx4ca6qZsc6jtqcMTlZ9+Y1b0XA4i8qv8Ydir3Kg6r6YANW7cGBw7dvxR2u+Wa8h5yKyEBVfUBExuM+52kncAaQAdyDO4T4PSJyDvDmYb+ZQ2iXCUffvn1ZtKiuYcBNdbNnz2bSpEmxDuOIZGXXdFZ2TWdl13RWdk1nZdd0VnaNIyKbYh1DXfbmRVn4Tu9m3aa/2zcVqnpcc21PVf8J/LPGtAW4z9yBg5/BdU1z7ftQ2mXCYYwxxhhjTHNSwMGpd7lWsg3oVe11T29am2QJhzHGGGOMMfVSotpmEo7PgUEi0g830bgEuCy2IdXNOo0bY4wxxhjTRonIs7hNooaIyFYRuVZVI8BNwDvASuAFVf06lnEeitVwGGOMMcYYUw+3SVXrP79OVS+tY/pMYGYrh9MkVsNhjDHGGGOMaTFWw2GMMcYYY0wDtKFO40cUq+EwxhhjjDHGtBir4TDGGGOMMaYeihLV1u/D0R5YwmGMMcYYY0wDxKLTeHtgTaqMMcYYY4wxLcZqOIwxxhhjjKmHAlGr4WgSq+EwxhhjjDHGtBir4TDGGGOMMaYBrA9H01jCYYwxxhhjTD0UbJSqJrImVcYYY4wxxpgWYzUcxnQwq/fk8tTSZQzp3JnLjhmFTyTWIRljjDFHBHvOeNNYwmFMB1JSGeLip5+nJBQiMeB+/a8YMzrGURljjDGmPbOEw5gOJK+8jIjj3p8pj0RYtSc3xhEZY4wxRwZFbVjcJrI+HMZ0IL3S0xnbqycJgQApcXFcfsyoWIdkjDHGHBkUos3811FYDYcxHYiI8PCM89lUUEjnpCRS4uNiHZIxxhhj2jlLOIzpYESEvp0yYh2GMcYYc0RRrNN4U1mTKmOMMcYYY0yLsRoOY4wxxhhj6iVEsaHkm8ISDmOMMcYYY+qhgNOBOno3J2tSZYwxxhhjjGkxVsNhjDHGGGNMA1iTqqaxGg5jjDHGGGNMi7EaDmOMMcYYY+qhWA1HU1kNhzHGGGOMMabFWA2HMcYYY4wxDeCo1XA0hSUcxhhjjDHG1MOaVDWdNakyxhhjjDHGtBir4TDGGGOMMaYeihC1e/VNYqVmjDHGGGOMaTFWw2GMMcYYY0wDWKfxprGEwxhjDtO20gJKIiEGp2UjYj9GxhjTHlmn8aazhMMYYw7D7B1ruWnBSwhwxYDjuXXUabEOyRhjjGlTrA+HMcYchtc2fUFlNEJFNMKrm76IdTjGGGNajBBVX7P+dRQd552aOpVVhpmzcgM7C4pjHYoxR5yzeg4jwR8g0R/kjB5DYx2OMcYY0+ZYkyrDZf98hh1esvHyz75Dz6z0GEdkzJHjjJ7DGJCWTVGonGOyesY6HGOMMS1EAcfu1TeJJRwdnKPKht35OKokxQX5eusuSziMaaSBaZ1jHYIxxphWYJ3Gm8bStA7OJ8Lko/oT9PtIS0pg3KDesQ7JmDYt5IRR1ViHYYwxxhwxrIbD8PerppFbXEpGciJBvz/W4RjTphSHK7hj/tu8995GolEFX5RhpxRxz8k/pmtiVqzDM8YY00pUpUN19G5OVmoGEaEor4ybf/c8V9z6OB9+tjrWIRnTZvzP0neZtWAtkajjTnB8rFuSyOvbZsc0LmOMMeZIYTUchsrKMN/71dOUEQURbr9vFv16dKZfT7t7a0xhqBwnPoqv2v2ZYLxDl4TMGEZljDEmFhzrw9EkVsNhKKsIE6q6e+vZnW9D5BoD8OvRpzN0RBYpXQMkxPnJzvHx/bNHMa3HxFiHZowxxhwRrIbD0Ck9iemTRvDKnC9BYFCfbMYM6xXrsIxpE3qndOK1qdfB1FhHYowxJpYUiNq9+iaxhMMA8Isbz+Cn35tCSVklGamJiFiVoTHGGGPMftZpvKks4TD7BAN+OqUlxToMY4wxxhjTjljCYYwxxhhjTD3sSeNNZ6VmAKiMRnhw1Xxu/fx1VhXsinU4xhhjjGmEvIoyvsnPxbEHk5o2yGo4DAA3z3+JuXvWAMqbW5fx1pSb6Jd68LC46/PzmLd5Eyf07MWQrM6tH6gxxhhjDrB41zaueOtFQBnfvTcPn3GB9cVsIVG1cm2KNpVwiEgG8BAwArfm6rvAauB5oC+wEbhIVfNjFGK7E3LC3Lz4z8zdHUJFEQFVWLBn/UEJx7aiIqY/9xRRx8EnwuuXXMHATHtWhzHGGBNLT61YRnkkDMC8rZvYU15KTlJKjKNqfxSxUaqaqK2V2t3A26o6FBgFrAT+G/hAVQcBH3ivTTPZWbGX9aXbiA9Uuimegk+E07oNOWjZpTu3E3UcKqNRAP7fkln8avETbCnZ28pRG2OMMabKqOxuJAYC+IDkuDgy4hNjHZIxB2gzNRwikg5MBK4GUNUQEBKR84BJ3mKPA7OBW1s/wiNXVCOsL55DnC+J3skn1FrN2iOjmHTpw/GZx3DFwOPITkg9aJnn1i+n0nGTjUonzDpnCZuLI3z/8y9485Q/gwp33/YqSz9dx4xrTuK8Kya0+HszxhhjOrqrjjqG5GAcGwvzuXjoSOL8/liH1G45Nixuk4i2kc5FIjIaeBBYgVu7sRj4MbBNVTO8ZQTIr3pdY/3rgesBunTpcuxzzz3XWqG3eUXh7YScUgCS/JkkBfY3gyoqLqYoUI4PISchk4DUfZJakbebqDqgQlxcGL9v/7HTN7k7laVhdm7Jx3Hcpln9hnTF72+/X8ySkhJSUqzKuims7JrOyq7prOyazsqu6azsGmfy5MmLVfW4WMdRmwEjk/VPrw5v1m1eMmhRm32/zanN1HDgxjIGuFlVPxORu6nRfEpVVURqzZBU9UHchIXjjjtOJ02a1MLhHjke/mY6lU4xADkJwzi7z3375s2ePZvpk6Y1aDvvzH+b19evAGBwmkNl3BYAgprM65OuYOXyLTx4+yNUVoSJTwjy3JwLSUyOb+Z303bMnj0bO86axsqu6azsms7Krums7JrOyq79sCeNN11bSji2AltV9TPv9Uu4CccuEemmqjtEpBuwO2YRHqGGpp/J1wVvAHBURsOSi5r+s3Ql+avLmZ45jKmjBzG59wBmbl3CjrK9XDZgIiLC8NG9+dHt57H4k7Wce8nYdp1sGGOMMaZjUcRGqWqiNpNwqOpOEdkiIkNUdTVwGm7zqhXAVcCd3r+vxzDMBiusrODWj95he3ERd5x8GmO6do9ZLBOyb2Rw2lSCvgQy4no1ev273/mEB2cvBMDvE3omZXBan4Gc2+vYA5bbllfI0+Vr2H1cIQMz8xlOn2aJ3xhjjDHGHLnaTMLhuRl4WkTigPXANbgjab0gItcCm4CLYhhfg/1z0QI+2LiOsOPwvVmvsfiaH8QsFhEhO2FQk9d/Y+mKff+POsqanXsOWkZVmXHv0xSVVaA+uL38HYZO78LwjG5N3q8xxhhjTFtiTxpvmjaVcKjqMqC2jjOntXYsh6st9MWPOGHyw3vpFMzCJwF8TXwI0KnDBvDcZ1/gqBLw+bhm4sEfkaNKcXkl4D7IQyqFPRUlh/kOjDHGGFPdkry1PLLhfQYkd+WHg88lztemLuWMqZUdpS3kx8ePZ0tRAdtLivn9ya2fL5VGSrhr9a3sKS9n9vr+VEQC3HbsVK4ccmz9K9fwy2mTObpPV95du47x/XszqvfBtRZ+n4+fnnkSf393HpoYZeSALozP6d8cb8UYY4wxQEU0xC3LHqXSCbOicDPZ8elc0W9yrMPqMFQhasPiNoklHC0kPT6Bf5/9rZjtf0XREsqiJazPT6cs7ENR7lr+cZMSDhH4+8JP2VFUzOzNG9lbXsbNJ44/aLlrJx7Pd08+jopohL0VZewpK6VHSlpzvB1jjDGmwws7UXd4eiDqOBSGS2MckTENY2laO9UloQeqSnpCOT5REvx+hnXKadK2ysMRthYWEXYcyiMRPt28tc5lRYSnVi3ltFf/zamvPshjKxY39S0YY4zpoHIri/hkz0r2VhbHOpQ2ZUdxKRM6jSTOF6B3cjaX9Dkl1iF1MILTzH8dhdVwtFO9kwbw3X7/xcqiZczo1Q8nmsE5fYY2aVtJcUFO6tuHRVu34ahy2eijD7n8g18tpDLqPpH8ga8+4+rhja9VMcYY07F8unkLu0tKGdkzk+8vvtftDyjC4+N+QtfETrEOL+YeXPY5dy74GMfnkJiezE9PnEJWfGqsw+pQFGtS1VSWcLRjQ9NGMTRtVLNs698XnsfibdvJSkpiQFbmIZcdnpnDgp2bATgqs0uz7N8YY0z79eyyL/jTRx8jCJmpcfj6Rah0IsT7gizcu4bpPU+IdYgx9U3xJp5eMwfHFyXQKUwYuOWz/zC561BSgvbMK9P2WcLRTizatZW8ynIGJWfx+fqtjO7dncFdOjfb9v0+H2N79WzQsvdOPo/HVyxBRLhicPMkPMYYY9qvt9d8Q3k4AkB5XpieffY3NRmc1iNWYcXUzrIi/uvzVyhythMft5tO3ZSS+BQKKxMRgagqS/ZuZWLXAbEOtUOxJ403jSUc7cDDX3/OXUvmgCP4NviI8/kR4KUbL6d/9qFrI1pCSjCeG0eO47+efYsJzz1Av86ZPHnDxWQkJbR6LMYYY9q+6cOGsmTrdkSE4TnZ3HrseXyet4axWYMZmtawm13tze3L3mLJ3i10T8/HpxEQ6JRcSmFl4r5l+qa0/m+8MU1hCUc78NLaLymPRpAKId4JUBFVkoJBvt6+KyYJB8DX23Yxd81GVGFrfiFvLl3Bd04cE5NYjDHNY3tBEemJCSTHx8U6FNPOXDjyKAZ2zmJ3SSkT+/UhPhDgmMz2N7S6qoOWPgLh5UjSpUj8BHe6U4CW3AcIkvIDxJdOyImiKAXlCSTFhaioTGB3QRJEQX3Q2ZfGla+/zPbiYkJOlF6p6Xxw6TXEBezSrqUogqMdp6N3c7Kj8ggUdqK8uWElgjCt3zBO6t6XjcX5RBIcAvE+4pwASXFBJgzoE7MYM1MSUe/ph37xkZOWErNYjDGH71/vzeeRjxeREBfgtR9fSZd0+06b5jWqW9dYh9DitOxpKPkXUI5WfgydZyKBnmj+zRBeDAgaWYVkPs5to87ih58+T3G4gmOSx/Hsji9QAAEnL4FQvJ+dFQX7tr2luJC/LpzHL8ZN5OPVG/D5hFMG90Oa+Aas0BEAACAASURBVNBfUztrUtU0lnAcgW6ZN5N3Nn8DwLztG/l/J53NkE7Z5FWUcf63j6KguIKemekkxQVjFmOPTuncdenZPLtgOeMG9uL0EYNiFosx5vC9tWwVoWgUf9THss3bOWPk4FiHZGpYvGEr89Zs4uxRQxjUtfn68JlmFFkLlLv/Fz8424GeEN0ARLxlNgDQLzWLmVN/AMCP5r8MAoJbuzGySw7FFWHyKsoP2HzQH+DXr77LeyvWogoXHHsUvznHHgxoYs8SjiPQ/B2bKI+EAfhkx0Z8IswYOHLf/JzktnHncfKwAUweZp3ZjGlOYY1w6xd/BOAng66jW2LrjAR3/aSx3PHa++SkJjNuYO9W2adpuN1FJVz/6KtUhCM8vWAZn/z2BoJ+f6zDMjXFjYfyFwABfw8Ijnanp/wEiu7Y/3/Pur17+c6LL7PLKUQ6Awo+Fe6bej7FoUpu/fAd1hXkURYOMbRzNj87fgITPniAspB7jfD+irWWcDQjBRwbFrdJLOE4QpSGQjzw6UKKKkOc3Xsoz69dDsDFg9r+KFBPrlrCXxbPoUtSCo9OmUGv1IxYh2TMEWtvZR4bS7cA8PjGF/nvYTe1yn4vOH4E5x97FD6fNc9oi8oqw/uasVZGIkSijiUcbYxqFIp+C0SBIARPQMTtD+VLmoEmTAVAfOn71rn8uZfILS0D/DjhePyZlUgwysNffM61Rx/P69++4qD9TBrS363hAKbYTT/TRljCEUObCp/im/x/kBDoyrFd/01ioBtlkUoS/EF8cmAG/bP/zGLuhk1EHIeclGSenXEpPhGO7twtRtE3TGFlBb9f+CFhJ0ppYSX/8/mHPHjqBbEOy5gjzlvfrOaW997mR126QUocgYBDRjCtVWOwZKPt6pvdiR+fcSJvLVvNdyceS2ILN6lVVX677FVmbf+SEek9uH/clSQFbDCBQwuBlnj/D0N0ywFzqycaUcdhb3kZxRWV+xeI+NCQn8qSeB7LX8Zrq1fx6ZXfP6iT+B+/dTpThg3E7/cxaXC/g6JYuX03K7bt5uQhfa1/ZaMJ0Q70dPDmZAlHjEScMlbn/QUlQml4I2vz7uWZraOZte1LuiWm8+zEG8iIS9q3/Nc7dxPynt69u6SUoRk5JATb/scnIvu/mhFhy44i5m/czIS+1iTDmNoUlFfw1terGdm9C0d339+J9u5P51MRiRB1oJ8cz+juaZzf48wYRmramqtOOparTjq2Vfa1NG8z7+1YQdiJsqJwO29sWcol/Tr2w/nqI5KIJl0NZY+DxCMpP6x1ucKKCi79z3106/wVo4ansPjrvig+gmlRIn4hooKDkl9Zxi+X389fxvwAv+yvzfL7fEwZPrDWbS/dtJ3rHn4ZgIS3A8z6+TWkJdqQ9Q1lTaqaru1fsbYDjiq+GqNE+CSASICIE2VHaWeWFyby9vYvcVD2Vpby4c6VXNB7/w/H5ceM4r4FnyEijOvd64hINgDS4uL53wln8MdPP6R4p8Nazefara/wfzPOZ+KAvrEOz5g257pnX2X1rj2ICG9efwUrN+8mNTGeMwYOYsuSxQjwgxHT6J1uTRNN7CQH4lF3zCREhOSA+7TrsBPFL3JQLX17MXvVen7x8iwSAkEe+M75DO+e06j1fWm3oik3giTsa05V06z1azi633wS40I4upcyUfbkjeDjS77HmrxcvvXyU4ScCCkpFWwo282a4s0MSzu4JqNKZTTCv5bPZ2NRPl3LUglFojiq+H0+1u3O45g+3Rv1HoxpiiPjqvUIdsfC93l85WIGZnTmpbMuJ+gT7lg6k6ijfG/w37h53ntsLE4mokJSMgT8bmIyKPXAjqA3jh/LSX17UxIKNfiJ323FhQNH4gv5+cWWdwAIOw6zVq+xhMOYWuwpKaUyGsUfL8x48Gki+VECPh9/uPh03rrsO2xYttySDRNzQ9K78pNhU3lp0yLGdu7P2T2P5sl18/nbyndJ9Ad5cPzVjMhof08I/+3r71FcEaKYEHfOms0T117U6G2Ir+6mkKpKpUYIBKKIgKBkdSpizY5idpeVMLxzDn87Zxz3rn4dAuUgQTLjDt208u9L5/HYysVURCOkROKIDwTw+4Tk+DgG1xjNTFXZU5lHciCR5EBSHVvs2KxJVdNYwtGCCisreGrVUhTYUlzA25tW89jG2XyTXwTA4j3p7CrNIKIRQKmoCJKVHOT/xl/CyE4HJxUjj+Axyo/u1gX1KTju63nrNrJky3bG9LI7K8ZU988Lz+FvH33CgvwtlOwO4Y+6P247Coo5Y/QQNtuY+qYFbMzL5575n9ErI50fjB/boA7nl/Ubx2X9xlEULufelR/wyLp5OCglkUr+ufI9Hhx/dcsH3soyk5PIKy3DLz6yU5ObZZuh8EqKSh4hLjCE277M5N1tK8E3ijh/hGO7bmZnZRrZKfHkJLn9Lc7uMZ4KLeOrwnWc0/1kuiRkHXL764vyqIi6Q+5WxkV47sbL2J1fwrH9ehz0EM971z7Nory5ZMUVMSlnKud2vxppp7VVpnVZwnGYKiIRVJXEYJD7V87j3q8/QcMBTu02kPMHHrVvuagqA9Kz2FKST1Wx76koJi0uDa0sp9Jx72L+YsQZHJMZuwf2tZQBnbLok5PBhrw8/JXCnrxSrn3yZd6++Rq6pFqnNWOqjOrRjcevmMFZTz/OFqcAyVVO7t+XGeNG1r+yMU105Qsvs6OomLiAnzi/nxvHj613nbfWrOJX775H1Bch2L0Yx+82sQqKnx5JnVo65Ji47/Lp3PXuPFLi47jljJMPmOeUPAwVb0HCVCT5hgY9cM9xytix+zxUSxBJwB8+nqgchaqfSMTHol196J4S4dVzryXgcy/8RYQLe03hwl5TGhTzD48ezyfbNxJyHC4YcBQjunWBbgcPpx1ywszZ8wkj0rbjF2VZ7mukRzKY2McGeqmiKtaHo4ks4TgMH21ez/ffeR1V5faTJvOvlXMpKxHUifDG+lW8uW41lAsEfaA+BqV1ZlzXLszZmus+kGfAUCZ3Hcaa/ALG5fRlUEY2ye14lI/7zp3G1c++TH6J+6AiEWFnYbElHMbU4vkZlzBv8yZGd+1K99QDm0ys2LGLgmg5Y7v33ncRUmXl3j18vHkDU/oOYGCnQ9/5NKZKfnkFCoSjDrtKSupdPqoOP501E/fGuRLeGyA+J0KSP45pvUbz02FTWzrkmOjRKZ2/X3zOQdO1cgGU/hO0HErWQXAYxE+qd3uOU4BqCFBUy4lLhLhAhMqIe3nm9zmc330qmYlNb940qnM3Fl1yMyXhENmJddfKBCVAsi8JJyr4A4r4HV57523GXHMOKcH4Ju/fGMCez344/vH5fELRKGHH4d/LFqOqqArus0AFRREVJOTD5/gIOVHuP+F7PDBxOs+edjF7wrv508rneGHHLEq0sF0nGwBDsrN54OLpEFAQxYmPHtR+1BjjSouP5+xBgw9KNvaWlvHtfz3N9+5/hW+9/giO9+wFcJtxfuuVp/jL3Lmc/cwT5JeX19ysMbX60xlTSIuPZ0BWJjeMq792oyBUBoEooCDgCzrE+QL88ZgL+PXIc0kKdLALVCcPtFqNhpPfoNX8/m4kJU4B4tkV7so2zWJQ5z2kJ5STFh/i1Jyj+P6wUw87vMRA8JDJBrg3ATU0kr0VyUQcH2HHz9fL07lo5jOHvf/2JKq+Zv3rKKyG4zAcndOF1fm5qCqjc7pyVM9h/HnJbCIV3p2J+Aha6UMc4YfHnUB2kvtlP7XLKPIqi1lVtJWwukPdvrF1ISdlD4/Ze2ktX5XswD84RCgcxYkPsKkkj6EZrfOkZGPag8LyClD3hsa67XvJrSghJzEVgPs+XEBluQNRiESVR5cu4WcTToxxxOZIMG34UKYNH9rg5TPjkhk1LJWVmwqRoMPfJ1/A+C4D9o1W1eEkTIGypyC8BAKDIKFhQ1aLCNmZ/+aVdfP48/K59Ou2ifiAMjynmKv6XsypOSfXv5FmlOBL4u1Nw0mLr6CiLEB0cIDKfHdY/jh7kKQ7LG4b7zQuIucD5wBpwMOq+m61ecnAfUAImA28Vv21qj7dUnFZwnEYbptwKsOycog6DhcNG0m8P8C3+49mbdEuAhLkvpWf0Ckukf8eNZXM+AOrQ9OCSXSKSyEvVELA5+f4zNrHzG5vRmf2wOeHRH+ABH+AXints52vMS0lJzUZ4hTxQ89e6WQl7L9r+f7ytYgPCIJfhC7JzdOp1RxZ5q3ZyM+fm0lifJBHr52BxMPSvds4PrsXPZLT699AA4gIT59yHUvyNtE9KYPeyR27+Z5IPJL1LI4TQkKfQMUHaMLpdQ59W93eilJ+sWA+UfXh29OJ7lmFnJAziomdx7dC5PutzN3Dxyu2Q6qfwspExAfBrETGd+5uyUaMicgjwLnAblUdUW36mcDdgB94SFXvVNXXgNdEpBNwF/ButU1dALykqm+KyPO4LZ2qv7aEoy0K+v1cNnzUAdM6xSVzfOf+APz7pEvqXDfg8/PQCTfz7o6ldE3sxKScEXUu254c1akrL5x6DV/lb2di14HtvhmZMc0tJT6ej395PWuLchmd1QN/tRFkLh03mrvfm0cwLcgPTxvPpUePYk9xKb956V2S4+P4w4zTSWrhJ1Cb2Lv5qTcIhaMUl1dy6YPPUjyoFAAfwttnX0/35OZ5Qn2cP8C47AHNsq0jkaqDFt8FlR9B4vn4Ur4PJXej5U+5t8LLX0QyH69z/Z1lS1i4527e3ZmFo9mAsLMwnYJQEv845gICvta9RPtw0zoqo1Gc/DiSg0F+c9Ip5KSkcHL3up/x0fFIrJpBPQbcAzyxLxIRP3AvMBXYCnwuIm+o6gpvkd9486vrCXzp/T9ay+sWYwlHDGXFp3Jp34mxDqPVDcvowrBqzai2FxSREAiQmWJjfhvTEJ0TUuiccPBgC9dNOp6Lxx1NYjBIwO/+KD46ZxELvtlEwO/jP8tWctHYo1s7XNPKIo7j9iFEKCqtBIXyaJjkQBxL926le3L7b77bKirfh7KngXIouQ+NOw4q33U7jgOEPkOr9bGqztEoH2y/hYiWszWUTE5mEbkFKQSDEdJTwmjVGPKt6LhuPYjz+1FV/OLjrH5DyEhIbPU4OqDOIrKo2usHVfXB6guo6hwR6VtjvbHAWlVdDyAizwHnichK4E5glqouqbHOVtwkYxlu7UbN1y3GEg4TUw9+tJD7P/gUEbj7iumcPKQv4D58aPHeLXSKS2JAmnUsN6ahUhMObEM/omcXAgE/KAzuYt+ljuDiiaN49qNlAJw4sg/zZR1JgTgEOCar/gfHhpwoz69fwobiPALi4+jM7thYglBSGeKGV19n1Z5cbhp/AlcdVeaOEaOACGgZxJ8O5U+7E4OjDjE0ruJoGIB+SblECNAptYyok0haIINuia3f3PiE7r14ZvpFfLlnJ6f1HWDJRi0UcLTZ+3DkqupxTVivB7Cl2uutwAnAzcAUIF1EBqrqAyIyHjgGeBy4R0TOAd7E7cNR/XWLsYTDxNTTC5YSirq1eM8sWLov4fifZe/w0oblKMp9E77NyV07brW9MYfj7FFDGdSlM/HBAL2zmv6E8rzCMtJTE/D7Os6oKkeq35w+mUuOPZpw1GFYTjabivNZkruVsTm9G9Sc6rbFM/nP5q+odNxzc4IvwO9TrWbs4U8XsWTFVlThzx/M4cIR15IcfANCn0PcKRA3AYk7CeKOBS2FhDPq3JZPAozLuYWFe/7BhE5RvjvgSsoiyRRHQpyQNZi4Vm5OVWVM1+6M6dodR1u/huVIEW3jA7yq6j+Bf9aYtgBY4L28psYqNV+3CEs4TEyd0L8XH65cD6qcNLjvvukfbv+G8qh792fervWWcBjTCOFolMUbttEvO5Mu6Sn0y85k695CwpEowUDjO3/OnPs1f3jwHcYM68U9v/r2AfO+WLONgqJyThozAJ+vbY/e0pEMzNrfibtPaif6pDb8jvnCPZv2JRsAFU6EknCoWeM7Er23dA3i/iwhJUrQn4gv85GDF0xo2DC2OYlTOL3nJLITUpsxysOzuyKPXyy/m9zKAr7VczLX9j8/1iGZum0DelV73dOb1iZZwmFi6k/fPpOPVq4jNSGecQN775t+3ZDx/HHZu8T5A5zfx+6sNYcNRXn8fvF7ZCekcMfxU0myDvvt1s1PvsGiDdsQlBnHH82rn3xJODdEaloC7/75euICjTv178wtwu/zsWtv0b5pSzZu45ZnZ5G3u5i0QuHKc0/g2gtad1Qd4yoIlbNg9zqOy+pDduLhX7x+q88I7l81n7Dj4EOI9wfoFLe/ec3LG5dy/6q5DM3oyl+OO7/DnEvcJkb5CDAgK5OEYNMvoRbv3cT35j+Jg/KrkWdxUd+mtKhpfi9teZ/cygIU5c1tczivxyQ6xze9ZrS9UaQlmlQ11efAIBHph5toXAJcFtuQ6mYJh4mpgN/H1BGDDpp+xcDjmN57BHF+Pwl+G1WnOfzkk9f5Mm8nQZ+fHslp/Pjo1h3f3TScqnLv+5/yxZYd3HruKQzIadyQo8s376A8FCbo9/HMgmVENIo/CUoKKvh6006OGVB/O/7qrpw2loG9shk2oOu+aXe89j47i4ohDkoDDjv2FDZqm6Z5lEZCjHvjr0RVEWDWmd9jQGrXetc7FA3uoGdGIRURpVNcGn8Zcw07lroD3+RWlHDHspmEnCi7Kop5Yu1n3DC0Y5xL/ufCqdz6/NuAcudFZx3Wtt7YspxKJwLA0+s/Y1qvkST6Y/8Mk4y4VII+PyEngoiQ4O8YyWRbJyLPApNwO5hvBW5X1YdF5CbgHdxhcR9R1a9jGOYhte2GaKZDS4tL2JdslEYquGvVU/z2ywfYUrYrxpEdmfw+377HFQV8NqZ6W/bFlp08OncRn3yziTteeb/R6//szJNJiQ+SmickbIoQKHVHygkEfAztmdPo7VWEInyxZhsfLlyDqlIUqmCTsxd8Cj7l2ME9uPGSjnHR2dZ8sXcLUVVAUOD5jfMOe5vfFG8mGCwnNbECx7+HwWnZ++ZFq426pECkA7X179u5E7847xT+esW59M/JPKxtTe0+nHhfgID4yI9s5tL5v2T+nuXNFGnTzeg1hdO6nMCw1H78evi1pARs9MiaHHzN+tcQqnqpqnZT1aCq9lTVh73pM1V1sKoOUNU/tugbP0xWw2HavJAT4cpP/8KeyiL84rC9/N88PPY3sQ7riPPPE8/nz8s+IicxheuGjT1o/oadeTiqDOjWsR/g1RZkpyUjCInBAAO6NP7z+PbYkYzr3ZPLbn0MUciJJPCjKycxcWR/EuMbf8fyvufm8sbsLwkEfPTqkkGwRwDtEyGcGiUhyc+MSaPJSreHDMbC6M698AEObg3HyTmDD5i/Jn8PV733IvmV5fx27KlcPuSYerd5Ua+p/G2N+/yvqV3GHTDSUpfEVG4ZMYUHVs9jSHoOVw8c15xvp82qDEW4+PbH2b6jgHA3P8/85HKGdcmuf8Wq9aMVvL3zRcqjpZzYaTp/fHM+RYWJBFMryU1LJECYxze+yYTsUfVvrAXF+YLcNOjimMbQlqlCtO00qTqiWMJh2rzP9q4iL1RK1QN3SiIVsQ7piNQzJZ1/nVR7B8C5X67nlofeAuAPV5/JlGMObuZmWk/3jDRe+fEVbMotYMKg3vWvUItu2ekM6duFFet2csMFJzJt/FFNjictJYGA34cqJCfGMyCjM6lx8UhWJUGfn2OyejR52+bwJPrjeP/sG3hq/RwmdhnMiTkjD5h/x2cfsKOs2Pv/+1w4YCQJ9fThOTlnDMPS+1MRraRH4sE1YlcOPIErB57QfG/iMKwu2sZtXzxHTkI6d46+guRAQovs57F3F7JjawE+B+K2RPlyx85GJRwvbn2I5QWfElWH5+ftZvO2NCQRnIwI+HxsK8xgfC03F3ZX5BHRKN0TG74vY9oiSzhMm9cloRN+8RFVB0G4edBFTd7W4ysX88iKRUzs3o/fjZuKr84x0juWLzfuIByJosDyddst4WgDemdlHNYwtgG/j4d+dxmOo3WOHrUibycXP/wsTpEyuXc/xg3pw/ljjyKlxrM8rrtwAn17ZNE5I5lRQ9zk4u0zvs9XBTsZmp5Dp3hrdhFLvZKz+eXIC2udlxQM4kNwcB/m5m/gSGJHSkfhe9bMZHPZHnZVFPDezuWc37P5E6Gvtu7k7wvnk47badjnF84cUv85cmfpXDYVv0lldDw7y1fiaIg9Ozqx9utkcJRAWgRHvEd4+OC07MkHrD9rxyc8uO5lQJjR8zQu73t2s78303htqNP4EcX6cJg2b3BqD37R/yLi16Qir2Wy5PU9TdrO1pJC/rToIzYVF/Dyuq94f8vaZo60bSisrGB3WUmj1plx8iiG9c5haM9sLju1/iYXpnWtK8rlXyvmsCR3S/0L13CooWovePQZormKvxjmfL2B//fcbI7//b08P3fZAcsF/D7OPHEYxx21v7YlNS6B8Tl9a002KiLlfFkwl/Jw445D0/z+OP50juvSg35pnbh/8vkE21n/rRHpvff19RuY0q1F9nHZay9Q0RWK+kFFtvLty44l1bcYJ/dCnIKfoc7Bx3lpeBuf7rqFTSUfkB/OJexsIDNYQmlhPI7jfiel1Ico4EBQfIzK7HXANl7a8gEhJ0LICfPattkt8t6MaS1Ww2GOCPHbk5GP04hWhHkr9yt+dN1pjd6Gv1pthgLBdvgAs8W7tnH5f17AUeV/Tz6dC4eMaNB6ORkpPHVrmx1Nr0OLOA7f/vBRyoorefKThXxvQh+6btjF0H5dGr0tVeX99evwIZzavz9RB4JhEARF0QD4wvDbjz5iT0UZN02dUOt2SitCJMYFa01mNhev5O51t+HDbet8y+Df0y15aKNjNc2jS1IqL5x1eZPX31lexJd5O5A22jn8+oGnc3zWIDLjUuib0vgBEapTr0N8zaeDh4mCQHk3KM+BS8cMRvPPACogsgqVdCT99gPWCTmFCEK5E6SqvtBRIbt7Puu+7gVOkEhJAN83iQTS4dcnTSEr4cB+UANTerHXG6K2T3LLJFOmcdxhcdvftUNrsFIzR4Sjh/UgIT5IMODnzMmNb4v+9KJlXPbYi/SpyGJYajbfG348k3r0b4FIY+udDd9QEY0QcqI8v/rLWIdjmkFEo5RHwgS2+5FSiEYdnn97SZO29dDixfxk5kx+NPMtHl+6lJvHjyOcgptsCIgD4WTAB3M3bqI4VMHdX33MY2sWEnHcC84fPPIa435zL5N+/38Ul1cetI8nNv4SH24zEb8oL2z550HL1GfV3j0s2LYZp9qISKZl7CgroihUe7+4TSV5nPn2A9yy8HW+KdzD9rLWGfq4LBzm5+/N4po3XmFL4aH3KSKMyex/2MmGU/4WuutodPdxaGjRAfP+fNpZSBgkAt/tPZquWfFA1YMRI+DsPWh7GXHD6JVyNvESRVUIRfxEHD9L9/ZkwqnLmTahCwnBACmhRNLyUzlj4MFJ+c+GXM5lfc7iol5Tuf2o7x/W+zMm1qyGwxwRlhftxn9eBlM6d+cnJ09q1Lrf7Mnlj+99TFgdEBif3IufjWmfQ3ieO2AoT65YSjjq0M2Xwq7iErqkpsQ6LHMYEvxB/jJ2Ovc78yhaVY6IcOoJg+tdr6LSfSRyQvz+59is2ZtLZShCoER577PVPHH9xVw5+hi+e/cLrNueRyRBCZZANF457Zh+THnjfvKjpQQDAUojIa7qfzxzV2wAIL+knL+9M5drTzmenp3S9+0jxV9CYbQTVblC/6TGJfYz167mZx/OwocwfdBQ7px8RqPWNw131xcf8ug3n+ET4bGJl3Ns5wOb9MzbtYGoOlREI2hQmb9rAzP6jW7xuB5Ztpg31qwi4jjc+sE7PHNB0/vtNVjRbUAlaCVa9Duk85v7Zk0fNpTpw9yEIBLZy+od5xCKlpLhE3oEu+BL/fG+ZbeU5HHTJy+yubSIPmk5hMPnc3Z5Mh+sHcbu0jQqHT87Untwz1nf5vpxJazZmcuxfXuQkZxYMyLi/XFc1Htqi7910zhRrA9HU1gNh2nzoo7D9e+8xtLdO3hyzRcs3LG1Uev7xMe+J1AoLFm+mcv/+3EKS8pbINrYOjq7K/+e9C2Sc4O8v2QdVzzyAnmlZa2y73fXfcPYh+7nrKcfr/eupGmcab1HMPOiG3j3/h8ysHc2J48ZcMjlV23YxRk33MeZN97HN5t275teuKeQuFzFXyYs27iDc255kPTkBH5w1nji/X7iy4W4MiGl0MdfPplL7maH6PZEKkMRtpcW4PP5wO82SVTgla9WMO3+J1ifm7dvH2Myp5AdKCBOwnQPKtN6//yQsRaVV5BXUsY9ny1g9AP/4o9zP6bSV0EovZjXdi6lNBI6nKI7oq3ek8v0x57i6hdeobCi+Ufne2Lt54ScKBXRCE+vW3zQ/FGZ3QH2nT9Heq9bWmpcnNfB3UdqfN0Pw/tyy04em7uYXYXN0FdI0rz/+MFX9zM2tuX9mLLoNiI45DpRilJ+hwQGkFu5k4fX38n/rbuWDaVbKYlW8HX+btaUOCiwqSCL8nAQCUT54bBr8PsC9M7KYMpRA+lUS7Jh2ibFbRrXnH8dhdVwmDZPRIjz+QlFoyhKYqBxTx4f0DmTP02byiOfLGLT2r3E7XDY7Mvj9Q+/4MrpbWNox+ZUUFqBT4VoRNmaW8hpf32YR66+kGN6t+zFws/emUVZJExeWRn/O+9j7jtneovuryNKSohr0ChDi1dsJhp1EBGWrNzKoD45VITCzI1fhU9TwSegys6KMkrKKpkyZjBjBvXk9ifeYf6KTUgAnIgguMulLk3ig0/Xs3nRK+j/Z++8w6uo0j/+OTNza3onIfQOoVfpiiBYaIpdV6y7uuoWV9dd111d19V1mz+3WLGLFbGhIr33ToBAgBCSkF5vnXJ+f0wIsqGEJqD3d32xnAAAIABJREFU8zx5ntx7Z86cOXfuzHnP+77f120X5awxQoRME4+isaWwmLbJ9iRtWNpDdI2fhEOJIs557IrmG/YWctsLH1KRGcJyABb4fWG0FMNeDlMtZuVvZUqbH6aQwe++nkN2SSmaovD62vXcN+QCAHx6mN+tmM2emkqubtuDqzt1R1UUpJSN8g+ORc/E5mysKABgUGqrRp9nJaTzxogbWV6ylzaFATrFnVrYUlO5oXsvwqZFecDHT/oe+R5dXF3HLS99gGFZTF++ga8fvO2UjikSXkTWPg54EXGPA7CvvIqvNuXQJSOFYZ3aoJsmNUELe9p5cJztauH/3vU4VXoF4KRNQhnZZQfvtwIEKA7DjjM0NBIdEa9zhB8eEYMjwjmPIgTvTriG1zevZ0hmS3qkNmvSfrpp8siXc1iTX8DUAX3418QruOGh1wlJUFWF2Ojv56rSmK4dmLsjl3lbcwkbJkHdYFHO3jNucDhVFb+howgFj+PEjMIIp5exQ7oyf9VOdNPk/RWb+WLTDv54yyVgCYjWoc4BEtSwxOlQ8YXDJMZ4eeT6i7nvtZmsSdqPFCBrFRy1Go6gSsAy2bCrEISkUg9wed8ufL51OynRUYzo0Kbh2EIIkt2dmtTP2RtzCAgdy4k9f3OAEYSs+DRy68pRBLSJSSIQ1skrrqRdehIO7fulsnQsmsfFsqW4BEUI0mNiGt5/fssKPtu7Dd202FBSyJrCQuKFm9fXr6djajIzr78Bp3r8cXpp2DXMys8mxR3NsGZH9pr1Tsqkd1ImC4oXnK7TOi6aonBHn36AncgdNs1G51MbDCElGKZFhe/UvdXC0QGR+GbD67pgiGv+9Q6+cBinqnLL2D5Mn7eJ2sAAxnTzcsPQb4hy9iXeOxYpJTV6FVJCfkkiOTXN6mUYvm38CaQUIGFJYR59U49tjEc4V4kkjZ8sEYMjwnlBVnIaz1w49oT2mbllG7O25RA0DJ6at4jht7fm4TvG8N5Xa+nZqTmXj2iagtP5hlNV+cdVl/Flpx089NFXOFWVcVnHj/k/VV4eP4nHF80nxRvFb4eNOOPHi3B0kuKjePmx63nszdl8snwriiL4fOU2HDlR6NE6Sq0EE4JJMPSnz+EqMeg+uhX/uGMy2f4ijHgFJAiPYO71t/Lvj5bxZXaOvVgbtkiclUta+45s+u19aIpyQqvq3+aSXp14d9VGfITtRWNgXPsOPH3RJXyRv5W2Mcn0iMtg8uNvUF7ro01aIm//+vpGx9tVXs7PP/sSRYHfXDiCgS1aHOFo5w8HfLV8uieb0Vlt6ZnejASPh/FdDyUV51SVoVt2TpqUsDR/L6Xl9qR7R0kZv18ylz+PGHPc47hVB5Nbn93K1seiOhRk/CdvkFdTxb19BvPLPkMbPmuflsS9oy9gXnYud198+qudF1XVopsWpiWpS/bz741LUPwOkIJvtnbnr9e/3LBtwAiTrPXjs7UVlAoPuOsvZmEHHwrAKTQEKqgwLKP1ae9vhAjnOhGDI8L3FtP6toyjQEoYO6QLY4d0OWt9+i4Z170TIzq1RVMUnN/BqnCf9AxmXnPy8psRjk1JXR0r9u3HYzVdnrRXuwy+WrMDCfRu15yfaBfw3/krMdwmil9B9QvCmsRKEKzYsY+waeKpVqlJN7B/M5Lrv5zOwlt/QrMv43hlzkqEaeHKr2b1G4tx3Hr5YceTUjJt01q2V5RxT5+BtI5LOGb/erZKZ8mjP2HGzmye37CSvqnN+fvFl6IqCte07QNAXkklpdV1hA2THftL8QXDRHsOj+t/Yu5CtpYXgwrXf/ABXs3BPQMH8uOBA5o8VucKlUE/l3zyCj5dx6GqPDFoDBPaH7pnVQT9zC/cyUELLdpyU1LnoyHER0BRsOa77/gZ4LMd2ynd6MNrabzkW3WYwQEwdXg/pg7vd0aO3SYlkTapCewtraQmOYApJQ7hQAjo1boZr+z+HaXBfEakTuG5bXnk1JVQXZwCLYINX4UiJAiLBJeXJWPvYWnhXrokptIpIVI1/HzGiiSNnxQRgyPC95ZJ3buydO8+1u8v5Jb+fWiVaFfOraizk6gTo7//1ZG9zkho0/eBkGFw+atv4qsKcU/7DNILDpDV/PihhRMGZ9GpRSoOTaVdehIff7kBb4GFr6MOwoGFghUDepxKKFny8IJvmHbHdVw3+11q3DogKayp5s2Na/nZpUNZ/u5iSj/ciDAlOYkCS0qUb3kbvt6zk7+uXkLQMFhYvBPLE6RbfDNeGnodTvXIjxuvy8mNWb24MevI6kctkuPp2yGT5dvyGNe/U4OxURkMMPXzGeTVVNItOg1VFZhSIqXEr+s8s2Qxz+d/zcLxvyTOee7+1i0p8YXDxLhcBA2Dyz54g2ojBAJMy+C1nSvplJREXbnOV5tzGNalNQBClTgVlTaeRLb6SkGz5Y1jkxz8ZsBIvtmziyeWL6BXajP+dtGlaOdh3aFAtW572hDE+p3f6bElkgv7tye7uIT4FI1PizZBls6whPZc3t3PioptmNLkN2vnU+SLRggXijeMVa5Ban2/FcEt7YeQUeUgxRPFxHYnLuke4dxCSru+UIQTJ2JwRPje4tI0npt0+Ars/M27ePD1WQD86YaxjOl95kONIkQ4VWpDIWprQwi/RFrwyIezmXn/zU3at3OLQ4m+PTpmsHrrPlz7VA500FGrQAsKsCTCFBS0qCGrQwbX13Xn5e0rcea4EWGFv+xbzMWtOhA/piNb3WEQCuH0KGau3cpri9cyqmt77hszmKBhJ9BKoEapxdJNNlQUsKGigAEpjZOSm4KiCP5z72QM00JTD02a39yygS0HipF+WFGaz6Ud2rOgOA+f3zaUUCS1puDRVZ/x7NBrTurYZ5pyv59Jb7xDcZ2PZnhIDjkojK8FN6BKVLfJ9roirvnqNZzZUYQNk0/WZuOKcmDF6jh9DiZc3IWtxaUgJA6P5N3Lr6VjfDJTZr5LdShIqd/H/H27Gd26/dk+3RPmih6deW3BGmqDIR655KKTbkdKCxn4EIy9CO+1CK3lcff5x7JlvLZhPSHDIKnIywuTrsGUFkNS2zC3eDpCCMoCXgp9MRz0BmqZAah0ohdrWH4Hk/t259e9RrNgwYKT7nuECN8XIgZHhPOGFxet4s3l6xnRsQ2PTxh9xCrHR8OyJKWVtby3ZBNhwy7Y9P7SjY0MjpBpcOvi6WyuKOTBHqO4sf2ZcddHiHAiJEdFcXm3TsxasR0BZMTFHnefI3Hj5f1plZHIwspc3jmwDqVERQkDCIQfnrnYzpN6qOcolhTsYU+wzlaqEpLrf/0aVnGY2OgoqjIVnCHBozPmIKWkoHIdHVOSWLMjn2ZGFDFJbrq1jOfTgs14NScdT4O60beNDSklsW4V/PbqN0i+3pLLC1eNp0IE+dWyz8BjIgRIQ6CbJo4mJFF/17y4bjVFsgpLFRSEfNTuNVE7KlgmEG02iCHpYQu1vtK3BDS/hqtGoKoKU7p0p0NyEutLC5jcKYuW0XYYW2ZMLEFDx0KSEX1y18vZpllcDIt+exe6aeF2nPx0RfrfhNq/AyFkYAakLkaIY3t/s8tKGwzoykCAngnN8Wgacw5soSjQjDitLeVKaaP9wlUupK7hcWqMaNmm0ecRzn8iSeMnR8TgiHBeUFbn41/zlqObFrM25zC+VxcGtGlaYqhhWtz5h+ns3FeCI8GuVq4Iwbg+jSu7rirNY0tFIQFT56+b50UMjgjnDM9MGMdVWVkUbN/Cjy4edVJtCCEY3rc9X67ehllpomgHK3nbxvvHq7ZwZZ8s2qUm8flld3BNwTts3VsCpsQsDiMAEZAIC6QKSIlEEgzr/PaFWZhOMKIEvl0BZky+gfu6DyfB5cWtNp7cbazIJ7uqiIszupDijmn0+dGwpMXjW19kfeUOBJn1BQYFmPDIZ18z+/7b+aygJYvLdqNVwaJFeVyx/w1m3XDLSY0ZQG5JOXe8MgNfOMzfr7ucIR1PzlvzbfbWVPLa3lXoXhM8oJU6CKQpOOpA+lXCCuAxsZCgQdtWiZSX+Ak5LZKivDjDCrcM60ucx82Ilm0Z0fLwAotvXT6Fz3Ztp0tSCt2Svxs52zOBqtj1OE4JPRuoV7KStfafOHqtDYCf9O/Pqn35GD4LTSh8s30nRlwdf9v2BbplUl0djR6KR3XpqE6JKixi3H5oIxnpGkbf5hmM6XD+eZUiRDhTRMy0COccUsoGL8RBPA4HmmKvUEokSVFNj8nOK6xg9/4ydMPCVxnEbOfjyTsv4crB3Rtt2z42BSEEXs1Bn6SIbGGEc4uB7VqQGOUhynVq8ex3dh5Mu9hkErs70KMEphMCqfDqonVc9dzbzN2xEyEE7915PS2j4lBCCqbTVtUNx4iGJ4dEIjQLR7VEMerTmAX4VJNAWCfdG3dEY2NDRT5Tl77OU5u/Zvzc/xA2jSb3fZ//AJuqdmFIk9S2ZYgwqHUSNSSpqAwy4vfP019pg3eZm9SPNRK3GeTnlFMWOPkCmC/MX0VxTR11wTBPfb7gpNs5SG5NKb9e/altTAhbBrajOw7pEKAIHKrK+NaduTg+C7PaielzsEWUUpNoUKYFyTNqmHJhTyb1PXpOQILbw81ZvemfHrmPiagbQXgBF7hGIY5R2O8gAzNbcG3H7ihSYJgWj305nxXlOwhZOn6/SjjoQEoFI+jEq+i0SqxEN53cmTWGp8aNYUqPrJNWb4tw7iI5vUX/fkiF/yIGR4RzirJaH2OfmUbfR5/jNx98zRsb1zNtw1qEInjz9in86II+PHfdFbRLTTpmO75gmLfmrmPWqm1kpMQSHeVCahKpSEiRVDt8R9wv3RvLV2N/zH8HX83z52jcd4QIp0qbmCT+3ftqgrsUTBcEk0EYoEgIGwb3z/mYTRWFCCH4zZUXIhVJWS+o7KjgS1eQApASRRdoFQpC2saGGWW3r6qCvPLKox4/u6qIsGmiS5PqcIBfr/70sIriprTYWnmA0mDjCtIJjkPeEAloIRCWPXEXQuBTTF5cvBo9VqWiq23stE9JJMVz8onjHZsl4XZoODWV9mnHvvf8L4Zl8ddlS7j904/ZXFKMlJIbF73Ohuo9GNJEFQpxTjfTbr2Gmwf2RhGC7ulp/GXsOP4+alx9KwLDMqkVARQhEAJSTmDR5btGSsmX+7cxPXctQVM/5rbry/bzwrZlVIdOvZbG0RCO7oiUxYjkLxDxzzZpn6835fD+ik1Yli1r2yw2mrbR8UgpMM3Dp06mIXApGtMuuINb2w87A2cQ4VzCQpzWvx8KkZCqCOcUH6/dyoHqOiwp+XRDNh8WbwVFsGRfHtPGT6ZbRlqT2nnw5c9Zk7MfRRHUBcO88/QtPDnvKz7zbaJ5bDwXpR+9MFkzTyzNPOdnzHOECE1lcc5edNNEMcEysMOkpD1xDwXh3ey19BiawbAubbhhYm9enb8OVIGlgBFr4Kh2YHpB8UKcWkvfbr2waiUrcvNJjPLQJuXQKvLG4gNkHyhm6a48RFiSqLmRYQXpNpEhhc/3bWVZyV4+G3Mnya4obl00nfXl+wF4adi1DPxWwnmcM4aftZrKIx/MoboujCMgcRfbRpPphsy4GErDAdtzEKMx4Pr2jBrS9ZTG6tZh/UmNiaY2GObK/idWv+eD7C1M27CWoGGwqnA/42hNqEUlidEGljdAdXEKVbVhJn/yNrMm/4iHLxnRsDJe7KuzrcCDSsjSRI1WeGzQaMa0O3fDdabvXsdTG+dgScmc/TsZ27wbA9Na0DIm/rDtFhft5tbF7wDw/PalrJv4QJO8AuVBH5qiEOdsevFWocSA0vTQvZcWrsIKS1QLoj1OXrvhSqqtWv6xYT3xMT5CASfSBK1cxVmezIQ2l9AzMZKzESHC0TjnDA4hhAqsAQqklJcLIdoA7wJJwFrgJill+FhtRDh/yYiPRVMVdGESaBfCcgCmYHXJ/hNqJ6+4krBhogjB3gMVxEa5eeqKifzRugJNnHyhsggRvi8M7diKf32zDAF4Q4KQbiKFwNIkznKN+Uv3QX3Zg4WFu9GCAoFAMSWoIL0WSAWpgrbBTW5lHi8/cTPbc0sp3F/Bb756nezcatJTm7GyqhSz1sKMtfAUqPVSp9EoDgtpCITXoq5LmPmFOxme3o41ZfsIW3ZY5du71hxmcAC8NWcHQU8l8SlhgguTUCR4SyVx0S6eufcy7nnvE4KhEL5mAT5Ut/LhzFzS8PBQ19YEAmE8nhMLSVMUwfg+jY2WgspqPt+6nUFtW9AzI+OI+/rCYSxpu4ACYZ35W3fibmsgBAgBgZAFCKqCQZYV7uPStocWQ15avQal1oFULIQwkfEWuAwmd+t2wvewvLJKDMs6rnf4dJBTXULI1DElzM/LY1l+AaqisGDSnSR7ohq2m1u4086LF1BnhAhbJq6jyCcf5NWclfx16XwoVbl98EB+PnT4GTmHrs3T2FFcBhYMaplJakw0C/YsJIYwvjo30hSo1SqaX6MOi2dmraZ/2wyyEtoev/EI5y0SflBhUKeTczGk6n5g27dePw38Q0rZHqgEbjsrvYrwnXBpz07EeVxYcRbSYT+IUCUux4kpzDx87Sjioty0TI3npov7NrzvUNTvrbFR5w9x82/fZNTtz7F0/e6z3Z0I5zjtUpOY++vb+c+PJtYnXsPBf4QU1NYdWtcJ6vb/sr7YnHBaSMWueYEFDp8ktLGKy373Mj9753P+On8Zc5bUUliisHJnCUatxHJbKLr92xMIsECzVIQUCL8CYegUn0qC04tXc6KY4NzjZsuycjbuKzqs7ztD+yg1oymsSiTcOWT3BYhPjOL2t2ZQLGox2gYh2gKnheK0MLrkUyQruPvFlzkd5JaVM/LFaTyzdClXvfYuz61dfMTtrsvqQbLTg9AFblTqWlj4SjyEN0ahf5RCTI4CUiIEJHndhE2TTcWFvL9qE6+tXmePl6XgjXES63Xx9IDLDqt90hTmb8tl0rNvMeW5d5ixZsspn/vxuLXjIDKj4olWXWhCJWAaWFKSV1t12HY3tOuDJmwDdFhqu+MaGwD/2rQEmeNEVqq8/MVaiqtrT6qPUkpkaAUyvNq+jv+Hr8I5+FN0/Ck6y5W97PfnM7v0PbRqBZ/PYy/XKod+E1JaPLb1xSO2FSFChHPMwyGEyAQuA/4E/ELYM8OLgOvrN3kd+APw37PSwQhnHEtKSmp84BFQHxeOBL2m6dWVAYZ0a82CZ35yRvp4rrJi0172FVUQDBm8+OFShvSOrLRFODaxHjeD2rfk6gt6sHjbHhJaeFizvRBMiZp2aD2qS10SB1z7UEL2e0qlE8MtkW6JZ6+J6jfRHRJLVUARdjI0gBCoYTvUSfgUjEQLqYLQJW5Nw+nUCBsmTpfC0yMm0DOxOQAfjprKQx/PIru6jGLLx08+fI/U7hrxRgwJO1xU7DGhjQAV6pxOtGiJ0AXrYioQuoCQgvCrSJcJ5U68qT5Utwlh2NlpH1LKU154+GDj1vokeYFUJf9ZuYIbuvYj0XN4mM+ynXlU7PajuSW1mg6JEmqicAYEsaaCp1bQKzaD5ezmhoVvQp2Cc5cbACeCYKKF1CDDm8jsq245qb4uyckjVC/xumDbbib3O3ZY2K6qcvJrqhma2QqHcuJywi2jE5h76U+xpOTOeTOYs38X3ZOa0SP5ULFKXzDMj579AC3kZkr/rvxxxCWHtbGnpoK8mkoGpLXA6zjkkWrhiiOHmno5ZKgOBEmLa3qo1EFkze8h+CkgwXMdIvbXh31eEqyDeNsGLwsFeWTTUyQ7/bRoc4ADe9uBCUaMiRIUuBWTpHYVhGXYFlL4AcXl/xCJyOKeHOeUwQH8E3gQOHj3SAKqpJQHJUz2A83PRscifDeoisIl3TuycPtu2AvhOAtCCj0y7AfVmv0FbCg8wNDEZnzx509IzEjk5t9PQdWa9lCsrQ6wcsF2uvVpRXqL4yuVnE90bdcMVVFwOlQuHBApaBihaQgheGjCSB6aMBIpJc+sXcSc/Fx+3W9Ewzb3jBnKkpfewlQVkGApEunCVqRqpyJcFkmLTNslaR00Ng6t/jprwHRAjFDp0iyV3mnNufuKIazZkc9TM+eT2iwKVT00SWsVnciQtDZs31GBqehUN6+hdFMUMduDIAWKCtF5FnF7DNQghOI0pAZqUGI6BU6vRnerOU9fcgk3//s9wk4DLdXue6zT02BsFPhL+FP2K+RWBsmr8BKlOfn7BRMYkXF8Y31k+za8vGatPSOVEHYajH53Gmun3sOCnN3M276bmwf14tVFa5EOiR5PfUyBfWwjBsw4i6qOJitC+agFLtSAgnQemrBKJKomEF64rUffo/bleFwzsAdfbdqBblrcOvzYUt+bSw8w5dPpKEIwpHkrXrpk0kkfVxGCl0ddiW6ZjQyXhz/4iupgCIAZq7J5fOIYhLAL6N3+zQzmFu5CCMiMjmPOxNsbvB+vjbme6/Kms7+wlhGdW9OxWcrJdS74Bch65bLgJ/A/BodTVQiZ9kKXyxWkTVQ+qrA4UJkIB0NqpEANCLJG1xKUOne1m4IiIpPRCBGOhDhX3H9CiMuBS6WUdwshRgIPALcAK+rDqRBCtAC+lFI2Wp4RQtwJ3AmQlpbW99133/2uun5eU1dXR3R09NnuRiOCum1jltTVoSoKGXGxhA2D3PIKJOAoDyKCBkIIUlskE5vctBWu/N2lhEMGCGjbqdkprXKei2NnWRLTsnA00QA7W5wLY6ebFpX+AB6HRozbdVb7ciKcrbGrCPgpqqsBo34yXH+JSUBIUP0SxZBYDoE7ykl6fCwBXaewshZR76oULkGbhETcmj15zM4vqW8BcEHLxHiiNfu7sKSkqKqWkBXGbxmIsECpT263D2xL8QJIBaQqsJxgOm27p318Em5Nw5QS3TKoMwIoIYvo6Gicin38gkAJATNEUNcOTSKBVjEJxDiOf03UhcLkVVchhYWsNxLaxiWwt9QOHRICEqM8VPgDWKpskA22P/uf1xaIsHJoPOoLGqYnxRDjdOM41VoUTaQiGKCorhYLiSYUuiTZE/rTfd0dqK6lvO6QMlW35natkLBpklNVdih8D0GH+KQmhVudEOY+kPUqaCIG1MPrOoVMk311lYTqVbaSPD6EgKqAF908eH+VCEuguiSto5PwHEECGs6N+935xIUXXrhWSnlOFsFK7JwqR0278rS2+eGQ58/Z8z2dnEsejiHAeCHEpYAbiAWeBeKFEFq9lyMTKDjSzlLKF4EXAfr16ydHjhz5nXT6fGfBggWcL2O1cPcent+8Hb+uk/b2DmK2V6E5VO779x2MvGpkk9q44bGnKS+pQXOoTF84kZg4O/xhxedrmf7UDK55cCKDx/dvUlvn09ida5wLYzfkz/+lwhdECJg6uC+/Gndmkk9PN2d67KqDQebn7qF9UiJZzQ6pwgVNnd6PPwuGPfGV8TohjwIKuAtUe8L8rVASTVEYGpPAioVbMTOTwaESSpB07Wsw/YqrMS2L+2b+C4FAIrGSTO6d0oK7Og9m9r4cNpUXcePAC0n1RNHvlT/jz/MgAGeVxFMBSAN3mUVtCxXDLXDWCmpH+wjU2L/puMABvpp8C2O+eAETi+vb92JYjfuwsXtgwz/YVrOHXQeSCRv1j0MLhse05/WRVzdpvGbmZPPzObMAGNGyDaYjipe2bLXHCPj0ZzextaiY33z2NdJv2zXhzn6EA6xqDctjb6lWq7iKtIaQnIPj8v6915GVkX4yX+VJUR7wc9Un77CvtprHh4xiZNdewOm/7qSU3PvGp2wrKuHRCaMY0aVtw/Hvefe/hIWBAKKdTlaPmIxHO3Zl8BM/fggCHwMqeCYgRGMhgRsXvs7qsjzcm120Sz9AjwG7KamL4audWZhSQThMlCBoiToj3e15ccj1jQ/EuXG/i3B6kPCDkrI9nZwzBoeU8mHgYYCDHg4p5Q1CiA+Aq7CVqn4EfHLWOhnhrLFxXxEfL9tCh9gECoJ13PncVMJf5JCUkcjFNzV9ovj7527gg2mLGTG2e4OxAfB/d79E6f5ynv3JS002OE4Xq/P3M2tbDld07UyfzCMr3UQ4vczatJ3KmoA9qRPw5rJ1XDuwBy0S44+/8/cMw7T4Ztl2isI7WSHnUlzpZHd+cyw0XrlqIoNa2iu/4XAITAWpCJASy6+h1HsFTDc4/ML2dhxs17JYtjGXxLl7CLesonZMJxQdytdXMvyjZ/FGOcnqkMqWglKkAp5OCle07Mbm8gPct/hTwpbJvP25zLriVh7Muow/7J+HFIJQIjjqJNUdJA7DgVYlCMeAr6uJFgWEJMIQhIImDy6ZRV3AdonM3L2NYcm9Dzv3n3a4hse2vIia5mdXUSIh08IhHAxOb3ol8YkduzIoowVlAT/dklOp9Pt5fdFaAqk+SDa4fc07hKgBv9c2yKTEccCJiLFwFbhIy4ohoIUpLPFhxEiMWANnuYoIC/q0yvhOjQ2AJI+X+dfe3ijPxZSSN5aso3VyAsM7n7r8qxCCf/1oQsNrw7L47epZrCndz509+7GicD9Jbg+PDbwY50nkkRz/+C7wXnvUzz/L38DWmj04HRbURJNb1ZJd+zKQLQM4EkJgqkhDIFWBU1NJi0ipR4hwTM4Zg+MYPAS8K4R4AlgPvHKW+xPhOyakG9z0wrvUC9xw29B+/Gj4QBg+8ITb6piVyW//fl2j9y+6YSjvP/MpF10/9FS7e0JUBYJMffdjQobBhxu3suy+O4lx2aEc2/KL+cvMhXTMSOZXE0eiqUcOqQiGdfxBncTYc7cQ2LnGrI07Dq3GS1CkIBg2COkGLse5dVvMLSnnsY/n0jwhlscmX3za23/8pS+ZuzwHS5r4U1oSTAU1JoDugXm7djcYHH9a+RpS1Af6CABRHyp1KLwqxuUk1uOioKoWYVk4C2tRDIniC2G6JaF2IYKL7G19vjBBq4aN//gZVeHlnKBoAAAgAElEQVQA0Q4XDkWloLYGgR1SVV0d4q7nP2Jx3j44GOEkoK61RMvUiZ3jQJrgKYFKt4JME6ghBWexioJgdUURtLS/5+buhEbn3joqg1cH/gGA6lCQj3dvJc0bzdiWdg7U7+fPYVHeXn5xwRCu6NTlqGPYLDqGZtF2WGdiVBTTfjqJqUvewheGon1+tIJDixsCcMaHqXE5CLQP41XDLJn8Y0p9fubtyWVjIJ9P8zfjVjWeGj32BL/N08f/hpvuK6vk/zZuRlEE/7j+8iMaHe9v2MymomJuG9CXNkmNx/tYfJm/jc/zthEwdV7euZwNV/6S2ct3MOmX03BoKv+8fyJ9O7U4fkOnidlFWzCkZecsxRqIBB3R1vaIWj4HZkhFFRYOvwtRqzGuR/fvrG8Rzi4RWdyT45zMbpJSLpBSXl7//24p5QApZXsp5RQpZehs9y/Cd4sE9IP/CXh16RqK6qUQDdNid1E5gdCxq9kej9v/fCNf6+9x1zM3n2p3TwjdNBtkFE1pYZiH1LgefvNL1uUWMHPlVuZt3nXE/fMOVDL2Fy9w6QMv8vzMZd9Jn78PTOrTzb6wpESYcGmPTkx5YToDn/wPy3P3ne3uHcY9T77Hrrc3MO+zdXyxccdpbXt58W6+2LwV07CQpkDUCWRIRfc7IdqkQtQ0bDtnmx9LoyHvwHJI2/AwQfPZD+AXpk7inbuvAwGmBkplgHB6NFXj2mG6BI5qDUs91EaJUk6ev4gEl7chqbhfaia/7D2CXiId/w7dLhYosSV1DQhHWxgtLdomJSDrq0BLAagmwWoXSthO4pYSRNjuHyaMzex8zLGIc7lxhDSembOU22bMoMtzf+XNdRvIq6ni/q9nsbXkQJPH1aM6GjIx1AInHKxMLSQ4LPRYs/41FPpr2V5VRlg36BSbzPyinYQtk7Blsrxkb5OPearsLC3j34tXsLWo+IifhwyTsGliWfKIVeSX7snjiTkLeH/DZqa+N+OEjr2scC8L8/fY9UoAVSgoQvCP9xZimBaBkM7/fXBk2eHTzY4DpazZu58sR0vMdXEYa+Nxeh2IliGErWBMuM6FogFOgZ4Uok7TuevDmRFJ3AgRjsG5tZQXIcIRcGkqDrdAD0pAInX47/wV/GH8xdz4zDtkl5YiBfz80qHcetHJh0OdjfocKdFR/Gncxby/cQvX9+lJgvfQSmhijJf88mqQkBh9ZO/F/HU7CYR0TEvy/rwN/Hji4O+q6+c1o7q152+TxvHxgo2Mv6AbC4rzG2RD316xgQvatTzLPbSpqvUTfns13io/LAfPHZed1vYfWz8bfzeDmBUKUoAer6AFJNIEA+iefiiHo01sEhsrqzHrQ+mlKkABR239ypUCpmXh0lQ7iVwq1FzWEQwJmu1PkkGF6iEhvNsdOBJ0UvrXEOc4lExbFa7l/X2ziXHF0MyIYadejrMWpCLRYyAh2oWnrZMhGa34Yv8y6Kah7XSjOwUOp4XullhSQVTRYEx6dzpAgclXd2P7mrVHHYsDtbU8sWABIdNkb3UV1KsNiaAt//vx9m10S2121P2nrV7LXxctJS06mrevu4qfdR3Jf7KX4o+2oFYFARNHdGCxsZrakEIgZAegCaCiws9Nb7yHEILWrZKpiQ1AWOPZpat5Ze16bu/bh6va9Dxj96hyn5/xL72NYZn8c+EyVIfg5SmTGNq2dcM2GfGxxHvdtEyKP2IRxEC90IcEgnrTF4BeWbuaP26aB4BH07iwZWvu6jIIl6qREh+FPxhGVQQZyWc2ZMm0LP48cwEfrNmMqVrY2ph2En+cEk11eYhAjQCvARoI1a6dIgHhMQj7z8n12winmUjhv5MnYnBEOOcJmQb+KBN3lcCql+JcvGU3xcNr2XGgrCGc4z+zl5+SwfFtAsEwH3y2Fq/XycSxvY8aznQ6mNi9KxO7N36A/+PW8cxYsZk2aYn0a595xH37dW6BQ1NxCsHQHqceV/1DYuzAzowdaK96O7NdfJO9E4CerZrxyy+/pGtKKrf27XNWDFFpFiP9HxCtZKLWBMC0EA6VNEOh+n8uRSklH6zZjGFZXNO/B+oJqBm1j00mN6WMyiuCeErcyP31U+CwQp+oTH7UeUDDtk+OnsCl77+MqHbahfY0UHVwNPMj6hyM796ZPq2bU1hXS2pyFMVldQhT4ikHPUpieMFMD2PFWvz5F5dQRwm9EzqR4Dw0kXxs80usfi+AUeDCkaAhvNjKVMDQjFY8d/9khBDs2FvMvOe3YFgW4ShBOF6BEhcJLaCqziR+QDEypBLMiccZ9jB+UFd+u3QGg8MaK7dN44HOt6DWGxRSSn656mPmF+7CiLWg8vDkYbuOiMV13Y5euyJsmvxl4RIMy6Kgpob/LF9Jy8xofHoYo62J8CtYLosPqzYypZmLJXleXA4HeozBbV37s6uoHNO00C2LmrIwC669l2FvvkyBWQO1kkeWzkZTFCa17tHk7/ZEyKusxLDMhkR1Hcmvv5jNknvvbNgm1uNi6e8O1TaypOSZuYtZU7Sfhy8cwUUd2nJjn15sLDrAAyOGNPnYzyxaDHGAAgHD4JURh5L1n/v5ZP7z8VKi3U7unnxmw13/PWsZHy3ZhLQk0iVBqTeSgSink+J8t/1ZpQOny8LKtGyPnylAEdw9eOD3tqhshMOJGBwnR8TgiHDO49YcjO7angXluSiWHT5RZYRIiYsmKdpLccAHQOuURPLLqvhyww76tm1O37ZHnqQ3hb89/w3zlmxHURR03eK6iac/kXxbdgHP/OULOnbK4FcPXor6P0ZNXJSbqaOOfdystul88MdbKKmqo3vb7za59PvE6K4d+OL+NEzLYsI7b1MTCvG1tpPkKC8Tuhw9dv90EDZN9vuqaBWdgKoodgXkimvBPICCk5/933VMe3QnPUd0pcfwrixeYoeWBEM6j077ii/27WpQUv1kxWaGtm3LBV1aHdVI/TbPDprM79bNoiLo5+HRFzPu6deRgKIKbmt1+ASvY2oyY3t14Mv1e5CmQAmAq1xgEcVj9ypc2Woi2WUlXDVjOjLagkoQliCQAt4S20Nh1LlJcXgZk9m9UbXs1aX7+Gqzn9giNwJBuMpEegWKAi5NY0Cnlg0TujVb9yEsgTAFjpAkDKS1cDHvynsorK3hnzkfs65mOymDfYyM7se/F64HC3pnZrK0aANXZOyla1xbLCmZvn0tn+Zl252IlqS6vdTsMQlpEiUMIixwCYPckkraJR255oOmKHgdDmpCISxMpu/aiNilQLxEcWGPh4QYzcfMQgWj2IXZ2QcC/puzmFcH3UBclIdKn5+fXDSIVE80LlUlbNqhVxYWhf7qRsf92+Z5TMtZSbvYZN4YcSPxTk+jbZpCj/RmeDwOAgEdqdmRX83jGnsUDMvi4eVfsqRoLz2dGXy9LxcJXD3zPfp1Tiba6eT5qyc1SVIY6qt914DwCKRT4qg7XImqWVIsj98+7qTO6URZv6cQqz5ED8v2qgkECEFuaUW9TK99/akhBXW3C72dgYlEKLDDKP1O+hkhwvlKxOCIcF7w3Jgr6LT9n2h2hBE926dSUFnDp4/cwtuL1iMVmDKoBxOeeZ1qfxCnpjLjlzfRIvnkVIeqagIYpoUqoarGf3pPpp4XXphPXl45Bw5UM35Cb7p2PbmalunJsaSf4XCDHwLN42MxLAt/fTiIKSXl/jPz3R/EkpJJs18lt6acfikteOui6wETzCLAAoKMu9bHZXcdrpVRHQjywqfLmZO9C6IkB2M7duwsI2dHGdO+XEVGm3i8bid/ve4yWh3ld6AqCk/2u7zh9Z0XDeClxatJj49lUNvGCbr/HDyJMS2yeeCjL3CWOxCKJK51DZ9tK+LS5j7m7M0laOhYJnhNu+o4UuLvrGMlmuB30y0utZGxATAtZwWGGyyXPdFHEWgxGldc0I1xnTvQr/Oh/ozo14HXP1mFLxhmyhU9eVvfiOXQ2F9XTWZMHE/3uZnCQDkJzhiu+fxN+JZkb8G+WDamVlFcuZv/W7KUbcVF0OLQZLJMq+K+CUP5z4z1ELbfs2o0WsTGHfV7VITg7eumcPXMVzAVi0DQYYd0+VUUl52XdUvmUsamb8WhSIyBCvdvmMIBPQEFgXRIFjx8B6YlG7ypb10xhceXzWdPoJRuGYnc2P5wmf4ifw3TclYStkx2Vpfyzq613N315LwAmqqy+J47eH/LJpbtyad5dBy/GTWi0XZf7N3G53nbCeg6ZXt3Iz32sBnSYnX5PhQBP18+k5eHX9No3wJfNT9b9gkC+OfgiWRExSKE4NaevXltwwZQBU9dPvqk+n+qrCkqYJVeiCrqPRsOcbCeY4MH/WBdFHHwfwlJbi+lQR8ORSXVE6mz8UNAIiIejpMkYnBEOC/QFIXfjBzB00sXkeD2kJNbxqRn32Bsj048OeUSwE7Arg2EsKT9UKj0BU7a4PjFXRfz9L++Jsrr5MbJTVPDKiqtYcuuQgb2aE1slPu42w8a1I7t2wpxux1kZn6/qp6fr2iKwuMXj+KZxUvokJTIlKyjh9FIKXk7dy0Li3ZxZZuejM08uidkf201jy6dgyUljw+5mJax9nVZp4fYUV2KJSUrSvLqpUg1pPdm8L8FwoPw3ghAWDeorQuimxZj/zKNUE0Yg28nqUrbRsGWp80rrQIV/jprEc/dPL5J5/+z0UO4a8QAXJqGojR+qGqKwvhWWeQML2fah2vJ6FVMTPM6aoXGf3e9TampNFQMtzSJqttF+czmBtJj4XLr3H/BBUc89qDU1iwt3kNotMUFjlb8bsQ4/KZOh5SkRqEqmWnxzPrPjwkbJnct/piKwjBVAZ3pORv5VZ/hCCFo7k0GYGpWfx7YNadhXyWQxBPzlxAwdKwoAxIlzmqBFWfniAkhmFe6nVZJbvKq/DjLVKjTuG/ap3zzuzuOOnZdUlNo08mgxOcjuCcRiUTqKrJORyt1ckG3PTgUO+5fUywe6/Y19266gYyoWDK89uRb+1a19Z5p6Xw06ch1HWqDIRZn70X4FXCbaIpCguvY3o1vtuxkW2Epl/XqRLvUpEafx7nd3NFvAHf0G9Dosw+XbaKmuILNB2psVTefgggJFAnSLVHd8uAcnGJf3RGP/8zG+awv2w8I/r5pAX+9wL4mH5p4IbePGojH6cDrOr21NprKs2uW43Mb0A7cVSqqr978VMDTQidc6MCyJGrLOqxyNwQ0HhozgiFdW/HM+sWkeaN5sM/5UccnQoSzRcTgiHDecFuvvkxo25mp/36fvdUBpIDP1mQ3GBwOVeWJa8bwwtyVDO/Slu4tj57geTwy0uJ59o+NV+mORo0vyLW/epWwYZAUF8Xn//7xcfe59roLuPDCrsTGefB4GhedinB2uKZ7d67pfnyJywUHdvGXTXMJmDorSvfSNiaJjnGpR9z2J998wtayYiRwx9cf8/WUqQDEOt3c0rEfH+3ezO1dDsWAf5E7iZcXpDOwXUt+fXlHyivquOVnr1HnCzH1qjbUBkNYDnlIZtCSRO8J4C7Rqe4ag+kRqA4FRSikxEad0Pl7nMef9D3QbwSd3S5eKXsTodh2zrqqVQyN38nYbplY+sXkpmZTuj+W2ngBHnuVv3d6Oj2bHTn07+b2/Wkbk0SdHmJ0885ox8lF0TQVTVMZlNaSNcUFSCS9UxrXsUkIR9NFTSK3rhKBIGiaBOoFAhRAqhKryI3qD2NlGDgdFje1HcTkkb3Jeujv9eJ4gv11dfR6+l+0TIjjtRuuJDGqsZDD3/vcxnM5nyOSHCzLqaEq5EMWeQk7oDrkJTnKx0EhI4+WgKJIcmvKmDz3JRZd9vMmVdMuqanjphfep7zOj8Py0K53CkPat2JKm95H3eerTTv47YezCekGby1bz+wHbyPee/RFkaAZoiBQSnNPKvtLavnj+3O5q29z5q3No8fANLIdZRgCREjSLiaR4pgafIZEIrk/68gT74yoOJz159c86nBvUVLMmZH0/nz9Nj5Zl80tw/oxpOPhtVUO1hkprq5D9xs4FAULiVfVCGFfHyIlSHKHYqozXeiWw1apSg9jGA5+NLgvAC9cOOmM9D3CuUuk8N/JETE4IpxXPPbuN/bKbX09AFUK/rRgAZd16kSv9HQu69uFy/qe2Zj7I5F/oJJQvUpLWZUPw7DQtOMn76Y1O3qYRoRzm0J/TYOMpyIUigO1RzU4yoN+rG/9/20e6TOaR/ocCiWpCQT53Uez0U2Lgiofg9q3Zv3aPKpqAwgJQb+ONEGotojCsG6tyX5tA95CA6mApvqYevNIHGVOBDB1+OGhOKeLnm2TsMohpzgVEHRP3o8Q0DmpgA3lxew1kzCbmaRrNZSEoklwu3h2yJVHbU8IwbBm7U64H3d3H0T/tEyiHE66JaYd9ll5nZ973/zUzktBIoUkNs6Br0y37yFRBgQVoktVlP0eRkW159EfjSbGYU/G9XhQS+3JqRkNfl1ne2kpv1/wNc9d1nii2T4mnWf73sGi3L3Mm/8ZDuklqJog4G8rL+P3wz8iweMjYGhsDf+BoLEcEFSEQmTNeIo7Ol3AHe0Gs3zXPvq2bk5a3OFhOh+t3sIfZ85Ft+yrSQCXxHXl7h6DALufGyoK8GpOOn3rWtyUf4DgQRUpKSmsrD6qwVGt1/HTtU/hN0JEOzzcFHW4l2V0UkemX3sDLy1bze7ySu4ZNpAoj5OFBbvpGJ9MVtKRF3p+3n04mVFxCART2vY87LOQYVAZDJAWFX3aEq+rfAEeqf8drd1bwNrH70UIgZSSR2d8w4w1W5FCYkZbOPwKSjRoXtB9dt6MEBCMkjgVkxh3mIqAww6zkpDmjoSw/mCRkaTxkyVicEQ4rwjqBkIeLDwGuiaZtnYdb27YyMof30Wc+/ihTGeCwpLDEzoLy6pp2ezECl9FOL+4vEVXXs1ZQYGvms5xqQxMbX3Ubf84ZDR3z/kUKSV/HHLs4n2qohyadElJfnkVb2/ZjOfgWyqoQJTbxZQBWfxi3HAmrssjUFQKiiDKm8j9Pc98eEdzT1tqg8kc9LNsKsmka1QxqVG1bChxEraCgMDjacPqCdcQ4zj0e7AsyT++XsKGfYXcO3owA46QL9JUhBAMSDvy/rppHhZ0hoRaR4CXp1zBL1bORJoOxjqzWMxuAujMXbeLJ6deCsCO6hLURIOAVAmnWjjKNRTDbm1R1VZ++bmb63r1oF9m49yrz3PXEjTDIBU8moLq9aE7VD6p60V76wAXpj3AmnWVSMsOT5IuCU7JqztW8s2Xe6j0BXBqKnN/fcdhHqcX5q88zNjwOB2M6nrISHt03Sxm7t1MyDLQFJVfZI3k9k4XcEXvLnywajMAmYlxtE9LPup4rqvYht8IErTCCANcqQE6ZtjbJ0S5mTw4C0UI7hpyeOjV5HZHDz8EcCgqg2Jb8+HqzSzW93BhF7vf5QE/4955napgkClds/jThacnj8Pp0HBqGkKYxHs9Db+p+Wt3MmP1VtvglAK1VkGPstCqFUzNwLIEB8MSW8eVEypz4UoKk+Spw0MGXWLb82jP0ytPHSHCD4GIwRHhvOKXE4dz4z/ftdVbvIJgrP3w1U2TfVVVdG928mFUp0L/rJYoisCyJC6nesY14yOcfeKcHmaPvZtaPUisw33MldlRrdqRPfV+gOPK1ka5nDx303heW7yWwR1akhIbhXAqVLdXUXS7oF7HzBQ+vO/Ghn0+euY+nuw/h5zyCh64onGy75lAESoTM0fy3x1LsKTENFVyK4ZxZ5fRbC7NZWFRLgLon9rqMGMDYE72LqYv30BAN7j79U9Y/Yd7TqukqJSS13auIrvyAMO7tmJRdp4dP6VJRjZrRb/UFmy48lcA5JdWsWhpLh6ng7SE6IZQrtyaMvBYmDEKqKAnGbjC4I3XMR0mn2Rv5+ucXay45y6iXYeHRO50rMHpjcMIaqR3qCI+tZQEhx8dhdmlWXxUuJjaMjfajmgUXQEBepcAyXFeiqvrMKXEsCxqg6HDDI6s5mmU1vpASvq0zuQv144j6Vs1ej7J20LQsj0ZumXy9y3zmdKmF10yUvnygansr6ima/NUnJrK0WgT3RxZnxxtSYu20c354MHezF+wgPk3Tmn4nqSU/HL6F6zfW8g9oy7gqoHHDkOUUnLTC+9R5Q/y3spNvPOTa+mUnsLqggJ8uo5uWXy8Pfu0GRxep4P37rmOFbvyubBr24b3X3xt8SGhBbBzT1QIx0osRcNKNdFigqheg/IlGQgJrgw/SUNKSBSS+7sNJLqJKlwRvn9E6nCcPBGDI8J5RWmdH+FVMEMmMmThPiAx3YACz7+/AM+ifLxeF3c/fi3NWh85vOVMEB/j5Yt//ZjVW/MY0rst2jEe6MdiT1UlV898l5Bh8OYVV9EzLSJ1ey6jCEFcE6VIT6Q+xtCOrRnasTUAYcPkmy272FpQzOW9OpOh1/DedZc0avt3145pcvuni592HcnOygq+LtiOEBZrq3W+KQxyb/fBDG3WBoeiMrlN44not/MztCMkp58qb+xazZMbvwEkuOHxW8aRFhPDjkXrWPlSLpd89i+WPPkLVEWhRUo80x++ge35pQzp2qphQn1hegdaxSew06oES0VVBU+MGUNJoJIX5m0GDEzLImQaRHO4wZEaHY3etwhFCDJcKRSF3BwwHQgkprRzBfylbjRdQUi79kVHtRlvjL6W+Wm7eXXxWib06UJq7OEhVU9ePZYPVm0C4OoBPXA5Dn+E90nOZEXxXg76dVShNFRwT46JIjnm+Pk8raMyeKL7Payv3E7fxK4099r3UcHhxVHfWraB2et3oujw+PQ5uBWNy/sfPZxVSvCH9Ia2agIhAPplNMejOTAsi/EdT284bJuURNqkHC7I0To9gcId1dTEWYRjBIYLLEVBKrbr3DQVXCk6okxDSgH/z959x0dVpY8f/5x7p2bSe0ICCYTee0dAFFSKBQuWta697Krf1XWLW9TV/a1uUbfZVsGG2AFBEJTeCZ1ASEgI6b1Nu/ee3x8TAkhLAiGU+369eJGZueXMkJD73HOe59EFvmIHNX4rpVXVPLjsFe7oMplrUsed0bGaTBc6M+AwnVc6xUaiGQaKH1Q3eCMDjcGslbBm+3aCl2ZhrdNZ9d1WPt3yCmFncaYhIiyIy0ec3i/Mr/buoqy+HgPJe9s387IZcFz0bBaVv95yuHTt999/f0zPlraiCMGro65j4jf/Iqu2DF34+cuOb7EIhb8NuYFL4rscd79x3Tty77ihpOfmc//4YWe8YVpGZTENPaCRhuSlnfOYnNyXJLeC8CsYBZItGQcZ0D2wFCslLpKUuKMvTBUEnYx25Ff48elupCH587IlLL7lfkoKDX7IzuauwQOJCjo24fn3ve7nnewvsSs2dpeqlOfXEx5XjbCATRiBEr2qgj9Sx1qmIlVJsO5AQWH6kN5MH3L82QKH1cJtIwec8H3/Z+SNzMlOZ96BHbh1jZ/3GkuQpfkFKXqEdaRHWMeTbiMAodOYPjtn9daTBhyKInjl5qt4/bvVjEjrwKDUwFK06KAgVtxxD6X1btqFhDR7rE2RXVJOsN1GkbGNnDHL0Afb6WgJY4R1JP9ZuQlhAAYoDoFUDYQOMkLDCNaRbhV7spvychd1PgdlXie/WbGCHqG96HqCviymC5s5w9EyZsBhOq8kRoTy3HWX88z7C4BA6c2QPFA1wBVB1Y19iH57M74gO8tWbGfK1SPadsDNNKZ9Kv/atA4DyVWdurb1cEymJrm76zB+t3kBKDq6NNClwdqS7BMGHEII7h13bPnVM+XJ3uOZsz8dwyeQRU5qJMS2iwSlAKlKFATtYk9esOH/LVvOwsy9KLqOWmUBFeoqJbfO/oC5P7n7pPvGO6P4ZY+7ALh0/uvU7XERHl2DFBJ/XgSzr32cywvfok5KtAQDS7Vg2/4iJn31Nium3984K9FcdtXCLWmDuCWtdQoFHOmWEf2Yv3E3O7IKsaoKkwed+mbLuB6dGNfj2MIADouVpNDWKYn78jfLeX9VOiDpd+kWrE5JDA5KvRK3WoMCGMhAGegoP7qq4StVsLpVDE1FWASe/BDqotygCjRd4ghys6Ew3ww4TKZmMAMO03nnqn7dsFstvP7lCvaUlx3qxwSAwIKvYwzC7cHW/vxL2u4fl8DaO+5HNwwina1TKtJkOtNu6Nif8YmdWVmUyW/Tv8ZpsXJthxOXaT0en6bx6qLV1Hi8/OzykYS7WtY1GyDC7uSFQVfyq8ULUSogqBDeKFjPXyb15b6b2zO2V2fiok48+7kwbxczy1ZBBwnZVrRgNbDm34CigrpmjeWhTqN4dtl3FMxuj8UhsSaFcPPsT/D4DUABITGs4HVpeOt0NhcVMCTh1F3iW4NX01ianU1csIv+CceWGD6SEIJnp09g8fZMfA6NtLTTu/iu9XipqHeTHNmy3kknMmf9NryahiukHhGkY1Mg0lGPW7NzWec0kiwJrD9wkPtHDOb6795DLVWRDhuyQnC44oBEkbKx0pxFNbikfcoZHafp/GA2/ms5M+AwnZcm9ExjQs80NmUf5K43PkYWNiQ5uiTVA6MwIlz8/tUFDPpbe6LCmteHoK2F2dum0pbJdDqiHcFM69CPq5J7owiBIpq37OvD1VuYtWozhiFx+/y8dOMVLR7La7uX8uaelShuCyH7QTHA4obMilL0HlY6Jp24ShPAi1sWYxBo0iejdCi2Bm5sKJJ7hjVvZqaswItQFdzh4HRYKVHqEWWS0EQLFV4dJNjrBL4QBVmmMGPmbLq1j2Tujbef8aVmp3LXF5+zpbAQKSUvXnY5U7p1O+G2Gfkl3PrqR3h1DV2R/H3HGl67bAqT0068z4kUVNZwzd9n4tU07hoziEcuC8xMSyn5YHU6ewpLuW/8UBLDm79EdnhaB1bt28Mlg7eQ7w7F7tIQwK0plzAsphv9IzW+K8zimk8+wFZkQzUkQhNbEVYAACAASURBVFiRhmy4mSUxLNAhvoziuhCsqsFzA6aQFGKWNL9YSTPgaJFzYyGwydRCA1LbcWPvvghFgBAkE4ZdhOKsUPD7dJ6fvaith2gyXVA278rj5XeXsHXPweO+blHUZgcbEGjcGUhMDnx9OlYV78O/xYEosFOXKNAPHU6V/Hf3avLrq066f6IrDFUogTyOxEiiXS4UIegeH8O9Y4Y2ayy9k+KxqipOu5W42BBsqopNtTA9YQB3JfcnKF9F+AW4AzMoAsHuvHJ2lBeTWV3KyqIsNMM49YnOgHX5edT5fbg1jSXZWSfddmdeMQDSAKFB6C6F3/xlHi9//kOzz7strxDNMPBpOt9u29P4/Io9Ofx1wUo+27CDJz+Y3+zjAvz5xiuIC7OxcNlgtizqir/YQhdff25LvRqABfv2sqkwH9wC0fD5I0WgiJVFgFXS8bIswkM8RKsegnXJhMTWX7JmMl1ozBkO03kvKigIq6qi6TqGZkBDB1lVSn5YvRd5jzzrdwpNpgtRZU09P3vpU7x+ja+/38bc1+8nOOjMlAi9YWgf3H4/NW4v94wdfFrHui15BFvdC2lotoAvTKL1rkcoEnQDu3L8X31SSjIqS3i2/xW8sXsVPkPjqb4T2N6ngJ+v+IJMSx4fZW1mRqcTJ27/2LC09nz44Awq6tz0To7j3c3p2FSV2/r3Iz0nn8837EACPrsfWW8JlKS1GuyozOe5LQtREAyKac9bo2ec1mdyKh9nbkGP8oKU2KqdXNujx0m3H9M9lVcX2PHrOn7FoLpboBzvzOUbeeKa5pVmHpHWnvaRYewvq+TBS4c3Pq8qgfWyovHr5lMVwb4CH7LhcqcqL5TPySf9u3f539hbcFoDuSPSIjEsAkUDRUg6R5ZTVBfMfUP2Mt8ZTk5OEKWF4QgEz3y7iJevbPkMnOn8ZnYabxkz4DCd934yaRAllbWUVdczonsH/vL24kDQYYCzHBau2c2k4We/+7jJdKHx+fTG7uq6IfFr+hk7tiEk69Us1nlyEft0HuvZ8n4iE9p3xaoubhyfxQ1+r4qhKbicOitL9jA1+dgck8dXzmVBTgZCCGZPvKWxa/azm77Bp2og4Z+7ljcr4ADoEn94CdcDQw8vyRrSMZklv7wXKSUzs9bzj40rQRdYQgy+PbgLjx64iF9RdPLZhtPh03QeevcLVmflosYoaDE6twzuxegOKUCgSePstVsR1bWU19YT2dD3IyokiIXP3M3MJRt5fvfSwNWEDkpk82engh12PnvstmOeH57Wnl9OHseeolLuvqTlswohFpVqTUMokhwRistSx7bqfczJ2srNaf2Z0aMPC7L2kJQYSporipsHJNM96GWQ+xChzzJBi2J6xiyUGlB9sG7vgRaPxWS6WJkBh+m857Bb+dXth5tFzfx8LSVF1SgaIKC21tN2gzOZLiCxUSE8ecelfP39Nq6d0JeI0DNX2GBp/h6WHMjG55e8unUVN3caSIwj+NQ7HofNYmHeE3dwz6ufUJxTiWKRWIqsKBGC8r0unti6FGOqjat79jxqv7n7d+E3AmVR52buagw42gcfLkBR7/e1/E0eR3hQIGfr0d5j2FyRx4qiLAJhksChWlAQDDtJF/umcGt+/pi+kBJ3Lb/ufzkdgg+XAF6XdYD03AKkAdYiC5Y4wbSOhz+Xr9N38dK8H7inezzj//IGd40fTIm7nnK3m1+OG8Ob36zDaVWp76Rj8Sl89uBPmjSm5RnZFFfXMaV/d2p8XlShEO48On9tRU4OszO2M6l7l2N6kjTVgk27qfZqoAqklNiT3FRXBqHadWyqihCC34wax29G/bivxpsA/Hv3SmbtXUhqXDRVe0sRUlBd4qakupaYFo7JdP6S0iyL21JmwGG64Mx66XZufOwtqqrqaZcUyZWje55w2xp/NV7DS7TdLG9oMjXFtHG9mTbu5F2lW0QKfH4AgeYH72nOnrSLCOOzZ37CsE/+jFaqYM1wEGgrDQjBn5b8cEzAMSaxI6v35kCOYFZmOiHAQ0PHcVfnoXyWvQWvrnFbl9Yr53tb2mDWleSgCMFDPUbxG/tEijw1DIxKPuW+hpR8u3svUsLE7p1RjlhG+s6etXyZsw2/obP3+1JeHnINA2MDfTBSoiOQUuK0WokKDeLja2cQbj9cIayizo1P9yMcOmJQCf89uAhfXhhSGmRXVJASF0F2YTnBO+GNn00nJfLU1QFXZ+bws/fnIoFvdmSwquwgAnjt6smM6xTo/+HTde5973OkX7J1bwHdoqMYntKhWZ+nISWGOLKQYSA3Q7EY6LUWrkk5+ffx5rI8Xt62FIAiWYszMgi9LNB/xnKaeUam85eZNN4yZsBhuuCEBDuY/9ZDp9wuvXIz/9n3TwBGRY/hlg7HTumbTKazY3hcCg7Vgt/QCbLYiHGefnU5p8XG/GkP8/BXn7I/ozpwexIAidtVzvbKXHqFt2/c/j9jr2X89n9TJr1ICW+uXsuN/QbSzhXOkkkPM3PhBhyZVuo7+QhyNL+h3qmMT+zMumlPoCCwKirPrVrEptJsbu88jOt69jtqW6+m8bu535FZUsYTE0azLjePt9ZsACCjuJSfjT3cg+hQZ3cp4WBtNbcu/Ih/j7+GS9p1JCkyjI8fvpmdB4sZ0y31mCp5Uwd050+7v0FYJEIBa6gfj9DQbYLdtSXERrt4dPgo+nRIoFdKfJPeZ0VdYNZZ03S25RfhswSCy5mb0hsDDgD8h5K4YV9xRbMCji+37ORXXy3CabMyLC2J9YX7saTWgoCY4BqCgpKO6nh/PNk1pRxqIImQjO+dijtfcvPwfkScRtlmk+liZAYcpovWV/lf4Jd+AL4vWcKNyTOwnCCZ1GQ6U9aV5FDpczM+ocspL3guJqE2Bwun3s2qghwuadcRu3pmfhbbBYXz0fW3M9D3EtIh0ZPdqELiiKrjN99/xRBbL564fBQ2i4WC+moKvfVYGgo4+oVAMwIXw298tpovlm1HArlFFTx375UnPOcz3yzik/TtOK0WPr1jBp2jT16G90iuhs7gz69Yyrvp2wB41vsFy7NyeWXylMaZi5lr05m/PQOvrvPAh18wMDUJtz+Q87GtoPCoY97eeQj7a8qZs28bPq/ALzVW5gc+Z4BOsVF0io067ni+LdqNCA9cdksJui6wOhSkEZhBqPZ7UaLVJgcbABN7d2ZvYSkFVTXExoXwzsZNSGBil86N29hUlQm90li8PZPIYCdX92leHt6fFy1HMwxqPF7soQ5uShzMgv2bCAsqp2fHRJ7uce8pjzG1fW/+vG0RZR4PkXY7f54wBdsZ+r40na/MPhwtZf7kmC5aiY525LsPokudUGsoqjCnyE2t6+uc7TyzcR4CuCq5B38aPKWth3TW+XWdzzfswGW3cWXfrkdVkOsQEkGHkDPfsNNv6Bih/kBvBQtouqDebWNvRj3Zvq20Cw/lJyMG4LRYkVLBHxIYk+q2UVjqJj45gsLyGnwNy7wKy6tPeC6vpvHxjq1Il6TObXD1R2+z/KcPEGkPadaYKz2expvrEsH3ch2vb4jkkk4d6REej2bojX3pDCl5ZMxwthUUgZQ8OmbEUceyqxZ+P/AK1uYVUKjVYmAwscPxu8AfQ4JVtWAYgrpyB0ZhUKBsrA4qIEMkHcIieOWb5ewuKOEXV11CWtzxg5dDVEXhsYkjGx9P6NIJVVHoGRd71Hav3jiFuqt9OK3WQCfwZugQGU6V24OqCGp8Xuasy8HjV6gujOOty+8mzH7qGQqLorJ68pNU+usJtwaZ1Q5NptNgBhymi9ZtHW4nzBpGtVbN5ISp5i8TU6tbX5qLR/c3fH1xVrr567creH9lOqqioCiCK/p0bfVzBlvtxNlDwAOqIfH7LdRUBmFzgMUnGi9mox0ubhnYh/fXbQMpkbVw66sfMe/Xd/Do9WPILapE0w3+7+bxxz3PwbpK7l7yEXq0P5A4EARC03lh2xf8ZVDzlmz+ZvR4VmZnURFUjnDo1FU4+Vv+Sv61dyV9E+J5c8QMdhWUkFlSxlOXj6Fvu3jWPn7/cY/l0zRmrdvCtVG9SesXSffoWNqHnLqj98qsHJ77ZDlamIIryU5wbTjVDbPCKCAMwcCodvhrNT5YvQW33889781h2hVdeaD7SByqtUnvtU9CPG6fnzqvD5f96KVqP37cVP+cMY13Vm/ko8x0NtTmgSYDy7OaSQhBhO38ah5ral1mDkfLmAGH6aJlV+1cn3xjWw/DdBG5NW0Q8w7spF7z8bPTKPt6vvJoGrO2p6PpBpphUOU+exXknu13JdvXpKNKA58mQAEZ4+P2XiO4cXCfxu1+d+kEsgtK2bA1H8UQSCT/2raKF0dOZs5zd5z0HH/ZtpTM8jJADSz7t0jCkqv4Ons/u/a8x/+mXUeMq2kXr6F2OyvveZDbF7/N2rJ8tFor0iWp98H6fYVUDqnn7zdMbtKxXly4jE/TtyOl5LLunZl43dGzG4aUvJC+iLUlOTzeeyzjEgJLm15bvgafZkCZFU+UjrQYqIrAMAK9MewWCxPSOhEVEoREYlEFJXoNb2asRkrJ471/XPnp+LbkFnDXm3PQDYNXbp7M+B6dmrTfyYQ7HYzrncqb+euo9/uwRig4PBYiUqyU6DXEYAYRpuaTmFWqWspcQGy6oO2rzWN16VY8+pktZWkytUSXsFjWT3uCbdc+zeT2J66edqGq9Lpxh2n4Qw30CMmI7s2rOnQ6hsZ0Agn+kiDUagtKrYoErhvU65jO5pMH9kCqYCDxB0t6RyU26RyxzhCETWKpEij1AquhU1wVgu5V2VNWyuyd25s1ZiEE7112N0/1uhzpkBy6Qa/p4PaeuIrX+pw8PtqwtTGg219egVfT8ekGOeWVx2y/siiL2dmb2V1VxKOrP218fkBSIk6rBUUIdEWnJrQaPaaeAT2ieWzkcH43cTw/GdQfm6oSZLPictqgQyCPRG1Gt/mvN+/C49fw6wYfrdnS5P1OpX1IeKBjuADa+/B0q+OAo4wHVs4+Y+cwmUxNYwYcpgvWypJ0/i/9r7ycMZMn0/+KIY22HpLJFCipeZEmi8e7QpjRoy+2eAvXDetFckgYAF6/xq8+Wch1/5jF0l37WuXcTouNMEtD/gECoQkos3Lln9+hznv0DYnru/dh/NhUcAjsmsrsBdsb8zeOJKVkfv4S/rbnLTJqsrg6tjf2zUE4DlhxZlmwBhl0tEdhr3FhVVW6Rzet/Hatx0tuWSAw2FeTz4TUVGKswYdqu6IaCgc9FejH+T9tTXYuP531OS8u/IFb3wlcWD85YTSxIS4iXU6emXjszFqEPTBDIYBQ6+EqVU+MH8VLUyeSFB8auGgXIJwGYeFWHho1jOv69EQRgi837aS8zo3Ho3NdfD8e7jGG+7uPPOY8JzKxdxfsFgs2VeXqASfvcN4ckY4gPr3yVh7sPYxIx+GcjXrNf8bOYbrIyEDxhDP552JhLqkyXbCWFm/AawR+seTVF1Huqybafup1yyaTqfX8YdQE/jBqwlHPvb8qnflbM/BpOk98MI/lv76/xWv3TyYxJJRwu5NKjxtFA2upFSnhm60ZDEpJIiLEgQ+NIIudVEckq9U83D6NrIoK3luzibtHDjoq12tF6Xo+yP0Sr+FjQ/lW4nMvBSOQKSAMwWPtJnLXqCEs3Z9FpMNJ/4RTz5TsL63g6r+9h2ZIhveJJTcuUKnqD+Ov480NeyioraI+sZyfb5jN6Lg0/j70hqP231VYgi4N/LpBVmk5Ukp6JMSy7PFjqzJ9V7SOt7O+JNoezh8GTuTjfVvYVlHIxAX/4u3RM2jnCmdS9y4kR4WxfPkyrH4bPWJj+P2AwxW66rw+Jvfrxrwtu4kLDeHpkZcSZGta7sYhgzsm8d3T96Dp+hlvptc1IoZfDLyEkUnJPLRqDro0eH7gVWf0HCaT6dTMgMN0wRoS1ZNNFbuRSEIsQawt20aXkA50Dml/6p1NJtNZ4/FryIZbfYaU6EbrzEaqQpAogqmr8yD1QyuUJL/7fDGKEPiFgaFIlCCJVEHRBdKu4BcGr/2whqjgIK7u24N15Wso9hZT69fRpN447g6xLixWge6XhDjt3DS4H4oQXJra9JyE/yxZi18PvP/1u4oIjwncNNlctYdPr76Zxfm7eWrDZ9TrftaV7udAZRWPfjWPKo+HP15+KVf16sq7azZTXFPLfaOHnLAYhlv38o89H6JJnWp/LS5lI9srS/EZGvtrynlx62JeGjiNh979kr2FpTw5MIVd1/2icf99JWVc98Ys3IafOJeLr392J2E/6hTeHK3V1yKnOovnV31DTFAUqyf/DIfFahYIMZ0WowXFB0xmwGG6gF0eP5xoWzjZdfl8lLuQN7O+QAAv9HmYbqGpbT08k8kE+AydoCSFxNgQamp8PDxhOLlllby7YhOX9Uzj8t5NLN/aRLmVlYFlVQ0BjmxoQ61LiRANsxNVgb/90QbWOoGUEp+mkVlSxpLixXx68BM0QyPI4iLaFkGxt4xLYoZyT+o44l0x7Cov4J4RQwl22Js9vgGp7ZibvhtDSoZ1SWSfKEQRClPaDQdgRGxHOobEsKe6iEe7j+NXCxexvbAICdw5+zMcXoW+CQm8MGMM66t2s6pkNyNiup3yvJKj13ZICQu37mHrgQI8fo38ymp+8fk8LunWkau6d+fuWZ/iq9FRhUKBo5a/rPqOP156bs0c+PRqpn06i0q3E6gnq/J/fDj11P03jiT1QmT53WDkQ/DPUFy3t85gTaYLnBlwmC5oAyK7oyqBhFCf4UdFYVtVphlwmEzniGc3zmfugR3IdjChXRduHNqX0c/9m/I6N4t3ZNK3fSJxYWdumc2AXnGsTj941HMSiVQk3iiwVgmkBNHw554xA3lr2UYiXUHMGNSXeeUf4DMCOR8e3c2Lvf9IiDUEpOC1VWuYs38DWkQF36/ZyLzxT+JUm7c0bPqgXkS5gvDrOpf17IzHuBpVKNgbSswGWWx8Mu6njdt/vXZ/49eiDjSfwcZ9B3nkk33YUqr5sGozr0yYwYj4Lng1jTmbd9AlNpLBHZJ5pMsM3mlYUvVE9+kkWLfyRsYaEoNCebrvBAqKavHpeuDzkZK56zKYtyED670CxXLEXV4dttXlNvNfovXV+rOp8jgIzGVJtpQemzB/KrL2r6DvAwyo+TPSOQ2hmEtzL1aBBpjmDEdLmAGH6YKXFpyMTbE2/tIcFHHmkhJNJtPpSS8/iEcPVDbaWp4PgNNmRa33oAiBVT2zCfYvXXYl1xXPpOSgFwMQqoHAQPEKVA/oDoEhASH5zaRL+EmvwTw2ZiSKEAghGC5GsbFiAxJICepImDUMIQQ3fzibdXkHAYkodRLZtY4av6cx4HBrPl7ZPZ96zcvj3a8iyn78IEoIcVRZ2CDl5LMkf7z8Uu777EuKamrRhNb4vGFIatZHI3W4N+9zpk5KZtGScupKA8HSM9eM49bBQ5gQN6Rxn0d7XsKjR5RrTuoYjqujlcqcQLUrQWC254MdGykurg1sJMFSpXBlYt8m/gu0Hp9Rz+7KuVgVJ13DriDU1pl2UR+TVxoBAsakNC1p/2gOAvV1DAKBS+AGVqXbQ1FNLWnRkagXaRGIi5PZabylzIDDdMFzWZz8a9Az7KjaR4orkQRndFsPyWQyNXio+2ieWv8VAA92HwXA/356PfO27GZox2Qig4PO6PlinSHMvGYGt787hxqPF3+1H+FRApeSbkl9LCAEhk2nU5SCIeVRF5QrSrI4UBuBEBqRlmiECFyEr887NGsikD4rd6ddQqwjtHG/97KX8/XBTRjSQJcGL/afcczYvt22l1cXreLKvl154NJhTXo/naIiWfzTO/FqGo/Pncf32/ZhcfpwdPTiK7GDIZCawnf5O6iqj8AqVSSSN1au59bB/Y853rLCffxszWcEWWy8M+Zmnh0/gcffng9WiWE3MKL97MwtxmhspCcRuqB7TFwz/hVax4K8pyl270QIhVLPXvpE3Uu7xHoiwqvQcHBTz6b1BTmSCPk5Us8DPQeCH0coIewuLuGmmR9jSOidEMfMm6ejmHkhJtNJmQGH6aIQanUxPLrPqTdsQyW1dWw4cJCByYnEBp/ZSi0m07lqcvuejIxLRQKR9kBwkRgRyk/HDjn5jqchJSqCHx7/KSv27Oexd7/Cjx5YKiEABAYGMlTnlgWLCWY56295CGdD5aVazYPPEBio1GqBO/91Pv9RGRCxLhf3dh7PzqJidhWXMKlr50DXbRmYJXCcYJnV775YTFW9h38vWcsNQ/sQ1Yxgy26xIBPzSAgLdLCv99oI6h5ObYUPV6KXktJQjCQdWSyxVqm43cfvTfSHzQuo8Xup9Xt5bedy/jb0Gv6XtAmkQE/0Ybh0aksEYG0speswBCPbd2zyWFtLiWcPOn6QUOjeRqy7DF1YMRwGCn4yaw8wNm5Qs44plHAIfhj8m8EamB3/Yvsu6nyBZP6t+YUcrKomOTzsjL8f07npYipleyaZ84Am0zmg1uvjqjff4+l533LVGzOp8Xjbekgm01kTYQ9qDDbOpiEdk+jZPh5pg8ToEDwRBFbNKGBYBAioxcui7MzGfe7peAX9IjrRLTSZX3S/EQCXzcqAxARsqopNUXhq7GgOVFZxw/sf8+yiJTz0xdccLNapq7JTX21nYszA446nb3ICDquFmFAXoc7mJ5z7ZOAiWAhw2DTeufJG1t73KJclDggsPheghxlYgyX2XlVM/f4V9lQXYkidLeVzWVX8LsmuEKyKil210CkkCoCb+vVGaAJRYkUvcuCRKlqSD9HOg5JSjxJkpfYc+D+rZ/g0VGFHFTbsYjLZFW4iLOE4VTsOxcbY2OYFGwDSl44svx1Z8zKy7BqkXkbfxHicVguqEIF/ryZ2jzeZLmbmDIfJdA4oqKnB7dfwaBqGlBysrqaboyXrjU0mU1PZLBbeu+9wH4sZr39AelERyaFhZMoKDAwUQzAwvl3jNpH2UF7uf/9RxxFCMPOm6azOOUBssIsecbFsKygEwKNpFNTUUpZfR02VDZuiklFWzvCElGPG8+ptU9ldUExqTOQx3c+b4re9buH+9X/Do3sZGjEYXercvuJN4mwRqIqCYeioDgNHN4161U1dvZvXMxZxc4rKurIP0aXGgJgYIuyT6B2Rym1pQ5n1wyb+9vUK7u4fj2GXyFADqi1oPhuOjhUY+4LQDINqt5fQ0yiL21RSSnx6HqoSikU5elZhWOwDdA27gm9z83lq+WqEyGFATCd+P2wwCY5oIu0tmIXwpxPI3/ADNtD3cUW3IdhUlT0lZUzp0RWH1byUupiYSeMtY/6UmEzngE5RkQxtn8QPWfsZlJxI5+ioth6SydSmDMNgw4q9OINs9B50dqrKffjQzY1f51VV8nnGLq7o1IV2YaHH3b7S66a4vpbO4dHYLRbGdjo8zl7xcTwychhrc/N4csxIyvz1PPLd18QFBTO5U9fjHs+iKvRKim/x+Nu7Ypg/9vnGx7cs/y/7akvIVyuJDndQ4tZAgEcxcDVUveoSGk9B/Woq/OBUDHRRRLZ/I9WVmdwuhrJuzwE03Qgkh9cJSPahhHnRaywY6cEkWCK5+bL+vLh9KQty9nBX90E8M2h8i9/Dqewv/wVldV8hhELnmLcIsQ9nY9kB7KqF3hGJRNhT+OFgOu6GQgSrC3PpGXZTy09oHw+1/wCsoESApRcAl3buxKWdm95fxXRhCHQHNwOOljADDpPpHKAIwZs3XoNP17G14M6myXShefLJmWxfvAdFCB761VSm3NB6OR3HkxQWziNDhp/w9b2VpVw97z10KbksOY1XL5l21OtCCO4bOpj7hg5ufC799kdabbzH0zcimb01RQDc0XkYr+5YCcDdnYbTIyqEvLqtDIqy8++sLGyKk1LpQtMF9evrKFhhMGr4C/jjbUjVAgL8cRqqKhEKqGEaYRud/PMX04iKC+a5T75Dl5K3d21oUcBxoLYSm6ISFxRywm10o47Sus/YURvDxtoUutW8TY47ix01G/FqFqYnTeH+bmO4pmNPlhzYhyoEoxJTWvTZHSIs7SFmMWj7wNIToZz9pX8m04XADDhMpnOIGWyYTAHbN+xH0QM9Mlat2H3WA45T+TZ3L25Nw0Ayd/9u/jFmapt1sC6urmVpRhajO6eQGH54NubJnhO5NKE78c4w2gVF0Ccylg/2pbOhLIdZ2bsJcbmZdSCdOLtC77AaALIrYyhZGYWnSxSiAghxw5haDF8irk0WvJGBZPPBEe15/o9T6RAZiSEl/aITSS/N58oOp24y+GNz9m3l1+sXIBD8b9yNDI1rf9TrUkqW5u+jzFNLYWVXigyVviEH2FOfQJZnJcF2SZAV5hcs4v5uY7isfWfmTrmDUk8dg2OTWv7BNhBKJNgiT/s4pguDWRa3ZcyAw2QymUznnEHX9mHjWxvAonDzPZeceoezSErJ0p3ZGA3lajqHRbdZsAFw21uzKayuJczpYNkvDnfSVoTCwKgUAOYeXM6zm76l2mNFKBDmPFRjSlDoDaM3BQCMjopleVp4oOStIcGtoggIszvxpako5cEERUvWlh/gyiX/Yf6k++gQHMmcSbdS6fUQbm9+HseCAxl4dR0BrCzcf0zA8f7eTfxp0xIo0ogM70taWgHVdS6SHOXs9wbKnAsB8S5n4z5p4VGkYS5NNZnOFWaVKpPJZDKdc1742TXMXPlLvlr3LL37dGjr4Ryl1udje14JapkVpdJCaG3bLrPxajqabuDT9BNu82X+92hGYA26oQvqPLaGUr4Su6JxqK6vVU3H2V4gFQl2A5HgQSu24cTCp9ffwvRuvag03IDAJ3W2lAX6jwghiHA4WxR43dtjGEEWK1GOIK5O7XnM6+uKc9F3C4wQHyUOByty0/h2Xw/yPJFMjB+HQOBUg/htr7uafW6TqbkCeRxn7s/FwpzhranSCQAAIABJREFUMJlMJtNZd7Ciile/XUX76AjuGzfkuN2aY0PPzX40LpuNGFcQxXV1WA2VIcmnXrZT5fbw0LtfsrewlJ9PGsVNw5rfmXtrbgEvfL2U7omx/GrqeCwNXdjfuXM632zLYEKPtBPuG16bRLgnizoRmNXwaRZKK0OZmhpCmb6ZfF8YFYUuVmoOqmPr0EIDfUNsO12oNnB1sNEjJpZFBzNABaXUglQllQVedlmL6Z4Y23gur19jc24+3RJiCQ868YyHlJIXNnzPgpwMHus5hnt7DaGovpalB7LoH5NAuCMwYzE+rjNzI/ci64LAqjXeKt2Tn8Cdnfpxe8p0VKG06SyT6eJhJo23jBlwmEwmk+mse+KD+Ww/WIjdYiE5Mowp/bu39ZCaTBGCObfO4KMtW4kLDub6Pr1Oun1GSQnT3/gAvcZAAH+et6xFAcfTsxeQU1ZJZlEZo7qkcGnPQICRGh3Bg+MCnckPVlTx1McLCHXa+X83XYnLbuO7HZl8u7gKvxGB6FePFOBQrfxzxM2Mju+E21/OwP/9m3q/FWHVsUV6sQUFqjzZeyn4PZBVWs6Q518nMSWY8lw3aqUFJLxycCWqspo5j9xCakwgz+G+dz5ne14RLoeNRb+4G5vl+Llpm0rymZWxGbfm5y+bljEgJpE7FnyKBByqhSXX302Y3cFbe1cj9YZjSEBKdEOQWRTDT77/kN/2m8z1qc3vsWEymc4ec0mVyWQymdqE4Py9UxgXEsxjo0ZwU78+x52dOdJ/129Ar9EJpMBDWFDzmvrNyd7MwK9epETWYLOoSCDmBLM//16yjvTcfNZk5jI3fRcAOWUVaIZEILDsc9AzNJ6pCb0ZGRso42tTw/G4bVhqVJRKK0ITOFQrV8X3xG1oyP2B2Y4at489OyuJFi6EFCgI/LqBQFBcXdc4hr1Fpbj9firr3NR7j9/RHCDUZkc2rCkRQrCttAhNSmr9Pjy6xrbSQnyGzo7KIgy7gWE1kOUWQlUPSqWKCNPxaBZ+u/FbPLq/WZ+pydQSEoGUZ/bPxcIMOEwmk8l01r1y81VM6deNe8cO4aq+za9sdD5JCQ8kYYuGEGv64N7N2v9P2xZSp/nwptZy6dAU/nn71fRJPn6/jv4dErBbLAgh6BofaB56/eDe2CwqihAEex1kFBcxJ3czT86fCwQu9m1uK8IQKJrC9PBhbJn2S8bYuyFqFBCHFppL0CWRXis3DOnNTcP6MqxTMreM6MeQjoeXlb14wyR6J8Xzf1eNIfyIRO4f6xwezV9HT2Zaag/emTCdMe1SEUCQxYoiBN0jY7Eg0OttYJVgD+SVGHtciBg/h1ZQKUKc18GryXQxMJdUmUwmk+msS4wI5YUbJrX1MM6K+4cOITO/lOXbsumVFM8D44c2a/8OwVHsqy5BqILrh/ZhaEzyMdtU1nt45pMFSAn/uv1q4sJC6BAdDkCI08E3T97J6sxcPs7cyCZRAQosrNoBTEUAFkWgG2BVFOJdgdK6CdGhWLOd6AQa/wkfBBUZFCTWcO+EoSSEHL9nxuiuqYzuemyzxqy8Uv705iKCg+z85r5JRIYFcUVKV65IOdwIcf41t7O5OJ8Rie2Jch5KxhcE4gmJtIPhtYDwMy6hEyWeenRpMHHBv3i81zimdjj58rYzwe2vZl7+05R7s+gZPpWRsQ+2+jlN546LKM/7jDIDDpPJZDKZWpFVVfn79CkwvWX7vzPqVubn7SA1JIqhMSnH3ebT9dtYuScHgAEpify00+GgJCO3mJp6D1cP6EGVrY6Nu3NAgheNhfnpdA1NQk2uQxRYwa5xRe9AB+0wpwM9RGDoCgiw10r8IQJ3mGD2lu08NurEjRGP57evzSPzQCmqInjtwx/47f1XHLNNalgEqWERRz03tWNnvsraE4g7hIEnRCIMuCK5FzsrCpmVuR6/NPjlhq8Zl9iZEGvzlqw1lZSS0vJHMTyf0U+x8j3J7Kj8iu5hVxJpT2mVc5rOMWan8RYzAw6TyWQymc6yLz7fwKyZKxkwMJWnnp6Mqp54hXOYzcmMjidPiu6eGNuYS3JkxaiV27L5xT+/RkFwy8SBhPcIQvMrCAQSyaL8XUh9C13iCtnpjMBlsVHkraYTMfz+myVITYIERVHwxCtgEdhsKl1imt/jQlWVQOcPIbA0scmplJL9WyuwGWA4JIbPgh4KLsXCiNgUdlQUnLU7zoa+H93zJaqAEMVPJ2sle/xBWJTm9x4xmS42ZsBhMplMJlMrq/P6+M/StSSEhXL94F68/tpiDEOycsUeduw4SJ8+xy6Tao4RnTvw+WO3AtAh+vAMwc7sQvyajmFINmUcIDOzGmIVpCpRVRgcsQ2vfynTkzQWF/WkxDeEFFc0umE0lpkVAhxWC+ueepDPd+wiOSyUcZ06nnQ8bp+f+VsySI2JYEBKOwCee2Qyf3l3CaEuOw/NGN2k91Xt8ZJbUo3NsALgCzHQwiVLr3qIWGcID/UYze7KIvbXlvN4r3GtNrsBIEQwDWu7MBC4DSsjYx4m1Hr8fBrTBcpcU9UiZsBhMplMJlMru/G1D8gurQAgv7KKmJgQKivrAYiLDT0j5zgy0Dhk2uheLFqfQXWdl/uvHsEd736Ks8yO1aaw4dlHeD9zGpvrEwhRPVzf3skrmx1c8ukbtHOF8vrl03j+2x8wdIPEsBBC7HZ+MqBfk8by9OwFrMjYDwJm3X8j3RNjSY6P4O9PXdes9xTqsNOjXWxD5SsNESR4ZsQlxAYF8kfCbU5mjr2tWcdsKUWNISj8VQorfk+J7qJLzEukhTZvWZnJdLE6ZwIOIUQy8B4QRyB+/K+U8u9CiEjgYyAF2A/cIKWsaKtxmkwmk8nUXIXVtY1fb8kt4LV/3sGqlXvo3qMdcfFhrXbe2IgQZv/xjsbHz02/nI/WbOHOMYMAnY11kejSoNZwsKculdyaSvyGTmF9DZsr87m7b3+eeu8bsqwKT341j3tGDaFbZMwpz1tcXYtb82OJkXydu4MuCdGoovmFMYUQvHvv9Wzcf5DwECezDqwj059Ppc9NuO3EFbBaS6hrKqGuqXQ562c2nSvO9RwOIURH4FdAmJRy+o9eGwv8EdgBfASsB/4J+IDvpZTvt9a4zqWyuBrwhJSyBzAMeEgI0QN4GvhOStkZ+K7hscnUqmp9bjYW7MOjnbiGvMlkMjXV7665FKuq4LJZ+dXU8URGupg8pT+dOsWeeuczaOqAHnzw4Awu69W5oStI4DJAETZCbO0bV4sIIUhwhfDa/FX4dR0pYcGqDK6ZO4sKj/uU53l++kTa9wrGn+xlZv5aXt+5vMVjtlksDE/rwPsH1vNJdjqf7d/KM+vntvh4JtP5RgjxthCiWAix/UfPTxJCZAghMoUQTwNIKbOklHef4FASqAUcQB5wLTBHSvlTYGorvoVzZ4ZDSlkAFDR8XSOE2AW0A6YBYxs2exf4HniqDYZ43ihyV/PM5k/ZV1OE06Zzf9oEpiU3rwzjxSynqoQH1v8Jqego22zMGvMsEY7jN9k6l5S463hi+TwqvW5eGDGJXlFxAOTWF5JVm8+QyB7sKCnmteWrGJ2Wyj0DzO8Jk+lsmdyvO5P7nVvd1G2Knds63Mvc/E+oq3Lx0ZIaLktJo9hVy4SkzoxP6sTipL3klAQWFWhOAykVStx1RDhOPrvQMTaSfl0SyN5fgk/X2F9bftrj3VyW1xgQrSvJOe3jmUwtIdsmh+N/wGsEVgIBIIRQgdeBywgED+uFEF9JKXee5DjLpZQ/CCHigFeA7cC2htf01hj4IedMwHEkIUQK0B9YC8Q1BCMAhQSWXJlO4o6V/yW3rgakQM2DlzO+5PJ7+uO02Np6aOeF93ctRao6iirRhI971v2ZeztPYWLC4LYe2jEqPG5umvcx+6rKSQ0PJ6umDF0aPPj9Fyy77j7y6ot5dNPLCCDBEcMPn1uQBqzfnM9Hm7dxR/9B3NrENdkmk+nCMyRyBFpZOx799mvcvlqKKt18/thtjfkg4XYHii+QKq1FS67s0JnO4U2rUPVozzFkVpdiSMnPe4097bH2jkwMHA9JQtCZyXsxmZpD0ipLqqKFEBuOePxfKeV/jzqvlMsaro2PNATIlFJmAQghPiJwk/6EAYeU0mj4sgKwEwhUkoB0WnnVk5BtFKqdiAiUgfgBeF5K+ZkQolJKGX7E6xVSymMy44QQ9wL3AsTFxQ386KOPztqYzzW7qvIxDv1A6KDUKqQlRGG1HRtf1tbWEhx87t+9bymJxGv4sQkLShPXD1d66yjxBe7GaTJQxlEVkOCMJNhy+K7eufDZlbjrKKqvbbzjIkTgPdsUla4RMdTpbgrdZRhIhBR4q60ELh0kUg3sEGq3ExsShM/QCbHYGyvTtKZz4bM7X5mfXcuZn93x1fv85JRWYEhQBKTFRWFtKFu7+0AxUkJ0sBXFYicqNOgUR2s9upQU1FehS4OEoDBsStNK67Y18/uuecaNG7dRSnnyOtBtxN6pnUx64cw2esy66ddNer8NAcdcKWWvhsfTgUlSynsaHt8GDAWeBZ4nMPPxppTyT0KI4QRu5BcCE4Fw4F8EcjheAzzAitbM4TinZjiEEFbgU+B9KeVnDU8XCSESpJQFQogEoPh4+zZEg/8FGDRokBw7duzZGPI56euN/+SbPaUIA0RGEKJO4R/JPRg7tvcx237//fdcqJ9VnebmwY1/ok5zYxEqrw18mmh7+Kl3BP6w7n3e378Pn9eCEJAQVUE7p8LfB/wfCc5o4Nz47Obs2c5rqxbh1jScFgsD4uOp8fv4U8OSKp/h57fb/sOe2lx+0uEqnnsvnfoaHQS4YzVkqESpBtVtoOlgV1UWTbmX5OCmfU4tdS58ducr87NrOfOzO7H/Ld/A4h37uGloHy7rH1j6tT4rj08WZVBb4+XOwfGMGDWMPqkJbTzS84/5fXcBkcA5njQupSwD7v/Rc6uB1Q0PP/vRLneejXGdMwGHCNxWfQvYJaV85YiXvgJuB15s+PvLNhjeeeWl/vexc82bHMiuA0D16KhpZ7+aR1vbWZ1FnebGrXuxKzY2lu9kYsKI426rGRqzD3xITn0OyaXD2bnchzfB3jhzUFQWhmKp5I19n/Jolxl4jQoMjMb9c+ryyKzdT//wnkTajy1N2Vqu7dyTEncdW0sL+WnvwQyITTzqdZti5c6Em/jf2o2Uq8GseephdpUU8ciX89lvLwMBhmIgdQkIvLrON7kZ3NvDzO8wmS4md4wexB2jD99klVLywP8+x61rWJ0KKXGRbRZsSCl5dc8XfFeUztR2w7m706Q2Gcfx+PVicssewK8VkBD+W8KCzp2xmS54B4EjG/gkNTx3TjpnAg5gJHAbsE0Ikd7w3DMEAo3ZQoi7gRzghjYa33nDoqi8cfsNXDn7P4hyCckKPWMvvrtSHYISkFKiChWQpIWcuLHW8tIfWF66DHe9wVdv2DGkQMbDoSZPmmZB86tsq97MAxs3085Rx0DPeL4++AlLSjZT4C5HoGBX3HQKrqVX6BAmt3sUq9J6TagAFCF4oO9Qavz1LCvYyrx9JUxK7d3YcVgzDG55dzY1Xi8Oq4Ugq5WbBvZh1i3TmPrlB5T7PYTa3VisBjU+B0iBT/fx+JrPuap9Ty5NNIs/mkxni5SSWcs2c7CiiseuGIXTbm3T8bgcdvy6gcWiYrO2zfIlr67xXuYqPjuwCoTk/f1LuDZ5JBG2kDYZz48VVD5HvXcDoJNT9gA9HbtRW/n/fVPbOocyEdYDnYUQqQQCjZuAm9t2SCd2zgQcUsoVHLq6O9alZ3MsF4Kk4Ai+uP6nrC/JYXhsKlEOV1sP6ayLdUTycv/H2Vi+i55hHekUfOKAw6t7kUik0dBZ1xCE5KnUJRkYSFS7TlxILYoAzYCdVWF00yx8vn8RqgoSgcQg2VGOTxesK1+D31C4ocMTrf4+vbqP+9a+xIYNIUgJQ9vvZNZ1MwKvaRr1fj8S8Go6eVXVrCjZyoNLv6DaZwckXRML6RleQH5NBOGOet7KFNRqBovy9zB7/B10DzfrNJhMrUFKyaribLy6ztiENF75YhnvrN0EwLLd2cx/+q42G5sQgg8euJFF2zMZ0bkD+bu3n3qnBpkFpTzw788JC3Lw5sPTCXe1fIb9ruUfsLH4ALEREiQYSIJUR4uPd8ZJDUMaDb8bdP7f1sU83e+qth6VqTW1QcAhhPiQQMXWaCFEHvCslPItIcTDwEJABd6WUu44+6NrmnMm4DCdeR1DougY0rRqIheqFFciKa7EU243NnYcO6q3c1DN44rJSaxeWskIRxyPXjOWKd/9F7chqah3UFPnpKwycGdtSpRKiTeYWGcNhxKxDQR+aQEEmyrXMSmxglBrBDX+CgypE2aLPuPvMc9dTHmtH0OCNBS25Bc1vuay2bhv5GD+tWIdiaEh3DqoL69mf0hVrb1hzILCymh6RhTSKaKEEMtADKkCBooQHKyrpHt4HEXuSrLriukd3gGXxbx7ZzKdCf/etZLXV61CGnDtgJ5k769ufK3oiEaBZ4NhSJbu2ofNYmFUlw4IIWgXEcYdowcCkL+76ceau2EXxVW1VNd7WJ2RyxUDujZ7POWeeu785lO2lBYiHAoFZWE4bBouEY5dbduZnyPFh/+a9NKVRNrqeGf/CPbUZ/K0WfjPdIZJKWec4Pn5wPyzPJwWMQMOkwlwqE6e6PqLwIN+HLVw7664kbx+4AcOlEeguwPBBICmKeh+Bb9FJdJZj0vx4jWsqErgBogiVDTN4LGP32d3+S4GjMji2tQ7GRx12UnHYkiDlaXp+A2N0TEDsCon/zFt54whMlQQEualrsbGXUOPLg7w2CUjeHTM8MbqU5fGD+QzxwI8XhVVqPxuwN2MT+qIJr14dcHX+98hp6aclOAIRsV3ZGvpAe797l2sQQZRoXY+GvVzHKpZYtlkOl0fLEpHFlhAwGf1O5g5+Wbu+s8cdCF55PLj55u1ln8vXcvbP2xAInlmyjiuG9yrxcea2L8rn67aRojTzpDOJ55ZPplXN61hR2kRSIF0KwiLhSRHFI/26YtmaFhO8f/i2WKzJDKn6P9ILwssnZ/WIa2NR2RqXeKc7zR+rjo3fmJNpnNYnC2U4L1h1CbWoltoWMApQAqK1iaQ75Qkdi5ieId92FQVAwVV2Lk26T42Z1awbHsRuh7BvoxovnO+Rf+I0ViUY5cEePwab/2wnhUF26lP2IvqMFhduo1f9TxRw9AAh2rn9UFPsS51Ox1cCXQLTT1mmyNL3Y6PG8jXUxJYcTCXgf+fvfuOr6q8Hzj+ec45dya52RsIew/ZICiiiAv3qHuPumq1dfbX1lqt2t1aV7VqtSitW0RRERdLQPZIIARIyN7j7nvO8/vjBgRFSCDkBnjevPIiOfc+53zPfd3cnOc8z/P9pvVkWFoWADbhxKbBnOk30RDyk2x3IYGbZs6mzuuKnvPQFgqbKxia1OMgXlFFUQDqS0LRv8ISqNMY1a8byx6/HcuSOGyd++d5U0UNgXAYTQi2VNUe1L4Gdcvgq0cPLnWoLkT0c0tKDM3gZyMHssr7Ls9s2cyjaz/l8t5TuaH/5E5J470/z02+mNnF63DqNk7r3rWKOypKV6E6HIqyHxeMHsLXRSVscC+kMqzT2JQQ7XRYIKSG7pNsL82gpDqV00espsEfhxCCYUMmUmY1IQQITZKS3ohb1FDY+AYDky//3nEeeXc+76/OJ2RGsO9IIWdSGWsaN7cpxmS75wczcO1N34Qc+g7c+1QzTQhSHNFc+y2BIHUtQZAaaBaBZp28uPQ2H0dRlLbJjItO1bTpenQ2dif76fRJFNfU47AZu6ZRxdLtoyayobaKwoZarh02mneLF1Hckk0EgRCSJzZ+zpCkHCZl9ol1qDz23ud8uKaA66eMQ+9xSGunKV1B11k0flhRvxmKsh92w+Bvl8wgM0Oje0YTfe11ePIFmhktsic1EAhkWGdRUT/WVWazI+Th3C8fxBEnuejiddx06WzG5RWSZjTybaHP6KLRhoAfKSVbqusIRUyQgojPhlOzc2JGbKubJzgd2D0ChAQBPkOQYDv6UiwryqFw1QmjEBbYhc6bt14R01h6pifz1h1X8Notl5DhiX2RukSHk1dn/Iill99CvVhOqmsdbiOEaUZ7YxFpsbWlJsZRQl2LjzeXr6M5EOLJeYv330A5vMlopfGO/DpaqBEORWmji3pM54WidzHyQgz0JIEXwvEWpkPuNqwvyM5opNbnwtCbeb7offolj6C8pQy71oAlMuideD4QTfd4xssvUbq1iYQ4Bw+fcTL3/+8jIpbFNScew/RheQzay/SozpbX303BjhpEtR3KnazeUsr9L36IlPD49WeoQmCKcoDunnECd884IdZhdFmWlNy77FXmlVWQ5XITT4jakBupSzQhmJY9MNYhkuh20js9he01DRzbT001VZQfojocitJGZ+VOYXLaMSAEKXYPsz/5iBSzipqmACAxbBHS05rQhKTJ6ybJHSLecDEu9QTe8S1kR9DD61sG8NclT/OvaZewvriSss1NaFIQ2eLndw/NZtqIXvziztPxuLtO2scnjj2f0/76MtICMwg3vvoOoboQAA++8jFv/eqqGEeoHG4WbNnO19tLOHfEYHqnpsQ6HKWL+qx8M3N3bCdgOigMZRIJ6EhLYNgkE7tpZLkTYx0iuqbx+u2XUVbfTPeU2MejdAI1peqAqClVitIOKY5EUuweABJsDt49+yrcDjtOV5g+fSoxbCY1zXEYusWIxF5c33sG8yueoSnoY1NVHL1Dddg+Nbnl/tf4x3NfRHcqJe4qiRmyWLm2mMItVTE8w+/rlZCKkJDuaWBC/3wSkyqj61KAOKfKVqW0T2F1Lbe8/h7/XLSMi1/6L7ILVdFS9mRaFmuKy6lu9sbk+JaUaDsXtEjQWqKXLNIUnJg1Zh8tO5dN18lLSyJsmlzz4hsMf/Bv/HTW+5iWtf/GinKUUCMcinIQasMt6IkBgmFJcZ0Hjz2IbkhGZlv8eui1uA0nITObIp+P1JQWkpO9OE812fxeH2wSHHUW4SQNw6VjswRSQk5m17tL9pNp/UlKeRBNWAgNZhunER8Zxf9dompyKu3T4A8gRPQmYUswhCklxkFmGvps6SYWrdrKWVOHMazf/uvuKG3z05nvs7iwGAE8fFznZ186Macfx6X14eMdBYhaHaPMINg/wmk9+3BJr+mdHs/+fLxhM6tLKgibFl9t3sbXW0s4tk9erMNSOtzRs+6iI6kOh6IchB3eBjQdNCmJSDv1QRtuCS+Mvw+7Fi1ONbvERu/kEJoAhCSxZxOWBr5Mi4BDxxPUefEPl1KwuZJB/bLIyuh6HY6zR7hZWG6iC4kpBROmbuDWgQ/HOizlMDS6ew6Xjh7Bl1u2cdtxEzC0gxto31xczYNPf0gwFOGTxfnMeepm4lxq5K0jfFWwlbBpYTd0vMFQpx9fFxr3DzuZRfPKCYYjCN1iSM9qcpIy0UTXm6DhcX07FdaSEo9TFUlVlJ1Uh0NRDsLxWX3IdiWyvaUOU1oYms7NA6bs6mwAhC1JVSCObu5GACq98fgzdYgmpKIl3kS44dSpQ2J1GvsVZwwlaBrY9QhSCna0jIx1SMphSgjBvdOO595px3fI/pq9AWgttmlaFqFwRHU49mPFxhLu+fO7mKbFb249neNH771Y3RnHDOTD1QXYDYOEGE2fzE1O5B9XnMVfFn9AffIWLD3El9UrOTN7GoOTusUkpp0sabG45j1KvRXM2mRje3MTx47pSXVJgHOOGczQ3KyYxqccImoW6AFRHQ5FOQjxNgdzTrmR6kALLt2GJSXJrTUsdnpk5GXcu/JveCMOfGE7LSEnjlEN+Nd40APRK6WvaufRM+XiGJ3F/tn1JP60YQY57iqqA4lMzjrwKsSK0pGaCFOXKZGWxuXjxpDsce+/0VHudzM/pmJgE1jwu5c//sEOx8PnT+emqeNJjXezbPGiTo7yWxP6die+WlJUbychYOGwmfxsyWyuHDicZzZ/Qq47hSfGXEOqI6FT43q/9B8sq5/Puqps1tblYkmNj8MF5N94L1oXKEioHCKqw3FA2j0mKYSIE0LEoCyRonRNutDIcnlItLu+19kAGJOWR0p4BOu35tISdiI00JPC2LKDoAnQ4an5Wymqr+ZvGz5jxrynmV9WEIMz+WEuw8ZvR59PY6gfefF9uW/4tFiHpCgAvP3NeiwpEZrAnqxGNtqiuH8dwVyTQI5F/UDfDz5PCEGP1CTiHLF7Xb2RAOd9+SdW1ZchhUZj2M22mmQKm2v4a/4H+M0QW1uqmLl1QafHtrl5GVKCyxZBtF6FeuxONcNfUfZivyMcQggNuBi4DBgLBAGHEKIGmAM8K6UsPKRRKsph7jfjT+NHc/8Dsjm63kyAZWqABEPiz/ZywRd/JyTtRKTk/1bMZlHOgFiHvYcZPYYwo0fXnfalHJ1+NH44XxZsxa7rTBuy9zv1yp7ikpxUlQISmhwaUu5eS6hreb90GTu8Dey+UNeUGkKAGQarwY7ltviieDvX9QkRZ+u8zpEkh8ZICalxLRyXK0mxDeOmQRO67GupdABJdC600m5tmVL1GTAPuB9YJ1vLJAshUoCpwONCiLellP85dGEqyuFtcGoGay69k9+ufJ+3y74mHNEIJ0Yw6mwYw5tAA0tIzHqJw2VnYJKa+6so3yWlpCUYIt5h33VRd2y/PL7+9a1oQmDoXW8hcVeUZ89gqywGBP6gRV3AR6orLtZh7VW84cSlQ61PR9ckoZCBaJ2c4V+ZDMHotNT83vXcueRVHhpzNlmu5A6Pw7Ik60orSU+IIzspgZAVZJtvB0IIJIKwXskfJ5zZ4cdVlFgTQoxqw9PCUsq1+3pCWzoc06SU4e9ulFLWAW8CbwohbN9vpijK7oQQ/GrUmVzaeyKbGyt5veK/dZ02AAAgAElEQVQl8rs10RJyIqVANuuY2+LxA6JpM+WjVpHtPibWYStKl2BaFle//CbfFJcypkcuL155Pnprhiu7oWb5ttU2bwUF/g1APABCgNvoun/CT80ZTX5jKS99sw6f14Zo0RFxEQyPhdUzAM067LBjMyOs9+dzzdfbeGPyfcQZHVs89c5X32fh5u1IKXnm6nMZ1SsbS2poWFhSUOkzKPNVk+NO79DjKl3PUVg66AtgGfvOB9wL6LmvnbSlw/FLIcRAwAf8aW89mL11SBRF2bu+SWn0TUrDJW/k1s/fBiHRevsgzsLwR3+flxR4mLP9p5zW4w/kxo2NccRKe1mW5LOCIpw2g2P79FBTLDrA9roG1pRWYEnJNztK+aRwM9P79VeLc9tpZf1mPEl+fEEI+p3cNW4Srk6chtReutDweePw1rgAgdQkRrUN0lqiVzBuE3waAQ+0VCXQ7AhT5qujn6fj6rFYluTT9YW71gq/vzqfsb27oVn9qQiU0hJ2UNqcSE1wh+pwHA2Ovg7HMinlift6ghBi/v520pbxZ7eU8iLgRuCWNganKMp+PPzWF8gGA+ptWJvj0Br1ncs70FLCeCMaVf59jlAqXdQjH3zG3a9/wO2vvsdLi1bEOpwjQk6iJ5qaVZOYlsVPX5vDhD8/xblzX2RJ5fZYh3fYGJHUB0PT6JYdZEDfFi7q15bZErHVw5PUuvZNgg6RRMBqrR4pwOoZQDgkhsukqdnJxvqaDj2+pglG9MjGbbfhtBkc378nALcNmIEv5KQ+4ObYrGr6JfTr0OMqSlewv85GW5/TlhEOpxBilJRyhVC36RSlwxhSQ7SOUFphjQEpFWzQotMcjG5+1lT24qr++/0d7lBhy8SSEoe+94+GsupGWrxB+uWlq7v2+/B1UQn+cGTX99dMGh3jiA5/TpvBAxdM5t5P5xAqMRAImnxB6nY0c1PL66y+4OexDvGw0Ds+h6fH3ElBcwnHJPclyR4f65D268r+Y9haW8/Ly7+9ASPK3Eh3CHwgkkykJ3rbWUqB29ax06kA/nX9BXyRX0R2kofh3aNr7AYmjuTZY+Op8G+jv2cULqPrv5ZKBziKF40LIYYTnTq16yJBSvlWW9q2pcNxN3CrEOI24PUDCVBRlO/7w0Wn85OZ79EU9hPq20iZEc+gkzdR44ujuC6VbZF01jc1MOkQjNCblsXWmjpe37Cedzdu5PJjRtA/J5Xbv3wPS0p+NW4aVwz8trhfXbCZx5e9yeL5pWhb4zlr6jDuurJzOkPL6tbz+MaX0ITGLwdfz7Ckrn8X8eYTxnP/Wx+hCY1rJ6vORkc5qdsAhuQtZVVZHZoUWBKkQ2LT1RqO9ugRl0mPuMxYh9FmQggePHY6a0qq2VBdjaYJrhw9gvmbN1JeEECWg3RG8PWN0DMtnkGJHX9uTpvBKcP6f297d3c/uru7/meSohwsIcQLwHBgPWC1bpZAh3U4AlLKP+4nCCHlUbiMRlEOwrDuWXx2342Y0uLFwgUsqNpIeaAIb9DAYQ9T0hzH3UvfZuHpIzp0NEFKyckPPUdNrRdfDtib4KnixVhOi1COibTBQ1/P47XPV7M1UE9Es8gZVIkUEo6VhLQIHy7Y0Gkdjic2zcJvBgF4svB/PDPmF51y3INxxvCBnDCgN7qm4bSp+qodIWCGqQl4ee3Eq6ka52Vh4TYKQpXsCDdwy5BJsQ5P6QR/P/0M7vnyQxyGxnWjx1CV30ypvTA63Spk4LJBpdfLjDkv8MU5N+Oxd/xIh6KIo/dqd4KUcvCBNm5TWlwhxJvAu1LK4p0bhRB2YDJwFdHUuS8daBCKcjTThcb1/Y5nVGo6j2zYjNdtEWl2IAMaNU1OVlWXMTIjt8OOt6GkkroqHxrgrAFpj3ZmtICGvUIQ7B7BaoAttXU4msCGIBDvxJHnBwn6cD8Tk3p1WDz7E2+4qQs1IhAkHkZTFmJZLO1IU+Fv4uxPnqclHOTYzF78c9KPOG/kUEBVvD+a3LP8PVb5dyCB6758lWuHHMtHmwtBgk3XaDIjSMCwdLY11zM8NTvWIStHGsnRuGh8p8VCiMFSyg0H0rgti8ZPBUzgNSFEmRBigxCiCNgMXAL8VUr50oEcXFGUb41MHsiUtAnUeKP58IXDxKq3cf3Md9lSXdthx3lm3mJAIhAYAZCt/4QEYUKCbke06BhBwc5/oRL3rlyADreNX99yWofFsz+/HHI9o5MHMTZlCHcPuqrTjqt0HfPLNuMLhwhZJgsqiqgL/XB1bKVr+HjtJi5/5r+8v3Jjh+1zU1MVYWlhNgg2LWjm/gWfEJ9rx5PkoNljQotOnGEj1emmf2Jahx1XURQAXiba6SgQQqwRQqwVQqxpa+P9jnBIKQPAU8BTrfU20gC/lLLhgENWFOV7hBBsa2mIdgU0kBYIt0ljY4Dp/34Rt0+n7/BUXjj1QpKdLubsWMsrW5YwLXsQ1/ef3ObjLCnZAQgkEitVYvg1TA2kJsHQeGDIibzmXU1BsAY9OpMJKzGMITTCluCmAafuqn/QGbJd6fxm2M2ddjyl6xmRkgsC3LqNJIebRJsr1iEp+xAxLe6e9SERy2JtSQXThvbrkKmFV/Ydy3MFi4mU2wnHSSJOE7/0oWt69NZIk8GUvN4c00/wROGr/Kj7dHrEqVEOpSOJo3nR+L+AK4C1fLuGo83a9QnQWm+jvL0HURSlbYYm5/BBcSlW66+y9OtIDUw7mLWS/NXVPJY5l/XBFRQ1aIBgU1MV49J7Mjy5W5uOMaJvFosDJSBhzIRs/jblXKpavLy8bCU9U5P50cjhXDxyON9sL0UXgu7JiXjiDQxhJyIt7Jpak6B0riHJWbxx0rXkN1QyJbsvRid2eJX20zVBSryLZn8Ql92GrYMqwP9kyBQGJWVxZ+EcQpqMrt3Y7eJPAvnBAsoqqghbYb6p28jMib9DF+r9oigdoFpK+d6BNlZXDorShVzV+xR8kRD/Wr6JpmoBUkMaEqORaApdE0oj22k2feysFAxg7OUPqpQWn1c+Q4lvFWNTfsSgpJMAeO7SC/jPqm+QNsklg0dh03SS4lw8POPkPdqP6fn9Doxd/eFWYmRAYgYDEjNiHYbSBkIIXr/tMhYXFjO+T/cOHRF9r3gdoe4+9GobltDAAHeyl2CLC0dSgEBcM04rWovYGwkQtiLoulpPpXSgo3cNx0ohxKvAbCC4c2NHpsVVFKWT6ELntgHncGt/ydNff82zK5bgCwQQbkFEWAwZlM6Peg3iycIK0uPCeLRMLu89icFJ36+qW9i8iPUNcwnLAB+X/4lfzy+msj7CvcdN4YqRY2JwdoqiHC3SEuI4c+SgDt9vt7gk7HadcHaEwYlp3DtiEnct/w9xRguaAJ/fRpwmcdnDnJEzGafqbChKR3ER7WhM321bh6bFBaKpb4HLgN5SyoeEED2ALCnl0nYEqyhKGwghuGXCBF4s/gqvz0I6LGjQeeb088lweejnySEiTYYm9sIfCnPnzPfZVlPPL86ayphe0ZEJTWhIIGIJilqSWLm5DmkJ7nhrDuNuzyUtLi62J6koSkzszGJ/OBbvNMJ2As02klwRruqfwIjk7iS7oLTRSdBnEAnaaKjV+OyCa+iZcAiKGCnKUTrCIaW85mDat2ec8ylgItHMVADNwJMHc3BFUfYtEJTgtEAHkk0eWvkGAAM9PRiaGE1N++SnS/h0fSGbKmr4+Wsf7GrbO34io1LO5fPqwaxvygYrmnEKCdUtKsuPohxtLCm5cv5/GPjmbxn86mMs3bEj1iG1S6WvhWfWLiVsWdQFJP9Yt5qnNj1Po9+JTbewwgagYUnJy5sWxDpc5UglO/irixNC3NgRz2lPh2O8lPJWIAAgpawH1FilohxCI1Jap0rJaFbaT9dU0hgM7Hq8usXLK0tXEmm9Y2kJSZmvEYjevRydcjktER1dB0+PBoRhMr5XNwZmqJSRStcWikT4y9wF/OadeTR4/bEO54jwdfVWvq7bChqYjjD3L/hg/426EJdhQxMChERzmZT743ltSyNSC2G3mcR7Auy8gnutaD3/t3wOlqpJrCgH6z4hxHn7+DofuGN/O2lPhyMshNBp/W0WQqRzAGmxFEVpu4cmnIbYYYN6DaPAQShi46/LFwFQ7q/hrcJFWDaJaZdYdosaVyPTP3ia5TXRGp260GisS8CS4Ez3M6xPGv+5+MLDciqFcnSZuWg1Ly9cwZvL1vPI7M9iHc4RwaHb2PmrL4A0l5vmUJCwacY0rrby2B08P+083LadWwTWNhe+r9IIrElECgt7Qgh7fJgIMLt4HR+V5rd5/02BAO/l5/NK/tc8sXEeNYGmQ3EayuFMEs2M1pFfXd8XwJn7+JoBfLK/nbRn0fjfgbeBDCHEI8AFwP+1L2ZFUdqjd2oqfzvjTH769oeEEyXCJghEIlT4a7l9xeN4W3S8znRwCrAEjkqDSCjCJ/0KGJPWg4ZgOalakIZKF6EmO47D5MJCUTQRvSgWEL2rrRy0UandubbvRGYVraCbM4XRyT0Y9dxTxNlsvHnBJfRJSY11iPulCw1CdqQeQSCxKh2EEiXSMNBqXJBkgZBEaw1ByIy0ab8h0+TMmTOp1WsIxoUQwHP5S1h21r04dNt+2yvKkepg127s1OYOh5RyphDiG+Akon8DzpFSdlwJUUVR9ur0QYMJaJJHlnxBt3gPd46dxPqmDUgJTV4NoUmkFNHxSg1Es8GJOf0B+MvKv7O1ORlTavRIrmdyQl5sT0ZR2uiSicfQEgzR5A9y67QJsQ7niHHPiGncM2IaAIOf/hsRy6IpGOT1jeu5b9LxMY5u/3LiEnBqYf4+aD6DPbWcsu1STKcOGriExeDsElZX5ODQJePT+3Ja98Ft2m9ZcxM1Pi8yPUi0syLwRySbmioYltz90J6UclgRapbeAWlv4b98oO3jk4qidIjzBgzhvAFDdv1sid4IAanJEaqKwZQgQoAF3XOSGZ8e7VikOFvQRBKaMOmZGObBU06K0RkoSvvYDZ1bp02MdRhHtGEZmaytqkQCI7Oy8EZqcevJiBjV26n3+tlcWcOwblm47N8fVajyN/PrVXO4dWghk9PLcOgmv5j8Fb9YOQUpBW5nCLc9RLLTz8Ojz2Ja9rHf20eZv5qva9cxICGPwYm9d23PSfCQ6nZTF/BDXAiBxGEI+nuyDuk5K4ch1eE4IPvtcAgh7trX41LKP3dcOIqitEWWK5UnRt3D6rrN3Df7a8KGJOKGnJxEXrz8/F3Pu2HoHejiUZrDNm4ZfpeamqIoyi4vnXU+725eS41YyarAI2wrLCXVmcc5PZ7C0BydGkt1s5cz/vwi/nCYhDgHX95zE4au7/GcUz96huZwkAG5zey86ju7VyFPLBlHXcTJoHElCCDL08jIlO+PbDSGmrljxR8IWWF0ofHQsFsYmtgHALuu8/5llzN/61aaaKRBNnNp7/FqOpWidJC2jHAktP4/ABgL7CxrfiaganAoSoxku9LJzE7jd87VNPoCxEuD204fS44nYddzEh0DuHPUS7ELUlH2Ir+6mtn5+YzJzWVq7977b6AcEi6bjXLjMzY2rUcicfky8Fj1FHpvxmUkcEne3WQ4u3VKLOt3VOILh5EmNDYH+KJkCyf17L/Hc5rD0eLGr5UPYIynkmEJtfxy1STK0u3YNElFs4ekOD9CE9y7+u88NuInpDmSdrUv8VdFaxNJEykl+U1bd3U4ADxOJ+cM6vhihYpyJBBCOIDzgZ7s1n+QUj7Ulvb77XBIKX/TeqAvgVFSyubWnx8E5rQ7YkVROo6Q/OyacXy5ahvNWgWzIk/z+ap0Hhl6L/G2OMKmyXPfLKfG6+PHY8eSER8f64iVA7Slpo5rX32LizMTkZuLmNrv8LxQbwwEuOC1WfjDYQTL+PXUqVwxamSswzpqVQUrsbCo3Z7E1oV5CCHp1q+S4cdu4f3S57m2z4OdEsfInjnYbBohy4Q4icOps7CyiPHpPTG06BSvvLhktnvrCVgGt2w4EWkJzKAOAsJSsml7DoP6liE0SWWgjrd3zOeGPuftOkbf+G4kGG52jo6MSx3aKeemKEeId4FG4BuiFcfbpT1rODKB0G4/h1q3KYoSI79b/zrzSjZQ1+gkweljiqsCXa/go/KZTE6bwlMLt/G/jflELIvlZaW8d9nlsQ5ZOUBPfrWE8qZmzHQPv5k7/7DtcFS2tBCMRDMHSQl/XrBIdThi6JLul/Fs0VMUb8xGWhoSKNmSyTHHbsdjS+m0OBJdTr649ybeK1yPM07n5kWvoyE4LqsP/zj2AgDmnnozv1rxAW9vW0MEC6dNI06Pp9rnw5ISYYLDCGPTLCQaCTb3Hsdw6g6eGnM/m5q2092dSYojsdPOTzlyHMWLxrtJKU890Mbt6XC8DCwVQrxNNEvV2cC/D/TAiqIcvMU1BZTmJ2CFNbw4+KhlJCFpsNhTyAtlWyhqziDsElhOqGzxxjpc5SD0TEnGYRgIAd2TDt8Lpb6pqaQ4XdT4otXu4+2qfmwsDU8awZOjnmX0ot9BnQQhkUkR1m4cz4knHNepsXicTi4fOpo/rplPoDWd7YLKol2PG5rG78bMoJ8nnf9tXcnYtB78eOBk/rpyAR9v2UBO/2JsmoUQoAOZDs/3juHSHYxI7v+97YrSZodH7YxDYZEQYpiUcu2BNG5PWtxHhBAfAscRHY+8Rkq58kAOqihKx5iRO4Y/Lc1HEP0AbGiORxpQHErDXmVgSNB9oGUZ/G7atBhHqxyMW44bT5LLibOqjH+cdPhmG9OE4N3LL+NnH8zFHwrz8CnqfdkVTOk2lM8TVkBE4K2Oo6DM5JH1/yPVkcTwpF6dGstp3QfzSuEyTCm5qNf3R7+u6T+ea/qPR1p1EPyCx8f3I+LeyOpqA82COHcIm2bgsakppIpysIQQa4le9xvANUKIIqJTqgQgpZTD27KfNnc4hBC/+s6mM4UQZ7Z1sYiiKB3v5n6n83mvRr7ZWo6uW5i6REoNTUh0YWFJHYHkuuEjOalPn/3vUOmyDE3jynEj+fzzRhJdzliHc1CyPAnMvPjCWIeh7OaaKaP54I11WFVOJGDP8OI3JXWh5k6PZUhyFl/NuIOmcIBucUl7fY60vMiaM8HyAhYN1ZdQVByd5d09s4HbRh7LqORhnRi1clSQHI1pcWd0xE7aM6Vq9/kYztYAVOE/RYmxWRdczD83vsviprk0+XQqytOYmNWLJYlbadrgQbgkowarXPKKovyw25fMQksPIVJDWBaEpEbEhLExmn7ksTvx2PfRsY4UgvQB0al56yr1aAFUAF9PLup+5qEPUlGOAlLK7QBCiFeklFfs/pgQ4hXgir02/I72TKn603cO8kfgo7a2VxSl44VMk2c3LqbCb+f4tGkUNW3hNM9o8rKT2KSV40ttZHxaHybmHJ4LjBVFOfSKmmqp8rdEp6YLsGkW3eLrSHE5cXynFkYsSbMK2fQwEIH4OwEnCAukZEq3TOZsq0cCg1Iy2dHSSLf4w3etk9KFHX0jHDsN2f0HIYQOjG5r43ZVGv8ON9A5CboVRdmrJ9cv4LmCrwmbJsk2N4F8F5Zchy0+QO8xtdw0cCI/7vttIUAZKQSrHmyjiH5WKIpytKsJeAn67Fih6AjBMXnb6ZFcj6EZvF36by7sfn2MI4ySjT+H0DJAglmJSJsNwS/ANoDHThjMlK2b+O3S+XxVVcS0t7fw3LRzOS5b3WxRlIMhhLgfeABwCSGagJ2r5kPAP9u6n/as4di5aASiCSDSgd+2tb2iKB1vh6+RkBlBArVBL7aICwCzyUbACrGqoWDXcy3/bGj8BQgN7BMQyc/EKGpFUWKpMRjgto9nU1Bbw7XDRzGj30DMgA5W9PGtFZn0TK3HIsKaqgJGO+tiG/BOVh1gRr+XdQg9DdzRGyo6MCIji8aIvzXDleS6L2cyMDmTF4+/jFRnXKyiVo4wR1taXCnlo8CjQohHpZT3H+h+tHY8dwbR6uJnAtOBHCnlEwd6YEVRDt5tQyaT7fZgCA3NsnAOrUfP8JPUrQW7ZjAje7e0lr7/AoHovOfgZ0gZiVnciqLEzl+WLmRJaQlVPi+PL/mKya/8M1oUpZUvbMO0BOGIxucLE7nwmVeJWFYMI44SngdBJIHwIDwP7/GYKS0+rcjHHSfRtOi56DaLzS3l/H71ZzGIVjliyQ7+Onw8IIQ4TwjxZyHEn4QQ57SncXumVN0ipbx39w1CiMe/u01RlENvS1Mlv175Ph6bm3dOuYaNtZXcvvIFhABHDx//Of7HuA0H2a70bxs5jofIWpAWGL0Q4mBmVCqKcrhqCYUwWzsQEgkIiIBmA0tIInbB+wVDEX6BvdqFpocJhGN/g0LYxyAyl+71sZc2L+HvGz8nSIQEj0HQCiM0iRU2Ws9RUZSD9CTQF3it9ecfCyFOllLe2pbG7bniOBn4bufitL1sUxTlELGkRGJx3qf/xOsTYJOU+f7DY8PG083hpTIUT7zdRY+4bGzanms0RNwNYOSBVQvOs2J0BoqixNodYyeyYMd2Kr0trZfiEoHGxNwsFpWXggQZ1iAokEgsuyRIbDsczeEg5d4Gns9fxiclm0nQnfz+2NOZkJWHJSUv5C8laIZAQMiKcHuvE3mjeDXd0lK4Z8SJMY1dOcIcvf3XE4FBUkaHQ4UQ/wbWt7XxfjscQoibgVuA3kKINbs9lAAsbF+siqIciLBlcsOnb/FFaREDkxPxbnMhghrSJknKWMHSun9zQS6s2dSbU3Lu/15nA0AIAc5TYhC9oihdSWM4wJ0TJzIxqwdP5X/EnE1F5CUm8vSJFzB11gvUNkZTzbqTvESSwhh2Gy49NiOiUkq+KNvCjxf9l5ApkVZ0JnhD2M/FH73GZ+deTdDUqQ01sjMPhgxInnp9OU7D4KHbTyVNrd9QlI5QCPQAtrf+3L11W5u05RPkVeBD4FHgvt22N0spu8hKMkU5ss0rLmRpZQkSKCxuwl5tgATLJjg2vRzDFl1IOTCvhPLtLXBMbONVlO9aUV7Kzz+aQ3ycwbOnn092nEpZGguLyrdz7bw3EIBDN/jsvBt5bJxr1+PH9Uzh3fU+JAJ/k5v0bkFy7RnUBHxU+1tId3Ve9W4pJTfNf4d5xYWY0kB3RUdZhGhdciIl/9s6l+k5U/bYLiM6SAiEI3xZsI1e6SmdFrNyZBPy6Fs0vpsEYKMQYinRcZ5xwHIhxHsAUsp9Tp3Yb4dDStkINAKXHHysB0YIcSrwN6KJKJ6XUj4Wq1gUJRbsu+fC92ogQEiBFpYs3JrF1L41YAlKi3K57tjYFOpSlH254tU3CIVMEHD1h7P46IKbYh3SUWn+ji2tWZyi1evX1lZwfG6vXY8nOx0IIaMX7gLqfZKqpgpOdLo584MXWXL+7Z0Wa7m3mfklWzBldJ2JFRZohkRKgQwLNJtkaJqH7vFJBJsdOBKCSEsQqbOhC4kmBBP79ui0eJWjxM4Ck0efXx1M47ZMqVogpZwshGhmz5lrApBSSs/BBNCG4+tEF6qcDOwAlgkh3pNSbjiUx1WUrmRqtz6c22cIc7bm400JI30ymoreY7L60z6UL0/Hkxvm6Qv/j/SkQ/orqRxhvJEQTt1AF+1JWth+kYgFRG9BN/tDh/RYyg87LqcnM/NXYrUuFh+ckrHH4w+MPYv8umdZU10HcSbBUPQyQQKV3hYsGb2Q7wwNwQBhy2LnuvaBSWk8OeUc3t/xHgurNnB8bgYnZ5+BXXPws3HDeGH1cvonlGP0jCeQMZgHpkynf1Zap8SqKEc6KeUXQog8oJ+Ucp4QwgUYUsrmtrRvywjH5Nb/Ew4u1AM2DiiUUhYBCCFmAWcDqsOhHDU0IXhk4ik8MvEULnl/FkvdRUirtaRGvo2mymTKAxpFtY2qw6G02aOrP+GlzUtJc8Tx1rTryHQduo/5n0+bxJ8+W4jhEPxx2hmH7DjKvk3J7c1/TvkR62urmNqtD2muPdc32DQDl5WN1+vD5fJht0Xw+5wICdk2J/WBFlIP4ftkdzV+L07NIGBGMNC4ZsAE+iRmcEfi9dwxZM/n3jbkDG4b8sPvKykljcEAliW55+OP2N7YyH3HHc9JvVVhQKWdjtIpVUKIG4AbgRSgD9Hi388AJ7WpvZRte+X2lgK3M9LiCiEuAE6VUl7f+vMVwHgp5W3fed6NRF8IMjMzR8+aNetQhnVIWFiI1n+dpaWlhfj4zpuTeyTp7Neuwt9MfdCPJS2kJRACtGYQrenxzXjJgNQMDO3Q3qnuCOp9d+A68rVbV18ORBMKZLk8pDrcHbLf9qoNeqnwNxNn2OkZf+jm26v3XduUtjRR7/cD4LQJ7LYAcZE4qiJBhNAZmJLZKXFIYEtDLQEzgk3T6ZuUin6AoyvFjY00BQNoQkSz/bV+TKY53GQlJCCAkGXSFArgNGzEG/YOOw/1vmufqVOnfiOlHBPrOPbG2a277Hb7XR26zy333dVlz3d3QohVRAcBvpZSjmzdtlZKOawt7Y+YtLhSyn/SWmJ9zJgx8oQTTohtQO30XukX/KtoNgLBvYOuZmLa8E457ueff87h9lp1FZ352i2tKua3n/+XgBWKFrUSYNd0bAUWzu02jO4+Mk6q4LJJfyDJEavByLZT77sD15Gv3R8+fpaSlgaklLw0+jJGp3XvkP3uS0PIx53LXqMy0MRvRpzD2LRejH7njzSFAzgtg1kjrmZIctYhObZ63+3fVm8xz6/5M9vKPNhkHFP6tFAWLGZS1VSWpH/F4rX9+O8JYxmZ0jkjA4Oam3howSdkOTxkJ2USZ7czdVBv/rJqAe9vz+e0HgO4e9Tx0Sx8wJOrF/NW4QYmZebx8zGT8Tid7Ghq5OZXXiRomuhCEDZMpA2QoIcEV/ccxS0njWPah08RNCMYms5fxp/DtNwB+4zNHwnTGPaT6Uzg+YLFrKjdwa2Dj2NocvYez6JJ0Y4AACAASURBVFPvuyPLUbxoPCilDO38XRPRYl5tfjUONi3uovbFekBKiabe2qlb67Yjyivb5hCR0UxD/942u9M6HMrhIWJZ0QwsXh2z2YawW1hpYbzHWAw8cRN39ZmHhUZNQzNJmTP3aCtDK5D+/4JtLJr7ghidgdIVzZp6FZ+UFtDXk87wlJxOOearW5ewur6EiLT45aq3mTvtLk7OHcDs4nWkONz0TFAZhWLpg/L5hAmQmxPAqTloCjl2FSG3LEFCWjMvFH3CEymds+h/2n/+SaQimijjVbEWt2kwfVQ/3vNuxBcJ81L+N4zL6s4Jub1ZX1vJ31ctJmBGKGyoZc76zXx29bWkuty4bLadS0GwdElEtg4NR6CgsprlZSWYlkVEWkRMi8VV2/bZ4ShqruWCT18gaEaYmNGTpdXF+M0wK2p38PVZHXsHXOlijt4OxxdCiAcAlxDiZKJ9g9ltbXw4pMVdBvQTQvQi2tG4GLi0E47bqbKcqWz3liOEoJurc4arlcPH+IweTM7oxcc7tgMCPWyQFHJQY29gUmohDt0ETLzBr5DSRLQmpJdWHbL+GpB+CMxFaqkI59SYnovSdSTYnJzXc8QhPUbYNLn61TfZVlvP788+jUxnIkbr+zPDGV1v9OiYGdwyaDKZrgQcMar3oERlOzOwazZCVphGr87SoiSG9G7GtDRq/S5Skn3kxWXsf0cdJFJNNN9tNE0NftOkoLQGkr59TiASBsCuG60Zrb7dvrG6ivHdujP74iv4aMtmRmRlkehyct/nH7FyexlGvcbKyjJWF5QSGhoBG6Cz36nNc4rX4w0HsYAvKrbg0m0AaJ04JVpROtl9wHXAWuAm4APg+bY2bldaXCFEMtAPcEJ03q+U8ssDCLrNpJQRIcRtwEdE0+K+IKVsc2XDw8Vvhv6YV4s/xKE5uCzv1FiHo3QhUkqun/8mi8u3gwZYYEoL4qpIskk21GUzIWkbCEGSa+SuzgYAVj27bk9KC8wdsTgF5Sj20Jz5rNxQigRue/VdvnngVixpURFo5LJeE4Ho35Ie8cmxDVQB4KycU/CbAba0bCfBMZhVwbUsz+/DlHQHtb5E0rIa+aykktv7Rzqlc9gjKZHiuubWu8oCh6ZzzynH81rZaj4tKcTjtHP7168zZFMWL06+lF+OncpvF32GHtFxG3YGpaUDkOvxcO3I0bv2O0RmsLGictfPlibRtjiRdonZPcjmmpp9xnVMai523UAgyItP5ryeI/impoRbBk8+FC+D0lUcxXU4pJSWEOId4B0pZXV727f500IIcT1wB9EpTauACcBioqXODykp5QdEe1JHrBRHIrf1uzjWYShdUF3Qz4KybZhamBGDd1Bak4rmtHAnBUnER//MatYEc0mxJTEy/ZU9G+u9wTkdArNBz0S2/BPZ8mdI+IWaXqV0inmrNgPRG9QhbwRNaFzYc2xsg+okSwqLKaio4eShfcnp5Oxx5b5G7l02m6ZQgF+POpWRqd3a1M7QdC7LOw8AfzjMk1+vJdJ60yIc1Chenk3Y3cCCoUWclHPoa/7Mve16Zi5ZSWFNHT8aO5y+6anYDZ2JffNYWr2dGxbMAgs21FUw5Q9PMMbowZe33sCmulqOyc7C43Tudb85SXuudQslg2UHENBip5uRTFWgkQzn3gtUHpfVh5enXM72ljqm5Qwg3ubgmv7j93s+i2vW8EbJPPon5HFd73MwNH2/bRQllkR00cavgduI3vZECGECT0gpH2rrftqTzuYOYCywXUo5FRgJNLSjvaIoB8Bjd+CxO8HSsNsjDOlVTHySFw2LialFCCR+HJSEAhQ0frJHWyEEWtIfEZnrWkvwVoL0QtMDWJYVozNSjib+YAhBtMOh72W6SYMvwAerC9hR19jpsR1KX+QXcevL7/KXuV9xwd9n4g12bu2Re5a+x9dV21nfUMF1X71GWzNS7s5ls3HZyFQ0dwQ0SWBjEla1C63ETlWl7xBE/a1yXxO3LHydnyx5k1NH9ec3Z01jcHYGduPbC/Qkuwtr1wITICTYVFLN45+9RdBRQaJj750NgBumjGPqoN7EO+wMyc3A6TBAE6AJXHaLBeZCzv/qcW5c+mc2Nm7Z1a6kuYFZm1azpbGWkandOCdvOPE2R5vOqT7UxO/z/01+8zbmVixibsXCA3ptlBiTHfzV9d0JTALGSilTpJQpwHhgkhDizrbupD3joQEpZUAIgRDCIaXMF0LsO4WDoigHzabpvHPGlcwsWImlDSeof0XPuAjh4kS+qe7N+CGFhEyNQMRgRfVbDEk+53v7EMKGlN7vbI0AHZf6UVH2pk9mGvnl0dF3p/3bPzmmZfHrt+Yxe+VGNE1g0zXm/Owa0hPifmhXh5UV28oIhKMVvUOmSWl9U6cWoWsI+VuL+0WzKe1cMN1e6a4BSCr3uDjShcaW2hrKfU1kuw/NyM1tC99gTX0ZAMUNDbx3+vXfe07/xAx+NfJU/rVhCeUbmjDKdeoyQ3ywvZovm7bz+bBlPDryJ3vdv6YJ/nHl2SzfUcplr79OGBM00HXByAFutvii91NX11dxziczeWzMDEam9GTai/9C+AXSJXn30isYkt72jGoBM8jOF9GUJo3h734mK0qXdAVwspRy1zxDKWWREOJy4GPgL23ZSXtGOHYIIZKAd4BPhBDvAtva0V5RlAPUPSGR+8acwMCkbszKT+Lldcl8LMPscPXgtbXH8lHhUF5dM4GcuIE/vBPPw+z6lXfMQNNUZ0M59P5+2ZkYevR957QZlNU3AbCquJwP1xQQsSxCERNLQkntkTNoPn1YP1x2G3EOGzlJCfRM69w1Kr8aeSpxhh1DaPzimOkHXB384n4jiJdOkIJgTgSpWVjuMK/VL+K0j56i3NfUwZFHFdXV7/q+oPqHp4tf2OsY5p7xYx4cdxrJPR0EulmYTkljo5sFxeX7Pc6cggJMv4XuFRAGKz7EpIz+GEJDSohENCSCx9bM57rZ/0Or1xFhDa1J59wXX6Okqe3v2WxXOmdkH4chdHq4s5iRc1yb2ypdyNE3wmHbvbOxU+s6Dltbd9LmEQ4p5bmt3z4ohPgMSATUCIeidJIqbwu/XTyfoGkhdEmDzyAnxcuQhKF4g83cOjyFqTnfH93YSXNNA1d+J0bc8V74cjnPfvY1pw0fwIPnTot1OEobfFCZTzgpArWC2hY//16wgvvPPIHuKYnomoahaVjS4pi8bKw4k4AZxqm3+W9YlzUkN5M5d13N9tp6hnfP3mMqUGcYm96DlefcjYVEFwdeDPTDos2EW2eD6XaDfpMt8lv8REydkBnmvW1ruWnwpA6K+lvj7L2Y59sAmsByWPzim7d4ZPR5ezwnYIaRElyGjXOnDCM/oYzSLYsxbBZ+nx1NN1nXUMjQpL4/eJzyyibszdHvjYAgo3ciN/Y9mVSHm0fXfow3EH0vSgnb6xrRNFs0axYgQ5Lff/Mx940/gVz3npm7msJeltdtIC/u25ocxS31WOFM7up7K1OyfzgmpWs7CheN72s+aJvnih5Qigkp5RcAQohi4A8Hsg9FUdqu3u/nlJn/pl4PoRmQkdqMpkmk1Lh22GjGpx76xZtdwZPzFhMIR3hr+TrumD6J5DhXrENS9mNFdSkhZwS7iF64jegRnYKS4Ynn/buuoqSukd5ZyZz+8bNc91UhWW4P70+/EdsRsJg2MzGezMTYVZgWQux13Ux7aDtT0gKmlOQ3BohIDTOoY6Lzx5VfcXxOXwYldWw69z+cdjoj385vPbbkf1s2cMfgk8lwRRd7zyst4KdL3sZC8vDo0zmv5wiaLB/x8dHrH7vNpLYikb9tmsVz4/5vr8doDgRZuG7rtylwTUl6eQJVjV4uyjueLEc2Ny2chSUFNb4gJAm0RgMkSAE4LNZ5V3P7N0t5fMQd9PNES4YFzRC3ffMY3ogfieQGczqNQT+nzX2GkGWiCcEjY07ngl4jO/Q1U5RDZIQQYm9DmYLWrLVtceC3Pb49mKIoh9jGmmrC0gRNYndEEEIiBKS7Eo+azgbAlAG9MHSNfplpJLra/DmnxNCNg8fjSNOJ9I5w1RkjOX3Et9P+MjzxjO6ZS35TJX4zjM8MU+ptpMx3ZC0gP5xdMHAIJ+b1xtA0hDOMZVhY5s5LB4FpWqys+CuytXCt5Z+D1fBTLP9HB3Vcj9OJ26axc86JXdNwG3aklLy/fCO/fHMuIb9J2DL5/Zr5AIxOz41G1dpH8jc70CI/fFNiY3nVrnUuEollQP7WKm751ztsr6/nvnfnESlzYoZBaBIMMPsEsff0c8zwMi6cvpAxuZvYUuvk9Ln/5skNXwFQEajFG/ETsEIErTA+M8D9S94maJogJOOyt7Cm5UEeWH0+BU2H96izcuSTUupSSs9evhKklB0/peqH4jjI9oqitMGQ9AycuoHf0ggGDCxLx6ZJLssbw1Obf4JNc3Bh97tJsndeQa5Y+NOlZ1DR2EJ6Qhyapu53HA5Gpuey4sKfErbMH8zmMzQ5hwSbA0tK8uJTyHUn7fV5SsdqCQe5f+HHbG2s554xx3F8bq/vPcehGzx1ylm8Pvd9dBlGItBtJhFTQ2CR425gQ9U2yrI/IseVC40PAH4IzEca3RC2IQcc3+Kz7+RX37xLxJLcPPgE4m0O5q3ezG//O49A2MJZ5iQ0Jki3uGjq2vN6jGFlzTY+LF6Hr8qN3dB4YNjlP7j/PhmpYICMyOioRVwY4bfT6Atw3ZtvU13nB3SEbkOkh0kwnIxMy+XhscfzbNFPMCUIESHP1cD6lmz+tGIBU7P70y8xjUR7AiLcgiUldmGjxLsUXSSTFOejp6cOTYBNi/Cvot/y+2NmHvBrpCiHi/12OIQQzey9YyEANZ9BUTpBotPJx5ddzeLSEprNAANS0hmZnsPThXdQFYxWH59b/jwX5z0Q61APKSEE2d/Jn690fQ7d2GeRuASbg49PvYVibz29E1IxtIMdfFfa4g/Lv2Lutk2ELJMb5r3Nyktvw23bezIJu26gCYEpJUIDmztMH0cNW2oymdU4kqLmHcw8UUaHFySABmYpHESHI97m4M8TLtpjW3l9865UuEZE5+xeI7hjyBQANKHxyOiLuCJvKvmVmxjVrRfzq//FG182U9mSzvl9RnLv6CmI1jUYqXFuHr5yGn9Z/CUuh41IoYY9ReOhi6Zz7+e7jdC03tu4feixXDNgAiErgC5smDIClsAbsWGhYRMR1tdVMjg5k3+MuodVDZvo7s5i7cKPuHXgx/xvxyjWt+TucT4WQTY1bae/J++AXyelk6lb7QekLZXG1V93RekCUlxuTuvTn5cKlvFK4TLerdiGzyrDrQMIVtUWg/UPJqRPpGf86P3t7ohTWFzN4y/Mo0d2MvdddzK2Tl6kqxwcl2FjQOKRPULX1dQH/YSt6FQoU1oETRP3D0yQSLQ5ubT3aF4pXA6AjoYZ6UXICoMFS7e1cM+iMI8O745mbgGjJziO7/CYzx43mHmrN7Otqp57z5vC6aMH7fG4lJL++sP0T51HyKfjCsRx35BKKvyJ/H5NC+Myu3Ni9/9n777D4yjPvY9/n5ntq95luXfjgm1caTYhGExzaIHQAqEEDoR0ThrhJCGFJG8SAilAQkILJXRMsWkuGHABjHvvlmT1sto2O/O8f6ywDZgmSxqV+3NduvDszox+O9jS3PO0Ifv3P2voOM4aOu4j3+dvuXO48LGHabKjkGdR6A9zzqDxAPiMAFcMvoWltS+wfssKgk4Sj0oR9iSY2WcwACFPkKMLjiTlRFipm1lWO4i3m9ItSKvq+jAipwo07ItmsKphsxQc3UUvXmn8cB1ulyohRCd6cvtq/t+qhXi8zQzMr6UqOhivsvHEbb44eCO7Ytup2DOfs/re3OuKjl//8yXWbqlg884qpo4dwKyjR336QaJD1LVE2VJVy+g+xYT9Mv1yV/WdiceytHIP1bEI14+bRm7gkzst3DRhNucPPorXyjczpWgAkViKK196kmSLg+NoHl+9lX6ZN3LNqJXY1nv4kssx/e079WtWKMC93zz/43ew90DiVcDCi8XRmTF2O1AUaOL44rU0W4n9u5bHqnl27yL6BAs5rc+xGAfN5jUiv5C3v/4NID0blt/w7G8ZAegTHMxZfa9jpFpLUcU13BPLwKey2BdtYlNkBzsi+9gdqyZuxxivFXP3pYsapWBHJJ81laVonf5+2eYuzu3fjhdJiC5ICg4hupHyaBOWY6Ntk5pYmBbLBxoMK/2+ocDWFvviW3pdwdGvOIetu6rRQElBxyxGJj7d3oYmzvrL/TgackMBnrn+UvxeDz9ePJ8Fu7dz4agj+cbE6W7HFMDArFyWXnAtWusP3Ex/kuHZRQw/qCVq6YXXMPGuv4CTPr7Iuwir5X7QMeKJxQQKF2B6Sj/udO3PyAVlts4k5SdODICUNgn5Sji5f3qSjZRj8913/0BzqgWf4SXhJDm336Gn2v6kaZpHlY3m2ysupzxajQK+8tK/KStpJG6nW460huLoBLS5G4z0NoB2DIIei4uGL6Uw2MIb++qYXvTdz/z/QbhIWjjaRDrKCtGNXDBkPIOzA+AYFHpLMJUCFLGEj6Z4kGTKBO1leNaxbkftdD+6ahb/+7WTuO0H5zBueNmnHyA6xJtbd2HZDi2JJHUtMbZU1bJg9zae3rKeipZm/vLuW2ypr3U7pquSqRQN0bjbMfY7nJvcHH+QKaObCWfGyMtvxPRuwXbSU9OmdJyFey8mlvrImmGfm6M1VutN/CdRRgYq7z4InMHSxBf4W+VkNkeL8fq+xM+m/z8CnvRz1qgdJ2rH0UDCsdga2dPmbF4jPfmwRmNjkWhdH2Q/A+oawyQTJqm4SXJNGCzFlKJtFAYimMphXcNc6hJb2pxBiK5OCg4hupG36p9kfNkK5ozcxG8nncyNo0/jyiEzSDT6eXTFFJ589ygm5Pwvub7ed8Pt83qYfdwRjB/R1+0ovdpR/fugUIR8XoJeL4MKcvGbnv0PBTUar9l7f/WsL6/iuF/eyYxf3ckvn3nV7TjtIuqtpWRoDZ6CBL/bUkpFPIStFW9V92V5tZ8dzc99pvNouwan/jqc2guxE+/yTPnT/HXL7by2+10m3/43xv7xDuau3/ip51HeccTCN3JXRTN+X4INyVKerLZQ6sC4rixvmKMLjsRneAkYfr5UdkKbP/9tx59Bn8wmyrLqKSloQLVOtqs12FphGJqhfWuZf/L/8PWsk/BHguTsysBWHpzWEem2dnilYlubM4hO1PtWGm8X0qVKiG7kjZqXSOl0/6kV9a9y4aB0H+Od8Xd5p7qCzHCCl2uWcWKf9l/5V4jPYlBhHk9dfzFr9u5j2uB+ZAT8HN2nP9dPmMbLO7dw8ajxDMjKdTuma/6xcDmReLoF4NGlq7lh1jFkBg49XXB34VEeQJG0PTRbAU579qsEbIe440X1beHNyFYeP97B/JTZx3Tj9yC5FLB5dfeNvNg4iKRO8tS2SpriBWjgL28s5fRRIz7xPAk7xvqqaykNKt6fPTtoln9kvxtHfpV98ToyvSHCnrZPujk4O49Lx9TQkNpJNOVlVWU/tiUzCPhS6S6vSpPt9VAYzOGGWcdwyTET2Ruv4dxXGsj3RegTbmRp1UDWNC7l3IGz0ostii5JIYPG26r3PmYSohsaEB6G1/DjVX6GZY7F1g4AUwvHUJilCZg+JubIYGnhrv55OZw6dgR54RCQ7rJz3YRpPPmlizlnxBiX07lrYEEufo8HBYT8XgLe7v/c7wtFx+BRiqxAgnAgjj+UxPK0To9rGzSkWnht37pDHttsxYmm0gUYdgWQ7jZVY5lYrQ9XsnNb8HlMgl4PM4d8dK2Qg0VSDfy/jf9DfWIDGUY83bVJawoOsUaRUoqSYP5hFRvvu2TIrYTt49m0Zyhrq/sQjQeoawqjUwqv8vLb8d8iYKYnUHgnsprLF/2DRMLDMzuP5O/rjmddUwler0V9IgqkZ9uynNRh5xKiq+j+P+mE6EWuGPS/rGpcileF+eWqZWxofJUJuQP43cQvMzIr/Yt4bHbvWXlcdC/rGiq5ddXLlIWyuWn8KQQ9n3mR2h7jmi9MxVCKnbUNXDljMl6z+0/ffM3Qs/EZQR7csYRwIAUDGsn2x7BjJoVZTdgpk1ufeZpH8p7jj3OuwWcaGMrDgoqdfGvZY2hsRuTEOKZgFtfn34vXcDixaCpv7WwkajdxxrDx/GTsLJIph3GlRSSdJD4jffO+ZPcO/rNsJTP6Dea8yWPZ3LwSy06wPl7C5PA2NsTLCHqHcN6Amzr0GoQ8OVw/7kcc37ecyxf9h2YrjkIRS2ai/FCdqGNwRrqr6xN7XiXlOGjbwHZAKYdAVgorZbB431aOLh7AVUv/RlW8idPLjuJHo8/+1HE2FdEm/nf5MzQmY/zfxNlMyJeupR1GWjjaRAoOIboRr+HjqNzjuH/bG2xt3oedUixcU8fU1Xdx/fipfGd67xssLrqPr7/+MPvizfgMk5JgFje0LtjWm3hNk+u+2LNm6fIYJsMzB+I1lpKyk6DAZzqUFNTjM2wcR9GUW8uSzX349Wu3MGHoIgzl4bnyr2JpB61hU6OXXbEa/rPtLCbUjODNrfuwglnofA2jffyi6h5MpSjLbCDktZieN5lXd+6jfDngwGtvb2NHVT0XnzgAjWZfKofGlnwuG3wT/cIfXWejo4zL68OKOd/F0Zq/bH6CV/a9gdXUj1+v/xcPTLuFDE+IkZkD2VmwAivlJWl58YYSWCkDO+FjfXUt6xt2UB1vQqOZX7GSywafQFko7xO/7/8uf4alVTtx0Fy5+CFWzPmezHgluhQpOITohgKGFwODVMxA26CV5o4VS+kfyOHcCb27y4rouiz9/lShmqR0F+lRji4cyfjcwSyr3YzfSM/ApVo7uysFhpkeIRuzK3F0iuqkn7E5W3i9KoxpaDKCFqCwGjXLtqcXxfNEFfEMzaJd2yAAtuOwsyEb2zJYt287RrOJ1/GjtEKjmbtmAzeePoOvDvoJG5vfYXjmBPqFO//noVIKUykckth89O/8tUPPY2C4D5GBUU7vcxybGmu4f+M7zN28hbvWLEcBJcVeMJIoFBmewKd+z6ZkvHWoOsRsq8M+W68nC/+1mRQcQnRDp5WN4+6tT+A1UuytD6R/CMbgsXfWSMEhuqzbp53Hz1e+QJ9QNlePkIkNehKf4eH3Ey4n5di8UrmKjZF1bI4sBCJkGXmk6gNMGVLDKWOCvFg1lC2xAtAxTuhfTthMsLR6ECltYARab9DR6RG6JhgeBweFRrXeUiscx0CF7fR6G62vFeRmADAoYzSDMka7cRk+4MIBp7CqcTM0wbn9vkieL70+kMcwOaPswCrsRxWEeWXHTixnE0bEBFtRbWcwaVAW3zvyi2T7Qp/6vW6eeApXLn6ImG1x84TZ0rohuhwpOITohu7f/grxeIpAIMWgkRXU7sjFaM7mhOGD3Y4mxMeaXNifZ0/6utsxRAd6bMdKfrFyHgr4xcTrOK3fSB7YeS++aXs4o885jM0eyl93fh9bm4AmYXvwGA4DsmqpiWXg9eTxna+ezrXzHsMJOPhCNjeMP447Ny4hZimwDQpyG8gIJojHTZJ9E9RX5+D1evn2F7tWEVsUyOOeKTezYMECZg6cSXU8wt/XLyHXH+KqEdPxmwduwU7oN5i/v7UMFTMwLYVqUiyva+ZrdY/znxMvYXTuJy+eOCG/LyvmfA84vHVVxGfQxVs4lFKDgR8D2Vrrcz/0Xhj4K5AEFgBPHbyttX6wo3JJwSFEN2PZNo/M3UFtbQmG1yE0sQ67IIVZ2MQxY8pwtE5P3Se/dIQQnexPaxdgOfb+P5dbL7A5shIN/HPH7zmtZBZB08JKmRhosr0xYo6PoMemX2YjxxdMwB80oNgGNA6KY4tHcO2oE0jYKe7a9DyvN7xMSqfIDDiUTi2nMVLIrRNuoTQ7y9XP/mmuWfIoa+sr8CiTaCrJjeNO3P/e5OK+FAXC1ERiKBsUCjNm0FSumfPUfYwpDXHtuOmc3GfSx55ffuZ3EhcKDqXUPcDpQJXWesxBr58C3AaYwD+01r/RWm8DrlBKPXaIU50NPKa1flYp9Qjp2WoP3u6wgkOmxRWim1m1u5LmRgccA8cyiFaGAYWlU/xry5uMe/pXTHvu92xt/uDqvtquxKm7FKfmDHRyhTvhhfiQZ95ay7Rv/plTb/oH1Y0Rt+OIw9Q/nItHGXiUwcDMfPbEtqTHcCjwKosNTcsoCLRQFGxiVFYlIdMibCZQKPyGn+MKj6cslIO3dc0Ov+GhNJQuJPymhzH5RZgq/V68KcDS+ROpfXcc6K5/s10ZbcJuHcuxt6XhI+/PveBSBuXnsP+TaABFKmawak+E6xa9wN1b5u7ff3HlViY99XumPv1H3qnZ3RkfQbjn38ApB7+g0itZ/gWYDRwBfEUpdcSnnKcv8P5fFvsQ2x1GCg4hupnSnExsx2ndUgQy4ig0plIsLt9MwnKoi8X587pn0PrAoxjd9H/pRbVSG9F1V7iSXYgPu+Vf87EiKfaVN3Hbk4vdjiMO09+OPp8vD5rAVwYfxW3TzuGo3GMAhaMh7ClkWv4pbN1bwsLlR/DU4unUVI1mSt5U/t+Rf+KP429nUHgwAzPz+OfxF/L1EUfz4AmXUhDI2H/+YwsmMSl3LAW+XPw7xtLS7GFXdYR/Le76D1F+MfFUsrx++oSy+daYmR95vyAjzEtXfY2bT/0COBorQ6Nb+6EYwRSG6XD/ljf27//dt56mcadN/cYUX37mQdbVVXbSJ+ndlG7fL6BAKbXioK+rP/w9tdaLgLoPvTwF2KK13qa1TgIPA3M+Jf4e0kUGpGuAD293GOlSJUQ3EzXjGEdEoNJAZSexsxwGZ9YR8lmsqSwF0msbrKjZxOLqpzi+6Kz0gam9HGgLjuHEF2IEet+0pKJr2k6gjQAAIABJREFU0bbe/0TXo+QZWHeXHwjzfxNP3b99Tt/LGJ09noSdYGzOJFZW7mNd5VqMhEkKxatr8/jdcdeS5f3gTExTCwcwtXDAR87vNTx8Z0T6gckfqhezs3wlAMOLCzrwU7WPL5QN5+2y73/qfudMGM3v5i7EjibRPo3KsNBxL07KwQ5HuX/Hf/hK/y9jVSi8+7zpgfNNJhe99gDvnvO9Tvgkop3VaK0/vq/cxyvjQOsEpIuHqUqpfOCXwASl1A+11r9WSk0HJgD3AncopU4DniU9huPg7Q4jBYcQ3czTu94hmRHHHApaQzzlZXtDAeOKygl6LZKp9D/roCfBtsiaAwWHWQr2xgMnSr4OUnAIl33zy8fzl8eXUJSXwXfOPf7TDxDdilKKUVkT9m/vbGrASJLuAqXAcTQJy4LAgYIj5Tjc/M4LvFG1nTn9x/DN0TMOOT7hmycfwxFlRQS8XmaM/OQVyLsTn8fDo9dfyPefn8s6yknEvenrZWmq6zN5tWox/cP9yLCCJHQUhQJbU1+tqYpGKAplfPo3EW3XxQeNa61rgWs+9NqbwJutm5d/6JAPb3cIKTiE6GbG5vYlYHqJHzTXuqMVzYkgecEomVrh8ycYX1TF9IKLDxwYugiSC0n/tFQQPKfTswvxYRfPmsTFs9rycE90RycNHEqWDtASTaE94LcM9vcQbfXsrjU8u2sNMdvink1LmV486JCtHaZhcMq4EZ2UvHMNLSzgya9exhPbV/KdeS8deMNRvLmjhHPKkqRyNboKsDVWtsZQijf37mbOsFGu5e7xNF2p4NgL9Dtou2/ra12StF8L0c3M6jOG3x31Zc4fMIWgCqAw8CkYkVXN1PydDEn5adyXR33zDAYetMKuEZgBeY9A+BtQ8CKGd6SLn0II0Rtl+v0suvJqjioqJTPp5fIpR1GSnfmBfWK2tX/8mVIQT/Xehexm9hlOODeFMm1Mn40KWTimYl9TBkeXDSA6wKKlv42V46DRJIxmtyOLzrMcGKaUGqSU8gEXAM+4nOljSQuHEN3QjOIRzCgeQbG3gEe3PkxpoJnGlIe17w1n944wDoqlqb08Gn6dSyaesP84wzcefONdTC6E6O2yAgEevvorH/v+lwaM5dlda1hZu5fjiodwbEnvXV8ozx/imdlXcuPyp1nTUA7KQGkoCWdy9vRxPF/1HimVRFsmhi/F89V/ozCUzQmlPbPlpytwY6VxpdRDwEzSA8z3ADdrrf+plLoemEd6Wtx7tNZrOz/dZyMFhxDd2HPbVrBnfR9axtVgNjlEmrNxWvtGkzJo2FALE91OKYQQn13I4+OhE77qdowuY0hWIXcf+xXOefUfVMQaOb5kOKf1T89+euNRM/nN6pfQnhQAS7YNptRcKAVHD6O1PmSFrrV+Hni+k+O0iRQcQnRjLU02eNIdoB0MAiOayA9F0IkU6oUYF/7lwMJScSuF32OilMJybPa0NFIWysZnmm7FF0II8Rnk+cO8NvubH3k9ZYNjgzJAocEPe5s+usaHaEddZwxHtyIFhxDd2BXjpnPT9kXEawOECmKUZTcwsKweHJPtw0/iwZpVXF98HN9/+AXmrd7EEWXF3H3lWZz3yv3sbWkgPxBm7ilXkOULfPo3E0II0aUsr96NUumxLun1yTXZ/kK3Y/VobnSp6gmk4BCiGzt/9BRiTpK/v/cWdVGDumiY3Y25DMusZnlF+ivbDPDKlo2ExtWz22nkkXUrqY7V88MhixmfVcfW6iATyr7m9kcRvVzStvEaxiGnPxVCHNrlw6fwevVa7NY5gHxmii/0O9LlVEJ8lBQcQnRjWmuGFvVBZ6bX5FAKmqwga6pLGTt0L0nLQ1WqjszhERLZFjYWUV89Nw1dxJzizSgFDr/Fqfo3+Kagsn9FerILITrPLe+8xL82Lqd/Ri5PzrqMHH/Q7Ui9VnVThGvvfYo9dU1c98VpXHKMDALryqYXD+T4kiEsr9+ABgwFAzO6/iKI3Zq0cLSJTIvbjppicSzbdjuG6EVuW7uQ/1nyX+riMSDdh9frSRHMsNCA15NifuVC4hk2KW2S0iZLKrYxp2Qr7z9INnDAqYT4PIg+7N6HEb1S0rb518blaKAq1sz8PZvcjtSr/fmlN9hUWUNzPMEfXnid2kjU7UjiU2xuqkGjUAoM5XDd23/l5lUP759aWIiuQAqOdnLr3AUce8udnPCru9lb3+h2HNFLPLtrbXrOegWG5WAqB0OlVx+PJP3YWrGzKUQ0pdFaoR3Fhr2NgPegs7zfhcVBa7m5EJ3LaxiUeXMINnjRFozKLXI7Uq/mMY30ytUACgzp4talJewUlfHG/QVHwvJSHwnywu717IxWux2v59Ed8NVLSMHRDpzUHu5/411sx6EpHue5lRs/sk99PMZtK5dwz7oVJKUVRLSTY0sGEzS9mIYi7E1B6+BBjaKPN4toIojWiqTlJZk0Sdb7UQ1ZRP2XYxPAMQaA73hAgWcwKnSB2x9J9EJ6o4Fnr4++FfmMzSt1O06vdsNJxzBhQB+KsjK4ac4XyA1L97auzG96CBnp/0eWZRBN+EjZJvVRDx7pNS+6EPnbeJi0XQ21ZzIk73T2NGaA8jO6rPgD+zTEYxz30F1Ekkk8PsWGuip+e+ypLiUWPclPJ5zMhPwyGhMxXt37Lq/vqSOcFce2FQU5G7lo+EnctLycCA59VR+GBUsZOqqRLZW/pDirCewacjO/RSD3ri4zWFdrzY2PvMDLa7Zw8TET+O7s49yOJDpYwrKxbQcn1Yse93VRueEg/776PLdjiM/hV+PP4YalD+HzJ1BoNAqv4SHbF3Y7Wo+jONAnQHw+UnAcrtR6AO497wnmbx7J4L5nMmn4gA/s8vtlrxNJJEEr7GZ47J317Kps4t4vnYvfI/8LRNuZyuBLA8YBsL7lHZxyTVNjENPnsKslm5zAGt4650dErJ289K7Nb55bwhJSPOT5Kg9+9e+EfBax2HMEg6e5/EkOqGluYf7qzaQch38tWsF3Tjm2yxRDov0ppbj36vN4ac0WTh8/0u04QnQ7X+w3lJKNmgm5mwgYFknbw1F5c8j0+t2O1jPJc5E2kbvdw+UdB/jICmjOHbsVlT/jI7tYTnphNpwDr62pruLlbVs5bbisBirax+w+U3h+57NYKfD7UtTqDB7ZnU9d9AzeWjuYp9+YkN5RGYBJXUsGIV89odD5rub+sLyMEIOL8thRXc+kwWVSbPQCo/oUMaqPjN0Qoi02Nm8FbMqCjVRFM8jxx6hKPgxc4nY0IfaTguMwKSMHCl+A5ErwjkKZJR/Z57tTjuXp7e+QTJhgp4fNaK3JCsjTB9F+ZhQfxYMzc/jvjuW8sm8NSe1haV0D65snE9zT+k9dKdCaESXZDO97HsHgafj9k90N/iGmYfDo9RdS0dBM39xst+MIIUSXtTtazi3r/kxFUx6PNU+gJpqJ1oo5Q1ahtYNSMlS3vcnCf20jfxMP07bmWrZFbFTghEMWGwBFoTD3zD4HT34CgjYYDr4MzTF9+3dyWtHTjc0ZwiVDZsBBrQJKwfCxOzGUA1oTVEl2v1xHIvGtLldsvM9rmvTPz8EwpHVDCCE+zq7oXhSKlG1QEcnBcjykHJNnlk7kO/OfdTueEPtJwXEY7t28jDkv3c2XXv4H92x66xP3nV48DKUNdNBG56RoMKI8vXNtJyUVvcmwzFKuGnICHmUT9iTwmg7rY8V89fz5nHbiUoKjGqmY6eH+11a4HfVjLd+2h+Nu+TsX/e1hoknL7ThCCNEljc0eSdDjY2h+S3o0swNoMFo8vLJyq9vxeiaZFrdNpOA4DA9tfZu4nSJup3ho6zufuK9SihmlQw9+hc2NMke26Bj9gn1pbgnRFAuwoyaXoN9mbUsfHt86gd2RfBwPRHPdTvnx7nptGXUtMTZW1LB822634wghRJeU5c3kT+N/zh8nX8n8My8m0Az+nR7MFnVgPRXRvqTgaBMpOA7DjNJhhEwvIdPLjJKhn7r/LyadSsBrooCA1+SKkVM7PqTolXY012E7PpriQcYV7WFnYy6vlw/BE7LweFLkBKJYVpQd1fUfOM7Rmvk7N7NgzzZXV6k9c+IoPIZB0OdlTN9Dd1UUQggBIU+QUVnDSDk2tl9j5TrES1M4MkpXdCHy1/Ew/GDciUwrGoATf4MZ4T/j1PwDMr6BETj0ugEhw8cUcwibGmr59jFHkx+QObJFxzit/xHcvfENGpIO71T2a10tWOEEHbwqibUhkye3bWX+27tZ+KOvE/CmfxTc9MZLPLE13dXv2nFTuWH80a7kP2PCKL5wxBB8HhOvabqSQQghuotdzQ2c+/RTJA0TwoDSmJ4km5s3MyxzmNvxeg4tg8bbSlo4DoNSipkFSU4I/g7D2QSpldBwLdrasH+flJNiS2QHTVYzP1/wKkt27aIq0sJPX36VSDLpYnrRk5UEs1hw2jf474mXMbGwDFunb9oNQ6MTZrolV0PCSrG3cc3+1ozXy3cQTVlEUxYL9mx37wMAYb9Pig0hhPgMnt26gWjKAlT6pthro80W/rLlNyTsxGc+z7qGSr626CF+/u6LJOxUxwUWvY60cBwu5xDjMOzt4B2JrW1+sua3VMT2AbBsZxmONlEobMf56HFCtKOA6WVsbhkPzbiSezYt5berXkYpULkp2GdDi4dJIzewvvkhmvVpjC+8iSvHTObnS18F4MrRR7n8CYQQQnwWo/OLQTmgD4zbaMbPNbkLiVlb8ZtHfKbzXLX4YariEZZVm5QGs7lq5PSOitx9SQtHm0jBcbh8R4NnNKTeBRQYReBLd6kqj+2jPFZJwkm3ZOQX17M3ng82DO6TQ4bP52Jw0VsopbhixDQeXL+SvfY+lKHhiBZO67+X6TnLsTXsan6a8YU3ccmoCZzUfyimYVAYlC5/QgjRHczsN4iR/VrYUB5EpcC724f2anZHM8iOPUNO4LMVHEnHBsDRELdlhsBDkS5VbSNdqg6TUj6MgkegcBnkz0MVziNm17Kr4a9o6wWChsbAwG/4mFw0Ek+OJlCo+NUJs9yOLnqZ4kA2yWYfIwuqGFlYyTv1WTxXMR60l2zfgRXvS8KZUmyITuVozRsVO9nSUOt2FCG6rdumXUFxro2v3IcRMzCbTF5dO5KXq5Z87DFaa25dvJhT77+PR9es5o7p5zAiu5CZpUO5fLhMbCPaT5do4VBK/Q44A0gCW4HLtdYNre/9ELgCsIEbtNbzXAv6CQwzB8wcotZ23i4/Az8RAK4uLWE3P2FgeBDjc0dz04QoIY+XgMfrcmLR2/x86knMefx+Vq4ZhC+YxDEd9iTyKfWO46eTr3I7nujFfvD6izy7fQOO1tx38nlMLenndiTRwyWsFPNeX8/wAYWMHNwzZsIbkTWAoZ5hrNB7P/B6Terj7zde2baN+99bSdSyuPm115h/6VeZO+vrHR21e5MWjjbpKi0cLwFjtNbjgE3ADwGUUkcAFwCjgVOAvyqluvQo0vr4UkyS6b7yChynkgXb/8sVr/+Hc1+7jRxfQIoN4Yp52zcRTabQWpGI+jD2BvDu8fLiAo1HZbgdT/Rii1snK7Acm+X79hz2+cprGymvbWyHZKIn0lpz5vV38qt/zOeymx7kxdfXux2pXexqaGD59nISRSkcv8YOOyQLLGaVXvixx1itXaggvW6grWV8qegYXaLg0FrP11q/Px3CW0Df1j/PAR7WWie01tuBLcAUNzJ+Eq0dnObbcGovIVdZ2HjQOj0L0OrmMlZZ+WSFYlTZu7lv60K344pe6uWKdQB4wwlChS1QmCBle4hEFPdv+xHNVo3LCUVv9Y3x0zGVItsf4MzBow7rXC8u38BZP7uXs352L/NWbGynhKInaYklaYzE928//doqF9O0n+ZEEjOlMOImVpbGLrJ4uno8AzJP+NhjZg0ZypkjRtI3K4tvTz+agTldeEXYLkLp9v3qLZSbi3sdilLqWeARrfUDSqk7gLe01g+0vvdP4AWt9WOHOO5q4GqA4uLiox5++OHOC+00gFMOOICBY/bHcppRTh2VyTDxg1bfyfVmURjI6rxsnyISiZCRIU+326K7XbvdLXU0xpIY3gNPsHTcIOBJEQ7H8Rshcn19OiVLd7t2XUlPvXYa2mVd5N3VjURi6WlAM4N++hZm73+vp167ztDTrt2mnVU4Tvr+p7Qwm+yMQId9r868drsaG2mKx9P/mFp/1g/Jyidodp9Jak444YS3tdaT3M5xKKGifnrkOd9p13O++/fvdNnP2546bQyHUupl4FAdJX+stX66dZ8fAyngwc97fq31XcBdAJMmTdIzZ85se9jP+70jd6EjfwEsIIDKfxzlHYYTf5W52//Mn8oHt657YDD3+FvI8HXcD7bPa8GCBXTmtepJutu12xdr4tJF91CeqEMpMJXNxH67CPlT5PpaGBgsIMu7Dq0txhT8ipKMkzssS3e7dl2JXLtP9vra7Xz3zmcB+OM1Z3L0EQP3vyfXru162rWbHE/wzGurGTWohPEj+376AYehs6/dTcuf4aHt76VvSYDTwj5um3ZOp33/Hk0jYzjaqNMKDq31Fz/pfaXUZcDpwIn6QLPLXuDg0YN9W1/rWkLnQuxJsLeB/3h09L9o7zBU8FxiZj61tc+hjQROMoM3K3dzUn9Z9VN0vuJgFvcd/zVOffk2ktoi4LVwTBNLQ6YZp9BYTcppAWBt7c0dWnAIAdCSSPK1fz3O+soqvjLlSH546szDPuexowfx8q3pQa+ZQf9hn0/0TOGAn6/M7pkPlX8x+UwWV22nItqE3+NhYEae25F6Fik42qSrzFJ1CnAjMENrHT3orWeA/yil/gD0AYYBy1yI+LGcyN0QuR3MMsibC/Xng45ALIjWUTJ9U7GSAaIpk6DHJNMnvwCFe65bdh8xy8GyPWg7SIXK4bqhLxM2HVBZWI4CNB6Vnha3OZ4g6PXiMbvEcC/Rwzzz3no27qvBsh0eWb6ai6eNp19ezmGfVwoN0dvdP/NS7t74Bjk+PxcNHk88lSTg6T7dqkTP0yUKDuAOwA+8pJSC9LiNa7TWa5VSjwLrSHe1uk5rbX/CeTqVduog8ifAAnsHtPyZuJNiddKDrS2O8CzklAGXsrK6glf3bOWswUcwraS/27F7lVjS4s/z36A20sI3Zh3dLjcz3dWu6G4C/pUMyA6wvaEAyzHZ2ZzLsvoJnNU3xJDc69lU9wdSTpztdVdy1r8fYMvWGrJ9Af7zPxfQP7/3XjvRMQozwhitAzeUgoyAFApCtAfTMln/3h7K2cMTFfPQGEzIHcSfJl6Fx0hP9lkRbeSXK+cD8OPxsygNZX/SKQXpoTG9aaB3e+oSBYfWeugnvPdL4JedGOdz8HJgoi8DjBJWWX7qnPRArbdbNnFigeJHk0/gR5M/fpYI0XH++OLr/Hf5aizbZt3eKuZ+9zK3I7nmiT1PURcPUh7Lxuez07Or2ZDQSaLGVLL9Y5lc+i+e3bSBWxbPI26lUDmga2M8sXwN3zrlWLc/guhhThw1hG+fdAzLduzlkmnjyQ0F3Y4kRI/w9X89wbaqFjByCNBMZr9mHGcJd69uYt/2cQwrKuaJ6Dusqa8EoCLWzOMnfs3l1KIn6xIFR3eljEx09h/SrRyewajMb5KKrAQ7Pad33Imzs6WcvqESTCVdUtywrymCZdtoDXUtMbfjuKrIX0hNfC9aK0ChFIR8Fv0zqoinmvbvty8SwXYcUKANCHg8DC8tdC+46LGUUlwyfSKXTJ/odhQhepTmWIL0D3FwEgZT83eQ743wj8c08cQ6At7NmP1snJz04/qaeMTdwN2JtHC0idwFHyYjeBJG4XMYubejjAzGFPwUU+VgOSbzaoZx5kt3csTjv+TaJY/Igjou+NbJx9AnJ4vMgI+fnf2J8xb0eOf2OwevUqjWaTYMHEZlV2BjMCrnrP37fXn0WCb1KaMoFObsgaO45dxZzB433L3gQgghPpdbz5+N129g+zRNdgBlmeAYJJIeQJGwUkwI9cNvePAbHn46XiYJ+ayU1u361VtIC0c7y/GPJRj+I//e8hDlzQbxlIkG3qzazts1u5lSOMDtiL3KoMI85t94hdsxXKe15pFtK8lRZSTMcjQQ9iQoy2iiysrhiT13MzA0itl9LiPL7+fBs7/sdmQhhBBtlJcbItFHE09pFAbx5lMJZP2XMSN3s27jADIDAX4w6wQGFJwNgKHaYxUcIT6eFBwdYHzOKIJmgIAnhVLpFccdNHn+kNvRRC/1asVmfrfqVZQ3gt+bfs3SXmKOj7CRpDK+g5pEOZm+PGYWyXztQgjRnRWGwrROwkPA42Fa6UTOGnYeXx8GqZQXv8dzyNkHtXbQ0QcgtRkVugTlldbtD5B1ONpMCo4OkOEJU2YezeqmDYzKzibk8XH+4IkMzZJ+8MIdVbFmNBrHNtAeG6XAq7xMzJnM1pZlpLSFrS2arTq3owohhDhMOYEgD535ZR5Yu5IxhSWcP2rs/gLEb378cTp6HzT/EYij489B0RKUkskcxOGTgqMDLK7cyjM71xK1LZJNNr+bOodZZSPdjiV6sTP6j+GxHe+xoWEvOb44CW1TEDCZU/Z1XqhUrG18g5Ani6NyZ6O13v+LSQghRPd0ZHEpRxaXfr6DUhuB1glWtAVOPZhScBxMpsVtGxk03s6iqQR3bJpHzE4CkEjZvLhyU3rWHyFckuH18/iJX+P746dR3hygJhKmIWFx9/bHuWDAd/jxEfexu/ZUjn/kfqbd/hceXbbK7chCCCE6mQpdAioM+MF/LBifs2DpDXQ7f/USUnC0syd3L2dPbB8ewwYLdLXBotd38NCSlW5HE4Lndm3F0QZaG9REMjBVum29Ppni1b1b8W3xE6lI8utnF7Bow3aX0wohhOhMynsEqnAxquB5VM5fpbVbtBspONqZz/BgKghqm8DKEL7tfpKWze7aRrejCYGtbd5/rBL2WvjMLdQna8j3h8n2BlAOaBRxr8M1Tz/Dd595AacXTdsnhBDCQDfdhK6ahNP0G7T8DvgApdv3q7eQgqMdpZwo47J3cF4/gwH52fjHOSTGRfGXGFx4zHi344le7pWK99ib2IPfk6I03Mjkkh3saNnAY3vuxmeaPH/alZx57CgyQl4cL1iOw/yNW9hcXet2dCGEEJ0l9hAkV4BuTv85tdrtRKIHkIKjHS2quJ61dX+mX+AlTivdRTRooYOa6KAoJXmZbscTvdiGpj38bM2joCDgsxmQ3YDXcACF0fpjID8Q5tenzeaV719FyOfFZ5oYSlGYEXY3vOhRdpbXsXZrhdsxhBAfywRau1Jp3bot9pMxHG0is1S1o7r4WjQpAALmZtAlLicSIm1Vww4UmmSTh1hFJss82cya1MDYogLO7vvBhREzA36evPxCFm/bydGD+pMXkhlKxOf3uzue5+V7lzJ4dB/++q+rUUrx3sa93PCbx1DANV8+lgtmH+V2TCHEh4UugOQysN6D0AUo72i3E3UdvawbVHuSFo521Dd8IqYKYqoAY3PPZ2rRQPqGsvn9lDn4TanthHum54/EZ3qI7MohlfCSaPGxcE0mlw36Hlne3I/sPzAvl0smjWdIfp4LaUV3d+fjr/PUvHdwbIdtK3ZRvivdLW/zrmq01iSSKVZvLnc5pRDiUJQKYOT+FaNoCUbGN9yOI3oIuQtuR1OLb6E6/jYeFSYvcAT/Ov6D71tOCtB4Da8r+UTv1S9cwKPH3sjUd+88qAVXHtOI9rdhxz5uf2sZelSIxuFBBi6LUliSDcApx4xi8dtbaGiOcfW5x7icVAgh2kB+dbaJFBztSCmDouDkQ763rHYtv17/TxytuWH4VzixeEonpxO9Xa4vgwkTdtCkTVIpg/H5sjaMaH9aabQJKIVWcPM/L8PnTz9kyQj5ue0H57obUAghRKeTgqMDtFhJFpRv5r3GVQT9DhcNmM0/tz1J0kmP77hn29NScIhOp7Um6TPwaBuPL0VuaKjbkUQPNGpACWNKi1hbUc3QwjwmDevrdiQhhGgXChnD0VZScLSj6niEebvXc/vqN6mNt2BrTW5mlNUNW+kbKqQiXgtaU+DPcTuq6IUe2baCeApMIz031ZCMUZ96jNYa7L1gZKGMrE5IKbq7imgT27ZUEG5UVDTW4GiNKYuHCSFEryYFRzuJWAnOmH8XdfEolmXQWgfTHPOzubGF2yZeyr075mI5KS4deLrbcUUvUx4r52+bH6cmmk1BRhTLMTm+YOoH9rEcmx8snMe7VeV8f/JxzB48At30I4jNBWVA7j0on8wqJD5ZNJXEaFAoR6GbNHHLIuz3ux1LCCHahyyE2CZScLST7c21RFNJbEuhIyZm2AbTwTBsBoT6kukNc/2w892OKXqp36+/l31VYeItAWKNQTyZFs/sWsPXRx4LwOrqSr756lx2NjVga80Nr85l3YC+mLGnABs06MafQsFclDytFp9gSFYBM08fxpKF25g1Y6QUG0KIHkW6VLWNFBztJOR1sHQCpyWAJysFZvpvZMDj49aJF7mcTvR2a3fHsaoywQ9O3ANBhzx/aP/7X5//FOUtzfu3/aYHQwVAZYOuS79ob4fEyxA4qbPji27m1vPngDxfEUII0UrW4WgnS2rfYlTRPsKBBCiNUqAUlAXzKQt9dJ0DITrL9uo6KlfkEqgzyKyG/MwmphT256wB4/fv4zHSPwo8SjG2oJiHz7gA0zAh6/848FzCBKe20/MLIYQQXUJ7rzLei1pLpOBoJ6WBIjx4yM1swa7zoh3QNhSlZOE04a73dlWgUKAVOFCW28j3R0/ZX2QA/POUszlpwFC+NnYST3zpIsYUFAOgArPAfyKgwDMUAjL+SAghhBCfj3SpaifHFkzju8+/Q3MiidYKuyKAzzCZPmSg29FEL1dWkoWlbQzTwRtM4Q8lWfj2eo48bcT+fYblFnD3yWe4hVwyAAAgAElEQVR95FilDFTu7WjtoJQ8nxBCCNG7KVnCqk3kDqKdvFe7k2jSRmsDFPgzLGaOyuPKo2RWH+GuzLAfe1QLqUFxWoYmqdyeS14g/3OdQ4oN0VZzF63hxCtv57pfPkrSSrkdR3RxNQ0RlqzeTiSWcDuKEIcmXaraRO4i2kFFrIbfbroTPBagQYGT4fCb48/CNOQSC3c52Dh+TSpL4xgG+7KCvJaxAIBo0uJbTzzHaXfex8sbt7obVPRIf314MS2xJOu2VrJy416344gurLo+wrk/uZcf/n0uF/3sAVIp2+1IQoh2InfD7WBHSzmGoQgVtODJTeDJS+D1GmT5MtyOJgTl0UYMBTqlcCwwlUNCp3C0w//Of5Z5GzazubqWbz3xHJFE0u24ooeZMmYAAb8H0zQY0rfA7TiiC9uwqwrbcYjGLarqI9Q0trgdSYiPULp9v3oLGcPRDsZkDyVkBhiQm2SH9hI0wvzfxNmY0g1FdAFHFw0m086iOpIuJgytOan4KO7Y9BxL9m3A1gFAodE4Wjqnivb102tmc/6OiZQWZpGTGfr0A0Sv5TUU8bgFQHFOBkW5mS4nEkK0Fyk42kGmN8Sdk3/C7mgl/UIlBE1Z6Kqr0lrz4HvvsbKikksnjGdcSYnbkTpcyOPDlwqCTv8ib2nxMyZ7KH/a+Bz+0ibizSZ23MOPvvgFsgIBl9OKnsYwFKMG9/x/Z+Lw/XfeSoxEultyU00LhiGLjIouRiMrjbeRPIJvJ0HTz/DMAVJsdHHPbdzEbxYu4sl167jo0f8SSfaOLkRDc/N4f4Sa12OzrmkrZ5ZNJuT30GdchPNml3DRpCPdjimE6MVGDiom6PPgNQ0GlX2+iS2E6CzSpaptpIVD9Cp7mxqxnHS3IdtxaIonyPD5XE7VsWrjLbxVuwU8ClBYHpi3923umfoDXlu6l+31tZzUZ7rbMUUX15CMsbmxmjG5pQQ9XrfjiB7oa2dNozg/k4bmGF/6wji34wgh2pEUHKJXOWfMGB5etZrdjY2cPXo0fbJ6dh/hbc21/HDZsyRSpNszDQcUbCt3OP6Xd9Ecj2PEHb63aS7Lf3+D23FFF1UTi3DC83eQ0g5FwQzmn/I/+E359SHal2kYnDlzrNsxOsSLqzbxk8fnU5Kdwb+vOo+CzLDbkURb9aJWifYkvzFEr1IQCvHalVeQcpwPrLTdU1228EH2RpoBk/R8zYDp0DfRl7XxRjQQ6wPmnt7RtUy0zf1bVhB30mtolEeb2NPSwJAsmXFKiM/qDy8uJpa02FPXxPPvbeTSYye6HUmITtXz77iEOITeUGwA1CWjH3kt6He4YcoX0hsKbL/GnyldZMTHKwkdaAk0UPTLyHUxTcdrTMRZW7sPy5F1IET7mDCgD0GfF9NQjO5b7HYc0UYKGcPRVtLCIUQP9pMjZ/Gzd1/E8trYlolhprjiiMkcO3wgt156Cj9cMI/ClI87L/uS21FFF3beoAmsqivnndo9/Hj8SfgM0+1IHWZzQw1nPXc/jtYMzMrlqdMuxWf23M8rOtaW6lrKG5uZOnIwpx45gpLsTEaUFrodS4hOJwWHED3YBUMmct7g8Zzw5zuprosBPh4w3+E7o0/i9FGjOH3UKLcjim7AYxj8evIZbsfoFI9vWUPESncx3NlUz+raSo4qKnM5leiuLn3gMS4syeWuF1/l3xeeI8VGd6e1TIvbRr2jX4kQvdh71XupromDo8BRWLUGjvzAFOKQRuUV7Z+FSwP9MrLdDSRcUVnVyGtvbKQ5Ej+s88RT6bFPCohZVjskE26TLlVtIy0cQvRgf1qzgH9seAvVP4Xhd3DKA5w9diyeHtwlRojDceagUViOzcrqcs4bNo6iUIbbkUQnq29o4avf/Ddaa3JzQjz8t6tQqm2LEP7tvDNZ9/YKLp96FEcP6t/OSYXoPqTgEKIHe3T7u6RUHF9JevCrkWMxsFBmFxLi4yilOHfoWM4d2jOnZxWfbm9lA46jiScs4vuaSCZT+P1tm1hj6sB+xHZsZebMo9s5pXBNL2qVaE/SpUqIHmxy4QA8ZvrJnEqv+8fofJkhRQghPs7IYaVMHNsPn8/DxWdPaXOxIYQ4QFo4hOjBziw7kuc3bCGQG0EZmi+WjGBayQC3YwkhRJflMQ1u/ck5bscQXVRvGnfRnqTgEKIH+/Eb87BMG6sxCJZiS+YqEnYSv+lzO5oQQgjRvWjAkYqjLaRLlRA92D6rcX9XKkyNpRPE7ITbsYQQQgjRi0gLhxA9mKkNUjjpP6egb7iAHF/mpxwlhBAikUrx+Kq1mIbB2WOPwNuLFoDc1dhAQzzO2KLiNs/Q1WNJA0ebSMEhRA92VslYHt+1GmzNqAIvvx//DbcjCSFEt3DzvFd4bt0mADbsq+bmk7/gcqLO8cKWTXxr/vOYSnHq0OH8/qTZbkcSPYB0qRKih1pXvY/Htq3DsQxQiqZwhMpYk9uxhBCiW1hbWU08lSKeSrGmcp/bcTrUE8tW840HnmLhju384NX5JG2bWCrF05s2uB2ty5GF/9pGCg4heqBIKsZ1i/6DtjWgcCyD5maLB7YvdjuaEEJ0C9+dcQw+08TvMfn2jGPcjtNh5r61lltvn8/SeVv55h1PELET6NZ+Q6UZsvDlR2jdvl+9hHSpEqIH0Vrzy3UPsKj6PWJJP8rJRWvwxBTGLj9DJ5a4HVEIIbqFmUMH8d73rgfAY/Tc57PvbtwDTvoJtLcJTMPANmw0mjmDR7kdT/QQPfdfkBC9UEW8ljdq1mBrB8eryai2CBW24M+LMqKojIsHHed2RCGE6DY8htGji436aIyXK3fg+MAxoO+EQpxmGyMJ3kbFknU73I7Y5UiXqraRFg4hepAsTxijdUaRUDZEjkyAATpHM+OIoZiq5/7iFEII8fks3LydJjtJbGD6d0Ozt5ZUMP2esjW76xtdTCfaQik1E/gFsBZ4WGu94KD3wsBfgSSwAHjq4G2t9YMdlatL3X0opb6rlNJKqYLWbaWU+rNSaotSapVSaqLbGYXoyjK8QX4//lpOKj6Kb46cTXEoE4XC5/EwMke6UwkhhDhgZEkBVihBakQLqZERYnYyvW6TAscDQ4vy3Y7YtegO+PoMlFL3KKWqlFJrPvT6KUqpja33yT84KGUECAB7PnSqs4HHtNZXAWceYrvDdJkWDqVUP2AWsOugl2cDw1q/pgJ/a/2vEOJjjMwawA+OGADAcYUTeHLXuwzKKGBGyXCXkwkhhHBTynHY29BESVYGt69bxN2b3sDu4/B+lWHmWNj1CmUbjM8u5R8XnuV2ZJH2b+AO4L73X1BKmcBfgJNIFxbLlVLPAIu11guVUsXAH4CLDjpPX2B165/tQ2x3mC5TcAB/BG4Enj7otTnAfVprDbyllMpRSpVqrStcSShEN1MQyOCq4TJuQwghertEKsUF/3yY7bX1hHxenKF7OKbvbqIJP8sr+oOjwNBcO3Uy3ztyBmYPHrvSVgpQ7T+zVIFSasVB23dpre86eAet9SKl1MAPHTcF2KK13gaglHoYmKO1Xtf6fj3g/9Axe0gXGStJ93L68HaH6RIFh1JqDrBXa/3eh1a0LAN2H7S9p/W1jxQcSqmrgasBiouLWbBgQYfl7UkikYhcqzaSa9d2cu3aTq5d28m1azu5dm3XVa5dSzLJrGw/TlYxCgh7A1A7lKjl5RivCTp9/1W6L8riRYvcDduVOe1+xhqt9aQ2HHeoe+SpSqmzgZOBHNKtIiilpgMTgHuBO5RSpwHPkh7DcfB2h+m0gkMp9TJwqE7kPwZ+RLo7VZu1VoN3AUyaNEnPnDnzcE7XayxYsAC5Vm0j167t5Nq1nVy7tpNr13Zy7dquq1y7PQ2N/OSv9xGzUgS8Hr548mYW7MygNpqB1gpSChImQ/2ZvHzKNW7HFW2ktX4CeOJDr70JvNm6efmHDvnwdofotIJDa/3FQ72ulBoLDALeb93oC7yjlJoC7AX6HbR739bXhBCfoNmKs6x6F8OzC+kXznU7jhBCCJf1zcnmHxefzdzVG/9/e3ceJ1V553v88+uq3htoafZFtrAENKAg4hpQMyguyCQxxjF6MYmTxNyJMyb3mnGceDM39zqZV+IkMSbRqxdHr3JdcY9bgo5LAkJAQIGggGyCzdrd9FZVv/mjDtD0dENTVPWp5ft+verVVeecqvryvIqq+tXzPOdh7NAezN+1h30tyeFBRnKmcaQYLjhxdKg5s10GhlSlKqe+I4c+pMrdVwD9Dtw2sw3AFHevDSa/fDsYl3Y6sFfzN0SOrDke45KX7mFvSyMJdx4//zpG9+obdiwREQnJgvUrueudRfQtq+L2z87k6qfvpPbjEsr7NeIlcaIW5XunTWdgZU9mDtFifzliMTDazEaQLDSuBK4KN1LnQi84juJ5YBawDthPN3X7iOSyjxp2s7t5P43xVkqKIry9Y4MKDhGRAvXsR6u46XcvEG+Ftexi7qOP88m65GIbrbuLKRlfz+ShA7lu3LSQk+aAYziVbTqZ2cPAdJITzDcDP3D3e83s28CLQAS4z91XdX+6rsm6gsPdh7e57sAN4aURyT0nVp5A37IqdjY34Dhn9h8RdiQREQnJO7UfEU84B05C1NDQDFhyGFXCGVM5lHvOujrMiDnEIYQhVe7+5U62P0/yx/msl3UFh4gcn4gV8eMps/mkpY6JvQcxsKJX2JFERCQkXxwxiUfXvsv+vU51zzijhtazcWMju1ZVMWxwb+ZfcjWlEX0dlMzSK0wkjyTcueKlB1i9+xNKIhFeuPirYUcSEZEQjarqy+jGIazet43qUTvZ3OyUD4ry3844g2tHfi7seDnHsmbOeG7Rqi4ieWT7/jpW7dpOY7yVJm/k87+/h1uXPksskf4Th4uISPZ7c8NGPqzdhbmTSCS/LbckYuxprQ85mRQSFRwieaRveRUDK3pSEY3g0Rg7Wxp4ZtMKFny0POxoIiISgiHVvWhpjFG80WjaWoE7xBsjnHbCSWFHy03u6b0UCBUcInkkWlTEM7PmctOkz1IWTY6YTLjTHI+FnExERMIwuGcPijAMo351NbW/G8SuN/oxsqp/2NFyj4Ml0nspFCo4RPJMj5JS5o6dyhXDJ1MZLeFTPfsyrLIGL6BfUkREJKmqtJTzxo6EhGExIAE9WqMMqOgZdjQpIJo0LpKHzIxbJs6krKiE+/+8iG+99SjXjp7KTSfPCDuaiIhkwLaGfXz/7ReJJRL8rzNmcmKP6oP7fnHFpXx43i4WrdhIojXBlz93aohJc5x+vEuJCg6RPPbcplU0xlswc5766F0VHCIieagp1solz85jZ1MjAN95/RmevPgrB/ebGaP61jDqvJqwIkqB05AqkTz2uUFjiUYSRIqcPa117GisCzuSiIik2fx1y9nV1MiBZbD3x1rCDZTPPM2XAqGCQySPXTFyEiWRCBgUF0X4c92OsCOJiEga1Tc3M++lP1GyoZjiHVHM4bbTLwg7lshhVHCI5LHhPWqY2HsIUStiYEVPTu19YtiRREQkjRYsf5/ddY0YRrQpwg1jzuCMAcPCjpW3zD2tl0KhORwieSxiRdx/9rXsbG7ghNIKIqbfGERE8sGe/U28t2U7W/fvOTgypzQSZdaIcaHmynsFVCSkkwoOkTxnZvQpqwo7hoiIpMnuhkYuveN+6luaafE49EvQs7WcG885m/ED+4UdT+Q/UcEhIiIikkOWf7SNllic1tYEFEGsrJXWIQmuOm1i2NHymwMFtFhfOml8hYiIiEgOmTC4H0UG0WgRBpT1KOKs/iPDjiXSKfVwiIiIiOSQvj2rWHDjNSzdsIXGshYqKqJcMHhs2LHynlFYE73TSQWHiIiISI4Z0KsHsyZqgni3U8GREg2pEhEREckxG+t3sW3/vrBjiHSJejhEREREstTy3et5bus7fKZ6OBcPmoKZccfKhdy75g8A/HDyRfzlcE0W7zbq4UiJCg4REel22xr2UREtoVdpWdhRRLJO3BPsaWmgJdHKjYvuY/eaMh5t/pAdn2viuknnMG/5Ilr2O94jzt2r31LBIVlPBYeIiHSrH/7xVR5c8yeKzPj1jDlMH6Kz64gcUN/ayNcW3cnHjbvpV1bNvjWVtH5cAm784omljKs8kfh7xUSJYsXOhAsHhh25cOi0uCnTHA4REek2rYk481YvoSURpyke445lb4QdSSSrvFn7Pp807aPV4+xs3oc1F4MbAPG487v3P8ATYAkjGotyw6hzQk5cWMw9rZdCoYJDRES6TdSKqCmrwICSogije9WEHUkkqwwuryH5U3rSP8w6n9LiCNFIEV+eNpELJnyKsuIoFSXFDKruwdDe1eGFFekiDakSEZFuY2Y8ctFV/HzZW/Qtr+TGSWeFHUkkq5xUPYxbT/oSb9au5rz+J3NGn3FceOtJNLa0ckJlOQAPffNKNtTu5qzRwyiOREJOXGAKqFcinVRwiIhItxrRszd3nHtJ2DFEstb0/iczvf/JB2+XFUcpKz70lW3swL6MHdg3jGgiKVHBISIiIiJyVK4ejhRpDoeIiIiIiGSMejhE8tS7mz7mzpff4tOD+vE3f3EmkSL9viAiIpIyRz0cKVLBIZKnvjnvSfbsb2LJhi18qn8Nl57y6bAjSYGIJxK4QzSiIlfkeLy5diN//9iLlESK+OlVl3Dy0AFhRxKtw5ESfRqI5KlEm19hEvpFRrrJ+1t3MO1/3MXU2+5k0Yebwo4jktNuevg5ausa2Lqnjpsf+W3YcURSph4OkTx117WX87MX3+TTg/py8cRxYceRAvHEO6vY39IKwENvLWPqyKEhJxLJLU2xGF999TEWbd9Eeaw47DjSTiEt1pdOKjhE8tQpwwYx7/ovHry9bOcWVu7exvmDRjOwoleIySSfnT9hFI8vXoEDsyaODTuOSM55dsP7LP1kK62JBMWDE/TYUUpVSSn/+4oLw44mkjIVHCIFYNnOLXzltQdxd/515UJeu+RvqIyWhB0rNE2tMUoiEYqKLOwoeWfaqBN5+b9/jXgiQb+eVWHHEck5ldESDr4zVcFPLruYswcNDzGRHEY9HClRwSFSAFbs3kosESfmCZoTMa597UEeO/+6sGN1O3fnHx9/mQVL36N3ZTkPfvNLDO1dHXasvFNTVRF2BJGcNXPYGBbv2MzvNn3AJSPGcdbAYWFHkgMcSKjgSIUmjYsUgPMHjSHmh06tsXzXVupjLSEmCsemXXt5bvkaEu7sbNjP/319SdiRREQOU2TGP049n4Wfv57vnnouZuqJldyngkOkAAyq6MXgdvM2yooKr4OzZ1kpB8YqlESi9NeQHxER6bJgpfF0XgqECg6RAvHQjGsYVnUC1SXl/GTqbKIFshCgu7Nk/Wbe/Wgb1ZXl3PmVy5g6cghfOv1k5p47Jex4IiIiea/wfuIUKVCDKnrxykU3hB2j293+7EIef2cVuPP16VP56/NO58zRGhMtIiIpKKBeiXQqjJ84RaRgPbd8DY0trTS2xnhq6XthxxERkVymIVUpUcEhInntrNHDKC8uprykmM+OG3HYPndn1d43eat2AfWxPSElFBERyW8aUiUiee1HX5jJeePXURyJMH3cyMP2/XHns7y6/QESxPnjzmf5zpjfUGSRkJKKiEhW02lxU6aCQ0TyWjRSxMyTx3S4b33Du7R6MwB1rbtoijdQEe3ZnfFERETyngoOESlYk3vP5MP65ZgZg8pGUx7pEXYkERHJWg5t1rSSrlPBISIFa0yPKXzjUz+jLraLoRXjtMCWiIhIBqjgEJGCVlM6kJrSgWHHEBGRXFBAZ5ZKJxUcIiIiIiJHo0njKdNpcUVEREREJGPUwyEiIiKSBZrjMX69+k0WbFzBhOr+/HjqbCqiJWHHkrY0pColKjhEpKC5J0gQJ2LFYUcRkQLWEGvh4t/+hi2NewHY3ljHPWve5jsTPhtyMpHjlzVDqszsv5rZajNbZWY/brP9+2a2zszWmNnMMDOKSH7Z2fwB96+7jHvXzmRJ7f1hxxGRAra0dhO7WvYfvB1PJGiJx0NMJB1yT++lQGRFD4eZzQBmAxPdvdnM+gXbxwNXAhOAQcArZjbG3fU/UESO25LaeTQn6pLXd97PpJqr1NMhIqEY1bPPYbdH9qzha2OnhZRGOlZYRUI6ZUXBAXwTuN09ueSvu+8Its8G5gfb15vZOmAq8HY4MUUkE3bsq+e2J19hf3MLf3/ZeYwZkPzgbW6NURyJUFSUmfUxqooHELES4t5CSVEFRUQy8jwiIkczqKIXD8+4hpe3rOG0vidyVv+RYUcSSRvzLKjUzGwZ8BRwIdAEfNfdF5vZncAf3P3B4Lh7gRfc/bEOHuN64HqA/v37T54/f3635c9l9fX1VFVVhR0jJ6ntUte+7TbW7qahuRUHiiNFjBnQh4/31rGrvpFIpIgRfU6gJJqJYsBpiNUS91YqozVErLTDo+KeoDWRoCwS/m80et2lTm2XOrVd6tR2x2bGjBlL3H1K2Dk60qu4n5/Z54tpfczffnxX1v5706nbPj3N7BVgQAe7bgly9AamAacBj5jZMZX27n43cDfAlClTfPr06ceVt1AsXLgQtVVq1Hapa992c372AGs/rgWgoqSY5y++iL/953tpiccx4AtTq7ltzvQOHyvTVuzaytWvPYA7nFIzmHnn/lWoK5LrdZc6tV3q1HapU9uJdOOkcXe/wN1P6uDyFLAZeMKTFgEJoA+wBRja5mGGBNtEJI/cctkMKktLKI5EuHX2eVSUFBOJJN+eSoqjDOzVI7Rsj65fxv5YK43xVpbUbubjxrrQsoiISMg0aTwl4Y8PSFoAzAB+b2ZjgBKgFngaeMjMfkpy0vhoYFFoKUUkI6aMGMIff/At3Dk4X+PuuXO4Z+FiRvevYe654fU2T6oZzIKNK2iOx6gsLqF3aUVoWUREJGQFVCSkU7YUHPcB95nZSqAFuNaTk0tWmdkjwHtADLhBZ6gSyU9mRtuRSqcOH8yv/svg8AIF5gz7DOWRYj6s28nlw06mNAvmcYiIiOSSrPjkdPcW4OpO9v0I+FH3JhIRSTIzLho6PuwYIiISOoeEejhSkRUFh4iIiEg+2dPQyOptnxDXF1QRFRwiIiIi6bR9bz1zfvYA8USCuWP7MX5PHQOrwzv5haSJg3si7BQ5qdvOUiUiIiJSCN5Yu4HmWIz65hbcnX9fuz7sSCKhUg+HiIiISBqNG9T38NsD+4WURNJOQ+RSooJDREREJI0mDO7PXddezhtr13NiUROfGdrRuseSk3Ra3JRoSJWIiIhImp0+aig3XXQulaUlYUcRCZ16OEREREREjsYdEpo0ngr1cIiIiIiISMaoh0NEREREpCs0hyMlKjhERERERLrANaQqJRpSJSIiIiIiGaMeDhERERGRo3INqUqRejhERERERCRj1MMhIiIiInI0jlYaT5EKDhERERGRrnBNGk+FhlSJiIiIiEjGqIdDREREROQoHHANqUqJejhERERERCRj1MMhIiIiInI07prDkSIVHCIiIiIiecDMKoG7gBZgobv/v872AQs6OzbdNKRKRERERKQLPOFpvXSFmd1nZjvMbGW77Rea2RozW2dmNweb/xJ4zN2/DlzW7qHa7zvSsWmlgkNEREREpCs8kd5L18wDLmy7wcwiwC+Bi4DxwJfNbDwwBNgUHBZv9zjt9x3p2LTKyyFVS5YsqTWzjWHnyBF9gNqwQ+QotV3q1HapU9ulTm2XOrVd6tR2x2ZY2AE6U8fuF1/xx/qk+WHLzOydNrfvdve72x7g7q+b2fB295sKrHP3DwHMbD4wG9hMspBYxn/uWGi/70jHplVeFhzu3jfsDLnCzN5x9ylh58hFarvUqe1Sp7ZLndoudWq71Knt8oe7X3j0o7rNYA71TkCyeDgd+Dlwp5ldDDwDYGZnAKcA97fbt6D9sZmSlwWHiIiIiEihcfcGYG67bW8Dbwc357a7S/vbGaE5HCIiIiIiuWULMLTN7SHBtqykgkPuPvoh0gm1XerUdqlT26VObZc6tV3q1HaSCYuB0WY2wsxKgCuBp0PO1Clz1xLtIiIiIiLZyMweBqaTPAHBduAH7n6vmc0C/hWIAPe5+4/CS3lkKjhERERERCRjNKRKREREREQyRgVHATGzL5rZKjNLmNmUNtuHm1mjmS0LLr9us2+yma0IVrH8uZlZOOnD1VnbBfu+H7TPGjOb2WZ7RyuAFjQzu83MtrR5rc1qs6/DdpRD9Jo6Nma2IXj/WnbgPPdm1tvMXjazPwd/Twg7ZzboaCXjztrKkn4evA7fNbNTw0sevk7aTu91Im2o4CgsK0kuY/96B/s+cPdJweUbbbb/Cvg6MDq4ZNM5qLtTh20XrOp5JTCBZNvcZWaRI6wAKnBHm9fa89B5O4YZMtvoNZWyGcFr7cAPBTcDr7r7aODV4LZ0sJIxnbfVRRz6TLie5OdEIZtHx5+Neq8TCajgKCDu/r67r+nq8WY2EOjp7n/w5GSffwMuz1jALHaEtpsNzHf3ZndfD6wjufrnwRVA3b0FOLACqHSss3aUQ/SaSo/ZJBe/IvhbkO9p7bn768Cudps7a6vZwL950h+A6uDzoiB10nad0XudFCQVHHLACDP7k5m9ZmbnBNsGk1y58oDNwTY5pKOVPgcfYbvAt4NhGPe1Gc6i9jo6tdGxc+AlM1tiZtcH2/q7+7bg+sdA/3Ci5YTO2kqvxa7Re51IQCuN5xkzewUY0MGuW9z9qU7utg040d13mtlkYIGZTchYyCyVYttJO0dqR5JDL/6J5BfBfwJ+AlzXfemkwJzt7lvMrB/wspmtbrvT3d3MdKrGLlBbHTO914m0oYIjz7j7BSncpxloDq4vMbMPgDEkV6wc0ubQrF7F8nil0nYceaXPnFkBNJ262o5mdg/wbHAzp1ZMDYna6Bi5+5bg7w4ze5Lk0JXtZrKCh2gAAATBSURBVDbQ3bcFw4B2hBoyu3XWVnotHoW7bz9wXe91IhpSJYCZ9T0wac3MRpKcCPhh0JW+z8ymBWenugbQL/2Hexq40sxKzWwEybZbRI6tANpd2o3znkNyMj503o5yiF5Tx8DMKs2sx4HrwF+QfL09DVwbHHYtek87ks7a6mngmuBsVdOAvW2GXgl6rxNpTz0cBcTM5gC/APoCz5nZMnefCZwL/NDMWoEE8A13PzAB7lskz8BRDrwQXApOZ23n7qvM7BHgPSAG3ODu8eA+3wZe5NAKoKtCip9Nfmxmk0gOM9gA/DXAkdpRktw9ptfUMekPPJn8rYQo8JC7/9bMFgOPmNlXgY3AFSFmzBrWZiVjM9sM/AC4nY7b6nlgFskJz/uBud0eOIt00nbT9V4ncohWGhcRERERkYzRkCoREREREckYFRwiIiIiIpIxKjhERERERCRjVHCIiIiIiEjGqOAQEREREZGMUcEhIiIiIiIZo4JDROQYmVl9hh//reBvtZl9K4X732Zm3z3G+5Sb2WtmFjGzCjP7pZn91Mz+p5mVmNnrZqa1m0RE5Jip4BARyTLufmZwtZrk4pvd4TrgiWARshuAee7+d8A4d28BXgW+1E1ZREQkj6jgEBFJAzP7OzNbGVxuDLYNN7P3zeweM1tlZi+ZWXmb+9xqZmvM7A0ze/hAr0SbHpTbgVFmtszM/iV4vJVt7v9dM7stuH6Lma01szeAsW2OudrMFgWP8Rszi3TyT/gr4Kng+gRgiZmVkFxJGmBBcIyIiMgxUcEhInKczGwyMBc4HZgGfN3MTgl2jwZ+6e4TgD3A54P7nBZcnwhcBEzp4KFvBj5w90nu/r2jPP+VwCRgFnBasP3TJHslznL3SUCcDoqGoLAY6e4bgk2PAr8CfgH8JNi28sDjioiIHAuNxxUROX5nA0+6ewOAmT0BnAM8Dax392XBcUuA4cH1s4Cn3L0JaDKzZ47j+c8Jnn9/8PxPB9vPByYDi80MoBzY0cH9+5AshgBw9+eA59oe4O5xM2sxsx7uXnccWUVEpMCo4BARyazmNtfjJL/0pyrG4T3TZUc53oD73f37RzmusQuPBVAKNHXhOBERkYM0pEpE5Pj9O3B5cHanSmBOsO1I3gQuNbMyM6sCLungmDqgR5vb24F+ZlZjZqVt7vN68PzlZtYDuDTY/irwBTPrB2Bmvc1sWPsncffdQMTMOi06zKwGqHX31qP8u0RERA6jHg4RkWNXYWab29z+KTAPWBTc/j/u/iczG97ZA7j74mDo07skC4kVwN52x+w0szeDieIvuPv3zOyHwfNsAVYHxy01s/8PLCc5ZGpxsP09M/sH4CUzKwJaSZ6BamMHkV4iOTTslU4iz6DdMCsREZGuMHcPO4OISEEysyp3rzezCpK9FNe7+9KQspwK/K27f6WT/U8AN7v72u5NJiIiuU49HCIi4bnbzMaTnD9xf1jFBhzsJfm9mUWCtTgOCs5itUDFhoiIpEI9HCIiIiIikjGaNC4iIiIiIhmjgkNERERERDJGBYeIiIiIiGSMCg4REREREckYFRwiIiIiIpIxKjhERERERCRjVHCIiIiIiEjGqOAQEREREZGMUcEhIiIiIiIZ8x/YCwdGqcbS/gAAAABJRU5ErkJggg==)" ], "metadata": { "id": "ojHhr60RICyb" } }, { "cell_type": "code", "source": [ "# This is the function to the set the ticks in the colorbar to be in scientific notations.\n", "# You can directly use this function and don't need to change anything in this cell.\n", "import matplotlib.ticker as ticker\n", "def fmt(x, pos):\n", " a, b = '{:.2e}'.format(x).split('e')\n", " b = int(b)\n", " return r'$10^{{{}}}$'.format(a)" ], "metadata": { "id": "cp_aWiJTF68U" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Replicate the figure here\n", "___,___ = _____._________(_, _, figsize=(__,__))\n", "ctemp=________._______(_______,_______,s=________,c=np._____(_____),marker='o',cmap='viridis',vmin=0,vmax=2.5)\n", "___.________('__________')\n", "___.________('__________')\n", "plt.grid()\n", "___._________(____,ax____,label=_________,format=ticker.FuncFormatter(fmt))\n", "___.____('_________________________')\n", "plt.show()" ], "metadata": { "id": "wUA4MJeBIDmU", "collapsed": true }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Exercise 2: Cartopy\n", "\n", "The goal of this exercise (congratulations for making it that far!! 😃) is to replicate the figures you see as closely as possible." ], "metadata": { "id": "DEzLRnIOI4FI" } }, { "cell_type": "markdown", "source": [ "### Part I: Antarctic Sea Ice\n", "\n", "**Q1) Download the file below and use it to plot the concentration of Antarctic Sea Ice.**\n", "\n", "Try to recreate the plot below.\n", "\n", "Hint: Explore the file contents in order to determine the correct projection." ], "metadata": { "id": "kp2n640HJTpR" } }, { "cell_type": "markdown", "source": [ "![cartopy_pic1.png](data:image/png;base64,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)" ], "metadata": { "id": "zrh3T3Aw0auk" } }, { "cell_type": "code", "source": [ "!pip install --no-binary 'shapely==1.6.4' 'shapely==1.6.4' --force\n", "!pip install cartopy" ], "metadata": { "id": "XjizVncBJmaP" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "import pooch\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "#import xarray as xr\n", "from netCDF4 import Dataset\n", "######################################################################################################################################################\n", "# Download Sea Ice files\n", "url1 = \"https://unils-my.sharepoint.com/:u:/g/personal/tom_beucler_unil_ch/EREWA38Rs-FFslQd4yKZBAsBF8m9yLzeJKEAN5gSz7LLFw?download=1\"\n", "fname1 = pooch.retrieve(url1, known_hash='1ff50bca1e6249a9b2fcd9d9466e31bdb5be650243f99c7319ab2ce625b87ce7')\n", "url2 = \"https://unils-my.sharepoint.com/:u:/g/personal/tom_beucler_unil_ch/Ea_2umrDTkhCrN--th4nuokBMcnVlxGshiyUq2eSpvhlTQ?download=1\"\n", "fname2 = pooch.retrieve(url2, known_hash='309418969ad09f42b8104589bcb86de4ed353a5742fef9385baec174c7d55e66')\n", "######################################################################################################################################################\n", "# Run these as is. We are reading the sea ice concentration values from our files\n", "seaice1,seaice2 = Dataset(fname1,'r'),Dataset(fname2,'r')\n", "var_toplot1,var_toplot2 = seaice1.variables['seaice_conc_cdr'][:],seaice2.variables['seaice_conc_cdr'][:]" ], "metadata": { "id": "G2fgfvzJJS_w" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "#import cartopy.feature as cfeature\n", "import numpy as np\n", "\n", "fig,ax = plt.subplots(_,_,figsize=(18, 12),subplot_kw={'projection': ccrs.___________________()})\n", "# The rest doesn't change:\n", "ax[_].set_extent([-180, 180, -90, -55], ccrs.PlateCarree())\n", "\n", "######################################################################################################################################################\n", "# Add Land and gridlines\n", "# Hint: Check edgecolor to show coast, and facecolor to color the continent\n", "# Hint: https://matplotlib.org/stable/gallery/color/named_colors.html for the names of the colors available\n", "######################################################################################################################################################\n", "ax[_].______________(cartopy.______.____, edgecolor='___',facecolor='________')\n", "ax[_].gridlines(lw=_,color='_')\n", "######################################################################################################################################################\n", "# Add Contours\n", "# Hint: X (Y) data in the pcolormesh should be the longitude and latitude of the sea ice data.\n", "# Hint: Check the shape of the var_toplot1, var_toplot2 before plotting\n", "# Hint: longitude and latitude can be accessed with seaice1.variables['longitude'][:], seaice1.variables['latitude'][:]\n", "# Hint: Check this website: https://matplotlib.org/stable/tutorials/colors/colormaps.html for available colormaps\n", "######################################################################################################################################################\n", "____ = ax[0].pcolormesh(___________, ____________, np.ma.masked_greater(var_toplot1[_________],1), transform=__________,vmin=0,vmax=1,cmap=____)\n", "plt.colorbar(____,ax=ax[_],fraction=0.046, pad=0.04,____='__________________')\n", "ax[_].set_title('2017-08-01')\n", "\n", "ax[_].set_extent([-180, 180, -90, -55], ccrs.PlateCarree())\n", "ax[_].add_feature(cartopy._______._________, edgecolor='______',facecolor='_______________')\n", "ax[_].gridlines(lw=_,color='____')\n", "\n", "____ = ax[____].pcolormesh(____, ____, np.ma.masked_greater(var_toplot2[____],1), transform=____,vmin=0,vmax=1,cmap=____)\n", "plt.colorbar(____,ax=__________________,label='__________________',fraction=0.046, pad=0.04)\n", "ax[____].set_title('__________________')\n", "plt.show()" ], "metadata": { "id": "_JT0bLdeMpO4" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Part II: 2014 Earthquakes\n", "**Q2) Download the file below and use it to plot the location of >4 Richter Scale earthquakes in the US during 2014.**\n", "\n", "Hint: Explore the file contents in order to determine the correct projection." ], "metadata": { "id": "vvY2AFPozlW7" } }, { "cell_type": "markdown", "source": [ "![cartopy_pic2.png](data:image/png;base64,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)" ], "metadata": { "id": "cYlBNmmNB1au" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "fname = pooch.retrieve(\n", " \"https://unils-my.sharepoint.com/:x:/g/personal/tom_beucler_unil_ch/Ea9h1j2_wYpEtuX5waZZWpsBt2zh3lvGUBFisvA8dFG5Eg?download=1\",\n", " known_hash='84d455fb96dc8f782fba4b5fbe56cb8970cab678f07c766fcba1b1c4674de1b1')\n", "usgs_2014 = pd.read_csv(fname)" ], "metadata": { "id": "avjCUWhKQEAQ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "######################################################################################################################################################\n", "# Run these as is. We are removing missing values in the data and filter data points with stronger earthquakes (magnitude > 4)\n", "usgs_2014_nonan = usgs_2014.dropna()\n", "usgs_2014_large = usgs_2014_nonan[usgs_2014_nonan['mag']>4]" ], "metadata": { "id": "39qi-kJWWM9j" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "fig,ax = plt.subplots(1,1,figsize=(12, 12),subplot_kw={'projection': ccrs.Robinson()})\n", "# The rest doesn't change:\n", "ax.set_extent([-140, -60, 12,70], ccrs.PlateCarree())\n", "\n", "######################################################################################################################################################\n", "# Add Land, Ocean, Rivers, and State Lines\n", "# Hint: Land linewidth = 3; States: edgecolor='gray',linewidth=1.25; lakes/ocean/rivers: no change\n", "# Hint: https://matplotlib.org/stable/gallery/color/named_colors.html for the names of the colors available\n", "######################################################################################################################################################\n", "____.add_feature(cartopy._____.____, edgecolor='____',linewidths=____)\n", "____.add_feature(cartopy._____.____)\n", "____.add_feature(cartopy._____.____)\n", "____.add_feature(cartopy._____.____)\n", "____.add_feature(cartopy._____.____,edgecolor='____',linewidth=____)\n", "____.gridlines(lw=____,color='____')\n", "\n", "######################################################################################################################################################\n", "# Add Scatter points for earthquake data\n", "# Hint: usgs_2014_large['longitude'] to access logitude data, usgs_2014_large['latitude'] to access latitude data, usgs_2014_large['mag'] to access Earthquake magnitudes\n", "# Hint: https://matplotlib.org/stable/gallery/color/named_colors.html for the names of the colors available\n", "######################################################################################################################################################\n", "____ = ax.scatter(____,____,s=62,c=____,marker='o',cmap='____',edgecolors='____',linewidths=2, transform=____)\n", "plt.colorbar(____,ax=____,fraction=0.016, pad=0.04,label='____')\n", "ax.set_title('____')\n", "plt.show()" ], "metadata": { "id": "l5MLpLafUPpA" }, "execution_count": null, "outputs": [] } ] }